From 6dcaad24d92ee06207c4118d61d2dac78c68e518 Mon Sep 17 00:00:00 2001 From: zolizoli Date: Wed, 1 Jul 2026 12:36:20 +0200 Subject: [PATCH] 0.1.1: PNG logo + presidential-speech allotaxonograph gallery - Add imgs/logo.png (rasterized from the SVG) and point the README at it so the logo renders on PyPI as well as GitHub. - Add examples/presidential_speeches.py (+ executed notebook with figures inline) comparing US presidential speech vocabulary across eras via keyness, RTD, and allotaxonographs; bundle compact frequency tables (examples/data/*.tsv, loaded with load_counts) and save figures to examples/gallery/. - Add a docs gallery page and nav entry. - Bump version to 0.1.1; update CHANGELOG. Co-Authored-By: Claude Opus 4.8 (1M context) --- CHANGELOG.md | 11 +- README.md | 2 +- docs/examples/presidential_speeches.md | 66 + examples/data/speeches_1825-1849.tsv | 6139 ++++++++++++ examples/data/speeches_1900-1924.tsv | 7915 +++++++++++++++ examples/data/speeches_1950-1974.tsv | 7625 +++++++++++++++ examples/data/speeches_2000-2024.tsv | 8444 +++++++++++++++++ examples/gallery/alpha_sweep_0.33.png | Bin 0 -> 88582 bytes examples/gallery/alpha_sweep_0.png | Bin 0 -> 96845 bytes examples/gallery/alpha_sweep_1.png | Bin 0 -> 85344 bytes .../gallery/era_1950-1974_vs_1900-1924.png | Bin 0 -> 92023 bytes .../gallery/era_2000-2024_vs_1825-1849.png | Bin 0 -> 88582 bytes .../gallery/era_2000-2024_vs_1950-1974.png | Bin 0 -> 86204 bytes examples/presidential_speeches.ipynb | 472 + examples/presidential_speeches.py | 143 + imgs/logo.png | Bin 0 -> 26179 bytes mkdocs.yml | 1 + pyproject.toml | 2 +- 18 files changed, 30817 insertions(+), 3 deletions(-) create mode 100644 docs/examples/presidential_speeches.md create mode 100644 examples/data/speeches_1825-1849.tsv create mode 100644 examples/data/speeches_1900-1924.tsv create mode 100644 examples/data/speeches_1950-1974.tsv create mode 100644 examples/data/speeches_2000-2024.tsv create mode 100644 examples/gallery/alpha_sweep_0.33.png create mode 100644 examples/gallery/alpha_sweep_0.png create mode 100644 examples/gallery/alpha_sweep_1.png create mode 100644 examples/gallery/era_1950-1974_vs_1900-1924.png create mode 100644 examples/gallery/era_2000-2024_vs_1825-1849.png create mode 100644 examples/gallery/era_2000-2024_vs_1950-1974.png create mode 100644 examples/presidential_speeches.ipynb create mode 100644 examples/presidential_speeches.py create mode 100644 imgs/logo.png diff --git a/CHANGELOG.md b/CHANGELOG.md index 98b24b1..c0b2dfa 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -4,7 +4,16 @@ All notable changes to this project are documented here. The format follows [Keep a Changelog](https://keepachangelog.com/en/1.1.0/), and the project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). -## [Unreleased] +## [0.1.1] - 2026-07-01 + +### Added + +- Presidential-speech allotaxonograph gallery: `examples/presidential_speeches.py` + (+ executed notebook and saved figures under `examples/gallery/`) comparing + U.S. presidential speech vocabulary across eras, with a matching docs page. +- PNG logo (`imgs/logo.png`) so the README logo renders on PyPI. + +## [0.1.0] - 2026-06-30 ### Added diff --git a/README.md b/README.md index 18726ad..96c7c2a 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,5 @@

- keyflux logo + keyflux logo

# keyflux diff --git a/docs/examples/presidential_speeches.md b/docs/examples/presidential_speeches.md new file mode 100644 index 0000000..7a08bd9 --- /dev/null +++ b/docs/examples/presidential_speeches.md @@ -0,0 +1,66 @@ +# Presidential speech across eras + +A worked gallery: comparing the vocabulary of U.S. presidential speeches across +25-year eras with keyness, rank-turbulence divergence, and the allotaxonograph. + +The data are compact frequency tables under `examples/data/`, built from the +public-domain [Miller Center](https://data.millercenter.org/) presidential speech +corpus (lemmatised, lowercased, punctuation stripped) bundled with +[chronowords](https://github.com/crow-intelligence/chronowords), loaded with +`keyflux.load_counts`. A light filter drops clitic fragments and transcription +markers; genuine function words stay in (they populate the lockword diagonal). + +The full, executed notebook — with every figure inline — is at +[`examples/presidential_speeches.ipynb`](https://github.com/crow-intelligence/keyflux/blob/main/examples/presidential_speeches.ipynb). + +## 1. The nineteenth century vs. the twenty-first + +The starkest shift: formal 19th-century governmental prose against modern +televised address. Positive keywords for **2000–2024**: *job, help, today, +tonight, worker, terrorist, afghanistan, billion*. For **1825–1849**: +*appropriation, intercourse, specie, heretofore, receipt, treasury*. The +contribution panel reads first-person modern (*we, get, help, thank, americans*) +against formal 19th-century register (*which, upon, shall, duty, treaty*). + +![1825–1849 vs 2000–2024](https://raw.githubusercontent.com/crow-intelligence/keyflux/main/examples/gallery/era_2000-2024_vs_1825-1849.png) + +## 2. The Progressive era vs. the Cold War + +**1950–1974** keywords: *vietnam, soviet, kennedy, communist, nuclear, nixon*. +**1900–1924** keywords: *railway, isthmus, philippine, hague, reclamation, +banking* — the vocabulary of the Panama Canal, imperial expansion, and early +regulation. + +![1900–1924 vs 1950–1974](https://raw.githubusercontent.com/crow-intelligence/keyflux/main/examples/gallery/era_1950-1974_vs_1900-1924.png) + +## 3. The Cold War vs. the modern era + +A more recent, subtler shift. **2000–2024**: *afghanistan, iraqi, qaeda, virus, +ukraine, biden*. **1950–1974**: *viet, nam, communists, khrushchev, watergate, +laos, mcnamara*. + +![1950–1974 vs 2000–2024](https://raw.githubusercontent.com/crow-intelligence/keyflux/main/examples/gallery/era_2000-2024_vs_1950-1974.png) + +## How alpha reframes the map + +`alpha` tunes what the divergence emphasises — small `alpha` surfaces churn among +rare, low-rank words; large `alpha` surfaces shifts among common, high-rank words. +The 19thC↔21stC pair at three settings (divergence rises from 0.39 to 0.54): + +**alpha = 0** (logarithmic limit — rare, low-rank churn) + +![alpha 0](https://raw.githubusercontent.com/crow-intelligence/keyflux/main/examples/gallery/alpha_sweep_0.png) + +**alpha = 1/3** (the text default) + +![alpha 1/3](https://raw.githubusercontent.com/crow-intelligence/keyflux/main/examples/gallery/alpha_sweep_0.33.png) + +**alpha = 1** (emphasises common, high-rank words) + +![alpha 1](https://raw.githubusercontent.com/crow-intelligence/keyflux/main/examples/gallery/alpha_sweep_1.png) + +## The script + +```python title="examples/presidential_speeches.py" +--8<-- "examples/presidential_speeches.py" +``` diff --git a/examples/data/speeches_1825-1849.tsv b/examples/data/speeches_1825-1849.tsv new file mode 100644 index 0000000..c0f73fc --- /dev/null +++ b/examples/data/speeches_1825-1849.tsv @@ -0,0 +1,6139 @@ +the 44180 +of 28597 +be 17395 +to 17094 +and 14897 +in 9297 +a 6745 +have 6166 +that 6069 +it 5143 +by 5013 +which 4467 +for 3715 +as 3369 +with 3358 +our 3258 +they 2693 +not 2597 +on 2581 +this 2544 +government 2462 +their 2406 +from 2356 +states 2188 +i 2131 +its 2131 +will 2034 +or 1979 +at 1844 +all 1806 +an 1684 +united 1614 +upon 1567 +may 1470 +make 1391 +but 1380 +state 1321 +power 1300 +congress 1284 +public 1284 +would 1275 +country 1269 +such 1260 +other 1240 +any 1216 +we 1193 +no 1087 +should 1060 +duty 1032 +so 1016 +can 1009 +these 968 +law 954 +great 938 +my 922 +those 905 +people 898 +under 896 +his 894 +act 868 +if 865 +present 800 +time 789 +subject 778 +more 776 +year 769 +interest 768 +than 766 +he 762 +bank 761 +war 720 +citizen 700 +000 678 +one 671 +shall 670 +most 666 +constitution 665 +general 641 +mexico 635 +nation 622 +part 608 +last 607 +treaty 604 +into 599 +who 591 +between 590 +only 590 +do 588 +without 588 +right 587 +there 584 +give 564 +now 558 +treasury 558 +same 538 +own 536 +every 525 +well 514 +union 508 +necessary 498 +when 488 +you 486 +system 478 +measure 461 +your 457 +some 456 +new 455 +revenue 453 +exist 448 +must 440 +take 438 +increase 433 +foreign 432 +executive 430 +two 430 +authority 428 +principle 428 +require 428 +president 426 +effect 423 +amount 419 +receive 419 +within 414 +place 412 +land 411 +object 408 +good 404 +her 400 +peace 395 +officer 394 +view 391 +money 390 +against 386 +purpose 382 +mean 380 +department 373 +relation 369 +force 368 +secretary 366 +consideration 363 +policy 361 +condition 360 +could 355 +provision 354 +territory 351 +character 350 +claim 348 +cause 347 +long 345 +before 343 +first 341 +whole 341 +far 339 +question 339 +thus 338 +service 337 +period 336 +find 335 +also 334 +case 334 +become 333 +result 331 +might 330 +national 328 +operation 328 +opinion 327 +proper 326 +regard 325 +institution 323 +much 323 +important 321 +large 321 +commerce 319 +during 319 +senate 319 +establish 316 +form 311 +yet 306 +after 305 +recommend 305 +exercise 304 +report 304 +american 302 +over 302 +both 301 +many 299 +session 293 +debt 288 +hope 284 +pay 279 +continue 278 +texas 278 +while 277 +pass 276 +since 276 +portion 273 +therefore 273 +attention 271 +just 267 +high 266 +nor 266 +out 264 +appropriation 262 +leave 262 +military 261 +call 259 +improvement 259 +branch 258 +however 258 +each 256 +order 256 +secure 256 +what 255 +respect 253 +believe 252 +remain 252 +use 252 +payment 251 +minister 249 +provide 246 +trade 243 +house 241 +article 239 +limit 238 +produce 238 +office 236 +mexican 235 +army 232 +course 231 +term 231 +vessel 231 +bring 230 +among 228 +day 228 +spirit 228 +themselves 226 +reason 225 +expenditure 224 +bill 223 +still 222 +adopt 221 +authorize 221 +due 221 +several 221 +circumstance 218 +submit 218 +then 218 +free 216 +direct 215 +less 215 +desire 214 +federal 214 +protection 214 +whether 214 +through 212 +demand 210 +she 210 +carry 209 +extent 208 +justice 208 +party 208 +individual 207 +say 207 +ever 206 +man 206 +render 205 +deem 203 +extend 203 +point 203 +consider 202 +constitutional 201 +republic 200 +afford 199 +line 199 +maintain 199 +end 198 +itself 198 +propose 198 +grant 197 +intercourse 197 +either 196 +early 195 +even 195 +hand 194 +influence 194 +commercial 193 +navy 193 +number 193 +control 192 +convention 192 +too 192 +issue 191 +doubt 189 +political 185 +already 184 +preserve 184 +attempt 183 +experience 183 +meet 183 +port 183 +expense 182 +feel 182 +impose 182 +never 181 +action 179 +british 179 +see 177 +full 176 +necessity 176 +until 176 +deposit 175 +express 174 +message 174 +affair 173 +britain 173 +having 173 +tribe 173 +establishment 172 +favor 172 +hold 171 +prosperity 171 +consequence 170 +occasion 170 +appear 169 +declare 169 +importance 168 +support 168 +aid 166 +advantage 165 +difficulty 165 +property 165 +boundary 164 +fact 164 +note 164 +arise 163 +change 163 +conduct 163 +know 163 +legislation 163 +currency 162 +obligation 161 +source 161 +sum 161 +value 161 +commissioner 160 +agent 159 +benefit 159 +different 159 +estimate 159 +fellow 159 +very 158 +representatives 157 +world 157 +honor 156 +paper 156 +prevent 156 +s 156 +soon 156 +another 155 +exchange 155 +lead 155 +negotiation 154 +true 154 +obtain 153 +whose 153 +seem 152 +discharge 151 +legislative 151 +although 150 +expect 150 +further 150 +few 149 +future 149 +manner 149 +administration 148 +equal 148 +legislature 148 +million 147 +court 146 +event 146 +indian 146 +charge 145 +credit 145 +employ 145 +river 145 +liberty 144 +refer 144 +up 144 +common 143 +communicate 143 +effort 143 +resolution 143 +fund 142 +protect 142 +where 142 +indians 141 +late 141 +want 140 +domestic 139 +independent 139 +return 139 +settlement 139 +matter 138 +degree 137 +beyond 136 +enable 136 +internal 136 +person 136 +annual 135 +price 135 +small 135 +danger 134 +friendly 133 +liberal 133 +prove 133 +whom 133 +nothing 132 +remove 132 +security 132 +trust 132 +labor 131 +reduce 131 +think 131 +again 130 +body 130 +confidence 130 +execution 130 +independence 130 +resort 130 +similar 130 +south 130 +about 129 +promote 129 +engage 128 +possess 128 +apply 127 +coast 127 +defense 127 +permit 127 +west 127 +decide 126 +sanction 126 +39 125 +evil 125 +france 125 +possession 125 +additional 124 +certain 124 +come 124 +concern 124 +enter 124 +ground 124 +heretofore 124 +add 123 +lay 123 +because 122 +close 122 +occur 122 +sufficient 122 +always 121 +bear 121 +commit 121 +fail 121 +sustain 121 +business 120 +ought 120 +various 120 +exceed 119 +import 119 +settle 119 +appoint 118 +derive 118 +loan 118 +representative 118 +admit 117 +charter 117 +embarrassment 117 +show 117 +suppose 117 +accomplish 116 +local 116 +command 115 +constitute 115 +execute 115 +favorable 115 +information 115 +past 115 +privilege 115 +avoid 114 +construction 114 +look 114 +population 114 +decision 113 +home 113 +mode 113 +specie 113 +connect 112 +industry 112 +nature 112 +proceed 112 +assume 111 +collect 111 +particular 111 +receipt 111 +sale 111 +disposition 110 +entertain 110 +keep 110 +private 110 +satisfactory 110 +member 109 +progress 109 +removal 109 +civil 108 +create 108 +delay 108 +district 108 +follow 108 +march 108 +perform 108 +strong 108 +work 108 +account 107 +fully 107 +objection 107 +quarter 107 +advance 106 +confer 106 +happy 106 +safe 106 +stock 106 +contain 105 +enemy 105 +involve 105 +navigation 105 +furnish 104 +little 104 +regulate 104 +supply 104 +toward 104 +application 103 +class 103 +equally 103 +instruction 103 +offer 103 +open 103 +though 103 +adjustment 102 +communication 102 +difference 102 +feeling 102 +fiscal 102 +proceeding 102 +safety 102 +greatly 101 +possible 101 +rate 101 +accord 100 +success 100 +tariff 100 +adoption 99 +city 99 +exclusive 99 +month 99 +permanent 99 +wisdom 99 +accompany 98 +community 98 +conclude 98 +existence 98 +invite 98 +neither 98 +surplus 98 +majority 97 +thing 97 +include 96 +arrangement 95 +blessing 95 +commission 95 +naval 95 +whatever 95 +embrace 94 +immediate 94 +motive 94 +mr 94 +north 94 +former 93 +injury 93 +island 93 +jurisdiction 93 +serious 93 +three 93 +design 92 +french 92 +judgment 92 +pacific 92 +principal 92 +recently 92 +resource 92 +bind 91 +inform 91 +instance 91 +prescribe 91 +purchase 91 +respective 91 +seek 91 +short 91 +calculate 90 +raise 90 +rest 90 +sea 90 +survey 90 +mdash 89 +once 89 +separate 89 +stand 89 +wise 89 +belong 88 +connection 88 +enjoy 88 +like 88 +mail 88 +post 88 +pursue 88 +rule 88 +urge 88 +conflict 87 +mind 87 +official 87 +way 87 +actual 86 +intend 86 +least 86 +myself 86 +occupy 86 +transfer 86 +1 85 +alone 85 +commence 85 +conviction 85 +copy 85 +immediately 85 +next 85 +position 85 +unless 85 +capital 84 +draw 84 +europe 84 +fall 84 +guard 84 +harmony 84 +oregon 84 +responsibility 84 +affect 83 +arm 83 +burden 83 +care 83 +nearly 83 +ratification 83 +together 83 +allow 82 +anticipate 82 +except 82 +hostility 82 +necessarily 82 +regret 82 +successful 82 +addition 81 +consent 81 +happiness 81 +indeed 81 +induce 81 +manufacture 81 +none 81 +temporary 81 +1st 80 +conclusion 80 +frontier 80 +practice 80 +spain 80 +transmit 80 +able 79 +balance 79 +history 79 +life 79 +market 79 +moment 79 +mutual 79 +prevail 79 +satisfaction 79 +chief 78 +compromise 78 +especially 78 +honorable 78 +plan 78 +probably 78 +section 78 +wish 78 +contract 77 +correspondence 77 +extensive 77 +renew 77 +adequate 76 +appropriate 76 +indemnity 76 +instrument 76 +justify 76 +levy 76 +practicable 76 +ship 76 +solemn 76 +throughout 76 +check 75 +corporation 75 +enforce 75 +expedient 75 +facility 75 +manifest 75 +predecessor 75 +recognize 75 +reduction 75 +understand 75 +violation 75 +acknowledge 74 +considerable 74 +contribute 74 +entire 74 +faith 74 +head 74 +highly 74 +operate 74 +prosecute 74 +sentiment 74 +sound 74 +above 73 +almost 73 +carolina 73 +reference 73 +revolution 73 +suggest 73 +washington 73 +complete 72 +exhibit 72 +governor 72 +grow 72 +here 72 +numerous 72 +recommendation 72 +single 72 +01 71 +adjust 71 +attend 71 +distribution 71 +election 71 +herewith 71 +mile 71 +redress 71 +set 71 +st 71 +suggestion 71 +taxation 71 +agency 70 +december 70 +distant 70 +letter 70 +limited 70 +powerful 70 +preservation 70 +proposition 70 +put 70 +suffer 70 +troop 70 +abuse 69 +contrary 69 +entitle 69 +final 69 +govern 69 +name 69 +ordinary 69 +otherwise 69 +performance 69 +stipulation 69 +wealth 69 +2 68 +america 68 +appeal 68 +circulation 68 +compact 68 +dangerous 68 +document 68 +extraordinary 68 +half 68 +obvious 68 +organization 68 +refuse 68 +request 68 +sense 68 +thereby 68 +5 67 +ascertain 67 +assurance 67 +banking 67 +board 67 +direction 67 +four 67 +go 67 +how 67 +inhabitant 67 +knowledge 67 +light 67 +notice 67 +organize 67 +perceive 67 +prepare 67 +remedy 67 +represent 67 +scarcely 67 +vast 67 +california 66 +emergency 66 +essential 66 +found 66 +gold 66 +near 66 +propriety 66 +ratify 66 +step 66 +vote 66 +beneficial 65 +custom 65 +dispatch 65 +dispute 65 +example 65 +human 65 +interference 65 +january 65 +judicial 65 +passage 65 +press 65 +ready 65 +recent 65 +side 65 +tax 65 +wrong 65 +approve 64 +freedom 64 +generally 64 +july 64 +often 64 +ourselves 64 +ample 63 +ask 63 +date 63 +discussion 63 +entirely 63 +latter 63 +loss 63 +need 63 +patriotism 63 +reasonable 63 +road 63 +tendency 63 +title 63 +welfare 63 +10 62 +abroad 62 +acquire 62 +collection 62 +commencement 62 +complaint 62 +efficient 62 +extension 62 +fair 62 +terminate 62 +answer 61 +cease 61 +enterprise 61 +evidence 61 +modification 61 +observe 61 +pursuit 61 +reach 61 +regulation 61 +season 61 +station 61 +30th 60 +address 60 +amendment 60 +apprehension 60 +indispensable 60 +ordinance 60 +perhaps 60 +promise 60 +real 60 +restore 60 +sovereignty 60 +taxis 60 +whilst 60 +abandon 59 +ability 59 +accept 59 +determine 59 +down 59 +examination 59 +hitherto 59 +personal 59 +prosecution 59 +restriction 59 +thereof 59 +western 59 +yield 59 +appointment 58 +consist 58 +detail 58 +diminish 58 +expose 58 +negotiate 58 +ocean 58 +opportunity 58 +pledge 58 +precede 58 +sovereign 58 +special 58 +strength 58 +deeply 57 +desirable 57 +lake 57 +lie 57 +mark 57 +mere 57 +perfect 57 +postmaster 57 +relate 57 +repeat 57 +responsible 57 +agree 56 +annexation 56 +colony 56 +contribution 56 +deep 56 +deliberation 56 +disbursement 56 +european 56 +installment 56 +original 56 +pleasure 56 +prompt 56 +region 56 +second 56 +self 56 +tend 56 +unite 56 +constantly 55 +continuance 55 +cultivate 55 +economy 55 +improve 55 +per 55 +promptly 55 +territorial 55 +third 55 +apprehend 54 +assert 54 +controversy 54 +earth 54 +faithfully 54 +finance 54 +harbor 54 +hereafter 54 +himself 54 +intrust 54 +joint 54 +judge 54 +june 54 +mississippi 54 +retain 54 +speedy 54 +tribunal 54 +twenty 54 +withhold 54 +3 53 +4 53 +april 53 +destroy 53 +exception 53 +exert 53 +majesty 53 +proportion 53 +providence 53 +realize 53 +regular 53 +supreme 53 +useful 53 +approach 52 +border 52 +confine 52 +current 52 +disturb 52 +expectation 52 +export 52 +invest 52 +particularly 52 +relieve 52 +sell 52 +serve 52 +succeed 52 +assent 51 +cent 51 +civilized 51 +collision 51 +constant 51 +finally 51 +footing 51 +justly 51 +notwithstanding 51 +peculiar 51 +profit 51 +send 51 +understanding 51 +vest 51 +constituent 50 +efficiency 50 +five 50 +instead 50 +liable 50 +militia 50 +silver 50 +threaten 50 +violate 50 +arrest 49 +continent 49 +diplomatic 49 +florida 49 +incur 49 +intelligence 49 +legal 49 +likely 49 +production 49 +resist 49 +sacrifice 49 +slave 49 +unjust 49 +water 49 +wholly 49 +20 48 +compel 48 +confederacy 48 +custody 48 +depend 48 +discretion 48 +earnestly 48 +fix 48 +merchant 48 +old 48 +properly 48 +province 48 +surrender 48 +virtue 48 +withdraw 48 +altogether 47 +away 47 +columbia 47 +endeavor 47 +field 47 +flag 47 +friend 47 +incident 47 +off 47 +practical 47 +salutary 47 +transaction 47 +anxious 46 +assign 46 +august 46 +correct 46 +determination 46 +difficult 46 +dispose 46 +dominion 46 +engagement 46 +error 46 +exertion 46 +houses 46 +inquiry 46 +interesting 46 +patriotic 46 +probable 46 +reflection 46 +reserve 46 +run 46 +sacred 46 +strict 46 +suspension 46 +york 46 +30 45 +500 45 +advice 45 +announce 45 +basis 45 +clearly 45 +defend 45 +deserve 45 +fear 45 +indulge 45 +interfere 45 +king 45 +opposition 45 +owe 45 +popular 45 +rather 45 +relief 45 +representation 45 +reside 45 +struggle 45 +unnecessary 45 +1846 44 +age 44 +arrive 44 +bond 44 +countryman 44 +employment 44 +extinguish 44 +herself 44 +humanity 44 +intention 44 +invasion 44 +language 44 +plenipotentiary 44 +previous 44 +process 44 +rio 44 +satisfy 44 +speculation 44 +steamer 44 +substitute 44 +transportation 44 +ultimately 44 +valuable 44 +volunteer 44 +1836 43 +concede 43 +consistent 43 +contemplate 43 +deny 43 +directly 43 +energy 43 +enjoyment 43 +enlarge 43 +forbearance 43 +heavy 43 +inconvenience 43 +keeping 43 +occupation 43 +strengthen 43 +suspend 43 +6 42 +afterwards 42 +alike 42 +assemble 42 +compose 42 +east 42 +faithful 42 +family 42 +friendship 42 +hostile 42 +kind 42 +live 42 +maintenance 42 +management 42 +merely 42 +monopoly 42 +pecuniary 42 +rapid 42 +republican 42 +situation 42 +soil 42 +suitable 42 +termination 42 +whenever 42 +bestow 41 +distress 41 +importation 41 +impost 41 +injurious 41 +introduce 41 +latitude 41 +legitimate 41 +magistrate 41 +moral 41 +procure 41 +prosperous 41 +select 41 +unconstitutional 41 +worthy 41 +1832 40 +1842 40 +accordingly 40 +active 40 +amicable 40 +back 40 +canal 40 +certainly 40 +chambers 40 +cherish 40 +confidently 40 +confirm 40 +council 40 +declaration 40 +departments 40 +dictate 40 +division 40 +empire 40 +encourage 40 +erect 40 +expediency 40 +fill 40 +guaranty 40 +offense 40 +pursuance 40 +repeal 40 +sincere 40 +society 40 +03 39 +along 39 +apparent 39 +approbation 39 +complain 39 +delegate 39 +destruction 39 +devolve 39 +earnest 39 +envoy 39 +guide 39 +known 39 +modify 39 +october 39 +seize 39 +sign 39 +truth 39 +upward 39 +veto 39 +1834 38 +1837 38 +accordance 38 +actually 38 +art 38 +capacity 38 +capture 38 +concession 38 +contest 38 +d 38 +deprive 38 +disregard 38 +divide 38 +february 38 +instruct 38 +length 38 +let 38 +maine 38 +medium 38 +meeting 38 +rapidly 38 +rely 38 +resolve 38 +satisfied 38 +1833 37 +amity 37 +choose 37 +clear 37 +commander 37 +compensation 37 +doubtless 37 +elect 37 +failure 37 +gratitude 37 +impossible 37 +judiciary 37 +material 37 +mention 37 +pende 37 +proclamation 37 +readily 37 +restoration 37 +rich 37 +speak 37 +squadron 37 +stockholder 37 +uniform 37 +acquisition 36 +approval 36 +belief 36 +company 36 +defeat 36 +defray 36 +distribute 36 +effectually 36 +enactment 36 +excite 36 +lose 36 +mission 36 +monument 36 +oppose 36 +previously 36 +product 36 +prospect 36 +redeem 36 +share 36 +six 36 +statement 36 +stream 36 +tranquillity 36 +1845 35 +25 35 +adapt 35 +aggregate 35 +agricultural 35 +amend 35 +confide 35 +construct 35 +consult 35 +discount 35 +discrimination 35 +examine 35 +exclude 35 +fourth 35 +function 35 +happily 35 +map 35 +maritime 35 +mass 35 +missouri 35 +originate 35 +partial 35 +prejudice 35 +reject 35 +repair 35 +speedily 35 +standard 35 +wage 35 +1848 34 +agriculture 34 +besides 34 +century 34 +colonial 34 +conformity 34 +crime 34 +daily 34 +defect 34 +description 34 +enlightened 34 +exclusively 34 +expressly 34 +grande 34 +low 34 +natural 34 +observance 34 +patriot 34 +punishment 34 +september 34 +turn 34 +usual 34 +violence 34 +witness 34 +cede 33 +circuit 33 +conquest 33 +convert 33 +creation 33 +crown 33 +define 33 +director 33 +distinguished 33 +doctrine 33 +encounter 33 +exempt 33 +foundation 33 +injustice 33 +interested 33 +invade 33 +observation 33 +obstacle 33 +parallel 33 +productive 33 +prohibit 33 +proof 33 +strongly 33 +throw 33 +ultimate 33 +vigor 33 +1847 32 +building 32 +cargo 32 +choice 32 +claimant 32 +coin 32 +committee 32 +convenience 32 +depository 32 +doubtful 32 +escape 32 +expression 32 +fortification 32 +foster 32 +framer 32 +heart 32 +immense 32 +integrity 32 +limitation 32 +oath 32 +occurrence 32 +postage 32 +remark 32 +spanish 32 +specific 32 +stipulate 32 +vain 32 +whereas 32 +word 32 +12 31 +1827 31 +available 31 +brazil 31 +civilization 31 +concur 31 +creditor 31 +decline 31 +dependent 31 +destine 31 +effective 31 +ensue 31 +expire 31 +father 31 +fraud 31 +glory 31 +john 31 +louisiana 31 +love 31 +merchandise 31 +precious 31 +quantity 31 +reward 31 +safely 31 +seriously 31 +solemnly 31 +tonnage 31 +treat 31 +trial 31 +warrant 31 +why 31 +4th 30 +abolish 30 +accommodation 30 +accomplishment 30 +acre 30 +agreement 30 +armed 30 +attack 30 +bounty 30 +central 30 +comfort 30 +competition 30 +contingency 30 +deliberate 30 +endanger 30 +entry 30 +fit 30 +flow 30 +forth 30 +forward 30 +gain 30 +gradual 30 +growth 30 +happen 30 +health 30 +incidental 30 +indicate 30 +institute 30 +movement 30 +portugal 30 +prefer 30 +preparation 30 +presume 30 +relative 30 +resistance 30 +respectfully 30 +social 30 +solicitude 30 +spring 30 +subsequent 30 +sure 30 +accrue 29 +aggression 29 +allege 29 +anything 29 +break 29 +careful 29 +characterize 29 +comparatively 29 +competent 29 +confederation 29 +cost 29 +criminal 29 +deficiency 29 +duly 29 +equitable 29 +excitement 29 +facilitate 29 +financial 29 +frequently 29 +gradually 29 +indulgence 29 +insure 29 +interpose 29 +outrage 29 +rank 29 +review 29 +rise 29 +ruin 29 +save 29 +scheme 29 +seat 29 +severe 29 +southern 29 +sudden 29 +temptation 29 +undoubtedly 29 +unlawful 29 +visit 29 +1824 28 +acquiesce 28 +admission 28 +annually 28 +aspect 28 +atlantic 28 +blockade 28 +chiefly 28 +china 28 +congratulate 28 +devise 28 +emigrant 28 +england 28 +equality 28 +excess 28 +exigency 28 +functionary 28 +gulf 28 +honest 28 +incorporate 28 +interior 28 +lawful 28 +religious 28 +renewal 28 +restrain 28 +soldier 28 +stability 28 +superior 28 +willing 28 +15 27 +abundant 27 +advert 27 +advocate 27 +augment 27 +behalf 27 +career 27 +cession 27 +circulate 27 +combine 27 +concentrate 27 +develop 27 +discriminating 27 +dollar 27 +encouragement 27 +enough 27 +fulfil 27 +habit 27 +impeachment 27 +insist 27 +interrupt 27 +merit 27 +mountains 27 +originally 27 +postpone 27 +pressure 27 +record 27 +reform 27 +reliance 27 +spread 27 +subordinate 27 +suffering 27 +sufficiently 27 +task 27 +utmost 27 +absolute 26 +administer 26 +allude 26 +assumption 26 +attachment 26 +avow 26 +burthen 26 +carefully 26 +combination 26 +comply 26 +cooperation 26 +corresponding 26 +deliver 26 +desirous 26 +discipline 26 +eastern 26 +eminently 26 +equivalent 26 +exact 26 +expend 26 +fluctuation 26 +gratify 26 +impair 26 +metal 26 +neglect 26 +paredes 26 +paris 26 +presence 26 +provinces 26 +respectively 26 +route 26 +russia 26 +savage 26 +simple 26 +slight 26 +subsequently 26 +successfully 26 +successor 26 +thousand 26 +traffic 26 +07 25 +6th 25 +accumulate 25 +alteration 25 +bad 25 +begin 25 +cheerfully 25 +cordial 25 +corps 25 +dependence 25 +designate 25 +differ 25 +dissension 25 +eye 25 +fatal 25 +forty 25 +frame 25 +fulfill 25 +impression 25 +inevitable 25 +investigation 25 +largely 25 +lately 25 +peaceful 25 +perpetuate 25 +persevere 25 +proclaim 25 +repel 25 +reply 25 +revolutionary 25 +rocky 25 +sensible 25 +sincerely 25 +treasure 25 +vigilance 25 +04 24 +7 24 +abstain 24 +affection 24 +anticipation 24 +attain 24 +beloved 24 +blood 24 +capable 24 +certainty 24 +channel 24 +concurrence 24 +consequently 24 +consistently 24 +convenient 24 +counsel 24 +cover 24 +depart 24 +evince 24 +explanation 24 +extended 24 +feature 24 +fidelity 24 +foresee 24 +formidable 24 +fruit 24 +gratifying 24 +imply 24 +inducement 24 +magnitude 24 +multiply 24 +netherlands 24 +november 24 +obedience 24 +oppression 24 +protective 24 +prudent 24 +reciprocity 24 +regiment 24 +shore 24 +sphere 24 +ten 24 +test 24 +topic 24 +unequal 24 +voice 24 +weight 24 +13th 23 +1831 23 +adjournment 23 +alarm 23 +argument 23 +attribute 23 +austria 23 +capitalist 23 +collector 23 +confident 23 +content 23 +debtor 23 +delicate 23 +disburse 23 +distinct 23 +draft 23 +element 23 +embarrass 23 +enjoin 23 +expedition 23 +formerly 23 +idea 23 +improper 23 +income 23 +interposition 23 +interruption 23 +invoke 23 +mature 23 +moderate 23 +outstanding 23 +overthrow 23 +painful 23 +plain 23 +pretext 23 +pride 23 +remote 23 +seizure 23 +settler 23 +shortly 23 +supervision 23 +surround 23 +thence 23 +theory 23 +try 23 +unavoidable 23 +undertake 23 +unfortunate 23 +unusual 23 +vindicate 23 +1835 22 +22 22 +24 22 +9 22 +acquiescence 22 +aggravate 22 +alternative 22 +amongst 22 +aware 22 +base 22 +bay 22 +consequent 22 +contend 22 +cut 22 +distinction 22 +distinctly 22 +distinguish 22 +diversity 22 +effectual 22 +enact 22 +endure 22 +exposition 22 +formation 22 +generous 22 +holder 22 +imposition 22 +independently 22 +jealousy 22 +manufacturer 22 +meantime 22 +mine 22 +neighboring 22 +neutral 22 +nueces 22 +peru 22 +race 22 +reciprocal 22 +refusal 22 +remonstrance 22 +sectional 22 +summer 22 +suppress 22 +surely 22 +sympathy 22 +territories 22 +100 21 +11th 21 +accredit 21 +ago 21 +ancient 21 +assist 21 +band 21 +compliance 21 +conceive 21 +correspond 21 +crisis 21 +decree 21 +departure 21 +depredation 21 +disposal 21 +eight 21 +enumerate 21 +experiment 21 +extreme 21 +firm 21 +forbid 21 +frequent 21 +fundamental 21 +georgia 21 +grateful 21 +guilty 21 +hemisphere 21 +impracticable 21 +lessen 21 +mint 21 +moderation 21 +moreover 21 +neighbor 21 +oppressive 21 +origin 21 +owner 21 +penalty 21 +prominent 21 +prussia 21 +restrict 21 +resume 21 +revive 21 +rhode 21 +ruler 21 +senators 21 +southwest 21 +steadily 21 +substantially 21 +suit 21 +unfortunately 21 +unlimited 21 +vice 21 +11 20 +1828 20 +1830 20 +1843 20 +advancement 20 +african 20 +apart 20 +applicable 20 +bearing 20 +brief 20 +consummate 20 +continued 20 +coordinate 20 +denmark 20 +destiny 20 +devote 20 +diminution 20 +economical 20 +emperor 20 +everywhere 20 +excessive 20 +expiration 20 +gallant 20 +geographical 20 +hazard 20 +imperative 20 +inadequate 20 +inevitably 20 +learn 20 +liability 20 +liberality 20 +manufacturing 20 +mouth 20 +murder 20 +nevertheless 20 +obstruction 20 +opening 20 +parliament 20 +participate 20 +perpetual 20 +probability 20 +profitable 20 +profound 20 +recall 20 +recognition 20 +republics 20 +rightfully 20 +science 20 +sometimes 20 +statute 20 +strike 20 +superintendence 20 +susceptible 20 +teach 20 +unexpected 20 +uphold 20 +warn 20 +zeal 20 +02 19 +06 19 +18 19 +1818 19 +absolutely 19 +acknowledgment 19 +adherence 19 +advise 19 +avail 19 +award 19 +battle 19 +book 19 +canada 19 +child 19 +compare 19 +conquer 19 +destructive 19 +distance 19 +enlargement 19 +enumeration 19 +erection 19 +exclusion 19 +expansion 19 +extensively 19 +extravagant 19 +face 19 +foreigner 19 +forget 19 +generation 19 +genius 19 +gratification 19 +hour 19 +inflict 19 +injure 19 +inspire 19 +judicious 19 +lesson 19 +london 19 +mankind 19 +menace 19 +mineral 19 +mutually 19 +native 19 +obstruct 19 +patronage 19 +precedent 19 +precise 19 +pretense 19 +pretension 19 +project 19 +purity 19 +requisite 19 +revulsion 19 +rigid 19 +scene 19 +shield 19 +sole 19 +stage 19 +steady 19 +successive 19 +suppression 19 +thirty 19 +trace 19 +usefulness 19 +voluntarily 19 +white 19 +05 18 +13 18 +absence 18 +accumulation 18 +agitation 18 +alabama 18 +allowance 18 +ambition 18 +anxiously 18 +apparently 18 +associate 18 +attach 18 +attorney 18 +avert 18 +await 18 +below 18 +bless 18 +brother 18 +build 18 +cherokees 18 +climate 18 +clothe 18 +convince 18 +cooperate 18 +corruption 18 +crew 18 +development 18 +disposed 18 +easy 18 +education 18 +explain 18 +fine 18 +fulfillment 18 +ghent 18 +glorious 18 +grave 18 +illustrious 18 +inhabit 18 +insult 18 +intent 18 +intersection 18 +means 18 +minimum 18 +minority 18 +naturally 18 +obviously 18 +omission 18 +path 18 +plainly 18 +preemption 18 +pronounce 18 +protocol 18 +protract 18 +punish 18 +purchaser 18 +quite 18 +reasonably 18 +restraint 18 +scale 18 +selection 18 +series 18 +shipping 18 +signature 18 +slavery 18 +statesman 18 +subsistence 18 +swear 18 +swell 18 +tender 18 +texan 18 +therein 18 +unable 18 +voluntary 18 +warfare 18 +weaken 18 +wide 18 +wisely 18 +1816 17 +3d 17 +abundance 17 +accede 17 +accompanying 17 +achieve 17 +affaire 17 +alliance 17 +annex 17 +anxiety 17 +attendant 17 +beg 17 +britannic 17 +caution 17 +censure 17 +clause 17 +coffee 17 +conform 17 +constitutionality 17 +consul 17 +corporate 17 +cultivation 17 +deal 17 +death 17 +definitive 17 +delivery 17 +demonstrate 17 +display 17 +dissolution 17 +enlist 17 +essentially 17 +flourish 17 +following 17 +forever 17 +impressed 17 +imputation 17 +inconsistent 17 +instant 17 +intelligent 17 +islands 17 +kingdom 17 +list 17 +marine 17 +materially 17 +maxim 17 +mechanic 17 +modern 17 +nine 17 +northern 17 +oblige 17 +offender 17 +officially 17 +ours 17 +overcome 17 +paramount 17 +percent 17 +principally 17 +prior 17 +proud 17 +qualified 17 +railroad 17 +religion 17 +repeatedly 17 +requisition 17 +retard 17 +seldom 17 +separation 17 +steam 17 +suffrage 17 +surveyor 17 +suspicion 17 +tract 17 +transport 17 +treason 17 +unauthorized 17 +upper 17 +void 17 +watch 17 +weak 17 +29th 16 +8 16 +abrogate 16 +abstract 16 +actuate 16 +advantageous 16 +africa 16 +animate 16 +arrival 16 +author 16 +belgium 16 +belligerent 16 +cast 16 +certificate 16 +colombia 16 +commodity 16 +compatible 16 +conceal 16 +conciliation 16 +condemn 16 +devotion 16 +discretionary 16 +divine 16 +elapse 16 +elsewhere 16 +emigrate 16 +engineer 16 +erroneous 16 +excuse 16 +fifth 16 +heaven 16 +illustrate 16 +incompatible 16 +indefinite 16 +inequality 16 +injuriously 16 +inquire 16 +major 16 +meaning 16 +midst 16 +occasional 16 +ohio 16 +openly 16 +payable 16 +persuade 16 +posterity 16 +profession 16 +protest 16 +quiet 16 +range 16 +redemption 16 +revision 16 +rightful 16 +ruinous 16 +san 16 +santa 16 +servant 16 +strictly 16 +submission 16 +subsist 16 +sweden 16 +talent 16 +tell 16 +total 16 +vicinity 16 +victory 16 +wine 16 +yard 16 +yourself 16 +16 15 +1829 15 +200 15 +across 15 +adhere 15 +aim 15 +alter 15 +around 15 +assistance 15 +association 15 +astronomical 15 +attainment 15 +average 15 +cabinet 15 +code 15 +comparative 15 +contention 15 +debate 15 +deg 15 +del 15 +detailed 15 +disclose 15 +discover 15 +discriminate 15 +distrust 15 +disturbance 15 +double 15 +duration 15 +encroachment 15 +enforcement 15 +evident 15 +exemption 15 +faction 15 +fate 15 +fight 15 +file 15 +globe 15 +graduate 15 +graduation 15 +hear 15 +hesitate 15 +hundred 15 +impartial 15 +impress 15 +inference 15 +introduction 15 +journal 15 +main 15 +manage 15 +mischief 15 +monarchy 15 +norte 15 +obviate 15 +occasionally 15 +orleans 15 +overlook 15 +overture 15 +panama 15 +partially 15 +publish 15 +quality 15 +reckless 15 +reflect 15 +refrain 15 +regularly 15 +reparation 15 +reserved 15 +resident 15 +safeguard 15 +senator 15 +seven 15 +sister 15 +situate 15 +something 15 +stimulate 15 +suddenly 15 +supersede 15 +undertaking 15 +unsettled 15 +urgent 15 +useless 15 +vicissitude 15 +vital 15 +10th 14 +1826 14 +1844 14 +20th 14 +aforesaid 14 +almighty 14 +annul 14 +appreciate 14 +ardent 14 +assembly 14 +assure 14 +auxiliary 14 +broad 14 +cash 14 +center 14 +conducive 14 +conqueror 14 +constituted 14 +constitutionally 14 +consume 14 +consumption 14 +countenance 14 +creek 14 +dealing 14 +dear 14 +depression 14 +describe 14 +disastrous 14 +disguise 14 +dispense 14 +diversified 14 +ease 14 +enlighten 14 +equity 14 +exhaust 14 +extinguishment 14 +firmly 14 +foot 14 +freely 14 +hereby 14 +inconsiderable 14 +indication 14 +infancy 14 +intimate 14 +investment 14 +irritation 14 +lapse 14 +lieutenant 14 +marshal 14 +moneyed 14 +negative 14 +northwest 14 +obey 14 +objectionable 14 +par 14 +passion 14 +pension 14 +permanency 14 +practicability 14 +prudence 14 +ration 14 +recollection 14 +redeemable 14 +reverse 14 +scope 14 +sink 14 +spot 14 +stop 14 +table 14 +taylor 14 +thereto 14 +tie 14 +town 14 +train 14 +undersigned 14 +undoubted 14 +unfounded 14 +usefully 14 +usurpation 14 +validity 14 +vary 14 +voyage 14 +1819 13 +1825 13 +28 13 +2d 13 +abide 13 +admonish 13 +affaires 13 +apprise 13 +arbitrary 13 +arduous 13 +ascribe 13 +bankruptcy 13 +beneficent 13 +buoy 13 +calm 13 +census 13 +conclusive 13 +confederate 13 +constrain 13 +consummation 13 +contemplation 13 +corp 13 +cotton 13 +deficit 13 +dignity 13 +discontinue 13 +discord 13 +discovery 13 +discuss 13 +dissent 13 +dividend 13 +dwell 13 +elevate 13 +enlarged 13 +exchequer 13 +fifteen 13 +formal 13 +forthwith 13 +fortunate 13 +fortunately 13 +fortune 13 +frankly 13 +freeman 13 +gross 13 +halls 13 +hardly 13 +hence 13 +herrera 13 +ill 13 +incorporation 13 +inexpedient 13 +interval 13 +isthmus 13 +jackson 13 +james 13 +jefferson 13 +league 13 +maximum 13 +ministry 13 +navigable 13 +neighborhood 13 +ninth 13 +obligatory 13 +permanently 13 +perseverance 13 +pleasing 13 +poor 13 +porte 13 +positive 13 +precaution 13 +progressive 13 +proposal 13 +really 13 +reconcile 13 +recover 13 +release 13 +remnant 13 +satisfactorily 13 +skill 13 +specify 13 +spectacle 13 +subscription 13 +tempt 13 +testimony 13 +thereon 13 +timber 13 +tolerate 13 +unexampled 13 +unfavorable 13 +unprecedented 13 +wait 13 +whatsoever 13 +widely 13 +withstand 13 +12th 12 +1789 12 +1822 12 +1838 12 +1839 12 +1841 12 +19 12 +31 12 +40 12 +50 12 +8th 12 +abundantly 12 +actively 12 +activity 12 +adverse 12 +advisable 12 +affirm 12 +agitate 12 +apt 12 +assertion 12 +being 12 +bound 12 +commend 12 +commonly 12 +comparison 12 +complicated 12 +consolidation 12 +de 12 +deceive 12 +depreciate 12 +depreciation 12 +derangement 12 +devoted 12 +disadvantage 12 +disappoint 12 +discontent 12 +domain 12 +emigration 12 +enrich 12 +esteem 12 +everything 12 +exaction 12 +expensive 12 +explore 12 +external 12 +extinction 12 +false 12 +farmer 12 +fearful 12 +firmness 12 +granada 12 +harmonious 12 +holland 12 +honorably 12 +illustration 12 +inability 12 +inconvenient 12 +incumbent 12 +indirectly 12 +industrious 12 +inferior 12 +inland 12 +intermediate 12 +international 12 +invitation 12 +iron 12 +leader 12 +lieu 12 +machinery 12 +madison 12 +memory 12 +outlet 12 +participation 12 +peculiarly 12 +perfectly 12 +practically 12 +preference 12 +preliminary 12 +prepared 12 +privateer 12 +prohibition 12 +promptitude 12 +recur 12 +remainder 12 +residence 12 +round 12 +said 12 +school 12 +scientific 12 +selfish 12 +solely 12 +steamboat 12 +sublime 12 +toil 12 +treasurer 12 +triumph 12 +truly 12 +twelve 12 +unanimity 12 +unavoidably 12 +unchanged 12 +uniformly 12 +unsold 12 +usually 12 +vault 12 +watchful 12 +26 11 +27 11 +28th 11 +29 11 +abandonment 11 +academy 11 +accountability 11 +acquaint 11 +advanced 11 +alienate 11 +allegiance 11 +ally 11 +amidst 11 +appearance 11 +arbitration 11 +archive 11 +assault 11 +attract 11 +augmentation 11 +authentic 11 +beacon 11 +blaze 11 +bosom 11 +breach 11 +candidate 11 +chain 11 +colonel 11 +completion 11 +comprehensive 11 +congratulation 11 +construe 11 +continuation 11 +convey 11 +curtail 11 +decay 11 +denounce 11 +detention 11 +dissatisfaction 11 +distract 11 +embody 11 +eminent 11 +everyone 11 +expand 11 +expel 11 +extravagance 11 +fame 11 +fertile 11 +fire 11 +forbear 11 +fresh 11 +german 11 +guarantee 11 +guardian 11 +hasten 11 +havana 11 +humane 11 +impediment 11 +imperfect 11 +imperial 11 +incline 11 +indebted 11 +indies 11 +indispensably 11 +interdict 11 +intervention 11 +intrusion 11 +lakes 11 +later 11 +legislate 11 +liquidate 11 +liquidation 11 +mercantile 11 +multitude 11 +neutrality 11 +obnoxious 11 +parent 11 +picture 11 +pier 11 +postponement 11 +pure 11 +rapidity 11 +ratio 11 +reasoning 11 +repose 11 +reservation 11 +residue 11 +resumption 11 +reverence 11 +revival 11 +room 11 +scrupulously 11 +shelter 11 +sheriff 11 +signal 11 +simply 11 +sit 11 +speculative 11 +thorough 11 +tide 11 +unadjusted 11 +unavaile 11 +unimpaire 11 +unquestionably 11 +unreasonable 11 +unsuccessful 11 +usage 11 +utter 11 +variety 11 +vigorous 11 +virtually 11 +waste 11 +weigh 11 +whereby 11 +wherever 11 +wilderness 11 +write 11 +yearly 11 +zealous 11 +08 10 +15th 10 +17 10 +1820 10 +1840 10 +18th 10 +21 10 +26th 10 +80 10 +absorb 10 +accession 10 +accurate 10 +accusation 10 +adventure 10 +allegation 10 +apology 10 +arrange 10 +artillery 10 +aside 10 +attitude 10 +auspex 10 +auspicious 10 +awaken 10 +birth 10 +br 10 +brave 10 +buenos 10 +calamity 10 +californias 10 +candid 10 +cheer 10 +cherokee 10 +chinese 10 +concert 10 +connecticut 10 +conquered 10 +contiguous 10 +contracting 10 +corrupt 10 +critical 10 +cross 10 +cruiser 10 +cruz 10 +cuba 10 +defective 10 +defiance 10 +definite 10 +deliberately 10 +deprecate 10 +despotism 10 +detain 10 +deter 10 +discountenance 10 +dissolve 10 +efficiently 10 +embarrassing 10 +enormous 10 +exploration 10 +exportation 10 +faculty 10 +fifty 10 +forcible 10 +forego 10 +frank 10 +fraternal 10 +governments 10 +harvest 10 +humble 10 +immunity 10 +impart 10 +implication 10 +imprisonment 10 +impute 10 +indemnification 10 +indirect 10 +infer 10 +intervene 10 +intimately 10 +irregularity 10 +jealous 10 +kindness 10 +lawrence 10 +lest 10 +master 10 +middle 10 +mistake 10 +monroe 10 +navigate 10 +noble 10 +nominal 10 +occupancy 10 +omit 10 +onerous 10 +opposite 10 +option 10 +overrule 10 +peaceably 10 +pennsylvania 10 +pervade 10 +plenty 10 +premium 10 +privation 10 +profess 10 +receivable 10 +recess 10 +reconquer 10 +relaxation 10 +remember 10 +reprisal 10 +revolt 10 +rice 10 +rival 10 +rouses 10 +sanguine 10 +scrutiny 10 +secret 10 +separately 10 +simplicity 10 +somewhat 10 +spare 10 +speech 10 +subversive 10 +surprise 10 +survive 10 +sword 10 +tea 10 +temporarily 10 +thereafter 10 +transmission 10 +tribute 10 +trustee 10 +uncertain 10 +undergo 10 +undue 10 +unequally 10 +unexpended 10 +unqualified 10 +unquestionable 10 +unwilling 10 +unwise 10 +unworthy 10 +valley 10 +venezuela 10 +vera 10 +viz 10 +wealthy 10 +week 10 +weighty 10 +wild 10 +14th 9 +1783 9 +17th 9 +23 9 +23d 9 +24th 9 +25th 9 +300 9 +31st 9 +32 9 +36 9 +5th 9 +abolition 9 +acceptable 9 +accruing 9 +acquit 9 +adjoining 9 +advantageously 9 +alexander 9 +allay 9 +andrew 9 +anna 9 +approximate 9 +armament 9 +assail 9 +behind 9 +brazilian 9 +brilliant 9 +bureau 9 +candor 9 +caroline 9 +cement 9 +characteristic 9 +charleston 9 +chili 9 +commotion 9 +competency 9 +conformably 9 +conscious 9 +continually 9 +convene 9 +counteract 9 +county 9 +cumberland 9 +cupidity 9 +damage 9 +defensive 9 +defer 9 +deference 9 +deplore 9 +derange 9 +derogation 9 +diffuse 9 +disagreement 9 +disappear 9 +disaster 9 +dispensation 9 +disunion 9 +door 9 +drive 9 +energetic 9 +engender 9 +equipment 9 +estate 9 +evidently 9 +exhibition 9 +extremity 9 +fairly 9 +federative 9 +feeble 9 +fishery 9 +flagrant 9 +flatter 9 +food 9 +fox 9 +fruitful 9 +guadalupe 9 +hardy 9 +heavily 9 +highland 9 +honestly 9 +improvident 9 +impulse 9 +incursion 9 +indebtedness 9 +india 9 +indifferent 9 +inflexible 9 +injunction 9 +la 9 +left 9 +louis 9 +mainly 9 +maryland 9 +massachusetts 9 +mechanical 9 +mediterranean 9 +mexicans 9 +mingle 9 +mislead 9 +mistaken 9 +naples 9 +offensive 9 +overruling 9 +palpable 9 +partiality 9 +peaceable 9 +peril 9 +persist 9 +philadelphia 9 +piracy 9 +preparatory 9 +presidency 9 +pretend 9 +prosper 9 +re 9 +receiver 9 +reception 9 +recurrence 9 +red 9 +reiterate 9 +rejection 9 +respectable 9 +retire 9 +reunion 9 +revise 9 +sabine 9 +seventh 9 +severity 9 +signally 9 +site 9 +sixty 9 +slidell 9 +specially 9 +study 9 +subscribe 9 +subvert 9 +succession 9 +supposition 9 +supremacy 9 +thought 9 +threat 9 +throne 9 +till 9 +touch 9 +travel 9 +tributary 9 +unfeigned 9 +unfriendly 9 +unhappy 9 +uniformity 9 +universe 9 +virginia 9 +vitally 9 +warlike 9 +weakness 9 +whale 9 +worth 9 +wound 9 +09 8 +14 8 +1791 8 +1812 8 +1815 8 +1817 8 +1821 8 +1823 8 +60 8 +aboriginal 8 +access 8 +admiration 8 +admonition 8 +affairs 8 +alleged 8 +anarchy 8 +ancestor 8 +annal 8 +annihilate 8 +appertain 8 +array 8 +augmented 8 +beneficially 8 +benign 8 +bonus 8 +borrow 8 +briefly 8 +burdensome 8 +campaign 8 +captain 8 +charg 8 +citizens 8 +coeval 8 +coinage 8 +compensate 8 +conciliate 8 +condemnation 8 +conscience 8 +consciousness 8 +considerably 8 +continual 8 +contraction 8 +contractor 8 +contrast 8 +convinced 8 +corpus 8 +correction 8 +corrective 8 +correctly 8 +count 8 +courage 8 +curtailment 8 +decisive 8 +decrease 8 +deed 8 +defalcation 8 +delaware 8 +delicacy 8 +delusion 8 +depot 8 +detach 8 +devout 8 +disorder 8 +dispassionate 8 +disturbing 8 +doubted 8 +embark 8 +emphatically 8 +encroach 8 +enhance 8 +entail 8 +estimation 8 +exalt 8 +excise 8 +exciting 8 +explicit 8 +fabric 8 +fe 8 +fervent 8 +forcibly 8 +forefather 8 +forest 8 +frigate 8 +gift 8 +god 8 +grade 8 +gratuity 8 +greatness 8 +harass 8 +illegal 8 +imitation 8 +imperiously 8 +imprison 8 +impropriety 8 +impunity 8 +incapable 8 +indemnify 8 +ineffectual 8 +inestimable 8 +infraction 8 +inhuman 8 +inseparable 8 +inspection 8 +insurrection 8 +interchange 8 +intestine 8 +invariably 8 +irresponsible 8 +join 8 +lend 8 +likewise 8 +listen 8 +location 8 +lot 8 +mcleod 8 +messenger 8 +minor 8 +minute 8 +miscellaneous 8 +mountain 8 +municipal 8 +munition 8 +narrow 8 +nominate 8 +null 8 +organ 8 +pace 8 +pain 8 +parental 8 +pernicious 8 +perpetrate 8 +physical 8 +pirate 8 +precisely 8 +procedure 8 +prospective 8 +publication 8 +punctuality 8 +purely 8 +radical 8 +rarely 8 +readiness 8 +reestablish 8 +regis 8 +remind 8 +remotest 8 +reproach 8 +repudiate 8 +respond 8 +retirement 8 +rigidly 8 +rigor 8 +rush 8 +sacredly 8 +sake 8 +seacoast 8 +search 8 +seminoles 8 +sentence 8 +sever 8 +shake 8 +shape 8 +shed 8 +sinister 8 +sixth 8 +solemnity 8 +sort 8 +specifically 8 +strife 8 +substance 8 +substitution 8 +superintend 8 +surprising 8 +tenth 8 +tenure 8 +thank 8 +timely 8 +totally 8 +transcend 8 +umpire 8 +undivided 8 +unexpectedly 8 +unforeseen 8 +unhappily 8 +unity 8 +universal 8 +universally 8 +unprovoked 8 +vigilant 8 +vindication 8 +weal 8 +whence 8 +wield 8 +willingness 8 +win 8 +withdrawal 8 +writ 8 +21st 7 +400 7 +45 7 +450 7 +59 7 +66 7 +70 7 +7th 7 +88 7 +abode 7 +abound 7 +absolve 7 +accuse 7 +accustom 7 +adaptation 7 +adjacent 7 +adjourn 7 +aggrandizement 7 +amply 7 +annexed 7 +argentine 7 +aristocracy 7 +arsenal 7 +articles 7 +bar 7 +beginning 7 +behold 7 +belgian 7 +beneficence 7 +blend 7 +breaking 7 +brunswick 7 +buren 7 +calculation 7 +cargoe 7 +cheap 7 +cherished 7 +chesapeake 7 +commanding 7 +completely 7 +conciliatory 7 +conference 7 +conformable 7 +conjuncture 7 +conscientiously 7 +convertible 7 +countless 7 +croix 7 +cruel 7 +deduct 7 +definitively 7 +defy 7 +demonstration 7 +despotic 7 +die 7 +disappointment 7 +disclaim 7 +disgrace 7 +dishonor 7 +drain 7 +easily 7 +ecuador 7 +effecting 7 +eighteen 7 +embarrassed 7 +engine 7 +english 7 +entangle 7 +fast 7 +favored 7 +fork 7 +formally 7 +fort 7 +franc 7 +fruitless 7 +germany 7 +goodness 7 +guidance 7 +hail 7 +harmonize 7 +hasty 7 +hidalgo 7 +husbandman 7 +illinois 7 +impede 7 +imperatively 7 +importer 7 +incalculable 7 +incompetent 7 +indicative 7 +indisposition 7 +infuse 7 +inherent 7 +inlet 7 +insufficient 7 +interpretation 7 +intimation 7 +invention 7 +irregular 7 +justification 7 +laborer 7 +lavish 7 +link 7 +lofty 7 +m 7 +magnanimity 7 +memorial 7 +merge 7 +mischievous 7 +misunderstanding 7 +misunderstood 7 +momentous 7 +motion 7 +move 7 +newly 7 +northeastern 7 +nowhere 7 +odious 7 +oppress 7 +ordain 7 +organized 7 +palpably 7 +partisan 7 +passenger 7 +passport 7 +penitentiary 7 +permission 7 +philanthropy 7 +plant 7 +planter 7 +please 7 +politic 7 +portuguese 7 +possibility 7 +preamble 7 +precautionary 7 +preside 7 +presidential 7 +prevalence 7 +primary 7 +promulgate 7 +propitious 7 +proprietor 7 +purport 7 +qualification 7 +raising 7 +reciprocate 7 +reclaim 7 +reclamation 7 +refuge 7 +refund 7 +reign 7 +reimburse 7 +rejoice 7 +relax 7 +replevin 7 +roman 7 +rounded 7 +royal 7 +russian 7 +sage 7 +scott 7 +seal 7 +secede 7 +severely 7 +sheet 7 +shrink 7 +solicit 7 +speculator 7 +splendid 7 +square 7 +stable 7 +standing 7 +staple 7 +steamship 7 +store 7 +striking 7 +strikingly 7 +substantial 7 +successively 7 +summary 7 +superintendent 7 +surface 7 +theater 7 +til 7 +ton 7 +topographical 7 +trespasser 7 +u 7 +ultimo 7 +unbiased 7 +unequivocal 7 +unimportant 7 +unjustly 7 +unrestrained 7 +utterly 7 +valid 7 +van 7 +varied 7 +victim 7 +violent 7 +virtuous 7 +warning 7 +writer 7 +writing 7 +youth 7 +139 6 +1802 6 +1849 6 +19th 6 +346 6 +42 6 +49 6 +68 6 +9th 6 +abstinence 6 +absurdity 6 +acceptance 6 +accommodate 6 +accurately 6 +ad 6 +adams 6 +affix 6 +afflict 6 +afloat 6 +aires 6 +alacrity 6 +alarming 6 +alien 6 +amicably 6 +angle 6 +annuity 6 +anticipated 6 +arbiter 6 +arkansas 6 +ascend 6 +assistant 6 +asylum 6 +attest 6 +barbary 6 +been 6 +benevolence 6 +berlin 6 +bitter 6 +bloody 6 +boundless 6 +bremen 6 +cape 6 +cardinal 6 +cask 6 +catastrophe 6 +ceded 6 +chamber 6 +chile 6 +choctaw 6 +choctaws 6 +christi 6 +clerk 6 +clothing 6 +collins 6 +concernment 6 +conclusively 6 +confiscation 6 +conflicting 6 +conservative 6 +consolidate 6 +consolidated 6 +contemplated 6 +contingent 6 +conventional 6 +conversation 6 +convulsion 6 +creator 6 +default 6 +delude 6 +denomination 6 +dependency 6 +discard 6 +discontinuance 6 +discourage 6 +disease 6 +disinterested 6 +dispel 6 +disqualification 6 +divert 6 +dividing 6 +dominant 6 +dorr 6 +efficacy 6 +eighth 6 +elevated 6 +elicit 6 +else 6 +emolument 6 +empower 6 +entrance 6 +ere 6 +evade 6 +eventually 6 +excited 6 +exultation 6 +familiar 6 +fervently 6 +fixed 6 +flattering 6 +flourishing 6 +foe 6 +forecast 6 +forsyth 6 +founder 6 +francis 6 +frankness 6 +fraudulent 6 +garrison 6 +gentleman 6 +habitual 6 +hampshire 6 +headquarters 6 +imagine 6 +imitate 6 +impeach 6 +impeachable 6 +impel 6 +inadequacy 6 +indefinitely 6 +indiana 6 +infantry 6 +infirmity 6 +inheritance 6 +insensible 6 +insert 6 +instrumental 6 +insurmountable 6 +joy 6 +locality 6 +locate 6 +lover 6 +luxury 6 +madrid 6 +mandamus 6 +manifestly 6 +masse 6 +maysville 6 +mercy 6 +meridian 6 +metallic 6 +ministerial 6 +misconstruction 6 +misdemeanor 6 +molest 6 +monarch 6 +mother 6 +needful 6 +newspaper 6 +nomination 6 +northw 6 +ordnance 6 +outline 6 +outset 6 +partake 6 +partly 6 +patent 6 +penal 6 +penetrate 6 +perilous 6 +perplexing 6 +persevering 6 +petersburg 6 +plausible 6 +plunder 6 +pocket 6 +pohenagamook 6 +praise 6 +prayer 6 +preclude 6 +prediction 6 +prejudicial 6 +prohibitory 6 +prolong 6 +proviso 6 +punctually 6 +quietly 6 +ravage 6 +raw 6 +reap 6 +rear 6 +recharter 6 +regularity 6 +relinquish 6 +reluctant 6 +removable 6 +repetition 6 +repugnance 6 +reputation 6 +respectful 6 +retake 6 +rico 6 +risk 6 +sail 6 +salary 6 +sanguinary 6 +scatter 6 +scrupulous 6 +seaboard 6 +seasonably 6 +secession 6 +sensibility 6 +sensibly 6 +severally 6 +shadow 6 +shew 6 +shut 6 +sight 6 +silence 6 +silent 6 +smith 6 +solid 6 +soul 6 +sounder 6 +soundness 6 +southwestern 6 +space 6 +spoliation 6 +stain 6 +straight 6 +style 6 +subdue 6 +temper 6 +tennessee 6 +therefrom 6 +thereupon 6 +thirteen 6 +thwart 6 +tobacco 6 +toll 6 +trading 6 +tread 6 +twice 6 +unanimous 6 +uncertainty 6 +unconstitutionality 6 +undecided 6 +undisturbed 6 +unimpaired 6 +uninterrupted 6 +unknown 6 +unpleasant 6 +unprofitable 6 +unredressed 6 +urgently 6 +usurp 6 +usurper 6 +valentine 6 +veteran 6 +victorious 6 +wanton 6 +warm 6 +warrior 6 +wholesome 6 +withholding 6 +woods 6 +years 6 +026 5 +070 5 +1803 5 +22d 5 +250 5 +27th 5 +33 5 +37 5 +41 5 +48 5 +623 5 +700 5 +74 5 +800 5 +98 5 +abruptly 5 +absurd 5 +accessible 5 +accident 5 +accidental 5 +achievement 5 +acquainted 5 +admirable 5 +adventurous 5 +alienation 5 +allot 5 +ambitious 5 +amid 5 +anomaly 5 +antecedent 5 +anyone 5 +apportionment 5 +arbitrator 5 +attainable 5 +attendance 5 +attributable 5 +authenticate 5 +banker 5 +bare 5 +barter 5 +behoove 5 +bend 5 +benevolent 5 +black 5 +blame 5 +bloodshed 5 +blow 5 +boat 5 +boston 5 +brevet 5 +bright 5 +buy 5 +camp 5 +capitol 5 +cashier 5 +cautiously 5 +cessation 5 +chagres 5 +chargeable 5 +cheapness 5 +cheerful 5 +christian 5 +church 5 +coerce 5 +coffer 5 +cognizance 5 +coincide 5 +collateral 5 +collectively 5 +commendation 5 +commensurate 5 +commodore 5 +comport 5 +composition 5 +concord 5 +conditional 5 +conduce 5 +confusion 5 +conjunction 5 +constituency 5 +continental 5 +controvert 5 +cordially 5 +counter 5 +countervail 5 +couple 5 +credential 5 +creditable 5 +creed 5 +crowd 5 +cruise 5 +dare 5 +dead 5 +degradation 5 +degrade 5 +delight 5 +democracy 5 +denunciation 5 +depositor 5 +depreciated 5 +depress 5 +descend 5 +desolation 5 +despite 5 +destination 5 +detriment 5 +deviation 5 +device 5 +diffusion 5 +disapprove 5 +disavow 5 +disbursing 5 +dismiss 5 +disperse 5 +disregarded 5 +dock 5 +dream 5 +durable 5 +earning 5 +emanate 5 +emphatic 5 +engineers 5 +enlistment 5 +enterprising 5 +err 5 +etc 5 +eternal 5 +exaggerate 5 +exaggerated 5 +excellent 5 +exhort 5 +extort 5 +extra 5 +fault 5 +favorably 5 +favorite 5 +finish 5 +float 5 +foment 5 +foregoing 5 +foretell 5 +forfeit 5 +forfeiture 5 +fortify 5 +francisco 5 +freight 5 +front 5 +frown 5 +furtherance 5 +gallon 5 +graham 5 +grand 5 +gratified 5 +gratulation 5 +grievance 5 +guilt 5 +hamilton 5 +hardship 5 +harm 5 +hastily 5 +healthful 5 +healthy 5 +heroic 5 +hopeless 5 +humbly 5 +hunter 5 +husband 5 +ignorant 5 +imminent 5 +imperious 5 +imperishable 5 +impoverish 5 +impracticability 5 +impressive 5 +inch 5 +incongruous 5 +inculcate 5 +indignant 5 +inoperative 5 +inseparably 5 +inspector 5 +instrumentality 5 +interpret 5 +intrinsic 5 +invigorate 5 +inviolate 5 +irredeemable 5 +irresistible 5 +irritate 5 +isle 5 +jacinto 5 +jersey 5 +jesup 5 +johnson 5 +judiciously 5 +justness 5 +keeper 5 +lasting 5 +lawless 5 +legation 5 +longitude 5 +lord 5 +magnanimous 5 +making 5 +manifestation 5 +massacre 5 +memorable 5 +merciful 5 +meritorious 5 +misapprehension 5 +miserable 5 +misery 5 +misguided 5 +mismanagement 5 +misrepresentation 5 +mitigate 5 +mixed 5 +monarchical 5 +monopolize 5 +monthly 5 +multiplication 5 +nations 5 +net 5 +nominally 5 +northwestern 5 +observer 5 +offend 5 +onward 5 +oppressively 5 +overflowing 5 +panic 5 +paragraph 5 +paternal 5 +patient 5 +pause 5 +peacefully 5 +pensioner 5 +personally 5 +pioneer 5 +piratical 5 +populous 5 +precarious 5 +prescribed 5 +pressing 5 +presumption 5 +prisoner 5 +prize 5 +probity 5 +prostration 5 +provoke 5 +publicly 5 +pursuant 5 +questionable 5 +quorum 5 +rage 5 +rare 5 +ratified 5 +rational 5 +reassemble 5 +rebuke 5 +recede 5 +recourse 5 +register 5 +remembrance 5 +remit 5 +reorganization 5 +replenish 5 +repugnant 5 +research 5 +resign 5 +restrictive 5 +retrace 5 +ridge 5 +rigorous 5 +sagacity 5 +saving 5 +securing 5 +sedulously 5 +shock 5 +sincerity 5 +slaveholde 5 +sloop 5 +son 5 +spend 5 +staff 5 +stake 5 +stimulus 5 +strange 5 +subjection 5 +subserve 5 +subservient 5 +subside 5 +subtreasury 5 +suffice 5 +supplementary 5 +supplication 5 +surmount 5 +sympathize 5 +theirs 5 +tone 5 +transition 5 +treachery 5 +trist 5 +turkey 5 +unbroken 5 +unchecked 5 +unconditional 5 +unfavorably 5 +university 5 +unlike 5 +unmindful 5 +unpaid 5 +unproductive 5 +unsatisfied 5 +us 5 +valor 5 +valorem 5 +vermont 5 +vexatious 5 +visitation 5 +voucher 5 +waive 5 +wandering 5 +warehousing 5 +wasteful 5 +wear 5 +westward 5 +whereof 5 +widespread 5 +winter 5 +young 5 +zealously 5 +121 4 +150 4 +154 4 +158 4 +1795 4 +1801 4 +1811 4 +35 4 +3rd 4 +46 4 +46пїѕ 4 +56 4 +600 4 +62 4 +627 4 +638 4 +642 4 +650 4 +694 4 +73 4 +77 4 +90 4 +abrogation 4 +accountable 4 +accuracy 4 +accustomed 4 +administrative 4 +adventurer 4 +affectionate 4 +affirmation 4 +aggravated 4 +aggravation 4 +agreeable 4 +agriculturist 4 +albert 4 +alleviation 4 +ambassador 4 +ameliorate 4 +amenable 4 +americans 4 +ammunition 4 +analysis 4 +animadversion 4 +annihilation 4 +anomalous 4 +appreciation 4 +approximation 4 +arbitrament 4 +argue 4 +arraign 4 +artificial 4 +asia 4 +aspiration 4 +assuredly 4 +auction 4 +ayres 4 +b 4 +banish 4 +barely 4 +benediction 4 +bequeath 4 +bias 4 +bid 4 +blank 4 +blight 4 +blind 4 +bolivia 4 +bouchette 4 +bravery 4 +bravo 4 +brig 4 +buchanan 4 +bullion 4 +cancel 4 +canton 4 +captive 4 +casualty 4 +cautious 4 +challenge 4 +chance 4 +circle 4 +classification 4 +clearing 4 +closely 4 +coastwise 4 +college 4 +colonization 4 +columbus 4 +commendable 4 +comment 4 +companion 4 +compete 4 +component 4 +comprise 4 +concentrated 4 +concentration 4 +concerned 4 +confederated 4 +confessedly 4 +confidential 4 +congenial 4 +congressional 4 +conjecture 4 +conscientious 4 +considerate 4 +console 4 +consonant 4 +consular 4 +contemporaneous 4 +contempt 4 +contentment 4 +contradict 4 +contravene 4 +contravention 4 +conveniently 4 +conveyance 4 +convict 4 +correspondent 4 +courtesy 4 +crop 4 +customary 4 +danish 4 +daring 4 +dealer 4 +decease 4 +deceptive 4 +decidedly 4 +deflection 4 +delusive 4 +demarcation 4 +denial 4 +denominate 4 +deputies 4 +derogatory 4 +desperate 4 +dictator 4 +diego 4 +digest 4 +diplomacy 4 +disapprobation 4 +disapproval 4 +disarm 4 +disband 4 +discredit 4 +disproportionate 4 +distracted 4 +divest 4 +dragoon 4 +earthly 4 +edifice 4 +educate 4 +elective 4 +elector 4 +emancipation 4 +emerge 4 +encumber 4 +enfeeble 4 +engross 4 +equalize 4 +equip 4 +equivocal 4 +eventful 4 +evermore 4 +exhaustion 4 +experienced 4 +explicitly 4 +expulsion 4 +expunge 4 +extinct 4 +extremely 4 +faithless 4 +fallacious 4 +fallacy 4 +falsehood 4 +farewell 4 +farming 4 +favoritism 4 +fearless 4 +felony 4 +fleet 4 +floridas 4 +fold 4 +foresight 4 +fourteen 4 +frankfort 4 +franking 4 +fraught 4 +frivolous 4 +frustrate 4 +genuine 4 +get 4 +gladly 4 +governmental 4 +gracious 4 +grain 4 +greece 4 +greeks 4 +groundless 4 +h 4 +hall 4 +hanseatic 4 +hazardous 4 +heal 4 +hearty 4 +height 4 +heighten 4 +hereunto 4 +hesitation 4 +highway 4 +hire 4 +honesty 4 +horror 4 +imperfection 4 +imperfectly 4 +impolitic 4 +improvidence 4 +inappropriate 4 +incentive 4 +incessant 4 +inclination 4 +indifference 4 +individually 4 +infant 4 +infringe 4 +ingenuity 4 +injured 4 +innocent 4 +insecurity 4 +insolvency 4 +instigate 4 +insuperable 4 +integral 4 +intellectual 4 +interdiction 4 +interpolation 4 +intrench 4 +intrigue 4 +inure 4 +invaluable 4 +inventor 4 +investigate 4 +involved 4 +irreconcilable 4 +isolated 4 +issuing 4 +item 4 +janeiro 4 +jarring 4 +jeopardy 4 +journey 4 +juror 4 +jury 4 +justifiable 4 +kentucky 4 +lamented 4 +landing 4 +lawfully 4 +lease 4 +legislator 4 +lender 4 +liberate 4 +lively 4 +lodge 4 +louisville 4 +magazine 4 +mania 4 +manly 4 +manufactory 4 +maturely 4 +method 4 +misapplication 4 +model 4 +moiety 4 +monday 4 +monterey 4 +morality 4 +morocco 4 +mount 4 +multiplied 4 +murmur 4 +muscat 4 +muster 4 +navigating 4 +navigator 4 +needless 4 +negotiator 4 +news 4 +nicaragua 4 +notorious 4 +nourish 4 +nullify 4 +nullity 4 +offspring 4 +orbit 4 +ordains 4 +outbreak 4 +overwhelm 4 +page 4 +palladium 4 +partnership 4 +peculiarity 4 +peninsula 4 +periodical 4 +persuasion 4 +perversion 4 +petition 4 +plea 4 +plunge 4 +politician 4 +porto 4 +posse 4 +possibly 4 +postal 4 +pour 4 +precision 4 +predatory 4 +predict 4 +preexist 4 +premature 4 +print 4 +profitably 4 +promising 4 +promulgation 4 +proportionate 4 +prostrate 4 +protector 4 +provincial 4 +provisional 4 +publicity 4 +push 4 +queen 4 +queretaro 4 +quota 4 +quote 4 +rainy 4 +reality 4 +recapture 4 +rechartere 4 +recoine 4 +reconqu 4 +reconsideration 4 +redundancy 4 +reestablishment 4 +regulated 4 +reimbursement 4 +reissue 4 +reluctantly 4 +remedie 4 +remission 4 +remunerate 4 +remuneration 4 +rendezvous 4 +repress 4 +requirement 4 +rescue 4 +resent 4 +resentment 4 +retrospect 4 +sandwich 4 +scramble 4 +se 4 +secondly 4 +shade 4 +sicily 4 +sickness 4 +simultaneous 4 +sir 4 +sixteenth 4 +skillful 4 +solicitous 4 +solve 4 +specious 4 +stamp 4 +starve 4 +storehouse 4 +stranger 4 +structure 4 +substantive 4 +sufferer 4 +sultan 4 +summon 4 +surprised 4 +sway 4 +sweep 4 +tehuantepec 4 +thither 4 +thoroughly 4 +threatened 4 +trader 4 +transcendent 4 +transient 4 +transit 4 +treatment 4 +tree 4 +trifling 4 +ulterior 4 +unaltered 4 +unavailable 4 +unbounded 4 +unconditionally 4 +unconnected 4 +unconstitutionally 4 +uncontrollable 4 +undefined 4 +undeniable 4 +undermine 4 +undo 4 +unequaled 4 +unfit 4 +unfold 4 +unparalleled 4 +unrestricted 4 +unsalable 4 +unsatisfactory 4 +untenable 4 +untried 4 +unusually 4 +unwisely 4 +utility 4 +vacancy 4 +vacant 4 +vague 4 +valuation 4 +veneration 4 +verify 4 +village 4 +warmly 4 +watchfulness 4 +wherein 4 +wind 4 +040 3 +082 3 +097 3 +114 3 +126 3 +132 3 +133 3 +163 3 +166 3 +16th 3 +1799 3 +1800 3 +1806 3 +1814 3 +230 3 +306 3 +336 3 +34 3 +390 3 +43 3 +45пїѕ 3 +51 3 +54 3 +545 3 +55 3 +58 3 +598 3 +64 3 +640 3 +65 3 +667 3 +67 3 +72 3 +78 3 +799 3 +81 3 +82 3 +842 3 +87 3 +928 3 +96 3 +970 3 +abatement 3 +aborigine 3 +abridge 3 +accuser 3 +adjudicate 3 +adjudication 3 +admire 3 +adorn 3 +adulteration 3 +aegis 3 +affirmative 3 +aggressive 3 +aggressor 3 +alleviate 3 +allusion 3 +aloof 3 +alternate 3 +amelioration 3 +amendatory 3 +amistad 3 +angry 3 +annoy 3 +antirepublican 3 +anywhere 3 +appellation 3 +applicant 3 +appraiser 3 +apprehensive 3 +appropriately 3 +are 3 +aristocratical 3 +arouse 3 +arrearage 3 +artful 3 +assiduity 3 +assimilate 3 +assumed 3 +assured 3 +astoria 3 +astronomer 3 +asunder 3 +atone 3 +atrocity 3 +attraction 3 +austrian 3 +authoritative 3 +averse 3 +avowed 3 +barbarism 3 +barrier 3 +battery 3 +beautiful 3 +beauty 3 +beforehand 3 +benefactor 3 +beset 3 +bidder 3 +bocanegra 3 +bogota 3 +bold 3 +bolivian 3 +boon 3 +borrower 3 +breath 3 +brigade 3 +bulwark 3 +californian 3 +canadas 3 +canvass 3 +capacious 3 +caprice 3 +carrier 3 +casual 3 +cavalry 3 +celebrate 3 +ceremony 3 +cheaply 3 +cheering 3 +chickasaw 3 +circular 3 +civilize 3 +clime 3 +clock 3 +coequal 3 +coextensive 3 +coincidence 3 +collecting 3 +color 3 +column 3 +combined 3 +comfortable 3 +comitatus 3 +commonwealth 3 +compass 3 +competitor 3 +comprehend 3 +compromitte 3 +compulsory 3 +compute 3 +conceivable 3 +concerted 3 +condign 3 +confinement 3 +confirmation 3 +congresses 3 +consign 3 +consolation 3 +conspicuous 3 +constancy 3 +consultation 3 +consumer 3 +convoke 3 +convulse 3 +copper 3 +corner 3 +correctness 3 +corrupting 3 +counterfeit 3 +crest 3 +crossing 3 +cultivator 3 +cup 3 +cutter 3 +datum 3 +dawning 3 +deduce 3 +deduction 3 +defenseless 3 +delegation 3 +delinquency 3 +deluge 3 +democratic 3 +desert 3 +desertion 3 +designation 3 +detachment 3 +detect 3 +deterioration 3 +detrimental 3 +devoutly 3 +dictation 3 +differently 3 +diffidence 3 +diminished 3 +disable 3 +discordant 3 +dismember 3 +disobedience 3 +disorganize 3 +disparage 3 +disproportione 3 +disqualify 3 +distinctive 3 +dockyard 3 +drawback 3 +dread 3 +dry 3 +duplicate 3 +earnestness 3 +ebb 3 +edict 3 +effectively 3 +eighty 3 +electioneer 3 +eleventh 3 +eligibility 3 +emanating 3 +emporium 3 +endurance 3 +enormity 3 +entitled 3 +era 3 +escort 3 +estcourt 3 +eventuate 3 +exactness 3 +exceedingly 3 +excellence 3 +excellency 3 +existing 3 +exonerate 3 +explanatory 3 +expostulation 3 +exposure 3 +extract 3 +extraneous 3 +extricate 3 +factor 3 +falls 3 +farm 3 +fasten 3 +feed 3 +fetter 3 +feud 3 +fictitious 3 +fierce 3 +fishing 3 +flour 3 +fo 3 +fondly 3 +footstep 3 +foresaw 3 +formality 3 +fortitude 3 +fortress 3 +forwardness 3 +framed 3 +franchise 3 +freehold 3 +frequency 3 +friday 3 +fugitive 3 +fullness 3 +fur 3 +gaines 3 +gallantry 3 +genial 3 +gigantic 3 +giver 3 +gloom 3 +governed 3 +grantee 3 +grenada 3 +guardianship 3 +habitually 3 +happening 3 +hazards 3 +heartburning 3 +helpless 3 +herein 3 +hill 3 +homage 3 +horse 3 +hudsons 3 +humblest 3 +humiliating 3 +hungary 3 +identify 3 +ignorance 3 +imaginary 3 +impaired 3 +impartiality 3 +implore 3 +imposing 3 +impotent 3 +impoverished 3 +improbable 3 +inaccessible 3 +inadmissible 3 +inasmuch 3 +incidentally 3 +inclose 3 +inclusive 3 +inconsiderate 3 +increased 3 +indebte 3 +indefensible 3 +indigent 3 +indignantly 3 +indignation 3 +indignity 3 +indulgent 3 +infinite 3 +inflame 3 +inflation 3 +iniquity 3 +innumerable 3 +inordinate 3 +inroad 3 +insignificant 3 +insolvent 3 +inspect 3 +instructive 3 +insular 3 +insultingly 3 +intense 3 +intersect 3 +interweave 3 +intimidation 3 +intolerable 3 +invader 3 +invidious 3 +inviolability 3 +inviolably 3 +j 3 +java 3 +jointly 3 +jurisprudence 3 +k 3 +kennebec 3 +kindly 3 +kindre 3 +laden 3 +legacy 3 +legality 3 +lexington 3 +liberally 3 +lighten 3 +lighthouse 3 +lightly 3 +lisbon 3 +literature 3 +liverpool 3 +load 3 +loudly 3 +lower 3 +lurk 3 +magnificent 3 +male 3 +marque 3 +marys 3 +matamoras 3 +melancholy 3 +memphremagog 3 +messrs 3 +michigan 3 +mighty 3 +mild 3 +mining 3 +misconduct 3 +mockery 3 +monetary 3 +morally 3 +mortification 3 +nacogdoches 3 +nicholas 3 +nineteen 3 +noninterference 3 +nonpayment 3 +norfolk 3 +northward 3 +nucleus 3 +nugatory 3 +nullification 3 +numberless 3 +o 3 +obedient 3 +observable 3 +operative 3 +oppressed 3 +organic 3 +ottoman 3 +overgrown 3 +overissue 3 +overwhelming 3 +palliate 3 +paralysis 3 +parting 3 +passing 3 +passively 3 +patience 3 +patriotically 3 +pensacola 3 +perceptible 3 +perfection 3 +perpetration 3 +perpetrator 3 +perpetuity 3 +pertain 3 +pervert 3 +pestilence 3 +petty 3 +philanthropist 3 +pigeon 3 +pillage 3 +pillar 3 +pleased 3 +police 3 +polk 3 +poll 3 +portland 3 +positively 3 +posture 3 +potomac 3 +powerless 3 +prerequisite 3 +prerogative 3 +presentation 3 +presidents 3 +presuppose 3 +prey 3 +prince 3 +problem 3 +professional 3 +profuse 3 +profusion 3 +prolific 3 +promptness 3 +prophecy 3 +propitiate 3 +prorogue 3 +prostitution 3 +provocation 3 +proximity 3 +prussian 3 +punctual 3 +punishable 3 +radically 3 +rally 3 +ramification 3 +reaffirm 3 +recapitulation 3 +reciprocally 3 +recollect 3 +recompense 3 +reconnaissance 3 +rectify 3 +reduced 3 +redundant 3 +reenforce 3 +reenforcement 3 +refutation 3 +refute 3 +regardless 3 +regimental 3 +reliable 3 +relic 3 +relinquishment 3 +reluctance 3 +remarkable 3 +remedial 3 +renounce 3 +renown 3 +rent 3 +reopen 3 +reproduction 3 +rescind 3 +retention 3 +retrenchment 3 +revolutionize 3 +richmond 3 +rifleman 3 +roadstead 3 +rome 3 +ruinously 3 +rupture 3 +ruthless 3 +sagacious 3 +sailor 3 +sanctity 3 +sand 3 +sardinia 3 +sawyer 3 +scarcity 3 +schedule 3 +schooner 3 +score 3 +scourge 3 +secretaries 3 +secretly 3 +sect 3 +seduce 3 +seed 3 +sensitive 3 +servitude 3 +seventeen 3 +sex 3 +shower 3 +sicilies 3 +signalize 3 +signify 3 +silently 3 +sixteen 3 +sober 3 +solicitation 3 +solicitor 3 +solvent 3 +sow 3 +species 3 +specified 3 +splendor 3 +spurious 3 +squander 3 +start 3 +statistic 3 +stern 3 +stone 3 +storm 3 +stretch 3 +stricken 3 +strip 3 +studiously 3 +subordination 3 +subscriber 3 +subtle 3 +subversion 3 +succinct 3 +sufficiency 3 +superadded 3 +supervise 3 +surer 3 +surgeon 3 +suspect 3 +temperate 3 +tenant 3 +terceira 3 +testify 3 +thankfulness 3 +therefor 3 +threshold 3 +tomb 3 +tortuous 3 +trammel 3 +trample 3 +tranquil 3 +transact 3 +transferable 3 +translation 3 +transpire 3 +turnpike 3 +tyler 3 +tyranny 3 +unaffected 3 +unalterable 3 +unceasing 3 +unceasingly 3 +uncompromise 3 +uncontrolled 3 +undeviating 3 +undisposed 3 +unemployed 3 +unencumbered 3 +unexceptionable 3 +unfading 3 +unfinished 3 +unfrequently 3 +unhallowed 3 +uninterruptedly 3 +unjustifiable 3 +unnecessarily 3 +unoccupied 3 +unpropitious 3 +unprotected 3 +unpunished 3 +unremitting 3 +unsafe 3 +unsubstantial 3 +urgency 3 +vainly 3 +vastly 3 +venerable 3 +vexation 3 +vigorously 3 +visible 3 +visionary 3 +volume 3 +voter 3 +wabash 3 +wantonly 3 +wave 3 +weapon 3 +whipple 3 +william 3 +willingly 3 +wisconsin 3 +wonderful 3 +working 3 +worthless 3 +wretched 3 +wrongfully 3 +0 2 +002 2 +010 2 +011 2 +012 2 +025 2 +041 2 +048 2 +056 2 +058 2 +062 2 +068 2 +077 2 +092 2 +095 2 +102 2 +106 2 +111 2 +117 2 +120 2 +122 2 +128 2 +135 2 +136 2 +138 2 +140 2 +141 2 +145 2 +151 2 +160 2 +161 2 +170 2 +1772 2 +1773 2 +1774 2 +1782 2 +1792 2 +1794 2 +1809 2 +185 2 +1851 2 +202 2 +206 2 +214 2 +224 2 +226 2 +236 2 +240 2 +254 2 +260 2 +275 2 +294 2 +297 2 +315 2 +32nd 2 +345 2 +354 2 +378 2 +403 2 +405 2 +406 2 +410 2 +422 2 +435 2 +453 2 +455 2 +467 2 +468 2 +476 2 +498 2 +499 2 +52 2 +522 2 +523 2 +536 2 +540 2 +557 2 +560 2 +57 2 +580 2 +595 2 +61 2 +615 2 +616 2 +620 2 +624 2 +63 2 +636 2 +637 2 +646 2 +659 2 +666 2 +672 2 +680 2 +69 2 +691 2 +706 2 +714 2 +715 2 +723 2 +734 2 +742 2 +750 2 +757 2 +76 2 +769 2 +770 2 +778 2 +788 2 +830 2 +833 2 +837 2 +845 2 +861 2 +866 2 +870 2 +878 2 +886 2 +898 2 +905 2 +95 2 +964 2 +968 2 +972 2 +99 2 +abhorrence 2 +abortive 2 +absent 2 +absorbing 2 +accepter 2 +accidentally 2 +accomplice 2 +accredited 2 +acquaintance 2 +acquirement 2 +actor 2 +adequately 2 +adjudge 2 +adjusted 2 +admissible 2 +adrianople 2 +advertisement 2 +affinity 2 +affirmance 2 +affluence 2 +africans 2 +aged 2 +aggravating 2 +aggrieved 2 +agitated 2 +agreeably 2 +alexandria 2 +amass 2 +amazement 2 +analogous 2 +anchor 2 +anglewise 2 +animosity 2 +annum 2 +annunciation 2 +antagonist 2 +anterior 2 +appalling 2 +appease 2 +appellate 2 +append 2 +appendage 2 +appendix 2 +applause 2 +apportion 2 +appropriating 2 +ardently 2 +ardor 2 +area 2 +aristocratic 2 +arming 2 +armistice 2 +arnolds 2 +arrear 2 +artfully 2 +artifice 2 +ascertained 2 +ascertainment 2 +aspirant 2 +aspire 2 +assemblage 2 +assembling 2 +assiduous 2 +assignee 2 +assuage 2 +astonishment 2 +athens 2 +atkinson 2 +atrocious 2 +audit 2 +auditor 2 +authoritatively 2 +authorized 2 +avenue 2 +avoidable 2 +avowal 2 +avowedly 2 +awake 2 +axiom 2 +badge 2 +bahama 2 +balearic 2 +baleful 2 +ballot 2 +bane 2 +banishment 2 +banner 2 +barbarian 2 +barbarity 2 +barbarous 2 +baron 2 +bed 2 +befall 2 +befit 2 +beget 2 +bench 2 +benefaction 2 +benignant 2 +bermuda 2 +besiege 2 +bespeak 2 +better 2 +binding 2 +bitterness 2 +bloodless 2 +bluffs 2 +boldly 2 +bombardment 2 +bona 2 +bottom 2 +bountiful 2 +box 2 +brazos 2 +bread 2 +breadstuff 2 +breakwater 2 +breast 2 +breathe 2 +broker 2 +brussels 2 +bryarlys 2 +bucknall 2 +bureaux 2 +burn 2 +burning 2 +burst 2 +c 2 +cadet 2 +caesar 2 +caicos 2 +calamitous 2 +calendar 2 +canadian 2 +canadians 2 +canary 2 +canvas 2 +caravan 2 +castle 2 +casus 2 +catholic 2 +chagre 2 +chair 2 +champion 2 +charity 2 +charlestown 2 +chartered 2 +chase 2 +chasten 2 +chastisement 2 +cheapen 2 +cheerfulness 2 +chepachet 2 +chickasaws 2 +chippewas 2 +christendom 2 +christianity 2 +cincinnati 2 +circumscribe 2 +circumspection 2 +clearance 2 +clearness 2 +cloud 2 +co 2 +coahuila 2 +coal 2 +coarse 2 +cocoa 2 +coercion 2 +coercive 2 +cogent 2 +collective 2 +colombian 2 +colonies 2 +colonize 2 +colonizing 2 +commenced 2 +commentary 2 +commissioners 2 +committees 2 +commodious 2 +complex 2 +complexity 2 +complicate 2 +compromit 2 +conception 2 +condemnatory 2 +condensed 2 +confession 2 +conflagration 2 +confound 2 +congregate 2 +connected 2 +consecrate 2 +consecutive 2 +consolatory 2 +conspicuously 2 +constellation 2 +constructive 2 +contact 2 +conterminous 2 +context 2 +contriver 2 +controlling 2 +conversant 2 +conveying 2 +convincing 2 +convocation 2 +cope 2 +cordiality 2 +corn 2 +corroborate 2 +coterminous 2 +counteraction 2 +creature 2 +credence 2 +creeks 2 +crimination 2 +crosse 2 +culprit 2 +customer 2 +customs 2 +deadly 2 +dearly 2 +debase 2 +debenture 2 +deceitful 2 +deception 2 +dedicate 2 +defender 2 +deficient 2 +degenerate 2 +degrading 2 +deign 2 +delineate 2 +deluded 2 +demoralization 2 +denote 2 +dense 2 +deprivation 2 +depth 2 +depute 2 +deputy 2 +derby 2 +deride 2 +deservedly 2 +desideratum 2 +designated 2 +designing 2 +desist 2 +desolate 2 +despoil 2 +despondency 2 +despot 2 +destitute 2 +determined 2 +detract 2 +devising 2 +devolving 2 +diffused 2 +dilatory 2 +diligence 2 +diligently 2 +directness 2 +directory 2 +disability 2 +disabled 2 +disappearance 2 +disappointed 2 +disastrously 2 +disavowal 2 +discernment 2 +disclosure 2 +disconnect 2 +discounting 2 +discreditable 2 +discreet 2 +discrepancy 2 +disinterestedness 2 +disobey 2 +dispersed 2 +dispersion 2 +displace 2 +displeasure 2 +disposer 2 +dispossess 2 +dissimilar 2 +dissimilarity 2 +dissipate 2 +distraction 2 +distressed 2 +distressing 2 +diversion 2 +divided 2 +divorce 2 +donation 2 +donelson 2 +doom 2 +downfall 2 +drag 2 +drawer 2 +drawing 2 +dreadful 2 +drop 2 +du 2 +dwelling 2 +eager 2 +earn 2 +ecclesiastic 2 +efface 2 +effusion 2 +egress 2 +egypt 2 +elaborately 2 +electoral 2 +elucidation 2 +elude 2 +embezzlement 2 +eminence 2 +emotion 2 +emulation 2 +encamp 2 +encampment 2 +encouraged 2 +endless 2 +endow 2 +engraven 2 +enormously 2 +enunciation 2 +enviable 2 +equador 2 +equator 2 +equilibrium 2 +eradicate 2 +erie 2 +erroneously 2 +essence 2 +estuary 2 +evacuate 2 +evasion 2 +exalted 2 +excrescence 2 +excursion 2 +exemplification 2 +exemplify 2 +exhausted 2 +exile 2 +exorbitant 2 +expedite 2 +expeditious 2 +exploit 2 +explosion 2 +expounder 2 +extortion 2 +extravagantly 2 +facto 2 +factory 2 +fairest 2 +faithlessness 2 +falkland 2 +fancied 2 +fashion 2 +fatally 2 +fearlessly 2 +feasible 2 +federation 2 +felicitate 2 +fertility 2 +fide 2 +fifteenth 2 +figure 2 +firearm 2 +fitness 2 +flee 2 +flood 2 +floor 2 +fluctuate 2 +fly 2 +folly 2 +fond 2 +foo 2 +foreboding 2 +fortified 2 +forum 2 +foundry 2 +fourteenth 2 +foxes 2 +fraction 2 +framework 2 +frugality 2 +fuca 2 +fuel 2 +furthermore 2 +gallantly 2 +game 2 +garner 2 +gather 2 +generosity 2 +gentlemen 2 +geological 2 +georges 2 +germanic 2 +gibraltar 2 +gila 2 +glance 2 +glaring 2 +gloomy 2 +gradation 2 +granary 2 +grasp 2 +gratuitous 2 +graver 2 +gravity 2 +grecian 2 +guerrilla 2 +gunpowder 2 +habeas 2 +handwriting 2 +harassing 2 +hard 2 +hardihood 2 +harmless 2 +harrison 2 +harsh 2 +harshness 2 +haste 2 +hawaiian 2 +hearing 2 +heated 2 +heir 2 +henceforth 2 +hereditary 2 +hesitancy 2 +hi 2 +hiding 2 +hoard 2 +hog 2 +hon 2 +honored 2 +hourly 2 +humiliation 2 +huron 2 +hurriedly 2 +hurry 2 +identity 2 +illegality 2 +illegally 2 +illness 2 +immaterial 2 +immensely 2 +immortal 2 +immovable 2 +immutable 2 +imperceptibly 2 +implement 2 +implied 2 +impossibility 2 +impressment 2 +improperly 2 +improved 2 +improvements 2 +imprudent 2 +inactivity 2 +inattention 2 +inattentive 2 +inaugural 2 +incalculably 2 +incapacity 2 +inception 2 +incessantly 2 +incipient 2 +inclined 2 +incompatibility 2 +incongruity 2 +indecision 2 +indelibly 2 +indent 2 +index 2 +indict 2 +indigence 2 +indiscreet 2 +induction 2 +inexpediency 2 +inexperienced 2 +inferiority 2 +infest 2 +inflate 2 +inflexibly 2 +informed 2 +ingenious 2 +ingress 2 +inhumanity 2 +initiative 2 +inscription 2 +insecure 2 +insertion 2 +insidious 2 +insincere 2 +instability 2 +installation 2 +instantaneous 2 +insufficiency 2 +insurance 2 +intellect 2 +intelligible 2 +intended 2 +intensity 2 +intentional 2 +intercommunication 2 +intermeddle 2 +intermit 2 +intolerant 2 +invalidate 2 +invariable 2 +involuntary 2 +irrational 2 +irrevocable 2 +is 2 +jail 2 +jalapa 2 +jeopard 2 +justifiably 2 +justified 2 +kill 2 +kindle 2 +knight 2 +laborious 2 +lac 2 +lament 2 +landlord 2 +landmark 2 +lard 2 +lastly 2 +laudable 2 +lederer 2 +leech 2 +letting 2 +libel 2 +liberation 2 +license 2 +licentious 2 +lightness 2 +lima 2 +linger 2 +liquidated 2 +litigation 2 +living 2 +lock 2 +loom 2 +loud 2 +lumber 2 +luxurious 2 +macedonian 2 +machine 2 +madly 2 +madness 2 +magnificence 2 +manager 2 +mandate 2 +manhood 2 +manifold 2 +manual 2 +manufactured 2 +mar 2 +mariner 2 +mart 2 +mccoy 2 +meanwhile 2 +measurably 2 +meddle 2 +mediate 2 +mediation 2 +meditate 2 +melt 2 +memphis 2 +menacing 2 +menomonees 2 +mental 2 +metropolis 2 +miamies 2 +migration 2 +milder 2 +mineralogical 2 +misconception 2 +misrepresent 2 +misrule 2 +mix 2 +mobile 2 +modified 2 +molestation 2 +momentary 2 +morris 2 +morrow 2 +mortal 2 +mortgage 2 +munificent 2 +mutation 2 +n 2 +namely 2 +naturalization 2 +naught 2 +ndash 2 +nearer 2 +needlessly 2 +nineteenth 2 +non 2 +noncommissioned 2 +nonintercourse 2 +nonslaveholde 2 +northeast 2 +northeasternmost 2 +northwesternmost 2 +notification 2 +notify 2 +numerical 2 +nurture 2 +oak 2 +observatory 2 +obstinate 2 +occupant 2 +odium 2 +offering 2 +oldenburg 2 +opponent 2 +opposed 2 +opposer 2 +opulent 2 +ordeal 2 +orderly 2 +ore 2 +origination 2 +ot 2 +outfit 2 +outrun 2 +overaction 2 +overland 2 +overpowering 2 +overrun 2 +overstep 2 +owing 2 +p 2 +painfully 2 +pale 2 +palliation 2 +panoply 2 +papal 2 +paralyze 2 +parede 2 +partisanship 2 +partner 2 +passive 2 +pauperism 2 +payer 2 +pendency 2 +pendleton 2 +periodically 2 +permanence 2 +perpetuation 2 +persevered 2 +philanthropic 2 +pinckney 2 +pine 2 +plainest 2 +planting 2 +poinsett 2 +pointedly 2 +politically 2 +portage 2 +possessor 2 +potent 2 +poverty 2 +powerfully 2 +powers 2 +praiseworthy 2 +pray 2 +predicate 2 +prepossession 2 +preservative 2 +pressed 2 +prevention 2 +prime 2 +printing 2 +priority 2 +pristine 2 +privileged 2 +procrastinate 2 +prodigality 2 +professedly 2 +profligacy 2 +profusely 2 +prominently 2 +promotion 2 +promotive 2 +prompting 2 +prone 2 +propensity 2 +proportional 2 +proportionally 2 +provident 2 +puerto 2 +purchasing 2 +purer 2 +purse 2 +quadra 2 +quadruple 2 +qualify 2 +quarterly 2 +quicksilver 2 +railway 2 +rallying 2 +reaction 2 +read 2 +readiest 2 +reassertion 2 +rebel 2 +rebellious 2 +recoil 2 +reconsider 2 +recrimination 2 +recruit 2 +redelivery 2 +redound 2 +reef 2 +reelection 2 +reenact 2 +refinement 2 +refit 2 +religiously 2 +remonstrate 2 +renunciation 2 +repealable 2 +replace 2 +replete 2 +reprobate 2 +reprobation 2 +reproduce 2 +repulse 2 +resignation 2 +resistless 2 +resolved 2 +respectability 2 +restricted 2 +resuscitate 2 +retail 2 +retaliate 2 +retaliation 2 +retaliatory 2 +retreat 2 +retrench 2 +retribution 2 +retributive 2 +retrospective 2 +reveal 2 +revere 2 +revisal 2 +revocation 2 +revolted 2 +richford 2 +rid 2 +rightly 2 +rivalry 2 +robber 2 +robbery 2 +rock 2 +roll 2 +root 2 +rooted 2 +rosa 2 +routine 2 +royale 2 +rude 2 +russias 2 +sac 2 +salt 2 +salubrity 2 +santiago 2 +sault 2 +scanty 2 +scarce 2 +schlosser 2 +scorn 2 +scruple 2 +scrutinize 2 +seasonable 2 +secondary 2 +seeming 2 +seemingly 2 +selfishness 2 +semiannual 2 +seminary 2 +seminole 2 +septieme 2 +sequel 2 +sequestration 2 +settled 2 +seventy 2 +shackle 2 +shewn 2 +shift 2 +shipbuilding 2 +shipment 2 +shoals 2 +shorten 2 +shout 2 +siam 2 +sinew 2 +singular 2 +singularly 2 +sioux 2 +situated 2 +size 2 +sketch 2 +sleepless 2 +slumber 2 +smuggling 2 +snively 2 +soften 2 +solecism 2 +solitary 2 +solution 2 +solvency 2 +somer 2 +somewhere 2 +specification 2 +spectator 2 +speed 2 +spider 2 +spirited 2 +spite 2 +spoil 2 +stagnate 2 +star 2 +statistical 2 +stead 2 +steadiness 2 +stevenson 2 +story 2 +straits 2 +strenuous 2 +strenuously 2 +stride 2 +strive 2 +subduct 2 +subjoin 2 +subjugate 2 +subsidiary 2 +subtlety 2 +succor 2 +sugar 2 +suited 2 +sumatra 2 +sunday 2 +sundry 2 +super 2 +superadde 2 +superfluous 2 +superiority 2 +supervisory 2 +supposing 2 +surpass 2 +surveying 2 +swallow 2 +swamp 2 +sweeping 2 +sworn 2 +symptom 2 +systematically 2 +tabular 2 +tacitly 2 +taking 2 +taney 2 +tarnish 2 +tear 2 +teem 2 +teh 2 +tempest 2 +terror 2 +theme 2 +thenceforth 2 +thirdly 2 +thirst 2 +thompson 2 +threatening 2 +thrice 2 +thrive 2 +timid 2 +token 2 +toleration 2 +top 2 +topography 2 +totter 2 +training 2 +transform 2 +tremble 2 +tremendous 2 +trifle 2 +triple 2 +tripoli 2 +triumphantly 2 +trivial 2 +trouble 2 +troubled 2 +trout 2 +trustworthy 2 +turpitude 2 +twelfth 2 +ultimatum 2 +unabated 2 +unaided 2 +unalienable 2 +unalloyed 2 +unanimously 2 +unappropriated 2 +unborn 2 +uncontrolle 2 +uncorrupted 2 +undeveloped 2 +undisguised 2 +undisputed 2 +unduly 2 +unequivocally 2 +unfaithful 2 +unfelt 2 +unfunded 2 +unheard 2 +unhesitatingly 2 +uninfluence 2 +uninhabited 2 +unissued 2 +unnatural 2 +unprejudiced 2 +unqualifiedly 2 +unquestioned 2 +unreasonably 2 +unremitted 2 +unrepealed 2 +unreservedly 2 +unshaken 2 +untiring 2 +unto 2 +untutored 2 +unwarrantable 2 +unwavering 2 +unwillingly 2 +upright 2 +vancouvers 2 +vanquished 2 +variation 2 +variously 2 +vassalage 2 +venerate 2 +vengeance 2 +verbally 2 +verdict 2 +vested 2 +vestige 2 +vex 2 +vicious 2 +vile 2 +violative 2 +virtual 2 +visitors 2 +vortex 2 +vouchsafe 2 +w 2 +wall 2 +wander 2 +ward 2 +was 2 +weary 2 +weather 2 +weekly 2 +weep 2 +welcome 2 +were 2 +westerly 2 +wharf 2 +whereupon 2 +whomsoever 2 +wicked 2 +wilkes 2 +wit 2 +wonte 2 +workman 2 +worship 2 +wreck 2 +yours 2 +yourselves 2 +youthful 2 +zanesville 2 +zealand 2 +zollverein 2 diff --git a/examples/data/speeches_1900-1924.tsv b/examples/data/speeches_1900-1924.tsv new file mode 100644 index 0000000..ee6079a --- /dev/null +++ b/examples/data/speeches_1900-1924.tsv @@ -0,0 +1,7915 @@ +the 41588 +of 26575 +be 18501 +and 16412 +to 15953 +in 11105 +a 7288 +have 5803 +that 5593 +for 4816 +it 4789 +which 3764 +as 3754 +by 3708 +we 3157 +with 3000 +not 2924 +this 2882 +our 2872 +i 2761 +they 2456 +or 2435 +government 2070 +on 1994 +should 1987 +will 1899 +at 1876 +all 1800 +their 1766 +but 1695 +make 1669 +from 1660 +its 1576 +an 1515 +do 1447 +such 1447 +there 1334 +upon 1308 +states 1300 +no 1297 +law 1287 +can 1231 +great 1219 +man 1194 +any 1169 +other 1169 +united 1109 +would 1107 +country 1102 +so 1090 +who 1090 +people 1029 +must 942 +congress 941 +these 937 +nation 929 +one 927 +under 898 +more 895 +if 876 +now 858 +year 849 +american 846 +may 846 +work 817 +than 802 +those 802 +only 799 +shall 797 +time 737 +public 733 +power 724 +good 709 +war 708 +right 697 +business 684 +well 673 +world 665 +present 645 +need 639 +take 637 +interest 635 +give 631 +service 630 +every 625 +into 616 +his 604 +he 589 +when 588 +most 586 +000 585 +own 582 +national 581 +department 573 +duty 570 +condition 559 +increase 551 +state 550 +what 547 +act 535 +some 531 +very 519 +against 501 +peace 499 +purpose 499 +my 494 +new 487 +out 487 +necessary 486 +provide 480 +between 478 +part 467 +without 464 +question 462 +use 462 +court 456 +land 456 +many 452 +order 447 +far 443 +foreign 443 +last 443 +come 441 +commission 440 +general 429 +action 428 +commerce 428 +way 428 +much 418 +matter 414 +system 412 +republic 411 +case 408 +life 404 +two 404 +policy 401 +s 397 +result 390 +trade 390 +large 389 +possible 387 +because 385 +labor 385 +force 379 +high 378 +also 377 +mean 375 +before 371 +secure 371 +officer 368 +tariff 367 +through 364 +while 364 +legislation 362 +panama 362 +day 360 +show 359 +control 357 +first 346 +fact 344 +both 343 +bring 343 +say 341 +rate 333 +over 332 +where 327 +navy 326 +america 323 +army 323 +you 323 +subject 320 +within 318 +call 316 +go 314 +same 313 +canal 312 +international 307 +long 304 +believe 303 +up 300 +certain 299 +about 296 +report 296 +justice 295 +provision 295 +could 293 +free 292 +principle 292 +change 287 +during 286 +corporation 285 +see 283 +attention 282 +become 279 +hope 279 +federal 276 +line 276 +method 275 +find 274 +place 273 +citizen 272 +know 272 +president 271 +important 269 +secretary 269 +among 268 +hand 268 +interstate 268 +proper 268 +effect 267 +hold 267 +just 267 +each 266 +course 265 +whole 265 +authority 264 +regard 261 +industry 260 +already 258 +bill 257 +development 257 +industrial 255 +consideration 254 +treaty 253 +number 252 +even 251 +keep 251 +whether 249 +respect 248 +themselves 248 +after 247 +individual 247 +party 247 +meet 246 +cost 245 +effort 245 +exist 245 +water 245 +carry 244 +end 240 +prevent 240 +full 239 +put 239 +recommend 237 +relation 237 +island 235 +less 235 +ship 235 +plan 234 +exercise 233 +ought 233 +railroad 233 +pay 232 +then 231 +thing 230 +itself 227 +amount 225 +establish 225 +your 225 +require 224 +seek 223 +desire 222 +yet 220 +deal 219 +office 219 +house 218 +problem 218 +benefit 212 +city 212 +form 212 +might 211 +spirit 211 +measure 208 +seem 208 +capital 207 +supply 207 +receive 206 +administration 204 +commercial 204 +never 204 +another 203 +leave 203 +like 203 +continue 202 +wish 202 +permit 201 +class 200 +think 200 +view 199 +include 198 +pass 198 +direct 196 +therefore 196 +thus 196 +cause 195 +stand 195 +product 194 +company 193 +protection 193 +executive 192 +opportunity 192 +operation 190 +whose 189 +propose 188 +set 188 +reason 187 +progress 186 +kind 185 +special 185 +efficiency 184 +common 183 +39 182 +point 182 +small 182 +forest 181 +maintain 181 +washington 181 +follow 180 +too 180 +importance 179 +necessity 179 +mr 178 +property 178 +three 178 +complete 177 +either 177 +ever 177 +character 176 +home 176 +liberty 176 +concern 175 +military 175 +until 175 +per 174 +political 174 +especially 173 +conference 172 +effective 172 +here 172 +issue 171 +reach 171 +toward 171 +employee 170 +future 170 +civil 169 +past 169 +senate 169 +private 168 +convention 167 +message 167 +recommendation 167 +regulation 167 +term 167 +body 165 +organization 165 +combination 164 +sea 164 +cent 163 +judgment 163 +demand 161 +self 161 +several 161 +1 160 +district 160 +reduce 160 +agreement 159 +board 159 +her 159 +statute 159 +serve 158 +speak 158 +trust 158 +vessel 158 +adopt 157 +due 157 +still 157 +again 156 +expenditure 156 +representative 156 +enter 155 +grow 155 +session 155 +construction 154 +money 154 +article 153 +open 153 +person 153 +revenue 153 +settlement 153 +protect 152 +always 151 +build 150 +merely 150 +november 150 +obligation 149 +market 148 +territory 148 +wage 148 +railway 146 +resource 146 +advantage 145 +appropriation 145 +since 145 +conduct 144 +however 144 +how 143 +isthmus 143 +once 143 +competition 142 +grant 142 +naval 142 +nothing 142 +create 141 +value 141 +accomplish 140 +price 140 +production 140 +enterprise 139 +few 139 +field 139 +recognize 139 +aid 138 +engage 138 +adequate 137 +ask 137 +attempt 137 +bank 137 +charge 137 +essential 137 +farmer 137 +feel 137 +improvement 137 +investigation 137 +remain 137 +estimate 136 +freedom 136 +immediate 136 +opinion 136 +prosperity 136 +render 136 +reserve 136 +economic 135 +obtain 135 +bureau 134 +material 134 +unless 134 +claim 133 +able 132 +member 132 +ourselves 132 +position 132 +close 131 +extend 131 +practice 131 +responsibility 131 +rule 131 +china 130 +evil 130 +treasury 130 +consider 129 +different 129 +earnestly 129 +economy 129 +least 129 +support 129 +whom 129 +develop 128 +judge 128 +wise 128 +cuba 127 +decision 127 +favor 127 +involve 127 +look 127 +permanent 127 +tax 127 +circumstance 126 +expense 126 +million 126 +old 126 +period 126 +return 126 +above 125 +enable 125 +step 125 +chief 124 +limit 124 +supreme 124 +urge 123 +various 123 +actual 122 +difficult 122 +four 122 +mexico 122 +prove 122 +coast 121 +direction 121 +except 121 +affair 120 +independence 120 +practical 120 +honor 119 +building 118 +establishment 118 +little 118 +save 118 +wrong 118 +appoint 117 +care 117 +help 117 +impose 117 +manufacture 117 +object 117 +real 117 +reform 116 +standard 116 +experience 115 +lead 115 +live 115 +post 115 +reasonable 115 +early 114 +modern 114 +second 114 +thought 114 +true 114 +natural 113 +official 113 +transportation 113 +determine 112 +german 112 +impossible 112 +represent 112 +throughout 112 +together 112 +begin 111 +community 111 +let 111 +apply 110 +base 110 +lie 110 +process 110 +add 109 +burden 109 +committee 109 +constitution 109 +enact 109 +further 109 +month 109 +nor 109 +sufficient 109 +task 109 +advance 108 +agricultural 108 +fail 108 +get 108 +hundred 108 +instance 108 +send 108 +submit 108 +welfare 108 +1903 107 +child 107 +movement 107 +reduction 107 +supervision 107 +affect 106 +she 106 +mind 105 +turn 105 +side 104 +agree 103 +clear 103 +express 103 +food 103 +offer 103 +arise 102 +lay 102 +2 101 +mere 101 +rest 101 +schedule 101 +amendment 100 +entire 100 +produce 100 +enough 99 +ground 99 +profit 99 +similar 99 +troop 99 +agriculture 98 +colon 98 +greatly 98 +school 98 +serious 98 +study 98 +train 98 +understand 98 +afford 97 +contract 97 +credit 97 +criminal 97 +difference 97 +privilege 97 +social 97 +total 97 +treat 97 +abroad 96 +civilization 96 +difficulty 96 +indeed 96 +particular 96 +recent 96 +satisfactory 96 +security 96 +undertake 96 +whatever 96 +assume 95 +efficient 95 +south 95 +accept 94 +additional 94 +fiscal 94 +human 94 +jurisdiction 94 +low 94 +negotiation 94 +preserve 94 +authorize 93 +bear 93 +down 93 +equal 93 +influence 93 +promise 93 +success 93 +arbitration 92 +destroy 92 +encourage 92 +heart 92 +june 92 +3 91 +addition 91 +alike 91 +education 91 +history 91 +perform 91 +revolution 91 +activity 90 +ago 90 +americans 90 +currency 90 +immediately 90 +population 90 +promote 90 +suggest 90 +bad 89 +doubt 89 +expect 89 +local 89 +often 89 +pacific 89 +remedy 89 +union 89 +almost 88 +annual 88 +chinese 88 +connection 88 +danger 88 +sense 88 +wealth 88 +along 87 +defense 87 +example 87 +fair 87 +financial 87 +import 87 +moral 87 +philippines 87 +ready 87 +section 87 +single 87 +stock 87 +basis 86 +central 86 +debt 86 +delay 86 +draw 86 +remove 86 +river 86 +try 86 +careful 85 +face 85 +fight 85 +five 85 +guard 85 +information 85 +maintenance 85 +near 85 +sure 85 +accord 84 +branch 84 +furnish 84 +growth 84 +postal 84 +restraint 84 +white 84 +appeal 83 +crime 83 +employ 83 +enemy 83 +half 83 +moreover 83 +strike 83 +thousand 83 +5 82 +avoid 82 +command 82 +failure 82 +fit 82 +mankind 82 +play 82 +date 81 +europe 81 +fund 81 +humanity 81 +lack 81 +soldier 81 +woman 81 +address 80 +association 80 +citizenship 80 +head 80 +mark 80 +personal 80 +rather 80 +responsible 80 +twenty 80 +understanding 80 +4 79 +abuse 79 +degree 79 +dispute 79 +legislative 79 +m 79 +merchant 79 +port 79 +record 79 +treatment 79 +west 79 +allow 78 +away 78 +battle 78 +confidence 78 +depend 78 +invite 78 +note 78 +6 77 +detail 77 +energy 77 +faith 77 +hour 77 +organize 77 +prepare 77 +strong 77 +suffer 77 +tend 77 +want 77 +30 76 +discussion 76 +employment 76 +event 76 +next 76 +passage 76 +sacrifice 76 +vital 76 +certainly 75 +constitutional 75 +laborer 75 +otherwise 75 +properly 75 +successful 75 +alaska 74 +arrangement 74 +available 74 +custom 74 +declare 74 +decrease 74 +dollar 74 +nearly 74 +pende 74 +proceed 74 +realize 74 +safety 74 +though 74 +accordance 73 +bond 73 +domestic 73 +employer 73 +examination 73 +extension 73 +july 73 +race 73 +revision 73 +run 73 +saving 73 +soil 73 +soon 73 +sympathy 73 +definite 72 +division 72 +extent 72 +farm 72 +foundation 72 +grade 72 +justify 72 +marine 72 +safeguard 72 +test 72 +type 72 +alone 71 +appointment 71 +big 71 +capacity 71 +enforce 71 +enforcement 71 +existence 71 +friendship 71 +fundamental 71 +improve 71 +mail 71 +ordinary 71 +procedure 71 +republican 71 +wholly 71 +account 70 +approve 70 +britain 70 +century 70 +columbia 70 +compensation 70 +conclusion 70 +cooperation 70 +imperial 70 +payment 70 +philippine 70 +third 70 +age 69 +alien 69 +appear 69 +approval 69 +arm 69 +attack 69 +conflict 69 +desirable 69 +export 69 +friendly 69 +islands 69 +light 69 +march 69 +monopoly 69 +occur 69 +request 69 +application 68 +appropriate 68 +assure 68 +average 68 +beyond 68 +death 68 +fortune 68 +institution 68 +loss 68 +merit 68 +porto 68 +promptly 68 +proportion 68 +representatives 68 +short 68 +sum 68 +tribunal 68 +word 68 +aim 67 +commit 67 +destruction 67 +endeavor 67 +facility 67 +fully 67 +generally 67 +name 67 +occasion 67 +popular 67 +wisdom 67 +contain 66 +counsel 66 +enactment 66 +fix 66 +himself 66 +honest 66 +knowledge 66 +manner 66 +strength 66 +civilized 65 +complaint 65 +cover 65 +cut 65 +fellow 65 +legitimate 65 +p 65 +probably 65 +regular 65 +coal 64 +fall 64 +fear 64 +fleet 64 +group 64 +income 64 +neither 64 +ownership 64 +promotion 64 +rico 64 +share 64 +sound 64 +function 63 +harbor 63 +health 63 +heavy 63 +independent 63 +receipt 63 +route 63 +sign 63 +stop 63 +ability 62 +admit 62 +equality 62 +everything 62 +largely 62 +majority 62 +preparation 62 +recognition 62 +source 62 +threaten 62 +wide 62 +10 61 +anything 61 +armed 61 +back 61 +corps 61 +disposition 61 +easy 61 +election 61 +entirely 61 +evidence 61 +exchange 61 +governmental 61 +guarantee 61 +necessarily 61 +perhaps 61 +situation 61 +something 61 +telegram 61 +administrative 60 +agent 60 +colombia 60 +diplomatic 60 +germany 60 +instead 60 +limitation 60 +possession 60 +restore 60 +substantial 60 +violation 60 +worker 60 +zone 60 +agency 59 +although 59 +april 59 +conscience 59 +constitute 59 +damage 59 +deep 59 +directly 59 +final 59 +flag 59 +judicial 59 +moment 59 +none 59 +rank 59 +refer 59 +road 59 +safe 59 +settle 59 +taxation 59 +useful 59 +visit 59 +ample 58 +attitude 58 +commend 58 +consequence 58 +decide 58 +doctrine 58 +exact 58 +intend 58 +loan 58 +machinery 58 +management 58 +politic 58 +solution 58 +actually 57 +august 57 +canada 57 +clearly 57 +colored 57 +confer 57 +december 57 +declaration 57 +engineer 57 +hague 57 +minimum 57 +minister 57 +nature 57 +neutral 57 +operate 57 +owe 57 +quarter 57 +remember 57 +reorganization 57 +taxis 57 +training 57 +absolutely 56 +acre 56 +else 56 +govern 56 +insure 56 +interior 56 +japan 56 +joint 56 +reclamation 56 +refuse 56 +renew 56 +rural 56 +temporary 56 +thorough 56 +vast 56 +belligerent 55 +choose 55 +element 55 +feature 55 +feeling 55 +having 55 +ideal 55 +inevitable 55 +legal 55 +likely 55 +maximum 55 +outside 55 +practicable 55 +relate 55 +russia 55 +touch 55 +broad 54 +earnest 54 +everywhere 54 +hay 54 +lose 54 +press 54 +project 54 +rapidly 54 +really 54 +regulate 54 +six 54 +statement 54 +ten 54 +attend 53 +banking 53 +boundary 53 +constantly 53 +exposition 53 +expression 53 +extraordinary 53 +native 53 +practically 53 +reference 53 +requirement 53 +suggestion 53 +traffic 53 +wool 53 +1909 52 +across 52 +discharge 52 +emergency 52 +empire 52 +enlisted 52 +favorable 52 +generation 52 +governor 52 +liability 52 +living 52 +off 52 +ours 52 +region 52 +relationship 52 +relief 52 +adjustment 51 +amend 51 +carrier 51 +controversy 51 +entitle 51 +expert 51 +gain 51 +indian 51 +injunction 51 +learn 51 +park 51 +plain 51 +preservation 51 +proposal 51 +waterway 51 +western 51 +11 50 +1900 50 +banker 50 +creation 50 +crop 50 +cruiser 50 +exceed 50 +excellent 50 +interfere 50 +join 50 +presence 50 +recently 50 +season 50 +1911 49 +advocate 49 +area 49 +assist 49 +assurance 49 +being 49 +break 49 +communication 49 +considerable 49 +constant 49 +contemplate 49 +d 49 +deem 49 +fifty 49 +generous 49 +interested 49 +particularly 49 +plant 49 +prosecution 49 +rich 49 +submarine 49 +british 48 +family 48 +fire 48 +forward 48 +grave 48 +inspection 48 +main 48 +notice 48 +observe 48 +occupation 48 +postmaster 48 +sovereignty 48 +standpoint 48 +strive 48 +thereof 48 +unnecessary 48 +waste 48 +7 47 +behalf 47 +c 47 +check 47 +commissioner 47 +compare 47 +consular 47 +current 47 +deposit 47 +fashion 47 +introduce 47 +menace 47 +move 47 +peculiar 47 +perfect 47 +portion 47 +program 47 +punishment 47 +raise 47 +whenever 47 +achieve 46 +belong 46 +domain 46 +european 46 +evident 46 +february 46 +forbid 46 +incident 46 +investment 46 +manifest 46 +penalty 46 +previous 46 +seven 46 +stream 46 +suitable 46 +thirty 46 +timber 46 +accompany 45 +antitrust 45 +balance 45 +beginning 45 +consumption 45 +conviction 45 +dispose 45 +disturbance 45 +east 45 +eight 45 +excessive 45 +hitherto 45 +injury 45 +path 45 +possess 45 +prohibit 45 +sell 45 +separate 45 +shape 45 +strengthen 45 +utmost 45 +willing 45 +young 45 +battleship 44 +continent 44 +devise 44 +disaster 44 +experiment 44 +facilitate 44 +fourth 44 +god 44 +immigration 44 +inquiry 44 +instruction 44 +intelligent 44 +item 44 +january 44 +neighbor 44 +october 44 +relieve 44 +sale 44 +servant 44 +sustain 44 +throw 44 +urgent 44 +50 43 +9 43 +attorney 43 +await 43 +connect 43 +defend 43 +democracy 43 +distribution 43 +equally 43 +friend 43 +hard 43 +hear 43 +hostile 43 +mine 43 +oil 43 +patriotic 43 +platform 43 +respective 43 +simple 43 +active 42 +discuss 42 +disturb 42 +glad 42 +indicate 42 +legation 42 +letter 42 +manufacturer 42 +mdash 42 +mile 42 +mountain 42 +municipal 42 +performance 42 +police 42 +pursue 42 +readjustment 42 +seal 42 +steadily 42 +struggle 42 +tobacco 42 +ultimately 42 +why 42 +accident 41 +acquire 41 +adoption 41 +assistance 41 +border 41 +chance 41 +commander 41 +competent 41 +dominion 41 +effectively 41 +forget 41 +hospital 41 +immigrant 41 +intention 41 +love 41 +mexican 41 +slight 41 +street 41 +substitute 41 +tendency 41 +town 41 +worthy 41 +1899 40 +20 40 +bind 40 +cotton 40 +deficit 40 +factor 40 +french 40 +handle 40 +inadequate 40 +irrigation 40 +japanese 40 +later 40 +mutual 40 +negro 40 +ocean 40 +orderly 40 +pledge 40 +possibility 40 +purchase 40 +quite 40 +salary 40 +scale 40 +thoroughly 40 +unite 40 +weak 40 +12 39 +attain 39 +carefully 39 +conclude 39 +conservation 39 +distribute 39 +enlarge 39 +fast 39 +finally 39 +fraud 39 +improper 39 +injustice 39 +insist 39 +peaceful 39 +resolution 39 +reward 39 +selfish 39 +shipping 39 +sometimes 39 +survey 39 +tell 39 +towards 39 +trouble 39 +unwise 39 +worth 39 +1910 38 +adjust 38 +administer 38 +answer 38 +assemble 38 +center 38 +co 38 +comprehensive 38 +consistent 38 +contribute 38 +criticism 38 +deny 38 +earth 38 +excess 38 +fill 38 +former 38 +indispensable 38 +interference 38 +legislature 38 +mention 38 +motive 38 +north 38 +precede 38 +pride 38 +prompt 38 +republics 38 +review 38 +shipper 38 +stability 38 +successfully 38 +transaction 38 +wherever 38 +yard 38 +behind 37 +belief 37 +collect 37 +completely 37 +consent 37 +corporate 37 +discrimination 37 +encouragement 37 +enjoy 37 +equity 37 +expansion 37 +factory 37 +fine 37 +freight 37 +highly 37 +instrument 37 +oppose 37 +owner 37 +paper 37 +poor 37 +preliminary 37 +prevail 37 +rapid 37 +regiment 37 +restriction 37 +solve 37 +specific 37 +suit 37 +transfer 37 +unit 37 +usefulness 37 +voice 37 +win 37 +york 37 +approach 36 +atlantic 36 +collection 36 +colombian 36 +concession 36 +consist 36 +enormous 36 +expand 36 +finance 36 +hawaii 36 +immense 36 +inform 36 +integrity 36 +investigate 36 +liberal 36 +monroe 36 +naturalization 36 +prescribe 36 +proceeding 36 +proclaim 36 +proclamation 36 +quality 36 +september 36 +size 36 +station 36 +surplus 36 +today 36 +violate 36 +warfare 36 +anti 35 +aside 35 +award 35 +beneficial 35 +cable 35 +constructive 35 +cordial 35 +determination 35 +drive 35 +educational 35 +exclude 35 +forth 35 +hostility 35 +leader 35 +list 35 +nevertheless 35 +normal 35 +partisan 35 +select 35 +spend 35 +spring 35 +strongly 35 +thereby 35 +write 35 +15 34 +achievement 34 +arid 34 +consolidation 34 +decree 34 +embody 34 +emphasize 34 +filipinos 34 +folly 34 +frame 34 +guilty 34 +hemisphere 34 +heretofore 34 +inevitably 34 +initiative 34 +intercourse 34 +internal 34 +interpretation 34 +length 34 +nationality 34 +offense 34 +proof 34 +province 34 +rise 34 +risk 34 +sort 34 +southern 34 +trial 34 +undoubtedly 34 +8 33 +absolute 33 +announce 33 +combine 33 +contribution 33 +deserve 33 +disease 33 +dispatch 33 +execution 33 +expend 33 +foot 33 +fortunate 33 +gold 33 +guide 33 +gun 33 +happy 33 +idea 33 +ill 33 +indians 33 +is 33 +kill 33 +objection 33 +progressive 33 +ratify 33 +sanitation 33 +sincere 33 +staff 33 +sugar 33 +surely 33 +territories 33 +toll 33 +utter 33 +vote 33 +welcome 33 +workman 33 +1912 32 +abandon 32 +abide 32 +accomplishment 32 +advice 32 +advise 32 +armament 32 +auxiliary 32 +book 32 +completion 32 +confine 32 +courage 32 +covenant 32 +ehrman 32 +equitable 32 +especial 32 +exclusive 32 +extreme 32 +hardly 32 +impartial 32 +invitation 32 +mass 32 +myself 32 +navigation 32 +neutrality 32 +opposition 32 +peculiarly 32 +protest 32 +repeat 32 +room 32 +scope 32 +sentiment 32 +stay 32 +therein 32 +venture 32 +volume 32 +25 31 +500 31 +chiefly 31 +cooperate 31 +corruption 31 +dangerous 31 +easily 31 +escape 31 +exactly 31 +examine 31 +exception 31 +exhibit 31 +gentleman 31 +genuine 31 +guaranty 31 +happen 31 +inheritance 31 +medical 31 +passion 31 +pension 31 +powerful 31 +principal 31 +producer 31 +protective 31 +punish 31 +restoration 31 +scientific 31 +selection 31 +seriously 31 +society 31 +valuable 31 +violence 31 +volunteer 31 +assert 30 +associate 30 +boat 30 +compose 30 +departments 30 +eye 30 +hereafter 30 +intelligence 30 +lock 30 +meeting 30 +nicaragua 30 +prohibition 30 +range 30 +reciprocal 30 +resume 30 +scheme 30 +simply 30 +steady 30 +succeed 30 +sufficiently 30 +transmit 30 +triumph 30 +unable 30 +universal 30 +warrant 30 +14 29 +aspiration 29 +conceive 29 +construct 29 +contrary 29 +countryman 29 +demonstrate 29 +devotion 29 +elsewhere 29 +found 29 +france 29 +happiness 29 +imperative 29 +late 29 +latter 29 +making 29 +manage 29 +neglect 29 +numerous 29 +parcel 29 +participate 29 +productive 29 +pursuit 29 +radical 29 +ratification 29 +registration 29 +resort 29 +theory 29 +title 29 +transit 29 +truth 29 +usually 29 +variety 29 +wisely 29 +1908 28 +argument 28 +arrange 28 +campaign 28 +challenge 28 +color 28 +competitor 28 +crew 28 +definitely 28 +devote 28 +disregard 28 +doubtless 28 +equipment 28 +formulate 28 +helpful 28 +incorporation 28 +materially 28 +net 28 +opening 28 +permanently 28 +provisional 28 +purely 28 +revise 28 +satisfaction 28 +sink 28 +solemn 28 +st 28 +summer 28 +ultimate 28 +unchanged 28 +withdraw 28 +witness 28 +working 28 +00 27 +adapt 27 +aggregate 27 +alter 27 +car 27 +concentration 27 +consul 27 +define 27 +deliberate 27 +delivery 27 +die 27 +disposal 27 +distinction 27 +divide 27 +earner 27 +eastern 27 +elect 27 +empower 27 +fishery 27 +foreigner 27 +fortification 27 +halt 27 +happily 27 +hearing 27 +inhabitant 27 +instrumentality 27 +intent 27 +level 27 +meat 27 +northern 27 +personnel 27 +prime 27 +publicity 27 +reciprocity 27 +resist 27 +stable 27 +stamp 27 +suppose 27 +urgently 27 +useless 27 +utterly 27 +wait 27 +whereas 27 +accommodation 26 +admiral 26 +anywhere 26 +arouse 26 +art 26 +budget 26 +census 26 +cheap 26 +commodity 26 +condemn 26 +count 26 +delegate 26 +democratic 26 +describe 26 +designate 26 +discretion 26 +door 26 +exceptional 26 +fresh 26 +hamper 26 +harm 26 +healthy 26 +highway 26 +injure 26 +isthmian 26 +limited 26 +manufacturing 26 +mistake 26 +nine 26 +organized 26 +original 26 +participation 26 +passenger 26 +peril 26 +profitable 26 +rebate 26 +repeal 26 +spain 26 +speed 26 +stage 26 +steam 26 +strict 26 +absence 25 +anxious 25 +ascertain 25 +avail 25 +capable 25 +capitalist 25 +cease 25 +circuit 25 +complain 25 +confident 25 +confusion 25 +content 25 +council 25 +dealing 25 +defect 25 +derive 25 +diplomacy 25 +eliminate 25 +fighting 25 +figure 25 +insurance 25 +militia 25 +mining 25 +mob 25 +monetary 25 +negotiate 25 +physical 25 +predecessor 25 +print 25 +repeatedly 25 +reservation 25 +retain 25 +ruin 25 +shipment 25 +start 25 +statistic 25 +suffering 25 +tradition 25 +vest 25 +vision 25 +week 25 +whereby 25 +widely 25 +wood 25 +18 24 +advanced 24 +bar 24 +buy 24 +channel 24 +clerk 24 +communicate 24 +comparatively 24 +crisis 24 +dam 24 +defeat 24 +director 24 +disorder 24 +dry 24 +excuse 24 +false 24 +honesty 24 +honorable 24 +lease 24 +loomis 24 +lumber 24 +maneuver 24 +model 24 +murder 24 +narrow 24 +non 24 +obvious 24 +postpone 24 +precedent 24 +prospect 24 +repair 24 +resolve 24 +revolutionary 24 +righteousness 24 +sanction 24 +settler 24 +sit 24 +site 24 +son 24 +soul 24 +spanish 24 +stimulate 24 +suppress 24 +unjust 24 +yield 24 +100 23 +26 23 +abolish 23 +accordingly 23 +accumulate 23 +apparent 23 +appreciation 23 +certificate 23 +commissioners 23 +convince 23 +correct 23 +daily 23 +de 23 +dependent 23 +design 23 +disclose 23 +endure 23 +english 23 +exceedingly 23 +foster 23 +hearty 23 +importation 23 +institute 23 +insular 23 +john 23 +leadership 23 +locality 23 +meantime 23 +modification 23 +occupy 23 +oppression 23 +patent 23 +pound 23 +powers 23 +prejudice 23 +pressure 23 +quick 23 +release 23 +reservoir 23 +restrain 23 +rigid 23 +rock 23 +russian 23 +sister 23 +steamer 23 +steamship 23 +stockholder 23 +subordinate 23 +thereto 23 +ton 23 +torpedo 23 +tribe 23 +twelve 23 +uncertainty 23 +undesirable 23 +widespread 23 +16 22 +17 22 +1901 22 +40 22 +access 22 +animal 22 +blood 22 +comfort 22 +complicated 22 +conception 22 +cross 22 +decline 22 +dignity 22 +diminish 22 +dingley 22 +economical 22 +embrace 22 +enlargement 22 +firm 22 +foolish 22 +gather 22 +inspect 22 +invest 22 +latin 22 +lift 22 +majesty 22 +night 22 +oblige 22 +partly 22 +prefer 22 +prize 22 +raw 22 +realization 22 +reckless 22 +regret 22 +significance 22 +skilled 22 +statesman 22 +submission 22 +supplement 22 +terrible 22 +territorial 22 +thank 22 +thoughtful 22 +unfit 22 +unfortunate 22 +uniform 22 +violent 22 +wrongdoing 22 +24 21 +around 21 +asia 21 +compel 21 +contend 21 +decade 21 +deliver 21 +destiny 21 +destroyer 21 +equip 21 +execute 21 +expedition 21 +fairly 21 +flow 21 +formal 21 +formerly 21 +heartily 21 +hereby 21 +innocent 21 +lend 21 +memory 21 +mission 21 +moderate 21 +nashville 21 +obstacle 21 +pan 21 +panic 21 +peking 21 +plainly 21 +probable 21 +reflect 21 +representation 21 +response 21 +rivalry 21 +scatter 21 +solely 21 +undertaking 21 +utility 21 +vary 21 +wageworker 21 +weight 21 +1898 20 +1906 20 +admirable 20 +advancement 20 +ahead 20 +apart 20 +camp 20 +classification 20 +closely 20 +concert 20 +congressional 20 +conspiracy 20 +continually 20 +continuance 20 +convenient 20 +coordinate 20 +cure 20 +discover 20 +dishonest 20 +distress 20 +earn 20 +enjoin 20 +familiar 20 +feasible 20 +finding 20 +footing 20 +fort 20 +houses 20 +ignore 20 +ineffective 20 +insurrection 20 +interpret 20 +language 20 +litigation 20 +lynching 20 +manager 20 +marked 20 +mississippi 20 +naturally 20 +noble 20 +offender 20 +patriotism 20 +profess 20 +prominent 20 +proposition 20 +reaction 20 +sacred 20 +secret 20 +student 20 +substantially 20 +supervise 20 +systematic 20 +translation 20 +transport 20 +tree 20 +unfortunately 20 +unreasonable 20 +withdrawal 20 +13 19 +1907 19 +acknowledge 19 +aggression 19 +appreciate 19 +artillery 19 +billion 19 +black 19 +blind 19 +bogota 19 +bureaus 19 +chairman 19 +chaos 19 +choice 19 +classified 19 +comprehend 19 +concord 19 +conserve 19 +construe 19 +contempt 19 +convinced 19 +creditor 19 +critical 19 +deprive 19 +display 19 +drastic 19 +effectiveness 19 +elimination 19 +error 19 +faithful 19 +farming 19 +fifteen 19 +file 19 +foe 19 +graduate 19 +h 19 +harmony 19 +heed 19 +herewith 19 +incur 19 +inspiration 19 +inspire 19 +lawful 19 +levy 19 +liberia 19 +lower 19 +malmros 19 +master 19 +means 19 +mosquito 19 +observation 19 +precisely 19 +preference 19 +profession 19 +proud 19 +publication 19 +quickly 19 +reasonably 19 +recurrence 19 +requisite 19 +restrict 19 +retirement 19 +root 19 +sake 19 +san 19 +science 19 +severe 19 +signal 19 +sixty 19 +sovereign 19 +squadron 19 +undue 19 +unlawful 19 +uphold 19 +virtue 19 +woolen 19 +21 18 +acceptance 18 +alive 18 +altogether 18 +arrival 18 +arrive 18 +artificial 18 +assess 18 +aware 18 +behave 18 +cattle 18 +certainty 18 +clause 18 +comment 18 +compete 18 +conform 18 +contact 18 +corporations 18 +crush 18 +cuban 18 +decent 18 +deeply 18 +destructive 18 +dictate 18 +discipline 18 +document 18 +domingo 18 +equalize 18 +forty 18 +frankly 18 +fruit 18 +fuel 18 +garrison 18 +gentlemen 18 +gradually 18 +gratify 18 +habit 18 +illegal 18 +impair 18 +inland 18 +insistent 18 +intrigue 18 +invoke 18 +italy 18 +jury 18 +justly 18 +landing 18 +loyalty 18 +major 18 +merchandise 18 +opium 18 +origin 18 +outbreak 18 +phase 18 +prior 18 +professional 18 +prosecute 18 +read 18 +removal 18 +reply 18 +sailor 18 +santo 18 +satisfy 18 +speech 18 +spread 18 +square 18 +surrender 18 +surround 18 +technical 18 +theirs 18 +thrift 18 +turkey 18 +unanimous 18 +utilize 18 +valuation 18 +vice 18 +withhold 18 +1902 17 +adjacent 17 +admission 17 +ambassador 17 +anxiety 17 +apprehension 17 +approximately 17 +assign 17 +bay 17 +cabinet 17 +celebration 17 +classify 17 +concentrate 17 +concur 17 +confirm 17 +conquest 17 +consumer 17 +contest 17 +convenience 17 +culebra 17 +deed 17 +detailed 17 +discourage 17 +distance 17 +dominican 17 +earning 17 +engineering 17 +england 17 +enlist 17 +exempt 17 +expedite 17 +fifth 17 +flood 17 +forestry 17 +friction 17 +fulfil 17 +genius 17 +grain 17 +guidance 17 +herd 17 +honduras 17 +hotel 17 +imprisonment 17 +incidental 17 +instant 17 +insufficient 17 +introduction 17 +irreparable 17 +maker 17 +maritime 17 +mediation 17 +modify 17 +outline 17 +possibly 17 +programme 17 +prosperous 17 +protocol 17 +quiet 17 +reality 17 +relative 17 +reorganize 17 +sanitary 17 +slowly 17 +structure 17 +superior 17 +suspend 17 +teach 17 +tenure 17 +terminate 17 +tide 17 +virginia 17 +voluntary 17 +wrongdoer 17 +19 16 +1905 16 +22 16 +23 16 +35 16 +41 16 +abundant 16 +acquisition 16 +adequately 16 +anarchist 16 +ancient 16 +asset 16 +boy 16 +california 16 +college 16 +competitive 16 +complex 16 +compliance 16 +conciliation 16 +confidently 16 +copy 16 +defendant 16 +distinguished 16 +dwell 16 +elapse 16 +emancipation 16 +employe 16 +entertain 16 +extravagance 16 +fairness 16 +fatal 16 +father 16 +feed 16 +finish 16 +following 16 +foremost 16 +frank 16 +frequently 16 +fur 16 +geographical 16 +gulf 16 +heavily 16 +herein 16 +heroic 16 +herself 16 +homestead 16 +huerta 16 +idle 16 +imply 16 +indemnity 16 +initiate 16 +intimate 16 +masse 16 +meaning 16 +minority 16 +morning 16 +municipality 16 +prevention 16 +primarily 16 +primary 16 +prosper 16 +publish 16 +pursuant 16 +reconstruction 16 +recover 16 +rejoice 16 +remind 16 +resolute 16 +rio 16 +seaman 16 +sight 16 +space 16 +statutory 16 +subsequent 16 +suspicion 16 +sympathetic 16 +telegraph 16 +temporarily 16 +texas 16 +therefor 16 +thereon 16 +toil 16 +traditional 16 +unfair 16 +valley 16 +adhere 15 +agitation 15 +alliance 15 +ambition 15 +amongst 15 +annually 15 +apparently 15 +aspect 15 +assistant 15 +attract 15 +b 15 +beaupre 15 +below 15 +bid 15 +birth 15 +bottom 15 +brief 15 +canadian 15 +captain 15 +cargo 15 +clothe 15 +colorado 15 +compulsory 15 +consult 15 +consume 15 +cooperative 15 +correspond 15 +correspondence 15 +cry 15 +cultivation 15 +dead 15 +deliberately 15 +demonstration 15 +denounce 15 +eighth 15 +emperor 15 +emphatically 15 +enhance 15 +era 15 +etc 15 +expectation 15 +expose 15 +extensive 15 +fee 15 +fish 15 +forever 15 +formidable 15 +game 15 +glory 15 +gradual 15 +gratitude 15 +gross 15 +hatred 15 +hence 15 +holding 15 +illustrate 15 +impression 15 +inaugurate 15 +inconvenience 15 +induce 15 +inefficiency 15 +intervention 15 +intolerable 15 +invasion 15 +kindly 15 +lesson 15 +license 15 +magazine 15 +mainly 15 +martial 15 +mechanic 15 +mineral 15 +minimize 15 +navigable 15 +newspaper 15 +notable 15 +noteworthy 15 +observance 15 +outset 15 +outstanding 15 +partnership 15 +payne 15 +peru 15 +privateer 15 +provincial 15 +quantity 15 +rely 15 +reveal 15 +righteous 15 +safely 15 +satisfied 15 +search 15 +securing 15 +shore 15 +situate 15 +slow 15 +somewhat 15 +specially 15 +stipulation 15 +stir 15 +store 15 +subsequently 15 +substitution 15 +tonnage 15 +tract 15 +travel 15 +unduly 15 +veteran 15 +wasteful 15 +wonderful 15 +1913 14 +28 14 +300 14 +abolition 14 +accurate 14 +alternative 14 +arbitrary 14 +archipelago 14 +arrest 14 +assertion 14 +attractive 14 +blame 14 +candidate 14 +capture 14 +caribbean 14 +charity 14 +circulation 14 +clean 14 +comrade 14 +concerted 14 +continuous 14 +convey 14 +corrupt 14 +customs 14 +deliberation 14 +depart 14 +departmental 14 +differ 14 +discriminate 14 +disinterested 14 +double 14 +draft 14 +economically 14 +ensue 14 +equivalent 14 +estate 14 +excite 14 +exhaust 14 +exploit 14 +exporter 14 +extra 14 +filipino 14 +fitness 14 +front 14 +frontier 14 +gratifying 14 +hardship 14 +henceforth 14 +hopeful 14 +hospitality 14 +illinois 14 +injurious 14 +inspector 14 +intelligently 14 +justification 14 +lawfully 14 +league 14 +lessen 14 +liable 14 +louis 14 +loyal 14 +mckinley 14 +meanwhile 14 +membership 14 +mental 14 +middle 14 +mighty 14 +monopolize 14 +namely 14 +neighborhood 14 +ohio 14 +outlay 14 +overcome 14 +pecuniary 14 +plenipotentiary 14 +pursuance 14 +reception 14 +religious 14 +residence 14 +retire 14 +roll 14 +secondary 14 +sinister 14 +skill 14 +sole 14 +sorrow 14 +speculative 14 +speedily 14 +standing 14 +storage 14 +striking 14 +surface 14 +sweep 14 +tenement 14 +tie 14 +u 14 +uniformity 14 +unrest 14 +v 14 +vigor 14 +vigorous 14 +walk 14 +warn 14 +weapon 14 +wheat 14 +122 13 +1891 13 +1904 13 +1917 13 +1st 13 +31 13 +33 13 +45 13 +60 13 +700 13 +adviser 13 +agitator 13 +americanism 13 +amicable 13 +argentine 13 +assault 13 +austria 13 +band 13 +barrier 13 +beautiful 13 +beg 13 +cavalry 13 +celebrate 13 +champion 13 +charter 13 +chemical 13 +chile 13 +commensurate 13 +comparison 13 +comply 13 +congratulate 13 +corresponding 13 +county 13 +datum 13 +departure 13 +device 13 +disadvantage 13 +disappear 13 +disbursement 13 +dissolution 13 +distinguish 13 +downward 13 +embarrassment 13 +embassy 13 +eminence 13 +engineers 13 +enlistment 13 +entrance 13 +envy 13 +erect 13 +ex 13 +expiration 13 +explicitly 13 +firmly 13 +formally 13 +fraught 13 +freely 13 +gift 13 +gladly 13 +grand 13 +gunboat 13 +healthful 13 +hesitate 13 +historic 13 +holder 13 +indebtedness 13 +indirectly 13 +interval 13 +lieutenant 13 +link 13 +lord 13 +lynch 13 +manifestly 13 +medium 13 +menacing 13 +mindful 13 +misconduct 13 +misunderstanding 13 +mobilization 13 +moderation 13 +mutually 13 +paris 13 +permanency 13 +praise 13 +premium 13 +prepared 13 +printing 13 +profound 13 +puerto 13 +pulp 13 +quicken 13 +quote 13 +rain 13 +rear 13 +rebellion 13 +refrain 13 +refusal 13 +register 13 +rehabilitation 13 +reliance 13 +remote 13 +replace 13 +resistance 13 +rival 13 +said 13 +selfishness 13 +sent 13 +sentence 13 +series 13 +serviceable 13 +shoot 13 +shovel 13 +sincerely 13 +specifically 13 +speedy 13 +strain 13 +summary 13 +summon 13 +table 13 +tragedy 13 +unconstitutional 13 +unprecedented 13 +unsatisfactory 13 +unworthy 13 +venezuela 13 +victory 13 +vindicate 13 +wealthy 13 +wife 13 +workingman 13 +wound 13 +200 12 +27 12 +400 12 +75 12 +78 12 +acute 12 +ad 12 +air 12 +alaskan 12 +amid 12 +annapolis 12 +anniversary 12 +antagonism 12 +appliance 12 +applicable 12 +assumption 12 +attach 12 +autocracy 12 +belgium 12 +betterment 12 +brain 12 +carrying 12 +commonly 12 +consciousness 12 +consequent 12 +continued 12 +courtesy 12 +creature 12 +dear 12 +definition 12 +delicate 12 +destine 12 +determined 12 +detriment 12 +distant 12 +distrust 12 +doubtful 12 +dr 12 +embark 12 +eminently 12 +encounter 12 +enlightened 12 +entail 12 +entry 12 +evening 12 +excellence 12 +favorably 12 +fertile 12 +float 12 +franchise 12 +fraudulent 12 +furthermore 12 +grim 12 +hawaiian 12 +hesitation 12 +housing 12 +hurt 12 +imperatively 12 +inflict 12 +insurgent 12 +interchange 12 +intervene 12 +investor 12 +iron 12 +irresponsible 12 +issuance 12 +legislator 12 +likewise 12 +lincoln 12 +marketing 12 +mature 12 +meal 12 +mislead 12 +murderer 12 +necessitate 12 +nigh 12 +ninety 12 +obey 12 +opponent 12 +orient 12 +originate 12 +patience 12 +patient 12 +perfectly 12 +permanence 12 +perpetuity 12 +piece 12 +pleasure 12 +potent 12 +powerless 12 +promulgate 12 +pupil 12 +pure 12 +readjust 12 +reasonableness 12 +red 12 +relatively 12 +reside 12 +resident 12 +respond 12 +roosevelt 12 +satisfactorily 12 +scout 12 +seat 12 +sharply 12 +shift 12 +shop 12 +shrink 12 +signatory 12 +specify 12 +splendid 12 +spokesman 12 +subsidy 12 +teacher 12 +testimony 12 +tinder 12 +tremendous 12 +unhappily 12 +unhealthy 12 +varilla 12 +vegetable 12 +victim 12 +virtually 12 +warning 12 +weaken 12 +wear 12 +wicked 12 +wild 12 +wit 12 +1897 11 +aboard 11 +academy 11 +acclaim 11 +accumulation 11 +accusation 11 +advantageous 11 +affirm 11 +afternoon 11 +allowance 11 +aloof 11 +anarchy 11 +anticipate 11 +anyone 11 +appalling 11 +appeals 11 +assembly 11 +assent 11 +avert 11 +beat 11 +beneficent 11 +besides 11 +blow 11 +boycott 11 +brutal 11 +bullet 11 +candor 11 +cloth 11 +code 11 +colonel 11 +combatant 11 +concerned 11 +conclusively 11 +constitutionality 11 +continental 11 +convict 11 +couple 11 +creed 11 +cubic 11 +debate 11 +deficiency 11 +delegation 11 +depositor 11 +depth 11 +desirability 11 +devoted 11 +discriminatory 11 +dock 11 +doctor 11 +dream 11 +duly 11 +ecuador 11 +efficiently 11 +elementary 11 +engagement 11 +enjoyment 11 +evade 11 +everyone 11 +evidently 11 +excellency 11 +fever 11 +flagrant 11 +fulfillment 11 +generosity 11 +george 11 +greatness 11 +greed 11 +handling 11 +hate 11 +height 11 +helpless 11 +heritage 11 +honestly 11 +humane 11 +ignorant 11 +imposition 11 +inability 11 +inch 11 +inconsistent 11 +interesting 11 +invade 11 +isolation 11 +j 11 +judiciary 11 +lawless 11 +lawyer 11 +liquor 11 +logical 11 +luxury 11 +manila 11 +morality 11 +noncommissioned 11 +obedience 11 +originally 11 +partner 11 +photograph 11 +plenty 11 +preach 11 +profoundly 11 +prohibitory 11 +prudence 11 +push 11 +rail 11 +rainy 11 +readily 11 +reclaim 11 +recovery 11 +remarkable 11 +reparation 11 +respectfully 11 +revised 11 +revolt 11 +rifle 11 +scrutiny 11 +sealing 11 +senator 11 +shortcoming 11 +similarly 11 +spite 11 +statutes 11 +story 11 +strictly 11 +stringency 11 +successive 11 +suppression 11 +temptation 11 +threat 11 +thru 11 +truly 11 +underlie 11 +unusual 11 +usual 11 +w 11 +wall 11 +150 10 +32 10 +76 10 +80 10 +absurd 10 +abundance 10 +accessible 10 +accredit 10 +accrue 10 +accuracy 10 +accustom 10 +adjourn 10 +admiration 10 +advisable 10 +affairs 10 +affirmative 10 +allied 10 +ammunition 10 +appearance 10 +artery 10 +assuredly 10 +attainment 10 +attendant 10 +bed 10 +bird 10 +breed 10 +brother 10 +buffalo 10 +bunau 10 +centum 10 +cherish 10 +chicago 10 +claimant 10 +clothing 10 +coin 10 +committal 10 +commonwealth 10 +comparative 10 +comprehension 10 +condemnation 10 +confront 10 +contraband 10 +contractor 10 +convene 10 +copyright 10 +corp 10 +craft 10 +debtor 10 +defective 10 +desert 10 +detect 10 +disarmament 10 +discredit 10 +douglas 10 +e 10 +effectual 10 +effectually 10 +enthusiasm 10 +ethical 10 +excise 10 +excitement 10 +exhaustive 10 +expedient 10 +explanation 10 +explicit 10 +extended 10 +facto 10 +fitting 10 +formation 10 +gen 10 +granada 10 +granting 10 +grazing 10 +harmful 10 +hinder 10 +holiday 10 +hon 10 +huge 10 +ignorance 10 +illustration 10 +immensely 10 +immunity 10 +impress 10 +incalculable 10 +indication 10 +indictment 10 +inducement 10 +infantry 10 +inquire 10 +intimately 10 +intrust 10 +jail 10 +jungle 10 +la 10 +london 10 +magnify 10 +married 10 +mercy 10 +midst 10 +minded 10 +mischief 10 +missouri 10 +mouth 10 +murderous 10 +negligence 10 +neighboring 10 +netherlands 10 +nominally 10 +notably 10 +notify 10 +notwithstanding 10 +onward 10 +outsider 10 +paragraph 10 +paralysis 10 +permission 10 +pertain 10 +please 10 +presidency 10 +presidential 10 +reactionary 10 +refuge 10 +repression 10 +republicans 10 +rescue 10 +research 10 +rican 10 +rid 10 +riot 10 +roadstead 10 +ruler 10 +sane 10 +savings 10 +score 10 +seaboard 10 +seniority 10 +separation 10 +shake 10 +sherman 10 +shield 10 +shot 10 +silk 10 +sixth 10 +slide 10 +sober 10 +solid 10 +statesmanship 10 +status 10 +stifle 10 +stranger 10 +substance 10 +sudden 10 +superintendent 10 +taft 10 +tender 10 +terminal 10 +theodore 10 +thereafter 10 +thrust 10 +till 10 +track 10 +tropic 10 +undo 10 +unity 10 +unmindful 10 +unrestricted 10 +upper 10 +upset 10 +user 10 +valorem 10 +varied 10 +veto 10 +vicious 10 +weakness 10 +wholesome 10 +willingness 10 +yesterday 10 +1896 9 +1920 9 +1921 9 +38 9 +abandonment 9 +accommodate 9 +acting 9 +adherence 9 +admirably 9 +affection 9 +aforesaid 9 +africa 9 +afterwards 9 +aggrandizement 9 +aggressive 9 +allude 9 +americas 9 +annal 9 +assassination 9 +atmosphere 9 +avenue 9 +bitter 9 +block 9 +boast 9 +brazil 9 +bribery 9 +brigade 9 +career 9 +cartagena 9 +chart 9 +clarify 9 +coastwise 9 +col 9 +commissary 9 +compact 9 +compromise 9 +conservative 9 +considerate 9 +consistently 9 +contention 9 +continuity 9 +contributory 9 +conventions 9 +coordination 9 +costly 9 +criminality 9 +cutting 9 +deforestation 9 +denial 9 +dependency 9 +despite 9 +diminution 9 +disastrous 9 +discontent 9 +disgrace 9 +dishonesty 9 +ditch 9 +domination 9 +drain 9 +drill 9 +eager 9 +earnestness 9 +eighteenth 9 +elasticity 9 +eleven 9 +eminent 9 +empty 9 +essentially 9 +established 9 +exalt 9 +excavation 9 +exclusion 9 +exclusively 9 +exert 9 +expensive 9 +expressly 9 +faction 9 +fidelity 9 +fourteen 9 +francisco 9 +frequent 9 +gallant 9 +gas 9 +gathering 9 +giant 9 +glass 9 +graduated 9 +grievance 9 +historical 9 +honorably 9 +horse 9 +hubbard 9 +hungary 9 +hygienic 9 +ii 9 +inasmuch 9 +incapable 9 +incoming 9 +incompetent 9 +incorporate 9 +indifferent 9 +indignation 9 +indiscriminate 9 +inequality 9 +initial 9 +instruct 9 +interrupt 9 +interruption 9 +intricate 9 +jeopardize 9 +k 9 +keen 9 +l 9 +lake 9 +lately 9 +library 9 +livelihood 9 +load 9 +locate 9 +lockout 9 +lodge 9 +louisiana 9 +manchuria 9 +marksmanship 9 +mechanical 9 +medal 9 +militarism 9 +morrow 9 +motor 9 +mount 9 +nonpartisan 9 +normally 9 +oath 9 +obviously 9 +officially 9 +offset 9 +omit 9 +operative 9 +oregon 9 +outrage 9 +partial 9 +payable 9 +perfection 9 +phosphate 9 +plane 9 +positive 9 +postage 9 +potomac 9 +practise 9 +previously 9 +probability 9 +propriety 9 +provocation 9 +publicly 9 +qualification 9 +quarrel 9 +re 9 +rebel 9 +reckoning 9 +regularly 9 +reject 9 +repel 9 +repose 9 +resentment 9 +restraining 9 +reverse 9 +round 9 +salmon 9 +scrupulous 9 +seed 9 +seizure 9 +shortly 9 +simplicity 9 +simplify 9 +sir 9 +spare 9 +specie 9 +speculation 9 +spiritual 9 +spur 9 +steadfast 9 +storm 9 +straight 9 +stress 9 +stuff 9 +suddenly 9 +sun 9 +supremacy 9 +swamp 9 +sweeping 9 +swift 9 +t 9 +tool 9 +tranquillity 9 +transmission 9 +tropical 9 +twentieth 9 +unequal 9 +university 9 +unskilled 9 +unwillingness 9 +upward 9 +vain 9 +vitally 9 +voluntarily 9 +widen 9 +zelaya 9 +1856 8 +1919 8 +29 8 +36 8 +47 8 +63 8 +631 8 +65 8 +70 8 +abnormal 8 +absurdity 8 +actively 8 +afraid 8 +aggregation 8 +alarm 8 +allege 8 +alley 8 +amity 8 +anybody 8 +apology 8 +append 8 +approximate 8 +apt 8 +argue 8 +aright 8 +arizona 8 +armored 8 +ashore 8 +assessment 8 +assignment 8 +avoidance 8 +bachelor 8 +bearing 8 +bestow 8 +better 8 +blessing 8 +bloodshed 8 +breeding 8 +bribe 8 +buenaventura 8 +buenos 8 +cash 8 +centralization 8 +chamber 8 +circular 8 +civic 8 +cold 8 +collector 8 +colony 8 +commitment 8 +complexity 8 +comptroller 8 +concede 8 +conclusive 8 +conformity 8 +consulate 8 +contiguous 8 +convert 8 +cool 8 +coolie 8 +cordially 8 +courts 8 +creditable 8 +crowd 8 +crowded 8 +crude 8 +dare 8 +dedicate 8 +demagogue 8 +democrats 8 +deplorable 8 +depression 8 +disloyalty 8 +disposed 8 +dissolve 8 +dread 8 +duplication 8 +ease 8 +eat 8 +emerge 8 +energetic 8 +engine 8 +envelope 8 +envoy 8 +essence 8 +exhaustion 8 +experimental 8 +faithfully 8 +fault 8 +fearless 8 +feat 8 +fellowship 8 +flame 8 +fluctuation 8 +foodstuff 8 +fortify 8 +fraction 8 +fruitful 8 +goethals 8 +gorgas 8 +graze 8 +guatemala 8 +guest 8 +hall 8 +hang 8 +haste 8 +hasten 8 +healing 8 +hopefully 8 +hurtful 8 +husband 8 +iii 8 +impartiality 8 +impotent 8 +impracticable 8 +improved 8 +inadequacy 8 +inaugural 8 +incumbent 8 +india 8 +indirect 8 +infinite 8 +infinitely 8 +inflation 8 +ingenuity 8 +insistence 8 +inure 8 +invariably 8 +italian 8 +jealous 8 +jealousy 8 +juan 8 +justifiable 8 +kindre 8 +king 8 +knot 8 +lading 8 +lag 8 +li 8 +limb 8 +literally 8 +magnitude 8 +manual 8 +map 8 +maturity 8 +memorial 8 +men 8 +midshipman 8 +minor 8 +misdeed 8 +missionary 8 +mistaken 8 +mode 8 +mother 8 +negative 8 +news 8 +notification 8 +o 8 +obligatory 8 +ofthe 8 +omission 8 +ooo 8 +ordinarily 8 +outcome 8 +overthrow 8 +partisanship 8 +pelagic 8 +percentage 8 +periodical 8 +policeman 8 +pray 8 +pre 8 +premise 8 +pressing 8 +pretend 8 +prey 8 +proportionate 8 +quartermaster 8 +raising 8 +rape 8 +readiness 8 +recital 8 +redeem 8 +refund 8 +reiterate 8 +rental 8 +scour 8 +shipyard 8 +shirk 8 +showing 8 +signature 8 +silver 8 +slope 8 +sphere 8 +stern 8 +stevens 8 +storehouse 8 +stretch 8 +stride 8 +strife 8 +sturdy 8 +succession 8 +supplemental 8 +surrounding 8 +susceptible 8 +teaching 8 +technicality 8 +temper 8 +temple 8 +tentative 8 +text 8 +therefrom 8 +tho 8 +thoroughgoing 8 +tiller 8 +tolerate 8 +triumphant 8 +unexpected 8 +unfounded 8 +unique 8 +unscrupulous 8 +unwilling 8 +uprising 8 +upwards 8 +viewpoint 8 +watch 8 +weigh 8 +wilful 8 +william 8 +zeal 8 +105 7 +134 7 +240 7 +54 7 +600 7 +67 7 +695 7 +6th 7 +900 7 +99 7 +absorb 7 +acknowledgment 7 +allegiance 7 +allot 7 +amply 7 +anarchistic 7 +antiforeign 7 +arbitrate 7 +armor 7 +array 7 +asiatic 7 +astonishing 7 +attribute 7 +auditor 7 +authorization 7 +avow 7 +awaken 7 +badly 7 +bath 7 +beauty 7 +beneficiary 7 +borrow 7 +bound 7 +boyd 7 +breach 7 +bridge 7 +briefly 7 +broadly 7 +bulk 7 +calculation 7 +calling 7 +cardinal 7 +cast 7 +casualty 7 +caution 7 +characteristic 7 +characterize 7 +christian 7 +civilian 7 +clerical 7 +cloud 7 +collier 7 +compelling 7 +compensate 7 +concentrated 7 +concrete 7 +conflicting 7 +congestion 7 +conscious 7 +conspicuous 7 +countenance 7 +critic 7 +crown 7 +cruel 7 +curtailment 7 +customer 7 +darling 7 +daughter 7 +defender 7 +demoralization 7 +description 7 +dig 7 +discovery 7 +distinctly 7 +dozen 7 +dredge 7 +drink 7 +drug 7 +elective 7 +embarrass 7 +empires 7 +endanger 7 +equitably 7 +eternal 7 +exemption 7 +exigency 7 +expire 7 +explain 7 +extremely 7 +fabric 7 +fisheries 7 +floor 7 +follows 7 +foregoing 7 +foresee 7 +foresight 7 +forethought 7 +forfeiture 7 +forthwith 7 +fortunately 7 +fraternity 7 +gate 7 +geological 7 +goal 7 +grateful 7 +harvest 7 +haul 7 +heartiest 7 +heroism 7 +hill 7 +hopeless 7 +hurry 7 +identical 7 +imperfect 7 +incentive 7 +incidentally 7 +individualism 7 +inseparable 7 +invention 7 +issuing 7 +jeopardy 7 +junior 7 +key 7 +killing 7 +lady 7 +lakes 7 +lasting 7 +location 7 +lofty 7 +machine 7 +machinist 7 +mill 7 +miner 7 +minute 7 +miscellaneous 7 +misfortune 7 +monitor 7 +monument 7 +moody 7 +multitude 7 +nations 7 +newly 7 +nineteen 7 +nitrogen 7 +nobody 7 +nomination 7 +nowhere 7 +nullify 7 +observatory 7 +observer 7 +occasional 7 +offensive 7 +opposite 7 +oppressive 7 +ottoman 7 +output 7 +par 7 +parallel 7 +pave 7 +pearl 7 +persuade 7 +philosophy 7 +picture 7 +pity 7 +pleased 7 +presentation 7 +presently 7 +prince 7 +prisoner 7 +procure 7 +prominence 7 +purge 7 +qualified 7 +raider 7 +rational 7 +recall 7 +receivership 7 +redress 7 +reforestation 7 +reign 7 +relations 7 +religion 7 +remedial 7 +renewal 7 +rent 7 +repetition 7 +reproach 7 +revive 7 +rice 7 +rivet 7 +role 7 +royalty 7 +safeguarding 7 +sanctity 7 +saturday 7 +scant 7 +semiarid 7 +severely 7 +sharp 7 +shell 7 +shine 7 +shortsighted 7 +shut 7 +silence 7 +sin 7 +sixteen 7 +soldiery 7 +spot 7 +stone 7 +strikingly 7 +strip 7 +subserve 7 +subsistence 7 +successor 7 +superficial 7 +suspect 7 +sweden 7 +sympathize 7 +taking 7 +talent 7 +talk 7 +tear 7 +thrive 7 +tile 7 +tomorrow 7 +totally 7 +trans 7 +translate 7 +tribute 7 +trip 7 +troublesome 7 +twice 7 +tyranny 7 +unanimously 7 +unhampere 7 +uninterrupted 7 +unjustly 7 +unmarried 7 +unquestionably 7 +unselfishness 7 +unsettled 7 +upbuilding 7 +urgency 7 +vastly 7 +vegetation 7 +verge 7 +visible 7 +vocational 7 +voyage 7 +wanton 7 +wash 7 +weal 7 +weather 7 +weevil 7 +whereof 7 +wholesale 7 +wine 7 +worship 7 +writing 7 +yamen 7 +yellowstone 7 +0 6 +106 6 +15th 6 +1846 6 +1860 6 +1861 6 +1862 6 +1878 6 +1883 6 +1895 6 +1914 6 +34 6 +48 6 +55 6 +634 6 +667 6 +7th 6 +abundantly 6 +accomplished 6 +accountable 6 +accurately 6 +accustomed 6 +acquiescence 6 +adversary 6 +adverse 6 +affix 6 +aires 6 +allegation 6 +alteration 6 +analogous 6 +analysis 6 +anew 6 +annexation 6 +anthracite 6 +antiquated 6 +appointee 6 +apportion 6 +appraise 6 +appropriately 6 +arbitral 6 +arlington 6 +armistice 6 +ashamed 6 +assail 6 +attendance 6 +auspex 6 +australia 6 +autumn 6 +awakened 6 +balkan 6 +ban 6 +barrack 6 +barren 6 +beloved 6 +bequest 6 +birthplace 6 +boca 6 +bolivia 6 +bombardment 6 +boston 6 +breathe 6 +broaden 6 +bulletin 6 +bushel 6 +calamity 6 +cession 6 +church 6 +citizens 6 +clearing 6 +clock 6 +collective 6 +commence 6 +compatible 6 +compulsion 6 +concurrent 6 +confidential 6 +confirmation 6 +congressman 6 +conjecture 6 +consecrate 6 +consequently 6 +considerably 6 +constituent 6 +constituted 6 +continuation 6 +contractual 6 +contrast 6 +cooking 6 +corollary 6 +correction 6 +costa 6 +crave 6 +creek 6 +cruelty 6 +cultivate 6 +culture 6 +dark 6 +deadly 6 +debatable 6 +decently 6 +decisive 6 +defiance 6 +demarcation 6 +dependable 6 +dependence 6 +deplete 6 +depository 6 +desirous 6 +desolation 6 +destination 6 +detention 6 +detrimental 6 +devolve 6 +diaz 6 +discreditable 6 +distinct 6 +distressing 6 +dominant 6 +drainage 6 +drop 6 +drought 6 +edict 6 +educate 6 +electorate 6 +embodiment 6 +enlarged 6 +enrich 6 +entity 6 +epidemic 6 +evasion 6 +everybody 6 +evolution 6 +exaction 6 +expediency 6 +explosive 6 +extradition 6 +f 6 +farsighte 6 +federation 6 +finely 6 +fishing 6 +flexibility 6 +flour 6 +forbearance 6 +forego 6 +forfeit 6 +fountain 6 +friendliness 6 +furtherance 6 +futile 6 +gallery 6 +generously 6 +girl 6 +giver 6 +globe 6 +governments 6 +graduation 6 +grass 6 +gratification 6 +grower 6 +guantanamo 6 +guardianship 6 +haiti 6 +handicap 6 +harmonious 6 +helpfulness 6 +hemp 6 +herran 6 +hide 6 +hole 6 +host 6 +humiliation 6 +illiteracy 6 +immortal 6 +impatient 6 +impede 6 +imperfectly 6 +implement 6 +implication 6 +impossibility 6 +improperly 6 +improvise 6 +impulse 6 +incompatible 6 +increasingly 6 +indies 6 +indifference 6 +industrialism 6 +industrious 6 +inefficient 6 +inestimable 6 +inherent 6 +inherit 6 +insect 6 +inseparably 6 +instinct 6 +insurrectionary 6 +intellectual 6 +jackson 6 +james 6 +janeiro 6 +judges 6 +label 6 +legitimately 6 +listen 6 +litigant 6 +lobby 6 +locomotive 6 +maine 6 +mainland 6 +manhood 6 +manifold 6 +marvelous 6 +mastery 6 +mediterranean 6 +merchantman 6 +metal 6 +mischievous 6 +misdemeanor 6 +misuse 6 +momentous 6 +montenegro 6 +mortality 6 +motion 6 +mountains 6 +munition 6 +muster 6 +n 6 +naturalize 6 +nicaraguan 6 +nominate 6 +nominee 6 +norway 6 +objectionable 6 +obstruct 6 +ottawa 6 +outlaw 6 +outlet 6 +outpost 6 +overcapitalization 6 +overwhelming 6 +pain 6 +painful 6 +parent 6 +partially 6 +patrol 6 +paul 6 +perpetrate 6 +perpetual 6 +perpetuate 6 +personally 6 +petition 6 +plague 6 +poison 6 +potential 6 +precaution 6 +preparedness 6 +prestige 6 +pretense 6 +pro 6 +productivity 6 +profiteer 6 +promptness 6 +provoke 6 +prudent 6 +quarantine 6 +quit 6 +r 6 +radically 6 +rainfall 6 +rapidity 6 +recite 6 +recourse 6 +recruit 6 +recur 6 +redemption 6 +reestablish 6 +reformation 6 +reformatory 6 +regime 6 +related 6 +reliable 6 +remark 6 +repay 6 +reputable 6 +resign 6 +resourcefulness 6 +retaliation 6 +retard 6 +reverence 6 +revival 6 +reyes 6 +rica 6 +ride 6 +rigidly 6 +rigorous 6 +rob 6 +scarcely 6 +scrupulously 6 +sectional 6 +semi 6 +senators 6 +senior 6 +shallow 6 +shame 6 +sheep 6 +shock 6 +shun 6 +sincerity 6 +singular 6 +singularly 6 +skin 6 +sleep 6 +smoothly 6 +solemnly 6 +somehow 6 +spitzbergen 6 +spoliation 6 +sponsor 6 +starvation 6 +statue 6 +stimulation 6 +stimulus 6 +subdivision 6 +suffice 6 +sufficiency 6 +supplementary 6 +surpass 6 +symbol 6 +testify 6 +thereupon 6 +thoroughgoe 6 +thoroughness 6 +timely 6 +timid 6 +tip 6 +tobar 6 +top 6 +topic 6 +tower 6 +tranquility 6 +transition 6 +traveler 6 +tribal 6 +tsung 6 +turkish 6 +typical 6 +uncertain 6 +unchecked 6 +undisturbed 6 +unjustifiable 6 +unlimited 6 +unmistakable 6 +unspeakable 6 +unsuccessful 6 +upright 6 +utterance 6 +vacancy 6 +verdict 6 +veritable 6 +vested 6 +vigilance 6 +vigorously 6 +vindication 6 +visionary 6 +voting 6 +wantonly 6 +warm 6 +wherein 6 +winter 6 +withstand 6 +wooden 6 +yarn 6 +yearly 6 +yellow 6 +yosemite 6 +001 5 +08 5 +101 5 +11th 5 +128 5 +135 5 +1865 5 +187 5 +18th 5 +1915 5 +1916 5 +1918 5 +232 5 +237 5 +270 5 +301 5 +46 5 +462 5 +52 5 +605 5 +654 5 +69 5 +750 5 +81 5 +92 5 +9th 5 +abate 5 +abridge 5 +absorption 5 +acceptable 5 +acquaint 5 +adjournment 5 +administrator 5 +advisability 5 +affront 5 +alert 5 +allay 5 +alleged 5 +allies 5 +ally 5 +aloofness 5 +ambitious 5 +amelioration 5 +applicant 5 +apportionment 5 +appraisal 5 +apprehend 5 +aptitude 5 +arango 5 +arbitrator 5 +arias 5 +assassin 5 +author 5 +autocratic 5 +aye 5 +barbarity 5 +barbarous 5 +bare 5 +baseless 5 +battery 5 +bench 5 +beneath 5 +bent 5 +besiege 5 +boll 5 +borrowing 5 +boxers 5 +breast 5 +bright 5 +brussels 5 +brutality 5 +builder 5 +bulwark 5 +calendar 5 +calm 5 +candid 5 +card 5 +carriage 5 +catch 5 +cereal 5 +ceremony 5 +cessation 5 +chamizal 5 +charitable 5 +choosing 5 +cigar 5 +circle 5 +circulate 5 +claims 5 +cleanliness 5 +cleveland 5 +climate 5 +closet 5 +closing 5 +coffee 5 +colleague 5 +column 5 +coming 5 +comity 5 +commemorate 5 +committees 5 +compile 5 +component 5 +comprise 5 +con 5 +concept 5 +confiscation 5 +confused 5 +conger 5 +congest 5 +congratulation 5 +conjunction 5 +conscientious 5 +consciously 5 +consecration 5 +consultation 5 +contending 5 +contentment 5 +continual 5 +continuously 5 +contracting 5 +conventional 5 +corn 5 +counter 5 +courteous 5 +covet 5 +crippled 5 +cubans 5 +dams 5 +daring 5 +debase 5 +defensive 5 +defer 5 +demagog 5 +detection 5 +dire 5 +disability 5 +disappointment 5 +disband 5 +disembark 5 +disinterestedness 5 +dispassionate 5 +disperse 5 +disproportionate 5 +distressed 5 +divergence 5 +diversified 5 +divided 5 +dominate 5 +doubly 5 +drag 5 +dreadful 5 +dutiable 5 +dwelling 5 +eagerly 5 +ear 5 +ecuadorian 5 +educator 5 +emphasis 5 +enumerate 5 +eradicate 5 +erection 5 +errand 5 +expeditious 5 +experienced 5 +exploitation 5 +expressive 5 +exterminate 5 +extravagant 5 +famine 5 +fancied 5 +farmers 5 +fate 5 +favoritism 5 +fearful 5 +fence 5 +fertility 5 +filing 5 +fittingly 5 +fixed 5 +fixing 5 +flax 5 +forcibly 5 +forge 5 +founder 5 +fundamentally 5 +furnishing 5 +g 5 +gaze 5 +glance 5 +grasp 5 +grease 5 +habitual 5 +hasty 5 +havana 5 +headwater 5 +heir 5 +henry 5 +hereunto 5 +horizon 5 +horror 5 +hukuang 5 +hunt 5 +imminent 5 +impairment 5 +impel 5 +impotence 5 +impunity 5 +inclose 5 +inclosure 5 +inclusive 5 +indefinite 5 +indict 5 +individually 5 +indulge 5 +inexcusable 5 +infer 5 +inflame 5 +influential 5 +inhibition 5 +injuriously 5 +insert 5 +instal 5 +intense 5 +intimation 5 +intimidation 5 +invaluable 5 +ireland 5 +irrigated 5 +isolated 5 +jamaica 5 +jealously 5 +jersey 5 +jose 5 +jurist 5 +jute 5 +kin 5 +kindness 5 +knit 5 +lands 5 +lawlessness 5 +lawsuit 5 +lax 5 +learning 5 +lest 5 +lifeblood 5 +lighten 5 +likelihood 5 +liquidate 5 +lively 5 +lover 5 +madness 5 +male 5 +mar 5 +marblehead 5 +marshal 5 +massachusetts 5 +mechanism 5 +medicine 5 +mete 5 +misery 5 +mistress 5 +mixed 5 +mobilize 5 +moisture 5 +needed 5 +needful 5 +novel 5 +noxious 5 +obscure 5 +obsolete 5 +obviate 5 +offend 5 +oppress 5 +organic 5 +package 5 +packing 5 +page 5 +paramount 5 +parity 5 +participant 5 +pasture 5 +percent 5 +perjury 5 +phenomenal 5 +pioneer 5 +platt 5 +plea 5 +pleasant 5 +plunge 5 +polity 5 +populous 5 +portland 5 +portugal 5 +practicability 5 +prayer 5 +precedence 5 +precious 5 +precipitate 5 +preferable 5 +preferred 5 +presume 5 +preventable 5 +primitive 5 +privileged 5 +prof 5 +prohibitive 5 +pronounce 5 +proposed 5 +providence 5 +provident 5 +proximity 5 +purchaser 5 +receiver 5 +reckon 5 +reduced 5 +refining 5 +regardless 5 +regimental 5 +regrettable 5 +rejection 5 +relax 5 +reliant 5 +reluctance 5 +reluctant 5 +remainder 5 +remedie 5 +remit 5 +rend 5 +reputation 5 +respectable 5 +respectively 5 +restricted 5 +retention 5 +reversal 5 +revert 5 +reynolds 5 +ricans 5 +rightly 5 +ruthless 5 +scandal 5 +scarcity 5 +scrutinize 5 +seagoe 5 +selling 5 +semblance 5 +senor 5 +seventeen 5 +sewer 5 +shackle 5 +shadow 5 +shanghai 5 +shareholder 5 +shed 5 +shelter 5 +shrinkage 5 +siege 5 +significant 5 +slaughter 5 +slavery 5 +slum 5 +solidarity 5 +somebody 5 +somewhere 5 +sorry 5 +sounding 5 +spaniards 5 +squarely 5 +stagnation 5 +stake 5 +statehood 5 +steel 5 +stich 5 +storekeeper 5 +strained 5 +strategic 5 +stupendous 5 +sublime 5 +subsidiary 5 +suez 5 +surgeon 5 +suspension 5 +systematically 5 +tactical 5 +tawney 5 +taxpayer 5 +telegraphic 5 +temperate 5 +tension 5 +textile 5 +thereunder 5 +therewith 5 +thinking 5 +thirteen 5 +tolerable 5 +torch 5 +trader 5 +tragic 5 +trail 5 +tread 5 +treasure 5 +trunk 5 +tung 5 +underestimate 5 +underlying 5 +undoubted 5 +unemployment 5 +unfavorable 5 +ungrudge 5 +unimportant 5 +universally 5 +unparalleled 5 +unprofitable 5 +unreservedly 5 +unselfish 5 +unwarranted 5 +upbuilde 5 +utilization 5 +vacant 5 +valid 5 +valor 5 +vanish 5 +vii 5 +village 5 +vitality 5 +vogue 5 +voter 5 +vouchsafe 5 +waive 5 +wander 5 +ward 5 +ware 5 +warehouse 5 +warship 5 +watershed 5 +wednesday 5 +westward 5 +willful 5 +wilson 5 +window 5 +workshop 5 +wrath 5 +wyoming 5 +youth 5 +009 4 +024 4 +05 4 +125 4 +145 4 +152 4 +160 4 +170 4 +1818 4 +1854 4 +1885 4 +1887 4 +1890 4 +1893 4 +20th 4 +220 4 +250 4 +322 4 +350 4 +42 4 +450 4 +465 4 +483 4 +524 4 +542 4 +5th 4 +61 4 +620 4 +637 4 +694 4 +73 4 +800 4 +879 4 +89 4 +90 4 +93 4 +980 4 +ably 4 +abstain 4 +accentuate 4 +accounting 4 +accuse 4 +acquaintance 4 +acquiesce 4 +acreage 4 +actuate 4 +adaptability 4 +adaptation 4 +adjudge 4 +adjudication 4 +adjunct 4 +adjutant 4 +advent 4 +advert 4 +advertisement 4 +affaire 4 +affaires 4 +afloat 4 +aftermath 4 +agony 4 +akin 4 +alcohol 4 +allotment 4 +almighty 4 +alsop 4 +ambiguity 4 +amidst 4 +amnesty 4 +amp 4 +amphitheater 4 +amusement 4 +analogy 4 +ancestor 4 +ancon 4 +announcement 4 +annoyance 4 +annuity 4 +antagonist 4 +anticipation 4 +anxiously 4 +apparatus 4 +appendix 4 +arbitrarily 4 +archaic 4 +armenia 4 +artistic 4 +assumed 4 +assured 4 +augmented 4 +authorized 4 +automatic 4 +autonomous 4 +avenge 4 +axiomatic 4 +barbarism 4 +barely 4 +bargaining 4 +barter 4 +basic 4 +battlefield 4 +been 4 +befit 4 +believer 4 +benevolent 4 +bering 4 +betray 4 +birthday 4 +bitterness 4 +bless 4 +blight 4 +blockade 4 +blocksom 4 +bona 4 +box 4 +brave 4 +breaking 4 +britannic 4 +brotherhood 4 +brownsville 4 +brush 4 +bubonic 4 +buildings 4 +bullion 4 +burdensome 4 +burn 4 +businesslike 4 +cairo 4 +cancel 4 +cape 4 +capita 4 +category 4 +catholic 4 +cavite 4 +centennial 4 +chapter 4 +chargeable 4 +chilean 4 +clamor 4 +clog 4 +clumsy 4 +colonial 4 +colonization 4 +colossal 4 +combined 4 +completeness 4 +compound 4 +concurrence 4 +conduce 4 +confound 4 +consolidate 4 +constitutionalism 4 +constitutionally 4 +constrain 4 +consummate 4 +consummation 4 +conversion 4 +convincing 4 +cook 4 +cordiality 4 +corporal 4 +cowardly 4 +credence 4 +criticize 4 +crockery 4 +cruise 4 +crystallized 4 +cunning 4 +customhouse 4 +cutter 4 +dairy 4 +dawn 4 +dealer 4 +debauch 4 +deepen 4 +deflation 4 +dense 4 +denunciation 4 +deplore 4 +deputy 4 +desertion 4 +designation 4 +despair 4 +despotism 4 +detachment 4 +detract 4 +dirt 4 +disagreement 4 +disarm 4 +disburse 4 +discontinue 4 +disintereste 4 +dispense 4 +diverse 4 +diversification 4 +diversify 4 +divert 4 +divest 4 +divine 4 +doing 4 +dowager 4 +drafting 4 +duplicate 4 +dyestuff 4 +economize 4 +effecting 4 +eighteen 4 +eighty 4 +electric 4 +electricity 4 +elevate 4 +emotion 4 +empress 4 +encouraging 4 +endurance 4 +energetically 4 +engender 4 +enlighten 4 +enmity 4 +erroneous 4 +everyday 4 +evolve 4 +exceptionally 4 +excited 4 +exemplary 4 +exhibition 4 +extinction 4 +extremist 4 +faculty 4 +fearlessly 4 +feasibility 4 +federico 4 +female 4 +ferment 4 +fertilizer 4 +fiber 4 +fide 4 +fierce 4 +firing 4 +flee 4 +forecast 4 +forgery 4 +fractional 4 +framer 4 +franking 4 +frankness 4 +frederick 4 +freeman 4 +friar 4 +fruitless 4 +fulfill 4 +fullness 4 +futility 4 +gambling 4 +garden 4 +gatun 4 +generate 4 +glorify 4 +golden 4 +governors 4 +gracious 4 +gratified 4 +gravely 4 +gravity 4 +greenback 4 +greeting 4 +grief 4 +grievous 4 +grossly 4 +guarantor 4 +guardian 4 +habitually 4 +handed 4 +harness 4 +hastily 4 +havebeen 4 +hearten 4 +heat 4 +heedless 4 +hideous 4 +hillside 4 +hindrance 4 +hire 4 +hither 4 +hoarding 4 +holy 4 +honolulu 4 +hot 4 +housewife 4 +humanitarian 4 +hunger 4 +hysterical 4 +identity 4 +illusion 4 +immeasurable 4 +immorality 4 +impregnable 4 +impressed 4 +impressive 4 +inauguration 4 +incapacity 4 +inconceivable 4 +indefensible 4 +indefinitely 4 +infamy 4 +inferior 4 +infringe 4 +infringement 4 +inhabit 4 +innumerable 4 +insidious 4 +installation 4 +instantly 4 +intellect 4 +intemperate 4 +interdependent 4 +interoceanic 4 +interparliamentary 4 +interview 4 +intimacy 4 +inveigh 4 +inviolable 4 +involved 4 +irrespective 4 +irritation 4 +islander 4 +isolate 4 +italians 4 +iv 4 +jamestown 4 +jew 4 +jointly 4 +jones 4 +judicious 4 +juvenile 4 +kansas 4 +keeping 4 +korea 4 +ladies 4 +ladrone 4 +lamentable 4 +lapse 4 +latitude 4 +legislate 4 +levee 4 +liberate 4 +liquidation 4 +literal 4 +logic 4 +lonely 4 +lowering 4 +makeshift 4 +malefactor 4 +mammal 4 +mandate 4 +mandatory 4 +manifestation 4 +manoeuvre 4 +marriage 4 +match 4 +meager 4 +mediator 4 +memorable 4 +memoranda 4 +messrs 4 +mexicans 4 +mileage 4 +mindfulness 4 +mint 4 +misconstrue 4 +misunderstand 4 +modus 4 +monday 4 +monger 4 +monopolistic 4 +morally 4 +mortgage 4 +muscle 4 +mutuality 4 +needless 4 +nettleton 4 +niggardly 4 +nobler 4 +noon 4 +normalcy 4 +northwest 4 +notorious 4 +objective 4 +obstruction 4 +occurrence 4 +officers 4 +openly 4 +ordinance 4 +ordnance 4 +outweigh 4 +outworn 4 +overestimate 4 +overflow 4 +pack 4 +palace 4 +palpable 4 +parliament 4 +passionate 4 +passport 4 +pathway 4 +patron 4 +patronage 4 +pause 4 +paymaster 4 +peaceable 4 +peradventure 4 +perceive 4 +pernicious 4 +perpetuation 4 +philippe 4 +phrase 4 +pick 4 +pitiful 4 +plate 4 +playground 4 +plow 4 +politician 4 +poverty 4 +preacher 4 +preferential 4 +preponderance 4 +prerequisite 4 +prescribed 4 +pretension 4 +pribilof 4 +prison 4 +prolonged 4 +proviso 4 +prowess 4 +prussian 4 +puget 4 +purchasing 4 +quasi 4 +quell 4 +raid 4 +rally 4 +rata 4 +ratio 4 +reap 4 +reassure 4 +recklessness 4 +recommended 4 +recreation 4 +recruiting 4 +rectify 4 +reestablishment 4 +referendum 4 +relegate 4 +reluctantly 4 +remuneration 4 +reopen 4 +repress 4 +reproductive 4 +resent 4 +resignation 4 +resourceful 4 +respectful 4 +responsive 4 +resumption 4 +rocky 4 +rough 4 +ruinous 4 +sail 4 +sailing 4 +salutary 4 +salute 4 +salvador 4 +salvation 4 +samar 4 +sanguine 4 +scholar 4 +scorn 4 +sedition 4 +seditious 4 +seldom 4 +sensible 4 +sentimental 4 +sentimentality 4 +separately 4 +seventh 4 +seventy 4 +severity 4 +sharing 4 +shocking 4 +shonts 4 +shortage 4 +siam 4 +sickness 4 +sighted 4 +signally 4 +silent 4 +simplification 4 +simultaneously 4 +singly 4 +skillful 4 +slander 4 +slave 4 +slip 4 +smith 4 +smithsonian 4 +smoke 4 +socialism 4 +socialistic 4 +sociological 4 +solemnity 4 +solicit 4 +solicitous 4 +specialist 4 +sponsorship 4 +spooner 4 +sporadic 4 +stabilize 4 +staple 4 +steamboat 4 +stipulate 4 +strange 4 +style 4 +sufferer 4 +summit 4 +superintend 4 +superiority 4 +supplant 4 +surtax 4 +survive 4 +swear 4 +swindle 4 +taku 4 +tampico 4 +target 4 +team 4 +technically 4 +telephone 4 +tempt 4 +tenant 4 +tenth 4 +terror 4 +theme 4 +theoretical 4 +theretofore 4 +thither 4 +toy 4 +tranquil 4 +transact 4 +trivial 4 +trustee 4 +turning 4 +turret 4 +ugly 4 +umpire 4 +unafraid 4 +unanimity 4 +unarmed 4 +unbroken 4 +uncivilized 4 +undergo 4 +undeveloped 4 +undisputed 4 +uneasiness 4 +unexampled 4 +unflinche 4 +unification 4 +unified 4 +unknown 4 +unlike 4 +unlikely 4 +unnecessarily 4 +unregulated 4 +unsanitary 4 +unshaken 4 +untrue 4 +unwisely 4 +us 4 +validity 4 +vanity 4 +variation 4 +vexatious 4 +vi 4 +vigilant 4 +vivendi 4 +vivid 4 +wagon 4 +warlike 4 +waterways 4 +weed 4 +weighty 4 +wheel 4 +wilderness 4 +wind 4 +wipe 4 +womanhood 4 +wording 4 +workingmen 4 +workmen 4 +writ 4 +writer 4 +yam 4 +yourself 4 +yukon 4 +0014 3 +013 3 +025 3 +026 3 +040 3 +063 3 +075 3 +09 3 +103 3 +104 3 +108 3 +118 3 +120 3 +127 3 +137 3 +13th 3 +141 3 +143 3 +154 3 +164 3 +166 3 +169 3 +1776 3 +186 3 +1864 3 +1867 3 +1868 3 +1871 3 +1875 3 +1879 3 +1889 3 +1894 3 +191 3 +196 3 +215 3 +21st 3 +233 3 +275 3 +278 3 +289 3 +303 3 +307 3 +309 3 +30th 3 +31st 3 +343 3 +364 3 +37 3 +377 3 +3rd 3 +403 3 +4069 3 +4070 3 +414 3 +420 3 +423 3 +428 3 +433 3 +438 3 +44 3 +440 3 +487 3 +49 3 +492 3 +494 3 +4th 3 +53 3 +566 3 +57 3 +576 3 +579 3 +59 3 +630 3 +640 3 +644 3 +650 3 +656 3 +679 3 +680 3 +681 3 +687 3 +705 3 +74 3 +768 3 +79 3 +801 3 +804 3 +805 3 +836 3 +85 3 +87 3 +870 3 +875 3 +878 3 +887 3 +902 3 +907 3 +918 3 +956 3 +96 3 +98 3 +abatement 3 +abeyance 3 +abominable 3 +abstract 3 +academic 3 +acapulco 3 +accelerate 3 +accountability 3 +acquit 3 +admire 3 +adult 3 +adventure 3 +advertising 3 +advisory 3 +affiliation 3 +afresh 3 +aircraft 3 +altar 3 +altered 3 +altho 3 +amador 3 +amalgamate 3 +amass 3 +amounting 3 +anchor 3 +anchorage 3 +andin 3 +andof 3 +andthe 3 +animate 3 +animosity 3 +anomalous 3 +antidote 3 +applaud 3 +applause 3 +applied 3 +appropriating 3 +appropriations 3 +arable 3 +arbiter 3 +argentina 3 +argonne 3 +arrear 3 +arsenal 3 +ascertainment 3 +ascribe 3 +aspire 3 +assay 3 +assimilate 3 +astonish 3 +astronomer 3 +atlanta 3 +atrocious 3 +attempted 3 +auditing 3 +aught 3 +augment 3 +authoritative 3 +authoritatively 3 +automatically 3 +awakening 3 +awful 3 +background 3 +backward 3 +bandit 3 +banish 3 +barbados 3 +becomes 3 +becoming 3 +beef 3 +behavior 3 +behoove 3 +belgian 3 +berlin 3 +beside 3 +betrayal 3 +beware 3 +bigness 3 +biological 3 +blackmail 3 +blaine 3 +blaze 3 +blindness 3 +blooded 3 +boldness 3 +borrower 3 +bow 3 +boxer 3 +bravely 3 +breakdown 3 +brest 3 +brig 3 +bringing 3 +bulgaria 3 +bulky 3 +buying 3 +calculate 3 +caliber 3 +camping 3 +canadians 3 +canned 3 +canyon 3 +capability 3 +carpenter 3 +cataclysmal 3 +catastrophe 3 +cautiously 3 +ceaseless 3 +chain 3 +charles 3 +charleston 3 +cheapen 3 +christen 3 +christmas 3 +cigarette 3 +cipher 3 +clearance 3 +clearness 3 +cleavage 3 +cling 3 +cloak 3 +closed 3 +coach 3 +collision 3 +combat 3 +committed 3 +complainant 3 +complication 3 +comradeship 3 +conceal 3 +conditions 3 +conductor 3 +confederation 3 +confide 3 +conscienceless 3 +conservatism 3 +constabulary 3 +consulting 3 +contemn 3 +contingency 3 +contingent 3 +contradiction 3 +cope 3 +copper 3 +coronation 3 +corozal 3 +correctly 3 +corregidor 3 +correspondingly 3 +corruptionist 3 +cramp 3 +credits 3 +cristobal 3 +cumulative 3 +cup 3 +curb 3 +curious 3 +curriculum 3 +custodian 3 +custody 3 +customary 3 +daunt 3 +deaf 3 +decency 3 +declamation 3 +deer 3 +default 3 +deference 3 +definiteness 3 +definitive 3 +defraud 3 +defray 3 +defy 3 +degradation 3 +del 3 +delano 3 +delaware 3 +deliberative 3 +demagogy 3 +denmark 3 +descendant 3 +deserving 3 +desperate 3 +destitution 3 +detach 3 +detain 3 +deterrent 3 +devoutly 3 +dictation 3 +dictator 3 +dictatorial 3 +diehl 3 +differential 3 +differently 3 +diffusion 3 +diligent 3 +dimension 3 +dinner 3 +directness 3 +disabled 3 +disappointed 3 +disclosure 3 +discouragement 3 +discriminating 3 +disinterestedly 3 +disorganize 3 +dispel 3 +dissatisfaction 3 +dissemination 3 +dissension 3 +dissent 3 +distinctive 3 +distracted 3 +divorce 3 +docket 3 +draught 3 +drawing 3 +dredging 3 +dress 3 +drift 3 +drilling 3 +dumb 3 +dump 3 +duress 3 +dutch 3 +dweller 3 +dwelt 3 +dynamite 3 +earthenware 3 +ebb 3 +elaborate 3 +elastic 3 +elbow 3 +elector 3 +electoral 3 +elemental 3 +eleventh 3 +elicit 3 +elk 3 +embarrassed 3 +emphatic 3 +emulation 3 +encroachment 3 +encyclopedia 3 +endow 3 +enlightenment 3 +enormously 3 +ensign 3 +ensure 3 +entangle 3 +entente 3 +enthusiastic 3 +entirety 3 +entrust 3 +eradication 3 +err 3 +eve 3 +eventually 3 +evince 3 +evoke 3 +exaggerated 3 +exemplify 3 +exertion 3 +exhibitor 3 +exigent 3 +expanse 3 +expeditionary 3 +expeditiously 3 +expenditures 3 +experimentation 3 +explosion 3 +expr 3 +external 3 +extraditable 3 +facie 3 +faint 3 +familiarity 3 +famous 3 +fare 3 +farth 3 +fashioned 3 +fateful 3 +fealty 3 +feeding 3 +felony 3 +fencing 3 +fevere 3 +fiery 3 +fifteenth 3 +fiftieth 3 +fig 3 +financing 3 +fisherman 3 +fitly 3 +flat 3 +flexible 3 +flourish 3 +fly 3 +folk 3 +foreman 3 +foreshadow 3 +forester 3 +forgetful 3 +fourteenth 3 +fraudulently 3 +freeholder 3 +friday 3 +funding 3 +gap 3 +gape 3 +garlington 3 +gauge 3 +geographically 3 +gigantic 3 +giving 3 +gloomy 3 +glossary 3 +glow 3 +governing 3 +grandchild 3 +grapple 3 +gray 3 +grounds 3 +grudge 3 +guayaquil 3 +guerrilla 3 +guilt 3 +guise 3 +gunnery 3 +hail 3 +hampton 3 +haphazard 3 +harmonize 3 +harrison 3 +harsh 3 +harvesting 3 +hatchery 3 +hateful 3 +hazardous 3 +heartless 3 +heated 3 +heaven 3 +hereinafter 3 +hesse 3 +highroad 3 +hit 3 +ho 3 +hoard 3 +homeland 3 +honored 3 +hopelessly 3 +household 3 +hudson 3 +humble 3 +hundredth 3 +hysteria 3 +identic 3 +identification 3 +idleness 3 +imagine 3 +imbue 3 +impaired 3 +impartially 3 +impassioned 3 +impatience 3 +imperil 3 +imperille 3 +implicit 3 +impost 3 +impudently 3 +inactivity 3 +inadequately 3 +inadvisable 3 +inalienable 3 +incendiary 3 +incessant 3 +incite 3 +incline 3 +incomplete 3 +inconsiderable 3 +incredible 3 +indomitable 3 +induction 3 +industrially 3 +inequitable 3 +inescapable 3 +inexhaustible 3 +inexpensive 3 +infant 3 +informal 3 +informed 3 +infraction 3 +iniquity 3 +inject 3 +inmate 3 +innovation 3 +insanitary 3 +inside 3 +insignificant 3 +inspiring 3 +instigation 3 +instructor 3 +instrumental 3 +insufficiency 3 +insurrecto 3 +internationality 3 +internecine 3 +inventor 3 +inviolability 3 +involuntary 3 +involvement 3 +irritate 3 +ix 3 +jeoparde 3 +job 3 +jobbery 3 +justiciable 3 +justifie 3 +justified 3 +keenly 3 +keeper 3 +kindle 3 +kinsman 3 +knowingly 3 +lamented 3 +lamp 3 +latest 3 +lawmaking 3 +lee 3 +legalize 3 +legally 3 +legion 3 +lengthen 3 +lessee 3 +liberality 3 +liberation 3 +liberian 3 +lieut 3 +lightly 3 +liner 3 +liquid 3 +literary 3 +localize 3 +loud 3 +lure 3 +lusitania 3 +lynn 3 +madero 3 +magistrate 3 +magoon 3 +maim 3 +maj 3 +malarial 3 +malice 3 +malignant 3 +manif 3 +manufactured 3 +manufactures 3 +marche 3 +marroquin 3 +marry 3 +marshall 3 +mart 3 +massacre 3 +matron 3 +maybe 3 +members 3 +mercantile 3 +meridian 3 +mess 3 +messenger 3 +meyer 3 +michigan 3 +migration 3 +miracle 3 +misconstruction 3 +misinterpret 3 +misleading 3 +mismanagement 3 +misrepresentation 3 +monrovia 3 +monthly 3 +moot 3 +moro 3 +morocco 3 +mostly 3 +mouse 3 +mulberry 3 +multiply 3 +mutiny 3 +narcotic 3 +naturalized 3 +negligent 3 +negroes 3 +neill 3 +niagara 3 +nontaxable 3 +nursing 3 +obstinacy 3 +offering 3 +ofour 3 +oftentime 3 +oklahoma 3 +olongapo 3 +operator 3 +opportune 3 +opposed 3 +option 3 +ore 3 +outgrow 3 +outgrowth 3 +outrageous 3 +overburden 3 +overseas 3 +overstate 3 +overwhelm 3 +pace 3 +pacification 3 +packer 3 +painfully 3 +painstaking 3 +pander 3 +paragraphs 3 +parks 3 +parley 3 +parte 3 +particle 3 +peaceably 3 +peak 3 +peasant 3 +pending 3 +perception 3 +perfunctory 3 +perish 3 +perishable 3 +perplexing 3 +perplexity 3 +persevere 3 +pershing 3 +persia 3 +peruvian 3 +pervert 3 +pest 3 +petitioner 3 +petty 3 +philadelphia 3 +physically 3 +pit 3 +placing 3 +plains 3 +plantation 3 +plead 3 +pleading 3 +plenipotentiaries 3 +plot 3 +plunder 3 +plutocracy 3 +poland 3 +policing 3 +politically 3 +politico 3 +pond 3 +porter 3 +portuguese 3 +possessor 3 +postponement 3 +prairie 3 +pregnant 3 +preparatory 3 +preventive 3 +priceless 3 +prima 3 +priority 3 +prism 3 +privy 3 +probity 3 +prodigal 3 +proficiency 3 +prophesy 3 +proprietor 3 +proscribe 3 +prospective 3 +prostrate 3 +protract 3 +publicist 3 +purity 3 +qualify 3 +queen 3 +quito 3 +racial 3 +radicalism 3 +railroads 3 +random 3 +rare 3 +rarely 3 +rascality 3 +rating 3 +reading 3 +reaffirm 3 +rebuke 3 +recklessly 3 +reconcile 3 +reconsideration 3 +recrudescence 3 +recuperation 3 +redistribution 3 +redound 3 +reformer 3 +refunding 3 +regain 3 +regulated 3 +regulating 3 +rehearse 3 +reimburse 3 +relentless 3 +relentlessly 3 +relinquish 3 +reminder 3 +remoteness 3 +remunerative 3 +renounce 3 +reports 3 +repudiate 3 +repudiation 3 +resolutely 3 +restrictive 3 +resultant 3 +reunite 3 +revenues 3 +reverently 3 +revolutionist 3 +ridge 3 +rightful 3 +rightfully 3 +rinderpest 3 +robe 3 +robert 3 +roman 3 +rounded 3 +routine 3 +royal 3 +russo 3 +sad 3 +sagacity 3 +salvage 3 +samoan 3 +sandy 3 +sanitate 3 +sanity 3 +santiago 3 +satisfying 3 +savage 3 +scene 3 +scientist 3 +secession 3 +secrecy 3 +secretaries 3 +sedimentary 3 +seemingly 3 +seize 3 +sensation 3 +sensationalism 3 +sequence 3 +serbia 3 +servitude 3 +setting 3 +settled 3 +sever 3 +seward 3 +sewerage 3 +shan 3 +sharer 3 +sheer 3 +shipbuilding 3 +shoals 3 +shoe 3 +shorten 3 +shouldbe 3 +sick 3 +sidewalk 3 +signalize 3 +sinking 3 +situated 3 +skeleton 3 +slothful 3 +smallness 3 +smooth 3 +snuff 3 +sojourn 3 +solicitation 3 +solicitude 3 +southwest 3 +sow 3 +spasm 3 +speaker 3 +specification 3 +spirited 3 +spiritually 3 +spy 3 +staggering 3 +startling 3 +stately 3 +statistical 3 +steadiness 3 +stiff 3 +stout 3 +strengthening 3 +stringent 3 +subcontractor 3 +subig 3 +subscribe 3 +subsidize 3 +suffrage 3 +sultan 3 +summarily 3 +super 3 +supergovernment 3 +superpower 3 +supersede 3 +supervisory 3 +surer 3 +surprise 3 +surprising 3 +sussex 3 +sway 3 +swell 3 +sword 3 +symptom 3 +systematize 3 +tactic 3 +taker 3 +tangle 3 +taste 3 +thence 3 +thirteenth 3 +thoroly 3 +thoughtfully 3 +threatened 3 +thrice 3 +thrifty 3 +throne 3 +throttle 3 +thruout 3 +thursday 3 +tomas 3 +townspeople 3 +trace 3 +tragical 3 +transcend 3 +transcontinental 3 +traverse 3 +treason 3 +trench 3 +tropics 3 +troubled 3 +truism 3 +tuesday 3 +turmoil 3 +tyrannical 3 +tyrannous 3 +unaffected 3 +unbiased 3 +unborn 3 +uncommon 3 +uncomplaine 3 +unconsciously 3 +uncover 3 +undermine 3 +undersea 3 +undervaluation 3 +unequally 3 +unequivocally 3 +unfinished 3 +unfold 3 +unforeseen 3 +unhappy 3 +unhesitatingly 3 +unify 3 +unimpaire 3 +unmolested 3 +unmove 3 +unprepared 3 +unpreparedness 3 +unqualified 3 +unquestionable 3 +unrestrained 3 +unrighteous 3 +unsound 3 +unsurpasse 3 +unthinkable 3 +untold 3 +untoward 3 +unused 3 +upheaval 3 +urban 3 +uruguay 3 +usurp 3 +utica 3 +va 3 +vacate 3 +validate 3 +verify 3 +vicinity 3 +victor 3 +vienna 3 +viii 3 +violator 3 +virtual 3 +visitor 3 +visitors 3 +vividly 3 +viz 3 +void 3 +von 3 +watchful 3 +weave 3 +weil 3 +wet 3 +wharf 3 +whatsoever 3 +whim 3 +widow 3 +width 3 +wield 3 +willow 3 +wing 3 +wireless 3 +wither 3 +wonder 3 +workhouse 3 +worsted 3 +worthless 3 +wouldbe 3 +wright 3 +wrongdoe 3 +x 3 +xi 3 +yearning 3 +zealous 3 +zoological 3 +0012 2 +0017 2 +0028 2 +005 2 +011 2 +02 2 +022 2 +035 2 +046 2 +047 2 +055 2 +058 2 +06 2 +065 2 +066 2 +067 2 +069 2 +077 2 +081 2 +099 2 +102 2 +107 2 +109 2 +110 2 +130 2 +138 2 +139 2 +140 2 +146 2 +148 2 +153 2 +157 2 +158 2 +162 2 +163 2 +167 2 +171 2 +1753 2 +180 2 +1800 2 +181 2 +1812 2 +182 2 +1824 2 +183 2 +185 2 +1850 2 +1851 2 +1853 2 +1858 2 +1866 2 +1873 2 +1874 2 +1880 2 +1881 2 +1884 2 +1886 2 +1888 2 +1924 2 +193 2 +197 2 +198 2 +210 2 +221 2 +223 2 +22nd 2 +234 2 +245 2 +254 2 +257 2 +260 2 +261 2 +26th 2 +271 2 +283 2 +291 2 +296 2 +297 2 +29th 2 +2d 2 +308 2 +310 2 +313 2 +320 2 +321 2 +346 2 +352 2 +358 2 +365 2 +372 2 +375 2 +376 2 +389 2 +391 2 +393 2 +394 2 +4067 2 +415 2 +43 2 +436 2 +453 2 +458 2 +478 2 +486 2 +493 2 +495 2 +51 2 +518 2 +525 2 +527 2 +529 2 +541 2 +543 2 +550 2 +56 2 +567 2 +570 2 +58 2 +592 2 +596 2 +597 2 +602 2 +62 2 +6310 2 +645 2 +655 2 +659 2 +660 2 +672 2 +68 2 +690 2 +691 2 +701 2 +719 2 +72 2 +732 2 +742 2 +748 2 +752 2 +753 2 +756 2 +758 2 +761 2 +770 2 +774 2 +775 2 +776 2 +780 2 +792 2 +794 2 +799 2 +816 2 +825 2 +830 2 +840 2 +843 2 +844 2 +846 2 +847 2 +851 2 +859 2 +860 2 +864 2 +871 2 +874 2 +883 2 +8th 2 +904 2 +909 2 +91 2 +917 2 +920 2 +923 2 +926 2 +931 2 +938 2 +948 2 +950 2 +951 2 +953 2 +964 2 +972 2 +975 2 +982 2 +984 2 +990 2 +991 2 +993 2 +995 2 +abdicate 2 +abdication 2 +abet 2 +abhorrence 2 +abode 2 +abortive 2 +abound 2 +abra 2 +abraham 2 +abreast 2 +abrogate 2 +absent 2 +accession 2 +accessory 2 +accidental 2 +accountant 2 +accoutrement 2 +acutely 2 +adequacy 2 +adherent 2 +adjudicate 2 +adjusted 2 +admittance 2 +admittedly 2 +adulterate 2 +adulteration 2 +advantageously 2 +advocacy 2 +affected 2 +affirmatively 2 +afield 2 +afterthought 2 +agreeable 2 +alarming 2 +albert 2 +alexandria 2 +alloy 2 +alluring 2 +alverstone 2 +amazed 2 +amazing 2 +ameliorate 2 +amenable 2 +amiable 2 +amplest 2 +amplify 2 +analyze 2 +andto 2 +annex 2 +annul 2 +annulment 2 +annum 2 +ant 2 +antilles 2 +antinarcotic 2 +apologize 2 +appal 2 +appalachian 2 +appealing 2 +appetite 2 +appointive 2 +appraising 2 +appreciable 2 +appreciated 2 +appreciative 2 +apprentice 2 +arbitrament 2 +architect 2 +archive 2 +ardent 2 +ardor 2 +arduous 2 +arrogate 2 +arthur 2 +articles 2 +artificially 2 +artisan 2 +asian 2 +assassinate 2 +assemblage 2 +assembling 2 +associated 2 +assuage 2 +astounding 2 +astronomy 2 +asylum 2 +athwart 2 +atone 2 +atonement 2 +atrocity 2 +attainable 2 +attractiveness 2 +audible 2 +audience 2 +augury 2 +austro 2 +automobile 2 +autonomy 2 +aversion 2 +aviation 2 +awake 2 +ayres 2 +backwardness 2 +badge 2 +balanced 2 +bale 2 +ball 2 +ballot 2 +banks 2 +banner 2 +barricade 2 +batangas 2 +bathroom 2 +battalion 2 +battlefront 2 +beckon 2 +becomingly 2 +befall 2 +beforehand 2 +beget 2 +behold 2 +beirut 2 +bello 2 +bend 2 +benjamin 2 +bernard 2 +bespeak 2 +bestial 2 +bestowal 2 +betweenthe 2 +bidding 2 +bierd 2 +birthright 2 +bishop 2 +bison 2 +blacker 2 +blameworthy 2 +blank 2 +blasting 2 +blend 2 +blindly 2 +bliss 2 +blue 2 +bluejacket 2 +blunder 2 +boarding 2 +boaster 2 +boastfulness 2 +boasting 2 +bocas 2 +bodies 2 +boiler 2 +boldly 2 +bollworm 2 +bondage 2 +books 2 +boring 2 +bottle 2 +bounty 2 +breadwinner 2 +breath 2 +brick 2 +brigandage 2 +brink 2 +broadening 2 +broker 2 +bronze 2 +bulwer 2 +buoy 2 +burke 2 +buyer 2 +bygone 2 +bythe 2 +cabot 2 +callous 2 +cancellation 2 +cane 2 +canteen 2 +capitalistic 2 +capitalization 2 +capitol 2 +capt 2 +caracas 2 +careless 2 +carelessness 2 +cargoe 2 +caring 2 +carlos 2 +carolina 2 +casual 2 +cater 2 +cauca 2 +cavalryman 2 +cede 2 +cement 2 +censorship 2 +centralized 2 +ceremonious 2 +chagre 2 +championship 2 +chang 2 +cheaply 2 +cheerfully 2 +chemistry 2 +cherished 2 +chilkoot 2 +ching 2 +cholera 2 +citadel 2 +clark 2 +clay 2 +clayton 2 +clergyman 2 +clever 2 +climatic 2 +clip 2 +club 2 +cluster 2 +coaling 2 +cod 2 +codification 2 +coextensive 2 +cognizance 2 +cognizant 2 +coherent 2 +coincide 2 +collateral 2 +collusion 2 +com 2 +combiner 2 +commanding 2 +commemorative 2 +commendable 2 +commercially 2 +commutation 2 +compassion 2 +compensatory 2 +compositeur 2 +comprehending 2 +comprehensiveness 2 +conceivable 2 +conciliatory 2 +concourse 2 +concurrently 2 +conditional 2 +condone 2 +conducive 2 +confederate 2 +conferences 2 +conferment 2 +confession 2 +confinement 2 +confiscatory 2 +conflagration 2 +congested 2 +congressmen 2 +conjectural 2 +consign 2 +consonance 2 +conspicuously 2 +conspirator 2 +conspire 2 +constructor 2 +contagion 2 +contagious 2 +contemplated 2 +contemplation 2 +contradict 2 +contradictory 2 +contravention 2 +contributor 2 +controlling 2 +controlof 2 +controversial 2 +conveyance 2 +convoy 2 +correctional 2 +corrective 2 +correlation 2 +corruptly 2 +cosmopolitan 2 +cottonseed 2 +counselor 2 +countries 2 +countrymen 2 +coward 2 +craven 2 +creator 2 +creep 2 +cripple 2 +criticise 2 +crumble 2 +crying 2 +crystallize 2 +culpable 2 +culprit 2 +cur 2 +curable 2 +curse 2 +curtail 2 +cutover 2 +cynical 2 +dakota 2 +darkness 2 +days 2 +dean 2 +dearth 2 +decadent 2 +decay 2 +deceive 2 +decennial 2 +decorate 2 +dedication 2 +deficient 2 +deforest 2 +degrading 2 +delagoa 2 +deleterious 2 +delicacy 2 +delight 2 +delirium 2 +deliverance 2 +delude 2 +delusion 2 +demagogic 2 +demoralize 2 +denature 2 +denizen 2 +denouncement 2 +density 2 +dependability 2 +depot 2 +deprecate 2 +depredation 2 +deputation 2 +deserved 2 +desolate 2 +desperation 2 +detective 2 +deter 2 +deterioration 2 +devastation 2 +developed 2 +devising 2 +diffuse 2 +diligence 2 +diligently 2 +dim 2 +diminutive 2 +disappoint 2 +disassociate 2 +disavow 2 +discharged 2 +disciplinary 2 +disciplined 2 +disclaim 2 +disconcert 2 +discount 2 +discredited 2 +discreetly 2 +disintegrate 2 +disintegration 2 +dislocation 2 +dismantle 2 +dismiss 2 +dismissal 2 +disobedience 2 +disobey 2 +displeasure 2 +disputant 2 +disputes 2 +distract 2 +distributor 2 +disturber 2 +disturbing 2 +diversion 2 +diversity 2 +divulge 2 +dixie 2 +doer 2 +downfall 2 +downpour 2 +drama 2 +dryer 2 +dull 2 +dumping 2 +durable 2 +duration 2 +dye 2 +earthen 2 +eastward 2 +eclipse 2 +editor 2 +efface 2 +efficacy 2 +elaboration 2 +elderly 2 +electrical 2 +elias 2 +elihu 2 +eloquence 2 +emanate 2 +embarrassing 2 +embitter 2 +embitterment 2 +empiricism 2 +employers 2 +enclose 2 +ending 2 +endorsement 2 +enfant 2 +engraving 2 +enrol 2 +enslave 2 +entanglement 2 +enthusiastically 2 +entryman 2 +epic 2 +equalization 2 +equipoise 2 +equipped 2 +equivalency 2 +escort 2 +esteem 2 +evacuate 2 +eventual 2 +eventuate 2 +exactness 2 +exaggerate 2 +examiner 2 +excavate 2 +excel 2 +excepted 2 +exhausted 2 +existing 2 +expatriation 2 +experimentally 2 +exploration 2 +exportation 2 +exposure 2 +extensively 2 +extinct 2 +extinguish 2 +extinguishment 2 +extirpate 2 +extort 2 +extortionate 2 +extraordinarily 2 +facile 2 +factional 2 +fallacy 2 +falls 2 +falsehood 2 +falter 2 +familiarize 2 +familiarly 2 +fantastic 2 +fatigue 2 +fauna 2 +favorite 2 +federalgovernment 2 +feeder 2 +felt 2 +ferret 2 +fertilize 2 +fervent 2 +fetter 2 +feverish 2 +fiat 2 +financially 2 +financier 2 +finland 2 +fireman 2 +firmness 2 +fisher 2 +flash 2 +flattering 2 +flaunt 2 +flinching 2 +flock 2 +flora 2 +foil 2 +font 2 +forage 2 +forceful 2 +foreground 2 +forestall 2 +forests 2 +formative 2 +formula 2 +formulation 2 +forthcoming 2 +fortitude 2 +fortnight 2 +fostering 2 +foul 2 +founding 2 +fragment 2 +framing 2 +fraternal 2 +freedmen 2 +freshet 2 +fright 2 +frighten 2 +frightened 2 +frightening 2 +frightful 2 +fruition 2 +fry 2 +fugitive 2 +fury 2 +gainful 2 +gallon 2 +galveston 2 +gang 2 +garb 2 +garcia 2 +garfield 2 +garment 2 +gasoline 2 +gentile 2 +gently 2 +geodetic 2 +geographic 2 +georgia 2 +germane 2 +germans 2 +gettysburg 2 +gillett 2 +glorious 2 +going 2 +goods 2 +goodwill 2 +governmentin 2 +graciously 2 +grading 2 +graft 2 +gram 2 +granary 2 +gratefully 2 +greater 2 +greece 2 +greet 2 +grove 2 +growers 2 +grown 2 +guardsman 2 +guatemalan 2 +hadnot 2 +haitian 2 +halting 2 +hammer 2 +hanker 2 +harass 2 +harbors 2 +harding 2 +hardy 2 +harmoniously 2 +harshness 2 +hath 2 +haven 2 +hazard 2 +headed 2 +heal 2 +hearted 2 +heartedly 2 +heartfelt 2 +heel 2 +hepburn 2 +herald 2 +hermitage 2 +hesitant 2 +hidden 2 +hiding 2 +higher 2 +highness 2 +historically 2 +hitting 2 +hive 2 +hog 2 +homage 2 +homemaker 2 +homesteader 2 +homogeneous 2 +horizontal 2 +horrible 2 +horseback 2 +housatonic 2 +hover 2 +huertista 2 +humankind 2 +humbert 2 +humblest 2 +humid 2 +humiliating 2 +humor 2 +hungarian 2 +hygiene 2 +hypocrisy 2 +ide 2 +identify 2 +illumine 2 +illustrious 2 +imitate 2 +immeasurably 2 +impassable 2 +impend 2 +impending 2 +imperfection 2 +imperialistic 2 +importer 2 +impractical 2 +improbable 2 +improvident 2 +impudent 2 +inaccessible 2 +incapacitate 2 +increasethe 2 +increment 2 +incursion 2 +indefinable 2 +independently 2 +indignant 2 +indiscriminately 2 +indisputable 2 +indisputably 2 +indorse 2 +indubitable 2 +industries 2 +ineffectual 2 +ineffectually 2 +inelastic 2 +inexorable 2 +infamous 2 +infection 2 +inferiority 2 +infinitesimal 2 +inflammatory 2 +inflate 2 +influx 2 +infrequent 2 +ingenious 2 +inimical 2 +iniquitous 2 +injunctive 2 +inlet 2 +inner 2 +innocuous 2 +inoperative 2 +inordinate 2 +inroad 2 +insecurity 2 +insertion 2 +insight 2 +insistently 2 +insofar 2 +install 2 +instinctive 2 +instrumentof 2 +insufficiently 2 +intact 2 +integration 2 +intelligible 2 +intended 2 +intensity 2 +inter 2 +intercontinental 2 +interdependence 2 +interminable 2 +internationalization 2 +internationally 2 +interposition 2 +interpreter 2 +intersect 2 +intertwine 2 +inthe 2 +intolerably 2 +intrastate 2 +intrusion 2 +intuition 2 +invalidate 2 +invent 2 +invidious 2 +inviolate 2 +inwrought 2 +irksome 2 +irrational 2 +irregular 2 +irregularity 2 +irresistibly 2 +irrigate 2 +irrigator 2 +isa 2 +isn 2 +issueinjunction 2 +iturbide 2 +java 2 +jefferson 2 +jeopard 2 +jolo 2 +journey 2 +judgement 2 +judicially 2 +judson 2 +justices 2 +kahn 2 +keenest 2 +kindliness 2 +kingdom 2 +kingston 2 +kitchen 2 +klehini 2 +knight 2 +knowing 2 +known 2 +knox 2 +ladder 2 +laden 2 +ladronism 2 +landlord 2 +landmark 2 +largeness 2 +larvae 2 +laud 2 +launch 2 +lawbreaker 2 +lawmaker 2 +lawrence 2 +laziness 2 +leading 2 +leap 2 +leasing 2 +leaven 2 +left 2 +legislatures 2 +leisure 2 +lemon 2 +lending 2 +lewis 2 +lexington 2 +licorice 2 +lieu 2 +lifetime 2 +liggett 2 +liken 2 +likin 2 +linger 2 +liscurn 2 +litovsk 2 +loading 2 +loans 2 +loath 2 +lockport 2 +logically 2 +longstanding 2 +loose 2 +loosening 2 +lorillard 2 +los 2 +lot 2 +lovering 2 +loyally 2 +lucky 2 +luke 2 +lumberman 2 +macaroni 2 +machination 2 +madam 2 +madrid 2 +magnanimity 2 +magnificent 2 +mailing 2 +maimed 2 +mainstay 2 +maintaininga 2 +majestic 2 +malevolent 2 +mallet 2 +manchu 2 +manipulation 2 +manly 2 +marching 2 +margin 2 +markedly 2 +marketable 2 +marque 2 +marsh 2 +masterful 2 +masterly 2 +mathematical 2 +maxim 2 +mayo 2 +meadow 2 +meansof 2 +measurable 2 +measurement 2 +measures 2 +mediocre 2 +mediocrity 2 +melendez 2 +memorandum 2 +merge 2 +merged 2 +meritorious 2 +meyers 2 +middleman 2 +migratory 2 +mindedness 2 +mingling 2 +minnesota 2 +misapprehension 2 +miscarriage 2 +misconception 2 +misdirect 2 +misrepresent 2 +mistakenly 2 +mitigate 2 +mitigation 2 +mix 2 +mixture 2 +mobile 2 +mockery 2 +molasse 2 +mold 2 +molest 2 +monarchy 2 +moneys 2 +montes 2 +morale 2 +moses 2 +mote 2 +motto 2 +mourn 2 +mud 2 +muddy 2 +mukden 2 +museum 2 +music 2 +mustbe 2 +mutineer 2 +mutinous 2 +myer 2 +myriad 2 +naive 2 +naked 2 +naphtha 2 +narrowly 2 +nationally 2 +naught 2 +nave 2 +neat 2 +necessitiesof 2 +negros 2 +neighborly 2 +nero 2 +neutralization 2 +newfoundland 2 +niggardliness 2 +nineteenth 2 +ninth 2 +noisome 2 +nominal 2 +noncombatant 2 +noninterest 2 +nonintervention 2 +northeastern 2 +norwegian 2 +notes 2 +noticeable 2 +notion 2 +notoriety 2 +nourishing 2 +nucleus 2 +nuisance 2 +nursery 2 +obliterate 2 +oblivious 2 +obscene 2 +obstructing 2 +obstructionist 2 +obtainable 2 +occasionally 2 +occupancy 2 +occupant 2 +odd 2 +odious 2 +officio 2 +ofit 2 +ofpolitical 2 +ominous 2 +omnipotent 2 +onerous 2 +operating 2 +oppressed 2 +oppressively 2 +orchard 2 +orders 2 +ordination 2 +oriental 2 +orientals 2 +origination 2 +orinoco 2 +orleans 2 +ornament 2 +orphan 2 +oscillation 2 +ostensibly 2 +oughtto 2 +outcry 2 +outgoing 2 +outgrown 2 +outlook 2 +outright 2 +outward 2 +outwear 2 +overcrowding 2 +overlook 2 +oversee 2 +overt 2 +overtake 2 +overture 2 +overturn 2 +pacifist 2 +pago 2 +paralyze 2 +pardon 2 +parenthetically 2 +parsimonious 2 +partaker 2 +parting 2 +partition 2 +paso 2 +passamaquoddy 2 +passing 2 +pat 2 +paternalism 2 +patiently 2 +patriot 2 +pattern 2 +pauper 2 +pavement 2 +peacefully 2 +peary 2 +peep 2 +pekin 2 +penalize 2 +penetrate 2 +penitentiary 2 +pennsylvania 2 +pensionable 2 +peonage 2 +perceptible 2 +peremptorily 2 +perfectibility 2 +perfumery 2 +perilous 2 +perilously 2 +permeate 2 +permissible 2 +perseverance 2 +persistent 2 +pertinent 2 +petroleum 2 +phosphorous 2 +physique 2 +piazza 2 +pilot 2 +pinchot 2 +pipe 2 +pitch 2 +pitiable 2 +pitiless 2 +pittsburg 2 +placard 2 +plainest 2 +planned 2 +planter 2 +plus 2 +ply 2 +plymouth 2 +pneumonia 2 +pocket 2 +poise 2 +polish 2 +pollock 2 +polo 2 +polygamy 2 +pomade 2 +ponce 2 +pool 2 +popularly 2 +positively 2 +posterity 2 +posting 2 +potentiality 2 +pottery 2 +pour 2 +powder 2 +powerfully 2 +precinct 2 +precise 2 +precision 2 +preclude 2 +predatory 2 +predominate 2 +preeminently 2 +preface 2 +prematurely 2 +preponderate 2 +presentment 2 +preservedthis 2 +preside 2 +presumably 2 +pretext 2 +prevalence 2 +prevalent 2 +pribiloff 2 +principality 2 +privately 2 +procession 2 +profitably 2 +prolong 2 +promising 2 +promptitude 2 +prone 2 +prop 2 +propel 2 +prophet 2 +proportionately 2 +prospector 2 +prostitution 2 +protestant 2 +protestation 2 +proudly 2 +proven 2 +proverbial 2 +provincialism 2 +provisions 2 +prussia 2 +pseudo 2 +pull 2 +pulpit 2 +punitive 2 +pup 2 +purport 2 +purse 2 +quagmire 2 +quail 2 +quest 2 +questioning 2 +quietly 2 +quorum 2 +quota 2 +quotation 2 +railways 2 +ranchman 2 +rancor 2 +rat 2 +rates 2 +react 2 +realm 2 +reapplication 2 +reappointe 2 +reasoning 2 +reassert 2 +reassuring 2 +rebuild 2 +recede 2 +receiving 2 +reclassification 2 +recommittal 2 +reconsider 2 +reconstruct 2 +recorded 2 +recoup 2 +rectory 2 +reel 2 +reelect 2 +reenact 2 +reenlistment 2 +reflection 2 +reflectively 2 +reflex 2 +reforesting 2 +regeneration 2 +regional 2 +regulars 2 +rehabilitate 2 +reichstag 2 +reinforce 2 +reinforcement 2 +rejoicing 2 +relaxation 2 +relevant 2 +remarkably 2 +remarks 2 +remission 2 +remotest 2 +rendezvous 2 +renown 2 +replacement 2 +replenish 2 +replenishment 2 +replica 2 +reprehensible 2 +requisition 2 +requite 2 +resources 2 +respectto 2 +responsibilitywhich 2 +resting 2 +retired 2 +retrace 2 +retrenchment 2 +retrocede 2 +revealment 2 +revenge 2 +reverent 2 +reversionary 2 +revisionist 2 +revolutionize 2 +richard 2 +rife 2 +rifleman 2 +rigidity 2 +rigor 2 +rigorously 2 +rim 2 +riots 2 +riparian 2 +ripley 2 +rixey 2 +roads 2 +rockhill 2 +rodent 2 +rogers 2 +roof 2 +rot 2 +rotate 2 +roumania 2 +rouse 2 +rugged 2 +ruling 2 +rumor 2 +rush 2 +russians 2 +ruthlessness 2 +sacredly 2 +saloon 2 +salt 2 +samoa 2 +sample 2 +sand 2 +sap 2 +savagery 2 +scan 2 +scanty 2 +scathing 2 +scenery 2 +schoolboy 2 +scientifically 2 +scotch 2 +screen 2 +scrip 2 +scuttle 2 +searching 2 +seattle 2 +secured 2 +seeking 2 +seepage 2 +seethe 2 +segregate 2 +segregation 2 +selfgovernment 2 +selfishly 2 +sending 2 +sensational 2 +sensibly 2 +sensitive 2 +sergeant 2 +servia 2 +severally 2 +sewage 2 +shade 2 +shameful 2 +shamefully 2 +shameless 2 +sharpshooter 2 +sheet 2 +shipowner 2 +shooting 2 +shortening 2 +shoulder 2 +shouts 2 +shrub 2 +sims 2 +simultaneous 2 +sinew 2 +sitting 2 +sketch 2 +skirt 2 +slack 2 +slacken 2 +slanderer 2 +sleeve 2 +slovenly 2 +smallpox 2 +smile 2 +smuggling 2 +sneer 2 +soap 2 +soft 2 +solace 2 +soldierly 2 +sordid 2 +sorely 2 +southeast 2 +southeastern 2 +southward 2 +sparrow 2 +sparsely 2 +spending 2 +split 2 +spoil 2 +spoils 2 +stabilization 2 +stagger 2 +stain 2 +starve 2 +stated 2 +statesmanlike 2 +statistics 2 +stead 2 +steal 2 +stearns 2 +stegomyia 2 +stem 2 +steuben 2 +steward 2 +stigmatize 2 +stikine 2 +sting 2 +stockman 2 +stony 2 +stoppage 2 +stopt 2 +storing 2 +stricken 2 +strictness 2 +string 2 +stroke 2 +strove 2 +studiously 2 +stumble 2 +stunt 2 +sub 2 +subjection 2 +submergence 2 +subservient 2 +succor 2 +sue 2 +sullen 2 +summarize 2 +sunder 2 +sundrie 2 +sundries 2 +superstructure 2 +supine 2 +surgery 2 +surveyor 2 +survival 2 +suspense 2 +suspicious 2 +sustained 2 +sustainedin 2 +sustainment 2 +sustenance 2 +swarm 2 +sweetness 2 +switzerland 2 +swollen 2 +symptomatic 2 +taint 2 +tale 2 +tallulah 2 +tangible 2 +tarry 2 +tasker 2 +telegraphy 2 +temperamental 2 +tempting 2 +tennessee 2 +tentatively 2 +terminable 2 +termination 2 +tex 2 +thankful 2 +thanksgiving 2 +theater 2 +theft 2 +theirown 2 +theoretically 2 +thepower 2 +thereabout 2 +theway 2 +thickly 2 +thief 2 +things 2 +thirtieth 2 +thomas 2 +thoro 2 +thorogoe 2 +thoughtless 2 +threatening 2 +threefold 2 +thrill 2 +thrilling 2 +thwart 2 +thy 2 +tick 2 +tientsin 2 +tin 2 +toamerican 2 +tolerance 2 +tonic 2 +toperform 2 +toro 2 +tort 2 +torture 2 +tour 2 +traceable 2 +trademark 2 +tradesman 2 +trained 2 +trait 2 +traitorously 2 +transcendent 2 +transiently 2 +treachery 2 +treasurer 2 +treatise 2 +tributary 2 +tripartite 2 +truant 2 +truck 2 +trusted 2 +trusteeship 2 +trustworthy 2 +truthful 2 +tsai 2 +tuberculosis 2 +tug 2 +turnover 2 +twelfth 2 +twin 2 +typhoid 2 +typically 2 +ultraconservative 2 +unacceptable 2 +unalterable 2 +unalterably 2 +unanswered 2 +unavailable 2 +unavoidable 2 +unavoidably 2 +unbalanced 2 +unceasing 2 +uncompleted 2 +uncompromise 2 +unconnected 2 +underproduction 2 +undersell 2 +undivided 2 +undying 2 +unemployed 2 +unfailing 2 +unfaltere 2 +unfavorably 2 +unfitness 2 +unfolding 2 +unfriendly 2 +unfurl 2 +ungracious 2 +unhampered 2 +unhealthfulness 2 +unhesitate 2 +uniformly 2 +uninfluence 2 +uninspected 2 +unintelligible 2 +unintentional 2 +unitedstates 2 +unlooke 2 +unmanly 2 +unmixed 2 +unmoleste 2 +unnoticed 2 +unoffending 2 +unofficial 2 +unpaid 2 +unquestione 2 +unquestioned 2 +unsafe 2 +unselfishly 2 +unsettle 2 +unsolvable 2 +unsuited 2 +unsupported 2 +unsurrendered 2 +unthreatened 2 +untimely 2 +untiring 2 +untrained 2 +untried 2 +unwarrantably 2 +unwholesome 2 +unwisdom 2 +uplift 2 +uplifted 2 +uplifting 2 +urging 2 +usage 2 +usurped 2 +uttermost 2 +vague 2 +vainly 2 +valiantly 2 +vehicle 2 +vermont 2 +vex 2 +via 2 +vicissitude 2 +victoriano 2 +victorious 2 +vindictive 2 +violently 2 +vitalize 2 +vocation 2 +vow 2 +waiting 2 +washing 2 +washout 2 +wastefulness 2 +watchfulness 2 +watercourse 2 +watering 2 +wave 2 +weakling 2 +wemay 2 +wemust 2 +weshall 2 +whence 2 +whichwe 2 +whisky 2 +whither 2 +widest 2 +wisht 2 +withholding 2 +woe 2 +woodrow 2 +woolgrower 2 +worcester 2 +worthily 2 +wounding 2 +wrapper 2 +wrongfully 2 +wyandot 2 +wyse 2 +xii 2 +xiii 2 +xiv 2 +xv 2 +xxiii 2 +y 2 +yacht 2 +yardage 2 +yards 2 +yardstick 2 +years 2 +yoke 2 +zaldo 2 +zealand 2 diff --git a/examples/data/speeches_1950-1974.tsv b/examples/data/speeches_1950-1974.tsv new file mode 100644 index 0000000..79d8395 --- /dev/null +++ b/examples/data/speeches_1950-1974.tsv @@ -0,0 +1,7625 @@ +the 36408 +be 21629 +of 21613 +to 19173 +and 18965 +in 13742 +that 11328 +we 11117 +a 9567 +i 9127 +have 8990 +our 6704 +for 5846 +this 5473 +it 5051 +not 4568 +will 4309 +as 3914 +they 3322 +on 3269 +with 3256 +do 3156 +all 3006 +you 2877 +by 2597 +can 2548 +but 2515 +or 2230 +their 2101 +president 2095 +people 2092 +year 2014 +which 1970 +would 1958 +world 1848 +at 1834 +from 1822 +make 1813 +nation 1777 +an 1668 +there 1635 +more 1618 +he 1585 +must 1510 +mr 1509 +other 1487 +these 1481 +who 1461 +if 1436 +what 1407 +now 1397 +peace 1394 +think 1354 +time 1343 +no 1335 +man 1326 +united 1319 +any 1314 +s 1294 +one 1290 +so 1289 +great 1287 +country 1276 +my 1265 +new 1233 +those 1188 +than 1182 +government 1173 +war 1154 +say 1142 +go 1133 +american 1121 +states 1075 +well 1060 +its 1045 +his 984 +your 983 +congress 967 +know 959 +when 947 +some 934 +should 933 +every 923 +america 901 +very 895 +take 877 +program 873 +only 864 +good 856 +hope 847 +many 817 +come 814 +about 809 +own 806 +work 805 +need 800 +believe 771 +want 754 +freedom 750 +right 750 +help 747 +out 745 +free 741 +today 737 +give 730 +last 730 +because 709 +first 704 +vietnam 698 +most 691 +long 681 +force 655 +day 647 +may 636 +increase 632 +effort 628 +could 616 +see 613 +just 612 +let 611 +problem 611 +here 606 +way 601 +life 596 +state 592 +policy 582 +also 579 +south 573 +americans 571 +up 569 +power 566 +meet 562 +ask 559 +continue 558 +before 546 +over 546 +action 545 +national 542 +military 541 +shall 533 +security 531 +get 519 +such 518 +both 515 +economic 507 +against 504 +two 498 +through 488 +under 488 +interest 487 +bring 485 +federal 484 +question 482 +much 478 +use 474 +end 473 +into 466 +support 463 +law 461 +progress 461 +where 457 +area 456 +million 455 +far 451 +then 447 +tax 438 +administration 435 +without 431 +billion 429 +act 428 +future 428 +find 420 +responsibility 419 +strength 417 +tonight 414 +how 413 +public 409 +upon 408 +defense 404 +move 404 +history 398 +try 398 +each 397 +provide 397 +general 396 +place 394 +seek 388 +home 387 +system 387 +citizen 385 +q 384 +part 379 +mean 377 +soviet 376 +matter 365 +live 364 +talk 362 +ago 361 +purpose 361 +concern 358 +never 358 +senator 357 +tell 356 +house 352 +present 352 +change 349 +kennedy 347 +party 344 +require 344 +opportunity 342 +keep 340 +build 339 +between 338 +bill 338 +high 337 +communist 336 +fact 336 +next 336 +past 335 +even 333 +union 333 +month 332 +after 331 +viet 329 +stand 328 +full 327 +like 326 +plan 326 +north 325 +nam 324 +strong 322 +course 317 +since 317 +together 314 +possible 313 +development 312 +secretary 312 +nuclear 311 +same 311 +vote 310 +toward 309 +thing 306 +too 306 +report 305 +call 303 +economy 303 +ever 301 +decision 300 +still 300 +goal 299 +important 296 +member 296 +order 296 +become 293 +leader 293 +asia 289 +price 289 +again 288 +serve 288 +political 286 +week 286 +foreign 284 +look 283 +land 282 +nations 282 +city 280 +dollar 279 +percent 279 +control 278 +clear 277 +necessary 275 +agreement 274 +develop 272 +fight 271 +begin 270 +issue 268 +job 268 +committee 267 +resource 266 +budget 265 +three 265 +attack 264 +cause 264 +feel 264 +weapon 264 +aggression 261 +face 261 +measure 261 +pass 261 +point 261 +speak 261 +whether 261 +step 258 +child 257 +back 256 +while 256 +already 255 +reach 255 +000 254 +always 254 +another 254 +service 254 +cost 251 +down 251 +europe 250 +old 250 +achieve 246 +answer 246 +among 245 +friend 245 +within 244 +share 243 +view 242 +yet 242 +school 241 +senate 240 +hold 239 +maintain 239 +office 239 +side 239 +human 238 +less 238 +reduce 238 +test 238 +common 237 +follow 236 +position 235 +few 234 +therefore 232 +treaty 229 +kind 228 +education 227 +include 227 +reason 227 +labor 226 +might 224 +why 224 +commitment 223 +growth 222 +carry 221 +white 220 +conference 218 +income 218 +principle 218 +recommend 218 +result 217 +society 217 +grow 216 +vietnamese 216 +pay 214 +second 214 +themselves 214 +turn 213 +danger 212 +deal 212 +during 212 +lead 212 +1 210 +community 210 +remain 210 +space 210 +peaceful 209 +able 208 +expect 208 +family 208 +international 208 +recognize 207 +put 205 +send 205 +number 204 +recommendation 204 +major 203 +2 202 +ahead 201 +situation 201 +join 200 +word 200 +abroad 199 +propose 199 +vice 199 +aid 198 +rate 198 +third 198 +cooperation 197 +forward 197 +proposal 197 +once 196 +trade 196 +leave 195 +record 194 +enemy 193 +local 193 +period 193 +special 192 +uh 192 +until 192 +ally 191 +rather 191 +business 190 +task 190 +threat 190 +justice 189 +statement 189 +challenge 188 +consider 188 +improve 187 +level 187 +stop 187 +true 187 +civil 186 +protect 186 +agree 185 +private 185 +promise 185 +respect 185 +legislation 184 +5 183 +negotiation 183 +nixon 183 +discuss 182 +early 182 +individual 180 +election 179 +essential 179 +large 179 +strengthen 179 +however 178 +young 178 +arm 177 +leadership 177 +assistance 176 +press 176 +involve 175 +close 174 +field 174 +five 174 +judgment 174 +moment 174 +struggle 174 +four 173 +effective 171 +confidence 170 +health 170 +thank 170 +enough 169 +certain 168 +east 168 +whatever 168 +meeting 167 +ourselves 167 +air 166 +learn 166 +nor 166 +poverty 166 +term 166 +generation 165 +lose 165 +social 165 +create 164 +race 164 +small 164 +democratic 162 +department 162 +open 162 +communists 161 +discussion 161 +little 161 +around 160 +energy 160 +defend 159 +chance 158 +difficult 158 +permit 158 +spend 158 +bear 157 +happen 157 +itself 157 +several 157 +balance 156 +conflict 156 +faith 156 +hand 156 +request 156 +sure 156 +throughout 156 +finally 155 +half 155 +heart 155 +hour 155 +hundred 155 +organization 155 +whole 155 +show 154 +3 153 +additional 153 +assure 153 +century 153 +intend 153 +nothing 153 +ready 153 +express 152 +fellow 152 +independence 152 +offer 152 +set 152 +willing 152 +burden 151 +different 151 +either 151 +spirit 151 +washington 151 +alone 150 +care 150 +hear 150 +determine 149 +ambassador 148 +base 148 +expenditure 148 +urge 148 +age 147 +desire 147 +food 146 +almost 145 +farm 145 +latin 145 +rise 145 +suggest 145 +understand 145 +woman 145 +basic 144 +condition 144 +message 144 +run 144 +indicate 143 +prosperity 143 +republican 143 +self 143 +4 142 +fiscal 142 +single 142 +direct 141 +regard 141 +basis 140 +berlin 140 +equal 140 +honor 140 +campaign 139 +case 139 +demand 139 +hard 139 +receive 139 +rest 139 +return 139 +determination 138 +korea 138 +pledge 138 +realize 138 +west 138 +advance 137 +produce 137 +republic 137 +group 136 +investment 136 +market 136 +really 136 +serious 136 +fear 135 +prevent 135 +10 134 +available 134 +encourage 134 +mind 134 +start 134 +subject 134 +win 134 +accept 133 +example 133 +executive 133 +fund 133 +troop 133 +complete 132 +authority 131 +exist 131 +remember 131 +china 130 +mankind 130 +total 130 +wish 130 +appropriate 129 +choose 129 +fair 129 +difference 128 +fail 128 +wage 128 +capacity 127 +duty 127 +proud 127 +doubt 126 +gain 126 +money 126 +night 126 +capital 125 +conduct 125 +experience 125 +farmer 125 +obligation 125 +relation 125 +university 125 +violence 125 +candidate 124 +western 124 +eisenhower 123 +establish 123 +inflation 123 +vital 123 +expand 122 +recent 121 +reduction 121 +study 121 +supply 121 +crisis 120 +entire 120 +real 120 +understanding 120 +choice 119 +objective 119 +southeast 119 +success 119 +deficit 118 +hemisphere 118 +official 118 +particularly 118 +whose 118 +battle 117 +cut 117 +sense 117 +thousand 117 +wrong 117 +john 116 +personal 116 +beyond 115 +communism 115 +everything 115 +information 115 +neither 115 +revenue 115 +seem 115 +sign 115 +welcome 115 +least 114 +benefit 113 +destroy 113 +extend 113 +god 113 +housing 113 +liberty 113 +solution 113 +event 112 +governor 112 +representative 112 +unity 112 +alliance 111 +fully 111 +short 111 +sir 111 +20 110 +debate 110 +industry 110 +person 110 +production 110 +announce 108 +distinguished 108 +january 108 +limit 108 +immediately 106 +knowledge 106 +material 106 +missile 106 +mutual 106 +victory 106 +adequate 105 +anything 105 +something 105 +succeed 105 +visit 105 +welfare 105 +add 104 +armed 104 +effect 104 +line 104 +negotiate 104 +often 104 +submit 104 +hanoi 103 +light 103 +morning 103 +raise 103 +read 103 +activity 102 +die 102 +employment 102 +middle 102 +strike 102 +cuba 101 +threaten 101 +thus 101 +trust 101 +attention 100 +break 100 +presidency 100 +role 100 +affair 99 +attempt 99 +glad 99 +process 99 +session 99 +water 99 +courage 98 +earth 98 +merely 98 +negro 98 +easy 97 +instead 97 +medical 97 +neighbor 97 +prove 97 +quality 97 +secure 97 +settlement 97 +write 97 +ability 96 +commission 96 +deep 96 +disarmament 96 +dream 96 +low 96 +prepare 96 +sacrifice 96 +taxis 96 +tomorrow 96 +truth 96 +away 95 +court 95 +credit 95 +rule 95 +speech 95 +decade 94 +payment 94 +road 94 +simply 94 +across 93 +atomic 93 +modern 93 +oppose 93 +soon 93 +avoid 92 +charge 92 +crime 92 +represent 92 +wonder 92 +achievement 91 +agency 91 +commit 91 +depend 91 +exchange 91 +fire 91 +further 91 +idea 91 +off 91 +though 91 +later 90 +mistake 90 +opinion 90 +preserve 90 +republicans 90 +contribute 89 +decide 89 +direction 89 +initiative 89 +majority 89 +review 89 +revolution 89 +risk 89 +along 88 +constitution 88 +perhaps 88 +value 88 +africa 87 +assist 87 +clearly 87 +design 87 +estimate 87 +institution 87 +nearly 87 +operation 87 +population 87 +she 87 +consideration 86 +hopeful 86 +occasion 86 +range 86 +afford 85 +behind 85 +constitutional 85 +protection 85 +responsible 85 +rich 85 +civilian 84 +division 84 +lie 84 +particular 84 +resolve 84 +surplus 84 +chief 83 +final 83 +standard 83 +worker 83 +evening 82 +khrushchev 82 +reform 82 +truman 82 +30 81 +6 81 +above 81 +disease 81 +ii 81 +u 81 +bad 80 +deny 80 +fall 80 +firm 80 +immediate 80 +resolution 80 +television 80 +affect 79 +approach 79 +enter 79 +impose 79 +independent 79 +reality 79 +sound 79 +train 79 +unemployment 79 +unite 79 +yes 79 +allow 78 +beginning 78 +dangerous 78 +form 78 +unless 78 +chairman 77 +head 77 +island 77 +pursue 77 +repeat 77 +reserve 77 +save 77 +simple 77 +solve 77 +8 76 +bomb 76 +college 76 +demonstrate 76 +determined 76 +failure 76 +march 76 +partnership 76 +prepared 76 +product 76 +sometimes 76 +insurance 75 +joint 75 +name 75 +nature 75 +conclude 74 +divide 74 +historic 74 +possibility 74 +project 74 +suffer 74 +sustain 74 +100 73 +addition 73 +democracy 73 +eight 73 +her 73 +poor 73 +wisdom 73 +attorney 72 +gentleman 72 +atlantic 71 +date 71 +favor 71 +management 71 +movement 71 +pursuit 71 +resist 71 +shape 71 +withdraw 71 +accomplish 70 +army 70 +color 70 +comment 70 +dominican 70 +15 69 +anyone 69 +approve 69 +big 69 +bombing 69 +cabinet 69 +contribution 69 +council 69 +domestic 69 +elect 69 +engage 69 +loss 69 +none 69 +participate 69 +response 69 +search 69 +secret 69 +sit 69 +agriculture 68 +belief 68 +cease 68 +combat 68 +decent 68 +ours 68 +six 68 +twenty 68 +whom 68 +50 67 +address 67 +amendment 67 +communication 67 +corps 67 +export 67 +fourth 67 +importance 67 +ought 67 +presidential 67 +pressure 67 +safety 67 +structure 67 +travel 67 +body 66 +current 66 +enact 66 +expansion 66 +fighting 66 +legislative 66 +mile 66 +per 66 +play 66 +research 66 +science 66 +seven 66 +spread 66 +student 66 +table 66 +teacher 66 +voice 66 +withdrawal 66 +branch 65 +command 65 +enterprise 65 +reject 65 +watergate 65 +yesterday 65 +aim 64 +defeat 64 +dignity 64 +endure 64 +enforcement 64 +forget 64 +graduate 64 +heavy 64 +meaning 64 +november 64 +recently 64 +respond 64 +speaker 64 +appear 63 +certainly 63 +consumer 63 +destiny 63 +enjoy 63 +equipment 63 +evidence 63 +lady 63 +late 63 +regret 63 +select 63 +stability 63 +suggestion 63 +wide 63 +appropriation 62 +carefully 62 +front 62 +lay 62 +powerful 62 +recession 62 +refer 62 +source 62 +target 62 +training 62 +aircraft 61 +assume 61 +being 61 +chinese 61 +dr 61 +ground 61 +improvement 61 +oil 61 +proper 61 +roosevelt 61 +successful 61 +1960 60 +advantage 60 +afternoon 60 +assistant 60 +cold 60 +directly 60 +efficient 60 +minute 60 +news 60 +outside 60 +regardless 60 +restraint 60 +substantial 60 +talent 60 +various 60 +amount 59 +assembly 59 +confident 59 +facility 59 +inform 59 +intention 59 +lack 59 +mention 59 +renew 59 +room 59 +technology 59 +transportation 59 +7 58 +counsel 58 +debt 58 +deeply 58 +educate 58 +equality 58 +industrial 58 +influence 58 +laos 58 +love 58 +promptly 58 +ten 58 +truly 58 +undertake 58 +adversary 57 +apply 57 +connection 57 +else 57 +especially 57 +geneva 57 +grant 57 +happy 57 +nato 57 +urgent 57 +vast 57 +adopt 56 +broad 56 +critical 56 +detail 56 +dispute 56 +effectively 56 +european 56 +incentive 56 +judge 56 +living 56 +paris 56 +plant 56 +prospect 56 +provision 56 +reflect 56 +strongly 56 +wait 56 +abandon 55 +building 55 +center 55 +continent 55 +emergency 55 +equally 55 +generally 55 +germany 55 +insure 55 +members 55 +mine 55 +minister 55 +natural 55 +promote 55 +stay 55 +terror 55 +trip 55 +18 54 +conclusion 54 +confront 54 +figure 54 +himself 54 +hunger 54 +indeed 54 +method 54 +mission 54 +myself 54 +path 54 +relationship 54 +remove 54 +specific 54 +staff 54 +steady 54 +tie 54 +12 53 +alabama 53 +aware 53 +conquest 53 +constructive 53 +explore 53 +extent 53 +frontier 53 +launch 53 +practice 53 +previous 53 +profit 53 +safe 53 +settle 53 +skill 53 +stake 53 +taxpayer 53 +1954 52 +average 52 +bind 52 +board 52 +central 52 +difficulty 52 +era 52 +everywhere 52 +except 52 +flow 52 +kill 52 +limited 52 +minimum 52 +obtain 52 +occur 52 +privilege 52 +productive 52 +strive 52 +agricultural 51 +although 51 +convention 51 +conversation 51 +cover 51 +discrimination 51 +foundation 51 +globe 51 +gold 51 +guard 51 +hate 51 +moral 51 +platform 51 +primary 51 +servant 51 +soldier 51 +tension 51 +trouble 51 +wherever 51 +25 50 +aggressor 50 +ban 50 +cent 50 +commander 50 +congressional 50 +deserve 50 +diplomatic 50 +eastern 50 +exercise 50 +finance 50 +flight 50 +guarantee 50 +interested 50 +legal 50 +listen 50 +mrs 50 +politic 50 +priority 50 +surely 50 +teach 50 +wise 50 +adviser 49 +appeal 49 +casualty 49 +collective 49 +completely 49 +concerned 49 +conviction 49 +cooperate 49 +decline 49 +democrats 49 +eliminate 49 +emerge 49 +emphasize 49 +fifty 49 +ideal 49 +june 49 +mcnamara 49 +reasonable 49 +story 49 +us 49 +witness 49 +1964 48 +500 48 +9 48 +account 48 +bank 48 +barrier 48 +company 48 +invite 48 +release 48 +restore 48 +salary 48 +strategic 48 +technical 48 +territory 48 +tradition 48 +waste 48 +authorize 47 +career 47 +cooperative 47 +death 47 +destruction 47 +district 47 +door 47 +draw 47 +guide 47 +insist 47 +involvement 47 +prestige 47 +safeguard 47 +secondly 47 +surrender 47 +willingness 47 +charter 46 +constant 46 +examine 46 +greatly 46 +hospital 46 +indication 46 +item 46 +johnson 46 +justify 46 +massive 46 +pride 46 +requirement 46 +similar 46 +stimulate 46 +1961 45 +1962 45 +ambition 45 +associate 45 +complex 45 +construction 45 +correct 45 +delay 45 +describe 45 +despite 45 +establishment 45 +expense 45 +financial 45 +formosa 45 +inspire 45 +instrument 45 +integrity 45 +poll 45 +productivity 45 +prosperous 45 +street 45 +vision 45 +accord 44 +advice 44 +approximately 44 +brave 44 +employee 44 +fulfill 44 +letter 44 +note 44 +outer 44 +patience 44 +quite 44 +remind 44 +separate 44 +subversion 44 +urban 44 +walk 44 +11 43 +balanced 43 +competition 43 +constantly 43 +director 43 +earn 43 +govern 43 +injustice 43 +instance 43 +newspaper 43 +prevail 43 +prime 43 +shortly 43 +smith 43 +stable 43 +testing 43 +40 42 +abundance 42 +consequence 42 +element 42 +halt 42 +highway 42 +honorable 42 +necessity 42 +nominate 42 +officer 42 +potential 42 +spending 42 +steadily 42 +unit 42 +60 41 +appoint 41 +castro 41 +circumstance 41 +contain 41 +criticism 41 +de 41 +deed 41 +despair 41 +former 41 +ignorance 41 +import 41 +inter 41 +investigation 41 +lot 41 +mark 41 +pacific 41 +peril 41 +personnel 41 +police 41 +prisoner 41 +proceed 41 +quest 41 +sea 41 +speed 41 +treasury 41 +type 41 +warning 41 +weakness 41 +wealth 41 +attitude 40 +clean 40 +compare 40 +comprehensive 40 +conscience 40 +consultation 40 +deter 40 +dividend 40 +drive 40 +exactly 40 +having 40 +lesson 40 +maximum 40 +pende 40 +property 40 +quarter 40 +recall 40 +retreat 40 +substantially 40 +summit 40 +supreme 40 +tragedy 40 +youth 40 +alike 39 +armament 39 +boy 39 +careful 39 +commerce 39 +declare 39 +dedication 39 +devote 39 +everyone 39 +fine 39 +governmental 39 +mcgee 39 +observe 39 +performance 39 +presence 39 +reaction 39 +religious 39 +scientific 39 +sixty 39 +treat 39 +trial 39 +westmoreland 39 +1965 38 +ancient 38 +black 38 +cambodia 38 +congressman 38 +double 38 +enable 38 +existence 38 +exploration 38 +fundamental 38 +hungry 38 +internal 38 +key 38 +machinery 38 +match 38 +monetary 38 +neglect 38 +non 38 +offensive 38 +permanent 38 +prayer 38 +rusk 38 +scale 38 +section 38 +slow 38 +strategy 38 +survival 38 +thought 38 +yield 38 +anywhere 37 +blessing 37 +california 37 +check 37 +closely 37 +concept 37 +consistent 37 +degree 37 +disaster 37 +educational 37 +ensure 37 +environment 37 +fast 37 +fate 37 +france 37 +gun 37 +ignore 37 +lift 37 +limitation 37 +master 37 +minority 37 +planning 37 +probably 37 +quote 37 +region 37 +regional 37 +satellite 37 +saving 37 +series 37 +ship 37 +son 37 +sufficient 37 +top 37 +agenda 36 +alternative 36 +anticipate 36 +atmosphere 36 +buy 36 +civilization 36 +detailed 36 +domination 36 +friendship 36 +handle 36 +helpful 36 +july 36 +misery 36 +owe 36 +pleased 36 +refuse 36 +soviets 36 +speculation 36 +survive 36 +tide 36 +twice 36 +worth 36 +arrangement 35 +colleague 35 +depreciation 35 +desirable 35 +differ 35 +doctor 35 +eye 35 +f 35 +feed 35 +fill 35 +guerrilla 35 +indochina 35 +maintenance 35 +manpower 35 +means 35 +occupy 35 +operate 35 +otherwise 35 +overall 35 +plane 35 +prompt 35 +relate 35 +replace 35 +seriously 35 +significant 35 +solemn 35 +useful 35 +voting 35 +weaken 35 +york 35 +1963 34 +active 34 +asset 34 +assurance 34 +border 34 +capable 34 +count 34 +cross 34 +dedicate 34 +disorder 34 +explain 34 +fifth 34 +gaulle 34 +invest 34 +moreover 34 +moscow 34 +mount 34 +near 34 +radio 34 +representatives 34 +sale 34 +scientist 34 +september 34 +team 34 +terrible 34 +ultimately 34 +unable 34 +wall 34 +whenever 34 +16 33 +70 33 +alert 33 +april 33 +below 33 +capability 33 +competitive 33 +dependent 33 +draft 33 +endanger 33 +factor 33 +franklin 33 +heritage 33 +hostility 33 +india 33 +infiltration 33 +pause 33 +personally 33 +persuade 33 +post 33 +pray 33 +readiness 33 +reply 33 +satisfaction 33 +shadel 33 +shift 33 +station 33 +town 33 +ultimate 33 +vigorous 33 +wilson 33 +13 32 +14 32 +17 32 +35 32 +abuse 32 +asian 32 +aspiration 32 +character 32 +class 32 +commodity 32 +cuban 32 +doctrine 32 +elsewhere 32 +extension 32 +father 32 +february 32 +forth 32 +healthy 32 +language 32 +lawyer 32 +lincoln 32 +mother 32 +narrow 32 +nine 32 +paper 32 +quickly 32 +rapid 32 +sell 32 +spring 32 +towards 32 +voluntary 32 +wife 32 +worldwide 32 +advanced 31 +allowance 31 +anxious 31 +behalf 31 +compete 31 +conquer 31 +corner 31 +dark 31 +dominate 31 +due 31 +efficiency 31 +excess 31 +feeling 31 +friendly 31 +function 31 +invasion 31 +isolation 31 +largely 31 +lodge 31 +mass 31 +oath 31 +opponent 31 +panama 31 +planet 31 +possess 31 +properly 31 +rely 31 +stage 31 +stock 31 +tyranny 31 +1966 30 +association 30 +await 30 +chamber 30 +corporation 30 +d 30 +damage 30 +discipline 30 +foe 30 +found 30 +goldwater 30 +greece 30 +increasingly 30 +loan 30 +medicine 30 +moon 30 +oas 30 +october 30 +opening 30 +outstanding 30 +participation 30 +peacetime 30 +persist 30 +predict 30 +preparation 30 +primarily 30 +religion 30 +river 30 +russia 30 +selma 30 +stress 30 +tool 30 +wholly 30 +worthy 30 +1958 29 +administrative 29 +anti 29 +combine 29 +conservation 29 +daily 29 +dead 29 +deterrent 29 +entitle 29 +grave 29 +hardship 29 +hostile 29 +japan 29 +mayor 29 +orderly 29 +overseas 29 +partner 29 +passage 29 +physical 29 +please 29 +rapidly 29 +red 29 +regime 29 +schedule 29 +seize 29 +soil 29 +spiritual 29 +steel 29 +supplement 29 +tactic 29 +thomas 29 +vietcong 29 +vitality 29 +weak 29 +wisely 29 +aggressive 28 +analysis 28 +arise 28 +august 28 +belong 28 +catch 28 +congo 28 +consult 28 +contest 28 +county 28 +dean 28 +grateful 28 +harry 28 +hatred 28 +honest 28 +ill 28 +intelligence 28 +pace 28 +precious 28 +prefer 28 +procedure 28 +rank 28 +regular 28 +rural 28 +shortage 28 +size 28 +summer 28 +theirs 28 +traditional 28 +treatment 28 +unemployed 28 +village 28 +yourself 28 +1955 27 +1968 27 +accomplishment 27 +advise 27 +announcement 27 +art 27 +bridge 27 +brother 27 +businessman 27 +concentrate 27 +confrontation 27 +creation 27 +demonstration 27 +disagree 27 +dozen 27 +ease 27 +escape 27 +finish 27 +gap 27 +grand 27 +gross 27 +highly 27 +howe 27 +initiate 27 +instruct 27 +invitation 27 +jefferson 27 +m 27 +park 27 +quemoy 27 +recovery 27 +register 27 +root 27 +saigon 27 +somewhat 27 +testify 27 +texas 27 +thereby 27 +transition 27 +unprecedented 27 +vigor 27 +violation 27 +1967 26 +200 26 +accelerate 26 +advisory 26 +advocate 26 +appointment 26 +assessment 26 +bargaining 26 +chancellor 26 +concrete 26 +dear 26 +decency 26 +declaration 26 +defensive 26 +dissent 26 +diversity 26 +emphasis 26 +encouraging 26 +error 26 +eventually 26 +everybody 26 +evil 26 +framework 26 +freely 26 +humanity 26 +impressive 26 +intellectual 26 +list 26 +model 26 +opposition 26 +partisan 26 +publicly 26 +recognition 26 +rights 26 +robert 26 +shelter 26 +shore 26 +skin 26 +sum 26 +suspicion 26 +theory 26 +tragic 26 +valley 26 +warfare 26 +aged 25 +annual 25 +attend 25 +bond 25 +bundy 25 +church 25 +claim 25 +convince 25 +costly 25 +deliver 25 +destructive 25 +distant 25 +enlarge 25 +extra 25 +false 25 +fbi 25 +fuel 25 +fulfillment 25 +genuine 25 +hill 25 +identify 25 +incidentally 25 +main 25 +manner 25 +matsu 25 +monday 25 +negroes 25 +overcome 25 +perspective 25 +pleasure 25 +profound 25 +purchase 25 +rebuild 25 +relations 25 +reporter 25 +reward 25 +richard 25 +san 25 +scene 25 +strain 25 +substitute 25 +successfully 25 +testimony 25 +veto 25 +warn 25 +1969 24 +90 24 +access 24 +anniversary 24 +approval 24 +beauty 24 +brief 24 +columbia 24 +contact 24 +critic 24 +dedicated 24 +diplomacy 24 +drop 24 +expectation 24 +forum 24 +frequently 24 +fulfil 24 +generous 24 +greatness 24 +hazard 24 +heal 24 +impact 24 +imply 24 +korean 24 +liberation 24 +mere 24 +notice 24 +organize 24 +p 24 +painful 24 +pollution 24 +presently 24 +protest 24 +significance 24 +tear 24 +vienna 24 +violate 24 +woodrow 24 +wound 24 +1945 23 +bitter 23 +book 23 +c 23 +conventional 23 +decrease 23 +enactment 23 +external 23 +factory 23 +firmly 23 +flourish 23 +inspection 23 +jury 23 +link 23 +merit 23 +midst 23 +nevertheless 23 +obvious 23 +perform 23 +piece 23 +portion 23 +principal 23 +professional 23 +reaffirm 23 +relative 23 +resume 23 +sector 23 +specifically 23 +tape 23 +temporary 23 +tennessee 23 +trend 23 +turkey 23 +viewpoint 23 +1959 22 +1970 22 +21 22 +absolute 22 +administrator 22 +anybody 22 +application 22 +appreciation 22 +aside 22 +battlefield 22 +blame 22 +compel 22 +confer 22 +corporate 22 +countryman 22 +coverage 22 +define 22 +delegate 22 +delegation 22 +discourage 22 +economically 22 +endeavor 22 +enrich 22 +equip 22 +exceed 22 +expert 22 +explosion 22 +extraordinary 22 +firmness 22 +frustration 22 +gasoline 22 +heavily 22 +indispensable 22 +introduce 22 +jeopardize 22 +lessen 22 +likely 22 +neutral 22 +outline 22 +overwhelming 22 +practical 22 +previously 22 +propaganda 22 +reciprocal 22 +revolutionary 22 +satisfied 22 +shadow 22 +spur 22 +status 22 +stretch 22 +summon 22 +transcript 22 +unconditional 22 +1953 21 +300 21 +abide 21 +actually 21 +appreciate 21 +argument 21 +arrive 21 +assess 21 +bold 21 +broaden 21 +channel 21 +clock 21 +committed 21 +compromise 21 +concession 21 +countryside 21 +courageous 21 +creative 21 +culture 21 +depression 21 +disagreement 21 +drug 21 +employ 21 +fit 21 +floor 21 +genius 21 +george 21 +gradually 21 +guess 21 +guest 21 +harsh 21 +henry 21 +inevitably 21 +initial 21 +iron 21 +journey 21 +judiciary 21 +lifetime 21 +marshall 21 +medicare 21 +network 21 +ocean 21 +pact 21 +picture 21 +postal 21 +precisely 21 +qualified 21 +racial 21 +reinforce 21 +transfer 21 +tremendous 21 +1972 20 +27 20 +abraham 20 +absolutely 20 +adjust 20 +adjustment 20 +admit 20 +bright 20 +chiefs 20 +condemn 20 +confusion 20 +criminal 20 +crucial 20 +device 20 +discover 20 +distribute 20 +dramatic 20 +editor 20 +elimination 20 +exploit 20 +familiar 20 +financing 20 +forces 20 +forever 20 +image 20 +inevitable 20 +meanwhile 20 +menace 20 +necessarily 20 +needy 20 +oppression 20 +philosophy 20 +preach 20 +predecessor 20 +realistic 20 +remedy 20 +restriction 20 +rocket 20 +rumor 20 +senators 20 +sick 20 +slum 20 +someone 20 +steadfast 20 +strife 20 +swift 20 +symbol 20 +technique 20 +thinking 20 +thoroughly 20 +throw 20 +transport 20 +uphold 20 +veteran 20 +watch 20 +weight 20 +1950 19 +1957 19 +adventure 19 +affairs 19 +arab 19 +aspect 19 +authorization 19 +british 19 +camp 19 +classroom 19 +compassion 19 +confirm 19 +continued 19 +contract 19 +crop 19 +cyprus 19 +diminish 19 +effectiveness 19 +examination 19 +expression 19 +extreme 19 +faculty 19 +fix 19 +flexibility 19 +fly 19 +folk 19 +formula 19 +fortunate 19 +gather 19 +governors 19 +gulf 19 +hoover 19 +ideology 19 +imperative 19 +implication 19 +impression 19 +instruction 19 +legitimate 19 +length 19 +loyalty 19 +machine 19 +modernization 19 +murder 19 +net 19 +newly 19 +object 19 +outcome 19 +outlook 19 +pattern 19 +phase 19 +plain 19 +possibly 19 +precede 19 +proportion 19 +publish 19 +pull 19 +quick 19 +re 19 +responsive 19 +ruler 19 +saturday 19 +seato 19 +soul 19 +southern 19 +surprise 19 +survey 19 +teaching 19 +thieu 19 +thirty 19 +touch 19 +unfinished 19 +urgently 19 +wednesday 19 +weekend 19 +weigh 19 +wheat 19 +william 19 +yale 19 +600 18 +academy 18 +accordance 18 +actual 18 +automobile 18 +baltimore 18 +briefly 18 +broadcast 18 +brutal 18 +bury 18 +canada 18 +climate 18 +closing 18 +coast 18 +collapse 18 +comfort 18 +contrary 18 +criticize 18 +dare 18 +deputy 18 +devoted 18 +dictate 18 +disappointment 18 +embargo 18 +enhance 18 +enormous 18 +entirely 18 +extremely 18 +favorable 18 +focus 18 +foster 18 +frank 18 +fruitful 18 +furnish 18 +happiness 18 +hearing 18 +hit 18 +huge 18 +installation 18 +label 18 +laboratory 18 +likewise 18 +mortgage 18 +navy 18 +neighborhood 18 +obstacle 18 +obviously 18 +percentage 18 +perseverance 18 +pick 18 +pour 18 +prejudice 18 +preliminary 18 +pretty 18 +print 18 +prior 18 +producer 18 +related 18 +remark 18 +renewal 18 +repeal 18 +resign 18 +reynolds 18 +rice 18 +round 18 +russians 18 +satisfy 18 +shake 18 +shoulder 18 +sight 18 +site 18 +sort 18 +spell 18 +stevenson 18 +swiftly 18 +technological 18 +telephone 18 +tempt 18 +transmit 18 +troubled 18 +turning 18 +uniform 18 +vigilance 18 +voter 18 +weather 18 +widen 18 +wind 18 +adequately 17 +atom 17 +b 17 +boundary 17 +britain 17 +burn 17 +commercial 17 +constitute 17 +convinced 17 +coordinate 17 +coverup 17 +creed 17 +cultural 17 +december 17 +desk 17 +discontent 17 +document 17 +empire 17 +encouragement 17 +equity 17 +exception 17 +expire 17 +foot 17 +frankly 17 +french 17 +friday 17 +fruit 17 +german 17 +global 17 +gratitude 17 +harvard 17 +hesitate 17 +honestly 17 +iii 17 +impossible 17 +improved 17 +inadequate 17 +intensive 17 +interference 17 +kingdom 17 +locality 17 +marines 17 +marshal 17 +medium 17 +mexico 17 +michigan 17 +mobilization 17 +o 17 +patient 17 +popular 17 +rent 17 +repeatedly 17 +retain 17 +reveal 17 +reverse 17 +scherer 17 +score 17 +selective 17 +sharp 17 +sober 17 +socialism 17 +solely 17 +st 17 +sunday 17 +tariff 17 +taxation 17 +tuesday 17 +unfortunately 17 +veterans 17 +virginia 17 +warm 17 +withholding 17 +wonderful 17 +1948 16 +22 16 +24 16 +acceptable 16 +accurate 16 +anew 16 +apart 16 +apparently 16 +avenue 16 +ballistic 16 +budgetary 16 +buildup 16 +campus 16 +catholic 16 +celebrate 16 +cherish 16 +communicate 16 +considerable 16 +continuous 16 +convey 16 +counter 16 +curtain 16 +darkness 16 +devotion 16 +disappear 16 +discharge 16 +dwight 16 +earnestly 16 +elementary 16 +endorse 16 +enforce 16 +engine 16 +flood 16 +florida 16 +forest 16 +francisco 16 +fresh 16 +game 16 +goldberg 16 +hall 16 +illusion 16 +imagination 16 +inflict 16 +interfere 16 +kremlin 16 +manage 16 +massachusetts 16 +membership 16 +memory 16 +modify 16 +n 16 +naval 16 +nomination 16 +original 16 +parent 16 +peacefully 16 +precedent 16 +prediction 16 +privileged 16 +proclamation 16 +procurement 16 +prosecutor 16 +quarrel 16 +rarely 16 +ravage 16 +resort 16 +rhetoric 16 +sake 16 +satisfactory 16 +seed 16 +seventy 16 +sharing 16 +sharply 16 +shield 16 +slogan 16 +sorrow 16 +spiral 16 +spite 16 +straight 16 +taylor 16 +toil 16 +transform 16 +uncertain 16 +underdeveloped 16 +usually 16 +valuable 16 +victim 16 +vigorously 16 +wear 16 +widely 16 +150 15 +19 15 +1940 15 +20th 15 +37 15 +400 15 +80 15 +accompany 15 +accordingly 15 +allies 15 +americas 15 +asians 15 +attain 15 +audience 15 +aviation 15 +awesome 15 +beautiful 15 +blow 15 +congratulate 15 +construct 15 +deadly 15 +deliberate 15 +democrat 15 +depletion 15 +detroit 15 +divided 15 +dynamic 15 +easily 15 +eat 15 +enlist 15 +evident 15 +excessive 15 +extensive 15 +fairness 15 +flexible 15 +guilty 15 +harbor 15 +harvest 15 +inflationary 15 +informed 15 +inquiry 15 +institute 15 +intensify 15 +intervention 15 +learning 15 +left 15 +legacy 15 +lower 15 +lunch 15 +mainland 15 +marine 15 +maybe 15 +mighty 15 +militarily 15 +miracle 15 +monopoly 15 +negotiator 15 +partisanship 15 +passion 15 +pat 15 +patriotic 15 +perfect 15 +phrase 15 +plenty 15 +posture 15 +preference 15 +privacy 15 +r 15 +rational 15 +reorganization 15 +ride 15 +riot 15 +russian 15 +salute 15 +sanctuary 15 +severe 15 +slight 15 +solid 15 +sovereignty 15 +spokesman 15 +star 15 +stir 15 +store 15 +substance 15 +successor 15 +t 15 +taft 15 +temptation 15 +thrust 15 +totally 15 +tough 15 +tribute 15 +undermine 15 +undertaking 15 +universal 15 +vain 15 +wire 15 +700 14 +absence 14 +accident 14 +acquire 14 +admiral 14 +agent 14 +allocate 14 +arena 14 +article 14 +artist 14 +assault 14 +background 14 +beloved 14 +bit 14 +bless 14 +block 14 +breathe 14 +brown 14 +bureau 14 +chain 14 +compliance 14 +confidently 14 +cong 14 +conscious 14 +contrast 14 +correspondent 14 +decisive 14 +deferral 14 +definite 14 +denial 14 +devise 14 +diplomat 14 +divert 14 +empty 14 +equitable 14 +erode 14 +eugene 14 +evaluate 14 +flag 14 +foresee 14 +forge 14 +formal 14 +frost 14 +gas 14 +grasp 14 +hurt 14 +implement 14 +incident 14 +inside 14 +insofar 14 +is 14 +isolate 14 +kissinger 14 +lend 14 +london 14 +loophole 14 +louisiana 14 +manned 14 +map 14 +mississippi 14 +motive 14 +normal 14 +observation 14 +poland 14 +pose 14 +positive 14 +preservation 14 +privately 14 +progressive 14 +prohibit 14 +prosper 14 +prudent 14 +quiet 14 +raid 14 +reexamine 14 +refugee 14 +reliance 14 +relief 14 +retirement 14 +revise 14 +scar 14 +seat 14 +shrink 14 +sixth 14 +someday 14 +speculate 14 +strengthening 14 +submarine 14 +suppose 14 +sympathy 14 +temper 14 +thailand 14 +tolerate 14 +trading 14 +triumph 14 +unmatched 14 +urgency 14 +vitally 14 +wave 14 +ways 14 +weary 14 +wipe 14 +1974 13 +200th 13 +47 13 +abolish 13 +abundantly 13 +accommodation 13 +adapt 13 +agony 13 +apparent 13 +appeasement 13 +appraisal 13 +assemble 13 +bed 13 +betray 13 +birth 13 +birthday 13 +blind 13 +bomber 13 +broadly 13 +busy 13 +calm 13 +canal 13 +cast 13 +chaos 13 +chart 13 +chiang 13 +colonialism 13 +continental 13 +coordination 13 +couple 13 +delighted 13 +distribution 13 +drain 13 +eligible 13 +expensive 13 +experienced 13 +expose 13 +fairly 13 +fifteen 13 +forty 13 +founding 13 +fulbright 13 +generosity 13 +harmony 13 +hemispheric 13 +ho 13 +hot 13 +humphrey 13 +hungary 13 +illiteracy 13 +immense 13 +inherit 13 +innocent 13 +interpret 13 +inventory 13 +kai 13 +liability 13 +liberal 13 +miss 13 +modernize 13 +mountain 13 +mutually 13 +offense 13 +offset 13 +omaha 13 +panel 13 +parallel 13 +patriotism 13 +payroll 13 +peak 13 +pilot 13 +pioneer 13 +praise 13 +push 13 +quietly 13 +ranch 13 +readily 13 +recipient 13 +regulation 13 +render 13 +rightly 13 +scholar 13 +scope 13 +sensitive 13 +sentence 13 +shek 13 +signal 13 +sincere 13 +sphere 13 +statute 13 +stifle 13 +stockpile 13 +suddenly 13 +suffice 13 +supersonic 13 +sweep 13 +thy 13 +timetable 13 +unnecessary 13 +unusual 13 +volunteer 13 +wallace 13 +1949 12 +32 12 +45 12 +75 12 +absorb 12 +acceptance 12 +accumulate 12 +actively 12 +advancement 12 +airplane 12 +ammunition 12 +angeles 12 +assign 12 +attract 12 +baby 12 +bar 12 +bargain 12 +bipartisan 12 +bloc 12 +bunker 12 +candor 12 +capitol 12 +certainty 12 +cessation 12 +chi 12 +chicago 12 +climb 12 +commonsense 12 +compensation 12 +competent 12 +conceive 12 +confine 12 +consent 12 +consume 12 +continuity 12 +david 12 +dawn 12 +defy 12 +depressed 12 +deprive 12 +discord 12 +dispatch 12 +disruption 12 +distinction 12 +drummond 12 +embrace 12 +engineer 12 +eternal 12 +evaluation 12 +evolve 12 +excellent 12 +excise 12 +excuse 12 +folly 12 +futile 12 +futility 12 +generate 12 +golden 12 +guideline 12 +halfway 12 +haven 12 +hire 12 +historical 12 +honolulu 12 +hopeless 12 +hopkins 12 +horror 12 +illegal 12 +illness 12 +indifference 12 +intelligent 12 +intervene 12 +investigate 12 +isolated 12 +klan 12 +kosygin 12 +locate 12 +los 12 +magazine 12 +meaningful 12 +minh 12 +mobilize 12 +morale 12 +morality 12 +ninety 12 +noble 12 +obscure 12 +origin 12 +output 12 +overnight 12 +pakistan 12 +paul 12 +pension 12 +pescadores 12 +plus 12 +postwar 12 +proclaim 12 +profoundly 12 +prophecy 12 +publication 12 +purely 12 +reasonably 12 +recover 12 +remarkable 12 +responsibly 12 +safely 12 +sincerity 12 +slavery 12 +soft 12 +splendid 12 +stalemate 12 +stalin 12 +statesman 12 +storage 12 +strictly 12 +stride 12 +sudden 12 +suit 12 +survivor 12 +swear 12 +symbolize 12 +theater 12 +ticket 12 +title 12 +tonkin 12 +translate 12 +turmoil 12 +uncertainty 12 +unique 12 +unknown 12 +unrest 12 +unwilling 12 +utmost 12 +webb 12 +1947 11 +42 11 +65 11 +acre 11 +admission 11 +al 11 +alive 11 +amend 11 +ample 11 +appearance 11 +appraise 11 +arouse 11 +arrange 11 +audit 11 +broadcasting 11 +characterize 11 +churchill 11 +clark 11 +coercion 11 +comparable 11 +concert 11 +conciliation 11 +consequently 11 +constituent 11 +convert 11 +cripple 11 +crowded 11 +curb 11 +cure 11 +currency 11 +decisively 11 +defender 11 +delinquency 11 +discovery 11 +divine 11 +dog 11 +dramatically 11 +durable 11 +earning 11 +edwards 11 +electronic 11 +embark 11 +entrust 11 +essence 11 +estate 11 +evolution 11 +excellence 11 +extremist 11 +faithful 11 +fallout 11 +fault 11 +fearful 11 +fourteen 11 +gift 11 +glory 11 +gradual 11 +guidance 11 +hardly 11 +harriman 11 +hawaii 11 +heat 11 +host 11 +howard 11 +illinois 11 +impair 11 +imperil 11 +inaugurate 11 +informal 11 +involved 11 +iran 11 +israel 11 +james 11 +jet 11 +johns 11 +jr 11 +jungle 11 +lawlessness 11 +levy 11 +mail 11 +manila 11 +meantime 11 +misunderstanding 11 +moderate 11 +opposite 11 +participant 11 +persevere 11 +persistent 11 +philippines 11 +politician 11 +port 11 +possession 11 +profession 11 +prolong 11 +provoke 11 +quo 11 +railroad 11 +rayburn 11 +reconciliation 11 +relieve 11 +remote 11 +reorganize 11 +restrain 11 +retire 11 +revision 11 +revolt 11 +route 11 +sam 11 +sentiment 11 +seventh 11 +shine 11 +silence 11 +skilled 11 +slowly 11 +storm 11 +subsequent 11 +suffering 11 +tank 11 +tend 11 +tendency 11 +text 11 +thorough 11 +thursday 11 +transit 11 +underground 11 +unlimited 11 +unparalleled 11 +vance 11 +vanderbilt 11 +variety 11 +virtually 11 +wartime 11 +wasteful 11 +15th 10 +1946 10 +1956 10 +1st 10 +26 10 +31 10 +800 10 +abundant 10 +administer 10 +adult 10 +affirmative 10 +afraid 10 +airlift 10 +alter 10 +analyze 10 +appropriately 10 +bow 10 +brazil 10 +breakthrough 10 +briefing 10 +brilliant 10 +capture 10 +caution 10 +champion 10 +citizenship 10 +colony 10 +competence 10 +complicated 10 +conceal 10 +consistently 10 +conspiracy 10 +consumption 10 +controversy 10 +corruption 10 +crowd 10 +cruel 10 +custom 10 +daughter 10 +deduction 10 +deliberation 10 +dependable 10 +destroyer 10 +detect 10 +developed 10 +dictator 10 +disappoint 10 +diverse 10 +dominion 10 +dulles 10 +e 10 +ehrlichman 10 +eighty 10 +electric 10 +escalate 10 +exclude 10 +exclusion 10 +explode 10 +feature 10 +fighter 10 +fissionable 10 +fleet 10 +ford 10 +girl 10 +h 10 +haldeman 10 +hang 10 +hazardous 10 +headquarters 10 +hero 10 +horizon 10 +immigrant 10 +indian 10 +individually 10 +indivisible 10 +indonesia 10 +industrialized 10 +inequity 10 +integrate 10 +intent 10 +interdependence 10 +irresponsible 10 +j 10 +jackson 10 +juvenile 10 +lending 10 +load 10 +mandate 10 +mastery 10 +mechanism 10 +mineral 10 +mislead 10 +missouri 10 +momentum 10 +monument 10 +morgan 10 +myth 10 +nationalism 10 +needless 10 +neutrality 10 +notify 10 +novins 10 +objection 10 +occasionally 10 +openly 10 +orbit 10 +organized 10 +originally 10 +pain 10 +permanently 10 +personality 10 +persuasion 10 +pleasant 10 +postpone 10 +prize 10 +probe 10 +profitable 10 +provocation 10 +punish 10 +pure 10 +quarantine 10 +ratify 10 +receipt 10 +reckless 10 +refrain 10 +relatively 10 +relevant 10 +resignation 10 +resolute 10 +restrict 10 +retaliation 10 +roll 10 +rules 10 +sacred 10 +seemingly 10 +selection 10 +shatter 10 +shut 10 +sincerely 10 +soar 10 +sovereign 10 +spot 10 +statistic 10 +superior 10 +superiority 10 +surcharge 10 +taxable 10 +technician 10 +tired 10 +traffic 10 +turbulent 10 +unanimous 10 +undue 10 +unto 10 +unwise 10 +upset 10 +violent 10 +virtue 10 +visitor 10 +von 10 +wholesale 10 +110 9 +1952 9 +250 9 +85 9 +90th 9 +accuracy 9 +accurately 9 +accuse 9 +adams 9 +allegiance 9 +almighty 9 +annually 9 +arbitrary 9 +artificial 9 +assignment 9 +astronaut 9 +attractive 9 +awareness 9 +barry 9 +blackmail 9 +bureaucracy 9 +calculate 9 +cancer 9 +car 9 +ceremony 9 +chair 9 +charles 9 +chronic 9 +clarify 9 +confuse 9 +congresses 9 +context 9 +contingency 9 +cope 9 +corn 9 +cotton 9 +crippling 9 +currently 9 +decay 9 +defect 9 +deliberately 9 +deploy 9 +deployment 9 +desert 9 +designate 9 +disclosure 9 +distinguish 9 +driver 9 +duplication 9 +economical 9 +economist 9 +efficiently 9 +emancipation 9 +engagement 9 +england 9 +enlightened 9 +eventual 9 +exact 9 +excitement 9 +exciting 9 +experiment 9 +experimental 9 +explanation 9 +fade 9 +fitting 9 +fool 9 +formidable 9 +fremd 9 +frequent 9 +funeral 9 +gate 9 +gen 9 +generously 9 +genuinely 9 +grade 9 +grandchild 9 +grip 9 +harm 9 +harness 9 +hasten 9 +headline 9 +honesty 9 +hotel 9 +idealism 9 +identity 9 +idle 9 +immigration 9 +importantly 9 +integration 9 +invoke 9 +judicial 9 +keeping 9 +lasting 9 +legislature 9 +macmillan 9 +magnitude 9 +making 9 +maryland 9 +mill 9 +motivate 9 +narcotic 9 +nationwide 9 +nebraska 9 +neutralization 9 +nineteen 9 +numerous 9 +obsolete 9 +oppress 9 +optimistic 9 +outlaw 9 +override 9 +overthrow 9 +page 9 +parity 9 +penalty 9 +petroleum 9 +plainly 9 +plea 9 +plead 9 +polaris 9 +pool 9 +precipitate 9 +professor 9 +promotion 9 +quantity 9 +quit 9 +react 9 +realization 9 +reconstruction 9 +recreation 9 +reliable 9 +removal 9 +republics 9 +reshape 9 +restless 9 +rewarding 9 +rightfully 9 +rivalry 9 +rock 9 +rockefeller 9 +romney 9 +russell 9 +senior 9 +sensible 9 +sky 9 +sole 9 +somber 9 +sorry 9 +sponsor 9 +stamp 9 +statehood 9 +statutory 9 +stick 9 +stone 9 +stream 9 +strict 9 +sufficiently 9 +supporter 9 +telegram 9 +thanksgiving 9 +thou 9 +thoughtful 9 +toll 9 +trustee 9 +twelve 9 +ugly 9 +un 9 +unanimously 9 +unified 9 +vanocur 9 +vastly 9 +warren 9 +wheel 9 +wing 9 +winter 9 +zone 9 +1930 8 +1973 8 +30th 8 +31st 8 +43 8 +44 8 +55 8 +62 8 +89th 8 +900 8 +abc 8 +abrams 8 +affirm 8 +agreeable 8 +alarm 8 +alien 8 +anxiety 8 +applaud 8 +arsenal 8 +arthur 8 +assert 8 +assumption 8 +australia 8 +austria 8 +avert 8 +ballot 8 +band 8 +beneficial 8 +beneficiary 8 +bigotry 8 +blood 8 +boldly 8 +bottom 8 +bullet 8 +cable 8 +cancel 8 +cape 8 +carolina 8 +cash 8 +catastrophe 8 +category 8 +cater 8 +cement 8 +cheap 8 +cite 8 +coal 8 +colonial 8 +combined 8 +commissioner 8 +comparison 8 +compassionate 8 +complexity 8 +compose 8 +compulsory 8 +concede 8 +conform 8 +contend 8 +continuation 8 +contractor 8 +convenient 8 +corrupt 8 +covenant 8 +critically 8 +cry 8 +cycle 8 +deem 8 +demanding 8 +depart 8 +depress 8 +depth 8 +devastation 8 +dictatorship 8 +dimension 8 +dinner 8 +display 8 +distance 8 +disturbance 8 +dread 8 +earnest 8 +edge 8 +eighth 8 +elderly 8 +elector 8 +employer 8 +endless 8 +endurance 8 +english 8 +enlighten 8 +enslave 8 +equivalent 8 +escalation 8 +execution 8 +fabric 8 +facilitate 8 +falter 8 +famine 8 +file 8 +flower 8 +follower 8 +forthcoming 8 +fortune 8 +frustrate 8 +gallup 8 +ghetto 8 +graduating 8 +grain 8 +gratify 8 +gravity 8 +grief 8 +guinea 8 +harmful 8 +helpless 8 +hilsman 8 +husband 8 +ignorant 8 +imagine 8 +imperialist 8 +indirect 8 +industrialize 8 +injunction 8 +injury 8 +insistent 8 +inspiration 8 +instant 8 +insult 8 +intensity 8 +interdependent 8 +interior 8 +intimate 8 +intolerance 8 +invention 8 +iv 8 +jurisdiction 8 +justification 8 +l 8 +lobby 8 +loose 8 +lop 8 +lord 8 +loser 8 +loud 8 +loyal 8 +magnificent 8 +marx 8 +maturity 8 +mccormack 8 +mercy 8 +mideast 8 +mindful 8 +minimize 8 +morally 8 +motto 8 +multiply 8 +nlf 8 +nominee 8 +northern 8 +nursing 8 +observer 8 +occupation 8 +officially 8 +ordinary 8 +outflow 8 +outlay 8 +outrage 8 +package 8 +peking 8 +pentagon 8 +petersen 8 +petty 8 +poison 8 +powerfully 8 +practically 8 +precise 8 +precision 8 +prevention 8 +proposition 8 +prosecute 8 +punishment 8 +purchasing 8 +reconnaissance 8 +redevelopment 8 +regain 8 +reminder 8 +repair 8 +repugnant 8 +resistance 8 +respectfully 8 +restrictive 8 +resumption 8 +revitalize 8 +sad 8 +scatter 8 +scourge 8 +segment 8 +setback 8 +shock 8 +significantly 8 +sister 8 +slave 8 +smear 8 +somehow 8 +soundly 8 +span 8 +staggering 8 +stagnation 8 +streets 8 +stroke 8 +suitable 8 +supplemental 8 +surrounding 8 +surtax 8 +swallow 8 +tenth 8 +thankful 8 +theodore 8 +touchstone 8 +tour 8 +trigger 8 +truce 8 +turbulence 8 +unaware 8 +undergo 8 +underway 8 +unfair 8 +unilateral 8 +unlike 8 +upward 8 +utilize 8 +version 8 +vessel 8 +vietnamization 8 +vigilant 8 +wake 8 +whoever 8 +workable 8 +working 8 +yours 8 +yugoslavia 8 +zealand 8 +135 7 +1971 7 +23 7 +48 7 +57 7 +58 7 +82 7 +92nd 7 +accumulation 7 +allegation 7 +altogether 7 +andrew 7 +angel 7 +annihilation 7 +anyway 7 +appetite 7 +armistice 7 +arrest 7 +assassin 7 +assassination 7 +atmospheric 7 +attainment 7 +awaken 7 +badly 7 +bankruptcy 7 +battalion 7 +battleground 7 +benson 7 +betterment 7 +bitterness 7 +bloody 7 +blueprint 7 +bosch 7 +bound 7 +bounty 7 +bread 7 +brutality 7 +builder 7 +burdensome 7 +cabot 7 +cadet 7 +circle 7 +clemency 7 +clerk 7 +closed 7 +clothe 7 +collaboration 7 +collection 7 +commentator 7 +committees 7 +complacency 7 +concentration 7 +concerted 7 +confidentiality 7 +connect 7 +conservative 7 +considerably 7 +consist 7 +consolidate 7 +contemplate 7 +convict 7 +cornerstone 7 +czechoslovakia 7 +datum 7 +deadline 7 +deadlock 7 +deception 7 +definition 7 +delivery 7 +departure 7 +deplore 7 +deposit 7 +desperate 7 +devastating 7 +diet 7 +dim 7 +dirksen 7 +disabled 7 +disastrous 7 +discriminate 7 +dishonor 7 +disposal 7 +distort 7 +distress 7 +distressed 7 +distrust 7 +eager 7 +earner 7 +echo 7 +eh 7 +eloquent 7 +embassy 7 +emergence 7 +engulf 7 +enrollment 7 +entertain 7 +enunciate 7 +erhard 7 +essentially 7 +examiner 7 +exemption 7 +expediency 7 +exploitation 7 +faithfully 7 +famous 7 +fashion 7 +fateful 7 +finding 7 +finger 7 +fitzgerald 7 +flatly 7 +forbid 7 +forefather 7 +foremost 7 +formation 7 +fortify 7 +fraction 7 +g 7 +gallant 7 +gemini 7 +gladly 7 +glassboro 7 +greek 7 +guam 7 +guardian 7 +harassment 7 +hartley 7 +hearten 7 +hereafter 7 +hide 7 +homeland 7 +humble 7 +humiliation 7 +ideological 7 +illiterate 7 +immunity 7 +impartial 7 +impeachment 7 +imperialism 7 +implementation 7 +inability 7 +incumbent 7 +index 7 +inequitable 7 +invade 7 +investor 7 +islands 7 +italy 7 +jobless 7 +karl 7 +kid 7 +knock 7 +lately 7 +latter 7 +laughter 7 +legally 7 +lieutenant 7 +logistic 7 +louis 7 +lull 7 +mandatory 7 +mansfield 7 +mask 7 +mate 7 +materially 7 +metal 7 +metropolitan 7 +minded 7 +mitchell 7 +montgomery 7 +motion 7 +motivation 7 +mystery 7 +namely 7 +naturally 7 +niven 7 +nonproliferation 7 +noon 7 +obedience 7 +obey 7 +odd 7 +option 7 +outmoded 7 +outset 7 +outward 7 +panic 7 +patriot 7 +penalize 7 +pennsylvania 7 +perilous 7 +philadelphia 7 +pile 7 +policeman 7 +precaution 7 +precept 7 +prelude 7 +premier 7 +presentation 7 +pretend 7 +principally 7 +pro 7 +proof 7 +prophesy 7 +province 7 +raw 7 +realistically 7 +rebel 7 +recess 7 +reciprocate 7 +reiterate 7 +relax 7 +relaxation 7 +reservation 7 +residence 7 +restaurant 7 +restlessness 7 +retaliatory 7 +rid 7 +roughly 7 +running 7 +rush 7 +sanity 7 +scholars 7 +scholarship 7 +secondary 7 +segregation 7 +serviceman 7 +shoot 7 +sickness 7 +silent 7 +slip 7 +sophisticated 7 +spanish 7 +spectacular 7 +spivak 7 +squarely 7 +stature 7 +stimulus 7 +striking 7 +stubborn 7 +subdue 7 +subordinate 7 +subtle 7 +suburb 7 +summarize 7 +summation 7 +suppress 7 +surge 7 +surround 7 +sustained 7 +sword 7 +tactical 7 +temporarily 7 +theme 7 +thirdly 7 +thrift 7 +tight 7 +timely 7 +token 7 +topic 7 +totalitarianism 7 +tower 7 +traditionally 7 +transcend 7 +trap 7 +treasure 7 +uncle 7 +underestimate 7 +unfortunate 7 +unhappy 7 +uninterrupted 7 +unleash 7 +unpopular 7 +valid 7 +vary 7 +vehicle 7 +venture 7 +w 7 +walter 7 +wealthy 7 +widespread 7 +widow 7 +winner 7 +withhold 7 +120 6 +190 6 +1932 6 +29 6 +52 6 +85th 6 +accidental 6 +accounting 6 +acreage 6 +adenauer 6 +adoption 6 +aeronautics 6 +affection 6 +african 6 +aide 6 +alaska 6 +allied 6 +alternate 6 +altitude 6 +anarchy 6 +angry 6 +antonio 6 +appalachia 6 +applicable 6 +arrogance 6 +automatic 6 +automation 6 +award 6 +banish 6 +banner 6 +basically 6 +basin 6 +bay 6 +beat 6 +beset 6 +bird 6 +blight 6 +bogota 6 +bombardment 6 +boston 6 +box 6 +bracket 6 +bravery 6 +breed 6 +brotherhood 6 +bryan 6 +burma 6 +calendar 6 +cambodian 6 +capita 6 +captive 6 +catastrophic 6 +characteristic 6 +christmas 6 +civic 6 +clash 6 +clearance 6 +collectively 6 +collins 6 +combination 6 +commend 6 +compensate 6 +complaint 6 +completion 6 +computer 6 +concur 6 +conformity 6 +confused 6 +congressmen 6 +conserve 6 +consular 6 +content 6 +continually 6 +core 6 +countless 6 +cronkite 6 +customary 6 +dam 6 +damaging 6 +defendant 6 +delano 6 +delinquent 6 +derive 6 +dilemma 6 +diligently 6 +dilute 6 +disappointing 6 +disclose 6 +disservice 6 +dissolve 6 +disturb 6 +doc 6 +drag 6 +drink 6 +drought 6 +duration 6 +educator 6 +electricity 6 +embody 6 +encroachment 6 +enduring 6 +enthusiasm 6 +entrance 6 +envelop 6 +equilibrium 6 +erase 6 +espionage 6 +evacuate 6 +everyday 6 +execute 6 +exhaust 6 +faction 6 +fathers 6 +federally 6 +fee 6 +fertile 6 +fitness 6 +following 6 +forebear 6 +foreseeable 6 +formulate 6 +formulation 6 +fortunately 6 +fragile 6 +freeman 6 +fullness 6 +functioning 6 +funding 6 +gardner 6 +georgia 6 +germans 6 +gravely 6 +greeting 6 +handicap 6 +havana 6 +heed 6 +helicopter 6 +herbert 6 +herter 6 +historically 6 +holocaust 6 +honored 6 +houses 6 +houston 6 +humane 6 +hungarian 6 +hunt 6 +illustrate 6 +imaginative 6 +imminent 6 +impeachable 6 +inaction 6 +inaugural 6 +incidence 6 +incur 6 +indians 6 +indifferent 6 +induce 6 +infant 6 +ingenuity 6 +inheritance 6 +insistence 6 +instability 6 +internationally 6 +interrupt 6 +interstate 6 +intimidate 6 +intolerable 6 +introduction 6 +irrelevant 6 +journalist 6 +judicious 6 +kappel 6 +keeper 6 +keystone 6 +klux 6 +ku 6 +lag 6 +landing 6 +lard 6 +league 6 +library 6 +livelihood 6 +lonely 6 +luxury 6 +lyndon 6 +mainly 6 +malaya 6 +malaysia 6 +manifest 6 +margin 6 +maritime 6 +martin 6 +meat 6 +medicaid 6 +mexican 6 +mid 6 +mistaken 6 +mobility 6 +mode 6 +moderation 6 +monolithic 6 +mortal 6 +mortality 6 +multilateral 6 +nationalist 6 +neighboring 6 +newsman 6 +notably 6 +notwithstanding 6 +nurse 6 +observance 6 +oecd 6 +operational 6 +ordeal 6 +orleans 6 +ounce 6 +overlook 6 +overshadow 6 +partial 6 +patron 6 +pave 6 +plot 6 +politically 6 +polluted 6 +pre 6 +preside 6 +pressing 6 +presume 6 +prey 6 +proceeding 6 +publisher 6 +puerto 6 +questioning 6 +quincy 6 +quotation 6 +random 6 +rea 6 +rededicate 6 +redeem 6 +reduced 6 +registration 6 +regulate 6 +rehabilitation 6 +reliant 6 +remainder 6 +representation 6 +reputation 6 +respective 6 +restoration 6 +retail 6 +righteousness 6 +ring 6 +rough 6 +salinger 6 +scarce 6 +secretaries 6 +seriousness 6 +services 6 +sess 6 +severely 6 +shoe 6 +shortcoming 6 +shout 6 +simultaneously 6 +sleep 6 +slightly 6 +solemnly 6 +sometime 6 +spare 6 +stabilize 6 +standby 6 +standpoint 6 +statesmanship 6 +steadfastness 6 +stem 6 +strange 6 +subcommittee 6 +subversive 6 +suffrage 6 +sun 6 +super 6 +supervise 6 +sweeping 6 +symptom 6 +systematically 6 +tangible 6 +territorial 6 +textile 6 +till 6 +timing 6 +tolerance 6 +torch 6 +tragically 6 +ultimatum 6 +unarmed 6 +unbalance 6 +unchanged 6 +uncommitted 6 +unconditionally 6 +unify 6 +unmistakably 6 +unrealistic 6 +unsolved 6 +unstable 6 +uranium 6 +venom 6 +vi 6 +vicious 6 +vigil 6 +vol 6 +vow 6 +waive 6 +warmth 6 +warrant 6 +wilderness 6 +wildlife 6 +winston 6 +zeal 6 +14th 5 +1920 5 +1951 5 +1975 5 +19th 5 +28 5 +38 5 +3d 5 +41 5 +46 5 +53 5 +56 5 +61 5 +7th 5 +8th 5 +abreast 5 +acceleration 5 +accommodate 5 +admire 5 +adverse 5 +agreements 5 +airline 5 +airway 5 +alexander 5 +allen 5 +allot 5 +alumnus 5 +ambassadors 5 +amply 5 +anderson 5 +anguish 5 +anticipated 5 +apollo 5 +appeals 5 +appeaser 5 +apprehension 5 +arbitration 5 +arizona 5 +artillery 5 +ascertain 5 +assertion 5 +associated 5 +atheistic 5 +attach 5 +baker 5 +banker 5 +bearing 5 +beckon 5 +belligerence 5 +bend 5 +bennett 5 +bilateral 5 +blair 5 +bloodshed 5 +bluntly 5 +boast 5 +bobby 5 +bondage 5 +boss 5 +bountiful 5 +brain 5 +brink 5 +bulgaria 5 +bulwark 5 +calculation 5 +canaveral 5 +candid 5 +candle 5 +carrier 5 +catholics 5 +cbs 5 +challenging 5 +circuit 5 +cities 5 +civilized 5 +clair 5 +clarity 5 +clay 5 +cleveland 5 +cliche 5 +cloud 5 +coalition 5 +collision 5 +colombia 5 +colonel 5 +colorado 5 +colored 5 +coming 5 +companion 5 +complacent 5 +complain 5 +comprehend 5 +confidential 5 +conscientious 5 +consecrate 5 +consulate 5 +contemporary 5 +cool 5 +cordial 5 +correction 5 +courtesy 5 +credibility 5 +crew 5 +cruelty 5 +crush 5 +cushion 5 +dangerously 5 +daring 5 +dealing 5 +defer 5 +degradation 5 +denounce 5 +descend 5 +description 5 +desperately 5 +dinosaur 5 +disability 5 +disapproval 5 +disdain 5 +dishonest 5 +dispose 5 +disregard 5 +disrupt 5 +dissenter 5 +distortion 5 +disturbing 5 +divisive 5 +divisiveness 5 +doar 5 +douglas 5 +edgar 5 +editorial 5 +edward 5 +egypt 5 +eighteen 5 +elaborate 5 +emotion 5 +encompass 5 +engineering 5 +enriched 5 +europeans 5 +exert 5 +expedite 5 +fanatic 5 +farewell 5 +farming 5 +fatal 5 +feasible 5 +fertilizer 5 +filibuster 5 +firsthand 5 +fish 5 +flee 5 +fleming 5 +football 5 +forthrightly 5 +fortitude 5 +fortress 5 +founder 5 +fraught 5 +frustrated 5 +gathering 5 +gear 5 +geography 5 +ghana 5 +glass 5 +gleason 5 +graham 5 +gratifying 5 +gray 5 +green 5 +grim 5 +grissom 5 +groundwork 5 +guilt 5 +habit 5 +hail 5 +hammarskjold 5 +hampshire 5 +handling 5 +healing 5 +height 5 +heir 5 +heroic 5 +hesitation 5 +higher 5 +hiss 5 +historian 5 +hitler 5 +horse 5 +household 5 +hum 5 +immeasurably 5 +immortal 5 +impatience 5 +impatient 5 +imperfect 5 +impress 5 +imprison 5 +improper 5 +improperly 5 +inalienable 5 +incompatible 5 +incredible 5 +indefinitely 5 +indiana 5 +indicator 5 +indulge 5 +inequality 5 +inescapable 5 +infinitely 5 +inherent 5 +innovation 5 +inseparable 5 +insidious 5 +insurgent 5 +insurrection 5 +intact 5 +intergovernmental 5 +interpretation 5 +interview 5 +intimidation 5 +irony 5 +justly 5 +k 5 +kansas 5 +kidnap 5 +killing 5 +king 5 +laborer 5 +lake 5 +landmark 5 +laotian 5 +le 5 +lebanon 5 +lee 5 +legion 5 +leisure 5 +lenin 5 +longing 5 +lovely 5 +macarthur 5 +maine 5 +malaria 5 +manageable 5 +manager 5 +manifestly 5 +marks 5 +materialism 5 +mckinley 5 +mediation 5 +mekong 5 +memorial 5 +mental 5 +mentally 5 +mess 5 +midnight 5 +miller 5 +ministers 5 +miscalculation 5 +misjudgment 5 +modification 5 +monitor 5 +mood 5 +morton 5 +mostly 5 +mouth 5 +nbc 5 +needlessly 5 +negotiating 5 +newscast 5 +newspaperman 5 +normally 5 +noticeable 5 +nurture 5 +occupational 5 +offshore 5 +oppressed 5 +outright 5 +overdue 5 +overhaul 5 +pacification 5 +painfully 5 +paralysis 5 +paralyze 5 +patronage 5 +pawn 5 +payer 5 +pearl 5 +perceive 5 +periodic 5 +persecution 5 +persistence 5 +pessimistic 5 +phony 5 +physically 5 +pipeline 5 +pit 5 +planned 5 +plight 5 +plutonium 5 +pocket 5 +poetry 5 +pope 5 +popularity 5 +porter 5 +potentially 5 +precondition 5 +preparedness 5 +preventive 5 +prince 5 +printing 5 +prohibition 5 +prolonged 5 +prominent 5 +prophet 5 +protector 5 +protestant 5 +protocol 5 +proudly 5 +prudence 5 +pursuant 5 +queen 5 +radioactive 5 +rail 5 +ratio 5 +reception 5 +reciprocity 5 +reconsider 5 +reference 5 +refuge 5 +refund 5 +regularly 5 +reluctant 5 +reluctantly 5 +rendezvous 5 +renounce 5 +repudiate 5 +rescue 5 +resourceful 5 +respected 5 +reverend 5 +rico 5 +ridgway 5 +rigid 5 +rio 5 +rival 5 +rob 5 +sailor 5 +salvation 5 +sane 5 +scandal 5 +scheme 5 +scripture 5 +scrutiny 5 +seal 5 +season 5 +secretly 5 +selfish 5 +sergeant 5 +shah 5 +shell 5 +shot 5 +shriver 5 +sided 5 +signature 5 +simplify 5 +singapore 5 +sixteen 5 +somewhere 5 +spacecraft 5 +speculative 5 +speedily 5 +speedy 5 +split 5 +sputnik 5 +stain 5 +staying 5 +steer 5 +stoppage 5 +subjugation 5 +subpoena 5 +subsequently 5 +subside 5 +subsidiary 5 +subvert 5 +suez 5 +supervision 5 +surveillance 5 +suspect 5 +suspension 5 +sway 5 +sweat 5 +sympathetic 5 +tangle 5 +temperature 5 +tempting 5 +terminate 5 +terrorist 5 +tho 5 +thrive 5 +times 5 +timidity 5 +tobacco 5 +trace 5 +trooper 5 +tv 5 +twentieth 5 +unacceptable 5 +unanimity 5 +unbalanced 5 +unfulfilled 5 +unification 5 +unreasonable 5 +unrestricted 5 +unswerve 5 +untrue 5 +unwarranted 5 +usia 5 +usual 5 +v 5 +validity 5 +vii 5 +visible 5 +vividly 5 +voluntarily 5 +warsaw 5 +whereby 5 +window 5 +wisconsin 5 +woods 5 +worry 5 +writ 5 +writer 5 +yearn 5 +youngster 5 +117 4 +125 4 +126 4 +17th 4 +1935 4 +1936 4 +1939 4 +1942 4 +27th 4 +2d 4 +33 4 +4th 4 +59 4 +64 4 +6th 4 +750 4 +83rd 4 +86th 4 +absurd 4 +accelerated 4 +accrue 4 +accusation 4 +acheson 4 +acknowledge 4 +acquisition 4 +acute 4 +additionally 4 +adequacy 4 +adlai 4 +admiration 4 +advent 4 +advisers 4 +agonizing 4 +airport 4 +albert 4 +alleviate 4 +ambassadorial 4 +ambassadorship 4 +ambitious 4 +amp 4 +animal 4 +antitrust 4 +apartment 4 +apologize 4 +apology 4 +applicant 4 +arc 4 +argue 4 +arts 4 +ashamed 4 +assail 4 +atlas 4 +attacker 4 +attraction 4 +augment 4 +auspex 4 +author 4 +avail 4 +averell 4 +avoidance 4 +awful 4 +backward 4 +ball 4 +baruch 4 +batista 4 +battlefront 4 +beacon 4 +bell 4 +belt 4 +bermuda 4 +beside 4 +besides 4 +beta 4 +better 4 +bias 4 +bigot 4 +birmingham 4 +bishop 4 +blockade 4 +bob 4 +bone 4 +borrow 4 +bother 4 +bravely 4 +breakdown 4 +brighten 4 +brutally 4 +bugging 4 +burke 4 +burst 4 +buying 4 +byrd 4 +calhoun 4 +calif 4 +calling 4 +camera 4 +candidacy 4 +capsule 4 +captain 4 +ceiling 4 +cemetery 4 +centennial 4 +ceremonial 4 +chapter 4 +charity 4 +chiefly 4 +choke 4 +choosing 4 +classification 4 +clinic 4 +co 4 +cochairman 4 +coherent 4 +collect 4 +columnist 4 +commodore 4 +commonwealth 4 +compelling 4 +competitor 4 +complicate 4 +comprehension 4 +conception 4 +condemnation 4 +conqueror 4 +contradiction 4 +contributor 4 +cormier 4 +correctly 4 +courthouse 4 +covet 4 +creator 4 +crown 4 +cruelly 4 +crumble 4 +curriculum 4 +curse 4 +cynical 4 +dana 4 +daniel 4 +davis 4 +deadlocke 4 +defiance 4 +deficiency 4 +delicate 4 +demilitarized 4 +dental 4 +dentist 4 +dependence 4 +des 4 +desolation 4 +despotism 4 +devastate 4 +differently 4 +dignified 4 +dirty 4 +disarray 4 +discriminatory 4 +disengagement 4 +disgrace 4 +disillusion 4 +dislike 4 +dismiss 4 +dissension 4 +dmz 4 +docket 4 +dogma 4 +dominant 4 +domingo 4 +doom 4 +drastically 4 +drown 4 +duc 4 +ear 4 +easing 4 +ed 4 +educated 4 +eleven 4 +elite 4 +emphatically 4 +enforceable 4 +engineers 4 +englishmen 4 +enmity 4 +enrichment 4 +enslavement 4 +entangle 4 +enticement 4 +episode 4 +equitably 4 +ethical 4 +ethiopia 4 +evacuation 4 +eve 4 +excellencies 4 +exclusively 4 +exempt 4 +exile 4 +expectancy 4 +explosive 4 +extremism 4 +fanaticism 4 +fantastic 4 +fare 4 +fashionable 4 +fatigue 4 +favorably 4 +fellowship 4 +fence 4 +fever 4 +fha 4 +fiber 4 +fidelity 4 +fierce 4 +firearm 4 +firepower 4 +firing 4 +fiscally 4 +flare 4 +foley 4 +foolish 4 +foresight 4 +fortas 4 +franchise 4 +fraud 4 +freshman 4 +furthermore 4 +garland 4 +gerald 4 +gi 4 +giant 4 +glorious 4 +gobble 4 +going 4 +goodness 4 +grace 4 +grenade 4 +gs 4 +guantanamo 4 +guardsmen 4 +guise 4 +gus 4 +hallowed 4 +hammer 4 +handicapped 4 +harmonious 4 +harris 4 +hearsay 4 +heartening 4 +heartwarme 4 +heaven 4 +heighten 4 +heretofore 4 +highlight 4 +homebuilding 4 +hopefully 4 +hubert 4 +humankind 4 +humility 4 +immensely 4 +imposition 4 +impulse 4 +inaccurate 4 +inadequately 4 +incomplete 4 +inconvenience 4 +indecision 4 +indefensible 4 +independently 4 +indict 4 +indictment 4 +indirectly 4 +indo 4 +infiltrate 4 +inflated 4 +inhabitant 4 +insight 4 +instantly 4 +insufficient 4 +integral 4 +intelligently 4 +intense 4 +intensively 4 +intercontinental 4 +interesting 4 +intransigence 4 +invulnerable 4 +inward 4 +iowa 4 +irresistible 4 +irrigation 4 +irritant 4 +javits 4 +jersey 4 +jim 4 +justifiable 4 +kappa 4 +katzenbach 4 +kerr 4 +khanh 4 +kitchen 4 +kleindienst 4 +knit 4 +komer 4 +koreans 4 +landslide 4 +launching 4 +lavishly 4 +lawsuit 4 +legislator 4 +lengthy 4 +leonard 4 +licensing 4 +liddy 4 +lightly 4 +lilienthal 4 +literacy 4 +literally 4 +literature 4 +location 4 +looting 4 +luevano 4 +luncheon 4 +macleish 4 +majesty 4 +maneuver 4 +manipulation 4 +mann 4 +manufacture 4 +manufacturer 4 +manufacturing 4 +marketplace 4 +marry 4 +marvelous 4 +mateos 4 +maxwell 4 +mccarthy 4 +meaningless 4 +mediator 4 +meredith 4 +milk 4 +millennium 4 +minnesota 4 +minor 4 +minuteman 4 +misleading 4 +misstate 4 +mobile 4 +moderator 4 +modest 4 +moines 4 +mora 4 +morrison 4 +moyers 4 +multi 4 +multiplying 4 +muster 4 +nasa 4 +native 4 +nearer 4 +nightmare 4 +ninth 4 +nobody 4 +noise 4 +nonwhite 4 +obligate 4 +obsession 4 +oklahoma 4 +omit 4 +opposed 4 +optimism 4 +oratory 4 +ordinarily 4 +oregon 4 +outpost 4 +overwhelmingly 4 +pale 4 +panamanian 4 +pardon 4 +partially 4 +paternalism 4 +patiently 4 +penetrate 4 +penny 4 +perfectly 4 +petition 4 +phi 4 +piecemeal 4 +pinpoint 4 +plague 4 +planner 4 +poet 4 +polling 4 +pollster 4 +pollute 4 +portuguese 4 +powers 4 +practicable 4 +preacher 4 +precinct 4 +prescribe 4 +presidents 4 +pricing 4 +privation 4 +processing 4 +profitability 4 +promising 4 +prospective 4 +providence 4 +purge 4 +rag 4 +rally 4 +rare 4 +rat 4 +ray 4 +reactor 4 +reap 4 +reappointe 4 +reassure 4 +rebuff 4 +recede 4 +redouble 4 +redress 4 +reflection 4 +refusal 4 +regiment 4 +regulatory 4 +rejection 4 +rejoice 4 +reliability 4 +remit 4 +remotely 4 +repay 4 +repel 4 +reporting 4 +repression 4 +resent 4 +reservoir 4 +reside 4 +resident 4 +resolutely 4 +resourcefulness 4 +retrain 4 +reverence 4 +rewrite 4 +rifle 4 +rightful 4 +robertson 4 +rooted 4 +ruthless 4 +sadness 4 +sail 4 +santo 4 +saturn 4 +savage 4 +scarcity 4 +scrupulously 4 +seamans 4 +seashore 4 +seasonal 4 +secrecy 4 +securely 4 +seizure 4 +seldom 4 +separation 4 +settler 4 +seventeen 4 +shalt 4 +shame 4 +shipment 4 +shocking 4 +shortcut 4 +signify 4 +similarly 4 +simon 4 +sink 4 +sinkiang 4 +slide 4 +slump 4 +sobering 4 +solidarity 4 +somebody 4 +sorensen 4 +sounder 4 +spark 4 +specialist 4 +specify 4 +spectator 4 +sponsorship 4 +squalor 4 +square 4 +squeeze 4 +stamina 4 +stark 4 +starvation 4 +static 4 +sterile 4 +stern 4 +strained 4 +stranger 4 +strategically 4 +streamline 4 +strip 4 +studio 4 +stunt 4 +submission 4 +subsidy 4 +substantive 4 +suicide 4 +superpower 4 +surface 4 +surmount 4 +surpass 4 +surprised 4 +surprising 4 +swell 4 +switzerland 4 +systematic 4 +talented 4 +televise 4 +termination 4 +terrorism 4 +testament 4 +th 4 +them 4 +thereafter 4 +thine 4 +thompson 4 +threefold 4 +threshold 4 +throckmorton 4 +tibet 4 +tighten 4 +timid 4 +tiny 4 +tip 4 +tirelessly 4 +ton 4 +tone 4 +topple 4 +torture 4 +totalitarian 4 +tourist 4 +trail 4 +tree 4 +tribune 4 +triple 4 +troika 4 +twining 4 +tyrant 4 +unavoidable 4 +uncease 4 +unchecked 4 +unconstitutional 4 +underlie 4 +underscore 4 +understandable 4 +understandably 4 +undisputed 4 +unduly 4 +unende 4 +unfilled 4 +unilaterally 4 +universally 4 +universe 4 +unjust 4 +unmanned 4 +unpatriotic 4 +unpublicized 4 +unrelated 4 +unremitting 4 +unresolved 4 +unwillingness 4 +usefulness 4 +useless 4 +user 4 +usher 4 +utility 4 +vacancy 4 +vacation 4 +vague 4 +valiant 4 +varied 4 +verification 4 +versus 4 +violator 4 +vista 4 +vulnerable 4 +ward 4 +warhead 4 +warmonger 4 +weave 4 +wedding 4 +weekly 4 +wheeler 4 +whip 4 +whither 4 +whittier 4 +wicked 4 +wild 4 +willingly 4 +wither 4 +woefully 4 +yard 4 +yoke 4 +100th 3 +10th 3 +140 3 +1776 3 +180 3 +186 3 +1860 3 +1914 3 +1924 3 +1976 3 +1980 3 +24th 3 +25th 3 +265 3 +480 3 +51 3 +540 3 +63 3 +67 3 +68 3 +740 3 +79 3 +80th 3 +83 3 +88th 3 +99 3 +abhor 3 +absent 3 +academic 3 +accession 3 +accountable 3 +acquaint 3 +activate 3 +ad 3 +adaptability 3 +addiction 3 +adhere 3 +adjourn 3 +administratively 3 +admittedly 3 +adversely 3 +aerial 3 +affiliation 3 +aftermath 3 +afterwards 3 +aggravate 3 +airpower 3 +aisle 3 +alamo 3 +alarming 3 +alger 3 +algeria 3 +allege 3 +alley 3 +allocation 3 +alongside 3 +amazed 3 +amazing 3 +ambush 3 +amherst 3 +anger 3 +animosity 3 +annal 3 +annapolis 3 +antagonism 3 +anvil 3 +appomattox 3 +appreciably 3 +appropriations 3 +archaic 3 +aristocracy 3 +arithmetic 3 +arkansas 3 +array 3 +arson 3 +asiatic 3 +aspire 3 +assassinate 3 +asunder 3 +attendance 3 +attribute 3 +austrian 3 +authentic 3 +authorized 3 +baghdad 3 +balaguer 3 +bare 3 +barely 3 +barrel 3 +barren 3 +barricade 3 +beach 3 +beak 3 +beam 3 +bean 3 +beautification 3 +beef 3 +beg 3 +behavior 3 +believer 3 +beneath 3 +bequeath 3 +bipartisanship 3 +bismarck 3 +blast 3 +bleed 3 +blot 3 +blue 3 +blunt 3 +bolivar 3 +bonfire 3 +bonus 3 +booster 3 +booth 3 +bowie 3 +bowl 3 +boycott 3 +boyd 3 +brand 3 +breach 3 +bress 3 +brewster 3 +brute 3 +bryant 3 +budapest 3 +bureaucrat 3 +bureaucratic 3 +bureaus 3 +butter 3 +buyer 3 +calculated 3 +calmly 3 +campaigner 3 +canadian 3 +candidly 3 +cannot 3 +cap 3 +cardinal 3 +careless 3 +cargo 3 +caribbean 3 +carl 3 +carve 3 +cautious 3 +ceaseless 3 +celebration 3 +celestial 3 +censorship 3 +centralized 3 +chat 3 +cheaply 3 +chile 3 +chip 3 +cia 3 +circulate 3 +civility 3 +clarification 3 +classified 3 +classify 3 +clergy 3 +client 3 +clifford 3 +cling 3 +cloak 3 +clog 3 +clothing 3 +club 3 +coat 3 +code 3 +coffee 3 +cohesion 3 +comfortable 3 +commemoration 3 +commentary 3 +communique 3 +communize 3 +compact 3 +compass 3 +complement 3 +component 3 +compound 3 +comprise 3 +conceivable 3 +conciliatory 3 +concord 3 +concurrence 3 +conditionally 3 +conducive 3 +confederation 3 +confirmation 3 +confusing 3 +congestion 3 +conquering 3 +consonant 3 +conspicuous 3 +conspire 3 +contaminate 3 +contamination 3 +contempt 3 +continual 3 +continuance 3 +contracts 3 +contributory 3 +convenience 3 +converge 3 +convincing 3 +coolidge 3 +coordinated 3 +corrective 3 +counseling 3 +counselor 3 +counterpart 3 +courtroom 3 +covert 3 +crash 3 +creature 3 +credible 3 +crest 3 +crippled 3 +crutcher 3 +cubans 3 +curtail 3 +curve 3 +cynic 3 +cyrus 3 +dag 3 +daley 3 +dangers 3 +darken 3 +deaf 3 +deceit 3 +deceive 3 +deduct 3 +deductible 3 +deepening 3 +deescalate 3 +deescalation 3 +definitely 3 +del 3 +demean 3 +demonstrator 3 +denmark 3 +denunciation 3 +departments 3 +depreciable 3 +deprived 3 +descendant 3 +desirability 3 +destitution 3 +deteriorate 3 +detest 3 +devout 3 +dialog 3 +dialogue 3 +dick 3 +diligent 3 +dillon 3 +dime 3 +dimly 3 +diplomatically 3 +directive 3 +directors 3 +disapprove 3 +discontinue 3 +discourse 3 +discredit 3 +dismay 3 +displace 3 +disposition 3 +disproportionate 3 +dissipation 3 +distil 3 +divisions 3 +divorce 3 +dobrynin 3 +dominicans 3 +donald 3 +dose 3 +downturn 3 +downward 3 +dry 3 +dunn 3 +dusk 3 +dwarf 3 +dwell 3 +eagle 3 +eastward 3 +elder 3 +electoral 3 +electrical 3 +electrification 3 +elevate 3 +ellender 3 +eloquence 3 +eloquently 3 +eminence 3 +encircle 3 +endorsement 3 +endow 3 +energetic 3 +engaged 3 +enlargement 3 +ensue 3 +entertainment 3 +enthusiastic 3 +enthusiastically 3 +entity 3 +envision 3 +epidemic 3 +er 3 +eradicate 3 +erosion 3 +erupt 3 +este 3 +esteem 3 +evasion 3 +ex 3 +exceptional 3 +exceptionally 3 +excite 3 +exertion 3 +exhilaration 3 +exodus 3 +expansionary 3 +expedition 3 +expeditious 3 +expeditiously 3 +explicit 3 +exporter 3 +fanfare 3 +fantasy 3 +fat 3 +favorite 3 +feat 3 +feather 3 +federalism 3 +federalize 3 +feeding 3 +fervent 3 +fervently 3 +fester 3 +fiat 3 +fibre 3 +finished 3 +fireside 3 +fishery 3 +fixing 3 +flame 3 +flat 3 +flaw 3 +fluctuation 3 +fold 3 +footstep 3 +forcefully 3 +forecast 3 +forefront 3 +forego 3 +foretell 3 +formally 3 +formerly 3 +forthright 3 +forthwith 3 +foul 3 +fourthly 3 +fowler 3 +frenzy 3 +frustrating 3 +furth 3 +gallery 3 +gallon 3 +garage 3 +gettysburg 3 +gibson 3 +gladness 3 +gleam 3 +goodby 3 +goodnight 3 +goodwill 3 +gordon 3 +grandeur 3 +grandfather 3 +gratified 3 +greater 3 +greed 3 +grievance 3 +gromyko 3 +grouping 3 +guidepost 3 +haiphong 3 +hallmark 3 +hamlet 3 +happening 3 +happily 3 +harass 3 +hare 3 +heckler 3 +heedless 3 +helped 3 +herald 3 +hideous 3 +hitherto 3 +holiness 3 +holler 3 +homeless 3 +homeowner 3 +honorary 3 +hospitality 3 +hostage 3 +housewife 3 +hughes 3 +humanitarian 3 +humbly 3 +humiliate 3 +hurry 3 +hurst 3 +hutchinson 3 +hydroelectric 3 +idealistic 3 +illuminate 3 +imbalance 3 +immeasurable 3 +immoral 3 +impairs 3 +imperialistic 3 +implicate 3 +impressed 3 +inauguration 3 +inc 3 +incapable 3 +inception 3 +inch 3 +inclined 3 +inconsistent 3 +incorporate 3 +increment 3 +indefinite 3 +indignation 3 +inducement 3 +ineffective 3 +inefficiency 3 +inextricably 3 +infancy 3 +infantry 3 +infirmity 3 +influential 3 +initially 3 +initiation 3 +inner 3 +innumerable 3 +insignificant 3 +insinuation 3 +inspiring 3 +instinct 3 +interceptor 3 +interim 3 +intermediate 3 +interruption 3 +invader 3 +invent 3 +investigative 3 +isaiah 3 +israeli 3 +ix 3 +jam 3 +japanese 3 +jarring 3 +jeopardy 3 +jones 3 +journal 3 +joy 3 +juan 3 +kaiser 3 +keenly 3 +kentucky 3 +kevin 3 +kick 3 +knowledgeable 3 +krag 3 +landscape 3 +lean 3 +leap 3 +lease 3 +lecture 3 +liberalize 3 +liberate 3 +lifeline 3 +lifting 3 +lighten 3 +likelihood 3 +limitless 3 +linger 3 +litigation 3 +lock 3 +lofty 3 +logic 3 +logical 3 +logistical 3 +lopez 3 +lowering 3 +lucky 3 +lung 3 +maddox 3 +madness 3 +magic 3 +magnify 3 +malice 3 +manchuria 3 +manmade 3 +mansion 3 +mar 3 +marketing 3 +mars 3 +marxist 3 +masse 3 +materiel 3 +maternal 3 +mayors 3 +mcclendon 3 +mccloy 3 +mcculloch 3 +mcdivitt 3 +mcgeorge 3 +mcnaughton 3 +meager 3 +medal 3 +melancholy 3 +memorable 3 +memorandum 3 +merger 3 +michael 3 +migratory 3 +mike 3 +mileage 3 +milestone 3 +milton 3 +mingle 3 +minimal 3 +miraculous 3 +misfortune 3 +misguided 3 +misjudge 3 +misuse 3 +mitigate 3 +mixed 3 +mixture 3 +mob 3 +mold 3 +momentary 3 +momentous 3 +monstrous 3 +monthly 3 +mortar 3 +moss 3 +movie 3 +multitude 3 +munich 3 +municipal 3 +murphy 3 +naive 3 +nassau 3 +nearby 3 +needed 3 +negative 3 +negotiable 3 +nerve 3 +neutralist 3 +nikita 3 +nonessential 3 +nonnuclear 3 +northwest 3 +notable 3 +notion 3 +obsess 3 +obsolescence 3 +obstruct 3 +oh 3 +ohio 3 +operating 3 +oppressive 3 +ordain 3 +ordnance 3 +outbreak 3 +outgo 3 +outlet 3 +outraged 3 +outrun 3 +outspent 3 +outweigh 3 +overcrowd 3 +overcrowded 3 +overlap 3 +overriding 3 +overtime 3 +overture 3 +ownership 3 +pack 3 +para 3 +parade 3 +paragraph 3 +parochial 3 +parrot 3 +partly 3 +passenger 3 +pathway 3 +paycheck 3 +peacekeeping 3 +peacemaker 3 +penetration 3 +perish 3 +permissible 3 +permission 3 +persistently 3 +persuasive 3 +pertinent 3 +pessimism 3 +peter 3 +ph 3 +philip 3 +photographer 3 +pilgrimage 3 +pitfall 3 +pittsburgh 3 +platitude 3 +plunder 3 +poisoning 3 +polish 3 +polls 3 +posterity 3 +postponement 3 +potomac 3 +pound 3 +powerplant 3 +prayerful 3 +precarious 3 +preferential 3 +preoccupation 3 +preschool 3 +pretense 3 +preventable 3 +priest 3 +prison 3 +progreso 3 +prominently 3 +pronouncement 3 +prosecution 3 +protestation 3 +provocative 3 +prudently 3 +psychological 3 +punta 3 +qualify 3 +quitter 3 +quota 3 +racketeering 3 +radar 3 +radiation 3 +rain 3 +ramsey 3 +rancor 3 +rating 3 +rationing 3 +reading 3 +readjustment 3 +rear 3 +rebellion 3 +recessionary 3 +recklessness 3 +reconcile 3 +recording 3 +redeye 3 +reedy 3 +reelection 3 +reestablish 3 +reestablishment 3 +regimentation 3 +registrar 3 +reign 3 +reinsurance 3 +relentless 3 +remake 3 +rental 3 +reopen 3 +reorient 3 +repetition 3 +replacement 3 +respectable 3 +respectively 3 +retarded 3 +retrospect 3 +reunification 3 +revelation 3 +revere 3 +revival 3 +revive 3 +rhode 3 +rhodes 3 +richardson 3 +richness 3 +rider 3 +rioter 3 +rip 3 +ripe 3 +rogers 3 +rollback 3 +romania 3 +roof 3 +ross 3 +rostow 3 +rostrum 3 +rounded 3 +rowan 3 +ruin 3 +ruling 3 +runaway 3 +saboteur 3 +sanction 3 +sanctity 3 +sap 3 +sarah 3 +sargent 3 +scientifically 3 +scranton 3 +screen 3 +scrutinize 3 +sectional 3 +securities 3 +seeker 3 +selfridge 3 +senseless 3 +sentimental 3 +sentinel 3 +sentry 3 +servicemen 3 +shaping 3 +shed 3 +shun 3 +signer 3 +silver 3 +simplification 3 +singiser 3 +situate 3 +skeptical 3 +slack 3 +slowdown 3 +smash 3 +smooth 3 +socialist 3 +solicitor 3 +solidly 3 +solitary 3 +someplace 3 +soundness 3 +southwest 3 +speaking 3 +spontaneous 3 +sport 3 +squadron 3 +sr 3 +stadium 3 +staebler 3 +staging 3 +stale 3 +standing 3 +stanford 3 +statesmanlike 3 +statue 3 +steal 3 +stenographer 3 +stereotype 3 +sternly 3 +stimulating 3 +stimulation 3 +straits 3 +strangle 3 +strengthened 3 +stricken 3 +stringent 3 +style 3 +sub 3 +subcontinent 3 +subscribe 3 +substitution 3 +subterfuge 3 +suffocate 3 +superb 3 +supplant 3 +supremacy 3 +surgeon 3 +susceptible 3 +suspend 3 +sustenance 3 +tailor 3 +taiwan 3 +takeover 3 +taking 3 +tap 3 +ted 3 +telegraph 3 +tent 3 +terribly 3 +tet 3 +thant 3 +thermonuclear 3 +thin 3 +thirteen 3 +thrill 3 +tightening 3 +tightly 3 +tolerant 3 +tomato 3 +torment 3 +tranquility 3 +tranquillity 3 +transaction 3 +transformation 3 +transmission 3 +trim 3 +tripartite 3 +troublesome 3 +truthfully 3 +tuberculosis 3 +tuck 3 +tutor 3 +twelfth 3 +twilight 3 +unaligned 3 +unalterable 3 +unborn 3 +unchallenged 3 +unconventional 3 +understatement 3 +undo 3 +uneasy 3 +unending 3 +unfavorable 3 +unhesitate 3 +uniformity 3 +unjustifiable 3 +unjustified 3 +unlawful 3 +unlock 3 +unmask 3 +unmistakable 3 +unprotected 3 +unsatisfactory 3 +unselfishness 3 +unshakable 3 +unsuccessful 3 +untended 3 +untold 3 +unworthy 3 +upgrade 3 +upper 3 +uproot 3 +usage 3 +utilization 3 +utter 3 +vanish 3 +venus 3 +vest 3 +viable 3 +victorian 3 +viii 3 +villager 3 +violently 3 +virtual 3 +vocational 3 +volume 3 +voyage 3 +warship 3 +waterway 3 +waver 3 +weld 3 +wendell 3 +westward 3 +whatsoever 3 +whereas 3 +whitney 3 +willful 3 +windfall 3 +winning 3 +wondrous 3 +works 3 +worsen 3 +worship 3 +wrestle 3 +wright 3 +wrongdoing 3 +x 3 +yearning 3 +yell 3 +zero 3 +½ 3 +0 2 +103 2 +107 2 +108 2 +121 2 +12th 2 +13th 2 +154 2 +163 2 +1630 2 +16th 2 +170 2 +178 2 +1804 2 +1830 2 +1832 2 +1861 2 +1878 2 +188 2 +18th 2 +1900 2 +1901 2 +1903 2 +1918 2 +1928 2 +1931 2 +1933 2 +21st 2 +22d 2 +251 2 +312 2 +33d 2 +34 2 +37th 2 +450 2 +452 2 +49 2 +5000 2 +504 2 +530 2 +54 2 +550 2 +5th 2 +662 2 +71 2 +72 2 +76 2 +78 2 +81 2 +83d 2 +84th 2 +850 2 +86 2 +87th 2 +89 2 +93rd 2 +94 2 +95 2 +97 2 +98 2 +abbreviate 2 +abound 2 +abstain 2 +abyss 2 +accentuate 2 +accessible 2 +accustom 2 +acquiesce 2 +acquiescence 2 +acting 2 +acutely 2 +adjoining 2 +adjudication 2 +admirable 2 +admirer 2 +admonition 2 +ado 2 +adolfo 2 +adore 2 +adversity 2 +advisable 2 +affidavit 2 +affiliated 2 +affirmatively 2 +affliction 2 +affluence 2 +affluent 2 +affront 2 +aflame 2 +aflcio 2 +africans 2 +aggregate 2 +agitator 2 +aiken 2 +airborne 2 +airman 2 +airshed 2 +airwave 2 +akin 2 +ala 2 +alarmed 2 +alertness 2 +alianza 2 +align 2 +alignment 2 +allay 2 +alleviation 2 +allude 2 +aloud 2 +alvim 2 +amass 2 +amassing 2 +ambulance 2 +americana 2 +amid 2 +amidst 2 +amnesty 2 +ancestor 2 +animate 2 +annihilate 2 +ant 2 +antiaircraft 2 +anticommunism 2 +antietam 2 +antimissile 2 +antipoverty 2 +anymore 2 +anyplace 2 +anytime 2 +apostle 2 +appal 2 +appalachian 2 +appease 2 +appointee 2 +appreciable 2 +arabia 2 +archibald 2 +architect 2 +archives 2 +arctic 2 +arduous 2 +argentina 2 +arias 2 +aristotle 2 +arms 2 +arnold 2 +arrogant 2 +arrogantly 2 +arrow 2 +artery 2 +articulate 2 +artistic 2 +ashe 2 +assemblies 2 +asserted 2 +asylum 2 +atoms 2 +atrocity 2 +attainable 2 +auction 2 +ave 2 +aviator 2 +awakening 2 +awkward 2 +backing 2 +backwards 2 +bailey 2 +bait 2 +balk 2 +baltic 2 +bane 2 +baptist 2 +barnes 2 +barre 2 +battleline 2 +baylor 2 +beagle 2 +bearer 2 +beautify 2 +bedroom 2 +beget 2 +bench 2 +benefactor 2 +bent 2 +berliner 2 +berliners 2 +beseech 2 +besiege 2 +bessemer 2 +bestow 2 +bible 2 +biblical 2 +bicentennial 2 +bid 2 +bin 2 +birthright 2 +blanket 2 +bleak 2 +blend 2 +blighted 2 +blur 2 +bodily 2 +boil 2 +boldness 2 +bolivia 2 +bolster 2 +bombastic 2 +boon 2 +boost 2 +boredom 2 +borrowing 2 +branches 2 +brandeis 2 +brandt 2 +breakfast 2 +brevard 2 +brezhnev 2 +brig 2 +brigham 2 +brighter 2 +brisk 2 +broadcaster 2 +brood 2 +brooke 2 +brothers 2 +bruce 2 +buck 2 +bulge 2 +bully 2 +bullying 2 +burbank 2 +burglary 2 +burning 2 +bushel 2 +butler 2 +button 2 +ca 2 +cab 2 +calamitous 2 +caliber 2 +camel 2 +cancellation 2 +capitalism 2 +capitalist 2 +caracas 2 +card 2 +caroline 2 +carryover 2 +cat 2 +cattle 2 +catton 2 +caucus 2 +ccc 2 +census 2 +certify 2 +chairmanship 2 +chamizal 2 +chasm 2 +cheek 2 +cheerless 2 +chemical 2 +cherished 2 +childhood 2 +children 2 +christ 2 +christians 2 +chronically 2 +cigarette 2 +citizenry 2 +clad 2 +claimed 2 +clamor 2 +clandestine 2 +classic 2 +clergyman 2 +clinical 2 +closeness 2 +closet 2 +clutter 2 +coeducational 2 +coerce 2 +coexistence 2 +cohen 2 +cohesive 2 +coin 2 +collar 2 +collector 2 +colombian 2 +colorful 2 +commence 2 +commercially 2 +commissioners 2 +committee1 2 +communications 2 +companionship 2 +comparative 2 +comparatively 2 +compartment 2 +compatible 2 +comply 2 +composition 2 +comrade 2 +concealment 2 +concentrated 2 +conclusive 2 +conferences 2 +confess 2 +confide 2 +confinement 2 +conflicting 2 +confound 2 +congratulation 2 +conjugate 2 +conjunction 2 +consciousness 2 +conscript 2 +consensus 2 +conservatives 2 +consistency 2 +consolidation 2 +conspirator 2 +consultant 2 +contagious 2 +contemptuous 2 +contention 2 +contested 2 +contingent 2 +continuously 2 +contradict 2 +contradictory 2 +controllable 2 +controversial 2 +convene 2 +conversion 2 +cook 2 +coordinator 2 +cordiality 2 +corp 2 +corridor 2 +couch 2 +counteract 2 +courageously 2 +cousin 2 +cowardly 2 +crack 2 +cradle 2 +craig 2 +cream 2 +credential 2 +creep 2 +crescent 2 +crook 2 +crucially 2 +culminate 2 +cultivate 2 +cummings 2 +cup 2 +cursing 2 +curtis 2 +custodial 2 +customarily 2 +customer 2 +cutting 2 +dairy 2 +dakota 2 +dan 2 +dance 2 +darkly 2 +dash 2 +daylight 2 +dearly 2 +debating 2 +decaying 2 +deceased 2 +decisiveness 2 +declassify 2 +decorate 2 +decree 2 +defeatist 2 +defector 2 +defensible 2 +deferment 2 +defiant 2 +deficient 2 +defraud 2 +degrade 2 +degrading 2 +deletion 2 +delineate 2 +delude 2 +dent 2 +dependency 2 +deplorable 2 +deployable 2 +depreciate 2 +deprivation 2 +deregulation 2 +derogatory 2 +deserter 2 +despotic 2 +destination 2 +destine 2 +detection 2 +developing 2 +developmental 2 +devolve 2 +dewey 2 +dig 2 +digest 2 +dilapidated 2 +diluted 2 +dine 2 +dire 2 +disadvantage 2 +disallow 2 +disarm 2 +disavow 2 +discard 2 +discern 2 +disciplined 2 +discount 2 +discouragement 2 +discouraging 2 +discourtesy 2 +disgraceful 2 +disguise 2 +disillusionment 2 +disintegration 2 +disloyal 2 +dismal 2 +dismantle 2 +dismantling 2 +dismissal 2 +disorderly 2 +dissatisfaction 2 +disseminate 2 +dissemination 2 +distinct 2 +distract 2 +disunity 2 +diverging 2 +dividing 2 +domain 2 +dome 2 +doolittle 2 +doorkeeper 2 +doorway 2 +doubling 2 +doubly 2 +doubtless 2 +downtown 2 +drafting 2 +dramatize 2 +dress 2 +dropout 2 +dryden 2 +duplicate 2 +dure 2 +dust 2 +dwindle 2 +eagerly 2 +eagerness 2 +earmark 2 +economics 2 +eec 2 +egyptian 2 +ein 2 +el 2 +elaboration 2 +elation 2 +electrify 2 +elizabeth 2 +elliot 2 +ellsworth 2 +embargoed 2 +embarrassment 2 +embattle 2 +emergent 2 +emissary 2 +emotional 2 +enclave 2 +encroach 2 +ending 2 +endlessly 2 +engender 2 +enjoyment 2 +enlarged 2 +enlightenment 2 +enlistment 2 +enshrine 2 +entail 2 +entirety 2 +entrench 2 +entry 2 +environmental 2 +envisage 2 +envy 2 +equate 2 +equipped 2 +err 2 +es 2 +estonia 2 +eternally 2 +eulogy 2 +evader 2 +eventful 2 +eventuality 2 +evolutionary 2 +exaggerate 2 +exaggeration 2 +exceedingly 2 +excessively 2 +exclusive 2 +exhausted 2 +exhaustive 2 +exhibit 2 +expansionism 2 +expectant 2 +expedient 2 +expel 2 +expiration 2 +exploratory 2 +exposure 2 +extended 2 +extermination 2 +fa 2 +fabrication 2 +fabrics 2 +facet 2 +faint 2 +fairchild 2 +faithfulness 2 +fake 2 +falsely 2 +fan 2 +fanatical 2 +farmland 2 +farris 2 +farsighte 2 +farth 2 +fatherland 2 +feasibility 2 +feels 2 +fellowman 2 +ferret 2 +fervor 2 +fifteenth 2 +figueres 2 +findley 2 +fireman 2 +fisher 2 +fisherman 2 +fitful 2 +fitfully 2 +fittingly 2 +flagrant 2 +flammable 2 +flaunt 2 +fledged 2 +flesh 2 +fling 2 +flout 2 +focal 2 +fogarty 2 +foment 2 +fond 2 +foolhardy 2 +foolproof 2 +forceful 2 +forcibly 2 +forecasting 2 +foreigner 2 +foreman 2 +foreshadow 2 +forfeit 2 +fountainhead 2 +frankie 2 +frankness 2 +fraternal 2 +freeze 2 +freight 2 +friction 2 +frighten 2 +frightening 2 +fringe 2 +frontline 2 +frugality 2 +ft 2 +fuller 2 +fundamentally 2 +funnel 2 +furnace 2 +gainer 2 +gallantly 2 +gardener 2 +gateway 2 +generality 2 +generals 2 +geographical 2 +georgetown 2 +gesture 2 +gibraltar 2 +gifted 2 +gigantic 2 +glacial 2 +glance 2 +glaring 2 +gloom 2 +glow 2 +goethe 2 +golf 2 +goodpaster 2 +gore 2 +gossip 2 +governed 2 +governing 2 +governments 2 +gracious 2 +graciousness 2 +grammar 2 +grandson 2 +greeley 2 +gridiron 2 +grievous 2 +griswold 2 +grocer 2 +grower 2 +guarantor 2 +guarding 2 +guatemala 2 +gubernatorial 2 +gunfire 2 +gunpowder 2 +hair 2 +hamper 2 +handout 2 +handsome 2 +harding 2 +harkins 2 +harold 2 +harshly 2 +harshness 2 +hassel 2 +hastily 2 +hat 2 +hatch 2 +hatfield 2 +hay 2 +heading 2 +headquarter 2 +heap 2 +heartbeat 2 +heartland 2 +hectic 2 +heel 2 +hell 2 +helplessly 2 +henceforth 2 +hesitant 2 +hidden 2 +hinder 2 +hobble 2 +hodges 2 +holder 2 +hole 2 +holier 2 +holy 2 +homework 2 +honorably 2 +hopelessness 2 +horn 2 +horrible 2 +hospitable 2 +hourly 2 +howl 2 +hubbard 2 +hue 2 +hugh 2 +humiliating 2 +hundredth 2 +hypocrisy 2 +ich 2 +identical 2 +idleness 2 +illustration 2 +imitate 2 +immune 2 +impaired 2 +impart 2 +impartially 2 +impeach 2 +impel 2 +impenetrable 2 +imperatively 2 +imperfection 2 +impounding 2 +impoverished 2 +imprisonment 2 +inadvertent 2 +inappropriate 2 +inclination 2 +incompetence 2 +inconclusive 2 +incontrovertible 2 +indebted 2 +indemnify 2 +indulgence 2 +inevitability 2 +inexhaustible 2 +inexorably 2 +inferior 2 +infinite 2 +inflate 2 +informative 2 +ingenious 2 +inhabit 2 +inhibition 2 +inject 2 +injure 2 +innocence 2 +innuendo 2 +inquire 2 +inseparably 2 +insoluble 2 +inspect 2 +instal 2 +install 2 +instigate 2 +instill 2 +instructor 2 +instrumentality 2 +insured 2 +intangible 2 +integrated 2 +intellect 2 +intensified 2 +intentione 2 +intently 2 +intercept 2 +internally 2 +interrelated 2 +interrelationship 2 +interrogatory 2 +intertwine 2 +inthe 2 +intimately 2 +intricate 2 +intrigue 2 +intrusion 2 +invariably 2 +iraq 2 +ireland 2 +ironic 2 +irrational 2 +irreparable 2 +irresistibly 2 +irresponsibility 2 +irritation 2 +isolationism 2 +issuance 2 +iwo 2 +jamestown 2 +jaworski 2 +jenkins 2 +jews 2 +jima 2 +joe 2 +johnstown 2 +jointly 2 +jose 2 +joseph 2 +journalism 2 +joyous 2 +judgement 2 +judicially 2 +jump 2 +juncture 2 +jupiter 2 +justified 2 +kalmbach 2 +katherine 2 +keating 2 +kidnaping 2 +kidnapping 2 +kindly 2 +kindness 2 +klieg 2 +knee 2 +known 2 +laboriously 2 +landon 2 +lane 2 +lao 2 +lapse 2 +larry 2 +lastingly 2 +lateral 2 +latvia 2 +lawful 2 +lawn 2 +lbj 2 +leading 2 +leak 2 +ledger 2 +legation 2 +legend 2 +legislate 2 +legislatively 2 +lemay 2 +lemon 2 +lengthen 2 +leonidas 2 +leroy 2 +lethal 2 +lever 2 +liberia 2 +license 2 +licking 2 +lifeblood 2 +lightning 2 +linowitz 2 +liquidate 2 +lisagor 2 +listener 2 +lithuania 2 +litter 2 +liuzzo 2 +lively 2 +llewellyn 2 +loaf 2 +lobbying 2 +locally 2 +lockheed 2 +loneliest 2 +loom 2 +louder 2 +loudly 2 +lousy 2 +lovable 2 +loved 2 +lowell 2 +lsd 2 +luci 2 +lunar 2 +lurk 2 +lust 2 +macaulay 2 +mailing 2 +mainstream 2 +maj 2 +makan 2 +maker 2 +malaysian 2 +maneuvering 2 +manifold 2 +manipulate 2 +marching 2 +marion 2 +markedly 2 +married 2 +marvel 2 +mary 2 +massacre 2 +matchless 2 +mathematic 2 +matthew 2 +mature 2 +maximize 2 +mcclellan 2 +mckee 2 +me 2 +meany 2 +mear 2 +measured 2 +median 2 +mediocrity 2 +mediterranean 2 +men 2 +mercenary 2 +merchant 2 +metallurgy 2 +methodist 2 +miami 2 +microphone 2 +midway 2 +midwest 2 +mills 2 +mindless 2 +mining 2 +ministration 2 +minneapolis 2 +mirror 2 +miscalculate 2 +miserable 2 +misinterpretation 2 +misreading 2 +mistakenly 2 +mix 2 +mo 2 +mockery 2 +molestation 2 +montana 2 +monumental 2 +moratorium 2 +mormon 2 +morrill 2 +moses 2 +moton 2 +mourning 2 +mp 2 +multiple 2 +muscle 2 +muse 2 +music 2 +mythology 2 +nabrit 2 +nail 2 +nameless 2 +nancy 2 +nationalists 2 +nationality 2 +naught 2 +navigation 2 +nazi 2 +nazis 2 +nervous 2 +nest 2 +neutralize 2 +newhouse 2 +newsmen 2 +newspapers 2 +nobel 2 +nobility 2 +nobly 2 +nonexistent 2 +nonfarm 2 +nonpartisan 2 +nonsense 2 +nonstrategic 2 +norman 2 +normandy 2 +northeast 2 +nourished 2 +nowhere 2 +oak 2 +oasis 2 +obligational 2 +oblige 2 +obstinate 2 +obstruction 2 +obtainable 2 +occasional 2 +odegaard 2 +odious 2 +officeholder 2 +offices 2 +okinawa 2 +olive 2 +omniscient 2 +onward 2 +opa 2 +operator 2 +opportunism 2 +opportunities 2 +optimist 2 +ordinance 2 +organ 2 +organizational 2 +originate 2 +osborne 2 +otto 2 +outdo 2 +outpace 2 +outrageous 2 +outskirt 2 +outstrip 2 +overburden 2 +overflow 2 +overproduce 2 +overrunning 2 +overstate 2 +overt 2 +overwhelm 2 +overwork 2 +overzealous 2 +owens 2 +owner 2 +padding 2 +paddy 2 +pageantry 2 +painting 2 +palace 2 +palestine 2 +panamanians 2 +paradox 2 +paramount 2 +parks 2 +parliament 2 +parties 2 +paso 2 +paternalistic 2 +pathet 2 +patricia 2 +patrick 2 +payload 2 +peacemake 2 +peanut 2 +peasant 2 +peculiar 2 +peer 2 +peevish 2 +pen 2 +perception 2 +pestilence 2 +phantom 2 +phenomenal 2 +phenomenon 2 +philosopher 2 +philosophical 2 +physics 2 +picketing 2 +pillage 2 +pin 2 +pious 2 +pitch 2 +placate 2 +plains 2 +plastic 2 +plateau 2 +plebiscite 2 +plow 2 +plunge 2 +po 2 +podium 2 +pointless 2 +poise 2 +polarize 2 +pole 2 +pomona 2 +pornography 2 +portray 2 +positively 2 +pot 2 +potent 2 +potentiality 2 +potsdam 2 +poultry 2 +pow 2 +pratt 2 +precommitment 2 +preferable 2 +premature 2 +premise 2 +prenatal 2 +preoccupied 2 +pretension 2 +pretext 2 +prick 2 +prideful 2 +probability 2 +procure 2 +profess 2 +profitably 2 +progressively 2 +propagandist 2 +proponent 2 +protectionism 2 +protestants 2 +provincial 2 +psychologically 2 +publicity 2 +publicize 2 +punitive 2 +purposeful 2 +purposeless 2 +pursueth 2 +puzzle 2 +qualification 2 +que 2 +quicken 2 +quid 2 +rabid 2 +radford 2 +radiate 2 +radical 2 +rage 2 +ram 2 +ramification 2 +rashly 2 +ratification 2 +ration 2 +raymond 2 +reader 2 +reaffirmation 2 +realist 2 +realm 2 +reapportionment 2 +reappraisal 2 +reappraise 2 +reasoned 2 +reassurance 2 +reassuring 2 +rebirth 2 +recapture 2 +recital 2 +recite 2 +recognizable 2 +recommitment 2 +recrimination 2 +recruit 2 +recur 2 +recurrent 2 +rededication 2 +redirect 2 +redirection 2 +redwood 2 +reed 2 +reelect 2 +reexamination 2 +regularity 2 +reinforcement 2 +reinstitute 2 +reinveste 2 +rekindle 2 +relay 2 +relentlessly 2 +relinquish 2 +remiss 2 +repartee 2 +repressive 2 +repulsive 2 +requisite 2 +resentment 2 +residential 2 +residual 2 +resources 2 +respecter 2 +respectful 2 +restate 2 +retired 2 +retract 2 +retread 2 +revolting 2 +rhineland 2 +ribbon 2 +ridge 2 +ridicule 2 +riffle 2 +rightness 2 +rigor 2 +rigorous 2 +rigorously 2 +robust 2 +rocky 2 +rodino 2 +rog 2 +roger 2 +rose 2 +rot 2 +rs 2 +rubble 2 +runway 2 +ruthlessly 2 +ryan 2 +saddle 2 +sadly 2 +said 2 +saint 2 +salaries 2 +saline 2 +salt 2 +sand 2 +sanguinary 2 +satisfying 2 +saudi 2 +savagery 2 +saying 2 +scab 2 +scan 2 +scenic 2 +schlesinger 2 +scholastic 2 +schonbrunn 2 +schoolchildren 2 +schooling 2 +schoolteacher 2 +scorn 2 +scrip 2 +scruple 2 +scrupulous 2 +sealift 2 +secretariat 2 +seep 2 +seethe 2 +segregate 2 +selfless 2 +senatorial 2 +sensitivity 2 +separately 2 +sequence 2 +serene 2 +sermon 2 +servitude 2 +sever 2 +shackle 2 +shale 2 +shallow 2 +shameful 2 +sharecropper 2 +shareholder 2 +sharpen 2 +sheet 2 +shirk 2 +shooting 2 +shop 2 +shoreham 2 +shrine 2 +sideline 2 +signatory 2 +signing 2 +simplicity 2 +sinew 2 +sino 2 +skeptic 2 +skillful 2 +slam 2 +slaughter 2 +slavish 2 +slippery 2 +smart 2 +smile 2 +smog 2 +smoke 2 +sneak 2 +snoop 2 +socialization 2 +socially 2 +soften 2 +softness 2 +sol 2 +solicit 2 +someway 2 +song 2 +sordid 2 +sore 2 +sorrowful 2 +soulless 2 +soup 2 +spank 2 +sparkman 2 +specialized 2 +specter 2 +spectrum 2 +spiritually 2 +splendor 2 +spotlight 2 +springtime 2 +spruance 2 +spy 2 +stabilization 2 +stagger 2 +stalinist 2 +standstill 2 +staple 2 +starting 2 +starve 2 +statecraft 2 +statehouse 2 +stationing 2 +statistical 2 +steadfastly 2 +steadiness 2 +steam 2 +steaming 2 +steelworkers 2 +stevens 2 +stomp 2 +stormy 2 +straighten 2 +strenuous 2 +structural 2 +stuart 2 +submerge 2 +succinctly 2 +succumb 2 +sufferance 2 +sullen 2 +superintendent 2 +supervisory 2 +supposedly 2 +supremely 2 +swamp 2 +sweden 2 +sweet 2 +swindle 2 +swollen 2 +symington 2 +syndicate 2 +tag 2 +tail 2 +takla 2 +tall 2 +tame 2 +tapeworm 2 +tar 2 +taut 2 +teachers 2 +teapot 2 +technically 2 +tem 2 +tempest 2 +tender 2 +tenet 2 +tense 2 +tentative 2 +tenuous 2 +terminal 2 +terrorize 2 +texan 2 +textbook 2 +thee 2 +theft 2 +thepeople 2 +thereto 2 +thermo 2 +thermopylae 2 +thief 2 +thirst 2 +thirteenth 2 +thor 2 +thread 2 +threatened 2 +thumb 2 +thunberg 2 +thuy 2 +thwart 2 +timber 2 +tireless 2 +titan 2 +titanium 2 +tobriner 2 +tohave 2 +tommy 2 +tongue 2 +tooth 2 +tormented 2 +tory 2 +totality 2 +traceable 2 +trait 2 +trapping 2 +traveler 2 +treason 2 +tremble 2 +tremendously 2 +tribunal 2 +triomphe 2 +truck 2 +trujillo 2 +trumpet 2 +trusted 2 +tumble 2 +turner 2 +turnover 2 +tva 2 +tydings 2 +typically 2 +u235 2 +udall 2 +unabated 2 +unaccompanie 2 +unafraid 2 +unalienable 2 +unanswered 2 +unauthorized 2 +unbelievably 2 +unbounded 2 +unbreakable 2 +unchangeable 2 +uncomfortable 2 +uncover 2 +undercut 2 +underline 2 +undesirable 2 +undeveloped 2 +undivide 2 +undoing 2 +undoubtedly 2 +undramatic 2 +uneasiness 2 +uneconomic 2 +uneducated 2 +unequal 2 +unequivocal 2 +unfairness 2 +unflagging 2 +unforgettable 2 +unforgivable 2 +unhappily 2 +uninformed 2 +uniquely 2 +unjustly 2 +unlawfully 2 +unmindful 2 +unnatural 2 +unnecessarily 2 +unquestionably 2 +unquestione 2 +unreasone 2 +unrelenting 2 +unrivaled 2 +unscarre 2 +unskilled 2 +unsound 2 +unstinting 2 +unsure 2 +untenable 2 +unthinking 2 +untorn 2 +untrouble 2 +unused 2 +unwavering 2 +upheaval 2 +uprising 2 +upstream 2 +upswing 2 +usable 2 +usefully 2 +utterly 2 +va 2 +vacillation 2 +vagary 2 +valiantly 2 +valor 2 +valuation 2 +van 2 +vandenberg 2 +variance 2 +vatican 2 +vaughn 2 +vegetable 2 +vein 2 +verb 2 +verified 2 +verify 2 +vermont 2 +versailles 2 +versatility 2 +vex 2 +vicinity 2 +victor 2 +vigilantly 2 +vindicate 2 +vindication 2 +visionary 2 +vivid 2 +vulnerability 2 +wagner 2 +walleye 2 +walrath 2 +warehouse 2 +warmly 2 +wars 2 +warweakene 2 +watchful 2 +watching 2 +watershed 2 +weaponry 2 +weaver 2 +web 2 +webster 2 +wellbeing 2 +westy 2 +wet 2 +whenthey 2 +whet 2 +wholesome 2 +wiggins 2 +wilkes 2 +wilkins 2 +willis 2 +willkie 2 +wiretapping 2 +wishful 2 +withstand 2 +women 2 +wood 2 +wool 2 +wording 2 +workers 2 +workingman 2 +workshop 2 +worthless 2 +wou 2 +wpa 2 +wrack 2 +wrangling 2 +wreath 2 +wreck 2 +wrench 2 +writing 2 +xuan 2 +y 2 +yacht 2 +yardstick 2 +yarnell 2 +yellow 2 +yemen 2 +yonder 2 +yourselves 2 diff --git a/examples/data/speeches_2000-2024.tsv b/examples/data/speeches_2000-2024.tsv new file mode 100644 index 0000000..47eb427 --- /dev/null +++ b/examples/data/speeches_2000-2024.tsv @@ -0,0 +1,8444 @@ +the 31806 +and 24311 +be 22135 +to 21314 +of 17086 +we 15629 +that 12776 +a 12615 +in 11131 +i 10535 +have 8956 +it 7499 +you 7464 +our 7374 +they 6306 +for 6272 +not 6088 +do 5900 +this 4893 +will 4581 +on 3958 +with 3853 +s 3769 +but 3447 +people 3289 +as 3213 +all 2855 +can 2837 +so 2800 +go 2779 +re 2619 +their 2611 +applause 2478 +what 2422 +who 2421 +by 2349 +more 2343 +make 2316 +from 2261 +president 2191 +america 2183 +know 2121 +get 2106 +he 2091 +year 2069 +at 2047 +say 1961 +country 1929 +or 1908 +one 1873 +work 1852 +there 1733 +want 1702 +american 1681 +about 1666 +now 1662 +if 1655 +an 1609 +because 1587 +just 1577 +world 1575 +when 1534 +time 1521 +ve 1520 +very 1505 +my 1457 +new 1451 +well 1446 +nation 1435 +these 1428 +come 1376 +than 1376 +no 1374 +up 1365 +great 1353 +take 1335 +thank 1317 +your 1316 +see 1311 +right 1297 +would 1262 +those 1249 +good 1235 +here 1216 +class 1213 +every 1203 +other 1178 +like 1175 +job 1174 +think 1160 +out 1131 +americans 1097 +span 1094 +need 1081 +many 1069 +some 1065 +united 1037 +help 1025 +way 1000 +also 994 +over 975 +must 949 +give 929 +states 894 +life 883 +thing 881 +let 870 +should 865 +how 861 +today 861 +day 849 +ll 830 +where 825 +family 823 +child 808 +q 784 +look 780 +much 773 +million 770 +long 755 +first 746 +last 740 +state 740 +war 738 +m 734 +government 723 +back 719 +his 709 +never 703 +into 699 +only 688 +most 685 +why 678 +security 674 +could 665 +economy 665 +lot 658 +two 653 +believe 649 +build 648 +even 648 +together 644 +its 641 +down 637 +ask 631 +business 628 +home 626 +future 624 +happen 614 +she 611 +law 605 +call 601 +own 594 +which 594 +congress 584 +through 576 +health 568 +talk 567 +keep 566 +care 561 +stand 560 +tell 554 +before 552 +end 548 +pay 546 +use 546 +history 545 +support 545 +man 541 +s1 539 +change 533 +tonight 529 +woman 520 +freedom 518 +plan 517 +t 514 +any 513 +high 513 +ever 512 +act 510 +after 508 +n 506 +fight 503 +force 500 +put 500 +citizen 493 +mean 491 +iraq 489 +place 488 +tax 486 +then 485 +000 479 +strong 476 +school 472 +worker 470 +military 464 +big 463 +power 463 +create 460 +bring 459 +protect 457 +democracy 456 +pass 456 +too 455 +continue 454 +hard 451 +against 450 +leader 444 +hope 440 +p 439 +community 438 +again 436 +lead 432 +p1 431 +same 429 +number 427 +peace 420 +still 419 +love 417 +meet 417 +system 417 +cut 414 +reform 413 +start 413 +may 412 +month 407 +god 404 +live 404 +company 403 +mr 403 +free 402 +terrorist 402 +border 401 +next 399 +leave 396 +really 396 +lose 394 +include 391 +ago 388 +always 388 +middle 384 +afghanistan 380 +energy 379 +face 379 +sure 379 +find 377 +question 377 +around 376 +week 374 +something 371 +billion 369 +part 368 +speak 367 +percent 365 +effort 363 +important 361 +provide 361 +laughter 360 +begin 357 +across 356 +bill 354 +young 354 +deal 352 +money 348 +member 346 +another 345 +vote 345 +win 345 +issue 343 +economic 341 +move 339 +able 337 +human 337 +hear 333 +bad 332 +while 332 +challenge 330 +open 330 +try 330 +administration 327 +national 325 +clear 324 +few 324 +opportunity 323 +problem 322 +china 321 +grow 318 +cost 316 +decade 314 +without 314 +fact 311 +idea 310 +her 309 +promise 309 +both 308 +election 307 +stop 307 +attack 305 +each 301 +test 301 +progress 299 +thousand 299 +serve 298 +action 297 +send 296 +already 295 +far 293 +drug 292 +ahead 291 +small 290 +past 289 +since 289 +allow 288 +three 287 +forward 285 +run 285 +share 284 +understand 284 +yet 284 +friend 282 +off 278 +justice 277 +safe 277 +generation 276 +under 276 +d 275 +save 273 +word 271 +threat 270 +different 269 +house 267 +program 267 +set 265 +troop 265 +close 264 +federal 264 +governor 264 +insurance 264 +party 263 +responsibility 263 +point 261 +u 261 +hold 259 +dollar 258 +true 256 +market 255 +show 255 +between 254 +case 254 +step 254 +moment 253 +weapon 253 +defend 251 +office 249 +rule 249 +violence 248 +four 247 +increase 247 +democrats 246 +everybody 246 +interest 246 +honor 245 +value 245 +large 243 +century 240 +1 238 +away 238 +crisis 238 +require 238 +incredible 237 +little 237 +nothing 237 +whether 237 +low 234 +city 233 +second 233 +reach 232 +spend 232 +join 230 +old 230 +order 228 +decision 227 +everything 227 +sign 227 +become 226 +choice 226 +trade 226 +al 225 +please 225 +nearly 224 +israel 223 +washington 221 +respect 219 +turn 219 +college 218 +education 218 +bless 216 +matter 216 +once 216 +policy 216 +ally 214 +feel 214 +remember 214 +story 214 +goal 212 +agree 210 +fellow 210 +republicans 210 +secure 210 +folk 209 +choose 208 +ensure 208 +kill 208 +fair 207 +liberty 207 +raise 207 +secretary 207 +chance 204 +regime 204 +base 203 +nuclear 203 +seek 203 +trump 203 +reason 202 +yes 202 +investment 200 +term 200 +everyone 199 +commitment 198 +possible 198 +watch 198 +dream 197 +faith 197 +cause 195 +record 195 +single 195 +half 193 +learn 193 +russia 193 +student 193 +global 192 +public 192 +common 191 +result 191 +enemy 190 +proud 190 +region 190 +heart 189 +iraqi 189 +less 189 +technology 188 +iran 187 +deficit 186 +kid 186 +immigration 184 +political 184 +remain 184 +tough 184 +kind 183 +line 183 +east 182 +side 182 +group 181 +reduce 181 +such 181 +actually 180 +okay 180 +break 179 +hand 179 +parent 179 +qaeda 178 +rate 178 +virus 178 +wall 178 +announce 177 +financial 177 +nbsp 177 +finally 175 +service 175 +10 174 +area 174 +behind 174 +follow 174 +full 174 +instead 174 +invest 174 +early 173 +mission 172 +ukraine 172 +hour 170 +partner 170 +prevent 168 +republican 168 +control 167 +example 167 +leadership 167 +real 167 +strength 167 +achieve 166 +dignity 166 +prosperity 166 +risk 166 +100 165 +develop 165 +expand 165 +person 165 +easy 164 +fear 164 +vice 164 +union 163 +within 163 +benefit 162 +debate 162 +general 162 +whole 162 +along 161 +enough 161 +industry 161 +level 161 +stay 161 +2 160 +clean 160 +terror 160 +20 159 +gun 159 +society 159 +write 159 +anything 157 +focus 157 +research 157 +fail 156 +growth 156 +nobody 156 +offer 156 +course 155 +deserve 155 +hundred 155 +might 155 +add 154 +credit 154 +principle 154 +truth 154 +rebuild 153 +recognize 153 +strengthen 153 +guy 152 +medicare 152 +path 152 +almost 151 +fund 151 +oil 151 +sense 151 +courage 150 +foreign 150 +wait 150 +39 149 +court 149 +defense 149 +politic 149 +report 149 +rise 149 +five 148 +land 148 +during 147 +fall 147 +answer 146 +buy 145 +senator 145 +beyond 144 +difference 144 +death 143 +tremendous 143 +certain 142 +maybe 142 +street 142 +deliver 141 +medical 141 +social 141 +soon 141 +doctor 140 +return 140 +spirit 140 +white 140 +expect 139 +price 139 +pursue 139 +senior 139 +fast 138 +john 138 +process 138 +senate 138 +success 138 +campaign 137 +else 137 +wage 137 +night 136 +taxis 136 +agreement 135 +budget 134 +conflict 134 +international 134 +name 134 +walk 134 +yeah 134 +address 133 +income 133 +local 133 +ourselves 133 +50 132 +bear 132 +difficult 132 +elect 132 +struggle 132 +top 132 +earth 131 +north 131 +quickly 131 +testing 131 +biden 130 +propose 130 +demand 129 +wrong 129 +democratic 128 +dr 128 +drive 128 +individual 128 +until 128 +york 128 +access 126 +travel 126 +legislation 125 +advance 124 +alone 124 +confidence 124 +enforcement 124 +hospital 124 +necessary 124 +science 124 +forget 123 +private 123 +ready 123 +task 123 +threaten 123 +defeat 122 +resource 122 +trust 122 +duty 121 +earn 121 +entire 121 +major 121 +poverty 121 +race 121 +bipartisan 120 +safety 120 +strategy 120 +beautiful 119 +europe 119 +infrastructure 119 +third 119 +trillion 119 +willing 119 +additional 118 +afghan 118 +die 118 +measure 118 +sir 118 +taliban 118 +danger 117 +department 117 +judge 117 +resolve 117 +somebody 117 +confront 116 +police 116 +receive 116 +age 115 +approve 115 +especially 115 +period 115 +immigrant 114 +innocent 114 +news 114 +sacrifice 114 +special 114 +teacher 114 +appreciate 113 +carry 113 +coverage 113 +institution 113 +message 113 +team 113 +food 112 +supply 112 +11 111 +br 111 +criminal 111 +debt 111 +encourage 111 +hit 111 +often 111 +play 111 +audience 110 +lift 110 +train 110 +veteran 110 +car 109 +sit 109 +voice 109 +anyone 108 +majority 108 +relief 108 +sanction 108 +upon 108 +equal 107 +improve 107 +least 107 +rest 107 +west 107 +afford 106 +battle 106 +capacity 106 +charge 106 +deny 106 +disease 106 +lie 106 +mass 106 +mother 106 +probably 106 +restore 106 +self 106 +six 106 +space 106 +standard 106 +succeed 106 +ground 105 +korea 105 +nato 105 +purpose 105 +civil 104 +historic 104 +vaccine 104 +water 104 +affordable 103 +commit 103 +covid 103 +extend 103 +throughout 103 +center 102 +decide 102 +experience 102 +road 102 +serious 102 +welcome 102 +critical 101 +nations 101 +spread 101 +30 100 +among 100 +ban 100 +basic 100 +brave 100 +destroy 100 +homeland 100 +official 100 +toward 100 +treatment 100 +couple 99 +gas 99 +mind 99 +represent 99 +south 99 +though 99 +whatever 99 +anybody 98 +bank 98 +january 98 +potential 98 +sometimes 98 +unemployment 98 +ability 97 +army 97 +constitution 97 +direct 97 +fire 97 +light 97 +responsible 97 +terrible 97 +themselves 97 +treat 97 +whose 97 +approach 96 +depend 96 +information 96 +proposal 96 +3 95 +fully 95 +gain 95 +officer 95 +putin 95 +solve 95 +tomorrow 95 +air 94 +black 94 +coalition 94 +crime 94 +later 94 +position 94 +room 94 +soldier 94 +ten 94 +4 93 +intelligence 93 +neighbor 93 +son 93 +authority 92 +civilian 92 +development 92 +hero 92 +pandemic 92 +produce 92 +read 92 +bridge 91 +climate 91 +illegal 91 +launch 91 +lay 91 +peaceful 91 +priority 91 +regulation 91 +wealth 91 +5 90 +accept 90 +arm 90 +beginning 90 +chamber 90 +dangerous 90 +funding 90 +organization 90 +partnership 90 +taxpayer 90 +fix 89 +murder 89 +powerful 89 +victory 89 +double 88 +happy 88 +promote 88 +respond 88 +situation 88 +source 88 +19 87 +broad 87 +destruction 87 +imagine 87 +listen 87 +product 87 +available 86 +condition 86 +determine 86 +itself 86 +operation 86 +speech 86 +21st 85 +500 85 +boy 85 +consider 85 +deep 85 +emergency 85 +prepare 85 +target 85 +view 85 +15 84 +impact 84 +mike 84 +shape 84 +simple 84 +yesterday 84 +abroad 83 +cell 83 +define 83 +prescription 83 +recovery 83 +reject 83 +simply 83 +unite 83 +vision 83 +africa 82 +character 82 +fill 82 +former 82 +hire 82 +patient 82 +seem 82 +teach 82 +assistance 81 +concern 81 +joe 81 +pretty 81 +sick 81 +stock 81 +claim 80 +compete 80 +doubt 80 +essential 80 +eye 80 +impose 80 +pledge 80 +release 80 +terrorism 80 +ventilator 80 +bit 79 +father 79 +loan 79 +smart 79 +training 79 +coronavirus 78 +council 78 +establish 78 +guard 78 +protection 78 +rather 78 +remind 78 +skill 78 +burden 77 +complete 77 +cover 77 +eight 77 +extraordinary 77 +legal 77 +march 77 +massive 77 +project 77 +push 77 +realize 77 +retirement 77 +consequence 76 +embrace 76 +form 76 +ideal 76 +initiative 76 +recent 76 +short 76 +tool 76 +vital 76 +either 75 +eliminate 75 +finish 75 +grateful 75 +mistake 75 +obligation 75 +oh 75 +press 75 +response 75 +reward 75 +violent 75 +40 74 +account 74 +head 74 +innovation 74 +iraqis 74 +shot 74 +successful 74 +check 73 +chief 73 +combat 73 +quality 73 +seven 73 +spending 73 +amazing 72 +amount 72 +belief 72 +evil 72 +exist 72 +personal 72 +prove 72 +september 72 +soul 72 +speaker 72 +wonder 72 +anywhere 71 +competition 71 +daughter 71 +diplomacy 71 +endure 71 +factory 71 +healthcare 71 +role 71 +scientist 71 +strike 71 +suffer 71 +total 71 +wealthy 71 +culture 70 +equipment 70 +extremist 70 +field 70 +outside 70 +poor 70 +practice 70 +saddam 70 +sell 70 +african 69 +flag 69 +fundamental 69 +lady 69 +plant 69 +reflect 69 +achievement 68 +assault 68 +deploy 68 +george 68 +graduate 68 +mayor 68 +tradition 68 +uphold 68 +8 67 +cancer 67 +capitol 67 +commander 67 +design 67 +disaster 67 +guess 67 +harm 67 +independence 67 +mdash 67 +remove 67 +sacred 67 +study 67 +transition 67 +us 67 +building 66 +comprehensive 66 +democrat 66 +discuss 66 +draw 66 +effective 66 +failure 66 +fake 66 +forge 66 +gather 66 +grace 66 +hell 66 +involve 66 +limit 66 +mile 66 +morning 66 +network 66 +oppose 66 +refuse 66 +supreme 66 +truly 66 +9 65 +mexico 65 +missile 65 +none 65 +pain 65 +palestinian 65 +religious 65 +stake 65 +steve 65 +400 64 +agent 64 +honest 64 +housing 64 +immediately 64 +independent 64 +relationship 64 +russian 64 +ultimately 64 +worth 64 +agency 63 +agenda 63 +badly 63 +beat 63 +executive 63 +girl 63 +journey 63 +mention 63 +non 63 +palestinians 63 +rescue 63 +sector 63 +several 63 +suppose 63 +university 63 +vaccinate 63 +bin 62 +capital 62 +closely 62 +cooperation 62 +cross 62 +exactly 62 +foundation 62 +inspire 62 +laden 62 +manufacturing 62 +nice 62 +pride 62 +sound 62 +speed 62 +uniform 62 +urge 62 +above 61 +aids 61 +alliance 61 +coast 61 +front 61 +guide 61 +hurt 61 +moral 61 +obama 61 +current 60 +hopeful 60 +loss 60 +mom 60 +possibility 60 +voter 60 +200 59 +blood 59 +catch 59 +conversation 59 +declare 59 +determination 59 +engage 59 +forever 59 +hate 59 +late 59 +maintain 59 +meeting 59 +minute 59 +natural 59 +pressure 59 +saving 59 +strongly 59 +accountable 58 +aid 58 +hussein 58 +medium 58 +patrol 58 +recently 58 +recover 58 +vast 58 +12 57 +18 57 +corporation 57 +destiny 57 +facility 57 +globe 57 +labor 57 +lower 57 +overcome 57 +patriot 57 +profit 57 +ship 57 +temporary 57 +track 57 +tragedy 57 +wife 57 +ballot 56 +cuba 56 +division 56 +emerge 56 +employee 56 +employer 56 +event 56 +excuse 56 +fauci 56 +internet 56 +isis 56 +jim 56 +mark 56 +movement 56 +overseas 56 +perfect 56 +recession 56 +root 56 +tear 56 +wish 56 +60 55 +argue 55 +california 55 +contribute 55 +count 55 +decline 55 +determined 55 +dictator 55 +farmer 55 +firm 55 +key 55 +mask 55 +pakistan 55 +perhaps 55 +permanent 55 +piece 55 +present 55 +significant 55 +staff 55 +totally 55 +unity 55 +absolutely 54 +background 54 +body 54 +chain 54 +confident 54 +direction 54 +discussion 54 +door 54 +guarantee 54 +professional 54 +radical 54 +7 53 +conduct 53 +date 53 +enter 53 +entrepreneur 53 +frankly 53 +grant 53 +israelis 53 +medicine 53 +minister 53 +religion 53 +solution 53 +usa 53 +advantage 52 +block 52 +celebrate 52 +connect 52 +everywhere 52 +final 52 +fuel 52 +hamas 52 +syria 52 +apply 51 +asia 51 +disagree 51 +evening 51 +fine 51 +jobs 51 +mine 51 +negotiate 51 +neighborhood 51 +politician 51 +someone 51 +stability 51 +stem 51 +suggest 51 +unfair 51 +visit 51 +25 50 +anymore 50 +cold 50 +highway 50 +ice 50 +letter 50 +muslim 50 +ohio 50 +option 50 +personnel 50 +presidency 50 +production 50 +renew 50 +replace 50 +storm 50 +territory 50 +texas 50 +tyranny 50 +unleash 50 +unless 50 +unprecedented 50 +witness 50 +wonderful 50 +abuse 49 +career 49 +conviction 49 +corruption 49 +educate 49 +humanitarian 49 +left 49 +minimum 49 +near 49 +particular 49 +revolution 49 +era 48 +found 48 +grandchild 48 +humanity 48 +intend 48 +king 48 +material 48 +mitch 48 +ordinary 48 +particularly 48 +partisan 48 +pick 48 +poll 48 +roll 48 +summer 48 +town 48 +armed 47 +aside 47 +auto 47 +average 47 +bush 47 +code 47 +cuban 47 +despite 47 +inaudible 47 +insist 47 +nor 47 +penalty 47 +planet 47 +preserve 47 +safely 47 +sustain 47 +300 46 +aggression 46 +airport 46 +attempt 46 +circumstance 46 +committee 46 +consumer 46 +decent 46 +expert 46 +export 46 +gulf 46 +healthy 46 +hopefully 46 +ignore 46 +list 46 +memory 46 +minority 46 +paycheck 46 +pull 46 +slow 46 +status 46 +table 46 +wind 46 +6 45 +apart 45 +bright 45 +chemical 45 +church 45 +citizenship 45 +germany 45 +hall 45 +ideology 45 +legacy 45 +obviously 45 +owner 45 +prime 45 +prison 45 +prosperous 45 +quote 45 +specific 45 +statement 45 +steal 45 +subject 45 +affect 44 +argument 44 +basis 44 +belong 44 +cdc 44 +chaos 44 +figure 44 +incentive 44 +oath 44 +prayer 44 +representative 44 +rich 44 +seize 44 +shore 44 +shut 44 +victim 44 +worry 44 +yourself 44 +250 43 +accomplish 43 +advanced 43 +bed 43 +being 43 +compassion 43 +fantastic 43 +horrible 43 +laboratory 43 +likely 43 +loophole 43 +owe 43 +phase 43 +plane 43 +rapidly 43 +red 43 +resolution 43 +seat 43 +stage 43 +wound 43 +13 42 +acknowledge 42 +barrier 42 +birx 42 +brother 42 +central 42 +certainly 42 +chairman 42 +competitive 42 +directly 42 +divide 42 +effect 42 +empower 42 +european 42 +evidence 42 +express 42 +haven 42 +iranian 42 +lab 42 +lesson 42 +premium 42 +sort 42 +thrive 42 +waste 42 +ceo 41 +core 41 +degree 41 +enforce 41 +enormous 41 +feed 41 +fourth 41 +gang 41 +hardworke 41 +inequality 41 +math 41 +per 41 +pocket 41 +pray 41 +purchase 41 +reality 41 +rid 41 +site 41 +sovereign 41 +suffering 41 +tie 41 +addition 40 +arrive 40 +avoid 40 +capability 40 +card 40 +collapse 40 +deeply 40 +forces 40 +mnuchin 40 +mortgage 40 +package 40 +prevail 40 +previous 40 +scale 40 +sovereignty 40 +summit 40 +ukrainian 40 +undermine 40 +unique 40 +warrior 40 +2001 39 +90 39 +bind 39 +compromise 39 +congressman 39 +construction 39 +crowd 39 +dad 39 +describe 39 +domestic 39 +florida 39 +gaza 39 +hatred 39 +highly 39 +huge 39 +immediate 39 +importantly 39 +india 39 +interesting 39 +japan 39 +muslims 39 +notice 39 +outcome 39 +pro 39 +pursuit 39 +rally 39 +recommendation 39 +review 39 +rights 39 +rip 39 +scout 39 +urgent 39 +amendment 38 +arrest 38 +baby 38 +baghdad 38 +burn 38 +countless 38 +don 38 +environment 38 +flow 38 +foot 38 +game 38 +gift 38 +guideline 38 +hostage 38 +jewish 38 +modern 38 +nature 38 +negotiation 38 +picture 38 +quarter 38 +sanctuary 38 +search 38 +tariff 38 +violate 38 +volunteer 38 +vulnerable 38 +workforce 38 +600 37 +6th 37 +corps 37 +creed 37 +depression 37 +drop 37 +efficient 37 +finance 37 +flight 37 +grave 37 +hide 37 +husband 37 +identify 37 +image 37 +implement 37 +lincoln 37 +machine 37 +nancy 37 +pelosi 37 +poland 37 +prepared 37 +touch 37 +transform 37 +universal 37 +voting 37 +11th 36 +35 36 +allies 36 +ambition 36 +assembly 36 +blue 36 +bottom 36 +brutal 36 +cabinet 36 +confirm 36 +friendship 36 +influence 36 +inside 36 +islam 36 +living 36 +marriage 36 +november 36 +opinion 36 +payment 36 +pennsylvania 36 +population 36 +reopen 36 +rural 36 +shadow 36 +stick 36 +strategic 36 +talent 36 +vehicle 36 +weak 36 +80 35 +advice 35 +aspiration 35 +behalf 35 +bond 35 +c 35 +coal 35 +cure 35 +damage 35 +dark 35 +dead 35 +govern 35 +hardship 35 +however 35 +mob 35 +nine 35 +opponent 35 +pacific 35 +plot 35 +rocket 35 +shoot 35 +station 35 +surge 35 +towards 35 +vicious 35 +zero 35 +14 34 +70 34 +assad 34 +capture 34 +colleague 34 +datum 34 +detail 34 +distinguished 34 +eventually 34 +louisiana 34 +momentum 34 +pace 34 +passion 34 +pour 34 +privilege 34 +quick 34 +reverse 34 +shift 34 +similar 34 +size 34 +southern 34 +steel 34 +television 34 +wave 34 +worthy 34 +abandon 33 +alien 33 +conscience 33 +district 33 +egypt 33 +electric 33 +equality 33 +killer 33 +orleans 33 +osama 33 +phone 33 +profound 33 +reduction 33 +saudi 33 +secret 33 +sister 33 +solar 33 +stockpile 33 +tech 33 +treaty 33 +unfortunately 33 +va 33 +weaken 33 +wear 33 +wherever 33 +20th 32 +accord 32 +arab 32 +asian 32 +assure 32 +balance 32 +bet 32 +blame 32 +bomb 32 +charter 32 +constitutional 32 +contact 32 +deadly 32 +donald 32 +element 32 +embryo 32 +epidemic 32 +explain 32 +extremism 32 +gap 32 +generate 32 +hiv 32 +islamic 32 +kennedy 32 +mental 32 +operate 32 +overwhelming 32 +port 32 +positive 32 +rely 32 +repeat 32 +republic 32 +sake 32 +strive 32 +survive 32 +afghans 31 +although 31 +authorize 31 +birth 31 +breakthrough 31 +carolina 31 +chip 31 +clearly 31 +constant 31 +daily 31 +demonstrate 31 +distribute 31 +edge 31 +enterprise 31 +fairness 31 +fate 31 +favor 31 +fee 31 +founder 31 +greatness 31 +impossible 31 +invite 31 +knowledge 31 +legitimate 31 +literally 31 +mccain 31 +notion 31 +nurse 31 +popular 31 +range 31 +schedule 31 +somehow 31 +sudden 31 +throw 31 +tom 31 +2020 30 +accountability 30 +anyway 30 +arizona 30 +board 30 +bryan 30 +camp 30 +classroom 30 +comfort 30 +commission 30 +corporate 30 +county 30 +delay 30 +detroit 30 +false 30 +fly 30 +founding 30 +heat 30 +himself 30 +israeli 30 +jail 30 +jill 30 +lack 30 +medicaid 30 +michelle 30 +mutual 30 +nasa 30 +neither 30 +objective 30 +post 30 +salute 30 +shake 30 +twenty 30 +venezuela 30 +whom 30 +700 29 +abbott 29 +adult 29 +aim 29 +appoint 29 +august 29 +blow 29 +cast 29 +combine 29 +commerce 29 +congratulation 29 +consensus 29 +david 29 +desk 29 +disrupt 29 +document 29 +el 29 +enjoy 29 +equip 29 +fulfill 29 +further 29 +gentleman 29 +gratitude 29 +horror 29 +ii 29 +kevin 29 +ours 29 +oval 29 +pleased 29 +ramp 29 +repair 29 +scientific 29 +sun 29 +supporter 29 +surely 29 +tony 29 +trend 29 +virginia 29 +attention 28 +barrett 28 +bold 28 +book 28 +candidate 28 +complex 28 +corrupt 28 +declaration 28 +endless 28 +entry 28 +expectation 28 +filibuster 28 +fulfil 28 +guest 28 +host 28 +indeed 28 +inherit 28 +jersey 28 +k 28 +manufacture 28 +noble 28 +opioid 28 +participate 28 +perform 28 +property 28 +reaffirm 28 +regardless 28 +sight 28 +soviet 28 +straight 28 +stuff 28 +swift 28 +transfer 28 +transparency 28 +vietnam 28 +wisdom 28 +afternoon 27 +anti 27 +cherish 27 +compassionate 27 +completely 27 +congressional 27 +continent 27 +contribution 27 +customer 27 +engagement 27 +expense 27 +extreme 27 +fda 27 +fighter 27 +georgia 27 +guidance 27 +harbor 27 +heal 27 +hispanic 27 +illness 27 +inspector 27 +loyalty 27 +manage 27 +match 27 +meanwhile 27 +migration 27 +modernize 27 +online 27 +outstanding 27 +page 27 +patriotism 27 +refugee 27 +ryan 27 +sergeant 27 +significantly 27 +thought 27 +tired 27 +tolerate 27 +truck 27 +unlike 27 +wake 27 +17 26 +350 26 +addiction 26 +aggressive 26 +arabia 26 +battlefield 26 +blind 26 +capable 26 +clinton 26 +concerned 26 +corner 26 +creation 26 +currently 26 +decisive 26 +desire 26 +distant 26 +expansion 26 +expensive 26 +fairly 26 +february 26 +fraud 26 +grade 26 +heritage 26 +isolate 26 +johnson 26 +liberate 26 +lifetime 26 +lobbyist 26 +mcconnell 26 +midst 26 +oppression 26 +organize 26 +outbreak 26 +painful 26 +peril 26 +precious 26 +predecessor 26 +proudly 26 +quiet 26 +quo 26 +racial 26 +reagan 26 +relation 26 +scott 26 +tackle 26 +tolerance 26 +trial 26 +unbelievable 26 +warm 26 +wise 26 +withdraw 26 +working 26 +75 25 +abide 25 +admit 25 +boost 25 +charity 25 +chicago 25 +committed 25 +condemn 25 +cry 25 +darkness 25 +decency 25 +distance 25 +embassy 25 +exchange 25 +extra 25 +flood 25 +floor 25 +getting 25 +grief 25 +having 25 +hunt 25 +ocean 25 +october 25 +ought 25 +paper 25 +practical 25 +protest 25 +remarkable 25 +request 25 +shooting 25 +specifically 25 +stable 25 +store 25 +therefore 25 +torture 25 +triumph 25 +trouble 25 +understanding 25 +vet 25 +willingness 25 +xi 25 +1st 24 +brand 24 +chapter 24 +collective 24 +commercial 24 +communism 24 +computer 24 +contain 24 +correct 24 +director 24 +discovery 24 +easily 24 +empire 24 +enact 24 +expose 24 +fighting 24 +illegally 24 +incredibly 24 +intention 24 +iowa 24 +james 24 +korean 24 +manufacturer 24 +merit 24 +michigan 24 +myself 24 +optimistic 24 +payroll 24 +pence 24 +pose 24 +presence 24 +presidential 24 +prospect 24 +reserve 24 +restriction 24 +safeguard 24 +series 24 +settle 24 +silence 24 +surprise 24 +trafficker 24 +undocumented 24 +vaccination 24 +video 24 +22 23 +24 23 +active 23 +adversary 23 +alternative 23 +anger 23 +approval 23 +basically 23 +biological 23 +cancel 23 +chuck 23 +color 23 +compare 23 +contract 23 +crucial 23 +deployment 23 +despair 23 +diplomatic 23 +discover 23 +dozen 23 +effectively 23 +enable 23 +escape 23 +exercise 23 +franklin 23 +function 23 +heavy 23 +inflation 23 +island 23 +jordan 23 +members 23 +mobilize 23 +nominee 23 +paul 23 +pollution 23 +prisoner 23 +railroad 23 +recognition 23 +regard 23 +relate 23 +resilience 23 +resilient 23 +roosevelt 23 +round 23 +sic 23 +surface 23 +swear 23 +tribute 23 +twice 23 +wide 23 +admiral 22 +asset 22 +boehner 22 +bunch 22 +canada 22 +carefully 22 +clock 22 +complicated 22 +conclude 22 +conference 22 +crazy 22 +daca 22 +devotion 22 +dictatorship 22 +disarm 22 +dramatically 22 +employment 22 +engine 22 +expire 22 +farm 22 +france 22 +holy 22 +honestly 22 +hurricane 22 +iron 22 +joint 22 +july 22 +location 22 +marine 22 +meaning 22 +meaningful 22 +model 22 +native 22 +note 22 +nursing 22 +outline 22 +personally 22 +plus 22 +punish 22 +quite 22 +renewable 22 +representatives 22 +selma 22 +severe 22 +shall 22 +soleimani 22 +strain 22 +substantially 22 +tank 22 +thomas 22 +tim 22 +treasury 22 +tyrant 22 +ultimate 22 +unit 22 +welfare 22 +winter 22 +yemen 22 +abraham 21 +assume 21 +baghdadi 21 +bankruptcy 21 +boom 21 +broken 21 +bullet 21 +childcare 21 +chinese 21 +civilization 21 +crack 21 +critic 21 +differently 21 +dismantle 21 +earmark 21 +eastern 21 +elderly 21 +empty 21 +environmental 21 +expression 21 +fiscal 21 +frontier 21 +hampshire 21 +handle 21 +innovative 21 +inspiration 21 +joy 21 +mandate 21 +matt 21 +mitigation 21 +moon 21 +mountain 21 +ms 21 +multiple 21 +nafta 21 +newtown 21 +normal 21 +offensive 21 +otherwise 21 +productive 21 +provision 21 +qaida 21 +rage 21 +requirement 21 +researcher 21 +retreat 21 +revenue 21 +ride 21 +ruin 21 +sectarian 21 +shrink 21 +sorry 21 +spare 21 +transportation 21 +tuition 21 +uncertainty 21 +16 20 +800 20 +afraid 20 +alongside 20 +amy 20 +appropriate 20 +attorney 20 +automaker 20 +brief 20 +bus 20 +calling 20 +cap 20 +conservative 20 +contest 20 +convince 20 +crossing 20 +defy 20 +disagreement 20 +diverse 20 +dreamer 20 +ease 20 +estimate 20 +ethical 20 +execute 20 +exploit 20 +firefighter 20 +fit 20 +frustration 20 +google 20 +grandparent 20 +instance 20 +italy 20 +kingdom 20 +knock 20 +lawyer 20 +link 20 +lottery 20 +madam 20 +main 20 +mostly 20 +o 20 +opposition 20 +optimism 20 +palestine 20 +paris 20 +permit 20 +prosper 20 +quit 20 +rapid 20 +reasonable 20 +recommend 20 +regional 20 +repression 20 +responder 20 +rock 20 +score 20 +session 20 +shield 20 +shortly 20 +shoulder 20 +surrender 20 +surround 20 +syrian 20 +tactic 20 +talented 20 +terrific 20 +therapy 20 +trip 20 +type 20 +v 20 +window 20 +worship 20 +150 19 +absolute 19 +accurate 19 +adapt 19 +amnesty 19 +angry 19 +antibody 19 +appear 19 +apple 19 +april 19 +birthday 19 +cadet 19 +comment 19 +coordinate 19 +cycle 19 +diplomat 19 +disability 19 +discrimination 19 +eligible 19 +embryonic 19 +employ 19 +essentially 19 +eternal 19 +except 19 +fbi 19 +fema 19 +frontline 19 +gay 19 +generosity 19 +harness 19 +import 19 +increasingly 19 +integrity 19 +invade 19 +isolation 19 +jerusalem 19 +jesse 19 +luck 19 +maga 19 +marshall 19 +miracle 19 +miss 19 +nationwide 19 +navy 19 +occasion 19 +occur 19 +overnight 19 +pentagon 19 +plague 19 +pre 19 +predict 19 +rail 19 +rebuilding 19 +reckless 19 +relative 19 +resentment 19 +responsibly 19 +sea 19 +separate 19 +shelter 19 +slash 19 +slaughter 19 +slavery 19 +socialism 19 +stabilize 19 +star 19 +stranger 19 +survivor 19 +tension 19 +unable 19 +unnecessary 19 +update 19 +various 19 +veto 19 +virtually 19 +western 19 +zone 19 +activity 18 +adopt 18 +alive 18 +allegiance 18 +americas 18 +anniversary 18 +bailout 18 +brilliant 18 +chair 18 +civilized 18 +competitor 18 +congratulate 18 +connecticut 18 +cooperate 18 +courageous 18 +cynicism 18 +de 18 +dealer 18 +dependence 18 +economist 18 +engineer 18 +english 18 +exact 18 +exceptional 18 +flexibility 18 +generous 18 +greenwood 18 +hearing 18 +hemisphere 18 +horizon 18 +household 18 +illinois 18 +improvement 18 +indicate 18 +inflict 18 +inform 18 +injure 18 +introduce 18 +invasion 18 +kelly 18 +libya 18 +lock 18 +mail 18 +martin 18 +metro 18 +monument 18 +ownership 18 +peak 18 +pension 18 +precisely 18 +prevention 18 +proliferation 18 +proof 18 +properly 18 +rank 18 +reconciliation 18 +remake 18 +reminder 18 +respected 18 +roughly 18 +sad 18 +scene 18 +sequester 18 +setback 18 +sky 18 +slide 18 +somewhere 18 +stamp 18 +stretch 18 +suddenly 18 +surprised 18 +sustainable 18 +tape 18 +technological 18 +urban 18 +valley 18 +vigilant 18 +wisely 18 +accelerate 17 +acceptable 17 +advocate 17 +aircraft 17 +airline 17 +alabama 17 +amp 17 +appeal 17 +aspect 17 +attract 17 +autocracy 17 +battery 17 +behavior 17 +booo 17 +branch 17 +bravery 17 +brown 17 +brutality 17 +christians 17 +command 17 +continued 17 +controversy 17 +counter 17 +criticize 17 +cubans 17 +december 17 +devastating 17 +dime 17 +dominate 17 +eager 17 +exciting 17 +fault 17 +flee 17 +flourish 17 +forth 17 +framework 17 +gabby 17 +goodness 17 +hang 17 +harris 17 +heroic 17 +hill 17 +hunger 17 +ill 17 +infect 17 +interested 17 +investor 17 +jews 17 +june 17 +killing 17 +lebanon 17 +likewise 17 +management 17 +meantime 17 +mentor 17 +mercy 17 +method 17 +michael 17 +negative 17 +occupy 17 +opposite 17 +overturn 17 +peacefully 17 +penny 17 +plenty 17 +portion 17 +possibly 17 +prize 17 +prohibit 17 +rarely 17 +reconstruction 17 +recruit 17 +repeal 17 +repeatedly 17 +ronald 17 +roof 17 +seriously 17 +sleep 17 +socialist 17 +someday 17 +spill 17 +sponsor 17 +spring 17 +sue 17 +sunday 17 +surplus 17 +symptom 17 +thirty 17 +tide 17 +tight 17 +trap 17 +unacceptable 17 +unified 17 +uninsured 17 +warning 17 +weather 17 +website 17 +wipe 17 +women 17 +worried 17 +2014 16 +45 16 +administer 16 +affiliate 16 +ai 16 +ambitious 16 +angel 16 +assemble 16 +assist 16 +astronaut 16 +backwards 16 +beauty 16 +bend 16 +bloody 16 +cash 16 +chase 16 +circuit 16 +climb 16 +clip 16 +cnn 16 +consistent 16 +costly 16 +deduction 16 +deposit 16 +depth 16 +desert 16 +detain 16 +dirty 16 +discipline 16 +dose 16 +doug 16 +drought 16 +elsewhere 16 +embody 16 +emission 16 +enhance 16 +enrich 16 +erase 16 +fentanyl 16 +glory 16 +green 16 +hello 16 +hillary 16 +humidity 16 +id 16 +jon 16 +kick 16 +kim 16 +ladder 16 +laughs 16 +lawsuit 16 +lethal 16 +leverage 16 +mobility 16 +monitor 16 +overall 16 +patience 16 +peninsula 16 +philadelphia 16 +pillar 16 +pioneer 16 +pipe 16 +possess 16 +primary 16 +principal 16 +prior 16 +raid 16 +restrict 16 +retire 16 +revitalize 16 +salary 16 +season 16 +servant 16 +solidarity 16 +sonia 16 +standpoint 16 +suicide 16 +surveillance 16 +symbol 16 +tragic 16 +transmission 16 +uk 16 +unemployed 16 +weekend 16 +youth 16 +23 15 +26 15 +55 15 +65 15 +abortion 15 +aisle 15 +alan 15 +allen 15 +ancient 15 +anew 15 +anticipate 15 +balanced 15 +bargain 15 +beacon 15 +ben 15 +bench 15 +berlin 15 +billionaire 15 +blessing 15 +boston 15 +busy 15 +carbon 15 +cease 15 +champion 15 +childhood 15 +chris 15 +collection 15 +commonsense 15 +communication 15 +conclusion 15 +consume 15 +counterterrorism 15 +cruel 15 +delivery 15 +dependent 15 +disruption 15 +embolden 15 +extent 15 +feeling 15 +fortunately 15 +fragile 15 +friday 15 +got 15 +grid 15 +grip 15 +hesitate 15 +homeowner 15 +hot 15 +humble 15 +infection 15 +initial 15 +injustice 15 +inner 15 +investigation 15 +jefferson 15 +jones 15 +judgment 15 +judicial 15 +justify 15 +language 15 +lewis 15 +lucky 15 +massacre 15 +mindful 15 +mississippi 15 +necessity 15 +net 15 +nomination 15 +obamacare 15 +observer 15 +obvious 15 +ongoing 15 +permanently 15 +phony 15 +potentially 15 +prefer 15 +privacy 15 +reclaim 15 +restaurant 15 +reverend 15 +rush 15 +sadly 15 +salvador 15 +scouts 15 +services 15 +silent 15 +soil 15 +solemn 15 +spouse 15 +subsidize 15 +summon 15 +survival 15 +suspend 15 +unfold 15 +warn 15 +withdrawal 15 +yield 15 +3rd 14 +7th 14 +ambassador 14 +announcement 14 +apologize 14 +attend 14 +australia 14 +autocrat 14 +aware 14 +beach 14 +below 14 +box 14 +bureaucracy 14 +bury 14 +careful 14 +colombia 14 +cruise 14 +crumble 14 +crush 14 +dawn 14 +destructive 14 +diabetes 14 +diagnose 14 +diploma 14 +diversity 14 +domination 14 +donate 14 +drawdown 14 +drink 14 +due 14 +dynamic 14 +economically 14 +elite 14 +em 14 +endorse 14 +equally 14 +examine 14 +experiment 14 +exploration 14 +exposure 14 +fascism 14 +freely 14 +freeze 14 +glorious 14 +gut 14 +happiness 14 +harsh 14 +healing 14 +height 14 +historically 14 +honorable 14 +humility 14 +idealism 14 +identity 14 +impeachment 14 +indiana 14 +inflection 14 +instruct 14 +intellectual 14 +interview 14 +isil 14 +kabul 14 +kindness 14 +kyiv 14 +leg 14 +liberal 14 +liberation 14 +magnificent 14 +malaria 14 +manner 14 +maximum 14 +minor 14 +natoma 14 +offense 14 +oklahoma 14 +opening 14 +operative 14 +participation 14 +partisanship 14 +passage 14 +pathway 14 +philosophy 14 +physical 14 +poison 14 +rape 14 +rare 14 +refer 14 +resident 14 +resistance 14 +reveal 14 +rig 14 +river 14 +row 14 +ruthless 14 +scholarship 14 +shine 14 +shock 14 +slave 14 +slip 14 +sorrow 14 +sport 14 +statistic 14 +steady 14 +structure 14 +sum 14 +suspect 14 +tall 14 +thinking 14 +trading 14 +traffic 14 +trafficking 14 +triple 14 +un 14 +unlimited 14 +unvaccinated 14 +upgrade 14 +usual 14 +vibrant 14 +wednesday 14 +weigh 14 +whenever 14 +wisconsin 14 +zelenskyy 14 +21 13 +31st 13 +academy 13 +accident 13 +activist 13 +admire 13 +advisor 13 +alike 13 +amid 13 +arbitrary 13 +art 13 +atlantic 13 +atrocity 13 +avenue 13 +barrel 13 +bob 13 +bonus 13 +breathe 13 +brian 13 +briefing 13 +brigade 13 +brink 13 +buck 13 +cairo 13 +ceasefire 13 +celebration 13 +certainty 13 +chant 13 +cheap 13 +cheney 13 +clarify 13 +conquer 13 +constructive 13 +contentious 13 +creator 13 +cruelty 13 +curve 13 +dedicated 13 +deplete 13 +devote 13 +difficulty 13 +dinner 13 +disappointment 13 +eisenhower 13 +excited 13 +faithful 13 +fierce 13 +financing 13 +flame 13 +forum 13 +gallery 13 +gate 13 +genius 13 +gi 13 +glad 13 +golden 13 +graduation 13 +grieve 13 +grit 13 +guatemala 13 +halt 13 +helped 13 +hey 13 +hostile 13 +importance 13 +insulin 13 +insurrection 13 +interstate 13 +intimidate 13 +introduction 13 +joshua 13 +largely 13 +laura 13 +lee 13 +lend 13 +maduro 13 +marry 13 +master 13 +merely 13 +narrow 13 +nominate 13 +odd 13 +onto 13 +openly 13 +orderly 13 +panel 13 +patriotic 13 +pipeline 13 +platform 13 +preschool 13 +reading 13 +register 13 +relentless 13 +renewal 13 +resist 13 +ridiculous 13 +roche 13 +ruler 13 +sale 13 +scalia 13 +schumer 13 +sideline 13 +singapore 13 +sonny 13 +spot 13 +square 13 +subsidy 13 +throughput 13 +timeless 13 +title 13 +trace 13 +tribal 13 +tunisia 13 +turmoil 13 +tv 13 +verify 13 +violation 13 +visa 13 +w 13 +weakness 13 +winner 13 +2011 12 +2017 12 +absence 12 +annual 12 +anthem 12 +article 12 +artificial 12 +aspire 12 +association 12 +barely 12 +boldly 12 +brain 12 +british 12 +builder 12 +caliphate 12 +calm 12 +carrier 12 +ceremony 12 +chart 12 +cheer 12 +civic 12 +collect 12 +compel 12 +concept 12 +concrete 12 +context 12 +contrary 12 +convene 12 +convention 12 +creativity 12 +criticism 12 +deadline 12 +deborah 12 +delegate 12 +deter 12 +devastate 12 +dispute 12 +efficiency 12 +electoral 12 +endanger 12 +endeavor 12 +enlist 12 +entitle 12 +entitlement 12 +envy 12 +evacuation 12 +exile 12 +fifth 12 +fifty 12 +flat 12 +foe 12 +fortunate 12 +fortune 12 +forty 12 +foster 12 +fresh 12 +gov 12 +grab 12 +grand 12 +grandfather 12 +grandmother 12 +greatly 12 +h 12 +haul 12 +headline 12 +heaven 12 +hoax 12 +honduras 12 +horrific 12 +hug 12 +ideological 12 +imagination 12 +inch 12 +industrial 12 +inevitable 12 +insurrectionist 12 +invent 12 +josh 12 +jump 12 +kremlin 12 +kuwait 12 +latin 12 +laugh 12 +lawful 12 +legally 12 +legislative 12 +legitimacy 12 +lending 12 +lieutenant 12 +london 12 +map 12 +mars 12 +mess 12 +mistrust 12 +mourn 12 +nightmare 12 +nowhere 12 +obstacle 12 +occupation 12 +offshore 12 +oppress 12 +orbit 12 +outdated 12 +overdose 12 +overwhelmingly 12 +pack 12 +parliament 12 +passenger 12 +performance 12 +perspective 12 +pill 12 +pinckney 12 +plain 12 +praise 12 +pretend 12 +prosecute 12 +protective 12 +province 12 +racism 12 +ray 12 +reciprocal 12 +reliable 12 +rob 12 +route 12 +rubble 12 +saturday 12 +screen 12 +screening 12 +settlement 12 +sexual 12 +skilled 12 +skin 12 +smile 12 +spur 12 +standing 12 +statue 12 +straightforward 12 +stride 12 +substantial 12 +suggestion 12 +super 12 +teaching 12 +theirs 12 +theory 12 +tirelessly 12 +transit 12 +tribe 12 +truman 12 +tulsa 12 +undertake 12 +unify 12 +unlock 12 +uranium 12 +urgency 12 +useful 12 +wasteful 12 +120 11 +2024 11 +401 11 +95 11 +99 11 +acquire 11 +adhere 11 +administrator 11 +aggressively 11 +agriculture 11 +airplane 11 +align 11 +animal 11 +anxiety 11 +applaud 11 +application 11 +appreciation 11 +arc 11 +associate 11 +author 11 +ballistic 11 +bar 11 +bible 11 +boot 11 +brazil 11 +bureaucrat 11 +burma 11 +cartridge 11 +chiefs 11 +circle 11 +colorado 11 +comfortable 11 +complain 11 +compound 11 +constantly 11 +cop 11 +counterpart 11 +credible 11 +cutting 11 +decisively 11 +decrease 11 +dedication 11 +deed 11 +degrade 11 +deport 11 +desperately 11 +dialogue 11 +dig 11 +disgrace 11 +displace 11 +dramatic 11 +eat 11 +echo 11 +engineering 11 +everyday 11 +evolve 11 +explore 11 +extremely 11 +familiar 11 +famine 11 +fashion 11 +flu 11 +funeral 11 +gallon 11 +graham 11 +helicopter 11 +hhs 11 +illusion 11 +imperative 11 +inclusive 11 +indefinitely 11 +insurgent 11 +jackson 11 +joke 11 +landmark 11 +larry 11 +latino 11 +learning 11 +lender 11 +liability 11 +litigation 11 +load 11 +locate 11 +loved 11 +making 11 +millionaire 11 +modest 11 +murderer 11 +needless 11 +neglect 11 +nobel 11 +numerous 11 +obtain 11 +openness 11 +panama 11 +pell 11 +perfectly 11 +persistent 11 +phenomenal 11 +playing 11 +podium 11 +pope 11 +previously 11 +proclaim 11 +profoundly 11 +proper 11 +protester 11 +provider 11 +publicly 11 +quest 11 +r 11 +recall 11 +regulatory 11 +reporting 11 +retail 11 +rhetoric 11 +riot 11 +robert 11 +robust 11 +san 11 +sandy 11 +scourge 11 +scripture 11 +sentence 11 +shatter 11 +shed 11 +shipment 11 +shutdown 11 +signature 11 +sing 11 +slowly 11 +smuggling 11 +snake 11 +someplace 11 +sophisticated 11 +sotomayor 11 +spark 11 +spectrum 11 +stimulus 11 +stir 11 +stress 11 +submit 11 +successfully 11 +sunni 11 +suppress 11 +surgery 11 +suspicion 11 +sweep 11 +temperature 11 +tenth 11 +terminate 11 +theft 11 +timeline 11 +tour 11 +tucson 11 +unaccompanied 11 +underway 11 +unfairly 11 +verification 11 +veterans 11 +wash 11 +weight 11 +witch 11 +wow 11 +wuhan 11 +zach 11 +160 10 +17th 10 +1990 10 +2008 10 +2016 10 +2030 10 +38 10 +48 10 +900 10 +accomplishment 10 +activate 10 +actively 10 +advise 10 +affair 10 +affirm 10 +analyze 10 +anchor 10 +anytime 10 +apology 10 +apprehend 10 +arsenal 10 +attitude 10 +automobile 10 +await 10 +backbone 10 +bail 10 +ball 10 +bare 10 +bay 10 +beloved 10 +bias 10 +blunt 10 +boeing 10 +bubble 10 +camera 10 +catastrophic 10 +ceiling 10 +charlie 10 +christina 10 +coach 10 +concentrate 10 +congresswoman 10 +connection 10 +consequential 10 +contrast 10 +controversial 10 +counsel 10 +creative 10 +custom 10 +cyber 10 +cynic 10 +defer 10 +deportation 10 +dictate 10 +digital 10 +disadvantage 10 +dismiss 10 +display 10 +distinction 10 +drag 10 +drilling 10 +driver 10 +durable 10 +educator 10 +electricity 10 +ended 10 +enrol 10 +equity 10 +ethnic 10 +evacuate 10 +evident 10 +fabric 10 +factor 10 +families 10 +file 10 +finalize 10 +finger 10 +frustrating 10 +gathering 10 +generally 10 +genocide 10 +giant 10 +goodwill 10 +gridlock 10 +grocery 10 +habit 10 +handful 10 +harmony 10 +hole 10 +honesty 10 +hostility 10 +houston 10 +huh 10 +immune 10 +ingenuity 10 +insecurity 10 +inspection 10 +instal 10 +instruction 10 +instrument 10 +interior 10 +interpret 10 +isolated 10 +julie 10 +junk 10 +jury 10 +kansas 10 +kentucky 10 +lawmaker 10 +loud 10 +magazine 10 +margin 10 +mccarthy 10 +memorial 10 +miami 10 +missouri 10 +mobile 10 +mosque 10 +murderous 10 +necessarily 10 +obsolete 10 +outlaw 10 +outrage 10 +oversee 10 +park 10 +pat 10 +patton 10 +petroleum 10 +photo 10 +phrase 10 +physician 10 +pilot 10 +pit 10 +politically 10 +pound 10 +powell 10 +preacher 10 +preexist 10 +preference 10 +principled 10 +proceed 10 +profession 10 +profitable 10 +racist 10 +rancor 10 +refinance 10 +reflection 10 +regain 10 +reign 10 +relentlessly 10 +remote 10 +restart 10 +resurgence 10 +revive 10 +righteous 10 +rigorous 10 +rival 10 +rough 10 +ruling 10 +secondly 10 +select 10 +selfless 10 +sex 10 +shi 10 +shop 10 +signal 10 +smuggler 10 +soar 10 +somalia 10 +spain 10 +starve 10 +stat 10 +substitute 10 +supportive 10 +sweeping 10 +ted 10 +temptation 10 +thriving 10 +thus 10 +times 10 +torch 10 +toxic 10 +transformation 10 +treasure 10 +tremendously 10 +troubled 10 +typical 10 +unborn 10 +uncertain 10 +valor 10 +visible 10 +waive 10 +walmart 10 +warsaw 10 +2005 9 +2018 9 +2021 9 +28 9 +8th 9 +abe 9 +accumulate 9 +adam 9 +airlift 9 +alzheimer 9 +ancestor 9 +andrew 9 +anthony 9 +assert 9 +award 9 +azar 9 +banking 9 +beneath 9 +beneficiary 9 +betray 9 +bite 9 +bloodshed 9 +bomber 9 +booster 9 +boundary 9 +capitalism 9 +carnage 9 +casualty 9 +cent 9 +charles 9 +christmas 9 +christopher 9 +civility 9 +clerk 9 +closed 9 +competitiveness 9 +confirmation 9 +consultation 9 +convinced 9 +crash 9 +criterion 9 +cultural 9 +cuomo 9 +cynical 9 +dakota 9 +dame 9 +decimate 9 +dedicate 9 +diminish 9 +disastrous 9 +disclose 9 +discourse 9 +dissent 9 +dissident 9 +dossier 9 +drain 9 +embark 9 +emphasize 9 +entirely 9 +eradicate 9 +essence 9 +evacuee 9 +evolution 9 +exceed 9 +excess 9 +exit 9 +exporter 9 +f 9 +faction 9 +falter 9 +fan 9 +federally 9 +firmly 9 +football 9 +foremost 9 +fun 9 +garden 9 +gdp 9 +gear 9 +globalization 9 +grants 9 +haiti 9 +hamilton 9 +harden 9 +heavily 9 +heir 9 +higher 9 +homeless 9 +homeownership 9 +honey 9 +hook 9 +horse 9 +hotspot 9 +hunter 9 +indispensable 9 +indo 9 +indonesia 9 +infectious 9 +inmate 9 +innovate 9 +insight 9 +instant 9 +institute 9 +intel 9 +intimidation 9 +invisible 9 +involvement 9 +irish 9 +irresponsible 9 +is 9 +item 9 +kayla 9 +klan 9 +legend 9 +lilly 9 +lobby 9 +loyal 9 +luther 9 +luxury 9 +malia 9 +manhattan 9 +mankind 9 +marketplace 9 +milestone 9 +monthly 9 +mortality 9 +mueller 9 +murphy 9 +n95 9 +nasty 9 +naïve 9 +nevada 9 +newspaper 9 +ninety 9 +notre 9 +object 9 +obstruct 9 +opec 9 +outsource 9 +parking 9 +pause 9 +pen 9 +percentage 9 +persevere 9 +peter 9 +pharma 9 +pittsburgh 9 +plasma 9 +poise 9 +polowczyk 9 +posturing 9 +precedent 9 +precision 9 +preventive 9 +primarily 9 +procedure 9 +producer 9 +prosecutor 9 +protectionism 9 +qualified 9 +recess 9 +relent 9 +relieve 9 +reporter 9 +repressive 9 +resolute 9 +respiratory 9 +revolutionary 9 +rick 9 +rio 9 +roar 9 +rose 9 +rotc 9 +russians 9 +sasha 9 +savage 9 +scar 9 +scholar 9 +scope 9 +senators 9 +sensible 9 +shareholder 9 +sharp 9 +shelf 9 +shoe 9 +singular 9 +sneak 9 +solid 9 +sow 9 +spike 9 +squarely 9 +streamline 9 +strife 9 +stupid 9 +sudan 9 +sunlight 9 +suppression 9 +teenager 9 +tehran 9 +toll 9 +tone 9 +trauma 9 +tuesday 9 +tunnel 9 +turkey 9 +uncover 9 +unmatched 9 +usher 9 +usually 9 +variant 9 +viable 9 +vocational 9 +volume 9 +waver 9 +whoever 9 +wing 9 +workplace 9 +yearn 9 +1991 8 +1993 8 +2006 8 +2015 8 +2019 8 +46 8 +47 8 +abolish 8 +accompany 8 +ad 8 +affected 8 +alert 8 +alice 8 +altogether 8 +am 8 +analysis 8 +anbar 8 +arise 8 +automatic 8 +avert 8 +axis 8 +bahrain 8 +baltimore 8 +band 8 +bankrupt 8 +barack 8 +baseball 8 +believer 8 +benjamin 8 +billy 8 +bipartisanship 8 +boat 8 +bobby 8 +bounce 8 +breach 8 +breath 8 +breathing 8 +bully 8 +captain 8 +cartel 8 +caucus 8 +cetera 8 +cheat 8 +closing 8 +co 8 +coercion 8 +combination 8 +comeback 8 +complacent 8 +comply 8 +conceal 8 +concession 8 +conservation 8 +considerable 8 +contempt 8 +convert 8 +cook 8 +counting 8 +crude 8 +cyberattack 8 +daniel 8 +dare 8 +daring 8 +dear 8 +defensive 8 +deliberation 8 +delta 8 +derive 8 +detect 8 +detention 8 +devastation 8 +device 8 +disappear 8 +disappoint 8 +discredit 8 +discretionary 8 +distancing 8 +dog 8 +dome 8 +dot 8 +draft 8 +drill 8 +e 8 +earning 8 +effectiveness 8 +elementary 8 +endow 8 +endowment 8 +enduring 8 +entrepreneurship 8 +estate 8 +et 8 +ethnicity 8 +eviction 8 +exception 8 +execution 8 +explosion 8 +extension 8 +extinguish 8 +eyed 8 +favorite 8 +fearful 8 +fiercely 8 +financially 8 +finding 8 +fletcher 8 +focused 8 +foolish 8 +ford 8 +fort 8 +fossil 8 +g 8 +g7 8 +gasoline 8 +gavin 8 +generational 8 +genuine 8 +governors 8 +grande 8 +grassley 8 +greenhouse 8 +grievance 8 +grind 8 +guantanamo 8 +hawley 8 +heartbreaking 8 +heed 8 +heroin 8 +highlight 8 +historian 8 +holocaust 8 +hotel 8 +humane 8 +hungry 8 +impartial 8 +impeach 8 +inaction 8 +inevitably 8 +infant 8 +inheritance 8 +instinct 8 +integrate 8 +intervention 8 +jackie 8 +jeff 8 +jessica 8 +jet 8 +jr 8 +justin 8 +kitchen 8 +kosovo 8 +labcorp 8 +layoff 8 +limb 8 +lonely 8 +lord 8 +marines 8 +marshal 8 +massachusetts 8 +means 8 +mere 8 +migrant 8 +millennium 8 +minnesota 8 +misinformation 8 +moderate 8 +moreover 8 +mount 8 +neil 8 +nonpartisan 8 +observe 8 +obstruction 8 +outrageous 8 +oversight 8 +pakistani 8 +pastor 8 +perry 8 +persecution 8 +petty 8 +player 8 +policeman 8 +polish 8 +pool 8 +professor 8 +prominent 8 +promising 8 +promotion 8 +propel 8 +pump 8 +qatar 8 +react 8 +reaction 8 +reauthorize 8 +rebekah 8 +refuge 8 +rein 8 +reinforcement 8 +reinvent 8 +rejection 8 +reliance 8 +repay 8 +replenish 8 +respectfully 8 +restrain 8 +retain 8 +retribution 8 +robinson 8 +roe 8 +romney 8 +satellite 8 +schwab 8 +scranton 8 +servicemen 8 +sheer 8 +shutter 8 +skeptical 8 +sleepy 8 +smooth 8 +stadium 8 +stare 8 +steadfast 8 +subvert 8 +sustained 8 +tap 8 +teen 8 +tempting 8 +testament 8 +theater 8 +thug 8 +tire 8 +topic 8 +tragically 8 +transcend 8 +trickle 8 +tube 8 +unknown 8 +unlikely 8 +unwavering 8 +unyielde 8 +upheaval 8 +upward 8 +usmca 8 +uv 8 +van 8 +version 8 +vladimir 8 +wade 8 +wars 8 +web 8 +whip 8 +wildfire 8 +wounded 8 +wrench 8 +130 7 +140 7 +180 7 +2003 7 +2007 7 +2009 7 +2022 7 +27 7 +29 7 +51 7 +716 7 +85 7 +acre 7 +additionally 7 +admiration 7 +adversity 7 +aftermath 7 +airmen 7 +almighty 7 +ammunition 7 +anguish 7 +ann 7 +appeals 7 +appetite 7 +approximately 7 +arabian 7 +arrangement 7 +assay 7 +assessment 7 +assistant 7 +awe 7 +bargaining 7 +basement 7 +beijing 7 +bent 7 +blueprint 7 +borrow 7 +bow 7 +bp 7 +brandon 7 +bravely 7 +britain 7 +broadband 7 +broaden 7 +brutalize 7 +cable 7 +cage 7 +captive 7 +caregiver 7 +challenging 7 +choke 7 +classmate 7 +cloud 7 +clue 7 +complacency 7 +comrade 7 +confusion 7 +congregation 7 +connie 7 +consolidate 7 +convalescent 7 +convey 7 +convict 7 +cornerstone 7 +cory 7 +coyote 7 +crippling 7 +crow 7 +damn 7 +darling 7 +dc 7 +decay 7 +deck 7 +deductible 7 +defender 7 +defining 7 +delaware 7 +denuclearization 7 +deputy 7 +derek 7 +descend 7 +descendant 7 +desperate 7 +disabled 7 +disadvantaged 7 +discourage 7 +discriminate 7 +disposal 7 +distinct 7 +distribution 7 +doesn 7 +drift 7 +duration 7 +earthquake 7 +egg 7 +ellie 7 +enthusiasm 7 +entrepreneurial 7 +ethic 7 +existence 7 +faithfully 7 +fannie 7 +fiscally 7 +flip 7 +floyd 7 +folks 7 +forgiveness 7 +forgotten 7 +forsake 7 +fox 7 +fraction 7 +frozen 7 +frustrate 7 +fundamentally 7 +g20 7 +ghani 7 +governing 7 +grasp 7 +gray 7 +guidelines 7 +harry 7 +hat 7 +hearted 7 +helpful 7 +herman 7 +holiday 7 +honored 7 +hospitalization 7 +hub 7 +hyperbole 7 +hypothetical 7 +imminent 7 +imperfect 7 +inauguration 7 +indivisible 7 +inherent 7 +inhofe 7 +injury 7 +insistence 7 +instill 7 +intellect 7 +intense 7 +interference 7 +inventor 7 +investigate 7 +inward 7 +ivanka 7 +janet 7 +jeopardize 7 +journalist 7 +judiciary 7 +kate 7 +katrina 7 +koran 7 +laboratories 7 +leak 7 +lean 7 +legislature 7 +length 7 +license 7 +lifesave 7 +likelihood 7 +limited 7 +liquidity 7 +lisa 7 +looter 7 +louie 7 +macarthur 7 +mad 7 +majesty 7 +matthew 7 +megan 7 +melania 7 +miller 7 +miner 7 +minneapolis 7 +mirror 7 +monday 7 +monster 7 +motors 7 +mouth 7 +music 7 +myth 7 +nasdaq 7 +nest 7 +newly 7 +newsom 7 +norm 7 +northern 7 +officially 7 +oppressive 7 +original 7 +orrin 7 +otto 7 +outset 7 +overthrow 7 +pad 7 +paso 7 +perdue 7 +pharmacy 7 +philippines 7 +phoenix 7 +plainly 7 +planning 7 +plunge 7 +pompeo 7 +precaution 7 +pregnancy 7 +prejudice 7 +preparedness 7 +preside 7 +prioritize 7 +privately 7 +processing 7 +productivity 7 +protestor 7 +rack 7 +rain 7 +ravage 7 +reformer 7 +rejoin 7 +relatively 7 +remark 7 +remnant 7 +renegotiate 7 +resume 7 +rightly 7 +rioter 7 +routine 7 +rutgers 7 +sadness 7 +sailor 7 +satisfaction 7 +satisfied 7 +sba 7 +scalise 7 +scare 7 +seal 7 +seattle 7 +seed 7 +segregation 7 +senseless 7 +setting 7 +shortcut 7 +shortfall 7 +sibling 7 +singe 7 +sixty 7 +slander 7 +smash 7 +smoke 7 +solely 7 +song 7 +southeast 7 +st 7 +stone 7 +straighten 7 +straits 7 +stream 7 +stronghold 7 +style 7 +suburban 7 +suit 7 +superpower 7 +sweet 7 +systematically 7 +takeover 7 +tale 7 +technical 7 +tend 7 +territorial 7 +therapeutic 7 +thompson 7 +thursday 7 +ticket 7 +timely 7 +tip 7 +tireless 7 +tommy 7 +toughness 7 +tower 7 +traditional 7 +trajectory 7 +translate 7 +transparent 7 +trayvon 7 +turbine 7 +ugly 7 +uncomfortable 7 +underscore 7 +unfinished 7 +unmistakable 7 +unseen 7 +unstable 7 +unsustainable 7 +venezuelan 7 +verdict 7 +vfw 7 +viciously 7 +vile 7 +virtue 7 +vitality 7 +voluntary 7 +vow 7 +warfare 7 +warrant 7 +weary 7 +whatsoever 7 +won 7 +wood 7 +years 7 +110 6 +13th 6 +1979 6 +1999 6 +43 6 +44 6 +52 6 +56 6 +650 6 +750 6 +98 6 +abc 6 +academic 6 +accounting 6 +achievable 6 +acute 6 +adjourn 6 +advancement 6 +affection 6 +alcohol 6 +allied 6 +amplify 6 +anarchist 6 +andy 6 +anthrax 6 +apartheid 6 +apartment 6 +appointment 6 +arabs 6 +arena 6 +ashley 6 +assumption 6 +asylum 6 +awesome 6 +awful 6 +b 6 +biofuel 6 +bitter 6 +borrower 6 +boss 6 +brick 6 +broadly 6 +brothers 6 +buyer 6 +campus 6 +canal 6 +captivity 6 +castro 6 +catastrophe 6 +category 6 +cave 6 +centers 6 +certify 6 +channel 6 +charitable 6 +christian 6 +churchill 6 +cia 6 +clarity 6 +clinic 6 +collar 6 +columbus 6 +comey 6 +compact 6 +competent 6 +concert 6 +concerted 6 +coney 6 +consent 6 +conspiracy 6 +constituent 6 +consult 6 +containment 6 +convenient 6 +cool 6 +cord 6 +corey 6 +corridor 6 +cpac 6 +craft 6 +crew 6 +crop 6 +currency 6 +customs 6 +dan 6 +darkest 6 +deceive 6 +deepen 6 +defiance 6 +delegation 6 +democratically 6 +departure 6 +detailed 6 +diabete 6 +didn 6 +discord 6 +dishonest 6 +disproportionately 6 +donor 6 +drama 6 +drown 6 +dry 6 +dwight 6 +eagle 6 +ear 6 +ebola 6 +edison 6 +eighty 6 +elevate 6 +ellis 6 +embargo 6 +encounter 6 +encouraging 6 +enslave 6 +entertainment 6 +entrust 6 +epa 6 +escalate 6 +escalation 6 +establishment 6 +excel 6 +excellence 6 +exclude 6 +exhaust 6 +existential 6 +expel 6 +extended 6 +fabulous 6 +facilitate 6 +faculty 6 +fade 6 +famous 6 +ferguson 6 +fifteen 6 +firsthand 6 +fist 6 +flaw 6 +forefront 6 +formula 6 +frame 6 +frank 6 +freddie 6 +frivolous 6 +frustrated 6 +gateway 6 +gee 6 +gene 6 +giffords 6 +glass 6 +gorsuch 6 +governance 6 +grader 6 +groundbreake 6 +guilty 6 +gunfire 6 +gunman 6 +halfway 6 +hardworking 6 +harvard 6 +heighten 6 +heroism 6 +herself 6 +hezbollah 6 +hijack 6 +hometown 6 +homework 6 +hopeless 6 +hopelessness 6 +humiliation 6 +hydrogen 6 +iain 6 +idaho 6 +identification 6 +ignite 6 +immense 6 +imperial 6 +incident 6 +incorporate 6 +incorrect 6 +innovator 6 +insurgency 6 +ironclad 6 +irs 6 +iwo 6 +jack 6 +janiyah 6 +javits 6 +jima 6 +jobless 6 +jong 6 +kamala 6 +kerry 6 +kit 6 +klaus 6 +knowingly 6 +landing 6 +lasting 6 +league 6 +lessen 6 +levee 6 +lindsey 6 +lindy 6 +longing 6 +loser 6 +lost 6 +ma 6 +madison 6 +magnet 6 +magnitude 6 +male 6 +mall 6 +manpower 6 +mary 6 +maryland 6 +maureen 6 +max 6 +mayhem 6 +meadows 6 +menace 6 +messy 6 +metastasize 6 +metropolitan 6 +mexican 6 +militia 6 +millions 6 +mix 6 +moms 6 +motion 6 +movie 6 +multiply 6 +nbc 6 +nelson 6 +nervous 6 +nevertheless 6 +newcomer 6 +nicole 6 +ninth 6 +nope 6 +normalize 6 +normandy 6 +nra 6 +nurture 6 +overtime 6 +paint 6 +passionate 6 +patent 6 +pave 6 +perseverance 6 +pharmaceutical 6 +physically 6 +poorly 6 +preexisting 6 +preparation 6 +prescribe 6 +print 6 +progressive 6 +prompt 6 +propaganda 6 +prouder 6 +providence 6 +provincial 6 +provocation 6 +provoke 6 +proxy 6 +pure 6 +qasem 6 +quantity 6 +queen 6 +rating 6 +realism 6 +reap 6 +reconcile 6 +rediscover 6 +redouble 6 +reelection 6 +reference 6 +refocus 6 +reid 6 +reimburse 6 +reinforce 6 +related 6 +relocate 6 +renovate 6 +rent 6 +reopening 6 +repress 6 +reside 6 +respectful 6 +restoration 6 +restraint 6 +restructure 6 +retailer 6 +retiree 6 +revival 6 +rhode 6 +rice 6 +ridge 6 +rigid 6 +roadmap 6 +roadside 6 +rogue 6 +ross 6 +rumor 6 +salvation 6 +scenario 6 +semiconductor 6 +severely 6 +sexually 6 +shared 6 +shia 6 +silly 6 +simplify 6 +skepticism 6 +skyrocket 6 +smith 6 +soft 6 +sometime 6 +specter 6 +spiral 6 +spy 6 +squad 6 +stack 6 +stagnation 6 +stain 6 +stark 6 +starvation 6 +steep 6 +stereotype 6 +steven 6 +stifle 6 +sucker 6 +superb 6 +supplier 6 +susan 6 +switch 6 +taiwan 6 +taxes 6 +telephone 6 +tender 6 +thereby 6 +thread 6 +thrill 6 +thrilled 6 +throat 6 +tighten 6 +toil 6 +totalitarian 6 +traditionally 6 +trans 6 +transgender 6 +trigger 6 +tweet 6 +unanimous 6 +unanimously 6 +unbroken 6 +underlie 6 +understandable 6 +undo 6 +unimaginable 6 +unjust 6 +unparalleled 6 +uprising 6 +vacation 6 +valuable 6 +variety 6 +vigorous 6 +waiver 6 +watchdog 6 +waterway 6 +widen 6 +wild 6 +william 6 +womb 6 +worsen 6 +yours 6 +100th 5 +15th 5 +1970 5 +1996 5 +2000 5 +2004 5 +2012 5 +2025 5 +220 5 +250th 5 +31 5 +32 5 +33 5 +4th 5 +83 5 +abbas 5 +abu 5 +abuser 5 +accessible 5 +accurately 5 +adams 5 +addict 5 +adequate 5 +adjust 5 +adoption 5 +afloat 5 +alarm 5 +alter 5 +amidst 5 +analyst 5 +angela 5 +angeles 5 +antonin 5 +anwr 5 +anxious 5 +apparently 5 +apprenticeship 5 +assassin 5 +assess 5 +assign 5 +astrid 5 +asunder 5 +atlanta 5 +aurora 5 +austin 5 +automate 5 +automatically 5 +autoworker 5 +availability 5 +badge 5 +balkans 5 +banner 5 +bedrock 5 +belvidere 5 +benchmark 5 +bernie 5 +betrayal 5 +biomedical 5 +biotechnology 5 +blackmail 5 +bleed 5 +blessed 5 +blindness 5 +blinken 5 +bolster 5 +bone 5 +bowl 5 +brad 5 +bradley 5 +breast 5 +breed 5 +broadcast 5 +brussels 5 +brutally 5 +brute 5 +budge 5 +burdensome 5 +businessman 5 +button 5 +buzz 5 +cargo 5 +caring 5 +carlos 5 +catholic 5 +cede 5 +cemetery 5 +census 5 +cheerleader 5 +children 5 +chinatown 5 +chronic 5 +chrysler 5 +chunk 5 +cj 5 +clash 5 +clem 5 +clergy 5 +cleveland 5 +cloning 5 +clothe 5 +cole 5 +colony 5 +commence 5 +communicate 5 +communist 5 +complaint 5 +concede 5 +conceive 5 +concentrated 5 +confuse 5 +conquest 5 +constitute 5 +construct 5 +conventional 5 +cooper 5 +cornyn 5 +corrosive 5 +coward 5 +crimes 5 +crooked 5 +crown 5 +crystal 5 +curtain 5 +custody 5 +cvs 5 +dagger 5 +damascus 5 +davis 5 +definition 5 +deliberate 5 +delinquent 5 +demise 5 +demonstration 5 +desperation 5 +destabilizing 5 +deterrent 5 +devise 5 +diagnostic 5 +disarmament 5 +discount 5 +disorderly 5 +disparity 5 +distort 5 +distract 5 +distrust 5 +disturb 5 +ditch 5 +divisive 5 +douglas 5 +drinking 5 +dual 5 +educational 5 +eighth 5 +elective 5 +elise 5 +email 5 +emboldened 5 +emotional 5 +engineers 5 +enshrine 5 +entity 5 +environmentally 5 +equivalent 5 +eric 5 +error 5 +evaluate 5 +eventual 5 +exaggerate 5 +exam 5 +existing 5 +explode 5 +extract 5 +faint 5 +fame 5 +faraway 5 +fatality 5 +fisherman 5 +follower 5 +fool 5 +footing 5 +forbid 5 +forgive 5 +fortitude 5 +francisco 5 +freight 5 +frequent 5 +friendly 5 +fury 5 +gates 5 +geographic 5 +gerald 5 +ginsburg 5 +gitmo 5 +gladly 5 +glimpse 5 +goodbye 5 +gps 5 +gracious 5 +gradual 5 +gradually 5 +grain 5 +greet 5 +gregg 5 +grim 5 +gross 5 +groundbreaking 5 +hammer 5 +handout 5 +hatch 5 +havana 5 +heartache 5 +heath 5 +heather 5 +heck 5 +heinous 5 +henry 5 +hi 5 +hike 5 +hinder 5 +hindsight 5 +historical 5 +ho 5 +holder 5 +hong 5 +horribly 5 +hospitality 5 +hudson 5 +hypocrisy 5 +idealistic 5 +illicit 5 +imf 5 +impressed 5 +impressive 5 +imprison 5 +inaugurate 5 +incite 5 +independently 5 +indian 5 +initiate 5 +inject 5 +input 5 +institutes 5 +insure 5 +insurer 5 +intent 5 +interpreter 5 +italians 5 +jake 5 +jamboree 5 +japanese 5 +jenna 5 +judah 5 +keeper 5 +kemp 5 +ken 5 +kenton 5 +kenya 5 +kiss 5 +knee 5 +knights 5 +knit 5 +kong 5 +lag 5 +lankford 5 +lawless 5 +lawlessness 5 +legislator 5 +levitt 5 +lgbtq 5 +library 5 +lifelong 5 +lighting 5 +limitation 5 +literal 5 +lockdown 5 +logic 5 +los 5 +lousy 5 +lovely 5 +lunch 5 +majestic 5 +maker 5 +malice 5 +manager 5 +mandela 5 +manifest 5 +marcher 5 +mason 5 +mechanism 5 +medal 5 +medic 5 +medication 5 +mid 5 +midnight 5 +midwest 5 +militarily 5 +mill 5 +misery 5 +misguided 5 +mistreat 5 +mitigate 5 +mohammed 5 +moratorium 5 +moscow 5 +motivate 5 +multinational 5 +naked 5 +narrowly 5 +navigate 5 +nearby 5 +nerve 5 +newfound 5 +nonprofit 5 +nonviolent 5 +offender 5 +oftentime 5 +oliver 5 +omaha 5 +oppressed 5 +oregon 5 +organized 5 +orientation 5 +originally 5 +orphan 5 +outreach 5 +oxygen 5 +painstaking 5 +paperwork 5 +parade 5 +pardon 5 +parkland 5 +pattern 5 +peacekeeping 5 +pearl 5 +perpetual 5 +petraeus 5 +pfizer 5 +pile 5 +plead 5 +plunder 5 +poem 5 +poet 5 +poisonous 5 +porous 5 +portland 5 +possession 5 +postpone 5 +pot 5 +preach 5 +precise 5 +premise 5 +presentation 5 +presume 5 +prey 5 +proportion 5 +prosecution 5 +qaddafi 5 +quadruple 5 +quarantine 5 +radio 5 +railway 5 +ralph 5 +rancher 5 +randle 5 +rational 5 +readiness 5 +realistic 5 +reassert 5 +rebound 5 +recede 5 +recipe 5 +recklessness 5 +redesign 5 +reed 5 +refrain 5 +regulate 5 +reiterate 5 +reorganize 5 +reproductive 5 +responsive 5 +retaliation 5 +revamp 5 +revenge 5 +ribbon 5 +rifle 5 +risky 5 +roadblock 5 +romania 5 +ron 5 +rotunda 5 +ruble 5 +saddle 5 +salazar 5 +saliva 5 +sample 5 +sanctity 5 +sanders 5 +scrap 5 +section 5 +selflessness 5 +semi 5 +semitism 5 +seong 5 +separation 5 +servicemember 5 +shame 5 +sharon 5 +sharpen 5 +sheriff 5 +shout 5 +siege 5 +sincerely 5 +sinister 5 +sixth 5 +snow 5 +squeeze 5 +stagnant 5 +stair 5 +stalemate 5 +stall 5 +stanley 5 +steadily 5 +steward 5 +strict 5 +striver 5 +substance 5 +sufficient 5 +supercomputer 5 +surgical 5 +suzanne 5 +sweden 5 +swiftly 5 +swine 5 +sympathy 5 +systemic 5 +taking 5 +talente 5 +tame 5 +targeted 5 +technique 5 +teddy 5 +temporarily 5 +terminal 5 +terrorize 5 +thirdly 5 +thorough 5 +thoughtful 5 +timing 5 +ton 5 +transcontinental 5 +transformative 5 +translator 5 +transmit 5 +traveler 5 +tree 5 +turning 5 +ucm 5 +unbreakable 5 +undeniable 5 +undercut 5 +undergo 5 +understandably 5 +unravel 5 +untold 5 +unveil 5 +unwilling 5 +unyielding 5 +urgently 5 +uss 5 +utility 5 +utilize 5 +vanish 5 +vendor 5 +verge 5 +vetting 5 +vigorously 5 +village 5 +voluntarily 5 +waiting 5 +warren 5 +weaponry 5 +wellbeing 5 +whim 5 +whittle 5 +wicked 5 +widespread 5 +williams 5 +withstand 5 +worldwide 5 +wrestle 5 +wright 5 +writer 5 +xenophobic 5 +yacht 5 +yard 5 +yearning 5 +yuma 5 +106 4 +10th 4 +116 4 +193 4 +1940 4 +1944 4 +1945 4 +1959 4 +1990s 4 +1994 4 +1997 4 +19th 4 +2010 4 +36 4 +37 4 +401k 4 +42 4 +448 4 +58 4 +59 4 +72 4 +78 4 +93 4 +94 4 +abandonment 4 +accommodate 4 +accountant 4 +accounts 4 +acting 4 +actual 4 +addicted 4 +adept 4 +administrative 4 +admission 4 +adventure 4 +advertising 4 +aerosol 4 +affiliation 4 +aggressor 4 +agricultural 4 +allegedly 4 +amazon 4 +americorps 4 +antitrust 4 +apathy 4 +apollo 4 +apparatus 4 +architecture 4 +argentina 4 +arlington 4 +arpa 4 +arrange 4 +array 4 +arrival 4 +articulate 4 +artist 4 +ashamed 4 +ashlee 4 +ass 4 +assassinate 4 +assimilate 4 +asymptomatic 4 +atmosphere 4 +authoritarian 4 +authorization 4 +backyard 4 +bag 4 +banker 4 +barbara 4 +barr 4 +bashar 4 +baton 4 +battalion 4 +batter 4 +baucus 4 +beau 4 +been 4 +belarus 4 +belt 4 +benghazi 4 +beside 4 +bigotry 4 +bioterrorism 4 +birmingham 4 +blanket 4 +blasio 4 +blatantly 4 +blaze 4 +bloc 4 +bloodthirsty 4 +bloomberg 4 +bogge 4 +boo 4 +boomer 4 +boris 4 +borrowing 4 +bound 4 +boundless 4 +bracket 4 +brady 4 +brag 4 +braver 4 +brett 4 +bribe 4 +brightly 4 +buffett 4 +bulk 4 +bystander 4 +caravan 4 +cares 4 +caribbean 4 +carter 4 +carve 4 +casket 4 +celebrity 4 +championship 4 +chanting 4 +charleston 4 +chertoff 4 +chest 4 +chile 4 +choosing 4 +chorus 4 +cluster 4 +coastline 4 +colin 4 +collusion 4 +commissioner 4 +commonwealth 4 +commute 4 +con 4 +concentration 4 +conclusive 4 +concord 4 +condolence 4 +confederate 4 +confrontation 4 +consideration 4 +consistently 4 +content 4 +continental 4 +continually 4 +contraction 4 +contractor 4 +cope 4 +copy 4 +correctness 4 +crackdown 4 +cradle 4 +craig 4 +crawford 4 +credential 4 +credibility 4 +crowded 4 +crusade 4 +cultivate 4 +cupboard 4 +daddy 4 +dance 4 +danielle 4 +darfur 4 +dearly 4 +debbie 4 +deceased 4 +deceptive 4 +deduct 4 +deepwater 4 +default 4 +definitely 4 +del 4 +delete 4 +denial 4 +depart 4 +derail 4 +dereliction 4 +description 4 +designation 4 +despicable 4 +destination 4 +detection 4 +dick 4 +diffuse 4 +dignified 4 +diligently 4 +dire 4 +directive 4 +discard 4 +discharge 4 +disinfectant 4 +dislocation 4 +disparage 4 +displacement 4 +disrepair 4 +divided 4 +dividend 4 +dna 4 +doctrine 4 +dod 4 +dogma 4 +doha 4 +dominant 4 +donation 4 +doom 4 +doubtful 4 +drape 4 +driveway 4 +drone 4 +dump 4 +dust 4 +ebb 4 +egregious 4 +einstein 4 +eitc 4 +electronic 4 +eleven 4 +eligibility 4 +elusive 4 +elvin 4 +embarrassing 4 +embarrassment 4 +embed 4 +empathy 4 +empowerment 4 +endorsement 4 +engaged 4 +enlightenment 4 +envision 4 +episode 4 +equation 4 +ethanol 4 +eu 4 +evans 4 +exempt 4 +exemption 4 +experimental 4 +expertise 4 +explanation 4 +exploitation 4 +explosive 4 +extensive 4 +extraordinarily 4 +faker 4 +fallen 4 +falls 4 +fanatic 4 +farewell 4 +fed 4 +felon 4 +female 4 +fence 4 +fever 4 +fiber 4 +fiction 4 +fitting 4 +foment 4 +forebear 4 +foreclosure 4 +foresight 4 +forest 4 +founders 4 +frist 4 +fruit 4 +fulfillment 4 +furniture 4 +furthermore 4 +gender 4 +generic 4 +genome 4 +genuinely 4 +gettysburg 4 +ghost 4 +glove 4 +gm 4 +gore 4 +gospel 4 +gown 4 +greenstein 4 +greg 4 +hair 4 +hake 4 +hallmark 4 +hallowed 4 +handgun 4 +hanoi 4 +harass 4 +harmful 4 +hateful 4 +hazard 4 +healthier 4 +heartfelt 4 +helping 4 +hitler 4 +hogan 4 +homelessness 4 +horrify 4 +howard 4 +hybrid 4 +ibew 4 +idly 4 +ignorance 4 +illustrate 4 +impede 4 +imperfection 4 +implore 4 +impulse 4 +inadequate 4 +inalienable 4 +inaugural 4 +incompatible 4 +indifference 4 +inextricably 4 +infected 4 +infiltrate 4 +ingredient 4 +ink 4 +instability 4 +insult 4 +intensify 4 +intensity 4 +interaction 4 +interconnect 4 +interconnected 4 +interim 4 +interpretation 4 +interruption 4 +intervene 4 +intolerance 4 +inventory 4 +involved 4 +ira 4 +islands 4 +isolationism 4 +j 4 +jamiel 4 +jane 4 +jeopardy 4 +jinping 4 +jody 4 +joseph 4 +journal 4 +judd 4 +jumpstart 4 +jungle 4 +justices 4 +justification 4 +karzai 4 +kavanaugh 4 +klux 4 +kneel 4 +knife 4 +known 4 +ku 4 +kudlow 4 +la 4 +labs 4 +lake 4 +landscape 4 +las 4 +lash 4 +lawrence 4 +leap 4 +lengthy 4 +lexington 4 +liberating 4 +lifeline 4 +lightly 4 +likeli 4 +limitless 4 +lip 4 +listening 4 +liter 4 +logistic 4 +louder 4 +lung 4 +mae 4 +mainstream 4 +maliki 4 +malpractice 4 +mandatory 4 +manipulate 4 +marche 4 +matchless 4 +mate 4 +mcmillon 4 +media 4 +medically 4 +melting 4 +membership 4 +menacing 4 +mercury 4 +mic 4 +micron 4 +milk 4 +miraculous 4 +mislead 4 +mobilization 4 +modernization 4 +momentous 4 +monetary 4 +monopoly 4 +montana 4 +moonshot 4 +morale 4 +morality 4 +morocco 4 +mortal 4 +motto 4 +moynihan 4 +muster 4 +myra 4 +mystery 4 +namely 4 +naturally 4 +naval 4 +navigation 4 +nazis 4 +ncaa 4 +negotiating 4 +negotiator 4 +neighboring 4 +newborn 4 +nigeria 4 +nih 4 +nisa 4 +nixon 4 +nord 4 +norwood 4 +notwithstanding 4 +nutrition 4 +oak 4 +obey 4 +objection 4 +obliterate 4 +offend 4 +oligarch 4 +onboard 4 +onslaught 4 +orange 4 +organizer 4 +organizing 4 +orion 4 +ortiz 4 +outcompete 4 +overdue 4 +overlap 4 +overrun 4 +overstate 4 +pakistanis 4 +palace 4 +panic 4 +participant 4 +passionately 4 +payer 4 +pepfar 4 +perish 4 +perpetrate 4 +persian 4 +phil 4 +pitch 4 +placement 4 +playground 4 +pleasure 4 +politics 4 +polling 4 +pop 4 +pork 4 +posture 4 +powerless 4 +premier 4 +preservation 4 +presidents 4 +preston 4 +preventable 4 +princeton 4 +prohibition 4 +projection 4 +pronounce 4 +prosthetic 4 +protectionist 4 +proven 4 +publish 4 +pundit 4 +radicalism 4 +rationale 4 +raw 4 +rear 4 +reassure 4 +rebirth 4 +recapture 4 +recipient 4 +reciprocity 4 +recount 4 +redefine 4 +reel 4 +reestablish 4 +reflective 4 +regret 4 +regular 4 +regulator 4 +reimagine 4 +reliant 4 +renter 4 +reorganization 4 +reputation 4 +rescuer 4 +reservation 4 +reset 4 +reshape 4 +resign 4 +resort 4 +respective 4 +retool 4 +retrain 4 +retweete 4 +reunite 4 +richard 4 +rightfully 4 +ring 4 +rioting 4 +roberts 4 +rocky 4 +rod 4 +roger 4 +rooftop 4 +rosa 4 +rostrum 4 +royal 4 +rugged 4 +running 4 +s2 4 +sadistic 4 +saint 4 +sap 4 +savannah 4 +savings 4 +scared 4 +scorn 4 +scrape 4 +scream 4 +sear 4 +secondary 4 +secretaries 4 +seema 4 +seniors 4 +serviceman 4 +seventh 4 +shortage 4 +shortchange 4 +shuffle 4 +shuttle 4 +silently 4 +silicon 4 +siv 4 +skyline 4 +slightly 4 +slogan 4 +slurpee 4 +soap 4 +spacecraft 4 +spanky 4 +spin 4 +spray 4 +sputnik 4 +squander 4 +stale 4 +stalk 4 +startup 4 +statistically 4 +staub 4 +staying 4 +stealth 4 +stiff 4 +stimulate 4 +stonewall 4 +strap 4 +strip 4 +stunt 4 +sturdy 4 +successive 4 +succumb 4 +superintendent 4 +surprising 4 +survey 4 +swamp 4 +swing 4 +switzerland 4 +sword 4 +symbolize 4 +tab 4 +taker 4 +temper 4 +tenet 4 +tennessee 4 +tenure 4 +terminally 4 +testify 4 +text 4 +thankful 4 +thaw 4 +thirteen 4 +thru 4 +titan 4 +tpp 4 +trail 4 +trample 4 +transcript 4 +transitional 4 +traumatic 4 +treatable 4 +trivial 4 +tunis 4 +turnout 4 +twelve 4 +twilight 4 +tyre 4 +uaw 4 +ukrainians 4 +umbilical 4 +unbelievably 4 +underlying 4 +undertaking 4 +unelected 4 +unfairness 4 +unilaterally 4 +unjustly 4 +unpopular 4 +unprovoked 4 +unrelenting 4 +unrivaled 4 +unshakeable 4 +unto 4 +unused 4 +upcoming 4 +utah 4 +uvalde 4 +vandalism 4 +vandalize 4 +varied 4 +vein 4 +venue 4 +versus 4 +vest 4 +vigilance 4 +viral 4 +visionary 4 +visitor 4 +vivian 4 +vulnerability 4 +walter 4 +warfighter 4 +wheel 4 +widely 4 +widow 4 +wilbur 4 +wilderness 4 +willingly 4 +wire 4 +wrap 4 +writing 4 +wto 4 +x 4 +yamiche 4 +151 3 +1835 3 +191 3 +1941 3 +1965 3 +197 3 +1980 3 +1981 3 +1989 3 +1995 3 +2002 3 +2013 3 +240 3 +25th 3 +270 3 +320 3 +34 3 +375 3 +450 3 +53 3 +5th 3 +687 3 +77 3 +81 3 +817 3 +91 3 +92 3 +96 3 +absentee 3 +abstinence 3 +abundance 3 +abusive 3 +academia 3 +accuse 3 +ache 3 +acknowledgment 3 +actor 3 +addictive 3 +adjustment 3 +adviser 3 +advocacy 3 +aerial 3 +afterwards 3 +agitator 3 +aide 3 +aig 3 +alarming 3 +alaska 3 +alex 3 +alienate 3 +alleged 3 +alleviate 3 +amanda 3 +amass 3 +ame 3 +amelia 3 +anarchy 3 +animosity 3 +annan 3 +anne 3 +annihilate 3 +antifa 3 +antiviral 3 +appease 3 +arabic 3 +architect 3 +armor 3 +arsonist 3 +artillery 3 +asleep 3 +assassination 3 +associated 3 +astonishing 3 +athlete 3 +attach 3 +attain 3 +attendant 3 +attractive 3 +ava 3 +awake 3 +awareness 3 +backlog 3 +backward 3 +bader 3 +baggage 3 +bagram 3 +baker 3 +baltic 3 +bang 3 +barricade 3 +barron 3 +baseless 3 +baseman 3 +bash 3 +became 3 +beg 3 +begrudge 3 +belgium 3 +bell 3 +beneficial 3 +besides 3 +bickering 3 +biloxi 3 +biology 3 +bird 3 +blacklist 3 +bleach 3 +bliss 3 +bolden 3 +bore 3 +boring 3 +bottleneck 3 +boyfriend 3 +brace 3 +breadth 3 +breaking 3 +breaux 3 +breyer 3 +briefly 3 +broke 3 +bruce 3 +buckle 3 +buddy 3 +bullying 3 +bureau 3 +byron 3 +came 3 +candor 3 +cape 3 +capita 3 +capitalist 3 +capsule 3 +careen 3 +carl 3 +carolyn 3 +casey 3 +casino 3 +cat 3 +catalyst 3 +caution 3 +cecilia 3 +cellphone 3 +censorship 3 +cha 3 +characteristic 3 +characterize 3 +charlotte 3 +chera 3 +cherished 3 +cherrey 3 +childish 3 +cincinnati 3 +cite 3 +claire 3 +clap 3 +clark 3 +clay 3 +claymont 3 +cleaner 3 +cleaning 3 +cleanup 3 +clementa 3 +click 3 +client 3 +cling 3 +clinical 3 +cloak 3 +clobber 3 +closure 3 +club 3 +clutch 3 +coastal 3 +cocaine 3 +coexistence 3 +coffee 3 +cohesion 3 +coin 3 +coincidence 3 +colburn 3 +collaboration 3 +collectively 3 +colleges 3 +colonialism 3 +columbia 3 +columbine 3 +combatant 3 +coming 3 +commencement 3 +commend 3 +commodity 3 +communities 3 +commuter 3 +comparable 3 +compelling 3 +complexity 3 +compliment 3 +condemnation 3 +confidently 3 +conformity 3 +confused 3 +confusing 3 +congo 3 +congresses 3 +connected 3 +consign 3 +consist 3 +constellation 3 +constituency 3 +constraint 3 +contagion 3 +contagious 3 +contemplate 3 +contradict 3 +contributor 3 +convenience 3 +convincingly 3 +coordination 3 +corn 3 +correctly 3 +coulter 3 +courtney 3 +craze 3 +creek 3 +cripple 3 +critically 3 +crossroad 3 +crucible 3 +crumb 3 +crutch 3 +cruz 3 +cubano 3 +curb 3 +curious 3 +cybersecurity 3 +dam 3 +dash 3 +davidson 3 +daycare 3 +days 3 +dea 3 +dealing 3 +dean 3 +deb 3 +debra 3 +debris 3 +deception 3 +decouple 3 +deductibility 3 +defeatism 3 +defector 3 +defile 3 +defund 3 +demean 3 +demolish 3 +denisha 3 +dennis 3 +denounce 3 +denver 3 +deplorable 3 +depraved 3 +deprive 3 +derivative 3 +deserving 3 +designate 3 +desiline 3 +despise 3 +destabilize 3 +destine 3 +detainee 3 +deterrence 3 +developed 3 +devin 3 +devoted 3 +dhs 3 +diagnosis 3 +dialog 3 +diego 3 +diesel 3 +differ 3 +dikembe 3 +diner 3 +dining 3 +directorate 3 +disappointed 3 +disbelief 3 +disconnect 3 +dishonor 3 +disorder 3 +disproportionate 3 +distinctly 3 +distinguish 3 +distraction 3 +distressed 3 +disunity 3 +divine 3 +domain 3 +domestically 3 +dominance 3 +dorwan 3 +douglass 3 +dpa 3 +drastically 3 +dread 3 +dress 3 +dropout 3 +duck 3 +dumb 3 +dumping 3 +duplicate 3 +dwell 3 +dwindle 3 +earner 3 +earthly 3 +efficiently 3 +egyptian 3 +eighteen 3 +elevator 3 +elizabeth 3 +eloquent 3 +emanate 3 +emanuel 3 +emotion 3 +emphasis 3 +en 3 +encompass 3 +energetic 3 +england 3 +ennoble 3 +enriched 3 +enrichment 3 +enroll 3 +entail 3 +entrance 3 +envoy 3 +equivocation 3 +erode 3 +err 3 +estonia 3 +etch 3 +eternally 3 +ethicist 3 +europeans 3 +evade 3 +evan 3 +eve 3 +everlasting 3 +evict 3 +evoke 3 +exaggerated 3 +excessive 3 +exclusively 3 +exert 3 +expedite 3 +experimentation 3 +extensively 3 +extraction 3 +facial 3 +fairy 3 +fallujah 3 +fantastically 3 +fatal 3 +fearless 3 +fellas 3 +fellowship 3 +fertilizer 3 +fester 3 +fetus 3 +fiasco 3 +fidelity 3 +finished 3 +finland 3 +firearm 3 +fisa 3 +fisher 3 +flawed 3 +flawless 3 +fleet 3 +flexible 3 +flinch 3 +flop 3 +focal 3 +following 3 +fontana 3 +footprint 3 +forcefully 3 +foresee 3 +formal 3 +formally 3 +fourteen 3 +fragility 3 +fray 3 +frederick 3 +frighten 3 +fringe 3 +fuentes 3 +fullness 3 +fundraising 3 +funny 3 +gabe 3 +gage 3 +galesburg 3 +gamble 3 +generously 3 +genocidal 3 +gentle 3 +gesture 3 +giuliani 3 +gleam 3 +globalist 3 +gloria 3 +glue 3 +goodlatte 3 +gosh 3 +gotcha 3 +gotten 3 +governmental 3 +granddaughter 3 +grandkid 3 +grassroots 3 +graveyard 3 +gravity 3 +greece 3 +greed 3 +guardian 3 +guardrail 3 +hacker 3 +hail 3 +hamper 3 +handsome 3 +happily 3 +harriet 3 +hasten 3 +hastert 3 +havoc 3 +hawaii 3 +hawk 3 +headwind 3 +heartbreak 3 +heartland 3 +heavenly 3 +hedge 3 +hemingway 3 +hereby 3 +hernandez 3 +holets 3 +hollow 3 +hollywood 3 +hone 3 +honorary 3 +hood 3 +horn 3 +horrendous 3 +hospitalize 3 +houses 3 +hubble 3 +huddle 3 +humankind 3 +humid 3 +humor 3 +humvee 3 +hungary 3 +hygiene 3 +ida 3 +idle 3 +immortal 3 +implementation 3 +improved 3 +inclusion 3 +incoming 3 +incomplete 3 +indict 3 +individually 3 +indoctrinate 3 +industrialized 3 +inescapable 3 +inevitability 3 +inexcusable 3 +informed 3 +inspect 3 +inspiring 3 +instagram 3 +instantly 3 +instigate 3 +institutional 3 +insufficient 3 +integration 3 +intelligent 3 +intensive 3 +interestingly 3 +interfere 3 +internal 3 +internationally 3 +iranians 3 +ironically 3 +islamist 3 +islamophobia 3 +isopropyl 3 +ivf 3 +jared 3 +jay 3 +jcpoa 3 +jo 3 +joining 3 +jurisdiction 3 +kay 3 +keen 3 +keenan 3 +keystone 3 +kidney 3 +krissoff 3 +kurds 3 +lame 3 +landslide 3 +latinos 3 +latvia 3 +lauren 3 +lax 3 +leasing 3 +ledbetter 3 +legislate 3 +lesko 3 +letting 3 +leukemia 3 +liar 3 +libyan 3 +limbaugh 3 +literacy 3 +lithuania 3 +livable 3 +livelihood 3 +lively 3 +lobbying 3 +log 3 +logistical 3 +longstanding 3 +loose 3 +looting 3 +lopez 3 +lott 3 +m2000 3 +madeleine 3 +maguire 3 +mainly 3 +malloy 3 +manchester 3 +manipulation 3 +mar 3 +marsha 3 +marshals 3 +martha 3 +marti 3 +masse 3 +massively 3 +mastermind 3 +maternal 3 +maternity 3 +mattis 3 +mavy 3 +mccaskill 3 +mcgee 3 +mckenzie 3 +meadow 3 +measurable 3 +melinda 3 +melt 3 +meltdown 3 +memorandum 3 +mend 3 +merry 3 +metal 3 +meth 3 +microchip 3 +microphone 3 +midterm 3 +mighty 3 +milley 3 +ministry 3 +misfortune 3 +mismanagement 3 +mistaken 3 +moderation 3 +modernity 3 +monstrous 3 +monumental 3 +morally 3 +moriarty 3 +motive 3 +motorbike 3 +motorcycle 3 +mozer 3 +mpox 3 +mules 3 +mullen 3 +multi 3 +multitude 3 +munition 3 +narcan 3 +narcotic 3 +narrative 3 +nationality 3 +naysayer 3 +nazi 3 +neill 3 +netanyahu 3 +neutral 3 +nfl 3 +nicaragua 3 +nick 3 +noise 3 +nonproliferation 3 +nonsense 3 +oan 3 +obesity 3 +obrador 3 +observation 3 +obsess 3 +operations 3 +oppressor 3 +org 3 +origin 3 +originate 3 +outlet 3 +outraged 3 +outward 3 +overcharge 3 +overcrowded 3 +overhead 3 +overwhelm 3 +overwhelmed 3 +owens 3 +oxford 3 +p2 3 +pa 3 +painkiller 3 +paradigm 3 +parenthetically 3 +parkinson 3 +parliamentary 3 +particle 3 +passive 3 +passover 3 +patrick 3 +pavement 3 +pawn 3 +peddle 3 +peer 3 +penn 3 +perceive 3 +perception 3 +perennial 3 +perilous 3 +persecute 3 +persist 3 +persistence 3 +personality 3 +persuasive 3 +peru 3 +pettiness 3 +philosophical 3 +picket 3 +pierre 3 +pin 3 +pine 3 +pipefitter 3 +playbook 3 +plea 3 +plebe 3 +plumber 3 +plummet 3 +pluralism 3 +polen 3 +poles 3 +polio 3 +populism 3 +porch 3 +portrait 3 +posterity 3 +postmark 3 +potent 3 +powerplant 3 +ppp 3 +prediction 3 +pregnant 3 +prelude 3 +pricing 3 +professionalism 3 +profile 3 +prolong 3 +promptly 3 +prop 3 +proposition 3 +publicity 3 +puddle 3 +puede 3 +puerto 3 +punishment 3 +puppet 3 +purely 3 +purity 3 +pusher 3 +quad 3 +qualitative 3 +quarrel 3 +questionnaire 3 +questions 3 +radiation 3 +ramos 3 +rampant 3 +random 3 +ranking 3 +readily 3 +rebate 3 +rebecca 3 +rebellion 3 +reckoning 3 +recommit 3 +recrimination 3 +recruiting 3 +reemerge 3 +reentry 3 +refighte 3 +refundable 3 +refusal 3 +regroup 3 +regularly 3 +reignite 3 +reinstate 3 +relax 3 +relevant 3 +relic 3 +remainder 3 +remembrance 3 +remotely 3 +removal 3 +render 3 +renounce 3 +reprogramme 3 +reservoir 3 +resistant 3 +resonate 3 +respirator 3 +restrictive 3 +restructuring 3 +resurgent 3 +retired 3 +reuters 3 +rev 3 +reverberate 3 +revere 3 +reverence 3 +revise 3 +revolutionize 3 +rhetorical 3 +richardson 3 +richness 3 +rico 3 +rieman 3 +riley 3 +rink 3 +ripple 3 +rivalry 3 +roadway 3 +robotic 3 +rot 3 +rouge 3 +rourke 3 +ruth 3 +safia 3 +sam 3 +sand 3 +sanitizer 3 +sara 3 +sarin 3 +scam 3 +scandal 3 +scarcely 3 +scatter 3 +schiff 3 +scholarships 3 +scouting 3 +scramble 3 +scratch 3 +scrutiny 3 +scum 3 +se 3 +secretly 3 +sect 3 +seemingly 3 +seneca 3 +sensitive 3 +seoul 3 +sermon 3 +servitude 3 +shackle 3 +shade 3 +shadowy 3 +shannon 3 +sharing 3 +shawn 3 +shell 3 +sherrod 3 +shipping 3 +shocked 3 +shocking 3 +shooter 3 +shortcoming 3 +shrapnel 3 +shrine 3 +sided 3 +siemens 3 +sigh 3 +signify 3 +silver 3 +simmer 3 +sink 3 +sixteen 3 +skating 3 +skeptic 3 +slate 3 +smother 3 +smuggle 3 +socially 3 +solace 3 +sole 3 +somewhat 3 +souter 3 +soviets 3 +spectacular 3 +spell 3 +sporting 3 +stabilization 3 +stacy 3 +stagger 3 +stanford 3 +starting 3 +statesman 3 +statute 3 +stephanie 3 +stephen 3 +sterilization 3 +sterling 3 +steroid 3 +stoke 3 +stoneman 3 +strange 3 +strangle 3 +stubborn 3 +studio 3 +stunning 3 +sub 3 +substantive 3 +subtract 3 +sununu 3 +supermarket 3 +supplement 3 +supremacist 3 +supremacy 3 +sweat 3 +swinge 3 +symbolic 3 +synagogue 3 +tahrir 3 +tangible 3 +tarp 3 +taste 3 +taylor 3 +tea 3 +teenage 3 +tent 3 +terribly 3 +testimony 3 +thearc 3 +them 3 +theodore 3 +thick 3 +thin 3 +thirst 3 +thunder 3 +thwart 3 +till 3 +timetable 3 +tissue 3 +todd 3 +tolerant 3 +toxin 3 +toy 3 +transaction 3 +transformational 3 +transfusion 3 +transport 3 +tuberculosis 3 +tuck 3 +tune 3 +turbulent 3 +turnover 3 +tutor 3 +twin 3 +twisted 3 +typically 3 +uae 3 +uh 3 +unaccountable 3 +unaffordable 3 +unalienable 3 +unanswered 3 +unarmed 3 +unchallenged 3 +unchecked 3 +unconditional 3 +uncontrolled 3 +underneath 3 +underwrite 3 +undoubtedly 3 +undying 3 +unequivocally 3 +uneven 3 +unfamiliar 3 +unfolding 3 +uninterrupted 3 +uniter 3 +universe 3 +unlawful 3 +unlawfully 3 +unrelated 3 +unsolicited 3 +unspent 3 +unstoppable 3 +unsung 3 +untamed 3 +untapped 3 +unthinkable 3 +unusual 3 +unwanted 3 +unwarranted 3 +upend 3 +uplift 3 +upper 3 +used 3 +vain 3 +vanquish 3 +vastly 3 +vega 3 +vegas 3 +venezuelans 3 +verse 3 +viability 3 +vial 3 +victims 3 +vietnamese 3 +viewpoint 3 +violently 3 +visas 3 +vitriol 3 +viva 3 +voiceless 3 +wa 3 +wager 3 +wagon 3 +warmbier 3 +warming 3 +warmth 3 +warrensburg 3 +warzone 3 +weatherize 3 +weekly 3 +weep 3 +wesley 3 +westminster 3 +whack 3 +whiner 3 +whirlwind 3 +whoa 3 +wildlife 3 +wilkie 3 +wilson 3 +windfall 3 +wither 3 +withhold 3 +workers 3 +wyoming 3 +yellow 3 +zarqawi 3 +zealand 3 +zeke 3 +zimbabwe 3 +0 2 +00 2 +107 2 +108 2 +135 2 +136 2 +1441 2 +147 2 +148 2 +14th 2 +16th 2 +175 2 +1776 2 +1777 2 +187 2 +189 2 +1917 2 +1919 2 +1929 2 +1930 2 +1933 2 +1942 2 +1948 2 +1950s 2 +1956 2 +1961 2 +1964 2 +1972 2 +1992 2 +1998 2 +2027 2 +2032 2 +2042 2 +212 2 +230 2 +245th 2 +273 2 +296 2 +2nd 2 +305 2 +30th 2 +3317 2 +369 2 +3d 2 +461 2 +547 2 +568 2 +57 2 +61 2 +619 2 +67 2 +744 2 +762 2 +84 2 +85th 2 +87 2 +877 2 +97 2 +aaron 2 +aarp 2 +abdullah 2 +abhorrent 2 +abject 2 +aboard 2 +abolition 2 +abruptly 2 +abstract 2 +abundant 2 +acceptance 2 +accidental 2 +accrue 2 +accumulation 2 +accuracy 2 +acid 2 +acquittal 2 +adequately 2 +admittedly 2 +adoptive 2 +adore 2 +adulthood 2 +advisory 2 +aerospace 2 +afflicted 2 +afl 2 +africans 2 +agents 2 +agonize 2 +ahn 2 +aigner 2 +ail 2 +airborne 2 +airbridge 2 +airway 2 +alamo 2 +albright 2 +aldrin 2 +alexander 2 +alexandria 2 +alito 2 +allah 2 +allegation 2 +allocate 2 +allude 2 +altercation 2 +aluminum 2 +alumnus 2 +ambivalence 2 +amend 2 +amongst 2 +ample 2 +amply 2 +amputate 2 +amtrak 2 +ana 2 +ancestral 2 +anderson 2 +andra 2 +annapolis 2 +annihilation 2 +ansf 2 +antisemitism 2 +ap 2 +apaches 2 +appalachia 2 +apparent 2 +appellate 2 +appliance 2 +applicant 2 +appreciative 2 +apprehension 2 +apprenti 2 +apprentice 2 +arch 2 +are 2 +ari 2 +arkansas 2 +arlene 2 +armored 2 +armstrong 2 +arson 2 +asbestos 2 +ascend 2 +ashe 2 +assimilation 2 +asthma 2 +athletic 2 +atomic 2 +atop 2 +attacker 2 +attest 2 +audits 2 +aung 2 +automated 2 +autrey 2 +aviation 2 +awaken 2 +awakening 2 +awfully 2 +azhar 2 +ba 2 +backdrop 2 +backing 2 +bahraini 2 +bake 2 +bakr 2 +bali 2 +balloon 2 +balloting 2 +bangladesh 2 +banish 2 +bankroll 2 +banks 2 +barbed 2 +barber 2 +barrasso 2 +baseline 2 +batch 2 +battleship 2 +battol 2 +beamer 2 +bedroom 2 +beef 2 +begotten 2 +behead 2 +beheading 2 +behold 2 +belittle 2 +belove 2 +bennett 2 +bernardino 2 +beshear 2 +best 2 +beto 2 +betsy 2 +better 2 +beverage 2 +bicentennial 2 +bid 2 +bike 2 +bilateral 2 +bilk 2 +bio 2 +biodiesel 2 +birthright 2 +blackout 2 +blacksburg 2 +blast 2 +blend 2 +bloated 2 +bloodstream 2 +bluff 2 +blunder 2 +bluntly 2 +blur 2 +bluster 2 +boardroom 2 +bog 2 +bogus 2 +bolsonaro 2 +bombardment 2 +bombing 2 +bondholder 2 +booming 2 +bosnia 2 +botulinum 2 +bowser 2 +boxer 2 +brake 2 +braun 2 +brazen 2 +breakdown 2 +breakfast 2 +breakout 2 +brexit 2 +brilliance 2 +brinksmanship 2 +brits 2 +brokenhearted 2 +brooklyn 2 +brunt 2 +bucket 2 +budgetary 2 +buffalo 2 +bulgaria 2 +bump 2 +bunker 2 +bunting 2 +bureaucratic 2 +burger 2 +burglary 2 +burnell 2 +burning 2 +burst 2 +businesspeople 2 +businessperson 2 +bust 2 +butcher 2 +bypass 2 +cadets 2 +cafeteria 2 +calamity 2 +calculate 2 +calif 2 +calloused 2 +campaigner 2 +campbell 2 +campfire 2 +canadian 2 +canaveral 2 +cancellation 2 +candid 2 +candle 2 +cannon 2 +capitalize 2 +capito 2 +carson 2 +carta 2 +casablanca 2 +cassidy 2 +casting 2 +castle 2 +caterpillar 2 +cathy 2 +cavalry 2 +cbp 2 +cedar 2 +centralized 2 +certificate 2 +certitude 2 +cessation 2 +chancellor 2 +chaotic 2 +chapel 2 +charlottesville 2 +chemo 2 +chemotherapy 2 +chips 2 +chokehold 2 +christi 2 +christianity 2 +churn 2 +cindy 2 +cio 2 +citizenry 2 +citizens 2 +clearinghouse 2 +cleric 2 +climber 2 +clinician 2 +clio 2 +clone 2 +closet 2 +clyburn 2 +cms 2 +coat 2 +cobra 2 +codify 2 +coerce 2 +coexist 2 +coffin 2 +cohen 2 +coleman 2 +collaborate 2 +colonel 2 +colonial 2 +com 2 +coma 2 +commentary 2 +commentator 2 +companion 2 +compass 2 +compensate 2 +compensation 2 +complimentary 2 +comprehend 2 +computerize 2 +computing 2 +condoleezza 2 +confer 2 +confine 2 +confirmed 2 +conform 2 +congested 2 +conglomerate 2 +conrad 2 +conscious 2 +conserve 2 +constitutionally 2 +constrain 2 +container 2 +contaminate 2 +contexts 2 +contingency 2 +continuous 2 +continuously 2 +contraception 2 +conventions 2 +conversion 2 +convoy 2 +cooperative 2 +coordinating 2 +coordinator 2 +copenhagen 2 +cornell 2 +corona 2 +correction 2 +correspond 2 +corsa 2 +cot 2 +cotton 2 +counseling 2 +counterinsurgency 2 +counterproductive 2 +countryman 2 +countryside 2 +courageously 2 +courthouse 2 +covenant 2 +cowboy 2 +coworker 2 +crap 2 +credibly 2 +creditor 2 +crescent 2 +criminalize 2 +crisscross 2 +crockett 2 +crosse 2 +crucially 2 +crushed 2 +cryin 2 +cuentapropista 2 +cuevas 2 +culmination 2 +curriculum 2 +cyberspace 2 +cynthia 2 +czechoslovakia 2 +dachau 2 +dads 2 +dallas 2 +damaged 2 +dane 2 +daniels 2 +darken 2 +darpa 2 +data 2 +daunting 2 +dauntless 2 +davy 2 +deceit 2 +decontaminate 2 +dee 2 +deem 2 +deer 2 +defeating 2 +defective 2 +defended 2 +definitive 2 +defuse 2 +degradation 2 +delight 2 +delighted 2 +demanding 2 +demerit 2 +demographic 2 +demonize 2 +demonstrator 2 +deni 2 +denier 2 +denis 2 +denmark 2 +denny 2 +denogean 2 +dense 2 +depayne 2 +dependency 2 +depletion 2 +depot 2 +depravity 2 +des 2 +desantis 2 +descent 2 +desecrate 2 +desegregate 2 +detective 2 +deteriorate 2 +dethrone 2 +devalue 2 +devil 2 +dewine 2 +dimension 2 +diminished 2 +dimly 2 +dioxide 2 +dip 2 +dirge 2 +dirt 2 +disappointing 2 +disband 2 +discontent 2 +discretion 2 +disdain 2 +disgraceful 2 +disgust 2 +disgusting 2 +dish 2 +dishonorable 2 +disincentive 2 +disinformation 2 +dislocate 2 +dismissive 2 +disney 2 +disregard 2 +disruptive 2 +dissolve 2 +distortion 2 +distress 2 +disturbing 2 +dive 2 +diversify 2 +divid 2 +dividing 2 +divorce 2 +doer 2 +doing 2 +dole 2 +dollars 2 +dominican 2 +donbas 2 +done 2 +donna 2 +doorstep 2 +doughnut 2 +dover 2 +download 2 +downpayment 2 +downsizing 2 +downtown 2 +draconian 2 +drastic 2 +drew 2 +driving 2 +droplet 2 +drove 2 +drum 2 +duda 2 +dugout 2 +dull 2 +dunn 2 +duplication 2 +durbin 2 +durham 2 +dwarf 2 +dylan 2 +dysfunction 2 +earhart 2 +earlier 2 +earned 2 +ed 2 +edged 2 +edifice 2 +editor 2 +editorial 2 +edmund 2 +edward 2 +ego 2 +egyptians 2 +elaborate 2 +eldercare 2 +electronically 2 +embryos 2 +emergence 2 +eminently 2 +emma 2 +enclave 2 +encouragement 2 +endurance 2 +energize 2 +engulf 2 +enlightened 2 +enormity 2 +enormously 2 +enthusiastic 2 +entitled 2 +entrenched 2 +envelope 2 +epic 2 +equitable 2 +erect 2 +eretz 2 +ernest 2 +erosion 2 +escalating 2 +eternity 2 +ethel 2 +ethiopia 2 +eulogy 2 +evelyn 2 +exacerbate 2 +examination 2 +excitement 2 +executing 2 +exemplify 2 +exhausted 2 +exhaustive 2 +exodus 2 +exorbitant 2 +expedience 2 +expeditiously 2 +expenditure 2 +expiration 2 +explanatory 2 +explicit 2 +explicitly 2 +external 2 +extortion 2 +facebook 2 +failing 2 +fallible 2 +falsely 2 +fancy 2 +fanfare 2 +fascist 2 +fashioned 2 +fat 2 +fatherhood 2 +fathers 2 +faucet 2 +faulty 2 +fayyad 2 +fdic 2 +fdr 2 +federalism 2 +federico 2 +feeding 2 +fella 2 +fencing 2 +fend 2 +fertilization 2 +fervent 2 +fi 2 +fig 2 +filing 2 +film 2 +fingertip 2 +finite 2 +finlay 2 +fishing 2 +flagrant 2 +flake 2 +flaunt 2 +fleeting 2 +float 2 +flooding 2 +floodwater 2 +flout 2 +fluctuate 2 +fluid 2 +flush 2 +flyover 2 +fog 2 +fold 2 +forceful 2 +forebearer 2 +forgot 2 +forma 2 +formidable 2 +forsyth 2 +fortify 2 +fought 2 +fountain 2 +francis 2 +fred 2 +freddy 2 +french 2 +frightening 2 +fudge 2 +fume 2 +furious 2 +furlough 2 +fuse 2 +gallow 2 +gandhi 2 +garner 2 +gary 2 +generator 2 +genetic 2 +genetically 2 +geneva 2 +german 2 +ghana 2 +gibson 2 +gifted 2 +gigantic 2 +giveaway 2 +giving 2 +globalism 2 +glorify 2 +gloss 2 +going 2 +gold 2 +gorgeous 2 +gottlieb 2 +gracia 2 +grandmom 2 +grandson 2 +graph 2 +graphic 2 +grass 2 +gravest 2 +gravitate 2 +greater 2 +greene 2 +greeting 2 +grenade 2 +grievous 2 +grin 2 +grudging 2 +gruele 2 +gruesome 2 +gt 2 +guadalupe 2 +guaidó 2 +guardsmen 2 +guilt 2 +gunfight 2 +gunnery 2 +gutte 2 +ha 2 +habitat 2 +hadiya 2 +hahn 2 +haley 2 +hamid 2 +handing 2 +hands 2 +hank 2 +hannity 2 +harassment 2 +hardly 2 +harley 2 +harmless 2 +harvest 2 +hatre 2 +hbcu 2 +headquarters 2 +headstone 2 +healer 2 +heartbroken 2 +heartened 2 +heartless 2 +heated 2 +helms 2 +helps 2 +hence 2 +herd 2 +heroes 2 +hesitation 2 +hickenlooper 2 +hidden 2 +hiding 2 +hijacked 2 +hijacker 2 +hiring 2 +hitch 2 +hizballah 2 +hizbollah 2 +holcomb 2 +holiness 2 +hombre 2 +homecare 2 +homestead 2 +hoodwink 2 +hoover 2 +horsford 2 +hotline 2 +hoyer 2 +hu 2 +hud 2 +huddled 2 +hugh 2 +hurd 2 +hurry 2 +hydroxychloroquine 2 +hypersonic 2 +icc 2 +icy 2 +ideally 2 +identical 2 +iii 2 +imaginary 2 +immeasurable 2 +immigrate 2 +immoral 2 +impartially 2 +impeccable 2 +imperil 2 +implant 2 +implicate 2 +imply 2 +impoverished 2 +impractical 2 +impress 2 +imprisonment 2 +inability 2 +inaccurate 2 +inappropriate 2 +incarceration 2 +incense 2 +inchon 2 +incumbent 2 +incursion 2 +indefinite 2 +indifferent 2 +indirectly 2 +indoor 2 +industrialize 2 +ineffective 2 +inefficient 2 +infiltration 2 +infinite 2 +influential 2 +infringe 2 +inhabitant 2 +inhumane 2 +initially 2 +initiatives 2 +injection 2 +insider 2 +insignificant 2 +interdependence 2 +interfaith 2 +internship 2 +interrogation 2 +interrupt 2 +intersection 2 +intimate 2 +intolerable 2 +intruder 2 +intrusive 2 +invaluable 2 +invention 2 +investigator 2 +invoke 2 +iq 2 +ireland 2 +irony 2 +irregularity 2 +isaiah 2 +italian 2 +jacket 2 +jakarta 2 +jason 2 +jazz 2 +jealous 2 +jean 2 +jennies 2 +jesus 2 +jew 2 +jihad 2 +joyful 2 +joyous 2 +juan 2 +jubilant 2 +judgement 2 +juliet 2 +junior 2 +justified 2 +juvenile 2 +kaitlan 2 +kandahar 2 +karen 2 +kathryn 2 +kathy 2 +kelli 2 +kenyan 2 +kevlar 2 +khalid 2 +kharkiv 2 +khe 2 +kidnap 2 +kindle 2 +kitty 2 +kkk 2 +klieg 2 +knowledgeable 2 +koreans 2 +kosmas 2 +kristen 2 +kristina 2 +kucinich 2 +kunar 2 +kyi 2 +kyl 2 +kyrsten 2 +l 2 +label 2 +laborer 2 +laken 2 +lance 2 +landlord 2 +lanken 2 +lapse 2 +laser 2 +launcher 2 +laureate 2 +lawn 2 +leading 2 +leahy 2 +leaker 2 +lech 2 +led 2 +leeway 2 +leftist 2 +legendary 2 +lennox 2 +leon 2 +lesbian 2 +leveraged 2 +levittown 2 +lgbt 2 +liam 2 +lianna 2 +liberalism 2 +lieberman 2 +lieu 2 +lifeblood 2 +lifesaving 2 +linger 2 +liquidation 2 +litigator 2 +lives 2 +lloyd 2 +locality 2 +lodge 2 +loneliness 2 +loosely 2 +loot 2 +louis 2 +lover 2 +lunar 2 +lure 2 +lurk 2 +lynch 2 +lópez 2 +mac 2 +madman 2 +madness 2 +madrid 2 +magic 2 +magna 2 +maidan 2 +maine 2 +maintenance 2 +makeshift 2 +mali 2 +malignant 2 +maloney 2 +mammogram 2 +maniac 2 +maniacs 2 +manifestation 2 +manmade 2 +manual 2 +manufacturers 2 +marching 2 +marcia 2 +marginalized 2 +marie 2 +maritime 2 +mariupol 2 +marjory 2 +markets 2 +marksman 2 +married 2 +martyr 2 +marvel 2 +masking 2 +masterpiece 2 +mastery 2 +materialize 2 +matson 2 +mauser 2 +maximize 2 +mayo 2 +maze 2 +mcarthur 2 +mcdonald 2 +meal 2 +mechanical 2 +mediation 2 +medieval 2 +memorialize 2 +memorize 2 +mentally 2 +merge 2 +methane 2 +metric 2 +mexicans 2 +micheal 2 +mickens 2 +middleton 2 +miguel 2 +mil 2 +mildly 2 +mileage 2 +militarism 2 +millennia 2 +mindset 2 +minimal 2 +minimize 2 +miscalculate 2 +misguide 2 +misrepresent 2 +misstep 2 +misunderstanding 2 +mitt 2 +mixed 2 +mode 2 +modernized 2 +moines 2 +moldova 2 +molecular 2 +monarchy 2 +mondays 2 +monoclonal 2 +monroe 2 +montgomery 2 +mood 2 +mora 2 +morgan 2 +morris 2 +morrison 2 +morse 2 +moses 2 +mosul 2 +motor 2 +mountaintop 2 +mourning 2 +moyers 2 +muchas 2 +muddle 2 +multilateral 2 +multiparty 2 +museum 2 +mustard 2 +mutilate 2 +mutilation 2 +mutombo 2 +mutually 2 +nadler 2 +nagging 2 +nail 2 +naive 2 +namaste 2 +napolitano 2 +narcotrafficker 2 +nasal 2 +nat 2 +nathan 2 +nbacc 2 +nebraska 2 +neck 2 +needlessly 2 +neera 2 +negatively 2 +negotiable 2 +ness 2 +netherlands 2 +newton 2 +nicely 2 +nichols 2 +nobility 2 +nobly 2 +noisy 2 +nonetheless 2 +nonviolence 2 +noose 2 +normalization 2 +normalizing 2 +normally 2 +northeast 2 +norway 2 +nose 2 +notable 2 +notify 2 +nourish 2 +novel 2 +npt 2 +numb 2 +numbers 2 +ob 2 +obasanjo 2 +obscure 2 +occasional 2 +ok 2 +olympic 2 +oman 2 +onward 2 +operational 2 +opposed 2 +opt 2 +orchestrate 2 +organ 2 +orient 2 +orlando 2 +orville 2 +ounce 2 +outdate 2 +outdoor 2 +outgunne 2 +outnumber 2 +outpost 2 +outsider 2 +outsized 2 +outweigh 2 +overburden 2 +overflow 2 +overreach 2 +override 2 +overstay 2 +pact 2 +painfully 2 +pair 2 +pan 2 +paragraph 2 +parallel 2 +paralyze 2 +paralyzed 2 +paramedic 2 +paramount 2 +parchment 2 +parish 2 +parks 2 +parlor 2 +parson 2 +partial 2 +partly 2 +pataki 2 +patchwork 2 +patron 2 +pbs 2 +peaceably 2 +peacemaker 2 +pearson 2 +peck 2 +peel 2 +penalize 2 +pende 2 +perimeter 2 +perk 2 +permitting 2 +pernicious 2 +perpetrator 2 +persistently 2 +persuade 2 +pervasive 2 +pessimist 2 +pet 2 +petition 2 +pettus 2 +phenomenally 2 +philanthropist 2 +philosopher 2 +phyllis 2 +pier 2 +piety 2 +pilgrim 2 +pinpoint 2 +pinprick 2 +piracy 2 +pity 2 +pizza 2 +placenta 2 +planting 2 +plate 2 +plateau 2 +pleasant 2 +plug 2 +plymouth 2 +pointless 2 +poisoning 2 +polarization 2 +pole 2 +pollute 2 +popularity 2 +portray 2 +positioned 2 +positively 2 +positivity 2 +postmaster 2 +powder 2 +powerfully 2 +pr 2 +practically 2 +pragmatic 2 +prayers 2 +preamble 2 +precinct 2 +precondition 2 +predatory 2 +predictable 2 +predominantly 2 +preemptive 2 +preliminary 2 +premature 2 +pressing 2 +prestige 2 +pretense 2 +pretension 2 +pretext 2 +preventative 2 +priceless 2 +primetime 2 +prince 2 +printing 2 +privatize 2 +proclamation 2 +programme 2 +projects 2 +prolonged 2 +prone 2 +propulsion 2 +protocol 2 +provisional 2 +prudent 2 +pueblo 2 +pulpit 2 +punishing 2 +purple 2 +purposely 2 +pushback 2 +qualification 2 +qualify 2 +quantum 2 +quartet 2 +quds 2 +queens 2 +quell 2 +quid 2 +quitter 2 +rabin 2 +rachel 2 +rah 2 +railing 2 +raleigh 2 +ramification 2 +rampage 2 +ranch 2 +rangers 2 +raqqa 2 +rat 2 +ratcliffe 2 +ration 2 +realist 2 +realm 2 +reassurance 2 +reassuring 2 +reawakening 2 +reboot 2 +redline 2 +reelect 2 +reemergence 2 +reenter 2 +refile 2 +refund 2 +refute 2 +regenerate 2 +reich 2 +reinvention 2 +reinvestment 2 +reinvigorate 2 +rejoice 2 +relinquish 2 +relitigate 2 +reluctantly 2 +remedy 2 +remsburg 2 +renaissance 2 +rename 2 +renovating 2 +renovation 2 +renowned 2 +rental 2 +repayment 2 +repel 2 +reportedly 2 +repose 2 +reprisal 2 +rescind 2 +resettle 2 +residence 2 +resisting 2 +resolutions 2 +resounding 2 +respecter 2 +retaliate 2 +retrospect 2 +reunion 2 +revisionist 2 +revitalization 2 +rewarding 2 +rewrite 2 +rhodes 2 +rhyme 2 +richly 2 +richmond 2 +riddle 2 +ripe 2 +ritter 2 +ritual 2 +rivera 2 +riyadh 2 +rna 2 +roam 2 +robin 2 +rochester 2 +rodriguez 2 +rosas 2 +roscoe 2 +rotten 2 +roughest 2 +roundtable 2 +rover 2 +rubio 2 +rung 2 +rupture 2 +rus 2 +rust 2 +résumé 2 +sabbatical 2 +sadden 2 +sahara 2 +sailing 2 +salt 2 +samarra 2 +sanaa 2 +sandra 2 +sandstorm 2 +sandwich 2 +sanitize 2 +sanity 2 +santorum 2 +satisfying 2 +sause 2 +sawdust 2 +saying 2 +scan 2 +scapegoat 2 +scarlet 2 +scary 2 +schechter 2 +scheme 2 +schooling 2 +sciences 2 +screenwriter 2 +script 2 +scrutinize 2 +scud 2 +sderot 2 +seamless 2 +sean 2 +secrecy 2 +secretarial 2 +sectarianism 2 +secular 2 +seeker 2 +seen 2 +segregate 2 +selfish 2 +seller 2 +selling 2 +semitic 2 +senegal 2 +sentencing 2 +sentiment 2 +sentinel 2 +serial 2 +seriousness 2 +servicer 2 +sessions 2 +settler 2 +seventeen 2 +shabaab 2 +shale 2 +sharonda 2 +sharply 2 +shaw 2 +sheet 2 +sheikh 2 +shelley 2 +shepherd 2 +shipbuilder 2 +shipwreck 2 +shirk 2 +shopping 2 +shouting 2 +showcase 2 +shower 2 +showroom 2 +shun 2 +si 2 +sicken 2 +sidewalk 2 +significance 2 +silk 2 +silva 2 +simmons 2 +simplistic 2 +sin 2 +sinai 2 +singer 2 +singing 2 +singleton 2 +sinner 2 +sized 2 +skies 2 +skyscraper 2 +slay 2 +sleepless 2 +slight 2 +slippery 2 +slog 2 +slot 2 +smartphone 2 +smear 2 +sneeze 2 +snickers 2 +snowball 2 +snowflake 2 +sober 2 +solemnly 2 +solicitor 2 +solidify 2 +solitary 2 +sophomore 2 +sources 2 +spa 2 +spear 2 +specification 2 +spectacle 2 +spinal 2 +spine 2 +spirited 2 +spite 2 +splinter 2 +split 2 +spotlight 2 +spr 2 +sprawl 2 +spree 2 +sprint 2 +spunt 2 +sr 2 +stafford 2 +staggering 2 +stakeholder 2 +standoff 2 +stated 2 +statehood 2 +stave 2 +steadfastness 2 +steele 2 +steinle 2 +steny 2 +sterilize 2 +stewardship 2 +sticker 2 +stigma 2 +stitch 2 +stitt 2 +stomach 2 +stomp 2 +storage 2 +strained 2 +straw 2 +streak 2 +stricken 2 +strickland 2 +string 2 +structural 2 +structurally 2 +struggling 2 +stryker 2 +stumble 2 +subjugation 2 +submission 2 +subpoena 2 +subscribe 2 +subsistence 2 +subway 2 +successor 2 +suck 2 +sugar 2 +suitable 2 +sullivan 2 +summarize 2 +summary 2 +sunnis 2 +superstorm 2 +supervision 2 +supposedly 2 +surgeon 2 +surpass 2 +susie 2 +sustainability 2 +sustenance 2 +suu 2 +suz 2 +swab 2 +swap 2 +swat 2 +swath 2 +swearing 2 +sweetheart 2 +symptomatic 2 +syndrome 2 +systematic 2 +systemically 2 +sí 2 +tack 2 +tactical 2 +tail 2 +tailor 2 +tailwind 2 +tampa 2 +tang 2 +tapper 2 +tatter 2 +tattoo 2 +tavern 2 +taxation 2 +tb 2 +teams 2 +teamwork 2 +teheran 2 +telehealth 2 +telescope 2 +temple 2 +tendency 2 +tense 2 +terrain 2 +terrify 2 +terrifying 2 +territories 2 +tess 2 +textbook 2 +thad 2 +thankfully 2 +theme 2 +theocratic 2 +thereafter 2 +thereof 2 +thermo 2 +things 2 +thou 2 +thrilling 2 +throng 2 +throwaway 2 +tick 2 +tightly 2 +tilt 2 +timeframe 2 +timescale 2 +timid 2 +timothy 2 +tiny 2 +toilet 2 +tokyo 2 +toledo 2 +topple 2 +torah 2 +torment 2 +tornado 2 +totalitarianism 2 +tourist 2 +towers 2 +tps 2 +tracing 2 +traction 2 +trader 2 +trailer 2 +tranquility 2 +transatlantic 2 +transcriber 2 +travesty 2 +treachery 2 +treason 2 +trek 2 +trench 2 +trent 2 +tribulation 2 +tripoli 2 +trojan 2 +troops 2 +troubling 2 +truckload 2 +trudeau 2 +trumpet 2 +tubman 2 +turnaround 2 +turner 2 +tutoring 2 +tywanza 2 +udall 2 +uganda 2 +ulcer 2 +ultimatum 2 +ulysses 2 +unabashe 2 +unbeliever 2 +unbridled 2 +unchanging 2 +uncle 2 +unclog 2 +unconstitutional 2 +unconstraine 2 +uncontrolle 2 +underestimate 2 +underinvestment 2 +underwater 2 +undeserving 2 +unencumbered 2 +unending 2 +unequal 2 +unethical 2 +unexpected 2 +unforgiving 2 +unhappy 2 +unilateral 2 +unionize 2 +uniquely 2 +universities 2 +unknowingly 2 +unmarked 2 +unpunished 2 +unraveling 2 +unsafe 2 +unselfish 2 +unspeakable 2 +unsurpassed 2 +untouched 2 +unwavere 2 +unwisely 2 +unworthy 2 +upfront 2 +uplifted 2 +upside 2 +upwards 2 +usaid 2 +usama 2 +utmost 2 +utopia 2 +utter 2 +utterly 2 +vacancy 2 +vacant 2 +vacuum 2 +valiant 2 +vengeance 2 +ventilation 2 +venture 2 +verma 2 +vessel 2 +viciousness 2 +vicki 2 +victimize 2 +victor 2 +victorious 2 +vigil 2 +virology 2 +virtuous 2 +vis 2 +vitro 2 +vivid 2 +vmi 2 +volcker 2 +voucher 2 +vp 2 +vx 2 +wadea 2 +waitress 2 +walesa 2 +walgreen 2 +wanton 2 +warehouse 2 +warhead 2 +warlord 2 +warp 2 +wartime 2 +was 2 +wasn 2 +waterfall 2 +waters 2 +ways 2 +weakening 2 +weave 2 +wedge 2 +welcoming 2 +wellness 2 +wenstrup 2 +wet 2 +wheeler 2 +whereas 2 +whisper 2 +whistleblower 2 +whitehouse 2 +whitman 2 +wibberley 2 +wield 2 +wildly 2 +winston 2 +wishful 2 +wolf 2 +wonderfully 2 +workout 2 +worksite 2 +worldview 2 +worse 2 +worthless 2 +wrangling 2 +wreckage 2 +wrestler 2 +wrestling 2 +wretch 2 +xenophobia 2 +xl 2 +yale 2 +yankee 2 +yell 2 +yep 2 +yoder 2 +yossell 2 +youngstown 2 +yourselves 2 +zeitchik 2 +zeldin 2 +zimmerman 2 +zinke 2 +zionist 2 +zip 2 +zones 2 +zte 2 diff --git a/examples/gallery/alpha_sweep_0.33.png b/examples/gallery/alpha_sweep_0.33.png new file mode 100644 index 0000000000000000000000000000000000000000..760b418858be47e5598f2f35c736ad1219a2f2e4 GIT binary patch literal 88582 zcmcG$byU^q7d?E{aU5I0LUQz?fS`hOn#dJV=@L*uQb4+6#y}K_E1-yg(kUPyB4vWK zlr)G)mr6 z;`nH&&B#%uerD>so;Y{l^__BkoPx(J|K`vUUtV+P@s_pDDqD`9;Po87b&{7$VN=kq zKWd^KHf>t|#Nm(p-;dHbN}P3n8Z4|kw4$GpKHB@zn%gYZIyKBdAY(Lt(we_$2Trr} z<;h!8-}LW4D3snm7617KkBLA>F)bm85!?=DKIR5@Z_%*t4!bCT%WKh#HMPk|K_=GZ#V7~z53XGq}4<DKi-1?6gE6>RKr83v*wm3V)iK0Wu&N>``r7k?ccO|6bPDU&vmX;N!DGj8HG zUVZY%#DtqMPG1(xSL?%csP2W8zUtHSVr@ljxelqiZWF2#Lru!My1LvWmTfQXcFMTt zC8{RH7PEUuzMmHx%oA01bN zJ@d$)U-tc-?doGa6{?ZPS2uH}>o{w_v`uhdoOckiY(M|x$&=t8bqhMjK3Pu;s8)m= zIypNzd@nRKlt(Q&{<(PzkIUpxLe1ir_jmAVNm|XJD#@su>zSMDLPV`1pIfvIr1`l{ z|LDKAQ96xB!hYz1^z_$z$KQYJkBi_r>B~Zo_VlE%N;#|G(J0^BqoDHm@L%uFtfY9J z_9O3lO4O#u=jKNCr!QWJ(v*sQSyi)4RpW}ri9iLc6IjnXB;q2*hIz-@vm6cWL{R0vE&%by~ySGP7O7Y<3(k(g#uA2HqK7T5D z3T|d&dwOH-_QcC&!At`i29is6L`@F2m?6?igZACW3ypjHn8UpFg<^(bMNPb7RN&sT zZ1cS`i!|E^m#Gm|1B2*?f+mqay33N}0(RZ@@u@>}WZDmF-DQ{2Wn*KTnHfwqxqr)^ ziFSX#j>?mxE9+CV8=9Vc-u%q0VZYr_qhfV+b)r(t?Qo|aruRifrZeOH&DoX_TG94~g!N+*CpC{werasQ#QD)~};x(##Bzze`)!@+K)|-}!+cO#blrr$~ z$u(D3*JR)N1m%+mtA~5lPhG9(0g98OWBLfWF zu|8Es$FLMm2Q56Z(tUKf$cIUm{(WLX2+^7@J~`bR!A#qO_}e2OAW-c#(vn?uao$g6 zp;1mCJUo0456^9TZ{yx|tm3u@>E*3CHesx51pbN(cP^C^P)9KNy#z;nHoVeF23^^}TEr8$i1R)mV2#ZQzM=BDfM$5NAx`ZJwg?3r$} z_DGH&2BzDmigxVWNdn#kQI0%CcSde$&N7pyU((mly7Yd{aC^S?=FOXb{P>}iW8GaB ztH3-xJ1cW_1Q${ldE!o{)0p9jlP8mqa0VLFquO$*qnCYXKg8q{uS>{DNlMlsU#K@5nVP3)*L7Hzcz-?MGfbN20tZgq({D;!Mpv4S6!E3 zbheCbC2pk_*<)g|#WLw?=NtPLK8>`)Yq#;9o1d95Unn96ln>^u{*TLTq zIr*utI;tLJX?|gLbO!(3%X|18tA%9Ofrix7?Ru_?xKX+KpX@#4oXDptC^7Y^dL0&F zXTrq$D?~c#zLwmZ_@r$aW9Evws8Ly|LZSF8j*qlqfur6E70q?%i-lgND>5*Y1kY241bq4@wR{zLwYza=Nlg*q19!)vN0XVF}w0-nf4K!HQKIG~TBp z^tuKI&05>qDqC^hqdm4Gfs7cD#T8ejT%Ld1u>;)%?Ef zGVOIwby^aK-+43Ml~S$Kcc<|1nk`%xY(|uw zE9v^Ef3oxhwUmc%#Y;j8qqeT>chjXa&R)CHQP8$-$3cz~J-`6@@f`?z=g(nj2lBrC z9bgddGLl1mKk@+&mbaJ6o%GoF{*3fY-|nuS9>cMnlejGj*Yz1wxx!aJAKqQ!vxEOl zr-o{hnh?GG&5gAwrAVOWYqsydGUX6!-tydDU7gxvH$FE#7A#Rey4aF!P{L3)`hEV( zmoMetI^Pa2+#Q>o6z(ea%Qmr@oir~S{YlbU!S8iR>Q$}Cg|X&{PbT3j58A#XWmKeH ze5=IL@z!;$LZrkwEC+ZaawY-`CBWeJ7Vb+^j`(m%z;3SqgHNe?5nq35XIq%Ny17*Z z>^|wkzo&ZN8eNZhyRk}%(Fd=utqLWnIaxb)71r+9wZ1LSNqKR8)FWkN zAlE_YHP&p<0X=DwuTR|B7L=Nril~msvFSBMRxs@-$ba+pEuX{LU_NcN4%e}}D4|jN zbzT|+$NZR@QpXcOj*CR~8@wyhelAHZg;#$L@65UL#&#+#%d}pp<+*uxXXg{-1hW!4 z=T0HhKp=}@i<=S#A2yvhaUuaPF!9`zzjy84Ed=ZkCT1f`zzM2I^2pHXN)5(6r$2hJ zyK~V@+w*dEidc}`zz1v-b9)3s9rFyrV>u%Zk%t^ zTgfdTphQHKvN|RY#ydq6&z9#N0yBikRLvg!AS)Uz$Vv#3xq3BnmJV(8Hbr|oeT&du4**5ah z`1$#Hlw*CGGfl{^kU&l&lIruE#_Dn%EJ;$cFSZ*OH}z4(8_TjARGXfjPBXY!{*JI z=_bsKjQZ2ssK=>E7heBOin{y4v{8z7_L&IRAKvXAi*8B62lB`11&a$VG$quI`gq0N zPA)EkSc3SY!c5=47_TM>Bkj9;)7qgt+M>R6yp-?{j;Xe2MWLX=1>eP#UWAjrT*)99I_pNz; zrRh>m*;Q0`wTY;xC35`ozlsEBXoBnVHRU-e&3*x(m-!B>{9=T1+cfJFGS=3$7qXNvuGODohSF-K8c; ze7JY$6M7+q*MF~Mbx&m|@N<53d%1&ygO|e@HgVezozn=i=l}y<=YG!I`DTf!fPjEK zRO&l90a7~K>}g^~+|}8ZdVp#({c#%xsYVMMwH5t!dpX6@Wj-Jgl>@%s|C*YXmUeui z(5Q;7Oy}#QTE&hrkEAey-1}ZIqCUK_p88&UR>s^ZB~dxfSIl9AWtiT$KMS|}5cqs| zNsq6c{=(=~UAx(Xs1Br{QYM<=#6Z39eE#<$W?4FufWa+QCsb@7>LJ8QXdySiGyh+I z{Uu9p%5%!7Pxs3A1^D{-V>Z{aLpn)+`~LF>U%!5BufAodHK$f?afC4)X)V+}?sUi{ zY6$R`R?yyLE`Nh?*B>;Su^xq_E=1uWIvS44$)$`7XL4V>co5;S&}5j0WRQVi+EP4q z@Xj{AQ=bOQuT84FZ1Df{m=6^olikaXVe;V5p^Pd9R=ldXyM={?CLbUFRX?bHNo~s( zAV0~)xv?JHy3lS}pMwZ){{8#+%hFeG*dUCHlv7!U;Khkiw%E0%y6@|`_mwhJD9;#3 zuf9V+=Yh0QB}>u|fI? zSu>+NceKEayv(u_sn?6;T^FW%h0QJ6^GtFc)Mc5ecYXPC30c14dsp#rxYtlqMkq3C z%eV~^h;p8z)$WqhVdC{l;a9)+0V8BF+q{Vqj6EGfk4zV~Xf>vWpzgKgpR=C+aT#D? z_SNy%*Y-cyF*dp~5{cpgzkbmJbv?IwG&~Zq1fUI~!86=#C3rSt;j{R%4qpIl;+FmdB zMWl>Vj^mps9Ay$$KYQZYL<4>$0p_a}n|?}8K+vLAx@qND$B+^?WQB%rFU=V@JIt1P zKIfTrPk90Yl_2dzba|1p;ZiQoXQoC|fn~*$Z2+1>1=!iyD;^5T17|m+7B2A6NN-u8 zAIxxRnd8GbT>IBIxHjb z*6rK$=vC5BcX5t6Q1dJ0wcdpX1E^EyXZu2b{&dXsyZ_Q{_PJ_XG?!BJt%BJR2_}8p z&NnLw9Rsxdk@2kL6Oj&AWz>V!!}O2)v#5E&0QAamsicAWByIEHeEs4Lw8esLbKnF5s7(62i$XY;mk&wc{3oB*zm*GRuayB&9>>6v|* zS$$&6M(Ll2NnHc^5`|vs$6xb=WkIe}EO4DpW((_+d(&|rY|UP7UEsKVND`jBmS5g^ z)1$GH&AxqpEnM8z+DZkLpm0ht@-u)3JsL|^BKe+-hr3R$Js)lRUsJ;^aZhz}d4z@4 z@WASU6BGVkxfW0C3JP`d;6B{yc*|#)3Efi32!1~{Ee78 z;*qQ`OaHey@tqE0-cdQ{NB1*txdB&{G)Fx~ zqvPEi^|?Kw6R=f_fn!P>v{$s(;%SKikI%3EQoD>>P>hnjJB|<}?Xmqm(aekv5*at8 z`dnrnHyn3im}J+;G!7uF9jc2wT@Zkfwm71HHT8OfC(`*~sAYlEg$~~ZS+U#SFQ!)e z_JnP!MW>&M>!%if?e904W_FixNo88?)|$KO<2Ah6lLhmW+M)TI7`gxz5 z`v>=&e!xLPWZsvQlw@mmc;kL>(&7}r`o3M@Vn5U%sR@}k3({(kzS$j@T?HC=X+QiB zYd<78ok6(v?yXyCF0DKC#exGB_IXTqZwDuZf_vs6zy8gN*r1KMjUQ9>WYF4iac~?4 zqoq{nJ}(H|M}5D4-er}el79AHF@4TVF}In_x59B}!cM74wq#popEqs?1gp65G)Dfu zbXtCt(<3Ptwe)m?j`O!$Mgv-9i!WkNA?MO`BPmsiucGxNV{bkSMO2)_XljG1cI)o zD&hdXLMyZxFU14M>$-k_ziQHDF)_o-snIMms-gF~Js66-M3saeulQL~giqbRzP4!N zjJ9=Z=IsM1B8Sd2z7yr;JzcaTbZR|_xZsK!##wPv_6e&XGxzPDl0X&JwnKK$UrXPo{BgvZ3=Fc(#G5e9IOCw|o z2`=@TD46bHCJYRg@15V*?+i>%2NI4(9x`jsbJ~f{ui`r%;{ek4kMZ%$nG4}pMZN-` z4Nrz%JrdU8-HNwl!$G)n&X@f@wD!(%apl=jy3&O?p-WxMavc{=CRNQQiW9oH6~ZD@{)Rm*=$qDaG!Qy@j@3QA6Tsyq z&g;!;WA83szC6=;!j!a_AaoSL`ia{O7~HE>QYGKn_ed0SFgX#2-ZX}KD9C<0ex@1jd^cMA~W{K|eGn|R;TJNU5+&QpkpjvDy z*JEYyZZyCzP&#ArDHHH%rl2Y6zvC%$@7W`ZPAPrP&Fw*I!AxoAY#u(u0c%z*Shiameb*qnz*?{o!sYdPcpR~=nT+U?XhYZ<-?B}ONrl*j>Ey5 z?WFZ&HR!rr$OmFCk`urgGkDIH8WwqNWEVz2$2x51Bt$j!D0 zYik^7qlyU&e^PQsXx0L9m)-Q8vXssN^VikgeHnLQ*fhk?%UkZ~;`zl08x4p>8VWP!?BD9|kGFX@@T-0Q3DfB2T0iq8u z0DBTeec#phh*RCs@kM|E5P{j0qjm3MT7^$-R~}Ww-bg#&IqPy%Jwl^aiEaCKBQWts z)DU2OMpjnydW(jqI)<-2m-WQl*L~JMhW0zHnJV=f%b)@jn5C0BSTycohUyWl$>8-} zql-DfY$B*EXI86LFWCakcYkt{s*#i0*BCS`Uz4 znpp~gB0_}Bg2h~arm0T9b(dLOn6=E6sV&-(fzp3(_sI>pp-k*j&UKECjyuo?A42m- z&~Ru0aD>U8GmnfJ8JS#UG&GG66u{eE zWq)94=sV5lPUV*Z@F)Q6g2e_A5o!-kNMyzD>kgvKoE_KL*jz3uDcQ=ao7Xrne}{ju zpk3j?!Pkz?&RXv7tloZpB4CEWg&XmB zW_OA8lhyzPx#qw~b5@yBc;NBB_>1xYe1h*tf%g>zk;6aSk}cxy?jF4M;oh_1nWkgt zT6WU*=oPreq6rSZql|(eP&DUaCDVCHtvd3A0)Vpu@SVb6%UAkPm0#MLgdTrAG1#C0 zmIXi;44~HC`~F+FHJ?T2xX-_gaRpTyY~v5Ar#41@do6&Ma*R=It`??2_Y#7H`UtOdKxE0w|Ym?+nXP2zIXz@;dF2lBap|9;GHeu;13ql~Y&@yGyG1<+mf09+*qF9LNVfl);!eIB3m zV+&rJ1a3tDp!PYHQRn>mEBm*BBtws9LM3Y{R3Fe}4*&$A9Ag3dW5Hm=B2NatL!SqN zrPIdXMu5bv%A_g-ER)4wo9ATH zH8Nu1B=v1-D%)fV3IpGA zovNE(4voViFE5Yun93}AvR4P{xCtEGUGm#+zb#!k=(rHzM|7Bu-@n)&c5k`aU6mK+u=c5+kHs><_uk*w#W_*F}Y#L4F!_?uDag*TjrJ;%smk%|{l47Stpa z{%EOVUE)EEegmv9{P_4t@K^OW>S&~a08xrhi3 z4`s`1cz2DCS~{FKYF!Z~(ExhCc*IQO&7ids&-6yF` zXy0lRl=p_JZt-?vz3c6rPAwRnPt?jv9hT6`%r(WXj;e#I zDuwv(i6Ia@Fl0utNxeKu1lnjfJo+5Y%SBZ3tmXXUX$ zwD3fSUGv8uA0c<|rp=%sBOTxbD6Ijf0pC)_RuIMLW*R~c83pob3*WeTQ~K)LSGf+O zrl4cQA%i2?8~7+94+Y_+$%pMze`*Ze4w)AG=QLzRsqXR+WrSNZNT5WultdusK_E(k zO{kJh^nZ#UMUg|2{b$glMxjSy z84)_@^uyr&yLWv#z2WzAbB8~d)~gUCG(2pbR=XN2->42%{F{k^Qd zUKPnx1zC*slfq9iq=7urcEv9+wp&Uq{OsB=>x(D@x;YarnE()arU~wTeKsJ z@DY$T6C$=2&20*!f9UM#o^czI_3ZQ10)XGB2u(b~S zFhnF9h;k&QNLv3v@tpN1?xYY|ggUwWd1P6&ZXATjqbcEo>$Qp4fz%Pk`n%_8E=V=x z1bBx;VCn|^24kO1+Oxf~UdeAdI`p7?+S>1cqAE8;tWE+!Xqb>SbZ+0e<)53Ii%b%S zUMlCsi)b?zT2t$xeVus}%@%Nmc6}fJL}#N2azqWqkjPs`USMqfyZ=}Jl>Q-o9ChjI z|FZe&*Fpb(ba(wN*KBjz!lO!R>Jj-N z$flT6kT&rKG{7<|c9#YTIgcAB{Qwh|05yTM%=dP!@btNcRrxvKDqbHs8+!1{4a5}Z z_!!W+DgPQP?Os!*zG3J_&+;4iBu7OMls9x(FqtXXvjh65;K*5sVig~(1d5zn;rwJM zxqvF^+480*k~K<$l0B7S+V~R~$xg+5pnFBEr7(r$W~@MzxkGBaYX1kh%xCd9caq!e zWaWkx6ahgHc{LSKp-5UGtSbC!Fp$)u_}jrwM#RPT_I9<2-Me?&!GC~?GXIx@d*h(U zu3bk#p(&z1bocj%eANKEpXoAX!KAN}cHsyzwV#-H-)?>@7Cdkfi`H}fH8I^?UHUe2 zVDw0gqeB0E?Ha_>i(>ZZIbr1a@NDxBNXgwJ3mzT?r-FI838a$-c1a+PnzlBbBS(&S zi=V_3s0S=ii9h!zDR1;lpf+MDIiF*#<`&&BH3Kw7P5=WOIl+Kw{*HsFY{Zl@IcYz` z3ZEv$pK#(%ndK-BTeod96x+6G(_c@{?hl?QwdLtfqnMDUe;v-N3jBm?` zNJzIGX%#ymE31|7rQl8SF8&ZW!?Dlkdf+>^?_W*;8`6+~{2|9EguV+u>EZ_3mxjD? z4?kJ6l_#3~5wb=p^aK2J{FNAIk88NN-6=wfp=sN?Y14&lKccoCJa`V!_iT;pNDzI@ zWl=1x!RX1+8-b{MtHL)@G;b~Qv{ix_ySwDNmsjXUnYoX|${;5|FGqFs;V-&=<3aJe*)pI#2;awz;x z=8P@?a0~H7{G6TDZeF=+Rj8Ov&kpD*WDQ zPXoo&->3oSE-^Hf5Em{$_lb*(;|8|+J~oz-IolWI$MQUPYS#?HNda#TePz_ijR-N; zo(F5J8s)b_ zxe#S?gPj2lpS`>gj)sz)1}!e%sF4T6`lJHJ{eM6U>3ETw%M2Vw_ya~3mMi_xUKW%eylqJ)&zLaN~%JVClNyp#8l*PK>L;0{1 zjES7c>g|Wo{+FL*cOz8Nl>yg@dUZnx|2?3Z)Vg87JOq#l?@vvP{P5%;%u5A7zpO0_ zEd#WFxCoUf_)aBQK>HTX^T%aS+qiY}K!CNo&zkrA^ql4t+Th~-Hy~G?oB&}S>%$fx zq(GME3zpDh09#orCjhP`i&-0z$7KtkrbF-+r?IrWv`gyV5RRIlU5W)~HoXbN(kdIs ztYzt7)*oU$Xt#?>oZ1pyKh=yyLi|F(TX!NW^pxz45TyISmsNsPrU`pnOdCXbUN>K6 zk;)MxdjYfX6=Qh4ER=gMdjB0AUiFo_hCw1CFkH{2_cL&EaMk9iR5?+|LDN_o z<>0G_5ALC8u7G2`e^2LfV|0Cts*6ys3}G-dL=U|5Ut=1$1t;A8Fcg3rmyw8UdVRsP z`BmslOg#rhAJLR{@mfikL^d(Tf^#$S-58>$)RlIh>nDgpx~<|Yt_C$nyIn9s%%-U4 zCp0TQn(y^@?@&YTQi+bmxOMC0+8%Vcj>eH3DFqFw`I8S7*l{~)@9upwj&$$eKsRJ5^Y&rW?Gr|<8#-yI)~vKa{ieTPC-e^+M8StF7oq4!Vv}BCXHzv7S`fs! z%)6!r>dOqrKF`L~PrXDZEPQ!&uR2}p`4tnJJmdoULL19^q!*?J#H}rAcTP@D0vK2Lwgf%W} zXlRJd11Cpkm=b#vut(uxW1EI3ztW&{Gh6Oqqs%)(D5QWW+ z3>_T)q>NwZb{Fj+ng_695S4Urzyjc*tnKUw__0NA4*{vzVirP5GvCzYWH1$STeH*x z{CIM7@Q9bEzL@=up8Jg1r{r{QLPQe|Uv)CR^4B9B_>_{g2yWeZG=HkDz|Do+IKqWk z;p@}&Pom<8()fvEjIQ#`faYZfJeC05p)s)M{5gm5dE)N{&vzz5dN{2LIlV>Ro;vqv zdS-@<3~cb*+cO8y`O1l*-S78RtB_2~EW)l&Wv#XwRfW+b*ZlnX^D4<2{KGKFSme%z zNjRLLtGu{+F|kL(0#n?E$;(oqFC40SCY&J=}MC~QIIOG)tC^yy6PwJv+ zj3oTf@q3SyL1?Ahf?x8oBLw}x9@hxA%!i#9_pu5zPwgZDrf1!r+dg((EvGVXIv9J=EKN1~k@olf)7q#{-)9oVl| za3#A9_;n~aZldb_Th!xtkgTw@22;7Q&SCiYMB;$F6OcV;tRwz?9tLAvw?0xsL~+)DIrFMFs21BxgK1c4-Xmn##CjuJC|9nItLY%I8cex6~h|UaE&Fw zSJVfc?xC>xL-NQ(M6#(;%enu`C~Uy$xf+hnK#qPn=t_c8%vbnOnF(EYkVZAz2U~KvA{wWo-%smg7~Tzco79v-W09zv{}SR8FYJ%3l8)yh+$KY) zgH^heXIv{N{n4lv@Dl<;ycH(`3;jv~5vPb%e0K?HIBE03rgfOF0lRrhB^REC2Qa}x z@dbr$=$o+VB#<~nNMsB7rpHIF4TXDMPX!720PLasJaO;=1&2BV3ue@L`}ha~{Mj`2 z+Ehsy)yMG{J(6&!4BV$)X)%uyTOG)wiXj^GHZ<|=MbQgW;ygU~cR@jceX%xhR)7Is z)mNY;3MD!phtD15hpKC?YKcc!1paTtr3g_Iin`cTci#Xe1Oq(Cq315$LF#lCm3r+e!s>wrRhEvXPLE#I^>#+M=mEROT=kEIcHQ$OVi8csU$)I4 z@h$m6p#fupk6N{tuW}Tcybl`vw^cMEz`@?);J83BSf5N9C!80=vqes5OE{roj$Hd4 zpAN=QSt_m~38iGGps~OGP~#KuY@xk|(#aj@S_W|OKgP!7RdONbn4qtP^&%Bh7BN5< z@jyD|{41>jLCgUDf|$t)bekQ{#w0}qsSfC!`vESAbDWIdq-cwfiLFFGVjMsYCdtU| z+vg+rR=#KlxQjNWy}-g+P^%3qA0>dv?uYry+Qvp1-5hZpXsWrT0)v{NF_-~#&a&-S z(kXP;!N{2!(r-Pgb~nbXY8;d*Zv@VCn88#G6$67O#UqYj*4MyShgHd11b={MW-n4L zymy0;zDS!$s2#klrq-1*7`w|du0BdeD8YJ>WU%u0--(Tn_{Lca8rDHW0cS%jW5ysv zhyVi4hZK{tCVhaYA2SRYrn6r zAxj+tNXu8Qp*l&MSh+_am4!*WX%RaQxveknR)aF-;^LA+m#c)Q#OHTnxxZZwSc8mf z@G|WtoFD>Y%a$$Cs60kqfGM857Ud84i93eOG5Sf*d?3WOz-Hk?zf%lM$Rye9Iz@e- z%PZ2aEBGx@h7^I_Y*N3$69p(3Nys!by=1WHM^8l(0^elr=Xc_j#5_yb^Ugz9DZuK^ zU=r~cXi`ZGtY;Ok>v@34CGJAPF`v0bNIhJko1}pE-^9#_psyi3SL|sfsfjw}jje|n zD4y@Q(DUJpaVE8~WG0LN6AR9phi?nNO0m%ct%2R^ZUUx=m& z!c!D-vnKsFI?;yEantBH*O%mP|9q6<`1Nw%@z=-=cJM>gqj~Mofapx6VTqp|P5bv# z9|T*&SYKT`E-QPAj+Vp7h72~s+Ej;7XKy?SCJ*}ZWmS71dk78cu*BR;O|?vXzZOp@ zxfcOLLRTxxGzMT&T!KaNZ!$Ena_zQwh|#Xnc-Mz-Q>VsgH_vRLUbV7H*A9O$ycM>L zcytS~_Hwui&me$_BnT?tQvDv|FOA_WA-pQ20y!m_2!p=kM^N9XG+3Ro#Q;5p+VWl0 zF*CVwC<=WB_^1%oCbGKFAR8lW5Ji{B<%Lwdu^XadiAfWrl*&Cn*{rc;gO<)#0kHM9AJC|v62vfA=%m3#8IsGm=jzPPG zs}1M>a}6f9par~of+l}~5ZCxJus*-=D+}Sm|NET$uRmClYCMl2ch?RpJN%#51Rgkf z|I?iQ|8h~87vKIq9W=QlSCK=?9a|cX_qUoyMdN9D`B-{(=#Y^Y7zuoN3ck7h>pT48 zf0v#lo&V7vB9Cnshiy$R_;*GA($KcDri+xrv9JHzpMCyFeC|V=aB@}fk^xjFxRpwM z_-}iA2Ox_=jlEKe@ljwy!|XylteltDizFo2%=4mFQbaLQZvrKw87HFno5J)L4XPD} z>&sXZ_p-CID?0Mft(0PF7qvEnNALNS5W+dY3|RK|?J?qkB)zh&H#-g~xAxcm1qMtY z$Lr9iZGnQotxfWMYb$BY$(UneD~^Ti{X9?s);++8S|DK-3iL3(ne3{oj$ zu0S3k_=t19oWCT|B!Ycx7pGd#o6aH(88I>TD&PQ~Mst+}*kQkc?Nvth%T z??k-wtUJDx3=Rj=(@tGLe$q<6bOWhzFAatgUkvq;hfjvD&Psm2-rBY}x?36QF_m`6 zs8R*3c8!z;4#JU=c9JYjPu>_%+c@?ovRMS?Fyz0yDl3yGO+4JJamZQPQucCmOzWqz zh*`&5b`&gOL*j}6z9Y>SUS>Ufpk-a&nQ;E% zy_dI}+$?;qe2X5bKug5H3>8Wd+I_7M-1-y_zI5E(=a0;mc~3;z9p5gkg8>xkE1E|L z4G{VR>jB`gInxX?kucvx!dVs%LcbK&KR7H2S~fw`5M0bi?$3{bOmX5>T9ff_xCWX7 z8!(Cn_HpACX23ImlNeQFeBkg)vX94Au1>MCR@T*&!#%dHr{#^jD3lTbgAb<1E9fun8V4PCsr4{sZtm?E7HA&6*qxB?CUeeeDu^4D;Z-FexDV|wiBPv z0prxY%Tj)MH=Ea8?d9E-ln)vtS-`re0{10Jb<}>4`($ok6*4QJZ?lpE7B`_zg|9R| zCTnhjm~&xtIti>mj|Rb|1pSl@L&Oj!NELJ*n*Y|sVd&jNs2*<0I7ufX7Wt@s1STTb z?@5x)Yre%_@LNjdXBrTTBs9syO(0kiC5XfXdJ@l;>InLNk|rjsuq_IRLk-9kYM^tw z(Q<%tB{Q%aSv^46lai0Yz};w6aPR7bBU;7odV$6gT_lRr9hN0a@bgDZW(Q^eHGfhZ zk^T^io2$QrdiZZ7+C*S+5RcDz^w2U9hQq;OaAggyNf|aNTZm?auOuOY5$sI3sgky? zo|16-5lyB{pZf4fnJ3-5~_ z4Rq5FpD~?^mj7dCBUU~cIKd1`f>DH<8XMc{6OdfWd{mXkbOA=E*wz&21i&^vVdIU zq0b2R4aHLKb1$d~a1MIkK9tiXM+Pq-2OUa!_U+qMI^5WYRXb7)q^@ zIWPJ9-DLCx|35}lNwVJow{k4ku3c~FTvsu=17qAcy3#&)W$f7{0vX_jArgB526HEd zThu|7)PNHr8+3rTlf%|Fa`oSFG*6$KWFh|vA|~X;Dw(5jOw|$7J)+LcanSzvyCnkwoD9Xn`E$)1mWLAd_kguSV$-4>?=tAdgc$JFCMm7 zQXsLI__~RuFJRXR(xoAcD`Ry){1M+ys5QcJE4R{d#9{C=7}Vh}cxBiMLe>mz1o1eL zJ{m0y86Qxa{ga9ofaHqTDg5|9MZo7DBZqJ|*=z)Q*GO6$1ht`H=oNLbZQxgiKf&0S zj3+X?s_1^86+n2Il%;M^TVWNh^l&VuaRE!Q5a}-V3o7K8z?X*S=a&JFK-`PJ5X$nu zBhg52a5aMVU)q@gy~)!pT3CQ=O;XibKd z#Hj(l0vRSrlE!Wckz^Yn5Ew5p2O+)iQ=e7?sf=&&01a+#PTUXb%$i?yCPWMCpR^{# z-vO5xagC{{1QLdcI5J`v$nH$&UiVR{#}PJU#{xp{lL9~j55AQoC>?`HFm=f6kto|J z%Vjm~Wo7%M;z+iLZrmNfMIP9;{paJsybwl)bc{$UUx(5t9JRBc48Q7CXsc(p*^{lV zs4Zmf4i}mLE_DWq95!6oLv!v8a~MY+(X2<_&&OTIpv(_o3mZD5nC?d8h^M5H!=rW{ zNQfJU>|_it0}t4V`Y10pD$GH6KF@g8Zrpgba~&3nXJ85F0sw=4cqMC*v3M_omUOsu zoZ@eHr7`VDQ<)>F_>wg!@4INu5Lx+X%V~g6YM56Mv>(!t*L>4;6UcFVBzIJ6f{}@d zo3>`{+FIqaQbEZY|McX0lKAih{M7_pBR_*UgWpFD%_#x3Zcy4QH>}2QU+w;itWA#w z#%*EAEgVALp+^J!iw})ry_ERI{M(jm!o2tUx*h&Qga_~pEXC#P<~y5U(2)=fAPj!t zPdPe_M>IMSo14-^iQztFfpya+4jN$>iSr@55OE{fl>XbQRr^FmMVp4n;WGU@8CQZh zvH4}mV!H^!B#=s4U5~l%Uci_0J8Z#a&4UnAvtt%C=Afa|sRqJJnM4bXph<*!8SLTW zH2PUC1E4E{7Q=RvHkuM4%!>3>f2}@zGP)P-X@Y%7KXT zm<57)F?>MA%&;#OT~!a6ST$VIiFeT*;&c}D7&08BBn-lGDPK578_XPE7J6gZ;UDW^ zR@M1?Mq;UvNk-9a#=H>dojAbrcswbhk6^M>jHU$t6tA5PtfFKn4h0^L^DtOFRZ-fp zb(_ZjX3@x9d6{p(B5C(rRE9dkm#hj*fy)#!kfe zq{$U9=>Z|y!ATDsdJ0Nz0D5Dh7NJLQf%a>dVEF6u8MWbW#sOvg8 z8%5HT7;#~B7MJkhP3`-51Gjj1&qod(S*MH)CrL_l@VW>tF6`+6wz21%Bbv?{exi^r zeF@yhFF&ADLu)ehFCzgI9(X>C_217>uCkHW@5Q4M|F~uIFFu0?v2icx=cNK2Wf*61z{5Ix@KLI+WBJXO}W3KHv*5_j~O)-uM+4DpcLeD9ePx>uN|MexL z5AZPfr8$%oDNiaf+mKa3M$=hl;c6kk7k?yIFzFXm-SL)?AJ2ka zR|O}@NrQL|#CspMAtEzXgiC1?P!C*2pzK6n^|7J{DtGvhc8Ni62Gh@Hvj|H>SX$C{ zKQclCU8-9ouej>cBUYT(TMYy-=6T7sezn*=0rSP&G;FdFVGC0j+3ZWn0sDl!#Li?h zlfy}nY_&=OvJ>})J02xd6Ifd*Y8=t;fYpWYzE%3cs8Zzkpt}GIVVA*a^)Y+GV^E12 zMM92DnkWgQ%Ok`-x`M30rM_bvb6{Fo4%n3i`wMW=&^esRdVxF~hZLvfhK=x~>t{&R z)31>|*Z_ILuqe4jMKy>AA59k7(u-_6pqBJ|w1)^+FcoTUs5C< zy&5?{8kznZ{~U!CEr=9^Lc$l2{RUPu?jd*`;?Et`eAHChv*t|E*I3HCX*?QfkEtct z%?p5mYB_c(i6F5}U~(*QbZ@qfLfzKM+*hVYS3&J;<;BZ8dgS5HzWwx?v)Sq-U^Y zD%dPDw0H}RP6j$4H4xbYb(zeBpv0sQxQASh4S-H-ogt50j*+aD4MALrNBOs3S^||N z44|Jts;HAT1rf@oB?AdyX%~ta&|5FiG+0bKAnT)fd-C<>!x$F!+8U53AAY;JPIDN9 zB8PJ4FLps72sWHVqz+Qp$QBrYpe1mwG+iWlk7?Ud+Qqz>;%i~CM}*j=Sz|IJMKeQ| zw4A7>P>)82{P9`Ob$7uYd$gKzDTxia$0;Tm@aR1ls^W zujWEsZcUuW0bq*cLG{)l-stQXBr(|F`Nu=!?zUf!|#ml8pieERleI1hycu*Za2KV;<~qxQ+QoEK?obj zvNSqKtii8x2q9*&u^)ENL(wD9MUD>TIf{&5BiOYd*T;+?k0)SHzPmg4kCM$QV_cEU ziB7b%4U|r<8rWPL(e{5bUuNjiYF+m$^C7&!GL$UA0z)Jg9-3+Ei}Z?g6pqG}**fL3 zO?BqPs?m?li#D>P0%|tDu!^d0fbM&5D;cBl*MfZsUmRsNR#r~Nns0PhP7b_$`BJOi zii)fU#DY)*4B92Wfgs{ge>A&f)D(sghMpIMl zK0=ygLIPrhk8D~BsWT3lt~+{3rsRIR)Zc=TwO_#R{Vbfg27mjdeh?`n7K;vZ7T!RWaX>=}<@{y|~lCQJDvpJXqCoxcLebIU`4%eO&QCZYQilOSC^N6D|! zgKz&|MK2EJT=;Xux)Jf8K14kMtXG3%yfQt{0C<@)`2h?1c#7(hp17r>ZRS`_y!L#!m zn>Y|=2D1ZlWUHA}6Ox`y-n5bJsRf>b9Bo|U$a#rf0Kz994L*%}V5uy?H1m!E9l}mx zOjdOsWLy%;+RLk*e4b$ z6AFUkJ3*`AuS1(^%AftzBv{^`2A=a6xlB@vu_fgIP#du|kPHWc`v@#lv8u$8lLR12 zX5Ny}Ne%!Sk`{%aM>rXH;PoV;DrW3bK`NMl-^G5g0g+Kr6WAik7`f2a&R1VC^0c`z9`t5&NN{)#=ge<16SkfrAUI{x! zCtZon3UnpjWaN>sEm#BO9i;ejQdf+?!NCLVIO!RRJBW0Oe-svfaa zZM<97u7CUgA@``D(|!tssJ;K&?DVuIokFq`_=GFX*ubDU5bh5-x(`2{3WP^{*3zyU z@~_OJqJyghBPmH(07^(H>edq|S^aPX*5cB(f|Q5ZwjcNd1{TX_vwT2HR84aW-uY0u z7llN@at!<@fhJIs*~nhf#GC?|=LWkUOOtMimDIe$qvxr3mDI*^H05rq% zW_n{O&q@4)9fQyX5zFihct%x-lw{Ns5acCx6oVRmugwy)Ju$Np&k*+eQiD>i8gpuE z#Un9gu%D;iFQvKuJ7`x>?@q@+v4NW*2u*DY#%>8m;0)q}7>9@=2HSz!1j3FK_r`JT z>k)&juRW~y4WcuUzdP9hl5pIl8N#Db#Q=4Xgo6bDYxMLSIYC{KVG%m7r=#BXB%e~{ zVaXEoSa1ymiE_UskX6k3odr8_k&*?g+>Q;obNBs$k)JRhxqyehekT3EThaf6t~Y_p zIbZ+(Z!?1#V|0$eu_og#OBh)PA!F+-7mIxzT)-s!8gxn=t7$hoNWy@}m?6gRB z%94F4A@qB`?#wyo`+q$CJs#)GFn9O;xj&!x`+8s3>w3LjS6Ho%z1z@0N$F*YvwxKR z+v+_u>qRkI%tw9d9M63pH{Bp(+9VKgX6PCU<8wXyWe)Z&HV$=)q>9~m= z-MWRWXgPi>JmywyjE0o-|2Bl2S{FBjQg#%_Hm5SjjvtR9GZ3M&;cz;npojs(*fa*G zJHu3M%~UIS&+&4j6(3 z&k4_aFdj>MUTPFQ*O$+qU!WKhWBc?AqGsQZZICHXTBLR0+{jWFyPr?Gr$+fte~er` zt&8~M6!8+MFI!ew4rZ`>w}d!|P__gElAU9(_C~oN(Hmi=Hnl2*{G(a76;Mn+svpzi z+SqJM<9(|7oS=!84pRSJ7DLs%XM?^_?@@Syl0k6LOWIiNX1#mBib_R+-Dqk->7ZjM z@-Bd~S^BqWqjmT>t+ObHol4z%S#*eu_s8Db1~oLj!<%2opN!2vzFJdMm#9yua_xN+ zf?6-=_nQw2lq=(*3p{zka=!nz@2=UnD$+VPoi>tlccdhtM%6eiPEbi0O|4m>3Gbd3 zNAD3{m8`AZ6ZmC=d*@=5`swZL?Aj)6xwG-VCj8pkB<$tZty?*zm61oyDO>blEo$8d zaGWfHTjWL*Nt;MZ+0gS7JL*b8zp~wIl#`#=G-B-RH@8chJV%WhwfBUo)~F?A53IAH zXTt&Bd${C;6h~NJ`G4TcP6ysyRYB-R@R?0ivnt%=86fvq*5_W>QmDSx0bg)STtp&G zJgUs!)9v>`9z#Mr=u4^jAe(ubf@xqD`PU|%H<^DgTV)+bUF%jZyx6cDVdEmbEe5H6 zv@CU&!Oe_1RP?bw^}#z#8X{|a#|uMao8QDHuChjN z=xH%;D#at?#UwuO%qK_r)YUFY6I4kyp7@~)klIfvJlT~#+Ql#pZ3Ue(tG zxC-v}=+enHIyns+>rrWw9)7$qok(}-){$S*YJF!oeBj!vdtO-|3N1-XnMJ);}So24q@wfaG$-9=j2}F?_^ST_L0lky%0zAgj*#DI0y zE&nb84dv@}tW!pKfU;{dXL|d3L1h92r;l11A;XavO9UKVkqDJuLIK+ZQfc)V+0Q z?W4oqvY7)wqO3{3cbP7V{%`=B>4*ekOMQH!fhOf*-{7uT*+|vY!*n+xObc2#LRQe`cYy3J9Bl^%WDr;e%ERvA zRQe=JLs@f*o-`_5WpyFbHr2Tlrz?*x!~g0(%edL{_Ie_HtF%@Iy>;1q#~a@mo-w%BzJn~NSu40f7@->XQS~E!GjRPQ9#i5D{Du#aUvJ<)bd~lmuNM5BbbwN| zm&{@)qZ)dMd0-Ek9bVT9dGa2pe7dc-Fm+Cbtu3%rnZY@biFYQA!cn?3cK)&{F#EoJ z2DG>NVbZ>RV`##eqsYPf)rccL*_wVDzud@O$(`fCM|B60+VPIzCo{{B6df+Ak!rl^ z^)EM?Ys@_ZNlrUx;qenEt~NZ6mhR|FE)*ZQLv;6c#w_g-(W6d>r`M9kKAbMX)15ok z`>TFmTnSrk){2R0X?eSVg2_wveILZZa_&CioZjxhq=4i1E~ChOvP-=Bv%eK`{0cds z?Gk1@9rSJQO4sa%+I9fu>{-E5dtaQ8uZZvTyU5b?u|-fK;w6U5iG^At;p#nlnN_hY zCc%s%xIV;T=OW)*K#eKkeE}+>G|-HOV~_szR~{kt)Y-Fcgmkx+CglcIz9>H27yU|l z^nimDwyxe*X4HCm03W;iAA+(8ZWu1T6{x``e0SOD2^2jIW|U_?_LpD+SX=tiwkRcG zSVU-8L`sTt{rRk~!!deRl6wEe4aScAa4f|J#*H-0E@T-9d9ySX%8>)yR%b zIitQWVUou@HU#;HiavZ_qxO$oye2*Pkq@w`Qnl0Zy5pyOuLk$>QY?(+p5JD=a}fR% zoALRC zz?yL_H^F-ewOe<5H!gA(p(h(%kEt(luyOuaK2BlBLOWt3`UfNS$ zMMRnm8ps>)BItigoOCwt7+P7=u`lya_NV3^eufq0l5nW&5x%N4ONuIfk7q|M zwe=1Sx0K(D{_w3+X6v8>u{4!(fzFifHnJOK9WjdfVQ4){vdHw*uk5V z&ybl(l_0E*^|GVQQt%{=8=^tt0YEF|hkP(#;%j=)$owq3m{$h}Q$S?guVYf@=~RrC ztLMOk@+Ak)%3sp%&8^RcNAUnt|NYO}GQ5(t2^2Dnjz6D8W(G)TLdcyex~8%R#Zmih z`^~Xo#P;)pCXPJ>?O; znK8f}Y6`9n`Z$ec)L8>3lmS?vfWx)VVGE^DOc}IAP0B{mH#Ny-VGUp!P6$`CO$YJX z_+ngWa`XT*LDQ$+Reacuexx@mFq!uHz@g+~X2^`c*C0yPxprR}#o01TH@ffD{;Au3 zjXGCIU*o@AT1FoP&)uakm+HdvVsOsXJ^q=CgM$qRuvh>N`YGUdDE}P}b|JKVZ9lGc ztMVj90XViG%IHb3j-T=VM%R4f_JX%ZFb8-V|LaSzbJwgb{fpX_d)8r5Zc@;-!f(G_ z*r{t*SM$-8f0j3nyixG=r>5K;ZRJ!~KG)<{KB{+r`~pt(K73U8U6VgW=_L{f9#mEd zVA$Wf!xj3xReU^Wo%wbCBi$_gZ~S+=Q$u^E7tqRXP|f;kc8Fy=<{tSpur6@N0Qi^Y z^h4-8CBqwh=pct?H0RP~|MZppz)NiD#A#3QpmdzxjYEWi38-H};W&x`RzfpOIp9&9 z@wBGdq#PY|&YTlj{5iF}?aP$+CqtmtJ*Z|POG$hLvA<)MKJRw^SK9-8O@sA7Ht`aR z#}q(Q1oaq5RwEJ>Qr%{5$qi_F;m{Hbgc}2HQ-8po?dpNC5`;aPqbTO>yk|i?>Zj@m ztNRUX@cP)msge@NL@?6~FLPv51y!52#u=TDaNbH^&$V}>NtMn4O8d2~I&du}`wSa~ zGg8<(C*>x-Wl1GdQM%THu_`!)ts)(lNJLa@8?*NCwc`~Q07E2rzrw*JCv%~fN{{Jc zhFvd^RF<6G-p0mBDF8|3(;Elkz%Dk?12#vtv|QO1TdoYV;|gdtDXjd!d&Q{H@4`*) zh^M4LtDX+sbl0k!R7-((cz|OIBo$A|hVR^22NCeHV_Xo2h$zZ#HOKFN@jJt@)^e}< zFIkF>5nzQUtq}h!8iB@n16F@Ry-+q`J?>hI{OSwpnYg<b8-Drd(PQc+!*<+}*73yV7caQqY7f0l0=ZJfKZmaCbRht|rg!w0`@ zGv2Z4C#=kPG_+Qnj&$GpC*3Q6CU>!@@#9{CnNm@>YKWowgm4nVJAY~TX~n;nXGU5w z0Pb9BUoM*3Ud?66n()o&U!xlMu3Y87XHqgVTORLVNga4~@Q%fgJ9U6dCT~7U(6e^P zXp|CYUXJKLb)Crd0(0I^Jzuyl^NuBHkEsnf!{fq~fV|D|-5=!!J^(3l9$nmKupabJ zLulQTv!`CA{4=GJIzO?d(|-{jTNEc}ovFC0g_YcOYVG0PuUr271$lsGPsw9E>xocG z@T1lhYwH3dzt6HSqxwo2`O~Kh_dSP_DVPZsK<%WXyaJNogsD@PauZ4*mK6LZ`? zfat~0wh+!sy)Iiv0Kr(QCEN@r|0NVLINY?PtCd6md|(>eSIDw7?$}gqkD)!YC%tkx zL#X@KCkrh&Zd43-$OCAB3QF=@j)Bu7){#V=Nbnvpj>C(PM+0DtUm_`fTP8$`I)PEo zS}rj*sOY1hu-Wf&EhL=Vfutj}2g1GJ&;_nIE5zG5q?f6J#X6>_Jy<_$&~LXji7V0h zs%af}IY~3rFjEj;VoRgvR&>B5gurP*^XjC4jPL=I$z;rkz*Lhbpu3FtWLZW^J7dVY zA+!T2&U~-9k$oGSf9C@`b?&^OOG_j_wBlWM$FJBkh5v7|FR$HFC~@W+O2d`Z-{F&Dov*!=R< zrrQlodlT;NLWO6r8H;6snh`Bdh>&9Z_o79+ul9kY?RLEo;)lq9t=4LJ``LL}w5IN} zH|)>pb4qe3L+A*Y3yn;oF`bQV?*q zDnpUa16hRV>MR45`HDDqm&L`!kz>^vKYn~%3oS9#qogQtFJU?kz!#<4(&85XG2mH# zyia{7{8E0bp9Mzy}81UaH;_wH>anjFgZ=_idDIOr#u zNAbv7o3!~5DT&0=_CvismUUb2TE!*SScXuSe>fYPEh#mwx0%XcXU1d|N7R^ga2!FB z_Z#DHH|7_9TEp^!(%F8;LZBm+owT|}6BuA@4<23i8+ctW9Fi@a$of$iP7xO^6ucR&Kpaz=4X8Qj z?rjNmApveeph4QMWPanbgN5!~(8C)C_DKy)WBegNtgc!|2nc_j=D(LRM6La6;KaXW ziovCMq+Tm#9t6^uPj@lD*E7*SQ$~5(dRRJ3oE}vjhW$!3Zg3Zxl<*T4<9fUxTyYhs z+H^#S(GRd7#-SO%X8CcR!@YS7NXE8o6DkNuaMh$IRjc`078EbKwC0=X zhe)kVVsg|rNtR-ap_TmU{rVoGuo7epF}_00XMtg>$dN|_>&Um4l^6ctBXq`XG_N6x zWBbS1=f|PmBsuB_;Twm&`5G4}c}#LbRRto*PlyPak8(RzrEzkQ+mVLgNpJ z?RY?hSGulceRA98t*dY^!B3(^GNq&vA3LK)a|~CdBB^7NLl9L~9^LDW$rp4fe~Q~p z@kid$QwKbzsDQei*r%Gd*&u%qhPw-DwCN2agmgL*OX0~73qC+`{Ns;5Qn__+FT|It z{)4E&^+4`rkt^OOPPTFIz$6p|ok|Ue<)fTpU6*v4gY}$z*AKjZd0H!5JQ(^)_@Q8Fp*hcjIXNe1-Ri62lnQbkL2dxjE6}S54*m69Z!RRzOtAGQ+sFPb z52quv`lVPkhA1b(fCXkFdv`zEsD#0NlHbvW7Lvs}***Y{hI7M>C#jyLob_5agv=K! z=S=bTxyiY54Sx+Lk%=UlVr}nSyD~8N^0P*+IeGoV%|$%{1T+Ym)7Xk$;2kXSIKD?i zF^XyI!xh-%N6D9bJx@m&F9ucH_rL*&X!%Ij7g`CLuYbF#B;Z|t5s%@a)3_ToFSqyv(AE$@>)f54dYR28#6~y-70zgU0gRG;OJ%9Q=XS?Z3&c27 zH`uJoiGBI3a|O!c;4^>X!eNe5yMY+EtJQ1{u1;Hizd`YVi})6HN8eK-4g%oBk=@1o zOQAW`oh{oqAjcVptgf00tCYt3)J>*CYDp6HGz2Jy*KbJviPsxKeE}dm;7R4LDSF?P z%180;Q}Lzpx&4Q{Fd<_W?L0F@V>$fBU zE_N~)NCqkRPLe6iOTi(2j3vdPWU2*a*7Z8+WDI}T;=^9>d}@oTZKiAnk24}rY70X| z4V^39{=r8$`|vpHQmpC$NMC>6@l{AhJm*N?hsF~SZnlVGDBN(|&4Z9{VC~6s2_#Cs z&Go*vPH|Eimia;{S>}u25W53G_fvaLFPgpaep1fPuMdB~6=2Bj{d^Cl;%?K#n1WgR z5bDd!A&2k;DZ0Gx*`C5N*qlxOuJ*5_k>e&j^X~U_dyk3D{YUvN?4H)d z?R4k26MScHz83NIfO+>^CT#0<__s1YuX}v6=Eomyx|gmVcq_Qw)7@8-X65D2KCtak ze!F~At8EhpW_GVK2=3iQl!?##PQH^n^AATxx3#_$A}FGYK|{PX5SM?|^z?YiGx;4$x}BLUJSIpx#<>L0^aY&B~N5^$R4w+B{_mH#zvijtuF+6UIlb4{e8*X+A}T z!HrGC)Nndr60m1oxzet~T|;nb)1KA-Pf$drcrOy3Ub~@Ml;epAzwRX+s zFIYM^ZvD>FhTx6Acdk~_JD1%qt1;W_gO4^>m0JgzJ$TiRkNW%wjTmuH`&*M30sz^S2OkguNIAg>#1JrhmgiDU*Qi7 zxO{JSvs468QAUYdrAJi`q?2X~*~zV0RL?7Zm@q8*e#zjG%eN$UKDWQL;a0q6QPPK> zzITBo8HrdL)8z=i)3kY3ShF%jqhas!DO7~9Yxo82wr0n}Wb94zf@w)x=%)N$xn$gCZfhqdUm6&&zVb?dTWd-DUMH*saKLdhgivB zR1{%0uj5?sW2M4JEaRp-o71}0UXOo#`)zF?sghrOu}KVePJAi)pkdBJB4&<4r{|sI z!ixa>h`PtKf#%F}K^A`^xb8_FOow!sRPh9&&eAG#>in z-b|p{IQd;o^fEku?7U~_^)2@dhVzw3eYAY(eJ>@>pS;wuXc9IsTObm%e_JL?UcnC0 zVXtu-MoA_;5C9DySrF9zb@leM2hg&}B$+%@wdA7K<5tkboSd858L^5cn0I@6+8MJ< zSaNQ|F#fhWphuVD!i~GdIfcWKs%j09;6(tLz2J^X8BV&qbILr!^IrR27LFaWl=!n8 zX5)%kb#Lw(+aKavCyJOBv;Tx3Fj0Yq9=1kNRTEng9xVy11PBcEL@#H^PD@pJSBA z0nsIvSKk%+PwFOQqwOzVv%L95y5GJj>rI19smEZL@RMwnZO>BZ==vw&6xe zy3J@R^-BjeYD7OJ7S7Ko#EmHB#tn6Pbzo>LcdJ&dy!~hLF*b4D`#ql1$#Ypp0m`2z zlKE^QiL8(57EjE@&8_*k+@{c7=?Y$XyqX+MjjZG)U+mho>k9t3YG=u(?BYca9fOeL za%eD3>2hTK!j&H5Kv^(!m@U^mNeTe8*Swjf&q?^YfAJACL3I(Q?aJdP7F1h0ZZ>Za z61Os~a@kU!%q&~Zv#QZLZ(j1*y1Plp8F1pWH}m=9ABy}+v(g>EO%BN#&7pQHW|+^D zzpF_@aK0qVp=+z{d)oIur)PYf(G|*8X_6Da6}?rVDf)ARZ(^IEI{!Uh^#c6=TlCDd z+=-3-k;^?`@(0%8K_!lpKn!IC56~puNz;#_Z0FHZ~8PeD{ z@Eb$uzQA3R7DH&9dG*v1F5`oYSwKga$a3Y%2EDiUA5F^uM+D^MEV4A5IVfwaF_dVP z5*>awtMy>}mH$eZ-0qh5((6Sv&%1Yjm1xN;p6^(1c|^CCGgYY;3amcha_T@Sr5O5@ zI4JUF4f?`78g)Ljs46z-+qjy&R%(M2cNY9i(Dj~9>Q7XW_n;@G@sjXx-w?$WmPeD* zboSO$UPXhK`aG6(0G1~^m@MMO#PR;4E$?%Z_o2S-|LJ|o%Y;G28EZ{lIaX&Mn44rU z8(5Odb8e8fBM7_JxUk?r<3W>?Snf%?_A^=DW`gDLpQh8(06zk+a3u3O}}yX*%QAEB^DJLqoPP)f_z8t>sh> z>DEk}boj_4gzxQ_keJw$Qz&umXx`~?g6=B+Yzn_;x)^fUzi%d{X=ILs$@Esl4oAOL zbs}3fj%ykPP6Fl03v6gfXy~5=+PZ`g#aqy~EpLSNINdAu2{_!8qj@-QwFFUt4(=M9 zdP;psrbk3b#d07o)z!t>`2y@ljX%k{eEGqGmNzcYGV=TFA!|Lj&eDeVWjF z7v}Qr%-T?!TGKUQk??ib!Wt7A&q1%5@?w~rp>vTTej~3CEg)g%PF?Wbd&#{ObW#o^ zZ1A}C`zXu=xf)z@=PBZG>>Fz00Hr(hx@=5vNja?Ei z2Tt45y5GLChQQIjdp#~dUVudE{)t{#bD8UUK564;`H@Cb%Yth=18gZmI*YUeixXtx zJJ;my-MXa%?}tZ5M%rd;MJ0JeTQ#LSw$C^`Yw)cShD-N7&v`Vu`zE5C!KRR+rR&sZ zsefwAC-jW&Qvs!xH>g4n4&06t552iF|BOY%r>iz3^xy>*kReDI0D1WNg==bqP#aAd zu~AX^c{rP81sQ^pB^f)=XG+fGYC@*reA0u1+zZ2KiJyS)Wn7t7VOYSpzbZk`N$Td2Jf$zMS77Gx&j?_x>$ag3h z+>%!oQ@50TiUFZSjQ{QMIZ-Y#2^exK=*=S_DlzgjTt!MF@i2&d4%_gQ#Id5sULQDF zU1{&A1JmIBIo&<)^WQD_nTPq1dzS4a%)_w!PHwJLYsz?N_x8eN;>BGuVs^Lai%Zw9 zUyrYDELrFyz$3Xk@K`qk+ynK_Fv|-QD8j@|7F`HwlU%DrD3i`M>l#5w*u7{(fCmo= zlhf%TYr+`kz~N;r!H*;`;HflCD&l&@IAzlN-CMVwAHHAq>#rqFJ!#*pS>DN;PF(D* zuYBKy{2Ua^I8zBkr1ONd6#*Wo7;|h$;}nEpBqbb6FuNR*4x;_1iXM$dYC5G^$P1vi zZvVpVNv%YVk2r3+a(A=Y+>D7_;&vuqqa8npq)cycJ9Yr8;dSMRtSsSQN)(p;ysQBe`c7--`j^C)d{5FRNOqx zAj4NUHn-t<%OBDLCfnND=E54=CKook(QWfuaYrfY8ii%j3AUatyeD)?gM@WMNU)WL zGY4_4Vlq{uW*>Xs;6XHWs9~^K8D)&JBrV31f$np*Y}u04yiJ=nVUa;6YF5xLBgyue z^3#MBJD!B3I>HH39RjMl5nN#)TJ?*h{>|ulcAZ}CQ+n*#NS{3rEMOUWs27=f6vW-M zv&uJ;=HD&~suXtWpUsloEqTd7w|b`&C$}?n|Grwam6Oi5b1mF8o30W;YiPh&ww_%p z>Ys2UEwMOY61yZMe|Cpx(I;sH7vx^`O&|z_vxJS3GUs0Uf%~M)T9_6#$Z8vt`+a<2 zt<9R!p+Q3ah4xleXI%JNnN`7*rBlaG)sqSQeb2sq3iEqsf7ol<4{DkaAAb>k@(y^u zy6n?>O_O6K)@jaX@_teA z2t=`=zYlWuyHsGf$vQ(ExG-kh0lR9|=D#1M+`sQ{ojx z8v!MrJr$#%OSKG;pg_`C&mKL^k^|dKqfT66HV<=b>1Kv7u%5g|73f3Ets_@iJi%o1 zJz`{au;+f1;hLgHT4LF7kGCnKEcO4W}3m3My(4G?=`;NRaQ)UNbFb&>oc^R@!e>YOk z(-3T1fiSO<&a-FFir`HI;joO8sFTvzO5x$*M%Go?-S2sN7ZK8GS{=dS6!nXl{}@Hr zWks_R^4f!iXWyz-R?hYuqPuV3`^DJ#?`5a0vy`g=pM9##s`JcQRwDwhpL=>SDBLur zeAM-&7k6zc@-Odf4h!qKcN%&0J0^Mnev848iqN4@IF_$pXtSRAR9%$EwRe?i&YgL5~(0s=DxSFa7!B4^8Ae)&aaA3*D;uGlJ# zuhfBqT9wJ2%>y|ZMdzTF^@9H!cgX|kI1KJnCr_UAU-{iFkMQZ^SMlkqtDYT}efRdm zQBRss=L}t}V&l!{+fcjOi!cPs+LmI5L$<6R^i)dNjWjI!?=1JrkU`m#q9vEU!>^|)m2fYFQ3O8H+za#=o5A-GKS^gJ4S|LZZ4EZ__w<=+?!?y~ zGLX7=wQdU|?JVhp8__tXzf%Si8c`;ANzm|4%+)8x#wYxmtvri;LTlW8ZEeWhQ({DJ}= z7NPEVt5uz=mZZtLwS4*V@;nUdc))+`*ya=Nbh0%XAJF~sq6eN2McTy-`tJMb!hfa~ zlxdo>094js3?8!4fPLq18sSg;4O$yxF;P++1!L0Yqok=8bhEMci-7maK7%BUw-L4)xS9U#}OLU zWTcNH<$ay$Pjv#L7*g|4@em}bYPB!@4t{vuU-=my!{CL*fEPerg%@63y{!d%s-N@zel?(zFx} z&)~lW1O%kQtQU0eYUQfJ`oWb`?!+Ro@ro8OC%5y2~LeC}WnUvc{M__-&a^u*lTrRk_Vv?JLd zBPQb1c3N+%7A&`IV_^f$-{ZjA$}-3$L!gDQTlQBAJs5OWSE9+|O=nKXao{vd+4o_c7lj!K!;@`B{BlpHyveKi;$ zE6*_bYN!;s?(XhZGb2dR>J!U#deSEenZU^_4i1YrC2!(V-d}7SY^{tM64-d$j7hj= znn>`L7)`Jvk_(9kqF6)ny*Fnk@PjN#?6&3Y@={rp5Vp#;)bhqdf0kQ^OyM}m!pT&< zr(C1ofM3oav#*cOdKn5J6OUL{6$Ss+_m#$|i&H6q>Al488M(7(9Dr0aB3`7m$)JVjZefe_M>5@8bMhJDx3c-SsG9vO_PwzzeT;c7 zsQQNSrrF9eP5tk2BMZRfYpk&A<$Hc+Na*m_Szkdq+k<(eF)SSy7Z*<$LYf?nE7o}T98_a_l$K|*3V4jzE8r9y=s9&r8Kxu=WI)plOQ zF(cxVJTpI;IKNoI{#dxu>--bYIXL5P$|SRP(%`f2>7zY$$#-#=BXnjpP=ix=6X9BC zrZJbiKa)3;*jmOBtkA?`llTRL^)F=VS~99b36pFNc@H&%bMQ^|A1*xp{1s7El;;uI z6&UlyS_tEgn671IdF$W#Ws~~bO68<$5}qS7{Y|g-jh4E2{}~sJn=j(it6dziPBjvX$0&E(VwmM+u}cH z`;@OzZoA}7U|`gM@?$evudcMxGh*b`0a+i4o;{w~!e-;`XAyy(?;+kT8jo{?If|y@ zUtro!=ge7$`uFqgKF<>UZ!m`^ag1NlZTHjKNS2>gb35;{CIeZT7c@8OL(hH<8kTlS zep71u-R=E8YjrX0{j=dy+Feb1f74PN7&agI&b|!XXQPSos`0+pe3g|sjxi8H#_(XY zFcFeAY+^@8{6%J1g`n#%OApY)reSe^J4HOJ#)}Y_Dv<_c3TZz`5!9bhGG$7I_14f~ zi2!kdW@eaD{gbfa@f~0YPKv8GuD_ZDt5c{F*kKzeEZR4lN@}d;7`n%ohbtRwMmqly zlK$e4C7TD9dY-;%(w#j!U4tunM|m_JcI-=G?ogb)pp>26dI-1zg50rh&#M#5oUEQ? zU|4=#T^;DC3+}!fg2^U|u0`o}B{3&zk4&xL{Jrud$FYRb#+AzowGli(W(!8<4tByp zt|>8yRIk@rolU<)Jz9EVD<|##;WIv+<@N<@cZi;A*>%$TqjI&Y(v^Je>=3x1ySdFc_O6R_QLeBBmy>jem8&EUs&YxwpX zpeOn)YPsjdpU_eZot%2E{AK)2lwT4~O=8}w@kPWyUYecVoX4Z$YqQ7pu~%Ej#e*Q< zvM_5X$g5TLmbG(NdHe$vh^CGaIGZl4W8%QSM9$kQ%6ajbL;vJ6f-CyQdTi$$=;ju& zyvq?TM;yQfshvCvv6#{x z+HXP?)&EukNH@ja(J_+NCm8OkZq3V3eKZ)@b+5Ri99_BXi{36`Ovcy{xQYGD$~tN5 z^q~2D@~5&8K_nm&g(5aMICyhCF(aI!ndSBXT3iM}WkI|wTSWes;6pm8-Zfjozy#T6 z%peC3LMMwwHjM~`yJJMt;81?!Yy&30Ae?;d75ugqFZ0C`<(HFyLV5GNY@iP z8~|+L^K$6HNkxrsQ!PIr0Z930He&)^&9cr7vzuciNIqIykofoej;qkj|8fsxSxx67 z=G2^Sp^v~TqklVPxRv$Ohed5vLq9KDkK5>dhQ=azC2&lag_T?4Kwy?1c(;td{us%} z=X6>=xcj3y2d|C#^7?VIz&6 z&a^Cb$BytueJi=Txn-!5pwVS2Xn(6^<+5tyct7RunzntqUa`QKOQV}E$gIsXYo5DqQ=9_?{yAPN|ri1$CuU#Dt zp~oHjCpnw9j@vu-t_wVe&!7fQ2Jwd$+DC*7+B9+&qNCD0YsCqQS5h`FU^AVvi2nVk zkE_g{lk0I}Rt4eJB-z3?CH7>mhtsf^Or;17pHw#Fd8;23*8}~b$`Ic4F(e~9c*+v` z6E)K4L3az_u5VLp*914{ObvSHp;8yWaXz=ed5zEQ>a)VXG2E)BsnmD{jY9pMyllaO z1qa_fv}ZG(t-O-tn)7cPhqAi!W=U1z$m<})`A2iHEn2h?X%Wi2%BDwTAWa6n!lw%j zn)MjPYnwWO>$(S%$I?afaSXBNu%-&9U#Y^5$JWr($g6@!9tB#+KpBIVND7Go=VJ51 z#)pt6wGPPn_w4sCy7D(}5TvCS&Eugxq@y62)q*6o#yI*AkrrK;P`Yeo8!M|tbCV^; zK%#jT@Qrrcg;J6B|$=Ve(?9-I`KD_Z(q zMe>zr`(G_IZDwZLXyn1B$0WQhKfW89P2hR4c$gXPOdR~y4AoU@YB!ga({QRSj4|iaIwY6z21v@mc1I{+{SWfIK38ToYLdXd57Y^e{C-qgr~`lpUOlV#^kvRDs_W_e9qQZ!y-pJt9FQFq@Gu zmk(L6GQ;y@veQfHv3SbX`l;tK)B@Fy&DUaf5IX094k*Nv@Aeka0mY~KG>Yhe=WYS( z*R8{nvx2e%&IAhsoZuH0sl1N@=OTyfnS10ceE=iHaan$hLDXuh6YSk2T4pmt2>EV9 zRMfH@nJe(l5k~C`S&eE2tC*{7P>FXn=}Ju)isn9q+I;+G>Njtm;TyT*8Yl;s=*}kT z$&+$heV6sno76mg&jcS8eViF?1t0d!e48M%C^QrVJ%kNns?@*z9 z`E{)4YJ;m-L^(OV{M-IIVB?arUvux5A8y~$kmNO`s9;RbQ!o8jStXqijg59V3-PR_ zR}Rp;QM7N4nB+GA{u!`nV2&NBEKhNL&ky(87hNQ9*qXQj8JcPUBqa+myI0V@UC238 zDWgN;`95-E5rB1)x?{uaq7PFEU&ksJa&pKmRaR+OBQ!~Vh8B-gvHtiQ`$uD^4+Fq& z|1QQH4%{E;fj41{!xW~e0U(S13&y*~;UEN8^$W#W`t_@CLtc;%3B{Aw+8EF5PkBBO zX!-s+K-1|kt7tBNzx>SG?eEHe`>j4ayU_f4jLF4)#A%r#=QJwr(g)1ppw8v)sZlK} z9oQ=-lAKHMQin#gA#D(ePT!k`fX+xgF}9k3;*i3J8Y;@oNas?{Cd(&=-liO*eIE0i zFR@|MY0zqA2qj^NPAs4F2t7?YnY@3CbM%HalUE!zg3*$tOP3bcCmc2vD_7n`iz%17 zburxZ=?^fO@{$3M2DG zb@-{}Ai@MfVY*K%6&tbn;5QFP&3RroU-ofagqMh2bj`-_jFKTIP5iy6I>r~Qv0*Rq z3pv|Z9jcUapYGlsnO|XI$l0DISEy<$3vU*n``A#udi6Z&>S_}yf5lFQHq?)BUJQ|- ztdceq1ZQX9i(vviiTyg6gFe2hDV=I_CbAk8DLEf|knPAZz~o5-^&=fWi++HVKE9Mm zhLi#)RoH`I+3gI%u|~Yitfu5vetckZvR0fVqC`Fc*WCF14w-~z8dCN9?bu{gLrA(; zmA0sp6_8uryTK@#ZTnyTq4bTL=(6|FI~z#$7JHYOuiSjb$>HPR%xO~4ORU2+TE`va z;hv^66W}v8!rJZ=Z7ym6cg$v=Is*i!Jp!V^C#kI)zYQK_hKe&hweAn7=R7?gsIn6n=uG8m*nZ11Ym~SwU5*G@5yj@&&6~@n(#{pa%rcTb(R%?;T1px3_t2`l z6{zYP`~Dy8&N33Tj%mcrr`u@F#+yQ;!KFkU<+SsywA44?>0jj9#_L6)A6c2rPC^g} zHzr=Gx$)qM+sF+7XO|rV;HmhJe}v{bkedeA8Gf-#hk$?tnbK%Y*7(uRL~_47XA(1# zD$V-$(aI%k>Nq<)hZ?cbTt2XHY6FVZqXTGw!9lJ%(c-(T$DsW{CHdo&DN{tU)=>xW zS?yJ7xd#UbdW;H=9JeaB#+|}vR&UaBPA@&*V8r(}UW`M9r;K^yvERgk3a8;Dt>F~Q*2PmbJSwRkh_ znxbuXOGfY5M+Z0lw?wEozNPqW-ZkV6K>DWu%LQ}?S`o_3kwx!xUH5ixji+zUKZE6W zWHO{(`har7AS3TdNSn+cAxI7`=0S*O_@UG%5SlwMQi3ho6Ish;OMAYaHVLYbnomt$>bNq7ZJG9Q3uJ8_Cm6<7u(p=-0WjA|@aHzpx*`~}P;p?=H23q5@?!?Y>!;Vp zylmRJOOoHomv!dn;?lzU;By@S0IU-vxyEtYjHSk69$life+$IpgaQ zKF^&ym)lP4jnJM#UvM@Ty_={k1>fbB7HD!iA8YY!Av?*l*ykz6Bg|44nVZ>i--#iO zH&G)kYIYDLk7)TJB|qoSnZE}JEuX2dde&&pE*<1AFEuUHCd_8^*4N*$3^)@Y9TuOzCM&fSZ@-=G?Az+f? zIB1zhh{*A`k-Ae(jSxV{KW&4B)i$(f{w^A}!9kQ2(?%2=Ex`7S3St{~s(rHpIoxo! zkj13>Zz^jT@(mrz)`Q~BeE)#v=iWM1t>#+x&eNwXj)HE3OB-^!#mp;!mXPxW;Re>m zyV`dLLFl5M@*c3bSKS_Ul=Jwp|D36!Bc@oxDug)L z&hrdyP2t6qJ5Ae&W*R(zWzkgqGG$U zuk2n(*GJl^F>6hjhPQEv&CQH5uJ1t(o`Z6Eol>LQ|f^JIC42#l8r4m*Eb2xjPm z$aF4Hu!O`D2>tjz8b0txrH0Zmm^|THy~s3&o6RqO7_SQ*GMVpSwEKAT_YAV^5e_Di zN){~We9l$CXy|;#jk#c}AXjq^sRqCkioZnL-lIp4jy`c6MIusHOUB8Ws?G;@d_5cK zA+%Btu0QR-Gax$6|2F1Q-}EL&Ttaq z1^zBXT__3}ncM?`2~Tm-kdZezm;bEP@%I0#XUZ)Q_`3bqZY|4voYuJSmDfLJP3UV; zIYfSsbj}ddDU6v9=Bl)nKd?1MWbxh*aeo_{A53{JPk~&E;J>kGdo@0NeZ?Wf&1{Xrl-^s|lY zz{NF(WdG2r)$nC2y?G)d7L?<@9KO;ZAows0B%$zfxDpG2oi9=|Y$E*))YS{TprJ!W zgH5&TU(QQg5c-2~lavkW`T`QmUk2PLObkr=^x3=b1DVC?A#;`!$gb}G{<;J5hA3sz z$Mh;jTkEtv+7FgaLld?|G5l@nECk(`j8pk#t65#DRjXD`-2$hrBNtaJseHpIAdyt0 zadLmew`fFTX*pO36pUVX?KXGhHR%dk^bvn=Y@;!OSJpg>86NnD)x7R^f2ow?nDzF4 zx#!K^Qu~Qw3PE2M@2MZG@}6Bw@(BnW53Z_lO#&wcn|y-#Dc9>=pFklWLlH5WE{y;& zDIH*Fsbfx>L_?0;)h*qj?>hgHLXhPA()@6Z*bQs@ZZ4`CmYjwv%6|#!o%#lev)-r4 zqY>{R3zzTy`EBIsqiM2gI{e96$BQ&|M~5lx360} z!c1C_=!dbSHjLHMUn+Jk?9cdL;U9E7!pR&p7je%Iy|Xz5ZKjfU|H-~Ghd(vnwuDVE zqvGY3)MsM&jOI|>f=_SMWq<)}A&&QxPmfygW3^fJs;&q*>@ zmAGxT@`^GNlJhipgFJ@W-XVN z6+(a+0|G5|0JLh-!CnxWWWaU4Z9$~Ncp5D->4G7p*6>|6wF;X1O8qsoP3YB0r{m_luKTYLd{Jrvhps>Di=Cl5^9p7E?KeSRHaT_S;}N;&A#}$$bN%zPRBW1 z*u@qO5T-vGW-2U=?U|Bu5S*dku<80nt(L7^d9~w2;1YSXXFp?ak9j?31|C=4X0K@< z^l{P&CGyBw8h!u$wzBt6!}5FawYwF=G+$nb%zIeU;M=f`m6ccP3D?b?0SvS;{DO^^QZZjAXz%p=Sleivz-m|P`ip<{Z!GwCQ^j%!e8O5$%$q{$-1g3LZ>CgL0*5P}Aiai6ucDBG*@(R3+nP2_bW zGFiB`CQ{_Y;$5|R0z~K`D zWqih9yL4JKk^!SzIz@INl#f-6h1K#^i4IVi!MmO3q zTWSHCwi2I_+NmsN59dLfJeii3W}FHK2cv>G@xEA^>bVA=Y=3I+QM&(^hK-!p;Rfg(7vKg`fL@`79Yh{GrB$dC)N zLH+xhEa$Gq(D?g54JtSZ?~XpJ!)bH|dmwk%x7keGG@ z%IPFV{rc+{s-ML}q(mMbf93PfKNlrbEi2gKKeHED_?M^!w<-lBUu%{e=M`s1>yBgF z4U9BmnK(j+n{Jhr&nH*mxZVvl5r`sTNBs?HYV9#(|yQ?I+sfl1O3~Jm64CpjHYx&tSDs&U2vy% zSk2Wq^0r81!vkSSj-i_3L<^=v)&Na--66x&un^S$LWh#5rzC zr6O9gY}u&zE70`d29Aw?!KD~nxA$G|WTw2zLxS2bz?o+I!0UuQYP2DCP_Y2})OeK% zJ6Y)%WNn%xAWnydyDVycgXL5aFF3g{sEzhXG=h*(1Rj>7%-BjnRhTtJ#h??s_996H_K0}uF>b}zS*rTmRlmMRUt@*GUh0H*`qis z%rfiX4V{WPQ^ECq={$Wa!r#+R+aGPYp~3k}Z%M~ryZnbC6ly==VCj!%Ig=S6`v^L= zl5vg623Gk^l?_+s z&nCl9Y2L81D%ukiTzxDh8D18xEnTFmt`lS%k~Vtit+|K5Xvwjlr>6^{=y}n{sND2+csQsX|qB`q974-YJeD z0WjI>URnS9?mrEL#j}*ptR>6v7e; zYP7g1mEzOd&oOuQ`aj9bTF-v3aihK=uobV$FongiPG1G$xjBj@CbaCmMzLyPu|~*d{>5o zeA{U9?_B0usUZRpH5$r*RCCa7oC_NJtWac385`iXUg|Z5!-R%~g%O%J(g=;-mt#Ra z@^yT{6*G&ct>T3FA{luksS;!-Bo-d3*;yTQf`Yi<*}VwbY8NU|i|gK^M5iu;omF4G$P_e2Oj$5-Ggu>l(nT!n zA^*ji2wEZGq!z5UL&duzLbnYMiA+8*~On*njzP3qXsQ z4eW`H@B%b48GIp~-6emiT;hpB5>UjStT8DM)S54*dW-FeNMsVm4tc+$2E|XiQvj1W{ct4%*K@|12)$3G0^NY{F}$rG(!W zQuBwOoIr+`Xx2$)`9*k<&Fwg+aO7d*wQjpad%rdU@zg_hnp~iKHbYRtjp%*t>qUo( zK6IA_G@qdERoEETav$Q3t%+P(MTvT#VbuX%fCgU0pO`T~;zGVd-p!(qnU!Zi&hZnI z)us>dij!HPm=LX@jwHbulo^tGa?|K%4Ih2x*s)IE(48V(UX0Z<(krxJouQL;C)Lw@ zLr~|2`FI}()k|%`X?bVSqM+om@E9-Q)GcWlAupBGrxyu4BDPfHMleid&{9xkePAUC zaaDl&zqD~GkYQ(-6dx+}piH_^)_}Z(Q6A!4G&~{Tw#SLEC=ol=PL7j+Qz3?Ad3=aq zY%M>IPO<-}u!`gJ`sT@gb2TH~p)9%+OS*p}S-m1#I4ViEba|Sqc{no;G%Nj?@ z{-1=-u_;hfWjgnm($u2gdI0)2cQ%}^jBT+^slJ)Fw0LYs7c{w5 z4oOMqKIL-3d0GN|QI6^!P(qsxIc!LbRKJ5vQ(;5olz@i#KB8T}DD0N#`$)6wi8NZQ ze5q=$bOLGx@&>7*EZqC@n{P6p^I}xko+eiMODmn5zO`rqns;6A!6s}dL&&)){jUs~ z=6bb1UKWPbofGf7OKr;b2D(TT`-Rib6`;{hol!;|_d>UjRhi)8Mc;xZm^8x#Eh)Sa zYx06-2Vr`NZYS;>EQw~-Mgkw}Fcj1|{Jf3<--`1$*WE-etW80?nxxaUtPm1I6%qd6 zJXM4S4lF9}l{`>10*{)?v8T^H7zf}Qt_6*=LGD!!h$(Tf=;I76?&LA@zajrkN9IC* zF=x)iU;oF|E=C2O!BzYTu1O3`(!eM}F_q_~@<%^&imsCI;!ww!dRa4i%$U+{rN?NO z*JpgTr~J74#Ii;+&Zn8&+|ONlySg`pN6MwQEiAQ0!mGClg;@zR+BsflBW?r?5#B&( zZIRrSsj>7-s`Y8xzFeI;briTTKAfYm*$MffMnbZi2soN(r<>KHMM2Ru)vE$JNlhFl zE#%I^Y_0QzD2^eBB>pUt`u|D$GXKM@oKPF(lrUSg$;q}|OS){kggKJ{t z4Sws|@^2K=xxYgXz~#g-xyPHBSG)_f{~YdHXYB(y)2fUG)e(UWn#Psd*PlVp9Y6lr zi4|f6q^KOi>8{@}rK5&GBg>XKgO1ZuAOBK7BDdoG4Zu%4Dx|~A`hlvw>HI2XtBiM3 zWJCwl17C|wP%*gzi(|&XrRCFvoZ58Vo-*PBRF_40pFuCY-TtP>ZayV=NP!ETTA8C-?*`HbYaf9fw$U_$HU*`bC*KKLP;KZWb=kb)bYKhB?d3ia zc*yT@B=K5;qHN%0%t^PhSyiKEC@8IG08I?_->D&uM{)Nl)549U3+|M_vTc|4o`P+} zRg3W1`^c~bKZA^ue7FF5q7qz+CI9${L{45;H{xKa7Ueu+7j&ri)uP=&O$kaO2dNRu z<78fJEbIejc%V#Gfh|C^Q0-B9l)2tzf)3d-8cF_2SEP1?gAwa`| z1)t@9jQv@40KE|iaN{mH8o4u}Zp6nus9Uj4-vY7qG|i67#uUyb65@?8HQWERraRiD zoQ#G#sLi7uRr-u+Q=gdDqqsCxE}XEcT-5C)|ES-8*Jg*^D(qk(>nhZdf|a7uks2tP z+A0QqfATfTU=5pnM`m83_|T=@a>Dm1H`%p(oFdKhUMy@_0_`r4XJ$ZUk~1Hfr#XtQ zZT^Fc9o70Er)dB*z)$6@tgIN`-Y%YuM)JK8NyrPunl)|aISLB(-U_i^z5LtzrB6kL znhpu5TkmoJQU3=_>0GWUYiOs@4`GDe%^jd9N>Hl;jZu?tBoj`Af zZE!uXTXANKyYXb@;*g48zz!uq-mn1v7gtR*?VV+JLv4gmpGc;faqbi|*0}C$&Ba=6=3u%>=Ohf)o~F#&f?1gf=%V?c zMf2zPWb^04wp(_6A9^8K26KWopC_HT=2`PSqht~cU;x5wn)(s5A=Io@Af5S`__TMUl8lsvHA|ToBLB(+<`+ zCuIVB#Rqa}pyQGCfj+HfLjwnm31Rg~_`4S*$6*TRhpc?Wx8e9-@Pb@KvrVZLlKb++ zg{z~5yz*Cf%VFM@yS|L^88GphO?lk+_=$-Rg!}|=P88*T|FoW%VqYNPp9Gs+dJ@fa z{PD-Xd=^b*yxIRF?Y-l2{@?%aSJ|1_nMp)tMfQkyqKt-6C^W3HvXYfuloFNkmQk5S z$?Pl08D%~ zHD#I5Ivr;va~ZhnN!{PTiI+$Mqc>bc$B6>8iL|8FgaxntuL1heBzJ95tGJVVR2rpX zbh#G0m`N+8{wI1UQvZW)LuxhYf4Imga%jHaUh%uN)C+7_E@>A*+NA#%PjUns1gB{E zld`Jwc_J(6iMp9IAL(L3IGS{)r&VWy2td6EzDtaI^(;c<)D^BJAJybKQY>(9X(ZEM z3)q19n4P>gmkoU!BIw{uw{>aC-IgLKExOnR>1F;-CMm)-=B2fJi7>PXNVt1RYk5NNX_z6St)2#h z2_l~j;+VdZ-aNRUBI3ZQ+yYgZ80`SpFKwVn=Lx0_5J6z^>8q2;yVBq!0kq3`(KZmk z1pO~Ua_RjRs0WzxE+DLPMxZQEm|4Rtud3c_8y`QrD0GK^OJ!=7%=eX-<7_qbQwaluilvSU?Q)fH*=*`&2*UD)=>T*6ajy zqnlJX7=j_(2ntHVZs0_aAKSG3Mrke`j;9R&5RD*4_PD3vwNi1NQTusUKIf&GEkT<1 z1YZi_+W&N~6}0uH0RfjX;ClO? zXsCGSJY4K~FvIt?Sp6`KcPnMx<(1IYue`u6f4SZHlxoaM;k|f*5Gj7q)A-)TyGC%i zj*o}`e~N}qB8cO{4mi^LFC~oMwD^I@Y86Sgo!wm;zqC9$PB(ZPWZ1ugV)tC| zX7(nOki^F00Whcz3(pdfFqn zU^s&YRjO1`#i_O7TT^OAtYVT;65%JpX7k{__E(LqJ+9_X~{gqY$AsLt5PhvEqjjGM)-Ru|} zMfd=*)^lLO(tA2cgtHM%^z&cEL8V)5SW?oJ0l2H-(vvCbIp#vKkn9^Ni+sSQr1Nz1 zN|{N>Swv{8oV3JUM_L>B&vW0~s$}Mf!VGsr{M@ozTfV+9;-O~~{%dknW-mp)s^or(KM=v~1u*GeH^Z$ykl2V#oA!^-Cl``gz_0vbLCU97W3E%HA00eTL_mV&hNm9>!Q_I_%OY8Z|@w995N2a*J@5LhrV(8c~ zt<0tJ21o29k3p*8BqG7l(KGkIvEw9g8znU1$b*JYbRTGP0g{&lyxVdfKYD~nNS9(2 zgq5wRdL46NNg3F^%%Id4jwx(37Oy>x*KE0hT?YKq9| z$kFm#F4=)3rIg_$p;GA@2egQ$iYA;FDQaE+B`kl;z04XWXFWu%DQTYcr+7bE6-}(F z^~rtvkVA(u?vGd$?ZCYTMPLCAQPiGN#P-Vv{MUN62%_Tr*MzfO83RNBjq|_uf6;Ez7v{@5$|jK*H-7>JrE$%UnQ;wro3-w?X8!Y z`ev>BuG!MQxziwicZYZ__nC2XkH33AtciP#tX}qCZniN8IO;z7(^FgXb?!eFwK48B ze*d@RHCd&O7Fj<&y3X)ecxk&_6&*Yx@11fd=j5WeOPb{u?(P2f7{$$g-XB2l2qA{x ziP!Bb!~c>^&Sv`qR4|LEYZ9me4IW=ji&K<8hu^!yDl)ZcWn`wL+Qc2OCx*e2*kw3@C`D9dQ(C?3i ztBF*lFe%!^B38lC$R#mtTgo)xVbIF0K&d4x6;(JKwiktMA(y0$Ck_`J8ZM`nvk1#_ zAJSJ98S(RZ!-Z0O;2-7#yBIF_;$jj$eJ!biPr0&uvF(|&DxZ=t4f7);b2By{6t^3Q zi+WP0a+aY)qQpj?FF3AL=|~(#BzfYGKZ6Y*+9%U$Z7{S1kgB>SNK8^+ju^wx3#fN@ zPNEdDb-;?{bh6~psFUQ0J;BML;va0dRIW$cEqjOAWw}!l|w^R$+rQatiyj^6I=+MF%W*XX@=X8 z>$Z#~AxM0tCs*CoV{rH+`28?I1^zur4NQ7D!A!RR5J3Ela%jQ(ybb3=x|C@LJP09x z9ArLd>!;_5v4kRQwA}6^N?qvw4GkiS&^8y5SCjj|_;p2-nLCEAMqL$1D+IeW^6 zKo|?JYc91cF@iiCY4=niZFIdldxQ)$BTJI5=PhGROcGvSYA+X3Dd+1|KT9TIN`0Bu z$^57Br{!)@6qe+bkquq48VQ(?aCa(P5s(gB5>aHlKGrD4bEi2W^%bbgV;y#GMQ)6) zw0szz=I{hX5WzHYCfpG2FI=|zxF0a%gA`IEA(Dn`*kMScHl5cp=@0eY7yq3h&(?c1 z(+@7wi5bNg%>Z5;$8PTO0U>VIBqgcsSi=pxO9?c`dX1uN*$wuzWCLa2Zm-C=xn%3^ zn)swPq7gXdL59=xUNE@JXd;W2!V+Ts(!UNul#R=Tvj{(~9fid+-(O6olS#zd?ofG9 zwEN`bT4s$JHA+}W=yFH=xau7p{r;a)MFPRVcsz(ThoO4q7+;VJ~WzTE|$&X?(tLT!6K=zHIzw$jq2f4aG9@;TCgo ziM>*3)D_`XS`|&Xyzg&z&Tior982~pt+0d&Zah|=DDxQ%amUlwJSdTWg4#*t z>y-IVQQ|3jz>1m73Jz~t39u?C0(|)(n_hlZ+My{)xdHLfRCi1s&obm&wKiRzJXwC} zgLroFzHMVUdv>DN$rnpBjLt`|r+tyUFB6;u$yUEuJfa9o%ZPU|A++zxhzVl(Km?U< zCgoE1lwvqLfAm5m23p&~ycI($orIzr`sAMqd}o&7kRBQtzm0a&r3um^4m&7K+9;})U)o}0q-Xvl|Er|+O}w+Lxt)0@)}T$ilB@>2RaoZ;dNsY zJ$T>JhB@YNEhTLEt!Jk^zT8Uh=gRf+>btkuQ;MYcY+-~;n=DwBfw{DsijbT%2@p1n zIVx>e^74LSklaJ#nO8vv>DFP0-$@oos5(+G<2S6qkd1+;+(N6C{{m5K@axhoDO`-8 z6e80_X5>Ao84XO~W@Loy-|5e?fTuBXB8YIeJFAi-! zA}s~)8vGviuS-f%a@L=Jucnf>H5?pt`O#peWj?1zNroKek+=6qVjHQ(VBszwpl9q~ z^rxcn04MjEtWfLqA7oop$p365VTC}}9P#G++g=s1v3E%VB^RV&q3hE}MCdX=M!F&x zKXzEE+F9$Xa4pB{a2QS2xi@R06|vRRO~kH5aB;-${tl!eLO0NreexX^D;$G^)VfJL z&4Yjf_Dee-w1#faR&W)fSc`afXRXsz5GWVyfQmF1iVf5eOq&cnTtW4bU1CK|Tt_=`a6V7R zX;Rl)h&$awDo9Wg3JKVtE$CEzCSfih#1Xy&#>>U%IrU&ENs8?+?`H0LB#(cSUP9?+ zm1v3GSbOO@VLPv1zf)TEyZ#E32Nq)TCqKG_N-qm8vs@%y=6QIxtII5$BN=ue83c?A7UY93Nx{OC)YDnJ}YW&Qkuvw*u2 zcabhiQHx}v=%3xK{>UI)StL6-#*mH0%cBylds5*=h9M{duto@Ncuc^;Kqy~2=E6Q8 zX24HPJrC#ZLQn*AbRIm^4U|M~IuI4&YHOsKIHR4+(p)!U6${W0opapuJ+>nAyMGM5 z{o;QTlnRHcy7BB+nyGp08q>X#UHqB@W-}~ioVw{6v&?f-8`pxktf|G*FRgR`X?gl( z*?^rRzVr|C2yB(aDBUbUb#-5cjVV^-|}Eks|sK^ zdrrMX(Zs`|fr`!R;M{sIMVzD`L<73l&ooFM5Sduc!b;tGJ!TVvHFOU+!27Zy{cdq~ zIiwYtSmYsiSzvSbCL`Q==CxPwxL47 zPI6B>VfRSw`gHf1U1v=q)GHQSF7XIURPe#!Rxx>o$%nrgKsrT3F^i%$gy;41UtPD2 zg>*;@pHZkK~2*W@&r+xSyShrGI`~9=nax^Hk zkelF0h=LR00i6!NVo%kvC`RE0_}a14g_0mC`m)Z~6BBcMcdP2WBUOoYyZlK(`)cXZ zf}$wH`3{j!=EH?mnf6NBoS<%9@ApUkNq_?$#V-U;r4&FWBWyfa8B@-ML1COhoGBh& zwEG`Ed^kKncCuXs$)`cb^Z_kI=lN!>rn49bC!`e`hML~i{dxeiF@wdC_6KRc0X&wS zuc~V9GIF(8x4zbaMbT7jWOf-_`Us!2y;%fTtYptuVQ#5ozx{5t>GY=KhuIGEwlYjk ziZ}LssRrjIm9?LF^75sz&3-9;yLj9Gm9{#(JR*T~3v$)v>| zt;VP-Zk}%>+^2ln)mQAQ^sNW$%b7o3yL^fI7K=VGf$+9#Up_uRhQfxyXecs@OG|M! zH5{_GYPTX$^lp}j3W3{qzKfKifb5>aLUDaA29^AsCtTdlEFSyj_8I*i7X-uw zu(FpORe*_0`ij?(7+ctJ*r{93UU6i+^+d=#u+_1V*hQcFMJhJUyHWI=5eXjTy9G3n z@iFJ$;LT)c1w~a+4(>MRg$cMy9^KeN28VF*DXzaGq<5PvYTh&BpTk{u5|u8+-Ou!J}6KX zdGdI>l)QgDR@7o)G>De9&~V8sw^CK1(db9Ql3)L`#B=<(3%~wir8qe6tcDVIO z84VCVu?mf1m57cCVC0S>FzY|cPYmEPi+v9^C&B;y{@iq{0-ST zVU1N_)`m+VI_-bWwoz9KPf$bKA#;i`pGSZWz-rOF5GAJijT^TEW)hVH*d0=Sgf8@% zN#u6%?tIjX*m9uVW9q)GmqREo_I)qhUyh>G^C1TY=~8{QC%h2hY$xbM2XCwsk~{m>aUUoM7r&-zxj+Wq(Jc@{q}xbNx|UpArA zoQdER8UBwSK9pKzp5r{^Zi$)VjvFco75+z^quc~d{Iz_P&g1f%<2DysmOh9SkV;+& z6=L_5|DSSpq>W3&rm;~j6e5l|SMO-2UVixH$DZr{U+s-*yU%(z;=ccYQE00o!Xn{^ zj*gD5IVPL9SX9#O9r*)L0Ey3gRW^mPRxpIy>Feu1Ezq+Jv-R}!Joi929-zLtB-sJq zWbb-^Rz29xfcuIPVgGrHyHLzU=pp?_@sGZ6|abzFANj(ozwfaenrv z-X-P9s7-vBFw_~qyf|b4JR4=wbk#%CfAVn8l@VXV)$tl)oJGQTnh z3#muA?UOq9jd>;!sr26wk#;CuCmUdU!hr!;`mDF{W$KFd0U4f)k!&lSVL@O-^39ZA zC5*>z2MJ~}4Q8mSGh&CINZ@eROo#^W%W)!I6+c7sC%+fkMbs38IW6oVmb=Movfxm{ z3^Jy#cf4r6`!D!s%f*^pOF}*IEMOfEr1Z!#e|H{1i&PtPK_7Z7$F*$v%6)+sI8dq< zDNT8}>{`&XFl^t6mD`vji~@6NyUbRgW3z1U=kGs$;L;u19%D>I-)E{s zxZ#wk@5Lc1+HvpR8U5beHr%bOZ}kP2M0$StS8{a=^vTE0!JKkpW*zO1HRK(EHsH}D*B58=jc(e=}bk(+eplOTkF;@)^S)6%F*|S(BU^}@_+KG)K$i- znZ{6y;JUNM#S^wfb)t$WXBmAKX_k~NMaUPo(4H?(sHYOg3>;EnweD)2%$Q$*2)tJW z!Tc`m1_f`R>dQ7P4^))C>KqTbao82oj9&DwY$5H_f2Tm6f;lS|>@0}NBu7A~yZv6X zl+DXEcrvcmTX~@I+xZDLe_gBHC_=Qm{eBAl@#~8BPZxRCAN`|8;m7@BGt9O3ZXfDx zH7N9sTVTTtb*y)24>BEWyVNSC(A!RPaKz9?5k7TV4Xt;`Vs>5aHG21~26^k&QO_&= zQRULE9yewMIXtZVZTV5RPB+u&_@B2et6$ft7WS7{s$<3fy!ILSRj7m}@!ywgUjO8@#AxfNsi0KbBAm#KW;17byxl2 zL;gNHYBn0;n=%IzKn`L?xcO&K4$>sUZmW+i3q>5QAFj@~Q{-8R#~)b`7h_(io5 zeOMJ2*OlsOrC^K5w8v-X=`l8fs(?du4n})5c)*M8Q^N-0{%+d4$hGcE{!$Y5RQ|iL z^t{HRPM;2}^6^Ps2N6=IbLToB=w={w)^Pb{l<)QdwDri}AQ%lSD#EEW-$?)MdGVb1u1$6ay9b6Fu zHiW%<2V&>2`n!F2<;Kq0;e2`(n|t8?8YHaW1Xu2JTQNGRK6F1ZYAj%taoZN;B=lxTyh2*rZ-b(KYZ{nwwX?Gj#CIh}ge> zUrbEQ!*3jvIq0xC`>MVqclwsio2}oKV9N|vj6G~y4RrG|O>&(%mxlJoEAr49gJU}u zP;ab@d3W*CsVASR<$wRVbzxf9+k2?qB`&9HYkHneUHM6Ry$|49JsBXBbb_L<)Qk^e zdy-0MAmk#P0P?o=nB9VVl`S@}VW?b3%E74Lo7AacySTbeA8|V+#bo5jT97tpt+bKP z)J(q%DY-Jj3JJ_M@}{)%6N^LZEHMiaNT!d!pPwl#+0KB7(Ck`3$d5JMthz(Lr2Hx} zwdja(^qxHmX67GOlFe1K`c{anyu#Yz-3N^u*W?-EM*ex!o~Pk%lDYvOFq>W-q-J$M zKy7FXZb?C^8`Ro;e}LD}P)ug)UcIygdW+mR$h5>Z{r_>bzcdEjn>K&e)ooS{~4NueL`Sd#dl;0gX5$W{c1- z5ed9+)x3lkOME z8M*_o;OXV%M12PlppB6mRmabzzU4iW%R5#qi^WmcPcb(gXlv{ixMRl#=^wr@91mfI zhemiaia;+B~FVWlharyMH$A5oi^@pU2~3z0|Ub)<*xx>XUo`doQP_YeI#L znQyJS+?1iDFRKaDwEOjYnlV^S@oUkq31y6v^Sh{ip7zF9OLQ|6h=lJP8QaNo$&&Hs zdX`_HE)y#*!~NPE9PFA$uz=c>FR;>Gl_|m)?bMsHM_BvHp3-4{g+RC{8O zU!wC^lN2@q&@*=FH;)MymujIgs7Xy?!};@l$%ZQf3S6ajXH6fDm<-GcKPUP!XCTg0R4USAWsB~X@ zrudTHo8a!IrX_2j0`~*=-bC$EoE%_i@7E&IHg`w@S2G7pAAO3-(r0Pr4s6f`?L65v zsLxka#M;B!Z88@&YFp6KBI@-z+$;4D9)49a#`Uzl_z$VAX2K!H^{u2x_<}Oj905pwyY8Tg@m`_f z$O+IeRs-ddjZmmxz++(8W*wOWaUrDTf0!wQj}yvwPDR3i;1{>AjE=0*@3PL*$~$K| ztX;5Mg0Y0QJ)XN4*f?1B;4jLTFK@<&=6BTo^uoDv(1PcN1=jIh4z9F+@OF{*Rri8N z^S6#YQa63eKan=UO~RL_1&jkhRa5AaH6i=HFk?=`%N7y0mZquP-W`Idi66G01$ZjGui#=B%bVPheWXXRrvb;Rh9h+v{6` zOUD+p=;Bn7`6^AJR9ELM{{Z8@WK`1Fv#PI*(yXFUZc_J=NHL2P2gtrrgZ_6O{c#ay zj=jN{i#k-Dj0BZJiKVrUjyl=xP;>Lk?Eg8hlWGEIF-N>5-2{p^+4){#iaB%V4z#hU z%cVye58c!8Hg|sqn*}4Pl76s;v|@c2RJB$uGmL*1r0l7Zh;2!lU0<~|x~dKj2Fu=- zpfDZUL$h8U6={j9sG!gk+S3Y2%!Y>E$BuQPh`AQi*zWH8_wS4Fi#pocic*Jg6sXS$ z+hccnR&yoc{{04=e(RB68c7ZF-IKHR5MHz0FN|ERc1nx$_dHpeX%AysQMml+S<^(0 zgUjS*?X-3FIXMi-Rd?B0dO^*UU>tG1muzhUxY|g>`TYF3wA=KIib^5hybli*8O+xnjx_O%X`;4i9fl&Rq?faL=AS_r%0l zwLS&Y=*;}Qx?K9|l9Ks8KA${wPm+Zyo}DMDE~_NswaTyK zpnTmNt4s-`8xQlED*^>YLx7I*Q~1LP@X#c!V8e{f_ww~g z>GtmDPpjhjt0X=uv3()m!)tR3+~_){rYMB0m%&TBFz0sHqTcKizIu93E3PZ?@WY=S zwO1V(KeK~_Ji?9f%YJmnY1B}-^=ss#9VVzAtj=rIr#2YoTHVCZL4$uQutFiyaKf27 z@SmnVKGgxMYv`b>dUN=HUjhHxnY>@+rhZ%g_HR1$ptZQ{<5e&2UhQ`?DWj6=*zeQ3 zK^jBizlxJKtkGK4*7o!Md#nQSZ!f_r>DoK}He`k~{dB{k${(J_NxYP@0cvrByu3WcTfoS>U5y}MQ=hm7e@hUn z;b=K+Us3jZnfv2YHL=NedSs(7y``_%~Dkfv~9)`;7WiK#tBA*mzB{UVCK7Gb-Cjsk4 zrE4#sL(j#Zbd^0=5iv}Kv;n<y2fSJrhnz@*RP^W$c9LUu;fP$cokbgdq5IH8afkO zmAuOubse#~RkHtSe>a;nNt?8@3sKcil$#LDtG2FIa}9+q5+Jq8{Qm|ti}zB{9cp25 zh1zM$g60}5j~=DDP25l`L&F;6fiZD$SDEnK8NQnTO3}k`hQsSwe6z>PSFdcGo@Hmd z5F6S%@Ay8ey6Pwld#O6~H`-{|PU&#%!i}Xi%{hB=bkOipQzU?-P`_)gM3XXWBj+QW zXl-NT1{7AV(9Rm1$0is|T9poY#{FT88Yx+2J7zsg*zs0AFx8Ay00lY zs>?R2RGy8WKm1nFIkV_&i5IxCoTymB+vjE8?F{OUFk>0~_q^6J&sf3on-*q<#;vZX01m8%+3C#f zHts#Y9pZ(tv|k9m!B~cN#vd8ajE6YXr2_}GwV9u1_Hk9x*sr5ptQfrXZ$O_vqx+}t z{`cPr?~L+GE4sM2>>(p<^3mi@gDMJ*0TOVRWe`RAq0ANd1Mo zpo4n_PmIQ*A4JPYVi!mTPI#I#o<%y49*;OZuoim8|1kup^Vzrb%9TMELait6l0y|v z8r0kQUO+dgWY2whrIMrv5?4@=dYPMB^~GghFU@qjThE@g0NhS>sKF67h1V`~-J-^y zt_5^B$HU_a%{eDB7ej@*P@wcZ_ybU*5V9~`KlNl``K)yErPZHQ>tJ86|NI>)6I#Ot zsTn1K)ZnvYTYY^Eh}K{6EUbS`jFGmkZpGVui))Y^b)gx_Wy%x=V;(=QC{Xw$21og| zPMtd5GyvUSQYj30bu! zl#%Hr5O~XGA;{`XNbFzQ{y*IhhrjZ4+_!fXy)xR7{IJo6bYNa{1@T@5oT}ZbmH4tb z^X3V(z!?*+#ZRi_sjb%{3{e3fp+>Wwb%<&Xf}ubpETT%-irHeVKhk3=F*wI;F9nK& zR(sXuB-33I&U3YRBCdh#MkI{nXY}B7W-u?=b>@rj*uU1jdpF^94;eU6&2hAi=myGwrXG%y;K5)#3Bndn#gs zIaqqwqY8ccI4)6Lnq~hlGkjBHZZ2vx{#@0zcP~DD3-bHaHdv6~?wy{Hp`@O!b8qI3 zOaW zl3KHo>M^D0GY9xJbjy}l$d?5LZh5a%+fS?JpP=8TWYX-}0UQ?9+X)47ziv`j8E(}d z|4*>{@9(LMLTcx7ov*R5P-r4uk_CRgZ#(cf)gvl zQc_dZm21h#78Y9Q6F!eHJD-_ z@W}DOg((g#HT&(lx6EQe%PlEZefzi4F?xcZR8y9e9=EhKwY?YKV)xeTD_605)f6+o z#*<$L)kz=q(gzT3P}7z_r)Fu)i=MOn?3jv*Pv_$AKDl}OKRDOb+K{YgY8o&r%jip< zuh0B0C0|Y3=s4{=ZWj&K;{-0``DXjn7c>y&y&{Ln=!!cMj0Nsc?EJY=bsrBM;I8*8 zW>?A8h5F6^>o3kT-){{LUdx4u6fGsYeIRX?+HQUOcWLDIc=zrp?rz1C$M3B2IBV&{ z%r{q0b>Ds9Y;?=dUn7P;v$jI5=RC7ZLprV-$+rw70%8XqN$Q?a`>}cXmsuqL$6s=% zPrjL~_vXs4zn@k6RNS|i=$q?j&g}1AP!=G2`M+NO`+i#)TvbEk3LOlq2*`#tN}Lhv z&%Kp@_koQ6_>11Y164|=%5Bts{HX84TXGvMPo3nePaZNgHFT)@UtbCkR^$J4ZvO6? z|4-Yze8cjm>{&y?HSrafiKf#5(e6dr*Q1Wum$3k=0U}p>ppjmWFv61|o0=_JY{Jot z*=?(T_8W82DhYfCP^nqJ{u;utrYC-;hY#T|5yf}ejP-&a{bVNJN`chzY_b}ZUT4nP z#F&Sre4b=Pq%)GEQx$&tb?wPLcqhLm#v1aprcG-n73gLtrhLp9;@8;v-4_x1+J5wf z8Ev`iNuin`$K8w%;L@u^O*otJu2DjX}6u>JqJZkIgZ{O2ei%N+8{C5vE$sVUYI?-NQU{(h>*SJ1;!$aU-sfLlM{KINc zDfgxb`-;r2^8Kq@X+tc;>I()#M~@`TBD8kA*?ym!DJcmQ0O~You$H!ky<{Ptj2;jk z@ap`@Gq!Kv{*`z~pp?Ep-o?Qi?}M(u6n=3-zolP0Q=1PUw9;wUt||l#ql2}QK1s|; zDk&h1scA()XIHIK-;xuv&TbeGaH8P5fI2$3Ik=M7$OTj%He%>dt6PIBR;na}X)E8q z+>9kGMAyB2@;bO@-M=nL3*=h+t@zznz+YIn`>3r;5HGsM$lImw@!B>H;0S%LRdO3p zOFWqpE$Q@@oX&&aQPL?wY+X=KOxF+&w*pSCZ>(b!55>2tvTHZejuvCagg7pS zu-8gI*ur24IZh5wuIt{Hch)yb2zyZ3O^LfqMu z*YjYPa%uF2xTc8)y zlcsCTG9$8bLMzt#G@$NkkB9>Y8pU@YGue4C`wgAzj_%C?&yFk#qZW~urb(C3m5h49 z9VBsE@L?)(R|r=W{wTV-QRs#l1 zqzmg{oS#hPO`o?-e<7rbab1{0^5M1drp>JDu&`xc?4vy%J$jVN{_+ds8-?Jw_;(%8 zIU`*FxC5SBnbm38vJ-LnUHx#HDVWHdk=tu{g95sk;-cTbd*=cdBH+Q$wm9$VvWMHy z!`ZOogm#48p;V4O(1(dXx|*P)!*K2dJreV>^B`A1W9$2Pp~Am z?QOdsrR7faw-^xxXTb$m0{UAOlFSd|5htN~e&4iBk7JOX&1usaj^+_?O?&T`6)KUI zhAV+!Y4H6v>b7Zf9VjUgS`)c(4i%-g`WL>*2w!C=cbE-5#3TP+`^e%(Fp3_moXLPa z((S=+!lm!r+c01@H4$|aq;lFaCNL1O|%1NHv)%gg!o1tP@l4{cKw63 zmt#g-fi?!h5@@&DgX)Hn_4S*2ojO?(s=Ja>V;&8l_$|&}xeBW>edaJoQO3MQ#^`X6 z+QP!|fPo`j@O})B?6oKT?UKPy$C7%S|4C18(AKTGBwh7^71gxCcus507*sNU*zn=? zK_zM8*bLXn!p0`Zoxzm7w9aEs!{4yAuo!Kr76$?l-2e^BAu6bgiY}bKx(a=g^q1ZGC9QHkpi><8a)<#>C5O7)^U?L5-7>LzUZ zZ0SmOJ251J%{b%UQ1IC{Aefse2V2mxkw^!)k&%(#j;ppZPAG&sO$CW_MK719<&*OZ1LGbY(TL*P^7kZd+kP;;+z;Z~)_awuu)4khcj zj{FQgGwz#dhD^a$>az2dp&SSQ=W_z~kQ=L;RA$aDM7v|+=~CC4V6ct7Se8ua*)nP} z6@;t}jB)77on*Gw=#vZP_OzO$1~k$8z>z*8C~07v3`|wYn_Be*=kF-rBr;ZnF2abI zm^~iWU!w`Iqf&D2$R27VuZRN=JM9=umsLe?uQ>7_04h5ZpR{<*HW~i+5KZT<`@4-L$XO9OgHxY2!*WQpZywjXilX7*1E?=<^{q zCw562*5W;rz_!ggZvWhF)_}!$j*8yU5<+&orkDNR;=-dJCf01;`(ES0ZS?QnTVyt1 zX>y*7A!Aa-ELQE!+qVUVkBLfV8b3dsul5yiXPEQ3@2mVzKl8eA5SujqN$Ct<$bw-;9G$(}tDpb;2hP!&FV7r10QOU>u+vgtB%@HkD(u8+qxp$PI+!UNev93_W_}mC{_d|HuDbd-tvpSgz3Xei;4zP28F;(gZ$cL z{R5G-;0%hi(Q5Mm_K8G0m_iAS@G4y`9Nny*e2F;r@4wBO_4BGPXd~7$sqg16t|{}f zqSGnI1n%6qkpS&77SlOw?*c}A4aQK`Y1Yh-z-uzl1T?$D={MXpbXGxh&?aPJv`qT8 z1Ix>XOn*PguUX~?0CVHO>3iXM$VpLsqYf8o-v zzq)d3xr`J_(r;bDetgJ~V#z@y}!4w>knUpTCdns>>7eFZwmh0wO)bM~%RpR?{*(Bkk_#=TnEW`_z*P zX7}AhSaLZtvmuGo-EGefk2YW&TKNW0cOnP#=YE?9%QUGdM?b_If^Y`pN-!PLYn8ud< z-cRqX_4y2jB>;}VORTqD{K5`EyAp`oowFPBk}XSX?wzw85XicG^X7Zs=OKP)FJPj>xMS^(fR zmncwn7hYd@WifES!nb}lPkwH6m0@)1Fgv8?D108l;6X`Lg`V``uL%6?PE6CJwJQJu zh0W_u4(Hau$9G$hMtnhujL^@TqTDA6F zGVl4NH|iq0Av%#xLu=~4xcup=ucTjaE|r#WRg`^Z`LEs{9v<^&HKo0-@bl*m3m$it zU)x>L^2efUtkPUy-18``v`N~2^=@V+B^;8iL0H|F`S}|JAIFbVq8aJCAf{VEi*s>K z^biuxXZGpey}OKo?zr$b4v!9O4NT;f=g%+QTPpQ^1#VOH;{29f7x=Y-L*0lSdB4wZ zc0})Eg^O*e-f}Xmo>_!Zu^}3NO>^jFu=P8%0!AB5Hk?cjxs9fN$5{N-Rq*i1Cl-XB z=%7~nl%Cte5M>fVnh$A+cZ|gi>x;^glJs~YY?Uss*-p%Q+JqLmp~Ht?lfpAWHq4cZ zJl6EMwjq0OUs^C_%Kq!~?D{y*>;we=6}`K3N^U%`7kJXI;Mg%VY1e4dtt#D)O~$s~ zI@mIG_I6{^RqY>t(~W-p^kCt|BuHu{V}1um3cGGshy-YZ<2hzjgAbclCW~s5M7-nWiKMZl-qYl#jUvI zQX1h=d}#xh@95b6u-z0B5@je}-QKuPom#;=v-KFmR(g8LdluH!3_p4aEP#_9opgfi zZy!O5C(YSKbT`{4np`I9D4BKORd2(9!?~v-hVe0!y#3DI8ln;ddfdKs>wmtL1?5jm z`E5j7tbeD^co1mtT5QH7E_yD7KS8&>f^XL?`F6TvbaTJWS08D)E%}COrSYjyj;s)p zXf!sa;Mh_?f`Wxljwjj8{B@!jCMupgdhV)tA!lVoR72usB|MtbwC-J}bEoup>xtRVTQG|unTw3_+LLhmc5R6{9=Gb#r>O+?MYr^vb7B_mf8t0~ zE?NgvmIj=GQMJ8gyLOKW~#FxRfExwA$q&mh$YjPDih1485);vpSb;W}i$zY4~3M1LA?l+d4Vv zgsu3!7#lvByYYHDc(xCifBvsrzkOp@HVrTL?c=1AK=^xjqzAoEF&FLp@n4M%)*D|N zCn|W8-Q14MdwhmMKOW%Z_soDTY(2|W2a5VQk!++o&w)zeZv4@g6a9z@RlP#c3eZ4E zWE};xpDb6;eWGC^19?Ao&oIs{Ia5%pTD8k$X`4}2 z>tcCfnf;CH!)fif@c2;fuxS*-YGbd8H;+g<7=Ci5Wn%2<(}K5Xwrm*ysdjqW;}g^C z5rkRHtm2#r2FJ%l$GmlHy^17wta7No~V(soF>dGFQ>?Uwz}5l|>=SEw@R>*(OnjVMT}X%kX+o3gnBQ}`^Ep@6qF$9+IDHyCO<>G>uf9~f9S@Yb!s zMbu4X?9+x<1_NpxHz+Wfz2ASiCqV@zXf9j z`9w2h2$*GNX=)1g=z zjE=UEA0{Tso0UKU)*JLYu@-dG+d!mO(*`EtA^4_7;3ujn@b!bF{le6guD$j!HtQ;% zAo*w+6XanpJ5fLhK{wFgF5&BepCL#qzwR>bdQYI(j!Fb{01w=mrslWjWxw_I?%k_y zf)-6}6|{n7xJH%*Tj@}g61+4JoVNU#G13?%lg=ZX6ur@WXw8tZkHR zn%6x~m@PIXovWvOdKY)wg6XC{KGb+eNUy$)|;JZ~-gU3y8~1ZY~j$E+vRRtbm> zq2sIs!gNViCCc|O7L~lu|M(CeklC(n1~99dHpJ7^#j7C)`ZAWgXP-U>3%ZS|HR>8l zOsUB3SM(O(CTV)()`%Z&MQ>0|n>ard_<@Oqfox6da_B?w8t{W4jBG0LvphP}7XKdG zMK2iaJb}(US|m1^yC*^2adA!qHEp7-x)51D%L3HhxqG)De;EM2(S7slja07D@rxS{ zt|x89U7h`h!_@9=5wFxC4$AomHD#1<9~5E9!cw<&aqbo}wk+_-V|GGBidONVs{Qr*cm4O$>s&l0 z#gv+g9?BHzCUll1@>CAJ#zh!Atp{}DDm_pHaeV}HEZ7q-T7*v2?^6tu#yf9|w+PVf z+I19VkgY4+K6kHRLdhdsQxuZrTR8^=|zGz4_yPgRAe-O9?f!-*;jd zx$)M8H2H?IeYeN;ZhIH5NaP5?($G@-7LTpBm@sbK4i?LTXvxEQT6ntEM%$?#KqKZ%PNQZan5*@WJp97vJaI&AaDIf z?hQJ8yqa9NE;}Z~ZrB-AqD3$AZI`7;nwq`i3}R%gh!0Cs2q%_E|4>sIimlWk+;Dw# zHF;mi91@SYh|n%}|4NSUb`2zO3~FGm@UjE`1uX84LPE@nqx-bjh7PjRS|m*o5hBbRf!&g;danG`4y3_?u@07?f6>o|8)o^?(|E zM^7|w33?rTfHT&g5zIL^Y$I*Vc_`8QoZSou_Zd`sh2!#Xu5CsxYxC=>-brSAYE!&= z@b!2UmTl?JqGZdP_s^FBLs~ou+u+D#-3Jq^E8C6TLdJwq+7$`);97yuRs5I=t>1fK z(s8ERq2zrrqdTEuX1<}XkLlpS)f8U_TkL;&X~o3lKZ}NdY>lne8%bU9633atI&aMD z*fx54!>GV*^*R$De`EaY3y}-PCelq&@lO9PvxaWc%OYTiK#wT(i-4@($lOo9y7xQ} zWOB^@oHuV$Da%EW);J+fFh7XV)2+Z1yG=D7o{xv@Q1oNSvL0)F+Kru*dz|x?GfCZB zhAHE)-H*=LHX(gr!TJF>blX?(Y+5PuHBD~prs^P*ii_ZahZGkVZ-LgC({Z()gZZV> z+GQckH`3ViV@4cgyHwc3!I$eJf+=8S*oMpXb=>C4EK-L1Nc{C}*~SeUY(8XLZwv@% zq||ND;InF*Foav)-)*FH+YV(X{YzJPQIixO(#*DCN259}oV#E_FsR#%nt=zaJRR^Y zd&`hpV(V8wKG#3fqX;tjd9rr1Ufa><(gXj_Jm+lpwA9z%Uv(Zvx2)Hw)E+$WwQ*1w zuyt#Aa#kI6=FXWDNC!1ge7e1(L!LA6B4BDk~wo#AuFq)FqIC@_50Y3{@ zD}k(r>TtHz(+fTGG{1MllWPb>hKk(7rkZd;$4B@4T&X`!ZUv{%r-Ro^=efHtv7?s|S!S_72cKfZl`LrKfbY~4~63j|ru`MCqL3Ju$|V4s6qL|sj_ z?W4WCdP6|lu~7kZ-PDhn?{sA4*;nnK<&n5*EOIoa7S@X&=t zMeV=1-myGKk^#sy{X*3V??KCo+};!QkNh4fdEBi~|3>xezu=>JW4G@&QaZfH zjijWd87^F&J~fU0bL{~GE?s+ji=gmoX6BbeKf*48stJ;GYu=nWR?qs4va|Ccwz!g> z9{VtKLA^i-HSYO=4?l2@SFT^r+bk%_vf&e&kz)8a>a}x+*MO3e zl6#BOB5rqCI=xp^hfJHaWfP{RJ4k8FH#Nu#fB*?ZJ|j-G&{;O;l8Pqc zvTGMl8CD35Fl<0q2q9RWL?eJ`K^4S5{V|H%aGQi2kr&UXc{8a-+;iT z-ok#nmw#{1P@grhPL%}c?42hicssowT#=fYz^cTzR+L0sQZVp0ZDg$X(&QofM)W7RFx4+gRxT^ z{YSu^hu;XzaLm6KAHO0o0c}^?Re;7}ZxTQ&r>vXSq5Dd*#v&uV31CJW zE*#O2DM(|@!xbRzoufB3|*etLRU_}weusV_f%3?Ra|LXXf3uR7a<>ulCxo;@Mz&2zV4v!@R0 zbiw7*=Nb$|BJT1JDws=K3O z7>;_3oc2>)0K!G@)-0;k<5v>1zS^*y#g1I`bj0Y;^}#2Op?-e@Zfsk`4w@`(-MV#~ z4jo2(JO};IekVOj!(*8f4L8RhFI-<81) zHpd+Mxh|oG)xLXoWRytejK2u#BWVB)ljD86x=cLB*@{gjlWWoN*o~_ej~`H)IW)I# z1rv#`5c8{ie{ISWPO$BoHY2C)*m!8o$)FmehiOS0$|gx9E$B7f z@g7I;8m>EUxHJ#+N_XT+$as4!j%t(dH1yd%81=0Q`ZL&iMgy!Sb<8|IQD%GO-9z{y z{@RuTmgB6)l}pr;GZ?JF+1Qk^vcse4JzU1y)~*kh=E&1D?oa>Io%j#?4-d1Bd~ZNz zrEb!Un24Mt10ep8)!tP~AO)#hhep^3x2|+DsA)sM4kgu-xGNFSR>cQ51lZ$tZ4nw- ziVw9TN~ixI396%9<5rmZIW6SRsityJw_(G!FnzL325JWMw%W6?O=XQ#jnC#EIcL61 z9EjC>Ks;)o%4SGQbQw8|8PEe$Qa6Fjv+r7yW_YO@giL# z0Fu_5eueMb7qR@;cXbooD<$jed%oA%UayKquCL5Gxt@~Z`L3^wQ|;!KIUIz;71S*C zEhQ!i0qxN%uivoYj1FV%?AnoIZ)GFt-=##|fwSCDb2HejP&Pop%yI6SpMXEM;D_=J zM=e}<>L*yJFd$$Qbof&73%OGcdNF~78z~&e1xbBVtAPQ{PUTSQcJDq$hFBY~Abm)! zc9Npi4LAm_{H@I!p+e+v8k^ij^>1tXmwg4+iwvdq8~L7r!g_S5YATD#C&d%S-HcOUg`EIU3>I1^ke)vgn42|C>BD{`m)c@vj?24{f> z-tKOVtcLe1R0@cHy8Up+8SDZ=k_P4JiVz0c-JR#*5y8KyCrlfwjs#_TyTvrA=S_`z z?gvor!1mjpUd9o)NDXzEl0w)1p5X&L3-@@azo(NlRoG3{l{{n`uRC|JZuHNmhQ^bx zR6K;JU9+BZ5@uA<;5LN{LD2riDPS)Usw5=GMQ;~18_vI5qOP8v!7?w+%_20#71ttaE5-)6rpwjsz*_E7O8UUTT#FQ?!Q{84h zvW1EE`Qce)fEGM^(-4x1s7@+@7&5mGr*R-^+VuPFGU~vdr%^4N1Dt;5XhzmY{Z$a)O**$_W;d4`AzhvWYZXM!j<5km!Jd){re^~bA_bI}EBk4}Q1)tsWG~`LpoQ*K>wz)Sa zqssh#QwC90^3L3~660RCSu;b?-rTaqIm2$)y~M!tGhnUNBj3rowBnMGn4g*q#FW## zU=_Y1FF#*jHn`anPTPqV!TGqK1(6rNulWV>Q=cB_dp;i#8}PWY6m{U<0hPoOelo;( z%IwoLs$b`Xn2~yZ{eyV-EF)U2FJyYbYYToz9#T!&waA;fVwT+Ifw5W(g0I$}={mxq z_t_R4e#M1ye3QGVcwECWf*o7jJmxmhrgr@r&3oI@uH8{MP*4<-`)kg6cP=;X7}G~4 zLNU^XCg`@96a$=dd5Ola-NeQueW9$++!$}a4Q!%o=h#Gj(JOxS=FR>E#(CkMjDwGW zF_Kz*`u=XBm=xjM0N1_kdYeqX6OKP9EbQoT^1iw((;>*u#9RZ>S=dFE&HG%^`;f++DjqS@N!!+^4H0YI8VA;?4!1_;cRlX(_^$}PKF_L?_BC!)z} zv0P2Y*?CiQvS&cj$nb5!LGidTi&Ldbtl`$paUxs05mFyH$=wVLhJk1h`%X)2Siimx zDit)P?Ckc%y5C5L8rP33gpkAWvOXFSyMLwnhp}b5&we?QG4iNPMExyr5$*XPGoHW`)HvJ&_MQ@rpo7U&+QIwDmt} z$~78%dJ!Q+bXUMy9i1^ftme>5mNQ8BYO+I4xIGw2e?;(>9G%)7L#zgPhufYHB!oU68^{)gt32qiy3${0V`q2%d<`vELvVsK_XZ2$ki?k_xF%CX=N)lZndGg3_3iqWZtDocW*g zIdYd{D;8jL53$2U1Q9D_!#cLv0mm_z=VoNW{7ySqiWIiRc;APKN5>$bIep1a>e=XZuF{ zfKY;aSV}L>M>clW2wNg2<6@g-0sCZ}#-5sp?JB7GGU?7-?wO47>>1RbJ@hNj85d2^CmB>UtuR#-2x9t7$(9yW5M2J1lE zvwJrvl)f;&H-H|$)D!u?c#penpBZNoA5Bpwd_1AWa+Qx$%H_*rWX%edP79JD&D8vo zvLQB?)G*84c0S_mO9}ebL$0V(Q6yyZ0KMoG3bh%IJ$m$TC!8awL83;?&3*1t%iAd* zph+;d?19|sc`bER`BtYxO{WJU$Q;IrBqnq=P9eO-=S;yR$}&mwz-T!Bz))A41TfYy2Iy=^VrRg;peNEwik#Y5wn1V!vJN5F@5LVhK`uepRziUJ+(A9 zsh`djl?%XX?~9~LnWjM{zauMIRRJ$PQD2jT$l@87Fw}37{FD^cIvJl6*kqc1!R3P2=KDPw zlumDw^AsWSP0ASY@N%)&F`ltq;?wyNs|{z7T{+3aVbcIySjA<6jlyAq0yOXy^L5!27B(kHs&@E(UyxJ$x+KK*v0usAsK+~%BJe5R)eSWxZVqTF!X3W%n} zF!SOfT=~XgT9%N|@0%Hc(zkEzRz=4GE~_XK(p8WO(yMr_d$v*y@*)e-M~Giof^OQ6h zUi0WE9|}vS9|2m$=S?LtVC2X}HIBVu&9;^^haX+X^$n34j64ZFZ71tu8`qEVwBSox{!Zoq zkCDyuga>R;Yp@%>#FpJ&{g*;gO}c4m`O%0vvL^^wOhQSZmA$tnT%C%KWym1$I-x|f ztQHYZ-w9q_0qsp(&IQGf?Q0M-$nu~0W(>Scfu)yL_vXZylU@Qdpohtbg454m!X$8i zN9Prx5aMgQsIQFw+K2*Y{DFlnE9_vCGB1EcAElSX`D%`i;al9e6`QftDaOdD(!Ou$xuP8XwUJ+DM=}%e_CB=Bh1eJQj^4C_4A_L}~1NQ_Zjk)*GS$AkK$ucPT!W=u&LZqc@1ui=P9;}^u z7R9ef57}6(%9yw7K7DY9tvrfgRX<`48Q5_V6G=sM=iI8Sf;x5GV-ncOg$H$l%N zm=iVtx{fPlo)|QU^FU(fhn-uLd+(kGqEYhV4obg74?K{z!EkQVkl$nPXY}kgj;w6B zc@&ENCT~ie51)*S+YM*aS~@viL!yX;4YdbbUk@cGz~d3&M*4V96qi)?;WA1C&BCmoerpZM>O(8anvE$qy|w`3^iWT^x%B#{hb;cYj-SHOmL|0zil1M z7YO3s6R%0<8W%zssq|-0IRK3n^s2>1wchYyjn&lf_sd)0Z5Etb)Eyt=;$RNgfSGao zguex5$@Wa^dydDX2cxs#+g(~}tM;pvXtnILx57ieh>Qia8Ggm63x{H4U35QUF3MOk zGXxc+6R7U}He?lvG4h-!N{!w{wR0;-z}VBOG^b$^69tRB6(fvYTY{=Cswsfut&`HR zbLR-2RXE*}-;H;*3SgG;BL%5&T81s83w@aaI2xfN^E@f3~lh=@N!;R|U8gShea7K>G>$9$q)*vf8F+kL4w?Jmrg@DJh! z1@rnLDykpQ%Pyv_s@J+v*#t}1BGGB%Rr};h?ByOkk*E62Gi&$)xi9H+3v?_`3Dg1?p_A4+j@h z{)C2x`p_?Hu*Dc88=c5*%DMPaQwehRv`h8srmQ1~-KluN({|M_U-~j~<(NmN@r{j< zm4pqm*I{%I5`bf2vGI%0qs3krTPa<(6R+DD!NQgGZ?uKVK(oWj|8nr)oRyx&9`+6F zdlIlC&(9?(+Ms*G5wTFkv=>gl;h_E$s+vx6Okt4K`C3a#OtzR>Hu)8RvC}ptWMTp^ zMk7l5rpYYNMus%;D`uJ;nY(DoO{^K5rbf-8zOm<%%8C_#7e ztVj9yImc`{Yt<-MFuipK@0rdExU*l1Hq`pIwr@oKqBTx4u=>u|Dcl4`O|LSz_%f{P zgR|7ZBeu3QZNLtwOJgBo$i0z~yMYZgfn}zW`4V>9y!V9=^79L&@DkBBF${pFj#L*P z7#1Za)6sNc;nYI+uJh~C?Qj;Pk}@q3Wx{R2{*`mqVG79NX5inGX1Swq8%{O|3VQ2T z$2RQNiPWDq$Uot6=`BC$)60YEyM%nwm8jnhxa6WX;?u}PZMeLX#PmHm`LiBAZr12{j^&FxP3eGFpO z<8+&)o^*@^7kA4dV{ujZt+4Yi6LOC|_bw8pxk`Tl2+zoTu2Na}#;WRx{+ba}YcfcA zIxaoG^Kyg%&w)tvR(`ky`!prW80*RfEX-+D4yRKzPG0dATBeK}$ikV3(ci%@r&UiT z`DqPE;H*zkL0snJ{}iVr$)u~Y)ccN|UtMLtFze7YBj1HJoG;wZ4sHZk$x6S%B@x-V;U0-6$8u%F*zcZqkWGUlpg&yYeY1~4M4HMXa>-nR zmmZjlj4gvvXM=*~oEr9F%ZFv&XiBo#tV6_3M9&s)ojjN%`}p6S=EJ=@+v@1o++z6r zINK7nl9&Cd{!IJX$@VHKM;!cEc-P+&>XN%Y9F=l{64gzpR{L#BuF7azt0!a_*(7uu$8S0~Qa;CXqSG8rx3?+14%IurvHAxGkIw1mpKSu6 zCT$30lLg#3HFZAt!uz+s+6-V~rB8ua=-Q`G0LtiFg@szO`%&DCDr3BUkQX*HRRl*Y zZ*sv-!;HR#0!e-ze~Q7H<(ARlGW1Ap@Ap4`hb(k5U9SZCQsGFdjKmoiZ07GOLvsE) zFoAa^CJv=G*#oNNX1X`#I3%dwsb6yT@%lEeJFO4+M+1F?WRyylsf3Y<)d?yiFds%XkL3NlSzo$Npq4ETHdJ-%~sE|0Y>_7s=1vr8}?HSdggJKM?p4a zL~=J*`s?`3)M@q|7~6df>0(kca~1|Nm#P9QvDHYL7e&o)J%cMcW;K0I|0QqcJFn>~ zd!yk!0~p8^BnB8*CH1A9cdFFuX8P`m{U0)nWjf@nydR0vU!sE)iNeEC_EUzw-ljVD z&k6`W=Y;%-}{|2#vSMWaqk`@Lqgg6_q4UXE~T7XQ5NX9k0@ zm?gJgg~9l7A%ijZho64LcT^W`U5tMu?GI?#tJ;{@JDspKW+wo9^xvEX{t_1$ za~KTP{=I5v?|f-=a#Jgqp6PdT`QgtC%UnKly(*^ZvN3n ztM^CfFk&lyi~T)!0dvUr%|fnsLt|5a3r-j}D#`u9Ufe$HCOwcD6f7YUE|GIJr^D{G zm!DAKPx$oNSF7Y}?XwXecW=D%Na z2K~U?nU#=6Lw zk;|Jr-hBA`ui?qT^6u`W{5(@U#EBCp;&jsE;xv;UPECxOcGoCN_g`p#9UA}W(GK;P zBOmj|uU)&w4i68P59EtgjXvDyWa%v}=xsmpMY}9q)}Y9HqhEA%G>6Bx6Aqu>?B(F# z@Lrrzd9BBfIeJX?2%?6i5m$#e2vOw6{G{5onqb?K`3Po$yw zb*NOjRlRtqw6jWba`M3FsAl*3MDshZ(M#k_hEl#=x%qN>#GGFPf6nwD-*O+-=!EUIP^6&-b?<_Y%wv?b6dvs z@%TuOYxBY%jJ$bNqds3;t^cN{J|pqvcFl(g^B1j((MdO7a_yI5$qbw3_kPN|V=pdR ztrM_x({A0V@!`q{mS1bv?UAIW_2QOqDwSmu{kWCu68kD5ubaHOblbX*({>tk1Bqc%Ptc>*S;vCheT&Hf9?t2iQ^^2>^+d4a0Y=*YUmzreZ!q509C;M%_X|`?hi#epVSS*(L`-EUg`_Feje?FxY zBCd3K=_ZZ($5!cB*|zfV=C}9i+Io5t7cSpgTwh=R_TGm%BB$PP^6O?E2@4DBYR=D( zQ;WUtJ~3ie=(YB?xYg}}j`Act>F;Gz8)ZFoqm{!o{I)8sShFT3#kjQVed4jYY=`(j z{$o*?y{;1O@U*PW$J<^8xOBxv`}_MxtP?YjvFms}(BJ>od!v-7>FW(QIAnBo@80dw z7ND8nJ%P<^{(>Pqe2+`hLzE$y!*IJRG!u2-0BtoeSW*dOV}9m zK_~ga^QUu7FoEN3K?bc~z9e8L$2t$T2WC6=)Wy1v_6ADzY}ZJ*6}3A=%pwZstX8kR zBgnwxXkSxqx>3opjl12n0=8>Den)!%tJC!^)(mi>8bcqm*5aF8^%+S& zui`ruJ26skqn_hv z1#zpo&-X5Kq?qq?`*zx@=Fwhunn~HZ`0Lht_wJ=I_V^UmC(wB1%OJs|k)HZ^ z#b9BLo@dXW&wg-it#)7TXjs+!B`kS4xi`mbaw9FOA9i*|hig2)v^cS=I>{hu@p|#k zp9-!I3=ga0Xsz6^!7_E;i?P8DG22$T06uLMgo($m!(`&K>^i!>^|!qAizVH2&D?d$Ph9u8?x`023!feEvRYr+-6zS)4D~G*%;yk$Gx8F7!7#QFP zA0FgMV{%tWCEFnx3Ap$;!#;e&Dk^ zC2qS~jBk_2gw^78qH?lRL#mIt7JmBlNz`-Nt*0SN_3+`tKmYQJTJ=LcRZGvob|qRr z-XnLcJ3kD-|_0|DRWEySr8Cb_{l~t*vc}S^nvdeXa-lC=O#%&3^D9lWc=x}h|nA<=J_wYceU^ljb2J1WqVb<|Fl-;Y_Fw>ER zR1)7+6(4O?|JbbQiSs(?vyUPLBJ+6!1O&!E{Iyin;ys^Uu8aE3n>Tq4@}8)#M?7`t zddI4aR<3?_aZy#gW|C;xZwyB34j>`vN8X!ct?%5qEm*pa73DJAWrC2t)u!o*c+v3Zx6heeT(vKJo07eR+P{8$PTNwvr!-)@ zDU!DZGx+J#rz;HaNIJyz4-KVl=;-USF{{SVty^Z`8QPa0ncJg>bW22S# z`W?s5vE<~6)9eC|{{8pg2ie*wMyzXA6;dKx0L8~(U>ozb1pP^(Ydu)oK8GMX*N<-7YvoSNND zrKP1U$K8<-USW5iWCkOIzlxf9^X7Uh{&It?$7EiMLK%)kS6$9-g{ zYvhCzb<*WEzwof+<%N-M4zg?W+;bxFC=Ip`1@y9wMr*7av)8iP5$_cT&%S;8HqfIy zOvWOk?83t3UQDFKyF*IYPpxaD0Uw{vwM5t!E{t*NYYOCIP-NZN?53(3rFazizSq?& z*L5@wq5s;A8|snr0YfjAE5{uF`+Qxp;boJu+mU$s?VC66#TWya?qC02KvQQ@9+tR@ zUq`ElbtF=LW$BEp>qx@kFzMJ2AC6bW9NjlPJ)P|_mF@VY=3b;ikU28a&p-Y2D0_Q< zh)v#G1Yyc7?&F=&F2hxtT&&VS{z?Q+^+(6|mfaRBwOwFrX_-*>*eV`*yrjPV82(X5 zQpTy_Q3~I!2jpnpn4Lb-+qfO)Io|ou{{5e0qr+78>^Voc;g5?yBT6diJUafT$JDSU z#YTkf)U@(qEkGp=Bm;+`&qv3`#$pZfJ$TjQ{Bh(S;xEkJ+}#_SC;r=SzpWEJ<;x3{ zwPd4YjBb{##(Hh*x-=F}swNJg+G9&?2?>eLnq)&n`7n(n{lv}tE}g;&ahzDZaN$ur zh0Dm7SR6Yu3L~eZ_hj+n9fxh_19OFvJlvO_z#QVqj_ z_<$RH+eg^`J8kscr^hha>0RE{18~wamAOUj~ zi$IfY-^s@IiN>bt0@T7H=|;UUEeCiLJ@e^>XnO9k0gJ#@K;mrw0aw{9>8!@79fhZG zBCmOSYYcZ)5j0WI`}pi4T0%Ki z?C=PAk88goG@sjWCj#}>TK`+OPRR!eSTTb!NylFL^|=j?jEL{FZg?aikgL2*di?VP zM5T8zH>pfeZ^UErJFRJ&YJH|@;BL%}bm1Prfl@LuifGJk_LwM>6TY#2=i^wZ(;v&AyT3~8zfFX$<0-DXYXNm zq7=A#<3_qGM_*p)P8_2vUs9%Qc-GgrHY`Ln$( zVtV-YMA?gVO<tIPOn3msDDI4l2J@rBEWfFzI-_gDLm5c z?fnA>+5N-AV)yRd6EDJwyp$70l1;zbr=MSsEiJ}Y%=ehG>?-u$Xdy8jj;SB1F+7+( z$kb3&^iprc!B<2$xxoy{`Ro_YJZ)<$tPmuS9+%@h7}eI994un0Q^hrt@xWthT%%*F zHWs96W8c~vf?}%$bmc}TJODh~%VlR2RcChEG^O3?`}*~Cj@4u9M)NV7eJ+ieXPyt( z@AKi1;ZqJ(Pt>WxeyxdeM|{9+1E|O6F9ld`pBin>c%k#yvR3qlXZx$QrK%T@)D9;% zV*h$ETfTg;T(*39rOa%JNL;|#J&C$m6>`Gq=2a=N7WI!4ZyF(ZoKy`8WB!d@;uRks zUzYNtQ#Ua9O(T8xVRZ#<9rnDEkuSA|yJsft2D{>uZX+1o^7Z|7@RdmU8g6dxmYyD~ z(OW2>bp-6^&7WWEHB&yg17JC43OKkxPPnZ!D8rx2Ai~bk@v-ZP?V_UZdJhD8c~#*! zuLzniRCw#e^Gl5)tka)fEX*m|D&;x-gtC#8E3IwS>=i#B<_ zs?cJ4t}eQ<-ZW#{b7sOIn>`OS(9wZ~kz1q5ERrSm5GvCOQjwXDLTq9Xe*HE)M{8|&G3C(1pi4OxoK3i#Z}sZzoGJLdH- zUhFUJcJKdGU|+tR!Pv!7x_A!b>$z;#=bt=LTZC&QXx&3`ALBVQy_Tb;_~sTAA-)+I z8A#WL8A^Z#AQXO|!Y=CUn!sGS0EedAcUG*ZZ^%5e4~axvL175EpE!h}&dQY>91nrk z%urd27j2S0dxUK%?)OB>ktOLdnR(LCuqr8BmkJ~8@2=gFnW%ebrgWTlI zv}0WPSF2~9{;0Myla8^N`MYfe1qG2cTO}pyqWBE*+{D+bC{O{jZl`qu5JR0__SW1E zz6TEt@&!6y+wO`j`L9$~ZtgtLdeh!?d9Qy%o_l?ql?H42*id0Cj%@(<2~`l}~sy*05OF*@kxeR|YYB64(k>PcU2Zmt-fiG{cwWdGsm z9ID(xB^^|#+Qph`S+zIB9NogNowA?EldH?Q)6VvvWI0VAB!&$srt;jJxt8M9)6u9B zViB(B1Q6m<-aW>w8o^#17#OI)UUcZG6I&^uyQ|S|K7-*+%-*>LZ%}Ecp{ik3pv30y zR^`5a<3<1z+wJHf?+r%*&4fi?<4?ItdJAHVN-S1HkN)r#r;ySiY6~~2&Eqr@c{gp^ zRO;~q@iWVoE#q5#WjYqMXy8n9tSWbD*e{(|XL^SNY#K681Tf_~&mSI`AM9Bea5I_h zGuGkpQ^~azJSQ`xwat@C8?x+%-ygGKv5E1)zA8cV7B1T4@og{CkD7{#N_L?Vhls>T zPUI+(!@&H}cLMC@a=;nA4zBGdJyBQNg8~%I2x2NLmy7nXd?z_}BU2zJboUPDN&qk>z6qtnN%&Q-UhIx#e#g7xkfP+~F z{Jmt;Za##Zsw4vgyi@g?d;7Q=S-MfJfIa32){kwPAENTs0j|E8nrat!W-F7a)f57* zPH|Lv4&z)4(Yhbz455BIwrozx`X8f>Ui$Mm?o?H}-nw{)a`Yn|d4#-S=N#)_lH!NBLW8*#-Vo|$>K^yZiFB#%068OsE~?GANnVmWxd$}A3PIHa>&RePm@qouAc z>Mg6B z&I5j~V1yhe@=kv|PrDfvMXXJ8o|*iwa!%H|zP-{V?25u#27}Xd%WS>0%{lfSc%)so!_Gpr|_#@j-!%{>xi1J?w!1uY1g%eE0!(0A132!KHA%;QMyff=*>P! zm!TMN4m$x|UPmRhMhk%*w{||i`GK&o#_{8KK|w}={HV>%^sjTy3~Ie@H*yji#H;OD zfDE!F2;l%!7KZ8^>(|F4lE||gjh#{yl1~<>Macc8mw9?G7#ByudH-=nJ3^gQl;Ua( z`#SIVr{NPNeYE>pK$c={_f>2(y{#i&wkhDgoUXkQpy=l9XkJ z{gtKw{)lkDc=4jy({pofi<+t2UN(=-r_fP5(I-JT%xFRYYR-qeFSV&fDQAq;)YPu^ zAebs*GQF6os9qJEUBm^%3vXe-b#lVs|C4KP^@D~NVtXM)N}T6Ezo%rg&oK)f0I6@L46Hh#RfF=st1N;646Fa_J8u2I^4dUEU_`;3Ew z7?{~darIet(V%FA*sl(4ayQ~pZrYWGXzXa1j~eQx5ip5;vte17O#S!z090?PWcz5d z=T7h)vDUhGRJ;l&o7)p@p7dW*AEVL(u!66{39}?VB`=Hvlv=k&41ns%z{~A{i-nLF z&NO#?@sOVW)&fcbMQP)>*DG26^{Y*boJ-`sNbI$>L=M_Xpx7VTw!9Uryqqwi@Qt!F zcx&O!n>U*vmGZl(Ms$Iun0L2^ERqHN{rIzm&VZX9S$~95nefq{C4O9T2?1BkJu#0@H#hQotHK947F%ye9O1>Wefl>tEgmJ%vt0#k;zE=1XEObI#b&D%(Y z)s>+9!F2MM7Q}e!zxoC542JeQ1GW~F#X_)2sIgPiSb4?WpFW*D|JPq-sL-v>pFdA~ zl1KC5owoa>jjZz^tl!HCujEzR0ctnZ|IndBA=pK0SQ@L>`LWrGD4+Sxh?`Zs_+`zG zr=SrED?AZ=sG4oN<)vR!R;-1AMxmS!9DEa{v|i-+QwCLV#P9`^u$EXTUwZKcP~O{R z3iv~3@H|SVPd_RNm(2$pPuBf4C5ZWTa8LxZxD(qz1cX;+C&>C(gw@D=mfzOM?O_RW z%V=&7vYkI(TrF%hJu1Jxe zaVP~9kG6i1ZQILWOn)%2NeHBpU@%2m)4QAa`Sa_sg95L=@bK^;o^J;j~DYUxfw6Zh| z)!AaovN>-mucdV1L9aC@oD-qoodRWPIz1RZqxEunOlOT) zA1^C`l2!uatAsGEgz}!hNc7a3r|qLW!onyi!N^4!7I{Y@>qUV~2{c4*Hudw}QFsf? z&N@~h#58HtjDf8MvYx$pYd=`)W!od-Kqc#K;e%3jh;-=~3Cz%AZPPF;~KN z?XQxh-A@RzjsQ%gS~p6nJ~?|P-Z1yclP~&TZ1=N20It(qtl-yq$7C{Vto)kBnzyrj z!O-OdS+A^*on{cuW25M6T856DPC{E-$eoOi=RoeZmdf-cgZRC(=~=jnaA+}CkC5;K(Sx>*y>nF zPMgRwgTuc5{zeDAH<&GV0@Gp{_E|1ahkYDGSYSlCtS3ZK5RAj>@zHW@y?l>GiuK~2 zQsCpu770E%9-y0F->BRdIg)B##T#OX%Ew$vI@;UUwLI31Lqxy#Ti8 z6!rq-7!~Ziw%%Tka>J;@p>Z`eTIpt$2NC#)nS{(54JB18ae1i9SmP27=@^`cF7SA~ z`cE=ZP4d~;^sOlJzH;TwW2<_593HN%TjMY%=1ots)I$KTI)S_bF+JF-Cfb!#uoE1C zy!FQ)f3&u?Ml^fQ=oR^F(nNVgIX$N(Q9oCQ>LtV$tM@ms*(#uJM?(A``}QpcY!7t) zjLsJ9e_|b>TE=k5xYWEWDkv}m97lDgf_>Igc=LU7?+DT;7FCbNhe&4rF6JJBRyVi~ z%?#^CzHXgpuEHFYou84{Rlr%3?38)N(E04y&j@O7fTZ~Q7InUMy$k7!NZgUW<|M?Y zDTvdJ@4s za)-&o!-5=Ek!)Dh+SwV4nW!=GIiFJxgrn8l+Y11BD$Y|`_!E^+fDKTR)KX292ql9m zeG4>$3jYMSv$6{D$m$tu#AAr7ab7~akbpt1+Lo^YBb9Di&aqL_UJgIyJ$nBFYH6F% zI}sgDQUU^p5si)jx6LM|iv0_=QbjR&gJYy^Ipj_PE?Lr`)n;w-TP*6lidmuxH0%bHS`G8n!h zvv!=~doH8Bi3T2H2Mi0n-ab07z zLUtI2l+;yg8t!1fYv~h6eQ+nJWP^Y_9KJgd%=|7%=H&IYhH9XtX&Zfh`+!&L(cK68 zaJbgCe)&xH9@|u)Eh0Xm-0*NDOG2lr0vEPmf8byM|1k~0CtuGKj|AFYQgVaQo;88WyiGR2g|6ndY zvbc;?4U9hyi4RZAZfIyoL%F$;D5arK*9D_8)fPqkw&h?9D0wher|q{DpTpUV!#4L` z(({pTZ#*X-CcGgj`YmThlF@+VPLP*B?1+bJ$fNbYa_0ULX~H>d9%B*{aUG2-6k zvo@v$IA%97)CZwbPUgsIfiROe$OvcRFHJtb|Ih=QF7LJzGyG~cS(>Q4a z5oGhD$P0h{K9^B+<{#%+?PfkcMQA_jh!te^Ids{NOW4(WZI2-63}7u1mH-zVn$OVt z?J>!88IGeUgh&DT-Y#$epgm3{QXc>PeDw!L))HkH>TDxW6NDYaA3U8axOwxR<>|p6 znjJZ2tOnTHooG6M~@!G zcg2-!o1$My`k=5PUj$B%h*0)Wi~Af-?#)0)#rAo5d1O0#@SGlzu^r){CFf_x_}&KcRT`6gPj1%21)0E2&4*ph9C;Nf)_8g@$tRtYEY=1(1Av( zN3JOhwx{VMapR$~p8Bxi1SKW)$#g8lIE!|HgFsf_);SYcsTdeoo({#Dma9=58DxB- zFCUh#SP1g0nNf*~>S|3CUO9c=3{Rc}KWHW)B^8g_2g)ET-Th!oUbT}~TG%01_nAQv z*8!)Mcpi0dyH#TmZEj5C2AaA~e-$2!-Z{mPszM#rP6T5Cyn2~j5&N)6?B!Vp^ zpo1IlfaS7>qb@Ut%4>W?pd*#1KD)=3=4l*{_C&Ds~#fsn?U;9ids9${p88}&M0t{V1ME7Sp+_w zh|knnL_P1vAEV9+q;#e4#=3RFnnG36hEWh`x1d28dI`ZuBn;{=?H$=VxWmpqYk1-; zQdJET3B$X;&LS!DTb4MvHF`Y9JGsd}67R^R5GcCIeds2f7LUwbTZ@0g9L1^>%+66~ zMM0OH5%7(6hPB?MPfc*dnSuVSGWEpd4}NR$2|@NW)oH*Xh(ZF>`XyVh$7Twp; z-N0F>Ms+V;x>VL;4EbtO!7gfXnTGL@KOoon<6U6NIe_~{!Nl( zHX%>~P|Cka%>%X1iit#x#M?KGkQ$W!DTyMJklJfydc#-0L49uJ=H^DV#2B1iw+y$w zxT(TE4ka^CqNBvG2(HfBZxa*iQH*UVxp3ja8bhx!44c0t3$@MDr+Z43q2woyL*mP< zTF^!H5B%UBgeXLz!dtG~3oBf~m@vOD)N$~M8qK9Z zhqIFRn7%kTlpMP`U;7|f>S2NfU{zA=SH@QybS zSK6LWZ1Isk2}8q)*l=)P#sUb+tbWk%{F>hAh8orVhd|Gc3bkbj{I89GFS3cB}+EU`rf9(B>qM~S?_b9}*!>#~j zL|^stN_z*H4P;mQE!Y7CDnE@t*9TI3EUEcl8h3>|M_+G_R`N*`q!e+hUI;gRW3S}c zoQZ>3&4VEo5^^4rV~H6}DMMzjLi>y<%#kW`O=!+Hr`hAw;NEYCNHb~~4)X#4E0vJ1 zz&n=VKP4npaGLNz=S*4GJo-B-ymhJB%#)C5oE+3v?xhPVVRmXi>oXR~?d{K=htvZT z8qAKp5{^)x=Ppv_L)t?&!E*~;F3xUU(cp!@hxva2HMmEK@xaa^?v*eUTT z;u#NSr@pGdxv=a40gP>cFPlWRV)q;6r|JH(1Vk2F5pKYq_xWF+Ejq|<%xUM+*2`3O zgm_W9n0rPykDIF`TxOGV>u))wjwX%`Bi1K%avT$H_VNYUWq>zpe-#Y<6i?SF5w0D~ z%$%L1Z=}yMgOO1qcZr{CD9~p37Jy%VhoP+KhLVp8&4mXt8t<{kr~5ivqVDeP$g_8kN!DW*%*TzGu&#wSM|^9}IjPtbLC4dRevy@VSq9FzQ?o z#REyV40Vh}y**uUP~mT-irWI{V_;-N1LR`W{R4~0QyhoWko_qedJZ%4tgfvys_**` z9;n~lGpDp*2m!cGCJNTASnpuVbS{|m0QS971ob?z+F*e~tJV8NM z`%R!Bt=%@$syJeaV8U=CCO=4j~W-@6xpd?UI zy|JzKKy51`6NXL4!({Hqp6YsY?=KwFp2v0$4(iCvWy%8!p6AHK*uAnw)kMBCvRr`` z!ImAa0No{u!XKi_XMinbO;0cZ>OZz26r zxi|E3d(vmm*H0|ZJ9$TjcL#IOQNJqlauu^>Gg zHt4M^o~A_4jMkiKxEZZ7c4sw|mn*{ENi5(dAAqk!{i@mxjX1Te)2Y$zFMD-{mE>{N-Jv z2Xuh)4*vDy;tCWq1S!m5AOxrPMnNz)f~>4LvW%rfAzEGIKiyhReJGtkR#efup9p2j(<0JST5RQBVPkm?sP!@NP8|8 z;6`ev6g-!xX#$yOQF*TdRAvFs_4rJOo(x~C;#rNd#cLTVUIjE5UzASQj6Z2!-wI=I? zw^>_XUlN48IOIHDa;Sio!wIA=j%!!0_yQxgEt$kS#-0B741GZrP+JqBhN&U4;7A_D z`*AhaGRESQ@>JkbTPJQALk?FsZY#jL4uNljo63ro4M@Q3>SmlWtbNuW`}S2KIL`Xo z|1pAsSgUJP+m*OsN(WR3X9uYk*H&(iqK5&-=&DJ6P}Wgr8s>b^z^(rx(KvVSasrGi zV)ox7{SPC;p29qXw5SG2WI671=FD42R4Z4njz-eu1==F_Ct9y$SSs)y@rBH3R=_D8 z!r3CN96nrceUC9?=%sR~GbL?Xui)r%gEw}EG&Q=>N#jn@E8nKUPRtj`Ltar)HDrz| zYFt17BL-=Fs8U(=$k=>K>T>|<~@E&X~1)YEiBq^DtY*Hu4F{VDTv+3;fs8C=m^$^gS!HB-KJ(YO9 z3YDtf+6!HKEy(|z9;8RO$RT({ck8b46H6M#Jw4-?IyfzF6K*1_^5p+bOP>8d_sS#(5PEBfJ^(XV>OjI>|;w#p# z-;R}Z=xxv@w*vMDI+3;+7&MEHLa@7!Qe(F6@23Ki+DP)o+Sf1MD5(Z;d<0W$H$|v; zAgUZ#BAwUA%j+GINjf^GHlnqOx-^jJfa3Y7n**$Cin*-Gt2OAQ+p7@B_ZG@8?Ljb~ z+Uby`Dlm1!FqT<>q@+eWtP5<lRI!gkHQcx2AB^@w796~5VC$HWLyhv5!pn1P9k{T&(#K=RSkjp12sRQOi6MroR={cwQ z9%C{`Vy$1nqAa-j7-Q7!0U$_Rb?+q$@VkaBCmDMl zE=T7<#v~}Gaq!?=Q_VjX;ScbdG2z=ek5TNf8!b6ju%1JUBllM;$Wsjd6i5VG1sH zds|178RPGN!C+KuFXCQEULD!#Z~IWusKDUK#R6Fcv=Q(gZCMbP;t~3mcw^MFuX78O zz4PYFf?ovHO>z+5!XH?+4h~f~XG|8X6sOhB{`>CIZ*1+^9}q3C`S{TGv+Ba`=Vbl7 zXi;hJqkn(to91aygt1v*8kw)~TgE3X~vWk2wnR|5L&OJKCI z)J6D>EYL3zype`wdk-kPE7&ybjQyJ813<_3aX>+Q6Irk5l9$u^nfWKeFS8SSNZbK! zAT%6UZd7^^~HK$KA8NMlAZcZg{S?58N6<1ZM zgOW&(t%q*I{Oi{e<0pP%oW0AZlO{KRx}~5JJ`H+h?e|t*CRefE=E*&@-#Xt4~i3D!0XV?PY)eE6$*^oa}iOp-NuiuDueot2g_Dr};lx z41fO>oZkQIrthaGYaX4D%>8=%ADWr5N1WK_N86wrEwkAwAqi^aptgfXNuc4HoTp;y7Km0n(6WyQ2 zL;ib}F8ucr%yzAxE5P33>U-Jy-@o#r>Mi!Stv5JRj;;vl7wl z|NPIVqkxH5Fzn|nU}|)z_+7t#{lW7R-xM1G2m7BGz7IrmIJW1zp-+4+LwF;p19-!& zXx9D6F}Ya;s5x0z&9-n#W58%6H#J9lRAT_gRYcug3S!O#NHsEyd+Xb;)QC?3He26Q$h zdN7&P1i4YhMGf)(D3VV?9jGu1IJwa{d@6xawbLr}|NfE{>sGasqfqcDRR^Z;^gYTAt(H>wbX z(Hkj}sF$MwuO#AT06rFet2S_WwV5@IjWVv>3-G=Xb7=1Pc29pZbcgMqrt_TTATntu zoE)=N9bD6(v?#HnVy??|%}}qW{wg3Cirv%{20;=X6#IZ{$P}pW+9SrQfb-xkY58nX zvkE3@5ST@{s+7e7Q9xNWJ*n;D78Mn>*h)!t(v!ycC=-$Q!9EQ27>UoQ1<-2Z4T1P~ z7O^lOfgS)L9ZN?eQWW}LhM_gTEG<>QN>R-K+a=~qz`egzq9shg9gcK0VB|qZB(!Ln` z@?rFF!maIsg3ORx^!+H>roVXcLNrK9LLxFdV-Nfbms-A#jt0S4amk0KR`~qv@i?a& z4?sg)5Md_bC0;6{w+_pAEPzl1tatBFYCu&9HqU?k+Uc=pPWWtE_TBhhk=*mJD$CBa zps+9w?gh|4sU)dG=}_>I8M%ceO{@d>(S$2S1NoR*@2N?j3<4+)hCx!qquL34T%xdy zx)4G8U%PrWxswJ`yznd=kmhLGsiSlt_B?h$52hF_O-RH_BuV&dCTJZc-Iruk1#M~~ zhlhmBv-pkl&TeYfo}4*%jzP6Ao+zHs2}=bvHCh7M2_Y1_eCNzA?%Ao~>S5rb*_e`Y z1KXVLTmWGl3+jiqFm>x<1*z*yBji_1su=`*YAL5}3~Rj>lmHb}tV1xdn?VZ;d<^FM zwv^LDvYfyp58xP)9Ym4k!?u5pjOKQ{FD&3j>W?AC(7h1AdZ}hJNGF|WG0Zm2r&^b2 z1ML%}C~MP#J^chHIJ?*K)lZB)*8QO0*F3t1Gn?+vtwDD|KuX3^crPhG@vP{v z(`-2UWn=d1x0}JDbJA7@{M^K(!ru-lmSGf*#qLIto6fUz$r24-qY_^YQ zzf58t#MPI$B4gG5&a=kNx?NDrpWeHz=M!MCdnqNWU~le)^e(L~FkWk9*|wphIpLR$ zs99YQ%MQc)^}4kfKR=i7{d$r;4?B>%K@)BRmkJnx9~EnS56_&{@z7R5Y;D{~G@NhG zZ2F--!0+MpMPXr7Huqkz^!M-IZ-qiB?L5$snh%Nez<~p?s5ueVORxD7{86Ordi?F( zy>rtYd&3e9AIjhMOKh3LI9?7)d*zB1;EuLZM`z#w_})(3eefPtDb-&Pd5Dc6fIe$H z>FNG!>Fzh^=5%N&TL9K{n zY@&t%Y+vecm2A)H%d14`N_r;{SvNxJI9h2|ZrYSYribIJFz7v9nE~^WQ=A8k#>7fz zQ*rTcL>j?MACE8zy5kLs325!Z9&w=I_5W2hm;@JAFk0rbf1O(Y3QVqKCb z9G?7Vl#Gv}a3V*Zy-Wp=u21Astc8K@=|T=rk!A>ua6ttz!Hk`P42G|(L2}^63nK@` z@ZIjB$DcA#GRU#Qn9J z?+37hEYwGFifV`abZO`EU0;dcFW&Y&8XrFd1rOJEfQ6yXp3h)kbW)6{Irjn1YAjSk z@gfLrhsoecJ*+VBo4vU58%}c)y>qHRtR)QJ<&PS0V4eX8Z+*Lq;E(MEpdO3fhAgUX z;2E+~r~ZiCiQXLXBC=TCmUd3@nCw5K5DZf;RrqZ%_>>ybfvC7nM{O11+}}+P%m%&< z)c-ax6B-(dD-nKoA8QLTN5eam(+KP{3!Hcg?+`cntl(i(gTj_>)2xqL=Lqlt0aHBq zDI{L%9NQ?g5ufoP?BAe3HdPjR3ld(UgNl4TUD*4I!{1=9;zg(VKpzM>6BjScIVy3o*btcbz@a~u`l3~rt7h5(Y`Q)b3~2~pU% z@dt*{b(3ntwxIIoZ%;7xM74a!k~8vXS5?QZ#|0AYianz!3cD(!eUNNIVy9>T-g~|W z0DSp>+I-F(0NLlz)3=5~<(|Nw7B8-X8zmi@;#xx$%M2JU61D&*tw9&ez>)=>w_Eha zFs_F>g=9&$_aN+{yMIc7HqTtkUru7Y=MCSdT{`t)RKn)($$ok^Wgap=R89R z>+jhps8@RiSNh6uM<;|Nnzm%=T zgUZEk2xoo+f*^Va`%U{LdeFL`USWJ_26miQ$>Zgq`I_OKndM9yu**>&E_o6?#w2wplqj7ATg#Z-oej zfr`DcC7@IhRo>m(cX>rUddiwo!>KdepYQ^^wWlYvD;d}xc_Y7rEO2{FUiP!j!%(+N z68jf3WD5@R4GalG5XtNGmVHKPfVmoynFtm(zDE4Evx|#7+e-+#(RpSp`Rmt<;_rMH z(sOwvkFEA~O>=zRw75)@tE}XG|LK{OL78V0a~T|bNx37p>GlcGssG+v0G#Cjs)~HS zDE;8TDwmm%fOm!imxB!h=whSNI#9L-JwCQe^me1hqAs#_L zlBgPd`x;<7-M2wvvXUMGl;y}zpWi2jfU}Q646uM*8ki8&sCi}7jVhJB0AXEd;3ua= zr40@ll_t2}=>YfPJ4F48K|BiBcJ%kk4od7sm;UQRQMLq}EuBp~!Uq7?LH^6uCc5JC zh@L<+vhOO$HbSF^T(UvuVcV0)US>;&=B)l6&(B#3*?*QKWDM%UK8zg>bQRDO6`!wlaZA7dac7few!4aV}njG8X>02M*ZWl{QM)B`fHGkH4(Bi!EVNvIfMb`q{H*FU=>Z>Iw zt0z#0JApnlGz2-BYzLEf7B;TMmbzL^A0wA=r_gI2vlRys|58EfM6+V zqZmo47XU*+w<00R+9O60hNiZ_Sd~aVEAqypQFuRn1C|P_@ml~3xN{&5m(C~>xA@hW zo-pMHN~s5+cMhx0aLrOD+v#>S=-x~gg>B3PlSO81=0e<#5D%_@JKCyj8-Qz*;D9#+ z=CgI2&c7UU8B>w2pRIQ9kNN!iPqa|; zrm&U)sndZt0&bo~Fo<)uKZO3Zz|}1JxJ~ZHCRu%4o|o~3bp#e*Rt2gx+9hQ7gVG;| zI)FH6Lg@fpv+Vn`MS^nKgKE!!#mOd&{!3m?&OHm3YaCdkQ%HU@MeJe)K4$5X_gELx-r6cOoz{7cufQN`LPQ4X|>)p!|) zI(;awoVKg)y4l=|O~Grha;cu|if%$Rk7D$5v*BP%f)Lt$^AN{T)IAAZ+yrrMBa~4; z3r`>HYvd}ofys!?{DwQIxL8;#Rg`V~R`r0BC`pcSEu5U3q&D>U$cxNaU}$=f^b^m2 zL}r&~Q!gl52DB*f6#8tkF`IxtDh6BwkASIt#y^~}nFOd$0GC<1?;8q0wY%N~uAa^{ zhWaxwIGBolRuy>0=wSf15pRwKa?c^JWB{jc1Src|=3I8r0=fz=&8bhHxP6cz#C|Y4 zagG9+dl71I!C3;>1q(Eb5Z8@yr^B?BJ2g^o>ySIDnMCWdYgY};95Ec7k~DdHTzqHq z)7L#YSRZt4TW35(LC=l=6~7(iMK-<*_3?Oy6{-V=kI&|p=0AV-jQTY|&TK6>(>H>n zWsbNgAkl0a9Okr@J%5(;{) zDl(}qL-iCOA{k|%$Wd1zDN%F@B6d^~1Xj8R zfG(3mK;dP%bSGx;O_9<_9Uufp5MRLH&mK7NaMYflbwe9+BC$7!37R-BE0!;RfUpuh zuJ-)y-oMCnLh>ZF`G81DX}>_v6MW$xzThl5kN|n?ank{uvBz))<$DZ@iv?8o7Ui)z zSR}gJg4%E>#^F9Yb2N^U_a!nMOd+ADKp1Kq`hYO4_JL7Na9mK+100!9|&St!b{?O$UNCI3TGOXloX>N+eh;R zdggphe%!H=!Lfhe<%f2}HF14EF;CqI;kTEEClPH1lup*Q4YNX%?^de19<6~KB5(h) zj|76VAHLM3D*#w(!cjr@Q^G_bHH$(yl~6)H%`c3Lknmpe@lPkX@>a&G9jWwFY4Yvg zTj)BE;j1p`(8a{5r3Mv#owU>TyJ*C>zh7*7&YrqX=$0&aY7B5aU!~{t;3oX5Kt3Bd zTjEeGzI(g5UGg73YO+-9Ke>ClLaIAijnHs8OM<8g^ z0hu#r4#jSMD-c<@ws1$fb)yb}M`%G*+%#5adQSFVCh&k1v`s*uH*cIiKzRN7)pHqq z)OR<_od(h^N55~`!o@<9OC?N*OcvOa?^nYTjRJ>w+bsxJ=HO0duaX^VE&-s>MpD&8 zO*d4wv$+_g{Bjd|b0dyfxWll$2$M-1_AK3g3G>VYi1+erkl$P^w2)ITkN(+@^XU#m z+|cqCKNQ6^FXYIfcZG0RA>9P;&~X0DlrpUaZj*zK!8V`xk8~*-no1bIf^K|$N{wdh z2oxKVyOv>y26zkV_+dE()+_=e7AJ^Zk4w!sO*>|e1*D@A0(0R{TNP0<9!PC;L(!TC z0My##ra`}AEZCt)p1gk(UKo+izH4V`LfnM(JBy&+Ut8udI42OS>E;9wa%_^2vFyA; zLPs&kS#n8qSOhCW1TOB_O04o&Fe(fLjU9X}0Ja8Rw08E)5~&qeXYn6Hj>sCMiWnfZ zoMGG(cUV;x$V>xUAH9)F$x#85fSKfL+^&YxZRSl%OYtwSN3Cb~&dd_H+t?A1R6>yH z3QKUUXt>+JRf-`fyC@|Q*NvNmeu^wWTli3;Q?nWTxVR%D1lDL_8+wyHTmK;>vJRq- zW3m8z9>wOszehA5T>gJh(*<*ONO0w57dhkbl9rC!wBo^6(M@xRFTH|i@m`#ZzRr&8 zobDEESXyd2RVYHSf1jq;!I=8LsG0pzQ8&mG4>Tgs zO`gb~Z^&$rTOuHbOuUxw}7EW)(a|Je}Em2%pN9r|h zsZ*zxmbSJ?xHf50VN6IK>W7Jpu8RpYzRIL7_i}P3}+F>kfQyjZ7a|vCrz^s|}kN`BlB2pxSU%xa^MEPkDH%Re#Ck*<#c`V>X?v*r3qcqyTb zu%n|*1AW@AjM2QT{o5Av0q*i5I!d*m_{`Q6jN+sJaD|U4JA%JqcB1fsU5Kt@Mes1G ze7}acQXUi+)&?b|<1dIaLGayd=%rMTP71Xk200RNA6r{928vt%?#eIXP16(N3JwfLm;$ak-@&o3IPniQ()-H53t927ZXz1VLAmAqe~VC6#J!aKxb5ePyRr(NX>r#s!E71*u>4-!ypGr0Ysthp{FWW6!VBa6`axl99n|?WGDvW)d2h< z+6X0U4CYq6sKFw^wM>u;mkJ@R`>Si8I(6!{Hwin!bPN5{XJRv<>YtZAtTh;2%Q*Mt z5w1reC=HKR02*AFu}GyP%cX@y8I^zNQ;-<1bO$IJ(E<49UF& zELsI>?>;P_@@(8P9uELm_rC~x6R@1uu8sRPvt~MP$;zx z?NT(6lC+7;BvVL*G!P+E$q@s_O_Pqs;I2#X*p8)F@HT1i@D*671I#CJ zNPK)-wQGu$RYaY`xuWM@La5Rd1{)(-Csb-YHlqbn1#W==ai$Y)M+4c#vqW9>jZp>1 zGTPd3`Mk>AxCOgvYyXL-b37^te&682)izP8YB;Q_pbLIiy?XWWOxmFSTa2KvojCHD z!S*9VYd30phyq*&p~{w$mn1#V&=$h|V{kn`Dxf1qTR7I6fRfvc3fY2{8Xb6x?r{F{ z*truoeqC3o$`=0yDhf9lpDwdsk?Z(9e=>SKL@BwR+ECbL;q;pKo-vJrhM0Pg2$a=h2aDT98J`0WjWGob*4$7{R3kd(#od)3z_#gQljb~^YF$aPNTmKe_Raohd+h0PJ z)ALq8xDX=Px3l$*L&7dlq}>8&j%UKMXbQq&w^6kfGQ`+&_=jNFIbRg7HTq8W`8jf|W|NDQy~YQ44!M#;aad_BMa-nA+74UkGAxFqe;d95@;j2NsxDA4uaAcYxOyxLM zMAuD|k;R2IhSM4c0se)t^j9ve?RSWj_`B<$D;MVoGwQo?<-n$d%}h}phroy>V9*{J zax<<%&@wF-awb3zM{?{<&`5Je26c6VKS2^cDAwn3Ex0@2l4?*NkceqR^)-7kaS^y9GoVIVny3U4`G zTBcbu>S02~`E-;j%Xa&Yc3$s^JPtm{j651yhFw9(Y%%c#Nx=;sbVjlXKh?7LjN4ES z;{BX_g*tODGj`HZL1nt9%bVUa;W-yq~?2g7CLX zCx>JcCg{irWO|eD$V1@2PT3?gt5#S3avy~Deqi$PIO_FS(N$5^(4j9eFEud z5h|!y#$8C2BK5PXsv^u&i(5g8-hb^uN2r`X00DHYTRXt844=fbG+8);18yV?RQL@o zdUmrA-+;)slz0XD7L9?r@X3>JiW3xcLS z<0cgUVMd@^Q1eWL+GO@YN8;SUfKpr>;TXAPZqOYkGW=&b4gzYB!QLmQ{H$aS#Ytsd z6-X9sm4_-C7M=c);u~-8$ z^C%Qbk%uGug1Bg3tM?=hL? zN}u!ct6>>uja8zVIP1laY8-R!+i>%V;I60y%&c8aOdc(2=lK$C^lS{ddmjFiJYq^@40<R4|Vvb?Z^LJIVFS2B^VZE3=L?DZ{r zLKz7Sy1p~`ZaRLr$X0Jys)9dRU-KyFeqc}Px4PUzdg^U51p2q`igC6v69avG6bBO! z`8XC}sJNs=+>s$7LsZg``B6S~WN7En+viSRZ61mqtAo}lo+6ggiF0==LB3yTv|zy2 z1pM>2iS=Tt$kec3q1{1Wnh0&E+|9t&`${WGfFCxoI`yjAGdsFS$>! zLX^~}!VZGof|br(l=GAajL^l8GX|+&R1=QunP^= zEbLrqLW1Ft!LqP{D_`x|+Slbt>ZqV)1QXd{=4>2WVVjv#urA=zackC{Z?!Q21aFZIe4}#MZ`S z92tZzeG*tQBzE7SMc#F#OdsAcGQ4D9$gKB2#o(^YN^m}=6lzAsw__pzBXy-hmvKW| ziQ(dsWU8X6l|2s1v4U#K)^Q1nhDA(c+SE|Hqo5|r139DuNNRoW7~w!pF_HDa@^T!z zP7%Cfim`i6_>w>RpK+V5e4R5jPj83vFxIJs_SFUt|5(;!)5TSd@ZOTAMut-A6+bao zw0G1jE02hcQJQCQ-zQgonI~Gnw^5DFh7T8tV4@@J>155e9A1&2asj(40|a)`9yG}J-9N4^Hyw%w<^fE0E+*=yCE!&4_wn`{XPxH>3E^S{hN zY}U{Tv#Y1p=sq(w+DiNA-D}9Gpd-`JGbm^ z?N*%(B0fXpr9Fm2G%P_CWkvOWH-Z+?O6G`EAx)W z3J)c62^nu6kurSmYB}PDL@)I!&7|WH=-+PAY}4j2VCfA%%u<@fDG|4UCF&W6aK1{W z$73USLXh`{RZV3IFD*ur;y%5&c98AInCGJ8;xOo%eIuLppmLRd_E+b4Y%%#bO~*CDVeolT^l#(#0zji|fYHl)XD5YAMQp zicXG(JBdC;K^3$~jQ}6tLb3e9S_AIdlLIUA`=Gf<8#)v=`y@anVabEQX&?lkw9N_Z zB9Ti!JlXg#s?iTALjI`)ZbBxpr=tDBMhu9>=wjAvxcJ3%$JY)z$z4xO=&%3qT z|4vv&mPpdLfTm&Yl3BW}C2fjc=}Mx<{mju7DW%tqv5y{|vEq4ifojm2`6=EhkKib! zV=;8Mh|fkwQ)srJ8)O`Xr$}O;ADHo8ca%ez;y^NWoY10Gt8G8(ivz4+Z|i6fti#d! z0X+(9E6!LUsmmm885+Aq4t49y68lY9Od%?%XorjUJ24(TVZg z1sk~$*e|D}9XMxf5gf9jC5LtKs*V?A%2{2~fF|%|&o#h0GtO)E~ z3Cg<653Jpv^OAT0HwpM#I4#8D7F8(`bG9^CCjFD-i(;9>U90RT|=Cs^VKhkh;2 zk#-Aki98g8WvCW6ysoXnCOgsEsQ6mcBnpXKGzRCcWalX2|6Y>be(<@l_R9TCMf(=$ z^>1TQ{RRytaBj~aRRXUff_9m0Ef3wTU;n5fYQW&-^%^x2T~NBb&v8aZT{&mWDst=A zNgJMr%J5{%&?jIck%mo}y`%o@M{%ONj@mdkDAFyxrsu!zT62}2-uoi2Iwj%IcR=;2 z6gWQme3YUb4jpzVxc_sYG;ZXIj&@G&QVtU7br~F%AbGi2Bt<>>(3#4rZ4~jV4 z*eAkZ;|Dk5L<5mW;qFJZJ1+4oDCizNh>>IO^CPsd+eNl1o)}6_O^dp$erbr8ujDWG|rD4yY-+AH>7H z=6-l`LHtupc&l6Q*?Hk!ezIWg+7bkmSLTnLo>H^8DI0YtCi%u{cw#Oyy)YK;Jx@ zM|d;Y%-IRfOA^4V;@c9(Et4F3+Xn)|_mb^6mk?AI4!K3SD^vdtU!hhy1Zg*yf02*H zN+;Y@h_+YF@S`7TSHuP-^U~|$xdbYG5BYPaF=d9cz(gn258y`#;(m=^uM8; zp;2o^;@-R0A0BtyZujn!Md4c2h zP(&>TP>~BweEQK!OWu_0(g7~<|DR}Tgs8>CmoF@-Uu2e7R^fEqS<&bKjI3~lGQp#& zy~|bYUkMXzG8YDf$MJvvQ!Q!^yqT$@-lN?9A&M$lwYi+P2zf>UH7qWE?pM!E|z9B)z1IPginKhgC$MAtD!u0UXg+`j2urwozLA zdb-u*b8fv!1_d+Q4hRHjF={iwWiTGQV3s4S==j*-4aDSyRv3&ua88;ee1)dnV(T>& z>hri)@$8G?8$rq@R2_x{r=mn>mf^7z^m3eMD3*|9vVOxk;7x!h%Ey!|_%`;iwS;b= z-kfYYgkRjghTe8%B6Nz(S@L4Gf>85&2I95hR82UXa6L**>Ni`N4+*X8;@zZ%A|ZRv zwbLrGt>H&p69-5{ubDQp~J7wZBdQ>$nqrV`8a5fY>F|rrC?rZwUAR=*&*Yx zE5YM+p=;SfMyTQt+(k~CFP?R7>I;$T4db6~GHzq@ek5CmO;H)oe%}EWAz_B7zY{j& z))giiw0e58L`>=5whtN~*cem()1oA>T5{-q|FSCJ<*x)H+&M{e%2lVE)iWk&|s(nV*V`xVpM zMC=KD$!T&OERu1A3pt67myuQNrbH6wutMb!${1N2!k40ruy1X!?|y~_%9B3H2@4jy z^{OSSM3MJO@FSdtw5rI=P~nkj2^V=k??g{NS<;Pg8YE&F(Fmi(Wjnd2$Y-_Rn|Wgg zZNXm*nS?0O0O%+O#>RMkjT8f=oPxqNUr*~J%iu``jKxq%18BEB9HGl34Lv;f>-_oi zCpj`k6d;Omsk4YhG&%_tAcGYrzT*xKQn0{!t`P<@t~4T9~^h(G?+Q(Gf-lxb0%K)o-@A|`7tfyA+kCYq zOsRT&D!+dCVE$1KoQ({9-)4Fr2bF8Tc%5B`xR}j({MCpiz&cQ=DA=K zlO;q^_On8p4~oj187mzds;`8xTp;D>J!0chj?vn}{J{eyY=NWN+S;NE(?Rnsd98$K z)mLP1hHn!*MHmn)Va0i80%l44`w3#-nzzS4l2}%dmt$gLlqC|$teFhXV#q7V>T~Mn zU#xiS^#(RSYbpi|zsP}m8e{H|ay$l)Z(#iLW#e0EhOu?NzRDdDDg$oLeW7^WX5w|0 zIs1BuJME*IzYm^y*|^AEtkd^J^^}$?0*t27BaK)LCYtu=>g4?T8oiD6sq(%*>dkcr zYwDFNhfwpWnzYWw6`*wdEhks-Z0A(Du!ENt4_8us85%piov~L!8#<|Qi>$A$`@LjU zH9DZCQ;$0l53KO7`%atrW2bHjEC%cuT;s9+f2^<%4DUTtx?c_u z*l2*3!!Y|21TDu64wVi)$t$7ohl6>aS-2iI9wFcHzt9G%9GR2oqQkA-ZdUb5We>hIW36Km=8r6zMLR0u1Jn_=_Z6Z z_mQySz06F35A9KDf+bdnc4;N7{Q0=@P(H+-jDic>Jw9g20Mv5^sf<0CP?_<_E5mVe za%DU3V`CdPF3Hslb7F9YTmgk361jR4;DI?KaVE8J1+xhm&>L zL6@lwx=cKz!DN)(fGCS(Gc)DgbSDA>uo5*EFe5IO*{us?e*O-J;9+KfQeR} zNF2+_XbcWVL-y?Hge=Z3?OBktB8+(|a)b%RMFz%q&WUKMkdDBePnv3Im@in+1K#_P z?J@1kZ(?@1l>>4$2CeK1#CQ(T;yb_W{rqj)aRks;xiJ}maL20cu%3RI0e!NfYF2uB z8Sp&g}u7ht!6%H0kht1lRR`$Kz&cKG3^~4FC*S}nR23wf}q{M zRmTn;F3k0+VEILZwKPrK-{o)N3Lz}g`STJXcjtS03HofXvViHaMd2)T^Yk3Z{(eCn zybJA{12LlUb`EskUbMToHEqa?K2J15--^(+uMOn#D)FQhqh`&T3}lnl5%O8jBIF5v z+&GQlW<~241kT*NzqDV%f|&iK=MU(W8qN9oI3)XXx0t9*?>t$Ex^^|8DW1YbFrHKE zN9fefdy$%bqbmHNP|dj4u($TX;kE>q*y_~=KJ2}dSunm)#s02EnL}VqCMSCu;$hR9 z(sVy%hlT5+8~;>;cDK}Xf=>-ii*o?9joQ}NA7aw&{i8v#$m*TmaJ=d~_8U`%dGPe{(c(-U$@vtIi@59_yjFt*jUPs4>FR4iBbZYOM>uINM zXGd$c_2$AD+uVmCD@Gy(K-ldapST$v$*R(+A`9om|;2{$XLw=wW$6OyYGk z)6!yFObtz&GR5TA7ag+l1pB?kt?})cnawch)>JOh&tZta^}eZ7r`p@w4;?>Voh7k{ zJimS53cWmgI?1VG+Q5|+LNC;;Qzw_vR*;{V9Id!AIWhwarVJa%JGD>?9`!kNH5^4a z1uEYXrL@jFYI|%Auyq3xGS{8Xrj$LB72Z>ejX(O^vV;>S((?0L&7VJ?wR#!g`HEE) zdOz)SGax~tTX92nY}e$mA&=Z>W#o0{ML3-4Apg`v_b^pPVNp>UeT|xfR-V{-p4kTD z4~+LG8Fw;_gUaR5vn^2VtxitbH|8(6oIS<{hH%-{QYtHqC2+x=4)?-#;siXj*t7zL zzU*;jMTQ)D68n{@HeK&rt^ex*6KgK;Jj33)-=KL@_}1Gm-nm-*pyRym7i9R8F9r<~ES>2=lA95|uNSA*nm=+GfG%NoDJ)~_EHnvAu&52+bj z{t_3L)SR3kY`40e-#;jiu|%X-Yy9CU&Fj>uBR^CeUU1*pFvIEjLPy6fZ)3K~k};q7 zPt17LDoWT#xQ}N!DBppqyS8PmhN#B`T3au`=C;Ah(6#6Z_JwEsvApA{Am{HQFLeFN z@*i+{Pz|wE@6Ne+aSa${Gk^M8c)C8jeR%5DCr_S?-`HTkDIYrsk=m&(XE^k3G{1lU z4KV{}m-IC=8#Quq)#{bY@$)Mm5m{ulhJSGS`r!WkU>@Szckirpqgma-ewW>^MazFv zeK}|o4lu0l(6XOB`>(BATT*|$2xi%GW&1zovGqdh0wQv=esT|9pG zO-t2^DD3x6sxOZJ3j9{A8G&RpI0}U!0orlX7s5?_&d=szlWM+x6m+rY z-_d7s8#mE43>$bQm)>Q_mK=GKWLF5UIjj>dBj^|zZ6gC}ojXiPytgM>Lw<87_s$Hsj zT1|9yc-9Ofs0Oz%A~YEzU5#L4_eBbP`_+hTeqG~Q$Tx;;wVgY+3mLNz%ii#JJTyC^ zmc>`S`@|HUj=A1w5;uEfHus3q(=+c3aQ6bFY=am^s$YW^_1myvq;3j9=QsreCrvK6 zy_x}HK!;0E_x_tUjdm^IJ>SPP+F>i-)vR^vQMR_W8{GWmDMYNb*iaK;r`kUN0orbT z34tG9-t5RZ9#-T@#moGY-4*;)oqwp1RcnN2FvE_ZxRaQ&fZ;kfmh)+_J{IJx`{>y_ ze_?^8p!^%FjOIp}R)HdB$(E&ws1>Q6gK34qS;4`oU!&O?~B1s8Spa}u*q35rl!OpC)n=Z zOV6v`)TnFu>TA{7nQX_L(8s&N6GOyb>(|#p&-bk$sEN^E(W7Tifmn1g^uK(Ysu0xI z^x(`C6HHeUmWbok%EJK__>T@f>%qW(9GnbzrBA<>2JhD{Z>@J zur<6;yra!%D67L?z|J}Jy^cHi*L+N+GGnO0|!Gu%2)Yu!luXf_iJ1DXKV0Y)tyePGWz?fa|Z!~N- zWeZbOtG#R3upw$*EgvlNpe91bAvm6V!w8L;$far*TUFGdeBGpksOX)A|@lf-3jS|AN_Sasq1 z_d%>FCMp%-`f|7$z7b9Xuaeb*1q*!k_AjP^-x=}t=Cv{&mCS^PJRc38I5tG_gmg9f z*x)`CehdY=B>9gzaN{FAK`xs%ZK9`OGh(4e8}`c}_{>YJP#1Ui{wGqtJzBNDTjSK+ z)7ltcnP(zv$*x=Ho=xc)aiM*aBBIg2huaf*%)Ffl*H)@Pv0^S3o*t zOgsMYr_F#xSYQa2!wq)>OzO-7Gn3B8~JxgH7ymBqMCJQ48AQF!sd7 z&e4i77@s>&_T@m1Kpep+b!*jgo>T4*AGU^6Jm~%B2KWR2Li!#%m6(b)HTsK&T(Y*a zV}kaOF=HAFSfFsxo%ikIM`1a0%7>655^C>#YTe&4$zA(Ob|mk?+XBh>SVDpwkY}Lh z_r|1K983YnkIN~2I=s&K@JiE|E7sFWis6KiBh13X!+ov%Dz9C+vH>ms zto!@X6sH1-DI0uObNnp8HLT~za^t;bpd#<1lWpbC7o ze!*ML0?$*S>*Ph1`Csj%imgeb$P;zz)@@IMp{C&cMvtLCS^guDf+G9Ou1+;~X!^Ok z>ba`#&g>pXxhiKD66Ud~uhcl%+cw?@j|Zrs4PmN*7oc|+^*6N!3Z<1~f9X<@D*9@4rQE7w7)ps5$YRwNHq-_fF0#X{E2sE9rn8h4b3uKj7T|FAVsiLH80$Y+2O@E4Fe zIzdZe9nt46IC&RT6QbIjxu@gfWh15MhmPqZIrmF`s zbfXE>#j;TQ6KMw|9VG?w$ow{}JlkU!EKAtuPGr~Jlc?z^y=|vX4a1%ttK+A-&Z6fN zX))zF)EUf8Hh4!Zlmz*RrDRZ6T(Y9pAL>uQ4gSAz|Regh=q zEUzf~0pEQUvqTxs=sOH~8Gjg|-wrTQ#Nd!;0Bkm}1XDCRXAYJtw1r4RP#p@Iz2#+9 z_0ZN1BUD`sXgChX92C?Q8Y%@+Z~OrnVGfzrg;P(+;ufX%rJmr?$bk$4SC?yeoYl0Y z29#yu&gl?s^#=@y;HHi<#R2pl{^HrNQHMhue~yY?Y+t@>RP_4^Tk^aYMeZD<3m zhifZdJ~-W*SY8P7k}84S#VTv3zylL`R8ZIwyX5pwWbV{`UHg3~<~#|1BEzt;19MBYdnoe7L6q zzZWyW0*T8mu>EBI4}X>g_+{EmGAQWp{)cLb@js#dECQ&8Sv+LH_)r6G73C{>^ytBf zZM#t9Ebdmf3P5n{Vlfp%(0;NtNGbKomDjcOS~dys-jLkHsYG4%Uicqnv&h}%!TX4L zy~j892<-DT$Qls@C^Qh%c9 zE%G+p%2vaABYnGU)=sO|u@O5+p9*xE=TaEy;N@WjNmS(ObsAAfnyI+0= z9JD0j`v(Q>rB(!Cxx#b^qB?l6I~Xg{gR+RP{ag10)SNhRqI?cWPv=1;lQG8vsz+TP zX;yTnxmRw|)hzDJp%$|fimq;L>R8J9<*w?$k9>TK~;&{VI_DD>JiO-LJNUYEYIsl*U(kvcw}$n5`zdK?D!wLKOR&sd;&Zm!E;a zEm(O8UQFY>pPz5yz6c;e9XxL9KDjtQf7@-w)tV483+5R=nK)Ie`v!2$J!+UUG|?8i zK@2gFp+>6yR^!9t_ctXKmBZo;e@Byl5pYa1jFZ*)s`t{Wx@rf6RQ6_B^I(NAq81lU z6l}YTt_h~y_PqQ|fF)0JG<$3^tS;MFss|Di33Ux5Mduys1AZBlK+Ci=Q4j$&Kq%zpX~F=B*UO~rq|=QtA2LI zx~zbjM3`FRRS|`d@;AFp#-35jeSVu4#=Cd@y%j+KE-v3wo`3(Zka1H(cp-rmU_K(x zI1J$)jx*y!CAnv*?BR*%xL z_jsiTfGhWQe>_MnBS%vo-M>^{S5;ON?dbZ`&t>rOL%aM^y0@Vgr(93iyYJ-S0u}_|X1>0gmc${7~3hdDiAr zxPZab<2{$JIDG8t!FThxsrdk~7D9uv0DteYqAfd(hiFeuP5(YD(r9MKt6w9HVlutQ z&Z%^dj-2t_t?J^NlpVbpRZ|s;LZ9~pV$zDH=7Y&7gyb*R!IY{UN&{`}HQ2GX1DS7d zvI1#8T=@c?feA%hD1d_a`wwtvoT_?3xr8hzK0prI>Nnw8XC0+-9X%U@MVq#16P>QF zibPqqoxQ{U0b9qlr99=U;u%97^Uk^VRuJEwgT55DQ?)8bx-oi*W|~w6P^c|T`Sn!` zGCz*`R6&4fP7e(WY5vl;D0&yS8@hSmA8oME|EJpRLzBZK1w}sV>;$g@Lh;2qpbMNQ zUF5E)rTRoYU$zCm&frV1>h?diy9c*RRZ&LI12VJq+}rz_D4-y8H)tV7q6Zc-{Hz_t zU=IK~ndu{nau5VqwGZDv+5^5Nadrjp0j!GY84Igg9VZ9LGT{3XU_d!dwu#@gNBr z`sl*Ni`9KZDB<>wfgOi(W}Pu`Yk-kat9tNRR zu2hrF6LMmltYyAtXi~*n)+eTHOeA=aoY&Eo;EERSoX;Frf@pe~~DJug2*iT5SpWi=@fwdKulow^_UecP1 zv15nA%i)iI^0ui=3mN;#G19(R2DbHZmn&;xVJ|pq22Qimo-U#VA)j-kK#50pcIAcJD88>_}J>A#GM*)tBL~sA2mMpQ*PWz=A z<*Ros)-J4s1`7*CChg|U5H4@`isO&@KN;>vnv&W9hPIHs;IU#wWZ%b_JzHsMX^|EF zM3qFrvYj$z+tP+|sUa=*{EnGP>P$J(Fj$~Lfz^*5#+s@5M(PaEmO8cVy1GQ$%aD7hu~gCRkbkqPVZt|7(#MZt|>df>{> zetc^oV^RIAt|oT9+^|(&KdJ`TZza?56gX#2mKCAwp1E0Dej>I0Vud_?9wFS3vVT4( zv1%XmW)md5V>1bS_RV4IS?dj-lI}He0hCeb!mWq8FJ0=ULhRZ944EoCv$^k$H4&=c zRrNoWV_&Tfn+1~?mpzoV?sIO$4%McU$4YQEd)2EcXfkW_3IcBnm;PpwY*b$%m7z;p z)_eQ*EyUd}h_?F=9+>KX#ri(#ec!5IJ?A(>vq)VT(0X`j1J2}z^w{;A?v5Dp-xb8x z673;CWgLbL;4^k|KRJODSbas$pN#9Ir8xa{pn)3?;8QmZL~t4v^+7plckbLNc(vQI zYTqe4ckXPJu@K=CVo#3=+hXq z;qso$(iT8eEJ5*>a)>X@&JPziExH~ZMUln%i`m8L4D{IR$)8uzBUL{!Ll3>!0sD|b zz1K925hF&x`qWcX>zh`P>=nhyU29N;1r|Z);cwD}1=nvi9{@>Ua|NSUd`qbuo8+;C zwLSnn9Vm5TL7trY{Q(Z`X<^|Ix>6J#pI-{i&<}W%e))1OTy{gagh)tB+$K@_FoF_;epsnHDLtD2yQ2E~tP zMarEyR~AJ`%grVI>!}X!;~~l6l{RWbcfNX`VXJ6`=dbwwVdu_4$KH|HIdnFfUD4_X zRt#ol+1LH!4?D0S>!?QM=><2LtTA`#aT5cBaJ=KL!nWT#a*cXa5r6Dh2O<@^hJ^gs zj|`Vfg*5n1z+@{1-5h{#eijkg_jw3hMd;gvA+-9nkyEd4mhGU(mDKg*LJcw<$<4pR zH%9nfQX!irS@UlF>U_bJLj%^cJDap@>9nCx^}32WoyK%xQvPA6f;4@`yV6AHYcx}Z zI3uEvmekJM15<20%;$qYM?CKQ$eZEn_yBb5YDMujz@t$O&?M$cK^e1E)C zPFw7@m+AVj>-&QFRMxE3uxv*srwj~h90}d$1ZNG@gdfE#BnqV>Gpc`Yi1LdW8GqA> z(}%4J#i5oV3z);iOuiMcsG))PP<8qmP_f`GbpF1b3^R1m{)f5kt5Ws&%PJWlVgsz5 zR4KsGXPok2M_=jvyu3&|TSAvZlYo+Kf*;Bn4Ity8Zy{}T&C`16f3>`PDzsKun;gFO z4OX~-vgn6VtF^|A9E>u&R;qJMiWtLo7+0jgOVSaZKZZdF{QpQCg^a{8fjHf7WYX#X zx9oFyDZzZm)7WMbll{u;P*+s9 z{-*Q2cuHj@jVRH(d%}xlrFXu!BRJS+%a#cVAMf71>l<-9uyU~=G06FHN*+q>02cOo zs>fVrf=HB6FZOB+G*DiyN{oSXxD4WNgU5fbU*Dufi|_^81>H=Jx?GvEH{_q5b7mNA z?D4=Uf11{_mX7(;v_H8XKjC?nmZZmjKs#Lo@xWh~5-vT0MrY>|Kp>A(Fd9oi-zX&zdo=UQJ zUw59W|Hh4bIAgH2q3b%zf41fdATWJzdXUt8@`Kv<deVv>|4R$ae3?ksLjVDD#g5HEPg8!5?1p7b=Cyd@YKWmpF z_}CPrr1F3ux+Gx}kH!07aD;0wNb!E$<+K^x!020aQ#Qaxj*)1c;gXI;-t!+N8KP@p zZK2C)$8HT(ez6<&)n?}5_El-;sK!C}a zHlts^{uQW|C(Yh;@BAAg&FM4uMhn48p&d>X1WTn^^_A(p`H?UOYyWP!>wnn_nnS{* zJ$Z4YN|2k;6zb_I@}+vW@pW6a+*+I-LtbDk2kz>SdU<=MPstfUoflXkE-7rH;W*`{-I8ojr7AIeliV5 z5f7Rs9Sy+=i2&CDl^9dWG0fHAg!S}Db&aFeZMLM>)&{D2eaBJk)tCV@3!Ede4=%6z z)%zVopZn4)l?fnN0gWyn0rfs=$G}KTU3^L!o*3px8Z$jD4m+H<5FIib+l=Zdcl>E& z0ID(9%U_%5mk_F2o37r@R_Xk}n_P-jQJs$fNC(c}SbMpp9{Wfe2UxFvG2(UlU<3sx_4LX5~ z3Ba#R+M`9yhYqN@T7@v>!HxpL*kqW?dy#S9CE>BZqxD!Q^I zfU0&ZC-lM*XT!e)J|(;i1t#;l_5j@y&z-a3JZ?E%Tm3Y!47ELnrzrM3X79;Mq7*G< z&O9`&lb;t0hG)?kIp+KK@4-k)JmyP`5OYd=6?3aq1t2SqI)%9Y^xeCS5M<0yu>RPZ zD9JHR^+5&dUB}fV9W%}&WgiUbuQSfKRmnn~L*^()*12 z`yI0bLCqf_g{t-O{O-baTC=2)?JMcMYKYWOeo*X1J>5a0LIZB&$d zk}CzKISQKL%FkUC{QMgLMw7QP7m-w`T5fK* zz4i71Aw;_;FJAaoF$G8<>tQHw!s;k!&dTIDQ~d3snj*?JYuolZO^ZW7QlR@$2Jcx} zw{Yd)9{ejhx(zew)~#QE^T34e$p7=ze?o)E_MzS;kX;5ZgDhF3;{5_hkrwa1jF4=N zfXhMeBahi#&J5FO#FQ{knsj~NAh0jTbr@mlE$GsT9HdA*bEfd!J86;yNu>hfeVDqn z`+ITl*n3PFl?qW8o2q}*DqPDQEoMHo8OpcT?vvE{*P(XlD)O`9DrV{&VlGovjo3q- zAuX^O@Hrk#t5##fZhQutEBcf;a4~HN8n4sNbMW}_;}a}BOCG1hkO^FvNsE%7gS;Gn z>XgCCp&gb~#{2ozWkp`Xw0dUAv)U?v9d)VlD+CL_w!x#-KNnKVW&zppMj^}feFC>U z{21JP5v>(T@MeN@r7q?%qdaYlikiCNOz+7F>!1WgDHElh$4u4}1)nYM3Qj}w;bg2% zya|Ks2NW9xOD@7t6R&QdoF_i*FFa$)48KzCsqLS*K&v(?#bd z;!?znOvtuk>h)Ysb|`d%b)qw-g*XaMH19p5^{Q2?_%XGG;7m`j3MP%7my__u`QhTE zq`GwBLNy=Y3_EJ>_w938=2U#Q=;Wjhn49Rl7{eymnVQcdbWj~J53oN2^Lc?8JOYtP}IhsDx& zQGtf#)y*;b8*tgsOkfe-@d~a2>RNQ6+#B?|UxCc_pb27J>-Xrl!!5UUZmHF>Wd`p; zPDr@<-Jd-f^7MO7*w}mh{~MBW>})fvNys74kHLgh9(nosu9d4l)q0e+9F{0{`TRFU-nG6L4>jQz zI7zjJae)GfN;R<3Y7~;%s;X*5dD5<7BT*l>(F*>nF7LSAoW9ysShfBKC?wyYR!;HufON|%T zT2-bMnTn1pbszXrXL4LAMX=P+)>~^$K?q@i?4oVYH-gm?YG6!YVzTNsCi`0i)Fjj6;tpiY zO%3b*I=v<*C}rZ;b{G{s^S_plR!p0+^1WdQ;5>xOzl;KncWDsByePo;yT3-?C3Uz8o$tatCD4jI??y;0euLbpU5G8gYC;WpS|XfGHV zCeMw6n;g||3)`*n!3CZ3a%MmckKtEQ@i!*J7Se35`&tgFE&PcNkszHPJ*RATn4Ba0 zBl#|Feg(QP?Fu4L1?EqmKK&K%c0&fUo+44o<7vdj^58s|iE^DG+K3nhH}2x!L$S}o zI#NdaYG~k>9G!15&k@#~2uf-ieNu1CnLYag{~2_#ZtS6;phnDM6(CM&WgZ@DlY|>m%+e|@Bf2!TRS;BXR#Y2up^Q6l#~(#6*-ep7wZCT3bXsZ z2kz1auFH{&a_sGYyfET#vDvbUQAHwf!t0QRf!sqd7=0)$wWn{?*R$Etd;C7}v(<%J zXFr0Sl&Z}1`@P#Lch9MFxOgsn1j6}VuxemC(?|P`@()rnL189=dmQ+W6XxiejUNN_mL+GGzc)IbW2NkVBPYnN*N<~L+M&zTTJ^2# zLvMBjl0eAjJ(O`_hq?=Err@aLT&0(PrB7#}K>z(RzdH*QMhk$?-YDN+Q|+eO1^Ows zt zA|b;{FAmE>^JN{w_h}t_F&dJ&>Pyex;*rt=V~$3jSqh4He1Ct?%mE9_FRLLNT_Lj3 z^@iiQJomw=p4^QiRD-io z1;fEbd*O$i#`xyAqcX$6#=JOxL%^xf31}U)9aY?Z=t)S3>eOv;fg>p;ZJ`Z|b7C@( zxEQQMxEjhm&Ggs=^7%w*FOCf5xkJd$Nr`XQFHm@>x3GV~vr+0ZJ8C<+-YuGc@!R^4 zn$Osb)aNdQCSWV&E-fGd$c-Z9r{Pswo1juPvd&^aG9Qo57N%Y^RJ>7$xtEOJC&i+z znAgslezlrU{0jH%C{~NZ0Z@h*P@y`6G#5dhLO-I)4HL3;69HcHIab11Y!t$LcENtt z8cXVnbY%#KLhY16=4G2eh}ge;eB7xKMbC4*E0XbD!p>tF@jYFSbFIYbM?;8cntesO3x?NX4W}2ilW2 zZ|aMkxWW1m41jG1dYtVaL^}XvLQecN6)Of(Z-oA2 z9S?FVNE=j7&H^18B7!6MDS||*^*j%=7BgQ@{4|8jpF_0zx_;E|U#q=ET4ZGm{z__0% zlwI*rGJ@$E@iuq!)F~NO*O8G8y(z6LCO2r;3wsxo>NcYw2Sl3V|4grE{(;$_5z=ugQ_K@H#&^_IW2mDx~3e@aVH z@{iZunTr{gEm)O2&~?l|3I#Fh(!G0IDM2(A1@ARDePUD8cHYxi-ZdEV?>&3=?DV3} z1+9wHL?OI6Xgn-QH#+jnnn!C?(WW%>)~cqUkS6Wg=5`sAMKymglr^;I#n%)j{D<|PX@bRI*6j*f_H}{L4nY_}V+vmk z7>s#N4Kg$m3{<5b^0MZTWFe{%0kT3m{;jFktjUUg5AT=VkY*dddQ4ea%c$42L{|73bc5neOVD|6tZv+q zT8A?HA`wD1m0=uXHZ1ZH2K+W{`h6+MKTC{VkwK}n>NaY$7f*z20uWnh@0rO?ZKLx3 z^Q^GuJwc^*WWKk@s#SYmC4w{bm}1DWXwe70^UQPkG37hh5yHAYQgOGub{B`4DZSdR zPgiN7x_{xY2<0-zv9M)~5}J!tg@Plo4i2}zv{wnQB0^7IGMR`bs_gKo^C%qju*ER= zIhz=hcY1LIfdWYxO z4VQEvlK}(3&&QD96x*Yt#oEpa8hu9t6y$_v7swXV)Ssh~|MSb648ZV;&o4vrTrCd+ zeCeL+3}@(Ydj^r@l2IkDZK;Aq(GlOk|3vG5FZat3RTZ7NKT3$`W5&HSvgRS84R{1n*0&i!- zU`$K$Xu@)m-oB!0adc?J!-VqXfxcQe#bNyKq~kAc@ikzz1aixRIiB&v&S3s#Z{s0T>R{rnBT=q8z+625bJtX=AVM7 z7mELwe;U&9wUi8;8`NBW+lt74U5_ie!p=2q+;}jzUBFl0Uli{7Vk&JKBx z3c8xNdX+QEY)0qEvc-4B*=Mjd^PoT=ic}xopk}`8e*QGDtl6og`wd*9eHWW-zjchs zma_q3!;hK%`rM3j!)jyAOuh2@)i^KzRXVg5g^0;(pO19zu_o3A1zB&)nJRBg8T+qm zY4Rg7oAl|6B?H;S9#f07-M~U}oU(J`Zte(jvSgQ}XDl~)OlQ9B0*zl02^^MtBcQ?D470Tut~*uND2Fy-JjC;yUB zKarP;?y{b(zoq}gK8U$n{}(dAao7@evW=heXV@e zn-T6^_X1p+opbwsOl4-ZmYkEXI=W{@FQdA4CK}T`@we8T-Vn?b~Y+$vr$jgcadcTk-A}F*N50b z`DM}p0VEHDs*6pI9T5a0w-My+o2}BCLMKxmX+Xk|W;5^@SeulsBj?alJbS}$lX3)s zg6?3wr0CX~nprq7YYYa+={sB}Z#HY%^djA8--+=JqB=q!=g`T^+|!;I{`4IdsV+KO zcoQ~aHCt>JY>&Q|v1Z!UK5{3ahKv69kSd#ZIHNtJSriuV*y+1&hMIa+^3)tUo7*q(m+@Q?b_1~SHv3!KI>vXr znEn#B@lKAD*?|8}bAe!O@t#igz4nUA2FUmF)}HzlE9-oHs|Ry*{DR%LeSV*u-5D$AKKjZ`?rL7k73%MgzcOgP&peD>kd z@=)<46_%8Y=A+bNu5xJ8{jEzTGmeH*V%0%zV!Y!VwAD}Ni(qkVahv5Mf(Ge_{t+A+u& zo~p0A6gRyO-+yz@uy9g=a2Ec}O;=nj=o+zQPuJQo&*>QdAO0fc^;4z|{MD2x6gg<< ziTJS21|3C)kkvSQxN3)oHsAfmYK`|fs_yz<0{mcpW|w~Up3tRnlNHiSINLe0!f721 zn4?J9_4HL!WMIUhpPj^Cp}_i+{c=APP^}e7uha(LPcoi!4QgjpZ+iDt7tStE_-Co< z$lJ*8mnOL`q;A?xz+t+0T^|x|ipQy{%jm^AmvdEyFC|z_=o^>Y{3ux6=$+)c+X}lr$LmK`q1wP6pG$M$^GIYe#?I@`)Fp%s}%#v}qWRsb#PbtPD`O)MVG!YpP2V_HPevyjn# zZE(Wrc|O8REFDLbeKKbS@|BOhhQ+3uZTzfiRHThaY&|YAMw>cD0zDn~mutAt$ z*d^`0ef#b)t)h*Ni?I+IasNCw_)I8t2*3{KZP+-NV(N1O)E`jC!xtiJcE;Pmk+8wg znXU3+32+kDq;Bj)BM`DyHBouLn|#zyrI6=b2g62f2ln|KO-O@D2txpr7749u&WjgY z1NP{FsjHYVV}{~$$-^k97R~1#6yMlFWW0f61YNn|f<}EKux!U;3y>i;jANf|dP2;2 zjHZJl44oE4!d>$GO7ly_s0c3nEpg`(b0aDGYwhS2Ezwmf%cbQUmcf>6!6ix8j6z-) z)v(s(HmLR36BAIcnM@H@q;lifEy9tC29o|^%e1LDeF1CI0EL&*CedZKO_2(qXm>tg zpV5$oagj$&{iDuHzx427G@6VX$ElGYq$;FrlvXIzz)O?(UU90z?Tdc~RpU7KC9T=N zIT;{3I94}nJHw!;1_F7s!j$rU(@3!{OP0*0UVV!kiXN%UC|0<&Sp$}fb%zHf8jgH4 z2M9@{C*Z(v#U~|Och$}}x-?ZkT2b5vDi>TNWG@9$9Xy{5Z^_~@$h#naLQd#mL8uWA zqc1W5Oxo&iRS2buR zBtwu(KN;b*&S2O{9!fD=LIhZvse;%=7?sx3q{xcyYqXjRrq$PQC5PzI_?r8gTiGKRrN3SQ}c1}{;j zNyh-rp}jv>vj6?0Dmt0>-~q~@CS=>Zx!tjP1DXvy8>*?LJ$keQ`d+3+#FhhludrBF zur@FeQQ|-i6>iv(i-6G zgPE`KgxHcZ$mFBNH(Xia^vGP;*SkZ9YVEVOm18%clgs05k08d#js2^A$e!nw=M_va zcZR@`pT|S96H<`g<#2rE8sV)+9%OAOowe{=5LaUD3iUTKe|b)goTf2DEs? zD^Tg$fdktuRMi||oxVAoqbm2A-8I_Df79w8m2D~u(!M{gIIklNPG}m}@RVMQf->Cr z;?+APu5n)tMg95#>KPWx~Sa&{xAfrU`$!gz! zZM#TuW@hceI33orm2#2MKpwTy`hw2NyG@NNTVqp|(4&z)YBc=D{SvqSyrUBw>5C(|O;zy}+zbj1@R(jl_f!uFy^v56nQ zy!N;E6^gn8#Z^RE5A}RM;HQj_jmg={>y2@fqWZcy?##_$NvBJ%MGYb)7nOIAmrB zgM*~Xrri;%olE)mB?vvknWnMhT)8z0kFeFOBztIgqEy0b5?8$V;AyyTE$RLdGXx>L-N!=CT&AKy9@^isJ4vi2BmXkN%rs2QjVDI74fh)DwR zk**mlY$Tm&jgam(wuRzS?zfy8n@%%vzA^WZDSwwDb#JilDmLMI{Z3)C{=;QsxXzVbleidrX$biQTUYCSg@3=qWO3 z{gnjST83#UWca?Y<`hj4{TH|8?PU;!SVPsU`}a|$>8uT-KFyUg)&AOj^ka43eukCj zkD;hL47%?4&ZXDrr8RuvkE$xCjjePG53y8$y(53oPnnj^&WDJLpWvhP~@%p7U zBJ$gyD-~~A?Bp~;22U^*fcly#!t3x2LDyu$s5Mx^8gc;Xs-_7%ctBE;p$IbgfeC1- z_wL=BTfn&u8xgjJ3g*!W9nWymN!ttzDkud+)yDBDR4Y@*;GWV5+jCijAC}HM#dYap zpTc7xy#kQ&7pZF~Tf%rjdsfn$CvV*WiBIMzg7DKI>913tG|*Bvhj5AX>MM35U zusg6g*CLxLW|4n=wd)Lgxc&R%;_drTobflQ`B05YxpL{n^-2f)>GX|VlRwz8ss)D6 zQ9)eZ^Ejof0id28uUozQ#6Y%Q^?1Mrq1ze37T`M@QhRuYvz4mA2+0m9h&ux@mX)5L zmp3+k)&+;3GK~us!Df5L_3I5eT}Az;&9>4QD7?_~lPedKN%udR#IY7xFH2M0JntG- z+OSJ(`o(OhL1T62|DJhu1;7pW*(w?5ofGEv;lC)yEx!&B>*@b|WoPhRw5&wgRYhZY zZ^TwJLK;tQ+wZ>(*@_QCU2r6{;SVqK9sB=n#WDYXI6Dup9{cz2UnMKMLD?l5W`*oM zDznUNDP+$(A_|dYw2-V8l9iEhOOZ+$kv$4!WJYG@^E$6`|Hl7+JjZi99lxLBruu%r z*L8h9pYuH5@AvsW)m9waQ^VF_Fw^Wsf9K|61}K3}GQ*8J9>^zUvpl7*C$Q^*eM^%< zK7F$R9C@-3r$=87Rj`y6YH>n&a^9uqGV?*ZKnyh)9nhavaxv&p=o(<)%W{M=gZi;n z3{Acb?QrdQ?q#v1vfYSN{wjnSJiLFs4i`n{ECNP(YV6M`H((7rKXR*9Og}#vG7x-4 zMBf;NUfQNsm=`Kg_ly5nDLK4Fa<}Io@;(LSf4Uw?wQU)TuO5}P&m1r{?%Ct~@WqQe zh!Z3yY3AB~wziJ|eKSYTX~|7v{{mYCPm`vH@?aFuh6?buWV;BJ`?Z^aKNY{q@ndB7 znr%lxx8!ghokVohZ^>P_>vM5ox;YHcg`ZI~?(c65) z@GGE6F7F_C5R%GT99~2>GlvMRskcnBeLu;!=mbW1x{BjLG}hnYp#@I5l@md@6H+CEDy;Ae3z#*HXY!R`S+VFZ1iRc53`jBM1HWzm_ zS#?FggzZ5t=fpE^Dzl~n8}zO$8ew=)@`L3@pE>rV|C1Dx|5YLu(TBvsXdoB3@&qA8 zFp-T-oMf?5Y&YV3Cmoc31Y-*|Sx@pP{t|UNFX>BOwcy8BOA13#&^K@SmOR~n1~IxM zWvNk|Tnq1B7MNN(SpjzB9?&KL0Fg<(_wm8hjejmGgo~2y4h4nO_NbZcF$J(8MOF-7 zwv9H!|AJWyoGxuVd~i;iG_l}<=KPwwrg_CULRv1+@-A+&)Tfe<(99<+D6dv&Hbs~< zr7L9hDzQbRO^8S;b~S9Qag-i*g<>fORGP=bmY@iBBh)Z?>gR5GWy+R4g7LNx-&B7k z<~q_NfpIP*SREpJFYJuiKC93JMp0Z2?z&JUP^Gl`~B_eE?P`PjrlR^Y>b9&Q^LW}d=M z$RG1m0qx0*bZgeM2l+Q2b>f|M8ZFAZ5d>2(W$wwoa%G(`IE(^<8|ulqUCDFx%%;DA zdW+}{Nvg1RBp6pDq{~R5UTJu$crm6CnPzh-V^7X4J8al(z0BtF!T+ss=-*X}3Zflf zNPhx}rtF+<-83m(A_;|%=v$`LPjI(r%V622Mk-y7!h4^I=VD`!PIF=xzS^#priRn z6gJXY$C{9inA*U$=!FkWyj)YH1JKWtec#XwpdcC$h0W{x$Jb-6(E=|s!M=SNz*P!e zp+MqdWy3v-Lx)(?X2vD9jm*_LHRtl4+1D+O-Bv@0Nn^X)VOlRdOMhN?@Hz2gq3f5$ zr_P^?Tw^)$3d`uye#!@V8Yrl)a-}9eSJ(QWDa|uN68?bas93wrRkOD{`mF!!)vdJz zt0PN(da#sT^oB73n2bN*z$oh}502WunO}UD?ScL{p=Je&W35PwfueYi6pCgTVre@d zU+T%e8r#N+=REx6RF_iq`wADOA>#$PkiO%_)hB}@?r6ZE%0J)CcXq}U!0qySF?>fVjh>MJe&Na(E2PrSIX5=9$Fao`i2?pM;ek)GBRe?P#e zepzqnLgins&FT8rUw_dZz=6K5<=C>4VFc_uZ+up3{TCp=P-Gt>u!KOLFg&a!f;uK$ ztP*I4Q{Lp&oGpEbEaFqhxq}-B-W9ghZ>n0hszsfvzZg-c*=6ndi#>E3zW%Z()T*9R z{(Y#;rqlCUr#2U)-iz*o57!=c(e%p6 zHo$vpCR%}8LDuTRD*nUCpJ2?*D=p5ScHeZy-tNe(8HvUJ`qCBNfVifhQEY1WkmPf% zvwAWX|6wxK_I7H@?^{e_L@#LvKCv0Xk6KZw&yvUPK=I;O2z9n7T7SKhMqso{RwoT| zqOeOpeouWf(#R>BWOq2KT)_L}`}glZcp)I4U&4}Yx=T_d6*|2$*L1+<_C8Hg$bP7q z$tE&5HQa#g0#)-y*`AVX8|J63EABgb5+bsA0hmM&RGb)^^a0#Y;uxlS5W@eAIz#r4xcQ{Cw>&?b6iY0HpOKbzjCyR<7nq6`@|x#le>EiYHyL7jZzewXZ zkjuo>ee(St=WocVMz*%O4r7v7eshd6J>J;5q2R0$;lh<>2Hdq5{_f zl8hpT@54f~2$wdHmNY+6IB$;^aL)ma`5agU_6 zG7hPKK09FHJskz>PJFwvJN`-@JDB(WcGYhovqkjwRFl@Ly7m_;NYbk^7q>Dzcs3gq*(n zYdY=4j$3qf;0gjZiTfg2gR+Rz2d72-b>(P@i0pEjn*N?H$B{t8kT4+R)G0K1?14M+ z1RC32WWJ>bt7AYG&#W~%y0a9HZLt`%UZdr~g_?Y7*7R>x8PP)#B^jxK^vDYS&v9^# zO@xxlO>Y=77y*8y*NPl3&|g$6GLG}>8Im$KrVu*-Q{3P*lyl%Sz!vWYr$o6HSK#}^ z7E@jj6*7Rb;5Zd)xz{0iKnM^7UrIXV;ulj9x10(aqRigUl+VW3lcyiiXiGmKtzVQn zdRPM6=~y$dLQn=sN~tXW(>9XgkJF**yLpD!MQ_iOfBfP_I^ea)lin>&92O!)zczd-&(lwJ9moJLxom4O_H zgSOHjuEaMR@MXd3Gy0Q6V5`Y4)|@zW$-zf+t?7&3&kK7X zG60?Tp@K3<5flvMF1p=+d_YCICV&_U`PHBe8|y!t}z@?Td8FD(99A_+HnFc)M#T6FEehLkS^ZFsN60 zs?5m|vv1U0;(7oeCfBNHf#(-fIVLoiNTB-f}aq{7063Olq zpS0x%0@WC_#?mQ3*~zxzrU(Wo+6V&3*vU=%Bko})z-6xIE;DVyvx$a;W&u+NMX7|o zvC|D=*C72(gb}3C-yfXdX*y7-)>vovW@}DP&dR5LvPLGodDiQFkf~~*Z5JJDd-dSh z#7Uo@Q(+SE3^!`ow*(|@d3nP0>6dA}Hn5&pk+V@A616tQ3M(0Iw&g=H*{2@N0l$L| zs6F{RYH?8BGnwv&S#AdRocxF>#Q&DC1fE6~NYOX*Wd~mG&zDIMAL0>>#ee=aYZ@W7 z?~YE}II-fdZDHS2vuD%MO+`u% zj2B7-lb<4EeL4@lfwOz%<2G7$lhmVE&7%;mgBq4^e@l=3DEhC8kDX7EiDdw;8rq z{lHFvGhP+^5X&8jyw{1KfA{GUxMH}Pmz z_o;|{Az3e(e+q50;I1O0AWrXN2j=7YN;zOPr5;QV5pE*6kRqBMRujYE=SbB@x1J&d zF5edC{1znHOMd@!XL42>x^Yp5wmiC&AR?yYT>QPOe?h@Y-wx4W?VPWiePVFTdD_S7 zEmacA^wZ%#>8KL3Tw&;29t8|p&sjZ}Dzp22oYpQub?tc4?#J8#%Ydy}f*OeIw?AIw zg}F-ZlP4~dzq=8b;N@;bzjWsXPE23JTlF`Q$7 zykXu|az}>{;t*+ybV>jp)8KXSsvy4%U%0|EfB)r6*_}iN|5`Td#9)qu znQo~OB1A+aPK7MgO8M%zuwXcka4-%A2942G|kY3$o#sHYVjfZnRc?$Dh-wA-R zzDh|DIh*}z4<=PMaB?WDR#u&fR@YN1FSjyMqQCItA{y9Go6eEW8`jrn8!c z9&G`WN>0X;`){q$32Cq?ZkelAw27rL7cg4x30D#Lk!o@-AvH3drM83imSm4_RBRC_ zAkx0Zs$ zq1a=+_2@!1Nc7!oHgSukL0I5OY8uYS z-EEeDu{lmlq&>%>GN<@}*;|)({`9-xvcE=hsooriz0yoJb+=y_N`h55vyz90MD=+v+Oi5rBy?BSM!+*Ez5i|Skwlp+#*|g^;>|t)KAG0agRS^j#O)Fp zE^yv#ZZJ*PS137yI({azkY0+WO>3gaCdaEZv!2Pb79@`xi-C1^hVJYDGc$9z|TBK(^@m#Lg&SFAWFf|%RHJ*xg9JNb%zag;g)r_ zsY?{!H0*rtDwFfHBw#sgw~7Kq#P+~^jF=b^81|k>WZmI?l>s}Z6aa&# z{FECpQ-ho>$bTt#ob=cbpDRr#8q3(AmHpP#!m1kbjF(^*SJECcArs-f5L}Jhk|{%X zRu-`+C)}ASc6_*tHytv89%Cj?-*ow2l5^n!urj>ahFca6ZCZiQW#17Kma};>-9Zog&6o`aa)Qpt=bq654-a>8Liae=@)+ueQX zTdPjuL)`?k0*pt+F@w8Du}>){N)2f?l582Rmo$f=GiU_+Nl0lhq^(%}fvjCCfsp>y zR7{IlIcyPOT{iD3&KJ`wg36-akS1Sj3%fDSgPV@rC;^DX z8_IG6YS|Z_$tXme z@c&5%G>}O;b@z@Ru*s)fn0wl37MtxUDLn-ELOl}3zz&&3h91iQR^jnu$6TS02!D6; z?|@4PhARW?NC?OmtzQ_1RhJ>(z_;Da2(1p6z z88`XmD2D^*3WrCdh-$xol;MpZIGvBcC8N&=i0cWmPzE`69;JS?j8MBHJvadNvHeNo z;6N6LP5VKOF4;S5Sa!bE(oAU-ENEs&bon05&ChumsMm~{uwkuo$#TI(Uk0&x$6 zpCz|XzH+76-3fBY^|*AIY@2aGl6R00rE$;Ixg?^OL>DK9mVhqjN(hn*a|M}0zQD8_ z`piboObE%1BVa~>P?>*TgkQ{y7ex9cyAoo!Vk_g6;$r?l*t8u8a7E`lMNE@D`s6x6g-eI(v97Y5J#S%SBl=c1nsb9u zxC)N_?&E6d+vxtc6gbG}CF_zpBxSG~Vv7H8Hl{#eCPJO0cUtR(ld!b3TxmL4IAlLW ztN(nR@6q@0gMlcF#1n|TI+FiJrXnmaM3?vSXWQ;ZLOq|6m8bV;ZhWwAP!pSvC~_QO&?U=O#8(+Tne<7Mxt+)N24onFS(uxmQoegdixOS#!_(Oc-9x}uk?3cclL*ji;IWg+S8u=wi+ zq&zgg^|d6tZuTBzUd#7L?u-k%b9eJt4jw|*LVa_QRF|L-O)*}vPP>*VUqyw&XiB!Y z2odRq83)D>+1A|dH4LjTpsB1##+L1*hJ$h000(a146Gnsxjpz1?GO6pA+(9ia*m9b zvx2}b>Jpgrif_cl9muv<9NSX-c`%!*?ZqQ?pe+zqrJ^OUwM@A9!Ko*Fc4%>(VLNnu z;Mz4yzdkNY)GvA&d(hV}Yvm?&r3RixobsOSFDQ~g6*LKo%`e~)~Hb#F_yp&0wjgl z)?5J2v1bE6B zS0dTg6dIjglkS|IYgJl`XUc>d>k$WblSXift0;wK76k!EvU!c+c)@epS^52ZUg;a! ztT_w~YSQ#~!NM2;*!YL6(+lTvRrc(3tCqLL$A(U$4O=dXx01256^|LY{k3~7kEXE?zsF{+joO1^&p^MN z4sBirXO6=RkR(arRJ+q+(7m@Z?EvMG*R=vG!;q==|J60z|Gg@{38>*p!bTuehflIS zPUkv1J5!|D#%B^J@>3U4^@EeZcw3~rhZQ}wUi`sGurs$U6%P|^FiC!0zDtJu_~fqh z#ZJ$Yid`BuZz1-f2bV#e@-=3*=+nuVAN=i}nZN57Wi;rk9=$9pTSMtd*+H=bjFP@? z(+R^vC~Qz!!5%H+w(e^4n;Pp76MtYGqKG5nPr^(_>D!}o$j;XG!n=~Lc%7hWqnfaT zS2liCZ|=g&9aX3HgNLMG$7M}2V(KaH-8R{O6Sj#u{?44t^EpA!imsmY?fr)j$pkC< z_p4T~PO!D61H9BuNL-SetTUdA*467g!yr%k-RgF@^R9@h1K$4~Irt!mdp=rEvY*YZ zr;ph6l+ca{DMTG>RL0UhZ}mw=Y(v64(f$Ohlj_1E-0aJ!*PZofyDIvwxpGCuT&qh|B(qlVw_&^a~O z>O;YVi5@<`-%i@w_t*Dp7Y=*wx_r!XiNmhTA)(Jh?lNZ8&rR&qDBa|SiUty@g#*eJ zA(?cA(rr`I`OTX*c&Iodr4c10hqA^vlv6Oj_+`WywMJYoaIZ8yac<3pzZDU-kf9Z4 zi_H_7P)P*If9N_AS3RU4J4v?xIjAC}95Z+_b6XwTM_Gq^XRhS}?GCc9*{yZOi~*X1 zSH_fL8Qa)&VFXQnuf^?#XDXUU@FX*oUx#1);=R_e3PO+)Rx>oTV-e7w(%MgEgx6DbY&|VJo21HI^yIXY}Ry0$)PWA&eu2!shG)212UCQnEDHepw0x~YF_s1|? zjbT_kZmd;816xM^X|mM*4|5RJ15%Cs{86+%OQr@mSDoLnu5F7F+h5H>M3~JVND(%%R2Iuj0Q(YZ0m8=1?~^hDEJWyGu7@ zU-x^x-6LJxJ+2V~WH&*B@Ki{>(z(e!(GWwY?ss?%kdNH45iv-5z@@Q@V&@2x{H$G@ ztJl5wl&%T=pUpzvC=2FU-Vzqwck@{KtI+2?zpn-iU?{5oTe!>xXg0^U6&g{oCcz@pIy@MX!Ul5dXfhI8M z1x4#mA3p2bW{Uf~c~MYMRBp*vs~Z~1Xdif+UU8z~rDv2pYBu(?P?wHd55i+}OKKhS zVL~S*r0&+WvbJms|8#%Ztt1qZn)it>0EOzcgU-dkqd(iXem{MMNO6$U2dwL>mN;1h z7L|-THHoAw*oufBX@kKrN|7DBWy96H@;J(=UT=^>xe#5^{v{o%sE#7B9a_AHA3V@c zS-Wk3n$Fp76buu^ty@-9d0^6sP@=@l0E$_rPy6s?^ch~bw4BKPShR8mk!_HW%@=(g zDSNByPI4{29m3RQygY4FuC4EY;&t!T4Ol})pHe~dTb)*ZCJ&ZjnjE4NCNF|P8;)%O zAKMlG@?LpDh|yd)Y3My!kH&85rFr-m!f7S@ZKIsJUlgLj?CCgn;LnI(Z~E z^OR4!xUgPv1V?H2r^uT0*OtP-3MB`J#lH>?4x(RU7k#NyJ>}DxN0v)b~S-rA-qCb!NnzInd-pz}G4h7H#Hdrvvv;fFLGqmvi@ewSSo z_g3@o6Q!U08g+Y2`AOT`&b=~wqWi?{<~>X-n_eDv6Xn6v)(hT^LmX2Hwobqp4gz1o zkLH38ZPZ&8k-N@Lv-rO{pkMA|=lwwL4u$tQrI^slYSyT{`kZ_V8Cta-WaAM9?SfxF z+ESefGDW_XcD0{sTa%?-^0Rx+OY!6A=qM90j^$#C`<}g4X&>_r59=m-X|PEPyDkM$N3NCi7@c!% z>wb@s8_#^-HNa}ZgpSSnE^U4;#4!D1{J!6bU4Az0^CaKZ@@|Z#SKouLd@tO(AMvsE zI-DIT#5EI(%@ed^(37fdZEcNTUnLg0$gK3ARVY`ki-$)$Fy6tBtXg?i zQQZOqI$7G$1*>CSwn3MPEBuH5?6`3iE3^h`P7&oih6zv_xAObnxyPoF?0A8FHMvXrs11vIkbWWq#(Ax-$JP?6LpNpedjiS%_QeQM; z4go193}v#*n14vA-~C4X;O;g|McQ)}7H~Z&jB&$;rIDHomremB(h``{F;6>4Q#(4F zYkM3TAi9m94)R^Ue(7#k=9iAgni-u}mSd*+#Eu@kV^W^GcnE4|)QMRdhK7c49hRMb z|ClQ>%97O)VeE4EaNp*&f)!=qe!CuB2fNzZ*_}mKCw>A3hK5G%+t-q*NHT~3{qSfv zX`F6=(i4;@AcHo*$oE#bjjrQo>_$9;=2=IW8uHX?$T1@e3;XaUZQ2Zf(^}QU>Gz7W z)xpQS0$K{Atn1gK=|4IkCiuLecW7v+#z>W_@6j_ID3g&fUSzyU7cP`j#!Z{%PkQv2 zOle5lOrog1j+T$pM6i+fz+YxfKJc!oxI*37JAqJ!rhiQMeI6?7)1YT3JMz$#EZYVh zJJyjm#w4|h^c0<(!^=16(!cVKu;LE7-_Lp2?>>GUd}{LroVY0Zf^rNujO1v{Ss2RS zmdC`zbUS(SWLv7*MhUfyI%Co2y?*`rZccy#yz1}%)79;kF(6=oj;spXe*IGDP?q6q zc2DUtIEQghRP4OsZL1_@W$A!bSnPf}WCp6-!Hou3JvkHE_MitUzG}5<#a^>|`0UxU zG9bmroPo7`eUC=l?igRA+cG!HI58+;%+TSAt154&KpWp$;3T=F#o)KDLQ|AGc|t zo9hZ~%!)6otE-D=U0oc?dV?-Vd;u1&gktQ<@ycg@&`|7I-o{#S3b;~_1}l984-R*Z zO|2nC6KVjAeJV%?2TQt@f5O+IvSaV`s^{Kb^oduL@9#X}ih0MU7@~|J{4!p=rfMAx093r}q^4i$M zM2o$2kXE&)vtkps~5IuWIC?n67lZ@UggN`08(NmV9kTX9((UG71 zw+)@^LvG2)9ce`r_|(P95Ug|=OL+o6ixa{i-_hW$Wc_h~y7EdyIqBhpR;Ox-zWz&1 zbM=P?^w(+AwylOTXU-hK0a4m13Nqfc*F(%MdQQ?%aCcN_UduRAIkc~AsR{T(Yd?kGk91_hPZM-)>#67Z zxN2=~y+cwDA09F8^U`%3~B>kKJ~jB9g*pcZq~ht5b(?5r|$H4e$PL#|#L~(&jIe1Dj<+wOB?73i3SY`X?4s6GB+_bIK8+?hm(}1wp9A3Cge9NE+!rWV09%qpM`B| zho!%2lRJKWw7kkyy1~2KsOh2E01hLm;e@^iH<4CHdaK8|xMZXNb`E`&lsV_J=IfYYN$ZP)db!}1j@P=d_w#OslcPodDfA?SXCr)SS$ivA0{Y2Sdc&Zw& z^7}bk>I4=7fD;bLn@CB@A_HBRx;r{rxE2gSd^njA3sjG_+Hi!%AnT=i0aI!i`mawTD(a-r(6rZ=zlGcu0QX=Z6DZFSv%mSq~oa3`n7 zoSpKFF$MF-NO1FJv$|K1CDuYz_x1IWOgd|pBPJ7De?jnID72L>093Mz{QWD+%_2AM zPR4@u*BW4^37`XC(FnGjkxaqz9??OUMnPv;6yT^bT2kz(!0*ppxpE+>Q|Bc=3{ahF zyMjdBGw3fLJfee|>d50=w|sdi%)i0nrkDjcXXSBEElKilrBZKw4zXUVH?|F z7D`c{qCt+1vrwtRpEz0khB@Z>l$DlvaYOK5ySCMoWKajA6-n%vRnYBrah&jJu!uM9 zb!aiG&Y3@G>SA?!9rY>6Z!PA4`ILsLW!k!eId&HS=)*^jRMXWhrC>SbV6Vf;J=DIc z;zi=mhz~zpe`8*QY#>-Yi~dwbviTJGRJFCWO#=3Ch_=^Xdr$lcSpE)1T@^(vdie31 zFFyc*J<7|A99X?}ZGS5A*j6eH?=YSeAbpPW4XU^bv$=~Q*gx#>zq%-7&2GDDuw-WwQP`kcW*&YnN7#elXX(9R7(gHEi7 z=Be^7?-7PRHEb}T_2jIT#QX+q^ls%YxcuG}d?h`-EA>CHz4py9>RKNCC%gCC%2^S? zZr3i*RlLab69y$<)|3SQExuhe{f``fkHMK^q;O~ z3Rw;1FtXKgZ(5M72aaRTow^ePW72+wnPeD8%~6d=DTbnP3n3uO)07J0RMP z-c5Q`hK1jQqbSAfr+S;2Nh;I@=eLF;7BsSE(SMlD6Z0Ei-+8P5S=9KWErX!}PL^Fr zk2Wq-RkE_OB&Q~|?&Y^1IuJpTFNdGmO`+`xZI0pl*fl3;WEMOFu%Vohs6wgwG*P+x zOerPZ5M^N4&mxW55E4?FutBq-E>!}3vNsCL6)%~xY7rF|>sC>*J+aO8(MBSu1|qTi z>$}%?3#Hl=pB10O>^t+2^iTQMy1SkX2&l#h=|d=Vi>@?><%hJt9?SV0a3!uHAT-{4%6g*Bth)EN_2v+%FoW)vrBK<4VfK;=is?&&rZ- z`tDhgYu!-&OMb$2CQx!G$}q5NTX@(qXlMfx+hjPcO4)iAxfY(s9$xKNKVtFGKK837 zn9uEQv)tGAmAam!P`rY+%mL$x?lz^AS#-sbaV1^7tfGF7tJl|3*LLwA7U2s_rOMh~ z@3K zWvaX(UkRJ6tgJ+h1kqvdN?UIlh|N1#czajC>>lXs&z&aU5_(*QZ(VS)iuu8I5t%Za zs)`9KLh&1E;l1KT_GcFdGL^#N77!E^8Ch4&OcL6w7n+-Oy`u8YWxy%#k(BNq-^xd0 z35+Mkh$|z2uO9(m!sBy3oReiPUB0Yw`ee|!b1TXt&00wVJ}t5fUbLo5z3=e2{R;D_Q_rBhB}QdznB#Gbgkc`dIHbo&ZhcJ$f0qq#U!U zuO4p}YT}_28nf>a4>7_SSGAgSn|1}-R}?viNL3CI-$*FRN(;`rXMRhm%6%5{an_(p z8HaC)y`3ih!XRim0Qeg-gi57+eGIcBP4Hee?q-;F=z+Klj!h78JAkxyw%UyraqiEm z&FO=#VuOy>9Au!Sr3=`cqWes3KFV1>!G?eU4dsG*h(@XLgmV-)T|Y@ZjzckIB?sxZH}QaG3JVGL3wtt4BC?^ z-G?Q8jkZFCiix3?PXmDw0_rL6NEe}@sh^Q9Q`2P zpr90omEy%Ih{p=toj1v*RKO^|r`)y%l7Un#Bbp%y&4KiP(7e{IQBXLiQr4o%>XG4B zGe?rs!2BbjzLhVuoM+9ye%!@}6Q4DCMXm?%R@6{*XL@D0*L;$4_pTv4Z7~x>ga#HM=O}Fpn zm-^YX@8@4RlN&60HSUY2Q+0orZzHQKU>|jB?Ame0>F4j=7Ev8;UnI3mCGPIFk z3^l{<@4&rJ8R;%o;5?(lo49vdX4bjNlEPN=bbZb0UEjTfDuZyfOu|)Q@PXfr48w1i z97#Mq!%N>6#k7>?Sn~CBjk{D~AXaf3xBYxpZRX6x&Sb#0_YX%zR&z|gC9;El zPL)roULYY~w(x#5Qdt*QswbYUwOYshdBKo@|Ml0!>JjbSynL5(a?tzkvDN7&XDH)+ zHl(|(oI&cqsv26dsuC7_z&*;s57Vx7Xj_=wQ5}#zAC3!2*O1hSuCC*0=*6(8^`%Rf z(Acb{J4(JMv}wHIY`NTw6lS_ zK}MWwPe#Glo(p~K?7FgwX4CZ@^IFaq)RuJL=sDx-Maw{Es+eIG7cX5pkCaV}R!A7a zNvUe4Ww2Z;aUO2^bq3KTPg2(u&|CXE{Pju){P+VgINo6B*_wo@Vek0pP4OVx4{Pptii*jhA^SII9^L?0Hwd za^+^PH>eLX#z&S#!1)_jt~TYFJ5DEl({?DPWN2$jD_yXdibH#h-`)_TzsTq$Wv6`| zJy~g`g{9?Liu$VL;$SvLKsreFYNlks;#NoVu=?W{oHS)({5cRVO1YJ!{|f$sWkFO^ zi9ZCmQVk-1=)NyG$#WJK&!}&y26H~2{z4Ef2(n$l^*79&JGZ->0hC}N*$Inka8eyQ zayxMRu4?w)R;x* z!q>&mRlv=oM#(~Uh}&?xg4e@lHM%JZmC%QMjjgQ*8t$Aw%%41$V?=w>&ZV!~S7G>b$^+ zFV!CQw^P?;&oP|w0o%8)!z^BsX$d5B4nu#$&WjeGS-`|K-1b~z5czp8M@JnIJfWA| zIW}>LkDu!1;!*FtdSbimu6e37FT1zj);86odIQ4J%PBvQvPuT`$TGdlW1B_QHSNKP zYS2NBdt-Uy|9Y7YotwS;G5l<1Uvlv*8xBs1$^bpRfNaOloVgy9@-eg`{T4o}(|?ct zZ4#9J4o3xN>Iv!kr=@K?I0;Z85Ub%GRR7`5YyJI!fh#s>@HE*BKr*DDRg2cGSF(aX z&fpZ|z=>G-&nYEP5e4Vam>*oTy{lDdML4zdBybh>4a>g6X;8m$<33N10%*oI`AzhA zkE*Q3oidy$b^F$?^LW0^c{$RuEYyIbbHr+9C-qMA$6%}CL?vybRh#%+*^la%gWXwc zwavWb=NjrgECy0~q}&7Tn*}>Bi8|W6i#Dw-EvupE>B)kW47TGj9J6z3I9dMhZBIFkm z*>>co_zHwg#`Cm=QXc)Pi>Aw4HCEKa9DJLy6>s|te> znhtWANCkW$BkO*I%fyNDJDY>&U%h{Lj&mLyP;$&~UaZI9c^tu2!Ir(LRmlX5g3=4u zF8%!45W#IZkkjb)Wwbp^y8_gZtdxbpk;aLMMT>XfEZU$$huUB#a%itk4@-_kV?AD*m!(z_%PM$J) zHIHIbb_8hzcf%Kn1;R>Q+6{VAE$cmVf_Eij23XKwL&35$V!j^!Q!)(s!>FNbYpDq+ zI>CU16|x;Lpf{R)X>a0RoG~6z=>F2e7N4U_6QmW`!7DD#QgBAf9!O&Gq}qc4tQ-$S zlH~OC^2&l5YN?`ccY0JXpqFdSa=|g1rn5||RU1#bzW}feg|9EQdoB@n0Z&r$ZlJpH zpjGxCP_pE*?}U=z&WYteoK-G7j=<;JFOHyBh?7p7Ngkm!5v-6)l+u?UbB0yceuFxq z3%Xf^B|;Qn9&I4JT9jRoqM&FIXF@{1s*0)J_Z3#a{E# zHZ91-xP6LpPAwJB@k8U?+*ae)qRYBc6p}ijZN!@m)y7&1w-+51r3L*&^IqPt`*t5D z14pQ{LiFKOk(8X={pn!>Z3PMuai9ae8NB%xTNT6K&cehp#6VOYn?pm#6aCCa#_!V` zh7aP4YTbQ~(Zxb5eZjVuYPOW6_Ycg|VbSM`EK1=v&1|f!y0O@B)mq1iAvIOjQ57&4 zl(@t*=FDkk%a;>tDL(ObOU`Cio_Og%e(v2+|LR86ghb5VLctjjzi)p#tZx4&ev1Pi zfpAdBq|fz$(TQqYtntkMi4Dzabe$pBpF9OH(0)q%vyUsZ!acCVCf6A=Ds!c{I+{KF zeBn3$88-HMh0Dd|NV^yn@iA-O^Vc>lW)4WnACQq&>Icgjt2M5d_YTA}vV%6)n-GraR zYPMuJ@$V}dP0{vJZ#c7bU>}lEY6m|PJ2}KDUMSDcLI#Qh8+lb(YBC>p{nKxP26Q@0 zrE-iacW>mSZ=(-gik%t;^LJny@($UXf8Rol9l~(G;7ws!i+ zHHK{2{(W?5DYK~|*ORG^hmRY6X7S0EO~2&%v7G$Sj^~kEWcl=?6#_tg?AdLMNg%jK z^7#hJC^(UiV7D|ge^=FN3B$J6)*9zLO+6+w6sVfzXqhIEGB5b{(H!byIr)e`WIx(I;p zky!3-SQP?BHBiP(&3cxYD-A-qY5#2z)bGO7UcGyl61S0%UG!F#f;b)+J6b{s8~ejr zan>T!zPT3e0P-8kVOhnGI?#3?yYr>C}IR=1)zjOI0<|rJ17Z zy>(tAZTOR)I)rr|%44{vGD@d-j$L6@8vkXtOgd@Xwry+B{;z!_{v^Kh9$0{fb@y4P zY*=gB+b=tloWw!wk})LqPy`-YhDgWogvwX;=-EB4U4`I)0B@+SNRG_OSy8J;d=OZX zj!2a(FrZ_z*%n$N`0BX< zd1T3Zj3$knjgPA$^F`j%xGEb>Qt?|G-_zr>4-*Isk-G3xADT2Uj>v7?xLr-7R;LA= zbM!8#VBVoYcbhJ{uv{x3+gDbuGey>vytSo1jJ23(V6=H-N&+??sdRs?;e$LE8wnn5 zuwIx+SE3#o#N}uxB3N4`)uX%sFA+CvTA&s$t)(0rJ6!tf|9llSrgWuCE{U2=`iyBB zK6~{t3u9)(&RXM4tW~@r$Btr4{3Hm@QYDhdGT1F9FXjT(*UT!(FQ2+uy_ zSxc<5K%Mk5XsKB%5eHbvqEFwxjNr5Zpoq4DF5cSSy)p$9SXEkDB+c<{=05Z9=85NZ z5|__Ngzj}d)(m~l=f9!F(|4ks7Rj&%32CnP+UNZ37r&1daSnaDMQAE@DeU7wg z1C=6$T^=WWZ=@|!cVg2pEb^Nqr=pjlNk@Q43NR6V$e?(DzApXyue){cZLuC@|4mh= z6IEG&WxnzgX2YG(Tw9Gw3(bmnop4mXmx>PJyryY+GD;1ydlHzQ;fo2g_ofxkC^@TE zQ*6P4wVgb_$%Ki?i2k5@Xi8iUIjZS(?t9rASQNFQvs!u!yOIiT0Gwd;=29Wtn}NqL z$#mC$UZ)Zb5F#PMFV6B%%iREsk7Z4i7-rnPn9yzB z%t^!T+oIkIFBm`l;h8#glb&a#OZz`S=}zL}hAF4WX9-bEsP1~kRXuZhmRFZ+x_v86M<6bC z{k8V=8>UfS7j7NHC5u;!#qLVA+YF4k1o}$}JJ@3B-<4TV$1*6@zFN(mx8inoRh1cu z^{<$%s25ZGhgHR5(Eovj;gxNNRUu#TH?nj)&ES!lSWO@c-mfN~@(oXQr^>_JQ*LjG z3~-LyziSHK&;DneBOkxvpMy4MK*OOk9yIA36j6iujI5H2u~a*#+# zs6CTeTfQ7RA#w1a0=P-MBC*m`4j(>zh?%bfjzOr%ktYX`iK%Jhrq-=m>2nJ7W|hiG zEj|=N|3c!6FPV9>`t=nYVp1RuXS2E)FrbL|3SqE@!UZPrXs(f^<9kp`daQW2;EkL9 z-cHC3C(D+>;^MymW3P0f4(;^)wKejQs_+6y^nV_0bzZ&Xc4uqUpe@s+^&K5sJ2lqt zF<_$c3er2eI(YQd(gtH6!bw44*aM!Ogk6=> zFLCK__gdrBWm4y{)Jl9s=`$x+FhXiuK@xs&Z0y14olepfC!?cfjMy5`0Rc#N z?b;<`G%0BblV?#ACjKZ~Ga~N`6Wn3lEEZF5-uzuw-3S(1#eh%a-F@pfC~NL;$%rTX z3^-2=uA!MVq?u?H+c})lCjbE<&T~!6DMA$SkO`3+Vh4t6${YHT0wSBLN_g+^jvU(uKz5en$vz4 zV>b3o2YUCk@rpoK6-jdvxoAb2DaScS6+2$2GmQjzHlu9M| zN0dImL>j59AkG4XaHK&%rwUXvbLQAbKft4VF-??`rZm}!2<`X@Ng4#PLEL2@$5jXe zevSO}$&)9KAhkthh*~j#lva!jZ$1;Eo3slRt-vKbycU=di3zDs9YA0quY8&}Bd4^x z)U-nVj@iWlY#%X&#h*;-F>d0-m9&tVrEKlEs5(fR#q)!liL&v@&^gM4tVOY5F<~l0 z$kBw;;9v~GD3=BZUKJ>d$6_}dIG`(M957MvOCe79_=lK5F5m`@f9PR*vzS>s4#3&R zUY^AMkG_fE40>LsGC8K}(>7{Vq+eQc(EyX5A>}s&j+c_#!O}D+eeibMO|g*C-t+N| z6=6?NYLihXs#4}jgkvpmonoT}R2NQy?1)5Zi1+%cR;^n3#Ky*+dpI*QXlzILm!VE< zMx|`oRf{+E3*J<=b5TtMAi)$Goj^;Kct>K8x8H;L3p_i*Ze@|NcOu$0F~0&agg z+(DT18R_#R&X4b0#Fh?bL=!0B|L=fyXj-0VWy-DgS>fxtS>#Jj$ zzUy!grK6-BW{F=a=Gzk&uE8Qi?cSZoLtya@E*hh#kuIZF$;$h9<;KEHuLGOI!jd@_ z#$8n54T~%PYhI;pVfn-UPisQ)zZCz~Ht)!p3pHm<5`M9?4o?o z4Xac_DadtwT%j_}!`o>bPrhjI?^j<^Myc;p?SIh1|M%}US~wMk|2>PJE-!68 zBkOrLo0rq=ntnRb#Mq;A`oCT#Gj*-{3Il>B)CjHGE&ou{o>{!Iq+}uu0cZx0An6eQ zGttek8`p)04KkVSubpaXVUV_GTHcF9m#jq_#K}G=I+rlpOV(> z-q0KIpCbGxM0Z*jGO^8=mwCfu)~kQ{)@JBS^Gk7kR-X<^LI43m#ZnBGTAduW#XM`j zmg^kOw&_(m&p_XQ!r&JF_Lm+FM>}-<>ssp>uS#CcaNQ<(wSQjv^ZS&Pf0obxOBK-5 zi~d~do>EjT-EE>T`eJ)xlIiuvuSA9riE3_iE409u04kV#*j-x&4Sl4LU7u12Z&l=&EMUm`<;j-$Fbg-aObsLK{%k%yHB4|K;J8DJ$Pt-zQt#XCn*xhva7HFWxHAA(KH_Tyx=Bk z{=zrAt7=L!26h9qWNM&L0xq(T%&XGx<<%jtiD&OInTtTqCN~F?Wq#Ikil%TVIqAy6 zqTH7oXxz5#$)qCfk*ka*T)%$(!>EINjOdUF!}`56n-Mp&J!V97!WgYB5~LDFBDSsL zmfPbm+zAd2?r?h>kGlGuOi(i{jB0b)prnm3&WL^gE2h!>eB;(I7iBBgPU5{q*(`UQ zL}o<6T&iekbKnL>QjbVa8pY$tM~i*-cdrrGtsIb9HBoNUo)ukr*D6? zF)=Z**Ux5!S}#Tev1=(IJ6OzP_P1k+^#HdVa_c=V8Lv*1J>?Fj6TM`ufn~SIcI0(i zp0}xDXw}1}((On9a*IzFGcyO|d0;(~4fpYE}1jcV7a6LN2+t7}6b`>5mX{0^hc(uVzr{^c}$xG$?EW=QWb57QM%)#g7a zl^xb%{4&Qx__bJvIuOP}PTGG0EL_bizufiMqa~uT=rhx~w8(bizy93gNkPHE$c?Wg z$6C?1(V)9F=srXre(dGywQKcBHwW!aM%hNS-8(IzzC~M{%o;Q5e*e+^Xo2nFl1IPd zo)5ig>GK0Su=)t(_lI=a9TnwE1s6L?CVSqj*;ri~u#Umb$anV~PJj_ipF6Dv4#6|W z((1f>&KY3Sm{vo#+zMZF2V}Z&ifE@_dFC(@BclkZQGF7A^>tdzn>J<2lX?C>^}hNt_DHdD=!fqdxs5Up0a;z;uzOOrv0`AKR(u7>QTT2ff42P}5|;c1kvrIp9eo;BimG^RW>{q^hn zOdvv2e}Dh;FuR|w>SniH@NOrZa#b2(PEs8QDcU*G`++YYTbx~^*DEQl^z&etzi9% zK_se>-FpUxFH?5jDsR3pa2!Xh{VRug^N!Z_c>k8cQ|5{5zPCU=l$^su${6{tn24^?IXa5e9S$4`-`_W=D&ff!1GV9^@* zm4ft>ZFZ?s5f)Zfj)M=3a$*YEF#1S)&;q;~W~)5drA8Nw_xBE2zj#Ob{re+9qsKs@ z`+<9CD-qbh8MkURB(0;7g&}NNlQ(0>U@!{By@swezE6wfh=c5Zq?LM{u)0(#)lul^ zAWw7#?u|J9HQYv_E+B=FKtyBIa1;9=kfH{6-(0 z9I$6>;u#t$x6}0{Yq$~Rl?awa>2)Eyh!gRA;t1?goVjZea8*T(%4^?$ zj(nr9QWe5LPZl54PA*Wtu2pDX>BA-OJe3re6;*k33Wi*_BiLWLay^`lLmS&wMa6q` zM$Gkxxn#bjV6g`~>#=UDCeDTOWk%jjfRH@My1M-A3g95u;4;r4* z^Q|Q-*eN_vi-y&3r9PGA{(;Q~w8M9DMC0kL^oqJ>t8h`Xhj(kXnKjOP{)Hf|g+IsX z%}1-O*Q-}AYR2xs24;PyK0K44)Cb_%i|5E;nEmlnrdVKM5ZwQn`>R|1l&YZP%@1v7 z$5p`atj@8lcXO6Lzc8To4G`~iGE+nr;maWK9KW0k7p61S$Xf-iR*3Mf+iH~}HcDKZ;d z`zZ>N8URUfHKU&rG9%5-X9Q_+N)3Ctru9DuG2pXC7r~abpGx?F*N9-{Sv+q%t$2CT z4dUqSdGQUxN=+{)kI-{VrVJgr5!q=xSD6c2JtDUIu()n!OPYgeHOiEQPm$daq3DXW zYuEa&UhS}1jBLs)LXs4%3nAcJe0~!*B5_H=2)kvR`HR1Q?)0dA`HD#pMXo2q!fGiy z*`1|t%_c2HqO=pSruI{iniZ(vQVVR%rWDqUJjX^gLUk`ALu87c?2cP6TboSxzXmWm zZtBzu_zwCMvhktzcHKGH8;Ht_a-FWTg9CG@k%OC#92)uSC#pEfMMS?3j-H3e_1=sF z{eg{*NCFYwcp*wWca%_Fs*88t&b6#ApzZodCV?%N(Ali#MLb*DG&+{lyln05&X&^IiS7`BC(^?Vr)z(#mQX zA>G1;svm&>8taIUbw0$CIDwl9ej(`LxuaiPI~rSP1-rkwrwn48lUY@8<=*7sr3^~>sg z^1V~HBCAe6-gWo+IhdXDwW!E0^FZc$^-~Z0y(s38=NTL*0bU;G<&^@4^KpCmD@VO{ z?{hzMJXsB*pAoe)ixUx8x4d?K?HZN$^Tl8sJCn$zzkii(R9;6{7xt|R>ql*YqIc=y zm!~ET#mt3c&5t%QiOwQtW7-4~5B>7QQkff*<-K9`YMBN;;`QxFk~<0W_NGf*tqf%q zVHz;?qh=n%a0qD5Xn91hEu7=%mLp@IG_ULU$VmoVs#$A_?kq)BYlf|f&P-X=jh*A8tsacmXPv-Bc>aZBG# zq5o10mJ#TJ`Ry7w!^LFk1Y6pxK8z5^=Jwg$q)6X^pT0!hsLlj z@J=}|?hFaadzf22Y^2>7DzuZ!NlExIP3hDTDH(49IQVMY_s~rdHXVr)A z_|fz&`MqOX%<#(~lo%R2{glkgKoHS$|D6)8_=wSG;Hywr_+chcl?1svrf2wXE#rh2 zD35BYC->p#slNT{pl)CV4{Cht%9Z}HrZoo*8iWKpsK6sQFi_KIMMmS!pJcL&#Ox7q zs1miu{=hr`%JHS$%5jom%+n~d9V$zDTp{Lw{2^yhlhC!EuL%t_fND8Zm<)jR)<%v1rk^#`q6Q4fcu z3VtmF<{|HtVQp5ug4)6T&DRMVc7HHNZC&_H(T2Z#xwmCU{QlsWQJi@9ZIlenIFOb} zr6BXKJ#L+)RhC^Yql!gD2jcx6D*>Z+?P@YK%i?>?mAKeOX^FJ&q!4pD39ATq4>)D< zJSgo+Z%Lt=C_-SN8t8_RwWtQzS7QG~bB&^MP^k&o19pC$Icba8w1kGU_dS`9=tdVw z!7?}mG*2S@c?>=vl|1YHs7LRUMhW#2T6j?e=kd{|q&z!*SO9z!7Sgsa06w6)9!qy` zK0W&(*IQ-JzNX(V)$HKDw|~>TScQmT`tuEr5loGUkOmE&HqP4K46y6<>f+5F_V#}F zCIoNYy6>iI?2)>m1k4{UgGY?ma&N-N&-&E~;6&Q*fl%8cy`R% z$TBe7*Bg^L6lh%mJS0GqYxXg%;`cYEw>zn!gv5XqyzwpJu}6=nP-&z}s24&*!q3Dr zvf94K!`n_kq$}MWZc)m*#`I{@MY9@vC7_{Vm#NyLW%A0q2 z|FGaq?^e|(wr{d$T}0KXG*9s{&0g!OtUL;5veNfIispv=9Q?fG^orekuyFd1H|>YF zbaKBT8PkZ7BZaZm&Jzk=Rto7?8m%9L8$}EJG^B5V2{qeB#Le9Cf0{e@wOARKiHK2?J}|q_sb-c4@Uoz)rSNpp|asx>=-{s!Zo1|2Pv!K8dAwa zR8aHnese$%Z(m`wX6+Zz{K9JDJK)Do=8p~SKsGRF$g_P#Yg!(fd~8zv_D|o&G^A|% zl&4!$d5k1ys7vjP2j>>Lx{3+^W0alrWtay{?{J~AeEXTB^Mff%gl7;Z5^_dQ!yPTT zF0Yb>h#}SQ5C0xl5$krgTYD$*x<{Wqr#YH7toN=QLk^rMj3Fy8BLR%ofAmt7ii138 z-4IlELijl3vhm-LnTh7;GO}u&>BHF)_3KK`|L5O;!}?~f_~gZRp&&ID#RS08&&40> z$%w7(n~-`1aGUDx8J;bbOAMmYuj!Xt4TuIL9s0rz(=fX4RVM4Gg)-wI})?XD8GxlNQr^yz?VkkvG^1c6BGt9y2&MJ9VA6w3!m= zvTWR!S6*HdwY2iyn$zeQ7!T17v^X72YUJIDB$9zY$+VFV9$Tr~GpAQiM_4}R%1Om3 z6BeX&y`C7GKfGZ5%p<%Pb+@?ZaOk&P3F_4%#!s1-M1J)q0fC154@vYlVgUn(u< z9Tne$2M4k49$rm*hNp{aIi7Nz+nxJTrhRaYk)7E-)FpEr1 zLy1SNu3j#l^y1g8a{1oCV9Kk)WLw&HDeVBXj4L+&fP!eIqD9|BGPkid@c%+k(lk`0 zn5vJXU8YR6HR2erQr+i0G&E4aCe-=u!KFKpO9>LzbI_ncMfE3sPU^`m(pQj6&Z(c4 zDP*y!#Jo7bsfl55DP^MZD!V4ok={q)dDKB`6X-Q zK34n*=Yezp>-lOSH0r?FWgw0fB>2+U>t=oC!)vfaxE{d1_u-M#NuT|u_7%^9tje%6 zWp^h0&JEr9$3G5{i^Edu7?)QABM($$!s6K8B$9f*baH6(x65*Yl>BMGuDXfC>6dPuJ`2$>lz}VJeev;+p zi8!*gre+6NqfSa;{eSa)z$qjK9b~C{^cc$yw6faKdFZeHr`y?RHP?j#&|yj?Djrk+ z5#_gdZ&A-4%5po7ImPQmR4q^f8aXZUJgS5##xG}s=rw~}k~7fZ(OMDoF4nsnOQ`e! zsqR;?x%;R!*2t4dIoo2&5u~0mMT*pYdAu-Q1_CUV6Rs5UVWfd{_bpGv!$EL1e114e zztJabwT*y<(N3xR^q&*ApA6Ho0U_7;z=D&GLHw*e8iZKWt^)=Ph#-?!_mSl$n9;G_ zMoB}CUu2hcjug&m{TrtL`6~ znsgQ-F&@vC_XPL-xx_dy5>mpv=q6j*YN+LdTWNT?`340A3Hof^NlU9o`aakQzS)%Z z-*T@4ZJeKa>LCbb8}1jGtLtaXw&~54qpCC@yK&l&9bk0j zV5b6d9M#)xb;mi&R`X`g+@@_pDlE?ec&8t#K{EMFush(ZUQJ((l@6m#CA+fWc`VC< zVww&nrmlq#5*+Rd@@bti0OPF)G1@B}7{9c4XMVY)?(Gp&lI%`Hgj4GEt5+vt24#_Z zB-8ssPhTy1VRU49i3EOe0LUB*Eyb6TGPCl#cI|>q6ZI0&x|KA zWI#k~KAFn9MKdiTpEiDb277ft*CT!V^f7nm#kS=#E}g5rdWEIAz2p`_!wN@#6ufL_ zZ{4RiKOSL4nKv~%yqtPk%M{X6z9TxLflYm{XXw`%`5mr(@s4w5@Ldq>4_lOIsF}J~ zjy=yDL5=4Z$8n@GGY>q)f#uH2Dq?d*0RKC8J@5QXfa8=3OfGGHdO-(GM>4bRPr2&k zT>?U^4KD|x;bPnUlEknt-qaF zb7CF(DTSZ4W|orLSmM38V^!NF-ya{52rgABuv${u+e~I5Ft?-+uO_PH3`LzqYR^Z{J6;yj*xP4hWbHf6LB3j8 zuIhljZJYl4JX_l!!ovIHvmH>weqUtNfZS6x7bPXZe*aIi!ng8)fx8BYx8dYU*=($O0l7@yx0Q&vO)i&J5 z40~A{@TDmyH%F~;pTonCPQUO3V0(eW~ z4KHC15j;e$%$MdEwWBH5ObZCUYpEL(w$8#JKnN^6%(krTd5hR3i2kC z*qQdR9trr)=}$4WA!ncf*I(K7+dG|c&}iCCvh>GtPD>i;SGM2p<=qwbYIS{;DmNo8*ZAWg*Z3qyN5=qyghiV% zd#CoL(X9u_RHRnF)Q*SQ1kDGk@Vv*2sRu^RJ9kZcb%^g@u(9(!_PXYtHkW?>zY=N1 zScoRoVi}vOgJK4g*?fXO)b%-WJ8#Z~rCFQuaaSJL^ty#xhxReAjYImm3I$WbS{Qut zzFxk91|hvG`^*Zsl%&Bms%0oQE>na39%A#fVUbP#HQ&|cmo7%F;JjL{>9)cZa}K;q zbbLnKo-ZD6a##;^{L6OY#8w>UnKV|0T~Hp*BrmJlkB;`UlA4eS9;%aB2yrA33$^_JC)gHZo&mWaqJEG$g9Jq|Plp(N!| zpck!O4XRwC0Wb7(5}sOoT)T5O<;avKZ$1zSt~>|TKB{hcj(!#2x2&(Uv`3gCttIbj|@*>4FB-aNJMjTOnBZ=Y&lZ}z0D?7zE+2p*JKxo#TIOtoP(YgToBI~-Xj z@lYv^RXjrM-1^EX_SOkMfxAgUck0xQQ)AM*{;T=>EM@Amv+TymX8GOcf0ZO>{C{L^ zpM^*NRk{67{dBt;bNIRvpwicnY5ydxRS>IN!9F2gCiT0aXQi8HAS$Pbx_iXdKVIkm z9m;V23nAqB9C$~-lw>{t-F z^;HN{>ue!R=&m1Jbf!GgFe&=fai%OuL(N8p3JH=)lC|{y7kucaeR*0?bOvhftU2$t zXi>=G58&zGNxrDQ)$5M9>%>;3ESZ1eXN0wEFLf$o`Yh%=`*i40dX!k@ZN> zWimKzMbq>{uKy~wsp9IKoM35VQaFbVPlYH-YR&w_W;>3{m$wrjAOOXURsY%jf?agH zy`h^iwAo#O>ubd71#Syy zQF*2`zBZAZFue=eC;WK;O^C_qWv2}NqUQ`oCxDOuQ2_c_=i2ezc{|fXDlA&-(U#wf zMnrwAaiZM&QkOWs0vj^hJ=jh=+fb27TTh8MR{IZ^M{ts?!m4hA)joKAesDw8nLp2j zlG)s)P0r8wCa5yaASYIh;nW0%0IURYa|~#Do%iTbfJlmpN0*SH9DTEPP{{Qw5Nc+S zqlF7=AMH-NZvZpcm#ej`k^>s+iKY^}SA zBHRpjP3<$m7v5ELAMMqjj}UX(4N=YbW!$U-rr&e9o|7};_A{A;)#bFIo52!W@;F_} z&sj(BfnbQ#qGFv^X^W7S)=$5A`s?A8lCoc4;Ev+Qy9WPq-w@B<*H(Pt2a(u?i%jCE zP3*3kXYa`z2V6NZ@6<#^i~fcPYRw45`5XXKWoASB2R6r28Y7&Nlf1DS6>b|uc^6WT z6m36QZU_%Ur8Uu!q2?;D8OKJDix@u=T|a92c48yZoH+*YhQV87$JD!^^N}qhIySDbmWm}dxTOy#Hm~^{lJe-0w`kq`VabBRT}5XO{PmYU_J=(m zh)teka-|n8vLE7BE%0Bt#avx~7v>i4Z@E))wk2J4z>iYk9O^GW5~GLImx7Q8@*zmo zPnG1c@*8K@e@f9Zm5qOeMy+v5JE~BM1)IF8)kqp_J%uvr6 zcms}goVsSsxwDLu6xk3>Sz0h3`p-013?0_Hw;BC{Q<%#!lRMPPA(x`OIYna=NRP+W zfvLwDsO{1vPXS#pt*3LGjayvYC$#wa^VUQZ`3%J3zM)0*ib`FD`D*}%N?})DOq%0; zH>xmSo|h|GKmxe!2|dj(R#<%R;x@;$b-csnR?Co#V&F6Qw_E%7z6_|PO9E*QIVT-A z_Tj1Itm-~BZV{#DN^ma?t(~sxef{_$7f0AQ)I5dB=S_D!p?XZae%)L=--xj(E5<<2 zA>%YGOzMUk%%juG2KK(PFV;5axb2bC-3O-LQGuvx7Lx*XKrJFuXsza+GRvNOdt)Kg39PLX=!*^xOP*J$>gP1C;E#XwxZTv5 zcPiHkshz=9BDjGp3~@AS55TItI@k%=yFpRjg%AcW=iTPfMRy7;!^LMuL&a=|q@<9R zP?nuUj>e(1HlEF8(w;6e{TYKvIc;G-gIL~#+@mpFbGsRgZ={a7!uOc~lC+1}c?bGs zLyv1H;yL^lsZsREUcJWS!3ez9jOHv!8C2iU;Ouz*?t}%)2^2+aI;96Jd&C>J5BRrA z@rg>KDtYbCcI=a!d&9 zOK(J`f=T3#yUjLMq=ve}G`M~+1F8lZTSL2T2ruisNRXhPmPY{(SuL3%tzGLTgGl$c z``+M_sEcIlMu+{i{~xca=K)eIm?jf?WRgzSpv0=!{}g?MVYWZ+c;Pt3u!Mz%MsT&y z;x4OK*lHrXVUk(c)lS*xYbJ!Ok^FT6#mf~)Q$MYUYrWf?wHuI?vnsSGpcb6Qfs9TV zvEeSH2`pIjE+N_pb77$YY?ap5l+Dw{&>6 z7N^8Mi8NMBU&YxNux$I34s?445he{@*|yN4i>ni%+A5!fAu1#?sczAcse2<%8yb$8 z_X!6agOSH%v6Wa_^qL*7%x_?UYWZ7S}(o2%2OK5XvoYu6Yb&?$o6AB%eet||U>o~iE+cedTp zuMM0@!m9n@6)8tg9sdN&rS4-IVeX1&CIB-=xh6GbTi{;LFTY@ZG{zKK$`EASLXmRVZ1xzE`p^>Gox)i( zb$(8yS81Xu<}hE%$ivX9r0Mebid~jXIT)8(*`#B=Aau9A)SCMaEUOx(hC>-T+h}LOt;f z(YHP-Jp2+>MQ%xuab6&n6-)=f2(K6%>g=*-trSdy-iPIlp&X~1UF@@%(3@_OLlb+S z8;E#h7>cxJ2x;(WIpreqmrwSuj-)PKFg$wBYtZPH3Y6TDZO5~Z14=6(`B!VfHPx!CM zKR|7Uclp*mZ_mELS7XkC^QXgQNsRy%H6wRK_Ytn&i5Uw%1%lhwXKyb$qYbo$Z`S0D zZwO$>Y#g?ivWjc$Grp1X1D;5!_-?TmQ{t$G$CFLK3s-x@1zYqVzj%QEeRo1Vqv#Fr z3ctd=7-jpZs*$Qnd#;=P?ddb7P1B+Hv^ezN zH#F6|PZeoy%Qr9lRBj72&I6)i0p6=A89B7d*0nhC@8qTnf4HAmU6`hbMQtv00nF&(~D%fNKCw=|duWWLxR3)U!4=yPBx8QJ5OL$4p=J)m`0b zWjdzPrQL?a+RtEGU}jj$<@s?n=k1C;YLoMMw^551sJq!mj6%BQwcu<&vyY#1Gw@W`WuLdDhiww5u)yFFr!nYR$jcEcn+Q5M(z3H>D_WFcHxdho@-xdl zO3_B>pd_W)Atab9x@Q932Igev8Q- z8!K(t7S*Cy2O#PYbV;qVX_fU~TW z>!i}M%*T`J=15vXzAKYAR`(9_I{1n_ZC553h6tB66u9us)<-~8As zRnqf0k{9tu{5d85>=uh!-FMUVUEWP7a2dr#i2ArSg`&~IE3IYl!CRtw5aMEXrgSc( zRD7+eX;p5r9+DHDApq-oe~Kfg(POQj?!B<~uMLyONUJ`Kk-EYJ%tP7DV>U=}G!sSw z{Kzz7KGbE>Ns+NXn1{z~=-$`t5(i8Ivt-oDdtxQsqn$W1tQ zhmJO^5LZx`dqFq9!yFu=mTiYgBb!|#LthLt@~n2}ji~ND6u9|k2Uln3Kr);1)3ERR zK3lSgv6_fXGwXwfy3RTGC{DAAm0BbnxHd7`^dPmMF%~Vo1`jYERAgO!v2JK}apGWg zx0E1Cfj~5*=8m5}RJRiwEFRM#E6SXmo4w?G*6antAI(PWCPCh-q4dby)ODk>Pb_Gs zi112m!)1N}VYNOxo<`MXLBl$+WG11@T=5F4*X1PcU7DMbVSM7}SL2Z<8LzWpFZy38 z&7_f6S~5V*C*KQ9Ti3wP0oDdh8}Y*rS1EiC-Q$9AL;i&I_7-$Kttg0R{gfJhy)Jk+ z!yZYB2TUzTpI`H-s_7w>@F6~^l_waf+?2TLcjgK+W1p*>IHgy>QKM4n<`f&_=J8lH zCGADnF#FqbnwualV+xMY)v*WxP*xFiq0A)1-PfNPvX5a{=A4g98}fXvjt0`!D*$pb zu>qL%^8NeTB0J;^26KVF^xV8`U0w&ptLE;chm8HkW=3@qCS)Pv0f6z*j7V1}9p93o zd-{Ryv@^Bb!B4ogFY^s~zE-8H!@&r|`hx1r=JB$tEZhd%W?~A0(T+T&>GkfTf`Xcl zc$5Tgfzm+kr-d^;(mb1`-KMPywAnkvL7i#Gfdm={&W23Cq8CVDf{WKC*E`vP&syn& zJBvH_TY})o-Mvz~iqX8r87FMHWqKc~vzX!2?&S?Aem*89W_r{EdIgm#m(+988qK6W zkyDb0o1yL1Ief!I0eVyocLUB)E}{lJ63-z|qufxHihyj!Z_cOKt&J>TFMY(gg9l49 zi1h(*O;XL@b5FN{=YDV_;APs=RjPuDm>#qM5SI1D`2&xW$^B|*qcXw~U)q&Hwr$RZ zo(xs@Hd9(v zB(YGPtDR8L^epXFM$G)8=fU&MQT?3Xf{ei0hED{hi+y3@^y$N&S&w zEkv6j*&wvj5Qnsu0~}`FSvHYh+rEGQ&%bo19EfNBsg&;CxBk+HKLrOvMPI)>*0D{$o2w~6UJE%EQa?|71x@u8DRVlUC7x%04^bU5BY zv)ePQ_v2Nn3sY(C>Y~9b>ZpK`F-mHuLf#1mWm{jmipm#DXE8V5Z-w9wUni?Ba6aD zUoA}7 zIc9(AWn|vD6=t#-dlW7=t0#f$NvXxf69bW}{O#J=p6+Ke%DOlL-aT~c^Un<@z88p*+17*S`=Ib5w ze)q^E$BAo68W@kv;O~Qx6tl56#KTB(a*KW+o{N?fr8k}_=8lNn`w2mkJUBO6y zm=Jv~aIPI{>yq3A0}3Wk*s2ScRX%QebUAi9T#rxro4vGubsc#kQe$o(ZKz>n<{l>>5i;hj?4$~8S%+}d0AW#i~;+0 z){pbrDMW=dE@CnEAggTAfA#sS2^_cCT>3F9f2rdJ?uE-H>4quSZc$PbEo~X_YcgdR z#eaQRIYxIo9MM#3nLds^ks=yd2>Xw>+&697Byb`S`&CX}RemrlV}yHFynFdk6N)_{7pUVU0;dtZ$47cM4Bh`MCW;nfa!Zi`Eo z3<-ys3O(SE!)VnXO-vSHB?IbotIoob%tqn~Depw2LgMZuRzOIk08@TFP>olXmfS^1 zq<};>sI_P%cADfoX*l%=U11$#ZGJ9Sr0pd*=>SDBZXpoQqW&M=J3BM8RNO$tbqX=9 zw#br~FCUs6XGfcN>ySp#;i9WFj`&od(X8k?;eW-bm+}!rVtAJ|m{5>R@)F z<7FvPhs~$qA%exWGFhp!)L-%&`+l~#83l@{H?Qkg0ePXWi3W;zONDx$0GI^Gzv!F2KnpL{;jxKWa)WNmw-$8GaHPoR)Q;3Qyb#`nJXm?2g#^ z$^;58?ahY~&p)oH*aD3xLU8&W0&CU|d-!FkXp*nNcy4%t~|&qe!>&W(@<43boZMiq}ySh|kuSU52;jIVUo;PRxr++t2cIVcTcUq&ACM`AxJ9Se@(BZrW5X`|3oN#|4?ROx8D1{>rPkqp6IsAK%*FQ6B#-iBd zqyPQi9_#k&_)R|9qd{^~Hy^3n0{4zudj@e^_Oa-bTd7CX#){wt&`8Pa;AOX#q0&pB#2 z9&h>qR~i}`G=b3)%4+NC=EPK2%y0$ji6Hh`7$IBf$hG%i%4aqt1|5$-$!6?>cHTfd zo8rze7Ys*P&y@11$l|mcK~-9_WmK5s_oaV-P`cB}!P3nt^!k6Cz>IKo8?t0U)sCDq zL#5HXnQ!77K6w2F9PF}_WV`C?>$ve$?}38F>_^oZ!bjEA#V)<)KC zs^K4xuy$CiEzDs`>hhxReBLvjJ?h74XH?wLFFg0NH3tFNe3`rZ!t;dVGOJEMco=xd zVMw)_4IUk428`hK!{ebJREW6xC%$`qKe{6}yTNTb_I+-<5Sd7#OjXn0@xD|&=oqIM-qL4;kSn$dw2Sv*fQgK{0s|DoV>%O{ z5~42_KUaY|GEhe3%NwEn$os;n7NzjdTA_#8SxDuu!WAn#Jb*3_&X2#iPd6Y8J0xa5 zUg6@~78WL+3^I|{;`Z|U|B_@eB#z^c?>=1CHZgX@$^<(#fUU(T<qZ^7p!I{ochU@WGw z$P(e=#*>F@FC_kKVeYZaED;!v-DZRMoM0M9or4(h4@@vQi?F F{{VL?-md@v literal 0 HcmV?d00001 diff --git a/examples/gallery/alpha_sweep_1.png b/examples/gallery/alpha_sweep_1.png new file mode 100644 index 0000000000000000000000000000000000000000..5663b6471d3cd21ec073f41f90cc7077044f58df GIT binary patch literal 85344 zcmcG$XH=9~*DYGM+P1c$ZAL&*3Kawt5D*YBv_c_>BoPp31<5%|RNFwSBnu@66(k4A z8B8Qek|l{slB`6@ckZI!?|kQsJHBy$+*4!p`yxE`g#GNj)?9PWweMdzFTG*iu5}a& zWdlv-PbCWF*R>SN%3pr_6~9sbeg6jhpP22LOSZ}u`nC>Ntglhzuh?3eTG*NzU1hhw zW^H3+VJ^tW&(C*+huzTD*3w4o@L{w6I)cx_+Tie$(iavu%UVkrbsGw0%Od%2#hS;W zcPJ|;6xyFBRj!8&bvTApH!dyx=o6Yd63{5w^jc0Y=FZSu5GRduaFgsLjYVwzjAI`VvJ_vsIIJc3N+TnvZzT4GU*kS38D}I~66H=qEWA zed=R<$Y1gsZh-OW7U!#G`p-Wo$JWq(`OiPbxah0?^K-W{6{E2HDT|ib{GXqF6dqCk z^D}$+KH7hNJ|TIA{-2+3x;&ub!InQWTmPpElo<$Hd`h^ra?L=+;UYOTQA_c@>d^XE zw^j-{O?gozvem=2*MVN zr8P9){e8#Qty?3NUdZ-$m;0)FRRuN|2Tl#OL4Y_>U~I3Qv3Dm*T%Ka?~W8qYr790kPnJ1aGw4o zoOEvk%Ru>o@bpDzoZIQ!Gxwu%6$ zy5TdN`Og}O>5%tN4mq?*QYa@r{fTLIQ~dJf%OTtOE+5>uapSgw7fwhm{*0&&5slc) zDSM1JO2T={aG)V}Y;0^F?Ix?B+x&HA-HD;J8Zq&$-@-X7o<~HeW*DmqnYF5f-&mYs z%UFNk+uJ)zE^yzTJ$nq?{}z`ka$88Z?N@Sibc|I9myA<-@nG?1*G4k4Yar+WnDUa{eBIH}=<};v)l4fL0(5RHsQ$j4$LHZg#+?Zn)xFbbj*@4w z8*Xi!jdYcfk-0ZJH9lVP!8z5ct3=FkEV5(E50K2#y&hO#U3W^I{I!o$ORtAe8)I$hPYwYB@bc3}3gk$95*7E}Bjy&+!h z@V3L+mzAUBYKL0V(j;h`SXkmm3+K+~IgB=8E~>_nC`;v);RTZ``;M zJR2EFEm)i#%ypWKbDA28b>Hn&7UlN#-iBFBNxQ{)$C=sLIQ!vNHC+r^&USkD`tCxEo>*gDLOhkx0#kXeSNofVWM6EueQi`azK@g zhUYG!)I3SASqZoK?83!alh9*UrwR)Tjq9U4-$tt~@d`HcMD*5#C*x5hX1_&bnfgB( zS9q9~bk6==Sn!y}<+W?qYNYDjw;%er_hIq#@82!$M%qQIrczQ;ocdq*clY&0<7Luj z4ea0LJC3UqIN3>H#xZ%Hla;M|c(^czjL_Uj9{1(!m+}kGPPqbUK z8V2aOolJbOZU};XPw*JE<0f0@y|cMxliui zy?fxpv)ht$LxN;sdP^-{zt@F~?|2iL%OL?vdDp|@tAGFfx7?{yfAg0FAR%y+o3^Hx zf8j@P6QNh8)kp>>S?hYJ=UBhs!m50vH{F=1DYAuy#l%cA(^TDkm>Q^E;H2I*+>%zR z5_9486>&8+H9_lcnY?38(<5foz^UQ3w#I_7_lM5XV=<*^a&qZ@;gYVc$1$KxrE52A z5JLJ%={M*sbj1-G8FA{_me05@y?okX!89`23MW!9~HeS3|(jLbh;a|ols zn5-tF7!_xxcIEA{)uWbM!wZUS9cCHs#aZ5U})O}NBgHF`)oc?n6zBR)Q!+<1=taM0V7 z!nqM~j`D^$)rzS35>J*Wog%lA;^JaHCd`pE(-wie!n(PF1!S6<>rPIslXDHq3V}Ox zTxw+m_PG6grnU6w(W59#7N$?+B>HvmCl^cwJ<==jVlxRtvd-(mLsd5G+!+4e zI@FqRsOpETKcAV`Zi%3tpXNQ7)68z28+RUg#dA6PNQdqncXt+=KC(B{-~qXSzo>yE zcIDMHOrOlL?x{q6uloIP{$JY8!$N`v)vR0C*g{9#%>C%}s}HtvU8M#Nw`D~S1^|@o zq(#X*+SfZfIcSs_EO70?BR%}+ANvvcYMkGfWUY?~cGo-)+h{eX_@2hntIw_Hf5xKWf2v zwfO8v-sl8=8He>I?7UeeR;hS)$)Gx<_D5GK*3u!>_>1yD3drX{ZgayTygG%KBhGp% z85+h^Dc=uw8M~ip(U~+_w4}Yq<@>FB>zVh_X1}=aIcoLwPh6Ftfu?BXuCA`eTsxBm zlNkhy?b$*S?1g-F+Rd(t&yDP{0y5C)VVd%VfZ+r| zd-vvE|M8q4A2M}z9M)FB8%X1nlm>vZ$XoG}BQ{yxi4~`zs{l^9PsaAd4hwuGi2eBW zm-2yGSy`W)26+o+2jcrjN_R%2=#~xuGQ=T}5ty0OrC%Aaw?BM3H7m;@XjsWW=|%NE zlphZ41_oRJdcD*G2e69X@1*G?r8bQ<9MExfaj8V6HFLOp)?jnGSzD8g0KlmrrjoE- zh5z9!$sWh?%DXh*{mis1m(4Skfr9(Fx!+&uNWE6!K~*ktbIr@e^b7iB^}3xH(s5KA z0WmQLw`|&kHIJy)6g8Y~RF5NH{&h0VqEj+BH_f0X==0~lILhBwuV zls!@s;IHG>A|rrc`F`vYSxt}h9_%=54!EFeQ;GEH;q6_+Yp_{H05DeoE1D@;S3}_; zN`a=Whqc=ghl8V)EJm`hcAHwbVx!K78oOHm1RPc`)DN@+I^ZbZdho($zhMEV#jIeO z4<=?rN@q1LY6Sd8f0oQFs2`bkLpnsrmwj^bH>|!nW^&WYPfy&kt)U+24L3PZe$>4E zqj|zPe?Ddf1%I3MHVaQ`*WjSZJ`RpyFXzF;EDvfuR(ak}^XUSu_=~(8 zI%$ zKpIWWGr$rrW6v#gC;}4)oA`3$6(EDj zcQdz{o*jdu_a+cF!hd}Kegx$ZKW4EI;!`0r=F{Z#KU6_n{;2oT+-Ol^+P>Y+L;QoL z8OX~v-#@>$E#9c-MSmX(c7UXT3WOl)G9b7ekzn^GsJYn8A>D_kaOrO9vf z0ig9?-CWU&x=ncd!{VPme;zwdGDp*kodZpYCL)VP$!~%9*ro(cns{&}qR;H>cEyXgJ4XaAcHW+5~nT_ z;Lg%#a5dH`XPd8FsH_^UvTR9BO${bp-e^|CpE}J+T4wL}xK7k+miUB(n7X*SdgkTj zRSEEA&3%%z>GcrW+hf=tdgsn6ld+$@;fK_cF7qcPC6Oe(|B+o9Znrh)L$10p{i$;F zc_wdXpi2+xc$21udIg_$zM+=B5lUbt?>zO3Uu~i=`_y%kaiFMa8uA;*LYjxRlU9y( zamaDUx}2Fy^#?>pKZbY`^)?>GbZdu81|eufMtyjE5g=vnXmr zITZM;5E(4)K)8z%;)Oz56{1OEceh^N3r=z#q@6*)x_U&aiO;t;8e{s~myWh&DbR<6 zee*@_X<|+jF<-m7da#lb524hUpPwJ{;!=%!ER>nxm2qRqjV5cO9@ECVW82Q1*DE}^ zOFdbl5d_ZxnHyySOgzw1e|GBbkZ`0Q6$l-VZi39oU2nv=^(@b+$T<=Owjs#{>kFxVX61tzDZUE+U=EA!%?B zHPPgfMSJ#_m-48|wc6UaP(XD2`ms*x+y++=9J7E9cC!;k3qQNOnQoNM{rqY8{xKIl z5-`Si^iu&TiyEGtUL%1#qw(^u*JdKO&TAPTOx*C$qWA09eHIoL#U&*Js4Uj4UoTf< z^b6(Y@jHZEa(Ie2XwqNzf*y(7sL>pKe%qcshiR?pM!s0Uk+M&?uNjAY{CJ6GeO-`S z^~cv@&TI3(eiy7c9s#By{=&0U1pU8x^F}37=8r+QUkJy5S(700&tf8K%ciAK{Mk<7 zp2xfJUCzeyA_vyi7Y8;>Yj#j;-s3fAC7nC}PSR<@ z5Ltq|W0$80ODH8rF4Y(1r(0liqG$8 zWEfwomz*q^sS@dI&$N)160d*o!(K{|TG|)7s|NM*1PCF$W4pO@N4pv%fBEGXbJ2_T zC4FUpR!31N+GZ&bLdL|`^w-nPm&T7508S%nO5o{a zZY)gtzZE8{HT-ukR?+8VViM*ERVoVWz}}tW4kHby6|qQSkt;ieqfl55I@fo0O06_l zNui9bBP3({Ey<;M8W3HheGlJs`-YFtDXsx5T3sk$ZRm zU?aFUCCjNG;`wvxwV}ys^H>p?!&iCNbHdY@ZgYbYu5=HZc`M{eo+q*WN#-Ik1W>$(?@~ z5zZ1@`sASEDT~6HUf$9&ui*Sx*GLimC(1v1N=k~!=`zjQ(rxLQSc4NcF_jLXW%Tmbad`ujv3uRlBCRC4VGqmVD;gN5Zwc5c{tWq-I%cQ_DkPHO=bRdB4E^W?w_H62$~!s#u{P72*v zbfHb1+dv~J-|px4D>E}QEfTe%+fYmSf=WX97)PK#%G;<#1SAq_I;;T1ecavM0f`$y zMBr`iYrAS4dDe5+*u+EwW*2In{f)^wOPRwq`w9U>HT*luf0MrdDIG<)9Qdnx+`$Xf z?`;jty6J|s`)Eo4xwG^Xpf@lKO=Af5_>+2?K9lYofmp#R=AZIgqRi`~1kdavd92h>$NX(d%vRSB0;-b9&~da;o@_$=KK`hy;Ioen2#z&hN{UHzHmZw6F#>ENCnx72zhDsV+G}}w5ci&@SH8Jx zco@_Zs*V?qlB9%xq=#&*i@a~)yjZeR5XC=7`Fx+$5>3q+xOsXRH;=d5)G*Vc0OGRD z#GxtR!N5f~rF!gNdp_*A(Sz;0#s#&tvC0R4!1gGkwjHdBxzSm9+_4J)VTI+{Z#oE7^?iA#WLxM7nMVpD9Xa`Mc}3)yZvM zwR&|R(nv6}Vj$|K0FZfsgz}yXmUMNx_qF^!^);hh6ukcZv#Iz}8|PZ&2EF}L`F|ny zH3f&Q{B`{iNl8gOeP>}ohG}I0zkR91+)&zCdOyNd=DSCD%b-5Zsmwce?5NLow5iXs z(5ZiUNn9&KY{5w4sS^E<5b$@bfa*GSH#xPcM| z?=${GzklYFmxo9Cr=bn&)(I#a|8b|kB`umur!arAFM>J_6xPP-Ff(?|22kfx@;TgN z6$oB)q!065!ls7u)zx7VZN1r*`_~c-?}-#peAMv6D{>Wbwa16ls$~S)vMg$>T^wKk z^9M&l^5p4_5_*Kn1P>)?(o&@JyY8YRoAO`{N?>I*Py$_Fzg{(Nh`9m|!;p+Ixz2G3 z3C{_It8TCVUTyD+NnVSY9f$?oX*=|>mR#&O~G;k7SRMth?+{ zzvR;SP%*3o_dRYh(For0rrJ6%d7|)lcPL4FE1F335%{k7!}p} z?KK;N0PNH)1R~wG@m%`g!6x4HMLCt@tjEj!>y(O!o{(5%`Q`6P{dZM5L`4z3{{88s zzKk*bFGReOii(Qs*RKb3y3JLY=ac`%zjhuzd^ime*TfMRh54wV&*a&KDjo0RWB=rU zH<6c8&-oHso1!$ACz|6k+n9RoTpFYNB$U=^{wSx(MzzGWKa`39$|`{*6VeW|a;^ol zWem>SLiX{&D>ezBP~HY>Rm*I?T;SA*Vlx11AP{iM-HfmT=Qelu+Lap)Ilcyj8~Rkb zv^YEM>8QJS_{uSiy6M9nB&jGAmG)g(V15&HiX`i4eW~bGFDXV<;o;KAFpKpW2n~+=sR8wa+g1kuH z#;P@IqG!@}LRfO$uIup!q$Q3&rKL?U0l)~N67&XSHFvHA;flH-89^Wp>$tV(MiEgI zaIKbvEuj}@s=&cVcjP%7f{4i}`}hK2Ku=efZ|}zg=R+8RD~gOmqN3{1qZEDj%bT{& z19#7k*GTnz`SQ$pB&RetYR-dM@bTlvk;pA&S5piD7D$!Itr{1pUlk`hd2#njdZF{lr%!3%{LrfyQRbD23%!EjVYDE~6 zyk>F1z8hU78>+x%BBD7B#6~B$9z(FBPUW-PDR*kFUBA8oB&qR&0|<&=R<0zY^VWT1 z=U5+2e+cz6iXfljtF;BwpW-nm2cc3B1TcJ+HaJkc z4(G`?u>w>eV*rQ``>_ZcPz&?B$*tox*!9KGWNdtm3`8I(IrFDapW-e&`x_i6mx4l#=5GI4iJ`te{}In%gQ}nx z5T^2TcTI=O{q0V*ONbD0gkH^8gfcp3rB#!tiZ}0W|ybfM0teH*RUhdhmXU0hR zZu37%Sy}qd=kYnviNK5EuPHj*E$-y)Uq!`3#I-TSpn@c#CPu9(3(#h3FO&U{Syv@Z zU!F*f?i=^`6%`ewoyPS7yT1+*`^H!rifcj-*!QIASJgp<*^6XFWa71tdR$Q=)PH_` zJL78cx&^$?YNj=T7r-9Khl;5JC_C66ba;%?<}Aoh;cEz@%HF#rwnFDcH1}aY;iZ{t z8;hzY@ylCxUv|RI_4WRHO=6-zu#Zzui^4jhf~y4|VL_NdYJW~&m`yg%+C~1W?|!>` z=gvVcuJV>=>|0RDZ{5DVcj(B-vE=-*2eVVd@z63AP;DvVxyhOj2-umEmp6zxXk-6R z*%}uYmkDBK03mE|e-Me}A;aTxOcAya707qPA5%!}{?gC+`gMkv0|P(!?%S9o>crFdf@Gi=_a~AuZBNuflboo5*b6# zd1;&sr;|)F-jorJgX!Y2yrZpcI;8#=$bDj50?RgwvMfl?&k=G52pRidr@|=|FdG|y z+#m5;kw-Y;#H*hAC;45rRhQ{|vSjfs)uNPH;PH80P$ZP z;l|#6C&kAAo-H2}Ce~w5v$K!gy?eJD93r@JG8#k~0;;V*?22;5QXzH+WXg`Q`x~Vf z&Yn5LwRi7HtaD#?cj?@>~I$QDX-dKKOif5eZ2EtM>NA(PlMFZ!E*1Sr1RoM({q}y}eP0($RyvLPc%P zf^=4dx&;b-FRgBIVa^T-r~}|t*tNUKBs2iZP0YcZ++1!bUwnL-z7$Z9&+seQE5sMd zv7jk3@b*O8i3S1$f?CyT5<_x*!lhg?5`YTg%$YO&;9m)ah84&*#m2^#h~g#w`j4;N zD4MDL01glC-%puYAH0p|Y?v}gG8S_pr!Ib#1pS29`4lok1z7cwfC+7BX;&Sjbm;BG z`-1Wsse`W{aTBsA(df(_&-dqq9Z(2sKu%DJl4FL#Dn8VOi;z2buCpNGG{f5svnL_cfzlg5Jv(hQd3H~>~J zMxNPA6o3?jSw~b+Lro&I7(q}J)tTAQXN`AX|GXl&i;zwz!UgQuEJmDh+9*J}CVS%E zf+M8AKAMHr+hP!2i$=XdD4*|Ff zA=3+s&>(4t>K74#jP3#IDHc`%q}Y_*A`n!MdgsmjItzDLC0J-fYG8Dj(|anFYU$Oo z$vuMl8firiz&i2%El^QGq?)yGTC-{ud8beg)^6M=vU=UtBXl{ec=_wsvnNdegPJ5o z%v$x#`cTZ_z8G|Yjqd`mp>PTuJa2+7SUNa};Lf5@eKn;3Vz^dNPo6Jm0$F^7?tv19 zaf1^R>HCieo3|T|6fL=Nl!K!U!nEIo)CQsRu=erO_j$2q^^zgf2f$XTZjstK-!chv z-OJ28w}srQsxeageE4vo>&urb3&+Jl)&&~avB90o^H*J3Yb^hX4^Vam(A1H&M;-QoXhH>!HTWUzuV1E z3q8^!8UlQLRq%^=@@FY*)|+tB-w!2r^mpmzr&vS6<>62tgQ@Qz#{~2`uX@$tO(Kz0iN^4&@6#bWPcwXkwy_I#^I{|iD8*b$(Isx6CvS zT@>q5l%LT5-u!+zvW48J2wm>czB9x?WWfuc7v1se{R18oH69;P7@BAeRQ*MZ0)iD* z=(GU8h<87q*|pdvy~kD0l>*4Y=@;VLHtf>b-O0oS%j(iv~nho{_ z{}JAj@0hmsx8IIH5!DAp5z=K=eK^AEnC#|!pj77EXRdkF*O(E83$I)td*#iByUmsd zeU_1z<VyZx+(|r9IY;OAFH=S4D0Yd3ux zQOV$w8&vBov*5<;+qZ8I?|zCyKm|6*Eb;i;q^AJ)6@qOkc%Z5GMMBTE+-g ztP)NQG6Hr34OYkaC?7}Mexu|(MZ_^`!b~*+Du=1@BE&;t`G9jt`ClYNT}aDG;6OE! ze#pkbK@IVPb0N*jmji`J2C_&LZrZRV^_mkh0$ZlI%g>jXs@JBkdE}T>^A`xPlvcr4 zxsT?AhsuC65R#uhR}@}5jlSFM=M}K(Z;}eZOcT8WJop5h8#46CA|N2E>=`T6vBSda z7PBytcs~|ueon5Ou>jKclPKFCP1Kw<#4Ih#BVrY>Kt*Gt>K}jnVLyqwc%UOMi)sY2 z!+sJZq6*Z+;rB>0aY(*{ct@>BqGnw`iA58J3`Zv?V`%@PyB$Crs)D=D8$(`}mF?{O z!^jAppSSXN>N)a~3@%=qoQ<;EfJGjSwfhZgvr&9BKLXY$J?A0Hh$+EpCl-}K_PY0! z?8HFRAY0L?#Kuf0h+Ds`?*97qIY`}apb1f+TV8iTMr8AIc6L68RZVAY^4`gRiVpei zlDmkuGJ&Wp!lo||c|UyUizp}G66)mD|D@%Z`9(NhT))3wLuA9o92*0ImUwvNV411M zGK<4}GdLK9HAz!~;Wx zC~$3PF{=E2c3RiyKk1Q^ImabZ2c7g)FD6@PG`|9QLS$4JHib~zdEyySqc#vR6?kM2 zGNuZ&^VB{nrTtL=jl$lHYEGO-C(k|+@&YHo0}+^s*NtdR@PnTwB|xx6VIaqke3XJj zj={fTlM83LtL&Fich;QsMC1&HD`yyiw*d(~0}S~FW`RF%-MSS7o|-t&!8BeXK9Z4& zw{K6=ClJ-5TgUT(x5rGV<5XhOuF>NHmLt1=515G zQ-Pl12VVU9v{AB1FeX&|so@Mhjh z!L^ibWM5fw=tAf-}|U(}Y8HaH0P zo0!8$0>rp;bb|JgVZR|2HRCll7C1Z5mX0r2AA%_EPaSU0slT#7{9&*%1ZT!BEuday z-Mt0uP(VO{N9c#8zJ%soc;c{NF~3N8fm0@T`OH^>k4wKmiwh_nF=zI8i{%RpU> zc5E+#4^)wlj}KyO9r!!*xub3uyQ*W_v`UBQwS$3TgI|$@n7qX;Ki_;i7UHJU?p1tM z5l=&i7@88;B(PJ_e{h^Ng!_g#2?W~@{AWC36}rV|pW1zXwL(5zQlhlP9BU99h%{M9 z@aEM5q1fn!%v)kHG}ZHiDI(=IwIyLLP;9km;>NFVZqcb`A77qCb&wIi1TBWJI>d1K zdd;546E#AQBH>7{zViI9h8V?u2{!R+mqZXUpD$<44ef$Q4r8c8XRSUWfoRrS9eRky zwC5Pfy~OLEH-_{NZi05@$`x+qs7kZ0iOI=~k!`{dPuv9^J^7mge^vJsk1%&&OFMTq z*#M!DlSWK`;-JDLh_RE^%eQ{?Vfwq`VlH5qq;_c7#91GCxy5G1iBH9Hzfc^{qRoX$ zLr7D*aKXneCs4<2<_zxGJjf)=z#n;R0PK$vf*a|XLGbQJM~XtG*P}g%xS(Jn!H5sQ z*QJP9P3-o>W&!(P6U;ID`j>={_%60Qc0kSzI&$Uj_KuE37HiNgWu>LkfO-S18S$Vu zA~B~-KEAvHw)qikF=X+WgcB$3WO+D3V;o|zMxjd%Sw$kBuAkm0`SWQK>^F|%y+&{| zSliiEeMps#4Ot+I=anNYuls0CEh(7!bohl)ZY7EY!#XN&H}p{vwR#gKCTSdiENg^P zVwZ$dIxeajadra^s7<;7C<(4v9`$?fE)nwtECt@n*&k-v-xCWy+aPKI6%r5;49P?Y zbL?e?KXd?uUTd0xH=y$~7zfp-*H_54Gd~F%3}6GI0Q!yh*LI>I7~{JO6NoTKAC0r> zowXZgCc+fXU+#qOHwHZ-PD3fBDsaxBz&r~HQ4BRMY8DAv<_+f+W$yn~!x5#`D6=1F z2X=AQ{OeX=)OT`}1ETVtUJ!;YTSfpc>|C=IOcY0f6d8$0Q|qG3j#4JdmFKFlQj>MFPv+OAEfg`JLHo8bOvHBr(%m8iZwN$1R(ui6hQS z%6ZC^qx{c5|J3^__9@9i*CSBUHFt8nAR=49MnVVmoBOZ{v?6%QS96r3&J}yx=ewoZ z0cBZ9W1~=2kuQPcFdT>XPOh|^*4+=Jy=B)fZupx9mD{~wAvuTn(S&LjAXjwts#P&= z3$wc*$`Ga(wN##+fJL(f7zfgfuxC%WEt?u<4q5&{@{RbKO3KwUm_MF2m8V#d9#H%% zf|NIy4=V8zy80082lV`0xD>ClebPvTs&@1i(xyYT_t`@FcRTKr9H9#1Iu( z7!_YF{t2x|#|VoYN>~6C#%;TH#lah+8LiX_&HO6qVUb*zP)0@l$%+U<9Heszo z7j>j9dxfHn@SY%aG{O#>0RtW)K`bgz@QP1hE%NO(kOwbf)>)`UJgiMgTJa!C;juUm z9yFD2kMAEOwGdl28s$)O(%>z)fN(<`*ho(r;Wukc+fh_0qgsS!^{96SZu&N@@QKT% zZIisT6)RTYF0(Ydq$WQS$pM86b8Z-*kP4oaxR7yn*~P_0;xu7Q*))Sg=#qnVy5{># z_q$2FpJzZIFYpUeii)8#hG+XjLSv&6@4tT_>?PmbRqQuXQNX6%#wZ*XLn1-f9U4iD zK=Fu*vtkl=+aMP;zr6DHD3}0GX2Ft{FBHniX4A{-DP_$N?b(u;jXhG#xBKP3hN6hi ztB!j;_b8N^R?rd+08Yf64*o3}-5?Wyb4Eb@8o(Xx?d>6%If9I@oH)-x=)7jAPPX4a zpWMJE){s;UqzSL9A~JI5Cg$bCs`GT|tHAR$0v?h!A=0yjVa@5$e?*}~N&`9(cNfHb z1@wN@0+B$DiU5F)LzBe14IAw2|G{}~MoyU3{Z2V?w&M?$9SR}G6v6tal0cAv%2^}j z>RpIUpWl@+u89B1w&|Inz6MuAG{~HsoLJ(C*UC*NCUt0E@fgZkxTm_mzFDmJ&v*1x z!W1^ck8(cfa&^h%@O|-u{Y= zQXa(aL&fq$gp{MFLnAP_yXN0RU$OBj99T<$+PimuLak{_BEkXwzc@dxAOWuh_obJAWfuRAA(}rR zEPN3ItvWX~teUDvGjP8x{sH4T2`(lc1n0afkyUugD?1N3iqU-DUrjm2qfleN4lN!? z_YtY$RNTg^5`c(Fv}uWpuW!Fad^E5&y#nCodOi;vhf2 zBA^CtZ{NOCnB%EjZCKnSs1a2JlgNVHo?x8~0?v+s*?NOB3G%3VzfL&|u3S!T;gzs#+G-JPmyp z-+1SKLxl!+*4tcYt0W~>IX$IV`io(hdW#A!6>hJ&%by5)^+sz^jb=L zD|#8JKO9zK5}sX@EU#zT;q2rThonQqOVS2v;s`?#(AWW*eH!Z0mS{}6+jYDIz2I7E{}VOsT1?mpbnWy5BB_D>BrhL@fF@Y$|JGC-c|4p7x%5ei_nu@B$R>;P zGfiVYKAT9VEgzqwlfWuUdoAf}oayMRGR51%=Vl(6mojxG$pukh3{)`U4aj+_V15wv zF2a>q&9s3sVvJO!^6ZELalDa_L#+5d8v8=p{U0!Zb`2d_{w-F9$;*qRieY^I=SJn_ zW0v)ix}&BakA!MCH8N%b{=)7~d@_;cot--6DO_l=Ts~Tq;Z$AznQ`_LL8Oc5iQ}8* z|Kpp$cy~LAP=JpEzxl%QPlU$*|JrTME={ z*|_I3fTYbIo}HdV4`wWaOEuGhj`th1Mus*~*gJOVJXE`|SHZx21;v3)AN{S6RJJc* zQ4%o%crKLmY*T#p{kC z=vx>@71q>#j1yO4mp($&JIX7qXuw%AQt~ZcY~rLj(imWA?ECkZe&I-BfK$eBs-dGI zu?G!m54^mZmKLX_Oj?oYthHwKA`P}-uDb9H_L*fIv?4byRGF=#vMyegp>z+=M((6=mo! zA`01lyMWf^ehj~=o?awrum}BT0*8G610tFu{AbMMiW1mB=@w=Tq%8si2=3)<@*=|dM#`8JV?EC*a3j8WM&P@3$XtCfdQK#2r+>5+;A3TxMtw& ziGlcJ4evzdXfL3Q7vSd?GOemYM3wPa@1scYprm>+HVC+xR}DR60(G4UpoZml$e+;0S8jH&c4?~ogK*1J$h_>mEKc35GT*(NLd&)4x~CP0UT-b+0l7O+foMv|npAkME0Pk?g_L{scSh*6 z%xxv%Cg+v}!N8PuRZ{C91jku)7Lpl25*MT<01VQ1RT3aK8SG?p16bGI4uPjqsS;nh znMOha+PBqmKwne)pSkZ=LN%odlsU6(fk#RF-nIzEJR&>bLeN%Vxes^NZb^5U8B170 zbjxEaAordiJUKDHiIU|h5D6NLG?4+?6KQPq>eVFbfJDf#3%^zQ+lCFQfBt!gh{FL3my`w>kZ91nT$ty{K4+`LIq=h=>0G!C#FoqC4V zp(HH&tR(7uoh^!eni2}c5LP@wpfd14@D1_Y`#MPQ?xjv>*SGDjV;Tf7Go`PAR;2<2 zpSCI1hLxqWx@9lrL@v5*oya_Q;Phkpg%W85-*XVrO#dr~5jWZL=Y-^c;@Jidelj%? zoZ!{rVTkdoC=Q{K<9!*2k5(e~oXEX1+}Ss@sqStdBR=_@f$bp*(xwXT>&amqZ5T_f z>}7D?6S>RLgp&Ff0um`a2jT3{k6>^IxQL>+ zlkt5V6tSI8%f>9fk?Wzg84rbG&dJGnW;B1?3)^5MFjzsEpLqAc!=o}$nT+5Nc?CXE zz?v0#kMqc@XICSqF4;-iUPxU;EeCSP79k%HHnBGXgCqjAU1{0*U+7Q|Ct|N>SVkzX zPWL32MFC#S({|5Y|;-0G@0bVbW>m{CHC0$u({GbBEhp3vXv-&K90+o{nagaRb@9U4Z>CvyMdMzjATuKy~*JJzQrdODj`#Om5^o9 zy_EsSGAuf^`Ne67W+S_S6G#-cgDcmhg={0?@X1m7^u6`9o-9k#&K3}AoxuL6JUy|( zqy>4hA(FO*82W(sQ$Jnr+CbPY@QY9>ERw>=+V){vo{(iCLBeKn$Zv@{MV~Y>?T0nc z)OC{VRRJHQ>3et@li}1*uOKayI7Azap3~w?ADUK-Q9ipI1A3p zJ~;9Z^)*NV(tAK6yYZ*|9OT6AAs-66&L#M`=68Q5MiYu&Fy1OzJ>XQIP&p4A7$lS; zZ0m`jc{M9w2qxN13~74Rg{mBhM~Fp{MjVx7OBEBi<2A6K0-?^>(2)#bB)8`$Qbj9x zuPQY?J-zBs0^TiIAfkM>hk_9emIoG<*BVXeUp;Vk6=jC#XsR&}qWP9e#40dfZYL)v z!)s?G|0_;@nz%~9ZcU)UnP4$8;|V^3P#cW4$)S~KGXholHmVaW2(1p8t^wZuqov`Z zHc@!8Cj|#qHa5_rT zKENn1fgB3R`2i|~0%N|P@Qd8PmasOE5=h3zW*y}D5-K(VSez&9Gc=sZV~C!#x~C^^ zlZ52%+8nPo>ZiMA&6-2UjvbpjPh4bW&ryvXL@Zvm4_WRoLZb|5U*hc}E&O0m{HcT% z0_<#tabXh5Y>PxkXSS6tO$mMR_crd~gS%e2=vu{ga2lLy)nq8j_;BAos(6894;gu8 zmfI^FiWq4pp^?ip$}ReR)%5*$&Z{Y74`2z70ga}CEiORGm`$-6Lfr+e9uK>7uyucU z_bChuLAeAFqm4-Q#EF}5tjELRM2xJ&90(X}J@*)wy(yPB=)1~vJ$bOton$TG3uq>| zN_x-bNndym%nYHTmT6FfWC{NVRtLKW=(jYG^#$=qluZoZ^+_C=rLMqDpXlANNAj|_ zzgsIK5DddK&xfc8ZKF0SA38osB%gNRF@flIVbh3$IdHiyEkq6{Bph%JQj$;pe@h7 z@Hv>ehy%B@r)WD~E5IwdnMZ$^MozW-sXmFx;1i{$?Re%|?%e+>^?Z&OwSPc!(PX7y zjSQVIpEQg{5Qv|>G??)NP^b5%|NPHcvXu!>gmOAVziL--D#7=t;^>j+X%pYeO^$Lb z$3jg;N$?G}mjW}WPwsK>G42x3lkxIeNhx!q!E2>+kfoSo`YrDGeH8`Te@ecC!zKcvS~TOf9CrE3`79! za&=v{Wz1zc;HQ%P6hhcYD)cd6l;N@H<Dx^rAvgMu-Ue8RkX34Vz|zVdvo9Y)j<(p6O~UdGV7n}$p`b8JL<<~mJ*J-!SpVXZ z#m-T(vye$|WgtO8T2e^U%1|~YYo+(}qvTe`zlD&+gM~3b4M;qHDWheRzcEJfG-iEM z-e_SwO3b2N*dGmq-&2^5^^FPN`T6{-Wn^%^Io(JZnN<;mY8u}fm>xA4o0?6JG=j(> z`+Ar-0!)*j5G+Z82vP>x0BlG;hil~-;@2SRVpZ4@yTRR94&m=auLd=#2!z*w?QY1v zMQDg>MuqzfjuO&Bs=iyA4nSl()=djeEh{UN(_&O);*58L$S=>WQmov}^iCYk$X8lP zs4=Y_9Gao1lI?SVU(rb_PvSE6!8%R0^gtkM0_2-O#EHGJv}o@NP0R?dAs4op#A~2@ zX1jeAwvxUnw=_g3W3*J0EkVK{8vqk1p2$Kqq6) zuiD7U9$SGOzyQq8G13?DG(Yh4RK@)?VjxXsFlbNU^e5e3lRsXq-1xEMX|hgHA+;YZ zkw#uv55lxMXdPyoSJAsiM-NL$6`3+i(}{S1s2H3Ki{qy;BuNVU0kRzoU|!eoEqVkCRY5z-Ffsu5d35IvHFJM1ilP?9NLh!AE^o|ul!l_HOpf})S3l9H$YfnZvf zj1ovc)Nl1djFiDbkRGn3AQQ?4w}l2HZU!BF1br0=;xV269Ld)RrZ!CRTzK}=%-S0^ z_)HJA_?i)Fl;XhX)5VzF!CqN1xG0hGAT;UA?|RImu0+-}iJBmg#V;ElJcQzrk4Ac+ zK?&SwX+X{>HjluNQa+n6BeN4>q{Wz=3usmmwtjhmrDY5yT5v#s50@ZSnx&d<*Hu*4zcR7L>=^L01bn&a5(zLuwpb%Q zamt^bpZOiqvKF!N1B(rN1s^q{lg1o1Z8&ntU$7{eQnAZfbJ9jk9I_o%SBYmm6v#O6 z+Qh6%!bemoNrfY;7*#iMuzZd14PpD0!oCNsh#n~M4AiuAzfJFGn-zaUEaQ_0Rp;PD>A)=27P2&-g^ zG)7~-M=g3Gw(Z#AZ^+4(a->KQ=hB^n^2h@?h7qNq(MuoKJt`~^(#$d}yBMO35yy<;2q>x=g z#wwW;40yU`xl99C0_><@K$a`;3J{zIaD0FU#NPE#1P#&f?d1lk?@6loUFy~ zXm!xNQhAdw#AF%wnt&|$&r>XOzn0C8@DyzHaNmr(`=O47j}+s)xrN3^bMV_rF{s!vTXfrf=8_p#cWqNX(>G zF&1_r0g(ZPipkjC14)8xx=A*>BPJjC;2O|%X)*^%&IA`G=nWgqJj1&+e)rEGvuHiB znVZ1P-ZUjJi%`L_f4%;DpfFx8{o62e`P88kVm3Z3*G6B`&B$=Pol zr0K8~RaUqfh!N0c+~~6>&HqH3)b*C|3yvmpU5{lswvA|@uBJz#M~^g$FtvH0(Fo)N zX*dEh;X~)41a^rdMv(@T1;Lp}1$B6fs#t<3!Q)U%kZ?`(@2);ZvRg&EMI!qFE$r-n z!*yt2hN(u-nzBrr(Rb=DxM8sh4lFz{DQx8(fmDcZBq!&`f$g}j5gwPnS5qQm0nw|O zRsdm(BTADZ6nsvTzRsxOlL`93 zilavY%v^x;wp@`+2FEQ7N{Va;MZ-R!;l3OzDC`R!{8*%ZAZtkw2Zj}AD01vIWXoBZ zdUOObFdy@FNa;`rZ4WQmAX|bHB71v?vNBWHeIXkR<)Udc zNv9~R{tG!t3)%UWT^=+H$~2NwDBTaReQ9RYYWZb^LsQv(;~0Ac&!PQ3VVJMUJq`w4-9 zfL=sz%j<$uAqg&TQv2jAmouEpF^He{a;}*89o96lYmZ2|*R4z_MzUYq(!%HsLiiJy z4Af5~cY>LSSB7l-iE1g1cpQKNG`u_D^dj5Jp<(kPA77Rm6Ok4eg6u<3ZI5iotgE}t z7!C8gOF6ZVY#ZIw5uQf&V^7OjZ0D(pq{kq0$$pJ7Ah^klC6@v}PBxLNLvyn&e1imH z)=8!PhHA7i%c8T*OAweC>wsIjhD5uv-xx41w)^c})v@LB;3g~ac9{Il4qdQkD=RDU zqG?tTe*ua~(!^LN70e2{rq8MSku*B|Qrf(>Kt=#t_R$40t&rxwCnjMO7nmkZ$UF{q zb{UI#z$nB$M3|svZD)B5yb_vbaO%fNR{usgUVZ{nT5c_K!D9uODg6lP!q>>gDBw1? zZr*%VS<>(WJK6RE`KuX;1_^=i3qAVT`09zwWfq#flQ`eWdqD#GhNwqEQR9nqJ7`Mi zXEAFWf1v%u{@f=J^UpO{dA z5lQIEn^nXthwxijbpf;YrYZ52;WMLw>Y8-15O))C3jnB~8l40KNw(ZUhpm0-#J5`5 zA&DcZxmm=Yg9NYCjU=iY<>pQ^x{%mQ@r3VYmr%XPHS;4$)2W0BmA?85#;XJodu%T%+BJBm{-9-hkCQJ4zF z_=zWx-FaDqP4>&8_K!^+J0Oj{g2rKY;6lF?rW}#o8W8CW+{w`BF*9P$I@PJiWJ6&e zDbh#@;ZF$~71=2jIy8E8U$jd{gkzz0 zE?beX-<@5$+gXmGj-R?~i~QY>x|}4zO!JO`m%{)Pgh(dNMs$?4lG+%yBy64x9Z2j8 zbRx>lO5$^oQMQJlLCzP0MMG>yaQQSNf0A84X>}y`5;T#H*#_1|;{`@DQM*6`&+AKF z06lDsX$kBe1!HFnx<-t=cEDl^fvuIOc>1F>5=og~l@wEMrmHV5VfSE%SjZUvuqnixBBG`)8GH<6Kk zkPJip@;mmiK))Gmwde-JR)rrM$eiizM7M+wZ0Ds*ej0wQ`+5Im_HFa=#S``w;}shS zawR@R>=_r2z{hp;s0yM)BYrh7^Z`dv+P|Rjgp)@4?YX?s9S0WGT-i_T_FsTv!ac}3 zgvOD-fg@jq?o+6t{^RYfhLs|(jy^RKya}y<{b>d|i;8@olLxnqHo-0wDD#9MH!RU%29!V;V^xuNQ3uPrU_@=ljG`PwChp%^!>-qlw|6j)DZFATRV-5?i z5ILXEZDzbAqeO&-l!T0&55?YNVZNp(N)?l=E4AueWFR{=7e* z-{taq{WGIpujlLed_3-t`~7ym-EMc_qT|q~f0+F&SVn7nonh$smC-w8f&AUYGcbsw zUJRS=-+nuqEb=u-sS1k5ZrhVB-uhfmDCw4KD7op}WG$CvI)XheHc7~U^m;M5$|-Hq z@gvy6?Nn+iQUM2AI3R;I9UAIjB+l{U0AJP7I=!~DJ7C6A=%(s>h$=y(NbP96&oan8 z*9HJ8_UEAD<4#>(PwJQV`qxrMr#$vwpL~+ePVsXY0DgkV?L_Q2c=~kA9$xvlTyo>$ zo}>JwmWBz3lU5#R8eSX;_vP(YrXLcCy?uD54a5fAbIG< zzEPXZxtWF26d;WcSu^37xeTr%vE&|dXp+pF!!~{LkO>o-Rj*#sq28FS&0Gw+C4JP3$$?3!)%NXJEfH? zGuUEW?^aZ&uFE`Va}m*e)peRPeDuC zWiGph!mKa+#S1i1`bSGW8|r&kM+-k>ki7}mLW%l+>G z*&X`9_qF=pcvAK6kBl8;{hvak zw@1@5HU*R@*J98A8L@@zdQHRK2TKpwWPjqqBa_WG`JQpeMoOziIN=rg=X=(a1&HQ6 zrKyqVn}U3b+obxDf1sDCzbKW&qFL-dvd~ynQABDN505{Pn~qC=4oaW`3NUPg>@HB* z0V;;D_S?`Dmr4NU%GkC-Q{jNyscemW3zf(2VBM&+xg9Yfs-#x{)hi7QpJD0s5^g#xrYw|@Ksz|Qj=(P|litDjxdev;XO zift8U#2jrP0Wt7~?n(TyEk{^0BM_n>ZHbqvh7Ho6OYx51&jLIr#qH0rCVV z*s){3+-Adl33}l<{rh=%g^bHibX6iv$x@l4oE{!MZQ3$UWW@tu7~i^gZ&l4ldRDK} z#G`^5GuY2z9Z-&%t^C&HM>o2!uAVMj8=M5lXk_D#oE*qiqbS~d4ZlhVsy=iOMUr7V zjcN%xxX2%YU+1?E4`=M;1QgaM>@xm7MH+DS3S>*0IAYzqzCfkqq{mAKuGQ?<{=RR3 z2XzR;3+V^JUCyDtVpnXEDJE%4#!milkD@{5CX=sFzHC8b&=6xyWmDYR!C7aZ2v@DaquL>T{?12!;4DXGuMQ`KGh;9de z%u&irg8SpgBF7vkJ~-CkP6tKbrA`r@UAP;Ch@hPK@!1{n(%-dp2dB{?LzQqB03PeY zHD>bEIacWTaNRa?*Yb2<&TZ)48oEf*!Rq>3_JuEDTD%y3xe2mid2$K!VdWdh8pwyP zht2f|IlbGGgHW8nQ)~fxq^47^dNP_?*+A&dsQThazVzGlq?byeAU|rCD8(gd_j`wJ zy5-5_-_SovR)2uLZu(epPH*k%ecJqz`so=}T^_e?0N<@O;{n9JK!AW?ZMpf#v157k z;MD$>tVpc_Y|*dE{ti&X z8V=)jG$r7@OFK56URFqJGmWSrM*|9h-e6X3b_5_hy@&N!c6*dMxg;(@G&#-DSb7-< zZuy#<@m$$V-##OOLPrpm5-f|e1U57ee2Fcqin049mWJ4uefN8fX!((oyt&e?GF#L{ zjK?otOucjzQw+dH7gD+N2Ll4c6qO`G9_9ux=4*lW_+(*K)t?MWsmz!nOH#lQsj|%D*Bi@LwSH{`9%9UA@0$9cJny1*RdG*tS z@Zw-bjUSlbz{_HEvD#j9p`T*0Y7)rm$J8-rR@wA)MLub9CatIuvJThq!3of7EXJe` zIgdxqzE^f(z_GPUU$&sZR7^DocsU_)~Hm zZ?B%Fz|Sj<8_?HUY5)9kRZAp?65(wv`T6-%CP#n&x+v+v!ILgarvCWjj)bL!p=Hj} ziIMXwmtsX=D%J&ppUy9@{gg3*Rfn1AdyRK>YxbhL+yrb zLn!33EogDZ5VG5hqdjV4ktrBV+iT7GwB6nN-Snk5ok#uvd6pXH{`SQizx{RwaJ8qM z57%L8=N{SCFxLs{sP{oS)k8B3y1cwr68X%a6@}G=k!EpScS#a2u<)J&jYu-w;^=6W zr*JrPG$&)5V-%1Q#HJD6TKQe=gi1%))=nQ6k|qsA5m%ajGh0}uV8$1;u%|!vB)XVO zZ~Nws+O727X50=QxNG*CDU}=c@2MZ8Jpm-z8Z}`OmYG}Vr-%T7Wrp>1KP9Gn>pEKI zu_M*?5T#jR6JhCs2TTLO3@bQTxkuovap-YKwvF*H=uC*&oAnD7Dy;B)Q>lop+kl|Q zA=-yE)KBmweK=ZtKZqnZ*>7Hd3f;4k607Y>sw)?&!?r)Fvgi2lMY1XT6aL{gpn}kK zlob%8Q!g(HvPj!2YP8Na&KzbnIn!g4+Jyk+b9LWzLnoWV_df>}xbml;{t*~xVpBJ4 z6Ef;G7eC?e6o0D+KI0@Vq2Taa5furDQ0rHn+6?q4+cIze5?+tc4`yduKG@oCez z2JHv)RSjPI%*EE{YP-Rxi{)#M$dnNJ5sFyHCd^2;x4+P@mx%p=*fb;w?4-Yo=Q_4j;PBON2Kk>IzuP(W8Y#<8k` z45#?6@$&_)Tq)CH|7fYcC*yTP80tk95Q4*pzR!Lp5b#N_&jb`MTRdF3%w3pA&_FjF zEGl#t;(!29@{HVd)nB&tg^Dg-liHAbe(c5qOdOR1W}3z@7h4Mg6`ut8muvcsB~9rd zxHR}tX8h_-(|6YEv*zyhB{Z2jT>1B2o{f|vPJhsh)dj~zRf zzY;1~6j-(*9D2C)ef6sSx{a>1YAK-87{`w7zZ8uuWlM`N^CkGxW}h2>{hCqXkffr3 zrWc5qbVvG9*PmI7oT$(6iqk7rgcAf&O-p75c_`ZN57~M?D8yBQ(h3T?Gk+futGwT| zjuop`UAcbc_~2;|b=G?ArNlox5w2-c)wD702=&!^iM?|A^n--IughijQp<`trzdmx z?5^>JDQNQeufP5{>);uq<7taUA}NZaHG9_;brGSeo`q%a%KZTW@9g{82c|Xk?lo#N zyj0-6Iv4}W+@nk3%aQQy?XaLsjFDT2Uq=_duE|v6_|vte(DVmA4LCk;wYXa|9v%5Y zr6wbXTBRS-S@d!NS4-&?j+F>-{)ws^IhIuf&v+1jaZOF;wt=DakMyo6hiSRH3Ui0f zcPO?HtSX(oLB6ot{=-0DD;ZGU{TR^?58htRc_vpffjCbHGcaJR1_OLrKf7+2 zZO|=WegXBVqJd=Y?9PP&(|;#5*p(}3`G0bTvT;ToudVN|*W*8W*DnLfS!@%FGjWJ! z{|4sx9EuGiEdUG(%Qfjf=;e^gp1$VAaYB+G!$7FflH$dez~AL@r(x z&K?5ziD#qI+wd$%eI*>mF3@h#ksIMrylr5N9zolgNI}e^$)5Nq|^@CFhZh45sYy={jB^0VbHsuvHq+`QOh- z77Cv;zch1=e2tH(@q9s$lzW zraa*o0{+u6S&netCM2L9Dz)gQ11>Lu56iV_g-6?dlnL(>}s&+_>?VJAU- zE?dnnq1VI|1>k^zOW>cwJCY1d@ZP&~HTc1``~;kvEoq`6(SPn~1>FE>`h(g_)|43u zjRwR7nMJG4C^gp%dg980y1=;-rA!pFJfGj&zDFhAe6JOi5aks*nVJ0_M097}_$ zU+m%we@6JmE}p#mvVL$ip< zd50@>?ccxu`Nqc<{U0Es>@l%pJQwgeFJHd&?9mo)#iK=E`&rT=ezWaLOpyQVvF#2ToRU=r_U&Cxg`}12~yRi&A*d2muB*LxW=Mx=!B6K}2v0lGn!(l!8qoJF1`2Bc@ z`4Az~Z%_gBKBxjICr>u&IKLzoYs(gGGu#>{t|5fzTvYsPbDOPCM`q)iN|m|dppH9j zEe{KFcmK{L73n&780RU^aKbxxzv`E!pr4#?EC%!8fj+x`*@e@|82X2)3SELNuya)a zfu4pLVLfOg?p8 z$)V4WuZoJCejHPYTCxF{ht3V!_hfHVr?fK#y7%l5Fzn4YhryG^S4;?4$8`mDZ?fBO z;!M=V7pYX0!tl{!KsQz~t&GA{Jr!eJz=-ACkRMrCm)V2yNKW~EeF;;EKrF67Qgg`w@UNQJ2{%^oQ4Q$QkyEwbMu!4ms zS<zfYzHW)UG?XWTD454{H0i!|d0)%%UY;Zr(~C<9V6VOd;HGvh{R>{>D|n(JD(om$hqcUBS&H9l70ei0-hLr>`}+>PAq7!56Q` zAf2X_*KpAhYuI7_6+jq8{V?#A1ELzStksc}t^*FvX3(IV$Cn^Fsecn`Pm73nk#anU zdl=Yil)KeK8UaW&v|v14hQVuh3T@F{q^j8UEcEaRD`}YgV5o_^0j4QT96!h~9vho2jB7*8K)sB#b%9OID z5waY3G2Kz&E@d6+Hh=1aq{k#$iVyGSj#BrMBs7&9kTFkWnKp>Suw~p-Zk232HRGlb zdDh^QIK_+-(RUTuKKVcd`B-g*K`yJtKpvi^%cv_Xg%*(odV_XtI!LML2ZAaH=c1pf z+d*^Jdx0SY>q$mLEU1&aEStO}agLIUHCKdW?AR>r^T7SZRA8&j8o1Ho<^>QeGBE^bg;3GfiDE)~VvHa8+xv$a;F_)X&1CNp0ae@4fxwf2Xy-A1Py+ zy39H36Gv;G*^@5dreM5m>N9TPEN*YT%e5i4^sZT7I=g-l_0-v?9#jiJtqB0b2=`k5 z1RsdAqcErEZdTwAg&aP6%;zfIGJ zaKmV2jZ*xJ#yb9O*XQ{iWA8mKDth^(S>;bF?Vk46+?m_{`t?TOmAWTSoZt0luaiqg zT~2Ei7ZyBt%!b>i_O~v*r@PCfKQ=_Rb7=WRgOBI^mh)9%r<^{4B`f@G>XN@ZYwz*t z`?tNAygznXnKc*p#x^>+xA?0POuz7q?y0eFxt(hD0vXVRs3^*OEKMGCUR3J4js3pc zcy6Jjn5LAiA`=jj)jS9ORVzm5YrJL#gBGcW4n!>ugXlG?#NLG~xb+Cyc*fk*$w{sx zYu2nu8`=@)mU1nW_5}@8dzO3Jc9GUE2vHizZSNhNzgysg%Wh&&mL^9N-dt%uxjt6! z)V_9)FUsh&C1GgPpg~WLtA0?9{UN~M;w1Alt5!hT(LqLj`U#k*#3O_Q)ZLCOfmO(S z#n`3C9h%Vm9eyWFwWuwuouy?3rRlS#-FhU$Od8HS8mD_ztIzLEDqhOU$^*HQ9sB%? zlmN3eEBnNt63I8~<}Mt!dqqi8@+y*VJBq-#ORQb^JRg!b=kz!K^6Rfl%|d~|$Xmo~ z*0UNYGk^cAa^>LIpidb)^6OLGD*NN-y3Z2_f(%2UKFzDc*wW=SuLr5`~j9xSfxwwyhW z0)C#vHw54ADP5b&JxYlvT1WSo8w|`~-=oK|-p4fF#i#q9qQ&!Acb@u|_X=FF{N^H# zqO9Y7`<~S6@y+>h)xBvNKbLQTU^|ii$u4BNye2Hn)(Zc?c-2W^~DR zX7jf^CTDmIAhMOq%VN$Y8QA52k-tNO zE58P~wNl*zajh_mxg`cSz!so~(>RENF~C8(-C!0iju6;m&*uzw=R;T( zmJL1ib~aNrAF>s>hkiaaHC5tFxFx7J!_S}Z?~+6+vV~@ZrsOihsv)vJdGc{e#1DVY z?>l5{&;C?z^fmw(w@p~<2?Nm}wH)idb#QBb==7I9B}|1~7i{S6`fT*Sx297rA4$#7 zT`GQMdDxaP*|-dxa%I=#Vu`LP<+~;Q%~jh?xYlhbiixz1ujFTcUGT6uRe9S`mksBd3W#L^>6;up`hH>CWn0IeT!F{ zbJvw?J9bSO)3qOQnHVWDF=yGy&kVPe=^uJSg=lem$Qr-Td4ShBeqi9HG=Kk(1%;;e zDX-6eIH2aXtwX=x@_Xq{`7!T`_O!lzd#|3fDQLyz%N>kAE!nN{@f7H;Wa+XYR4FGg z*sSaw+b!i5(B&GkA=2woR9pR@+;Nimq@xN54chyO0!_b zr}5^9$jDySwX+^uXntRa$x)k{^{hr=jhZ!s*Q}Y9GY7_|Y(L{}{HYutTUDpEodyvT z9+$j*1tR1p`$QlLoXm3C&cqzYsd}h3OQh5oF>>SuauCgNqloSBCJ}EJ=msLI-bU==uIrBYT3Yk1&|FLV%yBV_k0AD-k*Of@6yoXDQf$rA;IE_pQ z&GI$_)y98CW`gX?898eTY+*yu@%P#Rclwh98@Qh2!`DGZ93q`RPahlh0hc$)-+#Fn ze}fGf6j@jlxulrl`}gms(DC&1Yf4WSN>F&-NIHp;bMmj|(6M8`_u>a#X&4k_ouO&2 zmcN3sFfzMg@16T_;yTB67R~t0omoxE*ZF|{RfgH=&dls|iRc~h+6Sv#WJq?TeYwC~VCvn{ls;nLndDO^qDbm~Nl^^ixin$6z&sc{AJBQ)DE z2Kgs|gHrZ#Y?;%cY1|y9*BBhezBJrho{EERUm>_9pBYsBk~W(|s_V|5l6p;ce>Af_Sp`Z(rJqqZpZ?zaJy))Q_L^yXD6|+~IJ5KzgVehh0fzJXHT*;b ze12mFVi+j|MC~s!CC!vYDK3rtlqpjrdr{}Q+T!m3qy?i?t2J@WpsrW1UR5Ml213a% zzcpIl(q&Vj3G{Foe*No7qDxOK$-%{I?47N-ZPEjA4 zgnA?90u9N;VA=N{GiI~cqdb8v;0GGPh``j9>y_@CR4w=D$(XM!V%5bX+E0ImUk%`f zYF{0S$ZU%Gwpa19cdl!y`Ip~+4>1Qf8JhVe$TDl&R`z}xI?9*Q4DcE?YTU}r4UHYj zO^`nwmP)Q5BfT6Qmw_pmqp62fKESB|s(r_fTj>2-!+|^^J1)C6>|M_^0Ts%Cak{vu zW)l!TE6mHzo6oXoyS>-aNtTEpM-3LLxqcAc-GM>GyCZL%qySf$TD1whl26PG4mzB~vMc8M4P_YTZVcnA2t zvx7Qwrk;tDjyga)7L!Ct()Ojd99LB87qNM3`n3B$HYpXf+jDQvvjiFvnqG8h;YZx; zoaJmb1ztHG*Kdv`?ZVJ9+FPbvdUU;dUYn@}=wTVuWzQaX4OY#jceAg?mbh`}rhVJ5 zy!EB@3LI;_9b8H%FPXsdRjX#?BtW8d9kAe^Z)>`2KG~?u!b)}<)P!ZrzZmyMgc1_m z)O&sP79Njr3&<0d3rOA-rpEq9N2}*1)P4+Q%cm*W<4=gd04DmfUXGRMtsjg%-z1**Vt3$})nrsra4d=8Qr ztf`W5V)``s>ChhlF)K&V7A1Au@BilcI2U_hEGl`;tmPo;yy%Q^sP-8&%<|Arkryz9 zVtB-_#eJV{VDJ*SB>3gTA^_>3R+C7(-l;V-lKOn==vMc*Ef+O!1UZo=ZmIiN3H~={ z@R9SetaPjA0FNMJd@(qc7@KsrY%Sz|E<~%~t^sqjXN3XLcu|~Ia!CCkv)rj?-ZE9T zclV!@mgt1rFOz}f!*M;AUdyjPo*38E(Z95AS~Y{}1yo04FpBN1;kqcvWa+_hn@i`% zqyAI(x<4b<)kC5}1NVuOkQIoF}{9 zEcO>4AlL0@Fq!UwJ8Q&PL1+LRLp<3>JlAOXYmF4BI@MTIsmy`G*S^HGTz+UE^FVDA zOPOw&&V3SVH{%fJBFZoei8}g&@l_hZ-3jmL{#o|qJEyAcf1c?phCN~JHe+5??@%3E zUicK@BFZ`AI5^I0v0WQjOLEYKxzOqex|KR2lUP}Pmp8&oj{LD;6u~-k$H)bjN75m! zQ1p#%R+SM;Tb2>MthL|OA<`C8aGgh2O;C>XZA%-#Q3MI z=@Jo<{px@c0Y%#E+DBw}eDeM)4T%=63j1F4O1ZE-$T|3fAjGmC{S-Y^o?&ERUDDrz zvgC&zJU4pzxzYQ))#6TGW$$cW3CA%vPn>v2>D3Z8lBVxnbf_?OollMS%kp-`=lNWC zl(DJF_IuMz6PgNTB~&VZSBw8Yb&yo(7q0@tf=!>}{+urFaA4-JLqqvoBU-E+Q2ykX( zCa!jsGW;t^?m0wPb)K0(wi8aZyE;CXob2)6XSR{G%9%}po~OXq6*XDhiO@M7%Jx&D z?RQ#}8U0!@TaO~SE;&{h1;0V>g9;eT=z;M$2eyLGMT2iwyZSjq4o>a6ltVIZdPM2}CYFi*{;fJboQA~ca!VukTJ7dZnZfH;C4iZ8qMRYYzI^%e@vB#d zv7TK=j~+eW`^%nIvcR6Zh=Zt)`n@EH zag)aI)`3R`z5fu;-PB9GbC;p}z_!TQT-a|;JJ=grK(MHdnQkF4TkPAbzB+h=5P@`texE4|y+VuFNxKbN90n6)V?ns{CAc0^8>iX#jk0-cUZ}qqE~OSDhW1TJ3s5Lyg2s$FT0EDE)T0w zLiLZI{N<9y2{S%;T#wyKPEasCo2-b8fHQxctpV~HZ&1Z!X`Q*OTfgdrRfPcp|Ce26 z?I92H`jsZa<&^!2apv6D*S}T4u2Iw-;v!$$>03oM(GTHtYHct%+V558u z2v7C9TNY8mRshp>{B@R7tpD~tb1KIy%gOLD-pXXN+AZ8TFC_<3?f@zH8Q`S|oX&U& z>mkaTh#KM|&K(yxSw%Jms9tY7U&+(Msy!_hu~adDpX+~7B^F6Gw1A_P+|d!zTg6AP z$xwsu3y|0d?s0l^`Qowae4zu8){K}xt}xpVUXQ5796m>mP5NE9$i({GxvR5Z3{?h- zG=a*#?U4r$9vBTQTiaZG6@%3zWPrIvHjRyq&Qjnp2O3HokJ030o01anP*LSbuGZ>^ zN(D)4kT`{$8+~3*{hCNQWbZ^-KVN<)jx4#hKwJ(u)kx$6{b|@&{QUIpD@j=ev|#(= z5(ocjGqGN*NQ!`EotNpf*txWOs@d>H95pR9Ir~y}8@9+&GrQt+#o`v!d~U7=IjUtz z6gW#csELn2B)MQ2atJaqd?Ja0<+!KAl_k+zkpsX^Ov^WER72hnAX9MzBQCVdXN7+oKDu$Sx~Q`$L}@Hku}8wjLAio0!x!AS%dB4=HPy8bc@M5(n(lE z%#{(WegzCWKh%Xj6KmmAEikFe&!rPIy%@Q)&esq!Z4IT82-W2DpqQ$k#j`V8h5N6#wHga4VsffTG;n_j@1s937~Q* zTd;TFJ{E`7j15BXtgDU7Ul}*)V!$UADjXi&>cr?)Ua#p1OgfPnuBleSgEfQUij6$#bFj2r$jn@1a)y*w7i8>6p4CflLV7u=XCu zArZJQWkdIQyLPqG96-K;HNQq5=I2hXR`w%Ds7~7}Zp$a(p0sFNR=dw>9|7T^s2*j= zLz!TWiRx%dt)ED%Hc5p==i zEiQr%Nx3C)QkP_rhiF*(Kgf#r-Neq6g}HqpC+B9?kTskeU|p@jfF0A$^qOJSfPe3BTGa;F`xt zxp@lolE=ylC^y$9ufJIpe5iSN%MN3WM2>(ONF7V3qWMH5jVEror;4- zTi+~o5czkD%#}p%wRH|5v7m zqiZaz;(B4@X9;~unjTkLbiXdqqP%75!Vij+3&yqK{f(E6_x6-t^SJ32D-#eCeW#9` znq^8E;-0j2Kuy2d_deM2ySG!uoW^rYFI`bIZ1AM<(_iH@F@7=TG@%eHnFbaf=Qw_` zLSbUooqlpUCat!L@dq=1(bF=f6t^3o_ZTtIIU|_}?7+pZg%yxD(3o#TpbYLhaAN{C#4c z1fBfl+mxH9K=tqhSO#kjcIn#`!_#tFr?LnJSUFZ zwv=;#|2QzIXvi{lF*$ zMx%6-Aut7~li#T`xErWY0qI{AyN*8%BMWy0EHbO1#I-L2I*UFH!8sZ?>E49XNVfyC zUOi=>*wI!qXm9CzeGzhad2ffzyToXOOk8YVxeO3+aKxdV&gQD@MwTJ=U%TxWSL1Tn zmZNfq=?dHbBsME;HgV7SWNSEQcrbQR7&-5TFH}L+h}KHX?ZCZ4&fPIf$QZ|vgG(<1 zeyhRO9Fccf)oI*_QO&BFEn-2F*Xt>u{sqX=+!nEj(CQ1Ir+uQ`apvK*5%ufWZ?s=l zb;%n~Ixn?hcuCrH&(TtpAls6bUHr{TMTBXyg#t~sPPm*T_kL5AwaIrnHG(`L@_Un3 zZptfqQ??|>q=rgueS8d~bUh-{(65o`=$eW8>ez`KJoGDBy+K8zYc^^j#vK`Kw`U!6*p*v616NO z)wWq(?#6Ott*-npvvPikfml!84J-PiHIVf-aZ>&`WWN?G$y^MfxJz0mw_Jd*z%}*g z!>W}}Y8SC+0S^NFIt`kTcjl5xCXeYWcIOyu&}wh9{kxR+YyqUpd(Til~bR39U72xCj|k)JyLq_wwep z-)c3eVMW-!62nUpr9@w}JxC6R6WaP+J;T=VSyaW| z&4z}s{{wa{u9uN0)7?SE$t8hvPHbL!1u)Ij?b2 z?MsG1Fqjqo)%l`4O=!a=VDyec@UclvLN+dmEn(_3pD|IIY6IA#>6c!QFj!f2AayhN z;c<-g!58~eP1<#Vd#H>S7|iPdO%u)1a+0LS4hCRX1BOp&T`M>HE4F)Jpeg;3J1w9L za2d~LRr}*IKBt)uWDgAoPh*+%hwcja5PE~AoZw>k__bLgow8@^tdxOVlVPa0L<^6s zTnZpUeL0;zpnfE};*>*gJ+ZE9Kw`@>qB-B5r+f#} z+UdE1OE7uh98%M1WwY8t_u-sT?P!4v^jiLQakFcq?Afem!If$8HQS7Jn?L&{?1wXF z3WoWVOc~iH;Oe0ayG|kV%Vl}yRl*iUL_WncHgg)1IoNdvhU-wViWpyZLN||(t zu?@UhY==oD)mCxse|aHCij7O3wa+I$-lfiu@k*(u23KgqN1i2ur|k@+&uqLL+Nk}< zYd~`f7CLQCa#okDo%*OjK;c^@kZQ!o&L%gKG=dp+E==qc^_U^>jhZ&y=0C3K(8Ta+ zExqn??o-PTq`Xtt3KX-mbNOo1SIU zT-ReIW0>#QU43804kFsB8=^q~g~hO)R*lfUQcW+2``IHfA<;v<{O*$S4i$F*#M`dT z!Wl#~dJYU)N-$JAy;x@Q6XO_H z@0gE?0*8W(vz&4r-4b(xHG*?6ccj0(65ldsv|3>P7zATS8lGK zl#+7zR&b~W8T9C}T7}?O?|wF__+N}e-?U}#aeXR6XV> z@Gmp=e4%BZ@?CMa)6I!``t;Q`E5hY0FG?{5OnnRL++}7^yzkkKEqtrX_zE;4$SjaH zEo?*bK`L{jfe(O!4X@t-^R%GikMRONrhV9K5mI(oM0eM|&;z)9gnCi*LOOkzWK(kw zPRyeY-*IaK$W@h@Hf$US^((>gM^$Z#Q>)R26ibaV^n+1%#%Co3RAKiI)fC~C@zYlp zf7nr@fFZ{*=b!U~fmH*D(Fejw|R+?V-?oo__xv# z@tsh-7HiJ?LIRUhsCu%bh#c9WDYedB9aZp7 z(#cKwYtX#9&=!;(6FOS@-n@G^3fc7#<$BC1-ii(dg;_LNhF8|xo>pLdai@S2?;$@> zOk+Ee96#&X{x@Vyh&ECtDj#n=#5C3(4E)8dpjpwL#yu0xVDz~%08X_YiFUp6E1>-qwadCLjzqjuZval3H_>fdB zO@~^zI<|s9e}BgrU0;fYU!K5NdH-4vlN*eg6C=dwR&6|I0ln{C-JgVbHwKS8^)C|o zly<1)JmqCW_f0{6|L>Z%#*iVX04>fqM})+dG);`$m6edn`=5M6uMdscm^?`X0&5&% z>(IdHoHm(8tmlM%PwF25V;{DYbgX?lw_5{i^HVk#Pd;Dw8%h>G0}+@~;X~8*W;fG6 zw6%D9AIoe7er&JtdIn3+l+t|X5c4!j^!)0Mpw$FITSGxs+?buXk`J>Z@`;!NwGGmi zWb7IO0PDtU95&Li;GVv4iFD8!`d?&{cvb+=>=z0E9wp+Ky8qNF5pa9bc8$wDShMqt z{z`5H`JiqPhN{qu_^xG*C(w%1fBCGg=FGCBWB`oxZvwv3S##zDMRZ02P*2Xq#!a{y&|2dJNR zh0vZ)pjTp2@maQp(<2VCySRT0W_ZA$BHaM0@Z~{49t-94Aju0qg+AIQuK5{2dm>Kg z(Oq$I%a%V1EyaBq01l<0nJ${dp!d)KI2sNw*8i<=d+VbqgZ4k-u!!vO-3|m7jc|IE zii)h)HDT-^$6KhE5UP`2qTgWDlGNd42O0vZ|&wpFdVTLFoDV*3Pr;c7B51>&d zt44`%$VsZD-X@+XlHj8w`qj9r`vwWuW`T>04XErn{c4erd&q%tJ*G{2S#tj!zKFw= z6bKIiUp<{X)v^t;cQnor>RL_u7B?|TL zi!~={TT19Cc!tN_Dldt)S}!N3(~tKRp`X)%pZHJL^l|JQmZ&-VmH%1&R<&w&hW7&+ zjWG!e>hp~PuN3IB0XO4)((4JSF{}sR36Z^Q^2MKbw#(dWvHXmqmGfrV@VE4aA}?is zpA~?#>^0BobY{-%&x94sRKb>MW4)nR2b_=J% z^L6CQgD;*P%sc39>e*s;ouY#m^N$woKYb>O2uO?ezzs;CV`GV*ws7zmjgDtq&HM_I983Htd6mP%O_wVUIkgsJW?63}DS za{J&CtFbTsowQj1^5d6HH(H@6R^B^sYRJsV2Jt3k zIOS+#h_Z6f5i|p$*N`$=c5x&aCqkNon`|Xw3?}mz7mZJo^Wp6?>wX}qy~qWO&9vSX zGi)(TMHrBRKH*9NoktV&d^w4!rh`0J|8q&*=Rwo!g^yI%b@`clC;e@aSFi*`D24f6fDW2;XE36zH_lPJW&;Tn%0I`p;D zrpP{Fn>o`x_ZDdQfqaB{d;N@Ny@Jk(Uqz+_u(nWv{4 zn2!&|iDWhKBS!wZUaRt!Nz81~aTp^^<{eu89o_fIi3!?Vag$zec!Je|Ca? zzmIO+VAIKQ@Sch4NQqSn}}rdmylQ=!NE zh97Qonc_HQ*?;IBd@0&?7w^9&5pJ=s7&g@hniAA*gac)ZL)-h;08g^ApX`sR*y2^I z`{M}5g;CBIGJJ0NxGwqb67M{~iys+EW+dc*F23dtAP3LId<8Pb#vsbZvp?tf=|_#1 zXWfpDlObE1l_nCgC96P=V5Ji15BtkgHR)`w%o zIjLq0$*a|=fiZDUSqP_Rq_12w6?^y&FYXr*U@|zN#jb(N{Db8SjGQ@pMolXK72CxK zS<123*X!#vyA;I3X4hN8$pa#i2G9w&q;X0cD{z44-(!Qq;tmO22wG3~L_#u^E9!N; zr-^^xu({Js9++%we)Q}<-Qve;TwSl z4*g0d2lTa17IfyCQYNckDl#&)MnqDT>eU-r!2h>v&rB#E3Vcf3=c5>mw# z5s}aT>D_*ULmT430o_$&_()NX#4MpFnhQ#yzXxQMML1HBX!ac^*7E3VF}5fLG}ruo zAstTjkvV--ce~zE;^VfEJ4FauVTKmoIy)XX&9P!vdj-Djdz8Wuc{Iz8<)CW-HMK_LIe&FG!j%-^@QTmd{VF!VRn1!5{gq{Mpfk_I@OT9s&xxKGNv8dDszN zl6>w!tAd~jfg#4}z)Gl@aZ2LK)l4|M5B z_!fVidxvE8Sno$rwND`IM+A9g_LFkVdF1RlRSSmolBWg+wM2z8KzJTE1nYq1-2X8P zIfUHRzM;4gA-Fi=C5Hog=8k|1d*Wec_Dh!QsT(p_paCuyJTynjp2uV*Y!&)Jwz?{Q zHoOAWU4w^DK(Qq2u%`PS&ZAeKzq$a&CUp?vj&bL{n)N5QD)8s_Zksn!#77e@MdB0x zkjJec$Mp}H-*pdF%z?ig?OymHeJOYO@~FbSn@+_7^M)QMR51psYLQ8wl(+znj#l+v z;Qy}9c4zZ2E3cm{zcnfWT#T8;kLD(PX*Iv+g{z5f^4;#X)FJUnw`Z92cpj&CZ}arb z>(wf20>{R)JNYaPG}o{>JGxktq3zW>JX0-hT0gzXK3zm0Z0#FK>)x%=C@p{uRC6$m zQ`0;ER#Vev^LLCa)7ffKP8qy%Wdmwp0sA}})Y;$6f3XXamKZC53|l$2MpGwe^cKT& zdlVh1or#^E=bW4Yu&{2??u}-mY4qgfB{Dv#wnZ5{Pva?? z#?72K0uWof=+v`ULk{aso1voKBg`4duWDpA*@@_5q~b1M3a&ir9(}5qJcf2(b%%iv z5pcUw=7K>+gY|D(#JuC~B-$Zlh=VW^9m=2Eyg9p!9i}>7jUxit#3@rU1Q-(Gj%gzDTIkl4?GBBdW8X<3QSqV;sm5oiw75`U1 zyrZN4=@coGP?jK)1OMVi%EW8?uTW?HnFcO(I_kJ@so!@^9?ZWc*FB!r zYhIBQeP)qNb7KYL7^5T|%Nplan;(hD@O3ht&LU{HIi<(2y)0et2K124YPIIZQUzU( zQEW5a`VQp?z+*gfQq}{_G$KvUu+w5)BHj_j((YGZY*<#+{IwBo&SN!?cD8gkBrSx;{pAr0YasKn2Y6fp1%^5 zfB*e=^=F0!yql~_5n7n&J%Bxu=m4k=9>M&X;3Mmt5=7^_HTs8ucku+>ZU#YpZwT)& zRX?@QW;?_+4(WD>eU*2yC>wWB7sz-m`D9U*GCL20&SQ>uzw9>9!=C_KJU8BWFvQkU z6qDq06TgvZ{vzU2RpL$7UNMC{EDg$phWi>BFGANrZ#WDL2(4$&zQp14>${b1-!bR% zCvQL`UZcj4MU}Ry43KgU05SbQnPU76arp7HVXX;dI&7w<& z2F(5jsFjKa{Cu2tkiTvw#u6tasCMc;54CUKVsGi6}ine zm#`Sg)-weTse7?f8HxG%Mwv7ocCM^~#vW{gz$S~T>_u<58X8=^#RW>-xA?8~ z48=9h#L~{idmgXYzTK5qt(A$O;7=HoMcN~|juiOXz7#U)@k*!QS;#Pd z{3$2IiJXiBWT*(;Wc3JuQLDdq>ttcbuK{zH8t6HknL#IP+qJuNf2u)U&ft80Ns@xi z(earHmmwyK-4js=2(nG$YG$VO<6Knpg@j-;vV{)F)9ycLnbUIh_xE&@mh2`uu{dML zm^Spu^XF}5&cVpvGIc-;?>l_SL8)SI{}=q;;N)y&cgDd>Cg@8>z^ z4X-nwRBmX_O)aP$I{VYj?At-9M@F}bJgM8Y-Iju0K)9L{6hpb?b2CvlKmkxzX#Z>| z4J7{^qE?Ag znk_H})Y^qKe)$>ONhnI>-?Wh<$Nj=31YQx{iD)U>lx%yw&a55x`s*1`6OoCBE&QTs zENyDXvZE$aSXp`vT>i3Y7lS#{>8ef|IAmi8A2i})saCf_Cc>jJ#s9lQ**U{$FaP5p zp*2k^t6>`gP1FH`aZf@~n}XJ0WX4Z_;zi2%eQ}3&M$x+$1#e~&gG@m#;^@i<2tFd? zaQl*5JtKE(!0||e6AUsY>}$ifzb?pci^rI9ARV;mkQa&>tuSG0QT=Hf$pQ^r_IKF# zgX;}-+VNvOgmht0!=-Jc-AXrRb!r1<2hAk_Xf_`EaaHCS=zhRrg1XHIt@V*Cp!g;CE=okC2=PV(| zmR+`IhXU_Ti~14Cm&!>c9rXDI0v&0Lw7{&F-8ymUCQncHtE{-S(m*M)q2g1Y`4GMwvPb)+=jVLaT^-x(n- zVMT;dIY&IvTLq5A!SNHuXQZeS&F$YNlQA9M3-(k;BWcNb#rEi#hoJVNlj)-K6>B&@*otMB9%j> z8BIo(O9$eL?epZuM{4aErFKEePBLd1PF6Vo9Dal2?r~$jYtBX3G&PbQ-3IkW>6T)^ zST}tN>r1pn58I0s>I*tBjlHL#2T)&%OYxnHIpWFF4Bue{`(y5&U9U2b;9;AnyvVeA zI%mCiFlLA^dX5DCm0m?u|(1j;3q3h zhl8add%7Xg0#c~j zf0p{~YFy7x|K~WK7IH^NzS}$=nD|8EyK1x;Y?Y-T?zV{^2HLlDdz7<&SO2_PC&r)N z8yX%l*t^D0VUv$GFXx^8WKx>5b4-U}!!BgRZgM^5zAo`v;bQxgRZrrcUy12lYvMX# zUE~VrXd~U2FLa(xfU4_3O)9$W%%Rx4M{twIpRPnxZ*TAPc#_^LFUBUY)Zhx-yIx;= z!Si#@HxcpvcZ+T$7=F{CNd_Kf^ysGd1vNW;HDyIOMVt?gt?K1X`t~5indN5LU3)2+ zc=~i-!Mpz}Ob(X#z{8HlcJDRq&OLnw6~dpCsccp;mn0|@l}_X$F+G`b29ot+f7iy1 zZ(f+aB(vb)(1UY^T6NMcNGxb#l$|RhW^&z-oI6epz^pLj&1}tZSSADJp2YQlDC51>q|{m6H3^o-*^;;kQ*lQ}<&2Oh z>RR(3F>asDNf-Gy`%=v{VUS{kS*g-#m8e&e8q;?I)@>ZljZePoBCCy_)~h&xunte$ z&*UsftJzE1&|Cgh23ZIQtJ9qGiHzGn0-j}^j-gf+je}%-GH)Zz9Hs)T<2j61YtD(t zES%VV(Vxg?p2K5xLdg@o4p!Je;V(4^3Xw<>-_5W{r3%yGqs|mAHK~sWe9H$1Hg=1V zkxL9Fb^MT%d|GK8rN<9~coBip$8B!dvgKaheaAQ-o!O}*a#IqWbl+|JBbBae?unV& zx~CxjtYh4aoQr_af*J(ySmhKg#{!V`p1Q%D?rE$%NhRT5uDZdxxw%hE?N$et00eti zT8XlV()r);(_1H3d{0Zy8UM>u&x;TVmLHZ)4WcG#o6q2Gj|BIb@j7=C3%UuW$Q-W& z40^Z=IJ$PJw43j_=MoZ0&;hKjX78#@G$X^*x#nl`vkC|*j~tpqFyx9HrT$hTtl%P; zkDj*un-N^4X@FLieDvs4DtVROO-G1D2lD%NBGARDirw_3Qf?Amwt=wc#4V-WdS^XH#`mLgqd&AfRG znM=xrXQ}H~P)qD6MlT=#5wNc2LqBD1Yp2~P1KaG-iE1U1Hx@I-Qzi{QYP)%K38Pgq z{rBzzD(*v2Eb5{$4zAcby&Po6g zM=cF5g~F=Yn?w8AI&Y(>E$cVI5Iy0^O_wlz(LdzQ4>=tYOoxe@L8>Q@&D7@U-S}ZPZ!?cOGAb zTy3>Ra8T2%K0+b8Rhb`uS!HcwE;(pFl1b2+j|7q{eJkJKqrgsoZA@Hd&K>-+u~?VM zH6fF0vKt4d2BfM+PYa9tM9QjwfB@3fW9Pe|d;a^(x{F9Ty%%cblL3k#W|x3XytrOG zZD#-!TMK!;pj!NmYI6cwq=@E@HLuxq&Jfh~GN?6M_~A6j1k4WFI(Ci$&79nc?m;as z4A)c>1g}gfVGt1Q{mAikKgbXnTNjdFPJ}c0%aIRi{~LTAcnTD=Y19?A7H+`>?vkxV z(>CCfF#vDF-)m>~p)aPg2g@5<3#XmI6;BuOmKrh0@OiJqeEE(1OjG)NGgE8h4uaI% z3+?p79(Y%*u~TO;u~&T1o8&Whmxc6q9|X2GD=o#Yz$L1Ioq3 z2^0GAG~z)Gh12p!Ii%32WFSWrDFC=ww{EuYa!&j-)9`Gv{l~K@v0y(J;4lTcl1-B) zsl}>ZhYs?;ARmV85l)4h-o8{3N&H;@=D?5#A7AMla4mm;jQMgiuP&w=5;{WHjh1!6DxZkYSO~P@hgCX}gN1=mnK&XXg8yY)7 z?=`Un84<%q(|^wS{OOC$dB)C1f-s1u96~LsM3u(bsOWX@y)9{U(R+6G$9F>u$`zlq{lQCX*fFsv@kD{+Oc)cM(Y7xC9PvPMs7uoH?MYp!>r z3UZB0yhHLz>K=MPmBGZii`H07$={S65StY-=+WsPe9xR-Sa!<%PMz1*sIj$eNb90L zncvhZEK1%S^Y%r!VSlt6Uh9RUJIOdtui9oCvq?%+oI)jdV4X{NOR6w4s!L?=&<&DN zL8nh+-Pl@iGe4_AHEpj>t2^{fQt5hZ?xEyfEf)nqZk5Xktd3gabm9gsHVkt%_y6Jx zi%*B$=BpXe^g5Nlgy2m+D26jg$>uYXk=3bPPDX{9VRn2c<;mY=+qG*qn#m2uWcQji z8}mGQ=*K-$_IxUDL@_|J52bKg_s2$$!{+v_TTi151?t#&Y#|$$DSfP-w}WABymi#Y z{Wf#jw3Ne#ZytCc|3@m$vfDUiPiAGkInZ8HA1*EU>8Eayvr8uDp6Ph0!_S?(FKu@c zn)}%NT)jTyb**{#_hun{wPTh3@f)!j*z-RHs;l*lo{o)e40eF412%cu= z>b&ZI+OF%>HaH*Qw0n6-ulMh3vu#9DZT(6cf9ab!(!~4pCN+c03WR9E9ioyagVqqZEA@9pbbdrH=R5f zP*lju*r}rmTxnE?iv)Bs!qCo_*8YnNPWaYXjDb#S)u_7V%bG260jB|c``WcXIME%g zIIY@PzQos#_x4TP4Ynya5-nEtWKXMf>?G<9sbZ~y?&#zX25r`)4!Z*ZMRTxP>8|p& za6s&kXsU0GFjbPkossl~36PqRVl}JvV_!u48I3hmnb|4y}27Z-m)#q;9$SezeC2RnJWg=_Z7dA?O?xw;_DML&zg9 zd5z#)?qn>^Rhd_1R$@tW_uC)rbAa?{pI>39j>vzsVU>h=c(g3$r(ZhH-DvrnrhAdT zhnVTKt{zb>{>@ZAta_2uv&wehHP9?T668uznE~>k)14B^@O@_grqNZQgDaHdxbAzDEMHtd=BuT z4t>61IRr&F>R54lU5vpV@GqKwWZ*>9wlt089@^8YgxKOt)VYmb2vxEjWF6W*F1#5@ z59jh`;Ofn=8zQ?vQ8S=W)JL+GiXQFZ?Oh)nPgE^JRNJgEck|oPYdFX8S{V)=(I|@f zHuA*MhT+?(*7f>O2!TyonX9Dq|8sAphzMtPoaeT{KobXP^X&RBiuMN_r0uE^VVYir zXz2oL*y#Z@+g83A_F~y*7jTZ!!Rm)_$?L;^i_S(*JF-m?(=fY;WJlk|p!o4K=k6!Q z#Z8LL`c%tpuMT%!ZM2T40`7{T0NDYKm!{saEY8FXrTmpymTVrumQ)Cl%5Ed`AGPO9 z042w+sRhHRZ7<&UxQ=v5hSr+-wPeZniEm`>1y@=_9CR+j5s~zf@_aKy$A(A{qQ`+1 zifwRmzgoqC!2(@8H&0tVtC!=l!a?gi^7@nOtl|4JhhkFB6snbr)LUOgozX{$=y8MQ zcm_MJV7ec!08d4=!-g!;JBf?$+7}V?$q5Yx_c!QBh(X&o z-K@()#>B68u9#-77V~_nZQ~;i55M(w$lD)com@05GQ#c65#!y9pP55s;jmDTcXbr& zc*VRo`W&J;$l6uVDMjWbgshH*a4YHPW*o%{T|QHCppeM%R$2q9=2l5l=z;2F1!L44 z_g*WSgyp_uC#U0Dh0r$&-_~!~)Nyy;>a%>W-CU2Zs(s~zWiG=HxRST671diL7Z$YI zkfI$a1N`={u)|e9uUHXyt!wp|3XoH8ZJW&q)04RO1LzPVsPc-dW zbLdQ1xedn4aOwN$CZbj4NO>4I_Ro%8<(2y6%%%}r*BAytUYh)>feVz-lBB8yh8Tl+ zszYH;pK)HNx>l}Fl88`}i`N2YRKLZR3XSg!1zOvms_NAFd{|ur)^(X}-&}c9^5%)B zr*xy$Ej5H9JH>%9YcOx?ZUOV|o0PsLFQh7IU=h)ccADqH0?2>S(G>z3yaPIuDb;4Q zCejk|h`bXMNNaEu`77of9r6ejsN_e%w9*MRvcr@%m`@`*I!BI#JcWIBrntO?XWQ$% z2(dO=Sc>*Nhx>lctI-SD;oo!nT{spv>c+0D$q$));cNx_|NZ$p()u9w?Vz{AAx90c zKE=Z$RJvI(v)oKkJ!G7lyBCB=OIM#w-|>b0KR&yIPJGV0rIc?!CuzOL5z2&(WQ8Cc z!D%Dy#%s=O7Tgj0+0I&$4*3@duRL>KvR~1&Rh0m&qAeXc=$<%pA!bH07R}8ZNcJ@J z6ytWRr@CBPz7*E-Xj;!+OUNv`dLHGi0&m}X8C(h@23Krpq{{k#oV^KH&g<9qf1Br_ zkeMV?6EYSOGL#IFXfi~IGL%q6*oZ{ZpeRJ91}c>yvq&iv$xMT(D6>qxpLMgJ_xC>U zbNr9@_&bj0`R%>ceSe4RTGv|Vd9HJbfmu^-`?Or@{rkn=3$9j>5L$Ys7D1l8Jx4>28yjWx?z;uVcO^3KjU+taoFm zd*DEBI1pNap)oN;^w{f6Fd#7Ldg)GCHvS!pUIkU>$e9R&3SlaG-5ND&IPnxj@F<)p zC@hn`HO8`su6puWNBi291<^}T4A6(cbb32-!J04K}TOM31|JNryL10f=V z2t{urG#@(IG2w=j5Uc8!9Ai5Pu*=_x=cmZW|HWs4;N{d{)g1rQTh58-bj+QVq&VWR zyYN?J^^cb5g59u!B;T2IVAOW=AJ3-uP^6zeIrF;Y6$V?e2$BgV@PUcK`AJW2?nmk1 z=13J~BZ*5Fr92+##6f;?*W(l<2bcqih(XBe*I`sxsE-moMsN|{Z^h?1F_F1j9UUuT$RO`8VBo|1i&-j3twj#$zovU`J&Kp+Ml z(C16_x{KQX;8Ll8f$Ey#2SD5VQP#M0#>%dTludJ<8VT z)K8K*mm6NH1wv*L%f#F}Vc7?{`t`-HG%h}Fe|+LZ8O^9A3h$io_RqXvgTZddYu-nA zE$Yz%M)^=#xWn7K_9-rS1S?)h2Qjr}<+-=44pClR)XBs9f&m&v_O`&qe^Z_tC(hGn zH>ZVUiMUgEK3z%8c6Hxei%El8&4B4sA9wxsicw9wjyFb|2v)U&{NYBN%qv6i!igO0 zmr%_+^=8`K?#*Xzjq4&03pIj@(pp<)OUjSPd!iA?RFY5e@k5k&gnFTGw&*(KkN2Z) z*P7Q62X12c*r#4!!(m%7X+12R8nm4tx%S%INw&4}kNVj*=QlDEV%Js0_BvP3v zlRrf+zwWQCh6%#-4+t#&m`AJM6DzfJyQ7-xVs~%>!)0_3=%j2d4599q3L+%>8?irE z=H!y9$_Xy&Fp3i;@`QZ{J6VLji9ag6I*U4++$0JK1vIHS^G=ej2jC=OIsx}3Y6a!V z#e@!=VWsB`2qC9<6*5loBa-+dGC}M@MxPg6-23jIdOF)WV2Ih66YfI9c1A}h{aCD? z+-7yS!b5a1kDzkZZ&nAxlVf0wT4*YuU1E>Cm7$0X|9TZVC!%K>_=^Uht<2I8JLz*3 zFIt=CP(hEGHads)V;!#Y7Z{4<2I6w{VL9mg33NesA z{56vW-aT%ltfqtBlxkex`)Yk1r5%clQKrnzV`{8AU)pxy^6~JGIjt9_%5>)RiyeL) z>nAgf(9`wy{4`fOAxh1wLP44;9bS1J&ZR*>lsfb_i3^4dkNN8Z2##dKNn%B> zPg9%#1*)KRPXsjW=Qc#P&m!(C&AEdwMayCs*y>MO>AId6NE~Yf1i<&M@jQ1 z%WTu7OP6K8^}vZE*To|+^e>g#VUG9=&1(PeMX-jHt{HGuf~X^t-lOyR6yjsq*eg$0 zy+kgiXkHo0A^}69wl>ArOh=*mSeZoe9bcp3r*v= z+`O&pp6hhd?UOZcX3Nr8PCxCNS+_H~{Ad;PZCuLp%9~l)hHkynAFQ^B`SCP6Y;||X z;|0nL`0@J>J?5|41D$+f-pne&<3+#J6GX&R0&U`*mlObOrPRf~+vfC`W!FNFIn+uK_l@$b z)utjo*F3^88*m^!J$=c-PkWdWH{po9KC3^7nfG0T{{0V=#EIgLWJJlj88VlN(rm%| z_uzN#Y@sEKK^|qdp2i197W(~%yN=Cc+~y>LTPIWUrC_D+x9}QpX_}@Wg_1q#M)cyV zrZYw2}Qy09r=&K6T$RozEa$csLJ+}stUf$V+{dUm&p`F?hO1oY1}@s{0Wz2y!20T zdgI)zZqo9qzG5YvXo8DN8vh{f5V@IP;+%WBhIz8fpqj;K;9&mWt(}FL5BifkV#x;W zn(Gc5Cgm{Wr2{m1FS2l@wSjf4?3fc(fCwQ|o_JfYI|E+8yK@FFA)d*TdihE)Vnd#T((oQxIR3=pqwV~T<2T`d=wJ8oy_?t7 zwcJNOD1ZDX|ECAW|AF4x?ZW$8yi=<0hk7GqA2H zfK{?7#7$995L)m8gRg!?KCCD*is6J71VH2iGBAk~N&0F{bAWDE!EV zDkH79Ss4+S`>WDuhdQSr31EQIp^`}kiElS@Fp310=)TKAdVeu-`2?>u`=Ol_t)&;t z#OgHF(BOJ>VxmCk>JycGA+Xj&9X2717xh6d&o!$6-v$ft4E<6WiY(p8s1%*jEf<5(jMqXz+nm2*k?<@LALl&5`R z5KmM3nECBD)J+1s1E$D4TLH7+6YnrYmHbr@pFb$#G?d>`PLjxzITn?a?3yuvGgHnd z)>2OR&@|SqOl;xU6Hmm@ttx*kwFW(qQ96oxf5&{>6T*y2b&PgRLGGx{GeNL9Y;JKZ zbutz61JV_z;*0y|<{#g8#CXwUv=5r5Sjv1&UG{$pZ(nWyDB(FlxDsyBE{hN1C}wQw zKLU+1tXcLIt6kn9%0%!xt&t-~qL2Bx{o2R!@=?u|Qy6I5dh&7V{@Xj_F7Ppmd{vpi zL3Vccx0l`!dZ}M~0Q@_0ubcZh=Z}XU{QCCh^d7_yU0b)B{Ge;yzXxj)caTZw6uT_M zspiAivZrMMi(($J$L|Za4babY)7SrSPMH^Yr+O=Co=wds1}*QICaqtK#$kCR{=3`( zosILX>QgNxDS_%ncAAG#VG99HMlDz@y8z7QetAj0bc5S)o{+3gM=qY%%a$yR800Kt8{_->unM;h=UA38VuGcUYEW+BMyX4zRk z;<>Wh@cEGr(OhMf28(u6M^p;vCErLFu2K#f25_ipN^?Adz!j%g!Sq3`ALJ6IEVAO` zjlb+4#~W5ov!D3>AsDrs9Y0N=`waqs^i`FF~7W;rEC9PmwNAt ziUMc+jH6{IOdbg|}n>|5UjspPZKE%dtZ)&HDq0lDSWM z@_Q!_@z0<1rrNTN6a(`xjKWN5)|_i|4g=FBT%LU2aJ^luqg~`?wNb0j)mJ>bT|QBG zaqnw3!Uln&{?V@FSO52ug*}vS{PSnI`Qpw(^-W%S$kgdiP+UR4+%Ec=U1`*5th|tS zF>CM!6|Qf3k14t%`Azjh4$6TwDZfvB~%dj13m-y&@ zVjQYGW!m#$RN+ZW&@F@S&7=E4dg@S8P}6rZ&G{RMCE|(c7f6d_45IMgz}B9vl-pcrX(o&-*m1Lwn`{v=Gs7T=OJKjanr1(4ZB0 zmX_ZbxVKs4tYQ-n6eqU-QpEvFipzqg6FDO9m%&F~2SB?H!(s>!E~fv&9}(v$PBRC& z{by^R+N$APjd!g-r>k+?Yz)U}=n{oCJm^6OkwnqgcZ^43_WgWN&6dsTP)cc&HYe^( zNlDR^VGRNAc3Z2P0-T^Vlx9SULJ_ALlEO1>uEz@Vh=CPrUJ5HTC2U=66S;fuk)kaH zA)bq{L-hAR9^gDGG?FUk<&qT%BZ3FMNQ+*-t1SC6EGN8Roo4Qu^h&Sa3oBiAwEWYG zw`hmJ2?;8H_E3@MvdOjnLDxX$%IO@enOjkfb4c6{sQUG4ZH)1<5{@$90I0{H$4MA5 z>`amf?^^F~pgoH+{0MIr2~aQ$p_5iCk?D!ElQc}BRhf12?yYs=B#XF5PJcNlMI?m$ zTPkFh!%>b^NXNuGfpV+S%5vP&>{2*b;wh!V42Xvnt`tk0Bs0d-Xx?|jXt42E2oABs z6u)qU_fX5qA;x%vUizmFF|xAbO}X3Sow->Bsr`&F*8aRS?(%gF0iWT;!HI_ZSBq(0sQH~t|@TvGv% zgt775n=HMGtYlH&I%k^+tO=sN^KGGg)&2EP?!Hq?9ORZ50Vd78JropV5(%1^kO~+lc`AIq{J5;F z(~Ao?SPvGoo~B7l?3a3N=%GIi=yx)=__$>wC0 z%=qw{13_kLiExa}5ADKLoubvpBQuC zBY^HJ@ZFsHBKaRiZ1O7&ivDDnT zX&fE<#S$H&s;{;xS5l6M`h(YhG=#cl9^YecYqC#UZ6rqXnZq{3-`m za4>@|IW+DOIeMM_jTsL2HpA*hZCQsuX!~?ps#rwu5qDI$Dx`-M5nuCIWjW#1{Lppn ze&-$y*t(V!r0Nu|1%Hj1Xe#qwO!+_*FD?3|y(a{-$VcheY{DJ-+Yq@xN z1j1>9wpx&fyJG|_|0;F?GBk;jL_F2+lEd7k(v?Y))LlXgko}2C_UjfvXtW1yJjYS8 z#3RDMt#f9@z!(t`(&2gwGFb!WiLMZ-CL^?kq43_V3HiZc5ULl9HLVPoKpSZNeTYc7 zFP!yj(Q~Ny;DJ**Y!+<~W&mf)&ceQk@t1hlizbBqGy9&sot^o^-%VkND7z^Bd(EFY zXU-vPCWWw1h{kY-dGuO+t|&1>C_Y;5FdLPxLV*m^k<6j#e<<9xrr&`adg&{fz0L+wJtyOw zC-3pF2h-E~`PF|{Bc^Y#X4KS8r&f2YXT7UOE>LwNjbp!@D@Z$(tPz}zG>zLH`Zy(h z{_2gmPCXj5;{)oN1X|ks-5iVOWZIDQcijFSx!tMa6-x4WcprTjqT~U(`MQ?9~v}K>f&OM={6d3B0&)ieOt%?s3uvb%X z)Rr;{nc=fFWj$N@F*)S^PURk4mI`|!Ry!iSDDrUJcnn9yQ)4qvnl#g$e)i)_Mw@Pr z9{cbo;1}b3V^|drQOx}P<9gO^qNdNc)o&kr*jYOM7+ij{hmMANdSq9OGqfU~om)6J zY(UudQ}5@_o^72s(c0$q%z2K3f+`La2V3h!ZGRq7V51k>x~tyFg0%zomS%qbak*@F z`@$O+>ffmP!Q=eYk6PJwFAcwXt;h~_d-p@9PM!R-EBc|ge#W?ml7hxS-+%uEttg)D zKb?A4G5u3L-%URM_2=;1;)3w%oW+=}4aN|x7lA1&FRg>d(H`yWs!l(Y;NFv;HG{OO z#SqeZG&F74vZel==*f*Zbn0^moG6h0#^F=|r?_a@vXLa}49997yOZ98OAjBm7RSDhfe;zP{Sl zHI#4nhWEPaCML7|ZS57$)T{8d<4~4fC7bz&(Ak!pbvUsMSCcBFZn4W$tJkcl(YLP} zXtIf`t3IfuLP4zVk9WCMHeWFlQ-u6fk6suHHBd}BF;_(frQA7Fn_i?X;3>O~1>mP{ zViI*_NL5y!hK8pO!Uhc^qjq#LT!v0tNA9Q5wQFq@D3^!}bva7$hTD&>HJ@gYCv6(F z8+hyc3S!~T-cG6z-9BuhLK52kOI|gmg=h5s3;|nET5~7doR?Wuac1|xXx-87g%NjyYbfxwd6Hn+NU?omdu{(u z=FvJM3-i)vTiHk4yx25acm79}sZnMo)fF5FS0QfDa~K%ppYs|ZHRSHWtChC_3>{Bz z1`XELd6XkacAgg%RaflPcdT2q{i!j}@n^}j%1d;%34Envcd{{zON%}kCkw^rb02B^ zi&#xr`4-*ED^!%v>(dmF#EU$@p!03pw!MvV%<|aOwxGJT6m};URZ;Xn7PgXpPFdtk zmSC6*%8A9p7Cr%T?l5?8duq>Xtb-mH-!5Oid`ha3@>7E^45*`AfUn|DEO>0FW1Uc) zmR;OA+TEGghlx1etQK?#)fAwvRTKzghNJ5lkF-m(bLRpQ^m0%Q$kF8Hl z9hi#eOx{sdx%}<--;b>-51+TpRQUG9Sd*122Ld_AgM;C$wT~u;Z#eZR6!^ej!OHg^ z8bN+y0y!mV9%BtukD~^Q4QV}CtU1#&Gl#K8P%Mm|KS{Z8(@U3kVZF9oQdpK@9PIwI z2|H+(9#GmyaJ9uCPvClWNnhlCq^fAvZ}sn$spznMwr$(EV@DIpnA&)r_BS+)+`HF! z;X61##q$1B_!JWp%ZSDP-abC{Gcr$9)3=nMqhfJ{F+H`BxoGKkW`SZYWs?i(JHN*& zG?k6WPAHVkEpJ7I|H_#9 z^~h#x;%RaXxyJMo4HXLmwH_YpVtvQITXJeogZBNp*fwA1^D6%G-;Ju##Q9-z10V+F z!{B4A^Y5Ql{J9S0|DV;mji$QtE|mZ8=-&RLc$76AA5ZL9lAMv3#@|&{$gPXjPTmO; ztw>T~vClnmuI}0Y{OiQ>BpTzLqlchBXrvauo@T{th}VWv}MZ2xvXIKnl1I^etc>x_F6^1 z=OZ0x;4T09wU*+_l`GSUaO0!ze#4dI*}HcQ72ha{k7GpglcO%J*@FHx62mU^6{4Y+6%XJ;Mkx9cc;{QQQ)_Z&w`U;5}&6RC#|LhfDQ zgj7f%2UYCQv12t}C8Jt;BqS!r+&Pm5o^?8sRn2&HWVC(UybqYcr~+R`gQ4tOZvP-kjt3#Jrx zAFi!TQ9_%`MoQm%^mAerm05P(jDq>M9IBRocoA|eUAX+U;jB4x_VdpAgHn8$vX_;^ z_Eu28PJA(F)zAKl>1Z!)41f}QfPl8?zeqvRWV5b1eSS4-)rLh{1L(95I-2Tko$Ixs zi`m`lqy`@YJ#ZP!VoTT_Ws2}fxxRUW#UluT$Eo#q4_cu{T~_|_=AMnFhw10f%{rr3tuoTr*B?KA{PZOi=)Kl+ z5VUMNP8P^4r(VS_1;_y~$yD-X!T>gwMZr8T*CH3h9G z%c=aA9AqkABxS$hN5-?L@(;tuj&1lGXYV!xme$83v!nZ{XJ3Z)V0zlVg2{n3x=3ihW&*B{|lU4pIrvgtc9?c(EujvsXfc zN-8O;i`@e~ROcnNlEv-0Y|T|3&F6DP`L~v_&?H%5m90N<;>3hITa~Nn^xtUtG^v)p ztFt7w8oCsKuTZFFFM(t|o7nbDd+d-rBT(mhEy$a=gDfF5y9f;=;SoT2{7JNe$O_jxC!p;f_VL z&asI>wDAht<{ZHpajnl-PSGzru6+7`eogJt-@HZn zeLjD_aQl$05o_H-qVrF;`1iwSbx?lwx|I(UPh%H2mpJ@e=WJiEjBtN`-N)zf+Je7_ zqwbu62=lx@FLT14lk<}tt9WbCrjwa)zQ(KN%U2CGnYA0%rHbOq+rq^IRknBNWH9)M|GMhX=(Q9i;MrF@ zb%?xnX@+g{3v2rh`gwEnq&%Bvb?58WR@}Ljc;eQ zN#3zIe{9;!|N55f3dS2)s@)tH6BXlfb6dycc=zMsvFqMC zdpOT5nLfaF>hJ}H0lW8DrVpsYPj4bYznzzM3v0LPB&td7Ju`YIZ|5tn&KSV=Sq}V< ze=*tSo3L_~gYKgU-EA(;ZJp=H$F+NyZf5Y@6-Rh<~0qlubK`z*9_foQsa@k% ztu}+tbnMgT?$Ayt=MbVg0BYB6)M(@R^Mesh&&&A%9uzGCFQC^M4%&MhlS3aL$GT%JhtS8}4w9-jPyqBzy`L`!R}Psy`(T=Di`FZC zd~uO700XOG@c*~sXO28uL7nEf=sY&RwmaU;z$v5K@|WSuv!pMiu3L?}gmSzCi~ z!|J#TZGj)Z%sNB^c4F=z9VcG3Y$PD%jTC#&Az(*(dY(>m-8rCd$BvhuoqhzAxZ{mQ zD^BTQWWa$5V?*_8P_Q4LvNfUcd>8)d0$JT{pd&$rC@0g%+H`_1tH!&%xY6_EIR-qX zbiSK5;l}N2v&|aLoJmUny)$*|x74qWSxI#OIi0DEMqf`)zrg#uMRSxa0h(CyAy>Ex z)fFJBBElrGWl-T@QJJ1yOeaR4lX^EX?>=xku-j0peoShrviEB)ziv8iTtBUwh}uk| zCcG}93pM^gRFw5ewcrpsQ6`>en%553(uXNGr`wX#-`B5^l0aE9_0R%j@jbhZ96NR^ z4x82s2gpo2HLX+bv_FYSx%-=!MMavBaDBC|(d5`5ZX63nEpCkmIL2rouTOb1XpXeX zw8$gj8ZAvt;opzkop&F2!@_`MbLJv1>vJnlt)D-=Ehzo%Bet|YnHta>*&UR?(1XkE z++5G@xcSA{uHCzjgBMSF^Wx>pITN;$ez&v>5ik6G0k)G-Xk9cshjr|Tmo0HAeA0#v zrIhKfH)#dq#rEcLHU??xG)d0BIm6kRw|MyOyx5&cgWlNxrebOE&W)}L`-0@2Axutk zg2WknzZCMF+v69^N_qZE3P4}x#(Pf55r^8iYC@=j_a(kOZc@s|X%LqQkR7#9vm=G8 zdD(}{jFF|fn|;$l%^~(J|D-CD<5p65^;*$zbQ&uq?b&xj28!qO323=<|F*2aHV3bG zE?+)3jk;vYiFUyOp`qPa$~k8mu4I`guOijs;}QpK6=PHCQ87qCADon@Hv!o^DuEL+nF%vz9t~ka@&&H8u z$Q|Pi2tPW2i+R=|VAPtudgazl>N+Uv;zHP$SsZ==V8V3Ts-UB_h`#HJ-Bol^*Akiy zx+@OA!X?lIV*n$Vij`VbV~&tc+S<|iZNi4ECAWPO)BS40nj!AEY57ycW$^l4rNczcV|suo!aR<^8Rn%zpD)xRZeq3 zN$F(F52k+KpcRE+Vzgou)w6uGE28#LG=`K(SOILu9CKHnjosqe#OF@XaTs!=iXK=nBy4DeAeMHVF58^tWf@XXGdab!xCy66waY*l&pe5PC;@b>~df}1l$C%mZv7!A&Y!O166)<LEkp<-5bfAaYYeL z`8K(Istp$_sY$MZjv%P?-ZVQxk1fc=T(5qNK&hh6D_#-r(R*F>4PPp@t-IuodUEIW zb=48xsw#4rnK=} zdVQ}k?52xi7BQDEzcv~8sqaXOO^}TUV11Tk-Jb z&13mP*3!;h$YBYWh~fA{|iG zz0K(kpZ^`GKkfQ;Q;GG7FOFNrK(G){(k4Hs%HS?dMG-IZZdkn#p-t zj{>iNHeLNLr*7WO$a@a6H4;W%WBpzx-S8qWrgEi;du$-hDm_;K1q z5<8dEF1!d{H8JGAYEflG2cR2!AOW+I0a-tcHqWo+Mr4CM-o(=S^zLzMHl5AWpjo@f zM2)9US7)Vdz*98#QQ59~+HZf4%-y=}+`_9*p0vY_Y6zeT1%KHD-TgXUT?RNgKRwr$ zV`?Pn=q&^Z0(V2q%)ah2|Ak>+1U_|TzH6Vet1Evma(CDL`lE9sw`P!zmHQ^(s*ZYk zarrM#?FzUYI3>ueMv{%o1TWe({-H5S(izFb==7TXaoJ8mzSdGp~ad}<}ji*D1gg_f8X3)*i7 zCMxy`w#rP3F@_f~h`UW%M`k?VYffqMEHh3~wZ1@Faxt`;qybg=`}>cdRS|o!jhFME z?|-)<({q1mHD;s9lkd5n*9&!9fw(9Q|H?(be|o@Q4gSUqG5Ojy^w2sNCk3(&fH{XP z9AFu1(+mYxTJkyr*Fg6dPoy2E9YU$gsBL;IduP|%^u_`{57`pQ6-itg)7Ty-RnaLGa{2(kS7ZMwy#mL2Dy8Iv92S5=CB{^L_`5j^A0h z*t*iMd*)lafCOfpsd6P(*^cG({0Q*)3Z_48n@YQor8=1R{S*_Z(Z`;<71=;H7@BQ11E|E4i=0A|TH{UhREo}=zs_bRRer$Rs zi;D$0_LW!5vo?93BB+0YtATx;d*`qUvhL%netE9MwE^Ko_gg6orwQ%roT+_;CdZmM zuIOteQ!>r|RYiB6ebshx;~Zz$SM^5r2V0PJIKTPSC5YR~H52ArCH{CFGYU8aZSZ|GT>M?I9Xd}~6sU5PKtO;kE?P?zuBYcB5`8`e#P zc?ZOh{k^{TE-lsiGR4cILRY&UdD}+*wk7yldUp0z4&5I3fPn5lW8%nV8j74tG{PnU zze*{#c5T(4<(C_cNNY|Fdum}udb+pI&bNBQBR{+$6`4yz+3ok_)05u4phy@A5c;{@ zvDRmv_U*(Pm@|r8vOH&W_kG-W`i&b`V65eJADP;UWm~jB==Q z;r{)Wk^$TX@E^!9nv+Xjt3rQ!LtJWrU?TgybLNTdFzcxyV=SiLb0osgne%c&();}e zH{u5l6G&a?UvSwWRPoyb1OGuY;((-2N?&%5%q&(dPVUrDHPGMZ8Ov(KHBiddH$Gyi z_>6~rh5vM$;mi9!aJ*MhBqSsVZx~y~KPZe}#%m?}hljgN7!dm7%M%uT< zUr5}ULJLJ`3r#ZgUZ=y+U1pswy;KrlWNmF-{^5guiT-G@eHxK65!<>CmBa7e4t!fI zUCD3mG^ks5sOSm+2;?}DW{y*Su{u3pJUxAKX^)Z0WtB;`b|No?wv<9dheKIb?>YDi z*wu3>$wSTTjY6Yi+b`p!$wvlg^>Qi8{1zbjl2^B?(7)snQ?m}~pDz--=PbJXr1{M$ z<*iExUM=0lOXzQGTwT3;_nQX_KVF)wF~Go}*{SdYK8rOU|Zl^Sbz z?`{KQ8GLvp!NxMi*SDV1SZd}!97THx`#d z+XQc}(XL^Hn$ckD#C9l!L7!`j5wqL{hqC=Fdz~nqW0`qz8>5;oON|H*w}127=aOIxtBiuAx*OGslJ#9u`^x4l;Kp+?=|D|%IRDcAH08@5{`5PJEIw51oE~kU6?JphRW~v+ zI-Zhp?_on$%}IjT_GJS@wMSadx&C>0td+d^OT?c|oK05WhOE8h@)&w6wk#uOVQ6g2 zH~DZ^gOG@2+*lZDz)*TKx?ehqmqeHIFp)85vdZuQwb8TOhYuHM2e0@md>YYH)AyIH!#9 z6Y#a{9GkhmEWf+mIoQv@zb|>8JENNO4wD~qbkq&O_wgzz(1EtTnNm#0>XbDx*R{3y z)rdwa7@2+d=Y7Tmn4^~J5B+4ZMS zpT4@ezwH?iArX<#NqZdi!j6%n`?MX6!r)$5#I9YwM5#+@X*I~XyW7{uxw9_g<&S z%KcW+V+@VD|2*7&*pIjH=|Y%-Dw)JD+Zz^exlLxTG}<2|C_a)_apq#)?nd2uwAn~fWyo}Thd9eT=SFT>Yl$lviK5~0zzfOeU28>*+ z%l4l0erEMyj#(g=#4LEPHAs1P>W;MbNlGT#QB^w-feg2e=(*HZUw+Sbf?D>rKN#5G zmxwZf@xskHGKS*;o44$0TzB%hYah%fspS<Ls9!S5e^<3xOK0t7r-NZs6~>K!fSF)@y0iCF+#$Ot4v2FM!9qnvs{A|1=M?F>RtMOPcVI!@=`zkeM!z9@ts6v&Qf z1F9Nh&f|1Z_2CH4rnH+kZyxXvalbV(u1A#0CMHzLvnZNX>7G=~;y4GPQ*^`1L(XNlK%JQ<^G6o;Pn9Q zf(k>CZ~>A;ISj7+>1K^PYF^JvG^R!2JXh5iNZ2kTSnB~`01eeiTz-OKOh}qHNnk3PZ76?DoLR$LXnK=24Uz+m4~x#q z{NO9u*<(3AivXQx&y5Y}IkNq(ZU$zFsbtwO@4j5KDP09k75eyIn~oXNOl3P2hroHf zJ5!|9)^34IJV1U_75X4_;gV?-@#P`>R9COjfY1KYnGRl>_T@*_ zZn;F2LsuZX&17|-N7ztA=9aWH$gGGrr%L1XPuux(LtxkfP&`FS{3%ohez;a=Kf0$Z}9rredA;e8KWqPrV%Akn4WjnBXNMnwf!iW2N1hl^C%&K3fd9BxRYMxlo=HOLa zF&{qr-Is=*O}R^wt2S=bs8Q^%c|7O9t$MbC_qoQrDJnYP-sU~p$$4qi$dd&7rAMbz zHlQ~mkifoo+q9SdmC%E)1NHkH)19mLrHVSBWX7qXZPo@8?}^MmRnp zPkvT=DY<0p)IoK~GCW*ORxj^qIv zbsY@}tTtXlxV6X$M*=By#v~eNTGy&o$9X#6VKdVoUICf;!H^qoe-(0bw}Qrm*nbSfsbLgj{CQ*11gcYn$wr__8%RL zGP*2)!K!ME`AMJ?m;M2H*f{AGzbGxguW3UuF*+JI(8J(AeFx_r#sb8C~?e*#|m!1E^NC!doIMWLinB z`!G*^qGwpFA9wJRSMOyOJ_A$Nw!5`DKOW&CDc)B7Y2-F!tGandH>5RdcYM_+;hj3Y z10dmi!NaUiC0R!i%_LS07p>Vi`L4`9IOTdgRr}4?-?yJ8a4etgazsM|XgU}rRo5=V zKnOn&vr6JyjOw7JjSx(YAX5e?gsgTSbW1G%v*vd}O^6j0@Vr)KO+xJl zD&^PpBdyKAO@*VhFucp+B!?T08)H%difBj+7Fefj3o8eg=N$DpNShpO=~NCz>sazA z>o+xJZ3UCvrkU-AECjPl0CIhOYu`H8-LnDUY4Y;t#0}lI-t1<+QD3*uxuL2L>1JE^ z`*K~4LZE|g#)WoXUw$83_c_*sR5 zbIO>aHt)np8r(aARZ~@+mo~zcK>kuq}$7e`n`HRFDZ%s>iB^Fn9<9q z-r$EPQpw7P0Pf+-krdG{W;6G!l|0u8wD=Rhr{`0vuV-v?6gOhpE z-1j9{fv^Zyj2=IHues><>C+4hrr$TO=W{X;D|hVP{aE_T8&A(HYcwzEd;G(3PYJFs zJ#Mrj>CQMan>Z?6JtclKHbp|H!JRl%Hz%E~g5K*nkiIJM@>ue7=UD4S{4GG>gM(c6Lo z@v%DlbQ(4&CH)@WX_M!Z^ttDy!kn!KuRItEBt#%?uwXR9VlpaH_kCy{ayds_=$L+mxO9^K!3C2Q{(JUpBYAB?rJz({UbAm1l3*piiUybtxleh*O{aG)Xlmz(4db?xF2>ZIdX4{@xTv)SVd!sE>2))68 zMaO%jAzB*8yVN9@=t$rWfD92!<6=PYKK2eSQqV({jqrS|4o(Fitu zF;md!(W5c3s>dm#ZM%?6%^-(o9z`|yS-%MUhFnBNk9XrHre`!%97iHA$_K;)h%Syz z$~b(i&9+403viTLMAb}}?!}Wof3Bo8rI6RL$jy!W^}qOW(#+&2w$-}k(+ms^9q7Sy zjMQ7-EG3p5AioMNP!sHDE8FBU(YeU8v9(`gMziZrAo-3teM7wKq?YjQK8J%o(kePD z;w#;1{6iWZF35bUY?Zw$(FSPp2^jsj7c6`Gpc5Rn&3m}eKyY(g z-Mk0xJ^L)2A!C1EbbIskV%SOh(Cj;JwHPYMO6UkqlX1RM1{d|~OM>?Vn?#DaJezB5 z>{&QQ*u)=<@x{I1&SveOp*?1-z3rZ2Y2R+ro#cR^piXoOMT&MIm24ys(M2o!<|y_O zW|OqZ=>)fLbAB;}(g#wdS67H(z3UKb-+banwWTER#ouPoGcn>` z@nW?mO*$&fzo#@)ks2~ReN+YhdVx;z3krW4>!O1!rWv#w33(g>fuU7$hHUL(K7Vn9 zHqN{+`>diJnST@z7IySXXo9Ze?AfgbhS2bo;=yGihM>%m3&TRGT){q%%2~DD6w?m@{LlB=Tu=XB+sp=)Y)h z&h;lJoF+opCN7WBedA#EL@T|3tRH$jwxJPN0QFw3c(>nV*Q@)YNn7{@HN&-!tg14 zxEFzntTz4GC)>lrb$M4gw4OFpZ8{-mNL4TAo}Gj0MaM!)4;|0l|rNqTP)Ailp=@%4r>eXwa zAXC(UcjM$)j0IxK_aUhsiA=h$7=2APyp%6TIYNb_t@S>wJw!Ib3m> zKHIa?>l-q?(iz(*$ed!5Aj7AX4A?ZA^MG#FSr8B(Sb}PyAIWQv2_8A$hLTr5W9o8) zuyvbdOr_HgKqzczS)st1_Y2~a5BqlW=tC8J0JuZnF{7yma<7aV>Qz#-?Su2<#Fd#% z6-ZplfJob1I;D)1UE$B2&KpxnTX_v7c^x`CK{an4E0 z%p8p(Z@>A??CfCF@^uu6_EiL!ODyU@!^@sit9l{l>bJ?y@2=tRj2kxs!I`V5!->S{ z|3ZLaWq1=gT9o-77;1$-Ps(;+o|=2lP77yH(guNjrW2GiOVx*PmqhxpOH1=-l(#Vi z1DAy@54`lrSzB&yi30+ez?q&Z+acygV`L&!qRnDPH~5QZq#~Wi7Pq_J+_;R@y~m+; zl}SNdcSlmC1pESH-79YoS-bjo#YlPVxN{gf4#c@9#_rUFg@fR5b$C2|k8b&%F=JD5 zLK5j{CeO;mM3cF?)31H!8?+U(q@N(SNs}f~v^JB{?lTxXbqR7pP}vv>Nd@;l!b7tKa6=6M}J9YTujLCr%2Xz#&(aS}s zAZjJ#a87Bzac2O{Y1Dqf`zf|}(gIUk(V`bj+(U6WHnf%Iv!$Oat>>T7iksdLkg#5oWTYewpIjl1lM*MbYa>K!b)E9%ew0|sQGQ_zIDztKPy!qgPfC24DS8p(@t#|^%_`61t$U1;I8a^;e^ z2(GGA^;$iGJbXnTr#WGBCg6k2?e5%)XUhU%BGb-2q6~ zFca0lIn^ID#85XaTLmR;i413+Wy{Y&msMRR1vkAL-;PN)iXz%3ZV8~SO>7K#_UxI% z$C8J^s9XfNlcJUtOxb+mPWZDIalSntdQ#*HzJ=H@`zOaWuh;rR-Cuh+>CA{NjyHDp zY|~Xe@j0u=R#p*CI*YMqJ+=9SrqDGWVuA3|Wxf$KbTEzIqhakn85OQ1?I^$^f!ICq zpxBk}4iAq)bTonPG1mAt*A*=lv12=Ug>MN{aT!xeQGN$aPg7 zXs@~pW8iB9eEl#iEFwZrE65Bs?NF0ld-ik(S`5HT%lB%qr4z^5R6jr_Q(genY(@?d zEV}Zh&BIBH+m@`Z{FMUCX@=xvC0sxPlcPiVdMRabx-SA6OVb?sSX9SUZXV#VD3)Cz6i&zp2CPDgX-RZ+bIv3WCTbWlzGZ)j+JRnYD1+xif_~ zoCvOl*CvJyc$K|p@UbQU*>kI?qbpPMOB!x(eqH;+@nJoANC(G;YiUe)QL~QTv~w|b z|A@|w1tNzOQ0sWZjN$F3cHQT3BLh`QH%`P!df$LXKLC?!#fNPzL%Pga7C>5Q3X92# z9j-{n45YJ0qcZ=yk19ZQR}|YByRA>^JPxxDYA#bjr#P#j|168t*K|Hd{8Yt-Qzxa| zV}1O(>S>ay=-jq)G_`13LaC@+A&VDp7onWYsjT3TiQ+m$_XM}ut?&7BF4u1jsDs#6 zBy{ACR~M9ojSMsLT>KOUIPh9yr*}Ht{BQx;WEK?wy}zbfjah1KH21o8!#NajvGyN1 zljoLA`?mG0R%iI20baBO3%&FxISca>_@y+5H5qwy*5HJM^_gr!Gq$~zr_QnT%b%mb zZfz!;heQpjsqMrK;kK$z zt&4~hl@SrVLg4HLJPe_n$xC^|&z(2&209lij@DX3r`I zf4Di}&jHVJ+SCraF}r~lc{S@uw-hA62)_V|ldjaFxk+0G?~jaxQDBH;z@9zF%n>7; z#@+&_W-!ceaWe1-|JKk5_!#lrxK=!TP}#H{*Err^jtz~hSx3Nxb}Kw63bDdW2H7jN z2)#;nHhF|s@o`Jrpk~9}V|)je-fEA?IPZN5cs$f_Z2qGS$(^#)*8mcWl?AcCGi4*` zA0mM8kG(iY@?Go`-(l<|(!1`+Ce9Mdh5@$Uh#~h{VGtmed$2bI}=E>(Wy721szMrZ%|h~7Z;c)E>IegR{DiZ z^)xLTD7~A+x}fvK!>w4jO(#hMWLSfHXZApm>QEu}1eLDeZs3%XGi*i#VorBWO%^dX z5-pqx$YNuaJIAKA=LlNkV;nUh)bb|I`OipTS`1z_P~1w)zkd33g)O^*TW}!2E+;IF z$(Wxm-PfqIZqUS!Q*>JipXM>pq4!K8n*xv~O0-6M6OcOg~Dl+Yr|*CTY!+E;e59aV)OH5;#2NuzNfO zH(h+1v?lB|AAn>=qtKQ8Pu#UpP>_DX|GXSL*ik5ilP=}jc#G(Q=dVfj6qUS?#I*}gP5jTf@ zqK9t$DVY!hr>ownQw=T?71YT1kHm-Id7;!N!@=a^`K72{ZnS@h3{0kpG$}&|!Ii%; zXX1g%@1GyXJp%k7>fEa^q7zloSWV5!Ih1sI4V|KeXumzruLeUy>aaO$Vm^;sp&;$b zs}S=2!sQ)mZr@0W-Xjnxq`mzz>*2(?Xq1wQXJDb8FVBKRqAZ(zTZ-TChG|5;eUwXT z(Ucz8wu>rCH0a-eZUbLaWHPMcVM-x&XbbGN^6Ct+zVtTZCkHuV5q~5e^p!?(vSfUs z^Qj6^>=LnIn*b7X&PC=8S9n%}7q0DrRv-FMm4%Aw+92}>aq^r~g6IV!J$y!;e}!9n z&SRi(XBS|9a6Uh~IZT_$h!L$OZN$l1*r7S)n|*w=lDYawuo!kzEk1jTQ3%JczGq85 zc{su2Q-{EZFg7O(R>g3cDvGw3p{n&mLlCQ`h|zLMP9oY zS0?6O@8t~0SVo(Yp$8VO;0|*qw5+%6TS)Jzy|P+eyOZp!ZA*31ZdK*4W%M32tE{-W zI+s|#2Li%gx4n|% zDx(bpVTORwioP(sOfem~okILB$O=mQy43@snsY{f1YkB6mz&`Z=DHuPb^)UMJt)Tv z&KjFsKkMec0%s^1RlZdeCTq{!IUyv#SzEY&q_Rhw^}||7am)J2eq5H0BN1{aDTj}q zN!m__yavVHMCXCD$F?EV$)g7_SqE1=9U5Ud65t!btLe8|{vvb^akrL~tqW@<9Gv(O zn|H&>HRr#pd*{j&4J#U#+Vo?`@vVkTI1`eH%Axy-wiUX@)9Raw7kE9%!D zI8d$6or|jwT!5HKC;$A@N0!}d^5Qb5-5(wvQ zzT#8p3uG$IM0_F{)WN0jPe>ugn3zZ}l_D_Y#av2X@hY$GotHV(&ui&-A|I__;s%=( zVckuGu^h)j#+{&eY(Q#mn`SU)S! z-R`Nc;^W7UQRDU)RW%ly!d-XM?zj~5*bTea9?Z{v_+PD^SyYtw8OBHA5)@IaL_vcR z>(RP^aB5OF;1Cu8QG?M**klkRRH6rEG#H?`P=^^-VT42z35yFADx(ZC5h{uxla@M^ z05%E@iy#~|vDld)NBjGO%}pZLFb!qzW=*C&+|U7g@GXXd2p_`a9)i2qa{P? z_S}SKCgO=)&2b-n>XSe+6y>~-=RJLMqVRT;WV$2_NBX3Bhm-7(X|_ zj&RjL>6u2|CUh@hHrTf*QSk~z_Uo3G^()-*hJ}9v;FMrS0P@s}D;4>Gi6;J; z6C8SP)zM_J@TBU5Q7sLvg*{i2{g_p-#GpoqI$3(8gs%)kFs+XtBP1F@0=5s~s(daQ zD96j)-3&Abxz6gDL9_h25A3}AXmV2PmGNOP93~*DiW;NQC{6subHXU3gkZ3E)*6sgWu88rDwNREt*&vRM{j~>Na|k( zu_-k+)iSCE>T1IS)4)5XmZ%n112HOaTO!hyBO7Jof#q9AM49O1WCcJpP4W+5o;sde z+yoBOZxjNX3HpjtI?2k(RCB2-GTj=kz^~`Q1EHBDb~^m{Z70?wp%vV@1zxGbI3w|= z-dSLnbFg^UcL!6tnIlwSV9ti&4mUS92}*!;;L?qK!8co+14~MyqewdX1%V93W@Tp= zUhKr;M;{{xCHMhAPX?khd(DAmR1~QcM%~~E^^kCz|FCU&uVK^K=t3rJYe7TA`Y++& z#TYZ^xt8e}N&fBq>-^e0JL9Hr9@2JT%gy|O1(~FQKy!(M3>-BRl?Eb{`*0GP8?MPTW(kDhybk7UeqEsHb(u1sU$hrWAF#!apRKgChe;_56(mAvUa;Lj2eAk zXH5pEC&V2FqAUQ%n!WauORcI+xywF0LT_iwPrWD=gk1oFmN0?^EW5Tr z%z?~?b*aNTDH$|Z3^TzHdyAAD4hM9UnqCZko@#4qDr?V;a~Y1V$#5BdT})rKmW8OO z&FSVOoUuF4yB6_mIL2rW-FQB=M?Y+g;TgVHOH|;B(jH?*$MQCsUEvG^;<1j3b}9p>Lj&JVVa~$v zSzADPYnkdo+&tFo9_E8yz84qiz%-++n3ki3TR;FpA|8n}9fqXH+DKc~#ZakdY%G-a z)p0c5D5WL=HwMNKo82QKikjHeDcHEdgvcf8$*_&Wl21(2ac_&$RQm40K^5;*+8yCP z!m8_J{=N*$C6;)3Fi%L^D!EB}fJZB1Jc3|~R*~Ec;+VQ{sEtPpwclGWj*A=Hu zGB~vZJ|(P^@{$Ua?>lyKAESDFt-@4UTDbqMTN}PESFbn!{DDGg{`Jm({UL4Rrd9v`!Qdd3JcQ-fTS=+)|NiXn|zvn|`dc6Qn{E-cLUM(yG= z^p3xj6yK6**5Tk;6}H_-T2{6$UL_&JvRy>Gz(wWMsZ*xSX;0tX=L{TKY)H{f8E(xU zY)aMVEq!+O&L-2Aj5z5BM``)|S^13*j%mhpc+AVmg$t?}8$Zhwi}q~rFF1SlY~OT; zXXB>=*Y1IVcz^%@WSZ7Xdw6*C4~)JGI--GbGO>z1tBqBtsIFFc{P?lyrx&>|3JL-( z@TsN#l%mC&RQ)ph*|DqL6~PLbW{sC3L>vrK)fD&GO^>u|Bs-~Q%#v?xa zHSn-@UWRu2_3IQC2{$!7yNl71KFW_y-ms70pir29!4piBj}$Y}($@B&9xOL+PGc*X zyZ!riLHhgI@m?jBNLE}iufI0d@6O%3d4q-ilMX{oAEkKH4J-3vy9BL1wdLgHh231s zY$)ZqYR&pT=s|>y%nj^}XKCAFs(nFq>(9&Ri$|HR8S#O_0q?jcA&fkCMkhLb)l7%^M#t{_PS351Q^(UeS77=!Gk8jcO9$z+cvK{=^}>h zAW1i=dlqo#-o5k(=g*xBHLZ`|N$Y7gijq@`3Kz8Cy>sV|V|QbUt`PHyAI}2}^6dNd z?2d|wwGFjqS6}he%rfWE(b18l&wjbbZSLEiV^i$x;qh6Yu$|n@X~6yQM3`1Z1v__tbyuEbjjDMNiyuq)oUo zTu1>sN%i#UKkshmPTqD*nevnEZYED0I*IQK|%4c-{gr`TQ@yFBTRuDWhEm{S!ZK@63M>O@j z)?G1)a5wn+_U{7?N#UjqiJY{%etwPExX?xf3!e6&; z8Gn3ot|iAN8V_Rf!x`o{q@S_r>1?ycI3*4&oHKaRiusPiHDX34TlelwdHM3Bc9Dm6 zFt@I}2m__R0U3UQc=!FpBQdaQm6yQ4fj7ulrm ze?S=KzcyxoeKwq2cF)^eIaw?Ben`l(=g~ zaeiuevel}{r0SutX?tE~=A!pbz6^u`d`)Fu*-K5Uf~SA~{p*IEyl2nd-C}dR>d)1` zXIy@@vOZ3!Y{W^++&uBYQS~R7i$OdK60vp(nm+G=F^G75+*!9XImX`O-V7T?qubi2knd!rycaCLz!4`XTW7XPt z>7c_cX;)?9TgB&x(!+SK-o*xqDG%h(tnk|-`~+VuMd#AWxjcSNijK@^+^)Y5<3hkq z6ZV+sySSBGN9$_EgL(jnnroLRl(yc75upSY^nEJG4=^ZPn9|gLzto=D`us|cD_L-(KgtEoLG z*gkj~ut#oTZgRL~c78q_fw#4@Eym%fzW24>2q$mk#CDNltAfc(X-=)|CC3fl??5<^ z3(rEp7AoDr=QN_VdB=`EYY%rfxAz$)wL^Nef$6fnp8WL*s@Z0$k4~=0&n;>dmhnRr z*g=ayFe`7MRnKxvzj;{@89ebOl5WwO6)NFA$C%A@n;ld33pk?6b+9~9r=X?t`{Kg< zZdwm8kAl)rc`l-agM7`{{msL?pS<>Z7^hdu)wnkK?>|$MQFgMU(A|eR{>gQeP4p7B ztT#2?y7P4S7}7wxMKa%Lt#5_s#1pWMX$21t}Z$3AdCuI@~N=L`NG9HvxDXQR-eS=hIQO0 zRSuR<^w*Zfh#fxsZf;%z5j?pa5y_j{H9S20ZTwH3(k+KByp-bQkbfwpBnv2Ts7W8t zw*3X4{nSvit&@{#Fqbx!hRmio(w2*Sc9=!fQ5I{ZV9>^8qVF+c*t`0A75q{ecd>Qj z#>aq2W=o3;WKR=VcvvO=nPFwvE^(KPH5+y@1{+fb2UCi&a?M5?@(FB8#C*hI%N)Lx z7~zp=kYhVc~^eWdq+j-n!JoTSe#tb-sRq)fe%b;s1x&hGX6k^17ri;1aLtJa9= z&#!K7-MKT)D9ZiP)+3kd073+8zMKVyly1*+sKtIXA8C`VRy(mU5$M3u86y`Sf2H^@ zX(_1>h{coT98pc}$DH$pI^2|0Q*=}sleM?*+I9HEi4*nlDl+s5f=~gSO@ZTpkfT?w zUe{OiRHnhmTKSX8=J z#HfF=H_B6*9YlI zH^G|+>f)5rddGkp29XkiO7t#PJUFJ3X{wT&pKpe!5q83}5EDzD<1@rKM+<#Dy~Lsl zUC#xFt%sGRP#o297yWp0V(Eucl>1cZC(kAKaKTk;nd$(}4$%mB!vfg{^vWXUd_g9d zs~%f`_h{kQqZ%1fzi;P~by%S8^_Y2#^*5r%-On`p^^-p80F^9rbuwNg`)r9jbe+!5 z&bh_;Q8rFF1!3~M7Jtmr8CYh`d&bAcYHAfuB<?@f5R2#yh|Fy?)d`wbS)*I16 zoF)`?JZEA41PyxxvnvLu%hk+rW(CFhk+3M=3JU5x%eLc#?f%))d4ppB=T1#r#}w9^ zw`7#NZ0~$=ZQOj|{Q2|Yh4y`*&7xm!^l) zyRBYap@t$ChBP&)nHAt&gDi{!m&vq24wGY+cnaZm@_F~_YHMrFTeB)-DzRgIqN1V# z4D7s|T}toXyT^BX-B#%-v!DqF<#h_{5y#nFjlN<>&?Anv>cFJH$nm1u&8wzOb!s-dN;9#D7)biDM)WlL zvWOy#0i-55-QjQwHmj+XWfq^f5Z@(lJJiH8*j|FW%PdsIUaCN>`^(Y9Joq9C7r6@; z`~wV}&gbzgP1_Chi6704%3Qbg@D3URjDX|9hF$z`rFfCfvp7A!2AofHGU`|q?Z(oI zx%}!+NqRF7QDv%Vfgh6Shq>{56b#||*miucUcF+9+R+4X8DKdw{v0tb-vjZ`m>P<` z)Ow#ooM&HoU4m-0R*^@0&&=C^gFaLxERFCnMn~{}2RElQ z;4k}vYDNY}P0|`>R=7p-sVZ!`pYvYuH51w~8a#2Wcq-zzwWn0r%098EXr!&9Y zJ2?7c+&91gb+#cu!;r6To_#sLdD90e-jaLUg%F&0Sw!rgFaBVkz9mE7uIu*QSD}GI z`L^#MxQXjL4flGHS@Y#)OMP}@j3|7)w)fZ2cQ}t%3MsjHdjMrOJY8qmzMd~LocX+@ zWSDxoVW`umYh~;A9RJ`FaKt3{Z)~HQB9{E(l>WDkD4ap8&CpxF8*NR_SSmg z{BdSxh7qzus(0tR5PQ^D@@-yByw;LnC1Q>YWV_OEFPW~9ZzauAjoZiqB!P)Qrvb|lrSp=Y3fG%53 zXRB>nLTx(yKooV~UG;2Bmf@O@T+!5m(ba3#v}nH(EDag&t=0^_Bx9lXIlWrKZsyar zy?d<+UV0ApG?2)PqN)4c)xaHvz`E{NsiBY0c(vT`=y#vEyAk$D$i>TBGdDlg&@qfBnl?Fo#gri=VdUEXG}xP3 zi=}5U2pCf;#k<$-+o`a5g}F#s7xkmt#<7&b5fh*0`Ee@6?6_B=hob*Iu1-(NcAs|~ z^x2wShzdt<5g}qrnKL5u$jsy_%I8z1il-^p&8?7kTb^IJiHI7F`)}RjI`Q$mN}=1e z;r4vhgiA?^H`i>a5w8N{!bT#Io%0LaCMttQz`G2q4hiwOzUa6SS0sKHPy<^wZVWJw zIHH=|6a>UfN_h}MVF>!{w6H&}{MnvHqosQN_19t4dC7YLi^aikh`7x>$H%+Awe8{5 z%6U#DNzh5)Qcc>g0KWmTv9a3WU|@o{btOtRFk?hvL#f4H%n8`;ExC3^X%2fTQ>fzK z-)v^8K(e->)qL+Na~N(B2=|G7no-%@{2RxD_t)jBeMCCxf*QLuxXaZI4N3IRSywWwU>Ig9` z9@^tQl?mAEX2Ab(Bk4$TyLb)$Hmr_J3OIOP!?QFPH79_6f<~q(DYY^e@r`WlZrsk3 z^{Q;N(j9}IK0G4WA&hVtQ(=1Bym5`Iy{$|QRW));E#Nr6_2-k}YV^eu{YHx)9-jds zx-aMIT(E!lgUc-SNMOp+TaCFR0~U z-na`U=Jv+Ds&{Sx!^zOcdaI+%BT&JR`pYD*kAzc)kv4TyPVv}u1N8~9 zr*E$-udP+ucJCZXxtP$$WRiw|-+GuKc5Up?;lt7>tyKux+Uj~^3z92!PpIn^|^}0L{#@ zmq{JPu?kUH>|&Mxn4C1H#Yp+&CCpvReT$Y18ZyfVps-|YDpA>%4^=k#-t-C92Q`iS zPp8kGr%y4fWf%u|%nu8Z%8kyrvzbFWFPHgM68+OEaEfuj7W+#I1Ls+Sw7i{M{NzVo z1nOzz+CIIMtQFc5Lim{l77x+$qdRHtZFyb_(j$U}U%ht;ytCxKSvNC~kfMlj)--kk z$d@jk=?rYB80S}3s5bI!yYFJ5)na4!WCIm3`R&$EEUQT?|B7S_RBqLNYjo;F)~LPB zV}Rpz%*?7_#E^9#=@ht_AUv4d)y})-<)oqSL>1R(%M=C@O|y`HcswB4Im@Eeu;BR% zRLl9lYhsRNQr&HPZRRFSFpLVlRK~pP;e*tOY82~xSc_Uo6bKy_Ny^~dFtcNab_DmO>8^^1$-PWLh#3tXog4*H4F zzw9U%m%G1>w*7CVIc?j7_jkE568RQ;=Q3Xw-qI#_%fEenvn(wmFOKq^@nWhE*7b

$kqT=d;xSx1_1PysITDFLXr2Ci#*)(8Q1OYy86zuUONj?sR4*!qRpFM zy*&~XLMqqA`ug_VwJWIPvk>?++*8FfOJt{7x2 zm4pyU6AFBqkw5Qf5;UQcWm3x?al-S{$owQKzJ3>GGr$OB)eOVRU8Izid2sY1*yKo$ zIg@;%`w$YV;WYlL|lwejt&3@%60XK74_KjE4ed4~m-t1zq;==)KYQ3(B}-i}Kh) zu*&=HU0!HFnN??O!(|6QLIMy#01+%B6WTQ}U`h>LE?tZ0@3HQz?99Qqu!oFgd2AcTS2O5YnXsp;_m3Gs1qF;k^cUd z5dneS9zEK(nT5ro))Iq=QHYWt#fzgmDv$<4rE#i_jZF{As*FM*%%HbpoUs$&#^9RK zY)`AFsx|DH3MUpaz=fyoOz>EkD=+k7n@)F}|K3^b6^@JTq8WC+zRffUA`A!}H3%Qc zA)+2wk9=kgNA13SJ{3MDy5P2mN6l0e>yw*%%^cyA#Ztm;=G&F7kr7M4>z%^33_`;X z&VwQ|{4w+0(MFmO`%GOBH9b8&50;;mlx*?t1>r^w1>aC>xw$9Zs5%U4!6yed^;3u< ziKCv`9+!kYe&lc}GX4%QAVo)`<@*pGa=$$whB7(v9P`ytBUTz#(J%!4NS6W5L07_I zSAK^y@p8@;Fnl=ft|xA&!N&)@yE)-^Kf28iXE#KJ0?xN)D#*(63)}VZqvp}dv*%RN zUrG7)h^V4(v#KJ+&A_zyPzP^+|EiT^{Yt|LkGo+kgSy6>$MCKH{)Q9EXHK7%#b9MY z>v*T6q)e{t0lKqjnHXxWmEuK~;?vHvPu20xv+n$pr>Cdn2jiY<$=$7dD5?Yyws}{t z+wuop7LjOZ(<)>Yfv3_zy!7|aE=HS|%1HkS4&)smOufb;Zdbi`AJ$9^fOHJ7Tnx&w z2D>m3hj=;N{(`p=k*UxS3?sb2*o9cO=Y?`<=Y@b+*a3(`N~VM5Jx}CK^}PN3va25Z z`T3dD#`yHtJiRx0KnM9^(<(NZ2mEwdRK0SLvg8nby}i7=GKZ7Oeey%oC!mt@6V(vU z2&x}fan+Liof`lg{XXJHoO?oz61OYv<~P0!X2epCRpaQk{CmaVH$j{pEXRIpVzGk` z6d4&AgS8ujJC8Z<#~Onwt>G-nhGcEgmZxd$;NX+Wlw9|Z%U?>-v5>p8diCm1qsVKe z_9Jc0Un_#Ed&G|>-MIl~T(d)lEflnQ3pK#X0SvJcsBMTus5X(N%f!at^Ti-|$6QL% zX!w05K{X}I#3?pPL4R@7RfB%*$M>>IyJ~SGvde*{5=Yl!!DX3EgB99^y2Pgdqgoyv zxIlI)^$qx6!bpY-_RFo`q5mG})W|0tb$1N%9nqBpKwSzVh{RyaJF)0qvIfx?2=(J& z`7gix5(2p~90Fs@%p%qd`Sa_L3s{ZC2sTm){STE5|Eys!Rq(ayg^0O}uKdd{Y>qsoXDZ zbMY6W|7y;*iqc-d&8c($+CC>@`}Ob4D&S*tDAX3duFlRO3KFw#+{Vf|9Piu!Nr}6{ z24kug=x1JPjnYv=Cg3E3^ii^`QCnmW_F8h;#)1*I)VciYufINz8}02iB2lsS$vKQC zQ7!d=9M3NO_bBkqMjNIBl(ha5?K%; zg_lIx){NA@U~o(&?h_GdnSj6)HYDw`8qXbzTi85MQSWniux^&lw}OSOJ9ZdL{P=dp z%Sp5rFqgq$VcT0Z{O!)oi7-AR-|}#wl;Y{ZNBR_w@waMHR*!ma5_IQAfcvL+v&+%5-xDZcg$b)@#` z@*Vn+jXR$gMu%8B!6E_8Th;7KXM?Km9${HkoWJ!Tl>C#so#E}c;b`knADaNo} z0eIwWZWiU_98c0M(gEDL2;$G1XP_lB;m403i4F)c42T4Tn7Z^Id8@%uwDcb!Cy`faegQBKGLdN%YSh>5qU~oQD}{1nT(hv{p5Bw!uU`{`i}nlWiy)DS zqvQ0MGfA$Y$4`s8cDRlE=(r9GkgX54_d=R`?0IG7`=BkNkuDD-A;c@i`a;%+0%Qvo zO^QH~<{SZVh?;B*Zc>T}<*+T-mmSCQOz~WtJ&y`E7>Vl7n>V*^+VsWRuC=bvPg-c& zjSz`oBcWRh1AfU7?V3C%KwGfI%~wSAy@^$zJ>TgFN?b&1)l|KbJ&Pl<&<@}U`8qNZ zIi#~2fSf(aL=Sy_FzZm`K*GU#|>|hLN*OWxGyW5=W1dcPhd$ z2^+=w+qtwpU}-_(QKu)(+A&&J zS-f`(seXX761VF(pMuH5#__oG%LS0>L?IyzIVoMLnATD#u{Ji2#9OuVDrOFH%X3aq z*QvzFYdt%6>erzi@_@(JYFvsE-6_yt39w#Unp;p&b6_x7jff+nKSZQjV~Jh@7A{~@;*CRE6+23t-lCNN!01}NKSacvZIn~dsV>r!^;>{1zqu4 zxoPl|3_pBH`7CjcP&3_o#9i*kGU2_Sl~KbH=M&*xhc1kmF}H|G827H)H-CU&nhU^a z#CeD98#E$8WLS*X3=Htj?Zn^czXtK(0{&K?W20~6Wvg59?3%rU1Nj6|Wlse>W$xHc zVclX`g=>AgJlhxThYEPFFxDns%>RMvIoy<5jP>_&)y+4Q>#{beZiq(^36+ij>dhl^ zZHz&3AmaJEj*gBP4+8@R_@4b%R#vOmuB|93`MyfdcTOCJjAY%SWb&?xiX+l7a`|xb&jL)AhqsZ3qD=95C1uk!3yM?r` zH{Mw!6>tDnpXY;oA|e_Pb^LiG0YT!zq9FhfSIyxIkFEpZ9HWWY_xa{;lcuPp^{~=N5j6yM z>Tz?Y#UIzmwpv_VEcfV#4kw94>)k{ z>%c&m-oiww`@)<j%V?Fkx)CZ04 zG}A1CyF?uq7#tk@?!mF}nDJa~m)_|qVe2|0P;lUEx$l+GzdWQ|XIVuFeFWJZ?lTxI z2~zxR-8x>nH+3Ajc(=Z{u=VHb*APN2d}+L-=7R{!M+`!#9VptuQ97x$UIWO5cOpC_ zBxFl#`(a2z69e@XQoLB(f=C}<_KfoSB08c-MkE*P_F`h;MOYLZ85wEtK-~*F1P}3w zpt|mXrY1OUKX3N>)^CpPSymmN;3jK%(~xDMNor`X-b|!FrD(|w;X4Ta2hKD?hQCY= z1-#%8-5xrbxj2$PDhoX}X?U!s(yY{%#mt+B9a#6pREt?@b#=AN3xbMlR)X2qe*xfD z?!i9!{d;P{5|CX8QTghQK&~JLT3I)@7jo^;jzOg$p!Z;IVgQIrQDwAn@$=Uus;9GS z+bp4??|}(`U)c8R^Qm4`@_>g%7T8r>kQ$Qq8bAxu2j;X|xoTC? zRfsUD`QIMajRq=6m{4~@v{6bkpasGVW0sF(z`naWX?x|tg9qh+=zOTP5cfCl+*vMc zcyf;~itc1B9^6e<*6&y;h!%VxDH_rsKZg+Tj~vxCI%-7?C72%n7&HUN)gS>T&5R7e zLKnb72~cvdXcZ(aNWT_(t$7X!4zkE*aO3VYdwmdUVb5bPR%sp{e|6nK2O=3=5rb2b_>l1ag7F^pW5n45V;kFDmvDUx|mHy^~Y+tgHsH59L81i>xf^ z!~}=Kxv5zJz-py*qJO0|gk(<5ti;LJR`5@Ghlhv%v`L~A4vGo!MAc>HiXs<2QbV|y zO^yu${QgzKvT2hZH5BAoD6+VEnYEo=I_)IG5tEybUpDMEKMjThehMERC;9aZ2Z`Fi z9XYBU+si9ofn81-E+{CFgB~f1ZB7hN0S2h?yT55sUJ@rd@41@Q3bdZ5!8*LCbkY;} zz=`v@Oc-z8xbccop?(`a47O2mho;H zsp||;GBu1LbA`f|hUyjCm!Jg%Knw!)ci3hQd9?~S#!c^TJ7y~0ftoCIHWP~NbdsGl z=&#zxXVwm`^+0?dCp!$fkG?k#M4D6&3k<%}074Um((eRb|6u!zVo_nxGyS&;$K{8lmn}R9Qk2B9F-s z`Q8vw7kXPE4_y`$v1bZJfu`32wY|V*-c}@Ahra`OVDi8>Jn*RG@%+r{wUc{lcY8&@ zc?r(oVa&ZIC+YQ6cPS?u8y=vxG|@tU_Q9@V@>oiDq(cok*zWdzs)2Emj#S?MbA!N6 z(KKlTzl50>aoM(iZ%#MT4BUeU`_?%wm(muiu=n7yZ=v%$yc@e{OryTR26m|u<**VY zDSY@;$gg1g(;+4XWt4sY{!ZV?Q9;Y|3Vg&DCnXg8I#)$w^QvraS{PN}&W()sMuzNb zMjSl?!*4>Bcq3&yGrgX|2`mZFKMzk;BS`5)WIN&- z4WdR!xVKzs#V!**s?c(aP~uE}C{r(i8)|^jaS~B=5dIlEwNWH>f@j)~2ntT!5H72e zw%U_TthuP3l97Q1!SWH`_~_vn2w2i|lr`PfH&X!N`{3UWq*^pRN7;^ND@6yA?z1jV z;fQim#KM=cX?s7Xk!}3(b#fx0L4!{y3yVSvg*Y`iOG%;gK5!y81GFiVA4iZ?bJ{ro zE5R}?EiK|b%NJa+VufjIRuW@r{-`SlGH(!-bZ^+&d$%)cXw6;6Cw+Tj^L-2L}J z;?0Empl!itD>2&8{@zO3?gAJanj&O+@&^?0hRSa#Y5RqY)>1ydx`eoG;5Rwau8AVR zpNjPQ?84*IW0R9Xh!#+X2~_vm{)H_Lzh$Z@cma8Kq*#TH(&a);C9@)onX-aeFkJQ# z!uQAtByjB9t4fYVk@}`jg?u%GxU@C!%^zgA3mD)FC85g_&ntpzeV&6EQH@nRUs8pg zMjld|-H%x!S8x)ah6Yq27irxTEOyO7Q92?sC`FN@)8D>bfNoOUMWfxUdw&9}j<+mA zA{eGzMfw)#@$l}#Y@y*t{8^y=m|BD27l~OC1(@)r#(~ETWp%QR(ykqwK4ptK6)hlP z$yqyvqnrjUdxV|}J0p~!!GfnUQd|@2d?128tH;ch`V?K=YO!%|c*i1M8LfozVKZW9 z5LyO`iPwz)h_Q)@IwC{D+Xrg_=17|?Bo9bnvUiM{o?jt;2e8Hy?M@wRnkhhcAa62V zh36h!D~jwYXaH*zA$Cm>uCO|oK1uTk83IJ$iwF!`wr&j?D1>0UpN8%WjWh=!MvDP< z_Xxn&Nb~UfbNQKmt-^z58}K-K^J;r*G%ErJL_{8F<+rxBar*Z4_3_s$D71xg=2o}H z1q6(9w!bir(sAM|;;g&@s@bsWVI1L8;JY4Z%T0$a_ykHr0%`)-C++j}*Z40W>3`mW zun=T#cjrD>(^mJH=2ZRjG2WU9myThC(kSFU9!Yue1j0q#l>&4(yzNvx4Tn=4>yd=0 zXg&ZdkVb}cP*XDP`xPU^T`wt!Pu@og+3T}|=e0&PG}b1C?_WyTXmHit=P4b@;gKZG zM{(g39UvII+;w0T2P;9FrM2fnz2Q7~B^#GW$uqqs8{`FV?qN1Y8)QVv4 zL2P8ERyKDJ*?}c_dgPWFY;h%(CCe}J33c!FC8Y-4*u`(Se*bdL%YtwP&&AS)(_~x*cjJ>Ru;3oXteT*vTHLIoVwsH+FtA z+(I+0VceniBiUt0q=r#ZwEzgD$2sLg#_C8m2Yg0HlF8j+%is+51q}8vN(nCq%Y{VO zY@66~rae5-jH?o0pbpcJfrHyOok850gBys&*M_^0n;zKKp#rW+1p+tOT!5#HI0Z`c zcGvY3>$^zJmOtOt2tcmsG>c9-KxFT;8ncw}}tF?JHU6Oz4 zzNlpC4bdRZN8*FWn>7$pRnh#Sr>B>3ZQO7$@>g1T5N#yyCk7i{@!>Hbx-`QTetY5qSA|CXhQ}=oKXHp&fmZyqD&Skyu0Lmuv*b-$mKA* z@(`+&5y2)KG_6QbA%$k){D>%_VFArQpo`#YV^Kmv0%^g48G{>n32)qD%^SFlqLvR|xeaD8%)2(v8>5$I?#|ADFB0aI%f*zF?C4*)6JYRwTNg&(><*7ssWjJabo98vWh6cQ`)zD{u3Jj%Q9y zPYcmy&z`;2p88+)QF-YvNSgV4_I(%ftDR602s#K_wi#o>Sv9hf$3sJE+8$Msn87e^{Ab5gvhm`x(f>fEw?{{9*3+ULmZyv9`5aJZSN8I?we}@t0}Cf zyxoF*OPElw@bsi{%y?hGdDf5cS#M!w<$}1XlA@!HRjZ1d0+S5f($7Ds$&lIzvJAeq zeJaB!0Z925hmZ?kQ^c?L=GTIW8kvV(+HV3fZ0r!C6R(n~hjWZLENGc3JJcwNme~35c|1p#XZDQyGY)$lg{{UugFukhqz6|S4 zO-|N>XrF+$*aThyVy7S$YtW#e(JhIsgRPu>s_y;m`@*_|*cay{CEJ}PC>y-sHp@Uh;d=KqevGjU_A!p(D`~b7Mv1kiPLfJ zTs=q^@P+omYzo5#*y0#8V^nl>=t9_HVE-6tuR4)=cMIneu-3+CRn*9_ehkj#05dal z5I_LQn6PV%93ByMUj&;ZHG_V3BFH2NDd@x?_JsZRzc@fS|($~qfS0WLfjAxj0kl`PZQKDkRzf)f7$+B~Q zTSIy2PWoa{SqIzO9sJTN^dHjO%lrD(&9wxVl3pOhB|FFCFihU9^jbk_mV~l^x`Bmt zw}e~HmoHz4HbMtgfY;|6Kb@5a!Q{iC>>uemB24<#U|p#LU=={pAS^bWaq8w8VPWaz z&s=}M%+6V$A9MiXh6|9)urJJ=u;|MItQJn+_}PTqc4k^m?=w2f$UTuYMjtke^oshshbPpu9DoF6k-O z^_YG73DqIo$Z8eDV2|}r`f=sGm$^EO@A|yV1BLZRbqlpHmItVOQ93=V_V0MvC{B>ZcO_88AUO1;hCm#5E=->A0 zoD&B9n#20~`k8=90G=&jTl}e@8wwDp=?o0&_z|&xzkNhhU4+LPag%f@fLF{Ey#%U< zRs%v}#6j)fceQ1=J!Cm44Icd{jc91?JlMWy@jJ6|<3`S@jjXK6C`p^{6VeR^){F3U zc6W6JUinTQ(JLF!X{7BJN*}=U?T0K(BWFNS)d0y7d24Y5SGj(sYA*kv496Neq-?M5 zxMtQXpj}Zts7ZQ}7-z1B>_vRB4_VfXoWX{@fJQ(3jE|12nw}f=JsPp&EoePzKl=L| z%gBVH_C_zZXo&>z;<3wxHQgue1jG;w0WI3!-+%qR?UWHCEbY4bdjTTp6D{I9N9QN^ zwg=i!_7yEep2!@ zv9v;7v5Z_ZeSHtBkn1_YO!c+nP=9WuL&|h7iAnMqW|51&p3rO$!}6~ zHp*iz?k^^mc&y_R4INY<1blOGsn0!LOUbc%535-2-tS-HelD}?Yqjt(shXw5=@Sq| zb%@IpjGzkGB+{4*UABs81BG=5w7l3K?_B>CG@M_yZ@;smzen;7BEOU4e|7k`HL7_n zQ}|>t{LfweKNsasb%M?yNRwkJXJF`$pTGAnC*ls3hGJ1VC$jJV`Rjk)vV5|D6rFfC zN5cy-Vw%E#k6>9zF`zjd)ZfzA+lhzrvj2bl7?lQ- zrK2N=BE}&ktkNCVoR90QJOIoH5fqJSPR?TJKjq@`9rd~E;}b+B?Y=Q>JEGzLL)TD6 zef=cY6EdA?Op%ykDLU!H;=THAd5O~Ni#$C^2PSg0V;O1d1i4x;UL`8nO>FW2K41I$ zIdKh;NAg5i_T~|sBn{`pL+-eMszC+q&!i|TjU<8f^Vy#VNVIK7VvN0Y>le9@KVFSA z5w-WrmnZ1;P^;*vibw#rWd^%5oPPm4lISXGG)pOnfv>E+;sYMj^`p0!=Y9fW?I4oc z^3tRxpoovx$c!)b+nWL!&5USD>I2q#2`pfhkaf=Ebbn&{|@Xvm@c$mK+yhpv%? z7BORF*`3=op#+kK&2c2!isy^udfsnX$%3dssw8tmajHwvJpoln26dZiAiEru1}QV2 zOXtNigkp_BxN5bDO#;x6h^c1RkVZ+vACYu%RTXI9yi`KYn4!wvS+gC_#lQLI6u)$j z2JRrD2ii9{%$kAGh+>0Qs5T8pIFo3KPy&YLq@)kQoJ=kL0+v4*&4X6sIEF&@uSsTn zl>wDZBZXq!@oj3V0ZkhTAEVD}2Cqf&6Z9AJUM?VYGx2*R2l{*Hr?X`a%fug~VVww8 zY-YoG4bm!FD1p~8G0E5Fk}s)x4cY*&ks~O~lpx*UX)+LdXqJ|ivNIXSaW*T@|+$i}Gp!H59QDBl{fLdQ|O0j6Cs_ zfMO>Wla#`_c;e9@O?q%NpkgUtqY*YK(*ylhaBm40d@tRNy68TnvB&5<7ywJ38{11V zOxy3|N^}Njsw1GuNw~PK+~1fI1@LhKteOVyBVBX^iw#eu0@WYd?vhCUM}`9aTrLj>POB%nn6uPw$BRy}?+?&9o)bEKHVJx*X%CwML` zqU81u-`$#yMfmyEt5{83lQJCv2Y>=JhL2dqfqDg)2GWoiH;@jx0)6kH+Slyu?ep}I ziYaM_mm^sXN(wd_tjrF!RK#0uga#xw)gq4tVj4jid|Z@qw7)O5@@M3^xi-ZH;l!Vf zBmyZqS&6jeIQCTv|JFgJ;n4kVE3F1=%PhN}#PaK+#1e)<7Iq>W+$(tk>9h|GiVgse zh-&V4uwU^meo@cG7nW@~k0Fb-)!J0Ub+1rXk$krx_e1l3%E_2#yLU#PJi$zYseJDj z5=ZfjJ$2l^pF@b=-#%Q8vo?UOjV_-he^I>m&$s>#69?8_ZTlj+jtK7K{o??6LtF`( zeekL=2W+llA_4ZK2=RhT(XsJ+hyFvM$lL#P%pW;^ys7g$;63TXSVqLX;%f+%NKQ?G z?SZIQ!j2F+&z(ERiD(M9Vdevn<0p|jMZmNJ6(^-?VlARq#<(@24nISi?Xbk~zQAFkyOKwso2h+{f0)RsNwaya2+`NR(* zfJ}gsHbLb=$|`Cc*6hhur*V_v$q>KbWI(pw# zR?5NqcL8!EsjaY^NLfaQ1Br?f9p%E-V;XgHV`F1!Q>4!s9gZeo<=&Cr7IZYj0!B{D zfy*nqVKK|99i5H=5;^O!e#Bfs~aY52u$LLQ%QJ$pkfic0|ulIAX!xa z)Pp#c*qf(NuMM)3@Y3Kz-Uq#W$GZ15C`5NUS35)^}&k_cy|>1cptWE`n_>5 z)8sS{BsffWEX2ro%w?FkYZi21a_5}*AYx!W>i1;W+|A%Jbb43>0uCy{s~(*4;#fv3 zN7wm&28I{w@+%Ua=cgCrXr+%N(U8CddL#ohNtP@q{@kwGm89hu6=gk2F*Flv!ddVE zk=FrtLNG6?YmHRBb75a*;j1JS291uhCq8-1ThK_*N^+Q+9!-HZ{tjj;+>#20P7Yf_ zcrivGXPS?|DJFmZ`6so#t?>~?PK!D$jnWEL;hoFP!nFz67lI6v`_W{)hJt&w7N3~vb7sdIq z?b~+}rt5UhBRIB#5x#pj2SUW(q-zMG5n5qsFl05KJdTz>%i^z$4MEthSHj28&Gojv zUO+|WH-a9(bft3s{`>C-g~>xb`ZGuZcOsUl;J6oZ013%XIGjWP>0$XekY9h5N=>>~ zQRx)`uK&p1y=5}B2v0)wsX6%^OIyNuBqc=!eH z+_*m{H=q+vnZSM%a^%+hH~d_- zvach8Y4GdKz~WdB^^wFYRB0}-Ln>)`^j-p>Q^evDK7gzBpe27||gAd_=i#E-1*Q{LCNjm`7-CXXJ6?iu*)~>EEAvTcPL+$u{b5 z2M_bM{O|6tWmzheL4cI z3dzK$3FaKonr>;iX2`g}1E>yhP?=cI7oifA5ZwYX#FLYYOCD_Ohy2mP1e>nXI0yz{ zog1dgu|x(FU?9>cD^h{&a?6e#&R#poOpS1F3k-|MVEtpap!o#|B^k&oILM{8xs!78 z?yg+1;i3QVmW;hoCka*Yjge&Au|hA(zQLVh&gf#j$6aU*jA0#^F2R@AmL7n64hxUE z*Y;y3lS~0zQIERT{RefM^0TY*TTMf2i5HK&_63r}{PVSM_dhl|d2&`qKPGXYDYc7b zQ1a|qW8g3X@&O~An4g@n{TDjq)%kc|d=%wHVo_|@&!sHShm(r1&yJ`#__2t_V2_)C z7Yp4JL^`z46UA3sMwa};8yo~UQjS-`vCoAgl8n5r^b(>Tl|dcUc_S|%eu}|y66Nu3 z!cGNLX&^uf zNWo}Tv~USBLo#uOxufI#H0bOLNUcd%Pb|(vleh?hQN3c_cCJJK_IT_8y5$JZb3~c& zHz#55B}b&7-Cwf;fGH84gr?5ir-G5d$69z07clEYdL<$p{XXI{D7JTbjjxD&2h2vJ zqoOdhD1u#id6Jy>kvjsM3P8*LdD5na?c5DL90?IkZC3}{^Rp{&JJVdyvO~5SpqTPz+4s#L~i0!`!VfIoDT;LHfvy@W2m7CC_#q&h?6*?SFBp|49y;7 zO0j05;Z7JtN*8opzvZafw~-=pD<`*E>rx3I%`hn6gn+L=jEIO!bun_gi4B$cew#`G zm9|mS^0@FO%1J}gcnXtMGUiB{4!;MHHVF4js3_uGHfx6nM$T(%=)Or#0mJD=#D$Lb zj|1cP4Uku8hLXd{95p_>mz*BQV=q_z{wsy`g2z>>7KDJQT=(zN=nJJ#6lS6cn3FAN{kmi3<Y*p2cXXbcDM`(R`WH}SIIKB!?l*84cK1;l_dT8zjlZr)E~&~y?4L~{^K z#X59*I3mNxV9;p#F%PIgXJ9>;!LG_QUxYzXIsf?M0%(UuqPe3e0_k}gAWs<-!zAXG zeRl_f2Hj`e@(XR#jvdc%J1zIYR09MRY^cGU>k#>sJlqi2bpl5uaP{l&=@=Tk>>shF zzjk*&1p)bU1C6{!J{fvP7wnvzoXq5eli~SnHstr^GlK*xrrHj3mhYpHVipO|9@H^Z z9TP;M0d#?pJdda$Y#zlgDQy!Y#MU^s0RT-MY0R;0;DI$F;Lsx#)MF0!B8H6 zp+R_jj00Wz&^Qd%DTDMV4MxmmlfDzdDuA&4?cW*11%WDbzrJh?+h&Y|VpKkM=SF@B z`(?_AQ^jT@u*wKnM`^pF`evBq(dgd^Mt~gYK+N?Z1WaJl)F|>OAVL_{OeFW1J8|*R5MugY-@655mk6YK(+9fJ3uypI;F(|6%24`@qZ(j;%&VPo& zs6yN%e8Oi|xO4s_!RWWm?8Jjij&&eBKWY#4L2>{E2o)9h47FWR&k>P`RIq?;dSDlq z4?ch!38jPR;OZq5faCdkeCe-|J_f?9!{iv{up9EE4>nxAU*TZ~eevBLfl6j?g4QMMFQf#2-6Cz^B z)Njk|=%cj~JTI|C{6%~luC1Yng%C+^`jabna~JYle%Iz-P@`SK>Q_n(wLN4L)Li}cS%CbI z_Dk9Ct|a)8*Y&lVfM~8W!ksR%J8`i6{3Yuibq~(RlvT{dX3c>{k2!8k{lZkyeHZ-Hkb#e1^O}FFrsFLDg@HW-|i9e!f26c-iw`|M*u0 zK&*&|EpeGG%O5Mbw`+BZ#(lk-Xe{Zb#m0CNPkf$1SP^8N400S{zxcLSW0BV9=2A5k}v z0vbp@Loq;zBb2>$P@t2LD&5f*O4cAzl40X(o*XBqgrUEe6rngi3$%H^^?Q`o0A{aa zj^b5YwGr3I+5MAJELxny>1a**e!|G-lo9!V*pKDH7S?J$VvRsMW9C2ghT0(95IP{1 zYw+yQ_ltUF7t#-SnPyR6^gBBP@*UMz_yt#ZOZ|BTgm!7t^pLXzN`V|KCwP@M-$xGH ziFpABJ*ou4uxg(GIZXCkeCZJQ-u4hQ)(imJXq+aSV&u1FLuXGsCZ6BWAzl~Z|oRqydR6FdC<^9mm4Z@b7F)mQ$MX2_6!9&;^4$0@B! z?l@lQzll*#Z&CK$Gy6I=A-*$Ks!?m&{zdnl^pW!8KMeu)c0 zyplIOSjksB^u?$DdHv6)YWq`5wB;|fb^k&rQtLm7`UoN(=lKP&%RhVu%<#6cQ5AL% z^l+P|ImCi4BPZs8WI;;2Pc?zlikuA%=l>D3q7eH|SE-NP@e!1Pq_GW0#K2XcNQ|kO z5Yh?tjYyo`Kq`5VEO5*SY}oO~NyLr^$e`Fkga#%a9@6GZG!&e_77xmdpyhUF+5+0l zRe+c;p^Nf9+NH>6(c?;IkURkUI_Y=;<(`ZUezlIDlp^YD!kJe=4~*R|NoMwXAeEh+ z)VW})8kWUW(x?TpbL-ZvPci48Vn$$4Av(KRJI-!HYuK{;2`etK8?KLfVtvB(2Z-JM z0XaQ`SS|h+Tkjr_^Zoz-Uz_2*vDut$4s9-n$SKK?!)C)(63QXwSVRYmoDbz~n~fot zisptL^)F|MBaO_j{7A>w3MOugCN8xSyU#7>okY z=J39=s3aBvKohxV7>_hj@wASsQOpP5%}kU1V4j{}1}tEGXJs0V=uVN!V*ZT1Pfu&6 zn`5GQnc>vN{VdtLF$CWz+#3X>-}6H%;O@1M*YFi&R161qAQR$eI;it}vc_QNu59^c zky@wF158X85jj{er_|Jm%$dq(Rvo>x_L{KJIxj}i-q!PY zfo5musS>u&4qoT$FOJiO0C1Jfy%mU!WI%>Q9{Oy3G=wwx5C@uAyS=_wgEXj~%0NE8 zpx@?hvGkMjX{p80ye7Iwqn(f+F(^`!QCcN};nqD_KCKR#0_w}vLlE&9&j#t!+BVXs zHkwBMJn5a|z8_oMJPj1E0TpfQIp9OFWeYHiqb%B`AP+sT2>N19sl5`nm>mG-I)XPp zn4a5jQ&pg>#j-mIHo|PEd?uO2nEW)TYKn`UJ_?dRa#VFG$Nv^fg_i7CctQ58Cdy`- z{KxBXG+ds~{g1{f)SW#DEp&E_W`R8RhioPJB3c}lKc5|AJ%QtJouLIAn$#8&oI7M`rY2fItqbg=UpKif=={N_(kK^4YTTe#+lYV5?^6tb&&zNrqwGQ_9-$}7b zl66b9G9mAkG`rwT8@6E0h|FBU1PW3#??c2eDfguBNOCv#F~cCmnid+-53V#Ge8=8r zgZ+bhdVWmbz5h%4oojGiHT1mYjp>TFZvCqG<0h-?dH9}rj-BNB)3Cd>mo~|o|8-RU z&c0^GjB#~F@eIf|iOHz5Z(|etC{TFfyOQj(BlFMQTb{e=hbhMLK7D44s=Q}K2lffE z?Y{Q+4j+yIQL|2V?#yF7^`HmP-zuY~5VIt}rVPg9g2zqwzFpCnF)9-{gcM_!JStTd z&APBXv>xh;vr6?Vb3QJ|YRq9IbUmVdxk7c(dIfpwCA15~!Hqe$=5@B*<1L0I?i84z zMbeoO6ks@^6RxE4jT+FgA1%3|1sZs15@nxs@c9(Va+}jq)wqa zL!}guPtwr3f~F_+W(4OL41brwlD=7X<Hill9lfOXuN;7c^paPwtu zNdb=|BN7SOQAK^3b~$LVYPyqZNhMr7NJacuD^Db#>r z!o6caY_C75co9X8N&9c?I3Di!>-)YoQ7Ds$0Y3PbHYFk3H*UOp>aywH8+dqOocD@0 zpr>h!v2pvaZW_s?n~BJl@q03iiipfB5Xl|rahUw0 zS>V|RTDP7Ua50CHw`;`I(lGyirw^JPSW@2S&v~AS zDku7@$AN2&^IN_OFI`Z>FeUoH%61>Ucs_+9bKAfC0rZ?^@+pWI_j(imoO#{4#`gFt zTn2z&yWA(b&vIr*?P`BsI)Hsc%GYzB1O|afq;19i=eWTwCf__%>}lh*p%FhbW%r(7 zaA~gYF*YrWw!u);!^-lsTRB5Y@xXFs0f}UzTNM`Wlx-?)&31rY_*sQc8bS!(%qqnCy9H znWlvsl?D4T9BWhJu}l0Td)Ek`SjD}F6^CTS-Juy#rv>n9ufABFSXjn(B7m0m^)##; zkAD^r94>>sr&3rEgTT~ZzkY2E%BC>GM66->EFLSvC^{e_Zs4@?xAMEtUvpSdy&)Sk ztakg1(+}uxTjJ836LCahnVx1lkCRmu*>|!opGx0h3%o2u9d)lFeCIS zt|p>@;u^)8=#0ArIktJ(I5PJi=OjcJ^#Icby`k@;i1*3x~U5my_%l zx`~5HBr*l*+w;e!S$E{I%}=^Aa#g!t+T;LQ)dq3RT7n2kB@I>M_vRqHAW(t&H(|ic zE0P2#TaT;N^o!oi5t2O$#lSpqfOHP+tSX|QcN`_q!DEO2g3})YZ~|TVDnTl5?FinJ z)${Vl@y65xX|0+asf`H6ivq6^LAuC}H)r)k)2sqRpY$@d&Zs_S9mR2F5-^iCY<#Th z5E+zAX3N$(R2>?x`vNLCpYps0C9X(OB)s{{I^OJ)JYvqt1FPtj&>0Q0->pdUgKFfh z+Q+eEY2+V8ZZL=4Ju-5}BrDc0)|FF66R7g&|BtrjMPQ%PMy+(O)%{kA=+gc@NyU3XQ%(AKRx zZuV!$ahefxeaFn0F6ETklmpk*%@$Yp>BavU`m|SptaFd%r7=Ki~d;!Rp4qtj4=yZs8e7cEIEpLV)X13J2dWFnp;H@-h;_u z@u`mqp&z9x+ZunNIz`gVtCfLbic)$vqk@o=7i?OdXI`WI^6FE-`wMLU@3Qlue=$lw zFDM!cT$)r?Jhazfs3r!U&A@TvWRH?G6Eyk-ZemT;^{OvQ9eWAMwiVLV`LbDtouJ1S ztZZ7o=92@V&vii>eo$VBB<6T7bE(gpXvFQDTVztZNBgD}cwgKq0q;s1>8fMotW) z<3pA88&CgXZf5otbCWV35O)Hzxp@BLcS#&)etO)XWF6P;_+NayJp6a|0} zfG%MW!e>&An^ltSe^*?g|AMsj%NJa`LAg)6Q>og>yRdy$PNS{AGz1#+{#rg^#LaJ} zQf&i(a#v_#2QHJ}heHgOR{Es=PKb|aJQ--Tf1L3v@2^M5arK#uw!`s|06%9SdG|e& zo15DKexlj;(jIyG>0$;M@9%oB<3`pYi@tUu5hWEZVIfRx_;J-QMADyllHCr5M$tErW%g=j0BDc}L(^;0mA zrb|=rSoEHOHY>`Pd*x%yX@#Omd7R(ZAP81rM*(^Ra)O3>vTHX2!QnnGgxj#?1iXE= zn0cfAt6JE6j&MGWKyhkZ!E%`qQ5{dYYR``m6nO~(E-|2NK|K%ive*6Y>May^DetUo z(_!GU;82uDGc4KbLPPN~ke(Sg50~xTe;qJI42$FsyEZd3Me{_dgO|*O44#PqBlgpE zq>K=>T~83|2-jyPa+da=#xsJC+PQC!u<>%6-d@lf7{JQZ`E^OHjc-erXy-_QD}>V zO*y~je`^9lt8Tvdk+31jnVI)8nVBqUnJC?eeaWC^t!mJP7zNBSt3j{j$>TpK(&b${ zICFRMq}(XkD$~9;YtXaIhvwncS!#wU_Pm$CP@A%{iiRGQ82>gw#cbj9C48Pz$t#AQ ztFoIpv^fnlo8>S@(cH}U%`k2AEC+XC)EEDOsL2PnwKUz_<`y4Rtf-wp zON^~_hdfqnC2ZAMVmP_=y#AmTL_~q{*!tc8o=>A3syiTTIlY}n)h|9`=~!Jqli^bJ z#EBEl84a;7+utvH`+SAmVoYv3*=YMM5!T$pTh3Eh%>^8ku8$ z_+_~}&xqo}1bFnU)-{a1UDgZHewxiUb)D-?^kluxP5FIOx~FCQ_MXS@0_xPq!Y;NL zuH7b}3% zMhEh=ZF}*<0q>OjSz1sCb(BW~fPXso`9U@_i(5ExUk2g*|@W0gT z_+Kg;ig#2A=oNYW8gVx)5PhvH_`|8{Pm32v)8IsnJbVDX@q$xtkZfK70V({(v;3#n zE9Msu8atXbDmGFz3(2MM_L;t!#B9q6CP=(5T;S=Lw(s5kwA(+-^lB6CjPQl}Ig!J-Y{&8xhek$z@1NxukJEKiYj5nl{$Cd?vAugWI zz+5=Uf-+}FzOFUo4=^V!5Lw*)Q3ClruInLuK&_Rcbg9og?=2aP-19}a3M2$_FxIJa zz4B)9_UF4iRREGm+_2zc%W)4l?zc)c39`cKmKZwr6lj$PF3aJUE?tsDAn6doI;x2O zFXtriyxrHmbGuL3Mv97xYUY!+`LyBpS|nDjr0C;uyB`yiT-jkDOx^tt<1e5y^sot^iqY>{z*?Pp_^omcp)cn5YijEZ2w0Wzmy+2`xW4i zDf#LDGDodk)mPnU&!=JRpE>q?v#YJ1XoD9?WVRz5C4b}J78@D^gQK>SXe4TK1&X1f z&u?O)86U#jAQ`$~YT-=?gd^yGgt%hiUyoR>iAje9ASqG6GbbH1`{DwNRFWBWJQ8q3 zmK>|nMyD8ANHS)1g)}H3fQQ95q`ITd^z7h!bx)!*q?X~fg^8jX>|+OtBxFJwVZE&G zI|GNHtUi5yHBRK3qU?0TMiyhjkF@GIr9W8w$KvY0 z0;v$Hl(0H85FpbS}=j$O~S8gtG+c~|T zNW9N&f4ct@)9wXsCihi3_^pf;`A7o(J)DiTcou9OaBsB{KKjJ2`2%z4@MFixi>;}b z9dc-m3e4zAuEI2#Tl21t&oW9YG3?-s*yEiM$xL)OTULVy=JxH|{(Cj06gIK6Z067v zOF?4P;NO1F+&y5ye6+G!{~G^wkPlegMG`TS$mymh8E%%d`e3qY9ImQtTU6jOAu_v2 zJG*P-;V6oe4~q(Z&-$bpleK9ebz>0O+qmox?+J)_$4dv6)GO~*>P>=fQLDf{Z8U-L zNFC|M4?Ayia92Vmr9{dqX*ERkP`!*MDnj=C1>DndnUlE#FKII#1GC08O$4~e>2mTp zxo8sfN;Jis=j-ff%pvvV_jcI<h3fF%in+9=dwdC1? zZq}g3#;TJIg_W>H&nevh&<^P)vP=_HxbiSa|Bcn*8T1$uUN|2?5ZPa1FQS7m0zZ~e zjz1RGT>%y^Qytw(6w6T}3-MmS(OfhajS@e7Si=pyvS}dsL^{S!y*6F0a1U0e8?vFk z>)L2(j})~^xjQa{G%8V{9f0An_t_b<=rr!*lQ4;C6OB^JL0cNs%N5*g6hrfKqhRJg z@9e+R=w253xw7by-0C!~N2sm#bgGR%CAX%#S%+eQMdooCFXNiFHgTS;wdK}1eERQI z;}(&Kd@vDREczU4v#c&pDTQ>oI(aH0i1}#1*)8<$yg(RJHQC zJ8n&Nw|$OdEM+!@MEjh=Z3i2xRf4x2nB|2uk>fbF)XYzuaOtZY4<#-F`ab;{6l?Zn zMm)FFpGr<$atYP!-p}s;@w9wwrtNcg`W%igs-@qpufV=@j$-0&VaJBxl25K09+pk@-btGts6 zEWdU7o1oZoMm#7|(m?PnuyP;qtuLqN*Z4s7So#C%H0{P8qV= zyBJ)Wc6r4IksFrPuSi!N)j6H`-_XwNI$4}16fO!qsXHVikm2cuvK`Oba^q#g3UvDd zHWd(yz#^Z3Fp7uB5kXNPAz3>I^kkx__nB6HV97ZM0A{BzO>fxDWA4*(t~5&JBw7Lf zG3Jzh5z;W=qy_R=#@?5m8nI7|UlU2IwCZ#BiE*@?4I9rL_eO^(Ijv={k}ahh&4)9( zZPxuE=TdgjiJ(7voHFOW;Z5`iSygzV2U!IoO+W@8g9m3%Mdw$~!=H}d#~ne{oZ`Y* z7{wN}6Eo|yLwfMTjZg2Z$*Q&!F@p|zj=MfjS%T&;E^Qv4T33_qrHyv_ANKW!{vC*g z3i_`xSOAi4excm;o z$F!|O`5*~SRo{YmAzB+m33GKg#cm&ZWU0}brufM!p+7e&W!)BbCDIPI*(Khuz@VvXcrIpuz!?-&d&CZB>&Bbmpc7+I9# zGm9%XnrFoY3yl|~M5$2vK?h6MB|D@}@dCxES-m=bMBDGU4x4f4%s(}){y*Z$SEuzH zZ?GCMx9TD6CDQYVJXgh3@Qu9sKOKbFH0dhQXbL-O&~?t`@IpH1 zHUONUFXxAGWxl3|j^v@4>9B$oGLedEFGbvqxCVN`s(Ew9-c~wvaj}c54s#M~Ifrwt zGTIxFyWjV@-PqK5?_UR2HGa?F*-XNSdqq!|0^H7B ze53y~S4yMC9f51|UlMxVczzvLYR##oJTsT$V7I%t3&#pqN* z;6aBf`?}yfPpLq_ZCYKAAtOe|OGgsXn~`2xS*Iid(L~cBwHeUR)>L}x)|U-Z{NNH^2_^D~A* z4+JwD#?CL1#!~%U)uU)-)uMb>A<*eKQsOAcJ4dR&9@pY=rk(gw_43Q9lg8Y;Ku7$ zX3xKQ_hqLyhm8+k&OUMrRYfGY_hp2QA}8qT)u6t6S2CIUoaR<{%G9YDROnhYYHZgW zIy7!<3z7>^j>!>_@LGNxmLm4)Z)kdCi9o8@oF|h=k-xUie#Myv>1nGXok zck35d{i156WgJB<*qUjr6|FK>NQdXI2Bmaclawexlw#Mu zfy3J^VPVE5O`3?Mua z3Wc#Xr~M#(HYX%JZ{JLquA!c?bq~xhNfrlx-;{3%wsjm- zHz*7-PA{+|Ho(mGP5xs@tN&_J@rCU!`!@RCXPKtWQ;HcGpx8=|=Wue$f1M7^aE>_R zkdr;#FtX}6m(B4rK5}2~Jf{oc@gvN3@Vj=qxs{SxQ)u!wzHbQn?W4pQgBE5-R-65S z;r2LOOxhHG+otz9@}s~xClN4y56^fNbacFTGh zu;L41`WOj>7O>`P?{ngnt@8U6*Q-!XWy=z#5>i)NU5e8^XkuanHV#Z(f&Yks9o66L za1K8`EMK9#$8fcH%jK(4)DM9LU9;+9DjO{8A$~e}LH?DB5eAkp!}{(>vhG=SW|V(g zu!1JoOGA!K)GIEr8Cdskwq$u`vG*wAxOz`ro*wH}k6Nt z965=>aWx~sZH_HhCJSVJ88+XM5UyrQohDZ$xa-^*IH7j3!|)^L&kg^8-)|fIeR6fA zDAPrlhW50C9+t9&n{fdWT_Xc%p+53`is4#z{DI|)v^jow8r45TKJJgVAW zbd)nBSU0-}Pz7#qXsTfK$BlWjhE2bH|4{|di1wwOczzVimAoCe*8R$pBh4vxn;N0| zjppipWt!^mZ^<*ld&kCXG7J7;RF!H+zUscE0LS69$TU>bGhph^eN;hDLjBCy6_+nx zuBMPH{Nk#gD^G_S;9*5bcL=iZSb3}mlyZ|_-V5}v(r4t@CpB&Rx`r<9zLE0`&o&3~ zmBi8gTz2+gR^S!dr(J05>5WWghW;mRrTLd58|S@qeOK)aXPr{j(#OgyZ)7ZZy0Q}| zb(|$a+NO5RniA)BJK8|K+q$z~{rn!{HK(c-412cS=&-?P>iCJno23BjHtD<&hUmyU zG~uQM&MZF!v^mbp>s@}|Go1{tUcCzUnYi)eqR|H{mzI<+`n}iP#)Um#$odX))8&kB zv9vy$#H@GwgQo^NS@-sd0Ji&3XAmgefUpYpd9=e5lR1v*GSxJFELBhum*T_O?G=M( z4gK455agNYWb9&<@D*(IF?g;UTB^W7bicz z@{3r3z@<)a3KA|5Xx&OWpN!HrrJN@=NDwK9Xj}|<_q-7+d;%NCdJY{dC@6SA4DR>` zewJRT($Bh7hQTsTiB;4};tm?~-mNKPmb(J(Ffa-G)DVUa9aWjIk7hxq%gyNy{h*0X z^d}WR{hG3cvG~ubbVJ1~=;Z+UG7O^!vF%=FVcLy3_JOuRDa|wyAUqSKptJP`zFfyZ za_I13@%~b@(35?RXI|$ndbZA^vrxC~WvU4Y&dKJ{rdH@gaiO=C!FwS)B5y} z7nY4pFWRH&o<3tzGBcmY`SBPpsncc`^SC!LZ;Hlh5?;wLw9nKHm#$gkoEciJi;!zW z%BqAuV{S9(3_x%s#*6|Qg-+BQ1`5Oj;HoK3u%7bVL>F?eXkxa@OgnatA+Sl9Z|gO_ zSvK5GlB*PAr)Cn+F}vTxl?`XqPRZn~!)!1nY0>HZuD1gp^NUb zWu6n0B55$5;Sud3)aaD_cP|VNUeR(Eu?!jN6G|B(lPb-Ufbb1 z)ydI*wM$BXF(>lm=;$o0!zcl;ye0l$)X=Cv9K5(M8HzLk=2`)A&F3d!C8UUh)&BI!Nw^RG-uNEpf4 zJu1mml1%2yr!Esbwlj84K&sOZ-K1{O_4a zA{`j>qL`1^RPDduyy|{pcu0bzt7yTX#H%=o#9$`M%z8C(s$7kKl)f6Su9wXg-QEVV z_sns(d<&`iXHK5%WwD%HxC7g^dey2`dEYeSP2K*UwGznoFFBLoAW;t7R+{N%I;Do* zCX4=a+~mn^OdKQ{*sY|Xeda4K!L)!*p1fg7pV(KAfo@f`1=PeRD@MZT}?RJ{a|?vgSvLvB9sB=g><3|neWS?$^< zSb@{u{{5r!@Bp#eg&xFLChrjQas)51?hZBTGB3Q9U3lH#z7BnHRibV4dBub3cx#jj zd(hDWn@(%Ft6#};qu=JHi}hrH?=sQ2(irr8Lct9~ ziDJx(T1d_I5#0bN%N*U>w7$#CUFDv_Bc~S35RVQj-RQcWnY52=hSlxUskzPl%Ek0~ zJ6Zm;oFN;;GWDpmmTrq4SK(WswJI7l30PVW&Pr~U{*Ioo{oKtkrm%YvOH9Q>nmYKg z{QpD_VG(CXXd_we7RTnclVRo!E_3If7vf|Z1iTQkVuj24XoFl)ldYUNs;hc%Lf$i<|8_47gsQ6wF!)V#oWmf1nw zSt2=+#D)*V%06pbGe3hNdu76sRYqhLMYhv^{PB`VY-C2td{lyo@~-mAHXYhc`C+ZC ziJClhYCOo?s;#fPI)6feS!3jBY?I|$Qf;{3ZA2uXS$)+yqJyz!$j-DRZnUXRRsXky ze{RQ7ws7FDaYHA$tXhQOT?dDuYXuv#2og7L+{nESWVW;&K@hZ6SFwZ@Ml7h1V zG3%%jl2ma~P4JtmSFbkbQLVS>dgi^hh<1hIiL?WXH0Iulmsj<3vgp>|E#_z;Fi~?@ zv(EnNk7hO0J~g%O+R)J9Q9jmj0gYORGz1=8#Wq;Ke*I0e+0BuS&Q>RRk03|cm zo;U2Wp(lHWj-C`0EFlc)83h8dN++QG;#8k0QJwO$qML#FKz$ueZ15THr)V43Yzx{R z=~4hBC(P)v&Y0=yz!Tu0O8{C?b& zf1UfLr0gVDm0R228L$}6GT@sf+GYhe&U(oan?v{}mxMa&%5CS6;wplA%z}22?wLf| z)9e9!6!m>w!4MYx#r7C*1jFD=M%Uaw<`1{9=(O)cJ86)!x;r$i?dZ03<+oMPuiyjb zpmA;M>L#=L6}i%<_$sWcb1gt+8UCfZZO+jV?gJ|u-Ud8dY0`x;L~{noa;m8Wg_%)a z{O;S|kE3B(!p7#{`q}LPQfG4^a`#W`Ewd>+o7*4rW)H$@)ANDau%fra|CqO5BQ*_W zxA=n5-oSyNIcvB~iX zb6>Rj32xBA;fAKS;4!n`PkA2If9?=$ANOa*Z1~V%2uXm9BMjt0+|LUGhLcUI&=P{3 zy!wylZ3Mmyi*9?7X2;*z9wC7L%T;0W*c?CJQv)~98G=R~@fOX#xuT#WQXRX!jo&w{ zO-P^Q!P_+K*+=`Njm9N+GWl|Bd|?d6hQK-l4}4SsUd-u==Y@fFX;~K;Pt!@ESyFWu zaDY-p3~aS051&451OAyXlpFcx)sxV|ANU0Zheqmn=&bqj?3CA{Dwe`womVs)-?pw~ z(;A_nD=solH*~LCWD#F_H68yS{q*lBUX%p^bnON(kd-*m70XY!_e}V8g+Z$o!Nw*x zZl|xmUYmrhZ6QRxjChX_i%3OiRNK~qqlS&j;Q{*2V9>n(k-P>>SHd?23g})IgdX02c@zB;`EJE0jKqpOk8^f3)GYWZ5^XQ zgCvr?U~fV zLN_T2j<8^kQyi|@oqHqOnHq4~E60BQ`i1|vecLukag}Yx9+yqw!9v|sURPYuI_!+K z7=7=aXDf30xEk3AlXL)P!dsgT=QBC7e4w@l2^vtafg)!CBj_{-){Qf0YoCN$Tie}NJ06g z--|KaPOTY`JLmd|_Y4gSLA2gr7+p=G4lu>_g2*yb-(j?G+gk(g zIxJ)O(ugSsi?#jq#}cXa0q@O5Qx`h^2#}d6gFPz?fsyN5wgiM#Yr{&S8z=~wgHjS= ze`?qSVIb(Sy2C9I`;~@Zm3eh&mxaB5M1%nyp{yYWGx_n^d9$$dM{;8xGmIq7SYjwT zw(r1~!-jPHZa7$P%8~kTm+%U2E(E;u7+f=`aB>sm2%StB^x`XdDH_Z+gQgwug7+6d~){Z?3)_9++(I9`B8Z%fjTd-i`P)_rSB^KFqT3eJ%4s(MIRus^hG2$enj3@^x2IX! zlHSRXV&TRe`+r_eqval2lh;^{WY68^zSCP;*>$NLf7*2T@Zrq2VV_&BH&wU=&C~dH zAaEwzjnjf^(?KZsfeBgB`O_bsZ=if%EI0jGPmEuicg;imjHA)3Hs_aZleRF>#` zy8m^@Pd|TG=gZ<_4d0FX2uqMiATxQa`+Fy!<#9Hy`y_pSe-vBpp)qNvPn+mAoNJX8 zzj6ra&wiEp_-^@8H{Q@Tdaxu;-_@=wAmU(eUc}(;9&*!>*wNWH@;jY9yy^MfFWxuU z4gzz&$Mx3;3;5aL;Ea-2eh56B4jlP@In9~U(D=2kq4cYn-CkdaAJngxpeUS0JSN^t zWSWwR{gDHhlYQuMb|fBMGeRHD->h;|@!rwE_Jxgy$Pj0^(6Su(a~}$m)M0dr0XdO&mTDBV=c=Bn(F&ZQgdL>@M5R|9SNoM z`cg>b@LA9RNmK7TCiDzUSTC)+KzW@V0LR94zOT>?ftAC2Hwg-ZfsikRIce+?YG*!$ z->z0AQGo11-dr4gGGinxZB0##Mc?k3HRiU=v)_&3kA^)pq0lU|J8m0($u?@U?1`GJ z^QyjYlG==^Ckema|L(FhVx2m5TDR=A4luz+7WqI>wTQ;dg{jpnxmJ|Ms`XACJ^GE5 z%e+&a+N)cjp+#mT)KfdzF;{HNq?T@;_t$Sa8*zywqAcY0hdEy>Stl9;mdQd452&4+ zQqqJ+#{+j2_?Ek!X+R4_hwe|DD*gjXVuU&k-*LK_==Yn$ryr8z;p8M4+HJ~S$ zZPj|V-g|_v67*R_1rhXNv^Y6cXb_O#iTOG=6=zi ziTvXD)+?H}mZ|8{;PW3CioU{=8nnD&SMRL){BKlXU|=)vxfC3wZ85=KxE;e=2|RaP zxq~M2_R3{Oy;XzZP}RR{|EI?<6TLG*W<7uHd!)^x^rf9Pw}Uhr@ZjCXipDml6ZePJ zDYZA1WmF3C-r_1K=?%|DT_KuM=+YE414=^ zKWq^VY`ZYEN(D%^kcJYv_NcukI5>=+&zp)n{+Wyg`0v+p(I?byB;msE^*rVrVNS!K z>djLfewArLfGzXS`j^T$RS3oM24$18bU)Ncwb%{4?*qud1NXA=^J*lk@Z>Rmc5p3_ z>I~SgI8AeP%JZ~47GT1CP9I$^_Zx_>_2}z-52hlWYORKX#zp&nq=(b^tx#^d11F^u)Z*W;#-oU80GGUkDoq%HhI6S0Srj(r03?x8Z_5-xJXSDx zzn}nKzx#l)|6#{$%wO=vMo;u@@&SgnCa1oLW%jz=33|7yDFfz18VT2VSVAH{k`_%c zCMd$_B|0%p)C$0`;!8v^1EEqvv*{cxK%zA4Lh1?r`bIKjc7n2V`!@p+A~_2tE(|iD z>7t`nCOYg;K0*YYLbn;evw3*aiC)+sJ|L*x)wVToZGANA^BqMy1_*{M+Mx5~0XlT< zwKH*uIyeEM(`Z7g*v==k)o^}~D1r~1~F zh9~3ij897HkpJ}dZL7R@?iDl2Vtb^qz@zpL{ODuK*^2a*;|}#Ut;@ev@%P248F!GN zy0~0u=B-aT^oy1hYqPOrgMIvk)7`5W0$(KT-AhAyIFY_Z`N$vv!4`RnPj*4%DXHGW zO1$d49qwqeW10Vvt3^*+Ej0=gTCuU^{SE&WVz70ZN==*Uf4uiTCY>moC$^E0+MWs%N`I>cKDeE42Dy>_91F+!*YL*ovx(Vgrg%=|$T zB#LU!%`J^QIc>&_Y!olG;OeFBm8zASt%!J9CTWj^)JDz+=xkzQmX;Qi=b$Ou1Jhx* zOFuN4SG17bM$@HKqf+0}60d(SxEB{A1-Tpl#~o!5sGyb^n71>@!6+N2^Q6&=P2gWJ zkiWT`E@Ta0zd8MzAR&b?(x_MrowQHBzVDu1Sw~TcLg?wp5XT3f{&&$B&Iq!EeL2+3ft2Q1ycxF?#al%NVuF`^*e+91Tb6`l-`knpL z%(H3D3ug4+Ai0dbdNf5~vxQzFnVFaIy)?9_swyU^A&LLRzfrdvTYFYE zWzdzj3PJKW=Z8b}@7=jSnh$B%^DA9tOR$RE(x>(+Iezkl%d#>2nYpC+34NhS+#@ZvYO*v_sd!#rdo0LtuAi@y(CbA#}I z^0%fc;Wly?REu!B@kge~XV2c|l4Z{nSN8fsfEysbTni{pE>r5!)Q|RdmA#!b`Mr~G zh0sjr)v8-}?U%*sB|VeLr7~P9D}3^^Y@WOXV$TwGIpD)ytbBOvTI! z{{oG6IxwmS5`ZK?1=0w{&A|*)wAEwr&p%J3WgNeok=EPc&Tsztz+k_h(-5au_^?z+<{O*0^LdrXOXb5DcKLVf`H)bcy^y2kOO+ zJUmPw0*&c7AD@;cs_g7-Z{^(O$qj#A$gdAPH*RIE3QA`oj#Azpv@Pyq`>^Dz{NDx` zxY!b9u`c%WwWw`wCEdU*h0Pn>gi~dvo~*!B-c;EG0uCf zoUnKu%}f&$555RnUYsSrcEDbh1>8U(HB*q8eQ&Akg9K$U3;NW0mvu4ezr}S@{(3{U>K1U4 zytz5I9HZ~VsU^5YBIp|2sc$_hl?xJsbz5z=ShOjB?iXtR|D#6H8yuiQ=MT9v;_#fT zYms`5dgl>E(R`gsZdbP|YMp&h9MOPIEkScd;*b7v*ZulN)69M+hBEk_h~gEo^OV)7v#}+!&pHp53Xpd!fU0(wnxFH}}+z+359Yy{vJB16;0T z@3)>rQKJUQB+k29#k0Y5)ZD~z6?^m%*jugev&n#llu-wlNlVM`=sc@vOJuqZtk4~L zJeR7gk5031x0Fd{01dsu3XyiT1Oe0GXT*C%p4>+iE;61S^gWUc!sK2C4{EhwGp`ib z0WNR~3S^Vx^BaM|Lmfjo4XckCWZAD=s&dGR@SUtb=Fb%#0Lp7S|F=ez2yoI)BRr7c z`~Y2fnJGuOAy6Jzk4X#>K=rw6I%5P_Qg55)DHtuObhUs)mub{(eq74y_Xt5L(Zh0P z3!szZbU(C=X3;5*W`4PiN&a^!m*^+{`?vhQ#f2j{lK5LjUd^HuPbK`GId$q`Yqo7b97=j5<0Zh^-7lZF>G-so%_(@o}4MOM7rS%s-Nv z+Z6{;ICFAxWGIV|dws-fEv@)=#tMg*vt&Z1Y{^*qaXs4;HTTBF4S;&dENIUGCJE!@eoquZuUuv@=tCZ&lr8RB2I zxJViqCiwElYe>f%Nnj&^YkolTs>DQD4c=gxNA%tj%tjX75iOVZ?Af!43AOLsZLd_} zut%hiwf_FUAnUzfy(AC|RL|W8u!yN{eulpmcV8ry|H@nhZj1E!A8wEnd9an(B{cv? zXcGQ`Vd&7e%Z#F@0>O8;;j+tTV|l}9r(-OZi2(s$@Al?VW0M&s9d)GZ%hKXbY>xhLdm?DCq@8Fuq6Y3*qJu-3 zk6ZE`Ijwk2#$87#dQ&;+3$RkVJWE0lDW`_RO; zqwPLdk0Z5BMrnm#&aQ6RY|+utr|DkmZRuZvWzgyDb}@&y$Gv1(2_IHRO98-Tivs^{s04Rk;<`U5BF|C$=)-4+pkp&ds=&Wc`0q4C1{!+%XoVx zwBv504)2oM0DyKEz$lpK#}|Q8B?(^lGPKjQaHS>6Qpa;K{)z_hb{*Abd;VD4x@rN| zP#$C>td zJb9up5;SO59+NdYrG3Yn{hcT$CQeyypuWZ~sn*cp>I=IINPieJIy?0hc6Ga={-Mrs zS>ZPXvRPV_L2se^BF8c^U8KwJFstbH;^iIbB<=3l?XL8>Ik{WT{}(;yk?j+`vVK4xBi;{xy1b={VRo@ z>*SNNHrP6|&zT!#-E5y9nQQsCfiL!?Em=rOHJMR6tbKeeJ_ z7u#_{u_*(ItTHW^{$9n<=HRc+Gu!*=5EB<~>VfP`j5wuNljTW<^1xZ1TXl1lHk<#Q z=q~=xM7NRGu1YOXsnphiLmgp9bLEmFfsumoABn=82eY+wa0*7UJJn7T|I=ge9&U{s zUlT|2V(Uqdc=p}hx1f}ga%5~gm3dBmn!^Q~_^~OY+v>!;5VSFhY(SSnAyk?FhdFq5 zZW@Q@-X$d6c1@o{l!g}wPJLwq0)gjjRQ?*RaupFxVq>i{0f{zS)P4cDmI zfPE@`SH$#_DT^Lfa@bXNTnwHLTNUl7z2tbVo=o?i=mrpWI$rUl^PTg!8}OGD14`&1 ztn^M~2{YHfa)%d}@9I75ImDiwk7dd1Iis~ZhHymna1(6~WWV{qNI+!VpvkSyJj1BQt^S5ggZPTsq&0u$1_GX~XNizeV0?Q$OaGEky zf*QTu>hbsgDfoj6zqLHGXX~L81I%layYI*2zAd*_{=Rqbd|vJ{OO}FfWihd{_qWxX z!oRm-!`+D`Uo7jTjzsLebj6V3-ClJY8cFXE_|O!x;NCdyB1$(mhThCWo8p77Ot9pZ`mA% z$a(3jBhwx(7d$QS3bD1zhQ=*da|MeWOhd+O;TxQ=`8zG!rl?z>Yq1DsC&CcAT>b+9 zeBwK++}PnA(@AZiXe$I^Q;W)m9@oaUZkjgQW7fQ$w6CLS6f@v^UjoHNqqUHyfGFD6 zR~N*%(aWVgH;%aQ%O)C1CVko6H4g(z6mRw8BB^DJq{o2DjX~15vCva}&!JgJ(+Hp1 zjtR{t;wzJM>B1Rc9yz&ZD9W2XGaUK3!0&hXq=Jf6R=kJO`6QUa+eD+>iSSHo5IG>i z15nGtRkbyPg-F`+;z(Jk3*z7T55iiaBn3N3{_K52mA@v;30V4bK=KK(Qz>V|k;Q5z zl#l^}Dd*a?DEi>p}G@@FLinhS`E**u*D>%Fvbn_<=F3gk0x2zuQrjwLclad3)F7?L-V|M zvpuqHs`k-IsX7XYjcpi^+hvearI1HI&;lEJtbK!SzG#4;xjTEdB>fvach%9+{h2Oc z4koWOS}yRukvKTydSCz=QqKDIEqS>YwTR*+vQB|K3g-iPa&CwA2tpz)CO7kiOSB)- zK6c}#S`v~2;{Mp|bzlguY}ImB__35DQW64@hSV27l;X4nVpcqT)ZfSd`1Qid#)|<% zy=%`U+In+j+3{;{-n=2NxMRA{tl2;H^&JQ6H#Fs6ZQW1)4J=Mceh(HRm-1m)|BXY! zzvY*#td^b5%N1z(3i?oH45R7KfbUL^_Sj=l7`P9P`_l)`CD7~g|7=6RuX6Mk^M{mD(NIah2_h$t@6UC>A~{L&^@d%itZJ^ zD+G>ZKn6vNK_yB^Wr9`8hGtBPZ%bR-zqa0Oig+EzsB%kLI^npmQZJ7OMw8z`6NC0j z^0ChE`$D@>%umM`FIFM#HZ}4xMJ$htp>l@lKp)A10YPKo- zd}YJBKY0RmQk`7)r5q{UA$2B6;yP0cW{w8g9EQQd4WPec{t>!Kc?yxtBDs4#aM^W) z$AA#WYgYTue=hRo)y7dhwRp^l=*~quV#|PnNlzQD@yxbXIql%y54qO(3!7p^tHEJh z1PD}+BSG@c5_9nnn@B7{2+I>mjd&*Wm|+wZs)EEo_Cxo#MLnZ_EF=3`0?{a9HgxnY zlE26Ju7NwYONNEJr$whu?({R6@S90wJ}K#I#kr3Ers7<+CEiEr}%MB`1w=Z>PqL2U35}*vCM?5eaSVV+6F;nsy(6pnZqPMBilshP)KkF zZMOcJbYeGe-b7+pDJ;)G274 z`g2P!y;IK-wcXose3r9TIy@7U8`eYB-y-uHvH=yG*aD~5NV!Al3GGtlM8+X2&oxZ1 zfHBQ641V<7XA5rsxp>)itx$d(w4mQ~Kgxofh(8w!mPq?tfGB#GXcng8jVT`?>~pQ! z+3>f4Yc3vdXdj=D;7S)YFxAi3S7P0Sp^9V*>$9@i=N;JxtCjwBgl*KtY&)|0moEV0jKToyzhF=dT8**Nh(io@0p}e@Ep$I%}o3Nv? z8$Yr#wXmNT3!GUL{P}mOr@Jn`i%Ke`%K5JrSL1*iS2OOzSpN}~4MR7#J9>>6^`Z%) zBe+&Ex?_f-8?v@hv@ZBJFpQpGsidTA&HLr=AZ2NK)9uankpOEvou1xmd&K(&hYA;# z@A|9Yk+(P_eFYuOI6QU>m1@N@>_0Mmo5SF0cg$>|zjg0{U|x`bZjV|&t#tH$$`{~- ztNyIAzJ8%pdf)~bX~%oiCzMTC8M6o_v5l((XOt>%04M)1SeuJD)4OtiVV)upzdHr2G3>5q`N8Qe+OhTGXc+T?R(KM_f#F)H96blH# zB~i_zPCz~n;=V?frY*t&EB1W6Go?MG_+S5e3(I`fi*Kmyp4YS<f5|pcaJ`VP?!{g3bn4Q91d3Ku$0zWS4jyG5VD};Nym*GAwsI})TvV)+pjB%$uivkoDIW8s98(`>U+v?^uXe*vOE) zh1)%p*J)U?@9V22Ye9i9)0AA*0mwZDk6tp0;rW7pnGbvz%Xc42pGIvJ(Hg^ z?6C!Ob{$~#J#U6BzVOEE$IsCAS)1r%T-SSj=rF5S%8?xoE2aGb0sAuRC3g_EbnVS% zMx#Z|Kne5btYi)gI5WWxe1A9_{U)T`IUiL76J-xA_^lAu@s?ZQthPsFx*ia~>sqx3 z!u}Km19x=-f+BNanW2@%CZn?&dH(ZpVhn+v7A%E5zU$^9?D2tXHYFrXiyC^S&YNo8 za?AF#3S`Zu-)z>jsbfaZy^m%G2gl(sii8Ra&uNOq|HVVzj}ML0iuzBFF8Z1ETY4gT z8-h*?5=rI^(5#aJ3MA>)Q^$nt4R?334p{SjZ}j@QHRA{g^Pw=*cioE6elpcujhr6*y? zV}-ZOduMOr&7_=70ejL8Wm0xg&ZccFP8}@76cE8u&SRcV#z7pk{^(cJ&)b|H{rpkS zI;|Ys!=1MUbzW}MgZfMo1CU(E(TJ^M03YOlQc###Au;4!RFJA9=fJpq z%sPC6Uh51hM{vA1=yK9OX|9K4WTo1#D>WaNGfDQ%5l+AH9G|W3`kuk|*XX^AemML@ zTlVdWE93XR-U=9E4VkcN$K@0MQ z1B1dGuVjW+porq$0IaWo`!_Ku#SM{?fQB=)2OKUkb;gXr_%-g|y}RniM%w#>DzZ5H z6C`hPoEBL`!8GOutgmbcn!bOKfAH{%l`S^@Z@7~qsKJBaDyBnlK+=PT+h#3!&!oXX zAQJURH69bD8+AY|o|E+_38r~4c<&mVO?^{LzYdq(J2P8A@acRIiTDL!}~xXe0aXb`?0OWqHls= zS12C~(7D3}J)iKvJC+P#z?9Y$QdIyUT8h&*yS;3&59LTc@&Y|W{FU`Bx|NC8*~4#n zG@QPhcapL+1$K>kr|8;Yabtg$atUCpk6AKf>TS}5OW*RS%50nd2BJ2rdZwlBelT&q zdz;)_84;jv6GtW_CFz*VJT!ZyJ+C{O88I-tWgZFvYwi626g>iARM+@r{sAvj7HM6h zE?%G7aK`SGMgO?JHf8)fq00SLPQLRz>Qsms^BIpPzEbu@`4_EvpD|V~TAZnV{NHZ{ zR)xd}ME*fmMfvw^-R>m$bRHBQgQvZyrbVz*bL7|byJ6TUGN4Xskuxs8I*vSgl+~9e zgw3KWxskPOW|KwBWQ4bJ`WiohY8Y#0xJ9axa>wS?$MVqPs{2y=J}65TjG0l|t}_hc zGW15m+19iAb9{XDNlh(dZv0P7tI>3|s#7eLPt|pE{1_5i?(BZ;+X+6jioyOzru_SX z3^8ZF8vdbQ?L6U*o1WH55&in}^pS4b@R%y}E zf?@3A1XJHDD2O4aC++o5<^ zh4$xpYtDYFa00{Mn{+_@1beS?b%iozc#xiM-8>5CD(0RY_)4N#R|;N=vafdj_0G4b zJ7akOQKo1B1CTGXA-S@-(nl zyYVYLqV~&$hm{M->zSD5Q*I9GF@u6+TFKbYv7NJ@c_SSD{h0cy^GBU~vh?$;qsQPd5Vo0;BS z?gs@5>-aZ9Ky=q7+t(Sfd?E|9NYvqY4_{b!+C9Og)@0v@vs-C|m%>xghtv<5k{*+~ zhhLvZtwO?&N^=yK&gIZCFz7vTV86a7?{Ji&KWq#*%cbg(J(l%o?G#E2x9;&Z8mJ~Fsk_%oT|aAUUubab85%Co z7U^^|B{nb_K@-{ebm0I3*-+RLv-yNcaOvXw0iC4hkqF$IOI?kTB{bF;6h>!|MkE!3 zkA14_+h25?Gy!@%bUkW_*hz&u4HZ|>}QJRVyS(siC_q-P| zv_dI)G5Yh#_9qb%YowNy1t^^qht`X(Ir+ta#MWo4kqGNJ4xR`Ij7K^E6#VODMsJGivJybE*B>4@ zc(6*Q`!bxmjW}}9n8(XpQMSi300eDiz;NOA{D|S*1^P>Y)C^MR5|dom<>k1I$Vujz zAeLu0Qz05QqLS#=?{R=0z5Lp1uW+p+ctT;-E|pDpJ0Ddp%<*2;I7Fov1#$>MF{1Y~ z>->oxLfsWBsmb8aiv8H{4}vtzKu%e8ABbl%4iKxD`mNH zA})17@{ze+o*rs!;!3tlm2ZZ9o3?8F0T>1Ar-C_A4xQm6uCLantMdXEZPSRpyl zU{!eytMO6O`qa*Gl(0t`raD}XQRjNi-PBs}3+Z_>Yka3mQpkpwsWcblKWla)%v%3;(=PyWu!iTxQp9Vjqz5&j>$A!Y*cJgfpm)Qzz(wB) z$e$m(_om~^o?W4RemfXq{P9&=RA;==9Q=!Xs>ode8`$5&i|J2+SF>o_GwSElX@@s^ z>WV+SC%lt#wCVbG>+!*qMUUM!DJ~&F27Vj>r59@%%$^<|e_Z_<#C2kF$;?Z4z9}0y zz36GX&G)V?^6)$x;%pY6ORWyed51tg;`Gyrv*ye>lbP8*x0G@jc+NBKSfGE|p4}kC zm(4=ePIn(Z*0|{V8EY#T9KKw1)QT!a;< zC%Z$~fp<^uoXOk+s^#lj(Eh#!bsL1unL`*NeBvtyTvDaCQam~Yxk5qgn44sZBC;k! z6dqG#=Kcz1i|b|kif#ju2-?BssYWWF8>EsfidTQSphNsb@+p~UD5rS$)001Qe5RuW z*~ax0$xW^k`9Ne9`l!@xy4Hz|clAoX3G2xYqw`jk0EtpbN3yxGt5cAj)WxujmD)`| zlplGjHNIjb0{R9xkrS3mge#6wvD(=J9}WN~%Ny}kiH#Hff_g3I4(MXCU-F@I;*1v9 z-d>}YNSyQ1o2u_b17?>>Gq9Vg8=8D}Wtgrtn}e1LE>U0meo$7I+2!2s79(whEx*DM zR$F*j*KLXqxQJYH2Rr#=d;}LcciH@S4t|zR_iMMm%*f~ud763jcs0kIudKUj-O2j~ z}$5tX$FU!fV-{ta7O1A4i)`>-WK{f(<>*HIpAr3P0z?#2!4m z&?RKU>}f~8df&VTG}X#AVEpemuGvS}(04lJG$!vJxS)2$|i_^Ig8< z_xRuU{k!iTkB{#c>HQklbzbLr9LIT_`_Ltdv=*2~>Qphe;mEl|C$i7`BECsUbOWev zk7tLmbnnL<;?4C57mmH3gMj#n)A*O-v2<+HMYmhnBuZvxuF_tVxndQ-_BfO0?RNKCYs~Cyu649 zKI%&IW`)^pwwVpSm+hnY_bB!Fv^1t}#0~l&ga8cDKp_!kokNlF0|?K8y4!HcsHgfj z8zHpbFRPG#2J50x%VZ-`4A3h^(sPS?di>lAa3Kt4uochU^ToMUAeQ=OFv6~sj=I@} z&mmP7^J?ka7sVdxWA><|ykZRi%yvAvH3iyC%g!N}$gcNslpaV*O472>Lis)n^mi^mQdDZxm@ii~>W%Da_|0FHe4%9q+2czl z-K?*)DG9!Yd35WWCUO%|?Oe{cT(b+FmuViYR>;;ht*iJKwueggIu89DxbZF);X6n& z?Zb&wQ$j12FE7d{0ai&k#R>RM8&vbiLTzCYTGoBbRo$cZjDR;1z=s@ry)jL^jWP|? z$piLyByp)xW2eaUVB@O~9z^oOfX6g%_IGy!#o^%GBv=3$iJHW13c@`d=buLY7%n#X zZ`f{9;!@IxlcO9X5YRE0B0^)dJ60&A8mAa-p>gCfU|So)!us!vGz<9 z`2oq3RKxqpgI8bg_HR0PNAIr^wGQN+G1USl$b1*TOGOIQIq&MaEA|HRcWKSpd&AIa z5}>1bOCsY3dB80L5n`Xs0qDq!(sl(lf%5#kbKGwEC#u{Y9K_0^FklmmfmCYwb-M8< zGTBYsV=25ziwEG_Gzdb%q2jVGS_7r|M7eo^b7VgSE#=Pi%~>^7`v0kOw?isi`LoJH z1V%ztufT9Wj^sIVgG9Z8Xu|1uy7GvFErt!tYJK=4_AFxSLJ<`;_Z=TEnL014ZHgGS z;(<%^pq&gD=LBt-y}jvd#A(J?>ZClojM>y{st)NJ64;UO+8+!6vLc*NEO{L0ikxA3 z8o*(#+Vn295+D0!E7xH&S5S9ek(^~DHgOx?H0U@}40p%}rzNB=0Q(u7f>QU3Sj3QQ zWsp>1JCk#@zT$7aF)P_V)k_6_hM*34i$)jPTZ*A#-fIlFv8b(?Q`|D;`Sa&PU{xnZ zOZnM3i@P7r91amtkm>sXzwT+6yBcbQX2q)*9uP85Bs-gsMui*iF1$VP)Tb9>^Hwk) zzZ;RQmd!K};SQ(ao}iWDt3~oHZoGm4$i|LPG^72 zga+mz2Xz+DV4fbXD}VMjXh-cx_BBv%HDXCBG~>SHVGB>v0uXK-G)kkxi=%1unJUr! zSOQdX`_a$4a7H)@i-_$WDu_6)T($yZ#17FS+gp0}*&Vw%VMcVqMoq~%<4Ii}E}{t% znf{=P>u!(7#qslcvQ>#<5Z(4!n{et8m|LvfNuJYqBzW)2Sjm~_`Z5o=tc$sEBmcF_B(Lg2l-~%ZXP<8-Fr&@~be()IoCjr-Ox+qjyw9_;*4*`idDH zFh}IedhE3bsx_Ab9EKuYAvqdX%aWdS@vi?c*^!+Rcp%+lnOa{N+kv22Mp(-!C1zA) z*cn}-$N^#A4+`l9Xg@Yfe#7yx>3tV@@j2f)QfJ{C(`CpbR8*WlqLgw;6gd@L9WIkt z^VRDwgg=h+0M!ybRK|60a)*JNJJMe5{_4Y_qk9LsAlo^zZ>F9G%Io5^x8Mqc$k@M- z18h#=#r$yo+`fH#v3eGOfi)?K2UxF+PX~D^Z6xJlNPW)oL!7>TTezM(j|uHE+1=2N z$1m2+Grve$qxvdo`hO z%!ou}FG5ye(i%M_tf;=KkS?Lqst_*HG(qM!)W*F1>h!E58@=v^{l=BDf>N+lU?d=S zfkk8#5M`El0>S*;xSNW?81PS!c#vTuJbVRZCNObugvC7uN@CVrZE@j}mS=kVk-{$jABovNx zVUeLb0#r)3ilndH2?y&Sv5$h9;#d$nyRkFmuUHsz<`RFUQ&(D(ImwPCkJ0Bjtno&X zvgT;OAkISzt9nXO<)ixXHIXy;FQ69cMTyXAg|J!_hqnbBdu&-*j*}w8fuV>cM{}s$ z0r2n|H@jrmVyZaY6)))_#``)l`8H#{hte-j$tC^?I#?p`h_*_%L30F zw>@BNt&u!S=~*QIZ3ZAWb_SWQtK{=+lqP*SSOgOnPLJedQ&=mAHEFryFE<)P1_?3~ zm#wlz5sg12_}=f|BA9hkyj11Xetxf&?-0zs)KQ~=sh|A#SDR}rGJ2w$2_K3=x*sA1A4{Jr-O+9r9cqc z5k&F%&V@~(>?>EV-cC;5E)T|th-}SOp4b0bZd2eizSO&;-jW;7A9fDXviww%YM^D^ zzP;B!qY5KWSzp|=m6l82z+>Jh|M5e$*??50wW?b=6LY@7iM(uq&+>l*+DWyHBlVp( zPjF+7V-HFj3mzIJF}QSn&7O!>tK`qZBM?&J{Xj1oGg1!_lQ*Y!pv}sq(WUU`zt9Q` zP)GoSoc8fs&8o`aTZ%XYHvj(c3@rno(&i`9iAzo(LM4%Oqg2^)2n*7zBA3zlvn^zJ zqcrLfCN|~WhDnro!O6JL%iRr3j|}`>&%-KoQ;gn0W1K;-sa;43mO)6@E}*g}yaa_Wv9vl&^^oder0x~(~QaPq#>#$-0v#<$+% zQrrKYFS)d6Wjb0mvM_z6A6-2A;xleHJetwoooBABc%=hSUC$~?Nz~h?Vl_Wh1q!=F zav9*Z8)^%PkW{l7{tdz~k%4bIs9k&t0PnRFoFO4rKR062WE_`zTfD@JWZ#Jvwp4lb6TU66P*O(TceZeS70gwY!}JiU{b zSxKc#C@-ofpgad|W!xxVzt;&l3gw*JtmM|CXK=XtZ;nm1wY5XpBkcx=-cr%)o zxW{;1M360sL|6R$^+YI*5F;%?V}(??$ZA8VpGIE0vW7wJ)*m}=(^;p z0Sv^@hg@L*iS-6FOOOFKvV{U=Gk087G2(Jxgm_)VE1 zonh36!{^t_U$E1Yj9mgNiELv;AJC;nnF~r*Zyp>jL4tX3c1UMr0n1cgR$;4wLex=i0HyJQZg1ao~-DO0!YOLL3!Z6H_)^+lJWAG=>VxP!vbsn+{sUq@Q8 zh_~-Tvdbw^-TXd$FcT9hD*63K(+t$9gTsvp;R8V0T8Rzb9`Pihe!xcQa+yej3s(F! zL@@B~PUNTZPU)ZWNa7K@3xyp@xBIQ~Qe&7FXN?L6+^ zj#_~WpS@eHGG3thEJ|LWq)p*6>l_^E4Gh^ZN)geI0DO$}kcP%H^BOr?>8~qQ;=X_> z0K_?|lJh6cxC-|xLLrivJ3o1pvgif%VFH4f90}r7`ZMOV@2)X##jj&>frO6c*NvVk z@~+G5=}d?2>`_4!3ma-n2cha~crXSBvLo4Tax#_5g5OMTnq^(<`#1v7{yqZ++~X+# zjJ2aU84Y-*5-_vSx2Q}V$hSRfNw*E4ig=+)w9b9~0 z8CW~<@5daj=RHYv&-rbEAAmcD3T%&JSr~m8N=n5p&hHNI`Iy}~Id0^XnYs^w2j!3; zuaewzPccQRBnd~oJ48zZhGjLjsAQw!@`+dr<;Ag5w~Yd44p)JGWVWx^JmEuZhK!I_ z{voW6GjXHI0;SPgxJM6&LD6!7YI+ZCc^_n(2r8=n-v8A9%YV{r-+bXZJ~Obw@E0o= zNir%z9U5LlsKe_qC#8+cj{jAQ@3H9>+0uP6T|U=6SZ2;3O0);Mg$nvaFd17RP{>69 zcCyK_6_x;y%E)1Mz`Pfa%9QsOGn>lKNtH5&riwk?f|!iex^?Rtex;2fUb=|c1vf%7 zdYhnw?U6aG9BG4C4s(h_rH0FhLvih-5q;hM{rmB*I>d+4J1MT3ndCXUsmqWpz7`{^ zcaQ!@`d~2qFqe>Yj4theOMGk+#CMMm#kNQE2^~Ay|G01|iT9HC@})`spEu=p-=>wP z@?w=EOV?GLT;u@TzsOSwba4MqX;9$IN|dH7>KD(S@78JDD-GvQtXVnT>)Qqajd^s^i;+aawL-<{&qZV&{|AADXN=6fJy&0s7 z(!+F>;RdodPEHa9+J=3oqt1z5K%P8mH@?eyG<8C}a9;qY@@8RfZXW;1&sMAvA=Tu# zs#@t(nEh$b_lVN_Y!^RpIvh85o^uqM(t^kc0~1Fu1cY?j9KZn@&ASl4`$=bI+N{i* z0Fz0tIk|CperD&X!>yF)opJpc7!tVG>&Ug_rr#&EI<;rQksHZ-i(Ab&v^3daOL}V8 z&wtMJ`zQHlxUs>yR+IPXe_2>pT}6o~wQ?BQB;93TZek4}{<$K`WcSF_HiUBP_6wDp>PtG7zDMV9SLtw575fOqtQFFmRX zuQtoYZV(IQ-gWdAKF+2YYE2uh`W>CIY>F@Y1~+~z1|r!XjIZ7kMnm;wxTI_nPa8Q& z=YH8orq!tKmXeXTu(ng{>qOz}5KsGwV8~zzwBDy&PYnqR%M>nx$WP94wQZQkHyA;w z{ZuTlq^l_Gg>{7*-{U8ubkaoPax_d}WG=M;c*Kdc0J;Br$wPbKv*`5ol7_dXmn=Wa zEfkp72pRl4s}yPe1N2G*j%K5`NL{9QV zFV?$p-|U20`%O>cBq7DZlP9i3RjZU!lOK+~*E^iB7eme@L<-4(GdP*9fq^Lj`IzO; z!L;kB%r$VT6F(g;G@pPfQVo{1MPK3A**Z-qbOtZF#BI`nZt#gN35=e?RI6Fpk1}&B zMX-~e1~OAq*n8(f@ylVvkS;04W>LwI_v5THCIJf(@O@K?e$Jf^ne#=6O7NGNx{`v@ zqIM5i$Zm2F84Vg9&1LT=)e)Enp|-i+@S3=Ip5z%7E1$EoI(Gu9gV)Q9u-T|5UnWY~TZ<>rL-WMI$Olk%HB{`TC|0dpgv*cG1m$iW(+r zLa0dLO2XDp@6?GCL)_eQdj1q8@|88*?apw1gw4>>$2&dEXT5RC)AU4(9aLL& z#PWi6&Srg?*>KLZ0gYW^JVp5`T3OLnC$Jl^EY9Csr^9rwgqM%#5|Wk;5+R=WhX+&S z^3se-FZ@HBkNO%dCd>JowwV>TNAS^(^V`Eyg-1)D1$_q0W(lWKCi9BHvE{9daRd6i z8;>8{GAPi6vEa{wM_|)nMsv=JCldMGEMSKXO-y=0aNZ+0>o#n7n9@ULI>H*B^qU}8 zVSN#-TfAs->D@fJ$@*Q$Jl@bAL8Ub{RHQt7CjE=qgY`7T%90M7F;K*rZ~}Ccm!y6D zPXx748sKfl&TUayT}t_hhtKU{0_MN0dzl@1_HZWajO z7n$4qHq7?URFLW+~Y0x)qiFea891GGX7e`-AgAN)&foe(X&eZ?qHIfT( z>o1CQLUUJy&3_eaXfq}K&HuB+j_@%=dTzx*8e=77fcFRAyn_aqgh%8$xc8lq5(4;n zbHr>ZkbrB)wWh1Wnf^x!oyDD>!j+UYq>Q%;bA+*p)lf=ChcO-rXSiwfLW z#;nSec0x={8H*}&;Kf6q%}L69ueD6r9bCWpD1^j!(wFFpmmpPe5tcim%!P8Emip9~ z&scL2&yOTklCdON6bb+#TMmgVL{e1ff-h;86xCz7I>gi^eCFrFy{F#RPy$a#FMzb> z$ib2+W~H3=51T(hLH;HG&Xwk02^D+abi>f5^{a^xzSKgWwG5tn*D5s=EC_7Wvz)k8 zdsTAz@o+nUwZNQ6e9w~qdi%W>nIFqU{P)ehgG#cV1oXD^Jr|&qd}z^6e^RpyXPe~3 zy{gulG(6s|NvMg**E%;WLz>vt?0>iQy7701d-S`j>FD`Uub;=o9<~*dm-jiQga+RI z`RAGYn5@xm`lkk+-#(*lQ<^0{wtD{P!Gk$|uWC4c_i%Ze!f2P$uk=$++iEL;oIv>S zsq;{Wn9-%$24_C!8XC6${&GI;w7qsQ!_5Za_(XKmAWM3EXK!`XFD;pG-zUate$nmT zsnyp0{lUS(vDcer&d^fm%&9_pxEjJypK~mQ6{x20%M}!7x6uhT?%hZAF?pE;jSyC@ zC$fapYRiIyXBvNd*3;I%ZA-t}wtB8h(lkAT2JMXak*p{rxV1>4lj(_FvuRT>`LQru zEnBr}BUdu|0a}Fg!)aj%}cq{wbWqt6vu|{xkp9{Iw z`mU^Bj%}>^GEi!&+u9cO=qmr?HC(P74yJ%HQEUT!fD7UOoVL;9;0Di!z-F<7$&%Hp zt4p78#yze`r(wg@D938RKwz3xktcc!Y8A3`NX+>??`z11MD%vh($>*YY|QkPz+d%D zH03ggGFBY>2jBza9%X0Op(*Yv#k4!hyQ zYd?DY*b0|%)<(PF8eu)RYOc=B%w9+$l+Zm!Ady5sz>3 z@ZrPVa5kGZV@A(OlbW+0mjKh)c^Ectt_8Q*!^TD-|5~$ob0`IxCr9V-VpkrxY}U(pLuoBS{{nM1#T!^r1c1G)XRRxPb;R4YTHW}P~r zTesG8*xb6WsVN7*(4o_qmiy~{UfwcL_IjQDwQ+#*|MRQEQtdU@@>n~Ad>$qzmq*__ z)Qp*~H5H5^;*#G_@IX!;I;NwpX7%b<5Z?8>TlzuxN7)>X*)ns@#UCBFUPy5ZFbHq- zt&w8$qV6HfkY`ah&8^zFjd?j%<82j2JQ~FAZf;|w*4#qt&S<|??myI&nwQT#?)z!k z#UJIAwG)%9Cfh9U{HpGc&XWp0pI@{->zhx;xx06r6&o}|D-Mn<7`}bu+@I@!na5`J zwe9Zws*1l0(j|xf{q+_OLywd{RXK9}czNZ;i(e%_SDk!60lmKgFxH5JJ>^+=HCHV^ zp3X)3Fsdrr1_mx(=fKz;wzREEY^~jTy!O^@+sH=LLTnfFdUGgn({5&U?Xd5#Ux;d3 z)i7b}@RjBU&sCvHl`750oUaGBXop#Z?lr1TTtJp`t{8UgSO*|~6Re@AC+xP7lXw6> zHu*4SOxa#&Qo0umyA04si%zY!giU*f80ijbh9g!3PP5x|F`Z6G$R$`IiES?^Y-^v4 z@-*nIv5zUvU12$m-f9p?vHr*HNud;R&i(TxvvdQvTq@lFPL2C39iG-=tChgSE@7oL zcTKD<-Yx5?-FI_bDuLXLJ5h*MZW9#Hdb7BL@;m}5xoiX8?jJ2Hc-PUTvsJMrIBkcQ zwSk!I&1ctXR;tu}!UQv9u0j=WYF=CE`nzaw(Z{C^5mTj$G01USUzuQqWH)7fxqpm+HqH4GdIHyd61Wga@ZmlPOtGpI%5SCNRIV zia*v<6;Hd{dO6SE)LH_AS?1NAG1+HSPhRy-gNs&%sFg)Yx!=l5|Hp4j*NEAn|Kt05SK`|g!~6sFT0VPNjsTbY z;lq@7+Nw*B)y=JMXk=7Qd9kOTT8D*wdf7Th#cuJ;K}mOsTJ;ExRm9f@;0E1$_0mAx zxtgT;a(a4YrKMYvvbFP^8gPs~QPbbQG!pO-yEJk^0v5zU9E)5!TEhA2ZLvtF2uF z>VU|pDWlHMH((~45(u(p`UZDx=3}t)D7kYvitOK4tWd$7bcp$h4V`~*f7XI5hzxH2y`YP*7NS5!H|Mg5;8a@hp#cJO+Cx zr_gk;8USk-d3^1*lWJ3fgmA3!eG8HhU);K|aA9$AakDSq0FA7j<7&@!~NtWK8_uW|3L1H`6+ zZ{Mzfx#m27z67*!Cx5c$s+axhCu)HZ`tKf{sYzD?AGUv&h*ad|nKzW4D7b&c4%!Wiwb8WFvT|p?aV)TU^t8Neo zDZq7^_pV;Q?)>8{7CbH6v>9Ty&OSz>Hv425yULwvmz5TH_^_pf*1JqBxv0d7)vEPECsx3w;D;N~ow}xvaWRdA zfM04cU$o*&qm}ofqjn_|v)eQjiX@Z3ubJ0u7?k;Ok@D z(%!3bCo}U+wTW)D?s}Olb> zKM+oHC#2B$dj||qZ&l$1uWZ<@0R!z)PByGra|v(n^1XYtuyK&@079OI<0m_+A{c9P z>s4HO5`PV7R+WSRALJ@1IFfGOtPVY<@w9;)61$Ermg7)UDJVW#Z}s6#btTC*vtwY< z66$5cHf{8%*pt{T1uw4FRBXtZeR-6L)L*QoMqu01(8Wp~dTD8;*DS^O_bik8==cL; zVw$iKmY@XhJnyR((D40JQyY3&yR7wPc^S5EUmJ_#(+f+w;$X5A-i|Z4;e@6-_r8?{ zQN696s$)8KE2v@v!CRb9GN3fY>#QX^unzJDbz-@l3-Xad3~O=`7WJ{W@8Rm&K)ig1 zKcVQA=t?BRwWl}L=Cc!rP{dpwFjjA2>WEqr1l26*GGpMbtiI zIe74rFBMv;f32WwsI@$Q&)iyTEY}p?YWc8f{L$8Zx+#HseU`ty7I>wL5<6h0OV{YEB+~X4IjtBfloCs9TIKY1voLsZ*=dYtdt){=IQ(an5AfSw?Sl z^@2h|Dse#Ubsh@V&HL`X->WVav34-I}#jJ9x#4p7fz-=domlO!z#6l1mnZ zA~@ai1l5nvQpR456LMycM-ZdJLZD1KqvFCFT;S>Ecd%6I@u#$iXz_u=V<)liD%H8gU0 zwD&J8ys*m^QsM~Q8ta+|sSy_!cmLeHcFip;3PIG(-XKn{3@$RPuND=jQL|>6q^eX> z6%|5tLo`m8D9jd7XxTjm8*RikrO8TKURJE^*0yaeQ5(-iBlXrJOO@;7*DHNLEl;E` ziyIPEdVP}!XVYfREU#>ejC{u2feMN(bkduZ^*hz#^dcg&!MZy;>r(mB!rWUj4Ey)! zYU^>NT@tZDvrZf+68^w1%`>;P_cfB=unA4m$?FTLq(LF$@88cl;G#|j7L!FGcj9R! z)r!$jmB_p_gV9u`&+x%;9?K?D(m1r%<2E2IL`RMu?ZK_)8qGly^IZ+ea&?diEgS~o4pX~ahN!gq2DA06wOVO~(Wk{m{R9V1H6<-Qy$1}rPTjgy1`i(Go}=&5rE)bw%7az*>EGXu z@`6%CNxFKqlDq+q`gqK+IxqZF4{<~49_jxZ1({pl+^-*jrS-Db6W+3Kmtngp^ zJncq!xl8vQSzCIdK%vQ|4L+EQYBn9vEPXUtSnb-uu#*w9NFocE6X_0Gk#_CcW%5nU zn(Hog)4=dhM_NpNb(0JJ7kUzY$xM9?=oHV$%n)yz=)HUQuivt1(+f76? zl7Z+rnyL^R{+|KsZ~xs5Kv4BT=k2{IYcG=09Cn(`0}$h}Y(Eany%_`C(Lb#aL`sGu zXExyqSJv0iS?j0@J&JP2zJpDajbELob$HFWA*)vPa&oGHxr8Qfh(&t; zek1vKo&2gF|M2*fq(km?3mIl|VY6wYe0l>8b~B`{QzH<)$;l zpUB8m*Y3o{mK1TGK`OK%de~pI;R#~o3Zyi^Wdq}9k=U)G&2u+7Uq{nBsU(^GjyJgd zHuiJAt7njn^RwbT-WLyrN2<=Dj&bqoWIkjYpC*!7)NVg*N3U6=I1^>y%s6k=g+w>_ zd(6c2AnDV)`MuqX(lbD>s>B$+oXw=X>E*IfwbFNi5vH%a{C(ug`ios>Zme!KeqoK8 zXP*5Culqr_u~nN#ewEDoaTF_aA}q8r27bCczt2(|*CFOhikhx7_~7FgzO~+xFHJsu z(z>Uwq#Za|_1>^QpPTb1)2n`)I@I;)m|*+eiHV&@o%O3qL0ItV(_#W?#;2^vraNM1 zvEO_tVZ6M(FFt-;pVvG%?(?TnnmsgSLl_ts$hV{NxmQ?P4~|u(GECJnz1OE-+eiJ! z8X4^yPU@8N?Aao`Npcwjx^&4Bbpg_yU(I@1soA8*WHb!`TYH1Yh)ar~BPa`r6+`w7 zYpLIZ;ECFJC8Y3fSTTBpYoTr(y=#*^m|%PJzq$0`qeqY4V#XyNusewqM^2r(g7d8v zhVEOj44L{H%YBoK{GstB{3nrF2Q|~70_&Wq85;CijuV`W8B!W zCenPJmN%WUwW7p)4(A|pQ0Sc;k{POrK>Mu#)#L}4fr=%=#DGQ3$H#{QZsFSBc;)3n zy4j2T@!X`kavitdmK~HEBCOrr*ZHXOj;)C9I+zVRq@@tgq*Rk~T}~loz)i+}qNUfkahJgm;}YG|h&{b$Z#Zz85A;^YdHI@;vFTLaGhy;ufwS#Kk=O@WJ)941fI#^@pz6zI`Zlev4fzi1cJ2~Sy~SCc>sW*DE#i;oC~TQ=-oZ8Bqa&nc1={2>+4S> zGId(kQQdmR22xU@Q7~RlyI`c{-9a4$fzxTxF=H8!aOTWTPVn{tKU&ikZbd8H@R1`` zpfq4h^XARP4)1W3VC9=-)E!M2bh_RUv~C3@FZa zead%TuWtO^u3NWA5XO;6y%tfwV0FBb4eEh3R{|rfxE1cCF;_HUJGBQ!b#@$4GAkW1 z(KKE)?GfephMq%**22kYHB@BMwQKz*Z#`_?ri~p}@5n;0F}d_u@^OAsQ~ix#u57ot zKOb1>IHnj|`6-0BYGQgHTGFu9SS=#u;PH>)BAoVmD}ykUnh#hvBIWy=ALz?c4h?j! zG5f;X$v|gjTl4Sq6b{5OZqUmb>TExm8gvUi{QZXy^+!tH_U+@-VP;jTSI-*eZ)@wl z!C^ziJ{3OA@K*6Ps-O{E6nnji#vlBry~d6ejJ!_f7}omvA8*XN^tQ8g{@Nj-X*tEC zalMuG1i({$-vg6N5l!Vk^Wr9WGKjdeC39I}W`f7@QY za?u+FIqZ3`y9H&bq-d|w{(fU@^R$3sZJns9oPCaGvJ9;+-ETBV2VmKzE+du#ZH+F{ z)3s8Lw7*}DkeuLf z4%e+@Cy-9>L^-CZsoB!6J#eSfh<$p-szhXMycj5)p8c_bG|hr+s&XT&Aoi0a(O0cmgs4dLMo~rB5GC5R(cDpJ+or zsG35dDun|rGq;cN zQq5>r=m*j+@_;3~cQ=-S*>>MS>8z&Z*dWlc^Q~Eeh&P24DfrQ&QFiB0ja0xv^&+&G zn~zUi#uT!3D-4J<3v;`S1KSs*lmumW?8tCGQm&S?ZP|TCF{)j!-byf^osf+Pz=t+} zcw(Zy*s~sgoL$scuF?5kL`ZTVVSv0ojLd~E$7RAkA%T8|aJV~gittIYVz}kYC}Uf) zofI3OWq7Kbj~}a-fqk&o?Pt8yLTVLAv)BIPo#>C$0#z@gs<0hijKCllInvUN8;6BF z+}37dEkP_m^PZ7X4L>uz2{c!=i4!Msq!=0+Dhz@do-ostjxQYx_7)$(_jcNWv~&clYP2)?$pRDChr1N26Jtussf6q}9KE%@-sExQPYU z1e|u{_)ab^E|9x}e~m_1v}sebh2>2*^?a8%?&sTGj~D0Bn4 zev{E_5{n0}3XAKWux_kZ-ROpjc8jlkTllt-^PAMK(e6W?1BZJ)*g~$SV~_>+xt3~$ zL&P+qcduTTu3uNNr49~S6kZjvOIlgmsvM;X5*>**EGS=`PEyKW&b~G5?2iw3O3Ap6 zVJb4d&luIq;4<~-JxHN=R^tsQ_fPvaCc_XQkZSVLxq13MG=*l`)HNW%;~WhU(oWdq z!>}>$H=OLMI-6GhJ?)*Gpz39(Q%?1!u~tW4KZv0tInfWt}I$161*ur&!O&2ro;Hk_UsaAIWk4`X=;)+T=hKT;Im*%OVPZk<|1 zNOl_eeVO4c#0yFC_=hJCrf*dj0vR7A%pfbgc<~|$hL>mAe)flYG6O5cGdNIxwF#pF zhvr{ltq>A=a&@z^55Wu&Co3Wgi|{7I*okjcqJ`=vyz76IvQsf^*Lzjxn&&OFb#9lS zmaa@$Hq2`q?{O#eLn$Z@G`K#UtYwd10A&#`vd63U2?+_8(C)uKD&1d`&+G}Pq2u^q ztjD+@jkP*b5~jr#H&g8~)mr;Yn3YpbpHA7i>UkFx=A^m~+qtRZdP!|%W2CpHb|+1q zO2Vb62Ln}qnOCu_O3`~nM=ROlWFBYSt#M!9UXwfsoXVXHQsX_vi`k(^LDhAhJxIFm zt{pLP>y_O_o~77a?BcW3>{JFTGiJjX;WRgCeQD-mX7*1R2-oW~=EH)rmoa{^J)V_S z{AuG+3QZ`Z(#-0W#)~zPQ>rz3Uc{lNH+tH%mV(k#+|GP+w-Sl)vQaIDHQ(OSy&U=1 z5ghPhzK|1Hd8g|p(pV=l5yh}mr@Bxll2gIyFJ&+61{Ny#{CV(!y;D{#+W4yTeU1Tq ztQM1^;zihiN_}Z$WTewm>K`d2xQCULiI;&k7--ZTk^TBNJ~dXG%u*frf9a?K!}A?K zH7`DCW9z&Yo8tQ2{uJ-d6=OXQHh?U3xN$WF8?oglPMk=t%Sd0eLe>WDh8?c#RXr~5@J{}^gU*f&wvIP zKBz`3Te;r7dp|lmyE>iYNd&Prp|1eAt{~aC&13^(6B7?8YE;5ai4TDOMDx}@H4wM* zXgcP|F$vh_i=^|{r)!o%!rekPb{tFJ-TtmkU;YQgq->M=-}g90 z#|*O;PS2}6TeA55si!SbrPw_PR8vPOqJ98Vmbb}r8Ynq1M%}^l_3}8Q?lrRl?p{J? zh8E_!jxS;47O7Xv1>0J7>Qp;Aq~hm%9?NX!Drj>S*?uZnom>};hg18A@AF>&x;j{g z9L98+`JGk0U3>L1{Q2P6%1R~K9(wDY%~IxlJO^-1hrO&q_C!wvn7O_^HVfDT;k|@5 zd0q0=AR+=XC8RQr&|Mx`%r{uX1kBHF%~-T^z? z)~jC4@?f ze2trLlVM`C#*KSrbV?Q4V~@L)Vee};Y*ocQP(dQ(C#1!Eqc_-SS%)>^G8A+cPj(^ry0?s^3%mbMN*AmnfxjP&N23SO~m04b7U=xQ-uL&t^BXy7}gor|V&*B!@0M z=|Qx`GDD6U$ z06nsffk8-evaN7d|NQgeglF3}ZBj5~vqEaxdg47TNUUkor}sd$0k;sseipAmG12N( z_znZrk5)A$1&z@73tC=$^r#+4g9-{qizJNbkrO9U08yUNR~DN^oe8Y0Lw=@NwQ341 zGucS>=9pf@b)l<8R0Fueou2>Qn$CNXuYr!b^DJ6g-M%q6=0>s8gfH zVwf+Ukvk?WZ|Y1G!}o&H}#s-O~#Vfmq8cr_Y{k43eLppDze6(g+A^XOn{8 z?~dJUiOTClVWRZg0-khZ$F5ITFIP@mTbqok57^9Za(V=0OClm7cC9ig9ABrEJT*s` zE2XLx>sHs-HdO^?9q|<}EFpOq58@U7R#0sEUkgu#g;hn3u+xd;w=%bGd3+l+b1j3L z*9h8~UmcloR};Y8ZrSKboj2cWL~OnGpXg@c{++7xv-B4|%?owxoiEl)uhiC0bMEck zSApbCcs#8mKwb-z2(65pm!3YgIiGeVT4$$5{?tq7rfB3>R6Jh!L&L54-AWR?(l5up zDw;|OOb*(htzC9j%H}9qxw=N_L9hCCpUvO=?SJ*#_TO8|tJ^nZ!K(QKx;m6yx$}oI z6wJWWve95KgMSMZGg@`ES8d7CUt-ItgpG=V@IB|BbLszeT~dXVQ+|CN=K1UV_p1Mu zc9cQ1s#|lcpi)GY-KWm~$KQH*NQ{V``TEZHYSV2G2|Qc&)kT$rD9Za0#)ki^dw4tB z-^jnW=YL&jsk$d;#LOX@$UY(KO26i&jwux#m0tA_!@qG@_51&~-|9{O^b8zHVf^;# zwT&AYjqcn3!qg+@Ta3QmcK8@YyXiHE)xyH+hRW8nYrNO|X<*XCfC|7r++*yK^YFx; zN6w?qtb9nX%Axup$5U?Bx3!HKIDdX;#r0H8$9(q#H|y(JTS>yEB*7zvfp0|Esr|0{ z*z@S3A9L1@s#Lk{pxO65V^?XVUl|t}-_y{jzWHfC*<@vFaM6|@}brH zX$yT;|8(f|XiWB+9S0(F^O^b+&W)&LwM4`d?qu)<3cIKl{0f zwcpO@z3f*C(}>ljZ)@YpbBT$!z{AcRAKk$BUqADC*E`kz^W)4cioT!OZImZ+LezkN%ugV(LA$=tK5F!7#2PA31pkN^3ZyFM-Qj69y=x%~LW z=gU<8Io?~PAEMnul}7(vf=1R_sw(5}jw#zN|G$5`qx@2B1_IQkS7HT+-DM&XIs`!i z0LG6`5H~0Am%yN)ie%2AwC~p@+nXEu=rk83QYim<^CWQ|iKfEFr6bZi*AwGM)sm`0**P5RY6&AM^}zk(c6`5#1N*$gQ5qsWhzwVH&W5USbKj zC}ad~3(LZwWX#Sh_r)afO4^s+nu|EDcR{O&te2#)0P%WvP4`=E)5GZml@k)WO^9nT z_XJFvkobp>tI}l^`Q(?{XM6>32gX5+VNMTSOOnzWCytS&Vf$mikttds(3~|JH|~8t zKFqRPw}zr-Glj!k}ao&EFM?@VzPVZX={e z($lzGw=w%q(j^%}!i7w~J}837K1rz#?M(|Yi(0>4*MWo{eZPkA>i}jsWWsYN_G~!I z)5D`Bj+`^mi@-clJz8M8xsvo~{E7O`iPRIko{C7s0?(f9#38i|KH=@bssWi*t5mrR zb8s6kf6-8KuOlX_|Gq$Hj|cEt?3fE(McqynBMH^i$?KOVI8R3t;E(fyq`-K4Xrnpq z&VZUH*|&N>K5(G9P=EZymS?a*o;$k`$ zTaQ=>GPbONr!-SU?ao>a@)P$sid9(Wc-YZgR@*L$VY7!5yuF*Cs)=^2i+7!AQG1Ze z^--sij!@h!vo&(eW;=A6@c18TcKUFbH2+Q4@r}1&Ly+!=m}%txw)B)$>5?jrG~1KH zyhuWqO__*5(AL#8s@MBpzdqlb@bERhC=8dl_j#yx#6mXBE{Ie!PY1Jz3G-bu_EZhH z8^%n5IRnl8Bf~Gv*O@bm-oCHrv~$JH z;_Tx)S0|9QE?Z!-Z^Vgx=({Zo|G0bXC=X3wiM+o#Os<8vqEI3v105{Gd`~evk1Mao zL&O2P2qS7J$*eg$%+oLtKS101I>k_?Xa`zYZDsq1A{GcHa~ySG#0h()$v~}l_=6>< zrkb5=-9L4G6PCW%pyoms>9Yj%1N}l4K_R9D?Vx)p7)&DsQ?6i|&nhb(WQ229J}Hp) z;z0ertBLn3AWlLdWI~WXYlhewv71*+-fd`AK=HW0o+r;(<9_AGGTKrxBqJ9MswA2z zC_-%s2;~)0PLDMN2@amhN-mD;HF&x;V4w9ULiLrUr%s*fHJP4!I}-W*^?I_pjLgmZ z-5lvQoN#}MaYNGC1@6?xclVIG^fuS35n_u{E0|im=Og@H*mAw8e>9a`nGZIwpqDib zBs4nDD+JA70joSnY0^&%$wyq5RAS>7-7~%`8E>zJ;qEUy*m5b>M62jQZ_uUmbbCdc z8*Xtj4B=-b_$+tQco6|)&Nk^ z;|iJRF&H-g?QvOiVPSf-!0LdO)k6NN%cjp|5=H1lbr8|VA5T|)!?WZ`5Qt?=Oz^5z zwEzrO&@Lbs1WB6DPstp8eEiz+KsTFcU@}s>ksSDyjxk$G3%ze3K1Rtf-Flu=@et`a zd3Wo(F&i7m!3BPj77s;+h0KZN(N;!#;80rrOO!j&mYU?ntq9b90NIj835E`x_6y zLqf^xLr^Df+&}fmxx||+nla{9(~u~P4jN|0AJ7tZe1H}R;Rr>WTNrFcl3qie5ovs$ z+0G33R5cr#CkDm+Vqxnl$#jy1%Cg(>zJEdn7Dw(ArXHwe?1=SqmnFv?htl04ixbYv z`Jd1D0ck7AoK~Te_X4S3VyML!_YGzsKSmr2g|qwCP_NML%9!7^o*?S^oUPv>=JvHK z_s|8qnp+Lh(e=9_y@{HN2aPK!Cmjp=-IVdEaleRTJxtbxu)yCMIq#}$-mcv+`W*U0 z7p|cGG_|P9yy{+kJ5L6Vea!xf`F6Y?w>QKyfoJiPOHmGaR$_8CFhp2VAl`?L=>Pjwkt=VO6Q6C121hdNZ z&ovHB>Y!ntMEyGX%&}vwlpRPpQ%?HgE~_L-JDRgAFfZe{;nat`eKk5_?6UXA!sTG$ z+1|pZJrT4r?^ERCq_-cBU0P*@YzR(C;5c^m+=E^1*Rjek{qs*X)mv@I!s6V}{n@i- zm0HaMNe=3?9#0F~@*LKGLbWVI6ed-mLyF!%92S>|-0ld|x5saPy^CW5ftq#?X(KXw zK9#Vf>?r)&6(KqiENIJ?x*RCW@DRvFE!1)KgZs#ojB8w-ctY+2U|S?SagVNCsR$j@ zV%U}1JI;Q)435BUUA}RnDq1BI!OcK0wjCe6`Ss_`VvpdD$d+xAdPXDI^)eBxu(;3@ z)=)@Y`)id`NBh2-E)R4xYWuHU`nTAK?y3R6($X_$=B$0#J!Rgf7nSH(y}fUUIZY*I z7I%vLZ*$;eR+#zI;FOX1yMSz@Riaq~<06Uaw(W#toi|Qb_1?YWaWva@%-h<4^9>aq zn%0^3mY;u9u5(cB#Vxu%pLmDg)bcxkElUM3h&ll#W?D7XI~K7;P+XsQTjJHR=8lHDT3w_hI#i#tmM(DjrcQXrJn2Z20>6jT5Q7xzUlk{`4oWs~G9a zL83Hmz)ByU73Q?_&S1h%_bF2j^_oSv(;PGAX^)MV=4yi6UjjE6gdWY~AvI9Nf?WM_ zhY?f^-8Xmyh`I*r{a)-LmbQ?NcmCu}??9jkB7Fhe*Q0faSfwsvEm3Q*6Df+84EQ;J zG%M^127Rsfoy8+w4x@1a8&fC>L4R{aI{Ol#6b^k(T_PTgLr{TD0-io2ANarFKyx(?jEy<@&^Ns9UMdreyHvDY^( zB8~8IK1D7f8fUfFFMki-LdG;~8;#ilC2|X?966(2v~_MxxJW``u*>l=a&I@%OC|JA zyR}!nAiw+%KF`bK-))?^H*ssv^xRh;kH#j}v-GN+_uan(ja;JelbQ)ZrQMXCj_H54 zZOxhnzl-4|pB}q?(?Z(Hr5KRbLKLbK?nXsMy6k*kYkkDY?fdq`#Q6N$w3xH&ZDI*r zw5l)f!dq$taPTCcI!=@n4pC`S-S+KgM){`LOZGc`n^vW*!LbP-im0qMs?-R<#L^QQNS$uRmB;$UL_Y5DoG zcO^wwpO})8C7mgNBoMK)6l7{&Uy7Jh~wcI zMvJF?pKI_ZwCOK^?{Y&rA$_9)9#e8oJlpiUK;aQ1^*@UI=59>G1=;QM1*XUXi8=o)J z+MU?IlHij>;U`L(U&YT?+og`#`pLK5-laqX!=<-k4~e$OWy+Km(xM|mOr*T1Z|i&; zP0O{CBnSh>P{$ACY`IZkmi-DKBSvGnl6H{t(zZMZUnc@BYXzJCy zEYCN`KWzNetG|M4LCfv#KOYDed5FwVxMvM+RdB29UL5XKJBx> z#qr90ntkl^tcL1}lzpM8FQ(jKe}2y*xD|fdG$*31XRpV;K&8us0pXzmpN#X!X+lCS zYE>F*Ne=fNe+NerTG+p2;A1P3jn|~9a1{D}j^w-+R)U6dJPIMue)MazZ3MecBKac=L8+ z7T=0tik};O4RtatPJdU^{XKQMtnL>t67Lm$no#%0zJ3XxKP{MwCrrlC@U1;VCrUaP zK5tGp5L_1@m%ghu=E^xn1oRI(Iy2wt7lW%W1ILFF!u1W#nwS-3HNZYj`Vwxx&0ArR zlk$1@&!YS#>|WvbMl`9QG@Ekw18H|$XUcSpe1jnGF;FU+TQ}BIj;N1^QMJ@*eu%_V zu{3$yY_e#b3cKEU;j5Y5>|O17XNa3)JHG!s%Vorf35ge6yL4|0ZjOBTH11SR-;sj~ zM-X1`b}yf%o1 zm1cbB1-wcTJyOJ`P8>LGl;ir$8AE*8tG5v~h+dSmHp|RZ(d~M2u#-~(m4i^RmKSCk zn@yCNdxf*^UmG*t2jYwa(ifJ2$J^{gTz=_WnWBP17MA>}-Pyk-@hLglrjbl3?dt0K zCww$qg&V>H=zI~j+E1P^H*vh2;o%>2XH`8txJ;*Gq+-Z&Hf37UQtcj6hY4AtXme6E zKN&{p9|}ek0y^4gsWw?Kg8n}Dv$HEJM#jdrhac{kNMpXfVhiIUty{~qd(aRTj7+AI zl1skdx=&qioFn>|S40RGLYV;}W6883^Ju3yh=v-Z@^*(7(p6D-wdr<|_Jxvg^GWPF z4-P{rvZA8a$zy9*RYb^t@ZJNwb`_xoZK=3;xK_|sxMhRxQhq5+# z5eW8mkkr&vlEwJr+L{ovXp)#JiU;a-(!-vbjgtA1%V0HHwri)4&c5Sh68CX8HaAg% zr5s0Vnf25v`W~p8p(0#oC@>g5S2$r5;WeG&oPn-iOFE=L&OLUsYfZ(Ls$*uh3bdfcY>K!|ss?;{bs?3EsAB{?;h}*6`>+y! zir%G)V$`wYk1u}OasH11F-`(v$j{@$qyVSKdHCL+L6j_#ttf`HaV%p}Yx>*FEk7_f z6X~$Cj{qooN_oW*nTiD@| zCd9Ob2`#TQTHD8#aJkgkY{2`41>P)kuJVmn_#Z@JPFHJA}$X(t0%;Hf~DAI*K^B`92?^*+>8Z)9-Jg36^M_-E zZ1(^Pac^uVvJ$x$I(7FnGw*XqU3>bOQKTGpg{MH+It;j$0L5$iVkf)rC;w3On!%fEoTB^{ zi^h6&ksSkp0F~@Ika(`?+dEVMx<471njU)d0{xQG-)lb$9>Eq7{+Rt?8G|<3PXPcA z{XL3$RbaT&)uqWWCIM_whwC!iZhG8@t+kN1n(}>Dj%(PtbLVy)$f>fTXs+wGR_9Mn ze!cqxjTCXG_wM-c<3;AYrP*$Pa!(eP1f+CZpD+w1V8oj(k&$w#Cnn4AxVub*i=Tor zD1``GHQqo2%hHiAx{hQz^R6iux8y?sM`TM7dHv+v+1#b3tX*23l4XK!Uc0%W9sdz> zel$PMeeBphC(#DpYc|DSU0ZNgfqfday_kc;LGqeLJ(p6HD6YmI$;q2Wbq(0(Y)SZ3 zwCSsMHp3bw_BF#8a&OcPgpZCA)yK7W?WQ&CwxGG7A$Ga9S+AmPCb=`ue8}}EhT>Tt zaXRdiD28_d359wl-MG=eJhN=>ij%Zrh_X-5n*fqa#1|ajDeErf*znKB(ZC z%VYDFEeAP%1cxja=>KZlZ0Bs6p=(loIvWQfmqYiwCcT2o914`>Mo+8v?AcRqR+R-7 ze&0WN+qrPR!#OeN1&ss)aeQY9Z|#dPrtze;3vexrN&790zjlu~JTw(iL7KfM?Fu2y zX%;?yBZ|P^+%*-@lJIR9J=1Q&(lsmgZT4wFPu29C3fe z(-(KQK_lO$*)m0c03*@NI9r;4m#u$uBdW_tMVkRY&3p-U^N^k!t=>rF0SVsc#;o{8 zAnm$84~r40mzK z|8?e9Okc+bGsxs^;p3 z-Il|TleFADS;&tfli1%ye%$Z~6q33yi-{tdpZy%(`2~3o$Xhb+0`Qm-j zi|L)V`-!2Dk0eiZNQW@1;Y{;6e~7deiL4=t9dh%AZSSeE4}^5&O&;L3 z*^K;Xdg2f|Hss?YR`)<5a$pM(7Lw`2Jjo(xB-Cm_xu#f z&f4&v*(Z=QZIrd-g2Mkz-u}3qkq-Gev}R(9=Rz2o=4WH01ze0UU2-{tn8j2!)6Q-x zHr0xT1N--jzgGR6nw0w1c*2BUob&?R8L5{a>VB&sBP=YekD1x&8>6{~gab$~A|{{? z=%p_S3F0Uv19kP9m0N30EV8+JR&}^|-r!R;C#35nRILNc5TNTQV#K_Bhi(OW=uH-K z{zjtCW04&O+DGI+?MNU)7dE2`!d@;iQdxM3P-uhk{U$EBgxofPEGL^_*0We4*;1kk z;*Czbw>vFuBpRU1Ywz%yXlEabiiycb(8GnW83uCcC9{V&;7!CHOjofqy^0@qgN8Ex z@dbj$y%ahwrk&B zS8DmRP|`B@5)v(CH?>?Rf)q3SLPIaULc}AA$~aTyCQh(UBm+CGLbhiU=pM>@`7Hh^ zTFuWe?|LM?tXVp3Mq-xtF3fsrN-u4O#JvaF$vxdHLnCFaRt zH~dcS`XfLB{BL48P}h|qq6^@zH}+O-ts%hkkuz$)PBcEcY|+SnPf@2No$5}=FNaZl z{lP(dit=deooY#Wyl~@j2`5!j*?a24U0(RDyl9*$dCL?q-xnmROtJ1+#Q^vYaa~quMc$BvAS^D-SxUQ zHVH4dmn#(&u8E|(o&sMwhz4-j$X+~zEKFdkA>O~`jMNReo0COt2f>Gge{1a_hBpKl z-GJRN_HQgE$41ei!k6n!AaQZfD>^WI`W)bq=UZ>tz_N(o>BW}=a3wUyWqqIvrM2P9 z58t5{Zn0CW9>6#=9a1wbLt?8H&!CR8&5p#Yia3<_&Sn8P<^8N-X1O$CPQm% z_MLX9D3D?9traH1sAxl`0_ej&ge!eWcrbxELo?+nd*WsiKy_<{bj$u?9)JsoQNKRV>>*)`JaaEw{!mUv&z;$sGZdkImeXI0FgD*UAo%Tw|GUm3NPf6J0dM#sddV2S|-#l|@n5Mj~}p2d3bwURudh z5t_ma(DngJIpHmR-$P(NAp6z}5&H5bow!97!-?rLMsGZX6Lf&7$HkL7hEBvv72HCn8ncPTVGE(;Rur&$*W zdK}a^^lX4cnL))5Q6ea2&)peae{QHu5>h7+`&jXIAAPgs%15$pO|hpqEcf&L+AUFK z`|*L_0w>I4x2kXB6msl0tgQcU_2ZMv-dc$vS%1Mr1L%XvB3hK)@iQrdH});2tI=1c z^69w2H^;qUj|oXDOc>viNg>brRNbr;xczo8CG{7(b?RhW zj0q=Kam#2-5?`SGOIRRnMb=HEe~SLvq(I6?o5u#gM zyK3>)m{BRKwLN|PJ>TKTlO8wmDSbi|X-BGB-L)-6wLD0(ENY=;XAnCO!dfnntZC*ByFW& z{YpA%LFj|9u%OvOx4~gK4X`D$Nrf_a4m@Q1*XXk)l#k;-rROEnjE6ofz;9u`u5It@ zyqlSQ)gW3|0cluHNf&Yg*Voj(SLX%9Q^-ZtXepfKnzpvKYR&A1@yWzFM^Otcg!+Jp zn7FcP0#}dmT@s^ujGGEO{$zgKKuEG~DUcdminba`8o&+P{uqzM=f*?}E zdV>+#1Zq`1)=u_zpF8K+ zS*g@3B0o9{xv5OQUL%;IOfXEfyZ2|f{83`y5FB-Z zt!OA|Yj1BC-BYm-VAIt}%muf15VibvaA=rbS{CAaxP1#~kK` z#y^A`%qOHO3LYbe6{m=^gH&hI{9?Z)fx) zYz0A^nk;)-`0i0?mj>6eTHEudh`Pv(8$#QL4sPCQuhz_?E;9ai=0Z53wqz|r4|j)s zXX@+m<9&w@*WsGVgEx}DS8gIEkBj@6)- z7fxryPjYqbMkNy#rcd3ZhQ+)i~G;%Vx;9Kit3*u_<2zq4dyd%21xWT$w2gIvR&Hv)tgrVVhMnA zxJuZIJp%#qQdysX)oqj?DYe|Pf;tHu&XGiW)j=7y!%-e$>LSev@87J*OCO~Gp0|WC zD7f&?MeXL$8lH-zYf%(v@+OE^6YU@p<9${WqweuuA&jpgF&R~HjK#H(;TW_q=Iad( zHLE$DGSct2c|P;;QAwhz|juDI2ZUin?*7Kq96Hu;~~3)WN9il0AbbsQ}*chaEV{#wrs>)WmjTAI>K)` zv4pd9>b2=`Q~*OB)W++My-P(;V~pZQGy%<-L;iqDV*+b+0TFroDK{-^L#HY?IUA?ZRdR0(FvpkCK4 zm|hRnv$YqqSd?itgi zt3y673ryIv$3RJN`}V}xDy?4Ecc|6z0nxR|mFcJamn><^^p;I-Cf!$fsN2NGG_M-V zVUj&aJ1(**seaS&FfBW0`inM#3#Z`rCoJVO#*0bUEJfQai+wW&?lnB@kODR(k-#)X z;=krzKg@qw{m&`{rBWvFo7TAAMU*9WcRRbXj{6X3;!~R)-(KM>EKBzG_3fZYYNWZo zQ7f6f$dRVaXa1G~6B-ZCHE|K)++d=Yxv(YjY}tY!+=MlFRm1a>J8~}=j#wOBa(#`Y zoGB{*vRd6YKaUtY_H+9`{{B0LxEu+bJAFx`Pv5>RQBuw6*Hz}-e7)kIz|boTcKAx2 z@)c$MT3qL^*{LkJvwuQ8|U) z=CtB%4lgSIwY9|zkC0@G=D=IxO)vcQ!JVL6>*H2-2DWM__ zwPW-GE$(_)1bhA*;_SNAe0N&c$373U#IVPu*cT`hjrj7NQ_hbWCLtRrJ59|0hH{f= zQD837?hwu3uqecM0fwl;RwO_IcIK3q8_>$;QD?e0ZJk0cYEVF5+XKiMB_LR0X2kQj zWoq2Z;9aeE5A%qj&Q-l*NL@a45k<^`N136-VhBSkE4fK?Nq~*tob}ocduo-Tkxd<1*6Kv9Vh4m>^85LasMmix=+i zZr5?$I}I4$dOfL78tWgtZpew68N)l<$S5tD4jB2IqXhUwoAaxMBB2v#7R_E!STGnv zaUU1;-nrKA#}<;vA+em)PC1N2y5T>wt5$*YuRTAmkuThsf4GnV!BYRpJS5$kqV}Vb zC8$lN1#qIgV!sEPpCh1J-Lv(I-ZK5=tFOMw!THglV%^%cS%q7#^Thj-Q%^R4I6u}K zl+UNnjP!r2FAitjCZuS4OA$#bs zHDnveLWAu}_m~sZ(8gy2&A1UClS=f)ulqapzlH5U$>C((M*U-Q_i*UzZi&_1UPvwq zg_mw1sGHupJ@uAO+@-6xdUQrvoewUi_A5-L`vX#m^q5A9@@1kTIJ})*|AixGr4)RT zmvBAAS%0Zz^D4WarNfTK7$SkgoN!LDDK$QuEr%h4?<~0r+z3(o2kw-}h{NVbSvwMk zPHh^$Q}c+{?B{@j5}bhHSv{a}hfTbpgG?;%dS1v8`t0S)d~83S9Ftsr(yq$g z6c8XXH|doK1iP5qgj~55!@_gvjwJF+dH~A)+(gIY+=Ok=HYa4yJSABt_zL06=L&EJT2xufK4;`|jt;)fslt$cE)69yiaG$bM(5@&{Zd=jUM z5MMwM9SD}(00`h=*s27pw38EXu{k1 zz6&kp(NjmlXx`t{aY7E%?#L?rko#v<7yc7~Ln$X}4Jp*wm8yG>n92Alvc2}BlO;!- zpWsDV6y7V7%#4d6&wm<7Sei>y!oeM910UMCsuV+KwTCRTiB(ZMRh!DD8Bso#&609yoJKX7DgHBO&T1P$F)K)U; zOZ3@ZU|CD?YRf(2MBrd~ibnx;dkj>HMAR`4OkeN?*0jk*y#w%@9AxNDx^bortt+;} zzefmsdxXecAauBz$cU@%?7!2^bUK);z&MOW>Q3V|kFYK@;L~DyXjbQ0)H7X1x(=oz z>hh+q!T<>1JGj>@#}dPab1Bi*y}f7dJMCU^T^o-H)!2Bsg1Cxn5b7aFj&ryK=mJ^L zX6!IAd$IJw2#TCt(YGY_=3qg`Hk2BpbZqjHX5=XbtkzK6^*;w9l6 zq-=3-9O^939qLr zg*!VM=p8*jraqm=>e2jIW3Ou?P#c^&O98t-e(kJHW$=bafpuSe;k1x+?;3O(0O{kA zJb+syJ-@ac_12Z5B5l}UYbw{MFOg0zTw3yjrs&|ug*56?ljXw1c_L#-C}oflJ4eKG z_KSfCK#uJ&=Yyn9h7Sf{!5_Pg`_iPg_`p~L7)OBwkOYv&R54wb%pe&!v}UzoJB)VDmf^#mFS z*1#8;IIbvwiV${O|wbw(`vTd1TeF2dAE7j+p|(5shE~$^=z!z z-2&R)&~jzM?R)3zo;{o7>3MkaA9ruGD!8Q$va9i7%{2b|&$hC%GOH#8^P$_#)ENPc zC9GFbf~0S|YVz!P&3eHRcq0n|>g5OoA^8@BN{kSQwI7CqTuFJs=#QZKN1YgHE|YpV z^A*^^+s(fgxse&My&KQ(3O6P2|HMfu zwZ3JS@tu~%2r=6HD`6$69y0{?b2HN{1_U9 z;`nH&&B#%uerD>so;Y{l^__BkoPx(J|K`vUUtV+P@s_pDDqD`9;Po87b&{7$VN=kq zKWd^KHf>t|#Nm(p-;dHbN}P3n8Z4|kw4$GpKHB@zn%gYZIyKBdAY(Lt(we_$2Trr} z<;h!8-}LW4D3snm7617KkBLA>F)bm85!?=DKIR5@Z_%*t4!bCT%WKh#HMPk|K_=GZ#V7~z53XGq}4<DKi-1?6gE6>RKr83v*wm3V)iK0Wu&N>``r7k?ccO|6bPDU&vmX;N!DGj8HG zUVZY%#DtqMPG1(xSL?%csP2W8zUtHSVr@ljxelqiZWF2#Lru!My1LvWmTfQXcFMTt zC8{RH7PEUuzMmHx%oA01bN zJ@d$)U-tc-?doGa6{?ZPS2uH}>o{w_v`uhdoOckiY(M|x$&=t8bqhMjK3Pu;s8)m= zIypNzd@nRKlt(Q&{<(PzkIUpxLe1ir_jmAVNm|XJD#@su>zSMDLPV`1pIfvIr1`l{ z|LDKAQ96xB!hYz1^z_$z$KQYJkBi_r>B~Zo_VlE%N;#|G(J0^BqoDHm@L%uFtfY9J z_9O3lO4O#u=jKNCr!QWJ(v*sQSyi)4RpW}ri9iLc6IjnXB;q2*hIz-@vm6cWL{R0vE&%by~ySGP7O7Y<3(k(g#uA2HqK7T5D z3T|d&dwOH-_QcC&!At`i29is6L`@F2m?6?igZACW3ypjHn8UpFg<^(bMNPb7RN&sT zZ1cS`i!|E^m#Gm|1B2*?f+mqay33N}0(RZ@@u@>}WZDmF-DQ{2Wn*KTnHfwqxqr)^ ziFSX#j>?mxE9+CV8=9Vc-u%q0VZYr_qhfV+b)r(t?Qo|aruRifrZeOH&DoX_TG94~g!N+*CpC{werasQ#QD)~};x(##Bzze`)!@+K)|-}!+cO#blrr$~ z$u(D3*JR)N1m%+mtA~5lPhG9(0g98OWBLfWF zu|8Es$FLMm2Q56Z(tUKf$cIUm{(WLX2+^7@J~`bR!A#qO_}e2OAW-c#(vn?uao$g6 zp;1mCJUo0456^9TZ{yx|tm3u@>E*3CHesx51pbN(cP^C^P)9KNy#z;nHoVeF23^^}TEr8$i1R)mV2#ZQzM=BDfM$5NAx`ZJwg?3r$} z_DGH&2BzDmigxVWNdn#kQI0%CcSde$&N7pyU((mly7Yd{aC^S?=FOXb{P>}iW8GaB ztH3-xJ1cW_1Q${ldE!o{)0p9jlP8mqa0VLFquO$*qnCYXKg8q{uS>{DNlMlsU#K@5nVP3)*L7Hzcz-?MGfbN20tZgq({D;!Mpv4S6!E3 zbheCbC2pk_*<)g|#WLw?=NtPLK8>`)Yq#;9o1d95Unn96ln>^u{*TLTq zIr*utI;tLJX?|gLbO!(3%X|18tA%9Ofrix7?Ru_?xKX+KpX@#4oXDptC^7Y^dL0&F zXTrq$D?~c#zLwmZ_@r$aW9Evws8Ly|LZSF8j*qlqfur6E70q?%i-lgND>5*Y1kY241bq4@wR{zLwYza=Nlg*q19!)vN0XVF}w0-nf4K!HQKIG~TBp z^tuKI&05>qDqC^hqdm4Gfs7cD#T8ejT%Ld1u>;)%?Ef zGVOIwby^aK-+43Ml~S$Kcc<|1nk`%xY(|uw zE9v^Ef3oxhwUmc%#Y;j8qqeT>chjXa&R)CHQP8$-$3cz~J-`6@@f`?z=g(nj2lBrC z9bgddGLl1mKk@+&mbaJ6o%GoF{*3fY-|nuS9>cMnlejGj*Yz1wxx!aJAKqQ!vxEOl zr-o{hnh?GG&5gAwrAVOWYqsydGUX6!-tydDU7gxvH$FE#7A#Rey4aF!P{L3)`hEV( zmoMetI^Pa2+#Q>o6z(ea%Qmr@oir~S{YlbU!S8iR>Q$}Cg|X&{PbT3j58A#XWmKeH ze5=IL@z!;$LZrkwEC+ZaawY-`CBWeJ7Vb+^j`(m%z;3SqgHNe?5nq35XIq%Ny17*Z z>^|wkzo&ZN8eNZhyRk}%(Fd=utqLWnIaxb)71r+9wZ1LSNqKR8)FWkN zAlE_YHP&p<0X=DwuTR|B7L=Nril~msvFSBMRxs@-$ba+pEuX{LU_NcN4%e}}D4|jN zbzT|+$NZR@QpXcOj*CR~8@wyhelAHZg;#$L@65UL#&#+#%d}pp<+*uxXXg{-1hW!4 z=T0HhKp=}@i<=S#A2yvhaUuaPF!9`zzjy84Ed=ZkCT1f`zzM2I^2pHXN)5(6r$2hJ zyK~V@+w*dEidc}`zz1v-b9)3s9rFyrV>u%Zk%t^ zTgfdTphQHKvN|RY#ydq6&z9#N0yBikRLvg!AS)Uz$Vv#3xq3BnmJV(8Hbr|oeT&du4**5ah z`1$#Hlw*CGGfl{^kU&l&lIruE#_Dn%EJ;$cFSZ*OH}z4(8_TjARGXfjPBXY!{*JI z=_bsKjQZ2ssK=>E7heBOin{y4v{8z7_L&IRAKvXAi*8B62lB`11&a$VG$quI`gq0N zPA)EkSc3SY!c5=47_TM>Bkj9;)7qgt+M>R6yp-?{j;Xe2MWLX=1>eP#UWAjrT*)99I_pNz; zrRh>m*;Q0`wTY;xC35`ozlsEBXoBnVHRU-e&3*x(m-!B>{9=T1+cfJFGS=3$7qXNvuGODohSF-K8c; ze7JY$6M7+q*MF~Mbx&m|@N<53d%1&ygO|e@HgVezozn=i=l}y<=YG!I`DTf!fPjEK zRO&l90a7~K>}g^~+|}8ZdVp#({c#%xsYVMMwH5t!dpX6@Wj-Jgl>@%s|C*YXmUeui z(5Q;7Oy}#QTE&hrkEAey-1}ZIqCUK_p88&UR>s^ZB~dxfSIl9AWtiT$KMS|}5cqs| zNsq6c{=(=~UAx(Xs1Br{QYM<=#6Z39eE#<$W?4FufWa+QCsb@7>LJ8QXdySiGyh+I z{Uu9p%5%!7Pxs3A1^D{-V>Z{aLpn)+`~LF>U%!5BufAodHK$f?afC4)X)V+}?sUi{ zY6$R`R?yyLE`Nh?*B>;Su^xq_E=1uWIvS44$)$`7XL4V>co5;S&}5j0WRQVi+EP4q z@Xj{AQ=bOQuT84FZ1Df{m=6^olikaXVe;V5p^Pd9R=ldXyM={?CLbUFRX?bHNo~s( zAV0~)xv?JHy3lS}pMwZ){{8#+%hFeG*dUCHlv7!U;Khkiw%E0%y6@|`_mwhJD9;#3 zuf9V+=Yh0QB}>u|fI? zSu>+NceKEayv(u_sn?6;T^FW%h0QJ6^GtFc)Mc5ecYXPC30c14dsp#rxYtlqMkq3C z%eV~^h;p8z)$WqhVdC{l;a9)+0V8BF+q{Vqj6EGfk4zV~Xf>vWpzgKgpR=C+aT#D? z_SNy%*Y-cyF*dp~5{cpgzkbmJbv?IwG&~Zq1fUI~!86=#C3rSt;j{R%4qpIl;+FmdB zMWl>Vj^mps9Ay$$KYQZYL<4>$0p_a}n|?}8K+vLAx@qND$B+^?WQB%rFU=V@JIt1P zKIfTrPk90Yl_2dzba|1p;ZiQoXQoC|fn~*$Z2+1>1=!iyD;^5T17|m+7B2A6NN-u8 zAIxxRnd8GbT>IBIxHjb z*6rK$=vC5BcX5t6Q1dJ0wcdpX1E^EyXZu2b{&dXsyZ_Q{_PJ_XG?!BJt%BJR2_}8p z&NnLw9Rsxdk@2kL6Oj&AWz>V!!}O2)v#5E&0QAamsicAWByIEHeEs4Lw8esLbKnF5s7(62i$XY;mk&wc{3oB*zm*GRuayB&9>>6v|* zS$$&6M(Ll2NnHc^5`|vs$6xb=WkIe}EO4DpW((_+d(&|rY|UP7UEsKVND`jBmS5g^ z)1$GH&AxqpEnM8z+DZkLpm0ht@-u)3JsL|^BKe+-hr3R$Js)lRUsJ;^aZhz}d4z@4 z@WASU6BGVkxfW0C3JP`d;6B{yc*|#)3Efi32!1~{Ee78 z;*qQ`OaHey@tqE0-cdQ{NB1*txdB&{G)Fx~ zqvPEi^|?Kw6R=f_fn!P>v{$s(;%SKikI%3EQoD>>P>hnjJB|<}?Xmqm(aekv5*at8 z`dnrnHyn3im}J+;G!7uF9jc2wT@Zkfwm71HHT8OfC(`*~sAYlEg$~~ZS+U#SFQ!)e z_JnP!MW>&M>!%if?e904W_FixNo88?)|$KO<2Ah6lLhmW+M)TI7`gxz5 z`v>=&e!xLPWZsvQlw@mmc;kL>(&7}r`o3M@Vn5U%sR@}k3({(kzS$j@T?HC=X+QiB zYd<78ok6(v?yXyCF0DKC#exGB_IXTqZwDuZf_vs6zy8gN*r1KMjUQ9>WYF4iac~?4 zqoq{nJ}(H|M}5D4-er}el79AHF@4TVF}In_x59B}!cM74wq#popEqs?1gp65G)Dfu zbXtCt(<3Ptwe)m?j`O!$Mgv-9i!WkNA?MO`BPmsiucGxNV{bkSMO2)_XljG1cI)o zD&hdXLMyZxFU14M>$-k_ziQHDF)_o-snIMms-gF~Js66-M3saeulQL~giqbRzP4!N zjJ9=Z=IsM1B8Sd2z7yr;JzcaTbZR|_xZsK!##wPv_6e&XGxzPDl0X&JwnKK$UrXPo{BgvZ3=Fc(#G5e9IOCw|o z2`=@TD46bHCJYRg@15V*?+i>%2NI4(9x`jsbJ~f{ui`r%;{ek4kMZ%$nG4}pMZN-` z4Nrz%JrdU8-HNwl!$G)n&X@f@wD!(%apl=jy3&O?p-WxMavc{=CRNQQiW9oH6~ZD@{)Rm*=$qDaG!Qy@j@3QA6Tsyq z&g;!;WA83szC6=;!j!a_AaoSL`ia{O7~HE>QYGKn_ed0SFgX#2-ZX}KD9C<0ex@1jd^cMA~W{K|eGn|R;TJNU5+&QpkpjvDy z*JEYyZZyCzP&#ArDHHH%rl2Y6zvC%$@7W`ZPAPrP&Fw*I!AxoAY#u(u0c%z*Shiameb*qnz*?{o!sYdPcpR~=nT+U?XhYZ<-?B}ONrl*j>Ey5 z?WFZ&HR!rr$OmFCk`urgGkDIH8WwqNWEVz2$2x51Bt$j!D0 zYik^7qlyU&e^PQsXx0L9m)-Q8vXssN^VikgeHnLQ*fhk?%UkZ~;`zl08x4p>8VWP!?BD9|kGFX@@T-0Q3DfB2T0iq8u z0DBTeec#phh*RCs@kM|E5P{j0qjm3MT7^$-R~}Ww-bg#&IqPy%Jwl^aiEaCKBQWts z)DU2OMpjnydW(jqI)<-2m-WQl*L~JMhW0zHnJV=f%b)@jn5C0BSTycohUyWl$>8-} zql-DfY$B*EXI86LFWCakcYkt{s*#i0*BCS`Uz4 znpp~gB0_}Bg2h~arm0T9b(dLOn6=E6sV&-(fzp3(_sI>pp-k*j&UKECjyuo?A42m- z&~Ru0aD>U8GmnfJ8JS#UG&GG66u{eE zWq)94=sV5lPUV*Z@F)Q6g2e_A5o!-kNMyzD>kgvKoE_KL*jz3uDcQ=ao7Xrne}{ju zpk3j?!Pkz?&RXv7tloZpB4CEWg&XmB zW_OA8lhyzPx#qw~b5@yBc;NBB_>1xYe1h*tf%g>zk;6aSk}cxy?jF4M;oh_1nWkgt zT6WU*=oPreq6rSZql|(eP&DUaCDVCHtvd3A0)Vpu@SVb6%UAkPm0#MLgdTrAG1#C0 zmIXi;44~HC`~F+FHJ?T2xX-_gaRpTyY~v5Ar#41@do6&Ma*R=It`??2_Y#7H`UtOdKxE0w|Ym?+nXP2zIXz@;dF2lBap|9;GHeu;13ql~Y&@yGyG1<+mf09+*qF9LNVfl);!eIB3m zV+&rJ1a3tDp!PYHQRn>mEBm*BBtws9LM3Y{R3Fe}4*&$A9Ag3dW5Hm=B2NatL!SqN zrPIdXMu5bv%A_g-ER)4wo9ATH zH8Nu1B=v1-D%)fV3IpGA zovNE(4voViFE5Yun93}AvR4P{xCtEGUGm#+zb#!k=(rHzM|7Bu-@n)&c5k`aU6mK+u=c5+kHs><_uk*w#W_*F}Y#L4F!_?uDag*TjrJ;%smk%|{l47Stpa z{%EOVUE)EEegmv9{P_4t@K^OW>S&~a08xrhi3 z4`s`1cz2DCS~{FKYF!Z~(ExhCc*IQO&7ids&-6yF` zXy0lRl=p_JZt-?vz3c6rPAwRnPt?jv9hT6`%r(WXj;e#I zDuwv(i6Ia@Fl0utNxeKu1lnjfJo+5Y%SBZ3tmXXUX$ zwD3fSUGv8uA0c<|rp=%sBOTxbD6Ijf0pC)_RuIMLW*R~c83pob3*WeTQ~K)LSGf+O zrl4cQA%i2?8~7+94+Y_+$%pMze`*Ze4w)AG=QLzRsqXR+WrSNZNT5WultdusK_E(k zO{kJh^nZ#UMUg|2{b$glMxjSy z84)_@^uyr&yLWv#z2WzAbB8~d)~gUCG(2pbR=XN2->42%{F{k^Qd zUKPnx1zC*slfq9iq=7urcEv9+wp&Uq{OsB=>x(D@x;YarnE()arU~wTeKsJ z@DY$T6C$=2&20*!f9UM#o^czI_3ZQ10)XGB2u(b~S zFhnF9h;k&QNLv3v@tpN1?xYY|ggUwWd1P6&ZXATjqbcEo>$Qp4fz%Pk`n%_8E=V=x z1bBx;VCn|^24kO1+Oxf~UdeAdI`p7?+S>1cqAE8;tWE+!Xqb>SbZ+0e<)53Ii%b%S zUMlCsi)b?zT2t$xeVus}%@%Nmc6}fJL}#N2azqWqkjPs`USMqfyZ=}Jl>Q-o9ChjI z|FZe&*Fpb(ba(wN*KBjz!lO!R>Jj-N z$flT6kT&rKG{7<|c9#YTIgcAB{Qwh|05yTM%=dP!@btNcRrxvKDqbHs8+!1{4a5}Z z_!!W+DgPQP?Os!*zG3J_&+;4iBu7OMls9x(FqtXXvjh65;K*5sVig~(1d5zn;rwJM zxqvF^+480*k~K<$l0B7S+V~R~$xg+5pnFBEr7(r$W~@MzxkGBaYX1kh%xCd9caq!e zWaWkx6ahgHc{LSKp-5UGtSbC!Fp$)u_}jrwM#RPT_I9<2-Me?&!GC~?GXIx@d*h(U zu3bk#p(&z1bocj%eANKEpXoAX!KAN}cHsyzwV#-H-)?>@7Cdkfi`H}fH8I^?UHUe2 zVDw0gqeB0E?Ha_>i(>ZZIbr1a@NDxBNXgwJ3mzT?r-FI838a$-c1a+PnzlBbBS(&S zi=V_3s0S=ii9h!zDR1;lpf+MDIiF*#<`&&BH3Kw7P5=WOIl+Kw{*HsFY{Zl@IcYz` z3ZEv$pK#(%ndK-BTeod96x+6G(_c@{?hl?QwdLtfqnMDUe;v-N3jBm?` zNJzIGX%#ymE31|7rQl8SF8&ZW!?Dlkdf+>^?_W*;8`6+~{2|9EguV+u>EZ_3mxjD? z4?kJ6l_#3~5wb=p^aK2J{FNAIk88NN-6=wfp=sN?Y14&lKccoCJa`V!_iT;pNDzI@ zWl=1x!RX1+8-b{MtHL)@G;b~Qv{ix_ySwDNmsjXUnYoX|${;5|FGqFs;V-&=<3aJe*)pI#2;awz;x z=8P@?a0~H7{G6TDZeF=+Rj8Ov&kpD*WDQ zPXoo&->3oSE-^Hf5Em{$_lb*(;|8|+J~oz-IolWI$MQUPYS#?HNda#TePz_ijR-N; zo(F5J8s)b_ zxe#S?gPj2lpS`>gj)sz)1}!e%sF4T6`lJHJ{eM6U>3ETw%M2Vw_ya~3mMi_xUKW%eylqJ)&zLaN~%JVClNyp#8l*PK>L;0{1 zjES7c>g|Wo{+FL*cOz8Nl>yg@dUZnx|2?3Z)Vg87JOq#l?@vvP{P5%;%u5A7zpO0_ zEd#WFxCoUf_)aBQK>HTX^T%aS+qiY}K!CNo&zkrA^ql4t+Th~-Hy~G?oB&}S>%$fx zq(GME3zpDh09#orCjhP`i&-0z$7KtkrbF-+r?IrWv`gyV5RRIlU5W)~HoXbN(kdIs ztYzt7)*oU$Xt#?>oZ1pyKh=yyLi|F(TX!NW^pxz45TyISmsNsPrU`pnOdCXbUN>K6 zk;)MxdjYfX6=Qh4ER=gMdjB0AUiFo_hCw1CFkH{2_cL&EaMk9iR5?+|LDN_o z<>0G_5ALC8u7G2`e^2LfV|0Cts*6ys3}G-dL=U|5Ut=1$1t;A8Fcg3rmyw8UdVRsP z`BmslOg#rhAJLR{@mfikL^d(Tf^#$S-58>$)RlIh>nDgpx~<|Yt_C$nyIn9s%%-U4 zCp0TQn(y^@?@&YTQi+bmxOMC0+8%Vcj>eH3DFqFw`I8S7*l{~)@9upwj&$$eKsRJ5^Y&rW?Gr|<8#-yI)~vKa{ieTPC-e^+M8StF7oq4!Vv}BCXHzv7S`fs! z%)6!r>dOqrKF`L~PrXDZEPQ!&uR2}p`4tnJJmdoULL19^q!*?J#H}rAcTP@D0vK2Lwgf%W} zXlRJd11Cpkm=b#vut(uxW1EI3ztW&{Gh6Oqqs%)(D5QWW+ z3>_T)q>NwZb{Fj+ng_695S4Urzyjc*tnKUw__0NA4*{vzVirP5GvCzYWH1$STeH*x z{CIM7@Q9bEzL@=up8Jg1r{r{QLPQe|Uv)CR^4B9B_>_{g2yWeZG=HkDz|Do+IKqWk z;p@}&Pom<8()fvEjIQ#`faYZfJeC05p)s)M{5gm5dE)N{&vzz5dN{2LIlV>Ro;vqv zdS-@<3~cb*+cO8y`O1l*-S78RtB_2~EW)l&Wv#XwRfW+b*ZlnX^D4<2{KGKFSme%z zNjRLLtGu{+F|kL(0#n?E$;(oqFC40SCY&J=}MC~QIIOG)tC^yy6PwJv+ zj3oTf@q3SyL1?Ahf?x8oBLw}x9@hxA%!i#9_pu5zPwgZDrf1!r+dg((EvGVXIv9J=EKN1~k@olf)7q#{-)9oVl| za3#A9_;n~aZldb_Th!xtkgTw@22;7Q&SCiYMB;$F6OcV;tRwz?9tLAvw?0xsL~+)DIrFMFs21BxgK1c4-Xmn##CjuJC|9nItLY%I8cex6~h|UaE&Fw zSJVfc?xC>xL-NQ(M6#(;%enu`C~Uy$xf+hnK#qPn=t_c8%vbnOnF(EYkVZAz2U~KvA{wWo-%smg7~Tzco79v-W09zv{}SR8FYJ%3l8)yh+$KY) zgH^heXIv{N{n4lv@Dl<;ycH(`3;jv~5vPb%e0K?HIBE03rgfOF0lRrhB^REC2Qa}x z@dbr$=$o+VB#<~nNMsB7rpHIF4TXDMPX!720PLasJaO;=1&2BV3ue@L`}ha~{Mj`2 z+Ehsy)yMG{J(6&!4BV$)X)%uyTOG)wiXj^GHZ<|=MbQgW;ygU~cR@jceX%xhR)7Is z)mNY;3MD!phtD15hpKC?YKcc!1paTtr3g_Iin`cTci#Xe1Oq(Cq315$LF#lCm3r+e!s>wrRhEvXPLE#I^>#+M=mEROT=kEIcHQ$OVi8csU$)I4 z@h$m6p#fupk6N{tuW}Tcybl`vw^cMEz`@?);J83BSf5N9C!80=vqes5OE{roj$Hd4 zpAN=QSt_m~38iGGps~OGP~#KuY@xk|(#aj@S_W|OKgP!7RdONbn4qtP^&%Bh7BN5< z@jyD|{41>jLCgUDf|$t)bekQ{#w0}qsSfC!`vESAbDWIdq-cwfiLFFGVjMsYCdtU| z+vg+rR=#KlxQjNWy}-g+P^%3qA0>dv?uYry+Qvp1-5hZpXsWrT0)v{NF_-~#&a&-S z(kXP;!N{2!(r-Pgb~nbXY8;d*Zv@VCn88#G6$67O#UqYj*4MyShgHd11b={MW-n4L zymy0;zDS!$s2#klrq-1*7`w|du0BdeD8YJ>WU%u0--(Tn_{Lca8rDHW0cS%jW5ysv zhyVi4hZK{tCVhaYA2SRYrn6r zAxj+tNXu8Qp*l&MSh+_am4!*WX%RaQxveknR)aF-;^LA+m#c)Q#OHTnxxZZwSc8mf z@G|WtoFD>Y%a$$Cs60kqfGM857Ud84i93eOG5Sf*d?3WOz-Hk?zf%lM$Rye9Iz@e- z%PZ2aEBGx@h7^I_Y*N3$69p(3Nys!by=1WHM^8l(0^elr=Xc_j#5_yb^Ugz9DZuK^ zU=r~cXi`ZGtY;Ok>v@34CGJAPF`v0bNIhJko1}pE-^9#_psyi3SL|sfsfjw}jje|n zD4y@Q(DUJpaVE8~WG0LN6AR9phi?nNO0m%ct%2R^ZUUx=m& z!c!D-vnKsFI?;yEantBH*O%mP|9q6<`1Nw%@z=-=cJM>gqj~Mofapx6VTqp|P5bv# z9|T*&SYKT`E-QPAj+Vp7h72~s+Ej;7XKy?SCJ*}ZWmS71dk78cu*BR;O|?vXzZOp@ zxfcOLLRTxxGzMT&T!KaNZ!$Ena_zQwh|#Xnc-Mz-Q>VsgH_vRLUbV7H*A9O$ycM>L zcytS~_Hwui&me$_BnT?tQvDv|FOA_WA-pQ20y!m_2!p=kM^N9XG+3Ro#Q;5p+VWl0 zF*CVwC<=WB_^1%oCbGKFAR8lW5Ji{B<%Lwdu^XadiAfWrl*&Cn*{rc;gO<)#0kHM9AJC|v62vfA=%m3#8IsGm=jzPPG zs}1M>a}6f9par~of+l}~5ZCxJus*-=D+}Sm|NET$uRmClYCMl2ch?RpJN%#51Rgkf z|I?iQ|8h~87vKIq9W=QlSCK=?9a|cX_qUoyMdN9D`B-{(=#Y^Y7zuoN3ck7h>pT48 zf0v#lo&V7vB9Cnshiy$R_;*GA($KcDri+xrv9JHzpMCyFeC|V=aB@}fk^xjFxRpwM z_-}iA2Ox_=jlEKe@ljwy!|XylteltDizFo2%=4mFQbaLQZvrKw87HFno5J)L4XPD} z>&sXZ_p-CID?0Mft(0PF7qvEnNALNS5W+dY3|RK|?J?qkB)zh&H#-g~xAxcm1qMtY z$Lr9iZGnQotxfWMYb$BY$(UneD~^Ti{X9?s);++8S|DK-3iL3(ne3{oj$ zu0S3k_=t19oWCT|B!Ycx7pGd#o6aH(88I>TD&PQ~Mst+}*kQkc?Nvth%T z??k-wtUJDx3=Rj=(@tGLe$q<6bOWhzFAatgUkvq;hfjvD&Psm2-rBY}x?36QF_m`6 zs8R*3c8!z;4#JU=c9JYjPu>_%+c@?ovRMS?Fyz0yDl3yGO+4JJamZQPQucCmOzWqz zh*`&5b`&gOL*j}6z9Y>SUS>Ufpk-a&nQ;E% zy_dI}+$?;qe2X5bKug5H3>8Wd+I_7M-1-y_zI5E(=a0;mc~3;z9p5gkg8>xkE1E|L z4G{VR>jB`gInxX?kucvx!dVs%LcbK&KR7H2S~fw`5M0bi?$3{bOmX5>T9ff_xCWX7 z8!(Cn_HpACX23ImlNeQFeBkg)vX94Au1>MCR@T*&!#%dHr{#^jD3lTbgAb<1E9fun8V4PCsr4{sZtm?E7HA&6*qxB?CUeeeDu^4D;Z-FexDV|wiBPv z0prxY%Tj)MH=Ea8?d9E-ln)vtS-`re0{10Jb<}>4`($ok6*4QJZ?lpE7B`_zg|9R| zCTnhjm~&xtIti>mj|Rb|1pSl@L&Oj!NELJ*n*Y|sVd&jNs2*<0I7ufX7Wt@s1STTb z?@5x)Yre%_@LNjdXBrTTBs9syO(0kiC5XfXdJ@l;>InLNk|rjsuq_IRLk-9kYM^tw z(Q<%tB{Q%aSv^46lai0Yz};w6aPR7bBU;7odV$6gT_lRr9hN0a@bgDZW(Q^eHGfhZ zk^T^io2$QrdiZZ7+C*S+5RcDz^w2U9hQq;OaAggyNf|aNTZm?auOuOY5$sI3sgky? zo|16-5lyB{pZf4fnJ3-5~_ z4Rq5FpD~?^mj7dCBUU~cIKd1`f>DH<8XMc{6OdfWd{mXkbOA=E*wz&21i&^vVdIU zq0b2R4aHLKb1$d~a1MIkK9tiXM+Pq-2OUa!_U+qMI^5WYRXb7)q^@ zIWPJ9-DLCx|35}lNwVJow{k4ku3c~FTvsu=17qAcy3#&)W$f7{0vX_jArgB526HEd zThu|7)PNHr8+3rTlf%|Fa`oSFG*6$KWFh|vA|~X;Dw(5jOw|$7J)+LcanSzvyCnkwoD9Xn`E$)1mWLAd_kguSV$-4>?=tAdgc$JFCMm7 zQXsLI__~RuFJRXR(xoAcD`Ry){1M+ys5QcJE4R{d#9{C=7}Vh}cxBiMLe>mz1o1eL zJ{m0y86Qxa{ga9ofaHqTDg5|9MZo7DBZqJ|*=z)Q*GO6$1ht`H=oNLbZQxgiKf&0S zj3+X?s_1^86+n2Il%;M^TVWNh^l&VuaRE!Q5a}-V3o7K8z?X*S=a&JFK-`PJ5X$nu zBhg52a5aMVU)q@gy~)!pT3CQ=O;XibKd z#Hj(l0vRSrlE!Wckz^Yn5Ew5p2O+)iQ=e7?sf=&&01a+#PTUXb%$i?yCPWMCpR^{# z-vO5xagC{{1QLdcI5J`v$nH$&UiVR{#}PJU#{xp{lL9~j55AQoC>?`HFm=f6kto|J z%Vjm~Wo7%M;z+iLZrmNfMIP9;{paJsybwl)bc{$UUx(5t9JRBc48Q7CXsc(p*^{lV zs4Zmf4i}mLE_DWq95!6oLv!v8a~MY+(X2<_&&OTIpv(_o3mZD5nC?d8h^M5H!=rW{ zNQfJU>|_it0}t4V`Y10pD$GH6KF@g8Zrpgba~&3nXJ85F0sw=4cqMC*v3M_omUOsu zoZ@eHr7`VDQ<)>F_>wg!@4INu5Lx+X%V~g6YM56Mv>(!t*L>4;6UcFVBzIJ6f{}@d zo3>`{+FIqaQbEZY|McX0lKAih{M7_pBR_*UgWpFD%_#x3Zcy4QH>}2QU+w;itWA#w z#%*EAEgVALp+^J!iw})ry_ERI{M(jm!o2tUx*h&Qga_~pEXC#P<~y5U(2)=fAPj!t zPdPe_M>IMSo14-^iQztFfpya+4jN$>iSr@55OE{fl>XbQRr^FmMVp4n;WGU@8CQZh zvH4}mV!H^!B#=s4U5~l%Uci_0J8Z#a&4UnAvtt%C=Afa|sRqJJnM4bXph<*!8SLTW zH2PUC1E4E{7Q=RvHkuM4%!>3>f2}@zGP)P-X@Y%7KXT zm<57)F?>MA%&;#OT~!a6ST$VIiFeT*;&c}D7&08BBn-lGDPK578_XPE7J6gZ;UDW^ zR@M1?Mq;UvNk-9a#=H>dojAbrcswbhk6^M>jHU$t6tA5PtfFKn4h0^L^DtOFRZ-fp zb(_ZjX3@x9d6{p(B5C(rRE9dkm#hj*fy)#!kfe zq{$U9=>Z|y!ATDsdJ0Nz0D5Dh7NJLQf%a>dVEF6u8MWbW#sOvg8 z8%5HT7;#~B7MJkhP3`-51Gjj1&qod(S*MH)CrL_l@VW>tF6`+6wz21%Bbv?{exi^r zeF@yhFF&ADLu)ehFCzgI9(X>C_217>uCkHW@5Q4M|F~uIFFu0?v2icx=cNK2Wf*61z{5Ix@KLI+WBJXO}W3KHv*5_j~O)-uM+4DpcLeD9ePx>uN|MexL z5AZPfr8$%oDNiaf+mKa3M$=hl;c6kk7k?yIFzFXm-SL)?AJ2ka zR|O}@NrQL|#CspMAtEzXgiC1?P!C*2pzK6n^|7J{DtGvhc8Ni62Gh@Hvj|H>SX$C{ zKQclCU8-9ouej>cBUYT(TMYy-=6T7sezn*=0rSP&G;FdFVGC0j+3ZWn0sDl!#Li?h zlfy}nY_&=OvJ>})J02xd6Ifd*Y8=t;fYpWYzE%3cs8Zzkpt}GIVVA*a^)Y+GV^E12 zMM92DnkWgQ%Ok`-x`M30rM_bvb6{Fo4%n3i`wMW=&^esRdVxF~hZLvfhK=x~>t{&R z)31>|*Z_ILuqe4jMKy>AA59k7(u-_6pqBJ|w1)^+FcoTUs5C< zy&5?{8kznZ{~U!CEr=9^Lc$l2{RUPu?jd*`;?Et`eAHChv*t|E*I3HCX*?QfkEtct z%?p5mYB_c(i6F5}U~(*QbZ@qfLfzKM+*hVYS3&J;<;BZ8dgS5HzWwx?v)Sq-U^Y zD%dPDw0H}RP6j$4H4xbYb(zeBpv0sQxQASh4S-H-ogt50j*+aD4MALrNBOs3S^||N z44|Jts;HAT1rf@oB?AdyX%~ta&|5FiG+0bKAnT)fd-C<>!x$F!+8U53AAY;JPIDN9 zB8PJ4FLps72sWHVqz+Qp$QBrYpe1mwG+iWlk7?Ud+Qqz>;%i~CM}*j=Sz|IJMKeQ| zw4A7>P>)82{P9`Ob$7uYd$gKzDTxia$0;Tm@aR1ls^W zujWEsZcUuW0bq*cLG{)l-stQXBr(|F`Nu=!?zUf!|#ml8pieERleI1hycu*Za2KV;<~qxQ+QoEK?obj zvNSqKtii8x2q9*&u^)ENL(wD9MUD>TIf{&5BiOYd*T;+?k0)SHzPmg4kCM$QV_cEU ziB7b%4U|r<8rWPL(e{5bUuNjiYF+m$^C7&!GL$UA0z)Jg9-3+Ei}Z?g6pqG}**fL3 zO?BqPs?m?li#D>P0%|tDu!^d0fbM&5D;cBl*MfZsUmRsNR#r~Nns0PhP7b_$`BJOi zii)fU#DY)*4B92Wfgs{ge>A&f)D(sghMpIMl zK0=ygLIPrhk8D~BsWT3lt~+{3rsRIR)Zc=TwO_#R{Vbfg27mjdeh?`n7K;vZ7T!RWaX>=}<@{y|~lCQJDvpJXqCoxcLebIU`4%eO&QCZYQilOSC^N6D|! zgKz&|MK2EJT=;Xux)Jf8K14kMtXG3%yfQt{0C<@)`2h?1c#7(hp17r>ZRS`_y!L#!m zn>Y|=2D1ZlWUHA}6Ox`y-n5bJsRf>b9Bo|U$a#rf0Kz994L*%}V5uy?H1m!E9l}mx zOjdOsWLy%;+RLk*e4b$ z6AFUkJ3*`AuS1(^%AftzBv{^`2A=a6xlB@vu_fgIP#du|kPHWc`v@#lv8u$8lLR12 zX5Ny}Ne%!Sk`{%aM>rXH;PoV;DrW3bK`NMl-^G5g0g+Kr6WAik7`f2a&R1VC^0c`z9`t5&NN{)#=ge<16SkfrAUI{x! zCtZon3UnpjWaN>sEm#BO9i;ejQdf+?!NCLVIO!RRJBW0Oe-svfaa zZM<97u7CUgA@``D(|!tssJ;K&?DVuIokFq`_=GFX*ubDU5bh5-x(`2{3WP^{*3zyU z@~_OJqJyghBPmH(07^(H>edq|S^aPX*5cB(f|Q5ZwjcNd1{TX_vwT2HR84aW-uY0u z7llN@at!<@fhJIs*~nhf#GC?|=LWkUOOtMimDIe$qvxr3mDI*^H05rq% zW_n{O&q@4)9fQyX5zFihct%x-lw{Ns5acCx6oVRmugwy)Ju$Np&k*+eQiD>i8gpuE z#Un9gu%D;iFQvKuJ7`x>?@q@+v4NW*2u*DY#%>8m;0)q}7>9@=2HSz!1j3FK_r`JT z>k)&juRW~y4WcuUzdP9hl5pIl8N#Db#Q=4Xgo6bDYxMLSIYC{KVG%m7r=#BXB%e~{ zVaXEoSa1ymiE_UskX6k3odr8_k&*?g+>Q;obNBs$k)JRhxqyehekT3EThaf6t~Y_p zIbZ+(Z!?1#V|0$eu_og#OBh)PA!F+-7mIxzT)-s!8gxn=t7$hoNWy@}m?6gRB z%94F4A@qB`?#wyo`+q$CJs#)GFn9O;xj&!x`+8s3>w3LjS6Ho%z1z@0N$F*YvwxKR z+v+_u>qRkI%tw9d9M63pH{Bp(+9VKgX6PCU<8wXyWe)Z&HV$=)q>9~m= z-MWRWXgPi>JmywyjE0o-|2Bl2S{FBjQg#%_Hm5SjjvtR9GZ3M&;cz;npojs(*fa*G zJHu3M%~UIS&+&4j6(3 z&k4_aFdj>MUTPFQ*O$+qU!WKhWBc?AqGsQZZICHXTBLR0+{jWFyPr?Gr$+fte~er` zt&8~M6!8+MFI!ew4rZ`>w}d!|P__gElAU9(_C~oN(Hmi=Hnl2*{G(a76;Mn+svpzi z+SqJM<9(|7oS=!84pRSJ7DLs%XM?^_?@@Syl0k6LOWIiNX1#mBib_R+-Dqk->7ZjM z@-Bd~S^BqWqjmT>t+ObHol4z%S#*eu_s8Db1~oLj!<%2opN!2vzFJdMm#9yua_xN+ zf?6-=_nQw2lq=(*3p{zka=!nz@2=UnD$+VPoi>tlccdhtM%6eiPEbi0O|4m>3Gbd3 zNAD3{m8`AZ6ZmC=d*@=5`swZL?Aj)6xwG-VCj8pkB<$tZty?*zm61oyDO>blEo$8d zaGWfHTjWL*Nt;MZ+0gS7JL*b8zp~wIl#`#=G-B-RH@8chJV%WhwfBUo)~F?A53IAH zXTt&Bd${C;6h~NJ`G4TcP6ysyRYB-R@R?0ivnt%=86fvq*5_W>QmDSx0bg)STtp&G zJgUs!)9v>`9z#Mr=u4^jAe(ubf@xqD`PU|%H<^DgTV)+bUF%jZyx6cDVdEmbEe5H6 zv@CU&!Oe_1RP?bw^}#z#8X{|a#|uMao8QDHuChjN z=xH%;D#at?#UwuO%qK_r)YUFY6I4kyp7@~)klIfvJlT~#+Ql#pZ3Ue(tG zxC-v}=+enHIyns+>rrWw9)7$qok(}-){$S*YJF!oeBj!vdtO-|3N1-XnMJ);}So24q@wfaG$-9=j2}F?_^ST_L0lky%0zAgj*#DI0y zE&nb84dv@}tW!pKfU;{dXL|d3L1h92r;l11A;XavO9UKVkqDJuLIK+ZQfc)V+0Q z?W4oqvY7)wqO3{3cbP7V{%`=B>4*ekOMQH!fhOf*-{7uT*+|vY!*n+xObc2#LRQe`cYy3J9Bl^%WDr;e%ERvA zRQe=JLs@f*o-`_5WpyFbHr2Tlrz?*x!~g0(%edL{_Ie_HtF%@Iy>;1q#~a@mo-w%BzJn~NSu40f7@->XQS~E!GjRPQ9#i5D{Du#aUvJ<)bd~lmuNM5BbbwN| zm&{@)qZ)dMd0-Ek9bVT9dGa2pe7dc-Fm+Cbtu3%rnZY@biFYQA!cn?3cK)&{F#EoJ z2DG>NVbZ>RV`##eqsYPf)rccL*_wVDzud@O$(`fCM|B60+VPIzCo{{B6df+Ak!rl^ z^)EM?Ys@_ZNlrUx;qenEt~NZ6mhR|FE)*ZQLv;6c#w_g-(W6d>r`M9kKAbMX)15ok z`>TFmTnSrk){2R0X?eSVg2_wveILZZa_&CioZjxhq=4i1E~ChOvP-=Bv%eK`{0cds z?Gk1@9rSJQO4sa%+I9fu>{-E5dtaQ8uZZvTyU5b?u|-fK;w6U5iG^At;p#nlnN_hY zCc%s%xIV;T=OW)*K#eKkeE}+>G|-HOV~_szR~{kt)Y-Fcgmkx+CglcIz9>H27yU|l z^nimDwyxe*X4HCm03W;iAA+(8ZWu1T6{x``e0SOD2^2jIW|U_?_LpD+SX=tiwkRcG zSVU-8L`sTt{rRk~!!deRl6wEe4aScAa4f|J#*H-0E@T-9d9ySX%8>)yR%b zIitQWVUou@HU#;HiavZ_qxO$oye2*Pkq@w`Qnl0Zy5pyOuLk$>QY?(+p5JD=a}fR% zoALRC zz?yL_H^F-ewOe<5H!gA(p(h(%kEt(luyOuaK2BlBLOWt3`UfNS$ zMMRnm8ps>)BItigoOCwt7+P7=u`lya_NV3^eufq0l5nW&5x%N4ONuIfk7q|M zwe=1Sx0K(D{_w3+X6v8>u{4!(fzFifHnJOK9WjdfVQ4){vdHw*uk5V z&ybl(l_0E*^|GVQQt%{=8=^tt0YEF|hkP(#;%j=)$owq3m{$h}Q$S?guVYf@=~RrC ztLMOk@+Ak)%3sp%&8^RcNAUnt|NYO}GQ5(t2^2Dnjz6D8W(G)TLdcyex~8%R#Zmih z`^~Xo#P;)pCXPJ>?O; znK8f}Y6`9n`Z$ec)L8>3lmS?vfWx)VVGE^DOc}IAP0B{mH#Ny-VGUp!P6$`CO$YJX z_+ngWa`XT*LDQ$+Reacuexx@mFq!uHz@g+~X2^`c*C0yPxprR}#o01TH@ffD{;Au3 zjXGCIU*o@AT1FoP&)uakm+HdvVsOsXJ^q=CgM$qRuvh>N`YGUdDE}P}b|JKVZ9lGc ztMVj90XViG%IHb3j-T=VM%R4f_JX%ZFb8-V|LaSzbJwgb{fpX_d)8r5Zc@;-!f(G_ z*r{t*SM$-8f0j3nyixG=r>5K;ZRJ!~KG)<{KB{+r`~pt(K73U8U6VgW=_L{f9#mEd zVA$Wf!xj3xReU^Wo%wbCBi$_gZ~S+=Q$u^E7tqRXP|f;kc8Fy=<{tSpur6@N0Qi^Y z^h4-8CBqwh=pct?H0RP~|MZppz)NiD#A#3QpmdzxjYEWi38-H};W&x`RzfpOIp9&9 z@wBGdq#PY|&YTlj{5iF}?aP$+CqtmtJ*Z|POG$hLvA<)MKJRw^SK9-8O@sA7Ht`aR z#}q(Q1oaq5RwEJ>Qr%{5$qi_F;m{Hbgc}2HQ-8po?dpNC5`;aPqbTO>yk|i?>Zj@m ztNRUX@cP)msge@NL@?6~FLPv51y!52#u=TDaNbH^&$V}>NtMn4O8d2~I&du}`wSa~ zGg8<(C*>x-Wl1GdQM%THu_`!)ts)(lNJLa@8?*NCwc`~Q07E2rzrw*JCv%~fN{{Jc zhFvd^RF<6G-p0mBDF8|3(;Elkz%Dk?12#vtv|QO1TdoYV;|gdtDXjd!d&Q{H@4`*) zh^M4LtDX+sbl0k!R7-((cz|OIBo$A|hVR^22NCeHV_Xo2h$zZ#HOKFN@jJt@)^e}< zFIkF>5nzQUtq}h!8iB@n16F@Ry-+q`J?>hI{OSwpnYg<b8-Drd(PQc+!*<+}*73yV7caQqY7f0l0=ZJfKZmaCbRht|rg!w0`@ zGv2Z4C#=kPG_+Qnj&$GpC*3Q6CU>!@@#9{CnNm@>YKWowgm4nVJAY~TX~n;nXGU5w z0Pb9BUoM*3Ud?66n()o&U!xlMu3Y87XHqgVTORLVNga4~@Q%fgJ9U6dCT~7U(6e^P zXp|CYUXJKLb)Crd0(0I^Jzuyl^NuBHkEsnf!{fq~fV|D|-5=!!J^(3l9$nmKupabJ zLulQTv!`CA{4=GJIzO?d(|-{jTNEc}ovFC0g_YcOYVG0PuUr271$lsGPsw9E>xocG z@T1lhYwH3dzt6HSqxwo2`O~Kh_dSP_DVPZsK<%WXyaJNogsD@PauZ4*mK6LZ`? zfat~0wh+!sy)Iiv0Kr(QCEN@r|0NVLINY?PtCd6md|(>eSIDw7?$}gqkD)!YC%tkx zL#X@KCkrh&Zd43-$OCAB3QF=@j)Bu7){#V=Nbnvpj>C(PM+0DtUm_`fTP8$`I)PEo zS}rj*sOY1hu-Wf&EhL=Vfutj}2g1GJ&;_nIE5zG5q?f6J#X6>_Jy<_$&~LXji7V0h zs%af}IY~3rFjEj;VoRgvR&>B5gurP*^XjC4jPL=I$z;rkz*Lhbpu3FtWLZW^J7dVY zA+!T2&U~-9k$oGSf9C@`b?&^OOG_j_wBlWM$FJBkh5v7|FR$HFC~@W+O2d`Z-{F&Dov*!=R< zrrQlodlT;NLWO6r8H;6snh`Bdh>&9Z_o79+ul9kY?RLEo;)lq9t=4LJ``LL}w5IN} zH|)>pb4qe3L+A*Y3yn;oF`bQV?*q zDnpUa16hRV>MR45`HDDqm&L`!kz>^vKYn~%3oS9#qogQtFJU?kz!#<4(&85XG2mH# zyia{7{8E0bp9Mzy}81UaH;_wH>anjFgZ=_idDIOr#u zNAbv7o3!~5DT&0=_CvismUUb2TE!*SScXuSe>fYPEh#mwx0%XcXU1d|N7R^ga2!FB z_Z#DHH|7_9TEp^!(%F8;LZBm+owT|}6BuA@4<23i8+ctW9Fi@a$of$iP7xO^6ucR&Kpaz=4X8Qj z?rjNmApveeph4QMWPanbgN5!~(8C)C_DKy)WBegNtgc!|2nc_j=D(LRM6La6;KaXW ziovCMq+Tm#9t6^uPj@lD*E7*SQ$~5(dRRJ3oE}vjhW$!3Zg3Zxl<*T4<9fUxTyYhs z+H^#S(GRd7#-SO%X8CcR!@YS7NXE8o6DkNuaMh$IRjc`078EbKwC0=X zhe)kVVsg|rNtR-ap_TmU{rVoGuo7epF}_00XMtg>$dN|_>&Um4l^6ctBXq`XG_N6x zWBbS1=f|PmBsuB_;Twm&`5G4}c}#LbRRto*PlyPak8(RzrEzkQ+mVLgNpJ z?RY?hSGulceRA98t*dY^!B3(^GNq&vA3LK)a|~CdBB^7NLl9L~9^LDW$rp4fe~Q~p z@kid$QwKbzsDQei*r%Gd*&u%qhPw-DwCN2agmgL*OX0~73qC+`{Ns;5Qn__+FT|It z{)4E&^+4`rkt^OOPPTFIz$6p|ok|Ue<)fTpU6*v4gY}$z*AKjZd0H!5JQ(^)_@Q8Fp*hcjIXNe1-Ri62lnQbkL2dxjE6}S54*m69Z!RRzOtAGQ+sFPb z52quv`lVPkhA1b(fCXkFdv`zEsD#0NlHbvW7Lvs}***Y{hI7M>C#jyLob_5agv=K! z=S=bTxyiY54Sx+Lk%=UlVr}nSyD~8N^0P*+IeGoV%|$%{1T+Ym)7Xk$;2kXSIKD?i zF^XyI!xh-%N6D9bJx@m&F9ucH_rL*&X!%Ij7g`CLuYbF#B;Z|t5s%@a)3_ToFSqyv(AE$@>)f54dYR28#6~y-70zgU0gRG;OJ%9Q=XS?Z3&c27 zH`uJoiGBI3a|O!c;4^>X!eNe5yMY+EtJQ1{u1;Hizd`YVi})6HN8eK-4g%oBk=@1o zOQAW`oh{oqAjcVptgf00tCYt3)J>*CYDp6HGz2Jy*KbJviPsxKeE}dm;7R4LDSF?P z%180;Q}Lzpx&4Q{Fd<_W?L0F@V>$fBU zE_N~)NCqkRPLe6iOTi(2j3vdPWU2*a*7Z8+WDI}T;=^9>d}@oTZKiAnk24}rY70X| z4V^39{=r8$`|vpHQmpC$NMC>6@l{AhJm*N?hsF~SZnlVGDBN(|&4Z9{VC~6s2_#Cs z&Go*vPH|Eimia;{S>}u25W53G_fvaLFPgpaep1fPuMdB~6=2Bj{d^Cl;%?K#n1WgR z5bDd!A&2k;DZ0Gx*`C5N*qlxOuJ*5_k>e&j^X~U_dyk3D{YUvN?4H)d z?R4k26MScHz83NIfO+>^CT#0<__s1YuX}v6=Eomyx|gmVcq_Qw)7@8-X65D2KCtak ze!F~At8EhpW_GVK2=3iQl!?##PQH^n^AATxx3#_$A}FGYK|{PX5SM?|^z?YiGx;4$x}BLUJSIpx#<>L0^aY&B~N5^$R4w+B{_mH#zvijtuF+6UIlb4{e8*X+A}T z!HrGC)Nndr60m1oxzet~T|;nb)1KA-Pf$drcrOy3Ub~@Ml;epAzwRX+s zFIYM^ZvD>FhTx6Acdk~_JD1%qt1;W_gO4^>m0JgzJ$TiRkNW%wjTmuH`&*M30sz^S2OkguNIAg>#1JrhmgiDU*Qi7 zxO{JSvs468QAUYdrAJi`q?2X~*~zV0RL?7Zm@q8*e#zjG%eN$UKDWQL;a0q6QPPK> zzITBo8HrdL)8z=i)3kY3ShF%jqhas!DO7~9Yxo82wr0n}Wb94zf@w)x=%)N$xn$gCZfhqdUm6&&zVb?dTWd-DUMH*saKLdhgivB zR1{%0uj5?sW2M4JEaRp-o71}0UXOo#`)zF?sghrOu}KVePJAi)pkdBJB4&<4r{|sI z!ixa>h`PtKf#%F}K^A`^xb8_FOow!sRPh9&&eAG#>in z-b|p{IQd;o^fEku?7U~_^)2@dhVzw3eYAY(eJ>@>pS;wuXc9IsTObm%e_JL?UcnC0 zVXtu-MoA_;5C9DySrF9zb@leM2hg&}B$+%@wdA7K<5tkboSd858L^5cn0I@6+8MJ< zSaNQ|F#fhWphuVD!i~GdIfcWKs%j09;6(tLz2J^X8BV&qbILr!^IrR27LFaWl=!n8 zX5)%kb#Lw(+aKavCyJOBv;Tx3Fj0Yq9=1kNRTEng9xVy11PBcEL@#H^PD@pJSBA z0nsIvSKk%+PwFOQqwOzVv%L95y5GJj>rI19smEZL@RMwnZO>BZ==vw&6xe zy3J@R^-BjeYD7OJ7S7Ko#EmHB#tn6Pbzo>LcdJ&dy!~hLF*b4D`#ql1$#Ypp0m`2z zlKE^QiL8(57EjE@&8_*k+@{c7=?Y$XyqX+MjjZG)U+mho>k9t3YG=u(?BYca9fOeL za%eD3>2hTK!j&H5Kv^(!m@U^mNeTe8*Swjf&q?^YfAJACL3I(Q?aJdP7F1h0ZZ>Za z61Os~a@kU!%q&~Zv#QZLZ(j1*y1Plp8F1pWH}m=9ABy}+v(g>EO%BN#&7pQHW|+^D zzpF_@aK0qVp=+z{d)oIur)PYf(G|*8X_6Da6}?rVDf)ARZ(^IEI{!Uh^#c6=TlCDd z+=-3-k;^?`@(0%8K_!lpKn!IC56~puNz;#_Z0FHZ~8PeD{ z@Eb$uzQA3R7DH&9dG*v1F5`oYSwKga$a3Y%2EDiUA5F^uM+D^MEV4A5IVfwaF_dVP z5*>awtMy>}mH$eZ-0qh5((6Sv&%1Yjm1xN;p6^(1c|^CCGgYY;3amcha_T@Sr5O5@ zI4JUF4f?`78g)Ljs46z-+qjy&R%(M2cNY9i(Dj~9>Q7XW_n;@G@sjXx-w?$WmPeD* zboSO$UPXhK`aG6(0G1~^m@MMO#PR;4E$?%Z_o2S-|LJ|o%Y;G28EZ{lIaX&Mn44rU z8(5Odb8e8fBM7_JxUk?r<3W>?Snf%?_A^=DW`gDLpQh8(06zk+a3u3O}}yX*%QAEB^DJLqoPP)f_z8t>sh> z>DEk}boj_4gzxQ_keJw$Qz&umXx`~?g6=B+Yzn_;x)^fUzi%d{X=ILs$@Esl4oAOL zbs}3fj%ykPP6Fl03v6gfXy~5=+PZ`g#aqy~EpLSNINdAu2{_!8qj@-QwFFUt4(=M9 zdP;psrbk3b#d07o)z!t>`2y@ljX%k{eEGqGmNzcYGV=TFA!|Lj&eDeVWjF z7v}Qr%-T?!TGKUQk??ib!Wt7A&q1%5@?w~rp>vTTej~3CEg)g%PF?Wbd&#{ObW#o^ zZ1A}C`zXu=xf)z@=PBZG>>Fz00Hr(hx@=5vNja?Ei z2Tt45y5GLChQQIjdp#~dUVudE{)t{#bD8UUK564;`H@Cb%Yth=18gZmI*YUeixXtx zJJ;my-MXa%?}tZ5M%rd;MJ0JeTQ#LSw$C^`Yw)cShD-N7&v`Vu`zE5C!KRR+rR&sZ zsefwAC-jW&Qvs!xH>g4n4&06t552iF|BOY%r>iz3^xy>*kReDI0D1WNg==bqP#aAd zu~AX^c{rP81sQ^pB^f)=XG+fGYC@*reA0u1+zZ2KiJyS)Wn7t7VOYSpzbZk`N$Td2Jf$zMS77Gx&j?_x>$ag3h z+>%!oQ@50TiUFZSjQ{QMIZ-Y#2^exK=*=S_DlzgjTt!MF@i2&d4%_gQ#Id5sULQDF zU1{&A1JmIBIo&<)^WQD_nTPq1dzS4a%)_w!PHwJLYsz?N_x8eN;>BGuVs^Lai%Zw9 zUyrYDELrFyz$3Xk@K`qk+ynK_Fv|-QD8j@|7F`HwlU%DrD3i`M>l#5w*u7{(fCmo= zlhf%TYr+`kz~N;r!H*;`;HflCD&l&@IAzlN-CMVwAHHAq>#rqFJ!#*pS>DN;PF(D* zuYBKy{2Ua^I8zBkr1ONd6#*Wo7;|h$;}nEpBqbb6FuNR*4x;_1iXM$dYC5G^$P1vi zZvVpVNv%YVk2r3+a(A=Y+>D7_;&vuqqa8npq)cycJ9Yr8;dSMRtSsSQN)(p;ysQBe`c7--`j^C)d{5FRNOqx zAj4NUHn-t<%OBDLCfnND=E54=CKook(QWfuaYrfY8ii%j3AUatyeD)?gM@WMNU)WL zGY4_4Vlq{uW*>Xs;6XHWs9~^K8D)&JBrV31f$np*Y}u04yiJ=nVUa;6YF5xLBgyue z^3#MBJD!B3I>HH39RjMl5nN#)TJ?*h{>|ulcAZ}CQ+n*#NS{3rEMOUWs27=f6vW-M zv&uJ;=HD&~suXtWpUsloEqTd7w|b`&C$}?n|Grwam6Oi5b1mF8o30W;YiPh&ww_%p z>Ys2UEwMOY61yZMe|Cpx(I;sH7vx^`O&|z_vxJS3GUs0Uf%~M)T9_6#$Z8vt`+a<2 zt<9R!p+Q3ah4xleXI%JNnN`7*rBlaG)sqSQeb2sq3iEqsf7ol<4{DkaAAb>k@(y^u zy6n?>O_O6K)@jaX@_teA z2t=`=zYlWuyHsGf$vQ(ExG-kh0lR9|=D#1M+`sQ{ojx z8v!MrJr$#%OSKG;pg_`C&mKL^k^|dKqfT66HV<=b>1Kv7u%5g|73f3Ets_@iJi%o1 zJz`{au;+f1;hLgHT4LF7kGCnKEcO4W}3m3My(4G?=`;NRaQ)UNbFb&>oc^R@!e>YOk z(-3T1fiSO<&a-FFir`HI;joO8sFTvzO5x$*M%Go?-S2sN7ZK8GS{=dS6!nXl{}@Hr zWks_R^4f!iXWyz-R?hYuqPuV3`^DJ#?`5a0vy`g=pM9##s`JcQRwDwhpL=>SDBLur zeAM-&7k6zc@-Odf4h!qKcN%&0J0^Mnev848iqN4@IF_$pXtSRAR9%$EwRe?i&YgL5~(0s=DxSFa7!B4^8Ae)&aaA3*D;uGlJ# zuhfBqT9wJ2%>y|ZMdzTF^@9H!cgX|kI1KJnCr_UAU-{iFkMQZ^SMlkqtDYT}efRdm zQBRss=L}t}V&l!{+fcjOi!cPs+LmI5L$<6R^i)dNjWjI!?=1JrkU`m#q9vEU!>^|)m2fYFQ3O8H+za#=o5A-GKS^gJ4S|LZZ4EZ__w<=+?!?y~ zGLX7=wQdU|?JVhp8__tXzf%Si8c`;ANzm|4%+)8x#wYxmtvri;LTlW8ZEeWhQ({DJ}= z7NPEVt5uz=mZZtLwS4*V@;nUdc))+`*ya=Nbh0%XAJF~sq6eN2McTy-`tJMb!hfa~ zlxdo>094js3?8!4fPLq18sSg;4O$yxF;P++1!L0Yqok=8bhEMci-7maK7%BUw-L4)xS9U#}OLU zWTcNH<$ay$Pjv#L7*g|4@em}bYPB!@4t{vuU-=my!{CL*fEPerg%@63y{!d%s-N@zel?(zFx} z&)~lW1O%kQtQU0eYUQfJ`oWb`?!+Ro@ro8OC%5y2~LeC}WnUvc{M__-&a^u*lTrRk_Vv?JLd zBPQb1c3N+%7A&`IV_^f$-{ZjA$}-3$L!gDQTlQBAJs5OWSE9+|O=nKXao{vd+4o_c7lj!K!;@`B{BlpHyveKi;$ zE6*_bYN!;s?(XhZGb2dR>J!U#deSEenZU^_4i1YrC2!(V-d}7SY^{tM64-d$j7hj= znn>`L7)`Jvk_(9kqF6)ny*Fnk@PjN#?6&3Y@={rp5Vp#;)bhqdf0kQ^OyM}m!pT&< zr(C1ofM3oav#*cOdKn5J6OUL{6$Ss+_m#$|i&H6q>Al488M(7(9Dr0aB3`7m$)JVjZefe_M>5@8bMhJDx3c-SsG9vO_PwzzeT;c7 zsQQNSrrF9eP5tk2BMZRfYpk&A<$Hc+Na*m_Szkdq+k<(eF)SSy7Z*<$LYf?nE7o}T98_a_l$K|*3V4jzE8r9y=s9&r8Kxu=WI)plOQ zF(cxVJTpI;IKNoI{#dxu>--bYIXL5P$|SRP(%`f2>7zY$$#-#=BXnjpP=ix=6X9BC zrZJbiKa)3;*jmOBtkA?`llTRL^)F=VS~99b36pFNc@H&%bMQ^|A1*xp{1s7El;;uI z6&UlyS_tEgn671IdF$W#Ws~~bO68<$5}qS7{Y|g-jh4E2{}~sJn=j(it6dziPBjvX$0&E(VwmM+u}cH z`;@OzZoA}7U|`gM@?$evudcMxGh*b`0a+i4o;{w~!e-;`XAyy(?;+kT8jo{?If|y@ zUtro!=ge7$`uFqgKF<>UZ!m`^ag1NlZTHjKNS2>gb35;{CIeZT7c@8OL(hH<8kTlS zep71u-R=E8YjrX0{j=dy+Feb1f74PN7&agI&b|!XXQPSos`0+pe3g|sjxi8H#_(XY zFcFeAY+^@8{6%J1g`n#%OApY)reSe^J4HOJ#)}Y_Dv<_c3TZz`5!9bhGG$7I_14f~ zi2!kdW@eaD{gbfa@f~0YPKv8GuD_ZDt5c{F*kKzeEZR4lN@}d;7`n%ohbtRwMmqly zlK$e4C7TD9dY-;%(w#j!U4tunM|m_JcI-=G?ogb)pp>26dI-1zg50rh&#M#5oUEQ? zU|4=#T^;DC3+}!fg2^U|u0`o}B{3&zk4&xL{Jrud$FYRb#+AzowGli(W(!8<4tByp zt|>8yRIk@rolU<)Jz9EVD<|##;WIv+<@N<@cZi;A*>%$TqjI&Y(v^Je>=3x1ySdFc_O6R_QLeBBmy>jem8&EUs&YxwpX zpeOn)YPsjdpU_eZot%2E{AK)2lwT4~O=8}w@kPWyUYecVoX4Z$YqQ7pu~%Ej#e*Q< zvM_5X$g5TLmbG(NdHe$vh^CGaIGZl4W8%QSM9$kQ%6ajbL;vJ6f-CyQdTi$$=;ju& zyvq?TM;yQfshvCvv6#{x z+HXP?)&EukNH@ja(J_+NCm8OkZq3V3eKZ)@b+5Ri99_BXi{36`Ovcy{xQYGD$~tN5 z^q~2D@~5&8K_nm&g(5aMICyhCF(aI!ndSBXT3iM}WkI|wTSWes;6pm8-Zfjozy#T6 z%peC3LMMwwHjM~`yJJMt;81?!Yy&30Ae?;d75ugqFZ0C`<(HFyLV5GNY@iP z8~|+L^K$6HNkxrsQ!PIr0Z930He&)^&9cr7vzuciNIqIykofoej;qkj|8fsxSxx67 z=G2^Sp^v~TqklVPxRv$Ohed5vLq9KDkK5>dhQ=azC2&lag_T?4Kwy?1c(;td{us%} z=X6>=xcj3y2d|C#^7?VIz&6 z&a^Cb$BytueJi=Txn-!5pwVS2Xn(6^<+5tyct7RunzntqUa`QKOQV}E$gIsXYo5DqQ=9_?{yAPN|ri1$CuU#Dt zp~oHjCpnw9j@vu-t_wVe&!7fQ2Jwd$+DC*7+B9+&qNCD0YsCqQS5h`FU^AVvi2nVk zkE_g{lk0I}Rt4eJB-z3?CH7>mhtsf^Or;17pHw#Fd8;23*8}~b$`Ic4F(e~9c*+v` z6E)K4L3az_u5VLp*914{ObvSHp;8yWaXz=ed5zEQ>a)VXG2E)BsnmD{jY9pMyllaO z1qa_fv}ZG(t-O-tn)7cPhqAi!W=U1z$m<})`A2iHEn2h?X%Wi2%BDwTAWa6n!lw%j zn)MjPYnwWO>$(S%$I?afaSXBNu%-&9U#Y^5$JWr($g6@!9tB#+KpBIVND7Go=VJ51 z#)pt6wGPPn_w4sCy7D(}5TvCS&Eugxq@y62)q*6o#yI*AkrrK;P`Yeo8!M|tbCV^; zK%#jT@Qrrcg;J6B|$=Ve(?9-I`KD_Z(q zMe>zr`(G_IZDwZLXyn1B$0WQhKfW89P2hR4c$gXPOdR~y4AoU@YB!ga({QRSj4|iaIwY6z21v@mc1I{+{SWfIK38ToYLdXd57Y^e{C-qgr~`lpUOlV#^kvRDs_W_e9qQZ!y-pJt9FQFq@Gu zmk(L6GQ;y@veQfHv3SbX`l;tK)B@Fy&DUaf5IX094k*Nv@Aeka0mY~KG>Yhe=WYS( z*R8{nvx2e%&IAhsoZuH0sl1N@=OTyfnS10ceE=iHaan$hLDXuh6YSk2T4pmt2>EV9 zRMfH@nJe(l5k~C`S&eE2tC*{7P>FXn=}Ju)isn9q+I;+G>Njtm;TyT*8Yl;s=*}kT z$&+$heV6sno76mg&jcS8eViF?1t0d!e48M%C^QrVJ%kNns?@*z9 z`E{)4YJ;m-L^(OV{M-IIVB?arUvux5A8y~$kmNO`s9;RbQ!o8jStXqijg59V3-PR_ zR}Rp;QM7N4nB+GA{u!`nV2&NBEKhNL&ky(87hNQ9*qXQj8JcPUBqa+myI0V@UC238 zDWgN;`95-E5rB1)x?{uaq7PFEU&ksJa&pKmRaR+OBQ!~Vh8B-gvHtiQ`$uD^4+Fq& z|1QQH4%{E;fj41{!xW~e0U(S13&y*~;UEN8^$W#W`t_@CLtc;%3B{Aw+8EF5PkBBO zX!-s+K-1|kt7tBNzx>SG?eEHe`>j4ayU_f4jLF4)#A%r#=QJwr(g)1ppw8v)sZlK} z9oQ=-lAKHMQin#gA#D(ePT!k`fX+xgF}9k3;*i3J8Y;@oNas?{Cd(&=-liO*eIE0i zFR@|MY0zqA2qj^NPAs4F2t7?YnY@3CbM%HalUE!zg3*$tOP3bcCmc2vD_7n`iz%17 zburxZ=?^fO@{$3M2DG zb@-{}Ai@MfVY*K%6&tbn;5QFP&3RroU-ofagqMh2bj`-_jFKTIP5iy6I>r~Qv0*Rq z3pv|Z9jcUapYGlsnO|XI$l0DISEy<$3vU*n``A#udi6Z&>S_}yf5lFQHq?)BUJQ|- ztdceq1ZQX9i(vviiTyg6gFe2hDV=I_CbAk8DLEf|knPAZz~o5-^&=fWi++HVKE9Mm zhLi#)RoH`I+3gI%u|~Yitfu5vetckZvR0fVqC`Fc*WCF14w-~z8dCN9?bu{gLrA(; zmA0sp6_8uryTK@#ZTnyTq4bTL=(6|FI~z#$7JHYOuiSjb$>HPR%xO~4ORU2+TE`va z;hv^66W}v8!rJZ=Z7ym6cg$v=Is*i!Jp!V^C#kI)zYQK_hKe&hweAn7=R7?gsIn6n=uG8m*nZ11Ym~SwU5*G@5yj@&&6~@n(#{pa%rcTb(R%?;T1px3_t2`l z6{zYP`~Dy8&N33Tj%mcrr`u@F#+yQ;!KFkU<+SsywA44?>0jj9#_L6)A6c2rPC^g} zHzr=Gx$)qM+sF+7XO|rV;HmhJe}v{bkedeA8Gf-#hk$?tnbK%Y*7(uRL~_47XA(1# zD$V-$(aI%k>Nq<)hZ?cbTt2XHY6FVZqXTGw!9lJ%(c-(T$DsW{CHdo&DN{tU)=>xW zS?yJ7xd#UbdW;H=9JeaB#+|}vR&UaBPA@&*V8r(}UW`M9r;K^yvERgk3a8;Dt>F~Q*2PmbJSwRkh_ znxbuXOGfY5M+Z0lw?wEozNPqW-ZkV6K>DWu%LQ}?S`o_3kwx!xUH5ixji+zUKZE6W zWHO{(`har7AS3TdNSn+cAxI7`=0S*O_@UG%5SlwMQi3ho6Ish;OMAYaHVLYbnomt$>bNq7ZJG9Q3uJ8_Cm6<7u(p=-0WjA|@aHzpx*`~}P;p?=H23q5@?!?Y>!;Vp zylmRJOOoHomv!dn;?lzU;By@S0IU-vxyEtYjHSk69$life+$IpgaQ zKF^&ym)lP4jnJM#UvM@Ty_={k1>fbB7HD!iA8YY!Av?*l*ykz6Bg|44nVZ>i--#iO zH&G)kYIYDLk7)TJB|qoSnZE}JEuX2dde&&pE*<1AFEuUHCd_8^*4N*$3^)@Y9TuOzCM&fSZ@-=G?Az+f? zIB1zhh{*A`k-Ae(jSxV{KW&4B)i$(f{w^A}!9kQ2(?%2=Ex`7S3St{~s(rHpIoxo! zkj13>Zz^jT@(mrz)`Q~BeE)#v=iWM1t>#+x&eNwXj)HE3OB-^!#mp;!mXPxW;Re>m zyV`dLLFl5M@*c3bSKS_Ul=Jwp|D36!Bc@oxDug)L z&hrdyP2t6qJ5Ae&W*R(zWzkgqGG$U zuk2n(*GJl^F>6hjhPQEv&CQH5uJ1t(o`Z6Eol>LQ|f^JIC42#l8r4m*Eb2xjPm z$aF4Hu!O`D2>tjz8b0txrH0Zmm^|THy~s3&o6RqO7_SQ*GMVpSwEKAT_YAV^5e_Di zN){~We9l$CXy|;#jk#c}AXjq^sRqCkioZnL-lIp4jy`c6MIusHOUB8Ws?G;@d_5cK zA+%Btu0QR-Gax$6|2F1Q-}EL&Ttaq z1^zBXT__3}ncM?`2~Tm-kdZezm;bEP@%I0#XUZ)Q_`3bqZY|4voYuJSmDfLJP3UV; zIYfSsbj}ddDU6v9=Bl)nKd?1MWbxh*aeo_{A53{JPk~&E;J>kGdo@0NeZ?Wf&1{Xrl-^s|lY zz{NF(WdG2r)$nC2y?G)d7L?<@9KO;ZAows0B%$zfxDpG2oi9=|Y$E*))YS{TprJ!W zgH5&TU(QQg5c-2~lavkW`T`QmUk2PLObkr=^x3=b1DVC?A#;`!$gb}G{<;J5hA3sz z$Mh;jTkEtv+7FgaLld?|G5l@nECk(`j8pk#t65#DRjXD`-2$hrBNtaJseHpIAdyt0 zadLmew`fFTX*pO36pUVX?KXGhHR%dk^bvn=Y@;!OSJpg>86NnD)x7R^f2ow?nDzF4 zx#!K^Qu~Qw3PE2M@2MZG@}6Bw@(BnW53Z_lO#&wcn|y-#Dc9>=pFklWLlH5WE{y;& zDIH*Fsbfx>L_?0;)h*qj?>hgHLXhPA()@6Z*bQs@ZZ4`CmYjwv%6|#!o%#lev)-r4 zqY>{R3zzTy`EBIsqiM2gI{e96$BQ&|M~5lx360} z!c1C_=!dbSHjLHMUn+Jk?9cdL;U9E7!pR&p7je%Iy|Xz5ZKjfU|H-~Ghd(vnwuDVE zqvGY3)MsM&jOI|>f=_SMWq<)}A&&QxPmfygW3^fJs;&q*>@ zmAGxT@`^GNlJhipgFJ@W-XVN z6+(a+0|G5|0JLh-!CnxWWWaU4Z9$~Ncp5D->4G7p*6>|6wF;X1O8qsoP3YB0r{m_luKTYLd{Jrvhps>Di=Cl5^9p7E?KeSRHaT_S;}N;&A#}$$bN%zPRBW1 z*u@qO5T-vGW-2U=?U|Bu5S*dku<80nt(L7^d9~w2;1YSXXFp?ak9j?31|C=4X0K@< z^l{P&CGyBw8h!u$wzBt6!}5FawYwF=G+$nb%zIeU;M=f`m6ccP3D?b?0SvS;{DO^^QZZjAXz%p=Sleivz-m|P`ip<{Z!GwCQ^j%!e8O5$%$q{$-1g3LZ>CgL0*5P}Aiai6ucDBG*@(R3+nP2_bW zGFiB`CQ{_Y;$5|R0z~K`D zWqih9yL4JKk^!SzIz@INl#f-6h1K#^i4IVi!MmO3q zTWSHCwi2I_+NmsN59dLfJeii3W}FHK2cv>G@xEA^>bVA=Y=3I+QM&(^hK-!p;Rfg(7vKg`fL@`79Yh{GrB$dC)N zLH+xhEa$Gq(D?g54JtSZ?~XpJ!)bH|dmwk%x7keGG@ z%IPFV{rc+{s-ML}q(mMbf93PfKNlrbEi2gKKeHED_?M^!w<-lBUu%{e=M`s1>yBgF z4U9BmnK(j+n{Jhr&nH*mxZVvl5r`sTNBs?HYV9#(|yQ?I+sfl1O3~Jm64CpjHYx&tSDs&U2vy% zSk2Wq^0r81!vkSSj-i_3L<^=v)&Na--66x&un^S$LWh#5rzC zr6O9gY}u&zE70`d29Aw?!KD~nxA$G|WTw2zLxS2bz?o+I!0UuQYP2DCP_Y2})OeK% zJ6Y)%WNn%xAWnydyDVycgXL5aFF3g{sEzhXG=h*(1Rj>7%-BjnRhTtJ#h??s_996H_K0}uF>b}zS*rTmRlmMRUt@*GUh0H*`qis z%rfiX4V{WPQ^ECq={$Wa!r#+R+aGPYp~3k}Z%M~ryZnbC6ly==VCj!%Ig=S6`v^L= zl5vg623Gk^l?_+s z&nCl9Y2L81D%ukiTzxDh8D18xEnTFmt`lS%k~Vtit+|K5Xvwjlr>6^{=y}n{sND2+csQsX|qB`q974-YJeD z0WjI>URnS9?mrEL#j}*ptR>6v7e; zYP7g1mEzOd&oOuQ`aj9bTF-v3aihK=uobV$FongiPG1G$xjBj@CbaCmMzLyPu|~*d{>5o zeA{U9?_B0usUZRpH5$r*RCCa7oC_NJtWac385`iXUg|Z5!-R%~g%O%J(g=;-mt#Ra z@^yT{6*G&ct>T3FA{luksS;!-Bo-d3*;yTQf`Yi<*}VwbY8NU|i|gK^M5iu;omF4G$P_e2Oj$5-Ggu>l(nT!n zA^*ji2wEZGq!z5UL&duzLbnYMiA+8*~On*njzP3qXsQ z4eW`H@B%b48GIp~-6emiT;hpB5>UjStT8DM)S54*dW-FeNMsVm4tc+$2E|XiQvj1W{ct4%*K@|12)$3G0^NY{F}$rG(!W zQuBwOoIr+`Xx2$)`9*k<&Fwg+aO7d*wQjpad%rdU@zg_hnp~iKHbYRtjp%*t>qUo( zK6IA_G@qdERoEETav$Q3t%+P(MTvT#VbuX%fCgU0pO`T~;zGVd-p!(qnU!Zi&hZnI z)us>dij!HPm=LX@jwHbulo^tGa?|K%4Ih2x*s)IE(48V(UX0Z<(krxJouQL;C)Lw@ zLr~|2`FI}()k|%`X?bVSqM+om@E9-Q)GcWlAupBGrxyu4BDPfHMleid&{9xkePAUC zaaDl&zqD~GkYQ(-6dx+}piH_^)_}Z(Q6A!4G&~{Tw#SLEC=ol=PL7j+Qz3?Ad3=aq zY%M>IPO<-}u!`gJ`sT@gb2TH~p)9%+OS*p}S-m1#I4ViEba|Sqc{no;G%Nj?@ z{-1=-u_;hfWjgnm($u2gdI0)2cQ%}^jBT+^slJ)Fw0LYs7c{w5 z4oOMqKIL-3d0GN|QI6^!P(qsxIc!LbRKJ5vQ(;5olz@i#KB8T}DD0N#`$)6wi8NZQ ze5q=$bOLGx@&>7*EZqC@n{P6p^I}xko+eiMODmn5zO`rqns;6A!6s}dL&&)){jUs~ z=6bb1UKWPbofGf7OKr;b2D(TT`-Rib6`;{hol!;|_d>UjRhi)8Mc;xZm^8x#Eh)Sa zYx06-2Vr`NZYS;>EQw~-Mgkw}Fcj1|{Jf3<--`1$*WE-etW80?nxxaUtPm1I6%qd6 zJXM4S4lF9}l{`>10*{)?v8T^H7zf}Qt_6*=LGD!!h$(Tf=;I76?&LA@zajrkN9IC* zF=x)iU;oF|E=C2O!BzYTu1O3`(!eM}F_q_~@<%^&imsCI;!ww!dRa4i%$U+{rN?NO z*JpgTr~J74#Ii;+&Zn8&+|ONlySg`pN6MwQEiAQ0!mGClg;@zR+BsflBW?r?5#B&( zZIRrSsj>7-s`Y8xzFeI;briTTKAfYm*$MffMnbZi2soN(r<>KHMM2Ru)vE$JNlhFl zE#%I^Y_0QzD2^eBB>pUt`u|D$GXKM@oKPF(lrUSg$;q}|OS){kggKJ{t z4Sws|@^2K=xxYgXz~#g-xyPHBSG)_f{~YdHXYB(y)2fUG)e(UWn#Psd*PlVp9Y6lr zi4|f6q^KOi>8{@}rK5&GBg>XKgO1ZuAOBK7BDdoG4Zu%4Dx|~A`hlvw>HI2XtBiM3 zWJCwl17C|wP%*gzi(|&XrRCFvoZ58Vo-*PBRF_40pFuCY-TtP>ZayV=NP!ETTA8C-?*`HbYaf9fw$U_$HU*`bC*KKLP;KZWb=kb)bYKhB?d3ia zc*yT@B=K5;qHN%0%t^PhSyiKEC@8IG08I?_->D&uM{)Nl)549U3+|M_vTc|4o`P+} zRg3W1`^c~bKZA^ue7FF5q7qz+CI9${L{45;H{xKa7Ueu+7j&ri)uP=&O$kaO2dNRu z<78fJEbIejc%V#Gfh|C^Q0-B9l)2tzf)3d-8cF_2SEP1?gAwa`| z1)t@9jQv@40KE|iaN{mH8o4u}Zp6nus9Uj4-vY7qG|i67#uUyb65@?8HQWERraRiD zoQ#G#sLi7uRr-u+Q=gdDqqsCxE}XEcT-5C)|ES-8*Jg*^D(qk(>nhZdf|a7uks2tP z+A0QqfATfTU=5pnM`m83_|T=@a>Dm1H`%p(oFdKhUMy@_0_`r4XJ$ZUk~1Hfr#XtQ zZT^Fc9o70Er)dB*z)$6@tgIN`-Y%YuM)JK8NyrPunl)|aISLB(-U_i^z5LtzrB6kL znhpu5TkmoJQU3=_>0GWUYiOs@4`GDe%^jd9N>Hl;jZu?tBoj`Af zZE!uXTXANKyYXb@;*g48zz!uq-mn1v7gtR*?VV+JLv4gmpGc;faqbi|*0}C$&Ba=6=3u%>=Ohf)o~F#&f?1gf=%V?c zMf2zPWb^04wp(_6A9^8K26KWopC_HT=2`PSqht~cU;x5wn)(s5A=Io@Af5S`__TMUl8lsvHA|ToBLB(+<`+ zCuIVB#Rqa}pyQGCfj+HfLjwnm31Rg~_`4S*$6*TRhpc?Wx8e9-@Pb@KvrVZLlKb++ zg{z~5yz*Cf%VFM@yS|L^88GphO?lk+_=$-Rg!}|=P88*T|FoW%VqYNPp9Gs+dJ@fa z{PD-Xd=^b*yxIRF?Y-l2{@?%aSJ|1_nMp)tMfQkyqKt-6C^W3HvXYfuloFNkmQk5S z$?Pl08D%~ zHD#I5Ivr;va~ZhnN!{PTiI+$Mqc>bc$B6>8iL|8FgaxntuL1heBzJ95tGJVVR2rpX zbh#G0m`N+8{wI1UQvZW)LuxhYf4Imga%jHaUh%uN)C+7_E@>A*+NA#%PjUns1gB{E zld`Jwc_J(6iMp9IAL(L3IGS{)r&VWy2td6EzDtaI^(;c<)D^BJAJybKQY>(9X(ZEM z3)q19n4P>gmkoU!BIw{uw{>aC-IgLKExOnR>1F;-CMm)-=B2fJi7>PXNVt1RYk5NNX_z6St)2#h z2_l~j;+VdZ-aNRUBI3ZQ+yYgZ80`SpFKwVn=Lx0_5J6z^>8q2;yVBq!0kq3`(KZmk z1pO~Ua_RjRs0WzxE+DLPMxZQEm|4Rtud3c_8y`QrD0GK^OJ!=7%=eX-<7_qbQwaluilvSU?Q)fH*=*`&2*UD)=>T*6ajy zqnlJX7=j_(2ntHVZs0_aAKSG3Mrke`j;9R&5RD*4_PD3vwNi1NQTusUKIf&GEkT<1 z1YZi_+W&N~6}0uH0RfjX;ClO? zXsCGSJY4K~FvIt?Sp6`KcPnMx<(1IYue`u6f4SZHlxoaM;k|f*5Gj7q)A-)TyGC%i zj*o}`e~N}qB8cO{4mi^LFC~oMwD^I@Y86Sgo!wm;zqC9$PB(ZPWZ1ugV)tC| zX7(nOki^F00Whcz3(pdfFqn zU^s&YRjO1`#i_O7TT^OAtYVT;65%JpX7k{__E(LqJ+9_X~{gqY$AsLt5PhvEqjjGM)-Ru|} zMfd=*)^lLO(tA2cgtHM%^z&cEL8V)5SW?oJ0l2H-(vvCbIp#vKkn9^Ni+sSQr1Nz1 zN|{N>Swv{8oV3JUM_L>B&vW0~s$}Mf!VGsr{M@ozTfV+9;-O~~{%dknW-mp)s^or(KM=v~1u*GeH^Z$ykl2V#oA!^-Cl``gz_0vbLCU97W3E%HA00eTL_mV&hNm9>!Q_I_%OY8Z|@w995N2a*J@5LhrV(8c~ zt<0tJ21o29k3p*8BqG7l(KGkIvEw9g8znU1$b*JYbRTGP0g{&lyxVdfKYD~nNS9(2 zgq5wRdL46NNg3F^%%Id4jwx(37Oy>x*KE0hT?YKq9| z$kFm#F4=)3rIg_$p;GA@2egQ$iYA;FDQaE+B`kl;z04XWXFWu%DQTYcr+7bE6-}(F z^~rtvkVA(u?vGd$?ZCYTMPLCAQPiGN#P-Vv{MUN62%_Tr*MzfO83RNBjq|_uf6;Ez7v{@5$|jK*H-7>JrE$%UnQ;wro3-w?X8!Y z`ev>BuG!MQxziwicZYZ__nC2XkH33AtciP#tX}qCZniN8IO;z7(^FgXb?!eFwK48B ze*d@RHCd&O7Fj<&y3X)ecxk&_6&*Yx@11fd=j5WeOPb{u?(P2f7{$$g-XB2l2qA{x ziP!Bb!~c>^&Sv`qR4|LEYZ9me4IW=ji&K<8hu^!yDl)ZcWn`wL+Qc2OCx*e2*kw3@C`D9dQ(C?3i ztBF*lFe%!^B38lC$R#mtTgo)xVbIF0K&d4x6;(JKwiktMA(y0$Ck_`J8ZM`nvk1#_ zAJSJ98S(RZ!-Z0O;2-7#yBIF_;$jj$eJ!biPr0&uvF(|&DxZ=t4f7);b2By{6t^3Q zi+WP0a+aY)qQpj?FF3AL=|~(#BzfYGKZ6Y*+9%U$Z7{S1kgB>SNK8^+ju^wx3#fN@ zPNEdDb-;?{bh6~psFUQ0J;BML;va0dRIW$cEqjOAWw}!l|w^R$+rQatiyj^6I=+MF%W*XX@=X8 z>$Z#~AxM0tCs*CoV{rH+`28?I1^zur4NQ7D!A!RR5J3Ela%jQ(ybb3=x|C@LJP09x z9ArLd>!;_5v4kRQwA}6^N?qvw4GkiS&^8y5SCjj|_;p2-nLCEAMqL$1D+IeW^6 zKo|?JYc91cF@iiCY4=niZFIdldxQ)$BTJI5=PhGROcGvSYA+X3Dd+1|KT9TIN`0Bu z$^57Br{!)@6qe+bkquq48VQ(?aCa(P5s(gB5>aHlKGrD4bEi2W^%bbgV;y#GMQ)6) zw0szz=I{hX5WzHYCfpG2FI=|zxF0a%gA`IEA(Dn`*kMScHl5cp=@0eY7yq3h&(?c1 z(+@7wi5bNg%>Z5;$8PTO0U>VIBqgcsSi=pxO9?c`dX1uN*$wuzWCLa2Zm-C=xn%3^ zn)swPq7gXdL59=xUNE@JXd;W2!V+Ts(!UNul#R=Tvj{(~9fid+-(O6olS#zd?ofG9 zwEN`bT4s$JHA+}W=yFH=xau7p{r;a)MFPRVcsz(ThoO4q7+;VJ~WzTE|$&X?(tLT!6K=zHIzw$jq2f4aG9@;TCgo ziM>*3)D_`XS`|&Xyzg&z&Tior982~pt+0d&Zah|=DDxQ%amUlwJSdTWg4#*t z>y-IVQQ|3jz>1m73Jz~t39u?C0(|)(n_hlZ+My{)xdHLfRCi1s&obm&wKiRzJXwC} zgLroFzHMVUdv>DN$rnpBjLt`|r+tyUFB6;u$yUEuJfa9o%ZPU|A++zxhzVl(Km?U< zCgoE1lwvqLfAm5m23p&~ycI($orIzr`sAMqd}o&7kRBQtzm0a&r3um^4m&7K+9;})U)o}0q-Xvl|Er|+O}w+Lxt)0@)}T$ilB@>2RaoZ;dNsY zJ$T>JhB@YNEhTLEt!Jk^zT8Uh=gRf+>btkuQ;MYcY+-~;n=DwBfw{DsijbT%2@p1n zIVx>e^74LSklaJ#nO8vv>DFP0-$@oos5(+G<2S6qkd1+;+(N6C{{m5K@axhoDO`-8 z6e80_X5>Ao84XO~W@Loy-|5e?fTuBXB8YIeJFAi-! zA}s~)8vGviuS-f%a@L=Jucnf>H5?pt`O#peWj?1zNroKek+=6qVjHQ(VBszwpl9q~ z^rxcn04MjEtWfLqA7oop$p365VTC}}9P#G++g=s1v3E%VB^RV&q3hE}MCdX=M!F&x zKXzEE+F9$Xa4pB{a2QS2xi@R06|vRRO~kH5aB;-${tl!eLO0NreexX^D;$G^)VfJL z&4Yjf_Dee-w1#faR&W)fSc`afXRXsz5GWVyfQmF1iVf5eOq&cnTtW4bU1CK|Tt_=`a6V7R zX;Rl)h&$awDo9Wg3JKVtE$CEzCSfih#1Xy&#>>U%IrU&ENs8?+?`H0LB#(cSUP9?+ zm1v3GSbOO@VLPv1zf)TEyZ#E32Nq)TCqKG_N-qm8vs@%y=6QIxtII5$BN=ue83c?A7UY93Nx{OC)YDnJ}YW&Qkuvw*u2 zcabhiQHx}v=%3xK{>UI)StL6-#*mH0%cBylds5*=h9M{duto@Ncuc^;Kqy~2=E6Q8 zX24HPJrC#ZLQn*AbRIm^4U|M~IuI4&YHOsKIHR4+(p)!U6${W0opapuJ+>nAyMGM5 z{o;QTlnRHcy7BB+nyGp08q>X#UHqB@W-}~ioVw{6v&?f-8`pxktf|G*FRgR`X?gl( z*?^rRzVr|C2yB(aDBUbUb#-5cjVV^-|}Eks|sK^ zdrrMX(Zs`|fr`!R;M{sIMVzD`L<73l&ooFM5Sduc!b;tGJ!TVvHFOU+!27Zy{cdq~ zIiwYtSmYsiSzvSbCL`Q==CxPwxL47 zPI6B>VfRSw`gHf1U1v=q)GHQSF7XIURPe#!Rxx>o$%nrgKsrT3F^i%$gy;41UtPD2 zg>*;@pHZkK~2*W@&r+xSyShrGI`~9=nax^Hk zkelF0h=LR00i6!NVo%kvC`RE0_}a14g_0mC`m)Z~6BBcMcdP2WBUOoYyZlK(`)cXZ zf}$wH`3{j!=EH?mnf6NBoS<%9@ApUkNq_?$#V-U;r4&FWBWyfa8B@-ML1COhoGBh& zwEG`Ed^kKncCuXs$)`cb^Z_kI=lN!>rn49bC!`e`hML~i{dxeiF@wdC_6KRc0X&wS zuc~V9GIF(8x4zbaMbT7jWOf-_`Us!2y;%fTtYptuVQ#5ozx{5t>GY=KhuIGEwlYjk ziZ}LssRrjIm9?LF^75sz&3-9;yLj9Gm9{#(JR*T~3v$)v>| zt;VP-Zk}%>+^2ln)mQAQ^sNW$%b7o3yL^fI7K=VGf$+9#Up_uRhQfxyXecs@OG|M! zH5{_GYPTX$^lp}j3W3{qzKfKifb5>aLUDaA29^AsCtTdlEFSyj_8I*i7X-uw zu(FpORe*_0`ij?(7+ctJ*r{93UU6i+^+d=#u+_1V*hQcFMJhJUyHWI=5eXjTy9G3n z@iFJ$;LT)c1w~a+4(>MRg$cMy9^KeN28VF*DXzaGq<5PvYTh&BpTk{u5|u8+-Ou!J}6KX zdGdI>l)QgDR@7o)G>De9&~V8sw^CK1(db9Ql3)L`#B=<(3%~wir8qe6tcDVIO z84VCVu?mf1m57cCVC0S>FzY|cPYmEPi+v9^C&B;y{@iq{0-ST zVU1N_)`m+VI_-bWwoz9KPf$bKA#;i`pGSZWz-rOF5GAJijT^TEW)hVH*d0=Sgf8@% zN#u6%?tIjX*m9uVW9q)GmqREo_I)qhUyh>G^C1TY=~8{QC%h2hY$xbM2XCwsk~{m>aUUoM7r&-zxj+Wq(Jc@{q}xbNx|UpArA zoQdER8UBwSK9pKzp5r{^Zi$)VjvFco75+z^quc~d{Iz_P&g1f%<2DysmOh9SkV;+& z6=L_5|DSSpq>W3&rm;~j6e5l|SMO-2UVixH$DZr{U+s-*yU%(z;=ccYQE00o!Xn{^ zj*gD5IVPL9SX9#O9r*)L0Ey3gRW^mPRxpIy>Feu1Ezq+Jv-R}!Joi929-zLtB-sJq zWbb-^Rz29xfcuIPVgGrHyHLzU=pp?_@sGZ6|abzFANj(ozwfaenrv z-X-P9s7-vBFw_~qyf|b4JR4=wbk#%CfAVn8l@VXV)$tl)oJGQTnh z3#muA?UOq9jd>;!sr26wk#;CuCmUdU!hr!;`mDF{W$KFd0U4f)k!&lSVL@O-^39ZA zC5*>z2MJ~}4Q8mSGh&CINZ@eROo#^W%W)!I6+c7sC%+fkMbs38IW6oVmb=Movfxm{ z3^Jy#cf4r6`!D!s%f*^pOF}*IEMOfEr1Z!#e|H{1i&PtPK_7Z7$F*$v%6)+sI8dq< zDNT8}>{`&XFl^t6mD`vji~@6NyUbRgW3z1U=kGs$;L;u19%D>I-)E{s zxZ#wk@5Lc1+HvpR8U5beHr%bOZ}kP2M0$StS8{a=^vTE0!JKkpW*zO1HRK(EHsH}D*B58=jc(e=}bk(+eplOTkF;@)^S)6%F*|S(BU^}@_+KG)K$i- znZ{6y;JUNM#S^wfb)t$WXBmAKX_k~NMaUPo(4H?(sHYOg3>;EnweD)2%$Q$*2)tJW z!Tc`m1_f`R>dQ7P4^))C>KqTbao82oj9&DwY$5H_f2Tm6f;lS|>@0}NBu7A~yZv6X zl+DXEcrvcmTX~@I+xZDLe_gBHC_=Qm{eBAl@#~8BPZxRCAN`|8;m7@BGt9O3ZXfDx zH7N9sTVTTtb*y)24>BEWyVNSC(A!RPaKz9?5k7TV4Xt;`Vs>5aHG21~26^k&QO_&= zQRULE9yewMIXtZVZTV5RPB+u&_@B2et6$ft7WS7{s$<3fy!ILSRj7m}@!ywgUjO8@#AxfNsi0KbBAm#KW;17byxl2 zL;gNHYBn0;n=%IzKn`L?xcO&K4$>sUZmW+i3q>5QAFj@~Q{-8R#~)b`7h_(io5 zeOMJ2*OlsOrC^K5w8v-X=`l8fs(?du4n})5c)*M8Q^N-0{%+d4$hGcE{!$Y5RQ|iL z^t{HRPM;2}^6^Ps2N6=IbLToB=w={w)^Pb{l<)QdwDri}AQ%lSD#EEW-$?)MdGVb1u1$6ay9b6Fu zHiW%<2V&>2`n!F2<;Kq0;e2`(n|t8?8YHaW1Xu2JTQNGRK6F1ZYAj%taoZN;B=lxTyh2*rZ-b(KYZ{nwwX?Gj#CIh}ge> zUrbEQ!*3jvIq0xC`>MVqclwsio2}oKV9N|vj6G~y4RrG|O>&(%mxlJoEAr49gJU}u zP;ab@d3W*CsVASR<$wRVbzxf9+k2?qB`&9HYkHneUHM6Ry$|49JsBXBbb_L<)Qk^e zdy-0MAmk#P0P?o=nB9VVl`S@}VW?b3%E74Lo7AacySTbeA8|V+#bo5jT97tpt+bKP z)J(q%DY-Jj3JJ_M@}{)%6N^LZEHMiaNT!d!pPwl#+0KB7(Ck`3$d5JMthz(Lr2Hx} zwdja(^qxHmX67GOlFe1K`c{anyu#Yz-3N^u*W?-EM*ex!o~Pk%lDYvOFq>W-q-J$M zKy7FXZb?C^8`Ro;e}LD}P)ug)UcIygdW+mR$h5>Z{r_>bzcdEjn>K&e)ooS{~4NueL`Sd#dl;0gX5$W{c1- z5ed9+)x3lkOME z8M*_o;OXV%M12PlppB6mRmabzzU4iW%R5#qi^WmcPcb(gXlv{ixMRl#=^wr@91mfI zhemiaia;+B~FVWlharyMH$A5oi^@pU2~3z0|Ub)<*xx>XUo`doQP_YeI#L znQyJS+?1iDFRKaDwEOjYnlV^S@oUkq31y6v^Sh{ip7zF9OLQ|6h=lJP8QaNo$&&Hs zdX`_HE)y#*!~NPE9PFA$uz=c>FR;>Gl_|m)?bMsHM_BvHp3-4{g+RC{8O zU!wC^lN2@q&@*=FH;)MymujIgs7Xy?!};@l$%ZQf3S6ajXH6fDm<-GcKPUP!XCTg0R4USAWsB~X@ zrudTHo8a!IrX_2j0`~*=-bC$EoE%_i@7E&IHg`w@S2G7pAAO3-(r0Pr4s6f`?L65v zsLxka#M;B!Z88@&YFp6KBI@-z+$;4D9)49a#`Uzl_z$VAX2K!H^{u2x_<}Oj905pwyY8Tg@m`_f z$O+IeRs-ddjZmmxz++(8W*wOWaUrDTf0!wQj}yvwPDR3i;1{>AjE=0*@3PL*$~$K| ztX;5Mg0Y0QJ)XN4*f?1B;4jLTFK@<&=6BTo^uoDv(1PcN1=jIh4z9F+@OF{*Rri8N z^S6#YQa63eKan=UO~RL_1&jkhRa5AaH6i=HFk?=`%N7y0mZquP-W`Idi66G01$ZjGui#=B%bVPheWXXRrvb;Rh9h+v{6` zOUD+p=;Bn7`6^AJR9ELM{{Z8@WK`1Fv#PI*(yXFUZc_J=NHL2P2gtrrgZ_6O{c#ay zj=jN{i#k-Dj0BZJiKVrUjyl=xP;>Lk?Eg8hlWGEIF-N>5-2{p^+4){#iaB%V4z#hU z%cVye58c!8Hg|sqn*}4Pl76s;v|@c2RJB$uGmL*1r0l7Zh;2!lU0<~|x~dKj2Fu=- zpfDZUL$h8U6={j9sG!gk+S3Y2%!Y>E$BuQPh`AQi*zWH8_wS4Fi#pocic*Jg6sXS$ z+hccnR&yoc{{04=e(RB68c7ZF-IKHR5MHz0FN|ERc1nx$_dHpeX%AysQMml+S<^(0 zgUjS*?X-3FIXMi-Rd?B0dO^*UU>tG1muzhUxY|g>`TYF3wA=KIib^5hybli*8O+xnjx_O%X`;4i9fl&Rq?faL=AS_r%0l zwLS&Y=*;}Qx?K9|l9Ks8KA${wPm+Zyo}DMDE~_NswaTyK zpnTmNt4s-`8xQlED*^>YLx7I*Q~1LP@X#c!V8e{f_ww~g z>GtmDPpjhjt0X=uv3()m!)tR3+~_){rYMB0m%&TBFz0sHqTcKizIu93E3PZ?@WY=S zwO1V(KeK~_Ji?9f%YJmnY1B}-^=ss#9VVzAtj=rIr#2YoTHVCZL4$uQutFiyaKf27 z@SmnVKGgxMYv`b>dUN=HUjhHxnY>@+rhZ%g_HR1$ptZQ{<5e&2UhQ`?DWj6=*zeQ3 zK^jBizlxJKtkGK4*7o!Md#nQSZ!f_r>DoK}He`k~{dB{k${(J_NxYP@0cvrByu3WcTfoS>U5y}MQ=hm7e@hUn z;b=K+Us3jZnfv2YHL=NedSs(7y``_%~Dkfv~9)`;7WiK#tBA*mzB{UVCK7Gb-Cjsk4 zrE4#sL(j#Zbd^0=5iv}Kv;n<y2fSJrhnz@*RP^W$c9LUu;fP$cokbgdq5IH8afkO zmAuOubse#~RkHtSe>a;nNt?8@3sKcil$#LDtG2FIa}9+q5+Jq8{Qm|ti}zB{9cp25 zh1zM$g60}5j~=DDP25l`L&F;6fiZD$SDEnK8NQnTO3}k`hQsSwe6z>PSFdcGo@Hmd z5F6S%@Ay8ey6Pwld#O6~H`-{|PU&#%!i}Xi%{hB=bkOipQzU?-P`_)gM3XXWBj+QW zXl-NT1{7AV(9Rm1$0is|T9poY#{FT88Yx+2J7zsg*zs0AFx8Ay00lY zs>?R2RGy8WKm1nFIkV_&i5IxCoTymB+vjE8?F{OUFk>0~_q^6J&sf3on-*q<#;vZX01m8%+3C#f zHts#Y9pZ(tv|k9m!B~cN#vd8ajE6YXr2_}GwV9u1_Hk9x*sr5ptQfrXZ$O_vqx+}t z{`cPr?~L+GE4sM2>>(p<^3mi@gDMJ*0TOVRWe`RAq0ANd1Mo zpo4n_PmIQ*A4JPYVi!mTPI#I#o<%y49*;OZuoim8|1kup^Vzrb%9TMELait6l0y|v z8r0kQUO+dgWY2whrIMrv5?4@=dYPMB^~GghFU@qjThE@g0NhS>sKF67h1V`~-J-^y zt_5^B$HU_a%{eDB7ej@*P@wcZ_ybU*5V9~`KlNl``K)yErPZHQ>tJ86|NI>)6I#Ot zsTn1K)ZnvYTYY^Eh}K{6EUbS`jFGmkZpGVui))Y^b)gx_Wy%x=V;(=QC{Xw$21og| zPMtd5GyvUSQYj30bu! zl#%Hr5O~XGA;{`XNbFzQ{y*IhhrjZ4+_!fXy)xR7{IJo6bYNa{1@T@5oT}ZbmH4tb z^X3V(z!?*+#ZRi_sjb%{3{e3fp+>Wwb%<&Xf}ubpETT%-irHeVKhk3=F*wI;F9nK& zR(sXuB-33I&U3YRBCdh#MkI{nXY}B7W-u?=b>@rj*uU1jdpF^94;eU6&2hAi=myGwrXG%y;K5)#3Bndn#gs zIaqqwqY8ccI4)6Lnq~hlGkjBHZZ2vx{#@0zcP~DD3-bHaHdv6~?wy{Hp`@O!b8qI3 zOaW zl3KHo>M^D0GY9xJbjy}l$d?5LZh5a%+fS?JpP=8TWYX-}0UQ?9+X)47ziv`j8E(}d z|4*>{@9(LMLTcx7ov*R5P-r4uk_CRgZ#(cf)gvl zQc_dZm21h#78Y9Q6F!eHJD-_ z@W}DOg((g#HT&(lx6EQe%PlEZefzi4F?xcZR8y9e9=EhKwY?YKV)xeTD_605)f6+o z#*<$L)kz=q(gzT3P}7z_r)Fu)i=MOn?3jv*Pv_$AKDl}OKRDOb+K{YgY8o&r%jip< zuh0B0C0|Y3=s4{=ZWj&K;{-0``DXjn7c>y&y&{Ln=!!cMj0Nsc?EJY=bsrBM;I8*8 zW>?A8h5F6^>o3kT-){{LUdx4u6fGsYeIRX?+HQUOcWLDIc=zrp?rz1C$M3B2IBV&{ z%r{q0b>Ds9Y;?=dUn7P;v$jI5=RC7ZLprV-$+rw70%8XqN$Q?a`>}cXmsuqL$6s=% zPrjL~_vXs4zn@k6RNS|i=$q?j&g}1AP!=G2`M+NO`+i#)TvbEk3LOlq2*`#tN}Lhv z&%Kp@_koQ6_>11Y164|=%5Bts{HX84TXGvMPo3nePaZNgHFT)@UtbCkR^$J4ZvO6? z|4-Yze8cjm>{&y?HSrafiKf#5(e6dr*Q1Wum$3k=0U}p>ppjmWFv61|o0=_JY{Jot z*=?(T_8W82DhYfCP^nqJ{u;utrYC-;hY#T|5yf}ejP-&a{bVNJN`chzY_b}ZUT4nP z#F&Sre4b=Pq%)GEQx$&tb?wPLcqhLm#v1aprcG-n73gLtrhLp9;@8;v-4_x1+J5wf z8Ev`iNuin`$K8w%;L@u^O*otJu2DjX}6u>JqJZkIgZ{O2ei%N+8{C5vE$sVUYI?-NQU{(h>*SJ1;!$aU-sfLlM{KINc zDfgxb`-;r2^8Kq@X+tc;>I()#M~@`TBD8kA*?ym!DJcmQ0O~You$H!ky<{Ptj2;jk z@ap`@Gq!Kv{*`z~pp?Ep-o?Qi?}M(u6n=3-zolP0Q=1PUw9;wUt||l#ql2}QK1s|; zDk&h1scA()XIHIK-;xuv&TbeGaH8P5fI2$3Ik=M7$OTj%He%>dt6PIBR;na}X)E8q z+>9kGMAyB2@;bO@-M=nL3*=h+t@zznz+YIn`>3r;5HGsM$lImw@!B>H;0S%LRdO3p zOFWqpE$Q@@oX&&aQPL?wY+X=KOxF+&w*pSCZ>(b!55>2tvTHZejuvCagg7pS zu-8gI*ur24IZh5wuIt{Hch)yb2zyZ3O^LfqMu z*YjYPa%uF2xTc8)y zlcsCTG9$8bLMzt#G@$NkkB9>Y8pU@YGue4C`wgAzj_%C?&yFk#qZW~urb(C3m5h49 z9VBsE@L?)(R|r=W{wTV-QRs#l1 zqzmg{oS#hPO`o?-e<7rbab1{0^5M1drp>JDu&`xc?4vy%J$jVN{_+ds8-?Jw_;(%8 zIU`*FxC5SBnbm38vJ-LnUHx#HDVWHdk=tu{g95sk;-cTbd*=cdBH+Q$wm9$VvWMHy z!`ZOogm#48p;V4O(1(dXx|*P)!*K2dJreV>^B`A1W9$2Pp~Am z?QOdsrR7faw-^xxXTb$m0{UAOlFSd|5htN~e&4iBk7JOX&1usaj^+_?O?&T`6)KUI zhAV+!Y4H6v>b7Zf9VjUgS`)c(4i%-g`WL>*2w!C=cbE-5#3TP+`^e%(Fp3_moXLPa z((S=+!lm!r+c01@H4$|aq;lFaCNL1O|%1NHv)%gg!o1tP@l4{cKw63 zmt#g-fi?!h5@@&DgX)Hn_4S*2ojO?(s=Ja>V;&8l_$|&}xeBW>edaJoQO3MQ#^`X6 z+QP!|fPo`j@O})B?6oKT?UKPy$C7%S|4C18(AKTGBwh7^71gxCcus507*sNU*zn=? zK_zM8*bLXn!p0`Zoxzm7w9aEs!{4yAuo!Kr76$?l-2e^BAu6bgiY}bKx(a=g^q1ZGC9QHkpi><8a)<#>C5O7)^U?L5-7>LzUZ zZ0SmOJ251J%{b%UQ1IC{Aefse2V2mxkw^!)k&%(#j;ppZPAG&sO$CW_MK719<&*OZ1LGbY(TL*P^7kZd+kP;;+z;Z~)_awuu)4khcj zj{FQgGwz#dhD^a$>az2dp&SSQ=W_z~kQ=L;RA$aDM7v|+=~CC4V6ct7Se8ua*)nP} z6@;t}jB)77on*Gw=#vZP_OzO$1~k$8z>z*8C~07v3`|wYn_Be*=kF-rBr;ZnF2abI zm^~iWU!w`Iqf&D2$R27VuZRN=JM9=umsLe?uQ>7_04h5ZpR{<*HW~i+5KZT<`@4-L$XO9OgHxY2!*WQpZywjXilX7*1E?=<^{q zCw562*5W;rz_!ggZvWhF)_}!$j*8yU5<+&orkDNR;=-dJCf01;`(ES0ZS?QnTVyt1 zX>y*7A!Aa-ELQE!+qVUVkBLfV8b3dsul5yiXPEQ3@2mVzKl8eA5SujqN$Ct<$bw-;9G$(}tDpb;2hP!&FV7r10QOU>u+vgtB%@HkD(u8+qxp$PI+!UNev93_W_}mC{_d|HuDbd-tvpSgz3Xei;4zP28F;(gZ$cL z{R5G-;0%hi(Q5Mm_K8G0m_iAS@G4y`9Nny*e2F;r@4wBO_4BGPXd~7$sqg16t|{}f zqSGnI1n%6qkpS&77SlOw?*c}A4aQK`Y1Yh-z-uzl1T?$D={MXpbXGxh&?aPJv`qT8 z1Ix>XOn*PguUX~?0CVHO>3iXM$VpLsqYf8o-v zzq)d3xr`J_(r;bDetgJ~V#z@y}!4w>knUpTCdns>>7eFZwmh0wO)bM~%RpR?{*(Bkk_#=TnEW`_z*P zX7}AhSaLZtvmuGo-EGefk2YW&TKNW0cOnP#=YE?9%QUGdM?b_If^Y`pN-!PLYn8ud< z-cRqX_4y2jB>;}VORTqD{K5`EyAp`oowFPBk}XSX?wzw85XicG^X7Zs=OKP)FJPj>xMS^(fR zmncwn7hYd@WifES!nb}lPkwH6m0@)1Fgv8?D108l;6X`Lg`V``uL%6?PE6CJwJQJu zh0W_u4(Hau$9G$hMtnhujL^@TqTDA6F zGVl4NH|iq0Av%#xLu=~4xcup=ucTjaE|r#WRg`^Z`LEs{9v<^&HKo0-@bl*m3m$it zU)x>L^2efUtkPUy-18``v`N~2^=@V+B^;8iL0H|F`S}|JAIFbVq8aJCAf{VEi*s>K z^biuxXZGpey}OKo?zr$b4v!9O4NT;f=g%+QTPpQ^1#VOH;{29f7x=Y-L*0lSdB4wZ zc0})Eg^O*e-f}Xmo>_!Zu^}3NO>^jFu=P8%0!AB5Hk?cjxs9fN$5{N-Rq*i1Cl-XB z=%7~nl%Cte5M>fVnh$A+cZ|gi>x;^glJs~YY?Uss*-p%Q+JqLmp~Ht?lfpAWHq4cZ zJl6EMwjq0OUs^C_%Kq!~?D{y*>;we=6}`K3N^U%`7kJXI;Mg%VY1e4dtt#D)O~$s~ zI@mIG_I6{^RqY>t(~W-p^kCt|BuHu{V}1um3cGGshy-YZ<2hzjgAbclCW~s5M7-nWiKMZl-qYl#jUvI zQX1h=d}#xh@95b6u-z0B5@je}-QKuPom#;=v-KFmR(g8LdluH!3_p4aEP#_9opgfi zZy!O5C(YSKbT`{4np`I9D4BKORd2(9!?~v-hVe0!y#3DI8ln;ddfdKs>wmtL1?5jm z`E5j7tbeD^co1mtT5QH7E_yD7KS8&>f^XL?`F6TvbaTJWS08D)E%}COrSYjyj;s)p zXf!sa;Mh_?f`Wxljwjj8{B@!jCMupgdhV)tA!lVoR72usB|MtbwC-J}bEoup>xtRVTQG|unTw3_+LLhmc5R6{9=Gb#r>O+?MYr^vb7B_mf8t0~ zE?NgvmIj=GQMJ8gyLOKW~#FxRfExwA$q&mh$YjPDih1485);vpSb;W}i$zY4~3M1LA?l+d4Vv zgsu3!7#lvByYYHDc(xCifBvsrzkOp@HVrTL?c=1AK=^xjqzAoEF&FLp@n4M%)*D|N zCn|W8-Q14MdwhmMKOW%Z_soDTY(2|W2a5VQk!++o&w)zeZv4@g6a9z@RlP#c3eZ4E zWE};xpDb6;eWGC^19?Ao&oIs{Ia5%pTD8k$X`4}2 z>tcCfnf;CH!)fif@c2;fuxS*-YGbd8H;+g<7=Ci5Wn%2<(}K5Xwrm*ysdjqW;}g^C z5rkRHtm2#r2FJ%l$GmlHy^17wta7No~V(soF>dGFQ>?Uwz}5l|>=SEw@R>*(OnjVMT}X%kX+o3gnBQ}`^Ep@6qF$9+IDHyCO<>G>uf9~f9S@Yb!s zMbu4X?9+x<1_NpxHz+Wfz2ASiCqV@zXf9j z`9w2h2$*GNX=)1g=z zjE=UEA0{Tso0UKU)*JLYu@-dG+d!mO(*`EtA^4_7;3ujn@b!bF{le6guD$j!HtQ;% zAo*w+6XanpJ5fLhK{wFgF5&BepCL#qzwR>bdQYI(j!Fb{01w=mrslWjWxw_I?%k_y zf)-6}6|{n7xJH%*Tj@}g61+4JoVNU#G13?%lg=ZX6ur@WXw8tZkHR zn%6x~m@PIXovWvOdKY)wg6XC{KGb+eNUy$)|;JZ~-gU3y8~1ZY~j$E+vRRtbm> zq2sIs!gNViCCc|O7L~lu|M(CeklC(n1~99dHpJ7^#j7C)`ZAWgXP-U>3%ZS|HR>8l zOsUB3SM(O(CTV)()`%Z&MQ>0|n>ard_<@Oqfox6da_B?w8t{W4jBG0LvphP}7XKdG zMK2iaJb}(US|m1^yC*^2adA!qHEp7-x)51D%L3HhxqG)De;EM2(S7slja07D@rxS{ zt|x89U7h`h!_@9=5wFxC4$AomHD#1<9~5E9!cw<&aqbo}wk+_-V|GGBidONVs{Qr*cm4O$>s&l0 z#gv+g9?BHzCUll1@>CAJ#zh!Atp{}DDm_pHaeV}HEZ7q-T7*v2?^6tu#yf9|w+PVf z+I19VkgY4+K6kHRLdhdsQxuZrTR8^=|zGz4_yPgRAe-O9?f!-*;jd zx$)M8H2H?IeYeN;ZhIH5NaP5?($G@-7LTpBm@sbK4i?LTXvxEQT6ntEM%$?#KqKZ%PNQZan5*@WJp97vJaI&AaDIf z?hQJ8yqa9NE;}Z~ZrB-AqD3$AZI`7;nwq`i3}R%gh!0Cs2q%_E|4>sIimlWk+;Dw# zHF;mi91@SYh|n%}|4NSUb`2zO3~FGm@UjE`1uX84LPE@nqx-bjh7PjRS|m*o5hBbRf!&g;danG`4y3_?u@07?f6>o|8)o^?(|E zM^7|w33?rTfHT&g5zIL^Y$I*Vc_`8QoZSou_Zd`sh2!#Xu5CsxYxC=>-brSAYE!&= z@b!2UmTl?JqGZdP_s^FBLs~ou+u+D#-3Jq^E8C6TLdJwq+7$`);97yuRs5I=t>1fK z(s8ERq2zrrqdTEuX1<}XkLlpS)f8U_TkL;&X~o3lKZ}NdY>lne8%bU9633atI&aMD z*fx54!>GV*^*R$De`EaY3y}-PCelq&@lO9PvxaWc%OYTiK#wT(i-4@($lOo9y7xQ} zWOB^@oHuV$Da%EW);J+fFh7XV)2+Z1yG=D7o{xv@Q1oNSvL0)F+Kru*dz|x?GfCZB zhAHE)-H*=LHX(gr!TJF>blX?(Y+5PuHBD~prs^P*ii_ZahZGkVZ-LgC({Z()gZZV> z+GQckH`3ViV@4cgyHwc3!I$eJf+=8S*oMpXb=>C4EK-L1Nc{C}*~SeUY(8XLZwv@% zq||ND;InF*Foav)-)*FH+YV(X{YzJPQIixO(#*DCN259}oV#E_FsR#%nt=zaJRR^Y zd&`hpV(V8wKG#3fqX;tjd9rr1Ufa><(gXj_Jm+lpwA9z%Uv(Zvx2)Hw)E+$WwQ*1w zuyt#Aa#kI6=FXWDNC!1ge7e1(L!LA6B4BDk~wo#AuFq)FqIC@_50Y3{@ zD}k(r>TtHz(+fTGG{1MllWPb>hKk(7rkZd;$4B@4T&X`!ZUv{%r-Ro^=efHtv7?s|S!S_72cKfZl`LrKfbY~4~63j|ru`MCqL3Ju$|V4s6qL|sj_ z?W4WCdP6|lu~7kZ-PDhn?{sA4*;nnK<&n5*EOIoa7S@X&=t zMeV=1-myGKk^#sy{X*3V??KCo+};!QkNh4fdEBi~|3>xezu=>JW4G@&QaZfH zjijWd87^F&J~fU0bL{~GE?s+ji=gmoX6BbeKf*48stJ;GYu=nWR?qs4va|Ccwz!g> z9{VtKLA^i-HSYO=4?l2@SFT^r+bk%_vf&e&kz)8a>a}x+*MO3e zl6#BOB5rqCI=xp^hfJHaWfP{RJ4k8FH#Nu#fB*?ZJ|j-G&{;O;l8Pqc zvTGMl8CD35Fl<0q2q9RWL?eJ`K^4S5{V|H%aGQi2kr&UXc{8a-+;iT z-ok#nmw#{1P@grhPL%}c?42hicssowT#=fYz^cTzR+L0sQZVp0ZDg$X(&QofM)W7RFx4+gRxT^ z{YSu^hu;XzaLm6KAHO0o0c}^?Re;7}ZxTQ&r>vXSq5Dd*#v&uV31CJW zE*#O2DM(|@!xbRzoufB3|*etLRU_}weusV_f%3?Ra|LXXf3uR7a<>ulCxo;@Mz&2zV4v!@R0 zbiw7*=Nb$|BJT1JDws=K3O z7>;_3oc2>)0K!G@)-0;k<5v>1zS^*y#g1I`bj0Y;^}#2Op?-e@Zfsk`4w@`(-MV#~ z4jo2(JO};IekVOj!(*8f4L8RhFI-<81) zHpd+Mxh|oG)xLXoWRytejK2u#BWVB)ljD86x=cLB*@{gjlWWoN*o~_ej~`H)IW)I# z1rv#`5c8{ie{ISWPO$BoHY2C)*m!8o$)FmehiOS0$|gx9E$B7f z@g7I;8m>EUxHJ#+N_XT+$as4!j%t(dH1yd%81=0Q`ZL&iMgy!Sb<8|IQD%GO-9z{y z{@RuTmgB6)l}pr;GZ?JF+1Qk^vcse4JzU1y)~*kh=E&1D?oa>Io%j#?4-d1Bd~ZNz zrEb!Un24Mt10ep8)!tP~AO)#hhep^3x2|+DsA)sM4kgu-xGNFSR>cQ51lZ$tZ4nw- ziVw9TN~ixI396%9<5rmZIW6SRsityJw_(G!FnzL325JWMw%W6?O=XQ#jnC#EIcL61 z9EjC>Ks;)o%4SGQbQw8|8PEe$Qa6Fjv+r7yW_YO@giL# z0Fu_5eueMb7qR@;cXbooD<$jed%oA%UayKquCL5Gxt@~Z`L3^wQ|;!KIUIz;71S*C zEhQ!i0qxN%uivoYj1FV%?AnoIZ)GFt-=##|fwSCDb2HejP&Pop%yI6SpMXEM;D_=J zM=e}<>L*yJFd$$Qbof&73%OGcdNF~78z~&e1xbBVtAPQ{PUTSQcJDq$hFBY~Abm)! zc9Npi4LAm_{H@I!p+e+v8k^ij^>1tXmwg4+iwvdq8~L7r!g_S5YATD#C&d%S-HcOUg`EIU3>I1^ke)vgn42|C>BD{`m)c@vj?24{f> z-tKOVtcLe1R0@cHy8Up+8SDZ=k_P4JiVz0c-JR#*5y8KyCrlfwjs#_TyTvrA=S_`z z?gvor!1mjpUd9o)NDXzEl0w)1p5X&L3-@@azo(NlRoG3{l{{n`uRC|JZuHNmhQ^bx zR6K;JU9+BZ5@uA<;5LN{LD2riDPS)Usw5=GMQ;~18_vI5qOP8v!7?w+%_20#71ttaE5-)6rpwjsz*_E7O8UUTT#FQ?!Q{84h zvW1EE`Qce)fEGM^(-4x1s7@+@7&5mGr*R-^+VuPFGU~vdr%^4N1Dt;5XhzmY{Z$a)O**$_W;d4`AzhvWYZXM!j<5km!Jd){re^~bA_bI}EBk4}Q1)tsWG~`LpoQ*K>wz)Sa zqssh#QwC90^3L3~660RCSu;b?-rTaqIm2$)y~M!tGhnUNBj3rowBnMGn4g*q#FW## zU=_Y1FF#*jHn`anPTPqV!TGqK1(6rNulWV>Q=cB_dp;i#8}PWY6m{U<0hPoOelo;( z%IwoLs$b`Xn2~yZ{eyV-EF)U2FJyYbYYToz9#T!&waA;fVwT+Ifw5W(g0I$}={mxq z_t_R4e#M1ye3QGVcwECWf*o7jJmxmhrgr@r&3oI@uH8{MP*4<-`)kg6cP=;X7}G~4 zLNU^XCg`@96a$=dd5Ola-NeQueW9$++!$}a4Q!%o=h#Gj(JOxS=FR>E#(CkMjDwGW zF_Kz*`u=XBm=xjM0N1_kdYeqX6OKP9EbQoT^1iw((;>*u#9RZ>S=dFE&HG%^`;f++DjqS@N!!+^4H0YI8VA;?4!1_;cRlX(_^$}PKF_L?_BC!)z} zv0P2Y*?CiQvS&cj$nb5!LGidTi&Ldbtl`$paUxs05mFyH$=wVLhJk1h`%X)2Siimx zDit)P?Ckc%y5C5L8rP33gpkAWvOXFSyMLwnhp}b5&we?QG4iNPMExyr5$*XPGoHW`)HvJ&_MQ@rpo7U&+QIwDmt} z$~78%dJ!Q+bXUMy9i1^ftme>5mNQ8BYO+I4xIGw2e?;(>9G%)7L#zgPhufYHB!oU68^{)gt32qiy3${0V`q2%d<`vELvVsK_XZ2$ki?k_xF%CX=N)lZndGg3_3iqWZtDocW*g zIdYd{D;8jL53$2U1Q9D_!#cLv0mm_z=VoNW{7ySqiWIiRc;APKN5>$bIep1a>e=XZuF{ zfKY;aSV}L>M>clW2wNg2<6@g-0sCZ}#-5sp?JB7GGU?7-?wO47>>1RbJ@hNj85d2^CmB>UtuR#-2x9t7$(9yW5M2J1lE zvwJrvl)f;&H-H|$)D!u?c#penpBZNoA5Bpwd_1AWa+Qx$%H_*rWX%edP79JD&D8vo zvLQB?)G*84c0S_mO9}ebL$0V(Q6yyZ0KMoG3bh%IJ$m$TC!8awL83;?&3*1t%iAd* zph+;d?19|sc`bER`BtYxO{WJU$Q;IrBqnq=P9eO-=S;yR$}&mwz-T!Bz))A41TfYy2Iy=^VrRg;peNEwik#Y5wn1V!vJN5F@5LVhK`uepRziUJ+(A9 zsh`djl?%XX?~9~LnWjM{zauMIRRJ$PQD2jT$l@87Fw}37{FD^cIvJl6*kqc1!R3P2=KDPw zlumDw^AsWSP0ASY@N%)&F`ltq;?wyNs|{z7T{+3aVbcIySjA<6jlyAq0yOXy^L5!27B(kHs&@E(UyxJ$x+KK*v0usAsK+~%BJe5R)eSWxZVqTF!X3W%n} zF!SOfT=~XgT9%N|@0%Hc(zkEzRz=4GE~_XK(p8WO(yMr_d$v*y@*)e-M~Giof^OQ6h zUi0WE9|}vS9|2m$=S?LtVC2X}HIBVu&9;^^haX+X^$n34j64ZFZ71tu8`qEVwBSox{!Zoq zkCDyuga>R;Yp@%>#FpJ&{g*;gO}c4m`O%0vvL^^wOhQSZmA$tnT%C%KWym1$I-x|f ztQHYZ-w9q_0qsp(&IQGf?Q0M-$nu~0W(>Scfu)yL_vXZylU@Qdpohtbg454m!X$8i zN9Prx5aMgQsIQFw+K2*Y{DFlnE9_vCGB1EcAElSX`D%`i;al9e6`QftDaOdD(!Ou$xuP8XwUJ+DM=}%e_CB=Bh1eJQj^4C_4A_L}~1NQ_Zjk)*GS$AkK$ucPT!W=u&LZqc@1ui=P9;}^u z7R9ef57}6(%9yw7K7DY9tvrfgRX<`48Q5_V6G=sM=iI8Sf;x5GV-ncOg$H$l%N zm=iVtx{fPlo)|QU^FU(fhn-uLd+(kGqEYhV4obg74?K{z!EkQVkl$nPXY}kgj;w6B zc@&ENCT~ie51)*S+YM*aS~@viL!yX;4YdbbUk@cGz~d3&M*4V96qi)?;WA1C&BCmoerpZM>O(8anvE$qy|w`3^iWT^x%B#{hb;cYj-SHOmL|0zil1M z7YO3s6R%0<8W%zssq|-0IRK3n^s2>1wchYyjn&lf_sd)0Z5Etb)Eyt=;$RNgfSGao zguex5$@Wa^dydDX2cxs#+g(~}tM;pvXtnILx57ieh>Qia8Ggm63x{H4U35QUF3MOk zGXxc+6R7U}He?lvG4h-!N{!w{wR0;-z}VBOG^b$^69tRB6(fvYTY{=Cswsfut&`HR zbLR-2RXE*}-;H;*3SgG;BL%5&T81s83w@aaI2xfN^E@f3~lh=@N!;R|U8gShea7K>G>$9$q)*vf8F+kL4w?Jmrg@DJh! z1@rnLDykpQ%Pyv_s@J+v*#t}1BGGB%Rr};h?ByOkk*E62Gi&$)xi9H+3v?_`3Dg1?p_A4+j@h z{)C2x`p_?Hu*Dc88=c5*%DMPaQwehRv`h8srmQ1~-KluN({|M_U-~j~<(NmN@r{j< zm4pqm*I{%I5`bf2vGI%0qs3krTPa<(6R+DD!NQgGZ?uKVK(oWj|8nr)oRyx&9`+6F zdlIlC&(9?(+Ms*G5wTFkv=>gl;h_E$s+vx6Okt4K`C3a#OtzR>Hu)8RvC}ptWMTp^ zMk7l5rpYYNMus%;D`uJ;nY(DoO{^K5rbf-8zOm<%%8C_#7e ztVj9yImc`{Yt<-MFuipK@0rdExU*l1Hq`pIwr@oKqBTx4u=>u|Dcl4`O|LSz_%f{P zgR|7ZBeu3QZNLtwOJgBo$i0z~yMYZgfn}zW`4V>9y!V9=^79L&@DkBBF${pFj#L*P z7#1Za)6sNc;nYI+uJh~C?Qj;Pk}@q3Wx{R2{*`mqVG79NX5inGX1Swq8%{O|3VQ2T z$2RQNiPWDq$Uot6=`BC$)60YEyM%nwm8jnhxa6WX;?u}PZMeLX#PmHm`LiBAZr12{j^&FxP3eGFpO z<8+&)o^*@^7kA4dV{ujZt+4Yi6LOC|_bw8pxk`Tl2+zoTu2Na}#;WRx{+ba}YcfcA zIxaoG^Kyg%&w)tvR(`ky`!prW80*RfEX-+D4yRKzPG0dATBeK}$ikV3(ci%@r&UiT z`DqPE;H*zkL0snJ{}iVr$)u~Y)ccN|UtMLtFze7YBj1HJoG;wZ4sHZk$x6S%B@x-V;U0-6$8u%F*zcZqkWGUlpg&yYeY1~4M4HMXa>-nR zmmZjlj4gvvXM=*~oEr9F%ZFv&XiBo#tV6_3M9&s)ojjN%`}p6S=EJ=@+v@1o++z6r zINK7nl9&Cd{!IJX$@VHKM;!cEc-P+&>XN%Y9F=l{64gzpR{L#BuF7azt0!a_*(7uu$8S0~Qa;CXqSG8rx3?+14%IurvHAxGkIw1mpKSu6 zCT$30lLg#3HFZAt!uz+s+6-V~rB8ua=-Q`G0LtiFg@szO`%&DCDr3BUkQX*HRRl*Y zZ*sv-!;HR#0!e-ze~Q7H<(ARlGW1Ap@Ap4`hb(k5U9SZCQsGFdjKmoiZ07GOLvsE) zFoAa^CJv=G*#oNNX1X`#I3%dwsb6yT@%lEeJFO4+M+1F?WRyylsf3Y<)d?yiFds%XkL3NlSzo$Npq4ETHdJ-%~sE|0Y>_7s=1vr8}?HSdggJKM?p4a zL~=J*`s?`3)M@q|7~6df>0(kca~1|Nm#P9QvDHYL7e&o)J%cMcW;K0I|0QqcJFn>~ zd!yk!0~p8^BnB8*CH1A9cdFFuX8P`m{U0)nWjf@nydR0vU!sE)iNeEC_EUzw-ljVD z&k6`W=YNOO~%AbB&jo&EzXGbyqCuVn6!%oH0(2jo9<~l{;s-2aYrJb4awY?74 zZETG#Ed+V_`FW2X-h0E&&dOGdkI($S-oa~WW5gF!5p9WYS!*SuX-lDOT_pdlSQB{s zFUkrEg?8qos^i1qP9w){*B55TyJJpokvX-II<+OtpXI0D6vY1a^sM{&K-b?K+s>R# z`n|>CY?{@d+l*z`@F+*Emsx-6^MQR&nlGGsJze;|a#53h`e5sc;>ezs(}jb_Gb#<} zHKBQj%XjX_)t6s>rn#cx|NevGS0uyo??3#i{Mi5fd2h(Rt|zdw6w-|qeQ zXG-3NO5FYTmkk?Z<-b4o3Q#eA-(Rn;|G!<}1lNY$!t%9}vky~ri^5`T_8#l0xZiAB zD;Yb|o@2Do(d|0vqwDx#Rasftb>}2DLBr2^{So!^(?c111^P!>_i}&z;Ke!BVOwk5 zU-L+~Pm@`&x}&xxQaW|%TfcOegj0IP=@pc{=dElVa5ud|k**VWeA$ox=HcPt_HDd^ zZYJ(DVem-Q`V^<@mz#w}MJh+uC}+6N*;GH^KV2OzqCP#?m|@-}=`!=VFGTNBs%}y5 zz(DB0cvFf_;#kR&Zk9=-@}H|W3P?s|%-j<^aNvM(-|HZ)3_~AYz2c! z`&ch8E3fw3;ns{S`j~EBetv>hmdRjC+A~)-H$kDUXt|I~+$V>G;{|?x{)y>nwHr6$ z+Oo|P3!Nsr(#HPzb4}K@vUMXJc`7s-ZLl#>Jot*_p+H}}$ z>fQN+8qXi=I`st!-On?s-J?_Jc=3o<=7pexYO3i5H1bc(WnI`Y(<$a`cU5Pn4j%d# zv+gY)_dr)sLBgfv1bmm6__mJI4kK;RygK=x%YAkyTzqyr!tvwU161mb!G`#@0(xp& zj%6x`xI>(3yt45g+s=G@a@{>ny_d$DlH+82AzxO{%%g;kcYb}QFs+?@J{|J3`fF z+YdFJV;H}Cdh5>p`#HgS1rF5>DLU;k0!1#fip>wgMJ$D})*brPQ+1DRlKT4C-yp(u zf>tn}d^smfzrt5@sl>Xc+<1P$|DAjJ&dGt;$XztUhPaFI*{dk;-OC>#czyFQZAyA~ zbLASThCPn&S7cds>q<#U zH3{z)v1q83UNX~Z_}Zwh7v$yTm9>anpnCJCRY^-8i{G4%=;W)e*|ettPqgjVUmuIv z560oUZ0zl`LYKlVi{FiQ7BoJ;dU|@ewVtD=)7)P#4{pq9Y!}tJ7xjaJ;9&v?}<>y7lYp|J)=M*H;x{S{-)mu8)rzSpygZ zaox0#h&;wfYsUG>Pu2C60o-a)GMlqZn-w=neDQSu`eBWEd$z*TT&;&$M6;WV_md}2 zw2EExno{*rGmL5zFsuoBCB;;pefv%xx|H-5H@lsUjYmmINi9WNlS9nTucTy&Bc}*q zN~_Q@P1w9G3Ih@+8+4F_l8OG>$d3*(IVpRU#-!v@dk>xM?Cfkz)2|TEmaCnKeaW_P zAn{r)uS$%(Kb6D?Ebr`im%bqNDTJD#mNfk^X^&#(>A|2F{?n&UDJQvnxWzg(({4HR zsXAQDc`6P&O14CGzEffI=FMSPFw;Amirrk)5-%Mon-Mg8^EN>((JUfE%B_EuRGN{~Q-kN?kgjYuyJEO7C$rjPG_JfA8 zq%Rj2mkEB?mTUcN%a$#wY1ht@J?Av}sZoxvC<>8xaI#jKE_z;7HE_oft*AfOY&yu# ze-Sg$tbboJ=EaK>1=(xYuH7Yc!>_Qga0(e^5SO1H$?47{AwDlJ-kmu=`1Z-4)!o@1 z_wL+z_p$6=mdBF&0WPit`A`89%;R0UdNj9`k+|(A@8BbsxoEot4ZS-$7RNGAL`XQ1 zkeGSxu(UB|EouyIWVD8mN?ohB+;@QbRR~uvLI83t@ofZ_NJ0SF^rIsw_bICt= zEYjt;zqE%!v8uIoaQKPh`S7Vyq|`aa+(Z?h5C0N<+5&4vWjLTqd`*f@fg#yh`zuG) z;x6pVz!o-bM=%jJ3;8By)BAVUNEKg+nS_J{d-nRZYxx&uMl$Z`*G5Q|x3{=tQjID76~*iWn0?YviZZO37aD=M?N=P-<5TlI%epA5TPClv|~tqw??*(2>+T1@oSdAFtJST}yj#we)thW23o^celq!)G@IcoWlCQOim)&VL7okZDJRFD|H{|x^pEc!;jg6x_XFi2n#yD=Uohq0CNMWNHB2V$usAU)`?5{km zmH8^h6%Zrl%$+SP9!6pg!=JzK-pyn`uk=XldeLvpZjS{Lh?$a$IWJ$H5p?}(<>k>c z(OaosytL?2Al00zm$T@bs+INn1OH>B%uj7urVegfw`_Uy{AwwCO+Q8lNhWyUtFoZO zaLWb`qig#5^+JmekK1}vRgk5;rm-5i^om{2F*I{5bn<)Xy;#2@4EgqKa~1RO2yu!) zed>*OPtP&#+`TK?EP)iElnd}mp{b{6zr(^gNT<^!=XwJeQNA4Fue-bT5V#w#r;!3H zwZsRZS z|H*frPLNvqW*eS3Yf)l)1p$quZLMsxc;#r>%J%ll7cX8U`}?=wert$V;lAbNbvc!h zq#DmC_vJ_|c3VhrnH_B_b}RVCWCr>9Jw}ik>d3R*CE@rSgJbkaA6MTcYW0{JuUq6y z&=hdUbOoo!jY`IW`OnYp2XZUz@mk-;!X|JA&vn!v3O9k{X2gmEi&a;~5l649$F;oFpwzV4=E~qec5KQ%@ z?LJ?)z2o^|^^}KU*aap90o+Q1h$xJxgK7z)W&zrxpVxIv-MxRm8LNfbIbX!1@q8~+ z;2obJmqM6)==5f+?aV9x z{B-Nqt#~X_auuEK++5M2?ulky7lpFB+v_p9$F9HLMuvv~|1P&#op34O^*Z23Dor6= z82hlAOgVwkav{7(rUmJTivthq7HZtvaYWX3!QfwBV9vUE^FE$FeecA?#DkZT;*MO- zzJX9m*X|HG^4tFX)7?vp>Wn(q92EyZU0*U_Sl9-098a-n1Rp+nM4^DHU|A%qpY7tE z8?2&tyER`end&(H+-cHqsPV7K{@NU4kDl_4z@z*3w|2+-1s_{OLJtzn@at5)5{sg{ zllP?;pC^vB=cHCUlq}8~`(iHE*mwe*@cS$8(=B?IIWA?Q7|^rJ?vVzx0#0toyDNpy;5eF zZu9x=zDexm=!Gm`E+L;K03wal9dtXoH?oMj3IK8)J3XD?u~Y$fP_X2R1g|~LuO3P` zG291+L)7rR@)s`n`5Vx$=kqVkx(t5a8C*A}1zzPt&2XMJDHsPIF{6g=JAJz)usQBx zsf@tYt5+R7RGvP2rf}s7P#=(ofl5f5wH=s6Q+GF(P+P+zDYv$t*Q^mQw7mk%e=a|3 zwDfh*p^zo-5N*boLP5w887RIKZ*w$p=Z;q!n9QVVOKii{j>K8gBx5RE9sv z$;%5BIE=iubB)(5bhN(hD@fPcKj3is_6B~2JQjqCSwJDzKcC+{tKVM0UoIah)%n-0 zTcOD7q31c>8USv0iiqThcU9UH4CmXvzs0I6GtIJ_LK&qK!hE#c`6suT;a1_kaA9)+ zhCE^(dqkX^lFgORZ=cW$qunu+O%*#jicc77u~Lg|`tF7vGYxiH7|E%AeDcpE?tBI( z2fyK)odr^e8(9%22H!pNO4B%8-re2JF6rFx!Trnh^f5et#%^vYsV+PZo-lw*Aw8Ho z@~HD%UkFF}!*36~?`-8ZG)dXGTX-ieM#ld)7A4<@;`ADT_ip~Ph^W|=7ZfjAi2;ELrM)L?w)D*PN77qrcj_ad8&X3N*)^&xlvqS% z-{|Dol+Dl1%#@7q6-_aw$F6D_2uT^afCT$cCxLG<8$qHr)Mfw-(v&eT>`jEbDH$Ta@ABu4r29s1Do1LJVf!j4}3qjP^CLx0o8jcO-Ocy@|fSXh{}Jb%K%DU}2@L$pKq z{9RT)UK;2@b%S>0eVI7Tj2M8@;rX9`{y7e*wk_X2u~d{Ak66po#3ALXf!LD^@)LS( z_xS~N#vb>tSH1dtb{%6-Ii%gS)6&v}?_HD|Xg3PA?t8tRmf!R2cYzEhPh|?zM&w#a z_{68`Ljz6v<_rddT}o^a@{O>0{WF6~#{6i(n1T1Zf%@1iw*`kI+PN1tNq>8;>%p{l zo2cZTk~?3L#Be>FsFoO9I-7OnpFa|i=@%Cl#)R&-CaUul&3y`=2S1pu7U|aTs0cZ7 zIR-o!QM}#opCRZ+a{2a$9l;@}wDO%p9zOhpC`4Vp-)uvT?zu6+FBV-u5#wg zU#mCnGT16NQ4-+MzllRE%BJsi>lDxpJ=ZVu{{8zCeO0klA$&u?5KV3Yt`EP?8r=*u z5SB8cEwU9@_nf0A^S<)dOEE&0;I+M$*i6^Q@ zQb|DK6O-?FTWd|Ge?vjNi*v00)BTl0Ye{Af_6` zJ{;mRzWT9KA_t>)s)(P9&Frk?Pu55~1-2?fm*2BzPgBWooO{P*0S9@=l1uVJG3+fLtjAzGS$-C8u4$s6=#b>HI|7Ke7$*@C!08||Wq9k}3(Qu-%I!AB%5gV8h z5wE6(QcFybc8#UhDwZS#1ow138dRS>_0PE~E&wb` zE`6J%v(I+ZL!!B|^zCFT`g`3Gg_BGg;;buBBAi^u0U#Z-a(uuu9Y>^t^!(c?`J>>rbY_mqP`)Fx{ZzjZAU-gd*z>?4OeT%VWNS zPd5q3HUXK+dA5_TVkY7+tTED6bQvPly~WAMC4(C&1U+LM6M;)(K^0pY`7US6gFS^n zqNxrU?@ip()6>J@8}7R0859Ety)Twsg-#WTY-H@KBP1_F!hIX*u^11DZU_seUZmSq z-|fsPo8h|Tt!r^}8RGnQ2zwCO>SD~#T{lR1`}P8@4skjf0#>Wev=gB3P|w}ELrzOg z32Idz*8Wv?kF`5(3GAPvxEqrbLcR6ZU!tztlpUPj-&{kjbpGvgw?F~nr!R@0sgMPW z7e)*0W)t;F+{4<1O`GJAdm51giTo3u57p1~pFdVH0%HtLYXNoB@`H{>>wQ{?R-Z^S z1Kt*cT+mrN1W{PfZo?3P<3IfbCSw9&QC=?i@H;T_hAdO{f-@Eq&xQdM8)B6>`=Af$ z@9sGPS@}|u#uMD|P<(7edZN<68Am97gfzXXuC5-f@hx~_(V3667mCyq0|Xiy&+Pnr z42d;op;PIeN4Ieh1JU(WRh1kB-9{wZ1_+Yj^Po#Syu6C5*6+w%bgNG4Js(Y@FU|5K zGdSr%-{`+0Hu5Y4i(qs04}hon8|b=CH;QNP7I#SUH!x{TxULcrvFgsIJrXyxwY7mw zTa6-HGo`IR{uQs0_O$fYuTY7+sTmFFkF&l(2amxBHmzE*ROH!u`t)pQQI}cebe> zl@YTYVoE!3@A#{cq%cT}x4ZFY*4?{Jb*7lz(wEtS3a!kWQ*;!xwI5b%gAgf<6SUn{ zGSm&pQKiJ)?Yl~GwH;e$Hw_ak3=OP2Wf2+N5P;*;`+xp~0MB$^#5k~c#Q5+VLhd1w z0t+iu%Ju7WYdT$I$GtMw$!ZZUKu(KcRCmH5&9s;C5II=fyJDw4!lNZM6w*PHi z^)4tV@Hdb=9>IXxsntH(mQ|${5z*_(UtS29(X>?pOIHv8?${$SdjX>N20Vbko-;5x zRj-7hLGt{BJdqjUC+0Gf#Q&*jEwgv424+w|Npd=nEMXpyd~glbxGN#-xvq2RJYeSj z2F1*o%i(j3t@{va1w;7svV&7E=hWnHTF1(3mQNqEfZ%XlHu$h{XABZXnPHN5#OIn< z+R#NZM!f*7A3(I4lNGvxOd!b-Y(eO!=&=&a0?%s zk0kf!){NL`0~63@P#d?TwP&E;(f?@KsZT^aD*2iMF~EeLzP{_wd-TQVqh|9nBc^Sc z#`+2%8^}{Jdb<`L9k(slDgodtnD^GmG6_0%b^Eq$2F^3X#?DipuaYOX-5_UaL)4!p z{dnruojY#?$P{-XtA1yA&=%zZqZJ@3D&$ynzB#=~(m?V~iAm$ZaCa=mU6UTt^$huE z=X~T#+?n#oW!~Z8;nR-q$Hpw1Ejx0pu>v&oE$d@^2Ee6_n^PVE=7xbN#Q>2Cy9tD` zA1!~7T0H-Hmk|i1)5km9^2l`x5DrMZFa`;W>8V=#^yyQ1|KHAfQ@8&5>lJd}`3@r{ zD9&MIQQq_7t`^6`Q$wFWKN>!PSc)a0k#;SH7Qht)R38Hf7X$v(^w&KI3Z?q$HrE8_ zg1!m1SwjN3?WL#%@=S{cL7+9H#FcgFFZL#BBhmMqac%gR<5{*@Y@fM*03Ejs$o}oe&wWB#q-`C8|Q$PJ8!H$}HeNl0jusvcMzDGk!k| zi8~CxMR-?*Fbzy`8HlwR@ZtasRWGaD&qE-fLgsBkw7RWI5?6JiE`rE0re?c64*mAq zDTLL7I{BG{&8d7KOa<0h37d$ZMv7;z19|k-ORko#9%;*x16@q#^>ZwkdSky(49bv2 z%2~*KL;mOY_~+#0kYXBGhw1ESr?74G4*hg6i)77=bJ#0HI0eIv7r6fVGc-)Bru^#K zTU7h8E*(y;J+q5~w z7-B!Fet`&aNl3|66&2?}E1Qw<8WPkFg_mio%{B zeKInCLpn%A@mWk_b7145+ZKt~-AAu@k{dT~%dE^lI?!pAI>P$GAEMu9K=gOm77z0u ze`Q|#`sD)=^o5}KxIv<+VOcYq*P3CJ2t>Y%|Jq+f3pVls16RpgHp6%(2>{dKsoMgP z-({hZ1oEGQ=HZx4T|IhstY|g@gD-mVr>K+n_ecuaev;p^a^SgXGcT&C6)E4a6Phu~ zyfhR#E<1SL(k|cmY_`iq>Fm87)e{Bo6iP1Z_{dJ|a}gwpCx5J3KlslYPSg*}>;Q7e zZUhEXDR!NkLZ$b(_)GRg2->8|0ku0SH#c`1r_Ra~0Iwk#r*r#XbUlt)%8OYsPJgLZg zDE?iUd}z^P+Eti`Lc!?pQA&r`sne&`lC_Qz4M0MoLu(W>jR1aQxFt=|ng-_o(t>Y z(3;HxkBJA8Bz3Ti(|M-p&btN0y5L7r0|-O`L=T|rY77vF{_@BIz4+Los8WzkhQFnnRuc(&cWuseGVWzh$& zqP=oozkdB)NJte6qUy^|60Hyfk6FEcao8Jv6H0DI#U2-V(3)mI`$rtFC66S|=%X}2 z77rg^>fyVG^}ptU?b{Lum*+w$@iu_Bii(pDQ)Y8v7ZMf!neu8oR?jPCB=|a1FM9j? zV-fE)t56i^8yFyIqa{-bk{K%VA3uIng>pal^=p(<2O`TsF0OMh(i~KdlDYlS2X!Zi zk$vAITjjO1=RPb^2YeINQwJgX5StaSGe`Du@Jx7iqJBGjH;#}(dzh-Sc@1450)(IW z6RGTV2%kp<|9S*IBCX{g5wYlai^3?WHLY5;suDAmKgMJ-)lh{sZ69_`t%YN)K30hc zZqR#khHMcRh*9ByY~TfG5h|UEc-W{>xbq^GU8+cgeGux98V8Zb;5Si2xwG#hBX5lu6?yF7L0O0)>iC^X zQJvH?>xznsLjnTI#4?4vu2V8KT;Xy5(KojFx@b8fzyf|}T6Rn6l(_4loWqEXHM-j# z(8SEc68zy)V;Q24btNNxW8Eo0(`;R|{cwYmdJkq4%m8%eZQHg5etbaj+qasM{&u+_ zU7u%bl!1&~4{?Ch^{LARlb!l+;K`^4DwKy5=L4+lZ$M>ZWo4~@d~zjNNSL^90UQ#O zi1b<@)I=A^w(NGVa9_%{8&K{6;30&5YM{QgT)sRFYQX+VloQ^>5bo>>>tGB5Z4*D0 zOIJVj@eQ)E|^k@as%ecu4Bae z2OT3T8#S_AHW7=5q#omMfX@YgEY7_=X7A{jYYf?4p#-bt0Tvs+Tr=~Af4p{HdKN+9 z8`uP1Qn|Qd2ADrnC?{TnMfrU+xC$BJt+zH2 zkmwlfCBpc9lRL7^v2NtE+aG=J-X(qn@A1jW3}2%(4S6JrHyGaGHY1_YSFdCQZF*%0 zT^R|H_HdsBT{Uo&=DP0&Q=%Z8F+Jc%<~bNneQ$o4f6g&l;meAdHF9-@BaE0MJ0e%D z+lCSjDi3u^P=Klp6s08HqP7pY$Zi6+)@?@-3?Nkj zOEZ}>n0&?TKZl~X_HX5qKZ=S50sh}0G@0q|cfrj|jGB{Ng+Qf` zq7@m$a!j&wTIERO>7}`TPSf@Sa=|;n35IBGcefvE(@s);a%z<=GH3XBz)*m+<^0@S zD7i8xXXFNtl=V=7FxJ^Ke1L7xius);dQoOXbTn@>;u;0kXm_nCVxEF`Y>w;n0>9HR zWSYx-?lg-?*AEv!s-}i(y{T)`hx&hucKa2KkeTukQ$*wh1Sm_NShLo29*gyqs5L+4 zDwawJlb8B~NHP1@gmXoHZlCwrWwJtRU@S(c@@HWFHu^wPHs8ftaHdii#h-W=jh zpAtggkODo16^^G|#JG++M4RPw|N4*fDkl6s)$o&Ejk>I^07qkETR$Xt0fsk9GQ`=F z^$h`WSuT_&(@IglaeOZ3RpD1h*qpHIyxKT@X(9-cwD| zcqfxSr|nPxh82!rj*2Hy{2*~@_!Q?JVIL`4cj8y-d#NB`HAvWwkE}$`B$3wak2l z=M+i~d*u#9PTASpAHyUlW-&>m1T1(1+e0;SJNZumvanCtwKSTW<4C)d_~rxvMfjqWC!&0_lLyf)ic;{z+MX( z7G`X(>H88Bf5TttHlt~(2`>Ojq7WO~vPyvVr+se)GFH-uifY0|QtxM3hf;20jWeM>3yz z)MZGI8QSd4SP+SJ`+`#3E*g)Nz;;Ty?59h`D?GQsQhSyZU(?(nkt1^iA;hU=n`weU zCtw{V=oaPIL`WXe_Xcac-aJMSJCsNE8g3eNYSzLUU}$(~#tVvm41mJxxt5nkYTvvbUQ{sVgc6|2n8JjcjDIZ4hdsDy)kaFr)jPHn z`q>Guv*(FB9)XBhGZ|5+F&)IrI&ZOqJev=7Cu`9G0nAp^5ROGE4N;9{2!&fN+PYtU zc?+=zRJ!MRCzdWzCJL6VJo@F{X*>n$IsC~2yDCbU5Sj+DCWvtA2I~VpcLC!M-_?2m zOS!Xmx6y3nL4GnvGZ6U2%mQ3LeggntL?P-A;Fc!7e37vZ2kmsLa2jiJd89mnG;~N| z+SqLq)}!C?%E%)D(xzg{SP74iZrf%Y5ZtX>xbr$La-LU=kl-0u;^m?#81~d8jQ#A} zF(Bw*l5XN*c*$_qQg-1n__s6IA`If3@%R}&C3OH_;_8(gf4S8ekRyZYPI+ImfxM-xRt&uuyga_ci#8E(At+jsDCc2Y2(Uc{#~pthtXSZEVU zg~`@34*w=q2B62wTXQwCrKLr@CcM7O6eD1e+FKh;pYQlOR{JDJE?&ruC-O3deuo?`;$H&?3?$215Ra|%v`{pHid2hp-hw-esjwgXj=CME;0Nhl^ zTvvN$g4FMAKhUi>2Pvan=a@Sb0uD)Mp{o8ja8YAcViA~3a1n?+p;)j+&7;_Fc3(A~ zsOvf%(3$M(HMa|fC^-mSrGc2>zJ9q%SS-=LJXfqtGC#bdilgGo`1nNxyaS#2Ri*yD z6TJm1pvS5`KCyyLpNKtPZpc{mMUs^d$8|wj_nJn}92c6)xGo!ck`MhFAT;fnMV+`h z$4q;g{`tFZ?6hM2E8w)oCXubV^@p;U57ZD-Iy*W@*&A}sarp%JmXx8|JBW65F6PPj zL`FtJ22Mb|QyzaOV3%0^NvW6k$z~lXUo1hQ48&POE_>}c&z*uAp*`A0I)j`fp^2d4 zO8kq2%ag*sSMAN(b$M5J*MC%0AA-)U#mmb}EDTUCxdxUjl!{f9pCM^7qKMQ0@FHvv z`jalT7>^v*Gyw;)O#bwn8V_-N1eU(QCWZ8#q}g4VVomO>+9#EfC!z9vV8)( z@DoHAkp9LLcevsmBJTmy#_<(@J;fL?Y8EF23={;2tr-vo_Q7whVuwB|re?ZE)UF%o zj092f<3H!|ZQQFj1tBgSs5yK5q;eA`#wwG3$?Kf@=eIXY(IH3H%8m zU!)!iuM4SAqF5`3{sdJ3(!jvLC_p`DTCBqjVN{%*&f zjZTh^H!#J{*s*XtN)YQexh0eoqTnUj4&w!BPRgo9rK@jnFacs;0wg4@bb~vnwm&5; zDNq}0zL>vc*mf^(A0MPT*?fBeI-*gN_}>Aneb1W!oYldx&rb>Yz|S#xQ_psCSXlrv=+^Rr{Ar2PTFB}~#K8-au4qr=Id+^Gb^54M;cV7z6Os z-ZjT=Qds;p=R+-MM!``Ym12Jbvcn`s5iESDplE*zl?4C~t!81rK@9~7e*o{ubDvOe zeT+C-Ik4BWhS5nuK=KE7KLhO6YS^I6%gJifDIoMKGn8NdHcGTMqK2@3y}?Qu{n!}|LBXVM$$0s0_|}mnIGRMj^<)H40FveB#k!B`L`GnD zk7!T7elM#URf%Q4_cyZzfP*%l%OH6BD+wSYG$iFd_HrxS|M}O7+?n|>_qg1(#>Oa( zaWnkrd*_bz&eI?^@Fb!nXg5~TP%d1qA$@wRv!MB^HueL|xB}P{&rL1i9E1q00MzMC zwZ&erv#jlGDS@soV=Y1Zgf+TgNoO9Pw(l1~%p?f%2^z*=XwJh_n>bX8a?}jYn zb?}kIJ(A9G2=l~E9ko<&OYle!s(TQfRRN%tR3vuXI}2ZB5bhh>)WB_rJHF1ADQqa@ z+gtXqD(H~W5jbHU5YZj0co6Hb0a6K3eW9o)qK@c{rPv1!C|HBEL;5aEAsi6h8NQaJ z+Di&EFSjbi0Su7HJ_QH~TaX;enSR(;Nh?;aZt>xvA?pz78Qlk>Bb^26uqB~yB!XZ@ zfK#QqWFzMoBRv^8Q-56z${4w3kp*{S3e+R@5Ex>=eo>rYQ5ZWftJIqj0;&a2$MhJ=>&e1(rO0VcphB;%9LHf)VJv|Av-UAnu#La8gg=FMNj0#Vcm zU@{~|KJ+Q}E)N8N)(=?5@1-^)-@}6QJESWl7JCO#3Z>;rHN@ByD_DrV`cQgoKuv^7 z!~N9O_~A2nJ-oeaLc9e^d{9bC_eXi=89ED?;L!7sKel5nz}KOTq+;*z;QOaqNo(L< zbt`-OM$`y|V5cs~Cw>~_YTHw)-``VXT}xd&@gU1hd zBX~rwSQ{v(5kv#!-Y6*caY)~E?O*XG%B#OK4;QbecxH5LUBBf%!q90i7B!S8vXbBi zC(#y_q@I_rzF!Zj;cV~M-WLe%(@=h1S63^*lA?mT9NHzGqR33}J8>{-Yip>p{rHS$ z=Iimwo0yT$koDgpV4x>TghomyP`y)-n^a1c77I|z=#`!`1)_TvJHr*RW6 z+=c-zngN*}a;zTZ$J$f{_sA&4Cr_{h)fXG}e(v=|0HF?m<~tBPp$zp0%@kvz=av?k z#MK|3PBIg!v300=q!PtVvyfuNH;+aaySa|-kFxFj2d)TM(U@Q?P8x5MNL)%#a@+y@?X3S`= zu`B$nkB_*V^VRihsjpWd*%cdrzztI;%)Qj&SAAM~!66`jDO6A1-ZF1~#6h~g@k+nw zTWouRaeD*XQw(<;Sf5s|)f1rZ6hNRG@KK|q;{YjEEx%5P^?mI<0paeLNyG0OIi<8A z6Q%`+fSVEPnYOmgRP`o`Uk|a%EgqY&n*H%9UPe#AO2$B^#IuNfm%_>SjXFsL{M&f_f8MCQHw4|u z4;0@N4Wst6{POdGntppR~Y zav2p|*Mp8fY6PG(`$dc}ELJH5y=gC8+a>9oN&3Rc>xA$Jkg*@H|K7tcap@QG`^6Hl zFVpugZiWe5ze`$gjl2R3qi^%tIQ&Af>UQaseYkGUncU7RfsXI1VW}JCTO!7zQMt7B z3HcKGc1UbLUN&rd4*g8Y>&U2;8XErf`!D^fNoSQ!9+`NQ43>x73;kNh;AYGM^oIrU z0%TSpxSkN-YEsOhx-`PG2b=oY)WV6o(B+>JeuS*u4ApF;jZfqG2>=w8Je$5L#7OK@ zwbnEmE_TBA1?hFg#gfn+W%};7_A-YY%kC5y@opf6O^lDH1y{U$`Kqk!EJ+cho8rh4 zG!;Aa9VwunK}#4gT#`9e-?W4lBR>F@Xq53f%aY0S*|3Z*PZD~T8X+qUl4W7_3T1AP zt7afxyZ0|vkdnTV#Q0y}__0JAOJM>o+M{$*{YYFL_OW_MJW%HN3BN}++_l=HPG#5kRZF+eky*JAqd;Ku2t;C~*8jpnMz!b-b#`K=}uTcBtixtXq(N`16 zg!L20E0Xbf(j*695DT;=nuMtzYq| zV(%^Of!S9ZP%E7r@PNsC-Q27W)JPio!i0<&w=Uy*DZSdDmk4Pnb)r*fIix)&jx4gA zpya$GTN9oNWPf!+S5Z`W5T7Q^oKhh%8=j|n;FG?-zGy6d8Sr?s9cPIy)N6KFh77>o z3gEUP(v=V6Mir0%%0EF=>49TU;z5IpZ{{qg{Uc5+7l`8}NLOFi@|fKv66ITMQ-F!fS8HhqP1V z2j%T>4xzOU{mDjN==`mxqB>u+F9-<1Q$Ar^T662Z-d{-R7q^puq=f2zJxULP4NIVI zHrCer^2nchfBp9@u({dTR();uLdm4EwpIyb_w|3`$a@U7eGh{1#7cu3#>?;4a;9lU z_0Px)vEmPGsH)P^(}1;EiRkGe6USKoCk zMS#n!Ch+8{#zr*+4%}x(xee+TG{$mg`UhaX*U+S4eqo6+|(sZsKPDAmuyYZp!So$}3F(%xG-RG6YJH*O*aq zdIvVrG1&jnzOSPE+LQ(Usq=_$DcC#*Xry!uGvX9#Zuo!-YDT2Cn#CMh^2LTjkl7_{ zM*40B&=#pitd+J6sd{>#3t0n`z*(j^F@b;&WQ6N!8mfptB)X`9Mw?%g+cS%{U3Gkj zh+OE%gm8SG=qTVd(?Ip6fX<{{1eNP)Y`-|j*_zMc+(3_aby@3jR(j>`Hb34rIDforK^6G|*1qArhS-F_P0ShK6R2 zZGemx3mIVuQuZY1i8}_?S5l}R=!(RQy(l7Q)AZVqpo~H{0djl8 z?a}0pIfkGXVD=g$D;ex29#G5Ses^9c9(fAn{~+q_h*R|>HlXs3_MJqCw?rsGnVu&0L`nslO+k%VOD{*d?gr+Y^i&Z-joSSXWJ%J1Md%=Cq((d9h!UX`oCQ;TA-xh^Yx?asA6z07Htm~CU<3fu=N)FC+jP9sx*lTNnN>JXZeMu>BY zD0K*HckkS}h@NQlt;eAP2EXAy79H5Azy?aMBc)5IJXGo#Wa}od&|}V1Hwc?y^dhv9 z{#*v0=!t3%y2lDhM|8NlhK5F14l8ESO89$*vWbW0Vv73?6E+VcIu}wikLuGiYl&%( zKI{Ssm{tdQ0RFlwUgi+a>)7Ssw?st^gV%&g-hRZju zUF(lLqo4@`FO^0P3n`s|?iIbu@_)^|TYe@{!07v#NH+0U&54fVA4#SmcSCwih!F>U zD%g^vEzMs)a~ID+gH6+Q896po$wW7p8sJoY4?%r-YfTA0 zqU32HUQlTe5gL$CpCX*a19ryGn8Nyi`fxmC_p_Eo)4>Szv1m#%1;3uhaU0V}WW*QP zGy}NUfce2GDFUQD5V03@{aXGt1>L<)SY&N^wy`r~-KkIn5+F($YjKmSzE~n)`&C~@ z$5$2HgC?enm=;MaA?2wq=b>bw>B%o&mJOZx_NH#Am&`-W8ENZSY>7Yztt#ryX-Lb0$2*h1h+a43*&gk^q@Z$BaY z5h)*Ifw;}cohNV*I6&mT5g_1qy!`av0E|O=FhLV_f;ocFVITx7hVDiu3PmQ^>XY}( zZB-kD8iB{kFLjN){Cd7`6F>bzBDFzJ3sY<>LE{9naMcByy^@pUYiECOwNVfzlXJWGw>#V1JX|+dvUZU0NN?HAKaSL|emq{0k}I zAjO~r6h`F%aw8|PG(bZ(-F@DaMY0LAg^C)lIPkvG`b%L@_Ox45}>w;bsoI=$5 zahOuK9|!E9p%yLrbcf%`P_W;?0Vv-5&_05)%)p9CK!(>Y9=EDhrJk&H00qIuc$EtH zFT6G-B3vBQOpk)iI0}#V8S#A(T@H|NM@5&Q$WNhBiX7oXy8Mt=RN?nX)+^Bk@2X12 z)KWZMbbOUqv_UHou>V#ocbLsAw9>BK z$})piN-D`XTIZ@tG1@T*(SkxNtdIUDlipYUL~TV^crqd+W=eru@!?ynDV2u{*je+) zJmfqXCR`dAqLL)02-ZGYTns8DD&1hZxG{;YD5csIqNP1NSRsAsGm*0V_MHY$rF7(w z*`_%Ur&T=M{R`}#Hfoi$SzfQt=_YA4V(#1s39r12 z@loPwiY#Qyp!lH-;UEw@mXk{?xK@0XQH6AcA`(*v7_PLeF`YK+uww zYD|6<5tl9VILRU_*u}+#7$`KQILUaV=8pxeJiKi+g)WQ(dF(gsdcV98LWzwP2#mmb zc-BpiSYp${xxwRvya2-Qz{HO1{X%sITL;`DSPE^Khb}(-3%11+@dzdW_zr#Wu(DJI zkW>0tst(~mi{>$$J!aR^gcL)>anz5~4G?7*c`&8QZgwHy*kJ7r>JP0Gbg&W&30ML2 zia=FtI6rD#3XGF zDBg0FT)xRr_DJ?Pm~k-S-=$ekGhs-(NU9J7@f!UDZy-PTiTmv2KgG*?e33@z<_pO? z%P7i|o%B$V+>cSTTow^ifS$DSuLqIz^TPMpu{CgOCBTqQ922D2fJ)J_e6j18EQ3f^ zq~#gM=P}?rgUu%f7~?oQ!EXd|0BOYhsNWE8ZZVE#Dw=qG2vsTBY%_v--fvhIB!=o^ z@5e|Ky(Ob}rQ%)KN^l0!USx;nU^iIi7*X%vU%^h5MG1lA9bSF!EGDWkNfDARCOGs- zSRbAAI)Kv6kRy|?6Dk4uJPNMqM6j9V1Zt)CT_JiOk&eD_(*HvmuTf?r9tc_;LYvyN za~nw*AiiSQHAo?iM+7szRr}98PLgx~>LL&^ex+odHd3uCgDxGurQrOPi zOIl7uh#F-hHCDL|GRoL5S+G4Nqun1Sw!8NVrgN&X^2y<2*(m*oQwMO?%5ze^0kI_( z*=l`n<+>6N4*=M@n8Ps602Z>fap5w13%;)_D;MSj(Hl+gwhoe!|U(n?l#*#hqU%Cu#&?yDgYrMcmb}>c;&bm)mK&TX?<1N46bKYRwX3>86x!rPcqGz)KZx^U zxIVmL8`&7&ix@BSU4rYF{I0y__LFI}uwYwq#%S!uOerCd)GiBbo)7PRk9aO!$hcso z0v$`Br_fNV@;z~BPj=rQf7eCeSr*1AR!Y{^`jMnd-1PAo>oVt%WEF$$h{t#4$)5Q=}dO1J+X*+Iv5I*hiW>|N1M6rx+pM6kwXI z`ve~NMddP2f*QzFVhBNH;XV%yH<=t$LMmn0HI2|#Y2e2Jq)QPA<(sb?eYAszMr<79 zxRP)&eQ)XjF3#qg?6I^+##=%2d)Zb%f&@grN8gv;D}T)XQ=}$c98RPR9%c_;5-}e^ zxl)B=bgV@L2RbmI;f-%=hyP-KX&SiAAyHA$QYJ~hM*r3?WQ$K<0mdfO)Ez+smSEz3 zh@Sz2i=qwy`(J`1mm_<8b~b0R{aV`ZNK2+a5fC)G;$Ibh5ZM&^CUTh&4wb9S-*M6e zj)P=moIz-u4M0+A=!_vNu$lD%&WV9-N#A@7q8QY>LDWv@wzl{_Pxe25K!ikikjV+Z zC|V^TDiaokbQC{x2wY2QVOWqHLxNbLj3zx&%SO10gL$6lGHAv%HP=JmEV|l>8$%6k z3#eK@1?K3iRv-)ihnnNbUWJ+(NQE*qZE8F*bB!(#8w!Swn2mvN$QgM$1r7?>)y+^g zNq41YdofrvqDL_KJFp1J8K|ac7E9u*PbiY^JHIL{s4~J@t zOJar39+MOgzZmISLZCuSy?|zdG*ecjFjCJaO2KzYLpAfpyTjc$VTH0cmK ziV74uSwMb%e&X3YY6%S-LlDqYv6y4U)M2_*dw%7gslV1xUY+e&w_Q2-c}xB*r!N0YRV~*#Es6`aZ(%zx0I@DHT0M>8t6>q80g?|F1L3Ur3rF zcoCvW<$)2yWoGyt&J7r8!%1(ah%E-vsWJyQj%CHW>Ve%xFSX!XJ?ocoVGXzd%oya> zJvYDt5dh~}9PHI3DiE6yX;uZ&A?HAm(IP7j)fmaI@BcgqHiU{)@JCUIN0$)C$r8ZV zi(S1(zJB-vY#$U#%{2C$7}5(x05JT$_j}lJ7YF z6sj6Z0n!lJT6mA|*}C-^zLgv+OH@m8hHca`HX4-z`tUoQWi>E3{68pr@3^SXt?PT# zL{p6B*rLWlbWl-jh*+?YqA~&&upx>K3r)q|P&}!&h@&EkViFN0f(680FcAg2fFjrk zRs@x(SU~0duEA5D^ZfC?FQ4bR?>jim{O0$&u6^yj*4k@-`e-p2k-~dUw*=aG4nIqC zQR$1vT220*WA#4KVh3SG@pE;n;X|nk=g^#BKkAS71OP*?F1y|lh0|s9yWpvjj_2wS z^0sbm77<@qSZI6Gf$x$t(Q@9d_d4R$H{4|(t<%oPc;sXvvSP~AgGEKO%Jh?AH~j7v z%noAkfHE67c%d|X|M>1hbs1joD5)^WqK8{$=QKe3_ET=B#9kLG{*Lh9KBQ!xIqH^2 z>&_kct)19$k*8$q&gSNWw-@YujhJS}Eg0ke;8nis_{RT73`?tPx!M8mAf|L!;Pm0+ zm+ore;y>EST&65pfA={b=+x&H_{+b3oSv7R)B5lKX&r5^SOh{PHbAbvPsrTGCt`!- za7UUquf5v^PugqMPClyl*?;ZMf{AKWG}r|Yi>jRd^N&Aj)T%XZa08@JupgUeQ^HKV zH)v~U^Bx7$!PP>oEpdHjka~0U6LRf`vd`6jSWNYuTHPDrxcs&My&zt1`AO-itYu24 zn;-41<#%Z3odYWy>yJa$xBPcL5i)Gq^zQLh{=aOfKh@Yv_JEBC{rZ?Jd*Hp;)IKh6evZI5>FpJ zzpMDrseIX&?4$jGl))W2)IU|-AWk!xacNSaLg*TDmGfeae4ccI`mY5+lp+94lw-XP zv@v4CxB_Q!sRuyh`iMJ$Sek|xjQ>VyvZ+HJT)#GqPqgY~iEY;wWvy|a^qwJUcrE<( z$R}f1r|NM;wY3|hrYqKlB7Es0v^HUtw1R69`3o#1@!e7A9YE`rT>(b?(xMh!-$%mY zfl7J+-2+N%6mjGYEsInZy535}7%}+)tt!e@XsXl1Uwov*@%)7#?)c#Uw{2o=f-?pjEbO;Yv-Pnmb(1R zX8#88(^5EKe)$Yw;Xd5&<#_VFd{|Y{xpdkhA8cxp*W8~gpQ<6QNkz=|taM)}@HUg> zUSC%`GztZt^MUEP-P^xI(9#o^@p(>tzOu*xs`V{4nSbtk_?x+KtF$+o+{gSxAr&ipV|h&XZa>rp}QnXITu>}TJ_Y0 z(v48|s7Oc9ruO!(&##PuMxKtuil6vYl{18*79h8JQkd2v1h6(yWBfp}8Q(ID&--za zHh+${GA++d@S!r-Fek$B1`vR5ysx(2G@n{!tUsC>;+yB zGPe&%YXC*PLb>`TSKD~>l=BAnRwsSY{fl37yQh>%G2_3avavR`K2-QmoR>Bsi_AlK zB979wmP_-)+UM6=^=c|7P3(ak1not?MyBUZfhl4GH9NRiXPd8dZCRV)BmA!JiIYOL zZ?{*+hsqjV7JT^APa8drmn0pw=G};v535x$%dVa+?njj_3cY$GMTXFU6)V@a0!Fk1 zz{Ah8{eP#g)kxR$1QG(#)!dm@5MHtpRvn}jOiy66?=>*_2e|qs%&oivF98u%mpJ1- z-m8F_vUbX}DOT2k_+dUIc8qNCkzwt$hcDg41fV&?9sI{TJmpJ(i~*+*I%-RjKU`f^ zwRRh;v$ys@Pg2Upw`h&l;`%&p%(=LJUkqG)MVPgf%eASg3+YW3Pj9y8v>kA@SI?f! zn>Rlt9N_i#;}s1reoOG*(Mi!-KRyX_n|GQ_c`VFYLVG!!!24{@9#5)Ux6>3Khi@z= z0fp<42*g3C!*SxaUAJ zIQti+sJ?DLery?pGPCU|$CBJ7t%bG8q13l6U(x;R&-jW~nREVI!Pco;r=2j*GMENX z9E$7^z2l>TP+i)VMF5ioZLCN~wamY|chUiK1?dbxH}7QJPNFWe#oTsU(@Nb?)6kUO zi?#a4aGV2pX!UufIVd6&4Vd&IfvzuB=raQKFj@B}KD?+EoHdCG4-&f{6^1&xa3`TB z9?Wd>RiKCFz~a+hV4C)}DV=Q=xW%c-o%^?wD4M3z1ZYYl&ehv9n^eY9u~=nZk+e$k zf#yK0D>tR?gR)e4PkZwRc(XRmH)PQL$@WD6`9~l%!%%!obC2kyGU|~74zi<*i2Sx80?R&ILI9+( zd@N;!-}M8DXV?2KYl&>DPL#vM-u@P-o_LW?vZ=EJEUPC7(Et>xf+ndSMdZl7A@Mv4 zkvP(B%>B7zAtn8P?o$Peh5PiDmgNCS!`p+ai0_0#+H2F0aRWy%GBl;}-eP||^VK?M zlH5X9E}cGj&R~fA#Ip=Tv7emd6pS0D-;G22hfm3Yjmebg?M*43O}$WkCp7syt*#g1 zwaRoyMm*S8>OIwpM4RQF2__SG;@RJSUqoOp+AHGW(Kk1x*COUE$Q&)c@lmf%ok@rG zmGo(OFqd@SDzk)oZ@__RzN(Yo!IG-gsbhLdf5_Hu&BI>SpzBcTjZ89cGDPP)XCnrS zIBnZg*fy6=fo^G#!;^sTl{WYB;d_(MQA+uOr>k2~Oy5sGeITKh@Kuk#U9BfgdTf6( zY(-FMAYB;}-jYrKN|Mn`LvpIrPb00YNm4+*FV8Iu?Vf|9TpnU=^IwOh4K^2m4t14$ zpHALjn#Rc;nlIW~72VnLhsB|jrN)AF{7$C`>**ppv?hK;;Cgk+CMluVpET$)1by4e*RNj(G-$CZ@=bWnUA_O6YS*v`NY76jmucFH$}W9!$LnOFT4Fo*8f(e=zC=NsC0J(U-m> zabHCbUQmO{&Zy6_mMTQIn5|ug?l|!RLI`zM5%+ik@$>TS5Y$oRnfEfvLPR-BcAd0{ zO<*)VVAzrdMZHTPMBK`tHo7fsMcWjX(E;fk7tsOwH-R2sWtmZ{cI-QPb=T%gAd5w~ zp#6^MSA8C2#w3yp^3Zwh+5h=(5XTnM8`xiM$w1+A=+RARuZNm5-^n76o&1|fV>V{G z@IH&CMOC4Kj*^Bd4Z4I!2WhAg1vPnCaIpe@-sSR#+0T~<%6A?f zh{QBepmK6pWDtG01NZNHee*yE+6@N)Hi({(TU56C@Ejg$v#3WGtnVH0f@#gn!DGsT zWUVnvgJyi16-d0D!?>p1IH-{z-K6~||-MP;-$=+aYn)Y1dc?-ozGeg zM15^IWy=6+lV>T7muvD=XNF8k1dXX24BH=BmY$cCQDvy$i-n--%~1cU3UHe(kz+Q= zlTCAOxS^9|?9ee0-q9fw>KGnHa%$y+Sa^1Ogi4RD-Y~y9T=nGc zQ!JRcz5$uSTrTI`52D%mp8CK0OhrR1+K#Ohv3=P7-`L_3H}<0{ewcmYZ09-dd|!e0XRv-r}qu|&d$Nb zyUBF9*HIL0k`MF;N(|_>Q+F(hf)bTreOjtBhVCJFE0U<)mDZcsJ11&e5PG&&VgRe0 z6LllgQv6%yb1sfM8$Z0#IMQ_$ISjaKS+(l&gL}W!dv-PcnYxe;q5B$5rPQ6+<3Ag) za_rKJB%N_%j~zQUhdtYV!Ud~WB_-oqjW#%ib>92;Iw^Z^yYrmngH2Fup@B}CRff1- zM>_;k#2#8s`iTlh3Mt(y@lW`75$T3Md7)gvjCrL0!g)p1zbm-e59tIZ1cu#xIXpe9 z%_YS?`@+h^>3QC~O9@dy=&!evIHfkLD_Wuf>?t)BjyKyzbi&SWl@b4?JoF&h^b#T| zk5ySIK2>Cdz%tJR|1g9sJvirOblF!yU}}ycrVNwakx_|?f)`0=VD?bkTH??kH&+=& ztcot>fGCk!?bG zxAnz>Qr)(4s;{%Qnql&q8WU&a-#(pJbFhc+hX$w13WTCj$b|g}K`M4RFoAA5`;tIm zu=P`7+@{A31wc$}`IW5+YpM*Ogjljq$Mvl@e;i@g2L>+4a`IZ0Q)$-LC2Jz3uv}oDp`fhy1G62Wm-4qUA}T04+Nu+9{+0q#dKv$A7AZntW6~w9>Gl zz{gkoYjc$LDgBZT56MFs%MSRh;3w{A;G>UbQI};P&k>h`WQ??Uy}TtELZ?2d=u%_` zaF*^Zb?YAWs)K$BVVc<<6L?@n7;jq5)CDgI-t*^|DXb#e_b+dFRJZyhVck}1ree0? z?CiX_h@CleNF|Ly znP%1Z0c6OWNBi#yxYXdLwM#xVOdj0h+@ah5>DIDaU+;s;l`Rd_wD(B2m7#s1lM=wL z1+|51B@yVBpZGpMtgJx3ubs9VCja2=5TiCOh>#2;qsza?nfvI~q&T;R3v5zTSCE9R zv>>0`w)t=Wx!gXl-k%KTvqMVGH6ENhASHADC-n^b2JiRTJ%(vfM%4OlQ-;uI{)}T{ z8);dc4do4?pOn9P$7AHddEzoAH)Jr??#PhRy_{0Nqo2yE*ZK|lTKwF}<|TQ_AwMy>kZy?d)%dYG+Q znaEV?Q~|0l`|*jZ+_cify_{llE+mq6*-@Q;2|7iqjpY7 zw*IrPB{iP1+xAry6+}x@8u(`XXz)PvhC4|~Q_6%L>6m9&B7%47T zE%!N!FF*nYX4k{x9$2_PQe#NeUqeC+l4DTc#YZ^KuD@{i()<*_mH}u|M1(*WrCtN? zCPRpYKng&5x5&uYYl5h552ERT8&G9O?%pA`mlvEoaY85ZuKg(**{FO@ z5Rtzpy|v^`es4;3jFKe_Cf|)~DBXN1b{r(=-r<- zVByP_*44LfXI?u&GI{Wzl^PIstO}X=Z4)M?X0iFZ+5GPMymbE zRZxcs9GyRZzB!6kE+^E)(N%Ci0Y2N9Z2M za}Ua{m=k<}rJecB=gO3Bf9h$jw~vHpP~{4SPB)%Jd1g5b{&>yyEQicD%^h#HHaHbC zoib}q`R<;uYu4B2*!PP^S(AVG#f@~e<}r#Sc-RV~%F#b>_1@dST7!*#=ipXhk$%V! z^uN_)v?fAsXy%vti4%}aM)FrR-k%;_L<}cp zNM_QNs7r&UU)VCsGyUdY7fL1SLH(yOr2v7nbzPd%Gz4ML^oJo=IpEOF4E?NP6~ZuK zO+zKfLgfxF=0mWnTI(lH+;e*C=IO(F1>%0T30<4m0okWus$jO3biQ%Nwezhn+Jja|YS-+Pazjy^vy%$EEyLJL&N4`&;**E!_9G za-H~WD0ru^Tv{C7{Y+VFyML-x;=LaZfMZf3k(!-aoQDBVvj>?jWr{>znPux@uE5TZ z*@LTz)Fx`EVM(YP&9iNLgVjoN?$WY$Iqti|Y4#eavM_ypAChOkYx{N?^GHyI-CROd zs{R8Mam7Hs>U0+q1zL7yab7vY+7+)u_8YhK#4I8@fFZ#IGIFJ9GnzU5?C#ghe}cjD z&WaX6&2Q)D2`fMCle(^gG=~5UO1jYfLG053nn1VWF*zHcA4JcdU&Kw`iyzHA4uCrq?`i zcr4n7F>x-Ob1ds=53}2|A1BD+=K$aRbo$EiE@Uk^Z&z8*tO6m{%dCQqCE^S$qpq^u z%$QXbWX@oKjwy}1X-sXk$Z}ntG9{aXY*!*p>F0R)Alzb}oocZ|Elb&&8Gsz!@@&~G z`T4-;eQxN^rISkB=AMK})oZJkJ z9g_G}Xb+11j>c#^Q!TcXWhxu#=`P|4IGg(klla@B969Y3Z%=f7bZsc)7)kz5a16Z0_w7hffWB z^!@xZ561l5d+PYF&;AhBIAi_VgejZuItPtyzJ1ECR*ycca`~?pKXyO2_i4FGv$|CJ zE9mI;a}O(I7R?!vnIBwSW3u<-`~%%CFhBE|#Evw+`qu5nAEP($;Tbv+hWAl(tYp?L!27F$_p<|s^`1S|`0loAE7Vd&`2 zhLHDX518}p*aykPjh^m&1yh<-jnIeTMamboZR&VLeEaRU4Z6*naQHoiz|Rw$gGOQ* zu2w^Jo>1zCXa9(shUO5nT2;-G{*GTnL}W29lHQXgf)ph_ zf;L>23&OIEx`j?KPpNJS3JR2*baHgOTG)#B3Hj_~qh!rraG5ip^2-s*G@v6~+n&Eg z?KEZbea9B7KjIlCX=2ySDE?n zgV~j_>pJj#y~pk*vNi-^-GA7Ycev(b_PHIoADy+T*q>q zWjzNe?pb}!ZT*Fb!LowGX>==fTzC;7{#cEbwKV2b;`MKj{enQI8Th?)*xKD{)8JZH z92+_7(Og5w_=_pq565}T${U;UqRo|kXD-`t9z3TSkGkSbG8BvzRNuolMz-0COihUK zW{(O1%?lFl?&(u5rOgjju8+&FVMzL|z_zV32eft9IoZOH?g^pDEkbEn;s8kNi- zp~;QD4_S4Hrr=_dBE1qIp6 zLl%92OlVJ^j}4)Hj*mDPU48TGfDIKxN4?z8WmJ9*yY@?JRq~D^C&WE;sK6w?r#*8` z$nAOq7thO`j@hm@&g%I0Le}(sy9Y7Hl5LN&wc!KA*HHU*=(@^iV&(p-k}0IJja%|U zoWr7g<2jx;=XKT@x<4Wq+6sYpwk!NZvL+FYt2Z!DcpeXU4 zqkNU<9s`OX0AtFuX{%_XjZ4>I1DyZfc#(Mb(#wCALOBisF1%kORL9Z;kkP`7S+b8s-9e5d1{;o%fh?hll*|1l?)+?B6o!W!8<3S$R2w>a=1=} zmKx@v=4Cp%H7P|NwzN$M8CD18opT#X7L7sb#CVrKVq4nVKl}dr$9#v8zIg{aTA6^! zG(saToyC>^`Tb-S^tBX;EyHv} zMh4~`(fTwPe1o_klRII4Wf3^)8QUg_!o#T46ZU9qNX3fLzFl}-Qg$;;iJIKYz17S# z=hFt`Z@C%_J8d!3Hl-18G|3?02-B7l!ZXx^iz0lgj~>jGunlo+jw@l~H^e@PU3uxU zFCQLcy86CbWEamDk8gHJ?8UTBdOOSl*0YU@?@5=3P_`=8Qhxs+ZymT>3-^OKx?1(> zLdDh%sy<-bptF~KwfG%I{hgbHKbp}*u;2acg8n$PxmxHsN;JUX0U&zYM7crnpb|%o z+`&2l4>o(tTU5R|${Dy7O5zXhk;!HvkedNm@MSg%e?`CjzjqrWfO z87G(}r1IGtH@rpRb24tMok?2<8U2~wp5+YQJ*z}UK5?A=2VXj*$K?Oa)L2`&1#HO5 zgS$#1<2-l|z0K;bgM)rqQ2I9JK?E%BQ`bs{S>+yWSd#GXAQ*qIc@wuWS6Q7uvHCNoa@DJIw&yzG^c?T-?Xkiu-KfP^Zuyl? zoKtrvd_KOsA?c|U{q^d(myYklA)JbeG@-d3%w?g^Q^*OI4C7ylxPyg;_qMvRJbn836uy#cvRj2=%ePS_|LyS zUzu+?YweIj9W{K@rRsCM*$kq=jGC>64dLqwgK>K(4u@?l+iIz$dT#1(w#(OhF%-Yu#sz6xqpKoyx#^%PSfg#yx5@fBZQ1LA2&8<8h1CTBMj z=qxinfvZJci1UTP+6DzYuG3Jz^%=UF_;F`{$Cok%V;h9g8R{2c)#3v(ibHYm;!L?) zEx=m}Y;-fx&u09&^)lcfiHyc%{&Z@piT~C2Z>QWVk9SvZf6IH;Rhl!a&j-y0JBh2y$8P1dtRG}FppMHz; za0b<52dnfYhlfULQ$*f~b^buaOJSC&Qo3rMsl~q=VN~=L?j9<}J_P>}@l}gjw(sMI zrM-?s9k4NHN47yo)=e1fnMY4=Hs~_T$|TVtIo(*lh6s}AM7MEtbd-B03u_>#(%C&V z=a|uDEUWM6aQ211)s=PE)4%4-_dNc@aq*D(_wp7R4BI-g(v5j+?Dj1xJDaH-K#r_a zr=4(O7oHtW@FVeUYV&GkfhILneYSEH!PBfYTH`9##NoERT$Zh@3!*rV^Jb1^$}@!0 zyaIMqq6dyMS|Cd5pz_-V&R&It%KlzDhylJGR|`L_z}2G^6j>q?LPi zuXy`-(aTlca{6SCZt5Fr?1b2;R{s6_;iE^m&xNgs_qT1|r#IlWdqCg3ZX4FGkDTR} zHXZecnjLpjep+-__@c1pAPPI8RO#a3T`H0Vrz+nAN_3s8>U3GVe$$T|>UDh?M3Cx% zy4q+$BrtdMFbGy_6ZmxR%WE>iYOHLaGaE9-`SN^Z%uCMWAhumfEKNa{NSQ6Gu068Y z4#~AES6p&l2X)l=d3E386J}1GIlIHmz0>Q`izL}W{NBAX#?h?pgd-dh_c@NuQQ&&L z&1%A{-+lhI8dK>(aa-T9f5mUV1m8#)dLw4wzR9C3o)=6miwT5al6Oy!d!D3`$mdsw zzg#fBpax+Bygd{C&ovNa96q;AU?*){pJ|r-C}dg`J=Ai$fGQo06GLf4nI2o`fvNWSVP{2)=6wtI+3 zP^UR#R_hS`&KSd>q08aAxLGlT0cnENEh5`hpnGoIDcr1VTY=YWd#ZC3HNXI#B2sMA z-$^+%e)UI=lgjLY$D+Y(I2Oh|q~J_vpD~Ci^)tJlNjPQRPi*$W3Qn3yxzm!dNJfX+ zC)eYiEvy|@3zPPg&jAQ*=h*!hBHd7$GAG_V64?3tFVtA6Piz4(iLF~mhVFxI+0|Xv zw`&bSYO~gQZtjRRLu1ppl6gv;X4#D&Kc4#IPE1gzsdopk9wKW$g$3Vy#rwB!7S-6> zklQ?vaPEDjqX`}O9VYq|-?)0!>&A^6=c$XUCrkne|h`Q_6Rky9oQwDsjrIg@$0*oEzPD=?1&8y@zhmyM~M(MDo$8W5)>u zoIQQscV6?+f}NKst6Rq%=->9qnY#h`_J*Xd5@e#x_S&*?9J%V6Z@+#}dS*7kZWXvbVZG>m9|?w{y8Ctu z-N)`QM{$sQ+SVaC++TBMm{(Bb{Bj{@&P}jK134EQCUJW6^N5PSLEz(BG##8No%Cpg zQ%~N*sd&}h)fKeDNh8PF*G2S(tIqB+nCko)BollYep-LeolDu^xL5KWNb+v&XV5iY z*Uraz=oUTE!tx@g$)?sA5o38PV`Us1Wc8U`1`%u*hXp|_6}eJli2HTP>w#l=of1j0 zV{#24rI1OFByF+>Q%^CtDqKz{BI#M!9K;!$ zdR3*^+^UwN1{*r{0}4!dNp3BhMWIII`<6y1RK;l^5Ioez2-QV>h#JYefysZ3I(2+^ zy{OGsa-NiSXiCmadAO5=zz%tqv5|vnFj_g=y(xpZb|+pqx;Lv18}i7@+>aCT^?<45 z)P;h%M5vLQexFC6zBB~AeswjBTeukCUuM|?UZaCZ^we7+S9=Is`$Q}xOz;At|1@CM z@950OksP-%1Z>T1Hyf#_JhX-$Mtp=I?tbTPdUOzl{FiA!GBFXzKmNyJJ;vMr=5B9!@I=3mN z8d@IjLaQdd1BxDgdd_iN!$&T18oOOkVChUGIz=}+RtjFYlCQT3fXz$U?e-Bzw{!FS zSbL|;)=P+AzoAcBZR_dI(|5Q&SH6Mw&X-cdWW82g=pM8N%%zYBdw!udkA;h`dSLFd*hOb{k`Oo0)%c!IYoIL8s zj5&YtVt=&^qCws`Ym%iohqN&Ue9s)E-(gXvClDF(HPNTuaM>VB@OAH@vUS;d~Bu42K9ntcB*3JZ2>JJ(v-!AyJ?nT*6 z^FY}&s#mZV@|KswZYd629=#$riKIv`RE7cpHGtx2HHnx{5KS=&$EO(#AKRU1(yc3+ z=@=9wF6ONHuS;9x1uQfYSLO#4ls>l(H2F-Lw9(cf?{!G&^*#4Zw@M!u$xj)6ZY%ps zX-Qq~Ds|BokzvR)&)c6X1psKfVJa74IJ8vvhkPY3UmQHZn$3y+^$Y>qRt%rJ?QG3} zVdE0_7tX8v+=`qb|J>Lmuih^5g?w~fYFUN> zaX)k;IobN`)TVKUE7**4@5f)>OER7izFW;>tS4h$|1UQ2?8HS@sn^je@8X-OKj;Ls ztG=Y3^Xtc7AB=ofp19p@Lze-+1Uq#_Di< z$|=h+-WnS5uB<26o=i%Qe01~Zqz4fU;KQ718v?+ARjO2h77xX=MLl|N=fz<8Zr^Y;1fb>^{U=D%sDj&b?fOeixn3|Q< z$@8W}k2mH%wt>#DId>D~7Bh{nKl3TQwWqnnM3pOky*OCm>*n0qv(+&p#;txHTb5Lvr=(4DASJeP55fHnL6BklLXQ>KByk3+z?De*HW5 z@4s|?+I`WsZTVwLBB!-^Qd-N=eRP}JksZ4g#(!KAyB|!*d+66cP89YtvVQ<>)nz|U zP5$KGr`!e>3NE-@mN3!tYr*Aaj(HJWCo(=*^`2eW9}Qy@r+<{>vSs3crCk!NyL(hJ zcn^X!0S@Z2>n1UeyE>Qx+qP|ez4ed`Ad%bm?{5X0$?7bvc2aXTE*gv3eoNs+P>QM_ zDwqj-aOmI)hLC%=y|Xx_+q4x^a zO?T65SG~pgDEBsUS#IQ{I+79=?Gy7N`i*#Ie$nij31Df!Dl@f&kPyp8Pzeg#o$(G_xsD! zna4Ex@?P+6lRGJcb?US4`hYI$$?{^?Tx9w~6UHrL5lAU22NknqKWa#9x8yL5HaISP zuF_Myjqf()e1uCu#MwJXeXG6*{)P!5?l=LqxjN|nf5SL_3lD0u#Qq5fsg(i3BDIND zMtZt~)LtlxEMwI}jgn=U%{BkQ>kT<3$ks1RI?G}>k>zh9MHGz|>#|j3v(RuxI{Pfi zy&767lRIKkE+i~^7;;qgFxn5d)cuv%VoOmLf8p4W)T5S{jnDBzu;pk7h z6(gsm{+7Iun5;9A>SFb?`xpK~K^*ZW?GuCZh$nleuBlwH$M&E1Os9{bi-s@_K%yr_ z2S?dJ31bNxI&!(wD~;(l8vro&XUW<#zfuN0zy@-dRjZ?lV3wE6lH9hfmuUuxix3v> z?V1f6HZXpq740t(*VU?A*y#VA<-hU$(~9ggQi4i4zf|#PVARd|C2rovj8M>CGm`2HliG)D z97v>9T8TzO`{M?;xu$GT@(xhlKd1e$&?tzR$eQsV!aHF;S7Wtl*Z&_KfseaJ9+OVD zXHJ2~RR{y|r$W)V-yN3lnPSA~hCjIFX9#$IaeTR*D&+OQGX8AfhVq4JbvjRr5Gk@G zKE=BlU`g1st+fk}s%opHv(4a}2oMXN|D`niG?2>Edn>6r<~U}YKbu#ow4}i{9+1Ij zNUc|AJ7E)GrdoeqCc-%H&w?qYCbBlEdSZ$6IPv~S&t(PKS37^dX5+B~#svR^$qiEy5j9{fhE@rV#)VEHUU-Pbo%MYf|OC{rBpSnb0n-HcZw?!TysK z49-+y7XBz|F#=*0l}dC|zRTS)JbjV-{5^dtIA^}@6A8~gt0!NiGU0>zF&&Z#uZg`r zZ=~8sITGprGyc+&NuXf3NHQDgZ_Bk=e(c&2egKO_(-5Ehi4IEA`OV@QHtM|DN)~>; z{e0Z+#QQ+?{Eo;k%(;%CuylW|dCxZGy#0Qb=qSsNKTFNZM0pc=@Y7H;;C~A~QP$(` z!GZrp?zdcB*Kp|Bl*}osjl+k`%RI5R?5~rC+77KZ>mSk{T3Ulx?gbAYdISgK?@q@} zNqIXhpu$PiejY$q@*40blw=b~%|sQ!&RTu&;M{fhRL|S3gOMloToEm2gEhau+_$fz_88NX zLwD?$wC--f|5><&NB^zw5ha5XwIRrq99kheqZ`$^JcDJ$>=wvje*yk;J4ryqvcKtZ ze1N{BKPi@LAfYaUP`CZ%%hIdmClOebZ0YPv$lpQD%tmjVwU2!JA}}#Mzj*`BD?9S} z#nA2m`dq2lrR_-V>WRIi4w4*ROWa_@iR-oJfw z{M?dhOdx=RVLi7>e#`$HYOU{VI8T-0$hEA{cJuH;g_Qwkre&i&sNM_?#%-WgC~-DI z7P{^dx2W6+`~~-u9%l7&$FP>i1<6`g*$gMJN6<(TjO;_R6KG3K#9^MmcfCe;PNnpl zZDTfcw_YDeXbM>~{6M#F4m$S{WkmkL23O$0oGO~T zFL--$&j>=9S+=sKG!|y@l_0WX*AW1tBY1?aZO?&_JS$>dTIahLk% zGgx5A9^4?}wV~XnUkAB5V|qH?b6W+)5s;P3s_!lE$v-U^(?NqT>Q&`f`dT!Y0NAKbPxDPHMb(2MsVzxB9Z|HofAa8+5iWzhytxT$8e6 zOV|d$ij#Kul)GnQ$fh_@T?FZ2QAf&ZCD}hY5>4=zr#2l9p~JEH*Zz~`49>Ibc5VL1 z`@Z#lBe8ZK?_mRyeX73o9CMT(YLHCSwDfaEk+9sBubjOM?CQ_EfDO)4+oknxPAt8qJFNf)@$AFv@ zaLT=NEfKdYF-jDWbEhr-y{h?CBB5^7fMo4L9WA16)coE3vK{Jwwcg0psPC85V+%{S1<4LJM~Yw^eChUTmI(a^x{{m) zojP}hs+$*9PwJ{9mlO^wUfFjUF?b`5p@kXy=!t0Jcr=#hzI+)3@5^=@J}->L-rmae z-y)VPS)El1Sbjzh{}(yKP4KZjfE*_0&X}d9-M|(hl}E#n(atCKlb^_PNLN#CHyZR! zmL;HEgdUDK*PY%~**x-6hqHJ%1SS7Rk~cA^$;s2-L&x*u^MUwQVw)cR&UYUoqwrSfh zjx~SkT<2x!kEiyPcJq3A#NacGdw2=N((NWngcssm?WaE&;Nb<0s9sv4;JV=@94lBo zjzwPk{iP=gDFF*}b(tZR$FR7C5rShe4s-`;u4Q?srr*XU38x}YCEVD*N>`pFZU2eg57ynKC3+d+<)}Bv$pe&AuT~W+Q1YCKRw$)vj})hV(9Bs?()6ls!0b#5fK+3 z&>^`J>Lv>0Obh@JV4`Ef5(s|#Hp8F#2xr#~pRKJ$rV&*5Y}L)w>RM2? zjS%TVZ8>^+aW+V=CjTI`yuwJ$$*vI&EnBh%-~D{tn>3H%waXtm0uj@07dg6N*&fgf z0$TH4aA7X@{{08BMou(HB>igVio&ro$L_opD`qpw`>(2(Q5q%rJ?NR7(k>#w!jtbx zS$G_Xz#N4vbxTY`!$`+PLFTQNFH0zFPNjzM;okn@a)v!)CaQ(J`7%MRqM&68VuKv|_i1*9Ybl#p;WO_~2*B%;6VT-bxMKt=pXkGgzSPG>@)( zE>6e*G>3ck*vJMk6jn1$4f+KMdGz4kf$GFYNvcE3q=5#J-7V{MZBG&eNl37*Z<6l? zU2IqnlfdI8In>G5)Oa+tRktDh;SQh|r+eI}?T4Isce;D2|DL z7uqG#Z>DZ0!sXC1T08VZoq`IiI+TTa7QLYylF${Y`UJlSI5-PNFtad6!!=Am%d#OF zzsv$Rt@&!*;3~(Hlh=CNBtoTY0*AO9FuVcmU6mY&2VRuC(;HapGEqkkxSXvIq|u^cXc^{3P=fwFr*5}F(W?h87PCE8i zX)9D?3*sI4m0?zcbLY;<2&YNk$XHaf=@ojRX+fyL_Oef&2v`JBqOK#U9p5cNsw9LbxmhBX)zeTEwdV#gJOy%RWAsG{H@KKd2dyWfSGT8kZ zRo*GBRy4^q^2C9h0aA4=#^MklZSDBdTAzMuWnw`2`s62s`@OUw20mZcX=-%x2^Ch} z_Di}vz}5O|Y5gEh!;F0U-WFsEp0y8YxK2JnUoI$Ecm6VW{4Jy7w_4U#Jvcx-5R2H) zd^Aj5iMaBmp`+AHgd5X0^s-e|Yr6ldQp z(HBVjd`WD*+U@;TskMNHCSP!Q(3K+)P&)`|YC%L_vzpGSv5R61hFUYmoUd^G+UH}G z5X{n~?E74y2xUg0w4`5Ib){`I-9u*8d`%C|CyO4})-ovzb!w9(*U8`CM-Iy;x8{?F zVB}#`s;K%u<}dA?g+{juJ?s4?NFXkaet1=9 zdB7hK5o*&gsaHAvNYoy}hS%ukhLG>~mpGa0$5ZA zNw|S|c6hP_rvYV>J8s^$NpHZU{ZSUaBV3^&N`ITAw0ft_l7JRkLds&et?HC?tyH!9 zyqEnN&MRC92eYmqNzu$OYY=N`jgd$Ecu^4dSWY&PzGsj+MDP3PSGGb-U&*;=r4EVe zxD%UH^#V#6K=&=89@^khaQzBSE1MA&VU&nxwzG!USx0MagnrqT&!oRn)Q?6L%$R5} zTz$vp#g4mwA&}l3gY79!Sc>0>BUKotGvlXBl6{XuKbK{GC-={L6@TdPVYi!ofv2lf zsr9P5aLklvwof9aBdDP-m-;SaYU{}FUo-&8l6uRZ$@dfSP_)&p+WU%VE=)HW!#?R3$n^n zMwy-HqKp!3ux0!DhNQ1@C)Tn4HZFmp=+*7hYaZ`E*LVVZ31VME);=DmY&dE}t=R*n zA&*llwALw!(z+sDmbpPq3xbo=V+ebA{+pt~0yU8usC6j^LVb-<^_|*ig88E`BRZ{1 z)kv3YZ5Leab@j;bVZk?r7}_l+1#U*04_c?bOApR}bHHfBnZODjw$F;-Bpw})6NbjEN1?GWAUn+W9|8)3XX1(1fWKR=fhl(uTee2{hJ-I?oGXCboi!i6WEI<-^hA!Q@A}qoF0)TIHfbV9b#<-W z$;-3B9zv>XX&tkMu$5QySDfhPvkA;eVzAve=!V-RDw6^OcCB>~unHS;Z*(on|8yTA zC(heX1dbIxOMH_HlDuK^Wa;a2SR9?xfiWv`LrB9!Had9TBw|^cI1~3CAHcsF(tf2a zM4^ZrG8C9eT|D>iPr#8=7TVGKB!l6EJVGbV>h}JFq?;fzs0@0BNGBqfb+ujDF!`2? z1O9GL)p|g!-nH!(K12aZ?o<*xFsqO^4o3Ylhh*E@gqjlRxwOguT0;Ef-g(Sp2F&+*han{UG;Ut zZu7QMBK9-G+TOLlISEjmx_#7hONZ<%E+{0C%IE@gwGKhqDY6aS9&!&eb;?r#3$4*c zRHmmwSnmcRD_;VcSV^jOfDSR6CP>E2=$0P(WFE!Uma|w09oM}!(8Yei+j#;&;5CCs zcN24H#7ymYLA`~ro#E$t&y8&NzS@_#7ZHacCDz`xfa?AUSDLH?%^gU3Js z16Z&{poL5_&U7b7v9-NB^qRv->?#z%1<6}4rejnRbUV1-eWp-W$#U(g_8 zYBf{~+}q8$KXWM|YrNJiu7EtkcU>%ip6>x+D^A4@d?wo9-eCPu7dt>E6N%K!Mq4+i z!h7$%mjb6LCt5NV^?khS8eZ3Z!4ct-fKw66fT3pwbGfR{Iq*umc8me`$6wew`LEDa&K!1b__@AZU>Vhtc3_?ZS+iRv zjaT(Dzp7#`m{$7LYmYJI472Ki&T$s_L2aiN%j3X=DAvMr;o+sMT75WfZBZ<(L%dDW z;5Q=<9F%%FmTfasf(|+n+TFQz`*swmTnw&anmr-v(YPdN+BExMER@DPyt3=hfF57Z zn$@vtNA9K7pVWy~d231*e2n^p_h}9uE9E_542k!_w{J@(354PegCF^nGlZ?#c3_DS zb)2Eg8d_ZRt!0Z!ec8$+j8}1!b7XC<3|ZuytI8i`1hPl$;b)5r9LN{+sOLy(#WP<+ zoKzd{Xjj@B&YWuz8buP-0_^}yb)1aC-c{4=P<39NecQ7RWj6ieTgj2~%XH(ZCzN8^ zneE@~aUAu>dkK$0v@Du@R)gGrU5|c)yV^EjT8U){FK_OhSIzHq0NvmYP$Rjp^<4%# z^*b5slQUxwu6ZGmn?L#tLLT>k7r2nH6*qSNk-&IjdBYtb*WIUj8$!;UJeKY;ziHnq zoj)<`{9ws?r%uSQDKh=A2N~Blvm-)pzz9irL3V80O0s16nbn8#xE|1$^7qxTt;vDR zQRIb6h~NDbt_P2hg4*ayv`j6Qe|Q043HZmq zr0UobDJJW@CRVl_w(mj>N_9uvY1R#&3s%=Ml{L%Fm z;J;|oAUiHzwkhZIL(Zzxeay%7h3zc5Bd{~D!FGwLZPoYtJ4@LDItm!z#*LlvP#h*` zSTmdpqQR&S$kr)!vCL51xssZ=+p?8KWkerYuwXa{enM`NWFdq^OCOoCOXP2wEKqCT zTrSV*%^csw6`;Z0Nk5}{9oEf8{1W%(5sqc;(DjL2Hu!qQe> z1YD4gAG7q-V}EUaHC6SNbK;u2d#@9VHIk7-K9g1OS%(=moEc z5wRaSE%*3`CUr83zVIlaxQ&y}Y0k5QuLz63v)bi5)gjQD4nR-lclII&OXJhUQIC(z zgoZ*qjNofCu=c1uaTkut2M2gH9a_}dL*OBb6#Sp8xGX|2cs6kp%e_u8y}5$UCU&PjQGU_X@n)*d$(s zDL_VFXf1QpKN|N8-_Ul@?g{;apIz)_jzY$CDD*W6{>bJu(}DVeG8(%U7nYh{I_i0~ zR(=XB_belv{C2Z%0hSkAk&=uH^zr(Yqtq90 z6+))(t_3tc$##q_K25Jh11uAr; z_Xo_xwc*_@KU|#Py6YDP8~tJdyhQ{Se^<`XWW~|0{cf+j-7ubf_z+qB7Phx(d1T5C zLMGmUlj2{H)4-qd0Lx@dqsx^P3k_!bv9ycQ&)o)s_l)*@C$sdO6bV%f)@#r&F{A)mn?bHlvnYvaD=9=)-%$2w^(G!i68=@> z7826wu!{cNn2(@VfZJ%j?4u4;vUazkeMpkgYl|T_7m0a;f|@d8#-8IX@gKRf>d!uQ zwQI~>^6-0uAxywNyZX}Z@>YugaG{>iQa^sJrg|Qn<|`oz@>ows%g$@=c(Bx~@b$%B z4Sj)v^iB5!WHrjW=$8v7<%`H++|xtM(UOXtQ+|>k(x+CIQ^cuO^D55nRITlKgo1e4 z&2piZ(*n<+IkGk1y6Gs<<>Sq_7h!>sJY7iAD$`waP^3xBvvOAHPyE7rn7{nT>4sNO zFgsOjH!{hf`i9y%gRBC#klNFrBntlemDrn4fvVwb@=rpcsTx_`=rgu^atdjZ4%MuT z=GpbK!0i*+B}T*EX?u&l!ZuF9JdW%slaw5|-0j|HyZIo_q&{I&MWw4fVAhbfJR2Z@ zSS%Y*Ysz6)0(WGL>YBiJK4~WIlFIhp>K<7L&2n?mTU)l)*gu2~@_)DBe+SdIGYru5k(sVGyp7bBqH{DtY4Dx@_4R(f%dX zlYG@;c)}0G^=9pn#P<@|hcaW~LW9mqg1^&&1A+r4nnP(g^_QAI%X*?h#@7N^BIndt zV3qhBj?Z$ARnRaYS~%J+Sw<3!<(r@qso%-W&Cj-m?nJ(Fm@TL7ce1~RjwAkCK(}BF zpPBTrdW8O$I(zuAWn0^{{XJ(qB>cNCS}^YX`JBR+RX?;nccb@@?={`agg;K@q1O#J;-u^T=Cv+s?jkHRi)ARW4IhXr#>9^_|i)@bVpx;9awA z?3Wy7rW#V2EhIeQ+0wwu{E2v$jb@6_U3}%$J4y9tQ`>QkAvFOt+rUGs=QW(A-gPj9ccRiU=Fz-t@4q)8!Glwp4lC0xl%K8+eK_zE=>~%`f3_(3|I$$( z(Q{2&#~Lf^R8qZ+#KzL8#J?0a>H@NBCihqo+nPl&?q>H{g;vSW7wol8?!xHHs+B(D z5Xjjq9Q@xXZHRp;h`wd6qgtdrZ(=BT<_P6Zm{HUs2%UX?31FqQ35;{@murjRuQDPm zaxrV*0$D*mMWfnz2Vy!#3cQUIO!GV?<|Kc~dNP9#2>I+B2dZV@-_h4kmZ-KwgO+^U zxS-l}K%lU7RnVQ!=(GH7W^Mngc*)H2<_J}f4v|>hidk7%F|rkY@gfr=w@G_)XJa0v z3Z0DBZG1FpSYHY+b$`T7)EC-Wm(3!Y9cUpRPoGsJ!7*(@A)SQ5QxI^(g@w~QGwRjQ zjxOd#gW?ZMni58|6)dWwgj__-A4g?AYi5-(;gSLUttR0~w=9D~Y6f`bfVDh=5LfjR zh|`yW5P3Zlei~uy=WHh1*JQ2XQslv;j27XH4JG{Fp5iyG!lJ<#OfAyL* zgX8^mzR{;P#Bre2pYKQl+ll`n3C34>U7Wwe9EE9s4K0Py&uu;9C*X!FvXrKiiU0bX z&sq)Z#}ZggX2L|Rft*hoB#nMf4UhTH^lYXjbL~pEi;s>yV5%hi&oT)x3P6N1R@dvS z*%_jCmBs7Q*}bCk#pnU~?3_M_7dagmy&~{?aYW?#`5-hJox=Eu>93xQrGbAqyzXiv zeW#ga5TDax@+0m_hQ?*m~-$_OY~mLlz!m;Ra4ep|JXW5xE|M;R*9r6AG?czOjZy$L1N-*Vacw4>~i7oPBhs7MHPt~9z%un z?R5}xKKsAZ9XhmIEl9LCsL8hF2WL4cBG@k7@D6!ay5C z&e&Uz#4H-~GKKsXOz`UY~!n;Dn)1bPXSP95FYVudwXky99t)-8i9 zJQmPWz`flJ<)yK+>b}jJe&l98|jmFVS<)w?{b^@UgP}VhFXtGmJpB1Yss6z>SW;^Pkpu#qWLq6BuG+HJ?<_p{TSZA9=PZ4LPao7*#Hz$c=u>CYB$$V9S^|Y$S_m2|DxS3Ty&L z_hvF+!a#WTdFEXp#RY+FW;EiugFu-WDyLA3X8WP$8S&1D$4?Bnxy2~ZgB_Pn?d%%F zsVDY=!hf0SP0sI1Z=iA79EQa4uR95pKzS;! zDFQf_^&?$q!uig03n0=dg%(tv*pCRFg4B`kM4Bl4{uz`m-f8r$SEIJjt~meGyaVagcOu)vAqt zPDK-(YhkG7jAn5FhI^1Xfb29E2+o;00Dxv?GH-phTDs-r`wAx-%|o&1$O+UfAxI4Z-s^GduTqpNJ$dIOMX#VpN%rK8A5igWBA|80`oyc1g_D2I=jGc1e#9Sgq(9= zIExvr#;?jEbxYuG%f?g^>+%k8$1TG+u{%)Xj)=E_VGxUSaGNOUqJw7Q?@17T0E}~i zTj90~_J#enTAm_$T*ciUK5Q7cx&z%}tLXqVyLwf$u35>w-HluC!L{M+x%{C*hK2iL zUeCnhVjkS`;8QL6l`XN%9#@vem zMa>D?IRAW>sP4Cvje`JxH47ONdVfsyPN8FCJ*_Yv#?BIG|Hjm18_gLvwgB+~Y-}dF zm@L@^3nGSf3Y6gWJ1sq+l8xwKuWXn#dw5p8Z7m|k1a7E^!+;8dVZ+vgz{>tJ;#{Ly z>mC+8Pfa@_R{&Y3dCcRUF&FFku!cEJZKqEu_+xQ4vL@sZEJ!p_CCxTWP9{lqT)rcRx;D z@6Y@D{r&U(eSdE6_cgjWo#*TId>!NQcpQ%doE5=PE{y1%{_nO%775WNswi<^JoM)M zlM9ClmejF5?o}3;&FJN?7QA@ZQTN@v{ett35IwahUZkr6&zLNCtzL~QHYdx<%kPHh z*eqgyk0>l)rgg!zVUC0o6^00My?5G0#y>?xE!;9q9Y@F-GS%Xkdo(7Cv@?b@_c8*4 z2wOCmXbu?K-Sc|cO0}csZa}U$QWR|k?v$|%A?Op3rTM5%`-OFS zcVj?GeQ<{hUlK+=PwO%6)R&pp&z0`}^H1Qx7Q1#u_1@k%dMvwuJd)pbvF?=OW#dp* zu^~8Q=Jl_tm;9&Cm~ogffYKD&64BIU5`VFTK1KupJQKJTk z$1-7sj(&I!YtC<<&4}yKHkCP}-o}mgzf3zv)S{f?_@8F}g!c5C9|?20m*e>jq_dM>4J+uof92As<39~{zR&-sRlyXSN}5V~^L^qVgf z>t;OI(RJnM04Af6FQa&Xrrg-n2{J;4VwM$EoFtIGq7Fy0j$!6Cr($^~sLgd4+ZD7b zCFLKaJwd1mC>>|2EvxvmTrf0J{niT?E*u>I5+>GDa8=4hF@hck2C_UpZG_wAR$r0F z$m>x)bR_E9U;(y^5HFieV7lI%dsoKA4vu7oyT6-udfcY3y?#ZgDAXSjO`ENJyW_{( zJef`RFB1z!9p{-PpTC;gi;3lo1>Rou6!~cjvBm*b-rd6H?1JZ=zHrJXa>`e}o&c6( z&)DDfhkt&r`g0L3;ZWFiP+cL?9#Yo^rwy3*IK+L6*05n2hm#xL@Y(~qwtV)8+0bQ| zQtoVRXriPg=9T0Ln2XfZ|Z>YNUv%!5ic&#uw7+ z4RcsZy|dy{&nboEe)m&-T={_Q4&WSi;ICfBQEB^=uT$v)&{fOIV#Mi6%{{N8nb1r+ z%MTM|U=Yey`Xg}~CGwRtYt>56T!P*rh8xYT*>x$5q>OU~pI-WY5>sv+^UjI~F4)7O zukR+>Ji3^{3er0y@@8sk+e#n$H}C$MEP}>ps-N-UUO7O6TZ_KRyZ6W&!*bLSIffSt z#$U>Hpz56t5+u}3&YnRhDWi^3_#e6tC8ljIl0o3Ew)}mhjIDA%1Vu5orgOxa{G0R3 zc?@dvt@kObM$9#TDYp4QO4hP5juJ-nSd1VE7AL;0jM19NEEIwn(2zsUPMred7&E^k zi_SllmEED#{=WLD4sWvE?sXPuI-S{cxU90_T z<$S$@l9E||KPl1hZD_^IDA(f3Zth;!ztW-};UJ3{G(NpDzoI9QB8cxIaU6lp6k`iS zO?PEDm63hy5=QmTLDMalT{=McIQeOD?SR%EBC{t=7K#D4QlZkTSFe$ku7Waz!Iymy zN)iFpaLe{Q;l^VuNTX5~NP+VB zBRrx^`L@xR@i#+DzJJIu{66Mc5_^ccC6_M5zp8^&$1mz;F3g#WhSIC7B>s?tBN$JVcj} z9OFIb?veJ0M8vTmN^-e~j3z%w8t2GdCxL!jvHU>92N9Yug7XZ8I(Bj?yR}(2gS%K00chnFBlxawlfN z+=&pJf`K<4@dgx1qgh;u?H;w$Zn`R_Ekm;{IK za{6*OLw+sM!|7DqVu`KFuS@6uIu_sYysa)r!(@8pmAUFHI2HFx*go-8h`!_bT-0Wq zisPJd`m5mb@}4M9hnxS3pVQYW>jtRCjWi{Y;j?J9GFSMFC<2d^ec=d!=SKM1l|DXa zBXJWjbS~Dv@C@@}+!eEOF_pI~u1ihx+S_Abjb*?D9|pJB6%lQ;eXCuOetPPl9XB#> z>6YoVPw87W+evQJX%-6wgC%4zFolrUGLS{gt|&n*2RO=>7Adk#N1Sz)nfKi<2~qW1^K8OJb5E;x(uE@>9zU_^`IH|hAk_c{CG-?TSv?{C`mR6(gc%GA`{Ooa0&LvAD3H1zl|B`%q<=YND1$6daz=Slfo<(f}$ zb)?P~7E-qTlFwy#gvfej^)v9KLG0+>+`TQ+0by-v-WQj@vJ!!=Z3`02eVK8i*3)G{ z3Z_dkf=;1X{;cB9SgDwaZr9UA9s@{xlB-I39|=SkB3FfzBS`Rw#jdm6jmU4}a}kO$ zgUmVMVRM>DEZ3M#yM1C%KJCZf|i0lp)U2S}U2qdhBmd&n@yf~uXK|7>8~ z8!7}nbMcL*&6+)1q)*g$E51bAjDYZP1p)gY-pFhU^hyh13zb(xT+i(1iQ$A4- zAEvK(So(wTC3byKDcd=`I!aSujx~af&4-hhg0BP3mD;@It@)JeK51T)hEf~J57(%_ zL)%A6|L$3Rm?;1bW)yLS#gYZ@K}xmFDMNBOQ8tNxxZKm9aho2OPhA-->SycN0ph!?I>T%XLU$=H8n9WWBScQ=i5Qe5l#28$5U5<`U&gc1DV|zGDhevTI`tptx zx7RG1sBso1NYE3u_sL2*!HF0)iKYq=SAPlLbcMT(%>L!A#=R4b`EVcr8m`}wjP8nF zTRDYsgFaUjqjT?U_);NjMyEfk`1xzqVb5(`#rzj9G|hF|80@lkB+lQ1jOxndkw~al z{P{jZj_JyZKQ}@yl78~)h*~(`W$Ow5s^VLtC3f5=lfLZ8+wcQX?f94}t7Nkr6lDJ; z^|t+#@UL?XC7Dd!bGhWai%g?r);Cxa%U~H}9O!5g!f}!T-z1oh)ge*1fqUMm@|v+ z4^-?PcW}pxZ9~lE8jW63+_qmy^_6Ea0J$gvOe*8!=nABG6SQF(I?1^r_D~jU9db6WivivO+Jtt@tf_!qJI>u{=Y<(puX8T6{0AiCJw$H ziZ_tV8kMe!xSOhm+fVpHOa(Sckqj7 zYQcaN6&D}oCU=^%l*ShUw}Wg90&m?*x6d1!h;=o%7=?0FF3kOH>wtr zOX##;q*iU&$?Ey~fkI*A;gzMVQdAUbLGS#lA`ZLl-rKTmyU<4@n6P0v9!_{9?V=W5W}@f2|`Q^?UAU# zV8q_l-GhfyhqSo*Q4uw_sQ>NZZ%6&N2x8P8d8H`}g)ITqnewLB?U7<9eaZiebu4#WLYI7#Gb1T>ZeHwA%Br@@%Y(FNjxFUG7PN%PQ=xV-HM8)0`Rv@nVWQ!Y zMqKotG~<#(MXx|rjS&9pDNp%r>Z;1lp;V)Zw$uIqx2D{!gtC{L2W1flONV^t#0pb& z9=kRI2k!Hhl~Y@;4{q9O z4A)WK$PSe?_R^$k=C{-8i>9LF2Bhn0bTwj*Cma@-jJ7$rww>&*2G>7|3Q=Y`WJ;QH zKo-a#X*#H-1FVD)!kXVlBv$ei)P@3_5vI2nCH~iB{EjcJXrLAvGc8&ryowpeHx;3tHu06^`341I5tew5YgSVpE9pSZFu-WaY2Fej~}rA z!IA8-((>0E7c*r?S>;}r(K}8`!Q&eE_j+A>`gEYfBe)w;a0%IsY-`)URxDywA5fv& zp!jOgkl;nAJ7GI>U3URWT)ZT1;6CMlUuJt2V6(QY1F@%Uy8e(BQ}THDLxuvonad&& zT+rHalFhBrLW34eO^Z_g{5sx-v-{U>56x@n&7WFLacSX)va+oL$I8HjZ1oZ8AboFV ztfZ!&qUZP*8Wm23GkF(rsI-_a*Jme1OI_qsE(D6R`WK{Obt1vlSZ~ zN=viH#s*@GN$Al@uL+ey@|TWD{5@zuWQ>b~{XWx1*QYUQc!bD0i>gOl5yXg-8Huiw zlYfOPgMxvk1cl6V%`LZ-2Ap4(tL%RbP7xBd=e&7z=6#csoRGFXw^^{oO2!8I3#*Z;{OP>WGJEXtKC-RS}R368~o_^ zBMOX!8_TP-41I01P`=4z{Y}UUQC2_~E<5A_XhXxFoFAq5d%5@V591TzhlPdTx+TS)2AW|Eh=K^>Lx(*NR&y)>i4zfwORqK2FVpK1$C zB3YfRCZg)hX)kg17JikZ1tl-d9>_pvFpapgpkK35oBSZOHD#4FUAk;g7N|0Qp46K$ z>Re#HZpY&bBxYvZhMw^vsFc+;SW`7^(PHN8(cpN(uOqs$c|?ej1@v=h5Dq0!j~^o{ zNsu}^ms2fVtjx8*2P8h&S%p`2mB{1l{`B)SZS_U7hN%glYvL!w6e2pw|8N=NSGE|+ zgmXLs{C4^&nWsc**oz7t@p=gryMT`3!Un~}CIU<31=6h$G)ef~WzK}-Ci3uszsqf8 zj&kn8a*a)#s>{ys-84G*BynJ~M0ycrtB zvD6)0eyzgHtr<;siiP0)e$2Z6xY+Q|`)3!sn*+F|Iu(1vE;d>CH#8o5F9Cme_evq< z@UPfW?dMSx0#9iPCE9lA`#YQv8$Dj+t=1al zIKzi=B10f*iP0}vEGsY1fq|Vf%#Q+(9kAV8%;ci5^vHE}9TTDu&tMj!bPGWuDM&SM zz3a*j@;3Vp2KO^K*Q#b~OmF3Zz2qbjSCm!U3pxF?IGaoWc?~gR=oM&;Fof$kOiZZ( zGGwEXxr~!Ds@D~+-Ct?{5;^SO`$6R;{;3#M90pP!9t?HVnL+uuv*0)4+no1Vh9iKZ zWj|Z)?nUcU&~q*N{X?YB7=-*xdm_azC$UA1H?4b4iz(Xr zYKi^h#>FcKuJzcb5mnaayjPmVk|pO?4*0%7r~BGw6`tyC(#Op`k^0T!I50~Mz2was z&Ggz>g^)aL155jjpWE$t?2Bbr-y6mB1_R*Tygnsx=ZI5JXl3c#mX$7sL$;-B+S6~4 zVs!H_4hs<`Mdsby_egxs#x+$|SME($wo`Xb;`vv8x#sw7t|AYBeEF375cK%EZFt~T zXZ}~S<{xhrgWyVQXOm-h1O0+#^tPW+^{UZd>~W%G7n-5PYsVKUOxL!Q&A3YjWX2`=%n2cSPed8j3j5=>Xg3{=!*0;IM zl}D=e=MM>6B|SI~CZyRA`NZXmImIK`D9FeX3mwYt&T-;oF%O7Vb0~04s8$5dq%uRq zXx*+|yF{2SbsZ3t{)Gh8i{g3(gc0jTvnIw_vXx=mIdk57y9g-_sh?j=Zq|L$1j!sCG~%5gX`RUw#d#+G zMZ)1XM=VGRvkn5TrMQ-&bQe4h=xICLYLhay?fpx_lp8-)l`C>ylCFXA;i%dSEy1)I zY{h#<(i6C(OkkEI`T#SRF#jo!Z@ky%*<#F7dY%QuVreIZ40Rq0Xw2jOP(g<;e@_$u zw6GO@I}v5XTT}{Go7)VK30}E@^t{1ZvQ3^-g1=;i&HMJ1!F%Mjw{l)fswg))DaMK6 zHtKlUJ?mVv_I*Mhh%T7FYwR15gpt7xVT&Hg#W)7(B@vWnl;bO4Cb>X5nCYjab;qCv zO|X`^IF=M;TakDWyB$6Jbco1$;ke`OL$BDB39hKN2OO}jBw}Gx@ z_~i)hr`M@ILZ3x;_;HdLnU(>cl!FR;{Ma+!-l$@SgEM!X4$M{ zWc8tIlBUkLs@=PhC-zB?AFtyTz>SZ6(n!kL~UqbP0hF$`3lvbb!EpYT8vTY^JhW#cgGs3s)nc0fLH;w z6u#%m6@GuvUcPsKtlzLpY!NUub+)qAZFYCIA;aJw*_A#8B=SEm_>vctuh2Ts5gRNH z4(8JPhakPG86F;Pb_|mdhv4jGUl$}ViFk3MM$kX6Cm2nBY`3?u-a^ z*Z0UG`DB%Egh1Qnoi3k?ccreOv3KyJtx362g^Lqj&q%&(Yd>8tD=RnG)y3R?TVB@c zhu+JN=)Rws5Sw}{$JNDU=h3K|OI3WsqWkNq#)VW>9LpG;ZLgO7fbG1e7sZ7h?ETWK zySn;xJ-tT(F5y4>ZME2dU|_=81u8l^I!D;piCk@Q`oYM^d;m0s56|cUrdr4A0}Asf z4r4}Z%kJHqPMPAWz2}wH5!A+=*2@lNPocFrYR0bEvz!0X%2^yLS!p9on|-yQtRDqeo+6V=p5+ z3UNVkS-)Su3*Os1$vxG*mc8`LCN5=Uf$6YFt+4q%>wJBE5W?W}D{*581q6 z^B59jW9HSXmslK<|NQwXu;c?g_a8odxJ0w(&l{Ru(5lB2#h>>Te;PvAuHCbzElq$Q z5K}uNqZWuL*#X>*1gYAnkq?wa%KiJzc?jS=Sh_B7D=UjIQ^U{ z*&g5NCah{|!9QM+K6_hR{b|+6YzOt<5?Y5bb!J7Aj!DZrMj-;0wg* z7LTcpd(hWAPoKV@GUdp`3%w0`_S7en(f*m~y@%?%2}m=}!C@cQVu8E6T;v{f4*YOU zZZfWP`ViZGMA@mBG7lepKe=w^IL~^th4srz^P0?>HA{XaAaSGS%{RcanS46eQ%_g7 z4ia`2?RfYwin^c57t_PbkgFdlY*Mna>cH_V;3?R;wF%iVWOGEs#8uatD9^WxhDJNh z*af>+G|aauoa#1qjqg>>)Qk*@Z*_ThU^ViqHF&DfD|~~|fByDueFZj&X%yZ0g@x-# zzt7?Mj8^{X&%CVMdzg*q5Em`aIXOA$!<#-%^lU=ucZL4)`I|TXq)Sa>V|A2Vm$^9$ zP?HC=G^|5LN=H0&`t{7H{_ExCnUr2d?e!eq%h%t32;aT{*O^`YJq>OYy1z3ScX7o4 z60k35{Nto$&Efn^NcL0a%<*TicQ3s+irsGF1L)1Qsxx8WAe0-v0ReZvnGPG){AgQw zBBuus*thSv*b*AiPps!)sfushu>+?*wUDSQj#gQxD%XcpMRBBMK&>_l**EsZB$||(3FKN*{bN2LGiixRw z;3Kxan^~oK8Wr@jvs_#ipIrZ?Dzaop;UnP22$+xaxplo4PKt8G$138^oP2bR6DqqAOv*z5)IG5U_(fUCwmA#*B*wtZd6W_`<|L z-KczaY^~*8ab(+d9r^QEE_i?@$m`2GY_29(1ZStDs3;a7`Ad4iIo@m7ea84vBQ_O} zKJljK==){A0)sNr)6I&XTs;5KW=#0^q=gEPFZ0$jn9;st#~Lh3O(h2Eqb2GxE=B?C z>6OgdlJE4F2dI#%7gavRM=gHkUm~u?AJXpBNrc)S)bOEt%J}bVah^`Qs)8uBfqUiP zG-=6_-k>H`Xf6spzcN_!4=2I!1rpwR3hf{7@;GA8=~x=69Z#ynn z(1T7OkV^gl>`04&-bPq@_~NwHWy0A;a8mV&kZTE9R|tq8&{r6VSWUe3tp#JZ3Pg23 zADO6TE8%Yw3b7rKhKte!hR7gA~IA zP#4F9dR&vL3J(vDDWEyuC@=%;Hyu6)c7<5gaQ=!G=DSm=v*!tOJvE8^_JW_z=;Dm-%t=>4f_ zhm9CfkI}-l9foa^l*l2zj8-u;qqfQ=%kD{Q$+p>h2DK$&t*1QU;WOLZCJ=aOW`XOy zV?5hO_S)I=GmV-ytwu!|Sb{Z7tvYp9Gc0HRiTwM5*ZKxuyMUo;q!x7<8O%W9$G1ni z*{zu5a{l~z&CZ=`(JW*MMm#HV4@(RNnh*<40TJ%%x3qzx5gCxo-hs|^W2=5kx=;nj zIAt{8uxa+|*NQ^etNUo>gRgcpa&I5+&>lPieeF+7*hv3S^0`V3Jz7&KaE;%yP-iCG z?y2L$JKoOA3h2JazFGed&Ry&i5~k}}#>QsbZ_CQ{9@}%g=lPw{UEFkMB*ezHe#@U4 z*Q^<3eR|J#SA*K;CwtGT6TEv~Lad@)zw6$G4tYE0PYemD7Z(~jH$C=?^GQQT2iso2 zKtQPVH#a#t=IozFs-bhiTL&tp0H3B!Xrie**W$I?w4>)2=3{*|?!uC;V4nN$Us5RQ z{a4^HoTt-KGuGKY*I~@jYI)(WSFhP9H<_;^BRboysfwV-%**TiKixH}_4SA%D9Hh#lRKM=4k6M)GRy6;{q%R5Pd6nWzh7UisBP_i}d zJz+hjR&jOB{@P`s@=)tOk>Y^%DW4gYw7T6B$2`8*e*c7HD`Jw)9yf_Rvpx9E^Frt3 zuWnSq-J&wfQr@x8izur9oD=q!4<%VedGcpB}6 z-OI|qL|3g()8Bu^uW=jWDIM7+=SwRvt6-$Lc?uHiQxIQ)C19=Tyi?T{Esl(By?e&+ z%6pWh*`R^)Zde7?Z_z`+J*ZWymI(>}LqTQ}*QbfqM^p}*5llM=M?c>n;Q)5yAO@H7lQ2FYMX>3$g ztu~VNG&SoMmon8WmDv8lKRKleg;J2POo38NAC^8kqg*~DGe2zNZih;6V|n=^h0pQh zdIBeiYbczB(`Kp_|jDye!TAw=>hysw+OALn4vZ zXj#T+%88Flot?F0QsnG~3mtm(YDx-Oo0K#_F$L#>t2uw3eO=2{;Q`$H&j$!thb7cw zBgSt?v^_CFJydV!M~@Bigk8P*x1Kj08oY4zABuM~OjtsiSA+4cDKkXA1D5~jrI-Tl z$F7Fs2IQ%9Nv4PLmL*OIyG7{wld_N4ivY z{}-CQS?9WJMe9bYR=1!7s-oA22dFBD0eI^^u%HJhDa>|R9J~zC5`)};vb`}~Iim<2 zP;`F;50b#&@*^!l2D!=)$oDy;=);E(7kgNV5B)8U?Cm=t*;^fnf+|&X9lL*@+Zk&J zO%tZCH;ldOy|#*~YO{y~2Rev~FlicHWB}oM&WKih7tP%L5t?BrKxSRL4NQ5?Oo}|) zV{tppmlwX+oq2JhO3+g*$V}YEuJXNlB&tpWW$h(rS#XQBm9gREm$~1@26lfp``=s< zr2g^LV4}t-7j2(oXXg-@U4R8Y_uBncnSM>Rt5(+8zE_<;c|E<@oqrmyz=*{H`yGcOn663cT&OI z>JF^BS$TNF{yn_fWBK3`guTQgv`}z^u4ERHrWsOcV<4+j=7Vtiq>f=C_6Hb7TC- zWjsJZGAn}WweH&#X=xg6Y;MehbT}QXJRQz2BP680dphXdRreSjxoknzKho|qQ5c8} zs=0uWVP^l5Yn=Ya>lh zZJv=-)Q5&IATT%b4^F7VhtAVeMpN@NiKcuR9OqNy^IWHc>3!T&@oQN4?(p!9G{*Zl z6!hq3t2`-!r_P_h8MTgPj~tr@UNC)NkyIrKhOdPvMN z!_->0o;&8dGF7H+tUN2X44dU8%#PIBu0+Iw)=B$G;k}-eH;rC;%<+4Q-4j2ulBo3v zHdvnQPyVNT?apsKmbTOF?YE^rgAFxWSX2-Bf)97Mot9QL>ev>2=4s#!7&c$5m=AElTkhcjY+>70 zZq5D|sTpKizJl@)N4D$Ir5>kvFh@(m&gs*=>Oly<*U$~MC|-o!+T)8WC(ro-Wq0}z zL-|h3m&>aw@=33ZuBDLfPcgESRQc|0AAZQGJOH|C?5;|I#)+Btq%S+}n?8N|v{wE4 zUEQCO?4~h~e-@J6;4K1;OR~#C6+_m(#POP%`%gvr`_~0H7*pU?8C;$J4X)E}G4Sr; z2(0CoeNL9<~2q$e2F6z`c>8TxP5(YyP0cyiy^L5J{#=nsR=gJ8z!P z!JV^}>8SG8Uk&&+j&xghseW!<-6MV%TK@Y}&Sr@VE0KETH~xRT;^PYHZfrYfMLh+L zez&3>je_*?ft{WZd%JsNSag(=eaUp4;-c%z#;ExA|C8FKFv4=|&Vw3?;mJ#{ySgB) z+Y#M`wrbbQE4y9})g1C+X$@7Yyd@+bMgK3IG_Qo-eWtEvY$Rx<;u878?_5Vy+t;p! zldalM*PB&SF{N;JT(g;G3$yL5cTOzQ^Yw@nW*GTz@#b6>hdMdGiJ~AHNRck zl+GxdGHB;8hj+ygB`=Arubw9LqZP7!d~cuip)M6UG1Xi=pP8+@vUv6GjKBZie!s7k z^~xFJ3L?ZJ^76$$pHIFxvECesrvjj;+q>Bzo|P|K^JiZF2RDjRR`hQ8rDsq_%Wn}= zYoDEepx7;9?|=Rux^405?pptzWjW40{!JE@r~Ci?ubrJ(cGm;TeUQ#(OYO3H{qG;A z=Ff27EX{Y1UU^RF^gsVUI5(p5D*flYQp$LH6ju^7$^##??%%TM|L$K+bXe#bNc@sO z3cKBaH!4NP8ux%!eHx%#>N`jT;u~jA`tb|Nw#3U@4E*ysrqUJEDE26SrHZ6Y#^~sS zTE5DQ>qOF+@+)iGGzru*_AFlyn6nR7h7Lkcd`Z53qRPF#aQPqN`G|34!NoxSEy%Hg z_0eBALBO6xmXxJs%$_;7+}Q+Z`N8wa%B$wi|RccR{B z_^LXX^BT(j7x1>J2sP`^t~sEIy81@c!Tb62wd&PNMa~rz7B(|hShP$13Bi`7QIxry@KiJHCRHLJ$cbXGzEe#2+!7SpDJR3HdJG_o$! zJxuotg&or_HH4nxgOAwJD|2t}n-y%Re+l+rLLn!#5#rikScP}IHr4NeP%4c^Sv7)f)Fi%*4kVyAK2#F&vp@8BPy6;rM(W z*%@OtMMi2Jg&VeS6KbK2(L`^n>z3Q8TV{c)71?r%G)lvV>a9G!-p$LSZt z&tzwhD8VWY*+>*{7n|!c&$B z+f~S!Fo1kJ6(1i82A&D{T{kjc`)$XQgaEK$i5hn^5g>aln<@35TFb|Fv_;gTk{miMy9*7S<4o=SO82iLSca_4p zfZ1*}#CIy~;06NS`kkn^>{G!;EHbPVSFr=qLN~Gno?D#uepcJk-grbaJxy!GEF~;E zkHSF<=}Ah;DsQp$R}5$J3bU9YpnNVoD=%KX>I|6GxK*n;cQv%zZ~JrxL|UaCJP0 z0wtBb_tU1WFX&zw(_mkdL4~JjCuVOCXoD++2Gq>Y1N3Tqg1n6-yRK{Tg}LKjfR>jd0}N?4u0*MIJspC;QsD!D7vjer(>+ z&BfIbYuql1HkT$i6rI0qmF(V?B!GEyw{56mmr-{k%qVQ&*ur(Az_0 zz(2-3w~=L<+jgb296R=YmF|f>w0Qi6_PXy+jBC)K-~dXZDkk{DbPp_%=};ulTRXKf z9A@r&@E2oSbri;kR@2LOsf57^wld^r7rw8FT9o%8VF!_J;a!RSF6N=)W-wivXcKO{^*@P#g&XAi1i zW`jhg#;lNnN%%ldjJb3b?R0gI4R;Ayg3Q5p=CsSQo;8!?XuO=Erv`e*E0#wbv(>HFqK8R`L+vod z84AZNF&}`#2}@h7d{%wbn`qH&aa(Ud3TGFWec)a(@$vV(xO&_aXJ7xpSDSr#y3xWv%v{(gR|PoC^9 z#%TI1g!lt8;Pv^SJeJpf`+PJVIyB|__4>fqE$`r-&(i?Fytx#=6oX z=Xn!cdq8W8;6-Evlz}29DSevMicgRZ{uSTAd*fC2gNF}yz!BvAH`t2(!slnNOmsRn zZldrbQInEd%A(@)Zyq$ZjUL~OqRJ}`PDrDBQh8&a*rZWg=6(OH_aSP&|0i6(l!^Y% z;qGZ|pAK&T8>y zr*?GQI+v({=UG*cCH=!Xd`2z5to7&j`;|_h{o~@M z*Oy)G^M7AE2A{)GEorv%=Y=PaGcIwtem5&`Wze;2{Y{%TnN=3CKgwOKzEr(Y+{3Pm z`sh)6)DAvVrt)HKBt$#`qH+?V9W$+hN9%trSg^O+H>P%baGR5+Ej*#yqvOP}9~>MV z570iKaWi5<(W+yOnsR5oDb2mo`oinQmqOE25qtIhhVKb!E%gsRq4d_DmRgG!N!Cyi zv65oZ*INknK0>P{{pfsBPn4fZps2j+>C;(B$pcn49`)?=^%llieVyjsKcDLW{w5p- zMQ|Df+ZgaG&D`8rhuZ_so-G-_=iY2XXxr7W=J}j{X$99IZT)Agx!1B~dKEcI^I1-H z-&ZgDq-jZsi6JYC-+dKcJ+;~Nh|Zl! zQRXXw?Ff*4H-F>~x?wED+ex2kY%#b?A#>c#Nceq!qOWQKGltYEK?3l$0E8knWJ=@b zL{lPqe3h>kl_kbJpjMIH9=Frk}0a z+4JXLKe>TC%&hALa+64*C@|yAs!{OPP`DI1Z^TFT>F-@Xr#!uLrwKoAzQ4%cpQ6sZi*eXXP|CrUumAWi7F=HE9-4DF8DR*mDk$I4v%VX zx7~KSVMom?ua-T2#nkOb>+gxl8?YV~&hyHxTdD|6v(LB=k?i8}B{3f-Nqmi(Nqai9 zVLgQpTXvqlF@5JB`04dmst4+~stE}RN8mh@U0MZmb|VL&OF$4(6O!xp`C6q|s|*1t zUX|fd8HWey>FJ430i~_%zYY5eW!j-@*XT>hy`;#k;k%SG(Ewr?e*S%BRe|;rO|L^I>|i#zE=@lxKN;y_&UsvA5Y6V z{nL`BXV4A#GWAEjhL`&~dPhq$v-RH0%vUi1^PjPe0+6v=s+?Mi?`Zh7d-k-6jg2j! z#cQOH+4U+5!HkCu{9e$6$!|Y?p5H{;?|_84vEp`=LrSr`-9_B4t#H5-=;<|>F9%uOxsmm8RJ~j>lg23!L4Fl$T(yVfxE$Fmw^-Et( z*zrX@&kmYvWOLJkJpH#s*A9wEYAEH86yqdUd-Rinx2(-*qPWde#yQse`TC-qvjjz| z=EDxg)FaA=@I5(ERdE{<;~db1ukQprqG$%&E1Y@IlrQ#}8ne5?ncTeYP1Cwxv18D| zkRvBad`($K!hfPXSAHi2>_(*Kh|?^nLBb!_e6rw>kjN2^_{ZGNVCljO7GwOHJ7Y#Cp0eIcw_3;= zDV?8=2&q)sp~1^KjTB6K3Gje?dY}O_B>to|NDk9`0ysAfL9xhG8g` zcErQ1(||&{r}!)<`1D!qObMA~JZQYaH$FZ-{i}w;A<@H4|FoZPR_v~nj9tIQr_7** zCxEARH_kmDU%PYXBR7fUKhs;yuccs>mF<@^=LT`s4dxvVbp!qx`{N19F^sXQ`^abH zIv!SS#n!H}!Sy6~^)5bhfmrq6;lnzL!uLdmR!7fdtrs)}Cnxt`K|lLAGhS#`N*GFG z=RB3zxL3-qbNh}Rx@eu%6#MOur!lYi{W>*%pTGzBa@fgjK~AiZIn1jqO2-4~v5>O<>(HZ|qacjKym!k<^IuXI8=Iz@lF?)qu-;90ze zM(0BJ6VqIFPPK{z3#21IvO2mH`tJ}1lTArgW-c8S>Ul8cy^*Gy-F_9J$E z+{LrGM69k#64xB38>?dCw6=l@*}y5i-cgcbY)(H=BM7cuHI{arm}6J!xm?CnQrE9t zTT5{c8q9t-dB&2?JhTw$u`U~l3}@I_oF;V@J-Tu3eQpa@eJP+tYPpQ(Y9c}$!(i%( zda2_a9W7}^TP8%hOttdG4Q3(!5W8P&aRMc&VuH7+{VNLD<)E6$ z&l=)dp)}(d|mNp{qowKjBPc& zl1nyNM3OJ0*7eN6kjH-a_3*GT-@A8hzkU0LiqTB3H-!iy=>>}y-}BhrNu{Ku zZnump_zC>%q%g>NI}k-9uZQg3XMA+;#fvRNp%3OH`D>k_;JozkVM_(nwh#Cvh>`w{ z6(dHCGMhfVFYCJI^u}6vc)+xEVO;&gz|gRnTx5Ls%FfJl z`#s3tH@9DB_k~NAtdEOZnC!A8fqd|SlUN&WL;==+JB}uL zANmb%{#U4@BoI^`TD-mH_Foj-krDrrvj2Ak!~ZX?B1l~%0ia~*j8<4KHs&lzGfq)* z3L}WEA^${npEp)Xn`vL+vz`L84wRiuJ%4_TJ^^oS_0(2VGi_pR&4m_#?xgvftenKJ z{eBmh^o$JAM28u;)B$n5W9^Uw%*3GWj0xu#)mG%cf4`Y>zwp8ccw_?jhP7*}VW?Z3 z8LCy$(Q|iyL;_)iHi|QNE7rx59WUVnav#st?=^oDC02*tz167LQDm%1d8^-h-q>|E zVQ=dwaN<}4)AEv$x>ux$-ET(N+pDoBXCuYQ*|TT&(in;W(eDw0KA`ESo*4*)>QS>s zm!v;95%6Rir%D4E^s`R@y$9nO`UIbmy(cOrNVH`J06)bmD8&E^R%0Q!`=fDl3WyI1 zK)N1tJQq9vsdR1`wU&{o%*XXCJtn9$$*TO)c}gPG?LM5~i?&8SWd z-X7dO=`t~_yl=9hee1>d4n$>TXLH4?$%mn5DZVh0Qnd*Y!IXDFC9_#ZP17iVRQa>J z=e&7IQgl`M2;IZ>cST;GjvV1rwiSEL5D1JZ?*Fd&)fcsb)=3CfY$0%mM`weH`-HH@XO3UicfQbA)d9Dv#BVSB zr@6QsjOvNd{f>GoRn_+06F;m@|G^sjE&#cA{63?o^S$<4NH1`X-8bcEFRD(FZwH3UD zAZhhI2Xi*xSSNdXsI#so^mVefw${?swZMF<9q)Q8 zL{`Mxp5lG|gk2bWv@8@q@uvBXrS*Tx)j zadF9H8`tSkH)R7OiYNwEhe`!C0=4L2Cb`U+AR5_bXIqj?evLgRxR}Of z%Ld*6E(!G?f-pchpO)X<8#a&&&caC@8RGLCmcb`F-EE4hXTkugLksZ8sIkP^D@~W% z?LwrgCEI~u=(4D{%6>%)uS2s%$8+4xpueG^-MP+1$Pcs1ccrK-PpIznw)u#AY7;>c zr9VWkxHzZJ=M^a}ickBFScNoMmv+F6TPL;Z(5$WZJ9GlM)*dimBImg4@llFpo zOm!@ThOmZa1BZ;Bwj1gY{{DE-8G6i5z{j2SjXSVKIr;Y&$E2*Q>>*iJ1+Hjt$SmB( zpdYb9i~fdwTxIXB&b{qir#6l6y1wAL8_+pS#1_#0EHbBMcD~|_-pHbdCqDJtw|k-8 zNC1`GL@s0b`5Oij!k#i}{6?W3vTBJgXjH%V=_=FSffs8qxv(zlU!!L-g>*PM_Hp{@rox9z)xK1gb zLf6f6fFGm8gFDB`3{C%d6WYt_3RTHO?;;0(9P04~cJH}`q!Q596JWf?ARKJ3QYOWO_t zzHY;Yno{dZ+%?Ns|BzqTfc*)?E@Sk{{`vV+5Fp0% zu*C9wCWPcMt_r|}8)5xuGB8uH@RF=nA?vG0(6m+xOU z%W@u2<7FU*9+?%{3F^U@>zWpVI+p18z%zoOR7*KUWUm)rnsmahj z>_y0nBFv0uqH!Odvh0X{&1t|rP#N694T1V|3JDke&f#4Bg>+$*RLnc~TlD^EYdT=F z@#9-kf^1ApHRXa8IdZ*;(s~((NzBaH-o9GKJo}}mPx(dVoDp_Ec=D@}!z$?5Dpp8C=om7s-IR;{=VN(uc42V?pg(&NuLeTc2bgkXQc_>K$WwTdthrXj2Uu8kgbHOWD5;Cr;K5ZCmjI3Cgfo{p zD>Y0v!RX<%;gb|H=O7nn#TJ)(k5Bx`c>IWR?MvxKd2e8n;v*)l5sBsnG79@qV+LL9 zcK+PC_9()6mN_@+z;--J4Y-}k$nWI$HY;py=3J^nXs8ywUBhw{_s<(E1;wPdt$WRE z1Z?HY9hyePoaH4G0vQxK>_;AkEp83L7F5|8HK9DHIgbqI`eA-7r9mJbo^?sItr!OO z`E~IC_JB1ZUy?R$^>6IhV(47b^{N@ogGI~_J$|=kugr-|b85=*RK9+HEMLu`>)#GzLG1*-Yjf0kWgu_5$2t`3UZ)(ci-=(%Um%UHg zK!q?BNDBpd21m^eHXK4y_r}XRoc?+(d)4A@TW>m0RtAA5qB15)Pc^Q1R`I8~DA1CB zyw-!3xVLxU?ZcaH+`msAZz-IEbYYCEaDsftPV%fSSJl_|5=yFl)<;h#XfqzcY1l{e z1cO*ZhCHFYtFxpbg91Ylw&LQHsDuLa_JO?HX*}66r%v4p8+-TnWx7^Xb#;d+kI}Y& zz+0m|5@{sKqWr4g&HrjsDtm1pvjbbu{Zk5wmfEW;Gw)WfA{g7WBa-`(=ca*IaX^Ox zd58@(TVEZDn-7Il4rvm0DXxhtNf$4G9uy=Y#pcFX|T%;j36*xfp;aG+H)VzP`Z0FD#yHsEcPa&FJ| zkdU>651DPC{o4SAX3%}c-O2ZxB^lS823OlL@Chhidgu!)7wL>(@_1eH92gHbwkk%9%iz#v>RuU|DZ4n~;*8)3Z&8cA;$n zh{Ngkx_^LaoQ7H=E8pj6f}T@?_8B@SR6&i|AaF_a>-slZJi3R{C;)x=koVsp{aaIw z-!>k@(LVSHG;RY2l3DDeW1B%s*VL>DO1c?$-zl&ySzmi@saV?UL+P^ddtMgoPc<7h ztOJ@Wrxld@#Lua*2`z$~E5r^Oie(CAg=e?PyF{SK<2?eKrZ*mE2;Ny2*%r4YC}@>< z26wukvX>=2EZ^)asgW!+Yu5+Zu5`?L4`{@x+~_tX%y5nxyMfxSd5x0DHK|4ocW)L> zwEQ?f>9d-=IetdncHY#cOD8w$6l$@KEWHmMoXkm*P89ih^Y=;q<-50~yDj3gitPXj z_mSaCew5FGQ=S5){SA%FE#}_0zH1(EZyTzfJ`EK;yuU4o_8j`8J19Xud8p6KaFi{x zo~VzsogjyC{Ilfcr`YWX&ZY`-cYjX!uX&yBX24L0OT$#EZh7!1<`!UVNR}Eq!y6%F z*{&tDC;70YfZ8uX|!v7$8AN=NZ6*ikGZh9^&A~LBcx^?T;F|c)S*B129A>WxezvtQb zPS{+1t@qGERgr8^u;`A>DA3r#mW$?KQf9n|n}9#jkF~3x(R(>>?2m7dW0FhoGH3_eP^U5x_}Ck_9Hx)2ll>{-M^R&{L0sAF-5fOK|Z1vSB{@ z3CDq)nx8$PawFHDN;U;^p0Tx<%CrJ9mfH$)dJBUdkxQQ)L8nwtSCl?-j%9czdR5V{ z1CTxNHA}8g`#x&oJjH7!tzB!IhHJ@N4>-=OYr{&mP7)vv4gl+7u0n5|` zK~6WHy6`*~TQPH2YHlG_o5F`yZqD^NI8x z9`ha>q5Tn4kdBYKw}|_HYCHG1n)5V{|748YYSc@Zk_@uSCPibqxK6Fh#46J6F_qM~ zRfaMuywaLMMJl91MM4*uO%u~-liNY%M0SiuBRO3tbfuNszMo#Rm;dIkJ%86ZzwXwl9Y>1q)*!jz7WNwatSzRxlX1hDY*`iCB`<>WF zAojTe26PMi{?`CT)}cuR(5I~I{zlk+vtx%(&Bbjk&!0Qd7Oht|*|{W5v^a0liw5c{ z$rWr@yICu>2s653mg{ss+YcTz^7r?Tr6=X9)!Eynm;l|5HZ^_hF!c6`w_Va#(S6{t zEgPu1tS41acy%9CwqL%-vAtH!G;~ThV#dTttXzshUjH-K+Uuv70X}DGHhJcpTwV8Q zR-~m)+cF%}j>{ZvKes~$9BqL6_LZDqp`P)UXvu|@ov|oOXUlq>@@IFiX*6n*@{z^a z(M29fKUkpF+`(0n#*f-as)8WU?_?*>my}!-WZpb=85Fj^mV$~tZYNZhfs;PElVb$1 z5J8K75l@7%1+s02vxKFmfly0m;0_xsgzd$$sclMAeP5{)Rr3oNAxb8XZwRS~^{KClaW{{u3jU-? zi|P$qk$>3b()@S;pN$J1B%kHbno_-OM%P$Pk+~VW@fPS*tDQ?QgB*K+9CaS|~URIlhCSj1mDSls5d$dPmrkYPkx#l1BD*BpZ zFXpv9e5&lox#l6Z)u5X!qYq3nD^C=9^CI*3VeDN2>|_J3vLaf$_w%((;D+ryEu)lL z8f|o2z_vX`ut#xOCLB-27n?3sfmW-H-@*#n158N>T837D1cMdp4Nw03#eq|SZEYI+ z<~~Z&luc*U9lXK1z`#9>C#C$B@sE4-=utr$&}pwn6Zb7G`D|K^(U79cX%97hmCPk) zPo*C_W_J5aylNp$%O)5|d`z^(Zc0cn6;2-?^j5(}Prqg0Dg|78zItco+H)HjNZi(t zOAHiIGbgu0azA1d07pV+x_A!go$y-%vJNNJ2yd_`>l=yp;>~Ea`2v75SfAQ89P~K{ z^t%s1Mg%UDVjp8Rgq);H80`f}pM%G+OB?O~Y~F7q?agVP;mtnw>mQ9!e1RJbZzD?| zqxf<_=9n0+_tC*%ah$1sLj}|yIB;z_# zl~;Pka!sq8r*U+pEbSQC_pPE6984X^+0glt*VmLg+%|N7j7_P*9T-Gw%aCK z@e30>y(+G+y`>R{JXMj{%&y+yb}sJ)Sk#k7dq;xj#=an4mjL_42nx`v5B)?@piN}v zvYkf(bvzjJ7ylg`Mogo`^7W5fk^;OXRQKI8Xn7L#hFQX>IPa=Uk7D3@Hhu5WVRkfE zdqocD-~UrkfEJS2%ww+Je6hQzb4k#XQnnRxT(5KLRAWl|EaJA;#rbH}`jZqoTSibzYdfjs7 zf?Sm7bod{lhkhS?E{YLCOR)UG)p%Z|`xR3buRxQ%72zrt=Z$+2bmt9Y%DCXCFz)m? z@2Y24XLF2rPawh<{7B-7wo^#Hu5E~ldkR7$#Ae7NVxdI^5HT@}3meVVp+4uAmYk_Y zgE4JwTkV`(!)#p}jH~K@wv@pNu*c3Mc{ryb ziL*2Y8i~QE08BqMr8hK5-NIP0XXyAl&2G_NZph!q+jG>@jnVLtxu$5(&0 zo8@6{Ufy2rVv~nS+@1oqc5!vADLjj=?o@mkH4RGz09RQ-mTZG`=2th_?WFBJ*Tlkd zBau^#wF-VIpgRhu3=oX1Q{B&g4Vkz)UmB7 zsF=hkj^l3S_$bVVysv*SF>x&6R}rx;I5E@ETT&xr58$Ya=>w%1Prr%?kmqyv%ja=wR#=f`ZRp!==eR}zIw16J1!=heC4j^))}n_w z7eK#zdD7L!jm2yoQza`S%^p&!@LDHu~7VnC?QJ3DW5@lvOIr zfGupD^l&}lGDc$4MNvSEK8uFvW|~v~oWNbVl9g=P`?a=}S~hJ?ogOy#;RYvcd=MI) zDo*%(amIof+GeI%xq3V$`m@&!2a@t(n74~5bvE$RoEbExxg9>rZWg!ZmWM3XFeMAX z07EDj4|{r5(csCYhx{~CV^s-Fb}de(%tD7r+Cw>)mfs*FE|00OWM^nl(E9a`K)rm% z3Fl4xj%(>_C0p_NPDD{)S-ksj1zcount`, trimmed to count ≥ 2, and is loaded with `keyflux.load_counts`." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "592b4ba4", + "metadata": { + "execution": { + "iopub.execute_input": "2026-07-01T10:32:52.322467Z", + "iopub.status.busy": "2026-07-01T10:32:52.321465Z", + "iopub.status.idle": "2026-07-01T10:32:53.002013Z", + "shell.execute_reply": "2026-07-01T10:32:53.001296Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1825-1849: 440,954 tokens, 6,111 types\n", + "1900-1924: 460,194 tokens, 7,875 types\n", + "1950-1974: 555,210 tokens, 7,582 types\n", + "2000-2024: 627,316 tokens, 8,389 types\n" + ] + } + ], + "source": [ + "from collections import Counter\n", + "from pathlib import Path\n", + "\n", + "from keyflux import Keyness, RankedList, allotaxonograph, load_counts, rtd\n", + "\n", + "try:\n", + " HERE = Path(__file__).resolve().parent\n", + "except NameError: # running as a notebook — no __file__\n", + " HERE = Path(\"examples\") if Path(\"examples/data\").exists() else Path(\".\")\n", + "DATA = HERE / \"data\"\n", + "GALLERY = HERE / \"gallery\"\n", + "GALLERY.mkdir(exist_ok=True)\n", + "\n", + "# Lemmatisation and transcription leave clitic fragments (ve, ll, re) and stage\n", + "# markers ([applause], speaker labels). They are real tokens but pure noise, so\n", + "# we drop them from the counts up front — this keeps genuine function words (the,\n", + "# of, be, which), which legitimately populate the lockword diagonal.\n", + "_NOISE = {\n", + " \"ve\", \"ll\", \"re\", \"s\", \"d\", \"m\", \"t\", \"s1\", \"s2\", \"p1\", \"p2\",\n", + " \"applause\", \"laughter\", \"crosstalk\", \"inaudible\", \"span\", \"class\",\n", + " \"nbsp\", \"amp\", \"quot\", \"don\", \"didn\", \"doesn\", \"isn\", \"aren\", \"wasn\",\n", + " \"won\", \"wouldn\", \"couldn\", \"shouldn\", \"hasn\", \"haven\", \"uh\", \"um\",\n", + "}\n", + "\n", + "\n", + "def clean(counter):\n", + " \"\"\"Drop single-character tokens and known clitic/transcript noise.\"\"\"\n", + " return Counter({t: c for t, c in counter.items() if len(t) > 1 and t not in _NOISE})\n", + "\n", + "\n", + "PERIODS = [\"1825-1849\", \"1900-1924\", \"1950-1974\", \"2000-2024\"]\n", + "counts = {p: clean(load_counts(DATA / f\"speeches_{p}.tsv\")) for p in PERIODS}\n", + "for p in PERIODS:\n", + " print(f\"{p}: {sum(counts[p].values()):>8,} tokens, {len(counts[p]):>6,} types\")\n", + "\n", + "\n", + "def content_words(rows, n=12):\n", + " \"\"\"Top keyword surface forms for the printed lists.\"\"\"\n", + " return [row.type for row in rows[:n]]\n", + "\n", + "\n", + "def show(fig):\n", + " \"\"\"Embed a Figure as a PNG output when run in a notebook; no-op in a script.\"\"\"\n", + " try:\n", + " from io import BytesIO\n", + "\n", + " from IPython.display import Image, display\n", + " except ImportError:\n", + " return\n", + " buf = BytesIO()\n", + " fig.savefig(buf, format=\"png\", dpi=110, bbox_inches=\"tight\")\n", + " display(Image(data=buf.getvalue()))" + ] + }, + { + "cell_type": "markdown", + "id": "90421b33", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "## The comparison helper\n", + "\n", + "For a focus era vs. a reference era it prints the positive keywords (typical of\n", + "the focus era), the negative keywords (typical of the reference era), and a few\n", + "lockwords (stable across both), then renders the allotaxonograph." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ab940747", + "metadata": { + "execution": { + "iopub.execute_input": "2026-07-01T10:32:53.005142Z", + "iopub.status.busy": "2026-07-01T10:32:53.004773Z", + "iopub.status.idle": "2026-07-01T10:32:53.014122Z", + "shell.execute_reply": "2026-07-01T10:32:53.012774Z" + } + }, + "outputs": [], + "source": [ + "def compare(focus_period, reference_period, *, alpha=1 / 3, save_as=None):\n", + " \"\"\"Keyness + RTD + allotaxonograph for two eras; returns the Figure.\"\"\"\n", + " focus, reference = counts[focus_period], counts[reference_period]\n", + " k = Keyness(\n", + " focus, reference,\n", + " min_focus_freq=10, min_reference_freq=10,\n", + " reference_id=reference_period,\n", + " )\n", + " kw = k.keywords()\n", + " print(f\"\\n=== {focus_period} vs {reference_period} ===\")\n", + " print(f\"typical of {focus_period}: {content_words(kw.positive())}\")\n", + " print(f\"typical of {reference_period}: {content_words(kw.negative())}\")\n", + " print(f\"lockwords (stable): {content_words(k.lockwords(min_freq_both=50))}\")\n", + "\n", + " r_focus = RankedList.from_counts(focus, label=focus_period)\n", + " r_reference = RankedList.from_counts(reference, label=reference_period)\n", + " result = rtd(r_focus, r_reference, alpha=alpha)\n", + " print(f\"rank-turbulence divergence (alpha={alpha:.3g}): {result.divergence:.4f}\")\n", + "\n", + " fig = allotaxonograph(\n", + " r_focus, r_reference, alpha=alpha,\n", + " labels=(focus_period, reference_period),\n", + " )\n", + " if save_as:\n", + " fig.savefig(GALLERY / save_as, dpi=130, bbox_inches=\"tight\")\n", + " print(f\"saved gallery/{save_as}\")\n", + " return fig" + ] + }, + { + "cell_type": "markdown", + "id": "12c5f19e", + "metadata": {}, + "source": [ + "## 1. The nineteenth century vs. the twenty-first\n", + "\n", + "The most dramatic shift: formal 19th-century governmental prose\n", + "(*appropriation, intercourse, specie*) against modern televised address\n", + "(*job, help, tonight*). Function words fill the lockword diagonal." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "256231da", + "metadata": { + "execution": { + "iopub.execute_input": "2026-07-01T10:32:53.016331Z", + "iopub.status.busy": "2026-07-01T10:32:53.016094Z", + "iopub.status.idle": "2026-07-01T10:32:54.193356Z", + "shell.execute_reply": "2026-07-01T10:32:54.192453Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== 2000-2024 vs 1825-1849 ===\n", + "typical of 2000-2024: ['job', 'help', 'today', 'talk', 'tonight', 'woman', 'iraq', 'worker', 'big', 'terrorist', 'afghanistan', 'billion']\n", + "typical of 1825-1849: ['appropriation', 'intercourse', 'indians', 'heretofore', 'favorable', 'specie', 'receipt', 'entertain', 'satisfactory', 'disposition', 'furnish', 'proceeding']\n", + "lockwords (stable): ['have', 'it', 'country', 'these', 'great', 'those', 'two', 'before', 'mean', 'force', 'continue', 'hope']\n", + "rank-turbulence divergence (alpha=0.333): 0.4573\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saved gallery/era_2000-2024_vs_1825-1849.png\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig1 = compare(\"2000-2024\", \"1825-1849\", save_as=\"era_2000-2024_vs_1825-1849.png\")\n", + "show(fig1)" + ] + }, + { + "cell_type": "markdown", + "id": "5637619f", + "metadata": {}, + "source": [ + "## 2. Progressive era vs. the Cold War" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "696afdbd", + "metadata": { + "execution": { + "iopub.execute_input": "2026-07-01T10:32:54.195186Z", + "iopub.status.busy": "2026-07-01T10:32:54.194982Z", + "iopub.status.idle": "2026-07-01T10:32:55.386423Z", + "shell.execute_reply": "2026-07-01T10:32:55.385430Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== 1950-1974 vs 1900-1924 ===\n", + "typical of 1950-1974: ['vietnam', 'tonight', 'soviet', 'kennedy', 'communist', 'viet', 'nam', 'nuclear', 'vietnamese', 'nixon', 'communists', 'eisenhower']\n", + "typical of 1900-1924: ['39', 'railway', 'isthmus', 'colon', 'philippine', 'imperial', 'porto', 'hague', 'reclamation', 'belligerent', 'exposition', 'banking']\n", + "lockwords (stable): ['to', 'for', 'their', 'there', 'other', 'any', 'united', 'so', 'country', 'good', 'need', 'give']\n", + "rank-turbulence divergence (alpha=0.333): 0.3284\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saved gallery/era_1950-1974_vs_1900-1924.png\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig2 = compare(\"1950-1974\", \"1900-1924\", save_as=\"era_1950-1974_vs_1900-1924.png\")\n", + "show(fig2)" + ] + }, + { + "cell_type": "markdown", + "id": "71b57f7e", + "metadata": {}, + "source": [ + "## 3. The Cold War vs. the modern era — a subtler shift" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8770fc91", + "metadata": { + "execution": { + "iopub.execute_input": "2026-07-01T10:32:55.388427Z", + "iopub.status.busy": "2026-07-01T10:32:55.388212Z", + "iopub.status.idle": "2026-07-01T10:32:56.397771Z", + "shell.execute_reply": "2026-07-01T10:32:56.397013Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== 2000-2024 vs 1950-1974 ===\n", + "typical of 2000-2024: ['afghanistan', 'trump', 'iraqi', 'okay', 'qaeda', 'virus', 'ukraine', 'guy', '39', 'yeah', 'biden', 'iraq']\n", + "typical of 1950-1974: ['viet', 'nam', 'communists', 'negro', 'khrushchev', 'watergate', 'appropriation', '1960', 'laos', '1954', 'mrs', 'mcnamara']\n", + "lockwords (stable): ['to', 'that', 'our', 'with', 'can', 'at', 'there', 'if', 'now', 'time', 'my', 'new']\n", + "rank-turbulence divergence (alpha=0.333): 0.3110\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saved gallery/era_2000-2024_vs_1950-1974.png\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig3 = compare(\"2000-2024\", \"1950-1974\", save_as=\"era_2000-2024_vs_1950-1974.png\")\n", + "show(fig3)" + ] + }, + { + "cell_type": "markdown", + "id": "04a9c13b", + "metadata": {}, + "source": [ + "## How alpha reframes the map\n", + "\n", + "`alpha` tunes what the divergence emphasises. Small `alpha` surfaces churn\n", + "among rare, low-rank words; large `alpha` surfaces shifts among the common,\n", + "high-rank words. Here is the 19thC↔21stC pair at three settings." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b4d2c8c8", + "metadata": { + "execution": { + "iopub.execute_input": "2026-07-01T10:32:56.399826Z", + "iopub.status.busy": "2026-07-01T10:32:56.399564Z", + "iopub.status.idle": "2026-07-01T10:32:59.629385Z", + "shell.execute_reply": "2026-07-01T10:32:59.628353Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== 2000-2024 vs 1825-1849 ===\n", + "typical of 2000-2024: ['job', 'help', 'today', 'talk', 'tonight', 'woman', 'iraq', 'worker', 'big', 'terrorist', 'afghanistan', 'billion']\n", + "typical of 1825-1849: ['appropriation', 'intercourse', 'indians', 'heretofore', 'favorable', 'specie', 'receipt', 'entertain', 'satisfactory', 'disposition', 'furnish', 'proceeding']\n", + "lockwords (stable): ['have', 'it', 'country', 'these', 'great', 'those', 'two', 'before', 'mean', 'force', 'continue', 'hope']\n", + "rank-turbulence divergence (alpha=0): 0.3922\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saved gallery/alpha_sweep_0.png\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== 2000-2024 vs 1825-1849 ===\n", + "typical of 2000-2024: ['job', 'help', 'today', 'talk', 'tonight', 'woman', 'iraq', 'worker', 'big', 'terrorist', 'afghanistan', 'billion']\n", + "typical of 1825-1849: ['appropriation', 'intercourse', 'indians', 'heretofore', 'favorable', 'specie', 'receipt', 'entertain', 'satisfactory', 'disposition', 'furnish', 'proceeding']\n", + "lockwords (stable): ['have', 'it', 'country', 'these', 'great', 'those', 'two', 'before', 'mean', 'force', 'continue', 'hope']\n", + "rank-turbulence divergence (alpha=0.333): 0.4573\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saved gallery/alpha_sweep_0.33.png\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== 2000-2024 vs 1825-1849 ===\n", + "typical of 2000-2024: ['job', 'help', 'today', 'talk', 'tonight', 'woman', 'iraq', 'worker', 'big', 'terrorist', 'afghanistan', 'billion']\n", + "typical of 1825-1849: ['appropriation', 'intercourse', 'indians', 'heretofore', 'favorable', 'specie', 'receipt', 'entertain', 'satisfactory', 'disposition', 'furnish', 'proceeding']\n", + "lockwords (stable): ['have', 'it', 'country', 'these', 'great', 'those', 'two', 'before', 'mean', 'force', 'continue', 'hope']\n", + "rank-turbulence divergence (alpha=1): 0.5366\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "saved gallery/alpha_sweep_1.png\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for a, tag in [(0.0, \"0\"), (1 / 3, \"0.33\"), (1.0, \"1\")]:\n", + " fig = compare(\"2000-2024\", \"1825-1849\", alpha=a,\n", + " save_as=f\"alpha_sweep_{tag}.png\")\n", + " show(fig)" + ] + } + ], + "metadata": { + "jupytext": { + "cell_metadata_filter": "-all", + "main_language": "python", + "notebook_metadata_filter": "-all" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/presidential_speeches.py b/examples/presidential_speeches.py new file mode 100644 index 0000000..76da32e --- /dev/null +++ b/examples/presidential_speeches.py @@ -0,0 +1,143 @@ +# %% [markdown] +# # Allotaxonographs of U.S. presidential speech across eras +# +# This example compares the vocabulary of U.S. presidential speeches across +# 25-year eras with **keyflux** — keyness (keywords + lockwords), rank-turbulence +# divergence (RTD), and the allotaxonograph. +# +# The data are compact frequency tables under `examples/data/`, built from the +# public-domain [Miller Center](https://data.millercenter.org/) presidential +# speech corpus (lemmatised, lowercased, punctuation stripped) bundled with +# [chronowords](https://github.com/crow-intelligence/chronowords). Each table is +# `typecount`, trimmed to count ≥ 2, and is loaded with `keyflux.load_counts`. + +# %% +from collections import Counter +from pathlib import Path + +from keyflux import Keyness, RankedList, allotaxonograph, load_counts, rtd + +try: + HERE = Path(__file__).resolve().parent +except NameError: # running as a notebook — no __file__ + HERE = Path("examples") if Path("examples/data").exists() else Path(".") +DATA = HERE / "data" +GALLERY = HERE / "gallery" +GALLERY.mkdir(exist_ok=True) + +# Lemmatisation and transcription leave clitic fragments (ve, ll, re) and stage +# markers ([applause], speaker labels). They are real tokens but pure noise, so +# we drop them from the counts up front — this keeps genuine function words (the, +# of, be, which), which legitimately populate the lockword diagonal. +_NOISE = { + "ve", "ll", "re", "s", "d", "m", "t", "s1", "s2", "p1", "p2", + "applause", "laughter", "crosstalk", "inaudible", "span", "class", + "nbsp", "amp", "quot", "don", "didn", "doesn", "isn", "aren", "wasn", + "won", "wouldn", "couldn", "shouldn", "hasn", "haven", "uh", "um", +} + + +def clean(counter): + """Drop single-character tokens and known clitic/transcript noise.""" + return Counter({t: c for t, c in counter.items() if len(t) > 1 and t not in _NOISE}) + + +PERIODS = ["1825-1849", "1900-1924", "1950-1974", "2000-2024"] +counts = {p: clean(load_counts(DATA / f"speeches_{p}.tsv")) for p in PERIODS} +for p in PERIODS: + print(f"{p}: {sum(counts[p].values()):>8,} tokens, {len(counts[p]):>6,} types") + + +def content_words(rows, n=12): + """Top keyword surface forms for the printed lists.""" + return [row.type for row in rows[:n]] + + +def show(fig): + """Embed a Figure as a PNG output when run in a notebook; no-op in a script.""" + try: + from io import BytesIO + + from IPython.display import Image, display + except ImportError: + return + buf = BytesIO() + fig.savefig(buf, format="png", dpi=110, bbox_inches="tight") + display(Image(data=buf.getvalue())) + + +# %% [markdown] +# ## The comparison helper +# +# For a focus era vs. a reference era it prints the positive keywords (typical of +# the focus era), the negative keywords (typical of the reference era), and a few +# lockwords (stable across both), then renders the allotaxonograph. + + +# %% +def compare(focus_period, reference_period, *, alpha=1 / 3, save_as=None): + """Keyness + RTD + allotaxonograph for two eras; returns the Figure.""" + focus, reference = counts[focus_period], counts[reference_period] + k = Keyness( + focus, reference, + min_focus_freq=10, min_reference_freq=10, + reference_id=reference_period, + ) + kw = k.keywords() + print(f"\n=== {focus_period} vs {reference_period} ===") + print(f"typical of {focus_period}: {content_words(kw.positive())}") + print(f"typical of {reference_period}: {content_words(kw.negative())}") + print(f"lockwords (stable): {content_words(k.lockwords(min_freq_both=50))}") + + r_focus = RankedList.from_counts(focus, label=focus_period) + r_reference = RankedList.from_counts(reference, label=reference_period) + result = rtd(r_focus, r_reference, alpha=alpha) + print(f"rank-turbulence divergence (alpha={alpha:.3g}): {result.divergence:.4f}") + + fig = allotaxonograph( + r_focus, r_reference, alpha=alpha, + labels=(focus_period, reference_period), + ) + if save_as: + fig.savefig(GALLERY / save_as, dpi=130, bbox_inches="tight") + print(f"saved gallery/{save_as}") + return fig + + +# %% [markdown] +# ## 1. The nineteenth century vs. the twenty-first +# +# The most dramatic shift: formal 19th-century governmental prose +# (*appropriation, intercourse, specie*) against modern televised address +# (*job, help, tonight*). Function words fill the lockword diagonal. + +# %% +fig1 = compare("2000-2024", "1825-1849", save_as="era_2000-2024_vs_1825-1849.png") +show(fig1) + +# %% [markdown] +# ## 2. Progressive era vs. the Cold War + +# %% +fig2 = compare("1950-1974", "1900-1924", save_as="era_1950-1974_vs_1900-1924.png") +show(fig2) + +# %% [markdown] +# ## 3. The Cold War vs. the modern era — a subtler shift + +# %% +fig3 = compare("2000-2024", "1950-1974", save_as="era_2000-2024_vs_1950-1974.png") +show(fig3) + +# %% [markdown] +# ## How alpha reframes the map +# +# `alpha` tunes what the divergence emphasises. Small `alpha` surfaces churn +# among rare, low-rank words; large `alpha` surfaces shifts among the common, +# high-rank words. Here is the 19thC↔21stC pair at three settings. + +# %% +for a, tag in [(0.0, "0"), (1 / 3, "0.33"), (1.0, "1")]: + fig = compare("2000-2024", "1825-1849", alpha=a, + save_as=f"alpha_sweep_{tag}.png") + show(fig) diff --git a/imgs/logo.png b/imgs/logo.png new file mode 100644 index 0000000000000000000000000000000000000000..603e7202b43a45d52da65e5e74ff2b3b5ff97d98 GIT binary patch literal 26179 zcmeEu^-~+p^EZ7{ytqrDxVyVUad&qoxCLo};_hz6-Cc@%aJS;_6btgC{ml2jcqTt& zCo{LVclWxr+fBH#qBJrh0U{I>6tc`$2~{YlkMdAZ9~j{OgZ!ddQ-=omf;E+smVkQy z`^oDnNrZy>0wp6Ms_vC_w&5v)X+;8eb$C(#g;f57C>r`;xcg<7-f4N2Zc|nBMORhF zg-%6P)uLuaQ&WGt^JUkAgd~=Vd5FkJXU7AopPt1&2HO{Z;Q*V~bwLVJ?{4p$!v|&2 zUXzcIX`!HgX-tD0|4~ri7)kg3QQzc5M?U#XZfuC`yzuq$J=;1*ETo z4-p3Il2nxLd~`Dqc0==~1q5!9cc6 z#36A-`ohMfLt0iws$do@g=-E;nur1~G5JoFNy~LmcN?pPd(?e(Ljc0xW2lA2#v(d6 zXf8K-Pe-l}6^g<2z4}5CyQPg-*RO>2 zbJByJHCS)KR|!4KJ!Mvz1ddJp7W;mKlz0(!!x}t&4vHI(;yY}>tbZ5i>?0|4N#zGj z_a?%%-H9YoW*@Jm^CQR6eYJa@o^hm3Oi#ppx72{@@puaC_Ge2SlWg$$;yo7KmY9i~@KvIdjFaGD;@?z)v)oOF0YmMzj1P?FNTx~Vm|Qor_Di-nQKsF84)pDo@F zWl0Nh3S7AMG(czkoA5_)+-(FcgDR(mO$=d>`ObNh*iQj-UdNu|MfdKzy>uom=~fnP zO`q+wm!-=sP$?!Uy)ccjTT*9n8V3Ja0hutLSF=7r4!goJNj<_GXK@lyzuik*Xl~vz z0c0aYW`@0Jy0SJx$VBJtz7XQwJTt0h@F{aMc=nM7f0UJ+^xG%IP_LW}afQ#fX;#N~ z=%}tV`gV6v)ME9Yp6gVz(GP}WwVlW>GGW;fh5O+ciE)Dw>jDX z{}o{YKaVb7mcss3`rndk@sH?-YDb7#e9?Cjt@^ynGE^6t2f(4jHe8NyX8NgzLT{?9)ItmVse9E0l-E;kO_vJWcaOig z6fxlqknu$C_4YbwEwXX~>A4W2nb(N27#;H zMs*A}nh<0~Tt)AkT~pjeQ|c^4ZD{F+`=lDc&_ z8jA?!;}^~XSovLk?i>AJdZNBDMyhEZq@v^b{RH!O0Kdq{lW@$WbAL92Uk)6i@GniC zAF7-likdaOF>P56Gr`1oJhpm2`V|Cp`HJZpMM9`8W%==l4}E27eL;GEIpo2Mjd=e6 zO^i5?Um}zTUe+I{r$gI^7r0Gs%H_Uep6(vDM&jtwUwXDk5npVB%YxY&poXsJLqA!f z@MJYev_>ej=(+x7^ve>>#SmS%J#{xFcXzI)>~^F6AVc@Twex33XQfe|Ehsjmv>m0p z8e5Fgf-7l_i_*GU)x6k0r~!iGQ<4LIwx0nbmS-SdRZnSPKPdX|;X@Jr65_348I@_L zaxm)ou`lE1qUmbnoyTG29g>>)y*vt();YlP%ok0YgFU?N(zgJUhakvjJ@%M)Y*Uo`%nLjHEZ3I_ui=p!3l`?kXq zG3JeIdM?z?UB-(3X=7D*UO?P>_gL~LR+v-|5AlzQV|NOxGL8mC8fA)YLJCLMz3d^d zF^RKmV53Q1gu^hO_gSlkY!{oqbJzYSrl^=8SK`IZt>#6MA2HfUA2P#fO&Z=NRZ_(B zI7T{Kn@jdqd0^O2SyGBF#?$wj{Y;PX*AWuA4vb5L8?B;GAWV&p*KnC9rD?a8(rWp! z*UQMa;M~;12Mplgz9WR$-L9qQ!%+GfxP6`KOnzVL!PCL`cWPsNEMl54S`M+b{0>%u z1T`9j#D+Mx`2PAaY<7y4npH3#nJx#nxsHP*xm*Y!t2s-GCkG7^px%Jr(g1Lj*NJBP zcT)$k#9}OXig2k@&`^~Ynd5Fz*iAkGtW8VFT2FfMo<=u6KxWDa;wkFQEM&)V?^G z>Be3dC6Ru49YA`pZqx;nG>=sa(%-ccA(9R=$(!uEIkXedb@h*C*O?ER-((0Y-tB#N znBrq`nwRd*otCs;OpoWL!rQ$x-{Pqe^44`-|An8mLH3t}6I(D5m`%MpXJgxpOCX`d zM%ply?WnUD+0647e-PF{gKtz%m=`f5{E9Cvt)nflm0F@#|nkl9$y;?>u~A|PD2*+J`F6+(Y@ z`A<_-Ll)rd6;5%w+xzS@`5DLksL?!^_BDLe{11Nl_~`_Fm%bFQ@z1HiQhA%JW0_k^dDZ?h+z*MV8HWn#y?Vljx2o1o&Slr@BI;mZ{gGC8Uj8r0zln*D(9*F9 z6P5v%SF2Nv4Jo{oKBsLdodP-1HEhGfm|oHnB;Da3*H*YKspS3P zDov{&NphR)Bz9?sYtL<+C1qa8$`^b}boV3Bw@Hfv|9kQ6Od`HeWfi|AvST~puyqgN z<9vF$Em0yC^ulum5B<@rlUb>O)w(A80QJqZ*Lkg3q*uUShspn5Vy=n=&_c;)FXE*6 zju62a>GFOAoogsA8W^HZ^X$7AANAVYN&}T9Ix5F~@?w%2<3ONslRD%5 zmOaZsjv==p;QL?Tcv58f?TO}QQo7S=-|_A+$~nK==yzmTh>9W*Q$#0Q>q%DhEhiRO z@t1RRbI%BKG>XsWyLyiPDW`aGG&iYek#{?Qeo=bztM70QnW+01rdC*1r|z`0jGSNN z8e8YuQ!!jXR>SUEr3uGii*doqzWF>864)8raXlRn+e^8;22N>_({zFSQ%6n&ga2Fu zp8y%ta($YfcTdyt2-Jf~0#_zeD+q~kPEbUmy3MBrTLG^pLFJm1SxdEbzz1Ow1&A)E zK|yngAmU@)bR9yIwQH%7lQjMF2osEke||65#>lzvKC#)a$R+J*hc+9ay#X9R(m=^ zld<79AmirDWIdTVY`~;)4t8CZ{IKa*Umk?(x3ZpF*ZY+b(B5zC!oR9VvgzPS4vy%rhKDL}@#{X*6SYljEA2c!*bGvN z`^zB>!l6B_5o;>FpT@vs@$jk*5FwlNa$jPk-5zACSS!%+Jjg9>3M35sj7#uAL@`Nv zZc4b?JTpw(YxmD993~4qMDGp4h$+So6&86hW{7B4l=L2+Z8iG*zQ45;-m;ha<#!AJ zHAS`V7}^y05?|kaRq`KHq_Uv`fAdxIjGh3Xwf%jX-5e4)&~QOEnU6|n(Qf5aM1$x< z!KGwuQHQTN)%UG4oO`6-cpKRlo?Foif;4;HP`?mw_!R6q)=F*3YI-^kN09z;5UN#D zWc||asqi*_Q`!A9%pDwjBQcg>6WYbU;nCtgchhC=w%SZNWyO2q0u>ij>Kjex7`Vma zb$&}9ikjQ;O2Iq+Rc-@2N9awoh@4KnTAfLRw7_d)&@VLc-)`ZFj?faDTcJ2p%3Ahp z^=I&_nfEy}hf)%y)NWBSZKgbzm@&aYdFOSGr~JWWV@yUfbOp|(lBa(5OBwFgh!S9_ z_sQ1%fDo$Yz!HEB@x@FaD@K0!OsHUDfvjPt=e)Jx&Zf8JdAqpk=V8i~DtLeWt7C=x z+>aEB1|Cznyf81S-y%nk%W`za%6mz{j5EAN>7vzPt{9^Ed7u{eu&Bo_E!juIHP=~X zdO@~j_1-|2uPg%rzCD5%DBo^XHib6Ds4D8FJS$glV#lVTpnlsz1i+5D)o00JJF03u z?S((TK-A4_IWnSNkoMWSOfykkyTpL{f^~ktgn4xjvdH51Cy%wUg4zr^O+jDeROYB}*MgEbS|gMd))3F05f za7kP-#cT3*&q+V<(2Kt=wPCxfpK(>m?7FaOn=`v!k)8|f?VJHmACp4b?QLXoN)`^( zSrmpQbk35cor(&Cfj*j;V%;9jYYEN0V+#xUIFW~59|MSZ7u9OX`T5t6Ec>P9UK?>J5J^6Gq>wcS;0;!!ZfVd2N;5z%1 zDRh8@MN?!vtGLQ}yc;rfqJkl-Qe>7pBq~PCAU?5agd*5i$ex+M;RoGm(YHzJZ6>Aal7fxe zz5G)G0rh*prz|c(R)tV>ZYZe8FMC*8Nxgacyjq+dO!-GKp6ew<*JE{9C2I;#z3>~y zv+YX&`{%FC#<5D}2Pxi?fFYaRvCDQE!dP|tp&5sn)ZW1-Qog~6-y)h`X&l&oCM zU{0?d*I~~!u4+wH(4IT`kOG6dn%DEk;FJp85}7qr_-$`L*@++I;AX(4$D?NXjBkg! z{)!{C&>gOFX8IJv!`?_*mn}W8I7vFO8#A<7H7%glYjWl|;O*s^u@SO8Qy+2{(2!bV zN>AdpJOgxlH~#f!GgVk9!HN+_U+ES+`%Zp ze2UYXJ7{kcaU=vdIwpltSRmwWWD&jhjo%VPUx=zm$0sTix;AJ=!xUu0zT^ zcKecnyT#WA|l%DJ17G;%l@53B=>hs%>@8_62> zG-=RE8@9Oni7p_^D?OZdnj$)^*E#18)qP=JZ*aIxMT+8$3h1~FI;EK)`TEq1Cs-e! znult5FL@^>uMYjs7po&Btw#`L4~SmYovEsi`)vOvx&Kb;T@bY?k@@~Q_tq2qx#JIZ6aXR^Q$_b1m4#h51Y@zaaB3f5|#jSA~q)C8>fx-H0CZOfX)Wj2XXb7X6pOn zW^Z~>8O$J&vqUaJ7davUyJy8_fPU&1(aYcVvpH>Ys7U(h5D(WIqHAU;B)A|q@N@id z`;$LI{-m!Qjebfn$qK83LzTSPNV!k?RMHdE_hnt$icnkS5Zc&R52zbzgm>%hi2MbZ zXlbWoD_qpfc6L#1PXkTw-!IP5ACtQ1I96M(msbSG_ZI9pH!YLIHnzZ|5831sOG-VSh+UEjTKZuj`Ev@yV*V{(e-13wgaIvm#0LYqUGve@i|| z`&?46_eYmo{bDVfw6Xt0vqM9iRF2E*yv+bE=jTZNYu)wxgwD$IRJi*@YG5ALAJ|yO z0P~mXJ$>ce)y<5~3|jHfAsDKKU?_{=!d>_eiSpp<=ZyN-mW9xQQewm$Ag$$fKRPtV;$SAmj~T?vLoD! zokI7QGUVMI3ADAs(xJXAZw(QFd=Z`7$D@DfyEked45co5QR)KzfS`w>&vXaZ^ih5$ z|AD)!Xac@@JH(JUg#%l1h;%xVSFpL0I{h=B#{_{e#Y8$)IMKoOVxv|$tKJ_Q(uw-9 z9+t8IdapudDNkwQ;6^;b%Iom-;Z5J}<2*%7SPfit)o6uPcEBj9Kob}&UD7FiXCUpF$vVRRf2!N+;pMNuxs3*{CVH|lMj1-N_4^{Sk=2%3@oG2ERfIGT=jcf; z=1satV?6q+*9OBH%v09wjkN~zeOb~pn|jW^hU^V$`q8+DEvG%S=mD!RX1i}`x8kQ; zLkny@qV$+oZ>_!j%nYq*ua^o*fJ|0#LU_6Y5Y@R(>mHgE1jhDIb}m^HYK262JSVX? z9RbWeV82U84+Wm!xS`m>NweE!mczOh8^1{gv5^@kgG*wW8fqdjcu_x92?mLsYxYs1W`{cn^yaACTZuv(%*EM7*?+v(_#>5+jtlEx48ecqQ!cL{`a<7BI>z-S+Obna?3z?3Aw7Meb`dsD`GY zxy!R8VMi5Zoa>z~ebm>VG`6+C>@nAF-$>#s#n=h=V$ONsP7voFJZuu6AECms85O4y zZ5XfP&$tOaGm=5rEe7UHw*&8O$)W1Q%iRO?Hs$aqPp&Fqi;GilS^YNA?9TfM6EjbT zF56n2vH0#eRplX8!Bs-P4dXYSTGqKBqr(?34SI@$)}GtJRz*r1vZ{Gcu~-(;09=S7 zmy|>Mizhfcm$N`Bx57$Q>_PtR*&CDDD`T0`KouUIsjH_;yw%GBQ>($V;ms6>I+Ie} zL}Uc39W$gYE}BIih5OUfD_Y4WQFXgKnuibG<=OPcgc5rEfjZO%`I~$@e#p{#)Ar zTA<5y%lRHH42THdbVXg;<@s^lThp-E_~_@Av{Gc!Sic=MbG{1*Smsv!N-E4{v(-09 z1Bn%k<=}Z!Aelg8ns~zV15qG`*vr71P?S<0$4Kb)E!LA4t08gYY>>(r9``Wn%%1YE z{Xrtmr_#e;Ol3GZ@v5k4M}iK<+p92xxl-AG004QS``*49I7I!hpY2zZakTs&&woC_ zj+IEAyBvVuv!46P2vbm;%?*SC#^;+Izbo^T+x=fHK=P`M#nX-GMA>j#NZ4Z|xgKf} z*QvQ<3NdBPQt@{ePtgUqfdySoTGB7Oc-7LE{=w(YS%Y}Dr)Qju{+|s8?TbrZS0{8A z^eGDQzJN`)UMS&Q7n}bk)gWf~t9J`x*DI{1OHF~ffMinKx9d!94lf2fVtRfI z$CUwpE*9;z!tAx{F3qONdCH!Z_r>veys?Vyfqf$`>}E7-@I5p6@SD$4 zMiWH>-2y%0BiQV6tJCh9gGuOB)E-f<<+lc=TiI;>r_s+Y@S{SnQ=3+weGWTd_UIuh z;}mwR>#2lDM!kaS!+&fs7dzE{Q_7zv!#_Rvr*}0EKKCA&p-`sCe$0wf*zB;r{tyN6 zHJ9<)oxLk)D%g0<6>AIK(BZknT#-m69^;v@>?77QYJwVs&kj9qzHCPAcRulF%tuEFzbdd9lA4^PtAr>Epeifui z(2}0_a##bw3BpQd=y;k~4rR2;Mp}xo#T-n4`cpuEpb6);4ERq|EqhR~np;Zn?Qh;- zB3V?Bp?=*%9;8`#oZPs#Hr-Up#*D#P?v+uFx|w%w+;-2hofCo;Rsn+m;pI*Z90YZj z^NOR>R8EQKhBsMF^Uy=OiPQ}Nk*13%@Qa|!T5cEK?(Ezwj~E3um@$pQI$r=F%g15& z*x4_$=m8om>KFf*R8p{hiu%5N*p1_fOZg$+G5~3HZY`3k%-fII*r(NXylIMhAt_Cc z7iK~mQ_EpSUj&9p(Vgtsn(w(^(WU>y&6AB6}GBRr8Gtzf3 z#szZx(Pb|8NEyw}r8RT)%)6}PJ1Nk%C@`F>ldy263T1peC6!rQ^d))hqoqZpU#=C0~IT`4A81EvHtjC3!;5>_R$(K%>S7+?m zu4iXi1L(ewMErq2xt;L9XxK>t@sxfsMT{6rs<6^HH6l@G(Tj#Sb|t)3>y`$K!;^9( zt^{N`teVHj4?I*>txa?9-XzTj{Zs>UjxZepT;%(nmO3>4B(B;Jc@Gvus})`U8JaxN z(ENI3O!Cg_Jkj2vdn+y#IreoR$KFdW^Zm*H7Hne=BptCW` z$VE1al5HKGE*19n5cm~v5L&x=w9od%j}Ef^{5z+&o!0+Sy=)X6Rvy;R2)JbpYZUs| zX{FW6BpZxx@rUocwyG<98bZJKA5~YS-&U+ln&0+PUK)KNd5N{pb%u%lA%06i|UqoRixajW7^2+~6nGBp%BH|KU z$Mk~}?XaFPG~j%A(55#*q_aN5_!&3j+)GXvrf&aa$Z8P;8mHjF*8-s4)s}dB{WV{9i&4rs7I-%rAK;@VqIdHv7 zQKgaA&3!?ds)3dKIhye+Fj||z<-S_&ApPQU*=6Hwy-2{aGMr401C=w=*{i?GVCFy# z>m|~3KrGSA#M}t%I?k9_ba{Q&(3KfO_E%wIi-G6`U%?0Ps7Yxbr&8qlZy)oLQY-?k zMqy$Pc}fEAwcn2t!3L>3j>d52tS#9%pw0^uvBDRmWd<{B!Sn6WdQ<&PMNm`om; zT~`j&6uX)MQTt(IE!Kvs_JAyI{mmw3V*FtY(>myrlWEG;s27H@9l`mu-%LM!r1CCM zp}q-{?sck;GSUq*=3L6$%JVSGjI-sOyDHk!k<~9xP$D!40jD{8ulBYGZGu34QwM<; zmfqdJDQ72y$Qb}%NQ1pbT7MYKFO?Me-kMl?AuL{JYpa;|2w;Nb8kLetU#xf?D~SW+ ziRfp>R>==hOLr_6vK6H0Qw4c&a$TIp(UaSX%#u1UPT3dJ!f+<#GD(JKa@M?$V48>P z!a6!Sx`elAdKNK8nj4n+iLP zn-w&j9qG_x2Liv=x_IuIB57nb%eFdM|J=|qS;mYS8%GY3=epnI`h_2a=>1iE(E>(- zp9<r>ko^xBo-R(Mv zMt7-=&C0yaDORw^7QDY`#5&iQS^tpix=!Y@XV14J9^T(RmE%*kRM>@cfjDMiZtgO$ zv7Spjd8;(x@zF^C3w*H4$-_xrdAS!YkjL1QkEI979nU4$K3F~2@Op>=d)?=e_!5DCNY#XgR{!dHkr8joAcZOC$mh8H z-yNl>{0^p3F>@C(TbtL84UlI>Hu;qEEize!ge-pBNsZgfwrg4DbFiT6)@EJC#o0g- zGl7+yq@*L-z}*$9E8I)^ZVCtTo1x(_VJ?Z@>Sf~S`}&k+qQ_J^$*cazEdH3F?XOOi zCI%hme7~EcAK&yr!I})ro*pRsYAE*nrjFW?2&H((a&qO1QEY2KE3=A*>OSRN8y@;yT|^>i3D+bYk4y zCm$;zGUPBDS0m*QQBJ5QnM$AU({dt7@^d@vUSYI`&o5jcoUg6^mWh0wPThRLojQ6H z$40s{J*FWr*$I6+#6QzP(t47BoP*iO6N$i}G216WTCUuZlIkb4L34SqOVv$Jv2)d4 zqGSkAN*lKKc``rH(9c%|Rt6w<1pl7Ph$ zl>8HEGi^!J)pqyM6`nA6cQ#W}mt6O5_u42k2FnDWwXPy_uaS|FE469oC!l{3)|{^% zp4rrS^b>vxv<*_b*r&??7H(2R*w1h*Gv$B3apbbx0S1!AY=hdJb0;<|n%9X*gAS+hem)Y{#ZrMYEsoCbhjb**n^8b z>+?8eF0~Xgt8HtcYe<8cJAdZ&%9IPy3r}*}+q}PIe3l9HdG@O ziMQ%_J3lD)&e9Gc^EF;W_g z5E4?xoIE<>=PS{vm7n4U28I>U)KHmGyQ8^T-mffDLK061+p6~ruNP6e#uMrHtbZ{u z`DO2gS_=43(`c0K?w%9Jpy)??dRAb?zPeSl_3#E4P*}~qcjB-Xcl74qJfV=8MYn#( z!RP+#Zh~as9u%Nhf8PkMIy~}+H|=aOdA>nP59F(vb;$)0FAd23swDv%PhE6~QE|^0 zA`efU>a9>=B1sBqta{q~1`Kvkr20Co%><62PIsU4ai(BDM!J^&oS{}{%5sL!y%Ez6 z`8j|MM6qYIMo(=$3!Mv@uNQws7^^rQk@-BiH=7Cx2#f-Ne7E~GLxO9~S0xn(h!^N$ z@RT*YZgf;tAE1^I#Xy9bluY~uo0lW>Cte%m8~r`1+;{C;*RT8v!-B+})PA7`4U?w= z{`z0#e?(AXZG$ZUyg92K)vQ+gu&H(65Vu}K(OqN_NcfM{Vso%WtsZC^LsK|jX>$pa z5kPKg=K10-OKwe;HOw#GW3ui78yZ4{v zvPx9x?@?R*oBZsOhRRmA>t3ONM;f_hJkIka%bT+t^!mV97v_iFm&@UW2Jz7kV+}JS zquGJM>b-~R)G5sTNzYqy3wKU)1x*hh)j?m93J!iB3$j3pT#X@B(7cloxsO^Wut0fK z;HZQ=bJWz7IWhR+DdB?EVQs5=>(Zo!1S3_DdtmK20w!;PZe`R@b8913?KNG1LfNJi%}~u- zsSy|B>DHI!0%UIqVp7hvhwRRmnjr9-HdndchH;D7C-@_fLo}1bB-H)NcLQ8~KOm9W zMD`24_JIhP3$N$x(1t|fX}^vwCIMFSlINgfGCwNjoW+piy-3}M zQzseV;iRqde&z$r-6tE1?D$()!^@5v%U+!or}I?6L$lGk=rjst5=Y@+=_TPqySLLC z$WMAozx#8|*sDSN$Ru^Gy7e&|dUCmXbh&1QX0od6nnSf|dxIZ%L+B@+-omlvu7|Xd z=k&MgTc^>(seuezDMT<)0bUIq321fNTm7s_Zs|fuM&(pHUj1U9M88;Up&Xsk{Jz{n zjFvD4i@^D=WpQ%rg~HQmyt~t9CMIReowG+jDq)F;t7&-j10hM9t%e{J6rAYD=-TIv zNudY+RL_d(HGnbY1D))UnnXA)r0x?v=PK9=LC$MaA}Sc|bIJGtM>CE7+xxYe=9Wsz=2Whdb62n#hsv?;$*S7*7`b+^+E?Gz_`!zv z>Nkf6wA;4t2^wd@o_EPYw@MXA&&`=i!ky+T`R%u>@EhYf7^$VJ-2n^tuil%5YLt{z zR@TT=ePM&9Wtp?%YkJ2_IJ53e7+|l%#mFGKg%)3dFz&&#P4}9S9#1S{@X^t=bP(CN z&Q*z2xZl{KtwD3jD?#$E&)D(eSanE>&`ZB)ZsaQ{&KA!e|OgBsFe_Xsz65pP|bp ztv|H%tR$`jCM2MAmojiF7%^*ai1IR6^HahoLls*=bLheR;QD!5VaHHqxkEvzJ1 z>t-4AQ)`C_eH5@?2AGm?q@Fo6m4+BY%UpCJ~@AbO^4y zFcwf^Yn&#Mde;^a^pLc4u~0FNSfai}Z@g)<3KNQp;;+i&B$f;K3K& z5G!O@MGAC1;ppg_Qeo3ExW4~5Gdr!W9}epg3Bvbs07jkV;*$uR8;$n5?r++(XEmNwi&6LAN z_Ao|t;8g~D$449oCz#IXM^t(x_*Ld%GW~-mNrP1dezHO@*G(G9>}@p|DI%uVBknCC zR=umtXt3EfbIYH;=J;|>H(k$;GaE#xD-V&8?^;-PII2UPT6}83@A}}_tf`-ib8Lep zv63;_&=T-diSrE4zYUH{dj!iT?(KT|fIFJ|IeMzuWnmz1?+$#^#i^J3th{Jf_2>rbY|EUlLc2Q=qR=Th@)+v&lVwpY&6llKGVE%=WR?m0G=Jo1CTPA#pbcD#sWcK)2t z7f6V!jX(-#nD4H;(tF+pc=*kkIXlcas?9-VXK;~g8}1e{{1ptTvW9pk0tzKspA(m| z4)p-}m%q1?W|l1QDrjNlodXo#pUpFB)5vMpTsH>}{12W}d>1E;r0$41pXC$c7{#)~ z{2I;HC`Gq6An%9Us;HL&$vTYzl$pB;sQ#Q@n{^axdqg=3LQP)FcSpDk+jF3tZnMdD z99b2sWpz?cc6idx`{#^7y&S~PHFE|!4PN8yqS9&+y8R{oSeD>)UnnR5bTH9lEW`=d zt@3$IskeXWo%eV6LybTx-VhLLoV(Yp)!4Y=uOr^U#h@Vm?g6SA#n?J90y7C7<&^cG zHm8|jHcw_SJE7oEBA&3kR)C5oJkOW+=7c|8+>L5wRu?W)9$#fqy@7s4i5*xoId3f{ z!c;GKA%kCjSKn5*ovQbKLgk7*=JeS86D0=wnd$W6ApBLzAVq_@PhAzf~QPZ*==(1r9ZF742+xR$NH+$(12 zewQ0m76|Gay4-MYD#f~S;+Sh7j|96BzD#}()ycwEqL{KVMfK&bJf&`U5O@M?GJ=op zY)ty8-s6{ugo=P^wP9vHH;0|M0Nux=>$1?Er-NWwMf7OcJHCQrxU@KbV*r%Z7{Qu76IzCI{&6fCej=5G#kbRe+E4sB&hr1W?~B{?|bAAp)meB0LWYdx9v#lQ0fN``;#+Rkck>cBnNYoKz$=3>dsK~FU@*8dK zC2iTpUK>ws*|7Gq612z=Tin+#Vf3i<1T{zUszI#E?n)D4!eXwdy|jNUw=1JOi%I+KHOVRT&$;ENgZR|=t|uzUmI6$^C7K4QchCYL>^)$)Q}b# z*pBw}wC{-?ffN!Ni$hwG%8UUQN6U?D{y#Pnf+*dTYKr*HCtcV5C3HQzfQL%}Uh=ZV z>B|R=iw$ov^oTK{M@s5=?3)uP$;4LmaT#HzW8(O&3x=BA`Qd;y0=rBDX-LuXZ_41T z7L`fm{>^P0p$jhUg9)??Ooz>JK(Tj}SKmi;F)y*Ilz{nBFqntxaVz)6@#2KF0ci^g z$_h=6!n?;i;+3umzws(|QqD&`0Vy43ERz^u07SD`fNZBdQs(z=_jdKA$;+(KWsXh% zlcp~Z#wetPIoHqacQXB*#h(-Ar*30zKKHbpubYn-L-Bmm>!?whsEo&W-?K4wvCZIH zGv1M4D^hau8jL`HbBVv=bksk|2{#zNRFeMN2V6_5t_AFfa!eL%4G*F7rEKD6)L`ae z^rrrC4{`?UIIA=EOcJaL_VC+oUXBiIq^`GG@4|jqhCI7ts%}yj`kH`x%ciPd4$%HK zUVWQ1X}8WnP`#ZZwntVx%EY zW>B?ocMJwbMG3`byR+jdwLpNa_t3hkegU@Up08|as6vA`5GsOB(eJoph8?xo3FHV5 zkuFkf#Mzl-Vfu}oW<&fW43vbM%S(D|b$Ve}s>|PD23Tu`%lo>+##DpPYr5f3)j;?k zlYJ~%n+1Z&i|wPTKJ#g+yB)9+=B&aG$J5x@y(97 zBJsVaIcIuo9?u6r0`=n(m_5;yE<63Y_w zdF>K4KVZ@7F9vOlTQR)sTEbeELDssAFBXFo@rlLZsHA?>Fjvev+%0dZGP~aLhcLF1 z+R69C&chfJNV!G;*Eh02?y`$>9q?p?u%d8-*);_CP>;A`F%?gR-S^`jI%Lv}&9XlQ zfj~wf^0Jgu>P3*QnM654WT)jP(^*x-4L+#Do#-;wl6!kFaIQJgc_l3mQUmy#MP1n` ztziwSnG`*Kp^J?`5|7AZP+I;fRA`)pjg(86y=d}2i(NJ8ZvDUtw)O*6t>)qVA9{%- zMod*Yn&~O&GN;4{{JxA&J_=I0vys8WsAd=Ioi1dSCs%t)5N(~5^BZn{$|Q#RYb-dYo4^WV;C}LMdUO3UwviKz+Rp>CQdACOzGo4%Y6V}s1V`RF+nz%+jIQnoj1BR(mWH9KdRT0&!Hj-}ULdH3QBG=P8> z(pmshUV%->hR*#{Tr>5=XJ~tYj03iONy)G!2e+{Taal4?db z+Mwp&$Uy=rNP%j2n7nPpQ*#MlIhGuMeIFEQaNHrjJQ&cGTbNGED3TtPz^~zC$L(f zV%AzACEu12+#HU6Y{$JVn*ss9k{76Z>8}XiOyTDiB4~tR9xV73I>vm$M-rO21?o(a z8#cJj$=`2k?+kTbsgF)L>U79&q^-)Zg&9-U+jqX%bty>fw=*AW8c3mwEf+RaSQ5ub zCw#;W!u5VjD}5+IuBQ75PpUt=`DeUE(CV|(4BhAAPth(@PsjVMun<3h&N>-}NAmx* z_nqHxw$Zy@iG)ak=skLiHhKw3)Tq&WZ$WgU&v>Im4bg&V(K|u(GP)Q>H%jzwFryE~ zaOVA;bN+(!^?ZBQv(~fjvi5b|``LTn*Y2w?$%oaue4%sZ`{Mp7)iWTsN^;|FnXHu( zZBS)me@ZMAsj^tYbG=EScJXJSpala(?M_ta2V4D*0!J)yM0Nq|pE&v%#p$Nx9u?#k zilR~3WlgzOqz(=d@1WAs$ZLq@C;QlExc!y21h73tU6Z!d!hL`3O2LlzCnh<)YNbu< zsBGemd}}JeMK^`XvMc1g`$(}`;XtI9FSQD>8!lI~ttC1K*Njf+c}akyRXH(auW%tQ z??HHERO08rJR~SjfR~QLll_YO(!Ya?{*?&zpgN^>&DX-=*J~=Z?7(#@JTFchq72U9 zo==LuE*g;LI-buW5b0RXcHc$pIJ0vj^dD*h?nm4Xtpb~E@Jpw=`yJK`!l!||%erX= z_;aD4D;sg|ghHKMN>?LbAz_cgy)^O~_Bym<@$uKd(rKAAP|=thDP9YH1jBBb#o|O` zTa6a29S`#uEdjx)AB)!Qu(V(bzjE@&>Or4N!r4QE4t7*E@KYk$K0u{Qy)cDWXzSQjG^JX`ws8*?t9OpOU)WEM1oRXhav8=n$f^e zm!fMNAI~%Jzgj(VFBl(9mI__vBYO4V2HQ9&5k>4z(}xWC@LW%`men6hlGip%cm$IRW`= z#XJm9qm>}7a=Arq;LlGyt4NJeT7XFM#)f-tTL4norKXP~3G@gA|L_*)1WfnI8)1F* zb2dpi>yNII#5zB|BgBbg|gjI}&jd$m3x9L&T+iDwksk;=Q?)IWHQ{ zi2TU7DDtW|g)`z8kqTJKS2&Z4{f@_=0&(mw%gy`p_d|tG^xk{AIbAeMD~T)-o;)hl zcfZlXg3l@@THL-?Bz^8uBT~?#Sl&#IP?nb-rLPgcP;u@= z!elNLbb{EFjmmyBTtk-gjst|kdEO(N1tMT1!YKJK#ZT1c$pAHTgMl9D!<&sMO z1g$3J;Nw;=yljer)$ZPd(k8m9G4a@!8JrQMmn*faciy~1h59X}n;f~MgN2{Ylwk;! zh=+e@L59%HC~9=BBz;QS!CQU}J>uahd3*W}py~rQglM%X4?uE4TfoNHuH;6^eCbFe zeau38lJdOW1e5y!5B}y)9q|uNgRpop1x-rzdIxNLF;=oTwJ`haBIml2&e&yi6$)x* z7l$@tIX9A&Wv;Lx;E9eth*6qt}sUOd;j!^m-d~&5mVgKQLBj&_!={)k=pR z##M&aKr7Ew_@MrK=Q@8s3_zv}3Hi^?pH=VB(-~B+Y-1s}-eSX7H;hk7v{p3At!f`? z5)MSnR;+;zLl)_s9Mp^wKXiqh9Dm7ZKwFNy>9F(&xR6)d*x}@vy$lEEC@foHbA+Kk ze=S-lj68C?wo%Y)7_<7)X(aX_sfYB@l$-N`;_|my5UsKO;t-k4xYqA z>kCHW&o-8q6|IL=MkN0fzgp*Diy*Zu9BaA=B1H~tDzc%5K158&vDkRi>S52wo+;Sl zuUxa=T|ln(uocibLt9l!4*ZdH!dFII6$q=)JMgQ8)HAur;D5H1CgM8gx%;P2LOcF6 zBY%>}=<9R@S>o<0rd9Ztk?QQsS%u0M^1kT%7kiC=KlTR0SIU2hWvd%XrXgSorD5H_u!^0_g^7_!@exyOIsbKGX4B zL1ya?2Df^-zgT&nG-%6Xay}#<{8~-8VXkzReNK?uXiS$RN0}zrqQJUC!;#mlN53ho z#E01yFqui~8w5zX(oemOSJR~A;2<@igVmRf8s{h`7odf;#-K6CEe0=^ zh-ifs%rAdT@{3r~-UF+C%dTT?6TZusGUEnQA_>ziy~1TDX&Ce?TC8?C4HR;;vAK8z z6{5)B15j3`wglW>By^SOr*S75(Q=9GOwCGk;qA{ zC!;vhYj)TqC-DZob=TA*!eulK4&ikU5i&}I>(89)>gu#bfK{qUX7d_bA_9e&2fU#Z zR%y48OQfu91@Ach6>7=MRoA4VzLuTEo+UX_6aNwELozo@lSgjMD(%IyrNG6y;Gh{M z5C-Jb=2XJy7M#5g#!Nad`Z<%4dc9R5C5<`!_U(--;d|A0mz}yMyavE=jEX^%8kw#- zRqg7y)wh}IU|sY~=WZ~{#Pas0ZB~UoNCDyQTz4EGM$Wde+230kdmLGbToqLxj?T)` z+O|RmvdzM07I}55R25&z%Go)rOwALCl~bPhuLdWwtsmdD)%!%kcK)3|Tv7~A78Vu) zjodgGt;j8|nOh3-{!2_=xy7^rf>EClBM96MZ)a#il@*t!{I>NqcPE&Na_I_dFL9Zo zb(&s$s_HgARl5qF+K;~oxW=^z4FIg15AByi$CE2jOdgq+8Jp|W3voZ#Xui7#1dL?k zDJ%B7b;7pAo^dLvo>t9UbJ!Kgoh3vuBQe-}^F!|%ncQ3-ylx*tsm@ z+HJl0o=>r!1%(b3%ni%9A?i!&{{x*aJs zlpP#0{Z_S{6we?7JuU9m(K-? z0H>xLST375Q2h6M@@OhwAJ+Adk#PBC3O;}>v@AO^|2j`p=5^3%3x11Gof=Yj#UjvG zg@Y)`HAU}`CF)U4Xv5~&`y2~cU!QRNHGwl7$x#SM8z{(Cg4@sY@JjNu_~>%Gbb&8K%y@Vkv`$X60XWFekcJ*xQ#y=p}eeHSQFTGiHqiO?AJ?4tbXzTtx+~(68k>h2& z_%L|p^BgbWIm=MvsPTwLvoBY~A3v~m+*j<4-g3KB$wxyxgZDPaD9gRu{aV%R1p_U8 z)whp)v}&Zdj6PKmUrqDHx~`tEyte&tsgPyFQ9(=A+?0ns%T+L_X}9fvH5_j!O;XK`e^)mR~{SbRw-0<8`KfdMe40%Stf#%$PC}jI?ChYgG2iM^+brv}% zt#53bzpW&7f;Z#j$*USM_r7ICU&)iI+jss@8&S!BUmuE&-e<#!*DdItw3PMFn93KA z1h03ruTA7x$_>Pq)YRmH{;i9^m0qK78j=URc%kb?A!-t1XKT z3#(LAb`ok`i-5+iAZ;mF4->Ik*eCn~)pa`{Hx$k7?k;&5xL+-wOWhrfSIT=vUKSh_9jYA-@ zNc(`4CfLhpoWv&>!jFYTb4s>$|57fzTDx3BT=Fn-6>{@E2jk+wdG|6rsd}wei3_Z@ z()aruN9oMhs71MDhfHxq|FbMq1~a!1>xx-dFgi+!bM6^CRjQB~D&WJ=Cpd+u#mMOiX#JssRpA`Cvq>j ziD~`7BQ-CR_43o8l*+K6j(n#K$IFt(Ol@qsuxQC$#dzTo;a-Wt=c+!fx`%lj3mYrpe z&zBZGpA0Q#z}1`YXg{qGImJ~9O1vd8ANa>ivRtz{ky#?ACxT=-orn4I2cakH=j;qJ z1C8}Rt>k(%ET#?d(HDZygN4(+eSraA>o6f%5>mbXDzkR>TjkQH#oo4+p+av9XQd&! zF5Gf@?%Rrr@AhubX_BHNG7hCKPb8Pjfyi6U!GFyjRTWxx?+>OeWfiEwtdJ{R2ex*# zqPG6=<-SSI&9CmWH07@^*s`djTH5?^RKjEpK7)Uf0DiK^n8)ya_y2sQG{atpJ@!5>LjTOUP zD2tDnNR7W@6PwNVnL6C`3h>Z5;aG+FYy)*Lu8ASHh?7Du+Tn8Nh8HPzwyZ#xp{MQf z&b`!f9Ro`zgI%Y>&(snne5r~5SmrQslair$BwIEc5blmkc^AinX15V*@vy&iW>%GX zp{^Nk`rR(5EtoX&XoP4noTn@A`j1?VILePUDQ_yZAopYCr-MulUlT3N9KAI9+mYGXo7Tdp*PSwZ0RtLzL?YI+ z_Xy`{yYWjwXx2(t8Np?tWFL0&E$u%ptZg%HD>|#KolSkOzIHtl&c~?8&q0o_&QrbH zRCB2PJ6dXsxPJ1<*-Z1(DUW)rK!H+}GUJJvJNgJ0S1tf485!|YVIgl6?^tjgaa_Bu z`!gz4LbZ{nG82^P3=Vl;M}1EeBL#!+g3a`C2NtqIDzs+jR*Kb@*CIgIb_ZGqU-={lCAEiWQRe=uFTQgo!3ZjhF1~O*j+(oS z3Yz+i8&#NDz38P%>dm9LdpFNIo189&X0QQIPU~tltG>Wqr1}kqMvPTOh^V4(;_iZ1 znS`@;_2b~&XX%`s010oeUvMjmTO}K>Uzh$qg$di7O0L=R!e)x`Vk|&YsFd5)8*P6< zE_YdU&+x%zdy__btMhes9V2f`U0cWU3Be0|y@o=SWqF&5iLL(r{^;WmIeDg@%S*ym zGN9hO=kJVf4(EUO(v)4lN$&MQ3zWt9^Oxn<)304w5wqbId`hC&rN2Mg@xofYv=CKJ4>UsUJq{ZYy)3d&Y{^r*qz|2X%E$(x0QB!J4{RQ|zLi420?KlxkNI zr|xFBXt`9}A8XAF<8&@8W&%K5SAkb zh=}u22Or-ymFBKq&YUI6f<11_i2sP5p9?Xl$2Cr`obXMQD^BW83qs-11B= z22lt3A;oLj-&p(Qb`{j-%<$PqZ*ko3(cPWV=mwC45nWDjIoW$PibtLD(TTuC&YV>K z(q+0Ce3nY#wv&Vy4+;9c3SDjpNr8t0Np7*& zMEUk3C&=BfHbma+=msDl#sIPQaHyY`s-zm?p(T6&wKTQ{6Ts=87{{x)+;Eg7Df6ounj~zeOyL*hkzd_-%k0f}oF9fe2QlsKjQ94?vW52&oe{^m zCGZ|DHI3IE3vE?zl2j*@1VaN1VoiS>MniA);GZ;_1cydMh53+LJ`4l`V&*N>sT+y(usz&gzR~B!PcF(i|pwmsVhdJZ2-wkywR^d+TVbT+% z>ECG>?NMxSlW(DJ=llIQU|`OqV^1sH^Tf>hGJ-ClLwCZrqnV4(hvh|urJTSs6O6ze zX2?yc_EyvH-x+1=-7?ISTGJa0x<*PSQT)P+?5sQKSS)O(rGn{xFR-43)U*`37&W|HoC6cz^Kbo4_B?!O7j+joBo-x~39WHmO(bd? zCN2oi0kaY;*^^6cmYhDoR2))Um&BXa0pFILE%fPP_K^^9V5iE4V!z`3-stF3n$&_% z-(k9^4|agW61&wa`JkyIXsw+ zx->`reg=F2q=|1j4&}+<{S~{!ejt-=@^}wFR#eR{4(WKX|$aOCo-Mu1NyFSNX3 zc^l6oQR4it_Mq$crr-rZruz5d@%K-OiKe)Rr=}MStt(wNTJ2Bjmr^5I zUdjW2*Pby!3JQt*8E@=rl{~&yk zuR5jUYU?3yYr4#yz$%8>!=T#qw-BEkuSTgsvVGk-`qHnlu{pKXJS~lW9DHi(amIK6 z&~qZd#C)$=bR~G42nKe+en`%Z4zGl26zc$1U#WKM(-jNNb5)l%)E%#74Y~$43ucis z*A#>8>`aDFKwJVd?dE2)MoQZy#Ci826#AqfL@`nr=J~c@X1bUh(oWpOC45!I6uW@!L4_`DK*SfS50MH5Xt1w zw`g6#EQJ=TUSO(>Q!rWIn7e4%Qz8@;lZ*bIm>xsq_{C>65nzEV_o*Pi6a2qVjU83t z#&5=YKdF$glpp!78?fW5y6}!8%uNR^5B7l1rQosX!PS1#y0b@+%yY}e&IgBBA4KH6 z%N54rA4U*BHriIR7{@W#)$0cbs56*Mf)pnT4orXyBn0hJ6E0f_Saqp1;dE;WX8!9D zKqS{A>P0N>u2wfL-4AOVg4C#>|I3XY6Ao@kQq1t8vSkoWbr(?j*wmPJfO zdI|Sq#}vuv=1K0mYx<)su11kS+mBY0Ojz^aL+kOu#~34zH8qLv>3%k&!V8vvPr{8s zhCdI8-~u$5<~ct}><1H_9Ru2K4%lrwQzxI=hyABEcL{;*t=0R-Nh16-;keQoyxgR9 z1-$VNu*ShsL479dakJ`?lAYD7M(RuwcNS-ap?{sR$(_OM7x}$2OF)O$txS?91AFCt zE@Uqc{04L?v=9<#xBBWNczo7esEy`NNY8vIs`bZbVLq9UXw-?#KivsLi0(fvf654# zt$UL+(n%m_6RfDF^Hbc|fR~RRN{^>tmS^lKBX-(wY0Z$+c@RD1NjL>VQ1 z^D`QH*H{v!`PKtnzAy4P1N(PZsD1HQJomv0v;UQ+rdZ$6y|4+Qq_APcbNq{h?yfY+{*A|Bfp72eGY<}_z!YwI_WWy8`1+^tQSK{ zboN9OD#bda54KRWg+YMc?r`DP|bIrbuV%t>1q{ysB#nvM1DcilpU(m7P{|s+H z>TNy}-+1e%?*A^@XgbiV08D(aM}}yRfKt^Jy$wYC*l-akIm!(Qvwi8h{$>#0>|HFs z?7OL}6ilYU{|$s@i2tYAzGn7_#YvV{2hQbzg2guOHJX>NDfUZwX}w6&v{hWPbx@q~ zaNraO(6;s12>5Y!(QaEN2+*R{4BcQYW%`y zU`|RyF3Dz#PnHDZ&4`CW0Y_aq8IJ$We$DL3|7n3?Pw?Q~e{b;K82+Dz7ytj^|L?~C gZhi9qYzcSrCW$O`-TAElkr>{4B`w98ch+J53v!==ApigX literal 0 HcmV?d00001 diff --git a/mkdocs.yml b/mkdocs.yml index f82db26..6846d8f 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -57,6 +57,7 @@ nav: - Examples: - examples/keyness_quickstart.md - examples/allotaxonograph_demo.md + - examples/presidential_speeches.md - Troubleshooting: troubleshooting.md - API Reference: - api/measures.md diff --git a/pyproject.toml b/pyproject.toml index 6b0774f..eda0990 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "keyflux" -version = "0.1.0" +version = "0.1.1" description = "Corpus keyness, rank-turbulence divergence, and allotaxonographs" readme = "README.md" authors = [