From 122d71c14b183dd2c0b68c43171606f05fb9ea45 Mon Sep 17 00:00:00 2001 From: Baptiste Bauvin <baptiste.bauvin@lis-lab.fr> Date: Thu, 18 Nov 2021 10:27:34 -0500 Subject: [PATCH] Revisions --- doc/index.rst | 2 +- .../auto_examples/auto_examples_jupyter.zip | Bin 50464 -> 66474 bytes .../auto_examples/auto_examples_python.zip | Bin 39652 -> 52462 bytes .../combo/sg_execution_times.rst | 8 +- doc/tutorial/auto_examples/index.rst | 38 +++--- .../mumbo/sg_execution_times.rst | 4 +- .../auto_examples/mvml/sg_execution_times.rst | 4 +- .../sphx_glr_plot_usecase_exampleMKL_001.png | Bin 82277 -> 78677 bytes ...sphx_glr_plot_usecase_exampleMKL_thumb.png | Bin 25053 -> 24932 bytes .../usecase/plot_usecase_exampleMKL.ipynb | 2 +- .../usecase/plot_usecase_exampleMKL.py | 2 - .../usecase/plot_usecase_exampleMKL.py.md5 | 2 +- .../usecase/plot_usecase_exampleMKL.rst | 24 ++-- .../plot_usecase_exampleMKL_codeobj.pickle | Bin 2515 -> 5518 bytes .../usecase/sg_execution_times.rst | 24 ++-- .../usecase/usecase_function.rst | 16 ++- .../usecase/usecase_function_codeobj.pickle | Bin 483 -> 534 bytes doc/tutorial/estimator_template.rst | 129 ++++++++++++++++++ doc/tutorial/install_devel.rst | 3 +- doc/tutorial/times.rst | 2 +- multimodal/__init__.py | 2 +- multimodal/boosting/boost.py | 7 - multimodal/boosting/combo.py | 2 +- multimodal/datasets/data_sample.py | 44 +----- multimodal/kernels/lpMKL.py | 10 +- multimodal/kernels/mkernel.py | 14 -- multimodal/kernels/mvml.py | 18 +-- 27 files changed, 205 insertions(+), 152 deletions(-) create mode 100644 doc/tutorial/estimator_template.rst diff --git a/doc/index.rst b/doc/index.rst index 8d2715a..be671ef 100644 --- a/doc/index.rst +++ b/doc/index.rst @@ -21,10 +21,10 @@ Documentation - reference/api tutorial/install_devel tutorial/auto_examples/index tutorial/times + reference/api tutorial/credits diff --git a/doc/tutorial/auto_examples/auto_examples_jupyter.zip b/doc/tutorial/auto_examples/auto_examples_jupyter.zip index a30ce0bbec3aa32afbeda1d6943444a8219a4ad9..b64aaf69af22de1387700bc0320bd337f4a21f66 100644 GIT binary patch delta 968 zcmZ3`#k{JWMLWQonMH&F1UUVQg2R4>yOfDDFo3WI0|P^Her{5}enC!tNqlnt=8IyA zYyuz=h0NT7{Gt*C-%{uN%~r;hjGL?Fc$pdVC*S7`+k9WKmq)B5AT}`bg1{w^K_Cn< zY;yP^wastD8pOf!h8+RQ31SQkAPkjf1j|P<Zl2F5D5?l@k%-9386X893{iyaqF%jR z#>o@hSXjU=S-|*&kvZQtY4bxvFGfMI+tFP5n}x|afAf9Li#*KVJuNmLcF7P2GxGHU z#h8D3g>2S~`6$P1>7Kk<sXCG$#Mrbr7));t+f>WX1q-X~6`O0jwsP=#`V|E;ZT4VO z;b&k_*=#>~Kg(u~8KSJ4%jdSS3Woa?1^bq?$vW{fFo3Y;WP@r&ko|$x9*j)R`I9ef zc4o}qe5>Xq6BftvZNJURm_K<#tKVdcy^)Ohlf&B7ChyqW!vczc$?MmNZ;szr$E*(u zBlK7U#U==EX#|nraDc_(<cng`lWPz0s9=jAkZKU#(zr()6!(+E4;it56i$A4P=aGi zV}(9gl<|-e*jn_c0ci!{Esb(+AcaT~HMv(0Y^}m~Pm6$QD+-fU#Tght7!;)-Js`ZL z@kq?%|A)*#F*3R5kR;2NM*Wh>b$VJL2P^#a3JIA1dcW&IIR*w076oa6;w_EMU6XBN z#3$z*<^e_8<m$s9-Q_DM8&+%b2Y53wi7-PFxutvZ<oqKb$;&$?8&=Ct)?3V}gQg&0 zTFjXTpa=tDR0nFFm~2?BFzF}{55map6_d{&mSWk`xbgbrw}*8UP|^fH1A{8mksxYI zW5xrpwGl@|6fn{UNCgycX*~ZPWR;?Gey&r#US>gMUQ&QJD;r3fmw}hThJ}G4;y;K7 E0FrYV{r~^~ delta 561 zcmZ40&a$A3Ss}oinMH&F1b9=T0t`C>loP}l7(iHqfq@~pbn^`T31VU(xy%a!m&(K$ z7(f^zH~HRwwaxqVBN;c(XI#rN`Q91%&HUb3jGOyYc$hcOReH+9%$E|i*`_2=49vI~ zlOfJ5kP@|dLf1z*X8-=E%`Gb<`I!V#Ht)T@m4i2_KPuq$VyR;t{0s~oo9iF!XPMlv zS7>s1pTOkUK90?HPeoZLUE00*$}3h@X7B!}%@1}2^D~F_M{PDcQOiF$>OYqX$d%|m z0Qn4rmo$RN<kHDA^wp+rVB}!|DW1IVzXZpU#${q4pH9B_-$;QkB`V<Y-<er_Vhju* z4Du*QBM2{POwya|U7`ij4)V~{{fv?<OB%PiOnwlfHF@2C9+2mzXETCD6=NpP?-HLr zpOKLV<kjixAi|>6(-oK)<)^=5WE5i(NSVHdiBXDWNn>Hx<g?cmroUoh<WWEg2Yv<y zRgm3KyrfZMGQ<E=W=0VO@BXNOWYtMug!ma4Kv)f`3`8wy{JaRH)I=eyKPq5a%$WyH u{0s~rjOr)PO(0eBilxq_PWgJ71(kV80p6@^AS1XKxEL&%85k}e1n~eSOrqle diff --git a/doc/tutorial/auto_examples/auto_examples_python.zip b/doc/tutorial/auto_examples/auto_examples_python.zip index 455de39223fbe7205085e61edfda8b45f4bf4635..e9ec57bc9be6504979608c6aff072b19896c5c6f 100644 GIT binary patch delta 972 zcmaE|mFe9~X6*oPW)=|!5McK!3O=KBqf%FxfdPb785kIn^K+B(^$T+HOX8FBCp*rN zm@IE$v-zITOJ)I(j6!B^L4Hw*f^VsF{$?+mXci{t{K?aGgC>7>5ZOFS+MY|SBp^00 zU~AAMkbxi!F?4giP?RuOu0dQfUq*<50fZrP8x=f-6gmBhf_HrkUjh;aVTcs6Ti#8V zm>kk$I=P{Tiv?u;<Ulq1&3$S!89`1+V48x>eaVcQb+odXK`N%}rfs(3(C1?Q?rE|4 zrMZkSm~lsyONjZWSIA}#Z$C+9OZVi>ktuoHV8)t;d<a9XXF4|*EX=l7Y(AOK#LCO% zR}@@u@sX(wHv@ys<{KrP%$vC?-m*;Y>ZseiuJ$*Rpr>C^aBVKrvv_U>1`t-8tka{! zl%G4<zsH?1fAZNBmB|LB?2~;PwK>6|nd_9#HF;v`*Ud6%+KhtWXg~>U_5Ss&jQNwV zPg%^EKe>A9YR3G{>eFU0>SK#UP~?K}mPQZ>HVY|ARaCIW5lAHnZ)q$L1|@^Z^+L*% z|Igq7D@KnrkU|jN()d6Pq<Er&^5iu$c=WNwB1jzwZ)vo*1gS-hQx#A&Ox`_1l4VQd zJnzXjW*94c_p}Ju?&^2@lpq5G2!oOW$N&)D(zrKn@@rLfkZquNo6I*8r1Mn4WbK&> zplF-y2Nsa-nylNSFu8lCkb<Rqa)9=X!+D0>3=ANw3^E6bw>0)loqV@Mesbw7h{8Y< z(VL*y0%25p|1FrT+oR4G;LXS+!VJkj+bbr|pDD$%rE$TU$$MvNDxjnZZUzP=s4XCB zOXHG_lkb+OOxBvkqkxe%Kq{bkOQXWx$+|s?viZ4A`FaJF0p6@^ASqr3UItMX28P2Y GKs*2<R2M`5 delta 573 zcmaDilljS3CWQcRW)=|!5a3OT3TP0Q%$E^jU;trN1_p-Y(oO1~LSi7PfUQB3bcGoh zKo}ymd4h11Ff(6D)aFxhTtdveDN&nOd&@vXt{3=8GJE$&ZPw_@<7N^_*}P^A6RS{I ze^fxi<WPrs+zbpLti&)`@wEKr`x~D!P41c@IQdnPz~(($zOqafn6!Vh`L54Q%qsm+ zn`chV=VtcrkJ`+=a5}dTBa;X-s)HwAI4Q!hq!HwY<kCs%%9Hs|@u*;PGDrmoFKLVy z0{Lz71YzaLdrtCz{4lxjlqAcN#`CI^`%W2y{4!Y%EO5tsvh^ur1-_K1fR%#wj};{u z7(iGEWDXQBY5eUq`Qa%A1@Hc-fS*Twx%Igj7(iGBssKbSY4k~%ta#c;K_De6z#{d~ z>(eX@3?M8Gl7-?WjeGMa?^z?O6X1>TCT5^PRWmR!ENMJg0t&*(^=AYXRQjU=v}YX7 zGvsDq0AXc>I)){U^BcelC!H2j@b8Zb2s9DB8PCnY0K%Z?gsEN9DA+Su@w9@hbE#9l ZUO{DmH!B-Rj*EedL7JI?Ve@nl4*=URlxP3| diff --git a/doc/tutorial/auto_examples/combo/sg_execution_times.rst b/doc/tutorial/auto_examples/combo/sg_execution_times.rst index 70b3c32..58958da 100644 --- a/doc/tutorial/auto_examples/combo/sg_execution_times.rst +++ b/doc/tutorial/auto_examples/combo/sg_execution_times.rst @@ -1,14 +1,14 @@ :orphan: -.. _sphx_glr_tutorial_auto_examples_cumbo_sg_execution_times: +.. _sphx_glr_tutorial_auto_examples_combo_sg_execution_times: Computation times ================= -**00:01.102** total execution time for **tutorial_auto_examples_cumbo** files: +**00:03.474** total execution time for **tutorial_auto_examples_combo** files: +--------------------------------------------------------------------------------------------------------------------+-----------+--------+ -| :ref:`sphx_glr_tutorial_auto_examples_cumbo_plot_cumbo_2_views_2_classes.py` (``plot_cumbo_2_views_2_classes.py``) | 00:00.603 | 0.0 MB | +| :ref:`sphx_glr_tutorial_auto_examples_combo_plot_combo_2_views_2_classes.py` (``plot_combo_2_views_2_classes.py``) | 00:02.387 | 0.0 MB | +--------------------------------------------------------------------------------------------------------------------+-----------+--------+ -| :ref:`sphx_glr_tutorial_auto_examples_cumbo_plot_cumbo_3_views_3_classes.py` (``plot_cumbo_3_views_3_classes.py``) | 00:00.499 | 0.0 MB | +| :ref:`sphx_glr_tutorial_auto_examples_combo_plot_combo_3_views_3_classes.py` (``plot_combo_3_views_3_classes.py``) | 00:01.088 | 0.0 MB | +--------------------------------------------------------------------------------------------------------------------+-----------+--------+ diff --git a/doc/tutorial/auto_examples/index.rst b/doc/tutorial/auto_examples/index.rst index b2d29ff..ae4af5f 100644 --- a/doc/tutorial/auto_examples/index.rst +++ b/doc/tutorial/auto_examples/index.rst @@ -19,7 +19,7 @@ Multimodal Examples -.. _sphx_glr_tutorial_auto_examples_cumbo: +.. _sphx_glr_tutorial_auto_examples_combo: MuCuMBo Examples @@ -37,9 +37,9 @@ cooperation between views for classification. .. only:: html - .. figure:: /tutorial/auto_examples/cumbo/images/thumb/sphx_glr_plot_cumbo_2_views_2_classes_thumb.png + .. figure:: /tutorial/auto_examples/combo/images/thumb/sphx_glr_plot_combo_2_views_2_classes_thumb.png - :ref:`sphx_glr_tutorial_auto_examples_cumbo_plot_cumbo_2_views_2_classes.py` + :ref:`sphx_glr_tutorial_auto_examples_combo_plot_combo_2_views_2_classes.py` .. raw:: html @@ -49,7 +49,7 @@ cooperation between views for classification. .. toctree:: :hidden: - /tutorial/auto_examples/cumbo/plot_cumbo_2_views_2_classes + /tutorial/auto_examples/combo/plot_combo_2_views_2_classes .. raw:: html @@ -57,9 +57,9 @@ cooperation between views for classification. .. only:: html - .. figure:: /tutorial/auto_examples/cumbo/images/thumb/sphx_glr_plot_cumbo_3_views_3_classes_thumb.png + .. figure:: /tutorial/auto_examples/combo/images/thumb/sphx_glr_plot_combo_3_views_3_classes_thumb.png - :ref:`sphx_glr_tutorial_auto_examples_cumbo_plot_cumbo_3_views_3_classes.py` + :ref:`sphx_glr_tutorial_auto_examples_combo_plot_combo_3_views_3_classes.py` .. raw:: html @@ -69,7 +69,7 @@ cooperation between views for classification. .. toctree:: :hidden: - /tutorial/auto_examples/cumbo/plot_cumbo_3_views_3_classes + /tutorial/auto_examples/combo/plot_combo_3_views_3_classes .. raw:: html <div class="sphx-glr-clear"></div> @@ -242,13 +242,13 @@ The following toy examples illustrate how the multimodal as usecase on digit da .. raw:: html - <div class="sphx-glr-thumbcontainer" tooltip="multi class digit from sklearn, multivue - vue 0 digit data (color of sklearn) - vue 1 gradia..."> + <div class="sphx-glr-thumbcontainer" tooltip="Use Case MKL on digit"> .. only:: html - .. figure:: /tutorial/auto_examples/usecase/images/thumb/sphx_glr_plot_usecase_exampleMuCuBo_thumb.png + .. figure:: /tutorial/auto_examples/usecase/images/thumb/sphx_glr_plot_usecase_exampleMKL_thumb.png - :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMuCuBo.py` + :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py` .. raw:: html @@ -258,17 +258,17 @@ The following toy examples illustrate how the multimodal as usecase on digit da .. toctree:: :hidden: - /tutorial/auto_examples/usecase/plot_usecase_exampleMuCuBo + /tutorial/auto_examples/usecase/plot_usecase_exampleMKL .. raw:: html - <div class="sphx-glr-thumbcontainer" tooltip="Use Case MKL on digit"> + <div class="sphx-glr-thumbcontainer" tooltip="multi class digit from sklearn, multivue - vue 0 digit data (color of sklearn) - vue 1 gradia..."> .. only:: html - .. figure:: /tutorial/auto_examples/usecase/images/thumb/sphx_glr_plot_usecase_exampleMKL_thumb.png + .. figure:: /tutorial/auto_examples/usecase/images/thumb/sphx_glr_plot_usecase_exampleMuComBo_thumb.png - :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py` + :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMuComBo.py` .. raw:: html @@ -278,7 +278,7 @@ The following toy examples illustrate how the multimodal as usecase on digit da .. toctree:: :hidden: - /tutorial/auto_examples/usecase/plot_usecase_exampleMKL + /tutorial/auto_examples/usecase/plot_usecase_exampleMuComBo .. raw:: html <div class="sphx-glr-clear"></div> @@ -291,15 +291,15 @@ The following toy examples illustrate how the multimodal as usecase on digit da :class: sphx-glr-footer-gallery - .. container:: sphx-glr-download + .. container:: sphx-glr-download sphx-glr-download-python - :download:`Download all examples in Python source code: auto_examples_python.zip <//home/dominique/projets/ANR-Lives/scikit-multimodallearn/doc/tutorial/auto_examples/auto_examples_python.zip>` + :download:`Download all examples in Python source code: auto_examples_python.zip <//home/baptiste/Documents/Gitwork/scikit-multimodallearn/doc/tutorial/auto_examples/auto_examples_python.zip>` - .. container:: sphx-glr-download + .. container:: sphx-glr-download sphx-glr-download-jupyter - :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip <//home/dominique/projets/ANR-Lives/scikit-multimodallearn/doc/tutorial/auto_examples/auto_examples_jupyter.zip>` + :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip <//home/baptiste/Documents/Gitwork/scikit-multimodallearn/doc/tutorial/auto_examples/auto_examples_jupyter.zip>` .. only:: html diff --git a/doc/tutorial/auto_examples/mumbo/sg_execution_times.rst b/doc/tutorial/auto_examples/mumbo/sg_execution_times.rst index 7265f51..17e4f34 100644 --- a/doc/tutorial/auto_examples/mumbo/sg_execution_times.rst +++ b/doc/tutorial/auto_examples/mumbo/sg_execution_times.rst @@ -3,8 +3,8 @@ .. _sphx_glr_tutorial_auto_examples_mumbo_sg_execution_times: -Computation times -================= +Mumbo computation times +======================= **00:02.013** total execution time for **tutorial_auto_examples_mumbo** files: +--------------------------------------------------------------------------------------------------------------------+-----------+--------+ diff --git a/doc/tutorial/auto_examples/mvml/sg_execution_times.rst b/doc/tutorial/auto_examples/mvml/sg_execution_times.rst index 8e18812..800c8d5 100644 --- a/doc/tutorial/auto_examples/mvml/sg_execution_times.rst +++ b/doc/tutorial/auto_examples/mvml/sg_execution_times.rst @@ -3,8 +3,8 @@ .. _sphx_glr_tutorial_auto_examples_mvml_sg_execution_times: -Computation times -================= +MVML computation times +====================== **00:03.630** total execution time for **tutorial_auto_examples_mvml** files: +-------------------------------------------------------------------------------+-----------+--------+ diff --git a/doc/tutorial/auto_examples/usecase/images/sphx_glr_plot_usecase_exampleMKL_001.png b/doc/tutorial/auto_examples/usecase/images/sphx_glr_plot_usecase_exampleMKL_001.png index 7a4af0bbb0335a7e7faf2cd04239b98efc2f6c4d..8ee9e6ece17bf2aefb5559b92514037d31cbff64 100644 GIT binary patch literal 78677 zcmeAS@N?(olHy`uVBq!ia0y~yVA;UHz~aNf#=yYPS(vq!fq{Xg*vT`5gM)*kh9jke zfq{Xuz$3Dlfq_2}gc(=ZFVAFPV6Z50jVKAuPb(=;EJ|g_O)M$M$uG&tOj0OIEh^5; z&okCD)HBpk$S5f(u+rB@$m``7rRxi%iAyptC@^@sIEGZrd2_eAB;@Pf|NpO_v+z05 z;^V<$Xqv^uVsnlA-UDqlL0%56@Xi%0IxkdZWph7D)qTCn^TM^u!L7%FZAH0-^c4iO zE7q#GPLdJa6Pl}C#O<*pZo&j>o*8fM%l|Q&>#3HQHp8=Q((~lCYf`_}+^fD<Z5HzU z>iOrJc`uvzGBSXHnCR8JykHgs!(7D!OkifiQo#g>{DDgx8^A&g37ISr5Y`40CLIVX zLW)rg!qVww;D)fKxizptSl-G5W?X~noXTf2jd+~f5;N}Yshr#Q_wM_;=aSWzJk_^W z|NV4Ye|n<Csq^Q*N8i74Wr^oxwUY)se;=^hU$Fo8k>B&uJlkrU=XW=!pYMzdn!l~) zXOU#v!aH~FOgO)>=&4t)w7DNMJ6}ji$(Bo(E|t9B`~B5}gUxlvpFe+I{VqP;e&x!Q zj`7Do)-768^M7*I<72&yS0&pP?yde_^=i+59=Z3+_w2dz+?IK5^|zbpwXgR4e^>f# zbHPKW`Ma*|Pe1;9rg3_oe{5b}o<nJPOrdMUJN@qlf4&PaG`zd;Z~rewh8Jo2dp<PP zecye5W&HlSy7>5QIguxxuUonDqUrUR#lEx6GH+~1)Y8<vI5T~o<foqkb8M@>X{f5Y zrq3yKYgb&DIqTHfvsX8tx6__|cA2-{P8a7ko{Q}AH4EJ3YeQCtt-bXB@BRNTzg+hJ zzS8>tpU+b#Prm%HdjF?W+Ex`G798u97BAR;xQ+MqmpRgAIRT-ep}ULuB#o9_-u3-n zwSV;XysH-$I!~Q5=Z&SDwDj%FyXo_5mwmrqAJ5FjbD>o{?#1V*^wR3@@2=j?->-Yv zV9LyyFF)TpGt>C%-SYcC*REc-?%L}0`?NgYt}A?Wq*M0aUCW{;9bxNYUT%N4>9pSK z4gQ`{8<Sf5<ZN%P)4THfv@OqnTNZ`|(K8qrA`VEV&q?$$(%<z$DR|P(s;^o5AK$Bd zE*m_l^5aqQ*^_)`pS_mnla{tj^W>S+r$1Z%yBZ!p^ZC5$b($w_-tYN*X8rzux1N8! zySse$Bp=Ub@9yqCT$)*X$@siYvX@bDQBh6b_PS%>0Nm<t^RY$qq>MpALu6RkGt0Us zCj>vc+y9!Vc~Zu@EGOXao7>yZZ@HPXOy%?3@_U@Cwkfys$r`cq$z*sL#aBFRU66I& z>a|Yrq@S<j|68rt<vCex=A<+7|9>2Jyn46rxa=~O;y*t=I$r(zZTo&x)tQ-@nT}W2 zMr}PcC1qEP-sY7nH6QHKjovn6(wP-2G>YHf+sk;pwW@w+yDaxtIVJ`HO&vuRh6u0M zK~wwEB6VYTT}h8w@a@gb#b3UZ)c$(8+{@oTJTh{opXJjj!r5Yife{fJo>3bT8jXyM zY>vMz+bviBr%+W@_2u01dl%#X|GM6AJ~AX^$+Kr^y)u?T)8nc#BYxHVd^)}K!vn{o z$B$<p>yc!<zW4XL-M4m?uFf%w4)E6b{`U6r?f0s@Cz+JLyVLNRPu}j$Oiy8-xnJJz zZ$J32Hv4aN)#G0CRrUY>IbQdjVQ?@#?DEGJWDkG}7;nqxbBaqYx{7E1{q^<M_Wb$h zvw3-WqxM#9^|O9!;yc4Y@j>yw&-4FZxv?>MYw>fx*y6LMRj=1>e^Rvb(A}yVTiz`! zel|0G)y|!f-D0|zRs=2<k(SmzY*2Ho?*HHKzb?=Jx8$_`{uoY9&LRsLFHg^lvgLOc zu3DwF|GB=d?$swJCzqbmTz(>Nd-j6^jZ$_sJM#AZd{$QdY0JBbn+qSi?SGziclwIO ze~;~X`s|sOs;cXxFGt1Wx7<#5pY-b0t1Y#^%RGa^!oqeJe|djDKKXdxR25Niary7I z(YBw@7*A^Y|LOkBYY7S8-rVf!>*L#%_vlEcmzNjUj=Z0ro@QlcUc8w;f9=J^?(8w& zFL~>)T(-=Olaq6nS#H#U()W8l_if9)y==0d)ym6Db8|yOLsxFu5)xD}|NBDc_AigR z_1R+8TkGm~w*PCb;%8*&Q2BO%i6P?L9LwS_2ifH_etvpd^`Md6=6Lw}xV3F<Y-eYi zufN-NTDJ22-tQ)vmsCQ-!?VA=xf!*uX6OCh`^pPT_p5u}+FM<Ip*nZwvXzp?X)pBa ze|BHGe7W>mWcthb|Nkt1{`J?dD&Lt#uF~dtAvrl~^!9vk;*~P-sQ>@_{@3I7{{pkG ztqJt>>~!mudb(0mOY2hZ_Pc7HyPiz)Hp#nVA!}9Q5nuOnX<W@m*SR&HPTFmrcj)D& z(|W<q&dqUEFI6q)`kkF)x%uvlwl=o&_UdYCziiK+RG+Wo`Rl`Be&(wCU0qynZ)|if z+a0_8UR5^7-0j=T-^b<N*x(pc5dUHJtXW&KuC7|}dP(v_ca74uiKow+-`8nBELd{) zYIyuwMdvn_nCnuP=2XAix$DKEZl-nGdU|28v2*?Gex~@&G*W%AE8xBU_YKJl?>RFt zD6QIk-GGT9Vb=e9%&QkII<#ixO2gmZ-{<p5o1IBNb7Nz&?_q;8vAfGEzXiR@;a{_6 zjgGOI*|jMt|NcC;H;;~rvU;m{r#hjv%I^KH%YN2p?`+GReZSEBZpmcLlY741%08RF z@8_}STaR{&&z^MV;o<h#_v`=feO}?^)%CnM@Ad5beTMeGUMSB`UOWHk?fm_3x3}-v zW3&HvZ|g4hYYUy*ZK@^re!G=jcRZ%_YUnbR&rc@%fBRh(y>sWzWh%wLzPx1Y<#(y8 z+oyR_#xyG=p!D=~eRI{B&FuVU{W6w91$U42O8a`I?XUZL=I`(C>@nM`zvo>x;0d1e z^Q8KGmYC}oE<E_Tdvo61T@A0JqN2`Rxe^jQDKa8LqF`?3tY=TB$LDz&z2EhE-GWz6 zd-vaQ{_pn$R0?^5OQF8gPcQXI8gD6n?l*PnRL@DEv|E0!(tYO4nO?rWyf18)E?t_H zk#T`lJZ8b6Lx;*vzgIe&w>|qvhoF>UQp=mNYLDkX&gR!G-m+y&+41dpcUMi-4%gDu z^wbVpbK$|k=GwUV_VxSL?faDlN(K4*elC0d!~A}Y^7PYBzk3!mv-5wOx%R5;qQ#4C zt0ipze!2WM?*7K)_VjB$v9Wgx&xgmyuQ$!U=D~G8NaM1Je}&rFwcGDWU76o`ZI@>7 zvWm0?tdC}<&zqPz3zRxa-tBzO7IWR|cHxN$io1TjTFt!f_Kw2ETH4xA3oJ@LpEYNX z36G3?`E$42nRKaFf1k>g>0GJiU~pIhYC-9&e4F-eVUA19%cav#<!yhxxZm!QZ229< z%O;2KXQ<bGXqJER`Mmx0=kx2=$^Uu4t~mGcuGi~6SO4iXzc(Rs)-03ENo+h456aIx zogS~}d237N<mWe3r^hV1bt~#_)$6sOym0l>C841BiC-Qx^Pe){SsT6G&;I90|1HVK z`L15Qx^l@9m&t0rpL)1cBwwxyU47-ojTK9lsQAvYFx2_`_v`xltMhEDMPy~y&d%GV z`C!*v>+-5^65P+u7skfUP2ayh;Z;;rl#QbA3h9dbRj=1N>h8>4JKL&sm5`7S)4J$w zIWv7OUjaF1^LaaKNS^udqx2v+(|}ro37(IS^#*%+b#--jgK7=i-)}Z|b$5T>ogd_W ztY3cpqen?!Utjn4xBWULZ~xzKdi)#xjyyQnEGjJg`1{sVr@TCm@5|YCmuK(S=lg!Y zo2>Ho{{H*H-=9qO*D^H?J#YJcj^3^pN=J_$e|<`O{gw6gf3x4--EIC!T(n`$8XZua zclGsM3--5Nx@C*W&KN!483vB-eKHrF`E6A^8Ebdu@!Ay^6{T#xdFWF7Ys=;S^Vc;p zv$Ms1|Nrm)|I3l-b43g8cI)q3v22;z+_GDlyI!qY&9qKiSNH0@z13Iu*Z*JOH0$l{ z?XTyS-<v2BlMxghz1sf&&-0U-W?#K>>C&P_ixw?-z2w4s{qGm{2fSBgV2Ew>y~D^b zEk&ZOsJM9Q^y$mz%#o@6`}O*+zu#^**UkAoMKk!zC2#$gyI!xmJpbPp^{rdBym+~M zK3|3Kk9SvYZryfnj@AD^pG)smJ}<43d%t|{+|p~2x3=ZZzP3JoJ+HJ`#^q(ct5&SI z(8ephrQo5HZtO0T6{*e>XB{*xe-{I)Ahq=Lu3cLjohs4h)+@C%a&ubd(Js+ReYP7n z8PBi(xAR`@_gK$^=i^>_`1<z7)%{HM?{Cb?%e%Juyq$E(+%NAhsF<6Zudv^~w)A>z zd2E3H-JG?%-)uT<l60h_;dR)$n3c}$eBegoZ<dpNYvT9Efr|E|q@<F=yyh%1;z+q7 zTme)qh2`a~<Kp7_@@n;ZFD~1b9p7$cfBke?AJnFZ+LkjjDk^GA$;(S}f=Q(+mX?u| zOv>Iw{C&t@&#~&;lF5FTu7=0Iy(zwY-8#Q+G2I|X$Hsr3?f(Z~UhY5r^2;eIUteGM zzqE00+n=A0y7is*wmg<HO6hpF=kvL;<JwwUDzdW^ug|=u|8eHbnNnss5fN3OHYK0D z-I^&=L}Ck%iZWi``}JBhsNIp2oNStXZB4^#yWek&b8l{PZA+|}CnwqQ>Q&a-*xg}4 z*V|3D-z|&wQ1mS;+xF<uqo#G--~JWxTZ_H2WnoyL{UKkCp&@l{-LIFkKv_mu*fi~o z#Qd2q2SH`X*1Wq`uI}#HKR-P^b@uGmC;$8#v+i=gni?K=@!{ci{}(ZZg@vcipAWC8 z*)wa_EKs}ReD>Pv^4z<-w#LQ=2T#6N_xtUFd#g<ae*gRZ-uYGO`FXZgFPBaik(OS4 z=gu9z<F)_)epjsTeDCx6p99E|0sO2PYj^+q^;%R~TDs)!j>5-Gbrp>&dp{iFF4}!p z%Bp0Ak+CuJy6VTh=3lOc$7ddBU_5p19N&(2^8bId->d)scY*UPW_G@eySqv!HSP9S zFM>BTUTA?EZNERy|G(z_zTf9IhrDnBRYp}$r-onIUte$g{Z8?&uh*il-nk>wruX;u z_Wb#7eKIR2D!XUh-&dPx`+Y^=;*z_i*H^Au<z<|9=E6MN>RY{;IXPFj_4h2u-}lq) z(#8Xs7Z<tORVQs-wPHnpuWxUT*=$f#@chSXsV<=Q_<2(kGqYFUZs&)GhK2^z@=KX` z{QdRy^7Z)owXa@f?N9ELv0SwO@7w&hef9r-KHv3hR(8pY3yQYiZX|p8_`La08(06g z^t`Y*^G)-&prYi&L}gp=(|>+`x$OV-qPx7Nme#7vAJ(h|dCs`oV8({0FD@>w`uFpB z^Sa43@>K#p9+#ua5A&K=q&;L^WV+<!sZ*CE)8_~l-2Hsse!a4LpN6ik@5`4j8LzWe z*GCt^lE>-|EdmS|miNfp$F1M@Yn7V+yfxx+6^>`mo&_0wJD0(>_E(9eOdsF*&6S^@ zJ>GZy;$ru$xwp;E+qd5~K5w&l)-0*LKcCG8RhH+h-`gx*vgCw`@7tT3-RIYQ>I8Xs zZS?k6Q-b|2PE>X;`F^+j^}Xu%S1q5<S^V&D`{}&x+2`lk&U;<?ppo4q<ATEZ>X`b! zUw{35U%#H;?uSGA{Mv1LyWbdr3ZZ6xyMX<5e@)WQ$($E|=5XU}8K}v3^ypD=d2};% zdZpQ_|Ci_gQ+XM2q3j^5xQ3}|sIps6KuygaP}c+0E!5T3joMML5LCqb-Cw?Sxpe*> z!v(dM%ii8vs=x1t)7Gt9W&1M!HrXd0VmU8#&cWvUonou1FDpQ)#9M!_$%9?j<Enk{ z*Zp4m=<#FI<YPSzum649zW?Rpe*0->)3~*k{QP!1|Ld>U>%Cv?n(z!%Z;Sl-^dRAV zzV^F?_3B0Zj11r;+F<t_6uGb0?_Za_es7rmz8{OCqN2VW;@1Ds^Yh2!{@p8gAK;ZR zaCm)v{q<F$tH1pDeE#)ee)}uO<?Gk%*kLiZ>eb3ww$<B~`OI9j(7D}fQc`j<xRsll zn)>VZ{eR0QO%jr|EOPPm^qggw+*bGN^89VLg-_&dU%h0B%l=<i*Ka9%8?`ome_S&= z|FthKFMqw@%>VMF`h1>U@0ZW3^6KpDtonS`JTxZe4d?eL<~1{BNSvK*?k_4TdTUSR zW+`cD(~1uXcMA^l{yM5(x6oT}=aS2x>p!102lb~^TJt}DQ+DsG_}9ZyeNLD+GjG>R zHCK0c_So{Pq2ZdEnwk%GU7PUi&F1rbSv%ipuivxi{l4FR@ScTy-H(NKKc5KS%rOJC zDHxHvlozJ*Y*x4Rmw^oD)bdpi?Li^1HwNvH)u`)0Awc8N!@c)rrq5e>=gysXd5ir| zoIQJWX8OFFcXJsS8sgd*xEUBqcKgmY)3mpbH#IfAd)KRfYyN$^*!sU;yZZaXV`Ank z^P9Ws)TvYN^0*lo6m<Mvy#tLLo8{hG($vHR8WFIwvwQRW{<hrNixySA|DS*T!i5Ee zkB_a~wk>S`pQrk%+i!2J_?VQMmiFp#zkOIzQd0SL4hDt-C(sb9L;s~qmllC43@a<E z2U6{a1rPS^x<A?9Zl$bs*^9m3?_EAB9<SpG>J!xcI4u8a<8ism`E{RX=e;v9S$HR# zf#HJn*L(l9g%}vVaQyuF6Eq^H>Zz%z2^j-DKhJiO%3*_&=X1+nwTj1GxS2j*xBc)! zkgFyw0ge4lkE>cKBrJS&e|>#y#lu!DJ-xi|a=G6RfJOv(4qvc-zh^Nkw^+u71&&2l zb7$Gr?)vur{{77T{dT`r@EpD%9$$0u-PYgl_s4^3-h<8TfA{6D292{!kFVQ#-f;Wv zwR`s1@JgHc@U=UiJb7~0`+dKkl<l^D>plt8H~4r|y!w!~r<7&Ul68ANd997x`)kM7 zN#G)QlDA%<k53O9pUjG$9-g)F`|qWnne1=(awof|r{}Mm=j+5SY&w7JnA_dj?{~fY z{H7g#c%eg3`OAyN{ijTP=NHbs3ksO+psrX$o@w$ip1T!~dnYY9+AaQi=ks}&i_hCG zcWh>>JeG4~gJb#K(&=euXDvN+$mzV=!`9YTDbuVeVtO$v?*DmaZuN4><SBFKuDu># zZ@b|8zn|yp*ZJH1bg8VY-1WH68q|<|b<X<zn=Q|Ny<R^(QKGJS;nmgQ*@s#<r7Q{( z8p7*+yuG_Ybq6S@C#(Bk`~T<s|BPE(GNblXY)m^ltMtw-fBU~7;;|)xyRYl*d?NJr z)>iMYU%$?sw|Kz<hwXQYy5E%T2DzoFiAhymJ^OGQ?>xhwKYxNkVA+x-Dxk*9u6Mg$ zf4LIupLwW-)2ixAM*DL!-{9b7J{KPy?KUlZ<f0q3#Y5Sx=fd9a_g1rVi*1p<e{nAx z14FH}HwPnw!*;9hcZy37vWjOsJvDWfS?;X+2a;}Y%l-BH{{MCVfAs(VV7agMciGqX z_wRrHJ-7VcN^ZR!4xj-x)9W$CcfR}i_+0t*^>wO5+mhtO3y=Hl*WJ1mwKGO<zv=S% zb-RxBNG=Xt9afpv=XvS(`~B-ro$`A6{5gBU)qP=WA{Jh{6f||}RM6nhXPN&G`RiBA z|MNs0)YsM9`z2`q)~i>q7VW-k_4P{d?Y-Bk-o*d^HQlX8;^FqX=jY~v+7-+E=dXM8 zC~5xQLs97-Z}0Dq@3;BXq2@DVf%*NK%f@L>PE6eO`JDAvP<_7bcHZaef8lYJuF_^X z7Y_5=uVI&~aG3OE^ZdU)H*en5($TpB^4db@_Nrs$CF>a(9PS_E(P3ansGK=-W*sx{ z`wyUz{#9$&hE`SWvitR7al^Ul-*2~r(k^IlwYYfm{iluhKxv5I{!hT}vbUdPqPJ#E zmEmh&<~LXBLUncY=Cs~(R<CtHBdYgnzt4UCyi0rC1eLvizulI-CTCURG3kHpzNqhg zS+bAM-`bje_0pw9?D91m?z(+nJKr}mb0w%@_w)1f-#tG+_Jf)wJN(l3?EQF5dehAu zP{ZJ1@t=3Q-%rb&1!_yw_CdV>o{rJcS5-aw{v)U<m3*uxu%u**kdP3l?f3Wn|9|VV zva^}3-oIQv|J~>6*O&HRvt45~Y3|&$D^_T%joRvUY2!?<>}zW-F7cc!A}%g|p}P9^ z#^iQT9>}_|z|qb=Gc$A2lKlODw;jH9P2l|fxX5;X`EQbs&##N!Eg~v<H8bOi)Qhci zk6v9LZ@+ZevNEY3wI7d)dwF?XYG7op>6>4AEz<6J-c_W;*zoixcY>CdmPzU<k<^rw z7bn%{Us<_)p4RTW>(b{{x@m{4;drsfZ1&mrAGgi!-ad88lqFxjl&p>08@2z>Q~j-# zpVQvn-5m~U@z)-!Jpb;~wL5p-e7>ivt84XqPVttEi%R<+Po6y4`i-ihq9b3sbA0XB z(B0Rg`c+j`ORH?dE=As8V_^8D2b$u#@Yaf}%IfnaZ+%TGtEl|FU#Fe_v@?BPrP`de zr5V@OME-i|U%x8%_O{Hct3tavJ1;&tIl1;2kBr5I_rbsR{dmN^blI}1I(e&-6`%%I zY~|Cbj`d=Jfq@`*fJSAvROg<art9VFn`{32<n0R!ok0<P-tM>0^ZE7r?i;4hDQsJk z{5!bvd+n1Gf^YBbjgE|rl%4m#$M{@8X6DLQuV2^x`tj%U`Py^53=9_}rwK4IG~_)m zu~I#mf8(;??6Ycz4X)g|^Tu*p`gysvvAfOQ{QX&cxAgkSw9T1MPfd;5oYuQ;@3*M) zrCUJ#KePOMYe0?2KG1mLs#U8#NtXZpdOiF8zS^o^FPGomdw!vF`;{9vZe;2kr=Pp> z`~Cj+!b!QexA}tRfy&CtmT$eh%r`hB1YBTFn<h5@dQ|$N)YMeaBvsX)kH>4%mg~mu z3fa1K>)gB<^<S@suim*cvi`?m`I<icxIGbVi5Zucc+UOC&cL8x$jl9z(P<Tr)9?h1 zS%U@<Km+oho}7Hkq?ms_rnpy3H)=_zu==ZIv-2)(zhAdneO`sr;WpmO%jefgeVoV6 zFSn-f@i9=Zan<_u*VjaDzSaBlVt?I|M~{+x=U4<@kFVbg>U}()Uw`lU%IZlar**ey ze0_EG*Gd1nMceP!MJFHc3oS0*Z1?|9F(_4m;$3goi$#3ZKSA-me12UN$Pw>$K9{@s zwhUCPE}v7>^={wqcYf=WZ)`{eIr_^5XMRmv+gRhYGZPL!yZ|coK*jW@6UtI1857>^ z|6eC6B9igwNarl0)GpBAsQUbxAo2K`jiC7kzVr5#pHe{cjQlnq8bJN1&*!ZDK|PaQ zrLRru|NSYO&&t5iV1EWQy?XcEqi+3c&iuAZKo!!?ojZ4ZJSM%h{{KI}>~%XHae+cT zzW(plXXodypQ;`HYWx1bYnS=Yzvmh&AMJKym&v<VtJmj!{}mb@yY#qRwa@MC`Pcva z{QULZ?)R^@UXQz+xqR+3V?8Y`uk7pVuGas(UjOoa{r}w{uZxO^y!iY5{`EbTpKWIE zEKfPmz<6s%;bJ2rqc0y0^S=(?|7+?w>-RQOr%uhhu)y*7-o93D@vNJhQmsl}OpvR1 zz-as9LG!Oi-TEa@r-oM@d-DAGYySEl&EMYLUA_C=F7MUh>#x1tet+H9*Vj+yZ7;8Q zw_=6H-cP5rXW7^9i>rQXdUn2j{QTN)GeHxfr8}OBGcY(rw^i<m^@7Y=H{=}w72Kc( zB^m8~P`mEJ?=4%lya3fUY&;SQhYfb^mIaySpr1Z#*{j#DL50o=jc2dExUocV?5_X& zI^N6A@7+5ykQ#<spU}{$e%5cdyvt)2bZBVZAZ?J)uq65aVL@^6>u2wR)l}`?waZGi zSuyt#Y%PGgdiB2kMc)+<INjK)C*9NC4V^tNk=(ZN<=zMh(6R*v1_q=_^^Gk8AhR0w zWw@%Jew$~sdmX<5186vgfq~(R=-k#Y*<R%{O{}1y1_lO(hJ6YbK4`_1I!J(X7z0DY zy>tE?p_$%cfj-+#$u7Q{a761`PC#3AchRhC8e4a+s<k!Vc%hf)vdK^3jt#3;ubzDR zX;5zN+DDHbK?CE(?OQG3SKGWlKjIE~<uN^TOZ<$~8M>#6!dGli^XE)k`@UO@cjFJa zTfborwOe$nAT#Tc(Nvf8U%cy8PMRzV5t_R)v(q~?cgL<B&Ijy4g)RdF!>^9YkF2*6 z{dqIql>H7k+kd`4$JwC))JkSxV0f{1&out9Ta!XxdGN2=b7bPeyW3LsKWE-01YL?y z>k#Nu)_$7JI!P)}t81p@!oG$BA4Qx%A;rLS@#Y)l?!3HrYws9ZE!kysTw<l&nX?Rz zN}!y?z_38MQE%pFx%7($s}FYYu3UGqplzqHLIr3>gMoqJ!2E#k)tg?}1#V1p_9*q+ zY<Ola!@*=W$O4GmpPUP|a!+b?oebNVyhW-f;^-{iQw8~fewU?|nuTv&zx{^K8lLZB zxm%aB#!i2EPo^=i;ei08JN;m-Z$)VC4io)-4omyKl+9j{zjb+LXYsa8cSN<;oD6P? zd|fTa-5O!(o4w_TrS*#5JG`4+Eq#v)zTx8F0kz#gVdAj$;iW4_QnfnIy)pP<*sC$s zB|R(ZQBbJ#I=y!vEcP&Mx$;aab*FZdmi&9Y@UHJ~jJR2gUPN<j_%-9xry}2ZHj$p5 zo<=;*+1J;7t+X{a4{uBS@yBP5#m3pYSV2kWovHpl2kSR08GG;M$*=nP@#n<c7c8RJ zo@D;Gc&g#pGTFOJ56#-cQO?5B#<02{G<sM0eC~4fc@>Ke8w#uYT?vn`efl$UXHlwn z83!mH?w-j0nXptha%ta}1*g1aByZ(<f2+3B_Atoa`tE>CuYHW#;hc}w#|)xP9)56J zYikhBe0G=KJAn`Vwi|xU@SLoc392mm3N2)$j8Z(rOIbi>UJDVKEPJIc@Y2SoEv|;f zQ{(qrIK{R;P`j+|;cbxp_0GYcw{pG10?+tNwLG@sV!^3QGp);eBQ1T8?mNx4_dIin zFq6&}&=fDPoJ|BXJKq)2@R)_|@^ulNot?6M<-6||?Y=wj{_9sBFF+;Cmzt-27ZtBg zwLIqWH8Jm*%T~^fDw<1ozKXaY=CQsd{6!i|#0SH|M=ob)7&>ceYTnwKJ-zPd>G-Tm zOFXN--z`tweDlvWn@=Z{wKOzdJn{pX7!j9#`gxUu!li^GZ6Vh)EDqoCobiKmBhxzO zU6PDqHFpXQ^UkZc15J&;+xa}}#f62S!gk%BPhR^?zu&LlFQyam;OE|T>-<ihJXv=f zw20@$Qzl-IJ;x(W6go|%omLgk>P>v7(zD0@wVa&6qI|^zPRoOWgG)c1RL_2XZmuj_ z1Yf%|U;E;2Yi0%ph6Kxnc@g^#ZAeL&^zh!IwcoZZcx`ldw(<pEmWU6=>{d<<t$wvX zpH8<bc+lWy`}NAZJa8hJ`jc}#t}L+auF9Pz#W26iQo4ob__CDC59b8>1sAgHX8NVZ zw8n1P!iA33<?p`y*;oBNulCQ!<6a&f0ZvX$TwGkB!Qspk6BI#V_-^-mJ5Vn&Jhn8{ zybQEz>A)rAA}C+{Uk*mznfH!w<DPGwUb*XnrtNl8y*QI`dVl%!-*yMr?_SUTLba({ zPNQlMXxwwLTkoY6fs0i<xy5uYtO#5To>NQP{PMED{naU&!BeJ9Teh?K`Kv?R`XR2a ztlli3Xk%FdFVV^@iqQ(R!w*C-v&a|Uw#->a4sxvCwaaQ}jNa92*R=HX*6qFxGEE>e z&Uizf<d5GA(sX<+_5_}n+w=N9`x=8}%?`=bOB++0AK!iYtJZhl`yQi{Qr9oDf3V&1 zUHO31jgR)AAvy>7N21?CZcQ>RyKrm4_nuo@>SukOcK7Ga%h}s?BV7%RL!U`3b~~)O z{N@Uu?`cm>M1Oy~e~Rn+MR$-X$^76IT@Dc<M^o5E<2;W~6BavqCZz7~BaTv0rS*F^ zL@hN5mwmn2?m!ho;$b=PLa>Gn8s$BFE7zSdR68@b#dC$C$U{+qGH|1WfnoKB%{gZm zv$rVmy5)G3_O=<HncFh)`}2E;-}7IX4C;?FFgTRI(h+%?F~{}rq=?OmORSdPlz8T+ zbY#(d>kH!0I%}8rf`_3yUMcAu-mAJ~m(TZS2IWi(wkJZ$+!A(s#gL^Suiext?+I%b zTph95QSzPcsm!RwSGM`@j82Tma|?hbxnG(skTTOD-vP2dEf%%deRw{sde$_HbnVlz z3lGh*QJt}M-}9I61Wv!stX+9F6jZ6HSQ$U~^zmKM(u(%tyS26qI-RO5ppxf8?<(Hu z%hdFOJxkKsji>u4d#PTWIcwUEkgIL0yRCWr5`E{j$*<+f$hmbfR%^}4?gDp)DrQJc z_rmS-BknDS=Sf|-@%G!oS@QGcZ?^dbG)1m1Wq+3O=b@2gTK9d!wwsGM+s(7yHtv+l zxK>)&&QPUv*u?i)y3(3guU<VV+8GiZy?V!v9q;nk85kHgh^>FxJat=2uk04H7q*Md z-p)_kn_6D??F+8b@9*|ahe{W?KdR1ne;g987ks;tHZ^mtUy^*9vpXqGYkyr~%Py{o z*W)7A2F+UC_cc;J!Iq(<0W@63;BfwF`n7&{eh!yYvWuNpX&3i!>WI9`s&iV?@S0(P zFr+b3HO+xp=zXCWuZL96jR~)$c++QCb1J_-zpI_Shha@K)F8oAZ{}UI;$~ArRIe@_ ztoFqWw!+|=y<y%#{|cPVmA7gS#dtOv-HG0Eb)HyB?6T@&mR*btuOStCLT&D$)mev^ zR(@pFDqXVuHcRblTVL-vo2Ncq7m(;XPv}h4{m&5^M?eWj_1sNI`&NVHD=nI085_Q` zeBS|H*7zdrYMXbk@br}`R+|q$IF8zIIsEto*M*?jtEW6&$FZtr&+Zt_dz(+|h@4<_ zSOTfyUj#loDxT49Yr0_L?YGXR_ICE0c;_xSG|Pt9K1%Y!jV+6JheS*kf7r)xpbFB+ ziI{!;(?PH3O<uAu9j8vWFxql^+MDk+VG|OrW!-JGl&at1({}Swc~9cDj6)B5qpB0u zvCS%ty`#ubVh>vO!@zJM8I+H=#!o59u}lm+<MZ^oeqTVi;*OJFI4=pEiLxy(*jILY zQmBY=aB81nmdTu=S-q!9^27XsH@@HG`2I74gFGaYEI1C!;%=+>i;dM+`F5y!YMu=} z-n7l3N_7v@g?5MsYdvw*UJZ6F;P`#<7I$^T1PiCVkt?L9tvAq-oRP9)d&X*8-4~!d z&ru@GDE8+J;{h&k;56JjMKB!{&AOJ+SzHz%y;C}^yJ%LI@(oc21;|R)hI=benp?Q? zefInnSHNwi5TUt}1wSjwcfJ??v+H*i1A`;?yPumu8NX^y*5RcqJ5PrQ&As{XjOyi% zAkUIz%T)D3w?2IJh_5*~V)F8b?%K>!v&%}Rb7g;0x+4g8L|k56O=H=OU}mY^ckMzx zKmM$I`vRvIf%XrBKwewstTXdnBd%V(dh%%zXk59lu<-6(J_ZJd`;WKQY`8RS&Bo?y zY<ttMEc<(T&Gt9v&d-b64QiFnTxoP%!c@x7@~m6xE_3bWD{pN79~QQQk0J5+_Y3#> zZ9!{%8{*bzs9CT0;AORK&IXONWuIP)yRTR+Q2Dm?surkiGyf~&HD-n?70^Hf1H;~k zoyjF0rKx>}iSJZ=oOl;<tY=u@4rvZwkhDL2&8Esh1F1D5QCa`a_Rl{C1}0~4`Mc$6 zq{gL-7Ts;C$obvXzMR3K0@7djAeK=fx^5T8>4JRDm3o)=TArE9z#w3i25vR4{nHXK zbz6$)(UjG945N76)+C)}OWm<uV|iw8&~3Y?d98^%B^{wn<`>Hao|%ZcZ_s97Xo6Vo z@fNu};I7|x>++T(meG;#xJ0i#(LA{3tF3=|dqkZ7Yj4z6gZ5GDIj`TnW@PwMsiXKN z`PAvtrj?&kR8>_^8t|-*-F@wO>1C6z51RR3T?zIN{r~Up)TvXK%37C|1aD_xV7R-O z)V2bHLjkCXe(adr-12*sRgXH=|LpsB|Nr0npdl6T^kek4oQaoTUIBIA54ZD|7cK|c zlTJ?BYB(pkEYnDSN52t|v;O`+o0j>`R(pBl&FUpfR6v94yPnUhR`J}rb*t6WDZyK6 zeingdBN^vzU$@RrZ@Tx^ty{agySpR)GcYhDl9v!I`1ZAbt9#SP+JAR<`Rmu~_lJdr zO?y7$^wUc(E-nU*N3h9&BK}K?tKm(@)^OBj{)ue;HDRD~>DL<m4RQ<&+zJPpj$e<j z*YyNBx2A7?(J9S&*Z&m4oAEP>_!u1KKf_&jF>K&q(wVctU9QrFm6i4GT{Z@W7k-Uw zD)%1iNKG)2*r<5bRO*~Txscnv`KA2)5{wMB!i-`zZ9I}np1+>W&M$eja(Pu>{pYjh zR{#HewqCRQ|G(c`6Am(+e_vW!>gDIx7qggw;Xstr%)6JP(hnX`xt7DR@?54_+s?@x z8y}?eF&y|PkZ@30Rn--=K0E&ZuW<i_(D3l(y3yNS^jW`qvEkgqf)fu5N<wEdFdXpu z(-Mv|E942~9Td<$yw^4QZKmV()LrK83#1ts6a*8#TJrMp-r8Bb{P}lKfIsfH4|8&A z^0WV20vcQ4xBs)DjbDD<lqn*AUxn`v3JRL^+_RN|fkBSEnv~(fcGm9|qF*ZHYd$o( z^-3)bT<qpKNlYhVLEvJymj~J9r>NX5zhC<cG_i6!e}61!C`?L9>dW-~e_StKym<Gf z83V(H9f;yK@k6pypjPL(D_f2%U1b&%d*@+c1#1SRp~ezwcQ1CG$oreAVq8xc7+&y# zhA_5kA6kW+R$sp>V_<MtQgQacuG9zbLqTQy%a+5^U*8<u{jc@_S7ZP6uUpuPtlz9W zuIp{R%lkFonTrmWUwfVj+absB!WlHE0U1R(_?fF3)afZ*!X6s;=){G*+1H)po$hkj zISHMKT5E0K{+NIINrUJ=eTHYmKu!8={xe^B*E29U+}Ox2#=yYf=Mm^r7Vz8E6Q#x7 zG}~vsg6_dJSBu%7<7&O@Nq@29XJFva1~(<=Oei}3V#2FaGRaGR8JHI@y44afY09OT zQk@L$CE<s(85oqBK=tr~-KE=V*0Hl7H_JQc3ur&EVqg#u1UJ|2Dqd(fQa#6&8L3r% z=)~{M?;bKLGcfFBWE5jya0urvJ^V?uO_g~v>Y#?wfu{ME3=Flr5LKUq<3evu3Kf~W zw&-|<sl>)EQ|T!W?=70M%+xD)x91L4=QVSdnMOUDBYVZ|UE9q?bCx~gC}U+{s1gSG zsbSqEwLPoMVrGfQF9>q4+WjFNv(;8o-tly+e@IsGRM2Qi=Q*AoHG6j7`OaAfYM?V5 zxYSgA&yazE;SgfriO6mm+!1*OScX1SXKalsPv|=)uQxey+Yi~~8M?CyDi&Xpo3Xkv zEmpjogMp#S2-HT;R$hbIM$i5bWfzg@eeH&0cJn>stjqs0uSJ(VPxoJc7gV2}37MJP zBgMOXPTFFlyR)ZW4taCCURyhcone9dV|W`qmYABFL53YXJhTf-P0irYFryI^(sFoe zYKGU~{Xn+P=?gvFAL~d>J2Hz`@v7z7V+Q3yiei87FfurtKPu$Jz>rYe*cSe9Rrdy- z@6#r{GP*na@EuMD28Z(pK!dOexpht}yrMUCC2b0QC$W}IIc#HEv(cUCDVMjnt<0TY zwEfVAJ3R}a>EKH+M=_+i#?Vj-?k2v@5{?U%);rs+AFxt+Z|slFSLZELJ$Dn-A%l)G zR_?Ms@~J8+9yJlfXx@7mQy$OHz~CUB#Hq-@@IsK}ZW;r_HCIq$rK$yUJW^fb;F_zu zn2SyR70l$>eDuA<;hc*tho!fEI}pQb@_N?}X9fm_*9Jb9Q~p_EDS2$CLK^tT_@bo0 z%nO|T&42T~P1g3+Rd2VcuGUCfc1kAsN`}Q#6X~fh@2#1$Eb0Eg=*Wjw3=A6tptU3e zgU)&)T5Akn3_+Rt3u|54--<5{4ojfpo-+<OEnN3Z{Rr0%J_d#b{Ge{qg6&);3LoXt zFE%WJ4}MNI`1Eg0b;SV=1_lA}_OCB)3(vgET)R0TK`7g-CFHq@^x-?6Euc{$28Inn zpj=xeZT~P7XRmyAOSHj}Qw8}K!>Xe$l+Jv2R`3OA2}LYuy>P?5B`7U(0t2B)tvZI1 zsSo6yGczz$^^jFXFbK$ioxT!FG=s*n5BG<$nV7wOp(lFniR%t!1_p)_QLqMXNN0Ph z)um=F{lb)t?YcML|6HR$IAyqSRVOeqT;LWxn!-+gH;sW|!EtcZiEBYeVz7797#LoB z1ofRhEZ_XJ*j7Ox(;&%tRkq0-P|N*KO9bO}MvzIM`Gy6d3m7}UTXeIjAX?=u6The5 zJ<RL|+8x;rszfxu@SYBrn8xFS+THGC;I4bdz`)P}4ot$0lI5Ab(=5{2w@%!hxJ?7n z;bvf9SO_X}zT~1bGjKN0f4eL-3)egyyKvHrGYzMY?>=2S|H1XU*Fj^LfBrXB?=u7S zQxHSr1<xjBx~x>O3cf5febudk(!%zGnrlv8{;+r|W3R9EF7H;;O2K!a5o!)zMzLEb z&!3;3C}C%>?B4h0-8Ke=N7y>?EStkXZG#_&Q;p7u?N8>}>?+Kcf8`c)vFU|1uOIO- zGB7k8*w7+SH@EiNO)XvBuYc+;dHxAxyue+lE5Bxo>gp>K<w7bum7RCzp8OwImcB8y z<<drh*E^d(Z@oQj&7v7IwTgQJ7eAbGIVWUU_2!~kUA5DBtLB3TdN_hOf0SPGR0j=? zg4(AgGZ)Qxv%t(|dY`VkPS?zpe|{Yme5K`*>!jo9mATI9T6%56SI}5~E66#ZZ4;iJ zo?gDbSKr*+ytVxOJ-*|+?&e*+diCcY1_%G(cM`Heu``o>W>|Ah4sg~0H6R!w1dKOa zIQQb>;;l75i+Uvto#Jc1PUYg_nlf+Ry81tl<)sV~9Cm*MEx+L6;@Y(^m|@zbv}67K zaspkb?d59z{q~?ai`$@f+4``ORm+ySf#$l!bfcE+EPlSN`tIAZ({IbF>(;Mc9b8nj zDJwf$R9yV})U`}6vgWob$!-jacy#suj>+Mfpb>)LIi)4L@BPcWwx2)Z<uCB$5oBa_ zU;DQt9mOMsM~@%Z*46a|4KM%Rb@*XGOw63~{0(*rQ$D<MK^<9SU|?9F%cLU{?(EzQ znjjALx81rsnlV8XQh|M9)48x?a`?+fj_b4UoLoJ{JfTr5_ax)h^6hh$nHrs$wjhfK zGBNWCl!P3#nRK=kpSS(KV$B+#>Tho@F7usjQv0g}w9c~Paqr!`QViM|!git3dUuUJ ze3!D$SUax^+)7_%rRf>{HnU3Wn^>>xmay$SfA+584PXBJrC8kQzbK<jXG81GgOY+m z4abHH=cdQkt(4B+69`)4^YwcC`XfhNa_{YlY-Zzq_3j!&gbzF$Ov(K5KfDW`5w`Jf z)LFJc%^$OnV-WIJY?0UB_amu%JHvwZ8RGE^WWQZ$IF`4a|LUI~HMZ3s)^U`J?t*54 zJwKSHT3!0vR@8QL(Z_d1fA^`yGoRg+_d*C1*VPqViii4^+cWH)aedQ%ujoz3_@Zt< zJfmIDv)L6^`JI+5zm0WFD*yl5H3gvQ*IJSL&eisy0RX2Uk;$?l6{@n)ei0(Z!9Txt zD_;ri$TPa#8iCXeWN<hlkih6r{xV1Svz$Q36l=Hkknm>`!Vwx*uENSah7JuT9flWP z`1*DX4fjB!Si8J5HdjZz){&Tj(h&M{29(S9bun-=>}s0-Vbvv2#?6^(?Y8=0N9dZH z3wXYZJvCVyn04Ftkgh~hD$2+fsH9q8u6%&0!6O^FopV?1MfBUus7G_w>Xf%~Wq+EI zaP8N;<4*7y6!>s90|SFYzQ~=&iy0Wyk>(;K{>*Tj;<d=wRJU;DD&BDM@(P(a#wbV& z$#H6b`E>20)nzkVnJhu$Sl~uZYzCH511+qjqeH$+11rPCCy)WBAor?(r>cECZ?~!b zww*7kLa=Gfu)sWlUx(p^5~wHtRva}BIr5BZo3^lQ4m&S92Uml5cg}_1HXw%!Fo2>? z>A!sSclo<zu`lZXe2omdWEy*U>+i^uOXg~K_(@n;%Vw{?kXs-ap4fcw2-EHY{Y7~` zfjepzzAY3NS$}5HAE~?`HjSKcv#HIO6tiE;u4P(OuqI~>tM(4V@L47+xwqEV|JQiy zduxkI<fWQhcJj}^$jsh%fBxP{9471c-hc1EceBR2%F=U3gVLK0%dB@)ou=~i`<Abw zxffHG?g3512{3c%FeD%Mxc&T?gW{v@MvrHSZ;0Xao1`G<wPwY0(4>z8kH!Xu8_`?Z zx18;Vtp#B9d|@$LOl9UV`Rg{*IaMq?nOgT<OWu<Jn(0i47l~kaqkWJ0wEWhb$QdH+ zv#-nvllZ)6QbMxOC6z|r_+n7dJZ5GUW2o*5h}&vmv+88T+N$)4f5Mg-^~N7Ps5Z6y zZNR|?&WCa%lBSlwy&!h|)(pO)?LO;I?JiR@6b0$NA<rtt@LMt@ZfkVj+Vkr!$vwZM z_|(5RYT>pW*H)R_Sn#Tk>#0QkkJ6ynq}DmYp%*SMyOhwJb=iB-ynQ+m@^$R{L+s^2 z=6E#Tc=w!-Vey)~McJwE%&sn*&a=DdWW?l<*>Q_D-C3Kp{m$Y!24+`fMQ7c=D|Ge7 zp?A%z-mUN`QUdASV9%w)ux*>&ZZGyrT#KZ3+vm<RO9@vqzfgF}Fz&5g)zoRSt0$*c zDfeykSwBtw_Uc&o>zT7Y_7;I>`Zvg*mN;A|qB7<D^U1g0PP_g(G%PG^)#HRUoHy-m zJo=DvvM1JXzU0>T9y9-LyX$IkdG*zYfxgGIu3Cy~C+vJ;#5k2jI`rOFW1D(=Ya4zB z28IJ|KV+=_6|#vj++KAuLN>Tk^=q#Bnv)SrPn|pK=_R^+!sZRXKoS4+O;3>>$n`z} zIf^U^(O=Ik+VSkFrMS9<XVZ~rr@%N+jL&!w(a749F1T$iuLSebj{B#2vf~aEse)tq zUGks5AT<paof=tt%$27q9q!$n896EQPvP0(nGQ{pRXTm+%Rx45klrT1^w@LD)6hlF zR3i&FXs)YNJ$Q^o9i*FKiIDb&hL1{4oL3)xSfQ4@_0?S0Pth|^nbe80&knh_)tR;V zebM(7sk=oTpT=5mIl9&C*=~Vp<!^nGv_M85$XI-U=~%Pl)6m^dul;(X^|nw?Ht3(p za?z~r?6qFaysO@=2<ZFR7O#F)HSEOQUtCqULZos6a;rSAT%OMQda8WXxuw5;f(&Bl zlaA(SEL=uL^h4Y*^Xtt}s|jHOS8x2y{JceRx6#hVzTm!(S>G?N-ts15uFhrY!k*Ns zt$%LBy|voqcey8jiZCeGF-$sZbZo<ZHqNJ?e?BSO{q$?q)TvXazOr~6f8yIgv37Uw zv^QNp&#b6*KlNt&TfIXw<JR)^XBma9JhwA~@wDo6&J`**R(x7F_u<dqHy>7lJmO(x z*WOn@r;)Ws*;I0Mvex<~``)&gO0EvMxzo~f<s*?Iv9SGr=55<IXKvs*P?gNk!z~iw zu!3WC9a~SM(~^6UBG>m=J%9AVYvDz)g-5!o<Uocd+*xpdX_2mn)A5^I6h21JEIi8{ zv5rOEbHRn{RXyT8ASDey0umCFy3<Sj|Jz85sUZr4NjE;2f-O>!XBAUh$MH0@`|#pf zJy%zii=E6*)w=v6R3;~=@;aX=kDbb$Hr24g4W4H+TMf@^bDF6sf@aPc7&;vrTRSrY zDzE14+-kSmt9p)iyG+x)Ibkbw*KO6}HCwT3v6JO7={i~IsS(%`2}7TM&US6)V++ep zubsN{cF62FqnwY)Ydlx^>IX)?3)>p~F3|6XofFrVrg>&l*`$+Z?bC@^|L4NhR5Pt7 zAg?h@(AZ$mv-|zNX!W@zlP+Dp92yd`<o>^J+gJ8YF?qdtb&0}Sg;g7WUw)S9T$WnI zEW7+wAJ^IUd7W7~iQgSV%R^Kw1;NG~Z)f6mw)u7=8MGooOH1p^qi+3ITQ2)u?h@7h z^6hs1a;vDMmK^z<!ip`&cbY7Fx%FJqRx2C9_37-E$5!8UUw>&+a_J_Y{3C|bUS9o_ zT)p-63oBpaeSv<UMjV4fj>ZOqBcN5mtJm*~3XiK?>Sy~k<Zk)>+EXV^T-cU-J4jad zVU|(Y@shYHSGLdHpq3muN$6<ig>Cy~9$)=dZkBO>qS4>>|BAIcs`o$p_t_Uj|2zDD z!Z%sX%g*m(<m={zx4Z^>BY|D!QJ=y4eZSYmRXk+9TXNZ#x!-q|iRaR#ORL`Pe6Dnk zldYMHt(p1$@0#RvSG0QP^qC1)6Mov}u6lDvCN}JpHps*V-;GS%iU0n6-@khKa`(+? zXSu3tuC0l*DtQrb#B%%ny4`p3z8{!={BftnxxPPPX)&LfrfDDa6jHe-)b)uAWI#gl zngfRlcfVXVdrRTtV~y`??e5Re+-THmzpheG*rQ+)3zzO<H>>&Gm%yqG+yW95&wP1# z8MH0>$A^a-j`Pdgt+}~5-F?pE604^rR_@AiheS~;D@IjtZId9Az^!;_PQf8gtIubQ zzn(EZ&tr4#_U+Z6#lE1$;K4I=EKlt&<EdW0?_tEU@TalXlc#`Vhk?hfu~pG5@6HO) zLT*!2Q_!Z>t=HpLJ18vBUcbla>O~>tl+YkY|Jh#6yoSE<Vr#<d{G*S&1{aYHN0PY} z+jcye<X!UQgdk||6KH9opZ(vGzn`Y>mnqutyCU#z;KHdpZ<i>neNcN`tV}+n)cvT& z5^w>-@K-09=d}BT0K57AdE2Ao)`v$%My~7=zPaG=+1t9?uce1)_7|`0F)c}4lv=e_ zCu05k(h#lV6^H9jaDi7^c&s%1Xen~MRWxG83_asS)v&&gS--8Nue<^k*Hd53=@#7( zQ#7-|tEpG({VmCTxdvaXKykvLuri{twM9Dk?DqvzBMcXU+ZYVd62bGG1;zOaj~@}s z=X9+EEyrOvup*ILQ6S2#cZ(7<iW;UYIKbo-7zFlyf_07}s5!yF(6BZTG_wM#<*wau z>S%erf8)~g&%Fyl4R?kEE*Jj)-2DHu#xZ#=9hI2$^yMliAAek8!3lCrg3`-3Z>HRS z>sQL7(wMqJePY7iy?a52ahR083W>bNQT}za;r#RJ{l^z?+h&%Un!41AkL}^#jpp~{ zs~@9N+dqEzCy{*R=FOFR_SpE&I+E%6SWtVzgo4RxzLz@H=goK}!8vj2RMWKotagGQ z{@sv%-@o@GI(0juzCNPTbYGx1B#sVT(*R9uf>tzT_nkU*>QqQO!<!Qi3tq(kdm3+2 zX=I)Iw&VNpdlmI>da+Om<uZ@>K;C3vh)(8Kgs^gYnYbaWZEm0eR1iCQF=Y85BqW>f z)PBEf1==q%Z{E5^i<Cfzx%if<c!2hLZ_T)<<U7|Y)HwZINMz*9xZ1B*LyjLZ*!Oj9 z{>e=`xi>Z_UJd*(&-{K(@cjROo==@Ud$nfpvW$aGte{<?!Lr=%U%q^KQFr^DMSuR( zfHq=&es=b<`Tn22h3n^DS+Rcob<lANd-m8wPFotgyR7x^9f`%!`Flf)pPjilMKd@g zDryxoJKqwGw?~XG{l0wn?%MpC$I?+75*lOlrhoeM=}W7Ajbr}auVGxm{yOi!pZ8z! z|40A-38|64?tR~9-o>fDE#uz&XV21VzipmB_4eCor=MP0<k}6IqEThdY%CCoaOeOn zAqJfX;_BK8KG~z}R%X=3q}F?Nzu$(q&;Ic0)hp0)u9X`%25#ND_0_v~*FHTxEy}?X zB+J|U=Uw^!%YVP$U*BK*CV6FF)Av1}&sj%pO6k0G=@MvL%S-?IUz7L!zWYAw)|Skb zeQn=se&4=-4YZjBbaDbH<8R;pHy3n@&aZ#p_s@ToAsnP2a3OQ~+-1Ap@3Ve%{{4=} ze0NK)$L@N+@As7}S5&5-UMi{`_Tt9I<i&GJlB8b#efjFuCD4}t=)9e-pzWb`zb?;z zbu~QxYP$XJn<6T6XWV-~e|{Zk!?BdK^wjCo&Am=4?EU|{_`?H7&~|*#MB|q7_i=we z_SatlMbVcpUjqHOcv2<*W${Y{goG?{?G}5<ZvUfEW##tm;d1@%@&7(eFMZr=zRW__ z3AA?<lqh0j=XP~>2g|a*|M>f_)#D!HlJmCTLEHPS{(iaqGdfgy$H!yRU-$q2y+11> z!=qG$=dtnppFN;0Cu^g(^VyVv&doVBMYHP1!}j1AJkwHNcB;<{h>V=MWZ%{B%F4=L zufq4QT3`D%dy>lf>#HL-r-7#4uFNvc4w5WCB>Cr`%ctG<|N71UaYX&gG3oq_cXxI! zp22r`uRZ95jjpb)FRSDKdOe?Czt1e^#(`CDMLNFxTNAn2Ei*Io*1p<muE~rOH!^Wo zoZtO^-)hiq=A}!QqSRqQGk7Le?2Ypb^7HfSnyhf8^m^>_&*$y!-^^EDa_@ZIH{;qr zkL9nwy1Lr5_?eGx%#Hwln-31Fk`<3ExBIFIIzi{w{`&nYFG1_X>psuE|6<SQbKZqU zJlAgBTIJl%*ZQ~m+}pC%D^_&e7tcBM`s=ApI;rXD%dNPsd>20g+J~06;~`t^6J>eN zQkj+)Z{J=8?X5d>$Z2iFMki3v2L@j3xb4t*(WQ}f&vVc!_o}KYlk972HXKhsJ8P+P zJKs_bQKgq}-(CfsvXF98sP@ZZdEZi*J<rwce|CaW``x<VZ&&s;IYvcAfldX>`uFGO zudD0pmV)*h$NxMP9ugcp`Bg^6`CjvTD@?Pmy_gd07Z?>a3$(2ZbcVy*TU%H5ecSi# z-Cga|o3@m{zZc>zDf)N6@Q2@rZWO$^VOaZE`u>Hb)8kgHS+geOc;l~aKK}D;B0&ZR z$+9-@`TOnmr{8~nUE98IY4Lg6aDV&1TkO8?JpU53TroB_cGY7>kqCxk^Iosp?YDl< zr>?qBljkq7;<|VF+O=h0UtfPc(OvFg4~z7xw{NdXrq5Y;J8!oyx47OF)9W#dK`o!} zcgy2fEq2|Kf8Q=NENs={#mXz|&*g5vn>KrYXx*QW$G@IX?tgL7UH&R42hEx#_4j-I z|L+~D$@%%~-|cwJ_w@O5ZCl$|`QJB=e|aqbzd|IK`P;R-ch`37?~6Dlaku*Y-j#jK zo}iP>R;^wQT0n7X)0&Xu2Nm}2-8*RsXxqZC*XyspTt0stXn<?}&ok*czpa_o#JF@G z*n-Y|IQ;O!!^7=|<?L&IY)CslZ|<THi8tQyzb4gv?2dnNGkyM5a0OyfaUOK20BDB? zXt)uy=l<km_0{Xv`GL0nfw=SL%?oj#bK%*UnTvz{ZB5^7<gfp6c-!8^7xvZu4hao4 zUC6aYI&Vi}g6Op-R_>CYPp7~B^?JR0q3h$b=J(ft3)5{mGxz=f`#$^Kot?YhY&xy+ zee#<B<xF+)8@B)Z^s3kVUO;ZH?&|e9ixw_)1nro5c5bfqhu?>!^Y<)VU-xx2sMZLQ z%|A5Tu6CE2|2&&zb?FC=IDyh*i?H7X(9YHLd6j7oHr~4z2g(k=o~YZ;Jd`rw7vI^x zm!|JqqCT&}Y5%{k>!;42KmU~nN8vfk=P#a4kG}@mM*rdK$Nu^l&@K*d{k<yfhbO-3 z5WY1@)f=>RvCVc{{r|e!56$vEfl55ru3la0Ir&h%Zn1?7bG@|PjoJD8R=%(Mz8kc` za7*fGvDn(LSHTnYOTDMRYLm{BxV&`Z-S>L4=g(h%b8~w8-+d20|GaYL%8~cnW*6h* zWGxCDs=vJn%*)GLrTowqlo9{^IBwteci)8R)0a!<?QjHbj|chM`eBPOXnR&&dP8nt z0wdmbo!TByLI$l;kgNR?2&z)s`D8CGbZ-CBU;jt>>P3ajS65d4df{#__3dfV&MC8J zpSDajEBO2M`s$4v1GnETn;lpE*3|abi^aD#rFO5|{ccx?yY!+>n}W>m6f`f{x9Gqo zoyciRugBNdCY%B76Er?=6CAwEC(zHY@7kKk#oM-R+wfY(qQF5swq#=3`FU%<d?}e* z@u)LubK2Phyb3y}gA@b;e0|Rzm|u8QG~DG($&U|-zVmD%LqkKI>%P5Oz5djuHI2Kk zhlPc?-4VOIKUVEarN<@ESv5<&r=NQM`Q@(H>n?+;)-RX+Uw5j{y8!BcoUeUXENBec z1$OuD-CvKy_gj3Jks7%Rbacw~{r^l?9X|5^&vX0Npv^!%lE$E|bD(pzcKv)d`|z<p z|Gw|PUip0P@-=I8K)a9U6rT%BPJaA5E_zbgn;V87?0o0j#e!NKU!Tp+Z|mLps7rgw z%$X~j+4*0^|Nk0qTKXy^dd}~s-+!~)#dz1UZ{PprlJ~FE@&A-gZ`zW0m@W6#7Ek-% zH_w0hbXxy4cl?j0PoF-y?Gcs}N?-DQ`R?7(pmPO5r(u8=)7aYDGVeFu^ZVUyO+P!s zo-hBt{Erj(HFeswWj8mczkV{=->>jfXX29Y?ysT+|J+FKf7!?`cOiTI-esU#9+c|j zzTKBrNablTxc~p(_p^6)7N6x*pOawsvD1IXv17+V+?x#Df{v`0|NFvyWnWw3lqpkY ze0_a=xfR>J&!6Z2zf<#NvAn6@^2>9IPHCo{o~FC9PvoNfzYpxiFPBc2@=W{u>}=Za zZ*M{P*!%C&$vro>WKQ0wb2_Hzr0TPI)$a^LLqpSkeR=t8$z(sH_j^9~86KOFV36_Y z^Jm|<xOpJOKOgefXRKPa>dYe7?lZ5~@6YQo1e^A<WY$ve>3n}Ae}8)`ZFc=;`utqb z(s{-H@X%1n_QQ#MvQ{ZQhRYT$I^^=}>nqTaf)i7sqNCa6s$VQ@?@5h(cBlBf>HVMQ z%Fj$v_3k<R&|p%}@yCYd_iHwDvNa2S{&Rc(-`RybW0q~-ZvF<e&GW2>QTg4{>m2Kg z?!TThb!uu+aq(GS^Sddat!JOVuCKqV6R{y7;f(hBJxMWo(`Oo|_x*fkzCRPx5}o<y zPtD^JtHb|p|9G?cyp-p&o9XjqKh=oqMx~hL-^<C{^U=*X_0*IN-%m<_R>1XMerfXg z*;(VKPoF;9_xqhOzwMU`9XH*b{})UB35|=(>oHumef#x0MW=PsuC0kY_OfJF@j1)m zdw#uIy^`0qvFFRbE!(#7{kC>~@!x%-&HL}?&nJMQ`s}l_v)#>~u!x=gy}9&t*yn}( zwI`M=Uq1V?pY_={x3+4RHZ}@~L@+QM2;290?t321>K?;qU$4iT^R*xTbG`m=_>IS) zMQk%|DnA`~y#N2-_q{5claKca{+F44+Vl<ks)L|#P(Hcm&!^Lg{qw6{tpuHqA@{@X z7Srm@n=hxNr_Wx!exFs&orTWrJ-6S=efp6AYW8SqXh?jjP!KSfbf(w*p2ed-j~*o% zm%a-5d`vpO#a1q=W9rnYGll&u4$9b66g=3t{a)2+pSf07Ma0GVZOnEY0B!v^duFEb zS$F$ifuH;9|0E~e(Xac+t$gxM)$6s){Zpq;cb_WGz|f%E!oZN=^8>Wo@ZP<+*qV<= zLHn@nKA2X2%K@#<I&b%TjmpWlW!{tOzOIg6xq7v>V*R&P@wgQyC#%2ScwA1p;?30X zxQp}ueNm4sI;m<Hzkb`cFj-mIU0*JFAD-8J_+da`;Kc*QlIQIIedM>Cdrq<c`+e4u zC2y~~_sIm-*6v-m>y_5oxz^@y(*NF;udb^4^5wGs>NRV8SXo(_?dKb(_koUw`TNX# z|HSjpyDR=apI;vbs?GNOII7=vcPeP({&mgea~7%3uPHh)Cwu+gvX*pi28IKY5ey6o zJr)HI8hQ*t8~M`C%n<x`_0F9&pei}&{>?~f^Smqk^*@|J#S!SFx4Y%{Z43T|+JN?W z7oW3q@3;T=<3Mu1?Y9}A+L~K`kHNa<N}lQSYrjo+{^`qQe}0?k4}E4DxgJa?IPv&+ zpRDwcp9N7-Q7V~7KELdfv0Sun-MWtSOEo_Z%ZKIXzn@Ti{MX)($D}8T6u#43KF8?8 z=eo)2{?FEJVqkbs>+4qvnk>!u^6lHHO**z;uLKLe&zU)MrsaqI`+whk|Ef!S-Gz5| zcYg&H(c1ApyYlw`Ei*MUI~F?))FK8A6oHO01RehbTB})l&hmN2uP-l|la*v2=w+UW zW&HhKZ%6I#va|DSt55tmIobW6XzsZ=mQ~+wrl<CB{x<&qZTo)DNuNG_T2vim_MpV7 z{Z6AG14DuVXz(CG`|wnU&(F?IHgx;>^QV@MPR;$-IuRQjxW#lX{Qq75-~acwx0ffW zdY9a<{hoPwnXmFc%fp)5+LuAS2L2r7JNxVR=k0pAY=hzDWxkVDN=r&KtgWjbd_1_i z@7dYe>YlSKi<fzMdncb#^jto_ZWrjV3D9Yp%jZ?SI`G)n*O%E|-tYgk1L1L%sW%Lb z)6N9AxgDDjz0$k3Tz`&9<|G?A|06s9ZjS<O@-6*#Grj%qo2%jRPs83YFevE#DHUg6 z*dRLnwCc+BEL^1zTg6X3ELgE>mDjNu8|F(Umwb5<=sD^9^UI*a)Hcl5kJ#WaS<RR0 zcG>fyoo#<4l~0~KcMUYE_v3N@Yf!7(&*CA=)TvWjdtd5<Hf6HQakDV3TDg)_dVA7Q zuGG}jm)maV1(%n9pJ4y`#6)G~w8))BOF?J$p11wZW0Tf%vG)7j<@_}dn15YaZfE-D zj-+wgiXA&5Zg0z#-jQ4N!c^tt!vfIBnYZ><Z;z}0`?Ybtyj@L1zum7DpiTU#sj04e z{vEgfS9o@gWiY6LeB<@sE5ZINckYaQKEM87$9Y}`1_hxo(AY|}<>xcTs-B?Y8q|K+ zvc)8};2`TP^Za?B!$W50?ebi||KF}tr%r(ePPT5__6k(%gWBGpzS^&^>+9F**S_=y z9fHcm&HeR!{lDPb+w-R%et5xEJXYk}^EWp)yO-aqT>k0Prz!L2uV1uik>F-f#{c!_ zx&8X;cRSrdTjrxvRXtBn*S~&eXEEsbG0^(mA`2PNDROCNW(bCffx-)PO4QTo@#~Dw zSvY53TO%m}I#Dv~<RsN!2l?v^a{7e*Z301OCzS8|EL&P$o_%qVD`;O9Xr<-}<$jkt zNs_PD?S6MDGJWn+kP)D5(w{zm2A$6I`lR~&E1;$)_!z^i>}>EsqTTU-7J;%d=;V-t z2?6DI3XgBN?&s}&8Pt~tZI}n0WDM%_9B$`dy=zw#Xry@E{(rv&H#0IYxJ)@@t-!>< z;PT~ce%<Ao2h8#Ylhu5UCi!G%zdmsO-}Cx^$LEw@i#+zUNOJn=R6on7BB1T>GsEL+ zuSz6?4&>PRYSrp9dn!NsR8{RddGe&;{C{7TgEHiye?6cCxNOIc8$L6Qj(Qk9efsqM z?9<Ob^Y+yLc-XGoSNX72+$S(_qUFOD;WMBn$lUUKnRQ<l%kx&s9h3O{X7l-3qS|2+ z+i&Myx_tTUp32W>M8jhe=hgrF`Tgvr%a@b$cE2_Ie2~BH0%*+hnX>%P6B}kKRX&{> ze&)H|cgx9h=YsW}RG*)dxAW<=4ThlMh{%mettZc%F_Dy%e0F*Mzb!Yn=ii_3T;Zh6 z?>Czh`|ZEoNKSirs1;Pb&Y2^#x$JG!XHc^+$EUJ#XW`D6z;reS2I1+cXBL?L01a6& zFf{ZQK(<jaFc2Qo0&77YO`9An%kbDgKY#tbs@J-p=Jzzv;2ua>!W`pcD>iQquB@z_ zWzxCT>aifJn9#em+wV;}{@AmW2c+Zx3#ivA>~CXu)o=ofNQB3ZmBGusUi}t#4+{(H zx(rgnaLgJ!aA^FYQsgl|tC-Nb`r8R%VPdSHHM0x}R|<O0{y2Ip0IZbZh7?2?<P%WU z$-uzi<I>-^;qE&l<0{JrjQ~&<WMD7|><NkDHSaUxHaj2&o+V^ZYsxsi+T|>>P={y) z*sPv%L9Z2J?e3<Mt3%)GOuBz6WZB2n7B`lBS|_XZB2(IG{?rH$#nTdp|1(cS8~Fvz z<TD80Uhrwv-J<N;vZ>!Jrk{#%HcyLO7QXZ#TWEQR259s*<FZiq`Gt?=qdCBXurm~H z>242umKU5`<$2_j*Q6d(&#f<2wNBq%Rd(9;6ldcJ==kLfg=^{IFCC&BLz2HQKYO|D z&8a7BOp9C~1CR$QL^suLIQsCS-1AE_mR+~%zWVBe%N{v{Suo8ESw>;}yK@UHj?G#! zt0&aci^ZjXw*YvERG@canEcHz1)l?8GnL+RIr*56bTENOIU63j>`v7ynd5s}Xa7{m z>w6lWdKCyMl;uE1juj?VoUh*W(lQV}EyXEd4KD8(7z`p>gjO8|O{!*HweEhh-Dqm& zA1yw!m3y+=xvFlpo!frXYt5sC$+IqVCC>{N%JFfMQZNIx=NK3mTBK0so!b|fV@y0A zcT)|kyv~<fxVHDDLiy=0tM+843k5S?OoR^89?sZ)Cu-(y->olI4~y9!o3-TD7on+7 z^Fnt&m3!LqUU`Xw_KVEm%ngdmUY>6HdWt_bHf^yJpD;J;HJ0G``1PQ(Z7M4(H|coq zE_=)M`=@AljN<7{hxVPb{eDMeDQIxL;Y!r}*rm*wtbx6E=bQOUZ_=JD{lX%&JS3y8 z+&d(hdpG~8U5k}Yb~d~SNbogibZ}Tcw`>;ZgowoBbE@C%1f3XX_TejdBm_KP>A=;B zGDGDb^IZ?N7J$gvDwkuD5yEFcoxIQItn-f;`YjLMoPJ(zsS7AwC-{SAEv@vuUfuSK zn7q+z>fG6rr)cp_pSeLv_jtwDzjJxBN-IJpZ}ciXca$qaZ>Nug>Or@u<!^cJn@Lp3 zD!76s!S3y?HZ6YU<2&2T7j!}(sN%YF=T72r_GU-c=7WvzYwe_}Kz1d^<69Hq)D@VZ zcxLDGd8@hg_XPa>`4e=oJoo_5=X1;F&8vQAX(`j!Q4DHMg@%Uq76pNf+-831+fKuP zjvs5!?0Cki6W%mg#iK<?`&Fd_*tA)u*=+y5H?eYm+1Ov}0~!;*x3?P9<Z_u)eA(AL z^YO7>(6pIdrOmvKWKh2ADZVJCvhZ<E)PxkN`k2o#Y7-u)aEknj>i^gzD9p_&<`xnV zu;At8<*&D1kCWbZpvY=&k=5MAb3lbx!`ma(2|pK4)8(Fwl6+^WY<QT>$J5Tlt^DhC z{Qp&p-TSl7&9PkB2g+s#&M8d^*9A{8uf7+lvVZDIpU2^a8$6%JT89|?m{1@+4K~BN ztoe@a<<+0o&GqzQ_3;sj5bnAE{(AQMy=EV3v$I!&nv_qUJkd~BcMlB>-SuKow@LN4 z99f%+fcXEvu76#~U+bYAw#Fkd3mj->EB0h<zXM9Bw&#{QpPK({i&Jjl+R)4mj#p(x zPZ{3(@OsIvBV3m1s}?NxU3!r1>ayuBwzZKP?Edi8t*o;<U?F(>uY=(;+y8$)gU(qJ z(~HsY1WmDm#w$Uy3ViL(pjCfgZ=SCUYi(_f+MYM}oXuw+QxlU7uAp-%975n_+sO^u z)6t5y<lwu33xD3#4eZr@W4Gc}UzdtHlbYIT31``!mQO!xigw@qRJHfisZ(C1psmde zC&e}~z5bMWzdQ5jrBBJ#UoTi+|9_vkEMlX`;Vz?<`L`czO4z&adZ6UKMLwI3f1b$z zTCEY7p!o2IIB1gGps{6&tu9~xv@<tEKhF&O-8bcC{_WTn<GoR`a#vH<1kEkp$TZDc zPdLDHL*Ua`>%*VFZ$A8ah62bC(2@@Z1_lL1&?Ik2oM-KA&TONwm79u-Cj}kVe4?|a z?x$^Tt)=ziIs6KV7NDbR7#Jo9zzS2uvJcMVpr$(m!-j5-+t=878iS7HryeuaPuM9m zN2Spz{=4D7e+<czka}#%C6A>i3LfV~O+zG4&!o%OWoK~QZ~{+!t`y3xoVudYGfXC@ zD?83}gW*9>h92`Z;AyCakd6Q+oU49z-?7cQndce+Ej@qgwScBmXK)>;aDdb%i*r#{ z1Wd6%o7sBnQPk>73C*jlwWcKRd3fEkv{STb`##9Le#q=Np|4+34^};GpH{rG&W<6c z6H*6HaC$o}TDy4rO0&HwH>P@{6~Y@=zFTqO&%0?WjzQ*CT_*`MO7KH!EQMCg+Rn<4 zz-)bj&ZZv2HRoNNe%9FSyqj0KHx4r42%7xUSG>(0EhDEpbEEb%<Hg@(H8<biwwoip zYO9sas*@2*t)3^b>P(MOTQDhM@u}TqZO`AQw?A(*>;zTR>EO15L)Vp*HGM1hO!~D= z_*%-Epw#EjRF-xHpNNe3`>FcYuc9(HOL>MiM{o!xyy@ETD*b?jhRdtDu7zh;7wh${ z6Oqb=toJ&=0r6swF02GXD$@d9WZNF&c4PPkGpGZ{x(@?0$c(LoG{JJ^=s`8p<)X)I z)~no@(PF{?UOdLY!0;v?C6<X^_pxFAjl6PD5z3%>EpO*mqw?8Vm%ZC`>(FxdeRq$> zFz~7{XCKItpk2GpxV6eKsBnXmc!ObTZP`@5C892-W%ajga!;)D$y@L^1hYtB_`MLE zs1x!bQTVn{uQ#)5?dFKJeEvsX-*hCf6v*KfB>y%TE>=q}^?B}!ntvY}35P9tDzSds z{>_d!Rsh{*b6(HPAj|-D_G0Kto}`t=2NV0QFA(yc1WEv1+cGu<#WBus0LN}aXUdYd z#mNf<kk<4};7|>_@|hul3F4n)yEC{aT_`lu^*~-vQM>kd#X$~+lTP4-)RX>EF5=&c z)YFHSSln3hY|Eh;&!@6TPoAL0ne$^7bAv3TS^GG&<rA)k7Mr|K-eIBDd$QZN?YMTV zWWw&$D$uI7&Xo)dCn2-fJ?_n?R+pV#`}Jn%t;aD|Oa5f~X<re$9yOIs8WbBck9qg| zt@2(op?DG6BCo^mA54GsoSC5`GUq$!G%5yzXIrB4)}Fb$?ADh_iQ#&Z*^{y^dxuQh z9r|`!^%UV_%XTex`n)@OkyP}J+JLLFqMm*%3?63SGBIIJG?vEHQ;GFu@_W5b_gy_{ zv{&$W#Io?y{co?XTm0JO><>3fMFxe7I>|h*)3G$e4L(Ab`=lIOH{*QIt@0&j>TbVN zn)C81_Qe(R_Rp7{$KKHLxcJ47<DfArh65I1lQ&u|`-IwD@>5Jt{CfI*=IhfpC7;$X z9GGzg+>1z%SzRu6)O7v1ofe4YGsjFI?O^534Y|1oBs5(Agr&h&*l2tym4E!6pFzP2 z+~7TsfNPPTL(;}pP)*7qidot-bjWLO0F6-9;qI_V)J)&)u6uheht~UB3w76RHN4-t z0n$)r5Re83y@ON`F-tt}tX+@VMu_{l@M+Ad`TPtChmyG;Vrw+-G<4g3uWB`DDorzZ z*@`V&LfH9aJOZN_7#gl1HO|+?7+q7jx@`Iio$}SUbiZq;_xP5&w>~T1?qa%a!|w&F zthFZ1;b3UEf!2)fu;2f<&${G#Z28N5zuyH12TzXCn+`fmGWmEPxXsvbC6bIZ#h|>o z$8Zh%yahU^FA4kGEZnro$g_6!deGX4tLy7R<A2|}uHqTDK74c9*-Op*cA!~Ym(tkz z=he60)?I&n^_n$nmON!=VDOkR;cc@niOmg$hVKWTU-;N>yuo0>)~%uKe6m5AnJ*6{ z=WUO6b#(<T0b8U8ituBbX7yY(oEjc<zwFSgp3qfq?#x*dQpjb=y*j?mKRW*0IgRJc z3<=C45fTM2E+~3lS`)eXklcLJ>}v<kD<PJU=~%KeBsg{BuBaFighe7O@<8jvR;^kU zB+Jaeuq0>;bX{_tw(+`3#?w;~t!4%T!@z{Z18;6_R`qP>m%ld0vY1T{G#%?_|MyGc zbI@|OTRRFLANX!J-(Rj@z0#49p<(Zl&AXP@&*SBu?DM!kd){dlp*bp^prVc8L!HJ3 z0|k5g_|56(uNj}WF%F3MSz~8vYWnh4_IlZ}d6!>Kx%^UQ?F<Hn1Ae5|fD8_c4$La} zQ@1~^`t8=n_tDYOUqR<Ps;j#fKR*Ya+t0kL1{!1s9isbmTJ)6Z)6EN(J25acFrpNd zPXxYTHmGl`ID(ni3^pDus}}94Ja7Mh52*3n$}R3S$t>^AidJs%SJ$HRr>fNceI0*& z`u;zupt~BPwq#8FQ@0;<UX+%tt?kr}j0_EDLF=%gWox&5vTsmsRp+Uq?W^t<^%oub zE*P{x^vjl&CN~5wLmFc1^fm`7vNIg0NRUkav0hu~)br0L-<F+z{Z&g_Tl;Du1B1h+ zmNf@<)!h0HZoOT3di>j~h2`u1?`MA#@T0|M{y(R84p9ex`)R+iTLD@jX(C*to@Q+$ z&oILQ)F$2t9vs-ntyvu<BZsJw`zFlZccfaNX3`T}Mfai8+6)X63g&>Sw}!_-pfdLJ zBGi?%1v5FdFBSEK-@boyK^S-(Cggd{nue#7PP2pv<%CpTKldTGc_C=S8mBANnD;te z*>Q7=H(r_fz~FdxK&PrFs7dY`Z4#-uo`J!G3sllIgh*%pz9XUGf>aKxICYACwP9eG zAObFjR|@1h3R#_7#_GB3<8jmTsZ5-HlN=VV|0<y`!N>q@nz}{rVV`E7b#s$}CZE|# z%e4m2Kx?j5mUuEr?|a6;;9~+dX|bkLCC+u%{G8hpJ45enb&ih7PPRI6*J!WS`&%=Q zgfK89*nryx61phqjPxp*AxC%HZ%~F+P$abn#=!8H6V%di;97Hj-KEAYO)HMQ^Pjz( z_vX}-yd`srdct@2$1P1g{wihWy^ds^%d4Lr|CV+AV(F~3n#FSj7#Mm|rx~_=z2%{S zTqK4ZXJj}a=d_J~n}to3QF8d1bho$GL23JQ%LUJU!7=P`{{DHs^UMqe%RX9`{CN!8 zMcfcbM3oFGLqT<NLtq#*Q51rP3ihaqJQZbN=nw+cm<MhMC*Ho*U>MMa((-<7ckI4A z14Dv6C<YU9Bvy(@=FRavJqfvJ`n8Lhp<!dUZVLm$fq#p1*9)2IpX_S(Ej$ZaR1I1Y zdEmwYP-08SC#z0oxFHS-`wi<IDP4EpqqI$ciJ`%8A?fSxe=h>Hx04V3dZQ)lq1}=7 z=HHgeTN7eu-f=jtdAwrl?-!v_Wo!JVz3jC(X0$h|E@yq2Z0z#PW9Fwg85tPf95y<( z;hzlps(Xfpjan(c6S@yCRy8g=T9bBVpK|KA+hyVpeb(d1;(z|W`C!Aqut5;I>Yjli zXFaF^|8y#3k@Zw9YjbtY&^b=$4!xRw|MIozn~hI_HXI1^fI?8%u_e@=`Iv)Z5G)mx zEWMD?9gyT|%g?}&zy$JQ!k(^e3Y@a(mzz*K;;#+k444=gRHQ)$Jr1;4UH$9%%?$=8 zP5$k8w$n%9py#9`ZR;%=7#ik+n%@TZTr}24$$$nC!uD?VsM8Lfd2IcogvqCNm#s+n zp!m>CXJc2hZ<e2SPi36v21CwF1_lO$TcA#Ygg@KV@VC>VUvFN$<@nB$6N)b|``H@< z;RVG$?!?OL=Tw$4F)$p+=zLpd$H0(q2B{rI^dKh#1H(p8F_SO{G%!SX1QX=oD6oU| zAzAp=;~1&SU!u}CM#;|WxW2hr=JC~ci^DT-ZnTPAX8uUx^p~uk8~5HSEt$Ja^1g;T z3#hIEPc%FZ@ICfw#<_0PF7)A4wKX264dZg_)0=S&#%$+pivtbfB!dV49|zzYU1VZl zkoXL8ZAS{O9vB0I!81_r`GWqfCY6#ozT8MzywNEh8vhF5!Dx?<^0+%-3=9gDV5`X6 zV<jNZrNeOG2xWtG3=9khs*`r_H)CLU9I^Z9wNrO;SNZBomOY)cQEjE!UYFFJ(O2_! zx?3jZtg_ZJ*}q$L)yCGl?4fr9Cq4m<3p><kY%p+1O<k&Un(H@c0c(&fH^ZbnEM4;{ z$$M_qe$mpk4pTq<#Z4x8W}L45w(#A3>n@u-mVOF42G617hEqp}-KUBD8RzHOGT--~ zcjkX6Lyt2?zy19G+})dRnmMgpf8^G`b8I-qVDhDT_VR(oZiKf8b!2>ca&ne!b=j(9 zh65{Bo{W&a-1r=|{VNrc<Qar$|1vO`9TIbLDS2>!@#)j2D;F$q$iBYrDrmuN;&HZS z$DcL(Hs~`*WWxq%{0b(qbZ&21w1<g-p@DZJ6SuR7sOZas?DAJms?T2oI!S!hs#TXR zE%p9-N_&0At1By=kKM2P{dU!=RbGxk4BLz{j{48QQK2yS<V-VcyB}q^sIQL?w8Rd4 z#C+-NYrH=z4J1MgBxHWvd;a<4<Buo6t+Q;C#Y_^ppbp{2;7FlK|1V#b4=#>MJTv`A z!S_1b-`~Cey=SzxwP#>x;5-Cw)P1%rkxAxOycb?pwvCIM`|GXj^{#(*UVa%878Z6x zyn$0;-lta;82iHvBv{4nO~3#C`oU&))AVz5Lfjb>#37ZIXt4RK%a`RZFOu{J(ZNTr z^kx-SESfbx>uIcY%FKH+o*{3+aIojn;rY0AeXVb4X=&Bpuh+Nc-?yuMS3H06;fJ8b zs<U2YFuX|!_<1F7XX(!^?=w&K#O|{HTx7ajbX9KAyjhpIO6#9JjWSA}t~dXi?bhgb zg6k&>Dc=4I8Eojt{Iw}z@2BcpN^zh)cn*&O5)wN=3mie~SU^XYf>yhQ<>jpdU67M} ztS7{sIl&k{=;(5+>(6`<cw3oIcViB=K?nv0hevuX9S_v)e|oM`W{^-u8+-J!{c`TB zr=KWjLl3B+gG}wY={(iBygKz@Rqgu4L6>{<Sv5g>fIHiF3n)F@@tfJ8uQlg)c45Vq zlw<1>!{c0&X2!wVJll-7;Td&gWMD9G1T}h+S;ZI>^gy#V=zGmdW=aMnJ^jArD{QY} z!;*yum>NPPUkZFS4CuIG-Ti1*`12T<SWS~#N>d^N&x2+rCxnPZFc{2Qgm1IifeO&L z(_+<mS8e}(&WV_TJotS0I%pVv#tMxM3<)Nr*Le&*=^_yf6LL^mw#4_K7#Jk_lXlmN zFg)0SG{{7JM~H#pz&?=6ML>I5(Ob1xOGbuc%3L}O9?Kvd`EM4}kD2Vf7P%&@UH#G5 zHwpwBLJU3Zpia)>C7?zN*`tmO3=Dw_4lp$Y!rC!7x;P9BM;e&858N=sF-r!T4Fc~& z{w9W}i^BkEfBx?Je&Cb4ZnT&h>d>)g0wfI__~FpVdSD*GZZ~wxAo7G3$Q|F@8(9z3 zp|pKGeqNpvhPLT&Zpicq#pf=NZta3wUnZ?suFrj~{r*AytLH(D0fr!jZNGOiAJE7~ zO!TfJYAgvf_}$OM-LMv0S|HfNVPJT3-00W_c~<l`u0%GZc|>9lhk;>(BD9TrU>o5n zCQt|pi$rrU-Ux#=gFt)9KTZpn5)P76vj|IId>q-5o6UU8K@(}axx>Qsza{GHL244V z1SBv%K8s_D38dmpn{La23M^AhAjy?SxO5WskTb;u(hX|-HhfG#nS3C9iU~CC`S_Ta zQ^K4~GNK>shQc(mS~(02DVuu?->i2;n`S!qLmaXOW0K_VBs=4*`xA|R=kD$<SQfq- zv@JJuRk2>!fufVCOj?{~pv4Lm|LV#r<Uk=ZsSi5M^w<N`Kt83tGT%DU_n1~_S)O0e zDvQ=R6V!Rmz}5n^Ue({fe64<Z`jpS$Ntnk>tYQLMhgQvJOkN<c5;hFID=1@&tH#Df z^T0Vp!dzoR18lYdY4}6q%T~F^tf0e;7!>S8B4*rp6nXcu{rR?5r11|GvzoJDi%z;X zwsvY09M+J@2?DiNK6^FwdU}BB9R`Oa&<18gD?0wwe|u+Rv+C2k|3A`=ZVFElnAUPd zq2ohG602a4YljC*?TT4S98Ddk{k5`KH-=S2afgUZ7dyx*xH`wnb!|gwIy?8GrY&KC zWlOSdOrFrPruhFq4$G8DGgH!xCZGIN7aP9r^^-HT=XRzaOMN!`{a?#-&odod*BG+q zXT_b-SpVM1V%dYW4ClbxSQ~bId{>t0AY5`sZ2jx#y^E$!e3{2>e@qO-IF<8tQ{U}J zuPfWOt_X3kUjAl*QI}a&>5ouX=_?zH$|ISzPJjbTA@D$xG-$NXs^rCj6DK^DE?xR^ z^Lab&Z&R4kY7Uva<+47$c%$`Ut4yauR}T2C=u1oY4}3mpuUzljpiS<ZH!o+Y0G+kO zz;K0^RVQR~$;%+nttFtFoVMlOE&=WEy0E~}s^&+*hUL%Xr%vO4w{>||s7w5MzIe%t z{=eU>)H{D&KxLN9T8pyX>$GC@XBX~}NjB!=)rndD^!U2~@5#~Ujlml~4_J$A2mq}| zE(P5Rw(WM_<)6>zuishxT+7NTYW<#1UK^G_E9YL^UO81<b*jF4jD)R;gYl=psj2my zYVO_sJ{OiL&)lV*KXKQzHzB_-$zR!;vi#kt=q0}HMq6JT`FpN1PVXEf2{=1+SkDm= z7teluZS5?Z%1vAKRa9IgB_%<38=g+?>goy!2}$`oZ}#m9t12^>B|l5<{OXAJQ2%Q) zbC*=+s?z3C9qSb<)#rc9Stqg{lw}xrMPwriioU!EoH})?rl#h}%=)09Nt-rpijgx; zKE`wO`0;4_l`B{39XEBU+!isv@AUSgKPuJg9%T!5JrV^Ouz+zfGk2+3<);+iITjax z*_xYgzbLXX$#<Ur@uM?p?9U(R*Aicxb?W(|4A5d9h71*rgoB>1udPkpe!KL=1;yom zL8J3UMVn41D=8_72nq(uU;ezi&NX_A@|y1J$CrxNN;TYMVQ>YXrQjfZK*-60lb=8Q z{5;#ORbR8R=O2D};nmgEr7xFGXDdu=G+g$;cYFD(;^S#DQo$d>8q&a#!?0>mLu;0r z-<%cG<ElJCTe13NtwA@ZKYjlE^|sr2+~2PJSsWC8$ugCFYT%ZOs}HZ&y0xG$l|6PI zsHx1r@I&64Bk=5phlfj_oDc-<Nel@Ko3^X`{W{Q|nWzob!G_k=UF-6{c9pfx4Ssz? zPqo^_y4uV33^)@oglv#Z&X8}6fBNj1mYrRkrKM$8cQ^O9l9<&(d3ATh)_>%@yhUr# z`ku8_$&1cfl!RVnJ9}#0DwoNR|0u|U7t#rY^ggQAc-6wEW8$ye8!V`O@kz$VPR?8D z{#OsZSQsV$k^AZGB$4D#Q{%p@JSMW|>7JYopTGw#FgQ3|Y-HV^9WwR3*4&7=g%zxz z2;+5H{7a5&zQCitXJ@Y~i5vxQaA$bM>&?-4>gbADR+}`Uz&TGqL}Ww5DUBd7=fVT% zDe?>qyi%;-UDpf@CK)=4E%!t3+%PgXH$PzvR%pU5df#4qU;m<)3maJXTUUNsqM~VP zY6_E8SNES6Qd3j2VR<9N2FX*CKNz<kUMOGxCr~$P%Y?IGhhzUrZMbtMX6dqJpzFc9 zzyTG&`riNWvEP?BeEesUv&WuS8j0)s@UP*q7f()3_VV-$^x(+!^c9qi_^^Az1Od=K z(u4Eb;*T6XYI^H`gE>2zP9(1Bx9{!eRxj(_qyh>b1_mh;E^xpzFl1bK6TIASuGAY( z2HuHx^R9y~vbYcscFW8KNjrwK7A#ag0y<)e0Tfu^V<Q<D7%nUb1dRrQ&KPQTV+5}V z1W6;pQe;De*1Y<Em8CB(I8K~6(aYQWa{ByQu{WBImwF_PudEK&-<omJDfjla(6qE= z`+mRMo#4-%XY=pJ<4renW*H<pZCKuPx$eh9_PaHo&t_d+HFeRVMI{eg#b0&n@8kHk zr64LYa;99}kHpe9Hv$6#17BTPIa#jqiD2RSxesn^NNfgOUj@4PHf?j}&reVN`lXY< z9Jl`$`1aOT&`nfEMn+q*udh=$yY1)7mwz=iH9>cOFX7hT6JTg)=;i4N-bXE8|HrVy zI4>^i_xI(ScE8)@Z8qC?bK2Qe$0g13=k2k#E_-tUv`h8JkBXy5j;sh@ANT9u@Au6H z(FY`1brwuo>ODOR=?<rEy<Hy7Y`m8q9&T^8-I|vF_t#g@vB_UvE}x(E^wd<)TIK_d z%v0yjmw&TzVb^*4|1qG2y><US&u6dJvUq!>Q~1^8<^6{a9Rghr_F{JazKikyK8bJ5 zxoLDG_;4m@=P~GL2+)nnw>BoX&#QREY5ViZWYC@gkae2&_VJ+oXrTC*-fs_*c{VfM zr2Jh>?#)fEhK7bxCK(gBxVc|fE;}3S``+Ktu@Q9f6zGnV+uL$4-_GB^7IZP}_1N-Q zfwWsTSHHdYZ%sWt4RrlQsF#<Q?OC3nx9`u-v#kbieBAT-+~r-RufM#n{~rx1Qk0aH zUso=3C^b7g{~LpMRMf1hudkLqpI7ZS=}Cdblv%S@fo@TpWs(^*A-(++XfMXL+}l}y ze|>#*eSQ3f<;|Brefm`L@u+zAxjB}g+a-6EzdsirD&62YS?%Tg|9_U7<=v5Zv+_VM zXb1;%b=+zF{W))UKWvj05fxn;9$#zPVcdK+?eeD7(^F>7)Lgmex0b4^E9myDy5G0& zdrc}TDw;B7$`V#?v5X@ff(Pg1Z4UnWxA5ub^Y-EI@9iypaDZ`Z{{4M&>Fnk2&-2^= zS+He`N$r=5?ou`t8`OMeI9x9i*ilvQ)+4cS!v+K0xIGpf#>_E`nYk_2?${9#y*)3~ z&8-coQY#inXA3VXDpK+6?Cf-$$EmgZ`MheAiVq3P>-z<2-tYO`2fE^sSK7=6lr#F} zY(aOwvsOo~c(UoV-sM+US8pwT?&o=F|G%&LwVzI^?|L>XyUE5l1T?ggnwo0)w_MN8 zE-o`OvnDQMK~Ygr%I2F>CQJ}`v(n*dy@H%=)fTy$500Sy1qbKxX%$+?RK4H({mN2r zab77C50HgXQBl389U6bRFmhYGeQ|NImbP|qP|&2y|CTIKNli^<%?v9z`miA5Pzxt0 zIqoWbE%xT+gDuzN>tjLbq({=Y$yPLEWBL0y(DmW3?(E!b_v?i+=(e)&cgyFC>BUIA zS^01a=$4)%9fDTx_k0!+6I&){TLm&u$}}rv!*aEif7X8qUhcQGE`CEoV~*MEZ}0ER zZ?R<cKAO&Cr*Fd7+S*$6Vqts9WnXhmJw3e}mm5z__i1lyd$sTPJMM2G0Y@JmZl5}R z`tsxQ^)cb`wOj4}{YVC#QhjNHqVtxzzrPav`4=>>F8H|f`Ml~c^Z);GU%&rf6{x7; zle1az@$qrcvQA~?g^WcOGP`~}>i&8oxqqd5znqkH*_wBIKKq@WYrWm?`Q0s<lR?+L zzIl^lfA-4O<8sw&0{?&g4%*`kDiM|}S(4SdfGdB`$2QPbQr*Z+E}+mk)XM$!x&8m0 zk>Zl|e?Gc{R>t4np8x&Fj75u-Y`<J^1{L`sAyY10y0oR}=_!VDLcEclo}HjAb&|=T z%cxnZttM<KeI0gop6zX|rp1Yc7BZ8Tyk5UQ?)&}v{h;a_lp#Pf#dGbA8U8sia$Bq| zeSK}y?YE$_OD_L&Zs*gqw6yft>=gR_UiJEWwclewch#rQEe!)@vTb>HR~>HW2M?QN zWUO#<cHUa|w+ghCn2VP;G%_-B!}1$zwq{@V18sJ@yl-9X?rT5$oMxNlUfPm*StH@< zBhc1+(6xA9UtB!=b_TnA&4pKoc6~U+ZCdpu<8J-`zr5QP7k+th(W>;-lyi2!-!#NN zJ}zH>WlQGeJz5E%6IMWbi`;spmfqZ)emZaa>-zuS>%X2<pZ_B_PINx!k3APQgo>=^ zld)JZRXhAr?Nx`IJ39i~`Q^iYe|x+3JU2U^%mrqCn+1HbRxH(3XX9R9TPrFhB{ktZ zPlJ8H0VY3goNcTLr<{x5@BJR98@<gZ``Vho<9)KtwyGgU2?rQzzg`W$wXb&f*W#0^ z(=)ED2n2E7lvRU5;_J)H?x1TrFYlXcUCy@UM}zUVx3`ziulu#~n8CNECZ^UFi+Y{S zx8GiiKV18;z=EkP+-CRPbtg`oV7u!0@n-t`mtU{PU+<AL1|46K`R2yPDA4tvcE5A} zzANAV`F5#Q*_#zlo}?^4&%JZ!&Rd&Ox#x>Zb#y(tx-NG2maMB<TeGfe-3UIEx!Aq` z+W!B4^Ov9J*3{Ij`f!jPbS*tAC<H1hc2s?Rbu^vLBtm3EgBRY`;;g-(jX<Ew=BMdI zE)vs?($LoSj*N`7Dt#5QVL6+pZq$~5?Rj_S)FmY)U0D^XU35yS0kka#<XySyH-?~{ z$KKO)F7B!P3_6qIN6opF!OLHPPHqqR*Lp8)bLeT8s;^hWuWnBFcXf5uG&BSsM0v28 zeeSu<+1K?z+l{>Z{K8UFmYlPCt<x)EcxYE(^VziEy1IR0dNCQXkFQ1Nms&0drC<}2 zkju+_SAV-ve!o_I_Sv+%sb#OOtkmn)f46C_-H!*%U*FyiH#9WNy11y7jbCof`u+cI zExvwg^13F_NeiIuS@){n+rGWOKmPPI-OFcY8h-^HTk-nZ+RLibV-}q_;ZgePiYKV% zJ^k}`jv46ifvUG#ua|&suUArX0^NtM^74HBzs-8P-xzJpy6OdLdEDH*{9e`TwOOAv zw6rdPPAM_Vy|u!%TWr_6U9Z2~|Nrm$;_I15yF@`1Mo>_Yh@jv?zqwW~C%Vh6yw+HG zR5W}=^!B`8&t~Ue*<WAp>hAtJ-TwE?c{QIrv(M}*eGO_Sd0qmYrm*)rx0p`BZ>fD> zuSIXV{T5UrZPhn23M#)-*lw18FXrw1y|bP?eHt0RZs{kbC*R)Q{`&X({nKfiGY_?J zf~w7XmCt2CDS8)Z;mV{*L67Htcwle3*Irds6?Dlb=uT45{hnId+MDf+Ma0F~E1#Wp z_I>Yv^m)@M`^3aVFF(I)psR^lAmaTY_XPKpybRj=<&rmO6C7xH{@=&)|1aDvzb|_x zlldtRgF0w0YUcfYdpY^}&G%M+H=AGgD|5qgmgF9l>Gq$WpXdK}<$+sO)h<c<I#2`p z^1qM$^)vGB?wZ-r!BKp#^7+il&(E&Dtoi@z`u;PZ{mCjbm(Q=er4zU31_(cS`cyKx zXQo~4u8lWy(tdn+n09WCW!kMRnafIFUt8wf&iCv{r|>ZeP#@Cgc%Q7Vmsb}^@z2-s z|Ff3)&Q7cP`YQF?`}_GlhG`!k9aU3OI`rl3?d!XaE%Tjy=iKX4+Urf8&#$lB`uFlO zU*odfcT-YRLDm_ib`^d#%=q``r`x2P+w<pd&A+(F^;p{GnXA|Dy9L^B^{i8Uo`I}Y zi2)}kr{CkO;wL8rl~4N2G+KHqdFRfZX@7ovTvq%0o0^f)r8&jtET4Vf|9|hzO{v|T z9UWj@{r3NMRDQYW4s!0!7mK=AosFOL^48YXnU|OK&NR!NRr&Ad^Rv_A>oR)`pRL(^ z&Zzu;?e@xdJD;C9Gt=1j{k^@tDxcr&es4AR@w3_aW|PjGn5cZV_`Gd;8;@iXs4*En zd;99^n#RVL?^HbQeYSG>JR{J-8j@x?GbW~hnnPBx%C@$5mn>N_<I0r~<GMc;#_8u| zil0smm-2k}_xpYGV-l06PEGyyWx2hiXWE+^8?ROGPd_iWeSN;0TieT9TeG+RT^+X8 zXwn($_j?|HyRqupy4csB{#zy=>oGhg@wmVObYMcxq)C%}TwGct4H6oDzT5rY#?JoL zvSr`X@9(S4vo~H7yW8wWaK0F*(Y<Q(dAr*-f4^M*YJD>8%;fLSpH7cAdp@svU1v{^ z38*<6xv!@3gBnkW6R7|3<H^e9^Hzl&F*r8k@9*!@yYJ?Kj(=GG7jzOaCok{TZ}mT) zPIsGB`T4AQ_8vbUpPt+LcA<NJJnD9v^z+r~^>e<>umAV+*(vSyTk5`VX(;{l#B=h5 z2??M|e|ceKWTcv%-M(A@W?cz6Q1tv(_IlHc7cV|*m#^FK?d`3tr(4?EcIhOvwzSLu z?bW<h$;HJrr%qo_&+P85(&8%LZTa`}RA%mezwdVDn-de2ZM70Y_qG`x`}6DiezS`g zFD~1#;li!y^XBEL%yjJ*i~QZy)#X!Ev}xzVHt99B^XvcZ46k3Y<3SVmoO%AOpaRXq zsQCH0uP<yE7#1WZfsU{Luo|>Wny=m2{9eW4J~`X0zbfkLtBaqXi`rebRz=g!E^gA7 zi|+C(7c4lSe_hTfr2|yEm%I$hzF+_EvwZF6v*uEEH9M|9kKS3dbkpX|rI&rpEp5ej z-(9z5i^=PqEKZS;GsD(KEj@F_XX%n95x>vdevbjIM$_x}^!HycwoltLFfj1iw@zX8 zDU&BJ-dFoO>-M(XYyZCAuaBR!>h7(&LoJ+gXSaVc^_yq2a<O~=s{H%=v@|p>Y`<Uk z+QiJvEDW^u^=mb#!utMh?cVC|RVBLNesissc64-P{nmchb81pC1B2A|3km)V3=Af^ zyUX5AGIX13U0(LHA|hhOl232ebPB6yJv%cKR90Wvo*y4uez$bj&u6pOKAN^YYJ1*V zMrO7bz2^5WDEHeac}DFjS?T2LY?^XHVE(*r70^ynJ$e2obI<b0+pP&+?)UOe@%gpi zW~{EAbm!iKM|aEbU;Xm(^48klWul^@k-xQ{XMj#EQB+g}^*AqYocHWf&EK!re;t<p zx4<;}nufXg^_LsFd^U4|+ErV5)=$%oes%x<zwPeVi&V9=PQBb2x`JcV`j`Y}28LdK zP-po;IA6Q7*=%3=nh%Yqtpko7I~H}j{^#lVlGkguXC3Vl{q^H<e<^6U_OTwxUtcc! zgZ9S$Ecq*_?DhgQEcfm0?W=pM%lCdfCM{)<&=9pfFSoa_{QI6&jgLjk8DsWTY@9TC z^6FlG-rNZJr7@zJptXgd<5B+p`g(beW$~4DvDU4vt(pJ+`~;n+6~Auw+_|6=OO75r z`qIDt*JP{GS4&Qu0Cf#~`E9=hY~8K7Yq#-A!(-1aw`5=Uv;XtKdFx;Mzh5S+SeAm; zA|6|wSo?~JfuXl;w^G1zzqu(rp!U?&rQXw{&KH9^?}xbcuYk_f038cb`|HcaJ3EU_ zYkz%_TL0KDEp1ud-`DZcr#Z^s-C22ZvbuF|=FLq@mwY<p?c~(7_5XoJ=Bx9%Rkr5d z4wICWj61t{-K}l8t52NpczbW}?pw+0zU}<{egFU1i4!OOda<~F&a@k6=iA@UymK>s zzHa;Bg|^k-EJ|ZT_s-p=4XW)oCLaf#|F}ASf8DizwZFer+MHjtr}qBt^7reuW?$Db zH^08pIPdf{-D{5-7#4g~0`1-Tp`xbd7E~#?Vw0kC8|c#MTU#=(T4nVZT9v(-p`vMS z9=>$xQosKAiifRSoScPGTw=n)!EdEZJv}@wEO2ZF9h&vx>-G5Xii#aZ#>R7xg@`OO z%ej&8_VoGl*AKOF&pig}gB2DQR=wGHJR~S6=xvmHpUlUKxO<y!zXcsA`RVEDuaEof zqkfmazqgj(?#F@EpKs)tEq}M^@9*!~pfQfeT18vuRX&qk{&#cQ*-tN|CKa=X78Y)N zc4p?|k2b4|zMr3N?cB~68W}nB+1c6YZ?(0wF8%rW8FakLl`A3hpEEHqH1+f8Ffcrr zJkPe;Yf|0+-}keRbO>^Bb6*CXo9H*!D)ZNum!Lt~Z}0D~KXb+hG=2j*PheB(X_K-y z5un5DuFf*e1|M*BV?*MrOG~@GyuG(pd`!CewhYwB^Sd6oHEU|xxj8GROc4PM++=2E znx4!3@!=sTx0<G(li`&zIkEDz*CaMRnHAsO-hSO@{q90Dzn#YJyX(T^DqVALZMpdU zetmv#cX#(?(1A@C7rTRcEY~^&mDd=)-}`;uuP-kbgQ|#QJ9XmrM6mP8Y-oCAo^vCi zbb7CxZ4_v8;_c++esfp#+y9FICBPkpk3+)3mVrhi?(QnR{O#@S>^*s{2b<ZmpPiYx z>({H*rbSOYWbJAqKx6jjY`@1WKeO`P-QBN2*Ne}wECv;Lr}cLGtPWrQZN=@^n@;Nm zpPr^`ns!D4bPnjIn>kT?DhlULV<~%e#gmhhbCz}ax~MG~3unxbSh{rS&a*#3qhcEp z51UkeN{aye)j@ZaCxUq785|E*Gvfnh--$0Jz*Mg|Av?<bV|XUzZmCS6TM<%oyT z?{9B6%l-a+|9_s|{y#;+!otZ(NlBnxp6Q@FxIf=5zb~2Gb8~n3`kjBj-S%DXH`ga6 zWr?SckICQP-_2Kttu5MhZ2SGX>|bABr!QKxs7J*(?aYiQ(7}S)y`TdcV*76HDqZdA z?QQ(<;X_cHCGFXnnQ8z2{Jc7^-SF6&*xlE7q)bj6IevWhi4z`|R|cyWzh1k27O3rf zZRe8Z%cVW_>aVSfjeh-cb@+NS+o~@HAY+1;`#oD<|95regGP3cb1qwWg3it<tn8Z} zUw5<Q-JP2*E-o`ZpR+!HX1@J>&<^{MzZw;<u4oqDul)|Hgl5i|AyNEx>-Aa9?EF%m zX{V-WUb6^a4>}aW|8sZzpF=LLt}~}h5&69P{@-&oUoN^|otIu!wQJ{tChk>d3(w3j z1fAtlb_;X{MDf3$&u3q_5TJbW%zXR($F9G+vNHG?=n8aCKR+`;LBVC=>*Jn*4tV+~ z!N73A;zrNP!}E_ZFfatXH!?Q<`t^Ezbh#%B14G8E6QFU>j01jit)71Qy)Jh5mw&(C zzwXjr$8ip{_Nl1>l&2cl*2L~E+x7KYG-&VXivx|!RS#RmLqbB9=<oj%G}pSE@7os! z28LIxitj+9tT(QP$FBvgEjo4TRFI2Hi{9QZLAKv+B!lKS95y?FZ--(44eT0ifDG}X zjK;Ew{W<rr;KgzI`jBoh-IUEYn{2_uw+_PTJr_?-R-Za)(xM3hRi(3(xFSC628~v) zT)Fb#JT{O~3uanYd{}VK>h+oge`ZDpM((=ni(I)qpZ<T?(cR7cDF>v6!8bN9Z(UGu z@Y?r_GpaNa4!+l##(V7OQRsm173rj$S$bk^OklMO92YmRf>{l0y^u>$8BE;QANT6} z^Xj*A(h|YSulDi_*hC;6$<XV|n`*aj$uq;gn#_|gbyhaUd#tTytBZ5cjeu-#bSVCC z^2M$0@X*>C&!2@36E1>QdNVLM1b;u7@$z^0+_JY@muDq@G05%k2%e`Kwo%RhZ`ZaA zpM$flmcMy0v+@3Zty-m*pN@XDPG2B2+wd4mwNOS>QE{=Ty!`q(b7YPlJ<3`QK27z) z4js;^A<rH$?l#$U<@e{%NV5v$$&Fu!bY>T7EY4UAnxI>B((<zdbDZCa?-!Q!L;c8d z+dunM@$zXmp6sev`suG|a$VHppF3BJtOrf3gt;x-trO=tX=7_fYRWF7=)G$mZ>yO8 zobi=3s7b)Uz|i#aF;C`OhWCAu)(iev==b{1SQeZ3yuzd`Jwn~rW5%nmrVS1XpjwH6 zp&{X?g|pSJTba|3-wbgNpDu4-F!lH6{c?{>?u820?wxh-R7c&dbpO!fU9b1aY4@J^ z{7R<5{sJ`A4E}66wz8u1j@bH(y6G$ZXFshnEZb7nQhM>=1(CNLuNR3YyRY`2{Z#61 z(X`K-_AOqW9q0E#V}qHv8-MZcoC~ta+!qhMSUC0E^!HakHtdHQ+Mqt|#vOaJOYOfG zhenx2O!N)C{Au5*n<1zB?-r^h)V^itU$<XT>FjSyFVI}i%O(EpOm)uCB>k>t|C*p3 zRlHiqYWAO5e)@{LS?E07Yp;`4H1CTA|5i{qpaI@<$?)LRZrdgPZ58Eb)SXZDuRc4; zn0wKyNxn~C)x0|*b$`?9B%af3f;G@Ywc^!XxuADt%VVqGuAFr#Y0<CkajW8T?*;$A z=54z4sLR{6F&>jn^{?LA5t^3!Q+4*LOF!?t4Bv8eb#{n{{;w;`A2ZZ1f+S&w)cg9y zT5&%`*3H{}_wmz~(o@S;`JR~hv_6^Z-juTzdv>**wJ=%sV6CzBn|->@EU&r*z^Ac0 zJbw1R;H%eZw$~!-{+$%)UnhSdXO&>(wb#XdHyu+&a<7~^QPRJ@F!Ul@sg89;+VO%* zcLZfhARd*P-~7Hpd|llK+4*|G@(*8qo#|_8UEO6h{ms{moavKnXU(-e`Z}AT(Sb42 zzoCqQL4m>3#W4gt9dlvFp7PEuAFJN?-K?nnS-5p&h`?w69aXxlW>=lft{%`|bJk_@ zV$tJy*F#%h-_=v!BH7L+w(jz$<nk3uPuhMyU|L->OZ@>q^n!a6x%aV3PjgCdZM{Bk zRqMsWTNIUiE4M`)on`Y?`_>{u*8Ep<PMyAAv~8Na{SWTSMS2fk1^e5@p7z+S)pY&1 z$exvzhKu*?3fr2qYSzAc+uvz!-5>euU#RC(*EL7g)iUPWhH@`%&#FD5KPA6Au;*lW z)y3sf!5^l5-sHIQ&yQ*IN*6IUI)M6kpn_PY<~St9LM9sXw>~=Gw?S`~xUrX{tF)<g z^{JULtLChI`rLExx@)JeYR2r{wqnJ^rT@+@lZp)b%s5?tn%%_EBa@c&rLv#q&fR); z>)*3ak25>EK#UiV_{SH%eoM{<zlX1+*Ynrys1n`0dHI!JHCjLB_?G@mdijFoWitP? zps*cj{By%I1i)oK1H+H=ljQETuGW9~@N()bmmO9AuU<==yJ@A-zE3qpYpbV;zju?; zJmS0XtXy>(&rxj?0chm@Ioy2U)2nUM<-?=hr_4Web!}?7T+HV9i(+p%UO&28s-l1B z>g`y~t#S&oy80<Ur}$p2YPhm(_VwZ^D!m`pI<T`aLrM#WyE`@FDrMHi74B(2&BZLe zuCA^A(A8|if~j8$+d_{_+H+!AmhFN+6$>O2K)po<h6Q=6beL`Oy05>Ow)x8PvqgI) ztfQ<C?Rt@r(FMx;-5VEQU4FKxH_y`hc<x8jdB^8kwXVLtEJ$#zQp{cHtB0@JYMkPY zdAeoJ1!c+jz&%c|3dzL$A7A+Ovh3A<4_{3^7d%-_e4XA@ef2dJZ>P6-X%!o4Z27jE zm&sQI;_3{(X*?6Q9BVEVJ-SwV>BP7))|1-{zPhTv`~FIbkw1L@pWK&|6(^l*S>5kH zV_B$RZ7ev6uG6};Ao6DL+{0HdZ~tN9->dWWt;GUPXcgl-*Z<+G>{<Ccs(#0N7T#TY z=To1-{6kkC@A9^P{r0O2;|}OV<t(E^S5<!stowIbe`$GjgsaZU?t-s7-aS3e{6X63 z4kPHUpOsNY2VREXKYVrW`Nw{fxx@cIo&NMR=iZ6?S|5oDFhJtZ!TI6$g0IFi!%Mlt zzbjaK`<le;{kvYPb@lJxe;FTWLMB}We7vnZtR5WP(e>!$%}Xc##>Fr5Y+3z1Rxx)^ zT#)SHtLuN<SzZ~mgsG{W34DGHOSk{SSL`4^yebW<@z+dWts;N;>f>rJ&FK}k?hFTA zAqlmqv7pq`u4Og<Kc}kqLaRGeD+Sld-QWDDf}xiW622>X_iyf>R#Ncm>ki#}Z-aKo zCdQiRr%f^HGRrFaHpOda$nx`#4;CE)MQxafROXuN%avkkQ&V;wzy3ipruKvQrGw>b zp0>#Cd{k_;zQL_$w}6>3=y)ekS76E%k()VYy7Bw&yev%a`S;_v{i@jAWnEoeL2hns zWp8hZF1ZP+{2jME`Sa<JPwweITE}!O?{`n0e{#<%j_`QNneVn0uPoZJ>$5DA?TK?i zf7@4=>)m{P@rG6F>g93aac@?weGqEc_DJ-?iogR|X`eoSF1_d~{_^MZ`Q<-<fKKKG z9sUm5kvB~@T0~fQv12pa$_*Pf%u5F?P+++zG<%6`oZObf%YC%t4_)0W`k|n-bo(}~ zLs!>BSG?rHSG*MPg<lVt|148<Wz1iO450|88)ssQ&zgc})ne?@dM>Vs-2A28{*UAJ z`1pHWyE85-sj8}i=98rilU!>3K<h;~`W(`OO^+6QofvOrt3UtHRn^QVv*XSSI(&9u z<epah`<te=wzs6D<h6Z2epD=7x-|3iv$No8>B5)LNVXT%W><e+I+35XH)b+d`1&cW zp$8uqeC>M7cz}1Bz@bS~r>c5-d3hDxnm=VqitRJ6z`%(`#l>^$Kx^Ep5}*3-{PFSR z%+%)6)5|{P{7jsC=xTQGN`(-?b?<oRAG+!;6&mOFV&+1T^$b_K_;jw^1RedEduvOA zKQjXZ!`as5M^~PDT%$4J$0T3Snw+@U#rqClU7!E8%l-UHzlX1s_uFiK`+m1MQ^vLz z2bxqZEh8tDz}B~Hk}FRA^yK8JlP5RU@yV5JoCa!MeqfKcUTtG}&i`h}y%^&U4_}2x zMVE4gZ}0t@Ij?0k^9OOO4GAxAY+O8P@?_9bm(urf_rA@ZJ$too^tOyUI|}pqyE{4p zTwGjgeT5kq7<@x>?^-qTg|A<-Z_`R9`E~nl**|<`zW2pf8O8(iH4;pXD=RBO!_HrS z@2ma2rS^B3s+!uW+TY)186-9>^Pj)&++6F`$;bOZhh2l3yJyavQ8*_BGIyH(X~xj$ z1*PY^B1%s!`=qkrkIA8{j0cQGHq4r-zwd|B-{0T2*Uh&mT%?kDW`-f?1oXP^yYGW0 z(36k%g_f0V19i4)e>`mO>gnORHieOa;etfvq}nHsiw<-Ze4Vvvj#m3>efzTZV!_kQ zjAxgv3JHKF`H!YGeBtp%4wt0**DK$Suv*VxB4L)y^R(ngXkOmBM~@#*ojiH*jvYG^ z{6S0ez8-yU{eSA`63YiKrfuG%^@B$z=DEzeck3PmXa4&et^YMMGyeLdxlz?6JHoGj zTA~oX(EFquXjNCS-Bf+qpqAB(J0DhOTy_UHs~UE#cK*0(+tUVFFTM!YHM?3?N5^{0 z=_vD5m`y!5t;FHd%!1PL^^GC>az3nD#5-%M?bV$XOBv(N2MW1r!HW}9?t~q?CYI#? znZHGC)BM}scS3&jZH<k8_=@rTGO3;S?H|5U4zIMaXUI4c;l#0jaj7r^!vf9~&UT@> zb6r9YU-cGQ<(F%|;)dMQPjl@5lx%#X_5W7TeDB{(+d?j${kq3ZTr>gX;OBSe>w!88 zCVAdD@9MSsKRUWjyL{?I$@aP4Qx9M5zx_znGg0g6oj3oBtK(*$6UkzdS{HZp%^S^E zF`KS0-WcokEu-w4$olnxaV=K2PdBp#>|wg_2C~v8<CTrB$4<%TFN+R*<h*Rdr8IrX z+{C#iiixYPZY&A?=(at%H|NqzrLZ+8Kfl=-BAEQiR_12tB|gv6v&(i}`+TzZPJP<! zf>MTpPH-`OA)+$q4M)O`s)dKX9yxhj^{Q=*txxJM%m2E2rHr@S+9A|>YMqehSAlhQ zpQP<mgZBp4&Ue4Q+=G>2-GoNg{mE|)85kTGuBsY)-fLaWpK0koTe*6t?e*vF>jGCP zdrvZ1demjFg!Qf0KkrQ4eu699USiUkI8XTy>CYbDc<xrd;?4e7drRlLRZQ*Wi9XMr zf^%DyHmz)MYkj}aR~~#wfkSfO@w`<8oAgt?Qzw5Z`qs=<Dze))eUD{kZhnWy=ghd* z%5{mk$9G1`{U|t;qRskx&Zg#58b$l>T$sAL%d8@N&!%G~Utd{W+A6Z1LBRpiFEe4; zs>@#TamVtzA)*gonLZ5;<qMCmd&8$XOGb5;jIWiY`{l>#J8aahOo_Vvk0YGlST*nX zTkfAT&lUbrSZNcpciZ#egU<^}SJqf2vTj<*ps)g-iVirJ?zkPFd+^b2zSwmU#a@$4 zc0JWu+vD^7#~)_y>yZy%spk~FnziTN(;agor)$3}v8eig&Aay0vR6@?g0uVirmH-? zk@VI6<htFf7kL+LdHzClRmD-8N?xr)SA~81J~xZZX;5ni1sr&BTEl);gP6ZN7G=G) zlM49J8M<dx_Kqs=$*Z-w&9i({z7{{Z5f#CzQ{S@s`Lzp2Lj}avpJ}O#nr9nkc2zZI z?junK6E|?-&QSkhi^9{iIm=HoM!%X;7xwAC6nDh;C;D5qiM#QC*7^{m74NshplXHa zx_`6xu<CI~Y)*cEVScgvRFz)Mir~*lZk4j@?3O*yef@oT^7}P~e>yL?q-uNVmY%wG zedC*ipEmy23KCem!Wk}P2!gMnxDsmHzWTpz`ktij{@u3e(Z>U`Z_7V?l`C^Rrmxa8 zZG~6L^pNibUxQj-<X@brcl>6LGc)(~%%2;r=X8aG*U|M#fxYkGE0wTgm+vL@<M|=q zpM>i5cbd3f+h%|0>SCXTw+mMv{{7<BBi>1`#Ma4awVTPF{8DGB@bDGG1s#D$eEXF_ zmtmPyG4h1}H(b43)Fp0uL8<b}*xmZEeZQYSe0_E0n`+O0oZ<I#?W3n}k9}7ZQ*l%C zt>qp6M6LbGpt@_XV<DG=Y7KwxuNR;J6^GA)7Ye>^h}zw6Cb#RHR@_z7n7e8(XFi@> z8vm##>oH&ZmTg=S|2V?!g)W_XyCbQ3%DRlLA=3SK7YJNcjJYc<vYuhV&4r+DTf?%o z_YPh4zViHveYQ?QsgZpIC;`d`ecAXf_$$-3%^SDBx+HvC<)?bg-<daVXUpVomwc+> zraLwN?PtxHxlbDy7|g+)&IN^B3FcEnKBKjyM6{=8x&8CmD?Mx7;)`#yZR_VAy6P|9 z>hz?*GR-$7KK1saDG5bu3rh2+X@&8HpWp179eZS{-to{lzKER_Pp6)0)$9s^Tk&zl z^1M|+tuK~MJO46X@a~<sL$N!4U7Mq5W&Nu=YWa))g0HjUdQ}6jzkb(r6dVoNTpZ!- z3@oyW?><-``pm%K;J~tCwwKm>l~s3qRXwv0>t9`QB>m}zo7uMemp^=E|M$vaEvui( zF?SU;kDlG?BzyGN_lJ$wJ}bt^Is_jB4PJo8su)<}bMIQ|$$j54`_&HJeb?S8hu;nP z+im{()uGZV`z(jGm)A?J+xO{0K<v~nVZFzHfQ<XTGi<5i!(a8B{;%Gv*Xhm%xymH3 zB;nxu6*bHZ4E;Z<w%hYtb%x2xF68zq_nhRmea_R+f5A`lR`EXETbjID+}7&dx;?I8 zJ9h2XTf-Z9ePy?%zR=sP%UAi&ej3-lI^Swirs%A={vYwa9yM2<TI??i-Y6sBz<eC; z<{#k<hp*bcTxPYsWPj+MTiO0sS9R=*i(On~9=iY0`I5Ysc5nIKM!YVZdid(ym(&0B zZSC2x?%}IRQ^I~teRnEa<VT)XR|rFc0=Og5uxs`5g0CMrFK6*8o!9wu;#Qo5?U~hl z>MLt3A0B$KFwFewdcWEg%cFW$f8BBF;VV<k(2hfX_iZ=mJ$yCk3OIjeYtHdpG@FY7 z)PQATU~st0q7hT;9w9EO72`jrCT7y}yCH8+@kQR2R=QL(EBtBRswbNc%gG8Sf3lUj zZv0O7uXcIIRPU{iZoHLiU%lOA=R7;s^papk1}RH$pQ1p&;o&Q{OU;G<!ygOns{Sk< zaeH1_@X;B;*UIMUZoBqzUC6s-U8byZvcZ-yd)3;LtzP|nB)Dt&hp)R@SMRR;J6DdK zVL|5tP~Kojx6@-^vvxLUtvhHS;>{aPFB8j6o>iLZlg@GO_i0_Yj@$R+vop6W{CBVX zlpA=h3{pJ??wqZ4UM%)?#q7cipMx`Z^Zm14viWvlxM=Q$6N~smzJ`9wv{Z1_VsJ2a z1a(&y?Bpogu?sQS1zKyq=wx6=&%e4ydc1j`SDj9F@?E+0ZKnBE|8FYUyP-Ychnp=x z@i%R6?%Kzz+g2aH$@N-2MwX!=?ND0J!~YE*wDaP*7#x^`+H15<etz1pIQrbDS9w*S zlI>#WZ&gn|PtCXcN-XozuRZOuzRP=c|JR`YuE6Kh-d$FAZ;SZ+{&L#RaL0FMk3nnI z!xpaepPhP3_}0O<KlD_qw>-M>w)Fh+BufQ`A3gBO!8erQ@YU;XG0S+}+r2*7#O&QP zRq*eY^Yd2qrLv1Ez5I7)XO-2vby<&#a&*@)O<R69WVf?*R&quDSKWU;&!@<SxLtHx z-<3Ue_sW05w_K~=zK!iu26^Y#<GZ%4pmwBz&c>bpS61xl+WRfUH`6fiZ?t~sdb9T{ z>t8RObt!4lw_Cw;k4budKla~KTlw<cGQHUN9~-y6&D^o;vT2TDl!Wb-Uw_xtT=(Wk zKYlMUw_md&*zEC#7k{`Hwa>M5|0Yrj>S7f_n@F#}=Pk9~`qE?ByHn9i)~Q-w-S>sP zRQKk}-JirVFHiK*wJO{%<lFbzGfUg0*Cf4;fuX@2Rv|YqtaP@Ux;sy6<(|naigxT$ znW_;o_f}rOM%z`lDm-V+v<+4EUpwK+&rADO?V9%H%B{tRRXvY#h5jy^zgwpK!*Xwt zWk#O!^h0?JQ>)(o$iK3`VzbKmxaO|BRavZ>`2kay8WudL&bWLWba#A1LUzN$SC9tZ z<+p3+l~wxmSf=JyORb9w-KTr(7T?6*=T=>PSX)y1k<Ihz-H@%e@}5OE-c%`-&G{vF ze^G$tl#HS+KaQ}x-3%HM4mfm`ks%`mT$r;oFK5*>e{91WE<fL3?X@KTR%l~TbX^^| zG59$*-D-1^?>zVC>$RShY@4cLndPxfV)lm}-(=n`H<+q*@kz$fjkj&zE#q1nB=I_; zEFjq5PIvB?gr=6&%nTP20zg&Rhvf`q!Jb>&SBpckebC**R}Y6QoBjFzrPYSct9yT+ zoR<ReOx4BZ*S=}G?vM@7>Axhpc3RfsjnX1YSL@A1K^p~{`k2HR7#w1+2AfZv_$4o6 zzLfETcW2`ha<8k#)V@0TX=(H0&v9ju2cpDEx5}NEt-jJGrZ(=3#`<-s#(ce+6{mmI z`km1=?c094r$}V+G^@*7UCl)q7|ybT#t9mBaU_^u-7_Q5@8K&m&&A&Nt{d+(f4#pj zHg=xzy*VqN<-i++qOFha=<wf>y%i{ZxO#Q|$8;;`CKr))aSvB5;tiWV#rcx4?!Wn` z3#U$J4%3UPY|YbRV34xqiYNf}-LHc#u~@T4C${9GYt^@#=~s7`zfbVzW@z{o8oj-* z`?&4fWuHKGe5Ut5kH0$ayr&;;nH2<X#w0E~@^%O7#lu&&|1kEP*S^|22s-fj%hu)6 zGUb`~blFQj|FX8_V_=xYGuyE3|L(&lFD>;hJ*~SPbWIUxjt$h2e>OY+)$aHEf^Toj z&9<F)dpZ+?)K;rIZ`W^2_$a@rDk|_Pr~p}&oSE>@N;~GRN7nUorHt9&!b7(2-u|ya z^Ea)8CuqxU5r6$Ry*BtR5WMVq-+#Bi-R9n(-k7d<vCPZFGVc6or$R1<0M`4?v+b-l zpzNcWta5g)bvS6IGOqHesP8Nj%@doM84kEJ@`Qh1GW%8Iot<GHSFHoZ#qIi6>)*Y- z7A8GCIXh8w!ymzQ^P-)_ryowcK38}Cl~s$CuPl7i{)<1Hoq^#j8>^0mrk>ulYipxT zD?g=V$9s5mfY!KIetxEKj)#Fk{z~wUUq4zhx9ZK^y*Z(C>)ZZ<uPUj#Wz4O=@%^>@ z9tdif)mwc#Cv|-J6xpDf$aR<PK$)dsf8c?p$)F`0Yu5O9dV2c(o;+#Nm$%#R@3L98 zVugpRtLwG*J9qBXJI=@uu%1a`-M;Jh;<`7hdwkk6Tgxl`U;NAdg3|K1UddIGJNvbL zQcL;5^+P-UiOqdkG^cpSF7>He;-Gc{gWRHqR;$^D$!*JgXN$ebWMG&znW1g<bS)S2 ztu=oCyIwr|CRF}hf73SGx68OD9=`R>eMgmVSo`;jSC2}oT-A-S4dDYh)}h&fk=rk7 zd!Fv@yX&0W`7Gbsm%NxTY4YS)Ib)>VJmD)>u4J66&ago8Q=w%-?%j~jNp70(d7Qu% zGP9<byDvU8f9m11^2*L_eT%PcTYfi$uhnCDcf>}u^P8Usxt@8Mv-(z#Z$(Ts-}m4d zUQ;uQK=lQ<s;-OR^O(rR!0<zoRR?)vPiopUeaQj~8PGB9@AiI=n||EI#YIC&X_4J> zPKFFGCdqZ{c0}#&@6mP9R=zy-=Brd)`?7W+-@aes`PZ(tzW!2og<<+}ms!TA8ExM# zvs%j0x;kVMXpA=qxx5fu#|O!8E7Bev>69`~>jAAL|N8E3^yaj)L3MTeO2eHP7+$TJ zcj#*I+rnQb?_FE${g&tT5>C$GtuK!JowOvH`(8ox0j(`_e;)2#emA5zIq#bDPkpaX z{yVCs3Bg;&rOUFr3rZOnE<^+#a56pI&VPNPvO9QpMPy{;t9yHQ+x_`)IP2g$28Iyf z19@5}e?M)IJ@s$(biY4-i-qp$v#-fXb+LcDdHJg3n~q<#|M`Gw<aZbPt{#)+%UtW1 zdf)rgp4qQn?%4e$;a@k`#8)!w@>F8y?78&R;(0;o`Drp?&O59a7%~!aj!D=}J+K~Q z?ykXMwX>ra$c!Dj_f{Kx>U!ERsigYQ{JUkrp{3#X7JbrF^{nrdT@7l#nLRsos5h$U zksYK%y<+yOW@Y88i%Z)5&!->Vczf=rm3!j&Ja$+yEZ}?$8ct#4t~*|D!LUG*Gr)Xm z$UV<3uU>G(2JG?%_es}VO=A;Vw|N?K9>@E&($RZgTr7<BF3Wm*@!_N;*B2RmbvPt4 z{qerDUg3vcHceVy+^uu=@;&9hB8xut$IsitCVDqS^r*%BfH_PICWWA05V&6*vwCgx z@uQFby+Lc(`rg0%v?28A?W8qtBZ424-I=uFb!qv*B+pB4-e}5|28*^G%gXt~vv-QI zrx`d^Kt`h<@W>y&YI}0osyn`>c8O7IkIp-DsDI7d){BStaM?^h^<EFuC*3OZA$+-A z$xfLKt0aom%(c#oy)C<wto!b2NAP=%i%&G5HQ%dcRYv7)tM;7&Rd@_ndO%gwSx1J$ zSNpZ~6p)*@w|{lSN4PEow{R!NeObA6Zs=iI9&hJErKzu%-YR+$<+@_YzuhZA8?zeH zT0qA5PVK)NB5D)MHzT|MvcIWFmCF5HE0fM>W?P>Zi+)`ZZWGHFaS*&CZra!1w*#+V zv9LS$WTk^(S3u|1eo&pm@E_EUcL)|)Q1G?uX#-?ls7uJV&uYrwaQ(SI=DMlcX}6z! z_i4_)lHjMe7p-|4G5Psn<Bv6#39YNU%pzig{&T)vwD;RLz2l*L;rW{PpSgi*%!cQn zw!?)RECw-mJ$5NS)XeRB^Yoh#Vgu+j`Q6T)YVL@>Qp4%wnwQIdf$I71+P4<TCdS%W ztuykU&g=!L!fK!OHQ)6r&$>L(=lwM1U68gpL&J4Y+V(uSen+h)153mDpCP6t!Jbd& zx=h`@QmgN0<?a4ZDWSO6KiS3BU0x*o-FuQ*%lB)&YvW2R^U}VB^xAB7nsf!FvFo9w zf8cB8<~yqu%4Zj5T%PE&`a((N>;2i=yXUMsbvHzGeWSmIA0vZ+2`Js|**%w^f#Jh? zRkQE*Q;+|6utPWQ`t~YUP?J-vPOCgvcKcE9NkYDTYIEm2zGxce_T{o&^(vK>@gLKz zwwKI5T^PE1rOig`EsM?CzE4w`8(bD3=_+k&wa)43(}qc)#@OAd+dX2v%U0FC<OdDW zlt0x4)!|VkkLtR@L2Dl*WFtOUYu#rE=(c(i>^V=LUFL4lv@o}2)iw7{-3@^b_AGw< z?o@P$T$J8R{f)_AL%IvE9{X|2*Yw8~t-W*pE?8pBx^vdMvIy9qXw<Bj{&~)(pp<%H z#RuChFO``=?GBLx1z(+7Uw2OK_tw%ETHE#F_0^x+yH;9FlMR6n`MiA|A^(y4bzk+# z)b`lEl`odPivBb6s_#?J!ne&Q{zXaGt^6gPAGYY^#jfP-*LSI0;tF4%{c+VRGX@5R zrZ!Mw{wMUL;48R~hO%Au%By9+eD5*!b4C2zCXsD@O=O4cc7>`Lzr^a*JVA51i}SSF z&#qHXI==G#M_sO|pkxKwR%=(S_3#yF_?`pQczbo|a^EVg$62qJ%@Q|0r3o4!dHRMu zn<u>ATz&0ZUct;b+g`4zyI0<_=&LO8={dQ5+vl8%dB?9VovjtZxBR%(G+7<}EpykD zMU;vj1rI|o^ooJZjrq7FdU@Z&SEi-%q3~fm?U>rCKP-?|ne}<G*O%{Tl?S`dbn5T( z)c<wm*11jFORdl4-wnC90JJmqf(ob!yr2o1lP&BLXSq8*nY6`t&15wdpRI?ky3dVz zwyhyFi+ifiL>0|zPb$B~tXgr$xAc@)B(z%@eeL~eCH9@N&#&icO=D(aU@*}J4X*jd zGwfcu<kocNcU!k#fAr?lqF{x?SBrCWMap+ETwR~hUDi_i@z>6fcgw7VF0H!uF<dma z;MJt4nk1*cCBcE93wkrcK-qZKvZ`0hv_d=bvVP9_CwlShTh({x;!|?jjbduc-pKwc zez$ni64);Ab)j2lzXA^q-Cvs0pO)@lc*`ABATTgBGKn!Pc*&Vy9(uLlYk;MRW`3Vr zt39M_$(40q`_`dt^?oVi5aS~G@ENB{kmvg$edx8Ng41`&gjZT7cu#(PS9qlZ*xWr1 zjNA+tc3io(_VJ@a|J^HVc*Ebv?}-c-Uw8R;AajhIaHZ9BFRq#$zg~T?+qJ8rStYaV z+mxvJ{;jL-hHPBsFnjA$$sX8RfWDNf?J^h6zJCA3f`NhI0rPCbHvh>VR^Pc3bM*Le zZFP0`!otFX^Y|K;E#NEvU3}eFb!xeg?3q`otzG?jmZw+uEp2Rly{6zRbeslhFfRyg zob~Ot`D;(#)+@Kv+w*1$q?>eq;)TiA7c82sb@54stv>frO$G)57f>Pd;s6r^i$A!w zSa<E+;)_4?Bag1$)wcROT6-W@bOV#@x;W%kjwXD&@Y?yHW(b1<11LUUh1<5Setzrm zm&to`d#C^K{Z|9-JM6dmx^P~W;ksKp(v$PAE>+*=xoUnv>F%={?uJ<_YqI6Rxhdle z*aUyuw$<etzt_iEeYEcNDv@6&mwzs#7}W5NDZBA>hUvuGskz<3O()mxFZk+pRC~Pu zsJ+#|*1;skaKK(FaYxk(&8^%13a*pO=DO1tEmXSqonC}aC)kY#qFZ(xe$R29dDcXR zw$<yctenKByqhGlqu?uO(E8kza;=}rF@LwN@Ufj>aP;Yp0QZgmYAY6qPVob^bsGMI z%B;oA+zbz-=O4ZredShdN#4u4)fJ*A3ckujbFXfA+F$T>jg--LFXURa1!6NdDAU|q zeYog=gy^f3rK#oXQpD;|6Z#+Fb^pq)n40$W8&_%tv?zrny#<X-Ffgo;Wz}J5C|@Pw zzlS%xKcMrPjO@Dk+y6!^ReY$Ye{tQL30q}P6nqU&Zp(6e_n0d<a_-@)|6yYr#eCuC zKfmh?QHTM}4xW`@)nUkZ#dKrs<Ln((i%wo#GP&5qwyx=PGPq*D@bDGV=<>a_CF<aa zacBrQz|^oT<D}}OZB+*A7FApdmipOxeY)g)gR_g1`c<H<*R=&-1D8+Rsha?)%O6J{ z4?6QQN89t%X4l=a=4KBIA>+)UkYc)8X5GC@PpoX8T`qC}jlD8Btlh&c%E(|+<DK(q zMa9#U)#(f0Og(l*H70ga)U24;$Q>7-?wJ3^^IF;dMY?gZi<_1|e0B7j#@$&T(nF_A z)H-z4T=wLZ*vf9uAqTgn|68z5)w(qNo>H#Wq?NAf@1CD)U|?WyuwBH=%`j_{Rm<w= z<JA!{AKiES%Ks#m;hXYR>BgoNtG_zjvjKI&;>9dayxp<7%Pb@8Tu5l`Q*i%?L5hzn zf<Zv%pI({H&Lc0w^ABI0d+zbUBB%P6)!PeYiY?R1Gu(4|-ml$vbpBP#nAk~T^JhGW zHJfS<(ai)JKDe^{>2+_`_gC!JE!rVkJ9o;?Lx(5Nk2HIcy`$>t=PO6#AHE7)b^+1L zF69oN{sMHOAcK^((FTSE`*b!|hV5Ck=7H?_O)FP@P>s184H|n-?Jlu?2dxKHA|JjA z7hN~~tVK-UcKBMN5bp5r5m)oH%I!hZdap!fBNzhYndbUFU0zU{Z8?`cG6J+b&pkqX z{W@jK_SN#7nNQ2+98S9~yz%js??1#^PbIdle!qEn)pnVJB@1VRCipX+Xe2N?EYRJ5 z?`8P>%`2zHzrP3$iRwf04_}=>a_3dqolsY46Yc6%PEYR?K7~i}V$kA`RiDbY`z=jv z22K4I{9I^%=<3~7SI$1^FZg=g&u(dJ>Tf1_P^M;B5U9+&TC(!XMfcL1sna#BtfDwM zIrWa${QvtMw2y1i;>B0D<wo27c+jk+tGo93OeV(<{fbXpXWsg>OzYU6<PQJoEBkY_ z>RVP<XO%&R-fqk~boIKN?7H)Pe}c06`L17??7usnD<V3uYYylzhy|XDm{&`JI`JD4 z50|`LI{g*svaN3wk&!b&8`+*bNdc{y2d%Zw+xb+iwYBx-#^Z9_hk6>T9yxpL^3(gQ zp{^xyGvpsf`1cUk9lLg`PMq|)$YFo$YS3&ysLC@{2H)wX8?oWQ)5r4le>U#>`Am9k z)K)J~Pft*<4YYe6v<-EZRq3ijhY!Cl+~#1*S+b)__3Kn$Q28Pi%IOLkeq~^ASP*!i zDfRQSv!LyrQ>RQxc`I#_G2vLR^z!xl|3%qWeJQAn2@IUr)z!7;esOW_n+*)FqNk=d z*tM_zpWIRM_V(5|y#+Tzrv6Zl*&C+U<qv9>F)(n57;Q*6dFoV=R-EUiy7Q+_6;<Eq zku(;Om(TyZWZ5#dl6e`&v_375`TOJ16Qk_SkhLne5BWbW_zGS-xzf{N^GYqzCaptP z_Xe8A++BQV()y$7U16YPx5tHX^~BjGnUiwNqI>P{*Zt0Qcy3VnDdp*tClU7S{MSC7 zOLR!RJ^zDVOzm%ByVzxRhpxUho(&p?k^5|7G8bHqGL#+=I^^~abmi#U?f0S{&nQ0k z@r`%or~m2i&mEq<>eK(m{rQ(naxa<XW@c)JOmmv(dN5J5>CMzsi6x6pEaG@^o;Cc4 z;8$yn1t%=54lhtT)YH|l=s{STh`7eu2OBuFR&)etcr!-tdhdJd*`I$Ldwnx5-C5#! z`RU)Pc{ca%%qc$a$=g~pulSz1l@w^(>Dirc-sJo=b>9-DyCrJvBEycDO_nTrZ|5>M z#Ls7{t7V+=G(~$g|DmgU=lQlWGVEi&aHHVsOTF`g4Bf#lAn?RgCt+*B#EBC-dV0Q` z*t%~2zp6bS4sq`&c`0;jdp<wIjg86dPEJl2c9-Y(_c$(@G568bPX%9vyzA3l*PNcE z6?6CX&5+G}l^QXBnU8)}Rsw-6E}ev}iqFr@b*`(kJ2%(5eby`~8M_(@h6{VE%UM`i z6YuOOd~tWTdD{7Tz0>2WI3pt?Blc7nf;ObD+puU^>5u#kdT~3&*Tp66^!u+qm+$%2 zg3{F+KHth&CCjKR+W)Y~Z0hnuS35gEV3wdK$H9E<+#`2(7H>>E+*b8GI5^la>xu@$ zft#Dt4eS5aELpnLasBn=b8{>!J{}c+_<Z@EYmqTAJk19i7A;b0X=$m*`gLVa?l<Ou z<marW2CHxNzP>7&kahU#)F;75!{<5`-MhQ3oTDUU!bYj&fG5vSeCaN%oE07#f1up5 zz9>^C{QmiEdv@n+|E{TPkSo`5>ut*^pXaBv!NIWchwYZH$&B4LefuqLb=)s!T$wy| zyZl_H5{boY)`lKTFT0^NJxr%}wa?*WO~+sPX=rHm_T6|CW)`}Bm9WRzt*5$+Ou{~i zEcj#p>2h1x6vk~gL(Gouc+h&_N&OC+^K8r?c0TF?1wj;J9e?iM9jy~OV!oFuO_=>C zYW|gt4o4yq?wo78z4chZ*Co00PA)52UctJ-!xa?eF1m8u5iU=ptdFiP+A4qUwNt<Y z`Hn14R{KP^87rCQp6Xt>dgCpp8MBjKzF*T(8o8P?oPCBbMCTQbb+yJSi?+S}9&2`V zwU%eA^1{Fy;)2~iwHjWgQ6axF16EyB3YPDx72IecB-N_*`cOb#*HbGl6RnuLlB=5n za(C>~j^PVmpSyVX$)$w?dnOzO2bEIR=N(MlD@?tA3m1I+{OftL8slQS;=fg4Gs8nC zakbw%y5P?F`-Rn>PI(P-_kU*^D7;rPITTYa%j!BaNb|&3OD2uUU-Z6LE-mQve)wv= zh+biO*0i@RTVbwV!oeNkvevhf??WX2f?X#HXLrw!?oyXxHqey4;JVA^%=)$yZQbEv zr~dr;xLQ%@FW2T+DP@l-yKM9sE_55E@;2wQdD*choLqWqTKV)x1*NmCncM6hUbBf@ z0*YoOrJ%NGj?Spb#?g&WzVV8$UlS@Cd29a7S9{(*+f`M*^A`WksJY(3r?0*WShsD} z%>1%Ad-+702bUzainOox|99kBX6}w(_vWbFiQgr-ca`6RRj;^TgqAXWpPqN*-W-)2 zor*Kx&NVQ6I6nQ(EOkLJ&^#;};j;GV%(VyZy);{HbY<g>1+&}k-eQ^J<;WqlR3g!) z!Sbp6qS>W&!MXeOwwoF_^wyNbi8Fcd=G1R?pH$!|-Xy2`^Xt0j9EYKqh~oj5&Z27z zZH_Oin5r*nV4Wk{=Bkz)dm%^W@)70B`fSHdK1PU}NFP?3Y-pV$`bpLKuIV?w?J@3+ zO#dCWFPpi3$^7+)t~TeFWy-YJ9egATc4VONLoOYqc#9tb1)uIWtXO5Op4ss3J418W z?z+9_t4_54oOCc#V&{aA8-fNxo^S7g@>yy0BfIyEKH4Q#F<ZH{7fIb-fAY}PwcCY_ zV&;O<dB=*#hg>>~mIXz!<h;()>|3&*k3*Ot@VkK8>7QqXKFohN?VDF*YMiaqE}y`S z><oSxk2WZjWZv!6N=^QC^`7qq*RJ1R>jLf8@P_Z-_(|G>@0a(Xp2De_9_M!7HjDW? z>-(Kq>S>(E`5|$dRiu+3Xxh3a<iX^C1#hNo`nGhr&fCpFbGQ5cU0gF`Vc$`|w*}Le zZF9C}T7Gq7srsdVPqz5aSb1ovVOFd5+w1>584i~Iy~7pG&$e#n(`z=6vT8-;Lop|% z{L@~nWxX3Mms-TsUYAHXqo+`{<?-wP|5|HyIGUebdZ75grnv>p@4~z@EE!_{+;Q|a z&1$}GJyl#eIK4pkL@Y;%&h{wTr*E#GUz3zj%&}(jm8tEk*`t36LqdJ^0Vc7DTfdYZ zxG3rns+h2jDMZRanCr_=`vu2q*Tt{jbOId3A2MDTy}81-K0L!}S?BTnU$!e>+`+zH zL~muZ@0M&HgRKG_1_x%|y~T3<ImZL(w*t>y7e-z!GMln)nUvtMq9<%GMEeC3b=uc0 zyY;Fnv`_kUZdc>sdgi)Xua6cxp4qP30}aB|9jy~igfK4gWxRKtf&D%Esq>7XM;&}y zpYDJ9T<7`y>kRi*B5!Gby~^-&gIP?i`vH&k)l1eKzMA_^;Kx^n-EY^2Xt8R}pFP#c zvr=(Y*!x8?FIM?>-Fmg!_eJcIH+=11ztjgs{tL;K7F!Qa9UW1!>kcg1w)Ta@hQCn` zA=dfYs~Wj)H}vx!knd+`i#zu_A~kNO@Vb2)9~hqQ3`)Hj>9{B)aJTkL*O{Bz76&(6 z*~q}qYml69&-G7Mhs(OK^m^-s0v!g^7MBO|nOtLh(`mok)W2;7B$&7Q>Ldi-4lUvN zv4>x$oN>zu<JQLk4;@mbls8{o(;AlQVjj!J)+Xm<{lCUrIWYC5`OA#Mu4~>uJKf&P z8U8+Mc4z4a#e@s5*namI$Q>~B-Q)e3;ef~Ex>R249!8~OOgl9hbX?cewcgYS|NXE@ zkLBmT#ud{-J_x6^%+|WFanFsi+X@LU@9$fGx>yAq)Qh%x3po{dGFOHa78>%fF?V%! z2?z;2dj0Z7`l=0UmIzIgS@vm`gG#!uV^yRL%d7P&lN2sE*E4xuyuBbe{+^RYW<zur z!+(e0$$Qqbwxo97o%EnJLfqu`)69GEyEf{@#C~E=lX`9L^?S0+o_P!Vj&3-SGQH`J zYT~hbbC&FKiab8MVd8D6cV9{u#T+T}1l2o!*MEakqoC;m*Bbt%Zi#GSTYan3Z-}hF zcWzF*aH{QFvGoiN4u?87&5M|C$^X=JI(OJ2t{di;KT0gpTe2tc;j6NB>B(2pKP7IT z<)b3?eTT`h-eY%5k7^&N{K&OIWTD&chyz}KW<u)@r6O+bh%07)_r==zoSW4Y6TD<m zp5-!+oYS*{${&3?rJlY=Zr!_Z@gM)Z9twR~aVp@7?!H$dahfqf<xY?P__c51OI~y6 z>eW8Au<LEN*&sRf1UP<+AMsjlu{|%+_r>VC(PF<TN0sl3q*W@dYWz~__q)P2=CA+D zPl-D;4sF}ByCC_g`Ghsim)Cm0$`t9uMLXWL&OW!()c?$?b=n~}ZDiI+LE1-3MU31L zSHAuEwWy|IMZto@xy^kX9u^TM8{QqcDEdv>OX_Dq%f|-q<SUyv!?*8>v)$#9@Ivfo z<_?WR%bHkk%%0rx+uM9m_*KrB&{{@Njq&eNFG#ePwO=tt<Z5j43o(b&dmn*odY3DI zKIpYv`4%F2s$KHw-8;Kn+#+QJb}qj6HK$}hyGOk&gTeAY&VRh?cb|Uvs`!-sD(j1n z|Fv0{>^%GF{@%+^gJZLebQM3S`mssxTDs025~+d4heac<e4Ful+g8c5QQP$rO@80r zJFnMq^;75mmeu?<M=O`>ZD;hHJ|#UelV_T>=B5fr+rj0m1jySfUTu4n8S1uOZ(-=n zH*xFbYUkA4SW)nGfyMFO^-H>0mWf6gtw>V4nSc4C+UeJqxpwAGfMoAkwt0$6wz&&) zg+w-;-u=>OLT*>lPocYCmglU0e&WabMt`04*V|UxOYP#Z-g@|Lp8Av)Npq?4<j{vf zw+p^@+V8Y+XE?Cp{GHeC(17XL(BPWuKmR{7U(}~1Y;AIf{vA@(W8LX3AdzAbQoiVY z((ztqo&z&t53Dm}cy;Ki|LWw8j^*0>F7i3fT+$vlC2>ii{j(|cDZ6t8Hhj7MLgaiu z#F;C$PHYi4bba!IYfE?RkYH<Obai#*;LKch`|`c(42z@~HvBxqGe_g~${pGMe+$pN z`O)~a^9lQzk_nBey4s<7Njp=(6~gPk5Yui=5c_C5MXFUY;)+@6kHs}JME3Fu{<G}b z<@)Qnf~M8ZcP)#1R%*NUvn><TI=_jli+S19jj-Tm5!<k0t<*0@g~&tKOJ8x_5#25K z@z>)C3H6SPSQ_X3dOSmXw_M|^Q>WEU5Aa4$?Uzho$g|4i^nd?RLE$I!gjaHt>;?XJ zJpDS`ujsY{B<3%s-f{AfyPh;HPfV8C?mcsa=-N-di53wi0+OkP2DAPy44rwwx1Ot+ zr(NJ(e8Sa8CN)`Bp1rebZb5=PW%bb-e%0+88(ihCFRCjPk!9ZYow=n+W_8pgwjYlL zVdeO&PO-1HQ|=tnZMm{dvWjuL2&3%s2&S9TN<SlS-3>bhZC?lm3KxCqox6hf13!yf z9ABD$JiAORV~8lzGcAXuj3x^m?jLpdUR`7D4=y2<7MXRi>L_K~zT0dA3E7SnHy?;O zK_r!wvaUrOfUy^)^+t1?e4Le^6B!fp=J8Acu;&A#1AhPA{Oz~KRy&=9iN~i-nZm%3 zl$=~^BMi}(<?ZF=m0%!IW6S%A$#a8^r(BxZ?81+aTv^!JohPZp`!A2w*3)y#$<Z+~ zHWm~DmCh6TKNLGK*t4e`JkQAZM`i-6Jv+;X;s;!cEM8t-0>Z+~Q@b)f*9wLwOgz3a zM62Z0m6O*mX9PMqIsFh9`dIA1@WWDpyN-|J!Se>4AC?LY^O=|K__V4tIdT%zhaIy_ z#Wuj$D<XsSV|SITT(9nUW!lQCSv^vwTy=GKF5aF7G78-h4k6u&?;x?};&Nq8A-5tp z5CjDUO|x|pVC=xn$C$)m91Mwx{Gg7cgjI<~iIuFAv-8_+6IE8;d)&-#m+@%kr0tqN zb>>)?^G#OsZSq_0{QKM6k4J?47wp=#t25opccu4qy|4fN?Emqod*3{<%A2p(@9)!# z-KC(Qz`)7L`QzR0_cgYvSxMg0_11n*|Nm<B`fp#ioH$+f{$B6N$?D2#YHX8K6fG@p zJ}XsZnOFNQvgE}D#>U1*4<8?ws;XW6Y2No9y(u;*e|M*9zr32yj0cNv3jJi`j&QL{ zFq&zQd&>m05BOl&>+9=}zu*5~&wkRRNwYHAu7u2~70b%XGRVB7GQ&sh&E4JN(q=ga ztl#fx2JI#XIs5I-=kqrI{QUpJVgBD$UQb-3x8)o>)XKdv<)qM`4~O|*TwgDLtY5z0 zd%E7ws;nzVetmhF{5k#q?fm^;zfL)E`qZgY7uLty@A>!Zby<A<%cavlyjs0J>Fuqp z76lI&zEs(Qw4OS3N^PEI<>bxh85w+L7#w`|{qXPi`|r0Ht9-JxkN0m_p&PX=N0Q;e z-12*w8)7puG!`vhJUhYdiS{`=?)dt@rgeY6hQGP9Q#dd%@WuW8_Ml?`ZGJwP9I>lJ z^UvSEvkSIenbOqU{PX#K-pHLrs-W%TXJ(u8Gi)e(8&&h~=kto+Z?}KE672u8qU_3) zKY#xGNZ;Q()1pvG&2LV|cT+`{u(eUGN4v$7PfgKeXy}zTSJKkrI(hQs48vr%V85w* zRxCX4sJk}o^nLy-%L-Y=0*${tXa+U7nVQ-8kKNAS&#Tz7ez}Wp&i#G0JD$zT77!Ix zoiA-)XVcZ)UHIiip!~U>J#UYS$Ghw<ds}d~^!mf6)8n6QyBKyR#pvPh_xs(Gk`~qY zEe%pMG!*>(?d|7>XHJM;x_ntsShzXw?yiU5Zs#B0S^T`lR`t`u%gg<hwY5(_``&yo z!NJLisos8zV`gS%#{GS^Ro~up{`~x0SzrJB^<br}AW%Ob_`L0RnQeJ@yJW4)9!!hQ zJIKs$({Mem`t0?~i`1q~othfFhe^Ty{Har)j!s#@Y4hoX@{b42{1ax)>iYd|H@|k+ zngfemyK8K9KTW!GC+5nPD>wdbz8CXvj`yUNrQXv|oxflCT-IY!i*fq7A31(&1D%|h zKu0vy{CqmS;&HEe!LKiwJo0ujs;a8{=1KkZc>BKL*`MEyvyQcJ3U4TU?6zddk_Y+q zzokK=cs_G11Wip%_sx?EoSewmeZqNO)ho^22VY<7zhC#;_v2U4sSrHUW<1wp%Vj|) zOX);y;n3gzXOsAS#>%ec_S{#jc6{0yv7<oItyiiwd;MOq@AvENL8mc2*m^y#`C`VG zkGnT)Eq@=U6T3^KwY4=)HvMRq=+{Fz(OviJe)D#V={o)Y_g7FxriV|~D&f)+Pm7Wl z6V@-k_9k{ug`oFzJ<yqaqFeQKb&pO`^)^U6#M08<?mS6ldGy!Wvpa>=lWuLv-0|&J zwqf0$ik$oVWLsNXZ|o{vy?(iyi=A2WF`hdmmwiF$V#1UuE$8ii^RV;FxkN?HTEE=w zO3I8z*C&eo_WvxNott|*VRqi#T{~<4wzRO={QvXWK&tmb*4DiE_C4n(&u@M4;zd=t z(&=;Oro}Iww%BlfcS{RPNO<_;Gc%1}+}yleJni|sz1827Zf;7QVO_rN@a~MNLtUcU z1+Uj`-*!Sea?j6avnyV&-Tq|i7FSo-i0yf@Z9I}q`uqO~b#{Upj}1|4r~S{le(K!0 zylwU8($CN9l{8MP`1*cvx41sY%omrIa{v1N{{5EPygWV7QCTsiS3_T1Umw5vN07Lb zRM(Fm6?1GVFI^8-lwbK*cEa4by?nA(C!TNKyjk?`&IQ+2M{m#T=;%0ba<aN%*_()X z|MnH08yZ}nC_+c@ZhhsKx9i!k!9Z+%6oY@A7=iITUy%O~xAQwM4LUiWG0QUT+?>v( z-qV#dG(7Ceug8`z3|}7yDjS4^g&)3u-_OX*rl6|os&{GT*)&kHTi7mFRGqW=CeP%P zEe#C~Zu|SSS6<CpaW$(ye!HPn$%}^j_5WorUc6{g@<M=(SL(@YP1C5%OijPJR;@QT zr~j_fdZHY=yUewu#3U#v=t)y(VWA<PjKza5dDpJ&nrmM#S6NwU*6O?HT3<9rXU&5< zJBux9ei$H)D7N#<yJco-GCbJ-|F8bNn$Ny}KAqOLsQjdIui`Q9nuv`|phHLd)BWZ> zd$ZXf?~cWncXy>Xr=LGIQQ7^&)$sVlkB^R4d^pG+c_wG+x3{<3Lsy4AJTX!E#EBCJ zs^9NzKQ33zQ+}tA{m`L9HMX`lFD>;3RZ$EZY7VZt%a%E}^UJ&4?~@KRFmmwlxKvbF zq@9`3c;<}H?AJ?{FMm8OI?u7B#Ds~7>B7oj^)oXJnO$978FX%Xr>3TYPNlVJTRb)A z=FOWQK7XG4{$1wVA0Ho2P~lu1zJA(seb1o1Wqq6Gg3e(B<@>6=at99{oMDnVX_2%h zkA%U2WfiOpZ*Ofq{Ndr@!Z$Yzf8IIN%Kh<u{eNjtb+j@0xIz8DnkiGKCf?gq>EZ2t z_&_7GpnyQbjvW?jqPL%W_ea(9kTbt+%lCWL{I$QnG={A{Iz7IQli|nj`~UkEI=3&1 z-Cf4P!*is8k@>?#cloQc*I&#ylH70GcH)Ew3p@McWwY}R{rvn~^zWQ)xwqRqC#xx{ zsj)?^6)P+(toZly`Rk{fK~0O=-`|d|-~X@c;$nB_<(C&GAMdMpxpevyv&_uQBF3zH zdn!Nu|J}BYWn0_s;=e!7*B>*#U(;-yelFqty}dhrKAXKTY_(zWGoN_>-aRX}Yzg`I zTYdw}_Ur#{J4{m1iP*q!db<8`(1BHd{(L^a<MTOdL1E#`O5sZ<CG*zud3l4QDdGRW zzZS*Mc!Gk03{p>tl)S$u`}lbO_m5{fXH8I8q-LIePKI&8J!MnVP!7c-;_)?#zrMfM zZ)$34iCZuJ_t#h9?Ca}9K_%&2i^@5h&o>D;&9N+Y^O<82$il|f)zQK6@yFx-?p3R_ z?)%Q#^Xm8e{o<UQoQDz&IvN@nF0KyO-<WiiD=;$h<?EF<EsCCW%&;t8#-Q-;=lS|B z-`QrJAbjakkYbC#>FN67lT<oiUS8g9ntiP!_4KsPjt-8COTEPd0|FFU1P*1Gbghfs z-8Ex|#KxMRMIWEd&hG*#a%^VnG)_Oqq1bX`OXlPYSzD8Se0catqWb&0Qj7J5$;UeG z?XA9Uy+7xs(ZaCRu3=%*1e`jwG!ye-YXMZfr*TyO=ZV^1x0gY|Z@!)G{M$PU7f(>} z^qFDcxaZrg>__?azh}R=w6vRpmv?LC^R9)??Vz%0cJcbX-)8N2wQ6<C{{8zUY$`U~ z*k8Z@$HR8{max^LvAaqH_4oZ)RPnG?+{MSI2UM=@{mCq_x9Y3V#EBC@<=>;P*W<<Q z|NU4j;MCza*Q%3UuEJqW+}@})F*}2J<ZL1s1m@R%n|aps-Hyk6j1FgJnR<g{edbz) z##F!E%G40CDaEtde)*CmDuuUmw|7pDuZ!IC@t8EI>R@X4@p=CL9OGjrCMvu7`1Ex2 z_KJcIdW_hd)+=G0*2AE%E&sk=i-3~0wztjqJH<>5JHFqme)|9Wa=*DjUq0Jbd|1Gs zaBY43`W3ashPA&+E-rLtfB62rzE#;9jb;Ax_59}9ynLNGar)9_%WnPMeqfGeaf^V{ zjI(JU&lsQYSg}H5;nl38H#R08{rLEJt##(79c^~(PoF+by0fED$;c=u!$j)h&f@gK z^S0kl)Grs@Dhh5#PmGSM`}wrWl}Ay>HGFH7Zd}Df*4dx!|Nq$xDjClI|M9q=so}?m z!~D`R?(46gj(;*Ia(muf28FtRKhtM_-dp`$EcsZ^#QEB~2~(#`>9}wq0A&7+EvHYN z5@Ks!c&}2m?EO7m6;Gk_HlKSgZ=0;{FJ?8@FJ?!9quum*^Ys4w`SV6>Lx|Q?i>faf zdtXnPKK-_h`AnZh`S<sk*-t*)&d<&8sF7W6L#B21H62&hHQL7ooH~BL+wK3N#A-GZ z=ma}fhK+@f-G0uwm?3iU;>AbPqVp!6H(kbYHHbUH#l_``#C8E8LBWacpc9G>W}n^h zcH8X<vuA7DFIv3#;$nCHCCipEG4QZ4Gdx(mexFli<xclw^Q=m>{`~o~A@#J_&pZ12 z|1`zd{}sKw+`s&1m37%0hr~q1v~zPZKgV6kG8GaMdh&hIm8IU(4YIH4l)Swq+AXG= zwISEnm$&TQoz5joRE``ua^m^!^7nn6!s@r)8W%nB*!{Djv9a+}p`#;XS67!o&5r_5 z!~E0Fx3{-5Gk_*OXYT_YuKDlSI*G+gmay#Hxl_Wf#^TiJ)35JVnrdipfX>+bbLakj z`DS*0H#fJoMH@RhI##?*?64LT6s!!Xs<LVkcyV!Y``zoNQoIb_W!FH>|DvZ}d%oYR z2APz%>!sSA!sD_<g{MOW1qCIn%XC2P%IEXz<rqMI{_*o?;;Snw^Y)4}fRgOp>&{M2 zBJr!&tl_Eub$Nb3P*79;{=eJe%&tw<i`~`I)x}lv{@&hu+277FPMg2dc7E+Q$!YrW zeTUom4`-O1dcL-J%ei^B+*7?;ckHm3z0d1?P34ytfjV(}BzBj*bt){}cs6_M%(Shb z(_QrsYwPIn*#G@98RjL%?v9QQn^QSv&XZJXJ{}b>dmoY>yW{6^`+to)i=QXm-j@60 z*X#8kPbl|4SYQ8F``i2b{eE+;cAEa{ku)~Qzh?uQ^85Sy`|)dQqd`p-7Z;Zkxo=o^ zFs~4|$TOSG$S~V1cayZhyXVW_%nwqV%o)7g@2J21-<I|JesR_Q{ucVHEGB6$*Q#st zY^w_{`<f>n=@5+AoW^Ta@`9n)t@-Qg>&c&=ot2Z^zF~uavU{J4hX)6!HFf0ZQAGs> z2KzrBm_hB^pU)#sUzFu(6_A_BFDNJo>bnaH3Qmlc5p8_*=#fH;!}WEsg7Wh3zgS(5 zDdt_b^O+PVaH_w*JGvq9FsRd`6TffI!9p2NFRw$j-|wpDE87%4VwqR>D|5El*76b^ z9UYg9j1@Ki-rU^$^&U6Fmi+s2ot>R}XBSVqnR9Gz`Mu65Q$%v^?h;jY?+dxIzV`Pw z4h{}b+wJw<wD)tA<?H_#GBGiMnj$yv>@E5G>#NyYtMYd|n{W06FZa8-W|vjnpB<MC zFI~DcVfyrTf4iS7%5FUq&d;~2jrwS_{>iKV<w{CQS$AhNf(F>~F24TCpyR5L9lYGH zHEQj#O{u3}tz9ALq@b_Q&kzt3)AQ<8*6i!+cRrI^5u!CaH?L~%zIzh9oV>h8e|&tr zvGjFV&4+{RAHIKIU%vb2twUGd-QE4PI2F=Z@!kFL@o{Ap6&CHVH4dSnp?fzL6&1}n z_xxeI{IO}e(HqjvN=@Hpxaw+_ikg~|rKO~}e%zGv^KB}H;%h#(dS9QYax$&-=1k-C z33KM;TwZ4u{`zWo{8r2TSy#1OlNq*YukcY5zP2WEamBpwqAx#{l#~{2>(mAfT%6El zX5(RC`14f1{$P)!@q&vP29=*ujvPIj`18}#ieE367d|^9siLZ?Xkj6-+<*SD<@4*h zs^9MwumAUX{>JR<dNyA!IL|Q4m3s8}abRq0ukUO#$F*UgrrAcx^yla1M(iw7O-f3- zur)heMMcHLV*AU>%OCeyzdJC?G~1x=PsQxeFa}Vo5!6E8@%!CwQ0vcOZP??t+wZ%j zq^O*mYpuSWo0IdPbpD>ko14=g^Vk1iPCGM0ar@6dpU)fS+%Q-ZxA)dV8&IFvH2d0v zU$57<`z=4b`~AM`&%e%^-`5e(dK0;;M04N2U)i8O+2`ly-F<y|!`8?3?yLR%=)=Rq zy#IKzd}o<(YKN~o(!wbWD&=B!m2j@#|Icby`TM-dmRI-J*PoeVDV%+6jbmV-U>l!o z*OVzDuB-QgSQ|DNoSA9N-f#1XL&fvZGT+%!TU8D8^!OGoTo|#tOt-1IdExcf6DLe~ zVDOxq0c7i;Lryy%e82zypZN3h^Vt(LRd&r@>*nI(a<+m0eS?RKi;M1^&*$yI)nSO% zR7kU7|F@6F<-4Wxb~wKHTD9={>!Vl0<8|d~J~$Ts`BA9YA|NR#`DoqlcS41Qg-Qwv z4lV8N-4_?Tch9vhzt!{ccK-fOL1nj&0|y)!9nQ=&KK^n~S9kZ*Z}0d0UU%2*e*OQw z9v&V7|Ni}Zv}*M_A?@&WBCoHnU;o{%ML@~aG_*(FK2Cy%O;A8U;nAZ<palR&7dp2~ z%{e~DvY3UTy<hwIMs-zH*O>CVrHAg{k3VwsXs7x8nqbhy5=sgR2bRe)e0<Q%e{1it z=={B^RbO5xZi!mE<JYUzM}K{NeRPtl_mQdpMb@lXA<%F0sUze1y15r#e@*)I<fM|Z zaWI2`_cWb}w{QNo{QJKCzp!%~k6>eCqmr7Mn@-dgkD9Mn!<ia9e0`_h?v=3&`ttJf z@ptD}6+b^`_Iz9JZMCZJ?{xqC`NP7nvF`6Lw)(KS*5!Fu&d=)T=$NJN$+0X|2vkt1 zczSwTRDD@dGu;K0A+GgFg6dP3vk|VYt!F=f`BDPvA1`+6{dBekG{RTY0M0NSvo?Y{ z-tX@0d~t29^tpMq-RAcynB5i&+W-5ZT=nI}!`ClC!*!;dZ96~{S*FRtYCZ>kzu(`# zW{pn9)~J~Jzh5IZCb4#hySTVqSysS`G`M#Ld3=;r2Qugh8aSQN=qi_vI@H+?a#BY} zlqJ$gW_D?mve<?bkM-jAblkWR5%1p&QFLp@nKM3+u}ua21jcR~JqrtohNt509v&V2 z>CTWb$hEPBg@#GV$xq)ezVd5BgR5Nl?py;El@^#gvW$8*X71f#I0a&6N5?GFbujm4 zb$8V<pWDYjWj^~VZ^r!!4%azf*a#cMynTIB@MZ$Ik^@!YYYnb5JfGb7#nj=O-tXMH zO1=&$?j!aLC3BcoT=BJbSF(l=5NC0(>T0yz&J<}qXZu;djW&ypGaj~QF*#$dc0UPj z+}71vY-N2+Ty<0YpUyl~xS~M8=+y3m8P}Xv8!eix$IR@^zi@8-zNLZJu1~A$%+yJm z=)bW6REmQFe%8$F2HVR|9)(u=DoonEOkuB%9MiV)x2Mfq6YC!ee7P{+A?S<Qiz}kj z>Z+G9F5Xsbt@xAYy%Q*df^^SWvYvU8HM6`_gRa%-`pMSO=XO7?*_5g(s&jPpcH`#{ zT_Vp{9bFy8B;+^c>yck)DmB(~ZkcoDm(-38XZL>Wv}u5asZzXgC_`p&!*|mI2Y)wy zDxQ{GZz?+N|Frp==hVkD*Gx{yTp#jF>ZgHaHdm4F#I9XWXDDsd&Gx$6DV!~1uJ*|Y zKJ;9(@`c2QLXLuu_6;lYcC1~oZB5Is8woF$Ke;viz1fU(F88X)J>J3AfnxnN!84wE zmT?7qneF|z)20=Y<Xv1`_63!IW?C5(=WDHb(GjobckJgO`vW0s+xN#yTDAUb*k}0P zHRA!RH)N_+BjLr<AHUM=C-C!&@|En!y&%ZQ$==PDRP*GiwfMYR`5k35y{{{LVnI0Y zU<hN*`}SLpLQ_Kxg8K9i&HSTiz%8oxgl*xK6^;|Oaajr$S`<ALE8)D~ztJ|{sbSfX zOZnCI52h&{u)pw6;_36JhkHKd<@p*f*5O;Bn-CgP@LI~H_b6;=e4^0%*9?j3)m~gI zY14Ms?cHmvqrEagGp@Gihv<{3<;UJFo;%@Nu})F<>#iU{MNx@TUp2QcfeT-p(DHe^ z{XozWq0j^SW*#_^@;f<X`l)ue&DXwKG8xSJ`+8o;)E%X~i;g9+L9^*ZWy|}FvsF(Y zj{C^9Vb1#8$)D$b%KpDE*3QRrA4lcWxf=_^^J~8BubBNvl;MdO`=iDGk0xJUckhJu z>!vA>yI;la`LXk{;h&}_&TCJtsL2c4q7{5s*mpzpb%iV)cv!u;X)AkU;)AI9vYgZE z&dsTC=F8Dv^P<D}r}Kv28R{}tl6MofH>)q+_&Y;=&Pn;EMO_l7Jp*}{tlxa!@w%to zn`Ng1zKE^6;#<G!oo9mk_H~X|BEa1sP^lD~`Mu=9pRn1%tV^wy{Jq329n}8#etiG2 zwkr=kelHd0@+#d{dp^H3?#QpNu0KCa@1C3}rnTgs$m)!&O#9=9bV7bSee`74WcTnJ z`FARp)mRvO5l~sZp+Z%KgU3i_mG#BcX{d?nTG77EnsK2sOn!W7uRC!fk3Zu6(e+Fx zbomZ`U%qQm^c7W~ABP25enlItEvVC;@YzDZ^2R@j(AG~6e;%@b;FKru$xDW1W4z*a z3jy&@O#+f82i|?nkyyvJ=orJz-51W;%iDfYFIco@`JzGwg}8dAhyPfosRt%E3Oudt zw1Kp4K&4J<b$s}A$JD<S@z3|Hw+*|^rtKqDv*CGFN{aizWfiH;PHtr)c0ayVh0HK1 zTOZuN)632z^mSm?6^p!V_sFGe%cNF+PcPkDRb`_fujZQX+*04S$WZBT@dS}vQ9k+q z4Udnx#KEU%w%Xj|3E%$dDgWOI@vC%p*z8x4i2r-T|7L4wDXVt<ej}DlX$^;)3;9<x z?Z5TvT>C0Eu7tUh8eSAKFwEV>RDN`w`<{P04!>;?VySx7pB(q5ie;6yuKMERk?WkF zDBpn<Kf2v>YqXY^sW8mVV|L5Q+;R7J>Fpm}UZvBw^J<lAt+wUzD&^qb6%$hx&wfT{ z{rv!8t`JdX22duR(_yiNdtJbmUIV2iOtQD9Dw%z$zWv&AQ4sTCdlqm}+Ts`67%6M- zuuqeRy_-#Gu@0ZxX8SE#!n<DjCr)@6aCe&{1IO>?rTdSV8a%OvC9A;GiOVadrgI%% zc&PD&#(TEKk=$!fb>!{h;o-4uDf{=cl=pl-YuVz5O4C+M;qRaGlIQqsHra^<PkhpQ zURA&O^i^gJ-|Nry2M+#bWT;L4*R3p`cko5F@yCn*AI<GEcs0vsg^Ka7V}G{4OSylP zxBOBILuclJd6^E^t}`?g{AcRvzr*PAuHcS-)tsdjOF0Xz^p*1AbwpH~_Mxk%vzaE& zF=c(3`cWWUWY#9%z#H)vEVf_NCy4Cjwfg$hY0~C`Qtk9&r8~2hEvmD9$INHT(vj7| z7UwYi!(WMu?yZ||Dq2(+-Adf<cz3hGqVts{ocH;iAGn_OJjwr}uK%;4sp5eZZx6KQ z9_Tc6DC>H>?P8}x|IcZ;%`ug(XBohKbWk^4_WkQO>m4RBz0F@;d`wGZ?;bUQ{Pc6q z>ohMV7Bh0HpQ=i#eP(l}J2pQ2$gPPCXEx3MpK><j>Amo@;H`)1WdCu*{NZOv$T>ef zpyY?>89C;XJ}tLf=Qp0vU3c40LNKT?@Ony;%lyw7%k7&t+QzTi?RQ4y>Ez&*jW<?K zbHA8>;O6(nE^dcV&IO!oOx8@XX&>{Nue{j+s}AQ){v3O_{66!mLsuCe9AoYZbB@)t z%=T(Nsy$nCCaB8cN-O(wV5#9B)2j{5vJJf7KCceDR`7!Tz;QN*5JiXJrj>u?T~B>< z4frbCBv^ayu~VGDDJ|0r>>&%2cL%LdG2Yek{`ie~`ic(0Njuw?Fy<8)@~@fpFzdms z)OTN1vyx!xXkxla;Et+!nldj_&uw0`X0ArJ`##MzdUNgs?$|Z;+{B$HbjxgiuPjbk zx2f%4;{o}8hWXza6$BP&9$d2T{DKuqZ2M#8^qg40XmIt#gY|muIWNAykp6ssS8g){ z!^unWZ{L5C>5P(sm9i^7z7biEYh7QoZ(6Lg_~EPkqI_$nS3d1&XlZt3)?N6t;c-E! zW<cHA`01N}{0j-+A@)S?!ur!UcP-b7J$#mTZ-b|M<J-RsfvJ|F6@rH!T{FGoe<`9X zye&@eOz(=PNkY<~B3Mw+^qlC!S3f5)Zay5A7?EOhjrHs?Lth)Czexo?!u_R=n+<i0 zBsU)pQ;avd68rd1*y&P{6B_TIT{AI0^=OXyrl_f+Vj+EbfzxB8l=XfI9co$=R(4jS z_}<A2+&h+Xys$VbbmE@C$@7=qZ3_}xzrq)^LJ-uDT(m8%m|43^q-FN?<f)aQC5TJ! z-uAd|p=ZSD*(%GZJn_mqU6to|dkX?X%4Jy}OP`Ip{+#1LMp^CZyDj!I2idFFxz}ZG zxV-J*K~;(RyMpD*(r)@$7~L$IvyabW7t;zYmNTIZUd$Ozjr+Q%-p!q`LKKz<SLj-7 z<+LbR{<&=H(X}nT4tH{<w^y2!L^dDQ&Q>=mj1br*BF!yVoXNBH)QeAhbpHCBlDb#n zpm&P(S9s#F54EtG<M(Y&)<=u<6aSRD3%rOAEw6Ig75&+z|F;gm(j-{3?#iuNDfW<* z9oL>8n0vtAyK%O^>78?0F}BXK-E(g})Z^U@SxWdKYIf&Rg_ymw^_Xui)0lpYu_3QY z{r%FgCkfsg{yfc{*!VAWN974cktwf0Mbw<Loee8*@&Bv4`a))AcU|ncTY1tfI)4xE z-fiQqw5cE3lv{M|jNeDE!W~tvZA<H&U3FF$eC6GhDKIHJ@U&A<V)MH&9o?VLp9-Hl ze3c!28O))`9lttsrzKRb&RM@<K~c}E>N7tRyxy(yaM4SIwslwR{7_<cb)~P_(bY94 z8{D0zCoV6m*z0uJ(AVbQ(*3fX$80N>7I?<$g}Syqwc^?){O+2XMQ-wW^IM7zos->+ zPd}aSZ~edK%Z2#|IycShI^J=8zQc}s$Ge=W4__&7W3cSMol;|IsyJ7BeaD`Laz)63 zw@*uhXX~`iZ0iblh@BlgdrJImt<S5_))1~xvF3JIDYB#{FYJ`c-qW>{7HwBNWbYn$ z+vC5CimUo=o3^E&6TCkbOxv)AX|wy%)!Bz1iB1fM6+2I~=O5G5<2%WBC-dcVrSd~p zV?|ZGV&5?{R4q&}6-nR>-|w@0-GSJRuLalJ^KpI)U+yXJVx@gw<;K^7E7sk9^`dOY zuQQ)^IZgfQd@@T<DN7^|=5p5j^x(*~FFtwf_?33@rP(pTW6T!II?FR<7$h?9tY7m` z^x-S3Qr5K6KMX&Y8OZ2Jb@XhqkU0DA!YZE^%j{bn+nl%EW@BtyExa`VRx+7xRXexr zlgEx-%3<I&Tu1hQ*}mIkn#!3O!T$p9a+)8ydiXE5fn5>1z|O@F_wj_QXKmckIsx2M zIx+LsAI)n1a+5-{(8Y(Y&Yc;lCttSuq|2hhe(&Tv8Fym0pW+UXTbH+WZoov&mpXBR zTN88=wi@m(e}C-B$;pDk!pxqNCd|o^PSI#Nu=%`QH=nGPf`NfRXJ@B}e|d4e1*l93 z^!|2QdtK}5|DU>|51Y7}g$B2+-XFAs#dej^9CH?d_);#=g6&Ek29V2=BMxLG6Soe+ zYxi5wd}~M4(z6c__;bg+{(PCq+kW}=Z$4&I_rA8gH09x|hl@CFe|mSQcj|oyp|ss+ zRTGcxIAsDVNDKmFzB3)Z+IfO8En%ynu)5!oBb~x;_o=lUSQWZ@L&e7=pP5Fi44}z% z7gtwBOG`=Pv@;o}R)Tuwf<KQvD`41m@P60ftAPnG?X}}C2E?6Rw&~Ipuzj<+#2#$1 z5|b|3{z&?*z!cA_7p{_SQs0yPe!4>=F0eV`fYQyEmzPhRI<@u45tpBH4uY2;e0zKQ z`G$s66RAWKsi)769z9xi8x(wkrq%oRFui^>HTvNzjSVr&-!JxS&kivQ?fmpjjx)Uc znBR`7>$7~k7oNQtBe~Ac#jk){@#LmWn-~}Z0|U*TFJ83h$@MosU&sIFYCfo7pOl;| zyG<2T<bKldZ(kjqE1eUvW7na#?Qv(9%~E{=TE7<^dtR|^weZC08yZ}DzkRvvzj(z8 zkGhn!G^_XEzW5WprLL>o#5T`T0&o2YlUV2HqASTAq0-&g$HtJ7o_>4IdC=7QX7|-s zl~h!YJaYtTdm{R7-I}0F=h+{=Qtr`P7q-i%&@A+j+s_Sw4_`S4-<_onij3eHjjo&4 z#qL(JvXau&)C8?hVep=JwUL?Kp#EQt{P{jmnvL4q#$~s;<?i*V?W^PW?VFTakg=<v zbbWg8(X(uIQCuMrVR1V}*U8=BePQJF@lQv`o<`O+X3Ms05mEP_H)Z~OyILvGq;W-s z#kyUuw4if|?)`GM7q(`H+k8G_+|k+T7!)*#KiwDP?zPh{iH3%6Db|mX?dpz*;|<@g zb?j<d@LLXvl@&bGH?PdIW37==7vIPre&{Om?#N%lf<Gm=BXZ9ybZ$4O`jYYU=b=_^ zMuy^NXAXjv3AuKQEnKsP=li{CeJ*b9!o$4g4^HdvcX4oNSij5%WS#EB%~wOt-7;BV z7PEI@jn?aeuTS>u&h3uisxXcD3(hCM>aupu^)3CZ`QVD$g9CF<{pRs~dP-X<%S=VF zWs~U^7cNn8@xuuQ3s$V?s05D~<#z7=88Th-E}w;U&Qx#hX~#mBB_<zCE>)LV8?kBD z{}&y)pyKDJ?Uz+njaTlxJa>H8q8V2%bQvAkl>5Q$ao!rOn5^iY;_WAvEIHtDrRhU; z#_QvvV1r$*80fEC#xy6N-RCOb(RX*E8BO$JV(*nLPmq4d@tAQtS47w0tF?1|k1B}@ zZZ&`wR)Mv7X~9>6cFpo)*kS!8^$oYglY$P-sqv?euT_hYO)wJ`oX8#X`>a1GFkIHg zD~AW4<%@1joOm)q+(i1g$;T64x(^!q+JKrR8&0I0;frpqImy5<fniVR50*b?)Y`AV z37D)aZw}sV66(42;j488mNBv$L>3B}?K0tOTehjf)g_lN9I}FKtLnLJ%(p6IUuLb! zT47+EW7?PT+e+q8+>WXp8i#^avp3w?a3D{9?}`ci(Xl(M5^nlQnBOislcS}iw0j2= zXmX@u#n#(8S8eBP-TdfPmX`gDk0CFmR=D(D)|`9cNTTD5pr1eAiq5yniB@Ahb=+~$ zm6u!JUIgtYSs$w^-`1^^b9y(oc~~8@=Zv>z(_17TYh9i&r`-IIOW|Ga>$PvL*%*3T z)CmY~O^g8#@4H+Hsx*wTjW@E0txd@{y_#{^&S!<s;co{v`W@fE7tSwyR3dmM`);OJ z>|6e?>zmZSS8m<C?|~1Nr!sIc?2ug7XRzRU$n@tPE-rnZP8`!dom^b;I|x(|=x4du zi7u$Ie(+{P=nX-GppT`;At{8R;qJfY!sy+lUBB+e?+WA#zrXw^b6#J?>bTkOt}g$W zdoHB%-(jW6v3%k8XHR|-Wq0*i!4<KMF~V$TPL(f~7c^zt-@dI5+Aq8kRACrXn-_6c z_7|vGyK?P*p;d}oSFdD9XnAQ}vfgg(iut8Gs+L%u&zn8DE_UPbdV>Zvp78lo^Eb~8 znE2W*?PFKR32$hnwZig4(vDq|-Zlhl?Vr|f{$knAEr&Qa<fz|Susbx)x3u`^^a{(0 zeV6O5J$%);=u+bD@{-F2cfQDi41E84#ZyLun7JJ%jzdTDK8Y^XUiGF0wru#d=&ZiX zM<4b7zP&Ninz?q>Wk!bnHofAgH!nfS>isn}joH^l_g&;;^wK$g(R8}V*NuGP>nAYD zZ2PU0U=s9q{qc;;c9t=BFP>-EkR!e4;tuK6T+?s0t=`@3s->hfAKL0Xae0sAx;}yB ztNV9_&!5;G?zNrym1}EFj27!oQ}fqXLmU^y1j@fI_$m`>-TwB>B&qK$dt2u2G`_I( zS<~!?uM!lyI##s8j1s;R;~VPzvg|-oDMwxS_WXj5C8yRuNnU!J@$?dhpB5fdta9`F zzh<op@_fE!FStc8@z0;D3wBGf+?zZfwiX~qK6o;(bMM=%RqIS=PRs39<x)HGNK`Pe z`=|hDf=Ox7u}?`mej(+z7eU2x|MenRrmiTg@GalQ{124i+$H#Te2rTZ9-L~axruSx z!&gfu@nzn6{dU`AMA{Y!UG*m6V^_xt*T-DoA>>7EKP+NmJ+$6%NOUeK%U85~pV!i@ z)MNJcaLXx^9DbSX?furb8SQ!JG#vN-&&n_(_@CmxrTgzLRrszQ9$YJAvGL%y@V3?L zokefXdKT4MD}Z)1-GYtmt$T8`;Om(+jvtyO8#WbujY72OnHkRL-hZ{B;pw@u1JDH5 zHhZ5lWVb<r`vDKvTE^Q~L-zkTs_a}l^==t&>+0QGWhc05DJ?Q<gtV%&toKN*lY3HP zdiBkw{wI&7UMeWfw%(##5GC8a&UB_k;xE3ttNkA@iN9X;cHJGm3LoM1FMhp$u`F@N zOKXM$+O6Jm_RWt9U$^X4bnT(9S3}k%T<q#tadu*hz@NANa-qok6Ms}$xwyDoxn`;~ zpDSRW>;;~LirxK%r|uUXe4g;l<;bkf3=G~);z_X=a;85ou7BxvT1%DTKgTX{efIO~ zuP>|qnprd3ICS3s4JT4uZ!?B2VtfD8zUShyS_Y}OK(-s}mT`%@>g^YwIq8vNcbLl+ z2JluwNZ}Tx1}fjD<g)viygR7f>MfwxwSZ~DG;`U)x8;YI@NKE~ZC-I(dbvr=U$6Ta z?I)t&EXvlqnfv%%nZxEK$7~bz6Vu=El&sv@P!QPS%gS94C41Xs^~wm)o;h|%?prkN z@Y$SIQTO=5uP>0w=KjxLzV-L=yLNSpqU^$?*3~UF^3<1S?<{J6d*?2nL@+3cvTs_s zV^&v3hfN1G5+wKRnRP1o;Vbi5-z;*Xb$>D*;&7<k@oVarMLu?VQ%m@6*9sa)t^9XA zc}u4JAy>g|Pwy_Ruuhn<$ZM)>jIXPUOWYyIDDBUAo3C1x#f5_^riv3EWXf233M^XG z4_`H1aZol@{$cFjwO?<EdLHE18Piat8guuS$K$%67T$O7C0cJ@a_oN7v*e0@j6V*( z`B&z^ZeKt9dS^$+o*u<_PYQX?gZ6y5-r0M5ep5o>>l`hH6;1KYH$&#}g`W>`O%Avs z{`J<Kz;A;8;{Gr(Tt9R*+w)M*UQ5rSg)iGW`U@|e^D^vjUo9+XTKq@u)~`aygiPf$ z@xxd5PW65Ivf!%#`)%g?SMPW27u(Oln-#+qzP@yE;r6pyD}7nHXQ_cU&cVvMMaQxi z6_n<u23K0e#44|n+2;LGzKwI)U4|I$@c#8yt>IkLZ_G*FVI>G#nj#qZxWX{T*11;H zOjM8I!QC7!|Mu14o>J{^-|^N8F4yaAV7t1meRX$|b$Cd_!&fdYR}MityM2|GF@N7( zn7&azVZvcWIgQ&I^7$8hi#7GRpyl+rWmQ|gtX1O-*Uw83o$e{yv2$Vl@!hT53XDAA z>PkvM4e+4LdN|7fRO>ys^(}sJ)YJU$v;OZkVJ$R$&cLu(dE1WAh*zPdOe=R@W@K;; z5~y;!e&6fG%Yv`12kQ?$TkxyZsBN{dU?uzh_HA{LTJ%a-g>j6mV_xg(_HHGc&`oTo zdAZ+w<J_@lE&qo+v#HAuUzOLp-ytx?7#woWkaU`Lc9uqrt;kXX?KP`oB-hndA6?GJ z9WixMnBBKBGf_~H(=kgQGIkTC1j;jW+E@SguHSvO%t5qa%bu4V+54r{N*7#y9o@dV zy)&t2<(=kO#;?q`^j9i9(QUbRZdnp2)B`^s<<a?M@y=FFN$JxhH<2X_Pgk$}q}uGg zx<6|>Gt+^x|A9MJ-?bM#`~2Uf-l849?9R#;6d#HHdJAOUS=Rm&pYu!1LQfdqSTq0C zhQBwu@}CrZjRFN{)<2|u$Q>OWdk%Q7UdiA+QQh`88%rk_!+|#&LiL{7_pbJtyq!7B zvG)dFyU5qgeBt&h-}Ok}Qoo)1J^GqQOI+N;D>HV6I=9|<(d-u<Y#1}QW5v^l-!EM2 zkLCdN!)ngn%#yWUUtMH+^~S0Er;kG0ti-Ihe%=1b^hlNU0yfhfi{B{kS-rlVeV=w@ z`)c+sulBcQ?0yHCpU!45(VKmWf7;auy|v4VAajp#heacv6t1Ze78KNc@b2!vJsW1d zx_oDMVeM6Zh6dGx+#B^Www?aG=^o#Vm0iactk9qHEpQjp>GL^<{HGr~sl9m0A0C@s zv$}3Gc6Q9NMU-eKChw70H?N;z{hDQ2`RAtgmuCy#nRVOzmf|Pb?@l83bT3%N*t%am zm$*A?s{JvSoP&*XPF`5V^>7i#Y%Z}K^L(Fjfl`y8sWzl7YdY;x)0E~iukFlj3x)3b zs!Qu6*hXw~w7a)p_A-qRHVzU`A75g7cj>yo>$eS3flpDZ-yC@*uRuQCEh~1HU7zK1 zdewR%R^caET1rZb#CpL++oEG1f_D5u8AIVb<SMAbkS}iEIj`>e!U*Zi@3Y>mS+;7* zmQRHf4qXinztnB?bBEU@i`@Ffh1>UdtqQrM=v%$_ZrQcljE5iGy8|vbS3FH-?0!@A z_v`hKpHAy5Yio1={q^;5_WHeT2b<Y{S4FwFxcHtv{_vGkP@?+*50$Oe+$Sr`PrI&R z{uz96^<lZ)wRa+YOFcy!cg!kgXn+h|gkL#7>ucG8B=yH}lI!GDPQ~(vmw))Yy%Mx% zH;T7yN3bnu7X)Z6%+~DdN{Wh%tHahFYL~C;cznEnaqaJKe!q=v`a3$Jwxo%y%gc>P zl`<2vVPg<ruqyd+F>m+(*jY;Ai{0FF0z-PFf_Jjd=9Xhj&^*A~?Gv`;>xOA6I_2M2 z>ze5D{Npxbzq+4$;c;+w)O-B>!ZrV&`+ZiN1ugP`ZDZJ5{r%Xjt=S7Nzx?p+cK+|G zEEgA-ceiyc>ms%nI@>uJEWLaChM>Wv#D~Y{!fSJGh6xO7&ez_^+wHxI<7Y+7$A(4O z@3|!UoKAk~|C?tz)5GLe{N1M=U&|aADt6Q;ztg|l5f`dn5c-uB)T8?CZJw0xCuAmO za}2z1X=hI~$H}&nDTlt_ukT+zzb?vddC<xUGiG$u{{Hr}AkD?aB`;%9!B=o=&U}y8 zO^`bvV|3mbmJJ_6@88P(9(5rmCjJ96LxSJW_8-&#mANM8^37>tKV{Cy5T_aQsH8f1 zt@d_iCQ#N_QaYc^*q!s_*|SB<ma)M`1U}r(-+%LMGH9gX+S6PSaq;TXJ{K34E|bI^ zRnupE{!xBV>5kk#sWX#qy)(Vb8NUCL`7Onwz!MjDua5N<)#`eBHN<P1);f+l4r8r< z%>{ui1%WNOmF1Rqg*4k&bDRHvmkuh<1T~K^iJ9Jt|NkpoCwkkN>z5Uj7HwN1*|xeL zrE&N0Rk+sVFI~5GZl1L&>S_Of@n1rAdOP@q5UqyO1*J+#N}nv-c1-4-e3E6ZUwgmZ zFAh&n&rd%si=QpnutDJVw%pa%kKf~3bK^!t+jBv|iRqPwF}3OMc)qOkW52MY;48Ev zQ+9i&@VdICaiQuHW?9QR9CmzHmnK}d%f#>8te{WE2_RQ*P2nlb|GR^!JLkvm-^m9W z7(F~aCvr!mZI;y3)U0^1u>H-qi&<MQWNr1e^i@*I@}08gTBgg#Q#W5Nes?wf$)nKZ zLsxfSOG$$CYI-Nv#lGIUdr8*>?g-@`_B&b$y(aIb_e*PuR_2&a)sEN$?tdjQcE5_; zQK0zj%*^ISX7;2H4-Q6b%@RFz>J(@ZUA%v9M@Lk*8drF|Ny*I1Yl}Un#-BVsk0X5l z&PU#RWNh}wS(hIMw;C*;%AY*H|3Xi}jdf+FSEt(Bf=jDF@1sm&SB-0bl{|U!<iXAK z`L1DMV!yt>?+5Mrh}&Q-C>UrP7vsxn!5{7q?Z#`w`(9nB7H#*<Wk*%XS=HUScX-3s zmp=ZV|Nh+K#ajIT`|H&dt52|Tb|^7%v2yPan$EQ7#3$GK3tX;C=PZ~Owo0RmJ8I$r z){t`>7ksUrFi-2?eeu;d;urqiw#|imk!sWFgRP6!NQoSpG@(T$W&eKrwwY%p%seyq zq|Wr2-(Sy>$yYnS_dDlvwv*3o&ZkRl+p%_%)SW7a^6P6j|7K}9X)!P)FtS8^cyX`# z{nuTo0t^i1iBY~+*I3-0_Sd?0+85{b+h>IAzgU@5W*R!H@KmKtPtn(s#phn{a5!~U zHPhj;-P#o~FTP2wUdh1VprZ&nnz@ntVb-e9%*&?B9@eg15wk*Ou~+PsRX<JtuYK96 zzv`;k`;W64*DPDLb*V-F<=$Bg`-C;mt|*neej{jaU-YG~ad)d;>7O!OH6=MD)A{Gz zWv8!h?tRtp>{yl-1A_oB#|8$5hV*@5uPc7+x_LDu?bKD?=s8`J-7|}}+h^4Nj6G$z z%4F9@m&dQoU%%Hhudq>{a5bd;@$GFV*cZp_)v-JOddGsPtE+#0F8^)Cz~CUVQL^pe z{sMuJJ++z)bB<bl%&XrQCiK?wlk(E}d^6Hg^uMqEpPBPFZLQ_U29-?jM+JYk+&(RL z+%`UP#cluG2`ats{<W<%cy;I*^REXt{8er;@5nB`{yTQvzOOe@(l2~j{I32|9RI;N zud`OkEI#$+>utq3ObiQT>-c-?)*N7BP!Ma`5VO}QwszgJT?_v)r&pwIi@6(Gc*#Sy z<Nexwy6mQ#3U}+}*e%!_`)ixD_=&7ldt-mS`g`P|)WsdP8c$!XpF89A{Vc6|fjCBn z1_{>&RtASHT){i5X1yxCwDicG$<<libB?E-z8WjJ%|djk-^S_FynlUMS)UPk{pQ<a ze=Sq@JiEGPl8We+wU<|IdAaP}R;$ugZYFutU3OYAFf@n?CNMGx^d5>>H*bmB-`77( zc+cKm@oa}n|MfH3w(o4rqSw_e`#x!1QJa%(bYGQ>@QbWf+b6qc2S2(hbvMEZYy>OF zh=Oe!6Lwbh1up%m{y%#E$vLk-&PiE(urg;`%wM0adaL(b>a|+`m?_ftYF794%`Z2b zE=rocYsJ)}QU(Tw?uAEW9o;MC7+MZQ2CS<)G;N`y?fuUd@9w*+udMf8sq*>ht8}R= zTcT(8`A=5)>whZc?CGc%g)wt3F8aT6#^Q^;s*}$Al?+(N$8g|g?|tXR^4c317&?|{ zXoa6QTUA>7_xG>xqTksvy|3T#Y&bJ*_593`!|mrDZ~9@g{&7_9$5~VV&ben<w^}db zr`?CEA^#NiFflN2Xfo+AFdWkDI(_x|l{Mca686rp3l5+EBV<zj(^q_Ei$hsU^DXWF z*J}z}$=qN4w8JR+&hC{OphKiBszHGvpraV$t2$Tq>8qV<pUNHoqg~mel`DD5Xw_e> z@bVoS6T6G2UYQ=tmQnxbr`++KQ&-RST4l2!MwWr$KoKb2zvwYoyUa-C?$oV5swcy% z_O^<ix*FV5wf^z7Wj>eIzlxijvM(lf5}V1}%U!3o?OQEx_Ws(n<jI;K`#Th;>`;E8 zah_Sg*lEiwuTAS!iei1AS}b3DHDsMq=(>I8`}*sqY`^z-hu+%WUw>XiY=7SliUR?j zKXOukBN|y58r0!=PIQ~k{MG$Tk-ks0f}XxQ{%BXF>~)#xE9R%$F1MfiV`+}iQ_vxr z2EC#Y99EO^8PeA}+<$xih}R<L)aj=Sze?Ub{r6S9(e7EVe9Et{DV(-?x=PG4`SSnH zyA7{j-@ksV`n$;~{14WhjeTFf^VhZH$#Weq=SJ#h1bh8npz~t&${Tzf3=A<Jsx!VM zvx+e&{AvZ|pp|yv!Mf{WUh%B|cKrJ_YtOgL^ZI7Q`j##$n7-Qk(xl0!L#`Ald|ADc zV<iIvLlPIG7=waU>&h70=+aY}def~qHsr0p|G-AiYwoM-T<RzH&E23;+Er|Nb<V7- z%b3=H%m}(at@&H!tV(8wuwX_8h65^0It&h9I0JY7TGzrDHP!6y+L*g)nYB;#uk1ga zc2zZ{YEN3zthvXdCw*d`HGSsQkaREOthvXR=bVf?uKTiTeV*-C@$~c8+CEwPPG6la zef3|hGT$1|fp87-pm<If=bpCuwu)%@nG0KO|2_IBGy4|PEUD;S@84f!-n@EcOzYm5 zyQk;xzkQvNfuVsxAc2u#jsAhR4QXM)wee*;W#V_*XHQ(Yws_JO>xKKDrHNXdzWRG> z)%$Xzl*xYW5ii|(cfNnhlNKIqd7~#x^vd3+fBv*?nHhK7GAwxR&*d@~${avd0z(S} zD42?zqSnoOS8RH9&#S5DKCIgO^p%;Xf4JV&rZvZJ^=1c&A6@M^$z)UF>@roJ53lVe z{k$5&C#Vfda12fj4BQL?afw>t=Yx8qYM*Fres#^Nzd3N7-Qz3sZP_B$FZ~m-*>A6= zr`C$-<)N9E|LzLkeKq7|d6~sLP|9O)kp_kFkCu%wwtknMead__f4gh%M@_l)GZ(Qv zFEluHHTLwaSlts<KKAxsm*q_QwN>WIjJEHgb8Jq1v5g52zIr2QtL4kA{>R|#=deWy zbS7py>*=e)SJq6O+W-1o-u|x@esiMc9zUoNUap&Mf4Ol-@zwQTt35Auoocn)FW+t) z9=ue#^j1}l5jZ_}Xqp{1_z|w%v})I`sF^cou3EJ!$j!}d$#Q0eDNJvdze+HjniB81 z<@t&JDS2}yshm9#_wIVv(v4qd&wcvJw=4X8vE4U|bzeSA^|INUl~wZHoaxmvc;U76 z#IoY^Kd(IAab=m-TkE>Hn>Fs9nctXf8rm25^!uJU9LpIP9C#jlzwqLD{7rTS20q5= ztJ5=rwugtzu{o8^e}(s}yv5<w=ccUo4r+?}via6_n?CEMD$hTjXv?j;d-&kin7u2T zThEqq&YU$l@I}nxsmUQPw+a_;{dyziZtP~a=2>O0|2%tdx*~J?yLFL^*B)2PKHJI8 zu^x1`+s0M_27wO09QHMR=Px|`v4>B;-amKZXA6m^ufAXZ<M`h^*K2p7_T{=|?%DCv zMCKHIT{I<nPv7p1iQV(8en!vzsqPM{2^bzoGm0^|>`rKxO^-Q$zvwG>)V|B_{cRS# zw1hMV#46Vw2S>ztgDjiApSj2GR_*wfdUWOIr>`cNZ2NfMDrWPs8uO|4khtVgKETwF z@#Xu<pry}qi}Pd>L#~Ou+<)z7?QDnBSKZC0Wz_sl`)m7@t^c`-bnbgTiJqdbEQ?RR z-f?~x&!wejcdL}Hi-}D#1>G+wpjDE<=&&U++gLnq=c*d*1%9i4Zx)-$Rjra)?o@yF ztX4^#-R5_`>yuyS=H3l?85idNb5hzBtNz(JoN>qhT2xPs^3Q*B+HlpDg@63+M*N?b z<F@+vN3+GD$*;|`L2VJURm`)ZcV7*;X9o&Qk0e$x2AAo6CBc^G-)mSD?yO5cb@lf) znJXubz1_9pXT!I$m$&ooT-@>Q)%_r?lX2_hPV8phHEnfx`G&65`@DD6P23r>fBh`| z*|$zz<v;R0Ebx`c=i7|=<`KTE3=9k{9H1cX-tS-f`^x=1t?jR8-0%bWTz>wq_GzVa z@8;d<era6#wbNgfb$QI+?V073vgOH##cad(npix2)e-_aM$<zefze?JOZC>i)7uU@ z>|S|pkDq%};JSO8pRPD=_}@!zp;vU<rk+;|rmQ}{GI}x3)z*D6pwmYk!1^q5XDZiz zx4!>a=Ha!<?_SFBUw)f4mIQ-ZPVwJ4+;&#&3VdFA=hhU@U!ixiCxK&<AxT#C9fN>g zcJ8x7+Tr*Ao{QO8HDT9Eo7nTS6Q-<&w+BOS7^w!X<6~f8IARr+!02GnvMc7UtHG|7 zXF$eA*37$Jc($<fSLL<hUza=MgCHs`m~<F8w(1t&vE$tlQ+rw__%>(rMc-66gHu=k z&#^i8dWW?1wv5VDMR49`;Ml;hU~a<tYlSz>ZmcZ&`o2#6WO;*VPoCELm@s43#W8=k z3K##4_I=9lq|Ly<ppbQ;QPf#XKW<I-x}9z-SFSvD>eMHTWm~p{2&?;rWM!@T^y$-= z4~O|z@7!s5#+X&<!RFL&3CF^}Pfk9Qewt~Qufo$;|G3=Dr$%aPiN9L3?C-K;Wg+YK zz5HR4YhO0mOm_aVLzDM^-6wh>T*K8LoJ^;3Y)JA*PF}psZ|<s_o71cRRC#-MtNG1Y zaqO5|?%iFXuCA_8d#kq2tNC=&;JgUO=B+a?opb+Vo&H?;+vl1%>pxFlDNAqrS<26T zJx^;hB<KbBK*gDOeNW`xs;$q?&0T%!l-Ks__v?P=-YvQ8YgO`M0%-ZZXVlK3rE;}j z0%fhsd^$Tjm#vGBja_@@j8AB2sHU>A@{7;xO<B3iRK5osU0+n1>ajiir1ta!nTglg zzZU)C*}uG^{H)aXqEdgyvyzTCx9)uX_uaBvRXLk}pIY9>q{#0m1rGfV5m1A;B;nx7 zB}-hK+jt7w!Y7&J-LW`3&o<h+{N0tM)8k%!+|$;^W@=($VZVMIUqLIYK;C@a$=Ma6 z5j(54{<S(R_pNgGglVhUcg{X_C2X(pA@x&N89|wXE1KhBNLbi2u{h77y11~gXJ7X$ z^`5R}Y<&6W#oguk>ysP(3cvVQ{^Dpkz0J{mXI0@RjrH2oV@_Yy&e6Ng?we=NlezPk zq}6TTRIddOg%^S%gTY=fVeZps=jZFsK6~xq@$mRs(My&#-)<zYTD7XEPR8cO$#OpC zn71_-_ZNMgyYK$e^OIL-grA@F$mUImdFb|^&(zbm)pyMU9ZJeD_kh@;&3E=xel{t7 zc82fxm)Gg<rhl4eTb=d$+uOYLvX(_hewyY_nlx$3lqo5%<Qn4R-m6K9{+s*xX6>ct zt(S72%Jy>y?c7y-`)<_i^95-sht1x4Nj$h-t73oZ>i_Jyx4%OR`oHg&No~LK-qK5H z4(Q@o0V9@(^qqI^#5{fWjO}Suczo?vP*Ps(-mj&v?>{LdCT2}f4-c=LjfKW{2A|IY zaWnP8&9&Y<|IM}0PupwmtMG?AQ||jkOtCt;H|B18)2>ob`{#Yp*QQ<D&-m*^+yxaS z3<-)kiam-;moB}vF}dB#+xzOJON(T!%QBAl$*x+tF+W?%x@-;T<W))Iv=^Jt+g-N* z|I^?0;}PLq&*xP~B({FI^>a~lMQGybD?M+X?lLRi8|OEFVJs(e$p&xzw_Xwpre98f zaqG_4Srhl(**pEz3WL3KHv~U@wQmQDQ(sYO{g2pn?<5{?ntNeN-e*p5Jr*(TtN~A5 za;Kni`niz6z`)(t&2w)pdA)A8-=r^Zx8KkD_U7iTJ(Zg;UAhz!5U>Dr18(fD8S!h5 z-=2PKLEo>HOq{MU>z-?bn_u=fU648d+VuNRKk+rn-nsu&F8tX)U-sQ!K2^_pZeG9s z?eV-%ujBsJ*-M{#U-EwWt0(i*ty{tv7#KR3Kn-b*4FV;9jtVO8`?vSYN&PeZ`)j6} z6inN>QLpiI&zq-OesZb5%s_R=*-rLbaR!1~z3=|HIou6to>i88`D5n3_gho@zTAC3 zXMWfXqtg0oN_!`p9C}>lH2dNzNMW|HTH^Zi$d^&Y?<+V!rKJ!kU*#yWJlJ3Q{Fiu~ z=eLiq&waJk^LYAd-n!>!p{;|GoxeQ3ukGn8`nvYG+Us|-OhK&@kY5~qcbAr*mCCg> zi_G@3c_0_(*%A(_#*)NT-!c5z{4QqY%L%u=mz};koA2iN`M>tAj1F8^ckCxfiNNBB zM%Dv+*4Mumi(?I0cdz6`oviSpO)-D>RR7)8|I5a^0#s!wJln{`-H~=s?|s=#vy5du zcQzbdX;C>vt^9X$_0C`F`wgzPhbDV}ukV|bm77^NfAgZEh4D{cX={nI8Ew6Mo6|pE za|yWqVem<06%)waS9@Bn=f|tMqMo1E`g05P-kpz1(Rwp+$z9IBrsk_Jysus&ZCW>9 z*)!8^?aoGV`{y=iP%G|-h>H8&dmf7~UmKpSyv_Sw9^@eg^{@oSi%-@&FP$9!qx{_d z<zDmoC+7Xz^SIDaE4(~!cXak=$tyiMH^eUNW}c-NF8^)Ame1ys-Xu<09P`(qCSP=^ z-^FUr@Rir5Ei+jhwphw8#PM$QyW4E4o|2dN^S@U2f$jLrv7sU3q2eB+*mZTExPSlL z=d|YXqSY~by`pAox_7Al3|==c(H`s^fgqL$2bCNNg{$u}|5x2|y|m=+zxemJx8FIm znk#zQyYo>?$|t#P;jS-J<+-qG%S)-tANGZX=;gd#YW1`AuT|}`AA4e#pSoJx>ZJGn z+H;L?eNe)aYn-||+;hI}<TAUYUv^TzthB*7N5SXC0j5Jse>H3|yC-+9f@{6X@7LM6 z-wLm?pNao{KX`6?U(we`PXgn@^>$8My?d|og43l|Lhp*ccF+1YTk7`8qOXbkvtQ3I z>QMyspBWl9C>~%s^srm?(*JLhpX`*`vp4Mb5B+IBYFDq&2$%oX^cj?mr~kEFPzkBV z8Lk}?b5gjnFG8vIWA^sxr=*L&6h0Nb6@T5Icde&aS9ZYuD}Q$>y-qImUQ=NC{Y#~@ z-1oY_89L$nEBd}vE=;-cUx!I6eEU-m`x$S(%YbSGhHK6ZtSv!b8Ml8}wNBOb^=Y+C z|F;a1n|AWrUb^8d9~QT?`%+nU(Rp64Ui;Mlhs5_!`*lYx^~=}F-7B=h_pgnq+B@6$ z$fQ3S;oG0yIL{7>HW$`y0!-`d;#Ky})Z9ByWADAA|L&U`?~8r6nSnvb-P6S}<n4O) zNA>z8a@V#lc`>!QJfr;WfwG5Fn-yo5UFW;9n*Du1tasP(*Ck89CD@u%MN?M)R$fr_ z_4cW|+k|Ho-JB08!W2#kBrx)tUb-FbmHl{$KKIgRStm0l^@#nhpS}9+`t`k&{~6w~ zySHWAxn*BdCztFoynZF}xK#1hg*lUszb;YHI(=1t-sAY4R=3$e!JzO;AVG1P?0=76 z!EGgvl0El@u}B6TefjaY{ioWuUvpP4J0)GbW%;%J=T_X^${ccW#@%m+*zP}X-xKrq zQ|P(Fep6TT*IUEmXk#az&XIMG<vpd_ckkU|zi)e2(DE$rpnX|6FTKpOK)pk*SJzg~ zFaA9{(LVo8*~;Hj@2!vDe!lWY;ZxDL?YvdVCzkcET6bZ`ouuE~TdQm434bd3+PL}6 z(^tOjDy$Lf=3VgKRj}uNF$*ZPkLWS!99h;Tm6;qJAJVED{5@UwlC`JuEz!yEy(AW( zj5(hA*V_B@lJ3=@N$+#3f4~04YI64P*1xLm4XI8Mr>-uq(_d?ST{6kDZpv!)FPrA` zgG_Ibzv0wz<IDPsMLCjdHl$|3x>z5QZ#)W_W8*b>_g_cRZ9d0WUt0Fs_wKrdrkV>f z&9<ohk`w7H`nvM|?p$?~)E~DY#biT+K!T##+#g3OE9$Q)z4bKM?vw@TROD1Ie3Tsg zT=l5w4`b`;pQZlVspmX>#hm^#eBHTijv#k9G;nMXsJ5#P>bn~L`*HQ_xl07==Elu2 z31WX#J^$aC33l;MKF_IJ`HX34+4H4uKihgtS{M7==1s`XUneFtJo5zixfm3tfDG9e z_s~WMRBOjifz;Yd-?pxw_ua<et<v*{qLK2apM8$yyL&U`#VMcZqH!-}r)>T{Q>j$; z(Vr`U;89H6J;YnT_Ne^+`8@XNbx6+QVE4KsSRLhO$-iCYX}Q6L-QOpz%hJ{<-#Kr# z=kBFjzm?0qnHI4Sl)cK|I$ZuPF=1P@WvBYBxF7cM<u!-S&iAgD)tdX~(9cOPi@vUN ze)Al3v^qnA<C+6bJXyEH!jnJ$<!hRE<<=#exb=It$!|PqYrdlTkzw%l^S(CAPTF3t z-s9Jv_wP=w^+HW$Z%FTzVVYY*tHhOWH<nAAGR7*NUGcSIZ&}{0*ET-A_Dij+_pf5i zjIX}ymoa%^V`lv8zI*GnRQK(B%RQNI_WYRnn*XM*-kd7{ijIWB97UHmo&FPN%~tVL zmfn^b?!<mKD6S{#$A!OD_fo!0ZPS^y@5fe^>W<RiJL^MSlegKe+U4{+`}gXFrh%S? zy|1Qk^AAs}d$TV$VAK5h)1H5qQ4L%K>d!EAaIr*m*xFYF{Mr;SDI{RK-|9=teuqBE zGmZ)k_#SqfyIJnlj~2!L+yASrj!arI=ZLV>^k|)@V!tiQ3vYvKT81MU+XR%p@x*GJ zj9Yha{nG`<O!mCL{?gnmC-DBX=H>RAJ)OmV*kzu0e98BB>OXfqzgZ<MAGkoCVh~JF z3`>oFXA={+GeF$*t$FFKhGn%;fjc+6ZJnci=DzXb^(EEawbAjnT<0BM!f$cc_o~nj zNb+P@)N|H=$E!#n<m%O{r_P)S2@RcUWMrgdD|=olYl(fT$MVxxv~y<evd^A)&r|AQ zq4mPE8CQFGqqpqY6kzE#^>OIS<)uN>pL{qg4RXkZbCDmbHLP0sbdD@rQj+<`Ec0=J zXHZ|@((8U_t~UO-r{y(w(f3K~g4XK#X1c9)Gp$+Cv}=3JHr{z=WzrA9Epmp$16(>R zcO$3P$p81aHADZnmrilcw-2j+PhB_*tl$8D`qlRfIXGk^I&$x>pOUw7TG6^Gi*MYu zo?Uy#|1~tRa42sRVDfx<>Brk|kI##H#@p&|oipi*mZo2q|3o(1ly`T*B`1T!1;GTy zb!~cE>OqcYU^tz?tq5W1^fGWmSksP)IkC)r+^f5K^=f4sVUVDMPQjmlFMrgETx@6H zb}aw&#M3kA{k^?#S<A{#ON@+-m2G)j8qO-rbD6Mp+qPF17COJWwRLrlS@e?S$(dKL zUVU|U_jW!xn-x7hJs$q-f`^J3I-fI?*|1Nj;7d3T;vA4~OMLO<<m6XZS5JTRD8swU zZOs9v3rCM0eYxlJx$Z9}=d>gxCI9eq+OSVJQp{jIkJ-b9eZynRh9kuZV%qB$NpDmE zIhKI|$uDB@5fKp*FFhGH>e$)EU5_oFyQ?J8Jzoc`3&jWqivaM2*$fN}-pN=(#SMHb zE=X1xG)=_7z|gQ%Fo97Jv^qSt_^hdyuWx8r*tFw@X0zAcJud(M$8m%6A`8==MQZ5k zUOmz&JayKrReSc>*n)1r%gf{Y>?7zW9#i1Bd;b6Qd6jCHE;~u=`Etp7*MlbRDRbtm z`SYhH_x?WHOTkVOqGDp(e&76mkiSmgWv1ehZ8<j=&CcH!xwq=;q_b(4e|>#@cVC`F z8|ZM0xy9!!y*xcH&M-{gl74<3$62w3k6v5Ouq;m7y&rVWp!~v{OcNa&SX~?t-SKjZ zcUQyXuRc87K39ISx<B7#9znf*^IE4(6Z4&85!l<?duvze>aMP?EmdE$Y=1tPoH$SO z(A$;E=N0|_Io~+lZ^`l&f$GP-=3gE(^JhIg)cWhoWq;G08wS17=6>$|a=l-!2)K#I z*KE9f{vW%1jlfGy#UokS*&r2rzg+T`+yC!Q@%fjn;&B&FP1W9-d)sX3(xsVqb`-8! zzn=fIkD%ASdCZ<t_H}!1-{)Vy|6i3vI)_W#bPs=q4%com-AO8I<M!@4TnM^b@aE=p ziL@4vk6(3i?(7Ks|MPtPmvh$dSGf1f?RqlF`^%Th{;w~(%ZDZ=E))_LK5P-)5`2AK z?9ZS5hUe}7?@2p5YpM0S9nO=s6g~C&`!>J+viABti++B7?p{&GF<mcq*N4sW$!b0` z7H|ryRs5NiC=s=<X6L+$N1VR1OgtxTNjod`^~FW!*VoryU%UOD)VY;PEml>0GLt4v z`th65uvavqq4jR@d0Ws;8g2aY>%!wIUE2~}s=PQhPnsmeD{15cx))=gS>7Fs(D3l= z=jY}M&XII_J2QP=;P$+`B`=pw&$_uOHAlL)sJFNG*OSTqCTV9Ro@W;p7J}|^^z!mj zvM_GBJ<qoK%Ia|audlEBUtaDXo|&1sWO)mRRl$RXQ>RYd`ImR%%$bn7I=g!FBMZ*X zHrLkI_h)A3yYlAd=Fqq}xtE%ZiAT9~4lDwl4j5bi_p6t$@6}_y(qC7{|MfC8HQn`o z-)|*b)0V)<$eGa<swaO|Mn*=eENd~?@qXX$63{g$>gw*%+w-m__uDQz+|K{{=kxjf zU#<u!9q*S9_xA2SKL7jreZRDvHaqQj`uutJ*H>4iED9Fz$=j`Q?H0>C(joZk(`o&y zTeGiw`11=s_)))i`F`mi<qkQL_H}#eK24s#BLDurTif&J%hmrW^qpbgsH&>k)!*O$ z<x9f`g#%1YDgXZb1l=2JEwefMy58l~HJ}rF<l?JdE?u>D?bS`Gr#Uv9V>(zTCLsH# zQV(<%#q(_EcD~T0q(yZ<PseAyytLHI%Zux42%}5K>u(DeI=5@t+sD`b`f_o0{=SvF z-|f<FGG-RYTzA{Gokw!fLg)5X_5c5Ydfa(C9=36u<Kd8J(oyhuc6Rpina1g57R%!I z*D=Q1+uO(c+yC7nB_;KP_1dGRpE_UO+}wP3_XNnu$Q)a%&oNJ)KVQ9bXXO2w&%JDX zG7?QU6)){7f4}a>kBaB#w;!IU?EWLNKQS^gQpzBq;oG~r(l1vkILX-mckh$AX!(53 z<C?!GCMtuHx00!Dgv0*2zgPBFm%qKcdpZNRVKW0a2k30cr_Y|Xz4>Kb_9mdL%<SRS zNQD{a4_yt9UwgD${Pl~Ai%*?CJy}ImTwGgO*}0jWpYN2dfZW_ly|Onq7Vg+#@!YuK z#pD??R-D$~9|Jmq<FjmfbaeFBce~%ex>x<a_rn_jO;b}-P{gF2nIQ;r-LG$NSI@Jp zes#C}ekohn)vH%;ZOff~zI?M=$?tc&--pD-y%Wn}y4c6S-O+IAQc!3}2<R|3U0q$! zK#R)DL)`iyRaLwG{kp#Y707F^R;>n=g^wO3=|*mH;kW$~(30Ml@cFAwkF0fAGdusa z9!cXbcZ$!iT(ic<-{xZrXj#vpGa8{mL5p&4Z_E7h;v%R5^78Wfa)6otMY{d(nVU9m zR<^ZmxzNmSx1y<uDYo#asFYpJj%oVw>u%kOdcIpo>6h)73(mWKKAU}Yxxc)uRfz|; zxL!z2&7Qp7Z?}2)^D2e}2S46+>fM1xW{{hUii%49{d}JN?#|9%XY=b8ckAu)sQvxz zY7;9rC^x3x=zVeFV)2B@lNY;oi@lr{ofmk1p6%BB`*yaUPAG%!$T7{kvxDQD6o)ah z!wpdp5s68+YIAOFIcdOi7<95~ueaXLBOd<#=9eyA>PbA@CaE31&Lk=-O3AvAW$ya) zg9bd0XXo!TRP&jUuw=;+iMzYY&7Yl}oo-@k>Y8_nW2L{{&m$+!pEox$Htv1$BqjO6 z0>@*MRK0tC{rctM&ztz+QMbO-^ZE7rCeE0V!6R>X2Xw5MvaM>%#Vwhady3Cl9{2F^ zF*#@ZJtq0qmds=K_Esy~>bBfi<~!TwU-W_n3l13Y9L~tiH5Jo|Nci&N;$aUjFQdF2 z57{2SUcbNZ%@V;9SzGqf($Zr$HYWGpxf7$TsCe+j<>mc`+1GRyuUVsW=`!1)Q)v=y zg7;4FK<aG+eZ5QI_67q3gOwBZ`WCG6z$MU3BZ!%h$r1sg85lO0fTp)W><B4FF%XT? z5WrD=gVl{1HyU>E*6(OSNdOJ9FfdRlSNyGKva9>Tet2CAD6e_C`njxgN@xNAC1~}I literal 82277 zcmeAS@N?(olHy`uVBq!ia0y~yVA;UHz~aNf#=yYPS(vq!fq{Xg*vT`5gM)*kh9jke zfq{Xuz$3Dlfq_2}gc(=ZFVAFPV6Z50jVKAuPb(=;EJ|g_O)M$M$uG&tOj0OIEh^5; z&okCD)HBpk$S5f(u+rB@$m``7rRxi%iAyptC@^@sIEGZrd2_e2BIN7M{~ynL&hYVY zauN#YaPf5r(ALmmbrrhOptFgCC1lINy;@w4E_vs+?zqM)cWc#J-D@^cD;h+%Z(|DO z(0h=V>v}*%L$5<<(gYT@8F%*E|45xDnZ`7E##5Gi>tD}Web(~1UGaQN&$l&y>h>Qu zG!|w6g9kx@xp%=V28IpxED;c9fhm&?gtbG8Q4GS0>1E)Cu-3UXutHej$_JRhtcKNs z35;OYfvX%Fzzl{5Sp#QWLF?jvyQsd$CkkcG&M-{gf86fJgXVw9)+H|lHr2nlu&_wR zz4+M~&gl5q*tHXt-A@(D$QB+E{B^$mpR(tzJ(ZjP@0o3$|8L{;5|8RnC)J-?^eyw9 zeeFrHPSh5U^m&!bCQY6!DlNVG-rnlh&t~Ue>yx$Si--;iTJ(C|Zoj?N-@{^J<_HN3 zm%iC}{M96Hy}-i4!o}5<pU;|`rk)a6x_r5|nws0kj~`#%-oC!>V|RSU?QOZd*Zw}Y z|9??+dd#9TXM8I6#vMI+bfy1%yIs#_WrqX>T}rqs9$&NY<>lq8{pZ`gy0LL_QgZUt zi4zy@*<(}t<)S<9wcPvrVz=L`TK((W+tojQR2)5WWQBXb+^Mr?LlYAdn@dAOLwCL3 z_q*iP%H>*yhJkYZ?ss>UUf%h9-fHo<iiHPv$=CgG?6>>1;+(}}9#wVq(~m!{@Sd(` z_501{(13siyLRo`P@1-E|DUJ&r%s*>oURx9<YUE^oyF<AayAkBf1b?`2@byep!(n6 z_x0Cj7$#p?8*N@`BUk$Bis$k<MP2Xq{my%PXXoaFR__ukzJ4#bu)xvF$0sBvW)8@) zyWj2d-d*-KYXcucLs&Wk!;S-i?y{+qd?qbjwrtk<=h+`_B=_51tIsJZDLL`)&6}Lb zDVx*J^WEH@e4Nkv@0ZKIlfJ&XdfLm&>(6fx@tpTg-?87H=l{={q@%B|pHclcz2-`w zyJ<vpczC+~@0;iUeE+`Xvft*<=d90Px_sGp($eM2Z$F=3e=p(hp;m5PGqY<dk@xr2 z=6-r|(k$(ag!R84k9{ZY{qd-~ch@v`xymCl#|=Hp4sohS<mIjFm9e}uY4T*>NwQ@( z61Ua;{WW11$Rr!Ne$P$wY^!gza0=&~nPGTsZ*}?Pl#d@jhDAh31Z^*S8}<6i%E_La zl>00W9qW_Lem=K+UTR9p43*ax7B=g~?Xg($Zu5D&&0DsZ{J(!;Md0F`OG`Y<?i3#X zS-)Ps?#IIkyWa2rfA9ZI6%~~mA08eCxwP!lN%h~a*X{rJYr?L(yUU})!lrp{nlVGd z`t_R4Ij5#*mi>CU{I~u3kB^T>$HvBbyq%&M>@&&L)%B)i`kchzWj-4hI=BC_U+>t= z7Fk+a>Ty?h`<+McUtS6J->MnB?8b(~!#a9;=TvSQ9+ydu-k$eV&g_xgvnNkxsC=&4 zJ8kaV+~i|D8xQkYpHaElsXi~my6g?dN@j)yx&jG|3^5Ds4p@D?66_mvL%%#NEq~9) zHqT9r%xorB2Yx-9oxdi2f89U*wBL0XRS#s@*{dC>dNR@7XHw~_D<{L&$GyED7aW{C zJ-%+I=ca?r?Con~cNQ&mb#;y0o_F^U8@H;e>bI}g<K1gyqqpa6oiRgVa*Ds*&y)-M zy1KZe?P_*-ZYn-!sh%<a{PWFvvAbrd?EZYty4gu){`vIF%Y2PJ%ie4}-nJ+G@B0^1 z!{ahdO-=v3-MV$_x6|?eE~!L5KQ}k``np)h(&XcPrk-Y1Uouv&S;KSdd%OLggYt87 zZf;V|xc~KfeEy_2Q-b|AzP-Jj{cZKnr_<LuxAUo;yjS&l?Sk6k=jXoOKV8dwwESM> zarp;2QCl=J?%)6S&3tl-r>Ez)hwbugZ?(0wz{x=6X6^U8;#=PT{eIuv^V!FWoS&bb zI{x04dpk{iUd1BMO{>@K(#nwkzTshY#pko;zn!=B+yAq8Q7ma&wZ(H2xBec3C%+gN zGPptIZTJfQ4RW<#0w<>^yY+BX-&s06E^E@8jmPD(LmEPZf|B-DeKqnlOF1E+t*y<y zQW+BLukP+HZ&rS>YW3>B${}IvVkEb`Z<nvzu(;pumdZ`({5=<W!V|ZZybPM0a$LT? z=EmQzjaf-aNf*AA-><!HFSTsjHnSz~R<Gap>HoT^)298}UjP5^_kVA1Z_DLg`TJqJ z{F>zBeQGD~)&Kvypq7)9Q|;uvy5Da%?3F7%W2koW-?#1iS##|lwg`Wdmg1K-JEL;* z&d%cIZS$+&?NmD{SMi{6Luq(Sq3ex__LrCYn|qd>HND=lcK7pn)jpGYWv$IJemnEq zrcBDYvLZ0?^}kQk_s>vyeSLlWg|c^vKdK{wgCE!LxBvh1yrSv-n$NwZZ*E+aIlj?% zwppvKJ_EzrPSXtx4C^j!&ySy5^=f6*zM7r;e!W_~pmyrisZo0>HdcLkvGC#HcK4cd z|Nnj8FJ)7)!S44P<6b%2sP%h3bxoQyY1ZzqX~Fx&u3vPQUwi9T)Y-Y#;eUUB4|j5E zk~z+4^{rjL?!x?kU(|VJtwJ<4H9uADJ$2&5g{$H5YjvZywb=eYHC5X*?TmzM-H(T# zDr~&`{H_@ums#Acw@V|XckZvRN5a-diGGVIes<>O`>N!|WxlhQ_4M#~UV1*i{#|_j znt!UEqN1X=b`&mF(NtGge<CAmU3TTc!DdxY@9BEHx4u8>*3bI<?5x$}9^;Z<FPF=2 znD24q*fF<~nCW`4vqHp$g%|tHwfb5At!l5}_iI<aFIiXl`qpdPnEiEowY0TWTmMJD zzP5I@pT$F#nKS3re!JOmj-SE7Tj>B3!;W)Hr^l_@wad!(=ab2fx5f42)|@)!_4Mge zO)afW^(}k<e!G3@)Tv9?<LlS13|^jfb5rW88yl0kOJrXi*W=1hn`MyLl(+Y5*wSUo zvfkX-`0D!l`St(L&9yeoxnU4ncvQ6N{oe0a*2mlT%36oTtq<S-|L^;&`|Im#KOAIt ze6FLRapA+m!(Tt0*4I{6b{1Cm3keIGCL}EU_4@vQq4mFS->-X<YW||f_}qmfox-Y~ zA3uIPb^0`SmFK7Wh0~T?xpHO0^OgUF{@ts7&zf8RbZWSYXJlmLuZQjOU*2p!pLK0b z<gQ<@R+s+&`~CH0fBW2$^ULR!&6+f6(wCF!^H(fbppX%tn!5DU=g+F1;jyKm7xvlJ z{?brZcAh$Q>aOSWs#DVb)tZ``?)v-fwyNj!*s{nA%^X5PLMACE1UxV4*Z=f>dvo*g z{p;7Q^DBOK=Hj~8-6lm(JeDqB&c65giHXXpo<D#7T(xc;->vV*?f(VNHp>mVzpu9R zR_5~7wY&fS`yCn;CAH=K`}+U8<Er19mcG8`n|!>FH~RYt<^C7l`ujL;eZN=z{^k1m zzpJgv-mK`>-)E6?_fRXhvzW2Ip5C?Oep|KUg(XKt!&%;*K6x^*olka4(owFpF*}Vi z?w8-MUCu67;Sls<?*qBE{q6S8@_88=%r0(YKES|mV|5+Z!&#=;Yu2neV^#JhV{g@0 zE~~T;4-P)F=o1wc{keS6+kCD>Kfk{Et}~_AW5vr1Upkz%ZQZc)Iro~^7Z<nZ-q@h{ zrV!N3@Z3~<-uC*wzu#^zsQvux>}UO~zlZtle{8?5ue3Mq?5qi&Yk$Apt{6P)mHp}K zan-sx{GgiN`tJIb!5rmpZ>3(mcv0<ST-D2^8;;K@K4+<Ra#zVqp)Gss3jbNZ+j02U z_xJDr^Sq7^3=A~OzP5(>pWK`5o10R_<mKhJF#K2%xLC*1^5&$;li$v(e#cpT&isDO z<y~cOU&S-jJUY^8R`w?1^}W5jj~+dGvq#eSklmUGm;LRxo;l<5|CY<+W4)U>h1DY5 z+}e&FIdbEuczn*&r%x42LDf#MpXJg03_o66T&!zue!b8BUqyFU*QSe$-P>dTuimuj z(*K!iDk?WDpU+7SUgq<0e)fk42fw{sKELhC)oa&&iQiryf8_6<&*#7YpZo3g_4D^? zKA+t%|K;25_uuVTcW&d^`1!p3{c|>-eLh#%Oq)3~Q-99~ryIMD%T=G*Kksq_BQvOO zH>>$k(B0j=`Q6>!x8?u;IKH9u&fyEyJ2Ee;{l9;#{@>^M8|FvPx2ye=EzHDl;TouI zzD__QVdhNVxmH(IZmtSleJ1C<xRa+@$%_Ev%^gf@eqBGQK3^s<<Ki90Yt!TFGHZW* z*=Se$>&Eo>I?2M=1o{8J_y3pvHpAcU=MkCX8@FsRS-oNfNA;N%fs1{(>R!dg#LQ7u zRdv1Noy{JRmgd~XW9Vs?cW1|hT50pVFZQB(YHDg3@qef1_8(7PxpL*VFPHsqm*1~V zkKUHEkzKy#!u|>0_kO=8eR3&#<@dYgYtzrqQ(OpY<^0{h_+ibro9X`q6hD|2JaDLf zxAVEwn&01U=l|{QX5R-2_vj4?j?Jak<?ptD3eY8bwzhZW>V72N-kk1#W7n)%QoCO+ zoBhZC)$01C%a+}Gb8~a<^K)|(U%z_w>dnG-xli{e{|b+ZnR9lQskTZ4@0Tx^{eLq* z`xV~KC;R4<_WCW07A<0X9as5O^ndUtrufO~{@eKNek=erXkXacd^(}*JL&8UL*<nF z+3WW{vv+@gZ?E(lafXI#P7SOK1+BHrYwG{Lj#oQb_igk1nKN(dZoeZW^1?+ZVQ$^8 zm;dyyfr^sV{RgsE9k5%qYSkgR;Qb4}rcRH&_MlR(;sN926i~Ci{`Q51&c2gkYd#+R z_HOt4w%9pV0nscG+F@%x)N}5CwQ6<F<72&HadCO4r|WN@XIuU2eP&KhPC)G6NAD-S znHnC)X$fjv<X^hCT>9PbmhFElzg%=b`}pGx|N39S(Oa{oPMtpe_B7q-Hxu3EHXb?R z(%sd?wVUHx@p;>HPEO8i%l+l6UoM@#X3Lf<+w$&a)&D#lzb1Nnp4!{mU3d4z)&DKE zezW1Qj;`)mF};`!P`0>qDX9A6QSras74cOsmnxRNzP^5Y+}^6lprA>%zg{ffmU>!D zTVH>B=<2Ya^WRzK+}N-{ure(zzW(o4UI~K(d*asLEk17>788>*b?Ve_-)`ssW}YGJ zZ)2#Up{uXIJ#ewx%*PgGhk4C!9P5={yK2=byMI5D|Gzk}xX<d;z8{ae7l7mY$s})| zNwFmtUB7)iE*~8lIyLvsj*DsM=4AFgj_~sGx?!-Y?#Z<dLFG4d%kOPGb;?UyPjB1q zce_p}B_)AcEQ#-JzZ?9qjoFaUSg&$tece~>+j}ZEPn|aH)+AN$HyaM~eg40;wfd40 z1H;;025yE2T)){ON=r+pO`MomSXdYq6_s^&SLx;>M_g8~TW7ZU1k;+Eo6~Q9K5zeC zzOwk|)9LTcj}%2Wl-@{eH?25hdOb$i$Z7Gy>rbc0zgz$N$z=aO!Lwf-p0oL!)oD=g z>Gz+{=bi5@*JaW%-faK(rN5Z8v~-!ssrB`LvnQuyW@b8?eqEf>XZP#HhUaTmtoShh z`PK0FyYGKrum1b>y6>dY_xEhyOx70HjY^rMqp5ka?9Gjb_v1oBQsUNMfAr|lp?`XN zKOU2QX3<yr;=)0*ygM)M?@K<;_xje>)s}t9+1J<ct^~DHckI|PA^XPW^nTg;KOfav z>xE+f-k+dS{isvD>DyKNg?e``vt(ywt;xT?Pwnm8S&}b4oz^#B`EWVsHUG@j{0m>- zt^Iyi&Ge7S!PV<_ol=Pm3k$pOZTbAVTTAx(OY)d=z1;Wvow4V%i4z4yJ{0gv?`uy> z`}y<dzs%i@>xKO+4(9ECYxaLX4+F!3wHrIE84gU9Ieu|V=H-ys*tL81*yP^b75aRB zecfX51bOSSHS=n}MIJqJ<b{9zugQA*{}f%ldUb2S^|RUa*Q4rr)#sK3ok)7|dmkI0 z%!~Eb?{+-il6aVH@1IYncYQo2U3!R9J>%>w(_c^Z>sKcCS-Sb#|1DWum9z5vr%k8z zf;~Mu>we$9|7uqDx{F({$E^m%#jhum{in>Cqm%hwSerRDEsgE(^L<vOua>Nf-R(7L z-_K{WJASRGpKxGB;NnAeJBuzY@$BmC46Ll&d9U)h?Ei1B-C`%7e}1{;vft&4?((uh z<-cAofBj-{|22O5KLTG`j!%!Ti@aa^eXfzQar3+A2d3BZ`D0Gh+}%|Qvi8Z>D$~S6 zEfaP<d6M$q>3(BreC^k%VQV53J$F55;&ysvBiFCyJ4+-eJUV*y@_ALO4qAEc`f!Nb z`PGvDzkT>azW;i?{`B+Dtyi8td&Z_aYhQk>r)OtZcenGa9qkLhJ574G<1t_EogIOo zqOR`W=lQRHy<UI)P%HP>d)4oMim$u>9n?tJCh*I@o`E4I>DHFaQ|HfL@7CX^k@@~I z=j=y!iqBsyK5x66Q&{aqr~15r*x0#ZIuQaNC-dB0@$Y47Gdusa_jTWQyIn1Nalvu1 zTkoY6fs0i@P1;%3<?B9u{#<%BH2meB&*y?`YWApTs;RkMx~DGJ_W9@Y`Q~4R_*O)3 z&zogeTXo`_Y4$abNo~B+Vq5-B3HG}<N!9zy-|zR^ZR2xu*Pc3cO66^BP>jl}`Rk_7 zm?2SC-_9p1A}_yw)~s0zmhYEc;Wx?NC-dB{9Xl*s-QCT1<<-BJT$guyTkgMtm4>B_ z?<+w=A68SRPJQ{|Fn@l?-F@#*+UER-yK?%>nJd2LcSSbsUAW(rf#H_Z@4xl$7#f=I zO>~!AS@`&vrm1OYGaE0L^(@68kk>w+w_ktbMg*wAJj*OMYPV#ksNY|Y9`U#e$KB=c z{{=qx^6|Mc$FdkSrV<(+p8fb(@4s4inZg#8%)h_BDwbZodbR59*6UJV<GwcD;J5#C zVM&~M{=GHn^J~L6IXOW_Uf9<utbVFcruNs%<-b0i)_2YdUmLa5w))$NLK#r!MsRQZ z->>VVx9h$6$181?alB7<(vqH@o(a3Y-><iSvvu0kshNk{czLgZ^lRzs^RK+UIlUj$ zXJdO^_U6VyP?zcL)_+omuD*RQb$wl|bkOu!v$WP<zx`s@f$uf}vCIADURmlr-R-(3 zmz3dAP#C>Ae`{;@*I%#KYunn!K0emly@QXTLG1FiVhKhD1MXPn*A7at%-Qjv`l?UX zdX~y;tJ16sQI>htTn`(sb<VOVT;#cFqOyD2+wGe+U7A<-EA#fQ($zC(hK7dTJj`#O z1L|E`ZriZo!v9LPckAQJUz||x=h@YE>Xg_2$x4T7uko&J3=IxWHZ(L8la<ZAy*;15 zI@WIfd617LynTIr{rB~PU)t^eDCWF9DjxqP{)u(L-o<BUo8K-xE}K3{$K2d}$-6b1 z&us!VeeVDJwtc}{{r!J7{g;xjc+j}O^vb@!-=d{$DmMJr%x&a;RR8DWaWPTR)JboC zy<TrV|NQg&;emmP!fHMSp3^2xN_zVA>A%|B+j2Mm_)$?mztO+%^Us>Hw_C5z+Vb7A zyV3vE>Xj=uf(C>3mxVmAU9)!W*Y*6WC%L$}o7WW{Xkb)3*=PN3$AtTfm(Qy@wSU3C zV1HZDE&Ar>*HvylY?sfIul*8uVc%5k@L$&rcE4V?yXo8An$Ks|PFj_{k=V5D7Q1{+ zLhSA`-ro&Ppy4Z(nU5{DWn5gepw`vZ_22RUP{+>k_l|bn`-d-G3i|!!vVU%T{@$<C zmM&d7^RdOZ{`x=4DfSEuxsBi&Zmnp-%(s7wV&#+O*8ltYPe9w?fYr+-lXD&%Xyn}| zbvZeid7}sOnyxM`>)&rS`%VHimO-u5Pft!xn>{<5nT_Xze%$`Lzg5P!ckkHp@4xVI zKbwy(vrRH5#TFc7ExVPu{OA4$?{=Rk_Vw-k|1#av6Fl%DZCSLW^zE&yeHM>6c7M6# zEiDRaz0NW@xnJQot9VSp^w_e<fQZ2R>1k=pKqGSZlS@jrSoR5jTbcj$)TvW%o=o;P z^SrjyTip8lonl>e_2WW9LVx^|xW(sO{r|7ES}6AKqDPa~gs+b?OFYCPZI&}bRZVS{ z%IiBjH?NJ}uD3+bpy0*D#qGV)=I7jcrBY*el^ABe4;G29c-T5&7br@sN?s&PT9bW! zomtiu4QcbdIreuty1F(Um#fxU@-F`Wuj%!LAC4Sx0h#PO!{A`mw>K}}Ki+mbk9+0s zACLQ+tE8+-R`|{`Ia&8<^86pK^>)2jG=W{A=I7Jt|Ja#a+}&?KIM@st<NJ4C+_UUj zWctl@vAdgIX=!QwY3x?{|NiaE<@4Xg`|QcTzwg`M@AuiSg1VUJY`@=G;CigMxH$L4 zg@yk%ta0y`b6hC!z2N`%56%2`AK2qTLw2Cf1*p@+f8$%MjvPb7HWzSf^%~EHGiTyz zzlQ!7KYDVq`t5nP)lE#xnfFRvPWEPvNUL^F(}~$}0TdSP@^w2ZZREUteYb+@XuX|J zgh1``HOrPAJM)c=0n~AS+r+K60W^L)Y0@N6qw3n`bpP2Fg^T{aj{nc~Th6-d&4!nk zmq+)@*`9g)@rIzgOk#Lk<x)^Lu(ytD;mn)g-rjz@YW2EJ%KbK%Y~=h;q`&(7Gv`>3 zBxuAlx~OQ=(IZD9`sHkMUR_z4=-gKO_SV+Z@AiI=dwqTV{G&&YM#jX<`TG9;{kp%e z<A2Xj+PVHOYeZVw>1n!~4U>;We1CWM?BkCS$NOa8{&?KKT{>^a!EHG=FD2-&4qw0R z<Ye{es;XT_j~tnC{q@$ky;V1-hR40+7d!m(!(sm1TU#<g{js?9*OQWx-mF;MXZ0XG zAS5K^dR+Bd+3GhNuWd|r2ld&eO-lof?&`+x+jDT&+UV`K^y@xygB^GLcyv3TEGXHO zowIy?!}z?-<%C#Q*H%z7$t>XjgSU^*mKQHFygfZPzIl`L`>^~!0h2?96V5;1{PXkk z+n{mVlP6DtO193<PP2>)3e_JDvP<vrFD)$%3kXQCw6p}Jc+h~ds*1`DPxZMe`+r?s zzh=vpEeGRvwl4&YEQZIHPW}5t-5%832My#-oR|n1XNzQD*rIy;&42qi7RW?SfudL; zJD54xrg^}Q8nly8qpo9MU>F?pfed_A?((%;mif-Ub}d&%2sD(sxZiHq+S?2a4D6Cj zIt&aKp53eY?0a^mv3qK2YVKXH-CwVU$7g<ea`M%kotuS(g-!GBScr;?Z!e8zU|=}A z$T`}afq~(}v)TDt_V)3Ym-z-iKR0*w-#^l3IRPP84*q`sR!dvE^x4exReSctY`<GJ z+eWVc+1c64-@M7G{qeBf%hxyewHPA<L!AiN@^x3PUR}9tncK#V8wIad?7b)UX2n}j zNBP#4%*prae&_N^7&uG<jTX)=IK)}?<6(R0`@P?{6}J0co>I-rz`*Cn{(gTK3j@R3 zLvt*POFo}9_nu^AWc0+MPv-c=XJ==tdiFie`1R%Guha4W7R~?jMEz6M-e1q{|7&_y zy;#@|8XeX)H4O!gA8Rh3vuLUJ^tL_6_hl!5nyW=J?)iH@wxyk&wRBzVZY?{zI8ceU z@Atdif4}{{;LLxrP^R|Z&*zH2K|{Jnj~oHDEEDf<zjtAwvuVkT3k!1X=KF6>KOeR} zZts(?Ra589TNj<T)75T%{{Funmo6>!HcdFdP+y_yd0eh~%{jZ@Il6Isel&cY1R8;P zz1;rq%14hLO_?)i&6+hjy7BvLUd(Wpuf0;wf9cYtlDAv0yP3S*ylRz~`Mrw8mo8s^ z`nBrna({W-FBhDRHZOSmt$aNr!-0jM&N;)Dm7rco6Sv+3m9w+W{rzpfPMKHrN)yzs zs6VrM{k~Pwc{?0~m-$@$^YioH?w0fO?c@Lc{(gOK`Ms6Z@ArnwT9pLk<*kdW`}wrv z-tS$n*Ijm(uU&F;bNcI7tJh!a*59|{<>lq?x2Ju2a<WK9J;z{6#m6LGdApdCCr=8- z{f#RvEtRq^TO(KXLa|rU*lqvcxA~@Ze=0yO30~%7X=EOE9<~-B;qCtafAc{NcE#Uy zzb?;TwPJ;bb@{tH?=3++qK`+#Pe1<n;+*ySkh;2kmo8ua`fBz1U;Q(U)BD!#{T8)! z>C%@E+vTqv=@kCjZvV&ea6A9?dA8M3Hrr=rzPYh+mU;d>w;qXwJBy#M0!=Odd^X!O z``VfbkEM5AXJB}6;h2aM1H*-7zrMa+KH1+cvRh2|(vOdi53`9$o8??ME?>XqalgG? z#_waj(pNVoyZ=9bdAUDmuyD=J;^$dkUR-3ad4J_fh;ID8n7+pzx1`zrJ~Q7B>gZ0I zH0jVanaU><rA#s=%&UAR`TvBWXVvq$<smUKYb=YOxfEPID5e*)Vybp{*4I~8LGu-V zZu?t2WcmB&x&8Io`TJI0_P4jq$<54MSz|YUSNVInP3!A!gJu`(YJat?{r_h3`I6^z z%U|vJeD3n4rQXfgxK_(6e!W|MA2g<L88lhYU;pQD{h5u&<yODEy!`dc<@2wpPLC1# z_D6ruhbB-<2UO`o2JJx=cu{e&Y5l(%-}!d2w$<Oh$lt%PmyLm;-OLTN!r}VqbLaS^ zGg#Wft;^m7R95b6<B?nh>Ow9099Q{t>c0<OlRzT3Zr$2&nVH#lrjhIWz2E0`b#?u@ z4f1;B-nd?AbG=31`L?8-6p}5!Q)u<=M)KFc-|zp9PoG;lP37g*>v7o|%C4`AopfmZ z=g|FSA%6`Y>O^nzDJ?DC^|;U4No?2p|2bjnVph(YC3SX=rSXdy+Us^Wb#`|Cmi_qc z`~Ls27cXAi_3zi~=56;Y9`_m<|9vd~pX1g&s2@Ou&4VgQNy)_R`@dZB2E_<yA;F|c zi`K>NezozqTySM&rOR{MPbZX{>(<Tx6~4bM)VZj*SX5MWY5KfMw@ddXdU;RNxp-ot z^3)kKBraC7gG#7>zwiHFm3@7k<NAAhtGy>}%e{RqA-A?eJa6rqySvNTWrh6$11Bz8 zwCJ0()K&JX-+hljLm+8s&+3@>pSS-XlbM<M>dMOC3*R31S?j&H^HmBdIX<X*$TY(= z`&!1E8yioZI(2Drzul^LcXxww!TI`so5l2EBraAiUcC5l-u?2zkF`seF3mhKK@l{0 z2O2V38@oF!zUE`=yZ!(FEqKi2Ue3B|?ONWd_q%pkeSLd7y!iP!-s+mFs;cI_OO`A- z@%rnl+4=i8Z-(#J)z!`2fBmuAZ|>U+3<nl=gI2z5+1b`K?{DR|o9UpXAK`J8su{oT z%>V!A`Lmq0;G)Cyddy;8X|oqI)8_@o#LPL?BPm?sQ&d!RWBC_Q33=+wnJ@qEY)<zF zt=F*n{bsZD-$)l%*OmGA_f>trTkiaAZS;1(nKNf9E}qZy_07%T(o*mkPst@u^;X+w zD;D=n+EQM->cGD2tgMirpha`$%waoUe<jd8^XaLnw{{k%2guK_`;~cNCnE#Hw|31I z28IP^j~+kn9du*Ea>a`mFBZwTZ{51}U+!%4{A-(1PtV%Bzd+4z&WaZ=GIXQ1c!1(` z=ks~5_xDxVR)4#4Yio9BaPZ^%-!6IUXP%y>>v-IEo=qfZbm`xZ<MwTP&aaEz9TFP4 z^?sb1@2n-|_bSyjj@;Ui*bK@{PoF(|x4rDokB?nlU6()w=&oJ67Sw)KzF1ULBqA)l z`2L?~=8lUmi|Irx`1I-1U%eUjSywc!Uc2_HeE;v*3*Ra~KRa0{(<@_HwEr(71A|8o zXoZnp!70t<9+UF+|1AUcJU>;~NExU3cqoWue0gyZG+YEK*0}Ze1l-=1ds(^PW>MVU zs+afw|10nQUUMU{{pA_s^H=WdEZ$oD+|PHWk?NBfr}g*8cu&{6+99ZHQu!%GR8;ik z%jNU=s$R`g0S&Q((hqpVYwPv6%MT7Vhek)Q_P75V(k-rkO?&;GMZx~ITMx#q+xblD z@5lc7D=#iCF1_q)e)93hjCXf-TK)NOxb$(a`Md8{RbO8%y`8^5w)}4C^fn&JMV!KF zpj0-u{9a&G)U0>A-`kbGy%h=?-~aUavuV;14$zz@sI&zob4F&i7mK>}vOfGtKGt(_ zX8OF9AfrI>*Qq{l#naQ%U;lhQ|N5Dk#?E%!3=9ng5{;}347ctyFfx~1k1c<>xZm#5 zmdwi~2U*2m?0&!RcK+GO^tnq}xy3SGUt2rNvUr)8Zq$<B@At<)pIaWMUAnhiD)H}? z9f6D8THn||pHuwh!(o2VFce7Ty{gx`d%s-resyuN`-Q^5z`&?&IWs|>s@ISE?XUTo z-(B+OPtD%X=d5QLCb!iaes3#zb;Waa*xI15uxX&->%XtU_g?}z`s(WN)!EnAvG3`# ze!nN!-{xaW+1p!?5V}*?ZukFB@!Z;PH~%F+J2P|f{lD+Ze?98fFFDL>p7HU~(OsWT zX>YChSyX8=kL|pysOVDA;F)pyxhvlKdzZ{KPJcDo-|k{Fzuk=ov*H;T7=9PMaacVC zvO0|+w?mNpm2IUNuh|MdtX#eNGN{h+n`?ElaL%?oaEGX1g0b=2J3E6jGc&uolGdC% z*ulVk_TB6C`@^cLs-m|uf_eZJM{;g%a<#4clJVN?0u#rE3vaASU#Voi|6ib@rnapR z)Qn_kXa@EDE?vI-_r81K2gL(Un^(^_n=xaC2V|jLhN(_+@rR@&4Ul;Z3`i^Sz*RN_ z0|TEc_jlvF@0_yt+BI;17Tz#0Fchq~5ub7OLSai}0pl_Oa7YwrbeQbPT4%LD(vS(f zn6IHZc80(z3#(Yx!kt=Q_(GOWUcj<CWLo~*PphVDY%cT8uvOl8p-sm4vAMw6Rf`rm zd3t(k>Fb9lB_%~~X9l^ZeOv9J)j{f>##Ya>mzH;&;ha0;X~f*3nrxH(IopEP*i<a{ zcGlU~F861K69-8B0mVgEJTL9IqP|7R%sQt+)$^H4rfbf&W6SjdR!+WhN|xy%bRl6u z$Bc`X@w07a3d-)jcsbbE`h4ciwgwKE>;|qGb`dgj*G;{r*sB%)@NAH0N!5+djB7hV zMKuFMgR_HUOkVS4Ht8h4DO``#wg$L6JgMMP1UZ3W;*I++l&9<E$*s6xy}`3|_1@+s zbI;!4x!?g>Kf}PlV4`wKv$*m2PLngMN`z*Ggg-rEUaao$*sxUqq`jeF)~<V#y{~tA zZ8)WN^=NdcaXFKTobm>c9K(%p{K2{Rv|Cc@&uf``mzOVoy{R@kdV%zULeQiv0|Nuc z7XOOSS1Orq&ui9x;p2>CsolGLyIlYLRWkRb&g#!zE27PB*Wc~5X3s0tDx12j#bQO} zYy2v&dPi^2Rxt8W1b5aKFfR3*bZn{JLeY&kdD-mI0$0w#p<!C&Zdc2FroCG7&$L6_ z9=tFTXDzbWB9I`P#Kp}GT8*-F>C%&hGP=>*bTa;L$-Ml;!tX-%kq*J!E4m;bZdofi z_w&}1lO->1l(w}s-TZmZwA>f&v*OL7kH69EdvW7lb(hKhoHFim7MC`L*8;(zp-YAR zZ36pkK6x}B?~yQc0xiS&zcu6HqOdpM;Jg)Z;LE{BFG|*a;mZv9$(29NYtiMy^Um`I zt%*6Gzdz(~+4^b8rHTE8Yy1wEufMeE?R3qXT2VWl6>P2@usYHsV;Q9E-goD{Vch!g zySqxWm-c}id0;Nrqax|8aZ|RGTO~T)Q8|0la((NrtR`+<4G-^)MYda$mw7F^94cV$ zxq5GN$kQX*_f}1L8@+nZtEC4ovoW7%-Xh4P(-N^YYbu}h8v|8!_19}QpSyIo{QlZ2 zSFW)2fB#wY>1WNq`Py0@FF-kbOMUCTM&DJ@Z)H{9<~&QQTT|<#<9TYu-A(2h-Alp` zX>T!P(qWM_Olnc{nX#a!hX+*IY`dLz`NTx!uh*jUHLa|ya?aL%zq|a;pFd&mL>L$t z8eYH6{}p4+;i5ISMeS;+<;SykJdHVplU!ri!G>A>|MU6p|GoM5_kkAARDFB1GIVv= z%Qu_P^F<fGUb{W(+L}m^^R%YSn<w`TT=22)^kANJ;Bk!91eJ)?$*&%*T{Y7>)2(rS zsWrbuVTR&?Lv^WXX{)@a>-~DO`Mea*hCOlX_r&FEmxI<sA1Ix*E8(Zp@u`iT)AHwD ztFAKNrFVP#Hr8F4jCz00G`0yOB<|n$=aV;R1?t`1<@v9}Kyk1ma>fT-1xxXL*F&)q zNl!!dFFyVlEWLHY?&Q)_tK)7p#WJ?5F|Bd-Nlje}T50wFysE0|uMda$r%sx*Xv!3k zr_Y~fKRVL+>e|}bU0q!zr**fl2wxv(^?Xk8tqs{AOV@2f$wHj<*Q%>tfBdoX)W@|K z|7^PHweiz~&s$16L^t?_q`eh;`r}%LYfjmbr-y4=5Bh(|e*Kz}PpG$APUF_z^82;m zm0bV-{Z;kcoOU+o|G&Sb$7RbktgNCyYr#y*-b8$TcQ<-^Y}rgd%cml1BR98cHi4X= z6!c0ZGv<|Wl;G^U4^F5SFWRDH7X3I_e8m;dtfzd^>2)`AWH&FjSd?7-Uh~qQO*eJ# z2o_`%o$0ZVz*@jASjyUSV3)<udMVSS%pdPUf8Ccg|8t+syeA^-NQY78`z;3(_c{Ib zzd7fDVCp36b<YJ3e812v&nPxa_Wxl};*@b>IyCRmixS><yVhLHcH8^&ZpC-s-Q1g( zg?pCl;(DZ(xwU-4syP)$qo;1F&7K;**JQ{4s=OV2&Mfzx`RmqzS`-Wn8Dgx3JA1j- zFWGyUllzfc=DBl~x>rJlS=Y3N>Mt%keb27kErNf+%?)hemEsE`MXK1%R_1Lj4=^sj z<TFdkNidG_Y#*coejt{(Z0*mj%>hd;d1eH~P8Gg?X0FNN1Lyb7y)VDO7P6YWVcVAd z0ZSG>j**&%lvow@{@!VHW(?*4`D(#h7pXYY@L2BCpVnpv#cs>bH7;j*kZ_no2NVSv z+=)&r9=#|LJ@Rzb1?zyReoaDaf+F{UlGvg%weyR%UnsoWu>e+#&Ucy-zIO}jZl(eQ z1yEa)q2U^lsp!L&eP?dzg3?ykjW->q+kbLR6_hx)_3KxL0#!(b>maRFI>|)uE9csd zvv~ziCRqkX3C>>oaV2-iE0wK9?Y+kPbGG%}43@dLaqoAL%(|Oz#NKfnIM@KG!){&Z zIrsC{laoC!ZuHKZH|u7l-)XZi%1a}5&bwc?vh8i0?(tWL<Q_-NZF?WLH1)QA@TSl$ zMePi?l#id0nBSQe8W^~6$r6>R)2C}28g5*B8x(AJR1<zB6qf8_E04YQ!gTSyKY4q8 zFT2|sd3m)8s0A>2%Pnh<P`^Eo)_UFCxAoNOIH^1Jw&pSHw^TtDcmy-J#c<2RF(z;E zA??ifC5M`Jc+T2f9LHUH)rB!T@#^UncQ<W6KUeS?vja1vPTLZn==S%=)@Fw#u$oqh zyEQ6$hJf}XD~22Vpx!70!&~nqjGhk)^>{syi#x7AYi?H_;5c9lHA&uA@@{ba^Fs$z z4r<K~5zh}jd&iTz@L@XNf?Cj;L<WWnb}gLiyB1##6_~!->Agd!6{pt*uhgH{G}l*k z8hwvdxznl`hFX3xGJJ<<eNgwiC48yhq_mQA*S+3PnBaQhI%c`CL*vM))p3iCKVEM3 zOS1)1?=lq3KW6(5+_btCv2yZ~!j=A@5~cZIKUz$)3kWPoy_Of)m+!my6gZ(+>^kGx zD8sM?JpRYP@b(n8$OcvW$=^iWOLE@Zy3UF>+udr-#PD4aoJ=3&F<xfxUVM4$CF>=D zPqp_%YIXYYSKFC;Y%H?f|2K&D_TH$ztF5-jHd^uC-|KaHTl}(=)frFu7#F<V2+pVt zWs4Q`wg<j;^{ielEOx~A(ww=UqgJd|+i{_(X^V*V^<e9?RXCD`O|HQQ8-@Z7NPfAH z2g~piwrrj``{%}QoEud%K?TDC-AQqr>ltL6z;W2%eDdG2^Pt3ll=mkaD25#=Whmf) zc#5xVBAW`R>80QaZ(UvLVX}W+CTGCp;0;xj<{P`AX5r&g2UJdP_j_%-S2}k3+vwX& zcegNz*F9r+zy@x|9XP1vQxPgNcU{wt7||;BRhK*innJZsZwED*rtEyL^iYpy<EK^A zUwr(rvN!6)-HldHL-lhHu47=(1&<gqSV+7Tj+<)bIqRZjy!Kvar$h6<&bwD-Q@0Ay zxcy<1E1Sf+MtCZuO%)|LTek40L44u|;Xk*2RWUI1Ufc2fJScT!lzYup>GiI4(oWhe zEweMlZ%WvawCtK!OjE5q*WO8dd`5rvT8wz!Vgk+|4;0K77w<ExG*Y%ITfBUETG_nI zn|S|vXojtOzCC_b;_mR%8+UCuZV|Tp;qLIvo8L}P$q`+9N0DK{PRq1oKO#+5cXe^8 zs;aKsvnQsrvorTDA80^Bovd=8A?-M*a>)jbgE6pgY}#?htu_48y_YSlg_BLvpYIWS zwW^cp+M!j`19zw9&$m`y!_Kh98`3c4OM<nLuAG@`GI?2BKub8og>{f#$c_01m#_V~ z<){(#QpIHDx>KF`&-`WuK6rlb+<Sfo1tUmo?)xU*Wl}Q7`|u=|)j2`2dqPc%)pd_7 zoo~&spc2wD=Mc%PxEfQct8;q$I?vLZ`?j9F!^yzldmLOTEQrJ1FfYEp{Elu(jJcA= z`l?R3{`t3FEEjkNO$-?_;7D-b;#}`FSLN)BIqRq1Q&fC-zREw}R?a@ua-S)v?W-9k zS2J%L-$tf+*QTSUg@r~;hj(t<C&zF=v0t;Lea4|fPM{&+%*@Op8TZrEbh&Tkr-8=x zuI#NYFMV?((9+WK)|Sj*=~8Y6h6`q7q#96ng3mBCG}P+j5#g^Vl>1xm{y)IX|H6F# z&)&NKzwc+?-BsGv-+$fm`JBafcb9K3TF$`0kelxIye9Wkid)GWH-G=LZ)}#QO8=Tj zpb5^v@a?>z@iAukMKZ@Pf)@IGe0<#dmh~?!U0q+$h<x6zmuj9tm6bdB?Ee&irV_0F z|M{$JmGA1>I%(3Rkhr*YM~)m3do9nvu;3<(kGxKw-}MLUPD|}gyE6NJZ~6T#yA86d zrn)R&t&le<teSo0sm|~{p_;e1hgDwnZvMUgdE0A-2IdFVFAnybZg>zL6trk<^mZ+E z_2c_>H8nk%+4-(S=kFCQ1a+V<%o9EG)J$v7q;G!eIvul@SXw{d8W8R)vOz3tZ_h2= z>fd)H6Kxq7^c)&k_pgoK?lp<e{?CU6Z$Z=B_3;*V^Zo7SpZ{O%%IbWMk-=g~tK`?m z*ZG(xI=w%jc6IGHzAhb+tlUJWH65=R7z#L<bpB*~zgs^4)925(ckwbXT$rZB>%r7t zoaum?xYO^RV|HUWu&|SXyYB9;(#a~dzu#_ub#L$P`rq5{*R7uHXSMR+uIT)|p_|jr ze)=C17`X7umoL+@MHm=%cn7<EzjA%2fdNtx=@j#0CNo2U0!ze)(<e>@Y|p#<WqtkM z)AA9aAt4!eca?%xwM(!0T($R8)!wyN)fgBGCL25qEd(_Ii$Y(>uJBTK<P2M>b01U) z20q)@-Ll)@$f-|jFIV}$ce|eY``R`Ka|Q+nr2|$^Lc+pcZ9Z@J`F~7M&?0{OKLMJW znpU4qD4P~P^8t;cTRoeRJZ0j<h4Fu1g?o8>f3{yKz`$@IfBuJ6S3EEEockH|QdVda z$1lwMBPZS(QF+z-OU0inZuYGP>#H)k%UBr>EL>aIAMUvO`@7xmSJnUj_v-%s{VJK) z)<l9Bpap84mvpz^0dKqmtsG$Ekyvo*l-J+S^Z$qB<m5ze<7HroSqC3+*nRN9@i`i6 zJI-GFafMZ@bW+sL!^|8U7mTvEYaHLcED+QYIK?3o`)rW|A45ZPV{+P`%c9tt<xyS- zIM#Ge{_n1xv{_kCc3<_>f91z{|8GCY+vtDb>lOB**)}uTbzbjX?g8q<o)r6_l4c&m z&miOUL$2yWG7G4kETymTMzhZk)ZTELy8c7jN)@XI3-x_tIrg<K!PUg$=3CFe;IKKF z7u3xCqXBA_N9lXrvYxv^A#c*NH*>B##hM;$6%$zkY9!t=3|77PQmbS3lB@R|R~0=H z%?~~GZEa}W*GmsFn;V}qGBBL&0yi}6y%v@yOnwzs&F*PEd*@8~?D+!TlZ>*qzu~>5 z^m6J4E`|m%M{qW}_RYL@oh*yeR6nQ5uU5_Zk@jxM%ofg#O6!;z7<8LJW-ZWlk($6F z_xw@=QY+0E+LU8}wrm${H7z~(skKj=d9u!ZtF_<1<duM0@Z2SrnINfn1-P2e@J&3l z8fPnBoU=T!V`}(bm;U4axmTRt^<CA3rWgi3HE@lwHWek!3H@91{mZq-AA_epj$ZsT zb@SAurw5;Bz826<n7ab472iDn!S!p`nHd;j))t<(W&;Je2FcBM1_l`)4$z>`tpnIv zcAyx-*NkUaU|W2q=i{x6Fi}xaFE1}pIVvP9e0!HH1H&CfvZ`-}1+kAI#U%p+LsTRY z&3Fa|83u5ND=HF}L`;j-&n{W1DDqI0fuTbHH0tH>TR833taxh<S1qK`3a&qQZvO-g z;J<SQrJY;te_NG!WuIT#fRr$}3tv9xV_>+Y5AG~|?*<J`?h>2!H2V6IT{-t}rM+We zU|3L_0Lm@}+YJ;$a28koJELFh$a4vZ`zmBBXTSBLzv3ClXaWPn4sp=_<%0Fdqm&*V zKQ`aH9NmB1KeR8u_u2HbVO>+%=PzIDyryCKS4b<pH|$87dyL(g@D)7=3f8S%&(6TG zKos1}*usr8!qyjKr0%7iwAs|Iw9#wslCXCh3ZG3sd(E)AOWA7M_jyWZ^=IEbB+CeM zMus@3hoR=5=5jpm%a<!>&J{;(TPUx2^wifs-@Hw8zGqp6iGPzg{>r50yO!?lx|x&K zE}Cl1!oX0#fBcL@eIJ%S-Ij1jC%|;a>rHO!CBHr^e|*>ct=^egak%pSzt=k-S}`yb z2<~f_`vdON?T8~TDI|fCvxP_tp8Ai0&k>aOWY*xT^cWhZfi{pIIJiP{arLX$F%mOS zy7_<3FfuUQX<^`IXlV8&IEI8an99Jwu*D42V&hXIw@b&suw~jY+jHy;3|pj;qMGQz zR0akHNTZQ22s9`@S>1S1vUyciR@!q*-P;%XLF3}+U48}zhPAC=54)O3MyA8o0^l7O z{olX$cYohztq=D9Dy=vtr(N=ywPj1MkK#&RQAdr4;O!=n3b~1b(i>W*busSR(7i%e zROFhzie=f#M_#;L(~`6|c3ml38fvMbd1*<WuZY0Z<R$i#k{F`1oQ-C7$|e`>uWvar zGiA~_pL8StN#9@3nd6-HuJ+eV$vPGJcYDt-n!I(BkN*wBX)iB6nq0m0^^q)JvwMPm z91IK%E)RKh7#NN%c=hFJ;9POluX*Zg{Nk5&_4RUki8f37dQ6;_du!|4xm&Z!DnjP& z^Vxdt=cj1BojvhK8>^<4zT>%TCQ&2Hz`)QGB@)5F(BoKo?$C^9SFN6V%NFt#?_!%0 zF=@*6yO*N3xK5h-iHm_D;mYCzObiNh9&S6|+vId4J@tsm`TU)a=BW4`ni3&+o|%E+ zzzX+9RtAUp9^8{26q@OJ81?8ctJHhkUp&czt8Tq}<w206Uj!sDGAJCaOZYi?nlAU` zMGnnU!Q6}Hh0Cn)cbLVp;bAo&14F}+g&?bZDz85Iu)?Z#=c_rbpCTns8Q6)kN`+k8 z>HL$KpL2U+XXv$^&a-1zFS0su*T`1u^_`gqLKqkr9C9=^Ffcs6-SBDE)uL?Qu%+KD z#QC)9rGmM)+}!G=+E}|POFMj9CjVZ)P2Ou36fgR;J32(@#`0NP9(63&=ep8*@1Xuo zP$9%n5nl5BIvYa*PxjV3QL{FOnr0q#UKe9@jpgbR(bXpD-BG&VIn;anLZf%4m7BVn zY+LYp!>U`Sgy(=JUpjbM#n@J^STP|rQZc^x*%{9=9R`mbrjb*vX3Ubmc!PQ6<}GHc zl{Pl|1#io|{!Vy%*2R-ik;~NINSywX@$ux|Tct@`)ui8ZsDox2ln#qIwS4{eeSduQ zw>K~U+o`th4`t|abiB<zTSo3}p<Yi`RqtkxvwY|6x8J>)BfaoSbW(10`r28ta-qxh zgVz@C`!mg3?{RqHg1FSV*3R2`+2TPHY8yDCI9ou2y)Q2>SGQ(k=$QdZMzR%pD9LCs zqv|x3r={D!JbTkoV8_6~kf5BS=n}!sFBg)R2iiHXHS4O@-=F8}<%)6?1SVX6&HIz7 z;o`D$krJ2pL_Pmwq24(;!dv5%HUk604FT;91|Ert3+Gil;+$LkZYOw!)TvWmx-mNf z*6;hZO3incNyeWxUg?m?$eArm7;;h%bj=r7yg=k*q@>~5&(Z5F)H@eH_+C4u9^?>- z`#Q-y_FI!8a&vP*Q~X~)9Olpd`s!-)Jbo4?E*7T0_pA5DRocjH-M(Gh*tl3_F_T2* z;i*c_8-pW-ru^TedHd>&D1oo4_pX;Z=>PfJR&STE{5m@WgMnYg-ngB2^Xm9z58rU= z2tIY{RFI=%BcH65$hXSnmsg%Sb7q1*!(#`Xr&nK|@!qh=!P)0?7xULbKhW4if&!P$ zoJr@OUw(MF-8A`FPl`KZf_S3W3bl6kr<1R}+@yKiH2;<HuAEb4Q~jfstF@~y`gt<! z+D_+bFFUjPQmaC)?KF1m1P!ZxS$N=(LizpL?OEB`rB6->zP-Oc9<*LYhOa$rUChik z84Pa{9DZKO+F5$}$@<KLS7NJl9;=xy6I-FG8s58-6~xn>vCG@s_us52-R~Q&dv+~& zTle#>t`_H;?yO&n9Oi!76@4g<ACz1E1SBL*FuzyftR24Y3h0oE*X#GkSz21ITEG7K zm6gGhWqBLUZi&j%J$rN2tSw2B+JEYUdQ2TnGmmPWy=k=L$flXAwiTUym(`V#<9IzW zbn8@g3qg<%I(G{w^(>!PrFBz~p+_itlUAvLsr{mj>_O?7xnZsQexHlw^b_5kb9voe z^}MUI)_A=w)Z>Xh6}im4o2m3yRCKGFbiPm!C`=#omn*v5Dg4f!z{7p(+w~_OG7ese zbzZlJ>$s8at@=Gz>TbU~l#`x=y@)$||2W@zW(J0YIgh?y*w`-`!O$=xWVwF-sy&mc zwhM<X*AI3*evD;l*TvqnfX=Dc?_Qd{S^3aUko$$&n7A1xrS5P(<L;;!^jxPWGj45h zUCPo69^Ao6t~TJHa|%pgJmAr_MS)W;{c;mhiP+b4|8-!T0m%8uoUCFDJyRmWzJEEp zIWcikVvXV1V#)eBlT|u+?-zqI)Sg8Lm>MPuEZdV+1S+OuO3yj{T*H$pF~5t6SL^ki zg?}2`TW)VSqQzyh!f>m?tIDH|zgU)lhL{be1tu^$EaKHzAEmqfT1seEfAPZw&KIOH z3c9{tuQi*_$=-SsCHgg%<Fr+|nt>>2>T9FMuG{X641V6LpI*B(XYDFaZMjW93{lHB zo7M$Py8Cy#sy5aJ`o@c_2#)*k%1BzY2oy$dx|z5c+%C*o<0b2Jwm;)d<CVy$*`X6} zI4obeYHiHs-LsUWqA!$2gyufw^aB-S2|6IJx^UgHyYb{hMt^Z)$mQ%gu32RjhvLrj zZSvh+Hh)KGx8Jo>Mz)E^BbK>$`@g%oPI$HH%?fu5&}?$U#s=dJ3<)iu2z<3iV`aH@ zV(BlV(2^XVfK?KAGMu`$<Xm2t`+iO6=EI9$eMwzadT#ptqLZnAwD_*9UQ?X@V%xz7 zuR+dsV9@{>bH$Q7c~<!AIr^nXEYG}@3P|z{iYxcdzbNJz1}?7{0v8-$GN|I&UYjQ( zqGYG7ysWbBwCHn{LZM|xx+>&ACb={+aX0LBjhevHzd6$p5w}MIKUCYE;&ub6`R3Zl zdSG9Y?S?;|r>C`g1}<>yUCA1FUYqZVx`Hp$jSse<!q~tpAc1kia)YO#lR<8Ox~f?0 zRC=n$;U6I)83B>c`JVFIsN88&4U2rvms_^B>y<+J=`SnR6sI!<gAzi+-@pXM4f7eF zhOT~k4U(5+LjIX76U*3~J=KfpcgWSSbvc*is^+Flk8phM^0a*W3Y881rkO_t{o_Se zaPMu7-xLo@&<rY$CEttL8w9Uq?c8dTzB=ntS9{FPlr@~IJhj6z&xvh~dMD^7F&BG= zzah^m#t<DnIdo<7%AbP0wiB$pvo~uANxv{jon7|Uu5h*3+%;2Es}A*T^ywFye`j^9 zdRX?Rk9`GBpg`Ine_G;joyd`?*I!S){Wh$+dbg3W@nl){#l9E59aL*~=U(=%>(`kT ze~){=-TqeZ%*?p6eEq8~PhWY>GQRG#>hzDREdthWIyZOW&)+v5mVyj4JMw;EvV3|1 z<A$}MYHezG(EGAOphWTF#*76ahFn(MtNlT-eXft=IcRak0gIzzP7K>ZVHthS<RhMI zR7IYG^GRW!XvBdCv9#M!`vU{Ieyr)4@$9E=_?*c{0zdq=J7q5qvQR=(B;r7Xag3(X z6^q%^R3(pzU$&Y4@wlaD(~U2+peSb8oye_dFwG?@?r3&glPIfH(yVZq75&9RAl(i| z8=1Hzv=2=Q@CAEp^|?rm`BNA2JPr<A;FvnsdW!uAy>kDkZP9|D=FjZd)r<CVCq_O$ z$FdAm#xV4laOouINCd=fjmlela@7^N=Z74h`X^^Kn(Yo-sj|U8H23K#v$qScdzN*I zmTcem=bhM8mTxQ7)>=Gz+09gXid*mbq`y@lcQ7pP)onQ-ahZ(xPgoL|z?ggnOJSgS zdrS8B&giW#Qr7BR7B1^at=jVAN!(kjjZu?(%UguOJ`g%<bZo<Zw!)`htDctazIyN8 zx-)0aq#T$0-L#G0%+e;xpfvnSy4zd(xUBuT<%#FMWZ^IG85|CMtbTFhxMaiuiJ-ar zY*u~pdUe+?V(va4QCVr>DOzrh>4{%YzRr7j_NL&&8j#Nq%y4LAW#QiZYWaN)4VPDQ zS`E*xE<M-3Mnozz(Q8cyXbgve;TR8>j>4rTm5MpO+(PrG3SPF^|FjFab<4m2YWN-7 z9)YvCXK;8Fn2`8~D>%;7(q@%k{5q@jg*9PqMm_$njcij(-v#_T;Cv`IB1x20>I$fV zvgeUQEz>2C3mF9DMIt2TvrP$KJ1shUlh)SbI}0u-zUW=adh1Qp(n$yGLbp!UzP+VA z?zkJgp!lWNk~-H~cn0VMHim}F!gt@EYA{@JwJ1CDT-enmqWqD6B(j^bE_H>@+U&Y^ zT6K%?Jg0!hY4`6gnsi{_ie>s-S2Xo2N@w<RS%Mv)!llFW@S?l?RnUO;mMtctVq&kZ z@Bdf2Nm&(JykoBf7!JGyHEwQi&%eH_^fhQ`8no{gbY#UeoybMo@7G!1y!c2t<9EX3 z!;5XtwFdgGFBDsO^C4%ot@R1Bx3_8^h3Q&FYM=hnBAYx@PS<W{_-?;7*HRwKK5PNI z(WRY<yV>T?hr_$xZo3Uyw(tV9R(YB4>?!l+ty>$tUClb`PUv#|es~44iAA;RVnc5I z&1JE-??tZud))i${C)3V)yA@$e3s7#(O>58d!P0HV^Hn)xx1atf95I%b($C$-ZVJh z5qtzbBc$r3>fQ4DwSW74XBaqw)=^wtUng4TryvlZAn@Y<z1Om~+EuV5HQnlw%(Ifa z8Ek9WPQT6zbUl9T#HOG)P%+Ms(<K_g@$vfpf1!8p-UV$mJ@NSRGT+M=7rP%mcXLBx z^PRl%|I?2@=CnT7R}<#u^ZCy-?Q@=wRIUkif%<0*3<=3=4jjtd{eIu?EqQl${d>PR z?)?hQjmW()y~S<T^SdvBlY@a*K!W0tDVo7g3M@+A+}Jqbc)zUmvX_^ax6gfCV)eAd z%3Ue$4r($~VNeAXhztol3EYZKa|(}1?s_uG`wQq)4f|`CFE4&Rzdla>--q_eGjt43 zS(WotF5kB>VwpQA2~Gj^iWnGpTpC*)udR(<eq6pj=IYg}SvfgZWXta;?!Ui2I&Y^c zIO;=#>dL#ln0_yswNE2p`JQ*vHh=~Q85kHo9v5@sDLTw+{^G~S$5js+*-O5>2#hVc z==$sC`8u-~3Ewv^TD3ODyLj8Hgsgv>$Hhuy!$PBfax4LtFbuUi$vmgs1;XRjhv#jN ze*5<AsWWGM%I17vlgYc6wR5Z5>Y(a5+^K60atrHTUhLXvRl9br)6HeJUp&LWlW-0} zy<PX63!@?$TR*;Z6AnsBon1ymH;aKmMMQgpK>6ZTKjk(EX=_ah2PM-4?!~XZ2OMc} zzGJxWXp~bRB>oMOZa8tUOb<M~_QawsU`H!xYHVmom;&n7GBDiWiw3XAU|>kd2KCrM z25m6iCZP20S6<G`uT_)hfErm026A8i{=518x5hC!E}bK>?(Xd>Cm(-QvE&4)Pq2CU z;>Cp9Z~e-6R2ouOs0*gs+S*pVUc22S^O8#BHG}f6n+?}r*X}>Qc-l0v)U-4;Yd*FI zpEsJ@$yYx{r?zkW@KYlB%EgNd@7#&;opB)3Gg%PiRbe%s3z6w_r@oOWoH%o)W!8UI zJGl=(Z%EJY-}@1rx}EXACZf`GTc9`CzYGVifjaMCmuB~Mb#-;6v@^Up@vz`U{Qs}< zQzsqri?)7*?hb_GZpgOp0M+IU3<s{=fGmP!V2B0{TYyY#SQ`kANsuhU7LkYp4E><f z_$;5xEM2;E<%SIb`~Q7iKUtP@l3C7;1(lzlWnNn1Y4!PxacET3D$rRuH#Zuz=-0mV z-lXH5eSMv8naG~kXU*?lId1>2@adB$8IO*1f{q0E@~B&1&06f<)w_4sf|mYPR#t*G zT7x$C=+}MheiUbYGB7-RdG@-UZaa7G+@#~ZyX-Aj<voeTpu>TT)6Rg-R0<6WTGY(W zucrC-hw+`~m#<!3dcOYOXOQVnigr$!J$to(%_Ct@>`j_cQDb@4-u~df&-VX=r=`Bk zj{kj&Lrvzs($5+xY3Z*Q`|CpTwnytt_x}9s>}AkOdX*)tpze#~w*33+N?%_C%~^wX zUF+@n;G`S5$t8dP-?B}Md#kr@-MZ`ZIqT5)`1P}9NtKqCW`2Bh^waOZC;QqM>psuE z|6=2Dxy$T!9~x8K5AMEK`CL{vVuQoVl`E^h-Aw;_-2Pu6Xl}~1^3#(P_rtsQ{dubY zI{N;vY5P9*=C9beF);q$r|DlWIP<@J9sj>-)8bz5y8ZE>nn14h%f$`n?Y~@bu6i=j zeM{zLHB%Fl6HkjWPfk*`s{HhXLtS=$+wU4HYirQqRImU2et-S6{{A)ce_yzRw(ftq z*k5PD>3Mv4@ZZmupTAr_KdiQPZ&7ivyN2YF;Cj1ue)(%lr^l_bEPj^p{@&hSf8W=y z2gOikW~TBS5s5QKf7aVBh)+yh`0VWL<@q&_r6(<!H&3q8My~eP<@wk4e!n;SNeM^U zpC5&DE1%6=wRUZ2U|`^;#}8ud=KG7s*KFMP^K5?B-(O#My;#)!WB)3%g7<sBzxx00 z{r@fb_xGi^9~7|rG_gP9)|Sj$n^L|1C(Hl7aonWvkxT9S>igbFMiJANE}vfq+FmrN zDm?z_vuCe1&;Ppyw6fbXsJePLXg8huyb34nur(fOcM8)VJQqHfU-wzM_Jy<jrPu5C zuLJE*O0eSj`g70EXS20*bgrDQ|5qGa`}Jzn?lRrg+a@dAdA>R6C>Q8Ju-n^mJ$=|( zj&tceh^_zs`~KHU-uf$-ELrk@Bd4(1iX}^2K>JuH&ER>sW&3vTNt-rro;-);;JZDa z{XoVk{+ChwS@-9${Oe}<KMSVm$FDO!ZxdYn{M^;Y{r2<TL~wl4|Nlw9>fg`jr4J4; zdR}^8_ucyMr|J8zgoejXeUc)vV&~3C_kKCvpWo-)ejApUsA#W$Bc!@|x6bLHu&}UA ziyij<Z~n1tcHSl1?{^k|-~a#b$-ZU<P+9eCW_n0Kzyek8X)n$gpASh)e7NDZL*qo3 zM%F#AK?ic}+P&K}_tusP$CvxgUbfi1Urkf=(94%EFW%aky*1$=6KGGv$-d@t+pkxG ztA0M6zBTc1TZ;QZ247#_U)Q$pTMF7}_T2vePSAX3?K9)~fu*ITn-)Ke{eG`{eb}0a zg_gz7G)zrHK^_H}n00kkio5mFz181OZPIyrcenY?KsT5B=UM*jF|e9rQyB!xYFmq* zdO?cPE4x#zR8?K)|2&gENtTs)&);viKmDxvb!qy(CEDxv1f942J_oe7477(~)!Mbb zWi|~=+y`D1Kc8Fv>S}oW)nI?ysc$qY!o9t_udRt({J#GG?>Q3_oNaAwcl~(O{q;dJ zf7ZJ@J3+gvN^j?G&%C_M_hg^gwSRwqhXw{N+_r67%RftgyB`a3|E>STU;o3o_W$qu z*C+eitpqi|u3o+RYySVA^Ao*~&6_6&+ShmL^y%QJs9AO&8u?$a+y6Mov5f7_+SRMQ zugBN#?J)!e*3>r^6TW~F&8k&ipbZ8(r@hK#crIMNtn3-Jt7PT7U9a^(wezm;_o}~6 z?5{bp&E7bnX5j&*d!VyfEoJy*t;=+td`v#xm-*|<OHZ%XM!T;o{a=E1BF0rbWSv`j zEfN${pxqEvzu#^z{diPdTUFInQ&V%*+O=0fTTiA;5h*P%SGRt&!z}q2&)o8Rm5Tj) z-`Bq1{8qO0+xz?LPn|kd7@7b&-{|k^4SG8sFx@S=?7Qpry4`KD7k{+s*EoWsC*z`0 z?cdk&pzR%?y(B^J)FZ$#n2=xl^eQM%&6*_@7Ju`|zS`ekzTM8xes*T&Uwi#M|9-vx z^(NhZHR$Ban;(zu)eK&yp{kl1^7l-`$5tlpitCc;a~68*?Q}VB|G(ycGAQl-`}zFq zL;iY;&XWpX<!1d}>0j&RZ~u1-=wMn6eSQ6#69t}hX|KB=|L+6)-cP5r|HjMzdB6@D zVFmGuEM!jhS*!yUu<Q4Ji#n0a&L?x>X8QcOOI##YY~CC!tk&``;#q;kumAZ!9P;=5 zT(<Am)%CB=S--#X?Cfk%f_SNJ|FaXc`>*=l&h(J!$IABa&WVegx6FUO+^5e?*I$P^ zJ2Tts-*AbqEdB7n@$Jpc?v|F8C;M8;L7@gJCFMVTcFN0J_ipENInaJV|FS)W??I>k z?Wz3yV<zJ^*G5*B$nAM^<?8<whK7f)-ncQa{7zx}pSt~dJD*NVahLuMDm*~t++|Rz z^PH^q^2No)R#jhCfDWcqwU$!xon_()I$Y?)^wUp+{QUTyPq}#@w*2nWU%#qse>`Zm zDtR$sUd<=Z+<SW>%kNdDZ(7V76d1U$`rS_Vp!~pu$Z0yKFHKZ-|8>0Pef9mzs?%c@ zbqcF%SzAYIhph?l_Vzwe$|q;DqQCY{@+`aBU7&rf*CNw1k9LXvHE-CU1FC$kUcLIa z{@7Xb`!Z&iHzpsSGHKGHQ>RWjp5OcJR`w>H)&JjZ6%`dt+<x>+?sU#N*-7Ao3?Ck9 z{ZzFVR7;xX-?Op(ey6zV*UROg;po@5ve)y@&iwxF?yFa?E~(r9Jo)dq&go0C<#!gE z->Xnwboj{sFU##;f{yyRvNG7T@R196Sp1OqJ^`a=+xP!nyKdJjt<<zMEoEir@R-8Z zSFd0DSLS-&0__NWZjyRRr1sBadC;y+Nuy`aX6J{wxwY}h+pVepy}kbO63@vwh3}@H zfByRa)2LUrJN`}$kGnYk|DW{8X-l_eUk6oCzdrWYud)C0kpI^ab-RUk?%YXy-_rg= z^4;f`uU=i+lzJM}f_e4({{MZucJKaOpZ4ST{r~fxJb8S$V7~wT^Q;HsSFT(M3P;ch z7%J-W@@>CsmfRCP2<q59?zdm(+|Kt>`u>kL&{-QTf4;MMNHHrM0reJ*i=X)vACpX< z!C(8rdD*^wb~h&`^h^}__S*XXPrprz6FH6^J(_lQmg&j9#&Xc135L(-*Y7K|nwxfR zj%C{CXJ=3LiChEKCYy_%dMTgGxwGS9&h2eyLHI|FU2>1%>+9>yr=`vWoiS1KdG>vi zsZ*z>otmQgY)<hx!}ohW_Zc3W;h>Q4>C-2lyu5Xh`|I}p{I-36u9mj;**%q?&rDQy z?=d_EGR<PH-{yjchyK|o|Nr;b`Pr^NpH82xd_LFw#m7^pydD==oVmEzz1Q&Al<CuF z7ud(uKDWMaILW8DxcGlEXggJJYUHz1+Urf?f1V0I)5OZ%bNHdbq@LrC4dZ_t68BLM z;F$gV{{O%Cdrv<#vbD8U?3cGHIpJZ{Z}aJd!TX~3zvs-HnORg+bf)(E-E_I?H-?{g zp07O@Q*e;=Z*pAi*U-mBJJ0k;8lMs0|HJk3QvKSKPo6%NTz*;d)BR)OaTNzWjP&<> zIJDrpb^bk@&4rKMir?@3KC4q$y{*RYm_%?`SlS%F<ugsQr)g?y8_zb&H3B)f{j8nP zuei$x)^FNml-y%zYis-L-|zS4p!0kEmS2u3JSzHZ>-9MAycdNjJI*iPxwG=be95N& za;}f&yqZ715wx9rbK&D-6L~HBTtEHHxw+}+p6`3#n`UNaK0Cy%Z?e1Wtyf%v0tc%Y z1H*=?>ua8BH=mMA?y)R-(otw3^KAeB-}{~A{vVeAmk<;b^h^H#+x+@$m6@{EWjw#1 z?}%BaSievT)YLSdbOzMFoN)ZS^?Mu8(Qe=C<ue<vUc8vNY15`Nx!doG8NGXPaq+RY zW&Bk&3s$e+ck9XX=loT7-hY?&e0Hz;y=+-sVBo}=CYh5e|9-vhEXS{R#LL_JEa;36 zK6$%4|8GR+?@d+not4tn)%8nWIwIlk-}m+Apkv5E`#{cuPAB?TX#e-6f3M2t1I+wi z?8Cys!~)|O7#Ow*FflX)K6JPLHL<Fys^st2>!8+1_W$c&US2k>{+6@%!y)cTD%)@C zdj9%(zJA@gbLV#axp_Udd~Q%s(3aZY-~Js3#VdG=Bd_@#fv;b)va+sRyS8kqc6i$! zvG&6Y4;?!6@4C?x(1!LRtGUf`?{{;*D7d}4U*3M*u3c7lt6qaP8m65nuDvb4d-v|I zcZ$!i+_EL)=g*&i&!3-R=nPsVSoiaE{HfPp+xGqgZKL0Qzb+bdK7sQ)ud1(C!?VxL zv8;MFGo9`1&c}V$ZIxRY7#QY&HYK=qHna1el309mb9(lxD=QV_dwY99^|9*Ld2_es z-L<Oyef$2kDVo8cUDlv;6#hPsKbmxEisr6IUD{s`%m3T(A9QFlsOG*NTORAP-gT1R z{y(1_*FObqg00teo@r6Ih^g_wg5&=4Y;OMl6EJJmES1a~pI`RL+k=8>L;9sX?`z)& z`}?0?P<;FssM?(*Quc0+W$~~1?<Y^1bSO5Jk>P;mQWa~^Y?ew@RaHvlG|*W~8_Ktx zIdS5}|JUp5zOLT&^V#gJ)!*|##q+N->2`~GrOj6C+h_M|Q_9gU(OpkZ=KO!nzyP@; zU|RH-Q`+l6`#~>(nn|E@a%UN(di|eKz`ny<swDitzTMn;x3~FTUhXe%VyBw=L;hmg znHdYk<0>4F&6r^SS-<{gw~D5@x%npXRA#^B#TR5H7#SGY79C(>VAy69!fBFyO-C|$ z%Jk{Wo0^(}<DNHh>s??Kk6G~l`~QFQLCqFcZn2EZ%Y38u*Ztj4e=fkw+xx5h|Bv#2 zZ*%a=SS<McZnu8QnI|VFt9s_<=AJrr>Q#NsgH?+oH>Y_{0v%vFb;=Z%sm_!1cD+yn zMNL?8^5S#W@Av#WE-fYXYreeK{b>in<7-P#7zQu*3$3d9wIF(>_ug{-IR=SMHgf(q zcGhl>s(-unddbhH)7x#n-^yNJs9nauARzp&T%3VngXr|rsw=m%aFyLHy?*jx!HP|r zf{x9Y@Vv*+s_;>Z%E{MXU&;Uf;eO(?cuYZ~n$HY@O>fUVE#m!U+%|dY)TN+Cd%OLg zg`o2w<`y24)Y8@EmAoA8bM@-gulCQr{|=3fl{LycIZ5@@nKM_K`R!J$Ter@!{@TaK z$J@_tDtQ^SblI|3v+w^&`=5MFBKOu7&-az*tG|Hy8P4bCT9vNq>gw83`uf_x+soMF zohQlgwTtP;t+~6q{Pl^6%74$xTbKFx+x=XkxA#j>YFb*`-hb@&KOE;)KAQ<z1$^T7 z-#44juiCgVFg(8Y>xT8b3=9e~;E|u`olhott9XLSZO|#cAUA-{BwQ1@c}v~jD$ux} zRne0UFK=(t%u6b!=H}o-58iISzi#*YebM`W9M%5<YUiDvt{?8`*!b^be?909f+7o< zUpJ21iG6zh=H_O1e)~Tgii(S;PM^N~(4j+#o9`AJ=Kb~Kxc$2Py3eztHl=u;(9-q< zZIn(sH)rM5)#0z_Rll2f_~C_XYokp|UtO87NyFGU`2MeJ+e<F{n!kM1t$(dcRQuO) zo6l#Aqc$Wog1Xy0GarL?)`8B6o4UTnH8wUDbVNnj+gnR(e}8-V`~LsB8@kgD%2hrQ zjIDaP6x5$6{rz^kw!Xf<d!Nij<MTF)!{aJlCxN_t^~#kOm%R0_s@wncT)Jcls9X+K z5V+vXZ)@^oYjAMz*QfgRk=ySSb$4}lgZe(Q)@44RMbgjb6qj6&E$5vL3fna*_ZS5k z7!=lk21B0NzOU?`X^_}7F=f{5*}v!izW@JkeDTYr)1{`LPL0u<4(inI{Cv*(Z1(!S zX+4I^R<1mGr|R|Ev}<c3)pT{wrlhCOKCQR=%$u8=)t{XIae4kfQ2Bl4NT+bGN^n?M z*{PVg_1o+JeBbwd?}p^Ks+X$45fK@n+ZRAhk<T9v^Ur=?^W3^QuHEq1o)3q((@suO zJ@&S2_LeOs#@W|&ia(z<pDi9=^KnY#uHC!OHuKwMfNDE%69&{Vbxz{~odIeJnx8*; z>XZ?v%DYp1-t_zZ`uY<yrpMRa)QQ}5Bqb$f#+NT8#Wz!@&;0xQJAW1Lq%++5djvlH z`1bbp**iOndoRB<xq0(u+SOH|&w9=8aY%yd=@`B6BQqHp4*W=!G)~|JEqegX7%PLz zWzdio!LconA_j&Hrd*(9te{00QC^#v6W)M2#L@YCmwHZCJGp61%5m`Ub5G$hiPDl1 z4RiBwVYLlm={k!JINjO%^;-0&3Y(LCU?mdiQBhGP*CNwZt=WVcn79kgGcT!l?*0Gh z#F;ZbMN%N!4n#cvTJ`i}#jkq#qc@xzTX(#^Z8l@(Oixf%!oVP5D3felw$Tu@^%7KT zx<P~)7^0K8L36we4395PKAf|C_r;zVJ_RP|FlUeW;i+NHy^GH@@os?b4F0Ha>62F6 z=LU-;P?Lgzfgw3|hR~{$4+Beo6<xLDe!AIcN@9%`m&uAX#qFPVN3)$zR~4Id!sytC za)n2yUVlCHwrus@y|FWA&OF%%9x+5+FLWxR**q<BnLA>&Q0=8<s$%=w`)YF_yMGhr zWWZMiC7#yyL|YcbatJ!=m@p>-V@i~xLjdOJ&<o)C&FVSai)Y0>)(P5tSomAj0S|Cp z!N8Cpv%)Xl?#Z@;3nj9fR$ZR1sv#&~`3^F$>7ddUU7K?G@Y&|8NE6vS0;<rcZWDSr zZ6|0M)@H<9LBorU(BLabvVDJY*>jgviFlvSF~{Vet2lg#fW*ZC2gr(*t1nN7KG&IY z{!~EQ$CVlv7Hm2vd+L3jq|N;_?TuYbyjecF9aV9K3+xy(8(x6cbTKe62;?|aUWJdP zv&%N!n-R6(?7C1b&NsoK(K|Q!R=+6C2}zn-`tCy7^;IkQinjaop8_vO5Re2lpcoh! z3|hiYuU%>x9XdJ8Cgo!?>fCb$mm_Nw%H+U<tEpyMPYm`2B=j1Cj%|51D|^c9+1jT! zZOOjAZo>2YeLvG8r-^<leL6K<O%uGUTID*HDM~C;RW5Bz*>gVr{=4hLA?~j)7Wea6 zg4**}Ktq=Q)`R-x$}_;5swZiXGgswMF{jb=TukZJ&|R-qt!|TjTw-Nf`|FFK7kCK& zTL@^*^7Eo4_ujT#eR(?M;zmQql}QDQIW;eB^4+~{@8&QZ^WV4Gn%6U{aI%WA-P~Qi z9@H8D9VP<0*5lgx`1Nz<%uzhf&cw*d)Cig!k^)cpE{>nO*<e}a)^k6D+~*vgvktc4 zODuO{%F;bflL8YIk4z1ZTM4>vr?Rrrs^-Urf3Nrd^9G%1SNC;w{K<y}Eps;~9%c&- z3+pQg0u=$<%<p{L85q!kG*j+5LrD8kr32VBP~G(Z7pT?4Zuf!l>?~97>hJHaiiXDs zmYoCb%`Sa??Q8vea3ON24|MyH!7<!REPC`sA|%4<>h>-3nYqZhosTy%!E&yj<=k_E ze&7w&W%yQJv^h1lChq-sOd8a9Njo!R;v4X>4{vnHSb2EhhfAaBxgRxlvQ{N4{{MdV zEDbbhbL!l=u(GmkTH4xQH}=>1fR1r`c)0!R&hxc??`z*zZ%sKlNo5(xp$XZ{r&foZ zUTYdT_15DUixqz|eRMCRUDpCl)UR3_1Dc4kI;pp@>0IZj_j!Sy3G=fqbt%u=rx74t z#lAmfzg$93$Gf@(5?|wLKDvVL#wdP%ZmP=K=<R->kxFKM8-@163-AB`_x;xkcl%XM zO-yU!_C`&QDeC<8_V#fxM^LN@X2J_J;+8o|%-2cgDK)@WoGM&w3QM?a@-sVdZA4T} z(fWPA&&B?)Il!kqZBay^+Sfek7?Bm1uiw&g3ZLTnt-|&(1E^#biRiHYcNA35^e8)~ z`cFQ*m^HZEwKna_zsF0z-7XV<=CeMn-5r!4UeD3r|8&ynAE7cU!XuxbyYQ#>%?GPv zoOS%NzbznJX9dKszC68HYdvZX5-AZ2o4@DXw0m=81<$bym_zH)j&7^;M4!)Db3Z?x zqvDsOyHI0&!;WM~5q-mTMsD_BH%HA!n~joYJ>MQv=qKcU@cnO%|1}L4dmtx!Ov>C5 zl(M4GOxGJR*UGZ-<!`<oc1Uf}kkYwjPuKN5EZSTqM@-gR1js*EVK^oQZeB7t7`13F zoFxNVtQkIcbAX+;v*fYmiyWFyS(R(lKZt!dZ%fX0B~UeHwmZzVR{YSWb8|U;SQB&> zfcg^*4HL~4?8(}CCu(x&O51a-&8OxcyTX)Pwl>H!Vg9OHr>5rKa$Z0Ajga<>yxO04 zLF@m5eWMDGToz}2HAOt;oa*nd3>#D-MX!U<R@gGXM~dNklBf#<+?Hc5>4LjK1!Oy^ z%YGJ5OzlamRl}BiZg^h+SBoSq`$-4^ukkYmZ3JOZ@LY9yx_fAx=ib|#t1nMqxhOfg zDd?!i3!OD~m3MXbT3Rd3;b(A$1ffAyYvk9<`641puockmVO+gi3{=C8d}c_HfV4r} zro&b>BdXI!8b9{RJ!Ms9_zg4Y$fjM(^XKt$Pv&{tojLFHkH>RV9CLomW0sf;nQ-jk zOFXq&4V;KE>Q?y*j~%?;Yfu(MOEGNFht%ia%u%A5&oLjfd@$46c*?3gV{>-sm2yQL z$a?4m`-^uWyQU|tA!pr(hX};}#ixj?HW|J-gPRct?m<@W+<F`%arKK-`ovkX^EO=H z+zeguiE~x^$>WmXQ#9OqUs1BEU4k7N;8L(S#k#8ffQ1v-wLR*GbLUI5wsxF9)sZ>x ze$i1&&p9oc8<pm<Gdu>5Suq$~!(9h4Km#d3r~B)HPwKkSVrs69Y^KY^Tx{1{1k7(R z;Y>LEU54RJ1Gu=5Sbb<pIL>8W6AGlKMWoKP-g0xR)~e<^x|bJ2@;ifv2{<AWbfkz| z=H(XxX()wE4wL!##kFzQ1?wN6?9Q-A?C#%ma4BoGc3QM|@wQcJYb#Dn^*%Oh!K^Jw zQ=jDou6`=_u;t>)EbZ%W)-CHe23bc@*(A)!Ak+)-!sBZxp|29M>Rgifmz=wFYfaY? zHY?wo%VKx?-&y6Vo}D^#-iBnI%Zrbyf6uz!d39FK9_2X#3<CMn4BNhL?$BO;U3>fO zwcoy#L1x7m7!Ldp-cq~a<im?iD|aulGX^cT`JKC)yLeeR_NAN||Ln>tWEmdy-FH52 zcMe<*9@_v)F9g>4xj~D%<Oo=sr_fJGedDx%Dd7wTt2RRX=7+PuXJD8J+Lyq<z$Ud$ zL^5lR@99a%`TW;DW`;-Ix-Fn_s0|*cS67@xT_5i72GYX*!Wry@bMe>iJGPlO^ISoT zK0zxz5ev9rjqFPch}ze%`zzWq&)~QM%js{fGc!nhzu{zY?#k7xFK1=13(U(~r*rz! zy4c-L^UROEXk?eW&?9LKnvb43Wy*^O2b(>;xEUBG$dH^;1Z26^6drs3{q-Sk{VR+6 z?WDf_Y?rI@=(qXQVU~MqNn0D+&KNz=N&|KOc`^@|FfcHj+^n`bh&}kTvQ)J~>9lKU zp(<t<GEWg&^2KxB=-39iiaDEfyg^fGUf$lSU)SwBb@uGlbo<|tpk1<)mVEnG<~!TW z7c@l~wkAUGV(H$v^>^~N-@1K!>dculH~e8>U??Oj0Tyumk+b?%$R_p+H16}_;$kgL z&6o9O-j=Nfts?n#b-j`vs5WxjOhnpDU>1pZQU2vcpeN`kIVZXKX1P)SiyyMUo9ol& zFf$me!&6l;Y~bY5nX?TvvbkxK(M>}J1_vWpp@rId`KqBW!N~Afm{shT?|i%1NhNP? z7@nPBxcEP4GWO-7Zat}@duT0jA#o7~h8x~GtE+!KySc&Oq`|%!&vy3MpYs$t()Qkx zfnm8*V{08~jf-9Fu6dvn>kplJ{dLvCg^uNS3Xf0tJjZYO9KYutM_Cvc%7jQ>>Mq23 zZO7x!KTAL-tiPW<d-m5;+Uqr}t)oFl(t&2->;6`qoo5?eSy{R3|G(c;XV1P}zubv| zp`i|?P5naP3ufCWd9l#yHO1{HZ7YTYKg9074K;YR_s64d(2<AF&dt^KjM|<z_u09* zt3m5?CVc_5;OGDQvK%x@mVIweC1@W1=J~p1TefUTImX7oV0Im`hE}HzzGGrh*lF8C zoc@X{98QCq@$n&$rr4fcXWUw47#NZpQ+ponUx%fP^q8_hGy=4t1KjZ6_2Wq#Xg%V; zpAE8H^A}vd9DYL9=dAtHElukVgVsp;nmLvyZ9Dv$v7xX9R7irGnhI5rW;J42rC`bB z=@I-*{u6Lj%dakgmKGk7O$V)<da#AErS}axz~dSRGFKLh9Wz;f%`*N~NAZlyrVEZt zS^{d7FVdZ~2DCm-g$301cG$#=bLqVY2dFY^Na=v?y-+#)BWc!iqkoVcLRC}5dl(pc zSivnfW!-Dcr{{0UiJT#VvZPj}0lfd>m^9d=i6R6O<?A~O&#ns%lzoynQ*LVMJD&tC z1_py^;E|7>DU`0g->~(?yK)`|hK3!8VI|^vVGImCs$h?LZXl=pOfcEpW4PwJTTJC% z(6%SYZYkrNg$xWE+84ZS_T}pr^SLYfb!Oo2{^_^!Z^zCs-iu>n+2`*Y55Hz$=*fbX zi3|(}I9B_`%Y{~=?o3>~VDpAwPY_$m4rqeM^b%TN<5=>bJr>!Vu9d6|3`$2p(PQwd z<>t0)`65%0w_%9<+1LN+JUau!4SrB^k&tcEc5RbNzq|>N7(4}L?|aX{knkl5G`P57 zKbA_F!N6(*sNTO3jeGcz{od1eo~O&Sn=o3}3=E*{9SjU_vQY-UrrKk!%2vOr8g}9C zFSOl;n)*BDcz=7%$iN`s2<|H`c0z2%DSA3-quL6!wGm4#qpxJ`bhk(>S#|4_>F(8< zi#D>xwufE~oA<zl0p<p`R<gDiZs0#Harjp;#?}i4gDBQq`JAGPEeWsItvKHU+iNxF z<<&Q!O_?*Z=6-&<J*G%<e;4ytt=D%XXYKEojbmqEFgpa@dcnYOo2dA=0QDFSR0yP9 z_1_;D&;i?*BOj@0atXGzRH7Z!o|jmyr0dai{N@$~)GdLK4A0OB8cjYBA#(cFynU5s zIzGs~aqzy<1a(kO=`kg>6UG4EVZp#~Y!XU7FX5=d++(pZ5WX)JX^+MMkIr{xcA!nP zNcmgL9<9y2Tp(ltq}isw3bHdJE;enk6CVQu!$nZbGoc4tM>}-u)a<hGV3%a>U3{xo zt+hGW2^vQY0tc8jdA+dFy~U$@i%0C<Vo!$BW(Me500xH9ea1s&pK-(g^Y`W+cMrY) zTfTn2&monW6IwPbXKUoRzV%VlMx`UF9oJR`E>!SXT(tF_!rD-|t87|bSL0a1k0`NC zi5HAY&W{xk;MmKdcVg}JAV;y;s}lX4gp69A{Qj++azbVDlQSu5#-4HKk1O}joAYyC zv7K>n;<Llwf7@lKtEr#A@NGupwqtqSp4X>5c^OsmqER4RbcaarqV4>5mYqClyycYT zo%G;yMy66P^)AeL^zv1j*WmzF1_p);KMTa2SY*rV8LT!`o&Hy5b;)E+dfjB>^)(xP zdd=RP?%R`EZa2;NUC|Ov{kkpJEcHWnKAm)WiuUEbftI4D_r6{)%n3SpVZr1_)fvZ+ z^XM=*IDC3^{KwTjld`4@KReog?aSfwEh|<r^qTk1ieO&Fo&DM-=W_*Uv|rJgnVaFz z(wzdI%Pt6L7NoJ1+_8Gz`fZj|?pb%?)87g~YMi>*#2B`y?&h8J>#@=n$DlM-mXesA zPq~Uz9Yg+a&3n!Z+TglCd0`_fL$2zCo3^FLT@wzg9Gt>hGUxOZ_MMXiIuBfzVPIf* zu_hyd(INW7#XYxPdIZP)kr1^o4oOqhI5;J<rFwFa*0juo!xKJm<RtYL<X^fr<6xcq z^q2P}nzBG{C`mEdz@TtN%49uXl;^BDHqNW(9F}ffkl!o0=I1)jQ$_2q-+2_XbcWFT z&n^MN+RKw>KHIJKqgMRToUW&eYe4&)9NeGWf4i80VQtX`uS=zO<FB5&aYjwr{#e(g zQ#X84%i|X`hXqN8-)O4h-O_lq^;FUN@2@{he8<GQ!hW|-lN5NLvywQk4nv0X<jLt7 z)n^={leZsTlI`{B%LTD3Ud7$TrYo|Ruie<Zx-28FFt0-!w2$S2;Kc(>4FRjR*Ay&Q z_FX;a@L#K%rNu2}mX~Vg=?g8HA+)#lfm!dG81>Uve#j)xl!^`98TON1ZRKpu+{av? zp}7*4lmtcx>66{^kHh1pgzTPUpkKFTnS7m^ODJo?o{w2emd+5;wKH+uEt7ewTYhcn zIquNBollIOo+`-?@jF`dKDGHPC|xixm|Zx))L<6$;0(u$9i`{EmmYT1TeeloWTQ%^ zLuq2};<J8hP1b{g`9~w0Si`r)JD(Q6U7&~@(T^5)rvA17Dfz(6tHUtyY+mz{e>*sG zC#cNW)X-Nv^OHijkjvNj*Jbw-KvS0jJ2Mg(J7OByrs;1~+LUN?Xs>5<GTZOkm}S+; z9IH4RIcm;={l{anfx$&h{_N_xeI`$j_6If^JEw*<3Hi))+hMM`JZUDI84qXw0ktr{ zqef@TeLrZQxNBs3YGs7np;aKKD15qjfJvYdHBp$>Z#%|wt>!vQ>dx!gd4=nOd^*2Z z9=dyE)pTLg4Z8v&-+hgeoSpd_6uIxMf3*GvZ}WGM_)%_O&XAGJzE&mn`rpvCJ!f-@ zo=w`gXp50q@Xfp8FBVL_a!mABdS2l=w$Qg*Ov?(c@}1Q^$6M$Ma)-cAkZ&`vB@E4F zF8T61e3iAYpENSHJ07vjEj(mh=)XqKS7~0icQ}D`ci4c&Lp3;7UAhzmIyQ325|_@- z&WC#JZ+-VZZMK%pl)7eo|NWU2yuUXo=ii*$@3TG@99Y+^p0{dkk13j2l)B4YYkAVn z^1r1@4=X`N3U<6-C@U`+!Jrft_eWy?tni?>MThqMxHzls$4r4x(FIkJ5v6P);@7TK z-gx#Aq~U_+#ufpGBU-Qmz;T_52UD)o#XaC;eA1Aa`^AYGo#@XQ?7kC?v=tXTKBXHz zL7Q{Yul3c|_4ObV7OcH+fXQmsvsp^Mz1<hmJexGRUsz1n<S$ZH6k50*v?!0kMQWM= zlWgbRXQ3PVxHk&E^JSC;W$-6nApHyvkMQU$Sp4B)3+}>U_Z{7hN_lPp(A4l-uf<aI zv~vV_FXDo=7Y{I5HL;yt-5fRvR1|AH|KN6Z{#wIk)BC25k?+3Fik`DtB=}M7yaMx$ zukNnRPbgiu>CWq|MrN14JygESDiyHbQv4lw6F5VLDafH`9JM{Km)3`BCmYY6vomFl z#@e2<A!XlLtuj=%7PkJI89isUW2kj*uWZa#=i=^S=NLhdKOpXy0V?fn(-y4VcsuEm zscL0a26xs{Xhkq_>g$x5QuC8_f){IRUDx`5K&8}pX>JU7*^9yzon)TZ*#aR;mo5bz zLFVb%DI_d>IM(lYc>d1^e(tl{zMlDRZJc#@-<uQBWzUr_XHQr5t^Bxn>$%E>r*x;s zEQ^`>uJ_c+h<CB|b3Gu36FBuj(t-o~Bysy=>z_?UEk;(viG|H&yxO|8RBl_P4cG_H z3mRFkJWsyX?{1yZA!1?7WR*Afvs1P2!fnssrGP`bBQy7g+X^e~^_-+tQp21aj!%tV zhgt|Qu(Yv>S#5Vn`+h}MypeY@OR(65LcL(QCtgk}O!1&YFBlwNTs+|P{ORJ#t(PY* z+w;Rvs~~N~8LxmQ&C49$)t-jvTt3jI_)zf15vhmwmaH{w{%faqd9NYMRgg0o1Y}G$ zT(C6Fh?Cti$;7g<EzGjroXhdPlySu8Sm7y8<JRvyy3@;0_1^Q&1@Hm{CCM<XeSH7z zsRq6m3#Kl4y=(ufsT*hdn$`7)E}gn@=Bao49N5<`F<ZBR^{Z3{^J?y?PvhQSha{Bx zvPc%wCtx>B$Vgbo3A)qh*Z249Z`_DTO-Xt2xZj?y+*8rmva)U4ah@%vWzjynmZ|vj z=Q^%6*=`ZuysGS$l=Y6R_Ge<x+jb~{jfrY!6O)SERkCuK-`rJq?!<t0Hl)w5-R9OS z1=>^8wtLHi6=YW;3?KM;bxe$^zvbMm`~7y;*K5(Gzg{i}4OW5<C0)IKpVYfcO?vuu zJ@J)+&~id?m4*ZFw7<~WMfzLn>vNl2t=4AE{w4c6Y<Xzz<+-WdTN2~9iOE(Sus(nK zIJnSZ=wNBtarpGb#qM8krq9p3wIy?2ZD3#^=n5fs`PwI+CAQzz-G2M+&%Il={5|sm z-qyJEP(l21)MMYpHxrmwahv}AVEip>DQL`xfuSSd%z>uqe}8{py=zz0-s<n)Zr$Hq zo-ZmY`qKuq=FiK^>(ielOPBtX5$`;;rlp}zdwUE@!NuTWke0CUDrmFZ%HZWyb^5xx zx#qrW5b3aKMV;}goi%#1z~|>Tlr^!5?fLTJqBCE+bM?13A8+kXKQH(7<>lkg4gHn} z`z_zBdy0FP;5*-2QpPvlKQ_86?Hu6CabXFljASTb&{1ret{1xtywUvC)z!AYv$C?b zRDI3*`@-FxD>-%H#Ndr<PFjC8JqoG97IlH6-oe>q!-W%9RtAFyv-S1;qqpZ>1#Ncu z^r`4>)$6qn^>i&>o%NE6h+U!cy=p(7{7bzH4X>Q$LrN-!gU5xOOpMCjM7+Jd-GBej zv-u$*AxjjU+g|+rem`I2&Aq@gy63KfnmgZSH0t(2i>liTw7_-;95*^<P|M;7+R+L+ zxO~bK4MRi2J5PUHQ@HbI!PF(7LhO`f%&{yR!;A1nD=16x8$p&=99k7y!|%G<fSG&l z<%-8wk9ZlXM%83=m04bzB5oh`dXD(2J4Gi`PfdM!Z^fLhr}s{?y`B#~1B0PO#CU^1 z$=g+*?<S~Ci_ZY>dv<Wi2*2+vDByJG;!f6EEsG#&z+rYGr((c<$*XsIbRf~h(89{A zv%qc^WH+>n%rpUT1TZKpx(J>EWMFV`N#;~+TKDeQw53azCawcDNEj|iUa9@R=C@r} zUpt#v)4LB34^LXMWy=<WaIoeVKA;^lOO`AtnBFL`f#<C!OQf%F@4nyftV`eC3Y~WK zOzdB!h|J8Dmo8ljiHKNn<j9eN>CJ2v^-9w3{Zk(Q?abL@Ke6|_`lgTnT+HsxKXFa) zo_ul-$jB>KLR?)ZPP-y#$jt31E-JcovY(aaom3Xrq@<+Xf0_3fKfus@?6>gEih8B! z>iYT_l~*@joCbD3gM-Ur@EkP*Lqo^28Fsb5z7&Wvx+t|DUI^M;cJbnxExj(Nu7DZ@ zaiZfA<s*;-3m61@RY8-J3=9k%8782KDbSL=iy5GyeFg@UU|ihDYVzR_xBiOy|Npvr zdqdsa+U)-Qcw8`@1$0Bhr3(w4uWro_|N82x_syF(f4y40{!pygtPf8n`=8pR1G@F; z&e8`v^7sD@GrwQ6c~|-Sbvt%gfVT7f`f}O-aI9G0>UHa`E$+8l#mLO2p{M8f^5x5_ zHye*1*;{sK@qz^o*JFx%gMx!oBd2}({CTgO`7!W;%D=w7UA<$6MQUnl=I?KB6IX5f zocZqW%2lf_IrG~t*?i8*TW`Ae%9SfYM*%E*zwftRk7&7`?%(gh_ve=1(>%S&B>mhR zvo#xvH-G+@b9YxLXtD03Nt2!w?KCNQ5dgj-*LiD$xm1LME$FVQD=UMi&Yr#c>}>Pb zZ#JL5wjyxxmh$)a3Z`Fs30hM1{Z4VeS>7GcEqbd~t?~kG%{q1Z^x;@3sUJ@!`+xa# zTK{#s{h!1g-UkcY`D8C`NIVR>jO+WoYXAQ~j@y3$ZDoITZEf@p@56=rf8Tu%+Cupf zbidTKwb5U9-~a0ezA~};-OhsP*EFY2pAL2cxBi|7pFb|2SLJoy?)RE!XJ;?>oo#mV zX;J2t6@jbPtjT%oWxf2_z4={TT%bAxw4vQB|K1w=|3A-zq6c(=W81<@=T<KLU-xRy z*K5(Yb`&lS3J$)#!pK8+zrA(Yn+r$9<JScH+lFReUw0LBofl{;M^|re?qjdUV>*ZJ z-!jTcN=kw*P@Y%+uhKKf*S8n6f$o0ochEJ6e8r_J^6&4feRXy9bkOMzg34|!yJcj; z!@`yopSKOy-}hq?Xz9A5bK8gYs{|i_E>8Ua=luVSzrVgd)MNGianiqT(Y?LZ*$10g z=hcF?syur1=*zFy>)SViHbif~R|QIEld{s|L96e@_y1@GZDsMA<mKgcWp{Z#Xm_5J zd0vdg>9-|P`|S7Cd^)KP+9dzwtoi*F@%!s?BV=b))r0O4Pfbb50PXkq^=h?g>M4=5 z-1f%x-_!5xDD3L&y!hy7_u&Z12hzqH8Xot_*{(Wo_uD5jG7`Bm6FGM3fw!k;r;4Vk zs_L1k3-(pN+vy%2U%T~sy*tPL{ePb7gAU#{O*<n2${Ww;6!(E{DlC}ZS_RsU0a|l+ zdt2^gmA~)*|632*^!Res>UCVjsTmp9*TrgSX?^-ttf#5zDJdyg6W0--s;at4$NS{T zlMnS+SN&yw)G4g~>L9!P70L8Dg71m~{C$0UK|Ahw<!mAryY&XGkJ~$C;>3$@i~<(u zUOd3mcYA;R{#C12U)^1vzy9yu>hEEJfq^qtHR+q0n$9vx?P}wdUS@pW#`w<D2RrQl zeeA!rr*d=J*;%6Rf-W35H`n?r=sLO!3ml_1Cbfb#^4_ig|M%4C)7<5m7VkjOx1;cJ z$*YyiwbazyK;8tczT^~EYuRn$x%I!7eeJK3^Y7R1{WeSI^rd%qcOMQ5-f^W??ZIcK z-vN=4D?tkZ%<q;=2DfneLUyNESy@Gamdo$(c4V&p{w_2!awce>XKdxuslOgH^MiL& zwMpk)*j4)aP^_E-Gq=O<;`6rOUx0Sie>rad&k$7J96IC#TI`y?=OddWr{IcZ%iNyN zt6m2_Y_Ry8CFtPylHYH)gPK2Ut=_lsN}JUFDiIYIXI~j~e_q9-&a%Jj_xIcX+X32u z{q^15-GRz0&Veq(1Rag%JxvF6wJT_U251fC++8Ps+%3Nk+O>RZQ)>6y<U4uWK^KlL zUA9b1PtQ+MQZj01Q7Xr37nRkkR$cP1{}n8m49euKyJb8;m;RWPzl-q~mYKM8*)q3D zC3j1&zXYwjn4stkx(MzyXj{c<dt-)!4$RyZ>)iY0iY#PqZBFmM{?E4h+Y0~rc8ROF zc<)xf-}~!z{Qp&^+1Fkyne4|^ZfWsu^Le|=_x4tozT5d+%gQS1;>C-gIqP|~-y&Vz z-B<70WpzijEUWhSx2rFg&wsb|{g%sq*<WQ_L8n|u8mC=2kaZBWr`q4{r_1v>#eS2M z<!U}Sp4V9eDqDrs{jM<c+X!qlmQwedvqIUu@5PhJ{(Lu0K{e&s8HR_~vt0w74G!8P zcBq9DG-ocu*A6}&Aiw^1^o3Wee)}AF-g+YJ`kr6UX6J7ydg_%H@7nS8_4Vxc_x8TJ zzJC7m&xg$K*DQ|z^GN*F{r&YjPQU(A_2tFF7cX8+s7YgJYGe~Dh?%YzTXL`RdFIzw zSLfB5nwm!Kt=d}mWwCtgMk9}{3wMIH=!34$tNrn?UCJQAVTZSqEokZUz8{acb8l`s z`nmYu&*#~PS~x+GCd22x!~4w@P%c=%@7Jm9``dDFJKd@|z`48Z?WOPc>+k1CRJ*#i zE?Tt5eww8W-}(J*?2DEyQ%fm7T5KWH)!W;<LQ+J&{?A6xC5@m<pg?<mLAMsYILvQ< z<)r%jHK2np9Cx2<U}V0s++TkEdG4i4m)_cvDLh|X$tCu4*6(j`qqb&E1zoZFZc@P= z&^5B(_y529`m<A3)+$iQuZ`HKbmwVlRqU>kix(C;|2)&s;mXXtBK_5sl~qrthJ&_` zt&QIPYTfR4p!2Hp_I|wvs-8f5-K+k7y}mW&q!6eD<Lc_FrKNRgqO$v;SSb~d2xv3o z_5RaOgTBAJds4HTf#2ps1E?|sohlJu|930s6sDh_pM$m-asHSCTCm*AZ>O>H8~5JS z$X=s~arJ*oK^yJ6y1RqDyt<C{N-sZj$Z7rOocsG?K?V1(FE1D0xDhe8<dUb9dET7o zZoJb{L5GV}R#wi-zEgBs*Df2Bm=`TxY?^$m$F0Bi>(%g0I;V@L-+Xy_`R|;4CR5*j zxmW!@^T&sWMLT0&-P*c(-M(L0wLhOu-xjBBy_sv>&Sz4#|9(8KdOo*&OZ9h<zoTc_ zR&QIk|6dj83R2K!VbC?J^X9DsZM{kVJ1zC)z3TT@rStbJG(KnH?6*Al{r>;^R9=4H z|9>y2P%eFcFSf9-(CYo3&s%DKesU|_aW~KQ!vW@3H#aZeRrYpO_WHeHplhgd_xk1U z|GN$3nx)H@oqAcKWosMTZ~HA`vE&TULTb=rd(Z{27nV+sTlM2d#oq_)_7{TvZJ$bR zE_)lrD{B=pspR$A?N#@FgW4V^uNVCM^t8xA22?KD{7y<v2JIdLU02%sZ~yf<n>HDp zpPs#P8|Ti{(_*03$)wasP@xT~L_xI-=(5Hyo9F-aS-EoM*?XM)2QT0G9UL0E^x|Uo z*O&e6!M=U<D(ifD+hX_rww<5OE!_Ei`MYArzw>9zkofxYvitv!^8W>&ow9C!c29m~ zncIg;OT9t;kQcAl@4xo>y#0Dm$$IT>`F+`Qn;N6o8m2#=SAFiw>+9!BUS2v1+J>C= z_*m~lJ<ekio_6(OdNC63E?sCjbH>NG^3#)o>5Y&7{oeoo_MFORGmpJ2nHB7Bd-cqG z`~9KMA^W;6`<hF7KAV|7&#+ru-wcFPQ&W#gB&VI5lc{ssDEWAwDX76P(=fU1<;BJA zFYoW)Z&~tUg5fcV?YDE;cq9^nf`iYVnQ43$bWVbC@-ZIck{1D+tH0+Z_kd0GTYi~G z-tJCuFR!$jN#ym^>9J{k_J6;){Z2nKBT<I0T~kZT=$ORh*|W22YI&k|6fB&WQug-N z)0^8fE-EEQPTTqEl=j);^S0@A-*?}i`S0)V*-xINtS{8PxjldW#FV1qVrkp3sHiM8 z|9LsTzP?URN=`m|ppp6P`ue}wn=>z~Jub2G{r~Up*~$KPnV^#pCeNCcb<Xbh8@I3C zM$6}x&3bur^Ky{aDj&9rpLssNKCj2{*^<eAMxfJPEC2m`e)i4H&1YG~V-i$mg3cj| zd%ol6v)R2W#&v%xKL7cAel}=d`=1Z(_BkQj*I(DPw!Z!6%W`{D(Au}kmrJLgnPHgR zqw@K5{J%@DrDo2Ysb*?=b;;7DGfz%d2kl|I7*lpL)ooJc_q*l2hQ~xiMQ4JxG`md# zZTYo%|F=)pdR9&C=1rT<WG<h3E#v>H(A7OEpQrEtv-D)Lbkydw-t+s5i;9YR43Ay8 zas_-n_?LHgZ(Gdu18v2g4Jt>!{k&*(cCY>JvbR~Ej1SK;%{~-cwfw@RdVAivHJ?s` zB0clAlC`1r`}0k#+-EeG&q)G>-_7*-xt~6NJ{)ckzz@1`L14o2`E|Pjg%3+4m%YE2 zE5p}b`RC*Dz2E9T9u-%!vbweT|L61e=9A8B0$r}#clv48r*3~|(D6kRQ$U6N`oAFU zJKt<NZL|M&Zi1{`%?%ZG_1U-c_utKq2@IU*>E)HRWxwTF(+#tV&YE7I@#9Cu=eOJM zSAEO9zwfS#yZi5)1XowrnIHo%R%&T!?Wwb``m)0E^BLp4ag%kUw@G+Dd$;@jH!177 zKNZouYuc_G9Gd|;Nkq-g?p{b(Sk<@Gv@|Ktw2O;e=hfzIzy0Oq<>PlM9{0|xonP~* zGyZ=-;W5ed3fuWs@pV6!PE2`rc6Rz}8wLgiqm3;B3=Aw+L8ml;_E;{r|GV<r`}^;I zzP!A=pN&^)iD~vVk4cjzO;Yg$9cba|>Kd@F_AswG=%PID>3Uz^{NDfnw>`KFy0J0& zuigDqQ?)~5V%E&g+ja8wP74{n)RdHpdEOc!;o;d=SA~MMretNUO8*bKhko_CU8kNK z&YU^3_fWa2rk>up&9yHsC{CR+CF943hoGim`v2YU_i20f=H=R_o)U@vdTsx)hlks@ z*8i{LmA8u#6&3yU-2VSdQ!_<HM^LBl`FGHW2xyPbxw+Q4v8SgiyZ4=VSz>l8zC1ky zw36|{KG*i$pc$}@pqk^D1h16IiRX_E4Gkw{ZQcwT4ZFEH{dKSTy$c^69xi>m_4=!4 zv-7{1Z2xn0u{(ck-Os00pU;|qy^-ASIcb_+?5Y<pGC+G~8EwTqcfHwky2eiKl=bYl zcXx+_Hm_<fpL6MjVf=3u)5_*<P@V$av%4+lrqcG?Z*RuiyT6{Dzb`N(WXh$>m-qH< zo$dYk>Gb$l6W!%5w#(P8xO6FK{qa{uXJ5@Jx#Zbvv}af8>t*}@|9!u0-Ba(Fm^s&r zR|kuy#P2`I#=vk(UMhltL19H!R#r;nw0qU>ZReLS@bU2Ykn{g~{om<%JD-Z}{rl}U zxJCQ_@AvF$Ya&72Fh8r8OB&YM=iRXY4f}xFCZOw!&F|L)gBmYYUtT<vynN;EXDPP6 z>vvfTK0Z47>hf~`#UC$TocJ~HRQTjH&{0$0Ze^P$9pM12SA2DQ`}(A$q%8#xK?ixM zXk6FT(+f*WTP7qd{Pp(ze_=0QzU=Dlz549zY|zPDrn_b*1(&Ot9%G4dzQ3>b>)Y-3 z&2Ihw`~AN6r0Y6n3=9|kxm;VW$G~tQ&*UnLm%smXLpNqNo(m5SHb>i>2VHUuY8`?X z_2%4Ika)N)^WL7yS(e3Vo3Cejm6dI)`}cW%^)x~7Zuw=tpQSFZjW+k(+B^Npla%xS z^7s8*cCmQklDNH9n%df@*IPxc4qqP!a@_U!`n#YQoAqhA{a??G8#jV_A=ia=w{nYD z^;-XYGC4Fjc(JT?S;g61Sryi$@z>VHu4ZQEdjYzp+^t9A;m!To*Y$3fnmu{{+b-pV zz}m>oZcCRgjWd31mV4_-r3?eZmiUweMuvul9Wi>ITYVS&%G>df%~FOBv<CKKk5qCG zpNxfqr<Shn)u}AHKVfSDHYOk6BWM45&1Ml%(WhHQ&O9wL-Q`w1Y4T*#tScIOe?FW2 z>#_X*6?(C|G_0*}XZyq^uUfF+z~=RP_QX_HR>nOBjp-ga;$r*pi14aatFlVg*8cu> zbKU89zINxx$jDRY&tEUUU;F&#|F75MU+?{X@AGS$X{nWG^=|L2-VPcEId=7FmhJC1 zo8x{zKQlA=wbZ2VJgXMF_rE$S9=|0v-P!l=|J9m{-TT8zOSe8dKmYyB=ViOM7CdxH zO-a$v)zy6v#lYb3!w@uj$MR&)=W~-){{FhY|Jshi$DpAJ&>?g$U%mw83(%P9-QDHd z*4ELnyUVVwi{1U@T6F%)KI?ZE^y`0mgWA@h^PE6kTu{gJc%SU$M@PG#7Fd)#?lrH9 zO~1M-6x19G3Jx|+IKYsal425l`^LuP($8njUmq2Zzp^55@t(9u&r71=F$?Sd{sNt? zSM}i_`_lr8FRxawUzL7--mmNX|2>tQK4Zp;>2Xz_pq>ZlRPw^d$10EQ`Fze=$}DFF zXn}EBcI2Lljr)E+llBj&b#!b@FS~i9Q@HfgNp<teH(y>}{(6vIKI6uQM9^_hA+fP* zL1$Bf+P>RzZeDs*`Z}ie>s63L*X{Y_)hllw2ik(jt-ohMu%G2o?c%Hx6BKv7Ts9kY z1kS1@OI*ZbOD2Y`kIT*8cHLDxc1hmdU7G6Z?%(g%@7Fnf>Cw^d=&dRSwzjb+Po4zr zs^3-iR%`m{r9C}8YQ_7EjEqdu&Pae3po8oH6}Ef!*u1^BH=0{ahhqmH1A~C#p$c{v z28IjgY`@(|e#UP9qp`EA%V^S>b+Nl``v1Q4uQvjnD_6KP=GfDsnV{Cxo#OMh&sMMB zXLL+rbMbS(;@i2~XMXuoA}lSP9TXIFX6f{}tgy9FPfL62|9zgHcBDg4O;7KfhmobF zrS7%RsHj(x|9`z+|6Ats&Gh**dwO^-FZC9`yguIExcXZT=*Szl^M@spudRtpcI%Z& zoiu5ZPfpGnPk(=N(4PLEUoQJcuTeENzU=YoCuqPxtUrEl)mF>rbBcYY>&5z1RqgtD zSpHuE=uE2_H*Q3%FPwD7_WPa3pJlkkbPSr=c#Zs)U!GI-YGvBPL#=A&=GRUBXjD8o zAz1wX@Auj7?(UYJemWJ@#s_WDSDAU|PRx0W`1P0n|2hAE2Dkp63rCI~oq6R-$miAZ ze^0H6*tqE8=QC%{n554sbXzP{TvT-Cr270fTi=69F;Ekrv#-x=(wRf8+_P)f_Q_Z# zfkusH+137%SbjOPjZZe~Uj6^SY5j~03~!rLeYF2&@__DV)3dgY2Gz{Z^+4<BWM#qo zkp$nIn5Z1LKmY!|*!TN>uhZN4WYPx_76t|Zwlkoy=Z*wWw;I#~Ze(VEH9LRbMQ{DR zD%)?bJ#YU%rkRbGs~j{_lG`Lu&cM*XQTB9d_^bba_y1qMXpxfTTtCo6!6jjT8^_OF z3=Ab&U=tY_7#v)bLHQLlVlUVWzDJUQfk8=1GJ<2*tXWdE-|v=#x<@*vxyr%E^EU9E zlURJXonPD3G&C^q%+;4283~FnKppg@OP99p2KkM_K|MGkVg+O<T7d;54@#>mzw!4S zIda4x9J~|$#S1TQ@2S(KJ^KkAGhdf?Ga)HS3DhuSU~rhNcx>6@q(tyWS&(xe!VC;9 zCeZQt3zE8>6HCq<XTEsp$Et1X*fPYRO02pUm0oI}zQy3hj4e+prd>(RUTQZ}QI9J_ z(i?KF=?k8)*v!S1R}ZvLzaq!pB54d6qki!sELQVv?8B|u%RzIV$srHU1k9YefF*dD z;5*+_D<hUQUTsxpdlws6U32YsZj4C*6VyVblb2Lh?%MLP&V7-|wj=*Pi?02gg*0h+ zI^rJpX0$Z}XFk4u8yi?HH%(Z{M<=<5vs~~+1SmMBOj$B%l8~yJTH9{WiWY{B8uo1- z+UGXf*IjuY^j-1Wv1?BwS8l5;jr|_J)iy1myPbF4t%ZM>C;NexTGXU$6Zj!_>*GYo zIKG2L?u;k#pS@Pe?oXU_fBLLBHiyGLdrjH~UR6@Ee?4Oh6Er|Lrt?l-a(8{z+f8$Q zL(A{Da?i5+KS^T!=XFJV-&gOMdQR}xQ;*9HyI$*cPCOR=vy@LkVg}3#nH!I;?y<^H z%}m;EDRs>_USHkk%C#8>wR-%nUYl{S$}(|L+t)MKkK`4XT=23g?7O@E+PvkS$8Dl3 zKPF41#%(<k5qPRw{_W=)hv+0|(kr`idQz6kgq#&sr`g`71WRgrX(t;`y<6K@Zg#b+ zI45@hfte5MdnaA9)Stq~UZNpj0!_yYG;fPtF<Un)JI+)6SWb4DWxVk%rP-^_czyUS z;i<JfhEbNCMHm`mHIehwYJbiDC;Rzj{WZDkla{K#n{s_t&MM*O-dR;23OSdZS)YBS zaOS6mKIW!QsJnP|{U`VRyPbXA&wW<WZojKbZKq{roG&lQ>|c87tyQSCEU#3U`~SN| z!mEEBnYCv@N^t1(Z53xYzN_tD7pQ)Dui=8n4GD{&!B%@)tip6X6IZzXul(DmIisig zUR@-7@w%nx>6DpL``0DTlzJMXvwpk!vXdJfG@!FiTk=bP2Jfq53e3Nm5WC~osT*h1 z(mk*8hkwsXx*1a^aVclj$Iy9aVQY(|z)KEdBi`4z|Fx3i5Cb(C85kPAr5{iFf9Ptt z4&Mu-T)}nsrriudTUxa4{&fbYMu?vm)K+T8-uhzvzwhRk&9@#$1+7;Un^I6Jz4?IC zJm1orQRmaTG%wy}&%1o$RH?6?`WBzwbt__4|6!hd<?NNy*Q9=?I+QXU6uA2de1HLi z(vj$wmjvHSx>(DCRue5|N^d*0hDCLTQEx$hkl#@w-ZlIGyghO5*5mc}6JH0d<qV%+ z_haTWb}J#<gRd<`Pn+B~J-9yG^whGhyk~kXwMI+h7BAVWt#Z|DqnP}xML3qMeBb1_ z^4pJj%Wtpa=P-kXLE`bG_0O(4YI}kf)J!d|Sp4k#wHXIzy`Qx}=X=#z-E*N`nk#D` zoH%#u^Ai7@k40;_!tL)ITCh=d-p$C;n<3iC#<}r}1I@1bch9z0cwL)$b?Q8|X)3%c z^w#8V*&33)K5*-C=ENgH;I%gn87$T@d+%*J7}mP_HYk<~zOvm?nXUD@cKy?qZ9RV` zJrh-e79$QHbbfEFfB5Qjoy>()E0-O=R-Ct;z4p|yUmx{;AN_iA%CXtE=BtUP9-Sj` zc$1?G2ecGyQl2m~H1z#dIrDor?8>tbU9~;^E+?kArF!zVV?5tpTTPOG`08%E$KU+P zW&5=>59F-+x83vP-@oeuCz<Ti+VHr+U;!jaX4uM~)xQ1kRq65VSB_ZeEqVCrD~oE( zUR8136@TwP_SHGr57Ii<Lhi+b2*|-88FSfAGw?@w&bpD?2g>88Ifb{HrfuL_91No3 z{AR33wEb+l@wUwS7%lndnO>_8U5yS}-x(&p?p?pz!&haqio|t4MEPZ$?k~T%$7%T? z&>d3@3@>tKMZZcf7Mn7C)pwiOr4L`7eHwg~Km5GC!OJ7EOt0rIx6GAYckj~YmBIx( zc7^Pov*F#=_*p8U)6L|B=U(}Am#vWxw3v{AfuV%Wdy~rAZHDXC?JV7CQaAPfbWW9+ z+KUU>|Lk%*aro-_|IJ@s)_YkAuCueO1TF3O9pjfVQ>wQ_Jj3r}$@_w@J)(?PS8h~o zlw~hT&;g&t($JUJsTzG&TYvT2)=li1F?X;3oMm)q@5%MqS2oJ7v#XeN<*CZ~^`#GA z;a$)0;E0dW%5OiuXfv%6c1VVlT@8Ib1*M*hEvx(Wrc7Jz>Hh!i%~b1{y{A359%tr| zN&`=vI=F9DIsN*2!{MvabCzq$>c!NSB)%<js!v(7ppvzP0aAx41fe9i8;Xaoviq<4 zJJIRGKZXt6kWAfjdD6m3c3TbCt*b2BXYx;Yzy4*#LsyN(JZIObt(^MsmH1lD6@Ifq z9DZy74HGah97=`wdVblxg0EjXgYI;y#W*~CRmi;b-*lD`^@b0LP;;3dzM90u5x&2! z{Y%)cl9c7?)87_+-O;%9ICDlhWb)U+yJ>FimXsCO*R!u(qBi|dF3Rf4_cvX<+ipeq z-B?xdb=oYa$Gy+LuH+7n2Q8+PVr*R<zu)=R#v7aGT$t8<&EPXv#_<TJ8z)6XL|%Zl zmu6+H(m5SeSGVu_<6{zkpPBCuyuYtjR9t-dnl(DP_xIWQTm?<TCvJJtzO{Gev}xzA z_C|hkw)d+`LX@R?pt5wI^Mbuk+jC{t*{#S*Kh1pg6v)e4&#s#$6<3;^5y$veig%6Q zvORlZK&xj!r^n9kxBq%27<3FZ=u}S7VPSgHy+PAtsi~>b;h=?~Ef<BnFNxR5eQDjB zvx<$0GyHq_iNjZu*L}*l*1EbMx;QfrzBse8ef9Bs;sJB#sZCuk&mha>&0#%r^}1bN zpmR{pAMY`oWt`pzK0d4bZt0{YuH9lQ%irGv_3CyMKEAaHv}QrU#%Zpv=#qlc^P8-t zBO{dW%-&*}wjuud#6KM2@}JjT|GbJj{QgtW0@;kU#c?Z&PODDW3}05gxJYYSwZ8P4 z;=`Nku5&CXUeL(eAG^D3<%$&^;Mqw}PtQ{)PF!%8uXO=87iHs{QyUu7gZ~Cd{r@he ze|_PhtFKcNuWpoG7guh>VA81C@<BsOYm&;>cXw}R*T28F*S7!Xqq5zge!*8z18@tc z|Gz2y^Bd+wnBCZwqg8#HKU#F%y-8KP3wITi*0YGLv%6QJtG-3`o87E%hNvSvI$Lh7 ziQH_Ge5|KnIwJ!^!?{Cw#jF19V31O2ObOPt`qB`8J>zx3*VnuDXT7%EsufdvX1Dsb z=GyOW40FYdH$1qw++W`F(mdPhJ>TBn+<g4=4E@W?e1knbJD)G#aN&4V8E9pK1k>Ee z)aN@CQiFdMpPkUY`gPIyu+@jIF0PXcnA@_NnL{is;b8KC2F6#Hm-mOQk6Wwg+~zUK z%iDWv=4G|JrPpJ9<(`9YG`PLW2UG%u=$^gCS-PXjHg~G8=%<3OA6GXCud~aWci)uB z!QkS7S1G4Xo%-_idVF=={jJ&4x8>YiG-Zm&*VotmgO~YSJTueSG~<E-uY`dEXqG)F zIC$#Zxw6MrF)}b*NMzk46R?&ueEanyS)pcA=N|a<m?NB>p*ka>)M$R)ua%&q=gz+m zUhX$l<>`|rFScHfyS%>ct2Stkzt8$zKw;rVy?sBD_Wu9(yQ{aCH~b{%e#8DZDe|m4 zWIikqiaJxYN`BqE`h-d4!l&CNqy=Bi*0|cbdVSB?Ew#N3hp$dg@r=s-ZPoS5(s(_C z3(si@XKPuEB|Z!c3=7t>)I8rGRW_aZnupZAzy7x_9*sNjOLS`X-osaCXZ^Uc`u`<4 zZ|105<xyA7*50(gwm$pn-M1I=cKo`{p7;6Oa;}s%k%zBdB!F79-~j~&hu2#dRX%-R zbU?#1o4+TtYCV%|>5;7!|8^CWo?oLXeVW60p6}Ans<m1#U3OFjuWt<5ol~%6w?lE) z@@n(-Cg<Kusa{;dbm5%=Gq<Drb7=;K1<jm^J9h2g-2Y0Sy=MDq)m>|M?>+Fv`m|VO z`|96W4@`D&Kin|yXI*-5?v3fW^_BDcub+KiP%0JJpt7&MjLl?&K*^tjpy*&^ndN`= zOpeydZ6`Np{kND~n6q02)E=&TYJWAJFG98b(yzL#*E<}hecQThTiW`IN51}X`^@#> zL3PIQ=l5$9K?{|)<a@7KR{yG>^MIr3t6lHbXQk$(O*WqHXSwb6<vq7vdR*3eUa)^% z;C7jSNl77VXP<t1xA%P5jw)u%#@mWqr@8N+J3h{cV|-C^;sB`Fv$ERFyHf4g%~-yO zR~}cs_r;x!Q`%kBnr;nRljr?q$*tYo&yMzg(_x<zv&~`sZny0fb52jWz2{Kmq<s^v z+{#(?IycV$(hq;X9N~3*40e#_=q+vQvwdbf;qT-B=I<?f5k70er#V?V?dOZXt-bg7 zrd~lBOUQMr=dG6>-g@g2oc3Dc_QO|?|G)b>3$o--wIOGf{q5axiyvnMF*fLf7YQ|d zThf~re3LWWJZwtXu{5pSznT1Z{95X6e`)H}?5}xup4#;n&QzZF)=2x{z2eLT|B4Ps z1Ydnrar%nJ@<aE6oIUNDU$TdYUpx293bggWApp_~+9JMojxVSc!uxvW`su=IS=nb2 zMBSEysJ(Lx0uNU`TYaYMbI<%aHixgxWmL_Ctfl<^r_TH6Y~McJ_2s=Rvo|l7TD4zh z!>O*!!apA6jeo6~t9mU@pFg#3c_k}@BBbG>AhczR%!T8R56<x|t$ccaN<mFoNcN$t z>>=V=M=ti4p4u4u%c{y@ap8UIs_Jd-JIph)&m`<$r(CJeu9KT67JlI2E6~zNtCV0y zhX_arA5uN=w4rR%%6-~a{-y3WXZn`<SI$efmU#H;x_o84fBD|k7k6xbwC;-jsb}7k zK${!(WjDoN&)OmLLGt<%wc|he!ubV!wHP?G!OdQW4Xp+-e-|W0&+(mF{=m-v^Qm_^ ztKv+5+ulCN5&k}S@Ac<1)-PtysGZJj^5?~I=xV^V;4I&En(_VWh$SweKLpqLDRVL0 zQihmluqALum3io^DU0LHZyz|d>ehps+pK46UE2XR)89bUx35~auBT1@Z^R^%?H1dQ zw#CTCpJwC?XKy&y2pXYaSg_SeW}V%}+cL6SCaHK%TN3UqAGD}Ce)97*@x6C%hD@Dy zd9!R!!B->geJ2awAB|gO8e6C0>1C)|_4`1sROC*-X)8Zk-ZL`YwWw(ACw?EU8cT(< z+6)=jA)Qkb^)nA&A+}%qVV*oC$t%V4R>=ppx!1~TyPw{k>$}x_Rr{sY|5Y_D9=>wz zi}USUy;0^@?4ekxx`N4zLKlk!FFM-3ECaFx`foI!#||ro60T{6ZT43M(N|D|t`q&w zbar``T1@P!xt<~RF||qCE$g1zgEn1s^VuqR8cq83?eCrEJKpcNKVIDHU9GeAYR|4U zMSG{o?1~S{WzLH@U$g)4Rr5EeznRR^d-qYj_U&TBaQhhBqf>6!)hnAUXSj0s`-Q%K z@Ho*6n_G!Hs%o|8DsMSGaT(*))=et9ck1Woz5N)oxX?{~n&7RuzF!mH6o^K5dYLVC z<P49m$>^%zyz&od?8izL9Dy%x+^XDBReP)}DDKaTTNjEv7q9yFtoTmXjPBB_ACE&* z)Y@#_&fR|H;X2bqmKBsvV`gHQbwJ38MK;)+k-=d$$HN@0llO`aK>AHzby|%l{ZoF* zJk_fDmrc5Y_iriCn%-+~<X`WcH#fDVY`T`)b(yR8zsEhSv@45i4%25}V#un%0V?4y z9&ozwk)54^fn#Qv$&w`x+E!nejM;ivc%7bS`;-eQJF5OJyL4gR`xOROSKmLs@czd3 zUlsTLRZQ<6`1Snz;i+qG?dJUTxkhi*pNM*^FU9MvC56`UDO~z!yXEoX#?}Ro`9Z^< zLW=WzLnBN=F0Ps=68Z2I@6EZ5Q(xR$zMe1c;m)|(XO>OM@MGlQ-q&7M0~)kvQ1}xy zYwhF5g}XPe>{;S@(*O118w-8ol9GNF`G3~Bbm*$|sgnFJR`J1Jb8WwR9Acgo`K?FC zQ*)V1H^1-4db6qa8F7pZPA!rV99CBM85j;sb9nzv+`$ag?X-XMwXx5&^kd~Y|8Fr% zx6D%V49dH{5;RtFzw~b8wiCkZ;*>S79zV09_4oVFEvw&`EXj;GU$ejIj&AT`-rt*S zdzY0bxn%_P@3cG4T52YGnvv1P0_1FPXTqVN)gb1s-?Yi_y(JZ!RtEWW%Gv!{l&0qU zvC?OfW#Q^QOzCb8Th|uHz1aCUF8KVrYjWo+rwQ_{(F>VYy*J)l)O{ECo;1(7ahtu% zr|EM2&C!|_!q8xl%qG^<cg~!FVQzqQ>+0=lvtLb^y5jP$HJ@w$zSj@gb7zv0c}#7= zRX)(Rqf+Cgb=TE8Z-y{fnIIhZx<w<VHv3G%+mbJrA3eGi8NBxFvR7$drIAmoY9(&} zkU734<Kz{y4MIMV4(E@ip33drt?=~xyn?Tgtqp0`F?+9`UEOw@fnkd<xYD?=#h`ul z{n&jcHqQlZKG>tNvdl6u?oWol+11+A^*?hGrbfh0t=PkOHSf^X*%g2H%CR#nXohro z^UKmhOeL;g%31Yu9cSFbSJRfT9_2TaUUzSG+WvHFiJKv|*?d1_jLj1#)y4nXp#s`1 z1lsc@yKY|a#yg*XR~stNk}<y&yC8nb{#zRA+2DOnZ#SHG-h0(_c}5T;gB9ohf1KP5 z3=D6t3$1=R|5q|oK>+8jb-!0fNzT5R@_2dOj$e-2o|9}IzVhv~-M7Yn5@?BemiG3T zd2cO(UlyNvz3$?wNzRu#3rg!vMAy|tT{Zh^{cWw^>RZdKPm5(9-j}0m^~Is!9S;YC zgF3hlYUtBBa5JRzjUKyC*vzb)Z=ukUKK~uRT9ormE6Wdfoql<f&&}+rp!T+tg{yb- zT%PLAt>RhSUHq3Te17zt*IV@$+zioSXJJ_22~JBdRzyjH%V(UGXLizd%Xu?H0w-OQ zlUS{H)jenKe!ZC3N$N3or|%84wYjZ)XEsxn-q+15zqyv?7u}IP>A&jLkNxkFdOrE^ zo)4>j%-)sq3=CG5rzH;G@8HnNi|1l+kmg7P1=Pv)H{E}-t5r@rviJ5=p}W`qN=ExX zJh#bpUcuM?q;prl+KQP-6-Pd;(zPtvzx-dK?dQMemfhN*e|z(u_sjCmXZya{pmsdI zE@f_<{=7$1{atrhF}T=)k|nGa=g<La#QE&l6>|H@&3(_4RA=0}87#c}?8Q?zd~QGA zzo=+!x@E#t8L!vBSFU{wiUiZ&$Gs-)E1R>XyZY&GneXQp`KZdze|Tlqty60%cwg<^ zck+4yr0qG`pOxXQz<p<HJ0s9I^P#ina^{AatdE)nZYbD*x2CNv;`{zus`NA?dx*G} z+tpn=Yj(z!_vU@HuzvVz(iW9>R(E4JMg+ayv{J~Y)$GmbZ~4&jMZgH03l1&pJ#<xF z{d~s8o5kQp0+xo|fiULNc{_dy$G*S1L%BY%OY>t&@K%$>Yx2xO59eqdy2{9qF(2GZ zX9?y=5B5B(&wfYBIAZFnMfYXvf+qdF8L~I)TlF^XIg*T5L7Rb=Yfj1doYz=(_-emv z>BUsrX<3)|Wj_g-8syU{CO_*Dr~s5|Tg}YSumL>gc_Av-WcDc!tCTfq#tYu*)}P&+ zTW%J*rm%Y3=`}6W=C|{Ioz8r0#wxMn(aYQ{MNixAx1U`Qz4@`Q?@X;HQ-amcoz2l= zV6fr`*IR1^58Vtw*@Cl4g*RlQ-tT|@zc#$@wL3pE#jm9J&ADZ(w#=FL7Nhx=J}qRX z==!ba<bTRM-zpQ(c=Z^_>|6Fy5g%T*ipO2J>~Ftz(ITa}wcl=5z1#V`<RGhf%WfS8 zhFf9Yn@ekK^2*Jo&MhcScFj!9S+;4ne!#y*&v|OslFnY?f3mw#G`FvE+uL)?Zb@Ht zetGr(Bo*jZ(`|jL*Z(Uza7k>P^pt|HYH{`Jk25kjv?od?|F|t12U=P%|L>dhS?2lk zK=XL%=VWxFxB0}^ew|wN_0`o!AMflFVYskv>!ZASUDodU@RE72&e?6eJtu8ClUa%D z(<o5ycgd}#Ew#Vv-WA{3wy1k*MUB~&rMA;<Wx2(M?Tqv0yQ{x)8>9J}^nLM;@20K1 z*j9UUp4;Us>-Jxp)N)Mm-PiQsr89(XKhJM@Cc?0Q5tJ{^9B@+JoPPcq=z#I){Jo)* zO!Dv9?EQSs8gzy~=+cq)omLDCOd^L0O074q{KR+Xd1l;A-thJLko~773w8xeTT)+J z-}mchM$*)XSX*A5-J4h1^~kPE(hfYiECjmaDZF^?zaj_EUF(x33WW;(Dkx=OxR80_ zK-2Wa?)|SepSQcbCG)b)??sCiO_@4%X}{esjh?BD3<3>iT;cQQ*et&JY^q9XXzquc z+q~iH&x5BDVx^<>R<4|~awq5HFTXDxSM`LB9ADcy?MUqM-P&T;=Pd>|Md!AiW>f_w zdxsAfv1|hR`+5HVFO@yF-%h(-`{<qP(xpok*9tN)L_0~W+jp#TBG<R;dJ{KW&t6q$ zT6XxVbky@b8;&l!@Os_FS)sp{B!#@ap0i4Q*S*z+?*A5v1cT6a{yWzmP4e*Hv5WJ= z`#O-l4ZbEDE@W*^JA0`|()ds;8^Z!)&f*=vN~bE$=DiPF3m{*yjd`YTs(H-bg+-@R zv+umpJ6!VgB9rI0^kCWUSBw7p)Omp#Jdu+i`3^J;4l>)}2FOoxwpAw{7G#{CXB+qX z`<t7K?P`Dhut~eMC3BWl>8j`7FI@@(&Dd@6V{lLxc~Ep<T3Ybga^DYJ;oCRMY{>uG zxnG@mrtj2*Q-AE-CdC}zyf&)H{nO-I8_QdgO3u8$8NwU?v|$?aCD869M>l5fxLqYL z7kxfw?Y}yFeOOu9HkFmjmbtACUk|#-?Dc1f<(D;=U%ojlm5IS>Qb5~k?S)5gy7!Bp z|70C=H?^+<lx2*pHuhY|+fn5_^Ih+@W3r`3UQT-Fz4hOL-mW0+wBVo3%S0I%I25HK zGE!b$S$XQ@$%{Xq&tK22x5J_M*_pt~%AL>GwJ<PjiIQ$zt-jjFRQF5hvG9FwZ*JQy zv*AwH=NwRDU+Gy=Z0J{W&ws6}uW$6}1&w#rt<Or_bJ$30qW9gBq-$aiUokK&*t@8) z)$LfH>}t@7_2&D3_I7o3nWUT$0F9UQHr-`p$WUq7yi%q5G~?zwuT8gGgljHyfmDEB z;#jR-b$qToCn5Ve=XNaLkG+qN-0v()559Zrv1RT5zm}U+_8+?Xx~D|EBF$6MQ~mqT zGtVv77nI(NF1o=1vRmO$#4!oGsR}DF<^mm7Y+a<N%4#07_uPY3vZw3~Kuyg_U-G7V zmqdS0uj%{y?ssv>buQ^!pJheemT#;07u@&u(*19DAFQm8IA0UJdF8*Ke+yJs>nwQw z`CH@dJ@3A`@33NEQ2&6`LVn@mWHQ?e)OUe2l2v@)m>pj)=^Y-j?&>0Eeve73o&-eQ z_pj~y{q1-0(}1_f7lQgQbA7kIIdI<e&x_-ASEoUn(<cvY`Yd(j?6Ota$5_EdO7mmT zxdEUlkq6Q6Qgq^%jO#1Un$@aJ)BkR={!QEJ>)S6`I_;LplnRJlArboe*{7#fcTIO) z+@a-qy3i)@)ck_4*B>3PkcueoF3vr>Osn+U6=hETjI^7^n_NJiX^1^@!0E!ppKJ|f zIu~~Ty*a}(#D2Eds@$Zd-y>Fc%}|;D{7=gHP_NaRlT@CT&0RHJSnXHr^|`6tS<a_b zMcuw$ym0Tmsnq9)k2-hjp7?tH(`D~5x?1)4LG7+DFWe^`GML@<w1I)40y)Gw929xN z^L@>(_N_4Cef?K_e)4wF*flP}(oXNrU)uKz-c0aX!}8aC{#U!>S6f$m|I-ciS)qA( z)!)Zg_Wz1LZ<iL#$Z+8ss1F2Mm)FpDD$jXUXJOfNW<S4qiK{DBJs~@Mcd5_LO7OkR zJ2#{F(YuD!u%@-2%|r5b+T1o=w(4Zz?nQMA8cnzQYV1DEsH(ZOs(;cd@4eqZb5e7^ zmfmn{JhP06fnh@{Xrx{?u;b9x?Z<e+{;$fn;azhrEjV&j?4j=&pSHL??u)!QsnB~8 zr1@Q1!!}(dG}6$w@3dE?v-P+5M<<tpdfwZnGnZ|?y7JS)y5uf3Q3eKw&7gL}g?lX) zF||RTF8|Uf%a}ZU$I4GfChgzz!*JWDMX!v*rhIzjUcG6hnq1}SbmrAZUcHKRdf~sL zs&?kP-g$2?rKJ^y9#MI@@5sxlbtP4=;Z1dhhWjTDI9=HIO@hH`0q^0f{866264&#W z=&b5KUtIV5@6MtX-yS;~Y+AW0^(A|)xw%wv@z0{a`@R&yvN))%WHM`6+25_xR8019 zCtf&w71V77r$*3x(;-ddF@gu2;r@oIRX;v-&zfm+^ts_QKa;GciN2x#YrgJ%C$%<m zslS%nRp`*j?T4=>nOur}VCwy9Uze*_2rDT2GQ1T4O)%ezvgQb%U+`qDnskKQw30n9 zMS60y7B7qMzZ%>2^3-D1Nq@M*<zv8`y7zt)T*t@2aG?$~=CeSz)gY#}_p_4doAt3u z*KZYk&07{SJ#^jm_Km&g1D9r4hE%)nPe=(4HT_)pr0<FP*5vmbM_<hN|M1naE5{{s z6=Gx=7!)2|IKaf95aA@TE-&5kLFrWaifzq;>+0ffX4^?ebU$8q{jK}GDJoAxbS~Fi zXW74bWs%mj`72D{9aB3lS9;{-v?uppe|@CcvYMHJp(F{^xXkEfn9jV-WOmlR?541{ z^2?3;a;K-{TPECpWjpUJQ+nIpT~ZOx_gvU~WL^4M#`(!|zVnv-xB0Y8XXVwKA#Rtx zEMc$h`+R1Z*35eu6B8XyGiC-cGB9k32ATXpb;`q6UO9zkS2d59RnH19o6fxJjNth) zgF{yz`=m~OT;}@MfjN8M)GNDkw7f61)!zJfcG)L(Uu_1420rivb?GgQn7vmfu6QrI zch+8)vZq|<x7~f(@HA`=c$Cb2%?-8VsY~}Pl>M#$QRj8GubC(~jxsoTbr>9uiyyif zGHLJAhDg}X{YC$-{=cT(UbmD}^Zd$VML%rP6;3nmFaPo_hg~_QHa_IL+VRjMDw@`n z`#yEQ&xkdfY7ZK7XLzv%l=}bKSC`A(3z_<#|4;4gC7F}AWqNyiFAUHKaonKc71`3H za9SZKFeQ-f%6x7stwoFe)hVS4%KqhRQaV)=YUbJ+czQ>Jjx%Gs?-3=g6Hyuo+;^u> zS@-<A`-$93YG?PpoTT^u`sXJPpFNvX?Ux-j`+V`a-`jk8x6E246E{O<3s3u3+qry- zD*8EJJKddT_fMGe)u72$u5H@8qbpXQ{Bf^*#$mg6IqZLKm5a>N{-fUTi!;3b`1^%X zx1VP;PvnkgS(vph#@E%w#l?l!@$TEsj*gC5%~tD{&63)}!t6YG!=ZewzL!Z8mh~Pm zjO7XY;d}JJ1r;COsHU8gEDRSG3F(XKwNGDBQ2ADPSH>A0pDFYG&DWRTx;FQ1!}2Y2 zH{RZ@->|Bn)HLVtRc=-0NniiUZkz0)>K5bc7If`!*-`D#RqK}(eN#|UQc_|HPY@Ig zEPkA|wXga5)OE{FP4m$^eBy4TZ)*1HI)igrN*8x3@iu$&FUbBGIp<Q@x{K%TzHL~| zBW$qZ3q!-M*44i`H~%UqRli@q`#Q)E9d{Hs6@Oe;xw`t#pPCsyYEPa%Ra8(oaQU+0 zqG<>2?*4mqk}qpSm{6?Od*;_ym$T^}44YqZ^tybZsbqH1JXVG`pWb!<zO^Rc%KMLp zOsD0RG5mY@UE|)T`GJdluYcP7<Kw9chG|T94qQ-iz0J7Sh1KqC9hbBBccy@Ewj0`3 zvv=FLelG7gs;Q);^hu$PFZbsTrtXdoo8^p$uWo+$zUb@4?49dRA6;!c%OmG9e~@Y0 zrK=%V-(LAX*?7?*Z9VIp<hy(pE50=Bkqz)HTpM)h!NdjT8+D6?7HR33)$Onn6ciK; zWKLl0?&y#TS8iP`T`0;rY2!7;WifX(<ky?|1c+AfMQjsZXLd(>{jy!VD>fg#8gf<i z=9$y}Gv;n9F1Jo_ab@!n{aN;0Vx1o-*3U|EN4U6Lsdy!^?p==d9m80jf0=va4||s- zXTFPJ>9%<h*!Dlg??`X%_62uN-+pLXsxiI4{N>|2v!+kF8gf<Abz)77hUA=Wx1Sh` zSnv6robfV_rQ0UwOqIvSvI7dPQ?=MvwXYTiIogy_2NcDBGY%A#GCpW+_#gdR%*y@Y ztAk4X`l33=oi6*d*Q$hwW^k$6UyonR>=hn-vrGS`y8QC&TUNQ@nwcNU_e)Al*()Cv zvTMKWgom#{j=yro@W|X(vWGu+L``Jl3Ev*;%gQiy!Ufe5@pW0T;<IuNUoBq3P{M!z z<%YXQ?ep87MG0nSoDlDN|0R8O^-az<C+2W4{J3Jyc%Jp#+O2z4v^GBXYKqC&rTfHt zPSFNks2!(17H6DZuJ@+7qvOOXzN4!PbM20W&97KKGkDwTm77$B84hqW#XqxIm%)?0 z!-|2Wv*u1+>Gs2Asb<_0*{8n=|D1Ya%DQEnb}desephSdR!ifL6%VCK^sO8Fo{C@G z`-VkMKc?9>Txf&Z^GLDv9UyQ(G~x<F#80&>)>j*33$iW<xt3qvyeZZ<lv82RUHz_K zwsAY$_`>h6-Yr?)UK6tTY}1|VA3Z)+RsLgko*cruGd$kc)Zk0@oNI2Dx$?nfQqr5{ zoF<$ozqKrkCtO`gNvWt~zH_u)T7sb9M60V^>gx_&W!C!ian4U?hG|L{&HgHc9*ztT zE?wu*EZ&g*+5W(7#&zLIH``XXhoxEO7^{Cs{WJg3*9i<ID?JW>m~?klSN68mE9)*F zd(g9N@!_(vhp$R?<3jD#Kv_DAHR6DhQr1hUf~|d})(<?{CH=zwAOAD6X3s4H$E#fG z2R6+u*!nQ8()8+M*ZCS+2{+qT|L$7tcYE&FtbV<z;*1R5#m{&BsalhC$}c%HFZ5pM z`A@<(id7pSQSZXrz^bFPXj;bM_=Zis>uyJOtM9sapyhoi|7V{EHq(#F#ZNhLeD{~a zRmU0Lga_Y@TW{tTs3I@!ZRdBJm;ay0a^rRfCIOvK8w_77PG|glE)3-5%_6tBM0_qp z%}JWr1&WCis$v^DI-;b?4_!TN7Wr$Z*0LKh(J#v!^g~V^Z=Lkon!_q-_pDRjs<v+A z4d4Ih>ak4g&F5N{GYNgnt6LOvBx<&?aJuQlS7E^`4=xe~Wr2xWpe(RerIaIl`fqKW zbsBg1A~^LQL|r`TFQT=ptaRJzm0F^A9KwaB&Pe+={m&oS$0f_(zSFqb`ja((@vri8 zYp;gf;qw3|d<9V0ewy-2uPo<B_ub&|hp+yd-0Od+x_hHZxn7g&yuYO)IqD(1WH(4u zRV<caFxZh|-}f>}<m=|t-LqCnR84=Id-y72Lg2yZh}gny55t2udVuSID`0c8d^{gB zeBK|seY4nho^nP`>8Y`|)joT9?$|Y9&xWh&a-6w#PC?fWhq~&h-i!>`C;Nf<F>}Sn z3|5AOS(VKHGWW!XPN@ERHRN<}{o1XyUkgebR<8sFXU8n-((O%3N=o0?PM#vVK4<3t zw_(esPAVu}4XHgsY}+oqZOCW0(OVu?3Qb?fHi8oV1KI!oA8(keqGk9f%V^Rjxpji; z)<t~18gfn!6c{d7R)9*_6^14yW>cjfzS_3!75n2gYMZjG=Qio+nBHdO&))rb*{5WN zhNU};W7qL*UbS!5DeeRFv^ifLy1JZW-7-*WRmys%qR8^UXnEDt`SbZFpKRH)$A*Q4 zrJ~BpWnOsh?S$N$Aq}aj6A$OCy0uOCmPp34U*`{T?O(ZS`Ok`nQm4(VwcT6iX0>i= zT<F=gjrrFU@keK-9{kYsbe7jX_VOuj4o$k_^80;bl#U-L9c<<LBXjFhA*+~RVCmPr zQOlz~o_d?3)q0zMYTN4Y?ZNlYm%2?ko2B-;?7&*Pk9zBCLtnQ~bj;qMny#h7a8QXq zyEyI98nvLiSz4wMdmwH%oY8o-YtOe^*%Af`3_NViOw7!(+brw<*&OSUWNtp#ur2rY zqgL@ahsw%I<?~ZcFxSN;Xr9?|YWAjWKPwxf51Y7|O}$j`^;MV3;#YRw#m^T--;{LC z^)}geqV?drIi@kS?$2Cgb`+_XrTDod9lU*RJJT*LFT>^FOtQlD5!afqC0n+L2&?%x z{Qvj&<3)G*s}*|}En-SO*5g=FVe#$F&1U=me}wD*zK&mb`Q?U;i%R@wW~`XF#+b=q z_3O{aS09kiX9(_!iP`;e^U5i0tHaYp^!ACdH@V80rP(g2uuhn8>;2}?uLY$LzlKH} z$Z~ylb~Zah#MZ2-hp%tXx!JVXy+7&pwp<QwZs+&+_HIl#$h7Cjqizo$pO)?0%azYf zTQSi>BTkb)+&uc%Zmp!)&9@931LLOXDpn?LeHiyUM@#%l%j(-*`Zt%aN!%JxvVA+V zQOsO$k`+l}>`tlv{?2uM++G1OF}3;9mPIOQXJ$0sum3L#+FpLRPE}P^LsN6&{O8Yi zSN^VAbnM$_rW<1Gv$)0VmvtYs@BMDg5pEv6?s9tH>4#D#vrio}`ONm`a>f2tNi$Wn z4A1`2f7)!JVHdfbS!>qntrka>z$JyC<^dj^NlTY6zb(3+;l%mNmoLx#R{i(u^+cnY zPux>dQku_Ajxx;tH)V0V^}mWxyDe?2^S^eMNB!8y8-9M858wLW*=%Q*ZPH|kJbd-) zj>Rd{|7vNfwyKtQ`|Cu35}@EjFP#L_V*R~egj76NeJ%X+<0ISL!>9H4_w3nY^K;^~ zu;bS4f;X)`ZQE7wRr%ERTQ{?M3cemYvn)t>om_C4ly~v-RdUP?pDvWNLF)EE*#hoF z<L`Hh&nN!+@^b68mzP{`wtxEYp+Lr>;J~{WH@CJwvy7|u%2n-+yC~tZY7IBjgw^ZL zPmDY;@#ldlGUC_s{uF#=JHPBwFWV_I#scM-*c&;2zgBvEm0{dq0WOzZc-vUlr0JQM zh%8*V@N3c9e}8{J-g-Um@YB=NFK)|?W;k$dZM2|(K!coZ)s@o{E?t)3*gn7YOL^## zUCTBex+-lmJL}N*ufpr>{>dKwtPDv>JUR(mm7brU?_O4Bc5c3Xe^(dRk|j$R7<QGt z<+8W8?~yQMvaR}Z;L6J2kI!c3E7{u0uHW;CYhKMK&vhFX9V>m3dqZsf9q#b+TVs}A z->lc3eW9Rq_J-nYv#X%iWb%r0%T}$2CfY@6E<#QpE_-Pk*8VD46SsHQv7fTmWeF!H zC^9q@KR=gvtVhzr&#&!b#*r<Vmp>en&UaWH8u$9l`Sa~3Q=H=B<d~S4US<EfGG*;& zrUx&=J6U{ImOQQsWtGU@v1?Mzsu`Oudz`Aev8;pjIjiJs!#v)<e3`d6u3ml<Q76d0 z?#{|AovrcbkF9Bcv;DiKu0igP?mcq@1m`c`@d=!PXX%34s1XMiRUMC)S$pK@*#qY; zp1OTJpXpYA(6wvJ9vGWubgmNhR$ix;?Av#Cl{TyE(uIogJEr<x-TQ{6EXA+HHtdqc zfj{{_Gjp|1G5pTa+MP7#zfQs%`;haSuQAlD+W`vfMPd!0W=Ec)iqcoJyKGPXgvZXG zySQ;d<AE3Q+4<Ln4qp{EyXJ2;)%vJ*gR2%uhf>xzP#sq)BeGtkef9G{*Du`<6?{EQ zOn4oi!ECU@J67;rsWnnrbnWe<wB3(Fx1}7qvOrZrVpfZ2U2vg~c(X|^OW(^RP#1=+ zO)W9&f>4V0vQ^nn{#-ATWql>G?p>F!;|ZyC>)Kuwlx9mGj$L)E@xKnV4YuOyV=kRV z)84$+Snwm}?B{)R8+Hd@jXw{n1SNLDE5S|t;rA`00t1%?d<wRAXK<YqSUP{{&f?J4 z)%s`WzCL$F=Qiis8IaDE%My<81i`H)mCJR?S!2{K_2L+(eSWRty?ak^9xtfH;(An$ z!D3<eu`>r;t|tHJbh=v0a6qGLis_!beKiu0cFLW?QgxMwKhAYdT5+Uf^+`~a|2x-U z8@9{T-$(GAJh&=!QAuX(UZLt)Df(lbG{aI>fyB)DpH{tI_Ig!a>=o6RyBELCk&M|C ze^nx^>+sdzXBZPE%#S*J^?Quxfyb@c7xunkv6>d|@_mzV#hwD*Z!w++X3a@|`<{n` z`9k%s=+7$Pcu`8-(K=zpQjbbei(LoaO?gyMn!W$t=Z7(&fotjxU5ypLDWx8>mm?yb zC1ILBsK|}@1#bTf1~xweg{i{(DX||<tu6Svm|G-YJ*V>FE7!8yoT4u`PCBX$Hh+=Z zAttej>VLl1CCq&m#W(fq!i{svkCz*MT4)+myV`%x<*DA=9=<Ab)tUYJ%Ce1zukM~Y zH}J|fzlX1CpJ|+)ziHdUZH`cL4l{`bCTpH!+sCtAWc9hV%mKC<doC5#&1I<(&C6UL z5qfcH-osa?Hf@%&iP?KS>E{N&hp+aU?=ba;mTH2gx;hDhrfuB!nc}xIdKpdGx_?$; zX8ptH>$&@1X~<vm-tp^tpx$qjiXBz!(-~P#`QPOZ=Vz(9^ZJ?%xDVQ~A~UhWI?#Fd z2i*<XYwoUGb16aQ%wE>?GqC|dE8Fj_W{KrVFYtcgxaH%v$jYtRItD+a7aX2@Zhie$ zt@kVA4qfd&Z<(oiaF^3+P_TZPJBb-oZfegDl3OR2@zNg>-MUQN5iZ;O)-lw@vrKu) zG&QwhI^P9WCi6e>3vMUBS|2_qH++v#_zxw`S{XmFqYe(6vS$TKwbkzYd*N&a6X!$e z#0w(PaW_oGc35+N;4QO^nS1DJtZ3`9kf?3ui?qPO{m3w@ZFTsLcP6Ur7N5)tQl>pB zyim;?9tW;R1h*R8aq<X>;!){mw!6$|Z_791Jag(#2iJ{H<3CrP{&~LSz&RH0>ZSYM zE6UH(uK8GatJxy3B)0d_)Ts?E!mig7Q*SjJg#QTJyJ2Pf;cr*Bo+$VlcYYOjc=|_Z z4nLa6*d4WfPx683j0cw1GcVfnZQCN59XkYnTuOPlyv6rfXwWZ<lxb~RugaF1h)7>P z9y)i&Djn<92M=F;Y<{x6lq-DyU-9kFPQr@eYn{;?E5DwyW~(V@&UwFQdT_>phgbY8 z%2ipGrbbn~K6O#kM0jK1bAc!6+f0N~r`09bvHRSe8~^{f=cmN5Oani$qbp|J>s%y} zGM!EF#_y<Um+RlNv(-gq&p)X8yU=HOo{WR*j;h~*4i_90p6_Q^b?EB(ETxUN3iQif z{a)x{bV#F1Abu17<um^`-8bWi_|^VB%+?*8R+X~$swlEd*9+Kt3c1X;v6VgU)vc?& z(nXSC!H$sjv+YTRYKwIr6jaZ5n7-k(MCs?mA63!694;|_f5LcgAKxwJh~<n4ku$#> zekyol_U-tuCcoL=9z1bj?e%$;mgjnZS$Xlr*)Q%qa^Ql>)rYUD*Qtbv&f*DlICS%t zb?z=-y`+^wCIS+F7yqh*B(AL)V)LC>`t4|)5VhQP@|&*k`S0KL8%rh@#Oz^W;7m6< z^x<d!-@uqvo976n9=LaMD^JkYweNa%c1K^f2^M+#p{nei-&Fp!4_{?n;Rr7e-NU5g zsxkX*OV^!$+}+_28=i=XZCFwI>vQ$bg3k*hQpA60znT{NpkKbObFEe3OKaD^URqyQ zEepSTK05LAszcFt4_%!r`avec{*+q%sYv_vtIY10f%`))E_q3e-BI&}-=A)LYuVbC zeVc8n_1t@6maS~3g#-EK#5~;8e{Z$RR}<a8UQ<nFik<A%1n>A2JN?cq^<^PeoZ;mg zo=ya}_c}aO#Wt+?YWb_Jrov*YaL8IKCI*k|zhXcCR#Jbvs&3CNi79J4R;}y)xaIKc zs|l~TzRXaz-`ckN{mw}Z$GNXBsJ_WrqO-r_U8?$riic8fc1~(AwLGsB@gy{M@o||0 z`ghh=3PJLXsmi_92~qPm#r*tmXR5$<y~OM1pH-Dv`7)hb%gk^`s6ya((Qn5U8q+)l zc3dsl@XF=N->u~@Z0~=1f06am%5$Qb9y%4$8U=<C{g$DBA%#uHEQxgo7F}Du$;VDd zw|IS9bX4ADkeO_CTJqaIo^vyQ%z6CnoDRcz4jan-u68nJ$CSUam6s?MIu$<E^FVC< zrV2<)%f(lUJL1Z(ikDBE^J8~LPycZ3)|bsY<9L4={4`LkQFhw1USn6?itnN-E$X3j zKX4Y`+hG-aeU*>aeZRij5{uTQhJ+T~R)Bi4@{W_o+I~F&jm<36%el_Fq}4UN@-E>z zyJi18<9bW3n!9Wa2^T~jFFY~T!%Mz>va2EAc404p4#Rl|c6{jla5ZLa)x&eatDbW( z?6AJN7n&$td^tewyYr#GalRZo!x6W+htDs!c8;B}+ac%5&Q;58;|uRyF_)0|!@D6{ zhrwGg+w1rFiLp{G^FQSsoVh4tN=TLS`_L}EW0!YaExAy4TOr})`?t%JV20~<tF#Er zo5!+M=jYF#1~Yw5oIdUB(D3W3Z|@^xSp}Wj4EyhubDvAmxW7nTc3xx4j_il8CW*~> zqr!apT5JAOrD<Bt`x&k7tlTFL4uL@JOFDM#L30h5yQ7wu)lcMizgr`5ux?%6<#fR} z@eLErW!G5=8oJ%AkbTGU?p)Bk)ThF1ccKqGg7g6d1tShDx|Vg|c|!_k{P(YVhnF~3 zUsTm$ZrIG)$#n6d<cyNraX+f!qYG7EHr&3ZEq~cuLSlX%r~i8sR@3@Fdm2`(oOb>A z@?uzQTr|Do<neXgO`W@EAmv|om}M)QjNjXq;&7*csCBK|x5><PG8U9B<#Vh{n|)5m z;92>BD|;_4_l4xuZ?n!m4=9p$zO(YHQR#M(h5PzhTT(+qC(M_0u9925cm5LQe?>E( zb-2<Zw?n!uS9Z<Z#r*vV<J;qrOgFQYGj-p-(@uew>>Vov3t7b`Zr2x>pJHjZlj%pT zV8Ar)kZFu@Ru1AEUusxi{OU-5?g_E_ir2;l*Ob+_lc%wR!&OkwRPv4!H0Qg3Q!GTG zi_4WIh1`l)trb}qPUreSbB5Hcub-EH{j9OoMkgU~ueOE;1A~j3TUCV`MAMa7A|fIO zQj99Aq^>Zi9Q>qmb@QoHUNO5$IRE|oH$mm(<;$6uK7IZyC@I;wWs3=9P~eGTjl95t z?~IWjY8@Evv!@*V&d69Jze2Ia!O@XXNlEF!)1zCKOzY6zu;N~2W#vNWcD{M@+%^jd z2pssYD0rWprQtpErU$<p820g>XnN1g^usQoOM88k*)&zClRH*;CNoZv5%Pnr1?Ywp zPaPezOnj4)k`^sjcf2wy(?p6#(ugHWxBSbtG;9tMh%`I`>Bxcx_Dw*|Z%BQ!NUfJu z2f|cR%DMz<X+wCJ5}z8b$5rz(v+*<>OmIj@Sa8^ElFHSJntwl^_u2$!Wq94=etv%b z@fn862?i1uw&g~HZa3G^*Ux`4Gbp*Mt83NA&;O4}=T}rkT{&>C`n|1-tLwqz$Jq-D z3oQyBG%R24(yL==xbfKee_yZ1zkit-$b5Tiw)n9=+3t=G4v$GKOO~kYzTPTO@%3u> z#dWdPKYsm6`tjkRMdha@?P=b;N3Z@)`1R$bX`OwKl<6tw&8nYx#5Q!;EP#wg9O#iW z&dS|h^wjIm&*$?$DJv>2oS5d(d-Q7cLg?s3W~S!1H#eKFt`1MWx+)Z8iFD<%D>t5< zpP&Ez^ZzTs{*_f;R~kUay_}h4%3b{Y+|h;3?E=!$-4m7FAANdydfq%K(@mhma^9u? zKQ3SY<;#>6jiREWie_eF@ArP6cli4Kn$NzV0|kCOXy)Hg|G!S6*R4m!QYd_VT<(*Z zLC!^A?HC#Y7rWj3TleG5=JQg8Z7%bcfBnMJ5w*DT^D{<<u(eU4*}D%MaA;|7H$T*K zA~<HR_%<TOJESJ>-)~?4FM8t9Zt=$x-Q^B8^V@MSfE@ARZu$L(kNfS9dF$_e^6+M0 z@};b;e{SZdy7kNTUR>;MUE|BqsOmlK!PM}$gF6ZzGcaUdTjLlJAu(yvB!kRLOODOa zGF@=%9(!2T-g*1wSA>GPNosFSs?T@v@Zk9M?QM6z{XYpO4uAhnshjuqR$p8luHVwy zdh)qjpG@bUKQ({;{eCYuN78hQ`MnC}+*?}?`kLQu*?zC8`?g#3hD(=%{`~oTUc#<s zN6op@r@0Te^B=#rx7yai_*2Vdb$`$-QS7dggMYu@@BjS#e07!A6UX%P^IWT{cHMo? zKKW$JjvW^N>M~j<O`Z%I6No9lTROuqnQhaiO*Xcwi`<Sfi3JLq*8i(n6Te?BdVAhc z+wXUp)#p_(fwtN&U+&tgV{3bNT?MN{-Mo48-gRmQDp&k^x%}hL=kt?~_sLeg*?1f@ zaCK&$?d{8#7qLy6IkU5?i>uxKweQpCF_TnO)YML$4__O_>N#n`tXZ!%T5feIEG&%J znk8zMf3N5J{d)QI^Ye}_aBL0;2zc;v<;3=gdUlhi_xZ0_xb;f4nr2^1`2FqekKgzI z_sz8~Px|uW;))e3K76^-A;rrb;qvv#(&=$U5_|G~Th#s8@#yv0na1qQ?0iQ+fhQhc zBe*&J{ITf#y;mFJ8Lv+NRi__tdcm_=!|ZE1pu)lYUWKw;{hz`=kLCX#*!_NA_oPWe z{Pm*WK<WO-5tk>=o|(O{=oZsmC75<QM#jEQW^?*^xA*t<K79YazwGU;#4|GtEh;`N zSibz)lh|D)oSmJW9-f|oSN3h#AOOk_D*_h_$jI<`PKwF9nx6$qMV!KF4~|LaA2~5m z`QzX3_m$1f#a~}v|NYCAjuVH~d}p=nez%KzZ`D^PCnqM*X_<e%T=w_y^ZN$&tnr49 zS0{_l+qS>Fy!`sDW!}^E^5X6F^!T{NbR0ZAIlolxy?uRQTloC<tsg#okSbR?ed5G~ z_{Gl_>%H&ZvBP4@^y$i`rlQwl%VU|(oU^U|_U7Q8%FhP1ze<*uUtGiAEv9>D@ArGR zb@Ed_K5UnNw7B1HQuw83PoE|p?Gk-)eZ4#=svaJ0S5{GBk?M8(cXQjR6DKk@**_0n z?ss&F=VYlb|J|qS#U9#I`B^|zwDsQJ>fJf>XU^>W`T6<c<l}uEy}h}D@~@bfnFWP~ zn}e78RaR*|QM`7aQBqPe<NCU}HFnC%&KJ+KZjFiERpRL3!QnU8sx|R&TV<7%OK%ga z&Y~(IDXFdt7cQ{vuJiKZYHDhV*ptQf>hs<U`|ImLW4k+Qej44{mdnj>V^^s*6BE;g z#qRx8lFd@?vG>F^H8nqc`ZVc2^OYK(c{Y-rot+;(f1Z5a_R9t57x(sB3keGw*8C`_ zsIFe@Ki}@gzS`X}OIEL0bL89G+aI^@|9kfBMs02Fz^EuLdHMNP^|DtpO{6kRW>xLa zi`|laov;4iPxV8G4;OxT;CQF%_1by!g64{fi9P!A^70I;(pAfsJIP(zS)AU|-k$vX z+uNdpTK4wxzrVjPuQbojx~UhlqhZY&o!y7j0=<vxwz$X@{QFb6WXX~Te|~;mv0{aT zmls!1P*6Zb1P8;9XS4G^fFfr5{kp>|gO`8!_xpYF#YL_auU0O%u_<1azwRElvRjWs zznrZ>>8lVKyBZ1mKOdOmDxZql{CqN5Cv96m_4jv2C#iZD{P>VK$Fi7he%&w4d9~jn zZ9W`e=HTM`^yN!RXJ=={!&Y&I2)l&H?T)w7lxjbnRDW@KIe$%Ut)PrdkLP4HMP1#q z@2u4Q=N$nR5g$Gj{P^)>fpa_G43kWuPoF+9L~NSg)z!73>T6adPrCL^BO{{)SF@h( zuD<o_algHSr_eOrXtne4la@%mos(*vdut14GaGNy#f+By`|XeQNG^Wi##Q_4%SP=u zMu*vExds^*6lAQ+eC*7#uj%}G|NozU*!sBM<l}vyF+mM2twYWHb{$Wiq<~H}{P6Lk zV@Zig*qVrk1^*_gJj}2EEp7MrOYoh7!@L(>f4#A%(wN~v{lDk+1_=ikwq#yr+qZ8Y z$ZP+;uCKp3Bj3}L6BHONZEc6{-<L1HTPm&>vtz-F-&+bFyY)yKvk3|cUU>brqp$B+ z6DxPtlg*&g!?ya{k&BDn4NG1GNbs<2$-gg`zwhU=J8G7ek$MicKOQuHs{eg!8_Twq z-Nm;5|9rl&vsgVSICx|FdAU2a-|t??FqvUfxoP=wH{KN+HU#|pZ=b-KxBXwPf~Qd0 zxjCJ!+~SY!|Nm#+Cu7+JIx?%Hqa$P5>Y$T5Z{1^WZEXd`(}w)}c1xBmOZxrot%P}= z%&xMxT@#hvt16zk^m+&cE}m_cJBuOU@y6uie2Ogsv(0ja_EvuvtE;O!lws0!<3_~C zgY5DhU0qz~{pP%yyZU>RfYXv?%epQucIS?dj~5gYQkqx&&N478?AcDw;O1XHpU-!V ziJ4<C)929f<L)Kz@5SmwZSjcNTXpqv@aEzl9}*2KKcz4_?D_lccGBBhTS0iyh7AE6 ziboE$a<{5@COtaRne_A1)1-TQDwR}JTwGjTJLk-iQEU-VRaIS7{QR7fl9H27%#MJX z9}n9>iXL5y&KF&|a-|c8;<a_L+Fz>nN|<C!usJr*wtCLF*WYgEi`!OxSy5PbZ%?Ju z;)@+$zLY4ofJ$A_zJEMXJByYwD4d&Tt35w@b6W2N70(_iQ?EV0-|c?%zW)F2j;=1D z#>U37w^t+#5*j)>J2zT?f4BR6SD&mkSAKr}#qIg=8}skm6~4HjxbXUG*N~7Y6_0z( zk7Tdk3!1!j$;rv-{mCqFcXzq?!i5XLZr%I+p78!ZpSlH{I{0L*I@IS?IO#-h^U;ah z6Y=Hk?QjNx`*pw9-Zho0c)-Z$;4{<66(rjuZy$H3;&Cri!wl>4ytVh2x3sVn-mm@M z2|8|h&;NhFlMc0TGBs5E`}zFsv5x+JaX~>rB_pFCo6l#AK|%Ql6bKAQzTdCcZxK+k zwT(S9-#(r}0JJIg&;5U2US96nx8MHnm&ptYVe4X6uBZ(*EPUhwYA8N@`&ReX_I!Oc zzd0IybFH3&Tb3J>+Yj$&UFJJmtwmtbrcFU-W*WP<w6=2Yjni-Al~()r<1znvzge$h zbKf&>zNzEZBcbTz?A+?NTzIZksSxM@vOoV#7F}xsx15VkgH}c_?oe!5`eN0^3{c3W zmH#_2QQ2wr)l<*we?ApwbjZ1}Vd1sH9=FAR9M4S^)ehrecywZ-a@q6hFE14H_Wv#W zx$_cJn4@DO2M>=3$oSaZU%r$i8qLg_6P|Q^U98h26~pv%GShR9_sMGWur=?f__(O% z-IJ4(omOA9(n+YStn9pB|9|hX(lcqB?|!~?Dd^(nbpPG&J-xiT7!*Kf67Sv?yv!#s z<iIMsHUTG_Z#R+;B^cZgO?dqHF)PEyw6jt_V>~@OIr#a-L5GdktkZK{@hs{9s2}ir zN9%-+j*eGX!{cjPPo46*Q+~hp#F;Zw<R3nK_~P1H>9RLB7#R#^`Y<%e*Zp8j+q^UG zn4Eo`&6X(LeLo&?|GbmG|8E;;PVUi>&Q<HTm%a{r^6XjCrza=N;=A1zJI2J!`Lk7{ z^yjBkpP5FibFIsdy}7wLJ2yHourc@cHbq56MnOTrPe0ei?gq7l_<kQbe%$)Z@y}ns zPVFx)Dw;5Tdb?vY+rtYBoj?72zyH4+!-p@I{cnGrYgxSPwf>r060EGOC(fKXvcR!9 z!EAQ+oyx1{&+~&0p#5{__HF6f-`|eTG)@=k1&wyB<#)c*+0n5gZmvzGkP}DA>uYBp zzP6gn*Pv>heQix-#GVR6Q2ELuWx@d}E<s6q=Z>Xe9v&QRywYu7Utdo?*u=`vpug`2 zQ`B0q$H)82UuQEmfR2EC_?nTCv1@&3NJxwI`#r*}tgJsi9+%HfNe(Ul`6*RITzql% z^>wCk#U*?jYW!t?e!HE&vEZT8k|j$PELq}Wmp^-P>AO3Y6_u5WR#vyxt-oX)|L@=L z_Z3g4hJTp<{}21mpFhjiM;f19V^#7ZK>4t?h6cy}f4^2Q+St+2vEpkYXmL=-tI*U` zRTa-e%Y0|c+*^5WTfyi4`ajH<m-`<-)+@a+^|YAH-!GRd{(ij<Dh5hkTsXM)qq^^` z7Iyg>0ZmQK7k77?Ut1sFpLn=UQANci@3F=KS%=;OA5Wd~VmNSXYql&~OZL`N|E6f^ z>K^^^@$tvk>-Rrum#=d;KhJh*o#m<<>zX#*+FNZ7I@Fs-&PL+&bba^TWp5W;ez~FO zsn?q5?d#%>ojrTjwWh{~iHXUe{$GuYyZhne$JyKYWDj-g@6)K4UpwdS!2pgx{m+U@ zN{gnoL-JhrW~G3V5|b8z7k73VCnY7t#4QhBANS(wYH?62;LXj=;C3;)d`&|uxA--y zK4VT!PEgbRNp6d}-<$)d_4nsoKUU>_{LY;i7B;q1&(F`b4u71@2$~-Ubt_jrOAL*S z>;%<CH}=(9g96~kj|$hnpjMZ>y!;%i(pAT@`_5T@emXt=(DCE!_J2M!-@WS{zAh&7 z`nurdek<0jIr8%I^0#5Je?K0V*E{av=jRp{CbsX_D{US*n+Uu5Z*L-xeqQ7Ew!U0R zNh#~*j7Cr@%rlhgWzca|h<<#$zuj#ysLh(SW`&@Wg0?m{!-V<s`#*gu+I_wH>nm1$ zef{0Jd2Wk09+TM0$-@I`VsEVbTLtQifB5!oUE%J^?8L0=>ta9cT(n4OP2ApF>+YVI zs0^AIb?p{gxMt0oV-ex&VhSziFP~S%6<_m_b(((sx-99%Zi^3oczAf?lqoIV)Ade1 z_n&Lk>O0$P<*q&z&$890gMx!6PMMN&{oJh8U(Z>;zcDv{Q%dI|Lx$g?plz@b`)YPR zstkMn<}b)EYlT4z`2;6M|N8Qhnc+wM|M&kBFD>!B@Ule0x=d%$;>Dn3zUR-U(;mLQ zu1-!&fByb0{PrfY=I__*6<;p8fBf_L{A2t7Kl%TC+rB^XPzz^AXQyLjrRBACvE03G z&DHOA9?zSTdwW~r$45syIyxMlpPMTvE*}2+j+)<`4tBW;hSSsakDr*R{5C9-@j!>5 z@`a7b?lylu90oNd7F^8u@bS33vWbbv^Yink-)3cDdGPo9{o_|w1{Z!lYo2^*iD%L5 z_xpbHfx1?kQcur0mwa-PYQ(-8%U|E$^EV%C@VEPU<lWcZ@ApOPU9p%nV@8K=^tOZt z2O2@WOf4;~4LLWBzP!09tf{HFwT^$yu^!3hqut`kS5^ehFiPdpi{IDt{a!VH?C!Fy zr{}!7yW3pNe_qei)6<pp_4%3Ecn*Afds}qvHz|VzhNh+_gWOvtp!_*Og){s5y0w?5 z9eD8~gN2RlQ8T|?!~XsDJ#Na69zB}#tcLNxrqt6DX3y3Z{{uRuFlI*qW5d!3FY>lY z2?`3DGRo~?Rsu1Kxy5t@-rn9W9v2tK)L>ElZOxxs)8p$j^LD>AOEi&cy_g|#J-&W# z#ix_%N9F7PD7FYZIy2Mw(ZY5)p^FzUf?7i??CjkOo!h%|Z*RNVTlnWkp<%^`gom$R zYcq6YUS76yPIz72zB~UW``Z=Xc=mjLy;xyk;i22Nqf6f02n4kd*2L`GbnLofi-2|6 z8v$kaJ`uIao<Dy4=y>rW12iRG_~F69sON^cw@erhyj=Xtq7QUl>z$Izz92JP+}*qR z?f(SWe7{qC==kyD>tq=|KAG%qwda_-e67l^(${KVs`l>q_v`i1Q&Y8%-q~5~`qiGb zySw}7Wq*6!TU#=fd)yXFSeLEw@b(sFIC5ua@zb)teg6OdzOQ%PU-!3V{d&;4JAuvV z=fyzznL(lK%?-uv-TnRI=64F355Esx?l<?%x!gND0zsGeWNeLMbO8D08d&1h7f^d? z(K2tLrp%e3;l#6^PEJg9|NoZ%)awNCb!Ck=fQIg7ZFux3Y4>wbuj2dt`hG>{wu&?- zkOH{_q7fk4H)40$TToxM<mDyS=jY}g{{4P`|D;Jme?Fboe{pT??B&bdU0htQXh=K) zt=qiP(ko@kHNW<o<fY4(7hZpTaesZiPSlnT@c3(1C}=$t$X4*EA84%~WY{!t@-Zec z2vbndH1o`XMOEREk)7Vt^$y;@FF#2I)D;D}#pTK&PQ`$LfQF6^j*7~{wSL}5n8dE` z_MWb%Xk>Kh@@4RnU8O}~YP!0-vQ{M@zL>0F+|c0q_1yjY@(oYL-5nen+S8rECb{Uw z*45c5DJwrczxc{0u%cbL1_}zG)q9|phEkSE&&JH1I}E2l-P<wCWF5E-0xBVUKlL#` zw_`pd-tfuE;WfL26~kOL=4G#KZLO88L2K#2e%UHERrEls%7Z6G3XkpkZvQcp=a6PQ zV#Byap1mSds=UvIZ$ks9Yyt(J)Rd>pyWg{3+P*7q_Qt!PIOG|5ZZW)=k?%9_C@f?G zy~C&R=SVX>`J*)dl%~mpf-LnpyM>xA8R_mRefmOVR_Bcs#T=iEqotPSZ~P)X?~IaI zr3h#ZE!exdk*Ta3s+(f=Xz5)|{Jbz?&dCh!1JBmg9(72oW2m#cD;ax8FZs&Z_J^-y z(_U_`W-@qEou{tS|1g#VI`BJdQv7qq*S-hR?;S{wI=%n3@3hbFc1%c#^knt^`0DfB zzlCbbJY`3<t%c5|v^@MQ|9kO{kaWwb`&f7ExVZOY=PO3IOXh_Iapde0jd;%bXBx+p z=gf<E1VpFRpZ=`-{CXwh?B7whv`dS2*6jEhptFhluW0FMy${Fv_a6zHYq9Z8W%436 zctV+|p8AiaMv~!)42wdHiI~H;t>0$a@7z~*&+unnGul+!<es+<_X<P*cD~|<r23AI z4ja|a>IvTQyMuQgef#nD(v3SNR2zGp?)`90Y@zc5#V<WS*c$hVuiq*(txlPbL2<j) z{(n2qKRtYS<=h7~w-*=-@hvYqG-2NHb+PY_AGn!sHxjyv<i&s>j-1ZP^W$_sAOB{b zrfj-f{*9T>RE9{`ixxE><y=_bAKvi#UQ7SF1D|e9vv@GC#^L?*3ZBobkU6(ynb+6< zSoFEgg|{Ob7Wz|eSg}N?U#-cJeRS{ZKVy+=y3OII|9lKR6|^Lczu|NLt2mFdat-VG z^bcM&%I=%WP<H2CP0y!QYt~#c`hIQ0lxerWXloa|mU1bDr>2R<t}hQfck^EO>XhH{ z+;wlZ?D^Mv@lxE%IrE<$ep`RW&96{B_3oL#8~={KStWdveXjYnu(fACU7M;se>QLa zT3`FQn;0q<{X)cs^71f7>D!D`(^B7RpPBY;dDzap>K~yI;qgz!w(sAT8?f`ro4OO) zeLKGSFzmNFxzwm+0>5=@+A68TiT3xu<;6CySO*{LU-j;a)`J7hWy_1Wcs>5DwGMkP z(enSUk;v+D9;Z+FcUQl=lwSJ4@w)38`)Q}z_s2?cf0aMKciq?B&weBwKWpVXjX!zu zxr1M0`Bn>G{}n52>Y7@==+{93P|F6Cv7=pImK|OFC`i^!zU%1Bo^2a;cgGt}m?_^d z-@n{#I&AWKdSsmS2ZalHA_+X@Hg2vPYbq4Kr)^(0bK33W55K;dv5x&v9=p-MW(9lW zT`jT4X7(5yO?GLIcbjm3t7t~z;f99ScV=k^#)6hof{OyveCb<OeBt*mT-*D)R#;bF zZ2GGYKi~bk-eoswG9OZw2`~M1J45{~<ANYNEnV|nre`m4-JTjh)$jJg+rpn7u9(fQ ze8WFdpn5|+quafb9j{!@2%nP{HZ>3f7v&utD}J7|j0#<$wfoTy-<wlcnOV9|jlZq- zISV|8t;MZ(9+sI_tkAVy{p#_K?b|$l-pQ%R&RHLS`uJ}?PKO^H3=QkcCDnLub?YTc z7VMiFpkQUgJUQ=n^wvc>H7!rAT;vYvwt$Nimn(Z@W^m4ldbMlrT3>U9*!hgV^j7Y@ zJMG}7M8Aa(Z*6mY>bHEmtKY(fS-0<AQ#>Gh(o{ODrm@JoaE0>&#T3!2+oDcyJaJ&v zZV9KyulFpR&L**i@rD`8iJz?d?xpV7ec$nkh*W{aR^fB8oQ|10#qQlID&aco0-8$w z$?S09?6iME*AGm14lhB^wl_bT8oBr=t20B<p4vdYN=I!i!H}pPzGpQOTBlY^Mg6`S zcI4C@U3odbw=B<Zv(23dGQ91JO<HAD>hi~F*UvN6d9yHp@_oDhJ?7HcOSCQ;KbpO2 z`Q7>J_wLkVkeJ8wW*)<md`1SApEFlKd+GCo!~3I`_=2Q7m#_U#gFz`vNhwRNsPC5O z`co?UGJHIT?@jPnBFP-M;_~BFVeL+H<uZ>syy5LU^6-Gcl$+~hthR=HEIU*j?sR9? zvPE^~=UTT~h`p#53_SQdq*qXM55L-d@9XnC9oAc}vwq3cpm?9TdEXY6P1n_Gb}YSn z!B;0Pa5A)lc5%64a4qwJMa&)U89@vGRn5+uz<*jrUnWPGar3p?mDQe3%lZZFvrAu0 zF6Fcej4Yk2dG6EvRa2(z{62B#mYBr-3+x=uIWipB@cQ17a82)t!FNuUnmcQ?#ePq_ z+W8=QivKxpW|zM0Hjo;xOP?u~wc(unhg^Oa--mbER-T0P>Oh_H^Gnw{eBu!A)zUrq zioqa-TcEK0Rbt;Pr)>SWn;Ms@9<R_8*|<}3)v*uPrZOL0wVW+Kcjs$2hJxRG4^A^M zFxl;5>UsZ{XWM^6>6JJCKBzbxqPnQ*d*Y4K{6p^PdnYeo;km!GZW2SnF1a0r^Qvn* zrNA3RKq)cA-i)7d)7%t0%gHuO9DVF=s@L!3Ij^Y6xRx<-rTGdewcz}Q$i-_<9l3Qu zY(~M(Yj$&;j3>@qU-vs^`30X;-mi5BI{qG*wvT~9K9=#=mpRRQ9&!9B%hb74^n1aU zLk#)7k`o*47pEUFH@nTYUUH-Sg<mV?DF+rGhSkeg=QcmOD(R~dCasn*-HxwylKdYR zMYid0j+=aDD_QBWI%~$>%a`_VQwoa=4Sdn0$S@(KZMC<Mo)puCwF<v)eO+gfCoZMW zzWzA+f`Q!p^?NH%tUb`dd|;Xd!?fI9wfo)@5_=CFwV1TDLbPag*G@sxc%DMg-U%h8 zMZ0!xxw@`ms_sk!(+p0~y294`Au^YbD)>q_ChwA1^I>*Z<3i6FQd?MVPFnd&>ZY~s z^+1K=x390wOw)c@?!Ku;;z_#O^bNPdGegB?>m(iPo~;r-ynXjOks|E^e>;I1?HKXX zD&D()pV5g6Tzv@AGIViSdv;e;mkQURv)LO??m0EhN8<Xk<T+PL3vb1E#NBu$+}~m* zuc-Mtk)?ajs@ED4`(ujob=w}*#j!286x1SB`Z=*?-){R&+<#-sxWDNiI5C?qeC~x6 zH=eEd&g>?;LFT^|zr{X@6&h`-EcdxD{9w8}KfG+a<07#RaF<(2Y0<R@f36?se+=FZ zkoTMGMaA}4iSsz;glB&|b&WIDB#lii$@kpmRmU!HxtE)*IbN6S&n$hLk)dYqX@krQ zaXEG(-Nur+4=Y-yIF$TI?b-9vpl0vsRet@uUtF^(d>nJSxg!PEl-pWz{~pVe<ttu) zeq5ojz`WqO{?_f$%O~=m&rsUvYwvN@Ao^=_VVH2|xobXaN~IFKT-Vk%d36V_xV&15 zouSEF^j^>f3BE6}oH7*x4NE&p%l9{*Kx)7h>F(JIYruWG&Bo|mKi}bMv5L}hSdEx< zQbuI`87W;o38o2;-*y+B<c<pLTyQC=#Nc`O-KG2+zWn~CChodsRjBW3USWlhy!XPB z#KWZDxh5UFZMrVqU0jQOeYwGN<+BMv;!pHgZq5F@dS3PRwR>x?znoUTUUVaax7xJ{ z^Nz>#UoB4!tyfwl4)eCD=-0WvrT?;bKMI}sq;>JKfRtCfrd{@}R<@UT)LN#@xTyS| zEBwf>QrKF6l520veris8t#QL|hqwIlx;}=oSHBrq^`v}v=+xKqh(6`eG*rHPd__gi z1fk8fh41e1T%WtkkNs9J)4pCdtuuPFos&1@NIyBHy{PK=ZUM-Oq{>SlMW-F|$vvvQ zVAa`=qNmp9POc19t9+O+o5TC!@tdbqA;sJFPKTLqy|h$sMlx`z+CMGc9H^qH?-Kd- z#BL_%%9V?@9s3mY<;3nqRXpC$3lfqhE^UyIdcVW>_HEtu{yIq?yH+$7utGW@6PK^a zXP>fs_3Ppng%7T~JlJO+T56re)f)MF?TXxq*QDKj7j~Qt-QabyZN5gx)qAHjx~7=Q z{I%Zjl8vFkFXYj*HQs*VQy3XqR_t8F!|=|hID6g><(qr!Ttd=ep<3C5ue{ixxogVu z=wH{vj%<p&n0hTk*Huo`=quX{(_5=@%U`QZzb(N&{mpU1*q&8|3<~>F=5K0qv~5^- zo?-bkrVSz+lZuTKu4NQn6llnq?X&*DrKBzE=e=Z&_{CllVC$~*Ne9+Ykh=X*wCw2W zoRcl-OwSW%*9G(nd`aFV@#k`decSXm$1dI3$stxbP5jhl-RnF58BRYOYrwLC+lHON z^N_1E!!FU3-5D=fvp@WTZ5dD~_Y6sz^)ucq-Nf%U6T>gPjen}wcCbbmZHzfDJnhlc zt@eVZ+Gn7>r=p{??4Q1P*yr4Ty8Y%P&d0ZEde+)~^y9X7`gAC4euc`GpBy(QoqSlD zHTm(|*VjxoPyI4GNKw8Fw((}i;uLYK+w1gZ2ff>~G4#Ibw6`r;cV-@YBpPUZj44ce zbM|$;9$9NpWKK}w^z`&BThFcd;nnK(i(+?|efawI=!b`g3qL*a<UczN)Ui9!+_z_~ zUd-PUw;{`&=Ugcbyz;F@Ps*5CIJ7@-U6N}^>~Gz(bG!3W(?z!SYFhV#7E<>!f;NeD zZLld>*mt{P``WC-xy>$TrMM&3`UD0FCM73-yjT6+vgYqu^ZQ4v-|uPWxBJ2H`}_O$ ziy22wOjIuX`s%9NJWWu;a3cF!Zl=C7LD!$3(DAmPetn%*$J~o9Nwe!FtV)FJ7P|EC z>zs?X*k-I=u;cy&-A{=dP8>eAroG_!)wvVqe3=g4waOv%GgP0)`pq>P!-qwo3r~G3 zT)#`8N-1mCjK-^{dgN@S7Q6SC{g@@d<ULL2p!WJbO@)t-F*00R6WP3BgMo^wDrhjQ z*D@5`j5!}6&Z2M~yn^~k)Gz;&fhJe74zq+-1~#NxKg>G3*Fz^@-y`i6TO?Yo_JUI3 zjx7<9hdZnr9#kk)FJC(U#Nk_WW?HQ7Jd$;I?~Rr3+m%joEY@(UIceu({Qop~VViu} z;#ZbJfv*oRiJd$*&$j!^ml7U%yBNE4qnQHY;_Z8@zgy`hOr0_XH0E44Z~pxE8)QL& z6*##ZvbBLL+<o0stG)9|E$`^n&WXN!XXSf#5sm!&2j}#gG<(KQ*e#HeANFzk-xVnd zp9OYyurkcmzNFJ?7GBKTxBZK{Qc+Vhhv&3;c{{niA|hto{kdU-!B10n(A{n`eAIpl zN=m-mq6@Zf@2d9&rL%LJOS!_scl_ND@ToX^mg}U8rHeJ4>`X$YC@(p(CaY(HkTH*_ zS>r3S>&00io9>o5xwgrseeCLpNn-4N_2%jHc(=H?d4D{-y^HUHyV56Oy}Cn6b<#}T zcI=w35ptKEp=Xgt>3q4$@B|J0(6Ya<f{J0<+m>rQTFd1vO+#~c<WA@ic_8LAskObG znZd}&=)$^K>z_4lZfsTG-@V;3KW=?{-1<6uTadFSX1!atCQ5y0oMVXp!&gPyCN~+P z7a7}YS^rqbF)R?Cx<mD~P~R-4i7U-5?)ho3IC-6UF|nN0>Ndl-AAdm$9A^YQjI&o- zlofG6DH1fODJR$W_V)JEtf2kNZ|?7xH%>eA;lmqHPFitv^;!#4SBsk1${kiyL^rO> zTvPBh^BM1t<sa)plRXy+T|V<a=-Q6QcO4w^73^6XmUf8Fp3S(~t-HI8A*K5FqL@!j zVIfL8wn)4^`x9IX{{L1hdcMD7h2n;WtEWW7#2#H)8T{$<=JfMQs;aC94<3ARW1}*3 zwsukU_B_zY`?E7Mn>#u<R8&+d3a){ghF6j_V*^9i&aHm<Dj?=a7HA_(Qq1%&6CVAW zy=(10b{*dV+Jq$gC#Kf6{2x<I_2if%Ogb|o?s9F4<rlkf`_lZ56Ne)XWTo=S*>o&) zZa;NC{p_X|Z@<}QysN|39(r?gb6`kFi@SWS$j+TRcf8$pdqd^tv>!iyRAik3+b**+ z%J=CiU)?niUu}IFe6ww}da7+s{E?sqj)$+Vj+|wE{ps~&QRv2{`8Ve7XL!DU+IC?r zq5bo<*LSQqIiW@1)U^vjnp4ns{((k}BJP}BzRT@p*@2ag-XUuvq#%35*IGTyIXda= zpZ2zzhhb)+-!}>0m}q(NYsB$zhIYB>^RI1N#Iqqsde7n%@o7)gZizq6`^)#@oA}kw zAt4DWS#Ccpw>*8!1zCT$DwcWOGNzb(_B~wrfA&7$Wzf}#`TOg5L%eX~rxFH-4TQ2e zL&o8|+Hs6JL4tvsVQuBBPtwe$PQ7$B<mrb)PZp$Fta<;kq+`G6+DZM<K0B-!?tE9@ zuy1b65vGQ7qM6ewcb&R;sV(}Ku;5mqS9PC-L1{bibolYBA;Hbl5)v|mK->NeV|gxZ z5wuv=eUNMaO3)sgm5$yMbZ0U!M1?$Bdg$o~AyL2enL?pg=UBC_-kr2r>m+nz&4Hkn zT|b#aA3wPEK4Op3qOf*tNEbRvIQ%xF?4ETcrc-x6eC6!@J?YBTl$!U}XA<StYE18s zj@e<AaMQ2iZ}PO{v|vF&%Oj9pK%n>YXJroIH$y<XUA<q{CcORX^S}ma?~G+k?XJqb zmzlzLE@5@yWH{h2qV+p!m0_1sDsQzeTVKSxE3%NyG)Eu4a#Y&?s`Z}qomuMLAucX` z8zF;)S7J;Pc2t@1=!MJcp0113i@RzXQ(N$ou|(ItJNVW)(_2qH|8eXHYsmTl+N;3i z{*3tq>w~l%R!og@-&f6378JBR4s~nsC69-%91WCr*l@2{+F-h_WOhxA{KHq};`zs- z{~2d(iGKCn;Gg<`Q-)rVb#|)k5#lV_g4_Xu>-rqL>y?yNg+u!sS$a~2F|kY&ru^36 zNv-r-|FYHV=MK9=R}X^@3;5jmF>Z<@^8&%cSC>DD*e1N{Vl{JjxQh#K3pAi-HL>x8 z>$i)mvFjdAto2{+Y{3;iogwG!yspN?|7AChm$`ivT=!1>jNk3t?{Xc1OLsGvB!Tv` z=<+v!Hd@O;N1i4wH%Zv>>%*kG5wont4=V9PqJ78x-?1THv!dEp$*sG$bW_#7V9~}^ zN@2AvtHr(8mcNzbtzllS&)>%Pw3Iu%TpSe2a?pXXz}oB+1*IpS6n&kz_-Y6={+E~k z+MFuAPLDBS!f&f*Ec;>>$ExmmlH2lCaNWFhnXk9Rt~@60e5<DMZshj^-0#{}H@9ji zElTqea{6FyaTQcjqMY;q8b6jPJ+Yi=N<RA>sVywgwU0#O%a2@5sWiQ+_kQ1w^=G+U z|H|pdD7UYUZ{-Vo%XcN?v){MVJJzRcw)x+<&~p`dU(^I{UuNh1$1-!LT>fU5x_qNy zu~bvQlP$h$Blaj|Z3JcH<PK|amWee@*zxPjg6&VYrJGE=u}pr+t6$fyhA<fH_`<Mj z+WgQf=gneb+l$(B=ke9aUYisUd-!TSY~MV5Ll<cM^rEmX=y+t-<%Wl^ytXm-?cU{T z7neI@K~}49!cD&&w+hzpnf2=3qq7yK>)TG(ZF~4iXpVTjp7%ix;hPMv#Ma&0{D<XR zjAsD!oP@QYJwl*z@+!!MCwp!`Q14=7IL~sfIPy(q_(Vnd_m_@q&JH)V{`$9p>2zVm z(Nx#koWoaH=hWM?vE?5)xh8Q!gH`+L@^v048{}7n{`mj)Zgok>*S+6Ao<FBD^Uew0 zLuZ>BBwDXUuXS;C5D^rs>Iv&QwXni+9&?oF#;~_R%u)JRgSp>sWZnIR!EWi+TU}eP zaYw8ZdT8_QLi$!$K^I3=0R{0%6K<cW`zMiZJo!w@w|QrDPyXH-CT2bP{=MJR*Kiu# z|N6JCjY*7wf#FwQMcZm^^`!3?m!6GY^Jwbb!UK2KU-J%Xo+y6x9@FlXpU$X7KWAxM zy}k6~riF@|Bffvz9q%t+eMu|HRdn4u7FTVC7sVQ&+Z7g+cW;_~>ij#4go(34?$o)w zTGUWl{n+dEjdvCaiznvFKA*{3wr{c@)9#g0J##u<^Il%P(|3Ku{Pk!4mE9<vzBT6( zzjWQrmG0WB^0baIGBP9v9AIK#a5yh=JWuQ7J&OlZrk#z7ie8ws*{^Mh>DK@2f-jk` z&|IwW#FV{?Kl*staYp_fY>~%>qqk+IyRCfuUUkFlRi{i19{oB{Q0h7B)~|VdCTqIt z%|%_c7#t+pGH3nKZk+Mxtv4fs!<~}F3aUrVV(zZrlG}exW~b}Xw7Dvo{<jQz<-Z)C zkZo^a;j3O*J2UM0)IAITzI0ZOt1tN-m%DP`v0MLtOfv0jy2E>U_1ddX!xm=NoLqft zvfZN7@1Ji~HZMQ5d{b|p7K7)3*B9>f^XV`!Fnr-De7CGfYTdi-+K)waHDZ>8nwEP{ za;rRCu3{>k2MVYM@4igDHOJCVIBI+Ll=S_}w&Yy9wZ?PXxv5RNSN@w9x5_`}u=Bdt zS}}LccCBP!D0E^3osD`@d}Xxyk?U{Eg12h>UKjs6{ok{HZa1P`gxASstgT-3ZC6|7 zlJxyNp8ePC7PfQAzu59F;1<K&M>o|^-n4koHD~6m3%g<`ZP~KzP+<9uOSiaQf6m|X z{?fHqMd=S;CD#3OjAv(1I47a#a^~VLP6mdY&Tn`B?Rv3nQq5eK#+xCNw%C1UI;;0@ z=bkq0C#LbXHQjm{zgMfQTy)<__x$X~74e^?!hSlPRyEajR&L9AzvbDaXJ?~gi<hgU zKW@le=Dy#qs$Fe+nAfK7#vjUqf7Y`FF0^1>(Egw_<GnjOD0L=j_dR^&epNr|`^3y8 znYq_grhc!#cWT+JJ5eh$&q{xJ{>IyRp0MwZDtGC-&!gY(n7;7agzSHlOdYqn?c+LI z<^H%K?(ov+?s=DX9loB~@|;_Ac4^hdw8n3{+ALo$D{6Wq%An8+NoU`0>Uy+BrkBeY zgrBuadva@6=<%FY(zENtw>3;n-4=12*KOY3_e-0PHPlLS#s7(%TRSx`yDD(f=E4ID z=QV46U`Y?|{qp8}X|3$$jgFwx18pT(K~Y}fKj-jO=HrZavo6Q;oxe1b`F>z^RN9f( z>}kQiId|7xd|SQMx;ABb>BW}S<x{fFqK+>+^xsGB{de2g@<07rX0JnXuD#r<Y<^pg zU1wA1O0LF&QU(WpcW|^nJZc#8cSWGURf~j;k;{Mg|8=t0iV!ILy=>yLsg~EHZia-* z*L(YapM5_wcFV(8jcQx><jZa^{doV)w=F(@qaOzUsy$nOV!|SMc9j@eh70WikNRdP z+we0q$m#VxeD#_ye);<C^*Wxjg0~zA`#1Uim1n%yEE0Mrt~YEpzh#y0b6an%y^Z&z zFR$Me-3^YonCZLa;j6l~mshX7Dq4MEi_LGVP?3A$MY0cHF$h%e;d}e{1t>Sa(0(Mf zZl3(c*;ysOmxq0PC4AjrZLxnrN&kVu14^6Yrkmtni{GRauWT?|>wFH^PPJPFrTb4u znX#67`sUX9vrC164*GKF0ms;jvqB>4;@+RS&UpQRUVh-cKif+87^N>;%%{Hcv&92h zUhN#w4NRLsWzB}yi+IEJb8jzRy7gdeEa+G+foKuXF|t*QEXsmC&mF$%USW5AeOBFq zn@8=ZUoU9g^Gx8p<LipayLDF8=9bLQ7j5<0<DN5Dc!qE2Ro97YqaVIXtL@Of<p4S` zZyUrhnnG86MRRxjdUDOnH~ZcK`}BCJPjg~E?<l>K@Z{$2I4cer_A_R)mDid3tbb;< zH>vht`<s`E*M-*cF*v+h)WFKXa6$OU&e>W9F@M(`I=ap6xk_gEG0mue9VfWL_iubz zp2!{1>$a_QPP&=P=d~=o%yQ<Nl-BW|S@x^CYNcHvFaJ)x4YOB0_P1J9=+G6yz;Hwa zl=vD_y05Gie)PI*_sUySm%Z-(=Urc1ulz<g33MKD>29~}@2|f5GI8!T*#h28ed^nC zE}!cOa{oTD={V!+%fHHZZc8@1YJRIcGrM%><~%KRjVMM20dsJ;O;S8n=&<}|$jeW! z{<Xztl%@U1SryT~I==RguI=6Yy5*(o)BG>n@}Bpc^vrDUn&(C7*1N)w7ao}Z^qxdn z><-95xi4mdD~%&TGKa7BYZ>d^4B5yRF8{_-r06X6GVr~i1)qjzzkGF+wr%y}`@XId zxfmLjECz>NEGJjEe$eWDSO3)KJ`J`!xvZ;nN7cNWB4u}xiZ`Vs$8+l+TP$!f7iD0m z<phV&yN===RSzr{D88K8rv9buSB30ZJIzO5-=+m0wTjt$@C4`XcW2j}jGABBsJ1<9 z)r~cmv)%Lfej88NCC9!6RJb!#*`zbFzc2<Z2=0|Ibc&3O)Y8_z{O#@S$$M297=-e- z3jRC%|0|zeA#bqj{?=JG4^-!de`-_XukaN8EA~qG`i2Fi?!8R0SO2rFJv&Rpj9sfh z=EI6W1y3WD+JNe<Yv2Cfyz<XFyMJLPN@WjUT`VZEF7Bz6MA_Wy1uu_Re!lweYQ1y! zS*yJfn;oK8pEg~eIQ7_;x0gPA(>Ga`JN=pI8c->|cGb@4qiL}pT9rf><r(<bFfcU8 zoj35ETz^#%v>)P9`TpOrpo4N#Q&XchrF6#C{Y(X2Z7yYD@TcD6@2l6ZLjwX9?Am4Z z^!ao3gyRehM*_C|42dlX_T1;UNPqRYssCRUcTKZ6RX^+2o`X{CCaS!WpZ0G%Cw+OF z_iO(1lT`j%?T+~_5>^srysLKowvc$`li>~0@tckn?)Y`>Rgrf2t3{0aufG#WZfv|8 zGM6jJFJKB2LkYCXEctZC`234&(fL<>&F?PRn0!3z=B8B8sioZddnUYD%g7+G*W+%; zKhwYsmwmsUdKkUt(N*<ziBZqzJ$NDauh8M-_13Sy7T(-;Zu4Z{r~Kj5Q(9MBUo?#Q zdvq4-xm_#gET~{*aG3AHCf2lN+qPHD{B{?Z`E3$xr%ju-Ofz`dicOo0I<1)*6u3CK z!uPK(C_JL@iTieW#BuH7G^<wyll*#^^{l=HdtTaZ^M6a}yt|N8?Vz=|p;e)sUw+#0 z#}^kkHaE%1n`BI|`}5)Ogy&nfY+12%>Cs<%_Sv0k2xVYM(gc;Wcg3?VC&q6JF}WKu z`%Y@$+w8@^YpPurGL&sz2|gNcWe=0suD6})^DaC(+C6zMFM~t8(8_3apB=mA=4t)6 zNC>~{9&WlnS=Rls@707SmQnA;E%-9p6RS+OzZ8A_**?XefA=-{b#@P5m@Pe>-MadH zDevV|bF#NytlcNo8}oEl@2o4I_B}J(D`aAp!TI?!|1T>Bh6ZPm4FV|#8W@Xq##mK+ zNVxEronP+CgM-b^^FAM7=FfO|sP)?OuV24PndL;B*vi1*qI;_FfXCgC^H0xR+jaQ* z%hzw^y*HWjSsW>TbpK?=u9ct8upNKyaqw|N8B1F5U)#MQ^LMnh$B5tXovN3A;rb#e z_9Y&y3=By<OkzzbX=$(S6raDk`~AMvpFS0NPP+aY%zj_{zFP5o;qJRdyYF`1QDazO zzVY%};oKd&J}H+4_vZb-q7`>jmi>%rfAsN-CBeQqH<!(oT-tY@TZX-731%_YV6mv7 z)lW<>X2s6p=dYsg|C)BJS9-as_p}uoHwK#DEeYPVosHpzF0_7W)GL~=vU1PQTu=iI z+>*WhcG;~t|9pLO{;yWa%)5NLO0Rs|;){p-9yi>Mz0a{*FUCw1bV}la<sfU)&dyr; z>Q$EQpAUyuty*>IX8QcK+wWDa4&GqRz%cj7#@Sw=pjw)`dD^wG6*tyg<~aZSSLj)O zlifd_f09}^;d)P+%!h{8NA`D??OwSr_|qOf84LHeC4uw)&bqWIGJCVy&0X_FZ1^-h znM0RX@~(aaDHj=*FdR1V{TJReW7Ycg;f{`tuU@^HGJpR3H*Xmj9<7yT)jU~e9=iLI z$>NHo|DN&PtrS^-)bxG%?9l%!^Ed1B?kuZ3TN|eFyHYhjqyE>0j_dMw_k~BVTEFp| z{l1jmwRx*-+4Ta}%~HL|-Oc}}F3!5B`1}30{drmp4*Ex5U$}SvX7n=#1_qW_Y35hw zEK-$<-{f}s^RtX}x0T<P^ItvJ6Qp~7_TrDK*(S>~I{TzpCoL(dEUiDRKP9b7DXtn? z`~CWJY}x(RSn0DCu$J+q&O9yabGlWb|BM1RMlQeJcW2G%S>~q<_9|YNUKSoa+dSj! z#OPh|dp^mx|7Kud@JQ?tU}9*vpj7(0<;SkOd0N(Y-Iq;Vwl#8c$i4rSt7m5wWiMT3 zn$L0DR}`tOthO!h`ipOSZ_Tyaba_|CF-Fx)*K<C;8F%$OqoSe{SI=H$mc2pl>|S4f z(|=BFHLh#Kv&AyjXV2JN@YTTn|AO_*3=ChCdIXf7W!z<Hkkh$U{`<AkY_CtHLTjyS z=6=nqhZmTRtFzusQ^`Fgv;6&+_`KJ9DtTAeEPOhtZqoPnRlDy0@ylK$%kE=r`|ImP zYm=Q@gC^~r-)J9m*Z!7-Xjd=;L&+gn&*E2;MceAzFPBN({kJl7&#xn<KCkZx%iKMj zXC4Y|7@OZH)_5ZI-{L{bwYPnTuI_E~-Y#alw6uNwWsdXW7t4b!9Y1n0FnkFV*}%Z? zV(lBTC5P5*w&tq{fB2|laq-i$`O%<q@7AjVt`w=vsF}rUulkmL{kYw!EV%Sa#*?Vy zm1)5@N-y>>dtC}R?<iW)w0Wgl)wkc@Ds>*c1huyqZn!XVGc?>=G5g`Ghi(tc(x$u; zzFx35Vz<Mjzj><^=QUsZs8${s@_W-|->ZS^Zf3}uOIRje-#gPZ^0l%4g(ug%v}5jq z`ju<FLOEm)Uu9%q5D){^-&M0L+E&k=l&4t}H8t{i>)xZey{p$G@4g$d^I75R9S2Wz z@30fueK!Qs_6^_3))xERH0D>~y&7MOUA`|rftp_o6Oup;kqg2umV6Q`XTREc=O!p; zd1q^f<Xk&B;Y-ciy;j8!th4-2^Hg>>-aCA4<K4VfZpyc<&KXO;snwUg@pjoKV_2gu z>)O-A>pyp|y!4d!S5(O329cEv3=BzqpnmpAk@E$mPu<TH8TFd1Jv(d3r+??O&rXaE z$+@=j#+u82kJl}f7uDgY^qY1wN%r>JWmXTQQe^!h<(S$2Zs9j&!9QcKZPHxf{p#o} zR&bbp2>^9t`?(E|-k#3nz;gG*@=0&{nd@HtnzfAQN3YbSH=;9_ndM(tHEXx3r>Wb% zV?6gHitbjoue+o<uXfUslgx3OLVKi;bM#_`^21-UvP*Y{W=O?<TJ>#7KgaHUTXOs3 ztcx~xo%yvPdl&eKXj`uJ&eir-8yFZmrh?ng#~D%E&#rs^MSXX9TgrRc<9way%&)ta zRBrw^>8j;|zX7)xRyU+>pPg0y%Om%k%yQ1Pw@puNjt`D9%g()~GW&jIf%(<@munqA zEo5n3UB12I>PHC%1_n=OcCn<sQ|1kJs*ZO<+<Tik9yio2&8=Qj=-|0)=Lh?*&)<0G zzD<uitQG%k@{&_M`LA9vo-dCo_WYc-cHPd)xAx!7TP1n?`pciUsu%yNvnmS)^&%LU zK3Z-0zPO=v#$$axhFZ5dyH={it6vlkeSYfyR7+QHnNl6rKIS}l)-=rBz2)Br9nVX7 z*H7-scra_iYr8eGmK<8o<yH25T3XeY*Ne+Din5ogRNFJxn@`;@Ar8)>U#dWT9|=Vk z28AgecdZon<!zsRYD$Us!^^AASn0pfeYY|`O?16oA@60Y^5=p3*0J<4`ysl8M?OpS z#=N$;ox`^~uk>5!uC*^+Juh9l#T9)wB<}E1`R8Y^w=BLrMQ?o<xCwZm(tN70$a)3_ zhALL84Fbg>`xw7OT-<kiey`u6136m%Ez|jG+}~!-R9ye_Vq<s60yobf*Zr+g^URNb z+{bjBu^w9JbUeTD_JG&-ZLj{z&XW4_S7poWu0jU}27!j_3-`*)Mldwo)9-uus%+C7 zA7$U{&1x(6{Qn$g7K+pZ{WK?MYs7JIV<va;@0yo0-dAjRK4EP!xC0u#{44+Nb+)>} z(|Ia9Z?9TEB|5kB{jx=%2Ec{opsv&xzcTKi#A`QY+4rn2*tk}q$n)0J!Y(lpy-k}| zrpecv<}hme#)0zo=I?t;1T6Swq?@_M<j;sZn_G4C*PrxC^YWc`_j3X!-zi#swkl^y z`u_E=U(e{}z2wWvz`!sYl+~-|TePlze@5eKapChq*jfPfbq}jHUJEaIm1h<@F><~4 zEc4g;k#pBS44w5QR8aeTPRFb2lcv&ZAG0Z|Kl*h#$}BQAh}W&pY==I_PQ3z|4IUTY zg1Z9@7LJVE3>P*Zv5fh<u#S6ojr-o)QsI%H!n5s6^{cMTC7G$`wuYHqmF3lT65G&s zdach^?@4MXeXkhi-7(R(wz+#}Yp*%~`HWibTD@{JK8a_~<-e4IE?DGh*`fT5<2<uK zF(*&Bx$0b_gyvaBTuyPH_d18a6gh9_dFctGzH4a2CgCY{<$sOtUf&TjX+4AazLeg@ zNi!3xwr<^ZN6RGE<iYn_vPoAApMhE`h(RicPe+VnVt)p<u9lv3O>XYukInxiKF!hj z?6RXuXVc0}XP-^TuA61=|J_V4d=|77vh(!04Sh_<8C72%oyFS88P3kY!0@PnNsK{Z zBdi6*kz8CSd-$q*<zexXS-jgzWx8`#J$4JbQCjaUzqt5Tx!0s=*TP(MPW&vDVV?qS z_Bxz@rn7^Yq2b+&v>m?)w;uLg+%Guq{MXg9<TcKIxv^`XeN5~m@PL<K(cOhx7_WUi zGA%c-R=@FP$koihhu7`i^}@39>F=4K;h?uC&hA=MxtQm&bkW|#D$}i%&7d(r*R<M@ z>enLc<lcd<+4N8_+8|JTMvl2Q1k_!XV(r`2|L1YTq>|!?^{>v~oPO(<*fY~Ln+{!_ zJ$0d=^ERZir@nmi%60m`^w*x3k}vx!>YM*My!5;FhvnO^oA!V%>S$m96%ZN;iqC#@ zGrw?tB(ZMayAP$ms(v4zv;<TNJ+=4Ey_e97R1h5~DDCH&Yw~2h;`Q1HQ_t4;Qj5~` zd|tOcKiMsoZ_YP>Ol7F9kiGTW(20Yg!|%$&S37sD`p+FT+f*~>`K1@%{MRCNlNuj4 z2uE+vF8Li7{hYOJwKP}!575|F>7FgyoR)8^O?v%Hb~9)QICrhy^*wE&QkS=RAHKc+ z!i;UPv#xLOie7zs>#ApYUEvH23=JHG><li8r5`uAW`#^!?s<x%{^zG>+t)sxYH2Ln z`@(Zyxp>UX;<cuH6<<GY|5CF5r{H;Ro^W%~eGcC%_P>9*>v4U^#>n*4VAod~pUZ<w z&n!~{9mUSj(ZeLh@TF{{URlYGxbVjf*2Z36W8UTXX5L)0bgQVA+3OUKs@>0aONDOo zJo~azG2ie=@dc}UPxOlSxqE`f1YH*%oaeml94AkB{_98cPkh_r6KnK9HFx#CpuDZ1 znz!4Odro?=<wZlVZ7-ZP5*Quww>-_uyg%v0>pw?VJmg-|UH9sTS=phhzK8;EN7XE! zzx&eWrA_%Wf5P)8vyOvGhLVZelMWOfu-UBnsOs>Sth~$G*Pd%{-hcP$ubRz{zD1|k zn!Ppz4cjs_{8-Sy%CPtBE0dMof0j-7raLiAe`?+bE33Dl!Jm7Q0h7v7=PY7v?Owz1 zx%k$9!LnTF_<7&AC*l@-Hxiz>#MDQgR$J|TYRZ-s5AIEP-E@pm^zOYEpbH8Z<}3sm z?%DBZ>fIczlV9fE4;9p25WT|s;VWg^-&56IzWbH>EA!tTzt?<71Lli=gF0xT>l$O% zy_Hy(=W#14_Faz52e!$1TA(t=kLR+<PkGa%uI>7)la?I5kq~|}WYYS{8V0jZUAk(K z=+L+fHsCw^vs75*!&jxJu4X!KL+<r!fO`Fb6LzDPK#PKPHq7oS|IN(6@M0$@(Ozt1 zWjHDHI&UuD(bXB7R{F)L7s-X`9J;#ss!$Q$ks<wSIv$`|Sq6rN9iZUtoU)+c>${ZT zo1)zXUrk!&!(%2I2Mb4S_r@q|7^<v(f0kfqco#W0ZGDAk#{Eg_i`FW|TASSrS-4Kz zPv_9py|I6czocDDS$lqu!zAdC?CVX>dX3IpaMeHjB`fPQ+gi(_?yfVxR(!jr8Do0~ zR0cM*EMn$n5K_GN@D*d&voj@A#8rPD;|zZmlbsrTQ?R?>>*Jz!)b=Q7fT`P*dkeH| zU|7%(ipr1Mp60QNt>48Jet%}*s^>-N?Hu9ewbwTq`bl)>Xj#LC*!aTd-~Q6|^{0N3 zbNd1Iw$;naC5(HrWF{zyGB7Y)SR8nOsiCi`0$hwA;(C$R<+|fn>Dl}hs=BkmB?d#R z67y>Q$~PO2mpp70*HTw^Z*6T=y#D6)c7NlvGXZ{neQbO(E2`h`4S)OgE$2PW2`tjj zesdX5+%*4Bw%M8fS7sMmR$Gg9=V<Mob}j71m2LhxYu{?c)c$=Kc`L5A^_u*=rLM>8 zr0PTrf&#ndfYQ{0@I?(*+qZ1nmi6q+%vtvKU%2!8k1v)qPFt~cYiRWLysM|CYHv+C z$_45;gX~LK&HM6n>bY}2i)OA}@HwSrwSUgdXD{UH8gGV_fg5xT3WDHNS}(sj=_r?O z#0H10Temv)@BjI1_O3@=+FzbdkI%ZWz;V)&)YH>m?)&{NxU_Vuk+E@Z?EZcG;#gT( zSFK(hTvu0j<~#q9kdCGae+#~@FA25a+))Q^C5c;oUa9?ADvY&#b^EUPcBh-5xu4A| zw}nk-FSon-XWt)4wYBMk)t2wd%-qvXo${JncuX?vqt_(8{eOzi&bN>M|KqrQ$vMmC zEjH_yE_Kz_)dh{B1eQfGbY4s3G1yh`b^W^HkNV2@^wvFmWq5AcCeu~d7ybY@xfvQN z5?chOty;Be!K0}vuRpI^wQ9q2+mA<twKOy~*tPLWi<RkK(EaykWq|xe4hiWm?W@<H zoh7oZSknMJL-5HewljN275m+@%QmUrdL-<s&A`CGz!!Mn)x&rD|JO;jU3_}HUA|7@ zx~<KJ1I(*duik9;?fv^_*6oaq|CS$$-0|zbOJGN!K4-Z6z5`Zo!pyFon1AE`oV$NC zi&lXQDq&V`vAtva{mx?P{5=~_n=W>{SsiFs@gV_pY50qc&FuV9@!ZGXmYsfEc6%55 zgA=cEJkOpx_w$F~%g4)?NcXw#D9br?b?wI8SKW?0I&)-N?yZ@DuU^<qYA*QNU8l7+ zPV40M{-n)*`qy*{X85Lhi0hQ>arYEi4zl?OFY6k)bxW4GsH&<O?!3k-9<$)MT(wU- zpX{Xrjm)Z^+1J;F*46Dh)+Z}Hxtd{Ht47>S{_y;7bLCfde4Pramssa{?<+hs)$%%9 z`)YTC?JrYpr(54H-0|zqvhX+gZ`jsvvGV<=H0_DX>{B1+@`G&DY!f_WmvVn!?X8W; z?cd(sR_{N)Sk}5M<9MHJR>p^3Q{TB(p~=VluFkP6{<3}lU*G)wf49lid~m#5_xo*0 zgyP13%bgmJu3qfc_)J9i;*UwDQS;2*t&P35+SjfqOPi8ac~7QSKXS39t9MiJ$}2h5 zb2dajd^M4!MD^$4t8)uv*6IE13SfNPvaRP2=TUGZYMwUmojkMO?$I&n{41xXYFpdx ztNU9OTl4Ygq$TI=e*1iWe*StJuk@7JvsZ)0x=yOk52@PqH_i6mzAgN(wB~Eg+PJCV z_0Pjs-#!VRy6x@7S<2g4_B$u+_|1Oj@t#TMTkLCBJkI6I|L=5r_4<Mm{pI)1g9gCQ zEr0dw{AS@}|3D=RHz>s~2KS@-?2_K+FF7UsX8rzzttOwUs<WB7^oqNtW#nE{xxIbn ztv#Ue4!e&Hy^Fw2)TzFv%W|h*lb<L0GcNkwv~Ri_?QF9|UaUKGH0t?0fucDV4EF9? zlRA0Y6+JG!W4(Vozx)K<%<iCn3^eQ^=)`btZ`rQRkET9}{(tM`#Op^jVr;K`Jv8&i zrn47q|H!nietpF5&%;;v#>K67R9u}4Dg9nN<S1l+a3*`XcdtCFZHjfw-jB-ne}>m) zybfzw9bK+GA9M@7!+bY(F^1pY{;92~5Dnc?_1Jyi>l+R`c7d}#1H;8e)-QRoR&{<I zn-;4l<XrHR*a@Grw6loW`-v^OGJ@A_-e+5{ER!PH`I|vgt~-8RimHBJaO0$_{nRg^ z<r3iLI70%rY=lGp=cCd44xPwyUf3P}$@X3R=cCbqcb|cp2wk?5wrGQ=ke~dJt4wQt zT&$vbJ!i}If)_TgH$Y}7uBD!pPMxu^ySnY=)ho|<ql%wQdr;0M^DQFe_Z8l>AK=8? z(8?rsVfLQNiCYSHZ7w$R`#x9PGoL4X|Bva8^WDVP>17_`Uwlg)l<W`4xp6e!dvvyY z$*k{9a+_q=#eJUl{?E(koV%;aTUXDX+m-q4@Kx9CA|SOY46Hf|l5w(%vj5k7etc8i zJG}nYpQ`vhq9J>%;L&?w<&VwAi@`(2kcs`mMYC5tv%O#HH%she*<G&i{tyu^4UM0N zuU=2{-BjEE;?Py!%)>P=Pp58szc{h~VkM|M$G~}rLveye>F(NvuU7Y7II4Z}`;V-{ z+t=l7|C`O;!}|-Ynd|mW5s7tjU-%l$j`Iu4uB*$st-kGAnRd+INAb5#&;PW3VFko2 zXGU(17FmAp{5h*WEPN$9bKh5Mxw4woaf0jWUUk0T9sTgt^8Z?^YQcj>3=At<1)UV` zmD%Y0{d{pjdro@r&-2#5Cw{mdU%QC!?%aaX>^FI(vr3#_I8D5dQlxzr^Om<)T^V_) zv*7FAb%~&{G_zgj!xv9n9kV%ba@4)+cb0`W9cNSZjJ#z2|LjLO(8cBqD~}uaPM*ee zB&4=>FBcbANO<`2KY#wD<g4#|RaSqs^6BMJv#C#BtGt@xtLkZNH;v1!eV@AnLnXN4 zGC%&&?78V0F1~R7tC?3G#&R5=zNS!S-M+26?nK&MeU<aGJK|i5r@2i3BO6fc*$RS2 zcicD{9p0av7PfoesfC~FchvN|KkgNd^}2g%S=HgV?ZMj*T~+4PFas4z9eOc;D=t_p z)Ls6+>k+7_!SKaMWJAMa_oeswzlpB4i`HHF_{W^<-+yE||2mv-zv{N1Nan8TzNza2 zH-)#Yp1=J@<PNLkW{}MnUI!d-y8rFx{3YSPy>;2&uFbc55&i$?e5Lh&4;Q@NV0|-W zTDZH5jrzNXuf*4E<J&E|u5RMyce>n=9CJZk@KN8s*Prb@XRqU_I#IUc*D~#;o$I~h zcPst*I@^Cu{7mD^fpJrwNUO)pEPmUWv+D7DSFl;i>!<&_pS1F$vS(o1>gV&+c=w-x zhI*~I;=7KWa)R^9|EyR)`IUBH`|9{wms5ItwfzkjKA&Wc>sqw|G|_fVeqQOL#t9E! zWq#_HIHne3>$~gV<*%OW=jMrSlsReZyX%$n^XH&=bP%sP@;ab|Te;=M?0+`btlos} z_%%D(dEI-BbvHxI=SbY|_T5p{@@VQ4Z70?q;af!))4)9|hK3cOkP(?sd39~U*R<-J zk%i}%aZT7z@O9#KYwqy$905@938->Kyr|w5lP-HqCFbwmn}X+|MPW{Quy566uw|<M zrLWpSdgu&CgjsdI*#3^&#<yE|UEa?(+ZT$b&CiiNms@3-W2h+u>A<MVosbl)`{;Rj z$)b<fmj5gGy7uZ*P{%L%R#|4nZ*fp}@Uv7HXo@)O>K)lR&qGb(q-wS;wq*jjXadI` zZpB{<gj<*RzT327-G+;``%2b){@N7tccti)cjuQy%{D#x&DJV4c<TGNzgk{KFEQ7j zlyz^joYc#k@2kZRC&$iF|JfCOdHaof(jem)I$hYser?&&w%U7=-yY$_@0(WkY{+i* zxi4hmmvLJ4zc*+En}K1%C5?oI{@v9(e)Ys&OWeL`<-e!izh_%#MmhWo*>NcRR;OtX zFW7lOGRiG4nlC+(|2_N0CSPk~FWGoSi<rILRs{z$GT%5~vX`G)qBJ{eefEs7XECdL z-+jKC@kHx-&Xpz8zMF1;IrYIt$CKrC_Y#g*Pf@x1K&KqE5{IE7#D$T&_Wa4~p7YmE zd%_)F51JWL`0n@cm9o+v?uR$~fBgHiszcTC#4@Sh7dk(K5(UGH#S)4x_l^HuzqZgm z=5D9o!&l<#x@s=n?DsIXoAy>mTk_I=8PHrMsE@6YuyB15|0Yo4pJ%G^=TRS*+i$mD zc?L`0Om<#>Qu1S{*;Mmi8y&&HRV8`Y#Mk)dY=`$j@$u`MnwYL$y{c(%Z-4VP=i48F zFR%W)w%om!>2Bzbh}U<7o%)2OmW6{>VNJT_s%7@tujb*c<e;>Y_bD78!#aB9K3a*~ zbz&3ywd_q&=A+k_mT9ZHO0Ki}SPDs^3@Qw=5gj|_LVy1I;~yq?dLkt2eftgeqQ$kv zaqUW4DG3Ynf8P?lbk+S$dSoi^r(WKmJ>aNNNR&`y+0?x>dsWTx_h+Zs{a&k*f1t@E z^GHthdo!>Dz@z8_8GqK-%7fg)ppa_d1d(W%;s#z0!@$6x*(>ODWX}Iy-Pf;QPu?R8 zQs@x>p#Ja6dfTph?Mz}x?`~{Np0p(KaGPo+xLRx2_vFULWGxL1k8frI>}{TvLWa-2 zR(*XsJ$_aE{yHNb<(s!XGa)mbGrqmQzaCuZvU?u-%pi20`Ns#Fh9jRD>}>cIKH3x< zGVztQF7t72=L?OJ%JkeT2nvoZTTE)-X2*MfGpm~N=TFT)N2c@49*-&+<ma(ZsE|9* z{+v-|9(&ov%B#Brr?G&X%i!PzUeN%G>nYEowq#sfl#<W%;&hDObiI8)l9nzvzIc23 zM<jb2_|G$Y*zhyhJKX_?G{b~T5{j5cAq5c=Xjv5l14ED$tBwMvT=g5n*oud(r%s*> zOiWBXVcM2h^6SUj{QB7s<|^HLV<Z0U?d|1~#%UVr>h8?!d{_2<zqk6^w{I-(MLJEA zj&%6#|L<@2GiB5ER+fryH`7g%j&P)=rmkGG#^?6-eE)CLCOCA9>Aw21yZ+b9<?7YZ z9h-e;o4q`xz5dFDh0duGZP(UB3V$iRYy!FqH~Yi{#Z%|bU7MmA{N>|udG*Zg9n(F| zH-owqm+$jmUgqn4DX;O#f(BL<$L#FYY3Jsw{Q3EL`ObIy|Nq`!`rrWL>&1Ka*f?6d zEOM#RtFVzfJHya<?b@}sc9pIM9cd-19rog3yS(2Azlj<BHlI8$y#Fs-erMtvUBz>8 zRWDU_V|E0Hii-Yv9shsT=5tow)8p%Q^2u6Fd9zlrao@kM>)HRl%fGov^=7ow98)v1 zS8Fz(yR`Ydo%E;I{<dGI)P37LKlA3M)LYwfXBQP0m;QV@ef7?rmItj}ZCtD5JT7g? zyxjD!?#J2uy2%G*nNCih_lB3D_Tr<X-Kw72VQXF##U>^$WaF2c(;%xDsbnjDukyJp z=;qujyGmc1WL!`HU!wfwqI>E6+V7bc7rCA~bH?XE-b9bTzrH^HzQ4cn+068k*K4=G zS~fdxk_u=gNB*9VZE+P3S?|{W|Lb{AR!G&>cJBSZc4@!9yqslMTXkan%w;Q8y{El6 z$S!{+G(1+-GiqzrR5o6zC8pWeUhI0k&ihH2pnI$>|DQW~=Joaq{1-EGdn9hZU$>i$ zM`A(Y<6|#d#p5Pq&N_KdNNCNbO+o2%3ftItrBZCmKpx+>FAmhtowURF$nDAgb}Rq= z{r!4Q@wtna{q4`*$k4xj>((lMyB`k0%X~J<d3$?bo}w8X5*a!3$XvyXcK?1P^U7L< zEOzU?^ycQ~t@-!&rQ~yZZYh5s7aAJM`uA=?K)`}cn~eVDy=XSexv`*;nf=w4%YK*t z{QO+{<iy03d`=Gys|^hzUr#9aznJ8$7wG5L2MWx)Ww&#)GBPgAEx$Jt6rrnDt!nBD zpS0%u>Q$>IZB$h`Ft_~P%KW;|v$gc}u3cLj{q+Dd|BC~S%vH~3rcc^ydgSE8!|hK$ zRyh6JSO4Q-yXP%Yp|xw)_-Kc%xsbVh?lNX}zKoBLj?OYjZ2I@_`~KDO`|D2Llbdwl ze}3(X{n9_`9qt?D-ZF_TK5HsvS+wNao12T}|9xnmWmmgPOI!PC(auSGZ50$X5*Q7O z{{Q{{`ndhS!s*#%@9tz;_k3O0F1M-gyybHlP?~$WeEzbAtIS7!?QFPr@Z{$t&?=1N z^m&!bjEs%H%K!f;U-hU{{YlyG$9qE=JcTUmN}kP3U$th9kNW(YO?BUQ-+wtRI?wab zIR=&J2RmL!rq5YueBLH_`JAFIP*8g7?=|VPW)^B^5))7conn@^=i@QG>pfDYTCZMD zpE~vBMR)m7Z*Ok>gy0yR`P|Ly{O`W#rLgnMZQ0j0Z?X0H?oFGFwr=14`m(?M)y(B{ z#oF&G-elvEP?&x?^>5v8S(}Op_rKb$*{~sC>C&aQ_Ewi~+TNt{@&7-0n~DJEHlB@g z_7xu%oU{A=CMB0!GvUgLKq-TShO+nfd>OfG*;sWH+`PQJLV|*Xw!eOVW23XHtE<TR zs)h(ValIW6m~6k@NVY0@F@cRwM#D2|ciGxcpFf+Hy}2>t4s++lxzCUG$y!gDHZ9GT z{lagg)g{?`AFn}LTjF_7cGA*?3mvP!y}3BYvUt*7QI(S?CMug&d`Q^)``zxagRA!K zi@UuoxBExlwHJ5o{{JbKwJcIuv4QhTnaG9)l^fgh=l99kuB!e0?d0Q+puvDiOD-;U z*VfnfU%&s~E<QP%6`#-B$45p+f*dGU|EI9_|L^<$pUw$pPn^dcyxi~Vjg85s>E~o@ zzg`JmwQAL+W`4UBxAXVUO-j=bjf`BGdwW~vrza<0U0*+6OIy42``z-_@&CWZhlYeq zdGl7W5Bo}%i&f!HU+V7v|M$K0>D2I7PbT|cn;u`cva5@0XN+EK{ok)A?@2vcv2dZ{ ziqm=T@9hN*XmoXVo7Vg&0F9m5|GL;;@@nPstS2WXR=rr*Zc_3hVD*jOdka@TcPuR2 zD5f8`CcpmoZ7G|I4d68W=K;HvZPgaN{eM2Gyp!@U5Oz3pcCPjHDOX-5|NZrKS>~)~ zv-9_5&a3@)Gc7J|-ptvvv*(pwi+r{z^|Vj_@yU03m7giuiu+tPvH$xexcJwXmuY2X z+bk0fFnpd@{m$_Aty`0}XCArAE?<){ZR*sStgNhQVPVrO)6PhI{&-y8eD>_wllPjc z95`S9uekWfhlgotY0E70?pS>O`~5z+7TTP4)~KCFGAS)BZI=4nl1Y}?*K~@%zq@<# zp4g+DzrVgJ{?|7se;0Gv#P{;+ue11Vzf7>qxS(+PZQ1PUaaAjSUUZjNEx+8cbKN|4 zUtiy6S5^j}ois_vSXucn=)}~sphJV#tXk#uZChiDk<Vol;b<e!tPukP!y9k!Z*1U- zouOeJXnGUGMy}&=RLme{3=B(5xFR4dk4(_Q3=kXCyoJ>C3QGe)Yib!7P#O)R27*E< zND8z(1jHH*Lr^Gydqtzk26s-G{c;wlC*tkt;s_dKgtm{tK}S|L{Pv%5@jQ`T3EkFK PAVWM|{an^LB{Ts5+^dh$ diff --git a/doc/tutorial/auto_examples/usecase/images/thumb/sphx_glr_plot_usecase_exampleMKL_thumb.png b/doc/tutorial/auto_examples/usecase/images/thumb/sphx_glr_plot_usecase_exampleMKL_thumb.png index 585e9a3c73ec9b68bd0ee01c4862094392a1f44e..8f9b339fae34f852b721c8667d187741747a04bd 100644 GIT binary patch literal 24932 zcmeAS@N?(olHy`uVBq!ia0y~yV4T3fz$n4N#=yW(6tkd`fgw@b)5S5QV$R#U=_N8( z54L|yPph6-cC~uruH2p9<2D$!IcO+Ox#0X>MMdDA3JX(<1BZZ@kb(n~%9eyxxdrd< zPMe)`+I8>utKW=1*WE}^aNIOeckSuFa~C&neRFlMan#%T^t{O-p`n5-jsh+3J^D(R zL5#_hIRqR9SQdu6G;lO2aO_oLauHy0d?A{<L|S3audJ-B8(Xu*)903oReyW4aPQu^ zQ>KWl3Dd6IKmXV<HwHFdsg{cwHhEv)-PqVXXO4`BtD=?FtV@@I%HG~O`sU_lPPXPX zaeJlapFh4LaPf)r=ha2HHkP~$lHp@Fo89~9QPQ<_vEApNCqFvUX<}j$5FOpEbJ}ON zS?^Ts@JFA2YG`RWt-l@|73HNMkZ^5HWX{b^tnG&#ot&5|D=TwuY+#&!{`eHl;1#P@ zEn2vcajxI-Bb~yLTeC#%=JzW)w=K}%N=;2=X?9FIKkw|XudfSt#w=N~WWvOW2cMmt z{jqBAnK_n|H*GSSHG8(<?6W;`w!c1n<dHV(X=G-X+x}UD<E~)1g46ul`|IudZNEv( zojZ5Ww_DjY-)^So+}zaq{a$td_4xX^J9b#ytN&js!*|^Ll&OiygU>%1K2+G~L~d%? zntlD!rAvp7%h&rvMoQ{U@BaDu`R2mMZdqAb85tQ1wr-u;)x|YUFZNWIsP>Nc`+i64 zue1IC<GB5aQ>Pvs6^}oXw9%mEM}b-HEf;rpc7{zl!66|ni!^fX?3noCMMfLH{JCAF zuL~?>Qqt2WPnmLLlB&1COdlRut0~Ovd;xKBenCM(%<Ozmy7l)tEWQ{J64G+~apLQ1 zYj5P3wed<HTNS#xVE0`f2?K`Rch7x#dU|7o4#?}5E(K*}XM1{jD%#u6*WdSpX|CV# z1&+-b`T6P3&&@q@<cLAZi-2kR@qPE-tLy9YZ@zhERp{ysQEPeR?dD9HBoq}D_3L-I z&YWc~4IH(8i!T~vUQ)SN@t8NqOnT<bnG81n|9p<Adbu<uHFe>|j0sQk_sNvMyVH63 zCCh@HJ7;dcUpITp7L$2ZuQa2gqbr|I4gc|=ng7O?OkuUjos%XBd3k%UT(c(S@v&Zs zUN;>v?vp1^E?Kf<fd*IH`sr(<w<noMdHVPq$uKc0dg8&L;;E#p+<fa+)H&PlF=x_@ zH*VZ`Bgc%5U(P2eNa*X=uX8G&&6MbMW8;x%IQ=x~SdZk9BS#*T?UuAGQYqU#_skie zSFc|Exc7Zu`_-(YSz9N~nBn2*$f&8QdFAR=!}51AJ#Na9l9DV;jB38KTw-Em=FXk# zGsA#!^;NI1FtOg=-Z{13Zo0U-F1-Hw<f&6i#>SJcTnWj_%CdMqr`TYo&yr=!lujEx zKGysCe*A`lTSAOVUv}!}pAQKOGphQM@u$wdYte_t^8aU;->Ya|woJ`wp@3Zf^ADoz z2X+)b-f%OAL8I%?1V!f)r%o-}x>dCM=%FQ^lV=zvvn_V(eKfcH-ofXeAC_2UW@IQx z@Cb3RY=~NW<89fdO`CSS+x2?IiWLhMEMSP77P%!uu$i6TZSlnm*RHu4NGw^pw6(2` zjg41|<-nm<Zb`!=mQ6a3zyH3uqfmLWx<6aO;WpkQ$Bzrk%J!~Wr4zGbf~0X811Ps1 zeyE_Y&)>kxEhbZ!{Jp{^=l;IAA0HoQ-ca>5%gD&cVD{M+t4=L)?dJPG$GM$Pkb{M< z{ayO}+G9&RCo>dS&7CrJs$td@4TfoYv0im`c2#@#y|0_u^ucryzsrl_lP6EQxVjde zRGog|=1orxkwbagjca}sI4u;=4qKyOZa%&K@9X#@$B!33of^LA^2>;wMXHaF_p964 z$#oxfs;jeOFuz}8ENz~rVr@Np-8#KjuU|{rR2WQF_kVV`{Jv|T$gzHT|Ckt=n>TOf z+}P0AD{cO$Z1=~iy>|)@^D=-+jkB{@59}&^J;NZ8$=BBxlw>kYq!enRvwwYg$*^Vn zcH_J|7D-7-3@={1crd5<9OEIynNz2_1_lZ;^!E0inQJZXIVm7iwE19xMMYF}^h}#d zqp;PY9P9`0>?~$1*nL+-L}bF`$;=MH!IvLe?R#_jr%{KLwDe5F<YN!(l-FNBJ;$>6 z*Q0O^j{9Ch#ur%~1zPS2Y~KJXuj2$6l{lIdzI0(PwgnZM6gZsLcQAlT`6^eI4h4>; z3))H!6liU^JnQz`cbn(`eR^$gQ^6`BMx{Ao`+hv)o;7P$fz{lS($b69uC*=Fkg+IW zn0~tSNA-gb``*a)w>u~}C<rhdioVh2q^Pjx`Oj|seJ9#@rTMO3ymZM)L14k^)!gf^ zpWc*uIwLE~>d$6dIsUnG=l-pE(sZHx$h;SaH2p(E!`4Q%>YQE^yL%e9-j0T^udfSB zOM91;m_%>STe^60^P@*eX=i60J=6*+4ibNVdz+G$rgYk9?%cU=Zf)&;@+4*5zF%2p z`S;FTSs8qDPo?qWW4+0Le|-fdyOa|GW_foyPNp2n+PbOmvD>RxuRJ_G6aWAF>odck z(Q~qz>#r#shYA(fIkW`NQ}KNA?AfHLQ(YY$88_)XF0i<<Jzri{Ru+^@&d>Ap_U2}g zl$6}_^V#etPoG}Aa>XS#S9f>$do?Yst}9nU7)q>UWo2dCUt3gsc<?a6!{6V1`Q?i@ zZ+g1AvL+wvS-5Z^<K~-ZS~!J&{r$nZaD9iiz{4#D1rHontzNCEr>CZ;*SBShiI9+x zhmX&Z*I$Li#g89oWM<UR(n`9qA+blwv}@ZoGZ{Yi>2Xz>v(59>G&MOJIEB>=>i^Xo z>zC(0uqJYI#HJL^$H)7ZZ`w5J$&-{xlP6z%S+XX6|GZ9N^+%t7285a>J$Df3Gxro- zp8;wKh#wI>Q7Fd260x_+bd%0IJ}#&IleZ{%E?{X~{5wbIw9#aBf450X_T}Ez^k6wr z_^ib0V}*^+Je$Zn>jYZ<DV_B2crhpSgroYu6-pv&MW-AP>|PhKk!k<^{(}iG+S}$u zxioxfT(Lr9(c;C*cX=EwYBln1R4Ct;K9za&NXlgHzd!aj<lYeMj?$S{m+@ew=biMI z%#Thv3-qzKF5b)Q`jx#VAoS#%7xsnw{#L&G=BK>n@x#Sh`v2mp{bL$AnhKIQD;It- zw0eC_!P_WMa`S>0%OC#heOL14LGoppm?9CjtH+&A$3)G|_6%uOc=>Dn+vSplte3oX zb#>p|-97!*t*C7|H;XFTHu)_Vo?F;dp!042fjxJ-XDI!h^72)#&dq;fA^$c%H@et* z=F2*l)xQe8-PEeWgp;>5FL^m#ZT`9=q8|D$ORT)SygYn;mu}fIrKyR@M@?ATJkMs& zmsSOihSf5+wl^p;K2mE~^Zw(@#<r<8srx5$)#|NM`RH@y?3p$3JyU8!zqek}e{||p z{p5>P(!D_<>Dk&Bd8-6JO76_>WO%9C>*gFCEj?M?f7!~Fov&VHb#--lczZA2w$1F) zS>YC8=c~7`<Wx=IUmEyCv-C`-xw3B^`<B4FViQZ%Ce7((QIXY}Ae7~BDYAN<d%F9q zZ=A-rwmWU$PI7C|d-g-F`-8np!<QffiIgudF8=si*VWz4uRn3(oH;(p$;nG*t8+|T z{^P~1&rIR7->1*b)MC4O`t;fDpPSqC75*;D>&|40IVrrge1cTgkp;hYs{de2*<bqP zmkRHZKFdCK1({Bc32~clzwME={#Gw1e!84{`I>b`H$J=HiQPJ5?a6==^BZjC|7(tV zPmW)BC8#H~^x>qlITv`Jv!8Rey*{~$Z)f_Ek1==C6(kk^I&YA#v{-lH{}Em%M}a<{ zkB_3OdH1iFI8$QJ#QE1E3)b(HYC8AsbcRk!#Nr=u*WFnrc=Co6H`W^->9Z@UEqt7K zB7flzM?pDtgF;p%j^)bn+*j&&=2dmbvwLo?s@s>WzdF_`u45;&ELXj$h{4`c@#kgl z8g_Kvk8``UNd6m#e$KAh^5tukT)#~UtuRyZvHW*j*`<X;z|rC^ixr2C{q*a*f^IC- zf7BIQZoKb@ki?(W?@phv>S4Jcprny`afRZUAN>}Kx^7&2aX#i?MS1Fu$9E<a)bzV{ zXb37a6=((2ENF8`w)<2pE&kbW`rPVA^6V+oq?d2n@yBrz_j{&XbMFr>qDFSd&L!*a ze<FN3=Gl(v24~l?-kzX*T|M)_q|bBt+$}6S7zA4;&lGC7yMO7@D%QGCMbkn9o@$vd z-`<`65w-Hdl7${pI$iB)xlFQgyeGTX|2CQ=cJ@ep!RdwJJC_z4r}Q_>$#xXu7MOR= zrGewn$u+-X#oqp#u{&A*xbp1E1%C|Jng5Y%`?v15(Z|U<b$+OL-wC!{ar&uypZSUI zUe?&0^QDrH5+9uJ&;Q*zc@`*KCR*@2T;{qErC2HU;&D}7-DR$SNqgJ0YWbv^_GIjC zJv}>a$#Ln(Z3mz9{WSf2`rd-8&(&=WIooV?r~MV!XDq0&_es&t4;3~y-j+#8OM7~I zGYh;<;M^O&zhReY`KPutu0k*M>C*CtZT=>2NGXj!Cg2|TL1DgUR8z(YzOV)6vWeHs z9KMCl*tA~7_KD@LI$_5jVoDBGD_5`XKH4oldFD*d)Kt~S$9k3R?d6wW)>ISbO6(H9 zb9F&KW9=Wo`EnY+xyvQ;lk2WjdT5wzw>zW1>K`X_{l(gaZ?t#*zwq<OmR&C<>E4l; z(O-6Ce&43XNgVtSXLK;UT)Jb2MM~tdy?f^_S)#IQ*DemW=A8TcWP9E2a9O-H)j72F z>;D^%HXAv-Q&RqZ=Yzpbxpe_|?bNHkFdJ&i{h8GF_Lt&=m9KWrd*OKGOx%&brSsdE zwJYUrw8=eh7Hr8^Ph0dosJhykt+{d0A|(?kUQlCh`DMe>S0Nh@-+bx!@u61bgw<2M zEwBHxDL&J`q4xak3p>{yPrA5~HRkOP>#D21K^vxJ$K*TLm{0z)@7yHTpW7WD`ny(e z{Pl`y{1TLuq$D0I5+|^3!-fwZ9v@5ycvDce>f?5&tJV)JSPYvLAGa@f`_Q>*{mi{_ zGna0Ql;8+hcs{wYOy;mvc|&c=_M=M<?tf%=J~rk;nR%MzCGKU;w_1<?uV8s-0cyF} za#nJ#+t+eEN>|6!_gNEj{qy#(-HDH8JD6`@Tw=DV#Ez?``evd`r|FfGHy-2}#9uCs zT^2IqlN{^6v<Y7pY?gh$Sg_@>7fVOMFHS4PCv47-CeFXTv3KcPyLY|+g;y;}oLQ;X z+G}onCiLFlH(9wNA6u_~UOy>*^8wo?#f4nUmOO1Y54Mu3+IXkEph$pGX^!0$fj4z6 z$GY@0xIIN~=6Ecg*SO-(yVERlw+Q(<TuKbvTah9xyNc6k-n`eRc6TzK+`MCJvHFZ4 zg)|<IMW+KTwswSXDfpEUb?(>Q_eR10wU@d6?Tp`&x-jQI>xIJ`UeB0#=4xoc#>cry zO};VLKN>yOb=>ewcBfso-jcce8y~w=a4c8(xJt|~F7&@sY^~+1SEm<z(kNS#9eX<Z z*!#f56V4OA{4xH;^~y?G;mO;5J$8J*TlRk{|6O*iUGDkIBWgU4<At&vIGG-aO)J>6 zs;b>LTmH$x7xNb>eY~)%U9y`ca(a3Eu_?zk9BB7g)#Pnvcw~30#9T3z*z={TK5Z>0 zk1SNME9N`|>iDa-O^}wUb`a;iCihF_pYzI}Gw!?HJ<4@jlEKEOqd(iu@tvka(D}!& zHcdC&`lqGHS8F=^^hC+e3Mbq-CLDID;5c->lR;2veX8s`-tC(YiF+IQxh;8e@Wy_* z#F@ODyow=*nln>PUA7<2+Mm+lZvMHr?#d1eo9)W~^g7-p`sX_eRH-mMkuWte*--G% z3DjwO^r&w`(W(#ouLv~8_7`No_`OHInlo%^_w?28pWNyBIpJS(UiZnF;vW*O)_OE_ z9a+D7p6k0z&d>TU7b(X2oD*(&?8tJ$@Y2f?iC#B8IUA3X5)<vPH3t$bdaWb=$_D(C z+A`fKM2%+$+ZoBb_VHgYzj&3hGF43NYJc#yk262=oO^rYW^%)XI>E#0r)vWK2LAY+ zxWD~Nci;1g98Co*kCweNy!86(jU2NYyZI5^+@htA`zuS2i_f`hHcS26yTjXG332S& zrLXkT(<FN4i@4rsqoj~KXFjcKd9g@2e0m+DPlfFt)kDq#zvk{>vUE$^Jd;ycEn)lZ z#^4-#0aFg$?1QoFhR%I=;vZ-&U$V39_oIJJ@n#!O+00#ZE!uK@t+9&F?{7wv*#18F z{p0m7>zyldSyyJUPY#--@b%8)dYdK%nQ$eCzKL#&EoJ1EiyUQty)MNwR#){_%|7v} zjzfy(jt}qNogT<s5vuFx*&fFGaN?I8h7FJ2?_768^2W1uPagHjF4){$tKt4eK%7PK zkxK)|{dJ|b-LF^e(D|poBSriFmv?D(HxH{kjk*0-seW3F+wGn^cmKIRi#(UUshsz@ zM3zF@mx-@0A1$e$s>E@K)ALK?96hc7o*6$|E2hoi-7RnVDavo2me-cn9VyyjM_qU7 zwZEFc$u#%w^od(u9Q)tPZhUsl)qQ6^d!BXit+L&tJYRuhxlAEzkyS?2sdZoXKUp5g ze_>hY(|xh^PuRQU+idRCO5QFw$7gpcdY^5`i%l~hM;&lj%yewYyw{sj4!?LVD7}>H z&`N)n6DKuZw0zT5czt+#d!NbVU3rY>XRS+_nrdZbdP4czZ;Q<jB^R~VSn|G)zR@LV z@}x@aU44t!_RfWF_QxjncbP6=akTJZIdO7XGW$Ez>l+TtZjrR#yqGydeZO#=(H?6l z<%?e8Tt<#25h3DHKRteL^A0G{_uOedLF5HTep$&9)5R=~7Hc~gECpF)7Z}Q3mEN-H zeP*5DjDy;R<_jGkn(OX=rv7yO!3FHQ^rsXGet)-{p}xIQ&DX}ha9>m97g?FB9_n*_ z-}I<+9NI3#DC8OYJK^<t%O@G?aq7Zz%Qc_ey^}1sesiDbGj78bj82o<RG&%yIkIu% z^Qt$8J!k%uJ0H4_`(U%dBSVkf4=m(56gZYE8*;st`1!XkY+a0JaIi2#)Y@+^)Pz?l zHbvJRI)BS(W=`Ft%{y9aZ~tSERkal}cIAIiea@f5Q^@M-`Je0j6_))t@%3n5o1p)J z8RD)L98Co=9SoLk)!*J6d|0p{^RgOKBSZGJH3y%*N_^R;&uV4yBI9}Qi)@Y)X<j~y ze@=hLlM#72*)a3L`5(Sl?CkP(PyP9Jdy(@ZF}9fMIel&dEDv9FMn@b!kzxeuA_WBr zMXjB-Xpz#X)2I7m0?Y(f2YPT`-Q;h~5y?AAehtIpH}g(M7GFFUb!yAHpb1|DLMvkW zoCR1O?iOM!>fz$zy72m|in_Y8r;wqcVMu7G?9K((yqw<gSCsy){d3u3`lADkdYxsC zmjszu94<M0nUI{nM}gyzp#WnMXk<<PU%7^eQ|Q&j+7TuC%0g;Ji)w`>jyau*xzHu( z-*jQVh-+twuwRstL!a^FlP=EA%-v$TR=X4~N@V1nJ0h3tyuI9b#X`I6*~cFreEd;B zT)g~?;&t!d-d+_I6@}Bax6fX?dbM@cDi?S6@0qr%R$aPs#U<#HVA>;jWzR_&xw%I( zOp?sLzpeR~VBirQE#2AKSsTUgP+V+mHk)^E-2LTWEB404=!t*)_|g5Z)caSjoK}nG zx9(M3S^L+oNGd3FYJf(`74O~ocXmuX*v$U@r=60oudj)zX<$r^$l`5%7jJFNmb5O* zng2g=+Vts*S7}*VTGmGSYltKrZsYZtW3kcyH6v)?my?sTRxT`W`|Q}=Wrk&MZrH75 zPx$=otcZxnm&yy<w`>WBjy}C1@o?X+9=GBpo?D&DT^i;vgoM7GUhC3y@PXz}Pw&7f zcKa{ATwnF;_0|umwhIGRoWJkz`}d3m|Ko(0TNkz|ui3hFs`>qz$&)5cvRixn{rAl! zFN4C?L|k0{)!_&K&%fXA+wVHaa{R!{l26B^^9vpvXtZ0)zF^CiDdF+8Q(wJ$Ww+Wn zPy{px`|bVx^S|HkKYwbf_U|?8E?o+Gc7Fc(e}8{he!p8@Xf?MssQ>!wr)#(0JM^|} zbH&F;cC~ZYM{n;l&Azsw>}}Mu^YiaN-=4`Ts2~^~80eUmrZ#oz)Y_>2xb^DF%8TQz zc*@`1IeBeu^vd<?-(RlM($ZS7Zr!sB3!U9-@)QIT{{Q>?|MQMjtFBzRa^c>+d&xhq zT?>nfj?T=_KmPpl$A|6mo66tc%bUNy^mSNPcJ}|}>*k%<<dc@B_WS#LbvwIx&z?QA z`(2xwp8ojz?~|uay}G<QXz@jlq9UW+Wp9(--r8FGYoU_5I{Wg=C);?XGqST6uU)(L z{41eDetUmQs?S`rMhE2635vDWI@jNpZB97Ibk64U8N0RYhw}Z5)6OVpX|3{q?dk8Y zuCC6$`fAmY=VfJOpWbXfU-WkC^-amg`6f-8#KG45qQvUd>C+cqe~qdC`*lss&PjLf z#B9sE>lG9vl(u<hfX0zorr9rEy;4$BYxA9Lmbft@Vtbx!YisM3Yu7dvJajtNFMqyI z*7`!$Ru^~o#|0KY-fTX9;{5sL8#hjzF+<|nnVFY!r9(rP?%5;LebmX@+j~Br(~9-$ zm#<sb=WqX4#5K@B;#b<#rwIlgm6eu9j~+cU*Lu2x!UgrO3|FpP0j04E3!O9b^WT5w zt9Ja-I7i^u>$<nooqPP3)=gNvcmKN*tDjFM`)|0J^XA6J<}Y7L7A;;}Xf-!uYg8Mr zv|D1LqO^Hl%F|O*MMOmfxmr8Ax{^*$)Ag9-;^f2>9$#z9EvBPjZ9ThJ+Pvs$Xt-hi zJsUPYnU0GYDYv)fp4jB$?#|BF-h6Vh`sT{dX><J4&F>T(7IZe1;88klG)d)a=Kh1z z*Ry&~3J`hvV)}!hefwkrluj4T-+yfXzhCdx*G<1XcSma}(~I@z?0Vgby;|7|uH*~3 zEf$=AzWr>PvZ3L`J9lCpJ$h7NA#>#D(T&yL^Fl(G?${x*{PM{un!yFT?}CO@R|YQ^ zl9u)c4Qd{4=TComY3Y(BOB6hX4!7|pKRq?oVy@q=UAqc)#yolc+_>n8hgr@Iho~qi zS65f}ubT0zugdXF*!SgWw&UW93ogI>wZ_hK5}$l<{O@0{qg&kn3xq2)IsESx5o!rO zx$<k_7nTJYT<m-@3KBeSyEG4#D|lWq?7j7J-JgyBVjk}P^~w3b#regHFWz|mxx+71 z$)Ruax^;S9US1M*H9IOEgNA=R6{Ih=#CT*iOt{vziluMIre+n-oLgHuzkDgV`0^e% zsIYVm1PzZYSfFspSFq)>_s{N%)po~3c?6~hupE|S{&^z%^wld@I{2&is#sn8-4HRy zSKwFVW2J35HEo%VuO+qrcRlC7a_HLc{#7e}RKK+a4S3F}kg{t(TYlhL^@7T)6X)OG z(KFp=`libkbINj=>Nnl@%l6h>u}FWDK4<`C`)%LqYU{l1vw!{ib$EV~iBzw|S!Isn zi+<Ubt=-Y9{rd8beQIsZr`NSCTWUM~;_(TRYup@<X-j%=UQ538>c^_!*caT3_?Jw# zvbK)gmLti@$thz|(C~WQZoavG?y0G&b^GnX12G*;@3JnqHQIgaIL{Zh@3j6J`^3&t zJ}rR>CV%#RlJ%H#vvy%m_m1TI_b+U*b6Ts`IeYK_V>ZwJeR!7bG+&VMlK01tA2qrT zZAd&^U?C%8Q!$~biOI^!ilg;co<F~%#mX)D${SwhdEL=ExoLjS8{>o%hi&(5T)mJX zwn#+Ev_;9&;)%wU3G1I{b9(b#+-&#!-!1-w_Zd&Fclz_>agD*Ddg1LGs#fmZD?8WE zy|&i2u&}UQe5tfujfL7|O_1wP1Us{M$vxmZ@AB+MT*9=Mg4f>v<%p_!clpB7bI%&j z*&7{+J|yv-t?u4erJ!3k-PfI;#L8Ok__0~Z=2zzqrk6{P9C6Xx`DD`nN*f8DF2%+} zD>a|A&8obxkv-?<gfhh!RS~zfpDa1`@`3W}){KCa7t=rI|IInJJ+G<d<=yG0_f9kx zwZEM8zfmRgg7_biOZs;2+LdLjLGdgzbJc=%{|*1ITl?Jjvd+0LdrqpJ{5)a#9{wQn zeC16OUH1A++&|^(vXc@b^2toM4;Hn=%BISS+-qL=Vcz3<nL~xDOfCX`;eB@>WH-KO zOt3h#@5Q;lIhi&m)_$x%svP~}MwOi8S#!gk#pXA5-?R%e69_FauD}09K)&MmMDbNm z-&DvhnN#|w-?f7SG*+`K@Xv;qY1^*6S?1%FG_7Vr%SC?YU#@qjb6RB{?20x^4yxUu zD(rhh;l+!c>(<Cmlr-<#ecP;Ak@1mw<FSgGe)kRuuqm05XD^+SjS>8xZk1{seCKp! z{`Fv&rE@O-on2ibIGJ~D%&nhd-a4CSypB65`O9j9>`}LjYkNLSFE|D2O{?$z)f({A zPQ%V)E_0+km%iQ&+2e83ULU`(vh(1o9XFC>oKvsA7HOBc%ieLUsq|0xo=vX{rDC!@ zdbTO?*D;oSv$Irr_(TB|Drvr_HKHqx_iwx7H$CU6c<BD*q6?gr=H>Cn!p_Y6H~mNT zhR!fwne-iY=?#HQZw1BVdZgJeKbyGbhohMGbuJ|bmWM|cu`OJ!Q=^(-*=4Jh_3Y!0 zmsWONyBK;`J(#klCh)IW+dL+fJf+FS%Qr0eq{k<CIwhBR+QR+JKQ+F)ia%8R)6Ov= z?pM*aoo<U21vnO5eyMav>EV*+H@p-6_O2;D<?=YaB1o;LcIWe*Vym1yeihkm@bZ|{ zZ^Q3-?a+$n5+Nby6za7jxE;i6@9;TW)PhD}ZrzHywm#lJF;VgMw%o^OjL)l>nuh8u z(fA|Yx;XZOqh@Und(7bq&1YggtJ>4E-ap;+YP;g|ws+i1=bx`-&pV)a`^BWSf8w8C zmT>?2;m`WbJRJ3$PM{KG>6b5G4tJ|Rd-^mmHrCh4iRtuo{o@H1r=l4TtvnsdxLa=7 z+Qm|{4|Xm4z~=F?(vq)zahw0z@I}rCm7`~-|C5`(HUIt2c}pUBX8kewto5&V(T@q- z?;7U3?z>;e;lzI=Dq`=ID_2}<Yi&P%{1_4*K6(1|cE9DxpPrnYarT*qxqpXBsN#;7 zW_7{bkDvbjv9MU`>+5$s?Oyzg&V2OwvgVksBx9@Oy{Q7FB8THIpKJHbSMaYCFUl9t zzQFa@4K%nD6eP6$UX?b3uzKBAlja-zPeiV6<ef8BAeP}`b5-5C^^LZ3bN3|Fv$$R| zjJIznk2Ws~f1R}<r99fl_=CF5-e+!UTl0?g%{G4PRpGHtVa@`VhA)#iIxn}ZI&f|G zjhYPI*QTy>7UrZsSa3Sw!vE5EH!}fM*3O_^8Q0X5S95V@Rae;e%sbMn{%ehB%(Z=z zCTShA%5FBC>L!8;O&2Dw3)(hq{i8!S#4|6d7%3Dq{7n5macZ@##H4+Dd+hq&eCgb? z;eXt{Eip$j?w9EqZFf4fMfv*j{>CLYkAIh7S=isfAn2$6mHXj^*+2g9@pL9H_#k&7 zYIps<-Lu|)Vu&*7bXo1Us^sRI;72DunU%;ZFdUwrlJ|%GOzusdX@(PivKwYcTRa7s zAwSo8MN}=fz42YYR<myF^1UbeYjh1h-F$c2g*Ro^uIUH&$xeCME%83?utu!*jLp^S zystSwTl!Gn(ZaQpLC`NQHZ@>BLx5tco{Q+WKYxC;{&6kmlXs162>kka!n5gT@_v|h zD)MLSy6JjplJB_-(LYPhC%-AZEwSwN5xY149m-o$?O7h0C@{HLSZ-anxbUawAJ=)k zT}RGZ&sVOzWq;^&Yq|Ti#Gt(lEfX%TtTPd^)wki8P|xmpGknsMT&Ccx^V|2ZJTy^a za<M3Ev3VG6?{3)dX!}EI|CPTT<~i3H0<O+Ha-VNs*OlOgB{lugWw!po?lw<v<>bAu zYTa?L*wL=*uVzWv#dbxG|E??@0+sWsG<MG4wXJB;7OO=?=i2w&uHIu5@K;vmitmvH zYz$MKcgcwS*Q@H8x1#1z`kvFpPye&rXOpPVPKhs_!|x{GCl4BpIQ%f-^|iG<5{68( z&$flF7A<z!CoEd}`>##l>*wdcxqI@NeVD$M-{6kjmg9-*iyo=ut*-5i&oE}_ye*@@ z@Z`=9C$1jt;i~6sDmdfPAhUSgI=yZA_x-%QxWu|!OJ84;tu(z79DAGXg$8T3nTikN z%J%6qA1z+^R-t~Qz1wuPX=<@r>woG!xw%Z#_WbM<dmFoBuKKL3=Ll_G(zJ2H?ZZOP zniOQpl^ps4eSCNhxAQ;0u+UjVL}bGB>F%kisY_;yT3Y|>KU-~|*qFy8+^k>dRwdU{ zzxKDlM3acEQ9(^#O<n~BhDr#mVL3cy-s_7q5|7Ax$UNh$*Dp8j@)BsVQ)YT1adMMS zP>|5gn>Rfsfffvynwn0`yY^8ygT3B*#-+YJ4<~GIbZ&oE9C^n0$}6MJFsq*nzNx8| z<-Gs5ZQ>GTt?xnqcKy8m=j`{|P0d^HWZdA*^p}nO?NY$ubOhA%c3V7g(V|6%?`wAn z9lR#vul44qZRv0O1xhK2J1+KCK3P1$Wc6>Qe_~o9(!IAr7KMoO_4e8psR{4pwGE$I zZS0(L)aLRQrZ1KgzNJ*`SfjuJ%8G}!zrJ(wU2OexqucT;E~OgZ-a6s>_P<=G-<*8- zHf(=yD#KzPzO<cU8xGk_zW9!Jj;H30HkqCKew=)$?<n9WrR3lz9$USzN{(f>LZz9? zxfefw&b>Wzz3gd5XT`9iM}<z$oKki!xo17+nVI+F+>#HPy(-@m`YHNbY3&JySccmj zzjxQ~Q{YfH6;xQx?5?@i``ly6XBU=qKL2KGZkY0h+2Fyfcc*7;mJq$uY<i_NSomnd zd%sOv<|+Fx^Pbn7c}|k&yJ>s)G}~F8RZR+WrnofBS;O@9q2%pbFO==K|FWGo>Dh<l zGv+I;)=J$aBR1tf_v41ujd{=39O+9>i;{bP^`2X&S$nb5Y)_do=@)&A>^!-TO?h8p z(WEe^#-(9SPL1w{uj(>cmK}_pTee&@c=PeyZ&d~+zE`FvGXgFME{L4mp#Ng|@oeTu ze&KrwQMcKa?R<UUpLd7WtCcMZ9Lps)s{cBf_I~o7fXfF%J_q|4+a7ZNeckbCwC!}y zSx0l<nM=I8>EyLwR<-rKgVQX!^48n!Q^{1wQ%d>c(9*8J@!vV7(IsdD_qY8Wmo|ys zl;Gcay=A-M+s56g*7e={B&VxMu^aw5TcvtGKaShd{@uQSPmw)xmFC@Aafg@x=sYRU z*j!&))9)(Ka=C8@lO>;)mez-=!>3#7mv7y$?cWshvbuvj&v)L5N?)FP^y!0juQqlZ z%vgM4zxetT6@^UAZ_}Grw$J^juty{D-`W}J`YLJXlq5c0x%f2|v>L%7rcq|`rcFkm z6-z-uLdI!l65ik2`=e%`vN%skz|9@a@yGr(`sLb4pAkNpzxKhrV@C}h?8@uT{FMKw ze|26`#_hT_t7fk@RW*2U`2B@P%KB6FIGPGfTpDDQ`;RxDO|#y0!9q?beUeSO;&*dh zPX39$by7Vi{|0YY;5c+0lnI#G`Ic<nJb4j#I>go0b;^_}GCLQX^9#EaAh)t&LinO} zsT=C~!@Z>yUzWS;WuN7(=WJ4NnZPk2dCB$HGp$NrJ$&DM@WI9JjXkw}+R5<`PF*{H zP=I~s`_9PQO&89mM3%6ApT;ravCrzOL6MQ2VXJLF?NgZ4v&52le!Y?vkH=EQfNNhp zcdK|RN$?19wHiq9)b2~~y#D%V#+%!bFD9u7a<DL5cv-UijN#83I}@q17x%XHHLhCq z<8NJ$Tk`yC%AP`T>&55#U4Nc`t!t404_p5)Q$0^1US3`$mnzR7|KE4}`}S|!w(W3! zj=PelQ1-Poi7zfBMy#D?mpxg<^UC$>moHp6&>^V&>kn`8&reT%=GjR0E_-kFR@F1< z|G&R0R(Ux(I?k61)(}bh`s%9B>}!YB!jCtqcutuzWx|XZ9$8sg^W`R=ewy_A+gqPm zCM(a!^S{2fHu=H=#~V4@>{feEQkgYt){1rO(ypusbdT*nm~bF(`*+XTex*tdehgiU zzT8${@Nbp22-nxlikiDC%Y6P;zGG@+u$sH>{Ogau|GxP8%WggUukU~6zB^JH-BM{I z2U<I_YE{*||AlLq8X2_1)+|`FW{v;rpO>DUot>GL_3E-!(?JF8@O4YJZQJJmnsLS2 zwW${uxo+9I^=qVT*P;y-ACqp~x)rf4M{?=XrL|$#|NZ@ab4#Z1)TvW-Vt0w`zkgr- z>yH{cF};`$oztLoAkFOj-#l#@Zg0z7yk*OjSFf_Jt&6>#{*@zMkWmP<XvBHi)5X#| zOL?|L=}JmU{uNSa=aWr3*u;9}`t|Rbw(NW|2^SZ+hJ=LFJT9Dm`s>>5`XQl5pBB|F zxBB+xrgLnptf;6cXkFg3XV2v3$H&K?zqhw~H}Cm%>((9qpO=@H_Wa!3_WjdUIQPc+ zdwOy<IyBf;fBSNiEfw0ln>f+2xY#&v`)>bN7hjgNI4Pbwb!vuvecgOEkDMGGQ&ZD3 zv(5XN+4&xnSp8n3r|46%$bH7$ymZiFm(<j+nYMQG`}^&Fb==&X{yo!HpzgAVxA)=4 zAHQVUUc7iQB|ZIdfyKU$KUS~b=T%l_cJt=VE7z|ZSA0kS)t^a8O8@_T-~aRH`FcMM zkwcF^KKTASGe2M5+<f}AYhioh^i54oedgQAF23jy8Y((>?pz)TgN7$hQl{z0pPOe} zEn!n(Q2p(VqP~8AR~Of@Ug_ii{{D{KTV?9p#^bp7VnA3}+tH+hIcA%)uj{e#$()#- zzwe~!^%&>4IJx<?-y|ogD0&JVJ$jVE#LP_Tv{9o2!|JP5UzC6CQ*J-(SX*n`EvBm^ z!IQK#>h}`4(9o6Z*B{R@n>=^!-Q}N`T3K1GShY$?S($nJ?cVFJ-)?>^bjYQ_C8Dg% zOsu<g#*7(uYu%S$F8p{@{QGJ75H~lr>+$uq^ZUEJe0`rbaqAsO`uXfZ^Nt-BLBYY5 zzu#`}?Ce~)c5UyqYhgk{LMP6jKc2Sv;=Oz4CaHQ~cv-^I?3k346tOXhb?VfqGtQ<N z85>KQWC$#F>jjO>^~hLGTCqao+PYY81%ZUSyGk>*KD3`d*SdUD{r|d2lP8}%d2->- zosyB$UcPyga(!KFN^0uFIdjfDJ3AY+GEiHad;Rt9u+^z=Zfpz*3k!;g=~40YnQ6qj zH?CjBbB50{JMIZPc37OV|6j8uO1Ep#mq^=5Dxd|3ixw~L?CMgI-~pxU$jC?)H8r_; zH*R0A4{qAgTI%HC;bHM7?Mk?b6z|KIFaMg|a+$QG?&XcX-rl1L1~rcjci;7Mc4p4Z z%zX0nsbSI)jxABT?EG>^-haP*^QLD^j7)BBZiJ55rp=pw{`q`<V(QE<UrM;RxIBD$ z-=Ex9`@3vg?(Mew@71lXr9CIDShea<hRLM)^Zi|2Sq~-%bRTWH|9<(ZRa~2I_8fk= zVAn3Gy>b0FbJV~?k6k*auUx;LY$7#LrBl^=+JwoIi+8*|dGh3uW5<Mqg)c96Zd)6s zotc@bqN+M^(xgl2bI)zknLKTpTS$nA!~A{c-j-QwYHH3nn<gmt*QMu>ke_9vLqlI5 z-=al}GIDcmYeXkao933CtsS;nbn(TG(@&k2UtV}MYvt<I%8H7Np`n?XnToo)Z$E4Z zn10&T&5bQ;?X;=d;hTz{dac|0ElNmOnBN|>cyRvt_R~)f<!xVlG2_LH7Y?hhCYea_ ze`ozsV;2&7G;Q<4uT?MKyiw77$<dw2b%@i8#Y6tZt5;U9DiscW{QmT6|Eg6UlUf#O zWSB@fEfm<Kvsi;`)hf9<zLxbD_PyCKE%oPzwPL+)%_^QPPKqI+ws$P&&6)G3chkav z7X|fgt5&tw+ZFuyt$&*>p4ax@r*!U#i?6?SjrY{=WUxFp$4_0p_KRR-WMu6<c7-qd z_4B`WnEw@?u*P}P;o_)}(8dY;FMj5KI2}F7{?9}H-+#<Lt@N0)@v)8o$Aqa<k3Km$ zS^2Jrqs86|z61aEH|-ZTI^TTcy=>@4Rqts6T&*q*Uz%RHyl1X8EsGcMt5)QHQ!jVz zF2mCP=KuD>*0Jp?;!6z8r%PL`FO)bv&7Orl-g1?^<~xxu^EzT21^jIOg=IwWY!aJv zo+Vdg!J?df&Ec!1ejF&$Gkz6T6#n??i{<qkQ~y7TOf_16Jf_``H)yqQ>dk}pf^&;? zJ(40P?*lD4Z#luarFp;X8A*k|>ArgIns2q&Kgo@kt7?i#s^fb7<-6n8&1=il_jml( zuDf|c>vIX)wtHv3TWx24FtNv@p{L2;=+AS%h8??Jc!QQYcJwgUFU&ii9l~;!XS>D> z_rHvfjxBgoJL|V|`p5nsAFiEazdi5KM&|mqJ+D75QdP*jxJq%)Bsp_74lBja?RR#* zcUrak(#q><#p@rtzH#2qKdGYowfCbpTum3sYjOjAS?`J}OStH+_&k<7^LazExb^n` zGfywBbKh#(Z9MmLW$x|25ovlVFIFu-V!*!mm9t~o=0ugO>qaWcY{`#>cJBU~X}4w0 zd6Dy4=eAWHuoK!6R;2!aCjYm+9rh2L>^~Wu*lTymz5bN&+!sv>GS<iIG-`Ra*)#aA z{`Yx7*RHqedkPlxbiSG!^J0$M)m_#HL-}NH&(!aKuwbEpt)p1<`K0xixexk%@f6;< z=(R3S*X$Jm?BP4_xp~cDn$(kbC;sPI2J387{f{xLm|rgmcl<ryQigMK;wSry=YMc~ z$`cEh|LZU((NUmpUa@_NEK|0ai)gES@tdWoA1iH?=X!2dn`Zqj&i~_&c7@MMtD?Vs zaCtMiBs0k(LE^;ff3bg-eJt*fJp1Cp=Ll!MIkPmnY*kZUIV~`B{3m<oVk!UTSMQy) zS3Y^()696i?X{8Gp^oJS?(cXw;+2_}Os}z%KbRn}`KC{JxcJ437boUTQjn2%RNs=% zc9X#{`H=ELhBEtO`)u<!d+DV#ZJK|O_4%O-_nofp|IuvIo}Tp1F)WntMbVEp7o;VO z^$%z?yB1zt=E)H9W)<@Vr!yJnPDmZxJ$3u$Sh)k1Zxj-*=sP4c@*2DoWvhC9Sa}6c zr=X3blRs$TTXC_mcKA9KbMxt!E(N8Xnc-Mg_U)mnKFh<F<v$dkFx|Z_Cimt>XZ6>u zIv-RM4xV3=A^P@8d80!6se8|uZch$*QRK-V^6}%p-I`iEc$@N&`ULh5j%rAHoSAWW ze%bx=@oU2aL~fify%js*)A54X<hYcob5YB7zgGCBxZz3N=GtRZ>a0bb-h+m)rc4nj zv6AiW?FCi6%a*BKx^yXGZ`IfTYxuM|)LBd!WK|njbfsU|e9-fCoVsU)#u7pQhFpVF z_m=O_w`dN3oaf-&(H>oQ^sZ>W!zrDzRVPDUu?eiTT6r~ngYT&&Cu%u@&OO^!yM06a zbocgS=lrebDefvr+HvktywT~fBWsq0Cit|i;Xn9gYeL6tjzU2T@k51*OiQNEnmxPF zYVMP#PXi+(Pp$}DeBot@&wRVNvesoTyDAT5`trs{wlo!dSl<%0ZIR*8M{jSOH)?n3 zx#gL&Vdm<${y~Z79!>gI|MAJS`HN=%lax!h)jnf?V8t&^uc&D=(hADcIiJLxm)JQk z@!r}uCVc4=%GHHevIL7AS!P)F#8zirg=oBngU`PTiIVsonv>X!^f~J}m&*t$?42@a z&Y7*(+pNF2^+*){C@lQ#^}<|{|3uXXGpD~!0e=-<7RpvlPn+LvvbA^nUdcU4JLf!n zyL-o_;KQYy`5&3jr>C^Nx{)W-=vw&M|F-CzCp(%OyQDYUPJbU-dy0Ew`J&*OIq(1R zyeW2&c71iB`bWX@_cx#UC9GIBb;_gL2d0SSdH?gB@j3sHPe*}zTY;4TqY{TYcf4@L zD~C&q-u+bmx|V&z3*Hm+tp16~GzOa$_daKq>)SQ?Y8&UCEB}h+dj6~C7U@Wz71juO zJ@aw2>sqs^EC2OoTxHNZ>5{l$PDQSOifquuy*5|AC7;XLEo$s|Oik7Ko9V+}#p{#} z|JFRKcy(y|!Y}vB-g~wjf9b-~p)e=oio=g<{;$(k{7`4PyP$v3wk%6kFQ#PY>WD>R z1?6vo|Ll3q8dId$f9x*{=TxJ^32HyK8^l-h)%8mLd@X)tRnr=_$VKx{oVS|y@aeSO z8W+V1SH9;KYWpjZq8w3t;cVQQFOb>xA7{6{Og<dn)W9L&*db#oG4IW_ZH!i42Pd(W zc4ubZY4L1J2$%f+D$n8AG23<FJCxq(zqu-IaA$w_{W9CuuxS@OjedV=eQ`x0s_D)3 zX9erh1$m2@vcE2_*z#8~ZcB`3VS@g2)@cSIYabN7uW38J+)(kkkRGRn;=9m}*&jl8 ztMIz;ciyQK^pjF@U|G0-$0^523oCX1G3Q^B{4#05^^H5XcCyYg^x@BS4*hdS;xqdj zFZKQ5b>|h61*1gDTHH2;$G3!*Zj7~W;j^6eCc$+6%ySRIj%(*!<2j-``)A?x>=bss zLhtAEXTG?7<jj!>y=yg1IUWsjDt)d=IffoEb2)QGtZ!xoE2mRDN9Dp-@fS9+o;k@9 z<*kvKtt4e$RnKkiX4~Ps?W4=({GFEn`a`meeyqN9&Uo(rg9<CBNVtC}d*P(_rRLn_ zYp*@|Oec!2SrRkbH}8Q!^Iq$jr_*O#VMu?yN>aQ+BHu$%do9PL`lAxzqDSmFP8Ls? zs8nm#5<CU8vQmtZeajjqkpP8?559Bu@#U<V+;3g_=Wq?<<G<0Chquptue$GW=)3Qo z7cC+Z=N(*dpib(Gq)Eo4j-c3*j5k|OY&@bR%W`3&&>CgEfNt9xEvi?}xz8=%=%$sV z#C}r#hw{Jk0@CwXW_+{o{Pp64uHjnUOX)5ay`a^liv^3?%lBWtxu8(eWG%~H+48H$ z&lIZ*PAHx8KK2mvwB0vSBo4l}mVdnbqyGhs<C`xO@vVGopT4P{yLXlf*Pp2wR|KBk z;%UmTIQ^G3ULxJ#*yhfe?@~in8v2y#J}%3Yym<2P4uc<7zY@)zU&(y3;Y~RE?|$U% zCILp!Ji~2^Z%${~A4Ug8ald^kUudvkdBo*&a@*&tpSk`q`TFe~gTAL1cg$xHvYuP7 z9-f&r&u+F~tWDg>4nN*U6StOlrkz>U?%%U{$JW=Pa=E{GtxH;;u%E7sjXyVU9lzuP z{v_!_{{GgOhk}7G<()(Rnco(*wNP5_EU>SaV?y$kTenU%v2sgTm1sD(^SLg*sNnf% z-e=Flk!<Haec02si?!l)_`-`)g<IY}(mdzl^fc=H=@{|fCcAx_XFiNQn)^vwXG2}T z<w4&ZqdrG>4qh&4UgaIjU#HG`YVj@O^AFGC#e1@Lwj}<$8}s0I(~<z;^xfitGO}lX zoN?l?P<$BZG3(ri2Ien@4<87$Om5+rkQ@>h=a-hICMqh*BV#c^R6A_J)vn7`hd8&i zyUYHxUifYChk3X6nU#gFNwT%{3HyFQ;!@G_w~2W#f3Wl3vix)IpYgu;Kby8**?iPO zYW1U}jW2of3ih8raDXvP;#hHGwViZ{Gv}hG?dQI4WS6qM|1-a9ueHVbXV0sCMlQ-N zllW;Ro?-G(Htezbzx4k1>n}zq6^5}qoY7IfD|yPynUz1dTvlHN?Pxl6>Xg#mHJ4|v zayZPCq0Q*cW}@>rpjeWvw{3=lay?(~@|fAjzP|JSnfzt#p4^=i_8d@@E41;PY&SQo zo~w73%9pGOZkCNp0*p5<G>du~VbpA@!n$fh%dN~H-J1LRTMT1Oe}w8Del%%<kbe5I z)k2TfwV#m}((P_FZ4I8zF(G-%j2S0H!($rVgyRk!Ofl+=j`-`!>5$H;;CzC;{hrE; zT&L9*kyqY4xZh^H<I-=D-CKYDIrUHdT)BQi$FBbPqkp9WZf43H^?hd^nJ~|Fs@dGK z-nnN2WaVd_d$h67{ifpcOM16EIL$uh-CnD6o#(kus<!f^?uz68*#g;&e?6MMLA{4P zl(jgm#lJ)0i@u=3@q^PJGA0=w-M7%`0;`nqmUYe7zAoriEO@~?t<=k7(-D>bVRe~% z8o#!!yz{7Pa?s_FxUOBDhNtTO<?ZBY&pEEJ`bySiM$yTS7CTPv2rOK@La3RkTH<ls zd8tYPwxj1YR!(!BHT{EzKy(S?k~2w7yTx+MozG-E3J|b%;$ChosBozBWS~@>@Ty|{ zd$sE?Jm8<OmOJRti%0UiZpJ*TotfHp(njceFoRryO?%kl^wpU<`!A+`3VEL28Gb9{ z>X9G;ixX~t4W>z`ee}8ge`A<+OIEIxdD-7yNiWU+uYPbko4j4Zvu8#)bLqncr~a8A z={wYNXuH0E#vx|`mj;fBpP#<k)aJ5cK0mMa0SV_5k!OERD+_7j;gEUsYeoCbM4e|! z-<S7XfAhrhw`@=5?ejvP&m7Kw+ua+y^V-+EAJUvYitHN?rhW5zX>;kPb=RNW2AXzi zQoAEo)b{%Apa0}ajKq!(<EsiYCOOLg*X<QqeVPlj5{aYMpSQ)`fz@hZq9Kd*!MhGu z8~JapJYv}BoWrB`Va-#iqGr*U$2Sj)eq3*4vtjn;y{97*XZE>%{4nin(6cS;mF*+^ zI`_>m-g`Q7y?kHSk;r%F4OwnWK94)yyUu)OX4xi<57Cc&(#|x`e`Lp`@KWJte}d1E zB|i>V*Ks#p$X0S_d8~hfb>6HG(qHz8XXf7O@ykB+BL7MJJfBx4A7ftqoHGA*{Za8{ zl6!6!Df1usGwJUwMxE*B6g-Oz5AW}*y=C)gYMD=$`1TYP-75{IH~QQ@ZVEm3Job2T z56@fYKvSR1o*Bt*1rw|7E;U3>sAiVjq*r78>UPHmftF-7CKn4ftv}zLYD3>&*!TB) z4)3v`H6fdHMULxk^#8#8efg7?H+Q7J8+55`zG%|8^WM@m27YeSQkpU*1~N`nklK>f zaQ2sChA6-O)_W(p{zmA1(of!W_JI4o;~kf?HunBxHhy%x<@Mk5uQnz9nXT|eUQpps z;E(kS0%|rq?=QKk=R8eCN3wX~2S1LT8F&9#>s`Ea((N@1SM%?mYaeHd+~kmAUV7`G zM}zCf4gRxFFFj==vuWzpT@!8Y{EME~vuoy=1YPrrdrO06pNx55v@DX@<$2sOS4Z(9 zHY}aSCj<8^Fl^2D<ZKc!RB~u}XR7CZ_q)y9dwOra$!OFuoRKVeplWy1vOoU#AEC8U zPdX>vH#j_psc`X4v5v&%QYEoHQ(mzLE%r?d*wCZecJj}%&z#d<9lNxs^YNv1<ue}L zKjxilpKNlK$4mdwoCCjKYzdS2%JuSC%Lk^mZ-NW{u8+L6$<FAxvp`F}0OKX^)YQ}? z$B!$YHoAKCs))F_vZs*M+;=LoJytlqU4CH;QxE5aO34VLgTdaHZ$<A2u9m&sdw9p1 zU-32%_Q}58Qpxga`X~0=b7f3K7I_HyyWTzYWf!Z*%3{q+TP6xy9H^@m>^!K}R=NG+ zk{N~GX=xtq5wGeyz6ppNRXebte5ckE+daG1?3gFeGP#>$!utbHi!R>0*%`Nf`Ocj) zw{0`CvbKKt>eZnfv&mDZ9tG`n{{44i-mCvX%@;O_Ii36PZRxHVA099D-<0({dQZ;2 zDNP6J-q{uCU9&vBuvGW`O6Q*%znso=wLedK_vlYww1iZS^R?*C_gQKRnSm2McuW;D zdlvMn?ft-Y?|!Mg_fy55Kz<{mYN6yck^duOzi}_}IjPcW^KjwrCWSdyTpDWFV`F1O zLP8QY-@NeptBI+pB52Lj!c|(EbSBT3;o<D;{6uP{)`Ry9dv*70H*MJ8{NUB;AA4*a zw8PF_{x9@<$#jJ@7F|*K!ss)}GMB^!CZ#Nj{@-u?+MYR>YvU^B$j}eoR!PotBbF$5 zSee`m|5Wi+S4DH}iz^J@f8B3?V}7_)^l#6fFYhP6*WkYYZWI6S`)2>XJ2gS3g=*MO zo;<0duFm{0I>Ksh-<dN$S=req&z^Oiq;l!<<;={?P9NszYr?n6<nzKU(}JyLCH6ag z;#pBOdHQXhJL3P{n_fh`shA!9{SV{YBl{l*hFF=FeOV>npR&ZWk2#)uN&K1CY4L&A ze@UB3xqVW;zW?Oe*)sP&>OJ-Ol)mq1_g4AlCGB7M6~1LVChBs4W;VTq883OWvc~Uq zJa+7u9BAd~tKX-xp9xxhG27(UA5x&K;?uZb@_}R0Hw9NMvDIqJcrVwMyG!oy9oY+| z4O5SGHuOY(-E`1op5F7MBo*10oXtCy|H}NAwY&3;gXMKLF~>`~3k(xxe9Nzk`YE<! zmEyay6MKHFHapVK53>B05cjV+E2c1n>}Ri@*YHg@-Zt*9o%gl>^KP!&Y`H#}$vW&V zuk7suvCi$!71my3QSo%%ZP{m5uWRwm@sEmLQGJ_hp@7Sy-{<%@-u%oUnfc@K9b1Lo zt*74qyzzx|=i~V-(S<wog1JQQaxb3O_~x{u*xfr#3N@}VjV`l_<xTV$z0Fk4a(<82 zsB4nWd(^wjY+E+>&YJUUdt__*Q{uYbKd}GN`?So<Cz;bzYSC1`dsbh{CH`ppY?6$< z&>o-dBK;}(7{jg%kKcCoC*qs}-_9*rlpeE1vhqXs!(Y4~4PHei9eK5>NukDF$w6u5 zyWlMG`=_rRGnwS8+aqJkfA+_Ir^`Y2)~|kkZby3Hg$+0Cdynp}_b>Xz>amG$u9SnL zldIGEf9Xf2EAnOkv*o$}SwlB!>J5b(pWZjF*z@7P{BQBDyHg+9?pw_DW4`1QB^wsU zAAK$jE?tifZ++`|&(dVBnkx5AL8r}6W!=Qqu-8ksKQVEdB-Z_CndfY$+2$^r9y!Ms zDEF`ZsoJmYr?aY?eM-OL_pKk!>(n*Om~!*TmiLU&aw<N5(&j!}^UvPTQNS-!$wA5W z<HItm0*#L^o-+KKFfVOAZ%n&Fq1g0{c~7~&OYyz<yz|OO|4+eP4%w|wEPLiJdVJXV zKT9v;r~ho*7RLX*v%?THOWR_n#-tLoCGZIEi~}pWp5~PLD*A>W?6|_$F`wyJO3`uq zgXz}u7aV=8qMfV2Q$OkO_L)NIZTndq1(ZBkJme=lUHsC2!UT8wgFAo48*Z&po%SMP zi}HV_W&iJ_dCh5i+LIaaf$7-3oOKFwuJyfpANs=#wC>MyQbtbBl0}Oio%p@j+vvz2 zo}0Jac3<mxW#Hic^ZI;-Nh0%N^*Eg7XJlqtp1ii+y3pg5;Qgm9@0|igyu7{lKW=f7 z{I^;B*!4;qIne16H#R2s%ed7ZdHy*tDCp3R!pBNM_6`aH38$y&_Q=cc?Cf3`(BV7V z%ykRzs#Tln{#L2^%n;aU#;_)Od*8>$$KAj9mjC_rwMWvJt@qiD?J{N(JR+i^vh87W z>s%V<Jh*lHc4ud2XNI(umDPsZZv}Imy}h|Ve!Raez4E`MV4b+Slk}|FvpqdLIx?jF zTCO)Mu>GHZAuB8E!_S&6+qZA7{awb?=&*nL!IveMu3TwZwd&2iy|cf4`&O6F+yGfu zTCw+D$CdX*J6Eh;tt`Rgwxo_@f9ADo*W8|zGCVx$^8M}Y_PcrM$NOXjBTH{RE!tTA zKJH7Et*WZ(kD7gT`OP0hFR~Xk{WLN#k>cfRZ(g-ZYtp1iph=3z$jHA%stYu@baiz# zx|-tFryp+P^_X;Io^7>7#RrAwbIarAZ)ZHTJtrzEilf!(%GIkIOI`*A1qT~S{mu_? ztgg1M+B>gT+FZ^~-MNkD<+q=D)48XgZoQbHVr8}K`24$9ueQ1^KA7_^?f$p_o9h49 zfu?(_s;XSpaim73U0&u3nu@%2tLygLci*F{CaG+!{G8U+)dkv{pP88{xL?X@ZYP7~ z!3rBWJ~^9?g9!?1YHib|i5=^c^)4$jd;0WgkA&f(^S2jhaD|43{;09z;^N|9VX~Ne z?s3unpSuG>r@nfXWh2KgDJcm$ucG$%w~14xTuI(pey_59%^IDe;$qPJm9};_Gdtgc zt67noQaHn7OGPKCEY#py7{D?8v};U^Ox*hE2?ie7+1jkEtSwH8+j4F?RaRP-?Urpm zcwnJ(JA;S6|MGR~_;%m*b9ZNNZEd}B{rcvbpG84IK_^b1Uc7K2<Lt9-e#;lHTGh2> zi^;v(@3DG29xw$32ZN@*N=r-s{5WoJx9YQD!2^d`vu9gYd{9{I)@$|b^Y7S~U#tGq z*~iAlW^BFH@#XZ(uT?g3{GOhkJaRTOYJY$0Wav~7R8W`LefJ#bc!U+})~T7Bi?6>9 z3Ylhh{&&;OGPXv!^~>?L*atp;`gG#VnVn&)RZUH|#@}Li=)XtVy^m$V=FO9D+=yV~ zl`1(>#MjQe{r1`W|Gt?w9aOk^^X8T<TMSBHT{%4e*X`T4Blp+Yb}hPa_3F_rnU_Il zkC>X8?ugOT+xsO5G*`DKa&yJot=A>&>uf|tMc>@n`MIEA%eHMs#m{`~{(cDt%>XUZ zsIZZXii$Fj;MuZeOF&qdTUM6V!GsByE?vrJ`MAV$a>Ry&gMst=9TXhg+}MsDJ-XL= z;qepCKTn)L-`~%V&)3)2{p)Uvdw=TeU0q!(_Qp+`G|A<8c}pjQWn*ee%7lp%8858Q zzZ0LnF=B>QsTM<FVWD6qbHmv*>sS7FIXO8qwnjNE6mV|mQ?<9B4_d@u{XI`eNN9pe z=aeZT-`?JKFDo<i^z_WRyKCyVZ)G8&sYf~lRn*iLt<uup_e1IB%a==*FBg`UuKwZW z7AWG@E9F{QX?ZYVLR(wg;qBK&To*1|)^_ZeTa2Fgs#Qjbhgd)>;d63ytYRxdAOHFV z+5qsOYOi}~w4S1(;-dN6)`n>ZFY{qk(ACvd$~BmMw*9t(%RCN&hf|C*FR8qG^=ikX zE^WU1Zc-Kn3a+lMAz@*U%61z{^~ThEJnG`=D*JB1|DqK|zP`L+t3^XYHMO)3B^W&T z{BuKuPD)A&Xuex-|DU2umo5c}w7z(eQB+h^U^Umo+}t?f0K=9jT~kxj3=^qGj~;Ef znd1Upd|zN8bL7}Dxp)2_f7blHwO*Oyc(=r{+wMm)d*>{kIe)>bSAz4u-#;H1I@PxN z8|d5<)2u6oXPbX)o3HEAHpAscHK?%eKYn=m{JO5QX~Owj%N5p!b?clKlsu#*)3}5& zQa*04BWF`l$$sVj<A--XpLhFxvx^_=Be83R&puXocz7iI`tovOUYEk0xSF#8Km9*! zbAGln!G4$B=JWRd=Oh?tFf9>xX^=^uq|$lxCd)$oo!^~~vvo)@1wIU{V!2hQ^HVVX z&4fahw?4jq8}_`n<?T$D`FOnZ!3*1ue(D^DI!{Kk?wgfw7xq=HG(YZayZ^eU7qZI_ z?NdM8f4%<Ls!I&BV=h}hkUym!`uO9!pV9xf|1?ov=fL7<v600p@$%a%?;|>Oyj6N_ z*xmjKhM3RIj(;-id0f)Pb%{LZS3M0rd~``_Jktsm5#32Fla>g%bW3&J*<`$&TTr1% z!Nu*j*p=A*$6se0n_|Vp_Fw4B#(-};+4ldMOxfL(J-Ljt@292QDe$nKd`(Pt_UXgI zn%l#d2i~3GFzdO(k~wFe?Ad=Ia2KchiF03;^v>Xt?|bucE*t33r3>4o?Amv^Cit~5 zUT;totm!S$-8+l_`_tg(^2a=0Yn}UWuhr(EJj?6rfl<@DwK4-jba!WOl8D?d!xrQ2 zws7X{^uJT<b9c1dY@TMAQlK5t-elJI!}9-wS#!cUDy=R)vElSgcl~w3zY;VvW>J>K z5f$cqg11oEA)Vj8?!oyrcfOg&nZ>yTCg_)k$Mrnz`FUYi*W0UAW!1+PPG(;7Zr14u z&F?4LY!mj45qxPVfANWri<7GHHo-T~nWajE=RH-tdw%EQPq|5x&t@F^$GGKxq~gIz z+=uJiUkJUo2isV6uK7YK!y0CVRSJJ*>~DT>OFQDmtEIf!_s#!E-F^~&z--2|P3AkV zelrmLRpT_NXYEt*J8|C)XG}KC-s>^R%j0Uol-(Czrv#`jSv23M_?uPG_FR|6jfXBW zD}KLL5POYj$xHc30vRl^HXS>_d*~JZtaqrcNSgO8+xyaV+vEFU*Kg{wQ7f2mkXgUA z(Z2nZ`H$@GdGSa7H!4I;v-o#%_3rxqv`4FVh_?Fm%I<x2Tv;-6Qu5)?rbcxKE-d1a z`BxwO_H5FUTIr2PuQy&}i<17e^R$Fj9<N7K$6TIG?`FTf{B@7g<_q9+6GB5pRaI3* z#KbmLeoi}Q^;+lAqemRAPDyOL3O;?>et6q&%PU*Bn^h)Gvt(|w;n<hPH+A1B)@%0z z7oJzP4LEwdy3Q-`T<C?;2~&@CHnf0S^No7XjowU}cV>#=o#1~w`Zx0u93BW<-yk-r zo@)}{+bi2=&ih*aVpY=;dB<C<@mrmf+gff4TJs*d2--l9nVAVXs%q1wO^1K`y12V< zuKJqA!{!V+#^Ju+6R!W;lf`9fdKWBb&HYoLv4gq9?8a}A^Wml+E8YZ4gzEdh-#NcH zxvgpKgt=ZeQ-8@U3RU0wi)Y))l_EP&DJCk3%hpVs`Yf|T#rS@CU5D;kh6xkf><;;x z^cUqGe!p?nnHO%h%z-~2n!QL?`2X(29QKDhKz(LiU0u*IM<p);_++h)yt%pgBHGkZ z>jLdRn)^y+x2$7NHrg^ZAbdMxWYC4`><Wi!QR}alchr4<9rM_x!{lA)9pBkMqQB(s zFu7PFbo&09>BV`6l{_rF4R3|DRc;6E{BWEn>vQEwqowql#Xl3jaj{*y)5$FR_{~L+ z=6D`+S8?9M_5M6uN%uajbZ7C<KYILl@#nMV$p#V}Y|ZW8D+IQ$Z|NwQ(j?VzZg0i+ zy-v;c4%_rjn6*#dUXpI0v}4M{e|KX9{%ZyQk(OL`^Ys1P@Z^BMf1<uiFEhR8?02H| zo{WFu>$q<c?8=Ns{{<PSHJWu@dHDVF!*A+0pY<iK*w#EH(Vj8cYsWuBeS?$&)s{U1 zp+9taMIIJv2{B&smg;@>LCPw=tzF@Z<x%N>`9GyE>=5eVToKD2as8GfM=N7vQC>$~ zhwQPWx(EMS7T#*!ld+$5t<<BV-`GzCXJuYgQ)K<F$fzZ>X_bOEgV3!e>x!zY{gU^# z@vnaMDC;oeiJ9W-j6b)lEIX6dw_D6dbHV@hyvNQ&{;g1I5pD!cDg^$#y|B=bW$uE_ zf>s}_c=OaVgV^IOzS<=2?3AytJF4M%NAR~$aE<iOdF6)MXD=IS%iY@)cj`*tZ%KhQ z&lZ@?mhv^y^b&qQ>)g|4>#pzE`uKd#RsM&^`}R+^P2kAT5wM>(#q#sc{SS*L^iHVC z+p+$U_b!PIM@#OfJ=_9X2cV?;f}vbj;?crN(JQrlQnvS=_3nA<wcOjNaAm&YcelTD zrXKS=^Hnc(Ql9l{-ODp2Z=K@1t01z);z`D%DSSQP@iN;G|B?-&p`1pSc6V~$k>4C+ z-=~u=sk~+F8Q(l--nu@M2RSEp|6KiT#%6`*$4<=Uf4D@E$wlB-FPF!I8_c5rdCs>R zs9lQKIwQ8u`0x`pzF%8yGIzDPES)NCBWol0pT*OQdu5QieAM~lOMX?{t}?uQd;0`= zn<IR871Vy3ZMb02`*v4jhNwPt@T~4Z{HY}wyz_t6c{hbQUpX;9aD`!ud9>G0%ZOsZ z>W`eqome^)zKFVOmb~F8ciNt_WOW(mB$b60rz_`dzOh>R$lG(*Z)V7xbvCqrJonn{ zifd)c(q9&HcuM6IP0+sc`N#H`Ig3Kn#jf^xZxUEqGErv5!UMad=RSJI^<JGPOsjAO zTUt~Md<cyPI)v7!^6OR0V{euY1sUyp+XZd*H^cXF&yxyZezPv(v{R+V;wgVsSYGYW z`Nn$gtB%rCmwA0VrPoS5Xh;<BFSYZT^U7gbip?ZWUM?;nzmq;u8)j))O2%F|>8)G- zd1a#2^B-Xb%4S`jzeHbb4K#R`n<kZ{_=NE{$AzeUH|-+jCtg;X^9yvYNckeCx9%6V zNco(+u(5k@Zz_xGOq->B&!=kUT;hKk^}RaB*zbYk?b;(6Z~yH4D?UTDRV<e4Vj}}X zl+zAX;Z>_19XcZ3ruirSxUh{-skosR`}SS;RnAEq)p@@5$+9O4yyqYOKKE+EZplmg z`s0#&KI|0mD_3%0d3amHF5@mk7ki4ZOoiz3-ICgJVOvW-q+d?`bKx_m+{q(zH|iUm z-QLG-!~MhejsC=d8(DJa<8Rmdm2K$K%9Rqm<@3pDYE9OhqtWYb|Je6g`P-|aooipe z=LtSlx#zE<Tfos9PgK%c?>VWzoY*bjHf6I%$lnG29bY5`TmCCDJ&~xikqcWB;aFH` z`10k;jIB{Bo+ZBXOs**WxP8cYS+u#sVWA7NK3vs(_?b^~`;z3c1mXQ=cTaddJ{t4p zXOEJv>U;OtGhZ&0J(Etqw6yb>4r@Win-&$x&5sUiMmq2=46haWaeBtve@x4n%Hm~N zi?s8jr#<4*Jv7N&WK-Qq-*;9UQW|nKk`!egrhwe?_U>+R&q*4Znu?Z|Gbc?FvXS#& zGF!F8yY*YHz#A5S?s>N7iw|f|T>L%gUD2nee>FzV>=uXP&--@f8yFNcOz=K_fAQhX z+vZ=qdv15Gd7#V<_nBo3i~rn?%$RX5=r2p%ov-|QMRf<n{u=0&?>k<xa@zG+{>ggm z9&#nD&MKTCqDJ=`XH2YFy!?=zQjoffK$S1c3Bye{b3hw7*R0V=i9D9K{qgtT%6D}R z2D6|0`%o~zSDW){U7uSvOFjGPsMsx@YHB~X7X^RGj}SI(wBLUJ`02p%O}8w>L^);7 z8(iN#$0(Q2jVXguXo`tMsQj}D%}*Rmrylt%{=7JaU8`_$`V7M(vjekVe$YEK&y0ah zFLBE;fqOBY>D{2HdhEw?!tm6|lLwPF3W$rh>zqzWO}%*WqTtK4xpq!^4qWRGhJ2T- zc&+ea@uLIoYXXgCEP1!osq>NIYgrd<zjx*PPW;{2|8UybJMSwRQ=iS02(e$4v%qt5 zgX7o7)4!OU_^8r0tKz<ec=dvr?ziPq7A9JWSBe?fc^!_PRc;`yE7A4;%+xCFmOm2= zM0q%G?4R>qkz=`qpu%y-piAMiZ+HB4_!Y50cGsyx+Gpi{S${2+4oKzgTp0H6;pyad zv-zuSKUdr?QmpUT*=ru1|2*_|YR<p&ce-3o9=&<*>7TPjl44h#lUB_1%4K`~MR~{F zkLmL|cJ=-U;J&`=-myi-pZ4~B?dj@%+VdnSulQZdjGG1zw313Lmh5*}z`_6Uivp92 zg`uU_Vc9#YSf2iOD7>mTTR3A?^zo>Aou65<?-tDOejJxHD_^#__ViBecZDJ*Yc`#E zu)R;cGB(qFs>zEh3S2^3LRMG%yPW2#O_b8?tKW9#$nv(AKHRy_d1fE^xzOD(b4!HV zJx<Nyli{@qC)qvMsA+Tj_hso2i0m@olM(;iFC&sSO1p6t|IHhBoB}3Eh-y79zttU) zY|*`1>b|q`(jxCSlT})xD%O1tS6MmtMaoR6STRM<Zr8%g3p|~|nlr94aPtILZ1`(f zCtfNocJ=7qdDl5!<oM*=Jz6oj{l!E3^fix~S9B{RYJFVsFgN6AXp4f(L=J(4^*gl> z{S{ls##H^^W%BNBm&Nm5eapIc!ADg+<Z#CUJw3mg{*C{H^or|G7=PP+L2$ttiy7g! z>%8(-fTncbT;NTL*f6EF?d6{nKjnmNvTrUw{n&locL{N=$4k$#pP0H!<J8PU?XR{K z7^M7VU9(e!&H7-JMBF21ftENyMx`&jrV{(!2HWz#vS;5bYs32{$HGC|?by%l1?yk( zJ)3?0$$Q=MPb=Qmg-NL|3KX69@`vg3is={EbUIHxRK3n)g~kbu6+bQ}@^3Xhy1C2C zmn-vLQCsHipCSLGedVUEnNcC}#qjwFDFd}8P329`odo;>l^j}<Kj<#*wJJY!&ONhe z+XRK`n|CgrRGv25;_&viJprQEkK1+!Zz|gRdOi<d=*NA>+7=lWd(3Wj{rF&F@085q zlRQ^H%zG(Qckd@pd5PV5uEQ*#a7ih(-~YO14r7+I@}@S&I}rh*9y`T#Zl<)_EZFMy zB!}bBOE;E|4|g@|Zu~ZhHT9mL%IW>gGN8a(;Lz@WY41MwJPtm6*5~8e=Q3}#Kx^El z6iqnabJQY5TJ7rbn#(!=u6)$KGpY0Kt;U$QHItt&UZ;FK{_N3rl^H3r&CI_gg=CK& zvCwDy{`<uxF2&d8F%lV^@7u&fzwFNyeyGUt*Nvs)f^EKX$R5UXQXUfAlJ*?y-&B1_ zwY&K-zfShE_m->)>f8RdNj?+lkUp$7{mg5_>x<Qo{QlKF<5Juqj{kaIUz#n?f42N@ zR4YF{<&n;PC8Iy=JMVl{V`gHvJb&d7f9&p#iJ?Ml@obvK5-Wcwq_Je^)D$az%D-J4 zEzt5$jcLhrD=RC5nLZgNQZjt(8#iubX#ehMzp~=hg52Z^_dPp0AMWd3Abh{8yW-r; zqi%;i)>(Y9dA>ETX`;XIis&QqIpswc0y>mDZA43rFK0hjR`pYL`;-tEQ<9nU;tE6O zLAFhQf4@}d+IcTEMa%a};&Yi?OGD*%&(=GNyWD45`8;63ufxilOrCkn7jzWpYvP#j z-XT!LX`#R*m5qsq*^-iyK2+F*goG44o0&do$`lu0U*3ZW2A6#QmNkC+ptZT}$$Gif zzk7D^e*fHQ)giOAG1Al1WAcB_v)VrnNFHr2<X2j}>7vEFgIB*#u-+mZDeqbnZp`S} z-Q|+BLeevt#aZa6=FvR?rTp?U&L!^3XHJifJ!7`cO<no|&rf5|Yd#z$4YeT_8(17I zGCLW5@_~*b-dk;6SXh{nl5*kFrKZa-RZLB%Zrf%iBqRhnL-He&3+JJ8?JHKrGzCwU z5Sh-ocph7_(z?6;g=-)Bh0RP)3b5UCr$F64BZehwf|;h2>!pMcn;j|KdZEl-3}+iw zSMK>GHfc&&NmfHO^Zz!+{MOe}pVRd`el~F5DtEdPb7F@?ubtVZ<N6#<^93$v?{7YH z#^>3&xu<VzOn&*|#euhF!4VN21`;az`uuCdPQSRg*l?zj$@T-W+|l(-<u8A3_{mow z$7LV)U6A{G?Kz&$?`H^pmFYKm73eL`++<R<_l*hP;YGVXoOZkR%H834UdQ}HM?d-P zd;g>1NP=wn7W>l+W{6xk>hwwH)A@>S@y#OhWEZGE?%`Lci`k*q%ekqJ<*<DFo!Ovm zLUT495%tjbon!Iw!~V~oKJopx7U1~uH!32wdf_wW3la*ClMI$N3LV)0@3_sSi3iiC zWm_z+(&XP7+nxDMC?oEu^fK<uOUo97Gw+eCW!=8j#*N45<wedpcRy;rcaQffS}=|K z&uN8c{R{e43m?t@dHvq=mtS-a&5LAcmj9XM*}r2WXm-IbTFJpLq>KNR9ZR^WieKxD z|9c|M*DpwVy7o_`vGnR!&#vuF7cM{MzF<e>?T3$U&ZxfNp`|ayX0-Eb*tz02EZK6( zf3jyDcioXH++4GJgWGLK(8+tzaW^W&ua~V+as4(SxFWA2G_v7Hrbp*x$n1``pu$A4 zPY%!5eb^`Z?97McF8<WBS99)dn{AbEr2IHuq4=5egj&&qwfY}~5A*7DSn-Qy<k$Dv z%T-Ah<vaLu@G6RwoY0WqXcB5#b9(3B3)U)I?s<2oJTJ=B-nHoY;nJJ!Ni+7&@LcD- zp!-)E`|m{XOiw&$Myc5Rt@OL3)?oj>HwiBe$U8i|dtpzD?CtHw>z{Ikq<pLH+EIDi z*d;a2=fL|VUeh}rzY0z=neuwm!M(y~ZuWS4JbrkL{pXDuv-GNIM#g4bInIvPl5LV1 z!_8|L59)c;h@5#Dzt#CtgQ<N`x}!kL<S85zJOZ0{Z2K!8{`-8Y=bM-$C*3_eUqAQp zpUL{KEb6aWh{=mo`*Q(2dHwwwB0ejPcP1Z?uTc3`=hHR)_MH3!8`v2x^i<Eh&A<1| z+uUr0Y>p>)CFcELe<*qDrMTON23ALls~rrTQykPo`^2tAFHZ=y-I6UFxkU2VmuXuk z{IYFZZga%$dR$bKX3vIoYIfNcC(=&r?_FK{c24MT>5@r4Z$7M6c>CwW`75^<zDO6e z(Qp*-QwPmhr7J6I^=(|YRcG_OPTL!YBp1pi?C0uPdE{(O<Ll(Q_SM<qhLX;Q4<}7L zbU3Bm*6Wf$euc}FCH-F}ax@jp5@Ni>uJTgDYObp8wTb<o`gzMYuK8PB^pvknJf30W z|C#<1O{D)uZoar$Zo<CQxXv7#eZ68Wm#+l=-OF_!v_QXL_uU<L-znP%#y3>{xgB$1 z=iCW~tlPIT{0sIA4OQ`UyOzPxdPh)_T{N$`Mdx(;^ny;2i){wIZq6DaT@ioPouorT zT^C<mpmD13XQf>K^BsTYT%O1=;qjTIjSL&={{C95qu9D$?Mhfcc<tl=KWgl>w6!&L zbl&_v*?E_Pg-OP$q~p+`6Kfl!dDtuq9x%AN-rrPHZ67GoTKoH(VZnm~9a|kkL%+Sd zD}B+7;mys>?TZ#I>R@|0&$e1aL&HL^d-|-iX(d*7C(hUS!|&O9#d>mqOV^@;4-Xta zeO5L<5*8ZDCu1Q1(t3Bd`65Q94f*%?b+Encywqk}{msSZ2zYXe=}F78qMaAAww~DJ zlb)__XlVF%UrddHz=79ag+xVN-QC&4R*SCP_Fq3n)OF$3ty5>rn9*^C|H93iomaDZ zZ%q1Iw_kqw<<7Hd-5%0^>g?tE*=L`1i;lkiP?zUdu!6vWw`Iv&qd<q<<ZX9<^Hrha zsEEJCs#QWfY@Dr5Z|?4%{`B<p;Gm#Gv-9_L-hcmods&N<V$(qdzV>F&G3vW^S=s&j zkvvU5{$76Wk1Ff3cXv*%UcayF^wU?@f9(&6j6Aug@^i%QvRs!}>^C+fGUxC4$YwWR zU+HUkX({+<oz&A}AOp(Y-@E%hw_s-sXus6i+2)^ry<RUL8^8EMx=X{HgsAA~$SoOy ztHahRSz1cYKkr^wXBQb6Ic4h9uinz2O=#ikQZ6oXWw?=JCM6{W+C%lQ;ET7kf{a}D zwKa(s7rDB)x`MXKl)bxiGyiLSY<9Nx%a<>=Y~Sv_q^{x7qohrnH{aY{p6~Lizq|Wz z(#C-B@Z$}P%o%xk@4lPecw6S9CVcbeO%ZYN&Dq!2f#>fE-<CIZ_V=g1yR(yF%Cu>Z zK2~I8XCDTy*|@5od*NltnHh%69QU^s?u<Ed^ytMaS6m7U3-@nfJhZrWnIEtIn;UoT z^eoa4eBG_7qm%OT(o!B-D-)%!&J`u|4<;lWXkZjvxqtCu=KkZ(b#->3p`oB{efMu) zxO%nq{`=+IwuwbfQ@&?jzDu}Pp$U9ibaVuSrsAp56dX8BSnJgP>@O?!eD3KjGi6|4 OVDNPHb6Mw<&;$U)47_~+ literal 25053 zcmeAS@N?(olHy`uVBq!ia0y~yV4T3fz$n4N#=yW(6tkd`fgy2;r;B4q#hkZyODkeR z4;}ybe(&Q+XO6_qTIPFenckJXt%n|MI`C-Ij?LX`Hk{scKySkVrEZ;V6@{w<%JV0i zeO*@gz32Ac_wvlCmD880<{C}?TshBX%i%ee&+qv?Gyg6(IV3bxki}7;Wxi)$2{VZC zcru58qX5f7Z<hv+CIyaIB_<aE7RMJtxl5!K=KNT-YL$kb-m@*2{gR)bo4aM(wn>vF zHC@d*`u=-xd_2Fy|9^iCrFz}h-dh{JebVH~&5JZ#+}$@PALr}p?w)B?s`c^XM-frc zz^JHGM>>T&dwW?I?AS3w*1F6f>x#yuOP3<HWC(UGGRVDUA|)jiu{n+R=g*%aA|e~I zu4>JiHEV`dsn)7hn<_pgO`0@G!Z?lR_O{&Q^Yd(bB#qlzT3Ez%qgvb+C%(F}G9)x~ zW8z^pE-tPUr%xvz?GoLxb*o|RuaZ4+`lqMqD(mX@1}=8nn0i|5+xz?HTR4R`+|1F5 z*b<dG*QCu{2Jrk<Xr%Oh#ja_3Hrm|jeWil@(9E74xJ;w$GCE6DV42rRt)_U`WK z?((%$43m$2I3}IH;POies}c=fUfwO+wiVq>o&NFDY5n5obIbo}IJ|oGs-v^>V1mJe zj};Mnt4!4<ckZkGy{YPJ)~C;(J-xk?Z*EFGa{Tz@S+lyrR=Y00{II|xVo!zP)TvWz z{(ik4Q~7ji&A*?|=TyJjx#!!h>^X(UBx^n%75AB8@X%py-uBts?^SirG*16?ull`V z+8K$m_xF0;79UJ8+F129%dJ=HXuEt}$EsC2F*_#w`}_Oz*X!|*zgBI$nN#!o?RFPe z*N+F;<qa|~so4E^z|6(PrJ=8X{PD+xtx=I15*QyJ>wWz9`~Bx{HlI&B+9mqs)z$9G z&(8wm<Ne*-*y3xyiiWM8+Hd!(qf=PjsQO#ZrcIkNva%MfT-mu|g~q;rzp~YQXC3+d ze*gIo4-c<gx$<C&kzxKln{yVAdp!OYbE^v$a(llhlj?0Ne0=QVx7+#2n{S>tbB5)? z&*$@>KkC+3)7Iwhb!*o7|KshB+}mbz{L~qGdwXj>9Asazbm_+{!TuNT+&Q!V|KEJO zzh8pQa&9!7Oj)#H!vtCDvVgd_bHBd6Hk9g(&=H$7d9tUcr(>YVo;ZC_YI%EWtBI*; zU`WW3U8S!XF1-GF<j9c?DJO-5goI9<II&>SqNYicgf3mW<l*n1{_)Y#89r*0CQtrY zwKwO+hQ=*hOsc-VI{NGD>yH&SDr#y;X0s!=<w$yZdZwhN1_lK=rKYN`T)A?|k|iJ$ z*Mw<jW@eU@lx#>nEq3Yh<&)>mrG0&MRin$v$%%=rx$)`g>60f-aw;n`vo3$PWZ%Ad zSFVHz2@6MVO5xnNapR1$X*G88Z{NPnxw~s?`v1n($<si|?q`i18=s6vWu>LEThD>_ z-xq6eU5~5Q&ENmmjF*?U#Yxddj^A$ndxxFDewM7W&$2Zv(%_M?n6PGz&aBz9H%936 zNSpU*1}`(H`B7l^=Yw;NoxI=j$-8!0H62uFbYNJ0wd-!4y0&(A_PU*In>HC06&HJY zdM5t(@DP;44jpoeijH2ndiCP9YkRBT@14H4`unDupGC`jW*+L1G>+I+qPe^L{WJ6Z zKY8=E&rUr(ZQ{(CCrz)%9G+#G9kIJicmKby>pi`^lAfNL%F^ukZr|^`ZTa`lb%|=v zFwGWwe5@Cg52j3=`f>LCKW)>diA~dw_p7V3n;u&xsU5Z^;q$YzcWOSL1(haAN4ZL@ zWXtaqvb(yv>csDx^ZC5}{KUg;8*^?NWo2dU_<pbY=JtH~!|nX(4-Pb%n3_(UK3#le zebz%2<<8C)r}Ep|a;5dAcTZGyzjW{3xm#PaH{O1G<oI!6u2u~_y=99RH$Qup_UQ5B zoqs-^zWA~PlnHy}Y-j!WQ6VKQeRD^l^5(R&NuQscT@$~5-kUd|WFN7!NHuKr)Rn=@ zLHR($HSx=fi(9sCmF1W|QQ7@b+3uTrtIdtm&#Bnj&Mm)J*}iR?nclu1NnKrC5@tCP z-qZD#?%6XZ@o?M4{q^;Be?B-ffMvV8Z*EHEj*N^vGsklB_xtto(@!6jOrPVZAdv9y z&(9lg%k*}=Py%JMtgI{v+bWa2RbP|7y}6mOHA-*i6Cty_J069FhC6reWY2S~+#7e! z^0`b@bTlY+ef;=wPW`{1HNRdiH!(9aN<73eY4YTsPbT{tNbtlIom5>DvvZPd^|uN0 z=byi_GWh3@$Nd*yf1Oi&&T@v&GLHYNxz(8k6`B+{oThg~M?h!>PzAEfg{4D*qv?XG zk^`s~(Gz4;;%HJR>BL@{z>FYE>mkpxZ_CPWXV>p9U9T`_g-Zj6dTajvzth^<*yi}D z^R+imn<ggWns|R-?T(mr%=PSiZ%)7aSi!-<#KOeLaO>7Bj#ejzknr%&kGl0Y<=x%I zTxw!!D#*c7U?EenH*T6vq?5Dr;l}IVDr~lF-~Ro>L~f_=7u|L-HeI+I5}JCnOZ3F1 zGq0|$w)}plIC6KH?#7K9L5Z^RbK0$2w=^^~5`KMod1khG|C~88U0q!#&YW?XmU`>< zZB0ErHA~Bx+UxgB>XkM(DtzQ(mUrib=JGj*Zf(uJxjCJmnVm1?@2{^jeAL#2X}`X{ ze)+OxZBwR*e0z8I^bEsf3G=*|CH|cXGNO;TTr3`XPI7sFZ|})drxxYk-*;k@kGnhj z?(+A`)~@YMFgVd8X`GRj#iXFD+zd)?ckaYUNlC3(w=V7Xx3?~?t`ld?;%e|)zIg50 zw+^zZs;cZwing}0bN$?_tF2R0Q+s4AC+*s0btcU?`B=}(kB`M$-YKnfXqoJ^zwYmf zHEWhESkSOzhXtsJ^zcwHG!$Ha-8&{m=I^hs%nJ7Q^A9$&8`u0Oh>D7O@#4jUN8S2q zkB{}LsH!p=q@9s?c4p?`7Z(>Z&akVs>K4;Y`tsu9l<Cta&za*>RAgi|w{L6qb)&L3 z5jA%5t5&(ak>NOWQElZTSzS;vYTUtOd5Wo#K|6e%%e13+9UWg3P7+h$oT5-ralbb; zGVRZgj~<h*?9H`i>}0S!HOEg~uD|``<Kx}8MVl@Jt4MNk&MoFIy3lE_CGVQes#<Vj z(dlWrhu?osHjt=Vuuxr0P~onEmR8q`7cV@_odx{lx}>lDpS5UL&@4m4drzF~f2nTZ zwMz-?K6;6n*T%5(x6WOMm`aXA7Z()l*uHSZpDF&@rz}l>&7YH8KhJvaWRBe09~(|} z-@m?2I9#DgK_=QM?#4%rx2CHnsLou`^KwGH|Bm{{3AeU=TKY01rbvYC>T#RXI<w}k z_6%uOcv-dXt-53(>m^rTU*9*kwsyaIm1UNDt0bXqlizaTxrI#yD&O`UNWU#^;JB;( z<SShrtt#<T_h0YvDUl1_d-~$4x;v95Zk#vu$c(oNnN>?ps%wLcvYOj>=#W!TaPZBI z$?Ubiza336+F1AZ7qfRfM-#&iuZ5+;5<&`jJSTqn&6isdeJ=RhZOzNy-KMI{>)bVQ z<yP*Ao7P)YEd26$=bk^pMziu4#&ta^$+g_|PhV-Da=E^sLhO=@85x<GiGO~4G%+y= zh>Y~CtFz0@%nS(+ci&anRFJdcN5d*!{*OCN=EN**3x0go<FP$U?iI)G6IQ~W=c<?{ z@rinHUR8X#X72UHo0WZkb!o1ht@xs0#=-^Nmb;EC{oxl>h!x>slQc|XsoOulsi}$C zJ4HoZJvcsI{^c`Hrze_rGS=}AygvV3W9WNiK~?3}k70T%ev4f?Z=Yf4yZ-dg>aV#= z+Flv1sC&m%$940)+%7v$=8ekzj~F@Hm6(=vzbUg`?AH5h{_&%q?jGViy^+1_AM^Ib zQkzXBKfPzU-Oy|w|MAj;@EeJm2UhJWIGJ|sWm`dGasBhJOXfMg&n&bF|IF**=J8+V zO}kv5_7|JN<^X{f=iog*!s3rIhZ-d}?|(K=iu+w?xYLEo4@OellGilq9{y-zFk0E@ zb?&Qv%MHQyb^3WGJb$=FY*Y?CmQY*g!16HVNp{mK{e!{WAD25^`f_gm{f*sI^<?#r z+-c)$oz7c3^G?i}nQx;N^WOMRpSa}(yZs?<>32_VZ4+H`B5u<szxEbR_x}|w9RiF> z9O|<jq#Ku}e`-^1UHhv>PkZ0wi>&)w80#%6BqQ4=GDtbGsOn0Ywn+Y0bPo}<X8L<3 zwWn-)yY)F<PWSH-EgeE2Bbbh|XK|Q3bGF}Jrzmgr=8oup3x&;BEGD)t<)1jGoIQho z6N`U{+~VXnHn+Z1@7r|dQOI{CwVPWLq$^(hQsIp#s=M}(<2bvZLQ{cFFw=&=`X-@z zhu3Q@QR8bk*x!7w?t{_3v{NRT8k5+%A1w@=?JzssdDA273Q5oIv^VuTGXKB6b7i04 zrgo=uR~5QhIsDU<99SM!gjvpJy}kd*xf{nno=B6^sh#qgr@q;-Uv`hrp9(!ryMs#K zUA#*6{tP{S`^m9mO?ult@8bD*;r({^?SBsy`m%H=$av5By&zFCW9<YR*)N52?e`~2 z>PN0$<TSszO+o)w-lI!x;xE6rP0MB2>;7+|W%a#fH=nE98gjDP>rVSCP-iBn5c{NP z=Z6ZL8*j^Ay?*WK?aeIkI)O7b+<N+~(CweMr7;zHSx=XeKWg*Sdqaxso*u=%I|-ck zJ))X2PVh}zXfB&{&CKDO=!{MJ>b6fT_tXhH{@_${*mdGz!G?l|PDaMYn)>?Brv&>g z^q+5MG1t#<W&lU<o(Jn#YI$Bf=KuNSz`W@@&Q@?2FFNPsv~c6kM7b3e{J(4qJ~-W+ zUi|-GaYts^!wI^7tPI%SUZ|H#V^$TEJ0vK`c*(V}u<*ntpX_XHPft$^8NQ~23a+lM z877ay4tTE5V_bK3fAZw>Uivp3-QF7?KAd8`)2a0LoHtj#A6`@O!P~0q3-iI?i<Pz) z|8~yY*zh}hA0K<zr}PBrk}3Rd0(G-ybl!7ayLPPv58J2DpD$*Z@JJXi%=J5dq*M4P zU%I;W(e~9J6xW65J@fhfc}`Yc%c8mR4!@`Qb-Nz__ViTW_6w`?CN*7+dHRdt5x<e= z`~8ud7M$0eP~OkMztFu?dxD;qkI$1opAT~%diwOKY=w;kPnYaDKa+oHD}D%AeRDp; zaAF6?mbo>aA51r$*4})>OqQAP)R&!SuFgC3;M>{+`LYX1mm2H~=0E2<m%CGVGtbLf zb>~}^?*A)T9%_KvDRVh1IoJJB%{PgT$dNj~^Y^_+i*B_Ve3N~kuzhif*`^Y^U%$#W zUbW!KUNJZD;M;_Kt3L1YS!wW4`PVOL$4kxU%C_{o3G`_RDjYhg{-R}qG*4%HUEXam zvF*QhnE#u<Vp5yxvz1S--anBL{_<dYc=qCs^Sk@LbN@dP^F4sA?bM73*VOmSy!7xw z_fxx;$ITo951%Y-OZcsPWqPf*w};aGG-s)QJT6}?D`qa3oVJM5!|Kc`@&24ezNU^R zE?36xG{2x-X=T1WpE;Q8NDqr=i6xi1*vCFGKRI6S$lbMO!C&hWg09$CE>PuO`hs!6 z<izWShi5F+etf8pzk}1P!1wm*o^31#XH~!WwPvs4TbT}9*OvAIC!zOQ4}XMyw0m{R zJ1{(s>1q4M<k-(y_e}pa89D29EqT88#pxB9>zgNhe~|j6@W$~yXQIC;U2Btj{_+SL z&*FH&YzI!JM`F_o_N@9bfp@k1qlGW311A3XJgZ%@l_hez+@2oI-h++jCx)<2&q-QP zE^KI}>#^(HYcC0Y&c~h3jy2DPTI4$z1p9au%}d^}#F|7{znuJ|FX*dkedn&`)M=Rv zHa;EttM@s*({Tto|LBzM`lPH~vx9uKrn5~?ko+ldqMc&`vr7fXp?YCPC6~C%Qg>eG zrOwo!mNJLO_hf6JzI@V5UQS-ckVDOxsisF9+ppH07wFG>RZ|zb-@s<O@;|<gcPak) zjsjMyOiwtjUcCzLw%UC5dGv^HW6`P)`>zNzK62k-Sz;!C{GZV3M-Q%^x@~Ek%(o=I z;6hT-vz;~}h4MlRls>v2-+W@OZsI@NSd%5)Co7u@Ogb1Wovh~aExzdC>B)KV;zgb4 zZ9L5nRo*3h-R}5O`ob>eMMev+hbEk}`0+W^{_DCjvFK&VL4Pe$rSD5DFHF0=&5ya| z%V$ZWxM!D7=^v_>|6}f9|35>nQ-PyhA@7x(;@-IavuTH)f9~A6At3O2{OQ-x`=5T9 zCitiJdR~oo9jD{<gWVogLTAH{?FxT1tw%!C{PNz@idO$GTwOY!JNX{Z|Bep=EpqDX z9Qr2Q%t<>l!|=x2vIi`;`CWLOE@u^7cQ|vv`MdZIFU_1akM`}D{^7J**bMc__iK#P zx8}99c-qIhU0NVtAg{lE@7&MP(<ZLkW~isi8Fb#}*KuWzLxG^6%ru$B{IJj|ux7)v zBC)F>!7JV#)_1B`%YVQ-q5S#5(<>PFteUo9iSz2V4<1!_Bpg1L$Av!<$=N)uIPrGa zg_{TMI-JWoxSIqDl^j~;U)wXS)l@V_=)aKO%~RF)-k!Pn*}&5>T)t+ay?4Ibjh;I< zfAQOGo^!b3z1BH{5XUne&exZBTmA^`Qs6kQa*@4glSY02g-f45=vc{avoCtFb&idw zNY>|qlVNMRx`Sf*rYZ`v+~SXOyR=C9uM~gktjM*sQ=d<k>XiDPR^e{vDBx%Di0etp zg$*+vZQcKT-U{~2i${v$Kicnb_;~n0JAd3UvzE)v^-p8(`<*JeIp@_ZZ~Mhe$CjLX zy(#5z$8$mHrCf(P{aH?Y)OgWy%~#>|;qC2wrjvK2>7AdYm)@FcWMz6n`P=Uqk>7bP zGVh<?_FXuK^^1Ik?B{QGPCIWOQCKYhc*FiK(*-P!77i>YJ}%4Eeis^Uczt$@q`mPX z=8WU@5^+X<5=`6{iL!GUIhsU-h)4Yl_`S`0LcPA{-u3F57sT$pc@dE9#@SR5B*<8# z!%^07tRzDI!l`%5D-{e{>yO`UU~9EE{X22D_x*-{{BnB&j{Ur|`*+NrTsA3_k9Xew zF@Gkwy)Z&~Zi(4O<9P}k_MR*rDwbu3pWWZIfAQ3cxjrTDj!vjfUhcZ*oYb_L=MOJn z<M5Oco4LH8{P?ePuQ&25roM8w3AdAOQZ@Jz=wba`L#{)CLtWXB>ov#EzjdH)zq2zl zL)6-DAJl|bDK^c1_sm>(W{<i3!OS~H-s$=~MJFyl>T_}LkJiuHPLo>vz83er*6z@> zD5>43obcj);*)MA8x}_kEtdwFg>$XTFI~KNu#H!mgN12L)K;$Pt0ynD-Y1^1c*)|a z+ZV4_Qkbo2()*zHu1QAJ)l9>c_w#=QU&-5-vva29TJz%CMPgO4wNv`s1Xvz^=!}kV zKapZ|@!mbZpdg{BwbTCmsqymm=8p|96IdPS!5O+a`m%f^?<MsJwqufWr*Hn|W?gGI zS;pGol5@ztKubQ*2&*^C3Bgylx9eB!o%iHPii)R_np#^|SC_N+l_<{_wT$b<?;fu{ z7AeB=?c?bTaTQr52L=^h7k-;h$GDpmWEce%+#SoxzBSsnJ1K^Q+U{xk`Q6AQQO7yj zydhC!$r+}#5+7AKY&`>~c$h!jq000`!+568m8(}bCLC-!%q`U0c<h+Z8$+{_-DXWv zueNQgw2`xs<1Z{MY?m*J4T+EUcXDFdbZ76~9KLqu(9q7lzIWHELPD1=T-dl|iSwBw z_D+*jF5bD*b1~yc&bxa*{~S!1Fm0Nckg)LXt#S>=j=ANSNmuRN7ybHU)!rR3dXFAI z=KpQ`uE63#)=~GwaF49=`bl$ILPAwVxMaUwdiVPJ`t$=0jCc3-dpJ8Y^YZeFh{zmU zu~vCY6?n+<>f8M@mM&eoVwIPlpWpUt!d$Hp+w)|TkN3U3R>jcO-R<e&@#5QtqTP2z z#Kn!XuB^yg%bxJ~Snrp&x3}MJ-nVjP=c`v)Z2WRHH&RVzIs2{><#S^>VdxNgRqm#{ ziUiNR3HP^%xW4?RJ$K%!<;(AJ-@h)*)w=61^OoiPoK^2^3pWX;TO67-dv@jXx#b!< zI&ZF3{i(C>7S~U^xheH-6n{(oMEid~9v_zWDPWo7rw$r<`~B_h>uXgEWp8dAe7%0Z zUutUV_Nxmuxa8~q7*>CO_w;eUecI1YPw$3Z?~}EjVVura{rz3)w>LK}=AO%2dHnU) zPw#fWe^j<Raz{bp_I>BCuZcXoDs(kypt$(inU~*gZ)xI~(4noZt!!*O`O~LQd28L* zU!Od2;zecIw%glslRrN@d*#}-vTWPb)YOo$uub*<|2f;43vg^Ge}C_PWlU)3s#U8p za&zBqsVOctK701;mTlV}eg665&*$?uw`N~=oWH;FbK0uatN$-wckaX{pR_c!>hJGV z?d;|qJ9aGZ_xDrh&K-OIee%?)SJ#Fwbz3~~$&-|>?(WFFRi)eOR-QO{^5DyoO?h{% zqN1WQGBaOp+tso`_<h~6LN#seZp-3l1_cS<`A(PazI$e__4Jv>>1Elr0{;qT8KrUs z1_s`Z@~^70vb3~}SbNRcZu{Q7bJOS7PFuZx-z?D7!IUX31`;mIF9$|Nb;YfJzU%e6 z<e#6OetCCy_SxCylc!8+xtXIT!nHB$s+J5NyP=_B&W#O>-A512GR;15`t;&myJl5> zer8zpC1YFO-LA0Js#aFB`uh0x{d^|<>&r{$+FDyfL&G^$uU4|>E?%{2%Cu=o8zVBZ zvR++t<k-4(>y;~4K773%zgUBd&H4M9O)@-en!3767c6Lq+?*!J!Ln<qT*InWTB}yC zmNdx_Si5%Z-Fu1p9d;9vo&4{v|6AAbvGWRl(T?xe=lZFG2FcB4_kuh$Z=PRCiHYBG z;k99>9~^8xdHQtn-(O!rqnCgF)Hp2^2n-C&xwVDUbCQRL$AeSa>r>v{*_o1_zPavi z)w&&zxa@wvG5+=Sb^FDPl+)96Pi*puj+T~{mF<zYpVupG{;0%i=f7XC`6X8!Oc02i zHc@3|^l#pM_4*!@S{7-v?`JuG{>$G6p~z{w|Jwe$|Ni~FSLK#BJEJ3xH_UtW=5mIK zdPoIB`(MRG6RD3sYi{J22?-0oyt~`Hu&}VCq(nem{P?%Gw*y0`HZ?KL@lzL8^EvRg zEI1_O2xJClssDUC2GC^5(Qfg{lO{E(c=E{E%y@cw`r{I-LJOH4F?zqgyga-i@h~V8 zXJ%$TdH!7f+V+~YVbux_yDoo!&)VzO?6>^&wqGiqRs}wH-|oMEU&*GbZ3mMeOI6;I z2?}#O{MM{re4N2G@W%Fh`GW}tmwW~5*gPloWn4LT@Ra<^*If43zsEE2{huS<dn|9h zd&wdp#-b^fGJIUz+>%Bq9X}ojw9HfTRFJ;d662B8FyUI;Di*$-o0?TTL1X$~zLZ>i zd5=}eq0h)Q(8JevY5x6v6Z5(h=EQi#ABp~`x-Ow%M@x;wAB_|3anb8mt@5h5`C92> z=RMvdk8+wW9DXIfA@i@X4_C}_ji3BB``1gE-LH>uJ^DWTdMAS*%flPN=JICu*k-?P zIwsm)SNB&a&M@|j*<*pIt(<=@*J+>iwRRA#op{%i#Y24O-Mpyi=)&E1uUxw(_d{&) z#f&2va*h^4Q{@Bqyb;q|@B4VyDhaP?F?_t;*7}S46^$c0n|i{HCJ3!Ly5#Cd=jFRD z$hydTh;QA#eKTY_0~A`<V~TmL=JtL1RP?8=e#vZgj^hHXccw1rWvYFnIA2z0{#oX0 zyCYL<MMXJ0r0!|`7Z6$wsqMG@HZ?ihAF$T*k=uLq8SeMw@74IeFjI2arD10$=Nc$s zQ(+)0D?4S%lndMQ<G}-}yYl_{9WB;v$y40$(2wh`*2zutd){Oke0b<*f8%NZL%U3? z8}C97A=x64tP|INZf#L*fARA3&i%iNKWumW^jg6FpN4$ThyR_?5wTZp-RkmNzIfZV zX*+i8VD7%eD`~_s`J@PVq-UifQ!9Vb>~x*wx8f3Zy%fCm?ibT6tM`{LEIs$&;J12% z3(+S$zFXD3t`O9G`^EWs`pKq!<qij(m29dyb}+qMbmWLj-OtnU|IR-?m=M6jDdOj& zXdY6_mTP_R8vCVl%(3d()va?vEUbSVs*;lmS@q>+&7%1SUp(WTVDR(7)2jcoW_Hc@ zy!zj9lF5tT_n2Rb%Y8j8*f$3>zRl+w8gM=CwEESpHOaHi`JA`@WAxMb38#E>$%KBv zn;whe)b8(Z-n#6ggowN{vulFok#&8W_&&WmG@<<ZMSH%7E5O4ntNY$Q$ZmR3mtb*Z z--~m5b5`j;eD-7d#}i`vw#;*Nd(7LDf1mGLbB?^WbjPXv6StfFnd!fG`2^`z&%RX1 zE}2vIrQfxK12o98De%vRhi+z}x#|5=j+E?dX%Xai{`HexU%2E_i|F>8V@rM&c&kZm zaNMx?^R7*Gu4#8P@7&xZ$ipdM&u4OMakY)pkq!pImdU=Cy~L*HKi%}B{-WOPnGfPl zxgYfxoLY43p#7c2pC$7%o<I6l9+@)poX+>6WiPW2lu1Z0j4VEEe~8l^G`#XY>$&64 z;|qQ$d<{AAE3~5UVDrlxM}z))+%h$c5EY-@qpVrJ$J24e;|Gk3HYUjaRr;@2H^=I_ zmeAt0Cz#_H=I)K=^R%!7x#Mx<VWDq2`zP8*<sDUwu3YfQ@EH5t3Du7ep1#2~<7Iv8 z_9kAF>_;=6&GOe@%yP?F$3~)@%jZ{5%2EDJ5j(>`Ltw|nOgZ{&A8Iq6PJ9y>_*Jrh z_PU4ND~d0!;PN|pYWr0AgcmvvkB%Ab`_A%g+WmudNs{Z=9yWSmIDx-7zC=*&P`OJ( z$;I!R&zef{HaalO^%H+6#(8{iUo6YDf3r;eW@h~1@jTTMxW3Hpx>G2J=l%2SVVs_y z7Cu)z871*g=I>|km+$l0vg0qf%5Oa^;3uc#uxrJxU9+}kU!OF6`tfPH(K9TI)mE-t znWX6Y@PDAi9ai}%vi+YHWE-qMa;GKm>j$5&dt-urGCql^|KRlUdBOdCuU}5cwMfz4 zpItBY_=DfP|MzwF9<pz`;0nr|wzhu{JnG!Jb7x3c*rW*)4qRI5Z79L_Ijo`JQPEV# zkB7Hx2~9GNxcDTNUvsYh@rxG&k6yoa`r^U|6W7+H{bQZJMXWT=|5C}X{`y(xPuV#J z)|{x#Z=RFgcdwAcN&QGvMC_Fd7aVePbw7Um2(n=I>~6p1$$x%)oN@M<hq-@;N~q$F zhhqOico#qYz2k&s=PlFi?aoVu1D{nKs|tHGt*7CT$orxWtDcAJGoK&Wv3;WYnYMe^ zyG1iv<&@Vs?9$NG?3|syPqJZSa(%=s$2aUnO<A{@&J}gM<G%RUx_;gIzPWF8_axM_ zxLz`Jzu$fH?CYJ2D^(*l@kjYwexEll?rZik^Za9dvuBp6+NgvJ^aUz8?DA+i;^`Ec z@L4wJ&i+|jXVomzbp7(Wp7YE9y9ZC7U|Y0AA+W32E!Sw%stF6WwS7PQ!skxLBLC=P zs%xbkliO}gOgb{Tz(<%-iDPczn}p(*T<5xLC#v}>?PdBsWAk&nO;z#iZA<3sE$&yg zuGP_hvv+#A&U52K;YWTxOY@jf^5WMQ!wDvjU&u8pln8@HhL)Dey{TuPzn|Ipk;jSM z+*__S+ux7%oOq{O%~$E-s>xijX1k|aY}!-G&M(lQ=x?C?FF4IKm*up_iJG7@x5WG` zlpI<nyZ;W;3cGhC-)DQ!va^rAJre&pbv<XBZS@DEz`rw=yi01x*RKBZv!`r*(vEeK zXKv2DuKHT>^P>;_3Ud~?G;kc(KQ6aoF87KFM%;@&S=HCQwTZhl_n>&-^Q4f!e<D9u zr(O9w@yG;r6ZV^~mnQk1TQK`))$_$~if&7+$v$rPqkMt&kxlYV1wsOhN;30jT@Tp* z#VBr4`U0iG$J?HJ%=<F`L(xNa<<|x);~1Pyya=(E>O3bd$MT|B+Vkf0$xm__g0r4) z-^21yMTyD9qO8T{VYGd_VZWnpW%K>lbw_V+Tg|W{!~fCNN!KS@aZi{MUl9E9v&ojD z!K=<b3p>8QQ`&(0$>AIGozlf?C7M3`?_dyAIv>p4`aSq^kk^zj_mFdz6RNY9hqJBP z-z#)Cf+ve1;O6?%jvvJ@XMS<{s#td_XP$N~f6eO!_s>qKJsM~y;b>9W!C>hmD=V9G zZ_mty&h1H?Z(hjSn$&mV{Gvr-chBEn{rAu5f8mpwOZRN~>DYFIz0~SWsGrPn-K*<A zG?+0@*s=7nsEOrs*<HJ4JbWncD9|^9V}kON0t*c-EhSY|R!B>fZ?Dv=&ULA>Ti!Bc zo2mFPtem`k=A*^ymbOfP)BotgkxL7_pYq<Xw7I=u&F4ztz3ZRXgsTc?{qI@j6m&oE z!tTkcXILFAUV*x?GiFG%@kk!}_xJb9+uQYb?%X+L`gHeQkrOw6Ezi00RkXM?Swgy| zHS^_8gI~SP?Hx-FuDUu&XwA~N>0PUw)+bm>sFlR^ALDVJuTr={{ZIK%g~cma96{B2 z-vpi0Dypgz=g#d_@jP<$Xkcil=*u)&+s3dD+nY4sUXbRie0^hoJ>T>rHqKl1CTA?2 z>%TfbAt(Cc!F*{?t3_4uXHHB1Kass}^GUw2&)J8|JgQ%PxTW6YETH7ZazfBZsu$GO z`>}hGhG5Rwi%Slj+aI|3d+;eIu{MdjGur=(PFg0vr(=Jo(NVX(W>Yn;y0#xX=4Uy1 z<Go$yR==uMX3k}`xx9hri{*rGE)_f0C~zD%5mY$jpMC$>w@2G|9Qmdqx+^Db$Fq;m zrr9UVG_>1u_m%&~FG)KVHosiAQ^(jpwWV6t_$K4F#`bmkbu~ZS1zH}raZH%pnk*ht z$L7eca=zh+=3M*zdpj&|1->zUk{BAJv*}EV`|tFgFQyHapO>G`(7DlOe{6Saed6}V z#Z@nvZnWL2|L~l<sUSv}vB>Df4ad)mHdnL-XI?l`{Q8`<gvBez7o}GZo}RH;Lheqd z>5~I1JChp9r6Z%xFI2y*I=}1Xl}w(GrfuQVZ0C4ZH7UqUcWIDW&$RZT<n3E8ob9)N zQl2--@2R}ucZJnj)g_i^bZh04*K0R6pNZ_0J$q$KjNPhztxmao=`CiHEPjYxkaeq_ zB-W#8|GI$1(c)hRgXO&+vl2eveUq<su)!tj7Kg;29|wP{GBC+r$(nR=!2)H6#cGW4 z7yOrBXWJxqY|q&x(@K4ct~dPsE->|eB&VZ*pHY(km&a$<saGsq)!X@O`HYmR7X5GQ z8b6g=>rXbB8+|9=_{iqYDGsXNx7jx97Fw|H{q<wslExhyCloev@H-0pYu~}txnu$J zw|yO#wn*NT;NQERD?j-bXL+#Tde{3M-on1@hI`WX&e<#-?tE@5yZ)3KDdo1iC!02z zf6%N;`o+`ASZ}fGxDv-9PxqKc8P?R))QY_iQxDZ&i;9^2{^8r)`$k7A)y%Ko$c!x0 z+@Woyn`Ch7#P|1yv?Vz`qPYH8AGmVzT!lc~lnv+4&PYF_{Ok&=!IzbXU!N9WaeUFT zgUQmV`rDht!)?4Os;Y*mr$ox$-fBJn+`8nTgY?s{(LZb7Ox}|HI5J(%d;T+{cdOz# z_O7$cF!Y@-{o{C-w8WK7;;Uah^YT^v^6O9fmLC_qmx2ak_yiT)PdxsZu=ysRzDZx( zk(Da*t@?jUi?z0&P_ySf_GI45XaSao`$1*Q-(O!B@7+81&z~9-De!VOF)_Ja3(on4 zT~d(KtnR3Hk3Gxq-*4TNYtEOF+x4>F%Kj5%aqLhKRB-oLf8Dt7(Gli)ezxZJ`|L)q zEcN<p8&A)E-mJ)1Rj-nk%k9KJIrXCGolsEsWo?*uWu;}*+HV(rH+dLMN|UntA5kJP zp{&Ir^0MyRNh+NQ1|AwBhY}1*e$P{lTQ9zNV|DsM?@2BS0t^nzFV8hN{^aw|3mGQu z-{q{BR;_yU{kNf1@7<_=70-&jaV1u<+v_8=yPOOpY~Fm|q2hVv>eWtxmr9<tFU#$% zenmw^@zrdQ?Naev6ScL=v6(G-Yt*i_zLQh}qociJV`ZJ&`QCox?^)_S-Kg$Qg~_aU zueVHB>D*iWebFkd+TY*aUQ6a`bpkCr@tkaR^T{iX2`Zh34mk-43w!$dzP*-Qv@=FT zRMar<&W^l#`!$i9+y4FioxJ(xuC;oelQJ?g7Hrxy>EYpa`7&F!X2#uj@9E}RUF>AA zWYg%nlzhLTYSp>`jVo&(e!TCuCHd9KVsQ?Z3olFV#`WKS@4o(edA03@&ClPbsIR-N zbmsBL4{x{M4+^~a^H0CBC<jZ#wj9aoZ*N{+tJ=4{@Ufeel+>=ReF+99K0Q6Xa^1Rj z*Qyv+tzHdUD5tBddpE3okp^gy9cbl}PUN9JS?gVE*MU|@B_3uwb^3JVo(jXd{rjU| zef(K-X0|zh<TOn^y=6<5EQx-_cw<v4w{_VYkUy@j4lj?kJ;d+Q;Bw>L-Q5#Ye|~Vw zlVw~R=I!R@*3WX{-{0Ret;_YcZryq}>ioXi-w_)U7*kVI?W^uQE&BW9Eq7>W;m#QQ z)qQiV%Y%Z0og*V9K`Ti%ZrphJ`SokpHf3L5*W9-J@I#9a&yO8*+m?H~?7{m<Dhsc_ z*3{8a5#ZQR{QO+r?FBk^cJof1@-i|q%E-w%^0utp+tzAsUx3DudA8LvjMM$Lvw7s? z=!Axb)_l8}{^s^}{^gf%=9Y3ME)upq^rp<()zvj6HMKO`)^2{k{=OeglE!Hzpn;zY z9^T%EAAc;#w!L`qVoG}Y<%<_TE<PS#|F?A0=FKP1om;kT+cZXIwt$cjm!u@6`8A(7 z_y2vH&)Mo!VI%ja&VKFMwV>gjXV231#Oa5IhWgC2kz9Py!_}4b?c2AYwTVxjq)gL` zJ#}ubwWL7;gLU~k6?60Hn>HEwSw01?qB%8HThgLHL8`aSw)$Jb#t4JiXGO%tFRzcc zzgPKOcHOR5T1CahKcCIcpP<6&IY~o9gJHqGeR7f0I9Zq?)?Pa-fAPC<X-P>yboA*a zR&EZq=7_b|@>aTshGu1F8_qtPlAd1vx@P6JZDv|pS|?7NIPkXY@z<)|Z+Em92r39p zn>)AnXp*9u+Op`^7hjgdR6K08{lq<W;>3fc*JH20UA!nLIN0+0o#KrVbv8c~^z{0! zTnPa!$xKR0%E-)IxO3;smKK&@UtTt!O<TNm>r~fnv4xjka<DanRxjq<G&*(qG{^~Q zX_xlb*SGP@pL=z6wWL{&L||axnz+5Q925@BGR?k_b$Gws?QOZq@9*tZQCFWld9rhI zvhpUK%lGd26&4ysMn<Zrt8XrR?6zssrW2=59eVwB(bX(T(=3svPoIj2h$wgp39I=y ztiP`8DWo=e<!vSvJ-xo-bC&FD!@3t~+zsnj@jNrjwEM-2j75tUaj-St4dQnQ3lr<? z>||H_R`&h<6otG*Sz#d|A-)=kQt@6l=c=lz{$8_*Dl6Tswk0Pg8%prlSDne*9vmL- z9u+0EbLUPTSu2sXVcwpeoOS!>fBRPU=+UE$%*=yH8z;=2d-l)I&l6K;e)&@J>)TuJ ztgH(EZ;KWwZOggYbpO4&wY9Y8q!lYx9LO-awA^3*)TvXT=+Y7UQ)e$KDmvqAnw6E+ ziZyFo)?ZIHn|<=+$%9#2l};ON-MUqx*G<JU>Ea^SCr_TpWK<Uw8ExFS@yL-QC9fwW zuD<FO6(!~A>A7Udl9K4<n{`evS-MnERFw6?+V{n~@A`RpaiwjJY;oroT)d%0*iS)V z!P>RGD^_UCnmwC8rgh2ErJ&*St64`gOdb{OyzsIlV{24aR+fi{heK%StXZ=>yuGar zbgn!tnmBP{W7z7{pP!zB1_wdop+}A!VLsp4-+%o1=Z8f*H{5=kVIp<w)~yR!TP1pr zG1oHM&F2pd-FP#nVsG57+qXTvtd1njXe#ItV!XsF!*@LKJhNcmzW3|vLPA|9sff5b zF1{$h)jA<n(lsz3^y`6Qg__oHwe4GVPP6B2%`lNt@l+DwTDa;}<GGJdo;;DC%G>J1 z{>wNd)b_)#1C9IZ@0<NdeDU%7dR>>kxb@<-s<A3ePc(|H=7N?agK~Yfe8Yv$`}SW| zw)@iWxQWk`?|f!pD65m*g3tF4zR&lJE4k=;w@&(}i^{nhfnppiCr+J8`t#!>WW?=G zb;AAC5Axf4j1^y=IjprU<D!z&!U-G`^aSR<xVvEYv3J~uJoTTn?$tjq>viJu`v>le z)!m77dfUXkW8;+rkzbo5H@!I@@aa_I-X%MNFO(`3u{v6O`!RcAp5lopk69n@^3BpZ zwamJ5@18Dy-E^a+X_n<CF}-z<jt6|SJHKjjh4C|~lB@|?xmw;{|2#|1ZB^(@_1)DC z8r@M+zrgh`%pkqt%iUQqZ;x)#+dqf@PwhqFC)1bhPoDdSQy|H^RFVJ4-j;Z?O^0kc z>w3*Uc7IcHIHW8&kwKDmeu_h&DBo3fB^gQ3qDPlw^Tb!&{40N|DXndW=$XU+`93aR z@TRWq_teWj{c9?+pHG^$ykg6f)DwI8)~`}j$h^2panB^V?I{flgpKr`e2aY^_|ju} z*z7ZVW%U!}OT;`LDX+8c+^o&v^!?-3Lw&~!Ohgkex+{L)$rj|_-j}p3w|1uYV)^Bl zW*zl;E_3h3Cx&U6pE-BE(lnXV7Wj3c!sd$xJXbfeoSboRMN7!LoSIqZb)Op?+&t&< z;y(%UY*E^K)%ToOzB~Sqe8D35GR`M4;x8B5KkW1?aTMr_ISyLYCSuFMtG%x}z*YB; zuKt_bXCuCroh$ZRl=SuO1FhC=O3yOd0+UWS`%h@ScKOEBPmUX8YaeCk74PYGEEE>a zdd~Hn-J|od<D`qdzr^cbi5|{6t8Fv=*%7OEr5EbV+m#cQdg}TAPSIEVt~OzJ{mfsJ z=YmFsAAYd>-jr+~u~|XO{!hely;)-O&Kh6hkuu$QXWMHlF1P=ZM(3Ar+BjqXal1}u z;lp;$_Hp0EKQI6FQ^2@MaN+ZfZB_+Yi!?rnOj^m^c#Nes|FPNexjyT6Gp}88Nj+WV z%Py^$>56h~cAb_<>JC5hL923}e-`9nGn{?aLWXbA;>F5$RU9p>n*1{Ea%^Hua%*#U zV$7-Uxodqty>-rUiBx^&U-MX-<=VQwR|d^HX>3@oxLWIXiDk{^|G7OgpC?U8)#>UM z^JQ9)6mHF+d!#2J>X|}X_#Ll_ce;&lcpcjC+aZ~e*Wg#_ugdJh$}4y}1#Kjq(p?%# z0+W-KPfyohUjF{xn;RROHG`K;m^-&N;Uu@C#WT%1j-3wQ<GJ~_<sRPqDeKuUp$!kx ztG0BNJ<3ry@y}MiVBK5JQzd&n`9nTDy|??s`)XsByGR{_`UBm8MiXWfYW=_Sk3m1W z-nA}4|9ZxD=Tny-?sD6E=E=R)GvBOhoMGR*^?U#Abf1?SgB449IVR|Nd3ri7zYN+B zus&{YMn;B$u5RyC?eKr+Uu|eA@CjhL5GV1k__ABn_p{41C6vsyxH4bdKWN5~dfk49 zzD4Wx$LrjkJKAUeJ1{pj-}zL@ww0b!URMdOwOV;CeS_;Mh5LKugZ!RPyKBBNe7g7S zW9Mvh&kM{o*NgE#_<ly->GZ0@MFwil*TfUN{w?$^OjcZX{CrEnln#cMi;f+0o8zYr z=_P~KqLx_6PFD9%dwp%~#JqV0LBWT^#TF_|+0%4s3+K%#9t(1<y>F?ic&6^iR~ElL zf9VOM4)3V@Pdm?kUoiU*uUtCs=`+uhL;kX;>UR4C@7TOopep{j$IiZk_s-@R^DW$8 zE}g8&9xQfbnPJwASRI{e*?0{HpZOOr{NMg?nTOPgJsN+M=M;dVuc*i<JigYH!MUB! z_QQ@HwW?ocOkhv3t$4k#Om2nagpvyHdyCJ>D@3n+UYpN$-Zl2H@7Mgm<!_J1KdNIs z@ZNe}YDorr_LIUr>AQQRt@0Mne{?M8{8Mq!_|Hyn-o6l#f4*Zs<L}G`y-KAQVr%xj zeV<c!+}Pu?kJrJq30~aWm!9XH@%v80Oo4}fJP%V8m|O(<#P_j%xYDr1_3lsptl8fa zFG^3aHT`34!6VsPT*JNd<iGH)9@aVUf42SmWn?zf?efFf$DJ;lnA|^mCN5#liPCl7 zKYF-Tv6l<3=WXwwQm<d1x3g`gu6eTBi4{vkPV6&^sXupBW!e10E9YeyEN%F={GDy* z2aB1Y@!aHIDUSQUGVgJuzIVL9`YU6V_OzfCDh66xCLhg`f7emlWnXIJxmc~g{n7i! zI_H^sq&k;AI~gIu|2|Uh(b8?dJvpxiFL{05<bBb#S8WX{hL`tFh`FElF7r40^s48R z4SqyT=uLRrns>}e&AO~%N&AXD^4opoh5re%xHND$Jy~(^Ly)xY>jk;&5k?Es_|ATv zZFowc<jvE#yQLnJ=I);J|JkP<^&7qKPgnexBv)wD88*qlV?*@(_BhT9imrn4SqE2C z6neW|aw=W&>$K#PyDgR%&aB<nFClrWchw=6**#?+-b=`3H1D{sn0JQ%?IaTcTZ5$K zt`>D5f6sfQ#p>C1?COv2d!5}cIPdXGtM#`2yyfuD6W_(nGJb#d`0~CZ@K%LSWs^{H zeF@7=F_~j}wRT}wT_@HltliZ6CO|Y^dU@g6&$4D2zk;>YCyQx3zWU5Ma+&<WpZkvX z_`W=w{;9~Mt>VPY!y;=1Ls)Z|k6HyD5)^)~;Arvc%7?rPQF({UZU*YY8G1`LEN#@d z^WyK>J0f4%y|zZ)x%7{Xu{K|B<K6QYp4I*_{*@-RB{Re`vPQyc`e&QZ6;`jTgr>S} zYJU3WdfH{{4fC1ahoyZKRWm)Xa#z+g_J2L<OD5dRW-7YGa;`kw`OM)7HCj?jJmw2L zWKjjBGnWO-v-U;*_6!X0{^z`Vz3lEw$HZmT?itNL9`Qd-?Z@`wv_sV~ul~)c@YOzj zcCvwX+`O%K5ADAtrx2KVNOz_upXr9!+3ig(UK`qOIPiXRu$`8mJ%9WCgIb#NH%_^* z{C?`6a{|)ySY~`PpY-M8!|0@_=#=yA1wo)ieeKFm*y_1o<OJ+zk($<guW$DwZ@Xgk z#Z#MnxN;u(y{;8`$-U#0vGnYF$7^0oo(cDVesmkVr05N=X0wTP`-D_NkE*}y<lL&% zUc(a7DSAuM=H{pBd7EP#V^&PPy=1A2I{&k#2eV(W$Mdh;eB$esCR1shz5F**9AD&t z)~7BndDFDY|8Vq*EZr^B>Kr{C{2P}|-K)pnAGPjz)OGeX#(j?#{$RH_Z`__1ZxbJN z{@9X=ieqKm@3-7>3)|2olq;rpvL*7X!EuY$XzRF#`nvVYBCbz=y?4Ixl{H593(X~~ zI;5-A&$q`Yd~f=)TXEI-{@bE=?Twy03)D4nOi;dZ=gyfsJBvZn)6HzWPKz%pcs`o< zx$y8#_Bl%*au!~Vf4Dljb&ctzi$Q0C&$zff%=)e!Bm14_=rTs1kLw=r{q%hndH%tb z2W(~%?u&w%SyW^LS8+%3KAc{1V=CX8gJD9<S9!kWJgRwLGs)@eoY%kF9503)OMB*c zfRnSnZOKX=&Mocj$4?#em@nvPk)!0$7m%5$IdkUBDO0CjTpw>gO*gtNOxy3Zq51_W zxzZ>3?XUC?Rp<SV($I@O8C7Mdy=CIoAijQ=yXQjR%3oY%IraFP{SRZ#+k~y&nq$;= zVAYO@j9JIN&g(zPKV`!igSO(k#SyEe&$zv1ko#bJG(P(OnXJ18dY@|!uDD^bZ^}Kz zTS?7{`33vjgzqJq*6Cy{uDfH`8?hk9;$MgVF6AjRXI4Joa#?-VDCr2tw>LM1U#88y z6T<rHnS;0Bj9^aFHOtl{s=M|2_$-)L-|DtGe)c)uclwozudMzh@9fZ@wf@=qZTB}g zPxntwFg?3TcCOTtxIT5)mFi|!yf(`?r)}s;sb`%Qpv}8#=H|cM5-(RATK-DILpLGh zkHfoyaHl(^6MlLxO5M0&S-~SA#-bJ>Vd0%`Hl4nZamd?ZhL2hy_v+;`5wT%>{Il== zH)G5fwz_(FQk$Ed(V2v#2hP9PyezaI=IWKzJLYelbN~2XLC&eU#~$8!U(=|6X8Gbp z2iH_h449EV=S=)9`Q;JsT)T6Q%Vj(`JZ*NwGRZ@kr_$O~o_}8WKX(yN+85UK3H}ni ztGJ$>0Y%u0KqZI1ruT=Lk0f>7b>`K7zR=M5b5=$iyOnk0-}f!y)2FH)`)U5U;Uk;Y z7Uqf*A9=2;@9~_g*7<$s6!YkJO8OyvaZOpdRze9uHCM8P3^nAKG9uQ<9~IW!|Csaj zdQU#HBCe-3t1CtOnKu5_Ynbw~r!>6zty_nrqYPJ)d&a{QbtV@Jv(h&VSNY#o7rg&x z&Rb{yvTEw1Z)W$doqZ7VK6;H=&!dSusu?OaJhn8EV&2`uYEm7XG4<_?5PiLyK8t0% z*IYUlzU<|m8=s`ZGTH-H`aX9%p53#ciT~C+HUHNN#`$9N*~%K!xHj3h-FP@7;Kxf= zCf5p%CJq6`qJ8nP*CudmEnbi(DUr-!sU3OyN>lhHgG1YAW-pdYo1CbjzxCfV`y29! zlj{uj-kKGeGpp#q;@X9UO5r>09>rhN&X|<E<J3>N&1d&N5IHa9_gP121&ic)t~TkK zGne-{?!NC|l$HNt`vl1>gFPoF+Wk|P(hQp}+R`k@s8nKaDj>%wn$f<iRUn7GT=wa2 zyX6s`$vUcQxYa(bd8$>#etO5L&6Beq$1n1ld}!{u`pe;KQ<tVG<*l6?<;#_J^|W8C z{IaU>O=0FDu9Gaz+R7(yXce5d^@O9k|4X~)e)qG4zPj-&p8v#cU-S-xpPB}0NkM-e z+U{p{d|@Q0aOk3VNyBn2o8^h$?KAT<j;y$v_~Gj3ZQIRDXGQ3JtvSiOjeTbFtdr_z zuYXE7BY$J{+oM65Ql68#J^z*NNw(_G=bgOs=vOu0BAunPc-9r{JN$Z@_f6g9pVhxl z?%{ds5NPVN$ulFlt!UqG=_PUL4(Cc!PV8#t?-zZj$l>n8(ow(?^5Z}E*U%b|?2Gqr z2=%0{*wn8td1CR!{mN=rj@`f0|8d`2CNb$_o9~&lao>sGe8WUCauUZPS2xy>rVNMB zkDgX)RpCYlc2Avs>;KV$dcnzSw60g039r7IB>hn$_>p_->%V!Wk%s?#1*-Zu1Rfgv z*}ov*&xX&LGFQ7NsB(HgdwJoz8OP2Hy{ew>E#(_dT6Nt#YyM%+-(}3JPwx}o)lqEo zIdY|aYwWF<H(u6!Cl6`eEs)Fm%kA%S*CTDitk<@iHLs@`o!&fU=CiOf%I{KK7BDCM z<LL~3xwOJDnaNXpqp=bwZ7nqZ>K#~a@4x$c<K218to%)u%-{B&3cqdlu-|aM`)anI zzo*$79-YEfc=(1;M`G<2i7zaLCj*zXyy9P@H(P4W!KJSZR^;gw)*RUIK=0qxPtk5( zp<leuKkqqk{Kb|qiGTT*dO07m^1O9+%>G%pJEb<|T)P5?J!osow>LMPYievZ=>$hc zdOA8XPEuKT`DNe!&K6KAH<S=ocpaYL$L?>+yE^|-*;`W)N%msTr@w7p>=S*v<UGd} zy(gZx-%gSE6rj?%d{JIf(OGkkmCGls&s03VzhAbE>7M!AlaJTdKZ<`AFDRY$xJ>MU zu}a~x$8MjJg%|vHj}iPN7ZDp4<Ii#Eqbtja^AC!4X5{C)ufKlz#tjc|Z|=8m-&)A< zok=r}jEu~=vqNzIefgKm{^^@?_^wub!jm7r>UUoJ>)8JZt{3YouKw}<#rD1E`M=E@ z&&BYZUH#KT_K5h!=ZRr9HsZzX&$rw?vLJzb(><>}izhZLadlNPywb45u*q!Jmp!L{ z?D%0PcAAwZ@bt_3*;3~tzbrV}_Qf*6OU?2LC;wehmWMmkn4Y8;SjbG7IyG_g%?q!; znwXd<oHm-IvT&8wCY{MMW_ZNL#y*i+*>;GV^;L4+3*`^n1!F2TKS%#HNq(yHSAIi( zHEUAag)RSu^E!WO|NdIb>1lNF?Ec5!X01Ok#c9p0#x+_$RAo0VEYk@RP?4SWM!RCq zC$&ja(n_)#s{hV+_-6fZ*Qa{t`Cm4_yu4ApX7_2kAN99?{1+DzVR^Vih3QGUho7IC zrKKdt{X>^tmZYSm1;xhtzQ4D3qDtqNFD0{P%~HC2;Mmj(uK!2u$|uMyZb|*nJi&%p z>)z9=Vz%Fp+PezKa$DOy_&V2rf$VQFIoGAJ$?ofaee`gXdSdax)bUsAob;c}rf2Ju z_9jZ~FRFEVf9K;v+4n(d7t(L--V^ba)uZaf50NCczZdwj?|<l5;7~UaREWK@{XM_@ zgpC_Fvj3CeYTdQ})2V)rsps6Lm3q{!Z$F|b@Mb~j;k_|SV@|DF(aG~U@4;K%?~_fk zO)S1`x?>?W!EkllwV7^@3-nanE=`<gF=4mXyl1Jmc~jWEc3SP=n3T`h%XoN+|BmH< zVhci@?yQ|q`H(-i!&>!^GRGlLZ=Dy#Yl8j+{N;R8Cv?l~|A&gB>^f1uS&U=$KUnka zV@_<L_?A4Da>><u#l#~0U6no882P7dwCA+yQmm7CzI*?{MI{0*k8++rzwu^gLyyT1 z!*^#+rfmIWzR#rA^}V70zYVYFYO;QM-}>;p!?&dh-FbPA0(A=O9F)#(WtS3bR+Sb? zYgoc~w13k#E3>>iPQB(c6FL7Y72i^xP|3M(Qu)uxU-`Ivl{r177ELX?clW=%#t&P| zAnA_>-K4gjyfH=Wmq+h{&Ca(t^iIV2)O~%sW$|;7*{qcZxF7!F-DvPe{z%8wR943y zGhG^7g5Ju!+PAAQcQ=p9u^o~Yk4v6hT<>r>Xj|UR6Y0JCou;OI+x2;8;b;4fQx^Q5 z*A@jcYj~{icoAy9ph<CJUG2GNcjuNH##?u39z5G~VlG$U-$SLnzr<PJefl7GKd|=a ze90%EHPT?4x?UaM`)_^CMw{lea;2b|O*-{w59}#@kiYPzcyAZm-Z#fr-YDE{>#~yZ zOYOR+7q8YoDLmTfTKX~Jh4G8OZa+-9|DD(|<z-K{F57L_2?j5Zm(JQ;_0NLU(IT;v zp;P2&`|`b#%k{bEnz<;fSi18t!@3}k8K)*(X}|gQj%TpO)P>Wg9{DcCxJfdo{@{y` zRd)J+8BEw-e2%Kv_U-$lV{P>;jsm-8a!l~J7}5FCe5zygzNF|<`$vmjX}(zBy5nPl zhg#mP{X6uYt>0m_O?a}YOq<QA#@jw8jSt&5DR2m?FfEZj@#*0gb&nIu|IYEuZM;|= zmeA+vV*Du6pmzKEvO_9gmisyN%L`=Nb2^n<?ztcSaCrxV<tY`<Mf>*6+q7xZ;T!U? zZ8z>K@bB+S>y_N<%%8jT|KBVH&jng{Z>Bg}tTZ(>m92k$T~=A;>xKD6ht4n1;Ib}z z^JAtkSL%;E{ht5NK2~Vx>7`v+5!f#1cK7h}&w&vUCp4G4<XuWo5J<SZ%(q9*)+#BN zqtz+r#s<YjxdEY5w`N~AN;@;7V=H6A*;%F_`9<=(vahd8eR5)AhKc*WryC9?DA?Qo z*Vyvvi89j@iR-s+dHMMGxZJ*Q?ONO2y#5U7S+iz!^#5OJd%F7E#t-?0I$IWQ+&HnN zrKMxr!-xudj-(I&4cD$(#WnxDdv><AtE(#uQ=?pd^W~RI7A|BA4ZXRq)_U#QwYK-z z7#3eVF-<r6L)BivmG_?(1qKH@8%Xqc{1y0jVa>XAeJ6f19O~|TcW<xs?z`u%t&LXR z^lHoLr%Bh>#lHAj#l_A2@n?<gJ+_DJi};^Ne6CH%Fp&a{xvyBEpsCpjIvQZ=)T_$j zOkImET)EP+NaMxVs%vYb+f_W@+}SyK(j=jCR<GCO<ukYB-!w5b736ANv2tbN$45t( zEL)ajB2~Slj-&qZ_19n5#P9!iz*5qp;DO`(_eDDkcE(8bx-D9~*t#~i{cxk(;)6MM zC-%MlfBxRy>YE!9nP0wqDY#Q<O6p8rX|sUnXz$`;<Gk&=kLSPioOI+^uk^|D=hJ_F zdb(ukQrACOFH+Q)o=80YSfQb*c`(61Kv>v0I9PbGTd$I}_3TTRg4+0Gt6qp(I(01y z2n=jI|9o-&{e3J<jC1^+2kyN8r+CFGuhdjkx&HQ^9v(J+xijzX?)LQZdbQ<FyL_ET zSeV$}>hH_8Zk@Vjjn22Xx7)*3r(Rs-8dG>w6ue%y#Yr(nPrR_Ouwrjq(?Nx^XU~3l zdwY6-#*t;dvo&;ekLGPpHjucnzuunV<;#~>u3SmjemgTeTUlSf|JJRjX?n3<US3=~ zckaA$^(v@7dsz|^5;9@hv}12>ZU)UTdHVXMK0P({%9SexZ?|5TyY}<N_4V?-y}eVW zOfjhW@j=;czy0*M^~c|Te+*i^zg6(%^vkcmR@lf*nlwqmAc0|b`Fk-&Ax9;LKEtxz za|<6IV+8H@eSdH7$Ev+4>FLG^2O8uuo5NP89_bKt_#s`Im!~&#=FE((Q9;4M)k}B< z{vET<xnaO?>-O!=-rlA4|Nph?T)%j+@%GziTd&6{OYlsZJJ&ZjSXfxy&*sD0{ad$! za>ODHF243=&&g^V%icz<TD7WRXG~1Z$D?0fU+;f;dHLsK()k8eUouXeI(1`P?(N10 z8F_hWudb}D`TO;H&dp7%u7MvaY)ni|6AdIXva*uS&$C^!Y?%-b+s%#1$NQTq?(8T$ zGuQh2hV$+U0t(8?%}q^B>*iiie)9R}i_6RTEiElgOiX01?LT_)+4tWk&!0d3`s<`A zQ&g<>EBmmVFw{|2Ztm&fX^{K-;9tI2cWbAxI+K97xcEdfh8sEC4*$D0cfy2*u+^#} zT!tAJ6hP~sSB0*=v9H#elate9l8cuY*Y5K7YSz}Xmn=~+%fIK7ovpoUl~Kuy03l)F zz|g7U@ih~_d?~qf`EqA(uWf<qVhygt?flEPY?+c^;1L^pxAAs%*P?*XP}ka8TfOPr zp`nt-X*{#d^VQ7E#OCVlSyh;us|#LBaqsXh-RTo12wcp+9kzNZr?46WX!piMvl(Zf zG3N>>`LlEs9FjE8lQA_ljVZgC%ATkE_4W1sKYwaYojzT-`>sT<o8F!ePKy>T;w!mO zZy&OA)he#lSG!iNdh+~vvVp{hpEVIWVn#+r5jzSLr^i)kW@ct;bUBrjm{?j`TFmv6 zl9qmXb+vfZ+G(p+X_-jz78VxX$T3^Ac=5{@FBU9b+<fE44d%a^cJtS}|1M>Dm?3z$ zVt1#-+KI&$pM^t0ZJ&Jp_rEwKH1+wpxjXLWweic>xqMcrd$qOogurBu-F_@50-t@X z`0?xY`i(bp9yvc`S#mXNVydN*b40821d|09nT0eCepr^%e(>?ff@d?+zx_~{DBQTC zwRB3Qjhv8>&<vZ(q9wDHIMl`Kg{SOizbAIWhCAml-|8EGetza;YgTgD<-l?xP|b5v z#2jCNU6YI1x2$V_!I&T|S*LTMEBRfkPJBe~;q0_83(QaK`@!omqw2(T;e!`TA5HcX zXi1*DUZ}>@zHZGQ`zw3vSy#tL`y932e)!z}R{8bwPw#sAR3wad!4}oo`PY{|xc#l@ z{Pv$J%Ih3h94)r7+}-ffFKfGw!!-|;UJLQIKfF$Fx2&z2xZdo3zwv~F(`K2SyZU$H zl{oR{RYD;q9zq_IygV*0Xj9t!<n&4KF&q;wMzI{NSADR~X}W<NmmJGp*>85IU!C8d za`j%K$D~tNR&AFMvlf`7e)-y}!=gTp>q{T=-^$GER=pa_baJyq>8Z<Gc7J>HB}&42 zfzacI`!2sY{3}4mdc26+`guW_;tXNM-(Ci4joTUTpW?pZD9h(8vU2I`mv6Hjq&~A9 zeD(CrigS)rw`i<7@@<t*+f|*WGp9XHZk!OhX@b^qmq}+|pLlnbFR<A`-1|-B=AWtm zR=3>A%_#cM)R}bs+&eWU7l9V#<ysfE@HypmNOSIbFE;7UXPeX9_aB5_W_`k5R+xVC zXT-Ae&Bv}@`FT3C<FwP_6;p0r_FOgJJLEv8S{=hn!}%8;__#Q!8gG+J(qr)KPCR5h zXXS5Q-KpFgR3i=Md{TL_FZ$ZuIn2&-&Ly4SWk7RsGIr^l7T+4Tio1N}wHJHg5c^eI zYPOj0gpf%+H#3f(Ws8>U{eACo+V6Oc%ik4MPTrXH?)kM@`Uht;`mu(Hx-!LTbhsHY zD16;LedY2zh0@P#CY!wOX&zqi-S^?HH9s?!*Lx-{c(?n3fPCUam2>+PIR0y2keWAR z`QP=bFU##uzk8d%sVU~z3RRvH`#IR|@Ta~HzG%{ZxA5i)50mmKh6TryJ(A;&%LZkd z-?+HC&Sug?HcPo0-wAb!Ckul=Y}Hxjo3D2E@iChR`U|?57G0QcHs5h^SmTn`8-)-5 z|1*y*>YvB=aCs-g%SByXTwL7TpnWHgkM+(eyOnw5=uttg)+0P64}Uz(Z`J+2dH+I* zW|fK4ELpkanCg{(m+w2d^V)HZ%g-mtt$1+y?)M4vt3@roT}m=wHj)ZmdNxJ<#f@IS zOOt0B_3S=1@1f}JuV1*{Jl85!Rk_c)iLdfbPSw<XynRL<^Eh7q-+I0$r{zbcpcUt# zheC{(Tr)E>b8c<vw5|Rob0c5L%4*hB?eHW638lL>jz2OL!+-40JsR+d&Cy@@)(^!C z-_0)EOt>Cw6Myl*<Bk4_A$x81ey%&$BgwMOW}D{6DX)t=!sdp&HomcF*`)Vc%`G2Q z-dA^tZI*YvG~q>#%k(-v1x4PfDZ97!7nI(;zhTyy7j3qG53kkV%lj#>_e`Zg9~Y=Y zbLEOlWu;{^8*kG8e}B)+Fl3(Vcl^o8$v1bEW-pnoKIcjZ$1aEDwr5u_?BVM<c_GNd z_pDWlr{nvTj~MTYio8}Yy!*|3=c&l1l2fmDNSl3#`l7qT<l+|L)7jU&EjQ;eE}3)8 zBUiY2@9djtGEVj9!;WRGIyi^*o8Xcsclx$|a&F3Es6KP%!-N=)_9GM2I~*O)MB9A? z&1C)fQIWUjqZ<z!^TC7<2juu4eVZyEC~NKT)%myFo!#+^558B9UB7AV-nr$amnFnv zeEuKEJJ(;|yV>UcCHLTS^*P~*0kwYuzpJZVz3=LGqV=APf81xiGAVWiM%I6_4->cF z(g<R|fBbp${G@K{Hpg3LL2P$fk4-7~t2|G2)&G3OC(SG7%+FZB(JwraV}jnL3={Ti z7k=8=uq?c-dGABL_kZTE+6N?@PXr#k^(<`9q_*HauXpPGO57&V_95(Z?j5P$<z=rv zT@ZRQb6fj~0IAH2Y6}8SF^Y<EMutvMW#G)cf4idU=T@G~o4ui>g-h$?pVUaLGk%>U z6zu;rq}+5yki-A~W)jBkX_GY-i(DEw4sASjpX)2P;tPhkb1&>OUs1f<W6B(zf>%G6 zKlLhVUK;cA=26p+`oU{GpXD9b?%{fyG}lIKzgbsQE?3&sW^c2=#hyx@nNPGI^Q<e~ zclvCu{zljM16yVDC*I9g$j}k6pEV`;c|rZ(KLze(uVyaj|GCh2m&AsnGJDP*@^oeC zP;iObz<lRwLPz^C(Eww4ld3(vuPd)l^=r?0l=R-FPPkS+n^*Z~`tA2WYtOvDx%}-> zqfDujkRh^ctLZzJW&T<Em@~_?bIR$JF;6RIo9l{Cet!Sp&vp78SFal$2=<tF?riYM zvnvk%^w{gyen+}KqhFP~s7`k0XGIxv(8N`LAS0($nd8mf53*U3m3T$DZ$2|Oj##(+ z$ohwzmqS%F&fa;E`B462e`2tV%Hs#cr!8lEcyQ^6fKzh|*9w*k4XYkaF7f%aM&WY! zq4l@p7KX2AI_*0(=JidNrZDF#8>&xSmpC+Acj+IoHG2iCKXSS|v2-YuOz)Gu5XQ1B zBqOGEah0Z&r)$}pr~a32zPb4Ix!Ch)9pm2Toim~<m;V&|m%6)c>#v6`D!gTuC!W6Z zuee?#7r08g`_-b*ZJSRR^x1Fu+q-=2^+}>@o>iT9pOR^8d3Se9u<zO#ZgwZ^ncoV0 z4)>Vj)c1(Bms90pxVlWNk^{>_kIHOD(?4hT)tFVRa^T&tH^;R2=|Lavyd`4N`#0b1 zkNfz!;Duz@BDW1UEanM0+t<DSp&qzOI`Yzki9Q(t0TT+m)HX3K4LRBQ!kI5FbJyhc zypv}>j6eCaOg{a!z0>mEHo^aDcP9wMwV$#R*)mOjyZ<%!CtEnw?F1E?K5SkQ@R!wO z4NEYS*KN77tMA>WD!8wF$ePL|{iS)wt-praK9?)6l!@zaxp!WCS+M5C@2(S7;==Wx z#=NhYCUN}XL|>0Aj_oN)3lnAdx7Z$xU!14zmiajC`|cysYkkV@xV(R&Q}S|o(YDP( zIoF+U-F#tk%ws;!Llt!<7lFF2N8J7gf^8ILC)|H+akn?(<AzO3d#Cq^8yf7GJ#*jF zInzI={bjEHx%9dBKat<oDk0luxPSb<ZT}>ZtOLq3JHn$lJ)%NX9yy<NVV64j_3b0R z<NGC-i+m1wEibVu%s|VsQ*vSXMbD}yP3?+LO@u=1UkEGJy0JX0?_jWWlIw3zJv}Wj zAi$xj$|`EDn5R(e<m0@i9RH?$`1JVf>jim=8H+i>&L`*XX6s*)?3Q4=-~8^0qQ|W< zFMhWDn-#RL%c|Y~LgK3l5>hu><1by*JHEifNbP8M@Fs<oj6Pl6Q+F-2x%Dgj%|ELx zSq;_B^CwTbFyFZOeBw!2o|*Lz*!)c+j1HP{Y!v7#*dxGL)B;+dtKumlCN^o#9G}EQ zMY(?UOJ{}nyjrj63gj^R3!j_&f6<lI6Bd6Dd{y*m&cB*vzn@)R*86zdkK;4n#d7L( zZeO(i$bw&$ZspqYTkkkHCYZne>YOok(Z*GJ`;5*#C_8?7&hsBreA^UbUj6BK`6hMS zW5%GZT$#-4p0IKTe4X%7?g-ESkNWXvE}WRd=V-yC<j^<aY+CZ`Yim<dQx#7emF<=V zja8;`&XX#5$E$z%;)Xc^Uu#UFlz-fgxb<dHSYO(*eAVyK?;lNmvAJ^RQ}aDirPka& z!k(`Rf>(Mz{QcDY%#Vu#N*b94tL)A!EK6$s>cgq`tmyl3k*wc_=Qhs@WaBqpeEq_+ z*bdvZ;$Naqc=R%seEZ<k+Emaa$XL`;R8+JfLg&cQql%}EA|oTWY~AX*D^k6G0`~-k zC#|#c4=FEls$2E_Oxns>hb2n+MY~$<qw|%c3XArCcC8ctEN&*%R?zr6``AzOPZO6o zPvkYp5Za(2XZD)w$I|EC&!p8hIGRsjXD<D-^{L`BX|=+A>3YjuGAq453kF&V@A_A- z?4HkkeZB!BPv?#O^WQ6Ss9S(`r3VFFYP9eE>#!?wfv8ONA?>s8>bq~vDpfeWq(!RY z?DhV?vqIK=t2uOa<NuVsg)HZ{+Z}kbV)M-(ckgt$oIIMjFE!^Xf5O^2i{};3AG;ry z`fHH)_J??V|E^ZE(DN$qv&2@JUv6q$_%XA`SMI>tbGZV>%vG_DYxHI{>kDWca<;JS zU=Zx{m9=)@ZCKT~X?x(D&=b=_qE?G<JTu=VerwyegpSjX=dp*#mHzKN`b=|;F;DWA zO|#$r`Zpt#f7KGl<!pfy0w!KqS?AQiFB@#*E&1y9q1s%3L%SWlnPr{DPW4BZTuhSu zD6nLXRNTXBm)KP{&RV1Jr(VgS<wVe)hpxYGZEwBac<E-~>GaLpR!VMPl3r7w?VoWz zac7~Hf2iFV=WoAf%3Jrg1Q`35**NWal`wmqe7;NUvGp<Y4X>N@3P|~V%unh}wDJD3 z_^0#h$1fJ=9a*$%=k?EQjB|T8>K^Sew>0Rlo73(T*Re}LNKL5!*WGU`A89!W@VT;d zT-bak^<f=%xbDH&^MUW*DV$xASf9<CpRvr~?*3Upxnkds>~V0oRM`GFbjtz1!wOPg zCD$1C9a~kEaYb!I>~#0M4O2?n5}*9?{;--$>ZrG5;hyXNqQhRbU2xA*wojLtzq<8d z!ig%*HG5BTZ)-Ny-*cp00el$j3%M+Vn%m1?6|b1dUS(a8bu%p7$(YUUC-=_VHP-iM z_@_>*Ruo^sU2&>TobzqmHHkLi2|O>ZFnsp8T)E+~rOc+OWtv@v_r9Jn_dP0?l{hI~ za^@$yPkV0f42<g2)S8<4&f3%8!|n2a?{ib0e$dbfc3X13O<~Rimj({^2kLIpTl1T9 z>z5w9>9XieYH+l6{l+^-SpHjmYFhfo>Rn{aq^a3=-%nn;<-)qo$F;BZEidnHn%KBj z<mGSUi`%E|Y&-cw#dfmoX#=+Cm#=U4xd&F<{VFb2wQtGxTSqROarEhvW?dx|7kh0| zujv!UwWdnx&H{dBpwmYDKOTOUUKpb1Fik}#GTmwZ>_&lmTg{8+KNs1z?aqmc`&M;J zf3~GgTlr;KqmXmG%qHH&uaeglO4Yxr;9}^0rDk=bX%WlKMK2E@es}x?_tb|6&iE8d zFPkEGrl7XL?5oI$s%hLzXCL1Eu;|nO?YT-eEDMi!FbMLUi{?+wZ{Ex$<mPy+RpE8Q z|LmHrUz7i3{FjX~J#l~gpP8D=L^`C;u}wcS+wl5A^&`iBeYVuy(Drd3Z_f3ng^j<n z?F{C2dK(qa$`}55FG=rZMStW!(Voq16=(n3m_@2)UbwqtsSo%1yli=<sP2lzT!#!j z{=}69Mn_AlP3G)%b9Q%U-?(uj1N%2m`*jto7N$B^xbN9vsF11f;>h+lHS>zoHr_Mn zIsMK4eB@c_#2fY;A?Kf;d~sXD@X10CA^*tygrcw4JvtwEPPB;-5$EgWohzkacEe%T z{wZ9(TIm(y7o%4$l(J6G@a~i>64r0OBk(ud!?t-}mV%9vcXHnsNkNu}1|1APB}H5n zMYt3_g<fA<tE{HR)_>eNGE&kw{hW%XX6LF^T1^KNmdyTjnQ86A&@|qY_BLUERZU;Z zKhWOVAhWdZW#>na$My}!QfprIJX*M;eL`SlzRcN%Q@dZ-u8@tCcipr2<AGP3Iv2XB z^a}ELiYyWN;B+*$Cd;b%<i1j$ZZ3n15gl>&`j$PY3|bQ@kiq=>LqP&(Q^6e}#!tqe z6NYPlgO((Nj*VTpl5_cG&#WvhU0q!j6_pDYE)=|B?GS3n<qr(pC$e1YqP-q-n?3I_ zm6+S}A7&k%yT-u(=z^+>t^dsQG9oy#CWvWDxn4>LvDuNrtryDd#o&AHs!d#}vZt4^ zmFa=KjsA+y?-s-=|3A7@bAD0YYqO47tdio3t{!*$_Jh^&g;-M6+w&7<&OEs$a<hbK zmPl@H?vA^8pFVx!U~7Kz>=|egw_y^CT5!uVv5KsO)3z1j^O>ddnZqN0e4M2}V|%t@ z@R@!?)mN5sE6o?=)r)Whz5l%Ftc67Pt3&#dk!$7I-riQMV-i1g+hX_QV4-HyJJ){c z{7nva6zBE~erfzRHttMN#kT45dS1?Vy0fAnR!TVKFISrl-`;!%LAj=aLqg#Su_k42 zZZOxMJA2ml!*d6P3xBf{Ez2CQiZ3v9IOh7$cKcL@e_OAA^vIUFAF(be>S@xyJ5{2~ zUUDxiRL!4#e!1i9ra0aYeqU1WT>7J7cw&kB(ZZ_V*K1^I4No4-I`>t#amI27dGALz zrdQNoFWyoumT>+JH?!Q&M9=;k6G2<^{GyZ``a%`;Lu$F+d3nrXDO`NG-+bMIoTI*f zyyx|WmKJ}0XWTLSm!*bY*mkQ5vuAoHlTLNF)%E1>o4MI)Tchdph5xSB9IM=sD*U(h zXvE?ih0Kfm|G4$n>~CIud)j2B>JuktvvN*8RI2Ld;x$JjY`Q4RL-kIE&MgzHZGN7c z!Sd|QhvcsQ2d`FF?7rtaQE$HY_WOrcByM*)ca^2w{`lQruV+Y?ifLWA^-JdejsIF- z`1t2u6>xHF?`djO&`><FrzP6^p7O$<akEscr+dx5@YG&@opu^W+stl>=US|>SNg4Q z@C!Ut<T&(Sh*8KhH##%6-1>BkTG5j-wx@I1|GsP8mH%_czNxn#|L<&SYyEdp=gv=# zlab<rAFNkiNKFc;ZBgM}x+|w3pS9R*xk}oHg1gQ&nRat$&O7SUySXt};6zo=<^4}j z?aEht(Qw55z@PZj)gDnBzIEQn6kvJyLxo8tXbQu+v;0M=4`RfQo>Nl0a>m;FU1HHI z9*!-W;{B9WGB;}ENo_f~r6OcfC~NR7lRWLJPWPmD$Cp&?Jo=T7r%r(3tmgWH?31hS z+}gyoiM`EwV`}XVyS1X1&UZgx<ZdchB*-YFd5}+Q&e}Cw{f?}v%DAew!NGXS$+OuC zPkrh%ZO?9h7y9P%_lJ-AzQ33}gE@-($-P5U_l5bb{v&J^saAGEbV8Zm57Sb!6Z_2< zwX1R*I_b>fu_R;h$qlz8pT->(dcE>Sv#$@gXw%#91h2*4UmX9r?1$$po4QStst;bM zXE4g>F?b<3iEGb8!N5s&m)t@7)4W(b%qJ{4{Gw!9X+*p2srqYo&rP~k`DI#^q|t+% zj^B9|1*cX<1f?Yf-cg9ITeRon3$rKzzo7Q7zqS6T2rAq?@V4x6*>3*7F3$F6lGBRw zZihJ?Q@IoP^Fyp<Xy`;0$;idZB1P^gG9f#7g*NHPM;uZOa*;k{BE`EfKqKj^Ja=wD zsA#WS^CAuRr(bR4&IeY`ojj3a!s0VYobkGAVt0Qt@IIk1+aZ^^^lAUU{`1cl@7XhF z&z?Q+=Fh1RXmn`!`}_Ok>C?q0{$gx8sPOySTV?zI>eKSyD|Ri~Q2jmc*VotL8_ia% zI<+o#x6&=PhPl?|ljhHtzo>9`XR&(i?{BtR-P32CO)Igw8<=tRq<fI^*OMwTlNM=! zj)7S2|D^54s#T}<)&2%)jon@5YU039_WqviMFrciTcC|a9ql(Zey9_0X^^=bqbDA< zRxEN_W`4f9n%c7C)4Taum@4+hEn2iFBRl(W*49N=zx`=ly-35v++0{#Sa{+u##^^< zZ;V<i7`^HK`|poStTx`v5zK79{~mN$`R1D$nVFUwS{?nlSeSO)&07<uy>{)|8*jgL z?3HKPIOCC_duV9WL4}0@9kIL1HkP~$;^O889q#kt_g~v<eE}LS1`<maFK+I)`_(aP zmejsKpS-8(#okKJ{qepm=k~VV>+$un(@$Sr{I!1lo;`EU+x_mjx;or_NnJzf>uVps z-Ohjf`KMCQ{=*L+d_HfVetDU1&CjRPbMEikd;Io;qMbk9Y(9TuN1<~5zMsz?el_K~ z3p$Eu+0LCaS-HhFBpv0NG<ovJpEX}zUTz1?1--d>Svi-3g$cCrgOyv1Az|~)6{}Y( z>+1IQ_4UbRGPfK~zPc(@Ct^dxiWM4de6pvu<=(DZ^Y8z)J9m7ls;t(oT`Ra!e!+qT z4R7A$l)b$rI`P-zM~^l{=v=vS<-+Q4eJN?_>OH(=yJaVzbSWz{V`XI(5f}enA>AV1 zk-b0Jr>4ecbJ|&^gyVg(6*h8FQBel7&!(iNe)W(pv62m5=EHbsdoE;R3UtbAK)?m% z+=dSs^FebS7jE3>SfnBNx*IgS`0>$E9w`$IrLWEvCG!s^EC^p8C%AI|+O@p>$DQZf z)vj2vBH_-CLfd<6?S~uhzhAy<msI35<$LDkn}ll>ng;Y-X^8C%f}m+<@GyGQ1)@%~ dp7fu&;Q9~oiHlEmF)%PNc)I$ztaD0e0s#4CXjA|I diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.ipynb b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.ipynb index e3fb150..6c3070a 100644 --- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.ipynb +++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.ipynb @@ -26,7 +26,7 @@ }, "outputs": [], "source": [ - "import numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.multiclass import OneVsOneClassifier\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.tree import DecisionTreeClassifier\nfrom multimodal.datasets.base import load_dict, save_dict\nfrom multimodal.tests.data.get_dataset_path import get_dataset_path\nfrom multimodal.datasets.data_sample import MultiModalArray\nfrom multimodal.kernels.mvml import MVML\nfrom multimodal.kernels.lpMKL import MKL\n\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport matplotlib._color_data as mcd\n\n\ndef plot_subplot(X, Y, Y_pred, vue, subplot, title):\n cn = mcd.CSS4_COLORS\n classes = np.unique(Y)\n n_classes = len(np.unique(Y))\n axs = plt.subplot(subplot[0],subplot[1],subplot[2])\n axs.set_title(title)\n #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',\n # edgecolors=(0, 0, 0))\n for index, k in zip(range(n_classes), cn.keys()):\n Y_class, = np.where(Y==classes[index])\n Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])\n plt.scatter(X._extract_view(vue)[Y_class],\n X._extract_view(vue)[Y_class],\n s=40, c=cn[k], edgecolors='blue', linewidths=2, label=\"class real class: \"+str(index)) #\n plt.scatter(X._extract_view(vue)[Y_class_pred],\n X._extract_view(vue)[Y_class_pred],\n s=160, edgecolors='orange', linewidths=2, label=\"class prediction: \"+str(index))\n\n\nif __name__ == '__main__':\n # file = get_dataset_path(\"digit_histogram.npy\")\n file = get_dataset_path(\"digit_col_grad.npy\")\n y = np.load(get_dataset_path(\"digit_y.npy\"))\n base_estimator = DecisionTreeClassifier(max_depth=4)\n dic_digit = load_dict(file)\n XX =MultiModalArray(dic_digit)\n X_train, X_test, y_train, y_test = train_test_split(XX, y)\n\n est4 = OneVsOneClassifier(MKL(lmbda=0.1, nystrom_param=0.2)).fit(X_train, y_train)\n y_pred4 = est4.predict(X_test)\n y_pred44 = est4.predict(X_train)\n print(\"result of MKL on digit with oneversone\")\n result4 = np.mean(y_pred4.ravel() == y_test.ravel()) * 100\n print(result4)\n\n fig = plt.figure(figsize=(12., 11.))\n fig.suptitle(\"MKL : result\" + str(result4), fontsize=16)\n plot_subplot(X_train, y_train, y_pred44 ,0, (4, 1, 1), \"train vue 0 color\" )\n plot_subplot(X_test, y_test,y_pred4 , 0, (4, 1, 2), \"test vue 0 color\" )\n plot_subplot(X_test, y_test, y_pred4,1, (4, 1, 3), \"test vue 1 gradiant 0\" )\n plot_subplot(X_test, y_test,y_pred4, 2, (4, 1, 4), \"test vue 2 gradiant 1\" )\n # plt.legend()\n plt.show()" + "import numpy as np\nimport matplotlib.pyplot as plt\nfrom sklearn.multiclass import OneVsOneClassifier\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.tree import DecisionTreeClassifier\nfrom multimodal.datasets.base import load_dict, save_dict\nfrom multimodal.tests.data.get_dataset_path import get_dataset_path\nfrom multimodal.datasets.data_sample import MultiModalArray\nfrom multimodal.kernels.lpMKL import MKL\n\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport matplotlib._color_data as mcd\n\n\ndef plot_subplot(X, Y, Y_pred, vue, subplot, title):\n cn = mcd.CSS4_COLORS\n classes = np.unique(Y)\n n_classes = len(np.unique(Y))\n axs = plt.subplot(subplot[0],subplot[1],subplot[2])\n axs.set_title(title)\n #plt.scatter(X._extract_view(vue), X._extract_view(vue), s=40, c='gray',\n # edgecolors=(0, 0, 0))\n for index, k in zip(range(n_classes), cn.keys()):\n Y_class, = np.where(Y==classes[index])\n Y_class_pred = np.intersect1d(np.where(Y_pred==classes[index])[0], np.where(Y_pred==Y)[0])\n plt.scatter(X._extract_view(vue)[Y_class],\n X._extract_view(vue)[Y_class],\n s=40, c=cn[k], edgecolors='blue', linewidths=2, label=\"class real class: \"+str(index)) #\n plt.scatter(X._extract_view(vue)[Y_class_pred],\n X._extract_view(vue)[Y_class_pred],\n s=160, edgecolors='orange', linewidths=2, label=\"class prediction: \"+str(index))\n\n\nif __name__ == '__main__':\n # file = get_dataset_path(\"digit_histogram.npy\")\n file = get_dataset_path(\"digit_col_grad.npy\")\n y = np.load(get_dataset_path(\"digit_y.npy\"))\n dic_digit = load_dict(file)\n XX =MultiModalArray(dic_digit)\n X_train, X_test, y_train, y_test = train_test_split(XX, y)\n\n est4 = OneVsOneClassifier(MKL(lmbda=0.1, nystrom_param=0.2)).fit(X_train, y_train)\n y_pred4 = est4.predict(X_test)\n y_pred44 = est4.predict(X_train)\n print(\"result of MKL on digit with oneversone\")\n result4 = np.mean(y_pred4.ravel() == y_test.ravel()) * 100\n print(result4)\n\n fig = plt.figure(figsize=(12., 11.))\n fig.suptitle(\"MKL : result\" + str(result4), fontsize=16)\n plot_subplot(X_train, y_train, y_pred44 ,0, (4, 1, 1), \"train vue 0 color\" )\n plot_subplot(X_test, y_test,y_pred4 , 0, (4, 1, 2), \"test vue 0 color\" )\n plot_subplot(X_test, y_test, y_pred4,1, (4, 1, 3), \"test vue 1 gradiant 0\" )\n plot_subplot(X_test, y_test,y_pred4, 2, (4, 1, 4), \"test vue 2 gradiant 1\" )\n # plt.legend()\n plt.show()" ] } ], diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py index 27d6fbf..600c566 100644 --- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py +++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py @@ -19,7 +19,6 @@ from sklearn.tree import DecisionTreeClassifier from multimodal.datasets.base import load_dict, save_dict from multimodal.tests.data.get_dataset_path import get_dataset_path from multimodal.datasets.data_sample import MultiModalArray -from multimodal.kernels.mvml import MVML from multimodal.kernels.lpMKL import MKL import numpy as np @@ -50,7 +49,6 @@ if __name__ == '__main__': # file = get_dataset_path("digit_histogram.npy") file = get_dataset_path("digit_col_grad.npy") y = np.load(get_dataset_path("digit_y.npy")) - base_estimator = DecisionTreeClassifier(max_depth=4) dic_digit = load_dict(file) XX =MultiModalArray(dic_digit) X_train, X_test, y_train, y_test = train_test_split(XX, y) diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py.md5 b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py.md5 index eac7aee..7514d3c 100644 --- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py.md5 +++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.py.md5 @@ -1 +1 @@ -f7b5c3f0fd24e4628f03aa7019eea376 \ No newline at end of file +3360d3ee5508f0e16023ee336767f17c \ No newline at end of file diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.rst b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.rst index 8bde3b6..cdb03db 100644 --- a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.rst +++ b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL.rst @@ -1,10 +1,12 @@ -.. note:: - :class: sphx-glr-download-link-note +.. only:: html + + .. note:: + :class: sphx-glr-download-link-note - Click :ref:`here <sphx_glr_download_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py>` to download the full example code -.. rst-class:: sphx-glr-example-title + Click :ref:`here <sphx_glr_download_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py>` to download the full example code + .. rst-class:: sphx-glr-example-title -.. _sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py: + .. _sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py: ===================== @@ -30,8 +32,8 @@ multi class digit from sklearn, multivue .. code-block:: none result of MKL on digit with oneversone - 96.88888888888889 - /home/dominique/projets/ANR-Lives/scikit-multimodallearn/examples/usecase/plot_usecase_exampleMKL.py:72: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure. + 97.77777777777777 + /home/baptiste/Documents/Gitwork/scikit-multimodallearn/examples/usecase/plot_usecase_exampleMKL.py:70: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure. plt.show() @@ -53,7 +55,6 @@ multi class digit from sklearn, multivue from multimodal.datasets.base import load_dict, save_dict from multimodal.tests.data.get_dataset_path import get_dataset_path from multimodal.datasets.data_sample import MultiModalArray - from multimodal.kernels.mvml import MVML from multimodal.kernels.lpMKL import MKL import numpy as np @@ -84,7 +85,6 @@ multi class digit from sklearn, multivue # file = get_dataset_path("digit_histogram.npy") file = get_dataset_path("digit_col_grad.npy") y = np.load(get_dataset_path("digit_y.npy")) - base_estimator = DecisionTreeClassifier(max_depth=4) dic_digit = load_dict(file) XX =MultiModalArray(dic_digit) X_train, X_test, y_train, y_test = train_test_split(XX, y) @@ -109,7 +109,7 @@ multi class digit from sklearn, multivue .. rst-class:: sphx-glr-timing - **Total running time of the script:** ( 0 minutes 20.457 seconds) + **Total running time of the script:** ( 1 minutes 59.263 seconds) .. _sphx_glr_download_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py: @@ -122,13 +122,13 @@ multi class digit from sklearn, multivue - .. container:: sphx-glr-download + .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: plot_usecase_exampleMKL.py <plot_usecase_exampleMKL.py>` - .. container:: sphx-glr-download + .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: plot_usecase_exampleMKL.ipynb <plot_usecase_exampleMKL.ipynb>` diff --git a/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL_codeobj.pickle b/doc/tutorial/auto_examples/usecase/plot_usecase_exampleMKL_codeobj.pickle index a96580e139407f646205c7b6906300470ac0e7b7..a00d9158d9484b7cc06bd5b10955741cefaf0e5d 100644 GIT binary patch literal 5518 zcmZo*nc6JM00uqW$@w`ssmUdo`FX`tdbs_IQc{ajQ(Q8WOQuYoq8T(rqlYabz9hA{ zWJ>H5joK+1JuG>Nxv5in_<c)rN-}-(QxbC=i;5B}r}VJp=BJeAq)zFP&jm^4f~53P z5=#<`Q%j1$jQHZj+yama9*ENT;*9*Fk|{mHSTs!O;m9nGPtHj!E}qg^T02D}gB{b( z3{LENGq`bx^Wrm#3*n3@8Qd8n8N8jPsXaped8uK={&}g+Ah%?uWu_KEgCc_+t7Hae zk5F-TPHJLNo*vjlh$k|*u?zEdKz)bJq72R+cBok(C&^|YRQsluB)S%tWacK8<QMs7 zR%GT)$>8kafvVO^N-R#DlEIBGKuABbZ7K-c_z|8b-70LFk?qk&*u(3TSey#?6-ge# z)QW6}5yB1};Y?DTff5F1UV&a|US?rwDk42_q?P7@^AgDE97&~_IVG8S#h|FO2BjuQ zGG>G7%HZr_%`43<s07K|f#g$rI4a`{ic(WdOs2$6fv9HBOGyN0Fcjs^AmxcY{JF^~ zdd|VYCh^YxKK?<$2$!&=fU<A~XAg=iJV4qY=5ixz%i!!0%S|jP$jL9s$xPCVPtMQD zFNz0cUQimsDFx0TY?ZL`0b($A2M2;|PV8aNE6~eLP0T|$6nBt?fwVx(WC80z34utE zY-$fjK~9NYaYlYQF($@=^gvAn>&f8k5k&HLK_w^zKwics3id4*$iB49^wJ`tqCFj9 zBO6o~>2|WD7MFk$1gQL_QlSGY2XSNu<g8Ny@<M74XG&&rd`f0|Ca5NWh9TB8RtZv{ z*uxD9sN&KjaEL<cjtur5+_7B;(grb?9j1-+pyEl(OxG(eEhxz>$w7)Bem8K8A!N`@ zhD8lGN^*dSB5DmR#&99h4=5jZBfP=ySX7c(T!PcmM6fhSQy+d!XjV)FsZQ<T0i_B( zP-y|m>F^Mi!mO|0ib$=RV5x+FnaHVS7RYgsXq3XNqL5vJUR7nxC0Z-8g$oe6#L;Rg zytXYSP9L&W%Me;bQ7S6D7Of;k7qT^LKpIkenA0-T5rrBXB<X?b738uBmP838TqNCS ziD@guGLF0gz4DAy;tI80AU%*cW`$@%DVg_zq*F0lYw#qB(RR$>B;07k-KK*zps*Q> zwP{J7QE1J>Q-~G?_8RXjLIEG5vFwsqk_d`Kf{o-1ZX&`2-kif?0}iieT*2!uG+$mv zD8?4N#P|ZcJHVAGdu4n{QDP>jH2_IY*hBIGC_%w$l;p&c667X0?i%GONE_7LVyHH> za-WC_pD(XKFEg(swWv5Xxx_F9kt1<i{0?C;H?mfgT=Eg5D7A+j+TbJ5-unhpo!BFg zo>~HKmKCR##1|x%WDw(=-ypq^aKO}`!P%n*?xjHbYoMMUq_d`nVO0h<@k+tb%L8c{ z>J=rHrRKmrC<Sd6$HUsn@%csZxv3=?`6-}`f!torVqs)p0J$F0aLmb1Bqsc`IH9^A zer5q{Lk{~a9;kxU9v)EhBp%k@fVH`CMs1cLRA*w30667>o4)bI1v%hm5wwAZTe}!k zJH%y}Mr3gIh{Jktx%nxnIq}7*(B3(yRf<~<9NvtT@Ic0zk+S5W)+hF`N5FF))X`MW z-Vi@xGZuS^K!rYgmJZZ|sXd&aSdRxcP~r6s?szeT>Vvo$NpA*cj|5Wo0QHE#!x^yd zHFmFnV}se(+Xs<7!8|n6vQvxlQge#+atc67K?4LxRzW4FAPQiZ5klBhara;qhF1_U z&8X#jmJ`_Huo@Jz4~^bP!#SRSsTHY7ljVtG4YmORqAkLv8QH1;6sy>My}^MDDp{m3 z!%Z(263n2?g;yFLj>raL4RP+QaGWkc3;ZY)g|HYxPHzy`5lkVV;Rs%6MM6Pon+$eO zXK7*&M|?bJm@hsaUZ5}+mlS~l5v6#}fNNk$%LMngAQ=d&;#|05_M+6{(j0J?7NVX# wEhj&*#LNU_0ena#s|c=vDIx-qldzR26tzPjZop<N_S{X4f~p?sx71QS0ILru8~^|S literal 2515 zcmZo*nR<eg0StP$lk;<OQj<$E^Ye<Q^l<wZrKA?6rnqD#mrR*FMKfrMMh{0`fnIq= zYEkNx+9?`6EP08!sZ)AbAtF6&x%nxjIUs?&(%gc|DLp(8f%xK#{GyU68Jwj(oH_Z4 zDe);F6KkhvWUwI%WN`FI<d)`?Waj3lB<AR)B$gx=r<N4!B_$T8PRZcv5ym1prL>17 zEi(t~oD8-e=Hil~DH$9+97&~_IVG8S#Zxl4GK5QexC?Sh^omQ93UcyGKrYW<>tTm+ zGdOw#a}!HIQaPDPdIgmr7RWv<qNP1-5%DFd#V|woeL?Q^1-aL;s3@@#WVbvPXM#Nw zU!0g*kb}=FY?a7{v*)EG!VG1FglGm=hGJ<CdqjLmQDSBu)F)JS1cq^th{6!g;OL>i zs{&vjfV~@ET#%Cq3sFq*42~Z0;_RH%#G*XC-29Z(ocQ8YXd(s05>C0&9-h?V5)-|G zqEw{xCgq=(8dmI|m+G98SX`W$mYG@vSCPTdBLuez6tT%5H6Tl{377V8RK|l0H!*=m z1ojBCEbZZlj|b(H_;{#7tjW~2w1*dJpk7g8S!xbcF)uV3Km{{6dJu`hv9yN=lw9Ls zi5U`CZ23u9smUdv)QFN3TuXcSbCXl_oP&c+;+_3{{DXp_mT)5rWpMO}A?1kp<oulc zqIgh#1ce1IsnQ<iw9Is<d2DW(>7_-fAQvEKqco@}7fP0cik9{;`+EC84FEIIN`&mx zqP*0cV!fOKkh%=69wDTx29=xw%k0UCB_*jvP}A6pp<L23J6~RbUS?iNYEf}&a*1II z)G%&jA(ZHdE$!h+%S_iRE-fg@EP<Cw{E)yv2&1_I>i-NJp~9Y5pa&{8q1Lm2*(mm= zmG<y~O3C=t;*!kV#FBiNzr|cqlQWAm^YcQAQjt<TI9gySy`(5LRS!gfB9{kQbV_ND z5N39PIs=;wsToKhJ+%a!u8LDj;tLW>GN5K-if3^2s3Ao*s0c0w7pi&~Mr3dit+cd< zDIx-DCzZ=L9!OCR&9sngi7zMDmG*FeE2)h9a;S?~ia~6&v_hbI;!Md*j!(%<hnJ@; z;Ia?BN^CFfVF4A6P@AX`m!MRdo0<r#lvu!QlvFyQw1+dVK(90}v#=CaVY5MbC<>>P z_TWmmkbuM`o59h8nt(I7&;&|**r8=C)a%&G?75{q>_w@?r8y<=vOO&)Ke5Ej1eA3U p<?lkUdElxHuX#&Ldl)P6s#sat!v%_eXjuU9CmWPUQW_}L0|2ka%SiwL diff --git a/doc/tutorial/auto_examples/usecase/sg_execution_times.rst b/doc/tutorial/auto_examples/usecase/sg_execution_times.rst index 1150b05..f8c5f4e 100644 --- a/doc/tutorial/auto_examples/usecase/sg_execution_times.rst +++ b/doc/tutorial/auto_examples/usecase/sg_execution_times.rst @@ -5,16 +5,16 @@ Computation times ================= -**01:55.487** total execution time for **tutorial_auto_examples_usecase** files: +**02:26.402** total execution time for **tutorial_auto_examples_usecase** files: -+------------------------------------------------------------------------------------------------------------------+-----------+--------+ -| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMVML.py` (``plot_usecase_exampleMVML.py``) | 01:14.485 | 0.0 MB | -+------------------------------------------------------------------------------------------------------------------+-----------+--------+ -| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py` (``plot_usecase_exampleMKL.py``) | 00:20.457 | 0.0 MB | -+------------------------------------------------------------------------------------------------------------------+-----------+--------+ -| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMuCuBo.py` (``plot_usecase_exampleMuCuBo.py``) | 00:14.171 | 0.0 MB | -+------------------------------------------------------------------------------------------------------------------+-----------+--------+ -| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMumBo.py` (``plot_usecase_exampleMumBo.py``) | 00:06.374 | 0.0 MB | -+------------------------------------------------------------------------------------------------------------------+-----------+--------+ -| :ref:`sphx_glr_tutorial_auto_examples_usecase_usecase_function.py` (``usecase_function.py``) | 00:00.000 | 0.0 MB | -+------------------------------------------------------------------------------------------------------------------+-----------+--------+ ++--------------------------------------------------------------------------------------------------------------------+-----------+--------+ +| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMKL.py` (``plot_usecase_exampleMKL.py``) | 01:59.263 | 0.0 MB | ++--------------------------------------------------------------------------------------------------------------------+-----------+--------+ +| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMuComBo.py` (``plot_usecase_exampleMuComBo.py``) | 00:27.139 | 0.0 MB | ++--------------------------------------------------------------------------------------------------------------------+-----------+--------+ +| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMVML.py` (``plot_usecase_exampleMVML.py``) | 00:00.000 | 0.0 MB | ++--------------------------------------------------------------------------------------------------------------------+-----------+--------+ +| :ref:`sphx_glr_tutorial_auto_examples_usecase_plot_usecase_exampleMumBo.py` (``plot_usecase_exampleMumBo.py``) | 00:00.000 | 0.0 MB | ++--------------------------------------------------------------------------------------------------------------------+-----------+--------+ +| :ref:`sphx_glr_tutorial_auto_examples_usecase_usecase_function.py` (``usecase_function.py``) | 00:00.000 | 0.0 MB | ++--------------------------------------------------------------------------------------------------------------------+-----------+--------+ diff --git a/doc/tutorial/auto_examples/usecase/usecase_function.rst b/doc/tutorial/auto_examples/usecase/usecase_function.rst index 41f67dd..54decb5 100644 --- a/doc/tutorial/auto_examples/usecase/usecase_function.rst +++ b/doc/tutorial/auto_examples/usecase/usecase_function.rst @@ -1,10 +1,12 @@ -.. note:: - :class: sphx-glr-download-link-note +.. only:: html + + .. note:: + :class: sphx-glr-download-link-note - Click :ref:`here <sphx_glr_download_tutorial_auto_examples_usecase_usecase_function.py>` to download the full example code -.. rst-class:: sphx-glr-example-title + Click :ref:`here <sphx_glr_download_tutorial_auto_examples_usecase_usecase_function.py>` to download the full example code + .. rst-class:: sphx-glr-example-title -.. _sphx_glr_tutorial_auto_examples_usecase_usecase_function.py: + .. _sphx_glr_tutorial_auto_examples_usecase_usecase_function.py: ======================== @@ -60,13 +62,13 @@ Function plot_subplot - .. container:: sphx-glr-download + .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: usecase_function.py <usecase_function.py>` - .. container:: sphx-glr-download + .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: usecase_function.ipynb <usecase_function.ipynb>` diff --git a/doc/tutorial/auto_examples/usecase/usecase_function_codeobj.pickle b/doc/tutorial/auto_examples/usecase/usecase_function_codeobj.pickle index ad823d70d0d8c15936fac37922405dedd5018905..506fb835d02b15cbc7629446f1d78ffd762d0ee5 100644 GIT binary patch literal 534 zcmZo*naa(?00uqW$@w`ssmUdo`FX`tdbs_IQc{ajQ(Q8WOQuYoq8T(rqlY6tJ})sh zH9mey?3CIm8a*r^-jp8Z;*z2%J#4x8DWy57Q+ha(N;7jxGC_v$K*ZvUGxCc{retvS zaAX$8C+8#<7f<OdP3+;wE6^*?NG(c*n3uuc!wTVMaQ3j~mF5;yPRZcT5X|5KDdx;8 z&@0W$EG$K+W`pukl#4->a~I^4=oObH73AcXz>Q~z31o2g2<9f1fFyG=lk^HIL98hm z+*n1y)<euoPAn-&EkZI6DnPn<e0c?WnRz9tMa8MfC59<*Be{_UQ9Py&@fd$@a*CdF saIi_dv%imjP%uI#vS0>hj~J2%<CF7q@{8hA5=#<6zQid7@@lCb0G|lTzyJUM literal 483 zcmZo*nR<hf0StP$lk;<OQj<$E^Ye<Q^l<wZrKA?6rnqD#mrR*FMKfrMMh{0`fnIq= zYEkNx+9?`6EP08!sZ)AbAtF6&x%nxjIUs?&(%gc|DLp(8f%xK#{GyU68Jwj(+yyx$ zdc~zl1v&X8AR{u^de~vy42~Yb+{6-)R8D4+UO^>@H6?=!n`mhdM|?cU_V{?HG0ep! zMN=|3dN`6wGjmEZ^NOcraAgRW_VDK>r|3Bc2b;t@`}_C@1w)l{BMW74^oSwZ9G{$@ zlV22{l30=mvL2Td%s0u2B_*jvP;=Rfp<L2@!<Sc}mzh_RT2!2xTw<64HH;fsD1)Pi l6%wu)Tp5a`J)C(3dZl@pg{9!Q$YASXgYr-ms+N}O0RY;)w^jfE diff --git a/doc/tutorial/estimator_template.rst b/doc/tutorial/estimator_template.rst new file mode 100644 index 0000000..89a4cd9 --- /dev/null +++ b/doc/tutorial/estimator_template.rst @@ -0,0 +1,129 @@ + +.. _estim-template: + +Estimator template +================== + +To add a multimodal estimator based on the groundwork of scikit-multimodallearn, +please feel free to use the following template, while complying with the +`Developer's Guide <http://scikit-learn.org/stable/developers>`_ of the +scikit-learn project to ensure full compatibility. + + + +.. code-block:: default + + import numpy as np + from sklearn.base import ClassifierMixin, BaseEstimator + from sklearn.utils import check_X_y + from sklearn.utils.multiclass import check_classification_targets + from sklearn.utils.validation import check_is_fitted + from multimodal.boosting.boost import UBoosting + + + class NewMultiModalEstimator(BaseEstimator, ClassifierMixin, UBoosting): + r"""" + Your documentation + """ + + def __init__(self, your_attributes=None, ): + self.your_attributes = your_attributes + + def fit(self, X, y, views_ind=None): + """Build a multimodal classifier from the training set (X, y). + + Parameters + ---------- + X : dict dictionary with all views + or + `MultiModalData` , `MultiModalArray`, `MultiModalSparseArray` + or + {array-like, sparse matrix}, shape = (n_samples, n_features) + Training multi-view input samples. + Sparse matrix can be CSC, CSR, COO, DOK, or LIL. + COO, DOK and LIL are converted to CSR. + + y : array-like, shape = (n_samples,) + Target values (class labels). + + views_ind : array-like (default=[0, n_features//2, n_features]) + Paramater specifying how to extract the data views from X: + + - If views_ind is a 1-D array of sorted integers, the entries + indicate the limits of the slices used to extract the views, + where view ``n`` is given by + ``X[:, views_ind[n]:views_ind[n+1]]``. + + With this convention each view is therefore a view (in the NumPy + sense) of X and no copy of the data is done. + + - If views_ind is an array of arrays of integers, then each array + of integers ``views_ind[n]`` specifies the indices of the view + ``n``, which is then given by ``X[:, views_ind[n]]``. + + With this convention each view creates therefore a partial copy + of the data in X. This convention is thus more flexible but less + efficient than the previous one. + + Returns + ------- + self : object + Returns self. + + Raises + ------ + ValueError estimator must support sample_weight + + ValueError where `X` and `view_ind` are not compatibles + """ + + # _global_X_transform processes the multimodal dataset to transform the + # in the MultiModalArray format. + self.X_ = self._global_X_transform(X, views_ind=views_ind) + + # Ensure proper format for views_ind and return number of views. + views_ind_, n_views = self.X_._validate_views_ind(self.X_.views_ind, + self.X_.shape[1]) + + # According to scikit learn guidelines. + check_X_y(self.X_, y) + if not isinstance(y, np.ndarray): + y = np.asarray(y) + check_classification_targets(y) + self._validate_estimator() + + return self + + + def predict(self, X): + """Predict classes for X. + + Parameters + ---------- + X : {array-like, sparse matrix}, shape = (n_samples, n_features) + Multi-view input samples. + Sparse matrix can be CSC, CSR, COO, DOK, or LIL. + COO, DOK and LIL are converted to CSR. + + Returns + ------- + y : numpy.ndarray, shape = (n_samples,) + Predicted classes. + + Raises + ------ + ValueError 'X' input matrix must be have the same total number of features + of 'X' fit data + """ + # According to scikit learn guidelines + check_is_fitted(self, ("your_attributes")) + + # _global_X_transform processes the multimodal dataset to transform the + # in the MultiModalArray format. + X = self._global_X_transform(X, views_ind=self.X_.views_ind) + + # Ensure that X is in the proper format. + X = self._validate_X_predict(X) + + # Returning fake multi-class labels + return np.random.randint(0, 5, size=X.shape[0]) \ No newline at end of file diff --git a/doc/tutorial/install_devel.rst b/doc/tutorial/install_devel.rst index 215d921..2df1a31 100644 --- a/doc/tutorial/install_devel.rst +++ b/doc/tutorial/install_devel.rst @@ -38,7 +38,8 @@ The development of scikit-multimodallearn follows the guidelines provided by the scikit-learn community. Refer to the `Developer's Guide <http://scikit-learn.org/stable/developers>`_ -of the scikit-learn project for more details. +of the scikit-learn project for general details. Expanding the library can be +done by following the template provided in :ref:`estim-template` . Source code ----------- diff --git a/doc/tutorial/times.rst b/doc/tutorial/times.rst index 1c70dd6..23955f1 100644 --- a/doc/tutorial/times.rst +++ b/doc/tutorial/times.rst @@ -3,7 +3,7 @@ Computation times ================= -total execution time for **tutorial_auto_examples** files: +Total execution time for **tutorial_auto_examples** files: .. toctree:: diff --git a/multimodal/__init__.py b/multimodal/__init__.py index e851e58..6c8e6b9 100644 --- a/multimodal/__init__.py +++ b/multimodal/__init__.py @@ -1 +1 @@ -__version__ = "0.0.dev0" +__version__ = "0.0.0" diff --git a/multimodal/boosting/boost.py b/multimodal/boosting/boost.py index bab7c80..bf1f743 100644 --- a/multimodal/boosting/boost.py +++ b/multimodal/boosting/boost.py @@ -110,17 +110,10 @@ class UBoosting(metaclass=ABCMeta): return X def _global_X_transform(self, X, views_ind=None): - X_ = None if isinstance(X, MultiModalData): X_ = X elif isinstance(X, sp.spmatrix): X_ = MultiModalSparseArray(X, views_ind) else: X_ = MultiModalArray(X, views_ind) - # if not isinstance(X_, MultiModalData): - # try: - # X_ = np.asarray(X) - # X_ = MultiModalArray(X_) - # except Exception as e: - # raise TypeError('Reshape your data') return X_ diff --git a/multimodal/boosting/combo.py b/multimodal/boosting/combo.py index 5c07719..bad1f32 100644 --- a/multimodal/boosting/combo.py +++ b/multimodal/boosting/combo.py @@ -53,7 +53,7 @@ from sklearn.metrics import accuracy_score from sklearn.tree import DecisionTreeClassifier from sklearn.tree._tree import DTYPE from sklearn.tree import BaseDecisionTree -from sklearn.utils import check_array, check_X_y, check_random_state +from sklearn.utils import check_X_y, check_random_state from sklearn.utils.multiclass import check_classification_targets from sklearn.utils.validation import check_is_fitted, has_fit_parameter from cvxopt import solvers, matrix, spdiag, exp, spmatrix, mul, div diff --git a/multimodal/datasets/data_sample.py b/multimodal/datasets/data_sample.py index a4b5f9c..b65fe0e 100644 --- a/multimodal/datasets/data_sample.py +++ b/multimodal/datasets/data_sample.py @@ -133,7 +133,6 @@ class MultiModalData(metaclass=ABCMeta): def _validate_views_ind(self, views_ind, n_features): """Ensure proper format for views_ind and return number of views.""" - # views_ind = np.array(views_ind) if np.issubdtype(views_ind.dtype, np.integer) and views_ind.ndim == 1: if len(views_ind) > 2 and np.any(views_ind[:-1] >= views_ind[1:]): raise ValueError("Values in views_ind must be sorted.") @@ -180,7 +179,6 @@ class MultiModalSparseInfo(): new_data = np.ndarray([]) n_views = data.size thekeys = None - # views_ind_self = None view_mode = 'slices' if (sp.issparse(data)) and data.ndim > 1: @@ -196,7 +194,6 @@ class MultiModalSparseInfo(): views_ind = np.array([0, data.shape[1]]) new_data = data - # views_ind_self = views_ind views_ind, n_views, view_mode = self._first_validate_views_ind(views_ind, data.shape[1]) if views_ind.ndim == 1 and view_mode.startswith("slicing"): @@ -365,8 +362,6 @@ class MultiModalArray(np.ndarray, MultiModalData): views_ind.append(dat_values.shape[1] + views_ind[index]) index += 1 thekeys = data.keys() - # if new_data.ndim < 2 : - # raise ValueError('Reshape your data') if new_data.ndim > 1 and (new_data.shape == (1, 1) or new_data.shape == ()): raise ValueError('Reshape your data') elif isinstance(data, np.ndarray) and views_ind is None and data.ndim == 1: @@ -421,21 +416,11 @@ class MultiModalArray(np.ndarray, MultiModalData): raise ValueError('Reshape your data') if new_data.ndim > 1 and (new_data.shape == (1, 1) or new_data.shape == ()): raise ValueError('Reshape your data') - # if views_ind.ndim < 2 and new_data.ndim < 2 and views_ind[-1] > new_data.shape[1]: - # raise ValueError('Reshape your data') - - # views_ind_self = views_ind - # if new_data.shape[1] < 1: - # msg = ("%d feature\(s\) \\(shape=\%s\) while a minimum of \\d* " - # "is required.") % (new_data.shape[1], str(new_data.shape)) - # # "%d feature\(s\) \(shape=\(%d, %d\)\) while a minimum of \d* is required." % (new_data.shape[1], new_data.shape[0], new_data.shape[1]) - # raise ValueError(msg) + views_ind, n_views, view_mode = cls._first_validate_views_ind(views_ind, new_data.shape[1]) if views_ind.ndim == 1 and view_mode.startswith("slices"): shapes_int = [in2 - in1 for in1, in2 in zip(views_ind, views_ind[1:])] - # obj = ma.MaskedArray.__new(new_data) # new_data.view() a.MaskedArray(new_data, mask=new_data.mask).view(cls) - # bj = super(Metriclearn_array, cls).__new__(cls, new_data.data, new_data.mask) if hasattr(new_data, "mask"): # pragma: no cover obj = ma.masked_array(new_data.data, new_data.mask).view(cls) @@ -448,7 +433,6 @@ class MultiModalArray(np.ndarray, MultiModalData): obj.views_ind = views_ind obj.shapes_int = shapes_int obj.n_views = n_views - # obj.keys = thekeys return obj @staticmethod @@ -478,8 +462,7 @@ class MultiModalArray(np.ndarray, MultiModalData): isinstance(dat_values, np.ndarray) or sp.issparse(dat_values): new_data = dat_values else: - new_data = dat_values.view(np.ndarray) # ma.masked_array(dat_values, mask=ma.nomask) dat_values.view(ma.MaskedArray) #( - # new_data.mask = ma.nomask + new_data = dat_values.view(np.ndarray) else: if isinstance(dat_values, np.ndarray): new_data = np.hstack((new_data, dat_values)) @@ -488,15 +471,13 @@ class MultiModalArray(np.ndarray, MultiModalData): elif sp.issparse(dat_values): new_data = sp.hstack((new_data, dat_values)) else: - new_data = np.hstack((new_data, dat_values.view(np.ndarray) ) ) # ma.masked_array(dat_values, mask=ma.nomask + new_data = np.hstack((new_data, dat_values.view(np.ndarray) ) ) return new_data def __array_finalize__(self, obj): if obj is None: return - # super(MultiModalArray, self).__array_finalize__(obj) self.shapes_int = getattr(obj, 'shapes_int', None) self.n_views = getattr(obj, 'n_views', None) - # self.keys = getattr(obj, 'keys', None) self.views_ind = getattr(obj, 'views_ind', None) self.view_mode_ = getattr(obj, 'view_mode_', None) @@ -537,22 +518,6 @@ class MultiModalArray(np.ndarray, MultiModalData): stop = int(np.sum(np.asarray(self.shapes_int[0: view+1]))) return self[row, start:stop] - # def add_view(self, data): - # if len(self.shape) > 0: - # if data.shape[0] == self.data.shape[0]: - # print(self.data.shape, data.shape) - # new_data = np.hstack((self.data, data)) - # self.shapes_int.append(data.shape[1]) - # self.n_views +=1 - # print(new_data.shape) - # - # else: - # raise ValueError("New view can't initialazed") - # # self.shapes_int= [data.shape[1]] - # # self.data.reshape(data.shape[0],) - # # np.insert(self.data, data, 0) - # # self.n_views = 1 - def _todict(self): dico = {} for view in range(self.n_views): @@ -560,8 +525,6 @@ class MultiModalArray(np.ndarray, MultiModalData): return dico - - class DataSample(dict): """ A DataSample instance @@ -596,7 +559,6 @@ class DataSample(dict): def __init__(self, data=None, **kwargs): - # The dictionary that contains the sample super(DataSample, self).__init__(kwargs) self._data = None # Metriclearn_arrayMultiModalArray(np.zeros((0,0))) diff --git a/multimodal/kernels/lpMKL.py b/multimodal/kernels/lpMKL.py index 12f6901..7e2c7e2 100644 --- a/multimodal/kernels/lpMKL.py +++ b/multimodal/kernels/lpMKL.py @@ -176,7 +176,6 @@ class MKL(BaseEstimator, ClassifierMixin, MKernel): self.regression_ = True else: raise ValueError("MKL algorithms is a binary classifier") - # " or performs regression with float target") self.y_ = y n = self.K_.shape[0] self._calc_nystrom(self.K_, n) @@ -233,7 +232,7 @@ class MKL(BaseEstimator, ClassifierMixin, MKernel): # alpha fixed -> calculate gammas weights_old = weights.copy() - # first the ||f_t||^2 todo wtf is the formula used here???? + # first the ||f_t||^2 todo what is the formula used here ? ft2 = np.zeros(views) for v in range(0, views): if self.nystrom_param < 1 and self.use_approx: @@ -274,16 +273,9 @@ class MKL(BaseEstimator, ClassifierMixin, MKernel): stuck = True max_diff = np.max([max_diff_gamma, diff_alpha]) - # print([max_diff_gamma, diff_alpha]) # print if convergence is interesting C_old = C.copy() rounds = rounds + 1 - # print("\nlearned the weights:") - # np.set_printoptions(precision=3, suppress=True) - # print(weights) - # print("") - # print if resulting convergence is of interest - # print("convergence of ", max_diff, " at step ", rounds, "/500") if stuck: return C_old, weights_old else: diff --git a/multimodal/kernels/mkernel.py b/multimodal/kernels/mkernel.py index 2b8d6d5..4424867 100644 --- a/multimodal/kernels/mkernel.py +++ b/multimodal/kernels/mkernel.py @@ -82,7 +82,6 @@ class MKernel(metaclass=ABCMeta): elif isinstance(self.kernel, list): ind = min(v, len(self.kernel) - 1) met = self.kernel[ind] - # Y, return pairwise_kernels(X, Y, metric=met, filter_params=True, **params) @@ -113,7 +112,6 @@ class MKernel(metaclass=ABCMeta): """ kernel_dict = {} flag_sparse = False - X_ = None y = None if Y is None: y = Y @@ -124,22 +122,10 @@ class MKernel(metaclass=ABCMeta): X = X_ if isinstance(X, MultiModalArray): X_ = X - # if not isinstance(X_, MultiModalArray): - # try: - # X_ = np.asarray(X) - # X_ = MultiModalArray(X_, views_ind) - # except Exception as e: - # pass - # raise TypeError('Reshape your data') if isinstance(X_, MultiModalArray): for v in range(X.n_views): if Y is not None: y = Y.get_view(v) # y = self._global_check_pairwise(X, Y, v) kernel_dict[v] = self._get_kernel(X_.get_view(v), y) - - # if not isinstance(X_, MultiModalArray): - # if sp.sparse.issparse(X): - # raise TypeError("Nonsensical Error: no sparse data are allowed as input") - # raise TypeError('Reshape your data') K_ = MultiModalArray(kernel_dict) return X_, K_ diff --git a/multimodal/kernels/mvml.py b/multimodal/kernels/mvml.py index 8444ff3..92b5b3e 100644 --- a/multimodal/kernels/mvml.py +++ b/multimodal/kernels/mvml.py @@ -166,7 +166,6 @@ class MVML(MKernel, BaseEstimator, ClassifierMixin, RegressorMixin): self.nystrom_param = nystrom_param self.lmbda = lmbda self.eta = eta - # self.regression_params = regression_params self.learn_A = learn_A self.learn_w = learn_w self.n_loops = n_loops @@ -226,10 +225,6 @@ class MVML(MKernel, BaseEstimator, ClassifierMixin, RegressorMixin): self.regression_ = False self.X_, self.K_= self._global_kernel_transform(X, views_ind=views_ind) check_X_y(self.X_, y) - # if type_of_target(y) not in "binary": - # raise ValueError("target should be binary") - - if type_of_target(y) in "binary": check_classification_targets(y) @@ -244,7 +239,6 @@ class MVML(MKernel, BaseEstimator, ClassifierMixin, RegressorMixin): " or performs regression with float target") self.y_ = y - # n = X[0].shape[0] n = self.K_.shape[0] self.n_approx = int(np.floor(self.nystrom_param * n)) # number of samples in approximation, equals n if no approx. if self.nystrom_param < 1: @@ -257,7 +251,6 @@ class MVML(MKernel, BaseEstimator, ClassifierMixin, RegressorMixin): if self.warning_message: import logging logging.warning("warning appears during fit process" + str(self.warning_message)) - # print("warning appears during fit process", self.warning_message) return self def _learn_mvml(self, learn_A=1, learn_w=0, n_loops=6): @@ -335,11 +328,13 @@ class MVML(MKernel, BaseEstimator, ClassifierMixin, RegressorMixin): # first invert A try: + # Changed because of numerical instability # A_inv = np.linalg.pinv(A + 1e-09 * np.eye(views * self.n_approx)) cond_A = np.linalg.cond(A + 1e-08 * np.eye(views * self.n_approx)) if cond_A < 10: A_inv = spli.pinv(A + 1e-8 * np.eye(views * self.n_approx)) else: + # Changed because of numerical instability # A_inv = self._inverse_precond_LU(A + 1e-8 * np.eye(views * self.n_approx), pos="precond_A") # self._inverse_precond_jacobi(A + 1e-8 * np.eye(views * self.n_approx), pos="precond_A") A_inv = self._inv_best_precond(A + 1e-8 * np.eye(views * self.n_approx), pos="precond_A") except spli.LinAlgError: # pragma: no cover @@ -355,7 +350,6 @@ class MVML(MKernel, BaseEstimator, ClassifierMixin, RegressorMixin): except ValueError: # pragma: no cover self.warning_message["ValueError"] = self.warning_message.get("ValueError", 0) + 1 return A_prev, g_prev, w_prev - # print("A_inv ",np.sum(A_inv)) # then calculate g (block-sparse multiplications in loop) using A_inv for v in range(views): for vv in range(views): @@ -365,11 +359,13 @@ class MVML(MKernel, BaseEstimator, ClassifierMixin, RegressorMixin): vv * self.n_approx:(vv + 1) * self.n_approx] g[v * self.n_approx:(v + 1) * self.n_approx, 0] = np.dot(w[v] * np.transpose(self.U_dict[v]), self.y_) try: + # Changed because of numerical instability # minA_inv = np.min(np.absolute(A_inv)) , rcond=self.r_cond*minA_inv # here A_inv isn't actually inverse of A (changed in above loop) if np.linalg.cond(A_inv) < 10: g = np.dot(spli.pinv(A_inv), g) else: + # Changed because of numerical instability # g = np.dot(self._inverse_precond_LU(A_inv, pos="precond_A_1"), g) g = np.dot(self._inv_best_precond(A_inv, pos="precond_A_1"), g) except spli.LinAlgError: # pragma: no cover @@ -413,9 +409,6 @@ class MVML(MKernel, BaseEstimator, ClassifierMixin, RegressorMixin): Pm, L, U = spli.lu(A) M = spli.inv(np.dot(L, U)) Pre_lu = np.dot(M, A) - # print("cond a", np.linalg.cond(A)) - # print("cond Pre_J", np.linalg.cond(Pre_J)) - # print("cond Pre_lu", np.linalg.cond(Pre_lu)) if np.linalg.cond(A) > np.linalg.cond(Pre_J) and np.linalg.cond(Pre_J) <= np.linalg.cond(Pre_lu): P_inv = spli.pinv(Pre_J) A_inv = np.dot(P_inv, J_1) @@ -430,7 +423,6 @@ class MVML(MKernel, BaseEstimator, ClassifierMixin, RegressorMixin): def _inverse_precond_jacobi(self, A, pos="precond_A"): # pragma: no cover J_1 = np.diag(1.0/np.diag(A)) - # J_1 = np.linalg.inv(J) P = np.dot(J_1, A) if np.linalg.cond(A) > np.linalg.cond(P): P_inv = spli.pinv(P) @@ -532,7 +524,6 @@ class MVML(MKernel, BaseEstimator, ClassifierMixin, RegressorMixin): """ views = len(self.U_dict) - # t = test_kernels[0].shape[0] t = test_kernels.shape[0] K = np.zeros((t, views * self.n_approx)) for v in range(views): @@ -580,7 +571,6 @@ class MVML(MKernel, BaseEstimator, ClassifierMixin, RegressorMixin): rounds = 0 L = lmbda * np.linalg.norm(np.dot(g, g.T)) - # print("L ", L) while not converged and rounds < 100: # no line search - this has worked well enough experimentally -- GitLab