From f6b1703961bf1b995518c9fe6b4adeb1d2378997 Mon Sep 17 00:00:00 2001 From: daniel-azoulai Date: Fri, 9 May 2025 10:58:05 -0700 Subject: [PATCH] case-study-garden --- .../content/blog/case-study-garden-intel.md | 66 ++++++++++++++++++ .../social_preview_case-study-garden.jpg | Bin 0 -> 770681 bytes 2 files changed, 66 insertions(+) create mode 100644 qdrant-landing/content/blog/case-study-garden-intel.md create mode 100644 qdrant-landing/static/blog/case-study-garden/social_preview_case-study-garden.jpg diff --git a/qdrant-landing/content/blog/case-study-garden-intel.md b/qdrant-landing/content/blog/case-study-garden-intel.md new file mode 100644 index 000000000..e5712aebf --- /dev/null +++ b/qdrant-landing/content/blog/case-study-garden-intel.md @@ -0,0 +1,66 @@ +--- +draft: false +title: "How Garden Scaled Patent Intelligence with Qdrant" +short_description: "Garden unlocked patent analysis by migrating to Qdrant’s filterable vector search." +description: "Discover how Garden ingests 200 M+ patents and product documents, achieves sub-100 ms query latency, and launched a new infringement-analysis business line with Qdrant." +preview_image: /blog/case-study-garden/social_preview_case-study-garden.jpg +social_preview_image: /blog/case-study-garden/social_preview_case-study-garden.jpg +date: 2025-05-09T00:00:00Z +author: "Daniel Azoulai" +featured: true + +tags: +- Garden Intel +- vector search +- patent analysis +- intellectual property +- case study +--- + +## Garden Accelerates Patent Intelligence with Qdrant’s Filterable Vector Search + +For more than a century, patent litigation has been a slow, people-powered business. Analysts read page after page—sometimes tens of thousands of pages—hunting for the smoking-gun paragraph that proves infringement or invalidity. Garden, a New York-based startup, set out to change that by applying large-scale AI to the entire global patent corpus—more than 200 million patents—in conjunction with terabytes of real world data. + +*“Our customers need to compare millions of possible patent–product pairings in seconds, not days,” explains co-founder Justin Mack. “That means vector search that can handle huge data sets **and** surgical-grade filtering.”* + +### A data set that breaks naïve vector search + +Each patent can run to 100+ pages and, thanks to decades of revisions, carries roughly 2,000 metadata fields: jurisdiction, grant date, family ID, claim dependencies, and so on. Garden splits every patent into semantically meaningful chunks, producing “many hundreds of millions” of vectors. The same pipeline ingests real-world product data to compare against the patents. + +The engineering demands quickly outgrew Garden’s first solution, a fully-managed vector service. They had tens of gigabytes of data already costing **≈ $5,000 / month**. And a lack of native filterable-HNSW meant that Garden had to stand up a separate index for **every** combination of country, date range, and technology tag. Finally, with no infrastructure visibility, troubleshooting was slow and expensive. + +A second migration to a self-hosted open-source alternative cut costs but introduced new pains: on-call operations for a two-person team, upgrades during business hours, and—crucially—the same filtering limitations. + +### Discovering Qdrant + +When Garden found Qdrant’s blog post on **filterable HNSW**, the team realized they could get the search semantics they wanted without bolting on bespoke sharding logic. + +“Filterable HNSW was the deal-maker, but Qdrant Cloud’s *managed* Rust backbone sealed it,” says Mack. “We kept source-level transparency while off-loading 24×7 ops.” + +* **Scalar quantization (8-bit)** keeps hot vectors in RAM while colder, full-precision embeddings sit on disk—perfect for Garden’s read-heavy, bursty workload. + +* **SLA-backed sub-100 ms latency** meets Garden’s product target even when a user fires off thousands of queries in a single button-click. + +* **Pay-for-what-you-use pricing** lets Garden store **10× more data for roughly the same cost** it once paid for a fraction of the corpus. + +### Migration in practice + +Garden already held all vectors in Google Cloud Storage. A weekend of scripted ETL pushed the embeddings into Qdrant Cloud. Because Qdrant’s ingestion API mirrors popular open-source conventions, the team only altered a few lines of an existing migration script. The heaviest lift—GPU-based embedding of 200 M patents—was finished months earlier on a 2,000-GPU transient cluster. + +### **Business impact** + +| KPI | Before Qdrant | After Qdrant | +| ----- | ----- | ----- | +| Addressable patent corpus | ≈ 20 M | **200 M+** | +| Vector data under management | tens of millions | **hundreds of millions** | +| Typical query latency | 250 – 400 ms | **\< 100 ms p95** | +| Cost per stored GB | baseline | **\~ 10× lower** | +| New revenue lines | 0 | **Full infringement-analysis product** | + +Filterable HNSW didn’t just speed up existing workflows; it unlocked an entirely new line of business—high-confidence infringement detection. Clients now click a button and receive a claim-chart quality analysis in minutes. For some enterprises that translates into seven-plus-figure licensing wins or decisive defense against patent trolls. + +### Looking ahead + +As Garden’s customer base grows, query-per-second (QPS) requirements will rise faster than data volume. Meanwhile, Garden plans deeper enrichment of every patent—breaking long descriptions into structured facts the vector index can exploit. + +“We don’t have to think about the vector layer anymore,” Mack notes. “Qdrant lets us focus on the IP insights our customers pay for.” \ No newline at end of file diff --git a/qdrant-landing/static/blog/case-study-garden/social_preview_case-study-garden.jpg b/qdrant-landing/static/blog/case-study-garden/social_preview_case-study-garden.jpg new file mode 100644 index 0000000000000000000000000000000000000000..e2e24b4bfeb9619572bf59873afb4e99c7ddfa3d GIT binary patch literal 770681 zcmeFa2|QJ6-#)$^l~R%eK+)vKMcPyE?BsTY4H-~rPv2jS3tipFf#tOfN|l%1q-lGJ7e!d3)mK}{C&s1 zMeG_zOdG6LiC*!ISj@LS=>>;o#R&h-lNYZpVP4I-hKqaSCV|ac1jWR6Nl5ONk~<); zpm!SUL4S2yFDNW3e)+1Tvg%!RP3`--`qsAgj?S*`p5DIEvGIw?scG`e z?8ob3fEfRpvj4iUudWN51cu)hEMQ!~^zphFezU{=XJlKj@b?{yR_@baGO}XdAbMr- zs{OtZNiUZ0?bICMIC-&xc{RUS>&DTKm-gw(e(l1p&g;tly0E{ms~%d$$bj8EMm7i! zAw2Pe<;ylh4}SZD83KQSDFCYg1OmVU0EZwWfNTh|A;^Xx8-i>IvLVQZARB^g2(lr_ zh9Db)YzVR;$c7*rf@}z~A;^Xx8-i>IvLVQZARB^g2(lr_h9Db)YzVR;$c7*rf@}z~ zA;^Xx8-i>IvLVQZARB^g2(lr_h9Db)YzVR;$c7*rf^0~~Y$#@t5~@7*yLf6y@`0m| ztQpUD_U-12HfQFDQw&!HvCo8k@<^@wh@6>hwb;6CG7 zFE?`=&ci3bZ>8GD2#BChTpPao9f@_E)s(es9||o-Qc-Aczt1a}9JeR_1`361Qt_{4 zqwx2csC=`vG{!{yMigp$G@HnWIIE1H(Dtd@$Z6b&Pd{N|c?LBQg*+nrGJIwxMe?cn zU@$O^V1a-*0|)}J5u_N9JOM2L>i|SK6D6s%ggX-?7LMQ?bhsynVhzd7$L6%74ek z329IBcu)M|n+efpjX4YD9!gl4ZdY7CNmO9>mths-Zx=B&C+<2?>2EG>Q*sG~MsAxE zCfG8lwJ3Bmk&ti_-#tKL9TS_nfN0}Be=oBCsLu=qbNXJZ%bz(6=k3F6#R~1?1Z0!X zKYxkUgtZg16)#zYq1QehpE8&nv?ukWt@tSw|57#t@6SZ#=dPtKIFA>{Y{h41YxoeC zQp{Go9t;Mi5iF4ZioySNamKsfEa=KeO5npjLh90rHQ{{rs-xaHJG|H%a%|(OU84Ff zm4?^r2PY)@dpYn8`khNCO;?K%`4T4D{=x!2O8_DO9zm7?`STZ;fyO)eI5U=3^WZ9* zEtx9S-X<@bSL9^WOBQW^EoCQOAAe-lukTW>jmE}pY1!7)V|TARKlKqz7apvf4IzC_ zMa(__Np8HI0ZsYH1pn7%AwVs`J^O!JdnjsHe!`xHnoPeYMMvML4(~qKK?aSY9qukI z1?FiSaoHTow=Q-cS*h9Q-`h(jWxvYXQ@`VBvUh#&6zOFr3bn4UA@%TC%@9$D{Ww9d z04}d{!F8Aqv{E18KYvfLCJ8q_g>C3$N_HQ6fNl1?_HnbPcX1bqs*3yPudRE7E4hZO zWHCpsO5lP}XjIJEoDGHW#$@>RWl30&m3&Z~IJ>yf#T$#Og21@J$C;15gy?2aslefk5<~vr*lzzN|0s zj)8LR_QnMtVTdrH#_4sc`x6xkH6t?VMFwB;8ssvy&M6;<9lRnqbe3#9lS*(X{ai`T z$o)$$ZU8DX(9c0<05n*Bp><>F4Ae#moYb^w; zjjt0Wc6DQvLQ}OS@6xY!5iJrwHoole+n`R zxj@GO3KbCgfQ0!k#o5T%N*mez&aB6t1@!5LHM(@^@L9uI<)uYZg?~+Hf)W zqQ^Ah$WV(MSDs+B*d3*ztiFpapSyYzMgD2t*#%5Ez=Q)#IR8scIR8)EpS)^5v3=}4 z^-Tq}nyeJ*j4)E^E^(Y9|BbdEY5=-k!0a40=%&{yUaO zTC{-R4Ejx=-}Jw=-}Il-MD9%qrj!n{7c3fTQ+jQCYsE9Bv*r$^41Y*{FzGe$6MPrz zUU*q)x8CyFUi*V3R$eA5{u>?4EsutPMvsec%0^umqSl3@j_ z$>-}Kchz$G!g4GF!? zL!qpbDD)hKCT`w4LhgkN=1WR`-(5FZoO2EkQ?IMXSVPO(yN2EtP-2sADW zgVB$WheG{W6jwgL=F$f@0*@*39$)l=4v5b1ULSsW|ItU>!%rA{+vOwjlcfGWYVVp- zGIleUQll_{Jx3RS^>?S<%p}oZk@2ed+(4>lKZX?57(RGyq}s!-*iGu@Ilics9@kW7 zN*deTkDr{t`}^BfVhO4M_J)UcEO+IRRs!l9Ib_$QK;TZH^Lo-E)~ooH;UlGm`{VyCCesP;5&|Eig*(?$dQi# zvBNN&V(O~iRyj#i6U`pKK$qZ|z|BDRo=8SGjcudj8q4Y9x?}=!=d~cbGLYDJi*CbE z@z~}nJZ1x|jm2W-vd6@B($IU-2%fg#42O#pp^bLZ%D+399!c+OQpM{-eHA{v0-Hqt z78DXiA&Msk4{J~egCoj?_V_>E)8k1Q(im;<6(vv>v(mUY?1(d*rARIoKQA$o!V9}k znBeFXNAL5oOl#aiyN>Y$1$|v7xPyS7oh3~?T0?3trsAl+#kzE2DXUw?Hksk4R;bgs zP8ndhN8! z3H2FHj4w{ZQ~n>Z;gD_&Qg5V1PRW6_yofT5bO{_;CS>or4Jec-fIm}FYq0Q0+BpM3>V}L`Vo2T+leH~ z#qDr0p_Rsk6)*IOpzYWk-p8)OXyL~?sk#L>!x5@~{qM93H|VnQK)t7W;!MgX6K>gw2_(R8}wiGM7Yi zCQxqV5sKZhbl6O{LMb2^L$_PW7}m+n9Mg3cnO>_%u0`6nhmXe2!uRP0bB?-HkIWXD zEpC=2)o~TRF$vd3TW^GK*P1|~opg&QSsWtoZATlX#c(*Tfv08Ei9KE>R6Y3P2=qy+ zvh0X_8BA-TMSsMFDvn+hO1r0x2#XNj(XXi7heEfRZjkzKVheiZr+Uw(@FV%{-I^CO zy2TNBM8Bc1=sWsS)5Zbf8O|ewB%VE;K)? z0(7CTbJ^GQ`e*aX3v{75KZlSJ=t4jj`fktxU1;7VAQRAq<|q~o09}Ya6c*@0^OTQ) zE;PrG{f8Pe0Cb_bkuGVV3(Ye`KdS|7fi5&}cEYfi7wAI2&7r3*4RoQe^qub(48QP0 zpbPy>zxeTcKo|Oj#r4CF09|PAoim^d0l(1qK_BQs^JZQ^7n)nC#0&vl2>6A*3q!WR zFZ5YC{M{+~{tp@IfL~}%wIA>c(Z%Kt{6ashPkvnYeF|{~;1`;YG%XGMLeQM*zUAe> zFZBJKIk(6K`^e_UO#Yf>u#ar6WfB(W%gez&vVXs?^pE%l`^e@Fgg_Spx)4?=FoJz# zbl6Ib^=QF9viZO{(1qrSLO>UqQ;{hR_K|^oWZwrUUa*gBei&p6_L2RvGQGSU>>~r` z3;n1{1Ad{u#H4v>QNS-WC*Amyl@j=cfM4kQXasbj`LQ8vHi2Jgu0lBQ3jx2-cVP(V zLi0o+pbG(A=&Pjz&KH_jbpdptc}?3w24bfK?k^{*?{KomU1%6A*Tsq*~=^up3ce&5sKLonam+NS5uYg|&_=SL92t23$$LxgxJg0t6)e<;g zXr5L1w}}h*g?=2C-_F)w^aU$pnx)9KXzFZeT7n(C~{PYVz7y5D?&FvM?h33wX{{OL$%yH3u z8%vW`BiZUd4GTmJ4y`;_e=MB2MM|pE(I>D+-qFv5*?ybp3vHhibN~AKoJn;{xiHg` z)W~hRrOy>7g8}b|BKH&nytYhSAIvK zJ18{9Fwh5=*OF1_9-JrlC;T?ud`2Jpu{cf-ds^gMe*72#*()2WJ~N9#xN%nUL2LEd z)q}7Qj3`9*ABATZxFaek^pYt#7KQMHb_5%I$?}^hw7-eiX^Fk@&e@z5h4$V?p;zz> zG-ZSD?x(`9@vXmC;Cu8_sR<}F!|n6=KY87o7%C0+nQ^D`O9{}H+LHW9D8#2R`4~_8 zO%8=NqEH88-8&QtCyt`fb`-kqjy)GI;(YB`I`)p)o>X@fdTxVVk5wc%9o3_knC*Rn;|=Zegt zFd%^di3mt&Kw<+D|F+!-7-CEcaG{z5rVBz&%T zn*w?d=slqKfZhXo|366YDXLoPcjZXgK1yyvN6#z~zRl)vDSa0I=Kb|eF4mNn#nY$4 z?)ABvsk7+(8L=i$G$odjc6ZvwWiT_*=hW`~%28Uu76}^@gJ=@P{yU8&UouT#Z2Q{yXZhYN$ffo=Qe z_)|v1Ygfforb^#Sxo7bqohz&wqw+3?TBi!)t2$@=GpO-#{$`pHdR7r@itwvAg=1m} zHX_1WJN@_p!~P>7j?)$xP&&&86_+>6(avFus zE3lILsrX3A*$)z5|EuP6rOS(OGwj5?Pp-l}rQE~rRL_36wtA*=N8o5H!Z~xWy`N6c zrW0bFVYh*25khy2uCvGtXDtd5<59?JjS6`Lg_dGB>dmeUmOOe~)YB@sL!$=n?}3E` zhoh198z{t$t%x)1h&Wz-T(X`{H>zA2n>$@>A9fa|!RV z^6w6I{r(AqKRXBIoA;PZBC##nN!Ys1L7|j3q8uyIeRGn==7mC@>YqlL-!Tzi9$>>{ z@+bWA84-oDutDPA=EIpMbMRAD%;AO6{j(v)4qdJE2%)+j{1`OKNwdPwZcv`s-ZGRy z93jy*-qS`liV&*T(rp+rjO=yc!&aCU3PnwG^ccZSN$>}F_P}dFsx_%_wxC_8oG#J& zc`$uMB5B;rUHlNXYd=+pgcxI|P;p`iu>*xLM4D29xN}(M-DU* z5K`bwZ*_|bB0q^j{e2iRD6B+e@OjuR8uw0QyfCLD;(ze(8c1oGS!EMGJBuqR$?AnO z+VDlBX|C%ia*q}xC)IPB;O9CkbUv2!qb zWeXkG5T?%&$T-AzCo_pxWYi@|vShrB9{KKTcC@@0IbBY<0S_tMNm(C8kcq(Z;S4d*uwz&XT6tu9JLNu~eAdZvF>-jwlqC zK;(H%kX-k%r-`$KAxWQ6BCW^>->x-*LObaOa}&fF4ja?FQ$c5fbB z6w`~C&@Gf4@l;RlVM+@{4Z{TtAnd~l6>G}LDW8U*PeyeVpn3+O5QRih{s;;Wg{n}< zVtXuA&yW;bq#JggE{vca|NDD)>kQH}-a_xMD8E04LVw`oq&H0U-|ICjEL z2U8nHY8$Me8UV}+d_M`2H#E`LA~`Lf?4uJm$!kCklqn*4Sn7`4YMzT5 z6TyyMBItG>EFu)UlL?)C7^t403pII+?@-0c$^IEQEYx6v)IlI1xkOrlkw|;~$5d!Z zw*skD6~i~hV;I^+P#?$V22yVEQLzMXbx)oAj)s3tH>i^pLgWoBkt|l)qWT!$)Ih;rn!ps4yRFnH6Or(@2#^&N4hDOrUl`VJ9Mt|2PDFl4=-sB-e&65;BZb zegubJ4-Bds4hh1m1Brd~t0o^{M4qvLFj;^t>YG9zE4?-n#(gIOutReFa$s%xjf64z z83wWslB15?ZPbl$MIl>^i(J9z5c~G{Q7rj!_OsLLNZzk`I1q&9#aDnJ^fjCQy2Af@ zq5YlzmIFa(t|b}+5QOGBWnU;k|DdHn5c+Xc{w#ihAT-a_hs7-rgnmgW`K#Ws1%lAL z7|9p;cmN1O^FunUGXVslIW*&JfgtoZvHe*J{g>|nL1=yvyBr8Y^P4yf>VP2h>)eFN z1PDUFA@oCP1_Yrm2;w9;1HT0LjhaH=Iz1+g3vEk4}W#dR{=o?2twb9w*jzaY<}nswv5dcf^2~x z1O%aPS*0}CGBz(RJ^;3i{mpLv6&CS=En{HI*pGV7z#%j*3iJ`mfkS8xx)X2+fir}@ zQ-b{ymViU(TXOiT&P5;y{VN9a4Oaq!5DgnoU8)nA|F1!o9-9)f?(%a4D^ zWCG3*nh#0%T9E*UO8-->`g&$Qr&d3Ej}aUyJqOA7AE6BnmHv0!v41U1aH#Y=Fc1hr zf32T6%^nbh=InL>f)EgdzQZqoL+Cp?{deZ+Yj^?38zID~*h=qI@zID~$tEdBgF;1HT?dmd~V15X+IUQ7W&2na$Su>m|~Y~G~!^GY2& zW$g3W_@&SSg3wP$;`bo?A7T*@gn%IQGxsI78^0 zDfxv4&t@P9eVNYY@(Kt-KoI(dMgxb?Jope0gnp@N{bpu?LkKv8zF8E|10V=}XHtG1 zVL%Z2CX@Zr90EZI2tr?SW*`XtQs8`3oB=^-UIpyO#Rmi-AP9Z4cz_`E&6IqDIp5(# zKoI&eoz3MH5QKmr^bL&$g3vtp5DYlg3y@eM6&VnGU6l@q}A(2?*uxsHmqCX+D;$rcYap#4Oen!mqwjC?e@=3A0 zUtce~Izd>?L4vzhqsu8vq}LB_UH2A+dQPXJP;LTgW>fNPA`f!4bvhq~?g-Uuqfof| zFx-I~@i_}mi0YwGi%tvmu446tmI+SQTpacGW##bkUfMAA8p1Zninyr|D18msub%zv zYgkRS5NCW23f+eDWFt`M?JIK>a@L2(RB=c0;kU>4km0d?gMx5*%rt3?m8_V8pXCyU zhvO{~rO3Vv%h{#wEv(2v*=Y5d31k}CheC^|+)+qwBat>~fkLmuoOM}HXx{}2cA(rV zrj%F|+7sT4LND=OU71f@E2(E2&Iv!We##%;T}5e`VWRTY<7mqQNYmBnD8yeed0c|F zFn<{PcK&shG1OW3G77Cnq3f6BP$=R~Ei#*iLLEVS;@wc_L5A}P_Tn0tA}~c@6@39A zAkhB1u!zsbI!E#>>uK?`su7thc?JqQ-5cFY%Y&15Ll7Ea}?X;Sn+T9B0AX;Zm z?z|M3qS;~BnZ7MOEpu>o4dF``f4t={`mGQK=q{)TK+y#1N>F=z%Oz<@KE}Xdl`iI-XMS$a@n+%{5AE4q3fz8+`U!>+(aJE03C`RNH4L>-wwPR=9Ne=v(XOKGX~e zJ(#{INKY}orF3HZ*BxFU`Gd~$-#vcNoCp2|VDb1*vv^1hq~u5ma~@9d)NwO6?PwBj zyO*}tYDN8fzlRs%Tucbr_;o?nri!dOY(%d8>dmo3^-_w8!}>A0?@F}p#;*QQrLUNa zD12pasg?N4w&P0#J{e#o0&Xi{NCTd|{|sBB0_|2{j9g@&PLkQ%a?9PXYt2s9S&lu( zxA4FFfT_!--$3k9r8n~vZ~Ky!@y3yIq=kjZ3kdy2H3m; zHn050?C=b4~SJR)5dGVEdq>3)ntj`(SI|XZt!qNB4iaqibIO z{@Bs8nLWwxPQF_ZaOXbvPOdSJ7uydzJ>#dmxXD%ABw23JsvIh_N1(3yh*peHeZAhw zf#$A@e$i4+6;>(!#M&brKH|jnee*m1<2zgNKihf^PL-R-tb$YJe!i%FG^OBFIdH1n zch&|tRqi{J^79A-r^fo?}NLBZIh1 zB=|P@(#?X4CojD!U7|33R8UQXUE^$R>Z6c|{UVP~mFv{1*BzY6wp&pZ<7mG*F1evW zNnA~Yl2oZ>p4I7dE%;8gKHu$aDQWN1& z6)u>fv&pZ67N7exE{3_%u_UTC(?Rk$g=fD-O<;{_iLRfC@#d!ffsVke&eb6+E9B3^ zcsNCI;PPnI)aiE}?rj3D#u+13Z+@@JU2ku(ZPIdqnJV8xw;hjpR7@&|&j_&f26d+0 ze^jEQaJBxdRvF%>TSg-Iw3a!K`+3*FWyZ_R?j4<P0o`5<1~}v?{o!!u0rT z#R?NwJOd>tFivD}L=2ld%yBZ8%RvAwns2qHj1Fdo_zflaufe z-x7Eot`(*@6xA|h%;8izh96zGt)3;-L#mwS%-U&eFhOdx!nG49UU_g)OfO=>b9_40XMPF~NR#@;%(MtGeef3SBIKJtwYQMCYYEqo$vRI6T@^@TgIekbs2B|mFBB$iQ zT3$q%#xMUt^Lr&N%Y^J*w*iF`1yJaKlA#+9t(F7fM4_l;=J0~({@F;njf7{#w!X0z zz>|IOL|9wSG7(Ce2o?L;!TYX+TY+TK(GX*YE_y71uMaL`I)y@_CbRz8QEznI?TFYq0Q0+BpM6jG2k=ttzSZzqx{7q`R3gjO0?F})&a zJ2r>+v8ymzh(Z+s)h)Og&T=G|NE2KnLLNmSChRyZ=VHn>41#y+MWH2xn<+CqdNme%m+|B^uL>|1qV3-@EpRv9OtjZ=tFLsq@#ROa81?X#r)AiJ zx@G+PDU)3 z!7<8Wy;+;uIue~+cJ3%V7429pTQJPMecDtpJqvaqb_M%oiKXlbBigqzL$7PBRe1^= zk4(9?@$wz2O;Ocs8Wfks9ea{mEta5AbI39+w`%y$u*#vP5s7@OWxi>PwA+&7mHizr zMeBu1y^Gs+tTKM_yBNuwc1cyqR}Nxt+qdjjzTg+JIjczHyr_DnSs7leya=xM!P0K4 z$m&qJB3$zM81oO7EAaK(5?y%BlT`(-PVW9~$!d}1edcRt-Cc*GZG3eqC(MGjR+cT$ zz`G}`zoUfTS)RQ+zis#E?u`dqg``W43YKMWZJvtMtPEWuVI3)As+4xe`eZPybft~k zZ&00wQ-^z_-qPu$@epe*L-PPVym#`5dYeg}&kYn>L{+!?(BiRfc@34bP1?SoUA@M_ zDK$Gq^cAxi_mK(VU7?SA@2D<&n;&N?VVCJtnJ;E_Jgaa6vBQ3V#1o)vf6j$Fadq~Q z8Ns5)iY#U8E+X@73$ZvYzX$cE%Dv&ba%_t13pHI2R$r?ey(~MpG28eIk&C~2N@gmf z?CQMEsl*<8m)C$CC{sl8mY`7NR`Xokm`DPak#xHc77>cw$%IZmpF~Fbfa+s>hiWwn z_0Pazp;!{?AP_#rPl1t0dp=bJg)AlOKSU9ST_Gk+Td>2@|NDP}qqG<3A2@jy^-&#D?f1A;U-|QH}-a^_W1RhC_nz z>Of+jm4A1z>sJ(MK7%ruJiq{yv4AjHfSts6Q|N6zoY_Xg_|!xImRS9AU~T%1gq@K% z!$9^ya@3K#jk*!8C}fKv&P<9TaCRA}7EzUHvi0cEk($z5Ub)7I6>X{KWrn-aI4F>-xgG}*W943S%7 zImW8`bgZWGdy+k~YUTXWboj(EQs zsdalukt}srroyk$bS!jBXhQAOWB03Ljeq)WyrJ>h$}~39|3QwcU=Y6X zuv2N1>BV=Cx}~ExQ>5RM2W&6hD0~%XmtUFevz33QlhryeWIJ)_t*Q|UTY@y)vu%9W$^VwG(vhy9GZEZhrf^UAa%G_^Zx z8kB7P4B9t#@>h`AC>V!+!AEueVEfKVpCWD8?4&%Bai?vF@SEAD%7$V+-Uloq{tpdO zYNqz=a9g#E&ttLmphNLp3(JRn(;E}{sh)dA`ng;$6`Xz=AkAtga6Nphm33rJgwUgt znmu=14gQSKG#sC8WL=>VZ)RWcNW0?l5j$mdN~x}TSEJN3`LixkecaB-U1z(8W@!>Z z=cA3RgrldzAL*-_I2+qA-s?)sN_lp$J3YhoUDT5@ZY7?pi4U#{jUUUi?%b^H6(K3X zm1kw;cRB_8|E{OHLXax%K+qjcPfbr8!-2o4Qah>0W#~Yk3f%>VogIwBNM!#z zEK$i8I<6s1pCgcQi0@8j60gXpOOj;Cc-g$-<*Q}zr6%})(l(|-BDf z=_{=8(C`>j!in#G6BW|EMeU-UUsPkXKvTMHOKgJP$}hvlDS~nk!3foFC}c{LvK_5; zE4ts#k+!0jz~&_0X&NS6)hy<{UO(PPP({_HNU}`@9vF0~J?tiQ=C)~BOp}AeZR(U= zK9`y^(`4qla`sX)`});x8&>Q1>`eAP%b)N{XQ#46#|8hWtdU~@Lci5M4HuVg);1Z| zavn&()^9JKIIV~8)|!eyp{v$THnb3)!=nqMuTj;=MwVNNIB%+e(WQ+w{-@*K+_f*x zKX{%(PG^THnEG z@MwUq@#i~}^n;IpM+5w@PW+J~%~02aAA?3YX;%2z4ayVSTZS@-BP80!d)mlG5kmD^ zIw^k)bz~UX>%xcC+*+7~InB{y1UDtYAK=*ouLY^rq{7*PcA;{*l=ojRm;Vc{o@5gf zyGI5MM~~_?wh#=}IZ~rTLsm96H64H5CTTI4(5f5c(CO>H!GqtF-U*?;fo;r@fq%!p&+0D9z)8#Fv zZun9e9A86|{D)F&H}xBtoskRuBXe$P2!~%id7n!Q*<@wLP1W33z-fr9x+iDd5_NhH zZ@X3Yy^uD|(vh+vm1TGA>yw%*)kgCkrqJ3#PY*>aa37o*uv?)KS*E_&-!X`I7KN^H zcGe`2vd+qK2fwG$$Z{k2R>E_5X<;j?>mHWMY=Nk4HCdMrT=v%0%`j-`&Fo6GpXN?W zb{K!6l)Cg;S@voD`WwQhJXXt6VjXc zMs|^0hWX1SZa9gX|Hh+|_3Ze~N$*7}yFIf5?WVX3ix|jaJNKmNPZG zbaJXJ(l_J1&&(`0^{tsYN)?M(G^oz5HlA05NgkOAr-RcHS00YVr7jLPx?XIQ^rS07 zW0!xYnvVBD*n^Wq%O-MG9-0};zVvvGNe%cj=H7E+valQqKh*A19t|B7?lig`i5q@^ zSnTD!b${8-R#nT3S17GiW!UY#?WV7V#e%^TJ5$3!`&du1&BG4)X@V{ut6n>Z@yc=7PHhJZVsW+fMc zb@xc~+;2-Ni@VzqeYwa>>}pzL(-~?~c(tD)e*Pko#+%5?w?<0n+oNk429LD>T^L3*QG>ELXymgf? zY4_#z2ZanuwrKkhBwDEy_s*+s&Uent@Q<%$SynFMW*N|avF_AZqq;?dx`2~|24U>-I08Ij5#6>+6Xvj%i5=Q8a_kEJj^Z3K$|-!BA+@IaO$(_t zuKS~UmDEBy)vRhnuZNt@;WmvN<@{8$?KMr0eMHWhGOS({Xdf&5I-J=_Pp_IixjA4D520c z9NVr=rV6prCQ*_><_u2&@}$=8j&5iZg%OmS8fOo@M?9Vz+ldYYd>ZOmN*tz-j@ zm%2M1%)z|KK{n=#wX&bg;Vb`YA$?sM z*y`ZMHuYgn6Dp}(Epe7GCPMt!@k83S2adLWbReXMSX|(tOVh{rA=dPXe2hZ1ZxNj% zEh@BPHU#rkWV{xjnz@8`S*1Sz_nKtP3@4%Cy|@cV5otsnUmrQuKYEf(n6e`q$B|$B z9#~qPy`RsLtT?f1d*8~(vyanyt(>_frYsswr!EV*ji2gRxS)n3Y1Jd4cm7%1h?e6+ z$G4PNHW7BtHqiV@AIgtyvmV^3MN4#%DmSqcEwyE%Q^5xSp=TS%)w%v1JpVw7&{$v@Ix!PE2*{EtG(gc=Lo7Vd--0!p1yY|lLgtz8Kq%8bHFlpDb_5gzL7+|Nj9b&hhID(abyd{5X@Vi>K3tx z6iw;yy;fgJRU74{mERKd5uLCsKIhTa&{^#y!zNFS3rf z3#EHUT-p`MjoeZpzh5kn~zdjo6|>z3vHifDxP{QzgES0 zWnFK2@1;{|3ce5SlkrD4xhp0k3T6b z%Z|vG!L$}y^hZZe6-O@$rD3(Uun6HDy$ayv<@+$HnCS+oAM4vztkjLbp44Vj2)kmk z@m7peZE-{%(Qhb>5RNg9;%JWHG=U7F+)`xF6NMO2sB)8$ZhJH$QX@bw{`Pr_#2|~| zJ?0p?k9F-?X|V<(bx86=9850!)g)N-i|maG5nYQXL>;}i86b}Trb{DIA+udXBJ z8*n1^4oStO z2iy$o3UC{r$-Fz}Qr))&nmryKapEz;Ri zC;51i>E)88L5~ApERkJ)Tt|ZCs=KVC$F^Fp)u{r=VqwEfgL^r%kDDFnw4G%Up=!pE`-{KxYf{&n2e+r$)l!Sy=R&0E#cwP82 zTLBZUt(=!^{vx2uz>K!KGjd#bqV!^NpRU}-eQxih{Joy=m4`;8FI2vNZJBQID1rAv z?V{GE=So*%zp{;#Um0@%Cqt+@_sW|20A!La&kIZq*`6TYP zG#}w2>I=r)oJ}(+oOx_+Oy#?)v|n6MkvBw&CBc^n z{Pqp)>NlOVy6Q|HBe;rtPibLq&QP4+ownF8MLS@b^unU1rgWL~@!}ns^-p!j2t4)` z1=$*d7ml5a$)6DmiJWxeHFdtsp_)jTYIM>TDBb9CZWouvpY0NA$pvFYCKR6uds?_5 zo4x3hp$pG@`w{^^RsQ+Mv-n+pK%PRnTaBE0MFr&m}pq?a8DuYttLehn-B5 zgsU#Hy;3p0G32z(6Z+#%cf=Ovq{O>RYl}U13sl=$+$AcO_K4w*$_=efLfAz%ihC(Wdb=}I$b(?s}lhG-EV-<$YB?0Un5ej~~Pu*6AEtM)z*2p({ z`qf77kC~{%}Qrk>Tv&| zdZ3Be9^yTt2t($fl{FluN)MmK9=WD!DR)no#pMp8cF&WRBzC<$mF6LGBMg_e+={L8gQY;x3VAN| ziJady+ZSz5-;)(p%< zP`~>@7#GKBkF!xaw~j^~v2QwdOzt;xS2j#+DqW>hFK|_6 zM*^96BtU6seX8rC@Q9-=hPYi_ea#E&mhM!M*%24$&+$;x>qzHDj;55rHnHFeq3|RE z1N@=6g}f!bxKy7-?jRZGFfvv$Y2-_2OABoeXK320B`=fovL>_pY9JKFwEF_ynW013 z?U{g2zE)0mnPsO{U?<<%);^W!obx2PVSNHw%miURBJOcqsZHd{+s4fJrKj49e&2UQ z@{Hy3_(cnD?>jWwcVRnHoj(xR5ygpfW>1gg~YFKFO+3D%r)k-NSMBYzKiFdxFhE!F?)QE*%AoNBf6=&QA z6h`IGRo;0>^KYy-H8`fIXp%5hrI4fSw)%K!SYv!@6Ezdp;xjNq5qHAT?&b2>o3|2P zkQSMStr+of6U$-|eN$PZs*H@CPD)BoIyPkEZFjgjwXRt^O^J6~s(wOZ`FOI-Erdh) zZoI&jS82_pk&>4~UfM_QBn>lYtg=2VeYa}#RCvvU2;z3Rt9K+a6I*BALU)C_J8g>X z3?j$z-M)L58!H}X^OqSpSe~ox)4dnB8mY%UQ5@)}*f?z&Wy)*06}Gr)vcXwPJ=a~K zwk@1cX`{Z}d}W=A<->jr^;QEoU!wkgWnylreWuM+)H%zAA-3rnIayD=AJxY0S3c~Y zs;g&~nV^+Qd4IFYTi#TNhCW%BW7gV@XYpi^SD!+ueA|b`*YXSip>~br5qUDfAN zx;9|!h1G($s%zgy`Iaq9l5+RHg-=CR1Ui1o!XT)>Xp_Bm$gJxt1OS(rxH{)kvf~&@{+a#Gf8aU!-8?}E;3ed zEbELxAz6=Z!pMn^}??or5T+1*+=eglEu4kAFoOn|B8AC$g zygIJlDlzz+I^sn9xWOTnHI~>7lUb?kWK8e48sSnnD>ATiM zA^!v_$;DF<)iSS`i)}db;AMn1$&fvr*9x13 zpWM5dd-%XC!L?I+p|AT*ehuMRn*Q%2t=kT%Icp9pZOy$tVR+Q*z`9)P9%;C$`>}dJ zu@z^bIwMZxv8sz$Z|bx%OlH!WX3aBX9f|p4VkzrVd!hUw5m%Yr(FMO(O{g-erdFmj zXg^?ZPclSmPwjeAIDOb%e4PpBmeQm!|IJ z^eo4;x^WIc?RW{z$DNuNo3-xxg_pH-WLir}HU9B;-)*Ojvx)NCbJ6c?JSon5O4c%k zb>?k3HGRrk!O)bzbb5zSN%wUH@vbv(u1eJ^<*(gy zu2b1};p6xq#Hig8mvl7TB5=f*>qL*Cb!TY%mZGDXNi{O>*Ya1ntrlr>J*S?U*j78V zy_)Y5?e?rR@_K9V=2`buwDrl%4#=rjavUo8*`6GlVJcT12gMKAd&=g&S>x3eB^IO4 z;HSbAsPI^T^ZpsKa!5?sw4I&q^vb5@#&QQ6Y0jXoK2w1(U0FRP<1@YuP4|KjtHP6` zM+fAO8%nSfxIBp49N&kin)&xv2UCs+R{O=N8Hj9=uwb1G-uUw4=AaP=0ajzKGxB$h z-|65O{5r^Mcj*Uwc%*1{^!V!K{%ggVP19z!XnACvueI>+51IVP&xd7rM{xzn5`W!8 z*%XB!gCL7_6WR4n!3ag+ivQrIQ{xUbME0F=GkIrUc;^mZ%T{P}VUAzZd9U0uVEmcR ztI`>X-R=7WO zEz`OS6K79IMlwGVGU{m?UG9B+kKG?Jt9rLCvT`rdirgQ4B(R*}rr!>2Bx^*yuw^Ov zxuRJW3(ql&cv|oy74C$B>+Rgm6v}K5HVXdaKSBO2*pXUxIlY@?OS)mYAX(L$d znQ>~NM}pSY{QZJzP8xTL#FHHUKla`OsOhfV7mcq4v4DW|5~WM;9by9n1f+MOBGLq; zNfC%5MY@210uqrXHBv%{2%#grNhl#fdP}GQl6d~_`|W+defI3LzkToBXXe~H-wezk zjuZ3GTI+e9Ut1iB&HeH5_dWC-&x(zF3M#n_Hbsonad%9hX=-{46t#BRd7EN9En6Z>t1% zzHGBH2+B7`N|r2Gn|D1LbFivTw#O*^YS-$~K8*dODcqJvuXj2F|4kuIU{iQM*QoYv z$Pv%p-1h9D$F^`c)feJ|_z7MZ+~`-ID=c*`TYyC+$yMGWGPO?lA2z6$eW_=F#5{`= z55%b^M?#cb&)ErW(jT~8b~6%fqKan|5GaC7iFmE|nbd{mVoAdwOkF!Et;Kfle>p475SAl@Z{aESqc;gH z@n6?5{k!hS(ds@ckMbv75{rB$i)cpj?u@SSdA@Txd3TM`Tw1)5EbmM3uA{kH7j}w_ zb*1f6=QcOKAa1BLK0Bsk!x``|*sjx{vjmcsf;F?3n0~c61{yGy%d(nJ_1 zAbm(=%P7wV)9dJ#1y!$h8bcoizz$B4R!cDX1BH+XStL<6_Bje4R@ef-CP@nQ}4mt3D^zX@vUV`-GI^w)F02| zmd^^k8dQp6jq4iqbk=`9VFY(1_icJF$>^@l46OP>2wSLF)SgnX642Rh16J}~NlO^w zqXp%UB``@6=&1UI0P#nMG#O~Yzf8Anla+{0zd^T!GRc;d1dZ$DYXq&_1=N***w&zg z^a5L#iBZhTVbHJIt>e@^mMhgdFLNxXQ+3K2^0D6GT5O+RoZ=knQ$n1|Shz9&^+Bge ziLtx@yIBPDnWEPI*|w&|;#lOD{kcAqoo#lFH&j8A(042N+hCpc8QPDF?B=3kZFs4V zJc@5cmQ1qU5_8fYq;dpMxxYWkXESfV?H5Qi#pD&t7s};GCX24oFZ@je_)oF_e-YmB zE^>H9tASlk*&G|9+1e&Es#4Db%nS8`4WbLbURSQcNgd>{+w4fIC5r3?gdW(OOutl@ zS<{E;5q3#vO`_%0x%zy2i6ZweSj+p#I_{T}^_eH9>bxv50gj$AxfVv_{_DMy+WEuH z91Cjd9%Hj#Y7PbnY9>abnqE(*86RPGBVMy4O)fU@WBDhO~o&bqf3lwj+a1Z1f zB7Gt&dY0R;IbD&vW-ojD+2#cecf8}#@z3J%Pm2m^Eo9ogS^? zyjLf5{nWeF&HIs0j&;`#*BZExUea%>LzZfHPKL=D!KQ!?E(C zA@0D?`f&|bbx7t0AdItYq$f|u)gG0RB=HGRj?Y<^^(TDez4g{VXyzq_Cq9@6)+rW~ z5Ufvlyfn4@YxA_1xdAc-CxUY`t9d;?PnGMQo!eD<4uBSSfGc>rAnHUb10qE4= z2?OwSfd6%C2Q|mkV z&O$_2VMjrH5S|&n$_a&@V0bX%O5SjXm^ zY;#46x$$1!%SA({yPi4N$w_H=GWwDN^ z=7{(-V|>fc@#`Jt&D0+o$jaOeBwTV z2OqPw7^78%9o&pyOj)or1H-LG0K>k`w34!w3=K&g+lMi$N?iUooYrY}*oG5m%?AXk9b61Bjb+m|#?Xk+P2K{iOYnqT{+na>+WUO{sm4Z~&Q8=%i%w0bEzmR@qgc~VMq3Ua3noY8iP(&G7op549N-frN^K_ReEM3hwhr-!iShzL3C7GwM zdVgFpk9c3!W-aKwg}Hf=i)5zD^MPplZMsEM*|<(6TLaz#j&K)Ur1krv;#96jD$jp~ zrBvHCe>t3S^~O*KUUCJH_3uk?kL4T4izo|g$)?14jQYQ@cu|WEz#b)0w8+AgG%81E zFXkEbJOPZZ3uX#pxjHGif6+yV=+Vq?wX=ns4I*je7PXJCJ5@(GacCB0KsPe=Yy#C9 zsNp?3aU~+?;y}9#rZ~C!b;(fV(}syM(E)c=ys;0xvc^Biis@KQq|WSU6f_*<;EK z=_A^3&SUM5z2w(=Zl_+jdPB?4&Adce*rd?lFUdIzM*9^ByD$)+8#uwkk|6GHWJg5q zrrYsOb%9C>rsR3)-TWhG;$&t~H=wVHwFyTGhMUj1#0}D3e(1{1su=Z2FpA7DH;&8c zGm&rET}0R{?O>{#JKH_+ z+(Cgy@rpHehpMvRMT2YjXS*@d2yph2JaK>DbX+U<4*j|9jc;|Xu5wai$92PnbbFoFOy8fa9NeaY>@yy3E*4sf7>L#Xt^$EcxCm%?bklC+{WWdARGH` zn}K*5y_Xf&zFXq6XU~R?w`wSOv0gqAWAR?|qBCOok|tQ4?Gh0g9b&_2)H6|dzOXN< z<3@@1Xg-ww3@jUdFL7!bXBZ2!!%Kh?Slb3vO4!Z3d!NhYw$=~uVY9N`(LXJXEiak# zdWaObBuX_`EnY3PXxlWCsvi@AgHRi$e z<#tD8QtOpLVKjJMgJr>vB+Zg?j3ZAg7%M#0cZ|W2jib*Mn zD3YVZ2gQuQaEEbNZ4`^znE`t?H@Fr!7e&cyE1eOj6NBMJDYye zWw1nSY&>~x)yWb*PdxIV%k^Ctw-^V<{2hlq#oW={Jlk|o`{0g`o6n`1Lxo8O{)t1D zT|R9&CNyugH(Ko3aNpIK9$s0|8^)S9GDH@Fv@qEA)pIaQwDymA?7k{yQTt1Z=bQ6a@C+i*#s=rH*>Tk zT|Ia~J&O{#(uQ%wbj1mgc`bMsk)n_vb+uuYwQo9?>dx+8AXzh4mJla<&J2KL21Nvyu3M;n zh&VIhS3H`dn;%s9AYUtMZ7dTb6>gg^w0d=F{fV-mOZ(KE5xQQGu>hhxSfxg1nELQ* z-Wq=QQWujU?HhF4fv%a`L?NAvJR3GcUsD0~8U7ml2U(H;X;aA1_~`EDkJoE-hIZHs zUHJ_va8rpK+UdGlNw0F5cf#0VwDfA8SNoU1r0u8m*-*4k={i#uKHoeqpG%E@f|DNR zovNPV;v!OMJ(gXD@{>QyhB&@|tQG=R()&(#vGvzS16GX z8xqS&(`hqOPm(soeEgyxxK5b4q;e2dP%?sk09t`eFjE*fZRy zkA&+OIzt5>Ya?5f@Hu6%q*YN+h$KbYQv30LpY`n(~>fbE3MIw5kEAKoXvTpT#4z z@_C|)gKrbkGVy1>vAi3g&%`yBJr!-031=B-mpb)UN;j+G>bPb=H{0epTH^yRT)ca@GGc!w~>7Hc!3;9-F0ZE|QubtY2T2=gFum1j@MVdZM zZ$mMYmRmzL2TvbML-&JZ8xIT4;hnx6=>e4l(f$kr zaUFX}-xEI-CYOTR6&TWD0~SK$Jv?|yx(*|HTNaYud=20j}9BVTAFl?bpSw z9Exp?FYjrQEPQuscGWA7NLliEMp%v_qDZCdnjRTcI=p8DAD@+&=J!Ch7wO@ zq|U%WO*RC2{8l_&PEJ7B2&GzI@3H)LM6jOE=k;uG1yLgHY2?zJDn+5Io#Ts5kC%%- zBcAR4}hHv5D3^&z@r{}?m zr2?@htVSoE5&OL9dgm%|&E^xM)+3J5TYLQizp|(Ajr(>q@02>!>f}?on(whAc#r&ll^6ad9Z!l|iz#|j9wRW^zVg-FhL1?lmm(%t_Jdf!4F!)^z2 z{{~GwCy7GM(g7o&F(8LP?fn`QWg@!(j3(;%zF{k7^FQ)R{!0TvH+UD2P5D57gZu%< z|6g)r-;N;IW&txK7Kp(3?~0{3T{Q&zbqX(ejEC*rOV8?n=MPyxjRPle` z%K!o_@+-3TZ;*W<5ah8XIt0WQH9iLLb0CZ=`hyv16&AZ6{oj?}_3!8Q7m!^+*vuV3 z(qI821G{ibk~#z6Mv{Ot4xRAdm9)l0z1suZxCYsKVm1fltVtf90G~M@4cQNnux0`A zrGIaY|BHTd@DL4|6F_Z*Ru>Xa6d-TG$KR+77L(7R>opp z?+en2% z{UD{7pMgHcnTdW)j-E@g!&J9i?f$X+3&o=`A#k&mL+v&cBjhQRi3A-SBlC_1Anx9; zN8a1TbIO6z7_HE3iN>0s$8MmiMy5|1{C1n$kE(Rd+&Lz4O#txAUs7v7F|V4stJeGT zM%zwdU>CA^e+SCix25qUSuuL zq7?bJ{eNmnL!N}d!OqdT=fO`btRA%bX3}T}q6=*|^Nq7};lJeCwPVK?(wew&rUK0BPRsbNN4C7s^8P4HPcjLeO}m8PHg z$A!GliCq}rFO2FWo|!dGb+vL57k(tebrl)@{K$?&er#7!uO;kRyO;Mpr=L}J5E4jUQedYOcty|sv7UmZ@PSdhBRt2%xW*4}Xoez{du`h~t2HIHk!nK!XA!T$6_4ZTz%o%Tl~U+E()pV#Q8 zRxe~yPT1mjBtBU)GroAw^?61xS4nB$1|mP0>Evb~dz2xuTH{%;(82!uo4RjkE{7Dh zvRP?)HP{GfKTxVpjebNCYSn;@7pyFj-L$9g;HBgOfV&k7Rs}?t|}GgP}PXAb3`a;nKZ|`U;yq{ za(XMXDvaML#nPJ4#uVhkoXix9DQRHls8m}8UT{;6c^*enXyahUUv3wAMN%r! z2Y1+}&+j^?LcCm%TqOp7IGV0#Jy62$AgC^@TZ{GgKK(2~?^Cp+>yG9@Uy1MYy;Dbb zh$RO&;$izK{~Qvnga$ak+$?}UdkzQf2+9&qb?_;^6*0n>}KcMaGz#>ra3(o`1m2YJy}Pv$(|3WJ?H#>gB~~e zQ**~uWwsB=U`qHfka(H|QCL5EM-l!HC*I@T1Fm6lWFm$MT{Tl&H{=UraC@E`cE`4> zP$Tm+h)(hLF&x7u{tj{B8)sP3&WxkAX{87;ezLaYcC6cxou)BVuxJM*2y+b`B)_@% zi6Ri-zz`cJBEj9GlnKc(aH;EKHWV#N#r;Ztv7Dnexh^+To@*TUBwg+C$VWKt}L)QFF#HyhR9C$&xO zsT+8nTjiLHLUJo?Yek}shW$<~_c_ZT?LitymjJ;Ld1rp4S!J4BppZt*>9d=#mqss( z3fUSm(f@6Z=|j4s9vpo?GSc#>Z(zm*O$c58=CydI^s#oHPemCGTu7sI{gn4 ze}YNZ;hUO%e+4h=0Pb=GQ_olV$cTmQXblia2mdkdU6(t{8{$R0MVPO<`O^H%9XXM- zV^0h>T%ok2K4P(MX1^!CaP#>%t7WH&eMMY`LXL!W(gwzGX#_Hni1!aCD-sd&ld-{) zK4&;1D^6Z#1760)7wXA}f3A9>PMG^<#f+4_0LiH>YnR-lvcfjd}qB9A*e6%Zzt*Zv0CMN!|l+egqJifNNj z_t^fHZA$@~{xI&)-el?oj9^6ny5(X+RmN^x3nQR^TEKF2F(W(L=r8{yC29_B$D?if zJqWk?C*AMVXG>iap2?30_<(8YqgQ;XEX2GHP^oun;*{4keP@r|kKyY&L`bKK;dg8p zj|Oop#RdZeyPz`!RQneptOfEJ>42royb$4 z3yh6-F1ep=E-xrydfV!FEjgfTa=4&qq!7FqZZViDbi|{!*srXyNp@HTvu`2`t-ca?O;}6OSR9l#wFco#>Jm-RD{Hh ziEWi(6jS*l?=2>A2pKT*E+`dbR2>~{$qTXiZVXf55W>xEl9)T7hxWw%LDnFZ_~)%+ ztNqd37qv&pI#-%T+@W0@p&xTrIBZCjg9eo&dlzk9&iYu#+K)^4#tYrgm^KKL`8Lzz z#wHy+r%JmYxT{4S(4P*G_n4e?bo3cTj~^sekiNg>-POPg*p%QuicJ$E1jGPfcJq&Sz1 zs69g5ZY%Ukj{nA(_mA+rzfZjXB>(o8|BV0tKQ{jV6a@rptwrsGW&@(S zDhCpvCn=%FF^Bk{1@sgc1mzWw%P{)Wp}!wCn+pUd0N;5(s0-`+Ov_=f)L!BxTj|dR z-_tr)brs4Q0`F*!nE5?P|J3jY=W znOBUlS6PPt%;qGtNGh7TjzqeAGB>0_*K>(97Eg8hSVPR(sM{H(Qs4Y`xlFIihqXQ~ z)=na)FTfJ)uM=56Ieb3K<{1GmN?w8!6&nnwe!rYpzLLR$eGacb{A$Qn5P_xCO?S~< z!-L&lcZU?xJIWl|u8jQ#MFig$e_G;jqxYw!q4vhN;1pd#QB0YEfh46F5K#|6FE)uC zM=_An_YJSs;bY9q!Qe>LAHPVkbCQzX6>>*a#d}QeSybOLKT})miAFz}dLfdkl0?Ak z0PP3x)x*D|BUGf`AIdZBUNh}JTU+A3HN7@Pjq8*ScQ~&l70#P`UQ@VJI;Prztwgx< z#-IPHG%PIaKl1v~#iB#SCdmSU2eULr8NFJf%WcvE`IsBs32PHKhkn$FF@FsHSu1;o z-^1Txh_KAOOcshe-qQSF-a3{NRr{sPb`kge((o7|^O2Echd*{(lx~A)DJmSOo zhTw>fp~OmE zM(B^I)m#4#jQI`vK0afxCpgww~ zi0PDglIm}eb=)`d4aC&o(dJ)h!~dV|ouJ>SqFw@uLP|QN3bGMFy7(Jpa#X@GtvybS zKqG*Ma!Yp^P|mSnr@N?zi3j~aRVk-@f$e(+v^DY(y2zqCGA~i)!MUb<{~Nr#T*du| zTF$5U9jLSby>q66Qt%t(0gvYac}8L{mLs<#GlUX?W&MaW9jqDf@Y3o{QFK}ZH7sMV za@C%fNSE~0)oXgS0gkcfR_UcI$Mdj#&d~2}s>{+Bxe`25odp%Ca&J_9mNDxuUua;G zTsg9~tuJp6%m((JZ{}zdab0bQ$ZSx;9A-+5VV<5Q;K3c2OHwy0NicN7izMZHo4-N6 zr*)oo{p!t1W^cU=y`k)5U`%yUJZ#LaG}n2d6ViDYM>cYp$I`9M368x%W=FfG*Pf4f zU#Z^yVxF<0*Q>=$jgN=4a9!ZX$kyd4AnlR~g265zVj(W{7*>3GCxm0|I01F-y<$+9F0yI2WHQ%+$R>%LUg{+?XvBAjwB~SUOEJFo7cv6SSf!UgNQ&xJe zd+ubeM37ggPDnSE7vR)4VN)7_o@Xn(buw*1-^oWh9 z6&PRM!zBBn?iU#mI3*$qJ|FB(`G#yh*N$}!DvZ{+ zOnPy!GpSc!r>|T}y%4Z7w>98Cf}LjY_Y5d{{YMcaLu7Dm&(rac6=TCE1&3H{^!lUg zd4)UVkH>)Sltv_UQvXB_VEELU9B}&MfDXPl9bjVs&{Y=@Fve6~*`LZoNzMvpKlS0U;Q{Us0t-kZze^dN7;cO69x>0V6kzo*LYDmp7r8cSAl!5rnY> zg&ZM{q!4*jcHD2!L$<_z5zrsGpwE{;7k&{(i#DNxL0w(2+R2S&$xWjZp&#CSXi5AEdkE{+vUKNt=bCK8RxX%5`!J-E9e2Ue?yKp6*&~e@ zU26Iyf!Av()^2d;H02xYQ6k3T08EPhN>-%ggmPm^s%BM<^|hmtP$R-pnPchd5ElE> z+V#0UuFM~bL?-O-okZ!qEJ4;K{-JzT+74@>+pI!dDilR%l^x~<%7%a56!2`^(@=L5 zd5%6;b4?fY_sNFl?Mzs!0gVYYaQh}F3lG<%yw&5V`y+m$t4|*$-3(tVZBR*|kA0WWkMl~?N!gl) z)nO<1f)N$%0dH_l?U0N2945)&veo?1gA)@auDX+newqDvppcS$hT@RI%}h5(ZE~a1 zCIX;OlJq!VCs%e3OU*0JzPqvFGn)V4?Rma1DQ6I<;`^_m)8ryZ<1vCXbZSwDf*pr- zzT)Wal|i3YTBF~Q17ZI5?k+jygLJRI+iYX1d!;~bPks(E>)}6OTY9Cip(ctKH@C!% z%Gnto>nL5k9N($(BzWWXxtmHo+&AnbzP?b0>QOQ@RNSsyEK|j0H~X9xc6_H(sQIqd zlDi6fcb3~g;g{2yCtTXds9njf!fs`o6(62!Bx#~y8!pq1pio~JZv4ZVZ3|>({A+2# z>R4EauwPI}Q=M{Aqbu8X^)T%Nt3vGq#k_;jI|(-->&!unG?P5Y+alE-@W6ZI#GS!> zDRy90|06p3kK!~Xqm;>SRA10eD2{fxO?c-n-!P{=&!YK7L@%)?v&b#s&2eojP{F87C9HoU$3P2 zW(@i1i%u7Pro*D)7elWHR6e4Q3g#l@qa9J?%l^3~E8+DQ&dXOj z4ta`52vP&PjA^j19}v#a+4dCn?_}-P%pI6hnL1~PBl)IpfMW_Q*2tqBf}8c!b8#4} z{-o7;Ps`3jtnj9W-IRpML$+(n{12DPS7Uy3OV_cBc#&Y&eD2=?;8s)M;G94l-GyxY zsp$hqZWh>no`#CWkEgJ0Kgi}FMe+0~KoHXg13+^Tco-SDe6MQ_zMc4M>=acGM(}nb z=N}#bHTC8EHnl3M)%v&;MHxw_0JLMFV4x*@!H^2THzSWj=_XxX{R@qFExLQQdb68- zyQj;b5Ps_>$3!;I1oGV7ZzKDhU9g64mNQBaiS4E-T^2VHOL|!P+H*oHE zpB?x}n6__xRU-9HJzV+1w9d3wAk!rt=~~D@{ur=9uG&m-Ex&EK9Q=S#0IMa_m%Dss zJyT8VeQr?FUmU-Jxvk{vpnB<3$JM( z&ah82H15G$!gn2g3H()qQg#2_(7%8|H11!tmeCnhR#J#IdFOaC2T+gvUy1<3<2A1q zQ}`^!g6uY^NdGVE=oB|d_-q2G=QHgY#x&ZBKAzX6_2hJQg76K<_jk9>#UridXch-I z_i?je9Q|uKL+*fcy_e}Ni1cydWciRY&H|&nk;|GBNG(+5w{%~Y+7iJOuImi?(FuXJ zQ%8Uem9Kq3Ww6dLa%HmD_0d9X=hLeMhK|R=#rsm#%aI)xsn$}N2eM`Tx20p-O%Omx zJHo&)wd(}DB0oqo>q?+bxY1$q)NcVai*v zw{vKyP-b81J!5d1Rb|Xsc;Uv#!Ppx0hAT%rwZvbZnjh#D68OAhslFj~DYb`xzAE{4 z`SZ7RcWp(0kTn>`Q}zUie8)uBl4X;YD!aXbUxiXeRhhYa&1Sy>CeG9Own8|cbDMO` zJ-`r3WyRTZ%$FvfLfi5sIR-1gbA0b`=QQBwR$=2};bDj|(2YNT%K)k8GudvsjCfnT zXx^-w>Ih8AoiA~JpC(;gR5Xgp=Q;|V4_H;=H@bd>VPyHvcAwMX43E6pEu$~XFOBHu zD-LrT>GcjCRqq_>tBgA*B;7d?x_C)m(O6eeXRJsvES}9yCAGNsYEjo*ky3|3a5|^g z@;Q_God;dc2A&(k&Frza+tu*}})2P@W@<^Cn*w(^6$M9{ct) z2+8qgGgyz1+nLQ=74-l$nzlBKXPnW`?>_7+R5;~~XuDg$_z`UoW+O8r-pA#%sg&N9 zEsJ}`&4mW1Ycq#`60l&f5z8VD_vJhG>+$610*c{H5rWxs5Bm*i8F%Q>dYfbcYWSoR zXyL$ZWcd!W%HUo4gfu3R?_LQUQFNyGVpkJWVwMb%t@m43XTzIMYK;tHEFm1Qrn2`& zF`0>37Ry5W@BUT^{>F~JP=R*Rvjr;-?Z0f6z;o;N>5uqvuK2n;4AzfM*x2Z7J-D-I zc)85fi~OfZ?H%Yg?d4*uh>@=!eh!b5IkBE)_sIwYuQt`)yz3 zVF+oE*8Dv$W0CZ!9J)`$(IC#B-BZ|!-PY}GHNCkB{=k>D}Uvnj3~-Yp|%j*&M0?Yx%RB1t*?7{|)M?CpA*rvH@l5Sc*R4 z>-_c+7zbOQ5c&-=S_1=l9frV-f?7N>07!zOfvp>*fg|Kkl!1(zoIiKLsh>7LWcF7; z2Xzaw=NRvgrfTk^*4N0ZY<+))eUbBk7|H*Zn;OApfaLrSKWu{0nu>bqU|xXtpm99; z7GChpfSyu~<&PS3BUxTM*IF0Ox7Q{3UMt$!!o?YHkjd+BrRsUiOfc5vvJ7UW63nW) z!Nn=5x``GSq}E04ja?Zm+`EnySEl#e@TfdPw!YJ^KHX1$Q)%d65vx>Lz&(-ws?g%o zaG&>@ajKGoPm`~MWC?Ee-bmXJ5LzIin{~seo!S(vLdn*+LYDqkizIBnk^8ufi#LW{ zS$~m+>3S>4-xipnS7d*C(?j41qkMT*nmGeX3UgNp(Lp>qaQiS|jEF5^Qw$i&y0M*O^QfsShD>w5r-6th#mOa|QW-{D8_TA0&3 zWQB$XaBPmjjzA~O>EvT;pc7Psk~O(@sV=a2Lo)gVa_TqerV@lK2&|fJa6hU;(~JZs za+}>QChc~t6$3V8p6g>b%}&1p&7b;%JVJSm_2H-Y6{^0Je83LFVs$dQyX zdt9~1k;9#q3G9@FDxmkhb7TdC)g5walP0MP|9X$<|NZ-ul}#(YA5%{wR&RpGCdpTP zsOJUBLTA(8QHR0RFW^Narvsl6$))OHIjcu472~0N{fbeglDGzB&3G{TSLYyjR9-bv zBeB?J(mb2LvOdE`HQF9r)kTA8`r)DY6XB#^XtZ^#4Yk2)Wk;D^;2E7uOCs;>?QX&H zA!vHQyg?734T`#?5I{^~tsU0H{)N9MkK}nrCwEkg)Sh~l<@ zw^FCZ3*-0G?=#)E=9a%C$5fizC9Q-PpGv-Z=~T+=6;Kg-X8?dbWI)>`Y1dom#+S0i zRoht@rtIYr?>$(~Hbkz-@jgkG>AYta>g(7UFeryVvUdBN(co53wFVQ+B}t0gKy*i# zyeC7j4nYA9Bc>mO?0U*ul5KE(Fh! zE+*=R%>~;0VEqG9(6+ETS?#!GiW%rptjXT>IJ9F}GRqMODsz~%o1VN2Q{6%H-|t1W&y{n!JVL*Pt17fhW1&JoGZ!6{L@ z<}}tJ;B+HH=S!?ESBlRLH2W-sI6-Z^1ap^rAC8hCXOhqRVw0XfNqx6%cu^tW=|YjG zFV(ilcX!MGkr46D5{eUE4k!4qZoI=*cL8?I4j!=)U%xS+5;GZP;yp5dY5R!p4PjP- zI$xy?kBvXH|5Rh-v*paj~!XMD4akCA@*U2PhAo-4856ZLJ@N79LsH z-X-d;tPEGGYIUP8AsBXknRCZ9e7m;Wr8YU5ZMD)uJ5ny+tm4iyY_)~7dyF=yy?dsy zCr~}L<%&onSKvogqXe1TSq~3KUVI0xwz&6U(E86?fPq#rk;D(%Xr$kWJvmK2OMx@3wCz)z(O26C78BA=Rz;CnqVfg8tnUq4vVyt zvn=de3IRzmfKxe9C(!u8&7vIYK#)RZZII-~ZXPAwC}zSf@YzxeDPkV-h6<@w#iJTt zxCJ64ay=DB4Mc_gG#iYT;Z7p?eVSu#)(Pv>+4p#_$Ay7_cwcfY1(MwMr_^O|89?6z zK+Y~0J8Bv1QU2;g%G?@9{vt9G?&!{`=M(bMU&Y48+PeK!buH7N*z*pKut8B^4WAW9 zo<0ViXBa=MwGjr^kRVOt4mTkux*cE1JS4;X&be!Zt|$q<$!f{BEkeLrjBQCTYRx0X z;ySjYB=%J6)HDlcrtL7KG-du1iO=2T-&zmgqU;|`!cs*-$u*wZ%uchqhocpf+Vp~B z`CqVQbJ^J;gL|*fn)amG(=9D;#rf|oFz&?$0ngLk#;6@oi`=Ey8 z`88OSv^j4l)Rlb+#lSKuZ)yF=o!{a``ePeYy67dfvgGiXb;#KPO$=p_JGi zL8G|wyz<1IY2a-ET}Ue%6?k*fR6fD7T<$xa(5kMO^0FL)Q^HSIi>lQ_e}&`MQMZT& zpR+F#5K->(jforFKE^R<9k}u3d^B@cX1$YTOD0WRf}lc>sqRifTBwU%qib5Tp$w8$ z9~;mNKU!%7NAN$yH{L(YE? zn#ggPN9y}x6$#)4Aq?99bh*fw7PgxT} zd1|10S+G=uHCFc#b14S(DwrLg!fV%Blw;MFSZUifwVRjph_JqtDu~Ie=bK#>C+7{% z8eU{Br7TYu{`yFf2nJK)VNap2UYG|twb8%fxk%uS2>UXvnKNzQ?jR~^>+y$MQMw>r zM__MeIgX27#jn_O!pD1G#gvbm@!qkkutUTduWNT7fQ*JfQlPJGCbrYW_HggkxPFu0~j^_I%%rGZt*_BOd zbHB}-Y+2+)ys+^spTLfF`rhbwcbWw+mjR|0J7AHBgbu?9_W@+bHDdztNHQVx6xOvC zN{9_M8pdq#R7kPxzg!t;xRk-4k_Zutdug8?Xn{XprRNqn@`r5e??0Ab{)4QRjl$Nwc_> zV7+-ey*3MuvZYixufD63Mx^EMK`K?H#l6};ktHiVov@c(G*=y5dsAtYRCQGCf^?{_ zZ%co=n^#_ToO`kmMZH`Oya(Iv%)wUYz(9@7g!F3A28g|O0K~?=Y0vpX`UV*`Ip-f@ zo&Fd~ibPOpfuyOs)(|oXXmyTw(hm|ukI-vljo{Z%f|oX#k>)^@5&?Uhc!q3Efm3-j zah~jJzd_t&#rf&}+p2EDaTz>0gsuh2w;tl3KF28bt%Y74UYbsZJf~#`C6H0f*3B+j zdF82!qJc%Xpj*$-3|d#hyvz^FNU|jV=cgYA(U0FkIO92i-bLB8_SPy1fK5XuV6E~% za}^1%Q6yhAJ~1THM>MI@prLPejuIh&sOfDQRgQ2NwJ)z?mYwScj@&Qf!)?dQO;43y zAFnR?N*zklI#3jssS~I9*b&`1f?mPO{RX8exVyQVyniX{>MLZDpY9LaaXJ(~;e@qT z!U=}3sT!=|n8tOI{q8{|(XJ$K6Gr4w=K(tTnuaK&ge{B>ZM8am+oTwyFmLn^LfAzE z5RRkCdMY(2eKE8j_TunpwyJ^6)eAcp3LAlVw{TE@!2SrmVspolFpcvJCv&?zOX~2X zi$6Q#cJ)DNG^20^-u8?Yx3*B^qwLfUkra4`AVvTE;~E{FZ7!p>9NwETDyK$1=L%U8 z4&o8k`VJ+l6PSq76=MI{ZXd2_eov;7vyMv6v+w396LO<&PTwp^vI{6OW7h!#CD)e% zB(owmaD>Bl*7Vlib(tyqzM^S8{)t^R0=uLpDr3;i!+`V&_CkrR-}91LkmqcXz@m?` zaiKUqaWR&9;WAL`lU!J>L#q}Be?q(Z97^~N{Uy=RXzQ%w(BzXXq)YZFn#KMM$q27* zyg2M37whJ{Eq{L3-951RuQKMkn47lYQp{ulc~q~y-{gGl8{nD;T6nu*m*>pWU zU5r;@@0T(dP+k5CWW9#nqyRB>~p7`H$F�@(jESZBCwXsYvY{OnAYa&SL z9S7E(MPIC&SQQTrte4RjU*0QcFMKaE-CE}A)rGXU=qIStjnETsH!m^wDpC}9GO}8Y zn&*6^8>BYAA|grb@y^L zLCHJH=VQk|yi%4sMY#%e7BZ;$S$fRq!Di(Ml|KN()^aYGsoAXVjScY~(K9mG1aGHd zBd&4)Q2(v#Kuk6>$Y zN?}yi2DXuPZk1f^O#Ov=0s)2uD((1*hzsV)P%!T(RfIICzq6Fs1!iy;TbyLs;%sk; z2`Cs6-_v`B_F}Ghi+p$F{$(aFauz?{g%_dJGGkOj6;*R?XQ@E@w?caYAUJFo`E22x zJd!p#!zpTy#HfU?9!)llV3g{OIg_m17J2PbHnQu6uECD~(;|UNRod$@j#DBuwhouG z9={v>s38;D39nM@qR2iNZjlP+Ab2Lq%^Hj>4eVU@nA?HMaF%FQzJDzG^_JiiMmi@~>IeAKgpC3t`_{VjBnB#ni^?^7i zu4Bt%Qz&ghHixW1M8r7OE1Wio=@g#z$Et_vT#MM^Ru^H#dQJ3&SP_TP@b=8ygtZkNNikG%ljxRe;Yp zhlKTB2aK@4LC3&W2Bzb(>%@^3A6bCt0W1d|u+=)A1XhyXGLUzDj~ZVxsGqEI3S?0dg;YGj(!ln!G%iezI|5$6_o&Tnin44kQ1Uon2iw#XCc=xx`+rgv zKzQ5ho8S@%!4OR1Tiyi5qqD5U%Nb+=f)kk!MbBahHzSoTWP;gO?N3L7H@O8n-CjZ% zNdB!n(&1~j#UHFO-0^zyEt4B!R2N8-#O1Stm-hX(j!j)0xzUxm6uG%12%@{5kdCUmw17RCv^pzIlxr-h%X z7`bQFyE3B8^9|07lb~=`AMH*Grl-2+!V=e1Gjgq31lvWVQaSU&`;1&18@E;#@>0;Naa72nJRa4Geh)qu2rHr}lTvZIuoi?g;b3;$zxZv*Bw!PsQ23)y zKybc)_nM@Aq!GLFIj0QYs0#+3k%#;WeIie?(I$DFBT?n1PJ4CV{=$&rE?f=*L8G%O zu@7h!r)cq5f-Z`5ck5iKmh*8TA#OT(Na`@+_Y*2=I=v*AH>i`8i4Fdr*>qw{>P6F)xPMxk;b!Ph!5LG?X+ALsYfyo!^Hc z@5ttM&Uk|wla~7Dnq;3MgxnWj?Z#qb`X_N~8k^WY^fyHf3Oo5wkw9T~{*LGeu=smq z<5Py$BxD6m^v&Of1kN#+UO$rU-xv=VO~TRC)B8a^vB(bKcZ5tjc8!-!l6nuH14