From 6eea2cea92995b7b76d4f2c3cc00c767f667804a Mon Sep 17 00:00:00 2001 From: Emi Tanaka Date: Sat, 21 Sep 2024 19:28:35 +1000 Subject: [PATCH] Built site for gh-pages --- .nojekyll | 2 +- ad.html | 2 +- data/alcohol.csv | 401 + ...ro (2)'s conflicted copy 2024-09-18).html" | 7191 +++++++++++++++ index.html | 4 +- next-time.html | 2 +- search.json | 54 +- .../FontAwesome6Brands-Regular-400.ttf | Bin 180104 -> 0 bytes .../FontAwesome6Brands-Regular-400.woff2 | Bin 92140 -> 0 bytes .../1e21o67/FontAwesome6Free-Regular-400.ttf | Bin 76072 -> 0 bytes .../FontAwesome6Free-Regular-400.woff2 | Bin 25124 -> 0 bytes .../1e21o67/FontAwesome6Free-Solid-900.ttf | Bin 384736 -> 0 bytes .../1e21o67/FontAwesome6Free-Solid-900.woff2 | Bin 133940 -> 0 bytes .../30yblb/FontAwesome6Free-Regular-400.woff2 | Bin 25124 -> 0 bytes .../quarto-contrib/fontawesome6-0.1.0/all.css | 7971 ----------------- .../fontawesome6-0.1.0/latex-fontsize.css | 30 - sitemap.xml | 12 +- ...ro (2)'s conflicted copy 2024-09-18).html" | 2852 ++++++ slides/slide1.html | 4 +- slides/slide2.html | 1346 ++- .../figure-revealjs/geom-bar-1.png | Bin 51827 -> 0 bytes .../figure-revealjs/geom-bar2A-1.png | Bin 55247 -> 0 bytes .../figure-revealjs/geom-col-1.png | Bin 32722 -> 0 bytes .../figure-revealjs/geom-col-dodge-1.png | Bin 34075 -> 0 bytes .../figure-revealjs/geom-col-dodge2-1.png | Bin 34067 -> 0 bytes .../figure-revealjs/geom-col-dodge3-1.png | Bin 43075 -> 0 bytes .../figure-revealjs/geom-col-fill-1.png | Bin 46508 -> 0 bytes .../geom-col-stack-invisible-1.png | Bin 33076 -> 0 bytes .../figure-revealjs/geom-col-stack-show-1.png | Bin 39282 -> 0 bytes .../figure-revealjs/unnamed-chunk-2-1.png | Bin 0 -> 169785 bytes .../figure-revealjs/unnamed-chunk-3-1.png | Bin 32225 -> 121811 bytes .../figure-revealjs/unnamed-chunk-3-2.png | Bin 78171 -> 0 bytes .../figure-revealjs/unnamed-chunk-5-1.png | Bin 0 -> 94474 bytes .../figure-revealjs/unnamed-chunk-7-1.png | Bin 0 -> 79792 bytes .../figure-revealjs/unnamed-chunk-8-1.png | Bin 0 -> 178286 bytes slides/slide3.html | 5487 +----------- 36 files changed, 11833 insertions(+), 13525 deletions(-) create mode 100755 data/alcohol.csv create mode 100644 "index (Emi\342\200\231s MacBook Pro (2)'s conflicted copy 2024-09-18).html" delete mode 100644 site_libs/quarto-contrib/fontawesome6-0.1.0/1e21o67/FontAwesome6Brands-Regular-400.ttf delete mode 100644 site_libs/quarto-contrib/fontawesome6-0.1.0/1e21o67/FontAwesome6Brands-Regular-400.woff2 delete mode 100644 site_libs/quarto-contrib/fontawesome6-0.1.0/1e21o67/FontAwesome6Free-Regular-400.ttf delete mode 100644 site_libs/quarto-contrib/fontawesome6-0.1.0/1e21o67/FontAwesome6Free-Regular-400.woff2 delete mode 100644 site_libs/quarto-contrib/fontawesome6-0.1.0/1e21o67/FontAwesome6Free-Solid-900.ttf delete mode 100644 site_libs/quarto-contrib/fontawesome6-0.1.0/1e21o67/FontAwesome6Free-Solid-900.woff2 delete mode 100644 site_libs/quarto-contrib/fontawesome6-0.1.0/30yblb/FontAwesome6Free-Regular-400.woff2 delete mode 100644 site_libs/quarto-contrib/fontawesome6-0.1.0/all.css delete mode 100644 site_libs/quarto-contrib/fontawesome6-0.1.0/latex-fontsize.css create mode 100644 "slides/slide1 (Emi\342\200\231s MacBook Pro (2)'s conflicted copy 2024-09-18).html" delete mode 100644 slides/slide2_files/figure-revealjs/geom-bar-1.png delete mode 100644 slides/slide2_files/figure-revealjs/geom-bar2A-1.png delete mode 100644 slides/slide2_files/figure-revealjs/geom-col-1.png delete mode 100644 slides/slide2_files/figure-revealjs/geom-col-dodge-1.png delete mode 100644 slides/slide2_files/figure-revealjs/geom-col-dodge2-1.png delete mode 100644 slides/slide2_files/figure-revealjs/geom-col-dodge3-1.png delete mode 100644 slides/slide2_files/figure-revealjs/geom-col-fill-1.png delete mode 100644 slides/slide2_files/figure-revealjs/geom-col-stack-invisible-1.png delete mode 100644 slides/slide2_files/figure-revealjs/geom-col-stack-show-1.png create mode 100644 slides/slide2_files/figure-revealjs/unnamed-chunk-2-1.png delete mode 100644 slides/slide2_files/figure-revealjs/unnamed-chunk-3-2.png create mode 100644 slides/slide2_files/figure-revealjs/unnamed-chunk-5-1.png create mode 100644 slides/slide2_files/figure-revealjs/unnamed-chunk-7-1.png create mode 100644 slides/slide2_files/figure-revealjs/unnamed-chunk-8-1.png diff --git a/.nojekyll b/.nojekyll index a0e4f46..121cdbb 100644 --- a/.nojekyll +++ b/.nojekyll @@ -1 +1 @@ -c200ccd7 \ No newline at end of file +9a2f8b7e \ No newline at end of file diff --git a/ad.html b/ad.html index 6c9aa37..e5748b6 100644 --- a/ad.html +++ b/ad.html @@ -2,7 +2,7 @@ - + diff --git a/data/alcohol.csv b/data/alcohol.csv new file mode 100755 index 0000000..a9c3323 --- /dev/null +++ b/data/alcohol.csv @@ -0,0 +1,401 @@ +id,sensation,drinks,gender +1,6.05584239959716,4,male +2,5.30518817901611,4,male +3,3.93881154060363,1,male +4,4.29854393005371,6,male +5,5.58278799057006,0,male +6,4.89426326751708,8,male +7,4.5075340270996,6,female +8,6.15753269195556,1,female +9,4.18520641326904,7,male +10,5.63610410690307,8,male +11,5.55832529067993,3,male +12,5.4596037864685,3,female +13,5.87522983551025,4,female +14,5.01644897460937,1,female +15,5.61408424377441,1,female +16,5.87806844711303,11,male +17,4.70639896392822,1,female +18,5.79636669158935,3,male +19,5.87275457382202,3,female +20,3.86225986480712,6,male +21,6.35312557220458,3,male +22,6.01230192184448,8,male +23,5.82139539718627,0,female +24,5.16666316986083,3,female +25,5.58122158050537,8,male +26,4.67254924774169,1,female +27,4.94803619384765,0,male +28,5.84955501556396,4,female +29,6.46278476715087,0,male +30,4.74417829513549,6,male +31,3.47349619865417,0,male +32,6.23145246505737,1,female +33,6.18231534957885,3,female +34,5.70473384857177,2,female +35,5.51108360290527,4,female +36,5.71436548233032,1,female +37,5.94450950622558,2,female +38,5.6661672592163,3,female +39,5.22253561019897,1,female +40,5.78508138656616,3,male +41,5.69381999969482,0,female +42,5.22205114364624,6,male +43,3.93853139877319,1,female +44,6.03537797927856,6,female +45,5.64772987365722,10,male +46,5.72895812988281,0,female +47,5.09689617156982,3,female +48,4.25245237350463,9,male +49,3.8236870765686,3,male +50,4.98108434677124,1,female +51,3.94998264312744,1,female +52,4.64813518524169,1,male +53,3.56131434440612,2,male +54,4.64130735397338,4,male +55,4.04165077209472,1,male +56,5.76245021820068,1,female +57,4.25187683105468,4,female +58,5.6088433265686,7,male +59,3.92959117889404,2,male +60,5.02626132965087,2,male +61,4.89343357086181,3,male +62,5.98055505752563,4,male +63,5.47720050811767,5,female +64,5.32852268218994,11,male +65,6.24037313461303,1,male +66,4.06560516357421,9,male +67,5.46527051925659,2,male +68,5.66099691390991,1,female +69,3.22523522377014,2,male +70,6.0810260772705,1,female +71,5.52060890197753,5,female +72,4.95897388458251,0,female +73,6.07348346710205,1,female +74,4.97739267349243,3,male +75,5.37086582183837,1,female +76,3.97951698303222,4,male +77,4.98877716064453,0,female +78,3.82089662551879,7,female +79,5.88064098358154,6,male +80,5.1361961364746,0,female +81,3.93699479103088,0,female +82,4.74622297286987,0,male +83,4.62094020843505,7,male +84,3.89703178405761,2,female +85,6.12452840805053,9,male +86,5.21001815795898,2,male +87,4.50494623184204,2,male +88,5.41878414154052,6,male +89,3.90376877784729,5,male +90,5.86507272720336,6,male +91,6.32512140274047,11,male +92,5.84810209274291,9,male +93,4.99439811706542,0,female +94,6.05240821838378,7,male +95,5.61542558670043,3,female +96,6.27816200256347,5,female +97,4.84807348251342,0,male +98,6.2876009941101,0,female +99,5.53131628036499,2,female +100,6.03543710708618,1,female +101,4.70204973220825,2,female +102,4.7433705329895,0,female +103,5.531503200531,8,male +104,6.43208599090576,8,male +105,3.92645668983459,0,male +106,4.45794630050659,5,male +107,6.10787677764892,0,female +108,5.33331823348999,3,female +109,6.42746925354003,0,female +110,5.05891275405883,2,female +111,5.34173345565795,1,female +112,5.05338668823242,1,male +113,5.95125484466552,4,female +114,6.22562313079833,9,male +115,5.88118505477905,7,female +116,5.14363718032836,2,male +117,4.99060535430908,1,female +118,4.4343147277832,3,female +119,4.67780208587646,6,male +120,5.35332584381103,6,male +121,4.42921638488769,0,male +122,5.68070602416992,3,female +123,4.73235607147216,0,female +124,4.64822959899902,0,male +125,6.1630802154541,2,female +126,5.0718035697937,1,female +127,4.84372091293334,2,female +128,4.12485408782958,5,male +129,4.44795322418212,0,male +130,5.5323314666748,10,male +131,4.39402627944946,3,male +132,4.37530994415283,7,female +133,4.9100866317749,0,female +134,5.66664457321166,2,female +135,5.89619874954223,3,male +136,5.13920593261718,6,male +137,4.46998739242553,3,female +138,4.32380390167236,2,male +139,3.8902587890625,4,male +140,5.7291522026062,5,male +141,6.14917278289794,0,female +142,4.59218597412109,2,female +143,4.75316429138183,0,female +144,4.88606119155883,0,male +145,4.63457918167114,5,male +146,4.88089132308959,4,male +147,4.88128328323364,0,male +148,3.95971179008483,0,female +149,5.57720518112182,3,male +150,4.19870615005493,5,male +151,3.96191072463989,1,female +152,4.85690832138061,4,female +153,5.21248006820678,8,male +154,5.40780973434448,0,female +155,5.95887756347656,4,female +156,4.14929246902465,1,female +157,5.23458337783813,2,male +158,4.50652599334716,3,male +159,4.77278423309326,0,female +160,5.26877164840698,0,female +161,5.09402227401733,1,female +162,6.22877120971679,0,female +163,5.49105310440063,1,female +164,5.46879291534423,5,male +165,5.23490047454833,3,female +166,5.56087589263916,1,male +167,4.70434188842773,1,female +168,5.66876983642578,0,female +169,5.90803956985473,1,female +170,3.27403378486633,0,female +171,6.02319765090942,4,male +172,4.50675058364868,1,male +173,4.95518922805786,2,female +174,4.8641448020935,6,male +175,5.20080423355102,3,male +176,4.75345611572265,1,female +177,5.02231454849243,6,male +178,6.21841573715209,3,female +179,5.6890549659729,6,male +180,5.47953081130981,1,female +181,4.80324697494506,2,male +182,5.00676679611206,6,male +183,5.44913864135742,6,female +184,5.30490255355834,0,female +185,5.29178476333618,1,female +186,3.94973611831665,3,male +187,5.63744115829467,3,female +188,5.24243211746215,5,female +189,5.86969470977783,2,female +190,5.33944416046142,1,male +191,6.43541622161865,6,male +192,6.23665904998779,13,male +193,3.2255527973175,0,female +194,6.06735897064208,8,male +195,6.37850618362426,7,male +196,4.94993448257446,13,male +197,5.8111343383789,3,female +198,4.58312177658081,0,male +199,5.43487310409545,1,male +200,6.21161317825317,5,female +201,5.79651165008544,0,female +202,5.71619319915771,4,male +203,6.00438499450683,3,male +204,3.84409546852111,0,female +205,5.27688407897949,2,male +206,4.88057136535644,2,female +207,5.38776159286499,4,male +208,4.0596489906311,1,male +209,5.15879869461059,2,female +210,5.36663722991943,3,male +211,5.35965776443481,3,male +212,5.82747364044189,0,female +213,4.10513639450073,8,male +214,3.19410729408264,5,male +215,5.64699935913085,1,male +216,4.29491806030273,2,male +217,5.3333716392517,4,female +218,5.32757425308227,3,female +219,6.37153577804565,8,male +220,5.57953214645385,2,female +221,6.09901428222656,3,male +222,4.87396144866943,3,female +223,6.1318392753601,2,female +224,3.80720615386962,0,male +225,5.32267713546752,0,female +226,4.43336105346679,2,male +227,6.01982069015502,1,female +228,4.95589971542358,1,male +229,4.83716011047363,0,male +230,3.94354701042175,5,male +231,4.44224596023559,2,male +232,5.68662643432617,2,female +233,5.18958044052124,2,female +234,5.16603374481201,0,female +235,6.01642274856567,7,male +236,5.34464216232299,1,female +237,6.19019031524658,2,female +238,5.82974815368652,6,male +239,5.30580711364746,2,male +240,5.1145634651184,7,female +241,5.6021876335144,7,female +242,5.17090845108032,6,male +243,5.92551517486572,0,female +244,6.17829751968383,2,female +245,5.51473045349121,1,male +246,5.88835668563842,1,female +247,4.97407865524291,0,female +248,4.5569748878479,1,female +249,5.65977573394775,7,male +250,5.22622871398925,1,female +251,5.77534103393554,3,male +252,3.49765706062316,0,male +253,6.35349035263061,1,male +254,5.40690612792968,2,male +255,6.06552648544311,2,male +256,5.03084278106689,4,female +257,4.99715232849121,9,male +258,5.15265798568725,8,male +259,6.25800085067749,1,male +260,4.34280776977539,2,female +261,6.00632762908935,0,female +262,6.46891689300537,5,female +263,5.84818172454833,0,male +264,3.98432445526123,6,male +265,6.44739818572998,1,female +266,4.03429746627807,3,male +267,4.92485380172729,2,female +268,5.44657754898071,2,male +269,5.25593709945678,2,female +270,5.67560052871704,8,male +271,4.98470544815063,5,female +272,4.34174108505249,1,female +273,5.62101411819458,1,female +274,5.04814338684082,0,male +275,6.4132924079895,3,male +276,5.514413356781,0,female +277,5.41475296020507,2,female +278,4.26746034622192,6,male +279,4.5804123878479,1,female +280,5.33282947540283,8,female +281,5.00569152832031,2,female +282,6.240656375885,12,male +283,3.37198781967163,0,female +284,3.32410740852355,0,female +285,4.57263135910034,3,male +286,4.17543077468872,3,male +287,6.33766508102416,2,male +288,5.85164260864257,0,female +289,5.38910627365112,1,male +290,5.25373220443725,0,female +291,6.38509368896484,4,male +292,5.76987791061401,1,female +293,6.06194257736206,4,female +294,4.32916975021362,1,female +295,4.85657119750976,3,male +296,4.25108814239501,1,male +297,4.55300092697143,3,female +298,4.6347632408142,4,female +299,5.31221485137939,7,male +300,6.4209394454956,6,female +301,3.62020874023437,1,female +302,4.82149982452392,2,female +303,5.50250625610351,1,male +304,5.84705734252929,0,female +305,4.88241720199584,0,female +306,6.37310791015625,14,male +307,5.08749103546142,3,female +308,5.48697471618652,2,male +309,6.308274269104,14,male +310,5.95458364486694,0,female +311,4.82922506332397,2,female +312,5.22087097167968,0,female +313,5.11459875106811,0,female +314,5.31107521057128,12,male +315,5.36648178100585,1,female +316,4.41841459274291,4,male +317,5.05098581314086,1,female +318,4.93472862243652,0,male +319,5.13978385925292,0,male +320,5.54131078720092,1,female +321,6.39441585540771,0,female +322,6.48751306533813,4,male +323,6.07279682159423,3,male +324,5.06086683273315,5,female +325,4.39044141769409,7,female +326,5.68825531005859,5,female +327,5.30166387557983,2,female +328,3.665292263031,1,female +329,4.90958356857299,1,female +330,5.02978944778442,1,female +331,5.96613931655883,0,female +332,5.98853206634521,8,male +333,5.06022977828979,5,male +334,6.35923194885253,2,male +335,6.13221836090087,8,male +336,4.35949087142944,8,female +337,5.33669328689575,11,male +338,4.73044490814208,2,male +339,5.18991994857788,3,male +340,4.24895191192626,3,male +341,3.95112872123718,0,male +342,5.00810813903808,1,female +343,5.04043340682983,0,female +344,5.27279472351074,1,female +345,5.87534236907958,0,female +346,5.23671722412109,5,male +347,5.19617080688476,0,female +348,5.50602436065673,7,male +349,4.54134321212768,2,female +350,4.34789133071899,3,male +351,6.20742940902709,3,female +352,4.42644357681274,0,female +353,4.3870244026184,2,female +354,6.18528890609741,0,female +355,6.48064661026,0,female +356,4.73071432113647,0,female +357,5.49845266342163,0,male +358,5.04069566726684,0,female +359,4.67307043075561,4,male +360,4.80845880508422,0,male +361,6.03908538818359,0,female +362,4.03175687789916,2,male +363,5.6826844215393,3,female +364,5.0354733467102,2,male +365,5.58007669448852,4,male +366,6.08438062667846,2,male +367,3.6330246925354,0,female +368,4.19711828231811,4,female +369,6.04156446456909,7,male +370,4.95609712600708,0,female +371,4.65084648132324,2,male +372,5.4415693283081,0,male +373,5.4523229598999,1,female +374,5.12715625762939,0,female +375,4.57206869125366,1,male +376,3.9312994480133,8,male +377,4.83512449264526,0,female +378,3.78020501136779,4,male +379,5.57104063034057,2,male +380,4.57784461975097,1,male +381,5.49031352996826,5,female +382,5.21665954589843,0,male +383,3.60913062095642,2,male +384,5.88354396820068,5,female +385,3.6348762512207,3,male +386,6.16248273849487,4,female +387,5.7029390335083,1,female +388,6.44060277938842,17,male +389,3.98052525520324,1,female +390,5.3681640625,0,female +391,6.289146900177,2,male +392,5.41666221618652,2,male +393,5.11388826370239,0,female +394,5.98160648345947,0,male +395,5.68140316009521,1,female +396,3.92286753654479,1,female +397,4.06791687011718,2,female +398,3.45434069633483,0,male +399,5.98819589614868,2,female +400,5.83770084381103,0,female diff --git "a/index (Emi\342\200\231s MacBook Pro (2)'s conflicted copy 2024-09-18).html" "b/index (Emi\342\200\231s MacBook Pro (2)'s conflicted copy 2024-09-18).html" new file mode 100644 index 0000000..f70f957 --- /dev/null +++ "b/index (Emi\342\200\231s MacBook Pro (2)'s conflicted copy 2024-09-18).html" @@ -0,0 +1,7191 @@ + + + + + + + + + + +ANU BDSI – Generalised Linear Models + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+ +
+ + + + +
+ + + + +
+
+

Generalised Linear Models

+
+
BDSI Workshop
+
+
+ + + +
+ + +
+
Published
+
+

September 24, 2024

+
+
+ + +
+ + + +
+ + +
+

👋 Welcome

+

This is a training workshop for BIOL8001 students but extended to also staff and students affiliated with the Australian National University (ANU) offered by the ANU Biological Data Science Institute (BDSI).

+

The workshop aims to teach generalised linear models for modeling data with non-normal distributions. Participants are expected to have a basic understanding of R and linear models prior to the start of the workshop.

+
+
+

🎯 Learning objectives

+

Upon completion of this workshop, participants should be able to:

+
    +
  • Understand and apply generalized linear models (GLMs) for modeling data with non-normal distributions
  • +
  • Apply GLMs effectively to model binary outcomes (logistic regression) and count data (Poisson or negative binomial regression).
  • +
  • Fit, interpret, and assess the adequacy of GLMs
  • +
+
+
+

🔧 Preparation

+

Please ensure that you download and install

+
    +
  • the latest version of R,
  • +
  • the latest version of RStudio Desktop or Positron, and
  • +
  • the following packages by opening RStudio Desktop or Positron, then copy and paste the command below in the Console section, pushing Enter after pasting.
  • +
+
install.packages(c("tidyverse", "broom", "faraway", "GLMsData", "GGally"))
+
    +
  • For Window users, you may need to install Rtools to install R packages.
  • +
+
+
+

📚 Slides

+

+ + + + + + image/svg+xml + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

+

Click on the heading to open the slides in a new tab, or click on details to see the slides on this page.

+
+

Modelling for binary or proportion responses

+
+ +

Self test with Exercise 1

+
+
+
+
+

📑 Resources

+
    +
  • Faraway (2009) Linear Models with R (for review of linear models)
  • +
  • Chapters 2, 3, and 5 from Faraway (2016) Extending the Linear Model with R. 2nd Edition.
  • +
  • Dunn and Smyth (2018) Generalized Linear Models With Examples in R
  • +
+
+
+

🏋️‍♀️ Self-paced exercises

+

The following self-paced exercises are designed to check your understanding of the material.

+
+
+
+ +
+
+Reflect on learning objectives +
+
+
+You should be able to: +
    +
  • + Understand and apply generalized linear models (GLMs) for modeling data with non-normal distributions +
  • +
  • + Apply GLMs effectively to model binary outcomes (logistic regression) and count data (Poisson or negative binomial regression). +
  • +
  • + Fit, interpret, and assess the adequacy of GLMs +
  • +
+
+
+
+ +
+
+

Question: What might affect the chance of getting heart disease?

+
+
+
+ +
+
+About the data +
+
+
+
    +
  • We have the data from Western Collaborative Group Study contains 3154 healthy men, aged from 39 to 59, from the San Francisco area.
  • +
  • At the start of the study, all were free of heart disease.
  • +
  • Eight and a half years later, the study recorded whether these men now suffered from coronary heart disease (chd).
  • +
  • Other recorded variables that might be related to the chance of developing this disease are: +
      +
    • age - age in years
    • +
    • height - height in inches
    • +
    • weight - weight in pounds
    • +
    • sdp - systolic blood pressure in mm Hg
    • +
    • dbp - diastolic blood pressure in mm Hg
    • +
    • chol - fasting serum cholesterol in mm %
    • +
    • behave - behaviour type (A1, A2, B3, B4)
    • +
    • cigs - number of cigarettes smoked per day
    • +
    • dibep - behaviour type (A = Aggressive, P = Passive)
    • +
    • typechd - type of coronary heart disease (angina, infdeath, none, or silent)
    • +
    • timechd - time of coronary heart disease or end of follow-up
    • +
    • arcus - arcus senilis (absent or present)
    • +
  • +
+
+
+
+

Load the data

+
    +
  • Is this data experimental or observational?
  • +
+
+ +
+
+

Explore the data (initial data analysis)

+
    +
  • There are a number of ways to explore data.
  • +
  • First let’s start by looking at the distribution of the outcome (coronary heart disease). What do you notice?
  • +
+
+ +
    +
  • Next let’s looks at the marginal distribution of numerical covariates by the outcome. Why is the median value for timechd clustered around 3000 for those that didn’t have a coronary heart disease?
  • +
+
+ +
+ +Answer + +

The study went on for 8.5 years (which is about 8.5 \(\times\) 365.25 = 3105 days). The variable timechd for the group that didn’t have a coronary heart disease is related to number of days to end of follow-up. This means that those with earlier time (e.g. 1000 days) within this group means that they dropped out of study for some reason (e.g. due to death or unable to contact participant).

+
+
    +
  • Let’s look also at the marginal distribution of categorical variables by the outcome. Do the levels within a factor have a higher association with chd? What do you notice in particular about typechd?
  • +
+
+ +
+ +Answer + +typechd is derived from chd so those that did not have a coronary heart disease is all assigned “none” as expected. +
+
    +
  • ggpairs() from GGally package is useful for looking at the pairwise relationship between any two covariates in the data. It will be slow to compute if you have many variables (and individual graph may be too slow to see) so you may need to subset to a smaller number of variables first.
  • +
+
+ +
    +
  • Let’s zoom in and have a look at the relationship between sdp and dbp. What do you notice about the relationship between these variables?
  • +
+
+ +
+ +Answer + +The variables sdp and dbp are highly correlated. Systolic pressure (sdp) is the maximum blood pressure during contraction of the ventricles; while diastolic pressure (dbp) is the minimum pressure recorded just prior to the next contraction. Both measure blood pressure (in different ways) so the high correlation is perhaps expected! +
+
    +
  • What is the relationship between behave and dibep?
  • +
+
+ +
+ +Answer + +All those that are assigned with value “A” for dibep are either “A1” or “A2” for behave. Similarly all that are assigned with value “B” for dipep are either “B1” or “B2” for behave. This suggests that perhaps behave was a further refinement of behaviour type based on dibep (so behave is nested within dibep). +
+
+
+

Model the data

+
    +
  • Why would you not (or would you) use typechd and timechd as predictors in the model?
  • +
+
+ +Answer + +

The variables typechd and timechd are calculated based on the outcome! You can’t use predictors that were derived based on the outcome.

+
+
+ +
    +
  • Do you think the behaviour type variable (behave) should be included in the model?
  • +
+
+ +
+ +Answer + +behave does not appear to be (statistically) significantly contribute to explaining the chd so we omit from the model. +
+
    +
  • What do you think the best model that explains chd is?
  • +
+
+ +
+ +Answer + +

Variable selection is a hard problem! We can use stepwise selection (which goes through backward selection - drop the least signiciant variable - and forward selection - add the most significant variable, until it meets a certain criteria), but an “automated” selection like this doesn’t account for the domain context.

+

For example, sdp is in the final model selected by stepwise selection but sdp is highly correlated with dbp. Should dbp been included instead of sdp? Also weight is included but not height. Tall people would naturally weight more than short people with the same body type. Would it have been better to feature engineer another variable that normalises weight with respect to height? Body mass index (which is weight in kg divided by square of body height in metres) is supposed to account for weight with respect to height.

+Remember that all models are wrong, but some are useful. Your goal is just to find a useful model that approximates the reality well enough. +
+
+
+
+
+ + +
+ +

This website is brought to you by the ANU Biological Data Science Institute.

+ + +
+ + + + + + \ No newline at end of file diff --git a/index.html b/index.html index 12eb6e3..3dd2614 100644 --- a/index.html +++ b/index.html @@ -2,7 +2,7 @@ - + @@ -4868,7 +4868,7 @@ }; // Store cell data -globalThis.qwebrCellDetails = [{"id":1,"code":"library(tidyverse)\ndata(wcgs, package = \"faraway\")\nglimpse(wcgs)","options":{"message":"true","label":"unnamed-chunk-1","out-width":"700px","out-height":"","autorun":"true","results":"markup","comment":"","context":"interactive","read-only":"false","classes":"","fig-cap":"","dpi":72,"output":"true","warning":"true","fig-height":5,"fig-width":7}},{"id":2,"code":"wcgs |> \n ggplot(aes(chd)) + \n geom_bar() ","options":{"message":"true","label":"unnamed-chunk-2","out-width":"700px","out-height":"","autorun":"false","results":"markup","comment":"","context":"interactive","read-only":"false","classes":"","fig-cap":"","dpi":72,"output":"true","warning":"true","fig-height":5,"fig-width":7}},{"id":3,"code":"wcgs |> \n select(where(is.numeric), chd) |> \n pivot_longer(cols = -chd) |> \n ggplot(aes(x = chd, y = value)) + \n geom_violin() + \n geom_boxplot(width = 0.1) + \n facet_wrap(~name, scales = \"free\") +\n labs(x = \"Coronary heart disease\", y = \"\")","options":{"message":"true","label":"unnamed-chunk-3","out-width":"700px","out-height":"","autorun":"false","results":"markup","comment":"","context":"interactive","read-only":"false","classes":"","fig-cap":"","dpi":72,"output":"true","warning":"true","fig-height":5,"fig-width":7}},{"id":4,"code":"wcgs |> \n select(where(is.factor), where(is.character), chd) |> \n pivot_longer(cols = -chd) |> \n count(chd, value, name) |> \n ggplot(aes(x = value, y = n)) + \n geom_col(aes(fill = chd), position = \"fill\") + \n facet_wrap(~name, scales = \"free\") +\n labs(x = \"Value\", y = \"Proportion\") +\n scale_y_continuous(expand = expansion(add = c(0, 0.1)))","options":{"message":"true","label":"unnamed-chunk-4","out-width":"700px","out-height":"","autorun":"false","results":"markup","comment":"","context":"interactive","read-only":"false","classes":"","fig-cap":"","dpi":72,"output":"true","warning":"true","fig-height":5,"fig-width":7}},{"id":5,"code":"GGally::ggpairs(wcgs)","options":{"message":"true","label":"unnamed-chunk-5","out-width":"700px","out-height":"","autorun":"false","results":"markup","comment":"","context":"interactive","read-only":"false","classes":"","fig-cap":"","dpi":72,"output":"true","warning":"true","fig-height":5,"fig-width":7}},{"id":6,"code":"ggplot(wcgs, aes(sdp, dbp)) + geom_point() + geom_smooth(method = \"lm\")\ncor(wcgs$sdp, wcgs$dbp)","options":{"message":"true","label":"unnamed-chunk-6","out-width":"700px","out-height":"","autorun":"false","results":"markup","comment":"","context":"interactive","read-only":"false","classes":"","fig-cap":"","dpi":72,"output":"true","warning":"true","fig-height":5,"fig-width":7}},{"id":7,"code":"wcgs |> count(dibep, behave)","options":{"message":"true","label":"unnamed-chunk-7","out-width":"700px","out-height":"","autorun":"false","results":"markup","comment":"","context":"interactive","read-only":"false","classes":"","fig-cap":"","dpi":72,"output":"true","warning":"true","fig-height":5,"fig-width":7}},{"id":8,"code":"fit1 <- glm(chd ~ age + height + weight + sdp + dbp + chol + dibep + behave + cigs + arcus, data = wcgs, family = binomial(link = \"logit\"))\nbroom::tidy(fit1)","options":{"message":"true","label":"unnamed-chunk-8","out-width":"700px","out-height":"","autorun":"true","results":"markup","comment":"","context":"interactive","read-only":"false","classes":"","fig-cap":"","dpi":72,"output":"true","warning":"true","fig-height":5,"fig-width":7}},{"id":9,"code":"fit2 <- glm(chd ~ age + height + weight + sdp + dbp + chol + dibep + cigs + arcus, data = wcgs, family = binomial(link = \"logit\"))\nanova(fit2, fit1, test = \"Chi\")\nbroom::tidy(fit2)","options":{"message":"true","label":"unnamed-chunk-9","out-width":"700px","out-height":"","autorun":"false","results":"markup","comment":"","context":"interactive","read-only":"false","classes":"","fig-cap":"","dpi":72,"output":"true","warning":"true","fig-height":5,"fig-width":7}},{"id":10,"code":"# below uses stepwise selection\nfinal <- step(fit1, trace = 0)\nbroom::tidy(final)","options":{"message":"true","label":"unnamed-chunk-10","out-width":"700px","out-height":"","autorun":"false","results":"markup","comment":"","context":"interactive","read-only":"false","classes":"","fig-cap":"","dpi":72,"output":"true","warning":"true","fig-height":5,"fig-width":7}}]; +globalThis.qwebrCellDetails = [{"id":1,"options":{"dpi":72,"autorun":"true","label":"unnamed-chunk-1","warning":"true","message":"true","fig-cap":"","read-only":"false","classes":"","fig-width":7,"output":"true","context":"interactive","out-height":"","results":"markup","comment":"","fig-height":5,"out-width":"700px"},"code":"library(tidyverse)\ndata(wcgs, package = \"faraway\")\nglimpse(wcgs)"},{"id":2,"options":{"dpi":72,"autorun":"false","label":"unnamed-chunk-2","warning":"true","message":"true","fig-cap":"","read-only":"false","classes":"","fig-width":7,"output":"true","context":"interactive","out-height":"","results":"markup","comment":"","fig-height":5,"out-width":"700px"},"code":"wcgs |> \n ggplot(aes(chd)) + \n geom_bar() "},{"id":3,"options":{"dpi":72,"autorun":"false","label":"unnamed-chunk-3","warning":"true","message":"true","fig-cap":"","read-only":"false","classes":"","fig-width":7,"output":"true","context":"interactive","out-height":"","results":"markup","comment":"","fig-height":5,"out-width":"700px"},"code":"wcgs |> \n select(where(is.numeric), chd) |> \n pivot_longer(cols = -chd) |> \n ggplot(aes(x = chd, y = value)) + \n geom_violin() + \n geom_boxplot(width = 0.1) + \n facet_wrap(~name, scales = \"free\") +\n labs(x = \"Coronary heart disease\", y = \"\")"},{"id":4,"options":{"dpi":72,"autorun":"false","label":"unnamed-chunk-4","warning":"true","message":"true","fig-cap":"","read-only":"false","classes":"","fig-width":7,"output":"true","context":"interactive","out-height":"","results":"markup","comment":"","fig-height":5,"out-width":"700px"},"code":"wcgs |> \n select(where(is.factor), where(is.character), chd) |> \n pivot_longer(cols = -chd) |> \n count(chd, value, name) |> \n ggplot(aes(x = value, y = n)) + \n geom_col(aes(fill = chd), position = \"fill\") + \n facet_wrap(~name, scales = \"free\") +\n labs(x = \"Value\", y = \"Proportion\") +\n scale_y_continuous(expand = expansion(add = c(0, 0.1)))"},{"id":5,"options":{"dpi":72,"autorun":"false","label":"unnamed-chunk-5","warning":"true","message":"true","fig-cap":"","read-only":"false","classes":"","fig-width":7,"output":"true","context":"interactive","out-height":"","results":"markup","comment":"","fig-height":5,"out-width":"700px"},"code":"GGally::ggpairs(wcgs)"},{"id":6,"options":{"dpi":72,"autorun":"false","label":"unnamed-chunk-6","warning":"true","message":"true","fig-cap":"","read-only":"false","classes":"","fig-width":7,"output":"true","context":"interactive","out-height":"","results":"markup","comment":"","fig-height":5,"out-width":"700px"},"code":"ggplot(wcgs, aes(sdp, dbp)) + geom_point() + geom_smooth(method = \"lm\")\ncor(wcgs$sdp, wcgs$dbp)"},{"id":7,"options":{"dpi":72,"autorun":"false","label":"unnamed-chunk-7","warning":"true","message":"true","fig-cap":"","read-only":"false","classes":"","fig-width":7,"output":"true","context":"interactive","out-height":"","results":"markup","comment":"","fig-height":5,"out-width":"700px"},"code":"wcgs |> count(dibep, behave)"},{"id":8,"options":{"dpi":72,"autorun":"true","label":"unnamed-chunk-8","warning":"true","message":"true","fig-cap":"","read-only":"false","classes":"","fig-width":7,"output":"true","context":"interactive","out-height":"","results":"markup","comment":"","fig-height":5,"out-width":"700px"},"code":"fit1 <- glm(chd ~ age + height + weight + sdp + dbp + chol + dibep + behave + cigs + arcus, data = wcgs, family = binomial(link = \"logit\"))\nbroom::tidy(fit1)"},{"id":9,"options":{"dpi":72,"autorun":"false","label":"unnamed-chunk-9","warning":"true","message":"true","fig-cap":"","read-only":"false","classes":"","fig-width":7,"output":"true","context":"interactive","out-height":"","results":"markup","comment":"","fig-height":5,"out-width":"700px"},"code":"fit2 <- glm(chd ~ age + height + weight + sdp + dbp + chol + dibep + cigs + arcus, data = wcgs, family = binomial(link = \"logit\"))\nanova(fit2, fit1, test = \"Chi\")\nbroom::tidy(fit2)"},{"id":10,"options":{"dpi":72,"autorun":"false","label":"unnamed-chunk-10","warning":"true","message":"true","fig-cap":"","read-only":"false","classes":"","fig-width":7,"output":"true","context":"interactive","out-height":"","results":"markup","comment":"","fig-height":5,"out-width":"700px"},"code":"# below uses stepwise selection\nfinal <- step(fit1, trace = 0)\nbroom::tidy(final)"}]; + + + + + + + + + + + ANU BDSI – Modelling for binary or proportion responses + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+

Modelling for binary or proportion responses

+

ANU BDSI
workshop
Generalised Linear Models

+ +
+
+
+Emi Tanaka +
+

+ Biological Data Science Institute +

+
+
+ +

24th September 2024

+
+
+
+

Workshop materials

+
+

All materials will be hosted at
https://anu-bdsi.github.io/workshop-GLM/

+
+
+
+

Case study: Longevity of fruitflies

+

Aim: Study longevity of fruitflies depending on sexual activity and thorax length

+
+
+
+
+Code +
library(tidyverse)
+gfly <- faraway::fruitfly |> 
+  mutate(activity = factor(activity, levels = c("isolated", "low", "high", "one", "many"))) |> 
+  ggplot(aes(x = thorax, y = longevity, color = activity)) + 
+  geom_point(data = ~select(., -activity), color = "lightgrey") +
+  geom_point(size = 4) + 
+  facet_wrap(~activity, labeller = label_both) +
+  guides(color = "none") + 
+  colorspace::scale_color_discrete_qualitative()
+
+gfly
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
    +
  • 125 fruitflies were divided randomly into 5 groups of 25 each.
  • +
  • The response was the longevity of the fruitfly in days.
  • +
  • One group was kept solitary (“isolated”).
    +
  • +
  • Another was kept individually with a virgin female each day (“low”).
  • +
  • Another group was given 8 virgin females per day (“high”).
  • +
  • As an additional control the fourth and fifth groups were kept with one (“one”) or eight (“many”) pregnant females per day.
  • +
  • Pregnant fruitflies will not mate.
  • +
  • The thorax length of each male was measured as this was known to affect longevity.
  • +
  • One observation in the many group has been lost.
  • +
+
+
+
+
+

Linear model 1

+

lm(longevity ~ thorax + activity + thorax:activity)

+

\texttt{longevity}_i = \beta_0 + \beta_1\texttt{thorax}_i + \beta_{2,T(i)} + \beta_{3,T(i)}\texttt{thorax}_i + \epsilon_i

+
+
+
+

where

+
    +
  • \beta_0 is the overall intercept,
  • +
  • \beta_1 is the effect of thorax length on longevity,
  • +
  • \beta_{2,T(i)} is the effect of activity on longevity,
  • +
  • T(i) maps to the activity type of the i-th observation,
  • +
  • \beta_{3,T(i)} is the interaction effect between thorax length and activity type, and
  • +
  • \epsilon_i is the error term.
  • +
+
+

Note that:

+
    +
  • We assume \epsilon_i \stackrel{iid}{\sim} N(0, \sigma^2).
  • +
  • We use the constraints: \beta_{2,1} = 0 and \beta_{3,1} = 0.
  • +
  • \beta_0 + \beta_{2,k} is the intercept for the k-th activity type.
  • +
  • \beta_1 + \beta_{3,k} is the slope for the k-th activity type.
  • +
+
+
+
+
+
+
+
+Code +
gfly + geom_smooth(method = "lm", se = FALSE, color = "black", linewidth = 2)
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+Code +
flyfit1 <- lm(longevity ~ thorax + activity + thorax:activity, data = faraway::fruitfly) |> 
+  broom::augment() |> 
+  mutate(activity = factor(activity, levels = c("isolated", "low", "high", "one", "many"))) 
+gres <- flyfit1 |> 
+  ggplot(aes(.fitted, .resid, color = activity)) + 
+  geom_point(data = ~select(., -activity), color = "lightgrey") + 
+  geom_point(size = 4) +
+  #facet_wrap(~activity, labeller = label_both) +
+  guides(color = "none") +
+  geom_hline(yintercept = 0, color = "black", linetype = 2) +
+  colorspace::scale_color_discrete_qualitative() +
+  labs(x = "Fitted values", y = "Residual", title = "Residual vs fitted values plot")
+
+gres
+
+
+
+
+

+
+
+
+
+
+
+
+
+

Linear model 2

+

lm(log10(longevity) ~ thorax + activity + thorax:activity)

+

\log_{10}(\texttt{longevity}_i) = \beta_0 + \beta_1\texttt{thorax}_i + \beta_{2,T(i)} + \beta_{3,T(i)}\texttt{thorax}_i + \epsilon_i

+
+
+
+
+Code +
gfly + geom_smooth(method = "lm", se = FALSE, color = "black", linewidth = 2) +
+  scale_y_log10()
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+Code +
flyfit2 <- lm(log10(longevity) ~ thorax + activity + thorax:activity, data = faraway::fruitfly) |> 
+  broom::augment() |> 
+  mutate(.fitted = 10^.fitted) |> 
+  mutate(activity = factor(activity, levels = c("isolated", "low", "high", "one", "many"))) 
+
+gres %+% flyfit2
+
+
+
+
+

+
+
+
+
+
+
+
+
+

Linear model 3

+

lm(log10(longevity) ~ thorax + activity)

+

\log_{10}(\texttt{longevity}_i) = \beta_0 + \beta_1\texttt{thorax}_i + \beta_{2,T(i)} + \epsilon_i

+
+
+
fit1 <- lm(log10(longevity) ~ thorax + activity, data = faraway::fruitfly)
+fit2 <- lm(log10(longevity) ~ thorax + activity + thorax:activity, data = faraway::fruitfly)
+anova(fit1, fit2)
+
+
Analysis of Variance Table
+
+Model 1: log10(longevity) ~ thorax + activity
+Model 2: log10(longevity) ~ thorax + activity + thorax:activity
+  Res.Df     RSS Df Sum of Sq      F Pr(>F)
+1    118 0.83011                           
+2    114 0.78511  4  0.044997 1.6334 0.1706
+
+
+
+
+
+
+
+Code +
fit <- lm(log10(longevity) ~ -1 + thorax + activity, data = faraway::fruitfly)
+est <- tibble(slope = coef(fit)[1], 
+              intercept = coef(fit)[-1],
+              activity = str_remove(names(coef(fit)[-1]), "^activity")) |> 
+mutate(activity = factor(activity, levels = c("isolated", "low", "high", "one", "many"))) 
+gfly + geom_abline(aes(slope = slope, intercept = intercept), color = "black", linewidth = 2, data = est) + scale_y_log10()
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+Code +
gres %+% (broom::augment(fit) |> 
+  mutate(activity = factor(activity, levels = c("isolated", "low", "high", "one", "many"))))
+
+
+
+
+

+
+
+
+
+
+
+
+
+

Multiple linear regression

+

For i = 1, ..., n, the linear regression model is given by

+

y_i = \beta_0 + \beta_1x_{i1} + \beta_2x_{i2} + \cdots + \beta_kx_{ik} + \epsilon_i= \sum_{j=0}^{k}\beta_jx_{ij} + \epsilon_i

+

where

+
    +
  • y_i is the response variable,
  • +
  • x_{ij} is the j-th predictor variable and x_{0j} = 1 for all j,
  • +
  • \beta_j is the coefficient for the j-th predictor variable,
  • +
  • \epsilon_i is the error term, and
  • +
  • we assume that \epsilon_i \stackrel{iid}{\sim} N(0, \sigma^2).
  • +
+
+
+

Case study: Breast cancer diagnosis

+

Aim: diagnose breast cancer from features of a digitized image of breast mass sample

+
+
+
+
+Code +
library(tidyverse)
+cancer <- read_csv("https://anu-bdsi.github.io/workshop-GLM/data/cancer.csv") 
+
+cancer |> 
+  select(diagnosis, radius_mean, concave_points_mean) |> 
+  GGally::ggpairs(mapping = aes(color = diagnosis)) 
+
+
+
+
+

+
+
+
+
+
+ +
+ +
+
    +
  • The image features include the average radius (radius_mean) and the average concave portion of the contour (concave_points_mean).
  • +
  • The breast mass sample was diagnosed as malignant (M) or benign (B).
  • +
+
+
+ +
+
+

Binary response

+
+
+
+
+Code +
cancer |> 
+  count(diagnosis) |> 
+  ggplot(aes(diagnosis, n)) +
+  geom_col(aes(fill = diagnosis)) +
+  scale_y_continuous(expand = expansion(add = c(0, 0.1))) +
+  labs(y = "Count") +
+  guides(fill = "none")
+
+
+
+
+

+
+
+
+
+
+
    +
  • The outcome of interest is a binary response (M or B).
  • +
  • We can convert it to a numeric value such that M = 1 and B = 0.
  • +
+
+
    +
  • Should we model this assuming that using a linear model?
  • +
+
+
+
+Code +
cancer |> 
+  ggplot(aes(radius_mean, diagnosis_malignant)) +
+  geom_point(alpha = 0.25, size = 2, aes(color = diagnosis)) +
+  geom_smooth(method = lm,
+              formula = y ~ x,
+              se = FALSE,
+              color = "black",
+              linewidth = 1.2) +
+  scale_y_continuous(breaks = c(0, 1)) +
+  labs(y = "diagnosis") +
+  guides(color = "none")
+
+
+
+
+

+
+
+
+
+
+
+
+
+
+
+
+

Concepts

+ +
+
+

Propensity score

+
+
    +
  • Suppose we consider Y_i as a binary category: Y_i = \begin{cases} + 1 & \text{ if $i$-th observation is in class 1}\\ + 0 & \text{ if $i$-th observation is in class 2}\\ +\end{cases}
  • +
  • Instead of modelling the outcome directly, we consider the conditional probability, say P(Y_i = 1|\boldsymbol{x}_i) where \boldsymbol{x}_i = (x_{i1}, x_{i2}, \ldots, x_{ik}), also known as the propensity score of class 1.
  • +
  • The propensity score of class 2 is P(Y_i=0|\boldsymbol{x}_i) = 1 - P(Y_i=1|\boldsymbol{x}_i).
  • +
+
+
+
+

Odds of an event

+
    +
  • The odds of an event is defined as \text{odds} = \color{#BE830E}{\frac{p}{1-p}} = \frac{\text{probability that the event will occur}}{\text{probability that the event will not occur}}, where p is the probability of an event occuring.
  • +
+
+
    +
  • The ratio of the propensity scores of the two classes is the odds of being in class 1:
  • +
+

\text{odds} = \frac{P(Y_i=1|\boldsymbol{x}_i)}{1-P(Y_i=1|\boldsymbol{x}_i)}.

+
+
+
+

Logistic function

+
    +
  • The logistic function:
  • +
+
+
+

g(z) = \frac{e^z}{1+e^z} = \frac{1}{1+e^{-z}}

+
+
+
+
+
+
+

+
+
+
+
+
+
+
    +
  • Notice that 0 < g(z) < 1 for all finite values of z.
  • +
+
+
+

Logit function

+
    +
  • The logit function:
  • +
+
+
+

f(p) = \log_e \left(\frac{p}{1- p}\right)

+
+
+
+
+
+
+

+
+
+
+
+
+
+
    +
  • Here -\infty < f(p) < \infty for all p \in (0, 1).
  • +
+
+
    +
  • Note that logit and logistic functions are inverse functions of one another, i.e. f(g(z)) = z and g(f(p)) = p.
  • +
+
+
+
+

Binomial distribution

+
+
+
    +
  • Suppose Y is binomially distributed B(n, p).
  • +
  • This means that there were n trials, each with a probability p of success, and Y is the number of successes out of n.
  • +
  • The expected value of Y is E(Y) = np.
  • +
  • If n=1, Y can only take the values 0 or 1 and the distribution is referred to as Benoulli distribution.
  • +
+
+
+
+
+
+

+
+
+
+
+
+
+
+
+
+

Logistic regression

+ +
+
+

Logistic regression for a binary response

+
    +
  • Logistic regression is a generalised linear model where it models the log odds as a linear combination of predictors: \text{logit}(p_i) = \log_e \left(\frac{p_i}{1-p_i}\right) = \sum_{j=0}^p\beta_jx_{ij}, \quad p_i = \frac{e^{\sum_{j=0}^p\beta_jx_{ij}}}{1+e^{\sum_{j=0}^p\beta_jx_{ij}}}
  • +
  • We assume that Y_i \sim B(1, p_i) where p_i = P(Y_i=1|\boldsymbol{x}_i).
  • +
  • Note that E(Y_i|\boldsymbol{x}_i) = p_i.
  • +
+
+
+

Logistic regression for a binary response

+
    +
  • When response is a binary value (0 or 1):
  • +
+
+ +Code for loading data + +
+ +
+
+ +
+
    +
  • Fit the logistic model in R as
  • +
+
+ +
+
+
+

Logistic regression for a factor response

+
    +
  • When response is a factor, the first level considered failure, every other level considered success.
  • +
+
+ +
+
    +
  • Watch out for the order of the levels!
  • +
+
+ +
+
+
+ +
+
+
+

Interpretation of logistic regression

+
+ +
    +
  • Increasing radius_mean by one unit changes the log odds by \hat{\beta}_1, 0.639, or equivalently it multiplies the odds by e^{\hat\beta_1}, 1.894, provided concave_points_mean is held fixed.
  • +
+
+
+

Predicting from logistic regression

+
+ +
+ +Alternative method + +
    +
  • You can also get the prediction with:
  • +
+
+ +
+

By hand

+

\hat{\eta} = -13.699 + 0.639\times 15 + 84.223\times 0.05 \approx 0.0961
+\dfrac{\exp(0.0961)}{1 + \exp(0.0961)} = 0.524

+
+
+

Logistic regression is a linear classifier

+
    +
  • We choose the threshold q such that P(Y_i=1|\boldsymbol{x}_i) \ge q is considered to be in class 1.
  • +
  • The separation in class is a point for one variable, line for two variables and a hyperplane for more than two variables.
  • +
+
+
+
+
+
+
+

+
+
+
+
+
+
+
+
+
+
+

+
+
+
+
+
+
+
+
+

Case study: Germination of seeds

+
    +
  • Response does not have to be a binary response to fit a logistic regression.
  • +
  • Observations may be count (out of fixed trials).
  • +
  • Below is an experiment where the number of seeds germination was recorded for two types of seeds and two types of root extracts.
  • +
+
+
+
+
+Code +
data(germ, package = "GLMsData")
+germ <- germ |> 
+  mutate(Proportion_Germ = Germ / Total)
+
+
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
GermTotalExtractSeedsProportion_Germ
1039BeanOA750.2564103
2362BeanOA750.3709677
2381BeanOA750.2839506
2651BeanOA750.5098039
1739BeanOA750.4358974
56CucumberOA750.8333333
5374CucumberOA750.7162162
5572CucumberOA750.7638889
3251CucumberOA750.6274510
4679CucumberOA750.5822785
1013CucumberOA750.7692308
816BeanOA730.5000000
1030BeanOA730.3333333
828BeanOA730.2857143
2345BeanOA730.5111111
04BeanOA730.0000000
312CucumberOA730.2500000
2241CucumberOA730.5365854
1530CucumberOA730.5000000
3251CucumberOA730.6274510
37CucumberOA730.4285714
+
+
+
+
+
+Code +
germ |>  
+  mutate(NotGerm = Total - Germ) |> 
+  pivot_longer(cols = c(Germ, NotGerm), names_to = "Germ", values_to = "Freq") |>
+  ggplot(aes(Germ, Freq)) +
+  geom_col() +
+  facet_grid(Extract ~ Seeds, labeller = label_both) +
+  labs(y = "Count")  
+
+
+
+
+

+
+
+
+
+
+
+
+
+

Logistic regression with count responses

+
    +
  • The response need to be specified as a two column matrix with the counts of each class.
  • +
+
+ +Code to load data + +
+ +
+
+
+ +
+
+
+

Logistic regression with proportion responses

+
    +
  • You need the total cases for each proportion to fit the model.
  • +
  • The exception is if the total cases are the same for all observations.
  • +
+
+
+ +
+
+
+

Summary

+
    +
  • Odds ratio is the ratio of the odds of the event happening in one group to the odds of the event happening in another group.
  • +
  • Logistic regression can be used to model binary or proportion (out of total cases) responses by modelling the log odds as a linear combination of predictors.
  • +
  • Logistic regression is a linear classifier so it doesn’t work well where the separation between classes are non-linear.
  • +
  • Use glm(y ~ x, family = binomial(link = "logit")) to fit a logistic regression model.
  • +
+ +
+

+ +
+
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/slides/slide1.html b/slides/slide1.html index 730538a..2256011 100644 --- a/slides/slide1.html +++ b/slides/slide1.html @@ -8,7 +8,7 @@ - + ANU BDSI – Modelling for binary or proportion responses @@ -569,7 +569,7 @@ }; // Store cell data - globalThis.qwebrCellDetails = [{"id":1,"code":"library(tidyverse)\ncancer <- read_csv(\"https://anu-bdsi.github.io/workshop-GLM/data/cancer.csv\")","options":{"output":"true","context":"interactive","fig-width":7,"read-only":"false","label":"unnamed-chunk-1","dpi":72,"code-fold":"true","warning":"true","out-height":"","autorun":"true","fig-cap":"","fig-height":5,"message":"true","out-width":"700px","comment":"","results":"markup","classes":""}},{"id":2,"code":"str(cancer$diagnosis_malignant)\ntable(cancer$diagnosis_malignant)","options":{"output":"true","classes":"","context":"interactive","read-only":"false","warning":"true","fig-width":7,"comment":"","results":"markup","label":"unnamed-chunk-2","fig-cap":"","fig-height":5,"message":"true","out-width":"700px","autorun":"false","out-height":"","dpi":72}},{"id":3,"code":"cancer_fit <- glm(diagnosis_malignant ~ radius_mean + concave_points_mean, \n data = cancer, \n family = binomial(link = \"logit\"))\n\ncoef(cancer_fit)","options":{"output":"true","classes":"","context":"interactive","read-only":"false","warning":"true","fig-width":7,"comment":"","results":"markup","label":"unnamed-chunk-3","fig-cap":"","fig-height":5,"message":"true","out-width":"700px","autorun":"true","out-height":"","dpi":72}},{"id":4,"code":"str(cancer$diagnosis)","options":{"output":"true","classes":"","context":"interactive","read-only":"false","warning":"true","fig-width":7,"comment":"","results":"markup","label":"unnamed-chunk-4","fig-cap":"","fig-height":5,"message":"true","out-width":"700px","autorun":"false","out-height":"","dpi":72}},{"id":5,"code":"cancer_fit2 <- glm(diagnosis ~ radius_mean + concave_points_mean, \n data = cancer, \n family = binomial(link = \"logit\"))\ncoef(cancer_fit2)","options":{"output":"true","classes":"","context":"interactive","read-only":"false","warning":"true","fig-width":7,"comment":"","results":"markup","label":"unnamed-chunk-5","fig-cap":"","fig-height":5,"message":"true","out-width":"700px","autorun":"false","out-height":"","dpi":72}},{"id":6,"code":"cancer_fit3 <- glm(diagnosis ~ radius_mean + concave_points_mean, \n data = cancer |> mutate(diagnosis = factor(diagnosis, levels = c(\"M\", \"B\"))), \n family = binomial(link = \"logit\"))\ncoef(cancer_fit3)","options":{"output":"true","context":"interactive","fig-width":7,"read-only":"false","label":"unnamed-chunk-6","dpi":72,"code-line-numbers":"2","warning":"true","out-height":"","autorun":"false","fig-cap":"","fig-height":5,"message":"true","out-width":"700px","comment":"","results":"markup","classes":""}},{"id":7,"code":"broom::tidy(cancer_fit) # coefficients","options":{"output":"true","classes":"","context":"interactive","read-only":"false","warning":"true","fig-width":7,"comment":"","results":"markup","label":"unnamed-chunk-7","fig-cap":"","fig-height":5,"message":"true","out-width":"700px","autorun":"false","out-height":"","dpi":72}},{"id":8,"code":"dat <- data.frame(radius_mean = 15, concave_points_mean = 0.05)\nbroom::augment(cancer_fit, \n newdata = dat, \n type.predict = \"response\", \n se_fit = TRUE)","options":{"output":"true","classes":"","context":"interactive","read-only":"false","warning":"true","fig-width":7,"comment":"","results":"markup","label":"unnamed-chunk-8","fig-cap":"","fig-height":5,"message":"true","out-width":"700px","autorun":"false","out-height":"","dpi":72}},{"id":9,"code":"predict(cancer_fit, newdata = dat, type = \"response\", se.fit = TRUE)","options":{"output":"true","classes":"","context":"interactive","read-only":"false","warning":"true","fig-width":7,"comment":"","results":"markup","label":"unnamed-chunk-9","fig-cap":"","fig-height":5,"message":"true","out-width":"700px","autorun":"false","out-height":"","dpi":72}},{"id":10,"code":"data(germ, package = \"GLMsData\")\ngerm <- germ |> \n mutate(Proportion_Germ = Germ / Total)","options":{"output":"true","classes":"","context":"interactive","read-only":"false","warning":"true","fig-width":7,"comment":"","results":"markup","label":"unnamed-chunk-10","fig-cap":"","fig-height":5,"message":"true","out-width":"700px","autorun":"true","out-height":"","dpi":72}},{"id":11,"code":"fit <- glm(cbind(Germ, Total - Germ) ~ Extract * Seeds,\n data = germ, \n family = binomial(link = \"logit\"))\n\nbroom::tidy(fit)","options":{"output":"true","classes":"","context":"interactive","read-only":"false","warning":"true","fig-width":7,"comment":"","results":"markup","label":"unnamed-chunk-11","fig-cap":"","fig-height":5,"message":"true","out-width":"700px","autorun":"true","out-height":"","dpi":72}},{"id":12,"code":"fitp <- glm(Proportion_Germ ~ Extract * Seeds,\n data = germ, \n family = binomial(link = \"logit\"),\n weights = Total)\n\nbroom::tidy(fitp)","options":{"output":"true","classes":"","context":"interactive","read-only":"false","warning":"true","fig-width":7,"comment":"","results":"markup","label":"unnamed-chunk-12","fig-cap":"","fig-height":5,"message":"true","out-width":"700px","autorun":"true","out-height":"","dpi":72}}]; + globalThis.qwebrCellDetails = [{"code":"library(tidyverse)\ncancer <- read_csv(\"https://anu-bdsi.github.io/workshop-GLM/data/cancer.csv\")","id":1,"options":{"context":"interactive","message":"true","out-width":"700px","fig-height":5,"fig-cap":"","dpi":72,"output":"true","results":"markup","warning":"true","autorun":"true","classes":"","read-only":"false","comment":"","out-height":"","code-fold":"true","fig-width":7,"label":"unnamed-chunk-1"}},{"code":"str(cancer$diagnosis_malignant)\ntable(cancer$diagnosis_malignant)","id":2,"options":{"context":"interactive","warning":"true","autorun":"false","message":"true","label":"unnamed-chunk-2","out-width":"700px","results":"markup","fig-height":5,"classes":"","fig-width":7,"comment":"","fig-cap":"","dpi":72,"output":"true","read-only":"false","out-height":""}},{"code":"cancer_fit <- glm(diagnosis_malignant ~ radius_mean + concave_points_mean, \n data = cancer, \n family = binomial(link = \"logit\"))\n\ncoef(cancer_fit)","id":3,"options":{"context":"interactive","warning":"true","autorun":"true","message":"true","label":"unnamed-chunk-3","out-width":"700px","results":"markup","fig-height":5,"classes":"","fig-width":7,"comment":"","fig-cap":"","dpi":72,"output":"true","read-only":"false","out-height":""}},{"code":"str(cancer$diagnosis)","id":4,"options":{"context":"interactive","warning":"true","autorun":"false","message":"true","label":"unnamed-chunk-4","out-width":"700px","results":"markup","fig-height":5,"classes":"","fig-width":7,"comment":"","fig-cap":"","dpi":72,"output":"true","read-only":"false","out-height":""}},{"code":"cancer_fit2 <- glm(diagnosis ~ radius_mean + concave_points_mean, \n data = cancer, \n family = binomial(link = \"logit\"))\ncoef(cancer_fit2)","id":5,"options":{"context":"interactive","warning":"true","autorun":"false","message":"true","label":"unnamed-chunk-5","out-width":"700px","results":"markup","fig-height":5,"classes":"","fig-width":7,"comment":"","fig-cap":"","dpi":72,"output":"true","read-only":"false","out-height":""}},{"code":"cancer_fit3 <- glm(diagnosis ~ radius_mean + concave_points_mean, \n data = cancer |> mutate(diagnosis = factor(diagnosis, levels = c(\"M\", \"B\"))), \n family = binomial(link = \"logit\"))\ncoef(cancer_fit3)","id":6,"options":{"context":"interactive","message":"true","out-width":"700px","fig-height":5,"fig-cap":"","dpi":72,"output":"true","results":"markup","warning":"true","autorun":"false","classes":"","out-height":"","comment":"","code-line-numbers":"2","read-only":"false","fig-width":7,"label":"unnamed-chunk-6"}},{"code":"broom::tidy(cancer_fit) # coefficients","id":7,"options":{"context":"interactive","warning":"true","autorun":"false","message":"true","label":"unnamed-chunk-7","out-width":"700px","results":"markup","fig-height":5,"classes":"","fig-width":7,"comment":"","fig-cap":"","dpi":72,"output":"true","read-only":"false","out-height":""}},{"code":"dat <- data.frame(radius_mean = 15, concave_points_mean = 0.05)\nbroom::augment(cancer_fit, \n newdata = dat, \n type.predict = \"response\", \n se_fit = TRUE)","id":8,"options":{"context":"interactive","warning":"true","autorun":"false","message":"true","label":"unnamed-chunk-8","out-width":"700px","results":"markup","fig-height":5,"classes":"","fig-width":7,"comment":"","fig-cap":"","dpi":72,"output":"true","read-only":"false","out-height":""}},{"code":"predict(cancer_fit, newdata = dat, type = \"response\", se.fit = TRUE)","id":9,"options":{"context":"interactive","warning":"true","autorun":"false","message":"true","label":"unnamed-chunk-9","out-width":"700px","results":"markup","fig-height":5,"classes":"","fig-width":7,"comment":"","fig-cap":"","dpi":72,"output":"true","read-only":"false","out-height":""}},{"code":"data(germ, package = \"GLMsData\")\ngerm <- germ |> \n mutate(Proportion_Germ = Germ / Total)","id":10,"options":{"context":"interactive","warning":"true","autorun":"true","message":"true","label":"unnamed-chunk-10","out-width":"700px","results":"markup","fig-height":5,"classes":"","fig-width":7,"comment":"","fig-cap":"","dpi":72,"output":"true","read-only":"false","out-height":""}},{"code":"fit <- glm(cbind(Germ, Total - Germ) ~ Extract * Seeds,\n data = germ, \n family = binomial(link = \"logit\"))\n\nbroom::tidy(fit)","id":11,"options":{"context":"interactive","warning":"true","autorun":"true","message":"true","label":"unnamed-chunk-11","out-width":"700px","results":"markup","fig-height":5,"classes":"","fig-width":7,"comment":"","fig-cap":"","dpi":72,"output":"true","read-only":"false","out-height":""}},{"code":"fitp <- glm(Proportion_Germ ~ Extract * Seeds,\n data = germ, \n family = binomial(link = \"logit\"),\n weights = Total)\n\nbroom::tidy(fitp)","id":12,"options":{"context":"interactive","warning":"true","autorun":"true","message":"true","label":"unnamed-chunk-12","out-width":"700px","results":"markup","fig-height":5,"classes":"","fig-width":7,"comment":"","fig-cap":"","dpi":72,"output":"true","read-only":"false","out-height":""}}]; + + @@ -387,8 +403,1064 @@ margin-right: 0; } + + + + + + + + + + + +
@@ -409,29 +1481,161 @@

Modelling for count responses

27th September 2024

+
+

Case study: Number of alcohols

+
+
+
+
+Code +
alcohol <- read_csv(here::here("data/alcohol.csv"))
+
+ggplot(alcohol, aes(sensation, drinks)) +
+  geom_point(aes(color = gender), size = 3) +
+  facet_wrap(~gender) +
+  guides(color = "none")
+
+
+
+
+

+
+
+
+
+
+
    +
  • observed outcome is the report of the number of alcoholic drinks that an individual consumes on one particular Saturday night during the study
  • +
+
+
+ +

Case study: Abundance of Noisy Miners

+
+
+
    +
  • The noisy miner is a small but aggressive native Australian bird.
  • +
  • A study of the habitats of the noisy miner recorded the abundance of noise miners in two hectare transects located in buloke woodland patches along its characteristics, +
      +
    • Eucs = number of eucalypt trees,
    • +
    • Grazed = whether it was grazed (0) or not (1),
    • +
    • Shrubs = whether shrubs were present (1) or not (0).
    • +
    • Minerab = abundance of noisy miners.
    • +
  • +
+
-
data(nminer, package = "GLMsData")
-glimpse(nminer)
-
-
Rows: 31
-Columns: 8
-$ Miners  <int> 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0,…
-$ Eucs    <int> 2, 10, 16, 20, 19, 18, 12, 16, 3, 12, 32, 2, 16, 7, 10, 15, 30…
-$ Area    <int> 22, 11, 51, 22, 4, 61, 16, 14, 5, 6, 3, 13, 24, 32, 22, 27, 18…
-$ Grazed  <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1,…
-$ Shrubs  <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0,…
-$ Bulokes <int> 120, 67, 85, 45, 160, 75, 100, 321, 275, 227, 23, 277, 243, 11…
-$ Timber  <int> 16, 25, 13, 12, 14, 6, 12, 15, 8, 10, 61, 22, 25, 9, 35, 25, 1…
-$ Minerab <int> 0, 0, 3, 2, 8, 1, 8, 5, 0, 4, 19, 0, 2, 0, 3, 1, 7, 1, 0, 7, 0…
+
+Code +
data(nminer, package = "GLMsData")
+nminer |> 
+  #count(Grazed, Shrubs, Eucs, Minerab) |> 
+  mutate(across(c(Grazed, Shrubs), factor)) |>
+  ggplot(aes(Eucs, Minerab)) +
+  #geom_point(aes(size = factor(n)), color = "grey",
+  #           data = ~select(., -Grazed, -Shrubs)) + 
+  #geom_point(aes(size = factor(n), color = Grazed))  +
+  geom_hex() +
+  geom_smooth(method = "lm", se = FALSE) +
+  labs(x = "Miner abundance", y = "") #+
+
+
+
+
+

+
+
+
+
+Code +
  #facet_grid(. ~ Shrubs, labeller = label_both) 
+
+
+
+

Linear model

+
+
fit_glm <- glm(Minerab ~ Eucs, data = nminer, family = poisson(link = "log"))
+
+
+
+Code +
broom::augment(fit_glm, type.predict = "response") |> 
+  ggplot(aes(Eucs, Minerab)) + 
+  geom_point(size = 3) + 
+  geom_line(aes(y = .fitted)) +
+  labs(x = "Fitted values", y = "Residuals")
+
+
+
+
+

+
+
+
+
+
+
+

Linear model

+
+
fit_lm <- lm(Minerab ~ Eucs + Shrubs + Grazed, data = nminer)
+
+
+
+Code +
broom::augment(fit_lm) |> 
+  ggplot(aes(.fitted, .resid)) + 
+  geom_point(size = 3) + 
+  geom_hline(yintercept = 0, linetype = 2) + 
+  labs(x = "Fitted values", y = "Residuals")
+
+
+
+
+

+
+
+
+
+
+
+

Poisson distribution

+
+
+
+
+
+
+

+
+
+
+
+
+
    +
  • If Y \sim \text{Pois}(\lambda), then P(Y = y) = \frac{e^{-\lambda} \lambda^y}{y!} for y = 0, 1, 2, \ldots and \lambda > 0.

  • +
  • The mean and variance of Y are both \lambda.

  • +
  • The Poisson distribution is often used to model count data.

  • +
+
+
+
+
+

Poisson regression

+
+ +

-
glm(Count ~ Time*Length*Condition, data = rootstock, family = poisson()) |> broom::tidy()
+
glm(Count ~ Time*Length*Condition, data = rootstock, family = poisson()) |> broom::tidy()
@@ -875,6 +2079,118 @@

} }); + \ No newline at end of file diff --git a/slides/slide2_files/figure-revealjs/geom-bar-1.png b/slides/slide2_files/figure-revealjs/geom-bar-1.png deleted file mode 100644 index 786232399ba1e8e2b5d9939ea59efcf73766f660..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 51827 zcmeFa1yoes_cuP2q=1S=BO-``K}wFGpdz3mARwW%ba#w}L0O=*q9D@UAqEOcNauiv zAl=RI?yC&y^W}l>Z>{%T|MgpcT+idW&fK~8oPBnmy+7yn83oym6!a7*6l&wi6UWY> zP^6wH6j2e`2Kb~VT`wDjBBnN$mOf)5Eh}wdYGJKpc}Z7aR^MFT+F19TtP~0*?Bk=X zX~d{ZClQ>Tx^H*+wVJ4?`_wprhiRtgs;)Qn;Pg|?TJ}FMO*`uUvA;Fccn@Fa{Bz^I z5_CstU%zaB(7vegnv?BH?7&@~XK81i5ntn)uAG&9`ei$LUp8NA?t?6o{IZsr?;%6( z-EB65ZIu35`!xdEI0*OCC-8Jte@!j<{`Rei?Q6Hnjc%1Z`+Og9KiWgU&{a zzO8;Tb86ABFX4(|Y1(ow2A z!f1w5DxTasd`tWIey&&ExVO!>NW0l5)rm=MhMRrG1YXAP-Bot{qhM^10(*7-wKH*D}QUTy_LvoocfM-Q9s+5e1sjPnVWaRnqoxa zt*)|59%GMf%qyX)qJ7adPYh|X*BtF$ipHRyj6_}3zS;W z=E7S!$G_GiCKHq&?jVH?;qJtN$<^ZKqY-d>Vt=BI_Gm*?F?HFzppJH z-toycek`W~aFJui%& zPS>{gV~h9B;82<8ui!rP^;8{{idtkJu6$KIWTecVN9FEh6l+&WZeYn?bLixOllQMp zGwyou?ch$fNY?wDAC>gH^{PZpQ45p=?6T1t%dV<%B49rkE_65VZjZy!_c%kn$L(nq z?@oma(Kb{xRG5@LsyEjXaWhxFn=7Ldo?B=0!*;hJ{S_YD4^1_p))kAz+THa@+TB9x zR5((1B9Fdil}v#?{!c0tZaEejZ)L~C74#%t@F<&JN{xJ`CZIA)$Wn%K%XZ8qGu)st z|844{{u?d&GQsXqlZ!(w|nN0EB zIPh#sxRiPWj~JKU4e{bP#d>mzJzH;HC%<&S*w1eo}Jht{Y~#&esPfqU_z}#G4W^?`=j*#Yir@YP<4F z&`B0sUfYSiTX432q{jM3N*VQ6Z{yIk^q}55Z$5tOyiAdJn0p&lS5X94UrtXhV^tJ& zdZ1AkD#_)raIwWn+`{%|rx*G*;TweKIYp<`Gmg--#}QS|8I=io8g}Lnq2eT>94F5? za=yKcB^0i`_U5&!B7H?HOW%Zsqd7+#s=+m1YjJMD*=>xd28+sySR`8HaHM>vTUQ1O zLRkO8NdtL#6gOOxp$NQ;QN(aX0RPj&|0on;1R?$tQqKq?{54S#^5uD&4do~l8g=s6 z(esW3{jDCR+R6)(!__P%LX$*w9W64~Z=c?MUtjM!0X?k&*$FAzx7vre9?(A6L{2Mp zuvbR#>d}YVxTgf4F7F~HI(w+-#N&hRX5`O^1McJk&jxpgCn; zUod1g^y5co=)<NgN?-b9PyO!1F8x-t>*(;-MQS^WmW+c5ntYA34yZ8?5D z$rIHe@GtAN^eW6TnEvhk&yD|eVSnC;M)lLL{wnk?!uZ>t*kg=s?d@+44h}y5u6G!I zx?>+kE!E&gMn*h|i3>_e6&_~k@!)m9^8V{$%&Pdi!_&U2zY(a#7Q!=I+t zkN>DP2`<>OM9uf1Xd9bU?8cJTS33{>ntJ8pkU>*Z)4W*ceYgotLP*$7QAty;ucV}8 zWMLuMV(g3j7|n#~KXA(AfJZ>xZdZ6bGN$*D=t&!&aKrbVr91h4KJ0M=VI$U}UQ2C9 zfA^E1n?uNoh!PMCH>lC%Mu&xk4VQ}!QO&t>ZiXioEfO1i4%(XHp&68KKiIO<*~Mki zp>i93Js8P8g^CKX=uhTenjG`qj{jJUTn}Rbt0eIa7QM2zRv_%AMI5~5mP`cP$xbwj zH9O~%R(ErCnh`$(!H`X*+aR?n-(xNVF)q8Su052cTQjUvY?(>cdF;19|F4%yOr4R;WmaODvpO@QU6B_wjepsJh%1nZma-GM1%gwq}E-M<$y1MwSo7dIFy1MwSC6=ANb#<|> zE>=nntgDOvxw=T(c3_jm4RM#r>n4f$f}fu7amHQDP8md}+6)%V4d#?w5j~JMTx?lP z&RNs;9XmDH%E0V8{Cc>U^1$^etcT?O3rVc|)zi2_Ja98lU%cpwu*t{gl2&%ai!PAu zW{ZLgOw zyX;?V%CgeEkbXtk$i#%<)pOn7R^l%Qe@RJjY3dB?rHv=NPtb92aLDTP6)m=@5O-)$ z$TV*a3Qu($`D!_s-CZXxnVXxrX!1Eoz-c;H@8kX9PL@SsMyGH0Iz9_wsU+t+Xx>yS zN-_=Rjg`-rcjC-USBN~8Y0iq)Nh7&W>6t2f80$Lrxg$QajpFm?&mBb=B5C?M!uI|1 z`906>-V_rOoi5#%c)dH^L*n$4!yGM+oj#XFzkPHH*7ZHIr^UH1{!(L#{-xF&yABuZ zoYrFrx7ka5M=-zRyJg}3<3gXDKTw(Lrih;;&M|AYH+F1TC|7hU$Ry!Ne^QDp+Awj8 zqS#1Mw*jYVLlT?hP=9L0Af?9`)8c~SBv((hf+&ycc$KUZ*~R7|(LbKL0*&8GvBsdL z^QYP<$G(52tk?E%%jycyC-JBD@;zPvc!E%^pXO(vHx zGYsYq6%2bx&a>ss4d%{7My9$2UbH?bJd`&^&Hc!&&SFxe_hlq?leUXebD?gDZ&N}J zHZkk#o#F7s`RKu93%5RvYwpZetsCr-TpL2%Jz40<-P;bpsGjes{PN|#q%n88(-WFs z2uH^heLUXN_t~^hwmc~m&tgfNq<@Tn|GpY^w2u*-_PS}1= zq()-VVRrmSM^vym#ocW@rE-ws{q8`7b)OsPxF^d@9v$xPJYBrKfR>t3m{wwb_|1Gs zoP2(LnsN1LtF*XGj+W@$??qTihR>YWks>X^&XhYyO*Ztf`-vT1>~E(xn7nmIzbv53 zfxyu325!K@BbcPr@!9nJ6o2w?TEi^PV;xD!isU?Mwlul?h8g5yf!!9N` zd{|}$j0mB-{i|!2A)VQ&(hkDtC^6a3es_b5bxl@i2xdw8K2qv=2uav{|Ku9h_~5YQ zbo;e$-KJN8Y&$k$nuc!r)Pz+MSlVwNI>{Nz|FU^|;q<$Ch4z8w%n<#^Ni#m4T# zD$i|KAo6oj#6Nun$Ho(dsoMOwl3*B1h1rRYHkYA|g)^TmdJjv?^{39@D%>Yi-AYm` zsLHj}nlXv}XSaclI9A|N_3Sti&06C;yA>Jdk?xQOod!<_z;@Wvj%zQ@*88`zh2-<* z_NNr+BAoVE(!;$W$Ij$Jrnx2-XUb0b0P8l@YT05{a)U!IfYJ8T8aaON40NB71Fg+M zB9P-!=X;-yciXk80=1ltFXTB|;U>Ut+~f>*JJZsN3dc1#^!MTFBevX5hxWd>)N+cbT&Ve4N`9i|rP0sRRiER-@dG!({7cfJ9kyeZJzf3E^8Az7+n1vT(I`RC8? z!e52@Jk8B@xv(H=>_}J^cz~ttHmHf86M6rls43l~q$_J<5WIPU_ zjbXl0Kl>8j9otvg*2XL%A~HHM0E)@h&hEIV3K4vZ{zRCL-N>-B^LhbMmgEH!6BFUd z2Hmkl+#F4&xJg}{znjyhKWyHAQV;TUUo&G>#EDkQ)BX8NG%qX4o^2%^^IJApH^Jt? zE=pti6>QNTdJ1+iH~jI>Ki{%M|MgwW|DC&-gzd++ec@kyZGnw8uCvkVist|4o8jwh zw7Q$HUQ_X3)l{sr(K;KgZfVxpXuZN~HB0<|v%+g#8?9@jb#3&Y5$Mt<{}<~`D}z3W z-4Bwnv9Wn9Xr_M7=J3v?G+mJq1!U>??P~X+Be)3)8B{nDwSRpTaSJUcC#OAj^1+^& z+(C(r3`l}%x!AAY!~X%NBJ<>o!tSMD_p~jB-Bo-Qy>bDguYM*a~fm`4<3p8L8Iu``eml~PqzUAQ)h&t#G@?i!wKwqQxApoXD% zt75Wky1z?9Eit*M!ysc~^+EGrBhq&JzC0ltvD*kVm*SpxF;s$S9rp24!~>%?&Y}5y?Ql0h8yl$ zXE208*BJ~i^6Lz?tUcB>7+#}9tZOhlSFD>zyyaOpk<0GLx(|kTZPtA-yuZ8dgW**s z*}9Xz>|L!p`FO7Q|00TvNPnwd^{6S;P%&$=$>dGQ5u4)DNBc;buxQ4mc+~~(AHSm-8J4!>JB>cFcC_g{{(nN3V zB`73&nr=62Y!98PTlcA4XA-sl_MC}{sRPQq$_fR|TXv|#t8axCOzN-Z&p#g}$y<*6 zSJ>uqqq@bvKh`aVI=~=FoD&rEU4p73w|<|rA10=2v@S<-9ki7axx?fq^P_~tL+qm4 zMD5Rd!bYb2`inN7{ab(5@wrbn8hU+vz{z53{zn-f8zsghQKqS;>31a)-s=2CFiaKQ z32v18Q2tbLp3_({6s)nBXLki0gd!8Rfeh2e`z#g3U!4>8qsp}o6wX^?J7k*11u|A| zmByTV=;<>zbr#pk% ziPpucFALN+pm^*?h1;Obf@IC5~)J2$^CO+M8r1(A5t69^)*NONjM*qZq9dcaChhFVQO%E@4a&-p~@j_zhAemmRJ2G=H7`uVyX3lHM)tIKKN-om{9ewp z$dWiExU5w0G#(2e{ie&CI?LW8UI>re zkeK>_|AL$I0C|whWIs6z6!ms69QnzW)SDhdJuutc&0O8$4MjW8On&I;A9Ev}+uzoN zi&2W6bQ1g$m1tGy14Xq7*xYMEqN1W>Id!=W%?UCx7-SO`Kl)l2YYZ5yZ78|v*Xb@&`|Bz5Qv zyV)##^Iv?6Um`rAK;n@aw=Da<@eH%(-p%!s;kI8+x|J{(SJyYJfi(asm;VhKV>(ksNq zK3)2#aHQ+ua1jyBH$T_5WL;TcAA4ppAt9PDKcO$*lZdPc|6|FP*ABU$AluD^@~hE@ zYFV~9`j4^q1lePTF5>;em48d6sxz!{(M#jC)9M6erM&@=19$WflCAzcIsn4hE_8m4 zGV8Md^ALGq!?iW2V+DCkE9tGPuJroA{xC}Db&4&s@j8$FmYe^(Qi=IO)Sf$-v+tr^ zt#ZdBRjr+qJxGCmIq0zA2jTO24Q3%r#ohm^qDd(qGNU9B_t95$kgPe=LNY6wt<4OY zDxk{P_}J4C+AhY`Hzta%(;3BE*Ue20(P(6vZ#VgVm`XaR%ku zabx>U$;FupQiA^G%mW^aj}l!u_=RZPu36a+Vu(m*o5G!YW89hre^YVA+34sI-XLs; zZiwzn9mO}EZkwGP%4sXWm5`c;yN-VBDAUG`7PYpmzOCa~bdZFCq$qsmlVR}zkD0RJ zz{2?#iMe)tbvK0C9N8~gz9#8t(DfT=*0#|7^8Dnb-kO*WgwWGX^#$7u%0twK_}6GQ zK`Ya+6(13vtf4R*$t==oF1-h4@s9>$j;En~H`{=mTrK#vjoT9?;lA zQx?EO$slM-rmE$n-;i#y{mNQYB*N6C%r&Iw%Vo`vmc4<9n#FzOuJ-l0p+d?1T6w~Z z4lPz4x-4@I{;m2BG~qVoN2J3#S=Zptn(bWTDBNorcUoq*@v4HhHmB~;VUWp*e3mPb z>FLTSF*^S>dg*pZMU2a$X{rLH*O>ajJA^N=1oOGr1>W)Taen@95Sj|rD6p?FZ?dPr zxu88SuI|L5BM1rnJQGlwfvXQ=$3_5DGJ5&yBtHMX%mII1U?_-Bc@U4+#cN1Iw}rIQ z5hPNFFqr;I?55R8x+e$ygJ4)$RdXvs(VG`7vN~=iU8#L_v+2sQ)n9p=w|!IPmIaD~ z9;;I1{wA&k>UNWa>^-gvecCK^MvJ(Gr_e!UiY*YI|DotnTIlgZPMg93>*nzIkna14 z0mgsRWJ`p?JS71x4&>DovGrTPF3cb~gyh>^jE4G@l4Q628WKafJvsp3ql>5G?8PyE~RY zUIhB4#f+^bOX0}RpixK~+G7iOdo2`#`1dl})tv3P#qRsk<7)ouGRAsv7h*XYQw{x$ zPzuZWnw9wwV@(X~N6Jt~%Hm3^fb5?&e^?X*XKE2Z~E z{Tb5s%;teFQWkXAw_OjAQ=%u_`>^t=wQ3RTiCcS)9gn*;OnUqznLq7I%vJK+w~U5m z&RjJ+fAGZfy;n$xzis2bo=aEy0$qgGPDw z+HIyYT>oU{Tq1^^p?hE%sT>A=eZ{FZ3>87?~AzhI5BP#eZ^ln-W zq}Q9bcIdjur z8fi$@?cAq5bE+c8VGWQqGFyuC;O36J-Et55bq9vu(D<={OEDvg5p|fa43)%<_>Dk| zr>GXRzzIX&YUe{Gh1*q;vK~DY4r?)9F5x54yWrH&4h#$=*K4`FYst3B+<`OL7zTdl zy&FZ%7KLt*jUqh+p48yvfXEtJqT!ePUg+)@gv6zJez3#h!jxZXxyZi6?5Q@FF)Z$9 zT5c6X@63C~7?pSF%}qyW2_NO979X!Pcc{)1oHN%ETI1zhd*G)nU%qUPk6)Zo?|_a& z``k$7Se34NUwVO8%>ulu=fP2!1j0ufimq+gcxPd<`2e=#H7QGfPPGcNIAl|18i}Zd zb@r(qS-m)kfKX%0OMX-#oqvnOO-R(B3(c7K^5>?;s}-^1 zhyB)C_F%%rnc_Bct(MTT_dX2Uv2$%xUp26^DtROC8LaBm4Bs8!u1NC{Z@uH64%kZCO?=BsF_c!8<)sjCZmZhb!W^t205OH8ZO%c! zaF~8CRImwL{t@WVAhH)ap~K(J&y0abEC2x;E%e$BT8EOZv4)jym{Ov4FJ@;htQ#!76>xyN z9%l)o&1uAOt4N${hCQNt^|@;dkvNF*JpE6fWl^}>G!`<+`7^%qzRXr{H_cQ5N<_g& zH81>h{$)fFqDy+Dw6I#JS$J+o&tMy*HXdk;*!ENo24wlJ;YA2;LR3gWvjc=WpE9!+ zadSeASITG>!M*9`q!Ak~;?e#_wbF|HF&j-x#ewu!+yMwewOs|Laqi!pO5usJx+qx%WOoZI7#YHFNlR3+G20 z?CLcUhB)Lj`mMn*-0gBh(xsoaiN<64&4qktJKS`ghJ{aEoeKNP4#P5SFjom5krt`3 z0Kmg71V1Dhb^shQ(yhBnVaIg)W$3L>wjXFJ?+jn)H|#`=GbsMVvB#o+5OSq>x6%fq z9<&okM&#^dnXrxD;9 zhK4`8x2(lq4kXT9>=7=R`mt+dgwTAD`{vtPvibunNui?F&C*DHb(iVCewg~4PQ^k& zS3p2O1K?cDEsTv5;|-EBx#Ph3N6+nk4G5D%oEH`&*H%DGcAlrQX|}L|Eq5r~LYY#- z4@888XSmQ~v&VRPLW2z9HBy?%1MkfA%$6VuB0R{v8IPoRh;6F4`b(U4BoS&=P&HJ! zd?lVuM+3Npo}@WK_#`u!U2|QoMs9j$W(oK+t??$B%dsJ?mgtQ15|@rU5iDw-31@i< z9&nKdNk+4I?hZbK(>SBrSIWt*GuDF0fVQNA%#uZ*NnL^_1F{(_ z27rOdwm-f+hGaC7-&PPCdAmc*(K66Pe3`^6UKC}}?ieN*h9vYu(rk@4a{u;EvVXD6hf63W0jx=mHlt>|Z)Fp@3Gp87%Je_aQF*Rb%FQmcpFJYA8TQt4Cg>30+4-DEUy)aQ^Ja7g zEF^9{Prcsf*!7LlW?8kY(d=(Zi6LP6xd*t7N1ZM{K0X=tsJhz#!qE?44a}=>ND)ni zKFeZDe*m)e23wC;?3)g)KFaZ+B2OGy5A3D!z!_b-ki+$c3ZA!24lSFYxL*s}GQO3R zL)8m{DVf`Dh@A*-mGNV4?Q-lq+ByC8-CYK+ARK~N*$JH;M$UtL;WMX^gsObS?~UuE z?4p-vBLyXU@aKU=(2zTdS9{%jq5NxX5iy?ieDZ2njtEB(wcl7=z+nL!Slm44M^pn; zoah1vAX)qGlB$|^%CPgYc?~i=ywUJ?4tZHK0*C}G5t5`UTt$ZS=b!Mi*gSpXxRw!40h}V6p)gd_4+8eJ8 zB5r%uE6AV0mln=Ggt@t0xfsOpOFaaU!CDZ%c>A>f!QH!U8*EV_`F9-vQd%Qzt|nUI zQQ?+p*tPqJT?i&A+G#(zPypcCM(Xv#1#hTD`Ngrqjzt8d{DbC`E`U4j^dYa2oD?7N z5(gm&AwuGVtV{9{k%+uXb;$w~4Hg#k@~QB!UV9B-&45;-W~4OO!W_#I%mPE9?{xiG{lv zTH2Rg5y}Uo@wZUv^?(IHi%X-T#n;G9CsI)Lpr#+|`hK)Zt(*i*>p{YNo!3`Cw6TS> zmW%YomD?cO7UWy@yoIuQ-L^cZ(2`V9wa4=S!~1S}q*E6vo;1symVKfXFEDM}j0Ofa zp3_>S)Si|?+LmBXUh%DJ;cV?=5xXn6u`hB5-T@eQaHcyHcD(}yB@+HV;^?)nP`2Q^ zFClAJLiYC{$LS6)-LG$NkHA)K_mmga&duAkU9I%$vsbUM)6qaC=m^`HNIk;$p_WkC z%+nj1{p_C7%gCJ?#aHVaUZ@WhAO}MRpvrSKHoIp!+QgWv1Rq< zHFkz8`;f&cxAmfC3i5b6hV1HDrD1r zaMm^1AGBE4WXmRY-CX{5SkUX{^0y1H?vwqd#kx=S+b{fo;geCkS&YGB0jviB5G$=S z-2YpKTW7MLOlB0HOE71_3x{=WesgnU^Za%8Wt}Hal4pOV^y^aEs?rOp{(eZm`NI7x zkgq&n)b}K6e>x)_s=l~jLY|a{nUP)Aw`KNt`EnhVErmC;c+OY>zA_V2z|}r+T00~t z>{rl-p`mmXAG_q^JVfc)H(`2fwsOCWwkdD> z#Ha6j^nJaVL^CY2p;k?EXq$OUR_6&e+~9OhDQ#mj4kvxRsQ3PzaD-@1~LXRiae`RVlyOvIQgmKR~XD6WR38K zRDgGw`s$R}4VerDqaEsNq(yeZ673XE|7)=LG{^EgPeAS`r1D_e>Rf?23`=y_`O4~v z41a$pMSOb6=*H?~U1u;nL#;Cyp3&DCY?%`48Vs*V(d!y)i7VDkv>>-yTI8$-fMgs4WFZj!rnc#}7e$4dB(J-@>Wj zy;mvfEgWsU13D51l`4*>t{V7_(?E2HIl>DC6o4*~ha8ivC2sKPaTZj;jfEr4$^g8z z6FTWhR8-c84Zjjf5axKc0@Mv)L{>-1-$lUF1_8ol`m=@m7C1v%vBhI?!RpOMA-W67 zld$%5wBjx# zKl9p`8?y3)@F7+g*(HxF3gEMso zpH8M$NCd0u{ZC8o&?brTEsERS0b_W~P|$h2C#oXJ$`ww2hw?RQT#u~e9YBK+WVW9P z&Ci|oB%X6D2W2VYk) z4Y`78=^ZR~nJ->&-27GP=F3Bp=hF#1r=d9rC%(HQHD&n*(A28o>R?$-NQyivLWy;5 z_szPx#rZxnzz$Bf>U>{rGl&=O*{el>bu=mnAgwG=EICBU)3;RT$6C4fpxy_6qdW|^ zi!`*&#)?#A|16$q-EK6Wd1-1N&fx`W+GAU5P9_wz$}UyEIlFaEQ;YUjj=OfYcX+Y1 zW#u*wA;;IVjTvzMgj2%!(S4AJe`-~RJLikadfKscAXH^NaZ3FmpF+Ksdgpq4(Jt#2 zC^x-U&xhke=CJ`2KtI`EtziIX(3=qF2TMG8k1cPrDq#{5?>e-)kT@%&Q7zJKn)Zzx zi2&kpwz~BF2!f#{KE%4l525e0MY<6x?06I5$aS2-qs9{7Hk%6ZnGsMPrfXu!j7LFw z$}8s|1#6nG;JkSzq=eL)MN%S4KDe$cWDQJ&9y3f`TU$h7yrfZOgfOUx&O7@OZXsA! z%m#LZ>!2=yOu5r^tGC)7OX zM+b=){h_b7YdKy*KrBK_?zE_7n5xBT<>#D;p$9Rea>O7AJpdYR?bRP%g%c2JUp#^O z^;9pqO_u8z*r3m$ITV#SCOL^8%K`1NOL!*@puTXiFp=6+@05qoYH( z>7Mlviuc*%P|!7M5iSHdYo0xP`vEORIPYE#lDLBE>aMTskDk+CRYN~S4i6*#)Mgy8 zkhOXV9+U=IsK&3?jQu3%dd=8xDOs->`$HeD*Nox)3IakqN~)&mA&pk~rE1Re9K-Jp zxE~4wNLbfw-}X5er$N#kN5a~Y5|=H zD7_?|4M$br9TNOdmrVw8fpLe8ph2O?@ne7e`fr~UAO?G2`vZgHEE-$2DmMZP+g)>? zxx_d9ru5Iz{QbNQIYkjZiv=5PiGK}l)~^UT9|C%5%EBwb0oX2mlj?`0VmaT^3}^Gv zfL${Wh5zN@-Qe4G0?^vfR7K;KC4`UJz#{N(8T=%1j=1N0PCurd8_3jNbiNvfz&Ol$ zg2|?#I(c`6f&4M&9$!yC&q3e&CVzbP7o~nJNhK+`({4H^)YkwPae&)e&swj6Bk^C4 z4Q=AUyY#Rg-y&$B*aBT6Zq;(Ke#}f;_MHCUAu;n&QD)Myx*6bz1E&FVjv;*dE$3yh z(7|DokC!3@s3Aw-TrUC|o&1!siOF3i`vx{Zph^@5G)LXcR(liY&}&O%!h}(Tz%d;N z2oLk4P`f%ctAB<6Q?Y8+L-+7^Fo2;oqaWZ-1Nk2Uf4ndQ>;tdyqA0A|m+Fj<|aPuft%H;(Yz^xVc zvndZb#8>jfs(gG_g1K|Pd}wsR&7(rwPZm42;Cf)H;o0%KanNXn8KW1tqLgp1;E#Q!aba1g70RyW4o-Feb?c?7H z$XGp5gk-E|juGE~@IZcm^R;nT>7yuxal77{WLXwB{%QYafGc&*aO?l|Xfz?Q=giR0 zx3GREe0OJS>V}Qo)?p+2+H_XF>4fJ$B=V#mY>~zwe}_ zp@4RjLa2xuz@eIc`*1IcWB>WWYzRK*FG+0r^%4}um9i#Q^+2=0-o1Ox!+Y89HL0a& z7E%9t5RMa#db~*YbFLK1=)Ug@5bLD~nAAP4qoUS|l~LMmd|rNLv@0GE7}>hM;1nen zY7X=9$%|i153}^47mz9^Uwjsp8YFeHT399K+`Iet@5cc;R7Z675Pg2CZV7dBwoUXS zuCv7pNjc+R0l5L+D3mhJh1up47Eg zb9LO_!kHr?|KzZKi?qkWM7@1aC7Wt^Rl!CE!K_Vh<25p=y}9acSJiOvA5ZUPnH6;& ze+e;DS*>JopF%0NKHm29#Jz0kWwiSCy^;hB^pENF^TS?}{GZ#RJZ+twb4)0!3Wgtsi}+f2 zRdIC#e_<06o)HiOy{PnJpIkVnq@=kZD_Xnfx&AwTB29(8k_c3CVC>XOs+_yQbs zxWr*Yq37ERn<|iyk<4ts8LrEIa_2?V@yap^TF7w%a_@oHeblcy zTa*;V^>-KgRaPAFXmiHBz}Y)Z#t1a&xv4Xxb0eK4xwAK}zCoxheQ;ExBpV`M zO~VC5#~@)CT2sHL^66x(_Cl#$4vUa^2xaL8?1|S{0Da6AeBQp$RBo{o<9U( zm+3aA9&zgfqM%o<0l-W0(zyL-$xhV-xc-F9?%vwiRxbT`Wih8wJrl@AwKLP-c7@6ifAUH%2(FEm~d7_wE8F=qMWl@ixELIAI{jntuQSC)P%bBma>_EN$8 zsGJh%A)l67D-w^$7`c}Pd@hrw)#8X&t^TmXr)8#Fa`A^uY2HMghPnMiSeOmlUz-(z zVaYJ8U{*D(vU`=)}(?WB}S_-Y^U=LQ*An_vs_ zDaHKg1xl$Ih1+{22b$7t%nn_l`Er<1QDWwKaM!Uit7%(a{WA>yGANUP?RG8IU-V;D z;;s7*YFmHgh${c7{8-Ntlc6|EgP(;U;zCFsB5YM$V^htk93~JSA%nXja!kNo0)q1I z(I>~dkIy0`Z5aeGSJFDtIzLZlac5%Zt5<>y7tm)$x7x^0#L1kSIIWxmRM3?E0jWF# zK!diae|51p{na;@fSd!^h3a?>A%}c=jjbs6u1BgZG@CTXpdBrz`|JT_mJ@Y$>Xc_p zNUl8hDL+g5_&TEfL4_UHD5@9Wx6^SvH#`N6#;I`3Sgte$p{!D1r5!~bw{dGn`@~Iw z+>hWPbY9IE${X`NPJuGXG4i3FEUCFAda0OLBgZx-AIh)l3OziOqK}00r$@>Vo9y01 z{!>;7h`(x}`L2D-G-IE>y{lF=B_*XFdYP@6-qrYSzBqNp<+eyctPiK-F;jj!Ms4a= zMIsV9Z(h}ekUrsP$En~_ zU3hE-G?#v^d7~tG6MDb|^MAa`Km5U_FyYQgb5aTVNKM zyL#<$I@5`h8=rvgugO+ms;Ft8Z$b5qDa#6R2!zR;;`XA!&30ZnF|jvKp*qc2$pJwf zZwzQ3t{=X=v`8atwDQd|mLJ(`RcpemhTD(ke!a6VrBK zb?&_3xluEzpowq89dFFT7iIMyi#jA|gq016)*pVU@ax!w-(VN;LYx^8z}*iNom|eAAu>9*|8N-~eZb{M(R_dioW8@Q(z#;>%6dQ>3cV zCXE#GRj!Ttfip_2hDRShg&TM+c!G~gf#KbJ(o@^&_IL)@J`f;(RzfhzemgvsM+Cl1 zLRu{i+P@p1=f0I+{1LZu>Bz?oR6E-1T&vO~)Ju+g1O=#Vb&JoB?WFgKeO{VXhgBNg zYCFZ@<>7ipRZ_wFRKe@>k)DtEZ#=tSS6ubb*HBK~#P1J5U0iId-+47$@JoSF-)4%p z1ppQr^@G%*zoA2>Yue>_?}zVxKlsjRmXJm*kbQ3-TS#tq1C#NShtRGR$Eq_n&F{X~ zyRX2;O~GtmFM6BS;;jtd&a%xhj1)K=^!%oP@y=>gX>*&>tPbzx27lLv>06HdKyRvW zw_xxIrdhBNU8AZc!ia+PKLH-$mLFzkRe+HqZjl*L7?60T^Cm@|nlwp2<}9Y%n=UZ~ zN0Z3a_hh>-I18nxMJ>+2*(R3(93UA|qu_l{v~&fztM858ba1eJ5jPU4R$g~k$z*Wv zjm0G6#*`PDaP;0{+1^pFx(ar-rD;@cJtNM>&i+PR=edj=59K|jQbkRvjlPOvBiErB z*M&D1z;GMnOD+_;y9w>PLoYj&-5nNU-W3o{CV7J0Ad3w9%hNn@8e?PJT)9Q|RpPW* zdV%Hh=aY=-xz{rv^|Z{_SX~|SJx|S~>QVux5}3k%iMh-Xd8c@tRFUs}iUX(EWxUDC zxqA;Ap@|R`$HfhFxLX?h?FeF#i8sFlziAHhl!eO4%=Nr=r`6vj!rHwjw1SZiy4+^dLH*&O0m7{%HoM`u)*Rxzv8l z1TjX-Vcnp;39Mzb^Kn1<=Qb-kFaWPnxh@k@v~k~xeZJSl`V{?H8^jN=)AD5&rx%vb zmlBv&=_}+i_R$IN1w>-O^m5DR4?{vsX(Z>9a^L&WYvtO<&)h3`UEdQ1h{ZO!^FhVx zSXE;%WW4_U1;h(BU*D25@EiGWWEN}iIZrL}b`O36Yy<+g%0or##qSviWw&3Y938hs z^eIOE$E(C(M2e9Y%?L`E^5^l~P(yD^C%>t{Y#>MSdI@7o~U3FfDV#7XR zF{`g{O)ES}sCDXx&b!keK^~o9~v)y|y?kY5%Rm*IOPQ_~q9eB(WvT-+$*0 zXqw%3Jl%KL_SWoup4GvAj;@7C$o%4mBOTglxFLTwX}||zPK85R-a*jRB~$P+S=oeO zpYTP9!-0w#?dN>B1{+hOHCPPtfgSp*4`72=qEmZgj zsf@r3U<YzKVKY9UtpC~+}SLGL{^0Hvu`F8~PeP`jbF*3yT2AM{n* z4m8zfIc|KV(mxJ9pohe-Pl=esh|t8l5aUFRc*VB;~=>|sh2-IsA`IA_qCa<%|B+lO&^NuZ*H&a}Wv{LVRm zCLNwV4Nsek3Sz}zFDfD7D@3V8F{vT+$7&m5a=b-e z#)KWmFUOD{;-_c-fG|M!J(UZbqk+hm`Cgv%*cRJrd3yjs$kET9-_IeDIA3QqZ+FD) zRcp_W=N z;OF8G1$yEf9zA(ttiJt1q&oj$)%=S#aybS=ZTa?aTvb;4SYvs8+HGTFWAlxLP!kY7 zP*ZeB{>{t1uLPQ8re2!;+Whi8d#kiIL-CjnDD#6}s|JxmyGud$7{(M|`&7 z38%)k46|Us=Fl|X>kZkG<9WL!?Luztygo1wi{8?s%TxP;HBsbySHNY>n=OMSR>%s6 zLEunQ-5jwW|Dq*F@Q;6n$YLHoq!XGuad#U}KV*tOsoV#|@;1Ow*9m&2R%Ut+7#*B% zMb@dON+YTUr|^EnACFkFC@4Y_)`(3RbCUz9U1fpI8W#EbC4MXp4pq@nm)+q&-Im!x zap!R^&)f$b2)m>AgVV@Jd3J!eC|>?6=BrWV7p3UpV1QRA zI2`_ceE3;c!m4ej7Z6(F>s3ZUq2h_Md_8+#bV+|Kuf%_>&KX4VDSd(%mOP;UWQ674 z{*R_lSad_?v(FzSS(*5lt6N!77n2IU`TqT4+HOKMH8qvE3x}qJ01)KyLqRwlz`q+g z1LeNqCBwr|BT>X>3Jo<$78MKsc*`?7Rum%#W8m5|8rgH^a2v%jr+++vmg_Wu4~|DE z$~#y8v}gk7pg$#EEj0>)6wziLg)lK=$Pc6p zG-qna$lQd3-ztLmjlbeb0}q4`%;ybOe(0=_Tx^k;>*s?*je>*k&riR|?1?RZL06{GQOyD~glta8?Zjx1v8Yc@2P;BRx0|5pYvaRiqiH zNVd6&#BG9UiFGr?3{(sPR~|BnJM({y;jWHTONIXo*h*4UQV6@0&*Yqs zIadeAGl^QZqdz#Q*E<3rl^~QT_%Gn@5|$HfpgKt6dF{c~ayZ&&4;iC(vEW}r^+)o~ zTYB`*p8s3?FvVM;OyeHq{VNYGUz~ar2cZ1C2Xi3KXwGv=rEG(&O=X68YcJtzr@gIU zCE{RP1J2bx?2seF1oo?~E0#5Nw9cpn{L;#VywOvLv7GXKI0dHB42}UZ-`ELRxC^a0 zc4m<78k~hvu!i>6*IJX21L3||`)sRAosNJq8J~FY+X4FC0L}rq=dM z2%O~oUHHCG-b0G{+4iBzr_yF{)L@2Xhm;aCMbBVMb~Q<;U8oExCnu+u;ihQ`*bsKT9;8DYA6}k*U=KLfN zl$4YfI9!obz#lW%4dC+a#LjATTbGCZQ#c}qiTNp1O~$x^F+Y_C@Gw~0__Vmexn#%= zg?Xz^A+N=UlbZ^-SYw~3-%O9+8*=SI)FYKMDzDWze2679&Lw3kMJr&G?rh!no$v#| z=;by?dyWS1Xb_gDCS2V4L8;;etF7gioMMV&vg#hf(_$I_kmRpQph8^>wx9ZkH$zTKr=1)nR)P(aOXLy6^+G|hf$XDdq^{F6ANncOz+rDscx4${!NVZ?372cM&Vfg#! z;8u6ZVqwd34Kn-{bO9vV|5&H;YbbWl3L=rre=z?EDh%w?G(y=}zn{l^B(l|TrU%NP za?idlTwEB6KYDFLKu8Fqa6q6>vTjMx)lA6OCqs7mwMwEE6B$m>w4w4Q4U2h>gLw>q zE@p?`ADD(np``#kb3@T>d9Y6OueBThbCG0FoFDE!d;AZobj!8_a27v_=|ptftvyHigWzJMC#iFYHBhQFC%|sGT}>=X02NGl_2^M3m@ZRZd1R z$I8&?s`tsK-LG^5`e3R-aPvs2)~BQY(4J#^(5UIWDjVH@eD1gnDjRPj(FElDy9v`f z^lQhkGV>qAVuud!-xb?wmu?r5)Nrx`pti))A(9vAo z(MHHa2Ue(RyXixHq@?vHrN|I`Vid1jZgWCdJ<_(5;~y);MU0`?$_+!OdJo|qZ@E(@jgq~Hr*BBUB zcX+xuhFFV9*Z%&t6__=4uaT>Ip=e%OTCq=R=A7w*XCGewh}J%Q@CP`jV)y@jgAg>! z!Xo6zLI+?E+b7sgJJa?au*7U-NfuoJY=G_n-a346?qy)-?tA67`dh$D2swnZUp)t& zmU#b<$oVMeAHaJP3m5m<0}p+4Faw&vm2*64ao}RNyjz)1m;MIMYTIw`>EW5awdp4C zIKU0Sn{Zrsc#c2%_oNYKF~l7K8$eCJYt!$b3xXaS5x_&1voyn88|Kn zta8u3`E*);J22vIg9acCeV?z{e`nIN$#THT+4?Q0T3;EgKHVP}s-W?TYr9Ibqk*F_ zUxBl5z#E?U%I^UW1kH@E|67_D`TTXo{<^=Qsp7)x8B>aZQ>Q+S4}lr=*4OLt@2|=4 z1Fig>s;-V!EqNugHYC_VxR|zQ2E8_WG8K z+~Rs?g75vbdX*B8`JiTi-$mUT4|;K9E-##_K0kr@YP{wXPMWG{~_ba9YI+%fVSK$XC;E)oMeze>G;R1d!1 di9mhupFyu&Oj7YaV+#Wic)I$ztaD0e0sw?$PoMw* diff --git a/slides/slide2_files/figure-revealjs/geom-bar2A-1.png b/slides/slide2_files/figure-revealjs/geom-bar2A-1.png deleted file mode 100644 index 1cb53d5e86631c42b77240bdc6ae96f773bb0cee..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 55247 zcmeEvcR1Dk8~-t~N>oC2Nn|z@nWsEO!>E+X3Q6|f<2Vh7%J%E~Bvi%?{QYz_yJ zee8XH_s8=*>ihln9N#~F*Kg{&x~|XVe8&58fA07FzQ^l+z3-{1DALoh(V__*o0ktgPBlCC^>$1DvSEsOoA4vE)T8%554FEA-gB^f zG0J$a9Me(84>6sOI*FPe_;;Gb5BrL|N>zJBc}rlnW?u1SEeq{n*1?pVN13L16>W3h zLq|ROI&4QeHr~$^)_l^zM=s2kDAHSpPbvHU@uQU82lpC!_ZktQfFQx3J!I_NMFlOx zqdcV@jnf%3M5Dn(HAS+!?RT2qN|x`!8={uCm%P{Zq&&LtiMCOHmiD8xStt*FYjGM% zgEfp{?0xmq2M6xz9v2pf^IQJddY8J7clrt?we47IfXtzoguS~ej(BrVvs(~r{+?j9`nbX07Hcz^|8N)C1wAtNF5;aaKVI&%68PgJYQQA4VcWmeg zavu#YxaM;7+r`F7d@U4;u77I8h`Z%v|3Rj_bmWi4wEeoFboL(SLN|S9;6ioc1x1ow zW_Y=hm5l}OR`_e&I9xVnjWqr!M%{EfOd!7P zlXB~$auF1U?xnQQ368Y-#p^Nk6+!ZMIETF(%}>#DL1w+Xk#d4AIF6t&T{(Y5Bb4OcX&cODft9Z8CO zNB7-0_-tGFu`5j?G6L7`$QBhBT|2GXzuoILt)7^RgGBr`e-`Z=szmDK!8dwQ$*u<^i!4trFR`>bzc#cDr;=Rcm!7$jeuSa(Ek(`3jf%sbM%{U%sJC)& zoTkq?@qg6EkxPENRs2Cim909SdvHqA$%3x~)#R3^LtI#Lai5^5$DuMKh!jLVr;Q~B z4HaM@Bn>Z}ysoT_5`<$K6q&a%iV}{<;6EGuN1@0g$p8KewPysy-^Ub%$dBp_R8=Sx z8g=rIqv}p%L+!49T82y1of+-sIeF+GcWP~7Js%&7i@L(QeOJa-%9D3JX#_J)o!NAP zQvb043x!WaM8CYC_%1q1vg3ce-9o9KCEyd|f1+2AhU}%<6@kh3?cAetM+Pl&UObgO znBrc2r26EOs!-dGncUHdcD?B@M&G~0P`g;KAlkhaYy-~*h@b-V5hei!Kt|0)vEsUt(sQYh@l0J_t8Ta?I|3T{i6NQ8w zdHBWPlkwZjDSO<$9}K5GXjHYSFC4Rcf8k@0(8aej5*OIIOW!35c8uhV=4Vs8 ze1B>*UyLj9W$_O5n2gkG%e2-TZb|E+mY+R3ZTp!o__pj!+rgpt6{1V-vg4n4n};`S zWWKGi`A8IIsgT|F`F z(W(pvrGB5;T!iUysvF4m zv{8%R@{2pQTz1LO;+brD&HT6n-w(I2#r?cA>H0f$lS>TfO6r4bXQ%1LUz!*}72?rh! z&KDEPj**<0*aSYcIF!@ZSI4`W3<4{Qny;e`uCh~fzkI?vDXN_<-YRa{k-MzDJe7no z#JTQwogT7Unrigcw8-My_@KM@O?UPq6{)=(4o!MX3zk1hEintNL(){Z9Yk^^EsjtFTJ+2 z#4KsE?8xmZeRFlBJjx!D4*I~Ed z-1mY-MTYQEStEFPxjy#%X?ewMyZ3D+=Q_>%a){NC`7XbatgNhI*sH89tXr_NlH-@y zwwO@weOCyx=ah`}dER|C$hk(tO1(^00qRxR&%S-yD5=QiY^x|7URWqJ{lwB?_{G^+ z@=k}ZZC1tfJC{E?X1Iffb59ms7+%0+G+%#iMJQqMo}1`1^7bFy?H^8+kM|KO0@KCC zEULx2S*kz6f&QdC=_TTZ01v9;c7M50(kA)EE{2q`nKs*M`h}sC>IhktBfXCq#SY0j zkM|r64h#rZIPyKj;JqqY8P6y z?Qk8C2I)UPEhiW%fN(%T(c zg=st%T5%l(?vfHP|Gdp+X5}YlErwZHHA#CBpshhfN-MXSmK{c+Tew_@-X%{|NqZ-G zOvUR3YdbW*T2hv1XS(?I(w5Egi(|=yi8&VOI9Mvf6MT=pA9Fm&B}DT6{Sk#Vjr=2> zWakI6laj zx01BE5$DN+HhWrv-Ai_x8{g+XKRK3`b68Je%c%-gWe9&<%5$+V zu(!0dBn~TEnl&ZA#9YwO(3qC}KsZp-sEcvG8$RzZZ+#EP$x)!{)Kzq6X(5NSkA;1( zRlpwQR!ByD+pyvZy>V8fj;pzK>wS8vw?jXEd=@3RmG6zdZ4~Z)_^npffua0`5xv@| zlN8f7kN&|U`^z`v6;c~OW!61zZwL2zsJU4+I`B1yq*p>CzLmB826ZbfY40+Em7Kg& zzy7lT>GNvT(5SZipEi>gtbms%DwEazz^OGx#>9w{*!`Y@^z!SolLsYw;)UNs(vqRy zKv_tCZ|Jx2!|DUD`ZP42zGwL(cauC1tpKjQ!Y=7`k$IxlMfR)S(Qn9RAJL=!2feP@ zg9R@?BbL7%(Hyi7Ie6OkKE-kMA#UWE=Xwuc{)g-SRK{{)P;^`SO8;LU`0o=9dy1CE zQ|N-lBR*0Z9PtHa^8t;%&5?OY2WHS=X(<{GIig_@@c_|H44nX_%z% zIsI2)-b6?4%Oci6r)aN)*lO0jSO^$gqBi$R{;MI5c$k}C<~*Tw z^-IY9m2?TA+hUlaD)fl0DZ>W>?c-yG2C+P_lyJ{I|W>I9f@?xGN=<8SUf*4&$QRw8JA8F)OF)V^v=8R)*}4{Ae=#;u$J4 zFUBd&&p`?NLTlAx}8 z<&7Rn{E>5R3FA|Zy4+c}q_!g0G3gW@Ip=yx5(4-(PFhdfI{U<~Qh#=#Da8w_s;bkX zMG!XAcuLQhzV3Ut@uMTYfxOe{-1kZ*KC#Rn_GftHp6H`E!XF8*s9(fotb@GeN82b? zosxn<{M^esC~Vh8KW_Q_f(MQ4^LyKP_L-6ODHZRjTlq2_OgCnZ)Mi?DzqgH=ed#}2 z8Wks;Kv|eikttZf_x&WPTon2TxYMu2-qDf_0oAsHpL{{kJnUa5$G_e9u?}S1=eIuR zS#`sIcW?o6*BY;D*N64LURv0ZxHI)K@%+h71pI(gsZn%IlvY{9JukkAO%S;+7s;#`t8oGxyJBW;VivVh7msp@jJIWMvMoQIBFn7 zdiZp_5Coiw-Sn7L5I{yg1=DlN-E58F>p@}Z&fXyG8eb_N!hrn11k%G7@Po7Vy*{8u z`YYA5Frpe~-UX2!{vDX?EN|4Q*7!>Epg!wLwjyw~btU^bsn(Tj)rhQHvR`u45$l$0 zb)Eaaf4QvD#@N2gNc?x;05g9IR0gajDkY$*+{Mt<8?3t-3Y@ePebo%!+#XK-0|RXD zwZjf8I9%gfohH9MXxXjSg35%lh?Y~=9lg2n-j_M96?Ix!HinW=eJ-w3m4ER-<%QIt z#qr>RFCIv_!Ro^XmfKJo-;A%SyRJq(vMTN09z;-(zs{wc984vkRefG5_3kF=b<~_$KpVv& z)(s_Te(zSx0$D#UZHx=leQ`y%801(>1G%~LCtr)*`TU6AC|7zo_5AF7V?mhqvh$DH z*LqU}-Oj=gey(xIdPTFVbk3c(8FK`hO zSwyZd1;|b})wH*_rG`0we`@9jD3kX41_=q6`5(~>8GXieIHyAYCRIzzQO`rfoaS%e zwwLj%?u9t-EHt9uY3Ml6vZy#D2eYcxUm(zZQkZnzdmAvF%{IGr7SPQZkIh9e`l==zC> zLu5%3so$dyVVwfRJrrRTM)Rzs@ zrx=H)Ei8-{U=WDP@JIy45$dMPRxUMO4?FG!liwZP{dU7R--|cKE5fCwY*}jC5WH_Cv5GWHFZ_-|!tsYi5!3_^6> z(!M$S!3J}J@)gdIo1#eg5J5>k>>}3OTw#o%MZ)^! ze8^IyU0D9puczP8;vOJw(U!T-exQD6E+!)*ql-}Sz8J7nHma}R2YUwS6Bt4=>u+`p zRe2KYJ8b_O^)N*foz8a-4?sK830}8kvWU^Ev8_QVf_B( z>9!|gx?$~H2d|%*9Ws(<$9tslsXo7=2~a1JC6q_xLCcg@w`Ds$DT*ZW3I6+Fk+GU- zck~uY$~~|V)6IWN3{)byT5iGYdw6u^^%s}cC;ri%XdvvWSas>8+^)#jEpG$vsAZ8O2`vE2=Q41{S+xNf(hCUQRvCXA9z-6{cjIy zvLU{-SCIYfO1c`%^Uy-9z146Z4QVY+73D!$w5u_YULKT=p;4iK?AWx%BAWmi1x<nrBZNwV%_{Iab6Kj4?u zw7aml+{h>l*>6x3b@EY5yZQSifAHMdTPJ_iJ>rbSu0(s!$RU~Gu1VbhVK}}TDwr)T zNmVOhZW|It#r+wqwpm?QjJQQku*`13PkBANjiKG73(XAT4ns{{5)CU}ouE)ntZh{6 z`RI!ccA48)Pz)Mol+!qfY%k?F4AXGz^;f80zW=s1wC=tH9k`TCx)JTwoZV%C40(BZ zdhOZvC1v|55Lc6RKZJGM->M$qC(i2X;_g-!V`(0rjEIircQw!rJ)grJX=rnRh1?$r zHS;h2;D~+jcooGct0<6m?xXm4 zP%80UClr47q}9P<+aNe;vtuJ2JaJ`e9~`1ED!S|6_199<1(D%pA zWjERXwd>2l>LHwE<+DRO(-SiOZU~Rb@HPLJ@vh44?}Hoh=+_jTuTKYivFJFx+}Zzz zY%DTRj?E%}?tAv|N_Tgn&^2C?j?XZ2j2&w6o~qlfTtX?k!n5h=X)nIhPi{kl;+m6DCk3~>SJGw-^&QIrPS z!gq+bInnlKet9A7SmWaOtIPejgnnlFlMjJU`MlqdcF44b z%X*F&4q>JXK28)N9Q;HGjtVLGulVtr8pMB6PZq|O1{{_>4_7#_u%?UpT`Jcmv0_<}L zGAMXlU0sWjK6|rDXc7!|FLx~bK6D+Lb;F^x9BCdz8WoX#L1FQL4}@QPi;e2u+!`5$ zD*t6GnH#;B(NM<@=Pq9Exld}(Pvu#7b2y#(d3J2+V?+&ZIW`g!oh$_W;+s^nPH<02*!cyoG&Ob;Y zs+UCGNp^gxebfV#v+K^#aokMas5?da;wUogf9Wx1@8*l_j>aZs;(e?ZhBLhHY-I7e z1x>~ndWkHgfq&>g-Sf9qBc=H#Af~Q=b1o?!A9`9_?GZ$eg)}ryBdlcCyb&Q{y~tm< z$PK6$(DPrTCg8 z_eO_qWrlkC9@Q`ohc@f7zg|JgVSaBHXD00&V*{0fxeV#1YgRTfjnkw}b><;Kj!*)iYed^!bhDIWn39p~!Nj44Es7jx8^@s1NJr3aA{_Xtu%V<{p6J%#fgm98d|`uJ zg(v=YKYnikdzb+1E78^P_VP9^%p$?h3LyLTdq;C8s;t`W8}FDVW?lcZG?F*dVYZa( zJmJ-5u@*Fdj|b&(ej1FF>vVexAn%b@R{I17x!F!L*Ts)x27$7NZ{WPSTm(L<(v}R$`*)@J!u5&y z(~#d^w`G4Xh%}5h*3JK_{Y3w_D`vzn*;tT<&W%~WIxglEMr~3+QWMBhE}xn^WRQG6Ow$$ySwQZOZf9^uU;#Viat#?_CS$qhXr zWzt?a{Jg`XwY7s;ZVby{mfb>{&ka=ZT*PaXQ&QeE9d3C#qZo;*my1P!iA!dx{(RS6 z-T;~uqv{b|`Fj8T2Bo*}ZR7U>=&p!czXCVi`8Q{Fm`Dtg78g2#7W;&}vxx|_I8T=9 z1GbB8$!zZ_^R^!{y<6q z`OLSssq}YR*{=YSNqiU0tv6gzGGl1?j+i3(WkO)`^~z_-dc|JY=U%yaePOO%M{K`u z%Boz0=!G#xtmXkq(kmaXu$TpUrxx`wO?LbS7A?kn2y_}o=2xnfB!uO)6GrU>i1n_R z$N)OxVxPSC{!KZgYkQvPcyeAU~K?txyIFq2LY%$lr)@MSuQl7|2h?bBZ7#^la$njD{ z<)_~T(qdZg#fy=ik>ZRuOi^u60Y@0MI1hM`H<6}~BO~YKuW3L@ZeEZbbyht*&mZn~ zV4)F1LaNA5SFcgFaG|(uKJ9G&6fAuCz=4BSOr*!f_=z&Rb$BdR)m>0nGhKMGhhLu7 zDAfAIEa37v(t#4qf%{GU(h|3;BgHk1%N=Bk&4Ffzcj9P2Fw!!fq)^a1*0|F+n(3H8 z?W}vI3E4&n0f3Tg`m9`?$)T#(TJ<;FyJt&*}t2N z!o<_<(QP-g+OSB+_T3WC^IUPy7e+d8PcM&vGERi`Er#tgs$LpBl97^f5b_f;uV&s6 ztI{%vlcS7#l%LgO()(7Fz4JDCY+!In<7GcC+3eQ=#r%JyuS}LuHJ&L#j7@;JHU8r^ zi&hYWI*WjuX6zX`%NQl6-D){#>wx-(hVLA)4pOEdyNK5t*qj6GX2-goq;n2c5f?MM zJ|tS->}^QYW|wHUJ1+y#CE;nc+a81nvj4}Adk3p!4ypiO61*z&G?VE&si9|k*r4^Y!lqf=;ApMokTlp=?W(>~~lImGzwu1iu*j&yc* zw*JEOaF>|G33b!qO%Nfmi6)!3rbo4g09<$oS0L{&()QF&>lPB#6@Fq?a+iq<5iE%&Cqz=iFY zUb8>%{*M=8U($j=%KX_SQct~INyhx+sbu8#w3!?1wB0W5Ar(D)qU9hkb#r;Sm9*m5 z^W9%$t{H4d@EvZ=V2F)*deEp8n8xIy>=XVV9XMWOQQ|^jIw`pCCP6QYg3VG>nH=-! zU{TK6?2Dvd7ahM5-XNa1F_}o>H7RNQSg}1CC}MN?(&gNV7o#$wYQSbT)RuMdutgiI z?m|mrc^Pi866XhsC=Cm;Rohf9X}CHWIR&D4&^aSM#=MZXKnTRhB<4-Gj6eAr4pY9n zE_~Upz)_Yo;v9v&Lix;PV?W*phX0)(kRY;# z1lkim_ilDvzs9p@l7ax8@&gUuJqh`qS!)Pd?GZfIX@2s@q3u`o))=A^?|m7RoX%zNz^(u}rQC@? zF3#ghGC-wq!_-u|1OI*7uO88V4jk=IK72@2w+?UGnCOpN9>xV6tditKy5gY5;tQH6 z_D1CeTXdL4gmN3}{4hJ_EziNCZFkmfDqhzg($9pD z1k2|4e9#&fb_wc0kQ?VL%e7pCXqu*ePYu-95EE#x8>89weGZ6#eSw&^^r=zU4&Zpb z2UUTckOv<92&>1opyXM4ODBcJj?pC@^KY8Z{_~~(1LxcpY1{c?90p>@`ueWeRolENjsS3PPdr8Gi!eTp~3vf8XsHo6pu4XtF0j` zz#ZeZPmVs4O;T{QNBkeiV+FxN(mKy>Mjby*Q@LFk7MY`Seo~}&HK=&bocZj2%uAM)_ zO(bw5QXHRydX-&KuL#N23?B1s1AO+3Hk;Fa>=L2?hujjZ<6`XAwNdvjJ_j2Z2EM{} zZYafd4_jhfIpo|Vec~}m(8U$WGO?CIQSBY86C2{}DY|vp4C;ym3Cx59p$se#0q-kT z>Mzm3%Dvc0Z2$><>xRolCCf_--E)26fq+U>?9IU_`m=4H>2S5Qv$vL=nkEV> zh*&p$cFd$AhRL?C%6}%ePu7qo7d#n+uyfAVjvkrEh(>o!S1VRHkq&3DEtG6qQ7n9m z^GQUP#Zlt2<>C^K=sq_K)i$ww;?k(1b=oM95tWBmh!w~nJ-Pk;{V@q9r`NDDh5O0r zH+uStC|cn8$yPW>;v@d!0JxQWEOKHv~CK?HSds69sl`slczRq`FE5APGg8eLPACfmU0 zNz%*^?Eu#8QY-~^`6;Bck7FB(#S*F05vVa^)L%O~xR7cTQepPF+C;G=@Q56DyxOX_zS6SP! z-Tqs~CBqTEV6AgiOHkq0=+#d7{Qy>d$gBIvPf~QIr>BogyZh3!WMH|5CZWOEuM}btW@j+OnUEv4*L5%FIF1G&86m_?!{ir(97s~sj876fb zhPXsXuyhwnH*aMI%+EdNiSH#BG_<#Ka&jsP4{rE%{Qo&YRlLv@)P=C^h}Mpt&9}8F zbCxJNA$3spkngm9-5cdz6UY*;q;eK70|x?h!HYxYhKjA$mGsbU z0xWM55ME)52*RXYRIEDra4Z#DVmDKUr|27G8x9i|1Y2U01p`hMTTFO+sf}(PT*`o@ zg_+=;R)+a&lrKUzVV`XFWZ;rvg{b;&RaI4ptgFM1Jn$O9Hsh>^8xyrP^EKL*vs%*^xu5q&?U&3Sh8jxQ0rj*+#7U(*=0}Q8Rdbm|c zEYQgfHaTHIHYEuRk$9+^nwA!nqcQtu*#<2_j>NhmzTsBQ0RaI59uQBv7a9H)O$b6x zR59q!W~swn4^UXP4L-OZf{&`%1-Ek1){CkgQ5+Z;h;uhYGM}F43Oextj@Vhji*=op zSENvhZp6`9LU;Fct7Ra}ksuRfRZpVIhalSk+_QH8xXXksZtyiP6$pqcQ^7Q-{u~x) zjViAG!?h*kCEv<4Gb|Dg|A9n|z2>p;`A2RVF=yZpulPEUMq;xb5|FbK8==zwJNtO! zBO#{AA+nTn$m4QAq0*KyVy)7TsHGcEJZ+<{e{L0px#^XJj`Sd!)MplJ%+Cg8*x}QG z;_y=Hjk8D_lnSJy0pCOpFT)NCmk;!0S%Q=7&mD_}{MS#mYlZo4=MeDJ2L5n+@ zpX9d;-Hqs@6rkqk!H6%CO(wcydyVDhUNGfPw**9MCyewp`#OCElY2YM(k1x<>i#L;(;LW z?9<){D~k`3<~DLDX-wOmfdPbPaAZct%8KOf3{EWn0o$% zBcy(MbAep-aiAhG`T!LzUN(BM9m)9uw^XL32O)~)QHELbR--WI>tDjFFo=@zb8y zJ4oWjBHodUaHBMwq@|?|zy|lK8g^XeiiX5pN#GiJol0h_ERz)Js|zHjE~CZ^y-H{(l*pk-SN+}UyZQj^A5fS0NY&jSF=ZHdzRPdDY)ztorkl5bsPf2zW|$bPElx|aQv1!{d_uG%Odv|G1j zKi8La^Z#=-Szj@K%3|Hg_$3?q|BaI&^<3L?m|Ljk>(?zn$|*VRzeOs#38&8{@3BbJ zu8^~WUh&_m>Xv@68432{RwTR~6RLW!nOm;y)Z^(O^Z{(S5q*iL zoTXB!Ndz;~4JcQhjXZHg(d0u%t06cn^}IDPwo%}3A5mnxW$cQW-|YpL{JCW3 zuUWj0Z8b4970SS!T4+Em$1SpIZutCZ1^G z>1xsl=^87fEXVCO_F=pnCzP1Et79T;W>Sx3=NPiBI$ItMC@sqL=x`603k$pY-DkVJD`u(yOq*|r@QX-Vb)pfn2?Wi@0KHv1cEP>^ z!4n-zBaUSdmNjQA62cbe!immIAFR`UtRO^3<9bXg7-pRBXz!n5Xz^ZS z`TXdSMNDL5j=CFAE6MayWHk7m_UFLORvB%?c-#fVII7)xkLCm%F<=&=s5E=MR9TP zVq4!9oVqkXda+a+#qmvN7mqa)DT=8^Z+0Qd1aBaYcT!Kztf;4%Ez@Ip&v>Jr7Qld&A8`E9x)#ch!dNH5qxHwC&2AY;K zV8tlk;!_|gkoX@3@i;#V<~61x>d@bf~T!@;j&|S8foSx>|@6dbP`rB8)+-W%1vTH4MKPSY7okUC?1K*x0oCC(TJal zn9Z|*T4e8-oaK$j@2xeDM$BSjXXA3Ua~#r&Mp{+?8%n$H&vV4a$Hye2r2_8f8_XNNErgC>Bw^pd@6s=NL{W*fZTe9JIV3JDVSCxD6MmYi$_+?Y2R3&DDBFBE?}e~Fkq9aBIoe60+lM~-xhcit#it98 z)Q$}Vn}90ZzlG+lesC`E#Vrk96GjxVz=XhJhJa~c1CBk=M59La0fBbk&sBx3b!_qg zsZs{W@kkm!<-gXNfB3MHJCK6rC^YAE5SM4lfcmK0-_p$h=@-~v^DPVM*L{`waWO7F z(I=%!YA}QgDes4BP<}4L8906U>4g5qxI|#dhv_+_7hd|d2DiCQR2t4ogW;HM>ywkX zI;%NU1JF%_=J$ryK#X&-y#UZ4aiN&yxjqed+!`oh_}svtMa}KDFMpwZv=lNo_($Q3 z*8oRBxLpMpS>a%WRHdRblSmh@kraTZ>(b8#?EXT*nyZay&HD_`4!~MDmssvx9EeXU z9bK#%FV$q^ zl7@aTN?s-xVMm3-SP4CkR5yRl0v?v!k_mi?Z?~fS{8=+xzU=ktFiz-SX0LTxtKW+b z`-I-}QK!8_DQH=FI8*nIHFjs3qDgH`d2dg89YphRL)J$wPmT5;bn-8)8US|J#u6hW zok$|v(E}!_Dw;)bjk>fplGV()Rj?O0&BWra50-rl+J@kpPGnNajk^~-$2uqq@qbX=Hhg& z3Kl<;UEVX{<#St+JZ+<-VqE)|mC&E@v%DrinC%@Mr4`wF1*unSz1glwvjFaM>HW2nW-Y0)TCPAh zM*w!w$MQ%s9qj3GLPMjG@kBb^s!99pftP3}bB#iB&QybD#hByr;v7P@RiaTa|1A?L z%SaKK}yT7}<7dm$P=>pI+$*2`8h93HQH9Hn)pT4v%*T1F+Zec*4!vhroo#gtO)hsS9+ zXJI=6!5OpKsFN3Fk`G{@NBsgW>C565Be`wRdz_dngMXKqJqw$PNa}Yed3Wet3w-|mgaJ}UM0-H2$PNw0D+uNCq;^5J zJ>(GOxd$;5#h${h4$pvHQQV|npifDmI|V6v*HV-7@)3f`O3-kOR?i=q;b z4-$hDZl?!D%=CZbhbmlEoUr5MLQrExuvj3%c%#Ebm<6hq{T_1wB)IFGFou78Ud8xM zd+JIz_I9CtaGG{Ue7Q2CMir8PMIVFmHz}v}T z+%s8=PvFfxXlTIclEGfJBn^_4u)XvU%~qIX#L zT`hXavrC|n;)q+D99n!A<0e%sjSn8X%lj_JP0yRJPTXX8e458*8;t~8&t_UIDvRhg zNE~#|d9Hlb$jH&*y4;kGgG+W!T((?gZR^r-++VG_1D6VA&vAxpDX;7zX|a1U2hRy^0WZ4AoO-?eD%c1x_0zjpNmkQ z2lSD@2ChUl@@x;)lqdG@(Ycwregk;N*hlZS>o$^)JQ$dtG|^(A`8biSU#~W!q>W1S z$=)t7@&L$Yzo{vp8Cds44A}~z+ElV3R(}(Mo2it*nH@BGx4h&vfUxyFpEEFAq~+T87LrtF>+k9x5cvFvKtz}I-s@30}V)`S3j1uq2pLl#Z(bV%% z!o3%}Y8L0aofV=Pg;GCI;+q{8MNf{3CATe%>IZ%&-+}@py32D*-`?gFqrMA5Nx3$I z%K4;AClTj2P(9;8KRO7lTJPT;)I238FC4DtJYsW=?XcM;7vM`oXbi6Ot@}x`BknH*en9HR*Z3hQv)2&``Vq)=OPuV5d0EAirp( zGx9B7L#pfcwsS-Lq^XP|gf>i~L={{i(ene!!6$($Q3WZ$XLsJ*Xfr0^LKP15&c+|_ zZZUi;xbdIu8zMldJrUGaPd$K0!8scsKI8YR>!MXvZ&A^glXdkz*>+y+k^14E1&iMl z;G}@yrtN6qg^QQ@O61olHh*KT(N1eILNER1KEHf~nERe6t2;c~6-XIp6xL)T4N7BS zQ_LFF&fB4Oo5&cY|H}jZP7eOEh^d*Ak#(AclTEFmkHB7% z;X(2&8g(T!D)ZQVpEcAc4dy_+J5~J}UD0&3AP<^z`$-LqhA}1`gqv3FIZwJ|thN*6 zL3dPejfU-S(Bzmny+ci&v^)fNgFJRBmHZ;`->ke5Eg;-)aufq=;KS}vQhEwe#;(zr zt`3dqnd{27D)RpqlDA+XW<6R8c^o z6Sn6%t;lJwUgZqbG;g-4NWSztckR!q#>vtI3`TXg8011WX2VK<9@?#>bz-)zOlh?A z24ssUJ7E0#t_91tF7&0jNuN%Zh8ve}>%XjXI14#1LYfxYH3_@|dG3cZF4=WYt%YIg z-4MnC{4*#~5mr>Qx22{c$Z+h0$Yzw<2kayfofUuU=^EuFJH@6FF+lF+nK-}K3bn?Z z^@BNU$Pu&#vLOyJh)Yb8s5Pw4378lM0#2=Ab-p21$AgZ8^fF5+$Xk;-o2UNt)#H`X zecOsq8P@?e({@UFB-3EvYoub@=Hq$D3)U2pC*{wZWW!fWDFnLwS}Jz4nnJc`E2K-` zm@^u?xeqM z|88v93-v^O#2jDUOTMyz@n%#m{pi41lSLBFr zc_BM|{pbzWRe`1c6rdU%T7b){R#9&J!C}oqfQ_>oPHTLF_)W&&zdT)WQNU@sJP#qy zBiMfM>^m7CxjLz#ZGXXK=v`SY_;L@yF@AW$kM#j?1&O^z7?;f(4EPXv*C(PKa}-TP zca%AlaXLl;Ma-V5k#=cw;0-he3gc7piPmrRS27 zR1Vqqa_$XtMQ@vLnm{27l&VxBj0vu>T~`u5fNW!Kq8DFIS6X@;Y==3WH4WUVebtDE zS?%PxyfliDpZZZ3UGlZ$)-*!U?W|qku~ZAl)A53)QJ}jzqiOc;xbIT;Y1i>ZK-8)r zJ4|jhOijZ>7_3aqX{V<7{OwA3z_u0kXk31PY&y{4-1mYbQ`<1;!a13tOPN-B`I~`Q z3U>3jzbtrHLg@5G_63Ny@K@)6^5eM9!3>^aZUcP{|uy_dZ3!Np5@ck1iwALIF6 zJMH)Z2+#_#W4-Zd{RC3{7RIUG2%auKmZ;sZ=Ro(s#TSDX>ZB~5Zgu2 zZavjJuWdXv-^k_XzXsOAt`EUp^z2Vmj`TiG1+vvXg}WVjIDkA)P)s3vcD%4EqJ6F4 z3Q*}fBqdM}7{IGy~dzC#B1Vlj0T3^Hohbnz1} zy}3@oo`MD*oz@>VutdSkHNEHl7DkN1wrrWj5toBEAL+TzvFKk7*${d8PXW~J2qW(@ zi)^T9{w!YHuD|A7aX!J{G76ypGY3ccM=NgG;R>)woqv4DV{x|4*J-BRvDz{*_&{z( zO^1xNzi+VrD-E0aZ58Zh$wz%mzXHo{xIEAX)!706^x>q^6>wX94B9bIk*+Fp1lh{- z2eJW%hh#zJ;np7180XPSSZL=H|_1X8814*n)1mKCb-nP z<{aGBE)G3e?yq+!lK;Y&q$a77>=4WSH}m#qs7E>RY?V#eH4NH5mogWquTAM6S*9Lk zGcGQcGBu9u4&y!32HPUm!cyPrk}`@|TD4o`CF+y}R89hutR*jODsldG<$jJUQD9R= zt1%%3i?~2mI+yr_^zyoGe=ue$_4YUuN?2^CGj$TvTTG6hoja%#!X{~TRVP4Vl5gde z&9TTUM~as$wMq@XeFQc&jdD^&dib#`s*GZh^~rf8oq%m&?vHbgQp^7F=K1(z39-D% zb6isbI&Rt*1^e<%F84N{@I-gh(4Zu$vKru>;{+HPN+YSq7(B*q9S+<@o@tp&IMI<_ zdrGLcx{S+JnEH0B3k{d_$6I5p0m9=Y`>Gz4e|~f@oxr=y0~<=Zo|kEo2V%k2reeXB zAs)wuXbdwNAoC|7Kll5(uJ?6c?{|%}G!0`*MACw@ z9oCuDo?4))?8;t#+8rdUOPRLRWM+rE+u^i<3&tgBtt%a-{;8Fs2%{@JFqfPOeDCbb zzi+>b?2y#OJkBg-3?Yc|U@#SHN8o!{U@ka*TkyAiaaYu)O##&DyBwuxMt^*e z7yG_6E>_*wE}`(90=UjTr{~BVEUQ!b3Hc(?QxJB7=vXGX`!n$J1wJ4S_*HT3d-|-p zxo)ejrfg4$LPuK8>S~5AIa50{;k&r_()@ump(ChxddnCyXu1(O7!t|hok27S31+!hdNU( zUU)CnAW!Px@197MFsP3X(;P?3zsdIWp&Bqtsnp!k0mjJEn?DL-V#dU1Awi-|NGm!zR9RSFBj^e-Ix2`*2z0P*PjbA9P2}z>W9<%r z7rH+qZ$67DxHqcT2j}unOv_@(;IHF=&*+6DIJsXrJIC74UN!cJi>;QVxWR)Twzpd9 z*GN1vNL0gz9BR`+O2=!$bWM;4kE_W5428(Yy{V{5)vzRxuRXEAAQgy(1`r(i9H;puF@Np|47qY3cuYTwys*Dbo1_5H`J=__M?2eVC1l-~y+Jwo z_0^iDR=JZMphzFVSZpSEM}XdY!iyi7RPXL@ouWOG3Wzm;3~j5+z3aq>;vXSE+}BPj zfP?!pr3lF4Y{8w3qIzz3!sb&bMfYQHN_i2^a$6OmTiuIpRUB@0HNi;wM=WVGXFodw z?7{B)mm}$VdP#uh$2`RqoK6hRHXY|hZ+s|lHY`70rQuaD6~&9p4%_018J;F`{_^KL zJ>avp;?#jprS{pWjE6>t;X=FH(hJJ?+7sG3gXiE<^PicZP4%jxABlny3sskW>vhJ&}m?AhAO3C+9BlQ$!Udav?3&&1?EQTRAQ* zuY_%|NC1aiPBc|RrN`7R(?}zN3M7h&zQPrAF8aBFY<{*fH|Y(BQ(FwwRck~dKs?e> z8Khb}g|02Gu2lqIkX5l)dp6gx$w-+SCz564Cq}pW_12 zjdmX&eo6tK9ck}%U(IXD@Q#Ho?6YI_FX`_r3DhMNL=^~P8F8Qmd&&J{Q$GvZ=R?sh$f+ul#^F7Z9R2e=OiEbucAsG)<9C<@FG7ySZIR2GN(^HW z(z#+Nde|`TY=8GEfGii7a5BmO#1qY--N`7bx7{>H?+SVOuVA$lGwdfti+;X=#i|DF` z_NC{c|I`BPs0r6v86bz-Xnc%Rmn)nYo`XVQOZRn^U=2Fv+#xCS+=|SyR&aUHAI0xQ%E3$+d5A zf;xyd|A;K&%lX-Yb7k z;3I+uy+pmf+B982lvlD1^CK<4{yt&y>C4}uR9Z=DqBK(~mD>#v(g29CC6&wzn!eb> zyfJ`e%0uyv4vi_t%ld>VY;3%Ix*A8%Zda9`0M0;UcnbrhDNA~hpAmnRZ5d>bZW7Pm z?R5M}!GJm_IitQb{K(B7_K=LpBJ-r6GH)Q!1hK!u50%VMqRh58|F)QR=*g;pZLdlb zkUbY}9ZhI9zAA?FIhmZ_Q@pTne;A&KO>WgB?Xp%q-S=wvpNUyGC?H`gR%b#u@etKeheJQ3> zit;=|7wUi85q6hxk1=w73Q**O&Eoy;e2+9W_AFYgFPR33#`&xah@|ci)2hx$hIO~M z{u%5I_>8`*9_HV1I@G*guCX7iHkkDpbj;G60D2=wp8%x~IaB;g}ON6H|AN z;08ht>rb<(rKkjsnO`K7tx#oCtG26`C`|8W3VTLy7A*;d)#pB=}%bF2To33!N~|~u*Z4JqX^{vjQ?-j4H-ZD8XpES!k0R7T@R`S z{IHKk3i@V#nr$7-5p_yE7%~%P`y;}|g>Psy9mc#sH4kNLLDQ@*p#9PgG`oq?c(v31 zxEQLQOkq+@8Kc+7$9q}=^IS8CSUK(M87!SAVUoLW!;a|MJQ8c2@zNQBMrZPK7@CWI znEF-#jMA@e&d~c|Kl7!|=TE!skpy&%nED?+A8rerh>{Z+0GFG1kgU$9C~sxvBE^`u z1=>~_b4M{1Sw0?9Ph#7z+-LKv<>O(qeNE4J3;UgfRpB8l?t0{M_VrsNAI-4QRC4Rd zKYfJxN2<0~OYouQ!88xD0g~2wcy5=z2fcbuCcrE7GX1XTafeILhSJ;D1N9MbI#@r4 zNtcc|ar1}}>oXU_fq5VdT2r2DHC?Z0A-zPG^pS}5m~yGt9DD3uud22PHc?C7ej6Puh({Dj|kpp-NU3_`!Kle&(VKlAFM*lX)S4h7) zc%6^X#6NMU|MnjK``|V%F}9A={nq~C4X+4kZBxq0`}g=|&EwI=ROq@{byZ;jj7M~` zuQi+i9MBij`r{m~S7HeKYEEufTeutxl3o{Va^F%Q3P<|0Nue+I#2iO8XOBdUVg! zA@UC-2#90n?MmkiSAs2pUD(?@M+9yAqV=_9$1_=tP$%7;go@b-tXEku8D=$+-&{6 z%p^qFTmt$;`j!V|G!*u4gziq3El=`~4ZI>9^`~Td&pnwfZ1l4I-KHi8$V_!a=fTgJ z)jZ};gv`bn$dzD9t)N{OZWYAsBRER4WZmWjZ=`^gfN@7E94a5VEntocHfeG; z>(0xSd^TuZnfsnwd&8Tre5&v6aqgE_5gv{}NH()l^#Q4PXp7!bTWRv$^>tjCK3?MnG&6qIYw@aXjqoCG+ zRK?QQ@_Qo?D4Z{M*1>Z!r$v7Rp2Ur83bN(B1XLg%=E+B(^4qtqPKf>e&WCOgSKT_V zMqi40XlfsZTlHR^h_(f;p=1=ep2nl^amx@P+jAg-(lRYpM@?J6sv#V7DU5HtsdIiU zSC<4~E~>O+T#X{R6uR=0%_m`jM5&)@K%_d)Bfc<4+C4ZWdF8!~>5I-^vGK>P!(7;D-}DXI>&TZ3!Df-#DsZIsSx4YlcoG z;LWmls+kS+%>Ao(a`8DL33dC{E6yoRF-44|PWi zK0{}NS+J7C%NcZqBp`D!CIfQ!y;gz5@*OK7 zPEAL@iOj28lN)zPLKayzn|&kgvf8ea=_&uDEo}Mva;7(D<>9o}otD;gBl^u| z+42>KvF@lvWUX+Cc1sYI4}Y&i-X>Uw&Y{NUjqgfz)0>)-lIE=iI?!?_1twS+;0~EvQFO(rZoZZ^zU&+nNEwN0VDUU8`tUH|v0(x-gp~Zm zhJLyC>n9-!*Q!iiU zqSM&%AIqMQuToXy2Awz)O#x*UUb&*q!4jO!$t&z;^^#8WVLy&-Usq~7_7}=9;US$y+DO}%lWrv-58gOUF{0pR^5ArdPJ^3fxY+!K& z^$Y!0;{YH4qv5s&+k%15l9Blu7$9Ga6)AArCim+{5Oat&RRy0jx3wNxXD}74JoZ6@ zM^tsT={SC7@Fm`Vo5G7YT0@-a_&rFsM<@>T+gnzI!CfTTm_F1fD{c1Wp`#Cewa|;R zeM%?ivcBr(Yh7(hbC0OS3K=7Z+b;n}oyp zQlDTcKm)gV#YM z@51{=@2F7K`FAJV!$xlrw#-hU>2!|~r7z5|?2dfR(h;+rov4g<8k0USr&XCwIYFFHkt zL+mO|j^y9)y-0-1R9+IZ@cOcU(zf|QwX7&|J=46D*)jqrx6PHk9g5DOENAPsA!hY> zf^7)v+Y-73dD5i2O!cH&lzZ=%)G}v*qCHJ`45lJM>&a!-|7P7P(EK6$ijs=k%xqX* zjE&#o8I}ix)qiCC6&u0-j-YfAl-@f82-px2L;>k2N-xqoL8XdF z?ssabt0>7*Q7}+IAP}nS za#z(Lkp18z6h?;sPhm5I4gw)QXm;g_ip3S#D>jxk_Ug8G?wZJ&Sew|J-Bpvl41tIQ z2Hw;&J#mvxGO9S2m+hNhdtze9L9F1bJWI8f2fdS6lU%F*GcPUkq=V~c2V%@PE{<%! zGvk(|lcxEYJoIu1r}L5XlzG}*z}dHXDsPGXxHg)%WZ$&Xlg|`i%q@LcWKrJGzd0Vg z;59MmFh58cTy#b!Y>*v#h9UFpSle)J?RZtyCC88OW-55|S>ETNJfR#!j3b|ry>kmJ zHG^Gih3mNcGnp!~L{A1DcBhMcIX!Fw!5*p3(eoje#?+B_8EuePiCIRo4AXwjhiDy( zrC!Wwig)igMhVl(n3R)}6{*+YAZCCRG0 zH$BQuOgg5d3b$19CbdW0r$PC-I(-!XQZs*bJO8{vG=-CwTJ(W&>XVS6VV<)e+}Bx8 zeo!>ydD0N5Whzv={A8nO{OCO>eE#fxvrApgqVMlLl|C~cFtU6|GfA>aDtc=&2C3$>Z2j$uL)1;eE2o5}a4Z#FuH zW>KHGH?fdH4RdVW%w)^C%ZWJF#pcvc3#K<&%MN(CnWi~4li#ytZ9jjV|9Xhu#);D} zN6#HUmB13hS+8#V%(&%}{6WFmu+t94E5$ACZbYnVal!#*0h2D$HQ4*cuZQxQs^#N^ zX}X)bn=HPBc3JCRf?I0^l*(wvm3BHzIkMenFhA>9*V`Ur--P>QFwynFU_w~?0G8Bi zpZ83kW})DWz*kKQc!`ZpmF$XylCk9bvo|g8{k0!#jML!hKJ+OLv)1Xko!_N2 zWWx4ydM1u6T->K*J@SC{y43O053NewAIzZ>oxKz!db1EU4ojBeBu1VFo&u6|QlD)7 zj-vu9RA-mk?Wb}Y4h}yvi^bso{KtYI@+`4{G zQ4zueK9fO+9-Bdk!6zc{mjV0*dL$nD*OC2@_l=i2~J`f@(F&PaD?3WK3@`jf0@7=xd zyL0$&!}wSrwx|E|ce_Ur6cl6-o?9B~r+>Zd&mTY`69n!{lN|2@iTAxG$o|{MqG18I zJ^1IgU|zu_=iRhbQj~iC?c2A>>1p#Vx7T1&>17SazecnS4#v88Ee?I0oSQ2bA#LT| zUFD(&P>1oa^+AIJ15A$(GL<}FwKLtFW?MUAjvKFOn3$N{CODO%pWLl|t{1&;Dinf9 zq)*0SeBs2PySw(Xt++ZK)Bu}QV}>UrwfAwyCMz*5s(SG zLo^UN)wV|jPO||~lq-WhlKn-5|B{lYWMq)1$!1pwoTjCxfw1Ybd}bvetJjE$A=ldT zP7yfmPe}%$#A}U2KgT?d$Z;{)!aN$w`F7T zjUm7D9&59=a_=?9fBv@Swl$SRI-seuS+DGM!Mf=Cqu#dd^%V7_;c9w=XL_a1)h!9K zcR%`)WVb$=*^_Q;iOO*&7b-B;o|_E@&oguiYqrocD>f&i`)WpvpuC#tT%9Vs_%$%Sjkq5N zFEE*~9{%@|4e27jkU)Ca-C|vb{Y6|C4WBWI34M!|@R;{(^3bJ(k(!N9^c6JfNlHxJ{SE|H zznKOhKR~=O7H;soBTZ|<275p58?H6HLg2KKGkLt_?IPRnPcZkyEPHa;Q44E*HVYmr zQU*&cQaK7l1MV{!c3Z1c;>5`r>rubVpC(t=^ZtTfJ1i7Bi$+?7Rz7%(&ThBv81f%xz`A&{Fh|(IsCQ z%4y(ByUSln!_s^P+G8TI<1uiip9_bG+f zK4J9is*fZv=*?~67RpwX#8%Z`w8#so^zs%1 z9RrMnRd3$*9V=w-76O@zp)*F^I%ZjKeWuK`Bw<*MPQ2jnkyZs9){z}`cBT87&*ad89bE(0Y__-$7fFgQ54-3Kwi z^mYxu57&Qc(hye7= zkbZC6&I>&uF3eR`=LMhM3-`XhE?OV-Sg|284ky_f7e+>qLVCJ_I29x5^z`(u=vO4I z)p&b&cx04HdrK`=?sJp!v)b;il|0&0PIl(Uohm0u${sx*yg>=&rf9FY?Ewtmv8ld% z?&ql2y9%>X4%$=L&!HR}y%1I&r{SS&_RhKBFiW#LG#?ol@U`syKA&0j?H=^nV{J+7 zQqTm7c%!GuE6jUK3hbx`Vw0|QDX;B~_(t;?3mg%%V^WZ&*Z9S_{XGGd3glxFhXo!THK$;v5BR`=HeH)YOu@Fpq@TVbimS zUR2GsdlCh537TdO9XGYc)Ft3sjwtU37VF28%Uh(H->#*6K7R4uf&NiZ0xHS$HB5mN z!YE|)fpD|0}_ zbx1Py@LxOm-^L9gLzd?Vv7Lx<8L#PyT9ewDQpUL9CS|3b&N4!KmN%QcD{T65Od5=^ z+nd=osEY0)ySu2ZS?Qx3CnP;Z#v7yPf!draY&=Y8TgxHBD##a;z=gXj;2vd5HH=He zO>n-jGq*!bL)el^lVQq zr?)s*VAshvk5BhC5yHZJq4dAQ)s@GHU`OfNKl#o^5v6HmJ--%kl*)3L;4&sxz8(w;dvx-AiywM*wTjP`Tm|e25nGm=sC`Yb5@I#a%NNslOzr~2mpZd?6J=KY^vKP) zx0`tU0jq~LNn$MPC8nQ45DKTx-TxN7{b68Wz;3enjly~2TDDybLw^&$^IKY4UNDaU z+h8}_ogLsV9s~A8*^hk@{~k$X%XdphM@QFVE`PJBct+M;9012Uub=zwKNLC(JAx8d z?ll&9o{}HLZmi*5K`l-|YsEdF3!2he%1wx2;iX6Bm9DpYY9;|%! zWY-1?Abh%-Ik-Yj(H?u~gA9~Km}uc;#gqrJG*Y`B=mMP9LCWd2MZnfv02a=~Jgi*{ znAIC`lI8CP9e*$q+6wUr2?_ZemIcH-e8D?bv#6P;^gXM1lf}ZJ6#W_(kGJeSz|qgS zrZAaRS}HaOd^lS7R+3$VXDUII^(I5h;bLZDqDK}VKoB8-9buQA{*{|KrfUdriJ#4fu-$n& zz`8h_+jKCuBhj6>rZe{?oPa@wAjWBFAOc$D&wl*wU)Fl}O6}|{kmP`RrM(Jj4-Abj z2G7%YlRts|U!wXCC~+bugG?Lc93}u3O!)vK;?U7xO8%d>#vg&{fpsW(J$rSp-Tde3 z#E}XxNV6{bg7%(cd&jC04hR`O4lx2a=g;u}to|S2|Fidht3CdxzCW7(e`5IZI`Xw% z&O0uT*1Il#B)z*f+mn5-G4j-XyXp26*QILuyIq-jcB_*ucy8p3ewoO81!f+QhW+t# zPxFrFvGNiyiIvxAk}V<4eSM5Ul3S*DQl+=|QS80@_wT1`=kpvqAride?C4mPs2H^z zH`iBK+naBZP+nfn41XcCa|u9*-&*M}d{>pz*vLP{1`4=~JhWl3cPowoWmQ$_LHEkwg&dx(UG9%3B6wE0qM z^QG(5`*5S#?(a$Kzmn#wQ*92@#SRlSFO?-D46yeB{bRSiu~b1zXV%u$y^p}vn^_Rw zQKxL0S-xEQ3b^AFc>2eWlv-xZAIlG)Quyp#4mea#%v>SrB*0>`g*MLI@j5o;f=Y3c zOt;BYbe`s={d=Y_$6!eY6oikg$ZhcOVue)0ow zm;U`!@n1imF{luiM5icId99Xz+MKyv|x> z`y(lHbnbW;wfDlh7e8+8V^){zPcYQZt5W*Tpd8Z|1VQAH)C4kixukr{lQnnz8>^X6 zZs1BO=`%DSw$(?pp2?2_`e_rJFT6!66f0zt7URIP*DGq=r<%rH1L&LK9I2FfW=1;=V077|KYU(?n5jSZ!@`m4+||JZZ;JG zY%C+Q*T$VeV<6{#LNOOi*wSb;}c2O4}DCJZLJPmRlxqY>@(HYK~4$ z*XF3Oh&hXyzP`Q{#cRC>W^>oJ4RC0KgruaTwLH|qY!oSos!kVv`^j9!O9BXu7VQau zO+)i-*6(>=ba8f0l++#hJJeW22F2p$wUY64G)0YrZ4Y`Uh*?T9Slirn~l=TPN<$nv}@xb9a7*BW3uT2L>dzWVC5mg46NwuZ{IfJzx%%0n~EvN_Y0%%~U`xuUhf6CT3-m{=Gi`{tz#Xr|rK+3i93` zM0(@m`}5JlgRXZ`Yp1QY7(58zYhnhr=2oK0<*^0_z~lBzbKn|)1gU%{xLQ4bGMc8>elxPn1Un! zWe?)%;n(Ny8jXDk#jChmh1Pn2M`$3g zW>SO+?2_OIAoA~j;TZAnwKxrz79eLclLiTmh8DO}Y+np%{+aTBeKTGcxMRh!?tgEX zUnciD2u0?B)E6ivCBlKcX+h+y zqOzOo&0iAsUJ=eu@*)sXCW4ZX$Wud}GfSOZ?{`q%9_5tc7GZ1r?E>NPALS7)35e@z zi!5evyNPdNC8EibW4tMj84#S$&)=;%AU4QoU38~=P6!{L|E&T*lfOC%vFs~2E4ADx zj5-k|Z1Wua*^)8hCtwI+@dAkK_vlqsSrByf$L*kSjiuXdQakE4*l_8wS`wWD3-{De~=MGWFsA%1$UErU!6H&&8NG39J zeRoCp0OxLqq_9Wm=jy=th8Q7A#01t#MH;LXNr1WhKl=4wD+YrMogk##j?mFSG(IFJ z5(;7vL%tD!^DKXEyH`K|ndHA@?vF_A-7$YQ&`(hH-_%8XMhCf4toU(dsh!mi2jT#* z8+pWNJz3cFKgt9j+vig_=+5iS>MgP{8@S`J&j(aU;L`!|X>>N7EiH$lgsi@J7ucXq zT6ARwuC1+oFUcds5$I|l!l)r@bA93a_;2U1fo$YV>FocfIo>0HEfp{HuO*5!^F4OfN&JYZj79_8?GvA>@Rj0sppJ)2EzWrLe~Aq3_$X> z5g;>J*Y1-NFb}rpiM6pDl|Ae}IVRsfJ#^Z%-jk(`>^xUW*PKx}$dIHQ_w9;LuRD?e zw+~Ao(Y^$k{E>_;i%$r28E`7z0TA(Y>Bj|?hQV@=6~&%0@4snhiSBzdf9Zr@1`WGH zti44GlfrE_C4eM`%<{EfSM27*h!|>937_~`^PDLv3*=v8h7ZSWTt!|s?%HY!`y~N; zhl7yu#b>a_JMSBE8Fb^sgWaOxr@W_2k1zJwAY*XG!Wj4tx@+Y7W9Ip^dVo@wYXRwu z5!%L)wk0YyFn6pm7L~7UQ{xt?ML>9R|Qo{QXPL!_YX;J2NOgfh!$$B`c(%TCqPBTVJ!_}f1fS1Ku`DDT8 zES6do_^Uzg>+o~2`6s{~sR3#4uNN-1Q+XxbhzPM^p1*Lp=U|U8`STN^Aq!%Q%(q>G z^}_0YW~M&Vue6w)Y|O*kb;S7LMfWaG!HY(C2{=~n(^c9MMP=F2x^Mvn60Ng6Ha z!rgV@=nl9LJ^>alJh-DU=iBi%UMo>41Z!(+( zY1H}^mrAp3<|1*RUgb;I917|EfkRbCs$ZCLzm+NbUS+>W+__ZaK}tEGy=(E5HEN?q zct86y9Zh*803a!GH$w%u6# z{#w{Z|BPNq9!f}g&lBz)JB*b?dyAto4!fFk7qd18(x`2!CM4I3Z{-+Y$F6kh*i@%w zRYZ2(=}5hqZTtOGMWnHdu70t-3CJwx=*-Ze7jvF{LPB}83RIyi*N)T%1wB6L&c!$S z?JJyg<@a7SF&W)%ra4H9S_;kbWXFwSSDK`ldy=rZahAp7kru-U(vweS599WQ_gR;o zjdh<+5r@?I`fA?_hF>&9Pj_U4`UZreI41!uK!smQmY1<2c1B+Qae$_f0?E_{SAlrp z_11ZlFR$)U+O0GSPlS_w;oEc=szlUT9~1{6fn#C?@3T?`(jx+YvkZ6{6u}z-^L8sM zD?7m6k4xn{p|@j29qt)R5lVOt4)F;}OVXga`yt>1M{WW!0K+EoMiAjKER2XK%Y~$Q zzrZ2L0m$|5W&o=LaLMuT&9QyED9`i~Na9e`y08!LdLW1G zA@BT2$ipcCLf~`?G*W2I2z)_+Wk!4gX84mM1A#aO!VwU@Q=K(+gsk`-021z8q9Ww| zm4K@|THH1Mt+HZ)#eV=8;#|xl0;gH@z|~9g&tD+mqpI8jxdE@0t`ImKoC#7326~Sj zCj_?70049&=@fy}av<{{*xKsZv!7JNuPBD@C}=8>*cMFS^gCXV7f~oABlGL-{7ard z**`^_*^jmU&*^OiX%p{s7+DE1^$)?q{8{$jVaq?u{%5!UMlQJi?DjuO{#PAN^FLPd z&0+JP8mi~N(9LGlgOmTM-SwTNLhET4i z?&6ouYni>pLEn+s^>Z%s{jSUPoGT4DkWYCYWKl?d ziJc=vI(<1z19{eJ4|pZF06?BffD*LsET@0vDH{@^G{WWaPq7K&`QvAE8gK^+jEP_c zvw$T2(AY@`!8{@>B46Z+K*84s%Bn%H5lPdA-EJGC15*j1_^i*1_rDz|*#vpz=bh6n z@2Q;lk%wMMh9@N1kTinfN)yDslL7x|^uyYd@M; zDV_oM@DI2@iC;&RLV(~(QXciILe8-@ZZhU5k9%)?f4un!2vRKav#bTE+z-i;0y!4( zeHkZWDnatQOjqULt_Z}F1JYFRPRoJaN0(tA%D2|gb^bwYzXzOsQ(?co!U-{F%Vu~cAh%CpnDY>!0875A+*lgH@Ez8~*eEFwy*`77LwOG> zACMnjcDu*?X=;An+Fvw^ZTE0kCCG|>yM|R&R&ELoe`@aB9lK?p6u>&{oZK#M-`SI-sJVScmxsOU5@1c);-Gy4IXM)S$bb;Oj%I7h* zT`J6U899jJLo6zBusNHNt+jb%xLD)b`mv?kMwaH|XQyb~bnBWySIr-p#G* z0Q$JX0Yc>i&0P2&z7IdEb97~*DF}{Ps|Jbgn0&AK;)&tK@1M`x43^z0aWq3({S`F$ zb=xCkDDVQGpDUJ^rCWTVGyV4Ana+#=CNbwKUlK|q(Bffp1Qd_fUZIwt>+vE)-`S=R z*Q|Qw>8AP#uh^knM*_tm_^v=GfgGFt>H6iDtc%CODx9vJ1dU2$w6wHdB!UK1%}^-V zOV2>K%QLaZ+i&}R8Oc-Yr{MWar4gbIdGXdM8Li^78cjxeqp*&FS zuTt+2>Uj~*2HczL!6k&0AvcgpwbV!1zqvEshaglr`_sQ5dk6Skx&Jo@Z+K%tR^d8) zYPWQkfn`zFdsQ~uV|{*G4o~a@MJ6`mFzyWXP@06 zWJM@J=9BJ|*n;0KG$^E21#9*8;rTPamjo8uQ(&zrTiOU!9c_gnEW~yh%dlrR>` zO>5vnV}Fe8DE;DA_b{i=)Zyf0n9j8c6K(JmMQl(IS;f)d*1d7`pzi5eQmi{qO%Stz z>51KzSD%KsP1rNuMP55wMYA~#%e4mE!}JM13&CE4n2VLxZn!%B z6Eq8nb@#+!P(gUp2DLJPIkSvc(CHQ{1}uUDV5SM6c~NdlQ57!}}t0QAHGdO(mEU!Ij!zNT&2 zo5$_7{4%Zz-<+|OUvI4E^7>C1jto=Rai#b7ap4GTG^p<9z!?!bJx)eaky;pI$ z0T2qeE$G3s0VZHw#AD4;5{ZX&Kr$#B1w9QMpVd8tCJr?z-odHyJ*jb$|j>z(*xblc4koH*1@4ea34Z@7r{k4A7lCP0V zs(t4@SlK+7Zi7lbtBxngAP`M1EXHol$o3b0Wy)#!uKAcbu0zN3lnht-d|1e8>%h z4t?4#UCyL|u@FJ0*;9tRL8No;$}m{J=qX~Dvw>H@(X-L+r5lHcdf<}JgCI~cmf&Lu zARWDC?Ogy7448!Ljh8r14Mz&wShIFGUXwovIzu%p#z_u@bc5)r3$?^*vzy*5$d;YJ z$E=HaZl*?e*HPeP8IA!tnJ z%mx?fuYi|^-fAXoupj$k(sDd!{#>~``b&wQ9UC#2F2uVduP-^JlHi;WNRV`^2ePHr zbuAE3lJq>~7pJfFw<$}_fz0cnS8S4Tw3jI2Cm%n;kKYG&fx?t-btFj2`XdfBJuK#o zb^SCYdCc-5C4IqjJA@2pS|xcJRT6I; z5690!(|f9e%#xM~M;y!VNU$R}hAG7gzNw~aaP#iO$0i8ujxCxs9@o%OYLEe7M~W}* zqs!ZPCFUv)yk_-|E$TzXs4Ug;s&(ZLJ*R`Z~cW|4t?e_x3O| z>wV?af_icCOjG&uFG{q$K(=^TG7@a&*^~Dfz19^Dvtn|nr|nWaO4gPZSc@{`WhT3| zvtAtK33Z%oJ{6@SE0`b{>AO4E!Jbf{zOr$-{1qEU!mf)$8Xs{(N9cJqzvkPZ1_PPI zIzvY9ko!FI6s8;$b40fG+klX>oxF&tQtTu~(S2RmJ448}<{UEm?m+i8xTlb3fKuOOD2*m;J*TYfM3ZOEwuQ6Km zVs$hTg{|Xsd%e5=BlZK^Sn<<9%E{P*e5Q}`vc%ilmQfSe0}YN%YU(zM<=&x^YBV4*Nm6s6r>QF; zgc|6IEGrC1cj!@keeUCYP{B~CLF56DL=&czFadNZ{q6T2Df9lI^I7@~3W;Qw*p_D( zJqce`?TVM)hkPQtD`{+pnvK!sky#m_cz8-bRDR+JzkWXl@$*5E1XQErLUXw@a1EUo z7RfEV`|$=R?7=!yX=^Fc3<-Sdw)t!FhNMxn?eew{LPs0EN`Ab%a)OB1J`6(c6OCRU zHa`SoAtw=tmHJ`M-=ioVvX(?e#-#7>K|Si5 zjxY@$sq_@mcjgzJ15%!=;yVHZs61N)0jfk%g5G2+lI>gSp zdh!*QiW-brh1p{^d-dRF_a9@UX`U1i+%fRttJfJQG!i6Ha9qHHa=n;KPN&y}(Ir|c zdPGkZ_=?#&=Uz;zKX<>aZ49}JhjWkKsP z;2><(JLFmz54PTF@G@XY7dYpB|X%16HaZWJ|?_nT zM3PD;41mgU>!cPUhPg$MQ_^ipql@uthmB+cV>=y-UeWzu4rQ zWu;RfACFJ$ru%v!FsQvdDvT)5gD(?62WMS)k`B_VJZ54YiGx2?^@-@=+^BGS4uOg) z`w+vvVWRA+!3HyiZp9};eB@6NBS(cTI=@zIq{$kss;IJ4wKHB}h5`OzUcjib5cu!f z%GXFv`YKAW*9J1)Cpv~UF2i9ltZDhkFPzCP?+a9ESrQb>VXM-r5^P7vS`uvB`KKke z3XwaFzI@Ye*RKGLPa|iI096Y;B>NW>Bg&0{MrSSp>29YVHsuy} zzda1$*-5DKlaWd8LPpXuQVenpy;X%!jBmVqB*h2x4^RXChg7aJ1=6Xv?Xc#~c~(Sm z6U860lo!X0Zc428A1+3jUX4_SymRtybNQm0Ak(8m_T01$>U5)R30VttxJwK&lgEni4+y3mkrw<^P#_KQC~qHBo{iXZYcBdso|nQA6M`q zzENvYv4oZ~RmbD@$JY#cS&Ck`pP9Zgkf~Q1EkkddSHAd(vLJx}B~8D9#Ocu2D(XWI zeyHPZXliNJ(KG0ImeZp4Rpf+QkzT8v!)-tnVP~^RA~*?B?I45?#Jzj!n2gwX+A~jdM=`}w1#A^ zLjo;T;P)AJO|3oI#%NI{M`v9j@S|^CX9_I}z^YPt=dbKoCoVWhZrG4+uZ1H~#0w9- z^tuyd5Ek}Epc*eM^_H(Em=p<5ny`MVNIAWm3#}vI6!Bs8gQ`cs!grMuFe>xS$tWDskdvINEL{%zO|B2-JY`fc{D3P^%t9Ah%Fmr~edn;@Q8vHn(r+i*ZFYNCRB7%L;k=X19b}o&+ z_H1GQu)!nA*qH~Kcf{5wTSlTe0uJ(M;zTZp)h~*z(x5qvy;a{J6a|M zJ1VFPR@bPkqdHffosg|3=@8JoEiOeG$Z@^>geYi!on22A=Qe&^tHN_LPbtDk@7A(5 z;;5qS!o&#`TK)Gv8i~pYRP8z%F9jdv=lKfooPDPW+DCuT`!Nl`rG(qGC7)@$p6jwO z*v#8}72Tq^QcQdp;sw8lj4~PZnru3U{Wjz-+JfrM4*dz>CF%lx&u0I zzf&A$?3b=56=YX^8^u8+>9y@T$pw+(_eD;~E;RhulvQM=nFSy@wy$c1=jDV){ryq% zoR!j^Vtv`E*7sIzdE*BbQM|y{G4H!~FV3O-WWf~(V)TeyDWl4=zOWWvqS$m{2wFij z?Xx4>UG7pnZ_LRty<5|&$%$;f3!!%?D=_aNHyl^ceuXwD>vHCVuC$~#9OnQ-U#cF@ znb63LBE9r>T`TxKfa9GC7u=b$4&hyu5M|gHiRV-VNSxLdjk%>&4D7312IlBl?W*20 z)(uC*y+H$A-BRZ{wbddG`^)}RXSG(?(X0LIi8s=;DhdLu`wFabuc2qUl)+O`bS!EG z2$K55u~rIg&4qMXD;%)ekz?F9Wy!UuIld9tPzO1IM1Q876) zr4dp=C+`lRw#h^k7a7-L)L4(M!qqcm0vXm`N5Cy*y@2X`ew2kMI05IWD-PyD9wvbk zw(K@cTK^b&tLrU47E~@~WOT|w1Qk!*%+MBene9F=43a|WoKD^hw*#QIKyNYpQTVi9 zlw{rJ$(WDmOV6ionTuH5b7yp(YOOw)Ch*Eu+m;Xh32*t8%WnYEdqU$LtbU*3F%k22u9$Zz+!}Lg?jGV-Y2`E?bgGax;Df>B8YkP|4gx86N)g zK_4F!&r35zj4R+w`)0ST6Gt#%ojZ!_XoH<;Elqpp_4$EJ;G1dYDEZqDl!7wQyK(zG z=ez?s>Lw+zmt3zx5YfCaD9Z$PuE-t$sdyiLoC7ETj%&MVDu(`|l3^IyS`46M^z^w@ zP8`7G1EBx^oGcMF$?%b?u6K`H6t5@>5`~T*QE3K^RW@HJwqvfa`+(`Aza7@XNkPNS z^)B)?MZu)3BJ-u2-nWTDw>MYruYR!n!KA>50x6;-;UylRM^r{3lJ=|o?3O0T5m(^h zeLc@fzB)s@*_~&mE>@nYXR^AQkQf^*?=z!+e4tdH{D9(Q8k>*27?)_QJ`^@alNUsb zmUqX5NL?xjp#hvw4ogr7k$k1F&0v4#XI!f%aY-$|c3$04GbEr>ZeRGg-n-hj{A8EU z5r@h{x$4Utr_>7V$K=;RVa=@zFmfWnM(KowTW56&4(vP+9Y8hus%6jHfKaSclN7ED zp4ATjg8J+@$B>fw!e`p^s3q_Mill(5VVNKw-71h7$Jq~>H~>e$r}80tJgpdymdaY+ z_lU^gb=}BEPN@RE?yRY2g4|P$P1J*ANOT+}E=fv1OK%^$1%3fDA{KC0{Ag!zT2|sX zT-2{hS9R-tN7s?SVD$(lbcL3Ui~+T1=b(Gg^jtFed{chC%tUjsz$gClDntl|foUC> z>D$3_FNqp%n&4VXD;&x>fI0_4^d!!Qww3}rgL5WXzi99Mb$;QV{;3R1lzc}@bowRB z&3dmLuk4c-bCuKYW&O3>Hs zNO*&3+563ZeuMwSCkId!{b*dM@ISx9qc^-O@bjNVIK3h5&;kYt8I=0#82+sBts!6p zol;}Io)A5rc$f6=n;=9e&XK}SWQ!iz`}I9n1ixOQjVD$qdnZaw_$zjFEJQT2mP!O4 z%m-Em=#nah$d!Lzd+)>3$b#|NRgG)xJ^0Vq@Smy_z=ZyP^(etR(0%(4*cRK5<-}!G zZ1G@}>yH0xS;6C9-+KH#XU{}bY zf5y|nKaU5?A$oG}mjcUHoFE&N2rM`WWy$?mw;BoX?h5YC7!kWqM*vqGmZ4kRig)HS zLFwT54cPw!Gk#hE>Nfn^ZN z1{ps4ZF7$(Jb76;TpgeXLe~R;AiGPn0}6H;j{wTkJu|JV)CL5`^RN1NGu?oI&RCz$ z>Xo$nPAWzTv^;gJXU(}8BlUo7~agHPaPRLT{5Dk?Vmxtl4Y?B(WHbq@dF#cDmh(fmm?FL zOJb{|H}L!p0`hkg$ntdSUxFGo=1lN*8}}dV&5sFTxdY~cR;I~+7a9MUkUD(?XkSqZ z(q6Rd;{fI=f|5{NRZ2cY1R$>qppXj2n7y~N+nzx34WY2C4s`=*EC6a#?*&PkLv=;G zwu{its6v~#($!Xl9dn(`3lh`kz0n<7Vu4pp+mls|%fkvSy1r%Tm-mLHR5bzbjrMld zjAjH2x*0j0n${1hL)D)NG(Ul|v(b5WVOlZV;H4LHahg!W(YhDbpc1S=4Vb0ga|{R(krk%=^IBD7I$|a5+QBZ*TQiKMoh!y&x<1(YizH+bc~;-HJrEB%7evb&gJhdOt4z4k(ozczT5Qw8SjFUEj>q z0`*&ql`*%sez;zl@&!SAnBvDR5QFGh$@4NBMab_@5d?%C_Y>y1w-DSbZgopWcFtED zi&g+~u4yE2f#SL$_fz;lEcW0$h&1J0m3H(Qv`L4R`i|Yn0FNCe*IWWh{bYq&*giE$tVfr3Rxp^+ zbkYfE4H+o1JAlM5lctU+FA(HeD+3)~xZSaRpBB8hhcb5ngE(Q{nSNaN$d)G%w>7VP zHC7@c!Qy0r;K;S5xi7p~c}Y31%pBV=Eo`-srnj$C?$S&@r`;d#;!GkT6S99>dl(BN zvA|M>`&1g9Ny3*X=hj=$pSfi?=9Z_6Ug@|Zm2p(F4`q|(uu+KtrF%O@>mY6@>%O3s zr9bd3Nlp5WR0$tyZ2@JYjPk-*@m_gH|1k&VC5B55xdQ0@!t1^_`MAo*gRR4+8WlkGX<(0euI|$>3&dV#&ip@oEOQ_a8td>1>LVj8HPMA zX#Pr3JUvJBj#O&yLKJm@g(MWUy|gp4;Ge?Q@!=F1H0)f7}#@GYDUQCyZ+=) z`%BBdh||-eb#nd&;y?d9WDigL1<~pEnat>WTGVJQ19(SSM51BUhcyeo4@EXlTf{WD&H^*H)QIQw#ipvK&lue4hT6nEap&X5PM?x{y0aXSm++*+Z0Y963~5+7N>ze#L@uVnHq9p;Dg z^FtgFt`z5>EU~@Ol>dMT1Tn?-;$taCe1U{ciDL@dTx-W2rSG|P4JS~Yun-z&bZ6+{ z^iGtld6`L>mjE}d?_2kxmVY!*2RxKpqzM33LM$s4agWviwi@(Eoc67H2 zEF&xi%ZhmoD$4q@@5-iLO!I66OuH@!U04kOc|Dy!@5jgw+NEw>sCHl{ZST`loLJ5P zCgR1iNG~qRreY~gO@e1B-rrXz&-A-K03kXC@8k|eCBgVLGj)%<>uD#AfM$=)==p&@ z#h6Ps16nOZd2Z&QBh&D$V9pnI*f9!Q&oT&_8y`MkaV1nyEzr9$r5VJao8d>cnI+sE zjrC+?j$d^i##88jiR^7I;2Bb$7p2>Ctp0R-?>0p&61+GMZvoEpHz?cU*RAwJ>^$gY zpbvV5TIu3Kj`93}^}5 z>;APbV8M&(_=PGxr;eLzsQ@=w11$8yrrv2rF{rKQ=pD7jrRJ^$T6F@Iq9fzve z-vO_oQ<7MRx1l%Kq=BPqNsKU{pHV%`5OnPPCrxHa&u;e>i%~xt(C^hARM*>i@ev1J zU7TnZiV<@uP&_iafRD_MBhLcfU*=qLRY>Ic6&4~xy6ww<>ukArSf-6s8I~V0G130d zY63!25elXUrwjVxTE%=>0qkAh zT8nWJ&;$AEdfo<|veMR#+$v?Rc72i?3Pg77)Z5}vhU4*H zV+`A{AalzpH7P4G=UT5pZJS^!cXK97#bCG%c==vo$+mljvEM>7tP2lVBuF8UtWspDzyV8HedHJXO#BJbKB z6oP~l>OP6_3+VnXQz&}0YqaXULU;kh^D7gS_mwz!d!>&D@C4HHRKWOSLZB0U72C@S z3g)J-q$4hv%;H_0SMztABxIkTIIrx+9TERvKh@vU4?!5y0{C#ln<|rJ&p|etC!r8I zUxg9cJ-ZRcvJd(S@&$4x;3yh74-`R}z*d%xlX+Yi2D3<*%& z1DW@LFuWYpaYNl4zC5&#+51BpW(2^teeVh`=>QjK*g@@^@7{ad=Bs3@ysh+wi120Q z%7C9nixVEA*gLF$1aJ4&_Q0k7ua_bBslrheLHFpTU#^&=3vff&OM4jMuh8-XMZM&` zFZ16Iuy-mDXXwG|jJ-QS^Uvb^@(FO{!4SD^ln?LTAO8DGEDazgVl2u{x@Y74a#QfS hUf{?4|7&VCq!@hUPPv!1xIn<4>(`X7W?nY*{XYyA!M6Ya diff --git a/slides/slide2_files/figure-revealjs/geom-col-dodge-1.png b/slides/slide2_files/figure-revealjs/geom-col-dodge-1.png deleted file mode 100644 index 81b4af6c0fa5cab305feed6675a6b79fb9b4b91c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 34075 zcmeFZbyStnx<0yCq7nv5BNEarDqTwv5Cue}Qv@WXk&;pY6%-_uRs?B~E&&NC1yni( z5s>bV-}||b`)tR)SBr!xzWQrKOcErRAh;tZeLW+8P>}$eCE1*qa-v$X!CAgr7ZA z(=(%0Ba@6S$>U;fdDxzu9CB<|AS~ZXa_i%~{X?+wp`AK4f!(q{sA-sCI4!GFlU-nJ?C`Wq$TRLS|gve07756%4>V=;4{ z2hnO3#&4?E2FJr@^9$>ccGEYm2M9;L+e{lmj8uR@st z%i6w&*MsuTdXNnrC|-@^w2v6}Cy7@Z?RR{f&1;@lN3v&9VotcggwiW3_q8WlkgPRQ zb1$cza7;}T`dY>HuKkrM$wpTXqX~e!F7zq)fB&G>u;ZrYIxYXdKQNZ?=#Gug8D`=#@L9s8i z2`|1fp5~WwD1GRRu4FCw%V&+4kB?lZ$D1c7Az2`H+X}v}Zy` z&r&lcGK8=--ZTz0{wjL)m_U8R83*H~lCSNqcuXqsLILFg6V4Yu?V1|D{E^>UcQsy! zq`S4d)v_tP%UWO5!&)PtOjbRt40Ncvp_WxRCad-NT*- zyr%lpiv*@Fd{!s&D7De4m0OZfGL}r@QL{44OMIgxpuUNwZ$^2PxReo?9@5z!U2BvI zv20ump=b5_IXEgg+~N>#A8$A0-Jth_*WSS1z>eM_Ue2Q3b?$=YYx{h4VJTJF zh(m1mlYh>gKcHm&^AVH06!jV3yJc>VW>%8#d0vy~&Gz}^uwW&A@b-O!`xhk1q^fNn zQV#`G+?ZZyxBs2nd~77pJT|`|YVv7KnN{u{G^Nk>fuy4zz8VH4A#1{`@e9%8*QUSygditGzvh z7Vdah^HJkEO=~*+)QXOaHOnBX`~C<0y{#QLkEH|cL#X0}y#sqJF2r?4oz37NgiSQ% z?t^3eVphg%6+b;2#bA13!|0{`(EScfx_cpV1g(u=ad$Gzx`5$zQ&x>Vh{t zKv=A%HX!`tplZllkxucvOmpBl z0f80LbBAkVl+Oq>xKHhVe$RJ$YegBjEFTc3Y)0m>{FVRBIv;8@azrP7) z`xAw|t4fZxrs*xRp;yn;CLeU4`>=Sq%>s?zDW70e|NOOF5MASYVhU~oVoF}!cT2RF zy)mvt%aa{ks_N>j&*CNA?`eK;b8@|8<`hk&s;c^E@Pm7i`Dxu4Oay))s!7Erl?!`T z6A000j3UN?2z!9x8VqPn@;I?ztv|tqix^Z2p_vjR_JFZG2E~5uLsHg%8_Pdd)rXaU z040F;g#%}Rn~(ryl3LUrj%_t<_+T}x2_nAO1HmjXz`YVtdJ@~5q8J!Z?f4ho;aF@g zGXp9tX;4K2+hj4M`1syY-eY7q0}(Kg+paTt72D#>9(bdaN!wyBVGlHfz(9oCH9bP? z`zw-=pe)c)H~(7rKPN%!B$)dD{GueBxfZV06>(zX+-7?ON3p`y(=O}$Cf~kASdJ}A z+_NmH4p-RsG9L*TY|uC}(sB^r+kWt4l-$0*g?AxAEz)5x1;MB;n8Nt!4A+0Y?B5S~ z40G6~=8gIP{l$HV@OikDZ`?RhdT*vTm(u*sZ_6mxitmIMG#F;~WTW~d$4MI=VEm7r zPD?8p_B-XbItBy z!4Zh{D6eNZmK@Pc8hSL=O)iKX#b@zU@TY zYw52J#yE*k?wR0pRNGT>u4-}(-4oW8JFB&oIz`rozrQ6JehQ=>j&q+SG>!MTCp?kx z&|>9Fx$9DO%8kV846VG7?KlZ{KlxBrmLNHLj|+j+=UE}M>=dmh{_B+fIy}fI?a5K4 zyPH#?Kd#RWeh97l!do_dvNJ=A)N`$D$ampqz5g}d66V@+MWKQGv>@K%9}k$<&s%lp z%qP#qi|z6S1Q1+W}{-`-?~WpOCWo9VDhujWv3R<1qz%`tiNtYR^d? zVhnZ{BWtqCX0@~Fl_WPtZJRjWJ&L{8n`$vM+87!-bAn0s(eu+{>c8rrxo~yEs?;q0 zYL-5NmjCZ}`G*_v$sihKMUk=DJ~xl|Smo%Y6q_q|5FQPdwm9fL(vRV<>#Ka4M1^|# z`;}=NN1+Z*4a7i-E_roe;^A@0D^-V&(NgJq?W`ELw|u`Yb$X<>t?LwMvd(_|)^ zVtn&Ss{7h(qr(8b?{+o*SEn^f{rVenb}a92|8^hR((m@#+Xu^ft>#YM(Zf`N*z;uRb0N7IE)+Tz5XiU`%|10dq02U4h}eh@qO*ZkEYd_ zFJ1n2EnRk?)-Yabd-%9CEhE`DVJYNb)xY1x#|2V6P50u_%6q0EQwh}&-wuzOOua(=Cjp~&^kF@D#d>4%Yogql6MJ({nKY5q z$5^k*IWS}G*3XsfloZ=$`=6IrPo}US&oWTzMC{9;7&B4Qt=w93OpM#yrCcvPm}m`O zDF3rNqu0-8LcB35%Od)G`jy>GyfS<^(Y#lMLFns~OJ_}&z6kM6Qp+8xQ(ekN`8p8! z#FetO#7jvva&F7y&w6I#lrLH&4T`9g>+zCL)-1C>sJD9zmb=RDf}2WPrEGEi6|RxC zXkksZ=-h8tAJtQc^Yd3Hk)P+3c7JR zA0buS@;gpXx4AY)uYZ4`?yTKNZQ6D*zhU*Gv!*REZP^BuXTkYsZUyc&h53(%=^r63k;~&582NPmcO|tQ(#U7@BKF3@ z<1r4^-S3TRjDjR64jrW-i}P6RF&0yrrPVkRQ2+0?f4k89h!K&2SxEauoF|H8lTknI9~JSM*9KudDygpaSL{vNJJ?KK&VJ^}HLn zriGsdML-&l6^^mnLrxpkY~8_*Wk}wb0;mBBe0gxb=Y=cT_hi!GR1GN_h2hwir-#^|c9}7tTEr@k+zSo6H;#aPYz*DR>WKiaTvf!>EZXt0E zuB3Y}T^483|FanT=kPy^fenQHFWVWaqq%Av7OFBbG82HKKDAJ-G5ZDedqL!0jj zeM_U_l}&htFX}jO=nA6?8f_b2$mdTdmOS_^>D7^D<<-P(P$4e9 z{^Q|r9i_n$$VZMHICO-7eyh7aL@tt7uk-2NS2=p$ck!O0uC+6I&I1BR=){GsKCE=g zw8n}!+|ewyHO$TS+S`2%VOS;zK>Ds~NU$QO`z+EktM5eLRbLi<)k8WzljXaWp;vbA z^;qO2MTKtY)7I7cJE2k2Z^H-?+^4Bn)gKc;kZ)rk!7gmQ<=k`Tvx!E^9FC{~45B#CHd(1=he* zkajqAY8m$Anyfq**_=qM3D?lqvSFx(T%P>7*lh9W`hfG0g!n=&>B{bprA{3iUy0Rj zru*x|{)VB7f`ohP^-`1Jd`xBF>3I5`xzsZV0NpklPQQ@7UQizqtx=Ijn4x&9B}T+j ztkx5audT`OeDgPCP4?k+0hAg$zB#^p>FY7X>(5^-9c#fX-LG%Jun8nSwacIUbjqeb z@MP~;J7mQY_jjfYj`Mqy@6GLuvPn_9txi)XE5$|yjy*|qlzmQ1edqJb7x)h>I_(=n zScaG4_wKv=@HreZ4W-M4Bc}wp9j7{Z6ru%rYHvtZ?(NLg4DGHK+0K1f^Mk3Wm|TY7 zFW3+9c{oDHn$T-+Yp5nEQlG|iy@p>9F3B?WsoIE;3iXRPE3zq2ct| zBvMaZZS}b4{6pq8)q?M`ynyi8e|<)CaUWu4P6_6EJnaE5Kjx-0{`awH8#>eUX#l02&NBlc=}$ zg_Lh!riJ=Wy1|ac<07N_uOdvcfhoP@2ZZ>gl9yVgDmg1>WyPfiX((=rzq1yF(xXP6 zEjG+pYO#T7_$gNwfx%X9*QJ;WW+llT$m{r#!dBwT6fIB_zY<6V_VZTX_(%?L*|o&K zyghGHHd9DEv^^$N^F?TgcB~~fdKB(0KxumA+};jT76rx4m?FMGR*E3L)t5px`bfqT zYD7HF%xAGpC3erM8>TxXW)94vvH#*i9iP`m^I6*;RWx$FpF_Rn6PDVed-rn*sT5RF zp7+$yHyHxos@|V$513XLI9y zE6m}j0FJ`wrIgpMsFYxjap%PPT zBZyxJe>6WZ=PA?=Gv8k!(>XQA0e;xzm6hn9HyJ`1r7IxHXs5Ck_6*+-hf?ApDeFN%D03TDMVCkK!8OG>SOJYJn|{yii^`k2Vu94;%U#D<}Gx~5+VppYS8Q;k<|`yLp{ z)REd~yp8}&AsMp+W&Whs#oyx((mkqI=s*mf?EB zpBxGg_U?$~uE)3CF6?{J+uIr|CRA&(`7Ne2P*UJa$2E_ELv)@BlT$BOiIj$nit;sX z>=2CVGaM6{gYfXJrI_dnEt>a)Sr$MCUr3ivC%SqrSPk(<*}NP($;ruiNw<;H@^}2+ zwrMv6Qfb4EOyLEGz1H_S&(ukG(Wlb6kpcb;xUv#O4IR5Chdnshd9S(hu+YB8D{RiNi6)cu5H| z)@0tWpCV;wS(Hi9TzkyEbnzT(&Qgn*e?7gIIIUCrjn^JqtBsku=kI(bXqDQ#|2W;N z?uM`(;rjaHBGV29{t2fq0$qP=r*kJV=0QPo6)>e-l5PGhL{yyz-U=upR2@ z3u>%5^NLv2RN^nq{cF^w;KQ4E{q7yYOoz<}0eqIR#3fhL38?VeIY0C64}b7PW@6y# z3-g>!_Fn_AfOH7f1w?rP*p&r-uM*VIGt+vn_H8Q2B-%K^0y3+o&+LCwD2WS6ftD9@ z*T8v&{HKtJq@OJ#z_zA@88EZnmceiwkSp^HM8N;qR|yNRdLt9il=i{gA_Juyrb1$?Lc!}hChruZBgzAPGPzlp{+%x39IGvWRcrzP zX9d(Cz`nl6N=I9f%}`*$nXL|TRFfw?AQ1bO^GYV>$Y!l$1Ec>VpuCd`<6N^fXKnDJ zB|Y4V7n`_hatv##8(uI4td8fJG*@R94bsH9O{Sg&`0K1$Tf$kF`5(5Bvj8J5N+u!4 zy8qe?Z8;d)--tKLxxcYEn$VMH>hIF0O1twtT_Zb)hPj+1Jl1^y3RJXe$#>e|AEdeSC0mxSE*n z2-FSw4^KZ2IdH-uQgjL;; zJ53%3&}5ou5EcKKo{G_sYkzQPtJatNO!rsP4HO?psU6;RHyV$1K1Rx_Ku|VYYWZdQ ztm8ymTc%DCk_^oMzV0PT*iClq@x`Qd_id=jP9Kxno>wkj;hvoXEOULM)r(F^c=%EE zaN|<6O$GIHsonMY$ja>`bkriaeV8Pk|e>BE?Ix5s3jPE{T zVQ6Q3{mTWf-R-x5#cwoYZk4`yb4C}Eqv2TRLHVX`$M1?YNR?zeTQcqk)x1COMLhk$ zfeddA?RlQOFgaA|rJ_qqa`J$}f>Hud2vYYaZ^mDJAbDJJ{nklwH{hp2-RfRkw)>U) zN#$nWH_cZ`gOPoxwhwEA(T=ujvjfu8?YB9Okw=RTE^M0%TNr?827BY1ZW+Z zz5nyn(3O^w+0vKo|HX1HOWL=tPyHk7OlKX6lY3^J>m;SZ5 zpFzT1ZBU7X1=6L7?b#eroq;)Sd{6JWZrCAGCm7WiaoeQuvi__rs*W&n#4L{GTErt4 z;%+DahZ1xGk9;Dt+2f43jhc90PeH?fTjc*U4l^tz%q7l}Pl2$Yts3`o0kTt~zl1$ij^)>FSw~ZrMGea(r6k zT}Q^2Wz8*6#Pcj%ugRl?7`3yzR(YK@2q7V>!H(O_fcYTPD_6|Wg zWWe0o!AIzd(MK-sU3iCS+a?fJ5_FNs&Q zqAe%L4oLZuH;?QJ+nedBIP~T6cCpv-PjyDA=%$i4J&qOd++NRt49p)=u_?)2 zjQ$Wkjx)UijhwU^&R)Y#_wzaf&rmG>T~U5DfXMX%t~VdB-GT?`7vre&VeybX0c=K+cFMz z{ecP1`_xk>L~J5hz*BdP$HUqhjcJbHAs&zS@;qmLQ}>JI-4~@U>6(mY-`nt8?PM2T z-tKvpB;qi3!9`(PInA99jCfmIfF(#UJ3cP5i3{Y!MH=1Vo z1@>HC45)|Md?79}uN$iWX<>Nx#fWhm|GLBSS2?za@{?K1b3XyVE~VrO1hoS_3a4AG3`yohJXv)EJPL>BB-Hyg4uGOTi9ikXh_ap8wf(or3_ zVdUlZ{>A!Z=t{{-@oKVK0?GOluR6|c7OqSuH9oL|i~yL+sW)K*M%xDA0~G-R zK}%b;7r;duCuK&Fiq>xf#>JLsJF*t~-l#rnMew~#%jR3*_e*)LlF>0IH5k)RZ9j2F zf0(Z(Zrm;Sg4f=8SF7vZ_!;1rEh=F7LtkqfY<`REESPBw9Jcd}FMg!^UbP`edid0} zql%j3t*^wKtzUv<)aYH&h9q%+kt=1G$H8yAHgBiJ2rya%wTA5yZp&ACY4%Q1Kvq6R zwEq07?!|E-4VcL>qU5dZ_4?J)%KUd_pDZ+PGGu-F0BSJ*;s>3CY%wH=1fXNG6)G|R z)SK`8Tuhb91=8C&250Gpr1^_UBmL-wZEtn3jG%(}JQo7g9?HoRlhEO!RwsBOjn*k}|8MAs%%kAkp4>-L(D`k_%rQ!$8{!>eiqawSPd{1Sk+8uSo5Pa+&G| z;+hU2E3=?d*WMc0srEm8PxCRUxB-APG6yafD4G3`DTflQrjACqpd+^|P_m#SE4-fg zsQC6valv%8z6%~f1KKNYyt3XH51%OTgHkVx4`x)nh*_bWKW()0#UgH4Ojhw(^4+cH zUoRA8#E^U4m>Vc_R!@s=Uqa$>T;AeF@sE+_kWHkX;F+a8e7E*j`}mh=O89Ryk~dOR z-Wf(OMA@Zotj9e)fD!Dst*Oppl_)aNp-H#pl|>13R()DMN-rtCJU1le8mbs0{9fId zUv~HQJev}`1Q5NSp1u#lss+saFpTTp0?$O%%1X{0JZuO6SsDXit#I9jJR%_48i&+S%tMx#hPq*8(ZA)8Z& zq41BadsUfTG8VO38$Sb?DQzT{$>5>2C>uObW*(v`kis%bGGoOOZ%iEi5xd5lHWtMD6GsM2 z!egjuPLSbB3B^Hx{VP?d;4cCD&w5VzGE`IqPjQu(aroMfCnweh-TA};t1$!#hT*TK za7!o1sAj4YEI`DFQVF_+evG)4LNln`YlMRdDPUA}nqj(8_fZ%mfn{iPDCPfgP zp$ZQ~SVbd44L&DvYliusulV1JjOCOhBil^kmsmL5CnBY2(1ZWxps*bk9i+} z2|p<~=%=vNTJ@y2AP>-v?LUZPq?ue$_?Hf5?Z?!S&FusjhB}+`MXW_jD8OIscW5P{M!ofWtFZcBW6e)?34)ZVtT zgJ%Lj3Xk$yM7g#nU0lU<4`JEJ59a*uQl+!A?#f%qE zwY*Ws=XpXsL-T|u(2oACo~wDo-{W^3!379at7+(wBSZndAwrU+ZPwrV@{-@E8mhRH zNX`8=1KB8qWQwoOv2cK9$y2^9b@J^YK`7R;A0ag>wXY*0K0NK*&rf~O5z11wi?5Nr z3ZP4YPhMUm4=U_~$tF;lWwe4%~2ulQmJdN z{%uPZHQ5CC!VlWnT6xL(`tJj)?G`qG-Z_eJ)uA!I- zIkWtdEC2ZxF;y)sElV$b1IPmkObf6CKciQE0J?Skfs|cs8)Rwua8Y`O9M!oA$v=G*HFjk)u7GCAeUcnRgpZ}07gd3|V!Yjw(RyMcIMN^$vqtHjzP zL}A=R9~oevLv#L)f_(#UtrW=$uT-Yyky<(C{$eAe5=zf%_Ko&o(+OXls&nmHX;=3z zPm|h@$4t)&BK6(O|7=hMcVzUZ4N+*Jl{+*52$A9ZkB^PDZFVK=L6Vy(6Qkb_mLd4i zcI)2u_2SLR^co0)Bo#o#_#?uN?VUNV0)Cx*ENsx$`|S^L3~I(41hIj=Arb>p zL&g>+G7Xw7Kpp5=m13v_f%Y#T4}G-*3{!HtYS{k!8DIMmb`!LPH@HDRqW^mAsjfiK zZ$v`w5x>OVg^)~sTqv-(}W&#jDTl`U>kbe;y=)sTTX#>&DoygbTohRm9zlyeG zT}og%sJ(Q)%T)H->f78dnFN8MxhWO;`Y`od5U`VYl+E$&5n8Q&c=1 zAvD&hs(fL!7T-(C5X^%YU(z$lS8zAZd(C}m`_L!GiLvw?+x)D#w`(VB4$ris-y6ks zR}UXyImcUKyM8IxlQ7KN;5ndNPwn4O@Y43YK=ieUX)f){*ctTD-`Bc%^vG4Bb4kvk zQ@BgDnD(zN%Eumrk(}d$UHA5f8cYH=kR(lSq6I?!d(QtjV0Ke@gm8yBOR;_aIKQ+C zoR`i{lw!#bP`~tqeUAxMf%HVBmp=_hb;%wM8CoiHI8Ih~B^3s)ipdu2dk@6GlAy_w zGyJVR&Hx8FG%s~RI#q`Ep zBS7Q?i1>+PQ)g&X-3975>8>oj0DX(Pr{rq&SrBt3`1z5tp0G>TK~WRxBKyw}&*`26 zvVAD1=%*C$-L7odmdC?856m%=))n-0ZOqtsMdN!RG{oBsq}SpLZyqfXted}nr|kYm zYV$+S^zE^2+ky}C1M0p=OP~a4LRs?K{z>l-oPZzneXxIy5y{gsiKuBrV}7+Y_hOaa zy~+tdxG)Z)DZWD@L=S1<(A(Z^cm`s=^7%{MNF7_)XMKt&(HqIpSi?1x*a%VKH*GAj zx~I*Ud;s3}%`EKY{2V2~g@hZ$G#SI?*4O@YQ88ZaH{@7a7YcI##S=>XY%d~@O3`)G z7Tdp(FsF!W8{>cS+~SAm;e=$dQ)swIjLw*Q0m|Z@ACxe>jv+1j#yNb5Z?7s~`aL3sn*|kL5cdceGBGV4X}! z9F!x{F~*|2LVKg3*C}!(x=w&t`oIVa*2ZbGM=z-7Kz+(axej+c4IE5dfj(lF#1K-= zx&hs)0oj<=)H+giYXoQ%ao6x>cpihA67@2>7W$?Wk)mEjljfb z&qQLso}rJh^Y!wB+{xdS#4;y35SWg6kIP`=YDz{1x0}M}?arc#@acf1gNkwDB0Z~# z|6V`d*7T=5ndr(k(9F4Y@dH==SINDt%Dw1OdeDWetag1yunsC{xd<_lUynMs*F%9y zvpIw9U7!;us^~$-hf&}@Uw&RYf2+!S{>kRWr+isg8e}RoRDxK)#Y4Ly zntP*c3sNkL#3cAZyf}I!djA4~DnJ|&#J|@lz~+n?l%>JNAM#V&?~Xu|KnLM^u{*sN zrxQ7a5hU~nYOuL!3_}ov5!Y$8yEtK_9h&LWd<;Xe41yt84jjDrYMS7F2M;f00f|vZ zRSr%n)sTphp*xkNxc~haGSQ}Su6MN4ll4U?&Z61tW7Ey|{{_qddvMta3=}zpLPPf* zT%f|NneNGxj+gYP7VNVkMZ9`jne*J64;5BDxwfG3@dHYi^E0Tkj?i3SM|8`y_vb&p zmi9j;)A|DIxjN-;0r963Uvv6e!dr9+5ehNjz|&%a+*-NJg#E}t7D%K~h!qt;#C*en z=UWI4)4AN@sd8N!^M!!rtCe?$WkbS!^++hI;#E4tdr(2*5Bnm+={Ytwi}K+n937*` zfqk9MxxVzw<~|c->0X3ho8RL@#u3pjA(0+%Z)!eqm)P`dKOU4HM3R35IoO3V#Xs7* zl*0}vyPg&|aH3Zl%CL9`<0rYrY$ zk;Y3#I*lvmOUtjRW+01B4AqX)g=IE1KaK3WZ@+p*7(@~SpzG$2WM zVHqNuT~^b^*n zU-qslB}RXnulp zhZaDg8_VLa@Cml%swz*+;e#{DkMnNr@65ZGR7g4RX|pA1)<{z;HF*sn)G`e30nEZf z$w4qdO?``Mie7C7;&AA7FVmdk-2ZSCX+NSA`_d8uz zFO~HA&ZIIg(yXAuyOYB^v+Vkw_v&-TU~8Yw?awQ(Ud*mt5^2wZ!sXYGSA~M=a9)g3 ztY}iE_M|jJ0lK8@AoroWN+Q3)fXNu2-vCvJ{)Kf?cjiOhw>k0MLMR11KSSG~Ye%A7 z5KRfL>+Lz&poU^UWTgb+|FZxZ=71pAFFm_LbQ+rfj;>w-hZ5qEUA}nrs}a!#LI`}_ z!OlK_??8GF*?DUuL1g_92xkxvh+y3{ zen-;_TK{eTGe4oDZYI~@Ecwlti5Y-5?&cgn1Wmc0g6QL?Z6HUcf)2rR^2<=({Ou16 z!w(r*J#@;7L`iCAnIs4rX|W(!E%F8#)I^7dL8icqr8Kp4n(3f$E{)D!z{j?H5hjoE zkT)Ip*U=NlA2U5v68-&F`&xaM=vUn5lf}0`f$BB%KV1zXhkoNlMrprCI@TpDCBL|M ziRsz=XZwn5%!VX|oErpsK0U#T0+`i<@M}&rA;cxu`s42ZP;W+F*Ga{@I0X+Gq=1|c z&fpX;!E8tfTS+d&eq;Qn5W>hWzQC#V8bTpN$GP3q!I>l(s4$-mO2i zu-*pca|R-=jIuFK_*`TLMd`c2b_$%RegYo%3_I?TAg;)nJ^$kj8)OtXeF5-N>>x8# z#h1aUSfP&+GK&8!$G>c*|5pjm|18J;J&5_=wmZmOEfi?_RJ63HA-acrN>l4FH}8lz zioVN)s4DHTs_UD+~Gtf^Xxa9 zC$1pi6|r+Y(i!qC>G$rIMrl1;f$d=qNpkekcrn!L-YK}CR1}n4-}=QSW%rlz;2?cqiU~=`FJcc| z$%BC?ce#Q6h79k;0yP&W-kUQx1Lgp5UUisDLF8lm1{3hX+p=I(@v#ROzQDl$Cl|%% z=>-iXcz5>WK2Rn^$Vuy@gd>$8ad^hR3iTJy02-|CrXsfQeUZ653ML|eVv5E#gkVZo zZ(OPdW`+hi^$sN~h%-riFiEbz^}|S0>drxoI|&a{{=t@zKh58Ot5krrco4h)pI;V?j5g=Dh!w=`76V{cgESdKKjtY! z%Xa8E9qlp6^&h}z`4?tHS^kR={lh~>@hGq2CHyOn0NO`f9KlL3AC0r_cUhEIi@g6p z1oNidIflcakT~YGyA)po9l~Ttlf>UcjEdBTig~f;CxIDlavBu{{RA(8R_ZoOd{*sC zsZUkvG!>Cx{kQ&~F(74AIs)C#?1Y7vaG!utxf3s;F_evM3=v_#$sQTM=xq+3LZGpV z`>u~KGT;DK!D>Fa$55ayVESF;vZe8!>;Q&eV(Ihwx_iw`|Co~hz6)rlGT3}P0nG_f zngk@^Ys)|M%5H6y=b^7{CkHsJH)TlQL~jw_l(5bXN~mGOl&VY>eshOkPN2oVeWP zBS-WAXm9pjFSSwUWmHrOG~OtlKqULo_S&H>3$9<81=*13*&3+oUv5#Qs1yn3Z%9;A-5{UVJv?8P^i-yXShufp)sA-mj8aVnVd&t+c++O1@R z%KU<`+dGo=R8acnS0cItwon;LG4|)YoMAVuD#g(}93(?!c4k)PGW<$ryb%5p7=70F zMxfXWp4Kn1H$jLIY5yi@M8hn)-Y6DmaMrVVTzGQcOHHS-%v$|mlOT#r%nE6W2dS=K zge%{uP5Hv7XRC7{S?&6<3+EO20Z^0kapxY1nY@p%u@LkNJQkX(i3n2{^qD5E?Ktbc zJn`ZJ^RAuo@Fk&blS+*OZ%i{GQoxbzUJ-?MlhHESWr91l+N?G>< zSMt_uS+>4Goz5LP=&EP-0y=$VwHe2Q8_OhQ9Kh80A3wgcwRW7ZV*U0@VY}OzlF?@k zFTFf(s)XR!RDxETnI8IoJ@`NEHQJr5EH--{0q`2vS7 z*z-L7b&Tic??&cQtw~kfGi}?+%+}_9z3yuN%w9k9`};dKyaYI#s3>j2&bSS_$jR;v zd90EiitDX4jMKQ%Fzw3#^`UxQZDP?ii^za4r}FA>!9tCIQ?Kfy7klbBj1} zNCe_glf0Y-oIbk$Y6(b$@G~C8alZCQunT?Oegx|W-WX{J9Y-4*aQZVxL4L~4b~=@M z{~aKr`ayi633+iH$2gzB<0^@&od2g;{QYp05IJ?Jy-f*T-dN`rfN94d-#!lNb^_Q^ zwuPq>R{@7hsj7WKT4Vk$HbU2^J>|wf>ykJ1o`t1TB1 zAZi&T;Y?F6oSK{Rr3`cM@00)Y<$1Uu^T@5ZiZf67CGghK&OSsqn?hS1E@t8pu7o{N zW)67GRiO4y0eX+L7*zYAY95?iTs3Uas2x!j90Em5c@@%$1y0V3d4>vPvyYD>;bpJ# zg9Bcf#nqqdI!~K2FRNT-Od_GNkLC~8xjZT=Px>O6mAaZa^c`Jjlfuid#uoiVC8H{` zNy$_+j<3(iHx-|XDFG%2F+QtZ8?+K-`0ypeD42r#IBehiC3G2Tj&y@K~| z#xM!?q!?6M|IqP*KbP9~L%2o~t2av3;t|>YEB@ETIfd}>6Pk8*l%XpEZr4DHJ|$?? z5E{{TgaDIp?qotxYTyu&(*t-Q5C&~yeXmXR6=ehI=!~>GXn}sEIy#rv zrg>`FpWZVEddT}}E|>)ucv`{CHN|;vhJ&!TH%7!kA#Xi(s2gI;-MyW)q65c-tKc|A zT}xmjdZ1y1<(pg>300Xiyf?cX+65KPr2EtlBZvmYTHpuh37!>zW7e$7$SptAQird= zAs1zuTa<;N*`d~*C4tRxk)SQq<0!$9%g>`a#kQ|c+tr@<AE_*(l33P9zLqn`+ zF_%5)97Av`KD6NyQPq~iA1O*l62GqAPyD5GAV<(FvW%e0G)h+wFf zzO}`W;7-7|3)EfrlP}15^dmvqaD;`J=J#a9890tU7ZSoUSqYF_DpB=HYG2`DMD|I7 zIN=XG)i_6vQ)qsCvTQ!fzQRo8aGm#n<<~e$7rCui^a00q`}q}vB;{Q9r7kb#63MHB>raV{FTcm8Ngn))-ZmN(+3n@W;A;Gh|=S6NJ%0a006dP_tLy&%ZU zgkww!!9?Yp9T*wDPAyMmSKixs`ut|kR9CjMhyUUVyVPTSWFxX)<7%f*jo*NCHLM^s z+#5W&GSzi_bw&RW9DDLi=iQFlb-k_0dS8au3a4jcw+ zA_@3)G|3ePpU+=)(Tr`z1gc~{VELaZxHW$q60E0n2s{;Lj)7L#`&+Q|*3fs;svQo* zUN`U%dbw(qp}G|wBX=r!x3lnif*GZCAIrLYh&yKSgX2Uh`&37Ir1_l_1D7orCKQF7 zfd|RinyZwWX?%02+@cjztdk9LTRzaI z+>A6f2hv_%)TR}-O(1n*-hQ;jwQ}6eylP|0V6QjK`SMN&+-Its98$1JrSyxjO%Vid zKgNX&w?+%KYH+wjzRYlF3}}kBX$6(_ugfzjg_+I<=!>lh%XdnC*jXTEwos_qRl z;O3+nw-4lt1ZM{Ge^webQi(#7U#Tj)%fKHNLvOW{ z&=qK4tSGP^=#}8{0x^AT6=@f~#D^}7!iGC=W0%*y{jdY2vGtuZN2%%qsg3MUx7IN; z{C@K0kfY?Dce(ckf-rXG1^I{k&~3}e;Ijs&UOIm1;1-v8RX(p>X!XiT=m}eCh2s~l zk||K!+t^fWBokAIMm}5IC97vHo^Vr*qa)-@OSFGD;TB%C3_0;ZI-el%#mA`zFHnih zohLnhdAu!`J!t`_+lsDN{7%YSjM+B&KQ4B~ul2|0N`~ie6O_@m7(EP|MTa) zON)~?rPyw4g5tIa&PM4cD`fq6ZR4Bc+?nQIFS|eGorL(0c|gd3Vp(r~_nZ70W|&%X zdkXsck1J*21zr**i+GLq84-C|eSc7H13yEttJi_&Bmq%nRdiWKj{&%I8zQLEs<8r*a)`;JU$>dT#C` z^NBjP$yI#b+);*`^mGu7G zwjX7Y)C*f3&Hq!~mB&N*zH1~!S(=ne){H&+A|cBt!dOH0tt6(hFEw^D6_Q;c`z~9u zL?lbul4PlneM;6EjU^-Je(T%v`<(OV`Qx1b<}=33Jny{E{ap8T-`90>@$hI&M7CT& zH@#`uCt_PxRF)$z`iq9IWTu8n?31u7BIwC7df@e?aDXvlL|+loOo_ z1mo{J@oe#ZP^whEay&Ok!KI?uTu` z&xEYEh!S_uCl9Q>632_-4NPuo$>N)G{WaSQi3KJxjd{0Y^KKto?8bqLRH0hVM=#zey=?x;vw4{`3;Jgs{g>G7?%tgejU?FThS z{6?@#>{c<~ThhcAEYDg?C>%lFNq0rMwjqizo6`Bu6D?@)f-`O`01n^@aFyAkg3-;j zL%a(NEWq(Ui@eVb*Zf@E!+Lj$elB4#DzM=aX*F z>Q2mLc$!yTcIC-8d-(x9_vU`_%(lMLLO--Dzp&WjYinB&+%!(h5{UZFj9C)79+-Mg zZrL|I#JbQyG?8)!SHJE8m&Nt==6d3{H&?IcNZA@ z>m$BVlXsx{$X2gy8D;}`&rBRbz*h?kh6?+_So>r(n!0N&CvPsv&GeX*t8OLvyl$`5 zCFvtIitC>e{n}Kny0AKF4s*YBHfD;1sW=T?4QjDf-^kDKh~{-Jc6H)lry@(+F&fgN z*zMUC81E*lzRJ91kzwF`l|nqnMSLxGZWrkSkg`6m(DK0JM?J{TvR$ zgmwhBiRi>!>i;KsRb;XGSB}7y8Faty7VC^RG&&9Sh4SU!(ihk3qvA?KR=_B&v#H;ffhpGj-}6j94} zZvHLBD{ItWX)Sss?&RQ>cPTuGWz!ojQnJH~bp$_MR>54`*Y!Ei!YZj9YtYDc!8@$9 zWl@426W{*zt7VPP*BG`@7%(!=9I$$AclFe>x1gEPKXV1hRvpS|rM!^d(~ZwRqV-9X z{C0NkmlSWJAOrKh$z?kZ+A1{~tXIjX4gO1;xrwA-LZ5K6^P@VlM?|4BhFmjj3*NQX`b$L3{4hyImZPh72Uca| ziaPCSP+C&zrx%KWMY4A+l&3km9KBp|AO)G(#AqID&QQuqx^% z{HRqnMkf&XC<94t$mW(;6p}!Cl$dFfbQr{mfME6-F&7G*6d86%pH`go;e^5ruXSsg2}jt*4dZ6X#nmOvkOU!> z&g7Nh&?S|x>nfugHafFeG!-gNc-pm=J`&5#q`GTJUrm)6j~!%BZantb!boLqYkGAm z(wp>>E$GX4#tuF);wu-nFlgwn6+1sZtgvT|J+(OUv*%r45R>wYYCDd<9vup?-}QpH zFaCxyat}P+q-UX74%jQIoc@A-`udC3kxR>^nR5V=JbN>sv;8@q+7gV677Fgr#gN|i zMBJm3OX4_*KNV-LE~_@h#Ca4Q+}G=iPFsk^&J_x*x@8zyF%ku!>zK~W-za+e3&Ahp zXQsQ5iJd3tY}w6-)sZ`5jgA6gwAlRArj&1NY)1O?88Wr`; z04N$9qE-lsmC2$Gcd`hRpqGM5Mg=ewZwZlt%CU4!g9r?T?5OX?TqaQyyMr?~ppE~)H@-3#08IlRJY9~kVH*h`XazM0WswZ8* z%UeHhzal`jh(J0AP~fL@Mx%R-GVYST^=R^stJOG530{KWlG8NVY=|~%57!k>{B|U? zZN@n+vN^fV5lN=%82QFnuY4#5}5* z)#1(`jr}-K1vA@ZPn&JQ?xb1M!88<;c>Bo08K%r$e1X`I_)k|%R;WmCt2%QEkqXNXE+U^r*3mg|9~=sF!b4w*ZeX6EqE@qJ&y2X&?&XV` zNfItO)8c&fv|q@gv()Z%PTxJPZnC*D#Bye28NR@=#dVL0IsVJQP0(bXU<2RWO@L46`|!-2fUmYkb(<2M1%qZk&z2R zZ+g5bN`r}Hwg{p|=#!Z@rOsVRM<0Uv+k`yR-+TLAt>^v2CS^~HFTF|+nupXFH?*-$ zmLoiT25QgFiOXkFn81|gKIorD56}8&Bwjdtlkv|&gOG)e-O-8tvCwqN_9C;&4w#T5 z;RD98qGBCpG#$vG5}p|F>mGmsHIu?XCrPbCEwl)YBojXuz0>Im`O2+FE9mL6w;A|7Z62r!3&ut)6fGGL$2BIZeD z+7AOkhVQhn^fYLTBLuxh=>{-ZV*rLZxhv)Pn^J}m;C<{@hTS7QXZnOp*sR*(agTQX z0DnL31gQaFp0a~R^VbQokvIT^ZBo;9EXx<+3ER!M{(m+FcZ)C2tPzM zzjo4e*26L?P{tSh0L191Br5n+ zt=9p$`&h0mS$#wm;rpu;i+w}3g2hP#buBcz@PlAs?8)jTW0*y|!I z`eRkd4II?6TU|k@<<}+<+(LseCHzJ%rEyU)MiU>pl6UA&oGSB!5+-iw4U9UvY_MOb z^lq@>s_~#A@Mqj;&YBJVvqoEml+ljsK&}N#fXc;sPZ3}}$8~^EJG>wRt=7ewV25&< z5v6S-xP(nr9RtIfF>r?08u|#WzlYTcnKkpm0(;CpROQj$8>j&ccJWYyfvE)9j>Pmk_{6AF zQ45BS$~j*D@w>S3Am$2>+zhP5#Z-j7QK1;DKV|J>S~6|IW&R9RUY&d7>7Hh^?tpaK zRntyp`OkrHpDTxh5<+iKu`H8M&%M+Y116^Z|{^31BAn2&Sl+w zjY&>WP}rih{M-T7mo&cvwz?n!=>5M)vHv)nI#Qp4qVAKt)l?6!!Ne51b6wA11#Ys= zORWB@e(z56p2YghqtSr|ch?GriP}@0Bpy3#QW1+JA;Zo`h^JD^pwH**3>YTrx?rvS z%XnM2S_^QLBsP}!tIfvG4Vs%!35(=Dx%`tQL5>TIJ`y6x$$9U8gg`wpTCoO-nnc`tZlw>eBJ;HdW6~RJ3Zx40epiPBLt#h3?$)C@q-`g%2f)%G1El8|D zRE6%TN(>KUaxU~rXcNAFUtctb`(5(lxN6ERMx~Nfs0{^cgOkV|bDb`R4=U*}OzSPu zMRZyG;#mX|Jr1e&ZyLdTgd*8NsBkci(L@78%^b&2WjQIw$}ASXj6E0c!cc znB|CGtDi^K5gJIiDxfc^A3R3vkmyC94*bfem*ULagqzPy`?m1cM!LJaRoFX4$KbW< zs@!@>coktFpq!AE+^cvD_qqk0Gk~qsXua?dp=jd-Yhh5GwEfG2)#j!WU0zlLf8uL4 z@(nwVX&?Xj4K3&$yu=9}U1>_A2vcZY;c$9x&G)sP;|uA-wYgW)z^Z8OOVY#!)F7@5 zN##7QhUs)k-Hh1&h0_crv&ycFx`KfR>N-Q4_o@7=yPYR9} z(pZ8y7`TA-q0!-wP=o5mlO8b_C}9sOoNr@U`2u&GOR73lESHiIbIXU|vt$Nxm|;0Q zDhJ~24u{TfAW2i3@5S{=N^@UyITpk|Fl3cvIGky+5&vUMUZ#-wvd zJyi>w65ZGH{ShNgz00N&j0|?vzfme*6ehk;`=T<zy|H z|12g2%D5Vv%;_6HBTX)C9GhB(4odCoEmhuD@JmQpJyeQv^1}%<<@K&m7WYn+r zR^SW-%oJeT?VpJ35ZRIINA*XUQsK*>raCtR3|xyq}2>V%r~4j-zG zg)0q`#Bb3W82#_}zL95>W7IG0Et(jFo&k$}Np+E|gO$*>@i_5Om`~jx0_6bm)$EwO z2uN6iRk*l)w>qZ|NlZUQ%CfGdFtaFID_l5o{tq_Q07Cb#Z%{#74m4axN8?_>K+h{wrkvl|=<&;xLud3_nRY zINbHV(8kf4hGyD9kiNgl;BxBs2}>1J$B#ix*M0ZK9sGUy{(7e)hiGqY!XfLaX>MA?yx|DV1d5D}ZdclqDn@c-Mttty?8rJ|y`tf8W8_}6v${qTQ(o!@snf7xhl UDnNGtK9@>ERY#@dgiY{&0kZ4R-T(jq diff --git a/slides/slide2_files/figure-revealjs/geom-col-dodge2-1.png b/slides/slide2_files/figure-revealjs/geom-col-dodge2-1.png deleted file mode 100644 index 304f4897ab318dc147a0e0f542c9db1e02d7e186..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 34067 zcmeFZXHb;k(l$7ZBN9ZBs7Msa0w!`AK}AHefMh`w5CO?Sq6jD`AczD>ijtE^20;lD zR6xl&2MLmM+J1bG=RM4vt*zSHcfZ}Q&JU`nx#5}nxkLBWS6|&vloe&kNa#pVC={98 zm5Zt<6vh*ULSu;tQ7F`MFhdJ`aL7zXM%i3OR>ta{m5thc!&|pyZ(H8BF}tNID~&=4 zKYOOGXG*V5CHbo81JB6@@0P^GkV88HFLLjx{&>_iv2*)_MbD|wd$|{a>!y2S%-GKj zZ@o3+lBBvo{yBLdbYNHKGY8Avw3z_jH@V7hFy5SNO&hYWf6@|96`lJ~5?W~f@oUfe zSoEy>c%SX>KGNXAQ#vpE*wClwGI>Xvhd$JdRaJ@FeRgXib8F(|2@K;7V<$L1Tv6UN zGt2y?uYILpb=PDnQ(2baaj#EDx^Vr8q1&h(>gpUlPt1kQTH z&7-l0=W-e&pPzkfaOo6h>eHR7?#BnlSy!|%2W;oM1H}cBGq_HCy;LWd7NyAA{Ly>U zBmYvbc~!T!QqYIfZdCpI3Rl9pZC(!gk;kcz^w>Sl;xqeDO}=}($c%WN6{S~F>SIGP zFIja<{Xr@Hgk4Ii(2q|%NiC5k6K!u2d3VSE!l~Z@!wW|=k|e7%Q)0uV zw+(m;sJ^gC`07U=w5vUBzqP#KpcxZMG!!C2OG@{Yjb9^gUb@ypGmqmfxk0|2N6=7D ztwMKbJwaS~9NnmLC{yT+u4EN;#Iri==SR-d)TeJ!UJPbFZ04$SGa-qDZo>5S#5>d1 zYpny*{S{p6JE(%|cXw*1CVrfjPTXakYf7z{HC1OVJ?QRinr7cbeCIxE%NaR-xe)I) z`V*ler;o8DFo$r|sTn^t{vmqxkU-7L6Sl^SML$}c30PI*gaS$fCLAw(*)cJW7|3m` zz8WV)-qG06XkH)IZmBQoW~muaa#{?fZz>kl)2YD2?(NtzHRXO}3SBnp?UjZHn!*W%`G< zL8evY%ixQVdGs}q%?(z~{Szcdk=kJN{H*z&_JugWm zRdL_@Sbsp7%Jh7T&99uVhlZY-#pLEiP5M{XjSL%+WS!-vIXL<$o^z^rqJ;iO;-S27 z(@|9RgR{aFR&qPrwB63{ZrjEY3U6_Ut!n3s93DvD*R*N+RnXI9_~R@pT{6*WMb(L; z%BUYL-0EHVSyPFwF^y?zS;xtetq;}V`cZ#(bKAvjabHV6sxW?c-!7XIY4xqPuV5gA zZ{Lu+qo9D|hTn-$1b${H4E#m_KXmW|b|fDC_Y;g~{Jy`xqp`?f)w#k~C=?bYck#k? zCxYo-;%E)^Ug5cYPgzfhJuG}k#8>1+7oTFf@iHSzdrb9iz{v6Kj2<}!UAgAupv1^G zw=YLVMQxBok{VfZKBpTg8}#*O-fSqheGq4oZ$cR1d}pjrtbcJ`e6eS|=Ru>y_yb19 z*!Ay4ywF zI77NK?vn@zm}md_*uTGE8}?&7ZTdb($^OfC{uzXaGyZS&@c0wsGv>=<-($ptPU#ir zwobi9Td3V^RuCea=`J{&rjbE1`*Bsj`(o2wG^R~1{#H%kYuO;iy7#0sr-(>t`E-*O z=`VU>yQwBx(=?OQ)34DQlzcWIU1hc`wspXf&6uA3D$HI(i zAv&M5_b9=(=A2|ky?EEBs`>YL{qr2KVlbX`USm{v12179r$uM-D((R>edLK!W^Ia= z#vP~)fq|DU@_NL$-~Wu99Ca5HrG|6H31Gd*QT3`;DLjAY^Y>ljkD$@mXINVj+yQ2J z7|@#JwP*X++k*Vnd1)*v`G~0^3+{li9Ndim`AzZiKc%jr_ewVY>x9~?qya(I$xoF* zW~{sxWp@<&ZxxL3=+^DoeDbHL1$NvW{LeLpqw+s!fReFIrD$qu>euG&ncp8gXMb6i z_+(rx2CKIJ=Z@9elo?w|uTw;J6HTvgd?yp?Ih|`YYjyDw`Ed+U%aP=r$R92K2(@v~i68&yw7R8ffX(7!#vwOMgB8RE*D_Ya`OuZk> zJM+@0N*{eiBY^0XL0Rdg%;6K5g%fafzeyaEdNI}**Z)n^OnY80 z%AxoJ@p-L*?bUuOn`0!**myHEgP6lX374fSBwD$qDmM!68#a^J2@;@-X#Sd~E@6{~ zXv93}7HAItg92JTx zYlfXWR2!vh29k}uu21vv%h2hzUQ7Up2cT!>w z-T)U2Ts2Herogoi@zG!(Mq94a;0`eRzyQ}YmHG)>`|v^y3`cZSJ>I}uWiT8*F>kK! zxwr7|UN$5|s4z7(ExZ9L7O7aT z_{Kzn;kSr0uXA#8zKH1KA}2s@!D*uPu=k4%pc*tBy|2E%KCMii> zn>sd@F^l3~iPe(D0}n|<1{$*sD=UKBmlDXmFI#u>j2^6Kn=G@CEs9q=my>uW*Q#GK`oZra!-8H1 zQfslk3i}@G8ny!a>L1v{5=+WIOvb)N8cw#P7$!UuB%#%JGNjmgB39606mZ(Ir*Nd_ z2_=W`eo`8$#`hQg+QYy1y*3JKiN-qiSj#@X5YO+i{?)Ku&oQIP52_v?c@6NqdaLk=)&Aq6cBVJVT%8|ZV8%1H!RlT;7|$V0!12pNzTlZ z8r*KP5Bf}I+II=SgJA9xHdlk%4;TcJz`D|}emSij4mIKO{v z7My&!;=yW>K${za4Z}uD@k=5BsIlHB$EWG5H!GJ7^6siv9_Wzw#FBaG_Mr2f=7-3c z=Ci`BGvj9RyZL&YhMx`YY|bjN`|eDeNWD6Bz+=9e*01w}2?r`oGfQz{D1c9|xCP5q zI?+>Po1@h~5nEv$ix(A`(bQHG#aA?yA0-Inanf`7^{!e)$hu?vu*X^@xhzq&^FzzR zLErnZ>Kq9^Lz4#bFHfa7E-A9iscC6--egjICCIB~S=MsFdjEUJKIf#C%$AX`LmuxE zUATV|Vh}h-X6MCDam8|d@<)Q~i6gtS{;W3;9P{7rnU$P;|Eo>q#TANVmf(ORSmgHl zFe^k)6tyTfRvr>NW#&|>mljO2ifJ$S_JGA>_?Zx2wCaM0KEHl>3oG9xemuOSt;Q_$ z{W|&O-Uvl6b{-aWuq9N!4+0UCLc?&%#>`E%I6gRI*Z>Sl5c^Bx)L!qlql}>-^(MRN-w89 ze>Ep@td~sZ$Xk01MsNNu$%@eIcpQ3BYVOm%y04$T576dFQ2ssbe{IfLj^I})W!+z} zh59UtwOif&JNcJoOScxj4ko^`y!tYCyNW|nrANqhZLX=@V|Q*SfZrExHqGMjmq)~u z711KL(&g^k6<~YrPA@*hvzBaLy6I?|&%>B+*2HUz4PyMd4`%WPpK!zyG3~C^R32b* zC1+QNdXc^);IcH4-K;1^y~)9MT*_vo_I`uN_@no?YJ6)LADlW!cb-!mtZJP@bdN~p zQJSF8|F&fRcoQvZ(}J;nuCy?I_1SQJ7cO1b`D&KT6?M}txXd!T4AbSio8|H`6hkwH zXHZMOOJ-?SYo1@=h_O@ca9iySaDLW_xPTkQc4oH}E#BJ}Kb6d@&J3#|B@^F@5Eo3l z)P3G9s8@T*h3~Q_R?jPtLCm+}&4HI*SyQZjSaYI-kt=rQx`LYROAM@pYXw#ASNanetr6(lMU9(SrxQh6=(9|{0<(Yuq+yVIr1_~ z>%$!%VG+CjGBqT1suz1titR_5HHPPH`&59UAoxd6F#*>KThs{7~dLlc=Zr^ zF0{yX{SDb`-*|R^d(~lXdCuxYd^2(sRKImpO2^l0uS#^Rl%K=7dN10Zc-h* z&vgNSkLKtI_~V{GWi|+LZX4p`Z+UoCO+8;65vABv;;#{CFoH zo;T#N^h0*=S5llJqxA!TnPlDv4j8bv5kBR0arMh8#a8Gl6 z4`$gm^Skb*Wq00r6(+8DX9eS0Vm>Ab^pRfj&b#7B{`Tad58LlMli9_%Zlle1g+k8q zwX!swLeF$-l92><@8}7V+P>mxaeOM+KAK{l-I&v2FQ>(m3j|Hh%k~hTUcgd@OA|i^ zXA1f=Z95xc#Qfs6r%eXehJ&&`@ZU+-`oRA5IG_&uHZ4O4QtSgoAYiBr)6~~8VXjb9 zlAsP0`&~G)*6Y|WAwFM4X}>eD2yu*$#7YON>)N27VW@&2F}PQ$$rt>rC18HP_c-!s zq!R(TZ90~AK4UGf=H)AmvJb@R3O5^~Ma;#j+|igQE#|J+Z_J*ZsiwlWak?zk01=GgD%SUCDprvmwd`@i0W`!em!`BiVfmz<9{ zy7lB&d-;w%L>;{Tn-<0f@so{iomK%ffAP(KT@+6gkK6}PgjcCVpT&$m%zkJJPZ82__-hH#XpPe8bPG?R{2uLGVpo5wQZuU0c40bo#PYPcbmXfSFA}iE$U*@q|SXFn;kj0((mpOm}{U87m z6FJ|i*YNlV ztAB~n0Q*>t-OlFi=U3R`za^4!Wtw_fkeS`d0B3}Rlnqi zMw&gghM8n;-@ZN5T-x9T?(C4L3gsSK#k`F^lT9(c^@NMiAivwPWbV6_`?((1#qWl{ zdy3@T>0{K~tbI=|_Dc=jg|Bno9I`N)UsDZoUL5m@aqJTj$-l3-@TMyW0fu@GoosdM zJFDe!-x#P2wid$65AHi~DBa=hcX8qfjHuGb6yCireAjD!xWsH` z*DCcX-@{CdWoy;^z6pV%+*NEHX-TjhEY3xCzka%e-_LS)?FqESRO^%)DW|yj7epvT zoMv%_*W}MUNux;=kl^=ri{vQ5i~h3KvwJYWl}K!yq+5meVacO>#S?Gn((E#{^SF;u z+kH7^ax&pQiS0U7>h9PpD;mM}b&*UunsEm1FbMV;hC&v7UaYjHkuERwH~~!g(k+6+ zLZla9lN4j5b;(XOEH3_(=l3z#8ltUBj<0yzgcw8Xuq@#pwk*|huWxl(*DzFWtuMB( zzprC|MdhD7Pj4j=z#2^Q3)Y^r-N3_b@ZC5)f}XO~1omRc9F}Yd`+R5JS4##P#AdHu zp4tM7!l$tXN0iI*FaYw-z{QPw*`EpP9(}j|IhH4Jw||G4v-gC=N(dcWryOV22EIJ!#Enu0h59%+kvkjL1NNRsA2fh<;f1kQO#`x9U!JBE_*xH* zMXYq0X91beztL78EiRQ9sw63L3TTne%x%`bF9JYKoW5QELiB4<&AYzgi;dQn@xuO` zijoX*t6;MJgs+#t9N%Keq+lOag6rqumU?OLX_WSYxI?H)r_88$I8ZF4$iqlEF?gs) zQflq<;fh?d=8$xmLn3dpdF}znGYD8;UcY>2W6BWH6m?gPeD)1x=t!;CDODt^B!r~@ z?k(}7R1$xmE#@pa9&P)_QW}f(ZBWais8tVMsb2Rn65ZWeG=HHd{KYnZf7iBH&RSfP zQGWOHuC7MNkyhQ__!$i$kHGg#;`R*c;0q*XIrK; zkB88Kq+BZYeg*NMKTqbB%M(;xM}wXa#6sko9~`!|%fR6hXuFSEHQIP1%VXQzCPuoi z@~{;BO25Z0xz&+wi-O(?*afYGX{R1|*XPlcK~HQCDa1)iP_ZZSy%-iLL0?AQE|_hJ z-V+6!WzUAV)31ifL!92eMdh{I=1N_LE<)8cO6|HnPV=Z%5r)`w?QwyLy3&~m`|kqn zkIJ`3`3;j|9IiG5c^@MA948#q*j~1hck(`^_cb3XSsDi0Z)d=lyj*|Pzm=%iIp1Me z>C09SUOjW;PHF44`XJ9E;Bvz+qXf>~C-GlxFG_TLSl%Get4xfE;=YMdR@)zAaP<>W zyejup?6}yMVx3mUx3fo=>qc0m(pWuHr)oZ3qhDV9a@^`9tMgE8^zt$54?xDu!J_b# zZm)D3g7Z>j4-ZUxD2KU9eEmiJ3*3DE`7CU7i!*p5ImTy2s->+wiUaga6kd76h5PSW zNUz|N0DKVK%pbb$w#R@0Rq&|`u525-u@r8!$2<(M;@B*@sMniHifU{R+3`I0?% z9Sh4veJrbda_`D}T_b{fEf$$rV>VP?A@cL zi(Y&QN)|@MytW$;1NhA&NsF!q5FI6GIq{9}Z{+_^&c{>&{7Ksf$J=|Kf%U`&fKnlk z=tIC>*aW+-4aO^Zd0G!4D)+oo(+M~MycN?Y_IwJn_G+Vq#J|J?O}tmgeGK+D;B*NQ z&ZDsL%W%xJ8~eiW2r^zIL;64aD!E)2LrQxmm5e$vHKQI^pb<$S42*N7x~5)Oi}Q!? zf~3bS3k^FQx-HJN`c8($2wG?_oF&Z9dGYk$i6UwvJ^{*)X;}l_?GVE1J1w_r$^buf zuFZd1Q}f@zIxKS@`pg7nGm9TR1>`)!yIjUT8WolAzqhgUYp|Xt>tLlX87TnsQ=M^N zU-FU`^tqTjO{OGO0BKtpf5E$A;4{dt4lvP++D#}g&`09zE_NGj{kCzaI-qi4^lPa1 zoyJ&(AqzF@C8aF=kNzB)`X5D0=PF45gj*{${WXr@vO~&)cBc$>uPzh-+(U90r)|f+ z%>iTS8{{^9%P>e{CE2>+xK-&9Mwf}##tpBJQg+-;%kXbc|2PjZfZurR1HRIwpYn3O zM!L*xNXBI4HCdT{T>kkR%IBuP*`rK9Kiof9LCSv+Vaz`=NLclip1#|Xd>UZ>qXLu0 zSi_%hqc{&B3jUApOG@x z4r4jwnEb$hiBnlh1Z;{qOdoaMS&Z|eR1|)F-)UhBfS>Phkd!2N8jqCcOa@iX{+Zz4 zv-{mQTRSzmZ@G1=ram3}_SGIWktDTkMzLi^H208{@5)1|GjwYSOxv8!tkr{NCNcIJ z3%ft@#dawlS-~Z)@-T{`zuwLP-{}kNDsTFY_b00Q%S-HjQLJ>D#EsMn+i(zS zzU0%RD_eTU?}O0aNZRLEuyrMw(8!WY=txu}x7Nx&#>Bv8S{Z7&9s36J?Hj|y9=i`G_a?yRaJ8m*m^+fK`=`uN7slv@(OrY@4g;k`t(J+V-cecslIV8h_ z@gS-BBBVyIO*5)=77U%KNI%fKpEZ zgvh=Y`JL<{r}}=X6YW$z6_z&rgP%VFmaVhhIx<+^nI?tF|8b9xyJ>b5&#>Qi>qsIUYlRZQspA_WPC9F9>M63 zAm-VFqrvhgl2(b?82K06lGvK7WFvjLh^nrR8XEal>32BG`dV~cl7l~`P|cI1Va$&_ zHNz2=(%$soL%;`+Gx_A+ZA~57ItmHFBq!1v*Q|#oeO1-Ee=2v5_Jo(9nr1zAH;osP z0VwlL=Qb;n5qgry|ETV+y82Gq-SFXrYE3OGj>BwI8mOi(qpCjzoqdd;!a z7?Q=c>y7-U&MBm$TjV;z1$vJ_j;KA!kIa>8}Cp34r29dV-v{Zow9jm zL;t}tgR3S?JN{{h)^JVG;clyPx3!J-^0GD_K8OcI63Hi0+@ygS3Qe!D&ReC`uMsj| z<}_lFl8kd(>8!I^XkGl7|M8>+wQ8IoM^lngoM8JMGWK9WuSo-6!9J(qCJ^f6s;ju2 zp`L_XImrxawU&JQUlZMFEYLdQ$CchoadYO zl#aANl=)I+JHo6vku6k;U$^kI*0z|UAcGZk0HsWgON{G69TL2yJ2?FME*<&ILjITP z*SJ@&P)#|vzgDb|$HiUiqS9Q{)_Kd<$E`us)gtuSHd;kI@rHwp84yFujFeI@?)J-f zC~K`8F%3ZPJj<=tZy!5PO0^^Xa!fS!I9SoPOOQXbSE>Jfrghipd9OxpZxpR%vwwL| zO>2cVYjs`xt-0}ugdj!2&=&n)Jbj8ZYEPNYzxdho(sxp`BOGP|tk$uipZBb_3f#9h zsJk?0ZMSTWiwQMQUpMef3O3Nv(y|hC zLK$eEPfA-n8iV{=W*KQNU;%IHVO(o&(7u~y9NtZxUeQZ;j_&73jaL5rJJY$M1yq$lZDPPM8?b!tF-DKL@8ML)K#Y7LaN zmc)P8{38x?JwRYeiMBp!AH*mTlK-XrQMKR2_!M;6t@G+l>k8C!3<)U@e@RO1y#Khu zKl3Z|eV01z<238p^4%Sl%y|0>Vva}s+rJ$JHf)jD7*g*neUX$_-?<(A3rcEMl@I=| zdN+9B5dDqPi}VBY)%@=7g>SqqBVh8O)Gp!maY>&MfmZcu9R z!)&Y6Uw(+rKciNAdRmYQ6(!~2ZlgO$YQ0c#crWI|#@C_Cfhmzb7~2B?1`!6xyT|q4 z^d_s&bL^!aO6|2?YP4_Hqa|5f6kLDUO7hraOLXWlYX#yk!9md(eY**3ET=($AcCkW zk|9^DHFZt}TD4U%>qBRhMT%Oa%UPQvDF4-!FR}+$sL+x=D>T0Qza;C^|4`eO9H@AE zAK?;W*hYue&qyUgUi6IfiZ>241zV|GBu3~`w%I$&ejzSyXDO-r;c!(Wt)89A+BXwP zwQoGDUl2HUZO0Yya$fOA5BeuO9Qrwjh&OD68p}3+A0LVjwI2S`s&ygV#SK=kbxO70 zp~U0Bm7R0T4sNo>;!>9>JXSu$`FI}^<$QYVT;gT(p^RHeaqcdNh@=n#b@S-W;OIF1~EjW&qc0St!ljclKzj0A0b1*yZ7#92Fz2`N2r^StHlXf>37_DWg!i?@zr*e4{4S8mv>{s54aDZ zI)QW~EumZPiLx+Du7K}tQQmjF>u#*sUSxC z49HXZn=YmFmN+VnQCZp%ReF`NuD3*_$M9E%QFGUj>UhLi1j@^i;!^8${ zUp2jR*(uSt52Io{cGj!GEXGVFCj^pgZ>}B&CWUMULJacT1E0Leeiz`dln_eZ+}>Z$ zh}r;6!OIq-+F+JJxLKr-A<*5`7Qwx>kdD5GzOA?aUTdoQpZI}$6{umgxuko&Z<+CS zczA!kC^{KLT85B}I0PaQVrxt=?yj~_9X&fEwU6WOSmJCe+$?#6cP+_3(6<=~sLbC3 zhGh$Lp2=$uF_FUCRE)M}{4_zl5~MWb0w8JMU(9Q3k2?vJ*G1%yfQvdq5BJ<~VWe*G zLI0-yavkSxR!5P6?pe)%DD zfc`$#yQV`9Z|}0*kvN1QK&YSZL`-S<8iIZqXzfuMIT$YYDO=r@x6gcx21 z0`j)yrEl~cs27o$sw#hH|6e;0%D|``1=#O0g7mHsL`5>QeIEmAYMudS&le5&(r{;MU0~r>wrNYU${>f- zx?G28!n3>6Jj*BAZcTT*AKY4OJlr~dV6y48%pXM}qEJ*;c^;Q7=dP`qDm02~1~d5X zLp0`tNO)X-$s3S>>PLxU?#YEXB*|e|?N2?3|BFTjl!~I zCf}IqCs$H5g#(yRW2z?5OU7b+kb7$Rak?)Uv`5SOi90Nee6|r_XiqY zZ7L)N9?8#`{2W)|?8oS0nzIh)ktS!-ZD&5nBYIj4tc%R@fYP_8i@Wr0OF!y%01mM= zIuTT89$=0+`ovI;S@iV6vV`g2G zzF6CiHz=@sy94(S+Wl#$VRCW3MYymlAo83Ed)APvR49j1X8yR;E1$ZzaX=`DZstU> zpkB1bs#)Qj-y>c-+nenvX7uZnY6X_PlhbKs8=8ZKPRh}RB7ITR91q>cB27Z5zmRZb zO+k99H4791%pw*ewa+9(@7dNC) zoLLfSdV9SAvn;xx-~9ooWm$cH0|BfYA(PxxC7fb=Z9f0KuPPE6s8mDxg$vj_%WuyLGbJ>ycl>!P3I3U2|$SGQvyxz7~18O6Y71)*VAA!Jp0 z=@Z2BaFmT0HTsSt56AD0++gk-qHYEjK-c8WIIKAbqAaf4Db(HS`WbQNR)`EAC<>8W z7o8uHe;Neh?vOQlLe-YGRajVtzX$#Db%Uz<-kCLN>_^y_Ke>A3ejYq7c#7VpmZfgw zo3(KhRJJe?9%hWbc90=FU>AbJtBQPj+1(zy+m*Xpjk}LP@+wLXA^YH0gB_a=2q!B4 zB>sUB@&%feyFshKp%c&C#n{+r`#!o8HW*A{72cm5Es4p>G7iewQa8+Obj`bezH zWXj3YOQ5jugCLK?>+$0L4Bl-dXH3a{jp&tCnR6lBjY{Ce7>2~9t>3*z7zab3mk@xV zuX84{(+Z<}r}*lnz4r~9k5LpEeL>Fj?k7k`s8h3Q)wd%KF^InCSuJXGe*^q-_LYaBhwk(sI-9p4U6GbOTw97;@ixNg$&Cu51$asW6qby zwX+y)8DRDWTJ-Q>Thl{?*?&Bvy7$;3%sx`mM`quS@8ILX!IK)5;Hv@!FsJtQf15mh zFZ;qoON!b#gLh`tS*BgT8rYkRy<#OE2o@dOpZnCaG2o@OL)gZCSN#^N&@U2_=YDqZ zSfnXRo?Gbc2N3+tabI2_HWI)>{Xy-LLXdDgg2K%9hLtFk*InQxu2*Kud1AfMlKgZd z??X{u+GxphcfCfYZ*S?zpTOSig@0@VL80uIm$x&mHRG4^H+oDi=Wp-?=l3rGCq|34s^-Wj2HNLgXACfyi8X?c06iLfJDk zEkNXV)Dp1INHjtqJNJR&Amj&@$!$qxt&(XcTYoe!&wIaT_>yAz-(CP++Ck?0drvaV zPRV1VxsLbd`~o6uJ9Ga-CKsW{P^uAxp=5y4Zq4UHihimtzb-!DB%2V>0y(uflY{*q zK+-ujJRRV2jv=WT`?8Dl0#s@&18Tzah}z9Mjb_U>Ehj*Vf+V0SfMu1J zR1_Y3G~!y|6=r-8jeVy#viEorpue9YAOHOXITBrFNnxd3NMY58$0&~haadRwThNn8 zrCoyZ@gE)3t95AgmL_52T=^Otu{r?i%;lUG)gvx)msr*swEs45)cx zke4dvoFX>R8V<6pUs;wfKq|{E_PacNC1J!yFQwh*yrNOmcA}De!QcF*ity)tg<>EZ=A~PFbVo z(V!ZqOY%Ec(VqLhufhr5BdO64_ zE{vea*I;DW8lU6Lt4;PMC<=7qDjDSC)6qpFD1}&Y5y)u>p3=%WN!+tE*~)`(9oIlW z*8_>`!KddMhz>A1-6Z>j2r5+)F8e^m3EMg%+6`q_xXKtLxnX+r+?{LC@*>?jkQVP% zP7#lc(PV>WAnoYZ`WKA^HuTVw zM#StQ#dS!P&f^;DpWv24e_S|jk*iV&sskAa1Vi+6?!CWsRLD~ItiLIO-a#DTqb81r zeEyU@H7)&WrrZJ*UV$-3)e*@vA3Z(eZ=LbM~{d)Oh??Kbq7o9dx(MVCBFfq z5&0Fo6K1TA%-1Qc4XI~34OLPhZu1aGv#$da&i^~^%&p5gdPIk)9k==~A4F9zLE?1F zAdmyc0DEFrFgE9i?MhqCkrJ}beE@k+1rBwZCB^vHR5^Par7}`+|4x626dP`ob#;TZ zAth#10Ph}9ql<`90&mw53ZfLk8J32bMF>MOohIH~3J96mKw}|PRal`7^Jumt*cj`ijJ zj#pz(;@`xxUb;c3;;|_63J_LDKyF@gbDCUsl1lX;QFUwi%TrpavlB7W14$tKxUXF| zPOy)#Mdu4>uScikxq7SAs%6T#$oKC0 zT4KdWVFQ$CnYU^fpflKmOLRUNHI2PcQb&{TTmcwnp>p;jB zsA$_e`EmFHa^_%aq|Wwt@l@vA^oK_F0(+#0^R-TarTL8aV5OfQ5Ho(X2CiqW0p;~& z9*M3I+lP2fP#&edZ^T6(p4gWdn={0Ax*0ruzo~&jnt_yLM!{jiL-a=xj5BQo6xLBl zADxw30%p4MR*(b@WJ6wHLWWidkKZF#l-gb*|F;E!wU<- zNSQeNegjN4?UxjCtQF|`@&w0dVpsOVe{*XJA;!4M56`L9hI+E_IZrBB;6+p~All~k zI)Puj#(_Am<-~kkWP!N~D!wr6bNtG(P;k!wq$K>!1^k2!}RGJ~qeT&e7Ee^csPTIN1=i8F^lJ`UB zw!5YUZqS+uDWcu4`a2w;(n0y~#LZcQUyO0re>1A+)9r_DN^xKArl=9a1R&F%mkbZ0 z8MR!fhKWQf6DUy4MgF+>=|!Br%3yov3&-b^@2-8K$8t@Px8fUN9k47tZ|Yfb8JD-$ zfS9|@@J1BJ-b0@tQn120*PZbOUV!;}mo9VN4=1)@Rrc#2sM14Fmt5+!QbW7p=1J z?xx;<$X4$RK7-Ik@x^Zo)QSJv)X|0u=-~f#1>HCHr|+%D7oo`hY1%B-d^bTs=sMaf z7a^lx#wz2Aygaez;GhanrW@gbNHbu6ugWVWAHdzK_((WIQN$YW@eX}1V3K$5I9l*< zWYaa+-tU++oPq`*d9~qLKYvnAUcfQC5&WG)rtb^o*a3TS|0c7uLQuev|Xen@DBI)lfYzO%l60XPxuz0 z?|CI&Gvckw9WY>b*>6~{#N!0m&k=kQE;7aWga!tWk19#nlAjEWS@!mxE z0gA0-g7hi} zhc+(q%Kz*>w379Y_CqiB>#*#d`=30PX*0nevTqC#Uw{TQeURz@vb&HV11bvQ`JYz* zP(mBIK!)Y&%u77$So;Y3Di*VmQP6i)H08nSZ#J>CKYfBmF6=hAf&{)YO2GW;Z%E$R zoA#F})O21g2A(+H6)kzI-X!Ji5~)*pQh88IFv`o7`0cuF0mSU<6>W4tV>Tu3!v@gs zUUedc&N6LCET2PC)7od?gamB9g)dxF?2w*3GKVE{k;XW@*Ax`4KSFtZAwp^hpNV9s zjIWiNQoRbT=WGg@T|KK&@||Y%T*7yUkG|tqn7_xB0QvX*d2S-Psk@ipag;x+EeX?6 zy<$5qu3qSYc(S}~K(Q|LY((d}FY&Q-dzaKLOPAD;-YD0df$6r7&suxNFExun-mIA{ zESP~H?wG<9PaLhnqI|;&L&Cww{>)frezb)kipuZo7o5QU^Ue;`md0MA(VL7HE>2cf zOxa$5j;2`G*)Ol(&(l;3zb?86+qQuj+6_Q5i8&8O>%)-L$T9DKs zS+wOp?W$+6%@#vDm=6T;9fq&&<;Xo=+-&*V%EvO>BMaCimsOZ=HGkrTD9)HU+AH+&ZTkOoS`7w1rCQ2zD8s)s6ll=(<8e6|W z)a>1>?8@5l5b&qZIOhE{sb^~v+~2h{T?J25V`);`^O##T> zV=*#Tf`9cK#o9Km6L-Ze8)W}L@khqy&m_}b?-NTBUXgz+WdSTh3ANq zmEwD&Jd!pX>N&8?-DpJo5&^35KWQ1bQy+Sd=5b)-wf3_sMjwSeyMlJZ@f3U#3>&2+UXJnb1Qm&5GD&z6%i z5ylHGw^SpE&qZB(ro$4hTc6xQCF9L^{iNJ6$Kjv*dpX@~cg)izKpWTSDANBf>x0Ma zV)X3v2Y&OcWwCyJldN6$e#at*^A=q#OBKv00wQD9(^h@rIv-u~y3-#V>@~kh?uo)M zD;E(nqtt)T`gL7Eq5pgWe~SJ4tCuPzGbX)-i0khM|1w5Eblnn7gbmx=eC>eukMMW# zEf{jotIvYb$d~`~iU0T&JId~fx?WVyboaoYPn@N10yXITlOl=$o_iU+bS7+G=d~j8 zTy9#g)UY(s7D99#GoqmEg3c7Ww;Dyp>BWYhp0lxB^J8*1h15tM^bzR-b-E3o>;a^v z?DrqRoW_Sc3I#n`22$OH)(L4=F{1W8qB}5~OO!WC95SGEy!TE+v{|vDkVTg<9IyhQ z6+7fOVvND(5odn5Zw3nIJm5qdKqDxa2JY5Lt!>o8Ic8_B^6&}>F?E2{{LmIeM(&C2 zq*N|HYd?AY)j5+uGa9Mohh14B6fM@P18jm%92Ksc_w;Yj08NGr! z9B=bT{s(#OT^a9w5 z#`0V3i|=)wo$CCM1iCh!1O^c1V(R@qwPoncfR-W8vbVSs(1S5>-(D7drJXCijs_fP zUj5RJSl0zPM~g}KTRL=ZRrzlli&&6TMe%7LXDG2bvvMY8>5(EMflE#n!5|0`3_*mO z%Ni*BMz`^m`CyEgV?M}~CEL_k+Rus{La$%Dxia190I7}=cBCBuQho<{sP7Nir=r5c zV=l%b+EfQf8;NDb-}IxWfmw@Mbe-ogwV!BW@zb^?!Y~JudI8t`DpMk|l$gJG;)Hom z;rkiT(j^`cUN{(XdI^-kowd(dV0By&pX)jns$b z+E2B0LT%`bWshA5_tWR`8*9oNvO8C4;~EJS_+Mte}Ypydm~0K4yQ z_9s1&()NJr)=r?&e@mZ(76csY?*uZNe^QJ%5#3|L*c~3Mjspf=?0pd+1;s5DQc#!5 zn*V(J1S%#K+DaU)+LPhzb`Z;S%aW$BVUT;joYH z+b->noCZM)-V^H3b{luK<*V|ImIK?*F#O=g-F7Si{p(2<-6OnZBUh(t{!>jmhUqLu{JiHWwE-^ZVta=SA1BhmKF`M8ivy zOV?KriM3)&po=0>|LO3Rx4@X_+Ky8nOZG>~Ci^95uT^|!LMWfJS?0Lju)y7xTJkIM z8^?cVl@G0OTv|SoT2hq+(w@$dy3k&4_I}1*S^v$cd_G(higf%cw?VPQ^cJ= zTFD$tg{E*S-&&Aw*Zp3h_M(n73&LS7$55v?Q}XSlAtjPf{kj6B+Qq?VoI5#Zm8`El z49Jun{q;QljVQO!<4jHBYf!&_W8ladGy{m(pe8;v`~fOcPI=3MJG8!Bd7(#mO<%X5==EJrRI@95JPAU4c_n1riNCrNvtCUsS3oo z0=4Qy0h5`f?1rIpr)J+ktBA&vZ{U8_Lt4xV@_qi`Q|giCRKAWT$I#9)1CZ>pxA?Iw z)4`gRO^B4!zkg-BO~!BO@h0*j=@je9%Tsji0{mH$%eEBnpsR}81CVPe7@AX*zTj6_ z<;&3xd}1NagBbRc5h%3s!*bUs{r4EE*ulzjB*``~LidUDt&HI@x=-{TTl1dIePG2>r@Hnp%A zCEVVgqDy=gy1!_zk-uaKro~Xzvo$Yk((!z^a%1zx^C>wd?R{6;Qy%Z z%EO^--!>Cv$*Tr=RhVM3B#I#-hL?`t`)>pZWAMh~KjiOHO6ly{VaWO7q%jEKv4 zd2GH#$~7$CrEz)E_{GmdN{1GC%&dk(#H7}j{GQ!LdbOuBmB<;?DosZmrMwOsZ#Cj= zs*l}_`l5wjL`jqA4GByZq^Iw_pb3jwGdlRL09QMV{a~>AWn_qF0o%Pn2#&Poc{X!} z-MnI`a_5_tQT}fc=DH>WCuW@sb4-|? z_}q8u+&z&dBQNi;tG_ai!A9yVI_23SaoIVnOSwIaH*3}3r^nr$^@CqdxY~>TETck< zsSJb^FL!FOKH1>$OL!cUw53wy@?REys8|;+6tF0_Z`sBhoHyn|sQ0hw%k#&t<@K3S zPG^jiDBe^-qFS^*1Ec8hR|Z_|DVFzQWolGAort{E9q!Z}J6Tl`LP+sTc05ET952Yc zBk0!UBw>zeZgIn#Vx2D9x~_&!S6mPxgFxO4nw+i?BfrgO%Z^>e$!Hee2~pjQQq(c| z4^^5Y5$7iBqB4!4sJMDfPVayBa( z)kkh553%j2uy64jA!#ca?HJ_=QN^UPEUg5BQB+WESlsmBI{hvpkhByzZN11S6L?I7U{z$7Zg+<(}qk z66536W#b#~G9*}B4480NJ2wZ=$FdXhaXgn!Qg1KmtV+f(m?Y>Lyo#&Vlp=is-HunF zm8c@`ew6SZK!K!8y+S#5yloJiKd&Rt&*O55up8SRnMh+Cd0J!^kuei^z|H1`s;#eZ zn%%o)jvKs@G_q{BqjrJx>XjBtgPxq_8;~Yd4_xi^UYanU7z+~Z%*kq0Zy5#G4L0s( zG*jYN6iciOW9!Y#_>G~;3LXPuW5)}uc1Wkb2mYV9WOqKl|3?1ukwz8z4sKbM4V|DQ zBjdo*{lLelkWY@=nRjCsC1!Y z_iUQsf}gF3OazTpsBVzt5DoYgZqo}nV6aSc=8+*?3#rd1b1fEz7~Ivamo+9(>=9P2 zn{j)}VVMR&67!e+$3HS|k<{$&Y$T~W>-Z$_whnGu$73Q{-doIZMvt=MK*3(k^7aI@ zt;X@Kn2esiXeF4gTmm6XApsH(II?FGHQX~v+$sfqnBKs4??Knmd7TV@v ztufK^(6;Cn+vfJR^z(NLPsV6c>JP?t3*CBph{oBnrO6DXGcZ{*Jvx@Ls?e!qNe?)1 z?lnGs^2CO!j9E`p?!9BYhSqVOvPz#LRBF|o64Xj*r1oTa1NB;ixk1jirOM*?qoX%8 zqYQNSaR%iyD>|(%eInlBF_I&83G;eTvzGs6nvDx&!US-PA39d=&Du76Mq~G#df9o) zf(f;4ZG*R5+nqTdR1 zYq~U9JZ83S?lz2UA~nhv67^JA9sws7br7sh*>*K&!wxQlZ;srY@^0wf?-Bj!u=@c88r zfL(immN*5?PsQ(21BSRgb{ifc97Kn5SGhx{Fth25_HmxK;)dqC&arvzdy2!jyn0YG zu>%H$O{v?pdWae@&kO1ZNF5)acmUmu|H<&Ag~(#d<2v?H#~q))%A2md+Q%mXxrMkG zBk9>@LFEC`7DV`;d`o=Nq|$#>J0~jd+)}KA$TL~KzhnxUUd_1pg*fa4#$NJ-<1kJst{sILH|X!_;O+`3{^4*)iwzIRcT&pGM1LOM@3MonlN~ zurl1&IASxaj`HZ!BB|yTNG9^Z|HwH!{rkd(+jSYb0vtZ4Zi{#&4sW=O?_zNZ^oHj8 z%AMwDSDtHPMS?YUX#d!iBbQ46Krss;wW7 z(sy?psscfp!9XuyLFm(>1BE1KV@+&CwpumkJP#E&FI`qVd+N55BRbd9%@wk=IIe8j zv<6JnN2a-caVa(HB6Q-sttKi*{X~L)s23;3ApNLhWy2W9HR;@(S2Oj?EUabdqUp+a z0>(C&ZojDd2cui3YBC;qwU6DL`6TfV;)f0eiRYf9jI?8uJS|EEQE`ERYWwC)Xzt=T z-R7O)r+p~Y;=f2(QHi~iY=m2H!uvE?(`ApD_?bM|7!Ip^Mg^5fu`(Eyjk%$;;CbCC z$~ZxJ{GSnoH|P zWEjWm%-kj7PhT^ZTtOhUCPzTvzN}7l$$dxI@F`oavf)Wx5(td;19KDq4}*5v-p#Ti z!QWD>pD+JF<@&EMpgPKi+su)e|Hn6eyais0ycN%oxBuBKmLJeykQJ+FQ5Z$393rNk z-SU6^cp0*VLEulqqi z-mvu*!hB2xwrsVtSpmJ^@xsEIq0P^GNl{JHQKeHlO)Oad`ys*o)ehWJZ0G;6bo;;j z5YyI&28yaSa(ZOsmx8VdeZx>8w|4=@CaIJMfgRNhI=`(-MxFG4=e-HQfS!SIm|D{h zdHzY8fVKNIAn00nYtXyD^)H3dEs7tqVopUy-nf05SBfx6uuz^Xel!ViXgQb>jSH>I zB#;d%gY|(R)A;~>yvR3~ndnHr43pFLP2DW8Ebj|uW*?|po}cJP=*eY+0a4v|D{=@R zZFhrc^ZWy}e%{|M>%25r@*qBz_#(LX_kBZa!G$vUf50Ij6rh%o522|O>43clO~+40 zGV-x$1Hd8W+uaPvPl5MTU*Rc$$L>MhtKMf}l4x1xqJ75&s;4ec$y(@6UB|iBd`&wK zv@JSVEjtkJO19yrU6|^74&zo_?>j$dd!fNgHAr=Xun7TPH4iEN zfJRR%bMBPyKxC|4KC=UVs~EvgfhD+>_qqoD^ak~<6QI-^>@`fbO1RQu`~A$3wIG}f z33k`l4NfZGmPRaJkY19U`O3mna!&*s;C=<##nE`_GcP3Gb!N_^eFy<-UI@gge2ASL zkHD#*Wz-9W6+4)iQ}Q_~y5}h{({5q1LRx@9T?U@wvEcO3LAQbT>akELt8RzK5qak_ zEo{`f6gslY2?V_O(Uc>GE5NWl1t7KzX@0WeO+?#2nkkx~dR_8)sB>LsSqY+oiLUH$ zMVct%`(}~UQt0pMhbK39SCii>7VZ#TdHKE2yTLgG)bl_R^q30nvabCc@sFf`EqE=Z zpl2~^n}4j$AZZLDo9J|kc~OT|jEHp`qE%wBZcP1~fDc^e2bgr7TwL_*H8Cx6K=xD& zI-1RBB)VUU$H6oTZPHc7$tNu=`UZ$DrgaeOb(KK~b=MYTPTg0sLb6L;muDcV=SAjX zxcMSwN&<`kDfJ`x%|8z|5l!qb^e{@dck|VG$l8`P%b=s^0P4ZaUgOW)`*%PU6bJ-T zS*~9}KY-1Iw|yUv_l>d|oNhPU$cEq7BF{*{ix5yu-?wcnPY{4`%{=#kcx3?qXVcFI_Vli9&ReXO2{j=iRxr82u_&B4Jtj2egLR5^do?hS-L)$#RGb48&J% zLDVIzE5(X7 zV9N20TsaRAWs=$>yF*WsJUEa#)b#0U?+uP9jj5dTlO9p86&3jRcCba^Y_WM>h| z374#qK;v`>{f=?0#`%?yMKc0MiY5V?XT4c`C3bYqQovO$#j_+9vaSB1e-QfI=%m22 zZr``ZxaOWYtgI>Ev3Y7|$X+%(xd04}jRG2Ajv@*oi{8PgE^cm~LNoIN9Bht^Kb9)& z(OB4{YPA;=IlkFldxO`obUg*6W}TwN+-HHU-~^eWJ3$daVu@D@-ajRDCTcwtd%9{e zJ-cVt{!5fJR`2-Lg!+z>n%F1{s@QnV{&{F~5s}Z9QaKU*Cb%f(ub!v2FUK?Ib-btc zNif9m7~9Bw{N*h$x!^)5%dOpR-#mdRFDl-~zcL%mUrp>9yZ%NG6+XM%l&N7{5dg!I z{EeSfb9T~uXWp=>j8#!dX7UNT3PC!~iLw%LAusu<2{f8^lo)$Uw*H}_Sw3=s#LX)$ zr~fcV(GR~081A_{R{G<$WBN?oYT5BjH=gNQAhIe7?Sf?UW}|z=1gaVs*+oDho%!z1 zWavM+B4~!-^mSCI*!SSm4sfb;XZg|9<}MtkK6QR>^eF!?(O{6Q~>hdDzDxdbLUR55kz zvn=y`7r!Y=tzkrBoRMo#v(n2>Cu;IB1=zEdUTmq9oY=&|niEChrg;@_66IXShvsjK zwkJcGx(9d*l1Ybsz0c_mzym0&0Z{dEUgUUk;x*+$`Ep4!syVyeA3L4}S&^4Iaa`Y5 zWPG3l%_t%@Gg7&)>cU3>U+FLv|2*%hs8-{~_9r}MR~vSbwlpJHsck%HY*g5fF?E%W zzjOhpnri+4$L|Y5*p~-E>Ck>C$qAxgRX3<_3G#Z2IxHG#^?>F(f)tj5 zvhCxPb`k3rPh7e)&iE_>!Ld=GNNfn|DZb@;##O#ZDe%hxJ~7V^{D8l4Up4JQY^GK^ zamcsnBgRk@rhuLDh4r;IUb+ZLUoW`afhuSR5plJg`=&s1Rd?h7NTs}&oc;_Z*##QM z79bkx1$Xo`+}yqyx6qJ})ZM7AoQ6aHbOw!?&``C zT&ui67F624v@Ss91gZTMz*sG}WF>#v>o*s+@3#&7VueS?gN1!yd*i@V=JL{MoMJr9 z>sm>YTUGORoYQOXn8r>Jz(u+1Xy=c)3L8)%II8qBsfEhdUePj%gpK5qKZB7po$)>Q zF+o$*=I<*v$YWR9{{5{BSY!WWaFW%;mvNsPMJ^nlPJyx_y|2u50)meFXL>9^GHcM0 ztoB80C@!lKDz=iL5uE9ib2u=IcVKeHIodYvbu6Pj=$qF0#EGe5mF^=NB(5-Q?=C7< zJr8QS`)_9J$|Q)zN2;}(XeKo54Li#AiK2aLc1RQEA9xx+sOC^vH%vg6UUCy6ZOqlh z-n+3FSq?;6pcfx@m|bPHEYy8uU%dHOG)d8i5IyVbrVjt_mc|%G56?U%5+>yHWOwvw z7$T>?8r{#VTj3CE+g*!VKNxQ zb|&f_mGRbAipB_~3nh^c2f`SGR|y_#O~M$l0DTa7)78$BWk2rj3XKPnoArh?*`^M? z4%{%HYxVdr!4-N>$op&_43OPr&khX;v&Fp_WfkTWA@SzwCrT1dnHnB9qH4r7djAa3 zF;T*hiv4j07O0m@X*!lC#W()C$(Um6t)k2B{oc=ainITI_4ks(Y{3RHaAWHoe;xIY z_o5uZ8O%PZNw!Tr8{e;n!NR@9RK#@`?RwR5*LorfzVtuuEk{oCmUGBkYs{nb?Yo-!X5|(C`HcD1E_4K9mE%a@S^%SKppiumN zek$5Vv?`RM*!)bkb;ZsT$zQ>@=S|sde=t7 za2{j*wln>tkMquG2KApnpP@-*A88rNtQsvZ7qolp-nierk)6#ykTvim!O`J&rQOpw z#>)PV<=mAW!^zZZQUnkB?sg{gS2GRiqqeCkGPJ!2&u@I#+i`1kZ@G|J7~{}y@3T>A zha<>lGa6nzIrl(U^318%kG9Ku9_$%oUe+MoV>{d9FU*sWa+;||@*{6js62B^vG;~& zj%1%{d5`zifXv_BDF=4tEeEsO1bw=HFjD1nuib+*4&%&}V8-HSjrqX2y4To?JCvv|KGQBKX3V zE_*IzfPD zAlLJ(njo??l4j)EGlpl=TB7AtA$}jl-~Qn|MfLj)ii?jK$&B4JZ$!tF(2N_s9FH}6 zx!N{3HSq5A+BPaz*<|~}$amcFeC4*`?U2E& zh6AZe~WmQs+@!M>Eu*-1D6Zi4Ava zZhl_*DE8F!rNl(Y4XFX0VNvGHG?jahuMhMW>UD z8V4)%Mqbe9WEVbl`>x2l_wR1YULB{p_s8CwoGuQ0Nfdt6+J(ET-dNsFa!>Z6PPCn} zNX~5kB&K{RXg7;n+%S%7m%PRBAIz79LywHZv$8|K_`Lu4dH5Dd+Bw!k`$o#5PE8h!7t%Jx z9mozg8bQ5rJ;(pf^78f;b&qqbzHQ`g{!JF46^$GLvccqCjT=Tayk3UG#W+;5Xq?ls zq7zH`tpPNDoA>*-YFB9*k{BkJG@UF?^rJf6igk82wp`p7cC`+m@}hQj?VNBTtb!H_=ZINZ@7;Ov;NWqSlcDYgyut?FN|N56#cHmc<6&uS z=B`^m7f8v&Zr)g)cBS@=0#_g-h49RY_S|r;FWyMb zzQ45HZyP=7+R>fTzKuJ?izXyK$SCfGBKYwS2`-p+6$T6n??sH_j1<>U%jfaj2Yw|k zPe|!y`&9ZSzRzP67boa6{Ev_G?GpsZuc7KMGu=Ip|2m=@k^kYX{(R8S7sUzqSsqgE z#(y29m-}w~3-FkNfM_u6xZ+{_s|kyAFk@hbdJE>hG<7Heg*!wX{#0s1vTDpRZb z9)Z31?OmMd6Vk}Fpi5Fq^HPk}$A*im z-)O1`4qU+&a^0>Tt`n)4BcgCJ8}BFby`J~uqi{_QZGci!%6Sy{FK_-Y=Szq&r2cMt% zY6lqFy{+4PrM6@B0zOwx5fW2M-dOt5Cb?H7j8Frjcb??oqova8WTz&?VmdW0-B7R5 zs#LMz7&PP<+uQ%{)0&(4C&D}tB)n%Oh$pG0RCmaF7QIGkjlO{oh5xoWacyJ3skCF1 zHT%x7YlksZY^szeRWZLA?S)tobj@stX2SFNAr7t1a`J*u=EhioJwiEe&^y~JrKCp- z%lL}D8am?m9QGil-RXv&?#T_X=qu3Y)5^Gg`HW7H(?VZw_%}<%)SYaMmI^TH$uV~* zbzT^)2<0*5?J4ei08hbw?D6)EY`rRfcI(p}jMs<>CS9qR>h2uJXO&UJV7ihYG7jTC zE~k*wa;*7`G~To4!wBd2k2Ahc{@UXo{D8RtK7snzV-fyZt#8)x%eKB9s$VDZyNCPb zAig>5Uk>7b+(C%T(MP+Dzq~)xB*ozOg3Is{0E1V$r5@IcO;T0$Lb%==c{RbD0X-Il z>?f~A&?0&7_SQz#;9KwEH}4Pl@|t&ZJNaM28&ZjtL&Z}`%GlIWAF-w8F;xaIL<(3I zFSVzeb!CL`nrrmhcW7HLcNtb~^skf%3S574<9wLY(8IHiGrh^ht}8RvD}9cJX{DPZ zoM#PcLlD#uZd-H=A0Y4&KSA>OHOg&ksl%{h08(gPw%(cS4xMy|>F(9829HC-m43dm z9Qnr;HF5pLHTkRUxg~*Ap7+TZ=*Plr3)c3eT49ntRW%{ky!#QtSMj z!;heLf*a)5)t?!HvZUieOz2XNQ?T z_EOwxdL=nx`wa^IN0KH=k;p~~RWj@^#6*P=+nx)kiaPK8#W{dpM6hIgDXl8Pbw+&# z%Wr)vN99-_fnBMsP0P+0e^8z^@W6`spKR)A{+;xCI z>ihy`*PcppDO!biR9M9Ru$-(-TM128RJ{3@*2Mkxrp)*^N^@;3&F@L zG8;s(b=~fpb5(jH)q&|7Glf+OQgl>8xFTD+&Bf$_Ec47dUi)rYOPOiF!R$Odt0HxR zIwfw--tM|vU(|-9ybqYXxvIB7M5Ai4Z6Ef;5)&cfIw~aIWUfFEnZ{m?8%46g#&_rx zjciukbO4%5s+U+DyZ^MO&)3Rus{&VEKel0eY$5`bV7o3OAJHICIwxF5aV=NH=nTWG zFD>`>r{r|AvY{Hn1h{7M$0Cxq9!nfJJsEQ%xz2L%ZhVq7jQSTZ7sRDwBx)8b`8agZ5eOQ1$aK18?LJQbf1B~ zCWzhFm$QUl$75||pJQDpkGiHyORQ}0?zcjYGhx|$yoI@MpK<^8XJ-1tO!Efm-p{vo zTN!`xTqk`j>b_nc8?2)dVUG=(TOH*qJz{*%%0+(GkFWo5e7J)KuV$Xa{R4BAM=iMp zU2~OJ&Ecdzn|N_fUnW_*Fz2n_A$AQ)&XUzz-tIJ5&PJ=mlC=)&OC?0G3PPotf`YIL z;RGuzU@n*-O2jbjCfnHyZ?E^ANV#$Q2kUW7Non{AkF#{lVP32_hXD$4DGIF3^w#C% zBSV(v70dy`=UlNtrX1$6hQcvBjZKZJCb-r_C5gU~oGfMO0#Avw_7vOmTK;VZ{$bt! z&J_f*J;r{yofuO1{(um7Lb$>1_>^T``@s6sR4yGN)}P+pRacte9O{@}iTKI6IS%K> zDov;OT!&$VbKLm>BGN;*r?=LZ*j9q;oxdc;SDR-$%1paXrAtj4Z2bFk{PTYjq%pme zUStBFAMaaD^V~A^ZVV7vzTRHaq2n63Av@OViYp$;X|9L7YUrxxy3(@4?BLs2g8{tx z5#zOVbpB}+gU9NpCdkf0VBdP}TIB4@c9zmSD>yyoe2rS-a2zYsg}9RR8jiy9 zsjf`DcYo|1S`=i+kAdn(79 zqK7vZ8Ujqyih1eX7n__q3j3)Lx6tdp(wFYGHqSr&i0f8^$jTYr5|t#?vnH(x{42e- z!>@cfeC{)N@UO4n7_JJ>UCb$MQ`M|6jt@UH!G9F*z7n!(BPW~CeGs#!GQe|lIB#{x zHfj!+>zoV|VK~p74RwOml8qVPMH$V|BW~5FT#z*+TVY--W(HEMy;{;y>hKTAaE_3N<+(7#seo0Nv@A(5H8Ht`HP7jC6UG z+Ai=Oky{CkL(|vT*LJ!wP7XU?){|?=FtI|701Mt=uYozfU_1MPD%_2>@KPCu;s&)? z!w;*(MW^4m*xT=j-3J1_9MB7OreT9WWN`xPOOw<%rz)WgwO|hI{(V_biaT^YMd&>@ z=cWRe_w1*k^xi|}AMV(n|CTEbl0jc;&iZwSF8$!~wj?$0Dv^a+uDNQqwA=1N(^*Pp zrCZDU>EqMa2{#=|AKJFRR!K_OVo>3oo3`;>`?4Lm+8ZB#3%$stb~f?Dh`3vc%?s7@ zP&tlzgHF*b%|E5wy@J!aDMo^3c_T@<>0c_@nKTo(ZT`C8xk{Utd&z57?cJJI7#`Dh z<&-i&kSz%M8oEoZlRzyoRv$jRF|gx73(vi@uK2z?+jMxohBF|uUXU$_Q&$HUq8A{- zn_4tq?LtA$0-OP}lz*+i=a|sIkpR(kqhhgD_wBVYz46AEbKRzCk_{0e!vL;aiziJJ zbO1QWg%t*}sZ~OyoOe#!$964uTPS4c`hzTM3{(nu`V;S$T_Ra^Gd~{Hf}q)`SA@;U z14x}gPou!jc#X51&E)ZJ2`_OAqD}wEp4J?r8yVk zFHa@>?%sV~kImK9DMPWNiC*CzD=s+KfuntejscgSoz%~CZaLGZ5PhiviZK}%tfrHS zAhnr$N#=fPdof;2zYeGg|4;AlSG8+e(kaDVdB|O}5~OMIP;6(d!5VOC`Ai{BM|6uT za_vg5^H{j`WJ+%3!1i)(-eR-tFm_gte^c|@c zntCJQw$U@-541~#ztBub-4}L05h`EK{LfFPruT@>V)DMcPWlq=iEvGw>3W%Z+q3t@ zZdZJ2UYl?YwRRi!umWcX!Pe#iOWUYAt(LMD}lnu96Zctq2;#vp1~h1yaKYdp?gOyKIoWtXFUW*#V0!dB%u6k z6)gqgVZuK_{>bK93M?JsfWk{E`(q3V<4;5=DdaB)1%;HXjbewjaV}~(ly+Z^0+$uj z^*(2lq;)6r&SoX+Iee5LR+5p*5(hbC-t0S4J)rkE2W+8|*_Av91d9mvuBJtLBuOKwlD>xmSEfHh3c(-gOhxsd-?{A2p>eRRFz3-1 zUA7*Pux_hO0UpomNRTv-Hv{p|!6l2ah#gil_km?(Ziy^+GDDR!uRjf#qo6beR~B}W za0ABRoF2QH80*zf_oYfbwr&9hw{)o)J0itw-#Fv0{4=XBJ280 z?tq6v=-Z9EoNmXO*Nl&fxY(Uh&xm=u&~mPxf<^w(9(pH65JhQ@g&@J;>xu0uGd?u8 zpRf0^JA}n2*nBK@vb7zmc^5Q8E9neRyspAj?!aTRvx;6|W-FbnVj+Ey5LsnCxV6AXq z%K~Ai)mwOb%qUpG?GzJ*Havg={Oa7z#MrmO3{b&2%8%t6sO5WzsI{(*b;s(trCC5| z`%)j-geP-W4iTShPsw~|>EdD8t%%9d%(Xyrdb5XP%AdDzJKMNq+#eM34;Eh+yN|Hx zK7`PuFV_-(H2{K;)XGesUYQqx`pvb)ma75E*Ji-zH)kA6eGxd}w(d3zQ| zjt-%<^Es!pOglKRFR@=~eW;TPp*lZYH7Xn-f<(1)CQzEj*s{&mvn39R&HQp0~_58_RZ_nKs;C zqFgL4*Cxe?!sl41PR;r|7BO4oj|3%uzy{eya2d+;Qt;Q+PPZnuX!@@{p3@mMbL!Bau7HR<#08u;Fy z(B=#{rs2;dcsYE`EjYHn9t#vN|EsHY?b&eWAD8fOUNC^^9~ zOrv=nB%B0^|ulF2p?$*EVy0BueiQiWpw;Fw6SgE3>9VnT#wcI0B=rDb&L)$T>n>ZdqF=Prk zNyc2e@c1f}6S=c#*e-gb%J=@=G04^*9N{u3e|A;$ zg&%txQOjWfRE0AyD%aWPAM6SuGh`AZn}tC>KoSS+i#wS6_zNH9U&7 z^aq&RX5sI?+{Kd9?=tBG<(Q!@oTsPi8+N+KKGli-xeN6|RV<=&4^IIQUq>hyvDLR^ zLx6=&(M7m>0`?kO9S#T>041V*cMEngY-lpARP+Fp?p@sX^KkP8-AheB-D9JT+6H|A zd^i@p`K{jHqPr{1wqBrX&uO`h3@G=d+^*Y#T(>@8otFV5Kjc8_6nFu*iizKXI;(Qr?sNaSl@E9SPQraJM>nCFJqe zUGeqD-9L^I-(7M7n^miVl>YuiX)HJMAwpfPz(He3pzfXAGr<+c?tpv)r-fNh$aR{+ z(KsW^;?o=jv1u>1-!W2IDIMdJ6R0z`fEDMN{%Sb@hwf~4g1gK4jxUQT8wPrM>MJhTFYYr2 zsQ5h`@m)ohMRS*8PDB~jhjk@ruh)2G#g0TC?N%g!!V9L?3?ZF}iSLd8$j@Qlo!u(3{L+=)(h+NVg0f&k2E& zY$1(olfdFWsE(TQ8E#B;y)$N`dse(Qz}XjQLY92vPRwK-NqzE^$D%i{6OP1iX5`kCX212vrzg73#$Lb`umCH>W6DaGYvDQJ zzW%0to9&LG>$(S`L%MmNPPOpk_9fz?bn-F5Y<_gH%Mz>n8>YS~w5TpNymvq10B=x` zv~KI?0g>1QDiS#-zF;V&ifa>;4tFfgrrsnd_2!v+m90G>(YH+Z1dAePSM*R9=mK!idOQ_T`Mps_BQ2d6*Z`Se%iY6{GN)T3g2kZ zQJl3KZ!}B%N(cWf5shxdiCrWQtL_UmSkXxb{F5E+b?)mx%232cMFSeTg~ zE-tTGu_^YIIq=Oi!dVcq)m;l5lzNadeY#%r&Z(5bASb1cW+|_-O48LAJx&s8Mp|WK zN!CY2kbrxw4;@?jICbXKqp#A2`ICc=Z;JG@GKS{XUMIU9-j9hRG})OmQL36qx`Jsw zSC>fd2vu>jC+9t8Y$I!YN~`Ey&3IpAfhfej@=4G$dCk`hyxA%j&dB+twFZNRC{Ru3 z2n4T(5TOLtm!~y-(wcA+Viqx<;|z)TREyZN<4XyROk`VXWGg<~2goW_4t#l^F(c4V z!T81+?J>$*-_RvTy6VO=9UY7Sm)BRLlvm|EE40>SN5A;Kdw}c`V;b6HPmQSo8#6~_ zTJ;BSg@e}_2uhQZ0~AN-pGDxXISA39{uUfKH})>pL#%lGm2bbzi*Z4g zv??s9D%c|+=b!oj=t3-stX-5ng-{p*b@D_CsJmkI5=Ca>mTeVKAf33cx4Amkr92(r zKBXsDp&8HVUe>(ePR*{N9ACT`*BTLY!PLZb3ez?bhNQwZoTa_36YHVJ8fUep4YbN$ z-aRgH~!`Nu-W-B&>z3J3KdsGc*HMhAllzOW; zZnL^Cis}YN92;hyjS~+w%bj^t$LBh&QcwmIXU0e{i+tE&mN2Uen?Q9ZJ!{~q=Vv}C z7fNZY-=D>8D{DDnEj7XQ+@}zjINhn79*Yspn7t7UYagVlpGh9Y&Z-OEl&w;vsnT?B zkR(_IBKN~kn5er;P)zsvV1v1S&z-HVf+6D^i}f3^({%l)&o=o|1;=^sk z$+=|#9*fb^6)i|?TLy9>IU*O4Z&-S6^dQQ>n66U5gW7OX?Tgd$OZLQxd5C^Vh#o>v zgVI$I9>uy@uU!WofG@0M0P5H*WBkp{_qXOhf1Cp;N$H4w?(H*{0(m<^jMPMfi^=yE zWh(j=-{ult(>TPavefdZzq`R6p*9^l;bv4IHM5*}KEKi$kpmQ9bg#jEJZKn&S)%TQ zFq(M*7Yxe8dyyakx68J2}Dt~BySTBhZztt z*nBu<4X>r2v{o`Ef_un4v51sU;v$5KWA)S-uv(N}EiQw8<`bNIOLn$!hI?tb46cN~ zS5yQA%0N}|O8?P`mkrsui<|ewwkEEsw}2GW)UgY1%6EefvnbqGnS)>oP(uc>R|o^u zj0i1@rp+yVr*nEz-zv!jn3yMUwXM+flq{uKO1iZ5H`jheQfxD#YoDK~&+*Bj%sW!G z9j-&bh~`erT6W%_9lJeRskjk})f0my-hWpn(*waJ(hM2EVYaT-+)-YOHEGQA(p?0ZY|~D}o^G%sla`WpN(% zoijCmG!*of2D^2k-gefgF-nFu=O>MpQ4!)ZhA4ywd!i#}KJlqJx8KDy=kr2uzHPKx znogI?aEc~%iD*A17B7$_WWB<;LNqw)v;u9Q%{BOPeh|i)Q2t(#O_OO*i}zd|G=k3I zJOWBN{8uGhf^68NHuNkWP7;h=8rZ8E~YkDH=;b zxir7u5MRU%?63#e;yX`>S+r7j9w!=9UKH7w$^-%H%=NT)md4lhDjz+B3?OZ>-4P!m zhj%r)C+_~{vB+eS&HwbF%i}CW|L!iifz`d&z zpD{%xpe5oq4To;WR_$~)7PGlOsO;E>ITTJ1Hd8p@v7w*q3AuR&uH?t(=&zkD8zncI zL(jSnZ1kIb232*BFnJ!n5)`t{x6$l6DA9?SXG0&D10Fr3V5vk>h3i>Hz^0v)kjcDHCb~L! zGN1{sm=0cQKWUZ|!75UnMMUW%ghs`tD`AE0G!AZj5DuhtD7k{p(ArZ=BU?f+V>AFL1>9pu%I z9=E{%))={CQK+KR%G%HV+SMQapb1XJi8QM41YQqL$a~idJsWq;UJn1$nIT?<-D@TY z?|I5fE`x~9RD6h2r#FK-H6y7_xyxz)SG4z^Q_>|uq>_^j0`J#4x=(088u;8i{ZF0q zYh^^?iMyrEqBGoPjX`R9uGjwW;}&sfCq2Q1t8c*qE;A&>RQ{S#deS zg-n%zw%GTr_Z}$_|F^F!z7~)t$TLyYkHWX&tV)BBQeO^p`I2Z2iD@N7vtb0!07?qp zvk{o)b|Mu@;du}ua*}uJs@~TYElRlqoDLGGQ-$|$@ml&f7aM( zh7Q(tP!|SZGM66Ue&zuGpjYxB)~7^ly(!=pbPia*-_KW$$lwv-u3mkZfOVUST1Cv| zXBkXTpVF%tzEaVBRWstd%WxkpPX~+=ZWz)}7Urbd|sU=}Y&f+;8Fw#LA=}!MTkIsSkkYg*w}}H1Vv+&I+tr z-8v@>xR`RKF9{(CyMM+9pK4m1ho`pGCS3MU`!R`OO>B%XBx=mT(omJ zWXW3VF(Iq_+O`);ih2;~!N#uMt`U!~?`~K~v9(I!gUV<_f9%+nd>DVaYJ;akOGq;> zK#3jh&x0VxKJfGuAwCBc$oK~IFRe!}g|1<9QgZtXbaW@%Ejg}h33AXO;n~c16b>Fo zoP0P9)Cm>WdX{V|!X1!RO=k17UK8YS->EeerO55Ik#*=qR5T)coS=oMKBB7!TFE;h`#M^1 zF+8VvNm0*b#tJkklZ#_ZerPKlE;hVl22@V{4&o;S_3qmNI^kh6RJdREf*0ws(BLgd zOo8%q6DZfr4$Z#2PfsIpZ=dm(+1|xsfp|f_V|)MjVTkztW*8Hyyq)ch%$J_y5)7}^ zHs$EPb|;jIHlXPFt!_9>ffi|UYNJ56((foW((mwyR=}n&^|gB%N-H~&%L?DdtWikI z3dc_apY_Pzw+PWLXxV%`p}v!$Uz358a|govO1nFxAQijFgs+V?BIWx_0rYfS2DK0F zMQCe{4YIoE?Hy;833~ZwMEHlN|0{-mC@e#|j)HYujB7z51-T2o6s`3|q-Ne+JBZM- zXPssTLj>(jK(%mO$8&2*T2_)Tht96?{M^p=z>Y6aLY0V^f?;R1O0O~M{2X+2u_KK_ z*NdF29RiSiC0$loyYNVvO7OW||0cr!2kLsPi^(#x)yP;gw{+E1O%Oqv9*`P85P61o zKLNFT9Pxeo7)3Z&Q*sbJkOc^HI)TC(0#v0E2DJK<2<9R%S$^=9NUuf{q|3PlSK1b_ z1X?_a=dR&f?ZDHsz$1$^C%rTW7w8N2#@k8-Y9Zq{IB$l{8?+9cH=hIcmdJiT@1FZ46;)`f4e~^Fvd1|88kP0K8?N5d+u_{KzF-ZkRpEu8L zQ$=V-TFESZ3H5w^OWceKQzLkL)+32GRinKc)OZZ)LKYYYcXoX~=6kEN7d^RPsR|xz zTh8kK0lHT}A!1!aW~8DH!Y>xC6F;!OvxwUeWbEfXH8>W3{*WL0@xg_*3y(P@Zg3%G zJ`=9q3U=bpQh@j<#%w@7hs-6CbE6Js5s%6NeQY<)vZe+Qg|U*_0mwV?29~XFV%q@5 z&QEX6D8{{!h^ioJ9~(=ru>5j|(1vMnjD_W4a^vrAC9K?M?@2}xU=}xg{16i58cN4A zX}{pPEtP8EI{C)6SlXz^6-zIZVqDOme@p0y!$7@y)h+vZ%;Z6%2(KNoMqy4V3hA#e z2&Pn%=@HDXIqFEwK!?Uk-*ES!=W9w~ThG{bPa9uUt{vRmRKCJ$BXBS>O)F02ngA6t zQ>i{&XpCF%Cb^L_hOcA8WX-gY3BM%~n_VK{^5SF8(ZsW@lv0D~FI}lwu0K(IKVzdKbs1FY=LE!Aj7Z>i_FBAp#lqg7Hs9ex|`GP*~&Em?4L&V1N#&AMpJ9sDR@r@ zwmU(7r`rAaks&i-EvlbbI3Axr1Qy^asL$9=AFaIbgWLZ7i5S0w*M8mYA7}r6c-;=3 z1y7Cu#pQyPepl>qpl;Nvt5P9t`ltu3bmdc>57RPpxoh5)6|EMQy5k~Vh|Jc7yOcN zDWGGH0S=k_Z$FC1e=VrdS&V?~XgPGy6*P4ePQ+m|hHyw}cuGS}*L~@dZYD8!6pjl) z71DUj6ntEk#a86}Fj8%Wc-nBOZ*F}ut)YGgpf?4=`1As*I_ti^=vQDsF0cCE+|Ul! zFVg&5qp{HT>aZS^b&uM0AWCqgoPQV?Fa*vjgc1omOm*%r(0L-Sh~iMpsra+6?yuMT z#}79sNVTAIHyxlt1!Q4*FedJ(U2gN#0798}tyR(5URf4lCoKjo!TtgR1>}x0aTWMd zeRyr8=7l_E;Y`8g5D3&Q+O?@Ub!dTpNz1UkuJg6kTTk@7deCAXH|~W74O}%qRId-hq4odbF4wv?Ab$St~Y*eQ+mm7j*JEb zIrk;j^>z=)$RyNv5UMJ-NY&v6K`99GexJC24+y@=Cu~-1L>l3RcQzO1K(U(A)B~rL z^{b#?td3qD*WqqI)p^zgdRiu$W354J!0VF2UqyuTM}<%Fczhz&{jlD=a0kj$A=4Z4aljm54=v+$0G$`VCjJPy2mR#A zxC6#HIGo2yVe(c>I7AOR2kKeZz8M#sY^GNgjI3a%(8hV8`Cu{m*Dl~)OaUU$nXE`o94X1hX=-e* zA#DTGqnB0!gl6)Lpn#IBm7lTc_URHC$8{;Ww?kAMc)g63xhJ<52SX*#Xy#0@2e1th7@(-nPTs<2LE?h|ue3hPn#=^)#S7h_a|u zRWro9H#CY-x)SX&vG}(6j3MTkyr8i_aM=V_L7Z&Rz|7trukpYW(xmR01y2wLZc8^N zKEj2y82UGiS7$#Nd++C!Mhd7JdVV~tyhC@0NShH|AMhig2K8YtAO#Pv^ryojy((Gn zNZ6EnrB33pdW;Mj<^VXvnmH2&JrtK9@`9kW%ngJXw`G43Z5|z976h`iJU^|}3^5#w zh!W#r?nSOwIFG3+po!?_#fcW%ZIh&wAgFUc_k__kVe$ea&$&TFcWA>2pYRo`Y#NkC zA;+Q&YeN)Bw&~qw-%bEAdj*LN3zL{V^da8w;v+p=PB&_DSMrt2`GxU;#KaCp&BU9g z=AYDt8iaAQAFqsKueFpQfD2!_;-4VvI3k*pC^rx`jWFUs$QX72#yTtpB02@?4uYf!khl$;v>baVoQWoJ?Xjzu$1!)PDl!7_|<{wmA8JN>Y0Eg-3j zU?M()C;tI-7}buv3atbWQvbS&04d1@WOB+_TEUmsu}es|h7QM__pwwvIuB4*F?$%? zW(Ndx@L4IOKZWQmlUyThHuZf=MfHM{%Du(_uVQtIfXq8>PO-3Cij|BcST$$_I_Qdp z3y0>Po{(i7t-(7m(5o!tH=_`gmDCMHN!SeFBKVfY08lHLSrdqiEVzdhMRw%e@ifjH zw&_ljo4)Kh(vXZA1#YC}B75Hrv=VFTvo3o~zV<)`z1*oc%iX4q(d}e*db)+Y-r_4B zrJ?7g>Gm%Ado`enhrcBFu{XAvwnL>}Y158lt+rKwMU#9rSX^y~9$QhjRIIL1;JP%` zKM*jfva)#86F0Nv!BY}I^IO6R4D5S{qV@B;;&r6lwFeugFYAJVo%TQoYNT(kS*sM< zMCB_y4^Q`fz77a};bsr%Opc@c8eWic@H#zuf8VavJER=a2#B%*eHbF9(Ac|Q`k8%xKd;J zRW9A?D{h#o4$%4X*80|@=_lypR1`kNM$Xu{fDT`Com$HjWWrP)oLy--JbgVWdv-%5 zi9K42u$yExwYmM`0gOK(%{de;^~_jb#!!-2i%Bb9)(92q@JbfxK>J@D6hoeLv!T5%^YePYuz6p2 z==#Qle}sGR$-xy<;|uK+33M1ID|;w5CWoU>@5Rti8|58~VmA8P&9ui;@4x_*GU9K| z@^zm;mp$xOM2sBes<({7B>oLppnbiM@hY2EtV~I?mT0|;1Fv&{E_?aB<$F~E}ik2oZ z37&Io2_{Zi_Lxx*e;fe0oq#7GUi0>vf8--S2=C%4d%=sWLTV#RCbD>qzI`n@vtA}C zIip%JB^Qc8+%TkN5qS9+a7#Iz+n{o}3N-*58t4_Ifj&fE`=3pSIYhMHcI#zo80kLqa zcY9CgJo|~8nMCg=M{U>WZa)P%wNi#omXU&S{?fa5cS$vGgNww;B8_#ns8uNU$j(um zcG=AU9^M!{gHd`h-%oZ_1#^!WWeI(^6X4&IyPc9!a%8|S>eJ6VuP;t~4WKF6?K18g zytTw#Dm|S~@M5ZUawG7bSFOp8@}8*(z+WxKxKK7$WYcTPz4!^qbY2{lhxR#x7gi9r zMth;GL~=sU{X{Wx2QDL`RR77UND&YWx|s3k<3$}_;zV#6$*GK=Y+nExUAEL|QhntI zcKY{fVo2aJs%y7@62|BOi%q7tJ%91{U;YTKP!SS(u|<8rU*{JWAt6R}=p~)z`q3@^ zULsavVw9Trlb^8AE`a}1t5lWnV{>BVgK(J_(@zT4OQ#r7S^+6>KT#7UFv4X7l85j= z{}%hD}v?yJXLj@7l!jLs`L%r99)kZGZ z-a{@}{*#I14L_dtguqv)q;`?4Zkd!_Qi&}%IC~_DBlPky(<@P29myc?c`j4jEW;KH z4Nigmnvfoi5ehD>blMswMKb4?bX?VBZ+N=Cp&qgB=V?)@>o-to(#elTnAc(DOLD|# zc0u6NxdaV$)*7JH<&3QOwD;gC>RCRu)SLP7M4KKccFn zPwy5XUtLtSrVSQXBDEXEr6*#PBgFThw><>Q(qH$WJxUAY#!-YpFUkO%2X*C#JrHMx z;Im@GRw?&=N2+rTN z=fD*JLl$08Qp^3a(Dej`Stdf>al7BIuyU!`x+jOlbQBlQ!b6vo?KP0r&eTtlppEg^ z`XkdM*Zz6(A);CWE#H(^SN@KJKZ^4S7a+Efa2Mh)Ktvsaux*;I@*K}p2E_7IkVuO$ zp#BNgc?BSbJ;&$VPp|?B>=J9^)KAJ{8iiL?3yo&xLv&eBb9vA3&KT|MO?coeqAYz2AIoBtl9`(b1^yzJ7-{GZjYCTih7BV zo(0Y-{`htdWAGc0p8v&z0qNNx|DT>qoRj!U$nP(y{l7f+J8so{nT1EuzV$8&Bluh6 zt~`GlSq1zFQsWaae<{KCpLhd*IC7H->6AbDP8qtr#3;uYJv#h{m>hL zwSNY{sQ;I3ElQUzFuTL2;KtiKcA%Aw1({eJsJ7yONr?yPQ5-T7H|5Pcl41v)JwHj= zuaa=PqntpMIgt?UFM}vCQ-Si(2<0|b+IRW;^tkhvD4ad@T8#0STXF>wb_V)GxEjiJBN z7-V@9SuOIiKv>Bv(|sq=7iJq^{?HX@OPnxvtoo6k{2RQA2as~xqgI!DEE}SbS!XmL zZY1qJOyUB}w;Y1wd>G&SBt&aa8+}2|LN`-b56eBz)aOhn+6mANCTD5jZ$l9Z%)B=+VF6uQ{>$JR*51Sw&y*!x#@79;KybQ3ME`jU(Ncjh~FkEun3b2HGOzj=zEFb-W7ZD)#E6t6LiF zLv@a#rFwxqy@p=Z95#FHjyJaLTvgR^9-$QbjQ}me+1OTE6~TGloW5zPn71dkU1kIq z->wmpUOl{$l-`|r$aL5-c}zopdvi_1@pmbvMnbgQQIvl~KG5VaVllO|wW2Oy`A#8~ z{CStRoDE9RoR_+x?N?<0+jN3Thmnyd&Y%FgFBsINa`_8j8UdF8Iw1WP*XbCvT z7J%x4`SEq%P7B86w+EB%XDL%$1D9HDs%5;yj|~>e9Qza~K1LYIi=q_oBj1d^ zZSOu>{@?f033B6T$*StZO~u>49H0J1Pnl@mfLUURBcnO z(yXlOay24F%#FQhcWnMTIm%xd%s~_BV=$!RyQq=&vq9BL_Ay0 zut3XAI^CulD-~JF`vvXFbEj@eUUt#F*|K#d!V z^f=3f{C*6|eA>pK<(UAHNOcWNfxC+I<@!t?$DbIq7Klflu#D5-ylok531vG0)F!mJ z2Fp{4cq6icEFkiO=U=NMt#_d?Qjn*x8|gNyQMpma({TkR3d;E&VwZuz5<@oZzR$k1 zx5doA!+0@n=*n=Lg`#0hzU|m@{X^RC(B*n6`u)BAvb%Qg`=IXx0$;@|o-6=*ML+X2H~z=#hRbq!p8TX{ zT!18aH3mvX`1di33ZSeh(@$Cf?N39d5?mM8_!so~;SWY^jHq5Hn&E%`FN(0d99X%R zKLNO^a9PSjTKv!78VfL3n-_cGCl!E{ujZQ5WrJ*JR2NYW^b~SK&oN?cb}&njSLpuw z*IQujQHH=oj`il?lIN2SFh?ZzPb0uoQmn$D)$kc;dDcotqC9-%hKZlrWuEWZpbUCT zMiyceLV>&}J8D_<#3wSt?0a=heAixRPU6?aMazKcn?!{sl6+gHYaD|c?)mrhzrJVV zD*B$6#U`(+1m4#Uy$EY_nMQ*L?-ClhLC#ZYsmFu2_8fH?QUq+wOBKA%3{y!BhVoxL zSX9GPKBZ@^DqkNhiWH5siMW9B3xQY7@#{czO4naHMixy>W{fmt- zqQ!XlDN*r&Ul6w?28Aod#3Qcy4}pD9&TmG(7{|T>fJv7fd>2O?gr9imVOMq!>-;J- z?B4;Ms2qHM(JdWOn0wd^O?)=a_xB$STG;&N8EDjR0N^!-F4PGaPatm{9u9sOL4=4r zqZ^u`TBKmSYO{St@2BzT0C|uTNF!ZuG|;KK_Szvhc+B1bzTam8rZ!2#C?fg7k<2^a zUTrl%+>HaO??;=FR<=cO`(u;aASGyl(XAo8-A2)iFwvAd1qPGublntS&#&ZUaf<)8 zcp_(__E?d53(~?Gxo8d|g<7N&2j*Hfc(kXqNLumwFTwbNSk0=3;lAf8f-9I{!qBjQ zCkQMggTB!Kjc?G;Sgy)%Oy}wff;3Q3YZo)LL%Ae^+F}A!xH4Y_6i91W1k6_D-96`} zrX^cwQ>UfV(FNmvxanYa?gWfQHdZ409(~1SF%`bl@yIvR&{>rcOdwTZWaQ#kqlN7Y z_bww7o)rg0sz+d2%AC8W^U03YkwjeY*IkY>Bw9qxs9%)=kRqN&ajZ(1NYW9p%-%BqeJF@*MJGL8DZ46*;j5h_NMaB`5N=a_I^PIsscb%WpY|!p zleAe)v@-RcKO&x|hq~?rta3x~9oeJG>2HcsGXVzF5=;ZIP*X7ZMnYmnf8&P|ypom> zbA=IOXL@xEOJN#<@V5FmNjU)>0=xF^3a>!zExoYMm4+n+)Vif5gHTF$bcyN z0)a1lpe9}v+gT7}zf=08wBnFv3^F*w*{JI9NkJF1JzsvkgIeSEw{>$Q8WM6N-$c|D z3-51X%`z?@*sgq`cKznvthc+5#vo&!C!ig>_U;-Yf!y`JSo56Jca9Y? z7LR&Kc&j8z8XCQ2ktV+um@@Nhh;#&T9IBe;*|F_B_gtW5eJ6~!-)UI5sqjilqFIz`FH`C&3O&1Jl*E5&QFW#xZTbYvHxgLuwDu2?_}#y>nl;I8v@z#f z$Bbd*k*TBGfrn+wfS7Gx==BeSN%65m$5-(%9Znjc(J4BX zLqoI*+t79vW2Fh*Xb42?d7hHc0By_j4&-J#ph|r%b@*Y!eg%eav~=rh@hha{#vnP7 zDV)lXyPKXlTE`Hm z>ayLQ@z%6WwTv>J`<@PP?9D1ZIuP4u{wULFmr+Uby;%IxR3Yv#I8k1+OP4 z46neK%{A00R5DdasO!jIu|c7jpI^RsUKxakCfLbU(AX9)f?gw|j<)>lmk$8fL%a*f zSJ`)p$oUe7SuC!5E@wu{owdB_*1!6Wy5zB|kO*Y{YgyJx{Qh+32lLe3Dvub(oK}jX zlw>Wge1F3_bzD+A=9OsVM(^0XgmH?Ls55*AQ6R+7EM9`qTb^lO57G_iz2)|^aLzPE z-QB9RHGJ;J!9*s|_v!-;rwwjk+?{rTMk;DqR(D;o;PX@2W*@fH5T=8!5Mbg%TKMmz zA!)MD4F_i*J*3sqS-J+%{xp!1Z~9@&_R!f~^YA+-X(ixt0G7wy7)Jf9opj!ZIiern zOkSfT%zvoZS8O>wAeQ(QG#l4UG|O_zAw8mqJhDZtWIk}dj{O_#9O1BnX-8w{%2!tA z$$11>I}ve}Pg2s>fxfPWU9yFhRqtQtXPc`%ggIq0*GY|d^j(7R442s-zo{Ei)qHni+Txvvxs zXlqcDHf<~?>28_K)Y-zwtpC&AmB&N9w{1y>&S@cv!idfxic+$LoMcInrNt78N{%f% zV~d`oVMYoqG=w2*i44L}1|e%vwh@Mrb&x&1_m?`4df)dv|Ga;`{pHh#ncsRZ*LC05 z716hz;3mEB7UiNFwxQGNxIH$~Ij(H}R=$(+5{+mmH1-IAsGg<67VzRh_pvK%{yn1Z z?Z>5r3KUse8+OflQ0C2wKMKeN{jpRG=~c5zC!P8E)K+oL zM7qXmQi~vbH$jQ39nW&5J&`b-VVEAK>XaoFSP~8oC9Sv1k*%u7<%l$?4BnZD8?h)r z$5>WYd3Nnq>4`|@Sd0?d-;DN1XS1~hgv#VW{7dBj(_VvgoQdWQ#ST1(XYS&4pkorCm+5uOg(&-U}xz zafo^IM1(b+4tgSVF%PTExbgFtkoAWqA8n+ce`vW_#4u}rH+d&^;rG!^rS$PG#|z~G zfz(2+25+t9e&o57Ud;{uBD3z+4;?(p7fgl3GlD0Kf~Un6Hk6nS#*r7%{C zS3D>(l*eT}DtV?It^6nR*(C0gdtyalq?jhg%Q?o(!}x7=z<|h%sU3Ih+Rmw5GM(ID znCFIjHVXELlFt&zjmavXQ(|~sB#td-_b4{Y9Gq5zVXgs=Jw3j{ZUK@r&4$UH;KGA0 z=ZkT#IC%?F3*VH2fznemHvf>}?#{zLl(3WLBY#ba69&HZ{EXtOn34`TSF{>GS)e*; zcQXfu52LWvJYslEsgso~wz}+1JD=1uE#~!ojay9Z^e;U3#A9+B(jF^OId#LkL`kAJ+VY{7F(7D|-YrrsS)U+uu@kbhB6miFHMFLfH;=zV_IX~GB z*CuyIle_MjPwPALk-~n`jJN?Cu_wD4SxE{>?CLwZo3)YZ&fGRnZ4b^clsh!n^Oe{cZSaCI#$4ag?ACwK)w`uvJCqE>0o+Tz6-=Mf z7?2oG$aE46t5esfWDYgWeSBJ&?f)$cr><%ByOuep=ZpuX^ea*DC^pJwGdO~=u(nO8y zVD)}W&nmtk#lCeB-=g%d5!221^IKj3rpf;-!;q^IZ|iGq$W%QwIJ|3(enN{A+g+v`oG zdLDqMd%ev(oi@>yN9Jr{=4Do_c4D@^^HrQ%&>M&u|8|uK(6}9(%8Ekplvx*=@ohMk z?EiIf_P0|cb7|%UCK|v-HVaCV26p@@e9l=5eSdjfm*`-VYOWBtn$gcA)x7zMqwk<; z2vv%L0sXDb-s7&bs_x7Dc(wj^jhf)?S8CP>D7!|v4~NE=w-<8NhuUn$3EvNqDC5|w z9A4lYlP3%wgPQ#*!T|NsNKgdydM(0=bEM@=Ic!+%_XXu$U1<+TYXk3%j#P#)+O|U@ z(TnRi<%$#TIvqci1&CWR0*X`8)D-Gs4;|tauQm1=892VxemN9jO}8h>2H!~Qet}iG zTm-BIS^grMlIaOYP8z*>bqW38$qB)NU9s#{b*GBYw#)6rPUUX6P?4LJnRiBiQT5D$ z`H0xIeapSAUJ-QRpWUb6xhmPmwKK?{knawp0|nO~ntxpd1W%Ik^!eo+LT3GX%Ku87 z>RXo{VNr8}NBQy;BuQLRJ1(Lz+u82G(G^Lm*P2JBpU2 z9so7d3Y(7ym3$^yp;>$}F3ZJ|N#ZH;upH@}xv4LYUb$uk}#RAcDFPB1T& zHfaGFlMhm{#aoKiDlYRo;qi69AR*$^w`qBK7|k_SY~dW+JltZXdftDN3t{NRS!4E$ zj`5sEBhRYOS&`=>E;cW}5ac>?yzkAhZgKgnjw33nj^hp>|7JMT;F@Md$FWDAhQ$|C2G~)^kaQrn+6AQo#rG4jMU?7|0Ub#*! ztSju*c_5S0F-{F$@(DJlfCUP9;7i*Gp(szp;eGk~0oWG&stv82I86zX22+&2D?W1N^sDbcVkuFvMmj4s(QFant;Dq=rmB2w_iLqN+L4 z=Z%(Gwra!enIx)Odjt0jDDezEm3K1p1%#s2E_*jc?My*=g>?)FQ9MC#EeZHha`Hw{6VI6Dklw6T^OUTQJ_ zkPLc=!@NWZm*}zciRVNtXcLQm0pZA9ol)jijDFw(`=Uz_b`f3TBp}wu9_n(^CHph@ z-@fk0xo8?!8$zM*QOHWSgwMcmIW>OXz85rU8Xs?Ms6NnF_Yi_yNPNYDml)C05(|=< z6AM$Q=r&2WFn6@{d%1HEEo2~mPnH^dqf&&*`9@tL$RtzdwpNzTU`zL1aPqMw$$elAZpO6Hikx8 z40a2r+;b2v-c{iyY2dY|?c%IpL6NPGeh_j!qN<(OZ|3VrgfO;|x;X`Eb>HthJRQ7y z*<7dB3!=xdNQBdZBP8D+*}Ra5J;(|Nl_(DYgCAM5Fk9!Za>$KeEghxUi zz+pBP>p#(w)=^jD*`ju?;^byQQr@FN*hi+<$s#)#KMp$>f3H-2X!&@6*TP5IlxiJ` z%r)#cY@XLV_XQCg8&j{__~_#5j_FVRh0(Tk*|ZD-#obsFuQ?2w!$eJ%d_cCwBecV;Ld`Foa}-32Z6b}?$91DCd~hUe65gMgU!c zQ_hnzN!mkK80mSGc28Rv`=$IuBF92`JDF=I5YT1LlD30)c$V^ z0HN+T=~#>KcrtjH7`ix;_)?u=^JMpFx0yM#WltL;0)D=sQ-ekBtYzYzneO$?A+Vr@xs!K!Ds2kY96lmF!oFlPhT*hBIQMC;^sM}hg?FnPKRorHlKnb zl1BSGTP<&y3X8W}&hiAr1sUoAFszgA#0OtklKRQdXOEktv9^X_@Jsc&Wi}A0ebPdi+D$ zhvfYg&zFPBc0FT&v!8{W{SH4beUMQtYsTu5>U??K6aStQKsfHF!*Pyg5eCBl$RGd! zkiyDZa_o<1|6pjg^l57F-72j|#aDh@y(_Eqo^GTNg^J>&v=_hrNYVuSg{CbtV!kX_ zVoS&S?PXc{KYCWISe6!}Ydik~uapW@R_5tizoqc=4<8`3q_O@(Os_u{1;ICtF47sgpHvjwCpp(#hu1ZOr&e`$9-H^#p zom>_l_rtwZeY1Abc>GdoJ}4;t@RutGgqDxT)wqPS-b^%m^*{d} zj5WxcJ^vu3z0B}09ki<8uZSc;!!ii#uX?q^5wxYm{bb*tyT+p?O4dcBGVI|x)^=XF zqthsnmVSE?(q0m%OY9P|hMIE#X;vZbW7i06&NFKiG`Vj1TY8~&O4wxA0dU@LP^Zlo zbdA5NbU@)bfN)Dh8#jU-c+(8C#}K53O^32!fF z3~)&9bDz#o9)RG39>5FJP@ubZdi9eKVjIzdJ&%|nsF-z71|K}7aMc&VkH~kNr149sT_KTo1pJpF0i z=>eMM-D+y~a7A2TNTVgv zANx@dgud^HV>iQW0f>a&1?V;^aK!SACe$#HtOyFC>Q6d1pEeSnuE!HAfK;k2^01m` zl=`4yvoN3D9bVIdjuP}z~^+pgeBYJPr3~Qx<%062Ct|{%|z-f$jA$dcpG(3XoC)ps?Q@$SD zcu26K0Q@{BZdF4cQwOv|Mg$QUM1fxWtchqxc1zDEi!7T@h+t0tJ;*0kjuQ;E4F}T6p%Jl|)YqX20~(v9;yn5ZC|03I}7;Ju`5aA%JC=!Yc`I&Q~%Q=$q8cO)VGdu#Qv z1A(vTXmoDZdVayu?&ep=HN*NCBz|%1gvL2I%Rgyo(+5k~Br5s;=`qYX%fi;g)y3Ai>Px~_Bu>{>KJl^_B zR1@drb~nnTZrHTgx8}FAZ05;2(Wgy5!=`L6{hp9#Z)Lc6ka^}Lx6As9nBs7puO$T4 zMHie~czpXX39hKLFQ9uzk-Gv>D6eQ($4c3g!7h}< zuy51Hu{dbjzz|zqT7sODQ@W+rz&#=PpnHV#kK5+K2*h-J5t&sI>*P9-NR7gtMR9^f z)nn&JI}L|06MW<|#7f%5yJp(f;u~3}BWwn`md7_xNwb`BxM46_PTwjG5u@Lqh@u^1 z_v?H_I{-Hr=n?wriR;W$$FbPf4Du_RSUGf{#bs)$>=S4c?N2Wpw5q%%>?MwEDZkPf zZmHXqnFO}M@TOzMM`htvZye#eHGK1=&i(E}=~ySPPivdTdyIdYW_=?v_C)h-G%5Gf zid4Z8V7@6>IHE_4H61BC6hNoqQb*&vq|gYj$irNiPn!hl?7-(y8bwDO7v~VY`D-om z(Y1NE%{D#!E@YPu0k%%N>^F_T92lBVa<0R$l!Bu{=ODRIZme-?^s;Y6iWU-_oP(GA zY~k?OfuMYchXuB+bDm&$vE0)vUy*=IoG`M!)x=nEMU*$X#EOOvA@$lWksZjZ#N+}#s1dOs`KXvRi*GY_$=apnX*hRiG-3GMv zgzZ9h4)FzwL37A6$pNBLqe|o!+&*dnJa*}Z^qbBUx};-@YhKKm44W71Ip1a#z8|N| zQ+UQ!%VnmnsKDx9u%dcFx?&VosH2fR6HY9oYji8X7bY#{Cpu8LCE1(oIdVlF%ci>n1LBe#u>8bAy`Cj-1}ZX`8~PF6;#fWB+2djh9S`nOjEx4cBYHzv>kln z^Y14PJ$m((P?6%>3qGw-QHP0xbeMql(&|SNpaV!Lxc~^xT|`H)l_4!4`OBQM#e1Pt zaRtme!a6bv-iEi6(4_QF&yQ04#lHe=rbBHnK~O3d%|D>B z*Tme%DfowEYt%I-gsCV} z@SVBCYpz;d13YSv83>VyV@ow2?6=lc1e>%*WRtb9XeBgnH1ax{RybP+dT#fNfg$TB zqgjrTn@Sg}A}rmoFuvJ@5*Jc{E1v8$dBG20+X-3yVjyvfT=R%Bl7er4 zvgy0LDL}=sGjXOafuUny^KRuZmg)z3b8ObBhU0O0dx^RU$aFNp+jmx)Mexs0$XxlZT&@t5^tgNPB)i-qT z?I(jLsdCg4y z4V8%1IsEoH`WtR(oap9Q%!C;lfG;}{pcqJT3Iz#Px|bKoew3r>3Z8&wSPO^>q;MH2 zcU@iW?A1ExyFi>S6hoS33g`F(x}n_cp9aGA3*_iAff%VkN=CK$01&_6ByXrV^z@Z; zocyP8sD&c~Dg1U%|J-1L^kN*j7w|ow|7AmRe*M$fJzfey+a;ISONG7uWg`e;(g=tov%`eMfUCVy=!9sr-EEPb?Lg!OB;0VBlp^fQfY7R7RFu=> z{?65=B72#^`nv>>DS&|Y(;@0*v%(u>n_KehiV(7t>fRP!6^^qlzR7dz@67i<{_v2S zlVv34PR934`1j5J;Rn45h*Sq?M}GY$%|l?MYS&HGLM!39no~M#ENHYWk&jztm8hity|S`MJM&}56AcOZ_1>>waU&d z#Qx)_)n9?LTHlf=@og0G?@Rr|531SFoXgo(r^&4-82OV diff --git a/slides/slide2_files/figure-revealjs/geom-col-fill-1.png b/slides/slide2_files/figure-revealjs/geom-col-fill-1.png deleted file mode 100644 index ce5cdce3518051054272f40978b5e34c6454cf4f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 46508 zcmeFabyQVryFR=?P{csDgo1#I3P`DRF9Q&e7LZnulJ1VB+ag6u8bv^9=>`K(y1NAF z?uOqzLEpXKb7c9B@%_GUoNt`{hhyMkGUqd&xZ}F6`(DqaB}EPqk`tm(s6(PRuFIlO z`&>~dTr|O6_{7lMp$Ub;JFI{0nzX?+k!vP~CgyUcceS)dw2igR^|fS0uA)#}o}Th* zdMD+H1wwMt7|vEdY>bI{ad?y6FWpeK?$7q&P3<(JPDWqD^efN5j(3IWpJ(k~f1^(? zKz!xMhqt}Hy;~|DXiwjdpKxb-oi6JG2cBm$sswbO!(}8-Vj5`ZODh}v{F%q{gH!Dxr&=ZkFaHbv=W!_dKNhu5Or0w2 zZduG)+R`0Mk`}>v+V!Y4fvfyXpEhcfq$E|%74OR0m;Ei8%lkj`8it?d>0;gbwh(G zi@5Y0|6}#ggO*<|TCFdvS}TSH5%j&_CObgxagIeHW9I4?7sU+PH%BxwEnU3(I=@JC z_?F{D6h)8^Nc&RzPN)ieCVA=k75(8)yK$0>caB|ueu_xnQRPllEFt-@-mBqgy;sXk zz2iL}=~p&US-0+Qei<9CyLdHbi)Oku?&Fl6JWc*VXFI)ktJ?iKrZkP0L|H^%JX}6` z#`pWh6Q`q2y`cRnchBQq9go;y_OgI87Wd|I>Kg5EXk;Te-SgdtZLXAV>fU?Vn_g2Q z7QuO>wWhVkpxnR3Se?hoSkXOCSRo>>* z?sMMbGS;Dx#XiPXsX*wIYohX5WR73*o}=d<8$4pR>uPMt+fq%r@1|iJ*e!+tvy@kY!8%ZHCKRv z;L^S=sv{wRx&S{Dpm3h(qwwG-9Qa2L|GZIyWHXDA8MaDg;G6#K%X4@Bpg94 z@?u>(6z1~LBPeFyM{I|7UEl4OB0#NCVxLKL5Wy|KuY4Rq`jsJ^CcZ)O&;B?i-Hy9w z@4+wUQ|uQ;mwO))i8)*rmfC(b4l@iDzy0+r zwc(y37Y@w)O{p4dGFT!vwaC}6&#W#^sEmJN6TlUsxwFr-j`0x&`>I6h!-kTWlMBJV zG(t2mpKRiHPhp==yroC9_Xn%uM8M2O%-GIq%Gd( zynOG=^S22J9zyPle&b z^R_jD1(Kg4mg|0TPF!=cGv|_CZ6w_r$->fxwMTMyxO@D)(v8dCH?Oq&3A>^&%}1td zlA5KP_iZ0wJxa{H{mGie=J(A9c0SmTnP;p~3m@a&AAv_eoQGa;u_jr&?dgraM8L)* zt9+34EyrU4r`20|4C`a5+7+qghwxn;=7)X!zxr1>8Q%etmtKJekm)Eux2y@uK8i-5O8q zO*nvy7tEZZS>hJM`5GTL*%KK`9>ez?^j__@bt!^ zM<~n|$q`ibTzqY!N*1G4Q=Gh=`Ib+*`9S%&c&ubtYR%Qr?*@DmFFIVdHs-X2+O0yz zI8AV#{jjPSKHSaC=lg{I*q%i?8JwDhKh(HB?O0PgJieB>$VT6E>xp)I^RvfJJ(ohG zxV*(C=|)Q2$%ejeh{)P+ndF*ddajPHM@0v_c%9_FTrcI+l5aORTJb_%JaTiRBZDya z+_r7jW=?@^miqFQu7eU|lqg~v(8uukT0#ik^6WhQ4946pDQmC3kdTl(Ukv+d!#<2G znV!bzF}-IqLl1ItPMH)6n1A@zxt2`$&No?2AG>FuyM+u^wa9rRwK2zHsC2X`e$4N7 zx}MCNt;?}aYm1j`r+XQTp7U6d2VnIbD9m|q9z!2G;DBg;d4Br6e zVL7b3tXgbW1_JxP`$~CzI?T%mX8V}8z^YzlgrMMIFn(O?)1TtYV_9JM|G~46;kW3v zyt?)zdv!Fv-;E*ZsR)(b+4GX2FG(au$|!AAJx;Kmci3mTunIR+@3HyK;DsWQcs7PD zg}zaO*G0o&BICxbJ^K!O7ev+s3k7_0HFl zK>w11zd0f7HyAElcx}>Cm{{j8K;ZYtm9p6LcIiA(fSPq%^wD!$$u~}0Z6;@$VBbou zwwOf<4WZuzWJlFtAkq(s}GtNPG(7BvkMP z>~HYT(Ei<%|1)cU-=dg*_S(Nis{fqOf3rFN7?1yVjRy&SqfGQ6d>+f;+Q$WB!8;G5 z6T)$Ep(~MR)!AN)=NiQp{6+4!w*MpTh8sTSsgVJ38GB*M3p|29QKru}{+J(YN&YO{ zY5hs9-CAudX!}0I{^*?bjSp!BZ=DklZl^QtH;OF^JbSIgw;ic6I#M-!j0r6l`;~-2 zp;6QqqOuL}PYWHy+SThTbMEGw0ng$W9b@8@VC=9>eP;>3gy*hN>xKuF2qrWI~erEO9GNK3>f5vk|B2){E?k@r9en z7)s9V+>s@zhau`T*do^3Y!At_9#ri5xT%3d-2vrq!GVb%iPj`&D$5@B;Np3^Y4|_HGxWAHupGn*DNi*9qH> z$wwgC4Xjo^LBH#SZO=D3geS(&Mb2ZtN=yV^z_Pjg#&6QZNLZ{rzzFk4v0W!ZnTb^mQQvC#n}bjtfC_N)HcYCpFB&gT1P ztNs0qVgA`_|8{!*_gFQw(8HW_FLMBl$p%nUvprq^z3I1)$N6kc4^nV23M{;n5_)o& zlAJv%P~D!M%I>?5us?sV>mJRbjm7v2ymqtS0T(5Un>274X^55bpyJQ9PIdUVsr>Ke zN+~h{x0u>_`EIEF=(|fclbr{3+?g_;KB2OwTU%*}*d!i`aB;RAZ#8?UXOcf7ygq4D z)Nv>0R;0~TH#=@|(bmS4*6RGoLNg_s-gA^`0ng>11jjGkik=$+Zn?}yQEPwbIZ7k^ zIcF%Gg5P1$!=~Ggwwik=^yOu3F;%N3`Af!~*@x^8QSz`A!XsK#m?x&4mcKoTGH6LM z8-DeqnT}JpI&^$!IxTnANEmuT+%8vyhs4hY=`jbSDPxpKa2}k1{oRf zgR(k|^Wrq8ing2?)$_SJNcaGIiL=ze`sSx<$#ExCqI{c&`)A6iYjRI;o8Ob4=4>(H zA++ytTJn^SSJ1xFt7?BbLO*ck0seu$0~*U$Pg>SqVGsT?vDu{^sCNHN9un>B?m*E7 z1bz}I+ft7cL5e(^fQaH2kBF6VlG#fHv(Y;gnGn*s^i%Y_ZMZpsnhs_+NWEhg_TZ1- z3>p_#+XBzhzQrUL;8*`Z`al8LBKa#6VycCXcB&Rt>`L$Dr1;r$ZKl*?#h6i{xJ6oJ zUYL7;5@ccTuYtQp_#hZg6SlE}Gj zzm{JCx+a{zLendJLi@eP`E3SKf*4}EGm)d)+bQxXUim;yH~Aa-=DsuN$QfMiV<`1Z zLnV$e)yOQ4E8bN6sc%$s+E*xYrSe=F)?DOJOHXOMzNoA>DQZ;JyDY?OAm;}`<$NA| zaM>8s=zm{EdUO(p^_tRBn-+?6i!FzC@`r6sAQEaX7jE7-&D;nlqFWd=87_hKf^l zBGh47&V-BI&TA7huSWdydd;2mC5}sQEf7HWi!jkPt2MD3X7mW&hk+<)`Qz zz7~~-yd@YOn?;ko%Ab^}2Tn_q;`F8yJFU(?n|JOxCm!%!ElAZK$i>+~PCr|i6zw(| z5wCRLwIUlX)hytxan7`J0_zKDD zYNQrRhAi&dZ2OVV^j^CT*&oA^-{C8T&Pp@aEHt00vbk(vFdt8Z8-1a+@YX(cht8Zx zedbyfUYD7^5~cdV5EFIY_z!EA>GL$+d@uaD!B&tn=Dn(P-dNQZs?YmV?Kf*;j7i;( z8hQ|~Z(~%*5LgICey}2mlZmn=w0ny8PO)pNMGgNLQ=r$=LNGgh)x1*)S(R&3MG*r= zX;mBx0Y2DCb<9n%80b*n22CsRHh&Uup` zL7&nYub6xrD7{YmvBdW}Rl#xQBgaR?nRCttuxL>2qq4no@Wkae7i!3U-F$tJv*@cE;;6iUu4Clt1mn}*)OqY*r~FqxL@FU9UFh}2 zc7x<>pw7~0BEZ8@Y^*N018s1*J*&p0eSy-ZQ-P?)QD;nyjmAMZA0(sp1t3hXy4D{0Ul&h<$*mBYADn~GC?&bRWj(9B-iProWbB>5D9qZBjJ@OZJ1y51gH{b zDp_l;3kg*{?*;pI?9&q>Z_w#nj}UO`V{us#_vGmG%XFoQ6nEJ02;cpDMH1jUFXi== z6s=bj-TTl}#o5E>1=0v>Wz8ox5a~q3=17EQXSSKrbe7B3 zrrCU*NSR{ctiR!qX`CrI3SFbBaQ-~ujbwPyOAt0QPPFMpc!Gu?U3fFsYV3@^=!YK5 zF7pbe_Y2J`Ep+`c=>X3Beu&iqYvVUQG+Tb3>&&s}Ps*EgqcF}s-C-1B-D{lHW!?4` za+lILnh=YI8&^8Ys2mvcHkz{vNs3V~t|@0ufwi_8g@F}WDzF&?@4a-e_-E;} zxYUl*SLAEi@%7|VGFLO26jVyQUDo@D8{f$pf_uLN!B5;cF=OHP7viaFQZB0vW)m4L z&F{7bSX{W1iZ)jhD&L6uruLf3@1b@P<@GXw)I_f(NiFjs7bR<$m!I=w&QRYI!S%Ze zY?MS{W3l#XJ>nVwr_Hz29{l@J{VzF$+l@#OZz}mK9qDtNHl5}Rr@g57c?4F6qZp<6 z%)ft$OCZjc7#YchI5586z(sVSp{{mB%<8@dqR?oXsh1L1xu@#1&}7#4j27X{qri7K z&xQ0{FY}@_P_)q43p1mg@-*hZJoWDblIFvuPqByWPIr&khn6s#ZtlX(g=8RyJC7b9 zW3H@knCx7f7<)WASQ+FyfOu!#^F01FOLO0zP?t{TO@;ecHGMUX+qiW10^ z5bq^O^2XP!TGYsRC(`9IUK9rSqJ_96N>%^<;;MYMlaQ}Ogjc@nSP%m4_D+8m7 zJeu|p3C$qs4=*9lK$vB{sE;*KUb$lAq>F-dp#?iDwumP2%<~6XzO+(a?##J#*0A5= z1Yo5p^cAOxoTncek{M5`73SbV@MS$|5G5E0q0&gfr^C6`xfT*4;^C*c%uq(WL+l2y2nm<_>1yl`$6 zN5{P$2v1sW=i8b^xj^PG*Cf2aGBP}pzK7eU3v!p43XRRnHe+cA;oMf3%1AuJVp_8C ztUJxhmKU>%D3`h&OfprLXa!e9n@|wDRmV*|+(%Sh7`wD;oY|%$qomaKHln>uFjg2b zcDBrp?C1F9PC)mBe=^un1n$UlqeJ$s$%Nbv0`vugrWr zz|wd^6au7vM9l=#KwBX`wO?{-TB7Co>1(Mq>;}!B_YmIBvJe0nN%O={@(!R(vmpOm> zBe~H~`7)ys#+rI75Pz#xO1*uq^`5XG1m_YuNfKdt14{kD?SHOr$90j6cmb-8N=lWV z(h3*@>dqpkIr15#mlAll!nU^>vCmF=nZBbn?I2fUH=t%In3qM8*Z23nzDVc-wMfZg zhY9tF-VkxC+Ivl*00BsR5QRz_Wo{16o6GdY4*i~-gD*7asyMwt26o+^({yqaj>%0x zQpRWl7e619`uyq%75T{1VVEV>&GjL{7Cl~n2hjPX^1QogKQs-A9GSjj((I9xJ=uKC zb&Ocdj@ykpOIiZ+m~gDbA2=a-l_odW4p;L3Kmy z$`s<;s2~MzHOlHrT?HGNK)4yRv>aoz98+vWczGxZREZ24D`KSU5=PySS6Q`7YKwRr z_n~A7D~xqD=egf5FMw-}3T#zw$LUZ)=y|JAntJ)OPN@W&C<|B9QvZB36+SxuXO=x{{pwZBeErvGZ) zq3!ceXN@smS$nAK@O~@i1U2$e`eVRE4CuxlZm&hU*Y-iWW>6K(o>=DzawtT3{ESH( zAhiDnq^t#qe=~d`g{^gk+wI{hdC3lLR`aBSjMuwVIuUK@ot?ITUp_EJ6h4u-l@}#~ zxGy>Z5F7TX9HZG$OFbe)6pghjCN~S*+}t2!>nOb?6Ht7fsh6@iWPUb;Z+9C9Z#Qrj z_*BVweP*n?(XbwZm;Z}5BMF%wm%tKhyP{bSfb>2&NX0O0aPPt6wLFv~(L(s+C}SCQ z&)?+y3wUrDzX3lM&u4fQ*I(C@;aMAV&T{IDcF^X*Oc_fz?AK!fKo;ER9Soqzky-@?AhA$=O?|X@NT-4Uhjd+V z*oZr}MZ?Sza{+$U53p0!c}_qxk<4Zs1nlQ{+klYL)sn(Y$mWitn4_C6D`4A8LKjRy z*Q!gC2m1Yf$OoRaXt?krr37avjaCkeqp}@ank%t5RD$$iG~sH@*j&VxBLIR)O{+~Z z5;!90mU+`{pZ511bn0)DQ!GsICae(gVF}6^7vdMPiZ+<)-+$F#GMVZwh*wt5GFHn6 zreJ1$u10s|)8j+#r>{M}4%RTP{Cgqd^^{ftu{{Z@8t))h-O`Ay^`Yg@v;s#V^G=o- z0)EL&aC64HjrR%o;-d(L%`P`I*Jab=sg$Nu5}#Zc>}fRJ`=RYPlp5TQHN3W;f;I4Q zyZ$pioZbNGCTzk9jKuX`2nfA(!|h`3X97-MS*T(D^_&?*BRW00l`oG*iFj8(D3Zq) z+)Q1Y%q#o+?3flr&P~2r2=f%q?@$V%WZ&B;uX5bX99;Uh>#>3x^qF1O9mm=4-}>$q zF1ZrMYvUEMF|KLWrGgzrQv6&{N3 zjp&RGRrP7j;CRFly{cZiIwTwWiu5K}s4J=x*bFnB4Ti;OM7)hy?l}j(s}um!H$Jpk zM)!wE32w|YF7rCCFC$2G>im2e%-;Z#zHWmjLBx1T&P+Xtd_( zL?|{YreVR;#E}Mq>IlO?Gr~#d2?LFadWgmcZ+z%!Y>Dy~P_}ZMCo5Vm zVYJOhz=nO)j?X6!OHQ#QP2De79W_WhSKpC!J*pkM?JVy17NmmVS{fECG@AiO+lV82 zrNh$Df~TI_Ki(-i(wuoYWEOI?5D<}5rfQDd7*d_)Jokq3BRwiK2^N87?WW5cn?o9w zbwX{E-`b}rBr&6V4s)Gi$OCD;jENv}CrU zFv48N=_N%soyF=EWvp&mz-jcL%GS!~1~SgH)bzJeGx)^+0$yYu~vPuold zB6dKk4uD`%kJ?1AR=HS7Pef6{8=NDo!`f*%(Vj6%S(LG-l0hNiDGZ25AxSl8!Ecfx zx80ukkY}QOI89`{!LsD8VF@@DbQJdiZ6 z({Zk<4ve$T1Sfky_v!U$7AJbBjX2(4>gkU73bWcP`$`V5HG$io-M_3Y!gJouig7V=V2+Y zY~hjvpF{zqVAf%jrH$z&KA80OEfDBjXQ*s@G25s(*bq}Fdg3>O8WE8^>xogyt130o z-5B`_y{ygt`1XQiA?Ayaxu2oFJ9993Ho>ff^*GIrY{7^w<$GU6d&<(_SbJK*3S-7~ zWd5QVdUMos4RpV6pZmy6B(0|7Y+q+2(g3L%GAnzm_Cv+)F32>ZL5%uw-bd$RUqpQg0K zYFOAp(1gRWy#^|(1@;T&UJk}dg&pS1hpMiie*LFa%qb0Tli3_X$akz~^!aJkcZXVS z_aC7^x_;6r65G@ zaO-=ms1oO`wVty1k%lp*2;AI^J;n6PjsVZWPiU!BAiuMGQf6qBvypdV}AK(F94{y z8zqK1$poK8grjzPbIO8{1BikTZTV9mj*2S;$F|rCgor_-#cv8f2ao9apiBu@k(2T>X$!Fmac z^QA!fDP7~GDdxO!S(BjA6Z(M`gy`5Y2wLO9<^2P^o)m6vu5DMXxw+}YCO5=lDXqg~ z9=mNmqixiZ6V9oG(eb{j4!Svb?1zW@%0Qe&-C zy)COcfGPquMCJyHYvP_H?*qAu+&v4k6)d`WF8dCjJg#DtAs=?;+T(*?t*Ka))9DZZ z?#2|6^>5N*Zv0?=)Vko-oM78BVwY`UyNw-s$uV?RR%Jx3XauMg#YLqxZ`D;`xD0d$ z3Th@$l9(PK-bxXu5we`B2iXzp-)U(I$hd(2$>V5rxe!?T-1@z1^{O*e zHqx#=Ia~)s!Ki5A&&ZX7u6K%v;;ihBKlAed6zD6XKW1CtjyXhVn`H9*ZCvqVj^hd> z^H4x~Gg1kT7kU**gAO4oDwB*}lTp*QRBffA9JGnG+yr2F_V;XZ%$rhYogqF_Oqm>qLP%l#wZB_44YemGZ#CZ5Dm8_aqy#p8h|Nv?B{QDV z_MhNH>v7EH#+u2^nb%Bt>3SkMcXk}c!ZspluW7#n3zdL7>0ZuIf`p;}0E4J2n#};k zg)f$8HAbpWW&m)fatlH;E(vY|Dw*Gf@T=k)Ip*5k>!Z);UxKHe(h(hTD#W6_S`_G+ zKiq5C)Z$WJ;dz>~*>CV)<$HRe#gb8l_1O=0Fc8dTQrl#YA)Wg_%nZhyxYb})kVBGm ztuvgWQ1?Ai-7?2jWHR6NY%KK%)-yLF;WAQX>3Ll2n^420{q*P%Tu?UIT8uzE*Lg?e zT_WsFegWvjfEeOig36}~dN>P)Y!QW)*R${+5-p`(UiN&5GwnNSJYPX@vk)M&Iys?K+DTfk!xM%RRS7 zuv{;Uq{!7+lC@uJB@~zVXb|?M1kN$dPCn!Ew5)~)GmCI zkY9bl=MQP0d^|dYo3gMFc%TxIZ&KWklUV^JOhq{&=v?cR-g+l(;eC3nl^VM*Sk}Pk z^x*J;aYUH!)F_{12sM_Iw^oyn3pm;u0>@mJWzw_vTf^ixsG3dqaCt#{5I0p{#JG^g zPtHCUDXU!#ek&FMj)ZSxzM&3uJVPWn9~Q$d5xwU&>M4$x5E4eQi;M{{^+ws^V5T<5^l9 zGSuo2&2!G`ab9}~-jNUXHG7;?DA%QWnJRst1h zEr6!w?T{$_?}{$>DJPP2r9-veN4zJ?k;T z#gNC)Y!ozNEP}|A| z(qTph&wj9y-mKMJG#xU0K=5-|$w*UwShx%AC+0x!Iiwkeg97 zNnS{=5m@_-@Z$97P~2Sll&~abwcO7jIQ7SW(!l#5UIRYwb_gw<{zBt@z1=P}$af;IckE|dJKUQYB32a+YGlfhSnec%zJyoXUNUTa z(hGzN@0Sj?m*bNAsDgfZ7 zyzJOduk9rhk*N_w6qQIm zUbN9sR04`|N+iwjAZNb-c#5)r7FfelaMRR)ASQ~5YarePk%(%7GMK$yE@c^%rk)X- z^Rac&;(_FLE5`L)h+LaY-S+M+7eP~iiTgq=s-Hoy#(CjFIjy0x0PEMR;QC*#-cL+g zj~!FNoX3b@Ok9htTK$m^50~Q>(hsizvdssQX3DHib8*K()`(|OUOX3&NE6X%Xn}M^ z>B!>hSaLGCE@5*x2nyfCH@Mmz#2d%*l86oAH<`2dfieB4k40uyFK_>-pg z1&Mt$A?>TO#?gRE3?*r#q5#PQo8D+ z2_7M|-n&omDL^^d_s2o`Zj(u~45&|nn0T2$tgBhBtSi^V@oF`sf*?I)IoKfS8R+7- z5=LnQHP%@1Bjl!SDwwh=y<8@tuavxxuOtsW0)8$}n7B}Q^UdBsRJ!tZ(d*~7?zTts z(P;e)DSpW@MM~h+=h-#L)HWqwJIsAH&jEexesdcZtAG-cinJQ@dmHzoH=2JQTq2sIqj#@8eAmA8ctLhJ$1n5}B~gmShbL zS|*LFNvf;sql!i35DPdc7y?lCwR=xK)RE{+jZXkXhKM&-g5UZC7_gj+SvqVp-uhnH zIj0-+EMw)tNOQ5>&JpGh;$=|k1>(Cjczr{vEzGBmR7(s%pkG}WqZLJwi}WrU23whV zU>Q7~N5Nuy{Hs1~-z67^xC$My^H{rXpx+U$&v?63KHhAran6*S=G5j}>a7n8fCh_iwigRPtuBC zLMuOapTL$|%VovhhT^Zy~j5x4~gGmqB2pq;c$Apz%J_uS`KW z*qj!f1_q%OQth5lT7SXK0F*_2+g^aERU7jSk;fe78IC-7s({7zS_=}v9HW)=NX%@% zfb{xW{zl|-e1!iam~c--|2G58>V%TQl;Pqu6U-a+***5+)pH-&he2 zxV3}0`(+hdd|G03-*2B8SaLZS4_Om78OSr9xyJ3}L1+FzD#{I>E8Mzu9Z*}9sCb<* z8nPOCf0qcKHK&so@1WC8u!&rQWX((88KgW~pk4GBJl+HK@LGt32g)mSaR#fycsa|Y z-Qy04pvjudj~~Rc_Bgnrkw}mTB{t)+IoItWT-kTh6m7w-=r;jtN*7oXx!ZoKK?yB`V-ulMfV@i4r2(XWlxLR!CnvVDd2;RR>&lD#lKEpCBwYP5mV zwhgFAc!Z1RYVgXx30r7Yta@a)b*ATA83Ktw0kvg-mn{g$2R4xM*J#L*Vxi`MS|9L+ zv|Bn%L|@7^W&flVJD;=!C?mUDnOwy;f^nHdzY*{?PZAR}f`L z%GSJKkArahi5HRstp7kIMK>!bVw+Km+r5wvi2^1f3cQgdqO6biQkdT^b)MZs*38-a z?kj-t8WjAM7L=>W=aac(Nu-nuAX5=V zq#)fxh`_|TM=#3L+@u%EBk9yY$j)>jx%u(|REx5EJPWpab2FwuVlZ?%vi~9idASuE zS;*nJ&_W+O(CIx_0Ns4KG2{#y>IhJ$9roxk*s4Pk30Mu^9a4N}hz|!}MV5J-@I?yz zbOK2W9@CKE^k|kL?1$BO>m>yK8Ua#*MZqDN7A!x}=WR9QFHa9L7dmRE9zQ6AXwKqF zpoX(uE--Pr%EQn}v>ucJex$eWVCEql&XU~J4p2I81SKSPU6A?S(hVWn0{64&{b zxo9=oNbdwB+6Vw`hN%h4-7qH=iOG|@+;`hS4W<-B_^Nt>kmo@r!dFo6YaTqh0a~p$ zz*D>d3MB?O`K-E@(@##mSmHcr8Ra1gN=7mRtT4z+3EWFICI@jSM?ke>l-`IW>d9Nx zHif=CV3@%a*!5!e4H{k2n1-bc4BVKb22g10_U(VM1;1LtJBRlpC7+@dEJcpN7w=wu zNORq!2XaK3@8Rq=a?s8kES&IZC(+r(DkLvZ9}KW@{tD=mVp zfNF#dtxZ7E)qc-cV${TVI%gOkLxcN zlIa?xVs&Bkd?1+Dsq|vp18-OgmtS8lGW88IFuWE^9-lml6;rzyf{&b_7%-m+vMjm7 zuZfdK*`V%d)SFdp5)!{{mMJ)ylyw+K)jct(8rwP(_#yGEUsc?WT79?Rr13QbFHD)a zJlK+vQ_^CvUa}nV*!8T^?lAiqt)rvZHn%I99z?I=Z3#cRQSK7wpqZc-REuVOJS!GU z1d0iys7E_34!f8&0|^uVKb|m*WORZ**7?%Y!XOZtk>lRO8t%CE|Iypl?)lx4f{?XQ zRy?EW6=fj0eoreLG;EFsPwWg#&5Oske$$^58m3eH>Wu!itwhqS2@y%zVI%n$E(0Tep&EbQ!a`Zt<> zGY7G$N0F+SF3Sdq5x^>LAo40@D6Ve+_ZxyVmSqEgB_lf*5L$5voY3R|Lk5G0N!d7O zpkA25$PW>k3Rk$TgG5R-szY<&4{=7HMKC7kvpRP3LOZjBX(sf$fZ_ueWC@Rn24kV? zT|%nD2*y!uWdVA0M+&7@a(7IlV!$;zJK+&%PK$C#&xxL@J6@ z#_)htq5)9j2t=r22^tHw15@CODn9^@uoiyGQD7u*z6`9Gb1(DteBG%wH zkFqfa1?z=aHfXMsj`W^59ccp6si3`gkuVG1fHyiar_YU{o{%9ynx26aB!(I30DH%P z*ynq9$pPlsFMaM#kgQH6%mY?5bvOl26aU1&d>04R{dB)C|%%6eU z;Bvh8+~}Y^T!X8gwAyo;0pxPf4YV`V2lRWPRAJg0FK1Fn#ryQO`*m0J9KP5wR5+KJW|Gy>;Y2AUY|fASqUhpaAqZ-t4tH35JxNZ6YKcxL0|Bk7;=)FHXsYdJ2pyhUqReTUnwMExe&ZGglO{trBdczjD z5lM{G3(#M5pWx=OQO9k!?lhnC62XnFgF1<80PfWzjcZE1sUwDnH%mDSW!hM9D~_J@ zN{8{sQg1Dny#pk0#Ufz~v_n21H3+H(vSvFodzqq&H3oAn9w(*~B2EPwg1dDU2nO~O zy-c`8Ab~gb?*TMC$P3!OutA=eUP^B81`ch8B=^zrjehE_m))QhONYFpdE`Vsgy2K# z2+0vny9`~1#3@Yj&B8X^iGY*V&K(RkaPzk6hPT}$zM}WDMz;13oE~cB*XMRJ5xpK* zvWYyWP|EE&(|hJRWTEt|_e?){C~XnNe@y2s*-@2|V9IMLpGS*zzuItE&o z=HbN?iH=YYUca9<^mzrsm+-&|m)kHuL(m18>iYeJgmZzamlGi|w>v(3d@$!7$`o2J z$>j%&9d!-(>4cb$A}!0sQ!93Qe-fl?;j}DRcXCO3Zo8gz>0+ybl{>=nMuq;NcvmB} zl#ZW4oqR_y-<;e68jMiIh2grW&6pF;UO5iH&wNoeJ~-hBj14EjW_5~doF}5RjNogM zd!&gipG84dEFDZ$EM&@V-(sBo?eQU3O{X`o9Sc5W#wc`xs%2!mPty_z^(>2V_Obc1 z7a+DBQV7vY`iP>ZTdxp;QVToT*#OK?_h z;rTwA&fSA=2nK~sdX6g!Ja!3}ndU5CoBl-95FMx<%$(i(U>>MMHm=V=D%OK?VRn_h zMK$e%HN(%@{Kd22R~O@PqxYjklDGWJko~&4G87RD zN)1-1iqO^fmEaJKPs~)-4#AFg5L7Z_>LIt`w;}?_-E#ITZ7jkq@PiUlA5@i+P|{LU zF;^q#!UNd5xp(({M3T(nNy*DGmG_a5;X72(Tgur(LOeGM3`Ia+(=BBGHN=D%2j^Oj zyg)kiSb`;u9e%V9h)N7XL;`=|I0C9~DbU!6%4~xDYq}-Vj5S0@-wD72Lw5KP{4EeK zo~UW)T{X+lEK<`;kncRepz+L`RRYL!!*eyjW-wHEGJT$|7aE1rKn_{DTjVUfK?Jg; z@)2X955ukb@a-iH_7u&vIP}Qy^uWckhN0^pjMQ`vuJGB<4>y8nrx64gjqm$ADJNDz zG+th&0j!xERBq^W%tU3SHu7PT1y&-^&U1^;cgm>z;fvu*r$X{gRdk$vHpxZj|{oE=4OxVAYvwwEjUsLhVk^Gs*{{P;F)xHaDx?qw>s&vn1Rzb3A z$6#Z)&-AW+I(b)~ZYNMZ22mo%U7H;N)%m1V@d90BH00l82(O@$U$bRX5xJ8W`sb&O3=VrG#X{AzD9w3 z8{J@roOR)jCqPpiSl+BHJ=8nB{r@{0gm4Stn?gTsL5kdB&-Ijil`P|`o-2~L?96u# z_mXezk#_oNy?z-MmIH&S8lHLU7}l%qBf7cLE!3@uUt%&pd=+LE>Aw=o)U?wFb60-? z<@QN4f~Y3!`XxTZ(dmn`W2G1(OA$x6PJ~{-?t#6*1KYLBN?`ZEW{3y=XUeuW3f(_b z_LqhKXP5o7@X+Amf6KwNydWjt_$OKo)3s$S(nTV$V`-I1Zo7mjC+67y$lNAw6`L$t zw_lXp&UprtTzkeWS~}_o8lSsT6|*BHkM7Rq&E1(?jf;aX)de zpF{b#zmhfvyK0`5+>SMclfH%U%yq#5k9pAAseNPeg(@p%B_!8JO&b!@T3q z5w#|%qD|vlnGtBiC1($SoGggo>Y<=43~A@w2ul3(75A$IBuI7k{QAv)x}{)x={VH% z@=SjNl=TNdd$F+iB4|bsoi~}wP()=v{K~SNKK2bFYV$omfS!e7`@lJt^xCWXPzo~g zE;d{YA>CJ@)GMqRY7F;k3r*)lud&g6{ta}Uel_yeHFSh^yFT|aFLc?Phi|uI?*dYI z1oX^Oh|VAv3jG=Y)#x#N4e0OC`q7J<&>=Bs5+I0^H<0p{dQcz+ARyg5pdyX*$?R*5 z^u_zII&gx@2WWlVVrZRl6Y7<2Bdxx+0ShFxRtiwk39^L72j9O%JOS7lRNb|VNigk~ zB_ag)C(>#J^npN?0;RVd|A~J~rkT2Rf z7%b{br;z;HzWvMQ{qO`Y@iCHVDJFUC3!o$|A4-GLat?d-l2u@4ICBf^2P(_m@@3Qy z(ozmUA5)eLorqB_(h7h;?N&j(?2h1}uzeffYw2q)T8$3=*q;}N@El!UT4ajtSSjGBh#CKieAXcMOg(9mW`UZ`-jBVLfqF8Bh& zY%>e&gHS3-|D^RGeL?{_-N9eIhwutPqN z&4ah!Kk@|fQ1ogMW1XEOw4qW#DY|WI_R(eK1B2}hK4hM)%D`YIeeZ`T6 zU0%VEp`5|1BiQNnN&V{mssM&tB$=N3VIwWndc%?@F1C1&xc*qJ(4*5KPSx2L{QnhC zq6z$9%|4xl<^=2rl=to(%H(|^d|wi)(F#;q5AZ>=1mnvlGTpcb7@yCj>qL|ideb_) zt+dIF{_*=`qfTYrI zo}vvUIH6APS>If>299 zDpr#MTr0K5_hrN=Flbd{AO`Q++cB1W8yLO@_^QwVq>;@$JfXQK^zk8z0L>c>U(%p* zdvGGLE%wTX|7iH#rk@VU0g&7P{dE0+A(MUb9Spw&(souEO1vAOD09rv0eWXPK-Zx# zgx%vAgHhG2uR!^7a^(^Q0}QRe68O^rBOu-!oLM&Ys{~34v9?a$hOonQGF%r^U4Y1{ zzp{_gPZD0nvh;-R8z|D@BC0`}_~r9$t+^S}>-%D-PD5DQ;Y~m9bNTK!5)Ggd%AP7v}^At$|g&hW>Gkxfb zp(bEaRg*}!M9*5iOnns?ImWo{H(i|iC zPJ=zRAV^Pyz^G%DcjudYcXeGl&}4nuFzVLMSH}7_!t!HMUfwtl6cABxI|MQDhBSvJGRa#Mrl<&(~C! zy6>y&{`Wb5d1;RMt)KP1I4<#j4cGtabB_`%{QPp+lT= zMa6`EZ@&lYfBz7W4{pm&$Ne;Z+06R`h=7eD&hgfUUyiN)RXSiI{q$j3(tlZtZ>mW|mOF**|>J@|p~H-k=HTm=*eN-mFQ_ z@-<2UXq{vRoV3DnP)tYzs`8m>&a6M^1(s#j1~7ilnusm|)vaML{Ef;ad+ho8Z?ypQ zuJf|ifIFmecmq(GxC^^T-iJlfrB@D8{8~BeY4ltU$HU6)!08m;mCKqSvlh@{=7m|@ ztuyVnAlRed>X@(Dr*iwLWAm?7lX&5>X65{DWJW)L?;Y!pKfDJ20Mo8~gI`KAGo3z! zhCIBc?!SBo#Iw;TrNi*+Z0tW={B-OJKx40=Z8O4r2gvT)ACD#GypcGI! zHRr=^;WJ)btGsf!2`r2ha+o%BRYpaSAezwDUkUQpTcCF4)%;bR?3my7=SKiIMU0+s zzkoPWR7?eQ9p^`&)SXKG^LEDs0Zlw7Vf&m4>*1nTw8!+U_4aOg|Err#NKm?LV=<(T zl^zayhpO)13{C7)@?h_r;_O4gWLT5)$DaL-B0j`+69q@7(nq2>D?N{C@72@bok7s!z=nU0^;KbRHb=&r~Q58z5Smk&oc zSu%DZyNEY(zlw&obV_PB9-yBQ7jq{RF2lFB0p#`@5e8V0O6(rM=4vboj6p$2orCVA z31H-R1R1?YGSXbTJjKs|6GZ%|PrT2>fg)hs0{GcUu+H6Q9b$<<1)`epk-X*3rU)H6 znM}I}?X|~6oq)US<@xH}D75KLUA2zaM?p;dAQ+;bG=WudN6*k^x(B6Ab~&8RZL1-w zCZM#O=ApekCN_&1Et`nQ?vE}-C~4w}M5$*Va*Y)azM480Is1WLhS~(F1b1y|UFLaZ z4e?vc$jsfK9RLy%&%5!OpbOs=dEDs^vXelY>dCS%3uVIy$#q7y^k4LX|#gZf5CEYQjq=-jSx1+pd3>DBJ>I}?0w zw*?fM3jY|?EO9Hwpf$mrPevy_VGPj-B2uo-1M}Ma)&98&^tAm=mh zuj_8D9zY1ZX0;-{c@NjS@Riq6-}5xpOTP~&0NC8JG)`uEkG|=bM6shReTCt%fxW7}Nf#`%Rxo%dVHQ{{r)LVL55()4aUgC{!;h8%+z`r>&C zlX*7$Enpcm7f$i9E}KVMb+5_CAdR{4i@aL~i3y3YKel#nF$Axl`De5ATSC2Gjwsg( zFEmU?k0^{+Y+FtZ9UXw$I|A9=or5crntkD;Lr9#1o1YtZ>#KsmN)O^ScCl2z1}P!w zxH;Z!t*=JRE3vytp#2gXwykxjAXJ0s;5$`ZvE^;(u!NQOB3D?3gjHV7d|5ZG_REa6 z!*oVh_h0nXQ?CF4mMZ%SXg2{~=9a*lmG#FckDy?V zmIwVBcV<3l9NJ5R$$=JthkS^#0YPuUaw!j{J%dI$l3nNy7csY^I6q8QUUnI%bjq=) zY4Zk@eT&zlodQL~-b~Sg#xY@4JB7fC&{$eZGFO~C6mE6;AILrDQ#FD|Pb<7bp?q&uM`L#<$$bKJ zX%3)CN2yJv$4wEn`e{%Lc(bO{*aOfssQ?Mv?i^~(**Y~8VtS}y5_rh{_7cP^FNnE) zCmu4N&CaRhCEb4wGnkAIXTEkncHxlJg9=WRVOy=?=x8hu0=}0y`@ZxrJa6d z?|_If;c=O{q6?ng9aQPio>2sqywuh_$l=Bt3L1~f<(wrKDDC`f+JRA_&?-t`A?H~2 zhY#&tMDSq5R9=GM`s$?>VCCYPNdp7;u_3c!5V}cWP9)D&vPF-Z{Yf|)d-lcpP189S zSIYVt`vA|VBA%lX0-sJFA+C$b{G-+WL-FY*zgz=M*3ev*X2{oDJ_Q82D>!O+;Xf<^^9J@F!95)mqc)^7x>(o=}9WK(tx6fo5kc(Bg zU~9>~$Yf?s@}p*#mvfLm)0kK{&S<8Ujf$xq~?W;oW3jLfVq1MJjA`GUcnWBCQ9Oq$TQDHR?MDi%X`C7r! zMX{`$@e+|wYxgtY30pPl3-&H>ocd-mW+GOf zn4c);OL@+YK1C{jFvmU_Zd@RZDD~yqJ>j6Z3R01$)WsJrNl)ZvF&&9w+Du`hq>#SI zR8K2>;I-iBW)hoz^Qrw(_hwzTxh;qAU=s;9>0qq-R7R3d0rs@omb};qb|U7R#CW?(UzTR_VnYukm_kYyv@*#@5i>VKsSUwrgv~tdm~JdwK$iYGTBSsD)b<3{*BE zP~sJRB!Q&6)H<47X5Mzn(ASOZp1bVxA}1?KJ!8JzLe{e6GS3BxQilqiy5@jhk>fs3 zuO8jsr<&bY1k+FAMDf?2xO^>^z_B+n z(Wn_DQ?FNBfIBIs+KRsIi5g{WI4GkVY_o;+6zNUNu@#2ZrT0PWvJ-C~cGK%Dei)Ao zPK`)sBh-j-D%jJSra?)Ajx3{mivL(ihYf{vzMJD%keL#|m5U0Q$M&7biE>SpQ+tG? z^83QPP@-F&=zq?=)EGf+lidC!dqipi56a4ShHh~e70u|fX}2zudXU3;$Ys`ANqsoy zsd?j22Pc@<(MCkH9emwz=Rb!0>o!cD6(TC28wn4?CixL57cAuyDg#?u=$=mKCUP;<};dfXZ}Mwce(z>}dU(+vu0)5UJq6IjH+53`OPr6 zHT^M@9)fumk`l$9E=S5CnycEzx*JZV{$7nO)@Km)U`@A-ofP`Xm~TQ)X3(pj*)H0BrY z3j!(0@Vdz(8{e|NC`1q3+|HHcqknsE(m*PUNCBovt%B_>YCL#h5}XoM=_G9=<6Bq{ z<>^RR#J~%QT1CeGaiM5>ilIiTjGr~&8-vo@c~W?k=Y0|nHW>=IE@9u>-1dfkZ~@i{ZA0?v!D;p`|ox(e=KaECFY zSazH{B6T|FRXz#|f682=z8tj=A19d=Z!;-6zD{{oHOO~=i z695uQm@5u9GBc9-{2Mmf*tF*0$D)#?81G_9s#t03qw$ql)ujB$;-|?mKo?Iz>b^Tt zBRv7XPa6^*KWnHE#hD#-u^03#Pfzy-jqx_i@2{UjEgBjdoAa|qlXU8_ti5Pb>@6$^ z>$m1-(hjnLk)a&q;CrdC{eU`T4{mMW^CX^!I|Udq(5@w2kxaF{--YJct?L<#oE_dc ze~L7n$qX|nG3{KJF0dn+;JphCKC^cUbiz(>s(SJ(9@6d($~DFPsJKuN(_#6d07?{j zt>)f)3Cmc)2FOq!IcW20VUQo%{sfe_C{zgzdN?OTBjp@Z4qd;{=TYqVK&N2ya%}78 z51U_bxoszf4T5c45`NPdy~BRLaldvOz=Wld*_#&+1=WLrgM7FvqE)tz=L9!yFFL zDCtPz6zczyUK+^chq==q-SZnhK);2^4Twci)moQ$`^>>mY#KZ`gQk(7{}tn?PFu@8 zv!So_U+~P_^qBnWPg#FDAn<*miPC(aJGFelO}sUDM`?Cp2H_JxUq+oPi8<%Va2 z0As3sX{-$Two|wTde6|VZwaiV>gVJrvJ!R9VJE4IAIz7=Ca8N`jFVKyx>Kj4Z;obz z4;JdfrPQ>OM>ufV2w}g-U_99s5_ec_Ct=%O&Ih|E49b*&P&7vYWO}F2ECxfA^}%2o z{>WE`;v*wR-~h?vj)9Tc-rNIUU+#@QAR>QoyhC1~SP9BSH#Sdou`Nx!q_I!)8M9^z zV!m!hf|&)OM%wGQbXf1du8G>Rlr(4aalbDW*PG!GG?(=is$f=pzxvx|BoASu25hEb z=2xyD%H}qxW&(;adP{SJQ6np)q?_4S>EJ?>X;J%(cbevMo8F%~yT-FYjeBoYym&r| ztuY*`%_9BIiZ>FFk>eOk(M$&oWNf4@bi&J)y;+v{l!Ykk27syYzK3iRqgRv0F*x?S z^999~S3cq4+DK?hUo&&r#<-{#fjX1klI&=bhGWfRd02-kn2y&_i{p>Gj{r4Zph%9e z&=McNhaf>762#`YGCc^=XL({e$+)wnZm1+G8YeJ)U$81fpaI?m$F2)7bqnEQF9}B^ zWw{Qdk_0R`+^M?Q^X(b6GJ-2jb$RF3s}93x*|><2S8pc@eMZX{;?bRb3VmzRW);1G z(Ul4#C^7A3j+bKOQnkA`%L;?6E4*F!!`$Y(zbtjXPUUI%L;da5@QOZ#Ou^SghZ%@~ z@m5)Vh(ZRMsDn$eY8&w9`r5-AuIFJaGB|S{GONl0_f<^NxbAwHCkTR}!|y6yQy#M_^52=l#Vb+roi(o%Kzc$BYFhAGIh<4crM??3Dl z_2GX@RG+6usHbZ;%l2Pi6lwzNsz_+Eau}Rv&HCd;H+6l8(Y>&erKZ8y5~;7RPN(M=O3aaiQT-lcSCj=U6Gi zxdm7OLnO6+7bKEsSgTLH1-*-~vPiY^)c%3>L}b$#q~S| zdvLF=o&tMboOMv|J?pM};ERA|mAZh4SmFz)=>%rukC8lYPuWh0d~=fnkCM13v2^wog5{hO@Q5kH9}Dz?wi_`Uj|^4~o(a zKkB71(BE8!0Iv1tW?gyehIhB`vq8^q`hft5@Gn&~*l>ZaM9lp+2e5yfWSQerrSMD_ z7TM~!O~)UN<1s&76NN2Yr*n&6`w+c0ur%L#wQ$L5h+L4ti_@nN3@0P)v!|{$C|DT} z@^oPZYKRVt!MZi}e7I1G9Dj*d^i3=LtFvBUg5##$_vp^iBA7za_T0jj^??#Z{FS8O z1h>g_Vo%Q3);m+hXWi8vXHyGGk%?lbn_I2dk!7l6s9@{(tZ#0WNDxQn&av@w&rXS} zSBjC&k?CJ&LCqaVrBVZjjpSNiAwv4^)QgNgPBoPo#>f38L?063k=$gmoE z6?F2j%iQxm-X+keTM%v2ZcG$ScSER>t@@3SsQ=UgKKahKj`s)S-}Ot4)ypU zn{Qx||NWep^R!{?Hr*y!`%CV~8php#Npr&9;it#$AFjZv3stWKU;2MLRfYo6$@Bm5 zTCaSK$^uY)oZ>(BJy`v%Kr33${%10x`nDnqN8Psvwy*wo2uI%NVCx=II)D8A&zGQ{ zG2qDVDhY`n&&DoXWpeo=7>0DE>4_<;9{)$|Cz%7g%PLofEm93X*!~ysDK#z223 z+f9Av{>y=wtf4qRF|74n{dC%;lp}Zq5;+{%UGv*#r25 zSlDB19Pq(jZ$d0F0Z=8C2J@rhZt&5FMu@QaXEO71Fag#=1T$aK1adh>+|N`njLm9T zoHFu7lPjoQv_J@ja2K#MCSU=NFc?i*5)bv29S{kg00Z=idDsxi?S@>qX`+Idu2)du z1x>$*S{FVI8g6-aa3g8BK#Tx<&k^9zS1**oP&fmmQ`>eN0&&q^k?5bC%5~V`>SSHB zFX=?E*n$A6_U^tWAdYX?kS6VL=3gft2L;Toxkz_;!gvR=)DAJbqfkzD%; zNUukb<_`!lIuQpdb(xOUp{X?-bt(W6_g3XX9h3sy_MY9aTG^COBBBP9RA>sV_onGF zz&W(TjIGfb41rg;-OFG^stHcGBh6m2jMUyOl5{n#@6UNUC%kSZ_V!cs1ZWfnO*PJn(AEe zy0l3~(;=(ShF6hr?$h=q2>yevp&$pdvgjP>i-$5;7RGx{g|}S_E{`FRrWu$osck4@ zW}+va?;$sVi>YSK&q_~uh2=1AH(9^D4A-Mh(KG4k7+UrtG>g&2XjCPlav7u8%_Aav zu?!R_Euq<3jzC;jY48FmE(Q_*{tF_Wn9-3m*s{uVKJP~ML#)dDgXfwJj0XP7hRXdd z=sI(}JPd!WcgjN>m5bYFy{m+;BqOc+nUkSHXIP$@PUeQhy#fO)Da?oNcf@ogAQW?{ z478zM1yDes2K1{^0FWfV?uoVCs3sa%2uu_e#ULpW*;&j!C5`e~SR84=(8PrRJK#nD zoJOFcKV}K`60b^bXU;tN38(dXC#?KiA`PTg%2Il2YL6&Kd)YcMLb`hWV>vbF_soyf zvpa^4Er7z8p>x(_KE*3Y)>ayxDx(%MUm=#mb<5`m$~CS`8bMu;;l5ZC8O||zXEq_P zT&QTc2Mo6Og!G(+YKaddk{YUICO8#+tj#7xLhr?+ee-No-S)ufxMOmF{nDG<722DG zM3XvS77*gar2>m338I276!~Xk52Y(El*)m)`%~KD7t0%-;RsFY&Yh`^umho~$FM{$Q6k#&CvkRYjVuO?*u&UN3hc8lHa9iHb3tHeT@`jvq44pTeR8a zn@3(N`h#Pdsjc@CE7F5%_#3ColmhpeGJkAh@a(m6=VTsUd4iG#(d%+hg7f6!rq=l# zBkWV5DlRM*^yT#ToDpEc2GEVmhK8%*OyoG?m7*JG5@;DnF2iM37tH#=;+2DX9tS8r3hm;__fEE*nhcQpzi79c=xX9zU zcDtnFk{rMD;5%^+4Bu0ji`DBowx#f#CNw4=kgW!3kfxzIjzJz8KX(Q`8?6Gns&bZ* z!j+qdAgIy~LvLMkiZoBx$jI6CBZxb|1oT+4A|eg7S3hX_mN3t#Ry0r2a7ex)KoBSK z<-<7Dm)J{OVX*@?FlC2cs=ELk z=`>pr`0b{x`e@im5PwM%e&?l!zGm}FRqj!n>1F882fWUUc7x=k>ojv^ zZPwenZbWONb?2;0k$v`na9WVpMNw@QDgKg+UM^7y!4D9|_5h{+iI6qYBEb>qz91z6M5wkd(;zC8-1C=p-k%Eu~y4n`ruppCD@ zGAQpuZZ%al02;d~1i$3Uw4E}BYR*-jXxD;Sk8ArR)bi06|}?ar2*4}q-hMsPX9zS2B9j}pT(u> zyVe$+|9Cea%n%UTJQ+;JQ$dY48HPTh@#iNQLWL7Y(*QJCd-m$kh3A^%W{($xTu zl5F60G<}GkBFdfg=3) zA^&5Sz%J+zQo&Jbjj}G(gwijbs79aC{X2cUWn?T*aWaosWviT^$Xs!~0!wzTF@o5< zAVbiCRSQg;BszFUGcW`DSzA*Z0mo$AmItU$!$>2*lo#{SHg-dFiI|$=PQ3jA!4Z(b z;pCU)?k|~V%pv9OtOj?9j9sl3$ljp|a%l`?*?1%~Hy=If6UyL@WtoNsINW=v<(1Bq z@WrR7znurkv^&dSOHSR57H^~ggRcnL5X{MZ z`Zn)-k$p=O%K!Z#89P_iih0@r5L%>IhmqZS8YJRB(fNhM4T0){#3+huuU)5JNcoNj zDUcnfii~{`fCT9s7$FzN4DEQOh+Qaap7QNME^@3PrftSg*cQlqB&@Xiluk7gIW$4= zfm)E>dDuW9UvB~RhNHFYYX(JzObvWuNg%Cbc(JAzId92z1hFE#$>yCJ*F6wQ)z!L` z!mO@Qg61V6-j`-xoJ$Ik(NYVe{(k4d_ri$&!*;N{mON^Gf5Z3i3P^AxOIWy6i*c`c zB?vOh8Bw&Sc*;;4?@MkC;+%K%1_otdnAn39vnH1BTsVxY{rbHwTbFi#uUZOJ#AWYp zb)#JcM*u|=d&q5af2cr?8UaSlP2i|!a7WYw(%)eyyF7Db(SSG>jGX3ZNPY>)J?SfU zo?|(N&<#c-`h1zXD(oA@V$bQC*xWfa(K6)X1NEih#U?Pld%dP>Xh0riJ~8TNGplRc zCnjv79V4x(1~rlN{ruRM<*`W^JM`C$*CEM~P#A))Xmq;2iM1}!^O%b56Sm>p z>;(0tp8z&qL!vitbzcjB-ikf-My4)mO3gzdMKIw_1J8mK<^-7MKJ!{a>uV(WFAba& ztq76pUXUdR>QL0)p1#eE2Gz}#VX)7t>ag>zW3IRJelTty#Y)-*?9 z3N(?15`vUrm=dgKhc9iG6E}moms(3_H9pY97r+2J_u&PhHIa=nJ&6PWQ)b4sVUL2q z)Ev;(W&qv?>hBnR8Nh*oV=JS{ql zDRC-Wp2|)e>OIcC_|W3o&_{0&UFn~5L-RYW&p7I*klyI%yViI(yzwv7Ps>seNJlMU z??tlOXB=ZDXeP#JTbG1cd$Vlee?A=L0VRT?^_M7lJb|LF-8poi^9D*usm%TAXJrH3 zLvvAF)B5ajnbWXJbrdG;_dsSnGzXG+3bZJHkl31!#v`~4M9Ti9B;4dkW_H|_l+b$_ zqIk)lQ!yK?9Jx%6txWO1hBiAR#x4DPfSD6e_gb7CmleVU)TZjXv-UuD@Vu7!Y~|-l z*c(zi9>&q0X1LyO^@D22tBN{wp&0Cl2NFIZUCG!}fz>WuND`&wjA(rk-2jpKUYIzp$#W6^~W1 zUenWPpnG}MFVSlq&?d5nMozb_KEd%zk$OmyZYF@PJF-#Ym-J-#*a7&Mq^kU{rOBD7 zc`9kL7Z?V903nw@SU>scz5GMiN<22aTC)1hLdSZSZD`L@wLbe^gVkN>PiKUp(=F3- zw)*YPmd&d&&G$6){fC6}Ou%bSd)RzybqTO4bg#tqfE$1}zFiz(@I#^SKR(rtO0?K~ zL%kn^#n)>3TZYh*gpOh2cSFTre(JOaq>=OOCWn8z0ILEoe7`uta=gMAPyH_!;M@1X zw2>d0+ID+~y>#T~&&U1sPbTz3YX1NEg7tj)?WKyOY5L}WNio2G2h@)2&-$0;#s3GH CgZ8ih diff --git a/slides/slide2_files/figure-revealjs/geom-col-stack-invisible-1.png b/slides/slide2_files/figure-revealjs/geom-col-stack-invisible-1.png deleted file mode 100644 index 1650e45ab6cd665dc2d0a54c8be81a42686f59a8..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 33076 zcmeHwby(C}_wUdxrKB_nN-79Q%}}Bup%Nl3NFz#jND4?xNDSCY3ew#vgNk%_!_Yb0 zJ)WaS;k@_$b)Wm(_vd*y=b1AbzTdsqUVFu7#eS@+tUy9YM+kvHNUmOyy9t3{dqW^t z5PV$ljZWohV(`TYb6HtcOIZb38!H>zTMrD4?kU{6f6vz3=%#`U1S0z6iMp=YY4wv* ziN$%`?CrjtuU|)4@fq!DRC@g5&!y&Cg1mlqRcw zI}$x|s9nv;Vv)WW!u$NA>T_&guI-Lpg|si!1oOp$d8N@smgTJjJ5x!^p3_5iOG88v zMLgQELmZeqbXmNUU&rzqr|Rm&?5jOGNIW`txx=2GdwK?ge!Ql#Z*iHqVW@kvaO==? zK1)>rBWTdSCquM_b?hDlb*esB*Be`UuZf`h?lwW4xK$GK7)5P9M3W|kbR`#&5P2a; zU!I5SeJHA~KL~G{ZSxK`p501+n8d}mnP*vB<(q}mpDD9_E%)8?Dv%$vtn2qx3C|Po zI5~_}v>A8KHg+_S46Z&gU>}stXP#G2c6hJYoB+uN(Jd|WwxOTFS%w=&Fo@m%Yo#x5pPE5xJNxfI_NS9^bAs~H+)*}N6SbjE9ZXhLeV z-41RGe>m*jq&vcAt8c6SkjW0NVA1KaEM&Qq{o(`RlzH5Z0l3Va9$pD9V}Hq-+8Sd; zm6=lkegua6u8tzY>d-AGQ6qZ*)819$m<$~s$Gu7<#c~NzAT8Pe1F`J z?JAU()!(|*)o*d*wWFt^WM8&VgB{XJ0_U!~zPpgrNodUjU)tf2iW>{aPTSes))Ql) z=E)!PpUnl=HcyP-CCt8Xj*57)DwS)#WTy1==hr9lpF@Ol-Lsd79 z*iUJmTt$=%%9;*qKk|oQU}EEwF~hund`Qj1%oB4nJ`wuki=QLRlw^=g0$ar&2O{Pk9Q9T=n&i7PH~WRl+A zkfuxj%=zyr&J=k=-j0(vI{&^RFp3dj_xJDo^NNm#7#OOJ^b0G;R)onseRM6b)NxGA z)G(2rQSyJD@Ye*eVeLoP;tgxW2@v;m&y*y{_L+CC~9Otw7L`t(LQnGlbZ(MtD#@C?iwb_$bP*Z#)s5_@yuZ=YW% z)Q;8$rpI@k#=dhlqEck$l`|YNC;y4&C~aUN*w`>$i`bh4N2yN;2f zDMFsTQako2ez0o2&QO-4wElPnY|L|$vrmsbDg^8S^+ls&MCGL*gXF)}y2f$zQR}RL zBmOMoAGZ1*yc-5Z^7&MJ8$BP4Mzczn2)Q*f@U;u95^UWErnHB5yJ8TN+|acIgdcZy z*#)oo1F45&a?ZQ6Z)%6i-D>-7Dj6;-DAe}lTh@LO89r@-NRc$`mv(>9$lydgW+-lg ziA_Q2yzrrsBK^vxeF*aAO6)gllx>A?tLIo|mkTFJxLhFeS>5oY{D6cDYPu^?8xN56)Ce=T-Syd(x%6z4Zv2w5VD4ONQYNX>V>l^qv`?HCjgUNr z_4-{b4W$0waD~S$No$6qB02S;kFp1jRc!#ts2zN7Ae7oeN^_gKa$8>1VNR`Rf3>xi zQbmHiVsCIcKsNBiJ$;6d`TM1d1uL^EUb_PLznmvy?g*(W7TI|0q_gST z6Y~5#w#Q#7@^6Q8c4^hj9C^Z!=1+<#O!G7(Q$tU2i zM8M8McIexSJfpB>SPrpykde*gg3%;vH1v%KC zh9aa6D6vwvFMe?LfU_xtUBASq53htN6@PZ)9^dePt=-VjP}ZDyqR|zw{YkPFrZ$`$ zt7k7^s58spG!47Gk5q^$y4hJF+%F;cec0ODCagK-@{Ntsd2kv4%9h%5EHt! zYEn-DH?g5ENw3J}Y{3{j$>_%ELz}goC77^F(sw@jRT27>VB?BGT<6}ssS&B%`Lyr| zaSP*cN~E$`qtTDIatgr_rxTSK0_226b2nnW`T4tszqa}xIfhU6R?#38E0saq(XWxo zOTvAxe>mlf({y`s?{2uqg3&ml(Gs_wBP_YBF5DElw~*I6xBuu%bRjbSmbcx|bP(>fKTZZ^IT^?Ai3}M>)QdmL)GHUO({8fqFR*s^*k=p48hC<% zFkK^)aK1YmzLJFZ>&(yx-N%!FcwIgfdbooK)Gc-Nr`C5r?>CK>bFW2uhmhi_-(&~Z&SvRdd$d(lBPpTLar4=gQWEdZs9p0i(G^{zNOP3^b0mbaUp_7NtUSSE436ySrx?kF~> zt*sqhZRJOJw(ELTRL1dYQ;mfmv*IJ(!*;^cU%DF4vHr?s--Timunv{6j}fjB2OGv< zlT*uf^bhd8ldz6$W*8B^x7d(D;CFfR>nLy$@Q&Gje_VurbrJp${FvzZzw49zA^0DH z|0=AQVgGHY!ygX+AIsqa1ITg9$O-&X^a|WNTAXPzgf}qIcCLOk`#FDo22{9;qEkCBaDm3!YlDFrNSVMkR0n<%BobGRV%AJSxWSQgyql738-Xa%pUj?o*<4P&U@qOxIgnCMxmU4IgLd8fy zbJ}OWT$*2Dfeu#wmR9yCW@i=&z$N)lH_sjO?x->JG3I{s*?AX90AoC>2r=u1Y*_AsmNQ}MP$z#?O7e6!PoQ)aoF>CD$z~x@{zYsk(-~uM= zA}e^zFN>lggK!Ko)*k~YTEJvm=%4u2UPW75VfHW;@<@+An{AE zx~qi>504G3g2}E1m>hNY@!5Hq|7^uCJNRcSejx__pHp!}{QVJ7ze$!q0_t~#^ha0x zrf>h>s%-%s&tQ8~QOAYbMe|vuHNmI2YXFkeKG3Ds&8~6#gttAqh$^%Cl1_lz# z?kp0KVRyTDNw>|IaaUTwNjVLQquSDfYQ_p;zq!!+0HC1$XdrBKbe7c4%8JLT@8j7r z)b2d(#+O%$wVR9md2lqqmZ@DB5E&UsU_EoM&5uCh==1P}xH_7%y%~V@<-U=wPXgi+ z;q8hphX-4xqln#&`P!|@!-JLbWew&s4IuBm$w7NeTXu&*hg;*3)u?0VXrMEmjU4RG7zRR1b92;Hj~#r^1)0;T8_oH z_c@*iyU1xEHKcl&ep8TW&|L~24Y~&g1l0Turq}qAO3^qj4}A}nq7L@*DyQ2LD3?I& zldP~cPOo9Y=m2CM{66`0S%Xw4#>wjJO4RPkN-b&NDQ*ov5S`=O{|Y_0MTM$U!96$_ zKJ-AN=fmCLA!Rlc+`kE9^aDu<>~|?)=ily(l6pDowOD2qpOM(;yw$5&F=jnF?w?}B zEM(cWzH^)3s9igVdhtd3g#&fJ$s?j`dA$F9?t8-AjRHd4-z0EY&inQ-i3S3$Z&l$kHV@~88aP_~LT7pRW?<9dy01uD7 zFBSjTfCm`Zwfc1ZD9!(D#t|0zvl&NNQ*EfjL^l`-JKr$UZyj||g|>mrg8b}Z)s;)5bmql47f?)XBteHY&9xh>`|6dq5_!C%(|bDVjdc)ulV=CcCR z;&NoK_z^V(tnf3cJMyWAtNe!-_E!R-#D}}thjdG2YwaseURzFvqc#3TMEGsbE^@ae ziey*eC!!tIDm6?!#Wy!UWIe$gqW}28(gJPg_?*PS-8nD>1ogqf`)+=wNV?TPQRC16 zPPqGp4DCX`j63<~+()pO;y)ZBzsiD)lkw1g;+kmWoogXfymWrD4xwNx->MrlM{(r0 z+t^|%5!7wrwokwQxEP2QjwL(-O@~sM5|G__K*tr30ku3n-D=~t*Pr9Dw~1^NJUA~Q z!2@w6o#}jcYZRSIc3mw6jr;o$k*(Zu#keAT_0IRaTMuM;b+s>Ebe8&G;B_hqrnQ$> zJjk)FFIlyOY~1uaf1IZ_2-Hvnsa~jQuM=-n;7jkuitVO1h1!{q+CUJWS)6mE-c&rd z1rCNJj>R;XJBqxsy)P=?4?Ow`9}@tme{$`oKe|V$=qUO4gd>P+{61u+0kU#43d@gy z{B$6;@#hu)*t7pFgfb}V9qj#!KWKP-K(xy!=S0tE3g(EHRYu{GvBtW===>j_DQtJl zx0fv4jwJ)F%L9g?b`(FBlr03@4~zD`l;7=qz-}JoWRMO2LFHr4(kI{(JuJ%&~za;IRBz#xH07&u$zMny^1ibwnxr zIpY6_{l84HKa%Pf34%U99n?Of6$=;Bk{QJvdEDov`X7-3>DLCOL2NxNC%Fkho2 zGAP91zHg5xZavr21}O1y}Tp7V$gUd=$UUEcX0F^U?HGToa4 z!W1j7_&v@7Bz&c8?YMKIT3A)3k1ghj!@~!Xn2VX`r{P{w{YwG#_i0GIR(+7^2HkpY z)}k(}##ES-^Zx?0-a^B@=sX&LC|@KdB@N`xDq@{S*L}&BRjt{#0!upg%~*Hk>pOQL zC*y#TtF-aa;fM%?_%z_)?s6McZrAhIyu0Qt~i#_5Og5fW?Hi`OAw{ib;m$6oa8TKC zuehLRXI63#9HP?_&JRl7WTGK%AEJ}Mlkrg%W`m`!Vd{~J58uVR;$4M9`0-#Pr%kg5 zcbCs#S{y31T}^6|Sl3@N-M#)8Lse%rmDBA(J9JF9ZtTL~8@Kk}PWZ8nzI?1A!Tj%v z1S0Y2?)_pA`N(xZZX$2-?(8N=X$gH3oj+zRIuH=sLq39d$IAA2cp%y{yS2MCP%Nl@ z_#xcGYJbQ1Q)*G&hv+!x$Qe_(hp=|CzN+i0Fyk>q`WY3vs-%J5rmf7#Yz>H|>p6$W zaIe#2oPJ}g_57X>_lunsa=xW&209b%fK&P;JKU>IV74Po*6`bVbwf~6MVYd8L@@%n z$M54)fxix@zLNuDuq$IB`~m!+CczMZ3B4+1lKXZD$+!(;Q21r|>Dk5cgU3$z{Y4Lr zdUEe6I?itomO2G~{`@(|>kvhD7^XP^LMWxO1MT1AO}`TJ%J&#fZ=Pvjw#TAnFQ?O( zZt>U~&oLDpsr58cfAQrq!8(=w>v~y#M^{Wiy;ksQ4wvTzv$d&DqoCv|MWW8=m{=S} zZ%^k^X0jb@pJDSFYErgNc5rd2?mz_ zDd}g&%1a~Og9ya8_P5^yo4@jiDmtH!^~%?y8XEiNDKf~bK3a!kj_f&5MXHW%PIrtP z?}0d16Mw;XY(O3i1T!lg^SiI8gK&_AX{Y>Aws;FlTh+*4n*Tb{@A~Z>A-?y`#n6&t z1E+xNbMBE4$uY9314rh4@(t>v1F7hGTlt9B|3X_34$2oiUbUgd4#GkBUxbd)Tn%6Z ze>US60{{QA84q0?Ka zcZ?bx9nEn@j#+SCM8l}Kss_ND!E)|Afli}Xre1N~_N27LC!@LUBkd`962jr!4wv!} z0|vN2bxRBg*7!Jr`U-2!N;Oba;Q?MT|2->Yk-}_m-Y@~82#Fafc17px&2_%R=DtM% zUeU)flK)Zn;3h8y<_3YYWXAU#kB^FI??xB9M0fhV#W85rALw}hX5wRx%ST0k-e!5e zi#;MIm{o5B6DGb5azvnd!%BgLwm28}=M{fb><^)SXPrMBb>xu!IeNeOW`6|8Q48dc zr2UN|e+0;XsQ?Ke3Kw9e6#YLmTv9p~%#8>I5Ko{+=#wY@N{Pb$-TGdV^yT)mU(gvE z3#Q#!x`v?thoQ0Y%fJMZV{nKX{|L8%Wc-lV;epn69>{ZEIav0Bx-Yv86RAk;7;l68 zl+!;tBdrUhvm8T5T!FoVqpSaKDup80k*3z<`Sj`+1||O7rj9e zGYJyzpP$S3zIQKeMofpJQFOB9Gs53ir$JWAXgF#n{IzR~82TAp%sHUf5Tsa9SOYZ@52upFodWVq5z56%N#p2@o*0DIRRc0?P+UW`O11&|ekE;sar+vK(h!i* zSou8V)--|q-BjTfky~%B0f2ZC-c~qkb zE8%s%WP2=x6MAtJ37Uh|uB@!YKxJiRDGN4^_*}pZy$sB4)#WHfzUIqiAP4?dSX;Ng z!#DL?QZ^h%xCxeut|pd7f-(_fHphh?WJM&B^)o_h&#J(4u`hqwZHVyLog8|FHmIoOcqP z|34xog=1)~d}MW+X} zscdX$kSY6C=3kXcSVYv5>Nxa}l375Dx$a3C5^cE zD{YjiK$KqDV$5e1Pd!`dyrptaeF!a*l6f0Lrg2Alz?;?_cdHw9$85DRo*tK}5}W z`Z~UXl6Mu12;F(keSe$@K@6JXQKBaGQTI|MPfK86`f}%hILZpO7m}K`%DQln3N@FF zvUqU*^d%n(%vz2Hx@*AGzk{s|mts&(7JK@M_eGX}&r8s@6UJPDn#}g!S*D7~lmjGJ z<3qZG&i*~< z@DFR_g5*A-oJ^;Yf4=%2iKt2iWh%I@zJ^5~QC&2*F$#T{db-3PV9pZm1D#+>Lr>pI zIFMr~8!u?8TvGoY-Q)ElL0#$4exujEg76;bEmy-Sg?#*M)A$Zp%}d?~D!ae%7@@yL#Qwv#_{Xt9DoD)aBqbp}TimCSDm{6C$Cz9&q`pN0TMZ z*~`yvKKGM}8d7|9mg3xd@##`j=GyS|fX7n#bjenV$H4H~PEskN*DbTW8^zewJ71VG zttA$YALRWnKXNhN*r`FD=PhD?48o8U+o-+e#nR;p?xB#G1y*KE)*Mm_)x%;^&vzxS zZc3+Gy(>~2e2E_fizMHk*FUrX-5LWJ>^r1|Z6}&!vO6}a@tArdSY$Imk(RLiOh>te zKCpLm4=N89Z5&ss@k+Nqz2`?z#@G-*%5-1-y;^VjT6!*iP*sKO$Tv;>e9&95ckUZ# z6V6|elazE?e6@)UG+lG;0;$E8JvoM1i5{T!r8Q`a*abS50qrnv%Rt)y!R#}u+di@} z)BNje$AgXTz*A?tJeWMU)4qYejJLDXqC>p#V;C{P(I^1P2}3Eab7w(J^M&>QQoA%*Uf4I^rsvvf;CY0o8~DcjLaOfTG) z;<4E)O6qR^@IDMDJOlN z`ViaOqU<+ofLL;IRUmJfIJ>HF$hGx^_<}$wFak4x%59I1)L=XDDgJ!z8ReuIxg}7F z*}v?$Ra#z>23kpe_5?+>TE4g>n{yJg8bcq90wp(lj5G=|7?EG@y;%j!R7_9?BF0_i zZcfwcy2ZBlNQrkuWFSswLayJ+cT~&Q#jB+kJUB1 zMS$rl*27tGdC(6(hS&$>2b2;a$16-e(NW7(`$_{tLh&_*xy~z)e_9l6!sj>wdrQ-5!~HRuEf=J_YG$gMMe!59?$-}lOx8>8&) za>d?#PLz;EXVX&gG~)}8=NbBmf4r6^>O9u+{ST)?53_K3Yvy(EDeeePqCeh6b}+bKJt?rG51qMzE(=q zF{4hSZe(=JSgbrm?dXMIE>|8_tZ6(iHxwMz_d3WI7wLYhS6)K2SS1KM1CF8%`N*Nz zkmPO9chL4Rw7OJ&Jx%{b<(;AjX%4erIGjaMo}g5+z_1oK4r}~nv~uovm^dGcap)s` zkBz6~xQHOdCE{MY zY78WbRb&;gl3m24@P5Ae*{8=)m%`ETb`HH0x(PSEUvmZ5`g?Xyp$@tcvf z5!g@Gn6Gn83yDuB*@fEe6(~OwYR3OmKQlk`RlsDt*h^-Z=H_=n8y0 z&*alSpS3*Ljvz?$!ueH6M!UB2I|WG{cc_M7`$`4&@WmPJnGh!T73uCmXX$?U7HH1- zgmU(v&cO44X#)k4ce#_1Jct=1>MV4v zO)%>oIv;C*O49(Bdp`)ZH+*=)VMDj@ezG04NyNi%>YB7m)u5{PLkNk&2!WtUQFFO8 zDusxzsH&XCnMc23AXB0ms~W6i#Kfy+Zn}^Z>CiDovS2cQ=PGogfmQJ* zVL)aX6JV54pGRd=%MHBJSG-3YFp~&Up(MmX*U#|-COwg$bHuRQEa#zXdY6gcD~m4* z#d*_322`NiwmRiad#Vb8wv^qbtQXFghNUV+x$RDX#E~8*)C!&(DAyn0K(?`exOg>{ zJl}(n&1AWJ=Nox%peYBVI4B9u5^r;9^7Rv8Pv03~@GJZZbk|Io{}rAm-Jd~z*u2Vg zL6FwOZB{5gCb_i^=K_(bd^^{ze{=hJ2w(0QrDsKJtJj<6 zOmqUD-uGpx@qb5IW>Ze>!vzHY$$A@kYYLwr@{zz;Ja-v}N2Ewz?E-t!%{Eca(p^@% z^NBTBb)eMU+?m+L^7C{5#K$HEe6QZ;3s;*6rLW!-6$ z!CB67h~G+zm0umpSj5Yx>hAbkcRL!WeDG?c1FK^S)3Yo3{2kg-B>P<`If!6>o-7ih zwEo?s0Xg*}p%|z1V8mTzZzmDynZR7JCm_4&&&d+oP8ihe^ic%ih!1lXWxek9@Bn01 zg>ET0^SEMgWuwAPzof|qmb}K1WbCc3J2O399DyQaVe%;xaEMygh08MsV{eAsebIRa z=od5c5j-kcb^uor#jo;Z&pGd$D2E)v-AqE~A!aF_UFKh^dp-F+X z=4JFB4Bn>qM~;yWNi;vdwC6rUz2j20gF)l+>CxqQfBk%(!D=ngMi^+i9d}V`R;UM? zUaT~-QU5Dqj*Z!$R;LU&&4L25*fn{N_ZcpLnJ=)6)Z5)jY7vY&g-3A6jxD?+e}c)% z2EORbxIPvxZnzM>9RA4T6_l!=J|t1otW1QLGr>0A z#YV;?l;|$;YcfPMN#q=8O77Ggb8sG4Z2e8!btvf8(O!#BnhJV&yg41SQ}V8W_)!#z z^29a)-CfcelB>xCShZ!$r+6COmOq>v2yY}k5b_nO>3Uvt*Epx#l^>IJLD?IXsHC5PhI8BV=G>S!&HziGWjL(w3??~ql{Xe!I4Qwa)F)Es+h-rSQ+nd|5W!FiV#SPl zu;vDy^9_)hSnc~)rIJ<>bYx~}uxOVF9ssLuO3R@&mY0v1H(rDdK`6$B$x5b$sn@eX zy5{z^LrqUkuZ`f0efzvvg;Mjq8rzfPRF|P4rmQKkW%%kMev16%otmG~+H4Ga|4{eY)k;d?G=;-F zV3GQX8`_3{!zy1~M6Z2TQ<29EJ}=K8_f~CcPri;XL%`u?vi6=l^EGUCi2Q87s)*Lq|L#oP?YN{TjTc5NQ;Ci);5CCXEOS$1_%`<2G=ucwqDFhNtyEI>Sz!-uC{U zi!L-HY!fX!I5BW}*>7Kl$TT%z3GlP2^Z>|FH_Fs@7@N1Uq&nB7TxD7!NO2;A*{W-r zi;dvirB2{Uvo(@ zI?wM&{W?tC2L;0h#ooBHL{W7rvj2%!X8gEChdvu)bA3E?L+=WDK0oj@1{1?QkI+k`49!^CId(7e!rhqbF!-5kx;8Jvu1%Mm8I{AW-A0P6=enx^a)$s#r>+Wr}-(}diC zEB@QQ9fDRp0&#VhZl6FBtSL6)g-2q$0(d!14<^MQb*O~j_0}jVP7hh@%}QNdQS6z1D%b>#%YDY85if>g9o~Xo-Gn4bY;){vAFyp{Ijdm!MpU9t zw`(85+hTOcr3z07Hqfv}!POs%d+y5GmK(3_umEgf+@vr%Trm3jqc2N?rKR^^(c#lu zz3^dD%rj;}WqlVCjqiXN&2fp(5$Vvnr$eVK-clXFu z@H6jy%Nz+68#`GOtN)}maNvsoR68Y3Q@MvE=Mingm!^!7r&bdy)in~*z01YOA^J3y zp!@N1PAc-+Xqh1~{5f#!Av&p@6La#LYt5R61w_9c>UOF-FS+tWzuEzOD}ue+u1E0f z0XHH&e)*8_R%0^E3w;CtC+`#8T$5wIg}t(`1r&8@8I!~-3nJ1@&kZ^W9|4L(;3+m` zVhi6N5G6WsIVe5l!o6!*Uq>0+Nco|4o()pBgVx9b!^CY3O`^3%amV{SbH)*fHUt2! zb!)zs-L3O*`EGXwLJZ-~1rgl=56)3^rahf1v?ch@WXF}CpQDQIl*D~tfey_y|`n>hnf-4HApwUoOF+8 z$+VRDv)X|^Fb)T9Zf00r7Wb7A_Bh3z5Xl{7s=3T@Ctj?&V5S^j?y0v-)$`p?Z*^HC z3^6C#M(`+{hI8t?nm-xEnsvUtahV2VjGRCkxF>TGjwWsKqZ&(hVe&;aHU31pU%uo_ z`l0&{iHv`8xx&}PBl57PtuLb1*PR9!`gXp>6T%Z)34vrL8w93o%|gBstJ(s2N}@Pe zPjN};Ztra_u8BYWZs?I?M6u_|Jp`8?3uGbTjw&vtjBVfgr99)mH*RHWFwVxf+2r(WBR3PIP&J{C0 zL>*AJ%=rQvW0Oo2SiMgqjPNJcN!Jx-kEW7RYKydzWVQ>r*r9>_{5pUhVk#N(m9Q^dsS5Pc zwQc6WvA~&(S7)KdPE+gFbxI~zc*2QT8Lb^`(aTt>_r_(xB@cZ0x;Y?SfB?Ih+i#|} zMPz8MD{~&3BNoP&aUNpap>SQ?_pBZbDak~)L6usC`%X=Y-Ujf_Sg%2{t3laIA85~% zTu6#3RFe&i%=ec*)1I&A#Mo%OP;3p%!%_)r&bC4$7FPwlac@T{IxXzW|T0b$p;nhn${M{fF^L;J2u~ z6mXBD}|KA`+;A(!}Q|@H__i?V901^m3`9>KaCdVnojQN=j7-_D9%h3Y2!$6nEc|~g4b}jb(?a8_d;7<40}6!0l$Di{ z$vURMlKpEDO=6h$^0MkJa(?_Bpbe}78?*^F#bdBnt(a8%`Lvc1O+Yxjo@k@ z6ClVP_dquS12pu?r(4pqHS7gf%>vPNVGyOY1Q!FyD;)fWcw)&`Omre~F$s|XhXYUl$%u!=lDqrzl{2UQpZ zjpQ#yhbq0i#+`HXZH9-?h|kk=>er-<_1%&FgAZy+gl&c-h+5Bhb8Ue3V*TeEPe-R` zIsQB@#sT0AwLR!o2T09dOn5D*3It^{fkC)A9u5_go<{rrVABR%vPL$>GC{;b8GjY- zi>V59iZv)WQkF9Z0(-45Z3$@KWM;YC$xC)qJ>XK6vGm45py+b}qSXs5fMiYLAyE*U z6_T)DN$CY3EVmmdle@&isfTu+Rpo?MF!QOIZLTemMJ3Uw&;AVshI>!wMI7~%oh38%D~A>viGtkfuv+>HhdnI?>L>|c zFtYZ5tO#px-IJr9+=7CH+r~G|OpVMt?lC__g7Gt$RoCTTj_@9jPrPXLBkD^ZBC?af zjW6s2)8NjRB)fr!jm6`q&Z#v$eoTWL2UV30d+%Dgr`|O|*xr>16lYv> zY<~P$f}pVylvO4H0Jv!UqGeZ`3pfgtVTYjc-)uAK~_t%zq_0&M1 zVy$$r05qnfqD&b$AnT)|%8gZ(X8I{IuZ05srI5`e`njPoLO!yjl0tm<$yiUVH8p?p zJHa5<1EM5Jsxdqr+co&SK^%r%AdV8(kzkZvwtB4$|LRN5>+vH}w+gRDpFtW`iv*p) zhtjaz0;k$xx%r}y7s`DL1!`W~I8a4cAE5YrolF-kVv;>~XFZ)-7GGYC9yqvZ&=kRP zwzb;7Lm*UaC`@YCY>O&ZKuLHhkiDC|@A5~qmHgLM$oYc#nz@tyBG<>uVm(Cs zWd@un&d(L~B&_>{Lj0YJ4<-=RvYh-xt&8KWb|m~|04;A>E+CcKW?m|{1NRw~%s>2; zL%q1#&~oQC&wgu@tlvfJzE0~})M@vXYDds+w3PjG#<^Jd&RTRK7Zr-CkFl>Qzxkry zj#wEfp`kP3=K`>|jgK|Yzi|wvDGvUJH$JmQY<*S!*!RBcCj$k+`mh-RSc^uDbtE;i zT>)IV01D^|05^PjcG1!V)Cp%RHYIgGCcn0Nq0(3^h2QgOj=}aj8ZlykfD*&-UeYo~Qs4#!kqD&1JeEEll`s9lmy@XSpI|FjX2$^CT&= zOx-^$mcR+DqqSk5J3mb))$7>6Au zp8a@kEL`6t1#{M!);~p6{3rQ>{m_PI_1oy5r$a6hQtU#eGUTzPTe{XReoOc>r>N9& z*&0vVSO3XDbQ{n+@K>D#EVZ}A2I;v&Tt`hk+^NtO0Zg5^ILm080i z@h5Z00Xm}xggQruI1dvfTyi4^=qy34?CPiv9QcJ42(3DbRlh2KT0QxR9hS0Iw~HT2 zs9ALREBA9H!Buw+9{vf_%^v_@?|166)K6xm0I1F9P=bXgVvs4vR))YRu}+mIVOJYosN@YbJ;-EC~J_Bpv6pznj+;2iY{h$0Neo{+++tj4>Z`J zijqG-odwA621b%z#f*?mgZ{mYh=-W>?m~wy(c1Xa{bVL)%z8Nk0D&v}t)yG1zg4Zq zN61`}h8SM5Cq8ewKJyvrR}V~zJYa~H8u^*-a131y(8)7VV#^LEotK$lexnMED4m@V zCT#LLHn;*lf_Zf%LX>Wq$p)l{<%9S?t)8&-3#rzwy;J%4+%Kf2Up%3aA!0qTHJPab zm*V3mg_9?iQIo=pov>2~D9@~XrriqOo`_2`4A8Gr6wt!^mgO!=Av1(L$A!{5;R+DFFr&+4|WITxLi&M#Q2LbO~S7 z@BRn6uA+zI1Ki&%)HQV;`culRoRRrx_=>xZDb}>H)f72apEgEX2p}{;S-;&y8?Skp z?6-~i<=eMP9j!U*Bv9Mq#dS>jhiJ%~mEsZcqf>BlFR~C|QBN&#a-k*yKLRbxr%%S6 zcG0S*<6$po3a7I_S_YW+BZ$~fQh14q6bIm&k3VbUU^Tfxg~SU_1NF`W_=(Zm(ZeEX z7_&f56}{X zYvFJ+)Y{=;5UMan-OA$;uThgGMw)>`QSfm5GW8veY(2^8SGOWcT%LlvL*pp(S4IqX zT>9$g40dQ24gD`T*ASg2kXHO@=#fdH1G-zuZ{>fU26Eg?svcY8&EIbCPd)M12cNfOT=Y)^ z-ZK201}hl{CcDX*cjqi5@W^~V5^xdN_cf_W|6q?FR{LKDQEmwE)^g|f zZd(47RX;5y^ao~Zu;?$BUlacGvR_UNYlJQUC+~G{z3K}7eGPvv8JGab4@>zfSANXLCw0E_^}#r;GO6 z2Op3{guzu>!JiKz4L|4f%ZD%Mpoz8d`yY=x@{V44;Ep?b=v#m=-oLH>r4ktb-;y3X obz!%n^Ugoa^XvSsBvu_l`s4U}h)wT`L%=^*<(1{KWDFktFUTIy$^ZZW diff --git a/slides/slide2_files/figure-revealjs/geom-col-stack-show-1.png b/slides/slide2_files/figure-revealjs/geom-col-stack-show-1.png deleted file mode 100644 index e4ea0ead1badc5bb456c59e4b475997fcf371639..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 39282 zcmeFabySt>);7LaE+h<4N+lJg5ralxnUsXmjUru2N`u%4Y^9W1sB}v=s0acQ(jlO9 zcjs?Dp0m%pS?j#tZ+v5X?|8r1f9x^X;CkY|=RM~&uX)Y6o+&9v9UwnOjzXah$Vgwg zi9%t#P^dj9(!KB-oic{~@QZ_HmoF<>T$Z|QV`*cneD{{2k(80Ok*%5GO{q&Ll(3(l zs;()6Dz!v-K^FJPdY_iKxK{_a1%k3IZ+?H+HM(t-W%Yw6&@%htAJvmRk!Eb?2R38O zI3=hrQhrSM8TfNY`y=~t^W-UC-gntb?=U_btBvbYZ=2}ICJN4H6$R#7l+^xM8;+Rq z80oc}?%nrCK96=t?tQt?Zagq$x=eJ?(kaks@4kqTdL$P4gvF*9&uT<11PF?Nzc0G0O;+{==VhQ0hmb zC}uMo-n=~bRR1auN79S!iteW*Bdp6>7!teLZvP7c38|bXYOhucCWk4oHkbHpc;;U1 zv8d?wQ4GjB<4)bTCx1DV%QocK6H1)w;1Bz!>8H)IzEJKM6_}CDv7&T~iXYjM&q-7m zs=5|4jM^tA34Jf;j&FHmLfPkY-{Iqhn#$=bn>lCoBgh>*Zbs}MreH$-?C0Xma9Lqx z%8)nXdRptJZYo$c|8zBfnARBWKFw=lCfeR85^MbYBG0t%!2BV#c!>)2#Hi3qTl&0t z)Rm{iAL~WzxBq&^VRLESQ9bevY5yw`x_!r9oZ?f;$XVYYdMl$2OtSx6{_+(!BtTLPk z96WRM_;Px>S68TunaTKl(2 zJob1_bgShFOz?kGBX=*f(XNnM5LdV(5zDJ;c`NJvJ52$#bu@D=%Dv!z5vj>u?ajfJ zYROj?)hn-<**ph&2PJ;h+u>|+_xilP>i#@!t8c4+kJ%0os!k| zOH$=p$X<50xPh7Tdlak(9tQx)KZ+Ihn#pXZwWOh#2`18-zg9Eq8)6a3y?jI_T=9nlPEn@f{cQ7Z^ zbO@EH^-eg3^D$jZ*)wIq4HZ4^+OfDnzcd=Xb7^e#aWZYK z=ajQjvM;6!CTN81@qZ&NdpDAVq4Dt5HzQ>hPAg*(pIz&JmAlqE_icH!Eim+MP2ZZz zk+6^?*(_Y?ifk)ZzH}Vxg(5;@NGVzV{DC6{JMwAydevWk_0PYZBO>}^pEuq=XHmLK zM5OeQL}P{E18A0Z{C|v%{)t9MKcL8%KJ>2}{__V6Hf{HV!0)jii7{AWW`iEqKcDW; zPmy}*?D^|cBfs~4u#eP>T%x>C3jdubQ3ZPm9*>xg5=GY=2!jTqD3w1}%-oEmJLFAmotT)A#(9^odCbhHq zO4#Ljv_cn07`-3u#5aybHuPR0XV3V#$@yp^@Zet@QpPm;(E+cv6iq6VNC&lV5hCXc z9jyw(6(zUqX$SeGLLNk}6E$wGEf{XD&dv4v@)D39&{mWJVaTvPfqsQ*V^n@vGQ}JqMp4{Fj+Yy^Cnkl8__8d=)&vd`$cZ`OF>Aper zR&$T|Qf;RRF7lD2VdaZw%?e_?f<5-l_t%C(2U?UB{mh!t6kLYn$**Q{6aH9MV zbLgOgn5qkZKG@gas;=)>A1PKf-kKbqQ@1CYdYi#z^ljaAxL|#hxEK@s++q6OuRp@B z{#lf`t8tZOPOI9z?^o%*uuIH6doAi<9&z^*+4rJ65;HAK&K|t;-Z+eY6oy&P?Y8zM zqhh=BOR-RFBqmV7{LmS3bV!ZA*mOsKso9gF=|b*qo5_w34!;z0`y(Zr-W$A^3h*DQ z4K+EgRNBjqcTsFKD=|3@s${N`{=-m+c4drAVE?Cmd@nq<)&(qzY=>&@FL#<`i9C2r z!5lTUvD|GV751|r@tj3lils97YuR9GRP20*VL)(~B_qL=dx*)GNINc)Fj7BZbkxWS zlxU~(`1OeH_Lt{0XYYLdBY(NeVxW@V=7saZuu*`2tb-Jzg9?M~*W*hR)x+yD-0RCz z-3IR4r}S}(l#%H+o6ZY$LPAIRr!qbt{IJxfEhJIl1Q9hQ59?y7dOV{PJ@#_EI6uUe z42K~->AlXUEmP|um46z}xKaW75xLji{YM(P#@x1XB6hZpXuIt2`lX#+S zD1Bf0(@Ike5qjceW6Mm6gJ_2WW}GZPWc-%KNo=$?HjMr}jydb&UVYN+m*q{da@`5W zt%o_{uy4`PZ3k~i>?nq%tQ9ZR`z{u)s5Eg8Huqrr*6N*3^dx4r>$!db1INj8MDDyY zGk-9mSK?yiz`t@tGuKCwAiz$YRB9$_JX^&;HTL1d;;|KeCnY^mhw-42I_@5_pa;>o ztw|G2RFJi|VqQ*M`!^w)*};h-rC{^w^TmfkLU^B7lOV0bY=%54-I>)tK-;d)cLR>)=S@YD#y|xtV0C1 zU;-xC&=%WX70R`?K0M9Cyq!qBGm9CG!DqZPywaN7e)pbnl zjvC%Cdy26;KSi%ZbUJ^)-_k+it^I)ezj>5A#ImdZ#Esiy__8bqY zxmU%gp2u5q$g(5j)=RzPk`Ci7g-d3~AIU5X*ZID^{G{^rS;J$N3y<&tOXCf+fH>LW zuP4k*D}A1x-(H_(^%r06I3i%KvK**K;W-lNWNi4Vw=HMDU#!hf(dBYS{=I?Q^Mlo$ z$pg&ye|jVS9&yx7wt3b){eyvu{@J)o1V{$s9d^*GiC(^RtHT46Ze5xL2j@pI7fJBwx6lZb7M+}= zvF{J&RM_rv^KK)HX)mW>5YBKQ=?upn*w?bih+V1@-eT=gR&s<7@sOv2c6d`#VXQuDXTx&m`Q} zRV=&PRV-`yU!c6>FkEX+vdUJurM8%+J~`)myhDd2$S9@JOP-SUGrcA6b`DrnJZH}^ zZ%yiVkPRTsehYEzz`gdoafL|Hs{u^nZ7Z{alGbM7xQ}F{lpJ}#k+GA0tGb8x;>t}u z9l3&sifGI$>{cIzZjmD-qv8fXYfL4*A^*$ktB!bvCBk5^G{R50)ze;-?QG4^bYyz+ zCpvw}z5bb$(o{D3m1jJEtMLT4ltH-{(f3sCyp)S+u{B5Oc#kWQp*g9i`^r4qg1-3D zRXrfy$MsgTONkZDY5(K?fS*N7UZIS^XW}c1^wtS`@nbahDsYBeF8BHU@nK!YFEkTT z_ub0^{~~2le6Rr4+Hdg{sf3q*aycNViWPtHfakQZr|dMw!qVuj?e!Y6?Or&-;Y_0S$$KyO)5DfP5OiIJq16;EN zR8FHm`jH#PvijAjdmoAED%@9k+D{DqN9iEkx{%XjA-u1G&tuNF!@6kdc2~C9y}2)R z>8e%h3|VTY)c%EW{`{d!Ci*UslFN&U(f0xV;WnirqE6POu28=8f5PO#A=qX5UU($J z?sl`hP+dn}mw9sj=sVxcs+yc`3RWUVrTa zpi;b|CgX9X1k|XXQ14UTydUS-=XTKw%(OP_?4)5zTjUKNf7X0D2F}LCd=7 zyWlSrn&H|ebC2n1B z+3k`t$SJxQkBGBpFrfwLQKym@ziNc_#cx~mPS6ieG)G);*2Edk8%}seIkagml?iG@ zK~X&hC(9c<6Pnc0W==EzzLtwbe)Igq_ zA~bsn&V9M_)$rOnQa-TW_)o2=#U2%;M~|zS%Ihnobq||egG$)fwg3i^%>VI+vXLrF z#;wo&iSbd-6P4oyf0hl0S={a|c0OxA+IZx=@%5hE|MYYvjLAfcIgC>eRQmZ=2eMZ= zk3`Z@T$sfo-pRN=;tj9UL>sSy#M+?r#*mS_e|5kT!8VVQdWV(n;qacx>+_hKvhft# zd*B$gQ?Ij$j>p=N=4v3Y;pdEG5jNbyul7H8AB|3^*yv#>tC+pC4G>>`I+0d%+I5h- zgjPa+F#`Q|GdM4n3r>-2t07^5E|r*^5tT!01FXF7VslugL{)a2#|D9xK~N=nn3J+XR3n*YT-u8=alIw3c^W<1HYGFx66>bRfgw)aR(VH6Z13zp zdM;-01L8>^?V~g9etdvFq-3kG#lJyv$88gqyH?N&Ui<9**`GIyG}Rx0T!xE*U!Ltx zD1yAG_c+b!n4;&gKsNd3>Uz#bsS1nZt=y$sQ#Ms|Rm^2=x!Jet!UTTTZ{fj?!I{>! zz%{rHpPwt4ap(J8zU)TARuzNY_1tOk8E3^!xZLwJUHWTizOqf*7smv+dLeZ_a>f9= zImG8_ru2lbmG|eNjBzH()LoS+Z?41nP@x@wN^9LG9MonJuSts-UyoCt_{7yhId*s4 znOmQvq%kLs}soGw2qYH!*Wj%Wy`U#1qja%LAmNhvd3fAtex z{~MF2XMLN)LUVz*&6CD;VKkCEYYm1-i4m#IK4Xu1&8)Vv=EJ-heY!R68cRvz$u26W)`rI3f4NY^{jF;RR%b(1w&2)#@oy)_Jl>9UD zk$u&7sOmFDiaOLxv&aU#iIu7`{`UHi{?2-PmTvRFtu^OyW{ZM#P~x;oK6d%5`4FL1 zSsLRNafOX+J!^rI)~aP=NGaBEuK$as62IeQN1;4tzRZNO$V5ukc$<)(bXC06=bJKB z{HIA6?Ui~4j8=M_^mS~jPu&}QDOLHLhWmuP#8$2T_BllJuzIF%9}B#FImCm@Q9v%jwn$X3}qm+tAq@S1)@m)aQ0y8#i4)_QQE> z(mh?S>^`hq*M8P;r@sjBSbRSRhWDk|c_Fhpr1@bjLWPwqcX5ZetUYD*f4WG%ygpRT zj{8;$Rpsnz_5AieN#1yo2TiPcoGMBBO{~W4I(G7#wPl-fJ>eBi^q-n~F3a8{Zu6({ z?N%4Z)2T6XWvmT{S3#gSIuhk-JqcA+2P@4SbJdul2c^q7=|)b!2JO}c#flf3&8o$2vce4fftca?NGPO^=pG;}5=do&=!UqW2_g@A73zZ_ofX?#1MJ$L8G?-&$;* z>zVNoD&pqAQM({;sdqk@&81#0j9N4p?k~~{MNNn8qi~}2uKF}Aj%pU};p7wgard&0 zL#yhVI*u6JBF$YThiAKZu%ycdU~#?(Zk+4x+ZHU+9-;4By{7v)9poH^Lx)(e-KjOx z!&&zf8c_+x%YDr~B_YD9qACUvV?KIX|YzzjVDd-8fkaz_>}oy=#smieWyczdk+cr2p77 zU@AKYMB^8FWpTi0|M9Ng zXq0m1cHH(A27i+^!&f|e=>?OxsB54`>17xDiSWKn;}^`5656eKHhse2J{RgbM+U0{ z2VP1sfqB2zA3GRb9E0Vm;|r?MG>L4Do_1r#weo`a>CPPUN}#HfBzf!l+QNv*Gs{@V zq?MRw!Cm}_#DdJ5ctp|cwr?v&i&i>NDsD&Yb@h0? zN2u6&)(po#()i-&`4hO;qUlv8OXT@`5?rbjYIlY7=o*Y;k3;+Y*^eXx$iW8rlSzOr z#6|9?`~A4qvzRNi+OnCv7F-Oanw@fj6h5V`lMg4Sx6RmUXB?;hqHD*O3pgn#5ddeUz;(BuZOEvLCM(PMFk3h`gL0 zlyMr)9`+AMsO+8XnVsKig3FKhSF?pG*bpm|1|1&NGLOXP1sP~CMf5Pi zwX_aXqH<2&5!>bNAxDd@L1ds3USW!VIcUHCk*N&GKwteaMR0R2Ls#?zYRxu_)1??MCWTpF0X#5B~hXaeiEE(BZP~*a`CcEGxvbOLM z)Necd4;T24C2zb3uF5~l$$0mZgBH7pl=T0GnQYzt$8Zq1T*Ocj{ z>*j7t$@+dY+-eoTzA*wX;tyP$5S5J6bj)3&v8LF29k-tR*3^zdFhvNydrPhACbtw_ zv^5H|;ys)J#Ab;$(SK>eG$U0~$Wl%W*GGo8f>uzw0)h6z124|s{#ovQ@ACnn3g(^F zs@3_>vWQ35K0iKCn}jqQ(4Hv)$oXMsd!y?36NXohB#_LVmPs7YgJw}vQ0ZYMl4Bq}!34@-OV|GRrckb!SpW1QF*79H;9>Def$T@BV$x}5G zvD_^sa+8}fH!37HCaEYSRt+MYhu@rao*&#BzuJ~pN<+o2@NGG9r)HI!CAK}Cf>D&8 z$z%1G^p1kesh;XU$$kXgNC!M0qLPoVs&BIBZe}$e^N;e}$n&iAuWp!|b}AEt%1lJ(Z%xsqS)~-QZsK_;8&h0X1f-I3L7f^!NmOERR>AOPX#(7s<0=$B?Rq%-k zY!=#VepsbxKm!1%Vzqno1yHEs_(c}r1FzVu6{r;B$==b2Zq~nF%-7UA zC^{M~E$NJ86pouziWgo!QW!gwq0+>7r7rjYvd5uz;i!a&u<>137aYA7_5I&!^QHk^ zM8}!65ievXaC+^6#8Uf6fN`u0+=4$(iEB+_Z5gQ4 zFB|FB-|%;DOBEUt4iqH_JTs(&&4=P=N8U4UnP#!MPJXD;>TcF9ITl)6UpX=1nO@ca ziqWiUTyw;wF^3tm%(2A;4VMKC^L7MdmjRP8!K`O1l5Xd|aWk_?P=ga?zDGqB-_^?R z8w@aum5FTb{v`S?raD@Ab>U5e8(UiOd`(X8VlWfC+$niXk51ylQvUW*w{V$gJ4A!M zYu_QN#jLsCe1mw4?ez(ZNIS@a&w?#=0Q6@q2`Tw;N`CT!-SD@RE}%0j)1CE!pS`d) z7}&WSGK?A@Elo-GLz(KvPU1OR(x9sbpmpyYP)G7t#K(m2Xf{Rn$^^1~xlAEW?YT9f zpCy%b%#!DGC=l2A*8aFkBIPiSb%Yc#stqwRNs_#0pQ!9)uP>XE*dhuxbMphfM!{6s zd&Xm>=;fzCdh7h-j(zScJoaO4soI-x9(;lLz8aRl22B#TV5#FLr=;yj-N%)2&k^x2 zn?l49r#^S5N$5P71M=pJRbCG*U+L;?L1rbFeVw&@Wk34Y#4`DK1*dl$DN(7(L0h}m z4dtCl28_gM&Blc&`_xtA`b+O)PtvUx~={SE*{V$f4)%ctWq7TY=4psw%kK#Pez z!%?!vU2<$24(Kx^{PY4@T$v6_fm9FLTzoXPmhJ8J$Ma$nhZJVMsg=Yf`n5T|z!nmx z0T0R8{Hn=hO5E)B*nzggEJ_~`vFyzcR?QhTbO=usvqK+>WGLKaAGI_-pn>`QaQXc$ zOc?b)e3KHh@LhvItMrNkYkluq=QqwU?|k$j$rCXNGhr`L5Z_vvg(FSxv-g1cg55B? z^vLz}Fva$kda)S>ahJufLaFU0Qp>RgdyDoYh%k2JFNGl8*UzDXk~f}FElza{x&BD5 zh+EQXed%tN_L0roTA@mCcW?tNg@|2#mgb?xh0ODi(Bk}2^s~l20g@GCsDF*8`>dJ zTwO}{EK&HV*!u(NmZ^uhwwVk9A-wnTK1UiPj?&67xQO(t%t5s!jPAYDuA?S+S*vLaZhHrh@ZW%C<%IJmJ(aGCaKOrdCb^vD>}7 z#{?rbkp>)*Q`_qioTtRbBFR5M`d=~vY!x}Ikmzjro-8I^KwFI6=S_A|w7);`6;rcL zs*wczfZ_`zx3UFfPLSN{Nw8ci($x}u`hk?toa3-!rqCpH*7`^O{n58i`d`VNex|?KPj}Y5CE*CL ztouQguGwn8(nth7sgn{p8E5NaTYz`e8cmWo%+jcUcHdaGia#$R|D9Mz?ke-I+^N1# zxv6@P6=r*be5_Z$(B6!GQ6m`hoEzDkvh9hoesCR$R2v(8J4|`KE*3p2!?cBtQ(Pz) z5>upk2YM%m6D)y*!zN=k70hTtBk9Th?5s?6;1&2Zm!pcFCbNM*kf}UG?xDD|)d5`m z^Se!?=vJ252G_#mw>e$X1Y6!{?w#33w1}{rh^3D|j@c8FH}Ped1>a;LjvG;U0bAWV zNoEBLhG!6_`a}UyO<#4A9X>+qGftef#BZo5hA4x7cqMLy^rpJ{CY}Z`XRxo zS*C%E{NLPUiX#Iy{Mx!^{@q(*Q91Jps>^v^s(N%e_;#D1>J2f&L|4DS)+qJxoh?Ta zC3%Xndi>Ns2bkWZM>pD}@Kzx@j`#vvt@(5M!tO_lp27^*h0`HG8R;PUDCzYkbb_8B+M`3qg=SIy*P4c#(l>1z1>LDN-B?TA%B$Hd^M0b z?3to@-PT1NX7Q1?A=7eLN}c!wZFvKHo@;WBy}v#`sY22isHSMQe@-@*gf7bH6&7N{tUc?Ln8hM zXjNPN9^gUEyx#bve`^LBX5O4kYx|8m=gWFldt$t?SrhLL+E8UZ8uE();Mps}(x*N}@dp|!cZMP63 z^>I8D_Jwbw3+_DmGI_lln)}ixC*=4_R95b{y}Rn$|LuIkH>U0+=Iy~M_ss$32HHL- zeYvRy;`&xAg)*%W3b}>Cv#ExEr@=&G;f>|SRXW`uciLYRPAHmN)Ju4AP9*~y7E^Ff zhDtpC)u*>m1r+LtcybPs>w2a`a&~hu2E+UGS1Xqa$m>s^`yQn-X2hO$4 z+^lecJy>3-$3E3+sc$=YCe%@uN+@0`tLaK3@ah`Nk3VewbcoClDOs9WYS(W#NH1iq z<8i;bf&ZR^i&?V>xZXS}$ipC7{4Liu6oo z^&nL&OQvX~_7|Q7o?ZfBgM*UZeJm_4%|2Hr)&d#v-frLZt0s9$iZ&Q-*+VEAqmxTM zyVsIhgGIbQxJG>CM^@XFhP)rPaym#^Zh5hAHKYdEjHsz|Q1(Mu2A>}N`@bFugM8(L zJWAJm`rTeJ_3v~6UaH>>%(!;@Y;dcJfWeWHW@Utk-EC-doBI&p&J!LX(sOjNN^<)w zD2U$3?~l}@+X0Ug9H9da4w#F9zMZYU0XWpYNTFkUNqK=q4+JJT_LET^d^(4z+6mhi(Q{f}M zK%Ape3cN{`K)Vi=wsnEg?+P6P(q9fAlC?Ru0el04a=e0{ykKWcta*~LYrKe* zUUHmVYhUA{Y$14Z6-y~VG^Ss2XU;ZRY@s-un-Tb^d{~y5^%2{rnp-(HfO$@uh}GR_Wj{QLUFn^@}PDo zI&ATE8`5S6FQXgu-W_Q!WRJRkq6zbz(|~KKE%V^S-8Tx8hceDxOnSU~Unxypy@AxK znEmxR3uhaN)Y`S<)xU;LxG~-cKqauYL~8CKrBt3E1YP_8{m69A;6% zyLAId$s!dXl@)J_2f?*S;98>hQ4vvi=ETz22Ai5ot0wv9vi|uGqJ7|6j2BP}1S@H3 z0fdh&W@P=RwKM*_5;yz%=wa zCcG;D7Kk=_qa($3SUvKg)`&RD&wFzQlakYF{C6saN)JJ{{~S=2m~lf?$wh~@Pao0I zT1SlB@jyExM`IaMi1doJ1tPl&=-?8))B@<69sqy)g3+<#I4}oAUuV#Tz=yOYmuiVh zqg3SHr>5_=x@aHF>B7->9me5S{V=uRMWBMHS&7!mzO4m-pBKcop+xyrqS^2k2u=0U zMJ|%a{>ptN-Nne;w*cod2s zJ?{-bbTk$hE}MH&{KWEja{9G0kFDF&KMLjmng(x*{CY^0IUv4Q?bTTfHdZ$U4}oF2 zG+63-0-1>9hLZKS%&W6>LBP?uuIMoz_#NQYtBsi8Dn=)rT;4i5dl(mBRJ*+z?}Zx0 z(T3n3Do5JaAmrN*WIO0gGTPoW_eg*e$1ZmpiriWju3I!f+e#rrRJ4bJXP1n&Kk%Tm zx+{+DHX>|vBxYQaylpiIsm*7tc_8YIotd4jvdZxG^{75#`vE^8@K2H;NZ`jImi->FvD<)1sc*oQDsHs0<1L&Q zRvb=)_cqr#4J-PJ~KW->pfh!%7QpMqIF%fzRh{mNe zJiFZpywh`z#+;{-O?b})BLU(gY-M8w<%`I9V8zfBX=w!S`3j=E4$1C^js{>y!Sv&x z$vtwwb5POl`l3bfy0_q2{taBmkOo0G4tD$yLhxEg;I(c&z9~iUTCosX|IN`LrM?zD z+=tGEA}8YV!x$S8r~d&GK%owk|3AV0f#oGa#P$*`z>GrFRhoY^|6qwRi1$G8dv0$Y zk@RpY25DjEEg%U4z|{(D6o981SZr1dnC>YOQjfLTy+D9<9H|o4P@^EotjUo2=a3(n zReLAJEn5&qnfz*i$r%0F%?iGdxbf?O)K++@McMG5Lj9_WXH*l+x8LBe5P(p0^v*u7 zo2zz^_~!~!g5~d0=)XgRbY~H_sbl~B>fAF$w-bm)pFQI4C7}I^zN}9YQdAb+VK|KF zKWF#kE3`TFIH>3L0XGABn9cJ4P~>Zp2BohM%7>+qAsaxF9fjP_5?UJskP$t8pCNEE zLh2S*1B^nZ{McOj%~QnK#0$$EhOvU$_|+3iQz!2*56t8vI=!bzHT93l0uXaYZq36lZ=`Pp zYP&!Y2+gM-kZ7)Gl45ec z|8TgCKcY}X1W_6#E)Iibcfw%Uk$SqGCS#rWwUDWw6a;5Yj11)G_J9W}V9ZfaNu_%& zZ(a)P474FE3#Qw%E0I3{?}{^m77u=&k}V799Fec53L=q&_>`WU-tq~lhHR}bap!Ql zx@x%a%R`EdEdWlHGc?A9lv=rb=IL$!WW7TiPk==AklyjpJC4x%=AtNBr@2Xh=)>F&#$ z`_)k<-JxM*QHBW6M`NIS;);}uuLhTVPmi*VI-!$wJcLZc0cyp!_H+?X_-sMYvPF7H zNU8#r*ofV>W$D^*XW`=d>djO7eLo_v#`*9ca(^^1_Jc-wygI|l4O`%TTz@LEw039Rt z@TLeT565$3g&rKB7vzCiOrY@4%9G%YIb-&hb^sqM0tAE+m5q*L_m%*)!vHdo?C5#p z3V?F-piHdsXqxy1d}O`l^~wNdX0hpf!=BX`p@)9-LZ@NET11KHHlkVtX=eqHimZQW z7~mvuX|j}~*~5`H$qtMq2qL^}ksW(UFt_}2M5tA6CtK-aEZ^0_fp`^}x8D)7Mrhxj zVSAIthh$X!i0Ztja7k0zhDa_wEWIVOYEg-wLBI|qI-M4^PbPlje4JHvE%XwjA0eWyb+{yOEk2Feb z5R2cisNyB$uuv-Shgkm?js!rV<|OFAsbb6tqIWPCz?hbo-%sPcyBGEiKm?-)DhCKw zgM<*RS?T4QelV&4> zc3sX(?T!iFJAJ*8UNUN}PJ1Nwd}iC=I`q<^L-hwr^Zga#cekHPa8X{ra_V-+$5pZi zJns&pGZU`t-+SN|4W{Cv686(=$}5hTkHm+R1Upx@*PRxAC^*P3DfKj;SI!$3Z)k2- zbxOADJ@2s5yCV)1vmd;Sxr#$I!OIwIqS4p^p)3L^L-Y;!gJ06=Hv}*9LLZAV-85b% zSY&=#EGpqf>!~b)wVc~Wit_9G#zgRkYh!26>^B-Y3Z!6Ij>)SlF?$H{t}A|KGkT*BN(CFTd_VE5}{ughGGc z`;)!n$;K6QiJQm$;WsAhz4}CC*W+OM?wBhy zeb9p{-TY4<3WcWc3`kMvi^vyGG#X>f^|R10?tS(D}C2(Hxw2JT>EB!_QdSXQvG zW13dy2Av6ipqfo25PT7eVUquu!m4|B0JN+U-?E&Td!f)ie= z5KM2pwyh%%j~)nMsO|gph_!hxp=fYNa1e6^S*3lYbLnXG`wPAUMAsW1yHhK z{Za(q5R~NpVM2dz$zM|k?`wZ=$=|2suV?=6Q}Vat`YXozZ;vIfySCzTPtKO1nOA=i za{%NCD-YM}%VwzM`%453LO}IqiDd zOfZM$oK;tLCbUn4rsj4feG{804%{?5NWkg8hSA53m`S9;EEC$NLqKT|-{qPZ8^VQ* z>shjERaFo6IVhU&4VvGmgfn#s;Ax`4 zoYopp73d+8!^s$0PZR8JCj#gc+M!;PqhnVmVD$D8Ef*rL)CARMGHXi4C-NbveI^xp z%Ht$TE^Mz33|z>p!`o#dbe0rsPDC2C32Ww5(P~@Xpap5z4cB^ubWDW9b!3i1YLi~=SG99jKPWD;2EGU`^}RZlt(m>XI9xl z)RIxqv1J|r+Q;mHC|{mT>6}d{gG}X@>fMJbb1;1GM!tvG_zJMAYEZ8zy-`~Xj9hsN zsc`(a=TYuti)CJRS9aPz96tOy0n3MDMs&8%Xlp$%djaK{GPFuGTv$-a@ktNy(&G)AVT2?K&6mB>`Ady$VY#!s-u+1fC^BKh*jP9Jnl zofVU)JPX371nl-Q2yC|8%}r0$2zqy(%qU0i3;OmjJZR#{y4HO`_lVDjkDNLKjRZ%H zjhS-1g)pQq4xb@imhYiDwlXCP-Ai62!8$U9eWVwS6fbh3P)aGA?_va6G za^)NkCBqkVlOD$J z&Np1h8lMj~`*mJ;5e9bY55JL0FSI^jh3|&G9R-`#wAX{qBsq_he}z9t8jnpUH%)6w z7GTxKdmWUw3@{pDC#9bdFwKj=G%KaIy>KHq#%#dMo4#UU#MdCQG$um;D$zPWPrzrt zJ_(N}^S~a`%s=%J0{3=CdDcwr-Jy0!ZQ5Nk?+Xm9!ZW&S63M)~n$ z<#c0(Qc}v-=g}~Z?_MVq29qed!SHIJ$ym@tq9Yz?AyV(D-0rj=;Gb0W5ZgZ2=e8hl zqVJrHSNS9z(lk&53L`!DMmTvFY{k!RNOrO#7FK?rIL_aRq#Nwl6U|q$coQKOk{^`J ze%iOCjy-h(YY>95)k|nN6h&WmI5v`OF%ml=P~pp0+Tk>$jI^6926~+~*is3vA*fl6 zLOVta(U%hhrXvZY*OIao*T1Bnf8vm6A23}KYF`4&**XcAQp`!@!Lve?_d#@=_l(!= zL*5su;CnYnWaAtaw2;7?ZPvWk59>@u`TAM8s=BT!6R3yGeVs}sbU`Q0dA_rY3y2e$ z=%r(~AGG}Hq#-jmbWMGK z7+?oJKX`MqRewu$t?`M33gZZTHPmTjc4OzAK=~TU&Cin8S34X}o*_jey1ZIw7}f{z znSKyVR7}`^;6O0gS8htdaF`M3w|J2GGW++#H(XKF!c;0v!EVc}`IiB1cOEZA(tewo z83JLtvYO7lFAADjFuhym@crq6ks8mP70*zl6$7!#AsAeeXgscc>k&;2h|KhQp`9UQ zrF5ml2txU^T_0HXhdY%S>Luf(Sxu*w>9{vm?@bxWeAx6iXfds2ZD@v^0S%V%k zmD5F&nJ*6w?)XV&;WQKU#)dg#bgobl0E$@?%|Z_}UC~ zs_~fM+#L&`HB|3(cpDYVnTy`YY_1_>Y*h7(C~xN16GJrV_pi#J1SLcDT+Ej2%85u+ zyoX(iMAncmgi5b>FL=CGRJH;C|6SsDK~oDHrPi6^lZ_T==YHJJhVI_w-0}V?m{!!w zL+oX2veu?y=r^ASedR`x4sCBDnFl&B$GB&qgC(@bu{-q#RIw5Mkq?CWN2opN6y$XbV17OU7Hvll5(XQOqgjuy-S? zV@$6M%Z3HgIbk%|%>HgIY;+%HzDIT16V<+(^!EHzJ)@w$Ppy^5cv#!#jn(UkrTR z#zk(SfogirL*sVMT8Ro{C)T0C`mIa&lrkt}`EYMm)_O;>W&qG}7x#zRlGt$+T@8GWx>^KoV}O zZ#6bVE6K8KYx#Fpg078(!pRza&$_#7!GhFw@5tt>Hffmxg|8wk?X=bE7BvN|?WAJ| z!)IIzgYrmnwDKAzFrS(-6C~2_e0#4WWai#+dI(XxZ>wWbUw1HQaW192?M~=JN@g%F zANoOU{704NW|b$ym|#=X7RIBg@TZC7hNi-Z5wsK0THe7Gx(^ ze_Y1Q`H%Vd32p05P?`mpPrh<_k!7!+ND>TVKFajZnY!1Tq?$p18nW3Qwy6Q9t3|6} z;QdmSQ?dRAGy+?yM*Xl|ek5g{lO0$K)4{chsS;@(ti0ZVs6wr{*Sk#6NS2G9S7$ zA|<(gql)cE!PyIw8J}wq-I2IRt=~=S{BvSo$=D;#7?ODgQ+l-t|}W zJuU?X=DFdW-!u#6YFEZmZQL!KYqfjN*(yjUhhtO^dsU}+^M#(X{>m=7R-L4(Xq_>? z)gXMFOzjlQCY|RT-4G)3ad;gOc#gxtn5WkA5=6{f!B1cSLEK5nF^^YRIb#kvi!b{v zBk2o&l(!BX$>}X0$|{4ge(FLFW(Qu=iY9sb-`96acebDJkZB?ILAAraz84Fv z^0MXG9?>m@TUU0jIk|3s75Iukv;%Iq1q1iqq=m?dko^jgc8X{fWQcRpg1**KqqfgG z>*+g5T8wP@;TBIsbv?J1jNn8j_afsq`H%^G4yS8#uBSQMTG#Rk=h`}(-+ zcYhz>bN_We9``>#|KX4MeCG3cU+?$zx?b1w>bzpFU4g*rZVihzzuPrk>L#_sffh_@ zcGs3#j|1#KVnd&}<@#}Ed)?l^S8UaBa}*SY1J73U+|#5Qt76$2{WpKj7d*1tNZw|P z870N~=ZYpN3oomuwOXCy%}3uu+kRFZW3bA`XP2!%8(0>kZbeBr`p?PLC!LWhls@7q zkqWfldFPSiT}GU|bkt$oy3+j0ct|M~>nG_CU{3U-2YHu)L#gN_RA6I7nvUGHjxOVQ znZ9LJG_2a&U(-6OYPjHil(2~vhKTn$N9z4m$@6^rquPBz8`l-{T!ig0a+y9(=Vo#( zP@$sC4Qfd=7Rr|YV0mAUauPPvn%7YDrE|k8uQpeRYM&PNj`8wDbfqxD7DUrpeqI{k zh2%<+nD1^UmBd`Uk8`EvOqv>poaem)52V2@D-oF%=hYM%Vw5cw9Y~09s|=WFvbT70 z=$pr<2}L*qOW$ub5%GvTq1sa;T>r(I{XkXV@%;$Zu@vUazLCSdGMY5uEwSE~GyQ^P>Ly(x!hUZJsD?S>#tQb$#>Z zkBzg~(WGfBx4kT$s=%;;8TFXCP`EtHn>Tvi_ijG5|If!>`Qh&`lcys{)7WWl-#wj? z-}FR&ZJymyA6W*CBd}o#z`TvjsedCnkj&b5Ub5|NP=O2J4H2jko%uv6F?m+7nsN6OAO6;&6kw$q? zzcqwT3@NfL_z5{70!$#IXC}BnOJ?GO`2O(u`&7R)#;7mL@D}memSYD%_lO=jw4pPNx&FAZ_9^2c+?DB_HivPBwP=+Vf z?^xKh(c2&5W;sU=WW;SYvA&T%r(g3lK<~_}PSzvEV3X-t*Q<;}E z93etncOkwvGoq?#jw^V_i$L*YC6Az67o@Rdd~OR?jFEjbm{y1C->^TWG18hQR6fU_ zbR*!uTvryh-QLc(bnEs{zKS$;`G)BlpTA7sah@hr5QA(Gw>e8^6HvTqLC)R*t%Vhq z=M0Hd=tQe@18Z+z8&Um6?@Gd=I{a(zg23X+>Gh#`Q$&tW=0p`QrhE{JbjN!x7>! zisfRz8shR=U6Rc)Vc@-uE0h1L9@kPUZ5>2XZ}1{p79hi9Z_yIDVRu-df5$|$Nb0*O z`3n2b{N5=}nEqwtE!yNt&g+CiX3jwl-lUISXHVI7f*)nbrgm%bYv*b2@O4>@&7&Aa zm(n=nX*jDK2o%;c_-Ti}5L>0^m~j2%8Tyv#2g&BH-reg6VF%rwf9lvWQw09%3c-lL zzTp;of81rd<6lLBHfr25lK;Z_{FUeO)hFUVX-I}qTv=mt2PLaCw^3l;&Cq7`q*ul zIHJVKl!jqmdXb2A$+ zl+PoW(H2WG9e0vxp9o7Yy_=j+B>hRT}~FJyjcP!#KZp{wPtTWMRO-Q_by zGt{X+NPlbyIzyoIQVXz)6)+gRN2a|v^^t+zAMtqdHuiOgfJc zv*$*PXO~vJfmIA3D!g^HL0-lnOsEl-=SHQ_mvomEa>zIFUV| z4kbF({yNue(I(Mx!Y02oO1|eolW4SHKC>#exQKB)`IOv}zWs}c45I%VjBAFa>+J6b z40GhjzE`%Q)IOzXafA=hqshQxjYt2}^v+jNpiW>Fw)lqryh@sm4LCGA4p?Saq<55CqHg&*&xMOJHagX37(LlQ zh_Das2~WwY+&$U5HHBE5>Yl!{dAO$pJr3QYsJg420e&Cv4u4fiB(PE>HFZD;DU{8! zKxkDSFAB1Ahiliw&ZH$FvB%t8J&qA!^VP)+<}E%!g5uyV99i^ zL)2u3BobZQuux5~e4_LRsjD7Xc(*n`VM}W9w-PT09 ze{fz1am`(;J02>FIGnGm1m)zXaT&IMOQK>^s13r2}GCIFN%?OGLBj}N+u32v*sCH97x7wqMpBlPf{IdpED03Uewhp6DYt?f=q%sc zSb+j#{nuQJWSZp4#A4bs=Tg`Hh_@H8yWQA%X)UXywj-TUW@F2>$L+@JbMe=_>PI_L zs8H7oovT6ozv6Jv3fvUzNrbHhgjhw%T8TtKY2fuAN_V!tP>O}Ue6h$sDlIXNa6~iY zov8eWlAW>7XVV9(LhN@^lTYY+zkPR8MRbY2gcmo%zu9~j%UeG}<-g}+AMUq*sOKBk ze-LJgWGel0n#~|M=k$$nyZ(d20-Cl6$P{TxvN1*^~sX(7kBvzY^85=!rC1 zGWOiiJQtGH*7#^7(!G9$uE9W@0M&H$a(vX2ce~IK-#=v^S?!E=y04F6hW}?>(v-eF>PM)Mcc;oP|^y3eC(f^l}3b*~-j#`kKf|bc&2Ysab&F z>m>T{O3)^|R04+soT zJU~Zh17(Lsplo%ZKZY4QtVUEzz~9)uB*eS0_5w>Mw<;a4$N%q!>&}p*I+j~`kfh!) zJNN@k1KE*DLSPGl#hEB73&{L`I-kj9$#Az>JR4ByH^5xc8~%jx%K(H~&<6lwj-Ni0 z3rEgKKTj_c=*v3>&jec+|MylG1%w=Nl9m9Z`fFDk({6rDfIp_Xkqt2;jtMJJJ<-)y zcp^9W{^cpfU4mE7%?zqnpjmK-t6|MH3kk*8&+TU9r3ux5i$>5eeC_R>Zrhb1W<~Zx zMaJbHtFuLFhiJ^Ed$II2^GJlV&*9c{p`c=^Z$ySO$jJt!((T*c7$Iun#R2LJ%;abY zTGkCpAsEU9a}e3J<0}_Oe`Pub&ys#|Q<)nUut5Xm)G>+Omwft@10Lt1i~wgwC7955 zN=sa$BeP5HY%_q6bGiRq+2}rBaha$(>SzhO7m+7}g63;q$xXF6hvyYdpuY)IV@z4* zm}sX*`a?iOW+3UVoQK)hyBnR!nZ6!i6hRz5yNrhYa&9T~N&UDdMKD0~!`SNbYoX(6 zD@>Fz*gSj~DaBm8kte77@R_VJ{tdyzxj@a6)@Ds!UE&y5T3ZAn;vEa!`axQjgtyGO z_Iw-FOSPvOI!axtUawkZJrIpgkB7yb1tykgzYJC@0~%=ctDo>sBwHX7DdQrKJaa`S z_O74LdtxzoZtB%9JT#g}JJvR=uRSSGz{hd*i6#7lhzPj$3Vp3<{U9VPs4t?QT>HcO zbc?noD+ck6C83=S=}`NlAUA3Ehc6(B@?6m2G=mG0 zd02GfY%f?b%$eO)^Pk>Fk*Wgnqf6u+Vk%6~3rK+Croj>%D6K?i{4!+g74oCC@Ph=L z7~@M%ppk7PDSvx=g)36u>o=w149c-D8<231$kth)e8>59=Guu-8;|1Lve1*;oGG0k_3-(>kRU-xNthxL{Y7k?SXD|1|qG*fUs{)cg00My0OvEcIy$ahf? zAnNtyx(goB`uh)?w}3KBhY3I4fUcWQP2GqOi?|x_j4FP73O@-iegX6C9rUxBKW;v; zW85o}R`;YxPvlLGHZGJ=Lc5!BjC&0#4slOh7d$z^P}`bPH^=2?x%v~&DjJuU6w1E; z(c@Tf8(fNl$KhLVBCkt~iw}SiHOPWK3Vlrg30eRU{o(XMILby$;CMHHY*q!4Mv8Xh zWK*U4vfmqMaP^?&LaxL&UR?q>m*x%ahCml{;++aR5M}W!!^!GHC;<$Xa+d|)TsTxC z@mW&a`WLKSYOujP18+GEOojeW%m=s7M#xG+zJ@VTxFXug%xh~`WT%v3j!fc0BXxT) zti6+7U|6)17divz5E|YGjQ}Z3FQ_6n<{EZ;BU~Bs%9_FP{Uib1R#haL9KKWp;ohh3 z>s0@rgoMqP=oT*_=?OvRf1G61%F3Do6aNnTla8+Y`I5XbC|olNZ<`G@$Mh{C(Kd#h zh$<;i)Bv{O8Ft8p%kGD8%U~@ySUu=Ryrt0d-{F9ago9`?jorvibjBs6zQ}0pKx&h^ zEPZYV8yYw=2RmyIq0VGMUHfs)P*anW(Hv5<)j~*ojO!Ye=bO4ZJ#pj8BF6%#b9R#u z-%FDXB^^9r+bWjr@q3M+B+$q}rpPl=WYK#=j%^$S)k6Jy@DXlxE@U>ILyFohR}%>N zqBc_dro5o)B4u7SEP*Qj6{=y54O5W)f8IP-c=O1?E`w`dxvD5q;ZL8kvVv$ZPkoS( z4>*E5PtdWs2!RgSs`{&8R!rPp-jKJ)`KbaA#zc1L@%?N zD|L~EivU)1uw9LZ0zg%g|5Fdu;Wbc<};dS5dvKd zj%dTYlM-Y3{k-?VH);Pf`<<)vVZMsn&%Im=Fs;Me9z!09i(kA`_MWM$_U^Oa_=nn+GA3M$OK;|H;J~15cWz;FIqwu#FCB`DYuZCg?QPOz z)=-A}aDZrM(5`RxV|BPszXC2M!QQC_^-?H%?tBS9*h| zL;}hcovFSl0%j0(Z(8bDkz8MVV-U(SjyKVGG*R6wDMvv=E3da<5+O!WE6=%U#J$@& zrncr3LC#KZ(-TpaC>FC9r*zeRGzxvR zKgDDWhE+H-ibboqn32Yj7G|WqDc{M;uo}Cc(KibLSAw_i=0I((@6e9}agRMD8~^QH zire3_e_daen6ujVO?_R`;J%*a!sbDOn8c6$b8U}Wi%kD-snY>mZ_jOtLk!52XvGK_Z^2sTy2?QPhq0!HafI43;wG zM3G*Nc=xAsHQk=n10Cai&(-im7CLCa=+oZC_{M7*O)-gETL4lfjKyBdZT}E-@0Hdg zhC8WmkG~DQLYt$6t0JS>tPT0|v476Ed%O8jBS%`K3}ttP*MUdjqY;yDLte50c`R-> z#x51Z!|ANUCVX+?6sL!6Uu7{F<$cFF(JL{+Sf>POl$Cp1W3CH)(@}IOCz-eXlFHdx zO`p>9!2oB>%hB#DUsK)c!@~krt!PX;_b1VpXR*mZNo7%Xhlp^p=`Acm0gCi}*q8oM8{63n|mu(wZ z><+j0?UiFbpic&K6JQa&rDj$tSbxyqpk%+H+#o#^(u5RO6-P897eXGg zqAu_aFXCMzmurJxfTzB$_w;IG<$rarejg@>tE?y< z?c|ZT%3dFK+eUY@q_f8fiSkJtr(e0>yn|5Pv4L*Hcz*kLi8xN2{`UTMlcvx8M%#wLo*3))lNznLzHF^IPSwlDXzrIhmWGsy*q7K^lrY^& zE!4h=Zt~0M3M4Tqnm*4<_@u(Fv=1h42Dz0umZ2M&;(NTcax} zJCEn{65~0uvpr|p^>+jsWvKPp7P@I}>7E2%Y?jT_^Li%)6-2^NX~1$hktpdI{wa5>3kVUXY$p8aKjl;w#z-P8Vm8`BZ48PBt4rr zRIWo>-W}CKZtU^&OC1M>%^aQvQxz~!xa6w zFBAUNg#VYVpgQ83SY36rDH+l~gWy@+YzDK&em2raRh zV=CQj;|(zF*>wP(`R*`c*LNsVkfm|@-EYGnhf{qk+Bmx(JB_olWBhB7`%bNM7J_v| zg2B}p+!oH#7lIq~7Vwy`7}Z%z`~{2g>?p{dYBr-=kr%6oFfy{IZ=l%4SOPJ@v@Ost z+Kz;{p(IOvz$J5C`?}BZ$^P_)dxXZ1U>+XD6F$U?ayD+Me9PIjH8tK?OY$YE7^i5J zqlHpShP~8q7%7k`P*%yorBGKr0L^?uWZ!M5EJ5K){>J@mB25H?So^B9lL+q|mB6PI%YCEoyzPJa2k`w|3Ma!3xYd=4!LM z*X|+E59NpV3xgcxYB5fMh|c3`o35wPb~-c=PskExzeA4QoJ{*q$bxiZGN|SoejA5D z>b2mx;a8&ffrtKrj6YX_5}~7m`aqBIet|;u7;>z~@t$R`iop@%t-18Py!)m(-|?UC zZ!H{s;f0mkv}vTA4IgqDo{aHncnZI^h0}0-cRS02R4M&wP=hFp3oI z@|KvBsU?z~p0knrPmcZVqDLG8DwfGkrT)39j$(XP7PG~?e2UB!@!;vClCxCI69nBy zcSN&vQ~x3HYX?0-6j)4IPjhaks}`hsD6Rt@W2vL5gDwvq#;iqFT2@y3?e%qE{eCft z-ns3iK3{3h5nD=b`l^^@Bgfef2K#~`G}4$+rn%w~EYBaz;PqzfCd_8|2+QG}A{7N3 z8-fX;E8a?1K#IJL5TRVKC&*G<>fUcI*J7x99Bog8R~^obuc(=q=&kYbHXbKb8wef@ zl;^L1H`d}4v>aKk9Oa7hV`?@ef zf!%ShgG>1(Gon0I`-^F{fY)S?m@%_(QR~+U;NQf_ z;E#E*QZxp!9^Dx%FsVgI-SRu0^2@Pfc+vA`YRjhOysO1J{dRpCwX_23ud~17t4)W} z&rMbytYUpQn*8op8{;r~GmKFUKi7SZ>_hw5(a4y$8+?FPcWTIKF2=^9Z^gAbi)>S= zNG2`fFI#|)bAPEkLFc3Y(WktE;LI8)(gEvnYs~=RjaMhvjv3blq=3-qk zSq9hYb+ihNWqEnRoiYU38Z87i=D(s5GMjdA*D`38N zrZXS5y=W38v3lr{?ObfF;*1~7Kl5I`X2O@8jE6_UgT5Z-adNO`aRRrP5Eb0-6#GF? zu@hEQPR*cRZ252}eY|Y!X!W@I079+u?66+&c)fb&)!24y(KTX+5XAoXQLgf>RUZq+ z(oIM3I;?)$6%`i6PY&qaUM+)FavhH~?s>0}dK|7#9B#HVOWFU7?ylghMYHiav$u<@ zWWLur1qxP8c;!~oacGvI#YMUpG3bp!M>1+(|h<_RcEfDzdd`%7eN$FcW==xOs zPL_VFQoep%X68qW2*TpLkSm~XR);5f1nVI!53;ca)P2Wd+jS|U z2%ZIL8{Lj_F|F9{eGc4imu}(}gq3gBT$kkw3Rhabt(Fm;5xBUrLTb%BG`MG%<)Yzu zaxg|dy4U95eP`4KHoh%JJGS3j zv|psa)Dn{6%nxj+HcZX@g9E)w-|9Qg(SCAAjU4Uo;}xdfO9*WY%!nXm>fnpm^A2Ia z;azi|V33Om6+{Hr%L936d7~aDM-u=TtaxO>o@w(n?uVi1qrIpaD06G)+iY2j>?=?9 zFj-`PO$7*!o{&woyUyPCf+4qcj)!enlD3>!ft4vMAKBov>=S<-3LEowtKY zz-wN*kh}(XP4@koEerS;L^U@ z$~iV%g~{#0yj~rYL3KQiCP-KbFUY!rAu(oId*#x=8+VVrX059LKcq%068w2mJ<^tI zDyQ`aEvk-cJdXN2ywhb%L<{w{lfpG4qZHPi66P`{{prR2a*Wj?D15YL?+yDe1GbuE z_0!>s2th!OHv-vz`%hDK3N@rM=k3Mvx3tlg4;;r1M#BMx(@x7M#O%{_F*~tuE!k-o zJURTTSW>b;8DoGnIAT9!*3Y2Q!L5d(zTBY1YXGy4T8{ZX zzzg*wHH!2x$t=G$$P@*I-Z#^0sJGM`}O+983=0smodk=_>{-9f~ z&~q*^w{hRW$=JtWc*7+V8G*R@UVy{mZTZCd)3ZbI2^y5z-FM2yT8Y0il`Z26>@~{H zBA9Q~m3WK(Ri4ArPlkSZI$FV5K5^waknpxj(%V~&L(%Xhug2~7q||IJbo-4qOEdJ= z)nW@qN9nB{a#rn0?>1{4-*b$K(Nz<4u($uYq(NJBHUMtZdW|pIevq}^v-sgJ>~t#G z@*w~~vAosNfsg(QEoBVC>O>>~F6So}2>;sDWqL~>+4g2P>75=CTrHle*m3riJR8+cZ|(wW1N{^UA;P0_l`Jty8`A03(VKX70Ta zeUHlSN2;Q5SME#GrP=WEY3if6Pd6o`7?#!GWaGvG+J)~Tij3<&^8J1%f-ALHjxt1} z`o+9}ZiWQOAZ{g4KSNnF6gNRQ6@WHErE%q|eZ|p=WsTAyiz+uw)h`4pAg-N;LTH;n z63I+Hx7Fmga=M~X=cV$cASTRa|Mx|aE(58P7Veu-M`=D52=m z^!VY?D_w5fNBFyC{$fhf0sHRjG*X0jn_um`F zoABpdMGp|zH@r!05?-J(n_*A+Y0Z* z5q}9-{T)~S^sF(!-ZqZ-=tC`%f0}ZSCa^bnvhi;&H{s0B&l3i_EcSdsWE#R<^wJT0 zP8%YAz1C{8?>Ll%e1LF*9}zcDhemVT=sNWtg29Y|X^%NNgo@F#^P&?~FLWuyz{GFuyrI5f?lscar_7+% zXf&IlOLz0M0_8yR1ZeeYfe3%9QHc~GW(6u1+xG8oQXjwi%?r5_NZ}jyo#K<@gW6QZ zH0zMMG7^_JO)CjgpaE+$FDgJ|5j`f;qiAC zt~wF-4P-RsRXR2n)3Vwmhx)(IglokT9JX$dTQ}Tdym{EVF90~LWqQ~hPRla=)=0}i zqm-E+K^p05Mdo6vB^a|A>a2UGMXeM+5EqiW?xd7z9~MfB&~RhGZvV=@KdU|)F1A8M zSENtc5gFXtS}iuVICGdK5Ni5(V-d`bNCZ=nI86sR8D-eAnhoaPg6*{y7HAfls)*M% z6gmm)O^4K0?2PhKoh<%H^GytmdN$gG7ZP{Mri@V#LLiPaNHR81`RNQlD*;xmDm3$3 z29f9__WjSFhilk3rY$jh>`6MVm}n7K9<5l+B@t*2J5IejqIb*tky%ndGzu@wUMU=! zr70NRGcQ{S>zgx`oCmTYCR0=DwXP(|S{EQHSpy0R{8@+9j|!=6C*WO|cAEA$EM^QF zC4ZUQPxxZ|sTsrx21%+d`8){c7XJhZ2Fg^B;r?xN$>0GFO+S3b#W6a1mvC5hP)wX< z4aNkJDVg^JNt`e|z6yA;PfDya-B0Z19ov&>P&&aU15zRvuDNI%%n-HJ{rQA|tBByJ zL22_UiAptZ9wKh8jdfWasB*Ix6%}m&&+d!?HRX*a`daor_3PHkd-@*KC&M=FR}?x= zj;2Foeas36XqYpGu{M=5BM$!#8-P{~>>^;J`4?=kgTd85=I{RAXph1(Us8K?Weq#U z-40)Y8@YJtCG|k|D-6Fo(*XXaQtb%fXp*kQBA?4jf%5J*T7heA0td_G?gDGomnI@~ z{1;@G78fxG?E3~%N3})aWYZqUa~@X#KPNi6!Vq{E6yQq5oDmEV_B!(3X~O6_Fag5) z0m67{n-K60DF7FGW-7`34u#^A!JD(KSbZ7}8VzLg&HT9(^FWLTx7_}r?EB%qL6};( z(WU{?IJWEfrCK=i(ACnXYYu*lh3EuYu2v@!^QK9#%(B%;<@%k}$W2P20cIT$k zVPPhOo{v^fXCqx8GR-IFE_QpN@ve3}DA2261i=3Tx~VDX|U_ zW&erfD09qkO=lxSnl9QjYQ4k5%UcWN@5Gr^$NMZE$A|CW9w{;Qm|D9v1T|Se_Os^i zP_DxQU?oh@F*arx2zn=iM9CT@(`IYR6%$fU*Yju4^P6m*aL}|%%(SGJBbX+K1x>^c z{p3V+t>XEL2Yn{7SQbi5Kr?mYi7+jJoJc&t+;kW=kP zDPRpgz&|F_+(w#&zK^Iy?@`R|`w1Q`$R5QlA61WxjNDRNk3wmgYx&SUPIg@2wAp*3 zJN`N{`dcCBC2T$xL~Z8gy^TLxJ|xyU?{V$_X!-GB-!PSx(s#R*DObX-P&T7DWN z4dCu^Z0O*&)<>&r6fC{SvCfNMvIq2|@JQi6tX$->zmP&s=WKHWS5#BxJ|=0$PiGDo z*)tvR0QoGUyhq&3p}%V2!5{0Uxf$8VwjI%`CNCS%_E#`qNDozVl4uHAtW|B_oc|2s=QCL7 zpzz<}$oVTqJ^>)@U()`R!@pcRttWH!~6sW3?i}&_4_# z-W8f886Kwf8A{Dmb+}>K%HGG8jTU*jQ2^NkS5#EY5D+Edf~ymdGd}dHm{)%%xnK(H`%Jv^h_NdD9n#DyF&k{YD1?lI%v?*2u>Z(0nC0n@HcfuQ{t1Rw_D z%t5ZyU(K1*lK68^h>I(TcIfVn`9Jpgw?FQxV}Q zss6Fsjwax#3_h3rpLy+H+y0Mbp(FrLNiLt$)%inGhI+tLO0oQIh+y+SA@{F45Pv|9 zSAFDv#ae&e|NBpXZGtT6+hZ$FE8{;OrVxdIxX^0vp8q<;vZ^WoLWdg2j$O=+KuQWw zwAaM@zf0F*mG{kv(l#qE7`)XUHo)6mXIMBQ?|Dp8GFa#u5o` zY>|{1N=r!Fj1Q#Y{qB=OeT$F$fwLA-*HYN=E+?mNTIM2Y>(v5hwa#{-XDt{cM53;b zf*y|%cjsy`{LX~`DSRN9bH?1-vTYf3K12%%bY&6`HWM*iY^>tLvR6#CCsZ77VC+3p|Bw}FoRzf|Rs1aG z{MLf_9Po&mESEs$T#S}9^Q857czZ10`n2();Z82NdPShNPV}N*cY>{cn7fX_8rNeg z*F8eXncttJ+$GpD)pTN9(RczXu9)ka{|~tMoBFY-KbuWlxA2dNU|*9Nli=NYuqS?< zR@TuV$u8f88)@7=?)lV311=rUplyNW1z{RuU4y;K&6Vt>Oi1G*?Vj+9Y&pLKLKHk= z%=b;TPkCyUJ(CA%yl%kc!#{22&pXu-IAXyp2}+k*M=z;2?;HQf(*Gg~Dpt{dAb8R4 z^1nccx(W(NRZEi#w+m#=0EXTV7dhS7{~I#^6^!Rb>6(@;SbU2609P4FP$6x9FoO(W zL)7D`-=&c=-`8OacH`{Hmo(bQi|p+a3B>>vb?Opf{^#naBnj2O@w6{oJ*1+H^PuOG zhg${laRUB!z78osBUf78!&8s`=PL29kz@I-zaFt}xhNL8*%XYtc|1)VPHxxap{yob z7DfOv@B6^cbdd!}Q)LSzVoef_hlXZ?-JheZm*O~|B)#_eVXJWs1XLb7Z(a237236y z2`nOF1XW@^Bmd#FR#BYHiU`%|=KtA1%<`hTi&AD^Xny4ga(OoM z=B=R)HKX|z$y(8HlEU%akDN)9C#>|h}^^hKilg&dC*(Rw^}$I z?5SX{zm9uNqP9mJWxTdkiKOZK&X`bDwEPOC@7osPb^G_Xfmw$)!F($;fafv4Z_Ic0 zhJh@p8LOq(aDqm>KGLXSiI(rAMU)`ja1ZGwpymlQfheANRk(K#53PEf<1ggD9nRX- zah~|p;6Kgd%!_wGVr~Ail;a{x1j0KsAT0QIvESb3U!I+E!~d$rX}kJYHU3qNGa_+> zpZ@UCJd6eL4lbNGXY=%IW2_hW?Vrf(BJ1A28N*86}m!zqM$v{*=|cuG&TQV zHC30PUhcRaXVV>hVLm2T0%UD7_Kb@6P(7I6ejTeo;~~9NjMsjYC>~OYyX15N(NJ{N zB5pnw#+$*rFq@$e1!8t?!WCy8py(>Bv$jLZPBOO2o-V0)p7Z-@No&fTCCmFm#Y{a&t-2M8V)WyA#s5qfG<69ca1q`Dw>H&h3841%}qD($z~gf(WTJ zRh|Z!T&NAk%s?RM()~Dt)x6f#;;_7cjNTm!4R^>%PklQo%GJQ06)=_xo&A(a1M~7> zYl>Px$7$EZq z!^hm;;#ZZM7j#>yq=$+27mKxbZCEXj_MR3lW~3q}33bvp_pSG@d3AUVC}*hRA;vMj zn$VuNH^hroRpJvud9z>%bSywB(cxV97LL8X8B%<2*MC<<(X#5~9x611Fni@Sy|1A1 zawXe^V)-=@R>rD$ug*-1yTvo^?bp%nIABEDVi=f1m7SYj=r_r#D1_YN3Fnk*C9E|0@Fn%gY#Jq=on*8)IH15ruQU&d-Z@pvwZjP#kfUXw*!Cy zBLuJ*oUy!vQpckd2CMM~a1E=a>nKooF^R zv9#crcRW4-hFM_5%4_;U)hJ=M0m8*M*j61;m+YcQ`yz?<}j0WH*6V0Edj??%>_ZL~R?zKD6-On>z3ml#5Vm zvtt+|zSP_vw)y%~_)m7z7&SFe-w9%1K| zA8>zQ99leICj>D$V9nLgsbA=NaR8e+x=*MGC0r)muwY8&zn2=*L3n}ip&WRGxNl9m zt%#ID&~0sPmlgU$cgedr8O|B48 zn6tFEIY&;ed}1CJ#jL3n?y_=f?)4v}fS^qPJL!vvC8;gmdW{6~juRFib);z>Et=VM zi|}~N&}(t?qP`OhkD@g{DR-S|3dQ;#hDJKc(?A!t(N=lGM<=OCn-= zR$M+=s)TDcMpLfd2yyJL8^!3q;R4|P9u(&&nXU{Lh zAEIJi$Y3kD%E!la$)wRyWbG$gTivo+a)GlKCihS}WR6njyf>wIW|UB1s_v+>ICv+J zu;s|=@*&M7VZW3U7W3iazVDDVr}aZPaNyuXz#TC$Fi45|cJ8~Y@3$rKOM7{+h)Ozl zw_RZ5K_xtD^mFv#Nmp7OiShQKV4i*Kq2dfvx zcd)*W71fy~SrAFtUQ}uGgh(TsB57Q&%aIqqJnSyu4~OYc?8I7&k~R-__VpE6q)*jZ zH~*RuI8UFd>rm1`qs2iaD2RhLo7=2LI|w}@D0+D;#TTa$NDaG(>TVH$;io;m6TCYT z?$CXD_~)OivR@}G6}4zhRqA|t4KYq1{rWoXDoK5rJp8qqpaFez+^aaj`u296>fNB- z5vlr*Iro)sEOb<`G7@{8a}efFY*&3qfdxu=B;a8hbi73KPnG`j4)hav6iNO4quYPp zIrBml5%+D+N(Eemyg+$J0eI|=-@}W%jE*YB&F%z?iLVX?mSc7oHm-mnC1>YSeKYn6 za-LvIOR?aiF18UmcLy4yQZ}jyPB*tk>|Po-S?eMMJ>F28X@5?N-j2yrMv* zfqUle5p0cTM9~*zZw0;>@atOu8ii{s;=!?al!eTsgwKc`ydC$^9WN8)msUtna7F=AbF5&NKbqBYi3 z04pLYzERM$37i_5v6r~0xnn2}T{WXo4@B|Et2V!TsX+olMN`R57Nb>s_-Z`QIMwuL+HR_7V}RHn;KJL$wT8!EUO=>1Q;cU`6LE7|y+f zG)*WHORh{7r!3>L5r#Op6&pT$-kyI(XG+iN9$|65MjG~>LAAs}<0I@~EYAsAN*^hH zyZd>yS;pgsNN%adN5HRoTfVuFDt2h*`owPkoJuIFWg4kPueryN_?$s%hUDHP(E9wY zk$54ec%f`pPEtC(_Lml?wpu5aJw9~JSLW*+{0~a#kY|H?1}$%zEr=_(H?)+=X|Ef! zMHFZW5oq*60E{>k(??MZ2I^mUJS zytyFTL%xdX9QGo%OoEl6T#)5KTSm}DLcN1Ce_$?D^I5AB$Me{Ieqn%R@m&BE6~(i@ znu_=$RD()ATiEwy^3%drNO;_e-*u$dooz1+^N~+m@XDbZnIuwOPT@dra7e&FjDj(8KwSteAxO8HiviQtg~84UN*H<0 zcnT}d!E5VFC6|Q8*b=dopA=R}MY`(@Jjbe(+Y$1gKn41PYtzI$=R%Zcb^nd0*8M5% zD@$19{*q38df-c6M}pXniMFJ(p6(CFIV?&Z2;gCT*G?j3e$Vf+KxrbVu8L7Yhxe-Y zDp*Hmyn}0!{>|I{(TGC%AY1Ws`%XU?ss5^hV>u`gf_8ovJ1-K31>VYt1?>NEURHO^* zK!z_7*~9~lsB^jTQyiZWM@>lO6ff$%0v&1*0PO!=?6(p9|HCs|_D_$^&cS(T7#`3| zUu=1Oeb#~M`4Cm&^@IJIH=~tXt0@5jdzoRRA^z7XI`F~W1dNAeZB)y>*Y@?3Z>6tb zEeJO&XK9i6!&Cs>zgdaKCqr_mpSeho9@KU8Ojd<>l zK#s0#4(S>Ig`Q8mp%if23_QRcMAX4nl6yQQfR-E+k~scZPC^rh>p&~nwms5L{BnA^ zpyX?zFha@Kx5i)SQ1H78lJ0kT00#5I0$g}T|KNeaocB6G*IVeAkoT48 z7io#L$Rq2qjhU9Bv@@qAh6;;rgs%FvI~q~j-2o1CLAAkA>b8q;Bhh;A8DtNvrPpOd zElZ=$HAdbGnM1;Wy!dB3@0@n3f7B3xz|#kOpLt>69#x~D9#WV@TI-AI_4`Zw(W9$pKz#1s>7&;v-%r(o`*>E^dyHAeLmsb{0B&$=2H)-S-8|)AySq?Pjj&9Muw#gC=(2wg1tbKif)K@iPI`E#(N{G2nqBrs zu8bW!;_%bDO+4D!X4N4Du2(M?u%ByFwZCgVv_DpmE~^2|bxT7l^Lwi#gUcp)J^S8D zx57yaE()h0-e9Y$*^~5aL(QD0vg*$W_LWi=us6+%fj|_30$!>uCI3ElmpFHf5$^`G z5<*yS6d5wC0Aan$>$`VK=BKD+`vS?Wgl!ONsVJHSQe)hDeFAF=^^MC<6!%S41187= ztMf$R3;|V9mE9+0NpIY%*2>K6v|y3Vsh>qUY48BHcfIapJe%!?(bZi#GVZrg#VVgl z2PO$t2m2H(b#G1Ay?fXUEFD$tQ#mR>8PTh-iAHx+HPp2gJtMl!*K00Ncl`w@+XLkk znWuXR@vo}8>^ykbuPiY84G$VV!H;MJGpxJC)C<_`zChztg`fiDyuY)y6_mmk4Nnr) zuhOBz2B-Li^W_$%e527bVFk<$KZ<4KTysN2jV65=M}q6rl|=@OVMK;E8wk9rXc>96 zzs@A|sI}ryu=pT{k>!j>v7)My>5s4iVDrnn&cm_x zuDu_Majg={-s=lZMl3Lr%F~V#GA(`>UK5%JL1}R3HGA?NiT1rbkqKT)O;;m6_&`)l zUS&`xwq}<{5aa&r`V~=S<2yjfNmxqp?4STJCSjCPW^S7k!bF}qZ%^~Lf}!@8QPZ_O zP2js2z-JC5n7}%a_!I+IF&g#mswb5%ChFqqGxHNRhw@I2dPwQ-WQv6VwFAyQi5OBLFYWfAY0vs8BoA*ifJh4k72et>Gzvg=_)c<+B>##_vzF7R&sS#Sz*M{+y9hykl12>@fV&$e|_8`)-99%8Ub+`1)+zH_DpwKh;ZbspiTOYWx zyRz|h7R9<^OdbdDpy#JTL~)Jb_t$C;3LGx;^K1KL>|=ittCH5gcH`XI24ov-G{~B< zuj81d7pW4#{P zX9L%l$liQSx>DeZW*PbNV5v`s{kkC%l<4?!c{X_Wqva393Pu)d4Ti@6Hb1;Ga31JF z?*ZlG-fvg*JsvkZfOfpMO7FSc;)NFCin*8^+z<5m)~=v-goPmlDsH9eIq%R3L>^-+ zX)I0Aql@jZeWO-(UpQk?9viB3<7sc%YKoCqT*i;4{in*U?jmZPd87vnpke}CxcC?i8ivo6Y@irSW6-Cq=XN+yZZt4~Wo~GM9YYR` zzVf|%2tLQIDCF)#ueYg1!IQ|_mFSi7v{}QB27)PNDpU23o?L_C<3G)HZw;Ts?jffq zt-%uXGYPI-lMU_tsJ;pKD^A$({7qotV?mc4BnnYQLCeF6fr{YRvf)k)#m6rst{F{W zzv@avL1sAo!FD?){uvWSG2xTXLaD6MkB%tCU{B=|k&&;xr+a|@aa7Y9`kuaQ^SG+W z!DV2mWz_6L+0ekz)$--GC{ByfgO;|@)kAnIg(nD%{*V74;^=JBk?!I5RvCD;S=%Yr zJccG2X|a6L+g^ge5+X=x5iaQ@IIShd{W=|FewmL$h-umR;+FQ`GrJ=JCG4sI!&_&p z`uj~#f>$yT$2!U%jBsmO>0X(5DHL{ZwBJu=bRVw|xt#_MfS}>5J*IFT-0B;F7v@+8 zmK&u>limNo5v0!abqxP{fJdHDO}>@^ouqp<3OWeQ<)qUY83zJFI`cm;Wd~d3#J!|p z=H?`mIBB!|D^k>6@^|-4X1Y2FM90jz@9^l=9o*gHdjx{YKowIo4xgkA zzX&?}DxL&Ts_-ezl=iboJAF?s7>w-se+4^nm>M-ZFA_TXC(q1-y=d8zTNM=vtyk+J zB$8SrGPZ|0@m84A#1g4r#e8b5!0KU$;N-dC4@)HFzk{!AqRqJYL$)n)wC5o5{k%LB zB}K7EVRiSW*`(UQN-^v9^G%o6Iyo7#MUpcp81pZB_4SZn+_g+)JJ1hEu3~a3bDR$G z{!2iAzv}P>Z%Z1uHATGng1dZFitMs<-!%2do$bIkY2KaU-K*_#KFc7C%NqAm+ylGh z-*wR%jvO79FPl&brKf~ion%=(8fwQl-hugNsIbj>1}3yCNRU$>=s#TS)f;pD6zbH# zzGxtQo#;5a6qpUT1!x-={8Gle7NGP;ORc?UD+UP30xFi6YhJe4{Qj|lcwnPufr7SV zYG1$i+snr$E_@vBti0K75T?88$~jZaRO2TZ z>hLmFU^)cnc zanTeUksKG;7{n8W3jOJV!pL*4szQQ$s*F2GCaOQYAGEnyw~x!BJ^i#Csi~Y(yIq3n zaa~NcF41`I%^0>)!JHI)1HTZ#1 zV^BhgX(uZ2inG7HyS`}ZY%Y_Y3jtx`c9!m#X`f5uTWSvMFKdi9!*k=c02J7v=Oh+B z57i;@vXb{sp;GUg;!Ap>saSHRA= z#s;Yd0v{ex%5j=5UDt~XV9FQb5W7pM7(kq(yXx=V`+c7j?2ke1Pc8`Lag$FOeERT^ z#LF zZjYJm_Gwsp11NNI*;S3;4!8-Pq6sGOFcWKK>Pt%~3ZcdMMTdm7UwWOZ9xOf|sR6`7 zU@ms$96dmwNT9c;{DOJRqnz?LTp|`BeQ(lxcECZeC_BG09--f(AvSrxkk|Lbnpkgr z9u7^Y&Ee|E0uG>EszB=(IN#an-F{|!r^i=grMdJVdqD4T!IZ&Tk+4)=)sf?Z;R$Js zz~}CO%rJRUV6NH7qFecV4xq|Wq^lAg7;n}+Cf`;Z=~0V^P~nDLD@!{nN6ydx+^#8! z0_TuRGf8lBV5_raxVn}GR9HYT5J$k@5%QGsLrTye(u$0RK*kRQ(7@MSY4A@(OSn*T z<3#x9=I%U87@h+!$eF(LuRobMSU1!r@w-$WhXKM~yZUVNd^Wxh^?bauPmHdBTlIuI zJ(6#8A=moyQ-gP%JG+CrD>iPG986rHk5XD3wNwurs#HziIy3UDf9g9-4RGGLP60~q zfj@9aPqd+KeQ*0Fk)O(H#Zlp-Fmh=>H>~@};o<=z9Yn?8FOM*)qNkTI!;$KiaMVrir`IwN)~nuX=2$F}E>FrG{h@L`Qx2sAR)!=K>{w~&#GPv98haUmB{iGtbR8PCdTu*j2R0!C`1V!JI`*1$SIac$h;zL~^}9de>R^{(QNdUNyNZU*Sni5^#@ z_cz}`GfNFYt)ezE^zms9xZ3kfe4&r9=kJzJZ>5ijV00B&R{{7#l+WyLh-_4Aat8iamXi_Kw9LX>pb_~?7!<00bum+#Yv zsByN{)fZBf1-FLf7Ym0bFLkhS4ETbD&0m>5=Ks7;uNoCYHP0*dg4N``iKdaU*+Bx& z{oF!qPU#;N=sk?lW#J^=2aPCwMfs0NGX&n&j~GzN9p<+TMvz;eWc(-Iue;A?KQ(xFzmx_en`oLTfI0>qQHiOf{-!_fA@j2csqb$N!Qy zp(8)7_MgAb_WD-SOS z36OCbM63NjU+LPy3#c1(*@4?HjE*D$J;$ZWJ5KP*EMN}MiD7t*GJxTHhx8j3pFvPw z;DZV&J-btyyYKVO25dCssqE-C$hNw3+a+)A;gdP(-a6%U&c?4xbT~k}(=D>s_=DDm zusL>@V&&v%{@`1J>@JTMrRHqF)ns@6>oV2Vm@m=nH@Pj`6b6Z!yJsu(eZ^8!<%h*VNR+o8KE+_?4K$lxqv|b?Yh7DQvEB&r3<8 z?UEXB_a=@j_v*^&o#-|C+;$sj;|~3%OD=Q?Ke--{jbMt*l^WGB?7VF5hfNBO?_H!e z2KhEBa#54?2FI=9X)umQ?;s6iLLBehpmQ996^*$c@cP?)=;7rc72d#A$vu34fiv{D zN0|@!)EZ|)f;e+C-+5N^2Tyk?aq=Z0DFIJ2T3<|LU)DQ*e@l?x<$fb!aM+&xpzGuI z)vA-@6bXoZbig}Xs?P^l7`Fu{@D8QN{NLYXTqw=asTatuCv!>Es^hKTy1>W(s`~_{ zKsvzHC(=uEVMd#pd7_Sb5~Jkzrc(@Hfw8wX?H`&@0DE+oevu`4Xqt{}ofX1UwWOG$ zzCWP3$h}%1wc$_5=eTz1o;8=-Lpz^I-3zjWpZkL_frYR^LoVw+&hyz7T0Z~D(5+;(;ji7)uh|(e5At~KCG%5xS10pdfqCUxF&mU6ara>eb;uvSf#lSu*gs+6KW`1(Y@oH;lqVL~k+q*8q>w$%nJRWnqz>=_X9 zKAPmTQ%6(k;JHwo;{W>iI8B*evV@&2jjnh}p`E9u65ApgeP`$oLA>lHjr6t|;xnTa z8>u-OX42Wi$Q7XNawYwXRzvN2Pz-t0w>v634G3Xt#nZkbxICf5Pw)Ps8`O@G(El8w z)GW_t?PE|NnSi@&!A(KPhKlcdS#B)hC7>xOQ3j6N|$e zR+e53k*cGs%EF0bg$lh#UV#POZS51)*R%^XMO78N0__9``tc!{q<$WO_=cb%)S;5) z%%urPl5r(zWNIJhg1z=$Tb63r5o)Xw4CWP~FI|%WEQgwulC11}vC}?1)>pnU{+-q)q%04|I+KkOWpxqgbvk}+ z)75rcDeD?tsB$8`*p?6WC9XisKwC?l+H_tyqI54$%RH+$sf~lp5a51XW4dbl zeS1TjK(|T=D!2RAgk#DI&U@GH-ZpU-)VacOx-$dJ8`4=0C#vfFbplM5A&Va~0%>zg z!tMs=%t=)*UHO#Rs8vUNIgR~e-^lQ0>HrYN)^#uEhCpCBi$r%Q+m4Cfauzl1s7#7* zqsr5V&bQvh^vE0v=H1(jo!txe`JN^74m{qX^o%*p>b|c!J1HgSi|~qm?4_bOUtQM^ ziU5k_wtm)`gjSd;`qS3>4^SXqyre|L^eKsb8f)cZrA;YZIq;h_SBf$}Ca8?m&m!f} z|6-_2qHR=P4eY8*B`E-@gqYZPMl*x+byUzCh7KnOU*f&d>2*?;9MJke+A=k)% z73pNLS0)6q9*!2h4^`biU?uOErF33ZMtJlU9~sR5Y=#e;_5gb0X_-wX80(=+p5V}M z=X|Glpr1qgYu|l!pWIT0N|OhzsWl72@gImtzT6?RBJyvp0GhR+g> zHD=8SJu`9JNuRpCe*NLTHcjAVrSsE5;7^BTFZrX=f-DZgbAS!XSx(te)>e2L#0M;#<>u#@+Ccx z^Td&&e<8`%m$Z!D!DMUvLj{6?&jaozeRi^U7}9-F)4DqrA8}HBH`zFW&@|~fZ?{!7 zhYq4@ctvQWHGfU;UtnT2VaziDiKL#P%$Or#t}pZE=}!H#K6J=|WFmAU!0g9nab(8x zgL$DQf0%iH;LUg*Ew>vLx_+e>6TUEfAn@Da)VI$Q-tELz)?g#;iJ|=mGq^)@=3a1G zAHb<=1NfV2R#FhaVi96*XwExx_O^RziFK#7)$|iK1Vjrwvek0Tq_zop=p&uJ)}O)$ zQ0$w*j|wYW20$xlvVIkf$e5mgC#i=jyiuLTbeTp%dimKRJNibUaZMhs>Oyctb;$Cn zOgz(emU+Kt53IeSW;24WPv<5vsfsKCLRj{@p`a29W3LlWxg6SAC1!AgVD=4eWeL^y zN}Db!jKt27z*N;5%=3MW0FJOcnrG=ec_? zrFxai>u!pHP?Kb>mZ?WR#&|;Ul*v*CM{)n9DIJtpmCq0`udHfP-(>O{gXB?O za+x`(!mRaBl~%;tRLYcJwS21F1d0&9`RgrG)~OJqDr*15=0a`XT@!;ygI#x^v_i!9 zZ|x~7iK%3|PEwDybQw4he1o=TeavC9?iW?=6J=CD*rizd0{{*`Gi!KFTsy}ubPQri zddL=qsY$nu%~qql2bXuBMnH1uyPE}5^`a;kE1YY_30;cGiPj<%jehZ|Wvg9O;LA8L z+Gr8*cs10q)xdIR824oFyMsVpl6b6`@ue$;_G?m%+OZRgM33EM^`A0XlE^_wy*rvB zXH3bb3(oqAtdE>S<{gwx%Cm{wjm-v_f0@LNaFA#`ZcB&XiURJIjo(G4fl!CG-*?y0 zW~m31vP}L2w%-e8f4C-Mzucg*quS3ozfaW>aw+WcWsA2Azg)k`En$KsT`1{$NV7sy zrCN56w3mz`FA<}C(fgmdOJs?{!^lYah@9c3m#@Vm4{PRSR9aqyHON?|t1}Yw68~ts z&{5;sNY$a;I1iEo&|jYhTYmc`th~U&l0RL7vbzHUl>(r25dr>X-$B$>C(uFG(hUq3WXG04&i z9deS=CxkHBE2M%%&Y$B_yg%gWuy(Q@bb5c%4b0Db5v&!^v8hHewi-<1+U)$yXOqY( z%|hpG=Xt5|r!t6NtWO5_irbI}{rg{LxXHC0V$k}Md@si24y5vHp=qL;493u>>hH=h zB|HpHtq*mz#7ZAN=k44}PegPlgC9cf8D1qOjo|z}-MVPCJ`!R0W7BD8%$x?r@ zkc%%KRv=P+aI_Swz9aCf&6J4b89$|gm&^0Xf*_MmrqHHcv9wJ?pV>|U<**|LTFxO| z_Vkmd*+#{)H4zlHpv6l9;*HFqa-7hXQFm+ zFmsDd-kT4tzc$4FxV1VuASb{6;H?_wRQ>WxI=FlKyH@z5LVdmf!WKO5GkCO~N7J~k z9otD5stCgON(7U&DInUKso8o@cQ`tweMqeQfh}hJg%sezA*0HyW@5Xfx0pscY1p?P zJ44M+eq)plQY2^hqb;V7>rP!UrdatkBD$*-elFtObO}Y2b~VW)BrS-<#(xyK6xe$C zO}&sOm)*nGUF4KNrIZv}t0qV!PCcmr?yTlqmW&h!Wwp?oC~me%hIW0ozAU2deDvC^ zi@iOhvMNTuQV9)XiUVG+{McuI3d+0EE0^^0G)E4JRNr^_2aBOfIMcp;Ech zrFKwcN;28XJzEmOVGD*9ety0lI(D_bzFsObtNUN@@-u-4D{Dxt{1D0IH$Cc;k)>b+ zXK>q7D@-D-zCP=$tD0#<^{{e_N&1w9h@2X=Z7HSJmY~fJa<@pUn^SO1}v!(aD{S?ay3h(vMdH8Z=wWSyHFHOr!Te62jN(Qgh2K?02U^$VYG?lh!?EXTRkw>|G6Yj68RtGe-Oi$bQa z$(Z0?iXld%Fihe^+r%0U1v$gy4Y;xS%uka8l>zx0iI8lS`qTYNn9nR=}r^PBV&?MD3ll>!+;T05LK_2pln z&0i1BPA2KlUs_9arks|xyElK5$eYf&;h?N0cIBMPf+|({aghJa0=AS4!~wC@)JK`X z0m1<~;}hNK4523;3TFlHcj$f@rT@49A{Dx*99$A2TVlj(QlIMGkQ>xq;KZ7=SedGp z5_<}9xku?)z`1B|272IVaYC!#Ql`R^>UEGG_2D9t{JXs^gS>siUR zaC37DJ=iD&nWrh%2RHW>Yc~g*j=`~PJz~y<44ZLInB$xqFb>)AJ zDAPzG$%fph^!!J~6%*wJUj{55s3+C|Lsf><(Eln){A&SlUI-7rPLxV4X!ehMHj^yL zRgKcSH22!|p7rQ9)O8w!3b9f1%}!YWd?(+^rMu|S=>Ire^|#)eQ1TjW0KNe>%Cc%p zSs_MJ6r$vZILfumOIProoO=t1md*q|y*AIHEA{0u8qw3Gb+aaqQo6n6ZPwqqzw{zB zyJf7z%9^>ah{MJCLvJYRJJ;Jj^C`=5k$>E>8vSMxJgNRH{Km+Ixu0vcxK;{xTJ+3` zZ0pLn-P8=HC5kv`uWP2lzOuj8tYy_d;_opd`9oMnJcFK@l)00zMvJ6A15cuvXkVK^ z;VLSIHh6FI-8h5hD#gUo?*4UuN$_XGpSQhuEgJe=sL9z+ieB;m3K!wt;m4g`?A+aHEZFoJTY8SX z74M+6WO0FER9yYX+E1EphFPWyad9oKy%~(01XiLerV6I+VzSvbXwWq`HZ~i$aIVE3 zSkunjBvBzT94c}t6-WlLtEECWyJQXCtE1~-SYy08BG7Ar!(QD@h3l&hsmhb=kd2HB zz%i)maU1eEx*oJ;+8AJc%ICIV|BOTJ%*it#oAJ)mOHc#-p@)4~aN8Ykd{tkqrb7Ka zmx`DW^un{v41}>%zxQx5Ggp zdJtB!g|BN4GB4L%#JZfspXghcGgA>vYOE3wc7MZ&9Yj}p^0N@!er?Jcl(SmOLhdiE zN1&y8X13AqxeYR>A3Mxio39+RqTVxJFD@;`)z|GFRru~#eYT;IIObyTi?e-YOJT^1 z*2_NkWF+h0Lea)}W3S&6ZuLpSp?5Gy6rM)25) zySI{#InWsTN)p zTZ%tOJ`lRCnL-5v&I)&XzK)L8WviDxy)JnFxi0}9_q(Q!zxZ1$P`VSJAb)k``+nZ? zyC3^2?E{rgev`z5HwxQFRGYuv>3`YRGOBmTdORA?P+u*@0Ba2x8)&@h_M0%%NMwgH z$Lr0wIYbC~A6?d((?O(vnJr2$iG>F+edPls*{hDCXI`gJaxqBXf#I~_f|@fOyo!}F zQ{BmCFd~5E3D7Q0|M;Q9hni1>KG9N)E^hRt1y82{W!Z?7p;i_cXh0` z|8Z*?BR1A}&(LV<&0A*wY{dzWCONDbzDOGC(k}mXcCOsU#FjIjj9&Yl$=e!D$G!k^hv94S?__039d8dV40>d| zrj2Z#5uIa@@RiElS7!;824J?Jyjh7quGBt)FIFO7pA5os!8x1kl?*Y)k|@RV2LW@r zfne1I`x*uya`HO*y+xP|>#vQsr{r^#G~D*7_G?~N()CoH5rM5Ovs!C~t5|%S>z6IQ z73q@kpqB`S1I4XfDF{q4n2hxzbt+(Thyv*(oR&JAOX>@LP^Lz0=Mw(a9B(}dyU3(c{nhsR6~_@*ZdSGQUe5NG8kK^u2;a6+g#c&Y1(X*Q4ini8F*`)3#RNAd`Viy~2zR6U%FA9n(3s%GP$CBFXUcCYN@MhU*f z41B=51qLG}qDM2z*w3Q|W0Bdtww=dCz;R2Meh(nrOfVYR050vO2zxl8j{s8DCmKUVfR>5~^6yI`}I@j^2ex$@l{ zpgTBgWPQR9p+^`>nFu(&&qtPtdV2#lTzSl4C-W}Gq~fO*A7k z^^e>40tr3lgci}=yRm%fN$hqKk^4{durV@mE|xJa_WFUc3H~Lm52=CWa*k?a(iCdZ zpo8Z=m42IkBrcH?lM*_kNkndiH3orPR4aKN<^3cIU@Y2SYG=}liaso7Y*%oY~W%0P{)_CMawI9R}fB6(se_3pO*lL-zTSxSN1@i zmC{m|!l2tb?d>5L&@uWB*&4)gw8A0k8&tI>4w$$lrF3%L`%Guk=AUQoImvE(@oz94 zu(Sqs(PoQee%xe9{B@WY0IV^#C+$#L8IxDjLH=ESwP+^cJ%Zfa8m~Qgm`##TaJ-q_ z98UC(&Ko?In}BQf;zuk+!vCH>FolIV2$oJ#hHARd*y5% zp(Ey4Ez_0;Ii%uSfH%;7k~y@fbqGu7 z4Lk#)2)B-EWW;5OU%9h`0UG)PJd3}a=53}YGNkUe<-JQhW;xZ85KCzGjNnDHE4j`-=jToE`=$&sJn;`_iHlE&h3|+Q05E{LrW$OD$z-K z-E8+Qqboyiu##*!1qVCOL1R%aF=F)ixUPi&omub@6hi|&XeYEUQJrrlClw}gj)aJ+ z9+&4`@I(mZ|08L^=@bq?7I8yJf4Z!iLpC?{HCe})F?UXL8C~i*23*31v`QH_8m`$< z?#M4j@IaO0H?<(%uGW?}i@wC>^)H-%>0dm_4<>iRm0)#Wl z8JiTEzQ~2)-j_~PYBvH=UNGtAlfCvq9hO1t)R(|c0m|=0JJMgpi;o-}{@Fg<$x#(J zw$HIldJz0NBU>YDI<9%U4!reZ>F5nym2`3DNkak|bB_|oEiVD?Jcg-f*&N~P66I$c zKR!k97tYe`I6B33^KUzt@XBX@yr`df18Yd*r*S{j+WBnj7~Qy8lYNnEiLue_emA;g z8QvR&0h-qT#1|O$*B2v1)j!%r{^-}<^9)|VO5cd%dH4|O!^Ox;402P43uHpH8<@L8 zx;BE1(8+mztif|>R_LBz*yfliy_W3tUVZh=eikgvM9*;TNqppD~GsD}5Kfx~4Jm;y^TDUT+O&EZpZ}_z;`Z z=m~qAPsPa}zW%UMJ&xA-rJZJ&EfK1h+K1B zXNC3I_^cYbg<6)E0YrD@byl)?)GA(j>65Cydd8_IKQhO8hjjUXs>ngY0g3*NFT@x< z476cPqg+>B)HRw$j*(}+My7_D1sW&(0}7QbCY#{R5)~;MjP$(U^LgfwD?rFZ!B&dW zY&0Qag^y5+!yeAUP8uQbz~;x+;N_@{?iIIzp@98WzVX{KOyah0=y&e)6o>TA(TrhK zle+yxGL^Uh=1WHoGJ|y*^NC`LJjgi$km7j=R36rx;tPd@(r1qB&>Qg^spa#Y6WfgG zFYF~bv6q#YkJ5?XI{)KWqkU1I;Mnu$-JbPw>~{f6i8(U@K8Y*PHbW2Wcc2Z04rBYR zb)FQ!!Wdt0VS_JU5|wV3@SPhc^;T+lHl|cQhWXjgL^I1`kb;3VVjw*!bH_dYA9hXuo`G@a222Yc4~gs-oz*t1-fW22Hu{6n?H7 z0$T##_(r$i+_J1h`n2f};ys|iCC4sEdtZE%EIHYFOa301OLV_IuY0tkt8IfDZ{0kM zbjus|^iS@3gf3`?MU_tGdupxe2$|8yio@&_S4*ajI@Jq@gG6CjP(rZ>vuSZb?{MZ& zpSLgtPMSq-T`~Ct@0u~O6V%|N!+&&6Obgub1h^$mY*44Y%d^{|3pYP^vXgwb`r9;f z%Ku&=qVMYG-t#!>Zhm7DjzYh8iCc^dZ`GzZ4-E?ZhR)G?_p}7jPrR$N+|U1dp&Q2yz4sANoxS)-e5tkKpm%^ zWS^0y^cQRi$Y_s$JcUV`a8nV}5@`fqV*^3-nen-_|IW$S66|sSBEbB}akHgk&W6;(jF=|JSVu+Ugu1@(~vo|1iZhC78o%$JGpOb){fD zD+nU8qn>;5e+*wTNVeTO;B}tO;*fNMvbceEJ}WzEAT^;4#Yz z#d4OolMBjwtn_>iSC!Ss@~%=6Y210i@V8g|?;B>b5;W{ULA6Lg8}0 zOg&4a%(fbG?YrB<@jqrOT$b$Bh0(s4m^rO1=_U`6 zQv1Wi5uZ%1(p#Lr*jfK;fJn6nGqA{XZ`|&W6>)NNL;&P|D&197JzG@1qRntWcR(>Q z3(zWjx|Yk(RxvpoqjiUb%=xDOi#d#F>4V8A+HPzaUFbL97-D5N=Ju^no4D2rBXBkA z@Lz8p{*_c=;gKKC9Vo8mP+zNWS0!|84P7@dff+Lx0|J+Gzd8y8AzMJh*t+5oi%|ts zc0GY!o#KV7n>)H`QIw12zVP{Bl6{Hv*dW{0!-mJefPrCbs1WEG)hpPjPqPPVf*tOZ z^dcQnBrzjt1tUEuucWe(EH~=EX>v% z;H!sREWb`JcKku5HN6*C%i|INo!sTnFMrFYlkm1xx!pEdtMTaTi;5Dlfzj1H;|*hL z@AMOTfJrQdVp+HyI2KrUB2^l{=c?ZIF;t}7{NS?B7a&69ehtpb2LD+_4A6I6Q<>T1 zIjFK!)Ey`u>nxQvOF2H2TiUIOgR;Y}Jn!nkCM4WqDY@8*?9$LdF+d!6*<32Z4Vk_pC34lxBN&Hq?kJ*_9bIlj0-zi zx3Unc_9&h@rYs)aEztwtJ(UL+SqQDhmZElzH5mRvy74ix=lMr}@7mjpHv2lk#k**en!GPazQxh4ys4L! zxW{khE?E4y7bjZeB_3jF-s(RT61y~zhjs}xzc1e0*k-Ea@AvESTb5YSiz(#^H5aW}kua8!N%WNP2i`*HV?zS$P3BDZck|we zIueTD%Jn}h3E;Ma1BfA9a%$wx1XJ0dI)}A%@&Mu<%w(;UE8!shHs^fCael3|t(t$z zNwAc8?0(4>z>zhqI7A@4=YtEA=Y)EyYkBFn)SfsF@XV6OatU_S2W1A5jNKx%$S>42 zjAe6)P4%7Tfd;Cd0ik_u>yc-MC9bV}+j`k|_s)4LzU9ZMeSi%u^l|BqV{RLyjeCvH zo{+;I(i&wQeeNw{^E#yZpxTMt+oYff^&I6&{V$ZC0V zd5rJ%1=ksAn)A}ihJRP;8@#Qu_ycCt_#{F$Mtu|&5PNB$B{7`K5aK`dbmcL$f2uU8 zyVyWgI|bh;wcx8gU3>)2h z@Fgv}HrU$I)5tk*Cqg#_NirtEh}qa~a~1w1eBD@6^^J2IMOUt2udQ%lUOK&-K(+b8Ex{p&7A_J9vG zcfv*w0w)riMXDB!U=)r&E{w9(`bg2sTL^;A2z+q9^eo#=FAt+E+UnC#lUA(9D zVQnCVs%^aWc*MkBB2^XJL`t#TphFw#pEy`TZ5rhA?M+G~G?Ru4%ab(8mkDTY6E%-7 z)e?zqP^(#3wr)V!8dW^olxm((bb<0^HY%BS-?%EQRsjkc7@NLr!Vy|}#$K7k;%N>o zdfBRF!8Oa{_>@@#@2l6?gBsK5%XMo%rTp4&xL|RbJG*rGymSsu@WRZWR~T$B1g=u{ z5RL|S4{0X za$?1)=DDp>LcTOBQFf-Hc?!I1Qw19eZL{x9dO92o(cyA~x@nS7?Od4xj6O_^CQ-kQ?V8*`w z5n&&Pl{2d-)nN$tyzTEWhvi_4fO!74f?$eT1WV{fA*C|^QwB(2@(BaO&&he@q`2x3 ztTLZ76HHBX{aR_8?&h%Ak&^_kg;kvtS6Q-`@BGi1D4VC2#3Xpm=Z!8aPXp8$=XYlZ z+`iSE8W6OJrGb;FZAkrAyUI$Xv@~>f%~H%Y+io=D!X@S- zr*y9F1!*6czIuOkudPuAk-O2huXxNkd-!~dM1axnv=_Y#sEnB90=-?<8QuBv!p~0b zph}3umesvfoQqXaqdR{bDVU71iR?DE*ok8qt{85-GWDkyC4B7mU0-~L7B#TBDqB`} zO&NfETx-j!HmzArb=4kenY)!8Nq7~X4aCOK&yQv>12b7E zG$FP)bH6){2fm(}jmjN@d?}pZOKV>X%Pn}sL^qZ?GZVg}-WEj=e9kj4RR?NKDFU(t zWXJ!}GoVBE>U#V=lq&5OrzP?Pm3x_S3(?DDF{{8vcJp(GeH{E)7Q6C&=%OeemE@Fs zX(>0@+}%v~FY6~8*K=V*5GP3D4bBs-i=bC@(ea1}J-?-Kr0Zbvnh}|lv|~}1TYcip z=yN~5w4=y{J1*YZwf~95_`8Gpl2Te-AGHdX^+q)HR!Su+eCs!c1DIVBZH+?W8@<=1 zDk$8@Eg3pyt;(d!eIgE9h}_(6oH3lpV2bMQgd*^(^rmFWvilUA)^e(15Gs&)z$Nyb zV!dyDjbrNR!izWhdiwp7u#f*Q${>J=)a%mnA)|zqZFp8zw6)eyfS5k~G$*3)6a5n*or;;V!^Lc)*s0EdH zc9hcSn)!HhMW3oanGI(BCUJtN1(iw0DK5SFki!>i{XU02fbtN=O&W%a`E>0M_hx*4 z$J_UU+BMoCgY0mQlQf&VI}E22Px;7_8^Y+kPw9Ekx75K!SOW`(@o|YiemTM2aD)^4 z0v#446mR?O;DeYSEJCw(n;{{>9|HT7WO0CjUiyj;hqYkeOJJ8ny!?>k&2lYp<%w0* zU?b8TF(ccsRakYUIo}KThFMyq{ZP&=fF7shCVF0h-VQ{jt~?_o{R5~k_!`EVX)@wP z-gwSG6n)vyE9>!xXAEKrSPT2moGL!jV`W(l?IXXk9_ULfGtwd$Z_{D-=f;%{C*2Ib zR>ge=R*a_mygWA1GM43isQT^Yw>4(SgJKQ=VysVrTjiJ7MY~;aftm1*OD&4=r!ELO z#QhUkw~K0T_}Ib~o|8CZfbPElk3F!ORRl&_JsYjGdVEP7ZlQ2%{FJM!fw1j%wLeM! z{h58n9WhZ>As6nJ2UU)vM6?-6o-r@NtF0~*(Z;qj&s09T@H?~&&$%(uSBIP76r;q(`JKw?Y_k4<<=@%~5{xrUPi19+%d1*~#|a4RY6*jqF+Td3Ux zfhtA>4Jgh>W_DSg-lh8Iv|^`wZ1vJ*Z}II5PRa&U42ui%0+~GYPf0zjnc~fa@&>SMai+WWqcakC za(9|JH6`@-lskGbR^<(tToHijwDojc%W=+iEcZ`1PA==(mOpA|H<)YK_o)5TZ%z%B zxrymkT{Jt;Xp18BvB0eLLy$CkL?-&eo-nO+paAF~*rJduHe5S6bQfUp8ej3C`?w(y z4GSns+VH#pr0E0b%H940e|)*wgj~Q@W_W(Z#t3;<4OQZZRBvupTRM(765yvS*buJ= zR-!{f_4D~-r3ee*@*k6;ed7UIOb&OKXi7SC`@yQ4CpG>qWO^xxWA{U1Ao`|z4DMrY zW_3UXc*F7VF8>r4{~FPg3yk^Rsyn!N)1gyAY(jALHZ}t`NoA^Anhtje;93KI@VO{@ z`qA^r`1|^R<_1-B7j)vdW~o<&)1c41G#7j~z*+?~k*S&=61v@M3nS)2pmuV?yg%9f zVTFG_Kth#oN+axFY4ODZo3O|OYTw(0erO)9yB2OmHG-^ez2Q=w>UQ|Tv%a}M%CU&# zPvSyFt78%zq@k42)+p^#u;dl3sV`&&Z9G(_T|y#V4&R5Wk^Pntwlpl5x)pY~aaUt% zZOwWq@6Fmulga48>7xCL*aVvl^X^J8Yn1w7z-R&aI4HsG1L|5`xdnawmuJmvUxK-* zxzbc+MJsTN!!@DOT)GBO22)c(`y#O(CK5p zMaY84AH}#GwVHCzr)sr&Zk@IhD%l|iM%KYahP0TH?>%yin|*~>0?z!|jyt?4mTO%T zDp}l`w@sP$;3noYA3cDZ%a;#?L&cz&bjge$L82vT4 z+`$$W+-apC|Eq zeS)Qp_AJDWfHi;arhM4jU_>x2Hio_H7KmSBHy;t?xcnyiw7%Qbyt^D8+^1`?^u7V4 z+|dfJyfkHtD7l*4Hf-x?5xkHXxK4htDBuw^glV>u1$18hY$;1PKzg!r~AHc8V4 zM5X~QlvxDv<~ik`OFx47f#Yt*Oze_cBZu$}j=);yqb{_a6+tv(Gpb1OswNQcx0PGj zUFXbw^`_D9&g#Ua#Y66;h7QHXXycilL%bK7Yto$10qQX82_HTA@$U|M$DfNYy5;!x zW|+~JgA!@qULP*335u~X*}K=R>C|JNE@xC|x6wBIIwn9He0J@cO1h{+;cxd|Iy;J= zo7q~_Q-HDx$V63)pZAg0hRQSkPz(Ha3!S2;gfp%4@agJkueBxvDiQLTqvsf1*Hkde zR!iaM-D7?*&|B*k5WJm0amV0kx2UP1>AlXGdou!RWXXg>asDV~4_~~}7W6g1#BpVg z1w;k;sK-?D@Q79Fw8Lk9scTO7EN$^HD~07j70Edr7=V6(RS`RVVpN~Eca-GRXb}pd zHvrLY93`esmfZYPU=FXjJ(8O;(5?{iXpL3#$S(K3jD#24O&>Y$ll{_KE|6c^d7~xo zNh@p&tXQmmcmX)wRM?9b3QfZ_7*T~wQx};Cp{&R|pVnM6_HI9nNrOH9d|yxq9QSDz zP)`6Fbey|s68S&1W^@-O4e}R~*I@6o^x;u0Q%R~Qk&2g61`2C4*#^p*J|FBEb23Iy zokb$)vFtI4am{5(>PCbmTFuOeH95mrYgE4 zVQ}c9Z!oDY-p>%A%}=xQP*F^jd@@De`Juj1dT1NuICxK{OHZ_~>T9ej#|)Fs zaq>Vd%dMDzBK3Nt`i?05y8u$p8`B4|rIlJ0Vk)ssF}dqW-JcBfjGvh;Y25Ydp0rma zI}IdH_^WJVfuz9U$+u>-*iV2bbKPjG($BKfE)+3A7AiT?3T8N|k9qfWmH-S-4YD#h zHmuWEglBF{^#%o?6P>K0C{NVi?-)9h5ZY3NSpD247fRg9w1H_`d=sgJwP~SvL_<_Y zA|MTn1dIAvIo}kxF$jpQ&1}?Z1pC$uA5a3gJ(N^=x+y!yp~zjRDIGyUH5I%Z>H_G*G`dRq#Z_S>-xm&tRxE_?fM3FY73(IqWrM@V2wHeXN!yu`aGbF-nHPY)+8m2XRui1Mf`V+<)U(DmIQ~D`}QI2j-kdVRT z4=oX3$1e`Id~QiZr&^!VYJ*{z&rdtLKH9H{S2Q~L9mI^jOHD;$?$bE%eeuLgy~|^4 z?tQ6)9gQ`dpJ#|OYqUc@bBk%&7%R^#8JYPhqQO6m->Ab^nIC>*p=QPDjeox+L8!T& zn?sB`Og zI({CIsqf=dC3tpwNn$yb0$Q2*Ab2Tmeha7Sk3;nevY-TxL$!w+z1tu~Ys>Y3RwJnA zQi&HcP3WsB7n1>R@*bS*B0KJDLU83VUfy*v@1;B89JP)#n;u1?@D8%JpouhCCr?R3 z3dNZQFN2fm!S2;FsbzuCcNYsTJh~YkcBRdGhem#~r!TYK=}kAVcELfkq`J?VZB+{+uA&b+8{9gIgf#OQfd3w5A6|rgldyWRP z1|-BaR=fH1c!B2t7n`Psbx))bQE&QClF&{weAgz|_|$%=>hX&Y)ZR4t4e;J#-2)Hk zY14PJW&$T)F*-tH;!f~l_q>0f$&)eSo@31DT=(+Q-0aJ0=Wd%4)D#yV{LuYEPu;oivvdX!mkSjl58S>w!k$kTzwLiJuE#UG zu)f=^k7ZDtGMRn;(Eo$xYrUc=pSh`&Yc6h;5)aXG%3JSC3$K?H&jhWxn@;w?R8^e- z&e-3b$g_=gm{gG)fW0MUs-edHD+b0Fhf=qD+}(U4^8|qU&~%9R4;E6P?+m}m(T{*P9IKmX?Un=!eQm|-4~ zDfJ_RFEuDTA?$4y7NX7hJ%<0cu9sZ-d;gE57Y1fY_d);c&-m|0WjmiM#0|N@?Su{x zLcPDPX!`3d`;^axLwYISA;;bif&bF=@h^IYEE#zIlNkNCGUXEQ)P?waNB-{yHrWpd zGPK6okI{L@UR<4`w9$V_mwz)}|8BgKH6kZe-bz{=#_mqb-w9k!_+>lF|MSBH`WLY8 zx*3jRmot|WH2=hd|Moc9gsY~^$Xb?g9UZk*dzE|a@5sZmNHu`3iz_pi_n?8s@BYE; z^Z%LyNBl?>l_%X)RW6|t<4Oq?PIZqhB4ZLvOBj&tk8VqUsCt zYefzQlS>sVR&WKAUn(bI9!nvI<_sqxm}eAKn^z~xHs_8a21|~@?i@$dErKpAyaxx# z3q%Y7DApBWx9LQTKOQNf265V}zF?S9yJ3Cq4 z3Ku<_r?$?Pc*egowyOiltKah}AE26F$gK-hr`^kT8gQ}RZYj7c4ZqdA-0=uy(VYni z?HRQ&n58R-nKe3m0X+HXnYlG=V4BPLTo5xQh#3lXur!8ZOz;@;wQXckd|Su?6?%a? z)cPPh7E*oelRFs6UEoUVH9R?t309pZ`2&LGb3E`I&4<0FTf2#s0Mwnt08tMeU!7#e z^kPz16cCE_w2)elpV3iyYrY+qbr`Qs@JBl@z2ec-S777;VZlte7dC6BhW9Om&X_@G z+tC#-0kY4Sh5BC+x?&QxyLl6HHx6ZSQ-UEopj^%~*1DbUs8V@B9*NG(#n#b0+smvz zobA~esVb@L$EGah1><^flXhd~4i%@etEtTj^YeAw1iScRpAVLE^7MqmI>Y_QMl9be zxlJHMfAcOgDxzGWRMbWyu8I2;r+33{R?fqB?0}G2zsMMQj138X`^X9)CVDevsw|;# z=uV6frqc}LH<)Axp4Z95?rr9L>-aBPrh3rQh%5VQIkLB8ehL0LBkqanDpSTNTj&$ zsommL!}xe5$^2(zVX&G8wWWjL_G`eL&mh|7cHEa+hQ7-)-=YlkOmpai-|XiIjV3LF zHBtJQAl#RIY1uQ_7ntty+w1=%nr=+V_aFD!eI>YSd;@!Y%tWZXz- zheCi3u+4w#^Nt=mb>GP>Q~6K=JKZd6hl;LGV+=VZob2rjT=}ctip|ZtVlqNPk8(Dt zv3-FpK~qIl7gzRPeHU5gu+NO^1+JjB_P8sC;xt^3R0;iwLN9LKws@?z@rkj2?XZ?L zL(A4lb31C;8hSeh>o-?KX#Y69qh!FKN!g=AC^RWEOU{5MT0;;I{m{axL0cuWMG~{g z&6b0&-h|@@_;T+O%#vAb9$!8z8y45PsJhs1dKvA9w}s*#i+}#HW){4@qD%m)jX*|_ zIs4iH_ywH8W!EONx7+5H&>4q88vISNvNl)D+g_x0De|h$5GdnvB7UsI)EX zu?N_fdn*C0CzdbdOg^;u57Jztwz1#j3I9&3Y@xSs`GA^e`@)1!St5};&Gx=F0^QG{ z2DH!;^JQ&4xl;9TJ-s-IHnsA7_W;zdb!}7e;Vm}E(M5BDd_AOL2!7z7YPwRuyNOnNpx#N+fTW?{PX~i&g!e?^$Vv`UEMbP zT)#yj%#OhSf1JH#P#jFqE{bb{YjAfbxO;*_aJK-#-Q8V+ySuwfu;A{pxI4iYxXUZ| zt8?nsId9#c)UvZPJw4t1bU)KGjk+5uMkSL@p_MS7g7RA@$NH$l$hZ>l+rmcOrn(c< z!AhGUUr%1+v$sUI&;B_ux8G(jgiexbbym6hr^)Wi$%5HU2tXNBmYq_5OdGfv3?^_2 zNhp=CT2*#yr(d*3%kmp8l!$k4{jsxL@P{s?zxiE&tU#TayG;S@w)Db!oifh z-j!ZE=lv?q8z}wiJDbP#_Au6UfytxYi|~Uz%$}5XNs)zxGEYfn3MXnBk^~Ebnbsx8 zO(hK)X#h>A2PmtIUS=3UQF}iqEJM$JqO!8yX?5_Het*sndc~VT>pQ@C(p&v}eLdAQ z>wveuzW!!xY~L;zsBfZ_wgrqe;BLo!WLfRPBG08mqjodf;C9v1{UNU73mbUB}{arTbZc>wa^$mO2m6Ai< z&9|QOqOD`!wgLziGvgu}ooJjnV`m=rDKd+Y)okxq^$tufBCh1-04mwq^Bvw3%(YJm z&t89dOqI568r7e5eJ73Zqzh^K`QS1H3GZEhPLhtsE4qDq-DkI{s6_KL~c*P}3;;a{Ob z!BB}ITIIk1YV_l88(PdaW^_ftyocPgla;L<_MMox7*zgXNp%dk>X)C=JgLMoJ_Ffy zm;3|hN+R_1xetACqNTvw`TPVTYy{bv0562$^3~2%v2L_Zy+WhYrJCQHjUPK;nGd(V z-u!S5WvSl3KEfoJ*vwfpl>Z{^-79&SeunKe-n)bR!!w&`l9J(yH$_4sVo+(|C)eUD zO4VqF0#;r3_4#znij%BKCi*p-`1k4SWx@HD6PnVPTMtdoZ}kHn_+2a)qZsY>;xU%# z;Pl1*(gzl8_u9igbpdcFey3!%*o4LWvXj75eJUmsk@m(u8lK;-5HAtY1l0?Vbh7)! z+RWca25@coXi`2ywMe%^j%?!@eo>{AGDhtxOvoOxk;VwD;ui1WCyH-h9uaiZ{$m@a zl`%8*rPVr1aI)w|txPS0>e`gMlxmm~Ld+Kq1)MZC3M%{tDHW=df!n9Bvrbv#T*M4< zTKIHA0w%SfN%|qQ02<-4rS3U(M(&Fo!zHaoJ>9md10+IL^ z5>v=-2EKF4gnp>IpS+l`k;9>0W!iR&yif&@ajzH+$I$YZOq~-)SQa0JzAo>BIYU9f zQ@qdI7}D>fQSry#9Y>6`D6{;fB@`n0J^R*-nvXOXpBtfC1|MWr-H4=3WkO19Eyxu*O)Z*F-0iYS|`IXgYqiW{vBub-hh!P;zpiuvDD`YqVfetTUi`{kI+U z0tYU(hi+Gdd`!ZW!()b0M}UrbvSfh_S+|M1HaZ)#YrgbT@bwdhZUB%v{?RZnd7hbM z;bc*Dm~`Q)Y<~IRMLegQ+PGz1`nzIL=D^?G#6mlN zU-$x^`>>WsbuD4a8CRA6GI&!wY|@HkInLYYY*cV$@PKux_@gksp-RdZvH2Gd0%Je$ z7mH4uQJdv{+6ZvR%`I=$?Wk_xYgR7p|IUwrxUa>yQF?I0oU?= zI?rXtmP0NuTC16@aCFcdThFBr6)1x08cH3N)gq}vXbI&|>}t9t<5ta#u~&u43z{mak+I{?w`<(%HQ%+rtDlh_WqeLt zk^A-U8Xd`V5S=cvtk}vX#1LEy3&#<_b89lO>?7^GdA_6VYfT4jJF-BO0j^q#T0R0; z1jCWX`Zh5)I>))^ukwcTIdBIC$YS_8@G(!GxyyXGGF^Ri(zacCT;WZo9-Ee1k_097 z2QbFB?0<+;sn}h9c=&S2oginPfL|0Mlx4}aT2*g_Eg@Gu{N!@J6j z5G6x8GKE1$iR4XFO98d<0Dh2=E~6pOY0I#W=80)aK!xK+KlL^w7SUpKExyna*Pdv} z9yt-7s2h2W97RzI{ad;1!+l2%EYr~oC5N|{pZ75eFh1qiWis4Adgx}qXhSNQK~N-C zLVatFBk(reO)COsCcxgprJA2dpqk4Ge%#~ghJ3@IA%1pnuswOqDHbFI>s-ki{Yu|I z_nKi`2o)_(vJ2J(7oCUtevp)8!HCY!idbbk0$tQ-VvM;ZdmcN`zF}pIb}^FS27GIy zBPjTVlQ@czl%>FLGR{%27 z4LqgFSq(7j&HBvWLz_LiB@h+eQA=JWN^7AP`et`(F~Niy_PKaR3@4qfe<3=n)pF`t+%R~?8Mo9EIymW+6C7Nv z@*byt?c7*&6(mzT1Ew}tn%cwnko@cVbOCdl6tIJ@C)6Ed7wj1v&<(Q0e`FN6AX8ZQ z>g&vRJVUlkEuELMW!=Qv{+_+i0&0(t@ZO|&CiD@(;Eykx$2X!-kRvxsWo{Tu`S7RT zxV2CadwDgHH$8SnMxB`R1fUQlZ{=0d6gZ1NzZgGp+hxKkPx7ffui+o5?aMs!ABb^} zP^RvJO%$z>>V$!z9?n29^IH7W1QV&{Yg~zI=!6P9x70O&VoVI`Y&l96hqxrLZov7h z%RYa-T_}1W3?>b3t#kyY@-}AAkv{d9+d%l?%2CxMUhZ#aEJkbrcPO&nZfSOxquGq=@Mkttu*0HK0b3Kj7&}HYYr|ARR&$(eC2;0C?D+jtH>?ry}89kZjm*V19CW(U| zH)Lsgl!Pba8*jNA2*Jly7&M`i3^WY)G)lbYth`laW<9jFfHLFKwrHszV%Tu8*07i9 z`fKq)9@x~Mj6tmcAW|iT_)3+iBIh)#l?aFJqkSiW>fQEkc<2D!?Bv`(;ozzo@a>A| z5|h7_uqtBDPeMgnsy&U_r=?EJC+YEzp1Pzl4O6{)6coQIS)s+0I%naNQ{fOmj6GjF z1bBCyv$KWwWpU~dq#l-)7%>aDPDweU@mJ74;GSfAzcB=ZQ_FWWk?eK&z|DgU%l&{AE@PJ;|a2@?#{n2*fi?F zk=OS|xQrO_zG7HkDFHN-H4@^E4WAr4oSK)Y@hP-y!{(SH`CX*UwI<`svLO40O-VWR zuYpBeuu#x>wi=`A<|64?QwZ z7#!SwAVK`JkRtip&Jv3e?-uMBmYz}YaIa+Wv_GfJBjUkZVWFZJN=U87LhAW#SlKh9 z)v8oM#F6J&pyPCW@8y_d@KI2dG+4fYHktf3?_!l#+V~o(g7_LSedhBm&L`!Cr~0%I z*132A!lRVnMQlD<6hUnrEF{CnGepG2?6fIo#Z|&xm03&E;EBtatK(IZZcEy%8 z!oo+x347K!<&m=v6zb|y6YLT}D#(w5Bd1Vs*^_B#9UuaU#Kd!qvg$ns)R_^pfOf50=>wDy*-2cT3Zfodc3!tw4+r>pCnl3p z`q^*ckRHnECHrCmT#Us};Onc}VY90e~yoqq;= zj{SM}mwyV^{;f73mrv-|c7<6!HKAoRKRvx5ytcdeINvHsb&D0ma~AYaUI|1Qqx;j7 zI7PTDiigT9(Nn#XIsH8y?*jjAD{l+Qh-L+Ge!n4$EP3ndnX=+VaXmO~13n7Q+PK;gQHQ5$e-;p_7ogx# zu|}liULu1~i!_@5#_#q6;}<aGM@nvM1A@)K+q{B;iwwdoly_<Jn77&) zm`P*du$ZLw&0qm&UoWTcR^2e5q0ZK2uQ6tM?W*aBg&$SZ1hYMuKw!t}2^isNX)4`Y zL``nnmFI?oadYTg=KG8wy5yS6} zxE-jCwiOkM_!j;kD_9@XL!s~(hx6kN`@kD#hcA;90#`EUsiV|HlW?e6?%{sQ6&>C* zD7YH&$}VC`(%|S|9M=?u#yF*iE`P)Wv;Fx67j=RSpN1z#-vn;5dCO~{zZL$?5h^Zb39x&sd6a9T7h0d$hK!DJG-!n%Qj{EYG50l z{Va*B(Q4Lyo4`i4FL|Kj)50rXu@g!3ea*Xxh1xS8rds!p#&>mL&A-6_C=Qc>5WjbK zx8O&74Tlbspqy3UpT|6BaVYqKT7CoW;JF?`@E6bBcw68k}L1m;&f-@bWB$)!5-$3tLg5*=)p#n zowe(c@t=iWo3Zb6QQ29JK{T!)5MU*U`a~p;w}0EQgfGg)!r8-_1loH3vFa#??Jzp7zBGPmx8u_?%4E`H zd8Yd0z#j~H!D@_DwI%wXe-@nR&7`m3h?gg;m`nvKmPn&r2WtE+l%Ht?;;2L?P>0b- zzsQJ}Xlt}~^ea&4G%g(*_GiuLAG1+!2v7|2%14eUv>8=Tb$_mW*ac7UM|n#BJPT|D ziJkkx>_L^D@A0;5A8PARDGBA0xk%?7>B=~)N5eh}56)v{=l2R4O_h~NqQaiBtc3bH zK<(-Wk-Bu_wW7?TEhwfiME-I$Rn~XG{P@+DQE=?*J7VjCUQ-D}3K|a8!r|=F|Hy;x z(A4mN9p(8W&XVn*AB(nI6M)w;SlpXKXcvWMiQTp8WU6dC2|?R!M>7rm4jbOxA_2TB zpXQaXzjW)Mb)RoJI04f+fBXb`#|4lD$FjAs+^OKAFg9MV!+4-0qQ@OeiI-eAyiSzp z?G??;fDNy@VhNuKKa&bV0zQGhy%u}+Y2DYI*dQGbsWDUgvi%2;0da{uCiT@jzYGUS zt<7+v6rxQZWfVS)RQSLrLjMv*xqkN|Q(Ixip?f&eBC&<&c_5id)0T~KrgPgs4ZIut zNt>3S_v)8uvehAC8}6vApg(S@dxx#gt>@J?cgT&WtapS)Rj`ShXcjwj?quou%Ppz1 z)p-YAI=B*WvjS4x?}THGs2f~ft)s=Y%Vvnv$EFl;{7jZO?3yr_At_+IcZX>9f&=Q= zY_jLWe>bpX*R8REfO3OyS~opQ^)+1Po=EZFkog%d7Lx1vI+9&ZXfuh5SEe~A0A z;Fac+XG&$idk)%K(5Gv3#y_`R{7#co@ssdi->(X>B_nO`FFa0<9?~w{%(Mw89Gj3w zz+fP4ISGTnKO_SJt}j21^o6udEm~>5?2TgA4DF3zHK6(>pvF3VyVvEP7;Fj3&aLp) zTTm>?cFxy+h4pfmuXhK`Htaf#)b%-v5M?@;2&(CFK1OmQy1C$(=J8(3MdQ37@9$RF zAe_5%Bok!Y*Qi{G+)K^X3I>e}nlW|zdy%%hVkGL#iieZ_d$^aR^{@InwmU@ShQe+( z!9GPgOT=xiMRaRjTHinzZ8SFS@JBO7w5j1f1N9vhosH^lD%Sc8H8EOzobDxGU(RpeI2pP8 z#F*;Uuv!?^tADVQd(kz8SAJ7l%>wpx>swWAp2BPtU}A#p(T3fAJ-N+jMgDz_DB7cz z)A)04%z-kONA|~tP%0N~m1&eDy}Gdg6rjfr50(^l|ONplHi%_sHD!f*0k*!Wvj9{OTPwEoCn>BQzHR2#C}z!Ly_8_#MM^ zHRg`ovAFoCl_h--79@68c&+)46l?jSC+W-uAxZkTX&uPhXI7Ap z7Yv5H7P>~`=mdwV?0-s6OSQ%w&FyfV{}xLO`$;beF9mCB+!gHOvu##Jp7Bqb<*&H( zAK&RI|iufV+1bF(j=sza}G(J$o~-gnZS-l3~T#oOL^vB-}?Xk{eMv7 zd-yA(PXvq|#SA3qzP>lO6FQ^e}e!uw5ICo0Bptd)IQ60vdvUZNvY0Xukxs z&}X~LgdYZcEJrPUE+2U<-$KZaa-0l*+N(*z4>n^iFO@hrO8tYS{`Zyr&&>Yk6DeLl zO9!xQw16cGmWfinTlWtJ0frg*%Kzty{4XQghg&^T9!R!dE z3&x}2ywA=W-5L2#(9ove+L;#|m9{1(8r_b6!UyHxQ|7;k=BYwBPrl&)bR2Z!-IQP)YHR6^RzcIYU=^F0HPxDikxH|$&_ zlpy0q7EjgM;~CQ(mX-Q}gS*Ral#zSy*bS)Wd_GPs8{S4!chTI}xyg%Y5giv*S|z z6$X_3#@j}FQcRPkn}NPD*9M?nnpbnkq;-*bL`{4ck4TyXckuqO=o&T=n9bHT-Y)55 zwfH&FX_%c}V}DuC?2&5Z{_80UN!Ja_-Cgu`_~g%l&tClK=Re!M7xPO>9x#^N;52X7 zrxqsBWp>Ro&K7WC1@26wBkphc)jYabtn}jHUXmsRzV3KRJrD~0&-2&{gKl*J9dAvJgQT8b@?(UqT0etgMMgH)Gs3ARu^7o`Jy_dExq3I2A<`r$$5%)R?==^f@ zJej^=Pao>++i^7kNkR@xRs2COpHGPllBJ(V1~aq;czip-JZw(wmk&vnVg>}zJaF$^ zSHEj>!M9(B*mOXF>a$S0A2uZorQVn(UYG~n{ypa&@R!G+yP{i-o(T9|RCz|F%32Va zdpNNaN!Hfze9YIS;@7D%c%ZWk1OF{1%bix&lg`%k1xIm8aN2w|+T(N*TY zT1?YPjIh^Y58wn%SSw!e_4(O)L1!;aTPA~$!opMZ+0J;JruI}aOVP= zIb~96Nd}#iiwkZd>-}*Li3vhX#mo_gcvG+G^)iM{z! zfDXwO_;PvsU{|U9LfAIgA0e`MFdvof5571Wcbq#-6Tko?7nZCM z3((;;c>1Zh=yrAOhP@+@8hJCcRaiIcL4hxfH`Sw|eeh<;lHSlygbA24pj@LGpxY-L zf=&ld_d#$#M8^elh7j5iYk%8Vxeo6pp_kKG-2|TG?;Ul6F1!`Sax-fppdko75o({H zdoeiD_lK0!zbdqkKPwFT7FkE$2hn@eSaNYW@^1?UigvfVemQu`yiJ~TW!#SM%qEog zJ`xU6^B)o`;HTD9=dISi%vynGBOJKx?7)&AqnqG0MuWMR6{Eq!r(>Mx{J4%ipD6$4 z5YjU3SAT>P5c}2JS%&+3lCJkOMZK(V|Gs64sKo8*C1iQ$7?$VG!)$^E2TCOjoJ0`D z<0vLf6*{F_qysS#+z)u1Wlcjq94=NG@{ zQ1Ell86T^Oo1CXHvG3rDevy0eqWa3JYopAe+;O1eWXdcBQc~u=X6*9&N>t(8=qhn~QDGuE}-bTceR_row<%$jPg|NjTG~UFa zNZ*&@9DRX7srYy7)=lm+l-$8eC4+LpIu&A(Gu_$Z8+Zrb8w@6dXAjANb#WVsQuc3v z*?#94G7RII-N3k>SQh7XyV>$ub{}{%jzPqD5gr548PNyd*){`WS4BRJxPzq7%c{My@g)`ND;GZD(Oa3-UDjyT-KiWJ z#WgFFhJXwFaW%XFcO16S%LblY$EUSD0u7%^Q_~7t4aex@ij-y?f^@ah#__g016*4$ zFSI}P^)=+@swXq{yp-S14JAmlpzavilKih0h!Hn-4Xd6}n}5q_2U;xzJXIf4eyid@ zl~0N*l(O*T^7%Qijwd(nHFMI%JpjGlSlnx|q`N%a5Nbz27k4Nl*j&|dJ&vPhltrt{ zVZ*bS;^;YgH2+}g!}dc|tYvbF#5QSuuR~gGi~!cy6T7GRM%+(X{^bO zm;>`k(ibwa5n)H>)giNp3*$C{U{&jyC{`;7cfnnnkwt`T7G=TUQH<~YfQY(qVcP}@ zGUCjVmt3t?6afg^FOyFe#@#^JxCY`+TP%dN+s$bmO51PPx{fa1+9 zzx(Jz1yy4@yGwcacSW^}V!{n`DbBplp_$CCur1q}#Hl%rm; zkL(#TDvA{1s1{;MSe}m{5A*uWsn>i3qxUk7L#Of&wyhsq$bG0B+Y{Jm=T15xpR^u;#$ka8EC0G)QtgR(uaU1q~pCTW9j(emc$Ro(h7 zObPQozc1Xhnjq`BHM%Ss9bdoVN{mJ%{+YtMh~m>#sXM(R(hQTgn~?##CClh8I+4^U zDnQ2puy$ijLLOlkFu;S)BA<|7D|u;nzir8#3iiA*JMVVKpV3Lhu|-H46&KDX5L1x+ zjS^xjp{~U?`lk5LXLRAuew-;xN(SsqyG*1n@f)bONkO#{`w2W>Yq*BMJ0YZU=xylb zruLk^9xEz;WU%iB5?Q_@<-k*W8M(BOiPkR*b?TpHuL_|@TP~{ zAt9@U?P_NTQfR7un05U$4IgNKTg7vXmrvOg)BxnX#G=(K4dh+&=-|#D?z2 zn`U-AjfZ`K7WJR0M50Ne0EUUeO6}Z4N}5WJk~6kC^u8J62tW5MW%xw;qLmy_P$uUp zwrc(~{Xw`QSd`pKkUd5@ZMNL7UA>1lI#_Czuchz1m=$U_eHp#Z`Bun-LIDF^*Lw8eI1gcYpYz#ev$>)0%D@kYyllYV3TX^yEKD zqapCDPRH7&lws)t7IJfp2W-J_$In&rdoei$KmE?}$nTH2G&$f6cbB+iPWBHnoGOI3 z#PNEOzxs7&w2H#D+TGrM@NLyz3Y1_bfw*p8IqYv+iHD>eBiY68C)HvUpz;iV-3Rl_ z`vu6ga3a!5(zgZEEt{+&iR%J0+S9zwec?Z5_KuVmqRnNMDhTNO4~{|6Fiz&0UCt zYM)OpJ?!||fnYpl_Nvlu*@eKRkN#xU4i#|Rs7f_}X?Z1r7ce?DM$aHnvdQzU3X-0( zl=9O76=rpcL)RyR327Pvw^N(g1Cu-DZAnbzvA0GIZu?De+C2-EiFNI0@kOsIz>VNqT|0WE`bh{)9t}+rUlzxu~>ss6N}G9l8^7 z?V7)qYpmqOKZvNu)9^NhMp7&Et0Ktx{RW3fY2^Ko*wmQFM|x`GF!zUvkzVG|^03+Q zPO+q2E=_a5)&K21ldjA@;X|SOR zmX*50Mv4G@_y4F(&S)`wDz)eI;YG$(FJ&6q%|tVaQahO>>Q~c2MCz_($b3tlH{EJl zEEpM7o86fj?XjeW6%tf&IT0#$LFz#j-H7$)P}#e?bDz6cqK zcw6_s2B#y6H290S{8|RPLnnnV1%(?=Z98$f&tAcBKO*ny-0Yu7p{{Dsq zIviEIlA8hl5fjMxXb1@f3J?^@DAKQ{)d<+NY8xd`EYMOLxQEXwkxo>mxRDkz2e6$y zkk<`OH0FUrlWk%gXCfWQHEc}nzz#$l;1hZYc%G_e+w70}4UP}N#PDK_o<3O|56!2 zMG;|oVfr;XDeFmTA3Xy=b?Z4b3rOg~;Ie{Z<`?_&f>T9yeXa9#xA0?VAN)Zb5iE!8 zU6C)!8V8@UOCFTAnMQ{-oIzpA6v&wJi6JMm(ViWq)7ee?Ww4$Hr?jFsc&GrVY=d!U z%x#FHoz`QJxl!)3l&{O@w|WsH!k>}CC{WD5s|qyIEEnDP+8-^dyGv#{nDdcY#_||V zI+$;#NWHLLyJR_Q(;0nU2{PVmkF2&v)gK7|44P~R>8GKXpuIj65SPFNHkNmT9De0U-Rz>H)Nm*2{x zzXd^6wCGQ25#~PKs8KnLsR&X6myRl)|*)#periWsU3qfPBmdOWnG#wF*XC;CB8$`&H}ANf>mLp&q&8$&wb*XPHs z9F3B~!d|ka6xJ+_px__1K4j&Ir7ue!Ynls_VfB-noE>rN-#+{ug<*h4b_}#LzQ^WV z!a_r^O^Kre2{?PKUx-24{smq?7-!w%3ymTeX>2|e7Z&TcHi}YtvG@~8C%^0PTh3D7 z#7%o^69mpI*k%YTTuCs%_o!^9uqutl{++PwER|Fp7G37&b1F|B@|zpo$9lM+Suvf_ z8_3kj61oi=V>VPUP(fXp<*&2^%6pd85FG`0vV?7!=_FFb5Jb(2Dh2CjCGh4VrKXnF z#CBhyg!v@}9KxRlBz`#RWb>YQnUAEMp8?c55NYt+>7}i*?x^6!@YJ4nO%uOm?>>Nn zgdE1ebQ#YO+@2q+WYKJDLp`BopJj#1b||QWOxEGGHl#=$M(FCfW5Je0#%m@31eOaGvLpcJoUTdt6A$n_@f3n*Dfq3PsPxO5p0FPkCDP z(NiTrz5;5jq=K&k-YcJ{DBFoX?hJ9A;JqP`Nj# zxGs(u8!1NOLAW}qvY)!+K0Hep7to26w@I7USJgI zzlZO)7eplz?Q284+_frIKX$<4#*O0nPcpTnoq^*qN*i;%EvE7mZ&qz;nOp7UcbTC$5fBqQKF*CpD+1 zwg|wN{orjVq;jk+;y|B=g&V>r1CjrQv9{j=1L$yxM)M>cd=CGu1#-C?wyjC+nz*2 zz|Ou+gLZMWXa%kZ348u(sTjuaxr zcp_L0PG?ceWI0aME=&js^%8msA!XKbbvoo3vAWZT!K0{5Amq}~O4;$s_pF!G>b8ln zppCPQ`SE@Z2zih|5BYKIjaExdg&-4#;GK>58ID~p;|jdvQ*~*LD)W_z)s721?^K}? z)Rt~tx^Btrw@{lC%?_VtI=cC*ld2Xs^y3Ze44LLc2IDB&J^WGN6PrY-cbv;VH_e%KB?ZV#hW4%+CC2luz}jMT#+awzSzy^tMI3VFv0iI5zR~0JiUbW}d{!w4 z?3?~+L>hYCtSpJce}STa}g)f2gAVRBWzU@HV)OyNBt zYc92-6yLZ*_v-)LcgH#wdnI=kh#QlplIJ`VSv}1NYSbqOa(~#bQE8)egw0g`hQ;wh zCEjyEl~0OIehR9Pz52H9v`&+Q4Zp!NqFN<*{wu;!S z_QhOUgc|KVWP9>y286Hfnn+`fJWD$l!*Li)Jv}$8#|y`?#`g?Yt9{O&HOJ@ax~w$Y zt#3SwC<4niWB74CM61=R55FW}Z4M>@LWsar#iq8Ahx=)JB03Ea`Xu*zx=yX`C3yB& zKC)V%q3a9ThQGsh)Mw&^s5!q5Z{B*VtclM`VA{!jed5i4j)*Eq4m0>MH0cTJ^x#+nk3WkprfxTxOp4o=>j=LGxxQZ7u=$7{^_GTR^hFz`L}k!h z9|~;c&HTVsw9B5ezGV>7&?Jgalrex@?Dg_cb{I7o_WvrGF)?6c%vJuFK>v|#G56l% zvp{w$xC3E~e9b0Tfsva8jb$^R0?d(jK5R!fhmk2vAf|whHe5Si#j$_Ot#|iZa%fEU zezWG=z6SNp8!OSQ;fD`WSJ1%jI-K;p!Z@Kb4x7aJC)6OeHRrS$W`n_C_Ov+6FFzr< z=<31}{w;*Y3P6aezHIT5KpY4`($!C=v5X!k2P~>~{uDr@HX)5|g&HX%x^HZF@QHRw zS@3|e5e{y!LJT7m z7l&%Hd6l*wX6s|5;ZHu<@3Z9$*;iR`b%?ex>CuS$dN2V`DpC&3%Z{k8cz(`~FPMaM zFGN`J%Gl!GcD^K&;fyAV3u=0`S=kJ3o`kg?Qoe}@ksp0S+% zRGA0oA;b7kZf&DWE6p-|mVV!!tXV>)zlN#>I#j;2Sk5Rq*IlXj=Z|_3v$m6`nU6nr zU;QDEwKD5jOv`YZNSw#UY#CC~&=u(lk5USzg25VkIcTH346*s*?o)kXEx(|iA>M_+fcTyycHhy?aNvMB+;;JtJ%@ZpNEyT+6(s_ z3*JyzVZOMGW!K2X`4}BxyXm|}BisZt9SU~6hNs$yh2-y?lAx3kz32g<0#+`97C=|g zAI~-;SWuz`{7jh36^TGdqz&H>#5N*hsd)Wg%aW*2WkWLDTC)u&mvSyJatD&yBIWpa z2lfpIqM+KgjvcrM-_jNj0Vo)cjTO2rF(0z!Y!5>eK+`elv7;{? zkqmIKbM$m%w*&`t+wFIrgsR*xit7~{fjnfWP>N9XKvujz5Q5%igh{M;wdeBjt~;eM zP~d7lMS$By(rw`2?116*@Fljmq({XSG7DL~=_e6B1I$^l`(bUc-J3QWU^6o5=kU-l zj_=2$xIJClL+rk2{!4nkAk3I^I0gm+GO)~W(Vm@QCW4eVt-;1o)a}EGTrtEEfP?md z%c4vQVHz|ZZjteFhN8@D)j;cPET>!CA_}q*!7`qDpNri(=&d4ySh3&SD7b@T7rOW3 zG>oScHa%>wztr#HjpuveYX__ATkWw5ahE0fuo$x0q;@=cW(1L&Ze=l$&yWQ9N|+3= zF8G_eMceg%G;enm{^VX{6mK)hoW)Eziw3uj#N274yLQ(S=m>5G3jVekBPBxk3WK2? z#S+pDKH3{+pyd-mxh6lk*`DD->ogICcR>4|)XF))oVtNJ4D<15Mq#4V#Sr$kq0%Lc zQRU0IM2o8b0_Q>+EbW|v0*eP3d&dOS`KBh|HLhE#@fMNHnC$^xByC8^E?B6%!HOle zdWT7GaU(STfP0PC)|2mi(r&qd(mbfJzsxNqIM~kcj6c~2)6k79ks^0ylVJhK!GB8X zA8nDpsAj4LdOSlv#i2umCvSK|xwO+MsP4?ifOvI4io>0oy#qM=UxygD)46prifIWS zP^CCQ(65*mmfGt*I`Z$qGnGGIFDJg>>JTFEO{R#laE~&(>eOm_1s5Gv+Jk~(^@rmU z(|=k1i3qdb8f=$*qTg|d)kC69WZV@4TdiyC^@TCSk)pPg;-3OjdrYrc`s*Qm?~l-@ zyWq`<=8$R~!Zf=iO)Gn*#-SxHwdEAZkRLL<7=X!>VCX^TI(=KCW4}4tStCku1Nq5i2AQB;| z)uzJu*(+g@1UAf;PLRV4gJZNENzTxKT3dGaS>R7HN9304=$RJk1?c;C`bZb-6CZPP zcDe7?i|%QNxGMK~wvA_+s|yH%$X0kBK5woC=slScmOg#Xw5nWwJX-}ZR2(WU z%O-AH0QENa=Z{0jJQp@eYLl@1FYS8=ALmn>kh$`?KQ2VQHsck$e^NP04zu3{3+*^J z#MvOYOML2$yNl`$>#jdZ8=3p?qhCMH8$@&oF`ezzHiB-O_yqL#S`%1;KziMd8zLMH zc*N>58*7R-qeE)yw3y`M^%%WCi>|~GPhALUDw26TS9_PBt4a?;vSa< z+rA{eg<%Ix{1s~EftY_a`12T@RJxi>nh5Ve24q$K1M}|#*_6R>z=zqWIg)?!=l|(@ z;OJ1l!7U-Mp#Qo@3bL60`M>X(Z77%*!*gKI+Y z=Wt|KAor(9XzrHQ2d*S+*xBL!W}cc2r@Y?462;i6?lrGJq@+LR)GPm}y5aG_u{ zSCemU)ubCPgUex?QxymBd`YC)IKT-Es~&*o6gVM`>>s$>5UEt zt_ru~E-NNut`~m!B7?Km)`#43h{%}iV3U!X>3j0X&6n$4Rd|*yth)%;Uu}{`0CbixXZv)#e*T_cJ4V~?f|A_LFxn15WarIAMjmEo)~EO~18bEh4Ci|n7kmF~YR1H047-#T z{AG4_Mc}yI_-@)7d&MUsGyJ7Tfqzi_n|t;pJ@rGNK~$)f}cn(t=j2%BFG+liE4G@@SgCNuH+*~ZV!5= zf{}Jva{q5$Q}eHaify*H_@a4+{LrX204li0XY`dG=$BfXK~EHu#xr)d@3LKZ841OD z=}paX5;;k)_4#cQzK`1>&gK*Etx|8p>a;K`u_D?bmmAW=6yB&RQ@^y;cN?Z?oUL;` z_CH^v!qR)Y=bD0T21P?SC+}$Aof=h6BcWqpQJHcIpL*wr5?(XjHa68ZQy)(0BX5IVUzq?m=|LUAR zr)t;UyXubx+w&}yX1n2nNRr#EwhxL-n6cZ@(^dPw&IkraWnW8EO3IQUC3a(%j5k{o zIX4?`?_TLU#`Jpj_XLP&1-q`Z&#XK2NunD3gfPhVMFtT}bIw}}7wDBkC7~(to?M4% zM0({M4MT0>w<_{o6?@kH5=1@AzN}!K^f}@yRNSu)+-n}vcGIoTmH2Jj4fRBy%JEee z{YovNg8o;m0Uo!DO%a~Xr6`=Ng_hw0Cqj}ERA|B&_vEhqdVrga%je$v4Yw$NJ^u$R zt8$Iw3^!+Z_m@lEt_l=QS~dQA62;eQ;-_fgExDj~M4>|K!seE((?Z)8m&Y_o;%z5h z2lTpiTMqtxR45zEG)~g(Wg9v6I>N4Oj)`~%W4#ZPy)Kbit{Cn@z0<)>rrN9ER2?V! zvzu`rO3|C;VQAxahg+nh2U#5b0?qfDg5!RbwhTsmEmm3G&Kc`G&-+G#`;iD!fnF=Z zY`OC7Cqkgj#$FSRNq&u|VwL3_W8bRjdNoT7P6IBaqRCujxmf?R-sf3v?Xyb9JO0&` z6xjQHf5TJWl}tqQ)E4Ke5&U<4>Fc~HEoK-GR+E3vouy{m;IJw$)@Js_20k(icz6l z?z-i1CuqN?UQtkyx(RD>ylrZqOfv*v7}8+ckcXs#_;y2wZQ z#C_XUO+ExKy?@bMc`Hd~S3D7EuHIdzGU0|dk=q|y4S&^kQ*6il$>&NX^#M)Vl861(BwcfQ(ABF<5Iq%)w62Md=DCU^D^`%q8k#T?i#<~_} zgJqjb7Yw>o_k@_j)ujJ;0pwqb>e;MU@LhHVmTz-iMP9)4{po3RKHvE@mGR8*{jr5L zLwj;Ro3M}P5EHl?kE1D+iU8qBm;(Hnv4>C_)wN5Mu@Za?6hw_I0SIjOy67ooFlh1b zt9RByQx4~^p<3Xzx6+={VD)^ItFc5;ew|d_yyE|)X%L8_Bl@_$Gu>PGPkRHG(N9)C zOO%TnjzE||UkTptl%y}i(CzhynN~WHUviAOFcCWZ20=jt91ba?$HRpy9PZ+$I|Ac( zeY4KeWiZqWR1-n?H~a8WgRoCXDal&aIM|fojU~y~{p4?OucH8<C93s#IYt`}rR7vtXN-yTDJ`qPa(yti&v3df7VNarzw!Tp#Qp^V;+=1<0!@Ik#?T27FS~V>H2?#kB3p7e;G1wt^4p+k_f5*TqJrp-NjWp% z(_BA1McM?OVs-fSW8+y6~(JMyCI!44(K`HCNyZ{+rNqYv7(eNqHw#rEZb~8?Te#iU$q&A7v$~4&x5eA_4v6^dV z21yUWxYy5qs(jU8|6fJpK;9ckoD_jcGYwB~5S7{G|{$!W!0_KG#_zm-={=-VW`7nWy2u8MlF)@qBHW*oxLhsI)+ zOCc$O(u&7rmw;qLCh+slnp%zNTt#F$*Om!R7pAUH)1s8qJCC(SXw{bBz3g7d0i9tL zKx&p-5Slm&2!q(Fe33GGsfqE0j%+9VQY#u5E91P9^6sMr4urh09k{aLcA7u`%rMU& zWZa?L;&GNd(EiANWos&~-Fbz?7@!C)c{)CPlte~_w5Jk7`TXtO^yYqCaQ&@!YJ#G3 zv-t~)fBmL!J>)vP7drAX_C<4(PP-R!!yQSNCU8M7NX;{Pk4Tz1%p)*-|4GVVDLB3mf>`diRrPfZO3bCFRmdKsq%L~8|Kf=t!9h(8rsu9 zn|__9Q>8ak!=kUL z`13MPCb=KUNSLaR=F1MDdV~`NuTWi9T7ej^GB!@*WhyfT_P`lPv{P??9`vG_t|Ady z3oE!04u5V{=izn=XdvUeYlpcNc3dx^nwIN(+Orr*zWbEmDXQW6o3>wh*uF5$ zmjBcGtJBHr1O_A2T#^RJMa`UD+tB3$SI(b?ou>f@+($e=u?cd|50Cp*$wAmyWl68G z;WfYGNFao>Ape%s9p7Ou;gA5_jsmQL+_d9?Z*<6GtG7vPS6@I8A}f#vJ|jCuzqRtjE?f(XBS~BJkWJ+Y8ZvrpByAr;cTmDx&L^U6yHQ|j z-h&89<7$1-ui8ALuM#7SX@nzQwz{q(7KfaJZ2L*Q6|fJ127UF+LDhG!zKO*9?bxJL z+XYKkGrPuRu9m#{dC?D8Wtw#rL3Ba+Gq}~T4a;oPVB+0pD%Oi%l`K~CEKVm@03ybx zZ8?RY#ZR%cXML6P1n}c;0d-c$hb5~ILxuK7II=KWo3}B(kBLGn#7@Fn-vhlL#(Ndy zu@@)fw~Xn1x2&OKv$fuBUF{{ND?B_*<{GbtR_g~HyUf%o$?!Q|=0n5lID_JlCg|Pzeawhx z^#p0lUJFfLQ;AP6Ku}|eK5?!%3= z3Xw{0j^Bq&VU{>zQk#R?7B~a0Md zr;ho3JJ9ghQe2!Y{T1YqWLMTP*(4T_@s;!%E{-;%m9R!)t{_L#PP(w%<_hs9a|73h zOn4UQsNTZy;0?=zv-|V1lMxq=_n%@nv7>=TNi!a~iyT5?4#b&VDuGa#;UorW&D&S% zWpjl3HB{HopOLaZ+noJoF|P& zg^=Q2xe?v2JB*4>z3`z!gMS&I*47}u9e^J6N^m)-|@e4M?kGa#{D3L;gZu%k2dQ`@Ymaz7!YfHx?woTo>}~y zlhu?yU{(LhZ6dQY$1SC7^jzm_Z0a-C93 zrR@T{^y6UJIqNOh{a*s%4s`+1+@AquqQAYYKXhv^oG(c^KTRt~ zal%~eXS-aVX>oL|?%bg1pw&8tbDDHlWyrcd>i;~pjCQTSU~EW<7>141k_^`=kG*9v{qAn$O21@gPtDA z8+V5&=RR^2Fj>-sGtEV!Xiy=Cf;KbDJ?h`o5;*~OXwBmJ$)6sLtIQeUy=iIn-EJ|T z-J9;q*Zq39H!A&-lZNBM@D@TN?of6lr0A!q1PBQAuy=eFK@eRwspQ{%oOt~T}179U>}*XT-Kk!yqimgT^!DL4By`}S} zY0)ldCg}(wy-Um7P(2OVB+^pKjJygSPD(ho@)9BUGv$)o?_A(Shhc^Sq?Ce}iD2C>Y(FwoF`odw7+Z1|9LF8x8B9`J$repFiJ z$OAQ*%;+3*dtK?1ola?u{bm}7hL(oiH>+Dwt1%*5l5v5Y5SppaXuCjtyB-SMG6)yV ziFShT*nDfy!rgp0nDMN?910!XGypq#N`2ZGn^R(Pd@KdeCqUIts|QMO`zrFFSyK5A zG;jbsQ5I%pXB{NCM=CgGPM)4zo4J4Vt^cJG;tP(K*drLZc?mCNh_@eWw2Tu4IS+d% z|4FRc*HI;8wToY|$gU#qp>YS@QF;p?9h=`U^i}&?Rt>k(d4-jS7&-EwR)gYq^k{T0 zgri^i9WDF0&_ik3?oNx;@Tqtr+M%z`+1Xr8M-Uw6S_MpRU)cHt zDNtuIR%$U;Rdk9d1r9iGzsgQ}1!M7XV#|9t0Y%O&I|z}+s>C}P;(0pq5!~7^G z5^F*ZgmwW|;>aa@Sssq<4%7<;^;drVRaSMn@HrCi&Ekg&uFBeat(Q%H&ANVyoIu-_ zT1|*{nCoPZ_#ta|R)Q zK;@j&2)}beo4%kh4OrQQ3EV?vWHtA33ghYVx(jYpO^Rc94HSnGk@`K^YMuE4RZKnd z3;~=5g8F`IjXH$NMzeWqt^uDq#m^n~L8^iJ=7k1x`hfYRBAPj{QrY;XG(%B8uVw^& zfveMRT%}Ti$7s^D*tF-h8RYSl84<{V2f7OlP5g=cuC%1j4nm3&`S_xl-9WgI@M)%? za-u3bkl! z>lyTf_RAIJwiLhbHJyNkodQfpVz7p-$6O7i7xSdD=?bBL4OKdo0F9#~Lrd8z<}h1k zWy|K10~jzkf+LVcJe&UcycpS9@o@Op`%u1&KM&m5_HhOGyxGUY^%sbIVD$@_gB&!h zg8vl$yJp}1>Nb2?wA~uWHZXH-mtNoud6V*{Q5XWzhm}X)`P#1P28z*9WB4!5A3?kl ze7iwB>M!jg>Uh$KD9h9fT7OydD$|#Ma9c3ji?W5z;CGKxe+>Nc_|2dwNb8~a$Z<$n zg%7N&<~`mOwOm@)3l`-dNZHqmQ2W&=B?J7oeLE<+Zn1QRav`c=lzdMWrsms z+SpFUV<(8Sl6xtU<>QyxUdSYAm!_8X(xK>kAegi4&4MQY*tGb|=C#TZXTNG2W0
doy(&a{#!W&&$&M*&hXjD-L*f; zH^?UzT-}YQks}jXBi^6c!0 zQ)Zp&r{cf3@^4r?$x$26W<1Q~q)UHv;zoLL77MGOgSqKNJfZVb9&MleHW3H=dtDlf zj;?zW^DKpCY&+CP3UMJdoKq*U+0NPdI%Fi{tGVN)s;J7At`0di z+u9Zj$6PY}GmNfC5>ss1s z=xuuoIwMWUC#H`~XL0+6U-SSmc@zK?IF@qbROhOe@)oc2Lom~rloUf5yWaoo*bv@$ z;3J%NZn{{?|sW;0-hIc*gp+^4_p$y?r^t)o`*j znx7rI5?6GV41(=*_!F`gX-7OBomiB}2L~VqcAnDF1=Rlc}WB#mpMQH;}Mv#qr43m`+ z;l|DRMu%G)pJw3O!$qmi{lKxDx^H-lB(*a~nK9DyBc|nV0WVk@9^H-BZo?*xa7;`HMsX$Nb&llQOEx1jPp&PxJ&7MmxqD&iZT?;b4vZH~CU2Jwf2 zQz4gcZERBnBO=H5cgr^KWXvO7&e(>Y&}y(rc9X8}Xeb+dK{hNao8uP5nfM(jLgbhK z-pSD#Q2Z^HFT@0>@3`FFiCZ7b@t=8}`#aE@KEVhNHBUF0Dz*JYBe3^gDVo zyE>@>geF}fE|dfht1dYH4ni$a-;0$Ns+@mdDO=V3)ZlJKOkziKx(o88(AR1Dyzr&x zzRV@-6}GNcTduB3klX8$#XAz{XMJ*L41mdH0CKVC@DV^-lWm|@{~;E%mT5+in2<(h;?%Y zADsimeiUpJUjU+2MPJRe+<9Bj6`in_KWT)L@8TEliFeI)B~)*KsOOzAopYhVkN5mPG~`U2%0;+0y>udAvU0{?R{aJH4)FMxB<;-^nNnmNjN>)&mdD5 zdJHi_ikD)Y29O@wHF*eTMf-@VbnQ%dReL2MLF#))*WWbxAwryuxC%38Ww0% zJd4S_0V{141I*Jaty~YbMSmsM_4#;bS{xs(^(UeG*engICC|fyM+E25`CBv%wfnsH za@#ju(bomhdjuV46_xXEAEKFMdTv!oj5abV;_Y4un>J`R9!8trG%PJP>2$b{F>Zoj zvS}GQJa^nF-v#4r_@3~THtt)_<}*uL&AvPs9lG?)H~yL6`QRyjQ_wruFfMMwI3(*4 zP{F}9t)kd|(HUl`_PqG`6^~4=W@oLNHTxB5gy9E(N=WN4&_d|$vHjcnqfN?KMhO8w z7b!Zo!BP}F9=1ACWR-QM52=_*?ya!LR{)Y+o{}-i`XdWKy zmN+j-DSC7L{7PD(U(YTND23n$EDJFR+|DSVMj%DKL^>F$K0Y(}4?07O5a1mj9}|Wk zWu5=O{Os-`lYm9e9XLl>xY02Tz_e`|8UvJU36D*f6WyB8xH{AZo2tJV!j*+yu%@Hrlr-HdpZYZ!G3NL5b#oGKIEX!%!NdI^y3BXR+=|n3&F1 zGb1_OczER)V+h=KCg#5twqtRORQ_NB$7&?>e}77}|84t3tATgQ80|TG^0GKZy5mnh zy-ifTmB}kq4dLPV-Sv%gixEL|XsX@cr)}{9jRKhXWJagD>w1 z@tCQo{(Er)n_+N&bc3~>3-iJFZw30lR8jOw%DizEDZzXtr_M8|*8%Ucp6=>I1JQ(+0_F$@x@h_Hs+X#T;r575~*U(U!1Nv#SJFt(D-)h7&ASs4E~R7=IqF;mJT+*#p<-=$ z5ijIlDPd-s{7B|ZZd-q!^W#f-rsSCCh7D-r$$}L)Za&&9-xe;|VEp(txr-ik*KngP zh)&Q~vy}b}fmc`h>NL*ehjNsAoFT+Yu1QQ>_t=|(Oi}KoZ$rH?cTec<6IPjv>r6=2 zuqM5&E=`H?q`AxXF4#V~wniX}JADI*+mA`pQ-9K~V?|l6K9>{|=1v5#o1^VHDM0G^e|viF3_>irF+uLt>rLFb9}N?D?rAkCCkwg_DZ$9#C&mCnM~ zxW(OTOhcQeN8 zDH>v6Tj}%ilk8%ZQMTfbN>PvWFdmG!+>C?+O{fNf74>JO1A&qKFrL6zdje|o5yDft zQx{v@?I&Mi-r$2YZ-w^SP4okcW>lN+(%MxI8M%&oXA#HCewQHiI);X9>u{TbfSN~K zqq7GTGA*|RyLwI{jIAcy%knxKb{AMu(wf ze@YAKiXN*wj_~M?Or_Z0#mPno2J#Tc8GiP~r?92Fai727b(|-RAm?jH3NsnCQqu z=C#HU5nc9txyr-gV(dvfM9atU564k={Je1O0uV4Ej30VA@w@0EVQRP- zvRAOXz?}S=LLK zzMcf#)k-3A37&{NsAnHX%_5~fNrXArd0~v+1A#z#{O*R1*UbKg_v%}*Cric-f+c=) z`R0rsY}o9p4Qs@6uAGkD3?ICgZ!@_aK51;z4H-Rw(P;u!u2G+`gE0O4t7eL(uJ*(@s!^ohroC%xFYTF&_=SOzWT zW9k||7i08&LG58C{6HprV&y|A#Tn%Es%+rZNDu}?GSIhgF~ZhY%YQ!_%hP4W!HL9! zZqJclp3hKX$n(K)ZeWn=SK}_r#D@y=OQf%vk8)V$A<=KkOAL6KV`}}b%%r(viL@!6 zRMS0hHEP&fia`U@rm6MYjfbwSOc#ZFc7%R*6b~p5Q5v-tQXYQ$Z|ZR>vVRi2M_~=2 zY|oTts@LZ%Z{I7+Y%SOsZy8z)4^Q49WAQF{-B46T1Qfh!%EdpSVcNoYrxd#wY@vt( zu=LS}YMc$-X7m7$tpQQ%^HA(`db#%Q;f(Um6m5Rc0O73FPhdayW*U3uBsf)ypTNfl z`_b-9VUu%1QcSn62P?HLI%lY{k^Q|=2bm6MDS_y^x^-4pzvhQF%#2#)X>rw-zw3wMW?u8?D1MH|L9-6V-6yzW6 z9O#=qhK73YezAyuQbfk_#+rX1VTIfb0fZc7>3Yp{!t#Sw+)T*RxA9=48&FWs9427m zRV!MRv7f9={SwrJmyL53<8{=s0Imy=wnyv!SZjdlw*Kn29{@BPnA?uqevr$7_wUIP zn5bq58UM$I1a+iB;l7Z!4D;t&y^99FhKYm?0$?R^Nr1NW6lwQ`Pir|b%I0Y(Erh#!dOe9{h$iAgB*NL%`)pXqda^a3~0 zX{vhs*iv5=7#nB+Ith_uQIBp|ZmnUHnGI6pjJrR`BawuzU%T2o-}KzAFFo;aDX!cv zW0L0$L_@gXXd;oKu3NEq&|iz47IrAM(+YH(p*;AV#ml>J3%Ry`x+0JaPh$XZ1E1dt zC}XpM-T5t68RL25TY1%tAra&LbgMCkm}ZH%^GMw$q|`4hDRjsR3XR56TrwV549RrQ z-cxm0vCH~V}ygwd0MG8=C01t(5s*3*Kz*?u_=-;q3>gE_U<; zuL>0`tSg~3%VOMLtp!;;V?81nGABGHiH0$D&KZy#MyGs=U1u5JUpBe#HwK*D4Lx;^ zCp6Vpln*8;cE|K#>uV7euKyIUKMH#6lMHBE%}lcU)xWKdphh9)8sf648O-u}d8D;2 zRa1i)I$jWeL){STFp5Je^>w-8NANgPo;%dh1$aoK(}PYJiWN^yrj&IiI2~KzA5JeN z2OBskBID1?PHT=6(}C|+MFhZC+12~EX?rJ>~$@Qi1I@89W{=D1G~8sgH^gs zW{Lo-1@>9uxGzd;W)z=K+`z4HWx*q%A!?epI9~I&-oh`e zdX(gZyw;pOWrgb_GA)JkY?^X!N4d>qU#rngy0bzYE-(1kuGsXCD0@6KNw=dpGLo0( zF9)+ULUHdwf{ht^$r}2?KpY(Wm4d1*Hrz7v3#iP#hjg>S1eP=C=DhJxF4?a`RmJcA z=xo?Je!irQWDZx)<8Pd)w?1BGk4K@!E>|3y?0aI$8(tr+&QWOx*BDGw2@viWbRIW& zp8XE~+H4CG)x+xohh|mNNnp2Hm08(fzf4}WeMYGGuB<%!WemP=PWJ;SF_~XZ+Zcc6 z(&%T!uzsmWY>D}v;2I~3HHqt08ZIij9APPd+tq`UQjMD1Cf;X-eP#F4@MI$YxSQ->bEyY=wM^FxmZB^k^C#IT&vdfFyV0Hwl*E59|C0(65Pe5f`3jdn77A z{rzGAJwd}T%$mK&16c*ErFrN30Kr5fx03T1GL|QOmZI5;S6zifQvj*AXwM?X=cha; zWd>(g7h^j;ipbTlhbYn=5o7Fg9;YAkjap1btT*?@4_ z$xQm-VyVj*f93zg3i%JyGrAs%AD8p;E2np6w{CqNENu7B8}1b3$d@(zq>ZpX6O!@Y z@cK3P3MU^XMWm$N$hj6sV_wlWY97)j)lb>JrSP6;$oc1JE3xT1;*ukWi!VP~9QfXa zh4piMZP=SfCh#oW)3-q0FIU1#IVL|IU0qUtl-W`>R?%W@3wGuG=at20=-VEIrhS1X z$Cvv%*h!ARwduFB&y?!i+XWM6&Z=j4txBevd6SPEPwx$>8OQW!a&2;QU@$m|L4`QKItW++DXGS5<0PEEyxR|}pWp|HCnR-*KxRH9J_H9la5{OY z(m2P8rICy+LX+~XMZRzuhRoxt4KK&}Kj{Rwy#H)6y^|fO@OX$@*0fk@g=sSGex#wG zcif;q#Xa;NgVm;Xq*dp=cGT1u@4Aar-u*FiIn8aW9b&<(of)2pmH2{UM!YwHJ#gHiYdH38WrJ|Ip$hZz1pYVHk2-+CFs_3x(oTvdm{}UH2zGm@mk6Mu=&pGK*8yh3Bjv znu+LSV%X}y8pXHpO->0(u`{w5jpHruSI8lxyMSW_3H3lg>1#PYYiH&699ftM0X&+7 zGl^#H@1oKbJjE~(EHE?*RSZ$2&L^{v1Q>^EL(&_iH1lBERNeJT%}|fxfMxq<&1>k9 zYosG1DOeB{`6Pw;jUIjCagnN>izt2lw^y%H2dwVURcMdo@y$V0EMT_jKb2ntR1@t* zyy?g-($hCkaA$wRr9tKfc7o=Lv&4zR<^&3$MK+gZvdcG>((8un4_`2L)0=K!B5j5p zy<4NRM37>!+wcQ(x)fo8fkd7x50u37Z8}u`<~-9MO0fj^H_b23uSM4}$!d1;!o{>I z*4Z@7{OM1aR1{~d4Dq5ov532Rp+`ss&VesP|T*`3MV8pK94=1{6x1&Ma>-|*i?CD36(smO{M%)c0>&dO5RefJH z!IhcDvJs=kQ1QV1CmoY;L_XMN#6PEpAv*%}hr8*xG**LK$p*wg+a{}qIQZ8LYW0KR zCmcQ6=QJcz*os(3arS?~j~!@V0$6hcrUw0yq4A`y1J7L9olbWfuh>f7>#wAZ0Hz^> zCQk~4^OH{*%~fV~dSQKM6*h>+ibM!!%2r{Hj$QCBso9x)o4uu^ndY*>XMg&jL#KZ z-n5!;G+3MvW!3zHu@t~#xU|?qq?P&V8KA{f>o}`(lJ5DmRkE2)7ysnB+gQ7e%~zsn zu(GfR=C@4#0hXJ|AaYGm(cwB-npv2oDsM~206QbCD1*-coWo~#T`oaPH;ft5Mtqe9 zvMn`wGFx{wDolOoX|yZ0F!0@zi6ARxz?){$58`qF_Y~2G{xLc+W0RchmWiF?nm`O} zj4=`41^XQ_wO?i&L-9FgNwM-VIbRc?D(=a1d~ zi7NsU42SM~s(?h&6oP>og8JQH`p6==sq78*8x@qQSYJC&2mYqzF89dbxaroedBAJt z;Z;jIJARpqNn***#|HI3pvH%E{EkLd>ObiJuCigw2lB|ON+;NsX?YwJ631xzPUULR zy!f^Va_WsGAY<7;9r_PYm*ER{5Wa1~0ZnZH;%=R-79RWZ|8LrixH0Zh^0AWB7TT0K z?i7t?ct{5A<=fU;!&~C2*Df}jmU2$PCduyS3`{_Saepn^u6=-au6zxg?0!%_)ig`` z2^I1``3&*LQhXsi&M6#IDIBItaRao^ejxxY&?hE?rkUDB&F$@q*F7~CCr&D3Z7LWE zE_vgl->1d6ElUM;$3?@y`tT zC#xjsxexVc9tlN)3a;^1|5Qt2k8(4m*PQYrKV?uaY0W4gqabhdjX5O^Jp~Iy(XUJ~ zogVnUn#A8mXlYt32Fd1dIlI~j$JMAvq;454c0PMK{GxLkEnIxZkQ?Vxn<*^vY{y(F zZC9rbd&-Zm)k}3Mi8;oj3FfoDm;UYM(uAoQWKlcN5G0%-cIn=LQmx~pwbMkY6vOw7%6k8pooKPt+i<2P)XhOA4c>Z*Xvn`2`9+$%Vdw`z2#a|)L zzQt4;xgcBYI+IqZJUT%Ggj<7jiRRnr^QqzET!nr5L|xhsCD*$yKCh6dxaLO={?tRD z-{i?jp*foUa6pGW8ko14nR_YK8OPCW&)(6~`KIq2Tj@G4j?1y=f8I9XnfKqS*AGBf z1s<3X{Pgl9c)vQHgd4Zihw}aY67-`jphC5vu>~n;8x*UDKHWbl-(wrphU%Iu1CZiR zkZ{v7iyST;;%P7GgPrW&RR(F*v8?AMZ~~7>7-;FKhW46$G-kI=-IZP=fun^n0ENh{ zrbx9FTm#JM3|^!-8HX8%lRks?RV#Cq_?k_5tc)^zI@!i8z+>9npZc#{&V%2VFwT$DZb2#)nMs)b^_qomOY_&m^-SSptrTf%4rHXsFzW#`^O5_ie;wo z5`H9H**@ZnkuQ@VDuW_7Xs*;b(u)|@HWCY|=)Y!LB@_FsT_-0GQhCuI2%BgHJuDgB zg^#<~{2_rAjXlzIFbXKw3tQP6w5_4sE*wb!V!u_PClqF6NwL69X+G*CUVbYJuavt> zOTQc9+NVrEEm0JW!<)xgDyAU9Fl z@k(kYmYDG(47Iq9O!O;s&)y)98}QG?xI*ePTQh1^^7)jLCuEe3e2O(}y2(}MhXq~z zOs{}@5R)!dea7s=glX_|j5#2aO=X-=DV>Se`NyY^wlBVilZd~h4V>tz;z36`b zBq>*+qS5RoLk3%sXa4>7zurtb5j_p<}q)Ug+41)CGohlhyc!4NYCaS--ewgac# zrC^0l#IT#CiT>7io?~uK1GOXhR^C5p&@e1~R?$U6soL3vJzqRxQ`b!`u8S=bZHL89r{E z{{l(KKT<5U{3`UyoB%YQn-=3c%15H(SE+%L$23e)Zf>g=bvBbvQMo%Av;jZ0=YJTh z^;Xklb~(IqeL~jm!JR9ORS?2K}XsmJl^QDF^>OGX#ysW@(jZShJX3o*ryj{Qx) z;9(HAG)P_ghRhBbQ7g+8H8>fS%G-baXF0w>EkS*BBrC4A30_F>1lSAvjm`pHvfzql zU?4TsHjm%UGa>72jp`b{0FA0fuDUit?UVCQki3d(Kdvn`f&JF0Z-Wf1QmbZ{Re$|1 zvk)eWHLQa8o&jm)$xNq_*{`eS;JHJ5JC98OgZ$`%4Zdj0YQ-3O;FAx{1dIOJo0Cv8 z^{&28Kf|7p(%|X5L@lD{Y>1C0VLJq#MODY%+`~OXPGx@$uUCyIp`nqu8~u9Itu1~s z3J5@d+1eXkWRI`QzAtTA$56SivlrZ9ugA`KdR1g~HP;5z{VINolWp&Ldf~uL$K{hwE_L;<-~?R% z`!BdJDx*!GSA&G=aFZSrRp=~wI{MwN>qBK7v8uc7ckVObh|Z%F7ba+hR7@lv!!UuW zKbpjMC8jJZt@m=b5V0kW5ecG8#yoEaVK9r6nejJDXN(obHJ^C(q-?_DjAV@)8A`W~FNK#w}{<__6yYpS!TV<97} z^#Ko>SJlO-zg#4&rZMY?5iExhKT-GdrYvcZIZ3KDL>@b}J-msKK^VYo($~({>UmRQ zoOSmPFfji=l)Yt8TwRnl8Y~2Nw-6FYaCevB5Zv9}-9m783-0c2jk{~(-nhH-HSf$j z_q$d1*3A5(nyORh>{Yw=UTZzFOebgnHhSwo$`l5kyleN+S(TwXLfma|o<0l^rG8jM z>?!qGQ%dkr&{}Qqn$0T@9F>!Wo_v$z{25F%Y2S)m`e*TL5MgJiZ!G(JnG41o=^#__ zq3CiaI=E70ARLXAK{zZX^;nu^iYY?5lePUg=_>hdu!7$Cmz{12u?cyBGh+ViSA3N< z$2Fu>oqzQDLkacLiYtAR=gR7cZL#Gk=?Fl^-(+*k6Dp0ybIC6M(&;E&aFl>3hGz$M zasj2puj<2b7=rX_o6<%n5adaOt%qGv@dpxr{@IW4aLkMiAECC+H*v=`G-B-(eAmlv zyqc}|>&id9btaw<_WmgcI$Z<}er{dAiC*Gu)bhGy@;a)K9Y9vYF-l)44P!aTQ;GR$ zl2VFNrE+kk&G_V$UV3tLc=&WTWI1?uRj={<#@`I2vT)%*D2WYFes*iHOqs?Ci~%X} z7(V)3Jl~obCYPTHwrMb#AF?GH*;Y%el~NBxVaQ$f>wLzvFOR_ZM)Akur<6BI8)!%8 zdE`}ZpES9nqU%lnw%+ci-%@*o4~$g@{BBLfVRsV_YZ8g_6ji$k^G7K2Gq`bGCGrHq z&f#CNpZ_!XqL4{tUV~9sg&iu4`{~FZNavGiGM{8P#h1F)5QU@d3EQvU7KR7gw=3G*~ukavNPQ=h0eR~f=@d|mo%Q<0% zkP=||4w+4%v|MlXzGAjkp$*cN8Xek{}77_0T^x`S-6?9{cg;hylyQr~_ldYjRbazJRZZ?y46B1zIfr zM`7k2md{~?vyllZC3^Ca@k!>Kq3f}~i4mz2ocQMh5>4cvu$;$(Sv-D9z0lUjAL@s# zMkGWlTL2S<@l$}|JBi;j4jsUZ7I>ouy&LlgY-2#A%$y8HHE6HsV}6@`6!6epxZszWPt{- zT4K1HM%cr8LD4!oW`S-c5@vxe`P(PR!9IxRxz>fhbA;=s)Visxgm*qUtgUwfj@f^z za*$C`U%gxej)}35MMn;YHop)Gn#An{fgDdhZ`n<#cy>A7HqpSQ?S%2s-k&TA7fdJW zim6zSFeEqtvoCq9l2}Y(<-!UL4bP9Nw6J8&idg?B zM|eRNs&sUUKgi3CtmT?`#|70{chzz(v9R6*d0uMEABiW7hZJ<#;N0>w$P13EsL_u8 zt}mdvLIaPDnar0m|Gb!JtUl4C)lF0+-!VJtBsGk_z;z%UmlrR*#R2}|f!Ig=Hl3x& z<>`wIKe+1wfho;f#V0+5-h?CFOZ^cDQx)FCN1CB}1f`A4yyKpLk2_{7Z!>etQYM4G zZJ0M%`*P5SKiA}75*yOgYoyL`1P2`K?5pB$9j0fFM6#L~HcD^-pB#2Ts2U@jw zR}w9cTEIFMY^Wpl4+nLlW0)e|pNRyynJ|s?PHkrdgsTLY;zmlER1&Gx@P2-|n(Lu> zA+t6Pm6<($c+}ge@2g;6cr_ct_8Aoyy)XnKrry$?I*uIA`|Pjd>RPI|dD>HI&hmZm zitl)1S0adb3`wYl;KB5EmQ~^>?nC+5R9D?q#Ub4u!AU7>v|9DUMl^JR!SNDjLG8p2 z#tB!U;g5Y;p%$3eVXe|9-Txl~A%1E|5FPg;O@UPuV;ZD0?5TkfDiQe=y|P&Kz=-m= z7wIGOOW0ryej!SZe7UM_V!QW|) zR<3y#I+yZEzibQC+Nt1WK{N!uJkS1Hfe8!nwKs?Dm&D85o;+el6EAjF|4E(|S~qOk zBI@l(!GqdV=zR>&Tyn7?G1gc#Ey~ z9y86XMHLo8upS9ju0iebRaR((yHb{B|L zBi|CwBnHwi${(%R!wEaBnrw%d|KmKblF4ebAD`hgP?&MP_lKQ}Gx@$fl;G>Cvf#43 zPLR$m@D%A@~O}QfwNgMy-vh>xhx1W ziHu}hD=U$Kxz-p9l;E(ZA(KRbHbS{K{yPL=#u9@yNZ8fZhEK%*Wezjl8#1^@>ZC2 z4mtC-GJ4V{gc}joI;V+Yd`KlnlcXN~ry_7(GsvTlfDu4A8y-`k^vi)eue74v%H{4& znIH4xY}DP{_6bW;u4wf15r<*QU`r6Aca!lxX0tlY6YQEFJnYGY-pG@D%C37ZKa(E{ z`?pqOOhYUUXiJ3IC!a_QVDe|nxrSX=+i;b$S9e3pO-%EI59FNBcnZiiaTlqJ>QdqN zT=X-xx-ZgkY(rn`dkVP&T>REzWC&>E44~d#>)E6gYRUn#6pPhf3wdn1PrrI4n^8~* zUiRN~w3r-A?5xN~s2}c&#*f?p{Ji=55c7Zy6e%>-}{fmZe~yzkuvm zYN;nTsLSyfIVk!+87%GTe&+a1OJCL z$0FD^Yyu5_6YBU}Nr6@brb;U>!xFEShF$JX;i^b{RqRa!nRJNx@m}%Axj1TZz1mmU z|61uC=jY*zEalWLKPisKpoBy&$pbF4k)8x!73k?_^h?u|TTX$p)_qh5Ne0e+n}#zLdJpM1$^k5yjuWzL_aRHfIvl zuQ|V1+*)on|`^MHCx%&mGR05X@%%y4q*dG}+B~s=Y zuz!0XJW1-a0C*bpkyME?4{LiG>`ax(h7+ca3lx^O5OcR$x&?R+=&V3dZ2;jbG6Oyl zM2KM<3PqV)wydMX2_*JnNm2ZB=5dH+Iq&aOC%1o5DZ9^iH*KP+TiueLFUr&}`_iBr z=jiG$e9qkik@yvb$*1=PzqD_>l9=-$MOkg-wlm|91_^9bFUUbpH<5afv;B9o{{!#V zh$G@b?)H?82ef&h^xFi$3#rCNk9`+IJnTCLA2Fh6Zn%TFe3j$mJT(5eAkni>&11sg zIQCwr$Yo5Ly1&VNkmEeia@`p_ty7kwc8r>$_{;EtfF@TGec9G%)vy&~>tDUNJ>7w1 zD!nuYHP%=sZoes_)z0hA;^iP&Hzr18!&NAX^ZHLr85U)Of-5Kl0rzsO%8-IOZT2E> zKOE`PG()agCb9w6eGYdVwyq;CYK2~wB#dS}ry_;?rya3y3|IY#30}H!u z3c}K_YyrH!30q0oRuwV!Qmy(!;oLY6JjyGsdd8e}bRKd8L0M4@G}`IJ*nTBP4tYGC%8 zkS_@$p-WRztEXzK4@}K5CYOe<3)MmGqvE&*@l#uEHVF!`M=1G<3u#iOpsb6dHEu7$ z7R2i}OOXSrcRYJ)Z~4Fmpa<^lPtC6fK6+c4BW|1jl_%=sFm#RAh7bpH}JxT*`iSKlXYgQ&;eQ^X}ksfrD7=A!9~AJ z^Ov3T=31LnRdl8GKC@fY_+qZ(ffW0nW|WuTwRT!fIamQSq>EF(%gY}#7-?m^etXFq ztDvM(R;HwJA}%L8Q^a#pL|R=s5%|D;yx}?$m3g5rjJF{hb_C<&)s23v0T##Z$%=#{ z)O8`5*@V0EmS&o1`>P}ABv&`bzf|d^=}*+-O`?)(pr4?xm`IA&j(yN;7y*=Z0Wx=Q zB?{tpaOC*4a;B}@x0}_^w=qj&udvyb!!8Y1v3<1_{Z1ZS86^6=P}xY!z89r@`ZY7F zEV%`N6lo3gpF6y-Rq0z(cjtY|?RXJS79s5F)`J-U>)G6qoey2XKn@x1W(D~m)xAmb zc>}B?l3UjMvyj$U7UgbM+UB#3RDzCEbvbPZr<=JmHWUB) z@~RBTJtn(YOa$&wiUxeY{5eatxAJSDRuqLp%#r$Mi@RwHL$!gzuRR|=XV6L-Zl_SQ z6Wt`Pa$rkjcNGD#dUdWZ>KhWvsmG6uTt*xCP5}|%J1IEAW4!;f7@hPdb_+Ke?ci1! zXegGpP6vG8A}KDtJzTa`5C5nKI0I?})i$Ls@I6JGF4g-zc@pdMO>3!hER{#%4{TJ9 z^Y*@M>Vz)QMT&o*XmvbMoE?L*TiwFWGpPFcTx!1JtKP4RJ} z&()G~o3#Ft1`^XjgO;|gP1y52voUe`eH$+@;Ja8s)SFDCAbzDlQ9Eec7 z;Brk~i)^ceG9-OITvGXh>Ddm}XvxYCkL@`m5$$K^wR3sXOzC@1D%mGpWX1$HNM7R+&3u)!*Cqi4$=q{twrj;G`U-BVD({8sP9Pffv@>N zE68aGYLcRyx0)6#X=^gFlYj31e>=|q|35B$`HyHQuLLZnW8ORG|1`@!L;m;AslRg- zslHR4AzRzF-rHyB5w&}nBi!Cu33J!z@Y4(TzO&q+@ zZTAY7{;w59)B3v5kt|l{mW~9Zga-;+ZU`=pH%s&nw#afISl})@zyBT5X$~?T+Vo zY>NEtAKwd44{mYzyuCsLy&TliAa47LjFXK6PK}-@EYU8G-R|;YG9ues()^fl;K#jx zC#SQUaFOoKM2~B`T7y=69&v?~BD_2q_Y?KCTo+1SR4?mZZ^``=t)@*)7sm%2`<@bZk%V z?fbG;pxvcNx9Iv*mY2RzwVwF$l(0~$G3L^>up|jsb6g(!-nx+dwiI4|lpjm%PfDHu z>at9XOByHU)Vihgv!6~qqYeti(E?^*eAvGJDLo95UA9zGR=)sKf8XI|To*0Gmy5P8 zE}?PS6)s)_(uRh|zPmNUkyvh9H!aGXZ0D zCvr3roc`+%~!>P&4VV2`OEJXHz3 z_2PwT)~}w$g3pxDIAtKly;GgByIit+=lYIgdYVku(`_Y*VpV z7^d`3SNv*YYftrgp*@JcvbCeXFADXDzpk;#>k|%OJ0=8X>QnBI?VI~E16q1oCeKUQ zi+rOqsi7^8NaN8}lEci8P?3QEEjbeIpAI818E19vMPwRsDy+5zZ{_YlHo95{l!uw= zg}oVfLUr4g{>5*9`(tp<;FWP@^)t8sx>vJSU9hko!abD5yrRhgFT$z7!+=RGVf#B+ zvt-(TaXCti?ujt<(4tIG)9w$_3biny1zy0O{&`vcg=6&iQ@V#e8MSHROInDzrw?6L zkn$;5cAEQxtdh@;kB)cNfz`zfC!3fsq$P|2vOyB(v5<3S-gRTC;GCfa7qAriOAPN??M4QAq!EjDFplv z@HJtY3cc2@YuJda#kC%Zyr}9}Vpzz!M#?q0-#Nem{e(|++B#pkP{W=$YbQO!dH8_M$ z#I4o8spkpbI|Q531Up;>Akks3$-jSYTso_K)kzdjPzPMqU~x}yUM-B>E#)83VX@m zItd`U`Egto^+VA!JE-^iG6Bn{*G#}lMM}*0^PAyDuTEClsX%-D_%$;MT6fRO%op6h z+JMKdU5IPu069kRO?H{y38^zM{ioZ`6vsQFK}6N$$$$$d9lL#k; z;0ER$9N zKwElW%hy|QOvtOY##iHvN!M10;?iuAJJw3*zMWYQb%TT~%$x7LpO-K%&rVS4ICY$< z+dXCzJz`e8<8NUCJG}LJ_`Bmz#3dd^P+URKc4LuB*G=+oTb#o!J-clLWxtS5Oy&)& zyrC99>M!z|x4AG~xOAz>*#{qIdAy0Y5M~R_ScE9v;Ox#>Jl`whq-C7`7a33PLje2cHn}ZopxO=XqXRrVCh!c;|Q} zBiO=F#q@d~gL;%aNdayNw6M~-?o`Dl5~LG0_$rb?7Na*|!)1iV1QT{LWc@+~r+-#{ zosX~Evd*pbSXH~IqwKv7(8M+~Jb$N!hL^K{*-loM5#J+RS?)?#c3gs67<@fnbbKSVDHpr=-fisq^6{Ron6&=+qUV zaXqiPxTKXv&mCB$xsOSe$%W3**c{~~^qcfa{YHyvx*;dtC)1CCUB17>s$#$(K~mng z4IYvi|eXv>5B^b_}|Y&s)YW5U?KJ%F}IkwKh0bNooAE)sjhkImFkJ!{lnv zwNm~Ir4BETm!PZHG-|katIRAb^zYjAS3zz38UZo~F`HeFJ5bxfcWr>u&BGQ3-sQM* z`5a1>RA&xX(npvMsl@R*5l)b;3PJGP$eTnW`L0`8ByW*_ORQ>Yzuio9aH0mVE%&&|1g=CH^n23QN zElC(|$fyns(_&$mko93Iu$p+iF-a+m?XS2ky@Ft_1z4!7pk(Z?BNnk3FodCh=B6H7{Vk)YbTkrl%M0+CX~_cU&T9COTR?(nH zsP4KE_go<2Ffe4Q%=u1bD@XcB78p*&<4**XXExnlUFKRlh*NGUFIRe!>>_^g9lUpM z!9~upR!m%%aF!RiCV%sH(6WBz{@$CZmBjj`x^MmaIQu)_MqYUC8yiWH8^U_O-{R&a zn8c2{4kNNL@Q)DgNB&69APEYtPczl=a|G8&TY_4_40I_HpxooF#?mG|0;>ea0x=FA zy+YI4NMz(g*Xs-}CL3l`v*Ub19e2tz&PQcF6Hc8^IHs<;(}%r*&QLhK@4! z%SK~;+9EuWttDSMrNh>ztMkLcs!OhKus6lMamUyF>Qp8L_~u%+Ys8C2<1WI6srGck zv{(ineRDg`b~D(zNKfI3SU5z)1-dqTZ5fAm+2l-OUp3c#j_s_I2#k_E`vej7?B`tt z!q0mJtlCZH?w#Ki+z0!+=7YierS z>(jX*Fmk@qCDqnIN35#d`E03(Y2qE2-rQ%clWAnDN7&&+|78!Ane%LK%M!ZI=gk1Ck^0M(%f<+>HmC#@R8 zc?DPICRU`6cG4_Hz84)9<`xqyjqYdfg6#~!SMoG*uPyRO2S~=oAY3l4`Md~raYDHF znL5>~-NCFB<-B#9!AzJlePg!9JQecd1_%zcnK5NLPsXptDVuE0P|3_Qh!edOO9^U& zCi4EsKTIqNMAAJ9$v61uwq$BgC$iAR&Ja|zkJ7s8Km`L8pAeazN zPJ!GJChYB0CPjn8URxrnJ5z?p6$e$=n^tJmfZLUi5s53;1fVL21TQ%4eCH0tKZwtg zZwnKO+#%xdLeoj{&GGhJFMlAz(dZK|al5=d$`361Vef$E4fk|XZV8R`mP?*x_si{d zZZkvt{}%mLnVq6Zk#EFcnba~9Y+6Sw$r*@dgX*1$F4!DEM|b=o=rf;YhWNwpxS>7- z<)ORHf;84BbVV&*zzS$Oqusx(ldg^mdhKLuHyhJJcWeXTGm~SFCY4WfN=?~Y4 zN^M8v_`&641i*#97Z@JbAtMbmImd*^Bjd$m))UM_I{LV}5Z8J?T$kRV_ds+}kqIK8 zZO(VeJ2qTzB?(UGn0_Egj9KdWs?2A=)d#YtIyQVz<)Et+a^o>xc~~~&3eUVTd%M8V zn3@Z}It5`!uF&EP)3*Ck4T`Tm5X^(`6B8#5OE5&Tbp~2uYMLKL8Xr4}z8G2ak*@jd z@frxRO$XL=$%BnzqGh2u`F4*&8j1D46*=uy)}dVV-2EJnbixVd)B8+MW}u$0h3rje zl~9ddtOk43iBNs$tOgXRm0yy}t82RdvEwF>&|1DbQV^*|h-c zg@IZoW6=lK6FM~&IrBxH+A|K6W0oL-;1xt39${s@s;UN~4GwI+=885-m(Kvf`j`c| zULcK(v%THjWzM%d;`uMk6W;N(DLhDo@ti*2Ag>;Sjuj*%LwziCyAH)IepBJWzpOdW9Mw4d@Z_GC+CKEr=`0&8gc_Gsk#XcaKuPVIzpx|oL)+7{2ai;mD8D1C2~RoQw*S|%Hrs%O-! zkZabH)MNKa>e+V$PX1y#RX`I?r^vA)bI>U>yQjNUYp~3)a3qIsY%>V~<5t<+8Yk^l3UqiRgo1rvE zd4QYTgcx*<&LVE>i;BBHfNoTw;)_kp-sI~OTGN$hsE#JbGKO3$M;GH&v5gpZZ5iDj zq<6NhH4qxN$LD|TfP!^A2hwHX@;SMZeo(RBGMLd4$R7)5B?C9>S)(Lim9O3AI$F88 zYjMvK(kp9_@oUb@RNs-PxySxE9BsET@{&5C-ESibi589kRWtAvaTvaTuIQa>b0Jh- zdl%_y)&>*cO2K(Xbk>$&o14Kl_k-#pt}o`YJN$uXHE~n|_>fLbz_RCtMh?sa%=oU3 zek0LsfzT*fwz4=WiA_2ff=Em1`zi6SnUt8!#`f#Bclh{X{w<-z&=tdu#j~@cX5rE} zRU4&4*^0!H;J6!(QO|F%irT0eRIXT9hJu`uXX+PqeO0+^NGVp<)l8_Bi&py9{K-Ijn>s-ChJD z7$n$*2c>VQ;0wjL4y!cE^GXl-USWUpQd@9J-iAk+Nm>Eldx`xLZ>{C$jYL6LJ@sTL zL}nVuaG$~Q-gDN6$^ zJ9G|u$3hUkR%?;Ksa9|9DtlF?r{s6#)*94ILVF=Db}B; z&exojB2(ccv0f^Q^<_S`51@<@xWiQuv;M2qjrpkTToS`1DyX^@GgOJP zWQL449Ic9Bal>R@Al^#3zcc>N=pTCU@LdQ_Bk}(G$C=7};F@iL0opL-WG!vY;0SdqcF*_|} zhDR;E@w~Flj$|5mb|dO*qERzsTv<-iQS%vaXW3dr!9hN9b* z3AsO%xKa-TMoJm3O_)43v@-aDkcNqNU0EVdyop>|-%wh9H0v-cDBW|fQP+ZSFezG> ziaCQtBWqkS#MDdl&XUsF{0_=-IQ4?$){UBTJf&&ELPJ5NKB1}0Bv-9j8 zrzng0wFU%jTixnnOTY8i{PZFj-HmkFzp=W-q@iZca6qUXLh+PIY~^04&3k$0;670~ z)Fl50#Il3{(M3D5WX|3i9^jm!h1Q(720QSDc!5?$d- zY=m{3ep^CA8=u)pAxkj#pf>#bHFV?WTeD$TxSy`#`q%1ojxhru3{LH0kV0`ewuWee zT2Z2srskg$0XJnL%m&Nh{+lneNwt<|Roz#L%V#W!+jyZU+%80Ob?A!KJ5}uLCbIm* zL4&L_F^HcrB{dTqLgweF>by-!<~Y}LnL@tnBpm_-!W$InZ=86RzH)W+I0d>;pUAma z5OK)l&)I`AHtYbeTz&K!_TWSH|8{SKg?oONyPaDQ1q$E{5OWhMlH~L;j1Nz=T~pDK zP^nBiDQJ@8f$G3+j!@^{HF6dLM{$0R5;|20w&tqix306S2mDd*oWw93OAig>H9Os;`^EC}@5!S0Y-th*06@kszJ3RdNi zsP?7BdRKAf--pghegAkf;Yw1i9WAm7%|$uSB@Z)^&5OG&TJwLWI-bbB5mj^7UL{$hOpWc?xdN^j zx9rhFkGL|dTS>m6@0sBfA1P@2P!ercUy6~A_G!Xd#hjJ&eUdYw7^a0`0SyMM$hM7X zl9}o-T8E*k_g_gBhyP#%XDqj$2Ca}l^WpF+KlQ%F8=QRP%!51QJLuf_%a$!gaUw3d zzRz5|Mv%uN!)}{%BLQN2MEr@TTW{4}BPL>8VmGBU(?ZzW^0P3m1q4s$mhOD&`HPAu z*J(U|{b2=#X-UNL?c~~HOd}p=Eju#hhn8Z)P|PI^aHgaG^bM;aat}sk|KpzSqq_(` z?sjVdhl?y@?KbkE&2AT=H*z$Has=n>m4#fw0J64*F~+KBahz=#!`n-Mg5prYfjAUk z%FUJ;WQYgqe)$1>5)Uo$m1o%bpd1?K|F4JPAQB{LV=E~ev$!k*A}y%?wYto?RrAnl zYm|hFuCQCMBHEoGO`cVx*%fkiJAP*7=Hcr<*c8KjNRVv+axWLJYku>W1A zqph3p)>AEp*B{4gsc7;!=N3}n$CYZNB0ay!xg;A%>vEYB_=eLrJ<1fmBv-6sYejFQ zI>>DL4=0i(Hwt>Ex57gWXrj?HU=)_(N5Jf$Jt8lJ5hDShds6Xll@sGqTf`LZg& zhH)l;OgUU6FpB3UG#U9hUoRSe%y15I8?DLgl)_kPzVVWfyTa$+AL0ur^}R(n-$ z8wDTDFuX|rRQ+~hN?Zle7j}UbUmH`{Z2>HrVA$bM14>&{@&;IMx5#Dl6XGo}Smi2M ziKI~*e7wRnB4GLg!-@f>doaO2g75l&2n1QuX#AOfUwDp?W0+&~J2yehal4i^OluVj zK|yJa@riH~)P-^D9$$X@wgD5CqEFC;vIhrb+wIn=s!ojZ8^m2c4>%?7blz?p9=49o z?B3)uX{GauTgp1)qomvnlxJLJ=3Q7WrAYziuACP&#wai@7|p}lkW=o5CDcs1orm9% z;=NBB_CDgE4>=VG1E*>&zbIOVc2yV_$|-V6kB;+&_Y^pQ@q4_BodvP9%9=l*XzGbS zF$3_AJlp8m(FmzBUERnLL{)|+&7O7xDOGRM;dzHH!@223V4x1Fn|l$WFr$6XP+^-CeEncWUuxLT*jhO4od~jmZDm= zGp%F3p&hexbAXWDnyw*d7^L9so3BL{k-KQt246CK6P9Nm)w`uf-1l-UA((Hc5u%ycj8oykVL20R+B2{)u@fDWvOuk)xQSWOaWh&!3&bhjydz zcprh$%Xkcs2&9NJUfCkhXk-r%XI3jWXjN)S-xk1eW|P!${#|*8T{pFY0#yG_4cKYd z*t{_~Tf&jH3d%WJlpzu+twBGSO8dqu$k}M(pns7#0nZbU;jXI8F3{^m3i!CsRJ%n2 zB<21Rt2JFClg0QxDDgAOC*2Qn;#@yqffqQRs`~fR8C&1cRYQ4-EBTn9$+$bFL;PpD zFLd8zmdVrCe{J%^ji6SZ;e$%W17J`Bo-j*r3u0XyHHBa;)A7q}T)Ws|O}M+2OExgl zRch9oko9j-gt&uTQ(n3Z`*$WE9#hF}{&12Q3+CIVV|z^f{Jt!xW|DFys-Gh{+F}}{ zx6n+Xybwb=lQX7h-$8#vU*SYMPj3lp8TjL^4NL?m!tim*(SmE#({~w*H0S2x^q56S ztwZLpbYx5#yhLKX#F_@2I~nn*q{C>;5lK~N)T5u@znrz80qEu=l*o`Y7L5`z z<@hEkN?#by|Kf)&MPY)eHJLT!lK;VG%1TFDSV48gPtO~ROr;?*mEsOs?3pN1kQCTm6n~a#difWVK9F6rtsW;bfFVzSYK!$tu?0@mG)mi#M?|6 zZl>#`eW)tkN7V^_^S+T{)ayUAO;;)cOM>5Stya^SCxkhNj!>|UzF|Fn9UkcBXczGJ z#NMhlP#%AvI?OkyeJJ18t<$0+8NJU#q-x2>*xQ+NFsFyV^54GUmtpSw?U`FKAucK_ z0k)Fm_eLvPoc^9}(?G;*Z%Z^bV89jhbVx|{c^&Wj!V4o^t6Ns~vU+X(MRA_}PD7{Q zs7m}^Ari!k^2!XT73G4iy+^9lVRfG_|I0r-=uX>mcn|p@Hf7CXsNv12#|wb_m1pkw zY2(O1ywME?_p3sC-aP3Xogcs*~W{$}r~)UeKP79^Jl*pCTzGQ6kkcK)DKw1}>uuAg3%H46z12ET^8d%h_9N;?Y9 zX-2#4mV9fapK+?${8cSS{`ux2quc}Au%{qSg|Av=|MA4x%5;A9yGziai32$t;L}A? zO@i$+SS?C4mW@gfRe8HMx1!kK>NC-MSz;6+?_85BQ`te%1FaF;7v`}x8V9ytQeL&& zR^#@a`_K^!G*|-G_IaX<_=!iQH|ehx2-|%b-<;n1&ee34sw$l3a9cWxQdSk?+SKmE z+88c@Qq}I_XI7t^f*%)r&G93?KKC&CUGG9j{#ixqFdNR419T|K^)h4CB))o7)llX< z;DWLRxO8iIU|zm*cAP=83B7vzn^GqZ+XACj$!Wz{(Dd9+TYj#zO<$ctxW5hYv37>qTqNvoL|ZTdmO z|4$>C*HUR`s%xJ-sabL{nfYX|Fef=yeBUQ0p~7c8ty*B3G6c?IlD_P=&F#s}dO#v| ze!@je3kw5Efd2*JpG-VHVXArTllei@xK@(Hv}c$`LykVfsFrE2l=-G5Nmlnz z5^ZY@)>THg-%AgxB|Y)WuR{TDPJb0Zfr3e1?S$q{in%*(ROn+fKt&T{Xfs*KLC2TO zMt-S5oaa|kmx=OXC`V!=Z(JPIId3Y&q>*eMZz6yV6cU98O2CpJ#s@il;w78e)fK-; zj_I}v(mnIiY<997#kGSRq1tOBO+Pg|qUIRxP>dwM#f>8d%cwF=u&jy=(?gmDRCoc> zC?T1f=G8pKSqXr#vc9k*s*bkYIk$JpXVw^c5gzLeR$Xf2NS7UROL2W`)*tAIu4rD@ zyU8EpGQVQJ{Z3E@BZVYv!SS&9`Bs78@c^@knU55uFy>{y=7gZo_&`e9#u>kNN{LyW z%13LBYklCmBb2x<+mv`lU7MI*DVlnG(jU0yCf=2z;Zi~Q3Tp*`b8JmAM^+ZF%OfDU z2n+rr>`9B0gjL#snfuK)|^m*e`8i87Mfl?S%J@=A0cdc2Bkv?`pM~@9pf?w~Fzm)0^&D0v$-O9t4+Slo!++&Zl@7>HgDGsv_$V+cM zJQScI-U7?Kj$-5e*(Mo_x{k`8m*-N)BaF)!E_2-0xgqXctEvl++>SKKTC;z>0ID}} zSf@?Cn!Qs~^s(2A9Ph=o5Axyyhj^2Z!;CC%Jbs!Q(_(=8SdlCs;eY#BRL~jaX-sfL z1y6{D!4gR91KkMT(um`Z|Dn?$7FE6Qb z%Y^7#o;`~hM%yKcHbg;;sWyur6?A5>$6dA|tbS!;IZ%ArR}K&9N=fbR zS|pyW&pdEK+WYb%F(T7Z@O+{BkbUoSTLC3gvh_OAMgufe`TixRKN)&FRMns|OFl9f z-yj^)Tv)CX{clSkKAFpc5SzK>cTqVs$xhr6zUpngSz(wT-AWt7Yo`FVx3jj@#>U3G zhK^OP$n_`NHZP`*hlI0uHl~ggH|?9Yts5h&$Vfs}?OT&*aSGclKhC#{6^BrjL>bvm z{B%W5RHaOJG-Br?2na2MOJAwzabi_%cNeK8=ue$z;%amZS_hJ!)k^ZF6Mf9;rA>6k zmA@*Jf5wx!gWVMCAUkbiqQ|z^&m1wBD?WiA>DrnzIxC_i3EbdukM~u>)e?+~4eD5_ z_(=qyPHB@7BSyo3^yd!}`hZ*jTcv6qnl=|E%E4jx{oq`OD9yLWd_dZREyGcHQY- z8SNx*BqW$F)p=}HQB3yh?mFO$z>+Ft%m+ZlGF4^jr7rcf7r|+qAqs?))8I+;ge8N^L(PJ3%PSP^CD}6)HyAqO&ayiuPwsU8v;!U4hlQk#0yaX zbVnG6L-t+2zXs-B$g!V{2gK0$E!k3o6XK`VU97^v)rvj>l2Xw}^!OiAs^=|P=f56x zKYQDr_HEeuHtO9S^jVOE7qPj%!aX8(Rh=JA?#THdG{8{li|Uj5rKMdj6R-#@59ZEO zgO~Csd<$@n(VW!X*&CNS}~i>0I15<2Dt;RI+inC&|t zht4Oz<1)Y%TgS1}Qj@LQD94`Z+5y|v3-sWmy_6_cF5NnJmrZ`qyoZi$%dgN1 zcI#G9|J)ZEhv0T*96GB_C-!;Z%zl2G;bij4K~;MZ_4&r_*8k|FA?#ZM!}`(28tsj6 zJFlCr!{R~-%`D%>OZBnEToz)N6K8>c*qKPvIc8-ytij7SoKPq?rG29#!#gA9i*UXW&%q5&ZMW9_9_IWa zR$5V%FWF)-6LdfQ5LhF>`BGE<>o_y?HJBIcEUNkZi$@gUZzUE3&}(gu``^SHoZaP> z$!d>|)PsWZ(Kw_mU%HciV^K&joQVb8YAc7_qi;|Lx3QRaXwo->iS4Xl7OEHNLpx5v zT>fXcTv=|E7Jd1;7VH&k`bwx`#=a=dlN{5GccBNgZ|k60ZhK(4kW&I+ST^A5kU`mW zHEL2fUmHXj{-9s@eBe%)z!VXpoUhZct%!;!#Az$+Xh^S{PWv+rh*{rg-!+4bFIc?04w-kLUxPZVP7& zr@%tp*F7CuoX!d|v0Kohrj*2N;I~wI+r)mrLt=ZB2mKl(Ua~M$zGQ6h*JfhYZ0~Cq zI+&Ah+G0+UhPUMk9?en7oqM&ABQ9z5vK*0iKZYfA4a+5i= zqV4v(+y{#8)B9?`ZQJAQn!9nh?AEIz64qr!-9MPe4vF1Fu`TpMvNpgvY72FK9qVzL z2#rUqM0tGT#+>S0-m~zS8|yTK=j;A_;96Y*I*-PxI}J32br-S_O2u9+w_nT`wt zTE%oOQeR5VYL@@- zd@ZkGl?rK*Eu$t62>kR*YX|=PJ3F&WPy`*rdP6fijI|Q}A~2bDdQRw&Y;1D!8@qk{ zHpcY0nTGL#bLA#tY{9h7^RhFHi$G|g4{T+hdnhOA1^7PrUUH`SMZCgGe~aojHq=Z7Lfl+N&PKDv5LMrv#Q8%$Qc8^sXJ<-97xa z;838-mDNu}zK>LUs%OSGfjG9F(^jLcbTh(gp}WXgQ=UfR@IN9LzBrMrsz03pDy3ZP z#h|*GJ{?+<0tD+Nkf(ftIU*Q_@1%*C`%|9jnlukL_uUy56#=DQGQs|K(E0>=&<1qF57Tov+PbnM^0nL11BS>vTt^w7o&5ct;o1BJ^AWpIpVY<$d(#k1=ztKboo^ z1-;;{y{5`{=boCy)btH9f|0Sj+sf0^T^;iZuJ%}tehBC+6d-o?2EQpBTIO~oO-$YN z5jRZlv#g`+Fe0NrLd6pe8=c#$Jw)1xjImRNN$w>WcXm4>AJO{+w*pRR-=^FWWF?VF z*3b!amEz%8_jSD+I^Jiqe_$SzW%c)b1m5y29^)OLFGEGW72v*ZH<0CyJWS_bVhVAQ zqm`%CZsrEK&EC1ERm9!1dVwQf81}XfWm(E@xP@?Ko8%3RJx_E$m=xi(#GCCgOO}Rv~7V^@fnow#GGSQA*$_;ktaJ}<4 z5_A6$WwhFD-qoZHE_5?4l4GlCbl(#5nlY)$n%JUU0oMY*Q zQ}2Q6a-bT37QDnK4b@)!Fuv&vg@%XfGKs4VE=RFrq1?AtAmAc#jYX{e*6=S^dBgpxu%Z2sGsE6Icd_reO%PtxL>-u%ad(87?Z-vCD zLi!Bo@qH~C&(tlolcYoBkgk*z_HmS$o|!|3BbL4C`arUl@B#kod95}Bt@ zBAip6*{nsmaGXUN)lB!%7;|cKVQ_dr91MWdUnw{pH{CTH^>am7KYQ)Rh5L7V{M1Bm#1w|ns{%`d3KU$s>wSTH*!$UB0 z!T-;p&ixp&nV*p1|4;VW|1(J(C;-o4h0sR)e-WM^yqPU957&3dRqN_%XOICBkL%); zp{{Rvey20Tf$cw^tFPmutFMIpVp78R_N^Y1u)1NJmunX^^fGQE5JlREUeoci?$CGD z+TgW!BSNS zZW7;WqjbUJDS~1t@G&eU_4e##bR?X+zI9GgF?fjx(*;_m{m-l%CBlVv6ghDr$-|+J zDVns|dyHqR71)aqHEU+b_7Yb5yr806!<*p#Q!gI%9cH~^r!6k??eE;>rOoQLOc!Pq zD_+xmk=$NJl-7Fh@$R%4KB6L)YU8nNZy2onaLbu9-*c zIz4JCtXS97+uT;R_p$$?Sy|x{WphfJ45hq-JAxX~mvSr%*Q|f{RY3>k6z+Dg^Y~dm zbMi9TBX3TZ$tn*cZoZSJa@~27Gu$I_ZorA{n?J4v#fw~R|GFvnJ^YfslA zsdM?GGyQ4Dr#mvO^$M12J=V6UE=F1}FBRPqGVNeN%Rj4U>p8GgZCqDp$(N0Xp578U z(G`;v$I+fm6$&a|`|)$)?3?$HZyYU?M~}B--20_VO<-N_v2AZg>)G5&nM+E|(!&%h zsb8df`*~a|Q zX2T7rDBR^upy2kq$m?9%oZ9=5=(>CtQ_y3)F%1#bDTApnju-@*L>32Nq3Akf2ySF6 zGI8uWw`avrn~RG&ODUP=9}tgEiK1v(?aU;0qB)kd}!eDZA@Y7ZxL6-CGzXtr2?|H}K zBruQ)We1K;W989l{j*CQrvjjwt(d&50()SykX@KBA4Q%S$@@2vl(GSk4a)wvJ; z3GY@2x`dq32F`55eE6M;#9*6;+||;4wSO#-?FTB|@k|>c`%ye;(;fmr56ywIkRbDC z=NorysXWB{Q4*}X)l61W%b~ldKkWGK9RFP6V7M+0>`9)c*9D4Z2~zq!%JI-_22K#r zo9|K<1P8+xt?*pgbF-^hJG&B35!5^W_Jt@kL3-GFLTmRC;St1UWOYJje6 zAg=q_VL*4_`SF_(y_}zF&2RMxITzYAL?fdPQSj^!|yrbrF4%e6EmoO(2JmO+cVEyHef`e6In|fxGfPLWiM? zXjQNMcQ+mc10)@ZDvZsZqdls4n~1_mhw@~Rfh{Fkl*l2j24dU-+`nMIL2W9ql)Bh5 z46&c^QU;Ul$r{{TZ};SgMcH_|YssdUHBm#XOy|4S)M+wQ%Yd~d}wrH&2;&IG^jA`8Tr8AII-X0ML$mk?<{h3qx))`{WN#7 z-a?z({be0XMXttTnn!^AkR6Pj3H&}qrguV6cYPycBVf*ntQ}9o|49eS|B)$xM5|(Z z&jm%5;9w`=6Fh#D6M4I_7+_B9mih!f2L9oP{SZ0ed172?RB2PTE5&$HG|xs#dG0Zj z&vnx~gYg|D=@mOQYN32{=xkW(WfD}fzvcLv6&bwK9pbjCI=t4|L!9P>ZIiU`SN?|M z8+|B7rS>pvFnEOBKRYeZMyRp!8!hMs`9qa{R|k+ZLW|G91BE)>6`}#6n}*71cSSAaqLgz-A!b+92FHfO3KqE3o~9y^#&7+i31Qa|kx$3U}^W$QCxa)4tZf zlE7_P;$vA9{#?yj+QvCMeME?VthBNIWN55?{K5Mt(4`R^C{OaH6Hbe11g<2WjlT&R zYVLP7R>yaY6Ron1xerIqAoi=I37)ZH68(%R+e`2wz!OBD3S&)M%h}K==l0DOmn2Idu+IUG8PYP_0x9obgTg8dx!H{%7UQAZ;c+0!`<51(h`x zeJx#IB&nw&sF4%DSrFj)x@LsIvF&~wxfj222L?7oKs@N|nJUeueE=twVZFRXhE>~~ z9vD+O_4$-H&#H}6QyK}l!%Rt%O@IC#XlSSQ^tqpwscaMYr@ShE%CA*UR~U*nrvX`G zvx3ASd9a=ymy}tpm@mvesZ@dANo_Sk3)@k8#7dAZ2rsU%bvw#0bV0Ewukm2pJISVL zQ2maTMY>L074Zvn<_8$r8k~aYSoHN?KY~cKSarSb^SLA&6!jPB}Kru^7> zrAe)++y7RY*;oGE;CpAmqaJXkUuTul0+<(>IT~K@4~J7OiQ%<44E&DK*T_7XEF?+R zBPc>P{-Wb%h~N%;`vv=+8KFwuBcx`K3U#>ulPkLxC^t_dxUk4ri;L#8`bM|Dl;y*k z_mQi4a=50RMFm!lYV!t!BwGNN`cZvA3-{$l+cmWFl#$_nOkxb3qth{W6L;dT4?hOox7&0II zulv%DnIgK*tCVgYYO+e$^g(-*$pkdJzQ>N%O1{d%-)pG{6r1Qp8n7*x$cl^&*Sbt? z`|J$)Mz^cgi77mO+>@zHboUz&6KmTtOvcO0PiCMUvFmC!A@Z@~Ydyz>IvXY`zy4)4 zI@WxXi-l#R-h$)1bWuosU+BBTzCO1ai4GA{rRelF@ED?E)9=bMF*Xou#Yjhvpv3&< zj{R-M$(*C`cN-`Dx(H|0uf5gbmCJ~Wif;u6W+O~Qf!te9%Aw3=Lj{HY+e>k1G=fd4BaWVKEvt@XaQmze_X4HE73VIp;jXOu z)5eZAC|a#(9L-cJbm$^2p?kl@`*J4}f@i%#K`;`_ho#i5MJQcGI2_f;-@cazl);#u zj?3{fOoNvI7`u>D)PWBS&>!IOgtA}ClCV`k3wRCb@j+vr^P;$N)T<_oiPu={@abrW zWm689vkVX9b{gRx?Qz#?+{xy9ZygVikquD*d$MT+cKif?B2h4{l*C>Wa4(p{+F9v+IdDbj|6@E~uOUE6zXckXXcdqTu{7)sG#4layP zae}wvL>1h}to82k!dmUC-;bOvg-}Ag<;D&S9OMShqNy$TI>%a4J^%re#Lc*at%fkT zaIuotFIG@!HM?z4uothp2qx41+T9L4+mr~|d293A?VbCG_AK6P7a<#3p39|jxgvwa z<5If^boBek+*BCs;YAQLkkQ;vgXLAtI#UFA{ZGcD1M)Y@Ji$%H#?SUnmxRM1BgQ<} zfJe18BHWnpranYku}t_wC^Zz`9Q6WKhAgpd-Xt7bj2fXs9*EItLM=@#9Ztej5`F%ZDO2;yAuZ*tBP5ITy#XdXh|=7e&`jn zNdX*}k8+Uh;Z!;X<-x)I_nV6>WwJz4&GL#?G1jr$mc6@IU&h!HIe{M@U{B0QUw)uO z9ogm5jd+JyMlX3|>QB?*WW&;$NRegreZa)?Vl&YKj-`aZc<#Hx?@YKcwZx-$E4g!r z)H$1+%Oy#LvQ8FUhje0uD2`6F++-ILXLRYlz=0uo1+zz48WNQY@>*oM^>vWhqao~R`v73}T=?F3p{YXz= zF&uCH)*hSUx1AN4d}A>6>|Wzmxj$^#S7!tiJNgHSjgC91 zO%prDqCx5g-mOm8GUMU|GzNUmUpl7_>|fBTaU3gMuuy}2Z}mRN2VpRg-A}(@de2|9 zHlduX=b8nHif1&D39>l7sWH8W?B4^f6GA4!o(ndl7G7za7e$I?hJceJk$y}J?4^4O zuA)(Azd8;*vYd{%JusNr`Hrs>i8L?UU+1&T*baHnWOCwg4js1Oej|2k+$nP@|Fs={ zymXh~pR)!Ub7Ob{vqsxfz6knq7Ttizc8j^fBS(B%y2dk!Px-Gb+$?9Q5-a`A zjOw}Munm(3Hw|ClIz}t(Q+?J+Y&r=9AX*2%-4_oS`z^a~aa5ko1$^-O){E5&btox* zn;_9BXJds{I#$iSYBLZ0U@%hpXV6A?np)e)LT+@%4BV7%E8}vk=WkwuQog8MQ12dK z8mi>Mt2MB^_ZPLYB0)@1o^gm(9S-Xb4*e8>B2~PUOEIJR_~W(qp52sydsPaI*qAnY z@~_mWETK6ujqt+0Aw2H8xO%ZQ8=BTnz@cO`cswo&Dnx6oU3`buewtVe%)HV_+2<8& zJxbyr#ode1NkUt^RSLGg{v-Ls>kvPTwnA#aX!BY<_PBd1;n5=el3RWMJGE;8%~&)& z2d^pJ^sS!Zme5|!Ce0T;(V$&bxo#&yfKd)1Q2P*J9@e0u<$I5(w~f)4!d zYaGn%6Wi922-Cw#!E`QlS}~~9Hiov{ z_QQ(1)QMTw!N1Ko=}EecPE(I=p}gSfr&)^ih3*F}Txpt2%@2`%32I zYsYDy3BO@t!kQ?bSP!P^#mFADcwD0jYD3|3)qHjbLkc7Df{||4#5y<)TDTb0=|Zv3 zzqHQK1}IRB<#+A5u0QAEaU-R76Vypp(_nI^^tcg|X`L5IN9l3HmtV0+_U$tJUrl-q zRJ+wYh9YRS7~Z)SdeQP^1-xm?cxT=Ock9`GlNb*6K-qk^lcscEv1NVGnc{qHQW82j zd~dTNcf)*eJCHD0ft}JLkZ`Y(>pA-ty;nDKcc_9`<#-;s7_6d2n}1WAmYT9R==RdI z{c&V?yFG^Vh3W8={Q7si#4*FM9@@upEWeT6?F>513u~px$7ZlNVD?s@9`7`JZVXOEcyi+Ss!B8fQ8cK{H;^?@eBT!dxA**V_{@#bC1(7S>MS z`?(yrG+H+(#FO1C*XTxlH~o>^7COpOKv*ZSuD1>}GD@0ckun4Zwm$wa&`iBR!$8#= z5)+t3#g9`vo+ij2_^+IEo;LzK)j5Wlom;)e&Y-tL?gyazLe1gwVIhg^@NYt&W8oH1 zHS)_w&hcVGBChg6-u?ITWr1NVr&2&ZvB)lfF1EVEGHF6m?D%r%RHqfFVac6&QV5;! zRWj$)7~y=bu)-AC2%_swMbbk%8{O!aFra=h^V$68@t&gbql8gb(ITku7l(rbaxv8J zfZ({s>?hM-q9r#FD1;>1C^n@V0?NI&&J%7!HIuShmI3H+vCo5;-OC(U+-& zq}pNfTi)V}mN-~3ldxky$cHc!JHyqV_|Od~uFok0N_%D`=qT%rrnkj>q=&-5-GiL4 z@J`Bv`uV7Car76w*zBj2D}lLflvVW=l-WCJOQhK&e*ZhrP8yZF_fDt+!wHBgsNl-n zwd__0Qkl8bLdlw8`STdb4E_QLAY%mBrqbtQ5RLE*>4$ePK)a}D5rpi6+^9rHjc{$T zoyPT~&0)`yT@W?37TYn}ZOJ;`sRu`c-5VTMQstGH zClNNVFSF#f;q1l!PPFGw*%8Pi|30)aL%+!v*MZuL%8TQ?cAte7<+s0jyd+56#2@76I*7#IlRk?^l-@iL&Nz;CFw#$T zZAa7_Cm|f1F9wev$H;a+=_4wbVfC>Qe~?)(BiXy~@5b#v3JX9m<^w|z{#48i!Y>5= z&uwwB4Q_=?|7zgGL?bl{*?JDqu5?Hx6!NA|3L zlavDy?6=V}yIsYy|AtX>E`? z5)3kW(qaBm)ccaszlbr*tklcrZNHL@a4t#4{z(GN5b&$3IRdxJCyR28@iRNQXhTOP zhdLIGn~!E4=oeJ(t`tN=OD*Kc$S&+xX$#^-sL)(~jQ`^GL6JlK**Vf&7F<7T`ZV0J zzismu2HO~t-wo}pWJ%&FaqfVkDUa}O0y|;;4f|;vc2A#4!zy8n;Drne$Y(_096m2X z&dg&`pYgpjCAV`HD3?gCH69e6Bo=evS}^}f(Gmlg zc4lMAyZF}#`UkwjzWgF)Ndo;@e03xRbF2jTRg!QUPF0)G%M_X=3&Jo!C*TnPDG>jE zpq)Pu3;+o1k`iq_B0VhH0i=Z!Auw-sjbI%mAk{DB2q2%m!9H=Nz zv6*K_z-LU-Y@G}3kkPPpS!!vTz#8JOlKDecpMJvw8y@J|E3wtq-RaPPtZMCQxKxBU ztA=%3{_Rf5p*w1&7oR&U;cQ>x~?GJJjnqJ1}v2Y-% zZ+Qk~{9(Ozec-A&c`!m(YPS)h=^`>-(3snQnlz#et{8?)In1CQew2$#;a}RRU7)9j$t2 zbR*ex)t0$%{2CFIj1Orwv${=s+F%gleq(djDa+KK#It&=BJ{))>&Q zK$I4VPUFr{>4@m?CPxMuG*}(^D=Foa*(M{*QnNegY&#)^io0y%@h|SZHmuuOHzS%D zyuigCa$27x7W|q^0XCcItSh2XzF(0QcGx^vR$Q9Sa7l{-nSzlV$41Fq*>Ex1L#1sB zHdqRa;>|cvo>s8*^vXI(JS;zWX-qVN{D08X8FTm>PMsH8YWohcP~iQ3mMrh4O$xso z1&X?$)C*igFftcYjrz7F#B2k41TP~hM9F<(k(YjoM}*P4O|R1`(SY$DqxsSd*li$d zMIF#6t{3R2kjMvog>t|+TuH9=5wk&++KD4g%H8)_AY1Zn_0<^tKe1NlR<^JODd=qzREF#2`litrq;f2zqcnXE%C1zYokF zC;obOZMC1`vprt2GA*uN2TgZ#tzm51G+e}`0!kW<(9D@2V+m4u|A%p+6T}hsb~ROmvLTBofz8f|wdPPp|J6VfOVl4@ciUtvUk=hw{TD?> zN6{x!M2e?~8z+54QF8t2k2=LRSC;eTb!~A6B$g(L)NK?+H=&RO^Z`MH){@J!Jo2Z9 z^E5BQtb57>K*2~j3drTN?1mwR$n85GU_dq@X>O&07Ma8`?fS;rvj)M6;jj7A8)~)z zcRX-iR1)5Qy%ZknTepyyF^;mVVX`meE6cjbg7vXlG3&*vg%xAFmIb#~3uz}(J z6%Gpn%_Aq7RHD_b{hCdy2F6K;RjnmY>_u&-u+J8`ji8f_YeI9@FJm-R)EtV-CE1;w ziF(+NYzbdBUIZCVMNRl} zC2-fbFB|=cb^c~Z|N0e#8;X$s2ZUeoMVL|GJ*tkr)#7fHR$~Bw4Q2KcFm^QIo|gMU z{roz;+3KWs8n-AFe?6ez)3`HN9Gtq&vL?jK9%0cJkDSY$>vl&b50?w9Uo1dZ*kHj>Ih297UVw*rZc z(!imi;)mvl=`1_eWW96HPH(vfm;sQ4i2=|8By_1R0Fwc z)Sz=|Q6EsO3zPj5OaQ|r_^NrINy!%0x>=1(w}UIx>9LY29b62OfRg|J~lAWD&! z5h}XlmTCN*c-@-4|HWOMcX>MHOl4z5DcPu(Yx8=07pnV1rl&{DTtg+C z{6dUoi1JORB(1VTpt3gnO3oxV4qEZDB z32NzPfoc!QB2T$3_)e#wGe#(4rS%^9rEsq{&q~De z>Q}6$z-x>MBmUdNp+k^E7LWfxI=opR->1qnZbwEV3j#T?UZ@yYnISnk0wKAJ+ES4x zB2xmSf=f}$Co{I1#uh1}29%82A4_$gQ7_T#(;0X8x?CfBfbam}(0)=3DGm=F(#-6) zJrsP*I-r$os#v8t;zYFDvH7&6@{8UjmFe5N)$NlTYn4uzM~1(GYZa;Nk^IVT=N(OH z+;xonzZ7Me|E-(+q;yVH(r(NO3mFeFVN>Xycitxn*o}Y6z7g%ucEg?lClh$zQ20g1 zfgG`71Tsy{v+dhkI;vnAZcx{$f^N}gc#|3VltfT_ zgN%(WzK%3Co{LxDurmh2xjum3)82Wixq-PxxIOW3I-*auy`A;sqn@ZMs{eDAkqZfv zIHllyOip3-Y;?MwFZOivv00i`)rG!HI&j?@7uH=nx}VPL|CEKFUf-9*qzfxoORrla z=o$!u55)S79|GL^?#aS~83(!YW0OB)AyRc)HoG)%8<$cBdS#f5vQa4UPHC=rjMGQX zz(FK$=X9e?cH}0ZW>3_@S8kq(5@ER`ruD4O?p}l$=@RVD*~j|0x37k1x0#=RlWi>- z!-*0$XJ&^Vh?h5JoXuZWt{=Sv?8kF_?CK7;J}{WZbIh@PlueeG_7S8EkmvvdzfX*H zK%-Qos^e2&*|>b7W9C$E51d1* zd*ge8c-=H1-m@wipJf<+=5pH>nz<|Evx#U5fzIDmy439IUEtA(#;pQe^LOA$2xjIt z>u7}y={IMdO=Be&arN-{u6Rb{Q7ZMkDDEbu8x}^0RBJ!de(mxa@isK^Qz9pY5xl7M zVgijL&Z1T?;Rmf5wJ}b{H=A)DdBcv#ql^I1@T`$>PFMt(4C%Q>~jq zbW73A25q}^3le`KI)eeO-*yhatJL=aa&qW4mU9hOg~r7HvAwyyyI~4k;;I+4%W0J6 z_wo0-fnc`47#8}&Y|KK|lK43@j$u(a6TsHlV$%B#9>@8`IZE8rP}7_)Q{5W;hD}1) zfl4j$Vx#!lJ8$Y$VRPho{9TcK`Xc{?u(@hN9P zy?T6P>6gyc3i{392x6qH;>lHGEMj0%oL7N-L0C+%${RoS!z5r*j(<(Qt7c0Fd#PA_ zYMp2KDdc?F+em{}{`aZ!iVOl&X3TDCkyYj$&hL$mtAjho85&r#mjsLS zW}rrRQe_*gc0cn)F-;M4EIMWCgD!Q0MQK@>E>{%%VRHSrywiRR*J(#ZGa8J9XYJwg zz(!!iW79(YGBB%EDT-9{Z??vW+dP-Bi6GG7cHp}t>XBe($5f>lu_`6J*Xi97mE2?{$#}D1O*ETssGJqtlh@naq&Dd z0Pkis4h@3eZm4OZX+-oZR7tKDLOaINvWl7*-K(D{TYF<%StKr8YT05S$D=|N%CSgZ` zieP5?uxsWwAs~XIx3oQg#Q9*8Z{69Ip?w9(mBLWv(z?!NaP(5Ajt@Mw;jI#?+@h3+ zxC)=ic=+ij7xK25^I=E3W}7V>36nC#T0boEMs=*|<7N)Yolv(L<}Y){pGjgCBUuXc zAp5VKmskmKJ~bG{I`2uB0 zIS?&x>yd9Wn@%g+9t!5q2n)KI;xm3MHjqrS*jBZ9{2->1@IZyM zVyJ3jQgZvJ&d|RInW=sHz%g^hGt{`(9tjyzx(8_TR{s0e@~{7GAA&9PuM@KOU2<|4-`I zKMfpO>cLkK*5E^{7}PLME-3#`D__+A;>Lu|JMqTQS5{i9eom09a)K3hk*oGOqceBZIYA zL4B~>Ww5gGcp(?A73GBy#LCdi(N+uq{(z%3LBiz+6BQfp1gBA^|OcF+FxI*7un=C+hEuz?++(91u^qn6pqsiFuiUH&K`7JFme?N`PwaStXU2?7YRuw z-W=|SK3efgS_I9`ZFFh+WSE}KP(a1d){k7B@=6*NPEZ~P?Nn@Ofqvp!+LMsNZP@+> zPcWuSPjn895b-5{T%5rg&|r^*`JyMF@BGJZ`>ByN_sMf+VQ`WzI*6>{ySEJDStZ)} zk`F&8$tnlzuBVVbcfwK^Q<-E*9{!J&MNY6rBRQlvgZv^c>UNeQ!vtaR>^dm^m28ug z$R3uhTOKYeMDkBp(xp9VQK!*=$=idv!leJ5yln=D*800c-r;0Q%(WXmo5|BVxhgGM zMZOsa`zuCWy9t8ZZ<`Oct0tr8a2duC&tTQ>?iB&-5W;SP?X->(Z|Kao3OHaL)}(Sq z#NeQt$MpyJopnJXA^4}a1wr58%CU2o5E6sBM1^~fiaPw|k?-||oOZq~ziHqKm1@?# z!*_3fW_;(FK06ZCviH{*MNR+Ha)L4a3Xu8a>D{w{Z7)nLR~8FnmvgtESJM{;vd9;Z z-F|C!X9LJ(d`<-yM!U}7ufFbQGR>)2q=SCE5DutnKb?2-%3e$!_LHsr{ui|n`Xg%r zQ#Yf^J2lDY94q_p$2-n@9dtPz)GRTqmpj32aOrmJF=k;Uy4A2>sBvEF@)gILU)Iln zzf7S1Pb~odilc2f1jz&nMmN=7e9uQeW#iZ#n(Q7nKZ2Dd5=;AaCxDH*;HBWfU(-#* zVZ6YHMmUg{Lfpa}PB6-YJF#zbEw1EUaPU9PdT0lPhI4g;bjqbqr%F zTrJ`n-hiq|&q^`rZyn~C2dajJnlZFrrkHqy@C;q%79wxpG9~Dv>%?si7mdYaoGG$4 zK#^6LilPH+(K?5pSExn@SaUBzcMZ&HebECJ=d~xYBJO;;yLDsdC0yv)94=PHrLP)t zr;%U@wS@{OYd4)QI_8UMWs-7T-&sWs0Hk2OtE$T0N*78&>{8R>+m5 zd|MOzqizJ^Tpz}eetSrq`xQen+wju;W7Jotd0zD5>d_|)JUK>dW){RKXjIz*?G+vq zNsA^@M#V5;X<{y=#k-sWhvPmqEnXc(rK8>{`b=>ehC@o@pczGf zVAT0K!{xc>PT}JBmTwKfA=K7#$6DFR!8@rr^m`@U=yjT!;$;Q5Hb-%#p81U*k{cJp z4h>t*$5gGENAm#j0iAHYYeoha=^M^rh|zsJluQWPm?W(r#@#hA3#lap%o$OWLCS7w zU5t;7_{ld2=`rO>i#=?P&w^mUM<2PO8|)#*8)ufWmpue^Z4YV$p3|^OOXbb6pVda! z(~B4B_~yzk(NM!ixLUI!Cs^b3(BQh5nG0MZWXmv26he8xX$QM8Nn?1uxNUZhVd-_IsIjh?h4L1dTm0 z!1ej8o3yCP*Yb_HI%y+f_X0 z0B9veCv6r{`te@!J>C)<_7g|b4t$bfAGJmngnLCE(V1k$!vi0<(J%iodqv*e3D0^b z772TY1oo7b9-N6*i{5o1r^hI7f-a#X|b5ReZa_CJg3S%Zn#d+YQ@@`*>lSY+3i{ zUrw&-LSEJA^gA$YXM4tn1++noG~$|Ox8+NhTyRpU3nU;Lt%IruA5Vz0VO=9lgqjI> zobG#iA4H_HV6lqS@3ppMRE@xbLz{tJozk+sxwAUOoFDT4jGS`wJ9ZFvY8uUjVs2!~ zN$2@(_>60*l|0U~sE4Ysxf{I^|BYCs-1mXb{gN+MCFrak*BvY8td|ryoIi_9_Vn0W zvY~ec+n0fSo6?Hirnr|v9g>fOWZ@RG3L+~iHL9P+C9ys>#kP6Ye4NO)MxAnR@SC@c zT`c2N++)5dQ#36zzGFgUAfGa%fcCCJb7jD{Kd4$%&tlwjQn-{m*ZzMg1s1@qFxhv( zv0SGD;#2jv6SxEFPOKsi?Z&oTA2PsPh4bpTUi$BCPjcp&Z6o?#snI!I=~4W)&{Dc; z0&NuY*N;n>-t~7pOJ&AJuM0Oo7q5GM)zBqC)PCVOt$mH6_@L;Vg^Cmz76k03DfY`F zgwrhEL?9r6QbZWiWI?6|s1^mAI2fGMZXFG+HdR*MBbVsSMSK%PTwLpwLcwm9YKvds zR-m(=5(QJvglA)kgT5@|cP(h@s(W0V%bp_H#+wxe`_efHG+(Vg@%H3s`un@5NB8_f z@^KEh$3-YGrfo+>3Y4`g!Hy8T6yXb*OhO&vYcj`!lea6n4QAQyVlSt5B~wL4%kecB z69wJV6inl4Z~q~W4W<$&P66sxsvVaK7lqCvz}CGtw{*gh-g%!!B!~;L?Kk8<<&AU{ z4yKJSuCor(W9ez3BG9s@=b5k2PkceW+X>-Zy;txhBH2G-q~eZme4zz8(=% zh1^key|}>@xRzonN<86jU-7_wgUJlg98Wm$ANalc>XcC%c)DxS=JYPwLt{G`g>P~T z?5hNL?|CpCg-H6Q6TK&XUugAMN(<}KPUGPRKJwb2Zg^%(BcRiydm`CW(6$SDVO(tZ zbZ+1Au%_k6h>3o!vt*-FKU&Wl{4U@vT`rvEsa8D4T&fB!f=-?0i9D!qtZ;`yL@La^ z1+97b+r3MDcpHp0Z|+Wz?NH}k>l-QWw#9rR6Ew@*x%wEm#32GdC()bPP})ee?zBE6 zj{;Mho5Wpiq=z5hKjp6$jjj{~n6Nt^$4NL&G}iJ9Z~G@`Gr!gb(P^{XiEgcF^(G@o zVBepzEq|1mS!7OC@6Bw>KR=iIt0rDVVJd6D;~xTq{hKcUqV+@{LYW`m>=4ax@VLPq zdSM~&w|?hrqAY!d^WVs;q!nhLs*54}*CKA>7fNS^OARu?ik1vwW355|-s}aoL zWvVFUSfVli4S!2(N@VSe`eazXet|jX;j{lJfsLv(#E}0#l4})&E|s0-feEz-qxRN-l4rbtyWGuGeJmB||2%H`8)k|YKkWSpvc>iH+kccR^by_+r;Rk4m!>^NCA!KZngn$15^K_|2HWmn*z+#+tQQ6nmb zY>N_c;qO+8p#iw5`j}+xksv&?C6Rc;dSN=FgM$@sEC|41k6fbPQ!d_PKiy3d;r-1I z1S;vvw~vIA17w@Gd9F>m!Js+bb5rdLVog`c(r+GX-!pFuk>e0+Y@L3LzSLw>b!Tad zMp&AxFJ3q1>?M)1V!$LiLOXfEp~H}s$Z0b`*Mc@V<2;!W95^UW`e*omM?_hEZiU%f z`~H#T?i9+}8#T4bWw!gh$3hU5EHWT-)-=M7xU+XiX(@%K^q*qHH9Xa%UPdR>Q3IY) z6~=w#UE#t#|1@kA@0EdbIyw^fBV- zk3=*9dC)Gn$!AB%-&KgFTWsiXI(7k?nB}7B7s8y+1ck2JG+Kabqiy|xfiCJ47nt+* zFa96I-{~MPF140hSMo}$aN7=hs>+dwTrK`;QF&g#kNiKdqUU6+c@HjiJo=;;>XQU9 z9)6=nIZ=u}a;hsluY^uR)=3{LN7UYxED>w*TprX0M7IAtD!PhHh*XqRy0w@WE*_}8 z?t*yhh$eRqIu~Mh=~Ak2zqn@}o3$t52@q;yf$yqll9H>A7RCxVX(sA`pL1q0|5#R3 zcv5n~F&dPhg*r(!B=B>KY#$83pd_*RK$hzHV4lBnUs&e9bWY|Brq4+aeXOd=2Ssn2 zh5$-DFm<|(Q$;PM-ZcF@|67PWq1=iHzl1hK3miMS>DU=*9E0Af+n(nIbDamh5N0hQ zO^3pDb4qxD;{x6rsd9=!}HDfJNM+ z`>bL0tU32A9{U~PJlr8%DvmR z0i&yHwz;1e_`p$fGF%pjNN4Y0e+cL%Q*c(JzjF1|scEMD}I ze3+!8o%iviwgErKdtuS+{3)-@VH9l z6|s@G10{?yiYXppV;*>gQznH|2DwUYvT0prMD)ZWtdq@??FF!^ZY)+XE4&KirkYjA zKP9ORJJlWNm^uKuqz5VjZ?|5A%L|`J8uwl=2Y@E{a}|e^Hxya64!GJ{}R^aKimLyI;YNv zJAS{q%=8-#G9lK%6r8E&2^gfpuT(u~g-|`%NI-6k@I6}89;TjTcwT2%TAtO<<7n}( z4bt?<+RVI!yn+4hjpRVR8(!iUVks~Olxu(O@g~GQZG0P`5?OcpreI4jFHJu0gl)U^9AEttJw#F;;h75GmX)m`6`Uz-OrikAaxFTZ<6zmZ+n4{glH;<@)9Dc%id<4fH zcB6UKt0b`x}dp)D446?lXS)+)kGdZ?183{fn3p~izk^h;kZo#7_))Yr=}bM$sZZsrb;)qbS?nUicRsLr2Kpg*@I zbl#-nqACd5ojR$v80h9a_ANL^SKZOdnmU|66MTbuwL9nLb?zAVY={kKVDS@L(^#HC ziyT9{GswGCK^u$OHEXn=OCT4{*;o248d2M|Ll0m}mt=Vb#Sx3}xtUG>_&g`a4$}h~ z@8CY2LJE!LfWeudu&6SROxBf%N+r*DA!LeAERu4>Q!^BxTfcb_hFQ2+L!tI2^U=04 z$K2ofCyL8dwX=DX>!vZSa#^Qv?k#l@T}HgZd&U5oudC)gSia|NNHiXwFh-&Nv8es_I zkeHBN8jMb>kS-!kgrf&`E3j|I86mZHFt1IJ;1u3MzRz7|SI*XTI8RZwrl_!Sk*AIQ zire*uh#-jrnDPgpBV_SCSIMXDWv{PoGaur&*xaj1O!v=o3`XpVa`m0Z1bIKU+kO`U z+lLxo^Zv=|Ww93csX#rcWHg zNncMa$@UT`>If7U6gvmVl9;jXH8EO4(<3eBe=s0jm?Ls;O(z|dK8h^B&vmjK6Ro@c z70c+A+mr3zA4#4dVrkAevFvoBy?bp7yk(z4UU3eS7oT?B;yXT!OisoE?zMdiaRlU| z8b0*iuU|9Iu7H!-VNY7kHj{M8{#j98k2}#B{xt%4p(7ah3xL&4TUyU@d^)<^GY_bM zB-VIE_`F-La81w$J|?1b^}v_S;`Yl+>saAzlaeyJ!Vp@sJFnUKhrb0GzY^&R>L5Vs zlN^x0LgIc^?%OSrEKj6+%1R4Rm;3I9edk#U{fJ_ zt&>A}We?cnS-v%=A7?P63~Q^!X2ja$Vt9E)K|u54^Eb+ne==C1e`DdzMB ztY&0Hw^E}F4*hl-gNi?~`s!DM01lcdZmZH0GnM1a^9@1Gl?k&m*-y z#@rC4*F@LX-O47v0wsfc3pY2grX{uRG=5rp9TNH-E4`k(w)rPG$EMG0D7eUoR_?bt z7ex0nDv1nN?kNyn3=5u~cpMlclMj%h&5ePwu}$bAhE+1j{B>XGK&_pdimU-An>UCD zAlUGycc7$Ub?w3L=>B0cRf`yy_kp;*K?kvi4QE9#d%AuX#>%5a;LoC0ufY_*l_t~Q z{me3-vxyAdNA%^`Nb+#}FWQ+aH&>=Os30MVc4LR@q{*bdkpFT@Qf%DMY}>dB;!*Vb zw~bUWj6?*eM~=Z0sj5rNK?x23Adrp!T$$5_&=Pl zXo|0&bT>KgBN`Jy@;vxZCfeyY3d*|;bw;B>#E?J7e88$mfE$~F zCC${*J$7kVGhM^)a6E7U3WE%}%q=`^EGI!EACyLca z%JEo+uW$H?3Ire$QMatjY&~9CU}dyERq7qu)x$2oJ{DhPK~J{_u;A{*jd}V#&X#*r zgZq4=u1MhaVOw{VRamqLK{C;0LvJ$kMqy9un&RbZO8IZWbb~zu?1KYEbxq33SBnq- zKSeM>C%gmN55oHb7xAA9({px?=4u`1k z`+`BXpzf^Cy^ljD%1SG}8mqHS{Bo<;bQB2e+qTcYonuj(xQ-aN*eY)C35tAoPaYg zk26Z?&-{z=+9#P;AQO)UT?UJv#3ykc*C%#$XvYS;YANK&eS&_Ri zow?vVFT_@CH{&1V7}buKk#mG&t`*+mE-eMHpiBS;Wss zjjh?=>|~5vRv>_~NsRzhP1>}g}H3OITAO6G) zwaY(RqMjDZWx=-{*c1_)bN`797ste2A==t13?3AI#gin?8160Xf+d<6M4^3QU~uMh zU4e^kN(Ecx(wlu*FXRfo?v1~r%4X$wlS0z#JRbP1ebetOwYh}@OBZXBmM=wfC82-? z4biwvLYDH)ZvTQ@C+k8ynOOOLNZUvNjBtf>xxibM ztL;9*z^*4&flc}A07^u4^JT~>lpAKlcGzu&a}ce{9L9icC+g2Okp@nRDw@H+Qo@4e zc;W3B3eS92LoAL`HB^uW9viK)DnWE~N8rfAosZDb&tP5G_}C_P`iu z5&4UkBDa-DTm8x>8x<>T&gi}-BS)dR@|K9tj8|I+zWTp>Tt>rQ*$30fy~`#bT^GMFXGuIJ8zm!jj|eMS#`9Koz< z)aE5@@k2-64fAfav3nq;mom52DkX~3nLkqKZkmwLa_V54jnHQfO$HhGBQsA83NVK=_OdV z_3Op-IEq>dEfldAt042Z|!{L!qdXGX{R7%B0X>7agiwsL?v}xGlz!Mmu0c%dN625V~FM25J#NQB&LhTGw(n~(Qr z26JRD(=ybO7=mddZ^rSQ?Pm6lN`lTAJo1N#x+DDQ_|Ng1)JuG^5%fHZe!Xw`C|9nh zRCMou+bqyW?wU=VZ~U@LqQQd0q$k~P3S=k@mWIN!fc+W(24%&D>JLj&xkEuqs8U-4 zUsD4QZK_kfFM!yCWG2A+6OXmqC$x=pW8?CD>wF_qsfbG5NQT@LeSag(^=_2a(D-m- z{FU>GXGC!={+HI{t{@u(uoQ@9zcb$8bfcNI?AUW+$u^~MW0WSiGo7Lo8L6$zQQ4LC z3WS&b;Y6DsyYrnZaqCqeQK~KYCXiUMZ&0S+s+9M1{ra}PhdI)Ap#Y^Qn?G|W`@)nj zb?i+!zM_V32}K_8J7m&@YQ%AR-H8sK##*?zB z>978-mdm8B@@}fW{@Y@HX>%>8V(&J zfv9CdaK1S))U^x|>g65oDFP3c?i*f;$^M|&pLAbgs5BJf;a;7k%?wyAzUN;`2bc~N z!Dl#q5yttBv`t79pzB0BMRog1iIQ~4!)TxIaw0oOo63C=s*|3szz|{vZNVeU=q1YR zxGwhbM|^AJr>G^4f?WbfzG+_d%yY?sVKWztT2v|}Zw4L16@8^R)q+0SLgZvV)zf+W zc9JH+0Tc$T2^pyCeLv7UD2M4yfnbW4ngOMPQ{vFwrTTn;7<1()bVaef@vg?2!ei2f<`eRK*20)L} z@#lFHaSGeF(X~VY5M#v&ZBDNC+*kzVxN)6r1Ev?8m4QOB{zoD<@#ae4G^_nKk89Wa z3}cGm9g?8d&FiALgicLng@vLd1Sb$Qz~M&>2z7MZkOR`o84-<9#(fZaqleA{4|v$s2Xi=mf()tmoD zLM6Dhp1~}yU@7{HE%nU_I`uc~H9tOxdRVZ~qzNy$gFP7E!S>Hn(4Mjdz~ezl<0VH; zqVCILroz>K2&#otH6Ot8UQX=Ix=ChGIa0%>uJsM%^D|}d5h5M0zCEqj0PPHBT)CmP zX42BmD3mo_^a;kFc(zSu7fWnC{IKfse-nni*se>jkVp(U%j)Sgc1Lg@Q(zE*)(}ti z!M;1PTL~Y>J`wvOe{Co*2~QMrL%mWtibiY9q{nhI3$c z>-*@+FjiY@GjU|}T|m85B`R_}+bYkl`s1j!Uy2NDHwNe}KL6URrh!-XIR1*nk9MjI z;d0{gHJ!eCKnh1bMFBW#N(U4KT_tF+swe{0RzBa~`YWdwMMsu50V_VT z`*DNC;g|51%NbL!`Wg-VRbZu8*VPn~Z`P)kFyf~DmwsxSJl=Tfe2~+NW$7<)HuKt` z77{HLUzgeS`ELlZ&jkjuF4_-Fr>}Z^$&QtEL{k~T?HJKMHVbf$=$c@b-GI$HWxoX8I^@5PQEg) zQULBj?VB@<9q^^;VD53O$s_U|gMD^sTO?^d&kr%MRs644+FZad?KW03c>XK0S)6Rp zFW|hjOgOvgquJo#?*p5{1eNTDyCir7`0}eAbx~4|v0RF&U$wQ6Y?H$wyp=Jy3r=UD z1vP5KV%SELGGmEW<><#Zk{&5d5+>)}`v%eU__#*OTEW*Qx3}I7x=|nb@yJk7_}T4* z&t9xw5O`RzZ#F8}%q;z=;39rnuWwN7JF0Em2zf>78_QG^g?h)Km5II8b6#s7vQaMA}|FnVdj1 z4}yFX>g&6`A&)s)ma;PC+Z_tY^*O1W4Dx%PaCVBj(&k#4nDdxqps#s&vx}>p-&QTf z65KZqrN;RgQwfgD4ft;OU5R~{kO!^FpHy5=q)c`!rDu->u*E&`*{DeT3wUYz}r`sQDDMHf6D_Luk9d_8q^S z&^FoSdL)bl9`HLCeTS*8$*Yb=*p7^yo0b0jBfdxSedl}m($IZDVw|p92+4!|hgW0C zkjS#a1+c6o;R0o^2cVRD%tm3>2+#`Q;@TOjA(=<< zM0t>T&%n?uiPW6)7(bi{)UR<^QyUwMSF%m3iRM3%q?7oiPbhHn_7cOrqWwpgpH)Uo z&k#Ja=CfD*5~@>1(!p3L!mjCY&aSI?WC;?Vs>B+P{5MN|`2uHLe3~=Y^6YKp5tnSs zHV8qdrO7#i_BB0BvbNd7IAs<`s^K=U_Arem##c_?^DddG%p=!=vVE$*W)dBkP>1(@ zh$1!5ppc~phzrv zv3(XyRiBb;mb-6wXILhZM3~ath$!$@%a1qe8_>0NnG}M&BU1K&!{1!J^^6=t)=pY| zcEw!tp;o};$tUU^e=5>xpZxSst+U1yDPyE0TvFE>?N?z>P~&VxWS*k#F#_2i*{(dE zx>i^IcV0oisz5i0&}f$Ory?SVf6ipvFb;s$)#|S>(y0-) zA{E8<#~CvK-`P~oA)cB;PR(II8W4CM#Lc$#q;Rj;dMZez9!f$evbl3zVc(*_{;PcN zdj`RCsGa-}+K$RMyW!Va_1evnU=!;xwkcSFsiUnUp-*SiHqHJR1g5n&TXD5$aZpCP zUI(7_ycmbFeX_n0An)~vG(CpRNxC2nK%DF-gzfZoZ%i_zR>YG*%jCAP6ZW=bK>E*CGfV8F$$Y$aD?_*K?ToR?@GjGe`b5LFwjGZ#+y>>Vbq+j$ z*}H~xgZSVnAe6c9a8Bak4GgbjSktIEdfiP9vWHF|t;BSVPnOeebF=PNz4m@zTg2~4 zP;7ku9aLtk1#4*P@IH5tgY}l{(dI;L4{VRzzRLcL)Y!e=x1g)oYpz)L_=AJpsZn`Pm^{0tvU;`E@!W`N`rhn3?=(> zd2D1Oe|j+8&idp075~?sI%hOUoJKQh7bZ7q7A6la%06D@BqRiC4#H5UE0CB?dvXiq zIE4rSbPPt`+R(228M%PkrqeK?RuT$cQ`ct$Uevh5bM&VOP5+6b5B~KfxW0SSA4YJS zB0Mp~`|`)|mwM^*Vgqza@BzTg;J&-kU~U*51iw?AlQwUIpRDNCy||HR z8e-U?Lbj-H70Fp+vqhi!aT*n%3_Wz@%io_n3F&x+wL8k|qBnyz_r8~*w~(jA+0&tt z5%@K~Y^!ac=&z9QTxiQqUc+GXd_?caTr1vDO3NuMITY5P zj8~us0Xv5p?F8y&CR&%X<7S3Yi9%REYePH>w&1TPl@w%spYyEH9tP277ggtbyCJ=c zkmIK~6EF5yf|lYShc8EZm0}qrU%!D&A^nl64PC)HKH9bM42V z^QEJ4V$Ab{a+y;8UfG zFpil`JMAm($znY2z-puA?kJ)2^X{!P)#TZZ@WzctWe;nf=%4b5pXpLX z=m$rzYV3$WVfjdjXuA3-1gHyMG3ESAw8C+|vWT4NsvAyd!0cer5v@MyS1BmjiKO~W zc^Xbj6&K?>XHCJ5)ZbZT5uAr{OIITX#i5BQ9Zz~c%?*-2zsj@{k}R4sU?|^ccRAgq z3))ido&86R58pZ4Cl7?ws%c)`A`m^p5w8sU=uMJS2Qa+^Kp>m1j z5&;GnIkNaHRb}8hwkyol0s2&=G&9byNy3ZqB-fqedcS5T5nxHRhu)Yk?1vwVohb7Q zS%%t{&~ekBrP-Nbwh$jQFnZ+7dH_5ljcGGlW}=CUwogrJ-6GGdP9g7M$_ul~x^~t> zXNYPDu1Deg-n*Dy-SJcMBwYwD7Rf(5-8d9IIx-N*U&O?NKa2UAgs+X93)R#kn_~K# z?FtDN_Q>@3>=0o{Qu_2@vhciXYU4PKk|rIk_Y`>x5X944X{k?kAse#n3Q@@`{l&!n z;7>>&t0I2mfK9l1b&y~2YveCm2q>zt-QTh4=|nz_{dMo*4T@W_2V;t;!nzkQbW1K< zu7yns)NAG(Cts|p*r_gJKTW;a?|j;mt^R>;fl#h>pRS|yrAC1HYXXyxA)REs83cqS?TyaciN@u7t?Ki9z8pr!>W`2@3oH z*P%?BHXg~syKKcf9zoUj$+|{xPmuW=152=_^M&#!saW4=SY2Fr5i_3BX{Lfn>#D<#0r=x&#OCNsSKqknnu=*onU8$x9Ii0_~PHM9q{`XX!1s%|MswNGua zmMn=AM7bZfS;Echx}u2-cBGI~3tP*Ma#x{I{m3fpKA=U7)ywtAi8L?Q%FQt+$Z@^0 z>Asl}i#O>qJEpHF40Y78E!ZlUT#iu6-1!%n5L4JMIWTH+LHu(2>t9ZM_laB+M@D&X1%;a2zgUv-+@k;N_qSshV0~mOl3eWWV3%AG za*6P5pn*N>f|%U%%K~fYbkw* zrmk?n0esj4yI&6kn}1f=?t!#*hX>>1VP=}&R?A*IV4j(?RGW``iwbV*JZ(EeNSsQD z{%Cnu2L6K7TFxzIXGyxq<)Qh-P+t$)_Y91OLP zF^QHjfmAwc&of*{VTepQ%$1go2uWlXVNy$s6b>k{pXqhErLn4yQt$li59Rvv#W4mi zis(I9iE52#6%P4;bW{-5T+Q`odOO0Iwj2;;#=yMI$yMqz! z3>vKHB^qqEbUGmUpJq^*eIOmT{WpV4EwE?aI2jS;S?p;*1Q z5o#^aJNrsN9Wp@DT1 zN*V;{OjjYkG7}ehhbG-%%bX(UYb#n?&0~DGz~O!nWRj=*6AkLQRffm#GSKL2v$iD9 z;j`w2FAn?HmPmuT)=$2{%ilT~$wi4^VPF1!^v+NcYJ0OWqZ!6BYm{;y-0GZ^tFS`3 zr4+dSl&G8t5Y8WQXT1s%4Ds9zC78glq}azUKpx_-*etd#s%rJ@pMt+qj0KdFLzjtqZm3h5LP1@gAQ zZm3Xy-cXe>(q1n2x&%zH-~5%70ZMh~6+Y55AaF;ll+@#FxBKJ`uPLqBV1Y6Ec;(o_ z;6^-o*G3yfz&*TaPbyJ0RX)j#IGBjnQ0tLF#WRV*SSVs8XlDSqNLtn zYPe^UUlHYl=Q(8&oH-80?*jKi`R{)JBx_#UR$#Ro#Tl+2+R%%<1!S%6C_D!Rv$zK0 zEK5>k0^-JhW|QXf7$VIOtwxu8yI|2$if&S1k3rrf;t%?g8JVQHh}1$1S`u#M52dqx z%eikmZ2BU`w6g85IMYSkqw}s1wDX5@9{>jQXb((lul4nD_+kud_(Sk>+QaN%;*_I_ zd2jYzMJN>>U!yrIpxo{FgxQ@?4;}~bWJpkd3{bhKD=`nS=JoDO8}j!cP%XCO#aga2sQ{y$vVW2T0o3K=Psc65Jqsimy{U07@}1uG*#Xne!XhoUUh_e`DvMIA&l*sSBsOQ z|JX%(nUJxZGj)2Zt8jSs*4hf~f&sG%j(q{Uy~UgGd;CS6x z5ShJV#{72zobcB1o5Q~89^0U<6GwGjeKs)`UGd%J=J2I@+<+mKMR%!dl@9wHljw`i zJV9XuL38Q*g~bW=ffyLc*9%bJ)QO0=^>+7%5l?0f@#n~`{Ce2cedTC6E*3)Dbx2fZ2yhihYH&NMj=6rFE6pR^m#hegQzG2nXJ>1=3Od4`-XOQQ~u02PH@v}*P zB&m+NL}=2-Sa8Dkd2}XlD>4>3t<}FUI?3k7^@e`SWL0Tw z;VjVYwsHIzwc7}aJsLgxjn086E9Bg`JaXqSh~p9N&Y?z(AdHQo(DbCO+6ZMiM^ECZ z7**TXhfqPdbh?3Xg-LUI{6>h~S#59unusoZt=WpqYzGZz+aAHqfI-mYX6qp;`7@yod9kb30=<2gG4I7#hA2`yIkdH-TZ{77zrvtCUz}E$ z0)`Iw(Xx4GnPBE?+ zc?y|Ia|@9vw;`nhMi#-@ITEe+QcR!bvQ3}tophnYi5h36QUCtHaWnv(^b46vTXV&0 zJ{R#*kL^7trzr|a`^xmP4L`B|5mDBI%pB8BGN0)yR*~*GEc)W)8n>SKrt8=p*iAd(xwT4wjo{B6$0jgmk@{iqZ2)pq)Lu$B8@kbSHfJOB))7~g zkpaEA^eB^AOK2%R^9fp^nQ}I@`X%C^ZS}N~0DH808=JOPQS%(WqaM8t5K+c-xNdL& zzk?8^c68?+(4i_K<GdbCwJfq$yQQK8Ao3_Yh1s40urGbZGvNKdRd~}jfb{}E4bNJ0wIjL3_ z;r397@2&Hj==Pp2N)OE`t2>uIoboUtU1L z;X!-()wz5eULp^W7mG22s*En9{lAGeVo_W+iJW_*fFr~H_FvkWykk#7#}P_VGt6TT zw^)v6l=BrohmZ5d7|txDY@iMdHa92Q3duOUCq~L9akj#ol+g8<9}{egeko)`#HuAt zL;=>}c{busEq48fu5z|4mml7h>v)K=%EX5dMN^(ZPxY?yJtkg}ZrLYk0aCvP*1d7+ z&w?Vj$E(2b1zzj)blbV@Ha{3g7!9_qqR9O@vtn1GswmQs9T?d7)edfTQ3|PGQefh~ zl6lT@-)a(bJNWH4GRdrkLrngNxF?38v642p!yud8{@%v1a@pPF?c^CXxzRQ;RO(lz zkZ4G?yX&T(#Gp&3d#d-nw7=7B)&oC3?uY565q`KO7;QWE53x8R{6H3v$GHOc-nKzbTgra|<(_Vjub^gdWT&!&~Vrl3mkygFd29m?=HyvUAO1kiYvVLwSFi$p`~hvz71awFL77S@ly=3{QO z5;k3)-MygajO*Bbt2Aie(|y+ZNsn*=)a}haBG^FD=ikJ$y90uEz7H(>^^>2@-STl_ zgY@KHY}KsEc;%%()!7}EQfAn+2pns~`vM#bcAbWPGXX>dn|~=Z)QDD6YiBS*hzWn1 zioT5@eDul69wuge|9FG#NRIppW4Blx-qq~XY5A`kx7xg1-ab?+r||WF-H(&--7SdWV{hh<*0X^ zGZU3`lTB(qe&w^>maU%v+anrZIW}XiLNuCyOKI*SgiIk>tzzw+sJ}5DXV~WCYT`E< zWe@sH)DFo9u7l&j?43v=PCPT#N-GjCEk$HL7KRA%H0p!7(PTJQ%H(*wyJE7|sk#nZ zIMbXCp>}?DSoq;Rq$3{mSwdmED#U)c<-%@3TFR1RG(Yccr{-#i0aA~48w=&Y29^)n z+-K-&Zx6-QRuq(_t%8N(_V?RXr?ni?@`riHk#L*|!f>{MlCID0^;sMRJT> z;byU{|8(r-T}8%TL*1j267NYNkdj#UEwGx|^k_CxbGr_H!>@?`M;BO|kalC764=FS z&Ym~K(FD}8U!?dr^nAYy=zUpuKs~r9w<1tc!Nw_zr`_Z|2gr3`1os%ke@j?WP-k}B zhHYps_sj6bTVbxjY8>)NYmT%^;)=nh_Z|1e>)UB^%N2+*6@*~?^MqP&C7oQ7l3vQ` z``@@r>fS7O70yo}TUHhjg5b3sjO&TvGv@aI3Zc&@MJG0IM+7cX-E4g}zs+|UAb61S2?qB#29l zhMi~hfsS6GwK_&Mpo`r8K8B!_hwayFE$gf{DqA?$G%L2r*X&@1Juv8E2;^8!Il18* z!7^XD20_OKzGamKMR2Ogd9eDJKv7CMfC!_^;O8UccsyFbm;u4co4%YSm?hKhlN08b z1y|Ggx!n*LEbH&j(I6J7J?ojJRr=KnWjKKAY#B+yd?+pqr-kNfKy1(jWlmrylO|#S z)3j;EqVdDq*FwHNQm2Lnx9Gq6OAI~2S9ecryQAH{WmCxYb}fU0YvT8@)}h~8zmoN@ z0#%s}-go9jzbjxtq#;-hexJb?5_oifJ{l1#2Kwe@x*=V08!xRTNm5^;>ag~KsKOw; z?(0!X%Z+3UmgYP^F-IWg8s4Ka8*=)p`wA6ro)E&|>fx85t_k(P67%&CUn07{6LF4wjA#I+g#F9QMN_Ci701Y)p^ZgZ+vyPT>2~2Hb%g zzHxAfY#0M~dtkGlS7v^Go`$Gt3qw1+V9hXJ@fh=7DpEjgj+5GqeN-L~y&OPXKHE~# z8MW>{QrAT{c*LQ7HiD5I`jkluInYgVGyNmB15dPvfJ>Xq@-e?GRZY-zr zUW{W{Z(jh*XoMBIJ(F@htwy$3UiTV5_r$Vx+mHJPE%2j@#mJ6woX+QR zY<08;ch;Dc>9BX4Sf9x1QB5>`HDUiz^m8okhqp@!BRqWB;fd@aB9T=@k{j6iwU}+w zd)_2H!-FziqQm~-Ffz!T85LCMt_)VQ4=z{s70)J%xNn;Y_H(_&HUoJg7~Xjan>BMzBht006X;=AoLyd0mE)_+0b{-YSQbw^z zUqrm{SIHmUw%qXjRe{(kt)zT+)ggayeegthgy+1TO(qtrW~Eq+VNvV2kLyKyOK%@$ z%tyOM5r4H`T8}RWCxaOh zoOEF}el;OOwJ^A!@vIqvI#J*bb$9Zr^dkoW?+H>>VB;}pT597{RWaiFn=&o2(;M-U4Mew=@$V1hqAMbY9sLa zG+LlYp|rTWyK5=#R;0MQySo;5DGtTm-5rX%LvRZYfdHGnd-ltoJ@32!k2#q$napHn zGWR~e=YEp$Z-|RKB(4;bqCUSouKa9TvpxO&DfWyTOtbx?K5t-1>2(sBQm^i3bo zg|(IS$S5c#xKKhP=mFBe8`A(w*|#`-p6~JQTiNo=PWDR%-7ZSlhR0HyhCcK2O6Qy% zI1@X02&p|wAO>UREbSG}>zAC)Q;f5}E2PG`u^tMSt)uf*UBvUO4Yl`7#jtKSQ<|DOMC;eHWy9ziA6+%0nKJt{X9n?*fSQr$ZS1qC2u zwu&P>q0J|MOX#olDHFPJO{?x^q8mWs(3B57*|3L{Gh|m=(DMTMvHJ3QJl;D+)$VL( zdt%}xF3#LuvSrWF7#V1I81gJO>(H&^@E&|EJ?n`qyOfuXm+m;mGR!=7`1tsE+!x)X=}vD| z%c6bVAx|%CzYe1D%BnqgyO_srD3FOKhTTtBowo;O=k9yuWFa84T`iz8uH~;Bk_Ao{ z?XE;L%_|0@Sj*mzFnQ^-VF-AtvQmNLj8cTZcH5OexLcFRn^~2bZHH`zb>KdSrX1M= zbr#!V|H21`9}iEeD^W{GtY##QSK4~GB+SszgQyO%gF+LrbGeHr^X!DIh^=l{_@xk86NCAA-G&nCZ0$_4M6 zh%3KANdn7GPbVS=isSqe&Lwxfozq*34{OFk@@d-ST8)x9P~L%XKebH zscq@n7m0=ohv%^C7dNw!{g7?ZtJiJMR_=7mT^=E{5eZ=%w4~|(@K+TX zfCIPB9Wb=BLfV?;u@@b_Q;Q$FHKFJKdViD@2o-*v;ecNAJ=5;c%0O26Kl;p7(cbgXiJTv_W%6WDM?m|(Q~KSv*s&W8s=WSf2{ql% zr&=@FF(bBSh1ah;-dEa8-&lglaw-3_(}f8m9?c*P$}M^S$qoozd#}~dpEcnTPg;Ic#^iuOmfSXkAtude%uSP&Psp*!+=Y>#c#I5i~_>qcu| zge@b|>v~)LxN?R9U`x$_&sKSwB!lgoLjg#k75a&%ii1j3R>7*f2eKaBdHmuvY$@NV zDuf44#K3XXVTO#|8zxBoPMl4lo0TD1ZZ4Yk<61z#LPW8`OY;x=8Gs^&w=3nyg{}2< z$FM9WdQ3*^u=1GHk^<(Z2nmkO&*I>|R6y^Lf;0DGCJj z>f1Yinajy&$t+n%3&}Um7*o<8)l92Xc`=0h3D|&nL*`_0Da~OE{d(u75!X>SgoDmG z^GE60_G8;rGq)re4R9)AM-C7A4}y^jnTLOKg|8kQr0Rm0;;nc*gKgb z!k{aWnG*Cz&Gkt=iS}{e*_O8N(pr;1_60rSW_7E}27GG@Om0IjNm%ZdLQSwx1%AfE z%FcKjzAd|Z{LVnsFfm?0*SB*c15R{Pq+B==;;@-21C4NSe@Emcf^Gseoary0ARAAK z*<-%_Tjh`W*ii1t#;Tqr`@Hfo3`Ylo88XCK-tuXkOhdww`FOt?g++8X)6$re=fNfA{P_R$=$h7TKLipW~0GhyQ-fc&O_E$r1BK#lMCB!_S zkw2KRP}}q(;ouTVgE@Epon)Q* zTZ##GIB!#MBAr>mZ@xQE#1@DaE4cCSa+Z%Y#U_|8UPw0dMEb0c86-6T>FWEmSpE-2 z%! zA6AqVQ|vW`UHai?n!oV9e_=r5I`;5Ayr=$R>0|Q`XyWk)c)jmkBfx?8u>)Q{gON@K za5{}2IWE|A5oF(EzGJ{NQ^Qt7zn&z&k|*=s>VWD!_(-?U7nC*6(LTW(H3fDW z>h^Y(0nQZ3Ux%Efq~Z|F?oqzPPvn0d7P*6i745wxbnwzuT^-lryraOy+@SwvyJme- z={#fJ^Tl>{bu`$|0@>5wl>6qudt<;t)f*7H7&Y;|8w{1n4dO3q&c8--Qgvv7BBVeT zLHxqhc4UxSpi_o^@cGU$_B-e#_OUHYph{BjW{Rf9zmr)d#s^G1SRH+C;p6l2wBsg1 z$5BU%zg^ZkB9!)>%fBZVrL6PQht;AF@F%v#2`QvYPft_IB6qHztA)3g{*;z3PhX3- z8cI2Toth;KtZT*Z*mFS6)%+fGt!F}JvWW&Z7m(k_t(3w!tS^b~58C5orqBNU!> zG=s=kL&*9^yr;%vHu^P!_*JePMWnrNrX=1t%I(}5=N{=)3g;IX(Leo+Oz3Lwg6P@F zt3y5JZDJyGcng6joaC=K;-&`Bm^4r!I0>cia$D-g;38tI6;q{?BZ4>HXH-l-XSOd7 zh*7xcf~zBxza2E-f93sWo~vO(l>Oo2d>}n=U1EimhFj2e9dXUL|0T#GP86SREPZH0 zLRJHUgYOCW_oe*m?@b~=77|z9Ty0@_QVXf7Tz$Rx=rrMDko$bvWwK;&cj4jfkRZ+JdE1F9{Vt2)K()3Ne8+)etTHaNV>zSfS7|rc$S9HM@~9UDq*I0oq!)1} z{b=rgJc}zZuyap&Ic=@UE0f9@?3T!>+wD!>|gK6AKjks1423b0X!GC zx=`aT+GwA$t$!v4D#1Y}D1(JF!yj@IqT&@{d$Z!2JOx(+9^T+5Q>s|jEc1ibk=Q%q z_9-z&qyPQm4?_DOxR@t40tjB#^Nvv*)$HC8(?i*tm4LY_g^lyQUZ15X=^N>LwJP%D zkZzwwAEw52-t&U6wRVEOp&~9~JIOQDS+hXV+py?}ZB%*OpK+eR_k2~&UmkLBdu$e% zIemu6hHFLzG)H;RJItNOrZf2NM8C`teNvUGun+MRqm{X??L=hXus$|OOV-dzmNeSx z5u@U|e~hJJMmQW9VPrYyxb%W^CyF=qCU=oxl0R0<_B7V`W8O!2JQ?@*hn>OHNIFrs zZSQz}381;yqm(ZDi5`W`tRR{&Ifw$!#=vCbeuhRJ6?M04M1Z}A&(;g~1PO*%kL~&$ z49$fAayQfoNRS*B#0t!%PcUvdxPb|8MP(vhLdEy5hQL)QT)qSiR$;^yVX{ZnZz%`J zeQ|22g#MX(g{Gx(BSRqkyWwoie(4YhUnJmA0?t3NxaT3Sa*U(wosPTu#RDhYG3d$T z6QI!atNTh^U*PkB(J1@n2m9gXun4#NykBkaTtQES5AQ11w4Zhon7=u?;nqiYWJF<@ zZFpu~+id*3JA69a#epptl5_hBzzo_@?1O=I<4FdY7O`K-cXA5!BScI@uwQzSe4^eN zvV-7Y&BKWGPBnO3yEgl)1j+d#j$Xknj?3hlI5G?$E!SLlf`$~CzDq260=#Dx#y5Kb zUdb1C={W7UkF7U#2;>{BBf(?rbjs9dmFX{a3H$$gwFvF*d+v=2zvt6)W8mB_CA66*X>K*PG9maysVV9|ygRmitm zB~SXlSvykv5Z-JF54#sa`NK_KPJ);HQC6s~Vw1~YXrp8g%qVbtQD1Q7M?@uLoR%Nw z$lVXxBrx*|Q`f$7{&+sH(N*SeQec^rdfuOP)pdSb17s}I+S<)BHd@7VYfOJmN&e3RL(sXHiJohlZOrq-B4nu z`kR9b!lF0!*B5jeS1Ad&)8TvhQHf4Bf={vK&S8S{=)y;GiO~4ow}z4Q_C;;6jEXH= z8_tUYJ{r~`|yVq{NrR;#$3B8QfRopF}T{y zo{D;?hwnAH&Xg({B>WO&V|YZV0d^teqB*LOT+r=Rap4CmqO)^9|KRX%MhOURDE+M+ zXq6mT)noXQuH8}ioTIn-$O{YbzAKTIUgOa0g`&QJy&~UMX203e{ZIwkI?FfEAJVu& z*zx@OwEJG{W64Ck8{HNCXB1E&DepHuSy&}_%SSv40AMh<#OQ`q4GR)Yjk3$3DlVLL zVjS%AF z#_R04^ZY^%8TO{b83ymEW#V&DYU!h#*eQp2j2eB?;**R>A=>*1;Yz_p=UxGgx;J6U zx%TC;*<`S+e+TM~a_`M7HcpJJq#JbjyC!3x{wnJh&7j+OI9E|4e_mtG=7t87=TN#t zu2FsO;>x<<6^$@^4w`;^ZTOckCYstGOgj;Tcz){w%+}&otT_1xyYIY2Yz~W^pR{L8 zcz1$j?Sv?Hru9Q1<6_;$QROmN^9pSE7KUCLKtt{nZbGGJ-xuDW_F@jdVEJX#1}*y> zCww&})|8@@h9gySJqaPzl)BNVJxi_A;W$`CJ68vbON)aVf)+-3xroygIx)rl_&)gT zJ%48fJ7|}&JoC9tOgFCP@Qjqv0<&(VQrR%|$%))!>Mbeh#|_y@&t$0u;0z=`4smDr zwV|8!e=F)*i4?R3{i?U@`vU227Z(aBe)r6=l=hR;=XlBuCr^<5P?d=g-q2cMb-V)o zV+;T+7+`DWEgQs3H;WF3RWDq&dDruvNaajoSm z{e;=>k0j@^0)a3A=1Dvu^=p=6oOMKtr|NZbo0HMTj92>c5>neJAvv;zGv;gvfiUNr zx^^%)Xy-q2K6oLliSC}EgMNgilp%x(^IWY@>CfBFD=dBx!SBxYrvdMi`DidCjBXdn z8&OGRt?J^lY_A9Hi!y%$Zmf*P!Q;R|ey=i91<)AG8;tC1O_*&3ZTgv7l(5B#tFmyp ze2Z!=Xm38$a(eOgR*4@s_=Iu%dbKHRG&p_a{KlL^&9%?@$8b8lgx-_}1Hf z(;s82rl+|eh!o!y{72Agph@=?L?r3C ztccf3_)gukS6_!rbc+P2<$t4Uv<(LAjwN}1KGiH9CMw;U^RRB`Qr(`-I;wy}r(Q{b zHD7#fn(pK$T{Q}WB4`$SN( zybznEvny@JV_MF9&ikNOj(%w}?ScD{XFI}Vutu%>lQVs2o~2ocAQokn)$BPuo`@#?fMDd#XxtNt6(P8IlF^#?ri{(6GPYgA%1b9``$FZT?_) z8W+v5;8zh~Nlp_Z5rlErxcPcx|GVsm8lx|y&}GBfOP%eaBHXjx(>IBbMAFm8v?G34 z%OG&n2#X_myNg4#{T?s?onvSy*X&6NH6q1co*kx(3-qG=&ar*}2QUICN@LSbie;so ziMK;2qBd&5+7{oU(^w4Ueo+3%ckML4oC+iH)8Jg_*x%boi^uUTHug%{mHcl(!rbPc(fXYTEhhwfZK@tpPa zi@BZOgP3M4Ys^|y%0Z>Dx<%}{!$Z_$tmbMT#)~t;kJK2&5k9?~?35N_P0;})*c`o9 z+H8~xM;}rZJ(Ap>s9%-Ej^fx&xVNl41u?*5m#{$kuTET!1jrAFde9mG)S1Q#9`lsu zGR;YeZke8<0vn_D1+m^HrQ|#tKwOo(c>$pN2_lMs+0$ku=jC_y`Fv8wv;qhj>4B7`r5$Eti z<7*${oLr2`6>)mxMS`(iT1m18Xj!Yk7evtA71Kw|JHGismu)8lku44kK-`Sj19{S@ z2R*JAq`L$r&T;XN?L~d10Djhpb31C=EG+)Ia&GRd(3|DGg{Zwh>{I=jFGm*-@;vs{ zG>2cV{MXwuSq%M$6?V=NE%h{s81AqSd*D0cq_A@7CU;_9RL<83O^fOEp4aW3*rv|X z5qRbZa!z=slIr{yqSL{$=TO41#z)vtUL>ko&H_gR{>FOwUrIh#a*Q+`I$sYo5W!9L zu%0&-Mh$Rmf3Di~7)Th+*7|YX1JiabudeRGVgg7Gw+^7z-`O@}(s0d*ySuU^NCqw{ zpfLG)JQyW!&VKM~_F#DsFAdD91q_d^+x$rytj0J7U7ZK|4ST#SE~2rM=guPF1wUBV zWj9`AaCyP$dN(VrQNaWzeaE`{2w_eOTz3`E%-Thi;&WB7BJ^#2SPye=ZqWATAsKV9}`+fqkRNNy8J z#{ZMIBYo9y1U~q9Rga$itqWD*O8<%ku$S~F0_zZb;KQp9oom0io~E(xgF?VtWm>yIgVOVRa87^saM z@C-5ge@!$Q0Zq6@?S=4WtvGgjVKnBucvHoskal|b|6RXzv$UF&=&YdHc>-3btl|g~ z5lVLR)=-ye@*|IMFQ(|h$MMKAs7k}Jkt^x6P8%(FD`xfR@ab_qb92l->CM0FuBN&z zm@M(N(0CDNy_00(XisgMt?b|*@;Kc;s#nfY4@WxHuv%JD%Jbpn2)8pOzo96cubx<# zW*NXaoVV{yAK_Dm@c6g6(S%cDx$_(3W6FCo{|;6B%H#ZYTE7d9*(x+0|Ai(268)7F z^@*-km{oo@_>th-S7HU~+HLOLP5>Aa_vp&Ln!RRw=4}}wbcvHMw#s99Cw9y3$%^a4 ze@uW}kGBmDC+|uNjImUvskgeSr?z z@IIMLP{{7l`7}Vq&qwN3@rdMCTnk3?5n7v#UhK~3PnA}W;aN8q3wf<> znqm2DgyT+v*Q$S7mh~psDC}X9I`$)GY>AUy&upoYr~Ob}2f-qstA8#3hnk9j9>$}Z z9Md|lphjdbK^H}2|I~1+BM$2msHv0lG1P;d^H=51@?2C%6JJ8+wN|*1#O9!FVD@k3 zu6u?jPQ+A|wEfP{rq2X;mr)T5gimi1JUt|zu7Y+5ktMMciDsSkU-3C&=Q^Za#A)5p zW|9bRBUb-vWaBHGyNcRvVviVZ?+%&Jj+CqBt@DgLkB6k9U(I)}(#${SZK?#Bh$Y|M zfsUh1lx;astW}S5Hy7@?tlXCthVwYucY4LWGdWG2b zH428X@50loMl_1`(Py&9rfPoxey2$OV~wKZy>TgGO|4q)Tpkf{ALO6KIJgcs7HySl zPqep*#wW4P3Me15pl++3f8__F-WaOvCVHbORJgN5a58jzN(C#vOJq}8p4f^>+?TW* z{sIhzo!X{0KII8q>hP%-LDxC)d>8&W|H1guLY&xuP7&B>Gi0(Jza~~*@@M~9Ofp4f zrvu@~sy4$)kxGTo&^mnR#-?rGq}hXU_#S2H+Y!GS%hc~gT=22iREfn{bi-`HF@I0? z6{m+$1$6Gbb#V=$pVultfk3!xS%Ht)qD>WvKjWHF`N*}uOs{u0WDA?<_Dq1%A8!qD z1mCZ~BhknI8?Ae}Z1X$_400DOu3&@f=s2K%(rbu`0+vhqO}pf7-)$67vWKstGfL}{ zed{=U$6|QqH61uZdV@(n&pk_)^p>TDH02m21#1yt(}<94TDtC+wD~dn8D8O-yOCFX zc>S(3G8)s&CzY;&waszJN!k{UBi-CKI)+U6E~Y1~h8~+~`L!+lHiux>E+nmhn zD5ZZE4{%pi>iwsEum39O2<6%fY-Q*QX7GIY;Q?y=td6T}fem*iGjcx?06cmwYQ>Mb zGm`fk>XE$+ldmqSYBvF+FU-3&74mA-rg(XTK=CQ;Y*5cMJsyi8>7t$9$PN;v;@G`# z`}@<5FOay$^LFa--O367$UblX>qw(db+&_e~F2P1SkKa%8gGhw~iin361=^5DR)`Xn?4EEY|3C_<+O$0;TUrSFW zYt+Er$|k5@juc2!9D{;&Qx_CVC?Zou_AsFK$2m5yY2#aR;yQ&!PMg)1APNh73;q++ zS*rp#z7|W*=WpLK%xVvi$yh9%sw|>W-rD@)4ou^~Q~RlA?QDDP!svia_IO3R!_G41 zwGoHx@MMENTH(>ZprQG~Gxo+KQTAA;sUcsPwLd!&3q?lU>8-Oc$nL;z;@z{1IXVbe zybX^7?268Xid=J8LOd0@5qveq5|)+_UjhR&7uwxu50dAmte79*2h*}E2fjxOGA?qk zZXK>=XS`PsCWjZ}Z%4h3-l0DjvD98V<0)h7STK=jI~NLzBVPb$&RSr*y22rX+!N3h zq@#2$Df~RE>h|`0f5z?j{`yD_t|=Y8CM%LFUyU7U@dvT$hOa23S0EK6X~TOixGPte zm!65IOoSXGcsqW5m_W{A49OLzB2H1j3CX~IM1vB|2}GbYa$tSR1VVij_P#sYf63t0 z6p9k`T@S*aXi|&hxz?=lZ4wg;atf6% zojp&)MyRFF=WmbaS-;M%Cy9$nr=$jc4opSNqi8wq$a82xw9csi`ke(asJo==AH`Bd zqWjCH1o2LXqXU5|eHx3^(hPx&!EE%em)S@J4&%ESmCx6sh~D_y-g1qt@I&L=BJAdO ziI;O}<4uH9J|#Z5ZNnkUUpF_Op$RxW$+mcX6IN+&*UNlz;vAl`Bw1MPg2Mruxm+ei zlrf8i$cWvtQ%J8rXyGN&*RkW2wZxqm=N7_`6dVnlvS_|~_LQ6j_xUOrDa7moGn>}I zY;ypUI(1(S2OFK>-5_WO9z;sv?cM=+dcm?`Eo?>l=a<_R77W*|-pP_Dh8}k1x6lLb z=ks810hdQob(>UAr8L`x% z)JaNOMUTMZaUbA^y#|_?nBZ@>Uak&#cRe+EX+TCgMFx*0JHt6m;HvYa0XMRgsoKbn z5I5_@q}6XRwpB60nW@Mf)7LG5X$m|ru#*Ex1C%Vuvz11aO1B&4;$^K)(AJJ{w)|uC zUNV>FISWc;@d4i!lwImUIL9RAltI&2ptpj_zb{2yjTlHP6S=ks(0Yo9{6kO4q0)|Z zuL79H8gV$CBwZ>>JJYBAA{u-XgS>G8d-GG@`#wfwax_@6$T<7Iw*IU@a>|Is$_aE- z%0Wco{dBcfb2QMPdZ`KXx2+(HW6U7t^qbcMUoZ1yU$R^*3IITvYYw3766kka=pZq$ z9MQj?>+p}}KsY(kVs$RKu{3dW8b`8CnBz z@R?=vxz_Ik@f+@EIj)D#KNV57_Acu$BL-BQzH?eMHESY0Y0Ec{W|jQFunRA+lJ=D7 zk<7>jNbP3HL5RU~K0aoT7r_zD22CN$*aP?ZmB#zEQXTr-A7k?qQP>yFipn8;-C_nM z%r2Hg?mtMrq1j%*V~{y;c!&{d+vW>JF3sZg2tYPdpbWa5063g*br%@}2<;&F zfR;wH=+LrQ`tSk<+C?h!0xC>&r4AOy^7jSQ2m5Y#ja1QqfUvSIz5(Z@YNDdw4x38D zp|^6|@eyg^&{}&1ad&h)(L+TxsdY}J7Wi^u&?3}z{IKhOdiTd@a*)!!#QKJbU+0Mq>`Q+eaQhU~ys!pH4GpSslg~(FWFBV@6`NR8-yb9kV;k zsuTNgXYD^~oW4xS7SWOR2u`lE&Pzw*nKB6XEj9He{0)wDPz2h%Lb*(6?w5DXe0qP1 zufM6%Iy{P%QFT|htCr~&ORQr3YS7d0N(ypAN<}Sn>ddb-jHLLB2ZN(o@W#{eC5t>W zUS-Ihk+f3uZLrUkf30wrhLIO?W?Pw-cuY3@j?cWGCbqC4d$}{v99v)A>lZ3wPCa=(s@C&(2GW{ET7feg8k?WW|Bin$@J-L zmP7{1WJox`Vf`L$mS8E4Jl{#bA~2RK{+X0ud_S9xSzqZ-)_QT>QhaI~gYBARsbyO& z64qJ56Sb%Xy8i}}D)Ma#e2%pmb{l}sn!i0EI}>0Qy@J;ElEk--9W4m4XVOk&R52Ub zr$jqCE`Y`&T{N*D8LS`sclqo8F7!vj!2Nsj?-a~P%LcAv=~~hwKa~RCEN2-cr3gz7 z^9w#u%#9aM2-io~kIMCWP&TPQcS5Pq^eamSn$n&gI~l$tEi9RQtyr*X?7=~)hBN-% zalc}9N%%Om$1;q<%Z<}q-cxkeizL;u1$!8?rK&m#MDW^|1&8s3=^iN=PRV3H&8u{DzkvvtU| zLPCX_(kV*DEX2Ss43$NrX{>!+>62Tdtao_H5qlF}t5<8qS%BQoXGzW>Eg^~irQ>?I zg7TqLsINTk36z`SQLJlnoaa%^86UV{;7&S`l)uX8WA-ZWAbSL8+jiE&AnfMtqXHl-|iL5F=8Qn&*WZjFyCi`Wc zAyd{Tw9G+gp(d|)M~hKc0WO}>Lo5%WhV3=zd&v?;TQpCI8*f|8r*pn?a&m^eUuTR$X> zuw_i{>-u5(MKXl%yPOMCgas^O+qX&o1?#KWMu*=ajVHrh zlC=`HHrwC}S!VMqu(?XWaV$1mC+5V3*i^i=@7_my1?1VeTv?mEhO1k270sSukaN0D zcR%VgA&d}uhb5%BMeJ9#WF&Xh{i{~+Y@;IyGmk5OwUu4*FSoW{CV9sfYcei4H#oE|OZfw$PZmD){oCq*tVjp3?cHJ_W z5oJrQdAXcqW0LhR(|yp)JkUVcn_l5~5V+au2yoZ;xgN@Pd;3>E|JB~k*Z=M`1}$K5 zAB2jNbwUVe);BSLj_wm)#24Mgc3vg&X}QX6_iOKF;vBNugZNyxUB-sgZ=e;KH{go4 zYg1@YS?5=T3uYO9$>M2gDEFR@rI`L48c*rAWpE6}EAL&03@yK?)i{x<5*_(JZ z;SA{_eQ1SrIOj`*p_fgvMaK}rl-^3=y2!fnn+J3vNe)D$aO*eo612i;TzEuotZ0O- z+D}$uX7bl>|9jWISD^tj^+ejOVoyRXmR8IX?*V1{7DzXaqJpmH)a7s9wZqy1LYG43hoWPKTuCS%c=33~}i z(>B-BTVY$%R8!N>EK;$YS*zWk_!r5|=Phl@tF^1;Rd}IMGO94V9{(w2ToMJeEoC4H zqFB z8QLu_;?wKec8IwU@>dXoci>GY|0M$?rrd4?wZ5Awn@D~Qbs}drL}Y2U1C8Hc!LB5Z zw@v5ywe#;WE^YS`^mDX4Tm6W+vH0YR(_%1sR~6VB9;cDql8*S#zQOiuAGvxvoQ!eq z3{jO_tV5JS8v@GqV)QCwxEFj%Z!%^gwRXP9vBzqmzFU-V;?|c!TEFUPkX4Mzj$5l9 zzHuQa4_5?zDiWX`S2j)^a_yx!of=jGbR9Z?&M9Fsg>nJK=M+}h^s+Hl>08-2X_xM{ zz5t)(0N~~^8Huf+b@U|5-Tst9@)#TQcn4`A>IQegU!6G}MO(g+HPkIuKmDZ;ZYIDq z-80TkN&CUrI(iG_Db3h%uAm)bzL}$izoVy|oAV8x#N4;9JOKfRUS0&-Aq-KVu5r&E z(keV!PzH`Uss6}5N{8+c7FXn!qAD}hls5s8m#XPEM%NMb-zvP%{}5WHudyKs2=(~( zsz7=Vhx}|MA?M4DZ*|m;0;%-e6O2Q@&WutK{rurEPFv#QT)HN5=yJsfQMDk&L(@;Z z!*{-CswVxQdOa8DkL5n&zIaZ`=BSeLrZ?%Ji>iGDC63qkG=-r`R?~SS-MsI$ZjjUo zjfsre=LtV^hg<>4twS~W;QCZ(5EEm8rQ; zx{Z*xs7N->sLhnFD!2D@e$g=xIXfa1<-j7)<{-Xtg20aip=5XWYY}^9z_>$X?w1gv&|E zQ2Y@)&!_jXlSG=V+(*=x1e!ESjchRBRzsV%4%u9WnESIXCFxxBp;OZH`kp|8qdIIh zt*E01d@B3F{;fP!6kaYbEg8G24$AcFL3XTJI}tn$<5{sv6vCMY`3+906(%evs3?2Uz#Yg|i*rq3iE)2S~&8F`zdeKzsSnquOMygN^V+xCz56p4|4O0IRbR|=vare!~18N*noD7liL(Hshj z%-a|>lOwi}(5?Wly^E{g2%+8u#yP~%ZB{t`w#XFrfh*l5=O??*+;)|Ls`G2|bZN0( zXk+YfK_uHA9}8CvL~;<49TvH8(_#T<)sH$by9RN;iXG57lD%oti`iw*TV-K$Bnxp8k!QN7p~$`NYWv|IGA>efaha zf!)4hI=%-Mmy1Fpb{gU%xTidJiNcg?{Yzkv-+b0c(_p`7V~0~#g8V_0q6kg2%cULP zs|GJJc_|vj&sr@`9b!8=^2AkHB;|Ju3eeTIl9czwc#3n*+#bEaF6R!VT1lZl(IpEQ z!b1(w{Q&N98jQ@{>u;QBj>~KwQ+{?!mx4%&42!)CRFDyBw}HYN)mfLD9mKzQKQ(s9 zr zkv&ImRqImWvi%c;Zdr-c3d5DxJBFxI;Q?eSK547XE$rPHfl&T+t$8lLg$Iak#90ZC zs71|=rn_(8_zw@+_4L>sP@mPD>*nqGsmPK_Cy|wPj^)PQ_7nd>X$jFrYP4Kfq~w1k zO#|M=z`n)K+&5$?rJ4fcv(FAv{Eq(^WJU3{)PcHVV^lY{thndPvDmN0mh*Lb&n3My z&)Mm6t-t#kMd``1GbHPeW@nhX$XgWg$);QyD)K)77MM8RqZQB+o=_9!0V^uHUQ5qHKgk_qnA&K?#EV?%A=A z5_4l!E_9qx6DFbzM1*mjekOCPv7hZchURW=dMAbg ze$|KOO97D5Eq*;5vEO1v8Jc-IkQ@5srQ!be)nCArST(h9CmMqT2BerON^)H2%&gj{ zVP@cS86rehxuLmPg)lz(t#@d^@gI`qi%}fd1JMmQf8+Uu7Vsh1Lcd`<=R2~jh1ZTZ zVsMfdZ%~Ih+d1_qROuHgRs!=Tit>^0D}(2Umt(WoI92hSeeOrgrj=3#M+&I?%-F1_ zEv~K=vQ+quZg{MbC{mQ*hT$HU79b7F=axD7*Qh_)sMK2y+|P?BxjrSu3BQ%S@BP|R z>W554-)}O_w`fHI-w5aMT!jni1Q_Qwg5l8%RWX1NvD1VSg%8=*>vLGV9N!SYF^fL7 zU+BZB0Nwy~N<G0MeADl`X^RPSWXWGen$YXfo1f--^~z6*L-uW%NJ@ z#@m8VE1amCK~ubnBzc#-4Q0uq7XC@L(HpOCLilbwdN@5+?ICazCEhQ*%H@-o!-Q*V z9kLjken+CZSP>u%n?}6M9m7T-oZR6bY|@g=vGZmkZ+o%&+rBmtb6=+$rlfGdH~!L!8GC zzgzklUY^ftgy9>GDeN$p=QD|_1VKLC^O&@v`RMONg`J<#dF<}@AP=RT1oZ0F-`OA4 zzPm)_9%sFN?MkR%{pQ;vUc?)q`1CmpsdlvN*v7b5ft?^&#=6ekxAkj*}R=+cFrrSq-u7vs^vFVUp5-_T#3{Q|!p zX%sN{WaK$aZlkrli%bOasGres{HGi zSp4YWUUdWSt^SN#*P7z1;ywk)2iqs74=z;42ZT{5mqxDlBUhW*SvXTSFJu@oiVCm% zzDAC9wLtO$D^ZqNPuSC)$L~DshZf=DI?aCN+}gtvu*}#3KK~%_W_#0-LIa0zv1e7n zbRpbk+9~Em*pJ%fG(@q-RU{rmGM*t7dwhCkGmo#l&xsm&(S8ZB?i{hN*~>`~$cmnA zUV`?6`jqa(x+zTyjdMpy!yJ4Z;)#xLDOG=%2m2L%4PljAX zLK<#^yqEe-Qmz}-_0(pe%zcAhY(DB;xkbb9`@6+CgO4WMbk)N7egjMp}-Tjo^F@6%}+SRf>-PV=8KB$1sWQ2bj; z?=o%k&@fzUUxOZx{8_PG%m zboBzNPoIbTcs_a)X00t3^Z08=(C80b|TDdcc5KZx)?UWm(_7O|G`>{t%kUQ z5~8JR`M<J%a7snpE#%t{H0T^d&=;QPej9D^RBX=by|+V-5imZ_}zzFJyes3ezWUWpmvTTrG& zJHEM^&P))&c10uOzIKCJ*|Vo`2(h6sQ@3m{8=-~q2kvGG$1vjrfg7DoB1Y^aob+3B zP@dl(F5x#~8>+G2yD8-78XHe2yWsJPR4f9U;m#R#;PMfZKN4LXE60)L>3n5Ibb4zf zX$kg#zRM#}_Cb&P1w)&Hg$~1UBA%&2^XD5flC6yW3A~qV()s!OBkE5>wv47nt(W$P zwOr2}{iR8MVCU_W`O&t?x z1jv*u#qqbdN5{v<bbW2P$qlEoZ;~td?SeTF$y(6aA1DEo5$B z@q~Nd4iew>-|#xx%(Y(3R;#7e0;LGQoDN_!>UliO?DWn%hn^4Ix{mCD`#SmcD~{64 z3$Zuc0lwDWAgtvB-`n&fLf^xktE<(*;9zRteK#)7)80ehg|))-$_tnKgzMj1J@1X) znO{O;RTQdBcx~?wQN=e_y_PE>mXvz;UqmZHv<~lGEFm`J}F}L#u$lm9S&~$oBfv z#6peGdrK-afv%I=8smH1A#kj>piyV-*((tpd&7S~P~YNJ5H#GN?|FV)AbzxOKb$E4s~C_8UkJx2G{mS z={{a>sm#;QSjAN~6FUz!1HP-37qt4F-u&1m9TOW>Wi71l+%>qkn{U${b}89kbwSY@ zgk4Vop*^|x0@M@42_WQ#jfcs0URyt>mtJ3>&(LFfa zd{z9X#!@D!e(Cw?a_@2T-EQg^{hSfwDp@1Hlirz`Bo#~33Hk$#qqCU_iExCpPpBwD zwBE=0md1u!?Zy@kSE&?+^G$sN^M`S7Kzy9dtcRtcqg%_D5b!1+JyqQ35>d{tsQL#m zy3_J|iTj@_eA!LH!u92I92}xmdxv9B?}t8%H+upC0tNkgq>jXjle6CJpVJ!i57afU zgYwut7CVLH8kJtF{jbDsJF2(Co_1@#a#?AAwt`Q#hZ){M7ln`6@7Hnf_o>)9w`=SO z;bG(6jQ+n7(EfJT3){(kK9Ay;Kv>>So#rm~=^xB%bzVVeI3E-ncE&* zEDYus_FUK1@U<-dtkfZ=&fqKaw(W7b(>r6VO|`1{n>>S=U*gk76Y<1$L7&eX4&kf% z+ov{%Gg$W;?fR!Y>KHVXR~wRHpB`=z$PwK3ybGGm&&9{V6A(P(q3d7@-#D)F)Za{f z_%!}ctH&o0{LLDzFN?KkFarg{iWyFMu6$U0fSl|N7MoLkGp zT<$CZI|<7lIL}2gZ`ki7(C4JKPmkeOH2OO%b#Ma1ftLh0(p|eQ<~s}EDnV9yTHx%> z7Nh>@RyI|4m$SpwoQ`0g5C%su}w(&Q3pFp$u35q#abv>>L59*G+)$ij+~-qsXP@&9G` zlwUa6d+oKJ^{lebIlDyK;vL&KeH^L2WGC4)Gg{~yq!h9Et zJ3p^wq9DNebc*7aM+ogm22H-Wt-Xc-=6G&AUV^0IM9Ii>q14o|@jW;`O0jJn(c0W9c&7l6!GN zd8&ERay`J~nqQ%9vo^6~^}xkvn}hv&H!{iV_h_J`x7IC)y^9xp4VvCVCV62cQK zovNV0i!@-r*%!rM2J+hjeN}nmWhv0D8Mlx?zp5fBtG*L#VkU*esd{zw_QT_! ztF~=FN~P5}56CO5SxgN+u7CZSgdl3Jf2~vMBNcj7srs`8NY9k}G_AgGKO)8zI5s~y zTrhD}Bu&0(j@x(NV=Bp=h`F)q}f`b|x8-Glz?OH?0^iI4r>VY!!BOUp7^ zrT4RM(Y%$;lVjXl@AkHkNQi(T6shUcOqmVu_B=nLXJ!d%Eo~Fb<2EVn?i{lv;}?*7 zHd3~UXb~FP8uaabFs{w_;!C_^XTM~}P1Qk}*52k#aR#L5vkr556bdsjA3SzW?a`jS|M3ASFaE+JkP8ew zkKM-}AX@5G;vfKy6fset7j!TC6lkt)>x!)>Rau2>_WCp@=>63g{~lFsf{6p0V$wR3 zct+N#Cz5YY6?QzbV+*{iNNI^Z+XgzCwe%{wE?t%aNikP8HEHAf_YeO8fi_3El89UT3%>cP$l<`H)L;8PaoQy>IA$&Bp%#;i&D8roEq(Q_EtVn2 z{N-qWC;*vteE!IAmTR(H9$&ACGih^Tg-uu2+YG0g(l9q6MM0*gr=!ucQ=GwuxEV^Z zT&@YmSr&p#-D^rjX0ZMj9fD}Qx_ze0Nl7iP@p-Do^lXpH)52`Fn>fNXN7iH#6pIjS{QngZ3>kHvJTg(! zdorSg7#)k!Q}F>ea)Fd3&}ZZmpTD<2ezW_dx|%@RD#AQyos{Gs@=5HaztgkHzgZr` zCIZ5@IIyqT7V=QC59R*@h`Ur%b8h%#N6oua%gDboQ{%%gNX5=I0`Jc`?{QCEk)__R|4*UPi`` zbY5aIF0_zmx6U(J11{o;xiPI{W7)a0Jqf1ip2v4B#4?syyv2_<{;enb%{}e0)hny7 zu$@z1>!|memQlMU)IT?$QL@ma-_fR#!hA-{!8c04?u3S^?Mq#jxeCAH}>vQ*W$ss0FCa)>)%{{6mZ+-{##X38g0{r5YAed$2liDTz3 zZ!w7&<~~&F?XC7*!fsKCs#`qo_A@cBa@?!*n8Mz^!BYw|N)S@T^_1A-RY-?+%&De` zv<{QcSU6BFH|T-K22uwJ&XOd6jVNp+zxIBds}ZkO03dM@3;ACrK6`Yd;ntf@KD^PwDsg*==scygCXZ#JjTiH7R{S!cg{Y)TYFd% zDCjYh{OUPR)MA0WS^>q9}+bwo8_76o0%DG&NIY`^;+DLkb^$LE*~C~H}JL*J3t_K zEO*|ZFM1NpsJ(s_04*8d_39VHHz`K-^qc~l_rJ0bwR>Gx-0;lfFR_%j?fgf8wu{xa zDMGAo15-s_&>hX)wpIvfs;xN$rM*ltNN)d$Hz)1Uc|L#9g@XtsLcQ|}(C!!(~j-BS=+4AaMntJLP_%>bVIB>0t^A+4l2fo5$ zio{l=@BkEbSn%>E#93}`r;WNr8otiUk)c*(5XYy9iqhUx^)qEtWlyE9?OX|$7f(`| z7?j+~DFZIwchEFqw8*~OJMmD=ZjSv=kNoGG|DNLfeZ2eI5d8Pv^7ozsjEv)`K1QT((L;h9FG`F)INdE_ zR=I4`Wj_iaXm0sAlAi(_%v*Fj{mOLlFvE_y4Z~^e=F}l`v>$U8?VRf<+4*9E|hbfQ=_y=48Yp4l!pKW7i1=&mF?CKOF?? zXVQSSTms}LUs~l63(UE7-UV>17#A1U#?3NY*I=iJymK8@O!DuIB8QZVy!|unn8(p- zwIRW_+Y;3--ghvp--ZS@eC_ZdqDy0+`}62X ztXY(X^E$FIHC<^&4nnu4t&(qy%eEgFa&K2=?=7@$nvSlKTe?m)*zEi?8h&-;U(~NS z9gZCusR8CDf3*4)tHY3j)n?{g#}goh_&Wo#$lmrnb2)?d)(kzTKKk5)XO^4R7YC3w3SisWFw)SF^+}s6A3^Ka^`;Q>jFp=jC{;+^@-V zu_KttUpZKq^>vO!-R2@}zK~<_GJ7X1imxL+GOwO= z*)GLA%UTx%SwDTXLQDWKL+-(`RqMJ)i7bn+#=f;L*4jXfpub`ifk^w~LTM|jenVbi z%B;io>D@xe1(qmex>H)HBB9KyA#HG(3o!4?|DA>qo=4Rxr zx=6dxOz=JQwBd)TfIb2uU*`;9<3wh+m@RYGVeaP^ zb>oSSWl;R|741jZ(@gT)y13bErNU_i&?LSc;(?q5ykn(sm?NG8*jxWY=5Z!{pl?U5 z(=t*`ET(&vn!I1mfo%F^9E;l%O19~shxyxZ6Ytrcg=R*t!F)&I%dE38d)gdUE4G%h z(5V|Q0&Xv4Hhkeu!wmUTYUKDd11QU$n#~Miavt35;kNUaRiUd6MO0Y@c!!;5>B9-Ng3qb97A%N1V%N|Vn8f+ znY^;oiixp*4cPy+TG)GiwOKbnu4;>;_eVGs6EQg zPPdvKjJGJF-_GaWzBx{gQOfU@(Pd;;OWHux%|2pTnH)=U@XB~lXU@6^F!c7Ezsa^W zl9%{+w#lXutO+>x8)jYAt>uXfWE_mE!XJ=%U97!@A?#KNN4zfb>fQ}W$r=Dkcjhq%phyzLTn?@;X)Nex|`fkv++*G;C$ zXU`^DFV-84>#s{TA@hDI*a3Vn3jjPZ5Yg!+>_MZM!abnJ%&GlqB$;kLj_os;;lET z`I3ePu2^sakq*zs47A2ndymsw>};o=yT$Y1T}4#0*K(^(MOg>lCQdT|CJlfXSf&nd zGX+#DL!iFgrX~R@3hIAdhIRzLH<#G*9kH?4xiLy=f15zovcwFbfQ~MVl?>m5%sO@R zm#JvkyrIa^ML2cPo2Y8;*>%?&Hhm<;Z#pZSQOM`$uVzQC<+X^sri;LMg7`6Rbf3Hd z(3MMJo%Q_ayj>?shiyCFFE8~8Yjt#+3=}Vbjj#A?a;Pd4kbJT2Z8PR|mhH=$3G}7} zs$w3gh7n1zn;gKC>sB#&WH>TF)_uFHzv?DsJPnAxj%kOxLP5yde?O8z@B-p5L?VKu zwd49#DO`&zt5A8??4d)IGR+|F;Uzkj4=+<}OWQw%OW_;?dlE!e3bemDx{16GZeO}i zR~cnT+{G0#6dNc4%dd99XFyF%Nan1^CU05_J?q%+N|aAEHxA1gv{8&~33N;))5>%x znO|wYaJGj_;G}<5eX)kHsgxOePKVhHJzJ^|Vat>HjsaB$>4k4OiA+QTp&1EJSvv!& z>qpCcQy5J;J6#7x6@k6Vw9YiLX0TptSQ=1h_Vm<*_EeRz4Gc!o4#q0=wmeG1uDay$`=`$bWo(sZ=V8;ZPkQQq^pDH1*|Hhyy3jr~JG{ z5djVrSgHtKXa|CqAkq$`2?vj@MKBsHZO}z3t5|q|{8lSpvN<7f6)@r~E8kR=vTEa+ zu6b|=T*6D$!b97$f}5zaWPm06qqo*59&`~umhh&rr*D5FbOfP=r(V_BSi z-_=_}fXNn^l9oj(p3Lrxkpj%#@-xznTkz+VQU}74b$B|^iffk?$oD{>DMc|{0Qn{ z?-7KP3Wc)p9jDsR0a!>Q-%3({Sp(p^Dm#8`@;aDQ&UkwDE%w*i0pT;(7*LSD@FHhV zT1rlwVYlIG_NLSpskEr^a{#jDN;5?U(OYCguvzbPusR#+-pw&B6ZZDJ-neqw^=l16z`g%gl1I!g7ITISQIHA8 zKb<1@+aZek_&gMArQW4(4i3&-w9BA&|MEypkV(Gn*>sZw&Ux~Ikte`Op<3AM0y~ES zyOnX@T5o#!^$BbF{fMlyah$y1nCSj5CBqAcQ>3#QX{$UaEF5*o;wk)>tpMgA8O7&z zg+-9WDGe^jCNY?Zfm9UO6Yp49@sp3}n}AKNC;*iAn4Gg1C$A`x2i>Wa7knuEeR`zR zrbbCsp7l@JOdP(aiaRZX@puMRl+}A+>=;xro8MW;`I8IF{E_=6C%%ubW+}i74o7am z@cq2pkUKN4Q6Wr!)S4v6TVs#U$Q#U86@-RsnfRYc38(??_O~U#(HV zPzG|`GMd>%Ys+C)2O#nS!9~VmO{DSZ64xEs8RcpMBVBRt?$&sz57wHZl|^U=4Xv$e zZ}=G?K!(vdOw#7;t835O;wK#d*GdSOo0$cHM8fWlS8!>=isjL@wbQ;I-em6{C=Js)y?JiZ?m)K<#P!ywsW_<^U2ePWmK)P`ZcCH_) zyA~Uj11lI3^i5`e7-!+$Dno5U7@6oOjA5gF>eTZA>+p0;ZL_i)-X=Js}|R$<^m(>7Ag#ZHb)% z9T+^AAsiyD?^P`a5Dr#_Z(M#1gk#j3Rz*yydzFlSZvJ=w)=$q8URmd5u;)Sw5prKVG^{A8X^3Ile>C4Cnx)Zp%FGF}(KjFo2GkWmaDtuuWiv3H+x& zL?p7D1@?{;==8YJbsqH^?@sFpXJio~*`%(87RB>0zHJyTDBn1BA=H}~NVVu&X1j-QK%b~at2?VirYsOdE1vHuUZuUZo%jgkP{9UCPo7+07B6X=X<;Knc zIw;n$^}d4U!u7ft?TLH+24SsAc9642FV9Px*M_Vm*;Lo0-C(WP9(ogb?(Rt1_@^ZX6mgRYgzXlC5q zCz@x;E22baSxfIlYK7)@?1V8Vh)frdUKYQ2^laXYtgrJ2rCT+oej|G)%TPK6@~L*> z9@*eVkkYrFEwlTV3N` zsVWL+EL2jwve^D`f`cJq?;N_aU!RmP-^~0fj6#pPKc8HDjZK0O^#aaY+#7fS1N}H@ zk;^`y9^W!ZWvdp>Q5J3@eM5<99*LV^3Z}k4z+3GDh`ZmeOuPH~pX)IKR*O1Oq6GQ{ zzzxK5xxV+^{uJ$>4}TEV9}dc>%>Mc2A0_;~UrcHv-~X9w?!I(VcNn3+#aeo;Hf_p| z@JILcdzkqvTw#wK;*R#LDQjNIgKl*iJIxlcb?x5CyFA0BUOcpq=RfSBlY%YC$U^W3 zxlbp4<=8#Jco?9xfnJy&Xj$(5{$R-|A1B+uOAG9%i+wQZXS@HoB?dPAi8Mm@kK0Gc z^>g!2oyKBNg00U&OG9_B^RzZ-7>M#L?Q}B!cPM1Vx%n0kx1aM~lYDExH*fw}c8el% z<8x>AzIX3;53|GS2Ln`GwV@-ceI=mF@P7vUVFkzHZIPw+b*2j@p^j+ZltjT@Dpk`1 zeM=9$xsxgXX4Jp-WHl-X{)0(I|Bu@slrI5|L{(iw|E)adI%+_sPqmHx5BvNuIgm|s z^0WEWANj@~QZK*4MtV%6A*u;i#TWiH=z7bXa??q3AhrC$LK;d0q6ooDMtiDAyBd!4 zG%OA-SehfW2NKJLU4I^FMtxp=?X>ho!*fknU@q(A>{*K#g2hcGDOa75$%fSiF%(6x zTcAxZKtl4adckbcH>X>@+h~EaX;(#EACA1xm>Om0@aCV>HBDQ)Gx8jj1Q|Rc_+~LE zhUI8x2VzqnD6{v3t0$f5|H@NPKHy4bK{ay>E>l*&s!F(8-oKz;P^%|c zBo@nPCjW@4KaCf^9~qa?dVph)uW;Iv@_Df!?Ew*YA}ToTwC2}-ipR!NQIkkF2xp^K zE>G%y0-pl;MyYv))cQV@8_5Zy4rH^&PX$Ax$(hasjV9G3uUP)ZGqM>UGzhNFNsR>A z5~FTBc|KlrzN`lbq(Td5;`_r!W2|C;zVWkhq-8 zCT%7}a)V!cYZ0`*@2A)mn6)ZmB9KsNKWjg_EKm0e5 z;`x#Iq9Gcj>w$r1wUQ%-Penp6K=^j5m9g`>X&(N{5IF{me$%=b@-?F@+lG`-M2f{Z zLWnxEHw`8TO?0WHD$Ya>N0P$`8_KW0Yih(G<*ei8DaF}aK!s6X2n(y;nq_f;-gocA zNBU8^%0uy$)@)~_-9?)V$5Z+>&GjV+Ip5GM!j}RqsXA1|=g>?}R^-IpeVN1o-4e3l zPhb1cfYS&R>Yrb1xTjf0%#^s&=%Ig~?4M;pF#*p~j`#xOFW$OOZ$P1zIEZ>*BmY<5kk~T->35zx# z$KLLlM%<=h&7z;iEBkv%AG(Y32w$!Xs>=&BRvK>~PN3(YARHfG%5Wz{6hlY{Sgpk@ z@|ouzOvX^{1q1K?z~?`*sO3}U?Q=8s{MhUQ1m*r#6WX~-M1weBrO1oGherzed*9bQ zK<0j-z^h|`c`XxUfz$paKPvrFVYdUiI##7dRnpvzc0Nl#KR#dFghy3=sgcXiiWofx zFKy3TfL{u3yq8kYY7#v~)Qf)OniD!bqwToTlxW)D(O7CN)^WKYD>RgCW%?Ss-p^IM zO3~DhCLCRF5P|F6%hJ+!z?fVHO%?;$R~sD*s`Z*CUm5)<`wtkD7MqXBeV6DXJZh1s zCK#m9d}Z+W3e!CKq4~pEwq!OvufJqzQTpML<$W#()19f1qLu8h5G>=@B#GQ8IUrTzqo{5C(@nf3ygv{1YaPyjN>Z`ufwA6;ij~$G&AJN|M`05B<8jdoy-& zQKamt43USF$yX7jStb;M4&S5jcE6;cv0Fiz9j)O^*-3sr0$N3wT4kG!@az+38vRLu zeH}93E|I?`V&Kum=Ur|Y_C@>nH8CqL;Y4APR!Ix@x*TWxkfPbtT%POHZGdQ$2E)7+D#_HRzDwx0Qd$p~D^fo}}hFA(}m zs@~P_@0Jx+g|H5@U&+O+RoB%AVRF2jlf0VQnHv@M`+W=Sb54r>cR}_SQnvi6R&mG6 z@m1OrOH?TYO5>Zn(qDFzPuXwwseS416zb&LSfMOtna zYg80f@m&a(a=rJ8uTxNZpvU&x0>={kWKzV)Xi@Al+1#n6OEg_|U%6}4jK%(b(fMdu zlJ$x9F@V9K_+1#p9szrI?R$#u?zXyR7^`VVMxAQZVh$uY-seG*LX?<_Fq=|!dW73s zd%5=C;1BP^I%D9r$-Nl?)gvN}IhPwZ7n2DY>83J+&hf2*_|tAgYv+{1Y8mg12b;!w53AeTM9)aH@|Mp?Xl zv_@qi4mH7lR7dBd%k`w|xEQp)WQq13Rad6axSS+J0@f|>S|9%-z>aO>we~Ci!sgAi zOw*q?V;kZibukaQ{MP-SM%*1gt^hVW=!76A6Hw%ZK3K_DzTNt6^O(Q1w*6tHY=MEL9ZLW zb;;$5XJZK!;FM$AeYM>g)%_#1A}k!W;qUH>!%4>}){s}7s`c>7yCYRGKiK*=S?t!{ z1vTW*$*U5BBJJK=Z;w_P-sZM#jkTOPdi4puh9k=jqY%=`Zz7Pb%^LM8=J}M~xhyW+UF-_8i+xqD ze+CEECUAGcKK?>Yf~aMGRB~E)ceb=~XE?6-E@^tmU*Mf5zY*>ChQ5Z3hBFXtj#0K} zAuy}NalHpMr0&XMnU=;{`@ZhCmjXOTDjR}92W_MmHOjG-yxBTV*7^`jn7$QRq?pYT z#f|VjGwD23P`s{^GB$3qv*Yuf7mz4`YCVlssa+sD7SGG{y0?WM<>N7;$AJ+Pkc#eC zsFQJpkI0W+ap}0agmzrri|?AhQmS}{mQi~tIQrK!92BThwMudQl-u*sIz7_?t1a{F z?&X0Q-2xohL$S{csuZI+u1kA$cGp7PHC_^fLltj$J$Bx?f##2Yy+pG(Yf;SOgjnm) z{N^u&Py;7W&QHOiSZM`N`%2|Hd96LF@1NLJ2gX-{qQ%{t zI3>SJL}pv#m!_U;34^!0x5^u&IrQ|RC+OnP5V>f(kK1(`zJ{|gY%%?23-_D_%{ZPu zwM8cM$mPk@DP0`p52ip<3IuD*6t%v9yRY=WT>0p}=+)^R6GnJ?EkS(2GB4m&6cpAF z_uIPZ*82|{Jm0t1zMDbq6p#gUQGYBi{aH&Q{eu&~Y;mCZQxmQ#-j1v%KfQzDJJuZ2 zu##@Zv=(g;y(izXG%YnOP`}$tcSNE;*Ncxt(cUx}`J$m|;HAJlkTGJJv}i8mthFaD zh$pp2=^BqxQF@A7$WM;DorIZ-MQLAo#I^IgRdLYc(k?ClkZJDPdS(yhkQ~;VWOM7uX=iTzw5u$hw?>+)L~OW9gzowhv_VZFYhDVQG!#9yXQ*S{ zO{LExW}d|6sogo+A1yLxZuyFqF)&VxV9OEtJS5GLW*<+m@3evouP&azl7uHRzOh1| zK!g;}H;dZe%QqXT_+v}&kJ4oPHRy!4H`O>N?E=NQ4s(Y6A*dVtXKQFHioSs+_b=45 z7){azaMA%Y_4P9>3EPIROuyZ8er>{|m8KQxqFw63G-^|29@kT%Sc{>pWK_paOs+0o z?x)#$o=K)_t(U^bJ@1(2Zz~rL~Y-ixiVz;c5%7`+$iX?}22MgTV zgUD1H&$_`5TYJpFFID#O$;Vr`#3d28E_*_?FT+&w2j}_Icsn1E*OBj|hhCh9|BE0eF6s5nD8Veh zEf)jJ--c^7mKoDRpV}D11B8~2KD;|SUph#BuAQVe^)ggjA6>fLJyXgfDrXqujM%H( zPaDr-+y8N-yCDMQ{4CBEnL)kYjH%9_d)FEM#@w@_dri-yJRqyAEIl-oN7N$!EF!O9 zW5W_>fq%c)CCr~--faX&%WT&~^P1)jTpl`1!9R7rv@0>&6(o076Awkw!TA)Cx?Kdf zoH04RRmwZ}_M0_T99^=;qY|9x(8$^9%+{i}p)(M)VB;Aa8BJH{G)8Q#j4W{VDA&O_ z96=O6%2i*e^caKhmyv)D2A_VNH?88QJMAeIEn=I~T-sQmv+i2DALpO5Q=qx!5kjFS z9Bn?nomy|nlie0uQmo)wKamBCY|JBN7x3R6(v+%(4WXy^F2eY- zSu>~C#1g1|4Ou7>s{2-~qRPT%L#2ji!t|P)bV1aEZ&q2}qo>KyZ+Z?uNDklJ&V0Lu zl8XLqAiE(6qI%PSV8%ngKF*Uk2`a*dK2SxBn91aZAzG>}bW5tPQAedHH7G?$7YVo4 z_O$4Zc|OP71E0IXUH!Sbh|imD%?pb`LKwI+S9iv{N*zvOk3nI2ZZ*A3V7eKTp$*Oy zL#62{iQay?526Q+wmTOr(3#!8?B_i0Ed?r~lBn8j_5W**Kf5Z7Co!5Hn91=cM&4d2 z^4F)V9-WDmg$XF|=xTmUf~*>jG)?YZR ze=qfbQg@}vk`_n6oBB$++{#l(%8{C774n<9=^p|AgD%6d(uw0Wj26kR;`Ad2_CbkVyQ%2^^jhNgA|XX#;e0r9 ztYBn=aC5W>4_(;R<^HSsy+-qJROC-d4^?p|GJ=!u#ZG!ne*CU38bzA}GI+|Oxkw_D z{97Exo&vT=$pUe9jZbCaUunG_Gn7)cW@jf%ktD8}{iI6rX;W z*hiMl{F`SWFYjY&vf<&?iS8Gbxi3I zO1p$bVAI{tN-sTZMbtRw!lv(UNM@M?DRnNlj2hCq2#YFWP0gba2#?=-ph73Sh`c&4d1F> zCr`w_G1EL2?Cl*59^eb&wRI$l9+_Q0MgB{i_ND>Xun)DED&%_YKKzyGdu52aFK=?P zP`kFcDwmMD=ApQ9$=e&U`t>e`%larm!7#1p?P!q~l$!wvZztT$M-=Uk`xyUwN9}** z{pXt9*84{r|7c^Ei~r!+|6t=EZ2W)1h8gQ7J*ud~=Q{^O~+k{x6ol{tpQ0 B8v_6U literal 0 HcmV?d00001 diff --git a/slides/slide2_files/figure-revealjs/unnamed-chunk-3-1.png b/slides/slide2_files/figure-revealjs/unnamed-chunk-3-1.png index 148b167ccb9930b2ed9f0b42c05af5a88e3142d7..f7f83257d034ee9f39c52cc67cdbfb93a10a4a8c 100644 GIT binary patch literal 121811 zcmeFaWmr^g+dn!WNQoeVsH7q-C6Xg8A|MSSUDDlM7779iDAGtugLES)($X`)AT`u5 zx|#|J7X>0s4B~m5??0rUGOXFf zDW%B2eVLA)KGyrjdc!6U5yq8PrkaNLoNc#%U+(iyYNC~D{?gj$D%<+5iM@qHWB`21 zb#02|UDa*9k5kOJx33p+%@59$b}Y2Ein@LC?ubo5N|cp@~xv? zbj!&V8ffCo9*VOhhduXl|90<3``Z13az3L(V)p>`#0v{#^q}b(4z6M!G!uQXk~PQc zu5fKD!H&(>yHyKUEO7nTxGb$jNBc!GEkdPkuZ7KSUV5A@-m0CG94mcj#8pYz&MfxI zF!6%hcV72{oqZ4Oq&UKvC=qIs>u;HP9+z)Oe-G3yXU!lts&EU8oSFEp1daZIlhT-S zeO@)1AsV4C-b(c;yi@Yq3-47bUgOL6-!YO|`{@~{XA@svwEDc5Y4v$`czPAq%)WO7 zs?@YO`o6L_z$=|~%(UL0+l;i*Vye3k;BA%X-cMxV#5BYw&m$l8e3$lS^c?TC8|jQu zteqN9-##4>Rk$e7@$shX)2-@(A#WTe^%SA7y0Ar0srDnwr=OC~w6!mw|4y%3eIHh*Pb;<3P<#ih_x9^alB$vM9W+V7$u@PKI_reiDz`4K`=;KO( zmAl=KiT!IF^;+e&#FU?kXL4!TnUtod=?FaD$7SdO`B!_@5?Y?uJD5XvN<`UqqN5mC z0%xb@#DDd=rnsay!-BpWOmn*!xfnS!xTeV240$8(+O8F)mk=*l$Er=FNb8Pq-D7+D zQmnb9`KhAHBGs!GL?%2w9zuDS!>J8w&vz6%KF#yb52DU-U3JJW9r-1p`QYPuR==!S zB>y>OhuIfQ@)Fl>zO=9Pd4br;@(55AgA@g~yKdOs!#DLa^1CZeDbeio{2DB*L2Y$o z$Ytqk*TtE))=6dM@ynqtopZCM#6@>Fu3VUJN@ZKAS*)cU$hue_Yc&rl_PrzA>?nV9 zNDcMQG&IAi2?klt)+0gr;#poObuZRdQy8xB@bi{$+A7!k z@)%Zj^t>FHr$A$V^@hioLm&UGb3-stRqFA%V`eXsHnWi~03d|TpU7J%DS zeLYL96(F|?NHa6QZ;1pq?Q>PB6xyCXWvF#@utGV zryY`N;z->c;gFXhWiL@J7U;j*Q%3P1A?96~($`T~i`y&$(K%V~*|#uJimB$eT-!>7 zd-v{%rIZHFC%~%F3yB-W(og)_JUw$rhdaap34u24jP-%O}FZf zVPe(pw=32}sx6=Y7kqeNIGy{YINGW*+;5)v78XzHmov`q;|uvOmX>-G2ggY^EK?IZ zI&EJj2cZX@-(ue!6%k<&r|#`c3al`fni2%6N{KMT4u@YJN`mwUOxZtRU-A$Suj$Z@ zmI;d>B!eVnadD?ZuPEkVUviO^5ww;)dlkEBa!`O@$hOuvdGXhNlf54*lKZ!v-jtx94PurC<^ z$TdJT;u3a!pPATi`J9>9Z{yUwRh*xu`{7gzyKviSd{b+sclVb^o_pVCu;Wo|FpnqB ziKl2X1J-F%O{sW_buO?tjhG1*(t*==YDz}NXmk-H_&r*-BPszo!*LBLW6V@!1!}E6 z(1A%L>;ztHC|)10&&n8g66sTU9=vZgfYJNMvh2J6(XLak2Y;Ye5_cc>TIsp8-ykX- zM3vJFF6b44CZT*8?8>KH=Xwp$8NCB?C%bbeCJb897t-nj-0q%)g!bj%rtp6*cztjY zr91)cVeOCtTL=QRwV-Q=_l>LqT+p~$1{tNVaUJb(t?%_dK`-7Kz~u%EXg+Wy27$bO z*@Zv)gAAIMD4+O_>*Ue9w?~#k3xq255Ujn9%e`>jq>*w0WZhoPRe0+`yNkeyFk>jz zX__+UdQKDOE6OL%-`d?RZ#y>fC2#I`KCZ2|_-^9EZ7Tsbq&Zw2UP&&goLsJ(o%T0l zu$ru0QSFoWIDsJJR{VQ7_hv{k>hLeE=jC=Y&lMHn+fs$quMur*DNZPRF+ zB@s2sb`@@(CsSrX*3C8?3L$m+t1l>@oO2w2xN$a8O>D3keK~K$-SFCRD(s*E$*)o= zmpvF4QM{*7pbR!7t6$k46l>f&L1klJoT4E5?ym7ug2HqeVWR)9Id8MeNuzBmpJ3!F zGlpKeEJ}|kK5sp7YrJJhb{HkFlH#mrXXNXI^k=XyN8NiTY(RY?Q_3srcuv3YdHpZp zsDP+VgxF6${B8MvU$|a+a#+>LTGp=HNEy7MwGp|?x!}^XB%VFEO#9k+zn*|B{ICH= zBtE&n0E9Qmz~F^I#P0vR$?w}T-R!saEDY7=KA!vXs*zNqb~wN-PXM)&*O%PjcYiEK z>O_8IKp;6}KlL7e-OTtsAz=`8r*sYJANKrvIXvJ?hoonBI+N4?T`PD(i;H-S;dEw2 zYdHyFl*@EIwNEtrO}7sKKwR?91mi@204%Z{fU+oZ)eAV(2Bi4Ejqn#RT>p-%H- zW4i(fkCjk$SvTDRvjXLnBGEzCqv?iP59DpF5bwW$&Lh~oG-c+(Y3`Exu4%h+4dQRm z?LYaW!@+NV*9#MmdIETS{35@yoY)55=5d+mAQC)cUBC6+z-YS$J{at95x8BqM$_e{ zEj%~x54g#oLYHw$r9XhZB$Ly~o{I1G*tIT07`<(y_|g001AMh5w+4z|NGO>S!|p@d zC(tsAKf{|T; z_rDCs9Xb@#2=?4`|PYQdWJUyZKxIm|TdD%;BJ7H$0KN4BUlT0x+uv}IsR)$#?` z$`fS>5Z}dd+S0pH-;<|gqpu|Jr}*BlVr0Cx?usK_FrNFTeg*wEPd7QdIzwLxrij z|M>8KS<3g@jG*2NHo~V1_2i^y;`$p@&cyY%FPvG|-w1H#jDJIi|5Twt?L|_Jwz;`E z@7dW|_(fNHw7})dmqRKYVF8|=Dfa(qUjLcd;=KYo17wcc!yhgkHGrF8J^ZqALEvpj ziuXcX;MLhW8;g8zzd(+{dKdc9+CTMlf7g$Lxq%kzTJw|q1icEoYK~@Dta)7{>9vkK zl)u07r;9kC=p4r==l+Q>(1`LElE8Ji(tB%x-z=YX{(7G<)|&6!<*WMwO?wKwKc$Ht zDJh9bG{Yi0b}wIpd)d4dNOry_^T(F{-*ChDPF@m}NaQl~YP`mMWms*nHZAFWX+=p% zN%-WfyJ(VGMzkU(oE)>EVoL%JBE3 zJeVcX+-?at7E0zl`l%!|x%~k@zN;APkuER--4&4SkV-fVGfDdk$sn85V;fJsyj2Vm zW*IM6y?iYe>mI%V(tPe6J~w{pK>Wrt80^iA;eeiTUHsm+#ah1Pq53rR7&*qwxo5DZ zC~O12X_E1GZ{ttfqNKFK6-x=l&&tX&r1<5qMZBQ7>&qA+#uMRxuY;?7B{PL`RxH;y zf9zNq-GJT9egMMh8i&X4%@CTzvYy9;G08>vAuD!oMUW0tZQWbl>FXJ6Lr?i4V_#kG zmi^OaeoOl)^*Zt5YDODDow<+CzP3Z%M!O2U@RlL}As{5&Upz3Mm4Y75EdT!`$R zb-Ggfnk+x-qeqX*dPU%gvm4+x=nN#1PS|PsoG)tC+jybM5v%WR0`n$YKFO$oo4bc0 zgM3Q>0s!L|;x)d7gzg_MyHC2gnZgN*o^;J*o9T2yDb`8le;UQzlEc zdcltKjOSXBSBhSbK252+wKh9ffpru>0O%yy8rBa!!GuzA`WPKggsP&&p2v{Gi^8;J z0&gZ?4Y0);T5i3|*QN~`tR0f%2 zWk%uK36EKJhuub|)kB11AO;#(;fr2-ZUBF44=GzB0(9c5v0Yz66i^!>kkANV!U&H8 zv;q+=cKFwX%RjL3Kj4#){Hi+8x0Pw;`qrhc0tytP&8l#O9rY%!SN@7?SjtK`;*2=7 zJD6H?H9d~Va$Ok2YraI=Xm+^2!)dYa_ooKp?*({)slxSxgO5LkXD^McMON@Q?A~`B zEIFJ{my2`=XZ1=TuR>aOM9>}ktd5mXcL;RUsJy+fTS9H<^-IMaJBNEfI&vqOp^@Mqz1|=7PapJ; z)_+yG$q_^buXtJ%+F$7%ineV5-FG@j03uRRxNToTwRkddgWuLd54>HY`4~JXG>tCU zaNCF`s9tCaKBq0dJN>*7s(*Ql%q7Pa+d6N{fKjN7SW9Or>Kn*`oSYoJnc=>^r0UW! z`Y_d9>yp5hM=(a%iTg12Hrl_lotfw&xCdMM&HAxe{4G%YffCCOLt}`VQuZeYt|0$CGK4K}!?Sw;0%iHe3fOslp zANqO==ZB9R7$S8rXk?=ka;hFpW^-8uBQDY|>aDZNP`%MkBZlLr-g+L(ZG(TEOnB8z zs@H5LR*f^f6}*OU9_X!}enwLG8Yv|)>-^1JjCztDlawr8`+FyUy0~xy2ywXfM24G@ z^=R56mjDw-m>mY-40~~2`{;wUEz{%DNetGwM1Iu}7_j?mFZ)&Fvy(!!-w?LRJNcFc z$hDQqdgs~p@=Mnn%Q1;whg-+=;(oiHH5fbW>Zt?N<5kP-I*&p?8>xgaePTj&K7M`& z=>tM5$cK(ob$i_(IJFyidJP8o+Z_>8^%!H76a%d4dqoK_E27FFZr|x(0z(>=)gu+O ze}_g>LUvY`c!~93R#*+DwsLk%W2O@p7}*f(f$l)j5s=aQY5%u7FWlf=8BEx^3e60A zXbkU7@@$K)D~jMnBX927_f6>98H(`nZ6p#tgI$7xBk91X`CW0}@vr86Z<}^Eg^|N0 zfeYPxJ)YYPZ;BXdcSiIWR@W;3G;H$Q1DXy1TCugIr>>0z!er^C?FMFteUrv{8jPjv zcT5-QgBRa=Mm@y`gi5_PF`w7bZ5z5veMzfje~qF2$p%hhx#SgqFZMQ9xt)JAjk0&H z?2BYXk4Pa!3-_A0x3@>G&hASUx&Jpq_rmq^V6xmMv;&YjCC#?wBbS~bL(z+)@-aiG z>yH)>rrpVFbPTVj(T5vihsDo5utgp6?=0)zJ-01rAd-r*#x5?K&!{*b-xFCw|IBL3 zOG#kuLca0vETg%}J4Fpk->&8e-Fujp3QaGnCSbs72ZZEb?xzw3f!}!OG4F6j|CZ|i zzK~Q0Ae2?d4g1tYsyHxP;cuH|ihb2v07S`ONjgpZ|62VEFsZ5!i_iIMX6AI^$O9`z z$+BXB2jExBz+(fWl@=UW15c2oIzYRh4#=MxPfvh0cposhor1VfY>|MR@g3k{XW}{& z*Z;AlGwb@Br<^(CKWKJ_U1w1LpP}|FGX9G>oDqqC0>>GV_&cxt{|fJN&#yiB=Uo8* z1cE;>;j<|Dk8sYS932k>cl^VptE%QEZzPen0ZDd z&WOan6A48vWA};OKCa<}lrDdgAb8pwE!MiV0!bYUaTOP2MS=Rxk1diQIdAtNtnWf; z(s(`%OY>)g>q}KyM?|friOK zui1-2{KRA1+AfQoo1n%RA(v>LqGyDwbE?s$wUz0X$8Sm+zh)Ql9Y0nvDg|Fd$fb#~ z>z0aBKLB4rG^S6|A@;2TFC%)bp8F+Ju<{^lrt=FCaXnNeB_9l5~aSUEEU7MdUWWXvXutQ~Mk{qrqn}E#rwq5H=_ZQc-N!Hl$=kEq|RW5C;Yt`q_7#f`!O@SjH&075bHp!1m4o~4y$0W;|AzjX`2n}Q4v zJ7R+HZuRO9;(e14>z;E~;=*w%RUVa1sD?{5BxGm6sO|4T>{7rpFQnSn#L+?)G=A)~ zXqqNPlMjQ@q&LCqpI{Y72i^Y zRb+zs<^tL>VU#fNhVB-)E_>fko7O5BPx%mKzZ{?Prq@$e@4e{Q@M!mV-F5FkZCH+A z;LVGEf)G2iItdi=u*`E~@kzaT$d9q{0gs^7Cc+zomc+QV5CD5kr0e|;qFtPo4o!P%~F8 zI>h|}ZUC)4P?(NZ>v{BP6ytACo50m%?~vskwe3|lwUTfsBnuvf*UmNpM!OQPinbr9 zk%5gV1sIao6QpIfTkjVt8}5AXRU-?kMHX#X8@h`@HAeDg68nH-RrvbK&?c4`TGL669jQq>0~x(YprIZJCg_- zr!q^R%&D&ID)??LnwHT`F}Q@9)YFNH6xhxt2?}Nmj>hGn(LyH#?H6l#$ip?LJg&hr ziNQ=lU&fd}qltyrwTJ7ktEMOoTL?5fR%7VzWC^m568$mXdGSJkQfNarNEv5vz=ooU zjw(aqv@`v6Sjnrw^fqp8k}cF)mF%hF3AwD&cg4A76XZ08EcKFXh?ZPF;n>A4_Lh&q znFu~WQWcg(xtl2Z>4fGkV3QXJHxA!JJ31AP)0^uN{>AS+T(pc60J)x*oa%3A#5O*a-1+z2G%5C zHmS_j>bl6~S_Is9iXE-t;iFQEcb8cj_f`KX?ClxIf0?GGF*xYo0Q&PeiCciniG}99uL>2b35b~O$hh0gr@v9KO$9=}E}JR*-vclc{5!^Bkw+wnlbuZi%OjS*ZKy4OWvm9fkFhg)8s zCvkhtV_!xP3}xr#DtYp@mZaWyd+l(SodAcTX?~sCg$$e7NiLD(EAh1+st;Le7^Js@ zEf?1xgwBR!eCeyGQJ@p2?`I#}>~oMziC_uB;3Y=q5?=y@c*F5-YCf?`qlcKyxip` z-&-oZw(~^qK!tVaMDPP_#w{viT+3aeu>h zE#d5pYcgMMniB7`wJgsz4X@DlLPaNd5G_XZ;(EA6kVLU=*B|v(B4Il$Inf=cp$CQD zb$p%CF`c&k6yqZaQPPZ~42hK4>DRG(1t>TM7o8>S61SYELEEKS-*|mYr|8HuHW(FK zdq8E6fyt{eRP5^u(9-sg^?C(xrB3OYUmgSydM5qg!wnR|^)=7M0d55)UEK3ffz*gx zLBJLc*s#DgpiN3eQ@AMz@q>5{NP>MOaDVv^(xBjSn@=E{FU@pc*(*IK~ zj*VtY+Al|qA>X`MZ_j(sSl@~k2gA>=s&7TKBscOy@Wq(Mxp$PL0NsgG3hU{4RD%L< z9~R@&U@=5hHXKa8{;}n@2TYtq2s)l8@yNNbEmuX$Vo5T0MMZg-UAEppbibSuu9vef z&c5%RCzrM8C>DVh>@N1tig47zo7DTt-NN4eEa>RCbBMiVgB=H6HY>s=(>P}Ww!J43 zfLwX^^qk>|mH|;*I9(L|)wpDfn^RAdJ)ymeh-4G5dba}~S^ZxK+e!q#JL2t(W~MTM zq1G;j8I9ogZRzGM=XbM@5*+WtK+^WpsZ6>CZ59zJ6I1#7Z>}l-ROu*?{i;$kdLf&m z6R$YQfX+>Y=S#pBJ0$aIOoC_1Wz?Tg~v_3Zw)>ZDy)vz#8SZ?KT_S+ z9{VX{VmSeU<2M#Q97czUe#{xusSFR*gclRdFtCdkUHwwr#*);*){y%t@8R(1NTA$% zB@wys!6e6qh?FAX2YgSQtD2|aNyN1o<&8xKJ`f{IH2(+nL>#}&^K@=Joi(2Bby6i# zd>T?xpkU$?+zfUUt$cf$%d5KJhFIOVrRuzISfiaVr})Ck)-voBS9Y$6>gHW5T4bKR z{w23=BhNgD7W-FrgP~onm&f|mt5D0^P@P^Wf32j77*pI`#&F?9!)MD2nf2g{H-jX{ ziQj>^p_LzLWKP3?*PoiEt|KXARqyaXYeL+Tmv1AFAC{9Pyy(44U#nl*BQ>XMCw(9$ zo3)YwZg_a;`FQMwiz-+vn=A7ZsN!6J>LoXcBTW}q98}zbc*BYeEzV@vjJ}Er6zFpeK9q{0iTezFMhsSmw zmEeZ0Vl{J+=YSZOW(NO5`cfh%Vt~_p0)jWOZ%ehoX?P#}knqAV8&ds65`L|+ePG6z z()&o4AZ3@LW^Q!iBbF@R^1j4+HIo$9#J-uur$*}ciXM9U`*ySRAXdjzIO;MdD4I}H zH5?5^Pck3EO)cHE-AW`RDe*XznplDmLf!{$;*5ST8l(JATOWWYw%j29fHf21grNxo z6U#t|PLjtPbIk4O`A~1-1V($cx!PMrf%(d-^$kjoitNIud=5iQ!_wZFrz#&^YZDI@ zqx7frh?^B4URfu2DUg$4x|Kk{iP9WPA=R@}A8WUH>0ii?kAuhYDCk-f73!5M;0~up zQ^`!iR*v}x)hbx_`!DXBIsxc176a}+ym9*N{<37rHbNlGe5#D6kv+}C{-)ExF4TYz ztRZ>PA*cDkKWkAjN#a(SPT4q6Vh4B}ydS_{Z*Zz^Y?)xd$~S=pHQxf(66&2-t@hte z&*pg&^p7sO24WND$r)7nPLOAzVBx{3$n$qHaVF6J=LMSEb$GtIkqqym*mnPUqlyc4@4l9ijAd$AEMNAEqSR`O((RTMeUxy53nHCmH1tIaM|rvR2n zk_bF{RA196ScjedyFD}}+Yx`nCtXrx%J4D?RP|sZbOxtQK{hAG?Cv{{XyWqYn&t@4 z2-D6n9JA^>Rdc(-OksKI^DShx z&UT5CrQ`V5`9#^UEA`RljebHBdaQQv0gvGG^$??Xl-N8VH3r|u)(NKhNXt#0Ulq)U zM26Z@MP^xRFUrU*;Yz5j^5*n={u+^gnQNy0nT#dDAQ>ky{4pMsV-KwM1_Is`*-noX z_j!;zSM)KU0`}u|cGcAG+GMRneq76>I&C&~%Enk9l(cAJi4IVD&%I~cXUh6KLakeC z;>+S^Hj9$#@3oX$RB=&_Hm2t}EZFEDZ)>Z%kTc>Wp3~K=vHH07CVmeS6jd&;cfB;K z(P*@q8=b5o53@iRQAc*L-W3#F%Yc(0^ADr94`9|l_S+T1PsBg-O)eFf(O^Xx#+W8~ z8}~}nSjqySJn>DfnD=RA&40_Uh6+EILxe`(nB4tg7hj)KFc zC+3Toky*vyZ0-4Qu~_C*GKqtAli}fE#hBKe0B7S;iu#nm<(%wQAvq7W>m65_Umt%F zudgGp|LXPa8GdQKyX=Go(c(>0S9UDQ`W_bK-;U%bu01HNygkx894bqUxjnfS8p+

wxqM>XXV=E1%3n9>TW%yIA@IpLxHYbUgk{Yn`f_;FDO=jx{e?*fdLCGvUH%OIim zv9dz(A9I5Y40ZSe5f`9Psw0V8bk{4Q8nwNn8$A|^D5^WM6^mS3) z`5}60K?oC3IGI1Zyfj*(pjc5GD*ucI(i}0#lFP~_$X++^hIos9T%4o>puR==_p<)2 zfJjZ#oome2eO>6(4^O5v;P*Ow4GrMRJv06zdemhFcpI+q%m-Ys5;aly6C*mT@ezaz zCVr$jOlVZDL>MSHFq4N~;~wdKITc!ApWwvxv|51`y>J83Z3H&qb&?&g2=2DE9duCt zy!=UX>^vo^jfA0s459Ey@(s+tY-rPQ$8IwFZds&nNcMQ8QmFS-jef<4Ck>B?V34Oq zNrPJIXvkbZ)@UUx0NVR7U=XSdFM~l+u|#hGtTL#DdpyT_lk3N{V{Jyo(dfR0=P82$ zWJU%J9-f~xzg&h6+wv=OXePiZ!H+mJC!gRmX8=*}ooXiJQI}XsM(b*$Km*Ti#}`@z zRMetTX(QN38o!>YpnNWEbUM+SImWNDuSns1llx5KR}WXF?rP zJuM0?KcVd>Yj!|l&(ZQK289WN^57p(ola;+9p*+Q+#6~=0j6_qy%gfRGKMvcCAVUA z3PMe(kKMQVI%c_Oq45##E;6(qzZ|wwUG-*4|6cWAYIT_NjPIBX8zEe*BnS2QP-|o`)R$Ov5e*Jd&}@ z=nxJc_6Sw|46DlJTonI@8#tr~eGpQsDEDDtarajjRXB!3Jk)t}c;}!dFgyis!aDNE zj>bmgZ_gwaJ?dbf&W_1(BNjwxRCgCt>&2M&{!+F!XB@4zMs2>Nt(vKKNPalQNt>Em(gq~xc`YHb@kLck(+7ia`mjg$JgJ>Mz4S*j^OR60!B z7zR!r9btDtb0*_hkHh?#>upEGj(g!A^y`o3oS`Wiy4kMqyFd{5r1@!MHJR-4M?ERK97C|y!%`o%Qu zrj=l!feuPBl+5CXHB(<(3aHmx{d0TyH=&A)^D%yKjuiunCi6qo0(>FnX~7n=!d4t; zEjdNaE0r{9UT&ol2 z5%}Z-d9Mggena@w)2|h^OBJhk@LnF656ZjfW2;Wm>pVn_5f;Ge+m!hR=J5WlVkgTfO&FJU0M?3}z6rvWEM_HVl?oMH8VK?FTRBA}d=(hSm zYv0Qc@_yXO;ccZcP5_FcM6#ukcrj&%i#Hk=v_c@EZKg*Js2fwa0%ev42v3dZ!HYz7 z`wgz$#zK7Tli!6Lh1%sm6=m5*_nC1{MJC`NvKkRyC?#l5UT(MouGe~mXMf=WBjQk+ zPie#bWfGD8>ly7HOI#q*-#BR<-1y8X+nB;+ylilo>Pb(S%#Z`G=0;&V0cm0Pv1G-R7Ljd_CUK5kORWxA75D? zmf+(}P~5`+63C!G0d=aW?v#vjSn>B9E2721DWX;gTA~S@x8(pSv$pO_7K`l78uUfh z3jwc2*sy`JzBk@<7WBZfJw|Gr`ExEyBh~%~OC7y*N?CbOo%*RweQ2+M&tcq5TE*d9 zSWmQ_=A7><{%GRp=A>N(+^WkPOm0ih4o$S~j2*djR_7bkdW4w*MR*9TdFMRqhGj2{ZlaBgd5xQvGD(Yuc3OE)Aqn_E!qwqV31w!ef0A05!D^^L}_( zshd3ZytL7N>0t1R^M=($*l~z^w!Whb5zNCMEP76O)VZJRRK?@qg|Zu4g5 zxhHgIs5B|E=P%gxQ2#8!N4ublV4=!A2SBckP0NM9EXFPb&&l20eWa1x2fZeCA8_k& znAg1{x0g^C%<1qRQ!S~FrY@gPiJs-Etz0l_054}BPBqj-tggM&_}RId(QKz!AiBD+ z(wZU7@GutuqMWB+j#Z6&;sq4T%>u!`U3^nXyihGIt&V-DfPjG5Y>^oQ7ES$l6f~c* zwebp4H^tc2A?ozi6L;Uo5|4nkHg|9pb|4D#ELGOSf+vVB)klCAGBNYZoX!UAUq_E1~Q+T zqJU})!!7YqPh}4*MS;{+yw#iOf^pZ|*xm@Wumps#+dv+aW*d^(Lwgr8Yp-K0XCZHV zl*SWp$v~ey;usRpW(PtGj)eCoJSX*Mqh+|z3VUBw(p6W8UKss6&0th7OkvH^M{CnF zci*q-RUOJe>=+G?+jpkLBIY!nX_mX^giQzHi?~VmQ;FQO=XlGahdNSd5|diI@3@bf zsDBoHk*xWp!k_99M|VczLe;U7@?eb2huf){@i47klz34vMU7@35sBM`6mK3_-zS?G=N%l zbRZY-8}~a2kr%{rRPD1l#1l2Y*kf7%CVArp*R7xyg@IlmuQLP&eOP#2Mm3GHf5R9! zCV67Mq(_LV*au`jX2$` zGsc4+^%&0%tvYFJw0fn#S8u1#1ERz+bQBl*Hkx>t1)#Xgahhx|irX4~QQ}DxSzTFA zP(T?Lw4+RB8LlvU7Ck<6_DM=_U7Hmx=DHF_S9A}#0iiFlLNmIQV-}v_lO!LmvU!E=1?Au zlCB5GKSr&BQIVU&d!9w=ZJnWp$>&C`YqMv-$)d;wZ%DP0+I&u#gzzJd?VuOqw{U15 zyb)v|?oN?tH0+%6k7=#nY*DbcI<~5(Eoeoeqjz!@9ej)&{Wd#U_nt3PnVg<62Yx0^Jk(!iyaUbY z(XgRv4Ppw`n$g!~KmE*q;IV+@X}P;* zoZzzqlN$iCIh5YX;+Rmkwkg(V;z6QJ;VTvf>y!pLg-?UClYN$<8(w}HQ8i?ot2|*b zvKxcmmC{U5J`;Z&b*o0x7wLkPr{>>L<&Qxt-?33s}6K{EL1t+-*gW$nSGAi#CSy=Lc=Kb)Pl_ zF=iEJ8tb_7tWj-jypEN_hBD{Jb5Y}1f5Z4(oSitJAZ#g^CVM`(EsVNII~sH6?kq2s znyY3;P!jH{L5c89!c4Kb7nF|HVK_dMMO>)iJOd{T-OHp6jCPxgY~lRqvQ>I|rn~xQ z<)3nVh5*+UdRb4Fkm{g%TMfum2o2!=Qwz2Be71#) z>M1yVx{#xer=I{1d-A5&HO&6!Q2PWSA%9LWp(6#+^i4)rqSJ2~%FJt8=bP%>tvO%V zdzWvpP1!WxwcFb^JWeN{&xsBXLeeV0TwazvSi!*KOL$)os792*BpyVbT2BnZn;7fg zSQyl5f25U+(D>Mz;NWU%@fFgoZtu2mceCMRWYFWFBV(` z&mMx{*J1`wuji{;;fTRJ8G2Aj87qlJi&V=#x>s}&4?!W#X=(xZY1MdTc`x(W3Gb@` zr=^4mw4dI|dXI~F>nfo&|B1b3uaC{tE5s1w-)n;cKup>0!=31kGbGE4ScC4Ki$^j@KM)RB636H*yH)UYjj5~);6R_dUg#ERSU1| z^|}l4lHEpLBILk$p*P>L{m`l+#3g(fgvTp!{&dK4s|nH*uuI&tgWlY~`pI3v^h}I=1)6`r)hn}=mHY9LCr-l%>k3k>3*E9xu^sn+SD1@7+ zE;?6bjSDYS#_#CCc%k0hZW7mT_Os)ne2Mnivl)XV)lTMDUdDx;dPm0f_f79+Cw~nK zSbR0>_Rd9Y47}ggifl@KKa8jsez%(WeeRwkF74Mt;F{JdaKuxIfPa< zqCn>>^rTfJ+^Y{<{<&t5Dvf`hcFAL9s>4sdZz(A)0~ug)Er!SS!_A|xBN+GAf!A0- znM~>}{O`vf=b+80KQsV^dp8tKP@Sf6Nmh~z61|gyL-CwaXD0 z!nmVlJ4+o_*!fsFMl#%u5l8;HU-uJnaqy%8TfZ25|MDr@1jNxyY!wG@LEPz6I0%rE zhxMnl*tR2WYuZVtBhLIkGF?B)7IChC_$~X}-pA?U>gK@4%F>V{(lf6n3 zd%92=<8jRMB{1DET_9vQR zgy1URL_Z2g>3v^hVwS`eR(GU+eky=0-oqKaCO-8@_2;NK41K@;755K+E(e1J@AAEJ z?{RD5$@i}aW1dUibI@0MpG|q+m^EofvaPt{YVK$fRTrfqr6SbOXu#Go;}>SB#^Ws= zSAzR9AyJNgrinGfPd8!_@0VY zRNTBX_dUyU?r412JxpZFZRXa`YenAKiEC&WnAq#R*TJo=01QB61RVw4FN|4u*Lbrd zC99+?y`rnzlgLUVvqnCYC{%{><&l_qN+i9{FkX4)oIK!y$&4bTr+VNEe3YlH+^V^9 zX&-vn;O$q>DA^hG#)x^cB@LI_a*V|fwq{3C86E;0v2()PDPLTwV9zF7OhmWJaV!H1 z3XW2I4kJzTOdZ<-LKP`5Q%&8`1bbL7Y}J3jA3Lh*wT|wMxe2%c_Z{KbQv)y?UGQgM zoKuU)HOECGmfeF4d`HQ`P7~@oOQdnUtPjsDKC}vvlqGI;AANt|aDS{Qm~!3#QIL0_ zt2SF5f7sl)1I&$-D((ApmWMqQ$O?RYHzuP zRo4WHn4fh%)jEDT)^({WNhp$?J>tMI&wPjr(C#qHIFJZ2oK?-hE;SWgB7;4-s z+$+#o9MiD_T9Dr#FuqqZgPbQ!oX*qBJ1p7*Qa{LeLnR0I=H2CNgg+IJ@A78#k_w2Y z8{R3RZ38srbL@pr?b)iH$31*dTfdLG3kOHUWsI?Ib5$2~#T+%vKQ~WKA)btUMabB% zJpFvH@g99Goq`8gY}hZRsOu4;XlvLUa+rDD>vB^?y+KwrInnf|Uf4Jh;qzlwNo^^EzU(3VJdYVL54;@hGEnxW!Z7nH<*`Z6pKyQ7>XnC0$1UoqT~4~E z$BR%VUbi~%1C74bJAEkwc}Xv?Q4z_u&)+Gt3U3OE&lPf4`V|2%IdA)x25pl;?r zM^zwP5p(joJ%hG6_fUVh7MFW#P0FMwE2BtBv1d53YX6mpMT83{bMyw0FBuSB=kRsY z;*PmKCzczmjXwxC^=zXLH4n85Q@Z5~v;mL7bf zfhy)AFhsS+$T)eb$A$9nx+Q||ER^-4#0<2HNWr)O`zyG=(QTj5&Gno8kuQD<$|JDV z5H*TSTV~UZGBZP4||^R%#r4?AEyxe#AlEHawgzyb$BKOzqZs z?Cbh+IqJ=L44td6acmB%=(}-B$5FAVbo|zM-TbGDDup5qDl&F99pKEp6mJ(!h5a_F z{yTmCW!+o&%H5BCejs?+P-7b(ZWfTI)3`%gngo|dr{4hBvt(+1R1W?+`yzYo%BloW zRWthB@}}Cn(b0JFR{L!gyTDP2FS~^^zQh4RFUTtZhQuig{_|0R`Sdj63nEi=h6ZLV zE9{AI_V>0am#*cqDXte@pZdz>U{M$_5C^zCD*YrbLimAj)C3Q>~9Y!FOqivX2;UNGoH$GdvIxTBZr49ZyJ8?N?y<9Qy zDE6aI1yNA(JhPak+izN0oMZ)nBL0=v9ZHV_qe$*0u4nfxjH>LGUa6jUuSqsI8rQ3^ zhARTa|G4qv1K3}NX}RikFU%Hw5$tT8zgZSN}eUm?dIm#?q~6s7*F6#a(fR1LhO zy6ThxE%0@8tq@05_Ms;wR)@>#O7p}6)vlZAw$Q>$PC^g}x9##S#1bubP#Qw|(Dz%V z(B1gxfX&D<`%Ulle6#a$@|Ry_iX|W}L+HAu`xD8<1F=og<*V zICvQL;rpb>_OO2GxO=w&movZrUV4NQEzt8zy^kNT*{|4lu=_bMc4%?!u!Go)$=kG^!sK=4jH8xU8$B=ADZqN}im8uvbK3;UEzz3!j+VfFE| z_=rdIVU&mW4#|d5%Asg6cf0c^>4)TJ;!}V`k}(kXTzfUx-BUMqtxoz4Y?}<%K5(3c zIRH6W_if)iQaB94UjGwJBjVif^0s7JV$oC|#Ie9Lj3Ki)yq|j*@l>KlUPF#EUYi0gW zFW$=}DVq72Mjl_DyfiH~>^#cB@#OaIqIfB|YBWtoX_2MR$d)8UV z2jz{Ef7AaDH%L#O-(VoV?@qiPBBUBhGit4BM0$0sG#4zdcCiai;2+0k_1Fm{W3K%k zRJe*xsXeWe=R$GSISmZajLT6tfXvI~H5abs{)_!PL|3m&?)7FRax1gqk-tt1%9A*V zsUtd&v?NwI692MaN(J5Y$Xr#~7IPQT956CT8HH+;grupxw;vxJHOWK8;jGFKL6~u9 zGoy_4;a(hSw~Nj&7pY{(@U6D2iS zK_Q3u)XF!E3XZf{zy9JG&70v2?d>f?4_|G^oELh4DfM@c^T-=A4m3(XkMKkt?!D5C zue}wdxaDu6c?z&eb`oAlnnro*yS|}s_o}|rP#Z$`iREDYni0C9?2~mDgX-C%s3?_Rz!?p;l|eWqNKwW9@t}9)%r#QJ`}^SY~i-SVq+Qb+W%eRo$+DM zWRV7c4-LR?m2qTF0}RzAT&DI~0*+%o**6pXbRBM_h+pwS0&Sij2dx}zKEdl~Y8XiW zA};Dg7lwkNxEBMo-7}*O%3ClAX|lh1q>|GQQ#c>9HB;95mDTe&dK-ZyP{4qdZc|uF z4VBy}E(8o5-){;hO)_S&sX%H@t~-1DG`zBfN*+}x+Uc6&YvdzIS|G-m1?KS?-v-fq z`v6n4E%^m*o9K``EJhu^Q8$Xdh(z^Yvy&dtTV1~B=*@W#iW*;wWz=`#f^-aB zLwsj29v>gy-}jH#TwctXJNDl9+H3879}D5c3=@9$6%K-Or%1?02q=7yip6zrkS=%a z0!1|2@bl&Rc%;RGcQg8wybUxfW+~r9;J=M$DT^4GIL`S&Yg>#Q#RAd;>^nrs!_}18 zmjzrOCf{X11VTP%+j*QMUzDb!qPh>DA>5s7_8TRSG_6Y=>ld!HE?FeMo7ad{U&aa1 zHP(lCO9eTFxtn|)P9uE%oygM&ZrmW7xNaL2n{kFCX4EGVL}Qd)%ru#`fSgKMKo+&9 z(LE%QOqszd=a=NS!qZ4lZlS5{IoOTX)tp!^?tCJlen-GxJ#J{(`TY!u^vVSq8>Yix zLy63o)aOc@5oysgWPwr?m0^kKs~mf9i3L{ckMX2x0DyhK9QPaRtnvVCi+O3hjGwah zqu__2-PHJfno>IbVTaWS1?|sy`J4zI^TAI=@j37k%RUpot7Ho@Xy6&V!Hd-H3E~uo zb`Jw%ay}RDV@3?$%`r6^f@^4-6!BroPWF@AB~`EOQmKQi8lGb=$e(*`IOS#GDO$2J zBT?S@n;iQEXMSuR*EUE`CV4@iiHUmGqB2H(F5T%0gM1`>Omy9cso09 z97qH-uO!DQQfV5t-FkgXSjjq#w25maIc=9FVc*+AtDvL@o(d4HkytoH>*K9!o>>hC z+?tWel+SPA?^h<_rS@!n3*;*z*g-(e^o;=lkWzel!>lvTl#$X$jSKd3u@EeKmNUX1E4a8Trg!p-3}AEaedM2 zu|i8+b1^5o*Cz^H*1IL{ymYOp7W&#fUgOb6vn1jGBwWIJDaaJnTC2j!jvb++%p=-f ziRjHmOwSX~DWOlf{AT8R8w0mexn34{e??EsXN=zNyKoL^jNG*?4tkyCuUiw&&dGUT9Sj1mU3bd6O#2p!oo}( zpYF9&oH<{+v65w@l`StLgA<(LEJZ8hT7gT6y6=hLzT)&+JB zqLU1(orLMAplkij<-?S~WQ65X@_JIjnXJZ4Ydg2OUBee%fXHCnnB}6!VIg{+6%k#~ z2a99D@mlQq{c`(V&(6;gVa>)uYW}H&0;m(fI~*aIf@b2dZSR$V;yW=-lRmYR>hz)# z?ta`+pD4;ziB|*q(NdYrkKfhvpK1lZWQ*nwN8^lki$MOvRWl0#%YPx+Jb{%FG=XQ+ zv(7PfnbxV?#8`I!il}2|(lEctiHuXc4#Zw+6Q?nXIL98`kiLAhqohAgZ5GiG!(Ej_ z9lBK1Gt3!Oy`HIi&7)FIP?zHI*NL=HaL{?=aSm*JOEyun%$iPN))^&VPIyTScZAo9 zFBT5k@G@E$>pd}l^TUrBSpdHCCY%z-@0Vi}>wwWQYlfO#h4k>?EJwYCYeHg)hkRyc zZ(BCY#Oo)m6cOQWj57gCG$ZWZjHL~PSHYxIi(-$z^*)N?(J?wcD0MIv6WLXUdXofL zy~w>o#!GMr*KKzifBhM@AH!!=870W@>6~b6Q+wPNuwJrk$us8A<$h!bO-ik;ofi{} zo1V9E;Bneb4>j<3hho6U@6#9g;a zYiNbDe>VJ@BFGlsT>9K+BtK)l4s%lOH4@t6#yrb}x|h0lH!8TsE)>#q)mu>tdT}!w zBSb!ZC*|qi0q3^jy{o?=NcsX_la{EbTO&NDm6EdYOF|0P`Y!)6U3-ZX}ulLspAQNh3rb*^KYfn)QnqHMmr_ z1daoFipC0_B_S*W;+Hz;T%MCZ2&hXY!~_SDy=hgj4NtH~+zlvPC9~};VniGLg8j- z`7@^ks?tSSb=2xV#|W4)2xPksU{9d?>4eD_`P<(9whUk;ip#DqkRKjZ!~&{YH1FGW zr8YT7d2*f*VRduM?;$jaI_6D*zVpuT1 znY`j>fQ+KS#~?w8TTKEX*Z*!^lI2+6GcsFHCBl!|9j>Bd#5br24+#`WsEX~|h$$1* zb?Y)m?MgA)7mZ>Z7%n;L2>#!!vqpL28?wp1Ecp&mk$LjF8h*_x{rj4k@>#{Or|VvB z4P`7S`R!*n9U!+}`6t@``_mT7?e@YeH9N=IetP&={W%Yo!?p<5`HHAO+ zO$TrBuz{|)h+lnhsUXIr=Jon2ko3^mzJKrE;67%(koY5@-&gZ}YIzgRk3%a5*i*O{ z>@x4)Q%UC{Um6eE z(>8NQkM&%Fyh8=cgwe(Sal1m)&D+KWwGbMfcg{Ujf}u;ads9&d2F0Hdg@8niQX4eS znS>u3;z$AXM&(~U`7Idzw)rWm*sqoBB`l)dwQlU+?7|!{ZJUY9T;>5ueLOZ^(>GIS zGvq}bO6`v%p%g&H2KRj8XO9%)M|z_}EUsGY>g=lQHl85q;!Jy~R`aW_b)R5q@rFj) z1*)B@o$5EqBQF6iw~ltr;C}?0W30%XHBzUpE4qb)fHFH>;T22UF_I~Hn~y3D5VU0Pkd^!BCAC|D=eOC;7(8N zQ|_d~Wv4KhaTcHG{4rCIH!tesW4%uw*Mr8{$AkuZl9+t}HYSoDbDD4?f;_5So+)Ci(H{A($(gS^{`)(SO{1e4sbiiVm`Ov!##O^06!NwZQ%&jY)v}SV+ z7pTHw^$eUk;)J@9KfE6u-o>{z+K|9^u7Y~(WH;rJ2x4wGel50sCm5d%V2`t;KiY-p# zg{nV$hsQ*@m&Vf5z#VRnuupiuM5EPkpxdr>6=n0RTIZm3lxy{2AHov()p0THGh)C) z_z6hroqJ=alkPpY3_z|xiA=O)f{K&H7X|%J5FouXWj}*}UrMnne<6f$sN1>uaH<`{ z+Q(p_yhF)Tq0F^N`}pCL=*-IIQ!%f)kD(R$H*~~PLqsU{2y`RavE;Y%33P&!vv9xN zu&)%JBfdE-Y4wv=@#DRdnbUB>VT zg_;WUi}9p&iWK}>y2jOp65H->Q;A#IG3#7HRQJE3frd}n;E_Au{yhpYCQ8_y01X4`*ik` zvDsCaRrg6r)=A6dwNur;e2~jZ@Z4B~u7}51# z*x^h4+Gb*AJ@Bjd#+7HIN9tkd3`7M*{Z21vow7`^U6yNhINj7Z2VR7AsYjdrb%vT z%+IgAUJ%(A?m_4C6(C46+B!{#@N88H8$bm$((N)EQ)d!sb^9n%k<57*Z+)7;-;fy- zThP10-2BMzA%^;2Dx0=AN}hEQa4jb+>`$z{EpE0`<6HN_o$z5EXE{}6|D6vxk+k{_AR~4sj&T6&;6l(uBFS$ z$V=o0w28WLd-?%HZ+~i@oyjz7F^LG*6MkgJj?_8(bmZ7ou01at_8L`mhr(=%7_KiY z+U%yE3Tr;Q24T}4y_o|U#aa@!lYX;ilotZDoYh`UYjeXmxRY2moK#mh3N>2e3HFNc;r@b&U<7y_Ge^msVU%{c&ZrR*%slc+%KlY_DDwVGWz zquippyL5_EmGvy#>6=~BZ0dYz*8u(GdWpr*%pvvCv8`t?^&`DmpzPI{%F=yNJXfYz z;w*?PZWC%T^coqgQz@n?vJ9L9V0ntsmHTdCwnOvyKqe8eMJVF$YTsoFx^oir-V_ke zW|gECy?O7WkT)(HsA0;Jys_OzD-X9qab=%9rWLZ- zudbp;+sVDB$-26vBX)*mi-<%%nIaU27Fi0^D2f-jR2Ew)4GCI}g9;LDr;Bt_xke^> zNd+JrKAmH4i&$FEj|^dE$x{e}uhh_3(eZ#$xZ>2Qh(DRFT5@6FwWJ0qQP|;VdA01B z^<1l?;HK#A<}F{h{?o7cNJd?G8~_Gh@fG~7bXD>LHh;0<&a0xs`;#e{`>vDA1bi@r z1;@5E^srqbI_SjIUJNUcqhzm{gGS={@KC|jOPM8|sCCsAn+DKHyAKD~o=Vj$( zP!)D02AwQNm%Z|4+J-l8Ns#v3e$EIwOFb*eJI~C-Wg*-B%;(1pHhGCUztm|U=QQ&T zkY(*eSqOFWI?(FXK|V$q|6uQykBv|59UbwGyTUpGaJ=N5HUBXXYf3n%0BGkyyX-@O z_ZW)%d&f@Xo5t5sTn$;N$94gP{!f7T?|?lK!bWu}9bFDwKm*vu1}@>{h4n!OQ%*I~ zef(!+ds|oA%f~Xr_hFek(OnLPZG$nh=R-Rr?{%}8V9xSYSoa+5^3c|*kmj^|>tk9Z z*4nPG6q(gSg5K(QcyGlrvDI5Hzul?fL=9-%zZGB=YK%_+*rd$oe#aN*L_V4L z)*Xux1RoY=72vZG5GVqK3QcOaPs}K1l_zJeern0sfERsXVuu0Ug*KO(ve#W&(jbd9 z{upGy-8=9WtKWblFyJ<`ppY zuCT5wt0%L2p>S^LqZ&zMO<4AeP?sBx(DcHJYFNFXRMj*xa&~MCf8zQM$g|&({*UV< zB(s64h$h-cnkGeWt~iC`^b4#$<{fZLpSi?jYsxD+&rWn6V}W4bOxjC6%`A>tC0aVX zC!zsWA>6Eoo%Np@G}L&l?(HQ$jklACpOi5&L0yTc0VrSUUsV1_NxL-3s9AxhhKu5P z0t%8hpx8^3KLTz_`e0jDJ&Th4zSkZAZlMq6X}xym`J%5uzoGN&dl_{fIDDY;%R&=_ zg!pK}^U*iu*#O3YB}K!NE9J;98D`%dpG&T9zV!^6(VKR~o$K^UZ*H;w$YeR@<5+Z;4^=!}MWk6Y9J=7V(ZDd{CGxeei`QM^BRsDU!F@&c968CM zM-~7X;GY^F9XvwYFAv#zZa>+=k@ZCLh}#A>wVDi$Yb7C{(~ua{JY|}e|4|WNUPN2h8NDDbHwju9rdpA0bo!LlRUeY6Vr`1>hB4(gp-6%JyW8Q zk1Kjk>a*XNAlhgUhTGx@V{@g!5jQX_r);9@(+yn?kX(k~Bb+?+= z509xw>T;{NNq7V};@9d1Qt$R&IUg%{i>jm=3L{^@naKND(7=yW8XkfqcNIao!aQ+v zWr03B@~$8A`u7h>((9oM@H@YV&3T2;c=%O_vtx=N>Y&i*D6|^R?i^RPs^D~f604Ef zE7(Y0Z<$T@p-xj^68O-;1{iWd^;WF&%af>jT&}kvTjPKZ%gYN=bd_XkxE| zL}YjUeReak2aY~kSEtF!Ar4V9W(`O8)+iluHd^joteNOmz^Iy-Qe8h6B>tEt!2gh5 z<{qAeg~ZC$9AnEL?_EObK*eJXfh639gTu6Ct2IG0k=Kj!To+P#fG*Z4=Ex{4C9YrT zqp>=}GgWlrMB%Ds{~^!^XG4j$sszf#<11wxfof;w`Rf#kaVanJ4~q>4#O4;6C~3`T zvx)n&7wP2n3}@Rth%qWiT(QO*3o<>A+^S@6tQ!0Dl!RE@lLsUbng`LkhS@betVt^5 zW$gO~1z~%hEXM&)jLI4(!410qe>Z1AQ3SQ0^_^ae_W~70VuH^;rC=7tuG~@tebVRA zy8>S9EXJ>)T0S?4dw5l<3FudsyM-(I$PG>w@Xw-)weoCV%t!o1=q;5D9}|8fJehpuE@L zE!^`rLgb&FPHDu5+w^>sMKuPb!i#FIT1q)-ct%!(_VZdJ6QwBKCP#_)9M?1RfGJIO z5`5bzKm)n=JBWCTQobQx=1J&%C?spG*BGe`^44~5u@9~U;A9y~D-N&sE#M+S)a`lb z%o=}Zw|pt=^IwOJu%{8dcfWK*&(HXd6zclEyZp7xwg^v8AJf@6Edp+*d^1Bh9dUL0 zY z!8h=n;VW;&@=QJu1j~s+9p=);YOKwA-m>*4I$gn%zu(A-t6!SWlFiLp2q(wn>xW^; zAPt71)V4-|8y%&^)WbWamRU&W^#aStpR{Z6Ew5Ra!vm5%_r^Nu-@fYU4gPfQPQU-7 zVt+0IX|8#^7pIBOBWl}&B!>?TJ0EJTO@|ZR0`&HQc4-29aU4$Iq@`fF?N#Sl=Z#R* zl($a1=63mr!GmM_xKvjeUeh#DW(ppN?V%}X+YgEFW>8S`qh8JgR1%eMP#5tmZ&1~T!26U5Q-Ry|CL zX%!)oYcPMvVU*~$Z?HCzUDCs#1eBe9c(gh2R61~EK;!Hp{DXfvo$FpnvDLHn2(+Tk z{lwZo3geisql>WR-kR4hvLK0O-t6xY;ayvSuXkH$9!=}gJ(5_7`@Bn|&3=?Pz9IUM ziyVea|F)uWn%i~+D8ID^(y*Lu^g<@w@FRda@BZkXVH3L`Th?%!mYBItGD@reAYu0N zDpj5gti#=>yh7}rX4!I$)>$v%HFqm@^?{28m8u5lhc*FQ>6}F9f)j1Gs<{V>KhH2YCN68 zVml^ds_#R!$3aUOAO(1mRplbtXsvEs*Uns+$i;^A)f>G_7$6+FiB^|9M@72Lb>PTQg)=dTEq{IG zlM@ZbNoC>>MJ`DJ6IZiqhphTmb5fhG&_WHQT><8RXZ-F` zzLKrjrHN7G%YmUwS+XvMYR@KuqHvS)!?J;5hv!Y+?;383=i<8%0ihQB5kJ@=U)H&= z|1JOKN(_S@7v&v+tSI4RjX~(0*2QYi(38ca7m{*#!2D+Ug52^>`{Q%iZQGJpcOWV6 zO2%b8ZiL==n=WaEBiPzN0besAeIxzoNkoe+RC3QndbBPBG!gRf^c3;}=)8Tjcva~k z)t?JYY#txQtHUzJwQz@xB{)TVyOPc$Y~U;;pN7{mz=3ptpSO9P-;RBPI!nR^FqmU3 zoNH@)Yr~)PzX``V%*NE0R((QgY0Au-wbr5A_b5-y10@|$)gQVGdtwS<_e+c{%|Wg% zhIgQ+eP!dXjb4F(J#BO&ce+0z(dwN!xCW!{v?F)rM+5{?OXqE+TpE3r9Gzt;2{Hx0 zIG&6-EG?HzQOE8c9zx(<27_F?-uQat{mVwc1=w|E5#yxgI?3q_w2_VOMs&gO@xckN zPn9D^`UBxkeN+HD!EoEFpte~3S(f?d1?C!m+G=mJy27WMU0twFb|8Xjo%hN;!kD}e zGHyUrTc^L2uCQB?z0p(DJ%DCFaZ=xIN#nltjW>$v_R|^7Y{4R=v49O3sjEu$6^O|&_ zh>TB0`GrM?@~D`*i0M=-x-(!=V-K`A++dp)mTHavpiASJXZs}K#!d!NX8CDu%zR5{ z@q4iu>o9h7OfEg3&VWI72~nPV^y1@E%@^w=gG6mIEm#{H6I1>Ja1JMWSHT>{an<-- z3WBZCT__W{q`llEw)w*(#O0iLqww*`4`e%D?O4|I3J2g$|Ne&^N zA*4-Z1G^}y=)TnBFjd?AYbTvTM^56>AM8d|SJGEsz0W**mjxT-ieKv_KqYA8>M6Fp zZL>QGNW}6Ap)73W^{JK=3C>|tGGsKwg>T;9bR$PkAZEXan@x+C@@v0726z#l`7EEy z5mh(+07#93u)3c8YsUfYMmuFBNza2OyA>jT!ov}Qum{C>=T6}P*IOcI+Y&W>8^ui~ z>y0(%<+~2*A3$INs~jr|tTYsEf(|_CU%AcP&$rtND}f;53%tA9dp@6)WTIwV29lL% zX2Zj#buP2BK1z|_?|wRte~Lam9K->rf}=C~f4zqVd=)G5KrD|nYpkIqA#FWXVniK~ zEt`W~;=5=O-ERDI_7*kY`#gHN!NU|OYw3o7@Tfuv?mbI=6x?Kg@z0I;KHUx6U`MOh zyFA&JSzk4pQj(Fzv!9$KCY*ou7OjnDejqk0Q@MkERpKdUiy!UR6kT*av%|^6O#ZbWM!m|wA))%5Z~r60qhS;R^{F+UwcJjb zuAC}2Ae^Y0p;52;h-L_%KrD?RGQW&e>HECW7>L8VRbU~J87?B1TyLO?$M4utVE((c z^Hjpq4Z~1d6LEG{+b!2GWC2z)m!dI`yMtG*`oXuqqxY@`xdR54MhamjUeDRtglBzE z{l43f$mxmLNJeJx9b9}t-$1DglKB`EAIdSL<1RTrAjrfPR{kQiayFLQJRs#*svN-s z-JjiBeNtFI?6H>dZ53f?^_>z`X~US!Itara5cM>pV%x~qK7MVe%WIzJ?m5u_aZiQO z){tNMzVmHVU{}8TXPYKK=i@3aF~M$}BDSR^rJNTqPg zDnDxF?crB;>$>tH^3pZ;^Cxbp_?|`1eU(m?lV+7ft9ro2KKYNZ@XN%A+Y%c$7my@# zbFTF=B9kfT$_yVX??YPlSr?IyCv>*++}EQ@=GwmZ?n#OhV3A2ueM?vTT(EuE8d#Z0 zOplg;@jse4G8k^J-}8ALq??WbHPV=d7>$<3%~Wf;+rehnx`(mX*Zz6#6I|z4z69yH z<)q*nz$5jssKPn_Hu-OAjk3#GE_EZ2yI{D}fJFcfrPv5}*S0t^fWxtghE(UfSpuET zVr!p)LZ>kjV0^S@mVcvJnD2neI5#w(J=@cCSuw4L?;rF|ZVwmfO-pP#Sm{>xic!^E z{joR9=HPpTXjI1W1V{d_TK2=y(5J;;eB=FXSAGpP^ZISqyy6hy_)L~0Xc`IhrPTg7 zOs^)yE1I^Xngi-UBNffS@Ez0maS{i`jtr>zRT7_al(Wfr65$b}iQjBu`ZwhH;U6qm z%UOrpE-N*61zt*|dXA4JiH*4y1aanc~2J56(f@{^8fm0N{QR z9iwqfCF|1PqRIgM_S<-g#Ng2g}mB# zfAizYlP6)i;xf}=ESgteNf;%=h>Fa%84g62--zefM|Xe7CF)iu%?50NG&)x4kH+Pv zYLByF71`}LoW0MXEJ_NuR+i_gA+58U*#M>wWKbEzh?_r@YU1r#{UkDl?`gn^!Fpwdj7f%`2ZKA2 zKjbXWG>b$`(CV(NubsL-6Qi@RHh0sQ<)>)U@xFl}qr7P*Pu;4)_PJ%_=s2E}e@7l- zW>fI+a6PQhWqg{OOgS*l&Uwlp6{&~0o!L<%R4;F_7g~Q|y^N#dCDQ_6xzo4N>1ZXo zIQxoZPS%rLMpJG1d55+KXa_`l%958`TBJ zOnxo^{Syi#r|rQ8D~1R8d!0E2;&UrS1!sf{ClBW*ay~gdvtzp)MZP~=?sP)XG_Zv& z=5^iEa!^AaBfV$y6AodiRef13{_(YF88{L11~UE8M4T3vvqC?!tQHpW1KGy|5n|N3 zp8kOoIyyWKc|2}G7{yfcmX#Mzrl6^3F;kRqI;hDAjRGWNfMN@{gr2@JIbG*SsOrJ) zM0{pVO}?q`ok5rAfLRb1FmS{}p&uUf(*Y#|2v*GvPAhRw6_#L8d}QJa?EN`-2=RoA zlroIZq+*5f4N`0aB~{-M;c=0D^(#iyVGe_NULiW$tY-S?l+&nEiU)i-CY(T{FZpw3PKz2Zf_0Fva+(8E}xE6#C>#p zWQXqjQuuPzV1cS!*lpHaNL(bB3^;t(dpae3Ri5gDPT)Zjd1V-NI=S1F_gGOQVi|iK z@}wjD`;eQ)_+3BOLz!k~${>XXmHZ<0si>PKQ?xOftZ^YM29x<^PqXZ|kUlT>v!D^N zd4g7HK%~8YarjSc)K=0s^^nVM)M}52zx0$wlY(}jho705Pdw3b*A`y2b(Wwix0DkO z8N_N)+H93hoXluMxGZ}L6X~sLoOJL23pk7P&C6nR}VaY!<T)qF=#N9S z%?JEYVb5Bi*5G1&x?|@ni*A=Xrswhk7ZI1Ez7>GF_guIdh94SUVo-^|s2DiTcpPUo zY20w%>EY{!{Y;?nM#D7JG^b8`Kor3&Cn_8w2`1QiT6qy0=@inRnV2B*T>G$0{+)=>`!0i{cb!TKd2i9|NgrhKOP!G< zu6^LCV8>&Ki7DN?T+y?&DQTy$=c zASJ|zt;&%-RkbjD%_cnSshy?HV`wi75AW2u=(8afzWj9k7{5%yURNIaoOa%(e^=$# zF2o4pL~4!OYJBqOV-WU`5OomHQn-l6b^_9SuHfBLAi>y1$EN9wag?GiG8hE%s~B zAYk+5BcK{s%eRo}1<3~4DTs$PxuSQhp)Oo*(Dl0#8D9qD^(d>LuQ+7Ifhwlk;4ZFp zr34#>nTd;=RY)fAW=xT!1?M8S6zX;i=q`w)-&R z8`?&Pr4ccf>6aIPbFkB^WB&y%NZMi7(FiniI^rL*E_&XLGt=wm9)}Ehn|II(TpRez zAoBe?pc^UsapY4GBR1Z5li+Gc)oSAWyh3ObV>>-jmdF74my!Hzh1%nppZgVnU8u*( z5d7P3&11b*-h1i4Tb568a50PbDplpJN$e1dxP@feg!x0F@9zH{n6){9DJu|U@`wC0 z0BnK$w=c=^~e-@`%<&cKV8O-r3?oLIiw8)>~a|2tElVNGe1!ewZ$nSLX`>F$>S?5vF5#73qU z7D?KixH6G~wuD)OGxXp0rJ8(NVxW4k$8jXTm~dR&lVs?RqEcNuKl+!CF0|_K^Ri+zyQ^X$|rghf{1T;q0r6C&tn-hO240QVV~iPRAst(Md# z+Nn=nJxkpIW!m6Lzg$XfWyLN&i^(O&@+OP+8E#R_Oun`LwB8CZHUpUb-&9+AOpIC1 z9kZ$&zQy6GXlJ)#qfu7!gUOsPXY=c}Wwrd`b5r+#UgNXy>-%$fa@;&ZR%og$=HMpBB)E_{u^`-uD z%Os@9a_9H*wsUCMMh1=wqx|xr^ZKcjh=?dLjT9XnvSk?DMvtQs`{l~ff0kMnV z#sij9(E;8b>Ux?w4KC6>@+lY_{&DwI?c_CcgVnv)=TZO17r<%cxTn{=RF`_qXHwoZ z!QW@IaHtu}U6(`?#Qu95dJR=h>?(49#V*<^!*0W{k_d}Yf4^Dru2KD^-g!60ZBZa= zQhmk#W8qcaVl)*rJ~B{4p!Lz ze34F|TqD&}v?}74!_7PD14}FShp9A)cm}Wh{a8j-5#b#y9$2^r$RPQdr#)STK?8*Y zX2MzSNoEp5J7G;%-~L=2)JU9}Za2ImObo$azo}<|xPhiWK9W53dpQ~KHz=cJ!Inv$ z_1~qj9=V^;rP0!tDvR{6QlH-U|4_wOXt?-3qu|xcpKCsW!7X++ckhfMT!IpN^qXiS zGHZO}dgfR8CZxv&wh)c+?8tRTV>PhYxG9!Bsk~V{mamBVlb|{TxnQmN8+pgv0LcV-5R6cIh7yt!~F)9eCBczD^4A@st<8?xW?;$ z3s_4z+~?XNlbpdZQ-~FtIGK~z*Y?vI5kU@SU2DkI>-BI56N9Myy_g>fG5{%?2lrUrdFUc>bMj9hsGy+wQ%Cl)T68~P{Pf0-V=EXFg< z)`!Oh(vuuDBlcN3pYtr2&%SX?m7CanV=`43cO2x*1FnI(L3vpRap4lRt_fS@sp`AwZW8%Ep7-E%{Z)y4M{ee!rVe%5U^s1a<~_Ub5K5BX z38U$1FFQ8t21|tq?$j;LCab`1`HApy@50JxR@&GSpNL^P^%~V&z9&92%U{M1Qu}iQ zL@G|>`X@3#)>*{3Cl|Z}olpwMj|ZOfy7Xe`+U^sdSvX1SOa_!)Nc?;TbP_K1S_zp& zN>31Czo25KPhUzk!kzNV&^%At2*4gj;5!cpBP7Ie}McgLj7B811i%@O!$uV!y~< zhV2aIaqkwh-WsSok^F`ZE5CX0q7%sFaGi03h2eBUIi04=i=OXJPp({fFTHQR&$fu% zs0ADCNB`!>xOK|(m(dDxWgp4Q(?5T32#;(CA6#h~KlSKuDB^#Ks7zKllG4613aoTP>2kB?0bRQj$dMi}6uc=q!&?c&OZTzbTz}+K>t>gR~mEwl4dvcWGP^`q`F- z`-zhP|q7^?w)A=V1~1NoDH&U%P5;%k+CZx3m6=4Q`>hg|L5Rd zQ2@No$tOKd^M`EIZ9~CLMnUYe4FZ+dBRW5T5)vrzfj& z_Z&{*$rQJ}?&{WW?!DL_p6Is>8+B|Y_q6yL{=EZ5C!wNcM^AF$?dZ@Ao2y42AUNa>p?Zh{1g`YNtpAg#WqRB zn2V-^;vYMgyL1c7gA4Y+;kU5?ncx}r>mhB;i<><9pSv_n!aA~X zR=&V_5~Z(Q6V5t?)quH2bXG%ctfFl?vibV~A6bl*?BX?2|7x9uQ8i-z*-mq`%sd0( zDweY~i8*C!AObJE_zzU|l?=na95HHAbA#4M z;|7Gy`uf%{h*nS8JIH_yd38pUKV2j9GDr^qRSrf*9{)a@!Y|3NAQU*Q9k+1+K6+F!cT6YO$5E(<=y}Z#l%OWhuCgk%r|O*MDDNm zw{AUpyh`rl%xgK4A0V(?x%8&w;m}EYeLM2x`9$0wiN?8mkyiqC{jtHj{J&*Mff|n| z{7wm})-JCh8L_>Qers76P#O+f$eJxgMBv|vfv;o>ma(wYU8Q>;iKl~46zyk%@d3$& znTzQ!eX0E<8{wPkYwzM_4kdhp<{cu%G7tMu{EUe-d7j%*Q={vtDmF|8!gPAuO7DdYx~ua{!NWO zsiQrY1{^^OQ0i*Y@!kJ{g_7d9!O1f{WpDV*={uQthn#L&$48zO;~(=Qri_Vfb!Yaz z^CjQil^%kzW*S$SG5sFH+Og@%z;rN5v-d?=_2&xLE2}pmEgawk#AxfD>fJxv?SET`I;PvEc@mY- zG8z}8{cDVdPjHdm$w0`Y2Lyq+)*WXQzo6wDojCj3Hvm{bFNqeDjQKCu{(b^tVle41 zN<5;hz`+JVQ%LIOp2#4tS+{rqIq)R3qoMZHVqXa-u7%|%G67%3y&cDYVNpXT4X|&8 zosR=H|9NWLE8nnTB}mU=W<#kX48V7#$Ls@^8f$&zncyXUW%Camz z{xD z7Du#NMpt0)ZEvoQf%j+RCvJQ1o8-$@mq`rMf8JhRg#e6xzn;bHPk{n}p5#BFr&c2b zfJ*@MG=7sy=mNXFUU$+yGhA+*ihM}Y-^=)G`g(wNmq}?HUt3T7lo=1mi5MMXmu~*) zo47j~lIfs)28a0EMnnbmisyamg|XbehJ7GOHROXADy3i5`L*#gWXzwa|NieU1P3v&Z#ODs(=jj1^Sy@Ddu({C8$!ZcuD?|Pe`zQvf*R!Ann**Z zqgywZ9}TCQ@?PNUa_YF}InmkdG<0{wfVu2eo;auj^I0c~{tSKUP^LkZ|p zgkRK9_SJ>sFiIfQ}1khV4&OJI&_X`LRp$W68@r9y~m4yF2Ha z=i94!Mstc1BSy) z9BM(k_x4S5?mhiQ;LB^GfFIK{0$Y~GTTGYXS-Wz0u^nML6xhfIgtb zE!1QNMfq&{hG$>XR#oLz@8L39NuYV(Ep%^T*E`-;c>|;@JDA&GQ&RUd1)3JT|kR@HKKe-R>Pz6Fl6Xvq4gvw_yaM;%~9QE5lLRBMpF1odo$ z68^ z^@DVbCUp--M{H2?4rLwOO>RSj*G=8y#e>*1%AELR32Mdd0;5pnm3{WS$F`%-GQ(i2 zZhNp3J<4i>Cj=;|>}Qns^Gzx;`I6J9?XovrUwv{%SK;7YnELS9gZ693HYYlnesV~k z)HV7O#U+Q#>+=5Zxy5u&)qGKf5hu>+*UQ?3s6xw*?2j4VG;pLvE|x_9y|9GoY!4K+-M8EOOV*i9Nv zp(2rthnV-Xe}qMP1`O_c%tt;c6ccKfeMoTN*X`76gnPWs4A=0c&OFWWWKMC?z0RD? zWtozL%DLLgBw03xcyu0F*dTwmqW-%HEbWEXFi5(X9eWJ zrsCy;R*W%1Y`BDFzy+&lS1|&9=dXaL@MF2!dhK!yZ6}-V!i%n&Bs+Bru->L1lp5si zS(i0cc)^qfC_40aB?m;4z3t-`I>?VNicKbZ7xU{**uo}l-E6(uv7w&7J@pDuYf9kk z9d%4wE~*v142|Mk`xZgl+h7)T%gvEpul9xi9X3+dfn<1-+hlKtSo;+$aM(j;5=HEX zXoBcBhgi|4HU4aKbG%WKVbdz?`9SkR0H7UCF-F{D! zU(YgK*L#b@?pE5dtuy$?MR5qq-=Pc;UAB}Tm&Xn2Z0wV)C1;jPv*4mFSmGInHAQv> zbi50oxjsV0Vq}bVfNPVSyAw>RAOIk!z zjJn*xtrIpeL@@b!V(-QHuLGZys;#H5yxCs$MPJ2P#!kNIQsGqh? zoy0s4z#@X>rlipXbzc1i2oiulsGq>2EY7jOtNG`luWTZ>&W2iT_SOsc8nYN}mH%~8 zwnh5R`|hRE&30%o1g_O_z`~Kj6q?pS}Tzn$;IIP?n)~oqIYjxY0m}1hI?wOfuB_;UXH3&>g!@cpSJy1ckGXl z6H9fOXNXSk|1tK}VNG}M|2RPqL<|rG2?IfpP*QRh-6Jc@L-^Th=_ocNOyNA zB1m@)Hl%w}8!+N`h6>~PJm2g3{UPpx?Y(pEbI0q>b25kiW6>-PiNlgpqF3=r5~-|nmMQ@`2=rZM5Z zK$1f=Ig!yC+le&G^Vf&&9kXG{-G_hFPpivp=h&V;>-dHwSHBWvVB6s=9Ep2-<1~>X zWZEKx=!w>iIYLFZdth*Jnl_x*^Y>KQmKRNUokp(5Nx@w$)wY=mYSYb|PcO834X`Qh z#etaL*ulNa#|J`KW0rruTeb3Gj2?fxF92r#xw!&k+>=4KCzPjSFUlhzl5keXOplqw-pymwKa`v7Xhrn=_J^YWG}>Yfudefo2Le4MC#8>f9O)FmI?5a;vPDn7 zl+8GQXjrvuWaV$l@b3}8#i^Btv6q0KMOWdG;!_!i=4G40MMPX@U6_m3SRM)#w>p)y z2Xn!v;DbjW+Y|Gk=x^)ww&^$Bjt;WgU+AA#%5#tqFKykOz^AtHlAF=t-_7(pyV|Oj z?JO;{&4MCtB2gN15*#c0cqO)r_^lKXQ#-}evE0{0$6v}2f!@#lzia%flh~Z#DwDWN zq@kAnroGp@my@#@-Ludz5*X9sb;}3q|LB}4Jiku(q1a*Kp34QU$%W6^SV*6R1HGEy>oSx!CY_z^t|?n74H+o$GWDo$?Ss3npc`n$P6DXNK+p-57D z<@ErJm#AwMy1{P&djKB;1>i4h;OBl?&Hu{EO#B0HQA3fYnL6PgD-T(5ecdmCRs>Sh zT~Pg5Cd4PD@-~WSYD4}!VQDSg=tMG|*iX;Nhw+l0dg>Z#CAIzE5D3iqVlQkYw=LJR z?NC*wK#A6%l;rGiWIw-qlenvrR`R`GaaXEdF}ev6(|OM#0rd+v2q88!hkQ=0?#$Jw zn6@uJj?Nltg*2vX-4b(bIwcA4_*s^v%jBL=`j<-9ml+=&@O5Nw#U>_thcY>rA+y}*nDEx=Y=arp0ZltE+HRi2)nUJIoUkMbA+?UpM60lZ& z>rhR6sl|KVBrE4oqnBEg8R2Upe$Q#h^iIiR6I?II>5+XL;h0ICr-+y+xiz0cH9#%! zD{XeC3m;g@QkS)Rgiq1zDRfX-3a`uO*P2#7f8*1tw`S?Xt4$rr@}Wo1`Jx$iBD0$< z1R>9d%YJ+}Bu1VV8m-{ZFiR~8i}qM3anv7-awR`df5+TPk}9c`u2o(1MP!G>iz1nf zp3SpJXW^k&v<`nFEWiQQQpg~(P*9{bU%$*nYrPC2KtJ1yb!|_UsYHohv68|IfE^BY z&89hxwls{Ol4Ms6Qii(wnvsnSCT(=>Q&e!2L!kX(jNEdie9>5Tmbn7jL*#2 z9geEOB@itg6|Ql4rm5-0EABcX)-o_*rN7e=QR9#kdKF%pvb|!EpT!tiCI1Bli<@06 zl=*@xDMT$;Xpi|s3K75w&~Nep5~J$EBs;TYWE~Tl&+WF1E*LdRxNwvdBz&keHzbbY zPHAQJe0K>wrGJm^_4bx6%X>b&2MoWbIdp|bgtPsYngqZG#D)Y648Ki#R#Trp|Hd}I z?ShHIx>^W);n>T&596`pd3@|^i}$Y~^V6KB(KnQ-lK7a;Npy>+)O-1Mph%bveb>l0 z#IrznK5eV-eX+p7-V!(;iJsQBx5kE|YKZ~LO_t(awCX?_bvd_?bmzObRfU@&m@S!? zEcjY)bAwR#9+{9U-R2FG@R!F2wjD+U4#c6AKR`mePg`D65o~Pou6_9U$&%ngDF+}6hmFT4DaQ=(ETpbQQxWOx3^?h|CR>7#?I*I zY1<&QZIxH=1TD(bTM_g56aZp%lFc@n(OK*)ih1u-??0J~D()XzEFMb5;%uh4cLM_;efa~*Cp z%eqA%`>|^z7C1@<-Z6WH#lhI8wsn?z)c-WEf4cJe$w{oO4Ya?PLrTe0=*+T0nIPAe zTnqjCNy@V#-8)f`snYim3;n`+L#I<~L1~BF z5BfZ1znFnJ3k{*A4;VY)1_P5cy2b|HSiGAgc(D#ee4K*F5{pap7GG}S<)C2`S20)i z@W4%gJGwKp-njOn6u;0B8q~1|v8jpng^;S=@lpoeZgkUX=Sr>CtnL>rEzKB}qIjqN zhRmh+Gq3>6{N#wUHjleb%B2@f-)~>4purZ9&@CeJEh;&?T5n}HA4r$fvOGyEJ^i`z zK4XuJPZxsag9_$iLY(ZEGFXt7u%wK>(zUgg-cKv3s%iLi9f%d5%6{i>*)VyOZZ)!R zoaM`RZPO@z8QjjT6urpq=QrMkg(0#HYX(}yadSx;m^$0a^$D>w%|-F7JK~-Mp}RMr z{`%9+57Q-5L#xIr%@$4e(y=DF5{aHqhmy1BSIOT}N#sj>Gv)b;Jv8*d98@{@M6w@H z1W%z{#6HupOh4|`Ca43~NVRmJV#?CXYb%HR7bDQ5Bu%?a;`Ag5L7U%L>VQM5E zV%>dxIggYAB;zS=3*J6Ay0}J^5O~o8yHL=p?=2QJvY(*XwJ5olhvP>R2a*blpISG3~YP>{&s7S%4N)bX%I7B;h?rbw6%Vl6dYs z0=MF#^b4)Dd2DfUEcW0o+(1qajxuc#lOrmqJEX^9+sij6Kjy7WgUhMSJ7C~;f_X2rNu)ftTsi~u3xPQN)i9&?rN`s4hEqt%Pa2P z{ba-ZsZ+ND#wf)@!qyyG#fnr#Ocf&drd0y+E0kvIm>Q^w|Dh3zR#Q{swVfX*z#X5T zJa~B^8$aAmZPSm-C}0NbC?*`a`OAtuFwAq%gsIOKrC(ORSiv4j{d)k`UpN3ibqbuv zZQ3$g-2nFch}5Mm>LP}ORs-C)7Y?JKo%>j(h`UX<+;tJnN4IvGjo?14w3Mq1hZ_#C)cs-1JA{K#9=K>`UVnE@Wdq z2yUJ9b0TCfwg>Qm=}O^|c}dFU3dJbV8!N8*wq?|t72Ffnm>Ciqjdn=;b;1t-&qoiR zPUJT5xgw2^?wylgo-5Z)jkTRZk0242sZSI=%7)4&WN0@o3^MY+ zy-jGB0OjsoII$sTsaKdgHdO|~Xr@eLh5{SjobymuD(TEAc!XytLc#V>pQE%<&Y z8?ftfAL_fFL%h37kQ79ulih5?@wi``9}iyiQ=d|uyu20c+rar@Yw8N9G!wRZM7=VU z6^p(Es?R`vIpN>V17I=uUGVgmbm^vdhP%gPsfjXWk#zzG6q>Rb#Jvjr!@bJZH_>%F zS90?>83H(ef*ij*q;w*Owg=Q~91aA+eoGwajDb`~rDStIf{kDKYA=lTC~4e3Bz6$zB)QOQklT2>X%*vApxTiG6QS08>Zj%+@X(L zm)8mP3^OaFE@rY$UA<2pJx520VW2BKNjG1n>xOo+i_9~M^We0)xnI=rhsEAxf-iQg zmF3;xaq@Uz)Egv*>H9%W)T%T{Yb2H`nsj;Gvb~Ve$CLnt0D3HG#o9zjuzr{T8M4;o z(DrOzF^*qlvc@L12ve-J_L%dyEtUDX1Lye^ngi0*T<jM?Os6Sdc_0!hrt#bkvrbk^|v2=-Py?$qVG06KNeWK6N(^rmZwXM;= zbmQMzMwGdrx6$9c(g_Pnp%Ww@*DHSB2@khb(&C>Ixg$D)IPT~qs)n=N_f(wDpDtt! zz)CS6`lI2ed^8tR!>=Idd(v; z1i|4?kZBd7&&rheW*mf`5k3u_2o zZ&^au8ALo*0>HiSX&Z?GEvnfNrj54efoaLf_fvzbq^>yMRvO#+1l-c^lhGcT{B}EW ztGunE%VW8@xlE~pDbFzso1XJgF36j9>r3O>-Vyq%`f)1;svbVg!(QM1UAyJ4X)yJn zll23K<;q0WRFlS7Zam$svIn5WQLJnsFN4E}R3$HaO?sXWcejhLIWMnDF6nl`>UweB zgof=vkkv~|xuk1uglvx&&-!~};-4SP26JY#e9d{Q&i{2!P&PK2bo8Z?s73dWF@;qk&C7XljlrN| zZ~x@*I`7)i%cM)W>YUxwsnz|aF#Dd%&mP*e@K1?-Nit6TLT6Wws+<3Lze#W&S-ip>p31sj?nJwG+B5&s6g{ywM@Udo zA51EEx@`1%nTDFEt#okE!5RT@*kkHIKor+0@|GN0Zcai->?5hk#95*klbd1yu5)@t z%dHooSaNKPh3MlUb;Xyv0Wtg!WzXL}60>={!va~+&DfX!jU?|JVYBcq;Ca&v9E;_Rr7@?` zh8Ca>==oSys**!%)C$z$s7a?y#(<3qofz%#7ETQh$Jazp1fl2mDiuJ=OeHqg-N^d# zj7j)EWQO;6mA36YEaYCC2!wHqyC(YfIN< z9XI3J{McLmoCLC}K_^JoGMEt$Ob z|L)s?f5pQ+p=@|Z3lGd$$gu*TN6)^` z+0xxK>qZqh5}gJDA^+hzkWu>r@);HTui%HT@3S=9MR@7*CROs>kp>$30>8ob+Rq#ZH+X@w$1lU38 zP`hC2Q`c?02`h~LoLcOE7j;6fkVwie`leoV4)v+Xqh4fSD&!*Z;;+dQ!0ytye!hep9T70Cy^VeFA1qGKrJFj#fh`taT176J;~K*Q^yFiDf8%x4At;{^jto!NPN^8^XVw{UJ>Kp4UPe& z61EvcM0DU`P;TNGul2Q`7!rlW^W~@_aUr#->a2cSd~=X(m1>H?fa$@&HC}|K5&%Ew zK~%vodqSqa2V6f`@v^`rBj@;wm37bf+xS{>@35rv^F8GgGFa9B+~O0UTx)IyQyh2{ z6biv(t0o;^NJ-dD)2%!4uHf*TBN3)9h1cwL_6K$l?Bz2HP}iJXH};h#o=+0khA$O# z&YeDKN;$LT_T_wQT#_3GQx2(WPAlxggB*@~VjBdLq<0N4Q~k&%l< zQl+`TXd50M+;$9_>LOe+ zb{dzyJtA~8z~~?1rxfcm?U-m#TfUHTe*Dh?Gv9$6jeq+w4PAH&T{NAzIz&1!nBgJF zX&5nN^QFEGbPfCg4~K$hY1YI_^F(#$5b<_XRNoO9ZsQ>fS-N9}_`BubsKLL~MLApW zsUl;&M>E@+v$lu$C3keaeEJ1S)kgMvwSln#y6YXdCmW{<0HVHy{ogu|sT^pkij1LR z>d6n+hx%aGGNey+Ry#V_#a_@WPVCMH=wqEfD2vx6~;A=qpFA zHw($1TUzbc^qRk?VTna5So>gBg`ekt#ams##~J%;Hy~%_mp9wXC>DBwI<}66OOs7#LrQ#`X`vo@s2@cthd5lSdJ=+YX@Z;xlILs=||6bU;RA`nI zi=WRjEZ)V&rra8<3n0jbX7Y{4><@kq22v@LyoCy<ZM1A}L_~6`%c#R*jj$dr0W1T%-;k^+Js8{4x zt`;Qo_k4IO*s&5_asD-CD6a2(ObZtS@|qpDn^CdWq)gPa&Uj$2i_L{`zvSo#na;7el@tdRCaqk zqKGLQ-Ji(f@%7yWrELlVtONp#vVCVPA9M~IKGi2hgRsPK^s(Q4G(eL+do8?JFWp~# zt`zPRlIX@5-dtLi@v2|IAM@Sg?<{~)mWzk?3?|eDfP~5KQ4btAzzG#?cm0`u)=sV- z5H6$@|JJ4nd)yt3x{eZX#%+Wle_#ti8yLw<%Q6@(F_df`ZOXRh@woS9NT4es!8{sm zYg^QB8U2JKBrq4x24ex$Z4taJJWO7iJKrhmBPE^M-?$FaIj8I2D0@{iN9gRNL5#IC z0vZUc0Gkc`5qX>kxhj<{Ik-N4n&c=$+VV+fF=K^J6obe#gSSN4QW|Dt)&oBTJA$vF0JypU; z`CF#O37149S|>`fhziuCNaG7Jmxns|8iHvE-@m(Sa(r7iTpt>7V1#@vE6)PNTlI7L zqkME&cNv^~``H6(Hdtr*P;{uZ-6Te_q^{13(E z)Y6T}lvp&s#R!krvj=<~F3&qEPTJ;aU31LxJ6K}<`;%NSe3 ze$d6D(Chhf;4~%T3W=ANc^CSli}Qe&PK=$%zfYFVCfq7PoX*EQ=6}3v0A9ENq;Zj{A>1SA5Oe_pZ?>LH zT1$SLlZ=|~%Qo#aLwPmed@;^oLfB`ItN#&T17`tR$NqH}-Nt>;Fu4WQ4(B&pTNrQA z-f2t1VoIN_Arq(L&=2`rt@me*?NgrlY4t5YuT3_>Ux8r=7x9p7{$c>ex@)CnGQq7u zg5&;RxzVewHqhL~*Z7toBmZ|hu1ZgdetA%*AAHg@#qYq;3$J^(P?4b)HPN@wm;iJ4 zsh9^%5t^buqmL4F`|YzBlpU-p#ZhR#un*6Fju&`f{t`&3ITMEMh(x!{xr;icWvF&D z6nbW>vIzW}6=|#nsAP|Y{=AA!0`&4=m%2&#CpH;?mA41+Z79QA?<6-Z_{T=9{cc(! z&*YH`a66XWdH-KyK;GavBEPtvKyTm?ZfvZrghKBoOTdb?avSz__7P;H);6o>AZP^` z@Z^p1+mDs(A;tPw@T6lS_J5{<|KVOM_-HHkQbXhX5ruwFU!N+er1nTL_T^aHqKWsc zL;9V&qr?7Ze_Htc)k+y2*qJTPZ)pX%V% zN+?)W<=ZjQef_|~{e<~Uq{hjsmhB#TS)FF>mzF5MS*k=%LjL4`cJj!VQq1HWtdxSea_@(u> zKo*e`xHeiCQYLWCt8k|HrG6KpXBC}`lNL74``}U$ge&1XRmJhjNpx&G-Nhyl(Qin93SC>NHk`G@kLPq z0Oczq{>QqM+mb|oLi9B>P4qj%;v=1!EpEGf*NMD1BcZ}mkYWtSsZH7Uw@$HJUQwik zAS`C7x8y6aV#--;$Smw>iSsYNMdAl`UBfBFSSA--8QzS;5=2{u0UW*zp*UhL#54TZbG4CN&F8zlh z5li$%*Bwi&OwVgeWT##P-48Dq?`EGaOVhjLLt8tVlNd$+e(Sc|=+O8i9uB{ufFJ5k z3hJ<;=XJP_c(y%ntJa2P74Jdj$FFj)Zw@PQaZx($>;EzQphwZtvwSR;V9j}w3itl7 z$`fe=X@#wq!LB?P`+S1G9HyFY{bmY=Wz{)umq!H(o%W(~XaV&@5Cv8`d0)@qOsOgK zUGg_vTHzC7B6GNmS3^i1r}2xePgRmMwBCia@}c=@O6cF)(08@+|DHmYWv!dTJG3;0 zuMy6@ctUhcb)qWWyOviRELy=+E=#F+7Ah+4Vmqt9g#8keUaf|o^Y`0sK`)T~Q`xUV z78Msj_750cbpF&{MNJzPRO=+2|JksipQMr`IGyO^q~Beg{JHCGcgW^bc&KxUYzyGmz`H0_LEcu}`i0qUj9h}R=FXRmYO zQLQlX4MD^+Y}QoO;bz3Bt+-i6h8u2}N`mz7%7DyW2FX{&Glpf<_{hvxjl`hee;ccU zY8yBIBNug#ZdGbMT+Es){;g_bchsbmwnUlAA?!KwVy19mm#-?n!&(SyOa$v-!#|hS z3m<4Y4Ss8V&^6Q%856G_)$zh!fpnfRsCGo5>_ONzmxf*-J|9v-J@vu5#xs7I>+HF~ zcrZB6R`1tvtLLk-#CiJn*P4vIlL^`q;D6mUa%})dF6fI5{DFig$<=%0H(zY?*z%#p z)2_a3yzLaMB6Bqy#4DdWElZGP>Zi6Yy$e50<*t*avr|-9H&&4nZ=AHWu@&EJ&P)pti?FUiFmBOfp`u33BE4L0 z{Iv6lgf-e5_&NrC8T;tl_(Z<6)~mwb46A$_;_cy*b~W2n>axq$aPnsoy3iE{Nfwq_ zGml(udQ>adQAm|+i13g0ajv129beVu1`-T!fOCLT`1Lx{+;y&Lb=~e?#m#iIo;sf1 z2nH|#ZOtULeD}5_d$toMg#na$Xbit)m0aggRY*;tD*qnK0V{e1gdJMhZmJx@L#5bP z_tbtz$$;evUOk+~KB5&7#0SQ+eL_k!CV!@uAnR7!I_Z1SIRjEG_+z%1T04Y_K{=f1 zJE)1(pcth1LAq=v;(#uiGiF`&AKThk_e`!B5=7(kA{C+xwcy$C*GDh67REhK-8QoW zC7ax$sj>)O&Fid$fEqtO%;BkG=uLd+Vp$G)_>V$j{`{2wq1ewy?b5hcuVvk<`idzw zWrFP^6E117`@wqSeJX9)&D`qXTh6$FdkX>Bn449YV+_1@B{yB{VFfc=87e&E$ayd) za{w2Vjlc1wo(XPH7_cNg*2h5qUMxl;;}Z)3&#z=ai?Od(t)o8v9fz{Jj;}}8bTj0< zX}K&@#+Gb0)g$q3VdgKAl6&KrEHs9(-0YoWQDWs5l?Z({Ba3C3IFaxg#gqWniEQ^& z{4Q@FodY8zX7%!Vl*4}z^zuUCAlksyMj@3)5U6Bh*&WjOCVrls#Lo2U7~-VavD4HV zzxXoSE300Bxx}&PPpUWKvj~>`Tb(FJ03ymQmv&nIu{U^wOn!S8u9}q$QC~09q-0EV z*~CL~WSnExtNxF`ctAHY zXMsUZv&{8e+zC29ph&VV1&q}CA%RPvyoBH4ao;oZ z&uH<<`3v`6Mrt*=a32^W_179hV?O}oOS{~iU`s&Cu^iB@jf3ajuv9+H-75maJ!f2) zop%EFG>I|hh-fyu=qwe#;yb_{zge}u6c8*uMD5Q#qq~nxxV8sapR}|nsg1OP4*je? zBZ+*LOwQ)q$N$q-0-UkiV1F_XO@#LY6HlQwB!R*Rs&ks=T9yqH+U{Al)_v`j$ZLr= zBnm$8XSjY93qj~9|4$PGu%SD6`@KWgew&aZGz~VXy~~68nrEtesn;^(Fa0W0fTPL~ zi1{9VrP5Ur3TO=hJN`j+@N2*vwA>KtCdgTXiyeWJPy*HyFZl~53)jzh_OLudIlLb+ zim7O(7+QFfP=63A|7O%D%1?=SB*+P<&fLZdA>Y7smU&ertAOtNjp*PWnF>xYh`PkM zvYEHDPyc^o%|Nj*0u8oslHTu+vHE2Aw-%;M z>yHB8eK)}m_yXP$vc0>X%ma^`x(mGoV+8|2e0?hQJAV2r<~o)(dRTVDOFYVlx=X7o zhRm-x@1u}Eb{&scrNKD{^|29%7Bq!?&1{Gd*9D4aB@$cPUO}q7^NaZl&Sy(mx9_wf zqpG!ZhdiowGAejaFdt_BL?-i&D1(jMTxquLy@heIv+}I6WyW$-+hnC4)@|XYSnH~r zqDRZDI99xl*e=>K>bYhH&67`)LQZ7NvNU98kJv%|h{?h+-b3g>qdR0jt3oP5#5^&x zG(Wb{1wGywSZ}JuogvFDU8yPm|Cug~rwbV;l<0hfzYoDVjb&D!L@g$`xjDaFLiUq; zaomw}oo!QX4RRx?vOH5J;g>0Oi-6Vso(o(Y92E9tfGpvoo>iYrT3d8eiOd+rUL>ii zxf3*iU?qpy<_VP9t-e~QXj^6bk1-O=ZQO?-!>~mag4`W^j`{;nXUuv1iT?7aR7)_n zeM-AgG)p~dVB!j{Ik9&zbFRx!o#4Cw920Z{sNW=XPMqoAzd^r~9pjF%f6O;B!M>Je z-!hb)5w~#FNxc5Up|*BKc!N1i`c_;N`l5gqec;UC*^3(*Q)xdcF>{lRq7uE@K|7Zf zpwEZpd3PLmu>qg?BfdRz+!SeAXZ5^>sS4@4rf}g6Ib3?N?`qP$i#CCD`n1bA0}S-Y z`{Di!?FUOqc|JfcC{7+T!S)G4uAUUq&p`IxX-q4yHljlG|K%t#isHBaS9zmeHFYwD zc9xw{VP45}fNd8hCYH^0ZX{*~EqZJmeJxfS#7LKu=JhSJEk~5ik*Z=|eaS;fs;pTb z>+@=dvzF5jl0eg~7Pan%?7tcDPWR1MT|bKfk17p^8e3aSOPy@XWgYrE8lO%;d@np{ z`!@16u7qwt|<681%HdAV7XwIrd&eKG3+^vH+Ud-R)c&p;kbtf!IR8EF)a zNnqxdfGcM7t}Kwum(2w}W3kbJtg=NA!wo}2j{m^k$;7nir!c!dJ{2LKe3a#J+6qh1 zy28A3kaeb|V)6~YlV_pu4*ws|JsKk!>=sVV7k)0%opq~t&^kMi_#WdiUqd6}!O?gy zvk5H)$}S0a@{@N8=pt71W4GQF@y8X=_Nn;qXQ-+59wGI?mG4rQZx}RFA5)*44h$UL zV2FIbbv?NBokDIkUyNW*TZ{6rh?YbhYe(tV;ILJ-Jd@xp#m19$r&8qlsmatek6&HB z)WX~RRclr%$$-j(?}z*kF`?p+?~s~0#q~rkxf9;Ho6s1s;D1VIwgkj_!D+Ze^y?K} zh%2QgKu$nVJMKOu5>hx$JakqWh{mCDli%zd&ZVq+b9HtjUM27DPFg z?e1V@+~S42jh^j7sjVlFan_BK_iE;Da58yj1djGSDG-(`nEoJkUczMc)nEtljEW-> zi7ZEAG<8gK#v><-uW&8ft(8K#FxPE`CR_wSQCk^BpG2Qk50lHYvt8vDDq7AZZb@7z z;&$h(U114lg>X_;cx^3d;Sh|g2kZ(Q4qP5aX=_X<7lgQa+WztsDITUmg(=2D)fLx+ zaaQ4zSqY!wBMevLs5YB(-WTdP!&Z8pr}U9pM<{$)s2ckeF>je@TxM-{|Fjm|Ky5^}{YYg5Dq@dm54=qZ57+ z@b^_If7mW}94m(Y_#i`CTz(-;#J1OLqVofM>ZxLS(MC1n>srs|7VP_q>nCtc+g`4M zcF&sIu76BAVOx4TxXl~OvF3G0qCnh;s!L+_LtIpf()*L$3C1kWDSG-5i}UO?$9-ct z(y7Of=os{UNC{c~^dRbMznl9jj`MG}U3a2g7QV-NOvCltQ?vc<=Ke7mfrFNJ%xl?jt#M_qI8qcKa zmo^?meP=!4`8R(Eu2HWrKPM)8>M&)%tG>JDXcB)(tuWd#oS$&;_IR}1=jNV7X0lA{ zf$X`;{Am?Br@LR!i|sE=a1l{){ZVd)WrZRJsM4B+jWrsnYQ{5Mat)Lj$>MyiB%Kk? zwb8j$T60Zr4X?kxM#Gl!VI$Tz zdBXE2a|7H}LE@$O9F>-Pono5-Os`Kl*!XX=5Fxj^(lP6!RJnO0yf;^uyN4q0Y|YLm ze9%_dx{a#{fAn%**{okH+0APRN7wD!FL*=pT>xamr!j|4>%sFXJC{`lqv0jVX)VaG z5SbvM;XkVmj`P;I=_G;V{B!yPPczflt2zG{MQNdYua9e`If!*=-mAc-DbA<*+1vx{ zL@<7451Q4>gJ(5~+N{vw@!jsPnWc!q<v1VI%M^Xuxh>Fr2Bt%^J*wzX~+*d3H6u6jby zy==0k*2Z+|!GGevdUrtgbct`r_Gc6@XAoam_c{7#zHX-TA?LCvOK_$6ceKOeEG|>e ztTn=Xf%^a#>_vo20seD2{F7^MgG7*&6GEGhCD4e3$xkTSa+0LNa1e@2k)Bs~} zVm@%%F~o7G?vvv$&GB3bcDT&9w_zY~G7u@xy0D4y{#py0!c4S>>y$}_6Wf|s6RBpN zNe+nOy8kEDp|O!*QGzEH2)v3n$<@W@D%oeO0?x@q6IBPX;rk5m|dCoa$a!y*w6P$IgwQtD10@c|5m!4H2p3zg0w>nYZdAGO zEGhspX{n4|<;h;-U%!IMj#Btd;Kw;o4MT0?A8vHRqRpC7ACDhiMcVRD+E`lJ>SxbZ z&_o{jq;xtF$6aCu1ccVi`%cY*S{(X}Uu{u7IyVxiXi~#jmE&;u88$jyT|MRDEITAu z?`)bCc6;?atoNpO4e(Y(=7F~|gjlDAe>rvbfr^(Iyk7&kzDD~_64p+IMqyhrRL^?8 zcCh(Iiy*~@306>9&=2+CGUDQlpOk$??jIFk0C*L^?K?w0D0?v2QOG5b|I%);n=~{w z-)KfALYH3&-j*U{;b>eIUe#DPNEtvs+k;UJ ze11auCDi=hs=6sGx)RJ?LI#E&LXS>ZhkgB7HFeYLLv-gTMuputa+QU}sXe+~fMvGd(2Dm?!~9~^xbn8BE|=8`$mM$w%!qVCKE zyQrIYGN$ubD&7-2W1;_Gp0}W=y&E=_?K=kvunXKiyKUcBk@5&`qO@HJREKU^eFb$P ziUPP3TqO`K)+3QSsix*yzR65r^GxnCVK;X=*1|1~? zX6EQfs>0HwFE&26F!?-0!&`PM&nx^~36;J8RV8%MP+yqmt;C%D90lZ0C3j*xyc?%nDc1&dQP3 zgoxQUlOt2ZzuB5yoqlPt(*`R*&l}s`QW)JZu2K`(IDX=w6=rq-bmyJC-`+U}tQ2eO z+xNT5(q5iQHt0@RUZUx~f4QFJ|X7=3<3jlWwcwmhreSs&C@`QqE-W zG}OHj0Kd=9^JTCFFIhHON-&Vacha%HPI+A&NzV4)NVn)cwjrgyv+E7Y0%SlUNN=}K^Kq06=`$?Z!XbjF*+<%(+( zCtdaPytZ~bw?q@%sqDAD^2t8j0*tk5f* zf?HG@MRgj?D{iYfT(`U}%Sz}YdwVM+?t2+m?VBjP*ye&G2w{;C3BL^BnT*t{%3bsR zxd>`J{^o|nh-l}vyG|=puBIYk!;a1#Iywj+-AL4c(22ust6pGSid81YsZ#M5m5f0Q z6I*HN)iXId!0vM%?TTlE9A;PM+epqKA@S>-B1z;HD!!X(7}Wt|7t)#h*t@C{xsaw2#OV>&UZ{a4>{-Qzta8&<YP{TVvepy5o5J_Zz5bm#H=`Ub$pzz239{Mf2XPFRbMXRpr1!en$L?v_B)f9@AUL3 zV{LIY5H;v z&s+IbO>d768R?3w@@bzWqS`oZazbQyC}`!O0_vBb;;2<}rLtXd=Azu1$O|PJXM!9A z0JJoKRWrCV_AEZxWtmv}#4Pnx9-U_0Pfz3ctn$cVMK^6-@{9U?T=X4hYyKPH5<$X2 z1>(n-QUT(7&$@Y;2Ufac;u&t*Jg@;zgi4-1yI}zUcvU+>jET$naQ0;7dLAAP{-; zFK+BrJ~AIB`5rS8+4F`)gY(BRcd8#ksa0wPC(+ zh$%{_v!%@nRYLBmB>g$n1Xp?LLwA>iWmWe`Th84X)dLlE`wPKz~ta_Uwr z9S?7v)}r`53l8c@-RiR{IeJG2ZO3z&qhK5un- zIeVeFT`+uiSJEtTM_LeQk@EL$dSiOBsFNMMe+7kr%RnIvNYe_51aZXgO)}fK%madS z^iIwJKBz{%UhGq1y8g^_UtKJ}qc=DFY^*^{A1n-avdwB^$FM~|ZxkRGChQ(}J~>ALiGobd zR$*5SavmTE-I@w$x4iemZ&uOULZWxR*iLaDwfK$}?k>4t;;glmmw9zI?kqFJ_lmN{ zeNFA9NAs}guW65tWYFt6r?>UaZW-kuNi8Di-g9-_*$AbFyw_5_IeyJFc+Ipy;`6KL z(HU|+%$j*#qf1HMNzA$%_ayfD2)u%;gZl2I+o1xTpuSsZDCor2Zp`cKS-3@v1nl#c zwD*aY&ey1KiXF3eOR3VGSB*Sm4XIf>NGD$8&=L!iG_a>uWt{u6Ol=l5@v+lI@W|Rk zhIXD8`juPSP!4Pwak$*YIqVjsmPRe`m5^X-xyYRu-ngoV@6s>0FK29|yYrk`<`+Tf zU?g(~5)MiZ^AON|om*t>RezVbt0Qhm4rhmK!E2W0$X|VU|E{2|(b2*}KWzdlmK+n& z{pvhx2k*p-&UPyrHU=HBmV4HL-(7-X{%Yciwvpv|cvx(Whs6;~TRFbzC)wz{y83*4 zd@NVj?ZPYbc`kMz?wss?F8)i9G=o79z4oM5Dh0_jzb6~J`h5BdFo!l$|7;)o2Z%J3 zEsqM%bMXAryVwYJ=1f$U1mxAJsbNy#aG1k2lcIFpIicWaqVvFMJ^??RD%&6{%e9DX z?zz@j6H=j6u??=tX}i(d$f$;3_+b-+v6nXJ8Z%_Mv*evPIep&iILp?ONCZvQ;7$Fq zjJWArAX9Swt#R^S)3R${su_Xcc|3W-Dh14#!x)rTes@X5PhCb$`&^uI#X$JO<-nNC!q#B#20tnsoACPS*JIfw;iEbTgN$hw~D`_)>ggr(Mmd9 z_hLy8X{p-HU7P&0I7=MUQ8OARIIY?RH=&s=t;~tArfdxRCsX=hrj_{>-g2!C-^lj@ z#tZS(Fb7pVKucN*t; zYab#-bq}vTG|gnTLQ^MNYdrPb!=h*L9^+J6^{=I?Qj$(l24YIBy$;;L-B$}|hkGkQ#PYhPSpPT5b+nR}JV(vXC=k!weOqO}18f9@Y-J z%asi|3~=?M)J&L!!kf)WuCu?vAQ8i9ZMN&bQaE)Xu5 zTxxF}$~jFmxsYQz2F@7TLoWZ}XI0!UlV}($R^r#EqsJTzOmN8Tg6@U>+;8*J_*e{- zIi5K6w@VN<+IU9^Ipoy5p`T9UXc^JNt&?mGas}`&XOdgEQ?m1@m%f{lc(0->7QMS1 zv>HWw#S*N)po*6Nb(-8jXnM#ANXGOGly(Zb$q9W?w z@cYiVfvCOqWAC=3PPb$3{$hIteMa$4Q(jDl_gYe&&v37Zz%`uCGpgqcra4f%+MGJ6 zhj;a@$Qip7X${k zkN{lqF{&<9fn4VKi&*G!M_Rt^Gf~t~(Iw|BXjv zRHTd~BPGc!t8A4dtH@qS_R5ZPgrc%q$X+4q?6dC_QuaFQxD#1-IQwwx_tCe$qwlZp zf0yrl-}fHR`*~i^^SqwtU2HYaZrgNgf&U-2^UtKnp%=hq-KSc?_0zoHt^O0&Z7s7g z2C6TkVCZ0gPB2fvGTB$*l(2?N)e5x#Sl?fpKewkQmtRQU{W08ek&x3mt5#nk$IPF= z<{S>V2fZDIrQ?0VLeaEKqQ0Q!qt&jZyFEcaQR<%~eMcF5q&-VTIo@~m$8et=sCbK$ zZ1b>Luyxk$v=^UmNnPEJYbwemn-GfGBVq*f68_O;@XuxPy+{TWd9D9A=TC~{JLA6t zJ6{8y06)|i8&PSTrDDvdrxqUm|0yne6I20)QaJo`2SUy;o>Usp?Oc~J`hcSa99QF! z+{S9rq*H;;k=4mV;-0vO;(v1g|AdG@{Y4=l_C|+;{$z;lo|#OI_g4}CqT2q+3;fT6 zn$akL-~wf@w*p`tgH`ma|9=@DHKFz_RdVT{Tz`52iM_0@On(q2rORN7Fw=eWRF;+K z>d8y)J;ryX3)$;At}aDg`OR=D^nkuNa)b3xBwWXMr)$lI9|gHR1gf3g<>}olBN1U1 z03u;Z=_;|BA6m{6Vg9E*|7&OlKmiMCU8ntdj0RM+aI0AH^`g;w`}5m}Nq%qah!7y_ zb+vO*j25n4i)pL*jYMoxXX={g!h{$93u%uZ?PX@m>f5MUZ) z1UVUsd%8dV{ZaC90%Lu-_3rTAZ-oppM5RbI+;{l;gk`-8IX*;Jl$j~uBcE+c(+T)F z8ZV!A#kKA*21R~MI=4-_m5J*rYjU%!9|3=l*Q)Tz)7)$`jP>f93^hLD??wo(OQ^89 z6UATIL}ef#(5xwb@gP*j)dBR`#nx=T?qB&OzAx0)91>b zGesBsW7PDALYrP(&AY?OUgNx}>XU!jh#eOy3vc!Ji|l@n8gGCtlT_!~>pM-UaG!cg zadLUKX{lhrOzQwMOk=!1>OS-6%{B(gqr9^qoYTaU}iCj##CSX5_^iEf!gxt*hm$;xvvsl;qH%Ei>Q1nox0?%>$qR$;$ys zEcW7o48qa5z>6pkl6d**5|GrbGi_-{Jo^0gE?KCWR|+1c{ovY-Y(|*_;n2Dq#W-s& zYHOP7I_u5qtYbZ_qn)>R7_2cZ9rNFUv?%_1%7AXA{J=m^`a5j#2JtC*ee>(>+Ninr z4UN3U8GOBN6RRJ}MF}Ep`#A+A0z2Qht7Wrr2UAEBAA<3!^SHQe0VGh1qRN7c8bG&4R8rUl~5K2gdfqA)GsK@I5h; z)@VVK&*-ujT?BVrd-XhNHi$N)N?sPx$O(M0Upu3qw5DNW{Ih+b+R5Y_xQ(4vy(2Wz zNLevLBZl_bV2;SIM&KEMAqCH0-*Ex5Yu(}5pO2Sc$$03!sroW7_=!>!Wawf~HbL?n z4jd-Am&5s-3at|3>G!yLS3HD4k|-;M^n-kS%Zu?Jo<6kRcpeP3j*eeXf&V~IBkG(o zryr@rGyZ`%(@^rnST-X2hW*>!hJaJO90^c&NU+NFM2FT7uq7A-w(^pZeyKWtjkLa-Z&LA@oMCIp z;B@puwg`2i_z|JPA~Nja*!IO9^v$gYtY=I52pz=S*&&ci$4!{=E0@VLm9mSaLT%Tw z-O^x}SeeNOU-#Z0KAW_m_DG&z%(odDK6BWDchc`y$|I;2HV&0}@B_$R!f?Z=HYk+4R{O5Db^dA85YX6Oyw_Hq{;ohemW6Vm#OX70;aCOR}TK z-^YytS27VyoCk-~vqnS2#6RPQF=4Y8MZcKGGffP6Ci4O`uEHuL9SsD>DMjgH(!9uQ!@03z-_yaL14GK&ZSodgO|DmZw%}6+?!g@& z=v$Es#B&Cviv42WB35B#$Sbd1<-sFx=+maBJi!*-EZl%GPX-?&R$zv4{}6x_Z~``f3$Qdgj(C z#=2Z#r*9;MY`! z=mBTq@_@+NL9iirGBj*$3#L@z=3)-tFmgn;9aeH7w@)n3Cu_xgbuh!Fp?6)~GATeVdE7 zu;S`wA{(<1#Xz}zf31L~%2!-|08>g@(Ux9c3{ZvTz!n#oT{fvvMY;1YF5kak^NTp@ zX}fLrxrJTWO;w$NeOJX11#9kY3I3?s)@7vmTvEl+2-W|`CD~i)QNDe%jz8~*qv);6 zUCdvE%h&l)vrhR#Usk)r6ITnHh6^V@s(f%KT`?;%?M&0ep4OiG2^oJuxqk-^z<;_? zw}-$TR9hf=E}$H0^vg^=^h5E6zawygMjNUBN1EQ7)4MW2nIS;=~#@n*dgn4A9AT}HhE z9Gpu&d=RPbzEyT`afrQwYxuu0IG@p;(=u~I@<&NmzY1`D(s@>8j4Tpo%&Cp=(x8C` z1hi^|bXYTG&C2a}n?wDq#It};rH9FfyD_)w%u^DSu+S^bhZA} z17Ca6mEkwD&F?_JS)__7<6|YEohHFU1}QdoSND%4si6y z?`P7Sjl?SjyUdRiFg^Llgnr7@-hu-F1-Jb2N%W85j{J;5R<%@M%>e{1;WK5+x(&rB zGw-}b6!~|HGJg*k{k(m@%(D@2H1NyK*+2f=8>WIdq%1V$5)+C}cgk|V&8!wM{%#U~ zl@>1BMqTf}bPsjBDG?C+g_dcNMh_z?_w`;SgsAw}$$h-a*B-?}>-V4vWWI9Fa826!yj;~Mn`0^J>q z=TH1T;#5;V{3eJi_ zD{!~*7RcUy0=IT|2EZSA$gtkN<7oA17lH4*yRcIk;)Nofvw2Bg%?E5K)>{jW%qd>F zg+-`WwE_lBgq$m`FWhbQklFz@K~G|9q&3{*5B%cim7DT~c-5IKHBEYIP6i&v!+63Q z{*39rsM$j zrv04wvtM8iG6p#hi9qc;Po7fae+Z-m0k`N}p#rp%@Y$A;s>DFOovum}v>aH!j9LnV zj(s}p4neM;S{As?XKH$3CZd~vwFh?W^@tlhX;);s+J0llbf6|^A(G@2)&7eBUfzq& zypB+uqtgZo9CfMo9niZwVyz$Z?D~X)h4NNgxA|9lc zYFMGtcxiF|f)1e)=2*J>GLj%Fnr>Pwu1Xr0_k$`OTc>Mn0u`ryU1qu$1aNn9HpBYq ze1FLeyGu z=`bhfr)!t>?|(cL9Cc-T<`AYmA~c#P&3Lcm7GGemiuY~FAg;=jwV{+f zmjmL#xAjHo7Y$MlJdJ#*K2|&%3zP)c*mFSnB~+*lp4i3-C=XSI&S6?GW%(odI`3eR zfjJ;3voP%hKg~w?+$jUTKXr(Zb|t!YcgL6Crnjh48Jp+Z)wcB>QM>gcGx+&hNTy9* zRCjF6gz99-7oIR#bZ*=Qo{Q+rNqn^JUMgW%=$6UlcZ0kSVdRL*nTc+5tr{*^~XG!TGCgy8MM_3^R4DB4_d^A z0wSm)!w|)(f9J&I?Le?jYgm&8i90D29V>-gkKdZzO8#C?L2`}V&F45Ln!d(OO1!As zwp<^;vw@{#%7+EJ$2zFJ!Ey}`i)w>$qknbc`95<1L2O`yExlNxF4#W-u!Z5t>jz$H z13Y_m-mm;SUX|lhttX5;_-*u82>J0{4aK7K#-+{!TsQ$eS!BogZEg&Xfqp~yPKlk_)q(wXo5j|6joJ;Cb4rVE z8TuODlP${*`V`MwKikmyfMcJVD0a1zl`bg(DgU1YKi_RYLtbk=mwp(K<${yrW3 zJP9y@-|URLR`b*zHNewSMc6n>q66NkHeU7dIFj~$J<0;d@Iw_?K-Zmp8Lm|+Y%HwK zWL7C`Gt@`0Q$T8zY*G|C-x27)`(%%?`FDH0XU#$Y0L*jFaqG1Xu)_=9Qu7CagzmY* zOLos|8)_NBezYuw6R2DG?x2EigUtYS_|%S?Z`D1dFdH#O>+VXI>Ro&Riin8h&Shx2 zy~i<`SLG|I48(9UQi%^1P0m$It1VX+`$Q|gvC#*j2QjH@Y+x2Xn8NlDAN#p&E7)1h zi1yN7)WJm+KppI7I%=T>)aO3v*Kh=Y;{nsV(Ieku&uCg}dfQ_Xy9=7@j=@8O%5v0`R7?(@W%E zrCNWDa^&-I;AEpN-|_xVrr|T91^$P`cz>AGJ$Cq~`)Uq!?n~zhPsK21KtF4O=I_Yj zdvpA}M@x)S^!ENEv4*6LxiqT#xug1Won`Zr6WG$yX@g0^9^{>EavR%DL7x22)d79G zFRjO(I{h7Ve!dv8IzSQD8P4MSHFEUR?g4%z zAhBJU_xZm6B~e6T_L7xUWoJ;qK0nA6^y%gpH30L*k-{*5C0l;-U(n`7>fVL*H|P9= z{1;CDBjVgAh3-Ji?7z~3--KTMikrCLzCJAGxygCayzXz+(?7KAk9obg2W%GW{(&Fu zPZjq95hbk&{=TT7cfGP3b7lA~$e3AgpS2$Zgp%GGltKRO%>E9O98<3{A zoa9HD5U*!*&VWa7!P?Ad9$Cq<{opIcmJB?i5p#Loh4VrM2e#v}e~w0%_6chmO&Sf4>tJ%glc{1r41 z`O2FIDkJuQF5@r+<-k04bC|u3|Nk?gzVF&L&@b$59`zs6qH*N7^aQhT^hi%-%euL= z>?xPmNlRP~P~7Xi(vK(0vHv-xkTk$A1L*;A-S6`{Ma!i8#fX)4qzW~fleB2YUY_I# zb@Xa4XB(gL+I&uo?!fwaCf8B?Q5{Q-AS zsWeGCa)}es-~OADjqkg40|v}$P22Iif5F#512E8D_BBB&pIQ`Wav$}5n6!l4!+^Ag z^}b~w;s0Ks5iloM`|a=kFdvroZ1=|NF6Tu1iu7|t(L;)N-IMp*%hs~j`)nS?d;FK0 zQOQULt|5u$og8(d$b)u8d7Ys{t+8ovhwbD~5~dv`{;#`sJy z;uvN7rW{@$9Qo$XogUAS#(|nLH&;`<4?yh5dD3U1k@dXNrCg76tOU_SZyn9g>%ms@$=<*)1M{5TS5 z3@St)s#XHq#T<3j&3mvAxH+dp@`e`=g+H5+wL_8|{owLv(7b^`XQq4(>&xbQ1)|`S zjfEzGs}dH;ch-^69kj^AYz)>6P) z>0IPU%!8%n!Z7zLEx*R5yNhc3l>}gdU3I@gj=2QrscQIt9SsoQsolL?RZ(7@&`2vC zjZGlw;B6RWMx0l}bXHnVha+3ZhFwTe*s2G^bYOeF9VC+l8XzOU$2Ly|;nGz+cFF{= znM(yV&J6fyz4?MX0EUT3po7!_N=Nlp$>y1%G+zr;OW2x@?A+|aPC#IT?dE#Pu5MR> zpRB??pX!{R1ggCNGpA+1ONF`lIr>e>UO0T1pxOo9^br@horBh9`x#x0MReRZ%hk=Z z1FK9Fj&813%MLaU;JADDQEU9I{zG`POinMous8sw)Z6#f*$-B|7=30b-0tV$`~^Ki zdI7P_%s)3`FJy8Btko6nqcgR)-q?GIO|&LV>Nd3(I2A-t-(^7xyX6bc<%E za(Pxo)(Eo_0b0cIC9*}EQ}lXJ5Ef#A7pa|{rIll`s$twBImpCos7$ z1Mj%K&kvsBD8U=s?UOOosdu~a^~27b(6`$vw(9sw&D2siPt?R$QRrPnHihV>YkS}x za^-4nR21tNTQ~pk`w~J83Sw1KHhx#kcMiw`Aa@7E0Uet1s&&+9`W}f@uy@E1Trso7 zXLpd5m}~Gkz3F&=se@0D#uH_;;Ea~$!IF&;Rh*yifsiHc^=fy^vVyjY`%BA+gA|!8 z2Zz<1Bz`3`9F+}dEN8dYM0G_QmO~ms=vv7-bc7_t^MW5&6GvY@t-nSZZ(AQP>9rYl zcXj}(Bw$r}tA|>kQ_qFk)L3(|(m}bX{Zk((JhEWJR!Y3FLr7uY;>_Fzh^Qn>bHF^K zGAp1!Qn^Q7UL8l({s<3S7~OpZJ7SW}b||PsePH3>OORjuznLK~q=8d1@j6H6&BxNU z+o&lx8yr7r$+0|MyB=!W5$~!|YFQpRcV}N3Ds4gF|;)ES0 z*{qFo1`2h%88=`?EA9aCb#7jwaaV-iyC*3YA?0Sw!%R*0Emu59Ymh^E_T0*|U?!%6 z75a@3Q}an2c16{dG))29zLooOPV$fJV$!NRnGnECzo}qkrQGjP^H)L0#oaQB3@g#- zfby$_9-v^Clt3wZoVMRxm|X05NU5#|a9P;);N5(LN@dYK4D*Hw8wH8svPSmVx0!0! zl(;&%!P=B88j2-_aDjSM}yy)@dZ@ zlTJee52esfHE_LZ*pjRBb>%4UzVyu--kXTA~vVrR4c14g+yS=2oYkZnAn8MXgn46NMHc}?{ z^f;XpdMIYV#-5OnMi|Am$1FV)?vznnLP~Ygb@>gtnNdEKOZXfW)ejs=V2b+2TyI{e z3%mna(0sHQUf*DuosOv&u7=Wnh_07uTtzJ}5hGRlX|CT%h>xR5a4=xDINM~fl|7NG zVpZ-n1k3OsJ@+H@G5xKq;pdTsfEhPP!0sl03vpq;wM{@v!Gf`J*J;I;By>RDzc*U{z*qacTr*QorH4*NyQFX z{E3j8=P+;d%_$mK`Pe~=)wr$u(9~sDgVfcIk~aHZAuUCHDmBagT`aibN~BereF zOW#vnr%ly9)Td+C&j(Fxyc_o>P8SL*U~IUhwUbfXUV0~TUZ${ruh2T`0iFmJD|nvg8<(2O3cJCY^!S3-{0SK*E?3= zjNkmX&BQ%yF_k7)*z_=o8l88?J{EiUyhvJ(Nz*}4f#g19xfo!}mOrh|uCcxweX^@D z_T@`j?2}-t3M)4k=je&LZ_i(;)~DI_fHkLv9EWGLk0<)sweTw&U0SU=18p$Umt#1Y zPE~WGqj{)deOtNJN^_Nv>8_r#X{EVdw0*Qu%7f^r$}GgQe7nwrTd+Qe8jn${W3FCP_!2JH zCp$*igN#N1-?Ql&R#49}{WbCqdCRwp-W)&g!*w*DOI&_0&FK!5!HrIKhL z)A{LeS8Z*-(Y#IVXM+YNv=n_iOyhYTqONYK+sD?K-6T|D<@u(5!8@0E4tZVWt5h*j z+pMk{X;x62)5UI8yU)vfWFJ(DcVbCR%02ALoLsEc>cnMTf8`&YTEDB#&qt|JgQvq) zE>T(F@xH11A|qr{WmAn^jkZBqq2reJBPWB2t5yiDyP}D8ZLey5#Nk9w;)!4eT8s3h zS~R6AY2Wr6kZ(#6M_IhTZyp9s1y;n~w~h4r;2s!(5Q9~27YFgiNjcu_G#TcW=$x_2 zH5nW}|L%lj?}Q#Z5qi+vRo@v2PELnGhOr$n^4Pk9_Z{ikiO)1r<5+z=1DG1-E2Ea= zWBn9td@V{OsUtfIb)$N;h6XkwJfp)W)Y0u~MWqju4l7P72p>iOK}ftvSvO67g{(DO~Blb^$=%_io8C- zQ;YR7A;~b@&{5E}lKi)*FX{7v7K&SuMtFUBJq6!($K60ut)>3Jmc9%dGxkI-S&X-` z$9;Tdw$9Q|qAtL}F@&UL3m}gc%Z}XH57E2)P1In)N#D&laqoAZE@_$;pBE_yL6A$rA6j|K#41)wEDQFAqIOgHbJUTG{|D)AnUEe+8Itx z&jTp==iISRea4L`Ek4P0%lD@^;k!^E+>w;%on%K)t5cFW2L}}nuX~UMA*5x|Sj*~Z z9C(j4ykd_HyG|8XNG5Cz5@-3Fi{CFsFb4IMIgm5I`b`yEWFoWWRxK;`B17BH-;4wJ zeUIl0cuy#{?i=70I2_f&i^uv@&C_-{Sl+5SBpJ3yRy`J}8O{X1kp?t)aywE#QtJ%n6zRnh9A_}5JOMkeAS9um z41OP?xPGFNm29JPGHG{$km}he>wtR;-%DGNoFdyz1SE<)`%mo{K8Q2C)VH?a_U$gS zPR{^47^2k6;w8PuO}acnvZnlq%lzd;zwif;VxnK?ft)te_ML>WRpljAt0#a{TjEdJ}qNvwE|p=cl+R4v32u3h(bLYbKoOR=&_b25SrHs=>L`Aqe0gJWQ~G9?gTAFC$^eCk70mMCe&uXHGn$#?GH zw!kxhSy@wE8c_0u^o-#*lHd!?)mA}rLmMB|SmwlT_q_tM@(y+dFdOsCN3ssFm>m;( z+SzxL(H;YqcE2T$Xzrd4ZgTLQtC$VLN(&Qrc%GLEsnbk#mvFWn!@CKM+6NQ4gDMB-zYSD-Q`ceLj2<5jo{j@v{4`_R zN3n!kLhD(ocJ`Baf|<%YF>Y@x$`veDHT08b7rpbLZCrW#|Nn!FX+}KmY{V#tDswYf9c#rUD<(i(G7u@F^GTh%z+#VQUMbjk z=F?xh?MzN0PVKL{{_vV^MoR(neMiM=<^gh0+#J&W;T-Jp3xbZfRRAXsP=XXI{?YxtiN)uVW}f3QNU?Ba-XqaCDZoqFr2*iNG~Z4 z;<~=qsj*a-%E&=2rvjjN$BLFn5HZyOJ>^htakKS2W@9tSLIvDF!XFhJ|I%jwWWQ($ zL}{m)tub^NGwHE?mRrU~2G;Ez&z5Vmv!@Xa4T|ZWeGVJvs;=%!Id^u3<@1G*8>kyy zTZ(2tKQ*_P4J*gCLNi89p^7<^cx1X4fQVy8y$b3@wiFU?&ZW1;ExLY^d|G&DD=pqX zsKwV6q?fQW-q&dIFM`nDZhsZ^*PdK^QL6pO^hY02t1oX5%WXj8C$?%hmUXlwBhdQu zW~iJ?KZ*`RYE%XpBX!F&>C)_J)zk&A^$#^vdL_;cEd}3E6pMR%ga@d&`NhTg`Ooqz zz#a-S**MWSGf5HLbwjZ-&_<5zVPbf_dPVT^2_9Gie?OfzlRW- zVKoC0R_BF<;dgG`T6w^4U{hwC2vHw5$;ruSRU)o5Un|fD3KCz591*=_-l0Gld43b_ zEOzmXH?}NB*JXI9ZFBuCZJF+GTcdoJ%TW;^@!X{@t6`&m*Q~!d-(q4}(6c(n>}wEh z696}_B2eGlT(<&bPehv%1%vdDk2{<2T-)O*vmTNM`WE>cUJ5Mfh{D$mY{eU-R)Ect z*d62Mwk$i=`2K}vf3kz9YtI6|>8#$sJdF^U=!aDJBCcKBKl$*{UI#5twWh;mS>*$O z;Mc|*8FK~FcORSP_u zlv1b;_tW-T&ip#kP@y;|K>+Y@ieJb;gZ zMkg&1UQ|gbxhgp@=|8#nFSGWSi1Y2m)DKwG_<9RVy+e|&E&G<#E52;sV;^jAti8+>Afr%};p-n7XrG^T7@mA$fa-eCc;0MkyPi}9Mikk+`jl!fcJGPxzI#h%d!k(AkDQ*h zL4LfGdFc0YMZXC2b$O_)qA)Jh3qG(y1@^f;S+71p?%ucTto$D6twlPvvWiHwnN~g+ zWW&ZFJp^;M-Rs<>-BZX@v2yHV_CK4f{B8^#-2|>m0;^!Dzw^lE`5DG zWn}4}1ClryUfAG#stQ>mkWmk9#Q{Z50aUnyfDGRU3Ksg3o1gZ|Zz$OnBdzpS2#>08 zrY!%d6IA#v07{{y!Lz*b%2?b49mIJq1_6cppixMY#_O|e=d_gGnY|?%y8Apl1oU^j z+C*o|2rgtJ^JFtUG5uOwF|Atk#n+Wk9Ew&Ko!{nDJaAR~_hRvRFXJVmRHJcn%#!MX zrKM%unC`iKVnRZfuY4`Rj+GdTYy}Jxh(P1?1%XL>Kz|m+yMP)3K}!zm&S6*3 z5iUm4IBETwoZ)hX-*TdWJ^XU)>6sEC({{rU?PQta{*ikVpYYLccsvNuE+BugGJdJRGpTe+mO03?%f; z`dPX_v4V`jg7l}fwhJw<5ARrXRg04!PQ;o5Rz;+-*$U_PslndV^HutkKPssUNzibU zS?F45Y$s&c6rVsPZhU$@o?%H4o!ywyi+w%r-Jh%vMAlYg>vKukX`HL%^sN`1l5>J|J_%mfhkaaahR#BE?HA)F}7`|VzEG- z>~ZtRHtu|>u>$aVw+9;KH*c)m|5ZN5iZm~-<4SrDF4_%9)I+=xNnH-Jo;BN?h)ErO zTLth#qA+D8(81BN#-=eLK~*Jd*sr#oX`*)*cj`q^)fMzml$-ASELeCkwHX6J~GG zd9!Y_`z*&U80>7&qv7*KoUyY*sJiHHm!4WSYuV|9sP?f?f z11X6NKBj5$?VqhZz8jUt$LJ+05@07dgu|ldzc4@wJ!OieeQtUfCmLu_Wphg)m-wrm$al; z|6Si(K%L8rYMtFa4F?&RKj56g9LQG#h1Ah9b-!fYb{` zje!hJz@eP8DLdlmXV>`G8)|U{C8Pjx`~})ZSD>UMcCa+-Ys734D-pK(EEcv2w@_~m zHP9uM@Lb8)pcR;*os;88EDX{)jDE;?Gk{Wnhva%(ojB&CSbQa)HA==cNkptf>B1CI zq0xwRt0#me?XCvz$Lq9;2j8rYqiVi(6@#jjmg*Xw(aoi2at!n!hD&gp+bV7=hI6R^ z_tuxxZ0LtXWex&WLAC+{3G+J&X1Ni}_lN72g~`>AwkT0o3Qo{Eiu;0H@Hn;X!j6M$ zB$rxCr|yM&Q(@i%o!*Hkj<kjEW`9CyF2#T!A5Y zb^3#G=kQ{n`zTi!f_dxT5HeA;x1^V^B0>jujO9H9qV)d#`*TWW_(<$^YzuBbdd{C5zK@YH6zO$!Fmdi_ zM~3bjDzw*q^N8E_C{TCuDJp49MpU+Bc4)@*$0_RbnxXtp`HsAxq0h>oW;k=IV+o)B zg2_i1;k?`rCI~CuLF9Ysq^}$J4Qo@t1=()W)Sn5}CsZH^t{k5px<~6wZK?Rrkv5c# z?YpF$)li=FVQ*=WON|~W_N(;hIB!}5B6^3c6}|*`fgysfindt4PXilo9-@}zENz~* zMIwuhW<{;4b~WLotwdo{|M5oM?QJFf(={jT$?qOAxgc()-Z@LH9!r7XlIGOTdE*TW z6)oNFIvS=140M^y9TI8zAg04Yd_KFan3r3LJWSbgT@l zOKe#`a6S%yy>Yk|>oo0C;u|P3gtc!sEI>z*yQ4WNM$ql!`;p83D}_^=>C}tj4rSf5 z9EFCw&)VeOA6jfK+G+;(jfr~uDc$WzG&|HNU`YsO!znq+OmB-ITpSxFz;$)Lh`9vO z#vR@1^$ebzJld@>=SbHA-2i_*#4>H=ga2$%<4OTP=F$x}`9g zk8qhEq%Un$+^t=O?AzQO*9f8+n37pQ^b~VKf&y9 zi-@9EZjK5V%@hj#hN1XV_Yc$#c37WADPjJ_b%Bs$mN}su=4g><7^qbpB|)+y?4oLn;L6;_sXEh-(j?gqnxe; zRMYHxUJ|eH&9<+5Vb$+L88@`A(zM~FSd_d_rv>!e?!l}F3cMmTV;m!Pv0*XMIN_XO zgK^i>FxbTdnhkX05+^I>6VQzq<%-2wgw4v4q%(gV-uF}7y>(Yh>GS;6HrR2`PU@g` zb~6_bvp{l{Pf*ip$VwakTSE0t!`Rl>2wrl0jrLM)8GIF*ej6sIpb$7BJ#0R(8nITj zC2y|VzVAWT)aM?B%83omtAgtLCMQ;@(b@5Ee=KIxqj|hm6IY8ZlufSw zT5%fpy!^4EBs%tytWvtXPc(C&kzqlzm5CYWTTt5$FVQD&$wd#>a*Ph&!4#mK#BzL& z@^ow!^8l!;==JNOdWq0+Id_&{w{i7lP1pL|kO7YL&0S2+Yr{@psT4gVY45T*v_dSr zpjuw5tXiTdef8j7!+PG8q7NZLj`6lhuC=YR zThiT>v2Dl4?$=giso`+r(%Pkb-HfvmUe){YoX4Z;UGI;YO?B`klLYEF@*Xtc!19(l zUc9EB&1_X|WoLgmO8TgH;1M+kjV%rN3(2zJTfv4NHLI#aaW8`%X?%l^w;5jV#lQV5 ze->(Wbf_(GnZXopG6U zv(d4ywF#t|A!Wx})EV&_{4@LI3j)bUC8;Z3Pv=i`vyN?ET&=5-#enU0l4jED@mUn^ ziaTv?qqxVqCrvHs%mce^ z4&QWN&I~E`Q=VsAkd2<6n0m4#!=B56%QsIk7;eQ8P%9)~tg!Mbwb`=o=Zc5}(|)1C zamumwj>wRvhm7M#soGh$Db*L4h(>8aAJM!+xFqZq ziXXpVTD?tGXA*SDQj(%zs#_hQgC;sSKjVxo6hDu)jL?JI>qaBU%)~(-+6YMQ$f`YhfT&v`^6XI@4PjKGt zF~rWai^e99I0~DcyJOJ&aLEMs*FUxAPcoU@lv!A?vpf^O?>v;|HTne! zbeTjOTHc+TMpe(qNLDKfg~mHxzcqlaI5d!MFeTGdjq)Gf8TCoGdhPC9S?!mspQ>bI zx0Or(E`@y#L>WTHS~8K(E_VkGNXKO+D|usSd26#a>$3GdJ1m$3x+m|BdxH1~74!#M zNd;UY2uwCh%5L>nY3Er{%2M&1@RHycl6*Z`B?IvKWUnUAa3>b6|R_w?v~lB4%##Q@!gTXyYLS#fjtaAZ*xL zb&|c?$^&M;9s8So`+h>#HC6UKtUN;~O0B6{Z#%uRDSKftlRW|^qg0g6Tm3x9{f*V| zz0|VvLw;0~C%#3_QmltF7t9*ux6mvfsss^hvPGxYWCORdv4*LB2&7*W=lOVc+Vh08 zmDPmY(LxrQ01uc>;AFj+(s9@Wk_-HxQlJlc#MlK#$ihH8{N}u|xb4RNqK83T3ilre zCrDL`^@s_pFUC(WVrp|boiYv!xm>OI-IWDzazoi5Bt>SSZM|FnY|m_*0%l2 z0>1k6gIeTMu{#xL;Nk_@SyZi!)*wJyh3O-M;bGe0FG6ktz z=Yc3}<3?Wz6rP3V_0=jeUH0S)9lFr5hWIM?7N>h{S3DBdZQ(n-nQ)Ctb*g_Zv!L@0?jrltl`;|?9i470G8d-6f7Ht4b@9$%>Rh_NADwoUfh~Hv zuqX17&TbcaxV3KC+2i$f;aJG$T=VKIIqzxZ!zJ6(_RBTfonk3*m6X9^{K!;KKd$9^ zioNaQ0N~2OZ{UQSWjSM`G=xewm+6#)@A8p!9{Ap%ASopH4>KV9f(Wn^O963~E z;)VVAUd$3GS!()$^1<;3&4-y=x8Y+w2R`ZCZJ_a$ht-kd_m6&I zX_?sYt%#N{lLKD*i55b6;cDJ_f~T`$j{bUWe*)FU^L+cp3+;8_3`gdLL%=b`N;Y@T z$&0$J5;-ocaC*p($H&vNqIqfON=#mNSrMDtab^YYj{Ihhe7zOG?kIvV-YNS+zKGu{ zUIdwMy=qtSHSI(xiiN^O!@<+To)wGX^yKbB!*WW)^i;deYjit3!{1@^-())E4Bx&* ze?YiH#Ey;Z)L`O~Om^-u=iHK3>#Z=B!Y|SEyPvqzDk!GG$#apy%FE@}3rxS8n* z!P4`K+Lb^^wm9WVb6wT{FTQ*#8RE1wj|gj(TvAlj)2DB7zuoL#oVkF+Z`3rdM~(${ zrk8Y-*ZL{E04vr*%5%Hwp8w0#{G29uPiFH3QKbw=j?0H|$GmrIoERE4J3UV@dYLwa zIc-qkVlh6u^U=jZ1_#9%L7b}6JbzuL*+W_22yNg7QgR0W2X+1UIk&mEscE97J}%Yg+cKunjlG z-6P+wy0r*h!OPPP+aPqDkA)g*UijTkJyNltqMEFeVghbO226zpoY%UPL=kaYO$kEd zFK=qbDCia2AteY>APN`%l)1(Dx`OFFFm;1Gf zCZpM^{ZaYRw@aSNSwSFOv!c7IGx0JQA)wR8pWE}#4-O{4vx~OpX#r(nA7avG#LRR2 zvrgn_z5Ahv{9@CVD0B|XIr3n3^C(=Tv2rcX5Gw@4y8k)EpW+IPGQW zd}JZv+9bZ@JYrFlWqYDvhQ**l*-&_Nt{gFH&rW*p>E5x)`m4|Q*Fi*;10Kh@FsGP( zA*f>`_-#xX%Zj360J;3_rr9$}Rb>l+*-uu0=ZcNv!L|$1adDysdQX2hGd_uMK!4dh zEp()&sWZA;eHpPJX=msD{4UOMl?zU&9vc93p+#B+&J}R@m`#iGPX1V|002(i^kk*{nHYl#b^bL%P8GJ?-!BO63Ht9R$BFmw#Yi5Z5 zWg#zk;U|EjY>ZYdiOIkjMMPBi` zGHbfL1PGB1?$>iRM`8H3;xy&@-7**QE8+8Su4tG;*#94k@1s23&t3q4q)4y;hk7h? z`2wKI)IywW;nNiW$s^5XYuTgB?ZRTR?S-q`2`^_2=*lTI)34fXvPXopS^m62zkWCi zT&agwMikEhx=grq-2)+7&E1JQDd`9F;w0&TimwHozM*hZjpBTX8qTuO$d9P_jok&d z^lT(>toJX!{-m0rOS7c}t!tZnvpBKe#MkqXe|>xw?6!p6u2|$oYkS>dikkBK@liqZ zaE;$>;6@^_f$6CangxJk)s=??Z1<{+&(^+bl(E}og386v?~>2jkuS&BxjSN^Fy#QEOwXuamSNpe z1yI=e|7C$(|ofH@iMI6Vmp7)R}>xk3r+HN)!-NS@EIcnc$w0XvJ< z-ytX}>eo7eQ1qwj?dR|1qLx2-dm^B|xS|?}b`0LAFkSK?LUDC~#!wrrb6Ivpmze(- z9-yKo@c~=UY(ILO!TV)XP@6%zDfefcXtBmdy)Smqu_}6^5^D(BYZ%hiUAs;fS8w)T zYA7QeP(y?T7cSut237zKU~cb6ELLu(qKsOj&^6Ouk($!=qM>kmWrY;*0zScj$F(f} z-oMS;kH3V#_RK)XfLkxkCw0D1*Z}`L;ZspL84qTT^1%W_70IP^S$LcHYQ(pWTOItJ zKmh1VAJ7}Q*BAj61ZmQb&0kiqy}1P`N@^5#TW`?k+BCYBDqd1}-yZFuF*E$1fIx*0 zSfJuzdZ17&35mP4Qx4J|dv~_ZOQ!3RoP^ zf_3b^5GZXy7y)($G!u?gfM=v)Shg*W%m9`$&f>!JAU$~*aV4%T@=it7Y8Y&;4M*s%CzZE<{7+-a*Lw#r;X*HgyY-EB zE6BqqJ@dojAUzQ#O$|4jiIpCQ*ab&5;pQq3qj?;A*0Q;r>9_cohTa>%DdQ~3H)(ct z@1hg##A;OgcmJ=w_l#<4+u}zN!2&9%6r~G_AWfx8x6q^sD7`5HQbJK`fW+t#=@_bj zfJzV%A@tCT0zr`82@oLk76K&n@OI$pJ@eNX&ucy(J4O{rm!^75>l7>?5~=9A>x^~udNefQ zdzU^s!0B+ckll7l!B*Y^y=Km5`TNa<|CPr4H)5Q#0#->NlAh3%>5k6KwL`k{`*MJ= z^{$kCz)`cXordfbWSGP{NwdJ!&cxPY{iIIhzkQQ`Kjy%Q>|O$xZ#9j1a@?8eSEPjx zrdlfJ+bG{|INTy_sFsX8sW!SEp(#}T#M1ouUoi}b)d&D|afvxZ-hSUq^GUcZumF_5 zZggdUlSlOf5~?1ahji0DKdVMTGroac|UK@);f}^N@&-D z)?XYu!C>FBfcb6$#0ybP%x6dRIR8(h`X`<}(Wp5w8uylo_v#JWrIM0-i5Hcu-Kwkw z0rB;~Y3u`u&Z#Q#_bo*>%%cB0{rsEZYk@UECeX?b+scc8H$nS|Ww`?8NE$juPFWr0 z8(`gYdtkfyq!=mk*9@jCG%UR)=_BFoMwvz#NSM2@9Ft>MRt^RKwYv?(ywA;)Q6CW} zU>aigG!D7{9Rx~Ef@APR^n?()6$zX3U5!|t7Bq{`7S{_B{5vZ?RUfNJ~g(99|RrR3~W>UCc z&x*AY%BPZ3m4`1Y|J^c`wE@KBf2jR;_W+-S1|s++!r9N;f5Qpjr_aZaQT1K?`uD78 z#{uLkK&U-|gRB2;36j7rCH^7#xA)M1%>nY!y6>0%Z#c`(LuDSF`#0DHD4FsusUvhV5tw!knA!R3~7JfQI; zfpzNgKWe16ED!x}c;nBg2|L%@^y7v^8ZVF$JxlF!X!nm-|2M{Ut?>Ez8ijx@kE+|S zqaR0JobJ6G9YVgx{YH9zQ|GzAQ@)S#Z3eB$Qnz;ypZ+Aq)qn_7R) z@I$Tw0VVIUTajsHVRXnGK{mzG0$;ZCfW-5w^!vZO4yWUe8xRdixxQ00my?!Ym5f*MfgC{^>6Sr6ygIV zDowLT*nKr$zkV%Nxiy!C4B8n}XQ5!z3?FP-alKSGMb>lfmAk^*#K6j@lT9``KUP=ic$u)ctvtRxN&KB_V zb2j1wk;d8b2mWBA2%yoiy6sI-_gx=Lb2U=vd_z~7fo`Z1`g>lbgnpTeKc8ZBnUjRv zJlple#6iGXQNb)JIj#DFPi-`VOhF7zr?}6Z+o&d>iSY0*4cx=tXacli?n{;;=e*u# z`=<`vjs1Rr;R}r15r|Q|lVhbxC75`MaEQ$9w4MCb!cSJu;57h9!VL&`XD`BN}hByoV)H5Go zF5PK=Pbp%JfsoL>J|F9J2`hG;g}N+EMivU5<319T#Txz1E<4w35nTX0l=f5m(S0F9yYiOOI?k zkt2Tm>ZG1zy;=a0qHbKC&1uk-V?PPPUEE>v%n)a;) zdiDzP7fR&!yGiK+B)McuL!RYuxAasL`Fb9c6Rf**=>>0b#5b(i{ z99EoY_LiA4+=tg(vNKajt`LN!+@^oun~FdX@T|2QW%JvX=PUQ@%rDOckapC~Rqg7= zVEK9td8rNYL7i=#Uj^kXo}6_lhk@KRvJ>x(f9mxEw%)LNIl|XyJNYt(&MZVl*jS9ASb8M{MP`PaT50jM~( zR-s%mT`h71zH}x}Wx!fC;n2dM0ly%HgFrHWY@H1mnS!^N57?2r0E`U^RVgRB%vOAi zvoc2$C+h@cm6|?@CAygN;{VvtM$=2%F-e)_B@Owclb<9}A%R^C#Uo`^A+0 zC^_XXoO75vvf?ys#5AEqyaT2;T@F{>nWzDVk|ND>t!p0?J+*b}dvl%Hci*Gqfv_K< z2KGRg=S4L>QYlfostU)jD0#Y3;gjXE^zk~B7&7Q7x^C*FFTA$4R=2K7EObH-_>_+F zdo|i|%tn{Zlxtb}cUIomBTzZcL?_*hr*nYs@xGkq6QGIYnU020*Ex$F%=pm8`nNqt zrXB6ck3TmF>0Kzq;?5bO66z5Fj}pJ*}Rm)kTJd9Tx@Z>>HfrlpL58%4OoH>kKzzk@(6Ki2WYFpuRdbI z7j0JLFK)ctwkN<^Uelvb1xrN=O$<;9XfUp`L9RV*!D2+=FsE;3s^#-J3TYx=6oBp0 z`dpK@sTL^~OjabdHBL(oMnJv&FGuWYe)xHcK#TCuY}aP#d!w!Xm;xjAwBuMdq?iYJ zi~<~-uPQo+kDamNINB+BvASaF`QcOj*HhtGuaiHV`VTxbK3b_(Mvep!kRrEa4q{lx zGDF>Tvx!QIxtXf>Pz&qjjw-5O@zr}|38955f4joXz?~|JZZghr!ho`ch|3RO$j%79 zr(@oJ+K($fs0W_YIPICgIM@}OC`-9b5w^RIg=Wq4TzHidAZtg8DABw(w!vRcz(*pP z#Btzf_pXU8mIuaUHUciUGX6Nn)5Z(p0cv(Ya@h42?@MJ@`a14DHD*;eo1Y7nS#ONI*MW(DAK_CG8x6LF zn_n8)znJ}?C;;QkUD#U?v1x;Gs;{H8k6G>1S>u`Dp=eIsBOmBr`~sa&BLnKsiZ|IJ>f zz8nSN9PZ0V^U|kvG%xLNAx>%oMIT2j1k7(I!ejwUafmuVPAMm8b=7QaUW3-x}L)Zcc55F8nE_gLrM1FQCuq{mNPq|oD>#^ z@B&D^N}wiGzSmU~Q{+Su-km`W`QP0!dlbKMbuYrpPs)$9V4|0?krbXZMBOckurQgV z0Lm`4^oS2Gt)uxByS^D`1l96t2(w|f=>st5)02XC2M&^ke6&CJi#*CmdJaPlW&d`l z{WatO`2{WgQtq^__uMpNh<24r&DkW=cpi`yK3vW2N}@ZUF=zC2tm3+imPDX;s%I}4tDirU`K&HU;aaR$7?yP zgs+3YplBS+%nkk69VF8C<}}B?5S7x7Yu*C9zi$wD3R|jpO9-*qrf!=_jT0^EH}l~& znRg|t-ljC5?+r(wHbvEW?g74_Xh{F%_V3h$*Q-BotsAkBFas731ca%~sq!=_Qa*3* zT1xWar9>^tXFhACD(-6Ljg;3AvNjaPpdu65SRy|Dz&^dLpe9s7!H9Ll>4q}r_YC#f z$x7$Mp-QYrUpLcrubAI<{8w84y}5NXH@%1$e>{Mzj6tsIEY-U*iHAndS6aW1q>y#B ziaJLDH^10HQQ~ZBcltJ6Rjg$^-pZV>vs$h5L{29I!Q%FcX)(Z(tDCgEPqw>N)57Mz zS-4*gR-68rAfByP>hV(&k?;n$4;6T7>Y82hiK}FdOZRq2xIhMTSvH$)&TEHd22;3B z`nJue8vr%&V_KGn`ci)Qxr9^7fZ23+me=t(@N(6o%?;^#IU5pQEOfI7VBSGSd+Rn& z4!xfwn}a!P%2{-^gpAAvrlh!{Kx5#vH}A@MV?GfyKt15Q($YNJB79|kh6S9i*7Wr* z2U?ygcayK>qI0p3XVtN!{bCi2Oi{MTRp%Ih;C`Na!3;Bd*G9ILjG2NN#+A5G%R5i6 zRd-Z5sq=AC9^1Z6O;FrRE~#HF=i@v(>kA)Y=?g939X2~RT&zbba1Y-szXch#=zDX} z@bz3dm2TtYsG8ILA2zJX zLmM@_h|{H!_?_JcMi#`5sGUb~PU?Df6eZx#QyyX-ccuHjZ8Dgu;73X@_@uQ7&GUUq z_A$3n1W&-#L_@)QF>Tn~MK=8xyui1R0rqwS6*Ec!@ z(&r1Y6mD7P)0dF6NaD`^02>63)g2{@;|_1S#?wM^*pqvV+}+TUd+8%NPU;HhH-S5V z@ah#k>n9$(+@r<}*4LbUu?%&r5yhfYXn<44Lk`kIzv?!?Yi&r2=nXgffeD`LbQJkN zXA5k&-jN00T#wz__MbB7<$?gKAVS?Ty4#*KxN zxSfkiQycPg8gQNFX;8n{Nx_?N6^g#l{K~pV-+sTbh+dTAG~97l_~^28$mNJz##@TR zW&M=0%B58&56Wf>xb;7L-4X%4Y|cJw!Y9_CAB=UzERHGPxf zu05{-AL`@Mr2!Vc_F8#pWm6IeH{;RO^j=rOHfqPl#&EnF+eNn^U4Yo^w<-Xc3z~88 z(`P5Zb@un%7ZV=*;dW9G0E>OUf)7Yase$|X+PkO;N8PvheCzVP76*sb9v9{o?2)&1 z!<7)J<^o`YhgeEvaE!6h+)w^Eu*DR0-S9Kr*&co2)0UdT4VoBc-W!n_2cl*!_wrW% z1XY05;T{|me`k-bjyP%bsssN90#!_%W{c{}Jt%VhYB_*evh-i1;;3#b`hmKbbkYql zI(}&G&RG9a&-q@FMm*-gjbo<)Ud~K;c`)sG#I4k@v6gTs7n71wiPVeg0#;#Tw`RK& zSjorY%l83RE63BFKwv{7Q&0Ld*sbAVkA_PybyBZ@oF8?N1!XBbZ&(G$hee@30UTH0 z&-Iw?#C&X?ryGVq9#+q~3=J;Q*5Ar9LRuRCEI24n0&hP`dAl#|qbdAl-sSDS`qK?R zztZFAKdOnDmn^T>183ou2NtHKQ*^P+jHl|VhoQMNOFg)!rluxp!+CbQ19v)_-jwsE zxgSX^&LZzoeUMWGpp1+GYz5e!{Wv{z)kG^^*1F4E{k$lS0WwQpT$Rsf{;JxTHCX53*wy_&HArKop3ED``;s4Apr z!Z^bu=R$H*CQyWiEuHC~C`fxtyEEujE(0XYjZ~LQHWG-JJO|xRW*+7{uGj`Rjv>W76vKy#+K=ws-hFWq$(bGJua7_8`GZ2>2qf2v)iPqdNgqM;w zZZD@MylPhfWYpyc(7@6pgcPQyi)R8UG)p2pg)UL)^IH3NJ()Xtz#<&+JBX%SY1mS_N zR~{piEfie~fxt>tQ(q2X-&}nf6=BT<0rVe zlI^;6I^TI9Jopui!O*mU$`qxf0USpnc_VG}0no@;CRNr?eoW(o3Qn3Fb%mCCy0l-l3^%V+dXN>{qK{BP>B}u{z=N4X5))vZSK=6=ie8_PA2TlD&vM zMp&!nHe{D>eEsk|S)_?8u?_2XQdT6@Xb6DXUmz4of1g7A4O-s*B$r8lLw64XdX+ML zw==f;U8eZDV$co#m5AWQ_&X4S!q{QLg>Wjj(;fQ;46bZ0HgeW=Z+hZ&A(%MFnNvv` zRGL~f9q?LoP|*NBFm=oWsaz4ccQxlYA9YPy4`xFeElIHL{ytv>q*Q*Tv3N$>3>eqH zl%!~htnJip2s>K(pCX1fR^RCKatFy=?R~8}fT{zBs`JGO?6IDfAU6g5jNSep?+tzHfYn%48)uk)iDQ_-tC)5jyBJ}0 zZq|gLwrZtP>KWc7doYGHcf5qu9SsL?6t=`1G*G?meH(9nyKGE&<}mO)DJx)^P?l7& zmWa4c=h364PY9&9b#6_!859cJfDk9g@xuy%u5eOpg#m1!z#cCJIDbC@XCOguV;24eu5Z1u)VQrT6ui{h&s9_}`M6s^^3J|* z0Bric^`z|nKNtTn0g&N;nDGCQ3A>{AX1%F!zk8ydXpXiE1h_=AW#KmHd9xk$T_jFf zF^2ziY;UiS@v?l0o4v=T%Vq@G1T9nur#?)oId|M&WN;V>*rmL^z*{N9KLnTa&h-k> z-}VzG*|V-J{AW8UERHtNR5X+4H~ zDO9h&2I{({pmHoMu%@a*ov>-d86H^FahAF~{@os7V?_(-tGxL8VU!CG{;TaKl12X( z1PLaefbVH(&z8f}y21?q{rBIPp~VGMXMa2s4gZ6Js=y8H+SJIPR_ALCoM))GY^+-- z?*6}i`q#x;3eZc2PZn1=aESpJdr{Nd@gqLsp;{_42(J{l=yc!;{eB7MLRps%Xxf`_ z=mG{r_UTa8J@!r}uu@{%`-HpXe|MY#-qY<$jHkly&6#-$+hf_)M8Pa2kL>z?7bxCL zdou6+io_+bfC2FHKWPNkah4irEOSrvi2AiKBDJ&%Ll-Dvwb?K)+U0P7p5im6Vuo-j zJLW-?v)cxAz78n;D5IZSKG(h<_`?6Oav*IBl-Mm5o^Ac2bw(7Hl_saDS+=$nRngLN zrF?hQ){`x}_ecD%JO1vHk zD&$wHFb*#%!QKD4rng$alA>pw*?#p#T0f#~qOK{zC`TH$MFa(U2}zK$`>pgE3l1FO z|Jd$7&$sQ9V68>NqMD_7*OaRTqZ~g>-c-`$0*=D_FBqZJLgt$FD06WKq}Lc9N0`*$ z#Uw1tPp&oHf|QrP)Ele2m9Er4Ugz8Oy-=MzY@#RAa=%q9%VxT7Gc0N`fY-J87TNWY z(r{E+3CEf9v%Njrs)Lf9qVV23TNVhcYMFc|RHaO)(^v#^=Q~@ah>vK3 zBhsIFdLX)yoV*Hxog{c?_D}AJHEYCc-r>`;m*EhO*(!CLN@rFEw_Aw#JA(@PV6N~+&a8;|-L$EgTZ^`Nsja#h&0Kod&a=d?`8yS^bvg+rr>?PK#q`0tzNQEe zU;64ZT|^ddz$JZfayaq&={B6DtkDmpWMrQTSQW7bd8-fBPG5~4L3ho|WxIwI@^n5C z!)-$32Lt-Je)01^C0FY@EbWnePm~1oy9|Tqjku5H#Kc)c*otB0Gw`mHD1B1N%K&_-gyU81i@IpeHF_m5_%u08@_@J1J^&}HW3l& zQ_FmW5kwX{bF!y~#84CKpVsd_PJGd+c4y9`RO|{1rn01~L8@C0iD+3n*AnOSQ8`ac zWjYuVo^HKk0*{MdE9zfgW7D#V^1X`~)VC|h_sVS{-cgM78#BMuI<2;aQvXrn1DRX2 zI&CXGEy>&?Eqay!sUXyX{sTMy%^?`T9o~Y4+bf%;-%#-}n~qC98A;P|g-Kh{anZc7 z#Q89y8vEY#N>o`WyO9aBP_M=YEkMYQ@@n2P{;7GhqD}2?!G@ImfZ~-@RtF2jxJ_Xh z)Vn(Xgz$c4+CT)qR0tKlk!*rlwS*PCIazohGWfLGjFCa4AnVA>vlb;%DAcGI6a2zb?9rpNfl361MGovkcj z5aM5G@gEm!@EW~qz4;7{)6*vu_4KFUjY%m&T}yU!G-N@2a$bA`xh61B=L$zwtenkv zf@)T?=A5X@{fFQ4z=t9|{HB>?vWXwMJQLxA4vaqd&wdzzwF^WA+OtZGnaPuJ0_Gg+ z3yppz8jw75&|cS~y!BDrRA$d5P?}N^MA9rH4|SF%hm}gF7Heo1D>c`q-O=h}FajXGPK8l606!-nGth^R_q=C!7VO zJMd_bmy!GbTqWa-G@uDJwyWl=55xH-_{{&k@!|N4rVN!hILP&WScY*}=x%D|1LX_3(DN)(W5sq%3* zi_s7V1GkLrmc&91GA;it2LZxv_rnzSKKO$CAhj21lO55H^GN2V!h$5b@4bVW*{Mkf z92z=bdYvdGCYD)VVmW3GF{w!tu1R>|%N@Sfr0&4quZ%bk;NzXPur-W&Cen8HOQWm3 zhPZD0ohwd4lj%HD!EjQ@eRHpnFmDw{rd+UJo__Lf{(D0ZB}!D-c>7Ukkydmr0is?kb`&;#<`TAj%izeN-+hQw;sQi*^5>i z@5kPe71k${CTDM~ZUL6zz7Xa~GId-_oX1i*z|`>RD=kdOb(N5b)GBp&)#CzJ#Ds}i zC+QHpbG2&3w@f}_vdw+LCEufYo50T*y&ui}H+O+-l3Kmaz|ry5)mM+UT{WB1N7d>4 zi_5hl>FUp$pjg>%2$Gt&JXJrK4=hoDIG$N}B9>NuB|yEpGRZu#g(>O0Z56Aam2`E0 zHHVXDsQ}&7d~Y%EfpROv;{oS^D|G%B^s`+cyH6%Ep4$`vYWD_dG^A4yUVUzM7OsC! zQbac-#?G63QJ?N(c+X1jlal__!c;q(s*>=d$t<>5RzceE=0UmA`eM`LR2k>%B{RS+ zOQ(;r6%oIHndvvz>mly)tgKCi<$jhLNwe1yMTSXieosAQT9`z(5WDs8l(U%~QPiRK zs$bUMWfo!XQk7s*(8FFioxUXk`YnYeDeUM(S~mlBLATTqWC*c~oC#+WA#y=0u#xP< zj=vfWf5XXq#FqPy3}t(Wuj)cfte-{Iy-i*ld8K|~e!d%7G$7m<<0=+V zJI?MoST4R|=Drw9wS1?dp*729yQ>jl@!DM~p9(7*hhp%+&*7tdN-ZZ`yf?Y^J}hvgSJ)jIb@Au&#%zyid-`KG zZ>f;q^_FXX|LXr?$V7rIul9$o=qLRG?^iY7K(KRrF? z;Mw|su8DtLC(h_jdj9Gj>QcBTX4_qZ)%H&g_SFGe(^A_0$I@37f0-g!-sugnMuFf4 zrb)QYw8yBvfu$(<7Xz{{6 zXh^W!{yo_S1TswK<)WPzUb!Tn+n#1!nOm&No2W6;TqzTrZ)%zO*(vLpL<@*@#)$6R z1S&c}g(=12^Hl{>m#@XWM%UsbYW}mO2sC%7;*f#;y=0mnPTB#5#T~V>w54Q)&ewFF zM{V|U)#I60{6OA-Tw;#2k6luqr9Z4BY1_S$-26K#1WI6Mj=eo3e_ZF|?`h>S<58ze z0h;2^QNlmO>=XpATbeg&!6Glcs&K(9di2_{q4Q;5I(TT#X52~6i0dv_Sm|8oZLxsp zWx)96CZwCVLPwp_(CkPXBH5zHfl8)Dw8C9n&Pr^#_lGa$XHFQH2y6)_JD+;(>bSm? zO||i-4swW$&x15-oWFBnDmrr;7m(9gG}(9twFWk|jKb;|Zr#!bTS(H8NuAs7ayEZH zMhECf`n=9i!Nnf9^gCPNky*2OY1fe`)s74=tEVzWwUM<^vbz>P-kP<1VWkq4oxlhs zCA^J@G|Vlsq}nLm)G5qOwrkxjd-b&P-sAF_2~FMr;m$VR-AHv?&5XSfQ~h4!Bwy)n zLF_D^uFt_`sNnLrq*PX`fV8xFY9eR2)SL&>fn=-{d3oGCoyyrHw`yemgP=lEVj>k4 z%Z$dIoA>pTXu*IWwLBEu?^ijHCS~OD6GYS3#Df9@AYVZLMcf_NF4smD*9-4l(gzm2 z-qmB2kWL?Tm=fC4EvZmFI@y^9S9edjRobr09<^lJq@Uw(x?DbDgYVYi(~}y$B25eP zv(?x$92DvtVejmERJj*esP+~8)Z{u{c!n6SJcmQlEwjZG)Ggw1Y;sVau|k1|&?vBV zMWrVtGL_(MxL_G0xjsTkkq-HZ{d&_j;Yp;K-=AdPgEHwKpUgP?OZc^J!93V!9#L)B z!cn#ewfV61A8@G0SU+=K>I>813TKy^wCKEa6Mx%g7kB~?pAxxHBe--7oA-Q_-3cyk z2OY#qzD0Hir21JRKK&A*KP@kY_IX!!kDqS>Kwc%4+sg3JB)J8|V^j@T*t70AbHLB6 z_Zn<6*Q@$Lcr@UFju~CD5T)l> zElkz7rh20Mqb90I!miZB;2}e;KM%cHQ`3ZS zf6-QEmH(Y;s=3H&%!Vuf@;D4B_9M%d*>&$7^>NnTQ>KxO0wd$zb+y-q2EMcu_Z6E! zzJ@}ta*Zyj+pEnu$pUcE#a3CK*m79WF# zb;fQDxInpB%j87Mi4a2`3#SGf0z{sxiR(`XY`{JNc^mCure6Tec#alE|1sPbz5;vC zGyzsYFmbesIoP?8y*g%%#fHc?lmZDuInripF*A4Q^i5UiDuld}XrbJ}*QHg;+;88# ziM3Jz%jgeWAKc4f3#VERo0*BYl)N|*%Cy-B(umeBkhIqC0M%oQk);i_di>eIIeH;k`iFy3nx%D~<@2u{d|Dun+*dZ3!h4^RLJ{l8eB0NJ zLqk+Y#A=CL)%w|hs{gwFXmp;LRFdQ{%jQYAD7#6; zWF@#ZJs<6u-jPwP|5+me468Rw>J};o5vPtkpQmk1@%74Ld=TS+ z+gCGbM8i71iiAA@FJ$nzfizH1QBjvYbEfm9)ov3@4V9000&pK7-E17|U$+=DRu z!h7KOHIJ-r?%1%6Kg=x?UnN*|F3Jx#$cW|7l0fhWUhIRFeASlLPrD4~rV*nJtb73y zok@J0%!0Jp;6;~PYO1NtaZY^Cp4qv70!nZ3k{rItWIv%6;cV%wlGfXxC<}j)9y$qt z$%aC2&0Jeo1!#v;-#KNmN<%r4$p#weRVz!u8$%L8w7r<*^Mk;WK2h1+<57Sjg&fug z;HXk$CQhnQPP}(ka%)Z zh*mS+Wr|1t-jiG%_Sv|+WZ_w?19A>A9w;joL=3$9)UOjw89Ok4lL@wp; z@JXgFux*y(T`jdeYWfp%xv4S_u~62yt)&5xw%5+;D&3x+Kt(0LxC|(fX<4N}u8J*f@nTQ?8O>Xd2*MJm!?cQ7Ccz2>%dhW#dVb7H$+l*=4>qO=& zH%6S=a8Vb+e0!_=eE;xPfn<1#s@IYOGzYc&3dhHHO9USMDSQGl;J`r)-cK2Rop&|k z1UqW879V@8f`29C&?r`A1en^e1zlNQY%KHaS|Aok8MGs#tG5l3p&|EK{@6h_TAj&^ zkF)BXUHIU+V)jD^Rj*ibvld)icI1H+7ue1@xzrs=3};pCNV^+?46Asixe{vP%_J_h zkg9*VT8~tYv%U<&se*L6^YG}yd&LvAU0RFzVj3|_oN&*l3yV^`8AZvKeq1Q2FC8MD z0TS!cQT$z?_j~pf7Oc?*fo~4yQ{}GX>^?^Pca?-9dCEq|5jFZn7mKbJrWCb?Smu6Q=a zM3MEC!EnCE{pi4`+j*8NiH(ypKFg0%JIQ!H&lUC}!RPTVC(V29MDUF=BhDJNUraa0 z!7>q*`6h=;aSnmwmGF>7#BRZ}NjA`@=UyheYnU%+i7&=7r0KkBUVRg@qKaFw+Fs?0 zlB7XdoCZz{2lCXY=G?i5NWAS{`Q_$qwZ2U0jy9Z&oDuR1E+z$y4+28tb-fawh)(j! zlWenqbRHS@_^Z>wfO)k|ZO#{2En-_RDL#0ukDvhvu1$aqv#(nhK4|#rO<5?Kss# zqunla*HcFj;T{|H@XixG`Bg(Ko0-^bQTmV8CUTK?AO+VJ8Esp?7*zM$F*%iZnBBYP zNiu_n;65)xuScBxbjvetjZM3t!N9uOFvB@{gnM3OcuRh%;aRK;#$qaIrPIkrRbk@f zrWsmRA-+olAG(OZHtC3m0Jp6{%#o3lW|d#o=+755U|8CCbv?tkE{GgJWV?#zU}jOJ z46~!n4Z)_~xv9QgCMq3s!3{56&d`ad7r|CRF?Jd02`OE?>6d6@JF~%iq5wdz1a2-` zq4O@QI2L=@P{|N)gexee?2yJ~NT1Y+F7W}%9GV4B_Lu~%#6W%YGwCMZTH@x@l=CX{ zpLcx|h~Gllh)5N+YSvj<*0{{XD>`t`v4(IMp(`z5?LC zz(_107xG4!z@8{|73?6n#eIPfZpoHOD!XeHqdq-v0bdHgFJxw(G3{57ZZ;B`MC|&j zgzqyT;k!fO8F@#_qVx5%?PB)|**j@5`F=*FxapJqw7%KrzVJhl-HR`Ihgmc22A)*P zHtl|>&)58DP6sKUjAFNTEjNxV8j>AHoZzpIz+O1TV2J)B7+u9tdXETM} z$VfQWS&*J8V;Z`3a>2iP1ru49x6RIhjMcXBwE(IC4tgItaD9WWw#krC$$;ATU!4me z>C;+ymS7i9>r>PFqQwcM)GpPu*J=ZXmeN9L=4lw~3}shvha^CoAJ*=bKn}B6Lh=3Fr{=132Ngu`8sR4 zr7)-pgG*rYlP3`Z=JT46ie-ATRme)VM0AG4A0xgzXc2%A~rHN|WlIry;K>{MSrq+_)nZtDKoXbSNedS8Qm zwnEyhY|(e9WqK|X=Iew2Pk%_>aaEPO-J+v2wsEJLo3+g5cYp}=-ar^Xd;0;W<&|Ii z9qwwqQ%`)({V41k;_Aux8M;&l0P0EoWT4eXm|YBn((Nq8{b=18(Oti5%N6!^{ zs?vijC>b$&VwrD)S=F{&eXEk{UDOrPRncZYnI?#Erx#q-#3lG{y_fXm(LoJv)6CUC zftXg$Jf!V*R@xBrUUj9MVL03K?^HVQ@hd_1M1oX8vjAjHkM=uy)Sg>q#=yhPE&o2Z zGWYwo_s3*|(q1}MGl<^%_7FK4A+@&tI?{Y8N@DZUjS{k0`~=T{dIM2HS2z*h<@2q> zhus&qIg*m}Non2h?T*RSVV^3gaI4E%UtQ*tCM3@9RT6x{75NJ${D)f_eFh_}?i<`d zTRy(6coB3$bg*@-6mlLH&?$85b>d|0^48TI>57txWquB{!GKZQBXG=G=<%29dx44k$%& zX;;JbHpq@I^)l#0Plj();qkuh1t|~&q5+=V@_f*@`XE2P5Y``fpPg78wS;Q>5&1Zo zC_|5DZjl7X3~53xD@Esg*XZ2-Jkt9`cfD;%9&^4oZToYzv)j8J?Or_v#ZPV=NE-|? z|EFBStnGD8E`HF@5nXVEcPi0`oVYery}(?ZV4FGTJF)8{c;)P$@`wM+0Q|dV`O7=| z=P&<_b^rY3cjW!g#Xk!2k2?Inqy^>|-Hr^cu}ySyK-#E)e;O(}cXDo7zxclZP;vA% literal 32225 zcmeIbcTiMY_bmztN)SP!A|Ofz0Ru=*CIlo&&Vrx>0h=rt6Cer-5+o~~ zNfM=rl5?hcbDwj*@7VaOck8{nRkv;xe^^Da>AlxpYlbn$9J38jRhAt7#sk7LdAZF*0I-YJlM-Z0e{YsqnL zXzQ&dw-k*m<%iUtp+9%@KX9I~%9sx1dsCqLhVTK`TI+_~>u>ZVlO^Z!%R@{bbM4r}V@7*$GZDWb=)D$K=QR9)3Q zJ>xv%X0f)JsAPJ$=Ebfy{mmAJ!L@Bd=uXwQO zU39t6y0+(mN^t&ZPnv;!=#>Z_`|v?O%6QG;UPu2Ne#`ti${q6(OOkn3Jj1f`NA{%i zQnfcV-OCxr9n;c9X?t~>a^Qih(+7#hk29CH3eOnFkUDu?k2yF>!HoA4!^4;B zw#v$!t7OUJ-}Fq|;(Yyr{~CIf?iPXP4Bu@_vCdY}q+3s9Pt61lEgaTLk*d{Bi;K9h zZOm6p^O0Thu~E!H$4{r7ww5=XwPRlqV?spf$rzrp3uqP2U-;y$UC8;C(zwXcI~ddZ zNvS8a5kI~vo?%2a^mypBfmAJRjEhH;D6<4G2; z*V=zh4ODZlWATbLtgxRZ$G@Jwki5e>*P32EYoWTZj*Z`r9f9_!3C9uw9( zh&|x7&wH{*t5|4K@Us@FXQ`cjt=yudvYAv8pXMEt{KPl9LRuRH$D8mxOI*u{Z|~RN z8eVOX4zX@n4LQ!?J=8xeHQ4MBZy%2u@cCr;li%Lh-WYY@YM1IoBQ{E>%bLsQp>-oGq7szc$$jOE1G%xlD(rWZ&&|WO~sAc)0 z)b!x>#cR)5Oyfw>ldm#d@;?!9iA@&UfgM;}j&2qmc(o!mCO+#Hw-{5=Y2?1s;kA12 z`nII?ct-$0yi)w#aes4!21+kReEIl+NvB{r$1X{jcJ!AN%8>8YMo2s$t$Ya^!wnknh0A!PHpE<<^3^21)T z!^!4*85;+Z?7@zI%M%~GJ=lR$TJFJ)J=n456F4@2RGWL1-M=w&4~p+W@jaiwu>qMq zpTOCVz4COgJl*pN92;QS^9h{&_}@v{v~oB7#3kxwHmM?o?Tn5{dwIAnei5$Gx2vG# zP>OoF^*Kt2H#4`I)TEA9`(R(03x&RIiTN6Kwd#0LmuX;bmnq*l=Mx_p#hvey_#IOmr`nTD*s7Y z@zz3I^R&dy)}qOL9lbz_mT{e(_h!%CnUb+^!N6^| ziL{hzj_5nr?Ujgp!{rn0+5d%s2&b^adAET*;-Qr1#=|E5vP{{Ac-PI8crS)#(Xp7^ zm2PXl{ARHX`Q&(y1$mLB){8Zx(RR!;rIXoDLZ#1GFfuKb4Q%r-&Gd=)+BfmhF5gUi zc0RqZWoK(lI`pB=Wr{{?LEB#R-Tr%HBkfyba{}J$fx|7{B8;>oSMg|lMR3;QJ4%h7 zF6ycN`QgFE61CIh0cUSF$INXG>_{DC5)%}>b+W0)u8L`6d6GW6e4%k}xzkvf%~7_; zrT-r1RK;rl;OBEKr&4pKhf@=SNTt_4P&66^kz@r>bB0%FWiKQKOOg69+F$*#I^fVE zS@ZnF#m2tmAeocU3#IVIp_=qA{cPZjKPbK4pkk$juKlHwkyGi`WtEXton1B)_4IRq zdgTNUy^*Vl2pr?2)ph&nNAyO-V4Y5`L(ha2vPZN}75Cbk^w<=Wi%;cV)bZY4zE~f` zv?wqZbdzA>A+<8G9P>T1?ChckhnU3JO2Y(o(RWQmrgCd|m;)SZ56eAV9q_Ii z7PZcNcjatp`tW^Hf_qTE+&glJ9=rH!i5pvsEj4Xv z>Y+~7AD!CSQ*?7cNKmmj}E=vXXkAj7>@>1XK_Rsge0M>IhIzv`P;1q9o%!zN}d3=B-r|&&Vp$TbpsIioP>~^^@K@aa2^j zXOY=!ZE$WXza`uts0XcG`apaB%R7p~K6i*cbixAem0!;Hu#sJjD077cJa!rI6n3$! zen@h{cG}3mR64tKB0YB^J%i5JUO7R__s~G5QDtgJM%H*W(oViy@s*Z<@Eg^*n3bd6 z>ktuamVB80X@aaP5M8rI)yIi_)9J2m4n&ziwb#G7@gK{Tj3JIHsPdE)F8&eSOU4$6D>N=2)_crdTB4 zHk3-LNN+nfjL1IN{|KB~=yRN;_?^544)aa{u^IFbkDf^B@E}ijq0eEN>5WDAd%tHy z!77<+bD5gA)JC|~lOM*q^oy3S_Pc|Qt~k){>H?>f#LTE>cJ1LyN_?p3HLz)MWTT#B zfR)FVWtWUbaFAFq4GWWRh(gb*TKYtt8~*t_8Qh*pa$+jef9PXCVDN?bj& zd*&U_lE$ux#b)uG-XuynfjYysCrx=x{Kp{1l|H$0ly+b;=1)C=g|qMLi+TTX$XcC~1-WsH^wpp3B^A?Zs#;z9{x%kSk6D0d+zIjWI)9MjaVBvRWlv_g_mb_A$ z!x{@%#*fLR_l&N_#?p5c3e>xijYiIRkL$*vbS3>=XjFl^!D>p8{nmWFUsAYUdQsB^ zi3S^lvcsWQeh;=Rtw(&(tX+`ns*(6GH?Xrka3aXn@>;<6Qq0RdB;}XQR+cr(fy?A` zLHM`S=t7TdUZjxJn5=;3+2_@HWRV-NsQUVF-=Jl&ynxe#P@>kcDQvHf$1bIqku9R> zTKI~4L)h#Y#MpUlpJ5Y^Z*%qDtsytbsaWCZN#i#xeVJwKK3#aR_j+ZL!cCVW;tQWx zFP88PSZ^H7sXMQ2?CGQwHbBU5iUq&z##v$9cyyCU%xQwg8BoM9r_@kVgc0e`$7f^| z5_2+nD=obx4wIfsa0A*yB0qiRYN=Ho+KbyeO?G5Wox?ch;qTl3vLam5{F<3&NLPUR zul{dvU*QfK(Kyo>dH04|eLdG+Cj|MdRLnQC|;G%XpC2EJhk2qxochs>E#h;spb;G<4>>j|>gs^{X>q6XoVd z%+d|YwNJFF;#=bhX2nHAGj!_LX{tl7C^6Df zcg}J1hjOa$XOqH%z4Cgxo*q3%nq4R5x%5>If$pbL?Z)Lj;?W7qde&KCTbU658fMY0 zP6k7%l?&iNe$>h$ukYk5@|Uok0&j09T&sMrpPa{%es&wd`V-L{+V+W0ocUCDjBk~V z&M)BZfU2*EJtv3$f?`ZKEj2w#f9>N-z$uk?2*&eUqXud>crUIM!lP~&Z#I$ zuq6TDem z#ahbcE)~liyqo^$O68KXfUek3*Jt$Dosj5*29&K31y7uL`0a(r8<72j5mYo^eIeMKR0@S|%z(I$&o7Mq3r#}S1`80t4yiV(k zrvZuLv*r0yBY@yb?|3SiGk&0vV-M^3z&o>62o+14Am2Kme|Nt%bpuR3Ci_O=vmhSZ z*>X=192U;b&Q9ZG%PE30>r|cD+}e-HkI^+tEPkF_AB&GDGq^4cWlHW2b~A#>$pMM0 zBFpJTRG|`u>{?fzG0-B#A`)5JoZYjfICSM!oOy_6!ICCaxc z&hZ9;53P`$@;W({qG&LtUr~h3<`IT;nDg^Of#+JFWIoF6*vOsou(0w~w-XeK5uR7# zr97)4g=($nDUE1q8`9dA&wq^iet)1)X`9Dl>5II}qp0w^wlnb5%T)-aiYNPw(q(J%Hg}*ZU z(y#B6HvJ_IV`j%zf~B$O{vy=os@!qUf(}A;kM|HLtCOQ`8E&=287`DZx|RZVQk5}FFLtnLPfPN&U41Onz~LGc3!X%f8H)3&hN@} zGn^MS(FrxT_RRHIr;N-zg|(gmtX9z%)?f*$sJ!obKm5`&8Nle$*Iydp6gXMxKjAN( zk4U;Xh6o0bovXLh3JVwML2KsUOy__bnTWnLz}8*i~&i=Uvn>@Jszh zMJ>%4>v;Wa(j-(^H-D&!thYQ7e^%%8yfMt;^o{pE_7Obkfr(GN)@qK2+Z^jW_2eBb zK^;K{9uFN#*+(XW>Z*HoxsZ=u`&j2uf;5t~Vh$lIU*ZDmzf_@Lx=?CkXuL(JUCF#K zg1I7vJVEvW(%^YY{;d8O(`G(RQ|Xzi9qehOSiSl2=`bgMSQ)}lICUBd>t>2^Ji*L| zDDwZf-Zy7Jz{lU3R>w;GTV6*Z;sPOtD-L~8r^K*&Au7rK2(|dU+zHib1eI;luXy34 z5E&ntGEgB~t$GvS;UGj199SXp=5GN02p|5J0cCAHtyQQ36OAM z+6X{s-wp}h@5(`Bt?7nvp}Q(~6{jeK3*8kEYRh)0@pio&u|^qODD*a&-7OF=a0f$h z-r>Z<0dVlPsm^f0YNxt?w?^Dz6|8p}tAdBDCad_3F__{bC@V)4BL`F&gV4&;CGkOcL@ssvmI@pU8` zWwgIhiXTmx1xj=!bWavxcMv#6&$^bI!ru;{5g?P}c_=$Xc%FffSn$#fw~Gwcis06_ z=%5~WB`b-Gp1}NDy9uA-S=kt0^8VcyAVR!&Uw&_~y1?>#NIX>+xCyRt`srPe91P?L2LbD3e>So%fHp&X;5I?Lwn z3%o0DIV81`AcS5;fPzb0oiCv(-GnI>POR`1BQ(t$^Tv*OR|DWzx6XJ(M*le5u&l$a z@6iDMAkB*`IMExAEvF7eo+$fbt=L)=x zV(HzFM{hp_R))3>SV9cZm@;u2d+RMKnTi!rboT1qXL!Cmw2?+hvm=H7o>3deY3q*6 z5XF554xLIY9WB{J45dXXSj@$`0vx=C zPr%28(9ZM{p0CWqNtnbOxl$c2B)o=*NKX4b4mVU5$ofX=Y>X!c|J{H9n3=M%|4ct* zw;Fn5kFTj{gi&An`GA7K$&Ou^Pp^Q>1L^{kh2aMInDxamZF_wyo2a3l!dF5**VSqL zac};X>u!tW>ca!ft}OKPul<-Cnd%>)`L=*H(pIHcQI=XC&Yj9@3UBMwsD1kpjT)*3 zHsSCLz~s~BjW6e*tI=+72xayaU@bLfj`&uXX(bbbv*_hx_05v?-xvtuqzZIDzP#Lwt;vLjV{2**`Oa_zVXOFRD;(c$+R zLnK#xWF{#QnlPPden2SAp6p6OJMr7?0U_N=SN#pU^nxAXgkBfX!H3kfVH=7&rPcxQsn zn|*o?ZK*J&yHO%2Q@}=8N?R!VTAw>!jk#Yu7U%vLsp6K#zb0O@Bh7IBVIFZB%02`0 zDzEKoSWcXH&SXMTrJ?x+r{&K=yOU@;ajn@mD3~aDl(4lyEx=YDJa+!n6nZGg1o;1F zUJ=0dojMw;4hVMt(Q~)1L1V;=vJ!evY@_hN(66#69xcxi0Hlgn4##?J{8|=L$~N{~ zZg239gT7i4(hqXDMpw6qAx@DG<uX0Ew9hHKNIR8j=qy8uVWsjSsf@)dBg~6g4`P) z?%zL;64QvGqoWq(%__M5p>RVPLz6GUXALe|l8iD_j!7}}8ahv;eoW3fvhf)4?7|Mc*AS@&0Z?;Q3W-WX;TyWC1qDc6=gpB+wZsdI?=&PP zIHjbOr=P5Td?EQ&s#5NnOa&Bx>@Dt4WQ82QG=J}lq25N%QT(=EDVN{2#pu+gM&#l$*}>XGpyf5OagjN8(GfQ@G49 zpiGd;ZTzWXSCFJ7uC}dE7Ekn3kb-AXngiE<)K!%FN`l_9P%m$Mhu9$s_?{M}aOq+ww^0 z1vy64rI5GWMvI*M_J;Za>b00d#_Q}HKlm$_zM0AX+S=F}Ld!T^GpNH3M~H}J6sc*g zPxDABPxi>;X>MFD*aeoeG=9c7G;{yxmgJxC_;kXrt!D^fmE{|0I0LZ2sL@}$oUtmq z)5#L_CZNo*UCR{nEAnO#x4UT2l_vqON}YuRCy2cO=5NvN!2|DO$$~6`)@C zL@{Q9F2!La0^O|2$fRi*Fu5-a8Z<;-ZdRv>DnubiCt4YK8@KxKeM*Qal>#Dx*PprA z0eZ%DWD^tO0h3sooCA*aOfGFM`X81>#8N`ORk*L_ZEyZk@z!gYJ`tqH!#_eLgR<(0 zwyS)VIe!k=ceChCg`30D-hED;U!;}j0{K%dhUKFMn)z=$+q!DId-G*kveST-Q8psy zLm9?Ko<1sUYcSJ+X0gAhu!G&^wPJP|coL|i5-TRu>4h+YI*XhxuRqJqUub>TFc$A^ z^es<4MftUMj!}b3L*0Ij+RIssidcS|^<{EN1t6Kwt1G;MLW|4yoK!EU`2!l;jO!u?j+(+LSJXPrlb;v=;5k z=daAT%r~2SIh?b0)Y40wB*D~k4A*KBo)H7{WJb>Jk9@RtmS%ngUCJcjmD!PTb<%uy?_ar~tg>UPtnR05PqX=04R3ScmYg=%SonJl z3@}$?6pF43ROS>dLaZ+>QY2dbBE*;R^Ys_Uvv<035#Xk=RDeFRjPNx@-Bua7&^7g& z^%xU38Sq>s7as6%n8A*^b{15{5~|KDisGPKd;%NA1pQ)Lb|z+#yEhQlLf+Fo%fF|p zGkojEjR)k_;rg~m&;KwB?QKcV$kw~C3?38SCRBKG+Kv;ytxaIm3pYtUe<9O5Dq*XJ z{c$^f#BC1J(Qr`D=7)zQ)YWQoOq$gQjd2%<{m0;m#lw0fPcTHUtFRlB_Fot@B36od znRq)AW~{E^?k9}v*n8TH?VT3x)}mJ zi8DmoGhOd)B8rj=TZWde#9eIjBt5(~F>kM93m-G4tWRIVxBe9IH5?Z<7M%5kTS~=% zWP+$d3{ZIuU_(+Q76b&b28o>Xfba}CR`wTQKLN+-ZXxYXtwWe>LqujG>$15#+4++w zZx$#R%HlgM0%Y|3pQUYnb+Dh>s@ek$m+1{P zo^J(AQvk_({?%51=j^v6#XL`UiEM6i!_T4|&y__6A4c^!R0UFBNPXeAgNG+7g?tx4 z2^qP>)xW%cZpcCzcmMT5WuS*!bEckA{aez_V9E2>;v`DmRvOeHY#0KE?<=CB7oc}Z z*H)MmD&m&r`eF=F_&c@+%^vYOOCw+v9bF->DnyNVokjT7bJ`+Qa)%u92z1fFtAx;!wEA$wwm7|x$vk;4Y+cJD>m&I1d#LPH?wuD2!dTf=$ zmco1dwcq1d=Wgz;`C#vB&Q%cHimQPhXUIllo=|os0Dv@9pmRrB$7m=67LK=b1P>9% zVTj^qq2HJL^~y1J_2FdYScb}ti402mr$Hq7^F#HV-}^hD6GKUTQ^*|Pdxq%e?KmK7 zXVBaSEIq{oWrRm~OComJ6O}KN4StcmM+7ZY{mEFyA|ku|rNdq#okb`FQodwwhwcO+ zb1(+*yNvfbn@-ouv*^Lg|i|j6OzmPzY{)r5s+h?OwnP?KGu)j&0>3 z1b@9%*}WyLZiE>rF$Cwp4D;9K#TNL%I_WX6>?sV?cD!kQx^`40$xj zXoSuQK|!Hv7b1+@EOh|zg#L0|UkzrK6x%6isOLihT+~*81g>2X7cl#ZcyjYkNPyGj z4h4xn7O76k1{M@4nUJ!y2GN4JEsd*bFP?YdQ^pVc{v!@r@Mewro&veh;&^ zCg-jbnGl(OxGe0rwZ;rIGst9(=1&msN_1Yn=Ha>=2N^|j*N^vJi9aIuqc(olbJjfz zOCGg|)C3dK#fNaC0Nf#p;|8JX_pM&ssrt(V(mImDh8vWi28yPG!}%VsGKOZS`X_D*NcV*ml%?K1_ySqF8<-|Mq-+qWNy0%<5n#~M4f`@jYdn$ zkd|Loale>oFi99{=;Naota6V@s5#gg0;3)yqR{^ZNrAK%hc}>qLVv#N#)I4+x1t|W zt4N#y0x$n(rGg4l5&cE6_%XY2Nvsct%I}zluvZ~D@eTw>6YzfuM2gl05{E^B;&Ifo zf!!3#h$%k^I!vN%ib#NdI*3FJ|KxTJF^_$@seI+FJT84bbfsy*V6pk{mwfj{tp_+s zH&+QcZK4$t^oT%Anq}PKe%Qj0z;Z`Fbfl*^X(!prW?>NIs0Y|5TB*$0%t#C=;irJk!lbI$7*->t9q&yk_pvt3C|F|QDx%P=zE4DEA2IYPy0Fto9ARd) zwLR_vVde)0nS(C<>Cu*|Hu(JFp$7ISEB=pTcEG2e27bp8@V> zZG6oe*WLPvx1e5Yd?pj{J^wMqapr#SoozFPuJ0<+OqdJJsOeaAwlYc-!FpiRVT#yH zNcs(eSpX*=6%Tlcmji5VIQi|28cpYDg8)z_N>rTdPV4ok`Qd@BQDOFgFeEjX15g-* z?NILcQ3BM_MMhs5xid=9=lLY&-tUvg@a*W$uK_th4#bx&$|E5v#RW`u#n?A;n#S4(9QEV*)(?o+>MARj4zeW4#l@3Kt^bh1WrQf6`D zYAZjX>3xowZ<_i64S_d1 zq!;Ny18ySXyB$uXwxB0K;AY+tl&8Qkxz(4vC>|XfYod|jU@~U<2ocRpkT_pQiD`QU zOdhN|d_F9^T}z)&*N>~p(;+K=5wv`MXel)>sIQblzN)V~IWf8X`j%v7_(tS1-%NIg zRv@9O{8xz!KD)_7>@cywv}+2Hch#_NIC{b1V3=T3h;bjI))v zVY@ocYqGRr2{%?}jlU|^_Z4gDnunR0j71&OGCc=evSe*e;MVu={K$y0a^e z+(2mJ)F(X^+IpCRlyF4xbO?1jSEQ7KKQqSIimtpl$NKX;u((Ed^%?8(!Qg4zG~KS3 zA90M?zXA-qrki_))onu6j15MyT}3*Um6F~iNctJyNU~G=N~XyDRMEy5QHKk?k9d`- z1NFaDL5wdMs1x@Sk}JpDuAS~%RAj6xfM1SjYkF(}!Tz!!R?5@O-}*>lA$V3tWh55Y zv&s&qT90KbP(E?#P9Ki@Sa1(KvF0xp-(#TxL8u=k-ssNg=H8HPC@4fTxANwce>>F@ zOu-#NV^!o={PO{uj~-=bB2GN=kx?fM*Rx7X?(N5{B3bl=Z3z~3U6@PjcRt}o%qvlc zTT1Bj%ld#+Jo#gBCjnO2S`EJE=~V-JU^4jhTyyI9SJasaCE-57JB969e>IN=)|*|b z5zLP$vwOF{%x9wpM=?}#YJ4EYsB3>FWej}sF;Ba2VTJ$U8=5R05P+DZJ4E`gCI!HN z8W@oX+0=Dv*Hr8WrnKr*nzhyCV%t6i<})xPavD-n$i|A+3H-MHO7tquVgaR6MuI?4 zWFj?DA@2W;KA{2Jx-`x95*GgsHVIJO7ZxUP@#*D z50ZekPP?ul{z!srMcm~;y7r^R-vSXjRrWiYTDO-Zvx1%^VFgS7b9>iOJR&$F5A|l` z{SIig9ZZRJ*7L98+VL8UbQqUbU_>N9k0zQtu)Ok88!rXF{L=aeXp||UZA&fD z(Cb*tPz-_zl4H)mmYufiFTZaMJLaNuJJyMGqWfC_MBoj*jelC(|9QW&bpEWaPv|`= zkrAjX$826+%a0OsvRZ?l?FEC=VjPA@U-()q6#Ru3u4T8q90}LY9zDJ44s%c?L&=P_ zX;#Aht~c}8J+Ka#l{rAc7G0JpvDL?S*6Pj1@{s0>1RUQWG&+b;+X;rwKa$MejUk{3 zBzdQH)NE$DPPW?2g#J2>YuKNZ6JYjY@NK9vDX6Rk#xM2SZUc6`I)M?)gmIXcr`5x|QiA|kE%U8+ z+R76T%Lq|q8zCuC_`jfS^ZLVTanUgd zdp-1DkMGJqjYJrlToLvO;1!jUmD)S|kg=?%N6wrqUmuM&soGv?5<)PaL;d{EclFF< z>dDu*Q>`cDW8CQIotU99*9G0%i;S@v+5rLaUG)*hUZMs7a$d^?Gdl^{o$D0yIM-&S zrawOY|Eq9N8AxK^;V}Jn3$XHu>=bJ6`o79im)W>G^_4Y;#2-S=&tk6;9{+)2N)Lzb1g#ZWN59{1W@GriAiW4nv|PmiC3^Z_ zUmf@#yZ%qD`#;S?AuDRNj$E(AJO>QE9;%S;0FOUyK*f+SI+BFsURzykb7ymhvzk{|+A`zmGmBOwKT^Se%5tiCs`aT%HvvvCiCG?dw5#IBM zHP3fob`)Cl*mgOQg)fEF8Vk((6?|PS9)4Dr=zV^`WAXmo2t#LG9hi}mjSY2#Q~0(_ z_YCJ8i3Rmovfnv?kU($)8;+h|Y>^hw-5djUAMWM&=}|NQp^W(I@X0%2%%Cm%<+rSd zlVVh3392^QbE<&|ZnH9)fg#63z*{#jbI$M-!4T6!G}_UtWc*Fwf(la#j3~T3i@uBV zd6@)m0#w;DQZ;Y~TXeVwrg)PdIn8npi%g>37a6J#ra(lzu>2*M^!k=hw~Ja5)Jd=# zs3iKHhS`@5-3CgzeltTDcBKK)g=*`wD8g2dSs$m<&pbUnSGBWQMPw8EmQ!_&{aYX} z74GT7u*Q3rs?9#6#19G2GU4f>)iyW`eTSEmJs^%e>fB}GH(U-u#RT9$qha8I#4FE8 zk=9_ULkOah5^H{g>uSDN$dI8T6A&hIqrD+XlxH zmivpy;29#RAabI6!2k2=^d$l=L@tW6JeeUPOk28rpfoZCcnBq^+MVP&KgJ%eb8-r* zTcW=4?m}xWqk|j3QINDq?|8_HbMhe)&4rIAaqa`!ufrmXpU>66WUKyM=BecSbvEN5 zd|kQkwKXm$O$vz6L)K7Y{YQ(J*7e&oswDD(+EDWS>Du=Qt)fYtp*O%T{y<3OBpdHNl$2&Z$c);GILUPx$`Z0E@9eJ z%1ux7Yl{Zukv zuKbe4y$g$>@403XR;cGPSjOv*dov6EKQ(BorARh8o$ONg1{V8enXT8dEg4 z&K{(rVBPm-3q3urLy#)z#B z-~x9Cp8@)`^wXhRG~kMVHU)IamSzW}|0)Ce{J+&)> z(#J6e83ef;Vf5^0IQr%fpr`dz$KI|(9E@uD7P@Q0GbsJl(>jd3x9?YejuAb#g`uzF z`q7Y)p!O;hqD}eR6+|7Bw&^|HcP9ARB*XrnD%UQsf4%CckmOI0^pV^7iCsUc=;r>2gE15!Ne3gOhxME*XgXX6|Yuko&0>eW9VMaChu^wUjB;x zAS|~j{ZjY3D~QgT6)O*saQR$#{&81Cr1SN59W4D zmiUMim3Z6Dm8`6+5pe#VY@3BT+Z+PD?c52d32e@GIJg{E#hbp5*_9!W$o>RW)ij|g zAudfjb-Q^5mS(4i7UmG#Csd#LA9TG>ARsHPo4DUstk_U_z#(aDTxO^-K zalO%kR>Wnd*B*98GN-sluF$y3%d^G7Yw00y=ll@@#zvdreiX;E4INC*;S;sq@`}S{ z$_OWjX8J42QjYg-LC0vME|9*b*=hLGixKFF_hhqIc1_#d0Q9YAROJo$VGt=(dtFr@DRheGfo5O!R_ZHm8LCkrV6pE0T zkdQ_O{}SsT&;0`T8Fiexf?G}zQxX$%`4ISD!SzXaZWNfnmtS4G;4dW$C8a7J5#_U8 z+8O9Bk#YG%eSdch*KAp2SXdJ9NLd(UcR$yHP8Clm<)$#MkwLppMh2foMsSxV0$QS{ z67~)Nv4Xt=_}jL@CHFi4aYNs|5cGF&*$Y8n4M_am%K?99mAxeVPd465!vEl#JrwlM zM(n}Rze|HX82S$|->U=uF0o|x3bB7SVy_VU8&2(2!v7TedsM{VaB7c=_=i^e|4v2Z z(ngy6m)U&JOo-i%mtLLgs|>^QH6g^Vb)J?(Q4$b(N&5~Y<1HLd8kil;JLBu`v%_`y z2>FSBsvAHsH*E3k@T0}OQ+9Q-2swbAQliXb#Sx&vY8`-`8f_l_cENvlY9mgGCt$F;r0YQ_wCE1Mz3R z1iYxd<^Nx^`;2QFRrS4u%72VT9MONz>+`X>^Vc7IYaqcVrGE|fACPqf+7^PY?}K)K zaSm8*$$>v^@c@i=KSkI49~VejR{!z9f1hyUE|}&|eDOd3TUGpF=0DilgZv423=%i$ z|Dcb#e0u-=?4MO5bFxlE+{>?# Q|6W=Cvht+kFv3}$%L@eBD|Dbth zk-rnb^sQX+8{{MH+2Dml+7JQiRt-m4T|~8IL(k0lY9icgZO(po4n4G*Q9F8$8q7#k z#I!QJRMxTD+RE$j!*dYBbC8K4IEp^%ITG>jpG{LcaPs!K@sq04Thpx~MG2(Ov!5mk zxVtHqj6pY#+e&qPAi|fOsN-+XP+R$|63LfvS}H*5Pm&+)l@7#(v47To#YmeMc+)!l z`N10Hi5BF6{oZsiKW9!M9YxQpu9x}o@|433A1}QtU(H&!PJdJgDP#4-o4;3m5<_nn zz37jXqPjfe@VS`TysQoD*0{zTb)OQXTUYrj#tMQPU=Z< zC`;iy1n5M8)GTTh`y!p*>J>B@So)O?-XTjfopRF=-AE}-DMTxZ5o8fNI)bf_V}rV& zKYU%cAF~?ZiiMItGWXCnNY6$iS~p8u&ooOr8(r9*|4Da#1FCv$anrfA{)<&4>y~nF zFz+YaOqH_!p_i*!zT+UO$vessHYpaV@Q-IC6cNj;gwN8+!)dxyi~@~*@k(QIc0^Oy z8y(jC8gWIUR8HXvs1I0o7H+>WHHuv*A8396^jvBYoP z-*BKZC9+_0=$sl!vKzSlslPT}qQAza_3-9_*FEp8X|*cOtrxv&Xr8sU+N~0Y0`f+J znM|ryZ_3iYX>zJvfXRA5o;5CYD5m$dua-}{gu*SmPQ%Hbd;gwW7F_JNPq9mRKkw72 zyTELxZ>RsB%sxfJV#F2x!g9Ab{X5#Kd5qFbiip+(6F;rdCxM?WKaFG*)*t)%qP}5q zbK=U!4I zd9+Y)Z}8Hr=cSM7?*=%iKrqYYMA?O=_3b>Ed-P+=4|N5ifqb&9V{I23>N(JaM}yw& z<+YpV;k}W0P<869)KXYjWwi9(ASp57*Dgrgvkx3}+RpbDot;OmyHs}@rVXqNW#MW5 zp`b1y-%u8+jA0x}pFvVL)P^c7NpLJ?d)5@*>0AI~mt0?X-IT=^S6O>|wCYJw<;+2X z{fSi#hrMaCX5f*sT00!AVC0sX&!gNpfpu=FAS^BY*u z=2bAn$4ao-;nDxP92PmK)%kzl1*@b6ghZb3h;>%%=yA0H>6V}VM~LBj(7d(FV3%>VDz{@&>0!2ajq`@ggDze(!<80`PZ z`2VN8BKh$SUVP}j_mIL;y?n()gi#-S2wUsCTu2^&bF4$dJh@``rQ`P({u!Io#_@}? z>-nv5=BOCo|H{xlst^>Arg4TD4Un`K6k+c~Kl(bu=MHn`j(4^!P{+r=xNMDT)`vM)8jaWxk87(0AgxM&_=uqi&6B z(~BM5@MXjzZ;s+rhKGlDrsqoYI;@imxE+1wcRSgxfjibY?ZkKYoBo$X!o(*BEie4Y z-U2@I!A5FOvdbxWEkevCZ8lsL!v1)BvSL`0b2%uznVB;{T4=0D*Bx5u#xptB9O^ap zBWT10q4ri`1a5 zAj!mm_84DM5&7YVwpTb~JyqZM1sH1ULVF&9wMYG?FTT6%FM0NL4Gaj;(q<^IP(J&Q zAe@l#0fjcSN6aBKVj-IE)+Uw4>zoe)$T(ji9%!TQH#eU+hEpQvjfl@)d^h{`P4ZTk zS>32>V&TU}hQ9-t}pN=^6 zOy+cThQ&-z|3HE%0TOB~ zo?IF0DH4r(TAZ^tn(D8ujHFYcdfD=&{X2r|n8Fnm3-zRYlp&X6_|i0-#OoPX%yuTH zHg;N7HsJ~VAx|Hq?IZnD{GkveFEkl2dlfo0{qr;5t{ts2o8~_t zmLguw_|E|`kOVOJjG3JhfZ#p>%J^$I>P2r7!;evh$!4CL){$5ctR`;Ky2$ZYzwS3O z=OVh$v`s2D(uWsH#mVgKELDAuD*t&}pJo_P!C)ROkOI#iiU)fq7X-oIj1#0^PnX|) zo28&UQ6rTI;mz$!lF@kpza5U=93LI&PXE*v*714f#7-ElXV-{!|G3ZGJvEnU=Nsd{ zC>js|huDcw>H-D=XAz)qxlps}BYUp)<9iy_K|W^La$tz1(jh6p=j1#|ss_ehk9W>m zsD*mTu8*+cJiHJdcsj(%L1}ZEO7V}qn$3ZACca!cB0z$K(*to#_8rj^ydl(=Fu9Zz z6;*~0^kGT*LZv$TzvNVQ@vi0LwjKRmjmlr4s(_Uz6FO8*iPh>73H^M5+V1}kMNkg# z)zQeqhh&IIT4STAs!AEGa?$S{2KnaGPb)t*#%7K3kx5$S!|H zpj^u(6c&PyOFVbjjXbJ+C;FdNeg#%pz->`Zhy;+@~E02QlgWl3uf_?|fKG!@qFWWL*LQc+L*nNkoIPex?rHK;$OrH%9-d)#$8T97)AxjmpKEPwHB2*EB0#xYa&0Vzf>dLYuO2MreH zC#q@>O`|yVcazH4oWnl8KDfxWN4u1x_*z<-T){WcKD42b7T)D9+xtf`WG9<+aZjso z{X+y1n}%zU*chO_#v$X(`}ME+@Ww#6X~UX15VXg#c0)YPQxdIoKhzgC16^m2eup z`wXk0xwanjm+4FM{zAbN{(@*f0X+@IwY>D@6+%GAzuj%L#*!EKwoj1!}OAE*zcORxOO|3KS}(RQnXcCC5p7cw)`8 zbLY$sy76nhA~Xm_-Vq$-g+wns-;1bYj=93WVqb;%2EF31vvSa8lz z3t562D5NPCuwb<|v)1#&s&)A*AptR60+!=lEA&_nVQ6mO-<0q8Ct*_jiTuJ7;HU=^ zTJQq-S__)8{#X%4c6$kz%qhpi11_y>;Ao>4$y1nOt)knY)8rAwpA#H@d)8T$U{{O z!5Vux7=PZ&z?+~c#*0TE?@K%^7ZV^N)0JQ0J6zPPmRY>>0y9~)w1FV79J&>JsA2=%!!6WD zQ1He%AiA@xjnsJQSHLYQkRsXqkK$pyefb=}$n8qlJ~A zovf#Zz^|QOZEoT?5^uf&!EBN3_#8qjw#{)5PZvKPpv7r@f5l8Zp?||~RN~Mp8B)WH z_808Hc3T6=V?<3D5gBC&xF<%c#aln@9gjpU4RT@vc`Bsz@}w;-2<%nCubP5?anHK3MvC)Z3j z@lMXA@Oe*#Q^T6;3%12m_9_d(Tb5hPORnfE+fQegF(0FBMg+armZJ-~(-pr^u|Qw@ zzvuuV5<|M()?9M`&4~)1NN%mOV}M{y=%*Tv7nOFc%-vGzbtoBFyvp>@tWmuwi2ii_ zeh=DZP@KuVsr>jZalN31f^z5{3yOkZkth%@+i*X1y=cWBQ;{<%2^2of&ftxPOOI1O zbyVz}N1v9HE4G${!j)^*29@lT1!Z<|z;c;)2*3ggmR15JB#1II*2y^qjr)1FEWT0` z7NC8}kHOSQyqS&InC8OYweU}dYtWZxl4n=Q(#55Vw;BD95^e6b49X5bl3FFf{TZT? zf<-Z8EUpkx7rbPXsGwi_q_{1dk#g=$U`w z=U-LiDHqkVAa0$#+pXr8;O$+rgtQDw6b*@Hp+n-_hMQuMy$)VOaT(I*gZbGlyjG37 z%<~P}{fTVayP7KG7{bx*@wUEZ*neX?hHG#?^te3`pVB}RHW>dLgPG2@lYKWrS;Q+P7QX_B zUv_0{=PkopFvB8v*ykJ!#XkO}A=WyOJ1EZ6*NhB|kH4po^4yVY7P{B*(@=6aiDp5a z7#h*bP*T&V$E+;Tu3zR*GjboiYE8@Z&qNCEn zwll4rcl`qYE<=RVG(SvT*0iUASTSHJ$}|8g30?@XmWU1Jd6nAe?wsu~>U6DBX<3zc zbIj;!-XcDI9E5pSZa_UCu}FAi5*EVEVc|$C#`LU|kOIh0Ey$9}UixdAolI zc1b)`+$5{_G()>^vb+ivwxO!MvRrJE2URr2RX<0$dxS)KAj#!YDl}o6ef06(CCRN@ z5l4MYP?3iJ707XM5Jc)l0$@5ETAs_qcja~7cJ<1xW3vLs;N$vBP30$lFH?t70_kN2 zx?xz7AD|O!5q`Jz6tLnfnnjx#FhF&5ib+5;yN=|?8j=~cSnR9dp{9?>C>zSkA{@1M z|Je!8@qpuk`ry;^X9nUhgD#WYx*d}bLM9|6Q@((O6K(JIngp*;v+V;Z-^z;$;iEMR zTXH~Y{AmDjs{Tzwa!!=^7t3CQ4k_FA#;?fE1SKv}5$W$1v&suyPC7 zO=^Prkf4;Rw}b@wFQ7|8fIiP`xI;=-zAyD%$&pgl$CIXO~j;7VEPTdAVo8$ULVKSYJNi`~9x~aj8No zo%^b!Rm@FEAglS*Z{{!EvSf>mq%=slbAk9E7SV$OD7;?9Uy6`$8Z36-+c}KPBSOvg7x7RKWS6 z{O(~40m=z<4I@UHM)PgZGk00!LG4YkoEAiwGTa*E*~L@0{>x^t({6erUAe-mtMnFh>=l~e{(`DuXK}r5viP;g?mii1glVB37Bm!z2Q{=RX>G?&;U}e{W zXDeZn-Egb&iDl})R$i<$N1dO(@76jXB$ob?z%Omh$5xViZp*2Lz(^{M1j4P%%~ zf3$^wzu;Et^$AzpPBZ0?bwqZ^Z0nl zb2(+{*2rRJGXtoROR}Jv+5KZy+=cRAo4+O1EhiF|jo$yoDOE$p1r!SiG{9N`8%(-@ zrGnCc9yVB6sO-HahRUq_HqYtT695cB&56AQBQvpeTH*!~7wJE0IMzC4U;0<}#scv9 zgXnl%K=&j*OrbR3fEg_E{y7d&R+X9q>zIJCLorz6?wo6Io1(E!qHYo+L{5;~mp0Ex z=cqHk!TL7@PB@ZfDyHk`V3Ze33n_dOM9JRbVo7@2ER_{_FrI;NvX&2xkTKH@J1lpWK>{etFo3-aFSQ>h;3C=(S5jpXn0X9ROmb0Tkx?eQYNmbV8WaE@YmP zV2(x`cjFO2RaWAmoNOESc>T&+Ya~zEt4FV~%vOqK$97Q)?Vc*5biRkjS)mI|zIdbKNhXv0Be_Vd_r+*$}b3O3= zUcQ&*4`DgTAE>F7y*qYrm{~$<9};3io8!Q`7e`UN6{s&zVJ>K|AArMx(uAg!2?s24 z{}sYZv``RjaO~?(P>ID_bN%bpguQoXFv!lfi0)kp66L?zJh*OEYbOH z6vyA>b&u%Z!C?o!`kWXm{v)&;{NqD~Ma!DI*e16pwHC+0vjqoOVBo{JEh%T-d)Epd znwc2JJAZ#_ld8u3WB(zJjT!RLw?0Wh2o`Gy)L>M4U+_u+TmPdg(JL9i067AaUY_6z zUEaoeC2kKj*Nx#xO7@}Dx~&`3IehW@J4aw(4lE%0sUQ(t4Ay*LyySWG47+Lm%WU=l zP)**4#oNqIDaL<8c|uTay2FbqrE$aV@Ol4dQRU>fAKoj*WR0Gz$^lHg-NeSC= z3Jp={veK87l3w0E;iUAQM&8xd&N;b{bH2s;0ct&-asTh3eM{?NC`2N%Z?te3Y`_;FL(crGrwVKap%$Q1vyhy|i{Yfq}9 zz^Z^6Y~bt*9#>1!;yDtsBepaM*~y{L_6i%0Em_-axM@_vr(P^~;rSoZ{fq@#()RKB zf(&L*|9rYH5qoa9#P-b`MdOu$l)QWXizuflorN#oj(Z`c=TGjsQT9Nj*w?BD=^<3r zPC+hYN)iqBQv~xsB+SyGmoqw=T{lA3uQOcuk&k3kB}T(p|7ChA1%TlX3Tkk{O6ZUP zw9K2d2Vx$LIX$7+K#2YqAzzgkIk`Td_hp~b^`T0;&Vj8> z@fQk&2z{pdZAH2I?e(?({9F*r{#~YoECCh+ZGY-(f2cO(19d{?O(TH!%_(IJW9*U; zs9JRO=xSS0k?tw~+FJfv(bDEO!5)<#q@>$jy6ThgznpCJ zbYIqN8hb=aE3Kv#I?JqCwIqo01pn-CXl01Gk8&P9+44>k?Jv}Qphw`M66s&2G(azo zN}9YpQ)CmKNV_;&hwF&G`Kmb)%-cC!7gBwB^w_yr&mGK9zmAJ~l>-XVRS^|!5r(B5 z9M}Qvv8c_>&1%Ow(Y5}ApT34mYGjX}g`&V5Vr2B<-c=_K1r2ZFEXpMPJ>O=);qrKd z#R`K;_F?5T{dPiCSB+2Qe1QampjOW=ZT?c>=N%kY7ijc!+8`9%j1d}g2J?bmtEu6; zuKR>~6@C; z7_UXHqt9~eJpU|B&dS$(6ZY-BAM#9tdw_c<>;6Mh`rVs*t+Qn@)kn!dGYukQ;r*?< zyIYbqCnH1bYe0bU@Aja=`=7uxNfdCCHp}< zKXo~k7+})H!>`w_fqIYq*|7>8SPHkZ6K`PQ$I{b0u%M`)_|qb%ZN3OIZvjfP!__|J z*RSzVQ3~~&^p5;SF0%z65hiLU;NiUT!MBe?;79>Zj0jv!vX^C7DYwQEDth z^(4a-#d@+vW*06*dmQu)8RZGylZ+2S5vo`@WoY;RWf5{gAd4*hmSh6(V|E5-Sh_vJ zZCRo9fl5P0o(k;#5T)8FVOvsi@2-CEkZK_!9LDN3+~;`AUYIA{m@`AqQE3yw>sT*< zio}2t2%k`z<2CtUjuvM{>yl z%!^Ws{1-VOY*eH&)GIfrP|f9_l8Gh$&R;p!YzHirk;~}CL^l}rxQ8-95WUGr)Afn< zxYKE>aJbX*ug&+7)pZUPy0=GO+M79y$9n;1_r7uI&tD22XnAH8tC|>h`JK3ir=750 z>@H57@~U_y7d^e03@*dAi0sMMreA3&MT;x?AmX(nF49Z|t_mc19`ndVh#}(PgT6nx zr6dO^Py#SX`YMy5IR&ztyVY_TMg49;*=?1$gYIV;q{r5S*_Mr&7X&AlKvO&4*Lf%W zonwWs<%p;d{8r1m(tUt)-z|M}zAih3$$RUGE=cwPjMp?nhM+>Ya4thls5a-+U4P5+ zqC&7QN5QFbIV=0s=>0OIslvc)wb$L3#w!OEQ(UxA)=oyz-|J5N0ycq(z_rpb*7^S` zCTqa_8NnCmrohVdxk0Y5St`USDhMovOk#a*@~OM^fqxJ@pI!3)$UT~4y6p=%fbUc@ zeMdxZopF^Do=E6zo$@)gZpc4SGo%7J7<7%zJ4!3W-0(~Sg$2#QjK09B3jEj}zRf75 zf<#@GMJkvgd;aoC23MF#SgfW*_sx#9`X#90{SkzxQpWVsIr`~eB@&7lxkH6!N<&Tv z24!S7;Y|`EmgC#EY{l4;!O%LVaIfwCaHpZJx9tL+BGa#-Z-(1DDRWX}WT@*aq?tyQ zdn&>caR@;cxeUBV>87X{HuLhBT|KHH^_^v2aJI?zDpd>&_S}ruH+8vUUoGSMCWfl* znApI)u^0RM9g^OTvi$!n?m)n>V_$t`19^znq6n zTw}>xd0s3cdZzQ26J=5&30zX|ev4O74e@6yX3~R3W+sesHH9hdrh8}~WAT=^BsUM{ z%;*d=(j-(^*Ik(oo1Eu(peIOhaeekk#)2*GO!r81kTLBH7gUt9KYQ{T(V+)AFGxU0 z?w53a^-)5akL*Gihktlf7F>i$O0{!_ORd{?^4=MatwOp_k2lpIBZ6#6onz97JYE!~ z*kuxCz^XS&lkv0+*(ZK$8B}4loztJRyw1Ftmi!=3Q!iK6?aPEVwei7xA9ZO~?ei$P z#W_qI?sVBZYPSBzTjZ}xsvU5}zcfm846b%RmUdGYovxC3H;IEg@tmoQKU=WO>MA=%O;wD%PKPOzJ96gz%>cg-bi)J@`t&uTdqOj z*1vs)W^sT_tX{-Aw2^>;T${ODnb3;agq0u~sYXJcdg3E>JGT*@_LRATOSV*5qi+?Z zkR`e~ybb5|qlWiov*Eg6Xi!I{vs!fGoPfUk)|eckjb9qhEmQF9NqCh^&vM+-v9h9J z@^vy1@%~&bIL@ND;51l3y4`WxU{-$6?yph|rvhY$)Zk1zA^0N3sF-)3q1r8qgIAU% z;`suQh1vW0wRiUIMTTBFVvdhXy=(glka4CAl}-bn`L$eI&^8fhYMx#Dy3|8toSB|{ zL=M^aATyiygCHSYLG({Ar5e>_HCSq##i1Dvcpq=QC|cOd?kC%jC^Dba-}sXc)&s4! zRqN^xK5t-tbgEy|9Ad{4Z`=NV+;;`?e2NWEz zaGn;X_AKRxe@p8~;3!HH3UE~>Kn-sA_XYQJW@}%0D^o2HI(|0NIm6w5NEp9|j~Esy zF=&LC49sx2_oX#O^09%+Z)0R^pL(WE$*f$>31libo!rFW9Jtx*Ht;KJP!-!UQ)5M9 zy;)Ordp|FDFc>SEH2&TVXrTa)42=Xf{hKcZF_;O}x4S#TW{HVH&sJu#+7Fr!-hIqUB`H1KVXPk=`NxbNAPTn5W)SSndgoNy95`$-et={Paa zA^73=>7bHVS`hDaDtFKv91={(B(yUwso`_5{?l`<7}(0Y?IO|E)zl{ma5=Yc3)^uLAYzo^*W8@Vd7 zP*Y^#DU;ypl3KVw^of)6pm|EfRi6oi@)=e>GNI(vpv#C*)rOG;6wJ2P~ERTyyFW1c8K{^1Ey zD*n5XOegxY!{34p%R@KUIJNqNo3o>K-amNbw3H_8K30DPtj>GWE1lULWDGSM=6%Zx zhJSILNC&uZalhq@e^V`7u8Z!=xe3TuCyasl|(@b=zD41qz7;sRAvi-w=((Rpm$nL=q_80U5V(Ule zf2#>rU>=T~BM@v|k^$73-JN0Zr9ljPCLS{rGY6X@BfULbDZX>O_tXmnrVUhVtd@Rg zS02yPhLkyuCfKdXK}H@qwRzVtuesuot8d=(zSbnyePh;kJ>8=KakjhMqgynCO-o?J z2t5Se*SN>~xAW6{1K{Xne1Q|Jga)|QnY*jRR0YvvKv<=rOes=AI}f|gejzV)cYVqG z947mtFQHXPuJ0s{M>HethosVh7XyHXlj0A__Z(_@Bf*|wFXi&n+ zO~sZGA8~Ytpdu#2hLXERgL`k7T}J$O@qc}2Y(T)HW3kd=sWp9eA@h1S&?R-hCww*z zjNt6mwwTX#rp49wAZkTexBhTAPouzY1z)}h7`jgg7q+;KVz~b(JSFG)!_aU39_tvi z8-7Ja+S{p;FX_L3bLdnSXS$nYd3Y^-4=+x>BMNSW8#vsAbTnV$1OH98k(`SC{(h$(Q{+AY3*P(#xQv+KI)NC2-%Vo1nd=5$m8*`whBG^vXtglCCcT~kM}2v4Ug_z_zR11&=5^dxZ3la`6#Jik_AM_NW}_Qb>#`qL z8!m@p?q60-Ze$&iAxN>=4Y+>+mq|JIEAX6YN^oLP>=`!I4sB5XKP>wU|K09>Yo0qPa z-BBATIoVl`zzq(%3>T~8`9=2Uq+SB$e<^%osEix!%+!k#V?Y46gDAIK9_*H@-mc(9 zU$nhl?Z8kvV%g5MvMn}VhL(UX|bl1pE*{|bpD#c zB)J@`E#PwPzc{vS&HKv@=Q9fAB#tu?9KV zHsRHBB5jG~4xqr{`5fG!p{Cn=UEFYqrLV(Tl|Q~wn7jP;#?h*4->9YA5<*Ii{3T&C z!$PBdBj^!(m7^X~oiui2V;(nCZ&zV;c&;+dvui_-MCy>}HT3?y?gz6x%pt%XM$`-O z2sMtFl}bhSAgiZoteS`1gL#5?VIQdu**UiWkHj;jV&zlvn^kxFaLDR_wG3xu5Wr`t z+~n&oa9JIk959l~WDelcyk+Ibp_Y^^r95`IK>#cEeyC({SAutZZ=4}i~BwcW0~ zXf(8L3si9hL*IW0RN>5Cc8;1B$B4nMsd=Bf-%x5-V>2l|Ns7{%DM?~sGBU8HqIc8hw=4|!V)1{X{MEu?r_4${l*Jr zq7gwMWo=wlLUw8iz&x@`44P?62NySyaYKt#-60h!9i3I2Q8^7TX8n5ERh#)=V|lc; z_mDg(W(jDX(tI4xtM>XbQYBI z(MY#6>5-oq4#UxBzZOFkk!4fp^;l>;cto=zZO!dhJV&HF;UxAMI$Tzt*B5ZQCc%0Y z1M{OYF*1^#|7IrtV_p#93?}Sf(0CiE1B3*K{j+ zZOtW>^DYVF`#KKz%VS!VTa0VB#kVy^b0U)(>f>1n8_ffp^q`|3-zC1xxx_D9!I1f! zy6v~PxQStNlz_d5!YvMvtf60gus9`_TEZu{6mKoxru*V8#?$<}NcX7Mg6pWRTO+1t zI-0Lsm7QDk+itsFV;_&30G3=Ub83jAkW}A&HwWFYv#GQB;WK$s<9Mwb`#139?_8h5 zE3vAb`*`W{aw}fxuS5RUicF{_4-{p1b?g&;k~6W-U(LQ3$Zl~*9vZl5G`c#wZ5?gD z78i+%8rs|J!O^L7upQ-3(D4!Qkrjjn#dC@E_0~Bb(eemlW`Al(4-ROuIhW2wg%Hnv zs*=Z!O$C2|=WD*PiN4Qk+_~{*$XpW11jJ)EvEiTs{=u1#dh-JLcjSPb9o1HRlho=f zf-1T*T(vSB4;7*CTH<2Lv)_?$%xl>%&^OkFS1$b?=ZE1d$~(5xU3vsZyVPW4-hmH| zITj)VGYM^Y^_h^}y{^SMUVM7_*HQ~*1)zzVp81vm6_9cJjTtXjsddN(stTvtyE)jZ z2;fx~H49jxWyEG0jFCdM5F@m}ToZ6q)xLBtK#+i(C*>mZ3Aa|7j2LxYrLojDfp&LS zfJm3^WbAg-A-C=vjvy2bVLQZ(53=-TgI!uYh65lomN42I1M?fSF3yLre=oyZ{LxH( zD_k`g)nS5jceGqqU-!oJ*T&A6L93f@6X= zHmvjfe~#hCW=DUxwrqL6#hHlz2aDubpMYnh4eflZ4=dr_VJJPy$M9yWEDjEG&w3fs zS9`+S#eMp~deaCn$aCv9+<>mwOqLsBQfVJoBRhJ}!+Vv)wIo#$Y|Tx#9cgoZ(1i-< z()yV*&fs{)XYU54z>^}-c^t!6lz&v*zq&jD71Efa{ z*_d)Ae(|T#)v`I$WIT98$d{3k^4ORFVDiQTmWsB!1q#K46k4`;r(ch*?nQ*~Y4yX~ zl=i#G+D2xTQtmr%Nk<=M*+8l}{*(dV5QpPtXtpFP6lirSCa3*tgCUw z>HV5>K+O=)ud5gzz`%(WU|8j)1qLp=ur+G`ju4!~v%+I-V}I{=4*Q3MX^Ue9)L^1% zDJ)zAQ&4)E#tnYMZ~rC$EuaH70>+HlW?Hy}Gf+4>p6pUJOw)vVot#o1DyV;E;IN-J z71uu#yw=!+H;Vq8t|DfV21c+X!+ho@PN$3+mMt80JUoe`FZBdnLizK-!h|-J{_?*R zpI=vU6=;lR$+bny8QA=N$pXp%hyg96rBVT8uuRP7xu#FcAf$%LLl!T(I09Wp=40My zyrN&QR9VHw zhCp3aS~P(O(Oofvkgr;F2b1FDGlS$9w>L4?7orkcSc)`fM!LtQUEDi?`0N!PbQ-0a zn>J0az=x<$DjC~UA-yamwYB2?v1~Ge%02FH&al}|`w$~R zDK7cG4BduBA3p$&EHhHW54bUUOsBO)#Jq+ADskS8=lS|sI$|W=-Z6NrRTpTP;x&1l z=T(o(00V9a_RSChauWSWjcGS9k)yhla-oFiSVT}RY>vs<*(A{>KNB^qeKP?kfcLOS zx7ZJSKJ#E36@CVEl&YG`wzxXa%hse`1$KC@C>5+T|Ky%G5RNPV&GqBN*FBVRVd@4Xk`B=$NQ^yo&yNy zg#DB_!9yv~dG_NI`t~G`+hgp#Ktf{8la=lOYfbTzYTD9ehVnN8-+)(uuwaE2(enyx z%%S5iJDgtEOIR~|&##LvPo;e%rC9B?*@SmdZhcLhbag|#l0a@i3@~gZp)~JMI8-BP z29M{YAyZbTtlY=+3R1CnsQ*@QRiMNmd1T%`8?Zo2%kKpNJ=Nb}q>6za{ph05x^X;7 zjfPKx4jK#3e>MYdVt^$t;+! zS{xLwjdU9M74CQ*1-R*KZ>1XPBHAv`(zj1>(VrS)m4r1Lerh|YdnMDBe`AIvQ)|&l zUSl}&8F33RxKUB#=DS-VvX(UN-|Ep!3)uBxW)BNW7~s>M&3R6X3w&d^M9&~~t~a__ zv;&NUWyxV1&@QOsHkkx^-e01-R-&(TU2J~ zIkI5h1V!0M*5I99DF7O|onO<%6EIL;)N@K@1k+9X4KjxF?6gKuA96Jj#7v(F8NWGB z+7onXf;7h4gv|}f0vr&1HA4%l15B5;4IQAJx_q106T$7P%wr^Zto=?gkrb8;sxqG^IIP;F~BTl3r za3W0u%M9HKHK$tiH>|jBHcS(#HJh%Ys^6Zq(N{NWBpo>>`1YJF&N}Ho_B9#$?ZAhhVyX%ae_5#&D7+PCq;gqD!EY)| zKframm4Z!2F5@g9>!m}j4Pxp(Iy{{3G72T2IJDOW|bd+k~dqQ05N z6UkjTlq5(zwL9A3~p(5??c=Yv*Ustv3gY(YK+h_&Aio$}-K}=f?;=Y! z+RwX*YIES|-__+7`oh`IXMa*J1w3o^NRLN8>bddMu0tMYqF}A@2w7gjhjQbNR zdBjU~%fG7L%zLT`E&0+U1m@?PvUJ^S9WQnFznr0*ud^*ft$xD^v|W9aU?KFCotcLO zU%33JvreD#N;4~Vv_@<{dsoGapM1yElK>78!ktz=ya!O!*d5mf2{-@!dr6@a^@gr5^3&YpsjOp}M8sBx#2 zAgovaR-C`ZkJv^75Qe}&sVkya381T0Wx;z>a!*^WkWI(9szBEDxO0Dq*>4yVV?Gd! z`nXy>2?hTpH!fou#;oEuIDZ%t z4ltyr=?{hgR9{Pr*4y)Jd`r&0S(?x=Y}A`-Rjf|QA$P&i+e0Matscs@PQ>JEhSI1XuFQ{G1Isb!53zo%qD6fMmJXg!(e_+9N&yrMy!ataaN zq-^q2*{%^*%AIRn<&Yvzb5?UqNHfw zc*o|;`n>|*kvSnmN^X`0PkVTspVxmX?O8}RzBgSF(a}y~l36q~b`3GHnr22HmHju; zY64g|M$uuZq<)YqeRtHdBm5YWOs{9#AbwZJXd`UGm6EACm75TuQs)QO zQ*}pV$t>pn!7oSZ6kpYh2%VHjvYG+Aj!;z`=ravjP(j9g){)kynwkf_i-z0{Eurx| z?B1#Ewe`uO483eb<%oIPca;b+5z@5cMyAmy3v^nwi)Q6*OH4=7!qdP|@$k9zx|?T? zGj&s39}%QHA-B*?-D6bqBU8A;d4~cqb;X4?eM*yx$>xF>>OPJ5`+8NZK0r?A9iQ=c zX%?g0Oz&yYGt;KM-#Y z$-|><scEOnYydR!cVfiEAvFf-D=xxBRP)H8v7s) zY5EG9`5i>?9D@mkYN7ls5>G57OAHFn<~&*y3IDvu zs`mKIK_-)5$;c{VLEeI69hgeD7-iVT8iy_q{t|tBh!CsUFOX16gc}AQ56L$=DV*JWRdi>KnYVEgju-S8TgMnbl7dG3s5i3uF{=A+{zJM4~3V!Nk z=^#jgBDs*iF=obC7>HtYwVb`QJK7WK2T$Un2D+tpVcw=t99;;2z&_kRx!0{Ed_vRy z^!d{Y7OXBJFvqBD@#Fgn-euwgX29eoa7G^kY@zukl4P#E`R6&#T*LGt+So>;_Re{P zSG%Sk5eZ;BUy*qs%svF1>rfH1sYiCKlpA~Uq$?JV>`%IQ!2`u>k}g|;_)G`@Z3A)W z)cbATGY8ZuGtt+j#@VH%R9jWvSf0{y<#gp0()9y^q}EOch&jJX{6S(7?{6>tUWOMD z@@lj@baE*B*3;p+G!^JLonO;gAypxOgY^z@m&mh&>t9`vGSY<&PI2O!GxhaeO;RuQ z4}=hjka=!3Wc$*s~T zzgpf5Pj{eq&k7J(A}>sx%SL{-ujY@L;$sM8Iv%I>zWM!IRm4V`tJV^ zQ*Rj*SJ!k6!!QXDf?E=7a6*s-cXxNU;O-FIC4}Ja?(Xgo+}#Q8PH^TsT+jVheO2>s zs^-i-yLb2M)vJ5!T@$Ci!>Lmqj)$t1g6mwbHewV1er63!+{@8p#PMtz+493*F>7%N!l?z%>H&?UVe|#;1H~{ zYHFELFjE)H`QPFfUR8JmB9q3R2qif-a96tvrK8?^60(8B;XknA|AtT* zHWRtd30~K9Hzs{i-M;5MYgB8;pawyzXn~~e&{67tXes1X;$r&!kd+K=sb1QzMD-K3 z;4T?bZh_=3Jsq>7B6KE#OiRc3f5#n+f;A!8Wvy0q*oms?dTZfCvOw(GRJOfoPyOc5 zkAIT?{~?3_-_Ir%8ACs?ozBVa7>0-P{XzAjI<=lW`+{Cvi~$hCeLHJPen9wO)7}^^ zF1zGc7oK@fm>_9Q#7uJdWGEHZnL_>)MaF!&@(ROkb>hE#x=izW$fI5#}i5z5;d z@lRx&qV0SC#KJUw$(Ov45V_7(z#TfBFYno`+nAk8$V;bTl^|<5>0p2cu^OFb&DrZT zRn0179)D4!P1J>^uF>l9l$8FW;B-}hoQEwTGz*+~FZ6V-xqUXJX!x(apt6zAk(XVq zHHK;Z6R6AS4aOSAvo3SlefvasfV zu+x$P@Xp3?<~yffANyBw_D+{&r^31E4n=}y--iUL>V|OeendA_hA=8}2?mFlY*StQ z{_y$K>lyhCnPwU9pZBY?y2m$L3v_9yh5XQL?OZ>Bng$!yelD8?b)YRy#khw+uQz4k zjgDG}yw_4e1O5~-eX&H)PJM#p!%dX8%?iG<7X!I2A3Yo?OsvO`(^q1FO}rCZWl)?T zzhV~);qh6)eTPW+@Mv_APlH_DyG;k+yK(A-dhjYjyoa_6uVT=B{lN@MohA!juo=Go zy+#+LWk|&qB!K4XJqg5d;^&nwzwZSB=g{_6I7UJ;GOl#7xoKohf#+y-pJ}B6&{_?Y zeK`sfvMKB}U(XIK640zR(Cu$hkPn|gPkLvt348OKV@B?rQcZybXlzVw6lEGM1z9uq zP+E;F4A2lYAcJ_q(r#$pKQ}t^bqwUS!4kJsoiVk2cl+5f$i%Ycc?EjyCWcy5M@c^1 zTJcPKsb0>~G?xUuk9MEA{1(mrW=&}rV6$e8#s~qa`RiX`eEka}Ia`_at{JWhpc)hQ z!v48K^MAaj7_v}UdDiBabWZX{W2c$>!F@|u)p4Ew6A6w~0nzUV%^x~uOnZCRz}CEY zUm!a7RG~PoB=YrNJ0>{{g-m@TsawC$zqrfy zA50J0drK||X6P@0NfxY^RLaBO*FV!nSiWl!p~WL5o=EMKxq(iIB86_(Q$@IqD-2WF z;D3`USIahDi##p+nTJrIl&`TWvOLJ#h*~d;%r`xq4V$>>Y%D*W(3n+x+ z&EmJGt47BQRraS%dqV+;nEK|T>gwvbWBE(#C8`wzp2^K~OC~%{(YwXUCCMZC$dACY zx0!i>&Zhq*!6jG-0kgc@QPUj@p^!HZWh)BLkcrc*{@&Sk&o3WuwdM@ef2`JFtW|Lr zKN(g7+FDs%ap(&wiDX;i3Fi96oTQK=#58${D>=XiXM*#Ohux+f12sJ>H5xb4J`*#N zDS3@g_N9b#K57KF#Op+q<7N8}HYCf1O8(QUaulNUx?b3Ubf5g=# zN%wk|x>dD&4y`C8lIS@Mwj-!~Z?%Y_Uf)=jEx=;EPRGp5JeB$HFG3M{*aLkfAtoXB zIwhqhof0F@*x{P=_3q@6QVKio2rSgDZmLh(>E_blrtK%i!6Lc#EWI94VOYQTF6Mx; zWTor@&g!MbRb4ucneSePHxEOo@ypYFwn_O1aSmGsi#Zxsz$QqcL>w=7TVYtdkTd5S zXdUnKfoxR&Qk?}U)P@rxh-709bZB3V^Cqb3xC%eqp3#$vhFcQf{z!1#pkifZ#jt!h zo#w76o(V~KSkF+DVb8nB!&&$Kw`gL2zmve4v^ObA6sE@N8ik6^w*dnr-UOXpDTYWc z8E#r2hdr{#`jrZ1*t(BaW4uJzKY~%pc7AK2mgw?WKp#xdnfsEqwP44ya>%#fd9lWS z?tAe`1;nleQ)?B0ILK2-`P1aYLx4mr)PuF>#tCC?UH%zYoB(VdixcsQHbw$vt%F+n znIs?DoLKfxb#QPngzISjWcIibmCp_jil9%OvZDajAArSXr z#m_7S?2X08iLUfZ26=~NgW~ok7&)f61ESwI?T8$Z+*`;5>azy)4O3E)z?+72K)UH| zwLk_7;vdXq9c=?rub7AkUW!9qEMBUT$aPu`{p5esk!RriVmti#Z_T{D9;&}oi*OPd zO~O;%4vP+L^rfNlQqU?sC^Xw-JU!~!n|kJ0u}#Smm`F#<@|^B|8ii-wnAOMisH@fL zVn+s(W3o~k%TdVtFN}~|!DP`@=KvH3C+VrCh) z4AM4B$@PZ1>l~tIu{Ce#vw!uCV$JUa8g&x4L42U@lntaDSZSC|7!WkM;lS1i?o^-T zqH1Z7d6VQA9BQbhmBa_>cSS@rht_u%BOQ*S4yc!jik-7%ErvRmP%ggb%MCsu1M!CJ z-I9Pc|DiCX+%%VJL+yXdg-C80o)RZpOpE|Dul4mwZZ1o3%gb;8+R%=K@+u#Y3{ADW z(tXCK$fJz3Lz)xHSfGI9s`RGlx6Kau1fT));jV zx@^EUoi-n#9HyYy@9T*&iJwh7jC|{7Vkh07)3k{T!KAF$2-CsIOUMF@N4KTpX@}mv zpWug3JR@s+JJh|6D1GheJ}*IM3A#04(T1-<|MwHK`3(Pj^23H|$3tA})8#O{_7r8r z!ACAqk>70l$uD}N$;=F1PcB6zC7k=sYg(E%=F&jT;(xv9oHC#X`fw*zUApg1Smc93 zAoGusW1di~hKC)d~q9oMWNp1Ype&M70xKw%&|lG1(TM4Y?+H6trJoU!^^l^M1Qag0we5ZQM*IL>deJg zc#(c>H{IZ=;lv~8#mwFBCr(~Yx3}e(Yl}Ve-uKd*hyh~oUw{eH%dn}S$PYh=&7n=y zSUd6=KpndgDF^0tz1yIoW$kmKe=-2X08iUD)!%#6DJgjn#<~_6O4q!fN#j;@8T(mr zyR>GEV_!p(Xde=}=3QtvmBJ>Q!cun8FWo**nR$@2bMrp`k2rjb@kpZGgx!_f)^Sb* zkH)n^{htH(^+%m;DtCejpqmpA$Gwz%+Z8@#LkyV1#e52hG2$u_=X^*k^yhtOZ;#+1 zyTcrZ{c5M})}%Ve>>YDlQW4^QE_$|ysa7j@NYpBO_~H==fUQy@VXWd|)O^wNT zd_R%52lO~<-pyH7@n&ytPxO%F&H?Qs5dni7^a*!NB!H{0iB#YSPSJ#0_cpf5??`uYc2qJV9uThI? zrZv-7bG)T98Vm}gwAxfCq#h++GFf)CbJzMAk(CSL+nh$CE|32jmr7JXp` zxv`AL{-Tv%e+q7M6Qg&!#2VBBafnG(2X)fjKx^~ksq5;S930wOHvEuCQkst7-pFuW z2u%(b0)EB2utqVNmrHn@NuyG)i(eT9k45U5VycRa+o7Q5dU%f+P5L_?X-<`#RwSF zu99&2a;6p8Se&xD+_u{C*gl>k+Hm&jE;Cejtew}A3ew#qO6?aazdPQp{s@lkxLtF9 zzC<2P<4kyYx$S@-tftk9PRBIO@r6OyC-ouKduaTw6bl|YZAn=PY{{AN`zwNBoA&J| zgUxfB8acIhh#o^LMHv~R19rn0@yEd*j?#o zjC}e6kt3PL(g&<*98(J_v;%o-cb{g%RaK`?EaoQn9#KE#VYpd}WoAeS@H~q4^v2uG zOpvDJ(BsmkqxqpDp2sX9=ZxnW7u#bcw;|fP`Hzf@K;Wf;c-bbJvEZ7OcY#jT@GEk3 zVk5Eb-;zZeN_3}dqZG&9n_u}Cb~NQnJIgL@$9J36r_m}o;baa|yTIVrw;>LB6{x&V zkus@le`)W5`7Y;s0l?deVH?Nzgy7@j1^NjyHI72+gt0Mz&gSjd&1k2#WO|=uJ6;r{ z^jvqm(hx!+SQi3T5c!=uGKl(d_vs=wL4Gz>UCH@2qwuLJxX5@=Uz6QiN=TfU_J+4e zt32DsT49n;P)TV5x?B|_qjL1cj;OJn;&Ak##Q*ISsizzI9*KaY6zFIMzNms(C{k-x zhut$uu}6jXy|vLOYp~xJiNztY4_oA&DCyxti}@1~_R_9!j*aSHWN6 z#WBs`Ka0X6`0#PVviTg!ZwQwn%oJ~zoBku&uv`w;;&u-SD^9)-lz_qF0jrlH`28cz zOlQiMeIhW@^2TI;@3MI;FZ;EG=Q%*a+xv@h+XY7xb31H35#$8t#BxRGG1CWKn3{fK zJ4|!GmR)zc4Uc8=bZX-l6|A680;}U8Uj{OfL|S!?&?VY0UJz7Co_p$#JVio-6)kqK z)^CK34{E>p@V-hndhj~zj%0Z~KTK{#@XBOefDDbilF0etzH?g+Dtz(Nx9q7+iq)j}ZX;+J)MH7@%gv07GioY^xDt~IOt$Pv6 zD-81iO(W3o*vG~f)0?#vDT)?RZR-nd9Ql)P2CRK!K%5RBwjHKz2#|6d*-S;+ANPJ? zyxE`hZ+1SBU|sj9VciV;V)$_qhfeE*09LO z9_d1}$I>|A2XlZ`@^SiNod|vffv+()OnsKZ@UFjfifthp8p#h;{?%`r)g2>_+mWL| z?Ye_>%5>IdJg4G!J3Jwm6&v@s6}uftBx*0%t*@+y)9iA!yfVtj%NeER5@|Bu^UF3@^gRMnTVJf?`j|q z7QRGd$mm3mtFf4^+HwpULJTst0TFOGLS#&zI^j^6O!t8y&}KuipV#QeGJ0f^zZv|Q zSg0~++nK_{$KTye=XMuZ`>Sx0+CjPWhdo@N&L93}C)yoItJ>t{;Zc}UOJ4x_0D}4) zPb}>|94y*TDHxQ@f!~nt5Z@(fyxGaD{R}lcQ-!G#32qZG`;-y3?}D!?w}Z$Oqa+oK z`eLlzR>fywa@dIa+0)Ot#SI1Imdy0r9>tpV6O2+^y8#k~uIqnBuQR&2uPcZ47_%X| zTr9C0^hzj+jLFPdx)o~D>uJ=;h=(QFZDc1DPE2Sh5X7Q|L60JP z_AXc~&b7%ACf7^DrDmruZTGt=B+RozUH!8yccGFQ4a$LVY#h74zLcMCI{Zw&`7Gg|J(0B>i=9IJ76=*v! zy8BlYKBv#bW-tsT$1XyK$l+Ph+#i$_AZ1Gz3H!7oP5nGT8d0b?6BQv(Bo7TOGo2h6 zMwd;!rPOLUDsQ2Z6fS-ZKOaP4P#{}s0x>>5tROK6eAEJ(?F|v%7|tcao3o3Gg~T9r zDT>Z}FNU*}QZp!=^rr23@gif#~?tozUaLIU!gkdAo7b3)lBzTl5c89&m zoZ{FYMZZv{maAh=DoUuoV@9H>(F-hxJqi)v#_s;!G#6oYJl1PrCadAMPy)|qNnq*z zOvr$JAxLI2!?0Sa4SBii=fx0h**Ehj4ULGsIh+mUc|5Lpt8B~e{AH;~vA|Jwn0&nh z*u=`Mvks`2P11cO=)avvdff?;AXqm<7o}*C2wSAC!v=iG-d4L=#K8?}lfBebgGL8-mm2<1*IP6s5e6)`S1lnwAfP z$39<=!#-2-(x%l4MeHZP_XqgFGW=Sb)6dzOEkhVZFQwXm4!%l?oKUm|-uIqdbbpFP zY|c7jHBx;tUmEXWdHrRVR(Gt)h39Squ7Wf;$D@{sF7zcP<0)Xxb&sI=xO!LsW%T_O zZyP`%^^)(5nolZy*b-XEl4ze_9J*E81)y)?QTGot7+)&HPFO5*zV`{3eAf}F$~0sI zqnc=T;@Gb zyRxKPOCei3ZW`YlJ)6e|luWkOajct1Cbw(TGhF)bCrfoq?*A+wE{Eycn!F_>N%yo$ zl*bkTMEVPdRzoO@+J0wuHz>EKe~_;AygTx?^w`iOzPGBU{{Wx^MFDCjFK$=g8cpm2 zhz%6~RnrU_IAbaFLd1EZaM-km?%f!}6uwrh-Yi7&?js(i7&jCo0X-RQPUB4qrtRpzR1l^|G&S3WWPEyHfEHW)_1SvH%Xu*G#P5%cKOOc*(m3Z+V3Hs4%$18j z^!K3h;wzA)!kNw%D--XO9d9EP0*T!(>AMpfZwqr0iz;F?urC+_11|@%)NiGM-C4J) zRXh~b8j?fKTi^2%#1iH~$1CG9lNNtGz>f7Atr*B6eHV~5d%7TFL_O#*x>6AnpA{c? zHN8eo_bjiXu^T;5u5vFp26ZO3BmB^IQb0{Kf#(m8u?H^@stc+(p~k}VR5#wJlm=tG6&NxuQuiGia9^%`SjtHtWRBYX)|#Vn_X>w{X0`SQ#+ z^$0Q3lh!DZF`|Kx3_)eomV^A1pTq6&Eb-5?6<&D?$ZjB;zn_4>MhYMnCXjz456Bw3 z{+QjCZ(Z*cwJmP0*e z8%*8J6%uFhRrZoO4&M0KPq-UT8#&IJ;^~y!eZHwnd*k za5w1Kg^W;TDQ{eYn#A6DeHL{y@zQ zcy)OK%}?L-g$DZ4m6|>Z);Wx^Qx>K~NU#1__vC-p;AFc+t2m(dz7M@cm>-BDEi&j2 z|4zW+`|w5iyPxjUCT{OK+%n)A)iNL{XLfyzGA;xQF2}Q~x&#WMnKb46Fkk^pA2=!| z-0M#OFoF2{ie%9lO(bn2IFxhAl|4@I$KIm^U{KBjzbn5KXyBx-+2W2H$6FZgak5-s z;Zcpc8Tm|3_ed1AdAZi1T^FCePWVKoUL7o`fu zX*F>U;|n85Q`X#$${^|qLx`+qQ@NQhas<#@Z>T6fEY<>GkD{;SEnG|6SPftY@HaIm zbAf;bXGXxRH5_aO$$vswM<>+0Gtvzf++qn2?)X&Ce;UDBHSlcVbg3_qlXaju1+?ahDmBkRCx zQ*vvbmL)i`F`LzMdLufrdc?)Pvo)2|p@^6i0Ze-r{Y0pX^atCAdRd=DKLwg^^+yx{ zxbf}kW-GszcxZ=(6<5%g_zU!g&Ob8r;hQRh>Y+c6OrVK%Mx{uW>$JhO^ytjfXrTQgv|fnu zDS^UBbo`~*+%D75yzz5Yx|qQfDrCsPPRsCcy~6RDzp%X+sV8tukU%+^`+NQ@{8)eO z%`Lzi79LzjSrQf+i}_u*sWe+D-)#sQGglUk9d|MpCNxpMj8VaFlIDbC$0Vuu2o$jn zD!iX9^nUanB{7;z0SPQ7**s9{dZ$X44!vD>-Am&)Xf){ig}sK)Q=sIKNzuCnfOj86OW*6#8^7Eh^}m2!rcR2=;a zukso99b$%x_8?uy=jF9~@9q;+%C|3R92hD&TZk7{tIZS01k1sSVP1F`8w+Eow?h%G zFSXLP%7l1yUp`A|IAftFJFl2Jw+9Sq_SCOAjB{Tv7(~dcCzXQMj~8nWOn4vF2MY1V z=zB#gx|wBW@W+ZSAC4-f%?i>)LUCx{v9`8nqif@8q)G*kn;rmK%G9XrW7<@BaSYcU33NlIWELU;){}m~Fi=0}3Y%R@2|!364M_ zi?beZv%NGO{I49Vv z&I3E{$QH~qQ-J%Nt2|7#|J}3{v9*F2k!{aoNK!JaE+mm2?0b@z=U7_I(M#Z{F0FUD zJ?Qx7qX{^vtG}?(PZ=P$LnM>v)vE(g2)WegRm(3qfT$VBrty>DOO9wnz5($RrEOk? z?#pGu&6Yr$p6Cp4EOpJ7SsYKxffN~&GIV!81;8?ajZz-k`n$kca3>99n{*I$ss-}I z2i3yQg{l=g*FZ%ouyt>FaJGBR^HzJk{9*oYxYsO_2h{Hhh8w8O_^z&5ghy_&Pw>Hj zx54<-0Vs$(+pUnIC?8RyBlov>mavx( z7>UliADN0>`QMxLDk*^QPwaP-Os0V17AeZ$*jT=lvYD(xew)+LT&-RgsKS6ETc5nr ze3tqXr!&pTdIxVd8!r6@#&Pf)zppD98o$$nG_rlXN~67U7X3Sa8MyEnM5H0qXG^EB=!gPM!6bDG z*rVijFSb}CfHTh;9JB)vhx?bvDohH65|ubu@-d=%gSk?5^fX@l3&&CB`2fckTSJAy zV%;c9kH3Mqg-LE3*b56?z4G#I7+Ua$-OLDNZ~)Yb{+>XqWpJWG=2MT>u|8AI`1W3# z)lt3%Z7>557)s!7mY^+De#*_1qI5F}uXJ^jklg>BuLsPsGeGkB)0}=pi$z36<`-Q0 zoGGB07q?B;!O^GuGepdh?Jt*FMkQ;$Kq&9B5ru1i!1JDZMCjf#_v>p zM^srU+jd{Rr)dWLtN2wRt3-Or~0ERO5Rt@%AR-ayLKNYzWQEY zJ8JAom7?|^$)@Ipe3>^bM`2;2Pk33#vFPcvoyP&cQ$CH_p%_~OD!L9AAB1QaC zW28a?8nEn@KRR1&VU6sZ@pAo2A z+LPPEf0iehtAI4oY~+rm`ZQHmPMn2C_+Cs>hui+G_}&wQE{bNyU{dpG`J2fY{!)_z zB|sGoJocG==X5$0(pIA5bjG;A?HC&v_&WT4{|zi!r4OGzcX2HYB>%l^=cxGJ#uFkc zRnQNuPnS?7`tFO057uGrMKdYg*C8F#$4`Grld#8mk@g~Z4$(!^s7(pwDRkcGtktD( z7@15Wrx`{Cw8|7buzTtdyy3iEexsEAEkUl;{+DVC?^;6y;o)?Qf>MBNE=x5eqgn~^ zkbxj>ljPu!rxjR*Dj0;%x0I;uOLmKSXLuXcpH{Zh# zfi=qdt;l{gMfY4pfwUqTE_aU^fm!s`fyn{E_UF^Pg5%o}e58^2Llwm*ksY`tfC98I zBUS1hpw-@Cr>xx%DzyXGvfaudkFcFinrB?uBJ!x|{PbQ6CQ+}Ie`WWDZp6Iy|>9W!^iiBVT>1&k2T*-~D zRV}e!Hif`|UOy0WALzP*LgchmXB!?0WOU*;Vdl_H^TQ3UMVWS+1`Sfz0_H&DKR5f` zUGwC|!xOXZHN`@+_W^a7Z0Q+XaZ&%2m8O^_Rn4hU&lJY0_GaWO-y@Gnp0xO&Pogd4 zlYoCD#D^#`$%pReHb*A_y?f4|=;P2r%iyt?qlAldbCJhZnlV_E<-ShLmq0Ncv zwGGw9Nm;FiU|ttE;W5!Rd8**7&Xv^wUxw5As>AQFr+dX_;A(Dt)f5BaDPy4l2nTpF z41yTI+>nvKVV4HmK1pKIO$TUuKKyc;-@HpmR33Swj8brIQ9jF5_SkDz>~XJ~{D)7C z$X9A-L2XB>Jv$j_WzPBdh+^u;A|8i*TIiCs7~>OfpqILgIO+z%i)F+?1_NFP_~e2& zV4|b_QYnBmFAp)ntQ!E#ea#jdFc>wz>hul+4F(sR>+;RM=sw`Oo_FzKGPZSxE!UAs z_yMu-&K65f+(@}lllXB;TgI(X7H}>TX57BQ!4W?r{vj){r#0epCD(z`U=3-#M^IjO z^+E(-d|j5S*s2=pZB`{n1oVSx8=VG4-fu*O-kwpMeGws#2f@9@<7K!#X}Sx_Wf}B|Gw{1x0jV zq$`*uy%+uK)xH4Z>)RwF1fnE{jjUA_i4cr>2Qr;9ot6e|aZuWu!!X|DXM|ks8zlQ& zlb^^Xv`d1icOPk;!E?qtz19qPV@w86*oRD)3W{OCsbC^zF{6j3ou~R=n(L8X+P$Z7 z=EQW%7o-NA0XGrur@Xqk*JA|S^JNS32BypC8qBq`v&~*eOD}X?BOnNYRjuIh)&5=) z1*N3=f!{O`B=(IGDy3zPZV599pyf}OIBdivtwecu++ypX{feSTa>&_Z28`o zIcf0^l>{2?t<8dz`_NEd$=`s9o=f|_OSIp}zJ0}?5^ItBUc}{-D1u4#^0NZ&TC9?%?O-W#4j2vXDH%;;HD@RD#g1kn2Z%O|YkjDWpu@=n- zP7H~5;1>b}Bo;8JL<}H*{pUK(T2D31FF~0+prWE!mIsmxHCbt7<#zvKU46Z`?{;lp zh-x9AjN@fliwGjrL)7_iK)ickHN!t;d7y>Z@+rqHkvmdfo5l(*Qk#5Cb^;H@Zr$(+ z2RgmgGyXqAZ6pTp)rzIE$A?3^7J1l_!?K|PGSQMbk}oU4DA9X`Tr;}4SOW6sVg%o! z@xykAf=W741=HaQn{lxn)BGhbFP*}rp1wy|treR^H53K_+zmyf>v!*DPeB$TIl5uA`bzd@c%E4poIX&8HMn-odR_FTnLkon26Xt7M|9tVG#wRF+z>w_gOGF zim`)_OL_JhRrw8T>j5qtquf_fVKXb|jRi?TF{0HcZNY};Q#-7|v*rP)^F8vPz|UYD zf_POBC(!(nf9#8sw=7GH8i}J5`Fi?&4POy!^=Yg4k@Hy~+yGgve%+YNWe%1tOi0xq zp|4geeVeW;)JrHv>wS&yaYqDRGJZ-W5O9mspcEF$eQ(LOvM`T}qKgemTm(DE#f4lA zK|lk?t3OM<;R)Xg1%ZLFfxuH>{ooLI!9f_dXQGHMg1(1xyBHikE7am8d!1ecjCwym zg0)QElb9T_=+6R#A)EE*U87n(ah>!@YD|T7-3CkYh<;KH&0-D^dl6%{k5HvP8Cls| zmB@6N69z^DL+pG+VZc+%DNO)eAaL3Mc>_u&A4y~QFCTYa{CD!Oznv?Gvi@4GY325{ zX=_HSL@6K~P(=PSaJ`m2In`Ebu`D`m`uf!k^o239LPWrBD^^SJ%;0w5b?_ zFqs>nR8C%N%2|Xl)<2<|K`@-Oenr5fVtiwEUnX@oUtIsS%a6cRC=cZ*%)cQ$+&~qnv0oQ(P*}R-P~f6RuZ>nJWc~i4QC6 z^m@-$wFzM{00zX*ex7TU`OwB!6V4a6EGWFQGxyOa>Hm)3rXS2&*PlL?zTl`ejB~2b z)(6JyoIh~Jbz2JLXps0F5OdQ#!(Bk-Ps%keS!#rSe=x;trsrJp5KE&-G1tDt?**q! zsCZ#9_*O0In`z+l!9^l0U2-o6DxAlk!M^`*$65d|F>uO>CHl{G;okq;K=Q}Pto$jA z05~#F^QLF}uu*bogVDP&{Ja<#?)9^{gjDQreG(Xj7#d;R3SDdy<;pj3#zAgfboc## zvj74Z`A3GOx(p6&q^rIb=enbW3nw?>VywCkeIe72gncy=G%@{G2X?WG*XB6>w@0KT zfF}%`i`~h!W3>Ib%Z@wDMH*d}-3r3aP$SgLK2-iN{L0EFiR!sFTXu}pKwg+CxSUg2 zGGd7+o3)g|f;I54W>|7HwM^7vvNgez;^uwr?|}T%@uFz>9+V*aNgu_2)^+-P!A0aq6@k@CHv z@i8w%XGeB<0Gb~XCm_e@d(*!odbk{Tr0ThTu zbugRSg6J| z)^J{44K9|onEIv{Qy0HDm;V>!O^fXcv~Dm|4-L@x_Tr-onJZ!e*aU#ErDl)gM&h$ATE97Oca>Be2_x9YjXGWvkR@ z$FB}oFmb!ycvd32S^*CjGDDF|0*xT%g_(XA+UF*REcJUxsVj`qu)ot@nY_~DCeWC` zx2+ItOyDu{{?#4X@d4h5Z6Vj?>ts(HCH0rBu9<+k$;IkCQ>#<|A=m(8cHh`8!Csb` za&_|fz)V;0KVZ{|ZP%%(vo#__bB|J=xXfurV#pN`h_%7a@k815YV4OV2LhH0nQdZV zs}GV?px4b1dfg0?)8aQ4mk2#Qv|njI=R0oi#0cKa%zC03_0mGK28JjAbt4Jm-GB~q zG;gR{5^XIL_w@1SXaVTUF9{8oyPu|ITJK&;TeSdOJ3?C7BE`LpUT@95C?Nh5@H;3F z#zKMr+#MOpD?Bx!r_~PG>$Q{Ill?bXrv!6_&k=jvNTb_P0{A*MBX6%&&L3!9UFP@c z%wMQ7^|ztlEQ#9Ll}P58@lhb(zSMw`0$o#FUh0!E zgm2*^6XVqVG)R1wI$;gxSbkm;78TE|Impe(GHBN*{`-F(a+VhPpY~T}??vG6{fy(R&S()sX$P5{?Fi@tA zK}c0H+K6~}TOw^7B(B0&7T|MzE0K-F@EU-C8E%07AhUN_QBq}F-ez~Qlyqa}{O?Q{ zsotCw)_5tf!H)~__CTs!)|R*`sVA<%A@)H^ubmo^-b`i;E*1$sH6SjDA+Vc^&lV=B z2`S2n2%Y1Q#KI5!f6;~n1Bf>0KW6=y{~{#5nefbaL@2>*VpmnfF0Q-J48516z4ta( zC4HdW#lzC?UfHEJ<-LRkKrprEwUGNeBjKqy=0twS6T(>}Me(~hn1Ss)Ic&jFM6AF6 zvm`@epTtAMMYEXs5K=t~xbV!i$yzgT2z2$&1wA^2VxU%=Tj@v`ZLus6n-6B0}<)hAK=`8{xnk5z4GLKVhn!r)9Mtkt~qW#?r4Il(NWr zUy*ni4B-^nQn*GfA%IrFFOOyf(kUVDJOA%7xrmwE)O#W)K{xqJpdAK~aQ8ZW5{uX@ z`hud4OpCXuC(T+}4)~QSE)vH>#hAW+JO&4!u~xP-l19 zhGnpT-*(GG=PN~z>)h4~i>LX~Qj}dkXIl3^tPu$T0HQ=>SgqSfV3pSJsohV!mRXPc z=tuASMz#;9;_we$0&-_h7fI3me-DB$HR^NyySW(`V*`{b^6;NFjH`3X5fO*phAvh7 z6~iU*DP8@#4O<=0Ys?zX*Ypc(wcV2wkmE%Ftu*}bDEN>Dd;9EHbtNSP32&l;h%_d^ zry!e4T*bV@NFu`9m6q3a$O}n~Bs8^byUB1x*cN7SQ&g}geX)CujZwerdy`_bri^oH z8C})L?52`wnLSLFx~NZtZ{1igp;`l6BD)4C!}H(A*Xkt`(7cG0N->BH3q^=N-_NeHPVo0)Cy+((p5v7b_H-byFf-e@sG z-*)o~lFX4}S*3h#-ywrHqhO$6_tP0KLb5#fhH6(Ov*SO)CA@u%c|p3~&vo-=swRsQ zS%QCIiv7RmoBxyFlIH+0@11r>M*PLqzV^Y(xnimI>{r zC`d71%536Zu_3?R^Kq`N7m%*Nh5_rJLU_N~1?Kwsf*6F+Ls$@m@P^GtzwsM!ezXXT zE890ZuL=RQ-&U&S_6r33FGSN>HuQ1qK2xbO<_U3T&D@C)E?Bd`A_`lWz~B%5oJL|G z0=S{XZc|X+p*MfymcZxFpJ&RoIfq6^Z)A|*BPXx3=#vmO5Y!k>>eVfTUx;c3hOUc; z6sCem^%N8+2J-S^m^6m9e?Re39Qzo@5pF{#N2JDmP6`b3Hq?LM-rQRM_-H?N@Yk|8 zk#tshCW!<(ZkGJ3AwlGPt|X`St#apebr0JS0?li=h=}LdgirDYvKxr2lXx8Ti)fF2MzA`ZY)Ws?HI)$!@820F01KHj$q@MzRN>do>~;0a4I z5+51>C~UiyX-(s@%LmlSz5+m?jE8V1yVl3cIa?FxZ?9V>8U~4`MPh&gO%G$(p|Vh#RX`*Y9I={NdSsXr4dX8X`paqzQo| zLBSu;Hx3nAh7DbPI7mTMA}tth$)w$+dR(94It3Vi z3)_6Ohv@?`?tV@5;oRWo%Ml6d72QK-d2`4I$$AZj6U%rxeQ~P2rX*6B(R{`t1E-xb zvPICCxX#B$mIR*~VWdg$n$YUNESbJh{)7w=#xZRoPfzj~;N>)LZt1Y&7X9w}inkIa zK(tnDZz;%)TD8n*hdS|Ou|I9a!EnY)C^^lpw){{`I{)r3Z?SX#4hc#5yQ*hKTsS_v z0N~QT4y8uAv1R?6%n>yMDwJzY)L*^`4yjL??X0O+t*MQMFd$cvq;+1om>Y@{V}9_> zlZ+98k!SulI22}YxHpg=agl2S*zdou9y>NK35#`aIuCm&3Vbp5%^AFx!&sek6F_~t1II-_uV#^3;l{P z-$_+=c6KJy2?!uG0c!(Iax(?8M6`ci_J1> z9d*&v2F#F5m!?#iM_9Bd3M5BNAR-A2$Tj}cZuH1>$unl1LjR(ABOJjz{9CqZlgTj} zjt`u5SI84eWOvBFJp!82vRY1?LxC13lp(Zs*{!OIwtpIJFF+7+C*Z^X?l`NgI+-mT zdU$r<&gQs}<_T1i*D9(E`lnjX+9lQ1dAI8f3Z{S-+SVwx_N_Z+$^o5f!;ssfQPy>` z@^BWjDY8v?m8p6lOu3zR!5;u(HZtd0rkRC{UKEm-&2K#eX^@#VFOM#WqPZKU?0nHm^2#P zkZ1ashz15eQWQecj}D0*I3oO6MjIj$v-0rszjRYBEAYN9WaogsVDeSeL%b)u(G0W) z@E?PLh9|5le-RtaNx(eZRf;&&^LcJQi!Nx$Zf}xX$YufWq7PjKq+M8-EqEI8~(5 zIxg&mOso6}4od=^|Fn-RMs)wU{iFwPB{=<+z%_C9S%J^k72}*{*E-jL`Q7EAe?3ZL zox?G*rcf&N&-Em(MJDa!l0PU}^oLQOa&qNg9AmUUQDOEDM%Ye%RY>5ogVJmpUBu(8 zTnaQ|6$*oW*ZXx(S^dFF)!dFQmpF8!*qT(nH1Z{k3srP_y1ds^Vfo2PfklSX3$G1M zUePt*qgPf3Xzswt{7kd}B%t8&;Z6nkfXxBOTH|u4RgB0bJ|vNK{Q-y9A(_*bP+6ft zUcj)Yw+iTu>Wsf)xV>acz79M!fYoHSk!iOntL+~e?6R&3HCEfacL8y6RUI-52yF>z zHHq|gV6f}RTG0(CvL3Vg}xU5}+s&jQdW_?i)IG>|Ohy+Z!d#kSZ0l{~|qs_$=oa2+PkRk8x z?%rn65}9mS-bmS}v_|!MZOzvAPTTt&Z5un8&%J8a|JNCVZc`jr4D0stACPTx=nqGj zImpmlx^goKp8Ln>^a7`~fR|gSG7jSmVcUkBIww>Tj>P=K#}%J9Z*9!BKRp}=%s6$T zaE<}))EvNbD}2BVe%0QpBzXX}*z8)t$vFvh@CT=p?i%yS!otFLh5EKZ)1C#hM{Y!L zU@~!>NpLWW)?^Fkh&k|bvlW{&qkv|O8IA3WAD2>nG77p-An|M&xduN1t@CgF92-9# zIEzrI_cm|S;&O=8i+(C4hOXx9`0r2o!4s$bW}-WS{~ME=V%s)9YU2~#$?XAPXV$fy zjEKO${k*GQriH#;`LS2s;I&c|A-@?gRZo>@ zFbZ1h{0U2ATbe_!@ple!qQp<2}d|_g`Hne1%i>&aW!}`;|B#Wv*q7&d=XHkk|*ucCS z&cY*j+4I()D#MGVu!fh)xea)T$jWm?f>8AeWHV!TLa5UJ@`hq5jbFi}_6C(WeYHGr zYkIg`1f~)*a+d)%)#dOsbwC)Mc2x%-4g)KYD9D49X>4K6zrx{!Fx7eZc4F0X5*7h5@hbOiDJ$*hx-l2%$c z+D^T?LTH`L&9QZzVmM=*a+&d$F^f->ewYj=e{I^F?d>my#UpxyG=1HGN3?xvooX3O zmYW-K2J5^x)vu76CO^)>d#GDu8Pa=V2i3h^K0j>2<#$j=Msj#Er5bb~VTufIW(TEY zu8EBN>oo~N;j7Xx-M%NxZxQ`zU?QpWl5iLoCLWj6CkC>R%)h3&ED2)`Mk@HMFsZY^ z#l2)Jz_6X3kgzq2z5Ds>5wZpQ{B$NmIcpvr=l-UysE9Vv_DnK;`_rW)<4>Oo8yr;+ zK(XnRb<<}@i1O8hyVv&4L|)i&9;arFeo!P5?_nD1*}4yWv0wKC)`9^vc)dTAW_{3K z;E4w>rDSS36x8yJT`2FmdQ;f)9OOPa_sb78Tv$3n{V5Bx->5a8P=2}cb(O-}4ka!S zwomB0qOmqistVN)dkV&~h_k&P)kc>G^A{rAZ>thGysqtHxHMMQ$Y;KO{d#cK2%^2xv8vD=)q$yiN>;k`A@z zaF4Nx!(&fknxaC7mPl@?(#H50(yxq^a-#tW>CgS%B_kyBhKU$x7FZeb#Wkl{&Vy2O zNt65{Tp}mea8uiYC$Wh? zShuR8M3TYFD#CyyC4%tUc)PF~GqCsz3yD7>N=$A6+VHzvipS?hi#(1lbC9jpsl z!}>p4b0OdhaV*6(uu65}T{UQHlfDI!VS_FzDiFoj3Ndur2A^ehM0@x(Wzfi(wZ&Oc zq12Lj85?l%=!KaM1{=UukN+^uEGM z!cRk(>CuIlc~-4|(X8ujrtc*;=!>*45NmW|jw!3A*I1>f5S&iMXwd{})@4G{J`5_g zLd5)xDY&5Jm+O)Ir`Uund^muo%o}*ilc3JMDBy|acnn}KBr;-5rTIvrJ()?NiKP;~O zD3b749AMHBpIGuxBBqp?OG)?}3L-i}dgOM<@sSoX-@c20Cx-o)Tu8J0=01yd$w~5n zATs>sq3Gon0`scY5ERS;!p7FtOB7({#|LB-d!b+wZ^OMO*S5lFI=}f?rtnm|@6&As zc;LMFQ_ReDOnAuvZ$HHQ8!D9h6p{*DR{I=kVV|JUg=P*_oY~!%Y#hG08NM-6<@qKA z#~dQuyD}4l$=}lvo|~4P^b*dw=%=lCELKzGS4(a!aB2|vq2Oj4XCNnISO^j4LmIlc z6R8A&PwSzjM7^xoHv(G}knnk+TVRLp2934kDE}3{^X>%2j$UD8$Coji3m=Z;z}B$9 zbmmW+Q4Zlrue2~?K--vbSX_{;EC6Qv4(cY7h*AFBiZ6zcZ_%BxwmGA~VEzoAO(vG= zC*M~|`ZEsF&s%ILF%ZhT5)Ju6}nOf)a-pv1nu3TS;E@*KfsDT}zQ03-JSa^44+?SpHo%W<>xW)CPqA-rckMv9GWG|`#FZOk@?6JdBm0C9FcV{fwoAx8Dqc|EyhOn7u zS;D309dFRPra}`-WQAzWT6}1cw{H6!x?!KPTCmy`)elvRRY3B7NoiLLuuS-)lZlT_ zDhM7HY&=(A^VOzz7h+8YRJ{Pim!zPexX4abY-(uu?%*)x8Ng+wQ(HnxeCo9`mX#c9 zG@8U3)L_+YTcU1`l5IWLY=$7tNr)~qe$r`1`8&?@8}yJH%vv7?3O7f1Jq9j+UV$hY zey}LIJ&RW1JN9L>_^|?izjJsT!D&95juZuyeBr4ep+NGe`Kwbdm@Qa_9>!X(Jws5U zz(RMzhZFE7EYw-=7eo^n>>Uxi*P zPv7_(8(puV{klb)oCrM5mmxSYrU;(cU)b{ru3w?6EQN3c@y+fkuAURn4Vck2Uyy3-`1z57CJX3NzjK0|z^rT_bApDE@v7Msj0IG{MB?Fg z?PTqIQsIg-h211e9gv4 z5dfpVPVOvI;Sr3mdW{c=D_H}^*_sj^)xPa+4yJf<`H@NBf;4f82IgUQga~ z{JDYe-g#D6VmsZFf&Y9=WMx1DObT*t&bB8@D%zw|13*9ovv7Yp+$%!aik8#RisAR4MPf%L~F-S~|L1Ej6{+DD~>egZ+y3OG5Acxk|E1$I^0k;MO=YezeD4`sa?m6FG#ix`Nd3Ukxv6((eV8FaoZ$G0 zA-gSNb7YsGKyht$AmeQj?9P{gN!5THj|6MAPp`dyg!5BI@;}?1FnKu`8aFW3HhSA4 z(s1u7%v(J!vPT7<_{trhuFD;trzPO&J`QHh-p%Hq;e4JIxZhpB!`enfOq|^YKHW_4 z$m#V=9jd?QJxk}Z&(6@}$DZTmpUNf*fY01{OWFDo?lk_x9V;4I6YdC(gb7xW1oR)9 zoK+*3BiOrE1x@lvF6~Ze@;^p#vP!~8IjX`@s4(8ieNhFZFp_Wvut6Jn{gHkI;^$HR zQ?(@)rP+I9Lc~e%c3(>^aO*6{e=Tpy2e|?7fn#KEV{!@}U8ui)_XG3EIEDNk-=`kr=P87}lZ;3NfgnKnDay3#BcJ1J zEYkdLuy5dTh|IOyyc)0Ov_<%?^)dv!%|NkShdEFG>jnH-@;dQd7QdeB5-=$aYB0yVbl+yv|^44%V(wz*oWx- z@B7?f-nuT!QG*4Hss~Eb*wVh<{OAL^5=O>fIzDOW$yGEEh!=iFC4g+DvWDLxX8RRS z9gFq8t?n!Pgo?}@*s(Rft)wFSdTa<5ZWrvOiAZ{_#fJGGRNo(P)M)(vDzlHI9u&-D z(PvHe==jV`8ndrc;mnSf8f(1oT-LgJsN_@s^0;&TWc77ET!>GmoQEZLSzvlK64bTY zxS$~{3|(uzm>?dBFJ*1@Edax_U|&Ly51u*OP!$bXq9Z1M;1>;J(=9EAJmi5A<1aox z%}k`|n4xMuyhj7Z_YUX{#dd`e^|F55hQ-&snNt};_7*%!#__&X<%aKx#Wo3d7={$; zN@|ctGQJ;3??~xbR3yWb$)K)ZQL}a7TyR99-Jp@NGNHhKkj{*u`O9Rp#3f_>V{rrD zyiFA_d9E57+R8i2PCa;yXZZM$-orxGu|qlPpr#4G03Aj|{> z+T}6#1QsH^7=ma3BfS;Eb|;`&X!LRe>YE~qLLlva77&x32~MGRFyN#OMZ9Ihv@4W0 zNUu^JUS}fqfJy&!iZ4_wZ*q?LKEMX%$osS^X{7GZX*9rp0scT3!Ogk@IqqooLpqel zKJ|SRGg_;Onmhg>t<^hdMu_n@oMOKuhBX3s4H=V{JeWI9P{N7bJ$DIUED$+AK} z3GRm0K*`l#RaNgyJMCH_$q2 zNCMClQ#K2tY+Ix;=;e4!Jg_FW(|BnbY_vc|ht`3|&JvAU58lhSNGAEb>dY-oe z2lq?SS}Z6*XO2>~8|Yp|S6A{BCkAo`sUN8yCJb-bH;Yj=ph1(by^c_{=ZKsa>tsx> z{G`=KhJg)y-6$3!JuYbCP=_Ujxis~?(cD?0y#8Cj92FD@qU`}ADGI7f>Fi++$D&Be zK4>G#RmrC1AXG7oqV}jy1{d#2-Lr}}L(ZUzR%uP|P-o_n$g8n_l34W1pQS{dY4?$0 za6gS2f@$qM)v6Q_Y`GpcW#}&}kR~>#7YuC)OdtS~08oE2@X>3w!XmJMc}VH9i5u+NgOR5?Z}O< zJUr&IggI7V5J`txUNWNN-~mJDNd*(mr-=yo%HKXGO}6scbgMu3+jOd$*whRhHT|J_yCwnH|?_h)ipg-_`HCiO!!yjHMu;#_*N zmhL*!J02M9x;UaI0N?F=z+=|(xDVR~Fa&zn#l8?K@xuWV2IN5UH+XXAn@{FX`+{nE zFw*2#J{Kuat?;cA(&WS-(Y4Jv)G+Yz9i_{3?9B;$LL=qN!7MCv_1x$vTzRKY_!34T z6xw0;f(Zt*{6**2*b3nBzWg2KEojO`nBF5ipAzJB&)kQL<)>yQP~8mj+Hs7=kZlx| zA|If-ABs}^h}JP&C<17q2tg~@ii4?g_RYAe)p~()P}#b6&jt(+e$e~#gzEDw7fA|2FWrb!#G#^cq@Ptmm zD{_g+d<>;NGh)T1nxvQJ!MI{VgC`YNp_jPq^yi|&nXc>N+2fnFwKe+j{u0%Z&tHwo z-l6Ba8SNFgn?r+iLoxBv+;8j+%?*=xu_!;gaHVZ@jbjh`!t({m^tE2_#t@(;hAI27 zDU&0SaQm-W%?D{Uic5-kBp|JQ2MOd21`=x^sUq5oxE2!X8kI;z=3C57PT1xGC%_t3;Q_=Wi_5eK2l8=4aA z5p3=6Jf}LOadg;c-{7$j2BT%1gvG^w_sA1WMOBKB^QmzA&LMm;p@$ZDj4yMDky_}% zq@pm4W)2Zb8A5hI^lg`AfwuS;M6{9zTu_RwB41JvJh7##Oe}06!Sner^JG$?+4P0) z7meyj3!eiD*D$IHRXB<#{xvqv;ILI`Dm>;w9hSn49&@B`$j792a}sX%VRCbB7^uXU z^`zN*E=ft~#{Zss#L-KTzek*nSF2;wyrRy+i@h|3 zeXjaNInWK(cwX5UrknMP31Lm9=*a%iN`s_=GK}1GjERBX=Pxlg05=N95a1L=#Vaui z^&0$?U!r2jZSM*C;nU1wZNGXS7THmBfX_o2-WF;@8Eyh|U$c7~>Ck(2-g*}-(~+a8 zkg2fVV@L+robZ9yKQA>;Ev)l#pz??_V>|vUG7>$jmy?>NX`8JkrUTDzR?w2Sy_PvkGG0wDZFzZA6kN7o@o*er4ITRz7rT?a zS9L`d`#3)LC%xz3^~XS9ZsE*!urpcwwl#5{&j^foSt?Gm@Y>t3Id>cwMoB|8hW>0+4Z z4)gLfGkr>I!mEPg^=l2;tAeclTy&wk0ooliXJ?UOyHO*MvthzwP{) zGP~O9=~@9BOr~1iv`3>=W2W@Lzlt4%N{}5TaNBps?sD+K10)Sl4{kra=8dP6{r)?m z>x7`UB8o^*UM7L=#OFC$=lq#M01m*uq7_T2#bkENou6<-xgY|J$GK_XNUgPlH)5NXX!eDq(nt= z@xTmx28;l|dn!KWnJ~5Qk{v%O;?-(N+4kY5XyBr2NYHEI;`$x-U{!`s^VXzVraRbL zxY23lS$?kF_r*9!1$Iqsu1po>e0VCKV9|0vXaL;r7P?t-vb6OVcjM@%-WKm@iym~Q z=MgKc{|h86w;ab`+`cfgOrR}j0)cadTX#DvAcMvuC*T@KJ+}uHEt1p&WbKiL%&hvZ zM{u^F^Amaf6&BrAc*s1~w-ZH;T7OpnR6w{Dj)U9EUc#IhG6{~IdxX@3t`JN;sSe3Mi#k8xNP4Oy`286(1j z@e&OoGkO*p1xX~fYBZ>kUxJo*_}Bd_{eLvZ*%tS+9iTB56c-oYp6K{jJ*Ux(i~U)6 z&H?N0j(LLnM_vTM#524pd*>(kpf}EYj*NQlt_7cNMq4FHv}!HXsMfB$!Sry&jJRDs zfMG7n`8f*DNuF6k;K&(VB#*QY=H}+Y)u&1v0$47Jd5J5^S1N{#)xxK_PQ8t3Q;&=qah-jPQdEi}6_J|8%G+iICdpw>_V zKL)OqZ5@w7T}`)^k4MU$A=LIt{42G4%#xiNzfte7Ji2_bDw`Ej+@@c^o%|CLI`LPS z`g`aJ|IJ>}S|08x-o5J;;YJLz51x}HUyi2A$p=*^%p4Z6A7wnnz2m@95e*O7!+7nu zfxP|WW>Ej}{V;53>NyBO+ZxSK0P}@YZ5EAdLn;)Y{g>&tr$5gh3?-CxKNX-!wEqa8 zWZHg3C1q21!pvO$cXQFE^+MePyz$omS5Pd|%7cO5EIo-IKTVE`TlP8|_7Tyc5rfKjPP$jf=V9Sc&zt!HSZ7;K+Agot#r}K^JnjxmTU0vnyzewK zaIox2&7>TQ_uwM2=qa+JL!kW^;%WO@IUVNg)2Pi8ALAr9w}mDpGW+~}eQ*2B@tjSs z%Hxi{RhFy2QPGl0#BKj{&VOC za3~tPh_iF{_IHQ%K`q1MbO&+fOF|SPE*`R}T;sNUMDA;nnTipPSI;TQKJ^XX=0Li^ z=IrcPH|r>0&Pv-&yYKp*k$CO@>YZC;mN8o3Fl~`%7a-kQOm|yDFqC+sWr!BtN-Gmy zYxstl__vj@4dopU9m!F_m;>_AG>9aw;Ecgiyx8qs+vJ*ttDYLi4&5Z#QOGRJpJ|8H z2*li(e-~7~J0@RxwVd5rQ<1Gq_X=1WoK)kTl1=+aHxo(<{t!A2`(MICnv8NFUJ%g+ z0#gXcP$gXx?TW#bxcXw@^_otnoLK)x(ebZRrD8;s%!xh2YENSz*Dvvfg&OnqVX+Nb zTh;Wm&Y)MA+f=944|i8r;)*wy?B_fxVweu`EUP^dQw_gx!5aaUDf8txM+tC6+?I{S z!9R=lE*^;qL`1}Qsu=746)ze86)z?J zZ}D>Xf5l4*HFeyxzX4~rafyj{yIT%NS=ZMHFLdlyGCI73h_!f|d1btHYkQNEE^Yp+M{;xe4h-|X{_s#;tI8ANMJhkMry z)8NxUCdOO7S|3PBi*TVkRhB0EsZbocu*Gh=NlGVR(KUG-ac(G0^4xBr<{{ zl~hs3uU*OHkvO-QbN$u%j7!V;{9#t-;cyLR6CNe;@RLdo{%lDkf$fL4N6GS;+VXX~ zjs`Gj!4&?11GR7qF)=ZJX2CL*yoe~i?(D;*#@GfH9En*wL*rHT#PfxEh0*=5NZ7Y1 z|4~*iq!?jhh0mCOtgRXD+V#zU2mPN_3-^fyF4gDqab?USL7%_D%WN}dQmaMRh9qR;BAEZ5tUtF-$( zc!33!QTQOZs@eC+XANK6>_iSURM#tl+FGOTes)kp3uQ&iH6c5nnMuiXmOXz#las#T z&D!IxratUl?~kFD*-K)v;!^Wv4p{p7_;mfr)ZS}YwaYy=x^gB?ZoTTb{dg;5k$6IM z)Jo)Bfn2<@t%CaLRitmXhv(-l@Goc>PF>vofi$jC30NPDWmv>3hCuSK*mE`%s87GU z94_Q($W5(-XZ+{La(jWyi~U)NvSxYVcLj>e{9aK+pf1D`^nAmaK#E>-p{>^J9?SVE zx(kB}Ls*8XTV4F2vpo4R#!cSGBi`rGITu4Pq?f$fz&`o0Ahdr-uIln>ADAWc1~TY} zx$T0n2vL0o-X$TiY@y?j(mjn}(W$-Z7%Qb1LqW(aTZS64;qs@8UmrUHxqs%*IV@v< zE0lOvYvyh`rAksbZEdbk4gaKayC5Sxp{#Nty&hQ2(=@=(4_5#M!@R+&v_g#MD4|2G zEzvj*Rgi;&=oj1o6C#-D>bA@&q6lJBOU=Tv5=%~Lf+x)4#}7wbRihT4ETv*#M+Jt6 zSL*G_nu^o-e!3W!r5w%w7)MsgWR-?7HJ65pcm+{fi}Y}FCHIR=CV4#<<`>gjHS}Sg z|7uADl){CQ>{PjgOa@SC?psOEVhApa5xm@YCjaLY_}dfl(nL&7IF86%3zOfKR|i%b zxJX9$QM3ON9!n;s`|2F^Ox#0fThJI>e%BfD(#Ha-)mBmtej$l!#i_XQwk`5WuFLdw zT!-HV3tbLz9ZIC_%>E!86#XQb{_AwUEak|vvkU#uS44tn9V&g_(p;*u`US@r7h0fa zRs~0?s<|c{6<4)wuI2@W|JsoxR2rl?oMPcCRHE;z?fYE-Og?ueV2^_S69}>UyPch! zjN6$Qi%06uo$Ui8F2x;@a-VM-g;jrZ+Lyg-VR;m}S;l zJ}DmrD=A7-_r4a7Q}NI_(dzR0h>Q) z(k9C4S8#JLL56%T5O5-!oMJXRkYwQx)u&(QSnFh`4-RGkG)xb?m6ARE^%w9{=@93?Q7 z%XoM{zOh$QaZr#SvZmP3;2y?Rv(QFaKOkA)o0@-U8i6S|%4av$7A9>tsI0az+V|ND z-QQxf15mv1@kQ_P-KiqxSfhzvYK3%P2`bQ5cynxTsxjn*V5Xfe|1bt zw4-|3TCjP+y`8#FHR7RBuCqH!)%sn)o2Rlfti3|BIxvz*kbwY^JLTE>2&^*|TO=@j zguL7QFDcn5#0X$Ts;T_b7No+z$n*l13^hNWy#K9YW_dG7;za=#1v zPGd71kPr7>$ANOn_I=&oJH}dc2Gr3hzSSM?7%CMk2@LlX==+24&hsdW%E|MQL_JqW2DHzuRBsEz3sd6bwJr(7% zEacQiVGU~p$s~}Yot5~xkC}P=?VsQd-*Yu#88OFi-V07#P7C8deXC+oK?T;Y-S?dE z_d>+1tgP=AyISW zjqEGIdbpIZ!+S7A0%N}ywdDGolc+l{{Y9xdD5hcmqctmGM8XpFt_3Imt2Du*~1+!QJ0|cf=r(#z^FVp*@fI_+cb7pyuv;KH+JUrGVh}H5l~$AuO!7H zr-%{zZoQfMK8Mae$sLhNu$jwfC_PVB*&?Kj{_vyTFNV4JrWA30_d1u6>A%v7=l!## zW*KwMt#wTqd7LjD;@UTYG5kZHzk9_ALjqb9*x3e@-6figOrQNIz?^uE!S&$uWab{Z z(|EgALaj_bMiS5TlpV&94e-fv4c!OJNT}k{($e9Tmo%S9iPHA|(VX-CkLHZ)$UpN6+3lyq^mCG!t(4oUwhrNA(|&mlh;U0J z^w=S>-K?@+tQ)_-Iok!vh#-%O4anV@Mxz06ukwMs*{$(Lua_HIGryfnpM0o3@OeIK z_bRp4$Rv>WbdFfbA|X#UaNnt` zdO4;aJcZ|HWNn6DvKshMco*Oaj{8#FQ-O%+I$=2`e9eK{~kKhVlAM4G{jMDX$A z%|Lrf1E$0DgNRpfTvQ-AFq*2vfIg!DkQh-w3pn768!Xdzo>p5C5D4s!zxlO!(fB72 zZwFxVCxldI^iLy^xgdS@c6Zuy989hZy;D1qVm0nKT%=DDbN>kre!6$uc#P=?C3_1d zY2zl{DMjU|1na{aT{Rk;%Y|z4uu|)0=o*4gKa~2p`nnQ?E~qApOx9n@#qy{@6v2lo znVV%8n~$(2e|#K!YlWZu(U9DwJ1lQP%eiU-x9{%yvWI6kegadg)syI0m-Qm5-L9BXN);B+g`pXaKrGF{x>`T<+vRD4fEPU>i*dZs~B`=gs6n?=p ziT()&4W6_^qT^a}>U49kwKxAW1cnD>$%+8CR~FF8C*n2qG<{vc1mU9Mru*{?Br_1@ z=HorC_jjE2f3@{E#8VBWM-(=f`yUa&x0F-A>XQP7D9e6qHr=$)L5TdF0gZ0Utz18v z?~AAkU559#ey~-_Ic;DoUamfoXyr-DInaLE-Q1a|(<`^g{zZH)^HyhH*L2V&sIm*kYlZ@H8L?u7(dUbJ1iZFZ# zT^6iX+tRo)P<^*8^uY{y#o+*~rOM^7KEU)Ia`)RBN!zcD#Z<}Qvj4Te@dq+`KMmp{ zEf!R^_`qzb-d{mO$jCgPW4 zb-fS98I!CanE+4_qQKe{wwwBW$OmF{(so&mht-V$ZCY;wq?)x9&1Q={w-{jk4gns1 zdVdg#o3n6SXU0K#I8gG=xKA^=xBJX*?fl%0LvX9^)v&er6E2s~SSV>3hQ^xxa){Wct+8r28g-&~n+47OzShdA;ufC$2QqPCU~? zDYS&xqn|zT-L^=U1sND0{z!+TsF=A9O#lPlz1_Jy4z2WCw9B_1KXzHQ6K*(`55*G00vx0xK!^PnG9CPMPL@K(r8}x?-Wn2*CFlAvDJ{pG| z8dH_2!MjMo#@dK-ECKzUS%V^2{DV4gM@0=*M?ABvae$wE>8Huy~<5}Z5<=nlI?4? zEMIXzQ**p#pos<@N!nQBT$1@{M=*JH1mxxiW=gyKABNiD!@r#VRln?ogzlPKxIVm= zt-*#ahXev{B0Wc<(B+I$T8Z0-oZfiHuJ~~W7Fb!W-e-b-s@Q8&OuF4Xd#h@>s53B@ zj4FsG{eem;{!)@Og&5wvXJyOIBoK1uy}iueJXxm8%Sn!Lxia;O^mad??BnrzAU^`~ z@L-;L(p%DX8p~z2vku|sFaRn$6NUk{6a~#yjb@P#sdys^oK&?f0k zz4i@w{~(mhO>q9Cn#b5Wl95D1HAFO9{wfdGn}g~vSXA7F<>S1AmR2l`O3%y``vNTJ zF^feI;r~aE{*RVqUCW{om0njxl@w8=*%rrFEL)w+jg%Z)qVM~BUBokQ&qfRP!rnHO zf(#aE&8x?+_>JyOJ&X2=_VQ%B$;L%;!^$eVt<@vBGHm#;r|fS1F*)Zc@$asV2FdmG z&Q|o7n)2qB%soT9tI*gIh4#adEpi-^|BKG}5rT)-ZdM?3GD5>`UnIV{dN}j~f~u-xtVn2jI*D5$cZAr*T_5KxD$BMN~-WJT!;wj;hRALIa@PE71Iv3ct|A8Xg1>rhT7stRXPRa}NdsI@4$FB*#{f;t1qvCz+5NH46)&!Umz$y>k5GpN zxU7KGkYZ_PZ3luWLdo`Te{#*r)w~u=KI~oLw z`*o-L0YN)~Z%T@g`J7p6JbpJ0K+loz$`}PoJUm=K9W29n#fjZ^oS0g2#6vK6$j?_i z-=K+huk6oz^79`bw5FPJ^S8Edj+~tzw0fq$!3zzY5Ek}0Mw_U6*w#fR_wTr~scYHf z%otrcYU5=+9&)`TcW2q0Hy(7}q)@SdT+)(4#o?MCeUtV-J#}z@yji|tn0mxJA7ULP z&!v7I8PVyrxS8s92BOGFLP=V#rZ4DeY0)h3OTmAa^Aik7widNoB24g4GP9emiuj$F zv2PP?+s;g?x7OYC6R-n&(}{Vff(lY>BNV*pYZ$fU2dF2J>Z>op@*HaQdtL^Os=tlS zU?hqnT*>@BS~93HP_!xsw((XT`z~+cB0%|6`UKF?(^hD|IG!XQ(|d6=_e3Rky~IHe z17yz97T`}bZ>(QQc?2oI3!i2{EvS$HoNT?L4Z%V@V2yU3%Ie3fOPAx_AA~8*%|D|A zCkT-3Hn&1u|Drj%1_QL7_DMtmX^`Y!uRX)J#UxTYKxiPRq^%hoM(ghCRB!6CxUv zbU|C^(c$jO@<)CSSJ#~VSt++3g(kdyld+~E*)(Rh3%sI+V@3?M$+C4hEheV@I^OQ( zBF7fB+?u5UlUoH|Y4gr+Ue)D|+^4HCof}p11YJ2W!YAa`w+~>;>7bnBR<}wj3neC( z+Tp|c%#H3`rhJ%}FZ*EKFxwZpCzeUGu>@6wQq5{{AV+;uT^J5}I2 z`2q>}sWs~sAk_4HSv?{6PQHmef%D6CbHe-_z8V2U-i6IE>5*wTg3DT4BRJ`-+5^W; zx}@6mUCWBr`V~W#wrEcwR3-C5C!=&B&Co9q8AchIq8D#9YZXVu2p0O`$bw{|#P3$N zOWFv7rW}3_=8wj;GwP`7W0h-5b{xC(OM$iDt-G6>wB&u^jIBCSqXiEg0xeR89G!9= zpBkZI5U|EB=iEW-iJ@cJSxieyyJ&r!5k%zkL5KbG0oZrT@qkemNUgXK3O4+fa#>*6 zR2RSvb_}t3EtrhOu$MS<_SZkTExY%d+4%Q;>sIzz9JaV$e?n@n6K;6w2%xx2zw6@k z`5f$F+f(!YMMl~;kD`d>ReS+a8^siUQ@1sus6&gS-{z|dv58Y{g5;j?_!HTUuT6FY zZw`|vo-c3TmCBvl=8cz$1%|aSaUKk|j-7ug=XgjB5HO3a)ZmI$sSZ^u|8xe0)ipW| zpZAgNv8iLgP+|l>6^LLuf6o6P0ruD5^hhrvN!p&G5*6)lFtuL9Ft)-dIXjup4|7WH z1Rdi|p;^1=_Y@V#%n-PS6}V=+oQ@CwHOLCnUpS-coKVQ0M7TRE@yKcM9oc5-$6JN7 zI_ubgwp3E03SHY`fr;;d2s(3ZX-A0pR&(!=>TGAzGQ#_@4Q@0}BN_u5U(~G6Ft%MA zPO?=UomRlU;$xbr1B?Hf)bRv?aU)64*Qd;~MVL4ZT;GYJ;|@HE z$kbFRYozG-v|mq!zxoyd8K{%#UVUs@|MG*2GpKyVuHK3|N#juoMnjkWNc}c3Sv65% z=FB0{`>BXlnU&{psk+&V*(4W#zF4fRX#2!XpoHUr|8E%esUvm!eJ?Pav)pmg$ECka zfE6g_c%V#@F>oU3ZBMZjHIu7)0ZceGi|yv%Z_hSkwVg-1{8-lOLG z+S6yRs35lmI>>gaIGhunP0Kp?H^`hHi%g7pT5f85H>1`Pxy>2A=B~~y z^Wt}jTUu%@VN)Mu#*9h-P$Np|%`S#z%_t-4JoWLt{~*uI&Pa1fJiGSxH;&Y^dMiL)!@Pap!jG=94Fdv$3eVzf4RkimA%;(0QU$=I;ODu^PZ zdg!USV4znwXQ!x6B9OFs~5 zW2j$j?PI7x2Z&NA^vYv2{Ke>RdJ;Y%@G(+WNYK_B<5C)y*W{1z(&LsHzPxcdhj(|~ zP~^^%+y6p$QGC>qVo@~f6WbnlrBOX9QyZe2!MH!A=Q>L>RTW5u%{UHDup)Gv?1aB> z$jy56EwqMo(Ii_so|iTg@Jy`?(hgui)Dj(ARHmDf{I<+F(YMxY{5>j{ z!6;mg*&Wui6j8g-3``c!`w}g6*HK`Ku)xP=VSj{;Irf;-XEH{4&r+xl6Mpbw!)8YI zAzR?r7lJIQehhepJK=%yHffAjy3(drhFbG%+Z`r^RNojQ!TUlZJ;&B-)MWDVE&AeW z91p!CmRUi^vMHrXsv-*AsH(jdP%J|R^-~C_pS}glOnYM66@9|2)fCDq zT0P(=%gEOuzMiLA<2|sm-)5h1wtf02A^G=gRCG!(ntU7Kf5`gku&BB(To?x>L>fe- zOOO&IB!}*hZcyn)8l({gq#LBWyVF2GqHe^W1-VIA`|Rd&Rrfde_=! z^j)z*&*>PLYZ0om(S9jVn6dpGPy-kl)EuEfl^QCa=1UqJp!OK8;&u9yxf+aqzB4d44 zW*ti5ICnK~(#L1-JnLARuAG_$Q323y`*oAk8s3m9;Va^_KaN!Mj2~Ro?o3n z*T(|R=jNrIe^QIr_1Q`fD9p7UXlLr1IoZrKH>f*ZBweYboPohLp<8;Yg%4imE5JX| zTF++YZtkhce|7k8Z?{RHf2cnnuwo%XXPpIcgT?fe ztu|jtf`Dsq`r1XkByv)xZViC85i|h&6Sw7?RmK^&1AG9xG~O?im_vdpQqOzH4OCAT z!Q7?jXa!z|49pUQA3Ybn#h@Exa5R(7#}1z^!Ht+Ri3WVqazzKAFg@cIN`#s%L*eON zDyN3k5MF@7-*OS0fAcZw7d`gns%VhS@J)#Cj!)1$qnTA}*g$3sh8Q7BMDV@s=>3hd z$hnv@8tsJ-RWaNqSllCi%5H*b_(d&H_aZH^tWnn9dqoDd#~L0-_brEboJ+FMEoy(= zmuj6g{W;gqz5cu`y7fx`_-5YHEqbn>Ok&b4zS{UBcmAZ1yNVc!$j+79xIzC>9JPT3 z^nq=GH{Q-j^~WX(Ll)ncSrQ#_exug0wfI&wzIfIfab*`?V7?MStZ5^S{NVbTy&^4l zcrlp(mNlW$^dZ0zKvZ3^(k#OlBs}+H>kGcct0xP zih~QX(Lf7PsCwe1m$Gi?jWzTrzbFbu<)4QTF?bquvhRIjcs<41$)CHZntF3#eA^MAYBak3 z0}QcQ0xA0O?+xTN~#vAimQ!G&D4l113VD7XPs}2Gi9^+s*VAFA=s>Er4)F z7%De{DAmS>G!E!cp=&9sjj?r`&n}Bk?CUIYfICg0#MWz5U`%sYt~Ge;tIB_!A7IkY zK3z<~5&m7bMr;K*#+;kZv~G|CiQXBRk)VNEpd01W279k7U&N;;rHy-%nj9YmAcYFU@?b~GY%VFraBUxOPf+Thmh9DJ^^!4Xyv=ADN2_9WZ@M&Uwl>(< z!j6Vn8%V0Yrx+x$NpHmu4LV{jqgK{j+(Zeln7&?67y)?c0iF`Q>igDn5ytDc@iBT{ zL8^i$p912UoFDqNZkH;N6bcm|9}{z&$r4|jX;ehFsH@q%&J+|_S>grYxw>!UW@ojh zN29B3s^{}P<4Cfq%O0vb;vDjnY;PB(8o-U5&Xyt0$`gQA;@o7j_!VS8m}KKwIF-LE z%^>Li1xF+n_Y+B}+vx_vh%FABM{R&FAs7e-)+Qe-YjqQ@xYl?1c+*FrWvP33sOd#`SgA!3{Ba1|wul+T|-8;2SzE$EDS>j|J~IZ}WM|eri9`IhhUzIJ@5=0LzT=Q(JZZL)Gb*auy?3qpZ7*AuebbJtKDAixx*2PxdwWs8Xt1`NUg9d)nG*PX znKSj2lvwLJ_JPy3`8~vRgf39iWjUGk_Ac2r>-h$l1qK^QsoZe;{n*%=c>T0@``z~U zysJIP?7!m-)!V-r^phQx=BwBQ75?~zFuu}r+Ah*vBXicOV3?)(it!!gTf_&t!p@~9PBgr(1iCV)vlGJgvx421Kojn#?LtOUFc^X*LH}YfWd88MuTFjg@i7M%$ z&b5bDF{XV#1{tAD6zR-4Lven+X+qwnmfW^8On`&6ZA0(2^-HNA!&>6yG$QyNYcX2& z3_O1!fkB1nudn$jaK4%a^|1)rrAtJhgaX;=KB=?;JI(bzOO)J>Ii8(7y8u0}N7yv>Y=z(~OhxI@))#YyQ`kwGq6MRDyS zE>r#dvBR4}G7Q-s=T`kn2#??Yqow&I*2F7O0bu;+n4Ah)!A3y2NQ7alMCvW*3Y9i0E=Z=!(%bm z=8c#RTT%&64(z)wC@lv=;fC70y$Ai|IHS2RR>44ze7B%+R2p%F_-PhA*GC49Z?xz< zoHYDIFeXG1c46GKo>E7%kpIR}Bf@^&T$#(I7S$tVm5cff1gfeeF{R5}Ea0eqavtEn zSon^BiHg$jt*=g#OZ4L!M{V2l*`ykFH-R4eBljHY*)F=!oRV51DuBQqG1*O7*9Fxg zJND)nx<4(+&yO%o^Q={OE<4}Z0;w;h4Qbl#BLovx#;G^yFPG4FK0z~U1DnF%T%BnavVD_d^9(gO}V z3z`4EzT#>YLW!TB|HZt z)#aSKErM&=(Ibm*IPWw_3~iqQ5*J{<%R-|-Irhnm(ve4bJ~~?~f7WKG`-bpkgM73h zDrbjnnA1O9259VS3@w@{pR-egr8q&^M_Sdrw!gwv}c*)!rBd1I4!Buz& z177{)h*Pt@D9$(X7jybn9d6Qj$+m<=UNee%SSb!D3}fZ{EeCIgsQ2U?#_@PY3g%S zke6EMW*KNVpYbWMrJ9jR^;AXmq8@0i=QYE9-qj0f}3XVzP7pG5B4(dY{_EjX$j|9Yv`}x!oIMJ)qNdy;q_2Ihtc% zcN{XxnRz2$op}2-1dOH|tpQ$@mMJk0Sf{bD9HE6z9P9dFTX(7fO@F%70c<+j>Wwtj zOP6dis3WRb9@utP?8`Y%G**MsrVMR6R=aJKOy{Lxy+AO`%ExCIrE~+X#k;b+YVt%S zZ%&U>G^JIFy`>$^>e}l3S*C9{k=bD8do$#Or0~YhdhTojkgaklX{@<;cXc#gQ#b-) z2bXQanPKqa%6 zo$RPqG=&8SV)T($a~>8yDeuRff$wEGGs7+Qfj})Z^$hEI$u2)TcLX-tpEMg7nY%S) zup23~_()!Tb+fX3ASKnp?;-|H?ekL@Qdh$p+w;_m<21u_t|3@t*QFcoOCBBWVrL<@lTBB~Q4a)uwCD~Zl+*B<;V2P+qE+s;{>l90g zcl)UCl)Gazm)1F!IBKC*qJ~@=15Tc>R&|?c+{5Ha<3StV!bvQF!-%YNSyLQXyF26; zQsqp-i`)(tC)@-=D3um0y;zPh&GomE=yZv8$W6k+{a8v4#GCPb?<8@?;$d!M9h|%m zG1{(G&coJfOiLMA?$1I`)@;OjP6nh2@k&sr;Wi1gc-GTi%<=n=76OutOHu*Z{MB?0&tC~;F6ij37;1g4Zk3j1Nj>2G95x>A*AL7b)(x~ zGf5@CZ7{u4hVGXP8-A#J?#wuGBgmFLw>70mis_y3PZ&1o*oy6ab%$%JGHiN( zSE_9%om3&@s|=~9ZD^x^8V9V99$2rp`>Q(HJMf^FGtb^I4{0YApsBW8`iZHRu?PGS zTG!lj+_1^NpNRPHCRBXm)1``Q&yF{9T_=@xnk)%idVUsY54#^hsFR<^^)Npb%NaTAAn$t0oK(^m*p@EiIgbR-X$*2ms#=+&?J;h3g6RXL(LT>%&fzOkH=gVuq z#Vk5PT7=<2|xRv`ZGULC3BoHn98*ZZ;52oqpv;%hmY+y9}~$|gT(<7v@i@s9Um zmy4*yau=A=s~)K6$|2cfjspG@s5d}|lh$IS1LQjq8S~0{evwRc>09>>Kfub5n)b{tJGR5O&x7$TwD2v#G z$Lby~KXbU04@vFPTlma}XTm&(-NY1^8Tj{@}GO+f35|8=knm>~O<_a+hear`^wwM^@!NVj%#OARtaN181&O zyY~Q1V2(89TPkl6E5L{Jt zpYxT2nv%keS5i#TmABLwetq?udzM_E)e(pcbwV9fuB|_eU6VQh>V@qk^6^f-p2x%c zG97nLWR0@Gz*}86w!EcF{X+6yC%PmiZwf+Fm?(hrg!qf$Z4iCzh3s=+zMXF$IM6MW!w8Z9SrGXnO_cy^Djt};hG>%%U&dHNY4D8Bu(MIA$)Z1@lgi-t#=?(d40KNs(EO|En~9cur) z#b=9eC+Bt0^lgv`7(>`NR8?@6g>iF}l@NF;Tk9V1OPfg7W4m)Ywo-OK#{--GYz=Eb zRt#t|70{?D!2@fAh}ceddh~QZZBnQ9r`GJvlUM##l*7{o+XgzY8**R?R8a&u{!R%~kg+2GK*C2*9f8=Gl1sZRrVO9W=^w*<2-ywcC1_ z8V#Avx(Z3>{#IBYFynK48la`GkHZ`8{#)?~E(MZmh(EVF0XROmce7fuVp9>yNVnnA z$t-nb?9-yMRj=bvxZ-8r=Uk9QLkPDR`s10*hTl_7c}btlthnaYk7iq<)pkuozx3|n zO**g3d}{Z(d`H}~nfBdK83SQSV9LOf(7unA8K#^QI>p9OfXd$Ue7&Qk&A4>(n>G@Y zpM~>lUv{RMRX;pKICD`*bP{*8 zH`Y3-zE_hfe;zc z;dbJN*4s!?0{30h-T}x*X&y&x@8I!)`(+)ni*XGH)>{kJeJQ_lYaD-d+iTaYu_8{` zM;z#@mgAh+@eE3{Xkc(t_Vf(LUO^62#6T|Y=Spf&QSS`$9opRsp?sD3OZ(V7Z17Y% zn(lN?v@ZFIK5IX-9?N)N5=M3?v~q-;uylTrl_d0uo-kPWCM#I@^_$Huvc{1ZD=y^P z*@1gPu0q!oN@X)qXCH)upzK@sM8mOR6l;*WqgBRumv!uMPkpsy0fPdCOR7oPIT22h z;wRMK^iwjqZw*&1D1I7k{Bd$#X`c4@D0wxcSQ!svLOo2&n_rK~lhx>MKG(KiTJBIw z6#+fsyU%;sDf{0kKx#=`03Ty|N$?qiX0(Id`%T=3k49)-ph z!^!VCt})zkN_f2YJCwZue<04wxM=6zKY0fOr;#d$%m&rJK~ifw z=1E)95Z0~@wmKaChD5Z}fj6Nkzrbi3kRKXPo_kB0Q$kR)#na_Ya+^6`=WlALJ{-TA z)o#%4yS$b}>%hqm+X%#$NrZjav>N2{ru!@OhMd5fsgpc|TWV4)BrJ%JVC~afpalrt z$T8lWx#~)OZ>p@M+5I3C?9x_o?4KctN-;p;dwmwV*b*t4BWv?6kI$S$FimKS-cJbg z5y}DK*s=e9;~5UTnOdyp*2J&l%^8%P8`ay8AZzHSo`&=P;JV77u0ato@T80l7s55b zmP(n!#ol)NVxlZ$3BBeIM^EeK87FVLmJ0EBbysRi zmd4*BCIUx%L7D5HSM$>E7x5J;^_V9B)p@6hWaoSX)OASocoC+cCNDvPoL)E54 zrEt0S9Iu3vv`fC^qu}ikd{p@>bw;v!#mra&PSy>tEm9s$_Ob?j-OxvCETR%XsXq9e z)J3rK(eRdWY*kF5%%-l76J+Vz`$!t zQdGJ|#>~1`fiNhnXmFeEeU#gk{5&ZKOX)s7aOE4Q_Zhq5!zHldao)?%TR5uGP_10= zMmLwg69-E$BK6f7`O%+f&w^R4z-kW0o85+@0IPZitQjyPyS$1#r6bkecx1atkF8gy z{?n#O`YVQ4P>}-*0nPo-_Hjm^Jp?Zx9kjp-{bIG#Z^Cucvp)W<+q?OZ-ny_bYN72+ zVMecoE_FVpBBC8+^p>z|Uhw?Wj3VISE6-7fyuLxa2$0?uXpzw*W5mSCoTcqV3{;cP zZ|B>7&!325(>Nfs9~TyeVzb4=!p5l;@2@_Ee+qLA-@mSLY41m}PnrFb*aX-@=IhI6S7>D7qGHA3mul%36}ty9Go2gbPlm3}{cgCGBSih8shT zrr#yI-op%PdVo&l0}7svOUqq15)a~~F%x?Cjsim~=K3?YjF(sOOQZ_hCuuu|#64}L z{{F^pP2`S`9qr_JX5=k7s1m{5pK-S6?H zJpPF~jo-04!Lxs8SG0)UW7-sed99qq%{ z24fEsGFK$G@6Cn$0lk)I%-qsO@|VfA?!3-X#Zxy-Gq1i`7mC$kmxsePD%sr5XovQmW5;jt+GGW5C7WU7I4!h9OD7`q(M8MNpU@& zQ?0k;+8+hquHYqQ=L1aKq!({iII~!FCns@vZm4RQHrXQ|9|y9nOL{@0nA5F)Uwr5z zT}r_b%~82?E!3EsDH4{-t~R4z!#gRT>xGB5SQJfRyD``+#+=FU_mF5LK+^j4>?gBU~ARNZDBaJ1mxa~q+d6M1k)U>Z+!Rm zgX`*UQG)2gcM;=rdYH?N<6+m`d)_A2lZ<#HQLKJK-Q*lqGk;`itjcNldWw6q^#13^`tVgDfpZ z7o1hgT?akt&$A!>)Ye7t!V$!AZUQLPKaXze8+f&7WJ-L#EQK6D%j$c;g8eejKl1Za zkYg14Y16Flm*zcY7%(CI%DYwL9Ud00`5bEzrpJJQ1?{6quobty&O7Fk271xU?d(R3+BGa|UWO(QZPSMALW)tsVK3mE>i zZ55{KiTh!IMr%zyXQBMW_ka~2RM9ZEqiff>o}Y0Pyjw$w+`8PKG#r4cx8s&WU(@9? zh9`x(mGZ)`uq+&AtZKBpMTbGBeZyiWF}u_7a-h1n8wskB8^6V!JsjmouTw?2DAdtp<< zWOak~uJe(fw3ZIWCuYW&a7nEAVqfiQG++=~~KkIhMaDR$sMj~eV*|QYzyl{s$Kf>*r*O%gH4yWtT z3c_XPi45;5T{;IbP3FB!)txN~`NU`y6=5;1rv5XQ!=&eCtXN*kQ}s2L?^QD4&no|W z@GOo)$gNdHMzGc$MIw6>A%jw4KW*E@sW6Cm@O<=lv|!fDo5_wJK|~~@D>$2a@UZ!j ze!UW-!8--2gB4;X>0>c~Q)Oa|-W^r<{*19~bd00c=F+&>r8l9z#!@c}Lh&9e!XuLg zVfkXwjg8`rZNPIC57~d%#4ZZB4f;?n&rn&4O81(WX}gk-aQuV-m^`vZ2q6H5p93~A zRrPFF^T>17b5>|8{oWK5$txepAw5wWs@WOVykft;=p$V`oUfgi9gudje9E}=?ar0C%&EMCz0QDYTN&PXD3+f+usqxe_Ww{23{<&H?B;nnK2bjKDBw_@SaZZ z&ArT&=~n%c>M#}G1>z>z(y~7!{Fd^= zTw31lYwQi4+x?aD*2{__>80%zB|1MvJw3)-etFzRuh7SUL(qluO^zOqQfY7EMtXIl z3>Or#CX`@&3``53s=iM>wQtiD8?B6;>m--iy*i<3e6JD`byY)&6l3*=^yr@I+)7NX z^>$ag9sJLRIg52Z2e}bpSCU1*}js#olXwuT9OnI3?K`DKN}D$Jh}UD1WBy zx6|4|CLAPE@)8R<{n10Tcaz_DLQp(Gg+SkrOTNrzM$&Su8({z|_xIOj`Kik#efd0` zqd8=QPfm%6{<=@QU?5R>pPpaICBR1S-NY8ITt}Cm=XbS2K)RTAVNs=HD$iDguVBjo zH}%+GwdE>TjPNRHpfN?47&-lWn3rq~{TK=ZW}AaFZev_M%Pd zsfwvcm8rB6iXRC0H%rjo<=#pY4XIYOr+Rg0N=>gbo>QU5k#$|+QUn&usoHggS%s>& z=C<0_SBEP|3CErN!F-&kGLy{z^rjK%gjL)Oa9SDfnsx$+?Bj<|y|avyaT z`CjnNF7@}=#8^9@-O3z`Z>!-W5=#cbs_JyjUi7L`NKdX`Iu~UwBy+}c1W$D(WQy1q z4DaD4imV$o=fyFFY#mj-MDdkEUB%hW-}#gL4YUgRK?Ekd{cj@{pDpmolU^U!3@f2u z50(+Yd!Ub0VT?I{JP=aa+&mGvHxrrFk)t3g;}~4nqT~m{y$nUc*J%{~^-!Pteg&KF zz1lvH)Ye=opm=GUnmj6lNd^I9@v^7IEAIVN-A0!@A=DX7cdDieq_VI6ulfIjfU?&p z=@*!I1ILC1?n^m=Y9i*6==IvwF`u%+aQf4~prtXt#4JQ%sCly}D)g@Z$I|E%4>vlb zYNF4)z2S^pp_=(>6cinBN|JKHCQ{-D$f|2YSq$-Ye$ewd<38b>cM3 zOmXk;2`}S;P_y+}hBzVa0M|l^>nbvuWt(9%_D9k7=~~T8Npk9$*6ykF=ap_%0d(Gs zU-|_jS0%g>OKlTSkw)pO7TjyKf4Djp#Z|N`);0fbF|}#W3#p6mZdunn(NHh8f-&Pe zRl;;QNw)l7e#?gSD&6KKfo!$2fXJ|k$@M)<7Xpt;uGF!KSS?h$O|2yPGTxLd=%e$eX0E4CvcsaVJcZQ6QnJP1v@j&Ic=4mBWpGjB;v{MN81zdyReA>F0(`?% zBqSuJ7-=zKRSKobp|YH*B`}k8X_TOd=GPG1=-E{3j89VJao@*`p{kduTNg6-{vlIF zV8QZ1YHh+FX0(J(0BwAko%tFo?JXMe6=a)5k5&}Lk3Xepl@(vIFCQ+&&3{FYrf|l1 z%w$#k6zb#b85#JTMM*e~@NK^K{3uU%)f2*)xSt?x_N1(+UC~Gb@AfmXPPUjk^YK>y zMMxCoO&~8fEnn{kwjcw<5*^>LeyGKXppFpi9&XYCBZ8}#*XJZ8b9#}Vgob~9&Bw_h zh2memut>^#@pTP39kc^hBnoQJ(QA?Lj$iIyH(N{2tpN8BP;zMbbC*}&w@Nm6={R+I zo>}3=UyEslNJbrt%H308P&ymJzXyyI>Sm7wt%i`;9 zqcB8tw75ni@ByxE6c??n(!vu&5er1n(jZ5hXhdNaC;+V%P-on3(D~|MGMOcM`1Lu$ zetq|zquC34Oj}CB+Fh{iSlul5mBUm?i3S}}@c`i*8UNvh>|rb}2YcV3&69Zh)Q@ba(lXZ*YaJE^c%8rOeQ^Gg zN;W=weT<^sR>Ldck z^7>>>MK>(!b)K```;JMPdBC!IggtFx_w}hQu;~!RN=T=D z{$&iZUN%eSogTQFDv?>h433mrg&Z>L*N~P2G$8$0wnj7BM@HaUo%Bdhz;6e(p2ae0#EtI_X zvKb~4g9YDW{oQq3P|$rcmP$u(J%O-1ec{SpmBq5>`&7lKRY zLmWMp^fB%@YE>Ss@bZ`XnzbS`YE_;;N6B6SdL`|E{MF4o2+C>s+3p%~kv{F|p8e?d@ z*scSF_!0gN+6u{DMQReROG12Ys#i4?jz%5mL4`|3^XZ;%exqlrndE}}wz@DG^FS5# z#ISG+_ta)!j+vZSpyW2(6d`$HyY zW>ucmT0%6?A=>obU=KYI4YIbqY)oqR{A-xYtAWhQVv&c|MZv_ZgLRyHsab964r%33j>bOqPq=1QLZBA!8Z-1?!l%TS29fI_)I9B>5NQ3i! zzd6CFPQCaAs#%w7=(6WNXymt-%F-=0VQ{adti+XMEJ zY-SPYcR6jW%K8ds%s7I@wuEUi(zUe-ajk_i*H5(Bq(%Nrm|EUJ){2Ry*S70yJNQ$$ z=iceGb>Ns%8T;$Yq^24zd9hZJ$whHw|9Dw^;m5bsl!myzAP$M@;dNq@w)|V30vS_$ z;KO_EvqlLCQN0AU5Y(Kn0_khcgg_ISW&}MuhMW3rE{-M|W)-%k9&z%mUyZ`$(nb*} zLNo`*CY3hy-0hRS5}j^;PmjdL(B}{S22M{wI;!&PlR=3oz$v-PRc+ai+Bz5iut_^- z5mN>cZt0lPK?!g_#Mej)C#j3Kad*d4&2zdcH?NY@Zxf~~(_s}Vd^44}5}jHxS9%Wp zK|t_xc)i|*V<$SNjDGQN&`WUzP|uLi-RkxXNNhhp^A{{3JF}g&+9jwii@nQcwx6(t zNrZd-XplaOQ>c-bZ(3b!p-;d2*}Lh$3A#RbZXXS_m}0=d`uOr^`Io4rJI#p_4N(TTsx|dNV!8qe_ zPUd+|^6JRs%)3>MnM3$nnK-BqaS*LswuN|Y)uChmA^?gAa4ium$Ud78IuCGDR!RL1 z8CriLfrcA8C8(o%2fFe)Vq0TTDw-1DuTQ+xP1MRYPt_w)&M-On1;{+P1v$F#A(pKQ zk(B~dXU+_RF(NaZt_T;2`?2clPyyV(&TssQ}Hl9-6tdr0g}mg{xJ`gGgex z#{kq+F;+r5krm&}{Z?o#GX80b!&{nmri{CokmhpW9LRM zyyA!kYQ-3_=G-GIdapbE2MX5~<@CQpZ$TV7g2OZc5@Sv3D84pPt79d6WqT0hB8*GZ zA)L3e>f8EFkt;_({Dk56Gv7PWm~kATz9!AaAhR??tob}WdwIdhKOn%eOC?g3?D zup8|*?b=YwsGmw*INC%-EzlCtR+7SaQ1h~1oRMurOrRR`wS(tO{f45tuyynarkb!; zh9BQk)d>3I;^XB4uNGZBog$O72yB?)hjtJXcZ1mYi|;MqL4rsFwTuzdEtH@j^WDu9 zSN1v~rCKMF#D%C6@$AM_84E|9s7K2}(y?IXjHGc9yxB8EJ2;2Ab11c@ zla63>(%!n$6u$9s^j`QeHE<>#9!C)>!Bg3*Hox!w)s7VeX>NOB*Z~hCfasEH>Eu!? zVECOJzsz%M14z!~i=mS_>XX>ee!&0x0s+&>=uB&#I+r8qAu8LTR_O!?2%l*{^&!zG z?+rbIRfNNt>>J>thO+FuWiy&PYy-uX@@?;(Zo|H)I-*gf2HFoCUi)xP z5tOA(S&TGDR-`=`!l7M}{VjMwA{j^OeLJTfZ}-{ORL;Em@7shNc-RYsDc?1ak?}A< zP!Q8j8z17zPiI3bFKXBi;W&7-b#|u|R4B4gN;gM@SyZt8)1Yj1@QW5L4J432lxEL! znYnpcGzf8A78rGr8}f8oe(oCZ9@u?ld8?y~Mm9m`$X}Jn)(4NR_cl-?9=p0HGj|yx zHqtGQFgE23Z52#K#g!r|=G34nDK)2CGkM@N-T43PEp#1ycgjc)XNKBP8F^=p(t>Wl z_!pFY?R20R4ykH#F7ots0hL)ZUyM;Np*mn!{tE~q1c6amt6J$p1x1qwN*ulu58>q` zD9WsCRpLb>voU<&6B$5q(A!3p-s@ku45Rp;HnB0yZB0u;DyZiRHGBW ziUmP^h+i+teAZb1#=}3S3qj#S0EBK_AlOV=>*5sMkkmdskju6dudIrGM_(w}p3n|A z={1s98_=YDOYP%h4Xr-7+1{8|=~GS?jQ)#5VeS0D0Q}-0tcD_k0aPAD_vlfE?A980i=J z!OqUOHi)My3fq5~Fc-re;Q(`DV(%8r^)FmqbiFLm=1M0FzU8xnqGTn4E+QM}jw6-f z(`5X#yZPG0p3^e*Yt!4O&|@Yx>Zhjto3=N`vpvh zFlt{^>K^t46dR7aBc{!t9Oo%=rHtLAP;3+$Rxuvq& zpRLD~-P~Vioz%B|r1PcZFPMY1=L0mC^?FgV{Wato?Vi-!S6Q)B;px}ZrY*}7YSE^5 zCvQ64sU<^j23YN0esJDbn$@3oIH1n<;(Yt}>HO*8Ki%Y z@H+#*ehNInl!oHSE-xc*$26QD*1SG2uj)oI!RO+1!!RcU%0pn5r*P_SyQoB5!sYpo znBW687LZLq0$c!C7v03fiZ}C~cv$SZaS)JKGYm`{_BmeuW{RpQZzvZ1V}AyuDxT4I zTFB=Cg}6=Dm)`?c!UOgP7vc>1huU}eS`1B`Vv z>gS=_nr1embo|pRI&+-fzm^!uHxRuX%~2GEA>8LZ%DXo|f{M&J3S3Wxfoo*`jhB>a z~4&G;r)oY4GP?`>fgd`cED zB%gvK$&r)M&5}h;_1zmz!})~2FIAeeuBlf-b3MRF-z0aSjNOQGD;eKfk*I=m)Q;HE zzrBo5Kt2Y;nFLQH+5;en*$7Q~9tEduAH-^{IbLCyM@>Q*N9igK7>j<5F~LFLb^&gp zG`x|YZY*E4Bv*L%FSVhE*o64VY;sf@C5l?sff7&;^85fDlTmXfNSJLX3dnrfJt&ts89Qh!E|U@@{Q$2jIqYVWsG+v!I0jIG5|)|HPUDMfYXw=Se4b zaJUjEnX$3TXTOFKO?X-2-L@*emA{zQ9J&U-3ej+p8a5hZ_#&U3?MvOv3~@c}A-u}K z`}Z~2X-Kl|^A1_~KxS@@8yMQP@HIqyq+*W-y6m_mvHPJ68A3;3SKzD%sKCuH-m!fl zj}F7>{f8}MAxy}!Ib0_q?R1b<%5UGZ6i|y?7k6;A>f7mBGD-GOf7wiPrM`|4M)IY> zc&>tc@!{eq?&W*=D1`UAMJY(gMW}3dx)`a&`EUTfY05X>jA5J278Tcp&n8MM;3uTU z?|iozHigPDv$dK>zN?%?^%Ke^qkZ%baIT{yAjh~nY<~pKPnRs*=&_5RtNUTh&rY() z)wtf;H4@T6dbV#Jvp9#+kr<%xdpgb1kYP#mBF|HL-}VRTe?Iap#0p~FK$-OgH9>`< z(Wyw4|4b20@#4#8%xpC@qKTm=26rE)oA>}2K(PhUb8uJ$?KwH7Sm6xsY_<>|+wV_6O95r<&H0A_(>^xYDlLcmJzs8+C*I!*%F(jj-zCxWf&aM;u@Ik$9MR^plL3Qt~f#eZ80k{z4KF}Nl+ zem+$wnS=RIp-UL3KE4DQxXFiHYgd7E@7axh3v;buPQ%(CLGr4tnd=;P7$^0wy-Y)K zvSR;!N`kCU8pSV8vg*6YI_UMfEPLd3>8>6pu|K_qDE~A#SWPO@J6Wj5+bFEFc#2b$ zK&-3Smq04cs4eqrb*+E$e}=OLW#Ud3d_i&pr#!}|$;|<<_ISGi%R6%Ov20Dsk1@i8 z$!6m%jAl_J-vA6()!j>6r?2CSR}#3F()BC^f4w0f_n9EQu>H063}Q~S8~T`eM(`?o z|IC!;a5UcB77LS&g-sM=PObcNfBj=x>;d`#p|(f_^Tn~}O_h`9>whsglCLLP`MrVG zfK#y5QHD)5Se@lZh}F>q`c>}@kyLn#o~lKRm4(fc6l z_MaJg0?bfQ6lm(g{-{Gy$Q4-XzJZD87nb6A>>_|K7usG(SYkBNWna)h>>}JQd`n>E zb9atj_Vw|1m)H0Q5h&DvHB_eU^#mbR8syJX&zod1Nv|`vG`H>uL0>G%&{&M5It7C} z^&Ft(!z>3P=yJTyf|tx$qt(Cq;Qxa-K0aoWKR&cx%M|Ln>t`l&Q@Qy(E3@0S6BICE`9scMkUAoV%cu0YO0*dUnD5GyEzZ$Uprc`)73NC+m$(2Fpa9$O zt`cKR11P$DXGX-ljAICAzUZ=@WTf;~;?B!{4cM0L@7{*rVhUW^j$ zrI0hhw95in`m+??>7H+E`p%>#=kIS3q)!3DF1WjzJqGQa_#X@LzWR}SK2fu6W>i*J zKcLpnlbV~h$6KtV>s4{&w(<8lLit^Ykw;J$E9AWP1jVcEh))dbKQmPcbjoNlBkK<; zk79ccm-LY$zY=KA-{j%CUch?6CD>u$pZLC4tlG&Cgo_h-?a1q@WgCsoaV!>-ME^K% z05H}earg`gK!Ex~=LtU+8_=tjwNhm;7!;&KUk24vV&e0!jZ_&klE6r?sf+MX?h=3j zL(`32b3afNHU&Kq&2xzLM1!D~eXV_f2^a}hZ2d-61gq#PNA3ozn8G*6t9YGrGMB;_ zNvgmeWzal@>e$^KY1!l)71TQ__u_wYY{(Aen2rQH3Ap<`3}9Yje-fp|ca>o*lm$c` zp^?K!zv~m=U9Psab@lE$GzYa+C1$9a+NK{z@`i3&6U=SU8vft7L)t zPM*wC5397}5hHMiZA8A~^p9yYmWZ}#?~zl^G5JaemLWP@KC3A+A=gL}|8Hm5s*sXl z$!?BjAbR*tI|ulf{2(3$1@_m;;*#UVVMS!dV%sxvq#IZ%LgvOcC_F z*pi{qKomOv^9BUa(}E84EHM%g)R+78Y!S|OfgwEff$v)rGa=dPH57(9_)aMgRuRy;tkL~d z+G9Kr6}3If0Yuz#BHw&;!+^GAMm5_)*ucKAM|Za*CyI&74(*4NRhpd()=@j?+4`0pmP5B@ut>&k9 z$^g17s&@?^Z}{j#ijs7X{k3e1R~|%2%WB)IlQLKF@0Rf>gJ6gHLy7`GPE6R@Tp?pz zpC0rkG9!i+?S5KoAE9QeN)M7^Q|`~xm1rk}Ouuzl6sZ~603E^K^Nw-;t8{{dIwIoB z8_Z?}T>N;SIuEQtvPgoSoOM8ic)s*BQt3%)T@A^NV5sL5`Km29KfzKE8?ON`|yKf)# zH(1Ww`c%K>v1;-f7=O2x8o%L+h4i1=UIQz;Df9zDqnyY8sIHEfH$;2-|QPoQKL$KA&Vw@WS0H3baV`J5H@);5y39s188VcY$m_OAUM%59G$w`nqs zYxTHBN#-c!5~5zWsM#*%jO&=D2BCI343%5sl0-DZ2<>81hD4be3Oj8n5u;poH424{ z(nHel)K=#^%yjnN=U?#4JoB#Seb&3ydcWV#`mWFS@}2{8O&Ea*#=^Pfw|hHQeNSH2 z0_8SQZr^uz%71YNFJ7v}5&e$JKVWJz4fgS$P&4kVSgw1amG+AY8K*miVJCtWMZjH( z0PnJ#eg~q|y!`-8l0FOGYsWbJQI$JXrhPr%_R85DhHnGK%5SG$6H=OHlSK{B>U0oB zXkdPRN`$OX+%k0U>_uTZ-lEyzOog&L*n(=upQntm_ed7nr z(K$yRx8=smX+A~Prs>gRCG+YZfLk)W!1t|LRY>veKK(9$J@J{#9~M2zXKFbtUN9YD zHxlgzU2>tWE$9=o~@oRstzRR9L9W?Q)b){qabm$fUFkut& zv%|i17a&{v?DdNU;!#Peqruu0N!2`*96fl^T-|_~Xj?paSGAn!e5zyxduZB&n{(VS zNp=riHDN^lHi1Lw>)vF1gX88o$gS)biJ^6 z8PttkrxZfYXxqHw?FcL2B!Ms;)}o1JIu&`5NE3WPN#Dm0o!)N<=auqAwg6ZrK;rZ2 z6fL2DFoPWMb-VdrCl78odwPt!CD1sSVoOHoX4uZgK=j5o zF3&4!ArWVBY)>FY$yrXxN7z%qa)-Kd@{^Ts(Xw%t)Z|M8*W$J|xW1B~P~m^`d*X!t zlik%eaPpT`;XT0u z=ojakIJVbL7CTID>g?dEmIr*lGJ@J(9n{pn{(hlp77Ah*?O3`Yg%74Tjm4q)Tf}OE z2Qe3QNs~-q@{FyfKgFWvXDAbj{+w=Pe69wwbNnYC^%3ctb2A16BX|C6Yod)Ze9mb; zt-!f9ugQkcKec$61=T49+;cbN+<|iea6}1@cpRmIZzTnqrCL1w?$^f>LkISD`bKsL zrk={JW4jtgWFl@*xdvEw3VfAwbemG%N|H;bORG4A%1XrZFS=*D9 z#4Z`-I0dx5k)70>`S@r{I4Rvcx)9lM2A#vaN`z$b7A?Ky>Ud?d_h)`+Gt{4we0!kq zuywEkjEwAkFE?xL0O>c%${WY1U!#PTf)Z_6>r4-2I(StX6UQopIu-JYX%W%|6_YQW zRr%$ZFKliH)pcxqA*5f35#+t_F4QzF3WR(_?}njvt{QlPZ#kv3tGsBmjQZ8vTPCTw zsUr^}Q$DM{IvKaiGt=2|lsnsatQL8UAhK#BkLeF(45xY=>X|(aKXzL1$SILg7da2p z7c5BywbV|m?^JqnpI!|)A^DU)Gtp+0^G=icW=+jTm5RuWZCvbB#e8(MS$npm;gE@e zz<|!kmpnwhOcF7cklrjz`WgQH>S2%?npVPd6a~kal$V{KW>r4-G}Nn~>GjC5Hpd2E zV?=x=sGA)&iDlE=v_D(*4BxWt;!BAH1@OxSW^875Vu66cDjN`3r-H&>>9cB&5W4&V z8PPUj{pRIq4vIBQS`@}BhGTuxtAq&7rB#KaJx~ZK=;i^Ix6 z{}U73*XcIp9350#4X%4b3sbjFHQ)V&QKCw=z`E;wZl>jnZWqngDw&h)BDcDi#5T`o zVs{#t$XxK2jCA~`>>11uX_l^)PO3p%j%2B=_AS2r%+s?yrM<$N<{Y!h3*R-th<#UjLqBx#7rUlt<_jw*$b&o# zlf3MoaG9u$ubnU#%*cuNQ0F{|1ERJ?>|f9rf2sbylwS4T9ro`D#s-2)(&2>S&d~Av zTA#=e1C5vgElfJ2?h8*amD$xCs=sgRK1M-Yc1aL_)t5B>-l&7<=nhGwt+=ZH&-NkJ zV-mlGhyU+!i_c9+r7bhqnp5z9?OyjJXWH8o|2fE|!7r^m$nBEYfPO70>=N1tbzuoA cVUt=x89U$;A8~66wmga5j;;<>cI3qW0!&~B9{>OV diff --git a/slides/slide2_files/figure-revealjs/unnamed-chunk-5-1.png b/slides/slide2_files/figure-revealjs/unnamed-chunk-5-1.png new file mode 100644 index 0000000000000000000000000000000000000000..0d400bf06780f0ac19bf544f9688618399a5dff4 GIT binary patch literal 94474 zcmeFabySsU*9Uw!f)WM-iXtT-pp+=xigbwxD5=t2(rqi!DAFj>UDBZ9qjP<+0=s@les zs$?P&MY${tO%K}>5`vEIafjrY-)Mc*Gr4DwYthFVY@T-|pl-H5%7pRq$j*C{^CDzd zh(9I`1rP0Oeq=gpnmXsh_Ac-GJKTrN8!cN>Z@-Zf%oJVDEeS3(D{JW69FJV^m>95| zA0P@SWYv5jHgCY}xpY$m0lG4Yvgg-^9^i*9- zDJSnIr|`B`vLv>L84(XYbh7^_R9`)RZ6}{oHXJqNPTB1mmdUAB=)m>e-0Fk-1qb!?yFVk4X($D zsfeK%yBfY0o!G}m&a)>j-XXmfKzq!@P4iA%A|b`3@!QFG?_hqH02eG7r1HGMm$42Mk6!wpKh;L(ex z&&JUPG1aN)ztnFPkUh#>^P0|1f4Qi&-5H1eMhve{sn4Y2mFhhs{Wn8-&0l0=c!|54 zyPM7GUv*jP2)J9S`;}Nq3?vOLu}-AG==kcob>et3G& zr(AjVXS?lGPQ%gRmnKnp`Qg(qKG%(o+#}4qbm8RTvC3HHnc~S3%GQLV`Ju*Rs4Uk@ ze4ngj_IAm8o#PGcVh-}{FbS?}eBeJely;zH+qi+p%V?x*0hK0_;IwwbiK*(|Aeyh^ z;pdO)N)*khG&8H3PL}5eP~C22I{VwZF7C?*+6PgEvHJ)1&p8o&(d%r00KsQ)OU6(^ z0d)bs#z)~iH9_IRS2*ww1^k0Tp<~g1e&>)^?14YOK2VAL@aD0DO(>KYO6J;?n@%{h z{jQO!24$j)3y0N}Lm~p5aju*dHhA#XgyV99yh6Z%NB8kd?`>XUJ7#+JO=OO|Fh%%_ zjisRHc#LnX53{h`ysF~wLMI_lMz2hKyy!IT=gj;UyAi^dFCP9nklPi#?owvnxtx|C z-LM_DF>!h3_KApnn@0~(IA~maVp=h;zyIPA$Mvwy({KL%hkyOvdo=n^1wOV9!Y5`X z#lf)-V|{Oe`Dw@pilJs5F)ZfK=NZt^qS%8Ua~;9DbbNfT-J{r_6)TU6TWOFJkZ=Y2 z6LGQzv2PQ8$a61Lq5R2jTz{_d@ArZhwI+yZtN-{-?@PytQK5BL!w+JAB5tL}A?(k( z&WJ`2UAisZhVgKJ{k|8fd*OdM-ui1|C@n@J6N{aIpRa3~G>XBGYz zvjbx~fc;tj7!xt=|5uGE)*$TbXD)p6g34n1nR}Z{WBKz|9Vx1_`CU5s)2i4!w)TY= zijRfGAkvrdqWjj$Db9P>($`#8r%w=_WKB}de1OG{#nf=kaiU(mx}=CbXtdMQqB0KE z8espw^d-blk^g+y|9JjCd-hwf`u~k-#2Tm_G>!c2&HvkT$<*#NhI4b8b*4G({H)Qd z3p$tWygWYHlW(>%)5TG~_?Y8bqGA-GAS!(!&kN<0NWlGPF8RAWLfebBD&I7GNh2yU zU%K4Xopo0{DmXbU?d4nXr`0FawT=tBuB9zgzf$11Lo}J7dw~A$KIG3t-=dE`CbTF< zX?;5;$6=oFM5 zyHLJ8PvtT2@G-yv@@myoZ2K&$c4v2M)n+`*s5(I*!ol>Vj901K=2DdD=g+<@v?xn0 zrF5*%cJ_Ww%2chpztt5*Ju%&pI#SP)**E3D)#3yQqB^&o1Pc`LmdEEB?`#ZaQu2fC zlmA-6fA|Kfk5cVBCBc8&!@s_>BR90#rR#4L?VQjm^qNicq>}LJ&A9x;w^5|TsD;Rw zL~OsTFMDU8)Y(^LKy-IX$#)>(prgDPs#MQ1nhuNg1ju-wU{T}RDkN$(j60SS#>I@X zWF)c($F{E|-ks^1yaLzG_L#3+;R!y7SJ|llRv{RhDbTf~YZgd8Wxf{SD^hFtEf!T6 z#+qkBg5~6;ako~cNT~$w8*{y^udm-|PZa4eo-;9?0B9;WF=2u&5rvT$f6p<9bX%(P zo{bH-X2bZKT zMSk0e@XspJkw>J8-Tzm6`HHXQxw~q!@#E>jqLb^&afgcmXw@yKMa91l|_D>J} zo5PHKkJt0T;>4%~`Glm1g|cf8 z|9DE{$EjC+jRe2TG0(V_u6(N_v%0UyF3xp*ezkwzg%oxo0;L^_Z6{QX$WyE@-5$X+xWM=`R ziRDAr>8#L8zD(-4ovBlH@8bhJtnep10>MkezPtm^7-V-U4~Y<$ER?(2(bvwpX&O3= z9#q7#ab99qa3SiFLxg0N?xkQ$^J0r7nn|_CW?Z=VWC{?txJ;?A1rJ)W*er+=pSDb+ zu=oZ1NCG^Y+*d;i+kQfkm13_4U~?$1bF&pCW&Q$>|7P&W z=fpCj6Qdk7gmzcjrp{D~KRNsysI`;vx=~zyP$k+>=3m9~%e2erP;H0XJ3AAiN)xS6 zId4oUc~Ycng~(RKrbBilH9d9$2?kXHp0!i`f}vvNK@%PE3q4 z(u;Z-^k3`!Yc*mYaid-5i;xC|`9LZEoZiU9uCkkfjo@>Z#n zjX>AKVEJ2JxpjQ+=$)a*A!M75-Z9f4#~bCOqJGPACceyw)Q-(G;aO{xvLn zd%k2rKb6`_77AvS>6wWC`mMh{P>htoZM|gB7bptBxiZyMHBO73yvf!$DNmiNBWmUvClHiZ|dglYZ*r9kI0A zxr`Ru8zcVysTsv7t=p}4+6aIaYSL-`&xiiLo)?T+cRxQl#btb*RU?miF4u8kfYW}u z-MICgL~C_y+$SPn60Fh=Ve=XVcI)|~iRwsxyKgr4XS+EKn<7sm9O079X|WMtBF=QF zm|r`$9I-WE8iSK#&s^m?gKh2n-kZx4HLwNmQc^CY3-0eMj{sfYpzV0W1I^Z8 zC2M#yw6fQ#f=aK(&v$*$Q?x8{$DqctWKOLseYG=PtLTzix`yh4`)YqnhIYy1w|F`C zf+8&BR@MPDi(1;Vz1{5z+bBJMVV;bV`C=;LI{Mor;HW0~4)@Z!bX+ZjU>!v#c`SND z1g$3PfPJPpCc0xSPLpcCuPjA%qRwOaDCU>)u0A2HLr5v)WX-Boc+sNJs5#nZ(0yHE zX;)XunW!6GT-wDO)t~9Hn(8#0T|;4!;JMkLOOeiY1PgV>RbJUuzLx(+*wvwDk=k|k z_+_J}mx@sW+#XUIto-0&b!;*tM~&zEifqPSsq<*W&2(k@fAJyb)o`W2!gL#JdDHAI zK1G@ud95eeG^#?*s|?3JJZjpfn5UKlR9%pEcoa>yijwe&k!oL`sPFSd=3;|%>6RKB-0W7EJ^P&NBK*Q_zYpyBl|q8iBv8eJ3` zfo|Kpn+L5|#Zg+?pD_or*bVgHMl~b{LNGj|OOTIpnHS}7T9w(mQrjzCM&N;4;CjE~VBvI1 zD&bPKl|p!^j?4MX6fiE6&1TO%yW*Ig2Y5uo&||DGNtEz8`4j1<_zACd^KFg>$3aWM zx$DHgyT`v-`3K!th^$YJoH@BX(X2!xoAVCNMYJc+BzM=hFgFcS+-co`&&NbdnJ?ce zcXLjIkeZn}O7q5ty_k7#qegVRL!HCCC+|FBkSi64x!8QfBdpV30cbuRyisms*2cut4e zZoZM1m%r^(=%r5Udv5!1lowtZxs`oSVivY<>T;c0N5gA2vzBE`#=kg{|1ce{$CXr$ zeaCtGti^lmgK`0hi9Q!UCY*Qv$-8Efli+oW!y(^VOg;7s#=AB0O;5NklsRsZGuB0X z@;S-&Vs)mgtCWpx(0L*%uvFM>?YmKzbJ^KfGG5y|%gwx_fhz+aEP4|}gKhXQ?|MA@ zMWd!jzV$vkyU$3x&})gkQj|lA)&wZ2$*|LxP}zwdg7E#NHjsVr%x_|s$!_HuDjYs_krqKd_tyYC`slM5AM#EI_b*_K6Jg3SX-nv~YZe|k zK(ir6G0RB4Ht4xuIF%4VN8mjph_o=(we3}rM%qH>SVL$c4P$faP0VgfER7dLrT!Ek z+VXg#TtnRiAC1$HclT1VoILI{2?PY~3)4%uK|>A=hrYmrc5fBmH-XGbo!x6$GS**^ zewE}DQ}1#4Xd(WE4^L@4_{ulFaEy1H$AT!YY1!7DD+--*_-+u&wUchvrK*OT0!S#; zj4x9?7GiYZj(wdUWnzqn%hyQ$%LDG~{e2_gU;Yr=zX0%!PBp8QS@Q4O_&IWBNm>XT z)n+2fF`=2k`vYb*+jUcPot!-aKP+#F?)~&1$@+Y>;Z+oIcR0u$%q~rz(T-J!;Azb@ zYIcI|y{&~66bmQWwNBOXvCMHrXZ;I9|1A#uZmie2yqTh% z=$b^fXSF;BH=7*qO}4y6?6a3-@yL+HRAJ{N8cK=Oj&Z?-Qk7IiJdCM0mYBAzP2N3d)6LV+pqU%23ar+k!5N0_0U&8#Rk$Ba9 zRA<@}6yy@S!9~G_JdSVA<|^?keeWY=XvqVVqHE&GEV{C|4NmTS@$t=CZI|JBP*pF}cnbvm#?M~EqAh}n@i zL4^r{wy9RZxv$WM(`{q%*CPl4pT51%DJrV7SAVH)Pkzu@^Bo0KzX# z7KXY3Nny7>nBUfMU%k52IH(*a`2`9MwK4%X{7j_I(}_Z3wlaQvM6#419~PvT54qiD ze|KG~z_LI5b9-YpKAO#^FBKa5*;RV5pf<9Y0 zx2511)^(Ez-Q(ba5>-tu>Qa<8*BE+_x9_~R%8_!YOwr>M<-^nuQw|Zt9CKh!NaEl=HG{Z9eE$D_yX~w29--|BqtUR zT0du(KYwgygl6BV53>7DAKe|gc?dDLifqSto^Jm*=Ege-5MdczfPG;{2+VA?M!)0 zk0tIt?Hx!jRSkeKiYHK?SxID5e`T^&&nSF_)jOTg>3~xz7rS|;7|9Cb{`Ved*Drk- z0X7%8_k!pCcF|(NAB+pv4=cOdJB;CpyG{}KIt3Vy5C=WRc2TeTC8Aif4KDpzeP-m1 zo?jg#D&|KJQi)S~82&x5|NcqFooLA6K0iJ`m4YxnZ4HW-YW|7HwloF#ay|$V!+bN3 zF~vpT_`>i@S35O1?^Jpr5JX^P#9ve-qi8(b@RDnrxheRgN~YHy76nJWJVAR*3^xZE#tN^t=Upgh{4Dbr5yklVUfMzEk_W&&^hhzTUtQON<29T{+4@I7!$D2t)mkhoDw4Atk>*&~nT z4G0-7fs`{#F z0m^NkQPD%*2~dRaJ}wr)^3?jPcfPzh(OTiTe=FZqRUigoPJ#+Nsc^$(VaYd_w$5Qb z^4h%0YTq*m?98_Q@##MGAxdkpKF2}#K)3y_E3wIdh!xId>S7A_UMO#QqDarZO-|Rf z+51ObXS1b%9;FwspAMPgKkc>#JN{i){4y5s$edG&6uQBT3bL*iz^ciIT{?GEU^14@ z|EeRdDS$e&h@`Wamrt9e>OHtK&dcetGTFBZbqu>A-;YN~u1o-Y!y8{-j%D92om>1S z$ML1*t+*ZlhpED5ftj?zp$9~lxDP#KvjSst&dmId#n`xlD(hdd#Ch)T1@6fEA)-A- z#mH{ybh9U7{|E7%0c$|%&xq2^h*F$L%Kj2Zf5_rescPxb>$1o-`FR|PcZ@5fu^tmlJPVKO;u#7+f z`P|=al)ka^bCsMXSZmLW-u>TW!+)Hi0`o;Uaz4nYcJxSb{A~d>aUqhJnG+WNobB0< z|2FV{eJA8e<)_C)dbI&(vu#GI?~6g9{}SriB(8%-WVjz-AZUQ_r70GR8)x~gVwd1s zs-++4)U>iFr!|Z|4No_GT`z`h+sqMI_5E|YJMSk;o^hD(FbURx~2;c7NtZg?k<*h;Zx*`0NEZbD9X>xLF^b$D|sBe;ZTfl7On!h>b=F41QJV}Q`< zNTi>7v%NY)UZ>V_6nz`K&B&(XWf+$9pp1*CvNslga6)aAR|eQykQypQS#IpKx^cM}kzInr`Cn*rE?eP8F5zlpiZ9%7FyorsIVB_E3o5vR2iM;EA znQA)Jb)zC0{5^L@_-3;{0~L;&!wjv6;gr*tF*{79B7qR-V{M>Xndmts>fv^nN`On< z;VNw^_*z;0dkGy=GNW%I1~ld6J>-8m}L260?jM44&Ia!&}$YvYmL zDzMa!w5>m%4XWTge-ZbsDs9L96YvLbM&&c^i}P@D2_MR_*j%{$9Z2n*e->PvZod~? z=JEoJE#2@U)h9csG4Fwx451d(+(`fDzPUy32VdQtVe;%|k?oMtTSs10`av_p@n(}9 zmKO;-{zkyw)NR3au)%lzL$9R|y&oSP>|(4IB$~0Dpm8kId)E^y+muA95Ij2H6CbKW z@%iboW(3zTdA}ax3Zn{ZcqidAtmL_+Qo1#rnhneh-(ux~IQ2{&o7%HauK{`F@Ls0* zUs344zX*9&8FWr=I7CJ9IrLaKsFZCzzMN1GshvFhP;7)KL={zPJ63i@}-_SzY$1$RC^*Z|t@^fBR;>uxJ?H0k!*m`MmP zu_*$#3BkeV=T#EkACPl!RnR#+3mY_br2QE_SB{wBAgUaa?mbu%Fkkm_(@}iRjr#z9 zdgm7%ee84CDs5`0$PqmB`hqBy*d%-N4)CU&9y=R-la@teuU8&dXgwxH8?Xk{!6(kF z11X+ncU#AK?3KVwa6JMQ5Mnc3XRz}zP)1)0ZAL!W`(W$DDX=aAwnRul`tJ%n{77|& zkfGsDH;b9B3wgir+*#URE~s#FpTDWp5X#{XZ4FT!eD$(lyD!Wg1I#Ap0QM z9@;+>9ZZj*K^8x_Ej<24?^}Tz4Ky|o2TA9B3^}>YeRz9iN+tEkiSNgyMdn4IEYmnJ z4-7biriUOVSNAq2M5-*PenJ}_DnhUM4Zocs!)gDAVs^)C`*^*A7xp?&?0o=oF9_ub zyr=zM3?G60454Rlo(U;1-MYvKLJ{|Vy?S}jo5lxS;Gqv0 zNZ%qkRUm!4Z$d93sv3Uhm+ZTG<6*(a`{Ly3P5S4}Q>9?S7s#XwVd|8L5A$vTCdf_X@`XY;Y=;{yQ|Y3Q@jt%bb0}CjgZD{ zTx*=x7(+k+Ov(hQS3qJc&B09Fc!~YQdAOGC88*BHK4iQIX!G4^(Hw1 zPef*|gsP!wH2!Ml!VWZ&{6VJDS-g_0x4)e^W4(9&{dlwg1CEPQDU*PN07QH30S6(uP{vtw8mR)WsRy{o;)24InEt zjocgSk^*9Og8wgKRNG8)LfbtQm{mIjAvKsI2?drkMvI$KMwX6Bgq?G7|Tb>k*0S3sU?B@nO zc2~Q)ruMgHGP_O>F!COw;7V#TGF4-=V6r-`E{b%hxC`E8c=Tg#|9Xjy5SaHBavnTJ z9of6e?R<9;;*rnjb_FDCQzEbcMFS^3!Kv>gXA?i`!Gwv0$f`4fI5er^nZ5VL=Ngf8jN0 z$ES0^tc*Cmmp~iP1tg35b{m9hBYg&&?YV-9pSqAGIguV2^hVlR9AT0&8~miy^#fVZ z9Vau-<3YGJ2)DI0Zmr!bRRGBZDxlo>^VrfeAv2V#LWq>%DMO;nC6F-)BzXy&hKsG? zT{?kc>Z{W%f`**Z4oqM*w|PQ?h;GwLQ)+2#v8!TlRlsUprXr^or_>zcdOqjMwKdNpd9wip?8V%nBkG#I?BEfJV@@6kdIqn`{lfXwgy{?+ zsOD!NDHqiiY%q2nXvOYK;0{2=zVX#agtV?HUDI!rG?sVJZTa=P7+m~zdIac%wZZi2 zh-1aJHUvb22o?FYhZQ?Z4Q&>2P-%W}S?FBz5rwMf+X8xhrpqd|xfn}U%d$iJi|#qO z?Tpa)OVPM$$qFO2Wq}j{kqB&P2iIG{Q&2mR0d^e@t zSI(c{i;2hXPqv(eV(@s~gs|giZftK?Y6*TwqS%*lPs%Z_e4wy+5!S!Ev$x#7k@vfJ zITQj2HHpYlDA;-Pe2aTj)m_lYwCizt$##lcIeY)h)dS2gD_M)Rfp?g6} z-fNSs^y(9jP~LOo#zngYh9gY?C-j~k3^zYf29z3=OQ$%-V26V~Lh1y{tb2gOrYtix zqbWt)ocaKmw?Y@2P1S>hwnfZa-U_F`vZxr#P+lzVFMT7ldK(^Bz8qn|6}xLb2#czD#mIiSPh$_qr^8ruStXW^!@oh{$D#3MY?!!v1!ve91D7*_AauU zkQ^*`xBFoQ3J+-MFd`s^&~ql+E=)`uuN0^6I_El;YTLY^5*q0vkVjpRpzEFh;J4gGVUHI7%0TwS%}c zLd0c)ikw~FgF1tIFD(yae*@wU1G?@^IZ_O#>68h~Re+n>KxR*{I>1}!bze3%jNm3u z?q)bUmTDdc7iqhlx@;(a`1BQP&oIYcNp}LFGl;Wc!{+EGalh_3@CdPBj{}88cOy73+6k@Mud5n<9r0wG|M(M+;pa@% zqjkY?us6SI!H_3jyk2s8R4*~Z#_P6dyYa8jVRCx>(;$q-BhclKGY-;ZJ3zOngoCr_ zu*X;m*xCk?Frt?JuuM>ZnS0M+S&XCEWkxDDP!#iilVPyhX8gDSd9NQN3AOW8FC)dm zh(h{Lww&R$dB5z;fC5-uhpX`m3qqLl?_z!>S2AU7Sn(W-Ad3`g5?cN$jYu59imDZO`$IZk?M?aypuE}8 zVTZkf7uS>G{9Yh{zCj3{gVCb8al8?UFMHX_x5DvoGh3yFiv7K**Ui95)ghivdj|Qq zr$?zS>@-#{geqgaDd8OJB5*NP$%)Yv07Y+EhA>6lzk%p~1RQ4H{ECAPxEFFSw|n}n zs8?*M3PI^CLA3_D9qI#zj>;EAdI0I=(^Jrd`Nba-JAptD=}1HWG$-d0d&z9hM$G;u z%@3=ymH9HU(&#YP0~;lSyYp%$L1mNB$Ozjj0Ln`eDvmAXB?Np&^KVVYjR5iG2M6#4 z+B|wd$Yn!$=(M*v(N^5&yDyNOl=KX)2w?UTTB;2X4Z&*sBGVy?4+cS`m9DlC(dPzUKQ6os8F+JH778O8VAr+hqn&|~|{=0uEcu7JA8bW)t{L|q+JwZnBxF<(kSA+`!P$ZAK&?dO*% z_9TSdkm`bt5pr|R$V!_MM|La4Q5>}IS$J6|VAt};cZ!UtX06H>qqa?C&k~wIG-BRKZvK)quvse>s*j z!Z&z;*llS=v%r#yW~=4t()9F&o!*LFO`X;K-NF5_R|RU_2*ZMy(!f}RW%2pUG|WMP zncG{6+L-|n4T2(s=G$9UHMMHw?hK?K31w+WkG1bpl(*zBItN^MT%ime9JupPbx`>- z$^(?(?+i6H%|>Q(o103wfcWapk+?d5hvggz@a5lJJPYFxg$VKx2nU9*2E^oao9zYw z7YSar5X03I@5OefOwPJm-RT9-mm45OG^9GtW{;zVT|0|I%qL2PYtBBUB$?|iXznkD zCgcWGoiPZDfhqchJg5ZiG19ZN0a1h`5MQH{U75NNSufkbsfK2M zEz`*Mc9~s`g@NXBrt=PrE2Z4d@33vO!iTWlrdig7+lCH*G&$~)l!h}xmFyAo!DKneMK0kKGiA66u2bwZ=F_xso6kph+tX5V`%=|2 zOSibqI^TQZ1gqbcI!o{zf?0@TJlLtT0k(6(g(`=tPRxDvN_?OsK zd`Q8!r#sVGfE8)8OnlwE1Nt3((4!0w4+jw|3{m6L-kCr@kwujh6+I6xugps_i9N$* z9LuI}NpY+~JNZWZ;@L1Bi*WP);to3Mlh>aQ!ew4h=B5Wbb~edyiN#Pj82&~37B^bd zlN}_e!TV4$l2B5n^>=o4sqgIUSeDD;0GZ0Iepiifi9 zMx5l4Fj3EPTwL5+wOy&|N=u`4dMDLIX*EBXpNGL7ZlBaB;2!G1YK%B{a|I;Px6WV3 zwvw~BiZLQ=AbJjkHp@(bigO^Gn~WbN|H`Q|uyI}_7q!rZAb0-;2r^a4YGI)4Te-Vy zUD)Nsq`;2}628>Xo(VOP?)BJONhaga(Q3#40Sd#quVI(t0WJ5Sr$FAC!zT)H?go^N zK75$Av zL%PIg!jr7bFcz5mj1=1u;XQcp;Jt2z$0dV$vfWP8CpWkW3-#-QTwWf5Q>88S`XPx* zJ(_g9-1Lf_mDR%HZtEI-_&a{*rO|ICj#jB%*O-zd2~y9;oyTB)zwA=Xji9gCUQToE z8`oxUp^YBD#|~fJ;KtQN9b8K3$^e2pW0?sSYARf*cuk)}pOI8f3*|pqgn5xqx+G)e z;gWa1y_Zprt|7qs2y?uf^Pg*Kq>fSxC8@rBU5NA;41lQ$0?kslT7x}4?a(#!69rVN z(an^b=lMZ828Sm_NX8s1`k@vc`5yFr^-7|<3>g`%Gv(nFxB3(BeR;7Z+>Lqj;4sb4 zU$hy%25`f16o%V0@=ssVZ!x?EaU!X(u&{ect^F|yeUz2B>~Ip*fg~EI7>}*w4;z~x z2r_`KXwO!qGItTg&mN)83q@y?mF+!2g)lrZ!DLV$@_dqO80!nC;UUfiHSb%fZKNJN ze3q|*?@)gPRcBEU9X3wjsfGfw6$t> zUb{H&^`febZi33Q491DGSOSSW9w1~Ilb*a}twQT76?tIzmn?d?lp9oTfa`g`A>_M> z=1Yh=CRhP2`gi5bSXY0Q0Ol^GZ|3mQ(u$QBPzl=P2}t6BloyH-IZZQplw4 z2Y1}|Cm1sj3hl>;L?vZBzv~oIr{JJT{iqmeC*gUsTuZN*cL&OJA}r9E~mKg zux#{8HsVvKn4umBgh7`ns`J-ly?`UrctOsQQS-}9hvmF*t=;Nwa9~P?utvUDl~4x8 zLmSj~WASd;ph7rTApD0+%FX0Ia)Fo|;VDzX$&E*`mKgHduT!M`fEIL^CI0KorTkz2 zapr6ny5P*ykTYlDVZVy)%&%P)7as$mTCn$lL$cD+&m@CD0d>3hesX(?DiIwLfIs3L zeuYwu;7LbV@h0i%Ls=CS6+*6S^3fvh7l6Kc4QWs#U0tCA^r@^e;atfbBe=&ghpb9| zyqnQ)wM!gwJa%2EVsFID=G^;2SofMOf?5x(omg5LNBo?Z-DvGu06)IuF(4GFg|4YS zAXVF)4VztRKp-J-`<{sk*L%58MgLsHoG`gp6U!nH3vxiBi~*$~a1{nj4InrT|M>Ct zkMknY@Z$E`uW<542HTFh`~Wx*y2Yu=tTfTUi+GnYH{7JSTjc|D@KTN2CJOdQ8Q zd^jYtVow89m>h8V-!}oBtUFgMtiOY@U{;8Dg$xIGRs%j8*FOyI|3m|4WOJ3x}bXD>4GTLH585>0R+TR=Xj+U z9q4ZwI8;N0KL)CBLrw=Q=&AB2ZhK`GfMB^Ym(`U%F<{QGoqKfX@Tnmusst%Wti)&r zuQ;cdK(u6hKYiuO6~wr5Pho?lL$}btyuX55BE{rZo;-SF9F?k7l(Vt9DFbMcDm8cI zAPz1ia&lz;mqEXD(nzcLejOdQ^TMSRAA*2%BSVY-d)D2D18+0Sw`4(Lzy@m04n1>Z zsk(!o))PR!EC&M!73pSyayK{;W@<$fCrKkNtlRxv6GV%pV+Y} zG{ll(uaY>&iy6DQuV>2~7j(2z$6T<)j4XO@u;*IOy=9tBpnO);PF%Ptt(K|72D*hm zm&lGRk?H>4j~Xw}bjy`gU?3x%eHyI;nOl9G~_6x^~~>kBj$ya^6S zAdAM8MoFQ!VJNEsf*os9Z74^K#MglXNWyDNRGMi#eDr8%fnJFXOw@&O>ODzXIQ|NJ z+3fk9)rMS%_mF8wT9d0V$2RGU-YqTHPxD$vLf7Nk)vH(Ywhik;WZ>pnMsCw~=`06p zdRPZwZw4=V;{I&Cr%?2Mn{EZJSi`s1Y!Mow0Zo z*}rtBCn*h94z0Zz%*6rzPD!s3nn~Ie+OigAn=j^w;RRQCU%s_S#^mdd(jc5`V z-=R?fXVZ1hRC@@jwK}L!xJR;xfU#i$$#fvJT^~K(@WT|Tyu=>hL%&Q6fH^~^Zbj#O zD4hgh7`K_)qstE%rQ-?-z$x$OA$e$bcUMBeDDoC!h7lxm+4D5P+bO)EjL-!&xGKnK zKTv2R4kPy_4$mQJAO;uWYoe@Tkdz6OjvS~z#-P~S`T?}8EOb!g0nYzX)nJJF!*XJc z^54r`9dnxtA@8vQfAE@4;zd=LMKU>(8p&`Hy!;qlq2Hfh;MGo6v!>O~!O8tejZG_4 zlCL)h1~PB8*G^@2){$`4aI;A zgzUzk3IHjg&|V7I$q(f0fC|+e3EkDpwISz&%?Hc1WkZ;c`{t4^gusl3R7CMT&;avT zRXsd(jJ0#u9j4dfLDr!>AXg^53hk;lQHco;)GD;F6lqnVUg4@Y)7Mj9v)=sD->=Om z|ArQ>?8rJ*NTzEMtAlv(TRiY!I-R#y@xpkmqLT_9wo9wIvYE~e105g>xm_YX*j%HX zBNuXg#FKmZWe#&1&f9D0-}6Bp$=&O3o(O}|LG0QBxhm~9Td)uZ=4`Qsv6R9td0fUV zV${Me?^Ri8Wzc4e-&tFs_Z1o5N{+{5_?vt$iZXj(q7n#xWv$OIYdf};gPsFQU3UnXxmxwyyz zYij`Xw~O%h+FYAQYs!Qy#+WBoc@nJ@Ez~M9GMHx)tfQT8+My3uJ%iNvq;T~?Fyf&k z^ppBhfF|;ALC8o_Go9LQvExGYms%}VWoVh06LpYv|kv|hIy4Fh5fWc-w`NC zd8_g|6jL5Yd1k^X!g`Zcm@M+r(=U_(4TyX2V7MxI#Cr>1lp3e63r>exn@{H?J;Ug` zUMfUM=cs@|q(fYn60*lxXaENKi)_^vx({QURmhFAs3n$i%U^g(pH6)*9EED%QL zo^Smsry>=+aI-$fI02QT4;K;fQ2jg;JqoDihj_LI)5pd}g>Q*U9P0~%T{HAJX)0M5 z;VQ8>;(I14A~d2NS`|5vkuSNfnJd$KAwJ`EnJ@swv!SxSy6U@54O+r)v(zAZ4gtIo z@#S4f@Oc%+T--%)zIU$Yv6RrUMCRXfBw*B$)Olwk`=p(tV<^awWMLk0#qL-A5~&O? zb6I5d)Y>M5S3~uxvGnA{=OZ9+3G1M0gE%%{i%i1a|NfYW{F;JP`U{QT4d4tUo_JR zVvzZ|rk67Ue3Zi$jP5qB=@rKf%xXY_lIIBKGWllQl~f*x^5di-#}v(;)5VIATDB$l z!rfZ8D?FhsmEZgvdIxELApgkQl^tP%N`rAs#2&a=!soo=x(+m9ER`-6d&R`Wgs^FL zvTpVQ&_-fGzz+9TTl_Ah3OVmV`B!LLaz$_EeJd<0CV2cJOTA228ZO!s)QUD54i7Lg2z!7 zHq8$q@U_efvh$y=x=A644xb4SB_)2zYxIxcJe$+`RC_&OwwePM4<5I&vYI>QbxMm4 z?phCmvc)*`k&<-Hd+H_$3>lL68I3o*wj8w8Mxh+&InvkPZvbAm6tlm>X`_HLY7AEeEJ+%d!J$=n9T~}uGvhmrsi33X!vpN553>)K+%~KU zjvVQ*d;<{`!BIDpZ=BmZQ%Qwv^C4pCc3f+?PbMDZaM^}Jz~}7%wp7bhZxc<@JqRt7 z5a5BN;kgoQgqh_#ySrn6Qf%jXxOca8J$KJR>HHz70pbJV84#lL_{Lei7wNrXL_Miz zGFV*ONV;&dOtj50!tYb+V!ms;qrpo002E!AOxu&r!WY2+si%ICPdK=A@W2o{4jZDkdlW-v6lHTY{2R76iwQnG@( z2J3okNe>vomDfStzHzrvRF_}kVC7e_K*j{^O zde*m8b&jx$cON88#ry#TTFI?__mbD_#-R%ikOqk070G1%1qd;tpf&skqwJ@cn1qFe z;Z`Ab+n>V{NE6__Vw6UvX1ZqYTk%7;^G#n-+a>r4IWOJ1&+A6lHH^!Gvswx%Ti<~J zsy4%I%wUHv)QciA-f-ox++IqUkSg^ZD0Ub;qh?~zWng`02u`u%xJ@)sP4yM!imX@I zTHDwJ0#|NEpp{P*3gL-lsxv(TL0qX_c^S}Ktp_=`ytrbv1sjeV6d|Y9`+LZG!O?te zgtajF4(%N`Z)o*37{$0V#(3@(C3)XUA%kR%lv2J2c|49y;XsfG;6p!=L#B|%Ck2)0JT#{Z=6qw5pt#j?E+U>zKZ!oZJ@Z8cH@3>q>%HaYWD(%BLqXIF54oX z@pmh@;Wfu=DvwrNK$SEpvgHi4hC-UfhH$j!u+nw^MKp>q| z;f{zReoDn1bsuJYznVhk$dbMq5j7Mm_=EJvL~~3iBzDP?f(s@Yokl!t<>loGC78X5 zFG~#QFP>#XuzHEc!em)U^#;(dLTvWXJioR$L?jY5fH6a&`#Wt{r4)`IkBNu+>SPCC z!)m(mNpFDsJ`oWS1C3AwBKWkNrlWdktU=;jvjQ^lt>E|_BYR+d-5a3Ta}5_8m|=V; zqN^4U8Zn^Z6BY30V*3*`;Q+1MOEZWA zBbmmKvyCeM^=Ak`419duT&y5-&Mlwf7N4tFOJY%}`9Gogb^~_+LU!$d= zlpp|

%AAt8fX1VP^`cKNS3EMA?D*2mslKEckMs`>I+OkWh_Hs)DdvuVLCxql(~f zod$6vz9*GnS)&ac6=bWMHn$Mk3}Jzx+jZ*Xupr`XVnWDaMRMqh@WbCW)U-I>c*err z>%|F{X--Y6TbhoAV&3Qv<-T{P&060*P73Uv4$U*+hspLNj#VCY{dk#R#+Q4(ho9;F zz2ka$eZ*teEoVjWHjo#S!Y2L2`OvXd31U+EA08U=B#yWOP89Sbh#o@)u32S%0-t~& zTl#)VaTGsJ+SVYLwF#6=FB2xL?d;k-eyq=aS5du!vDB~@^M(LtdRgMhIZtp?kGQ9kqN}{S*_ws4}>tQdx6b z-M3tgG4K_*O9Na>AaTw!PJlPZg%2Zre@ml>48w>1Or@<1}6Ittit*_PH4;i$+(p{h#EncjTD`K4nMvf3?woexYmh$$@KJkD2%Qt$Q&;R-sQ$? zc5Mog+4k+dy}cfd3RCxSXl44qpCtRBj@%o%F#nOq5(6k#7G{Xqdfs%NK2yex@y z6HPS;^F6WvYs1xZGSD%%P*%Ssrf}JPap+3K%Zo=-gBPCDSCX|nA8FG5`+}pA6Sp0e z0v&^T;7(VLo`6<4LU7^{lC}K7!QwOcd5vA~sWOpzIS==DTvwiHY&u*ScCOP!?4}`oxsXYXg!?(2Cmo2PSZ|RCceHF%U zm%so$_CHuRl=n5Vi+!*iYCtr0dDK0clUjF`53Vq6UxZW3SFUO;JA|cd8!|@2Ej|G- zBRo~73oWZn_-l!-H5N-Rb+tzGAk8a!qEkFLvmkCky83{(%v1zxYQ&A5O zJ$Yh^3-=qG6crUszLov%a!`vA!mZ5X9gadBZEK9=&xK2l)X$_tr|VWS6pTsv9(p&v zB`B~UjcgF%D`#jG(SeTAw{9%b2a}I@d5IHH^4nf>b92*&#HdlxPRq*8Yz8nb=&bm` zr_(G^NZg~8sT`}Yn%!CWfB3rYc&gj~%}J#^go@HYs3@cDE5_umg{d5@hR7ZsYoOYkfqf5WanHdwNs2&#Bhb- z`9YrLdK!Qt5B_}%NnfK&=JhW^WDcg&sqrn?jzQo6y{=BV`Y*W)(;AA@yv3F^Zc>&; zS67?g!hie!84`iLo(Lz(P+J^;`BR^=h)SRzwll$@Mq9ie%W65bsnwE_;^b}q_hO*W zq3}u?msNDHQ5(Dm5E(i<@K|$v{dN()_bPyuLBYS~MSZ4M~Xq`NnHs-2ar5^eBXDj9UjKZ88WBQgy#* z+bYkuT>*JVD<{yk7^m=an9VuI8{|`}f|7Ym65AkuPcP@$}r*yY;2Y7xS&L zxFs&ZKS+O*axfCHvo3#HF2OQb@|LUvo%Wa4C?G*$W@dh!X?su~6|=D#9{&OSQUD5) zVPKF(yE~bC4YTX7A6A*L#XA*h;7B*nv=-8rt$CaI=)cznsv2A_SS}m$dUSRMJ|&i)4ZX%uP6QG+VC-pX2EpgM&L4C^&NxGSR;5jOOe5Zdgq1l zO(kFcX}WMTtLdlYSI7STA+3f2($adTAqq#nyNH@Q{w{b&ze~$>&m|@%x~;oeG5kOY zLwctv17eiF-PW&J8mi*=EXq|J+TPt>*Kxz~gFnD8RVYtKw~h}%M@-i=Y{On$z7tKf z1(&wxEKw~blwk1-h5im!GEo*GMg~A-TLgA$H3u&*@7xupG{O|@HqxIP;30%1M~h$+ zwxIOD0`!8vb*^jge$-`BS*QPwsBzlxcq0BOJO5}E1=(p3TrO}2Xr~fdmm8;O?qsW~ zOOh*&uAKVUHG&?O73wx6_}Qk3-pr3(rV|@T%Ggd6t0QGBZ6@oA$`dm;?9ck^9oA-0 zcqMlGK}mL5!~>L`*qy`M-ia_mkih2lB zu5)*6KWrEf>t=uZ`7@X@dAbq;ZzP0kA3uNoe0@l)am`=)ZW_&K`g~~{szK@@K|pe^ z-+uY{aS{6Y0PDPgU04;}uO#^SE|7@Etw%>uO=xO@KZEoR-{1B9`$eMr12iHmEd1zW zKT2pqG)1Bz{s^@6=-(?;CdxF?4hSz*ASDonYAHKDJw2V!U}RS7o5omgRH`ny;Ab!P9r@1%*bikJ&5yCP2hKfI3c zX*w(`B8fr)=VWf|HH5Z$y+iAq!kR};0`F#GTavHzVd7wCzeGwGws&#}_y=>r4dhx` zeS&_YGU^E{2gf~!szunK>!AicM^J3=Pka8~yZt6&0}`94#jbC1Gsu(2M%)iHE&%3K zBSDafvWIed0rNXBZgZt=LN71&(1~88$^`Y8N^W2CGOr_@>;7p%C8&k@e9-U8dS~1J zzK|cq(XPHo29M+1xlTDixbu6lToF!+R33aBx8V{2@gDQ6*iUgnuwUucXBXEA0p&eD z-3RFP3Q+(p+OY7ACyIk32FM`LbJ^f&I|-v1Rl-iZy5m*?&Xrg)VU+X^zUxvNJN2s8m`(^$tNn!2nFq zXF?THV83wT!ne+OpsY(2df{EJ3j*6rN~@~8T*pv54Dce4J?9D^VzdK7MZ&|f3wwZZoD_WxJxQMIKO zv1M2t7dK_Y?JJ_|tlpxo;h~oiI!4-yb|9+EM>c^w2_C!m4uxS~9In2nM(Tz5Z!Kh3 zy+rT6e6LsuR@&7n(vS!|4FG~G!{7<@B?$)Z=)m;q>sA(EE4OI>}OZyon2KJ7I~Gs`{V zKVHhVD_s)PdF~Tul8Z`W&H1~3gI>{-9%eDlbrt3J=)a2rLnFYesbXa-PomQe27LG^ zN@ZA1VRMXpH7@SRw+!s)rKF2Ldu@vPb!kDwoz?8-)c~_+rL|e^kA%Yr&zTwM>Hj}f z2z5IPA>skJCEGP=4J4z8Jlpq=44BF>_IvLl(-@Wxa8JwoDiTfP&g=Ei4EP@yn3u)) zrzPp%0d;Kl%i;?bACJ`Eq9|V6HeFLt)mm^bCoH7{cAauPvgjp@`JTJl8^EZf@eqiB z&Ap@6Q(vx}j}>*)y7T(gy$FPNPBp+zGmUQ@JH%zBcDmJznGbLNdnGBrN5R@`WZ zQH_6WZ%;Jx$Cl~EJ|`{xSq1j%BVSlgY4hj5mly$bVx^^DU*sGe%{*#3--9|;h{%Zu zpe~>1m$9*Nz$Q26<2@Z=?yV3u_N|?utwLV)<(CTr*Kyupmx7gxlhavez%t|Na`vpevY9PLL*0F-ui9v&g{d|jBN5zlgch( z@g_NvG`~tdI{bgJ9eDU zNF&(S^M_)`w@<)|p3K%L?O@aET2jfnn)t zox1<=wRP5al5eS8Qps}oDmH1#KYpO~^fsOmzzavii&z*8yWpq5<5CkcGcumSCF%f1 z2HvW!^rQFwoXPTCjitx80$+3 zIvAZ_=z0m?^ft4(!EHLZ(ngA0f5(Znzc%Z2>Vl3zNpJujx56F^2I@-X5E2Bq2yp!p zTBEs|Rg$VHrWrTDk)1r>Z~YU6=3TxS{P6x#>G50Ja82G1Yx;M0HODw~>lu!>OTEu3 z3>dW3f&)oy3N62CMVf2+mC1xQg1Y=7uujEmo5g=dZi;|z(>yh?ZX5XlB?_pTk|@`< zR}p7o(mZs&ef#GB>4~o@TK5ZOv)`U0Uu7!5ymbk!eBMuVTU^ILJQ@%iNq!;$)mMvEsKc9%Bm zl_2!SR%#NZmz#c|M%?b${T0=KNsZ58A!xR*`7G^UFHFlnpG3OKk;jI%hDgM%a-L;$ zeMGK%>l}3S_6bXZ+z3sN5y=8LJ}WvZuGncOxAbAV-PgrF?IjP3g9R8|mKfaxcb;yky+fH&FyE8^}bLFUPPSDgQCVqp$WMb|1h8otp6Fu}9WCt4f73 zPpRj2jGAxCh2Iy2)ISsc&wcc4TE<^|ukepyx;>9ge6ZyJ-p^02#QJt}#Tp8^cwVu*942E_zZ=IMP zA0?7;gMLjJ!03nN{i5Awl&zH9AD>0rii$B%ia33*e+w zBB-L$Ybh10!W`b+hHv6ip#Jq3=QfMqnWvZUo_Te_iZ_}OXK?uV9`4?}7Z9b9l4N<5 z>tNohZ4e@e)>R6w-S~3i749Gk(6v@w7|EH+eiHcqeVI~e1*@d$0;K>NhpBsIm;OasGC?h7j#ij)5c)KlhRkq34=X zG)iR@y9A#j94t~BjD7V4q7R=Y@%8-UBV6llflUfm3lwiSyj1#*+f<(X@zWP0*RrNt zzGsdIfu3Ny@APfUwY$l{jGQ~uQBJ=NEEe|oG&iJ~@x6;?V;V`XoA_H0R8Ld+O=A$0 z{Hkb7g*FiD5w3+rSJ%YFq@6|v;j3Fee{==mnL^_`9owMle%&|C=oj;pPm!BvXBoZ# z^AibLlkrYX7u)=3)fY9%y?;mV?iOE2$i8&KMo0x{-mnH9uUq&uO>icCdMs9Ivh5dj zWfGu|SiCn*tN8co+P4J-A`flP&l26+ec5?m3!L-bO4`OP;hcbpY-OuQV*mWL*k9<( zi?GVsl}as!O5YxQiS#jR%|MD6Iud_SzfW-(g+*Mo21ZuMk~+#`<7>`H@yp4_N$Mp9P@ddq+;FNGPt|TV=4|(fHC8h#8^au-Km=VOYI( zT4TsXh9Ycun7d!!=bIdDwj)KJRB9R7^9DbO8ER-u#noM*lT2NF0R%&0dMnakFc68e zsH8_gHYR2l&J|s(rj|64pmjd(Qk(78^jhS~hU3X(9BP-np5+WF#_}2Yza(qs?iz~4 z4*|nKg0ukHw9=eyPj2xvmxko$>hKueZ&uykt9ZVKao|@3wwpp;4}eZ+PoasfuI^l^ zy(bS>C3)6c&*83Nyuwx$dL1|2AyReUguCUWAR5myyt95i@J50P3ifRmBEMibjmVnI z4o^QSZqZi;s<$AGFM-6%!(uDUUkj7lKR&`T)jltFwaKgyb6vHv~Zz+ShF zyadj<$I}6j0U9@@Ygef8192)SYaSuu;s6pO!y2Ey;X6vYjjz0RjIoUHON{lvI!7lI zm~}F^Gd;CW(E)kbv3qBo)#TswRe{M1e%>6KNd>yN^?6y(% zJ)9_}0CYse;+zj)13jB5Q>R*5x0vKOmw%iyK2~wsaCo9QEX4F%s`+4e=_f?cA|ihV zwibSGSp3E|OWa^5QAN1%%v>vn5!2a{m}gPiawh)T+|L2vYBg6ai3tfq zVZ_GvodC&7JDJzSD2acO!f0g90#sb(n=E&&Di|3wT@gUrDoiU6oKIxd_;~rE4+a#y z94iBOh@`Z@?^_Il!g2-nYYR-DlmPf*ALuy*eI(gJP?gkD1O)|;4fNR`?`rf%z&?BR zha|MA(>`zmFQFn`GSqtab{u(vV>D( z8e3XaWM4SrG9T?G1GmGYe8`|No|_T<%8Ykve%1E)#m>KJHwM%eNk~ZisM`PbBxA)> z11YDCC+S`28~Au$^5gY>9Tl$l0gwm!nnIq%A#(g8i%7hnqmPHvucvCxV*QLa>r#`?+qy$Otc z@n8R!G>;i&ocV|QnPgz{L#|s~S{wkQw|x!pp!Ip5dhzt|wQw3TZ(U47ZWbrWJ*k*T z6)*-+1i3;zV3&_AE%WL!_e=$KxFp22(<>u0^VF&5xj4PTgq(@;|H(U~DM(&Cms%ke zzVx9HUHW+g4sv4ESYz(J+%$uw1E@wMULH3epGBQ9qVpTbi|5PODM8k{guHlwj+QNJ z^{&sC(7>=U;TU2>L*}iqnAO%eBB#;(4-T z+y{FPe(UN=tvOw~aySd@T}mzo6;lJgn&&+lO%~){p#w% z@VF4SA6H@?CB?;AWkoc@AI1d0l?2aEt)H3^et*NfFzF+118(KEeoE92NJLc2|M3IP zK66ck@W^53G0cA*E^zl49Q06_~`*#sr zRWKbONhF%}W3_bV_&pZ2#V|?PkAM)cSdH(O#qwcriAq0B#_MtF;;Zl$0yQI}>OHdJ z>iF@aB5KMslS&MLKNgVo3Rvf;T#xK@UL|0Fg<$o=-rFE zUjH-v!ygriJ_?eQ%c5A5$|+_qp6|W)0sPio`Afnyai#x$FL+H}5}{@`VEk|6?B5+^ zkoZSWU*9>X0D?HxyQaKm8vb~0D*1TK{$25}FAgzTY4-dOPfE8>mSWEqiu8TfUw`>{ z>c{DjRLBvSh{zN^_>oak_(cgT`ph3&_w$X&XLqy=nPFXi2-$%tK@sG2v!8;@haW%S z_{);=i=m+43j#R!jLgwHI2}J;h`n(DwHLtnD=}7|J`Z1%a4OAZOU(+2pDy1&UwG4i zx(xFOzBka{YL=e9%u{i8MY-t&jAHn?GlGcHe9zEOfhH)iwqIMTW=*?Vew3hIaFrT^ zv0n9%sW_ACfnBiG_%}H|EP1lCm9e4jFtq2IWx8~Z>z65Fhr%YjiTqm0Ki zgm8G&KAnh8GQ9}Qh-Xa;A6fio&Ub+CRc$VoHMBK1%&o^HayvUh^uiY z$QKo0a|QYNTZt3~tXwdb`}w{hIegM0UZOB*mYef17$2Yl5o7)tt9$%Erk*rEh4>@& z2kJ9&&9!+X?-2;T7xVcIXzO?uLw(HM9a+(^Gvo{A&(zV}nIBz9o`AqgPZau3LpPs* zfK5+UjlBxhn-{{-lH?*HSaOgEH5NeJ3*3G~M(3gAw7!o8Y=pP{5gFy0s1f!rB8ak> zZo=U&IpN2N?j%fs30@M#Tg-7NN@sKVvhx|@6tUi4IO|J)rw-E2`H7X$@UsQhLzFQW z_|^nK*s7;CcsgA(B?~!J1@^>y@AmKNv1R1YKw97W@8}a%KnHc#TfDa zGAsn+h6K4BPM~p60XzB7q4z%qtE6*ieWAN@GV(AeH^&ezN0P7cmgkr}nGB3hwX*-2wuU`zT1w5tV+7FN^x!oJ~v7fWsKQ;8Ay+PbZ+|Dlyu7Y_|s0qW;m+5>2G z$f)!A?(W^FaD2p*AYj8tc)6*74wPYw;nC>_s9bZy#*GWIAsu3#%Ik#bp|#0FSaWyV zn&2Eqs+POCH`%yswlS`161+!KGqSF(GZZ;Y3`=sFxGD)o_Ym0ku4s4ln;SC8#1Ple zf|4cwy9)(&QJPZ%0WCgiHYh!hlc*&~70!Ma(2=?X88jz#9fYxjqlwZ)uKRjw=4{{w zv~QE)4&{Pn@;?>!14bDj5nIZ{$1w!j$#BNT+ zhnVkRHDhy>9WY8AR~gGMKy+@--U9y{-)g;yiDZ&;y3VmL=n2x5jdqf~$(sSI0z{0h z^BU$=Tm$rX$SWK&_u*-~DLfh{e&r7QFuc}P3oHvSYUQ;uc@b9We`)Bvrn`~i3KPt6 zgG8K5;smOPr;oZA00$sP$iinTrk^v6fyW5+eXZ>)7R?ox~g% zhI?-*`7e6?UHU(0ap{XBBa19u`qa!Q7o)K;TpI|VqJLv2>eI(u8YvqfJ~bv~D?nF+ z{Bmz^qS*rBH7{By6%*azBBm|&F6ma)i<`fkJ%3&`wXIm0RXUj_sK^vIHDH~!F<~x* zbrW`f>vK&$SS*1_hyZAt9<{i|%qJmhq{kWg(~7Hf1Wl_C^*u4ApDz#uBq@^)IG`Q} zzXoCowz;rI<&v0JNCglUn0#L z%GoG}YUBy`S>Kvoz(xCRm(DxLwZe{~w^10gAtYVn$bp@|gdXtBNC50aU>U2cO{ku$ z!&RF9xL5Mm`RW1yI@Y#p1K|0tpd|=kVmrFD$>9opr!TN<4_bbOn0{dBT>>QM+Uyy# z1>yfQ?a`C=emtPT`a@h4O}06knCDj%fb@KZVqtv+ zD?wq?P`~YGFW;c~OBhm<-;D(JXv*}M;6^K>j}hvI>Hg@?1==W{o}S?fy|Kl|CQ&G< z)7fS%6(D+hRHIJ@rj(%ya*!m?-hv)#u#Qkki`slnYrtDm(M-sbk(p;d|FJxky5q#)FEb}Fp z5BHg->@Qq|7JU^XUQJj4qyWbx=`H1p&tN<)fc1S>`GUpibyzIY_vkXoj& zQ+Uz!HbzruBvfHsea@x=Oh!EFn6CaG74dxCP^_qxHnntVM;pkXiM@|>GQ&{-V&K-q2dUscxVML*i|4MqeeI&K@*=sxo_+tOU706n%EHV| zf90w|RBwQmM2+t|txl|6{pVXmNw%Iv!F!G%`gAY*gOD;VBWL9d=d&NnY#>n()lIk# z*lV*jAwtEmhl7wU8S@#ql`KR9QLuoW8Z`bMNn0}=EEq;G5z~a zcS$)1+l@Wm>Ln@+tOlc0h3IJ`F}fg?72J0v8QNRu*zLU&KJ90@z8Rt|;T^q*x^HJG zpmYfa5-oph@tHs48}|Gc9vh4?5;@eo23?@ZOQitjECzYL|7-EmNNHx~Pt!1CY9V=& zFj3^7MSH3muLqo0h~)V~rJ#W~*d2*ljKKnF@W&XAJ~5(d7$AZLlr68Lf_*#pt5fOI zChy)dWZ0Tk(>&u8M9oieRr2vUE&xyp0fh%H)!gz+41O>%Lm6j%lW`7dQ`zl{(8#Xk7sAtd#;}yt-Un7(gr2zp zR;ocn+HUY=9g+s&fxfn%#k|xu9rh<&HWtj;+nM5qmTFiZk4eO8QRtzS4b_$Rtt37o zWbV+(csmFA>9VXB@1AN_}a(}vgeiCP}$jg}kU+m6}6Md%#^G8UVa z8?1>3y(kft@D%hagte&L4!{pnwmDKkp7dA!x&&wIT)otRT zn|!U%(-M=1vaa^nnA;x)`uhn!sHsbzJMuhCZJD!`nBx5JH~V@*lKA-c31CpKDuPi_ zTBWuyU<8O9U{lh!G*PpK9gg{u&%R@^{_mD2cWh(liLP1+cvPCbOn%>62$tTYSq9(x z?5O8GDoOH7qB!_7-IP8Wj>+}1#T#`?&%w}ton}R3MIS1g+W>*(F@zYgArD$RgLzmJ z{0*7c|G-Gb{wkf!@E$?Uehh96@z;p44akV6=zY+Q<@;x=*9`B)Bp1(ZJD6(VgJ8(N zXr<`7b?eAHOzM&M27Idz5$@c#)s7VHyYt*PKD0&fUlOTuiFi|Ob5gHj?mkn5G*J(3 zUklAl(u!fE{y%nk^h}ME^|71Rz}Sp4?M{doYN`P2LM5P_*I%CC7%u!xeJNfynHH`x z^Cq@^X@n6aCTyMky|&;?J@!Md-AU{}uo3G=<{siIbKD0E6ny5JcVCW;fSNU&yIAuQ z%%XQ>TSM`-O(g7Z7!S$to7bTepP6>YSkJuT&Xu*c;Ra@;gJrCNAA)|3(`tcl8C=qc zu!5LF0$VZ|yt@ANPc1ER7iw>S3@wnFP1y37ZAs?DawOHNdRMrCkTe)u1C*klUl37N zsn}m_g08EZq9Y+yu4KcPwl)a>-#JJ+T4mIQqrtn1At-LI$&*CUonF$>*%<)FTA47} zKBs07>JbTrYtxX8HGjcKYyQp ziDZ`|4&{dlF-z!{!90F4b|8T)E-o!m8(!1iB2c8(0{%5D$02HoWH@4%uRdF>u+6>0 zZWhCe*3uw-yBg-WvsrWBC)zw~8vuL3{^}?LNVvoUnN6%f| zBC}$J1|~uTkcD}k=+FxaM(p(%#5BW>Ph6aqUf0$K+!XsN(dt#UW8)I4%9G;_MimxS#@2AhG_~X+?+_ z%YAOs__}4mZxAx&|MAp1$f*$$rVgOt*ZtK30`xmY7GF)${xJb6|Kj5)a7c5TP87!2 zjXYw_FOsVQ(eIw)+t?4dVxSY?(p=aD=2~aH!UPL!P=c@}AFqBsf!Q7x4r^CaEO_KE z^%!B{7A!w!@%Ry=oq1Xfwehh|`IwX{eKni>ep5 zh%lD^-Ixoi!?EY=H5%XY6fnbNT$$*6%`V-3GaKEgEm_p{PyO>-$K0h%mosOpG95(I zUGcBK2o0YjidgSY2*WIQi3x->E=E9x0%ZLX(lYVJTLO((a>gUL%K&Cs21^d^HQKX> zA!5&-S%mY0Ud>W_BjRg*>n>1PL8zAs;aFSX?Pa!d3+zGp0Oz%!4`er1+*q&X!qlUVM#W`Zp>0 zyGtvXyim^l&OrJXG@f00JLiGmD6cTNj<|=xK&jZ$^~1OlHI=1o`z*X;G7)30%6ZwC zjNOAL4RP&wFcmILd!5gYVw&X5t1u~cZ7;ia_Xc!`r%g6#J@*TOd48p2dQVQRt$WrK$E0o87DS->PR#RVdkP^Hf$ zR57}X*rq_-Bf*ugmVG=5GfO8>TY2BDIqTJzzgVJW`n+4$Rui4{? zqwDR1*u`^kxXbmHFbd;`zHmAX^revjz3_@oD@@SncUD$c8&2VvztrM3vpq+l$(NpW znC!wbv_JzGvS*i7{;Q+nzL9y>Ehz01zC11%a-$0TzX$%#KK~)?^tX{Az2Gc;Boo=gUo( zm%p~K_P$*IWD#eV5DiV$;ihGYegbvRjnOo-zJpKByyTkj6->;wEOvb_&`Dg@e&bqnff2 z`(nK(>12u(@22`x9?mMvM#1~MCtazsPo$r{^`KhI@LO4-O7lH&<$wJ#1($@j4DrmG zb@^>O+OBH`{FjEWK8lXkjj->XKxnG%sauV2i0*~d92N?e*|wu;fQbUh+4GS9natTR zYlUooxmlpXjfD=rMT}?mOiy6lI$g}I9AwEu6i&%@*}eNZ&fnP%YC{O!Nt*1F(bXzo zx{S(nIPQVVACH3N9cPSjPS(6gqh(hwUv4zmtTKG97pTt8SvYo0mh@S~D$pn|ARwR~ z_WObG?IPml)|X?Ug;jc{0Fy)1!wJ$5vJrN3p7r$&CUZ!D+l-ceHSkAV%HHLt#aLa; zk~VO0JC5@^_Cr8-3__Fa!CO&L&p?jVzf$DC)Yy1v{9`GYhVy}=^Vk1*2P&M65ZaqF z+vw?CMqv_tQuY`hSyTcglV87n?foj3I1k;qvpl^~xj&vGx_>e@>Sa4{Y-ebh% zTK91Bs~x$=lfluys7nU9>asgz>w%$-8n9^%S3mj(ZYS`FWuZ%}6e*hP8yb$k|Bi5} z0;v9e!kOuechj$J3dZtrUoMmgsfOR*cQS{uaAjkF0M-b~#O}nM^mcJ16tUcMxxRGU$NL zd_Q2>g*6Vy)OhJ1zcHYAgjW-aOxkxMN$#_L1S|bkK3!PXA*y9SC$Dwcs>J8?f{~ZA zVl$1Yie+2uxM)aPBvvcWo*t)OkpA^3`GcXH&AcFmI8Ssy)s;tw2O);0k*O6Nbf)%d z#t%$|yiM@LT3)lI24_udL1r1h@GgsBRR;-okE?vhO`c4p62SvnZo+@+=elO9@(}C| zKwKea)OU;R5FCDNv!z{olDPT?aavSBSC?J(X)<9(b`OrW_1mVa1%w=o&Cozci`eqhFz-BgZ-f3wke)!GVtT;N1d*9B)8Yh>+D&Z44>gL!BeQC-DAiQZeNWn zT27oM$Lu6Fb`7H8oOYe#)#$JmD<5;n6gn3E3_c~9(FSSsOR0N2Z`~5k92)$^#&5=u zF$z#8AG5V>xVU4J)W0SR$}O{-QU_%s^VGX{19q;~zCVV_J=;l-X12NVBXD?l@{drR~Fq4{u>mV|1mvcR3o4mIs*aJ>aO1GI~Es^v*{!cPOEfc)xyhn=yG(xdfOv0+%!> zel6qo0a{pRe;#4;@b>sm_VPO?Jc-c(bJ%Dv--+k$nu3DCnt@ z`vHqH`J<_j5k&5R+VX*kc%{*khN9)^8*==V>hoJ#vQjqkWD7G95uIX zJ4w#3QRqMdHyoet9thwg|JiZ(pI=EHL+*ve#gh55$Cmx~XU=?DRD_M#`-s&Y!-^J; zns_0o1D;=Q&P3bi@a4D9@V_|qPWtjqv$zEI6lS ze*XS~uw;W&FzP94;?`Kz?b}Ha@D$%DI&Ipt2_LVCkDn7_A^PLC4bwZc80KImL_he) z4p&TLF>`oj*htuXem-}s06+%L-a?GF$?W7l-;IlB5!R3shmOIMNfnu)^w@k7xt{Zo>1rZ9 zAk!;-*^^^Eff02Q0%Fix3CFOwAUkwsb~)$Z|^{KUCtUagC|BL)}Cv$DOot5^E}Dd z@loR71HriL-_Co(&#$&3Z5At1YErM zbzDVxG7C2yGc?U6VyLf(sah?+CMITS_1526W%#wTQi(m563&l#&*33%^ghQWogAG< zlJTnF~`@jlQXyp&iE#g;X>|;T7yiSM(EmDNurE!oUM9lg3viHibo z;;!t)t5+>rhj3z4=isk)RRe>o*KvMP!ghp=#u<$y6m4?rJDX7S@QW=2;y9}? zmHpsh#;l;sfX~;UkPu1url;P)Y{!qJ_rLDn-_Q%0*@Z;n(M?W|RKkn>`phZC7EW-) zjn7aA9hD9g`GpsI2QwG51{QFSbv-m%CZ+%6frNt^ z6;YNcjXO7Zd3javKeJ!JGf*Fu(viMm3vsK&L5==r&$4D~qyM=GH?oIqV*ui4-Em-< zMxMKyw)G(gx2Ux~&#*?zCX;bWQd5)WRc@$vhh@(^9-hSnh9hnP%MY-6s16*p8SUs< zHJKHd&NQBIjIQQ;hcg>qWC){+CkGFqs}9J>kPeP}Meo6xZ2^dtZ;evG<7PtG+3J&- z5)rbqa!4a1rO9qT87r2+?mhZN>)FI(J~l70!D(KF*rodo@=`ZpAF+yi{`)Vb7l1wk zeE?EgZJ!IkmNZAlfijX~F2*NX&ZP@HlZN_fyEJ5Uw3ktSQ1tcnR~{-6$aL*Z?mp?> zhrL~(b$73P%iY)R5rSPHh87%&u;h-8j9fqe%Y^Ddfb%&;hA$Bp8)g5E5J>0^N}D4V zv2b>nc(%44K8~z-00XyV5WjlOPLIk}kO=HMzCzc`FD3i(xCM~Na+&gW*(M1GMQWud zTr~aPi}dxL08vprBGn&WBcv}2ZDoOfvIGjul?|tn)dc(3$Oou!c33kH*yQ>AD4$z{ z9A?HlSP`pJBpscSXg>F$$&hJ1YZYEDZpWer8O| zx?fBN7m%NRW^fQ7duVov{X^t@O)>*7^*+U_ryA3}#LE2uv#U)1jYQx;gfZ<_be&$B#Z+ahcUowc^a<@1rBPUs1eU49|Esev9q?iu5Z*qSnV^nzn za(M@iOq@v;n&5 z+p*Ogn5>hy4fG46rFD3_)jFf^j-cOH9Q&yj5Azg6pE0MnFgm_W)Psnnve(`* zOn>>6Nw1}Z>(MD;F5wRC6WP3BM@SS@g`GQj~hq#SGbai~KU?hx6XeTCmJ<5~4T zJDTwcp(u6l|eBah3Fq62d)tBy&yM$)`(?U&6&G5X4H@R-vY2LTjMUTuyke#!V z7gu20Nxxr*soq<#6>zvvlW806%`f*skL_98$rnBey}y7y8IVH!TErqm^vA2WI81%> zANnxP6>3xu$?xfT18Q2@+QjCe6V?d&EfqE2H{e*w@B>6}iph_po1fUnsu@7qNmFc0 zcqx@lQV}J|0&3=18C5QDIOX%&)wM$YJg0MwGlj0jupOqc`s*M zctpg7T0OZv&;AI2jD%=!y%LjiFyPpOj1F1c6Jm*$oQgmv^I7*Fk8~MJj6-D98aNO|acQ`M4B?S27 zXg9<3vZm8^Voia8v(ghHR*XHf-zkh1LB{|OaiF+F%*kGc$hB)w6@P8QS?`be^7?+w zAGg3u08DXQ_;T1nvKnGUqKyGz^b{(tZP7epM=Z(U1O|!-kyKZ=T-NCN>@TBx<9E3A z{K#VW!uW=ln&K}kvdXYS1ki^=Cvnh12%4IA{wU|ivCHG^$E`gW@>Y#JWAbD@`KXLSYPfMC+Mz>|cxOl5RK;~pdgxc%79CIQbZAhPh$wL`A=LZAHqw zqqD~z2UUZWlWA(fzAmdJs~gJ`F;>@iPw>Ay)L6Nhbt}59;9kMi*PNA$wY>SYZPxIt zIl1WCcmP}J|L*?17)GlqToz540-40BC`SnkqZ+(_{mO1D7_TZjM)Lg*BBtDU#!=DA zCja~B0FtZMVy^sgR&LfkYt5Fv4`}5dAF6?p=!U)9q_%0LrlX$|dKi#cQN^|F|5{%H z0>nEFb@etfx2d1woOa@DLQCA9c9bs%@CA2TS_B@Adt>212hIo7Nsm1)a;KS-DU$B`35P;`B=2wtRWk%c6ehs^-p}+dqH*Vln&Si_&<8 zcN_W7c49K{`-NX-SZgJfb}9+UVzfhCOayhWX!oX}3l1XLxqjUHI&-`dX%`g{Z&zR$>H zsvt+tmRgMIbOMnfx&&H2GRh(NWeS+brfW1!V%E!03JXzp4hktt| zS0MU)!CPB(2aIYlyd3~6=^4=_OO zwYRKp_E!&9blca~(fC;#&%A}9*ka6m*krGP{wKNq^JhN()3(3%qT^&-fTtFaQ;FHT z#KyZedQ!PdZr`+5GuiRbL{)BR@MoSXp7;%kb$dngmyzqFcCZGfCRl^5Do9SShMws} z^rtT2Mix6alLdt>$~~43F0VEZNVTj~Z_68UFA_8!Nw4%XSfQI9eW@6~LTmXc1Sh%6HCNTM0*6)hZc+iqHj0{7VtYT0}P?xL(YpgXrKKjr?LGfdYIxv_03^nuh>qp!D zB)q~}n4dg)l;J2CIr?RGsFg~UZ%=Rtq^Q*ruuW7AI7li^%G^pMVk&NA1_Hsxg?Zou zEDJ)4pe8e^&&nkoaDQiT-fFXprbZ?;a;pq#v#9Rwxs81}W`_xOh9Qrq$XG98d`77; zIvc)KvLj;xNlh^^1+f&~GITY~T#3+6iy8D&E?0?wYF-FAo0Hfvyz;x#Q4ys!uO%y2 zSy`E6Br25^6S@jrTRF_E`hK2fs#>nrJe=j}w)mRjuNmCG!wT9Eswt*}qJC^S@h>=; zRRdwSV;L3$fw^>meDPuJ=wfb#hSKYzvJ%>n_`GX_?cEkQNpsRDW<&G4UaYH80%Q#i z%km3T|0n9OQQ^NzG!L&6jeB0t9*u=$<=B`|D{WWXmTK-LTKBTDovY#^8Ek>47H1VC zj8e~Z75fIE#8q$iyMF!f_OGsB<&}Xn>s405a(9vry*1>-v17-`v@|-r9I8mz`{6~w zatbh>#s&qM-$?+`?B?{wLq;j-uVYGE*J|M$TLI2k3SXB+ZJY@olWg_s`&rN=kUW%~KIjRBFzE#0YnV89O_1(jiU;Q~zPbw#C;N#-upfflqbF+pc zE=nily&vBrCdA;{NZK1q>Bj{H%3ySI4$lr|U|CM6#=o^(ZRP93eC(HFkjg}tH{~(Q zJk!m?q*_zzKU29_&6ra>IAY<9htV9N%Y}_2-~=-%z&U-r6vp}$a=qr$x|++2%3=|w z3;X<{&N2J~YOhl9PKjbvp)uR^0fmgQm9n9nwq(g=01&rsNsH%iX4xViO1LGEUZq*p z@bxck4oAz)h!Pz*=%C70Her0I^c3JMdBuQlrL>-VxBatlLzTBh48tsqKAEsXy^um& zDESEoEkDrN(z_#Deu5k>lzE*FdV%ABGz~a$W7!wtbc9;t$`*R@=BO1~3~2}x#h5@q zYD&=Fk4t2Y6v>>f06;%4T8p5nzBsTIBu;2E<=d2 z3njXh-SHUN-8z?p3_481aqyelvRWh(*LStQBfL!FsKf>!gE4N_Wvj(Vd>jsvOuUV6 z)8aN@J+FkK#n**<=1d{NO+Bf!#V86M{VNJ|ja=+5_G&eRmpx5Cl@1gy^Xt88?-E@( zZ*2fO59P@m?h=aQhvU&CrUU}2ky+pJHjJFsOj?u5>Dt8boRJiakQB~fFtSzzN>{5xSofJ5j!asiZLd7eIJlr0k3{K`1s2n9>a;b4`nLT*3`9X`1v1*bP0LqOJ~4yhl(gb2*lgfRridn3RI zp+h(ECRa~$@n)I6VD^#4)la~xf$y0mV#Aj+vdQmKQJ5fQzwGHes+~b-YR*{{87+-T zCIhc$R7h8YZE3ja(gwy9Qbn(q_vmQuz+lKtwQsF@)g$&R+g5Sp^E!563mI-^c&d!7 zqT%R^3$WpQT3AR<*&<>`5kg4ANJ2L7)g+m4Ox}1ZG*-jh_*Jdf=*2RAe*=Q{k9R)H z#>ec@Pdv;*{0t#F#)XkHRS9rr`(r4N=;OG0IQUkdy}~mn$JRdXLRQG*`erGJ{YSsN zWru*I2U&7uUjM{mT+SVa*_w)ypO5ERFHfGoWZdUa>9R<|?fn@H?a=524gUbE zs3!pCXBdU^E^#EHG;kZy1HKn7T!NHZ344Gr`Hy!NtFs-OP@im{Ex@$)(nWy86F(2Q zKrQ#urAz(b9B8Q6djt;Yo!`ITa7YI6sZbjiW(__@Wbxw1=Ic2ouN4E%17V&LKJ`rptv<%YRbw-4SY_F-}M>}2n7cYzPRzf7ss48 zy9%9!ePBBzy4xy$+TSa`t*r|%z9%ER{yb=lazjID1^EnX#6 z)fAu30kC2sva;1p8!d6HQeIDiBp$c*^kXx`X6e#b5C z)DgO-V*n-XwymZI4KaQoulVx^#5!%czm5=t{FJ>DOr|`UW}=WunyO&?ACJ$F`Nrd3 zK)gw(b20mKZ=;o4qL4Gx?p6yL$QgaF{KtcN*yp?PULSOCX!;ESjpm$_G;++-0Y+Z^ z1@u@I62DSo2rM+)?tfPo>iYU7C0cmN64^f<9qU47N^R}&pe~lNM<>8av_HgDhS+9##oPgr*$xi`(xoe;bi4O>t6%d4Thc%I5 z;v-zi8G(S$A5+xLE9qD@ggN>b)Au?_3a?#kk zH~ibiMqiJ9At99WjRe~sQZ;(Tj!Yz9-<@c&-HhRHh;Pwr-)}RHG5r6Wa zgi8;|!2Ql=%NR)6vuDQ|oxt56XegC5(0Q>Tn;#Qj0g{w zYEtvs8>gzmlI-K_pP|6M=kf14-h4Y+<<2!q0bApt7D(_7CYi9iC1TQ~UY@TOPo$`) z8B^%n6cu^(gJy;a*>pGS9EYUv0FtbPy@8y@T9iXX!L8aLI&9NJ77phe`0jIff7v!J zU~i$;0u{q_C3T;gqHcCvC4nE4-F`V>E`g_XOZId{)C@=t&!3Y+>gNbeS)k5yl$tmf z9t=`iI$LigB_%CVIhK)xuGcuvJqO1JJ)2V(mx%nnZ1?l5ME;)Ps70cF_k3$k4Q3w@e>o7G1}NPUT?8hDdTcM_3nci$8o!4zj=mdK`n+ssEh2pHVXH#x$y8*En#J68L8mb{@`?cV896qkT$n-QFeJw%t&2}D$-#WxGlgV(s)7Z_h5PcDK(^|gY zZm68wDG*AmNRu_Y^U2)eL=4!%egj(j=AoZXcH0sUoJ^dOE0WoGH7Rci>mbWxEl#WR_kwIDC=z=0yS(I?|cT5K}_xB2xmF1P(IfqL?&fRNPKX=#LT zAO6NYW=yR!YEC3$k^zgeg6@byAmHXrV_{|VZMUE^ub}@7GCbm+k&!`ekJ*DO2B+(+ zh61b1o;Fa|o|M<~nz$x1ibnwr?9@r!g|Ci`{tJ_5DAycFQSU>P8`Z7YGQ1&Xm$c6% zUgB{Ds>{EeZ{G}x69cTymbLH{F?h94-U`AvUiQr8WC-q^{@%TN&xyS}inmK0dWrVE zC~&QUyu31+C$-z>RYspONZTb4waB`(VGMh;h@=UYknRR^Z}U;lS^5(X6zsWS0la`6 z3r=;n-d^pBarZ>o_qlE^`-I~wXJ69r^!aRriHkKI@8QtV7*i8|4~ppFeITZO~(FM!Fo+olDh#4DmKm2$| z`VAaAhK&u&cL`AQ_vBkYELptxTtc%ei&G&?oa6>R>I z>IjB4?arFNGGgIeVMxsjam8(h3mu0oi4NfuzVSF;aPJ`sVv(RUaT_=V>=QeP>}XxH zsk)S-9f+wUHW;oDeYV5Wd}fv{MpU^ucd-Y00hEZ79ilp4#@SeoR*`OP68ud2cV8f| zg5}}#!Ia4g+U6pZ&#dHVE6{Jv8u}_K=Wb1uxYV*Svv0LCss+(^Ho;Bbsnn#3oYO%# z3uWLiY#|J(e20oDHWZoH_~cT8?YE#=MMWjqeTIsU4RX7AhPv1?b*);$B9rzGU0fbRWAnTc>nQs+jJLzqS< zC8+>@KzNh<_^Lx#NN6i@$VE1K4bAbi88d$BXJ^2||Kw?!`;50_Tb|KcUULFD+QN0l zYx8|Ktoqj5-gwxHeUg$;=YpA?gYp;l8SFp-|CM6Ge)$dJ9l&;%Y&fRA(){`6&6@x} zKLN6%23*F;W;pMY&g9qOCVejaL7r|i(MPL;O6p#;24+YB244U*@#X>R#{tSWI zAQx+1JbA-}o*j|#-Aq$<)1UX3{!U)QfD%=StudySG}x1B@S9#K=HdUx-j_$!{I>6= zSu~lVq{vhn45jQ;+t5rQM4G6CN=cKF+Jy`ig+d`pgGQx6gLcLUl{9EjD9r-_Uwk?-E0;d$=ozOVbbu3Jh2g@%2}M){pAwYv`9e{%U1-Tu1% zuT3$wZx18PzUqni-PirGoxQZE<#WsF&P3F6@pWcew9b-UZ)XS#OQDH9%_vL1{7XBA z&^~_pbjG&OPd{Vik7&6N2x!P;Eyut9nv?a8Cwmr3Ik~bqwJ>k|a;J3^ZBtbnB2~cz z*>{wO`j1SwX?VVjBjD$Mj*1}|3pscEVhI0C-gMb;*7&8mNv-LGs|3Nz0)vC~t+UA6 zrue1!ca&~^K*>qb`8MvYFrF5=HmvlKFSB7J^w%}sUKn<>16k&im2D)C+Q(^FJpn*IkwhE0ODbm-0-o_dru@3B?3e;p1JU zi6*t2uE-}Xvs;>sg})U14iAiLsR1-``Hd(Ky?s(09gPs0^xY#6w^HoV3 z1S7>y?rYb2xzAOpK&Et6(&T|5c=QX=D!t(AJDH3cqYfTPjd^l;^P8t6F_&M!pNnWGY6W()NJ?FWL8Q9k) zG?XcZ7Xkz4?ccwj=h>>C7s`0NHy4DBZY-;NHl?dY<2}x@Sz>OedvR>g(=wulB$Z#Df8blBI#TcC_Cx0Q~2;)@G&7Z2fdJUgp#FRzMo2ef1UC&fT zHiPK(ZBGcONS0S%MgrTB+ZFcXUw2p>;$VS6=-_wKFKRsJ$^IkAkdOwo6Xj|rV4AY9 z@|9hsd~Zvo(9sp_UTOQjTCjg5W|JcEGK_yJ^P>HI&Mq)stbF?&Q`g``3xvDD*<6mQ zgkB%}n^G7^DM{pm0E#jue<6*2ZJC^Db{@4x9inW%6MAMHVB9Pn0mZ)v96y${Gwau{ zU&#=1o;8X7Ew5g_bhv*9QU+~g+wl|dH>HUXA>TLjQ4y#Ho>}eM8vpV2V$1eIU^o%b z9+JFRQ%9$_QTokF)-%(Kin9w>f7@`^BJ>(bHX7haMZ7I3im%4&T3_IKWW0QSpV2D% z5#RB?sQWpaPUR4EUr%nA+P9WioyMz|E;W3Wg7?XRxWiTxU8E90#j(HdPhH}I%|dXN zst<{`Z%{0H32OsA>R`aN1-p&;IcL%UQXiQ%VnFE!nPZj+=MnUjrF>k*b@l(Tk%Q%P zopax1poGRg{5e3n4p~)hH+obyrNhA3k*g84jPBLxMdhpU>YqAPym#0G{O&7|aKc2* zjyY+?zxeQkYZL3_bHDqQ_YHr$F)B%F)28muacn`({w-J!!2{KQ`9XwfOyIU~=uT+g zXY8JfB&>M=31JzBzilAL(5BF9@c5g0UQz{w{H?+vN>I*n8 zo*@0O1|*uswOW>Q`$375fNu9orZm*hzXBLt2uZeWcgBogf5Z44-HJxUn_B3zXu|F;!@egqaOlCTeOY@6PDO zw3+<|3>U(mA=Wbs$6m*o&40>`s9`&3q!Y{SN~{>$9Mcww&70@zC~Kqst!0pyHX=ya zY<}-19wwIXs`_O@;mfqm0?a4a91M=6$PX)mwU8#!^SgS@AQ^@K42$1;juBJinDIal z&wLfT`;33|VaK!RmO(PHQ@z_D((WMmY)envi9PfF5+K|_=jqcjE87ORwiQYG(OP9o)MRqT#%l89jc5>*8T5UHUW*ox;1L z^OC@84hvhSHHkVOvI(IYE}8{Wur*5NXB-34ZSkNj7dUQOx|EH`kxBR59BpP}=Q{n| zflFkj22qRBlBc;qfIw93f#4Y=+73pk3_owB{GlVY#WmziuXp`p)r3uE1>?jVMtI~J zszQT;7NYQwPN%9zt`aKN-q*N%_of-47~BGOL0-Iy_KCT~a7ZS*Ywd?eZDMtO%mZr} z-GPyT@?6)_?ZTRIB9W%!x;gZ6?7IiYn5+Mo*}|6uJb9mBOJ%~V*iN~jSFc{Bitik% zLTJqj$VM^jefP%Y%R7cngmP=rka9l9EP;B6M|-13LD2k)z@lkypR8Vfn4kH<3>OeZ zEKoy{5$)%$-bz^nK7CcV6=MR^&vli8TYoj_ zv@>E8gTzD8HZhF%vge%1j1x|7qz(T2)$svz0u~dFTY~$GlhiP-rh!sY0u!$YWq3-a zXWlG{hVj0M!z+jJmCw)`1bdO|%r-x-hg=6OY&z1>V5B6ge4CUI&+8i-v)*9a#T}M0|$aF9$?Z}*n1>4cdHYsin7m`0{xMwGqXk8~Ws^MTVU7ZLv zJVw6VXh6dEWaTQbwTXC_m=?k&WKV(pIA#=<3~8lo50bAp=7g@AcC4&9fSX&K;ZG-)(*Z~jL6~$Whk`(gIU zCa$Gy4ou3jSI1#=Ow6~JkQqL!?CLz1wQN>bZW(kR?42cc6rOtRUtfu#1q;Uqo;4^V zBuY+X#%Zka;44xoh_h|s)%9B0ujR?x*spbc@E7n2@hA?8(}LyWl0i=@byCyY>zVAf zAI_Ig={1IZM*Ily=GT{J=$ALxV2%Pn)h>Ani5Kyii~qQ`v1i~y&K|!x<-flKjXD#q zCWll=y6+0*#ePUwP*=+T;JP*Bz;EvD*R!I>(h`r!9jv~*|B%vzhTrVqpGm<|5N;|Q zwn&VxUTDdDMKPDp3g)??vjG6}axn{ISC9mgY&m9etQ0ABRH??{>Stu{v*spR z9N1gHX)Ij4EA_xO-Pq569z~4TBpQJ*xo+S~$&p`ilD26Y(Zs`$ab~!qA^n{**DPPMHjCSFr=VWpS{8hj+E?5B>i{e$gaYrJ}b4CXCyj->8 zjIIOyv2&B6LJ|@~K#M${d4k2bKv~R1skGrAF7hAvCA8(!i}nYT49=P!5)klVTL|%? z7rtvX(LpNQ#W5Er$dp;nJr-oI{k-Sbo&8#uVHa8Z<2Q=uZISvF1elmRI6(+6fD29o zu-B)-{%=yV)3X6T7y=muUH}MWytL?i6a{=z&?qJZRcquk)3CD_noJHx}nH)e@UhqZJgGk`J%`PYkW5-}c~ zF5F=IuKUp}_kr#JROnj3f+T&8sM2*z(cx$4TnJK)o^^t~^#SU0`1jf* zz3F2A^@^}MN0#vQ-e~@``i2UR8Y}ZAa$G%?G2oI{TChMBS{p8go66d)RFBPrgSDf^ z$B+$8VIywqB~iKp?iLW%(FHQ>KCBJUTe^#6uX5GPtV)VK0d18fqVHxniLzN^QTSuI7|c0jH66wAGPR;oFTHr#ezTLyAJ-w#OR5>Du>syCD#_WAo03 zgjgN*Yy(x*I0(8w2$#|ajnqHXO$9^-Ae!0mdzYt8rySErqspi_g>v~1E*YOG z*S?X-W0A#FENpIv$VeAQh*&~SDP1F~uB3S<2e)8-rRqh5%S1M$i@uI>QXk^mW3d3N zY+D3F_gZIm-15&z7QV8pKZiX#Q%x-Ql>E9-3LlpKHKoTjUHWcOBAf0Hc4S!q_qB&^ zpIygie@qNB@oa`Dq2%B@etp|6jQgD_VvJ}Q85_Lm4;0jE2ZHh`5osevW@)EuihS>D zR_*ZXoU>e)%2J2Oh(gpl;tnU#=de>Jvpj~)E9BE?Bes5MYJ^7ZO%AhZZ&4G-Q|rb}%wXc@;8fC&f&YIDh^6L2f4-^(KS0 zMg^^Ktl!vrODEAQXbeo>F}aFfI0ORTci3nGtLU3=WWAia69$ z7?ttM>6cYJ9>h$?Fl{Q?V|uL-%UNF-)S=Q>aUM;Gq5mN%k`6v-QH5`WkeToDbs>9ycxYW4waIg|cvvMhm<@bG{O>3gn#hw+kG~JFKYcX%$ybZZ3j7Iu{8AUt!Uyh8tDCB=|?2d(-N6HOn zh%wMh-XMtjAWitg!SQdRP9E{-*tf;|I7yiDlwo^0yE%GzX_m4{rCnz-f00QU#;?5J zEt{}_F14DX&thb>B1txl@S<@1KR)JUmLZPI01+!=DN*b&;DhaV zuAPGd_#?9+x4lha>nUT#5lVZ*A8n9&XBqbc9X6Y?r-l4`HQCja_NsK^_$|IdsTg7ry2>OEqKqb=REXW}t`JAMg`Gd&$ORd261-BADI zi08DyQ!Y9-(#?RmF#ZR!>5E{)o@PJ!{vf607Tj3hW8m&6sXWt9X1vB-T4DZ$^~JkN ziO&w(+rN0b*?Z?T`@7LH+^!&l?mnIqr9MYD zTqg6gMAhg-(2Mes!^~zjsEWBD)rrTU6xsT*#WmC7{u8tWh3aNZ?`WA81^{G9L8QG5 zuBXKIfXGiT08oDTGeAs=Ahl+xzR8iATYw7R0R|E6VqLi5vZ#FR(Ufv-P<*OXbN_s2 z_t+keeA9mCRkSdy@8&|nD?HSDx(R|-O>ON-ay$b#XIC;qT1ccc@4!!gwYl$oi;O22 zF0&lOD00V3H>aIoG0?U{9Cb222NF&eN3&`(5;)RY7W~-4S$&JyP$?li9W9}wp#npO zHH^3*ZLck^Ui3$H)4L#JedK zGmbgVs5>xAIB!?bjaekTpg{ZzT zk}F;^L45EdEKa$$k-mMr$vK! zzs&w42=f8(S;#UxtCK2k`+l|9QHSsIc)9k%(M6FfJ(@{>ouQF-x}?0YW~|s|YxU~P zDRl>qNJWVq`LU!p=hKKWFrxBp0B}Sj6dW=VQakjN)8opChZf0Uk~8`F=aLCW&5Cw;`KvSfZC~u z*Qj~lYhrMLQ|avdCX7iK>Kq+O+-LXlq-Q)G*<3xqEIH*(rf$`}Ij@bsz17ow4u!k# z6+P?1FMnXwYeAJ(xOc-tqxU+K!h8|MYie|}30OLiND!MQVkh22$;0IHE$~$-HmO8E zxm^0ClsLVVPafp%PrWYoyFq|;oR(liwVG&SV>0PRxrt=*5AfR4l9_V&8Mc*QB2FYB z6_%#lEOf;#BK0{VEs}SVdWe~fYCuEfIj9A`J-2%v9U1s$No1~;VZ}GT{jr;vXb*A9 zoKUUcbwxM|^LXsQN1Mkc>r%Q|AxOrkJgv*k^4UG#h71etn(FH6d7XNKi)2rgn#>g7 z*=O^p>S3d!6t=z9!@EDO?RR(R=TFB^GFdVCJUtv4jMz@4Bbv;rVk(>RxN=U4yGiwt z_yYZq1j|@4pPGqwHjip>dYZ^x8;8F9E}rGmF!7YFHisEQpZk*JLc|E zL)#3gRzmd#?;Gpu`!}YO-at?3nMsGvQlg&qxc(7&f8hs=wXTJ(afYm84C(H4nGp^1 zeKbSYQFj@->{58?nAWLFi~p*wrY0z6>)34reWG7qkbad}TIX3xp=-vmA&#q&|Muo* z;@J+ZA>YSLrK*=6*b!?&@haQdb-*nyx;Xtr!9LEmbGyKdo9$(w&&&u(rB*KhBAhdd z*f>5F7zdc(zAv63(0I}oumX;sA#zU4FsKoHZLrqBy_B!askS%gdcn(=l3%midknUB zeku$(8He-umY8`@YKBaeXnJ&CadGiTwNd3?bc1o<;#mt2V6Z*>=5Dk;<2`j$t%Wi( z2OnfGm2U|?nL)ePEO_t9iF;43Es=i9&CAO>pS|*r6#I{BrxxL}INHOdvixC#u@RkO z8RF#g05DAiMDKx@FE2*gd>&*v&JUa3DV?KcT+mT8d>g&9AYY$*yU|2bsWsLg^mA5X zgae;KXxcIf39UV5X4j52cRy7wr5W$ zdx~Jifu*sHa;Kyu=u*uYWjDnf|2RFz#niEq*cqp3&Ghi>yEB@hbCyJ{=cxG!A&Xco z7ob~bG1UJBei74y6T;7XaLrb*qs}=}55_>~$;cqP(h#QYt&2NcbK6$?{R95>JCzv$ zqWDsTC7n(7rIf@_X>q{7r5iUoH+7=8vVhi|j1?q~FA9Y;I$x39+Y9j-n^S^{%6d~X zn99;Z8*+lm_h0yr_d(l4Sf>q9ooi~*AX@^eQhL@FbtC02I?GdoTsUwnechZ%hoMv; zJfzlwlM~-i0$YuT$0vS$I7w#5xi1ToSfNT-KqQck5%CK=rG^fmjLJ-jV-em_c%^JS z6#6rC{Mh?cQ?BE~mcp;S=+=~YX)79Rw_ZT}+g5h4)U@-7fXPK3VTyvyYXs4TE0)*! zjlPvSg+RScJY{+}UCAlubAv*Gr%zi`lb<{KKi(wX80S`67u80gUD}NX%K^IdP-#Fe zMc85Uhs3lb5W|W3?)15H=~i8+8rxcu6`%jK*!(L{{r;oNd=TO1+&%GL6&ao5jy@tC zw131cfAJI}T@U`8L|^sc zb4>$9r?2C+%!l8eH=**82I1osAeNQIE?J_ z*q%C{fBiJDsTuwBTb*-r1jtsp_X<3?OG^?m)}ncEvFTNmJLhAmBn(0Nv?8wd=D?96 z4~|lRq0(7x%Zq&uX#NqlunIGz@ahhpb-ky|U5)qs^lcXANoio@--aVPLW0ybu;1Eh zvgC8}9m|at>8}2=e!yvOjwz0~+wjw{W_6J>{czF2#)O->$+d83LV>1u+EMQAUVwJp zO0jG7vLZ$Xo;@P28#v1?_2+AUb2#I2?W>WufRi|ovhKM7FcZ*1gQfk9`TqBqjNvO+ zKqiTN2ZL79rns($TfSNp{Bei%ypMNCh(0P|&K$~vSC0gAm1$qPP8wOtF%d#2~D|AicLTRQ-^upP+R=u z-|suhv7f3?{03pfuh#?3JGDAWhWkM0Nmy=gL5^jeea@>d#gCdii5Te;#}9qu)+Y77;l7-i~p=@&+fP$)ap z%~ig=T+tC)eZs&Y!XCpjd{tT$**tn=Gbay|*>S{^gOChQtjN+kp?r_w9@GBDN2tv! z*L7je%7LXDz;`1mQonr9A`rnNYq_iua4u?ce&0~f#29dO!5A0{#$ZRz{#Wj*V=g(G-p9R*~8DOi1vlivafs^6dI8^&M>ZroF3X}aMtJaz1Pk>_U12|5bZIbi_nbng}V(R#XP%t-_kT$yo(na@hU8B zzIaElf9`_oR8Vuw;jOq?Zo_C(T!~k1_Z#ia!s@$YJ=qNjL^t3wtZ{*Ti{rFA{`U%7 zWMLWh>D&m#@u;k(_e{r@x2Hd!pDgZ1ILPa-`d9kOHV>MpQ(84vbI-XjBo)?aajnt` zyg&YRP2C?US53Tk@4TjVZjKZ*vyS;bx?WY$wQDF|=#L+q^!|y{MdpD{u^f&j7HYu4 zVIJ2HCj^L6z(4P!M(dgM&@|O3_VPaO5uxR8BE()f${wk+UKTJ%dll;xO{)5X)<;5Q z+Qj2mZ+t`?p3io_?E81)$y11#)w5<(w~H|P{VA-n4zKR)D^V3NGGDb`ePZAgZR%)K zBJI=;J?PR^)gJ`xnM&j}4xR67X3i4Q=B5btfIZ{euu0$l9h_GAGwcN8XLQV`FfU(H zeyL1!J8*Qr&7~hI52Tx@=e6eV4n*LN2!7zR=lkTQ#m^BmEt(%~9vF`A+&wJ$I8gRf zA7JRG_KTlIa7D1`uJfBYnXL!1!~*xe8i6|+Cp+D69QcXnnXL+Vtq^{LwnJIvZs<8P zKD%91OQm9uXV%pj%Odae>|QR+zv1tEK-72wGyMzKKwUr7JUd)x6;M1V!f^@HXI|bj z{7J)9INM2=sxAS`5U~!f#LSjE8LeGbY?&*a;%LFLD~z1wW9K9kHS?_7xbs@s(@nXK z-QNXFj`HK0+Dm#~=OSolw3PE#XTD$X+=H27lc-}cN4HB$-J@l(0XOSj)i-q2Y`jvT zJWOUtx%FMs<28_sS$fLPO8AH8;56Q{dfVfpZ8!-66M#kZ5$kbx28<}pMIcu`q6P@NZto#o>qUNApg2j*0d$tUvBkf zN;)l8AYXk|c?XLpfRvYCN9ONhaTs`w-tUtdYwq{e4ka58l~1){%j9XoF%z!zGVSPg z-&>{40yTn4@vRTkR`kS3F<;SK6c(P=)^VlSiOeaSF02{yPE)<3qc&Hiqol=o)4cd* zVP~J^G0fMF8GAP#oR2u!PKS*-w zJt;V`U^^cCLlE=;;pu2e(@QVrA8)dUpO_C9DXldIt0S?m-7&HZ4TRakKhY&Zf%y2N%eE_Y-bRXu_=l9`Q*^`Kf0MZxYU^3Z61Ug@~jsm@JBa}^ZZoB)>i zE~k97#m3xSFnH5bN4|0I8@VC}R&W2Ig(n1x3a_w#sL`S@cM`4)GLxcsiAQDM073ak zP2EVt`ds$eaenwJU4xzJQ5#AJF7qgDEFa93tNZ-<;?s_lL{Yb@nzM0T(ym`uj`v2mK7St$eF`ZkHBxKAvVb=-Mhsr`%ee z5}1(F?)1j7K{H@d#_$~btOs^VhX#)xEEh-^Zc`VXGeI~tL64esrGIipj3)eY$5lL@ zqpVn6ombUsKGpHlSv|uSZaBlz&8vSf%Az3XzR_*V)?HAbwz`+>zqn#a^TlTeqp)Ez zj4bj8s(bN0=lv`#gC?0j?s@uMJTAU#nvY{YhOcZES=s+dZI59WdgNK}&lgB%z3idn7~t?RZgMS0IBImgrZasz z=wbWyUw#Le;`hB`2Mj+YV}aC#z7R> zBaP=uCRytjmV-5--#SVEN)@kUhLK4|Z;FZ)n{-b17JZ?x6?$W+yr^n1be z>)?7jrH^zA^YFaEn8$eoS|iTuam5(1cwbs637t6T#lJ=$gWruPZ0c7YOFLL2SpGf7 zq3aaCm|?pPc7joSVe6&+Nl~Z}6CCxT4!1)>Yt^H=g$U-w#Ah73f>xiZVVR%TL5`O- z359;jThyOUY}%(U&yqH8E>WyK}$4lxyyKNsessJh4CFJqH>~B=MZJ*AH>@Qzo&uW)F!PLlBdz3om zm9ARc;h8ZO^MXsL-XVJIyuuXOfUJ=7Hg4!&8(Hat^=ufsSbWl;zCd5$=azO;pYk&`#dSZv})u6B59M^ z;2_LZ70*F)s1FO_oqu`Pf!y1*Rh1m_fjUuDaP61BbBl*{`NlBVtxOpjjohJotlY@? zzH*9IoXrP?Ker#P9>8vBXt|W$F5%V8#1U@UjZvIck!GK`nL;GY#17KHoOovBvwc&9 z27j@NSHP{Q8A!|`(Bvo$Hz78r+rk`fL6V`egf+hgYQJ3YLrTeB%rmwGp)$wgB$>*x_MipC-s~0Ax zuCoI40gLtnhVA7XP#%g+q?u2f34cPOIs6>i+NMT^AYk!6G34O*8wv?S{(3~@`1B;9 zfSI%Nxp!$EpyiGXXv18?O2PohQOQc7oibf7mLzJ#={dKE#6x+qP>?SAWMNo|9h7-} z%Q#FO1e;$P56UM+QG^H4-ZJCy97Y3Us(e%+kM*vI#GWC_l;uGYd1k|(WS-|j4&Q;v z7ZI2PyIHKMaTFEP^EWC(t(>OUxaXCLCiz!qH%Ert>QLku%B6$osA_rq)Pf!i?7Z&s z@$?QJ$M(xm_nm!zc8_M}$rcFcgbHrX_NK1oY?{nDb>W8d3pZX}Uo%HoNd=w}_dlEz zx}_Y%^5=;G6b4&xw&cS!Rk}1&HmJ$k_w8nZZJ0hS2BrfG&iTd(Tn4Xq_4oP)~4ri zI+ZhoRfl2Fq8(B4w)Ipi?8J0s?bfZOmYW!5*zMjrfyqeG5gPnkVvAEKsr!o8mc{Ly zTKZ`9fUqn)@nNQBx?NtSx$wry6KTr6Q<|MOk+Qcl9&Jko2`9xn>zo_PsCfv5>C3*&SQqJiY@;D#M?;iPLZ9%6mdq>U#}1 zrVgz?a35v{X7jg3Qk{FRENc!4c=^?i&@)8D)&YXm!(dGF6zK46H+Qe$R2cb`N)zk zq@O~qTc8DaKJ%I$Ca@Owv9+$=`&w~5OEzWs0kk{qp%xXZNXVPP{bv5UH!EA4=&-xk zMi8(Khho><1?IbG-8a9LEvGbwi+fv7IYW6IGI#EN%KCLHw$&jtKOJZS^+R^f9SNh% zdw7!SvYerlHFLeYug9-BV?M;A#s108hHxXbHBG-#K#O4VvxY5l0`S>3h5)-qg43$Zt zS!VZVhdN^X3<6EmjScGifPXFgsIt06nxxrEKs0Fo;nvL`e(fV3l7E~ zkHb%E_WM&)Vwf{uH(`Lm{^X+O&}V)^mM>DOE`ySUkx*s#;7_ub|JhfEsvG&yQ2kJKc*V^jYB_WB@Cm`~uo2m$}Se}g8!FYxD2dB`TbRsZee?%!`V5YCi# zfyN3~|CX8mxe&?cvZBP}nX&sXecbpW@Wll~xN-H%Y&pwre`8r`h38i+Q<-*)zqdttsz%@q(YP;U6vz&++Ay3iLie zn4X)WW4Ve~kGe}E|KGpLpPvz^=gCihexzof<7{Sd1cO235RxP9hwY%8sN0Mv$RYs^ zT%s?njSi5~5;E$${=!dAeaA#Ho;%sH@L)_Aq0p(!|8a@=3bfTnzE*5c7!@cRoqFNN zixD+r4INqN4p(K&jxm24deMNt>pWGfMP>W<@;g4#i;Yg}m?BMi1LM9Xp0B%`!7tT* zmuw-WRIWlv!~ml}-Jj7gW6`EehyCI^lEQ93!~khML~`EWfv1iE5L+)P5g&FDtqeN( z1Hw1tS7;19903+{P-gc?Y~SuF%%_Rb)9GU;_7PXxpR4Sje>y)O)QxNN1+7l0 zu=T;w@4hkB>rz`Bgq$>^!XFpvoLoJ2_tjI2#KYRRpt5_s-#{ztYyD5|gBvrNQ083w z`V?Y*oa|>kYqn?@XpEkFSsNi`Xg;5)(RK=XS#UM69@Q(F&pKrzHR=Viij{gLu_fZv z%Nr`S;~zp7PM`ujc&X{A*RH+E_3#+?5d7&Vj&7rZO}pfdNhkh;*1V!WCm!FLQsfq2 zGkS!mT?aktqa~u2GAr{XiIg>Z`=@nfJdvw*KuXux(|Ognye^ z{hKwJ2*zY@<@DPs|NQuWznr>V*oO~tx*h%+@%nQ`|BeFL3#m*MR{9r5{>!WN^n_%M zX|VTA$)8HcfBi(huB%KFOcRYZ5B!5p;?Hk+fUwq9rLFtyKX3d0TMx6o%fP1zuO~xh z)4hG0_e1@8`{QBEj1E-)wTG6V@hFgwR;1LW?J--PjQh=^^MQeT20eBwt-~U&R^*ra zxq?;0kQt}-eL(HH<3%9C006L*nCDkF{?|@2_%q29p?FF*T2}d&eZ%ip`|BqKa4MZV z=l&0Z@=7d*=T1-d{Z>}}Ylt6vF?FI?4HHgU|JT(m`VJW6qN?fPIsa`bdU`??WXdr! z`Muu{+{|1fr5;T%70=}84f@(S#C~djx z3-<~+EeS^JNn;PAF^RtF-l2_00B{ox@u$%oasrYG5a>vdb0VSlyjv1L!=QR*aZ5eD zz&_e%F;6NxCvlq~6AFuKZw9h^+2-_YCpLDmqq}(=b$ZA43a*=lee!wIiEuUpi_yO0 zeq*HVvjML`=Q#V>470Vm1vJb~Lx=9@JRm4j-A}DD%NbW#tm`x#vMqB$h&eXoLi*@ydoyvr#OJbLL9pSJWW$VW)!vUL-mN`{1vKnZ+Ps2! zE-NXXkbho+!{CX<7B!`?GB=yAhhjfo@%axAUYY|94`Ms$lJ~o9-1%*pE)S-kzQE1c zCpXaQ_Q8WETnRBsm71)kW!eFZhyn#ytYzn_3|@7yjXN3tQf5-qs56R1$9Fh}w$@lz zrNxucj)7oaM*Dx7Gkdzg3HOEAftCWH9rO5f>WK3f8QGS0S?Ba^6<4!VZS>B9$)q~_ z#@9CKAwLe&qcTfD-NXna6frAzJ{Ds7JYw_Fe9Y@S3Jzj@P@_zKHwZDu$=QApCF^qG zt`-QY@%bLsj(X+U(RpK#el8dBg#ySk@mYtJT_23^Kgx>RKqS&YX2{K6HP7V!MYkj| zc||@xW_tESIA|Nyg`ZOn#DH2w_gyCDh1ZS9JR-CB+OyJ``4v%C;*tjUG>91&8G{#d z6y+-+@GNV%`!hG1N2nq2Fs|-B_xcN~=Y5ZF9b;Wjs;?Y7mbA^0{5$aRAabNtaFFzM z^!Qf)Tnt6ad01c(QxNl!q3<&uv?gRp*NY^v@YapLnI^$pR5=&HCc4UrR3^o$Y5Ang zi(%}Zscoor33DlEuooPN#bks|3{MnyN1o2|da*7OM9XaW6w>)Bk}b|wJ5||4E=uZ- zk-T;*8AAFrE%Zvye(|w3G7(=2A+jNu{j)DW`Oy?PDzy}|<%<_x@D>TxT6bEG>E*EE z#`Cp|4R~xuQ7U^UT;0itlhbQN_LiwotcuFTAtTl%K5QJkb7ZF%k50lE(}u|GI_{1~ zdGo9p`F{WAI>Z3`#%s=J-V3ml2s>BLMQ}JgyEqH;!^A3tvaP*eFO3POty|EMchjN5 zhwj0aJb^spXgc_-8}dwqzbir^^{g&&jvhd2GXsCLuUhuHy26}&qvP$)x*rxv%2SI* zIgu)UBa|)$c8^bUKa2>UoAZnjj$Kr#oj!SawL%9o)?h-~)aCuL!?_>NEb(oar?evX+EqGs2Xjw=04j+-;SoYEX!2k2>6zJs}4#$zRgP`*KazPU^< zvyem7!@TD_neI71A$P=;pn&3q2Z3)0KAl=h8w4k50j}$?>5Rm&Q>5z}9nxwMGp;ze z+%H@=@OoHr-HsTBrcZPto5Sf_^sNB+nz36;PM4?qOFxbfHN^?JiNZMV#7ier592^I_1SeQxS-f7^wuUax zOa{%8X}E7qjKsv>yv0Neaf5r&F)m$xwfBC+1lHA(NeGv-00DpTX#~SM#PzC}I!_D~ zn&L8L+#R)dUmSwG46=`4R)_dC?wqTZI$~sim*pLz=7m0>!o$uAL@)9@~cG&!=8AWVw4VV(EDi;Tl05Nh^Kgv`(1Op zQGfWNG1A5Cg-IBoRj~EdwmVx-XNFL?E$q0aGksQ`9ruJ$K6{F=b>D29r+Vgc=6giY z5~mD5fP)5Sz@jQ4x1q$ijpGFQt@O#^bTOu?kFcvqk-S^I#+Fc5h`0*iL^@s4c&yH? zJ3<3dH)poag<;O2 zT&n-5$MYp13Ww9tJgSG_G&14Y*JsTnqHXm#NG7tSsyOVDSj32~D9rhacFMs)X;zPi z=OahIL1%@zy<>Y;l^W$%CNk{Z1+d%#W#JY~v5(Hmh1F~Een}QRJJVG*B7GlZCmtKS zRZLgPKJx7ax|92c)>|cG;BLWOoj&`HycrV9`N$02HjPI-tV45?FgjCPz2Ks_+4D)k zn{Tb3_&i7|q)Cu_|9+g0`(?h574x2ntl+aRB<&gEoC24>R`*pw3B=|dn{@9+*U_+Bxa6JJ^Zcd+`!aJj*`xdKbiMR_R(AQ06xSXJuWGM1Q=;gCv z#a}qe$EomumXVw;d$779Fltt{kIl~fF|D_#!~~-m~(Z+T=Ot ze0@dCD=>)%Sc<5b1i&ZGs`&@Q?pf(w- zJU4jr$2qg(o~~qmjqK%`O@+6o3@awHA84_J1b1Uqv3326O9fjEN5wY&BoFnmAqBM6 z@?)GpBU2TiWSu-~`Ff0qIoNWP@XLT($~CYZMBsi~CpT89-eeSv zx-VJ3TdQkOpi~hMAk4Xgb*;x$$tTYdKocjjs>rF567up`3F)%gb1+>XQNo>Z3HjDE z2z~U(B*2pWJ$ZYD-KVwi7FGLfG`Akh<@vTC44l-;j5CF0cLN3_aBX{8@k~iUlAn!F z12Ax?PTnNeA#uK;w_Cdwzu&jj>zopjiKeSOKVcL*eSBZm^|y>nxK4!z=(+%oZ3mkB zF(i2*&dlozRF--V+J&+II6F9{_|SBMucMioKf(zamAH2MQzeD@yo&rwQGVS!?Tx(7 zPLF!yGEdLjdm)Xt7;}SA)7z=zs}%j;GG;NIzsyW&Pw^j0oiyTvX}<<&a@^)_R1Up8 z6v`;NMOj#{%I=>Br3(@DXaNc_N1x?sAr2c74w^0B7Uzhm`7ZqmpOEXXYg23VS5D#)`SR#bF+b9dHO+4Mus;awPSa>YA^o^7WZcnm!96T?RnU!92p3 zpC1(opy89!dKtz?FE_ys`W$kYal5qo=@l3?Np$g;F>l(u9$q=O0lEbZZ9?!^*PO)5 zfQe~MtQgfkA2h~g!Va*`y0Ub)m$>flTVqNR<5uMB@}YL=>A4>Elf%K2@344+=~NCO z#=UW7ETj)t{VasKGKi0gZ*dOj+e>?7!LD7B)oHNJLny+nGmsLNu2=Qtd4@-(0kAF>?BVlfs<+>%ul%Ssv*RPpt|kS8lzzK7KgguJleL;p5dW z&_N7eF06il@tIv|^tN{?e)|{nb=KOp>?7bdsS3c)eRENynZ56W#_h$wq813-E6awt zC3CQ0=^H=E;o%}kjeEF7Ay#%=JoW6I=~W}Bj)>Jzq!G^ZaXpU?PQ2G=0S04d{*tf~ zHOwd>-st;V$oQfL)DjnQG+zB0{toH3-%o?BQyWD4ZJ!fe5=>t&^L(CT{n3<#b{=tR z-Pfe46FMhV)X279PvBZ~7oPgs0Yv8i^(XX7>qnG&W~;%?c=+$97cq4bnls+3oMSR_ zKr(#*#tMPrDwW8Ji_eT1htXS^@hSqq19<^J)~w^e&9x^apS4(DqMdeQ>~>B}dRMr| z>&D-eO$EJX!LF6x^z#_a)%3CEYCY3f3N&v@-H0&%)G^b=ql=05Js%b4o@TfUy&~lO z3&?7A^s0s+6*E}&f^lHGY@>=~WDa|0sq{A&>%Tl@ftCh3Nb^=*Tt2q&MEPzr^>r@JTg>o< zsGCG1PD1bvGHbR%AE*JQ3{!JFG6OPrvu=#E`btz^2_BN4MS2@>mRZ+`{T7RHn#_B_r!SmJ$U}yb^9ohw4tsQb?|d6 zUFMVs6g!bND}Nw`bfXC!wH>Zo81ucT_LE4iNSp)>D2TVb_fb${(&Ce3nd_4~9(`## zB*{p+^jX_R*jK}}FFH#eIc7or2fWO8Wsj69f=+C}*mYJ<#_mwT*yAPmSIxrZj)C3J zn>9*MdNyDbQshVZ8ixz}L&nN%#NY9u{(LqwnzwOJU;VUHn`l4m}GSFIPDLTdN*M}8Z1d{5=)&Kl-zH$*eLVIwh^*B%+ zN(wT)j(+T}5N;kLK%$fA6;_8cdxv)+i+?wd%q}bd@0~ft#^eSGte=UTD7*rVi7Z@H-$k|yWH~i>{U)}J6vzn0%b9S=V?dt5t>Y- z&b0%pErgG*=)_7lUG^i91|T!hZuGV2jynv)MGZk3Y8X{m_3t@gi%ihBc#XnD+ zA3Bu!UgfhU$BjEOha?yvI+W)YScJ{2V5h{c9&AhbTIbD6qyQz~SWKFx94}Pr3&q?E ziKV-`l@p$w(5m((0T}}0hzOk?*BO&>?^HGiiN_^^P=MokR%x&@LCCXKDc= zMl$BVX}<%;qRz>*YsZi90F(hO`CtG$k+!X8(cL~f60j=h@v!0yIsdT`dB$^url7#o zw!KywUT7G}u{FOXgV(2iHy##pe_hsNqr=X{VR8OV+#6tPeG#l}P0S9tjcsx(+`Bw( zrtd}l73_qhZ6wr1w{DiHNfwc=ZsO=ojojOL_rc9X*_+9qa-#WOH0q+K8R$?ks# z3DJvnyh_uW=VC}Xtuw8}1 z-NW0>pq{9QF8k6xXd`$!@`|)Dzv*5f zBt&+SC`87>Lca&icjko9?TUS!KMR@uHKvdkEjQ0UKe_clgqUZEAhLkp^{c|+&%SqG z789gwu&b2GZU&5+sL+h3waMu{d{M+2b4x+zRVco=qVXqIQ@=W5EFoLNTPcg;cK z4}`a@t63RZ!%ZbSe`bLil88^I9hLSmMg)20vS#oOwz`(=VqB;t4b+jduPbhD=q2A@NRI``M4M_Yd8TvDOUTmN{-hTlx|m zk1;^v-!yFS_4E|nh?3j>X2#6Me+Rr1gu5S5by97D!tgj#)PKH!LZnN*ZMScmF<$q7 z_)ncYR_?K^kKK&O^UohP_AXa1L5`9V9Q4Nstbe*%&sxGhZa-6E@?#PF^Q{YIGq*Y(d_xjN<=qih2&cmhVdQ8;}!Xb3| zYeoKST5Lk5R&U!oGs;d3#;OMxz4SLYKDMpRF&nJz<&4Io<9B)8E*jL5&vC-1M2w;~ zvs(?f6wJ)2+oAlHN2vowIKh~%rm*#H(qQ$SMQx`8qZz82&Kn>c%-_tLUHTTCpL|#= zZM;S}XumV8vArz1gcZf@lDDfE=jX2=P`8E#pAZc)hYV+tf2{Mt(y97l3V)6~`1fR$ z)AI;^i1C;AF(P#%D(~rsQ*d>k+3iHfD$3t?I0wFjZM3r*0)K>ITHKVGm|6K27O7Gaxb( zLohc~1z2Zn)1BXVYx3V$V@&ws4YAs_@;{fv|2wV~};-|+9>{(95o7v>lwP&YaJ_CL7v{dJCr9%i#Q?`T%| zG5h!DoltL0jDv>{kBGAM0T5;GM*xY8TwT+TwL@^#=I?pWn*G7FE&%9r)p%jMDiGZD z9Dpt1@z$01G@Ux%+YFHsO6%g{xkRUo8dM9%IiNA=0FbOZ zjx-aJi}GOGik+zkE=3RH_r%Q?u*r|sP-|*Szy^+KpyNCMtuA301U(6`aI(%H6m#|WTQN zxb81+(POEeSWDnYbb^|12n@g6mvsg;8=NRE;EM~OfR`j95UhKZbt<`ET**yyirhHKjnWq zq6kX8dICnEg;_quj#pV3?xtjf#t~FkZ@e#(LBdD7@;D-IRVs6zw^+X=5efHm!r(8p zV%qVo+c`T19@Ql0*OMb@IVyRzX-s9NElBre&?QZs4OnKY?tCFZYY{@F#{}}gkCDp- zSC=`lM}l))0K{tQWs4)it%rinFfVU=FO;cxUFEwuo@cHlI<>1{(sp!f`F56JGSG{( z898}4mVO!MyE~zl)4W>j)q}Ya;XhaHk3DdDVVIbT++qwtP=dp>{o_27b{~Hp=mc|{ z7Qe;f$$XQF>7SiXISWyjoa7#9nJCv!!8DxvO}Eb0n~V+wFR?k5HidgFW~-FiSK!~Q z7cn>`ACHdCl%Y}z=)bd9_Q!^2q#8nyY+jvlXfqopOVu#M$fwzDh>oB*;NARXYEvwG zEK%CN55PEte7DXVfu7XTR)sx}Ig5QZ7`uF6lO8`ebeC8WUxZ z*}XPYntM8;{VUpGelr>Rmd}*#A&hS+zvUSHYXuQK}moT1Y@3pLNx*ZC9n_cV8c-agZDK#4Py^M7 za*=_&*=ofP%9@*RprK3vf=_}Ih1-va|DJB;Nu5Wc;_+Cj(D=xT=wis<-w@&`hQM_v}V=Jx*F9=#gM;zdw77d+m5@BTUjnTqCSnT>wW&Z-Q^ohA$zw61EPDtZ7iA4 zsx1@9JeE{5Ef3pOOQvzVQuFl42SvppnFl-I*ua1J+K2%QZQaSq0Z^Vl-e)%8|5kv~ z{tfn02jdoHAvvHMJ#7WX`-pR8bLFjoNaDQ}U6PQUa6@rlk*FATC;DIAOt-JQ0d>a= z&Y4%1TWAg36x>k8WMOA-#cFMrL#v|9lXtmheC^f%mgOagnM9NJJx&AwV3ifrjUM!e z9X`FOC|lF?DuoIojs1jCGKz{YQAn0SnHi;Qsnj_d zYm^MKO|peCWQ(T`(qb9=H1QlM43el2zSmu+&ggrd=lc(w-^Odk=k=M--1l`~*Y#em zM`CPOD+G8~#lA!%a|a(`CmxK$Fpu?k>L?6$RcyjbvdX=GT_Jy>{Rb%v0SECbjHbj_ z{KWm2Sw7c{a68^)Dm1lcGtM%0fs?oPWm1V*P|=I|a|d!YK3-g;B)UbS-FR2Ob89x^ z_akNbj!$W7xVzpTq1$wPjTiWc)?cZ*+2ufNM&%FJ5#&f&e^oz=U;3`VHJBV zrTg@**7QIxW9z0(jZvZrj3%LMva}iVG@Z4^$y_=@{Wg9>8#}(qxlI-<@dcLJ#u6df z0P`7w{&ytkTPcxeW(PutY}0ocvim`^bmIoEw#f_WpV-NCs>5A+iiy}WgQj>;^`dyQ zd14Y;1URWktgc$x#du)e%Xhl(Xz%J6J2-mSH2hQWgt&ri(J9+yU|Il-3zt497K>)Ip!(8o0^ZbRyA#x<|Or-)y zkI7e=Dj*6=trco9JavqvR{%XKXe{#<}QR=<+t`yD^ zZ+?rSx<(RN%z+2`H;Eh1@BY$prHOh{u{p=OkO&i#J)U^iw&gp8LjLkRZxZHFO5o1y zOLx_Oil!x&o&OXKZQ&=t2Hp%ThZ~UK?3P+~u$&}hDL!hPxZ|L<22h~sgJUy*@{py| zM7>W_7kV(%w5TS|_8a~CCmPU{VCWw?6zypjIL!h!Lu2IpAIgmjW>xJK4>5>xF<46f z^4l)wuAS--PWG?der#+h5S?oICf_=&Fk1O+uky!&Fu81lc$6%g)1xNV-Hqf z>+=`I2ggnyt@G|njj09g;s%e>_g5rzTlx}lH{*cC)%8ZdfK-0r9Cw69W+~o$ee2pt zd&8&0aBe8X!dQYR*X##|ko}!(U$s>h99U5HcEF(R$0$>1kTQYUdwyc1arf*S=VB1k z3gB}~{5jy-t&!DN)JS@E7mVNsC3L1nBgxaiqk0WRRJ1Rm%*btzT`WdX1La)o9-HkM zbMPcvoVqUxEqc7JGsRlat2U;=>Uj-_Kl`MALY_&!w78bZ=DMhINTt?n zqVeZ)kLfB4q%p$}beAN2N*MY^mH1w^990?yZ68;p^mLuUF5sTijV$Y&}9q zad;f20@!7&EI%NyvB$wii2XctlR5u00Hn#gACKkX&Ag$CO!J{`%w|884~RK(76Ri4 zq@GN2+6?=)72cQmbUVeQ9WvAZNoFBmp6c+I#K7Y*wjP@QjZgbY`SEf<|&t2g0$}n zH6gcM6T1KpgPy=DbJBZvgbGvoyMTGLMyHtg9s!sMFgdW=y3C1g%Bmwmb>Uc_s5kOV zrS6hy3qKu3sD+mMj~*9?xzxq{>_{k|u4qOx1WuIC2p_S{R-FLb4#ME@L(h4 z;|Bi9TX!>B<#${F9%mIV3c#($BtofVZ_NmF*N=if4EY|2+sh*WW7OcvX3iUklu&(W#{}(Ge~`{p-F-P4GE;UxV_Q)O?<1u0uK^KU zPU4S)MbFo9D*(A{#n0PSX{)i*HJ)?6&8m?Hs^;c~*ZAUH(Vt30ayl=3FtOj~OUn1D z30t4^&SaTDrS>1%o#G21s>&GqcmayU{m@ac8A_`po%d;$m=o{gIYVa|RwWP@qe<8z zuYEL*4!_1$YR+1+4{Xy^P++0q9yPF)lC)lK$$8t-R3mpf=AlyL-#`GfzE?$T2QWAqcHr86_Sk)(ic45x4W z4Yay9f`Q;(w-^ek2Y!wA!839>AT4H(we|3?HUU;*1mqNQ=rvVyrX?{drIG_G-CMEA ze5H3F+d;&kTI4PUrtOtc%r%8P+U?vc8IFXjAwaqZq+-vCTwW^wX+NF|eWyrRWyX+J zU+)Y2Ds;u~R(D>ie5(;6Ns_xegprFH2cX{nnm}TQTR%n9ceLudv&>68po7o>dT%s+ z1#HXaCR`B|a%sv#?>jQ)2JugZ#h*3c^wKS$Cm|E4SWB@{N7}+Aerb#uB(M*4*q>n! zf!ld|{ugiXWpJzrn3L8QjT0RQqH+y{=o2oT;4Y&`OEyVnOpk-P$-*^X6b~c@*iae_ z%wRZQHzBATS`5pWxSPuzi+e3GMS(TBnrp*OB`_+c=a#oLd_aZ*?~}(N9z;UDLM#XG zar;4A#u81N#)2e|2R$q8vwFd_D|p)rKY^efaST`+k<-f>XLpa`2qNlbLYggSd;qnn z&c6a;Y}*?`WV-C?<#NtCIb|QMjJ*cZ0@taW3`w;K5)lij$aD5il-$(e zwAto7=cB79%up+@imfY-A4b$FAY-axrkx!J{4#R0C4Uf>;M-J)Bk0HTMxU&}K7oyV zFc4Crj*kirm3dl~Xx2~yTEV<-e7cF?LIkpL}6vZx>-d0oe)fl|Y%XOX{@Z(cB zv}A`xC~HHkO-JX(lxsV)@_Fxx=dijgW7^xiZL5sqd83W*MFJR@_B$Oh@Dm&$Q#+WP zQpnd{iVpNUxxu+$=-K96O!W;z(-Mfy;ew~W6FT+Zm^DfW{0{IP{4p>wCvR{RZrSaF z3LZ9KESu?>tcC7aqa7%tT<5HZKz^eH`A_j})0~s2!6I)d_*X_8pnEvNT95t%*lCf# zKu9$ebCX}HcZE|k5VCfTTcH}YbWRu0iU{@AUg7$a12?T#agQJcGdM3Ly(Zlh<@vD z(@_2$zwibe)|TBHU;nA^(E{i%6_Rg3BGUFIQoukSsI&0s`&=4V&3g1Qk@E)9@~=CN zI%tle!Q+jtO=~%5RO1iLZDMvy0A5>%(lopa(<1hC8Q5*orpo> zEyOfCQUM=-s>Hof3XDYS{(~8oK`(T`CNZ_#NM%`1ezL6h*jt!T_?7qm`B@nV8karw z-fPu4c6@OO4E9=I;x;0XA`C|XaAry(;%AGg9KfbsGl&Bva!~%i+^fw)MNSSjLJ{i- zaQxS&EpaWuZz4U_4GzjwFrt9<&YnSM84)Fdw{BOErHzT4w_m3ti zI6m?RT0SZqD{YIAR@x)nHlZDgldE+i2tTZZBAbLVs`*ZY(kW<7bVO?bF@pTzi9iNX zVT=|g1=qJ|)@BcTf}!zmtf-fYrTUcH3ARVC5b3rOkFX z=os2QY?p$0T8Lwzi2fj^Hu|F8YS0VNffa+>vg@?kpy6o0YCQyi)YNc*?Ipz$36aoo zvA4beqyzSNxI=%`t2-?a;_(DC?;>SH8YG89cafu}bLh<)k5UQqF7>PzQ0h>IUhdA? zo7M^IT7^u=zr!iu%1Jp3TD1Wy>F+jLSRe+RP_k2LQs!(15$NVwB{D>-xK4}}!26U$^n-}Zj(Xe%nA(Ksp!xx;gBP%8*FbGli@ z;JGTvEHDt}4}m%;H{RJUzFZsfFC@EYgoZb_;dker=6!^8HV^~=;R=gpggu13UI7B& zt^yOL>XKuGPkB$3R9epABtz^T$qRj*+z0x8xyHWOQ1E2P?0yNSSJ=mnln_-A$d-dW zPferOU~smy7DzRomRE!z`^87%I^cCVI<>-M-=#XbNYa=drbHFWJXt&c(cXh4yy#MN z45O)kT-QwgB7z2ncLt*@uuqLJsH*i0Keb`@I=+h`a@wb%PDyeluY^{K=tQ4rC-g1V zX|k_;R0CiINVjL_+}lh7{wSKpi>AiCEBh3`bIPMb^&xhE6aFt#t+A*>`xqVLfSj<& zPH?WcF>!3gxY%^g2Vg=gf4W#N(!bbfRl!axnM+ZcWw-)cc^n z#Ku55Z&!pe&2r*ZgG?$3Vr?|EQ+Y)n@#I1h7((7c#LOyD4nTZ2f9;*DQX+Sj^OU#+ znoL{@&L~T727Fy=z^!gORI}koeuE|p0jw#3YYNW;&Yx<5fppPTwDsR2Faf+lEsO88 zQXw^h2rGFGFbJ_lV$)1Hv5Pq{bDF}subp`MIj*$^$XFa2bEf6f6Zm@Z<NbfgB>!x3?b+z2Jm^@f7u zi_%ushv(Bc7=EsMb8_HYq!LPkR@$3q@~FN?#;$H3;7Hm6Q;VsKcW4|&A}afho<&}O zPJ!LeTh%1USpDAIa#Ap#?mtbeRxgm39l;qf-`xW5gSI0H-~`qV^TYp5wwBqSCSpi^ zJpgB^lyQF(x8n-sL-z ztq95(QRk(LOZT34fv|b}>6LAX;%dE=p34g*^HyAcW2${^xE)P9KoYuz z=iBfb@HUOO2mTX%o4cnZvK1x;%jS#F11$5D>=T~7CJivajLqFY!*7a$>JvY>tgyeK z?;_a0IwfmYM^1SJ(~HDb-E2;h+ZPoEmfq8ySWdj_$5Az`Ha142|*!v`djXPA)oaICL)kZ2S zgHz?wwWB2^IS9rmZ3H3Q`Tbxp%&=g_H;)BV9nP@!wzf{SKAe_RF2a%-s}E1pHHLN= z?&LO0^GE9fsm=js;6OF3SKFZz+X^{XM4irz4PcJ>qX8`9>a}sIo|(xmD$36O6#Y{A z+3RY3r%sdRTQbGBTd_{Df;FN|FV(#O9pZ`om$UgA)hdGzw4)Nu$^6lJAD&>F@AF`1g0F?SqL5}B=DUH2H3Y=6O z);K$CXFu4CaH=G|wzKAduOdU(s=J)q?#1$McE-&8=4xi5dT8)~Rsni`Z|JNz>xq0D&{pWYB6_GXhz zcD9LI;WT-8ykI*7=T)T1&(MBcCbf5f1|gLQ-P@k-P#v{(<@I9;1)brW7(?R-C%RZu zyrhuV)E3@iAlQD2I2?crh#aeJaG(9V&Y4Gf-hk|OD2k?1?=#Y&*sTf`36{OpaX9pJ z#=5L+iqL~0o_u!mcqaJ^Kz>)Jd(WxrrdJx1mLKsSEm&jTpT=k%D$F)5L9Q%lG*I#} zXoW0iU@U@cv9Gs5o1b^*^^~bDbGW5}0ZewuGWJCN>2AYrtu*oFy>$qTEv_mM!9}j` zoBV~a&efJ8^%A^;je#0{y{~$#EZy}oe{y5K`4N9wlO8vWo$b}(!4R>^$=9~Kql51$ zrpvTQG=68Tp@a1c7>l&kStOLtZf*%QUj8h!VX5E5beP9PzWA&1{`*$}2}r6x-p}!# z_3-{W#ecl|58374T-FbfAl_z}b_&E7fxO_y6?H4jApz2&?(X|PJc^&c(&wXSmFH;t z{=dElrpWi8sV7C{=S%#2qg_a)=T|;4D)l2{`RmSRz0#C}$Nta5oOLjKZ>;|Ll>d2{ z|E$bedqyDL{b!s1T#^4AieNMSeasA;ajl~-5E2qvdTGpqEN(OR?SeU&xuQ#DbOVI` zd?6zzBg7n1z4HCC?WcQ~{XsJf#n literal 0 HcmV?d00001 diff --git a/slides/slide2_files/figure-revealjs/unnamed-chunk-7-1.png b/slides/slide2_files/figure-revealjs/unnamed-chunk-7-1.png new file mode 100644 index 0000000000000000000000000000000000000000..db224c37dbcff483ecd983dd9231e54d1588d931 GIT binary patch literal 79792 zcmeFabyU^q_Xc{vgCG`)fYOSHw5Wu%fs}v>inI!dNO#Av1qn%|1tg>t=@yX`5JbA9 zyF2gxIKqJVJAUt<_pX_>X4VI3_N=>pxItqo}qkaDTWu5b)=M8iXjAadPscVXA>T4Qnt6vp8heGkVxLi}YOL^^p zpnv)Y=A#u4Y9b;$_N;JvCFx$Rdf3>vqWM9unZ;8#>8yLnP)nfpu~VH(;o6LX2hI|G zjB596Usd|ZaQI%#urq6D(&bR}gX42w7errIlkFHxKlLHgGfgMEta-jCVAQ_1)nue~ zr+XTUl20o=E(>`)YxlQ~4@Er%1-zyo?Y{1|`^w7f>doYR42PmKKeussl(w+7ZYFhh zRckQ*vMA2emPhrmJf%lEG*K%gpA%Ia(PtNnchudU+fl%$8$jE!|5Gwb{$SAFvBb(( zFHSyH6Ja_2_W4Rd(^LFjx*0_@zR6gVD?evc9OIEPkrJ*LKWVye*$);SQbbyG3Ys3s zxP3Tbcc5)s+KexgvCoeuM8Vg(noXZ3uxWqzOth+*uDxTN4yBTr^~jiTT(Cg>noSmE zpK0`4?y5ZI$eLGLL~Rc&%|7y%7LHt4O6E`tAT+bT8nCNpFEy&YgNgN>^(-CrJ1K3Z zr)4hkce#otp3bH9klw+y8)4Pb=B@jB=FJ_avn(UdofG@6M+z3mM+fnvlJ&d zH<-NpvL}t_u(DtQ$xD|K;g1ikhDc7_B);HIyI0#*>1J3YA$i~3*L`p9zMlKuKGc@a zIKP5QmAki6JlI!t;#|Zk-PqT+`J;EQ(Pizjx4Ii+_I1Y{L%JFcadvT!2XmB1JiAUD zIvhsp!B8Tr@m!;dS7Hxmk*StHIpPS`C^$+l_i> zbCM_DKzwDHtjX$)rb+O2o+SppS;dqyd)s5TeO043tw%Mwyi_6w_liO700wP-BKYu9MX)3WosEqxG&;$q2=sbG@EZ2c= zMeWDIG4#F^UiN?8>z`kDMAaMo`B~O4f9(h@D&FIn>7n(n{P6=3YH|1f`C>nRBSZq8 z``XDDY!9%%AnwgvtgD13kbCBcN|QKNt%?1H!l)tc|6`?py#j`59}!Bvgks>wYLV zHp9be^%6U4IG2nVvn9QS7YTOJ2=c4ij(=|UZ80umH7aF{>>41%YBgS@V+4KGY;Upt z5RsU)Fe;$gOZz2uuXuxp&U>RGw*#xgy9YR;c+wfaoxpDI5<3YTB{QS;ubcOuKG2?l z_-QN~aSQ7b5qOajp?uA+&|?iV!p0CAx*{%p!oC#8S!q#h!=Vyb0|=%If@q1f)-OGMY5f`g^Z`>1%liL+1B+r;xsKJoLVVCY6@e79Ef#8DUUJZpvfLn2 z$uxJt*|xplBR&l!K9%X^TbVxmSF^9<7`{CfX@G6*HHj<-q9Z%D`@jzqy&zTq>KKiG%Gn4@elJK54`N78$PcHc9dpXfFkdS6ud<<%+f zK3fJoMI4;5h-pq&#O%^b~1bk%z2LPmr#$a=jG+bxLmyfugD^2GB9x}eY#eu2yR+-(&ua`JS|)Bn-|zN0Cw$6ZvgQF{JpJx zg6z3V6ZQ9E;<&6Sw|U9KomFMRup0SY%t%XSQTA*rg}*`0{PtO^YH^0o4O+q3AA9+X zzCq0A4vc&87c(9E@u?G{$8){ZmXz{kyH1L>r$(KH$@BaSNp4^ab^&%fvAapVRNqyL0gaYfMJQQACSys<~xP!xN zpk}Tqce$yrDb?VLS|Fc=>$W{SwDIXZelIz7t_PUaDu^uV$ps19bti|@VcSx4qbzME z1n;ptwfI&ATX zfT$Qu-Q*~Clu9Hf3peb^>i5I43^8(pN04j(61Fd{{i}+1;~HZ;#xKRU$yuT_wXMT@r%z9{*Q|Ii7Wr3BG#yy|9Gx{ z0QP@W#D7%8Cem9>Hbk&I#q3}9IwS?}PGt~PrO>J^%Z+!m8K(XFmltQ<1ZJC0S+zF&E`6^DD?b@X=rs(UjH}ZnOPXZXGi~2I7N(V0C%1HA4L|98T<`n2xY_llPsVPo}uyQ%Y@ty72VAHg^^#S8YLWHUts>w85TL6p%>5X(_ z&7~rTB~b-MRjR`)bC7m@{!H0DJet%dTTyG%QH zOQGoW!S$Q0eGu-3En_y2HvM;fXfL`_9ulygI__T}pEKc|=%Pux^%+ZH$K*$v`<}14 zS;%9&42x0f$Ut*N1@yqcK*yI;l`Q}3e%)xVmSlG+=WeqN!;==A?>fkFyWpamI_eMi z1tXVVq3m~Gzwbr7g{gkx)K=@kiz>^~e8UHzwcHTJ5wKO<;SOzPp1|~K#`TxqO-O0- zh2s&5+vd56lJD6E+dn5bEDs{h&_?UGom*FVKfE;quTkUrDo0UaOe)SWj6n0d-n>aq z$*xLmse`PuKQh?$_4y|$3zYcluCTUK1mWz^i*wkcg7fcV5ZLxhsyV$nrBx`jIw@4t z{_%mNs!?x6VCPP?xpSBNPBS8Y-1j|3zNGWO)~9+aAChCuUhcha$3#(V7+6gHoZ0MA z5<&K?v2*;ZOOqT9D@%RVZzOjeJV86tV$oJ_Js1}=7^<>+?K#$#)KSAe20;2%^r#4;3w$+tc4(qAD{J^{hm3;5C(+*1}c6N5VsQJ_OD}5*4 zxFqWVeC@+9t@{vF-tOJIjlN%#|LiTVddQiKT|fNZida`6m4jmX>dK;eP1Ke5*3$z$ znG*WB6Q#`W+w2!V7d#_YuT!yLwYnrq^1(f$-{VoPN`|SnV&Y$4i~Xc2S4)4+%cQhNa9L=8X z@Q`GCHkgoWPbHc>8ZWPAm)y70qES0Ce+Hg#wGhM|qzx@)4s)MqoLu{x(@lOz_dM7u z$m7b>@zlvK*XYVOuC=vXx9*J}?s^Ni(9pbT{`!`VxhrITvbQMY?1S6=)o+zK34dL4R34vf@9 z%U<&5Vue_p+I(*@o=lddR=g1)Iw^6Ot7tOg1%^9X~@F~AmA0EC+ z1FfTJ1*I?ry`6#y`FiyeI<_kyB1=1QWwZzM* za&t{_N~vjs@tK4cpW+32{o9uA1lUfL80GI^CFX)`NWJx?XfFtmJ7f6yTFKM-++(rnYQSmjs~W*6Y&zT8hXl%T+fxS4Y{Bara9-Z(&Z8tK znP9=}v8O!|p1uMD^UoN9o+gjx>SZMKTaz~XC|2-Ke!1FxPOq!@#ZMpWbQ5Z|{E}rg z*@5I@s0%*4uieMYikH`<`$6i*NHuqONa;38TNq`P9L|$6AtR}l_l?+?}!JEx> zhWO8F`eTV@C`|3nu3+!x1(T-b;u24W-kei57NZOKZM{J@Y>0BOIi2p}^WzVL(y62f z8*I${*<~Z8^;GZ84qwGFY|F9R=@uzCQ?Krv-xixb^u8V`ULd%!$7jzp&ecQ;dJoPs z2+fN-TkPoFbA3Y?-x~QsI*=WVl=Ao4wlrdq>mS3(&Oes7tz7caFr6EJqDHp1k*|um zc80catBeQ**G>I6SuC(_-GlnrOkOH7cc_ z@g-PDNHIe;qu;1@E9Tf>{85)M;nXrGCM;KKA^>e=A{>w##aHoMu+9iN>kDjoXY_;x^mdJ2lv#P_v6-YOO? z$wU&V-2qRit&b;KmHM!JO+lV{tvA&K_@jOVil8_ESe#f zAiCM|?~)`w>}slV75Sa_Ze*AZk|HU*|63%ts`UBu=f4D;Ih9y+!Jyb9+cQ0`3}kZZ z5Z3hs%Evbb#w`|cnpkWA!i~DCKif_+Hr)&b<7H6Su_&zOljU4aY|WZ$wHf`Ks9EMz zx($C1OQW<^SWPk#8yVF+TCr_zO{_53t9k0ZZ{5SGZTfIsyN-fq^n-Mwt}F@$s8|9(YS784GBuaX6G0{YehB7+Gz3-^8)6^eWo z(nlnhfGwW(bbB;`!<2uIVMM7y^*6GhIC*!tSsc6A$}|n0cI@lx^Uiq?)x*+eTWy^0 zNpT}`+z5Y{LA8ZyU-G)T<*;kKun^!CIj)Tn$+e}G-B7R7^Ea2mWz zwR;#)Px0XBQbXrMhZwt>2NuPbXx zeJH^!yoReYTgGv6_-C+TAv!WhkwBEf*+Fq0aqlOT#$uDk`iqFdT9PgOsQhXnch0`x zxdH~`=@}Llg~X#lVEmTd-trv~$(?l8`pu-<qD(l*oODbsUrkoh@{kRX}IXmXwEAYZvXR;bD( z7h<|!@pbtfJxz=5R>TUu~Ipz(Cn&UF7Q!?Y@MKomJCG}#J(@)w@h0%P5lFivX*tnE2T~wEh z>L%9dHjESLT^lDw9N$xbY10-*GU;||DrE*(c04nxRnSVdoU7m)ZSKg)v0J=26aPcS zyy4Af^+uZ_i`>PQdYHR$&Y1!I`0qxpE{a@Wici z&K7&Psp~74p%8c`$)0^WXL;Cw%x)5ZS|?bf3oH&-q7M1#yO(X}emogR7%cdy1A7JM zZrXxeTBH|I`w~%F04j{q$G$d6Xph~Fr+UEJ`4Tf#0U+0=0cX?sU0#j#VW2|DD*>j3 zr*y7Q4eSP$9!*b6Nlx-PF3yh9s4X_u5q>mM8ab`nHtS`ws%kS#5*ci7J))9>__5l` zgm2u!+b;tHF$u1f_A?*icw5h64c2n;!YZF=d`tBbh67nuv(m=yc4cH_a0O;Tp>U8( z_Xed|%@vM&HBsl%nrk^4rygnYTY}J;ZC=;H<~wI#8`#ZOxQL>xpwf?@ z4~BtdY(Mx`1b9i-Q~kVH?+zD(yh9$iR`HkZmDsHY9T$qCbK@%{Z4*m07aCkz+(-T9V`{e8Xx zGwc^+Pllbw;Y957e|j+e?kRS)oPWxvfv7M=tH+%u8W$fns=xJwL~wYaJ7=A&{_`8g9S~zfg%z}aMG3r&JBJT}<S6Us0y!@Pz(UiB%1vm+a?gpK+A>1R zQ)vqWG3x$$DU6M)Q{QBYlC-~(>zseGhxK8;%OjyUjk9A=vK$mzsB*gvOt?$thq1YE zPiZHZkKsz>!?0ot0x-ufhY4@RSsMGa*VpvR{Wid<-T7@p?dku51z&ZqEgO2=8hc+1An+sl@4-QrQ=EA0uabf0VKZSnUYwa@#;ec55-zq^g zlQ?ZOY7Q7byNZ#-GB#)ZmW=KJot*%|>KeZn<~H!z)un1!EFsS?@Qr>N zm$6P#Itq*I0JseEUW+1@$P6XmFw*Z5dXU7kqL!8>E6MaylioMn@&7E&5Ga?lxG^8ykx8*9|Z#JS3HJBmy!B)FiBL z8~)%s>i`zqj-DV^NFeSZ+iJ~uH);W=jQ+X=wJLK-3aC>{hD)h?oBcEkp6+}9nN;aC zbp~)uFQLTkOdt;;RUszb?YDmej5$Ku3{IUMKqN5>@`U2q~TZ z%YRAVrZ1726lgA|5SUq%Pim>Y7>!Cx9>u9B)TKt{Lea-+=lz#v1n(s23xBbW-ime8{;VW`akvD@1Lbagw>sO+^ z0#lc-#MN9RUAc1@>}02-KYpgvEVl|U=ym@3g%jOn&MAMhyZs2IvzNCoB%lEbApaO| zrdJm2|Ik&9tp9 zw~Yho7!h^-Uf6ugrv?s-7Bl(i^Un8D+w5(A!s=w;;YszH{%R^<&PW5pm4Bl6Na_&B zSBK>~2dd6O7v{IzZODk8pKk|}BB0%KLS9X&_;zVlr7>6!>DY7J{TdRw071DE2qrgQ zRqN=eAU&juJ1*}qEuUT_q_v37dvzacsKQ7PLk^$@x);H&^i(ufT`zdLy<~6aIpVx% zIn-=gGD5xb#9{79#GCvDfX5xDg6A)3SP-ZgeI_x2&V1o3t)N4}%R^e~rCyBbofcqH z^;W%sCVx2!fxt8gnC=JF9pOn~eD^-j=8hLqJjyc%=7-*`qP1!f`u^QBtV$`dM0?nk z(@vx&BtPOCNeeTqGt_ajXkNfeyuA9EOzjJmWf`24guC3lXRBmk15`pw5FWL_H#8?{ zpvv()Cgl{D+M3ZNl05aar<|*a1sTHj=uL`v*+L&6aIz6AL`PvH4v3vZRnUGY;?i=v z+X`J3lXxIm8!!!g582bZJeto8GD8=K6Pco%rn-Zji$;T2HlTQj%UZuJ0u4}z6jSv^ zMN|~~>PS#p_$v1E-5lma^?fzbX1+quh032Df?Cd{?H1N8g?|09uNmm1>J0sA8JOxt zX!CKX)e3jAXA!MVu&-XV6f*QYFA*OE6P_IQOLN8fEj~WFL*HbC1R`XDsWXRDlq8=- zV=n_jj-UsaL!D1@BEaCnjP~$EH@m}`#7dxG_qz$q+<*~q21IKTyx81Jh%q2t&`Zix^sucmGGU!FAp(5>-3a%b#0 zo9Z|%YDCyp?O)N&pHLIV7-ka7qP1DDhkw%$z}?%%?fx?8S;}}>t>WYJ-w|j{L|ze% z1Erhb!rf+o3geI|i|*s?425*YaWl`6r!V9|N157+@h(c9cU(rwn{Lv01qmUG_+7n% zv+3qtjLX-cVfV)3x8pf52Mr#ea)f_1NIHw|#-&X>RBHM`d&ZG3uTTp);r@$W3vBly3Yq76yM3bNw?MOF#n6ZtdS?L>M2u0j1V!RyHYsV|b=(WVtim57GEa`mj6${ZkRd%-ayw z#({_OqU5&mtx7ZM47HgZp`T^mtdzhg5~o4Ot<1RO)SWL+)s_e3jh4oXd^PzWYS;l|?fL(q_sRx?S}A5HToZ?k?H!1JC@k>00W| zOrdjqb5$qIN{IAgG_!}qJ&%0`6IQO}*nM$>8(|dTd>3y2Wn_{c2J&SshfKbyAZ5O? z<&Q^FlE3v`gv)niO;t;3X7_ZL`4$D7F)8JZ*hC&&E(6ady|Y?CEb|=lUc%i`7-!G@ z3^`I+?!#{|@}4*l$%4lhyY;t9irk+%qAaP1&Bi~IiO!C+P`H6$>FLn;SJKT+emMqL zz-ESJ@y#DpNxv@f9nLl2`SFn0$#rfz!GQ{}7W)?bnSA7gMzMRM>b)7J2+THoAG1rF z&e#a?fqC=6SIf}fjqQ7im>vXurLFHH5;C9b$vu;?m#5t^G}1tC$g+ZABdm>sV|nT( zcmDL>ry#ZIx%XQ$A%qlt@%h1hNM+UZhT3N6y(UGO@Fw>nI*d}SObCHSWI7$v<5QOU zZD6~`DesN1s-lnNFkt2Y`-OhZLuIs^E-|(WTQt42U*b_VQVCmEB>vWAluO8~%UzkS zH^^P)TEI8@ZBUr~Ud(VZx@Vv4N4n%g zfq8l=IjhT~MSG#SpAyt#xydr_K0@qAY_`q8;Zh(kr$qr&(#D*dVZtVao42mLIyQNcd? zL8nbiEF4mchC<^*8t5(5YhxA0J%g8y?m5%tUVq15k8s!Y^z@5mhJoC9|J-Llkh2Fl ztjzO30j%RvJiT#ILR9bunx>nWmdfB7#7H=KPQ}Ni4-KlhzA!gqs!>>o7t4FKey3W- zv@k*f z=GcT7NG*LkRo-B=b|Slt0}_ar_Vye*b{$(kkSK};G7NK182A7p!m5X=SIH>p{MKu4 z{K{7jFnY5zq?=;|&9XuWUAI$P%$15>m}6yhghM*`4S6 z?mUNvq~PN{REm~$qe%5tJ9=`fym1r6;d+BqYRJhW@T;v})P?IZzCV^Z!ik`33mmG^ z{tL178D8%8UZssYy!Cow*Wnn5|8HF@Z}q(e&Da&W!B0gr1VnEgX{m7fpPqgpefdDR za~>W$Vd(wixTVwgo$xX(UmRn)A7UwjenTK3>(%-q6j!3|E8jzE+EKyD6;JmA7os@HI8yc98kgr{K!w;?B>gU&pB5*I^P({e_`?_rY z#@63>%^-}+GZiEoPk@6a5=LS9PrjTZ+VG{|xH8w@?*A}I_;EZ=bG!;)^p&v3m2Uw` zy%1WN`!qNX{b--ZyD21+?|turHi_rCM}*=*{8q6EFJB&<2Q7JbLhg#hT#oj)V`nVK zLPTSqJ|(aMrwRx5oq90}>*M`=cwBK>*?<`I)hCx0C!qCJf>hA&-@n&?ayK+ZE!Vy} z$IhnY)v3s)951eT<@6)L_6yP8LoK-uxk}%Pi^UFc>j#(#rc&wh95IBumZs=6@!yv6 zJH5kXF9{R&#UT%ef+0~wa=y>u-|w;{0vB-n>D z&4)cW)Cdw)cact}V&jS#g#)L?sXn0M<8JsP$ijBicOrs;VmO9hL9@Ze?xg`)oK%z`>S*;-^Je)vBAM zzy5ugl8Pd?V)8xugzOnVrI(O$OQ5uDzh1QcZ$>~%bR74rH%idB>nTvFW##c^gS96$ ziiuKrBe_5;Pp{pW6s^P~;Be{Eb0sQ@zdoNZEdlx(t|heFji(2$ai;=@ZFA}SP%Z6l z3SK-@c;}WQ%4vol>2?g)I`009B@+qLK0x1R!pSo3me?DyeK)yf%^8I&x%PH$hD|AY zlTl%~Slr;BZ79Br36VgFii&1hc^|)WZmKN!4Xm~Yv@la;DR~U@^!)#ahaf^8BH;A6 zV(bl$T#CZapREEqq3=L#CbuDWY<1b6Yjuc~NNz_vNF>v(^coUHz?wU*_f8cSx=?gO zPhJ1kvcN$7u!ip6FZ3AMB{ra6nlx2%Y!yzQ9jxroYxx0O-r}TJ!NtE?r0xFVj&D~E znO;se?&hz^(kR&SiP9pAK@Pkg&DO2-=jqQy2rl-NnzTZ zU~6d*pglmG%Uub`UJ@*P83geQ%u5KCIiKVTTPr&oy3Tr>LAda%*i@+ zKA_4ipCW2J{JSAJenNJ>R)^-qO-GHAj&##;Clcmx-TS$_*1V?)%UnE|g z3|{pD^{;io-S2O`LG=46EQoNEi_v|Xc(ohIZ}4?>dN=4TvVfpBIl`rO z`T@6o^YO`^a!*j09;5gGlyRc<^gYI_;bMt;^*{Xc0AMm99?WA|9WFireIJ_|Spyw4)tpxH3>F(?jVM&zbx|C@9i=xKTltcu=nTz~ z_Wh0%XsvK;6so&A(FH*g-b^Kvl|lw~fr565q^ycZp@vV1pyacjit4L_U==Qm!M&Pv z_exd4d;4qAS4I3zYv1P6rX(VhV%X$tI8V^=Dw#c(!&e`rL*QTKvV6GF&VH_?JsCkX z+VFN91Zi=QIP8}n|IN;5@i4&jMZBv^Ratr3uO!1m_?sPK#)t@>F@}8VjP79C{8p=k zh#!s<*Sx(}HvSU5(OQ091Ji{khGH=IM7??EW6`G30T8u#%*!=Pyf z8kf79e23tnOCC_Z9rekG{?PUFRy!nkxx*dBWfDrV$v}xn5hle8oFZ~w5sZ!nB(q{B zl(<_`lcNC6{=Av2yPGlV!z5uJ76lCm2Kx^k>Yp^bQxTwm;2jA_dA6<}FG-5<5% zW?S=bi%Fn>qk?~fIL&WYiqc8V(xafDdvV&JwRz-qlIZUyiGz_vg$8%(X8~|&)~BE0*!0rw)VOfSq7N{FrJ!uz zdj?QY72{-gnU)K6ZSM5(Ef4L^fq;BL$c9VPb!yb|_Cxg?ZoF}6fcooZR4HViZMH7= zV;IQvWnh9`5OqC)HNEUgBQ(Mpbj;pt7-Wg~k}FH|*(tC0|7K7)=xR~g^Tc`mCeH%! zHh(Wq9s?5wWibgkObJ;NPN3_RxSpWO`eYB4M_L*WBgiNEOslS3xgsbf z!xDOs(c%PT?Y7zMC+HO!TF?YlM_r*C+_^apAbz(*S-aap%ylfgHG1VY(j*8x-KozUEH%mcvDc2XcoI4Hil+{7zP(l1IDSM z$twfS$PUycu!C-B!f)w23aP4~OjMx5n0cM}&9?tw4Fsl`5Gou>GBO4vU+$vfl>xRye^Mhe&e?dhQa;=@JM#uIQRbQ-+_ z3FjO17&HpHLCt(pdZkcE9Dgsh7c^i*r2~0M)IM8mHK^a7oVFc(|0GUqn7t4HhlH0l zGehHw3EnV_;hwv)z}&FRILrf?3?b4PId9Qyibxw0=DNwazs5c5ixRY7O3MQAM@c9Z zkD)L~RJz`;!UVxd{bn9F>$qY+&KMYH6OEAaKL)zu_t5dY28O}kIFJMI+UhrewI#42 zw?*F<{u+l9JGcU~ZWW)TiBq7aezAv&SFGntkkv3uGK-s43cA^>Cc4|%EoXf2!G5Obvc72|HNAglf-$8Iu62lTyX zfDzFN=&_fA>_{VS+@Dp6%MF>(a1jl>J~iA_$2w2Z)(4{m-oQcd+MoKd2uvQ}7Pedd z_jn5z)^0PVx%wh~6pF4A?;X@fT>${;tV;m!s@%ovPK{rUBXRqsh=hUgaM9!t# zm$C|RI?;aFI+d5}w~)E@e=)*D1aHw}kWTo&AXPmH^Yy7H8Rhp@lXn_&9UMBC293aB z!+}nro_@w01VYRL|JqLATCHlXY);}EpL)#>G?Iib(>rqO*0=xQy!(~bEhC%+K(?f! zre3OEQ>~6&M=8^_w?|u(s9{vBKFoD9_W#X7fBr9R7#>u%wvfZP*;N)(FFf0?Z`R61 z%BI{Gr|8FRFp?~2)D1&Z0hZsaFX7fdc=*>V5}=TpD4546-z64MzkX9I*X`T4V>$18 zj+A*b`_{zBvuh_8nY&V+35PR@^`}K$DUF)$Y_11?M}^3f5}=Xm(g@i%m&bzA4Y@8U zyDCB%QD=sRh8_j7j(WP43E*}_{%r`4l9H{5=+9c;b_0z& zqZpht0i~ev%92&;z|}Vr>3SdjzB}MOusdZwtb=#V`@SAd)ia>jNy;*IofQTHC*g|5 z5V^%;3Ys$Vs9pXCimY0JHi|eegLD*XLl63<_v%lETCCXJKSWgVQKNKpj9K_=Z>18eZ9F@{=>fD z3e!gI&x2GnOG_bOodgbwa4I?z*JsW8zMjo}qj);S^`x{iQkaNGhDv7z7yaEsFYbVv zehwVcgWqZ*O@UPouOXKh-b_{W5P5 z+mxs~z%lDb)pBg9r~fBz#+^Ql?`H23z&>|qf0lt3x@C_Iv`sXC!>EpsqG0alGaHa= zNHqvn@}Ju+wM(m{V>yx2C`-SESEuV;YJV8rkt1C&t?+d3|B@6!&{iD<__^n{R7C{0-1xo|6)k zqThuk8?>p~ugq&P-gtM@>2ZesC^Y9{wZl$9v7_4r_G!~%u{fNnG>F><(i_#;-(mHp z4Dydjp`DN-nB*NiYogiU_4!JN6*|s)HSUlc6yqUdU44IB#A>ENOB0a71Q0`t(~QfW zrf9h7A!lnd@=K&B0a2Bm1%V+wtDuZxS; ze5>H9NNleLMja-NKX@yrP<&ES9=J-D25DOp7!T^*3{rka5%Gkmzy?O?5VIkqBZYM1 zH&7r;>gvXFGRr{JpifsYJDHLiAP|OzDB1-BlHOsWZW1svZ+GTas6G}f zOuG80;$^YbWY2Ve0q?ab;9%`|eI9Js9Rhp|Ofr{&j)ei(Gm>n~No__z+905#n}9Pj z#Gq#L7`elD2@QYQg1)oJ%@-K>l8m#o5JEM|>+gJQ;rI`_5bhfD!CEP(dGt)Hco(a|XXEyDUBv&owK4J> zErz1ts45P|J?dC)#yQSsHKAbz9R{eP0-Wm9htt(aSG!@0znfpU%??s54Ta zns!HV$4?J8$-}05>e`w=e4H2Tu)+u>ZgSw#_n0<_Oi8*8SD~n+CO@dW1*zlE5_#-s zudlxWvV9j&_$tF09ykc2UlXe!3zZo?9^nCZz{}QO2g&aMca$jTI94x?hkJ-6geIpp zK~2qmXdBz%^EFz^9jSpuW5nqV3e(7s3d z9Nn+czNMRJ%>!<<<;`~8o&(iF z7YtzvQdOS)m2-%Ka2Hw^U;y&c2WR76RjMJuBV1^0{}OA7hKUflkp zC$y`NDga02R}oS2b0m8MgPAXRvpLPkRb>o@xR{_CGiRa3;ELXaKic7H)&qac#Daws zv+fYTER#SB6C#6>3E;UhlGeFL$IC!5NX%f+FYdQi<165cZ|0XX#!K$L)W?PL#7JYx!1f6l%MIF`<}VZu z{B7%-yyh0|t2@zVxKM`XRDaNtNjLm)&M&xfZeO1GHodkS6>`pdNBPW$#4?=q&`WIZ zbQ?~dF>H6F>#f>roVzfT|Q=;YNRop`(IMgQsyhv@8CA!QKKUV8(k_Md;;yVQWHLa3a?r zeK@GfwUF-MujKYH!tq;)+O-MMFJEi+2F36KZ_^oQHqawl#CK76?akKibzhA3IB^~{ z1iWA}l0%^f=Asn`1Eu}Bq|8T}8R0K;h^Oc+xxzswC5UKg-@bk0*Yw+fXk`Lo))eV# zIPBDI$@pF+%R^OJRk3f^uNTI>NDEA?>+EM54yw_kIC?vjbM0HM+jthPJk>T<19HqUJ>gJbn&pX3 zqQ4w<`LNQk6!{`uM2VI5gWtlK@bMktL5Fs~i=hIL*XO4pE(zgZ6N;#6nC1@8)YSt6 zR)wRdl&nA?3_5@M@L+ zSU_X44qxMrK$mD3;&m-Ny0(Ms%k$$nG}3Mc?$HI^KXv6dWbVlCAlIS(L8EuRgf6F` z2(|)QI{(aomFa<#c$g`o?B12q&xWVdn8E~*g7nqbO z;(Ozko019SKs~LB%an*CC~BYI^^e=JJ(R`$fH~ zy)paAsPGU@qTm|;#XJLCP;9z|y@wd2FWR|o2?UyKOyGFezi?@(8gTiE+L%1Bph&~O(D{ArATOH zpP!iWW-=I(dOr)&xh(hR&K&O}zXB=IG{(d_44UNBhs9Ag?w5ZsV1O|%0nuW&*c4PG zZ>(H~YIu#InC!2O^KXVT;zEUjdGCou%GDh;2Rz;FDI+M(ieCH`Ss)?8PSYa?UsMWI z&*DJKnnVg$_M9v&%z^^*djOD`b0t~SH$j;o{)YGadIc>WZu>nd5$yX}7oIULaLI<8 za23oL`qtc2l;S&gw1*$jU6gGHEu6;@5vTC}0}DT5>>USdPP>ZpnSeuR*F?RTo{XYt z4dgYGFfG?-g%V>w1qCyNF`~d)c34@2#0WoJ|BHCUpbiv!GPw1z@I%3q+QKJAAPu1y z%4Ge;8+!=Ya8xqogLSfTzUo&s1OWN1-NJHr_D17Ycw~V*GK0!$-LvSztPe{G*GDh1 zUk=GzWm0w%LuDGh`=NzHB?aiWO+rH>yi$vte#A9nwjFRLyn0%~Ks`N~EFA?Ls4_^}q!xC(MLK^w z?lUx^m4Q01xxj(*RP%hsU1C-X{gJYIgOU$m%t(nzKAvR(#8!xCAyg;(%CEde zJBDYfKuGl_-LxO{z$to(+z~*8lv|I!=6=cvsdJ3|IW;enAskXvg7D{%uif|4OB|)h zgu-K@N|dGqB3)1fW1*)2&X&T1zyzm_>|QCHv^FviTB{veE3lsXsTT(^_Qzj;t2@R9 z#iMM86g8bY8!m5hD~tjjfo{jUi|9!6YCt+=Q2Z|==3+@E^xfp%@_33`LL|UgXe%5v z$c+9cJJFWoT7L>T#tKKIF~j3~LgElZhz*dBRL3fu(yj`9g#7U(Z9$nd^iwCN{mZ-# zD_NXOJdpirZfJc$BsX46*O-)#r&Va6p`A;g@$i|wUSpCt;4bzIFSpj0H$ZQo{WS#V zn*f8lDCh6>n)D8|3NFw1qd|O2XnGR|`c$Zi2qlRrLO+S*7GE}cYIPx2;X~}+Y8bk@ zXZJFWPS-S0g_V~z!~SIpU?&|@SNpF$38AvQFt^1~{sUnuk*Z1E?qG1wP4quOuYDD1 zpB+Q=H@gm%nF5?aaTuwRP z|1FC^L}5lkxB(sEl&i7BF-Q3X)#35yUW~GZ2v=1t+wRIYLbOZ{9aPS9%K*x2@#}d* z8M8|v8~><}hUs%UUi#C&7-I%BINxCiN=X-2B1lI8g`YI-yF5Qp#;ytcaP9Hh8rNGw zYb(~yj)A(V6m-3@4L@rM;C9J;j!gP;8Lb5r%vX}JwlQI$mn~2eQD0HB9TyS3c-R_k ze(mmr1vIItGvNRaYByfMn#VD)tP;?-`DTV5hNrJSJ#BI|2AIC1aknY{$r-_D0OV{y zs&GoI923MyYsSici&yw?49bVK8{*{d>|5xEK5DENv%K`_ex;b}tkEi&DPAlJ)qaAx zFcp?~>(ln!*$2ey8Ia(iE5b1Oa~rTJB&O|EY)v z5vL2~nX7PUXZw{=ozK&Qb#K6XRNE{E8{Zy4=c}}X>zW4$*KtMs^K$N_7#L4&q@MSm zvIR=;1z;@txI4cV6HR0&*A7sAKM4svoOkj9#`noT2XX27c@wl|n8jSNA^$gPK1@JX zXj&Ui6-+&9a%WawCqD&(3R2UCTLDy*O#=pBHPXHU$VeE}IAOb*YS>M%6zu3)Z+y)2XTq8S;VFqBu}# zUBDEZ?|mb%_EV0+2X~}tU477=A9F3{7#uk;+o!Fp9Ppf4KoL$>I1B+JNr2u}`t>9b zDiUx$T$it!{rJ-a5?)rB*XJH(jfCyT815J2CCMbNiyx%?6*tGO-Gs~-Dtnaon(4#c z>kX8#C&F-|lO}NTf=_CzKEYXT!5L|3Bf*8ysJwB!oTKN`^S>u2x`o`{l|gyK_F(8 zj($^0T-Z3lV_^wgFiW4^6kJcGr{8{%IKZx|498{ALNiIS{{(OrtsX&6X7W(1f4L|jLYbgz?=P9J0Vhh7f>d%{z~?n^4GGf*po1(scIX7^M#d|M9vG}V zgooom7$D@JYFZ9Dp(06WY1GLg5`rN61#K(%Q<>0C%h#cRK0fUUJWv+)+${=l?Y-Me zu-5uK%N+86Jb(!_6LdI32aXx7m1!8Ff5alo2I<|T3TcL~k?5XN%HAgFb^I{YvYsCF zk_+^LXZI0Y#0iWqEeVxPl_eUB%!5)lt|}XuMo%nJ6UaSgiwFiYn)7Cco0c2sZ__z~ z04P!>*!*;8#X%ELX^5)-T$DRAem_q0r%y@f&b+l>;zN!f##J<%^z@Tqxp4$=764B!F@;&!_bLrK|TJj&# zg-1z$x!%K6VPnava1p4vzE#t>imY1_!7ikRE;?o2Uo8T8*1)B9pfx+Q?}@p&)3Fd< z(>_`#kW(U1-ydRJm!NcZw7^lJF#{`ZwIHt@s2Q-{h7T)6(C3#6&oIphohX{Xt0@qA z$Ng-Ix8n|!&ib}$Ugaw6#ysbw6)LQ>~q?iRJX>Xh4EL)^)epJ-) zD)yf}e27*Gg91SSNu`7MwWX57WYMhvrEBGX_4UoN9GVJ)bukAj9d)OBx&2j_i z4Z(LZyYki1OSB<6nl#XuL;?u_63OXZyootL_f5bdVBw8E+X=!&ZbD~J`%Lrj4HpsI zdY6a0(YVsIK-O17Ys?BVRdq9W_Qzc(+V{fHGK+2K>FDU#FCW=&09ALb9VP>R-8S;b=45)r0$9Sjp`b~YmG7F{FfxsZ9 z8=kotu0t?4-vt36MUVm_Zst>66 z@*L#6C+BzD@WfhxZn^6u7yFyClywj~(N|EE&sVRwhKA6^OAq)fv(L4A-V{~z|=J09!) zeIJh~>TYQ$QpyTR0~N*9vR8;QQfb&LG>xmBmCUS2Mu@VbLfvNF$;ilvjFOcG8R2_8 zaf$9e_vic1@A3QR`~K&?-ny>W>p9PHoX2^d3CB~qdro5+$DLR;meZ(Qq+V@iq7R+V zbMm-kb<$;NgNa2}WH{|-*tfgAKuYPmMx1teH&XzF_WId|EIKlt0B4E@GVMCGL7_5! z&hv@Q3pI!Q0Gnx=L(~b%-Ou7%LtSOrT(BTt!uosb-h2a=`E(3HtoLBg{6rpf7?)|s zqNh7P!DshGN!8M#!^smj(v+Ei&IFy;$v$=Pw4qR*etoazb!Ur86Y%-}IA0kD(J zYBX(Z*7F!J63FB9%+iebdrcgxIq8|g*Qg?8#vi6ktJ`^EN7tfqP1wpud48~Gbxg`$ zhe+w$_|D|3Y;uvB`3sS=poe9d;+dVf?&fz8Y7q_p(E0PtBqJ!3!duA}Y(+imAF#Wm zXZMeew_F*$UG{3lG537tdz5S!3Sv>sD74y}nExaO_S{z(MS&|R3i*r#A6qP-VY${E#&?|U zeOnGgC>VwZPMKHB-s*lo@wRfF?!_N%pSF%)9EJcVhu-i_zRMBNy=OwAZz_`gyH}j= z-f_2AqxK`+9rsxsqLXPwcAcko(bIDvF(Bwu% z0@8V+$jx68QhXCsBbM2uq((*dMN}eqA+yq+8w^*aClc=y-aY9p-Zig~u&{=2b*_28 zd)u$@DAO{k6C21M8^6CI#YF^RU5QB-`3Z-hfPx}&`Zkoz>pd?-7!9oj+m$F$8cXSd zJl%)vU8kj5V8=4k`=-o0nfWD|Mx z?UuVa#l$qh!dp!YJTz8*K`d|8J3A{9k7g*|ERx?nA=>9tvNbplv19|qUZivj9m?yH zKd`{tCYc4$l8X~SrRI~`!@-sEZe-A&Qx*FE~#0q!4-_Nmn<5(TXQ`u z>naqN7(}Gpz?RqL-?Fp+aK$PVr@om zla18pGhaHW)pM#BAxdswMUwiu5CsQVvQKQEWdHv5<^m?FlkBv4h={-n_*~FKirNs4 zb2ytqYm63f`8|~hGsa50|ED0Zk6y(6m zS2L9YctR3vyv*)$4aI0ZSVtoCsY*ZHfo>IETflV`VL`RK(r$gmnOshkYs@5q{6%nV zKr`q*LlPcHGY=-*@;+nR>Jv{lL<23!%P)pJ{(Us#D+0<&K{o@b_anr*PPg0mPMMu@ zfQX!pSrG(=9x4$j_)DCM@2E{zuZY(Z?5s)qaW;ro4>rl12ZJKg@Hh4>d>!qBnBe}8 z9AKy$vIM~KzavN#Qoe8z!Mu;&Vpyx6`NWp%HLxfy!iLBYJ4pnE|0Ckuh##w>+-B+F7X{bFo zxLsz~=eJ2RsF>juc?)F9#K`prlMQbgZhQKS$Ku_Siu+7}W^SU^ivlp7QX6;6ZTl_O zRwo{F=@GxV_2hAW*kz)db~jeKTH3r1m~ircU-S$5gw+`kDg>J5)iB;ocAwt~p%Q&h z)yKF-5)E9n>&oelfDHy$L<1B~8Sd1Q`5LJy^8TK>WIb%aXwhR?yAaCcxWKI#z!0yW zwT@7+5i5=0SN{17cjYExhItm%!w!AjhueQtBWBhDRK0M;gRIzt4*kav3b+A;Sm>=? z$8Wb`^8W>wxuBRoRO|l!_xldWdNU4@@unP`-dfZ zAA4b%N``p-3(%c35>62Y&_Gc=`S`qC!gxh4>c_nyYM0%Y4kJ0arG$9PHzBYI*WFVo z>?rc9Mm@c_dNB3!xn>}~K3|d^QqUK7C!+tt?8O4ypp+%6Sb^ZQ2Ko4DLEtG>d?9us z3H7M6)rfoKjYnbrcoNm<4{ZEu3;kEdNxVD~;(pe#%qkZ1zAOr`Ad4ff4NQMsl(9Nbz)LQ+E#^VO6kkA#;H77cL|t?!BYd;_!L zytvqKC@Qh2e;2emka<4+37khYSS%%?mjgvjd{1xwg=YPJ(BZOQV%TUi%h2NbTn?Xh zh3nU@c@SR5@))^>93IfMNVbN*q`i1yea`xA($lC6)c1d1b#eHVksZ0mG3`8<8mUna zZ`{a&)!7d_qiOTd*X=+~0k^M<(@y!SaQ?!7Fn1|=vu~Z){Igh#PiC6QkFU73M}%!h zpj7XRI;xu%D8uJDN2jNyTgk5?bReev8mb2!uz7Jt&!V<+Bltf0^HS_*RT;A8I$tBXmtUinvV}*NKn+ z_;aCBs22{(HD3FkQ~QPndLkhI)gD>C7x|l1&wI6@gQ3_c49?I&0wMg7Q}F8m(5>^h z!`wietRV5^N9917h^PH9 zi-@o5OR~>9pP|+Q&8PYIC%RQ0cho5oLZK#>X9dA5FHJSmv3PussJV^04Ok}@R#v}N zL!_qWl^{Q_|JWBNM~0oqq+4F%L^s{DW)A_%Jl@m8{wsJW+3H;Zw*Kpf-%cL+_hFh? zc}q>s=7rgidkGb-Hok6#SPQ3<^y259fu`7@O9{MrW!_5jZ%hHdyu)Ac>G&r~=&VcU z=^ufoKB5=({Rp8ZqdSj_f9@@RPGR zTAfd7x9IFMFiDcGB>ysDC&{z1IZ&Ngnfe(lj~+dmEyZj@)H10M9Raju89hSEH&=aZ z3IDah|N7MMgtFx0t{Iv+mO;a3Ac+&t{V>0dEUrwFp9-7I8`F{lFc1!IjiL+3{t=~5 zbLf4u5zmN#1&Q!hVEpO~P4NlX@L%JjW7xTiEb*N$BK~^0C;-6=1+#eQwyyuiW6nNI zUDYYEHsJOlKXA(uFvtEvO{rjg!UBA;ZNmzdMTp@y3JlEnneHM%BnRpuB(o z$a6S!|5~7l;~VZmDR@8^w9a|ic^0J)yna8+7i1PHU3?0GvTTcGXzQX9IOeb^Ickb=Ch1&0_c2eu4$uJz(m@ddV(o_hll4xH@$ zCPOgh%B!Q==`E@r?f`9vODkSi&T!;oh~o=lWFbLUdnd;{2*@Tz-9+%90BK>z z5R^|m@p=Ww6&FN}^<{>^l@eFtC=c8PQnzp9(&euIaZ9N@$SHVud!EiyoCjYZn~yml zXXX-ee*{#Pc@MzZMMKWc&Ypzb52oy`hh$8?@PY{T%+humOGjN5%4O3dXaq+;hG4ih z@~8A)q9{Z7{)8i$D~hcC=jG;{??g`rj{2Fe;qb|;_yjnX`6UzU^y6tcgIo(%el_ml z!&e+aaEfwrb9uh+kQr{XDTdJ^cTZs;6sMJBGZKOxJb2#2Kah+Wjyn;iE{)_#5-AKm z#PL=?PFr-VUB|7?x$_W=vUz&=Kh>fyC7Z_yU|8$DZZMJdWCg9g?iH_`m$Fb{p`={p zkXc=Zt#e_0UmwtoR2C_SWY-5Q!L!cd&zdY-?s$SsKEIg$?4}n0fFiKN6*eWj!R0*; zwrzconXkjQn*GNS=PZCQ;?nas=1W zaWFqYOs&7gPyfDAEe!s)9(v~`LIMO45d9j`{6K5|u%SOuvO35V_-2Dp*p*W-@Co{GT2???H^|KBV z0m38i?SZ4_?EW+2Ut;su(WA7^_V_gW`N#d(Lho1C70@7Op#|IaiXNwhd``AX4IrW% zFmYyM3|#<6JlrXM_I>@ynAq>j#w0}-=`{EG$MXQD;H584yFKXH5v`pPqw`l?)#FnS zWH=@)d!UQrZ*p;@ue%gEBxGh?{U)6oZ_JCq<21|NI zT<8CMAd@)tFQsWSgEgIO`XJWKw}aDmqxpr;%eW$&yM)lr+yF7_zoIQActuFE<3V=b z7*`h;F9aI3MKdxJ%%^4$|6#z{nMkG^Jig2!2S#7*fCuuS)668;p4!PrGBqfF zy^ApW_l9Wifh@nz3oFwPX@21qK|_CD)d^9`*|5in;UTLx<$-(vr<<$m_w<(;b5AxR zWi%ouaM{3V7&q2^-S3YMsz%5!9u4IWdUcUZ*j6S3uhJ)HPDUR{ij-52y+Kg5y*g&! zkr;hI-6C-LL!?#oqf?<$fOfkPip-Wto28Us(nk^Ak?uss03V`MBF3?9d9KS0f(o)w zPl{+t=>)j>{2}MRUdO}W>u%nlxAGiOhKHWf->u59>xIAKR&C5Rl=Ty?GC~#b-wUO*is(o zrY9zwR2JbOgiwNr1Y1hlw~TYZZ2bZ9?bS8=j)FojPuGPkO z32hBV#PK(oC=p$nVxong6%@6bgKHWNgG4%^XU1!S&|zF{U`*%KQ~axU5QpR+^zBJG z&OA81#r8+iYsr&=(QEEpJhwEn$Nsd9DN}Kf@??88^7Z`5o$jX6{oNx_jFr(E9Z z`}Bt-UZnt8C}PEoRfx=cLV>g6IN;wx!Ipb|?`h_`w)VS5XFx+x3>@gO)!P0hH~bA4 zx=4Rf4A6cZB6%aSW#vfU)mpSrkbc!ObUX9&CZUmm$}E=SxeA?2ht8CQuzQ7V8t!Q= z`8zziT)JMr{qlMHeakQ&>!sZ5P8b=eD*}<%k$9o6o5($)4^ zedwvN_V>@>;nN#EB{cPCe(%W+Z~YiO@FUnL0WS=h-v04fWNuM={4htHqe|c+`;gEf zF`wWq*x_8Q#vgMao#Y;VLHF*4vn?2voKJ@T%E%ppg*}R0BWFrH?R1-6! zrmFbOQF#e^*LO8NGVYWQSekD)bl7NlO^QRRm9AN<{BHb?C&w(;&c4rN`5+7dG55~1 zCoPt1#X0u9pV?HUZ{On+R~7HijF+(J<3SdgZcWC!DpyM5v)n53_@F$i^0SbWc?nsA zT@pG8dX9#83y%SQA-QF<04X>st5&`*zb@yE?@~%WHb*f~-s{11*{!4Q$IW@800vIl%R9OYfY`wTH-L z&BMt`T&QyH9N6{umR_(m-0<3L5%<^%AT%QG+Ydiy!1EX$lG$dY=Wj`EpH7c4uGCzb zPx4Xl?a}vE#0OTm8mI(|mus3F$PVrOq@ zh@q{zfu#x5b29)`@hvX_=mr)JV`33;@63qK+tLdu;MNqA(*CzH#xT#>EcacCiJw&m zsE04N*umx=T}mYr^6;}{3aYhad|SwuUEG@5zCD6Z(^Lft5q3pBl|8@wN<4csSt{d) zi)(szJjSEy9cu8K8D?aAGjUh?7j%%z{O$#!yPpBPyMXhPJMEi<8o~bH+C|TQ%-(DjpcjQ#Kv4Kd$}#N4Syc(2z+~>*rHt zRRbA^qgvZNjZE#IZW01nL(Dz)V`ZgLS=fV-Nc)N(i|w2FE+?hW`@8M@RvWr__Zk2)^(cxn~>OoDbd&2Kl>`izHTv_uS=}S7vlExoIG%=6YP&%)lkV z?t7wSH}XfSbL8h+*O{4Z>x}wjQ^lqebu*>uW~qtldHtrW_V1x~M*@}Q?tkeymGUV$ zL!8GqI86PiBno&+U+w#vVUqFv0tB?Jvwm6Q>q@=g)f!QoMfvRp?tjrenqR!-$tMksvu<|I%CRQ~GGf)=1TJ~};BjPGS$lu` zn`i^mxX#YC!gtHA`zv$BzND+-CxxW+51!IXqJR5!y}kaO%E&UVz~QWlUb}-UZM9FA zRc@28N?AFOVItlcWwcTx9wNRhLS7`5{Fnc_XsSss*9LnPbMeb*dF5g1{B4W6cynz6 ze)R1p$;n?zXGf~Dm~;SOdpqE0_R&Hn*tz=qiM*nEhH48vmcMPPH6$GGnwaWk=6<)W zEIM~8_<7lzU4w@|e%$Mrsc2ARUsv8Drs%ir;b2C4K>BW7F5BOyu0Pxbr=kG^_) zzhhS5k|Ec>l}+vSHVR>k8M^+$4;~}Eczv7my29hy9hqI#{jRc6!l?#kAA9!t?bu|G zOp0X%-hUhaKo0m)m4$6=ZYKm&Ip#s9k6tLusi*O~1$SBfoJa-D+`FGN9z?3oY5(}x z?gi??41LXrb(~$DP(dz~LgcMHqW%%pXA^#X?1!yZRE@GY=el&0RH!c8sO{g+N4|V+ zIBI9SD>8YI*%dJSv%3Gl8;92RF5s@;569#dncN+|oorynmpc6PIA1EZQg7Xh??ac@ z{k`y7Zh(r=dZX30|D4`++T7=Sn?LF0A$-}}FW|YtB9DVOqBt0adVjBt z1FQ67=>IB8N@XyJfh`heePJr5=aRNx&ok1^CH@jaOsBCzzH-`s#G%H#A+UK+4&wR8 zIM}!=o+<|v^cXfotVYxobkz5$ACcAef0NIAfefU3n-=r-9^Yw_aLb=Nl+A=*_-?2T z4~no%C&b^MKcUi=?6jHr-nl$z%G?K06DeQw@gn4effW(6J&Ln6zP7f zJ#wh`=0TnX*IZq_0fA+dn^z|nn$;ZT`m_N~izo2%faUV+f0W9ThQ&ky8-lJc{FY5L zGPlfMfi%Ag7UaoT1tTtAUTFXgEfwJefvWjmtDI3RQJ7|K{71n%X~3CT0Ea&0K;;Mc z9cP}~8PCfc9xx%;m`)OawnzULIoZz$Cidv|gG=u|y!2Bc?VB!{**}CKPQXl^;50Wp z`9Nl0e^T=0OPBmJ(p-Y zkj6&iGiZieoBH;D+0SXzhJ^(z=k+4}Bcm(X=s$@%&JRy}fuK=z{I9RoQ$UA^#VNR>9SUysCd^Q%*VWsFj8tK5VC zH)vu0HX>V;hkU+nCVdlWTd#ZPGuKr%?>ED89=Wg89 zYuj#K7v=)$V2#4q-0_W5iwOM!N+v#CqE0iJcJ-OpKRo{t4jGlXh?wHc-}vYs`->X* z=bfakpO5{Up|a8M7ZGpbg;Vjm_p7iD+istTpITT*mX%5hcz$*q5d^T}4ecujHVxX< z?m}#i5AhpP2M`~%N+X1WXbF3?t4_6CRKViS`bzY-(8v}+OB9ajNA-l!gjQq=pJS+h zdM>TC62$#g5ek03AkP3)(c4!2hZ+|~3lA|^R{z|>HU-pTI!8rtN*=Xh!cmsxpjVb0 z6@f{lZ(KV!28=vzZ!18m!h#i3`l{qK6Li1x29%e!Q7F+BzNt z{eTOsp%nYIGpDW`juA+o($mhJy0c`;kSN)dP$WM}@;El_QbA7OJNqAXeM(?qOx2uD z6gHF=idx|D_Y{ptwOkCQ!bQbf>sP(<8$m0LLM%$@@~hMSbw4 z*R8)a?pY>gdTZgGYrhLAO4V$fqQMdRX;Y`u%ZLkb6x`9?d5RydfdRmmbk+D@68#|; z%Hz2&F`F`EI)=4WL?>jCj&8t)@}yr;JN{4g=Pt#f2$`k*hjjBP&*hv$kL{EHyX4)x zI?%L#aJ>1~O>jy8XlWq8_S-+?%m%}6)$kpI`k@772}KJgQWD1Znaa5U_kdevQQg!V zgQBvyq3)+XA|c=M5B24kHbYUp?{z)-bjs>FO{d3+x8rm^cMTcQ=~@pj|F)yk=u@$! zHN3wEf=OvF1so)fi^a_r&?w7YWH_fR0ffo(eUKiHB){oyo^m8TW>686AjK-n=06)M zChF`@@0El)?7i+bIdh+^!Ii(3twyZS=n6>#L?$2SD=VhokKr`>)!a_~`oI0T!HWXT zeiT%GNshq2P(<70NOjwPRlLJX&M)Gm>)={`^%t*j^kiLo(pzmps$vc*et{g(L7Awo zZ(o-GTOxHK$XB<$>bFqn!&M%jkoSYR8Ubpsm^({J6Ut{3GJVqI%yQZ?avsB$@ee*^ zoq82H7gLd`O;Ul^fTZ*kkf^9n#cHC$0ZJ8uDB@?V!#4FIkbAwIy0$lYM#kNHHFh&9E)w0VYvpDV7TU;WAadlVo7@xLl6Dq19gR1S*bQ`9 zMDy&YTe)4&Gt>=Rkj8nsyWIqnTQeP1CURVpG zwCTrcw*9-VJN`mRXOf-f_fqlN#j$GhDDMwK+{dE6r+{i_i9h~brPl+0L~4TF93VNM9$dz+g(p2HM1u10gdXm(+|m4k&&{ z52n`{?jOBE$D_~jT5cFJ{A1Hpst5zOQ<>_UnPdG1JhoC13X}GnrffiB;7vDWR><8I zw4c(rg;tqAbPXMILs*{(FU5)cDN&#sofi2?$qns3L>Ls~ggIzyGP$JyB{YSeB|FZi z%zf-Z1kKds`Q!MUC<=_?Daq7<@lFC%`T12xy_6c!=3Cip4QXB;mYSN{I*jg? z%So5HCuomzQ&;mWN(_~NNJqL`96^Z!(h(`_$DKb;L_mu||H%4dMZws@P+ORgTFQ-H zkNRt)q+g2h3@uI~O)iuX4?KK@I(%B^_Qc{lhI#nBKJzp&id04zGqJ7 z=M>-7zxnLw8mgwylP=h#bW6$?P(I(sb+tqH+yJ=wq_Ekd&OHQos>)%ov+1MM$QkIA z@GjmPe|j$Ge3tCn4C70`Zx$#ptH3n6{i4cCVH2O9q4_K8cV|B4g59?g<#CMnehaTd z;iAegu|HlA)qWfsAE|t4*|EJ5LGA<^Rl{j4FseC~Ve0xdn;eTRM8%QMiX@#KlG z6@u$d_e2JoJA-hZ(J&w|xkt#@Gti^=Ur+T2VmuEfS)Mez*_+*NEvye7KA%Mz+qc%F zef}yamS~G4h4f91>~G(Mg*9hpuLS?zrTU&C?SYeyFQsLc>@=;eTDE0lM@`j&f!p|;LKM?sUg z^u8MU=5>U|hUoUAT5+*It_=r$aE!q%X}R&a?a!nj#N2et!2SANcX0tyi0?E~{~C$7 zLxum{$mu@mcSgC0WyQv$vfRu~M|?^1B+z&C6j{%hc`fxyx^)U0{={1FkJAakbb4N; zFBqTB%LQl`r;g{ZNY84~5Hwb|?zOBYv>M1O>GGBTzP;4HW<6rCnZc)2Fn;1v8BtNd ze_)ztlGC4islq~7J|RC7DAsbHlKs@a``ft={80*h#{rDkoH}z{&`@quvK)rKR+R1M z-xFe#6EW{k0;pOO_txxbr`x#HoKN~;8Muj7$SOf5h}pe8=J#fxY{9>0Lr4F1vB$Kc zuG;J4O-u^zQNXZn%$`0^QE1?4Z?z!kx4znr;;Sc}xbc@zI3HuEZ-XUnj<4miC0ja^ z%fjHhMY}fOXvjyb4E~c$_ppaZ?|6M@!T3KeThv;g0ZoojqH8&`vO zo4*vjTbJ7u?+|kDGtnQ^{`pD8(HT~M@}syJe>_3)I6*B%aW}`+&a(OYQPrmjMK-UI zRZl>eax?oEf!O;jth$yvwgHAJfxmpbJ@yYP=tQw)#^tR%&n`56d9Tomii(allLKUR z($8iE+R35vkimg)a8cdR7H+#k|4aQ3Z9!;8xK~H#vFW*r6(}LG#$=U?A8lWL2?@$^ z2JvIOYE;_26VMGsLZnr#ResB`=ba*uT2ZPo=+nz>e1-4O{&OwTe4d^D;D4eK6_H=M zMFTiW06!xiB;S=+Iqde|f82%MI*+f&{CWfJouOt7L3FiZMZG)6|IIKVTV62E`&090 zA}mJFBb3i*dmmIkI$2oHa0E*H3+Upa%3E8!$qDEhA*349aJoO8QzAk8S5!=BZ0AM$ zL3bvt_Y#n)pMx74&}oLue>B?E%E18&d7NXLG)Lo)XGjjmfY-=$;@=G2vcU*n0m_|& zOCVBa#OxqINCP~V8e{AlHID)EYbi=FUvIw3|9g`&Aq=d1V_6Gx92 z&!50ValJTK-0*Egm`>fzD-28;5ftnC?=maSaAywIea=I~iZvxACEu;F{8I2s zTw#Dc4i#Le!E<}Z6dR6`3qw-t9}PC9@dXOCX9Rzm6^)Tc4%o~We)?UFWT}l=DKQES z!jAn4rs*xd2~boYyCg`d8sX`v>bC>^yxBLL@9VBIO?uUM@2K4iH2tDVp#p>Owq$~ z18ST6`|Kz3!Wl|gwosTh5k*F{R=cTv6cihGknOjp4BPB>f@agTF66PQHi}B=lgujQ z`FN_vY_s2`_}Zu|wA(j&Lqm-jVY%70&7pN-^0=Li&0K+lVS1Lsp`P)| z4`25ib(P#@CxS}asINd|>BXJ8wdsU%>|n76?J$oWVQ*sVroXy&nl}Aqi%vsjA3;<) zT3Yh(^GoATH&j3&V z_P`nfeZe9taX7G6rHXc~$M1~54jc`Z<0VUJW9wW?L}?W&bf~)>0frIX z8?}j^K|qFcs{yezqURbS0dVY(w4ada6d%Ox>EyA<8ke-xSqn+8HFfq99AsAD-AZv% zu&s0EcDVMfg@QMU<4n_EA zI-~DWMoivH8N~JH12t>wHq~;A%RJ8n3Q$L(q-YJTm zI!h2E&$dHlUBcxJzduKt6Mh2y+Icu8(NLN5)u8*2_DbPYIENqXj3mZ)cw8wj8Zd6BScvSPr(_4Oc8yEG@rbwoA>TtXCm}?A*%wPH^O_OR1a?eoQ}aIhAX8P1vQ}3_LwtM2kNs11HGPPtT<($YSevN zdZO+)6}9?4EK9|vyigD<~ z<3-4{D=Ooslv7ob9t2od6r#uh|8o&SBCfD__$u@rhwep3^M`Qm89#j*m$PBOla77v z$RHCz!TIIv=8q1eI!=~Ap83QnzYn2#!hS~X#0xymP?04sHrlrq$?t5a`0@|CiYJ3) zgVXfJOAD2+(M_MxY?eej6-0O%M3q7b#G%K7}sw~l&+*gs7xfm72_G@-c7-^Im<6b^9haZpYg-rZvT|T4Uk1M)2?YTPFp+5buym1^Nl#@zqcq?!y zmuRFpL_m>jCRoU0pFKlnzxv!(t7LE9-Fd>|^`u4h2r3K=I$RdeY+<0gkXNxFc)>Pw zdcU>tn7qM0ZyGklw)iwbn)syp=`$YPvmcCVG0vcX^hQOkQohwyR^;@}4D?SQiPTKbA~?QpnI+Ni1I2V9Boq z5~p8B7wmrb;KcecE#kI>nYu{hfvArs0u9JS|MDYi1U>9pO9Iv0 zYe)~GsD3W=+O5ZYmI54Ymqy>cXw5?~cWX~Hkc0frab&3W=_jPwF4Hkh*mJ&#y}qC> zCNw)B;2FDUr&G0vej%T-D=Jxgi{v;Ce+#jKXv{|$xBaCp_Vi zK5|6SeJk4XGkFJRLxWcGZm2`Jm~>GWd+SGY4&N?<6lPVMv#oPjZI1E@vLP5U5s^f_ zDkGB5>y=gLgmN_VkuY(}6y~c{Pq~(sH}x6R9aQbsRW-k)P&l`Tu6vA-Z}UNiQ?*ty zIvp=0#}=OIItwvop7Mf8x^^*_$Ipjnp^`Vip1Y8r48A|-9alX|wwgs4_QLNtEd1KeqV+R$5%c9t9OZBZ+N{_XCUE`BYj6t~4t_WSE z8M6XDj@v}l;fdP21Q#`Fi^-93P?KqXK{!dHs#)9BeDH5Ge@pWu>f3Q|-NQLMz$D&Z zUP?hiZXh-~`ank8*oBwXYZ$B_ae(OI+tYKdEjlVsYNY>l*Z_dyCGe4x)+-$0o)E)K zRH3xm#8-JYb!VJ~+hvw2B@tsvZFY@^nJnoktT3u^(QFP)95$z-%s?NYWERL%8}8Rz zM`v?X<`5LQvS?LYYPGu-JA+Ia|Z&15@@a` z(@|~Cbd|k2w;5}r)uR;8F=uXL@D$ee6z(Bt%_G!GYa+$kn@dfI4*)2UKOVh}k&UqZ zNYX1Y7lgxnWQxOx2|+#1*o)B8@%H5K=b&opsOjmAngGSCsmR?=+0)~vbq0kS|I zax^;*RXVnG<@a1%`I8fpuh`UnF*#50y@-KTh2yNw97eoqut_3m);h(W+HAawG^8JD z)O^4fqJ{M5>zZkm9)H-IrBv=a6-%zaMF=3}$UlFD+cS6$nhZ6vW*L4df}Y9S((&-` z)#;|mm&v7np~ac5Z((xqBRl(E>+?y~#<8NQa$^F2jdlZk8Kt2mGDJI-SbcJ$Y=zeI z`_^%dh6_Ah=R)~7ph5O4 zl3^~M`Uo9W0;_dx`o-JtFGP6objeU_s5m33KwTRV;=(bshgEM8Hzr&|pCHRmzxzWMqC*QL#kh0gsP-$q9wt2kWS6WWL(_Mz)6STY~sQqj*V%F{9^7KBV_WwSE!SeYCy^G-aCT_SWQ- zd*{A%!|Eaom{_CFBnFB46MoXY^M2+)8)MquG0QAjnsoe*GfJ%$i)cNWE|Gkb!cJVY z4Ug(3#NYh=0^P4H95$W0((L#%-!TX9P-60Q~k()Iw-N zFzh1qYU-Ed!v&FKsMpCVjWG?bz<-)_wQZDZorDw6NgkwO&- z@rbx{r(f_#?Y7=Gdp1>mN%vn5n%|0wO~{OYW)V0eJ&Ee|@(XHhCYPKWFozLkRkDXQ z7f>CK<0gr+mc^&7^USLi_y-gvq=$ZOKBwwCdWaZz)Z=o%Qfa$5b2^HD*@>8hpDE0eTy{L37S&lpJ@5_-v6>Pm7uE#&lE`IK(b59u3-$ zsBMd7*DZKjBF(-}*y(24^=!Y)?-6f)s5?ul&r`el>&Z;sPe+k?z(}u$WHTb<8k#HQ zMsqVEK8{H#)3M0zg3t6T%r~Ze1Sk!H`u+0v0VYSgai?ExMk&!-QxWCR3`S4E!$a@q zIbK6RA+}-D82~+LWZ=Y5jx*nO_kjTPa7=*tMV_&Tj!u_SMqhX=e;zuwM+zoezQnln zyZtr_b!gktrbgC7gLCV`(d#oZ{CUJ3xl`N4P$6Xo3vxbPEbQBLzT_-a$-$pFP{7_o zRfZ0GfA7H8T(!dKBB?mgi2WK6N0uI&tz!V9(3}^Ge_4o}s^V0B^~fC1T9%>)mY^{o zDm-6#%+Uwr_9}4 z$1KY+cUfo&N!}+oCyBEqKQgPE!FT&~ShI!R{2MQo4Zdn}Pe0D>2A zQ39C>R%ium50xt77V8gx^*j0FLJgn+u5|HzFj<-aW!RBw=w?f9ObNttnqkM1_w-E0 zim9{aKWcK9XuK-*^RSByEZ6osS64VUXX-AYZ{hBSzRuf=j8X!D23llpm4wGK<2{cp z2_#jSrPUol|FZO?i|iU|lg_|2>PBL=e`97@fz6(nR`o8Z$qLkmVkKIGID>EJS3tp% z`dKFnlTd(ivyMI^y%|3m0fa9VF;uNZppo%&FQSAu5NHxdyf5WK&Ass;;OKr+t>;_L zYp}k>xM9-vQ$iIPiE^vLo;KZZ{Atkj&%3OlP77ig6MVYsb~L(3m=S~popP27#wDxy zyYJjzzIHv(WTICMPj&Tc(DwPM_rgzCU;qWMMnwRCEZ-%A6HYG?(us>LnOhTs*{GA` z)98ZcGI5`{55sCG*XE|lAn`}wjNPWGL)wt4cf#Nn^6nfbGmK+8z@1J~1s^=wm|}kr z2z+!;1lOe9VDeVOkGwMmChXnupH=T^Kqt`~Qa|6%i|!mGJP0J!agKt&zwQ844KWfw zc}*HdNZV)1W9BEr1MM47lU(Bme6H6~)ghxk%7m9Q3rA4xUYpmiXN~^WP>ZS-6sO}X zS+lsXXws_Qlg0O)gETMx7VIh)0xvo24IP32w?^?*+6%z#sD`RCa%sEq`zuaS!4r;L z@i&{v{hR;yzY$8UT8%AJb29+Wu9zYfJb8~o7vWtIs^xsN1sH#4aXdXj&u2T5%ao&Y zA9iK5=OGNH-mW6^>pC#aU*iMVFZyWD@AQo1*z67Y%e|_H%Q^&8LIJw}ng~@I2akQn z-pPL>uRf~ZKw<`f&+fNUxqmE_Z1Gkf)nya652s-^mNHc}_4jCH=qpB4@|;hi1E}(s zUOuSY#dRLCeh=wMS$7rj5!yM!GZe@(-lPgoK1ulJP$kCHsv|CsfEyZIUaV>O#lfrj zb4ukwcHrnLzX5sFUKWpO=E7$NC+iI|#p>OM5RMuRKcS|pUiYx3o^APQnDC7#VL-&1}2YAG)4et^uaTl2Etyzm&LB#smaYD+4xG2NJ zKeF;&gfo|ta#`rZxdrut7T1_2DRm$+QxfgVHAvDpxW)qc! zwXSp6Rjpcaw)M`EJz}WKtoxW$w-Pdr8b`;*zpdd*z{ra8Y;z`Ejm2xpt?h$;T0)?N zaq7Tb6h};Wx$g09R3Q*J-CVvY8Cf`aP(y4MPkS_DXKY7zTHV2Bhi6>|H3B<{GI6Hv_?mA_gE-Jn$Q@@uV{!v%3KZz;)zvt~Y=5{))6$7W3c8 z|7e`&*te?#`qV0CflLmnaK-M9O1$D}g6uI>63v8X!{?J}Ljy6#=JFO-qNw8h zb>B%>U4W(U**u5&QvHQ0N5DE|yfJ`GyB9ncq@aVL2lua_C%!Df8lo9Cp|~G8GHRa` z_@*2s4Yh+cO^`FJ7!T&8%lLP~u7qy~i=gsZSn^hiX{d^ZUSrdR#2+ogR`#;wv&6OIn zNVaPv@PntFqfuVugY(n}_MImEjChy2EH&mV^+3D!bxDi>BF1DLM1aZo#I~h=5 zL{m29LOTgef>x+!X}`Eeg*a)lwjcjMoTGXY&Frd~KWUHV8>Ul~l$2hwi11$Sb1ly|3Ndv%= zfFh7l)lo(Ae3sy|06)&P*Z2&-oPgmGv(BlJFpm=e$It#k!YEUp za~5<4S?E_E%|nknQ(a=?Gh*%q>q1T?K&>q*znV9BMw}jcIM^LU!3C2KHie2bfk^R~ zTQ6>J)r2X{RPK8-2 zOh7FSdVRB$@J%d&(?dXbJEv<84E`AC%_%Kyd{^CMl$B)5HICulME zdNjd34dG+06&$$1K)TDB8Qf?WLg3Xzpk)?Y^c~u{X2UJrEV6g9_@yQ;*wXB=tC79F zPx|Lqzbsc!Y6Q`!sB=a_PsiI$o(hs9-=n15AnYGLvtt}xhfr+>lF+gRafe32GJ<{; zU1|rG){(S2I~O?2f_{IQtL~u18$buBo&JcPcSHLw_$yPe>uNO;m)U?Uz*`{D-%l=; zzZvu@84Mqpua{Ft;YB8mq-=EMVJj@(ZawXIVt&fyXSgbsG)&dBn8Q&c};` zaEm&kWSyp*_wlE^VI}5h8|&hfVTc3P@`E&#=XXB&FAD{~q+VbIf~RL$w^JY!^768V z`goj*Q?-|%YEpaXC!zwAei)ibss7QSv~K!#cvAz96KL9^APC~>L!@H%pGIiY>M^Vp z7|~j$NL%)5ZO););i)UAlfkcvRZ+DiD44SCKM=RZF#orfOWM*l+;ARtuvaxrW%7Zd zt&=lL70?N1WBsfz0FU-(6^M`T5vLdCsW($}Y8=ZWFs|={gT2qJ zT}&L;H4L!@TbFG#ulIKb&}35rJ|+OTT-bI( zB`Fo!v7x+z_aE*I0`c|>%H-@udf+VMyDYRN7sQeu@aMOh2<%K63$7X>G6rZaZ&k?S zmjl$k#PBIxGl}6QsbMZunq5h(Qk&L>_7dqki^iYezogasQ!69wE>Aj@IL;${9zn0p zfe+F$9I5Efg2r|(lPq~4+|&Hd_0l{F0dk)jqpGG&($loZX@pQv=!vU8i8kCArEF2< z7_&S#8cS#5oKF5gbzThjq$*l;{htoz#3IHh;my^@Yft~-&9oPSq_H2H;2f+yeFE&I zjqcZX;2~Dyh{pcEfsqCOe=GJ&@Wv>Gs;A7UI-SI|9x;zrl#jNfU&8+fHQb7zMh*2xLBVq@4@_olic`m~}~wSaCx0yXz>k z9}0xV00PM7)-0Vr8oNb2T);>+Z>JMwHsb&SF5uYC(Y8mQjSXN(jGL*UXQ<7ylTq6{ ztHc?p(H62M4Gf(-a!ADmlFDv5q+Mj44DewE(QU_ z&?ayvc@wfA4E!qetDh%Ssxgm1s=!0cTQ?H)9S{&}h?!1NG$Y>P%iL#vXxZhN_<^hv zh8Ded$(z0EA&X}j2kqqXb5f?;%SzS@bXe@=3Lq6m#qWW#auB5KqV=eGS^OlMR5JkC z$0)fGfwMBh^w9wr9&9L85O%{(rtioFwjn`y=VEKLM(24M?+sngmx5;(vrrv>HmxMl zZ?Wo}Q`6nh&*0&%$h)lD{Gw3Vb&4we^|eGH1n)ch7jFOWr};uV z3g7MiA09$`>03ZeMZG_--=3^_f4z(LwU>~;etS><_l{Cc;jW%IH@y3gdTU~|)MLcq zSo7!1z=>f{QW?S6*zOp{_n$A#-U$71Y|)B|HT>fT&KkV(?QN-&DX!bZyJ#N{`BS2f z-54L(G0ul@e0QTw8T;k)z7=9t4@NDKKBEjwRQyZ zcs(E>Ky0Qz9Pf3vkDRJS4U5`y(g{O`xP~B_B>p_xQk4>YV4t!R9W%8ERq z;%Gpe3n*R} z(E210j)|9bP%W!X1miG|#05yAW-mKLiwp{ zGY@XHGcy+RS;$#@dz1&`x_oQm(N(noX3|$~@jWv0z{moFkHxJHT^GSqS63!?r) zvpdjy)eRg0VI7NC7uRwq9Otj7_-D`76ssAQTVGuvi5#kt^e(Kz?(m4W5KhvC)jv^O zbaj7EHOUyP6|RP9u~+r6h`=%a3X!~6#Badm{yFy>35=3&-26%ZsQ6e%Rl;aY7;wa` z!H^2!%Yii`jw3%DH*4kEL3?>$ruZIwu>7%auDUeH&l;f=-*>YGJnB6V)Y;iU!lVbk zrd>B?WF1@RCEMtZ9Zc93|N6iO+2=5gDJiqL3u_}ivkH&N24>WLLtpsi01b?HoJfv1 z78J3+j4jCll)1=k!ov4Zwwt^$_UnQEQmX z>hzy#(SB=lwT)*FEhGdG;<^wVe1`}4q;}^&O4N@+`lssaLFnN}BUm;=uetOcd*J_eQ6j$+quOrxsJx}REYyf-HH z^07}(L%s75Weq*ga1cppTiWj@ji#$G`a~EMuFVaoX7Je|(?zE{!;6!F>{BeoI<<0v z%<=`c7OeHK6HyrWv?%~lw<|+Pf5=yH94M3RGCFW7y(97E5wIj}UDWKc0qPu&5NIt3 z$|i_6Nz_D{*!9A_%~wSWBZ9rcE!1BUqQEGp54ZVMtml(;j-4j@F9j7&^2kZ@4eDiZ zOEC=8eRg0i9PtHj$>utOrK!pOB(r&qET9sZ9)klBKpPW!TDoGdt*kDz8>^w3k8}$c{^(xXi-++j(iASufDmeqIUWgg?!Hg z&M93_G@curn5Ol7E!%V)3VCkQzqp0R(Mx#1>!qz}Vj-_mmlZ@(dQu7DoIaW7Oga&p z0%W_XyD?*tg6|Qb+`b+;CyE_|XJza_VLi|tVP&Aa$7d!W$e%k)@cw)-sLmd&YnBlM zSz0}oCGiZ0XoA|v3S)3fZlJie*j^oyIbW?ZHpiOJTaN&?UbN05=#EaufeciCH$V7w z^V>n>((X@ewkUPfd^g*3KQK&+)jH z*rLB|S;jRN+t0rq&^4jHeZ&4Lt=&49=Bn##;mz+5kcc8E|;i&Hsvsb#_=h%TehOGJmR3$W+!Sh^yg`Ve2`*@%zwl2PdThe!b znk&)aq4g0&3KI{FqS)dWK5KKUU#v35NxjU3u2{S%edN7408JBG;#d>EMhM$S??_SO zaq=4M;r5Gn` z>C!p(f*0p@$Stse0({K04YUX=l2HpPUfH1$g1dG3o&n@+a?wmks9WAMm%v)}PNjtA7Y;eKlV(@W&05(;>kc@JzOrg}nMO68#ho=n zS+cKOPpsw!L0!i-o}g!5-l|em{-VMdjL8?<^*D6&RV1z9*B| zp&kuHX&Ea4mm86P@q#@Uxe+Un@%2hjFjsyFHe!RhJqu^?Fg+0dmxJ$LmR=)tM^fIn zF&62hrD2*Qug50PbIJS6-^#~Ugme=lGL(bCQ^CF{L`uryb=+3jx5#n)Iv}fw63*T) z=w6q)CoO6(y*0##)GHkQ?R<`fGw&cpjvE!gR{)(f-%v1f<@x#Ga=kRsl1d0lOStAk z2=Zs*yqYbdU)L7Y+*u6CxoC~YnQjUJ|tmE6mCE5yAF!s;J|vH5iGqAUHheJROk7!MPdJ^z3-04y6yiy%?6rENl{j0 zT-mFll08E9Dtm7d;!LFyNuunm!pRvK*;-`FIIWDzo;hV?{yvAU`@ZPDp8Nhiuh;YZ zcVB;8FNx0M_OE`Osr?|tFh#}x$cm5%T7L3_tgQ=)EJ#$QS9e$ z&jEhw8F5`+oCMrO6ooo!n^J6-0BkXh^$wtjkkX;2n4RJ-hMMOo39U0 zob_Foh>L4r*;ye*%tsg}<^tYgRQF8Y|I6&CouT@n0?Yq}K8Jzt{#zjoJHtms1RZ47 z99XHQD1ts@!1Urc6=Ij*Dd-Q?XjsU=hpsz8-QEH<0;}H%GqxavVdB`%V&U9s0JA3a z&|7xyPPoCyZt=RcWL{;3Me5CA!HXvqvV=~Oe?V8`VL9?^Xk6xD8=L5oht(A!hjR~4 zRI#R6)INFGrr>-jKwVjs6$HHoiiw3MfNrAN=VydB$yIPPA0X`c)@~MIFseC?u+ypA zf8FM^=1izfSIhRHh!G+KA>M@kyrb;Vj%N*ZIJB~fhN|*pJ`e?7Cq+QADv#J-n;_n` zd4AZ{^7%^VI?y^Ss~kwHW)k$w9$z97^s?2?I7NFOS9GaT!&wFE8G!?N4r9l?Fd6mi zO`n3BO77yks)D;W454rd|I|AJEXpY#P^%FX$`ugR#;Q3gw8;KxGS#2j!>oqtZBo>U zL?8gqhcrhdL_+n><+g@Cp1+Yte8~v0y9(1UM@x+5SQ9@6o_4gBo({alyrM>W(_n6+VJ6eYY;v}6tOQu=dx?q{T7NGF8ng^fltlsAS~9xB4h_tE~4lR zofSfugGG+vaV;lwJb91j`mb)=^+F%}%Mr=@R6yhTpKE=wMwQ{LjIrP#97{Q`4tM=M zf)S!g#n|&i<|ueg;$p7H>u&i(F7AOEk!B!bsVH5Y#mhKH`2kUq=P&|^EuI5mH9sCerp-~I=H3Sy)8lr&cHhD)QY^xfpDP>}mkO8ejCzx@lgj6d!Vp(bK zDNDi<%m4$t^a={Dg07Evv|iE@^bB{@bs7u6U`O|UtVUjc)XSd!BvzhIHdD<7g-|s7 zqHIVhcBZ=X3M*Rq<;#q)@{~VUZgyI)bRjrJZHu`+TDNK}Y1NiDYB8zdb9Z20ohEI- zvN3Qp#QWJCg2~vIt;|u9fFKSRLVHsVSnWgf1_W)BpwB*C;idNT&|{>7IX!!OkP0$J z^WhKmSMie|P5uMP=#K42vyIpU@?ygk-Z+!CgxCv!!EKbsB0x0q0d3djyFD6Kj{kvw z`ThiW8ETvt99_ddkM5~B5gwB6*u^;|_(%Bm4Fjyk(6maYD8pbhe*(OlO_6nu0l0ow z45GMcyb1Fnxh&X4Ky3-Uc&LB9pk=;EX-|HYPH|P}dp=MlMBR2=b~Pu>SF1E8IRw@E z0=a}o|0Ow|y{Nr6_*e%8KQdpDyXK}cePKHw3KIA|Nf03pI2 zzzy~OtoQip)w^V9QYWuTfH52dEe;GVQ}7psDGZmp-;&3w)&QF)ej0`i3#C!-AL!hi zeM_9jBdZ0FkK|++axh(dSr10O@IFSE4ovFMZ;&FTC{NKVSNQ#5tnOF_P%1 z%j>Q7(p|>~cypT2wbE4KK@RlTcf9Y)2^4fzKz{c*ei0G$pm7L)qBD;+U`P*nZ+oKO zc@26=0}OfKAYYut=3RxA=-yJ{I>)B^h7^T+%%Yj;Mc(iQz9_Pw(r(%?M3feoYE*?t zf2DF}{BJn6z%uw=OroQ=jda%c*`-=DO-qOSmKsyS|mdRi-pU00*GGO1=(D>FnXRMK_w`dqmlCvXlo*-OBi9 z^c<>uIufjm7Qep!1|61}Y^eR6Isb(6NXqc0x)TgY_{{TAIW1 z&J7<66%-~9>*O1#KY)v&ZlVfZSnPQwQU9;tahz(OoMhga1RX_`+gu1QQ?waZ$muWn zu))2E{$dvL6y9sKw!O)5P3Od@K&Gi8(n4=k=RdWWRH8UnMah;DB zOX6{qCk~L3^Rb5fN>NkUrKoN^#@LgDr=jz`A6wBA|6K8D)7LK`w-7+niSjg>>U$g? z)o>r~tLwqt)nbzSZV2{@W-?9)CSDd`&Svi+ThRB~0=ySf!UxWoSZE5oNJ6z?J1*5x zWP9x-p1I5TNmh}Ek~?-ML)euCI*|nK>hW)CWpt+dFZ97mi~c;xMJl#;NryEOuDh+5 zG7s)YxGXe3Ho7`0SOB0~@rjm%i>+l08ciY-IaxqA*Qi0lG|8Y z6RX$nR4%E`HFQlnbqK*ww%GGT!qa)O66+XaNs{305x*tE_fl+pw$@DwDy!K{02ZP}okvlJ?q4FLk+^KeO$SwDPfQ;uXaJSOSFgTqze7c^BFo)!# z1M;CZ5BTT8{3S)%{9er&s_vLMP6@Rxjz8~Joy9w1VmQXI^g#x?SGw!N{V1amCOe56JgvVt)?mzNK&iUD7FB<38ZZ$KT*f*AqLA?XO zQ}6)R?a3)Gcf&v_e@f|43{PuQWE%m>I`07w^_Z>+6^Q_n90=jq;A7!DA_Q=i5C_BQ zk_#1=Bh^E(Ot_?1sbTIQ;O}g7`SB1;b}GbQC%xM3))oXJfJyYq3PwgbB;zWtl1%MLfEkqlK&6rCB!^$y-0Ht0tHzxDH8zP#r@5_2CqMuO&3WHtoCGux6Em z2c}#J5A&|C9|C9ckaBNU60EYKqXO0I0z!;qj=n^yw`i(Gn6P6240PV zfJqd@7h9vQ8kZPHC*+Kj^A1LZiG4ef!F?YLJ4I5cMNpUKuktyxgX7M^^%ur)dOB9D<7_@`L*@6-rHiYhT4mK^!;s(ytyZyAL9EAPU3YXvxC^C7j;L2Ex5|XEH=^Q;1o?13FNbmye zIfCUzJ6CgfUV7wJ%w9FVPQyZdU>C~i4d&J$hrEko3mBF^^8upOnNF6eeNcT*>34{| z2L~ByN}a!IN`_~^{N|RUC)^L^xfOQ&n}L_66D9EsweR7?2~qs=sjq(8T8de3>r1g) z$A4gX$xDCMIaB~U(G|Gko<~e7?%(a70z(U38@*^AD+a1N(+TBr`Mj(Sm)VGN7K@`7e;s)zT?$I6}Z>X zQMdxrA-J+Cgo09|`}NdX;z$wk&wJ9UgXOak&hi-cEHijwrO(|^u*Lby2EogJ0 zbS!8HSwP_s+xpOu^ZZY_$q!5Ll-?&u2S(nv1!q-dFy{#aZ#LP=9K!JG)x?IQAO_td zI~f=?U|pq$3)uL)p3sMDT$-4lhr-7H9+GUr3rH0W||s z#8!aT5>_~Ho$`Cr7mJA!W2?`r5MstB{~4@t#{@Xzj9&EzCNq%j-3y!B8ip?iN-*d7 zMYwU+EM==1si}7%8xsz_=|IefHhQ?ycX)EPjpQf@A|*#P9AIeb$u8?R`7oM}KT@^g z14KaDLi0CH7#~lA9e?@dk#xVPTzChI=_W_6(_R+lK_v(O@#+@eLzj58_HGp1OSt&| z=vV*##VomgV8)RxU{o0n~DQLW2W77Qheb zlK6m4yy5$8$gIlVxL5+oSoQZi*@qWl#Niuo<7o9Tq2f@n8zcpP-PMnwF#2R+mG}Nn zF5&gR!3ym{b@D5TK|=RX%dyoWKRMo9Go07WiI{Ji}Sv@bGs*g{g|IMI{_ zkge~BNHx7EwXf3Z$HnjU>u8USMv)%K*MylaZg`WZN`zprXn^rPl$|nL{b67K{Os?( zT}3-BIntJ}-_E4TMkr%QD0T-wU@Lj|FlDRS+4GY3FOc1Ng4um`TYQ4wRu=Mv19y%! zNe4CU4&y9|W-5_=eC&oFEq1=Qce&fc-D7fma=f(i(A8eA`q+GzuFpSf@3Z&k&l_%_ zf#)Kb!wgDEZlr7{50#3Ca;I9hX_e`4RY4$>c*N-{bRcQHQUIE#s=OfmNhKES8p7an zUTn+2COrZ~6~D{S594^1QGOHUJN5-RuL32-QHmky6JI;xa%1seXvLLqU|j20ox4xJ*I-FjzfM6Tu34;z))@7G_(MHB!~o@P?;S zjmk=CdGy;;YiMhFvrGbj>4sNoWvKS4I$-ij<0XW*1ngwY%M{EBI^8^-(sJG7$11l` zss7w#chry4Ve!Oo)ltHDkUCW%4mI$CC^rPLp65BWGNTiw9ExLeWd1taXLdwL#z~ zLn;)Z==?{Nc>`SqpK&=x=e6TA5NYm?J3NP{yb19>D{t8{+@VlbTLa-+GQkWFA#uM;+N*rt{q4X0} zS*wVGJ989%gKCrw{xRape6P$t48eF5?AK8M4izBXkr#26I|SNKTQ)LTb>>(JwEB-) ze%G!%_yh#9*npL6Yi+jAgWQ;mL_g~0SI<67FB=J`u1pU5S{VASxIGoL2~YP*$F3rY zbwGsLPy~=YS-7|Hg6t+&n|$85TUqg6B!nK4yAD35{J?oBjm5}&TDs+p(S(-879d$v zaorEvxGu~woM}Xuo~?`g0wU<`ci`_;{qb-p!U4}A3+8@rt7vFZDCIK{cd{LugFUFN+*|RqkqlD@%`TgOD*c|rLbPCyj)^;@)lEXcH z54$M_QZ=|X}cF<`rG zN4B)9&gB>bdY+Nkm%yy>5R9ZOsJgJ6yG>m&N^d;gTUPc1v~#tO@Tkvww)Raxa=kY* za`^Q7*0f8n!u5nMwVZ@oEe*6sht!?!4UQN#Lhm#`#sp3;LD5Q2D(v7jC8*6m%gC!Q zB$z#oY09(f!mW5cU_3LaAq{WKVq%-#v$GUqtE1OH6yn{IK(3kRDLD2dYY*E3x}L*6 z6>--_Ih+>1-0qR-X4mVD09sx>{$;nSA;%HWhkkw^XoU3lRc|!ceOlQ2vK#h^cARty z3)GY~pdJ>=vkc?C{@XwmSmqK~ImsuCm<%IPgPiFtUaPzBF(@svpg^$1Mr z8MnSD!|Uc&zmE6;n1XNZ0fu8#yv4@)X*&L;^t)Q7A+nO?1NrNg2b8pemN=|Uci`gp zFYlxVR{cR!S`IpSkKCp#e0vR7$8LGZ^u7Trt*_{%3)Ex1osWt@>bZi^X4s40xnK5E zav~^WUr8h+$Io^kP4L43Rw*FpU| z@-^h@FDF)RfjFgX?L+2(EXG;59_eLi(|BIvry@W@dfv#mxjkS_hgf$+C{Lxn7H}!7 zXjm`LX@PX)WZWPWl=5eXqHe_uQ}v6^iFy)E^$xjxr|{Yf((mK#JUQibOp4x+PczuT zXB_B!e|3CG%HK|+bmeA{8yUZe9bLQ3u!m9KXQBPMcZEE^bWc+_2DSC+Rfu-h$o^Q7 zJ@!eMxxM{?!@;>1OV5sNxHndp{0^3v`pP}rc;qnHs}$~2Ju%}7OQYjWH*em&8sM&% z8z<_L;zY=*r*3_kQ(CUC(e?;xdC0sB_ab1ol$|$;sSU?4yc&vus2#3T7mfbt&`hdP z_JuxhD6i3JJssoQ!Fm>Hqdwk1A}HMuqbnCtW8a(-baQg4=<+*Cn^Zf4ybh(NgOOkl z^8~Fvzs{oNP?7x9oCrpFMZEMvRkJCU+lsm_Ny zn?@IrWT3y&1W#^rB2x<=JIvRg#bUsxUCCHz`W;KQ<;uupp53>{9+f!`9uT|e7YW(6 ztGZSVH!@n=_7rzqoBVN#W#caVbeKv+qx3gk0<>}ajB<#6Y?pS8ZFMzIYsP(&Wo|k6 zTG>tpn7r}|CVj{Ccxp9eEPgD`OXcmmU9|vn%Ev)4X{$Q(K%lEpH&jBqlufs9@8Y~= zI=ou(tSa9YpJUz1DIh+w0L^ZN#Ul$J>SAlL6F-V3w|D`(E5N)441x5#zA{zSiK%+9 zSV6BoyE%N-4z1U2^U$^k8+$+wh96(Ln5JKHO)z}Y(*LhZDj5l}X|%b$Al)X{yY;GG zdCq-&@KxwFeC;X{8hj({(4(KGg}1lCE7abm+BK^7>X}@`VT3TUbl0e)|9A}s_Y=~h z)E>K1m-?97bpyqZ5h2sSrpBXM#AWb4KzbWBKR-LShNO^c9?#wSULl??%M;7W8L}&Z}lRS<|jDp>iXv= z7`e$PsY8Hy;exfi=*GLI3kgAF>59I@hHq|V>N|`D?K1i;iTrC{mFTZhDbM8Zf72V;4-LaqAHvd zdjz%Y^2Tr8Bu`aKzQ?_$Y5KX?v-xUd&MwScXVJHuUVN$g;(c(AXBC&o4>>SB-MGA6 zk0dLe=zjW5VU9`G7#g7!@w%$45nHCYyvB(dsfOJGU7A~x`7bel_;)S(8AsY`m6W_Q*z#E+zORRAhwjtC;9>krI z{rHesCQZzFV|q5p0;b5Lsk>iyqZwvuC6^E9;@HQjA)7nXJIQ|9x&O}e9syaM#0xYg zPorwzzdvs>3kgm^HLrTg{jAa`#TbgGovC(Rc|@SQs0LO}T7fWV-d~``M47LdSBJ@o zxsB4cXccb(FG^=1wgB`$1etk`9!NH3MZFgsi@SSIPL#||(()SWLpk*LxquxsHn@59 z2-3C(r_U^!?Chpn1jyQBup+nZ6pn5@#W(37J?sfk+iY{NdQ9>BWJ)8$pAr+|!sL~Q z+_qB>fi~sjGuq>-Op~X-PDolroB`zvK0r>!XRZQIX*G0z7%WVznYwedUQ$kcE#NV* z*Rx>68x&~@IrP|a@5a3`q9J|smP+K*yVTjqVaouJ4l691$+2pFyK}Wo%^=O|!@Ye3 z3xKn#c~!Bp35)W*G(qjbItva!0n;(8xGGhXZhNV!HXN+0-SAGH>6ydQhgx0 zevB5Q9BgL&DDgpmd6QZExn@Y-%phrd)*)AULMt=Je1OetdGSMwmgV8*X_zrE1q!$X zuTy8BVTRBTHIUXzNA$5R*z9>VBzo%ITx3<$-jQOlD1D3h3SzO%cLZA?WG@z4%tCMP ze4NsrjSuxayCg`;kGh`XxJMUr*3!O9x1 zU=zWuN6<{dia$5iUDdHz9i=wT9|79l5a0;Xx;8h?0Yb&DK*ot5BJ{byAvUr0Wf$N( zm7f2#FuLdPT0wKN!n%}bjJQWNV3O#nK%}tjW2=$DSKWv(f`uDUzhri*9sJ88U~@Qk zt(ECFr!lkz{bj__S0T2fg)CVdBR$oS0}JhARWO8K4qACabh`jbo>~J)sXgzmka~pn zoP1N?2;yxKVCeSv30#S4uN}X{FT-R02$(g0;*WT+Q-mX#c{lzz=ub(LZN79n^$J(h zikTaJ0!+0WU^S9-bFB%)a@f({m>7mgfvuk6$x*@%g-0^mdSV)>j;kfzf%ynEfj)dg zc>N!3l9^q}-DOLY;#RF`k82|Z6(C#OdyPJLW61{9x*Rc-MjO8e&QwhX2~}3?9pigR zKU~zxA+RuVW({4r8N~~}jF73%`6|tp!Sf3T0e~&ghLQRR%AE?p1%IPr9-_TKtGv{% zfw(oO4@y(7A`TT`FFML$R9ZayDc%9HJCTVu($hU?1I z$0dnr@3_6^cQeDH3J{cUPmA|sdh+a|oTBadN(9KXEA1lRq)&oIvTPw2jW^cAz4VP#pHceCd#gKM< zsTj)jVE?QgQ|8MXN#Aa+9S@5pvF(f!>%n}V{#Kdzy0eed(97e73|-eJ zvYir4Fs;AGXA*KP)3NhpONBQDHYrQi!ZPc4`j2f2g13G?i-lh};2$DJ)ynaD$owim z2|@vTqG{+ed+Ag1eYXM~n)hN8hxN*?`<&#?5cgg67Ji=F+KRbsU1yy~GuTE=gYxex zO@;#)!YS-Ibtom>zwm5!86uij93b$iR2|N3!+DQW#bRx;J?oveFslVPspl0lIBUmc z;QtUdlzFYl3yu_FI=!Ul1CNM0C(YI)xZmgR@4`nO?2UyXF_Rcnl$xp9R0G{jS}sAc z@zB85uISbiCdR9-F1^sp&zw*mJ^+OQ(;APcXI{5gfoSXD8~-f|P>)CgV1io0`E4Um zC&)^N($qalU_hm$Z_Ci5i#$9#4T40h;X1Jwt};eB~hZwwQ_7@a4JeKrDj z{+Z6@2j3>nk-bV0aQb?_1H_6`kEcn*JQRUIRj(Uvsx0US+WlO;4{6C_8Rd!(P~H0n zC!Tr@b>)S|`f0l9*pV2=Zrmx_W1OGWndZ3bi&c-6ihYnW0THIFI_p!h zAMLvfKM1^1>w=`IOXQq}|0OZ1b`C4Q8R4>@K^fX)2`PTr8CPU0z~8ZhnWCwht$${9 z0nbCW0)@>^N-#+lpD=|{8c?h;nFY~V`kBP47S@t?6E)+suE8l&vToo}%y4{{-;$eL ze_adrs*+Y@ZXROi=kTIdk5a50K6&MQV^$QIL1uTDYs$&rE>$f?s3;_G)7?+v!0Hz` zcVuc=^o$%S{*-ccsgX4aaI_{8G4*LJr@YsFxkq(NdDf(iwLB`Ca)@)NkaZS%XK;*Y zLowN$lW%aO=M7-91j0R8UqN)Xrw~7pZC3L>M<9zsn_)x@>W-$k1d>_pxzbj@Ye^mL z90iImt$IyMBz<^Fmx&7BawGY2uY*jSqV&Zf&w=jLi;1^sPiWQ(*{>XZ1JxJ1pAY$9 z&V&U#Y4)Y&KChp|0lS~38;einYgD^1gL1zGOd$~F9NGt#ogIq6RGd@>JKBw&F!)#+ z=RyNzmB)YeIw-lQWnGc}RAR-WU1J*%u#cZ91IseVJmv(gc}?1hTvQ2q6O!ITNJ0puwHP{}@FyauGBQTOaT6~eh5B1F^G2X4NX^Z6U?*qJtn z(PG85p(1(M+oeEYlV4)eC3!wzn{V53tgy|z)cYqcKCYfP@hLGNtE+$b9GNVH?t+u} zH1_T?-?EkrJuRTa7De@x+-1D)QzM$W5ydaaE^X^=s-G%d%5;i`lthrn#uhhT(=y=c z(*N-?7h%O>tTmk-st0+1KM~g4rB0Soh|8)!g5>dV)8v$OB@D0cnVUNZxG8Ecj$4K_ zg@yAP@t9SIWlfgwblJ&6ML7ay>U8-P0Xw-zLptt|y4dyQ*Bs&<#OS#Y0#h#K3Lr_j zVX!0|GP`OR*fNFS3P9AZ7th6Tz_o9W&l=vzb43X(84~dYaQ@2)z8|G?Q@uvewm1zO zEceZxz47&JVp>2A77MDeodS^pR>z>pGDF9{(mK=+7gAYlkZNP#+fLE+b9Hy5Wdqxm z%@(1YrSawEbKgQ=7pkPyFDhi1(nnBA?K~oJpfv-QCG=tAV10Fks zIMC9PvHWJ$ETS%hVNkn$)BAba0SG0`pyV4&V*dO#bZoNBNoB-j0Frl}%t@JF%hC3Kf+xkR@yAb>mRxRTJ3c07y!42F?KQt>mBqH{sF3()Fl@V%1bSYEKR&H5T zjFIrW{oavn_6T}Gdaf5-lajogA(-sE zcKTRr@&*NHYz|jBbzhG6e1ZF>!w6;M?fW>}!`Iy2g7JHvbzF4uy9cg@0&i4inA0FD zXYu*M_F8L3uwu*MFTI(6iiA0t+!)t#_>FlPNJ^5&~HHk!vCQ>XJo^=HS^dkh@ zg~79YV#2F8v4#ms;+D#+ce#To=U3WgyWY|g%W`;HkxefyGV4V^!IQ@8j4h46xuv90 z0?cUVl$U~x9)NvzAaKulHF|+UP9^4%(`+>Qs9k|k1rjMzU+75J;yh; z2p7n=VrC9(G)iD*wMhYK8Z0QzzbAmFYn0YeDfsmAP#deWTV5v5p>*s!?ML-Hj)*wM zk9X#tNGY*d8EQ?oa9g_^^K@KjWVH}DmbV?!ck8l{Z}kOLL!3@+%BqRMs_08z8r4kg zthd`cDF=&w#)gD2G5RiNA)0y)rVItj05%$iFa3(i`v{j7 zO}I6NL*H5Vt+43gRtbl>@eVVf7kBO}CxKA#L9VZ*vFGb4`h~*+mViJVh0!23`kO(* zsB8d*dW$--6*NG5@@29Do5y(jMORPTm{VTjNf2c9cD9MQ;tE+@Ae%b-%0w*Fu%vJ} zyHo7Y>zfV*LzbaDvl%rH8X^U2h_=w)SLIj7XrCA+Hgd!W{E;f9-yPMSvt~E^b5>V3 z-=4d0ej2iTX^TDV9_Up<$KWT-i{luLhF2S|bwlNLvH%Q;<}RK2FGAcwhwY47&aF3^ z*8j(pvF+s+N8O@t`n(&>0Mo8pev_imFW3B3BH>nnPXTYQ#yEICrQ4XM0Q;jwKp`L)&XWs^xD) z-(LfD`Z6(J8q&g>`JihG9p~Ya)&{uuI15Ez)%ZB@rFSM>GNkIdj*hrI<9{%#>&o~U zPO;pZ8x$D>m9rf!D{p5-3tBmHdk?!co?MuBn_Fu&i=RC`wv+2eqC(~v^_7^TN@xGt zB!*-jVz=(7Po$e|+Qy&w^U8it!YD|35%c~yzUdDC%}+{}mtaVY=go6|^T>bmM+pwd zogU@ilKQQju=&uf2hNieTQNn#i4>b&#^wy+*KhU7LE$R4n45b0f83KJFMNE-LGIr| z*T4Cr%62IG_1j%m{Vj<9*FXAs!N*V5Szltyk6jFfZ91sQfp*kiUJppCQ6= zcep_Hw|}{Dx#f@GeV+2vJ3#xNpA%p~UV8EC{@v0xe=nAn2{T^R^)`OvC;i=v|Gzs< zB*rQ|`zdez$LI7K>UiTl_xJznv;OT@{n+7*{P&3d=jZg_Bl^Fzc>g`3|Fxoj=VSi* eUY}v#8s?DGvLXq!f*1z=lap3HpLy2!#{U3QCi!&$ literal 0 HcmV?d00001 diff --git a/slides/slide2_files/figure-revealjs/unnamed-chunk-8-1.png b/slides/slide2_files/figure-revealjs/unnamed-chunk-8-1.png new file mode 100644 index 0000000000000000000000000000000000000000..f8b3c0a882b7cd2b8e5ce85422ae51a34bb63d33 GIT binary patch literal 178286 zcmeFaXH-<#)-_xpD1upnWDKZek(^OmkgTBOBuJ4#36i62Xp)Lh62v0s z41(mGiVW{M_S60JdoOx_e&2Y<{oxojXgGDwK5MTv=Uj8`{^Pcy^ifh8QWOexROZ%i z$|%$!PvjrTLHG&RJK1U!is+c>jT^VkZ%E&;wy?HQd3fK@NZQEC$i~!AS^7E(CFt*e zPsfDr9=Ui#A(rhz!;`ke#K2>_d_g%D%FVy`OzawAE&JHtSma!LRXfukWqOfkWINuJ zMV$QFiHi3_Z-(}?DlVNhOP%%Qc$ahg9nq7^>rI=|Z(FDiPZ#oFi{BKOm*V<1#vd#O-I_Sq0)knCFA~s>d@AdiooA{Z z=)~u*?HNyJ+?FPI(f_n7P4MfvVI$NoMb!r#PoisEUk-N~tRJovv4~_EKJ_^lrFJIz z_`-+Au-8{#=-p($oZ`1z+56(q_<6i0(IMM~-T+a)_vtL>a5roDQ^OU{x0XKH^2oc{ zZ(iB^MCm2=iW~XhfdYI8s}1Jc^Aj=mzW3R^$mBG|R-M>0Dl|R3cpjxwT=LY0bWyz0 z@SaNv-Gp6oia>KYTT)w?@rl7Fj`kIzU#sVS+s@_IizKyoSB^X~cANnBV}%7$us}ZH~j(RJgNAC;{zrjeX8{Wa*@8l6a+Ba&*Y`9X*bG z@@i(WXS$I`?7m#F-(KB(tQHkUG8`yGMMmSt%%z&Uc>RlqTJELz6MA`e9xsRcz9{s* z`AQH|7DF?7`wiopS#9x3ictSr$%@~dW+<-cpZ@I?({WQ*E&aG8Qkn^qw-X5_Z`a$0 zW(Gg8Z0w@)@0#s?nVx9Aay@bH{6bU8r+Jfm=Sz;bJDH@~HyuVlJm1DG!zB~=WS#EZ zo9|bs&&DwYUaD1j;P;?eSoRoS4d$HfgXO~JHYbAf$}s}ICB735*Q$4oAA}C&G*-#R z2%P9@>}oXs8r*56E9_>a=36YK8dKb1J85^pn8u95?n_TwluhH_C%y5`EWL37%_F;q z+z)t6_p0XeP4m{NlDZXHYgI}wizz-3PvE#`aUUD^PJ>T%laLXIaw~K!CNVy!wf%jq zRwB^6b}f+cqQ}U+i$nDCgQsGjK7V>3r!+zF?Dxa>xtt#hq@MPt(kVVzlV$xN)h*4FD%p0%Dh=E5 zP2#Q;=HMmQ#F2TP1BzB7zn_*sz~zR8DUAl+Wkd?;{4JnO9jUkBpYbUY;(RD5h&pJeC_` zGK$J_xhnX{T4r~Ls@EyO$TsGn;PxevHO)Ms<3ni&nzl@E{GP@mrSqsX@kB?wvg4&n zgF!;U_9ve!)Rbr%QyHgMwH&RO2T)zErMi1tJI-#)2igWv1+jYv_Lv>Xsth}DkRSw& z)Md~L3Mf|iOoAeKZi*s;PXzFf2L7Q?gt3Hw{p65m?1BINjQqzCOS;!6lq5>#w`+GD z31<2a*=bi5qJ|!Q?mBa&E1Nqp4DHOVFU)nqdEUwHir8Bsk`qkdo;IDebCkTo;d!`} z_{#662;b87R;=7U5;{gBFHo(tH&**P$3;!k)F@MRFcNFL)=(EEvfR%$Nw*`yLyvBY zzi^UC(i25Mh+J#G50Vj76J2A{`lz4%!vFm3tJ5b?c&7cY@z>>JWr>J9Q@=~m9Q^tB zA-_xHDR$u3U-$kL0l^S!;p=DDes%9C0s{TUzrOq@znJoyB&tBxD*pbjZ(S1A#k1e? z{O{GhSWlinWdzcip855y!!jND^>_VunP3I~yG;L$rvGlb|K_Iurttq(y8rJ0fuucI z-=iA(Wb46?tGY?i&SvdLocjtMnSOgpl_Bu4p1+rUXW{eldpuGH&hCc}%F|9vT#36_ z??ZNPn2)n);+-8_jbgTEG(<1@*%4~x97S`=00uGPbZmq02ey8amtf44vWzSNrJ>4vvB$@51sg*U317RCS$3bG|*JP23odDVyoE zB0I{N*JUs{@=~Hd+`b`Me6G=XjN}jS|AGX9lPG4%EQ_R#YZPBtW4IYcI z{ut(@uyMs{>HEs&bf!RpnZ{IF;aGUGVNIgjAp7pc7?-)i)eM(vYUB9Rih^%-qYvzl z6u(fKbP^1O-pd(qo=z~1cDktY-ncP(GFVNwmU!qYTdwjoBDX`w86u?u=)#yohROgjizfngo{ue-Q~=#JT+Oe++beMX;OThco;`^Udrzl zECQNS-KOo1bURt-U6Xu!Uz8V`mqajL%7+oLoXv&$ky}wg0Y^@r}+bFsm z->N8*K9G>85P`w>**31McItKF9DZ_xPlz9!rKde_ z#`WOMSTRyMn=fabc=X^ckMspL)i1v2&RHamlT|#~B|aW$yHw;jnGljV9^)a-rS}s8 z(MAQJY4N=dX^~dG)vEmzokHl9`-S(4f&qh1p2a-7hk>9Wl4 zZ=rYS^ZFg-#m{-gqAP2q^0ZPL?ak-M=#}esEvx{`@Hp zrCnqj;}UyLKFkZuKiduyx0jE%Q+HR*rhfM(>SC<>U~gwlX=ig4$KJ^LVn~X} zWSF9{f=bWz^#ELJrO{)Tr;0Bk(0wJ2F@a=dWvV@urM>rV6fu?d6}Roh8Yeeh=g9<> z?d@AcDc6RU8zq!*>{$5$EQ8*{i}HuIDi-uvjpAFpYb)p|s?^i4RpP$e8s^Q1n`eYM z3{a?PH_z<6T&8)mFU#^`C5P3vRXM+qS8Bxv?^ zwNYfgMCwVK(S*;%aHb}8lpx`1YI>gLX-zZdV3HS+ZuoANk1v|K*b7LOv>p2G6|77A z+xpB>)0OMKScg(-Ja}!_Ynjhi_gFqwfwVH@^{||by~=n)RBLMH$8e0MS#nV~vm0ld z74HciUq-i;W^%o&tPVa*R%toSkvTi~-Xut1Ndw97=pJ)8hN_RAD)U5#_GM@$#)O3B zN3GV8#E2x;5;3Z2Robf$ZWV1#rB0)RN0)C>=>)ki`szK%TODEC6BNUD85Vl98LKK^ z!4aXQQ3a15o|g`gkFd5altBi{XhPfXZ~{oE)jilU2^b**Dz#?gHi4WS9lCttY5 zj^I%K^`5EK)a7&HUS?G5v(_FFRNMa4IW>$PuD;L3&D!33Tc&;7oFZN}c0dz-GVJj9 zOs@CICt>kt;ST$*K|n^D?$K|W)}^bYLED$6%MTo{o2}oBi5&Cru?#&fIOMs~uBK{rvi`Blibz1%YQ;L?^{6Ss2p*!N1Jvr~}$xkue79upP_G2jsaw58R=onqs zyMO?C5q^be(L#ONQQeG>LpQ_2oa(r1zDH4GIuL4mIy^@&FnmR7C zxydeTbHuWHQ51W(B)oqG4 zBJDzr!p*91Drgk^y%Ak#%TU7{U>!axpD#?P!q!JY1jlOVxP3M zC9CkH>e#p6^PgJ|clzM{`0T=)nC%PoLgSHPh6vi>!I7UpUXgK(+vAGvvTVZNU^{B{ zHNQSDO=)rd;{xw|$ucE-YET^{C;|JaHkM2gfxd?~mP9yT-rP5D&uYhx?%l~SC=a!_ ztLN*C4_4J=vGo`b7#pLyV-n{& z(zR^4czPSQU?EzNR1)p6yAe4VFZ0G`E3w+*vu>&L=*L&h#SZi2*sF$_3)kgZ^Q6Yv za`m28_o&9a?%86H;91<9hO()wJswU5yY^X}mD%hE&U_t&UqHGl@b zE@rHV0+`4~|ETh07+<5r-geG(MsXtSDKV_#XKxZtI@>z#qgZ2x8v8h%KO|L%hMi37 zQ479YA454yS6Ws=%C?!Q$jxPA3{-7q`l}qO}aFe#sc4W(}xH zZmr)zPuE@LssaDr;4VI&+{I@AK=7pA-X{DuuKkZ`tCGcPQ&?9eEz8_{ZyL>It7K=@ z-hNbT;rTFEG@S@HCz=^?Ty#NF)A8HW=~0i($t2URtotnJKy>}9beHQyze7ZP&gr!( zP7qt`dTY{#69G2+C&pQY*c%F-_oZBD?UF~1zFU9pQRiGI%a&1KK*MeD+Z5nG)nMlh z_j|j|O z`pP!`@%?E%SrZwbGVaA~sXfR(8zPI9r;*j!?kwBoTXRTj`UAe%aSliG^eZb1m-i+& znFM-=U*2KR&7sGtc$Nk&a&bQlDOpT@xv?#QHOZIxv0>qu0nZsd_l;4z=9^S}GQ)Yj zR=6X(QU_}29U_OU-(0wtLUD!%Ek9dRvZfwh*oHvUq?nxmFa>&#!l^}nD`iY z2o~>VuF@6ds$PgKlba+gB5M#QXUgYgyjwVJy5vBY)d+i%q?aTbV7Fh4j7o(GM8bzi0 z=dbRY$!{~m<1zPr39VR1z{s*637)*SQ$SG^P>C(}EE(S^7rAPQp7Bt_fa_IDB;@3d ztLrRq7Gp2GnZ^(@;o{PE||ZNfCLGx9uk%BQEBkq13c@%$eM%O6=AGFtDy<%yI}p*X*>n0!@k z^4M&RQJzUszkE~jGA6J=HoJ3#lr8PmJ@y#MYhF;$3-sMB(d;9ALA;P%`qJ88if_I* zS*@bd6BV%K$A|=U*Sxu?AUjg+F9&#CXU=V+=`9P}EtTGfMB(lmIK4!d`O$xp&rjzYO{+ilphEyJ5CdgELU%1 z-mYIIl^s$6if)8&2ziI!cy>f)Jjy{Ac;$1OEwls_78d;B04{dkQLq{K&~_o?!X3WFX~A*2c0trInYtxz*_t!+O)P)e3Zzb1EXzpQ}rqVWp%P?cjQ)qdPzf)bLVuBX%1s6u-iLWUR$&XcQk{TbDbc!3i-90Y$% zx71s2D5IR%`fx5{*nHnhPM()~pgWR=Z3w?}`ffeD^~AlI0(9*ZHJ@JO)&32sw)O$Bm6iwDagqa#` zXQZ&!i8`vSaCu~bL2dtXer=WN}`Gsexe`Iu;6K9TkzoH{g= zRHC{7%a!X+apoPdsY~p48jn(89~5R&u2T*$>L5$FNvUx`K!g`lYH1d3+aP3n5lP%* zEZ;i10zU`$WEMS1$uquyUfG>eEBjjS=Wm>qozrxkECKk17_jF@H&YQZdJ{)WiRRd& z^Pn0IW0(G_xhvFj>`92Ob243sOpN=csg=gWdPGxr^2H{ttc`UcS_ya8imN|K-AaU( zT*K-F4oQz$CP?hi2`Y+0%=vUyK_2Vho=@hqD&kVYIX|us=S;lwMPt+quCaR+H%rlu zVvhJHxSoHpIN&m$VEu99VrRcPLk{|}nUDULd5^sB#gwL`s+4ns+m;^z9T{V);H_u?BBaQspdr$#c+v_YE zQv$;nD~9iXewKjXT&yBdk`<(~x+NRR->&da`;ufoH=i-;izL66V{ol9jY)4dmo--} zcPF*l_=g~X$U}2D*4z<`88P>@7@)zX{q~*pX*7DWe+()qC}=cR!;T$nyGWC+#*XTn zsAX1tF&aN&eVzSizb1=$>hBL5d%WM~ZobpmSAn?u&J*>JXI{4Mak|Daf#sQSqgN_3 zhp1Twuz0C74Q1Y0Y@>MC>|M=@wLy=VUI~EvY8)Gkv)niyyoo5#02{A7k`uhfV;Xfd z5bu^MMBQ?SbMA&4*>0X5@%Owl)2m@2F=--#Hp&D{>aTl|aB045&%MI=9^b_X`f<)SisqIUF6A1;;$3G3Hy$h9EiUR^8J+co#nU9&Q?Ej7!=FQ5=b zAA@M``4+tG4gxDWdKoZ9-S(0aI$@9NgU5^kD?kO*&zg5ws@|{ zd~RM%y-I#}z4Ub1>F~hah369Ay+;+2walW@sLPuJ+&tyl@5byyqP@(>C$#;agx@n1 z{{HHQjhr`{*ug+`Bv6hs%&K&?!&@h%n~NKfDv5Ed+&t(tDd6!1xx6<$MG1)(ePXW@ zJ#_$if_JUY)|j832WN)wtRuc)Fgb~TWl)De2&=?-GOm(WP%R}A!riXX(mU6GET05z z&oW1sD9DiVfhwX_D%bC}X;djRyxgs9!I`IJOZjk}?WGD%P(WEKc%2^9P%tpNOPU0CrE8!!sd38%R07i%r5lr8_bq~=jF3nt%^ed3H|_0@hT)NEa@ zGq0UN@1kNiR~!R$7Z_3K21SHYR18g%{}@#OS~PJceHcPXdOY@acyP3A6F_w5#?O2A zpIrAB(~by--Pycn<|1|OOLydG9qj-vR3~PY9dwzRqp4J)?x3KMj!B~n34!o0gPPP> zqDWrZG7e&;VRPxMIqeHB{v*^^FU*2|KiMM3RX^*cGa*NRN5b8qN_@2Wxk00&Wv_zU z%RvQ1fU96$IDeV`+SEkSZ~IX`FFY#~s_&BsqufZfJnqJEv7C6!F%VF45aw&wFq6^O z7As}DMU8tcs$yLf5VBLU&{*gC>anC*__jr z$wtO6u$e%v+evR5lg%hwANDnlUY^$56Ru((K+qjl(U3UX!pc@T0nb*g44V=N%0Q%6 zkb@$T2{w8(vusy5)BUYq8g=EJe2AoKjK_clw%(>r{=!=j)TLN)ifid(Lm)eHi5^ zp7{`Fd9%r6XSK7D_;WbVv@rJDMRLeA@21=Few9o0qqmkDM6A&~Pcauc?>cR-FFyUC zl5f?o93$>ViU|(aU`Ns6<_GONbvQ^d)qYd!Es8U%QNc(DhxgHNW!f-$w1)Jg1`Cca z^`q2(@=%aOfPk1KTRvwj|Z8RKUJa3VX}o;;EfRGxWD9$ z?Kcv;8@p>|dt!)E#e#pO1459dz28Z8(|HyQ?MKiHTd9pB@9>^b=``J3nN03V>m6%A zr@Qz+iy1LaP%l;zUHt8{%2(%-FXw#Y5ln!sC%G;?!Jo=b&%Wbd)^^gVkT!25cYknPi95{|g?%hTqqxjo{K+0^f{qrDaXlE5>^V6`s zj7ff@Brb&2WH)B?IFAeSAs!<3#IdAv?DzaVNcjny>v`wP8ScKfH7L;2lU>6Q(E(&i zYC88Rsg_ltkuwMgwp-EF;xE}UOKieHf3d~Z8hHGWjjHN0fvH>(TOWF2n&1DJO)l$g zMtw%{T)38Zv6ZgNCLOlc(5XEex>O`nL4gJ`^J%5m3@68Jxc0Pr^Z7c|RkeqzOrnU2p!!&b^zZzXb>8guOfV&&{tw` zt;e)AkuNzpP12}v^GwtW?i%;P?EFonYV{2!i_8_AuL|J+j5QeV&Y#c%OBI3$@J6ci z;;xQp4O>#54dX)oap8u2n}U*Bpqq1!=!hU?7Mt=R+|Ni?NoX`EZJ7TJBR0gadL99$ zl)8@Jq_*g>(T0Qd2*@D0T(#7R^lakBDN>tq%{#R{=P+7UGKhqeopSFUB{r&4*JaiY z0MhvOp!0OP-Ac1`60kOmXoG>=hl~$jS()=Y+fJ)$nkLkxRBZ-1DgQxyl7x*}T^#g> zzL}}@jQ}p^%Em=Rv52_S-Bzj_(NZNlqn5qZOd0dq=Af$K@xC-(&}Gx!g>7)N;Sq7! zNqg-^_7J+?Ie10LU7)J*rm8bYJt{NHx*2z8bV*SmavCE0ar2yeUNd|8`Rym`$K1Kf zwwJ~y(A_7ih-mIsQg+F1e&x#ST(qhuNqp8w7OJrnnI!K+&Qp-htwLvnF645T zRCb>4YO=mz{TDx@_tpj9p7o_o0^$$qyFQ~rmkDB-pg^1$o^Jp!Pb)m4p54I*hEyq) z?i9t0Rda@hhL&k1>b+H)ZR*9rb z%itZ?v~OhTz=NzgrD~bm*kA0>==SW#g@NRasWb__TOQdlud7HoL)(ZYnbgI+v@IS4U;5{CtQzarSPr`{~S* zv4OQEHR|CDk_d&bHt8raZC#tF=+jUjlx#MhfFHLVQ?XRWOf|e5O z>cE<2jTLrO&PWJg^UF3UI!%B}BbT$xS7m+N-<|#2CTMAxh)3>#(?{_OoHbntPwxw% zL3H%CKK;AQE2&+jtj|?CcvNSKup`v9Q^s;jz8o$RsUDqq59p3I&cgbCP7AB4-_Z!| zmW(u(M{Io`q?q8-?qnq%IX!C~MC9R=H2a$4JLvbs5UCn=x)C`|C`MDuy9mjO>Ek5bAj zZ-XrXr6}QCi&A#<-MTyr`lb{AY%Be31!YwS<=NXhAmgNof|o%>>DWQ`h?YTviqUQg zR7UT7m*HmC=VNl8pC51JxW=%h!U)o|DF|qpTIsbh($MLD+;#u?#m>eQL6OZ->e?b& zjz+{!z(X4bnhshcfvPT)`#jcH%mrV^&XyY+dWXALIWrELE&Jq*9~DKb#C%ge_6T8> zx67MLN}Qi5NCoa#jOk`~KY6NU-ront1vX1;J^v(>9a+d!GTAxH5Z13EIQla6$}Z{w zmSa>pF1B*}&9s2(Bh^(LPfJ&niMvy_MoN`;M19$Cnh>_D(II>Et=y~*cbq|9g08gN zem6ssa}(Mqd5)bcVUpBDV=*4Pbx6lBxb6dnvIHVKOyS6xD@@q5Q>5o65G0n^#pMXL zkx8&=D1n4*VJ3TJ9bTYm?%5pGGSTztk8#S`Oh%ANr&r&La!`?>LYB!Gkm$e|2WjqK zM2yHtP-^&{W)Z^li&=opLSeFcQwmT^atu~4`t_+HxwIb0EOk7?#@2u_!bTN13IKAp0u75i zCiMMP4$>q8;aB1)o#2(5`g_6ACjQ97q1d80@*I*O>48 z5F|PAo)TWWS>c=NYq8XXARAeYX>hw_^-V%|wYDC^(PjnBAm4-WWKk++x^-!O;@W`a z5aWara6}!Xr-5{>HO*9rr;%25a@W-k;9I&C%Lw=A#^e3SORl8{Q8((UvQiG!2`Am( zm1RqByJ9}}Xhv=a#Nj$o&YI_-o*MIGJ2cG`gvLV8V@uk+4dfK4Y&lkie{(#sFJU;NqBqXIhsEgEFMXr%w3w3V3BF4Z{cX$MVv@q zb46!8b~-&0(!xHfB+Azoy8?pDi<_OKPNrW@bAB0?;<42`NUEEm?ui{bOnlXs*s~1y z{|eHWu>80&M%=(IHVu;NEqJ?+#{NKH-w%95{Ds&v;`|idew!;rru@i|Sy4pw_1NFM zNL0}rH@3hpHHHb`$gZuMLS)(eJ{vi-Q(d)XeNMZomJ$CRm@$N~X>HyC^jME{&cg43 zPW8Zt%|v>lqhI%MH>Ru^czsn@EKFdT(|O4tb~S=!oP7_-B~N~d-CJKoJew`s+kNU2 z9<>JjTXInWylOP;5mHR;h5Zy#Ntcsf0`BHe5sX}D3LrM<9{qewgk5Fm`x~W(BU2Be zgYG;mCpZ*O!b&B3lBow`k&Ggk!}=+O>MigoSybQ+G$s(_sjrb7mfdKk%1XYF3QdH7 zw_;-Fa}A^K%_9z|u>>D6>99+DmqX1n3R~c&`k2-vo+B+X=Y@(xdvBWSln_a+dGI{o z0tW;;M|3;ynj(#-ui*ru&?(tI{eAzs9Cerkm5&8Yl8A7X@qBJ{70JrDryJWjs27%b+K#YqB7qa>OrOwj{oMg(-(j?=* z2g>%W1<1W-HKJ?-of^hbZ3%KA-XWV?gL}GH%G&A-^wL7P4W;IMsZN$#T7~mlYW5hu z6jN5ET_pDIqAiY0R)4r%BeDBPh$~@VN^Mb-P|XpN{zQ>LyfCk>Y8*6{rO0Bry$cQjdmRp#CRbjmsI!s)saGf>Z1CMrOyZu z%Y(hN0v%vNf2$?CB*#4!4>m_c*e>lCpfV70pzLOswy=T8T7 z)g;s^L7Fcn(_+;&=bC{1D^#Ie3Y^dVyZ;a@9Z~rr@hvg-Me;$lhc`H;+<3DsDHI3g5`&E%!Apc<+0Pd)#kdAW5Qtdy z6DO7jixCIoTstJ?9HgbJo>Js6KQIXz z*;jv_YFaEWtsGKIe2gB_$|1`9jultqt$yx&{CFq<-IksbxD)4o~} zrIy$uL<1eBtY~i2pBB3geu&o*{)6A2-Q7QnQ;?|>7Wr6bygg|WAjuv_gQM6v!m3>B4Zt!bT~=SFUs_np%!^m zY-1iA1NAb$alV??x-Sroj;6)Bk2raNhG2{P)X08$`MLUIG5jUYAOMXouXiu~O%eY2 zp@|ccT<@r*fC-^LnH{KGJK$+hLS%4Z$UH4TaCMi``YWCsN`e~4ns04YC+a6=$HuYq z{gQ+Xg4dD4-h+7m*zf3=`JmP~i)R9#9i_#P-L}lCIGDiyTCEIuh`9fGi1j{DfPyH> zOOTcWJck}0R~_97=@TXszrHZ9QEp3!SO4e+d`$stqwda-;#BG!t!IObPP$yKY59I? z-=s#etrdHteiy@|4+S)qg>a!IC>=-<>_@%N|InW7iy( zNphyfqAL$`Q6W6YV7~oMoK!+{oODvC{W>82ab2Wa%lU#H`)&(A8xcWIk2_n_lAmy} zN!C8O&7F@<+Qm_dCZLe6CcDP2E+rr);n^h6ealspv1o7h$`)e5;Wemy(Z?`!`jVpj zVjp4xUrSq??&Mlykmy9Jn9qnt7~%s)I?p9?yJG@nGG$x+^Gi!c`(uDoQosP6BG!Ef z%DsJu@Hw5$ts-b5FK^~R3Qq)%c8RM@%;-0LVa!*nP_R(HM)ZfaRJF`!H~06IHCX}O z@3*op^+GzLlFWzcKshH4Ve%OAI@D6b=%Fp66E*5q2u?~e-DPNsQfzZvKL2JP71#^U z4%&D0{KxDc7pfuwCKWrRTb_OB;fzPGZY!d(Adb+{qY{`z@v%_DpFbopr2Mr@0Lp5VUU=P4oZz^{M@BOL%t zFVa&lG|K6P?Y>Okc`Iq6o4|@Y!)JCEu__I`$3s#klns6G2~R?vsG}Wr-oErhU3G>;C5!kf&6+GSe9=KXe{AbW9$hmZfhib;}V;O{wTlR`Iqv zu&qy=Ha~PRxJx8$=abu&bShkmvQzf)H04V`#w)niU0^XucU4;z_$l{82AVptt=8ts zsd`n!f0hIm@$Ij`72vx9 zu9r4iS)ziil}Qz@MuPp*JUQ5LIp^Yn_TQd=J_Pinq{p#|0_?xH_VkRMztUAVM!$sxH8aY^A=I?>s=ix6X-4qh&Tz zewwH*kbE}yU*gT{@p=8j6Q`_JEB`p%ia1qIHQWyVb=t%#f-*ofjWlu7fvTA{#a?4U zODcw5dHXx|9`j!r3`yhvn)^H@rvaS`e0KQ$<@My3^DpI*4p-0p=kzUL6@LTf!45x6 zAfr=vVR#`L z8CQx2h`~|{ZHYAk?=K!komMS8f4|Q*s7^+X^@o@m9RXfJ}HXmmdrscF3e5GFg#cFzhplNDiBz z?uOfC$o~5JByjtx&c~46z1^q7m*Um*-1x*`^ppj?hM(&%mQkYxP;2G!P5m4+=<^lx z2i;vZq01ccpDvuE2N%|OINzym=x>M2Pl09mazAvyO_8>Zxx4@1N{dBDqnk}Y4tm^A0cA#a^3XdNpG6zPpxKd;i zd2?`YXOP!%VJHUzX&m!n7qkpoF(u+(Ms&|hPt<}%Q71q&JsOy#vyxgsA`j^-Abuvq z9xvrWj+13{naO6sycj@s`NFr)h)ca`!in{-E%o;f`R9k*{eXTb9(okpPh$`v$_}w~ zgi=G2JDy~O(MW8Lc7s0mB)AF{5iURjuH~ZdfpRVIPTK$DwWE-0+vphzjZ18QJ8lZB z;w$kJJs1ZFbjBkym&g!~X}KrCB$#wrCbfh2?JEDZ?C+0xHMDd4b)4CyRWVIuYGwN(co$yaEP46I5O~Cs243()3$<; zDQlJnJ~zZKBL|`3kl~MH-{tKtDo4a6i42h;<2XFiEdQP{{_&GoXCfj`DYKnJ|M-wl2aSF7qA%+@A`CQ4X;7pH4x&{Kh4!}>WmkL25RY0U!AB~SEd96Z0nfhP{ z{p2L8{vtkh8~MN9&0p{Q9}DU!NdYM{aTUhSD+u%lfv%h$s5t{~+(+M=tl~*}4#R)~|*Ay=V9N;5BvX1j-7m_pxSmOQlFe zKx}E*u=%ooxYYyVjjh}bE|^nij)}3qKC?mVLMR}Qq-4~?8{{>=N@^+cP{@C$-2@q8 z)I0U$iocsvl0t;)r*4+~=ktiXA2IvGdW~P?NcOsTR~KoWbc72&GN{eRm-Svltx-G3M{KE_=f@HTbF8D`sx*+(I^8gbtjm*cG6v& z>$eTy;c@-vg8u8{-;1V1+euuLbqpqLvo;n-DFj;ygXL+svJ=v^8JO zqRV1SU(VMH=g-L?6KcY+gQw9Ozk2aZN|GqSm+_+1Wb9dz5Rs)eUW1UF^F;mm-v)zn zNtu@Wl{J;T&f0VgcIvAJ*hjps>kAk8R>AW#if$K&3F5-AJS2I(X^5Z*Hc(vy2cAZU zTyW7PI}NT3?w^OY*W*h~+5P?n6o>kt3)ffIu{BrBmA}0R<@ycUXhGl^9`u{<{#Wp{ z$lT-d67Ka$xeLa`9){1XYXY7!W+VH7{?DYG@%sv-`fF8p^L%%}~f~ONP1iA#@4|P(g)cpeE-fE@Wic!J|$T(49 zsk<7C18Zx{kZmKq9tc{2D)FzmEZ*(NID+tKkct@=joU(ce(pQddPx}0wZ5$7Y$}_& zSO4jz2!_zIYg6rPRl0fLI@IIr>aIh7b?-q(SYn3TdsxtUyWfs`ymttL-JF1AnWGG% z1-iT79EcdsMf}!qqK5bnp#q1LsvKmJEf-qw=z+BDhfrmHG}9F#_|s=XEDN@6iE6-| z+Cx5{kVrD~OQ=Qzho)J{zgKi3n#=36!D%-kW^x7a!AVE8;8!2P$fPNp;K6fdh`Y~q2yp-NIzBQ!+n$^ zj3?iMIa!n3Y17bu-8%nxfs)^jY8H}{zhL$^te!wx&KXb2AQ?9Ht~o&cW2MK7YQr5ipj9|#?z@factQ>`3!sQkCj z^@l6}m;{4(^sLxN2+$uAekLP$Ce%tt3=Sd3L-;V~Oed<77Ui}UJQ``Sc3+OLL%eDZ z15QZ;qlliVs$mrD?8G7TqSV9i_)rlvU^AXI{vw~HpGBC=UBoPB2fM#hWaQP2V=~AF zEiJL3uRMi&PXAcl87AdyGr_vY-njyBA=sd-zdIOCF4358$?x|wJqDnR&?&Q91V zCc^jG4{ZB$Kxgk1vuGLbI$mIf62ub)NUkAPlK5r0bn=R=>lK4B+utw!U{^?X83?RT z(2cX&d4`ja)^`DXnW~A@z=RSdvtMFJnZO zh7zOCCZT9p=As^cHm^!U8tLeB`BIzU)zHZ7CfR*F*^=WHTfoCy%7LF zb$w5wqIG_pC{w%wM{0zIbgD~%Ut75*fL>)LSStc)QS`h_$20IGtw93Kfu>MW=>2}p z5AN2g80nRWf}I(U*fEAE3==12WVy|A zt-_&U)2eM-e@`H_HpY<7{y_QB1Md{9-XErbBX|0K*Bnj0djHe!$egjWf0g{W-tJP! zByhFV5WO{h=!PRl&=hte3i3&5y4Q%CvFM)bz7xa$lRa+VjqN|=$pz;SA*Ni)n<*UI z00+$_8e9hf!6Os##tiu@H`ottL;EYK_RS?@{`NADy}Az_oS@EfP3gRoe#x*JASYyU zMiAaorkqfz!8Cv0o`A43%nJm!4FXo>MNolh*$y68`ZZg7)n8yBbQk>bA#E=~5J~J| z{%9z)C*|0R?3hMh%j>X0uHAV?UR%yu&(nN0|xDH*6X^~>? z;2=i@7zH7IY;Y)uw3F>h?TI{|2{k~kae<8RgLk^`Y>pmf!>~4nGe@dv?C)y+kv1fY zDNdkv_q04VTk~)UDFb`8YrDmru%HLWWaIyYr7vs+|MnihnsuFu&No&Kgib72u zX@R!D^h}V`4`)It#NO&xH8`^1Zn3mksW+PLw*?;WCT<>nOk#lKFf#Jh0X3()Xx_U2 zt=)7-`rLgVjpBL*@a+N%wv9*$T|W1a7VCH(;gu|SOn{5VSDsS@BcO0_AR~pV)vE{# z0@m=K@|r!g$)`;sAAUN_qN`yF-83h!F2w3EY80h+bmQog91aak!M8%h+Rt~Qp6&+G z^48kC#BxExo4H}m8<6tJ_R3AW!jddl;;uhd&FXW;KvS|Pw7SbCd*kF1l ziz|WN{uk8-?GGe9?NLT}YR(uK@5oU3-xD2Xd-ynzW33WGbi=#r0E4t3et(0oiLoEU zB~__GcA#J&$BAKVe2RV+g^(|>cVaEA3xsLE^-L$wHlPBilL6o-DW*H5pdN|^AOoBo zjqioRMV)MPqmTSFoZ&*bglJT!Eblil{Fn}mq)oN^mEeOYwI5bEf8K$lg7EranuE`# z?|l_~vGZs;Q5j#G?xLIP&Pk3s_OqGsKSLD*bQ&Y?wGG&uzZ6!OShh#0!;|2^(m`6U zzUv!K6w?pnBltP2O}~L;R-$;65t%|2{r#ic*4Sw6-@L?RkPvvU)7HVupC_IlXViVB z%KJZE&%b00)*H~h3Vy`cBhN)j>|Endt7fx@SjbCkfp->`l;9&55vp{wtSN1%ME2^> z%P&z+x+it{EWSg)dI-?)L!^_MA|hfBkz@+Bge|#3FzJ5EGt>g`%T_Q`MJLLK1@>mH z!AC^|b5Hf;nt%Sr?=1Rwrpwv>-BBLT>DPjPKghp-Fk#X^`0&7q=T*e#ND5(JcBJxx z`_H*XLCC~W5h=k?0V8b8Zgz%&X5b8duNIIAUjML3)Euqp2_ira2e2+&B>Cuo%+e>N z{z77GQiRRXJLzv-n;~5Tps>eG(5G%=$ zfK2M-U24h*@f-lNNejZZpMQYE{NlkLb%ARS2BG8- z$w+rMt>H3rR}YO_ul|#xEl|s13@~Q#)I8{T#G$s+xVNqJhSLGr2bmu?Q*`?g7PA`A zJ5>P(%OPGebWf$=v*V1>2CfKPXvw;$6djoXx8`h*cz1F@R%yfitlj%#OU1sGEIx)p zTsXKJ2+Jkj@gQyyd<$9;|w8b9Dp1*A|uCpPIy5GAC0?hI0}F@6NR zh4M*}HnND}2+rH8^7xL(7k2P+6On_;#x@r3!_czKNupoE7V^{3Q|G2P3L|{Z;A}Dl zr|y)3kFiWt2TJei(iDRz9E?yXX);^)t>**C`&hhT^BOW>Jqy%pRTt?%H`}76zabM= z$Pre~Apv1y&7ECTf^5h}orE){?&Vif+ zC0Ma+dz5SX=y|*t;>qd(6}AOABnELpXpwFKR=Jg3;#l`SKx52aW&P$*0Z6O%*k6X@ z?b{$>F!|Ocl2lssJsPS0arBJtYKWe@P?b4sn$;y*1`9w#$;ns`+GwrGnv*C-5L5?r zKW6(O;HWEpPI_St^f(#B*ZF2D^%sCdGFIo1C#1_&@~v)uc?}+A7cls^Z;vnvqzz=e zd?`Hjo}5#l-%iD>Ajg(c9znQ79w1OGq_N(6T?QN^0dbl9V4$!q*-YgTvq5$c#0i&9 zixcY)+fFYz(q8IC*RZ8^LVGDQi(&HEzk?Mo4X&n)1LcUPRc08ORX|2~<%E;O?gqG- zBfH-Y%6L3L>bE9Lj!%yA-^!j@2G3OsgNd?h?GPv`3P^wF$G|zv?fV3{gc)IE5ZZ_k zd*B6m6P!K?uYOK>nUs)~Smu4etHtC!0(;Ub91@sS<{)yAk3u*v3u0d20QXIyr!|oq zm5O5!x(#P^J1Z92It3%JSYX*Ky)9 zA-yocHXI01301f0&d1!feVwI$1zcN9T2{^w2{Xz%hjW1pTT9|jPn3hbP*h+!R=B;zl>IroFE8SE!iI1e+#|;>)V>@APdzW zNpty+S0j2TC*!hD9sB1Rg=@fygn8NjX%YR|H+x}DK~%GtHtsvz_xEB-@{rkCj_ry( zSo5Xi@IinP1K4Uqfh@uQ#Y14MF@}+hlKlnD&`B#ODD(?K^PmeP2HSDK{UY%pA-}@E zlCf9ev4bD^@tJp20$QX(s_@)A81y>3mp?rvo1R04?-yYrgI5hf$-|&*`Xk5iY~p9N z)N1|@d+!~Ob^E@7OEhRGNs+b+p^Su#o}LyB5oMRMLv|9n+gUA<70Jj>wycU&Mk-Mv zJ0d%K{f_HaJOSPt zrk{XZnge~m{yN6*8Pa(pQ?qL9uS7q+X4+wSBjcwD6&Gg8IE@akM>cy1fEsrqBuQ?| z{5ee$_E@2k)_Z=F%dqz-Pu{cZe09jk-F$p}h}Wi^VG!-r#I+ZTX%;NFgrB>D?-?E6 z0D({~vv&VKC%Uc$xb8kt%eoer$*D9Xm~LPbNWRR>`Z!EF^*7Lg+n6zDf1J+d6R<;b z-+paHF6>sEOJ~tMvQFXwduLI=ZrxytrfN_$Vc);IZwsOB3*c@+)<&m^oMzf0=?%7_ zZ(u3eaIF5y)>`$dL6r@7gNd)3M+H>xEzj&tjLik|vX|YGR{8>vZjip0E+%%*!yYUK zrG!${FY|#8xS=~1BQ~I(a5`%eph7MuB&U|b6nMezSKzN43K$y*IF<6-clzJXzKUC! zpLLqVNdnXrFXiv{(_`#IH?>;p5It$S!V zCzVGm*1DJt3}69~nrz$$p~>!zv^tC=+Ro0_9iD_0rl}y=`tF@y9_ZJ(uXLLOi@2|W1``;8VK{}G(|0z->`dJB3TYq9T z?!7;R8Fl2Pgy%;`>QFe{(YB)11;YFHlifEXgqc_j?Q!aD4chD?XI62>2g|uIVd0ts zvY{0|OlSvRM9rNOr5bP1*wv7K8-{Q%04EcUyeo`?By3GH#@Y^y4iA{4I^AM&Zw&AA z0t{T0T~nfm_D=g}>wk;l`#Yc}A%#nkTTW_0!Cs3-RE%*a%H+n`XEpDyTU1A)4CG2t z_Ihb=(0mhaC{?(D`alCh?<=D*E%N~53(OiGcwN*(?{F#>UC$?zuiqtHbV;$fa_q1`8PU~+56x3W$x>|g5Kkvc79%gLl0XM~awjI?Eyj6JYZpbK!DczcN zmax!?LSaWfloabSM_SGFbzbup_=xfmHCI6$s^wW#W21d_K*?R;0lo~c`MMGuA| zVwtmK`X9_(`a0Zchu`|OH;*@m58j%av1@AcSpTK53)lJfseDdt%?%4$Mf2s@ke722 zly)xCfaPA-A|{1~X! zi!|Hh7c`17S(ho>=)_Km7aC-MrgI2h_|Fn{+1IqeD>k*hm7re*89i)sSMO&bO65=J z`FHxapICW~r4sttT4cY@0LOJ5DifZJ*mZwk`!r;aX6|DgOQl1@@Bo+IB|T8TBO_ss z)u>{bHxrvcIuQHL20s zX7lco8=C87AKc*CeJNpq&7r|(?O`4kK8b$46Ltw-;j_brm-A_&k?{pKAOfiurD<+3 zEKe|GY+rk{I{Va{LHd!QzDo&N<|FWC17y`BYTPwK_Px8zX#X3Kr-N{;?Q9dwI-S&Z zZA|(ZjhAL3PhMIwT&0tG64f3U=ok7ZuW^QODt&QMrYw9ogK%)IwQZ|NizxJ_TPR|n zKnzyd0y@>j`m;0>lmmwQ6li4Z2EJ7E0gCN36URhe_dy&@1sgJ;4t@a?ct=#pL&9d+ zPWRkbEVd+6w~Q0V<69GsSAn8KQCb-iFI9`;Y+B1LA|h!VL<+i;8UA!J_Z)mr3}5Az z7piN6UMEyz*Af}?^doQYS@#hUn`+M6qqosxqz6BK8yBTH}dqOMbGM^}~-6yQ~{Sx`%6J>`0 zl$gp?-P`urhCp59DC(v63uXA7&KZxces2LMf>viXKAl1z zQ5an}H+LCY2jram&GmlyVlFvkX`39{N=NSbOWL|yNjNii@U$(ZK_Bn1o$xj(OFe~m zV<0kDZ#BbG(?gerlStNl=)RF?Ykz{z?t_c}xQr+>c#0D@Wm6$uchl;>~~OmmJ{X-9_~H0~A0*-+=AJ*=a;7Z|w4@WD3&j8W%oNo9jZdxCiu^EFG?k~eHakdVCPpWX_^qW+;-%))bf)9C1XJ`G%|BFHN2lIwan}SuEcwMEd=(* z5QI73%D*#ShYem3=(SpPHmQz=bM!-BN-zzWW*qNP+gg~!`r(yL=JhLouI6?iXNS*ML4~^MmD~D|9Bt|2V&PIlbC|ALIAePIwl?%DH~ zhLQ*CF``ubd$5MOHUm%5d!7_v?M7!+OW);^!>2=QF&(GEdp5G~*goPNA;)=+c z)HXm)*h=eg_5l-^=`A8Am5Fwd(RpF79XTfcIeE33LT+5T8#!wvfk>(ah)f*fj%HHYnLOGYaAkH@nTF-gja_2O3nguigci0t_T8^2sNT^Ld)8z9Xhowm`);Y8y?)@d zy#QA;jhE~QKZ|EP)(uA5#13CL(<3+&L%!q|mZA?u7IR^V4D=O34M`f+uRODEQkBxb zzoPOaQsh;&qps$;BL((;Kc<~%vBXaQgf*S$m6}EB2WZ+QSR=KOeNSJ?FYJJ%x^(7N zIUh3f!Fzuqlkbsx+lgnZcV3vol{^fIxX8vwl3M~06htSiw&96C@5Qe^*Kn@Qh$X5p z?@YB#x74JgYbxC+zrQMKY)&JUYd>)dVoW4dqHRN&F)eQp=a@}Hq#Vj@gXd>y57)8_ zzkV6t+`iH;_3gv6gqcai=ypbOYGlYwK~6J!8+uSF@b_l!mDnY(;blSW?>pZwr|!P63@KDGr`J``gk91$vs_Z@TD2$HvfJ*buY%OU4GQ;Xc{22wvhU z^?k}?VBw17Cyiq3?ao2E(0o4PxC7d>A3P)4Fk<6r-8O4dU#_on6_zu7rNY-`7^z*9 z^5gW5uQAdpyr_~7899f(eUgTN{8lW z(KSn3_xbgXRs!PDaky9w*M&Sn6_X#0i8VDomMrH=+08wthXx3x;Edap-!rK0FYPdR z*wdm&d-icnO+v|IOh!Q?lZ)>9(^JRdWXm@lLsYX)MiYMl)K14VQ$;m`m-oS%YM~3e zpnF1DJBddGj|HJQ7mN{zn2Ro; zbWqpz&q;8xGy_EBk8O$JO=vGFYIeizA9}bje&Aw^W_)U|qSwh?4za57E4nX~`q33l z+e>2u1H74wBwgUNJ&cx%O0*zCB2j^rPi5QFDi4Mjr(lMojylPsBZFna`bAONuE=L} zpZ!IkwT%jA&A^_^I#rGbzne)XmmV3l$%^#DPp=YVL*Y1`vmVO{u~IlW30@&PRB2x0 z1p4g+XRCSu!NzREnPr1{1nVX~&?5>jT87^~3V(@gUnRkGq#6V34x!NK*%SvV$l?Fv zm8MyJoK03k=w`J^gP;;$B;FFN&jmk$Upa7Vo|vh|Fj$L%7s@6n*7hN9j^!^M;euwT zGLiYu@rcBN672diIgkE6V!}Yh*2)33ITP@NSVE*g;ce9?_FIR&~Mw13M}pQek8x zhBDh4$A+B71kq{o+CC@j?IU6!=!Y>l-ZsSb9g>?FYcVryJ!CnzoyJB9Mv($BkWO1g zDuUe_oTT$$jJr`|Jm1)>ws>UI@~y8Jkrxzy-u3ynAQfD)mYNoxUiz5~eDWBBvTBfb_Sd0gi)bYHK~=U8)in1%j_Emt0bw#LDEI`uu8(z`EZwuoV%oZCp&gj|uL%I8N@DHrR z+ZU^O*A9p&Ro9oO2{6N`|9sj_4mr9oIiltrhQ9Aok-vOh6|8D4pT9)_Y`$4@>dyx* zdH4hLA-apZ)p^RMlDur!`kFIjD9jp;$hSyze_FF6f(IbF1phG>Q$5V>fku#rL!J&S-R z+$WS?+7hlqqGZpXt1mp@wW`;Hy(kN)KbSWy!kvr)1&-;Jfq4PZ`l18%`6L=eN+rB3GSkpcQzVC#A+`7G$zqbhcR{CRnCl^Bir;OHGeBAByrGS^-?R%@Eiu_+L1)vdpSL`M)tP5k-KPn$nmyZ<43 zEhgw4CJX-p(7HJ#;FlYwqtSAu7ghJzX#3b>s0)~zL$U!))S}~RwFBHEk{%|wFQ&cY zfT<5pC()7A(`+W9q(*z60S3}VBq40kN}L$8HvLe4M@_15ZYDTudCM+sm|Znknp}%F z7!$41XZ!RjcPC-O5aXS+8-F{L*zZn0>fkmz<~bHaP$Fr2kdBBel%W| zeyq6pfKlwXYwlZ+Zt9>WCJYN<+j^>;UDImMk;K<3jGb}}Go<^gNeRH5mImmRNr(2S z&Vq!gPHYWU*r{^Es`no@?2`Bxe5$Pq?c!6kv{@vqlLs`te&tDHBO@KKCIoMv?}}_g z)0fe$D{qg&#veoRPYV^W68c<^^|gTth4$h(Eby1GeunN+6L7d-hjT59NSZ$qWK8?= z>!}y9gtY6t%MtLNdH6=&MU!Sn8T4gOJlKBv)}LPXmv>Bjkd%g?Nw_qu`T#Khssdjz zLDK)X_kIWM8P{HQ`PRX7Ci`W|(2xDO=jkYyr4d-X&VBFOl zbV?3YX7p$xOIu8wn9&?_WFhkbLk9_5eLorIQip4QdN6?*Q-S)2W@IQTzh5~r#yaD> zOOXgAR3N8s%^mGbK**clh5l4tcI_rLyI?1BC`?vt<0{3uF$8!evjN$kIW^}B6Pu~|yxTLGRZ zf2#kPgLZ7YK;FNg=wY^-|;IvN})NVHB%a;nrb=F)$jri>rJq2 zbL9}_g;a9Bzhtue^*nW*C{iJ;R!g|^RNLUubg=^Qb*am^Xgr7nV`N=6BX;U-4H(bG zu}{lRH#nXCQMIFX0FilCW-0h>0lVFnby|+Mg%m4x_ufPut@mcFKi{qqN@9 zipCQv&cxPu*Vkv#o2-sCaiZP6%4I6+3XjiG==(hexp@}hl=}fbLib8Z@xI*Nh{yZ2 z(J+&nrn!jLBa)kKz-8R&DYEyv+HG064>5cLzIy#J#;J{jeS;*2%kW~8r-a(^sE?H| z72kZns(*Ro{M?XS$Zt=6)L4P8RHtv%@QQ9dIJDD#NtkNhU%qScgbMnX1SKbF(J4k|k_N@W5O)h` zq|3PF-!)&+OVR>m-@69m_1bvSOZZaE~CHP@PE&>{1yWASs5caQ*tO+H)5+UB89^P zrI#J6tz0g0Cs~XU>@QVCr`~A50Y8CQJDw+Hsw4du?n?%eZ&M(#G?Hq6BvV` zzkrhIoulYZH+W{pXs_gF9DgLUhYe>|51wZ@>M*_RzgP3iMHDW<(qVX=kYMRkc>Lw| zmAalHrvG?Z?}SRA^$l!7YGEbriXLKFuKJ_RYNctTS3K7dUeAca>9Wc+YZnx@d`gWk zwl3n|#;eaOa!(;TF4WEK8qpcV*( zFCe&Ek6c&3v&Cn?*YgMfDc#6?sh5t~J(m(zb`UdYnUeYzBX?1!fyNlk`yV{}O}pej z{`u_#BAH09$(hoqGLas(J8BzH=1(u_ABr9w8Oj6W(o!E%D2w>BgiGC@uRS`O5ZM5F zjbvC{i6pQP!EM$9o_47)d8?pSdW>|n&%+AR-P?laESJrjTY=>`u5Pb&V6*z1EGwEf z2riQTx$C{Q?}5wIMW1gfY;RpRUREgob;UV5iPe@L5LpH&12|k<}+{{#EgbP zL=-WX(w*@qZLuQX;8nT2Hw&*$Fnq5j zG~5liYaT&>gF|viDvEgHP>cCcEj*m?C30m24tRjVi@FH z@fKM~kagE-65gDK^PCF&i4=oWF0k;{|JP@U#@M!}4+%qv%BQKBo3+dS-G@a)ZRco^ z(eU{_8b>Y&-KDRit>{yH4iQ;z%X>b}BXGh=?ShhLUe@62Sc`lEw8jOM!g`bM0_n*k zdy9%}c%L~(YzzRZv+T4kRzV1eS}F&tg>5g_$^l=j9XhhrRS9R>3N|Lg?L^yCg!$wUq_ zdle^s=+2p~nE1sZGx*{X)8G!_P2KuQbN3oO&PHoNn9v@ilmx;qXXTieGbdjqQ9NtR zY*do?M3dGXiSMwy5j%Vgjzppcj^qa}57#pTZC!b~z1(Iq_cDx3uGR ztfOdh)aQvaHz<@HsNw8&ez8xcO;@+D)iDlY;U$#!Ndk9@T`9w=i38g!EEf7#*&vRj9ySnn5ZRloc8K4TZXv9$Oh2}f zQMsnOE6d};RO<=NTDWNaGDpyc|82dRpV;@RN`!MmYhKH@68ASh6ko=k-6Ubx_o2w& zm;K@!Ts)J`^=Wfj#^6~WQNK)Wr#8{P{kDibv3_y#3j6C6VGkPCm3L5ZZp zM|o{$8Wt0))DhF!?hK?)I|tHP#Zgx0Rt{qE*F_A#)`@vq=m_C~#a=#Z5k*CQBI%>u^PbQLBR___OSaFJJ zGdJs+!m zk|L}!7J+qqDS=mib7FnH3fc42n|x)4(>V@GS@wkfHrp&t()Ze!&O;&YFXq6I*saz= z0^Wp(x-mV3o&<>^|9BZ+)OH>t{W>PR;DSBgPtxV}u)L~;@YNkbg_n$i+MjvC?yYqA z1LU^X4a?A#T{Ch0rXU(G_wvfih4l@UdsoltPj(tgK6OAXqOUt(>;&xfoK~fj-N**1 zkR7ZLn~fknN?}|8Q!W4eZQGxq@u0VG0G%`aXCZUC-hFPbl0l<=pWLgfEqf0|kMdP&I7YiCQ^8F z7=BZGA=nwKQncj`bk#pKhsb)X+Mpc*F5^zct9H<|th$hFRgJlIPd0Rc&E!UAOtBi@ zxqLNAZGJM;a5OEm!$%Z9zo#96^!wIBjnt4mdBp^|C$V1&_$BtD-6@=uD^Qt?)fEn;7zw{%I`dE;*~P z99y4|isH5K=S)FuDx?g8Yrs5+pjW6w-38!t3@DUvGGR!NaVDUKkV1Q?4fKmnBv573 z>p+-vg>Z9?BLp#9%3`LEZ505W9Cj!Bk?UvTmXT0mP3BEKC$kmmpq9~Hp^|kJhv0|V zw+x-$4PxNKLiMbaq84-+R!a}PeXdsop0BNckFgnf?9wlYfT*?3(g}`xa}A>mwX3bU z44+q#9xwr-cU%X#bOQn5ckH0m1eaY)ITyBUuJIBTtRuRaa3g|YI&>!yF8i8w;9lUK zpkd*&r@Y)9kv$ic>;lZ#%AeMX>f;hNxWmuB@!x#Wz{^A4e)#dlEY1AH~Q}J&+4=6lD}9t zechYIue@liemaT{0%z{tXBQlZhKbnNipBR3dBE`7Xk9DieWHa?BQL!&J>GST@gJ;E zyClMC+xzJ)_OR{YbL*{}OSUy)w%oOgjqHT?vdX&G%<&zB98#qobTWv$%)LlY_lH$& z=h-SZN~Y9aLX{lu(cJvQdGS+}z3{S3@Lb|9ipVwL!V^35heNqfz+@@CC~bP>wxMdR zqYoH6!CuINNoco0;nS+}zV+~Cp|Ue^YK5#zc%Kz+>ceP{!X_%&l$#Ilc{kdy{Vy&# z?tMA>c%VHMb}|i)6N!p#l%J-+v1QJhiO2j!8mhK!zmKtU5@j6(Qz!5X#PB*GVp%uh z9JU;K)C)?Sk&%&w{I;+W2clCTYLlb|UK#S9@+JL|T)DxJWlMS3G5AJb>78jq>m?dQA?ABq$Y9IW zLQ`T&)d~=gKiESn>&bkqMTwiM)2-mshuwkeJl#Jex0b+ z>2H~?!5D0IygJ=p9jVgEgI3PvY%Z;E$g;RNh;+t|W`U2wmy=plc6Z~Xjd{G98@8Kj{wgz)7I3yZ|X0^i;KZ@!JJYZy>vz&t7J=fS^>=;MYK#{Eu zfJxonJFso1wLExXgitXhk9vmn-LJ~6esH=)Eo^xQai(!0Z6=s~4=>e1KZ`t2O)hp? zABMHI3tb7XTlcZD`q6dvFn&SC3Oi;SZf^pQ@m`D8!WcKKIYeN{r%w6ZwuQ%1(95@;q~w50e%Y=YP$lB^Q9tMrO4zuXM}07g(o^5 z+z>TZDYz*mNt_z*KnVy4O#}ktxg^bNBUX~{>^Cm^GvOV(Do_)oNcI6gfdi8m zt-VN_w6iV`jN3Yy$Cz!}Lv+=ZQh(cDJa|@F+hf(B)j6zK9ePh2F~=M0Iazb}WOLA)%n{`R zibY8Asov?>j)H29$V^>HzXF~udpKltbzTh6noL?pU7 zattC*9u9VzY`BxMA*2(3>_yOKMt4zBQN}n6dRR*ds*RxVUG;zb$7obDx|8K};X3P^ z!`F5?s|b1?5m4LnOOo_sR^c}1GF{Q>p*MNbp6ooaZ@{Psnht>W+0t$Q#o2Gq``Zt) zjEv-h30mMm$fz5m{Ib(#Kf&?IAI3?`kr823f$DgIcocf%ZjWdaUik}N)7zkw>C~ShEBo-WsK`%)Ms-{V)<8s z&%9)Jx=K)%#n25gGpz@iS;Uag70E${rU|?+%ponvyX5%!c3PStPZLo@*??l2wm(E5 zVr{9>hImD-K|`ODx}iQFywucnB0iow{`;Uyapwm>ls7u+c601N6;kyPpb&a{zzi|B)hJN`W&>!zPIeun&MeH@01aSMdECTP>ctmG=nW0SeAVKfz zK%kFUWYlFX`dH0Pf8Bh!KTHp#ZqwE+*i)4!o_X3`AwC@-u?o$62M|WML6M2f2Hu$H zEv!E`$7lBVq70o!i&9;jiJt4bvc4m|$=;X|{y>r99qLy;BHoCGh)+XmzvQ2iFg|+<+l#f$LkeFXcuUjkpcB_J&Z)d@wJ7lOj^j) zHQYj{`Tg1TCD0ozA%}HB@wM{yLqxyes9oesjLBq`NvuynQKy`1<}z~(Q)q-AVe#62 z{`6Lul`ruwNY%QtvkCJf(Qtdu_@Y`q?K+L1B5{T=-E1!iYSegX0HF-c3tj%An>CO4 z7JRNO`G@*yJe!HBcrLIDEu$Wdj9eG?t*x`G43l~zlp`%V2`sb_(!G0w%~P%ip#F02 z@F^U0CyduZJV8TIAX=V!SABABsF?5h1 z0L%H2&u;de&@}3C*o?Ppivj%X=pn<4luV6oQ6ICswGY%Pgi8^k5*xYCx84c#?iL;5 zF&g}8W8h1AVuBNLzobfnVSntz(D@Ied?#3QY2MSCyhHems@TM4iL}ERGj1@Q7vDE8 zfzq~L?4(kSdKBNZa#`Cb&g}3G{!+F{CV`Tr)2sJ(%xz@SX?Dhbu%joP2Cd*jY?8K7 zWj#qd*`5T{l>4BEJI`43=Gzjp2&q3843MF(nV2$iB7d&kwc+_O1M$c5=l|>Y4*qL7 zKBC4!mW|Jb@1LRW?bUhdJl3RRbPRa8&&#t($}Dfd^u7H?rexcYa$~!y=Ghv%<@KcD_y>q5c`J`v#u}{J$oAfNfEaS#|b^4SHCx>>bOII$#%fmi8 z;?7ud@^tJIS&d)QU-ve88=?K8nwRIY-p&%4mr<3E7Y>*x1w~xlN?oifFL!8vJLrD> z!Gtv7lSW3=PJABNUfz)JC3bw;fC;k2w@sPOqEXZnO{ZOJbrPX(0CQIPr1CUw;*9ly z^=Z6GGpMFjqfo`LPt!wJ&zWGkU(uoR_-t}Ol5toM_(=W=zJ?&%7f!mY{oMU`4{Rh> zw41d%(PP;P&_v05%$*E;4Q{x_Wg>q7elaG-*=!4=K~vlK&fd0A{88e| zsnz4JyhqFyoujQ1TwLD>~QiAo}(q3mmsoW98$VjBiWRR!X}>MBKg7`IsSBX3%w&Ck_We2 z?MuLxFr>v*a3lfydGe7fVx;f?z_N=qm66Svfv6|C8=pU~cne*Ia6{ z_$djCaNPBF^Q+hIbmm?U5te3ed}D#PQn4OHMT~Kw4C5cdv!$HYnJGv#nDZgb`I=hl=^DTG!dm% zk~ezrDUZKPIlGVNe@O_w6)}M(FhxpkZQpnOg&CY;%rWv;@8$@hNq~k#l$WHtK;~Da zCSp2D4$SC;@JnJ;fn4XBc;oW`?IkSQ)K-u%aWp7oz&lgjxCUhIF#wpT?=kqibJ1singc@V8=`?F%`yS(nu69#@P#wS*f(9BfwR=z zSKwquqh&&IM>$c^nQ6EAeF{)&YRZ=ax2q9N40h{;h1O#*#us9+m%J5@t9>^?ttCPn zB{4R%yJE2bmoe2|pEjO?auy zPtGzc4>Gd?h_nSdvf6!FgUWD#q!y!F>`~MzE?|i)EMT^(?wi*>!18PAQyT&YoI`UneGvBD4lYug+LMt5;<93{; zinSX(9ToyOdArH1d0KV(ETB5mz$}=GVeM1$`I9v+OsMJ?24zykaI2E(%ef{dF81qkAJVGtS~uY%9b9i~ z{U*8muB2FOb(ltYqW-V{<0oZLJMjF^JD&RP%3a7f0o~<2G>C*q?|d-zCuU$P9qmtR z-HaQ|a1C~(d4mew^z_-HV^iq9yXRlFk!)bb6by3px>7Rp&yf)6laW@SWg#>9C|OCi zV=w`H2rlbG5|Rc~ak9@_b3k?;&_t4ZJ;GtcE@AUoD$qt^I1O7EcXb1$e?NTld|Hd) zq*T!UTyI}6J@pHV<>>L78HDZI4+9us+XWEPG~qnh+}38Pw|Sm2bq;OxDus_#F4D$H zwbiN0@eB+neRCU$4lHiz}0UN=JLjZFnm5(seyVHQX=LM z3yVhpvfg}3BGU{H!s@LsW-B9g3j`)I5Mxse6+O$HtPYmh)xL(zPVsmR@iJ=Zq0YQ_ zurKJjkBL-JTh-nP6RJby#4q6`@v!etFxaymT$+an zgm$JCjRXFH91H}tH8KcYM?G07&P)|R7iv&hM(_8R)>m;=+)OT}coO~f(TsWbtK;=J zrv?$`e@hSAV%_6$TizIh_d@`J{hqcD_`Z?|`4GU=4M&am3C*Zb!i_69YseTesh7 z?Pa1X>+NqrSuX5a&k$J_34N*qz9vbk7i8dWGmU`sH{b|+wF@Z2 zDnh=gfr8`1)eUCUdQVoAsb1hITh<&=a9LQi<#)o&X?4%+#_`3V!bZArbBbifhCATO zxc5`$caQ%WJ%6WtTqd)$ajE>V=t+3lM)SB$0G!IsqJW%n7TLI<__9%RNr6|17y>5v zG~Xc}1;|;_Gb96N4!%#flXpgklV#o8!`E26T*t>Z$R;w?JFe0;47vUgbD$y;CCkSf zWlT&tx~nj$gdLme=Bb9lr=P{+#gE63b}=Q1#o%d`OV3EBYP{A%W6>#ZCZ=#~+0Kb9 z=<;Huz>Dfzhwek&HD~&0>AplbHJl}2@#vav4zE*=KwILw7EmJu#fbIEh=R0E&IO~E zQ@!JhFNhv2f$79o!G*!ep=h;SEES+ECfW) zD=&9p<<4QbA*3s(VyaQwMb1qXt+>-D+Rl*{SBnS9ZUpc6S)UrGLSNRQr05^i7>uOO zmF8S{d_295P^<@Kf@c)MVo3?>#SYpI6Mm)7^>{cwW1OPDF8gBkm) z!~#THxYJc!Fu*3!)x!o4Z}HZ}MZ<3L>%?{t$FWC`R%Bcnnjp5re0MdWg&y?m8;>YP z3>IGX&hfWY0C`3jW}O>P?J*W9uHU8GQzSoP3Q#m-o-N?sY7G&{C9>(^IXL>e}orQsfdaq~Ad=IsO^Kj?l zSe^Of-+h)*3;9-*WKK1KHSc|02EB_}_MLPdqHBz4F7eA8@O!&Js*L)D>P!ha_(HPI zs9%UdXwz>8lW$zL7*SKOzG23Eq2+?HajqCVc+QAkZzX2yuQriDDC9_RURc_~@E@uM2VG87LqgO2% zPkJdFqpl$36&=lyv3iNekWYHo!BhEM)kvGIcPlHQ0!LZawm-yRNj~Bxb`TB7>6qE3cOsr2IgZvPn@N`dI69W%ekn(u+{6icj{7ias!K_>7x-L4pupo9=TKFAc_NY z-=kHA%WzCGP04vHKV1np!avCOIP^pZ9Q+1K*3kJ4o$p++ul`@MvKAMgBk&j#mVcqq zMva_yav*TDv4aXe^k!(uTU! z?_8EO9@dI7i+JwSGg~Wid*C5aQ5AJ^oz+?Ni{NGMG_(1A4|s$vDITXQvO9+dy5&>- zUbX+)Lt9dy$pAlUpeL4ig~2T)r6I5doMf`$?z4A@$5+mbn?e1r`SjApo|F$)*Rg|2 z;5(Bti7eU;lnOJw#-dvOkkSfcoEzN*QDKVBM+L^O)tK_nqG!a4fLQ0=#TF-nUez($ zZ5~`>IEXFmc{1L1+QJR%W0{GiO6}^J^lQ5KU_^Od^6k$iD|AzL$7Y5TrAKC|Tu-`- zki$GNlAO%1SFwyOUg)%(x_lJ)>Cp+Crae?%_7Kp5*YFHZbcf0G=6|Nqi+KW0$smii z7z;m230!72f^9@?_yRA>e#B$-H2uIteX8~o0z}_APD=>f06l^fpyFb$t9l!bRC>6^~WZ*E(R-V+~RsX3(yzNV<0I9qYu$I3To14iO(? zhvVrHP?>Aj8^?3bgso%&)!k`kB~MIbYqoyjho;mde#RZ`M)D4Qpd`o&GgzEXfVQx}vi$}1y;#S<_)oF1RPlDdUk z6>*l>h(}3KYe%-(9jfvFT#hhg!!fRM(1sP?y;m!cJIkA&PGg``k?h$id(X>a%|68R zPLJ1baJrv|54>)JIC(e7MfTwHde=t`QoFZ?EFG%C({C%No8VZA?krWOXDGiS+a?z8 zD=ch?b6-`6K3jFc43dHbK4wtCtljj5WR#hm-T16AS$kHz>kPL$qvX}g`ruvfcx8|< zmV`w;wzd?5Rm#J&QS;wB-rJeC=sX$H$QK(v**qZUT)4-`Y)-Alan#gcCjD7ykG!h* z@iW(;o$QsqS*6sLkbyjTtBP5@ZMaGMLos=Hr>qooH5z)Bi(U4${fFWT>~|@li9{a8 z_@4p^oAKypwEX~Dzjl>eh}d68#TCD2I8k)OY*~a1i5Qnx;Gd{D>wI=ff&RV=V8tT$zE85x9kcY#a$}APz^WOoN$d(YDif`cy2Z^W&?fMx~bm zYe25+K-q8}%i~;%b~}O_$zSJ!qO4*8%}2mZ>zz@Lrd6+=ONU-2$7l6+&v96YP=d`y(&*Lmve=P~53{cIZF6xuAqEn&(tg2?Q z9`eOu@qP_T^%Y_=0$dIRB=WDqBR@)99=~lLRkD3Hqz!H%n<<1`0ERriT8azsyi!aw z(;iETk%QfZyT6|10C2E#gaF;ZCPCci9)jlKrA%f)pCL}is&?Nlg7kcjK!~Qga|GSw zhx7IQW@Qd{GxCRTNWKaJ%{IDG5ZG9 z`-w13p$jwLn?TAY?kU6&5)|EKEzXE-BE*Vb)o%LCHjGa$Sd>#IeSZ2Y2(vl9Wt4K& z!Pj;%k%@3BzS^iCkAm}|+sjzQYjBjMZ+L`Q)e|Q9q|_xO`V&*gZ@0luu7>$`)FtZG z>?K#j+mJ3Y)k-2mAS8TaIkof+nVMsE%Nn*;WD2q>I~n;`LkcmHLVz+j1CEJK4-bc&rx(Xe`Cl{0H=ec=kz{cYm`W7~Z)jqMRiwgqiSm!d*5VdP!|qG!PodzNJB zCdkSA`?AKk$N<>$&=*Q!>LcSp^aWJQa;l;Uv`%CIDw$uhYds1Hyu=kpb!P?W%9|im zi0|T%L~vWXq=DQH7U=asQe}#|CawFxWOav`?(kMRi|0qF!xog6u#6pZK>q0Yx)cO5 zVNy5gYPO7fS6^O70SNk`wLx8u^H4`0N;_ur*p=fo?cQtI#G#XT6}+w|R!XaJ;Hui~ zl)^WMD;5!E5k-V)yjV9}plc#G8)x`cSCZ22_0C4el-;r8^rAC_LY3OkS%DQSISeM6 zX_x4(@uS9&eLb>7;rQeEZ_6B!K-M^c&Bf^SO8QATbq_@^t+v#QTyuXa_2jsS2%;>c z;Nv~3seq~vD8D3Ik#!Vh>QpaH8&!Pr=q!uAev>z^kj9-$`Ghg>f>mqYeaYqo7}i08 z%aY~K<#j9*x%|V5R7;m$W9+2qq+3kHfI{;BvP-Fs8^+&Rf~aY1aMzkzJ#(<(Xxp=N zW$?csaq`TcQb-Pz5JutzMWzOjjY+gk1O&N@!RNa4nQNOQ5y#}J6iGRUG&Yf%hC)K# zdo>`1br)m!6`WE=`Kso$Xq*b+uFF7`T_jTi+ zmP${b{Uulb74Z7{8-)=3m9oT9pTF=`|F5?>p_-R#eIZS1F9%V)$HMDhINtFaZ=vC8r~AX;VFhD)bg0TNwEV;)GdPzW3y|vWLngjCQ8fUy zXQE18y}z`g01W31bC^bLFd0(=i1MkdLPneMV}5*#gDpgtQaLTe{l_g&@npXszfl_r z4bFrajAk|vqSpSBC=hpmNSmXY{Ue9^1ovXPPuqWv zOmcJk`|B<}QZtTbLna=5s_Z=yn;QG7A*~1Z6on4086d;j?+3$6i_D~%N``=HdH*ol zy5!zT?m%O^&pki+h&%4s<=(R!2ThC$52$oDSJVsdpr6 zJ>&cSDP2WIam~czhcBU40mOXpV!qgJOeH52`HP9U^K;Czs{i5nKpbPwI@eQyt*;*? z>yBHslwCmZqyL`j1o{T%9N9JuI%3ty78A2Z%bU#GIf(I!shewn$}p4JL-~skJPEQ* zK+>Pz>l1dUzN`NId4`=rsBBzFVBPFuVxFm02y(p4LwLb?cvYd0Bd{{l=!d6IzP}jR zdq^toxy}AD4$1~jqadFaT7cca7>i6>@{y)(Wn%CV-~iqs0d>Zv5f8FG zd!q9c=-{TfkEiVa-8FzRQZ+_F^v~#ZN(*$~M`(<&)Ltzn3GssrCo!1duYr9rVLWwl zR1?JM+tV+(gD$D4L`T|BIhmT`;SH&*jX%5=Qgu?XX8^2o(z_s2m=1fhqc?>0cWDj4cas(Vu8HX<=6`o- zfNfLojyc6F#vzRVo-N*m2GenW>(Z&QS)<3V8NGp9@FU`7a`eN|YrIE)h<8RBh|G@{ z(N&I@=ife`pP!5oKTBQ(F>-5)h9x=YD2}#sxZ$}{yMLS*wHy*eiMLy*CCImDhmvao zh3G{Vz=O)I)T%R=oq2R!L_Ndz4|ooiQ%cGu#qWQIPXLlictooiN6oA19>_uV7> zwvI2$;ZFC?aM|+1HvfKWQ{P=6c_1$fHGW=RKYk=-F98@V_KOf=klE!Q|P?D zK(qg?uW#4%<%eKJKf_-c;LKP`tJAJ6~SOO2$qydy$?c?lz?}Px}Tgufyg`aJ$g^<2(HM3IccF&xC3;s0ierZy;eR_Nd9f z2{gESO_l{o{qg&#SGh_FdvwQoFWNz7u?aSxA?K{tzvzv; z@n^aZQ)$Q&$PE}G)BE32`?h5Mx75Bp3jFZDrS|=yLHEC?_CqlJUsU@coGbkA0R1jK zq5SUv{UN*mU#|9j_V)jOu2$?rPXrr;jaK>`sNq|mol}TQKA9lkH4OYWL#HnQJR!ok zR~aLv>|KKwLC%$%sHEJVi!hcujFcHJEsFeB2?~oKdU|*i*34|YYFBL`&pWqihWO#9 z=EhlegeXlUWTZEpqh5vnA(y-z+GHM(aIt|&ZP(&SI+Lc&E4C0@rD&Pw&P64MlS$1-OZIF%J8xdh^*N_&&eCVYW?&|< zR*zoOq(6OXPP<_%Ve|q6&2R33kKWaRzJTj*|Ct=%G-|gW)JEZ~nVj!~UQVbcLdP6I zOJeRTZ~6+5QU`!z{kE*-uQ-37p>LaW=OcIEAr_O`oQtBKBuOMttp8Q%bCch4#vag?Os*`dOE%swNL$!skP91|EW)65sU)XMWj(6rUM% zTd&Sqwxxa~PTY%EAnpX3`Sp6qP3FU!h6FKbEXSUVlp=`#EqL=@Y+Q9`It3b`)x?!O z3N(}&OxwBRwyTAk!ZGU@_*u-R$}C>n-LodEEtA5Cs2adrCT{AwZL^X!FHC4V$I~VS zL-dtm1zmrb&M=$7NSbbeX6>h^DbG#gtl(C71`3$KH#}^7E<=2eWlrXCi(ON!SQ!_$ zZlxw)mID)+GD2L~Yp~>v0=P=}=tWl@t-rGML*a=^;Ne2@|0GY^s&QO=)HdXe^yllQ zTc;ff0JduPnwX?4Y1_2=_jQmg!SEyk215ejM|*{s3PcgGJ*P`0$36`Y6IWB{Vt@%g;R zb-k|F*sP$Q%SgPd=?gb3?^r|ncrrE7u$0+3-GK5ty5`-zh`d!1ibwqfuen(rev)Fu z^!r0~V+`cklABT<7Ayi2WAq&Gxe6X_b=op}(Q~s&UGW^wF5bOiS-ckMPmLrVP?WeREXfilkCudSmae>uNgO$-Z8?WwwNom46=V^xnMF%&^ z49dv7cmqmTJ9f?$IeDePW2ZB!s=zZjhT)1~(E=&ujpG(?i3P5Ih4SB(tSD`V;e8w%<7_zn<7{ZUgQpxR3^A$T5Jm*%hXdpLC6FK9C#tG5I|oh`aNN3=uTchz(Bk zqd!z99M(H$3vymrFAeXGVfP~ux(TtjR}HPZe7Zd?*+u;sCsltLA{Mt{)qBWGM9Auo zyY%9>K-c(`r%F0^N#9Q<{*pQOnYW3DvBPN7nbj2IgJuM?*)!pq&|fvzO`&H3WTQ4~rK_ z{TFwdK7a~+YmOlb=op4mywaUjVdT{Am7+A_BRiZFKckCW-nSzkJ6)V4gEX#O?ZFwm z%@)3p{FJP*XUo#uG>kp&HLP1Lx_ley4!GmpET`K!FXX$ohqb?9$H=C1UiYndLT(uw zQ_gLlF3szFI4TC>ckg2S3C{mty(tPLtbKO6mpoC2N!%gbFINif-RMQ8s4l)!HM0}r zQ~hdo67gLdNDv3dBo=4FY|qID#f`n1;_p7#eL>WGYWkx14vC!!9M)pNMU99Woe2)( zxwkm3o`cf3Ud<|_$#LYm3S=9dO-WcgFTldP>B;;1?GgiQ*|&Yt=wa+@S|GM=X#Iez z1kW_wQYT)UvT{1v)@tOQMW*YKS(K5iS+XwTm@OiA!%wt9sFSvUTVekN(an?maH`ow z_1Co78X|^>S^v0dYah1vO#Sc}`FPA|981~amQmo)Yg6UK4F*=Tdv_E_YLEXnmc&y9 ze8W9{mnhf7Y4N6w9Zvm$K09#fr{j@C;FSCVWA?cRld2s!S>HDZc4#mNt{^_%6__im z?de8tje-WSrAbArh*xYEWmCgA8_csu`*+oZy%X{2A%;{}&!U2qom&l291y8KpIfiH z=HkrF>*&U6OC_JL_Nw@;EI&^J{@S8%;zhNF?^R08sR_GJvDY*^vLEOIoh|g!g0ydY zL@-AemnYe(BTpe)?;@!e%RWf7-eyvkTfY4PB%DlC#yuO5KdTGVN=k$#PwtuE$K?#t znR>oO{|FNjee(vx5}O`+1%{BT`D01l0#!)2EHEZ{aqHlAFTOh%{(K`(iDyrcHldSx zgFMk^>u6=BJZIvTte86_p`XOq9ix2rX1}q^h<0@$)(IPUrXGu$MLrnM`aom^(tb+E z`M56_;bw1Xw0gPXsz7M#l?AkY_oSH}wrM4udUekvSYa>~2T6t&8bp<0axO&io}UnV zoUOOZmtiY7twtzHb?UbK1V;R5#YMR>CJ^4(&lhis^70BsSgZXkA)CI6`K<6s7!TMt z)Uu?1ge8mb4WE=+kq^S9oO4b%h@Mx+sW}Ko!OO^N5J~@dXu5+SdxlcBaa+MR_A4Ui zBH*kcnGp8c^!r%*alRzkSh1=V2=#jR*NFIxfaNgF_;fAt?{Kq>yjdXF&)UY;EBziW zUoUW)7k%yv^u1Afnz?D0x8F@9ymApU+cKZ@?k_O8i|Qmd(G5`P&DL?1^4iEA8un`E z^rllV9v< zTQFl>R-(qZZ#Y3LpDlV`_aWE(@0;tN{|MH$ooPP)N=8YgZRv?~s~v3GU80tva*^n0 zd~kOrGznsx**VD+vRnAoz<6HPV3x;u3C5uaNql@|KjN0s~Z8?J7&Mo`u?s9Ezkop(MVYhK>8NT>LH zoe&_gRa*!OXYktkB9Y-3st`Q`xfS6pIW3B;cW-KWD6JvVL|h0J0EOO>OB5`wX^wyn z-f*YF%?TCd+O9o!z6D;Y5BRoa&GxiNs|1eWfi1WdOrvtQ6Mu6VSsx@fYc3x^{7rtC zHU(6Mb&5>1KIW=*;}X?g6INAeM!GJdZU|TWo=m1Ec2HFv;%^X0j3VdaAbRSw?hh=&>E4eT%$cjijyHDZc$;N7|5a{TW<59Kq78=t{4p z%~M{VVdF@`v|Z=bNp_Fi$${QGikp-`hnB z{=vr`(sYQ5dpwrw+JHJ`P`HPsW;Ba4j?0R?K6LY+*unoQx#g3_f1K-Q7sSOtUh0=d zMg02L$Nw4cW+vlsZkv2AS6IOImxflhprfRHmaN%WASt%Y`r9$>(k7hNDqp`Md5n+W zREX!yVx46ao`SMw)p?wqUS;viPRQH{O0AA>Xe5e@5lX!`Ix*$VIMVqCQrEoSFuY}? zCob)d7c)w8L+$>BrzoxKz>ylR7gT3^jXPag5wDntqi){Fxf|!ylq*Ue-zgb(O6UDd zE{HRdqHC=x3wvQDISt<5OgLX3Ux`X?Dkpak9(Vk z$Wm8v-=B7LVMG=r@-oa%3@GWUPJ68y*Iz>>4J8#()RUbo1U^#Ibjosj^xW#s1jxaU$y=(n#_~LNb62o={6qlzi~J zDRRH}!Hyx_YXgh2bRI`WqYl1IAwa%nMPhpnrr=Q=JsMcnaE~mu;Z4_($ypH0^tE26 zv@YF7hf+&_<$?Uzk-_Y?O^zZ#N6nf%?VN230?gpKe%#~5^*TfyraedR<8G!G|M{LH zdV;VUihh}P@snENYdKHjF&9rA+r`n0t8aMTjrrFHl1uZYX7DZSq%ihRXjWz#Csd*c z<$-*bnIzTuP4e&KIG*FiUfQH>cNyKGQ0ODQWRc0!Yy93AFLnr|ph-pJAg)q#*ln!w zTX0btb|#9!KJWZ2q|jfpkWnBdIfy;DM4tPVuqv>xbLYDD>}>$=%JgljHR_pl0SotY zvFtv;*jZA=8Q${H@W{FIdwJqN+8Gi0lNu&dRhX$>V>19Ci;es_(`9QsWvXrNdV9P2 zT^B4>ydNU>rqWVOg?)E#0QW+@nPOM}Nk;wqt?AN0`s$8?)8Q&Jg*%!OwQlUHoV79N zn{wQA!)K<=9`k3AUGK9e0@^^)JiUfw%b@9V9eK4>$1-yp>nxPG2mD*Et#Y19_hMQ~5$K(L@k`(&W%1NQjJ(%|u8+SD?|=W#)^3z6!+Src_i*0QjVXRIq>R|fgvP`56@8yDsz~q2MPhUUX z{xs(6>d!yX?tUEaV(3i7HcGzS0ep%->gX-0>rt#WJyCZr`xqpKeB?k}3L`a2^eQsn zrSKhHqQk`tew31=)A-J+VffdH)?Z;WxNTYWHteHCp-7U!{p&)E0A3WLT90rq$l9Kz z6-!r3o=HrH;}pKf6>nXin-5I5N>QBGPxDW9tKoVXAOI{$I&O!#jPb25&2!a7xyJ9_ z|G`mk{87c080kZMx?Jr}b*wSo)KDKl8jkT3Cv%0YOpT}*5l%m6K# z-vpOFGn@0?+-jSsYKO^UA#W{&l7rqZm^kSIo48h*3+KT%Erxz~`fT=P9AHvk{ws&- zd#&Fh?QbLywB&R&d*b1=`DVV?=TG#$TtxNdAMd=9f!`cwaGHDYfY`HHHs4+x7#CZV zZ;4i6m+y@8MCJw0nw_i=j!~ueg=4X&-}R_k0%esp_agx(_-l(wSgKXey9Z(Z8q@nT z8#pGX*XVD0))Sw6$~W-6qC>7(;cdSAA9eW@&jA@+z{R=Nlmz;Dm8spODopB2by%}H z471;$o=k6Q12}7h;&+XQusq4f^3q%ueo;rC{72=Bm=KQe7Kau?!@~W(jcNrZ^$D7b zbjsFl%cXL7Tgt}{N*=1uIxzm@ZtuJWV)AO{C3X@YQMEREX?4IfYR!7A-JKPC;$PyMAMqw)LT5 zt`<_73>0h0wk7bWrE&!`TLlhN@;&>w(9L_%#Ava?PN2Fzht*VhHgilHw>JB{`!Xxn z9#NM^6P{)ax&6uqr9TSUs9fXKY&)(;DbRzgDVwh|C3BJYTw8I*bkT2w!@rA)3+ZO5 z;O!cy8nKoQ)$O!2?rU1H>&pDCBP6+{RH$c9#I+uw3$d5W@PEysa&ivU{7}Mg@QJHe%SW z*_^BrujIaR94mC8!D%nWDAHZRCgo{6N!Zm`H9?Tg!CgL zuZ_q%lnkK%UXYahP78?)=P5ODUbFqq&kMg%62O|Vgr^+2`H8Ei zYM_4d1qr3?$t&-KJQsIh_{eY})JRnDAMEBIo%1+Yt_X0;9Dc15TbM)Q+;+NbuAgp2 zkvyHOMeaAqy_iPl$_u#LY#i`gYV`D&#h$xAya2`%a5xRkdoEYXqTZ~nh$DOsck6|i zqS#!ftg$c13jed{Svhs$QIpOHTEy&Tt2x<;$m`2M2Cf3v2n|q4XHVGyhi|*G^uW8E zDTAg%*M-VY-0zRGj37rwb@f1g(u)f#YgO+1iqbJZZ>qCIcIJ?81YFbG5qu(i_Ef^! zfJn8LmPL)Y@Yk`3aA|#UV9+IuZH=7!{NS*|Y(8(Ut=|@M+s0Mj{j}Wgr9aX{2+ls9 zy!*Iph{BBqDbm-7P9_A0cvKdOsBGZ~ zhqO&>PksUYpXN2MD-B9_6z6)2Od<(Jk3#gl{7IXK2b_<5y*A=Zc4S7Vl&=Q0c9*-Y z35rz9$h?mhS$wiQT(*5hD4R-(E0mY)X31Z0=vb+K_IQfP&CU2Q16BE0IOJ-T_;@&0n-uW1tF&%>*x}M+9HcqjABmz?pCH>S z%$q62c&WB$3yu&t?4tS@{Sqd@n z0qIs!9w%GlvmNu&@|Z@@Sze-(gjCjDoI!3Tp+Z}F$;b>m?iuA@hOfVmS6m*hXcQQE zmW`8FzSnn?DQi;l$~s`OdFO9_A_yYcLq*qj{CS{&TGl@*Y$MX;;xtPNt1Bojebm$A zw7V)gKx1c)0K>!LYWE6fjlCIm%?aJV7k-JJn-5**xy2pCLbcs5P zEmWOn{k(9;$oVzv7Wck(8Xrtb)k+LfKLKP5_5NrWcwPBks=(x4!my%uD=?LAI`PW? zz(*k-$)#z>UsXnvew%d2={ z8GQ!1bMHNW;vf7t%fmTdnH=&f{c`!-oaNF_L{-(daAasDsH|u9sjHBe_)501QD$A3 z*)INoP1sH`*y-DRlb|@}x`KvIK=xqd_612hRpN5_WloxTE0p5sPiJ()fdqa%Xe_vOB{livyHqyp_f9gCny|V6Z$qU1=y}a{Tk+nfj~Qt z!Gwp2x;(Nzzb3Ke2r5Ufch4_QnPt$ahNR=POK9gKvKxd?Yv{-1@)y0`?{-A}q=z2P zn7%V7k0`M4uh*_fo&WX9Z(san{Pj#pFWFzUG9XUR^KBM>(~8Kj1O{518q5H$CAcJZ z?VR543{T4RAv>MC+jIOdku`!9%$1-?7pbjgY5qfkezV3d76%3nM+RY)M|(=-O!@9> z#Fmsug#YfXUl6rKjZ~MA;2>JU6oxxvMZs!rw;;ruDeJMcQ=-CW53gi*d1a1Bu2T%; zvPVV&*KFU@4P{!e>A{J4%g%oOQ=039+}G;4jGXUy3inTIXZPC-?QlA0by~`0rUh#} zIH&Fz;hw=NFm=w~m+L?Op{IDvZmzeibl3;j%fxJw zi+dMChA=yZ8V|m}4ACL>6Z8vQ%Ib~J>tnIn8t3#GS{dIhCl%aC{)u)2xOg5b@ZB`S zBsrgXU5}OnCWGv~X1`Y;2Xmmw@@6%-!+wK%)EQbwKm@LDKCFx7>RV8L@<(YgmEiV@ zyEne^k1{v!1v>JXLI-?B_$Vd(7;c`aL`k3j+o{vobs)tuanzRQD`Bosn5u z&M#whL3thj_H$w(iWm4By_Iu#V?8bS%9J-2Dg5r%(Npj@Z8@!0IBoV@6r}U!P#)S< zAgMdjy&T-d=dC%gKdecms$c#yZgmYyQ>IMkB|ct(D#3mfW*CNX$Ylrd0!mlgRdk>V z{cn8<9;8G#+QaW=|Ms|2eczD&m#bXnC#yw{(|N|E#}%b`K^1C~rIUZVJC~CS{?@sR zCh6^4KAH2D$DgA{3K)Q?^I`C%eF<|ezQ|M&wm9};VEe9$Ll6eJE6VHb%yP~iQBs47 zuw&;he;?fyOCQ$Me@Wo5aR z%QNzM-wyHlzzMDA5U`fsDZ@x!?z1oET$Vw+>kC-E91afFutdtYw&JOn5=J1RmvM5& zF?qOq_n|UmSC?7$kzUA|dw;!7<>E;PEJ>q-n={9PtM-a(*ILwGWn4iB) z*g#bTZa;Gil}L95KRG;HwjCP2wULSND!KRh-tN-z7hHW|XH-tDdJ8~)AdSp;?Hks04#e`$>A(q z!`R>Vki?N@u+j+Rz? zihp-``T-XGSfOtcFQmDZ_RsSlnKXRxXrQ}1BMnt4a#qERw-S9MclzD<^QV%vVV&)@ z?Gi8<8y)SZ1!(8Rg0NoCh%^S=@-{PIKj>iF2ylgC6ejre{4ztR^RxHV;dKMmu=5svhw<^u9v?lE3oZPF`Z5VUrZ&^T=*~4442`M z&rgzzOfl$^dUVrCV`qnk#N)E5F27GKT)qmT-<``vkJ>-QoSlUn#jm!VZ`iVe=aVXz z6_AHdNLJOUfAH2aLCg5c2TJu(V%dQaH>A zsn1i5wGAIg-C@;Un|e?`iB%|G-tXoWD}(G_V{P-nq710LI}PUP+|KgqfnQZ2XK0C2 zfWHL{o%y3W^h@@n{dVoVl7_nmZ0OdCE{}53Q!Nl_l~8FMg->CfDB=sFjX%Tf(z>ls z%UI8M-ZA{G|Aj*uUFel4rr4*n6_r1_B5EA+UfF_{E_)Su)iH!d9MMibdhELPn*4Fj z{QaIv+Fq=3uTTAUiygP8Q)ikkDt5VUAVzH z>R2duK4wGdDGGOSbhe`hzbw++4p!KAKEb?n=cs#AV36XqWQpgl4{*uFVi)#?|4D-^ljh5nO(y+d>~OKwq#T0!{o3xI5027ND<4R45Aa7Nws zC$0bAKNUoh;Uix9i+A^q?qyMxX+$3Qf`iO5&IX*=KPsohu@uuekoX>hP%5I9qfoA6_@x`;5$%TnpS2FHlS0DGMc*3m2HhmVH0DI{f&S z%SA=Uz2*P@zsayaE>+gQOr!P)Nep&OEimfq?5r@&WLThjqb#N1&X%iphrd4f*B|wf z6BZPIDe9MNO&Dn#8A==V`IE;&)%ip`2zm8$+eiJGK_0kUmO+FxN`K`&@~dq5uLnHO zP8vnKo!{3?fW$}ge*m!#2Akx*2Jm=pDdz5BgFP0H!Bo18j)*r@pFA9?X`-l|AEr?M z`-}ftf8Qc5jBB^yPW~=144Ff=!7nDWoxCy4Lg*yS;Mx|Gsn!*xmewIW=0XZGPPWdl z&KmyNHR11{dxH!13CG#KBg6jrlM+w2uu^W(?B3*4x5+)X9bkiCo}NNm&GXgd53GI{ zIqI{YRc&SdE$?XdORyUYgl~RVHp;Ac4E*^jEy4)ywRg;9PDE@Gp=9h?G-Z*$i|@}$ zhQUAV-2RVECas98;<8%pDE?x5cq+|Fj{zB*NzkbLIijEfy-N#A*4uF{SKVbH-^yg5 z>Pl+%=f<}In)u-g_P;Ir*Ov2t3{m_)elDH3QS;5tpSn#sd+j6dlG=YqnLhDxbDs}yqlq##QcU@xS#cvA*nScYh zV6_eXMcGxEUvH)`{Wur?`Pk+>uc{x6tTVS>ApF58*o=kG;?BLV%d$W zTH}@f&cMhk=UqQEpiH_B`nE^vs8K#Vv9AlADtF8D{d;r&^bgTG@^z`q`koys%{v-} zLFT3PN~K3^hW3jUWl94Ha=eY;n|e7JyCh6gy>2u9?qT7##Dmn^1eefXVT7Om+b1?4 zeAr;a-JFZR1=#*x4*n*H#>lZ!{cUgl_gfOZI0xZy|M#c;y}3pI?|b`!*nMAz|96G_ zy#L@*@&BWpW$WR7SyUzM%hc z0KIlPn1VwDhLQbH2QG*Vgxl+HaOD~Mpbn-yKf%Wb#Ht9sCLB^a0c)fbFls-2);nvE)6vvq66{ITBrq^V)t_|=JC=u9nfZ>7F#p2;- z|8k4{xF4JTptoOw@^1$*G%bd@%QOLE7-zG4*3L~TS)|cgnP5zTcJx`uBYO})w-aJ# zw02k{2|XR`xEjKF2sFJpH@$>|!;;D#iVkBTnFEE+MIwE^ z$*kn}Ao<_FkePA+IEDSPDNOl3!Y**n*+2zdrPBxU_@uIlY6tg;Na9>c?v^4wZ#7N% z?bCWw+A@eLr?q3o&!^|F3sc$;k8ZhM&?&~SYCF|U-w+|d3J$g-amV1cqZ0m_tTRaw zrwOMb`v|KRePfUe(=nh^4o_wMEh_i-rN4aI{&8im+x+2*WlZ^ec;F?V`8f(C#Q_;9 zNyJ3FC$4h%xvu?ZL^N4o>(;Z^}Z$Mhe?)z98bCb`i>_mu{XOv z4#b|S5Sj@d6g;%HtjwQ2oO@(=ZpEoMHTQ$D8W|22pq*>N2P_icXlDDT7n<3w>~cND z|NG;AT^)FS+e{8rfd^Cdl?(c?-dsp2={emR4VuH*CqNB$5Dn}tc)rz8L7h5eB{-%b zrN8mi=#z^hUT>(XChum0$%ft;18A<_JAT;Z}Y!J|i^;+T^7(=4Hu_>Gmld zjrIHbxPIvh?vAYp@`#7Wd<{)Y^d5sgux_~S$T0h6v(Go!Y9L2@^w_3+fdy*ojv@)( zJwVSnPc}^W^)~(KZCs~M#(h3_k0VP4MuEN({o4U}?#cgp3e3C3FlI9b%P5O%4soNX zx7ri*Ny6D05N{kPgPR1dcEV!Qs;S}hoFtX4dHFXl`R`}2&E!5h>*MDBR8IM@YiQLr z3Twux#2Ivey1m8ov099tTuf_xiM&b%F>2J&tcy$2;H2Bf!>0ld$&t&qTu zBA~7Dx7HqX294SMoaC4})3%xH$d2W+s0EqxbyRb$C!q-?L3234wnOd~K998*$hiu+65}?`a>PLyoym z`_?u6{DXd42a{O6u+HWzGkf<$E1_0Tyg$gw(v$ay`tG)uEuYR|TQz78w1VW4V0GS+ z)t~h`2Bu{uDmbzuD&v>`{dIr$4_aaI*93lZJYx$Sx*sZ5bUnu?JkX~8^QhydVO8@*{|K;IMoW&uz=X@6nw{rT5tBYMF z`j_H_e+{kD%Cq|7WBuN7wuz`ic%H{WYDy{HEU$OTj`;$ohHbO0*Kd<=jSiZC;9W;> zEp#QXzWzNM;;(gQyLUbI;GAWru^EhUoM@l*#VqPI<<^G9uE+ezxy`yasRM^_gEJfv z8?LA$nK$}WMQp5r=6Cn~pRb$$EoWBy(Z$;dVD35vPI)cG(RBO{`vo6CeHI*;hLo;i zS_srU3saw4_8~uNrr*C#z&YK6!USB{tsR8^j!|RmcQG5@dVV95F)%#RerfJgC0Ecj z)4{o$t*dRenbd5b;qOi84f2*3BDm&SeSXO^HnY3Tj$&-_20_PQMQ)>4~ybWNd%QE0!UYj~7h165zbHm~9;haBW8n%Iwq zo04Vc{#?C?mM0b+&^q{?s|IVx1wpV176Wv~k?#R1Of@lG3V(cuX^h`GY5iO*(*4>? zvPg3$0x$SnD~C>x%RF(%R?T>%9J8LVxrLidj>mj3f>9&i$+wS5l|C9eZU*;8p?W`}A`KlsCoV1D2P%qr|TA1I@TKE(tXtzb9h6dw*+l-jsota@-Gbd40C zvNAt9Jm1j6=B{f$nN}*OnahdAd^8kq4Qf;S;M7X7m;{KDHDdJ1ceNw@+>gh)3DzC) z&(`rM5UFt@Z%PfU_c|uIIW%2l=GN;q!NqKvJE^QSc!o|iPH^F+fcf(##+`V*QcC30 zrAqZQg7eiR1}3;b;7`;n#n_Wdx&yeggvsmw+q*(*dDc+JThUoJYyMc{#>it2oe!#*w>`n*po3H-FYqhnPwqUN~o zM?&0sE{7MM3lB=Uau@gSe*V2a8ZcLudX}0-I{&ZDWf9`eph4DqsPR;6;AYrnP#OQ^ zPvtEK`JHk-P;JPaTht)nXbI-Yx{7V209H&i(_IrZngQ{TZ}ZP13tp>h(xw7xQ{zqWA@)D*(l9$IXyH`pc@B`>SH&d$WLQuGF6lz{KXG3!(ba7tp-qurBuS%h zedraoqy{q*mGksd-U({&P2kUw0p8;h%2ID}og0(X604${A|zGhm#RD2=$)(fx-;0o zCxeT++}>ED-x03}!+r;Y>*fHr+vGd{e8yj|n{`wNOcyVY6I{aVPJRTdHHu}P(`CI! zEnQ#iBWUU`o!)>RFiI^2!H2!1IIo<@3(@ax^J$v!o9dg^_hR_Ekm6ACd^bgX-JY?= zi{gUH<7#Vh^t+GadDi}WF5KvQ^#21*I-{;?Fz*E2dPC(W2`3@CQOl7JHTUb8$m26k z9kO7O!bPG}I~;0b&KmeG2^h=~gY0^@=~DZKT?^!{%L-Yl775wRs&S3~ZHDTPH;{v_ z*0aP&otJ?uqG|uuzteM#Zh=XQw$ouRnEr;ZxgcTi3jGYxolWrBWh*W z;1^dmouJAb>9Tcop~2p z0!84yCdUk$oIN}@H^Y9WD5#rbyst;VaGcFR9ObJwb_L!dGKg2=Sg3`q12zz+>zoMT z3AA#zN|euvgDsAiqB$r2$Mq-EJ_^*FR`V2CWeL4r2YP9t&Ur;7PSya~A*S;hM`SYo z(tDZWg{4pGMnk~mIPa4x|oTU z@vvDHdH9y;V4`|+gxg{1fhqr9GuUoMvGqt+{bJdbr>^W08;NwjMwU0oHBF}rx0cd@ zUS(Z!6VF0Nrus>djtI82q4oXBF6?wj|Gsin&EI&+tQGc<*aod63Xu^@3VIAc}VwRe`d^_rQa!A^F z{?wGtUVF8Q-Xj&gxp&9=?r@B|-H_du1h8lSK&6mjYR@qDZnAB?HPAQUrdaNKacTo=O|7kTvJ?EUstFxjWb(BNy-jARN_gZGrTgr;?bG```^Kc9-m!X%Oobb;1Ozf{TpoJouBnIMVO@;MF` zLv#1%uJGjMm~*7qwMv-%XxV8oM8SB_x&2Vb*LW`(T2PX>TgqaR8Aa=t@knj$NI#%D z<^_?8x-|9L*_3%N4;B&6SI|0hFqI=x`H1*gk7Wp}i$uavI)#2)hLMbbyo4&9KIL6r zxt^{|RXCIE`Fd@C?w@2{lCWJjDSlxcqW6l*#ry1 z$bdWqUr0mFH$&w76F43aa1>vuZ)c7*H&KLrm%cJO5VuC}>wwg@?l*Z+ zsR-ECcN-EYDPFY?4kpjY&S6K$Z5#?YEQ>t@)M-_yU2U0e>4{irpH=F%LXmMQPDP`0Vh#oWM>GSC) zw}Lgev);D`wh#_fDH3RF<4evT$^deNYJGoQLjUOBME8nL5P9*Z%n=3xdGqdr4|i@4 zcSJJo6blp<8#Sjd7TF*hab4U}b2~y8_skkX9BFz}NhtpiO2xPXYGdq#3!*>v-Tb#u z9YO5Q5?JWrdY=d-63udVD7Y%}c(&_-sCiN%EAUH3>nKI|QEc3`4Tn7+ZnOhoPjc)S zn5yyaxK3=eX#Z$8#*G3L@d@r^EkWNh65)LOx)22f~tbs2c9AG(A{f z^x<6F61uk2J2^3&&Tpyn>FMI$g!av|ic9vOgusKyTn~YPZvYMRz8q8SIs2}QnNvO; zu>LZRX{xbbfxw>zcjw89hA|f8B*sa~EW5p>KZ1GTLf&1^QaWDVT*X$&UzRzMthe}3 zv+cKk=W2q+puS1R&r(}#T~{x1dQDYvyfI{#VJ&Scev~Y(e5KEU^U+Jya#SfbfNgT| z*bCIm4iRIT%zug`3{(5G4Z?`r`5NF_k;S`P5Cvuuen(KsJ0mnq8)bHk`MKoi6!z`8 zBx%1X@Yqx{#G4c#I{{Ih7WKAtc9yj?+y;u;CmL6_PH;W!X>PrSTKB!6%lN<&V)m17}7%U1y|oqkn(*X;cg zT-09NoEuQW9n!*=wfL4qj(l99ckDpDaM~h3bLR|V4I?$pQTY)kPy`xYhn9!`Oo#bp zy@<|Z0d6tPX7I{j6KV5E!s_ z3foFPfPR%x2GOtgz6M-VIh+B8=aJ%y#_y@mzpas8T^hY#Aiy$semAuv`78)N)fXnt zJTaTs&GmI7rP*J!P@nbBAc9|NmRFA_eHmZ*IMwsPe{el6<4|BOivP#4_nQ;Z_6qy* z{}22$ZqDSQNj!_8AmIa>(@uCBup!NF?VlJr;F^{NF(Fg6{uc7CjIomF9n*T=fBaN| z#!2mYUi_NimNMMcMdyM-gPN#>mfTZZ`~SU0p?OXWvBhGhx1RoGz5nv+gE`R+Cb|lK z5AywIQTWq;vGfTI;wGQj^6%w5t&TVDqPIRw{JS`M8vB0~M`J&YVi_HQ=P}EhUq@M* z3%8v$J7gs==B(+$({h9yel2%Bz3e|8E)r$vl8J2pV)yuCm*`7i7IaE1=|8dvniNs& zINQz`V~dS`2CVAj*ns!{VXJS>1w23N>6I~O9`u)1@JBU{3b+Jmu>BsKYDgB1q6lOKfK3>Ktu?) zLq(uluRdtgFMHTyF#KdNGKVvuBVdJW(us*DemTOoRh3N3eteYQ|MVLe6BHQDS0J2; zrdP%=+st(1kacKQ6>A2YZgltwe<_DD^>g8_9z0_Yu|JLwj#YRsI10yZ2B?{AC>f3( z8gkGbM6puWGuav~gF|D`7`+?zjO5{`OP>mUYo~DlbS68fG7SGfNMeBI#Ti1^Jh)Xd z(N?d_U;0Q&DfPT1Q3t4E5CP--Vey`Sv2FcpV|oYU6V2E@h^(Xe2<>|KSO=-5H6)s% zVmK1h;Jt`)W-R9c!bq6b{(<438vG@WC~boL)fjQlb2-D;V&Rt4C#hPf6tesMoBeTC z1N-O{CL793;F_`q5xAymds>%(L?Zwj(n=xrXGF9>L6lT^Q=`GxRB9`#)Q-C&eRrwb zau?tn8o&xoho)s2=Da-DH;q;7gO{y@xJ=KI;LJX(1!aR!vLYoVJ;2KFjeRPu<3^^o z;y&(xXG*>H1kk=y{FM@WAZYn>InR$r{{0zdyBZrTz3nJ~i4K&|^S|!T-TFZ38Q=i! zc==mTg;P7OS01QB4;t-1@c7t^|D1K~ry0}W%%wQ!6;sZd2W256YA*R42C(1JkD?gk z4!9Sj9(@V%dtJ|TtmrYHPxRITyz1(;WbA5JN-2D>(+OR!&Spzo5Hx}Dc7GD_W9;%9 zNAT(kj^AdW9=q>vULF_6lMAP3r456?FBE5w(fANvhm|!a&315-5!_wwV;;Q6N&0*- zTp|{j<=8meO~% zPW;I}l;gSbcgB96HU&IoM zNiOckHgp+Odge7bMw(6vF2p?Z7lESV5fb{3|Cirv7l}ghb;H^Ue8I_ zOOpBUjTkAXsxmFc+&%&mM&Cp=%G7z7?-hI{6Gu(dhhB=OTo zoI3lj^+ud@s#1ff?yrF@R(85x=thi|7DD@`9S`_-8=6k{{~GO${$YJv_Gf>f#H`|G z_~1GYdL?>I77V6P;||zywt4xXrj;D5UArSY{qWdtTY4qF)yhNpX^_)m*0z^Mc>LRl zF+x}w`7_VsjeP=WB_8c@4MdtwX6iEKv8Q~J43kc`i2pG>CO1qJda3cgpMur3;0fSF zOb8;;H&Sl*TlmYFW>>(Kkkd5$VGc^>nlotwYUC$rj2Phz>>-IHGf){wc2Bl?x_Q5* zhW+x{I~kPgr+CW@0poH)gZLmbq7s8+lY#AET-|gAh$nKkxAo2@nUjr0feD&e*nHp> zkfH{*;wy;4vq2pv|EiV&V(`^Ezxjw`ko!cL+r;cvP(!X^_S)bak=nn0^O@Ggz!U7@ zM3M=$*~(3inxEiKFKQTsfN<3kj#3<#pG!g&40Jo9lPxeRqh6r7-}qmY_M^+te>@{q zj3iu>NG>foBN27Bn6U1$Z!8=f=g~ZB_e+c$v2jMabSC67tc`|y*tyH@%zZ|5e-be@ zua5MdJ52Hw6A6n4wPx0sKt0id$kc_vD>4Rqa%{|g`{8_oF4vn21ba^4;IPgYEZePY zlC)Xtck|E9?@Qw)l`{vZ+s4#&37_GIWIY#QRLvsrey>IZY0gl7m0@D}MBOn;-B-1f zN{15TC7mmoB0@yP>*d`BB_-A>L|1mv27&pkeW&)PM~(dMWg{*&gPI0Cr?s-H@SWVt z1mhNe17z(cF^*U1Nx*;Hgq_G;ELd)j*|54oi< zrKJr-oWG(T-FI!ouCs=rlY3@UbuG-NoUyS+cov?;=-|4n)FyVSgep_h06(as4p=+d z%%#58^)Pw25yDT3l&t}WiJR^8SlzL|s_mLP<30co%H1<3>@H0wT!1ER>oUUicAYF` zF>$|b-v&nEO=nWWjxu@5uf_$CtdkGkatqAU~!h@sH^Qb!dUhPV^04a$r4+0F| z6=5mv-*@%{Sfn)6oQ=bn>y)d<%?}VoY5;@b9{W}Y%6Lm^+ynNr?pIcA01UK$pvl8c zpi7v0%6lZ_xk^8)f~Qoi_A4?$j|A>j)J#*!FQ_SQdN@65arFb|&&%r=*?tk($;aMZ zp)XT7bq)?xXTmGIa=|dMqWb6NhyTD5FKinfvnWg;NAS13z0k{q3-qaUP5^l(KR=l} zS4+8d|pM5_{$0S&!heZE@9s(_moE_73Eb$A2)r6iz3M_T)ug0 z%M{hvfNi$WEVVrOQ*b*aN1O!w;AKq5V~E0oClC{5kpNxSJ1xSf{@$4LFPo{+0iyn? zOrV8Mp{#X^DPyl#O2;qng&Q@fYIK+R$nKa}WVB|EHsJFnV-Gzvv&}eze zk1#u^th~4AZ8R8mY7p4VC!t(@U<)gW*lIl;m=4C678i$^L$4SecOEI+7v&SjHT z|5v+bLhsFr?G)u~F&fwnfSNzQY5jQL1hE4ApX24Zpd%1mi zkECuTR?U8!;zOrnbuC{!XvQF@AV#94SSBmPru=RXxUeqKZOu5l7h?Aq@yLHzczs(e zh%b4Zr$4`1Q68i3X)hP&s$Ey$w=F5U4}&K0!sgs;(8X(TJ>+ba@*cwEyFyzdLq5}G z*)rYiW)1OvZiC0qCMWPncyMKNpHe$ubLzLc;qPmzl<2#xXCGK8)7cY`p)$>=oWQG% z_;f9?fr+@%UeZ)7bZe~dv#$||O5E=L^;{x;DdW;c3_4Hm40|iuzi-m4ZC|A$--~fN=-k}Dn z$)XQVE9;jjI?xWybwh$umDXKd1PnW2BINNO8ytU}Q399y6xq%*U@csuYN7MWqf!Ua z;jrRN?{QKi{vRRg&A%OZsT;NuOY?my9&MR;e+)u{^rH)5GV~L%oGr4ea_sfG^@gW^ z98^lqsN_mBEH_PfXyxs=C@ttz@!V<~m}D^}9zmFKB#5HS=?wqex4&*_x3!?0S*~|a zhm!*{@@dW3x%EbhP)5zh<$i=*ArtQRw7oLhcYt5NtnN#B^cPd_J{9%OUJS?_p@|oG z?^2UL#)o!bLHFYN1z>&HW7_o#u-3DekOfjcR|>x7O7=eS976oz-QbAXOeSUu8pDHq zd>}>>`IAS!=uxd9hRGTbKSx4i>3PY!vI?vK?GKys%fodsSjBl#W)>{i8V8yN(TPl| zgl!&^T9GjF!FJXXNGytpKjX++Lj}LV9SSwj}t>QdkRY{LUz6LDYM!wemQGtRf2t8z4( zFI%)@D^-zvYSCkWsft&j!Q+`Qg3ZJkXD&WSjztXFRc|bCad>UVkp6hWxq_hd4lsom z66Z)2>UI<@ zTAFTR+Fj%ALIbxTdK3}ABbNX~=XgJ*dSqT_^R#ylkJc+$U$n89tis=^&TUv3c+1n@V??b;>Ki7&7tnUILL`S_1C*ivH zo0-hglt5vc>k113sjAE8niV$>21UvJSqvnB1${?cGEAQ_dj=*?L7vx z+sjp8y|%L%efs0&@NScFp{8rSM_l{VhzGAR~N0Y+r&=yhg z_74zRFhs@SSZ1Sn%2&L*SVP^d{|>I&uAu`r{VJfJLjG`2k(fckl)Qa+oFDQ!YF*qH z#UH4H@?pKKBh55da@$tAiKC-o@(uOb&D(rf{cfVvILe0VARy<9W^DnPA<(IP5+(@@ zWn-N5K%5WzH+|8P+-GoUh#E@EP}n;jZ(^2%mx`58$+p$()jCIbxy&7ei^s|G&w-otYJj~5XZLI92(5eK7r z3=h6LaM4CSM`E03++t%(D_O1`)Th1HB=!PKrfbn1ZhsL%z=@e zQhtaBAdc=v&mPO(`N>B)!fK2v@-Yw_9IwR{UImQZPq?1}U*K!x)+4c&gYVt^Tw;D=4`nBhpkVS2CGU_r*Fof#7vyK= zAG~)LJzZTaFWdP~mluGZ_-GxQ1I1(jmXAFUc9Ok?e-Pcd=Zren5#7mMz|%eL7pS~5 zdNG5k=MSFK(_6;4a9QK%Yge5C0gNG>m=EjcJq;-)R=3zV8{A|aaBR#%qK482?RTQ$ zs`YK=6(|m$NP6d4dfVRVd9{Rw%6EPYl{H`l=XmGLhfNqX-3on>;tB}RN7rXPg-zU} z5l%<>)Bv4qUfud$Ug+Kijb3*@bS>O7D|q6+pN^vUi8xn%E2vfjlSK_&LxCwYR`^ym zGE^mkL=Xwhx;p{yUg!$xz3YTGiM-c1vN@$m^vSrlFoN3H9dvjTHXz>bqR|^feM^3@ zR2Cl7%f3N@bdA9UU#bSJOG4<5zNtNqbF71+)Lpcsc~(T|+R&@Lr|>X~$@O!sM6T#E zlb0*x)+{9l=>utp#rTzSTXlV^ma|*KX0~(C2nxRk%S+uR(6FC$B{x&|nM>%MgS%%s ztWOo+^X!R};EyS8+c_4n{rC~Vk!~X{Bi~#I3=L9HuI>ef?F{n~VKRZB-B*A1VStrg z9H#RJ&e!F*8^byzos8N#4)-C;ND~X1A$P|EeaUU(eW$zj5=or8c6a-a(IW=^JRE&0 z2Z}`AKe+9hreMlv6*EQ^v0R!B?g2b9d@V1|LQ9v4n@jpt7a)2Uv%!kAAr(v<*WOwu zWuGNr+HJ?g^YSZQa74Jk@wAY*yrZ2fu73tb97Lr5Lw}kX(JCivk%dDhTUC5n% zr>CDh)u_(f)JtT3A$Yl0-aMc$Q}pD69CwS_=}Nc92d|D%5Q`pFBbATnFiftmfuqQ$ zUEr%^&<0_hwrd*ubz+u(L(SkVA>)x=R7Lb6h<#nR zS^VmFRh8pdp!2#pu!ynWJ;$avuLv;X9`Uap3hR~cC4hu!j6LO97N{HDkCk^GJb?t!c1JjO{~e+2nde4U5NJ6Gcmt$Dj;Y_;>fGssqc^hSb7Jdx}7O9(2+fjymU0dKWc>}NRF>wbwgY=?Q= zQe2$D!CoT&zVm5tY%+m+(;GigWH+u{Qo>FCTC0|j?;{ksOhi_ocq>hedGpxM%NCsh zEhMbfsC>-v+^cjHTg}gA9YvL6Z?JRSo{fYcfH4dWyck06#+2SmM_71{tB zlcdNPo;dp;p%SkU`H%H#P7?Pef$Ph+0_CQ5GJ`_R$o}}=lUhTqU6MXR+&plM`wTsj zs?jrsNMHy#-brIIXz@Cna7A6YAD;tUp&CL5N7yxOgnUFswLx5&S1nP1wN#Q^Za5COF;dVO44hWA0M@*f4;vO2P zN6)U_g_!>fsvbVjdG)$K;L2UKgi?+O@WBLbj&6^Uc@EU}HPqRWju*#=^c|k^F@PT! zoA1U7)o=gAix@a+YA5wNqrW2|vWYIKM!QgWxx%v>%;y-62IgD=!dJ-(4=pPf6CBQZLjH}aW z#^at{WisX4J|o(km`@1_&x^+&&yZgfL&=5=#$%rrQ&-cR%z6sHPJt6#V*m8tr(C}& zpV0sUsAni`6?dbm zj~1-X?MaZzu*(^4adA3W(PKZKcQRF5J8Y3PHa|KQmE1kJ=TcF$7~PsNh8N7!yD>1D zKQ?kVn-Jl2!=tEY7{ZHFQ_PhL@a643k$mj`-CVbJ?S(BE00OP%*0@ydGZTDcf7xNv z`2u6EOK{moVUBkSVTw0(Q{ZB?2T04t$nr--xG&oNLMs>iUiH|fv52bJoSQ~J(o|rs zFQe5VZU|CWaA%kBIDVxSKC(fN#=6IG8hoF>lS6=4DO>=pYYQ0*1cEQq>7W5)Td$i$ zp&Ogeif0fb{GsX@miWeSitt+~sCSq~%bl537zOGN2xb1R&i|V!Oodzj*aL+5b2+zppXs_eJm^{M%qx%ZAV@$u;sS z?vP?&+GO4^ZVz#>STQH>w8_F>oeYC0JfWd`#ku_xmltPK`kh9fAYG4P{fB|W4l6u zh7xD3clWlXK&|OA707LRSiid)b?9s&H$&(%5x}bV;W#xv&QYtWD@VmkA@x!3Q;CfH z3WKJg5q20zOX1ugJzoAQ>#$BXx#2o(2AipPuAWzGQwJ)RC1I|P$YV&#Yyydfpgv74fV&Vv75NAUawiwA zHzA9pslFrYXXGKsEz^R!xEpfl^{ehXkK=bWMIcz?2kZDYvggpFLo)eZYx1&Jz#&YO zFbvudW^idBk`t3bPF3$Zc!81u?20LW9T--k)i^QI*e2!vM5;_RsO=(^LQ(REuwMu# zgpj{50BX4P;Z>(GWOQaQDE|P!^mrnKxfe<^&;aA34zYH~JmllM+w?fWaA7}(&Zo9F zzIHe^3MW1sOXanXa1z|n1wRYS1@2x@3uSpDs_c#aQbl(c4$EO6W#2joj2M)9?n@{8 zNE~_7M6j%z^F8+=M&V!$6v_Nm&4m%!rxth+D;0+MYcPf$*wbpbT4I808n1^^ppkku z@Et{?mkzOdaC(`ZUCs7J52F>?=_8fBV`ZA z#R`oQNF|#`9Xg*t==_h0Bz%g5({v?S(Z=+-pY;U2?rdh&6t-0j3zjUbpwRlB!+K`kA8$qKR}aZT*8Tk0Z%MV2Ir8 znga#TvIge(gVrtA&0vd^g1fIsP*ha74Rk2#?x+PLwgPIwArVuO2d0p9N1k_s)-v2k1bi zc$zbe1&4&vl!9*9!udOu-1!f+Hws$yaEaML=E!@k%?KU~iBw${`OqY2iyDSdBC`vr zM%x*~Tzv}6I(U(}sVH7EQNhXoeuV%(-BTmzxBwmA0q;8lR-((FUeN{dK>%HV?+y#< zR8pGecK7<0vf9>MK#tN3q@F&N+r7$my5rV+m(LXJ>IY$=??5Z(_d|cv0PjgFIcOTl znM`x9zIWz4U<Dl@Ow!KBznd*Z0vfw1(V7+v1<7|44N~1wpXLRVDxbQjDtHuIL@=g=1FD0*2 zA(K6w7_hS_0b=>7loIta$=lKSe(`N8*~ff9rAmhl$w12_SC&J(t6WGFm(s$~p^;^* zNi8R*dPe*#YkdM#T2$}kvq?x3ETGJl<5KfLLgOd*QQ-j?!F}Wv7N1v?xZBU*0b`dy z%G{F*b>maeFo}v$PzCb&vrn0*rGdS;;tEUtBVeKXVeKgo>@%HyUh zFy3z*WF1{qL?8uTEuc!BLimDZChn+vgGh-CRShRqvorNete6-n6MlE4eqC?LrMR8_ z%Fe8(&}Z+lU9`K89(@#ZmDGj)xPHE?im@7-a{8#;4u5GmH_=?=Y*^l%yh0;*G4Qhb^ny)wK0{S#fX}B-0TxxEXS-JygR28Fz9}0zj^);Q zI5?&?e+T-cvTBkHpK4;@!_NcqZV7Z!HA=P)a3d338r!N{GcVKVoM$HS{P0ZHlHcNt zS4T)9Ioysk+sR#~=Gz@W>)gI1G*O@mSDcI~2Vl2lv%5$ZZSaP=i&d&tW|k513(^z$ zD$+JwV9bvQaYQLv4;FZ`V>d-RGbIkAT;Ge=E@LqTCh?r?cRGnN{S%`r=Mq#-2IC|g z@W{g3+rH+wx)i0%U_*%fyJB+;D6lZ+qkyQ>kW#2710s{8ID58XRvk^DDL9QX9TMTg z6{Q3A4hLpGI(4uHi^m2`4b!{t#2Xo_Mi$z>p(AMUmmD`{?&xg|a{#hx?m|--Mlv6c zZ{k71^=NP?--7fSkqAQeg~hU&)XjA`SdZaq(A=-k1l?-BLrBy*t`std14#Xk^YrOg zqw&|C1LhcImPD869_LkArVkt{3Sq?01L&0Cv`iIBElQ!~UNI7ZgIK`7g}8+vXZs3h zXTJ=eLr@h|bdtbNH$$Tc&;azKV#>a20V?aUId|CmyYYi*OPJ3?qzxKv3)oW>`{FFBye|2#OWui=Syo7;d(M(S!n{gPSz0N@Y18KAz zKcgUws^;D&9974M+aLp2=$bE3kkXhW14|;d=QkXWWrYiPxdKw|I9xxzJZWGe@~WH| zM}QzSP=Y=7sqq}lo3xNpd%pKjBw`St^7A>MyxuNKGXX>6AX-tH)+Jl$L=dTY)6PI> zmqEX{cux`1da!FVEnKx02m@3Qc|$C&nocU7K+TZrtB32kY?67<+w?%N55zZ@-H&Gd z&@CuIEeBLMvmMO?!p7j966oi+C#mrbVwE?bn~5OBLVF59AI8)oS!UB|W;A@Mf_zhl zD`aROT;T38Gs%f`6P{3LE+C)qKv%j|iKYG{NDiYM$7*D-d^Nk0>Ze;;`aId!%|?x zX5Uy6?#=6lUMv&>8bW0xz1-t<-1aq5LemscYNYl!c6Wnj= zy@EpB4ah|p=Zr^F)y%J2&GbQE0zqnC+BS-4FbK~hDbq$Bw7XMrDfwZPfkt6cOiXWs zw+?*J$Nf7yGtVH%-ECk7^@91dzT0O*gHLF`*4JMCj4+N5k-UR7fzo zg4Y5cfat>FnB`I9x)0J?u@GdGh@`HB8wV(WM@kAMp3o{l)tCzdPW@-40NtHWTW@c^ zMdpW!0yL&CM)uzc?h-Dl>57K9EJuAPdH531gTuodj(t*$|wIo&Z(7f*Bnm z7QY#di#Ml1utcv8+a;J=UNvvltCyT+Y0GF*W(Ml)0YHW!(EDKM>R0Q(b|YHREtZLBZWgiY(}-w-$!)y2RjcbOC`JfcR}S0 z{t6&IlkEbvo$G@K4-|pWtI%cv6Ee5{(raoMSP;%vl3|At#KoWo_)+xUVF;})7p8%x z(=VUpI?XII;u;sm5aCzjv03=C!JrsP1(*a40vS5*Q&*tEr5*&FL$rIrgJ<(o-lCKw7R~|^x3@Od_XCCZ=nRqWUv1U=rNq^$SX`EOD zrSK8dazth}@nVFYaDAD)`TRh2np>Fg9Iju}5bw+yUZL2kVv19rlDh>4+kDFhI{Y-huaYD0J>ZNX-^d=;WnVT2|WQDH)k zZPP*%A`*@VaYUaDh|Ggt4RDr=NHk_veHPWp1W#Yt0-138m({%ATd8e)3`_#L|DN~? zPkdvwrd8RF^V7j7rWOi(?Svwvja!o=8Frx-pyn=j$Z$O#OovRNe{$*r5-fCS0z;!m z&}JZOh{qM~Vc2Vjw%O4FKpE}Bw#D-RhfFlbglqZX0lUxxJ_@sL)32?mk*eu~LHqF- z8G+yT_P#$h<{N@pUb2S@f9lBk)Dh6og15Z@?yG9Jj{=;MFG$|?)i+Pa*_SS~U+bbo z`#>|+JQxh`5C-$q)rLPb{~M7aV-X_Wd7#k=YS$zVhtOgWS!8e&$?7c(uscyAJ@M&LLFGb)vW51d*C)`_c6ahl1f;pC!er30%$=| z=#?(%$bI^BlAg+l8weziwTjG$Bo9(@_h)rR6hRVHyA?9(%xHJ zZmlN9QsR948eyUieASY7He*e!nP6If>WbGDW9(<rcXs^c-|*pyXy~0+T<)_Ct4eb{Ke= zMSr6|j$8I}R0KZEM{|U#L<9Fy$j8VLy+qH8_O1_BdJxS$s16+H14@HiS``m7y1HuA z|1ffFyHrG8Q~AuFRfQY?P>%s##slzL1)Zs;}Z^+8A9WbCY-Y!1-rz58h zXJMToA4rsEz`7ZUAGrZ9;PtU}T8uqtz!gJN%&+}aPK1CZE=~x9JS6C_eoqD1%UIU+ zP>7BE$LAB@ppo^VaHXP9Hdsi)^VJ_-TOCwQ>m!!HVJ`s+u|}Zc2MKKeAJjsw0JLJ4% z!RqkJfT;K){7>62j9Vgq?usv<|5HQl0XqWil;F+Z`tr2gy>Tu9gIk% zv!zJ&!ox@4mM1@A|5ZRBpZNdgQJ@2>u6g$6$EPki=1dO&PLRHcuC$0b zCR{l`+$F3Si4eR{sOB+RK(rzrEst$MT&mOSV4Zj^U7hX^8;TAsDP*Hex5i0>-&@|(dxL-H>@J9{Ena6fZQ1b?&y9=m$p z8)x&3MtSBK=IDqh!fB|zDk!h0;9jg}*ew9qUFHKua)+p>s9aAg!S<=W^QTAkL%&mj zr1lK%kMz+6iYRhAiAU4J?;IZCm8-@6_hAI2C^@*S`8Hk*=QAh9e){a7T0CH%e+>M*24 zg+`FUaOu>-4)tD=dwGquSlNA%3P(^0*CI+yVK*tIx;;;|SI9e?mCniMoV`lhge}Mx zf|tGSA)0rVETDWp3Aw7(a~&hF4%u@h8N$&Y~rDKC11V?n+!!-5oa zbtRG!Anj*#PjX!ZK3*TBrH|odMUL{##YzfJbHMoX3}B?R-ntMmSD{%(3f$eL2%Z>` z)W&YW*kn-MiHo*!2(V)vX5YH9#W3jBglU|@tjNTQc&6fEFb#0cS)q9UaF-|YW02rm zodrSa3DM8qO3j{(G3ZUOZRK2>|F?1oTuHSTT z84@u@UKTPZ=g+kgFF}bX*(et;C7L2{SXF{!$nfz2oRiZ{0{h}gpMy9a(im7JI8RRBtkI zq^%}&1ZHiJLdKF6YjN9X85NFNh}r^krM>mIn!)shIZc9sTgO3b?df%T2TsGkZ&+=oNDBY`f^EbspNw z2tlJQZUzNf3Ur1CmT0R*O>(r>5HHgnyt~;A6RK+7w5^Bo+*MjT=)-t z8e3&7RidK8rIhrOivEML?($KJ3VjYw{uRPwF82Vj!yS_D4DTeX+N%U_*!)ro7`$kY z1|5NZqoF#>*c{BuLJbO012sG2K1*p1aAiJvCO=yo{A>Ql z%SYmkZ3z-8W(>p)n-Xi8liA0n^OWlYtqf;pf87IZ%HbmqGBX{+5EU{dJ`fJRtLn8i;$mb8xu zR~O7Af)vs33tsyf9w>n~pSB+(YMV}KGhlE|J2(b7#AAzQmTVZP`16PF`3xxmq2jP$ zb?nAXF~{_DAy<~)iED1s_4LezhjuMsl793{6pb@DM8Y&ca8 z43x+5kuqqXR>d_+_uu%!N$`EF5j}VghAy(%&n`NKt*tI!1>%Cph_ZQ*vTH`aFfRQO zDGoSoTxqf)=V}lji0CUKUcsUCic?X#4zCN9c&`Ex1XC_a9&*mareOCC!_~j~ML#|0 z(;d)gF-o|5T>j_@$a?gQj8tn47N-Zyz{V{3c=Bj5GyAZj zm20=cUZ^VJd31w}016HdC=i(&N0IFXz%S|6~X{*KiU{U%3 zbjqap0R2{ODlawhNRh-v>R%!JpR%onktoNyTq(#>oES__d5|)e(4I8$Qe*;uqP&r%+`o(|spuvQyCL{> z_aHJDQo<07&I6u1d7{Eb>>O1>;$_!ZwEa}s>6_hm5@gUq1*ojdnlea;9Nmyw5JK#w z06oiF7Lp7a;k8g0qR?d|%fEzutZZ>wB9jmdm=leNXsNK-Mh%7l4XpZ0zrWVYNGgf; z&Z_9fTZK&RoE^{B1~*ckhdM> z@4{h^7;b>>3aTg!kBBB5j%?l4Dga}30R>b~Pwx?k%bf7OXF6REa6b>?#2yDjxU72Q z{>jz;*=*n6&`ouSC^Mq8{QsRip)33ueN9xljxx?xE3~zmh-jVD3NH5I*mLj%{EuPV z(OuO41N$Wb#sazy_di_4k;WpRHvCS}dv!RFf#~~{V60iSMEuwjT_C>=9M}b+1CW*f z)~G);&r-qfH+YV0&k>wIi%?|Wu=0&_mDntxgb>Y|(ZE~`s6g{+kc17x;1?yxfR){i zswXxz`&}_5esXWn^GQV%Awf#GwCFNTvXx-0Y#tWInsw^|_W5s$Y9fMhlag*R=>D5y z+$lNep-m;{ORc6Wf4`O*{e&71g2pvf%fwa>x1mI3Bn``SAq4W2r{^)Kr9*PkNppa2`3Uxn9b%RGQZ3jVcql)jt56n#vUF5B>S3SyUo5<@_y23WlQI%V_tP zjgv4({nY*yohSdTjTEwq_AA^rg9ZCkE6?UuCA@l-f_-`CiQ0NCYBO}~lEUW=5}nUE zt1!p#!Mi_2eG33)#SkF9TqDtp60VevG{-E+^*gfrZN<^V71>Whb(I&fD$1U}58*$N za0T;d-o^uDFd->hp$SFv?@w^-D{2BGbZ<!F62Y^XnB%sCe2AYq`~3*8>_sXgfiq-=OdbFSCp{Oo)DV4akrJ?4!N99d(R}Md zHUw?Hw}>&Wh2Frmp^YYbj38!(HQSqA&>iSJ-rWPhxtu+o<@ODGQo_}U9HCe#tp*vc z1z4WAZv{yl@mKVz(LvJF#bhq18U?x-R?=@PG!%eVKDoT`6ZjX!$3*}()`F{-S((i?!yaA@Oq$`ehqmp|N2xd(tNNsS|qg0TC3ADK|*i@f0ow_ZRDU#gu+jI|7D zr8@6`((iB@!nSFP6#WZHT(DwEXtbPkUv3W#yeDPS+tAl04qaZ(u68hqD(imr0xO^j zAjLq}?Cvu88l)E!C$Zs&(GbYLCb&qhVsy<=hLjz9#1&(Upeb`e11O~Jw2Nar7E!Yj z2;{}T8B$q`ltoK5!_&=QdBz~FDQO&?f-tE`N3fS(>=7ixk;?W1%o@VJ3i3#x^hStP zlQ5TXri=B)`&K3s3SAB2^^aXVir=C79*akd(Z(Q$F$9W6tTM#zi;YDW3o^KuRih(< zLl!fF&4CUbtvMX#CO%`H*h>4^CJ|r+&E+DGePFQ!34tl-9Vedo2Bq&ZR?N%^04his zOUiu}h)h+9ga>3dZ6v@?uVeZH?w2)bRCakkDJQu_BFHi&x4l1V!znjE*&-wc9VSu%pCiFh%i zbOaF+;qqU&0V^?e6^pSZ)vKs39{il!WR&#TiWR;7cTA7Hu&>{H zNTPoOs;8`t02HW)3knSru9}j;c5&mvsY8xCE^*Hfq zB_v^70wv_`EeCJ$qYV^0vw;?)CLus$1c1I2#@Vb4R##Z*6gG;KdJKe>mm6rEbHp(K5UUDRzV4VeD4# zLu?4oTpB6tBRyA1f`)czzBA9^xUz6&;F%1vtEvpTEso6)cvLkZ>=_@vJND@`!?(>S zj!4mAHwSTJhK|p@?hM+RC_fi6W^|cXYtA*>B^D zy-2+tASNsYvIVswK81^zLZD7zZ(IaU1SDEDU*ZN-dQ`c{N=J=7xeR4TFxgAuV!l_O zcnRjt9WPe85GufzW9b#Oof z`o7QA!>I3GsFcJDE?+_uhc7^^at-|}k-Y}L@qAL;S?q5#BvLiZl$ToffGTBTtJNeV zyBMae{Z1Sz1aF9A9-w;$6G*N%5|Ib3ktu*lb6r?&t-dn-@!l&M;ja>57tSLre}|-u zL;WP2jtd|%V9_qXjak4hs}*|>Puhfk3n4bf65uxnl7)}deTFP_;wv2~S}LZ!AJ=uP z*VOU`o&_ z_lSXSC;9?vDP{t+LjcCiy)-{r*vnyr;9baM$(vBU@g$HFQ3CT4&O)Ol6auIV|JQNH z!%P#Y>iU_!+JZKRWuCKPrH96*-LmvB+%NB#MXAI?5=&^#kXn9ZRNB?=?uww`?tvG6y`Qy9>HeWO`| zoi&DR%o?Rk36eO*j0G#P0`IA`J<1%S@z>T?J|-CN?b%%8-OJK{B3Wl60*p+u*0B_-mp_x60fY5 z9>Z5%H#B+x(8gH)6p|UZ!2Qp+qrrE0H4sKgMrHrX?@oYtgG(&=@+)frnhiKrcnR#i zrUe3Gtn2A1R#<`h3K^TXR*AWk0i>`8cpiW6)UegA1Zg4lIVA3>y^Ypkde^od``y}T z`+v+SYE;lTgivTmF2Q?f4spm34+9zDwZ15Xwq5Lnvi%cy5?;sA!|;a?!zZb~&&7(q zJw_1{%VJ9&>(`Lqp1X~oha5kc$b{DRpNE4ZJCBAKa$r$e!m`4DJoL@=lq#PtrScLz=Lrmn=9Xy5PW(?mj`vOZ|A^&PYvPEH8;a!K-g zi(t+|){q$23(%qJPJxcRPJm$tQRHu=7gnsW9g_T;`?1?W4EDdai+(8L;C^Dc&kz4o zs-OsrL?cpC%mhop%d`{#6@?LbaTG{`4I8_WAhM`0*~TYk-HQGiTm6A{5Nde_7(8Ax zUnpy;1(AH?xK+@UrbOWNzw^m7=dn+B)YUAoSGGCqML*_O4)TyVq^0iZMJq`3Pg`l` z4{fE5+ZR4Iz^`|MsJRwX10-oDkc|N9dc+kdUI$FR8L*#9fVCwZ?Fm}-Lf%Ci0kTGk zP*vC3&-b(>TKMCF@WvTM+HPKh7Jys)F?#r)&yJpeA3O|+UL0yW?MB$hxFp-pP@`3? z3h>%iU7tbf(?;sEf!JHJ;aQPQ!AuBhyi1?tgJCSXAqPT9f_Z8ap7PGj1ERtc1aD%L zj6VRnq!%hokw(VvCxIH?2}eTeS!}q8h0rJJTgN6!;Lf)+;~{UVg+nMt z6PV&7>kFl_F=$qbSS%pCN9%b3=`^x;NN5hnJ| z_gq;U1NsU_QCD5|5t?8pz)T=EM~+NYH%a89E%qc4VGJDDa+(tEH`9=0%7p>xTr%E@tl<4V{gXr#s-$IUp&O9U za6dwHO#_KljH$nSb;1Vq#G^+=Sl?8!$cdaozxZPWe+D0gnxT%FZ*hY+;8Rt+uK}za zvb-~2((8NUHC7FPP~msbw(c9qMR|bqV@Cf4DzyA~m;@3eU!9$MhuJo16>1->fFrF_ zTERzbGY4b6`&LLR+ovw937)}a*g5Vj&rVnnsGY^efYq(E)$FLA*8=31iDamfHm$qkXy8I$mQXz=xEb@ zz;^bOcEcs->q~ld!w?J?wj9Eyfou_nv!UhZdmDEX_UB=b3wGzj7i|0=j6DRP@6j8* zgunmcr$02Hv9CK@@N1NS{nr;EIU?vuu}9!w@1fUBg$yHW@9+HsBy*aG)_F$o8SdXG z^%4R$SI(_>--%cM@iD)9sQq!tpmT7ALZapS+WfQx|9tR|sEtQ)?GL}v9lChU!|%3j zG!6dw?qAk#!~PT(-vb^d<{G>tDz!7$v6<9=JQg)SwFU%HjmrW5@e;p30~eBcd`ZG! z^w$>n{m<)%&gYQZaooQ#{0h9J|8263{qp~KlMM%Iy!h8i`bdF-FS4~;Y|NepX42up zrN-ol7cX86FB-@ffRyc&>H0TQG(B*+&JCp;!T{X>&IJ3J=$~j7A%fx87x_G^PASd& zDo@0;7ez9x`3bmLlO5_oz7jqXJh8*s26FUH?^-|_s24H4c={nh+6%BJ(^`w45NvSA z8{u~<$+z+Te0uqr2@&4m4G>FI4t@r@R-)VF+3b?zsiKfpe-|%e^wL%Xa{v6YwmFiNPRQIb*`x*(Hhp8X{ zG_Srr`xAFy*a$|}6GqG?zf3B_$q3+ny^d5#1g|cD9L0WsUNYZF%J4$p;ZykfSv=Q3Cva&%q5x@!&uHWG(LSAFgR}g ziv`6VlMa)1C&3QmMs&lEGmdZ>M4FIc%N73lEMl6rp$Q$(t5qzYB0t0WYi^wgTQe= zLTcZCxo(;T!%GVBHF{m7QYNyNDWahJ<7y(EVs(Y4ykA!H0LeHqK`LxD>lm4lpT5p(?T}G z71}8kmc^j$=FkTaUGs~I{ZY(1L>xY4TH>2UY!dYM17es+5DLMp_b~(cp*dtaVG2SQ zg4Ja4!7#5!;;O|G#V;Nnra}qeFXxZH#|dBuUo?K@d({|VP@a2|;Av3JLg9dKaK znMCdqcambKu`Tj`Q}YXyD$`lQ<)%M=Z#qy&J5t>_ez|S=DG9jFcMi0v_n>jZFF}%!7!f!0A~ptIe{Uwz7%5F{6#)hney5qB zZkGLvpw#^cCM)UT1<=<4HqYj=ZUV}mLX93`uxcOB{rizO{(vDSya1XUrQj5)nm&YH z@B$FGvU)o}Cc#{VkD+kJ6X_VEsIX#y&E5arXo`;^xmIxL+xPd5+4zH0KoLMh5KUGv z%LR!*_rY0lyD2&h19@_XZ0zU&81X>2Q+x5TXHpYxk zdDCn_5(I^>uctwUL>Z0$PXYlQxx5fpA;^#kl*s@3+=>|>%@gOI{`X^l{{s_g3)JX+ z=;XG|AUYh%{HLJqqzL9i@*(kwnM^SX-v`>?7e1c+HPP(ve%3yrOqVVwOnRaBz^Z=_ zK_j46EQqk#>CfqW<;U$c+z;tu$jTAtkzb-yCOMMG?5hu3vqZ$FDAPuei&y}R965BD zmGyyy@Xy9RB$#Z7P22d2Q2qF=ngei()U!R) zetaxg6n-*7;Eq0RCtiYSBO^~6I@#!IcMX-<01o`MbD|JY%_Qnqn0gH{hHq`kGX=Wq ztGO8}HIJ94mG02)`IHydHZmTQD0228V<6|bXLrhp9lfZAhTC32sr%9 zQ~$knHvaH263PU6e?ckSUv?bw)Hn7VxFnt6(>_H8WMXV?;eUPd-~Ui4R1Gca-1%{l z|Jl-iJs`CYy!ZfBa)BRj)_;FlII4!GD`$V*u0KBlKRsl<9N8=`KOUaHe$ziclpp2x z13@D{@8VxS1x5@C1zmF`LcxE&^WQ%U^@c&8fV=*Oyy%zBhkca+2v^mgy4CeJKjMe4 zA3&Svd!zZk7w#0W4THga{mOE}rT9c|ZKR)=#-$7bPS^OZwyg3BL%xllZgcA5bq%sN+qB@BEeczs5B&UIem$?L^ssX? z$aeq1{gnw$OA@IBH|{NY6B4vDhRnwf*3v*6D56k#s&(=p`T{_hSTtE9$?^j>8Et z4+hqGMf4Q>#o4m^y%(x%3exJb)y#^?kdj(Ly0}WHJxn#V0AAzX?>WVK2s-8pv`)0v z>B&V%Hw4*VECnHtj9Rb{B;!K>dZcHxXA|;xHv%Uer0IFNyTBoStt;b157MCnU8mz) z=k|szT;>H@9U>z&+~uD(bp%0DcTnn2e2zTq_9DkN5TVc&REuKwu6_>eRu0sRz)Dx4 zPRzw*Jl*qmhu$38gS>vxA5iW%-wo@G+@m6yz8NV!BmpS>U0`oq$ z2FZsZIW_;kusc6)e0cFi<%nT_COcjSc>w{MIa99z8W|l&-uV!!+8rr7(tj0z-ZHPm z^rsRF*XELuaC&R6Ekm0GweSaICI6*Mla7X=>>knx)8$)kJp*%88sY6Wel&~SH&O_{ zqKO0e21x5(KT$0~`;_(uNE@xcfwsF$S^+5LSgbEg%K0fNg04L3$GhE3KE$`GF?Sm#D{z7wAaodEos@FX{&g@g(|d3QK;S|$KCb_(DW#QuPnc* z0O+5&2CeX(Hv{xeKG(cy2LL1%oJ+F+Ly(2rJx>b3Q7HPeoV}iO zx6ue6MgpUVLf-IU#sEl>5>3Z!$1i*Lm^va47qh_t-P6g_8#D1Ab1ziavl3e_5#BoH z({Vn4SJy@x^(YTQx4o-8Q1(j)z!fZ<@IbG`%uS1a8%D0U^hmVCb7Vy1Q#@p0lucq1+0sJhrPPfAUoOP=B9Jm%b6@%e-r+IFs z;c~x8TR(}s(gp7iYk)nFBJD*|&kQ<9vUNE3BBiM%kLdi z6HQZSY}KbgHlHN(Axo3IT03z96TUsNhXUkF`Oagu1(QHzGUqERyoy#2GJM zDCR9$_RR}uaS~xM7h|8z7Xmt8J|Hsb;_(N^1vKTh_0V1m>kv?=q!HdqTjt;IwzaI# z-}jKPH%<25=kbE7w>ZRWMtbD!uC6!D4Mc?GyH?-@3S1)n~yc zH~0uZZG;ML%6*{`?v=k&IswsRKQhT?iUi55E8dTg2xFZ3uM@eA>s%a~K;nDW=g(zx zFtr{&wI1MB8Fa|v(@CT`&zT%oK8BS&I6v1wUb^&2_kvIR&Qpt*GG6u(@f^eN;2c9{ z3g}WTACgA?(LOexxhmhoFou}OJ9i#=v3z~f1wo4k>CU{{N!LKDa=|pUjQ*OD&EtL! z0L7R*2EI%BJ+BKU(|qeQeA(+qL_*_L#?f&3n6ReKNDH8DXda(iZ-J??{2g6O$K`KK zS?Sty;6zAT7V;hW^=oOfZ|_&qY+m2~syO&=?&Q;IVrzI#0HlgyR#6HBk`iL4o0>gC zl7lwf(fy`wmqSJ`PahoaZ+#k{vnk>5B;JH9iE(O(bk9}3rE3Dy+}U?$k=%NV7Hm&J zpTaU{q=4O8)*ac6(BlXJ>*Fuzd1USD!}yNaaJ|yg3HA`UT|Gj1Rk+=*P76BUY`(if zv$#ijS`Y8%@!?;w(G@ujUOS6W-*CY)n-BKI-5jgvZ%t@C(yNjMOWpb+>bbU*SMwc58S%7E^>d)v2hpbL%Ye=_Yv(TVag$Q z?M*!<{&w?60v7_8H%tV*u8$t&EJYl*(kFRDNJ@Hf@6(-&L)nuOUD+J-T><9;gy{pi z7wt;|?Ap%H+nKtA@mf^HvI4KvChrz&R#3=L%hQX5q#wyK;QXY-rkx~E1cLJqIbXq* z-Dy2C1d*T|V4;^r6%LF@&*bpjm#Z^Wdaa3(yO!Dir7K?r8MN6>++uGwwe=?D;NqVQ z0(s%%Koy*>9NdpjNXn1*@Bf@2+={2dyOpQj078XyjMP!Ly7kIBK3YBy{>U6KA-1F} z1-MmPrf`-?=M%ovcKL8>9U>&U+qzj}pP+xNI#BOFE#3OOwVxAV+yrJt1qy@1yYREoZF96@%bOoA~0K;0p1uA|NxMZq-++KBZm$5o8|- ztS;GZCjsKer>RkeB-If`iK7HtFFz~-F)vo#xv|1chj=Wv+CH_mE2gKV{Rm3%yUhzj zA5et@g5bdUhp*;AP)`iNgS%wZtq-*jIa?Xt2lT3L^J{`oh0^F{zGZqH{AJf$Pw)t~ zQak_aKZoHd4{vj`388F^5F~N)Uay>H>9qeguGG$hAqM;&{#o1UNMo)}jgvJOk~7^I zA8o^cFuD@)zT=v9kmW7K8&eW(r6xU30EwITz_^B*&RJm59^C=h>cmtKMX$)@8RJr2 zFR+~GXq`R?NthR)dmB<&;yIcVRdj7dR^KV4+$d(Lh@eY@v2X;wT{ow0)xpm;dCA13 zzk6QzU2PiAv_6RIb|Ud*=`0hq_ElTZnq~urp+BT)+48n9oI2<~)adZwoYiQ5jt12S zKj#b4;ABI-V^%Q=lysG}9|lKPuK*K-2IK?1;2RGlgJVb;8jcAI3zx)$1$IeY1JIkd zFY>lFeg!cY7@3kU0=0EVJ>-5=%MV74&Z#jeY|>e(QwqpYc+*&y;I-c_-J@bu*r{_xFGwp#8TSLtY{lxk6*kHQorXbR0un>HM$?L zs$|YqmY-PzBjhOHxKWn2&b>9+e2bHPeLRIpqaY8Y{a7P7;_`jg)B{gyJ>Z4Zv#Ztq z%5RPdKOSa31vTEm9{ie~D&%JjE{xBOD?zQMaiPx|Y)_2G7RdE(eU6O|ovy4p(==mH zNK5FlyJm>a8@~sV{NSYz!bINYOX3H%UuR`F`tP#<`;C8m+lQzv`|EB@rgo~O z>=`+-V%79gElwud1AhON>A^}vh2m%3QKA&>n!ao^F++9Kn;GvAfq`uA8~eD;A5xiK z--07v0p8^-DF#gm`k(YNShhcneftssLT)mojQkW=QmR55@a|U`?E0qrA*mbe`O2U+ zTyf=XOXMb?@= zx3zO=(hgJt(k%1@!j{2`_bF8CZ&TMAVr5uo$}a!@ptbCSgVygb&qDM?)&a;_`2MAh zO8OEN!XSh+H$E_QPb?tJd2{c$%T?u8V?0HF@1}qRsF0`5Dd=!mPjoO=266j?y@F0= zyjWIq*n6niwR4Wd?_2|aU@A7Osu!>ZZ1@E8K0OQp^wmN4OJys!aoL8N>r= zA<}XAyFbpzH` zN;+!Nr=MFc&Fa_E#iv<#jsc*h|+J2-isxD1evd<=vt)lbAr7h4fv3tU9(g|1*h^<+V*jClz zWEpD{4}xpG_*wgf*U@f|3fqaC=UST_J_-N+GIDk%CdIR!I!KtdZx$dDyJ}Yn6TLUz zvt-oIjkG)8l%&?4^xPg61Q_8u0h477+QD~)OFa&8=p;^b7j~!QOfbfA=vrlKg*e!Q z&qpg*um$rub=?kw2;V})$a}~zd;ok`{fgZv>{3(59RM3wQjl!T&=6*^V`-R0eTVW0 zS6n5ySh*WEDp~VvlG@agla(T)3}N-lV}$lXUomb&WoM>tB2OT8`x z@v@#jzWdfe3N}?CQH{XX%p>`s#{^v?fd*bR*_t`F0;)XX@hVwKT47*6E-D%prPq94 z+Ytrj&UW%cW7XGnpOnex(}PoWj*4wAbXUPVnFIQY67Wj>j^;$5Jh*ZM8sFejWn z%PvTgjh6xAW?i#NsB+Sw@Ot|UmqEkv7L#}C><;VK+s*R9^g@3`K(5`qd#HHij6>N( z`YgN0J%<(05`akT*Ov&llc}7??%$=%{M1*7p5q6vHLGUn7dhkCrD}_|>*Ux^+}pNS zY=B4Q#QE1Z%V!P_uiYIHzcN14Ptj^)P? zJSc-slu=NON;uuamsYA>6u#}DyF+S&4pVdKJQ(HJe_YL~QSOw}nmr}&?blk3;AC{x zZ<)M}bvaL*I6FM51=F% z3=Yea;>3c_Tw{_?&{H|=PLxAv0wzLFGy~WM;su_}wrZF|PObGOhgWB5T((y8BeGnB z&Sr9ostIJu+F&VS4!VhAYVu1Ir~AP#z<)MC${e~xVspNG4;U6n%||vZ_dG+_c=U~z zV#{>{qF=l>zkss)oN!pHi9+#djl0D&gOxr|?YA}6_I!dqw5iJBDuNv)Z4SEy=5ICT zKe;4Kb=jQwSR2tI?-05*OZ*Rnc|pJxhpvdBy;8A72&QY!W*z!Hv|yl{mKdiYQrj*0 zmOfXv4`9S3nI!FZu6i6yVXbE$yLWDc;@G%!`ex@ZB?k-&*ccMm=|}5oyhN;31cxnj zvxo#EOD-1vK4g-H5D+?F%46qg=W;l!+TJu$LG3oNC04lm%eT#98q%_`6k6?)>13*T zw`*JYxXzw!ojVd}uKk$PtD9_(b0k|f#Z;x%QRfEni>50*ICVH*eaHTh z0$+(`VZ&}7=4C(_Z@*2o<0Cl#l%|Gm&a3lx^@Vg*$#08KEJr(79*@2$%-GzRdThjh z-?+Eqi=!MPpC2B{G&Z5=pW%FjU7hw&FF2Rw(7G7S=53yY(lW<52oR#IeHDC}zH2Js z%OYbG_Y%C-o>s>tsfE^$;wc@%YjWC~#(cICFOy2<@gBNJ@ENMhx3lT%Hg%A zebne+ZmT%db(!bi18)9_vzPJxn!!>0XCmQK@U4DNX0YbmOmhIlHJ zH*Mn)h4!3PNnI`6pKhizG3N`Q<9~^m$)H9dj6scFrF*W$xNg9B6VagzNwrsYFzxZ{ z96KBfmI)~=By=;NKFO_P!mjwb2$E4w4@nRMj!RHa31IR~NM`3L05GQN>kZU-{`VzUHAUN3VBG zcnO82v%ZaXonwWR3=+XLFIwrAyR0)G5r|d6PR;z|d*(I5k(9L7uahr!ec}C*i7=C~E z9dv?YZ)TOv+d1mMkW9+NOXI+fnzr*5&}x{9H}$>FeOGa8upjTWT9KSC{ul*q>M0`S zwQMMQu6%7aE|R_b8Yx&mp)5eNq%Z2TIrCFs1kn4Y`p)sgOZF{a@RO^3+sC$PZ%-Ha z{U;wLd*s>mVj$RS#M=wi@^^}O&PnO&d6RC9cHaCh%yy7ctGY{b*{Y3w8b)0rzWWBhB2Cb8|tBX-;#!Ap}J^t3^<* zbC9t#QVuLd(M1~uow)9D@T~cVZ|e7?!G{qCUoT@>^}N2%FstN z$Gr7cl+5Y)3UG1M(D%S>HH`-Cg2(j!NNnOg>c{KDyNV^auS4ZQJ` zFEV#)s1}mc^K*8Kt;2#{4mlPA0VI2hG8RaTiYC$ZlgpnrJ9n}inXo)5v0gPCI^iW` zy*gT5Aj8kIN2~UNRpAi41}f1!XhXHOTq*!biV~xBnDMl1&D8zYv2;#*;p^wj&SCSl zrS+|!#UwQNp@NgpU;6FFrq+e@erLTyykbfOGVQ>(JHV;;6uA&;<_AlG)zi*Yiy;ZE zZkf)Z*C3ZD4FqMa)4mg)kjQJ)21ugRz#bI;>maziUPiEcoKw!Q{oTO3o zmu_4Q1}zmfXkKk=;Ow8)JE&k{cg504Il3qyC}?P3WMh=aU14iX&Mo(ofdoZL`Lk)I z8k5-*{_%DdNRXwZu>Od{tkh`j@WiDjC1z(kJ%bmX++%(nH!m~qoFS^OuWv0#xyZvj+mUTSS=x0Z*u}1Ej=-U6 z6z?n4Sb`ezjJX6w@>-8Chpw44b(2`@50v{xEO$I)K6}0bK5-)|30zbgK6q2^GB zVR@662A}~lD@OkhdG8&NbKky?S1LkQL@6SLq-baE zB!#6@yB*b*Qk^$R|>_6 zY3U6I5h+^EUX;+$o-D5QWXWQur>ZHqB?F@VBzVHlg~~Q^1~#~Y_8qO^ITV0 zg+y7euVP;Qc6ZN`{|nR;orp~e8F@RC%lEX4J;L9=f$`=sI&3u7%s5b``C_Wd@CKHM za^f&vUK=1QExo^0FIU_t zBQzHzo3fE6BJ(T#!YRJJ&JgD7T>N-W=PL7FC;D;KZcXa^aa+(e zhefM9cI)qNzzqxXAP=9RX*$)%)eLt~?q~bYZ98o|nh#XI$n7OiFTP7JNq1tXBQh;o zIN+M>iz)5yd+nCl-rFm6`KZU;V3l%QE6(sC-&iSRP8v|nJee)GF zY>cyl+UeCaY0g>)Srr_2+8QdP+lCwIUIFF2|R_?9fu_L%jlQ=x-biTIaUYVKLh`}v1ij_B&q1$ulUOO=I; zd!JFCOab6-NM2ZR)-6I{5pvQt37Xu|t}1*=ZiX@7Kr?_!bJ83A6* z0rl-6fS^|gek3q%EI;005u$rcA)PP$lCvALkU;>arqcU>-TIoZc59e6vfPl16+1dh zA-N{jJB~x4pe-!ux`Xpth4LHK>0M(7f8WB8d4}y4ClfSo6_D~4kD=ldGzdOm*=nX9 z&^rSd=HuAO92>)?G?QHw5thTPd6MHRS^6@Z;^k+jIQO(+0E(_}+Yxc$@2C9j_ktg)44`R}PY7IhjtFx4!7 zufr@CJW*Im*|9%W{fLf8;ynG=P=3<{g>#*%PnF(ea(-O?`Sa%}JPwnxB(IItTBb4O%w_We zhZh%`s8>-b6v)a1a}8GbZC@Z5!R4?p)hakgijtEOI0CDDC|~NX$+iU0IZZ)^F@;at z82Qf|#Ppk)-WRacVGy=^@_gj|9v}S%Z~^*G*(-QOxE|cKYP&n%uQ+}#>gs%|+(f%!=bO-YlC$ zNnTGuKoRDT)4N}W+Z8=33(An0{NC-j^7!ct>-(|1d+b;88kYrNpHDF|3jfrr<5XEEB>1g@RgjBBX#N&(%#_Y+%xA17>Lkn+Nu+BWf1 zoLQTV&7)@1P7o$Z1l!XZ6P%s7BOLxNn@7CQyz6xdRzmMIrbdBN1Yo@_gRB57G&QhD zaog0EBv96~?=s^FjwcY^&A}z!(Z;WBKWL5)@hMmDF6=gP5w6aLJxq|iT9Vdo2VI#I zGd;i>?t}UJlv4B#p95|xUs7x&Lgi5&Cd8_6*ffhZ*JUyd_*7-4CepSUQQ=KN0@Hp% z;@sumwaDT_>(J2U4((LG?6HTOR_){7qtn=2xJfpa)K~Fn1SnG{PIgw}qjYQ55RiK& zO|ysQCl#A`vZ%g&8!J!)_SILf4MLQ+LgS*;!TK=OVFgcNZ3RKCrznAgw9mC4sA#PX zqIKnIbLwVp5>In$j70w{wm0p|iH9vfXd51sa+#Pn6+VK_jjCv*N=+5;;tm|XhpH!w zorsp(@N~;*VUe-ZnM^A~ep{5W_?lCU-MwYDdEHJa_`j^HFbpOFbyGDhxPt>v&NLOr zM4(BHJZu;rMec`R=@ik3fooGrHZ;M7y&W9RTsX;&0Lhe&>>U(F@%5ToO%hApmz2Q8Z8{$iHi4O_~t8jkeFwq*7 z9njMO&#@bvvY{>rf^t3mUWRX4wrbD&Z936@W*n@YpDCZ$_;TIvX}aEMcLPT+Z`|%*3t@F$t(=D!iktNj=G0zx%Gry*AuVXHrmuAye)>e`CETvmyAKBotY$mMLNKS9uD!uZ%~7CdWIZXU%fUHh&4 zb0jD!XnJ^}x4KO{TE9oFG&62Uq%lr)Pj6k~{k8XmoW~LjTc9<12S-kBQrjRbH23yj z-~l4N8&$*@lhM0eYEoFxeL%LE`yFVl%v(sc4(GIJFD2^aow6HCqP}BCovM8i^0_5L zOmnZwa;Hf{T`&{F0!n2HStnr^`W*P|hRc^>mNV z*EfWVHB>|EOVWF6f?$L2jFXkOo2F+Z;pWYonM>;1^%U-Vk0SRK!?Ag7jm;C1OCq%z zU&SNmW%IC&D_YqA^-E*ug^kTbPlw$i$6cQ14nGRmqpq-uNwB>o@SEmk1;(gV?B^ol z@oz?whl@)Gr`6i_Db-#q7$0u4)QZ)y+*crmN1#URpS`r466xu=x6Mo5NLl8shuoT- z8;ZIK16sR>U#xcI#ZIN44dfH-d)ArdxVgnSOD=>bsH0Z&(ko`ly2d_6J2CA47~eM| zW?EQ4NN%>|PYJQHN%9@P`1v(W0jZS%VjQA?+I)z+b<#qtKX}iNFbC=JQlfJjyk-8~ zo}WV7PwZZlXH%SN{H?OG`ltfiALFtt0*R;5%IP0Sow_QrS0hFIhhwa2=mGOkV(W*R zM}XlhatneC?|#=x@!=TvnQzx;rrYKZ=(J9HiuI?JW8vcd zAgS8+^A1r5%s&?6SLOn8vGT%2+L7}oL>dY+9j}ul63PZ>9q9ECf~G^y{=9<6-Ri_+ zsr`&g?|pJ)oLzUbOv3(Denav}kK4lbeVYz-K$4WMzfXBd_2vU+`*g@jrMv35uM)Ec zA9oBDKiD3qU5lp9 z=`IcF$c{~`rXdJKeV;(%*VCb_qmzp6Q~m+mx~*x>;U_oW3xnoboi>zH7ccvku8~ENtvhPp1t!NC4aT+3-bDUmVgB11(R~mNPyPu7(iC5>2 zHyc@?&yb=*vhMNjPFuTdhc60mLegT;T^7z`(JZKM^sq@Y7qKgd2;tLT`btG&Mg5m} z?^Nm{tsg?seOpu#!i`-diHxQw@*&K6D8nGsn9>9qoKKl63Z@8h-?QjF?`PK!cM;k( za>-iJ3w41Qxht56)=>*v>&;3h>bvU)6EtYG${!xmCBSrs=`JY)-?e=z<16b$vqrtR z&JRE9PN`k#`K0Dz-6zw|0)KzEj*lAy7_BU<)FpIJj#kk1xT4$^oZM2g;;-opJu zuW!;7$&O3bvN(kB7~bx(9n}s#S{JR`Lhaj3lIYKNNoJ*gu(r)~)!Wpe{fX&uqsH$9 z_Ub$rl%;SXwWR>~>&G_c4X$IO(UYX-R+#>Yh8K`jyYl4%)p)g0=JP(Hbq~$8r*tki z!ck=ZnD`-^&Ks$UHYh8-A5Ma5U>u%uPK3xP@~vh_4Yb9BZm~0vX>)Kt|9VMRjN$jC z<(gdJpZepiwp~B}`NuHt z>6+YcFZtQisHV)?+>^Ha{7EvD9O_ACIU7@k$P=au{LU)3;~fPV4&Z*K8-Zf5mcV8JFkthdyAvU1n5twB);83{q;#pM%P_`BKVIpiC_4 zDAMV4qcZr7*c8u7ymZCHe4x-5X|liM3M|f)2;S_dU&ciyAqtil_hftXpb$LV441HO zz6*f?{6S(1+Nsp`uf!?7o~DPhJv&>lV67$<#Vp6&yYZBD$-3Nl>)&!?P~N{+RoCtc zR;2!I9kz@m0&mo5)n6C+#&%BxWTL0+6Np5^SpvUMywBo13XD~Rw!P_k=YI@4dixgs zY3*xS$Oi8Iyc*DB?pjOOy|B~J(8N@RVQbui6^HFqtu}ID1DvhuXB|q%|g6Q=P|QNQQf?1xV*9N zQA_w*_Su$eUBy*R9QDtRl2G5VPV~nfS>P3E0JX_f+P3;tv+1>Ore2u zW6AgddekU*)#LBmz}042JMW@BDw6%$H-@NOfEU~w5&XYD@vq-@fbt%>+0LV4e;u`x zEJW-jNAkTdE&!t=4auaUDZ$dp!Yh1)uffBY2y4 z-!A>_M&a#VhBj-+)=D2g?hCA` zm|&zg>`@CqP?Z74V4fUIvB35D^`ZtSKUY=xYj2xeCXr4|Z@?IGcjT~w^pY0n_3a?q_Ml^1oFq%$>2UM5YspSAVpR+2@ZL z{_zuj$~l;F$Hm_2Ok#Hk2hnLV6_kCg4W_=Cs07KMAuwjm%-18J)prpoh!Cxw7bLL9 z%ElKCbl>7tIP=Gcx^;F`9h?fM~7Ff9`D9mniJ6CrXjVRQ>BN z7zQ9zf(4IYSt^NS*12%P{&g?&anoES1$|C=;^4^ObLG+v?WqT0o*sqilAw;du3&8K zIZLUTw+EZ0bkJA!g>R@UCk_$_zLK(V5&2n%o{GcNtG946KFgG0e6|I&E|ciR8kGcD zoi?=lf5=CFzm=~WZj66u-{fhs;huoygWVJHhig#dwj7v#)-WKVa`kmva?+8}`1{K6!+J^4WFB}KJ+g$uITqvWP16`ONoAY_cStTn$ve9KcDORiaeJ*bcC=R3OAtxMXv zLi=l;vZ6OE5wzU5^_g2!rg^kR>e-@rAl8xG>lO+03KXBbU4+7K@=zXGUlCG3GDvr< z%Cl)Q8ep_P4rH;LlPAx*b?bKQ-+yuyvv9yk{$_H$HikFg za{RNivu}Uzy$*_}m;ff4vMhr!Cv=NTGI4tP{E1wIyCT0DVYS8HfCa*3?uN&1K`Vg% zZH=)7iLJ7HBbV9x6=M+y3^8O@=g*%{k-r?*EwUsVFP34DuL7fEDwChRxNoyqNqN>^ z2NADs7c;VC^+6W6@O$ZgZHVXCx>#VNLts00MCut$n6UkOz9_I7_k3EICa8Vv4_F9R z!v#UUrFUILs9LhlUI>Kf+iaA(=C|~$>;f*!;Q5)DP$VSPsvqoI362dlZPLd?tsEuX zOQUC%h0ggdlef$792~hp4CEwD-Mac7lYnNNT1FDd#CF=XgAdCV{)WYah;z2n%w<&d zj<{9Ts-5Kz+w2Cu6w(#`ct(J&-TE4>u1nrC^3CFz8Df=<4JJC&yEQV-2NKITM=(Dk z%6V9i`7Or1I?u0c4YYrEUU6SO0z<2$%UrTY6PbwB|GDx13I*cX#9LV-if(+MDXYBU zajhh8oRLx?o!t*Rx(_%4dZX~~CB#}W?UvCpfl-KPk<&|pcPmTTZ9PkyM1X*i<@W$6 zMH5;mWTI@x0}mJeg?|RR6pZVby*nE|3Bc|>;mQjZrwUrF-p2IU9qjC<)Y%2hDDn@h zwrM`MQ0QzLgL+NM>VTM7tGqyvz5TUebZT;jUK_c~1Qk#vU^T|u3tjKNyC1qZb?{u3 z=p{^|{{+LW2PVrg0u}{|P6+6 z8vXJDST;d3(3@YsIM;?zJtz)^b2ox7Z!kUP0c*k~qv$LN9NY z?$QK4tsyh1=@JAX$5B%OhzJSole2c+a!FqJsK)qAE%*8hJ6m>U0|9E)OcLwQe0)0=HbJTrL%?$+xwv@lxjE2DJVH! zMz+eBOk?MNu_KcU85h3hJ~z7kfrPJb8wo!wQqH%_4X-?=6E8 z9doLUb-yFh39343tASW6IPhsX*;YX-ahKqfF%gCZ;Iv=&V*g$=WUrfaa~;eX1T4Y^ zT5{F#VA)ZL(Z@GFRBJK)I)SNGzxX7Q43tva2^Awzdd6`$^->VniS1X~&MDQD;tGaF z5JUR|;Rnwj(^0xbV|3$rU(H~TF$GfAS4^BePoG#|9{Sgd@qjUI%FS1^hh1Er1J;v5 zH?3dV6V7iM^z3}C3^XAW4i1n(03KKDgzND>qjjs91W#aRDP4+of@;cgvS9=@{#Pgo zXFt}&sg`ha^D?N$seChi5E|MSyiu+Q0Gd%8=K95U>paiieP^-v^BmFA+0rVJk6SQcD6%F&llO^^y-^=Aw@bVEKmY+Xh2!VX#U+z}%k+C-=$}B7p}J6w>00}&(H5t z{>~RalI{5}BzKG|w7Gou9zRp@&~?dMV8!+o=1*_@^O?U6#;?~x{DU?3k-E~`^99b= z9A{Su+eM;8hH~d51l+p573ViWw&90zwFp!wBLV`} z4|BdP$53Se&P`|^p-r)4@>$ZdlmrSqCdp3IGOI+~v_j+UK)4I-^O8l63!%Vz+06na zHd?Wb`clK7$vX+vqYuByrd`a~r8YM=Uf@N&H#v7m7~cwY4E6aSQ=-z_23U}x-ajaa z9nQ*Sf~$Uf!eobUb*$q3IIN`Aj_I&serDcOR})A*vQzG!-g{eN0;aM~&g);l>x6iX z$CW=mEe{VY%hcN$zAPwk*U2M}8|_oDp)$9=uwj;;HRyqxQa8FQSF`|GG z+xP6iD0W`Km|Bfg-GzflZ+8NWmTAr2D*yHYaYgRG#j43egt95m_&v$M+2=jeo z>UAB&G(IZp=kbgW3Foe-s_{X(Zi2jVYKa^G4hsmCLd_sX822&;)VW63uN3Y;S=~Z3 zLmm022Tc>w^OCbaFIPUa*wxl!6DMnsVe=Y+0O<^+3x5yMhFmdZ=mv@N4#Oxr2~r+4 z)35%smfrTbmhK}8S#|7)Adj9=#_wkF;p3)r67oB z9;cB`j}`)<#xNBjlUbn=y!_u+`qz{D*Z=kecpsIk1+dC=>D}|zjFA0-x}q=z;kQ%qhYNQHBrN-ac8*ikFnrJy zz5mg1W#xrt$k0ug)O;BIlXS!v;tkM?dR9$dniK%tRzvBo2U+S&f5G3^{tb*efKzb7mi@bO+; zG=t%G?>-@lY${pf-2Hu#?iZT)V0^%u;aF-_`=I2qF+%C1H6AHT*M_O4BA#;82i7gE zNuEQK{hP_^NFZ>wlbKzY`kO`g*WLK0W)7*>`YjzyIc-uHye6CYoM0!B! zX;eB!fM&RUx#zdabwO#Nsa8E}w9pv#KiR}Lm*~*43!qL7oFAW`d+0?!f11D;r7F~$ z=%LWDcNU*zI7Bv(gAJfBA4LH=%xz=q=8SM%Hn`qh0BHFq?yz7ZIi7hpN`fj_6tMO*p_+Jy zpzBqqBKe;?zQCWh??D*9Y6+x(P~X~DZhx+Nhe>EV>FqFF#5T41^wR$GK@0o@o2w`m zHfDWme{q@687X@q;~gjT-|tt{ABM#5;8f3J!V9OvzNcc_<9-w=vLMo5*)vWpf=`io zYHi1td*eL=rM>~QaWV9GW!@TOf*`W6UULsd6!(SOLIAFW2_a=2&aE);I80b%^hN#; zdM`O{;&bOtIejFdk8LS9K}}deb%Y){C%eF~(%%8ovw=8%UE}B+s@%w54O8rL50!#v-Fl;gd0JL8|M%tl&q@00 zPn{M-<>KZ}%%%t&p(T53LxS@5HnWIY5SKRN`paD5vrtl(AfR!B3iMycCPP`v#T1CV zyVl2Ip;?+=r^YjaGR;`KIpUgBG$x2N3EP>akDQmhwW-oe(*CM$Jn?bw_;XC$6WC>{ zgq_+%uTl+Z2meCanqSW)VVxeem6~+!!E)|`neCwBv&^DPj=VizC3+X>%Y-y@KuCoVU*ss4$S|j;vr?sjK_kDqL^cXYwrmp*JSUzG77n zJGzDy?@t@sO~t^!P##R>@O|cyZ?FyV7InV^tgGo52yF8b8(Yt^7+1`G$Omfxl3?IJ zA3#*?0c~i1D%HK{_Zk%YZu`l4j-Wg}j_M>DEH#7E-HGmHBn6u{ruJ`<(}BA`sBpnBuw_5xZmC50Kp^Oa91+F zZ(PaYdbD|CBtL(DLmZnC2q@p7Dd+9`fU+qRH66*oF3Qi6EE{vtO30MQ!+qTToQ~G` z-fR1bNAh6Ejp_R?7{Bg}JX~UO6+p>o(|DHtTOXeny5$+@|CCY54-4_N+VAe!>ONB$ zuyJTf8<`b|npdvNr;aXg*Z)3Mg*(=KC)caZMnH~6@56r2Y&0)ttk!BEob1Zl%`& z8~cbhf9;hzy=X3Z*RDWy8DhRZ=Dx+PMpyS*CF8k1zYncX0YJ81KkQmJ>v0He|7{X! z=U0Fegy4d~>C+T($lP+;u^X30ef-C7MfJZ<7mJ5SG{P)*knsa2sUL>HU@F@;-U!Ep zfbIir=aHjy7104uYgwLW`Y!-~Ee#ne)$$nIb6*9}XD&`7ErX<^-O8&~9gb|7j<%gGTsFvA*e6|xJskqq4xtI^X4_z0MP z+(DG*sZsXeo1XgkC#LEr+ikTdqEBSWiYgB+G-YyomsN!bZnufxHOx~6 zixh43>1C_tVfQ-C%vQk2EM^tVLMjJQNHam7s&dqr`4AW?!k0ujfBXfyUjwL4icC>S zj9_p}8gb-#yg^_3Q1pQ4w9vh>s;a6TTwG;O;vOziFI57%YIrmIR5Lv$)i}Y6U4`~? z;Zx;Uxjf>85x}~Dl?!M|fe)AC`g7-#4_w4CyL7()somH1!wd(^?lptJEGnV9G8%Aw z1ZBS!p|8~vfMuqs_krp0;f-z1pGdrn|8vIw=f6s*;6+F{^&VuR049FG-v5xhTXpLF zC2b5%qt;+I=GT{$T$=gwEy~iK}E5VKQ@YFqsD&ZmUuY2L9{6`(f1{#smGg7#g z4hjh@f`p?S6LZvFrS89(%Eg#$y6m&P?T37GT!!I`y3OL<>7nFWNm@b(5w{2lb4+{k z*oLiJxe?QS2?tId>(3Iqar)YJ>o^bcH)+0f3w-zIZs~?5()E7l{v4|f747l)F9XqN z?ZD2*XxtIQAEz;y76NZblQn`TWE2#FFtZ~Ks!C23!+V_Qtqycq|MN`#=T-duUp>*Func@k z-hlzkVoZ?9zd?@~4E1OA;=n^I#eQb8p@!7QX06W~n_f-euNxCnlDczPFikigx=m_^ z-v$0w8(UiUeUkcIdAP{NkqbZZbivMi3jR|6op&IP6+6LSGD0ZkVD7h_FqV+Y5pzd@ z=DQ~;dpm3ShwH%Gv;c^A#N7M=VelMwOK&#ki;(|AONYpD!@~34Dzf3W0$m4G`;OPq z(9MqU9W}mlsx~V@&ZvQMyU-FrSP+(yfs4|OQ+c`_)y9V&_Pu-Mi8_!ZXSeGqVp1fx zfb`{t{PdWXXR%y=cNWq={z{$)0XmAVdwwiY98pwGAN*hd(N70#9Pk`^*B{R1bA+vx>@i93zEG75u6%1X)rJFw>z?3B`IBhS! zfF|zmb0(fdf1_8_18TxuD9grkUqE0zQc}G#eD4%yp&Qd~mlo4#PH&ETGx^mA76eh|4YYKx7%}D^h=|Bnc8=kGlDjFegv& zl*f@lFO=VC0ck?aG$aYvAIRU`Ox_NJy4Zd0`&J>hne0^EVSw)jpI%<|Lu6`GUV0F^ z%B-h8V=q?f(a|iz-iuLik`FF_pg}$2m2L$ZE1jGwIT2dKm zE<?i~Oqn`T!ayZsU?~;=PgA&wsA!^|bFI zL>R~~#8K95tc+C9bpM2bkIKr*`lIwUW?DLh3DK>^KtAPb;h4=;Z7sN}uRht5F?I~x zo|2GNyLd&*RuKoeR<~($xT5|8}pnFPB=nogV@KrD8^Q}G4(+yCIN1EH~ z>cM$$j*uabpwkSE3)p*FjQ~O3cl^4^3l%eaJP)dcbZ%SYO@XsiRp9PUgwAsp0RQ?y z|8isKZhX2WbQP9Ngcu2khhbd&($!)U5kKjjLs|@kh6|*A30iOSKBaLM9aOYLmLkRp zpK9f#rE-qK;?saI#x-l?5pth<{?uE?i`oa@+w^_+qTdcrN{ypaG7(GRTQDHa3Fja_ zh|C0Ta9kv{K{!_2rh_x&Zb8o*uT3ebEN_k~CCcm*N!J{tMUq zzn^?om}~~_=fw~+*)}VuAm}m)e6dw^>XoYZLo-;2gA(XYQbw>vx8SIy&mKYlEpz?dK+FvE*4Razp^!q&r@qA}+C(Cu6 zyrDo0_Us7}wvU^ErpU*$9m0)GC1RLSsMU1K0PGfkX!4%WMxexiS(^3R{qSu+3i@jY zK^jb4$n0@=9l7S$C;YY&C{$#LSyJf6XwbRK6XT44) z%|(*yx`NKVYNrjGnzgQm2M7%~G1J*$Kk@YpuB>9w9%L$XcWk5rYa5%ip1Bu07J1G` zAYW&SV;YQ>t+^H7ltB6kqQ6r-Ic;z3zJDI01rH1~29S0bH@22o8ZWB48 za_5?AP=38FfORC=w9iN^(mg?`zl^9Rbn;!CmKpFZhVGD4Mk+&q^!R)JK8{6x={4eo z8R&lM4fuZhLjLPC;)jx1*|lzzT3~GSU%x~)AtMaEP5rO`>Gvg>xE;7UpR(zfPZkOU z|M>;#k@U6wEC1^|{q}F&P{8%9bkg0l;g1yw@kZKDvE1pW&v|kf=&~X1zMFc@!e!d+ zzVGIL<6y|s{5qH&@_+qWLRv<~4|iV{$L#gnW8;p@Xj2TJ$%KCO?#h1n5)oPiUZ2TD zs#9^6e^+G20R%N2%K)i(R)VEwNa>9gX3g0rvA%fwltu8**`rIa9NJB|>|)F!H?A@C z5X6;E5aP(|V?%}S;wl3Qn%8z@f@@ZFRqnQeoQOfhApu%Lz9;11-;V3J&)QF7ORpi; z3u7ktX2eHB)o5L}Ny!+6@KDv*j)Q-GwK*Crr201>-h94T-*8?~X zu?fdxc-AKzrcltBVV-rl2 zRsWQ3kN+y&ZWDnPbIQggJUp!2DNx>5dOUUH&`61Z*`y4kfW<)gUSeELhw$7Z3=j|t zdEP^gxoxm1D;VQrMxBOluOo3y3{Kx??r0BNb9SU*xdvG&A^$g^+a#5bJKs<;*D zv7U;YHIl_d(j?Gzqr?r56PicGmz|M5PO)uALH>8sBu66)KM?@|gPgYS2frJXiFAjB zOqO;f2iq!~Yz}q){qXFscNuV&e2k3i&DJcwyi-tto3{}te^`8WhVnr9fTVB!JbJO)m&2Kh4n*!W;ss0r^FiFwAH6h=^8^?6{B9=l}(W9 zx4Kk`78gLtyBY%=fXt}0r-!$xKorPM*h-pqwzumMsu03feM1N3pA!hVF4b|eX^vwB zCF~Kr?)LAD#;Y>TPmjl`cayfJI9Iw}a2)*DwS}YRdqM&yQQARhl`~Y0(&!ur%lI;y zMS>mGT5K&{BRZu+?}_G9T1x6#uMQlU_-gZ>UXXdVMbN77ev;ccUdJJ=n_gbF-nCKE zbPR%45&sWAcmsa$iNjMHNrk9U%*QKSZNr0ldQ2+Wf?G;pX4Vpa)gg)Z-l2*1CG``e z9T{A+OpJ_ux2!MyIuXBrt>TBNip4glR2-e}>@;Z1wtk#&I!l2NnG?M)oT-G+^xgHi zefxGm*ki)kGgbdshY3K$>y^viynWlW=6ubQGhSUAm(kGNeez^ihjZt%JSLiU)Qp5} zOc#0(p{zhcj)FRVIL>yFFXM3t2VnZ>w*vj1xg=u5o{+{*^gkF#Z~Y7?IH`h=#A2Pf z&&g!<*G4UAOAZF5Q*((&$TFXiX2Tl5{G5(RP#`aW7~%D z9S)G9bz;%b52u5|f4)8}zW2#!+M5lSUK6HWtWvjqFAeQ<1_9&*D+@zxZs$P}?gT}W ztAd^Ig_*N$gu7ad@ygY!1!}`p5^i?<_+huRg*mHMvmNl7&1ki;`%q5zj$ONoH{@#V z#G$6wzV%W1>XcZdL;{cFZg^LPf-eD3#_vQO;HD z$E^y(PaBg32T-Q4yTgd3V@iieoxpXn`@(*I0RK6j?Uu+s(=4HAY{AC_<3G-|)9`Fq zFPa2F2MsN4Akfus7`+a+Zp3xeXJ{p`^7!e%OsP7C!aB|83a#}Y1z1^MH53R5HWbWn zJQ7R=|HQoh%E-vbPH5)iIbMOgPM_BjTmC?l4QEIHewZFwQNm)k z=us-cQxZaI_vxlK1N8qwAGF-<89E_OR)OsD(=Dp^(qI(iljCTtb-gl@-Ilrsm6pm8 zB15fgs~7x)B!Z2dy-2ltk%;N}avcl#zzH>Dn~NNwo%c~0X!r*{`1pmszbe`*K`W=~ z_()$`ImT}I`D;zV#iY*kD!TK$k#&9(8fCATB<$*F+6J6Yn0b5o7-3xm7Bc%|P2y>F zjLLtB+t_t;Zs}Ewafn>J0;?7oB-+Yu#0{URs)d%~{B<1LM^^ZfIp`(PV7Wv6$BR8Y z<-&WiS>EZ6AGXZ?M9oUmoMEaiFSZs|iIi zp*w5Vt=mo%F)1l2VJGg+F{7&M`4nY0&~Ori1YJ=p%>P`<+&aOMy=++fvjx`EQM@ZF zJ0R+acVP%r{%m;k`SYDeqahy{f$ZVqMGHWb4ZIBwkJc|u$Q0sLa&_v0x{L$y~`}ozMvj#e&gr4W$<@7O28+R z=pf}^xgto75P;bFJs$$`Z-(k9jvrN!mHocEmoSp7*7)@4Qw%9N5WQtFxX`nGN%LpK z=WRU%*hEEJ>g0l_GKbg(2QOs4_;WF}jPeQ@jo#9SLh$dcJ2gJIw=`0A>=a!gaD494 z)AYHia1qsWW|!~0c&mw#L`7^qLceUW_AcR<(3h{4!28NR45wp4IIMCQbC*o&t@Y?muIh^s!t@#4AvlcC~zzbU9qvy2z z+j07X@E=mEJ&KI5(fRpwN)QJ+~D;>Cr@&{HX zWumVaQ)xIY$2xfbw=O4*BZ*_UVFqI{lEzfmuhDPOM|~I-6GIw$x)V3)K<$!8Rf(qs zlqoKtnuFl^FkEQ!)sw*mZwF2xkl}sv=Kk6hN(4~W^U0Lh5M-`x?_fhH(X1DF#LGI_ z^>ow)veaJFdcsE|bce!2vAxJ$yl-Z-zwzal9iV+iNJ-IhSm!x7IApp^e7c@=(QPNn ziH-eoeJ~B{s`u_+#!nibl&N83% zJW<)0fjlFS7sqvo9&uqsMAhAq~<88TTJ&^a^qUhDYFunQp?a*G(_I#);R z5pz{8%}XyewUmU^a&0=LmQA5TUB20m6y?@qIrLwUc zVqN>f6SMe^#}=X4-xe7Qm~l3Z3S zkI@sj=7zQ&f^_Bw7A0KUZIOtI@NIl!L7iL8pCj~|T{Hxa{z|>CIVT+kPNnxo`&(U! z)hJ2YB9%Kj@OqoMyPVyyOesXjHs+aGqY`1Xr96^#D&u?_d=K>u!Ho_dqVv9U0@H|nYa09qUl9Jhj60K z5MXAMRa6x4fxxE(2gHETw7Ozb?fds>-W!>i%m$`&0q<8HEn&TL@T}=Z6Y>_X9H`U? z3&KfwMw>a$kemTpO4>Dc15+bi7h0syh^V2VoOKNOq+8FxWuF{8z9Pe-<&+!V>GRDS zUd5BoygTUTjpU@C+y>3X&9bOf%a{9o%rM!fh?f0hl?gjck{1qbW z-;(eU_3*k9et(hb9U#!$MiedX%2JC@uiuhji3s)}#yh+y|6hLc)op7kXxgD0*>G*Q z{^DOmayw$bw1lFqBy2(XJ7X zIF75jkw!#dan;=nw>U+^e9TpzvllOtu%S^GJ0K6Oe?PJE)<5O^0yrF-F3Ypdf+OE9 zUM7UPxYH8zeRl%`1G|^>jSdW$Jr2(-FD~9U6&n>*41l?-r}A+crYH!PO_SS;ltcLF zPIhq$K>-Ht4#LR;?$E`E5r*?~v&5n_Zs)2}T?%3nf@sV^-C3JZh;eYp5IL5eUFuYp z#oiY$Bo8&t60@}+&N>)YGYjuPE?T!`3l|u%KpcNr43!dIJ9B5xF#Yj)dXlZj@#{Et z$aU%&=4~a3CJn9?wln>Ln zfm9cvE$;Y*Mlf^wC3L2?)53z+k7&0QMMnbwE9v+g>)P_?WFIZz!BDvBP*hnDQ4%qY zacF!8Uw;G(a92_4jrb%@+mu$n|vBY2g1JKc6*GsQ5!+s44a zkTgcDM#SE>Vn7$#sV@a9McweuEH{%tBN6?6PG4O7?dYfWtIwIo7d$2AZ6KZK>`T{w zyUGb7J@2TDJ;jURLr%+3hb_UXI7R8aFb52H`$O8ra13%SiC~TgaBMR$Hty!Ti(yS2 zh%+sAOxbC+LxD!<>I{K|$8_o{EDhflm#z(;tb26J8w$RC`^MusWmi4j&v`1`a5Ej9 z{w+uN9{=b;b2bC-t3V(T^`l)S!6n!`z{xCZXZ2>r$>!5bDgw!1+q?Gz-vBY-26E6~ zbjNjvnfQ%?*bN{S?;zcU(H)p`gRN29hxVf0P<{)% z_jJJ>vJ2A*`pTM_CF~AK0$e9#BLAdYjkv3XDHQZC?st);)YAzx7Gf(~?Mscd71!xn zOf~##ha~CdG0bPPy0Oe&?JIBjLH+yR;(0GilQm`k`BW{tutsmS-s)XBS8?sSzWK4c z@jo(=pF6J~ey&f4Pypx~r8vu#XAEPl_%Q-AyS+v96kkq=^4M@2HBfOPO8&tE{zbk|Z-ZlQ5iojFUnu^n7@BN6V zp@WGM3gsQ)!9l>bI!>UVV=n3h0>FWKTUAaz;pVAo$*p@xvB_m*4&0=J_67z~&b!KO z`)?a*%N)e*DHqdPB%z7}UKN>Oo>_sXyg``=b(;Vau<9xbFYsaBy1zijRuLPR=VrpQuqy&)n%4Zj{n$PZ2E*~ zak=J4O1Lxs3=W`HNC1+OxZSA+FqD4oN4UA3E)|X7J!Bu0;+)FP+mf8~P%(t(4WBI^ zqOsWY0Pi?ExixXb{udDz_52GF{+d(PI*ZxI+p}Tz$=z7?@G#Z$=pibbZFu+C?dR}$xauj8YNze+er$91b!=INtjwj|9Ua)$PKo*>ra z85kJc)5$<96GIXRMBHi!Wd@8)|NU458i&ZX*}Bt~{A}Oy7>GHjOe5f)Y5(tE1x;{s+sd$U)ofat2gU5)@|H`#%GDb!*@!?sr z;-*MFeL56-$-{zzzRXRn`wL`-+@!8%2EG9?Q(aGpVh}?^_xcn0Ud$2(fy55IrgXu2 z1s$!5=xEoFZwUq3d*@^%oWDI;gkt}C5`fH-Z0P0H;K@m+eh2lTX1+_#Pp#FxSUUNL zbL%EB>gAwa2e{ec^5yTkSEu0`nB;a*X??ny{A#O^JwS%pM9C9)-M@2?WP165$o$HzY+W27IEG7FE;Ux{iUiI%vPE8vb7&I7Zh%l4~XHK#~j)DIGMD>VU?zzVtW*+#|WpNlD$2D7E!N>peO~r@Tm#CI2vj|5}*46I{E&8?aC+O9XfT+AO#(fzY^GDx2$epPwI>_FaoCvr+V>P&(3loeJhPOHy; zA%=)ewim$lEX{r1t)rr`laz2lp>lr5S4?eePCa~?y6eiM*PrWp@g#h)vcMv@Z98^I zSimZ`no65`3VZJFA~E0lTqlELo4Ae8l@dOaX>V*PLMN~hR8FCGGz-=rN#DfXG= zAHUuS3M_;i`1%-fUE2}hRbK3Fw#1oUiP1S=J*>jYn6De=GjjN%RbN0-v_jGF+VxNy z&V)3!g%M(DsqGbcv&5tbe!?B|Nn>+56B<2JzcCD*4XOB)CAvaa+4IEx%z-*%Cs@~d zx81ZqXFY2^`)Rd%%4|~D!E!?Ch4`#M+Efm$`Ig7!m?B{wjo$yq_N}ms=wT~nhy=0j z`9rs3lJ4`IYsQaU?te`d-pc!vzyr20nA8y z(=a`X$P$xzinz~w<{xY5xj%Tm3?tVsNc-I;8F|A9;Crssd&{oSVQ-R2kH{wsA=X znwpwv7@XD5>At?zO=Irc9rqitoyiUtpbIBliIVa?toq<1L0HOKj;!CE zX`)1T?yR$9_-=(o&^H!tw7O2coi>T6h6uq~r9^V9U(>n|p=Lh<8ou*gi@i6*njkB+ z^i(Q)6Li2ku^UNjKcSJY;XZh57<()^QpS2Vr8%`Bp1TY)$zed))O$@sU&$y9#CpExn`f6I?IRlW4Ja1(MZC0Xl+J zOw4hs6vr7X!`MGmjd8kqQHtKz$`lR3jVVN>lFDz{+KkdcJb3iyCK2cW#8yMt%63{e zd{%C;=PTe@(ag1GTtR%?6eUQ6^}xprSp+Ull8UXHVNb=QBC(g~ik`v4qF(=dSSo=E zHQ5wy5ecZ$LxXeMActMm_C2VcF315&o?aYPpVsgypevk8BwA1+vk_NLMJ0exo^(8@ zs54Hj6J@(2I=Ibz@Yqj>*#8h^|MMpnD}vSk)?~_4DShNyW|IY-C_#+@G!G=^xpCW~ z(ZWM+X4;Vr=ZD#eD{Qt;Qd0K4Ity)L(#8g?x$SRmqBDI6MxFI=zqz~R$6lot7;0Ga zi#m-&4YcMpRSq8!=^rk1W%9U1N z>yKHMmT}69yre>o_7?VMbviX`vr8#LSylr}Z&CGsOiZ)KKWKZ0G)**pH3^_bV@QWM z3MM~TM!|X~=28B{=M_SL1a=3hcR>z2g0iwP)Nb%&E&XB!lpeXDejI7byb{F;*CNEZ znC@xx<2w!pkDUoUc63XSnZu@4fa~YvUMkoOO5-b4t&R zAmQ{qUmGXKth|0bA>9xc!Ki0f;i(d@6xR`06Q#<_#KI!|k*Ld|>AzBK-i%hEL%K+; zWq=|b0nJYvsOq$xt_va5-WOn`HRGtd0Efa|urm{sR~Wzy5`V%K?Li)(vSGspHQS1M zBC;YbeUlO{D2Gra*`61pD8e3+nBQPGu&b{9I2xN~*99q$ker+jdKvoO!hK}o312Yl z&36*v(l+dDY=qJtbrLf92#o%a-g?-A$m{nMj6UeI-Br;!_>^6pSi~Rt_$O06Xj;KW zsXOe7j6=V=l&Y?1EJ%N<+5d>-VOwdHN~;9R+SQ@GjrCgApg~a&yx}p^rTDg2y4oGRY209nZ8t&;N!V3YnK=wgNyPyE6YtQe-a)IJdeFi~_g3M2Lv!jx~d(s`^0o`lu4E>bbVM44^KosvRvmh=C7|e_4}vEfun{hh0-)o+Eu_ zwOiV0zLnc?6BjyJ(Sf@}j(5E2jXf(2BqotR=^(Q?$az>p9jY@NCwVX#ZVA^ORV^(o zJ>zyL2u4Ej@$tEjlfL#dr*pwb zh=`4A{FV%jcqsMxA1VUu8h=f$dsEDz~@Q`Prjiv;TxpT5GcF52?G*# zA3{663Ze)91@G!D@ziqbGSkYs^&Q__^zf#!#2TLmCkEqFPA;k&+Gew}Yt9b~@}3xE z5Y@%9bsN}&4l)@v9D6>4=$Bd#=WuFoI&k2&kdTm1;oQC`ko30^zn8$kz=gtj9|~NG zr+)80km&qR@Cp^!o>odaJ%kC~uAAZRM(Rs)Vx0#Xv>D)xrDbVJ$-Az`>KD`RSnt8-r1i5FN{$w#4-*%g_bb28@nWyc~ zKiJnUj=gIG*z*0=;a<5+4{}BY!cv4s+6(sKW)@Kut49Zn^+G1htf?S>IH9Zz&m7X3Gj!rdsRl8M#}@D6Yyh_2A`slO87ILJ5-~;~0b`o6rQlv+*0B zB0@!eD1mHXj09O%6M(5+vVGH&^e4{J$Zu&$x8jMqA)yYIL&I|ZH=;z120-yhiHXVj z)D?qtykSK^K!Bmey`erX6Cygd96*P*#^@hc)2}NGU1|3z<@DCT)G$sp{|RH^RWM9m zm*)-gB~6|5?*#>^z}lxPSFS{r14+GyW&v8-F@V=jbx42OQy8|YZBO&Ko%KJj?eVK2 z6eop&c|^fcCJ#-KmSpr6xEz?ZqO!R9aWc#iPl1#1#1j{)S3F{rKEM0uSJPtMC)cl^ zcy<|35Ly>8E+01o)>rMN#DZg_k9Hc&c6H}%2+|y=tSTJ#f(!lJ%7I#M;mMmh(x5<1bVGY z#5oD7mEBSv*IEb4NvqdFRIm+eei>{oi!)L$f-kpVwrkOj(Rvn2h9S%t~Tm6vwp_!xCvfis-v|kQKM@kvpTE?h zqSlrIJK+nENDQ=bEwtgYC%vI(rWKLrZS^{IGcF2ytt!asmD8a;2BPqJgxU2#9c=i; zlCAD+J``#hbIP!7?yJ<9xeOCN94}996o=k84xz_v4zhuKM7!vJLPgj~s(shdukWKO zW`bf$#>TmfBpoQuN{M>82>^)BoZ7#n-JgmhX{OR&LL_S$=cz}+Xs}p zB;~NNaeY1PT=QT<^$wZXeWz|CGH~#Y`r5Te(|gPHh<9-C+sQUSmr&+(L-j?@Pv_5{ zfBMnx?CfmSd*r}R{n~Q%%*`7gj%L3g0&5sYl@K}D=Ma*GHa!N+pU=clTR$-1M9%vU zk6t%pAmDi-TflHS&_hzL%H+=IHbqS4=hZDtT2u^uwU@fU3ecX>pNu$nK~J{5Ha+u<%0R^Kl8xMxQTRi<#o?t zUUV>Ried80XSa3h)|k0qFv*&{GJjk52+tsU`K6%;N5k4|!2m5=ep=XV3^URE3I_`A zl5>HK*sTgi)2H~00NueE6K!&`%)1P{JonHI`g;uDAPMj4G1eECB--L*mo(qq2!J6H ziz8~C@rMr|au0*p2DP9k$~HZ_Jfk=LuXoug>AmT91luI{dWC@VyV({A+YOL3CAJUM zz;Y9uP3Om*F$tFTl5dEJ;q}g-qvazP(Jb!t{o1A+6ozJqV`8C3Us9{b(pSghm&k-^ zBH&sqR;a_6-Vj!gNqYNnO!RhiI_Euuog|_o5{~o^K=a}D_=NBYLdw+~qim&-gyqCC zX=&A&X+bf`k?;n}?RkmxCT2+*MHKm2(&=6-K6{ZfXBP8AqfrQ=|EADR8YXdZa=_Y%zUtlI{v?34`q5i#at zN7~Hd96%3g4HDgbJR5^(9d{A4&Kk+ewAi>(DKq~GLz%`P1Kkm(){-%2m1n#iHOcDB zmMz;VS$coJisqZETfnhCSYS8H#31+nj4v6UOZua|h40y?egK$F{Jd=}!Yqa%<+Ooc zRH?m%QI%aF^CY?17$;*ZeHRSz3;e_B84-3%`z}CPl92z4>{^)d& zk`d|pZdDd>+D~a-K>aX6`<^KoW;ro#hzFU%f(2K}fAsTP@qpl9^CKxfK8$xT7(=YZ za=mGDnusSH_#U+%sj9xG6Tg-?;H6zF9F=H2-3ygdab#pDhyD=-Kw_;CD%;yi$|uG- zyxxj~j56TP8}`YA4n1mV-FHGls%s?0$GaCnt0dK>Rqv~T%I}acZLU)$mo3i#EHwAS zMM>@9=0ckq6djyx$<~U0OvpZ`rDxtDn4+=K)S7-+FyPW96CO}A^R*ne6K%+yRN>uz zDxlv|4GWeRf84_ZT{yOKf{V{&=k_>CgCdn-!6*C#~g1RJ(N3%Kh3z>3?_I_J-wdxt`h4U2;CMzG#Dp>gG5rL|>aLLp5O93FbA z%O9sbv)s9JXP}4<@p8uDn(*iamS`j(ha|a)w;F&Y03Cfdw|idh5POJPpdudJuVAz5%ruFztnw|xj8>bHBXVN=3Jw>b zIR2l&-;7JLT!IGl+DZ!LRcv7`>b`k2?HJ!`R~<~|Tm%-~MWCCh2Fxj+3G~jv)IfB8 zWTKMPR|P0K$W&yy4&KjM6Tghn*@jc&{Lhlv3wnoA*At?D6XRFM(x;s)lIel~ECW4; zn*_c(ibhIAOM9L_f8Nbqvu$zv%TSs+G;kF^=VNT)$%jG6_nwpa4#4U<_D+^2SPS9# z&aQ|(V?Xs)a$Y?Wcrz$~4r|5iuDUGYiWYM5m2f21=fc89+cM`CLYqA=W9UuiO-!1d z8*^z?19g|Gq%)-Qn^jcUEsQG5M1x)c=~LCtLiW^~6&=0jQT63w%QxO~^XIQ61G}*R z7UkDS%T5@hDKwzc^ffL}zbdOrwC}rJ%(MD2?nBzd*8J^?SluZ3myV!okvz{hA1KBV zzW%_Ca|5wNH{qmH+#^}AMkbMq5YqK(QY-As9ky>j=duZ516JbuZP|og%L_CyExRdgeoPkuGt8veZIyrW? zwd4(idYUF3d1Uaw|*f2x8YCk?=@t;%&<~phue7#jzQq)#XP3PWKGekJWMY zZ#0DRw*=&rQVnn!?jr-!T+F&CZQuQlpb*Xb2?^^>E05^eopeBje#aTj$gTDsJI)Fy zEg=JYE#=;16Y+3z4$~wUNCRn%%@kVIo6zAXR<5^{#;bS)o64K(cR$0mKLFsZz%DEM-L7#K@3AJK$;!E|MG z33}O=&)gka@h}L+;t#b~g~h_B9r&whnnQt1#d8>yZ3s3ft*z}p!s6AlW*8BdqH91 z>&y0Log=_|;pd>l=izK2-a-+3zBA&<>7l82PZ47xh}uN2R)E%x%OVe_9H5#49*5mU zl3zbLQRF9nQ5WRNds=I7 zBVFX_ty0Fh(=}^%p-tiM1S8_=qN{_1R%=Q#*|rp2L;{td0UVz++kku&FPE;cD^|Y< zX~5NU8S)2_xC}2plE-I)mWWNgTR)~m`BX@TTXw<$!ujnfk@SwH#OoaeA)%q|iM;KT zR6t$OQyNaYkVYTxQatAgw1Vedo_D^-r-oYQ<3Q0{{EChs`NZ{B9v(JU^L6^`LowGl zaM=FbatHGx4VkpJ^bbs2BY1imFkk>5ttr}R`vIy(%}pyhxVK&8?uwG`dy(K-mTOST zc~STfQ~$rn?RlinAu77b&bb4;Q6BGDrq8HWedg9(f<(o4?quuQcMI9rU+YIY9D9&z zTsh(j6B`>$W@=Gjd0m$Gk_g&Bim5N(WtzC%o%5C3Im~m-HJB1IiGc;U9uO@wWY?om zPAbQ6dE%d44SAO$I_iX}QK|u48!P~0-))n$1c7yH5p7fb8i1c<-6qW?9*<i>pB1I+x^u1oQ=5rAa8h zZ9IH@i%DBVLhWDh_Mc7;A}gQiG0ko8OCYGG)ki`Vowpx>@iqFl7jey1F)r+taNj4B zUm{eLOu?#2J8&))w%C)W%d8X%!`i*p!r=+lN`tKn%pj#AGZe~JDk$jTxD&?P3PWqQ zU=w4qS!wR3KQOLWckMcl=EulCF(c&#jtFJ;3<44#KE(6t9veTu1O`%B`&my)cW1oJ z;9jsPxT&m%^_6Z4ndD3CWasLc&DRM!mb8RP|N2^n;ss;^H0>u#F>qta?xBvS{nyQqxdNNuacXnTU6g?l(;~a*F?M4g)l5n1RjfCC>Fc=vdFH}&dk-07W#(rfh zI3(KnM+o1=8DO!{{P|gSW@K_+{8nz3I}t-0+ddhGN`(amZrkLzSLbgD`_K837X`ip zpBmcQ4jQNf*kPi{IUbE;{_uR+0JLz&WM+Gv*s#RmZ=3DeH`K*ITYamPy)+zE`O?>)|0KqX@JKW=k5E~| z?LdZBBKP@2MN7{^37KCBNNic|^tlrY-xvj{DV782TH120l)Og#u^ zJEy_9Q5z0jgbHR0(C^y$^U)5CUwBb<2D6UtLx+1`pi9^pv)hdK4yJ(QmXzr~ba*gn z_ti6&yt3!|F6|GJ%851!<9({%(hrOLg9Qmt-#~n5s`u~_BGC3{YJvINOEAPDv0vRE z2^^c`TtKb<#L5sk8yg45zP4_Rhp#fiH^o`iug-(CYDTL{Pa;muD5*pnBvpFRadh$) zUl9v0lId%9AFL-sMn}ndpd>>7){~quQc%9m)E2X5Zs8OjqvE8pq~5oTAEqlVE@tC9 zIGQH_FX@a!43F#Jb>a+1@qOT2Chfn?q9`|Il4GDjnDwJW;T>)|c^7FM)yVqan?ty{ z@N4O{(S3_G$sisTW#!{-JR%I-KK}m6Gk)TU|3FWrX?NdJ<2TNYweQ?pQ81YYL}n3P z%ZC8>x#@{BS2%pqAuTxKcO0W#Ce#Jt>FG)o=gkm)c$04@dVTZkQ&x0ndq$lNHjEvI zSR>JriHbs(6AUYHDJiM^fnE_&B~p$#la`dd2&ctcNSEJi?q_?` zhcVmd@nP~uyy5Xud?kMuKmakXcg>8x6H;C%Qt-0*)UXaMo3TJJgktvckIc^%BsD4wh)S73v&-(>za?2Yh$3H5YYoPX`_ZrFMcL4=KQ3);KRSj0l!tv z4V!?T@*gfv5v2!ewV8%HN4p_x;);6V8c%xb%>!F#M^AsV|8RrjJ-zH&A|RTJ`sNNUCugGi;O|VotxV#A39o@VXo+n zXYL5y1Y+1Aa5waZ*MW)0cUkMA|6;&pa%ej%;r8-vVrqb#=+s=b7jQ5U!P+@oaw2Ks zN4j1#v*p%$pQ3w@*y9Rm)YR1aVs3cv6cZDRIv}{vQ&m!JVwfdd3;F1hi`O35J<_5= zes<%KpL9<8Ju1m|IU(8Jnixm-1T7yvH|H|;cq+O812|}9uKKQ;$BB`Ud58vIn~Km) z2Ev64fq%3l&p?tA_C}LV4yF{{H3H~Cmfu3$np``ymyk_Z%=Y;3-=F?7?g z3vYrjao@geXN3;BZnmK=E=KL_C{ng<+g9gri+{3Zxd)r?&Fa9yrJ->DB=h448tI>B zklYeeN*KA24-B`g$OwefCm4n&5pG9kx0c_#Y8H-T>;-^()%f&9SSDm%k>+`%9-5(( z9U=?$A>14rItn(6&HGTt7npA4HX0R7amRn`BQw=L?bT1a{8qpV3d`s9W2276`yO5* zjEJu6SIsC2-*@8muu>UK2W7*OwaYh(a%UVc;{O|hs*9wlbG=@)qvMg7^e(m z91Y$I4{B?#a~T~1Z;8t)LDbp~*pR0A!oBaciFrmdQAWZ@=;^iWsb6$R zu}hp+g-vW&CUE zp24RpAb^?^mGXcPF1k(nVjl=hyvu0mw;ZKpcG3=4nO<`qRwMN#UZ>v@g%G_SZJfN7 z+u(yR%{VIdmKSMH<+JtKow;m9M@+ylFamUuwdr#yHFbxd@%Mn`>h#9@@xpR1 zPc<4?Dym^7!NDODLRLhdZabJxrVm@hSfMY6*7^dLdgT&RQ`48QcZHP-1N$GaH%rI! z$5t(LT6a|j(?eit_FJ~`Y&v+2xSnA)#@_u8N9-X5)X1dGlMyn zM<%GD&2nF+^w9yaQSMi(u8;x=n;15*go#g%d3QhJ_)xErVGJRO`if2nj9Rx{UT?av zZOvpQiU1ugI!+*c7AysYm~=k$YOiKmc?{_-pp8~p`;eP0vx8?;$=}B(fVg;#O_82I zNt9Z+mAEuu3Qn?H4D4<l=iqg4F^#2krekw^l2$4e$w7Hf)=FBnkTggP^G{&Dn>OFFrePYroDXNAS z66*+Hx0QU^Sy>0AM7)s4IUnp0tNIi_Z_R{f1G$JyLg(U20W6_Azwl2mXXh%w0BQlt zq<`6UgF+GUM0RxW!u}T*;&VdiZBztrMMkcib8?cL0887`m@Hq@{rgu=eHpt>LnGjs zFysjT^T$nyf3e}pxCC! zxiUlo#>K&~Mpy|0!bv{3g^FP-xDUvU<1YZEF`!ur^{^>iX^QjQ+;dp2e- zy18iAO@WJ7CuZIbklv|?tUTv5FHkG4z}UI9zLp5`0vR7;%=t~L`p2l#F6fo6Jri`( zR6>h!>csV{s1_d6i5D*$PRt9qcyS>#Y4^$K`n!$lA#(HJM|zIgtaA21Gpy`*$*DOgq0`WZ?(h zk&%wmlc)#n0K{9ydjKR>4w~K9D+-i$|I@M9nS64u-b>vpdfPpfmi6?RGlZ~NarI-q zfxb~y@UXqiK<8$tDVi}5^&H4I{c+=TxDOEmi^$h@rA?oBP@Be9EOPGivz{2gllT>G zNmm%{CuA)$sV&MOjpGXrT2(2J9a~Bg2HQgCO#89?|KX=_Cm?7`=GJ@NdcM&R&1eEp zn*Wo1>)s3JzC@qs9z8vYXR95M4Zp%L1qD_jqPk;`y!0mc)loWozC$QmRUvaQR#|kF zXFvz9_G6QH$;3n1!Y`9TB1+)ov%wt{>Lj9$NWe24J7Np%f2EV93$3#7GPp!LaUk#w zCFNfKW+%bBnSf4(z!>E?1WMzb4%JA~KQMvsd0Y-N8`;qT{Wm2iJc%gX9E=iS{`Ssc zTY_jF!*Z!Pb&g}Vt|3-i(&JwlVlW*`4W6s$^vb@&|2&@NsFOi1HBNQ;Q$Sc9k=F3^ z$Kcr#8t#VPe>{3vnOfl>J7l9bT~9Juhw%GGANH4I7W{&wHAo# zxZHSmO}0*F=)KzSu035I?QdA(cI+6D>#|Q}?AfB6CgjT~>+@~_$91VE$4i2v`Bblz zEf+Cp^$9kaW!_@dq`qFdSnIYH>KV}`aY&)`Mv6Z)`hL$L89aDlT&`s)q8aNrowQxZP%_;9vFDF%96^KN~% zA-t9j$}p!?^$)J9jB$tPqBzrZlj+RaZ|!?SfBF#lCP9iP4ehrdC>NQC3Cj%hRAcY! zdMLhe5XkuAOOa=Q`cHr*y3w~x$CQN^@URd6R}=zIt0QIab6DK5l?nUnBmVY-pc`Eb zjhca)@`VKfE;}rPSu%BfWxP|XOtcgw`#DPs9^aX=h3fzsFt_jA$x|pomY!T+qF{Av zCiR*$uG1Bp8hxp{{BXU0s?Ta(OX?MeSJRtYSg@$2HqJC;aQrAly#>xi4Yu)X+4Ukz zx6{OwJT*0|PSt+hvL{C`f49xE4Mh*mj8Y@gc^&*-rnBX_VnX-Nlx8w)7|;UujCv< zgkoPLd|)qXvYCVEFp+;v&Kg1 z$2gfEu6HYz{v7eXsp|g1rKl~IqQ99Qj$^yWx@vzA_jTddG&Ir%#0#Lgw{3joTwJ`= z{$rVS?`!S%s@*;d&N31*RnMS3bzymJ;c^0onzdOZRLk18xat1E@9%G>d~0|doMF?= z#$b!XM0{x4DgqCA-HzH;aFxzl##Cv6tyRHY^OyQGYA(@{qqFwhX_D?yk6Dy;+D7c! zjzIJCHetmE*v^bU!_wZ)Hpk1d@?T|KW(d&(F~Qygw>&y)z)yu!6c zhU@vGKOF$~oN?stJpxuod=tK)aC@{A%esKj5A*KT6^Wq1DaVI?BrG$D^ed_*^fYizU6JGXG< zMwxn7_!NDf38|&V9s@CcT+Ib%9*lnbx3v|ZhO4n_S+8}59>M|5B%}hDujVFyppJz8RHomFAn|q$NVxdl;lM{$*-^v zY@~RHR36;iZd-@B6I_`cqbSX-1+yX!Y#{B0>q$utL)(Biv7lCbQ+KE%2h_DmKKOrx!o z(1P9z?}m8e8@Zq`@?zG|g$jehvj}B{&I;Ot^vI|>n1HCSkG0 zFFB0?`plDEnNwy7t(8M-GCMM8Pjy7Rv`PLZR|e~B-cQjwymdv?BlPEk?Wc$Pk*jNZ z!^c7oVN;L1g+a%`oLp5_UY;a3+FHr3t|+zJwL3>*uIAY(2^e1x1!TYZlG{`bGG;)Tqj|9^Z~ zqU7Q9MzTHvwtK;pPbwXvs=eKBb9$99v3NRs!>1!-*o%0z7p2d2eTDidTg(QJuO|<6 zAv0LS@{lG+Jxw_N3jEH&qM~!^@93$k%}|7igo@L=E0z#0!YIGU*2}D5W$(J=m|VD+ z<;Hokoif!pMEl=IJZMqd8kW3hGle!qX!S9i7XhoipwknBOi4;P<0@!@S9cmPu5P}d znZ+a$!fI}A9xSh=M19ZCZ)TFA(}-WXHlH@~9abjcB=7xUI%-UfOQ0t+beE!0)^3#y z*r`4C{NuR7t&2?g$X_Quprk5s-;=44zfqSFiB%?X(T4nD`w}wrjbsDf==Dde55$B# zMdf;WkCrQ@A2awtoqw2oAmkWzJyN*nAs_2qd|Ye;^(!@YdO=IR4Ds&n!S{)Ui+Lm2 zXX8#Oyo?uyY^8#aJ}}`GD$x^Wv+gWXJ~$P>LTb59D*4V^E4vd`n#nF<(xz$yqx~5I z5qiosYtVFLu2X|o?@+{hnN=RUa?8ZYzNmk}Ta^3>hgUL1b-eyVg^{#2$6 za?lG}(B11!{bP=fg-N@?TKi{rX?DN)y26Eyei215E$c%?#;E;4VHlGz1CZVShrHc^ z=rMR_x%#+oIQ_?L_pW0C#{s4stRKT%;}fy2&Ek!=*M@5QR!e?+)(kdQd7N%y=3s@+ z8`S?)jzwqWEjOOHf70?&g1=28cgDc_N(i{C>MG$ViTkoPNO4}p>d|xxGR5o*4`?sj}};UUC@vb7JMV9KGU%j&2%89>U)C( zTJI0pgE~Hk=2(sgeqGMz`WHGOLB9@j58cqSDb#F-vc{`b7N?1ao6~UjGnNj?$Wr+P zj#b9wm*EohyFS~-?_FIUJcG^MbWNu8_e%+9@`8X;vNJWqVC18=qt39U+-urte5~Xs zJ83e~*}C%;q_exD)yHGkK2;+gSLGBlA6ur z?!`C`6cpv;mOdyy7~N=J&A{PV8aA&R?-F-EYt4wW`Dp~$_cGgBTX|Xdj~$5 zD)F|dlwhYtm`tbcv=fZUsa|Vn>b68SzhGCwnyk)fe;NiUMoQ@`&L*@u-*SY>Bq(hHAz(phue7a}2w zgY`0|V(zg5*Z%WhaNF&>cUe$EuoT-a=1BrFBa{AR{BYm5MX+D5>cpY3Ves9(vBDJy z%XTl4^I34%WJZQiSfq@8ICz`)hSfFI_CnBNu5X!kF0d z-l(bT+pQx#Uc7HJxpz@P)>V%49cyfhR@pubwyY>GKM8i&NwB!Aly=fODV(5&p8zQ@ z*b+RQPXs4zH7Mh32HLGW^u`8`lilL5^^304t2NV3z?MOt&$0F}8aFfJM|j9Xpa{;O zL+!@|mnO+J&WzO0_Y3nmi%D(kmB{?*GXOsQ+$B9PWUu9-2IdCY=KdD^pPQD%LCjm(0MbcrbF$QD5hg-3jjaN!lq>Q~2$s_|%iz z(dectzruOVh@DzY)6?%SOyFWtn%v6>p@d_5nS+>Mhr6K4^nNnRFLigzyPM^`NH^o9U0`3J1eeKWzd z&Jt1jnx~+%`N2OV&swJ1m`@?t#4l)_-QY{d;ch*vFiI9h#kSoI%VwR_25gVXWmtz~DaK`QYS zMJwe@%-b_bFiP>p8a?sGp+*8;Qx9^wl^L3>+}iYrb@bUY@Z&d;`*8ETk=ytl3TI=8 zmKK+~+d@4@BN=rpE=8Cg)MHLbzbn!EXaz273+r=fdVTNahf0{gFuo`=S}T(voBbu|w;C^F&Xk%-{lnYKyl}-W z1;pb?eb2RT_?;Q~uuI!M&!c`A6Fy9g_o9Fwoptm3%IWwp4KMUvpP3|qv_^K3j)4kq zu`L^~RgR)$e79Wec*t1D$g%6f#%l?(Kt}Kjd@gXmeY|HZ|wW%&$#4ace) zFosuH<%93=S9xnbTPNM=aGe&5o2Eji;5a-e*n~@+qaNNx?nCf3_SYRX^&EzZ$8Syc zt;N0EX7gI@Hh3IDo)fwCd@jIVvZ4CZy+Bzm?5Igo_&wsX5J&Sy(iqZ#-p41b0(9q- zU9c)ViI~I1KZy1?KQDV|HfN?3+xWZCpl!=%R*g0zDG0>~OX4Y9G~+$RJ!|A>>&St= znIS@H16Z(fvaWCwh<8xoNj3iX@#9(`{d&vFq{wro2+GjGB4>teOFmQVqrP1_@P_cI zPQ7+mg2@3Sy1lT}ieGm_>10J&*^fh&S;usz(awTXWan&|9ap}1eNkl+hX&0d6}L_- zS1&dONG;|lWFKW<$pUl0$W6gqd2E^qd?Mo4fqTqjVSz8kzgx`6hpgIpFT9QuoZSlS z6>+-vYO}6beF#v*nXBK91YfSW!sym7!PJ_BL(K4=uF&Od%>}4agS8mR%FkiJ5i%bI z{vm-BG-U`>+1}o=rxveoFA%u+><#{N`G5LO0K)M_Peof$yv#?ZGBKxdWAfR@O=lI1 zo;kLaON1Qxc;~Nul1G+dh`udJXT6LVqGkLzZC!UEKQ2ATbeKFoFACDBY_vCx7J$(< z5lZweCE=o%ckJMssqiUI=XPhtn0pFn{aNUj8IPRcAvGl?Tk4ZGz`_1GrXjN<=Et2O zkC{=+&(q%I!MBVC*eoINN@p%qQ%t3%uC9 z!R?g!IAbr;>gggO)@#3~)>_AKEi(J6_^8(sNv`Fh&F)}&^RfDkdckyTRG^zfgw>7Z z9z@2CfRFrUxI!3_1!pq>fbO$l8z?XetC@@>L~F>zv2cgG7u6J3X01!SXBLN@~WN+rn$F`IQHo z<=?*?%x2Bf8ny2WIUSAZf_B?%mK*s}y3W$l(rbBUAsy(}h&?ZtMf+XJzGxhreWQQBxV$?D1;4raTOM>DY?AQEF5yy2UUxiJfF08YZ zFT+`wcz+U_kP|o)Pu7|a%Z7dMnZ01GUCn!dUbhY>k1v_<`Sd5J&tZ$OGToT$6ee$P zj!4xz^Sz99L#B1@;b$je-P$dBlYQzMpE#g&#D-bKhOHa1@9HA*Ma#ueT`mrsvVA@v zHL=admy$4l$O}^2lbDNf98CU`@FqBc^f(TgYX!IKjR-4!ef`w>lCR`8JSpZ3WbM>B zzYlF!Dn4)Bha&71-aCP#38|+Zh?_HE7mUtVE}MF(pCwj&)PGLJK{XTceT`Ee7>th1mg;05-{ z+#zZD9xm9~D_|rWhfF@bv;)RgjQ|~{qpSVA=GHIR_Uri?3GFxT?Gm;K`)w~%mQiC9 zd%1i=}6NZ&JVqeZ^C7(p3kYrQEAYf%=f%- z{OF?YKS~S3ZrYHq9OJ;wkHAyuOb3$ko`Kh~?mN0>_@gxJ!c+*ZT5a?9U@^DFQubi3 zL*1PSJ&mHPDWce0k@&yCF6e*nes-5h!9$2F3;;#JP=bBMtW;$8xR9JT6u z)afQkGO&inH$yd}wlWoec4M(r8Z7qDirbsb++MQrr$CL48IHw2w?5qbYjpD}p$FNP zU05|(t4pYUAa_L;d?~f84dO$$NjbywWG{48&g;B!ZiP9wTw&E`I5-YXetX+qV@#qn zLqXpUfbZdtLn00@$eJK0Kz%s*T#y4Dhdms3t@c(^t*vA%+2@m_RS#>EF-G8R`M|&hq&32wBn~w%)|hcKP_8t4Q8O9*bAF(rlQe|y}($-b%xLM?E%%@H)G)ko~=Lr zh!Tkqt8H#l;P>_?0)bqg;I5a9W+`I?`q!nPRmuR3y}H`@l%2$2G@I zB-K@se8kaL=hB((CjZN!AV{xGGo=0N&C)XpaUJN``Kp*R3kUR)kHgys&&pgLK;IcuzH5s7RFcisvug$vZ zVRC9afb|)887~#00eJK#yLaH7*R38e^uE86E>dGDC3X3Jf2`kru}Sn5k{Ijn%iB~A zrodU#1Y9+&4c5JH@>kjuH^AHOUwChzMzEOx1AkpqFc)g4>fGNO-N@)AT^m_c>mGlF z3C4851eWJb{bB^qhH>vc;5V3oSwq~_k^aA2g$?43{50kBzx2(A)tKf!>oltyV>Az6HuXKnCZC`=3k^)^|#k+kja_(RrttX7d`%i*Ks<9 zG)_A^mR7$dX`-F^aDbh$;*Fi=9uK6e1nlMX_`GktH~c*$n&CA^S$-m5!OstYjgim3 zY+ECs!NqbtD3F<;({1f@1JHOcqu2I}g5wa(`T2-9<#)=?_e)V=MPT4>sH8S}emqr1 zA$A=ovgKe-z*5JY2J4@_sB-3|E&OtG^LgggL;a-JU8MMVYvukR{c{Y496w*ppIW%x z9l=heza@hA#8_7)5Z8_CQBlI3mUYOqmqHU62Lkj`U_9v~qM0~dV1>hJM~o(@c`S*VjFvG|C~LjY1M%jw*#rf}id}XmF~{NrDlCq4o0Rn;)~vtW-)_ox!E~K8`glTpiX4(phg=#;oTfl6)5Kyir#e4tqDgkI7%fu_3 zvm~uG!lcL!=cf3m?A>=XKmY9~9Xw%$zWAWO|0!PbM=ORAD3ZAqYv5+g*MYPBx0BVA z@)EVL-l67AKYu80B%Iz0#v|Tn(8zX9hl4N^cA*+PjsCWcH9|m{;(p(J;I|JDyiOqp z-q}yk6TP)sGbi-t$1J)B&&^5t_qX`-qs0pj*n%~#6}4XD=Rf@`(Eatpe;@W^;r;i_ zep!b9mzPGkNzF#R?(EZlExmvK!7Gs|g-*_L&g@ygE$H84H8K*B.tippy-box[data-theme~=light-border]{background-color:#fff;background-clip:padding-box;border:1px solid rgba(0,8,16,.15);color:#333;box-shadow:0 4px 14px -2px rgba(0,8,16,.08)}.tippy-box[data-theme~=light-border]>.tippy-backdrop{background-color:#fff}.tippy-box[data-theme~=light-border]>.tippy-arrow:after,.tippy-box[data-theme~=light-border]>.tippy-svg-arrow:after{content:"";position:absolute;z-index:-1}.tippy-box[data-theme~=light-border]>.tippy-arrow:after{border-color:transparent;border-style:solid}.tippy-box[data-theme~=light-border][data-placement^=top]>.tippy-arrow:before{border-top-color:#fff}.tippy-box[data-theme~=light-border][data-placement^=top]>.tippy-arrow:after{border-top-color:rgba(0,8,16,.2);border-width:7px 7px 0;top:17px;left:1px}.tippy-box[data-theme~=light-border][data-placement^=top]>.tippy-svg-arrow>svg{top:16px}.tippy-box[data-theme~=light-border][data-placement^=top]>.tippy-svg-arrow:after{top:17px}.tippy-box[data-theme~=light-border][data-placement^=bottom]>.tippy-arrow:before{border-bottom-color:#fff;bottom:16px}.tippy-box[data-theme~=light-border][data-placement^=bottom]>.tippy-arrow:after{border-bottom-color:rgba(0,8,16,.2);border-width:0 7px 7px;bottom:17px;left:1px}.tippy-box[data-theme~=light-border][data-placement^=bottom]>.tippy-svg-arrow>svg{bottom:16px}.tippy-box[data-theme~=light-border][data-placement^=bottom]>.tippy-svg-arrow:after{bottom:17px}.tippy-box[data-theme~=light-border][data-placement^=left]>.tippy-arrow:before{border-left-color:#fff}.tippy-box[data-theme~=light-border][data-placement^=left]>.tippy-arrow:after{border-left-color:rgba(0,8,16,.2);border-width:7px 0 7px 7px;left:17px;top:1px}.tippy-box[data-theme~=light-border][data-placement^=left]>.tippy-svg-arrow>svg{left:11px}.tippy-box[data-theme~=light-border][data-placement^=left]>.tippy-svg-arrow:after{left:12px}.tippy-box[data-theme~=light-border][data-placement^=right]>.tippy-arrow:before{border-right-color:#fff;right:16px}.tippy-box[data-theme~=light-border][data-placement^=right]>.tippy-arrow:after{border-width:7px 7px 7px 0;right:17px;top:1px;border-right-color:rgba(0,8,16,.2)}.tippy-box[data-theme~=light-border][data-placement^=right]>.tippy-svg-arrow>svg{right:11px}.tippy-box[data-theme~=light-border][data-placement^=right]>.tippy-svg-arrow:after{right:12px}.tippy-box[data-theme~=light-border]>.tippy-svg-arrow{fill:#fff}.tippy-box[data-theme~=light-border]>.tippy-svg-arrow:after{background-image:url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIGhlaWdodD0iNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj48cGF0aCBkPSJNMCA2czEuNzk2LS4wMTMgNC42Ny0zLjYxNUM1Ljg1MS45IDYuOTMuMDA2IDggMGMxLjA3LS4wMDYgMi4xNDguODg3IDMuMzQzIDIuMzg1QzE0LjIzMyA2LjAwNSAxNiA2IDE2IDZIMHoiIGZpbGw9InJnYmEoMCwgOCwgMTYsIDAuMikiLz48L3N2Zz4=);background-size:16px 6px;width:16px;height:6px} - - - - + + - ANU BDSI – Generalised linear models + ANU BDSI – Framework and diagnostics @@ -6749,7 +1284,7 @@