From efd81c4f382b719ede533746b215777a39c9a269 Mon Sep 17 00:00:00 2001 From: jpcie Date: Tue, 20 Jun 2023 16:59:20 +0900 Subject: [PATCH] Commit Article. --- ...nitive-search-unexpected-search-results.md | 212 ++++++++++++++++++ ...e-2d095939-6f5f-4e13-93e1-7443f0a0c80e.png | Bin 0 -> 30880 bytes ...e-b35c740c-f95c-49d4-81b9-434f0b0d2da5.png | Bin 0 -> 38367 bytes 3 files changed, 212 insertions(+) create mode 100644 _posts/2023-06-20-cognitive-search-unexpected-search-results.md create mode 100644 media/2023/06/image-2d095939-6f5f-4e13-93e1-7443f0a0c80e.png create mode 100644 media/2023/06/image-b35c740c-f95c-49d4-81b9-434f0b0d2da5.png diff --git a/_posts/2023-06-20-cognitive-search-unexpected-search-results.md b/_posts/2023-06-20-cognitive-search-unexpected-search-results.md new file mode 100644 index 0000000..eacc174 --- /dev/null +++ b/_posts/2023-06-20-cognitive-search-unexpected-search-results.md @@ -0,0 +1,212 @@ +--- +title: "Cognitive Search の検索で意図しない検索結果になる" +author_name: "Takumi Nagaya" +tags: + - Cognitive Search +--- + +# 質問 +日本語でインデックスを検索した場合に、想定された検索結果になりません。例えば「ねこ」と検索すると「こねる」といったコンテンツも検索されてしまいます。 + +# 回答 +想定された検索結果が表示されない場合、もしくは想定された検索スコアでない場合のよくある事象として、 +検索文字列およびインデックスに格納された検索対象のコンテンツが、ご利用の言語 (日本語) に対して、適切にトークン化されていない可能性が考えられます。

+以下のドキュメントにも記載があります通り、検索コンテンツの言語に対応した言語アナライザーが使用されないと想定外の検索結果になる場合があります。 + +>存在するとわかっている用語でも一致数が 0 件なのはなぜですか?

+よくあるケースは、クエリの型ごとにサポートされる検索ビヘイビアーと言語分析のレベルが異なることを把握していない場合です。 主要なワークロードである全文検索には、用語を原形に分解する言語分析フェーズが含まれています。 トークン化された用語は、より多くの数の変形と一致するため、このようなクエリ分析はより広い網を一致候補にかけます。

+[Cognitive Search についてよく寄せられる質問](https://learn.microsoft.com/ja-jp/azure/search/search-faq-frequently-asked-questions#--------------------0-----------) + +
+ +**対処策としては、検索対象のインデックスのフィールドにて、検索コンテンツの言語に対応した言語アナライザーを設定し、インデックスを再構築することで、事象が解消する可能性があります。** +
+
+以下の順番で詳細を記載します。
+ +1. ご利用の言語アナライザーでの検索文字列の字句解析結果の確認 +1. 言語アナライザーの選定 +1. 新しい言語アナライザーをインデックスのフィールドに設定する + +## 1. ご利用の言語アナライザーでの検索文字列の字句解析結果の確認 +まず、現状ご利用いただいている言語アナライザーの検索文字列に対する挙動を確認します。
+ +一般的に Cognitive Search のインデックスの検索時には、以下のドキュメントに記載の4つの手順が実行されます。 + + +>クエリの実行には次の 4 つの段階があります。 +>- クエリ解析 +>- 字句解析 +>- 文書検索 +>- ポイントの計算
+> +>[Azure Cognitive Search でのフルテキスト検索](https://learn.microsoft.com/ja-jp/azure/search/search-lucene-query-architecture) + +2 番目の「字句解析」の段階では、検索文字列 (例えば「ねこ」) をインデックスのフィールドの言語アナライザーの設定値に応じてトークン化します。
+例えばインデックスの content というフィールドの定義が以下のように `"analyzer": "standard.lucene"` なっていれば、言語アナライザーは `standard.lucene` というものになります。 +インデックス作成時に特に明示的に言語アナライザーを指定しない場合は、`standard.lucene` となります。 + +```json + "fields": [ + { + "name": "content", + "type": "Edm.String", + "searchable": true, + "filterable": false, + "retrievable": true, + "sortable": false, + "facetable": false, + "key": false, + "indexAnalyzer": null, + "searchAnalyzer": null, + "analyzer": "standard.lucene", + "normalizer": null, + "synonymMaps": [] + }, +``` + +トークン化の挙動の確認については、ドキュメント [アナライザーの動作テスト](https://learn.microsoft.com/ja-jp/azure/search/search-lucene-query-architecture#testing-analyzer-behaviors) に記載がございます。
+挙動確認には [テキストの分析 (REST API Azure Cognitive Search)](https://learn.microsoft.com/ja-jp/rest/api/searchservice/test-analyzer) を利用しますが、事前に Cognitive Search サービスと、インデックスを用意し、認証のため [API キーの取得](https://learn.microsoft.com/ja-jp/azure/search/search-security-api-keys?tabs=portal-use%2Cportal-find%2Cportal-query#find-existing-keys) をしておく必要があります。 + +例えば「ねこ」が言語アナライザー `standard.lucene` によってどのように解析されるか確認するために、 +以下のようにリクエストを送信します。 + +```bash +# にご利用の Cognitive Search 名 +# にご利用のインデックス名 +# api-key: <***> に API キーを指定します。 + +curl --location 'https://.search.windows.net/indexes//analyze?api-version=2020-06-30' \ +--header 'Content-Type: application/json' \ +--header 'api-key: <*******>' \ +--data '{ + "text": "ねこ", + "analyzer": "standard.lucene" +}' +``` + +応答は以下のようになります。「ねこ」が「ね」「こ」に分割されるため、 +「ね」「こ」のそれぞれの検索でヒットした回数の合計が多いほど、検索上位に表示されるかたちになります。
+「ねこ」という連続した文字列では検索されていない状況になります。 + +```json +{ + "@odata.context": https://********.search.windows.net/$metadata#Microsoft.Azure.Search.V2020_06_30.AnalyzeResult, + "tokens": [ + { + "token": "ね", + "startOffset": 0, + "endOffset": 1, + "position": 0 + }, + { + "token": "こ", + "startOffset": 1, + "endOffset": 2, + "position": 1 + } + ] +} +``` + +補足しますと、トークン化は検索時のみではなく、インデックスにデータを登録する際にも検索対象のコンテンツに対しても実行され、検索のためにインデックス内に保持されます。
+検索対象のコンテンツがトークン化され、「ねこ」という単位のトークンが生成されれば、「ねこ」という文字列の検索にマッチすることになります。
+ + +## 2. 言語アナライザーの選定 +この挙動を改善するには、検索に使用する言語に応じた言語アナライザーを利用します。
+言語アナライザーは、各言語に対応したものが提供されております。 +日本語の場合、`ja.microsoft`、`ja.lucene` が提供されております。
詳細はドキュメント [サポートされる言語アナライザー](https://learn.microsoft.com/ja-jp/azure/search/index-add-language-analyzers#supported-language-analyzers) をご確認ください。 + +言語アナライザーを日本語対応した `ja.lucene` としてトークン化を検証しますと、 + +```bash +curl --location 'https://.search.windows.net/indexes//analyze?api-version=2020-06-30' \ +--header 'Content-Type: application/json' \ +--header 'api-key: <*******>' \ +--data '{ + "text": "ねこ", + "analyzer": "ja.lucene" +}' +``` + +今度は以下のように「ねこ」が一語として認識されており、検索精度が向上することが期待されます。 + +```json +{ + "@odata.context": https://******.search.windows.net/$metadata#Microsoft.Azure.Search.V2020_06_30.AnalyzeResult, + "tokens": [ + { + "token": "ねこ", + "startOffset": 0, + "endOffset": 2, + "position": 0 + } + ] +} +``` + +### 3. 新しい言語アナライザーをインデックスのフィールドに設定する +言語アナライザーが選定できましたら、インデックスのフィールドに対して設定し検索時に利用できるようにします。
+検索対象のコンテンツが格納されるフィールドの `analyzer` を `ja.microsoft` または `ja.lucene` として、 +インデックスを再構築します。 + +```json + "fields": [ + { + "name": "content", + "type": "Edm.String", + "searchable": true, + "filterable": false, + "retrievable": true, + "sortable": false, + "facetable": false, + "key": false, + "indexAnalyzer": null, + "searchAnalyzer": null, + "analyzer": "ja.lucene", + "normalizer": null, + "synonymMaps": [] + }, +``` + +恐れ入りますが、以下のドキュメントに記載の通り、
+言語アナライザーの変更にはインデックスの再作成が必要となりますのでご注意ください。 + + +>既存のフィールドのアナライザーを変更するには、インデックス全体を削除して再作成する必要があります (個々のフィールドを再構築することはできません)。
+運用環境のインデックスの場合は、新しいアナライザーの割り当てを指定した新しいフィールドを作成することで再構築を延期し、古いものの代わりに使用を開始することができます。

+[アナライザーを追加する時期](https://learn.microsoft.com/ja-jp/azure/search/search-analyzers#when-to-add-analyzers) + +
+ +実際に検索の挙動を確認すると、インデックスのフィールドの言語アナライザーが `standard.lucene` の場合、
+「ねこ」と検索すると、「こねる」といった別のコンテンツも検索結果に表示されてしまいます。 + +![image-b35c740c-f95c-49d4-81b9-434f0b0d2da5.png]({{site.baseurl}}/media/2023/06/image-b35c740c-f95c-49d4-81b9-434f0b0d2da5.png) + +
+ +一方で、インデックスのフィールドの言語アナライザーが `ja.lucene` の場合、
「ねこ」を含むコンテンツのみが検索されており、想定された検索結果になっております。 + +![image-2d095939-6f5f-4e13-93e1-7443f0a0c80e.png]({{site.baseurl}}/media/2023/06/image-2d095939-6f5f-4e13-93e1-7443f0a0c80e.png) + +# 参考ドキュメント +- [Cognitive Search についてよく寄せられる質問](https://learn.microsoft.com/ja-jp/azure/search/search-faq-frequently-asked-questions#--------------------0-----------) +- [Azure Cognitive Search でのフルテキスト検索](https://learn.microsoft.com/ja-jp/azure/search/search-lucene-query-architecture) +- [Azure Cognitive Search でのテキスト処理のためのアナライザー](https://learn.microsoft.com/ja-jp/azure/search/search-analyzers) +- [アナライザーの動作テスト](https://learn.microsoft.com/ja-jp/azure/search/search-lucene-query-architecture#testing-analyzer-behaviors) + +
+
+ +--- + +
+
+ +2023 年 06 月 20 日時点の内容となります。
+本記事の内容は予告なく変更される場合がございますので予めご了承ください。 + +
+
\ No newline at end of file diff --git a/media/2023/06/image-2d095939-6f5f-4e13-93e1-7443f0a0c80e.png b/media/2023/06/image-2d095939-6f5f-4e13-93e1-7443f0a0c80e.png new file mode 100644 index 0000000000000000000000000000000000000000..1dc429bbd88458c47a0442b47b0107cf61c96a42 GIT binary patch literal 30880 zcmcF~bx>Tvv+kmcOK^7yL4y+{xCIRsT!OnhySN2Qf&>o`T!Xti!QI{6owr2p{r&N( zZoR5^PZd?bnKLsz)6@NR_cx)6@{*`Xgh&7Y099H_Oc?-xMF#+&d=TIv|2cqX#|Hq& z0n%c^DsIX93!ZLRTPZBZC1te)Kv6Jkn=`eiwJ7tedWA%}FII1RmJ`MpgW5^Ie4O)> zW<|3zv)AY_ne+Zh@4WvNE0--4E~&iMtsm;WX0CMr3f)dNVop`LT#JjfIYP7um>L6t z+i35ejmlhtFoJpsb!q7A+P!c@d-0pQDaX-KQVh)BPYg3W`rp=4c>X}KKTlS8E6m@fqd&0tG0Fs{0y;MgkABb+7P&AER#N4U zSI(C4EQHOb%3%HJXoQKLd7V4b!OB{`Gb}!UbjGe|0=8Z;)HU9`aLGWt3k}9ab^ZI8 zmTjfcNrp0qrI%`gE)IvajS>u3Ti7S()+MM9^u^T%are@UL!BaQ=+0b@rtc;HOou~1 z0D&}Qx=EBl%vR@P+hqFD`!YjQxH#I2kE7UmFNZqYe$xIr!p)9{mrK$b2S-4IYiTfX zjxCF5d7xShMN>Ly;aJeVP4rvH?R_fIRBF5;8TawPw~W;?MQ9b!un>uL*MrCvN-7f-HAq_HC>eV!G2>LzZN6#uq|JaM;?l8= zJZ;eCWwDnkJ+5e+mZ73yP^;ke3ZMbG0xE&n1|M=p^S4%WaHdu4aiav)L)3k+kDgWw zp4v(luj#BBKyY0AY?X7>vd_YDC{AcPQZSc6vBZhymgc3-h2~ztM!7GS8XA1S+Qc=l zX2d|}9pRtauQxNDAyiZ^xqsEFon_cL2;Ny3?f^}Gh7Nhd(Zy@#+!hMG{?Z>w+TCr+ zBn}$=!q?oYrTAV2@PQQwN11G=2J_39w?~Rw8l+|#KNcwqJn2VT-bpJ8a+hhit$#z- zvh=j3aALM+IqkGAGgU4Adv3!#g-~lnq0_0BaB&GM^DAAWG~h5FVWpa zUhbn^tk07CXkm2hSfd)(l+)0l&Fx}4w&zhwQ3mUTk&C+SAEmjFbO|VIQT9%;udrMn z3?1a2{lbjuKE;Lhyz;vucvjZks4Ty-F2FikLGvop0=A-?i=im2e_VLCDE91zjIf5) z?Aj0UcP*nxwXaWT^!<}3J2xoxKfpT{;Z(9)vrfginuDG5PG6%RijUrM^R%&ua$sE7 zGgZu%xut~Qyde^aG9KOyDCb3X#}Qx;F{Cz`ky(CMoiRy?cTb{*9R@dT98N7KZzZMo z3J9!#H~QM`VK(T8@D?00tJ!k@8N98#hp~;nD=6C~Dx@q=F~C`f9U?v?@7LB>B^10EN% z0+nI+lQIu;@ISy$ql1OGTW`!3ro`{X@Pt zRV-|-Yjaa#A%+Ynvg7aJC{zyzhbQP9Kp1a#J<4!ri{Lrn4UaHa`e?)+6kuCn#NR)K z9nwqfDZ#!J(Jc&f-~CmZlT^ynT%QCbeaE<|ZkTyxVp#UQc#Jz57|nG!m3s%B;8DHk zRg`;o#*_7sUOq?hTSuXaT&4@kqfKD|>;sNdZ9Y;Rqtpkcc4hNnMXa(+Zd97hSn>%E zLyNBsvI(YFg81ApieLHag-P%V*MC;}W@G$;+Rp|VGmA>GNR`2o)$T2f^!BnZzZ)fa z5s&=G<mU;Ua{0QX^qX4>)9aAt#lQB;>MraB;RqczMAH;5^qb^6>HDVN&y96UUpim z#!srnm)(?8Z}#^6eP~N~3wx#w5EzcbHflBKH>IIqAo2tcQ1}6FAMPNYXc{g>t@*br zkD63 zA|9Ab5>MU>YFNoN-3^MVvI5^dh+y4tmNtJMHau+0K{CGM1apotb z6y0DJH@oX&3jSsX=W6Ot&+8C!TcT&<4w)2TG(OLEaz8g;=`MFpJvRTbvzC7NZ|ssW z2b1<-o^H6DepctPzuGn=@_T;OuUu@iQ#))pV1R$&4)*9udvK}U3gxFX*6$@>M5@!- za}~lmvTF`*io%y)I#=1hw;L2qr?C%lt*^l75H>(AwlfrZa#SQl+Cz;m+ z32U)w+R^;TWCRXfMcB`swH<2jTs60i|0}U&00BU=isGtQgeM9|HqBVXhlcQ!b8_Y< zYOO*Od?BOB^51>CEfd?XlJWItk6(>0r-!Tmjz(U{BoI~^Mw6xQ=aOzf9?I;-nuCwp z9R|f~R_byq_|e)z%>QSs@TtSPaZc-p_b6w{imyID%VqyD<5YtxAoq*>-_>Bp6-x1Q zHIWkEJc;_DfAuXK12@7K@ol^3FR7Bxn&j(@iN3cd%Kfk#uPs`c&@nPLL_ia@Z0MTW z7%@S9jjanLkpwMNR;u zV^c8WOFIA{yZd<;TDJU7PID~XoF9}r3ZGt}0_=8(_$wdjbp_z0p!_qNF3_k`2+vw> zx-8Aw8lo3aVEr-eTxmZ1o;*i%2;>xNOj3jTMC=<;%e|KP$|$^<@}U5E8fE3svR^1a z$d~QUzZjnxK**W25cys~k+rVAx?tR@8e6G`h13bXpWic<*Q1in>!y?M6fBqIq2pn` z$7t{YZa2<(ZdXdp5FZ}ED!@g$I+z&}qlGA?gIT;Xalx#L2e*u}2nS}Q;*Uawu|qAH zm8aAp1+EN?usg`Y;2Gw#ri(3|re|YVvY~%aVy2DTXi?b?@o@Y->+vOC1H3au^(AoK zE&P5Tp3-&!9A24#E0ZF%x4JsD{vPEki*{zZsqCCL20aQ9^f-p@%t%U5#nE&%YN%yR%$MfY@w z3Jy))plz;Q>FE?@Tv99j5SW2XT45!6NSL0*^Io7a8zXzi{86Yg39q651If2s#wsVa z+CTC=C6p;CoiPt^Q2m%;f`igbvC9CsFJ^#^3DmMwT6Yl2iPvY()8i1nhvXK)sWF}u z4}EI5S5YBz$lsiK%)r{bN070JmfR1LVI2E8-fJj7qdau^mR5e>RUGG&#Txect zROa9wJn@urRqjASQF~mlA=JSlSch%WB+H|GDq848=M{hXn7h6bgAdxF9R%H$h?FFxE?i9CA7qy-`aLkC^?slg`clOI6rs^?7QK1s9 z@|Q9IJo-9oBCU%O9K@Dl?PcEdQgDe?R{kt=wK`_633;o2+wYNsw@#Vv#UB{X!)-W_ z{W2KI-(ryCB|FE3ClVc+K#6JKAS4>t)`va zzA&l)W|2t+M7v?dqN@8fu?b{bxwA^+P`h0nm~<2hh2gt@f&ryJn?j#Z_|632n&~HT zX_f;y*ANCbedc16C%(=^Yx+(L6&vVDkNTJRpQIL=ktP%6vp@f~t?)r=Z*WVnyqN$M zez1P&Bd8Smyx#Iw#}oOooJVFj{>VpuP)+bK4!&MSA#50a7B>`zp2hqJ;`*7kUa;Kr zzo1@8odP9QnBYZF^`|YmgI>4rkJYQ>8#aquEq%9|0SqL53p5!)Z9zGkr>$vx<;?skpSBc#_-N-N_35}eb8;Q*EuZ;w# z`?J5jGzU2(K68k04=ib+o_GWf&~XXRFn+M)^)|68v~7`?;D8cY&OOK=`o#*cGi>Ke zuhI1ccYLUVAD@BFLDJA10sjD(AcGYlp*AiI%1fwn257wRK;}XbgF4p${)_Y&&HSlv zijDGY6rBJ}W%BRG(O5)G@K#F{hMlq$eoPaVG2aR2C~$(*^mhgru}K|ZiYSx)2#yA^ zSLP`|K@`ggK@>oYeIYm8<`$ys6W61bB1|3x8qE44Wm*5At4PX5ncMp>@$bp6b!)fN zfH_TK?{)~jVh=>)3OQmT=QGRr!gcPE0K??r(HTog-eaF`VP~#r*u(a7P;MtuKf~}0 zCd_9`fQV53l+i1%L=lF0z9Azx8qa@IFYS!zbXTO}?%hPBEzsqI^jj%BM7tYyO7P(mEavEi- z0a|{dymDD@IqYedKn6(iR%HO{84Vz3{u$^p&aZSRClP?LE??_+%CiShm)CKE+rvJQ zz%QtCPR7kqFrN7w1vC~Sio~3o?|f$bxL-;&^cmPX^(*~*QkNSRt0ivfvG^Mk^Xwsr zu2;cbr=b{pLw)7o7#(w{7o|G|Sa5F5lZj`L!zBts|K_!n^X!Oi z_Pv=H3*MHQA=N&7U@up!k?#mgp+LHWq(iEEB0fQ4q>G|-SZ6NwhSt!c%11TiauX!_ zLikfY_d;K9|@`C|H}i{I`3 zg_wFn28PJsBD2O14MVVcNV?0=KD7ZvGj=$p8l>BUV@^{4MS zpGsc!DYK*#ueC@9Oy^%uFBp+MBOSzP_`l;_gw(V^#;MRE%GDxeJY)H7&T2KxoEhp! zISlr~T?X=d{Fh59jYt%=(}HdGRF>(x)e_2H<<+bGjd8@j=lTK5tx$8zrJoAAh!I3J zOxnZdiLLB7^fLi~5A?dLU2RTS(U82|0wzzcZa9iGAEV!~ zth7-2!MgJ2hHs+nJPZH~{((a?9i19}Anx#e(NOf{JHs@b<5dOEaisgOMfa+>iX zmvYs=9QLk#6B~MfG0tcL`~@m~>K@r$%T;wb;AM|U+5HS2kKOaeiAdaPrsqP-;>7rU zsFF#rbS$mmKQ{xmaX?{of=@7hCx0}Rf}cZYVAY|Wi+T6o{4f1$VHnzs2{g}2j!R$L z==R?m(bn+(!3Cy_U!8R5EfPJft35_(g$NS)M-5TzOD2;6Yv#a(@7g6eS`ZM0!Gs)O z%vFdnW#}(@=lM@>1Ro!AB#HtfkV&f9Yi!zShCE~XlYQA;G!j=f+`sU&=umyUAuI?N~{a3)Y@%>BX=-$0SI;xQ3Z|03^O zLw?dI$y@b~OURB`t9d0swgKl+q`_4i_QDOQ`<$E%w`dU({1@V*x`q8$EU#3$%=WJm z5Q6<5A^iW(BfQ%1H#+=a858|$Uj+0aMv4^VMf+^fa^o-H(9y^Q1GdzQ z4<`fu>MrWXcxIj5J!+?6!V&^AF`}zZXYC=LnlRWgr zi>U6gDd|5pxo%_O^S?Ak#^ZWNr^|r*9GL1};Lt1H(7V!#KciT6SRapGw$ z4_Y=c80CJhb$OP6@+7q_#&`aC!y|ddoj-}!<7(?((s(N{_WQmxCF&St)P6s`v*sp? z@P(!GXL3kXR5>eCpVtQ1*@Li38eJ+8JkL&)j`^=qB-ucUS+2R=H%!5L7_ zL`L!H!IAkN4#T+1RYp~780gq9DR1~=3?1Y~8o3p#6QWrW(s18(a8JH$YF0p|HSAax*3h|dZbl+^vOP{$ z=Utu`Lf_I?UMa z^`j`9c1945z$a3$fw4Yd&ey@Ui62D8pk7z1wzpES3CRD+?!C8%!-TfXd(>nVRQlt1 zl7aPtylfwU;u+g*llrvMkd46``HnYjU)0w!_Q*ibmDkpq?{y505(9CmpgUl*@z%Zn zIWrNauajYrmR#&j-(p#Mi$ot|Ey;um*Yu!5=Kt6WcULz>PG9oC4KHGuCItx#VZQdb zqgggwap3Kjz|aUoac|UGo&(n{v>zMlT{)NQ^=kC>wtkV_>APGXQ4MmVwKP;~IO}2c zBPm(T7kV$nAdkzpTV%PIlVv&2=$u6d!q{2NPbsS(o*k`~Nqp6h%^3DdA}Nov?$KF0 zJrLcH!JEAGd+BinziYmR1;3(aLTl)MCen;Z?!@f2tR`lv>JXS%HGmvu_o~F&ccTO@XJIg#yGVhcnh z)#99N#Y!u?S?9?gQj#~gRHvsA!h6RXRH{BIAiVJmnURk=eDHJYcR7%Z_h_O+<7_jS z15RkWUUaeAKQCzpe(4Hk$UV}q-nUlcjvtmw34Mx5cwv;L!+B{Hj8#xJKva`hP7IfK zw_FJ2M5atJQD@m7P=}lWcFF1eSYw0%N-s>YL9QIcW zq%zzBrRe-xc)0MRR5*NtDtbTt7%RzmFO+%Z;;DPn@AkcS6Q!P;`=zYJJNA2>RlKa}|R>vD0Ak=2yD?Vyo@mPN9&Ok&!^)tfAf z{Lz8295Cp=f?U73D)IH>k$>ZW^Bf5~&;e)86eGZFjy8e?okIxG2 zmxYLmbqQVT(m3c}N zUrWtp2^6ul%cXEG6&JPoc)RTlFlJ9b5GJ zbHk8i6RT?UFU4a>-We8L{^J6a%Ip0|TzX0_L$^dXxy{ZwWI=WVbF~%TLs{BG<(WSQ zOEhYBKNKt{A4I^z{Mf?|gxc`Ifx2Xhc-*i+iYf1;mrNlVDdonJztLnLN)68UUktY5 zo|p1JiqGwYqJyj-T5h0#8o{}LcI8o@QEpTARqK8N&@uwkJvM^A_fq09R>;txcrCh{ zlC|iYUGYqgAZ}CQ+q@u(>H#=vmSAg|bwXN*sW=jy%r?|prsO$j-9xfKD&dPq^R#6W!5vjp#5Qo;djPKAnX(P|-WBn53vWqOUk*X-eF@X#-gxX2S*WJ^q1{C7 znbxdEwd^*l7^E!DX`XvVzK)j(7(GJQtZHonk;+gW9AfR(xz-PVZlE z2*A$(W3W{t%lS^#9VNoFZEmn`$uRaSZ8?We^1+lC;2%zRi`_UfAhJ?-kPyNR?t-e;ffHju}s2r5dX-eM#-tl38B*>QfQYMES_t z&U)TJ4|&uZPbj=(8}TN!4R*8np{-W)lgU#XwRyUVv_=|(Q_G*2ekJ7FK|~Vx5IJ`T zkG!hUCj|Nd{v|F;a3jV6(fi;FXDTbgsqEHt{v0%(D@&lYO2#4(M2c%-3awQo?iBTU zC=SNEdV}q~HD-_sUPn5BqF=MoT*i=*Fs-?JDsbg6K*Pz+@RsjG3L+^znFCDbW{k9| zSoK%VH-4=MHQG=kDtYPO`?fjf6fFkSh3?JdGUq;B!bE7OW#@Cokm_#$Yk4~#8-764 zR5`Xt%K|N(!L!`Z$G9jZWBId{?*}Rpzt-&n@6V***HA~M)v}nXXzA10KPO+CHGht8 z-?V&P#Eft^n#44fLHJ4P;xTue7;M&i{?t>WbK3qbV>#>9c+(rjCb+O!l^tP4SMQbL zHH>a($Yk;h*@7TxsYT{@r)6$~dOX}ims5U-H=Xo$v8}pQs6Ql*ZkX#( z*Mu}VZsV;10g5;-52xlO!cA;0$JgGme*I~pd_$3!ecrhP>?ZRe~*$=Mn)o1Jct{mwPH&qv7l4;0DTCl05*1;VQ3; ze5&yM-bg++p!<0-eG9)59{2_v!_A9*d%aoVd&m5c9>-wX>jE>ZtDrJv-%q*iC&-)=T9si z9z7l#b}@l1Q>hxm^?q{nJke=LrN;qgxR0<2n5i%9-mCwWY_`%*v+s-%T^m;}QFRAF z-9O_?@aK4{p#)kIQDcKQRvr~4o~;;OD|HJIk4E3}na7jL)mwdr0~^+lw}zG|(_fRP z^+C+J6&Wo{u%J4)zL$Q=Dlf1pZXvOMds8bG`l@%8mPO)z z#lC3ZZ1rK=gUF9W;P`cnd+qlc2*t7WM&ih@IhXGtAFvAq-%j!-lryt z5RA$jC=oG`car{tH^K(kYK&&vDtw4uTm8Z$fZuFCVOeH96y#sxoai z`4PJ7-FhoRj(yrW!8eV`P$?UI4;46)9!{^Y3&_r5tZNdL!<9ldXg^|*2yiD19AMt4 zTz^>k5*a&zaj-oJ6=AKmk=`hBEq+w{!02q){2X214Q|?l~+v* zoW3_I`L!2%b9`H^+~kuC8kUs5k_?JHRRupINw--U(ILmb*lEDa{H|Q!-l%d{jO4Pt zY5d>_*TbYBBG>`1+mAa9eVXpmgo{aIjq@dX!4U=wvrb|D;w+UgPZ7|NYP(^Wm`XS4*rrk2@~|SFOJ08R1VZ z&U~cvR(Es+_cUdcpA2q7WaGRTP*Xl1DSJzP##xv0y*4O-P3C>{<{C<+15Q$YZ6L0S z1?rs;r z%EaeBItR@_9<_kmJ&=p0SOuv{@;Qr#*v^G{!T6<17dW7kxq?JovokB(<|uFfbh#n9L`tj9kthQwNG|CUENKnr`RxM|RtY zgcz`si`OBi62Ho~q|@H8y>9-R`g$Uy-bL?M#JsvwgvYQ{{VEf@vg6=u9*T!+gmQK$ zNrGgFqB6X%-p!S|R9T(Sj`~mXBsz7GTOZ*spqQ>E5@pcS9#1f#tF=OujRdVaZ+cEi zh7iVzciYlQ=`o{`UOj3W;w7Vjt$UgeF*Xhh)^9u`kBWTMX0sal^}a|nZO~cBv=&4R_jZApZw9*j z=Me}Z+Lh$6-oo8*_6Js^{Y^jC-!8Qdj{dB!obk8@*2MsU^s79}612`Qy20kfBc9#wi; zgnw~efIr(dY!W?Dox9W-(4}7y6;y=2oH`%Dzsz*ako$3{nYMqxm z%el9VQ@sjPXfm*Uekf_&wzgD~qgWVWB`NKaIoJ~FV9Bwz2_`>3upjW-Qg{7< z{M#d5Rq-c4;=Ga}(ZTbnby^FD_unB%_;Zpg)Z1Mds^qb;Qd}@LL9FG0$}j51u~@vi z`K2N$qx6mpDGRLa$?V9coZ@q?nXi@@U*(WCG?C`AVIFt#&Z2*)S0*$N<9Pbc)BUi) zRQ@I7WP24&`Wfx|Y%lp8f~6YNkTc~IEpT6b*Wzp8JO73HqI($?kr5Q8Qd~oM+MknB z56f8>(t%Vt8N=xovnfp6CAOjW7pj}9-t;{XXX$i=4YK}vGc!>t#EYKIG+N2*vcp%^ zQsr8?IzJ%Vo9&+a+0rfGUgm4fn948BaxTs`_@i`-QMTw)QHlVg&hKM~YFxsx+25dk z5q@+$G2zMav=kbRj%7*l&*jB4UP zXgq9V#B=6@K0CEgQFHl8^99Pz;$Fh#&ZPqOF%Hf~@6nop(*|vXMEXe(zxT-I*js{h z-!szbAR$|JOX>C(!l0)}?o#-@;lz2NRpV5smj0V6g2|mn!m~oTh+!K~EP=dNvTO_u zYhKv4LGKSYL#>RbN?MrlM=On5pdR+d=1_;Ugk$tj%I8&O_{c_2)Ld8sUFR^le9@cH zAt^kWV@bNlT}tmz10S{0HP5AM@l{82{SO0eo z+<&E#|7WiK|9%bZe`M_aFU=OJ6$W$8(Xp(N)2$0q6btX~T$IN7SCt~N&sTul9KbnM zq|=N!$$+Y7I3*AG@XYcGG?p{q=BUnvB4W~!dik$CqTX@(GwVtNQr>6@a!RieM5iAT z4`N`A_W$(yW(iVnD*pxrczF}+=K77;#0*lK3vZDSUxrlL{K~hk0{`y2$J^&)a4iVA z$>65+5;j5&8baOL_oI{|H|qb*AbhSVBv}l=oJ3>wK#0)cAqQ%2C`nexX_{X+U!aaI z4MJySVe7|VIeNo{ZC$?Y`&&H9RnM(wQh|9aM$7{*cTN6e=-hv_LAH|qTcvUGRCLt> zkE6B<7C{pkKu8E}@Ceh^ze%JJ#fHE?H+?7ogxFjn?!2u067Ks_M>?B6<-a0`_M7pn?djR zw^Gnx2JGyl=#>X8l`xYDhU95-&{pycxGsJGfYMV?3dNEb9RsP}6*ZQ<`a9$}7KC;A zqHfObJSd0}dx~2>^T_i^2s%!UL;t0i)et8|CPB+@4&6e6*S{K>IiyDRo3{%Q_$4Zm z5b|Ha7Y6_LN>UYGE_MH^^kQO-+#BG1JDMw99yUTnvsb#zJ%`|oAhl;Ygs>(eul1!-hX2G@T3#LP@ zImlTrrwR|xCvL945q)qt`Ee&EvoZO_Z@DuDLqkJ_-@SXM(*KEoJv&%gRKVc+cqJr! zjCqufn%e2^@}KZ^f#QT>ZmXem007}!IZ}?_shkYLSB;F+lSZ)nbJf?aM$0Z_Vj)Vx1rFM{MHMa$fw0qCtzj2@^ zeMjp5Wvc`L5WLxkHUxGqYihk=_L&Qc>MXIp$~CxNZR13Vj1bnU2Limtz8;ctqUb^J zXO#=OkF__-)5)VLkMkpv1WI^&O~-e9J|0{$uC(s19I}?GUEF!cExY8$T?S2gJ(1mx zn3|cD)?7@{Vsi z+w|jT%wFMmo+)}xWT$$(E%~blQZJW7EfgZ+aM3g`-voU9j$xkXv8RRE>{4oB*RJ1S zcz6338~h_Sdu4w#UF#2uV*98~gW%#o3m)^uSud|ofsrrKF}K$E!)iNnfMQi1jL{(dz+fe`-lqV!cJ z)qr;ClX*aJOR_}4LxVoy*Wc|!!bt*p*Ch0>hj}{CBRXUE4xZbmr99w%>5gdmQDBX6 zDAN*RV1IpiE4S1j3Pf)!Z7oaSXC`$;A^W6sA{xzSPW?FSghmzAxw09{H813hJ^O|q zAGBqM;2PD^d!}yJ%t|PYb=U$~McATO=4~VxLq6dK{=k)B6Bs@|etcqXgixw1XT7@F zAjov2>bB6FoZMKQj>!>RX_mJ`k!wJ+W);=0fGJP5_ka)xtA_L~A#02gDbM`^E}>p` zMzCHRXw~z23*9I1NQbZQZ!J1^>CBD4$sT=nZf<08F|w+vs?>mKGE}q^pn(%QY!}Uc8D5CkUzIks&fI^`8@j|zvqQcDQs)uR`xpscqGe90S zVfsjSLgUQj<>$%fz#{M4(_q|&rbC)#J+zgx5>VjQ=fp(aishBKu=Io+lxOaf+T#JLe%~+3KX!D z#RaT`Cjybqf816z@6j9{{89`U6N?U_Ag}NRy!o0Q z?j7eZ7J&9Q>(VGqR8amwC^3t}tloV52P6rfQw}`O+R#beh|_fVgWs*eND&i8?Qzcy zAMSwNXT1}Wd2oN}`9$8{dSvC4zw`igF8lU@4BNMP-Ofhv?63DgaFTzh9vO2Bp$~U# zhi{fzW5-OFcg!RuwTR@^)Q#*!pnn^;wV;x~)>L$bRRvH3pe3Z>>5&aUzIXZ|S&$Ry zKu@RrKA3cTUZO9-)5AV0m;Lrv0`Q^zs`O;<{dEJvH0y2Jaeb3K+HW_bM3(e9C1QG| zo%Q*&L$J({__!NLkoXXh=ZVQ0TJU+zU6APYsJ%ijde4UB7xrq_W8}l#f5hR z_xJ}Z_jDR-q|Zv>Um^h0&VRhRjnT8Mo|25BWELbX6AfNH?fp{Yb_Pdg>5 zOt^zy-l)Ms571LK6;!me@Ul!24c;1JV|lj6ihUaVHw)4{t|x?-56wd(lZV2i0kEGw zk$u7xU1K$#N4Vb`R5)p=P^z&UXQh^_fq|InU;{5`X1zwl_G{St&7PP1Z|DffI8yx~ z|Lx1yJchKz7xLhFHdaqGJ_kupJ_a0uE}+0SLFf{@SutjoSIb6M>TXtDIy~pSc-M2D zM_s^(Ees(JwD(<|R6b_J5?$zBy^c#68|O6d>R&<84SI)Twy!E4-6B0b#N=I1Kj6Fw zLhXX=Vg{=z-y^k81mvyVVbb2SPf1Pr57$9J2OY(q^PjSQ;wkSc%F`D|KdiyeYRw^t+uSulbRdO~8@vZuGH!Z!b=wM~(`mQowg7#*dGdLyqvKzo@^=3t z{G$%C#33p+A65xElvW5N7=d*Bi~$PzxrY~5T2l~3hauhx;@Kfe#RoBitv9yCYaO+= zYzK$15JT_PPbPH7)D=k_wjye1zuCqKng8<#74;I&T|5u&58t^w8{zWoY)hDzT0*{; z)i^YgWMTy^&slP_SxGTUphUD+R=Ldc+&m4Bj%K(wk-D#YQVeZOd%{vHL^MS&*lLpE zm!}E80#5y5DDL7tJ}f3dbAb*o2 z*WMe&gf1fOiT0-1XYlG|jLJI!_Ycz3b?7EZu}xH{hTOY`_VQRagY^9S>)fe_?pC1{ zUm$5qR`a0PT5Xd&>IF9nDgFJ;5UA^H2oFNc`8$k`*ZuJ`x5?t5F3j|K8Pp4n*rzkp%~8iENuo$y$8I=bgD- z;;V8^%^BJc>kqr;To)p$k2Is?o8f-uq14y^|B#v0(iOzUpkc;wN;$BKk?C8|*jUNL@Khr6oj10jF@zDV))w$2vhB(qi!F9Sn#B8hn|R^72oA{uG_>Y>Be zJQkO?Ii)*07OjD`H=s%;A}8RA1it~%&A63yxxIxYsni0iv|PEbzI9IxAtv~JT4Gd6 z4nyfK2@KjcEDB7TQR3nZ72G@nS?5XY5sXl36sL%oWWaXZh^-&6Yv1&kXesB8m2N}e zesi7|0Q1rfkkxn^cqDP5xPkY`;!_P%BrSVfu}k_5C6mByXa+iqR#pd-^p2p|qxo?K zjsHQW%8+F5;SM#oGH4Gxv?`ne&T6&7aB6LsgHeL7%NRzB)i;d;5;v@n$=O~%XW zR(*frDrcq@kM#00=moo;oY;ruy2d&0CEwPh`yyNu=2F;)nnTDr%81Icwh(mlusoSG zKk^xS6G4AxGYj^P&hTM=M{1+2ONTJfeJXmebt<`WK|w0KslZIx?C=_GgCm{s*wg$# zW8;B&|B7!a`m=34)LGL}%W_KS^~ZjHutS>HRJ}veh|X1u#`-Hk>8XaRG1i9DU9UpS zEF&7`zD|<~fkMOr2SSPl1|bbeJB1M!(j>Je^m`uERRs|e_KTCtqBjGL%H9J>rOw>Z z7x|Ok%wma4uKLHoFDJcO5=-_|L#6--BqFAYa1vd6WH>^`J`;-#=Dhq+2TZB}d8Vst zjMoZ6p9um$y1op}w_E5vbZ@XudZT<*7aeo@`oBkgQ_ozj5lbE77$tRDaPe7?6Y#Kx zPe$Lk-Pkytaw}1A*M&XOns$OwOpz_Jel^-?nu8qNWZ4GgzBryU8r@tE6}$-C6hg|A z04Xn*DH4ByNS>u!SJH@a-iRG?;_cx^X>#~T+$|0W^Yf|!ci)Rke0|7*@=Oi8=gmGD zhfwv*6VUasUa-pH@I(*(C|!Q7JME3ij+YR9VF06ht?fQ9vSDy>F3O8@3feU)7Nj#6 z1cC=%_MMYR-t>2$=w$}$cSp@U2GzAt-JP8@L+&w0`kbjh*lO{2f$mCl7dGRVv^=a9 zx{DRSinnVltkE zo+_%=yPJ~kZmai>unv}YE#E>vi(P`Vk-gQ`bX{%;s{j(` zt~Lnj#^P@7dY^aQa4OKre>CB?n))<6hHpp`D+KB`a=){J-4ooq={)OmkAk#bI=Bhc z5{ifwQZJ@TJOJ9ljNXB-yPI>LD0}sUK}Qq0r#5SI^{P|KYjd1o#xTX`SHYzH_pbc* zO&37jq*2p@29~1!W~=2&yu;M=G6ljb->zy`&s85E#yZciJJBfdS|7+4;fHLq2U_u$ zmBsIDKVD%UG~0E*+k3=WXncLnhU_ThS<;2Y4S^&MP&YDX27&_j~?sh5v%>(&Pkilk5UlO&hZ z&QFyeZXCtyI0l1HHBkrXlpf6Y9k&}W5}F&P%7m;(IWN999F3-_`Fx`PmBLT9QVjF3 z*VI-1nx3q8>vXHz>#WF2p*9uaP(ATx>}jE|#j${gYqx>i+h=v5JoWN2DYdGKC^dfy z-7|Sf_fos&*!g@b4fJqpJCrJriY|CPl>3zR6Lfw%k^n?<_EZ|?e<76Ws0VRzNfpb6 zdsI>!fCv`G)(wc+QfRJ)l{)427gDc-*&@9m81=4vnE5}=eRot7-McP|iVYAIRH{ht zARsM(e)KNAH<3<2dIu2%MQW&0rG%2utCUccUZg{4(joLNgpf0d-#X{sb$)-`KW|pn z%B;yQ@4S2Ow>;0xp5(*T`$q1xKST&3#R6_z9Ibh=Y840z(z!MYVhB3ET3h_tReM@t zvOATW;!;K!ciOnHpF@{7t`;F}MyX29e} z|DIXE9IU+sY1I)f&CLXnDtUg>7IZq5=K$S|X6ex(B6||5YjP~xuE}@U@N(qy4rTkx zx}EYaADhP{=^7BtsWS91Q$2qWonqu16nCYjh=z_{N<_m*OX;x-sz)?wHa}SAQby!h z80eCqNVT-iymXXb-u)M|7Ufo7Zk^Eyz8MkI$h5c2xSbSsg@7)7bVJCWc5$u!sd9Kg z5<{Itu0QC5Hl6Ayf})D;pwR5)_z(MgYV;MZ#UQ$a3bK_3Am(XX>)Ge-Sj5(PVqdAx zduMc-dZo@LSGHM&g)%-SzKRsiD#=dxp=6+wllNdokSwoJWwEbZ%aMyw^dqxX7noeH zR*;doCz7miOPOyp*jp8h1AZ7Hehm6GgdC-=t-k$%tZ7P3^KL-1WM&1|R|8rf;!dBfkO+*^;iNSiy@gJ0frD{)RQmUO z>#d#=%{pkhx@@GUnw?Wll|^qCInigu zDuZ_4IAyBGES|*dhr>M6C(7kqI(|vSWTUM+&mG8@T>FN#DQ$dSGi4g97nj(~mhIni zoQQH?C0C7pd}!OatNVmB3?nW=r!sLc2k&Uvuu70_+*eA(p2}4*mh)e6p2`E$|K8Lo z_QpcSFTQC}?Ususe-<$99p2Pq{3K*;%OXN%-N-g5j+Qp@FGNneNzuRCV%*rR@tkKIt5QQ26? zoEvXC_!dR(mlf5fjilLEB6X6Zw1juwEd7W?`J-5kph3D9+rojjeVcD9m2mmL7CWJP zabG6K%beD0)}j6J(zi^JO3bauy)|mAYs7x7K6=9+S;|vY^82MU`sLlFfM&`|(Ju}> zUpBuCYW?z)IvuWg?_8mKfE(v2e*+hCyNNgO;IHx>#2zkk(Iu%$B}PYf;}s6ao|z*> z5e|ih8oJTvP&2`QPDK=4vuXJ>&@Ynewb(pOKbHr}6;mGi+(*_n=kfYE5D50h83?tR z1RN%8K}tHN-%=0SOP46tr7FH*xh`rqrpL%tl37~Q=)y#l!O#{mw-<8v-uV8`l@$tV z+Mi+mhlY*re3uNnP2Wg;HMO39r5knLe6k=&jSlt?dy$G*A)6voTdN((Tmm%Xz#@sv=`lzH7<%(dc!rQw#s^Z*9NL`?p1)Ji(0m_b<`B&8@`L=wWS| zxHmJ&GPKk3F7ZqrdAD9@Jl_e23Hj3}h_hNBn}ahRT-M)eQkCVHvu{-{=?maxBqIyx z-^t|ipX9&D^B4GF5gdWpZ3ZqUo6$_}4>dy$%KmKYVX^<^tAvMsv0lR#)VsPt(h8b? z9)oV3&0;k-e6d;i0aY3@Qx@n*!hjQ7!NgU{&yG&;AEzi?rtx8b8b}%WnZs5Yr10e_xTwoZ~S1V?W7STwEL_NuKB$b>?Vu>Cf16W>cRScp@_@ z()wUE^8+X9upU^@r?%jZ^x@AuZd=2Xih~Rvn@!!W5y9h@d2&i->C&S5<}=97JukhV(RIF7(?1kENqC{H*N6}Y}GfSxsg>Gxga`+ znY@skDx9@s%ki3JWFEIS-_BvvSobymA!vxU36ByCAd9e!pK$x}D)qq|W`R}dMjhM~ zd7?nHmi91*m|xXWCt2F0{fTD}TMiQ^tmTooRfB8~MvdO%I zmL-wmO2{%;OXu6sr7C#pqTP15>7A;sc9C0>61Z?JUR%AWLzi$4_ZOvl#8#U@IoTTgh=l~Ah0fPz z<5%Tu%c-Zo5cXQ@X!T?<+>+#%v(1@dk7p570cVvbSt$+t8RRHml8ZJp;PNz02Nlxu z^L0sThD>#2^|a{S3$o9RnW9W%>VXSCQ!`1aXZ+Y-V`lw?)ZTO9%8KKxb(A#qWoE(Q z85HTf_^u4Z?GUmiX=`ZK{K=^-G!o?yv6{LbII!RRli&B|#OyzZ1r`U9dz2o4@6C6A zS(gQE3UUfgL+VYI%)C_a3io(8S7Pyb?yV)LDB43&&0#iw`hsa?>B4Ge5a&9yGm|R& zSeHyB(07*FT|)&L(~j@V>g>tH$Ie<%i)~>RJ+>#$zA4sRa+d{ca}3&HH_^|mIC(QQ zJJMZFQW)};hI1;bO3uR-FXnrq4#h1)x~dx#kVf~OS4KRW8(D1B_3%T&Euxp#a|$}6 z9{bOyA()3McB)Gs&&$v0?0s||NdG!qBE3lRglrx(h;;vI&;;~Oq$$(MY79$#YYYupk}0x2ExS=oGFGmQ;3d3*}k zAq$*9tXT}e$V6P<^Q9mHQ&~Hs8m*k8Xy*Gbrj-F#2G3Oq>!0}A8i5 z_}J+!0;4{E+N|`4(Y#oC1-jK3O1Q0fxk&*E`0d|vVVv~P%FcUfY#l9r@J;nmjXfM& zc8Ym~`5i=o*{zR0CIjDjoX?m!xE7Z?@WqtFcgGFg5$JZZRXFs8Cvh&`qSi@iWU7vS z9=N$5sOhcOo1~ga_0J47(Mje+`H}K=jcClRVZbjIH^di?luB!n zMed1oypx$lR94NbekS~FMeoh4pT@*qw5u-l4K&AEN<=`A>~=Z4KOrWoyAx^n^6h5J zpBv0oNhI6gG{LAfS2zo;Gdu@O|D)f*5ZLsS;C=VY>9*pan(MzQ#*YF6^RXwPp3B5n z2u4)rPBq8QrzPO+1iZu-KQsG(Z3jw7RbDPiZt!3aGdFgYn|~qhCVz5%=1nju56lKN zAR;xO!R;iPSEiRh)Z)e4CxYvN;M14oEC1`DH3T*K`GbI~rM)Q2`eesG zrN+o;j6uNzng?!r3PM7T3U(6%oz|>u-50gaKNQ^X4ZV1idF8=03EL({skQUY!Kik; zy)me!(qN~l_qpTFW)X>%vSMmzm38r$I=)}oUWxADpK5UXa%`&*5^a?;E+BT)ifSm1 zu#2xqNMq_x6ElUxZ$aW?!C?7YUt!LKxN6M7D$^7@I#%Ihd=V-GQN8S({fY6#Oe#q$ z146o0@o@TTqwOpzQbP)4%5NtIdF4PA^FJpv)pmEqYNk@|Elu(*kqlKihe9APKIh>Z z{9ZjN;Qh`ZgJ*X%?n|D=SnJILW0wL|ajsSw%Olo3z;O*FT?ziB%4 z@y~-QX>nvhwUcWh2YdijqpNTH^8u&?uLiUF3bpAExrhC`UE2sNkX}rFiEmM)^_$}H z?AuA8&Q$2d*k4zFJTex<<>I0B5iFT6FFHNTX4}Yhtshm$GrlN+t*fYB{`f}lV)4_t zQss*L9_w}Au;pp7f!BD|X+{-8h`z!D3%Cz2Py7zWdVCJWyiIyE^Qz5N9(RT(q)ME!8y`R6#>aU_N zXMB*Wqv*m0Z_=3f;?q}LS)JR>LH>O-h7z>Wce_-i{VHDga;7ssiA+X!lM90>*ZiTa z8y02OYLO;><)bLxyeyAxzY8>KP9Rs@zBuYSP$78^C=Gl=Lqi3Gg$r6+UlHHE%PJx= zh5E%CL_!P7t*RQ06^e*)aSE+iiwf|#I$gts?}xzmsrP#YO-)`Y1qJ^2s#x_0xYK6r zgXYI^^LlQ`M-cPSV!^%E#EJ$xfxfZDn z>zpv4xrrCxhA$IolcV-mUF2ehwL2sJT+7>>W!%!;vF)x_#ATus_|w0wGnZdYTO*-H z+NDjvhGa!!X9)q77Xd4JG=LohKFq0%q^kD4=!vS8GmxbLO}O^J)@XR{6GhQRqo#QW zCU1PHvPj8FQ33^x>FfUA?1y(Kw{IIaHOMwlEEmFACtzL7gM^0eqqSqndHeg0=}bX? z>)i5XB&ConF8P^tN7Y{GteM09kkkpWPg=1%vDDe5(IEX-jb?XV*y0T>0fC2QbWgCk zOEnxtVWW+2#O(IBgBC~HuGdk>G5-$KOZ-XR7*JXI)ot6JA*DM0`1mRX6`ioZ_G4wL z3cNs3d%|_*=cG@An;HZJkOC0?mw@4^x7h>hfs1j}J^YDJ;s3$v;zs~ykXx&U{=7Y3s>xF83%^e0rSi{Xd!CDrYmKarRpY+5&WpRe2Qz~w~l3I zA!W1USjud^`wO?J4MSr|X+iZg$IYR*>(BptHU z=GQGK$M(Q&U8*@idnHgCCh6#>Jj}ulhp9KQ7<28QAIxAy#L?UQqS}|C&rB(4GLrh; zJBZO)rjq$G&8k9i4^B5bspdzbF;tnbahhh>IA+Dt#{eS9_Pg6pmTHvh@Pa0TG66d# zg?x8>+WK*0b5x_r(JM_+$l^lUlGfJr%-07Q;i^7ahtqKc5%|uCY)ztoaU$THbb4ne z3Yad%niECcEy;=KQm3s;Vtk@KQl{fmx9@f|cccuI|%_ z-=4mhe!O!2O14+#2*WTDUC|gAvPOP7V-BXZwVNELo+-}Ji3A3mbXM}&&i9Ev{p_|T zc80HUrqJUd_LqOxiot#dYlib~0Ae=11O~lS4DPHlSFexClq`(;E*83l1$#kX{bKP! zYn8s>yj9}sv%zmL?ynJ+O~b)u-1`r$hnL;a802(xF-nu9WDJYH8;?r zw@w)2?KDzQuH`wRDLft6dj+7tZ=b+GEh<9+jjBCb$$f2#5LL)34sGd@y z>s8&vW4Jv%JgPHM#3ZIe^rqfqVeC9+Tk81H7#sY!Vn%go(%L>e;eo~UI|fkc_cg~v zmQsyM6c3zN@;i9R$f@fP@M9RwLHuok4Yu5;D6a!4cMIV!zo(J_9jm8#@(H<}jot1)~^t4>af^+1N1nHW-t=F$39*= zK%N%9^p!%?y}H-N+-BZtj&VO#Nx;(3-&5bW4LaV;ld0meDC?NNK5 zdtezOG}?obV{SN4t0!sa~YaD(jNk4VBUkHyxZtIAMHGH^H-T%Ug5uJce47 zjT^u&Bg9XLjyo5EYoI~i+GM^4mIO_U_QKbI8mUL?lKb4y@Qz7 zr|A#?l68c}{|4>u9vXUDf4+@YWcQn;eg6( zfCb=E@4-}t{?IV&e$il}P~LA&fV zA45h959P?8Gf2fSSOj!2Q`d-?@BUF(!9V=0>|{oAzg1*@^Pqz{inib4+R_Y?3ZjqZEO)IU)GP81X6Oi6k z%Q3jCy*8D1@EeG#U3^Qg)AG2H!|ab|DP#rG(?+z(Ic8U$-}nP()zOVr!pOLHJPqSo zv15hZnVKViQJj-grS3@H6PJ=#)54tKB9zdTHD;i-0Lkw%%{DD6x}8*iznJ-5VnLa< zUEdwHeNq5elJzoi9;C6H#l@jsi(QMRm8ly67_TKYD5BI(ee9J&EFo>wQ~z{>8ALt9 z>nkxOFggU8jRoMS9Y|VO6-WX9L`5%z>Zpoo<-6B*I#y^myKn~b;vRJMnPvdX7Zkr* zRldsyBk?)i+;&trHyYFte`G|fQyr6Ykxx6J)ESVoqpCp4_)Zmf;gH<_GjlKYuWb4^ z0EW0`iX0k>@3ovd^^{N7LN^>HIj^*Ep<0-k$g4K{N93v!aA8ey-hT{Izy{4ETUwOH=6Y`$P_PvHlPYT%>7TDaUw;; zf{_&O9*8Ju>CNYaHVU|Z{X%`5#6^57+2}fQiE5Y@NQ8k;9xH^XHvEFUco$wFihGd; zLCZtw>A!LPe@t}$JLI~;OFPSQ{39<8_1IepS24Llo>rNv{~$N7uslx_RiJHQmjdF_ z>2y0ho_GkurI!$7EwnJ}n-1oI`(8BZX3Yme*iIsV-hG?CO|sb{k9Nx(eQ+J^mU_1P z*|Su7Y8?QUuh)J)+dYo@w8Z@G^0OZ|t{=0CS*^&7bIODOTM1l}m~EuA^y&@J^v0G^ z>20OT{L%7GRLds1YKQ;ul}}zoNQ*gm6JadoApwtm{!p*Rd!Q1D5C9&oOF$eK^<>k0 zN9Sft`j~VM^ShsuTfg(}XlM6+n;GTLS!_%Rmc#Y<-P<7^^hefr-eI&P9^|ea%ljDd ze+OliqIs! z)pfrcwZ1D74(5kYKb5iE)Nq^5r$Hh{MYi^0aT=L*u8dm##nf`H~~zETKCv08jbM{??fHSttri%N2Z+B%QHaitV0Ug!=(B` za5?PQb=rZVn*piwKy)$a;bfMcb6GKScDu-a%-+Cj2wHQ#cN~kp{&36|6E(IPY~`)- zg>d^?>>AB{x!m|=ha%SuGs64)Q;kH-p5tdej_YZbv18ZiH$4>^<|*5WvAnWOQm6F` zYbdYN_b==V6}f3hw4~#Igx>;$9Z3N|t--aCU%z5*5D^IiDPK^~6($xILmEovU#-Dm z@rj9|D2&EV|Lc<(Us*&Zkh+5Md2F+mxWR0tLqw|;f|9IbB|j5G1^oe-B5OUZ!hpwK zVcFQ>-;l{PXCLgQR7V+p+daFQuWUPVn>)RD&(7bp##s~l#o%}?sY@MMa17lyxFhPG z{Y`IzqtU=Lg^MBfH-v>DIqfmJyx7yMdFai(Q)a{|3<v@WwbVGN5Ls-x-f{@9^5~Pp z8JhP$0FTm=E@o(r$n0J+{dMxy17lt@6XDH!r6QrO4SJb#Erf&#i0K&E*;j3LMpkeaTWcC;T<4lb%b=RM)=sRRZ`kKzf9+DG)9S+A}nmwKe1V4WGFUgTRiYqRuC;yz#|XkwjW6E z0^*s$Dpd|%e#uPibXS3{2==g-s*j^JRJ7%(2s?hNBUwFvid28BA{9sxI%*#$PX|)A zv4Xq<*Z8J9&W}|r4u{dUWdO)0+K=41omLCvsu_u&g==J<(~ir1?#uY)uaQaxr4gfx zhml_EVABH#5<4l{=nTH=Z?`W2qq|9;t>0h-g^UjM>*1CeLEEG?OqMG7L{sq1qKxX# z$Ky5c8a%d);1v-zVjecGt&d=lzI$Hi&Wsx8EoAlK{_ZBz8v0=p!6Nla8ES9^K)~6qd1c5*J%VFyM4}rxqj2PLFpqX2K96f`|=H z)0)5j!^1L@4|od`@OjS_`)@MuJXAwqW}u|_Ob&1{PZcEQW5(#sZZByH;>-O0Z_GkoT?ce3huw{i%^Y;@+4ia`Oq%j;ZJZ5 z?Y(+=_xsO42$mX&JPzwx@wDq*rL$WS*ZC2`3xptleo_N0?sD?7=3j)}ggnto?cl4J zdp7WZ4v$fySRh0VY)#RGM`-lgnY)7)>FsKo6=Nc;DFRDsfk)fQ+786~tjMH}{vz1Fhc z`Kax{&f>;I%opkka3&@M+fCTZ4K~X| z^4@cY+cl*X507~o(sUoGn-&5iFb-JG`f#7BvQkx&U9$Au7-vmAH&y-Or0S;Kit&j- zU0stpBvUso)$cVhHFcP|dGd8SWQOx(VpKu$nCFyTDZ!5TsKOKAddq>#Ie62U-r0Q= z6>q{nVVv0T56Y)n2LqvoMjFg}>VNqXk?Mhck<|@=v?l$xe&7&W=fx#9w^5io+K-E5 zi>~o(aEdHqOr6e%&L-W4Es4c#{`}4HBbg(#FULyv<`7PZd4s~Q$L>ML3?`Mj986f( z5}w3ZExuCkA9b_jYoj`^sS?vZm#Tsa5X z#t)|xvz|&z9F@scN1KH*dsfF@-POpKp|4JT!sU(~V$k?$FAEJ~TzSONtDT>5&FP#P zs@>|JP~1n(J^S5jz-v+?pIe)qXWZ-h!2LR@ago1Hr-boOm5WEn-1n04v}YSWr#3eh zlrFq)xTAjXpxR0;a3r_)n6JRm4873BK!T#DxBKyja^@YuO#l)vRodX_+l1^wq+0!_ zqbIu6>HOxRh8NAAvC`8!%VZeBS4fIy0F#^LS}&Ss5xsIsPrgM1ajMeB!r*DF!v^WF_|qOwY|gpv4-LYdGU{?0^!zlhMrR_zms$VWvL~(s&fo>yb>y6GVn= zeQ|6et>1G{C_b3@!=Va3vQ8YI!@DxY?frW{ZG7sw_xbyv`z+cvJlJ)>q*y0ThDBX} z$5)P+uB{t|D%PR zBN+%JMIS7fYsU!APzPP+BuXbz~R(Eh%> zpL7Y=(qf?D<1e1j@QQ?aHN1?j3!iuJv&*$y zWAn`SyxcO`3Or(71ab-Q*&tHN8=4LCbb7F+86a`Oufoql*CA-Mzsq+4nb zQJ#R}t-9J1VM5=N(e z5n5h-JR-{d60BsusFL7t#2IWW;{ zDgOh(s}uH-Evg6K0KvUS34eJ7~3|ok~YmoP}92;rk>g3s->tkWOCy_t>2tL*`y@7{GJz#aqmBYOX)T8ROD_S>${FVHNIw#TfZjb?u~qSgSM(S%DcA?ZR#*~a0lVpoH2X#^S_LpSyIi%o2IpP{X1WL4$caNv>EUnjzj|4DlnxPYEM(nY-;Ra z0j#yqe|zkf?GEl6lhm59gXiE26U1&!)%-nj2wrZzW*=w)g+Q!W3%_-sUgOUv->b1T zOy+hmk$5)WtAkI02wHyp50$y{>eJcb+Gb8PiJbA82bHU&AFw9lp5Opff{6b~vjOV{ zWZDU7X%6ms$!+qq(%+q0{dL0dUA!-j0eyNVayF2>xl_N%!@`HJ{5bs=EEvbc0ylz~ znYEzGcz^P({#6_hoxcjX{mqXte2uRmE0){KW2buJU}d z!mpSwsff)uuUW#^Aj36|oE~5Plhv@5po4l6?71**iAs~9?4wdy&v;YRNvVmt)mok5fow zPAGU}M>0{vf$#B{x9uyd^R9-uyCPIo*b%f=;DiIz3G*uj&p{Ia3bHr+v@0>&{QBJf zR0)}|Yid>Xd?wRUT^@T7t%zMiyInLW^(4ldSgTXxd(rD-P9WNFX=u(5gkM5EQVAIY z&c?|whiyi6#nih`eWNP4K;rn49=zTOM1Tg19u3~0Yu3vPOgtj>g;jIRKYm@Vg3bM@ zmbjsZSUGkc#SGllqho;C0I~6D^K? z97?na@jx4a8QqH~yh9S)jhNH(RM;RR`NrBj-{RkC!ASb7Z+cHDeb!9kyN`-4!+7B7 zY@o7-Jgy^NcEG&?Unwc6gEK!$YHBSPmx?iS^VSY6WK^X~ I{xSRTUs?&dwEzGB literal 0 HcmV?d00001 diff --git a/media/2023/06/image-b35c740c-f95c-49d4-81b9-434f0b0d2da5.png b/media/2023/06/image-b35c740c-f95c-49d4-81b9-434f0b0d2da5.png new file mode 100644 index 0000000000000000000000000000000000000000..d2e764b435825fccd3115af49cab6a8174f16700 GIT binary patch literal 38367 zcmd42Wl&sQ6fM|IL*o|QEy3O0Ey07k1$TmL;{;D2Kya7f!QCN2f=eK{ySu$6$@gY{ zys9_#s-|Y{pY98NkM6Vf+H3FoL0M4-6^RfD005xAmX&-90KkF(0N@}382Xo1Ar)l+ zfE@5zQcTSwZGXYr18Xat<+#G(8Y$EfohSC)3|`7RGxv%8y4N6ah^bq(lh$Q&9uF&G z42YPJm^+8B`7Vz(Y>p0fGPx&kVM1Y56?dp0#DwbIw;#d_oP~AOuRGlAtPtXyQIj0| zXZihyWK%v$<1N{pKM2NV_7e_oqD-B3Mzt7?^)9sbtnbAf+2NL1m2&@%7}nbQq3YWa+lbE`O<3ij8!)X#R)4 zOJ?z%oOa-#awtS=wuuga7Cec_z{Qu(E-;VTX@kJZe5WY~eFuI0I2@O!3VOWU`P z>P8gM6=%-ec^J*}JN))GT!5<&al5iR<}Efu5bRE`N54q|45C7tm2KbQCq}>x>n$Aa ze&r0%PCexNAeXGaxp(G73`5v)B;oRozaD69=;ej`l^~@3?#{oXo20_@OlIb;jp=!8 zIUoDXF9|B-dtxX#Du)p66loG!K&8HfBl3h;Oe`}H!KJGHb-TzZDPK|!g;Hj51A9z2 zmvbvFNszPvzES+`5X!#=TuLEzZ`uRkIpnOXFwJeT=ts4vq>u&yWj>6vqxPF{SeQHtf>!sNmq2sY(FIl0^B zU(q!qCa;;en;g)fSmW(0;Q{!C^+XbF0nv^R8lDO06H%1Byz*`)`E!PVqsAe%%w)Z| z0M@PsN0QPoDMqCkKQLa&@GLlYvWvU)V%|7x>~5b4YZE^pU9l(#n4NOyZDyT-Rl|V# zc}F8rs%x7XLz>@*D>?rg7zE_R7KaC|cfta9F1&T%Rg2WCcuJ{|aBUMx!(WYJ6uk!5sUIWV4NX?CE~p= z?N`4CWQI{KtSlSIaFn2@V|O39J`CXyc)cvlUpcEgB43Vv3=H@#(}9MN4OUSrrK!#f zbHM-pD4bz+!}hqcmF`jHLV6et`t)`o7r`aRG!xDt!wZE-V`TT2*B>|sCrn1;*+q1< z4Ouf>3cFtwv9x{SWHok**I1biUwy&AtrnRq00AAp{+xC*=RmZ_6M_2^w78l=TS=QV zxIwrpDVZ~vx!=dK=!HH*^RsUf8_*D}$~41j{P>npHzC)r`HyvtDOZ2_Sg*RJ3Bf6e ztkhymgaL4KoT3qdU_pUbu@0<6MmT{r0|!trc|j8apObZHkGfF8Jmx$I(X8obo%pR- z0iu?CC=3H3y!C(G>d(e~@507kk=C8B3y6!V!ur&~26~>2C9gHF58%stn+K$UE@CS7 zlJx*s@8(lS1FQ^#sOVQxTDEmps$x2PXrjUcsW7OvXqmWuI)Tvyqd^B4sFZboJ$w$u zWIX1Dw=y!BC29ooz=M!*@+W7#T0eq`sG`jO8zIOE;|D(PKlI{k_+PREd@$&*iw>tm z3HtB1n4z73XIqDQ3@r{i-fp!5~XX z6Y?zg^2Nix=SR`c`flB^j3WQ^p7XuK!k@4hA7NYQs_M*!;4jTtk6id*MP4;Oux!c- z`7?BJucOv(tric&0{L|Q$=BJC<^h_4Xk^6@qDA3lVt%2RG= zK@I^AB^0av+I<&yG8On|M3R!A(i|6Vy$W-aSmPp9%AF;9m|=iBeE<$d=~JMx7fi*O*dkVh%jF7W%G*2Eo@YQ%N{ zn1H$Z-0c(g+1Nz6Of&JC8kq6PV6i&*QhzWXJfsgOl(k zu9&A0r5IuS6z(707p)~G?|6WK;iF9OX}%}`fKU1bb*4l(Q?BrPru}MdQVjWSKFb&i zK(nn&m4&3!h6YFnaO|mG%pNUd1MNGs#b_`h&6XOD?f@+e>;85@_2HR=s+XM>`XumZ zv(B8Akq|l0WTOG%Lblwdj6A(~2k8>^wF0CgF|#?7QEB73gNHupv{ZMs?^bo%ihj|G zSm5dvqo@9Cb!nJHzd$ijV4zu9bCFn?1CD06wR3%0GWrStK#7$PXxKx@S=aF?-g#1J zx%?zC^$Nfn?G7L}M4zET1lX@~4I-`&tRbWcJL}jZE{jeAQ9dlzqZF}p^D~P3q2pnd zAQ{tEUwBpjJrjDrjBz5zW+$Wi3e5MJF;zB;^Kq+kElDb0-+ED;*h^ybrT z!pdJVl&XbKNzqD#w6q~1sE5oh>%#6-cIgy0Hl!#7+b5-M>gS7oCJ^BNy#%G6o#6`# zP_p^8_x&nAV;Pz{O=hgKrwFLP4z|&EPb2yLV%LGA1&KWh$8mxn#_|qBT*^&5{ljYz zEcG(nO?ACG0FY-gay?(vx|%M71e?|~S^r|}eAkxqqDFKf)(a2Caw#UKR#fW7=i>a9 z9pCv|tA7L!azhfw{AO<5@5#aS7tiNp?AWYFT57m~wLg4_yHKs@=nuzjj)W<|@nAj! z?AKuoij^N++R$Nyhlhff8_fm$&gLY#Kg!p=DfNa^Kz5Rtr8^d+cD!kT( z+cxuhw@R;JOlJavyCY#ovAJ0i&^`Vs)#D&P-Z|Uw+xd=sgF$*s*Dq6LUY*u9y6Qsj zCS0f?N2@9oqK#)1UC`qj`Ja(T9erJT0hl#1*c07pX0jBX3*5}TQ%-@av0p$_;&$dA z{W|mB_AmI!lJk$%jnd+*O3}>0imBjYkR!w)cZntLvC*X2!34V;VN)moBvr=7J5cWQ zkP{0p9H&U!W{rD(y8tjKBD6>8ka+?XaeB5JHEgk>Ep4q6o6w4MNI7$fod-ejn8@?{ zmX7tx5R%I#AN+@1y@T1x9<~nPO!^hg20=!L zX+AX{6amuscy(Pn2F1fM{L#xFwCto7#H9wo&r6ktK_QBvV=ThhweYEn7cXNZrwB(2 zft;GC_lZVXw1WuYTIAI)<8sG_#wZ#lJCD;ElW`z?jsbsQVa#u!BYa^6Afpq8L8&CM zJgy&s72n(gWUOj0DoEEJb6f*b@moVhi4jI6FES4_I}^hv9g%(ocvmJ?b{`5DVSwk* z$k{9+-AuC`v5ZVXs>}MKkN5|mrC(Mx$(E0mpI}4s<~%cRdNgQLQEiy;(lCiqQ>s+B z6d=n25sllDL@t2+*-BDchjCI?$MSrFXxyb@n8X=QQ@&*@XO`y}BOa|uK2sYfAiM)~ zLn5kO?%l(CK^~#AJ58iqZ@@;O3Xl2LC~N;Y4B+3NrCV*(gn?Dsou*LY;ugnsA?Y~f zyP*}>hvk=?g`-;hLed+4nk)Puy5 zUqQ}qLNqxjJPa_m)8T2_CDk^ppiVLoSHzbeleRbM;T;fqZeq(=Wg1lYIY>|7h(+l6(w(;V)At+o4eFVvs(!aj7Vp_$n}XnAwu#WZ|}Il zAb2s3xDyR*fSN&4J`X%2^!QgRtsYG7&=QwjBmyg3Kg(49WCax_4oPEyMaV~Enf{V5 z+8kG{s_f42XdO7O2_(V#Y77lsHtrO_?AI#P{8>AsD!o`J5SsL^rn@oL;{#`n%V09* z&4T0X)n=yWhrZ7jBi~wghFUWO;~X9xRBF_U&%X54X=5bw6ey$R#*sMY+;ccAWE+Pa zN=Ih&`xVicvcvHly6g*_fp8Z?_@s?K5D08q!eP6Nn&}uXAmST3Rg63|CV4NTAz%xA z7=CZ9{GJC6CPm5U>pj01F>jgB2ynv&hUE?pIIT{4f{sEvBk=tnyUcl{;2)cI14O=O zP>;v6f3`2kMnwXYG=om3L2pqT^}eGv>5arwlvXY`=7_Ivc+Fsy()o?Lc9y?MqF10s z9zZ7&T(U@2gruf9O~kJpt`0=v)QNJ0 zC#vJ}(8U=_r^+ftqdnZHf+2^4wHB6kk|&!M3!)s@aBfV%8sKS-_;$g9s_ymY09nSJ zum8&2fF-mP`eCZVLPD@S`FlaH;^*PQJnTOTWVwEd41P)d3RQ~#-yUErT?#ox%k>4H*PXnQV6 z{Jy)`&1ER;Z8~v(|LJu;#y8vQjn|Ad0Wqro+_`mSE%ukYQ#LhMrTz(RFfmnvjsLOb zaM~``|BYh!zl{mHjsCxB7R-!43iSng9E5-lb7_N*II9r5sDGQ)g|o-gYc9Qb3o@=S zdKM))Ly~{I6Qde}YGk=BKLQ(tWz37r=eQ7wJ4j0()gg0RZ9l>>28A1~@a5Gka7P-S!?#ZCUx*@RRfhtAG+oS<0VkP2 z8XkDEEPZ{SC>gouaTFeOs}9Tcv z`~v?Lu=oZJ)U!*;SZ=MZRH|BsqI?!b1OQ-EwiLh+IY(BS#_P%QXe;|&14;v{{B>X( z`ca-WxEBm=j2tF>y8kKDA;S(s0As0WPHItAjsZNcezfEJ19~ayQx#_aOIR3N^YsnF zxTI#ZS+$^zh)+*?a!gUEAzC^l9yNex>N92`2*k`uhD+DLrf9_{l7rX@9JJ0k{aaaC z97lkdi`5|%I(baPPpN_7t0*sl|-(e0P+9<{z)*vL7O~?Xa=9?%EG&zuDUl` zb^{kFRjATKsLE$7P=w-hBH^B`X{Y&jp!|XG7;3G|l~7Hi5nR*QF2HEw*;LnHkNi7owxI-DE(t$wYv)rOnMsEja4>0u%E1@YMI3b##QKSDmikJ(-FtPt)WJyW)SO2@X{{QR@Cu=PsX8PVDE_xra+UvCoWA9M>TX0}P za>6kPW+T18+bp}if8aO#c17k{b1YRcU6euC{6qn{Jx8DrN z`kTeWedsiBLVbPq&3*|DX>upO|7Ki%)JaK-riBc@;%?rv9@|Dd*tR#pB}+9lx>?)V zyQNJ@NE%~!D1OQE7|fQqhHuIj(_YLMX_|DnTr9N3W^?xXzQE21d~;;RN*;X6o*4#) zFAV`*b(^r98P>NldK+;|bIL|-Fj+G5pt`by^(tWs?&fgcSdZy7zvv<_EE|Dp2DCZI z%G6phbsgV~iYAPM8p%MeD(%#{G*)L@}91sb5fq|cF)RFbAv&|nf3i-Yeb4<3t)h?ECH9H9M zgYz^H-#zst?x>Foa&VcMyC%>Q@If6u+gsCfAJ>ztZf{W8 zGBtKC7aCtRq36d;WrSU24K~^|vyt5x=XZh6*5Hj3W;B}z0$d5<$nH`ra=D^hKQ#F| zH(h39S9I^wIR@90)Y>L^U8?$`gwnv5?iq$vYAc?Z3(+qTBbGUJ83%bXDN}6mmAc|> z5?8hX)vn=26Sm5GiHu6zJLatx_39Pj6DJK0(SFjc5cz1m5kwVp=d*tcRLQ}gJ_P9)$`~th z4_!d55;yxB4sYeOK&BdzrK;rG%>wntcEVczL(689C0{Z{kp9HpC8$gn&q{Kzb*Anco%eUs>^CL;3HsFOPq=`Tlxq`XDEH0EC=B;@jT zKm33-1(NgUpBahNpx=x%k=0z#`nh51*l~wbB)*?LSE zrucUfg=b2w4oP*QS96tzoe>9COH@IV02{%P(EJ797?$OvSklI#A3@qkVi*}juW~%q zokO10>ofsNaVU%p1USd|{i~=AMI)WPeek`2Zk))7Zv{uE)+kKjokmL43oaR5qc1a8 zzHu-M3{_pQv*;mck_3bKf#tOWm`?rjf-V?Z>g8>HS7ZridC>J=#LepSEdBn{uCUxK z*X0S0xY-5X-=R4?p3s4OyG$4sq@#QTHu{)ra#L23JGYSLenv@dgK8ZM#hMP-!7*Rj zVHl{qSd>CgXI}=xO-I=qE5~D7^%Y~UvKNaE`F`yHvH-^4+L4gYmCY@+vJ&2HV=J*S zO5y3&1*!UD%$DL9C)U`zc5Hu;oj3ZaU6!(R7gdeEhcyaduoDrgF3P>k#nm zTPu2Lr#0(UMW}Cvz&8}Na!pw3gu7bAN_)E#W=+G;t}-vaz=gm~_pNSbLz_O&NXO;4 zJKz!`&9{{s9NYTNm>X7eULz*8{i89Rb~4p6Urkbp3$9jl>3PcJy$jlMJ29z%W?Zow z5aB96ng^rL1V7nj?cGn!ZHxbE0VeyqR7+^5G_ckAAW@$yO9SN~s_8BtgH9i+iKUkwG}27l-(%HKk3m5x zf>3bdaR6qazB^yfKplDYy&zMOcz(_R*Qh7Pn*kN1oh$f*dE0zu#k8 zKkW?~9Z!O5v)n!#n5MVQgn_2J=(iV{&@=FEy?pS7uIMD`b*5nlt}^WC4;`{kYwz^n z8VW5B!kX&jNMunL1gC*xADNbr^Pbd0-auuSGPHI;kym2|Ryx|dVjfui#GJV0a)Ny) zP3DVMrgJy1pGSYJ80n42(Nlm9J6u!!`Fg#4?5e_@1OxUK)W{K#CAMmKtvExu} z-DXKgz1@4Aa#rDxaE~csiRfTU`*rwzN_N;X-7McqFlp1}0jq$V*V3@K>&Up+RMF%T!9woYD;s!YHLn)*MM1`)RCL<~(rKXqUL~~OQtNE0c9>0! z@RHGx%!g57DWgDHb`CBu)5y}^4m&H~EAT>jk)N(VSs-vAOk)Yb$KxCJM|MW7596i2 zl{26~MRZ3+sQAYx(zZ>|;fSKlG8s%ScZlbi5PFB--RG(o ziRygvckw$JI1%8z}g&^N!)6IMd$!G)(1c7Qp5eKv?jCG zGy_GDH%|Pb6gs0Atu_p|Y1d1yP*1p9un!`!!445Kvxznusm?wvL1fV2t7N7j3Qe2p zsHUEs5m44cJ9gf}Xyvz& zI{KdlTalXFL2yT(y&BLj=2do>JuH%qP#j}Vb0-EB4yg8$5&4C5J_F-#559`lf2;lC zyXc5-8b+zm-m0TqxVH!K9Y@bP7FZ?GC?X37fl~j3%j~x{3 z`~o*@pb8^)nGL_JAF})y%;0;))?p{1xd-If$3Zxngvp%79-iU05l*ylG{9M2L5JIf z@T6s#i0Lcqm|J(%b9)Kqj_vxa#@~4-`|AseS*|w*$X}OunSlOR@~k;1mzSSu-QECa z&CA4YzzGaicSzSrQu~r>!-}h@V*b!!3KU%~y+Cp99ln zmn?M=kx~s!A>R!3O){u+G*{(|7{v8F&1z*Nnz~@vc%KmccDSoRZABf$BTzK(u7w$@ ze5%}#PbGCOGm0H#vnMOujp~&o)oE`)s$e6g(GNA`e$ldrJPsfJ5S~RpkVv%3{8|#T z5{H@yM`2y_d5b(JMw`!C6DNmN=BFl{jdDu9hq+4LltChDH&MW#kR&L3DG=zpr7UFG z$ifaCP>7jVG_@Hax@XD+Eqfy}wewQHyN$7AR$wVMf}`-BpGShtSzw&?l$Wj}lxkEG zUf$k7{DdR2!}QygZli9r#v(PC+IF1yb+JQ48|##-3<|5^0`)-eIDwlI-1rM0{YZ?2 z-UW?iwim!0CO3m~NjxZC;p0V~Ug3L3UxUpL>$ z=p9xZJOY!fe+;x*712v(SHliF$BC8F2WwZgo3{fbS+H%#?8nR0Q;R%k&+JH+lj?EK zz}69E>Y|5yOFr~dFy4b{Vn2f{SWBi@XBbWk^aRS0lwpU-IR_O6oi{xG*O2hrUN?`(Up4RFdd%tmfYy1FNa@n}4?M!=*(U;3axHWGvuL!SG zeeNubSf@8qd=`lHbJ}*>gI zhZqT4N+_ShlU%Vw>U8*`FuLIZ_iPXfI@3^UZ0SQu>u}b5eK+CP4{0NNwk}P!;SOqI z2|U(m^|H6WBR_8CpQ{y1x7T`E2dw*L+e`(~>fq#_%P9zz7=@j8(?I7i`_*X1CR#ts z@&(E2!-WAgzBjA5eP;O@+}Xpew}!X1Q9iuk(KSrlJd;Fz8*Jj~i*@f9i)1TJt}+dD zVgy;ZR}RtDAh*Kcxr_0!DW@Q}^f550HNmexUa?_jeOqT*A?w- ziANGvE0p-ozg1hfbo(r(J8rKj@$25qG|d+7&B6{g+hA{*W72c8bO9UdWNC|~LO67% z*17!OBQrXphf|Y)=tL64cy&m54;0PL)T~l4M@yr*6CDDC`t{>KMc>2R=uIXWFZcoO za12@tyKkxIP}7e^iJAE!5u)T>XAmHWxTv zNSbahkUrH=sM;X0Goyo&i2FLN`6>NfL}RYcAK1 z%%x&>b}YI_+koc2BgJ+HnaHD~prgx;JKuaiIS8|G=MmG&ed3K_^C@H;InSm)jw)Sd zM|l5kA08p#u=CZ%*PR=~{IJ67n`);=F>)4?)8+dQ=FhjH8 zUe|5#7L8<`2bN9;ZQaIY{zH^0__~f+C7(kA-J)a3E&>)Bov!VDHuMlyBI3A?zRZOR zrgD7QJ`*Lhx=-T}hgqm+D`8Hfb|u^$yqC$HO2);R@~2`N|GpYuW|cSER40R723)hG zogI{3G?Mqd)rZRBIY4))MhVnDIvLcz?p%C-okT-zVs0&8v9(i7aX>w)t5dPKyvG|Z z-G=E;QexmBDIs&BBlN6dj&nwVF;FtAe)~I;msv@2ev7)^o9)IJT6Bvs0KRb zxH)epD(CP13jdouOi;iAEG1qu;-Bhl6@S7adl(5bNjI#2nrP1AnT(O_yP8))g2#N!9@1e<)0Wo26!$1<`n%uRefwB+VsEgQvbir|cBUCS|r5L}6Sv=!wmSK1c z{moJcj%5u#5CBaMd02!Hb3bQ820Nss$g`m(_P)!PA^)1`!hmKf_54(!l_^bmF9M~R z{GjQlk}TTu!CCfyDFVxPqr@Dd(2C7B)>UIKO~QUfILaV=XDpU7Rjod+FTwuuC4ctd z5jwonkcVXFzve@^i*sNP;|i%~5XB|utt#7vm@qr=0H@Ef{+duUUnRl4L#>JjeBX81gd28SDXq7;E8$S!HLQCAA3;vH{*Z=jZqV$|a>UKkTZw)ck z0CeaLB88Lu%woXQn9OntxvD<*>SBB+4gp{`X=+{n%fJva-!D>=mlmDuOt6T`!b3o` zgIwez5A}I3?7qG_m?ihO$ef7k(~JVR(3V#LScu}1bc0DqK#dIl_7xlL$sPs>cSud% z8bD6Ap)fqVeY5xw3#}+0)AhyAm)Il_B~hoOTTFaQ@< z*X-tIBGp1L%hAKYBjREEQ$VLI=|vC`P0I0ZNyViH-|&B_qG%r#6%{~UmT1EZtavaz zA19zMiXbSJ$KleWkv2&{{-w>+J+?0RI}@lcnn<9B?r(}`mn3NrE@?32@X-Fbvyu|z z^z?LD1qD=_o3*>EHKi~#;}!}$L)RLrS4^no<;;@3J>>6yv8R=m^hZ})tn40&yIasS z*)NEn*6cKRJ`#UAY{g60)*juvn7vy;yw6^PDTt9fFZJ$9_7F^FBc=Ii2oLbNy?NCm zDYIg3fyZpP*VDf$B~O|P;YhNlWTr++*MD0zC8S_=It#1U;EbHE&wSr}gL%J%F5Lg) zZ02JcM&yU$lknKc&M>>Js*@e~%GPp{tHt5pE%xZOkcjb-!$6DhDUa;D2Br13aB$b(ZcL*HQzM+JEpqP^@%qdyR^G}nlxOe;B=^8R|6{gCvL}`-wj`5GMqXTy zdVRxK+@3jxL;wu%Sj{GQUXb9i696QLEHlvl4U$PtE~{}A=Rs%G39s}0ivs8ZsZ@xHn^vkc6;(aJt@=rU7^q(76tV+*H`Rte#cRuu{{ZaZppQ+ztyg_)lvQi};f) z4P=Cmj2K9~^1@lG4kG{LXwWEI1EYjxcP z&-(hMs3@4h(8i2iOo;oaqs6Ds*{&<5-#`B%eJ}mFc^B7a){P8Fg!p);)qB_9EKw4- zlVc5z7j;Wb-wI+oKNF?PM#M_pw&sp49EkhqaYEaFp3I>VQCNAo{ZIxUu1t(!*SO5M z1r&ZH9T6h$QKr4T{EkTyp6#H`Zj8RJk3Tkp>gcABnNCmpn>R&|e8YN=_9qP5m z{AAF?5OE`JYCc@<`@(_Ggpi^0Mh{!LON_#xKf|*;R(Kq2?-2_FEe#KL z2e$~0oY&NF0y~CS|(I%{nS(h{bgl%{NAqw6g7*mJ4?D;`)UPOvyI^~wBKjLe?t!6X4jolFr9 zx}c|;&Dxf}oK&Qo&~*8SKSO^;J5x8q(G!uPers@8fj{a|oo{f%w$}Zx1WsO-jLy_Z z4YU(dnNVXq6nqU~tg%4bp$)CS9b>QjcEAfKN)KGOnsC~>b&VSQ(OJvV){*BR99}}B zNN(?flp_=UX;CyT9;B(sV~&gMvB-G*08iSxl{B(4a-`5dT&~z7)xUg)E*LSE`@-pH z+uL#dHzFq&7X=TGd-&DmVZRZiU}?G6yA6FW&6(KM4o>D@ExoL}&y%10eIJkG!=zP1 zQ}gJ;uMb$RuHka8#r`1H(q#?c8KQhn!{h+x4JU)KK){XW$m-;es_iC6EG5Brqras$ zuf5@&Vkzelu!?ca3)aTO%ueH7;;Sj zaKrh-7;_NZpo7;FbcU^Z{W|c6{U)0|@9y8tSa^`z zF;Yh>h(gckb>)Gei|Sj)i$0R=g1qG!vh*GfWcK6c#P_2Luf?VU+yvveaaH?Xnd}OE zxOOpq4W%UqLqDQk zM|4BsdDL$gX`DKL`5KC~is4f6YcP+O^VP>yXE1MHtX5uiW6?4Ub<(U#y`sRBm8jxqNz#WF|8@^)lvpr_xfV` z$aB%qTSZH#Z)7)D*okc!XRy=t4{RAWyp<Z92|W=E;4$ z5Lo`JwxS9j+z1@p5O;UyX=-X3otg^y`BO2kpy1Lg{iopr(pc{5M|K-(=Gq!ces1uB zdlM_S0CJL!&PVq5;3oS;$@}Y*2Dj6feH-h``$r;OH+>>T1KqLY#$6t1cMmeMY5X{* z)zyxBgDh;r@4Bi?`vof)?zbe+^ z1$2{36f6HZC4C^^WlTgT6yjG#f}O4_>dv63+WG9lsyr}x?A<9|QQ+1ex=?ZRBSG(s z`+{GlJ?-KG$eFnb-J6<(&X#uER)}uBj}7g%KBi!YInm{^y6RCv+ZB^{!DiNLjV`yx zJA6$La%hi7UC_7odqX!oCZ_ATyXS37O$$7VpGf$mr;In z(n##q30Z;sd!dDJ=avEgc+l|i#nRp46`1z(q~bd5cbsO=0|qPP=HcqxaGsu=ODvipd5xd30YrXU+9pU)$jfq z_=W`af7a~KX7!VLqd?BN14KypgXz#k0&Vb7i0%(r=_hh5bz?D! z|Kzx~ul?-!OZsC?YsftoagW#AKbwv$C9Yg79rgRC-%~xB+|D?z{j>vg^cTjiR7L6e zIB&jJOXijC6g6cP?VfjNkKW2;A=!P0fvJKXMa1I5Dp%~(tx zez+eK1#3Sq_VAP9gKP|a0$wlqU}!3(iT>WkmW(9~Q886zW2S+B_PC6+9Z(wt0G9lh zRebzzh=ZNt9iP^<8=UXJ?EOk0fX{m!aJl?d(=HfW zdi{r?rEZPn-nr2*lkD{DZ)Ns>7IF|H!wQ-%V3thhi(D&IEY`tJYxBT5@^u40n>sx` z(x8G@%SA@`biCn8_7I}Sed>hM;ivZEn1Wxfs}Q#u=@Nj;@G*GzPlvCIbzU@~t$OPfP~q zL;mfoXk-E`Mo=~eC0Ak=NyyN<<&VGO9j_-iu7A$ZthqC7#bJ|0e!+@={$P9U#OriO z_ySS#&r7gsT(J;nkz zZ!K5E??dd|NOx8%u7%5reKFvA49y0-RH>|sgVu0{8smzsL59Z&A4=zXdT5M(@Ba$_pmgjb{Ll&i%#RQ~Ju{p@CaYMEH?ell zys=Q^8jzmUe#*$PlZtL)E(SC)F#*UjA-!15Ia!c_V@xgVM~~uvMpJh(oa3`qK}J@2 zDJY`qFEA&p`=g4m?jG+4qF@W9h3*p+KU40J$g^WjbjAK^WcKIXmGT!xl|nCE8R6)o zq7%mLEpYkWu&{BnpYa6!i$ro-PKpRMKhg;EcL9*Xiy@! z#Bwt&f8S9g0Uhk~;}Hrw*BY0S&W|4INvr8)LQBpa5C+EF|-K{j~3K|zV1*H`&f5n(G0Hz znYSPa3Hxf@?X@-&cf?Z*vNaS_=E%NSHQ1r>3;w#KB>Ll)qQwHO4&AoFK?%ui3M|C# z4!Y{Z_&Kk5FiKIlH2} zGQEFOojY7EqViP-M<3+lneuBphYZ7Kdqszk2?f+{4|;)TSp09~e2%=ww;!9@?*vB9 z5rv2EK)$5$88PRDiCzUtp0iJR`T6;tk54Otz7^wNpbR-{qNWYq-M4M<(nbGG?9kyw zP6|IiajTB~EF6gV&aPsx=;7|$* zP0%2m!0-HDVC3a4HY1yR7MIdxe!NhHkUeS;$JD?(f=z**^p_(E4!&qm_+h_JX{Twu%51r;33 z+scwlW8(LCenD_plo39qQc=k^wooPo)lUck-OTt|EZ59_2RANcxbNCx4KoGcjb6fm zAp4maCwjB!QyC|IC-dpsvWB6B>h9wx+tD3&mu}AKI->vVo(23zsqfS$yS*OemtS2#* zcrx4eXRGu&n%82rDWr)$H0yrDbD8Tm&aQOkyWys5kQUYFuN~S_UGZj1QW5@fMdT#! zB#vI;BK}e3QHkxzv|`ojij8(5sF2I8Ip2rW*#MSaSST2;t(;AQyeo)Ti{a_15;0xp z<3T)`@gp)CF&JXyEUB+1-|hKZb2|pC*io*7_3iV=>!o>&dYQ-DRIp3=NZ_Q}3G8M| zVg&t?Yjgcw0IE}JtHS1{;LcK)(NO^*<4tRg!Z7@6C8mJO!}_*`z^@MG-egfdu{9Pi zccU>pwe(FlQe*Q83-Q|HMCdEfm7+&ch?#ArKObF<&sEJm=zl*7(vx@-V4Z_qyQq8^ zzvZQAUu`iX#0q>Bp)}5Q^q2t2Y`cV=MhdXr(y3~ygzK_#29ig4M{v6{>2UYp!H{rV zoLrU)^t8V99n!6`Lyvn(nf7HCO%bW2ICSSY-Z{q|aYD}+0YEK_PnvKiwC_QE5s!9r zM}>5H)?$a$cJ%Q87_L=`IP#2*j5l|RBf0gHfOQ&qr}5$L}AEt9CDAIda{Za(emP5yV_OGFjvtW*Me+FDvhMoBR-vF$Hb>rOY&HK?h3wgTKXKpJ zeO=f6469)xUxY&Z1Jq{wf~Iy#U);)xG|>iOI)?$8cT+EIEE%~Sa{K>0Wou}L;=q?dZGX#=o5u$dT}2`kW!F?k zIqOJd=0C&jK_De^S-q|va=CRe_%M+aJ`J2*K=p_F^(pzM~FM#ovRlqzLw;`LWSOMb0JRmdfT!k5?7>sh#BeYF~s%;cgrCWudFKfo=qFmoFki zaN4c$Uw*YgOKlzTI;2){I>@ol01Li6pc>PP;S;{KrbB+4x0WO^}s9Aot4ouM0=g`ld!V zigS(Nz$p&P>2pM292lX!xCj>Ef)5|#EJERZ(AKL;=y{g$RG)uTmbR;#8@;`jEzUFN z6%3da%sAVuDv-Fpt5ldi3rB1;m?KZcb-e!#+Of{qnYD#bQ!nE_iq#^f4R@r?;wihY zSKc|}FUWVp0lgBkk}yMnJ`S?neslUZKd$QwmT3n6!^Hih7+?KZYR8;SeP z%UX^*d-WYQ1^eu4bzEwwQ>sG>i|d9bwhKkv+exRV0b?%s+Zug6zpS{b`SzA;1+SbV z%jq)V3YtcAiXekGupeuE)?I`u470cpNAkYax5B*bZK&`g?kF&GSRLh?x)uZv-C_0k zl_jA=%=lKoUMrikHPLCRNzF*F5A$v*^6@RkqasBv6T#y($088IVAANLtsqRmeoN!(D-Xv zHe_lKZ#hIUIbX|&Cjnkw&;^y}8?9uUlPzAcUb7?6>$c4-G(=EGLdReCRM!=%cQgg02QE_zH#U4FVG=?`f7%p7o+M-e&R64=_3l;<4^-(~H@pWwVO$ON?c0t@PmR98&JbGqqb<#)%Oz zJ*@@pDTR5UjGT0;zJ$d+Ips%M2iO%B63i4c#8)g&w@W;%+RhO9sxE%(RhM|6)sJS$=U*^cr_Y%W{&E3ay?>3Rt4%~8~2=)0_=Dqs;in=)-T&S<$iVdL_C?}jds^Ny9Tq9;zQ z?C3o8aP5#ikxh7l3Str(JT5P)f3F*>W1MJLQ^4%R;dAkqT3K9RN|&

x@Rg5e$3kQDNBoCEW0bYL)U2mbTue)H9{01n%pxC; zJPb5!$bmVjt7<^($q+8!S=^j}eeDJ>t21Y|p#3b0D;1+C_Qd%$gwl>t@i_P*qjYC| z`Lw7f!Hu=qWy^WFw>G*;b{aB;3@XpCT?ojw*MvWiEWwDEHmpl1J**_(MHo9-GJ;qU zqFsdEyQj8Ab*E9Vu2Ek0lhKI7I1XP7_v*IP<$&xQjpO!VutM+$nAect2UNfEZr$m! zR3?mSZT$~C0gidAbaR`lkjTseE)0X|5bwq{dP)4*lhljpcaR!$z9a?5!_f+1GwoFA zso9WSf7r5Fyypx2_T3WqAOiJ;F4OR!zZH((W97A*q9m<{$qWx_9`L-?sB8V!J*0Mgxz9&(ZstPhiMmb=yrM z(WBg_CEBjClG9??8Kkd>PqFAU7Dy2wM12G`+(y*KXIjmWanc7pVdJFH1|!RgH%xPT ziwZ*USCW-kxRDMAp=56<5B-i*Y|5COyT>)P%%Qsa8k{O}$t4_4E0- z)LRR#3$5}RGPm@nc)s}qOuuj(HJZ}>*SwB)jL43^Q8L_vggi!AEJ;^e)lO4>t1=GN zN~L>8a>_+0v7?ist%O(d%xAPS1 zu_LqBQ)UJi@hYEqinf>Jhm%;*g7W(K)5z-j5#RUTL!uF}ws~&}r6wtD$(Lt;@1?oN z>3M*QDVEmdHjCLmo>XUcLnFwyCc}AxSLv7%q%^}9PT|1n?l`H5KNoOdpEXx+w$V(j z)1OB%JaUize6r<1b}GK<9;DWYe0IsSEa+f=2ruAT=$(9eX@ONsS$-lQI5T@cj3y9k z*O{LWXU^ge1%^X?Qf{2~54!35t`!o*F$(m?gKh;XQ3EO)1{EbU@w&# zJTE`!F!?kH{ox?>N{zql)OX(JTtgKz!jm#mlO0zX{Ig);H-`MBJVgMY17N|ajc-aq zp9DhnBF7%n z2B1=nnQpOEM&s=%#}-BHuTwaGnxum5`B~4d#F>e-)$qmtT5l_CA>^sGg^kudS)~rD z=^34Rcj@pYtSdE*eBaH6wfaO*?5wOF{g@DdIrF2Be1h7owBC(e@uJlmwM|JvtWqeG znyO;6BQIuSXI88_iD-?rIn7zhy5q&htUd-Wd9<$NAZ@mi$KdfTu%4gLZ^hON zzS2w!+e!6z*Yx-~TQ~=AIBA*E(hBeCq=Om&Col$`VTl}LB+zP_AJfN{M((#gD(pqL zg~jy1+Vb{oq|W{f7HFt%)m&+IKu%0_*tnz?$~^qOU0SJI^LTk^&BC!~h7o`ATiN40 z<*XQdb%{o>YYFSAjp6og)FQ&@kB0XLWnlv0j-$a?y?y0!<@Di?b>H#HXP68no!LG5 z()JpT^F~Hy|2|X4bR(MtuI9bU&8f!OKh>Y}3%#?}CRv=ymEMVoL1rlt!^xaS0#VMs zx;jK?)YQ~dRSp5_<(4)FEAnsOEs{fD!qD8^ug12=7lm2ZpQC07%&M=83>E(FAakh4 z?|URBxkp$TXUM!fw6a!B-bcvpsL1^!ENf0j`#_GObr|7z@B$RAICzT9afKDXlBMLW z3fwdaNW;Cl=_Dwx!ox{WGh$QY!+mAB(Ebd#&u?9uTi#iok?^yY7MzyCD#S(%S4{b~ zHe*6px)VtjEK0=?kro~Y@e_ysBaR1jU=ewpI*p2V`4^HW-?k! z-xV!roz~u7@oiB<0y9{Y&@D0kwTyqIc_2G+?d|1L>>Xgwxftp(kqR;m=!>Mf!Ip0z z#X*K2J~5A-4lvODaWx;_c(uY}KxZVVQG(*LxQNaZGDzyT(p(;4M#!@; zfN~*wyUpeX7ejiRAgZjO7w|N?x^(LH;W;RzXXNLQi-vGDeZO@~yZhieJqm3qS^-r& z>?XIs=gLs&HxzOn<}p)2f{uAWe9dIVLU!^}8E7nuL86f*sZoUZH_H2a0K6%RP~j-~%YB5^M~(j$#en3g0IYhG{ZD_2}cAF&?z<`w9!JtXzrDCCZu zHx2kPQQ@#{J!qT{9y-?B0mUuZ-1!b@#%Y1PoLqlIt}#Oi0pTnUopd!v8QbEAtE@NM z72!X8=%sZY;(hh~Ps5YS>TL1gB$bD&=&oLq*yC2qZ^emaeJ@>>3$}0!x#}DOb)6oS z@xEga=KXB5%M)-neGeicgOJC4So@7fR4&wK8{w@YdzTDJTg?P!gJa6MMvisSdDA{i zj+FYLf0qQ9&`Un_tCH~Z&TVx{w^v-?j%KaOxe6KQOeTDY2(7rAJ?8Kt_69})E8&0| zL>f+pygpL!UjzOGjZfKh7IQ>7uH2`}b=AQcgRbV-jqr0#0S;af)0pT&13-15eR;c< zj1p-mIgtbt6?#PupXI$GG!-u0#s*y<6)d%uDbl#Usd2Ky5i3@&%9|l z8kAib0BYW2vBHSfL!GE%Q0)p9%H5j6OC$2tRRtevT?WUW4VfImAMjcyM@4Jd(pM1; zy#ZGHB{piD1n-;3wW6ExlC%16!^=B7O|F<%H{oS*=Y7&4u!(Pf3~aO5MKd%k_JDZ+#%+}hJPnix3loOuSmO8R$p$#$&N*1NMx!iXh; zkna}5zwKq3;wbq#hErg9OP}7|yNJd{zu|g=5xBJokX^D27)pOJ(qhbOnHK!4yOqg1 z&~md6fCxivN{V`}9#RChU@^nf41L81>~zaSCK>y?88)br?rrtlnHXR2$<0H@)4VfI z0-@;vDQey7Ty?^nMpLUcT@};a!wo6!bECzdh1W7=WbAsqil!-aW!)X`yuU zrt9*fYJuIQQpKx88^@1hwOCQu1J0d`K#f=Nz8f>SqNPt*s{2^(vN@#u;~)2S#=!M# z2dy~mY7G(eEdBRCVcq%?!=%3({A;q76lC+-J(UQG%U#jzvG0tFF=GB$Qpz~SVX}m% ztGJr~{MK@qD73_%uRp#kiJSRiRVnl z;Jl_Mj$>gbN%~i!k%w2NuR2f6u}@s;I8->Y;8&ZM?3^-HBQ;H3_*oE}sGGww4d`U+ zT9G`pnOYArAw_ta!PSFe*D?MPuj>!*h+*`r3)gk$Y;-rbh^jQF5PHv$#pIqsd!hzc%-E%T@Z$h@Rpts(j+8dV_660`-yTB8knuZe0D%0*km#l zlAO7SiIS-u@84y$^vEHaZs^}0SI|PFzBgvCS`c>rfzl`P3x4Hx$vz}_yiG#z-h7_; zVCo2Q#$*hF;Gc%pG<7bsPP%gRbi!B7T`oWx_0W*AZXLdI*Qi#f+g!@|rRss401#H{ zK4&8(KOTL9*LC^*vdr~-%dpYm;B@N)n{&;mV8)*<;W_o#Pj2FGPkf3bH}&Q)S8=vj z^YnSmlQOZZ98W{`eA>{@s(4=si$D;(P3vtHc|TnI?6cdGZ6wWhOJMx5gP^sdL`r4Y zkCSdCg^o9+`8FBJvDjhHxq7#CKXfuF*9r%NCMrYI)%)vJ8%F#x2$@rAw8PaL z^pGlNL1skk;H$D=y3p8Uet~X#d1Qs%=LaPp=Eh4yX;*|*3~`K^@Mq^IT%B8>d4vKV zO8mfdkw(@Ybk}kkAiBwYMMZ;P3cEzWpSngn|va_#VC7-M)5g! zlm*W|berxbsfXnLWXfUxnaH^gFZ!#0plmZDQrAdyvK3s((cUpEX>$f@F*a)#5WpBk zJ2RU4rr9tg(jI{6jgO!f(k@(B^)}D)2)^hx>{7EcUg4ieag?lR@If?(kKBjb7DR!) ztbAEd@pNALE=P9DQ7lku5RoN(EMFC$DdA!Yt$eDop^_uwJT|&!Q|5bw8dE``{Qh=l zf3W32yOgBQ^Z&SoUpfW~o|CqB$?(z2J36bvvfpL{)nOazBoQ9dO^^oSVhlMHQK*YM zBnNo)X!`cJ1;Q;6uBEga&-}JNC|GK2J&;c;5q|TePg4mE$d|37p=?_@&qdP0DLO~y zLTtZ=JIW2@gOq3B?k@M?%sv$)ofS5hs!~3}s%2s;-~SvTYisFG7gq?@1TD5=w3V+0 zyPH=uHa&eW(&kRV`+k0<<;C}nue~Eb@UNn?=G3%=o@N;R;|1tG*xCKCrkF@>@VdqA zQgx3)q>5r$zRwYkYc+BD=VB+@gIMtx6yMXev?PM=MXwshE!C3M$J};Cf+=wk5AM_Z z=7FTzKnbpE8{f)r$JB6IbG|ithXZXemmEnUzYkEeuX1v2@0b=R@9mmxR}QF2d-rS)2aJ!T5+Km0<{{O-t)d#B;tei;Twoz0F_)a zTBum6{9L>B2wRV6vubWb)g|N;+XI!>n$L3|VKC6%Y_Y)l zgx^x_)eAqynN)0uCi*EpXd#zq)nZ-}irO$v0?W>u4;{~^oO`XZYqjtH3+5bysp82y z2pu{gn_a5?6HI;Em%wz9a=;x!c24^6V{^Q(zDe_pjv$U#Im7FPjJs5lN z%|=sy#X^Ghl=Pl2x~r#)jWPLE;`B@6n4CGv3J zcFr6Vf0SamUqZXYv+0Q67>KKFx?0^sfhae5-J@e%{@I+{qq@nCGe3&=?;9*QjfpW# zmfxa^vR<_ncJn?qzzn2Cg7;s}500Up+$X`W+BBJ64ze*&)dEC~>YrGOlVfcX%ak(TQ@?z)k-cr!VdR zT#al#%Mdvhs*WJoZ41h8XpHX2hClYicgb%Ssht6q>;VK{L(x5|n3NfRzlJ%U{Mcvi zLh#eN*j!vI+gRT$)>$8iF=hMYpO9heq*cC|!!Jo@3f#_){o%09#x=Cv9_7ajj13?2 z%9B$6)H8!1Bi5lXwC3hdEpHAmZ?_NE1F-URzuTUG?MmNP=ZP0;Y0Y7{ z0F_IUzzLYb;}q;fvz`wE?U)Aug~(gvUK?HY*YMehK0xXvf6AEpm~ zkF&i`SbKYmyrodG?h5X&|2ts)Rn8Y+YD?F-ru8WqZq|6XHSn>HANSIX``=GuPCIa= z8_$`_+Q-0Z<|lAThCpj5RgMPzsv2#(2DBai+JxzYfxj@86e# z0H1uFGjW}IHNPLfDy?z+>YyD9iWxs;Je3@0cLpe|oYf&Flu4dG^}f30k>a7TBB+r1 zb6P>`*vzscyXTy7y$Qi{$2sYdB9342GLubQ((rD}uGXk8LCCXqyFqlv834G>Mf2QK zm->y@-ia)UV`m+Hu9MPbzdBw-@Y#;S6zL$LLC`$n`zb*7qF@#^*tk40$Ot!sF-}w_ z#?58d?2sGS*@#5u%nM%}xSzTE28jAm`yel0aQ)KC6d2$tiI8^v2+OKBTYbvorD zjb;t1fToPz)&`uC{<=iI4&pm4JMA$D(UeY9<6xZ~2;0vvq&vds%aS{QpPf(VXQ#&H zCKyeaa&dBc^RVhHDD#*bi@Qk2jLj-OXL~l(IcgaWyrwrM5j*iqB7F0)&v)8qMFy03 zSR{Jt;apc9eLPmBrQMT4zALfHUM56#V!FpZyChKdrT(gXYZmk3STPwz#GiFgM`wDi zrfSwgm$QqZ9>Vpw@C`+--1Wn9sdT3+6MzySB?pGBP(fVFF{WfZo(YM%RRnc8l0 zVzz3$n&xLqtnl^21L~NEkKugjVA(^#YJwtzUmYi96}g{V2XXl);!xUV#+H{L=>SgR ztCKlbcfcZy)VBi{Hj;xP>!X7gZnWdM-o{b3x#kFbbMqh06W>N{#|Q^0iwA|AgIIoi zY4zl~p%hbJk;I$uZv-fe#jFHy{4jayb+aYp)TMbm=S~i_eGX=z3%?zQRJJpA%I(h9 zyq$PYHB-8H$PWkil!b~x+T_!ZACIXJV3D%^GLp`UZd|NwY?9eT{cbb)`)~KL*7L!B z=Tv)ud|=#1#Xl3RUk)Izbc&Hae#-VdK1X&awJnJc&Qo6n(FHC?PG@ptl5 z#OPqudw&nPYHrh(GqSr0Y+t*dN{`$SOLGxB_2{^~mW?ILq#C;)1F7?H4pHD}UI2na zKA>lCGse$b+3z47V|`Fk;}{tdojX5NIlEuz;0NVF+AQnt_Yh>()=0nHUa<=~Cqi7CtvUNSNaFU}BTf5%t20EB8O1n32ky)|#-{_?PVR=QRemb!=7F z_!ediA5wB$&m@|QYoDtn&qY*kxSMW4k~iKO?&A+5-hv4(-|-@1=tR5dZup2omvFqB za1&+_W*>yi!s=Oj@wIfJ&p zuYPThYlCTXaW$@}0JdvdMIZZ$<~7I$)gH$r2l;xG!b};@G6>{QhCDvKjDgI*L-)1E ztB9U<^B)VxUvIYLA%x0nb~o!MP`bx9e%sXRi>RMh48~!5M4+ggaxJu``*(@>$ zo>qdc+1xAL%^ulB-hswCBlHWpcpDP+2jYs{5AJF}u3i^hUp<9Ag3y@A3 zgisZMdi$v~P`P(}7ohOp%XO)U?JAVF8M&eAW@Wz#82j77(o@GeN<}mpKd`l^ z(HGwn#=IV@=eBO)IqY-DJn)VliOmd7$pR?S_$Q37L;tBV$J3;Hl6^N;iFX|K+(-KbD-C;pr3u1Vmomj%c6Og z4`u(EAt_&wX4M~i`*D);GZbeuYHl2#moL=m^te@XB`N*Ld~CbEuAoHxIEa}Gr-1u3 z1?f6VW;9N%^&}5m+Bq7siBU~ditcWof%;+fP%1;x#YCTJr=&R{oSw;ZwZL?I#j0qR z?E~H&MG?WBP~%2hO&cN1hVrPzKZCu~?zGk#yDr#&YitN;9V}x5ub#F!$Y%f^jY^0h z{Y?Pv7M1vsh>2js(x>5zg2r>fLqy7nlH_daE>3n7$GDvw9cL;J)tyLo#>`vkbE#X; zws{uGClwZJ_EZ+})Wi0yG^u?DKA1t~5CYbh3X2eDlGmlJZ@wJ*J=(%bG=u10s)zNQ z&NYD9M@3AzLw0_13qRN*W%qsbG^lg+(sA?bXV=;Gh%Nl@X|s{ETTXiR$mz37e(|V+ zqTs5`D7)($2Uhu&&9UpAIBT3R=}k1&P)`@H1?*7V@5AZ4$Zw^eM37wZ>kDJfn}!@5 zutjIsVp)^Qm+y6>ek?H=NO>JV!2Iz~lz{SVe|TtmdAXC=D(w-{X9`7nUdngx8w_lf z!;I@n6E)Qc_6b~0PuYJ#{t`Ywdh^D2TCFdg7yYcbGTVDKT>O}k9?Wulsyw-|p6Y*T za&<)xSeY)&Z=FopHd@Ls%T3a~o9fkT4@-s+;ed7o^L}Gk;PV;pK6F31-;CP6V;x`fPwUhCNT~&^EOZ*Vn4Z zcfai^Lt1SKQ*T7mpJn8)CmIqyC8*tbfd?9re6-lnCQRJb$blO(k0;{`&#MJgA}q3Y z{l2ucRT&4nbT^u-S}%#lMeBB|zD2tBdl6Y;IBK$SQgip(N)9`H(`}GYCH&SQrG8Tz zhD!|cpg9XB!~-%)2$%I-WYMt?Wzse4@n+r7yOi~+<+K+zF`pK~s3C4dTXS6i%kCvi z0c@bDyOj1-9yxJ5rQ#muHQpuX9epP^g^f}No`JiqWT$b8B+3DgRM+^-&*?s?i8;24 zSPGw5EBz0wW0$dR+j!H0U}Qk~sTDr1ybTSbQoWWaM(-PxM;Bg28%T6$Dzye_LW9{w z1b62IjoL6?lLr2%cHuvKH|9)o#a#(qyp;Uu9u-A`2n|;LK_anMfqPWrp319CNL)HGv~v?}6ZT zHGZ<7&n~l%IISih%8nwf3J!LQR69ln)$QmDVwPv$ia7%i<8Z?3xEM1K&c<ojV|Afze`z30<2{UrbwKq2wSm&MPT!6^u$lbmZVGivi_7M+ts$9^WT zIKVqvxXaigh@+sgt6-ZEb4jSW=pkvFm}1B|)9rFBl4ZwgDzIFuJtgNmFm@EVLPh`N zvQFzHwlC}ivl6`AwZaWAry)j^d`Zo?(8pz*t}8&iM+}Dzy_b=(MH9J3H8kP6fizVZ z9N*5*&kHAu+uRf3nM~nn05c$AvB|GSiCf2dGtC@Nq{rk%4fX?JC_2lS>xv`b#nh_T zqVdy6KzSp%wz#8m4Vfd9<*tYLNhRjBn!z1c{SEuu`X2iO$k1aJ(i0b-3g5gymq@c; z*4_Fy>)62cE%+vzU$caOVj(TzjqZQ*ZtV#f|3S;pNBi1dl5T2uUDMHVVxcy%5fKy5 z1Mc2y?H1_er>jy8r+G^JADHoH54f!W0kV_nEe{WU)r*^Vc+P=MYY0ZZDV08NUc1d7?9>-iUuOecswBS#DclT`?O?^+Z zJ&j(sxG`6>e{mo2x=Q~@HBJhH+-L<$#OJ>c=Dh)OP#zMlE~dQ>Y%E49+wDrou??x_ zHcC^Af22ZRj+E?QKG!bddz+{q%Y56_+m*#F@ zBB(n^u2q2K`>KPcs;y7DkF33+@Fp4Fc9uIUBFrFl=MhT*hmGlx-mWPR&`D`IngUf5l~@9A@LMt{2u@o`Lu~wGUXG zVUh1JT}eLKK=t!3_1F_dmLn4SacRXkS@A~~EGgzil~TIy-fKvD@HN_Dd7byghMwSG z%k$sU!x;_>pVs8;3o~Xak*ll^((a(YBxnO4@=~4~E>l z`joF1?eg7dn9>95qTxeq--Ojfp~|pc{;!r|-lWng#bdzbS;Sy#iIWY8lD77=t;Uo8 zf~yfM4~+3tyJt39wvO^WMtdi;FUg#q2XK9-m}#}qkF)yNNRQ5&k9N1cV+^jf+J$Pz z5mOeUlNN=Q$s zgtBQY>7Ng3=Spq=kHV?+%2Z`NZ577d2Iv8T+1=Iuv)DSM0FVV(fP(WA$hL=Af)=`d zKPG`1$3!ka8AP>A7NW)PPp#2r->>{q-}M3cG@FLHZ8U`9<`%Z)vSY)aZ^^=j+lqf* zIH_`2S;X6{Q4~r0rU(%dE+9O7%(O_sSu&K4e1& z4D077*T4+t_?S*x97*&g@o_m^4(i0mBiVd!S;5tsqS)&_`dFPNMz2en{M$jv8EA|@ z)aGEZm3~(x8B;JO71SFRpQ|ebD09vz&{Q!%tMihvD>oL{L>#E~DxZ=d1=k?r4H2v6 zdksJRPn=r?d3NqZy1AIy+P0998i17sNL!}%JE4KHsna$IoxngZDm}_-Uu#}+6y=~w z%P3%5=+iz%By&DO>31ESqP#%fT*vWXq9QA1+9Y0m||*gV^E}g>rhg-rvo|iiO6e8op5JBU=RN4!tuw zYed9V=6bM83WHU^vc(yS#(2zblJ`nw(!t93ODzq8oHzd{cwb{wg4FiVtpzV%fKJf~ z(Ws68y2C&UMna@t$uOMKRzb>3_-BIxlVUBUk}mB1$@A5DU^ihLjgt|ma90TF=o86^ zo0A{f1G$&Ot~Y7{cwX0&+ojnI zHmmo-iCB8(TyF?3`|b8QId@Q(BOzL+eeGZuTGyU3pbP>MOgk_|@c#w@I z`+;Rkgmz23FDUZqy%3Aool*@IA;A0CU37MwWC1$iZV$BSgZ%(`$IH1#*1{hikCW{8 zK0>KqApP;Bd?98f4ubeZhqL!R{|{yQTgq`j3MKdrrKFXE?y^}u5(Esq#qYP@ak{kI zer-Ait(|bc=j9k3IIiAXy1`K#oV4pmpRdVNAiHnxs)I{$Ue2D((pSB4s{D8TPnqEe zE%n|XdtjtS-jJ{9>D<;T^^^5l7Fp)2*Up)s0HL4XB1g~}2P#3G$ve1BrzE((2_Kf) zeoal1Tq-?M8VqJQcWCLHtY^({s84^aB2Ekrro?o)pkz{~I*^$^_hiin`f4<8LiU%% zNxL>-o~b$Ahrg2+g>lG!TOa5Jf)5J^$4GD=?A`+vp=I$Nxy*%9@1S4o`c*Y(2SbRC zdZ5>WXCOYl^@jMaYYwg;8Oe{Bu57HlU>bHtRM)yGBZ3 zF|@j<7!oI_Zon4>9G6?3M|tLNB8?G>u#J4<$N+-K$I9V1ttmgre9hc`2-Rcl#$I6B zl&TCw?xfieiW19SQf(dD=HmF0a+qLA4@v(<^Z^R^es+cKwB|C3%p50o*Rh1l~ z)wm00D=3Cb{=M@hRKWuQFst&Yt+oR*5^L2|4X^dY)+nX@(v2S4D?ygrw`Do!kB=Yv z&8(7p4)NfVMrLK-0hyI662)@prqaw-MCC+F~=!E;X&6TKZ!rE@Nu%=y69J`|K@`Yeq8Q)H1 z&NQJ~6efIQb#JKPXX`p^SEirG|3{f`N$XnXGYYiipYK+>D4tr;aaX?6^8NyOAkAn$ zWf@~O2RX#{*YkZH_vu6&7tSNK-j&y5-&h&v45H%7c3T5#m@iHEGAD}@@I@$9FeN<~ z=Oxu_9BY2!-lR3BdYVnTU8KCJ3%(tp&X;x#4e$}@YN~d3TlyY~WdvWBs3_1pg5P5{U2%DlHbHta;QiP)lb9b#&j22Sdfdt>{^tdp z1xr@E%VcIJlKy0BX7%Qj!tmw{VUD@(CtH*nkMf{zx+E!Y({?ksA=%H#dOQ25w(+t> zPaec;dh4#vv}&mChDCbF^;0{UG7aqz6DBZ1+c6J;=fVtm3WL&JW2kaP^?sBRbx)v6C%@kJlz7|hcCk(VW>H+=kEB@L5`hg>Y95?B{k9jdj$gn0{4igr zRwnc*Xe49)Xt*LwdXI#J?_I8`GA!!ardiNuW+UQkHrB^7@EStaK?~*h#gd@Y|!zBdke@~+JIVMYaS7Hnw2{B z&MpC{wU}g=|)3Jj#$BAz4{^6cA3=2?5LS8pVUR@yZ?TtH9I{# zEBVp(>TR8&&_$GAl3mb#sBK8okCR)(3Zr{qhP7tpjvjr2J^~-KJMS2pc-*E%`-5>5_nm} zt@?b}DvsJWJs8A@aVV}lHQS(Yqd9awhzG3SHVaRm`t01Cei%kfk9;Q>3U_FBf8?j$ z+A%PDEx=1yycQSmPOGYV_TPBq41vC=(#P=!Qm8+6?yblxyhm#IPx>Kgn<+qc7gSJ3 z^sXFzX+wPqxbWq7xe2!ZQ4@`%o{EyFkEGl55l(NZQ)s{P((iJ$l*rm56iRHZYRVk1 zfUN)84>bLJH%#F}kzk-Cqe!<(j|+*iFZwIsTAw*TTWIB29OgJ8F~+Ljp{sU)f3O3z zEcm42m|kyR;R60@j?=PfLQBe;Jsw#?Z$Q(XaQXh4Fd^O)W17-6G2&mOGplz#W|MU! z#0s?i`4i7+wOB>m*yH(Ld!XEYEif0fHMFIAuZ@~?Z2vvW;*{;7iolg=-5*KT|q>!{I?3? z!Y4sBr~gSnWbggu$$PDM_hh!Z3}(%#pZ+R>g}f!+F|ymE8qw^{D0UG7=XNE^3C|Ez z3I?y*F(8TpV!be=g^#6l3dGtLV{*7isctGhgL5VQhQPrlZr1J&f4Gs*NZsWAHm#*| z_Aa35o3M<)Fq}%?NvcVHd3m7+==1YHTOiO6q3Q?p^Eo*qF5gL3W>y5`2yIqYiu{SY z$VrD((Z|7>!ZMib3-$}IJ7qh}jc%BuuOsAP4khLR>SPGYZ_PwPGh(e z-@FbFm%474g+h8xdtJ6)P_n8wW!lv*>u&~24WSts`N0qiqf_RNrzH2w&Ok?|Ki^#$ zPKW64?mVd`e45*pVL3TkBAB0re8amKF}_CYe!*vuZ_AKNjLQVF}KC@}`#T!(=D^1k0hN^|slG6zOBc~0D3x}mnpdsZ(W?bAJ zVT-zs-QCX(^$*6{ZU{grF?n}`hP!3~L~>M!uxDw#L$T9?YvQEqLR{zM%)NAL*`v(T z!z-vhet%FwfX4}sMFyA`>(;3i%D>P$eW<9}@4->t-Tnh|$hN5#mG`PCbn zhZJ(IodqgGVk1*h-p8*)0WtEV&1R~>ln2}h6AED~$n}X;U1!y9nrD4<#(1htrZ*jZ zQskys@)Oa`fJyJ>*^u(RA}hVj&6A~n_?EhoX8I3V5c*7MS^D9BaU;;sSXGiwo3p@U ztAOZDv)5MgjoU|hIVfdt#fP#S z3!ag}mrjuub@mKs8Lv|>o&gb>uPz%0$DdsF@(PDd0;*J-v}SG|{biciBaY0zNtZNgzu0w*ewgTcqCI{ZHW>w|@U6%Hq{D^ufBg2Z z{u5QUK?f+FS~C6)82Fl~uQeEH6T z)qZp!GSMrOdBD&=4R9zJFvm?LDhposkw{MNTx^j#mEi8zD1-w|q7|8^FPKFEFF=Ly z(7LqjjSON?C8eqlRObSK3O(*h2kE=Du=`YU+0&&sAB-k$Bi@k|E~x-b$N02+!BQWN}-5y z0~R?wpJc555y5IAiut?@B~pji%#Q6NnuTEzh`QN!_zptfzjI0bcxP55{Y)*ox3^ay z+GA5;kvy*FG|i!zw|?5FMt{;Y9t{5k(F1Y7bIqFBsy+qbTtd-*sl|9YUR(daY>eha*6s5EHSxX@id%pVVkG=IINn=c= zA*J?zNhrT)8@J;sk0_lC+gbuQPEb1OClI9Dq6pbcd@U#N!zs;;zgCbie_1Uk49QjZ4Z~~1XUZ?q-zoLW7 zH^g`JUvkUJ)M8PTuWUEZSVr{~#>!(Q};& zsxgPg?!aN*E^?(=T3=*RT}>J~YKxncDoyfVy4zz~CI~$sANQ72UIMJqNZldfqCmBo zUxe^)YwVcsyVo27Ym1XD(9xcLMCE=|eeIzWYynJ6O>Z3LG!)rwz!;}9&KEl|`Qg2n z&K%^MiDziuWHb2Y$%Wh+55BEn5GUzyjI9FZFPn@;el$^l5FuO~yK9LbpIKM3^nqX~y^* zZWJp%vm;o)TInZh*wtsAUaB`2&}V0|ThdX&^XKhSks(IGhy;$;2!uiI~kvc=;R1tPM{;CRWP#kut|bTz7Xj zD>PNWjb%CR&{Uq?F)-kJWfAPQm=>AMHH`-!@4${5Yv(h%eIKHnsQsbS(p9yu()Yn&gA0#>PXh3 z++3~tDn`URR-@6~tnS>AVJF7r`6Z|m(C%AH+OY37!3#>h2y!}@^&8nxPk1??#ux2X z6B^@3(W?>uSMxE<@-;#LVssIlcIoG^<8)-F8iQSMHc{C|;5Yt$^h!HF$*^CIFT8h_ zqS9siLLpJcn8gxu7FCalgd|!F`unML;+!6SmXz&cE9nNMM)V5k^Eu|cZ7&tMIxH4E z=pORXh@&g6VxG^~hQIZTgDsmPM6{;)i(0= zv_b#wR`VT7On2TxLh|tZf?QJ4+gVA*n6a4pD5{+5@=U1Sk_}ZG;?bsrs*N>cgN20D zA6xPO33!LNCum&60q7`5NCnehkb&Ry8~yt~@+SKxk}~PRk--WCnh$|LVg6N+d!I0~ z&q(Lk^=87WVa-!#k@R^v3s#n@E<;LbJ|NMFd>)QL1V3 z9ziB+T2*y;RwFu0?~r=k)p}AEcxKPC!QB{SO>aL=*U{8f&V!SSgDx+}IDFtLq{++z zZd6NS2O%$-E;BU2kLE(J*IAra7t2Mu|9rCy0)kyXW1V7#m+ZH|t`nNW#M}_onE*@msr1g#&2cg1lLFJTqp_ zJpXjAf69UvPF$Ow7b=3>`t|A$v&NmDHT`2Et>;OczT#q3vSHH2d--d{C+Mt~G`Ms5 zgAp)p7KEDG@w@*NcNRUWvcFopa0j)|wy7`!B~{Qv(V))N(Sbdv@-eU#^+~sL}CSi ziq~l9@I=h9oBioTMBn*b(??Oq&i5>}DKdK;E*%+JTQYygjHq1AttY)ME(Iz+zy^%- z)8;?dr?|J}8D|y#a&nXZ^D-BB04oE-_jL~w4?OzP8d4r^WcuU4wdQqolfu&`KW6qf zSqE}ehA=Nb^DZ|2^ex}Zl-H&H`TKLp`<*hiTLMEt9{Bwu@FHuD(f8{;%hZjV`&E8! zdXWXxwBV`9%{->hmUe}<$LsITU$@8`sJKDwYK$@Svwu@p#`xcpI{o6;^ZP*Z+`o|a z>aJD548aiPR@}g50fo+0pKnj#SQK_7V&#pC8-#g=U z@hC__R&?9e2amqo}{=z{ox9aP2cl`2fyEp6n)343t-*PFtemXb4@wGl#;(^sJxRX# z`L})grV~;?B@6my>GM=<((#*r_Q0F3vzM2D-8oO?!G32^|$}Dv1*?(1wIbY|^x&{h622WQ%mvv4FO#t&ex{v?> literal 0 HcmV?d00001