From e0260a8188d5a6e701effb28e0df8cd66cf10611 Mon Sep 17 00:00:00 2001 From: LLLin000 <809867916@qq.com> Date: Fri, 3 Jul 2026 01:17:14 +0800 Subject: [PATCH] feat: recover 'Figure N' heading prefix from PDF text layer for OCR-missed captions MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit When PaddleOCR fails to detect a standalone 'Figure N' / 'FIGURE N' heading (rendered in a bold/small-caps font that the OCR engine doesn't read), the caption body is captured as figure_caption_candidate but lacks the figure number prefix. The new _recover_figure_heading_prefix() function checks the PDF text layer (via existing page_pdf_lines_by_page infrastructure — no extra PDF open) and prepends the heading. Key logic: - Scans PDF text lines on the same page for 'Figure N' headings - Confirms by checking if the NEXT PDF line (by y-order) shares ≥15 chars of common prefix with the OCR caption candidate text - Only runs when _extract_figure_number() returns None (no figure number in existing caption text) - Integrated into build_figure_inventory() before _is_formal_legend() check, so recovered captions enter the legend matching pool Fixes 'FIGURE 1' loss in 5S7UI34M and 'FIGURE 5' loss in HQAQBSBP. 372 figure tests pass. --- audit/28ALPCY7_findings.md | 84 +++++ .../24A2QUAH_p3_b3_table.png | Bin 0 -> 88510 bytes .../24A2QUAH_p7_b3_table.png | Bin 0 -> 105488 bytes .../24A2QUAH_p8_b3_table.png | Bin 0 -> 101333 bytes .../28ALPCY7_p25_b3_image.png | Bin 0 -> 710064 bytes .../28ALPCY7_p25_b4_image.png | Bin 0 -> 711245 bytes .../28ALPCY7_p25_b5_image.png | Bin 0 -> 227 bytes .../28ALPCY7_p25_b6_image.png | 0 .../28ALPCY7_p26_b3_image.png | Bin 0 -> 1759004 bytes .../28ALPCY7_p26_b4_image.png | 0 .../28ALPCY7_p36_b10_image.png | 0 .../28ALPCY7_p36_b12_image.png | 0 .../28ALPCY7_p36_b14_image.png | 0 .../28ALPCY7_p36_b16_image.png | 0 .../28ALPCY7_p36_b9_image.png | 0 .../5S7UI34M_p1_b2_image.png | Bin 0 -> 2317 bytes .../5S7UI34M_p4_b2_image.png | Bin 0 -> 1000222 bytes .../5S7UI34M_p6_b4_image.png | Bin 0 -> 365423 bytes .../5S7UI34M_p6_b6_image.png | Bin 0 -> 176318 bytes .../5S7UI34M_p6_b7_image.png | 0 .../5S7UI34M_p8_b11_chart.png | 0 .../5S7UI34M_p8_b12_image.png | Bin 0 -> 49811 bytes .../5S7UI34M_p8_b3_image.png | Bin 0 -> 437599 bytes .../5S7UI34M_p8_b5_image.png | 0 .../5S7UI34M_p8_b8_chart.png | Bin 0 -> 136785 bytes .../5S7UI34M_p8_b9_image.png | Bin 0 -> 31999 bytes audit/media_asset_vision_report.md | 43 +++ audit/tmp_pdf/page4.png | Bin 0 -> 2475555 bytes local-page_trace.md | 335 ++++++++++++++++++ loss_survey_expanded.md | 105 ++++++ paperforge/worker/ocr_figures.py | 65 ++++ 31 files changed, 632 insertions(+) create mode 100644 audit/28ALPCY7_findings.md create mode 100644 audit/media_asset_samples/24A2QUAH_p3_b3_table.png create mode 100644 audit/media_asset_samples/24A2QUAH_p7_b3_table.png create mode 100644 audit/media_asset_samples/24A2QUAH_p8_b3_table.png create mode 100644 audit/media_asset_samples/28ALPCY7_p25_b3_image.png create mode 100644 audit/media_asset_samples/28ALPCY7_p25_b4_image.png create mode 100644 audit/media_asset_samples/28ALPCY7_p25_b5_image.png create mode 100644 audit/media_asset_samples/28ALPCY7_p25_b6_image.png create mode 100644 audit/media_asset_samples/28ALPCY7_p26_b3_image.png create mode 100644 audit/media_asset_samples/28ALPCY7_p26_b4_image.png create mode 100644 audit/media_asset_samples/28ALPCY7_p36_b10_image.png create mode 100644 audit/media_asset_samples/28ALPCY7_p36_b12_image.png create mode 100644 audit/media_asset_samples/28ALPCY7_p36_b14_image.png create mode 100644 audit/media_asset_samples/28ALPCY7_p36_b16_image.png create mode 100644 audit/media_asset_samples/28ALPCY7_p36_b9_image.png create mode 100644 audit/media_asset_samples/5S7UI34M_p1_b2_image.png create mode 100644 audit/media_asset_samples/5S7UI34M_p4_b2_image.png create mode 100644 audit/media_asset_samples/5S7UI34M_p6_b4_image.png create mode 100644 audit/media_asset_samples/5S7UI34M_p6_b6_image.png create mode 100644 audit/media_asset_samples/5S7UI34M_p6_b7_image.png create mode 100644 audit/media_asset_samples/5S7UI34M_p8_b11_chart.png create mode 100644 audit/media_asset_samples/5S7UI34M_p8_b12_image.png create mode 100644 audit/media_asset_samples/5S7UI34M_p8_b3_image.png create mode 100644 audit/media_asset_samples/5S7UI34M_p8_b5_image.png create mode 100644 audit/media_asset_samples/5S7UI34M_p8_b8_chart.png create mode 100644 audit/media_asset_samples/5S7UI34M_p8_b9_image.png create mode 100644 audit/media_asset_vision_report.md create mode 100644 audit/tmp_pdf/page4.png create mode 100644 local-page_trace.md create mode 100644 loss_survey_expanded.md diff --git a/audit/28ALPCY7_findings.md b/audit/28ALPCY7_findings.md new file mode 100644 index 00000000..f04c7dd2 --- /dev/null +++ b/audit/28ALPCY7_findings.md @@ -0,0 +1,84 @@ +# 28ALPCY7 — "Figure N" Lost-in-OCR Investigation + +## Paper +- **Title**: 3D-Printed β-Tricalcium Phosphate Scaffold Combined with a Pulse Electromagnetic Field Promotes the Repair of Skull Defects in Rats +- **PDF**: Liang et al., 2019, ACS Biomaterials Science & Engineering +- **Pages**: 37 total + +--- + +## Methodology + +For each page containing figures/tables, we compared: +1. **PDF text layer** (PyMuPDF `page.get_text()`) — search for "Figure N"/"Table N" headings +2. **OCR role-index** (block_trace.csv from the PaperForge pipeline) — check for figure_caption/table_caption role + +## Pages with Figures/Tables (source: figure_table_ownership_summary.json) + +| Page | Content | PDF has heading? | OCR has caption block? | Status | +|------|---------|-----------------|----------------------|--------| +| 9 | Table 1 (primer sequences) | `Table 1.` | b5 table_caption | PRESERVED | +| 12 | Figure 1 (SEM images) | `Figure 1.` | b8 figure_caption | PRESERVED | +| 13 | Figure 2 (LIVE/DEAD staining) | `Figure 2.` | b10 figure_caption | PRESERVED | +| 15 | Figure 3 (CCK-8 analysis) | `Figure 3.` | b4 figure_caption | PRESERVED | +| 16 | Figure 4 (ALP activity) | `Figure 4.` | b4 figure_caption | PRESERVED | +| 17 | Figure 5 (ALP staining) | `Figure 5.` | b11 figure_caption | PRESERVED | +| 19 | Figure 6 charts (ALP/Runx2/OPN) | NO heading (charts only) | b4/b6/b8 fragment captions | Heading on page 20 | +| 20 | Figure 6 caption (qRT-PCR) | `Figure 6.` | b3 figure_caption | PRESERVED | +| 22 | Figure 7 (3D reconstruction) | `Figure 7.` | b4 figure_caption | PRESERVED | +| 23 | Figure 8 (BMD analysis) | `Figure 8.` | b5 figure_caption | PRESERVED | +| 27 | Figure 9 (HE staining) | `Figure 9.` | b5 figure_caption | PRESERVED | +| 36 | TOC graphic | `Table of Contents graphic` | b3 table_caption_candidate | PARTIAL | + +--- + +## Key Finding: No "Figure N" headings are lost from PDF text layer + +**All 10 numbered figure/table headings present in the PDF text layer are correctly captured in the OCR role-index.** There is zero cases where a "Figure N"/"Table N" string exists in the PDF text but is absent from OCR blocks. + +## Related Issues Found + +### 1. Figure 6 heading is on a different page than the figure assets +- The figure caption **"Figure 6. qRT-PCR analysis..."** is on **Page 20** +- But the actual figure chart images (ALP, Runx2, OPN expression) are on **Page 19** +- The figure_table_ownership incorrectly maps Figure 6 to "page": 19 (the legend_block_id=3 on page 19 is actually a body paragraph, not the caption) +- The three chart blocks on page 19 (b5=media_asset/chart, b7=media_asset/chart, b9=figure_asset/chart) have only fragmentary sub-panel labels ("ALP", "Runx2", "OPN") instead of the full Figure 6 heading + +### 2. Pages 25-26: Full-page images with no text layer -> media_asset with no caption matching +- Pages 25 and 26 contain **full-page images** with NO text layer (only page numbers and journal header in PDF text) +- The OCR pipeline correctly identified these as `media_asset` blocks (6 total across pages 25, 26, 27, 36): + - Page 25: b3, b4, b5, b6 = media_asset/image (4 blocks) + - Page 26: b3, b4 = media_asset/image (2 blocks) + - Page 27: b3 = media_asset/image (1 block) +- These are **NOT caption-matched** — they remain as unmatched/uncaptioned `media_asset` blocks +- The vision audit confirms these are real figures/charts that "should have caption" +- **Cause**: Captions are embedded within the image pixels, not as separate PDF text — the OCR pipeline cannot extract text from images + +### 3. Page 17: Mixed media_asset + figure_asset blocks +- Page 17 has both `media_asset` (b3-b6, 4 image blocks) and `figure_asset` (b9-b10, 2 image blocks) +- The `media_asset` blocks have no figure_number assignment — they are uncaptioned +- The `figure_asset` blocks are matched with `figure_caption` block b11 (Figure 5) +- This suggests sub-panel images within Figure 5 are classified as media_asset, not figure_asset + +### 4. Total uncaptioned figure assets +- **4 unmatched figure assets** across the paper +- **8 unmatched table assets** across the paper +- **2 unresolved figure clusters** (pages 17 and 19) where near-neighbor caption matching failed + +--- + +## Summary + +| Metric | Count | +|--------|-------| +| Numbered figure/table headings in PDF text | 10 | +| Figure/table headings correctly captured in OCR | 10 | +| **Figure N headings LOST in OCR** | **0** | +| Media_asset blocks (images without caption matching) | 18 | +| Pages with media_asset but NO caption on same page | 25, 26 | +| Unmatched figure assets | 4 | +| Unmatched table assets | 8 | + +## Conclusion + +**The "Figure N" lost-in-OCR problem does not affect paper 28ALPCY7 in the traditional sense.** All extractable figure/table headings from the PDF text layer are faithfully captured in the OCR role-index blocks. The images on pages 25-26 have their captions embedded within the image pixels (no separate text layer), so there is no "Figure N" text to lose — the OCR pipeline correctly classifies them as media_asset rather than figure_asset, but this means they remain uncaptioned in the structured output. diff --git a/audit/media_asset_samples/24A2QUAH_p3_b3_table.png b/audit/media_asset_samples/24A2QUAH_p3_b3_table.png new file mode 100644 index 0000000000000000000000000000000000000000..c9ace71bcd68437dd26abc230a0037fc4f14911b GIT binary patch literal 88510 zcmZtu1zc6x`v(exARSWDt$?(oba%IOhcuGX9fuGErMpv*lJ1i31_|lz_Fd@Q-^~BL z*ExO$;c)ieYp*B1@$4`~c?nb`0wgFXC{!s)QDrD7SX?M5=wXB>;5#AVxdGsRi1w12 zj!;mzn2&#<&C|z}p`bPGr9_2P-BR{aKPX~LCI2?R{P3%CvhlkP8k$K*4G2ijHFz?Ux zHC9!fO%`i(grIdOi3N$_;NZ-#+eN`&AZ4en9W--tC)v!;&oSuNSBX>0Pf$;*lx25Q zQc?t_6|0vyl@ksU&Nnr2y;bYx?M8tQ;<)x-x1wB0y$Gn`J*2HJ&ttl3<_6G>aU-!2;7~VTN zZVsP%DyatAOyq^!T4UQ)Hw0!l3i|!7_vUk?ctHS{1dm?M>KRg3I2(da8Ys~gW+^8l zV=RA0YfmfwuzqYTI&_P~_QH#J@pE%CFO+-ZJC(fm=8*)-D&6MSNZ5P%3h4=_>&IB? z_wc;#SI_2;h&bGO7iJx27&UNl4G|qJo$#j$NaEc+>}DG^Uw2&|E_*P%wU`@%ednNH zIOLc9(eA75qGn4VBl75%_|KEtLt)&eB>@46QXZKflWcIjG~%ODzdMe1lTB~) z{`7;fH(P4xNl{%3ytx}0!M~znd`X>M8t$z^C0}$QsDsYOP)}|zAk#k*{cO8+ce+fs z(LScv(NQs42$`?bz+}d9{!8h==~fISgR?f?&bA2aPo#f*pMXT5x3I<=(%?EW*xG@|zlKkWf%1t+zWA)9dQ$8t}=9MBPc! zAX3d8ze0qB*eyTLn%2p;A*6(TyML&!r^kqNbk>KJ;1#<3UCk=u1`p>8{e`%QKh?2j zjSiKa^-K^H9^z8the~QoPOGMx4vE%Qxkh`#t&BE%Gy;pKR!~N8RP-t3FXX$rr%c-{ z5X*C!o3lFM&bE0R>vuo*$4}07ft?%)5lpz~wrOg5uA#1)0U2c;;eG2nHl~b4X}lz3 zuQ<9zYM&vt$rwvSJZj8b_zG4xWwBQYVZ5V#b#Ag)k)2T`Ra0dF7b~FKw+wEG11{L& z1-p%85`E_(WOF#3DMcXtypOqmb#3)$oy$4Fn^;CY6GO6d2cba+*K~Gcs-mC!^R-!$ zfA2O1SCXi@`WI#{JeU42^nO}`YF|D-Na2LOk8*cS-ww`univQzf7~pdx{*>qS*BO# z&xkP1BJFXPP!WPgwBAr;Q(XSqpx|fg^(pU4#7xEb!bAkVOu2%5YQ+9x6MV`=jZ1-7 zkpn|^Ny*;UXttl9ACJr4_YbFe-D|&_)kN>1C{G^lZy^t)0^Xj{u>n4r)Hkj=U#ycC z+vA|%;DaGq?Uw!+k+Bd6B%VqC{bmO|IxQXD=U~y{NNa_NU$tw8rl+T8 zXX~_UZP8oGIx{dN#UwE*j5m|iiV3-K|Na8366@IbIEWpd4<{y^oVDfU%w6$^Ef~re z|NJ~tjo0U)u`HGh=g$Gacjr28FAsk|T((%Jvb7ivuD3K0;!mzx*g-33;lp{*Di7PYIY zs}7{{NnAC2PAV$AT5j^7hNRpRT%4{eVwh3w2l3l2HFDt)^7y3Xmpl8NTTRoNJ)Gpq z@CxpJfyRe7!`RL6-5Tj{1XR>X z1I$QOvCh4)H12obz_lA}A>4yX!Rz3keTYPwxbTdV#oGC_I}+}PF{&?Qrp1obRhSIK zsGYIF%y?F^kpT@&`Y$@Ti+$INfy9rb0!Xf6doxnB!Z^=TXf{D|j*pMO+@9o-?Q%XL zqt36??5Vi8@VO%*l9rZc!x5Ov(Q{0V;o#tX7|phZKij^QqrMmv6npD*Kyl{B-_sko zyL;3oBK#ZVA^3~k-(TA+YB^uCFw)aw!~NMPO4C>L+6OzUm?Y1;NuCU+9B7T>ft5^6 zBjI%L_xFE~{VZyGS)Ni2BcjG8LX`H2_(vh+rs=QxtoivpI>iq#1Qb^6A~_UzL$UcZ zMF@C>QES~DRcbd{e1!;V>zkX|4YGGPM+cxplyB%ax#!}Yv|pbRK6$c3^APy`YJXlh zkl!OaoA7Ra6GHoBp}|8VhhnM8gR^f`32y_0GVGuy*FziFXd;)x{bPAAD}kUU9v;mKTRx{`}!kZ>%dkOJpQr ze0ZZ)=?jk-Ws6LIcSX|>M#+e&A-cTBM35d;ne zz@ud}$TxUt4|W(HeIIt}Fvye^GuSgwQG1=#>bs(kBUrD&sQ>(>>Ns?`g|eqPZ5F70 zI)n=!_gXIE@RhqB>~Te-GJkxAgVOdgys5vx`R$!yW+s3CmyWzZzh9ec z{ZT*q`;$3)V21qeZyc@oe{YYssjG(~Wpz0$xLJR%8}b!kr0xw^>xmLVf1{8_;Xq+o z6e@vEy0g0#Y`u7~Gg*APIV5xxibjr;i4@mTSC}{g|MHb3Zv^{8F}S5NQc_%wH%`?T zt_-WVPZE!BFZL;hne1Lw9r~)n=5m`=HJ$tV&4{abUj2l|>a!R25WM+zG@d6b)^Kj0 zPF!xgSl%Wg8xb*&kDr+-JQIOuHeM0%>OF;flhA81XVpN2Ub8NBIa-jzv(nl|K6>j- z?u&^r541I#?^@Da%*@vY;Z=e^c7!w4Hmf)zeQWsIV7d=_l4^bz0& z`?8AdX^xv=2REL^cPSu$WOb;qv!Y6!)+sE7H~!RVa7S&(u4H#ZPO)gRX8IN)?P?HKmFg)Kz5*<&+G)?21fWZorPVpe)R$A#8tDk4#Fn?m7F#W;^x`+kgRRS_yF zFO7z@KyzEqojyiFxDnz|JcU3OD`1H?Q>#yR|AqQvx`9V(w}M6Cy#MfA!Kkko8!dm{_G>;e^g&J#~muJYT)Yi@X$ZeuJuHiJ`ofK!H1PZ+Dzy9?2~}P41P0=yvwq*`YDJ$-n(B+ zKG!}-uyAme%wdO8Vo(9k-5nPe>sa?MY_>Q0nSy^nkofrm*l!q;IoFK7yZ`zDut$(x ziH54`&m_M&ThRV$(94R2#zDOZ$xP#aaVxE_&#$KY3Pc)6{af_kPeH3!s!b5#Z2yx# zheFlQyV8ogpJ`uccBHTqmxp!-tX@*E4Y}q~+-PbcQQM_(c@Ye1I4nJdKOt6s=w5#Ek%)UBeM)F{ ztw5!s0)qE7xXT&E=i%fP4&(`zaN^4tP2V$bn>`Gz94v&z@uQ# zg@bii*{^X8q?jiqUjAneRyBchb78DyrXp@qHG!mnCDGPUR@2oS!s*{tDNUVgq<&Ej?Oi0CgTyAaik4G-I zyrQRn#5b!s7od4{czrb7Aypho{gJe%r>kNg6&iXb`Tc%U5ihu+8tbJ9H;`uP6hdnD zzc6UFr-I9Bi(A>(t__r5LM(dX#Wt6~z06pmbZ0?WdZtaQ%N;SApau(vY2mCkeEGLt zz?3^0)E+rN6LC3x7k^zKkR7HPSn~~ZvCa1MEJY_Ld>K_@d60N zEJj0J-DTgTnUY?Io5Y1LRPUWZF;mAKs0RH*KlDI6K9KUeK`CtZsTkinAllq z=;+Yj(lWb9h#ljRZ1No#8n)TW>o>g@)0c=3QiUkvyq;z z*w5KYb6zOWFl2NP|AndvSc7JBafQ}|la`Y{P)UBWjAXbBZxt04TU|;utKF@Ro}+dT z+b7=q;*S=!zP&iW8RC|clJa9EfB5M9Wv2F3AnJU3W2ODY#9I%K75APr630>Xm!DLM zC}wWVvJ{H?*JGguXv&^b!q`ZO4e)qRt8ds8EH!~#{W-Hrq@kC>g zm-FVUUL%lS^CVguYQ7~K(0r_^F9fep2{|Hod~WwS9UV_wTLpU&QS-(m)kFu<00y!i zWz*iN@l|7B(<#$!LPFi&TtgoBydKM)6n|P_n2|q>Dgn3We8DGqXJC*j;2L$!bbb;1 z@f}a>Pr2ms(o@Gu0JX+#^V@6#d_bUDZ^IcJ>Ivsoe(s4A{!^IC5EqUJD-{A;%10E>jRmQP;gY<+ ze93aA*Pz!mGnqkZn4z?t!P&?&vp15Zr>Ez2X8BV3$XxXlmesN4nuI{HS$_#<9DleX zQVxbwcqg{dUqE%N3-DkKA*XGl+p*DL68rD_<=>I0${6fsB7%bNmEU)4K+_6;H?S&2 z1kI}|tddFw1$ULr<^Hkf%~>CSgpc(ER*20TunlY5+p~3!n}!|1i(h;`@xFZ7H9V{k zAZ1Yp>6ILQ#&Eh!CMcFr!+NY$u4t4M&Q`0e(uDgV5f48WLS~8N(PLW@(9ykY*&^+v z_*491J?ZZ!KV#Wf$Ed5T6AvyGJyhdF06du8uL<{5JEC5rf|7!fN7S}Cp07}Hd=$TF z2_0n`GeR5tcuu3eZ3cV}tD*;uj+^q*(vWVIQ8OGRMMdV>cUhhO$$w7!8EmF0?}wAl z$;r<=8f7}OfDgJp-PCU>J0Y~H7ED%qd{ZVwA)Wue-ur$_sfKZAs5;GB>hXewi;9ZS zh;PyBO@>OW<~5Yu)r@6kR7)Nm6Xt1UzHu~i$_3EG|Qw$cj8qL3XWihy0p5&ukE0*UZx9r zir3G|E-p9IvC6*0Sxx6DB%1+-^6o=g*07e$9z_zBB?qETu>~XmPD?K3XQ)VELliL| zx9bJbgZ5fW(Sf7fgfA%XhEG>q>Da61bPe=n2d-Wlhy1~nf=2gjVN`)IK{2E=EiF+) zO0Tw9`}=>`KX)H=4%~cf_C2Rn)zu#!ZVvuDHOdD5hafHDhrj(g zU|lph!Ic0NP~p9kDs{UGwXpTnqo`7C8 z5fwco;X^$?OXu|-xD@_17lp?)wUl<>?)|%oWZ1VL4W5fDb&&f6iD37qqO!8`KI54{ z86zXW*Q`2uyBxPqt4rA4Z&OVG#!5eCeqO)Xsjy5z{nb4^gRw%2b#xA*KUru!jPXRE5IGvb3|Y!-p6^aSBLRHx0Dw_Q62v_2 zs_u_x+#>aY`sL=v#ITz4;YNw-=(6>wnRtWfk48xoVI&zmE?(!_nT0 zDaFtvIAIl)6xf#&mil28;6yiD!z@xQz9t7diG}vzF0iqnzygpdLPA0Wva1bB7+_~o z;2gg>eBEvQp!~BiwgTi-J#{U08`X4vuhseM>+8@LCc8D3u32=IIDOysVckWecP7c9Sc zQ@{i|K=k+TzYiCzbQH@WFwpWbq~?BlmJYQWd!4P8A|olNjR_a5=Dxo(>3Xs>eE6S7#?^ib8kPEiI?z zH)duSd;+|!j=pS<=Mi&xx|M&%Da{zei?+o?d23vtX(4=|qN%j<#@16vsI72jX7|-J zUEE+=I)^DO!N-u>JzwYDU{n$#Ba;ZT*!Xx{0!$X81i2oxyc_O%W@ycy>)}#n`#faS z4(7vA_%?QY24po}Ul>B9xB}<3rZ#5%!kt|ZtlHqT`m)CMc`3`1;vnGF*06gm5-S9 zjyzJeD0jNy1ne)4vI->M1-y7%XICdDCzpeTSB>#r8v}_rbm|rW3uucOAauTgkWXbf z#%oC;BrYf)8X9Ig)r562!XqmNot<( zW>Zi)Sc~6~)@e zrJi9#CtSbL;Nc?)KM~sq(pY=ZZ>WiPfZ4}x5e5*Sdd45-<}9db=`lP4 zSWH10THObszyid~`10E7WM&s4Zcb7Dv2O9>(U({xTSPMv*;qXvJHqHIW|Ki(TUl?? zmm|b{tRAIXJ3FfaZ{A$(%~lSWPZp`gQY%auU@q4}XkNW?a7=~9`jHWo=9lJucEHCD z!E(_9Y-Ia<_s$-s5lGXah8)&}Q{pb_92{fgW3S6Xf&*J8kdaZl+|VCc=9!2m&)-n< z5T=>Sr<)A{C8_sb)4Mw!TFM& zG5&hU&$G_3mwn@BKBvT48!pw&!DEccS^RGH3iaH1;qdz*s{rA_QyqsJ_KlBjOB%d| z-Ga+SiROZ4cJL#4Y(dv@cY-`08Wm+bUsIZxIII8rX1brCspE>c7y+eku|bPSz(tlS zU2h=m7IfZEhfHO@$byn^7q&{Y$-FV*7a$!QJM+@S{0i+wQhdAy2rb?ZNSACA;}YFN z={&A{zueW;pX*Nqney<`TSqnUpsj~zF=s#HC}2LBe0VrwvoU{c4F~1l*-uzwMu2`Y z>mZI1x#8s-yasGJshH!C4O-7+qdp_M$_wJ}DmfHm0A0#9Cv>KK)ob!+rDahbT)-60 zcs^HS8?dA9hzskJuGe(9+@fzYFv*dLXxxLpwH?mr5(9w(fVM=t@(a(c_5}tbx*E8A zHaKOwB~@;N!kbZT1<`87Y>L);=UqUH&t8D4jfI7k&gYRg`=Z$x$Ik(qk~^I+`uADk z(D0zA##QgS_#_Z!aD3W3V5Uk{&cFF}GGgTB<^sjZ`i|kKH?!mJR|ueijV3f2Uu!BU z0qBTF=`QXLx7T8+2K(LRoK_Zg&tI)b-aC|A_@1f_VW|qSI`2&P_xDQk3gkhxbp_h2 zV`k7}H*%5e?A;u#bi{?l7I|5`Qu&H_O|L&%Dx(oYU5HQ$k6SVZEi?JimKI}DI1*wI z_xUq1pF0~fvwcq#F(`-=Zgii=M=|QIql(ET z!ycvZ*sa1!COE}6LL#XKg_LennkA&>N)^3yn9i=_9UT-7q_f-Z#8 zWsjbQ=KF`WZlG3@!ObWiTgUVOw!)alV3FHQ7BFh*O+0Osv$$9to80iWS2hMM50=ld zGc{i%bryZ5Bi<9Q+-DljM*D3jwA9z@yVy-C8W<8p%xxbXCP*W)N2~6Fs-58ae8`s6 z%1&Uy{h6z~`+$wPNoOiRkftiz39K()J{=0Y5?HD?><oOIgP*l4pCPfmw|{z#|kz3GP2 zG)TNXirn4e@D>^QRD}p%=^~P(=b(Mk|G|0$jN`gk` zW1jf|>4GXg9?h0uxz1s$$x;O^o#gJi7j373ttE$5x2z;W zLrgYc8LZw~2f~56OKD@BfivrVXLY9`G@gWq4}|ikPi@ziPoG$%fX=rycPsz9xo4zzG{xd<-Gc{iEaKii!$N02M*r^7QgbO-*fZ z-n}?l5kaLoUMvoUGye-3MK%F2`SW@Zb9cX)tG1$6NZZ@kc>er(cQa3p5Fn_q@VD^+ z%x80A{QE|PRsB#iwngx{fO1cg^H&w!?;9LsXR&_i`8DaE4g^)vGsQ?-)Ab0K!zWe8>7B4{2H8V903JEz?c$)IY!DuYU@;PeJU$*4&c*4cL zkmx?@p@D?gloS-J;3Lh<%!<`Z#|$t9Qh2@nz0a~q@3$lbZbmg#oT0bcJO`o=~S0sD@?!e}t<) zhuJ4*VzL8kB@snbSW+@DJk0d!Rblvlj;4MLBx81~sk4JckG+`+S$PXy!1(_^$4Ldp zDbsIhwp(tF#tI7yBZx@+2i${xfC2a&KxuWqyK)frr)rt`qjvmrX(=fwpi?zmJKY=x z;8Ec2sAKu}gDV|fF{m^a|Gg4ERW-Gzu&@S{uU@^oIop2v^y!TE!`=18{ycjE(tnop z?*87`$Vgd5WjKYagRi5bgFWFtE6(wpL2IH|g9+%`(b3VL=`_Hi^1OU07H|wGihs5# z!}`gu{tqvQc_Z$o_E{h`GA+%q45594b;H0i0JFLfHI|9 z?{r=3b6ZUgcf0sQm-bzk4`@F*m*n1UZ|Y;1tVGf&gevVi^1$$;hB2T?hiB{n)b z>Pev@B^3tuU*#Rfq@yzotL}6tl_%+588+bG+l8)>#_Qnh{7e3#ukH_5;;kD{_@AAU zSyZ$$k||<+3pknX?rx8ZJw#O0^OKV?1KNKtqBt}(6afKYrp2eFx|&_J6ZnMww{u~Y zP(hAC#$`l7LGe7@KurNF772lj8QlH*`&Iy~c%Scl?#_Ps@7jyV%MVqW51X8HC0X0p z_*|`owEVt51f1GlW?Qkq6-Q_aR56;o!={JS|h0NcY2Od7qty@7#&^`ZYzYamoD2o*6v)6yyq za%qjtJV+^DXRrRYHIJdLUh!_6Nm9=tty+pGzPvfgzVPPSGtpC5a4F~l9`i*WC zg@xPh(4bWtH^BUNIp+Zs8Qp`Y5dHT)W|{r_b?GV~q$tumJ3EVtX#Y>{fwTZ=sPy-M zz{By!krBoJ`?HLU45Ft<$jJXE#Aty$t}*?eg)Gg=$`Wob1eTF!fx*|Hl01y(pC=l9 z(40Mw+x_f3B1H3&ny0}VlVT?hbmE}!xl0xllovEMHoEj|Y;Lak7iCxNT(^&6Tc#P? z+S>A&1e1k|%fvJ4jto0)0yq!8y4e^cd^|N_D=x1cKu4*Uu>dd?%S6TQ1ZRZ^=bcNf zHXPib3=9c*a*1=@ts_=#?d~#c@244i9MJPvv6@=!r41d3d{w(u*3Wt{rG{+lG>LC2IgZ82bXu{k(7J0Fu05qVzh zX>L?nP8RjWQd=>D+^^ODf|@#E+xiyRH}KrRtxLdygSBo8?w`XwIXMA#5nSx=4!}ZJ zSEwno_#E_6YQOCfGJ!W_0dc;m#WbC}*UYATYa!QLwG*(i5!%(_HdAMYPQ46C2}Lh;tSj`)Mn@L8n84?Tc<25tBmn_o#c3{!tO0<6^DY`G6^gX ziRz_HMDn^5)ky^(q8!bK$wBgvOVRhf4zdxIkf^nppBfn0`|5MQ`>Q|x&#o;s1y)E; z?Hr2M7?BV{3YFjOt{LM!Q{yb=ma*A@Gntg^|F#~`)*X1iE_cIH%b z57ZA3XrSu7;{dBD_e2b*t+1$w+wrEVm-X6688A3|Ax-aU?M`*^+^@@I`uf_lKQZd9 zH_ROFe5NbDNN%w=RDdRs}8= z%;ryB@+%jm+JMJm)ZAlG#jp_Qg?dke60r*T7>>mteZPLZHl8oPBKjhY5HP&Rq*AZ* z%SW&&F-)QSRLXP%upTU;XRM(W&wp_WpCZ8Ot&;)nrx&nT(1aVU6dncu^6h{Cz;d|=V*o1w4}pjCWEriDAee= z&vyxM+KMnYgN)Xf!^Pz7C&SB_5*uG;Q$(xfc6de(DFKs5=nXWWknKWLMPq@$p7O@K zvB_cn#}DbuO;D62=4SBlYua1u><*V0iFsz{=PGpZ9?*&3gw8CO*N2Jopd`L2vf1UB zF4GJ0ZhecKpTxB{Qj-cySvB{+21CU3nDm?D5SWxP4s2})q6QjW?SlKAOzeO?LSKCM z3f5X7nFWV%2HB>3Y}&Q3_7a4n7qKosCZ#W66nGcR;Y+kRt&g5zQLed&i+}j=A(Nb( zGI-W$&j8Y@h)jRA4)CdUGN(nBEw zGL~>~jM_TZ^ABcbRNo-k(cDq~YS6J|>A&JH*_E8$!17PQz_lZag!BXyi57|FS7Os4Afy`APloG*Hbv_)F7b{fHiZvrN!vdQEmj1MIoC@bG~`7m7tRCb`sCJCk%(Y(ySACiL&w zJ-3+C*yeVgSy|x?g3O!w#gK(|Do*rRx)a49h)MgK$#J`w3bmYgV2j-{<82Ye$j=_G z2q8^C7@_aYD||=GC<@lFArAm5!5U_GM5y3Piu8q@Ql-Kl6Dk-*W6Eke(o96TxP@a` zD*0ujufK&Otc)t45wpzzd4&7R>Z;Kh3WrGWBUZ#mva=CiPN#=Yh?%4pTQRUh$z&Ivgb;GU-;1JR|AgIF13Yw4vunmx9mLeLQ2otnbL3li#C;8oe zBr!#{^0iqz>XXNs6?Kd>umF5^Gx}gDGhRGEq5_ma;P)0}w`ij(y zye|^R^9{e2^Ncei&AzBT`Nl%@GKCtZABO)f?8l?afc6Q#3$Vk(eATK`zM_9(4l++c zOakAiHQ|?Nz(s$?!6|7Y(^5wOB#Gi@L%XkC1qcVC7{^I!IAJs}Jnii(qT!}PfJbWW zGi#-!Rzw4=z|3P`z%am5`~%Tq! z@I?nAd5^yoCvTYW!~4Bzs{+x7qxHKwN8#dH@m#G^NVL3+nnM^Pks5Ac(c^9a=x|s* zwpuUr^&5xW%4Eu|z0>t&svmq7=OV-qy&nGOQ4>%c2jjAyjWZIrJ2{wq(DX9N{|fP3pmA~=SkatzyC z(Y`yPhSbQ0;Y{dQc)xrfaG9052ACBu67VxEk|8A&95KO#2)(pT8{F+;)}n`Etu!m* zp6*)QH6kLy6fS!x$f!Ysu+*0DUno2%I=`5Fext9{7JUD}qk&OGfng>%3had3DSP7l z1TSjPN#3-&*q|;wF+UE+En?}&@{jEInt|o08PwZYse~@BrZ+@}q#cPKE}e=oq~B$I z0qS*|rTH#XI3t^$N)e=XE&<^W^l{bbbs~AuHPSWHwAO;5YZN!0_5v zr9$;$iWiT;%o2nwF)3D5v^AlG(aYLSM!q4M9i;M|MGtVMAiWyR3;7XNXuPQ$^2#HO z!-*xT=8?#RD9)h++5*$C&7UG+`C^xP#D@Ys!wHDdE1GCh*QDp z2``U?bOd&GIeq1~Z&#=jfTBk*n;SAwn6O2p6c-jNfQV{|3FbR!UxNVIJK&kG_TJZ$ zlvCqUih#hZU;x)|9-+f{omM}lILQ+P^IX<7!rAD)Tla)*dv1lac9PIOY)ff15NHb> z?N8zpjJ&bc0?QYrA0tbAqaqTr22ZPoVfm$~>M^FW*dhPKRB_P1{Qc-PkpF(v*0lQCdoz&aNYN5kl@g6re#B^5s+Me>v^XO^%F2+uYvX{%L{bp5)SI0rOTc zGW`SaksFeRPI>=Qz+ujKAH%)-@ei;HiUeUdv`VT*axW@WX{TfHU_2eJaBNu1Vy z(N4b6-tTsy@9Lxr?x7i4etdaY;cH!#UmCxMgqSLb3D8`zkz2QBs1AG#gcQ`QNMW;7 zIsgG<4gN62OR77UAX93}cT*C$hg^zFJ1PX{y zN0nfqeMv;NU-v6qYP96ufnQ5fWUfxoxQha~f@moY_B5?eahFX$(XN7dA#3j-8p2S> zppA$K!6vh~zJ$i)8bZP-9K+d_9td_EsYq2=6%04S0j7T&Nb|D8!7AqOSjsg z8qC{kg!1EBLBk4r$7jN+AHH2;%`n(2$raM-Z6|oR9vYgBJ%9eubt<@+G8fuKvrUqFBkXeo(7oujkkFk6(dX^QK!X zJzG(XW*;7KlI}JA(__(n@rGLqb&f7IpVZzqg9#3~Cn&7?d+k@S2QVrq!Ecg{7-N~F zL!p59egqYc%eY!g@>E68LVkimeKz2aNDfRTagB`{VPYE{H{X*zenZ=k&obt^|* zLqCyCps75a@zR9dn#!dsA&nCUto0xvry`ogyIUh8w^_Kqf>065zz_lzKlT%86yd1( z_&-&OO5bl&=3?Eh?Z>*^!m!idWSVm}z0l!}@(uEohg=Wa>DWTxQ5GF@gUTPn7p#F<6uyp_Tmxo zOttwb=(HsYOOR`&G>kmQ_D@hMdhqt{Jpusl;R#%_7n)2Eok*{M?lopvxi#PhI=e@N z0%o-sfr$>_gKtKnAKGDsQXUc5U=}a%^oHrWP)bxJXP2YFYim}_`N0_k6Yv6iX@;`F zJ!MX(oX*UTJ^P7KV3aV>tg(H^JY3 z9aiYI%61f zy+1TM+!Jp~n3Z+ag$zo*wk9%e!x#|bgn4M_=y+TYh#KHkap~v)XG%Z`yjITGj=-<^ zn>?EwZf_beK<$%RCMV}apxv2B$p@Zbphl`cdCMyqho~~X(O~pvPn~THvzhIy_lqJy z1*Ak+<4bkR9e{=suj1SqbTQ7_nJ3;N0-_%=zd`kfz>-R3Uc2BmsNPtS>4ejE zPTMn57Jh9T8@ulS_qu)*3tH*{au}_cPLpotIAnmx)|mf!e$=l;(K#ll&%> z>G6EdUrzpTq~N1jFAq>Q?nXj@`ci|NrxAVdOfe?Xkm_-`*$deM#OB3F3c6 z1a;u-oT;{&CiT8r5%_&7;B$A}^QafXqmuyZ%Ktu2xEPP?eNIRSd=;#tUfp{jBQkOU zqVd1%KbRTww0CmC{_q?d`|A4o|A>HmVC<5YjZJmb2Z*l(vO)jR41gJ#A{}f%;0*`* zt_axD|NkoIuV23is`3fRV`5?e8?`|>@=Ri zxA>;7zkh8Wh-HADcfUHygj>tUmwUXmkE^N1>webT-Mz7y?o(4$B`YUa8vf!xtMb~U zHyW%8)ytQS_#$`c=)5PlviowLo`b$(t_y;r_9%R zT5<|z=A#}`pS_8~*t)t8va+(eFMzIV(b(D3#T7;Pb$$;Q!582mD~+$mX9+wL?$J%9 zx?tkYQvB10!=XeU6b58iA?$nBQP>@d~hu z)Lw5&u7OhzZEsnB7X{4Lu{hRSm7-JsQ8EjBF2FuH-%+y$@_c)Hdlus-Aknc|sum)Q zfT_~vDBIkhspQtclKblA%OC}9>81}@A;A3xl;jhQVsZwSF;>PDf!`ofl~MpTy*ZpJ z13X%3@3Eghzu33o>Knxfp`iA{&Tzc zk4Al1p->tcnxFFz4-cSZ6DR<+^v^kgKDG8L_qsoxsbX>I`#!kkz*Fn>ii?YZVIM^H zUKd;p#6EF{cjgD}MQ2}lSXd#a9Y087z#DRO2`p*@79M}jYyH{Gk6SwlJgr43;>5v0DJrz?+*B@l#=`aL)Q9v`*1UV zTBk=)LEvSSUUO_n(2m*-C1}3}Dtvm6cm={E&TSUqEDw zl>X6RdL20{%=d9+=wmvF4Ogt!z@>%0ps}ZPgs65Vi~{Y4;Ak@pj4cC8TJHepR>Qz4 zSXhD%h0p!0Ak$HZO&l0q2)U7^e}>0Bi;M*6>|`GZQ`3(pl|#eCG(0e1y`{tU4vg&w zykl$(LN^4x=)hZ#TQEy!KfI`~gxr*Y?;mT`Z|Y5-2k-(u zo`7au-DPV;v?*0P`3ZlZ^8#@J-G##&%y)cXc>4y}<-lWJfJYez#tsdM#Ue8#8o&)8 zr68pzbK1_#&$YqB-Pf~QX_g0mcRTAkny@N^DQwM06y^dwTv#r9Utd@g6hkaBRBC!M znB93CJ$y&y_2uiPyIXXiI*_GJF`)hgHko8Fd;c?V6U>|_iuP`T z0r5alS}=i8DH_uUhO6IwhYf@KrD|OQ26YP-fU$l{cE?D*2o`KX5t#tmvSHC=GT>T2 z2Cz;mm#T}$=h37(+X4RZv?7}W}AY%lKVc5&*S;CXBpDWKFDB`ZB3T)aAT~< z9EcjjY4ir95IL8{E-dJjVFdy;85TFWmsLO@y{V%Va`Nrlz<_KnMiGn&oSeakItia= zC_k*3DPNBB>XpOFW*`W&%vb@>D@AlEtjFgy-C{lHv`&C)W!Cxh2AHZo52UddUv-6p=NZxJPD)VuWN+;yvhGQB0XGds z!XfReS3;Mfjtl=krrt83s%UE)rKAxM=?0|)rMsj-x|B}oP9>yMKu}OXKtQ^ryIZ@cMkd!;{ocDb9w+L(RHRqUPJT);gBQ%O5^9l;;eYdsY120Rmcc(^SC-P@{%WZf- zbir!H;)4e)nRN7VBVeq6ulwXSuBo!TJigLrFL2F!6@!^-ba0wjT6)KO>&A-$TzJ6% zUIAV{`X~W{dt^;fC9424DGxvJZ&ZW@o8Zcj&~H>U+}sIyI2w?*41?ZR;&*sKBSsSl zqQ2+xF1utYzf|g98~|Z+dBLkNucGk-+=#Hjw0oXzr{HR_XZuhj{`M-3*6CgvrP3)ym7!K`Ba}yh* zfFPa468$Z6T=(erG?yv(bBw|u5-lIjQsDN#iChq3E|G|l9C6Md)-9j;s44Xm#N3LJE&ry%a?c_8X~0YnWG8mE8p070YmJ5#Yh!}Gt;X&yKJKZM8L_mKy zPfkR(Rbh9wm&XLf>C(rCoaPVcGj3;Tp$y`h1o-{_;ZutyTVK$;0*P3IS9 zZM=c`0sON)cmb~~DqsmiU`k!L-y{GH&gmIx&13ib(Y3-ggBw1Q*H9L+83rHeG$Ro< z!O#VLO&$-?WX~IFKx+J5+h?4CHgL8Bs}9s*d?AnDW^X7(Y=lf#037GoOH8Wl5j!O2 zLFmN>HU1CbmzTj{YzHc-nH6t+qZjEx^{0BaA{pd|A~S6_c%W+w^J%&x9J7&kw^EHf zvG4u_cWG@n7#70{Owtsd;7$oh0GC_=vKe69%e10kxZ|+OKJ0) zr|LgT4~<8L(|G!!`71gsZqs|Qb%zB>34KW^D$4uWGa6i50tS5XXIC;v>f_@`1ram$g$lRc zE3{V5))Mk*p0hIN8w=DuO({_D)#a0-zF6xVSyX6QT@HDj$o1d>RyBP~w(r`JH3=p} z)5r`HoLua4p0%5{hqT~{b6=PO<0?TIFavUcid`@?W=sWvGN;Fo4kmg6)*&cZGtpmx zQ+-z09x@tk6A%fSq`Rpt7m78|E2{o(4?}i-ID)ucfVRN-l^pEi`Oj#g!~&#Md{}w+EE6bi(x!vkSV2|1M;2 zIb*C;8PnRnkHkTUCOyHPPvh(9fG{nKLz+8i4Wq&{pvae(=2jjV25WAESx*eKcaGp# z0Tk`m!vxS1W>DxyLtRl{5&!1NyUpZtCzuNH3Ta;E(MWe|Z1fe$+tJ5A%A=yfK_ern z643u!Z_$GeeYpWREtFdhoe!5}m5u$|6-~bUHaoQ}Bz(;e^MjFC>p+$WHd1x56$*ur zS3G$f^K^;HN2MqeARXy1-_~y&GJs3L=E}us9HqJ$wgNyO62~GwzYr!FQ+nvs8qshm z#HG=v9r2ooX*qGe7&Jxx+Oar<=1a1uIApd}l_y=rsG7|VA#w<8XiHHd&Tj=i=0yGi zu99nz=!Mtv(QM;mbZ>?sf@OjqNh$FINS`HU=e#)2d@Ob(GB|Scj+|;?mBn|%NjoF6 z>&eOUyup~Nm4djq6-%XrE;j6_(ybaNDZq->C9xuh1xbN$O_VOcA9g`uK-%9TQm&=_ zre3UN0-_j2hgK$$TPuh|BeAjJltLX6lC$)j+;-+S^wF<6lqTX)s{kqx*$&0J?k_e8 zCg;nsNMLLjj`BcO%B z|CS+@_YSywy4nWYD)3rJaU~l&U>ZfoGA+(lSY%LzsL23==mDiLX&HlZ#|rjM4d$6g#7lt5${rdq7lx5gAXh7-ty&VDhrCd=7(jn1#O;tx}Sul9m*3!&U~p^I*jc zzpp9MfQWb>p(-LVl~HBsk$!|S;(3p%$~By2OejZ$IyyQ#{XIMLvO59TL7Gx#pk>YZ z@nF;_cfg8B9bcifD%tIT&XZF}oF7#@&U1Tga@_2p;4*BC=*lt^m2>t>zq%%3@_B?L z2K3AW+6*A({+iOExA1n^T?vtr7BSAYIDT4IYw+0Hft}^fS*ky&iN8}P3;rITN9qB% zpJY^6mdVxhKg)+p9V|1Em`Hr3Ev8#+eAzK|7b*=*Y^J9pChfsAN_7mhglcRf#+R>M zK8NBuW`B1vQj8k@O*nu?CeEKO+49nxO{O&J2;0M;Q2l1y$% zfA`IOa=gvMbFcZmuI94|^OkH~;`Nw^&9$}9HcJ@vhN5vS?7@$vx=|;Ua3EbTU>vsnT^EN0%qGR8nR>R;0=q!SidOHQh^oUc;Fzudh&(jYqw z?RLAsyQu%oYhp}JpO=|S$Ix*w@G1Kj2@edGI($JYVgdfz;hGw|S#>R~>;r(~!rR2R z*90Y3zD_y)n5KGYal`|j;TLDW?{|A=bcLGD28}j03cK+=c>mB=eY+_W*CkC@I;*Yq zukXeAN%dV_wsHouO%{I(mGpW zmN@$-clRM!Pj|CMYO*y;lH7kYq7{7MXLc_VLvQGkFhX`FwVysbv=m6T?)__n0}&pk zBNA_vjy^DRBUI0!`K|K7=*@3J%9U$+G3qt*WYXu1K>saFn)UUyzYqrAuI+!`kBJ<+ zI={*T%I=>Rg0k3yEPPE3xu-@h`!eI66JLKu#HLA3g>YxUcooqooNMc_$~Qn3Sj}Y;tn)<~u>C zw1fwbMsm~9+PdBx_=}Clf3>W=4F;!ac~I_>5JH~Rok#lYkfI@ad7~&i!R&;o-8r92 zMgJGza<-+1`JU{dCciY?JyVL48Flw14)nxyBR0PANXU4F21kl}LiUXADKDGaHH@tm zNa|neh9LK31`W`9;G6uNQ*X772#s}H6a^u(-UuDeF6okd3|^8@Y{WRdfQoqO-krT@ z^j;gRop&0o396m(2S2T2PzJur2gsu6Q9YO+v1!(V5&Os%p|MY=fEFhVnfQg5#0)#> zn;5JUM2Twqg;2H!q_ssAVQQ{{H4fESf0Eh)Cj2;K&ORU{a)%#Qtd5VBfFJeNWU{X#ydgDUrY= zT@3v7GqFFccKb`dZ^GuV<$0Wald_2wIqIPel@FdTR8~H_M$S+1h$dwu%z<5S%#Ri#s zVFUgIl>7xb04i-i0Fdk-a~~H?$B9Es>Hr#Zus^YqU9wf=d0AWW=%NeJW-@ zK+3cmJs;UT!y={e-i=LseFk(qn&vBf-Jc8izEpph?yU<83pvPLf8GyLa3hVfjqiLCEScS<(j=a;(ikH4VQ*^FT$(b< zCrA>7yoZ2AkNgYKfI~xlFc-Ul%RcTtj^E#7eUKMCh5(?GdI^)P+qIC z!@|M>`8OePoOmQy@WAJ}zFk#Ow+U)9upZ9dLqx5H=1=NTiE!`N$1ZaB587|>k|%KW zEEqVKr2=CB2&am5l3Yr|*hHL2H7l-OqJFI*rVFQIj4YIBm(||CMRX3|>)kmx%G6DG z4?$20Wiw$dnkIZd5P(E1#%;h}^N6w320>=t-wGiel~fP5Z#&8cI5&fPl1&RBIqaHg&RDhld6DUSLd@5A^p- za-5%?n)dF%6l;x)&by6>?7m99;STw*rhHZzP?};vB>UwSmVGF;y_vDqRCCa;mk&@{ zVMGLokTpfD1;WwN;zD^uk=V^XW>WtJOf`m1(K4%X7s zVWPr5K61w7=Rrr!p+lM~CSPaoc35FT7V*8CzfmQ3vYPJrX-gbWD#)K|=eojkQB93? zd+xjCZpF~q-x<&E?!zJ%CEojW^Wu1q*#j^XX;9fSGfg|AFciZPIV?p`2N3V)k*KO^ zYIcTW(5KUdV@4`CJ&452Iip%znA%+68pmcwZ@tH7&nL&o2gxp;qXu)F%^cjgTp*DUOEgzrfF^eBb^4`_?O>}QDcXGRa(YAc2 zVI7jjv&M^DLZ9IKsqyjmG&`Zjvf3u2+0ACE`(e_|inqc1gtpG~20tqUS5~T3p!6DH z>-^VsihuoMR3&}j}-?FLsj)Xl8@+E1XO|XBK67xMrVf46#hN|AH^NNex zoBOd^>_ED}g~zqC4(SR}+6Y&&fH_G{%DdErkWiV+N)HuFlF-qvz*|`56J`h76Zsln z3`Np56PR;_eNOSF3hcb>NDi7caxrr4?8LP#a*p&m%X;NFF8gyFM4k)qr{W^Ck*3EN2gCnhwXRhq^KFG+qPMt@G2q3-7! z)U+-1+{XU3t|=Q^QX~Qq&%k?DUDgzP3f+i|Fe=F~cPAG?uhZVT3QI@*mcKv@Ccl=+ zp}Rvsu%usOG59qv4@&;c5M!}9nf#!bRj<5L&WxEuWcc56s^&jU*xFmpbpMhQS!(+Y zWm(FLUlXNWib62UM-ZM6yF*hrhFWZIW8?IV-(?3F0wF2*hi;%2iWvgf*l=yN>ID&J z2TQA;i`HvOIT@#aZjxLX{ahec(yMomaA|9-D%H$(aObP0)W8`DKQkNYd0u!iA|kAr z?uGggpU6EK_4u17Q6d~|P90Yi6D#&UR>Pn8jG-&N9R_Bx{FZ_s61ykGVynafm zOsn%QHT6A~?PuBN1$0s;oSd9^cCif&YdUue=xE4yKJw&#LEGHi9NgXEMw@!@sX=0k zGd1>*CD((kAG}Lli}mldO}~h;AV~+XgO_pA{l8y~92uVjD;ENUOp>TC>+ENj!n1U& z$iIU$7`o$wgNGy(*dhq@R4vkn#I1F<>-!ykU(s{+k#W`4OQSmgT8@R-gPyVS54O0v zUYpLk$!;U;+?Ceu^qWY2gLb>2xTFg6;MC~WDxBr9q44Dt(Gc`_>iM!P9p7!; z+Waka=S>EB)#7Vl-B8>@PPNd#FY?*8o9$F`N!a^D@sviGlZJd;f1_?&fs$N%ji~bB zCV;z5jEdNECtn;X`#-RCs4*43v9TgKZ!TrWN5C{+u00sDvwK#vn6IR_KpYJ(z$6h< zPDZACx$8C06-2u`v}!(+W)EGGP*j99ImY8$CbDSD%DS-CqP@92CB)A@GBAVk+t_cW zxmK^n>(5Sz0er6;T`ix!JW82z--0YUvUz^)Kco|NJHetHlGWpTslCUNaO3fdemiF*4cxaTOxyWg+Uj1pl7K)E*l!J&@42h`z z6an+WoX`%ONxb%#vSI?#>QgZv~@eYV0K;$b|B^GT#h_rGEsp|ZLs zS@vCBl&{{6)z2@%{o=EioUidFXQzmDbNx0m06>}O$F#h>L=}iio7HRctq*TISOPgnN`2?6T_$|=hBqSCHnvRPefqFIS4IBi?!QWs@Gd?+9_kpD zrIS=j?RLCK9s80O)l9hT!M#M#y2aWZ{XA4quiFOI8gUlLj)SC zB2rZ` zNCeKD92~%K$noNi7^D-eQD2|-+;~xMdW&n8VaE}FMAVvsenPPH8AVTA4qsoYR9FmR zH`wqTNDdWJ{NGRh`%hnfUmCW&vUe)1*Dtf3E?Kux*jKER{r4$v$`}(^p&6^eJZ{xd z`tHmB?=iY?#V*A)xUPEqE_;mr{{Ha&)x|F4CxZ2q&-@N*)a!qr2A-GG5`e6icNFL` zwDJE{Ms{qCj9M^|&oq1P8(QCMV+s84kFwmo>8hi@TwWdyw_KfkY0Ty7&jk{NO|d>L%_e9wNb z{-Tw%O`4pj|1c{3%5V{qP4pW)xQZPr%|}gFTbC|yEA8g6`Q)`N)@r^|!I5+(drowd zN)K`w?iY88=tx4DpTIZ5H{;i&@6DRXhkIf=uN`B~zg%P0CXx8oOhlx=A`;<7!eVBf z|Af)!^0cg4noS#D+BD_EH27{x#KdHm zZ>6-EnZq#-Y8|Rtk6nfoL$hw^2Hv64B$?n5#(n(Q;Cd1Bw&!z%!A}NE!N)Hj(bJ#w z5kl9q$_@n*`U;|_c%RdyqIVq)T*n%X17#@Ntl zP5gS!%geLFJOV~o)NIF)+N=<+(%OA&JB`;;LXc%gf85zA6{kYxRP-Pe?glUnk7$dK z8#eewbAJ_Fw6LX?h4}lFuyxe(g={f$NoG^tCx;5BR}%hab}7{9?X6hP8}*1L)2P%H zYx`d3OI{Ov-KT}_|BEFeQd|>;e#w+%Sz7a>uNx~_D-vAYQ2m+?A#6%dZyr)dp7+1c z&dOrdt<2+oAN6l(3rKv3Oyq+%0XYyJo;-ZTqvh5Wkns?Xz_D)D?d7#M+tdK(+;qu8 zrFJ~~2j5)9Vq5FUZ$l1n4)FZ_yQz}q=HwzV;O((XHc~^)+Z{y_63ebfJZSWT!)@lk ztjA(FWpXA5G0F}f_o(~#^L_@EWNz?gJ#c;9wuk(cTF~SuJnm;>qnF#ZgF&tX<&!5S zeTCeb!Bf~BwV(JME@9EnRXGGnK?1xqD2qvTucle#9H9T~H4i$Us*iMlczh^#AQOq+ zp+!cYoi64pvN7PG5PX4`PaPAEKGQf0{o>`5ehS&aPeOdZd(}1`eo#)$!1?i}m7iED z@aOF_ zhI)~eiA-XsL^Gi&sSXQnt#A#CfpU2Ao+_l`qlnpB%#uSW8`8We6ZqR&=;gvSqE}#8O z_)3hljEzVY+_JKiS6KE`%O*c)MhdmE8;_h^ucJ3nl-VDG)_(p9mkjHjZBhAtU}$Dd zUbZwbCs3X9`;DM860Mqk<)5Q`jjZO4xri7`RVh^@-IkRNjb65$WE+uKe^c5)8Xr07 z9V{&R^}f{yKkizF>C-w^QdWCD@)#Ylhe92RdDL+O3|}b?K5DrfYx0ID>*Jf#@aEg{ z?Uv@Y9#JJ(4O&2}Ki(j{L(#})ydCPkJ*cRd!RIFZPy=5lDJlHy(~}RF)Fgf3kIzfa zmpa1Gf39yAs<%Wy4NICzd~QSzP2NqXxov1b8tVM$Ty}P%n6KY4l>b|XbU)QX{k9-8 zk~+$nqKXRRx_|Q(4f$QujfIL2++pcuNT?@hK{I~8s zogTwH!^Xf2JWbhL4>QQ-?oES}& zJ!9$V6BM%`q2~Pxc&wOHdXz^d(_Qk=plnIRgf7aln4@2_6GXelwYCd|u}hHHAc=;1 zuAHPhpE-48-Ms816@u=bdKa;RL;zRJ$v>sHw5QYrlY=G#8Y=Zqq7Dwwx~{ITOCr;- zg8peH58fwV6Spn`XnKc?(?loaW2Qwjow*3NkU{%H6urFblz z=jen1>LCOn`RafC+fP8!qAVkA(CmhRB>9Ph98Tcxk0#XM$_lRR)R7iVlr5u)#?w`Z zC=#mQ*|Ce1;uVaIYsZ@9jCvTEMQ7}1HXXG&ejL@PO8EH85)>91k-olfroF9?S*omW zi=^{dh-d{%ga#oaQ|?mIy&-Dc55qCgBs_qc*XtiMGz1)?P^qIIREtcpHx}4%+yzeV zjpbKxqo&Yj-QvA`S|Y(PtdLAye$mw$0R^9EX4Q7OU6D97J)PqRbEqp*x_&QWKj`$~odfb)OQ-=#^ zn!!CIeoYy0l;kl`sjr^+;YhLF#X5vcwGyP&Q~rr9;FxW&3}8p>WT>K z8eM#RBJ}|kPD+}fFqZccYP~8Mp79D-Sv@IlW+}h8qWPuZ zOZ7#J*a=0*G4|(oq0B)d4W9EnHi{Y&+22|mbrPle<_m+O+|{;jmUFUIkV3=C6cm7PCn$eu{umto&VI%6H7ZEMRr z;N;?bt}$rS?Q}MFKV=Q}Rc}&qvW|0$h#s`+ z`PQanm27z0KcE3|>Z@N2d2qK}q4*xT&OB2J>m0++g2_f1VkY_e_<2c*tPTmQU_rav zF3aDRq>5jUD=I6bt@3@YT=x!9(62P6RS&jVP&+qx$1_{%;H#65K66#;U1K*FjAlMm zG+R5eT#t9r-ac33I#>Iu<7*z%3<;iaDQDM=SHfJYKkjcwwGQk*s4wXn>#T8veM|Y$ z@4Ws{lhFV4hv>Sy^u`&RJ>g^iD(k{Gk^XX}Mb^r1DxxIz^Pr8YciRc>!EtA#F?M8Tdz>8wO=%Gw`ivrb?nvI}!1OcH?54YYjOrcvG|vK@JA>BYO6UbDGzcrM8&!lsPQEc;encIf1u3 zL;RnMr?IEqeLF)*7D<#>l069s2EHqoo{+whHT%qiJQ0v=wzwTE2f!U`KEK3wB)F!s z9!pY$e5djBBxwdIe{dbP<*x4gc*~XC_c}_+c1MuM$Ioo1m!#KPq}f{v)3{I3_C$z5 zi2aHyG+|F489h#k6$nv~oR&jQsLu$g&5Rlyt~UAng!s`~W8WxY$EHTE@gK8Czejoo zmF7Y)WZ2`8_gu|UEd!R{HnoLNejl0B<$Xb>oGkny$3$zdJH0SgO@WE1Ace4qB6)`} znf)FUx;;Uvcgv!0I`uE%_BH=;n70{jA^qf33wc9bV3blT(XF7|R;0ZvG=ks|FXm9H zM2>kaW%g|2r(#kby4=WW|9cEZl$N7IN{8H%)CRd}#+RS~yiqLqE!Mx(AR9LR6Of0~ z`7IvW@LGfCIQ4gDUDk9X1gL|^^<2+?I1Vp`qldUM+y6566$fy{v{Fgy` zDdzn5Di-z-oXgoPn%S@3_6`+T^7x-yy-FiE+CjY&%uHH?nR`_`d9lG4D zq{wj4j|pPkYf3*q`Evi6G`exKKA35%Hw`Rwn#9DPOTBaK8}Z=@M5E>U`Nw_zO|!kATtB5J89Y1%NaZ!y&pF=@9lA11AAfdR9MMK|P?V)!m1#xdF(Q#Q{{8sfn$1tX zEP`Z{fg76D#*2+pw{L%^F<^e4O_%37NA;DZ&bh`RLK=bo4Mm7>j(k&Ai4ZYqu9Uk26Y z&&H#VZ4``-&@IjeN3>+MT+}O-QlHwzH%p`cGM;AVe7`4c93s~r5s5xW#H4{=Ugz>B zB!m`WPp&wuLm{?gtU$fRBopV`RJj4m!h>p?b1cGuHPT&Ab@eguRZ6+z%KJhk2b}5U z3nTTp-V$_dH`j5pA0RLH>j`&7ezABqJ7!bvY%fdd zSZg$;(;o)bWqhQMIBVcX)b? z%}pUj&32`>&8$lih(vcG(|VwwqIqFOsp?g(CYfwoNsOs*XRy+a_T}oW{aZ6n*4@E) zyz<^q(|WL24okHBL5!_Zeot4I{5)~s9-6sKHG_yU9vYRHhu!p$YJTL4tMjU(*Mb7i znd#=Oo&iK?p*r&XjK;dMgJ-h z&*|CN?EB)G$B)zANKs=x#jkaTf$QGxEXF59-wP2iinxzV&J-p)2K5z3j$j+>F33%1 z(Y+Yh(wUUOw!OT{chTYZ`wO&=)>cnwbMB)=K9%fO2F31O+6I3mq`%d_tca_M2B3H& zCiUo*+tr*qeJCz;kO;*w&z=_k_7{?^s9UHs`J7ZHkJXTa*3khPm9feQ`(vZRbks1m zJwUy1==94s{s=Ic4W-uPKcyB`V^luco9(Z&7qS~p;~?1Wr1AU%!^={qT5|C%9~eMy zlk&@He$T5V*VVIa=6$Eu;*ly)VbL#aUG)PdkPmD+V|9`}fb-TOs%|bFX?I7nlIDR%(7dj~ zxsCF|p#$#x$T`EFX)^YFDLuS1od;oCO-K5hvYa@V()Yk_lXi&wkJ*4@bV9A$DsI^&)z}je0?Q!cJa^43oah}HsRV9RagxW6m2?K0Q0S6j$ z3Bqj`e>x)GJ@%}yQMkhH>)Xf3s8$OhIm&{E^rVW*gt{b!^ z;!2dsy%Dhi0S0j{cGJ^euyaZgq=ugu&>#cuX{X=vc-t_Hh%Mwff*`+uJTY#lb^sIG zA_iv^L#>{%)N-@S_9y{w0J~%oC!)t9G+|_3mh+|fQXvw?!)l+qQZ#D=*~K?QM3Qr% zg2uH>-5(}=ze)styU=L3t1gZK?R9Zz97j_HQCxj{())m+JHcbFe6EC>q23k z8v$1~PJ>sPhtuC%2D@5{Vf0+p)7IJ7q$yn&FRs5^TKt)UmQ?F|HVNrg^v;D$fid|H zA(E6`*=EC-l*9q#cbK~i0*T~Zri0D zlAy1~C|F~Uh7)8V{{9oDVq(=pu!IjG%= zFHu7uMR{{-4X212^o-q64&l>|lf^O|leEst$;re>yj4ylVcJUe>!1Dc53jQDtjeU7d`lXMgiaz~j9`v z@2TrHs;3vxIYpR6WjxNJb~ns?k{+=WlljNiG?moAib(D`a>6ipc4VVSIIPFAZm1NE zTxA~PmGc7htuG8&rSUKgl|HE_aTR!qA8VSYmt8K4XoWhyB?BC&+jM)aor7f%yO zTnGZ7=s7Ndj0SVgfr4ahBh!SUVE)PsB~?s;`B_*_K4Z$m=oyKfET@+nG*G3ieEH!( zwC;YaDYcz=HuVMpbs1zhN(EYcTpZGgZ&Qk*F1~(M*SiL^0Pyt@gcUp0?{fn)Qrim8 zO0{{!_y>*-B?a=D)AHNxUUaGA_t{pO2?=i9yOIl4qv9UCw^}uWWifq9_GV)~=S^g* z!IF?W*E-AC_5fr5t=N+m zEp2@M*MRlQ`#SX~5YMaCeg=n7-20NG4WP`r81Z!iHu@ApP}Xmh=Gw)&S7*b14!~Oj zU>g(^ghSHO%z~s+3+$V2?qv|l{#5qsiCke&h58zP?vaxfWiC?7R{s+ubq{JyikPQz zwjse?BGw@ttCNb#roY^tZg^9x z$nU8}6X^Jv4sLynNsbRyOh;=>&+bQ>Ta&YD26Bv_M(bDV+RMLX$`Y8%!%ztj zGG6yPk|r+z5a^E^Wx539DO)vTAL8Y!&m)5zXq1;HJsI}S-XU|nBfgbuR{%mt(7VZc zmqvwom$i@rbl)kf4}oL6W4x-hBULjzw1l+p+eec1w#cLo9X7wv0cVNPq%dyyc!eg6 zsU9i;U8AD3xVpqbM7MGQT{|wth}XM~awi}K?vD@jv1Hn=KOA#W%{N+5XgOp0t~T-d z(eeoGU}D@lAkDUHcm_%N#;sBZM@N@u>!0ANCt}uTG!~3}JDg;KTA&8$^?PWbU{`R$Bi-7P3_d)=HHu>4~+y45V+YFK3T-ZZN0s!(V>F#^id5>fUq&-q+9<8lp&GWua z?@JU8Mj17g*nHz)6ts?41@>xBUZUEsc_S(@ra5rDlad^;w4;63@q@F1+GA zrV2b&Q!A}(+fs2aQ1e|9v8N6y*{1JJ*2hP#xvU*w$W3*mbtb%^*VrK2<+O@|kdI91 zfJZu&iJ@9dU%E=ZX1^wmZjLd|sH^67eeyJ=dm)aw#qR5!Egq?k?QBZq9I{d(Cc0QNLr*qf8tN$3qcK3(B6i+{5GTvax00CQ3oR>e7K*B!L z#ukuDY_`e$sMjfx4-?-!5PPKZG(hu?6Tu#YCXHpu_rGWJzO2G_XG7E!28_V!`8Q0} znN%US&QwMN5)(Mm^WK7nKq|W0>95aVNhAOUPG3|G4l?Qn=Bi!p`tBGPlgUqcWK;V# zYa)a_$xQ&}EXHn533j^8`R9||5IYkN)e=>&UX#bid=}X4eC5>#6g*^S!FKO3jxaIU zI38SlWq2yxAZI)K_DCW%M4eOJ^K7uUH(c1|?jWx3qk8Z4+bmN=9!g7Y?wgU?>mbU$ zA$=-*g&2D=P@J|$--+7x)gz{F345Ltv3lnPnIG=9bLJT}#ISbMj%R&hRsF7JX7=0x zuI)QIJG2yjJQ7*kH?d88PSk*h5KY9=MwgoY`1L1dhz18%ZICR%t5iFq10`u6i9`jY zRswTEz*^w1k!@W{Oyfy4#6(IDL>}JcY?hWk$Ekeyvcz3yZ-i2amT;p>z?UKWKI_iM z8h>{l?=@DKX`H5Syq~sUmnPKD(1U|-ijfRqAaSf(*Wjh)+-#w;YM=Qc-S>Xh@l!~e;=t=hVm|5ikEWpFEK}x$( zt<#dt*X92EviY(E52-ryrn(*<>@27#Pfap64rm3N1cbhC)@+q5)Y974Ez|mxpdW%0 zN!O*(S#iLw_#8n==qM|(H7;N7$MRx>r^-t*aprP&kE(}EB`{O^zF&RcyeUrb9<)kc z^hze@HFGbygl#q7Q#bAzzpUWbnf-;36(~U?NzGTh*10TaU>jPc%O9?!j}_E-F})ts zPVdTd!t#n=R)^i-mO4gTkWnNHot0j?gz8m5aIxHt&LW39ea~YopZP{h(oK^kcitN@ zJ)X_~u)SV+Az$=e0$KpGE4%PF+anT~)j+R=-NEz=-Z=|dwTZ{5ZKS%-q3iANQ z0SZ5KXr=)yVn#+Bya(>eF>h*WlFA|y)1E`Yahl_CK+2G48hE+)=tf%eb*9XW{yt=F zw2S(s^IPTSU8=sogRd&*E`O~{nNPyq} zo5ny&KlZb|xnr3LXkM^2czZQF0hk5VReSk&qEh#c`ePVqO*iFdf74T@qyS_8Fa<=6 z@|Kt$Hsjg_bfBkV)xrny3Lw=?!_qezC7=D9TPY5y51yK}-uw41<8e3%)rJdBo~aCj z+tMIBBI5OH@873o8)Uj!(%67*c|?DVA0q|goP9MI?u2+@Q|i90jm+>*qLX76TY!#^ zYS4dP@b8zgOW%WAI)sFTL`4@%9}LR>-*Y!h&+s{pj?4-2@jc}-kJFUOJ)u0Wt;1j} zM2D|fp%>1A>yw%mcL=F*{@D#`?d&*|fB#f&0vKE#dYR!25I##gvkN?;4@E^pd~L_ysYK z^S4vfI00#?kM8Xm4EnC!^`Zrxtq!8km;gCwq;4*HpTJ??3jkg#1x~|D`Cv$jZ8t<3(!? zmma8nmPwHLCpG#fpvuXNOHD0SZ%I+lZ&4-@e)a$4R`~oLJ2Rm5%@PIK-0!0!pWiDH zZR4gl3+-m1uoDJsY;3%`Iv@3bix$9teGT`aG$?)K{r5OGr6P3nYX}xG(IZ1)<5qtN zyJyp{{RM$Q@SJcb3f~Kf|NUT&MBMxL)$prsLWDRtIDj~1i>_M#&w{ym{;n0c4-Oga z_6n8KfBrUh$K8No8*D1Jn>BFrw|{r(ke5kClRS9wl-JxCeA_I79kL85XK-v)4lR*iVoXfgDDG z2Lt)-A&Vtk;||O@z(s#g@>_h)Tux&%ss?P{%Wp+J{O^-$bf-i`2FBTFW^Vy)Rg8F> zQaHRx>Eld^UIW~%QgdI$dG$A;MK^<~^B(| zbWaNlUAF=m?=kf@zkCgnwq(XttNj}-nJJ?h!wipudZ>rbY|h_>fRClF>q9rU%Uoah zUE^N+U0;0vvpa7&^Pg$~Rp_MA`%ei#@$9vh=VxC%QiZ%d-hao=3*V)s4e2JJCU#UW z_5zKjw1PnnodWv3NRsEyKr5{H7(Gkm7Pqk}P+IUZYWCsKjQozOjsG2=UN%O*(rOgW z-ZDrF@q|weL1s5nd-ng+2F8m393Z;5xJbaDJHg)nGJ$@9XU6vj1aKR_cEp-t5!&*Q zXg_mZ@4Vy!^_eOeI>r*B5FAi{SdLM6Albwls4ckd3GWngU0B?&Q)XtKjSfoY(Ead( znQJMy9S}<-Uc>bjsZ@UF8m1hObdYeF5hNANmRl1HX(m&2UBjZ<$a}XeiRp41|BmPO zdy7izd~3$fnV^2oN`tonG95bUgJ|h&Ds>nmoWNpk{fWqT2tDNG>hI@SfiCpaCOwk3 z+O9#fxbjA>GmlXB1HvplBaSFQikV+HY7KkSNM-{sfBHyYBBk)hla#X^n-gY;)qZ_i z^o;g!U~usGQ5!L@(*KqM+@U(0CV-{Qz}*UzbFiO}e&hax^$6jw@1V8)6~-ax)!7SQ z2((i-a)RH&UZ--Po)4zr@Hx$jScFT5VhM1HijrDr=P2g<9Gd0!6WUt1BcdP)sE12Sb z8h{Lkm(=v5nLVa#=w$(=o5*_H0WgJE+9(hoY7FBHD!>|q-C@uPl*F6ofAj@JL7x%g z1QkgB0@8Z2y?_>1>$ash&UDLeHn5_#PO@5{#y-qIZo>8`Q5o(FwZ4~}nu;Sol5Li& zYr$i`HR<>FQXm^^5SfyHYMfx*O23LsS;0I)EBLRl?>RReoy53b2Wr!vp2)xB3kuXM z^iW%35YL3lYCUtcY%e%41z~76ccHy!+VTF~2n#4`0!AaVkD{XCf2MlgPzGt7?}-6T zD+=6pC#du7XTJQxzKuPRO@}bxoI!`6gom<_ss6E!eXn?cEnbCDOw11y#m|*o(eJ!5 z=_s!#?|jHacRKEQ2MH0+1Y{g6$FgrdVv1oDM1P5(M-dl}bU?;s0cYb}8h~!M2ZsB- zkGBYw*QW+Q{tBiP>*|rs{+sCk?j|$jmV<@u^mK8JsAZ*?-S-ro3O}*9M&USuczMS4 zlcUWaaKFcKkxj=pVn(fo_p1el!XF;~y-E_!@_|Rfz*-2DRK7hL&wG#1|Ci9`89 z+j1P5cyAYL+L--;T2j3%lo|&$?LOSHlO0 zWBFO~{Syxf2^eTL`K($I$lPc~RLJqGhwdaH9gc^c*}xY^v7$2(Cb?JW!iB zZ;XKCprqSSNkPF2n(v@}~?s#$0Fw#v%R?G*_{>S+{&F6hA2|hhu)v zAFpqyz1PVIo{J)EEh#TAFSiN#b2T(trKu9b=wICCjm8T>y6?wsD;H$ug=fFUQjl@w z=Y*s8`Lh*t1lUw6Z{~rUnu^7=l#;hH_^hiVeIq)9rWx7+O?_r9d@Yo*-JffriCmnV zPUwZ6@RVTOd~|9@M;9oYL0kgNNl3PEcYT#= z0gD7Rs3a(6{1EJc7*d{VknjAG8_7>Xr7V(c&LQ5Bl})4=h>|b{irL89?mzERe*&S` zs9@K-cG3`PrVX{V8#9JlNI|$io1W7Sm}9amY~wV8LAS)~zCFrY82_& z>sz5Un*KsgqZ0}029x5J_NUoo!qz3IMl=QF(_cQ^OWTiwbRnoUHc68yqJuR>hwbd& z(SZ9+FL{xL%&iHcEo-~+^r8x#lU7BF_0`pH)s#`8&_=PKrHOeuz?_eoLivgLlaEof z^3CL4V#szgdn}C-Q3i8zVX}?_PZaCgbFyoyOIz**q_D*Q$JbXzWx00UigbhUNVn3` zARyh{tw=~o36c^bjYz6=cXy|>qyo~Qq;#o-0^(V?_xpa|IX})Aj^Q4<1)lr9uC?Y` zYtFfRy={C$(&jyY>&mXP-LA#wDUrPJMbsObB&JCUWwtZ#1&+6|H+q~`d&90*-Z5p1 zQdL)0G7= zi6uFlU|S=GAmau4N8l2RTr)CpTYC6X#LIPD<_Sv7nRG~eaX4%~dr?U(;2E}?L)Y;J zttLnN91k=`L;BO4i#LqAezz2kzQZkC(LB!iw)u7Lkzb;}zApQ1jgM;Sd`15kg>Grd ztdk+I9wm~dj@j4i*r?iuJN4B%r-b(vcd!J5^c9!3%^-@~GAcB8s)k>+}w7{OOXM|+q?F}p0c z5)cJm&>FbhyY~RE2j3Ti>1nV$vKz?}PHI^AP3-r*4jS)FtsXW|ivlh~_IpcO%wI9~ zXz8UrSi)8QY%sE<=ipGYS5M^f-zVzU;zQ8IZCz6$JjL2porq{Ghe1rWw5e&G!`HC) z(%PmIHO0nWtk<_&m$c!KHZJ#!-{}EPoxGQ)JuXJ(0bTW&$RZl?BcY1XcVvL|H)lU1 zJo@8RQ#3wPY&CE^o`p4+b04bsjZh~%3ajl%$w(gmqRTJL)Xbg5*R|C~zKc1sLf`R8 zM@+W|hN6bQwY`=?-m3o6vU!fvqV?oga;wHOwSvssT%crD(9hW;L7J10ow%1| zC9t~#F=sBcxutxw<7?qiMi#PN+|?kIoWE{~Xx@#x=EgT6yseOz&S`km#z-@kw+j^? zaIL89#_Wzs5W?jGvf){8z+hy^93mp z@w-?nJjSrd!tzxcNID#uZiN{`?1HeWwsY^bXp1}UuDFEWIw(LK=La?86_aX`%F;-A znNXDity(z}+gB}WJuzimQa_P4uB4e-${ETo(S-{;OHJv%7(Mp1MLoqymz+Hp86kCY zGi6wrTaNGc4Q6BBkGyCVF+$q`9ejU{&MVu#K<{HPeRFl6t{5O`jQjSF*hNr&>;CNp zE|3|@d3n;JmDQNoj6`b?0tr$kzV`X<)VqZkmxUSEj8&oR{VnDgu;a}N8;uyC7A<3v zq7`A47$Y*uyZIw~FfXyDrn;Yn{b?!#horrI=`QB)__w)Zl0soF#N1)zTTltrDxd8e z?o3LGz&N|GrRP=(tD|e;6V!B9dGF8zb7nuwrPs}tvChlUCHZd&x(hKj{bAg%xWiMc z?#6ycvn;1s2DykOa8O3p292xCG1soS7Ia&&ianKmiy3oGU^@E=2f482vHLdakM$zg z3fYPw6P-GHjpN!zq5#C%LuPyQE0igDQof*`!pe4EBY2KDgpJsYnJ|VorC8z)= z&w8;HRS7@3ex_uHdjgAk;N@x`gA`ECg6j(S(GnlH7Ie<$-1k^$P|%M!|F_25?OhcC zW|W)86gj@J?*wM$iz>R5bS*4{?Bo<-LI+M3SuaxD?ALasx|9LFS!AK{95QT{ILx zebW~tysmn~@w}Um5Gm#E{6tx(Uz}GzQgtM0jJi=W$=7J6yt+W-VH?3mAKowh`ds7f z0eulck%N?IQCg+(&9#k zC>Yhs@Dt_8FDPxA-L?Yq2^|#SL>_f~&!o@vv3S&OIeH6|7`aqMXOK(f@ic75>#@Kv zn$FfgBte{|%{PoCho8PRN~ow1$)t4BA2rY8$>h-Rnh=8Boa%d&_ft})2yhF$-(B)Y zMD*V0Yu@h~mAQ|-0iJW4>oRXJnaa#=U9IeedFOXhVI0K{Ie%`QP5Eny@(M-*2k5e> z(!~yJ@?IHfNwJtjxZv8~sPwxSF_#0>_P>`qAzZ?FEHH4xweq}Uu8zI;p>cE;BS_MI zpC2K<`oR8guaputwB&Ia3$#Q=wM9;^8=p`4Q(`3!EFl^;^Gg5cP+kpmqukK0=|s zZEtOD&6a_YjJdGALU90IgwBnm`Loc>N=C$Ttf3nYfN+rORgpZstr{i$p3Ko5mS;JE zCA9hHGTchm^AGs^{1aE?b|yRVm9&VT^WJZ1cWir{LP51YzqGnnc99?QD;{QFJ8@{^ z6>o1BGw{o<~FYOR#I(NPMhVAsR&!{(zUOh~Bw`~_3h30m}WGct|`wk(@%d`&0(WNMO z14Evf`I{)6(~f|k>>r}!>kl6Mhrk3alJQ^b79IIy+&+RT^a^282kI7?pt?)8)*$lY zW>1BVMeY-uOx@g@_hZ#6d2&8BVmx>-cKl$Odjcii23pfR>cONIZ$?Za+iY{aKeGjU zIvty#Dit`5-2%B~P;`_qi;tAYZjd^FmNoYD@R+DqnPR^uIyOxl3-gCnRCMhgo1~jJRvg{pfT8(@{5ysWSQJ zHf?23)CVZ2gymVcA=TxK5%MFm64*++8K>Pz5#X<`pQXMLK#n}$*l13z?&wOIf8#ZM zQLXYo5Z6p2xVXVBud|<1$=k;Y2v!n??XD1$Wn3yOw`fS}OMGw;gF9MS&`MfN8 z*jgJgQKR~XC|my-BXjLh;vx*0KrVZc@fuaRCA2!W#q`hoaU@}M=lb6+S z9y_-Wey`C7SI(K({z1|^DI6Yz23CX zv`o$tC|(rVE|v;8tbUWcm2EruU|ac@47AC*ve|U;1Bp!&|-=9?6n5-C=L{nIi^Al$K~YG_8*|Dgm-P#Wt$i?<3&3WI=jb8Du&bK_;XmsgRjQEoz=Cbxn^jPf`>3 zi;tKChfNH|dHjM&LBmD70#8+@9 zcXx}64oGlL^o`4aBwJj!*&`|4_;Z7u&OE)R%Po@<5}0ll2AFm%^X98hGnM2;N|ICQ zgaE^SHDsa6_udEMf&(s7yFHE{;f=#~QSh%f#XGaCY_<|E7?i_*t-yJ=AaIu+U`hM>u* zvmN|o$@O5`1gCkj?q(Z@UtI31;)AzEU|#`ktAL9-IE526m;2yszx{tPdz_@Zstf3d zz*wzu5R}(-53h$sg0$!r-qC-UJv8gkY1cs7Ln!GR5ZbmEcYzJ;GH{FIrecSiA^!aS0ewQLQ6eu zVG4P9YwImp$qTvd+vPz%*Z&on9pCgn=?1f9SU-tIV(47!;C#dqoi+&=vpvn|n9ZALebOL&<->~Of zJRmMs<8LMl&fS{<&6FEku@Q{0dN;h|_Uks?ew9pM_iKAckMBbZB_R8;TrE7`Dv-*r zPUPQFi!bjlPs?i5~pQ(A!HIX?$MD$MV4oqm{qv&6_X^rBauN@H4XW<3A zKrhemhK(1+L_?Gi4TFyp>iOx`s}e@+q^sJP4lvpvFL5=Had=iSm(mIKwezU?W(S(u zoL0<=9{s8y?2r}i9K>;JAu+j*DWVE;DnhkH8w}|mZLA_8$xB|#9YDheix8(j?1r_Z z0`XEf6Z0}SRxk%4B6*b>ljF3%&@P?#Fw>YW9iY|f7q+7X@6%n>s#{-r;kzLt>ui5R z=F&yrC45EylOrDif(NGSqdJv*`y~orLt-EWWIhFyOWT*bx>y)yfy_#*wg!m0(z!@H zTB+>gNQ7$cP{s8L(!;kWl~Ox_I-ur`jDGbVxt*U@VpfGy6lZ+X!pefYC_#mB18~N2 zs>tKl81S}fjbYBN@guWY`qpS9G$*p98^_E}Lich|Tenm@L4R$(J++E>#47MV&Isd{ zWVpTfTwz7CSJkZT?ch9IOV$;D9ROXIqk=Xvk&xX(LzEWHOgZOFce}({D*zi*lUXV0 z%0i#b9{8xGd=?b|M8@1m>vChgggmy?&(xIJ1bu#0TXqQngL1Yu1u)U{cJ$4tc&7>n z%~wy4&yMZZ2z1{~CvrE(S5$NyJ>AQCCTsDgZgmkP54w_N!$h$Wk`aOO?@%CL6}P~uS(k;?=do&| znZ19~kluu?x5+yH^7MYA*3lhM@UqlTM71)*=$>H5OKjD&12@t1WQqFD%=ea33OX9* z`GjTMyPs>W8X5r~NgN$Lb(}w~#0S;@S#$eYKuYL!U=v(1hnrUje}!fhi7=5mA{Mv+ z1j0~*ydau2O0K8NJyhJhvd}E#o@#x3nM6Fz#ADZKI#z?c#*ssfjw>}hStq2WeQQ>} zGc$_m>v9e~S<)7DOHNzzPmGzQQpMb`7WdmgOo?^{^eV|v7rBoX{ z5$ne~+is=FmuCjPSb2d&+^|@6AqB7BB4L4SH&g);D#DxrZUUw`m-4Dw0OnbwC&@T*F z&LLBAx#MN&$I^uctL@Uw63ufyK2o@vKA*|B=xP6cL_quc?fI#tu}nDON1B!4kD+lU zt-%U)>+)p2PhW*Rf}R*mCN=V;!=+y;zPki6#L7!r&Bx-*EX~QRn>SO94I@hg*sJr9 z$3ECn1?25)XA)|9(kVFQXcsRzYa|{vl*XJG>3rKhj=Q!Mx`0W<$lQtphn|>vjZK4a z+!6UU(xjd$(We91D@qEN5yYTJ(~U1neU6lFT1I!ePXO195MlG zDUes=lW;x=gJnFOC?XxwzkdG;dIMh= zGOhbW)ZTrv^0@_UAU^$=C&v@HNyc)Xc?7-}FmM~!6fUJ_r643EtQ~*wP0VCRnotL2 z|9gY2QX&PV+PA|81n{{Q`N7cvI1TobV^bLv-cFy+r_z-AeX5J?e zNuz6?VZuTUoTN+Bbt%<(t~=`^5E6maumi&Ev1xuX-R)pQf=M7@?2+G1f)?JhYIvd& z22o_ZSHzv^Y5k8$Ew7Z|=f5Hk^n0ep3p_e=g?^ZsfWw1#St7%YgItRtU_-WWeq68z ztfDQKp!GR+Fed?jGo^X1GZ=%}tRYl!+4IXo#$UL=cIYEabC5GRDZQT^QczObUM#3c zY)0D}pZlSJ&GMRQGz!SxV-gja=#d0Ss!4>O+|Pr z^yVMln^qVI8mx2PCwOU!(42*y(@2qaL1op`uY*A0Z|0-7{QGr^X6&(NlqeE7jRXAm zVW_ZO5>BA}lL`mFfLb*R*#Vm8J!Y2at%^zQ_#n>Yz1BYa(S zoSYT;FSmePV{g*zsfi=|!Ve_paAjsFYVZ8pdk_4jwpwty`z10an@tCbZr9$vqa#U4Ta_c=1HSB zx?;${^x~$<#`ZWr8}E<*&EtI8;;}zEXavR4r#Vr@y!5+%KxPEL1v&$ma`5?=Dt(Sd z#qxh0s3usp|Ebz~n!|?rC#?~4Qd7+a5E=uCUNhcfD>-@Ev{X0{=KbT?I3sxiNz| zl=$znoeJGs7eKu^2RlC8#J{Adf8L=+V{^0IW$frEhW?97Z^$zouX3|Cf@Vox9 zZ&-=3Z?Y?B5Yf=Qv!CVp+3NG_#ypxz*ELppQPJNJ7;i_1nvu$>L$CcOxEoe~kX?o_ zsbHUzuHyGS7l&8-!?UzEFhDO}uRS$-mKxu;hX=kz*ZqK4Lh(Eg&N^@c8$G|Rv{no; zkO$o;y3#^X8rAX@Yw-_dGPIM06v2L++w#;xXA0;nrw5$L@2*WoO-OKt!Y+{aU?npV z!+N}vu`C@j#Zw{#u7ZXeC8;-VP>N(ec?UgZc=^nsIE#Ln(A!2-0{#=@YT3Dq z^aACJ9d$z8Txe^X%M69Ot#Z-+Mg~AufYE|M&{rsMF|EM7&U4UE&+pt zE7nlf#u9)PT-;7MAaVhdAvk0axFQYr;JFTh66WCLKE=buxZLi$U<0j ziFITiKBTtIonh1Gi-r-i1q#~ zKyavaYSM&7Cc)Yzeusb0LPtkVF659!N4C}XTmVd6hF?5~7xq;-L1#O57RGtn{o+SuF{T(%RZ`OmW$%h+6t7iMhG?hqRB+;&RC51K+*{y#mwi+b@6hW{7$-hU64Z zq*VuLN7zplq$0HBU)Au_Ui*r9$KR$dDp5XGc<$a3wZyeED~`D|pJQC7)ibw|oTHDV zKwt>A_>`|&>z`Z?yu^WlkP3W17@WNy!R7xBJZUD?qno&|aV9RIIsmDOBjhW{ZzSOQ z3Qk|Tu0>%WfxZ&l<~?Gvk3Kq#LF*_7df@&{J5|Uz;P_fO?3^aRmXxnzfX&)q_qh+` z;VI3>L5%*tMV%KsDWi=0yMej1^pgB3kO88=TrvQQNJz7Y&1R8B8)%5{+>f_~H@(RZiyElH7J(@a;M7-1G|^im+`4YHs|W*VLU{Pr$+RLz8HMmaOJbSqM>~(yEk6M zOB}28`4d8jg*iK^1`rPl8JBM|C;j_BAlDTgG88(lZ1eVRI+3{1h{CL{nnUw4+kVH$ z2qXv6u&d~@xMJ_aNesbTi48oes=d{{JEBT|{u(psL{W>{T3T8@dGaUY&#w&F_>~tc zBN?3!yi}H2-D`VfMp6HeY#xM(mHzh`gDuF@uJ0jlSeYyBtP7zUsl{bLw3Hi9UdsKM zt+AfD2M!;;8*OPZ8ZGg84&8EQG9CP( zwU56me(eJ~3k&o(oPjx~=>TaNiOmp2nsk%kF%9b#Kf{nyNYI+-JPv9ME6Ycmp zZy9RpNw9a?4%Bj(A0(ux(l4hi20ER&K4{htUy3}{$(y>RO3v4#2)r`8qHu!`SVbjD zne;M9U)o&cQ>9{gz%otSe`~s8(TYDsz=8bmz14)qW*&VQ_{-=F9`R?iua;b46YW9p zAic8J6Wp?sFgK^KhvV$R!-^FzysNw=fl8Llx&mqc@THJPI=C@BBVcOR&Y!9;fA4@PIlt{%kyU>T9Sj)#zO4jzz8O`P&15-F6E16cr3~HHW27r`)o??W z0xLa4)K2fC9QosyhT5_k=+xxb2`Nc2&eOAP&8Bq{!e7+g!Hdnxq~|bh#rRtJe6Jaz zH<0GRjLAO-Bowah;I>FzdI*f@JYKy4ogOe-vi-NqX9jjoT>Dka@17#Q{w?BSy6N#Z6d|9?|6f|go z;GpIE`{M5ym<@D`s>!!}ASBCU(srBM=Ku4=+jOtooP6yyH3($~Ndr^JqSXyI0)ELY zJyl+mD<~*<#gtrB7#8c6m6cT;-$hGY7zV~I;psWgwk7>}-0c^muE7%D4tL-!&H(8N z)3**E6EB1)4hAm01(lvjQ1BibHu_+@HiNi14&T+~o|&o@t5y0P zFgQGOi-RL76+9sWbckXjPRU;pB~U+S=eaR3z<6)`9Ym?n3uzJPaO(&zrhhh0nV-$_ zv3WtO`kgK$c=XVtuqfNAl*i@t0~Kg9REl*;4p5S$00heMQoSP7=An&ak$C2|<+Xhwc}KUYmBc=t+C7OgUk^-$rwwzh7cCsGjToD)tB9 z!=WARZG5Tt172pz(n&0VbMkZVll?8PY0lNTkQh8JoV&85Li%C(Jy#L*9ypY)U~E|Z zK`j{7oet;01Xrab-8(=rFRY<|GjZ8j-I^A24ZGSequr_Aes0%ECP+#2CF`)q&n0vQ z>W?kuKNV#qZq&Lvk*@9I3DNmRu59eQYWt6eZ+|z?a%DY;yf(4hl)=1uw~r7h2>F8D>&ua#VVNbi{XIA=fw&woGPGg1u5- z5_I%oCL9~N7vf}VT!B&f0o$9NChyibAU%e3Bg~}wY{3!0Wt@9Z4@I}EW#gD3H zVi;$F^JCj1GG)h(arr<|v@;#?3ETn?Y3CQ%UA)9Xxu^+seR0GN2yy z3nb9Ge6nkZV1rN&-c|gOJFF^(#-S&q{Lz;}LA{)4mp60nfZZp0EiP*<@F4bP+b9~$ zfl?bx9ZWf1@JMy^s%)_{K2^=*z$&{uds`z`M1sYmk;_=AK*omF_-wRCqH~*w)C+k; z6~<3coGSeus=uC_Zdyto-UD7;7)F~0s^I0uR+6skK>YZZJz*}@ADsoNwx^X)&x0Uh zf3}8+nc3!KcQ#M+_ND0|=@5SHtzs3~rDYR7KO~17!`B~-&PPlUbTgHXzd@d5lj0Sk za31TYJbKH6jPc~!Grb4f`{$rrDTZLB}1et+(2MU|B~ zczSvoKafq)?Kvr%mthSU*~Me)kZyM0?K!)v%)-I({3q_suKR35LqoFS{#^lGYq__^ zN&^m6!JOvV$uODOG)p=CVU%Vi?0l#xH(t%~phn#65;0a$b-?OQmtnK*lzj5olvxx< zJ$kYZa*nE^()s~$0jyh7ocM-Zv87~0o_^=KYFo@;euMQINST%|o&_5lo$k%93V$&? z8veGjl=Sij%iP|V$=4tAIZ>1XN76B?!r4RL{_qw`d)+mKR{k0HMsjv-u8!W-=&X$TqwD!fO^~jx zURPo+WG?!I5NutPK`BW|Bz6EAj14iBrayHBvAGESjyAK9(Y@VvIJR4Vg8}1)vl`}m zb)U47^$%1xG0?AA;Q0HC)-9gjK@M~ya$NIgOkA5xFs**7kgxFZ1*+L3ZOtxCZl$Ge80}T7o>&r$%*uj zGGBiI+KywEw6_Z~m2vy)N0E*(qr{$L?^jm8*|&*^?qoOEqy@kmUi~vUtkURPqF&dyxgf#^7}=DJu# zZ0yeNOnaL*mHnQnsAs{w;AJU-*JFVCsx!jqC_Nrk{5cScWut>bjGRtLr6npDtgnJClqG;T#h zoSmtVZ=^HicAbB6|$ah|MJBi7;8Sy5yb1ogGv{Mr@Orrbj==hlpBH}4lW4i z^Qk*CBwwuab8}G=0&8Oin3C;n9g)(JEhtn9j+k`HJ&Wz{aLtUs9@Tn2t~Fa+{*0`0 z>L+4m2UO)k^T8e6```1141W2S_3T4SAXndC_4Fh;fZbpDfr@Hyg~^`$i&8LEd^}dD zeG_4eI&oxQzrOJ?edqT=SFtyKt8>!D5OQtkZ=3nK&$L;D8ly0gS;U_X$9Exa@Du-D zoRjA3G@5$ErcW*`tBNY}tY7V9%b8nOifU8}xncZ?}zTL3VP4<^<}%2(5>up6EZ<*TL*-!Xq=UN8HkS3t>4{>P%# z6ARWA2nCJJmGh!f1}&)GpSFDlCm8k043_gPf=@C#47=tM_Zl4Y0?VjUkPNZD2v!_-#`q)e$wjWW z6h5a_vhxUprL4rUgcNu*7Y+kXBgGg9G=iThN#R&u8$21+0e_(2z?^^0tlUt(W^Z+_sP!D2cDZv`L!&5)pK#c*Wg>y3sX z*Cg(6zKKqjFx?K;dERQ%+4ItI|A8#CPygV&dH(x+8Q$UsqT_SG`f+Ec zJsTrddh_32K^QH$-CHEWE?Q_uTRVJK>;hIJsj#p`wGg9Tgoskr{TfzrRlDTHSPt+t zKPY?zLW8BTzS-uoV3!22{P8X~1J6%?tubj32A<(p?oJrmQq4@?aH*+pG4~K)=}vS1 z#beKwfiEA_Kk$XPiBSC|zP6cN%r_(ldIZv|Ka-_HDZeZi^_aD}GjAfUefciF(%On zZlwx#Hjj2V$nr0XI|$$JKQLWDYS)mv_etQnm>3fg5odlrz3w6TEV_Z^@^BgD&eG`M zXc&LIGwdham7iak2J+=MMp7xp1IG?w3_9LQOT|hDURP3zUubtF_)fHf!!@ol20Kek zY^zHUfn|H>Hnpni)aj_w(#8TT@Fq@t{hB`Y{Ju7vS!a>U#KODSN`lkKSpHUAqhohi zSyRa=C_E$x&&t%FxFX=TC^T0D(_f-rVwYb^B)z1 zUF}qRyR)w!Viny*AW>m#P)l`<^!Co%g=5hnAxAb#_9ErdV@M5!%~l~Rz4+6)EX~q~ zb~>z+qav$gcg^y80@lKTo{x_ z$D=nZT+c0$-TVA|eo3O9`3{l>{~_Y5>G*we(*5}wCX37KHv_zoqOo5`(^N>was}ZV z_71(iP9wcce>&(BZ7Z*TS8`GM{>zAnqr=0c7U*{;@>+lJ1NL=qg8l#aUiA4XSFp|inD!Te}K}eIu;88wIIBOHWw1*AN8AM5F$)h$Agw8e>7nB2@7J7 zpkgPAbr1LCy5Ci>A>+R1E*K3pRB@e#^^Hgx!M8q@M3mnI%2Xqcj`CdYIGOI&I3U|>SGK_gk?MW{m&RH{%LqMfyVV% z7DPv)$=CJEA2@q>G}P7(>pQ+}r`gjXR8JT2rwmO9ks5#Jkr6lKmvNhDe9@!0VXt44 z?gzXM)9_G}jh$&ry&sO#tK=JVPR`1_uZs!74*(eMJnD-q`6U<@>9p|bMb`EEjYFxGS zU!L~2{^DtB?^PGP)&%ST5B_G!NU`VH%aXsTs-Cy0h;_t%9F*mII?iE|z9M8;VCXXA zPV7FVN!^E(f9*q3*D9dq08|M{cXHkn2;(=)qmb4*j)T4}fBKW~_N_z%hCco40S9a! zJ(=ro=ye#z4`FRprviOXvo+^>L09Y2bUkA}xWY zBT@D{(`C4i{Fz%Xq+Mr{>x_k6E%>D%$_Th&Z97Bi!U$^dJL->xTzYeFj^RgUE1NeY z)NEpAba&Yc%ttY2)cWJ&Gdpq)PiZ;utO~sKm3OnHT9cDzQGBEGk$3xGvJHy(R*Qkx zR}Dvz=WqZfuWzt}H^fMh%aD?CumJJ%cU>Pz4h<3QS#Zwu>;jtbv7(9If3g=r86$q- z8=BtwEGL;?F^nbvS{-ino3wiig_7an;Xy5>bcQI~br;^Jxxiy^qU)N90T?>*`eVk} zT;C%08p_4f`rSaAG8;>L!?c86NdaaKj`)z0Rd1*M(@`&AOUdPwUk^Zq$;|WUx8~&$efC_3$f&G z^^^X!vN4tcme!YqA9l9h5-;ygf_Cs3XfI7%uwq-ij+F#OcE7$N+1)`;5vYwisK(4P zk2Hgwhh;(kd_ zCc_ckp*Rk9=C)Sm*O4lrT_4-+AY6O*?&w%>yy@5nTs$jmg@Ls;Zh%A(DSp**u@?j0 zpIH$SZ1CStr^N{PxlD(UBtRMCq7-)05M<*HlA&SSfz6fnB%;qt*-WPO82_Z3j+OiV z`QkfM5cpp_9X;RRIIxz%FxS9cL*p=%vjOibTEx@z(W6hLhP-xmJ9cio7O(z(;BHzi!hMeNDEAWxbM}$pQ4uqyxlcM0 z{BGP4=doBiaETaPE1ATy#?osWMP%PdS0+G_w7D%Eif0Tn7x19~DLz=r8xX}={rg$M zbY%WFwz0Cd7Jq&erarEfBa2f4Yvgn_FyL`JWS5rig1d#!T{gCz_=_KP|M}+_S6h_p zH-3MA)y1GF3*U@@-+XI4FF4p_<4gb0P)$vZwzcX}vJ@+Pk!&*p-&d8}V>LNVO;XY( z3_aH{g%F05Jw%0T>oh_=#h{hLpE)DFilnngk*l|P#wX@Ik^!&Vny7>9oF?3#U zG2U8Q02%G~B#WxOJ^sA%Cz0@^Z48u@lq?n*v&vuH-mv)Rdj&yp+1Bh9YENqUDA3_% zqZm8R^=tl&eRmib1p3#oKS_zx_S9OIB<{_NgG7EP)l}M8v@PR)&~VB}wN7d$^iE8@J~)H8qj$bS7s$6!9z1$|Z#VT^vU{U*+X5w0hVo%Kscw>*~+0er4$r zBM{&AZY#$ha(j~hy&ix6#s&e>YH|kawf@-V=4OccpXbsA*_z-T6FM9*JY8W@;^L&MJGm+!y)CS` z_;UO1IsBEEGUnBf$9VPSY>0QiG_i5sJ;Q|!`$X&KPFIY^tNOjSzm?$AD{Rfy z6qM5&)!GnJQkHgN^FKy_A$Lm<5tG#!da9Zt;cr)Q@x`G}pFZ~@{w#MEk}X3rxf>*} za(YY@tgojB;MRQ2i30t8OQ17)yZBd>EZ?J=eTT^$>;4N=w)i_9F78tfmo6PRe)gRA zt6c}OWe)@AYX#^Ku`U}??}J|Q{9186KiT~So<`fN;QDJ}Wj>y$i}E5*H;d@O`+IM~ z;ZbX3z%67s-&*PnByZJtqelqSW=a81jMO-3^vgpPhy;&ki(JNwv}dj|X=q-auqgUf zVq4#tpX+ag%xd-%Vm#Cs9EtayKurq4toJKarF`BDC|RgS`RMXi+nS6Hx&IdiU`18`;0(tVirMX;P zlqY7ua3 z%dqMa4&I3P{5E$jTU?-P`8dzGo&Ak9MXvTNl%J9|WWY)O6o2P_(BvrCb;8!F(oSXA zCtreb;%0vO!C1t?*ML+iUF2D|T96ikPSmu&!@o|AOOg-uZ4rhC$@EtH^Lhq(!&8S$YFtCK+WG-qB!Ch7jDWD`_K0nDs3^_8>=->4j!W4zjv!ni+YpWEL*K+ zz0thq>^SVIm1jB7;`U>mnIZ)O;Ofc2ft>^HBGvOs6%IO|e3jm&u$u|WDhe^_C0wEk zBKvm96&0Tg$JVVJU?I%Yr%!Fq7IL}ST5@vaqn65}!GOczi~U%=@dS+>JL&yY9_y)H zsBTAZfnYagz%4-c6o`Kzk<{GTP_}r9HxN93LRf?mjQJeI5ZR-nO`V;N92{uE&7)6t zm!Qu%yAxR0jW(X-caUDqqz*wxb#r?=J|Thge*G?3J+oWDKl||E19>Y%z^ZUT?{yrh zm1yd(bo1E_^lNe_xNh`1W%R79taC~A{@&k2A2VW<$tQ((EDn)yRvPQ+O${uVzdlDf zAxbq8O!lcC-8a7TUMNcQrqIO_^vdgT=e@Z3b=`2B60!_t%-}-%zrxw;d~~17BfT<1 z{h{N-|A7k;Ef^*ZQE6e_UZ>RoCa(&KZLcM@a#Nr7s`k`ae>5T|?b@(v0kj``(m_n8 z6s=NDAA(ChOnylyu0kNAb|*cB*(%rr<@7TYUw);6Zr^i9Q>i2F5j4{VnVflEaM$Ce zjpo-WLSEtd^?tqz53lRvJ1ImKd*?}x15-wW)#TD{$TrcPH;DF64C>s>Ah-8|1j02nU#;QLCK0Xy!90yi&46IaC`Ba(# zF}3e_vh<7OmnAuAqOFtAuYv|w#1SqWAxm*OwHD1B-9=A8)nOM9szrLB$bmChN}*Mz z8|3r=C3hN@a1^)MxtYg*86)*Zrxwbokqy0UJ2%Z~Y$UxNc=shHp|3+&RCt%e_b*Ca zCULg~_r8CHO^7v*@;%k4XDY;_aZm9k(PxWx+acT4zJ}nkvA$lthfTr}6cj`$=3`Kk zK#QQ$Bh=^RC9Hn(k(#>NS^Aa~78X{yaT^vc?eBZ+iJHp6;S!>uXS$m-aMTFgbb2^l z0+zF?9X`G^xrZfnan;xQder&*yp$y7?F+KYL)WVZKv0AcFR)(|?qfGK?#ILZ&D@rC z{LjxZ2C@C?9GsNqlXt~BC(G($tGI$*#!q0IybH3Ck;O=RdYl14C(mOdU)Sy~35i)h z%n<-`=;-QFMcjLV8_fMmr{~i5JV@PO1O>LIeFdi!x*zMORn>BO%T+HQ(f}GKLaM_* z=X&UI6=%Z0Kn-y5Rh>v3&|DLjMfjx$W{I38&9{CNm1CEv$P$x~+?$(a_%7T=6)=it zTTE{+A3-@96RAiszGVR5sN?>aEJVa@qNq$1ToRUL zgczIZdHcr}a=pBZOK=9|q$c6eO-{nwPs|hwtJ;w$f=lzm3G(IhwPXwbED-mxw=pP$ zP096j;gd_F#M|q_lilooY+J@q#K1Go8&e6PPJ}rG0!=DI{RA3q{zynL#HreAT@ZmI zW#GP@`a1Rd#q5taFJD4ItWD~2+2#!~mTE4ACR!X#{1{x>pp66dL^eIzpU0nqb5Nma z!{7jD+}`83Sa+rk7L96t_%LIzI~QHw7VC@rUPfM)O6=$T==T7>y}VU5eOFC|=-QzrG^Eiu#7c#v4iiCOSbWkv(t7LTICkoGEvlMN)Xp`0)MFAQLNua5E zE;@gQnVD<+leKLnbX_4ac>b(>?qmZSTu|S_ah(dHK?aFlwz)}efd6`TJ!>~+QhJkbvm!K6vt6<;qte9 zH08i>|C+QjHI~M5@-*S0aLnWL)BQm6l#~?gV?6JG8&zWLD$C!v$nDWEf`_`6(4c8A z*L1%@&j(s^!ap2LF=t2Geb4olZ<|K_ME2KQS>`J6bcLn~b4s((ER?39ZHtWCFU&4r z18wZ<*VTYzGBas$A7*F#LjLXr4VhBX z`dz1c;4B5y3>Z}SrOLHmQ5@sM3JP)|ok zB0NV*7Q=S1?p=B8fc$K7QX(x%IWUHU=KoB#BT+Zvhyje4~kb2J}h81FhOm7HYPPO%$@MO{ki#=44-&}$3 zhB4*JDpoK>U~j|Q$Poki_mJ6PRpu|1A_&Gw-2TeA@*1;ST}K_Loj*ER9E?)H`!_ZZ z_Z>Y7d4$mHw)kDM;b%=vgZrC+3O!|hB2J@P2$VYE4la;;e}`hb%FK^|$y0+}QG@(Y zfmWdM-UnwK+l*kktVR^?F?%nLU`(;6Ke=vLl|H$4YIm^zS%U|_mMG}IMz&4nYi%O~ zv)m`1;1sh!-Ew#_A^y|0Ceyr2+skR?1t3__xx8`R{QNpd!^pq}1?^ckB*dQF$A2 z8}F^TSiVy3x}>Ep3a=y+jzD}|%gu$Bl3PTLVgw{iBC^L(Mwh+rkOlAGM{&S;7QC ziDg&JR&NdSlIW=jtD6AA!`)qgRWsJg#(FNlst9B9ZCrfzRBq>}+u%QSNSAidWJsIb z^H-CblooDCA}?SV8B%759a{RP3Dt*Wna4t=J3CuQ6@@*;MztZiuY-k!<(ZBFGmazz z`_WHPDoJ<^ft9ld-s9SLY`@fc^_}Ypvv{&b~^#x0j@57hx_EF zvUi=ErRX)qd{`e@dEnpb%e35sxf=pSH+~13-D2M^G#0yRU_-ok;h$^u5_B_&7VR^k z+H!wc+sCH;E}W^}m$Q{dI-HvLr^dPTnFDkp2KtIgtwTh$ck#3hI+lMfKbFCc7nQ>e zYfd@XpQ(?mJK&ml)+J-yZB_UD+e+`i8>R|BJLyh}cco+c8oUUkGQ(dEGc@PTBjP(i zek6EED}H0XQ_>}<>bDbXKp{FkgTP^aBlL$1RL1D*j?sL`gIC=FT*}ZPeX}wzdZ3@@zTQ?78M@>QP68Gc?Y}3X1^^19qNu|37s7byQYew+4*U zB}hp(h#=h}-J*1tl(e9L0umC^ofaK}bax2S-60^IO1HG%ClM#l9`?_QwX?r@fjO88Wo4@Jx~lJK)STjdgf_nkaO#6-aj|k3OOWjOAeN8l0vppOei68j~wJ;}7Lh7&T0 zIRfvAU!i7jEF3p2Kb0Igvo+MQZe0(}X?&r$i;=;ts-?9mJWi2S|Iamv)p+`}PxwnY z-t`MCV(Fte#W_>9hxbFgqt$K*&TzV-SitGuzMQMPf@IU0`=lAWWVlm4@>(eGsS{tG zLSH%yL7>A$F8j^;IT)mugq@KJBsrd%x~@FjYUUmLX#4&Fvn?>Jx82fe(SE`$iLeZv zVxbw=WB>A@vWyquz{)+14EnuSjt+9}fts>4^)*=acujBj>A7fWO#;1Hr5T1jI%7Z@ z(m6UwP6UyO+gm_3TG{Ghsr|(yJeJnipAIMEt%FG5N3SwIvLHPqJu|TWKoFT~BC6+j zxouD#9dT-fg_etvp>HCcrNo&?|A74W@75~nhi_d0nJ{Nhw(KV)Bv=Uh8A;jhUVQL! z3Hsgd6?Au@%jG_~eZz>%m+h{v*VooyQ}B`23o1+}BGCbR1si%zhtHgZh4D7V$CDR* znaVx@Sjew98H)#RgBt{xD1KgUNhJV8lRFSOcl9O&d{|o!YpWgn?kP?s(oB5!dwt$eDGQg-BZi?>mTBNkAcB#tuG$V zg7DzrA(IMzZG0{xqm&ekM@B(c1Ol5op|c_MrUmvsY`uZan1Hb6pb=5?VE$!cK{<}M z>DBIgMsINY*JyRtJGx?g(56sqZ0rwWlq`3pI`mI*u&8Zu7}tfbY6+YT{-fHER9e{P zM-?FdRP#9j%eZMe3Zdk44d2~RK9(`YoN8SPg1qN91)K9OVz%Tx`v9p~+AU4}e-=;k zyXt<+!ou9pXe}Kbtas}$__*`2U<^V`$xU9m4Sjd-xdgA@Z_t3NjY>m>-<6r2Cd|gIEbla-&(=$GFrY5@Iot zgK}b~qw=(g-`tNwQS;!2oTpb*0J_RxJ5ewNYfGy(KGv(~lKOc8J)kN<*r75dx#Ax= zjQYHV9Jd53IPG^L(w6=yy+swS$QCU@DH4C$sQq0`fB`moNJy;e?F2Ai z)~mUhe2Qx9>h5kXYT-!aaZ5?vTI8M>#_#wxy%mZAlrv_cmA~$vE&fq)pIsRChR2UJ zAE5nCTDAUW`!c=He&3m#_oJJBr7C{j<`X)H1&2PUiCxkGH2?vY)vU>ajHRV{&q`st zpe0C7fF%fltJz8n^-=bzFezfsj{3lFN3zL$?C0{t6v@OlKk-xcx{sLW zV(_8l$fMgd9V#2xGO$1eiD{zzT7MLpsf5SxEKEs4RX^glICHo^YS*D~9f$P~*v8=L z2X)S+&c_E(DwG?hhu(l}#mBpG^IdnB=~W+;;xZ(?&orMnayec2;cWOBPfEaK{tKL` z#i|sv!ljOqGtC+|`qCve1rcU@s4FSdrBg64Y&32A+V$$26c;Q-I-PSGOFR^uUS|Pfl!UuUKdAT^4#_ zVT$_8UQWJ}jrcTm&P@70k*_H=Uf_^dSr)1?1;eI+aaY%%@d9A?MV{}#2m(1kT$63^ zC8K<`4OHh#wchh$!}K9Nuw&gp6ekUpy=Tm|zZQ`wn4%QOJ24zXRl@F`|Np5)A>3uT z^{HFSzgF)j&_V?;xLC>g!{=z9a%|^g;()*jr?N6Rq`$;!+WIW|xt}WOOD*umLu8bQ z-c@&hbRvZT^7f@0rZ%|_5wh`5Ef=_cNmvV{+W|$dYs?^E%!^*!?b0S+#jc5evjS6v zN$H7(f#9~DYOcAuFmu_8?q1(3wf-5&h>Tyhdjf21jZm3?i$}3j?Xm9Xw#p`lnSmZo0{{#N`J)Uo!Hm&NOW-qNL_oTTUn zUB(>Dsn!?#gGT^J*_@GvCPoMZTs1G{3*K;a){J}YqD)Fl-caGDySDh6)=&So9nWQz zmEa})^^2H@h}*;WImyobyUlPEOd_&=;(UZX;#hQ}_-K>`%+t@rfohkn%q-^!3UtSp zHyBUc7{6EMm;8qia9*)BR{J46rYzFDVJWBm*T%PcZ;H+`Ru`t%sdtLBaGNM`y`^1I zQVOk;orzfJuX>1Nx{QTdfmy*UdTE!Kk73?Yyzy*>c`-(cD8_j^!6Cs5?FiE!<)=~U zmhC|E4l@M>F_O)@Xt$=z78eDDC$d+rR_JI;J}?*|7dD4FG_mn_$V>b+dn{&rLaEnp zaxqRt`^d{;9<&gpRol;6KATauPD}_6RsDt~N{3q2VbiDkQqROMvb{4bGM9$v-6iH= z3ja5NSO8%7bGWbei&(-=5gKOEN4K!BGHnNALTQ7)`s6$sgkwnr-wY6JZmSUBStE|mAs);9 z9}Gg5^}iAjfhv_QC_NULkp!0Z0IIk9Bk`2d<@L^tY5m2?4pAh%yoyTa%O?l+g!Dv2 zM8B^cJA~v;jyC~&0BU!Y4vzp#ZgB$lAPtW2#2t`wwtm>OZ*Pb%xNCp>#nr2vd^Y)r zYogh7GOhV7iACpsG$D90%XGiT?k{%b2k$v-ovS1kZJj>fd~zR@v!*J#Ven90YP#lJ z>Qs$H0^%d`(E2k-UrO`^74>QqcM1Ub2`3ex6hofztRf&WN8V+;4Prh_+4gDUAHVo)Q({t@ zUGV8%q5cg;ZEvw<6{u=q2wbbfiDH>v3`A@ki1UZ?***dQe#I8$$83$5%rt zhlQW+ut1;5S*$g+4;aDoBRDe`J0d8c9)9!Y&7YH#$k5Pd3Q@Mv;-zai0l}ImuaGaC zZjoTcV=~H2Duzidfs(I>G>N5a6NK@h+J@uqM06KbSfaTY$M2eDBMGiT?&%nEy`jb? zZqXYRd)@|eWV^i?fUu#ml?dpW-hk+sZ?NE>cNU{LwRHgi`-PqiNG}(3TvCjO?~o}$ znFf<@37PzLYGXX5D~9gn!dT2ysZ zK#yeC(s*oYdWwlIAtLd1;ujkK`6;IFDF^J;Jbt4;rW2~qTLXL*vbWyf+~{Du#>Tyj zjNDYHka5WbqvO9o95dhx60(8?s!+S%bDkU%;*#lWftWN0cyt_?fgJp<*+C|$#*)Y~E+nmBt9HMjP?YnhF7(J|7@{J_Xc@?E*^d?tvDW(=Rw)d5S_ zf=|+jO6RJYgSy9J+Bf_3X^mAA5HKe>>7AdIgKDOk)-PH2~v+WoM z4+9g6=p737hByLK%ZEp6ceHg~e-|KAG?19fuUQy1I$;WhQaOlRljh5*1-N-A)xul? z(BYuJd1nwj-QX6wz7lBl??n8ZIBiV zOSO_DY*NNV{}BCrdMLiLfqIUaWOZ*AFKPdyDqgMI4O%`i`3E}xQ?!9$qN$(`zUq1u zjcCh7Z=FlT0}2rqHbq5wDAAv=2II?Upq(rN5b;~5s3fJcgw8I(%)h)c!^GF$^OI>r zv6TfV1&K&V6wIKpbc6mGn{8KfZ>^u=<*F_rZ6E&6)z`*L3*e*snw|YOtrv+;Ij8vp zbYe)F0CXoR#`9P})deFks!K|A%Vcj6^F!(40<~_uv@ESf4ZPAH=Z#0&5Jvi{n$ya2chm%mh_`*PgOnmXgLQ^ zjvtklb#N>Cy}*e2ytU|fI+P9)vQYP*geb#K@HwY{OasYOn$w>M9Qf~{xdwn>15g8u z>v=YRw+4Q%wF+w~3#olM+wicbxAC)=}|Cbm|>uihsZ+5%4#OoK{AMWwCx zy@m5>O^HsiQDb9cLgmSL4hFkrfgf^e<`S?iIWNzUxN|;Cy}boo?}VtwzD)rL>&?yl z-Usxeuq>Sv8h|M1z$G^}mf)#x|BA-Z>HgOD@8`8jP)HJ$P^;eFZ1qZX9(GHLv&bH} z)ZtVa1RNAjaU;v9i zk;yD(&MibqJ|!Mr9#gE_ZSAGA01i#Avhty#4)DB~dQ!9S66iERiJF4?T}^v{6X;;x zFc5CUftQVGTOjCm*qd3H541c}j0c5O%UDZHYtR<~d&|ZD$cJy-yEd zE`#J4YssZSl^q$6c~_dGpMd?`r6@9?=8%&X3U$uhAUpj;@u%*ef0s^ntrYrzO*+hN z6lGE-=W$pFG3y*m6@Ih5F^>Lcx7=PDs>xSG+yL6a@tsw90MLRXCOo=$ToIYCNhI-( zu`doD+O8>9)xSDB00iT-SQWp7u4S32rmj+ehd8hR_o6OIej{Ma;DP;Nk-rWGL!4)^wqK8{L~7#*;fH|UM$a%4TTrD3g?R-$`F*3gR_mpa z~hi(w0f(rJ0-am3ZSx8XZj-t7n|?N69t7gTa)-Fh2n*B)*~#>I;&pT9nsll z+`64GI^E?8y!2eRtBXk*(4>(65T>k2d{b;rK}B1>2U3I<-{RyCY5`HNDb3Qp zD5NrAWY`=4^9X{1;NwkGUzy%rz{_NiE);vD!5shqB3zO5f`UHz`R~I6DStJMj3WJ} z2x`N-f^je~KQD4V?HkT}G#CjZzl_x3O8S3X+}vcH>F?)eEE`IWCXSj7r+c#IV=7n zC(a)fX2i&dap2^{B}aJasirm@wm!Je^t5i$d-~}1c7H%;liT4}PYPb}Y8A{PqW>wW zScz*WymF3!OF{OV%A9}PcjmNJt?0Pp z!&f(o7@QUr@v91pUgAXw5aj=Pc`YEJ%)n