From b27fa20dd11cfcad0159bb32017ea5b0efa8c60d Mon Sep 17 00:00:00 2001 From: Parth Chadha Date: Fri, 8 Nov 2024 15:14:14 -0800 Subject: [PATCH 01/13] Add initial changes for SAM2 image sample --- .../segment-anything-model-v2/.gitignore | 2 + .../configs/__init__.py | 19 + .../configs/sam2_hiera_l.yaml | 122 +++ .../segment-anything-model-v2/foo.png | Bin 0 -> 490778 bytes .../segment-anything-model-v2/image_demo.py | 155 +++ .../sam2/__init__.py | 18 + .../sam2/build_sam.py | 460 +++++++++ .../sam2/modeling/__init__.py | 14 + .../sam2/modeling/backbones/__init__.py | 19 + .../sam2/modeling/backbones/hieradet.py | 305 ++++++ .../sam2/modeling/backbones/image_encoder.py | 147 +++ .../sam2/modeling/backbones/utils.py | 101 ++ .../sam2/modeling/memory_attention.py | 172 ++++ .../sam2/modeling/memory_encoder.py | 214 ++++ .../sam2/modeling/position_encoding.py | 193 ++++ .../sam2/modeling/sam/__init__.py | 14 + .../sam2/modeling/sam/mask_decoder.py | 393 ++++++++ .../sam2/modeling/sam/prompt_encoder.py | 218 +++++ .../sam2/modeling/sam/transformer.py | 349 +++++++ .../sam2/modeling/sam2_base.py | 919 ++++++++++++++++++ .../sam2/modeling/sam2_utils.py | 229 +++++ .../sam2/sam2_image_predictor.py | 453 +++++++++ .../sam2/utils/__init__.py | 19 + .../sam2/utils/transforms.py | 90 ++ .../test_backbone.py | 143 +++ .../segment-anything-model-v2/truck.jpg | Bin 0 -> 271475 bytes 26 files changed, 4768 insertions(+) create mode 100644 tripy/examples/segment-anything-model-v2/.gitignore create mode 100644 tripy/examples/segment-anything-model-v2/configs/__init__.py create mode 100644 tripy/examples/segment-anything-model-v2/configs/sam2_hiera_l.yaml create mode 100644 tripy/examples/segment-anything-model-v2/foo.png create mode 100644 tripy/examples/segment-anything-model-v2/image_demo.py create mode 100755 tripy/examples/segment-anything-model-v2/sam2/__init__.py create mode 100644 tripy/examples/segment-anything-model-v2/sam2/build_sam.py create mode 100755 tripy/examples/segment-anything-model-v2/sam2/modeling/__init__.py create mode 100755 tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/__init__.py create mode 100755 tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/hieradet.py create mode 100755 tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py create mode 100755 tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/utils.py create mode 100644 tripy/examples/segment-anything-model-v2/sam2/modeling/memory_attention.py create mode 100644 tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py create mode 100644 tripy/examples/segment-anything-model-v2/sam2/modeling/position_encoding.py create mode 100644 tripy/examples/segment-anything-model-v2/sam2/modeling/sam/__init__.py create mode 100755 tripy/examples/segment-anything-model-v2/sam2/modeling/sam/mask_decoder.py create mode 100755 tripy/examples/segment-anything-model-v2/sam2/modeling/sam/prompt_encoder.py create mode 100755 tripy/examples/segment-anything-model-v2/sam2/modeling/sam/transformer.py create mode 100644 tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py create mode 100755 tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py create mode 100644 tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py create mode 100644 tripy/examples/segment-anything-model-v2/sam2/utils/__init__.py create mode 100644 tripy/examples/segment-anything-model-v2/sam2/utils/transforms.py create mode 100644 tripy/examples/segment-anything-model-v2/test_backbone.py create mode 100644 tripy/examples/segment-anything-model-v2/truck.jpg diff --git a/tripy/examples/segment-anything-model-v2/.gitignore b/tripy/examples/segment-anything-model-v2/.gitignore new file mode 100644 index 000000000..0a50150a0 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/.gitignore @@ -0,0 +1,2 @@ +checkpoints/ +saved_engines/ diff --git a/tripy/examples/segment-anything-model-v2/configs/__init__.py b/tripy/examples/segment-anything-model-v2/configs/__init__.py new file mode 100644 index 000000000..4e3ee0298 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/configs/__init__.py @@ -0,0 +1,19 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. diff --git a/tripy/examples/segment-anything-model-v2/configs/sam2_hiera_l.yaml b/tripy/examples/segment-anything-model-v2/configs/sam2_hiera_l.yaml new file mode 100644 index 000000000..ef4b8a034 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/configs/sam2_hiera_l.yaml @@ -0,0 +1,122 @@ +# @package _global_ + +# Model +model: + _target_: sam2.modeling.sam2_base.SAM2Base + image_encoder: + _target_: sam2.modeling.backbones.image_encoder.ImageEncoder + scalp: 1 + trunk: + _target_: sam2.modeling.backbones.hieradet.Hiera + embed_dim: 144 + num_heads: 2 + stages: [2, 6, 36, 4] + global_att_blocks: [23, 33, 43] + window_pos_embed_bkg_spatial_size: [7, 7] + window_spec: [8, 4, 16, 8] + dtype: float16 + neck: + _target_: sam2.modeling.backbones.image_encoder.FpnNeck + position_encoding: + _target_: sam2.modeling.position_encoding.PositionEmbeddingSine + num_pos_feats: 256 + normalize: true + scale: null + temperature: 10000 + d_model: 256 + backbone_channel_list: [1152, 576, 288, 144] + fpn_top_down_levels: [2, 3] # output level 0 and 1 directly use the backbone features + fpn_interp_model: nearest + dtype: float16 + + memory_attention: + _target_: sam2.modeling.memory_attention.MemoryAttention + d_model: 256 + pos_enc_at_input: true + dtype: float16 + layer: + _target_: sam2.modeling.memory_attention.MemoryAttentionLayer + activation: relu + dim_feedforward: 2048 + dropout: 0.1 + dtype: float16 + pos_enc_at_attn: false + self_attention: + _target_: sam2.modeling.sam.transformer.RoPEAttention + rope_theta: 10000.0 + feat_sizes: [32, 32] + embedding_dim: 256 + num_heads: 1 + downsample_rate: 1 + dropout: 0.1 + dtype: float16 + d_model: 256 + pos_enc_at_cross_attn_keys: true + pos_enc_at_cross_attn_queries: false + cross_attention: + _target_: sam2.modeling.sam.transformer.RoPEAttention + rope_theta: 10000.0 + feat_sizes: [32, 32] + rope_k_repeat: True + embedding_dim: 256 + num_heads: 1 + downsample_rate: 1 + dropout: 0.1 + kv_in_dim: 64 + dtype: float16 + num_layers: 4 + + memory_encoder: + _target_: sam2.modeling.memory_encoder.MemoryEncoder + out_dim: 64 + position_encoding: + _target_: sam2.modeling.position_encoding.PositionEmbeddingSine + num_pos_feats: 64 + normalize: true + scale: null + temperature: 10000 + mask_downsampler: + _target_: sam2.modeling.memory_encoder.MaskDownSampler + kernel_size: 3 + stride: 2 + padding: 1 + fuser: + _target_: sam2.modeling.memory_encoder.Fuser + layer: + _target_: sam2.modeling.memory_encoder.CXBlock + dim: 256 + kernel_size: 7 + padding: 3 + layer_scale_init_value: 1e-6 + use_dwconv: True # depth-wise convs + num_layers: 2 + + num_maskmem: 7 + image_size: 1024 + # apply scaled sigmoid on mask logits for memory encoder, and directly feed input mask as output mask + sigmoid_scale_for_mem_enc: 20.0 + sigmoid_bias_for_mem_enc: -10.0 + use_mask_input_as_output_without_sam: true + # Memory + directly_add_no_mem_embed: true + # use high-resolution feature map in the SAM mask decoder + use_high_res_features_in_sam: true + # output 3 masks on the first click on initial conditioning frames + multimask_output_in_sam: true + # SAM heads + iou_prediction_use_sigmoid: True + # cross-attend to object pointers from other frames (based on SAM output tokens) in the encoder + use_obj_ptrs_in_encoder: true + add_tpos_enc_to_obj_ptrs: false + only_obj_ptrs_in_the_past_for_eval: true + # object occlusion prediction + pred_obj_scores: true + pred_obj_scores_mlp: true + fixed_no_obj_ptr: true + # multimask tracking settings + multimask_output_for_tracking: true + use_multimask_token_for_obj_ptr: true + multimask_min_pt_num: 0 + multimask_max_pt_num: 1 + use_mlp_for_obj_ptr_proj: true + tripy_mask_decoder_dtype: float16 diff --git a/tripy/examples/segment-anything-model-v2/foo.png b/tripy/examples/segment-anything-model-v2/foo.png new file mode 100644 index 0000000000000000000000000000000000000000..fb6dacb78e975435b3b33a90f91fcb4f30054544 GIT binary patch literal 490778 zcmeFY^;a8x)IAz31P?_@acQB&Dem6FL$S8FLyNn+Ljn|OX-jb}uEpJ<6bMcz7Cd(*;gZEtt$U7rN8IOmBXkFbY6*KfSsq3oe?1yWA{&FZvKv~ zA%hQ*M~(Nhh#oqZw&Px2+W##NB9kzLN;>Bd6VSB!?tBPY)p;*r8hG5_kGf3`Ing|ld#XsxhsaAj6q2l!s!$_23{D za}W+}3`VZdW#1n5N}ficSr_g@6OE-lW!`R>^3v4Qgq0X;SrYoVd>+{94B;mRlY5## zMy;*TW$V(>7NH)b2c`X+=TupelD#g0w-j?yZrE+-0J0EFoNX(kE$(uwyP0q=|5u4$ z82b_qb14z{I}-#jaq%#0D=nyNH@wFu@sN_xrU_rQUKw81 z(yVWY$AU6ITLN^Ygjm&&68FC4Fi`qrw?(+z-`h+?LZ@17j^c4BZF5}-af@hZ%{j1S zkM}x5owjRCvjH7p4O~shB>n*CMId7khNSJ}Z`Fzh-_A{FA~_)sk``uoyI&Rbs9jHG zk9m!pGE^w3P(HGE)~^k1B^$w!9n6SkGG1Gqq4K_?CMRDgbC5c{J@vhi9U=)Je3i>kl@wFNBaQ?2tXbzAK9hcMb_nmIZGdpySco^oMNI@ zC978E&!Gb5!k};utv*!~B$8gpQcj7Dv?w_0bS9=f|4}YXz8%8py3QtZJCq$3GM3!* z8EbD8h)rfkpWy<)vt+8d;8_mb6!uKf+q~mOd43wF_8!}#fO>#ALQes>gkcvrU@9Xe zsjEf7%Uui-4eq=SDsRPVxAmtE#jmF5KQ}y@=)B;v%@%7ES<-J!(DF1%6eFJVmi(=r z=yHb~vpRK!h+vZw9%G|u9UDbyqC;t@dcgw3($O-8+5E&m50=_*aA7cw9O$M=TI0I- zrppB#rG%fE4plq03CQ*IQ^eTEGmnm|RW?8Fqe?-4BtypGukms@!=m z@!?}#=i)E7bipxGOx;VKwv@IwEAPpb1)!D>V?8w2Y-H~o=0pH(ulLf=ZV!SX7IGjQ z#$dE?+eK8BRXf9YA5@-onm{9s>bi1pv~rMNpU!^4x?C;w;@P>rHu_G0v(3jgZ6M*8 zq(LUf@1FE9cttrw>V`5fAiU6Nl@{_%La0ODHIx*`*|ZZ0t z?^p3!oa1a{Z%uDU_=4zDYH(=Dys)dV$sxsr9Dw%|KGOH_5KQ*bcK5T6)7`!8XeLGBbTrjUgzE5D`8_ zr~K(n1I`d}7y;|R1z6$7>~PPRca5FNrpLVg4%SlDYsshcabO1K(0}?MA^VD#D-bh< zeKynJ107>yQwtxD_~Aw-W>crt@HP9^UUi!B?(3UZQitVmF_Y}B;pt`0j}5Wei@k4+ zb}hRwcdceUnUX$o2{?pjol51pT!FXiOoOQVL)04TuDuh#OX4TuZVA!vg1K#rZ*_S5K}LcX3Ux zZ2TTun&|Y62<{R;b1cE=txLOU{+>jgQ=A12INzkoZUl6;%oYiVCuP-*rVe#Ub9W~1 zwy%Gwy&~OG83D~4j$43dSmnEWXp-TZ_|2u};o`U& zq4gm8&~9bo_?5FWN)k$+F^w9-irh+NTiV~&@e~NT{FuJv6k4g<3v^A#_QV-^DLL%L zN@zEZsB>4qGTJo5c@|UwAO$1I`{nx;1LHuDZw}+q{?O4=zO|B~tgbDXI1B~@_k=d0 z+T+i6fSR&?k4K#$kOjJo2A;kb#_x*(xmaMTiaOhT#ir(g%vwPuJ8&CwYy@uqKhlgc zcS6^5s~_qWP*QbR@1=DC{_hBWX6;=k(vp7&Mf1>hMjKU3hyij%*_3o?+L)WLG-Z!* z6>7tcs={Wicz6nqU7g~?T|G;)X5?zV=X?>;Pa*y@xm|PJXeTK|wUfqzVkj zk-2`y)VpVPDKUQlh$n{;wYlWL@{hv-%Ii4c*d{b!$|Gl?6OA-rdSMh)<2pAj0_c66 za?@;>;ft3c=9mUt4k!!~~C=fja%(Pg~!<81LJ0nh!S>1wTGVvBpUh^U( z)55mz$HgE?ecfZ2KODz*=TDYzuNzk&Ap9If0E{+pn@u)+YKo$+2nqNw`S`b#lUCuG03Y0t3j zq`4|*iNsc!oT1vFJ}C$EXeDzdXfOSxbul;GgJ-WX3J{1VX>3Ab(^;JfV^TSteW$R

UBf%*_OFO>4wt0|155+Skv29zF~fIfVlrtU zzcC`d6$&PdSjW-dF~#@b{I$R64*U=_>eeLi_OWb&&Xk-om;pdeOvZb(ITl17a*Lnc zJsR=aHK?n3zV*>aiug|1-tkZB{CW=`-bxOuw=;(>!!L~E)~`*{vTqv7`$~U&#SfNn z9>x2;__=z+_BU%O@51ezKXLt-l;sZsm}8?{obL#tWUycHT(mL5{U+hjl;5a$p_Z82 zPh%F1y^ta5Vp$4u+fNi>`#P@%dp->*$(sy1&&zCiiFIEMRVDj_ReyGwE@}Q@$zP(e zQp#X>+qnAkMz1J9_B1t z7*Ck6?y~&!0B8LxC6c#Nid*f2*0nD_{)QK$q{lMIdihhmV4L;}BAM^T(TdG3Z+7uF zTbk)xmtd91DJ*QIczt2jw#a2`m&y9wfb22q>CH^CS00I8CS&Kd#rW`RNtpOvQRdac z9@ZP-t9>u~Htr`TR}v87g67qAYv4$mjN&KNeepgPIjSSeEOgSR3SOWRV&x}UN8|&* z=N!B85-6eo$W>ah;z3?q$1JhI!Qf-$(fPxRJ1&_y5(^CJCYYDB@kJyCf-9ZC&lK8f z4PLu};eh4dZh0)@jyvl6jkQO7!Ix~~-th;{ab8n-UL+!WByF6|hlt+M_Qo1F#)vp; zrq~Dv1~Ao202k_LYZwt>mc4?*bVUF?)m_!dA%B7W;cN|lpuQ6O?&CeTl4CV#rF@%5 zf+Wh1jCVPhC_OWW0SG0mBtKrxzI{I5igc~$-I-T3N@SO4D#S{o)_CWJUEOhm>&(js zzQ)qV3FmAPV~&KP+s{nP;dasEqTpk#n(H`?)eMNaoGpXDcHkL@Y_v<@jXH7bvbFg$ zg6xK{a=O4vE2jSI4P1dvgq=0cmkf62P+K{~g;>Z=P!hzb?f#ofUYIz?(^rv6d)9sp z1zF#OBV5dWz)_}mnI|0<)^oZC%_5-}%AM3MO9U&wm87#1_(8Sk1^_NAZDm`s>;eUE>8v`6ry9?nG; z33U8jVk=)el)Bc12AwKDHC0^jA8w-lxI@K0(;D1(}8Gks&J9f z{+G|k4yTw6Zu*$j?-g4}D(1iYW*$_OJV2n;vgQ^#5ygw8jcyuQga7|DyLZ`B~s>_qt zg_~t4NvZwg7f|Lhmuzjdmn#r80|%d+Y6PwNw-0FEZ)m1X=>=XH9lW18L*&vOP05~5 zJ87EA67K(kB?+}PI3W=@?Syj8NtqNwafE#=b{lPYQ z^)!+a>{e36K;oHM-@h1)#P+dl;`^i=a1eBH>Vz=xZ!U4)7N8 z1!twP;qDg6y-yKi<@cHp6L8AYKcL~bS|JCVUY(azJofB-*rdb_^(M5YSiram6 z!~w*Szx1%_y-nS;;paoWU4ms&)VII%IphusDUl(qKW(W5yct+E*4w0?aeGIZxAOq5 zEIDr22f(uwIH(oCMENKT2$S&E>5>#0+F6@QBDeS~V2@|wo%OzxkrwHG1{CLgK92cv zjKf9UpHck*UgHGl-K` zmFFpV(6$TSFONq04ew1!B{Rve4Za$Ie#YF)*nbp6)M_-V)~*`lpuAgI zf8BIw!W&Qr%*6$K_ZWznXX-jd^tW6TeFv{+Rk>F~>iia|$rLq?c?2`{W zCoq2b_2f>n=E*fU+CAG#OsBF+f;BfQ=pk<%yceH8X1-9d^(BdUMKh+`ma{Nynlw-rzv& zI{qPv0N0gNeQyGdb0~EqB;qrci{?8>TV@gKCnc9X_mGX>+Q(JQ2Oqm?ydmzD8eXGk zr8j=>*tXJrP8B_#OGMsU*}GL@v(mS^e@3~w1#}5Qx7tQyF#`H}f2LNg7!?;hITtgZ z5^K9%Lap?Z1=5s#5DU1!Gi&TVsjg}J1|(}A+`(UlnB6g9 z@NZW!C!H(ZDV^9MZa7bHHG_`sE+@=xa1UkM5~)J#2`xR3s#9I!z8YqH{vI!qTvHh+GbDuq1GaAJxQ>kB2hauRT{1G*KeAQqdNwq#1boB*v@N zYt7YG!^If@!+b~7h^uK-Oq$Izu-KZ?8f1H%qXCY_lKC+gYnsd1 z@J60;cU0T!c$=|>raDH~=wJvq7IO5=_$IUxC2)q5ksV8|qfCrN*iVA(ZP696Bs@)& zC;0j`Wmk6g3Y#ouYFmUP{Kx5YdnNaS192HiZCkc&h8zv%7sN8Qa*-Ol+!#k#!h~JT z)4K0jF`TX!`|o^r@?~Sy;Q4g^bv02Dti%jLVve_jyv5?#nKQvf-kkCV{ zQl4x|*agKk#a^an-#@vXL0p#kB5n{aA7fuohQQY=Q0?I^LHEO#11X*1uTv6N6y)d_ z=mALF2%J0$mABTUDtFd)U*(PCPl>!J?rj#dVP`c?nlCBuaK8P_yYm~!JVfLTMflmA+tjY15}BAYfv^@18b&m#;0|?8MhPYO zza*rD;t=$)sd)aRAIExTKD7veq0IJK!T^yy;f7X*K*Q6&KJ2hwemUVne(x|bW>Rt| zhdlqry_NPs?^d3*riU8Ik)aG~-nx{hrj4sU#ax)$Vz@!A{jB;gC5LSqHD`Ewt|E@| zK3hh1Wqz6!>tafML^CXnlRHF)qMEWppX~N@T%vW{)^_8%0qL(FI?{j9COr+W8e3I* zLo@OxLduA!E5O6{OdtmW-$bahvmo+on^)8bR8*9rB+-mE^$W z(>*EyvCPp}xitoU&&RVeStR00L&s`AhC@MKgyhPU4oLZmPnsDBc@D-7yH%y* z>35nvC3&6A@;*U$4E{zpbLHhh3Qn)2qUt$AI~IB>j67ZyOa#^&7=ipc758uz=_kJy zR@CTzp1AyHU~GAgHtacLt4_qlmCex}W(h-%+1Ub$n%z+wgSMqZPbnUFkpyg}yJ$jI zg)^$B&+8ZId#Xf6lP+P#QU9pZqO3^!K0%u?OHjm8idga7r$&X(MJvL@Ni=Wj%JN=! zZC(JmCM@~wp;~U+R$aVjV3XW1d?5uZ=logVz8_%Hw~sx~hrMO~C56)(Pant((hysq zHN5i%wn%8~E;kxq|I^BWzCdXPM&grw&8QUhN|{p96icefHxiC&$6FNdj{&uP#FJzD zPSGtHMq#5yO`j9LHe{34y>&~xTA?NcTfN?*t?Im!ICG3|a2o#*vDo|p#44^#FBLjI z=ixBRbw+#8#|p*Xx9rlzsq|*(3n>4HS42I#(>JRjq54_7dXrEaCvA!(oKtsgg}XLf zIp_n#X|01%s=?%<2iz{}!HYfxqREw@m9)bmg!r50t$uN&Dyk6@PGyoioOJ&qo z9kbzKcVDtSuBg0hQU(*R{5*GziM-mCf-qMmPyy_j0=c05$!2!e1=1h%ok~s~)1T8k zUiY#DC@aO{l-&nNH`kpl{t>Re?bt9lQ0)0Tz@+YM+Z9)#`Q*BLAo2qTB|^2M5c|u5 zKP{Y{g+dLl`C~?HOQD?XtLNj0pPq0dqej-*cvcoJ$=UJ>W z`_!Mni{6aWu`Bdq_m=RAc!4w~L)k7h^=(0*4u-s<6^i$Yd%%heFK_VznYdFLw!YlRoGq1G@TwhdWl*Tjp}yNa9u(-O@a`WHR9skF~s9@R{B`+LgVz!EaAEUq3{*f z_hAF|UoLht(cfhP`eGY5(A75(ypRN8?KU z>|z<^A`dFTZBNK)<1wlOBWuy#+LJ#_6xlHt;~|y|R3tj%!pAo7)0*2#&v*BntPQO1 zH*>h&Z9kI0z2tsJDJCf$X0KFx0_82d5zHkQ&N~hVC4MVRUDSz7E;`J69a*X>AI0Ma z?fucm%^YPQIXpz6(8md381@{fw073lBr*3Og^>g@6P(!|=+n(Px+i3X<&k^Hq-D_d z{-Y^cq%RHuQ^ofv(Du)2zy5*q%%6y^v16gTO3!v)IK1;!=-P+co?6Z2Zlm6B%G8&I zGsk;tSz(^DPIr`QwFc>R~9 ztz*&<(avKNq4utl2spJ#-Lv;BQ4Tiik{j11Lg3SV|6m~d*AxGvZ_g|F_^M@s2w}oo zo=0+fct?x^@lLQ*L4`~?x|N~F+1*BnAUp|>p-JwsLtT+g(-UCd0cqI`Fy6y9GvX4+ zN?L>07eJ>uo#jT1H71Sus{D6b%-RoibiK!?c&?g}Ep4aq?Q3G!CKx@CAH!&a^f?+K z8p~fQuYKI5G~f+Eg{&K0uAwk2%eOG}go(=p1WSAR5mD)qW;HK;{Ev6Sam4kzbT%&) z>;9fU4RkCt`E!yh@P#D?_S7)XUiGLR?O7_YnTfj;=q(=7aW=BoiSS+y9Qm>WEVSgq zn0gey@y<}T{wYX>%+`r(Pd+_Wcls#+dBa1DZ1&&19wse+R-}CIb$C>U^2!2KzsY#| zTIgwg`mKZ4lIqoC2mdzMqbpP7-b|*)kCcXl9;uBF3L)=Tr&^Jq6`9>Mb|1(EN2DOP<}l&>WJ~T`1$}lc90@JKbGM6GnaO2(USW zytGG$kp5PJFq2V0f?C7!Kg?UGDDXJ?PDu#)_omS9kD)6w$)i$sko%VcFxZO!xa|8I z)YcXdFxfKdCL$K;mg!GjRLcI<-LIuG{iBwi=Zo7VV#n@xd@_lL6WLblOB=TongMl3 zll00-C^MxTx3v8d#&NZmKkZ#h@G)1!{#SbQiri{6N{+zh;P2<+NI~FvSKWt#4<{|? zXAv(->y>T$M$d&6h(%OhgcjTBs+0Fwk7WgJ*?B4^PBkd6|I;NJ_=uDp@b-ozRH?tk zZXycG{(Ls#8H}J}P>`>ktaVQlXmEb7dAQmHz+k}JhlTOFYKW@+io!0 zzb0)>hiq5z)=Y*DG;gG$hni~t4g$Ktl%cQTWWMV+Rp#f@@ANaX*H5~G9AU7W1;)D> zlIY4tgAZ-kqYqd2Fo?002_u))#QWPDUj)8sc*upF5V%hDVzb&etfx#L z%FBA2b7Vi1sN2!4KJuz4^+ga!zd{6RUyJ2O-4eN9`1G|l6^Q($Qj?6rwJiYsn$Mn{=v2bdzI5cI=agKs?rwQzYsy{N5kh`n`IPUtLS^4FnPxjC zUS|l~G}X?poLmDZ&Y_d6{uDX&GaOw_#L83$*72rnElJjOig94J>#ut9ZIG(I4@(^M zFMEasOR`2)Yr}~N_p$l=zJ46OKNRM9r){K=HMSsELygZgegCtcvaF%M)TxHSU&X3b z8A@pUXXVg>1!)0gH?2*6s&qN6n|?<68+?5B*F;5>xe}-%DdF`jW;r>Tq74~^UOn3< z)*dA&lxJzhB3llmGrPZid^9r_gtZWmIF75%N-IK*+7tZxx6VL%HetgrpwdPMp^Do% zC4ip|5AUie{KXx(D_}K3zDk{#nZg%hgVOhF`!zOLJ>=K-Po=8p%*P7F-P12!F*K6Q zul5|4X7Bf^q+sG(vMKAXt(P6~KizpoHTWcyPt1+K$ufy1UUMbOSgtD^B#BLna+{zt z|44G6k*BIZuN-f`s5BNQA1|)EYl`kvUF?qB1LCo;^_AFv-OdW>nm-~+zDbNZfO0P~ zp@KOQa3%Tg!XDkt<;aDkSUSK)Z5`hhZqTnCa^Z-SK1m0wI=q=G=X?wKE;)C0*Zf*6 z&Jhqmp!L3fgqwS`4JNsKTcrU`k-TzD^05;M;yrS4c3wGcS$;n|0c~^`iSqkIuDFdA z`7)wo;oud%!b|@L$<(=VGwY_~^+FTtJymF|qN8EtIiVtd%@RuUj7)N{u|a zd-XBNa~9k9bh7kd78-LSeLUgE3N*mW+1YJi4e?eNAncjw&2kP90HpP6yg`otEoQ&RC7}vFo`GU{3k2E060Wbda<14|hBB{IXG~>Q%(KN}< z9m|KVwF?#`iPZwH^`@S;efq4zd9fc55AFW7vd3RA9>8T)Cf9ku?t&{KqHSvP4nyzn~U?7SaQ7C^&SV zK4GXP^*i3iy>KMxtYoRnz}gc9ewWvjegI=7ZF@ZhYI~lcpINLJ^Xj=Dxq{qTICJ;+ z?t+s8ZwB0OXL!Cc5sH@1L65{Va8-G+J>YSr0hT4X{4YA!yV;=IA*LW|#N~;e8)~$1 zytwPUJCA|>6_Tv_v72kU73CZmj%g{}$35XThu+_ZQE!`XX)w2QMs4#1p-#`(QRJ7p z<)xLVNkR9Nllg{V@VnAlpj0JBcR{uOw;5#^k?dGWCi47>8r9x+dFS%_;H%h1(htD{ z(ISPpN7d5HUbUI%h`NdvV#6Sr?DxeS{@?e1U3u`rs=2ecZW_JCeu!xzzqg$`FQ<|G zXnkitI7@a>xoav7yCJ$c!WVmXMHGg8XYyx`{O9=7?4E{6$0oHs)gaSEdTapxkV6rc z;ICxYp>US$R#W`%lI4|q7q|fk^ycNh-$?DD*I?81F$`V;0sql;xI$fJa1<5IdAGj( zP7ib5Tfhr1^vt^IYz|as`}xVMS@(dD<&B^MvJ+xX5S#%WZ4u&GvyXC`>OwWl{k|l2 zALO$X6ojErLyqUn0XQzwioZStjwb7jO7~%Z+5;=I<7j!iPuK3%zZOsVxjf+XLdj)v z%NqTjm(Zw7qk1zBHKy~(;^||G?q@$M{ zk`nfJ6c8wAFX~;AnDCCVVSsEZ66IcLx#H!oZgvVeB*e zm`i3-mM1xGP^hJmlyr-4WSMt-#{!my+mufeY5Tzvos^Q*qun8cr{N5aPVS)ucTS*f zC4oo~(}6#&ljh!V8JE=G^QMl!c}tGtb#?(I`^;hD>eB{Ff4t$VtLMTEc^3sbu6}+o zaeEH7pY*dq(Z$dD+=XaHrABM_V2P;tNn&HCH!0qg>(@)oETx1-W|f2~m5&vw-`uSo z$lz}0KZ_V9mwANExD*1-bsIkb6hj8EY#A)ewBo__Jd;XcCJ1?#2K`2oN@2rDbuDA* zrk>3iyfua#r$#VxypCs9gL%2=Ah~?m3eM&%sUkX89tZ_h%G=UM^RJw20rfEu{lDISJ(YlfNBoTTB-h z|4hKr$0NemE1o*`727Oeyznc8^@6nL`j5r-L-1%aSZ$SBotZ1->bpgN#s}UY7>hp{ z6P`m#3XRgjiRN41R!;8)9!6thb105?O@x8~vn3r4uaBgsw(FM9Q8)cROo2Pk+K~N^ zYfLMq%2OgP$d_hFIdz=&bMCw$|G27v8pNf3P_SZsmrt)%<)3YyRaBmpMGZZsZ`d zMOK22HY-iOHkcXKMkcTS3=)5#(XXgx@SBW`@XY50t%vu8TfF;r02KYg?wf_`*!1jG zPeRPZm&H#;NR_{@1v)S5<+aG7>zS+Cudh!1t);R#d=mburAcNRKHsuB4b_93d1XG) zWPPhJU7N!Y&GLlUP+@KlwdJsRvdQm#)7*HM@)&4)?qA=3*T}b$PCeFkgne6ry(b(v z#cJwhYt$vm_0XkR@Pfi6BhxcyV*CikCA&3mr!_69aD6=^Se~46F*&ir#3PqNXHo~p z(R0y^DNCeqT5=e?>5P2h`*{zRzMYkWwhzuY35|c4nV&5McXO(m>Ir~&!ktaXqN{(e z$^yNOZ6dl7*xtP~N-OHp7IstB7G1r!QcLlCthdO&6m8C6!$8^o{5>mU+XbhyX#f=m z2g#v?JX?77?WX41UN(l_8_mmaeBe5DuAf~F4p-1~Py(fGzoXs;9RT}G`gZIia`)W) zyrMc#t~~7(aqTVLU>svW;1qU+LI%M(Agm!2H|i{Qj%+)cblG6CPkzeZUUjv7fw6a! zdT;bajx-q8`B}q3X6*-6UZu!`(1U!g#gGFMsWuEa0$Wl?2;l7O-PF|7WB=_7u!rT9 zQQj9Dt`Ylxg1)8+Iyoot)K6V6r8jPUETRbgCt)L)J%t7J4AtH!d?A_G*omg~e?F_9 zD=i&nRy9#>m?7(iZ=<;=-&#{~#LLTD-R{HG3Q1{dZsSBpm>$m#SFPXYAC1;TWs@ULYw(9&|p)B|F|A1J0M{+G3k+a_4dxP z7D4M}!SCKUapT+=tT&1>I4j8cK6RbU>0HhgUy_3X%QbO1Y;3@8TJ^zpK0)z&aYR!7 zm;5}^C$?>(91ftS4m2PIjbh94>e5(E=UE#HJ-3dqo-xcK;(+#s9&A$aGMVHAc;d(^ z3GD>3aJC$fCi3#K(17!L6YuA4j@Fs3p2IXXRx=|Y5z(N1|F-)j)Vd&MRd#I@)&6M@ z|8bJ-oq76R&Oe^pO5?HFBY6zFRvg$yE-naWr^t$R?sXq4)#k06;xfzM zvPH3m*%^7_((;W4R$ksfCSG<1FY*Dm=d~l}BiFWV`(y=IP5xThj+xM;(iu8g$C z!RsHTE+-qSo#>Yd^=z?^Mm)w=52rNqrKPbd9Sd&{0$kR#w_Pbh(LGe8$ zIMey981O<0ifz%@Vy4{H-T!f!q)+vH`N;8?-Jop=;vjqkUfulK-BlJs z-aK*%+DZ34jn{L#-w0DR3G;mQs)(0hrr_bT-n+^}k*a`tGCL<6R=8eYMKXuk(MxZ7!4fO8#gOi;O_ zFTZ|BMh1tPqFhm%@QIGQ-zO@>I2tfbw~Ia#sjHDG{VKTc<#kXX`l0dvuN8c?{brlV z#DW4>tD9FDBjiMcXn63B(yD_X;8)sO^@;^(`bm@c?#JoJxAOZb8 z6(JiN%yV-Uhq2Bej3xl-ROL+W%O@tjWF8a@gsyDu5-yEWOAwDAP^WK)fhSCiR|6h; zHVW^JNnLWBI^#hepyqSJ(U$(}Gh9vCbD>H`la&JqS&m6!GL}A`q%(+oS$MAF4s3>r z7_&$M!0SK)%2fqE_aADzr!-}89!&0jn;&fvM%HI0WKXbLl5TncV%7i8Jqh;uoS)RI@=X`u54=#uY6L#RE(%85-B4abN{9{tl z#6v5J5$2BIJEx{v;n2`VUJP+cN}}t8P}6B&GL-X3Jz^j|V&gWZb^C@Cjp%?hA_9qm zY}8y$zmhPP_S{gn#=o9s)T>$=Btiv{cAk`&bqAPT1KPyu)>bHKyrnDoc#qFz@1^d~ zh|C7s;meU1I8Wz)(RhW+*N@y=yNe`kJ7@otn)W6eeJWGgRMIKQ1PSY%Fg$hOCRkYL zbGq}8CgtJTGi=HJ>2sF3{8#ZK!&r!KgFh_S9X70s3Hl;;@!f+j{_oYP;nT5v_OSB-Ut7NeFW-=r)^5iwb&Rk>~<;nH;jvaK`=TL%r?7M z|ILW=Mx_)rd?x*a%G15V(r4%kmkZFuNPrdj?$L@Y=6TaFoFN9Zy`j{ z0-9?ZUy>*Sm~At-80~J#ma2TPk%oOaV6RyNNqi^z+fuwX=15zdXCuj_G$e`pUyE%f ztv*3n$m~@F!@h5nj7+K;#+8wOd3gg%ZoztyYfAh~X=c|gt&NxH140PQA+oL~`HwlP z;%7xwr?}<}KiNK8HTJw`oqyQAe>XqhXjdnj$@=!1IF{z~FB7uuR+ev)a(xzZiSW+5 zmwg1Y7E$cJ#exUA^1 z(=)$qfbT^!2Ei2{zRcjTP5#h+hgQe@{L5xJ*yX zV6BZ$E{p!tt{G~?{i5DDTLD@JoaeXJFKW9WH06&ZR)psUoMJg&lV-ll@R6f?=N-%e z73eB64{(c$lfCm`j^(lN`TkVBZEz>kBO^0&b#3(K!D4(jp08t0B^9V829U?yJ0Gw{ zDORJoBBx!1pSjU-Cxy5ytvUfsoY!}V^5v=$UZ5DUSrz`-PEquJhe-||L*3VNKoz-8PX^jV>YZT`pd&%%CweWOQSt}m>D^BG6uKjt%1${`e8 zfPHbKE}h39usP4x(J{+tpfKZ0{k8UQ4*bSw+YE(?g|zLjDjFFPrihi3RW7KuTeuXX ze(Phn+%s0C1q3?KX|F<=CoYKKsfw57xggay4M(6%BEHPWvBPx$-ioC9IiBsqjbw@k z(yIOObwfQ$?6@m+n)s3B^cdf_N?$dChO&2t#IiA>4_YQBmqSD8>x-flV7H0nG^Gf0 zp^FTzu0Nc(=HUw`%a)D5e?#8>+EMCI>J<0>PZ5SQc=vHI(7mPM%@GUh8P30=7Bb|T zB=A5jBwP=3W|RcGkh%yxkYTn9IpZ$;JiF^4vWo{cS=1>3nJCXR&Iawf`yNk@IEy`%@~%DV8>?HY5So;GlNOct21OCT)Eq&Y?L5SW$oXcuHL~vzU6XG4?ER;e5{R_v)`A{u+cesW{EnW_d{p zK6i|n>Yb8wz^&P?c`E$$mT}KUjJyZGLvnDJUanqSc@k$ZQtxLAYb$F>59@)fP@j_T6+ z+oOY(9a&vkkt-Y_3^`5H9|@o(3rYcosPQ9d6FWp%#B39jlS$rFEgX=t5VKR_6G2=u zoO}e&q`^*_o_#-*yxiZ3K`Ixh@>wE7XGN*~K{+UVW{_c{!h#U=5jf%i<6!V(<^mQ^ z&ML#Ops!HYp}5Yl_{R!tE~m8M-xsXH(v~*6ofzT8pu?;shm&J?fMFa3QMBS`6YIKN zj1m0vrQnJ<)<=e5WMVxFbC{u+q?N($C;j7+@~O}` znn@aV9=%uBQoxF5Odn+c8A5S?JbvM_^lcYJ66m<{K8eCpR6ExMz@MY;_1N+aLqsXD=H~{(@e#Y!%j#a!yB^f&2#g8ki_lRl6u}FutYnD##-Uv-4vMwv+J{} z^|P4Pqxf1MVcfoS(iE4rc)pOW+RLf25Q3%6dZ)UtpDu0}Gq=393@A55!cJhU=#-L% ze`J|;*e2Qr+m;k#&C;O93p9yOZnCaV6$OVIH<@1yT5wy7o3#buIm#e%&%3W`1tJ@1Xe;9Gi`QuOq!aF) zr(wo~6%7@0#ybU1pXAc^KIjYu#DDUOH1ksFc%OMqfdK++6ETWV>o=k={O0`IvCLN! zmL)IizQ6iHa{#HNd5$f=PzSOIh1Lq6sd|#NM#> z0f*pCc^;hAaE^tae;cHdMw0Q=M-n)>gBW*ZHIwwl9Nz$E>|M*pewNZi!**LuP0cyD zwhBKkF~U2MNI{0@$t-EW5D)V)lE-g=m;PJKl6i4@0WZg&9UH8x+2!`2M zu?FxWnq!Red&R%?YXe6CFd5K_ZkxRGLk+fg z{|Gc2t`YdS->8y(Th22j29A)f0<*nm3;gp^wrW`Qre9_~V23^0*J;}yIZ<#LNwaFA z@#DKsr^??2FHfoOHyR;KQE^Wiy(*$xG7FxVs*`jqXB*615NBr?3yYt7{_6M}C^YMw z(X@l!z2Q5La#If}Nv|=}J6$dC3CJ+{!#dSc^;MMZP*^}xq!3rtE>)og%Y&vQW^0j3 ze*n2}T;s5n46IoG``)K`-qp@w$h>l|s;=9%mE(h(IFz-4Gy-6&=Zk{KLJ^l0h`v)) z2w9#c>b=&bsq68Dbl^IdS#Jtv+v8u^ViK>ZZgf%VY;M@m%GIDE-QS|Ze zj3I$5ab0*S`t><_Yp>}v#D&5;@mJ|jn_`WE)Gi483+)%x& z<3vAtc>i2Wc3 zllHH(6zB1jD-axmczD;XR5eF!-yFb-bqAgnH<}VEgcJ>0yr{sP5!xqFhTHfQN33#x z%ATo2JER#nPJYr}r`-$h>&cUT^`L#)k|~-+dV!?Z%mdO|KRBro2JqI3bbrx4SF{-t zHW$pwr5lGrjOuOEfkCozeffLd4@O29OH?rzt;^~HtWgUunkCPR)S|JM^BEyUmx78; zjlEP0&0EVdfScT&lu+MWO@UXAx?JhqS}WIEKr-IL^${X|B~MXNeXJcBTt!6wIW;ve zwr8f(W88O(_!2vJr>sDB)28JR}}i#XniNBQuV zHqK=CZ!h}6yg!8Ieara4K{R~bW=9R2^5)j~ zr$DnKnCE-!^KX=^VccRrxrzQk)NK;H_|l`~-a@7xB&u~C_ssq8h+hLDx}fx(4#nSf z$@Bz09t~*mbJB&tu)wVU2me3-znH>26$(UPXe^>cLPQ%PqIbzjpyeLyx^CPCRJCj$ zn2p{La&%Uu@R6J~3;l~gAZcsN=p2H#1d}_jxcl5Q_~qaF8~Er?{e(q7Ijet(irv)> zUis>`@VVdn1HAd_>yQxP6ln%t($X)Pyz_Nkj_>R!%9k8qb3r=qC(C!7Oun;po_y`G z#ptB3SQ5GQ&rA36PR#qQ{GUVTxNTN*udjqo93Jz2>YapoK4zW>w)$)8uB=a9I)Cl( zuKWFYUCo^c^S|F##yPh+Me++?JM3#)B7b*2%fB=RFF8i$b)<^2%y6EYW?rY$`dQvX z{?K>p`mW1-Xi}keG()iWz5Vj+J0x;HciVHg4M`JA+1c5)D{P0D9Lb|XFYhui$-rNa z6JuK+9nZ_x9RJ@V0_br)0D=1a=%7G*7OwKCcpq%6hWV@TO&>JH!yNZdZ1Hn+>|Y$IuHlCo4$lq=D^rhpz81>~@GT!Yj}=HUsXx zN1kgQ`T?%Bt+ck=Eu3pGL<=Kqo5t34i_M}zZJqD+%?++@9>K3yknIi)1PC#0n`J$4 z&;c>nzU#T;9R>^0&-Lnj1MkKpY<0ptudX~B6Z-Ymb#5{^0o5RvHESiv>p^KLgM1dA z_1eCA@Le(hCAT9?jg~S1$CwOq;NtSa*4hJ5jff$KLQe*GM4cEQW^B1pJfT)$ z_Ur<5*^qQn42Zdrm5tw8*v`LS>ZirdLBX>S!Gmi=v z70%i285&U{3-UhaxgC|+>7;n)i5&AY$YMMHFNPEbom%%~CS1}rEi_}S7aha<^RtU} zo2}b4Dx)0PfGiIJqS-)1F)~$Q&s1`MBdN?*K#O1+`=%VxRJIgSfq0J_r`T!4S_MrI zM1-=Ffr))B<+bh5yg4nhfu9!U#9&LQtS)m~&gIg*waQVWeEsk1%{gr_uqOOpZQO}hu6OPEyT+$R_T19A8ac^Z=t30zOr_J)*^lG z(5#PNde^3HHQ#@JOv@s2nW^x9T$YZl?`28on0IE3q?tz-)O}%H{@f?!cd$-6Tlcq1 z*PfqqDFPt>eNSvBhfg{JKpJDK{x^TO-uQy&hOl9;r;V^nLPJuEU=fcT6Q+8 z=XrfC)x(^<@pX2L$ny7=+FU6&klxLO@p;x>Z*@ihd-qX~D-+Rw%lYPYyku7_-Bayc z8=t9--!^NVzMHOjb$yLp=*^jECmzMN$fRH1E01_&gHG%3-GYcBxQJa;4D!y$lfPIf z(BGx}pZEooKi6q~jwGgx^B92h%9pZ3r#UcF?9H6;YKba7=+FwZFvLd4DW zjm@5CQ7?kkdX4MrYpB}n>o5#x+qTR+wrx{pQnDa)&SSnOc-QT4bF+hUf}5KyVhr%U zF$X|nv-dYQH;7TOS+B8LuOTvu8gULoKiJ?J$E@Vyyk%Ps0bSSGOnRDW3~|8q%@(h` z@=6&%%>iL`xb~JLuMdOm?Hv`v)fTIeW((EU@#l4>s65PBA#@w)+&%oz$x-vEhPBtfK zS1pFiD_e)H5fb+Y$ojwK+Y|Au%g2d8_HBdmx4i#)7RklX0suKMlOi&?r~LO~Y*d3~ zT~ABptLwJjPB3Tccg`}#n>wklm+l>7+ZcwS64c|YL^k>?NsN6r&%EAdu-D}+Z43J| zK1;@Q5%*CM-Dr3g15%Ramh7;JrQa#nOu{7}ssdzNHpx~5gs!rO-!pc>Jn zXr7#KZGLarIi@p*L{$@JWL3|(ZVNUeEhRcBLTo?yBnqKG)3_2=E+WZ6k?JsqK&RzI zLl`Fg!qgd-qgd?HIf-OU^<{mnRd}^4d|HxVKZ~I3o*>Q=v(@CgQ?*d|Xw13Ai`T{2w_3eKgg6vue;#98jzE}~ zE7{sX74^1k*^WGPubJQ?28{@!Xu&D;V}k0c|PEJk`L%_pFk1Vu3300qFj<2t; z_l)f@3{?nFGJ13r__bJU+qTRC_kE8L0#>UP)~glT)v81Tu0qCO35_HIT^KM7fa`lSO`DQzVGQTZMpo)j zv$q|<-e8%H==pYL@Z&w?`X2>!gE9Pbd~Q~V>6*Rbh^d4?j%3Ipu|CI=n41rpb+~s9 z5w8ul7$e%I!7$j)0oOM-==%YAcFUz%u=zEX46fREI%HVdEbM{vWbulHfw=zv1;e2> z?rK9v(pFIU_}T$df4{zmMZ*dxZMho$bFoX=fFyFN@7uEqr5ZI&qKXLANs4}5u4C0P zoO!SP=(N1^`d(T$sjzI{n(9VeGCZQ?KW{Ld#hMsLl2p9rS=uU!!X`kIXh-?Jg}9^4 zn8#@MK7?Qb7E@z(681R@EiO(baR?eG?`L@;nv;0B5*ZX!OVm*gC9ik25eLLL?6ukY zoLZH0Y-jn|*X2ifcf>hMV!4+k$ON>=^t&SF%z*4a&-(dg@@#XA5zx``rCNpG+r_GH zE`$ur_=;lU44&LxSLzW=(DP3{?k_dKMkY zfi;$?p8eV);C&zcQT)c={Ofq(M?PpX=II{1IK=H1-~7U#;7fn-N4WROYmlI5lG9?4 zoJ%9+)5!H>7u^dP&(~h+-~P)HOrPBBuQEDN4~fCs`uVxwe5XFG{=61d^`-aP-GUfB z#MmcH@B7d>0h9=u+v?iPv|1#R14)%p}gCB@El&ZS6J9UYr#lFRB!5ivTroE+Z1ZX(bDOO6R( z)t=*Pc;n!GlfQT<(BGwqx0f;uW<-Q&+dGuMi>+79A-$GeJcr%dOK#!UqquC_b`KHp$y>>SLcN*>sgfNuj%M9|Y6OJL`X1Gb^9oIJ7;29Av zFR|HdEJ+)zJa6B-SHgh-a})?H*_8JVH`h0~c=V`badyt5^&SCctPWk51g!~=rfHyq zgBL}(yham(tyfQ5DiuQ;Hb7Vs*fax|EjiWXQ68fRYB61}LC^J78<*xNF=Ilc5}N7! zifUktW~>fjOw8w;Efs){+sowo${GJ_11%e&cKV3C4P3UB>e>4Iy^scRjS1Vl9R6CWFHS7s_)8NhnFGEKP~kBI<-w`Haa(G6k4I ze6@rej}LZgKq1X&0o9CkZ2)Q7Vi1CQ);@n`2I9o@L=I{jkdn!i(b_?ZQDB)~p(&A- zSj0dX+^anUOWk@8pCqT%&uBRL6q1@}J?m$bGRA4m6aspNPx0_ z-`eWFK*^0Fs%3f)YFjdT1$Rv~fv##A=#`(x;;qnH4 zu!NxwlD19DQA|GFmDmm&)kDmEvh@X1VKEmN^;lVp>iJsRNuAWsta37zXRshz_Lz32 zd*8iHIM1EA2d}M5SJ*$-{JS;vQZ375znmmYWO}YTT4{dn+JQZOHs)-|jk`o^RF3SL zx~^&wp2yL7z1Tk)Ba8C)({;6amUBT~TvE9$4!MtEN>$*R7$rh?N3jx>npJ->DIq~?&z+;PS9 z9q}IGJruTPRFk09>ey`f#k9p&goO-kZ#uN=b=lG=##pveD%Tz?#Js!e5Tk9)c5-rp zCcQe&)uE=qYSr5HTmvs29v*OlF7yapkKxJ^#7Qb&3G+@rdnZ^mjd`w9SgI3;CF4h{ zas!wQ1ev^sT?CWlagqc~$)FrZ5haqsZ6O#sOJJ9y3;=svTOI8#`_qd$%$h1kev~EwiigQ4k*&h zKdQDNStOdcE9+N*(NQ9K_Ajm9PRl_e;#9Om+h)+EtYexS0WOIbt;=1;TPgpa-;X@& zoy!r`93#$45o{VwklEx-7G>3pIRrhDQvuQW?w5!j{iC=WK1Urai#b%2xV@S5Th$=&oxGbyf3uNn~6b>76gp4EdeQ z?K!6T>Sog-TwTIxL&;O(Ba&!cBk(IJmSeTW%TYVTd4TZqvT1v+M+kP>GXr z=6X?h01+gH|J%zmQc-lm7;{E^ zNweCj5z#6fjd=KI5n){yuzBhnpZxT%;TL}6Q#gP638b>^*8g7`1(GV&RL7?rEAsK$bWZY zQBIG`X!nfo#F8VRo~W9(pEP0NP$EP{6epWCR{^P1zl-WLG+zAM+hxw%2#_c%E@!Fs(m@ls_}9|w*I6_2R4CVd!sgrP%= zn2sOU7z0&S_NegQO$@B1aJM?VOq{?)SCZ4zVS3qM%iqm)S+cIXrg&hB^P{Ts?RJZ{ zZK0}Iuh*k90MkJ-KhvNQG1Xyy=JoT-_uDk%zUfVJNQjt|<@)Lheb<>m;B3}9J1b&U zMj+Z6P*pgW2Qh&p)3G+Z%3zeu;L3i>A_qFoGDxM5tX=|qP&jpP7-zrBtfLbQK5c=e z3g;zdCU+$~c|H>WAUPQv`n0!rSx+2Ighy9&jkSB2@GX;-^7-1S}Ct34YLok6UnK~ zK9;2cP=tsgJoEWAmn*mR>TiPrAp#+a?a!?+(VG(MKFMp2T~-?M-p;jP;i5Vobi4+DUDosr5xN z+s4lN_xd*-quO;E%9=hxdFa)j#MwIg9HCPu2bFXlP0lpYw8KZ7)@eTkbEL#jl5$#f zk%j1M6zpQaW_^yA-uGdw)M4AJZE==w8l&65DbPBg@eXka>AiO7yWS!rLV%O}{9>wW zfl5U09Q;b~V?X`V_#6N2-^TOreF3s+Akp#`^j(MhZ@!JMeg2F1lRx|%+-`uxeUUg; zkd*bKk3-#;<~6uW%P5wPpC|3C#X)_1{_kWA!Q+*0da`{d;2{xqTlpt_;)0;cbx=pv z)i%JPYn3r6j=$%3t2k}k^!WPxhwf<wp{@j2e#TUn0JnTLb8Sd3dFAtLLKc>_!ysQHmvtD1l1NKLiU{qxu84IJGkUttg!*o`!)~|3 zX0t)tw&fgWXJ@u%JwJ&(jP)=K z#nE7isI-W)BVG7O3TO5Kab{fhoAT(_!nC=TPi}dM$AM7LuLr5Yg8J}uO z*g|-d@=RhYMup1gSdmm0TIzXpMj%exQHd!KAZHcxE@e)yCxiqjrkWtF6$e~i-;C_| z0Fa*d7^Z2WzBVMHnh>>TqX6RM?`1Y1)w=?4IVuARggonzX5>{6q7=azBM_?fd1Y1u z7Qj5Hm`G1$lVG1^k3$wXb^jJZ)qZmQRej?j!%bk@RIb|%bTGpy@7NH7wTWWHg@C3> z?J!4Mq>$+R9PRPe{i0n(bCuQQkeS$0K;VkgrarEg>``<5j%~g^M}FS9Eagu_5=g;n zT4PE~Ck_xTzfao3)ON&R9Tx%=eF#7t;8XLE0JxZTWDwwVbq47Jx;~(nF$t;pDPl5u z6@xl7;?j1SKnR`vEk=0B5kd+L0nQ7&2+#=L_ah&`Z~nJ`2Os|FABSIAdu`P2@7`-~ z;2U50D!%@uKf&c&_pk~AH$8v4U5MtwY#}<{I+Y9=!QHK z?e?Ry9!q4*O!~R=@wRi#g;#m+4jhxqT#twK*j8VAoZZZkPE)Z}>;w&%yRGWu=7Kq& zyZ$W3F{&rMCB;!bzwiAJ`RUJdk)A(yPA17p$LHpXgJiKUQXL&0v)6xqueD8en^1c! zhrql%@8H0xpI7~vRG%#!Ki|dWamqRu(B)a)a$AR-F8My|_pP3=c&D<}{kd)Jn%ipa zz}6Ibm7ZnYwHK#pPL3L<*RA{8)W65jeb2ccD1w0e#Xy1nt|fN_4ox$Ptc?9! zdokw&pv^uw*T5k{oL0ugbg#*!fv66{tFu$jJ;?dr>FMdjb6R(Z^}ttz-fA@o>8{IG z59;|lSzP3@*!tAGU5k`+3)HFq^Qpu zV<=mP%#+V7dBJm8v!kPF8m!mrQvY5ZhA?1=F`Lw-o}$LI?ic_<8PrqLE%zg1LC11p z^h8ghJ%Y`AkMF^lL3I~_JSDAahM3nhYo#{p9o4+z`FdR#(8O_#Ib;k+6%nXwZ0j!o zqIs4XDJ0j{?&pMG3RDRbQ?j#|ogx+%H-v!bViDWpFrOU@HiKA=?Iq7ZZRk!+5&>M} zZ5le?M!G+Nzy~Rgo*c?vzE}*AI;_=Zj>kHl%|L3JGZ4ULIP<$AP#q>BItFtVgc#9@ zmS<}HmX*bcMWzhHfIbXxs&JZSchjszE?fR@-}j}0=1#QvyI4EVVzjLihhWQNoNC#j zVbFl60p2xfeWe-r4XizT6?k#Q3FFeb^F5O}iQOW8tM%g3WNZS_v@5~fXhTXIC!?G% z@2IN;Q*8w1{=YbR^7Bn~k?J%%8cY2EK$LPH0-3f?XXA@^0Gi}Tg>4TRhu%WfRk3oG zuivR+r9ePPejYnt?9=%h57mGnj?p`-#>06Jha^zFIZ>r)00*2u^&~$1TYm$;_^ZE! z=4_4F3d9Sv8!+q!eB-lU#Fzf~bGY~V8$chhiefuV#E77P`2E??dN%TL#CiSqI`U}V zmo8Da#oLl_)#V$%jKx{GrE5&a^86gDza4U1)dG4haORHa{I}XsTt}@eiTkB8TK%Ub zc(Z7}{P$e`e6G12QrFqs0WsahA=OCg6YG1L*TZ~VtpC;J%g4s3d%0%-l|)6|Gyl0hcBy>xW9zbMRbL_~c{t{4)@}Jy-j*#1YaN#jjN_|9^X@ZNs`C5=wj9iP zZ~dey1Zk2*)vm3#J7&la2MY9eHFbw2qe1Jkkr1naE%*3o%_PRoMZ`m#ou{6uJ~U|8 zpUnrRdDzu z+dH}Md)&Ksuk3xTAzCJPF|hyvoKoIBf;K6-_FrXg> zgf7@x<`kmqoHOG(ZS|D*L7qD_L-Vb(BX; zNdyJOp^)3F_bKzgDh8Jl8s_JX?0}IpsG88pZ7mET8J0*hgyZ#M4x4wDm!UWyq_ZSf zPOuBTy{W|jsoGacGA1(C$&hC1id2&vN;kUTC64VXrh5>v@N)!IISQ)m-I5&+*0)$2 zv1E%OWD#xRY??!TsKwZwsQ910QnSZ`SLd4V_ zrDVI$?|5z_W1$4&i&Y!y0{EC_j{uRT)XD@Do4#Q~306{&hV0^i#m9fp@lcJl=G8?c3kQXaC?2 z@Y;7?M!4GAGM8uxDx(8p>xxq%*YCv8pFO*!eyaZOcn(3|kI`pK;&kae&W(vX=R$D) z{3nlRcCM)q{lUVB=Vdzd`I0D|JASkC>yQmFKTj@iIp(0}!E71ZePy&K<`H(2vAGTd zul|<&Z)u$0UmsnUasHeSiMZ)FjLBF(uh;Axte5x6-knbs``q>_=llVl@ojD5kb|QB zeO|vyw#@uHz%(jw>ASi9YP+p&6H7vWe&2`cXI}pK&(pDBdjIoCk9j=+z|GBdaX4GT zTxZEdG4|Q0%9h`Y5K}5j5fk5);1-K*0+M}iF8=iYI>t)XIdI5vK!N_QB`0qxK7QnW zLp2W&l8&1t)R+kFBP=BbO@D*O$ozdN;Z~amI1ZU-rCTr+ZL(}%HB5?R$C+Han6~| zGodn0MI2(4urE7zR26O0AU4xyTn1HVVe_sURP)dFdv4bNyd^XP6wWos$?xU{n$7b2 zB4nH!w+lRttK#gC`u@`M$+NHJy-4eb^+41M#GH0zHohu{t#HRh$fHpj)2g-m$%CU z(!Eq-WG>iC(-Jtp?1%t>9%`ZF5$F*SyyXw@VGP%lEXq@Rv?voxE}84kHw~bQ=sbGY zVsMK0{^$qsslWCcc;N%@LvRsTHRePZ6!*XLGQRocui*24^oO{8;%+Xlh4n2yycJl3~Aej=5-98Z%4T^3Sv1_ny&Xinh9(kNcgu zfT_2?%zv*P1h)y``uKA0)YmQDha{iTe2xDh0ktQtV|{G(PU^mpn>!;G&$nO?*=M5- zHYwM{W}7$t#I_>~F>hJplM$y7+3(cq z^DlWHfvJ$6Z`-zC24KBjl_jvVi-k|0vc0x z>uQTYYf}P9gm3&f>zf2Q6t*Rr`GQx_}qEzxUqGjw`@_Xfq!Rx#|Ywwas7pX){s+U*^$6C-jL3C-o zztsrZw2Vt;t5=Yo8IUO3gQ$lfb3>&Owk_=;wrEcD;JddGgt${pjs) zXIEVmyX$K_ zc+q0IXZklFdF>y&36O7*$2!1p3iIf&MO~&bmJLYA%JO*Mhe8Le3MC zI%qMFG?uZ=Dn^pJy&m^NbqO z3`yIr#?WF-Ymd`j&Cc0uO%_cGK%9s73hcTPX^>}}YllY`Hnl-lhxZ{F0wJXBh>Bs5 z?-4*+ua-qvu7}3Aqj8loUOP9=WY_=lad}3wc8-*&fwW$H=xu9`7*g23Pc!O6y>ueY zYRfp&RSdNxHV`Z!TCWkV@zB1*`FfSs@m6aHB?(tQI#B9%P}&%PKB{HRPS46__yDBj zaoMnHnz?LDZ5@gzqq8LnY<3jm5{dj^%JyLb1Th2DHGskaL5tG`swpfV5b^1pwlp9$ zvGT0*VhEA(d6wtk1Q2rsplqd=1bHzu#`i_lL|TlNLqT)GzvN_bX$v_4;QWH=ov*Ec zAOay73~G@9B4XR`<pv0u&Yp(ciWGJr+Ygpw$r z16&r9$OcK4co?^XLxc|sk1Db!uYEKZ-Y8tem8AqROhdd;-nr3ul&b$JeU0W>a)n@k z*N8?#s;AKjVef2eG*I|l{#^C>$FMIkRJBe(okYXJ>|$*fM>91k75-;a`75?1pz zaY$q?3GMQG9#|H>Ge7S{fFF{+Gm$?3Ii@}%e^%!J$vHLZzC53E$u?QC8K(8KFaAon zJZ{N~U7c%gpEzmKO#giLH#sl_ljHM!%*$OTeVy0a-g^vS%tcb)^8v?Ay1&tRklyoI z8>#D~h~E9`Sfs9(L*l$R66&$}G1|1<=d|AI@4S<9qqb+tIf0TH9jL~KS^KUXDf8>i z@4NJ680)f5y1QS#(Scpcl-~I$f(I9u2z`X49Z-t%9|}=mh+4)v01%(@I05FYgygxO zBG^&ASN3^Y#srk*8LB`}fqryQpubCL8jrSZiorArvs$FponSJUoCVvA1Lt_o>`~6& z$$i?A0Gx}eeC|3#X&!o(zhD17cYrR1^OjksYJe-((doHrmInR#&r4-NwFY~hVcups z1*##<(xGhU1&kuS_O#oUY}57IQ}I6itdvjo2bUtWp>WQZ>y+&8l>wORzVG`YKC>{d zBM5SqdR4`4w<~M)`@TopwtJbdCo?tJe+Kz)-g^u&J2h-=_iDAmE~K^TS`D_|Wc1vC zs-J1JX?F<5_0i>-*aIr-xpS*6;v(;TT|L8G$4$z#>YQZtoMw~L_eCH+eJA-^T;m}M z^y#_QP9*>(VN4P6sXWf3I5z;B8Bc|`xs)Vc_mdjc^)Nbu=FtH88Rusfv|evK$>Y6O zw@dHvzEdqp=KPML(w^R;1F*2n1XY`yx0N&@3K2o$J=D3$eW^~{mDPs8`DJI|{NCp8 zmGjF>ZtA{lz7{7B3J>XPs{ zWZ2IITSXUBLw{>|HYecU@SeYf(~PE(;V+5uzv_c);D>U*EpLETQK{e_hK z&Y$J)%$Hl$W8IudJ*WP9>6-7v+>V%w&UqP2`Klt-*F5yhYCC1gDRWz2Wr8eD`T`Nb z!Im{^gSD-&Q9`;#5Hz5=GDG+tKBW{Cz)m@=I;1 zHvY>!B!kpB2T@x)dVO_;cynW-ZuU%<47fc}0zjaqsbM6Nwk?T3RG68+Z^$|4FvPHDe3rT@o^pGSCgzchdw18*uoh|cJCo}s zuc2PbOW@NU<$3*ZjsSt`B*b16XmX;knejcjM;+I@&EKJUT}%vTyNU6+B*V3CzmtSW zGvofYcXu8g1D)1a-5&CH=MKU8nEG5x*PDyE+YHKaTgStpyz}~7GPcY0(zDCdB68_H znxB7OzWN+XqG2vV=6%Sa`;ThT0QL9kNT$U)fVD%H1-cDlCD*{<1fg|!;m1CNPyDst zz>6Px34;SV?^43Rh__#T17G-qKg4T){vGrWFM%N-b~{V_2!S|{=uDuadVlM7x%6yq zGwL5t0E~O5PoC%OyCPT_JNGf@eQ%X{`6fbUfP{qd~+%+LCba@VF2WdS^eF46yKru zf7;(*;ur&_<9B_AaXHNLyI;4PrS~5g9TSJ{W2vl=(ZN^W-_jC`x~@=77S(00pG9W= z&K03rMS7Ows_WeL9v!kd=FH1gUn`g6w(+hmgL4i~KK&Ga>977e)+ZaRRx7K!RFBSk zH0upqis&?;V9elfjc-yk|dV7uk`JaF0;PWJZ z@lc?@OHmE5kg42}je8gaqu5SISO0Yo$!l#6%yLW;RX9Z54{^6^?R)C$PPIPw+>^Q_ znpG_vGp`TL21cG0&LK_nb?Ea>wchqE3*J2IJQ?Jw>*xDX)so#k@1v}$X^rr>uX}CU z)qBM+m9GqHu=Uq<-Q~K9*cSm=jOJ&W>$nyIb!hIqKIb#8b3>p$XMN1l+IcI>xZZwp zKCSA(0o&cK{4P#_h)Fo$(g0f<_MzCP87HTm%-y7RRp&6sqI!tqZV37FTFlRl z<|01RsV9c0qAZojTX;>DJXFSg-Db))77QJ`c5SxR2^mYE_nrZm>oUL7b0M7*UM}a! zSgPak_&Oq>v|+_0A}3QHU!Qy42ItpZ%A+x#S+0+-pT*M5=plo8a{gKUPiEa`*P7qU z{O|LA;!u04kF9^N`?<++AtF|FzxN!f>rH=`v@8Hn5yZw}@Pa`Ucb|V2pZd+ejt_q9 z$AEPUtUN>&jW~1+;kQk99qk`>zEq z_67D{U0~Xe)%RJSqkgvYI@+r@RY3BVnbW#kYF~9<7Y-!%tNXBdpD@3NrFS47v(%r? z>u28Q)t@an36=zTea`xs&c~^yY4H4eU&P<}@Ba^oDep)Y=aTL_ZvtfJQ;W(IOAzam zoe@*k_hO%jnxoN50@cdSRsg}Sb8&eE{PV@?B0nT3(BGw4Cy~Nf;}|YGJ81g52s8%7 zw2yb1$5Evew5fQN(S^;#-T7VHoyi*XzzWAG3A98#ne0>V3oav+^(1m$k=HObf<#qpBs`y)1jsN&uE%<7qi;E#`hZIApv`95Cs6 z^|^989oMSHV$|DvV39ky4zrVNZgk~r?B#Dd8nU?@<#~q)xP2pSF2?Gg>vv}^pqGTk zp=CVt^B>}n@xOH3AtAl={X_5BTy)I)(c9k1`fn4lHS2$F8zbgrR1w?G&pT`zK<;kv z3%~v=_}O3lMXc}MLG-Zm4-u;&;(OoxCO-T7{~2$-{3^oL7Oe^(3g;VyFkro27iW<; zv4o3hoo|j{sU5cS^48*|c7!g~@om)aud0@1Pqm1>O`I;BZ$4g?a$|Jj=FjW%)HCUm zXAjvse*UZvm8TwO^SSFhFSmVXUf=Wk%$So+Au>i{%$Ho{?fvH8oxi)2d(m-C@1B60 z**(DMT&{&(EiC6_YJGgMUls%&aLX*PqKvmo9*Ft#$=96cB+7NBs>QJ~fB%=>gHj$r zd3Wl2nvZw$@6KDzq|e4wV9)!WgYTIQ_CL^jvqasuFP)>dujch!zkhZ9Bfy?P2mymr z45GV0bg^v#F6dfm(LnPOIR0TxKxavd@MT>*e)&f3$9gx2m zDA3=nh`q4T(ZlK7Y`@K!hcJsPr&9p~%x8UOVUD^ykONcCf9`a2s%IvHQr$6U^6?^K zw^jYUp0OWN7WZ**RMgv8&DWAHtu3twQ=bOUT0qo-7g_iSP-iLDsJ1S-8c=RC`sV}A zSWi<=aXrXSX2xZjm4p;T<4q z+wG}NjlNPpm_|Gx>-q5lbT&TnGFZq4m-K9Q$(VFV zxb20UtD;UuTN6<^g|S@c`JD6fXGe^xmL+4>ACB9(*5}CgwiIz_W``6fX}ZI``1e zYCGOLTXq>Eyz@|(9P)a5|3UuZp+J9^(ujk1w(cnA89s4nn>0w8gEkGAS)7jsV2ooH zb0;3o`Q)VoG$%q62bZz|r$Z6KIBOi!An&qR5(l7326{->8)q+6Evqup{=TV*#mi_N z-ZdvY$xJ=7IX7N&y(}44K>!zkW>Cxit%5d0Kw?^&kn@geTGu^#<@2m@uA`=D z(zTXn^-O#L8bk7^Bb6&{nJ426es-{w^Q87&)^gcYg_%AniIfJU^r+*y_AFVg9;@xc z$_xWiSz?LyumO6E04Q2Z$4v9-2^ZU|soq0t*HS{iA%dLxO;uAS`0O~^7f7``WvFJ1 z@{`C#C>iWEttS?#qG-lC*Yr1q84eEV9aYN}klP%x=t$8f-si2~0AO50pIt0I3DUfC zLW}`100KXmg{;d_vXNH?Zb{%+iTbkj4$?Et?+f;LAT z7mf3B;Vcw&to!_YOMi<}=c7TrKO0r|QRSXy=c*WcWlWC3{C-Ttb|oql>UCiCNB9LMVVxZ50<_VZK(&uxj@ z&NIJODR25em)o;lWzshCJ=Fi5*Hc}dx#OW8Lk|i3JVqj4H|=4*yV)W}fsY&d~j(K39A<8ckaM9 zOcHl&P@um{@#4^WkEjtLg`<{1Q&Bu{*-%hbz}cGh(SS|Hbe7oJh;zA9wf%$zC^K)3 z%j=>QO`EpDQL%ls;Q>uXXKlVFp`*?t^bv{x@m9tx95sjCmrm1WdSeQkb15{}L>Ef< zSA-&Ju$fNm5B&3vx(cm3zte<5LnL%d4OhL0`9F2f(J(Lusd_#?!r+5YJiNlTcTM z6D@nfYkdz$*UN%Mq<%2Sf?F^;0KBtnEr6)hvirl7j)cxr_!nkoqo+*WMEm z)ia+whl<=!)rMUDd~9Lkce6unE;{OS*P?kT^jtM>#g>f5Y9Go3v6aIFVV?P)JpW`@6De>UDky@(Ez4`1!|D12NVZ2G2JHF{ckbTB!$*%mjtdI(cPq}4;dm(8 z#@m)fY2YfeQzDSo18VDoRRoX*P@N=t@gfinHnW)>^+_DWFqBy?5&PbzX;K)WLQ+yF z+e0=LZPk>r0Cm<@oAn-s4j~SJG?gd=oNpk}X1!t(??Z?tE<%qs>Bv3=tX6CELlW@{ z#3YvIgJ|wl^IF$h*v%J^Lz%+o;WeA@OW z8-qF?R~rl=1jI02w{6=pdp>`TbLQe^+4!Nl0X=+K!PjCFgT8+qg1jnsxu zK5o8Fw|blRYkC{Jb0L8)aPWL=7*KKt(w*zjw*CnC2@7$140M7d5 zI?An%&YNE|AG5S%3D_S$9*24V04YJ%zOnTEB4l+M*>T%<<}BCA<1@)spi>9XZ97ub z*FW@mJ*MX0vu)-Sc=Y|(5QYJdLd5sJ_*FYLMl@{;cd`ax+axz_i`8m{v(qzdR%_gQ z?e%1PJACi;*YV)~{o+6x(u5UM;l*tF&3cVt7~oeePEStI?>%Ai!-fL=U5d@{1|UW> zO^da+@Z;z_q-g*sx_)Of%c4Mx7>0RQZC~xO8pCy?;qx!scl*;@W&JFyfXEPT@^Ltz}whoE- zB_sB>@73R5D)*$XN&Qf+r}~=nXHkpsr8UuyV+hadWjuKA(8cf8*KzYU{+L25_gxMa zcIwP>HPN0v3lQ`k*foNuKlB0o(rj$-J9kVZX-onmzKePg!^!3ha1GAR?%@3N6ep_|o6QDIW1h!;7_37K z0T+)h04TQGZMyCjj~?9vq(M-d#pt^Zmsgk7EPFtR0qfNYSC%GS=ZC#cJU%)b2cU=eP zT$y=p+t$t_(>|AD41W)a0isgMn#<`@ zD7N#90xoiBYSpL=fb&)aDZ z3tTcL=bzR8>TA!1*r8{T&$Z-0sLQst*&aEbGD&^3Y-cWCm3P`8iy{}QkU2`Y@U4*zx?T6!$*Gc=b$SG^&X8_ z;^FS$72f*(Yxu_JzJyo*>^sEqAc#bNX&m;nhobfyN9i?un=Tb*C z&7aL&EG@OuC4+t5Z%7ixx&O}R%;(S7pNHIMkx>iELlH~$&r5w;DOdH`JAHTl9?TJu zA{6HDVLD=>sUJs>&FguuA6z*8amIrAv4@1-(t9+izlCc8`+fd=teW5R{Q7x0kBCfn zbeZ)N^<>Jt9oE;V+wRhmnL`5gP`#G&Bui*sA4`2?#_XYKJDES%+rrT2WuK1)`5NV1 zI(5d+``-HewGDXap62ziw`8&UUOnDMjo9{E^g8T0;1B_)3NK?0CXEpq2K1^3X@X#P z-IedQO^ZQ;)xMbh5}p0CE=G%8)9L?@y+4h$Eji9Z!7nn`+WQQ5zBQ7?SsX-(;!Kg0 z#7Ptdx4Qk@Ci?ZmGYlK;{?Tq)Xj_2WFyJ;kz!2a+{w4dDA-UU6K*K;AZV7I+Wuq-U z*_35dqQs$CtdTX|y0`9lhQ0S%D>M5?X5@;Dm200G5YQXhG9TI3<${;7=uT@ z-XJE%^62{x)&dVb^bp!bz`4Esm`H7D(Kf(l(_wFK56*dXn=Tp%e1L(0>peEq;ozvl zjhlA?L;x7w6ywSKsy{{muxMKB?d_pyci@K}L7k`on8bi`kpj;egCH#Id|Dk(<9ndB zXqpCn-+^NrBNGPrw3VOFC)?h^S`iB_lz5pcupqZ4=Caf^(h(^ZN$n50nP<@(VbEOoO%M(+?TZirUkzq zBd=HXN{M|f6|q9Ww`C?|*``*Sil1RbY+51KUKISdbU7~QCElG=4rP7%ySbnIj=pA5 zw=18W>rX9q@}#!;JtE3RDf!tPeYqaJ_UHOt+n*ZX$T5%tJllZT*k_KXEXT2xmITE3 z-e|z{J|I}a3J!j^0d{uqBR~FeeDG7B!2ab6G2Yk2(;~a>aqrp<{QmEJ6|X+~0{rnB zL)QZVuni#?0~dVGQp#5W7sj$;EaQFCeczX0lL#Rhl%$tZjqgah>Z{h~K%As!{A`*f zytc1-?S>EvkRgq7yuV}?@X6`B>i@VNLUGfCezrQNCq1Y5;hd2`^O)ND)#H^0YG4HC zwLaC_(?%z`x5srI`C1L|X%MXI=Q@~|&&rD#K2!22mPzHco#XmQ;7hGf?z80aHCZkV zKigi_+I*a*NWLxgxf&lQiiQ?yQ=;0G z{0-?@gYh7M_qyz3@^y%FXXBxVg9p(#cOEfZ$Oi{XR{&GWjT+49#&lM`f8`9I->2nQ z|EK>aE?&8e-MwAx?(d^rF0i|^hefjo=LR$l!MP6m=XP-M;(0WS1*|o=aQ=KuHqo{S z!Q;}!3s@{$th)_B7Q+x3`@Mr>Jn_WS=>34MUq@Hr(48-MhN7@8Kg zS!D1I1T2?JbbXKBrlefK;i0Qn@WJ;#0BZ~kJOY_QXw89~no__D(CBs;Es`<2c+3t? zq~eyTJVlYNWU^i@By``TaAR;Sl`pQB!Pt7ehP5`|_sipuuJ7EBIVB+=D)1VBOChK0 ziUNPCwCDaKUYF!UfUy>24f=innt0k35GEc4@%Pf@S_^y)($h=DxJn^BRlM>u0OQ!H zYcb+U0cs%0djOOZlf~2cG_T@r()=&cgI&&LdkiE;nofa~H0~7iBINuAS_zGyrBpU+ zfK?iLUAIu4OzJm_n^!6YKoIgpcw&x=)5M7$7WLy!kypgpYmki+K1g zkD(6^&YGC<-vhU=-@x@}p2IWW`VL-x<~cO+Mm#tZV=heq;?)2aA)TPxWI$jy@X6_O zh)GcSI>``5o+H=w9Bm{`WzoP)(q&4+WULC2qtv{*xK5yy8^K2}BpG@n`z(tz8p!&j zEQ`Mr^pI*})N6@3a02zcO;hv7|!UDLo(ht{Q} zV!^_a0R_Ti4?T=wa{<-8GP$H!P5udrIJuwJhL8?dv#gNu(mgbNog;KKQRyy@WwvDn!KS&P+rgVkz{TXw9rR-uy6oU|BMA+_k#o!EhV>31lXp@*IR`I zI1xfV9ijBQPqb*7CS7d@P>9MTf$||S1rOH`7(z5`EXZPEEC!nt4`a}n=!P1S@=7LU ze&)IgTf(O;^QmMq1AH%ZhZapXbCycQtD)0$CAR8M0>p z2>IkN(tz?osvAt7}lz#1U< z_%|C@IHNIgqB%FtN1_|At&px-GlKTn{E!I3N}vW48jNZMyr#Iyzx64ncVotI5T!Mn z=oHdkPIF30p=6H;-t*fOOWg+v$h0ChRo1441>GLWpCJNGqt^Ev;L`wti&QZ6cjQsr zj~O6kP;cdII`|#r~Tg#7}+c^LXq%?*c7a zbnq|%u+Cw1>n@&u>KQ!wt#9M@ORr#9Z(tZm#cJV0yn-#>0APe7TN($OhC`R)VEW$W zZ0(J;aNfhal(bX0K1PyaF0L7D+Liuo*UVguABd!fMP_0 zF@qnXxVG~39^zRI*jPu>`&t{VYW>mkG{6rI~;@PqeJwFkcQr0V2UmEKyX;eF9*X?P;L)p)|+$`5uNwXS#YTwt5MsaNN z`w&7hy6hkxoJamuyjF}m)q`>G#QEX;3jrYzf+0B8Ykb@jmf{s{-n)2^^*W4LXXX1> z&H(y-TD%K*@r9Sr4Gs@K_NJI*Y}2FNX|dehh4miBd0^;cqMkn9v+V)wojZ@6-97B? zor5t3%jFKpEO2~y05|kFJh+RY-{AUG2)nyGxOm|b-v0J0SYB9y z76t(ZP20kT0MoYUox|nJSI})b93H&_vJH0k_VCin*YL=rkH9o7e7C{Fk3Ixr2(Mm$ z4ZG*h!7g{u`2bi0hsf*<#nV?91B(b8hi;SalC+62#gkaR7oGWML^FJyn>=li@qP02 zFoWk1PfeZo7#u4l0nU3kAJEuRsEzLQQ-LXCA-O%RtQa$b`3(G%g6W*Ya=9#$$nkrv z9rFUjn0m@g--l8l6(=*qSJ)wf$4NXYWiS!z#du$AV33=xA!EQ{OazXEcyIjR;3;M^ zw#f}PslF*3Aayl?*WB0C29gq8#FA3FCtHlGP+AgL8!L+a=Bv*5YP)2n&W}ZakYYzu zeevdkw2p)#9&+8R>;-TfSXLGYAlUp!1Q8({g&62c1z{3Wph`%}PW*@TzIcE{xAG~! zkFhJnNf0psVWqOdCy^n8fA7jH|B@b3!R0z+CVXum)9uMqD?QeUQ9#guL7P<6yc5~{ z({+qA<7!`{tvqp({geuCP5I4ZRAbXXhp%-U71(j_K=2I72Q&cJb#7D6x&GK8j6Z4o zE-s_GaxTZ{Ome{v1PhDcJr*X#fg6LNwXm1Y;ln@i3B3QuKLWG6gjvMzjrZv89pc)v zFW~8KJ&xy}dh~C9#jP>0W(@6-IXjrYvqBqBFe8ubx-MVy$MhyMCIAJ- z1eKE3gb_4QZbhsMB)-K4A^u&3YRkFdLv+b^c|Y*}ko`&z6#J^S7U$a2^97`EEJWj| zUMKQd$wQ@Qkp@Z< z4`R1@-^~^IoDsB^bxIoLep5*&{+&HA<^XriXfRiFPL90Jx2&tOj0SZcoAl7A8FOlV z;`fTRRGB~dyd1k+zcu3(i*yaRPue$yoKbqvHrmt-6htw}Tkw3%Vl+060U-cT$`aZ+j~)UAma#dW|t~=m8TjxBzP!>@HfYSL>{RoI7_8Z+`Qe z0RVe@d+7TfuU>l<-Za?VU8JO8gvDZ!m~KjdmXrj}OwLJwqIEJdCQh2xG))AWN?X#5 zT?&W{_|iDqww)w+85Ir&{7Kof2B9DFvss`borKUd$qs`SeZROAaD3V>v)y~|(RCe& zC?|i@?{Um;m+s8WS==jyXw1Uxyq_wnV%!XLIJ3GOi&WLoGEh-Uq_2DiB*19OSU@>OZcoz7T3ghojWVpzX?g(BN(~X>pcP}SJjLGu1kP7b zQ>01-tZ+#W^MF-|33HZX_aJPq?ZJnc`YVhH1}Su9~waD`KUcp>$?O65=iPb-X#Tc z;egf?8nZ;_9cZ~kzhm*154;Z_`RUJM@4-u;#=-``3;}e!!S$D4!Q+4QO}zZ<_i%js z9vT-A2A6IMneu1J6Xn>rpE49EgqWa|D4v>^yt_=A#bc3)#DML9Q-j!oE*L#|=IASb zmwlEuSk!>8?$2qaMh>->#C$$s!Nrm-;AWc^UnG|Kfefc{1+X8`>^E$yO3=zFYI$Jli1$VQzfspy2Z5%dpnsaJ>OQ82TQ^t7BZc zautik5>cOsOq8z-TPzk?DPvcj(KRtKFKZB733m8*U8LaUb|jPLwyd#0@Y$^r;uM$r z$m3!mWvzuz*T-okTqmrP%7t?deewwK-e*v}*=*t!bcx|haHSQYno#2J^;j8DvjWW5 z+|`5!k4;};r$G?FZfw!>p>10LtMNoXjPDdN`aTqjx@=pvQGmb-D9yr`kWc!jG4|sc zn9>L1T%&wW+Q4fHsGjSn7^nWvtV7v8zsIhvE{to6=X?$X$ToEhb?%#>tu(6Wv1pn^ zrK~i9@J~wyB$DvSIh~vgq7HOrAN88mij`C>H3*vnrew4dH?MR_1x_nKvR^XpSu5(2 zj=DW*04(aJ=&oPe$JMzMeW~@erf}+U&W*43O#A?_fnXh>@iF1x#ssW(8a(j!H{&xu z{aHNnuD8PNw&*QjJQ21{rq5yj{|v zX_}lAQ}1`43qEz^B%4h08efs)_uj`a5KxtNa{uY|CF|5Bg!;U38*+c-wTCHi(eqN{ z?Q`>IZM>ezi3F#5&1$)!*C(&}q7TJ5<@&F7XKR1u`*ANLd3F(Ed^S6&kI&a+pQKfs zFAp#3uNlp2eVFs;k)^gqwvADKU%VTF@(z*jr06mAozx{{eKi@R*XcI?QY-oM6c!+5 zfL=p-4v2s`0}JzWP@VtCdZkB))P1yJfMqQg?IEd)rkh@eC(%ZK&;48-uMp0kFXYKK z`eu)+JRhZ;j_+5p$XE1_ZEN zL5?dwV`AL21l}5aFb#oeY~18jkD_ark5K_BcDX#g<@z+BVHa@SZ&p|(xXj8e5gf{T zv?8Ki@aDi-ZV#i7lcz!0HuedBqTeadvGj6u^xDl+mtqOtG1 zX60N%Dd-x&$vG>)g?L6MzSHxdult+Zb9yd$E!Ke61VpO207hfqoD!zrnN$Afj2e^n zLV408$5vC+_&aSJJ4yN0?drbsT9QCe b;ZNQJBrj3Os1ZUug;P)1wD;MyI&;116 z{m~C%**5Wh-w@CaKzH{L&ph=#eCv1r3$8!^QcU>fVjMbWVvhB`x_oeKjRe zf-YkWTsmFSpi&pz9+}Z)w5IIp@Sog90D$s&z4m5ls`^q}r?S-eo926(esiDmKR%7q zS8D2h)!vs$MyKCz2R7Tr$MPhepa+2J&*}c^?>#3AK)Elu)aWDWs&9pm@0@fRu8ZEA zdTq%NuKc{QDNJI19%UU`w>fRUYQJl`O4{jmx5-(}bMl@PGKuS#{m@2)$=*`@d!kdI z)KO~tu*N%U{8k z0R28KpZLVb@!*3G;@5ud*I43dwYAC zp+-jHU>l3KyyY=ics%>;GdMb4gW8?wroGsK7s?rs1Y%0A)wTwfg34y?0kQ?7mQ3H; zQcxEP4yHmfp3?egIL63et+Ch)W9D=&#nomBm`Np>+m?kDBR&}-8X0om_t4Y)Jr$f zQs7Mm4iQ0%xzd$24z3D{0!AayOsRt)j)k082qy|ksCGX-;{$w<@nm%+Uw;pjAX~np z0jJC`9AnN$g{4rq*ds=PK&`w8k5P zxmM=hm20^+pS92U?>SIjd#<*>__;adP0xcgp3Nz+H2{7Znw5N70U9E>rG-1Ui?@ID z$ME6L{seX|U4Ut$3eq?aI$GoUvoGMk5@o9ME;e|hh6Y7IbPa_*4Sc= zNZu?xe)P$vGq^r^g38weaOO%}uYYo@$bMaV0fiH`jKJrh0E^V`YtAwK=HOr{B?l zlf4KuUzyv}(m*QtwJh=$5)Fzc1_Jr+7QQKY&Rmi0QR>5-;X#+0aZI)^`zXIF0qzul zZ|kq_`(*wC;_WSR&5C*1+ug^4@2L>t&efzl@&VY5Z%uM40%`+6=atZDaC{= zaZ_76z&0(cu`m>KN-dW=*jeu2sN0}z8UTc$8}HvXAT*{ypp;C_xpXRPF!Te~>oqQ4 zz64-Y2x82+#pMeZB6A{OwOYYBkGuD7V(5GH4(Ns+i^T#l1~xHs4;Y(HCJ^s}j0%Q{ z|H4!t11z}4({5HowCj`%3Af$IqD z`MF^juv{+lcPv2^IB4a6?&Plq$oSbp$q{9)-z-EdMR&>&B3-+#gY!PdP5BX^ z7fMgMR;Zk-y5b|}H79}NN!c)7N$vNitol?@J zpwHQ?Ff5`YcE0NXSLxSj&O`pJrJSC3sQh#J7xlvN&I ztsR;1e4C=Hi!}bo@o9xg-*>I+tts$av;nL(FLICRHs$~VKRd@i%2}3d51E zACUViKI=i~TZ@O^`!0OsXFi8ZZ+jESHfX7V9Xxv1;rPxyJoo$G#1sGN4}f)t)(7|@ z!1KD~lV(D`2c0nTFQ$(K8v4{uj~P&VSSaM0hiP74^09LN*Y;p--J`O<=f2aWHcxX! z@^@*#sL@34JL&kVjjVbP=yjq2s{CEjSodk$cx8L?yJGEUV@ZlFp6Q3Coy_CnokyT@ zeQQHnt$&5Q*iy8t)nlvCQr8{FHa$@Xc;3qS(Y$1iAILrwx=>o^nvYi3jij@g?gc#_ zEem2(^E*{ZYS=`ziA$kw-?3LGsD7Yu4U)H!ufQK)&_m= z;k?JW^XKs3Ls!tWEvPYw?%EE~Lp5G$vbVR3rm+Ay5Yn|WE&^200NYx?HrQ-7Q6Srx z!PnZDp_&0eV+@8(2cX67?jFvaJCDU;Q83t@ogF-I^$G$3eYXNF7P#`jgSdP55Z73ZZj3^D;Ak zb}u)qL=weuHWtA-kXfdzn@K465Z(PlyyglaCSU_bg^1nVb&)3;LRUbBo!Tf>Qb9uUFPf`4Gf7eRXS$h!H8 zRyKOaD>lNUu1 z=(VWp*G7TDGci6~^qcGE@XLw8J%k+M<5~AYG+L4&jLXZ%wUH746A>&^O?ciJidVjl z?c=Px!O9sxzfViwcVqT(0uBxiu)n_#Yb<<-C$PIayJ(vhM@PrFbN3!BV$5=kL2nYc z8sK~fz`>G5V-|3paCmr#P1j-L0|E^I5jI^nf-9ukn?L|XPz^u8IYOK2U$55ykTaND zYq3}^(GMFq=dfO{ap}?(oI8I7-~9G>v1k`KI_{8TypzIW(w&ceHvl0jel0D*!jDz6 z%zS-xjT;r-F$+2iRPWO@RNm*z=kh+<;9LTntPI9e$fjAMX+3}eu6JxIP6~1vOU!)= zAz-;&qVJ;zf;=f2Ev+G60aRpr5BYxpqOvi#nAA=hA0fX6hBF)MAta<3J}M2@I9`*QvV zq43BOLd?jn1-17+&#!iY%|AsSSV52Z7x*vLH!z^b=p{f@JT0G{Q=%zqM0q_!ywBi^ zl_!t+I(QG(PO>KoIZ!CYnqK*580j~5HUe@7muw>uSOzwDh}#yjVIYG@%9@*`w^RUY z;TzlB6)B>mk#AAVM$QHXX>^za;F3O4v8$~Wz3ytKos|Ygz@Yn(zGH70BiE$@w0hjt zJ&+7m@BtL!dQ8`v0~BM-gCX?6qq%$zAOFm!@ZKN)2o`($2ry`jMQ|R&YK3bryo5je zz5jxP@4X0g9l9hRq#;zEei;)(oZw5tkEBfqF&6}10m;wRVuBH(F_d$07;7=i0N8E7 zRsJpM2LQo&r38yQeaLHm#HZU0IT~Q=e%64<91xd0c+TsH>zZ@5Jq^IqZ9=>!$F!|| zNne>yAkTx3p=dI;Jp?~Na<%nRYtJ&D3uzqu9ZKFN>#DV(jSBjiZ3Yvb7oQT?8Zz0V zC$D8H!;!KKO9v6&`w}dRcWdiLmx9h|{BvWH@5u0ysw+Q`Os&)R$30*7_Bg53)}#i) zQ~G1#F(JR#o9vZ?>k($Z~>RET!FO~*REXy5utYuAVS|e+`4re)&jR)yM+rM z{&0@>14`>EnS_NrKxhC%@m}@C0(Nll$sM<8nw)JsgfWHRi8rg1nv-r(A`SMlPDFQOj+vshsF{60)N$@bpI(@`=)Xi$tx zHzvADQaPp^?iiYI60)__-A zY>Cn}9oCl0sA9TOd8i3){fumHPEljyL{=z5=^C&5u7wi+ZmdD?9d>q>(c{AV?DozU z_fb7cC(+rs9NWlqp-xU%*v-Z9&J`)p;;&N$6+jVBEomsnEBl$>-L9L8l1`RFU65*e z%FpF`t^u+9o^ofEZL{TF)~SD&pUo-V8pzh@BJ1Mc=Rm}1=CG!SYGqmWSw6$ON3Y|E zQKxn2x@!Qg27dM5^4U3~NUhAx?>0rV)_$#T{CrH-Mxa2f)q=>t8(?DsXm5cZ`tS$v zk69B*2;P~zV9{>G6#M9sSHV$vz#v%l?jm^nCndUk-0RuCc+)~n0 zf_u5nbf)VXxR$p})YifrO}5cDKNrfmm@B%T*E`QXfihs~ieKwjZ5^Iebcjz4%+&ag z?z>!5WgPevNXhw<&yJv@lvK3~XqcnhY3Vd~Vk*bZ^~o{GxscvxaXrT?(=<;A zA>>>P^7G6yNO&u$wrjw*#*-w-E<#tfl+&-R=()Bn6s4x~)Y{X3&lz27ePcaIhn?yA zPg>tnx6o^+R)=hZ4Jp9~?C$PO>L=o4v&vII%3L*8>Ctso{@W~P0R28K-Uoc}Lm$HV z3+HjXTH$bgjJ9cUc<&Iy@fv=Jr@Dvtj&SqFO}N3qv{T_21wsVqWDNid)3kW%+2?TY z=opR&Ztz$v7DbYp_@04x4qe}YtU+rnj3vBu?NxmA!yg2N(mmQ*i}iYqZqvonj={m2 z28V~Y@SX2Gf!nw5;@;sAEclz8fp+pq@ z_pT70bEQxaLYWnNDroCh@Ub3V1FZbJRycfe>zCilf7!w8^( z*4;J3WPY>KB^2t~+{pTBecU$hlAc;2)O|WFSR()k6xS_L43jYi-Vj`C@!&fi!zcgL zPvi32-;BW$)&Lq179jM8$N1iNpTgI_`k!(1+AV~m4R(A$FaaA^CM}ZvltwT9=bTH% z)$utUYbxoX*S_X=`g2Vuy?^zZsm&pOJ_ocTD+@*6YyFjTvkmO>c=+>e#sK+@_T;F6 zYS|A>Tg@v^0#bS&PKx*C@ANtz+XJEzS0yuzZ%*FdMvL0snauqut*W*4ra`D2pX`VH zoD;xq<5P0|5fK_|F!*}%Nq%#W9w3Ai@Fw6(r#{^ zS+9s~OuBkje!%4npx>wE!i5WX?9Fe+xl0%Ei19RSWAf<;Gog5D>_B8d z#vl-(_W@)GPdxoJZoGB_k34V{UDxG=XWqvQ<<5HyZpO~O@1v`s8yuDlz>@XZP)tO|OpD#fGk{G>x@5fU;?BkUX#$z(noaQFtJR__H$gJU z6!VtqYuYv|01`xZT{i&}S^#Ngo|(T=+8F$6w=a2OMKs>4&DPy*7TMenBVpwf>@ofL zbRYsT0yrT|0IW^f=hJ$T*AWrvlbiTcUp1wbYB@*zy`)k8EGc08c?lZEQ+fWb7H=$R zBmv%>0xFdSNlW=XI~YpkP_`>i0O#tG2ANzhe^2p$TG3(3%PUxPjHLz`vVS~3l9sw? z+G$#y1Rid$09G>zrwa|)madc~TlgmKi?0gs#i*72ext?FajHf~w80dLZ0HTRNk zavj%Bw0Lj$;6cX12Lf4(0ffO4_O4vQkN?!C@t%);5P|PAHwM-L{&kpiA=^EjwiUwe>COCV#K(t=jiM{X{xG=Mh3F&+;6{ zN{c>ABd+8PaxV~#_l4`{;6vX3weiWlrcY(J0Y_P%1muM2zF_?Yz66?iY-*fR?rFXy z$6eD6a(|GT^wY31S$K`=@ARI{^GW0Pa_lwQ@^jnvr=(HMW2@FLGL+Yeen#^pu21tx zeouxR==!oOa8upOIfu5f*lgC2`d1z|Qbd$jgq{6e*tUUf8a&YKz)*{W+jju(aQ)Tm_)lN`UHs|) z?VpBAjE9-H_wfof3Is~A-rsusalCf>4u+(J41I@gvq96uWO2;6cG@Mp59ou#Vt0Xl z=;7N1g7^4?uYVn1`uyh#r67YH#1kCvfz|35PdxEm93C7Y_;lC!;Lvv+D8*v4qGW7? zrdhxw;c6(J{yXOp!W7)Fpz)y;u9;~H#;jfAd)qk9KR1_3e#NY@4RZh+yW zG$Ewx;HCnB8LU=}y!XjaVlWKxsya@t$Ir;;r4ZaEXyusnX}JU&I)<0yDr?G`R*W*J zqOr|>=mEqSKom+Z|BSI|<2Yu73ym4ewE*ScYv0AWnYTh45f&hoZ5Hra`H}RT>1Y)= zFd1EXFpR%i41MDvFBR~Ez zeDEheh24wi;1V$3@c?ZcHg^v2{CA(mli&O%UVZ*~pm#7nfI@&bz+ft#7fL~%Q?T`# zAJ=j{A(tNSX_Wk$629%-Dgb30n3(erqT!d5ZfS5R|4j|Q+vCOO03g>d0jWIklXZ-P zK$b}|G)<4S){j4la?*a!Ko+A}Sne0+eG%^qjP%oC4X5cxY^yXp%Cc>3)WESGqwIhF zE<{&w3I5}AV$hl<1VHTpenyX1d;bBW!FzIYufbhq%yK=;ze5Pw6EXA2Ez4w%ClS$@ zaIrFXCm9bk9rLr5v1yvgG3&4+`K+daq8obYHiE$FfE;PIXUrJdE=BbfPSBr-Q8WRHXBf5arw%X6uU<7E@myheEBjkI2_!) z4d()W<2U}l_{q=x6fR%B3}b9gn&!R7&<}9k0FXiF0)FQ|{KuFeE(EmB$CDBupQ20U zk#TO<$HW+e^9au2Ti<>hANjxsaQX5jFi2+x&#v)?8vNdW{x7(D_a3|t*ladA8B#wC zfOl9dmS~Ly$D*$`D=Zp|{hdYXi%H42N=y2XGGJP3f#mASj4t0H8A5i8;&<33-zFD+ zAiAhI=ixoUbsKDk9&IxU1n*p`D`tk50z?aRRy_D~=N#I$&HZNY1eu+lrB=h zNFgrUmx^piio~cVmtaH+F)2Vsp%u_H76Ac+b1)$)@<~TY^|6qogrnz_)xbEr04!2y zX?l9^WnQ^iu%-n+QFPB|L8ley?O8-sTpb{ zjr7>`9Mk}*2D5U#$$2}8p0mG)DbENY8vFFRlIx9#iV&|k(4E^MY%NanwPs`%mCG70)M518@{@aQ6;gdF>AVU;py| zjW2)s%LpOh!i5Xzq}HGx25hE?~L4 zgX7gPf*;_zHGH=Qng-q&3~&g}Bfz3D77Z+1KO|+Q!I*@sVm$>by*^!k;gaxA7GNcW z@-=I115W`6E?yawII^)8H1r@pGHZ``dg;86h6hk|T?3+Q^1?C-f*)M=6bK=}4FkN3 z&o;(JV@KOYqlELYA}+nAh)aRP0CP-GQ^sXUU?-C~jrAa%@|Lc3Tu%)U#D5;a4=}C8 zV$r}Dz!0C*jMs&fz%l^jz=^8HAZ-EyA%u8CfgZC~z)OWwOuQ&WRMe$UN*UmBANBa= ziUbpSPSBJ|{DSi-mjR{h?{&+#E;X<+Q4~??N>aIrSExlp2?Ek}g$WQ66({eKmZmV0 z#KeptFlY(II;qW3K?~9EIR$7IWK`bG`^gvtClp2QFUI9Gr-<^EOT?iE0a+2|FbV0g zuuULT zP20p%^AOPZfZ^y6w_do0=fCkCJpaT~xOe9+IMYHvz#{HY}d*tmP>YOtYa36L5q>HVl6PKFjfCM|TEe*OxniC9--cplrm*g7EM)Z7@ zDv-ScYJgI!Nt1ddaVIzF7i3TX#9}RZd=E4KIGhw^uVZw%tvKtZ4Me+IcxHq*G@ z#GKXSh2FbdXApgteVyZ^E$woNU@QU=49Bh@!22E^ zY2zEhrOTJ$yvOSJ5MTS+AK=ga*)J!c8sc5!*1{*ZW{-duUU~^28{O4iydsN>F)>pw z5J5)INiZCt>$=FuTw-{Z@Z!raW7BnrXR02~1A#1>;9$t&?!7~-*BwFtmWw5piv^C3 z`^2bYru4oa0Mh`0Fof}xf9Y+!dzlCz10SXeM^>&08I;HG*{v=zLunc1Sn;+g6OBnZ zH1q>t$`c(R2|T6DbKTmaE$iN_Hy|jUGRzICvn0r$38**Vav|DIF+Pb%AtD;X%TaVGt9iDzgpkvU+s&8SlA@0>!c_oJRu z{eD(x`CrsQN7-8bf_o{gR;=OX8=L1kTvJudZ^+WszRm{JLFUPZ^hUqHJ_CqbU6d)_h~VW zg|UgDCN9XWk%qxbiB0RYGA4O|F_o<9VFg&RCv@31~vVRO8Wcb=1h zN6a1%5KI$=fVTky`FwA$^A3aaXv|cRlWvAGMw)+GYe!>(V0fkVHeLx=Q>&x^l$p%~ zQBHEiMaPRvMQcnt70@(oewO3Oah|vA!&%EGM z^7CAGvZ~d9T5YV{=SI+_7L)$RDRX0!-);L|uMGyyDF_E9l-Zy`1aAnP1-h2-_81Q9h-w%~frD zYzUG?$9+nkI7bs*YJjOmx29>bjMC4@{msAYvBl({nFXDyY}=pzON+j4ZtQ!=Cv$TE zW)5@#kxn`pRSnqYcQFM6HMyYsQ_BYs67&cPlDRaPD^RF5Zn*-SOQjSjVy}7lw zZM{mj<%0jlmjRgS*yej!ULQMGbiYD6^{s_u)c{|9Pw5fzoj-}9jS8ebli$ttnT<74 zFW_fR;w3fRLf5bRTU>=J>q>6wjkVbH!`Ob(ZL}^`tS>^LOmL2%m=~x{v$OKXE@uG! zJ}otu?hFLeZgxK8L|f(q-BvKp*=t za*hlNLcp>et$~|Ohj>SL%rM&f4&D!NgNux7aImog?4H|4W1Hv}ZYli^kR`;N8u4ng zuHV3Wmtxc?Ux}vO^t_MPS1{P+&-t1*!sr6dib(t!V~NNZ3~nggeT_Bge(zBrWDw#< z0V9=udD2c4@B3yZ9qDEe!k8(a=a!XBEi`ofTu%*TYhf(MI|Zwyz>z{kDK!S z!;q3EnV3vZzE>z=@xzE!1D^&`?gpjn^R%$mm*_(o7BZ$hZ`SA+kWAwh$lx&2eCpP#J(tN=t$qomvg0)hd&C3s`t zTZ_wYc@!W2>CfWL?|CPDYY((AHj1gLrOO!$dfxB3PK*+*jx7K;Too6V#@{7jUkoQq_f zkGV2uu+lV;ZOJtwpPSnklGl&*Ve*bPM##2geHYOiZ)b?DBwl$BAvad85Ta9+y5A9{66PwC*s&o80czk|8WucehJ9>`v z8p}TwO=Q_-aMfkb8#T*>kLzaV(y!$PmVX&QCZ(LTAYhM|W^v1~qg1Ye#euGj0y{pKwEvYVG58BpK%7={kE zSpuB#oZ<<8@B^&zFc>_YRa9Hix`l(gyA*eaq9wQ$*8;_@MFW&TaR}~KplER^#ogVZ zxV5+kE5TiE&N*Y;G4hz?Az6E`z2-mXH>W8h_?#?Oas4*(m8T2=@GlvOW37mr0PyCx zFQr;R3&bU;$VF*p#K^+h6Jq0thWQIGsh7;ys7K&6K#4dcpMG17EO+YTHVB9b?7DwQ zO4q!{UaFLVe4f7mdtboe!cd5|jN=Ntu(|zqaeb)|Pr40-j_!(v$4d~@&+<=x+ zvp5Ia^7VR1b@SX%FdV_fHl||=_t>O$7Pzx`c8G0N9`el=9+Xh3u0>kvI&~q_m}n$# zDh5azU@CkcBDef&cA8~poP&Ar0EM8W89nVZy&S%SF3+pj$son5lmGnaPz1w9ydr9yokLhFv za$bfg8Q%V9#(aLa)D=&);fqn;ep};2DlL+SQ`;qtT!+dtGYwJH#Zd^@ia=9^x z(e3rsc&1dZ&Mv3Go2i>~XR39=PIO)EX!~XNOW0vRIRcghDGuKiOeoPUv*2C@ZvQ@3 zZ|`05iYf{bo?Tq5crlx*t}+;_HKMgyIrk(pO|c!JyDcbCY{X%=9d`{YLyMr{9Cy7p z{r5&9V%FG($3%J@i2?EF@8!-o+xTbdxT22gE3nZ<;?B}L#oLe;y-be2eX}FMv&1;768(pEbc2v0aw%Ysd`tMW(*!eEe3*F0YF;V3MKhSLCKC zPxMLl_PR(%SMUBZ>f$FL+DS>OdTjuj(rpx2;nBQq0 z?H>Sa77fMz0UGAq#fLmgL=$Y##sYixl?DH5cKt?w`tG^#F9#k>^twMNnamnhno zKN06iQ~s#!kB<~KD}cO9!_Kc*8@}7@z~@TXW+Rz-Z;eqQTsktpg8$?COcsCip~5tDxpPu+{L<;`n0*RV9-5hs?DhMQ-=VC~sr|?5){(|r#j5Tmm)&DRuZ#5E#~yM;Q3GrROAz+O0p;vfO9rUtd$muy-r!LfR+ zXRzD=Zci{2#JaNt1k0h*gj_=SMMXs;1*P9Fc`uMid|v*2mHuTo*;OqkYJ+jm`#w7~ zD((q67%YeIR8O~eA2saRDmAN~xpvNMXw^1m+X%_g4R^%ML#};lCFKD-I|vmEOOYYc zEsLOCWEHmbo>M5! zP2$*6?}luEBbS1NOmQXK!2vhw!s&?IJCF z5>8L)t0W$Q&fR`EngPdORy)4Fv7ED>X#fDH4O{Rn)W=Yr*v3&?!#!vS#Wt4Nkc(riytorpj%Z z?{P{scPg{)id=aw>kZ04onw4v)Z8mKEN|pk3xdWC-1@|>Joqg)a>vjUN$@GqIuxh7 zXjhjUXJ=defDDv1&BN1!Imsw1LrhCpP(Y$@ruT?L=g`ag=^YI{rN3OJ9N|@BEKeN5 zwid&MF=3L<~ai>XXnbR(l4e*c8kYrvQ{tTIjHXsh~-z>PEHiF02 zOQ8~*Z}7LH0;G`~5j(I%TRe%Nx1KfmZz|#w&L^9@D8$>_MelfTU7?M~+PxYXyJ)Z- zW!p#^B+!bLiwp00)5!0NMv9Xfi<<=iH}L)e4ph}$NGd!Ns`llMa5wT5mSNT$EQX)KyZTc12zdNGN>}GO8;F>GS*u# z#fHHLcO*a;L>JbBPmC0p!v`)2B;lrLy$anxKCWGhAw(k!zwUI zrVE1< zYA41D<8yJHTs**CwtUZmL+Pba+Kl}m1ghLer(mjR-wXCywcOO+AnS2xzR9Io` zFM?UgI^yA%c9FH@_-c{a3lspB#uK2?3LSEYhvPKRha~rI7J4Qpb;DSr9)dtKMEIKz z;*${KSiQAin=?GFDHV~H^GNf+6OMNu7ByDD+%s@Zgidf5(|Tjs@h?~>K92l_kytNB zgy_fV-@L@7HoTghpUK&n-ZJ=e=3#lE_#2E2T64Rt7*UfpRxa!__B_7}Q0p92+V*iO zuE-oUQZwl_DBoTM%$Xs5ia;4g-^Ak4`P195HZu1uUr-Il8>|?XoZ|c3v0nJ)RVDGA zzvf&Wc?q&9+o2hXr4WEE_I(@dH|Hg#{`oez;oSbqB!#mhK!dUm`tZv>@tzG~EY#1=Wkq-#XW|WW5*aM*! zE03twh*#C77xSM9=DmxA^fE1@EL9~ z7#B_e^53xTG(*})Ii6%>;ld>Vkg)q}-tdlow|z|P@uVPb>1&PjY;8$TIze(^8Y`R0 z*Z?&K6QUg(M_sQxf&zKvL!CxwVh2vkP?-SRC8{(!Q|L@yPjD#FXm2d0%fA$*V9)0t zTskskA1xab7dKR0MG>NiH9x?OT?OF<$D+OQvXt9njgZlfPoG3Wtyat0uoo##RF^)T zM(DQ*N*oQv5U8c(rg@BXQCe@B3hJbyCh!?6J&mqYEZB3bC&Lz{74=v7JaE2uPx)YK z{T&u_t-?Y4l)^BeTT&wr~e_Le@_LKSu1$V=|b*Y|EqGXR<8kmF5rfaZSee0HA@hiP=a9Z-sC88ahatIHl?4h}3FZ0=f3EkT8e6kXs$?5wm6cYTTvH0e5PErqe zlDzVhG4+QG`c7P)@jCTz0d*$z@ie6x1*Rih`dmrJgcx@*6@J{cDI-F2r;o#JutCwe zCuCu^x(c)&G=jN%4jinxT2{!E=m+9X8pn&Q70WkTJ|FSbN%b0e_cCcbYKiWp(eH7u zMmtJ`vpq))CYf`{WXD_x$NC{X9+=Cq53{15|0Zm&!I$-ab__}GE>AinWN6Ky4?L7= zS$}9j83V@{fT1@tP4Kwhrawfe2W|-33K_l!lU+PR97V^PBVj)n_G*tHsU7)Y=K0rP5S(o3jG8+1+Z-E|b}XL_h?N-duqECq<;oOj#pH9Fa6ud+MdH+eM ziuU9J*LzG$x7-e4tHWF9&7d%fAGUw~=#$gGjWU%r$ad6p7Gy}t6<4ccu0zOc{Ba{9 z;Xk9dr~QZ>t)cY*9!{pdcgC1dAxf2;8enp79W*NGjmY#ap%Su$?nCJ zvtrp%rn_)s;d0_qOvzKi7M}UQ0?Lc2f8#NA0p(uMBt>@#>m0zKDi~E`Q!%ypB(d&U zx0*QV^EP9A*cs+_FhJ-x*rC`jgnhB;Hyaoz)6=ly&aB+BGxqiJHvhl866-omDWLII z4s7iL*V(^DfsTRDfI$ttW9%Sq&ACp}W31%HqM-fbkK30j_%_)lAr6JwY3l`6E_JV*Q$i? zT8KR6t%%k*G=66Y*(+;7#?@O(Z~E#KLa{+kddsf7t%vlVdWtWlsU<6G-B?&9 za+Gdf;_=kPWPA7MIoQ%Okb8RAo1^m`VAq%cu_QW3fB!Ol@U75ZOxU|Q`5T!Anxa&vLD39jfGw-EJym3q|94Ef+*M=8VQMr7HSnYSt3>I+QS$7^ zy&5eh2RhXm7Fr_DjDiDBF3FK;#gj%zvug~`?c-$NU$2g^!XN%5h6l1>pb+V>PVIdxSnimG^-lpEi{LSOv#f#186-SYBq z77*gih=k-aCQbQXBvZHQcrR|TW3_TL$o$mfK=Gt-<(XYhP{Je7CbtAqk*)NXhoCs? zYYDSdgq!K7%xSyoBu942wm-VY-Fd zm1_64t^0y_`@&Zbx5~CZM>$NJ!gEKu^5?lf1;*vO*Gcs-9JbP59M-xhR+bVM3|&?( zelzQ@W37As|14f}b$9TdRn*Y3`;?V*w`|+~uP`B07UVm1GSewgNDLY8=Fvj=nPgjI zLIwkleip7Xy4PJkTFnY!hcTmQM6c3dPqFxLMyqEQj)}^9C7YVBa&EquHBG%W4qvWk znIYIC4S>c`sw4{#l65Ba?Ew=0NKGZ_&~m!6D0{Ax>Ss^-vWC$=0xzXOfVU!&3!DPN ztUemj=y82cTnOrO`@#@y_SDjfHcjhiYva||Ra-VK9ttTHONPon;An(7)SggMp<=_^ zs9_e1c_ z+$DoJ7Nf0PqD^qLc%Vo;$SiR&MG2?HW20#Mx8r-`*XE#N3^wiDB@+uri%Lb-&YN9v z=AR3gs$$iRlAje6ubDYx(UZmg3VRv_%{9!xW%6<}1OLgW?LXJ+jidk8$l+G8y#=hh zo>Hm!+ra(dttpsA4e~Jt4#icu(CK=*qSpV`tv)P^jn-D3TyV^Yi$V(QgDNv9D`NhxuTmYJ~e% z8e35JJTRnXW0p_*jM5aXc7qMoVmPbiUj`YX^K%Np(fXjp1WUC!Y+(sD-~`m!XeVAJhz z;pCii)t=lHC5aEx4E80&aq#_kqdMsrXHG1y{SPEe)c{JC)e4Cwo9e~b+mc1kkQ(+q z9Y$F4`uFkPrSQM%gx?G!-$%PFxQ#XfZoGxR?gL<#X*@fp zKFO*2U;PuZa%=u#^QnfE8}Mwu-ZZ~ddu`65;G;sYWmSwUK{ldjXlN~9C{J5JPl2hG zD{j^`rT7&}QpC=i6=Ks>3}kD{2Gy8E2yv{!i7c{N5PtGjsJ0g2f{glT zh2k+kmM3Z*eQedg>@vyj>J;Rz6~Dea^;pmCWdDmjjLngO<7hj-Ax#bDJ71V7!Ua}7 z!B{%01u-4?JjA+Fm!9{q6eS_{Io06e@O)&W^Oj#RS1}|)h{YErl$t5JB?mZ{1$tmj z!}vqQV=2U}%=tuLWHwD+U$r!~`qS_yb(^~4$`$Wo%ViLfOK1A^QbI<3_-p=Fdt=oV{ z&*=^Ep;@Ho8A`b`a@mf!z9M}3eh@~n8I0&Tu+#TqVbZK4@L!s~_80`i!ckz8~IM%*Fdhf2qbN!9gp(g(}Wb#sLrPR8g zO#{*66}lKBe93L7+Q&Tpp}mOs9u3j&nTLSt6VlL~e@{r_MdHxwhnu7m*xkqZ{K=k2s`~#f z%?_9Ztf#gg|0s=zvdy(8xNxb&sQdq=H3K9V#9J!=J zK0T?dDBsw@*r~+J(y@%e%=l_*e!ECq*lk^Mh3Qb?Prr~8n2A!IkJb|`j43H>x!A^^YJOrmK*UQFR(mR*2isooip)5z zjLRo|fB6Z7)YJ2bKuAsI{|llAlL&^-ui36A(KE;AI+nBT2Gy4F%`}q`!M{RvYFUQU z_%Lk)nsrL4bt^~s>vUM<)NRVVJqE~3|BS@m|0(6kc}<^7BmF6)Cc z|JrMKdJID*uUlz*l_YIr)x#@&$Q53GEa@HT?h2)=1@HR{K}I+D|9m^P#Kk{g=v_H5 z6R)x@t8hk=cl$Ttovvo3iKKqlC#>L=1x(DnG&Iwkai7fN`lleh)(lwKirAz5NDC%~h=+zQ4Td7BkG9#)W z$z_o)DNqrWIqm?gm=ALN(QlLp98e?`zmceS)c4VwQB1NnJw-hKY$aW@s7UN8b+fdTuRC)~*+OtJcQLmcVArNa$%8a8*)3G>5R`y5xA8$j4U zO^=)aw`+w5^sKK-!eJ4vuyqOSX9yTN*?Vf%6L<@K(KI|2&SM#ZtbC3NFzmmBtfe%> zWulVtn)bQ+VR64Z;l}YngKKMF0${+ls{ZqHgm^r>+P~CRolcu3J)I$pt8M-O7={fO zDH-h`wCfH$lW!Zzzh{G8@YXX~(>M-Pw^M&f!(s?vS^KBqNXx{JK3u18fx~p6CG75ZO@_hW>`dKD=vj z7&r$D``Ms}oUp(-PexLkH@W^Rel%LVmJ|(wTyYWu?ifEp%n6U;>HX zFzZk1za~_(rx12{1F$p?OnN5wun34d{odrDLr{X_qNQpPH|uotHx=?vYU#w;Yh%CK zE?J_P@FKC{P+s23GA+uYx16QgSD-AZcY^!82<7pZM8A9dZe?;5kQUlo}v=0Z9Sv%>C?l)D5wv-dN>oLLda-ed7L{Q z1f18~Fkl4)xb$ITUI{D|VpIa?EZ*uUxnTT}&fHr(K1$rk&8@du=>~qsLzo${bL8;d zx_bL`t^J^lr#b?J2@}qv*BqaZ$-}?@x)|Yojqi4#idrM+p`HeyYkI5Cn>&Lk@meL7 ztcdWpN)Xkl(6P#wdJ_4Hs-S5nQipcG(3z;cv&n zrF-*-pJfYs3xor39+))4Xm_Tw+Q_O5`n|kYf2gc`QHv5|FB#|8oe!)YetT<;h_Y(pN;n&x&g&2kxXlMdY#{4FoKY^gxWVPaK$ zqTpdGI7aCF*W1Lw-Yx#BY-9QTXoz}ukg2hg@Ef>xZq|9u(XnFT+1leXhfqT&U|4BD z9u8^lJOn1LRZ(ZMw0^{z?!P6bB7!NQ8QvihZ`+G+po~dFybF*UB@wzQ$%8HSm(|k< z-=#n*8?srp>~^?QS(L{iS~k4g6(ix(T5l2FCIxAdBxCEzFFNvYhPzA*}Agw!rmKYZM2{|*Fd_ne{e97(G{sO=1!$|i>OX072 zD!V?33Uj`**5{J1m5+zg^YeWM* z;(O(04$S5GHyux=2|rSeBxleFD5vN|Popf*ClR}9T|ptu0h>s7=e*B?JisfuU?DpM zLnuMK@2bz}Had1PYAM0Fj>o<8$j{qNjOjsGK)?3yU!@n)CCZOyLr z7b&G4Sp8Oaja|vN`=wnf{;Oze&Y;JJ-`;eG*H$bB;om{Z0gNkDhv{C?)AlwP>q`A7 zsZ;pc7p`168lZR@w0EVd*_RaWM!nN6`-q7^6aRXbq2NcEW6lS0?rx7aLYeciTaA)O zFgWr$rt`-Sw-a`$xj%FUc}L}5M3mMnj`_kv@YCi009>XAt}Vjn4nlLAr=27tPJmSu z{OT)*OjJ0b<-mn;h=_c+6OIn7ggb2`*)TCwf*C%JRW_bgB~a8xVSY+m zJA=$3;=Moi)q_B#Q}rt@+tURMo$Dh#>QJ2{7bmM=Gn2oS(dmC2-2168S7!;>)IGA@ zvU3WPT(XAP>SKOVqe<}H{>I)l7YpQE3q|A_WjL;;Kx6{7K6@>BJG`CQy1OGk8N=Z? zWQS@`rMh=#$Gjq^KJ$=##3Q^#RAJUI8q*}SdyxOxv=5+jDvNLt2aLIfABM1LPH7|3 zd~C3iK)iAbJfo~Y_y)4BZe$tLI4`M4{g-cQ{x!_lm*}XRozH5^2{&h>o6#L_Hoz1C3auh)S2Mq3&iA!!)c4l z}ntzuNj;Ev^d+xkK z>fek&fwY5=R&~8;0}^v={XlB@IbP2|*g=+>O*3roGVJ2Vdy;Aj0#+Zjx7I{}IZ&P} zW8Bhe@tyLQjdHzR29UbS6$#4*IDJ4@>T*=0vuZ-QqHpAv4=W^~c$EiurVAfVCSbiD&z(hSTa?0aaP-)Np`){e?+%>3 zL2|(n#|nbxv@1sp`a*#~)gAIPe+3xuM(d&Mrq8AF({ z1#_0);@qE_zNk@MHe7H*Gxh-af&rkc^3kWfx+X}l87qlIM4cJvrv!Ii>SOL}6{U{+ z#@h+_&$Pr(hF2bgT;!u}6^s5IYV(<^R5V1R zMHQFO_gVNtnAQ*{JMO(7X2U)-1z*zQz@wFh-@+9s`V@SmUEkDAu;Zj8^-qURt~O(s z6IxGajNF5f)GoYZQ>0N>bOXfNS{(1$Vs^s-I)>Sz6J(BtWADYjAH-S2yc~WR_f&ay z7^`RI{pP2C+kW$CzuOdGYg~4o)-gpOS1vurm(`MHZKqb77UkwwJ}x@z7tXcY2e)itnU#w#|C@<0F?q2ExAtb9c)HCV(%1p{k+OE z-;|3VyPqjUl!Dn1X}SqSTBLJ#5%op?EYy`Nz25Q+D1q>2s3E9Kb^gv20*{Zbp`}&d zjFm20>IvKU$2D5BrCHR$y+ce$iJ0yc#vHCD4dq|d@h336|9;m?;k&G;$ddUm@n~@& z!fA@?Dwlx9W7;>PFd2$xS(frpBo;3`F$-Q*6T?*(Vc0gKzZMk zbjY>L_9*&8vs1(IpFB#*NvUwv1beR*=`=wp`x>w?aiGT-+@BrPZZ5ejUql>9!1?eBAjClf#pyB2nq zURwfvoHCo}=`MHgB6%0Tae?#6O*GMWV2w>oY;eJYlKXBgSdzr&XoJ;{PaPAi6ljPaRiHa*{orTO64MlV6R$SvS>kB__~-xaL{8xfI@1MMK72j+07p_$ zBhMDEbHvONnT=af&vOnMzdP*~%Z^uZxmGM)bl%vt@;Xh^SLr z`rmeCh_5TscN@zn>F+fZ@2)~3L?meZ4hX#PyeM}r>tcA@Wr+$n1qPFI4~9sIdhI{4 zbD|w)3f%K@z?iLPOFfFZI3csy!3Zce^jx!uCMvyEkDMfHtE{vvQ*^`V@uirQf9yVe z$C|RmIZ@d%Md~vtRii9knS}w0eSve~ukicx_>VWC&l0O(TtIuLizfTm^a>wkX>A)z}I|7s~J(A=<53*@J1jpw*5Mo4+m;QRvKVgz41 z>AsN8TkwT`zye;Zdu|iuzH+TUO?m_;XNRa!8#FY+DyI|)Yd#BpI|(zg;+)@x+SJw zM)Ip++V@M9DSQ2umzr?+WzG0=7YJA|Y{6zY9SiZo*Ut5vc!b^!HtD1i9r<>Cb)VVP zgfVJ@=_I=Jnha1B+t_s@O*`=D`d z2I7J4^M>NXs!O#=_hCp<#&~G-DG!GEmj|}yP#++tRLlSN?cephmbG@X-K2|@f-$Cd z7B#DX2YxxWw6U%X71Sn;c3l2|^-aEbR~RVO z{3BdMTKA@=uCzK~q@ear=-k7-nf%w=3V2yIn`+>y0m3We@Mc-n@S*UYzcJDT^3=G(vI&SaRO>oGQwp&CCS(Yp-Q6k@d z7#`q}Y`uuUcRS(s#dFPCT=t?wI=soP%l1JH-+99A=gV2F*A9Y1@W>0L?I^R>c9al| z%|-s+;m=0ZUfw%opkEEmfl49*awCamYReh%O$6JpCoTQmW4ov}0fzFr-GZVc_fZxa zEp_EhHnfUoWGtJZBp54#n+Zy13BXc%wJ<+qR=w;oN9M{rb8<~KKlBCY_QrJ+!*jBZ z&9`>nv-^jFUF5u@OiGO+PfYr%4~IOz9+{VvB$aW>{GC%2ee4d*bg>&`ONSkPYUr9e zsC3bEudfK9sN}pyg@Lz=jZDFqe6YW8(|&uq@uas-kspIWV)EdWRxCwP3g1iwq^tH% z;2px#9hp>wr~iS{^y#U^8BJ5|fykS9myN-h>!maJ8L6Nf456Cp4s~t}7WzUhcZNQ3 zps`$}cTFEa_m@c&FNEN^X$atVZ58?VuSB9;zJ--P{~F%$#DZ+}kHi*$o2|8}kJfa!{d&>TQWU(E3)_q?MY z1qlOI);6_^g!4WkPWr+USG*seW?XMV` zRIRYZ{k>;o#p|UgNqeywC(kh_NgYu+9&zVaF3L8zE?i{!_Z@UmJH?~0c7$o^8b1+- z)5Oc4J}dxb9^7tc#<@b1toQvP=A`+=+RT{UBxzP_?`8g2CqZ{|smTqV$5oj5>F`mP;V7Z*l_N^ZrwkRDmR&Rd2SKg9fkt9LrLe5b*`T7TjHzeokyEQVO( zb_GCCor=T*Y5|Iw_#E>5ECD>*L^5o^x{`}Ms$lOElcj^*T&}s2akRNG2A?C_z4-?ao zZg3Ve&CZwHeL>|(vM1D@r^80DnI?}>Cp=k9NB0V27*v_z!>-N6ML)!3lC;Fh*(^Jm zIz8nHw}gP@I;_IF(J)zP@lkjQdjHrtMU~#1@fh0Yo}sHt5p9TOrJ1Ps%suH1JLbSMUl1wV{ZyyOla9CGwdNa=Z-()at< zt}EefVK^RvWr(I;6_iq*!fw`(4`E#z1!_i!zt2=O6PPW~Z}N6jzVF@mQkB`l0!geg z4vj*khjJ)RX0(n!7uj7=;}8QQN1!&prKVa@`%q}hDwOUs=rKg)Bndvbe%P^Yi&ypv zzVka$C%`l_nq>(`tLd$Y~-!|LRAy1hvDp9dBzg1u9w+CQy&Tt6_ITfZ8AP#Z>^S}%>+S_ zdqTI?f`Us!p8D(Q|9$3GFv?d(k6;^SlskGP2fy?n;T1K@p7RPE(qkwfNmu4mmr^PZ)2XAV8@^B3$vu!&XH zNM0~uP{*xURjwK^Utlp0l({N$+MnImV#tLr%SK4Euxi&{rCJ+FI;8f)ipm{D6KcT4fhDX8r_xBu;GSSPa`yE zIF8J`XDv&l_8m~R*~q%{Vtdr^Ba*358l)c{x}&pAYjQ}e9E zd4A=g@6iX@d5$5d7B!_&@<&m_(h(j#(~uyF_EV=Bm?(fFC$%o-(PX#kr$^```Pi3{ zuEa!IAM=GF=G@BG`l(c)XX?98SzIeD_qN1R$zZ-_4M*$DEbG?rq8WLrNB1pTN99eM z;Pz$1Kk2?knJ$GMwV%y~ecf{H-=*Nth4{3dMwWy#+=Gp~@B*Z6tOXd}!zF4*ikp#V zi-2K_nOzgxzvN9*d-h{RuRjykepsn5LRYNo38GT18Q)TMq&%+be}qv0UR@ghJCi)S zwh0Tygrj5=>79g;DnPUB50V$kDv0~*Z}X6y-i2fI+UC9K7#@rvb9Hx*Y!a%)jm10( z!y>COfft|np+hB1(9e;9UV$lYMNEXR(0JjVEzSvMwXpc9|uj$dlOcSg^`gJ&x#P zY6V{?L6Ii$B}L}`x!!Qtj8N^3>7L8lZRUj)c5kbesc+FD&zyWt>~Hosp-*E5N4dql zv2H-^)o+|Xo!SA!tS9V$bBdBy6Ljc>1U*bsqU(@_+_K>~AG5-zHDNhKBz(q)LwRS! zDb{TIw)QOPC<8<6@0-|s4WtGe59E?BZ_RrOVg6)4LDDvG{B#?Qr^{;J{-gxlv&Ia3 zy{hM1w*T&YUrOxFwFHWFEP-fCuQikVaTE#{O@be6nQ z1CpMK7g3i=aZ)Ke)Ni7eb5|gne{8=zM3*6y3*S(x?|C&*N^v;qE|r>2!_5JDC3U1W z|Iu>=tX8P`yT48jLW(j1RMsV%g_&HeGbgJvW&x}#l|MGe&q9~Q8|y&aj*Lw&X8V#e zzD$zHbaxyB%N(|{BSUTPN&gewMXN?B8;mzFyYZj7tU_*w^I)vgm#CS>$C} zeXLUjdY_rr>K3R*qC#5YwGW1M%L81`J{O6Y=hLSaYP+V4$!**gTEQgLq=g}NVX7ey zvR?#>U1xb*KGCMjB12VuMp~q}1@9jdchq*;W>g~d`V`3;b~B?6F8*Z`IbTTTSYd@A zn2$8wxrb?a_%v9OU1N1ke-!His90CDlL zj~?Y4j0X2WNYS64bJTfyhSwNZ)MulQkz-R=cMgKparIj7267fQ70ifA?ZpjBos6rG z%Vv&j6e8GYBz4DK#B?~i`RV4yMt1xDB9;;R*SD>aJyO%;D~zh z7Pqz)3^B;@rx7vtqKFW2vG(^0E!>eKk7gAPN3Wqauk!v@bWM)NbIT-Uo`t6@^+U}$ zi@^*@XD@(D6=!oHfVH-3_qOrn;P#Vc7fXz=20_V19qRU#QS_G7CsN1JQpcWlMb!!M zeJ^FeujhH|6fiwb9T=?h)@VeCak$Dm{e_0X=6z1+h1dRKXwk~Nf{z0-Vq$-_!_Lo% zji%P==cFn7LbL>hC3dLpoF3BniL$MOVD^p7EZxsq2VTJbgphUFE*jX!YNADZr~OIN zw_zTa$N?xXSy+vq(h*^w3e9E<`=eIfI`7#(HKUi%%0lbbZQD~_(%$&B-16OcB)*FU zzl~K6gZ$ci+rg}r!f(!urrNPa#|YrILHMFf`_G~z#W+&*Tqn=Ml0tN6u<-OG%W_77 zswlpx7TyUZqkjRhvskN^HcjGe%8SJeGO((@d-tx-p)>dv4)DwOM5^GoTSnz!bpyKw zNTXA8x=ai5f6mlA6N}G5$prGJu^tM1)YQlm?oYwAl;LkGV==kArKG!Dw|>v_J={rc zJ#2*S2iR`FmnClE*PIk;i#5jmmFf3Ponq7JJ2CcE!^0$JuZ)kJK75s(xA&O%t)%Je zYHusG27QLpYYOm`gG2E*`v6L)d^_30dqO0OZcj!dbz1YmtW!iP3UGCxj;BnT=j(Tr zAHz_f%{J#+&QrUg>f2!9*^U4o9{YC`X}9Q~pDIKa+Pvu^P-Xm!iF+3&u@(ZB7mU_T7Xx1(*nPNJyqM70Ua&h<4vf zoyH@S$h+d8Rl7HOejd%4YMvOttWL3#D;unUKCL_|+7+%wV zcjFQD->)5-QFFnXtgb;GTV4WkJZ(cF1RcDYDAGw=c#{fg&H`tX`L*YmBA?OWD=}w) zDg@4oy!OF?A)!L28$j-0Po7+S&u7#{;n89V0I@X7z@zxuyqm-jl|~pR=Zz%4^wgJq zR`drwRRlKG+gtC)daOompPb29ye@{EBGO(upDR^=m`|Vi3eA&~F4YjJ~hHG_N>)Fr`D)5|HxPTU7>+ z|5^UpT_7GFRc_87ZGqagnpIm?Dr9ZHdQg=q;-^C7IMz!E!i`2#SzUxs3^~Gqtdn5j z+gc58svfQ$YzSV}LAM^VP~JDt5&y1Fza9GDl7Xd%;#(2e7HI6ueq6Y}=eW!TH2_ zYPUOwn9bvmkKN|e;YXVRU*7;0rnTW1E7kpL9n0!YT_o{y6t!>m&V}6LZ!slR9#wK3 zES#J-evcBE?%zo-%6wi=J3gB~4x9a8R=U~S*qZu05y;50HFv(#R&BIDFTK^&^*+ac z)+9%d<=+Ir6{jRdD1ZM>5R!2`Z{}N9NomN0IAS>BIOyP(@cOxnFz$KhvY(IGfZ$sh z6-nc2RUyS+pEDms}fl@LMWgC4j)^+W;hQzaUF3vZV+zaKMz8+|_fr&P=Q z^;D0Dnw*W(;E#RxD-&Yr?m$@ri2;xoS*? zl81M8tf^^eJ}V3?qlRNIe+??J|MIv9sxWYL&%z~^Rr`tzSl_ES?j1hqT^u+WruXuK zlV>h{p1j}Foxw+_Au$x;NJrS|B$IcK=^5WEi^Nblm_gBytU5qUg%~E92=;lY=ee)r z4E*%(c*MuSF&SqDXtH;Erck5oZ`IhLE(u&AJ~Kij0-%VdZA`Fd$)6uJ|CyT64GN>9 zdcW%d(g~W9=G3QLv6k6MURW7+nww~q$o4(9wxemm+z{kz3aVun_ml7CTl`!Ye;ODs z5}t0YTu2c_3D*GxU)OFWaPjcK*j;+>RZu=t-kKocd}LoQxLPEps~nk>gw8bvi~>GE z>>^csKRd_o<$Rg!#Yw9AZF~n7OCwY}=mPB74`wqotBa+xfqwE{TRCW!^}KvRFm-07 z`(%^$ShK21Y$bdUeyM_=kA=`*FzC=cxLq4@mi+phJM{X%`z!{$%4zNsIky?VMS2Kf zGzmNs1K#I$$HQLMm(F%+{g5K6*M?jh5WV-QSeij`BpJKbC#^sQMvhy*Cxcm8s^qJV z!HuNXi7E8x2f@xgm_mVq`VK`NFNu$7E{_niKCGAkLU*2Sb1)`n)5g-am!zBHS4j+h z72Eo?e)&#N^|U&3rRC&yHD_gr_iBT1Ub+?LvV+$cFo7UEruXewz6AyBPtR1{F2E%} zXSrR%y(k9?fDQ@VHfQ%IW0xBZC&H#E*sqq;IcNR5N!Q=0*Ww!7-Cc@H(bA&D-QB&o6@nCk2WRK~{_EN&IpAQCgRJ$;HRc%ikQPVanrvw9 z^wZfAguT}X6^=W3Z>IOM}dg>Kkn87x*~=r0;oU z^w?Pm*>;DUGF<|li2zqI4Avko*r|b8Wh-e}ZYGT&XXTKaT>a(j z)(a5JHL=iKWk_9$VCGt@26yC-X;3|llX}TQqJRU(N}^XEXpdHV?!{HZ8EB$uXb(A^ zC3`S_WqOsTGntnrtcEQPPq@ZOhMUX*Y6lj4DaOSyUdxYoh0sCUUr6=rkMm#F8 z>EpJ?1w!v9$~odN!pp_HkHJ!F1~E}G1IE0mpSnkT@t*Q+_f$=S2;(%?*QQacWFQXS@)#- z#+BFVIeF{GT|@b3A=1BNu$`$^&83jA!faK~iYct{a;W~7>e8m#>t}$kB z+v%pT!t(Tfq~b{+^S)Zgq-*~WDi?(-p{!+;Ee!QUY@w!bT&FeR$N_YA0%Okqcc3F>H3-kfJFYVEUKL0|mp*k8A#akA)C{@k?gdbI+xO0kGAzIoeP zPN~+X0~&q(64_SUPw1}dQCvIs9%r$?_M_e#$z}Q#65vD$PXCCL$-Lv|nof?#l;QI1 zu^rblBawdRZ(GS>xSK|{AcKp*&GYRg9mAN#)kmpYYf>+z+9;@m#NTs5VE>&{dv(e; zS0}^m5LP$0t|hy7wv^S_hzV`R+0jmT78AXl7as)MMql}qKLo0%!i~7DM7TM2MuZlx zu}jULw%A=?llEE%XHWav-zFke)h7v+KZNt!KZQjXgQJg#DjXvJ1P6#m3Ux%ei@c_cbZ8%>-RnV`)TxuGh7+@7b4SSqCMU#7OZVhCgg%;h!1m58Uyz22x16 z#n(U%sk}gy8SVNl_(tNqMmk%(ZD^VSd83q0lIor63`MZRk9-zijNhLrOP`o|AVg=l z+F;SGxtB-70lNI=gZ#Pu*_U02CB}_BAdp)i3pwfXJMkw09h|ocALD|F?D`Y&C2ye- zp=(f*_#H+ zzU3~H}MVo4%$9G`QD9wd3a54z`vnVYx9G$19rwU zSOCGb0cZBGK2($EJ)&zKh~M_p#d1scJCm0aT_E7U&&v>Oe*m_`vrFKibJpYjjqtWA6>AH)MBteHMZ_Ln%c>L?Xy=czzhPIPDg`T?Zw0dlBc2*lm8NB8TM; z(UPSu!k6qKZhgZx^Nrk%lHNvOqX(?E-0Xj096@2>@tqc1QdrR|uX0$kBkZ~s@y_f0 z`f)49ewc5MZ`WitYlOKq1HKJX+t_u=Y1=V6J4n(H7yr&2tB)jg$w2ka72*42^L}X> znI^o6@mfz{F04+%OV{juvU&E~as!NFK)(KxLm^55>h0V=}a5?Qms#Hfm6{$&N zd<*zhgI#PVazH%NbKAbWJ;Yp5GiU+QTp3KWVE|v3YE;?7A;DRn1k>Q}Yg9`q60%{8 z>b1(oEzO&Q>*X%m-YzHZS9>lbcCOYbBeqQd%ch`4n4U;eBLRh@d^=gWxZQqaHuip& zR}<*<3UFUiGGlk!T(T)SW`;H*Wjc8OjEG+J-pmUX27Y}9;2!yPco_Xu=CjJLR&uOv zz>}l;b=7n@&EUa@3n|^{XnmO=XhulelIn2T5{cDrd)cORGcM5Nw; z1Q4;;6O)%;_c4X{sLw}9uZ#d#orgUv_0{Trta15o09zv7ex>HXnpO}DdFaqzb>LsE zCI`Sy3uJ(xmy?9!XfPnNMpsdO>SNtE+W)46YRJ64*SsDfMQX(h zg_@O6L{MD(qXfqNIlk)N#RW>7Y@8ny>o-@hs!17jrh<=-UEV-T&x@nz>%G@SH}r)Q z2|S05m4I$T8n?L_;J|P1zKI08gP3+Vf^qi5X7yLC%Skuaq{lz0&b8v8oO%$Y&EbA` zT;GVo87_VQ#@Sh_kB3w1IcbOjc zMFsDa8jK`QT@N5X{u#IyD{1b>|4ZX-z3^*l_4v{W4aQ5{hg>4KpQkH`{|ZT`w0I4O zyZZT*0}LbXU?;VC7oagSsyUZaJno(c%C#zsL0@PqH?=cWFDXQ-2JtSv&=wQuO9(~5%&d?0Gzb=jqNV-S8E&ZIrx4Wy&PV8P z)djw)hZ1AOG(P5&nX4MO$i0}0bSxSm;~3e4h^-ZFC-TaM|6pmcAJf?}XDcd%w!3;ZGhRbNnm=YJp}%ctKmAhv42iu!p> zt*OHZBcJn zOol`a2qWXfz;Zf*feo54yC0Xfhd8~7_i^E7u>-^(zD@FnC*uc1;LMf{5?_LLmS7RT zO~_r{6r7~HpRqH4UAa8TEUM!=H9bqr>OTC?pbkgRGdHF0(f3f`C7<4wT(UR@JHyx0 zCz=t`cav+GHU5_`T#*`Rn8)LX((%{wqWokGglF#y_K>Md1>HZ2#!S?o7^p~neTPCl zlR;PmERm^U3V!xc-dzcngOxR^>*L7lPOGC{6e%PItE=JqUkJ8)VRu8!5)dEUTN>s< z>$QZ-_VD%K)$!z5ybR@lfS8?rcYlZUS&zR$Tw09+6&tn@hT^q|<$14b*G=`ucd`8Y zVP8@T15{X&E+MQ^)GyE?KC)k1-0P(aU_6lA z;aW5d_ArUhj$D|Wxolj7EqP*>di9|t2o9RMJEXNgZ>2(8?KXM#Q#=Z3v4I4rtKL0U zVXx$~gtFITIh~V!**{uqekC{YBIf_z)(&I~ToCmpOBj9}>51e2Q58^AFh+_&mv84U z1(E#%ZG>cX<;&gap0iQvRH~KEHc@tbG#>d};|IOA@=&dwoukqm)|lfJJdtTw`Bh z^3xvd4`VaWTaXuHbt-Egu(kU`ZqT*!9#P;f(bYEed~?76=E4fa{S<<`lZx)?_zMpO zRxKaO1uG5||59eLCm`Y7N<%+E(m4<%@r*0_@;5De?2?bj;pJ9*I3LP1(598Xy7Y1a zkG(Gj37}dwN*bDGf9x|`kjr$I5d3$}YE}&!OR~SzFS)fD?)4#4g>xYdaPGiVC*=-6 zitM)Yjv+5OMm{{;cUyhpg<{)(GCouLx|6=S)L)UP@cFaT<2edqWk1N$GdnB{(t6Xt z%>gV+dSxVusatV58zke-A#j!|D$Er;?aKFqUZ)V(xmau>V@1B58haK33mNH;7nIn> z0e}l&H)msl_rWUI)%%+NUwf2+ z2j`UceBVi~j&YfkS)vY15UQnlDaaG?nP*&~dSipiJ-jwjrOu2BH(NOuo>~ae2Y;TD zA3~v)*w)#;e_BK=jE)sNw0%>s>d4|*+VZD3Ah%IX@o%zzG&ae%Nkt|cp+3F4(bKM_ z_VI+3J18Vf?~^YU)?P|t^8VE?+$R#f!?3jOuPp|Oj&pZmspw;G6xIhlW6q9j|TI_ZK7Lv0KQ*;5s4kepqm81zV4*)@;mt({Yv`Gw`SjG60V)5!%t>WL9rz zo)lbC^1*>W*W0T}Ynl=6Z#juY8Q}!otF8nT1Y=yd4+M*NLCo6>&Fc-}Wa`e~D3NNs zTxz1Y2)8=CA9qm#R$zmCNY8t%rK7qdC`Dz1}A7qK(BE#T`SN5ASO~SGLJq&!{c!7TMb@jQK zg}C~7#BwvCu2eE~8Ir@p9U$E5%lJOxa7EvxSREO3GzG+WV|!FGgvbBJO?-@*2(=M) zf+PQ73G9j2DVpUZZ@mA7$S27n#@Wo&)*kdtNyQCsJ zl#&))p&XGy04*$^bRF1p zHp~>>Y&T>oAD(=pH3lXHB|*e)35)}d-z8sj!FMEKy|1$AQ|mkkUV)P%nH8kB*egiw z%_<}b@kAADa+9!&mU^a`H?-ZST+yCxdd}ajY{MJz91-G+RK@60!;qV>nqusK8TFI) zSBR+{Stt9LxBJ(PN`wu=e4Td=XT|q(C)q!9GzAdHgNirtPbD6G>~w} z{&36oEw?|I+9Q%YmMA%XTXOW-B2X-HkO1z)e+5}W-dsdC_VR?Ev%m=?7=>ZAfJD9u zNvVxc$}J`RdphLLi22V#P?e;=|0N5Zh-`$D{&)g{C>}ud06KIapwJq@5&a$)-IE7> z_&E~nEiGrLU)$@$>b$R>I;2w5y4aD7b#f?XdqTta#Ms7x`<=6FdW_6?#xTl z{dcb(0R}`MJd1^y13V-ozw70Q-YG-^3Vwrotq8iCaXDR1sPeAWVZn*9XTcjGiSQ$! zE_~YnUskFHkScd*=KcJD1EZ-u_E|W4Aup?Sp04T>JMTn_bDQB-9KaUitgyFMU-t2x zsga3^9seZ6p=xT2G0;cSfsY#~4&xX#ls%TIvyHjIPP_)p&g_s^GfN!r!Gq|1T zglbh3l@1eGft9_BfW|H4PH|LRPMC{^1%6^z`Oq=9n8B7BT2-p}eY9gfKR>JQ@_J0Y z%`^5R?cOzRf^#H>DXXtN=fCrve5xmE@tcLhp{tNMm%pZ+()a*LJS&w4i_$?zVYiuSCN_1j7yF!#CIImi)k&ZP|syh9#bOZUl2(5Y^7$paQ2@GX)+M zzfU;1bbf+|WVc&2udx!QCrM+hc6Wla7N&(SCi>bKe=HQPV>#EgiYCIGc5B4X>Ti@L zCB4rCty3#E(wAXyd8gC_!|E1!ay8xL0`Ht#eJM61`?tZRGg1>^bU=^4lQRiF3e}uL z7Q7`DT>}Jqd zZDq8|L5aVTy{tBW#u$+0lXusMjxmttnvQo=k>ZD7JZ!$96sN9B_M}6~1?!eT<0aKo zvK_=-fUQ&{|8J!t@xbtg0JvzI38=Y${;zKOlIU&E1Of0|5_FSf8sC@M^K9k7Pxkz8 z=9TsJQsQ;w;fp<6;LA!7MbHDso0b2GW?}#9tN3fb$vyhLUl0WHQvXPc$QdmE4{Kyz z?D44Nz85A9d~=L@>FTOdy9=NS`PUuR#AYZ=bK1eTb=TaoS3>o|_zF{jy-*118X7cF zbPHL-e{(GBvl62F-+!QzT4;o63YUNV>qjq7m-WfX$$>JQ%fU+M;lNG$0y}JJ1^zJN zxbwc6(Mf=2aRzNGGMMv+x5U_eJRk8!@>6wTiu>Ytm>D7mG0qUJljC|R1Q^UcCFi0Z zikTgb{INcD*#t~J8YN%&iCT~uQ-4QZsw{((4MhRkdv9I049^~jT(8$W?v=4~ALn?L4@H*si7#MJvs$=?K}k2vqfS(A{%;w7 z=EMpTBsHzvrvWhb`m1R40xboUb%HifV`_vP^KXMNQ)-}7Zf4xSC}W-tr}{|dnbG19 zD<+OZRr-S`H;!Ym4=~NZ`;=eu`^52{<>`}!lhYx<4bx^U@Gp4EeP*Q>+T7l##4G{w z5g%>`BE{$r&k$bnT{{P=LS}^21m?O_it3HAH(JH(XKraXWt-C;T)E?UTCtf zTCKTK(MDs@eW4dlDOGoM6Ki1m+dgNnMpRw6=-$}I-J*H}u0mhA+mQF2wpDltL^xUg z?XT$cH2!1qtY<6r09bB+Q`K1yD|&tt&scCMh4q|2&vU%s1s-Px+TLZibe%cgue?2) zyv5weF?&z)X2w}{KgL6}x7XJP5>5qNZh>J3Zm1S)Yt2#?WUQWEb^Y`OYJS*YBn&4& zB+ZsKd-_Km;)Yw}JdV%wuBS>Oc_D;W=s(g&7tPi{TR{ zwXM4{UJ9%Da)?~qs<`2~T8v7h9a;jdFy7evLjP@(6JLp2IZ=szD<8_&eV@g}PK|(F z3-Em`Swv%&ol!=*)0%g1ujNl$a8lteTalep(NMQTLxjJPmw+Stb;7&n@oNOX-P|6oGeawS?<(u57>roETi8$Ab^yd+)Jxj&w$(+*~6*r=f zS%w_tAsv*u9&gJ2m7gqr6#{!}k%KR~t;O5V#FQn#em*2EHoS z$G3zQzl>MhFn+6oAa=e-+~7!KOs|in71JSo^2QAU1)Lj8kJ|RmD$a}UKaOdi6XhL; z|BjUO(RwFI?rYbAMCG7D%_WxauPHR1cW*6VI5(5F|GAU?D`9?mda7Ig3cWA4on50h z(e017gt3c_stJL9EvvzR#^ydw4B|)1+(1cz8^^xTy5%LU^#u>&fey+nq`Pd+4nFx`)Gz4e6azV+1=_B>wFS}NOc&N;>rog zLHtjoB@0uhV>E}8V@-P0RZo*nfSLVDi%_y2=5X(#JY_w~4KDhf)II}}ML*mV z0Y)CCQ?re(c7%`UwaZhpR*cU+G-L1;L)(+CChKoirL%QE7#h}ug`aRlY%P2KM%iiA`6=L zD4Nn8kGU2+f*v{wpc+0^dF=4i2i(;oTwf$Y>PHuU&`9L&C$(?8J@e`N3IzArRom2Q z!hhpS7G6O{Rf(-MKa z+-{rmSzq;Upq27p;Z;3&xRfaQUHh#DCeKonsSdeB1BgI2sAzbiH1AONHtRhOW|7)- z87pownzR#O)Cr0=S7_JGJ~F*MQGeuh^IuWkf=~GeXf>h!(AmZJxK1Qb2cE?2?aauB z`_G$MT;KD(b(5N!DH%YTDMMy?O5TuJkAN{vC6YTm(%FeS;2F(_qvXiF040Bo1xMJl z|9^c5od;~rV@~@ToCvyT1k`X)IZ7XdEnHXyiA`HrH)QS)vEr6N-2N@nus()#(vTal zWp$^1gffonG(l>;8Me0_gKIf$Ctj~07>A)>qo@LjpTN@=Z5>2L5({3+3#QJ_*fN;W za37;%cH5_|X!g4Xa<`wq8g7aPAGncN7{QxV@(+6s+cyjo^HBLGN~Ftj*OJ07xYk~Y ziHE?;O3QSvcF0L!=!JVLkO=aBL&5o|*PNL^017~@eEX5FAKxDm@hyILxnHj1DF4uX ziZ~6T1}=^$DbGi`*($wvB4%ADOmLJ0Ab}5)By15#+MS!)n4ffOQ{R2l7roBg<6aqV z)_{-xy{Vt?>tr8Wp=(il+rghnlWt!MgO(iFpa1c$I9;gt&R5oUgr0Gdr_;-4)L2Zv zy#SE(OG(yeX!5DL%>)oHm^y|y)%FcQ{5W7n_rjqA0f|saLQb|E9N2BOEH~o)P+8&n zRA%4$`VYMowEuN-6%czli{#qH?@5Re-g=J)C^;^NF2OWnsFaYz2enL7<>rdba4RFc z&*>oEz}k!@QqH{|I%PWsb74=Pyzg!*;5(abD2kNfhuEvX)#bdI?$Wr|;w?mUFMHqx zS8$iU>-CDLB+E-GRudoBL=c{Mp#h6SZpps9*{5e#DEl(UiZ2tH)%wtr-HVo3F~KHUSMOk{=h{xb-3E733f1r9 z@}C`xHdOZ2i6NLQR~@8pbNgn@%a30c80bH!+xILN{7BLM!FoC@eCQ7-fB6PcUas|4 zi6p*!o<36*>oz;u|BimOJT+mbGQAuRFX{x*tf9Bq39(@;|J}WCBw&5;Wbi+%E9{qe zclRD}n08E@OA%qbAVcJ-7JuLgOGU`K+KFPod%_+If>E%XDzbu>U6^;g@&qg` zNQ2I+hEgsCq0Iujnn5S%-q(KHs2w&^K${;SrxbO^uFx{wi;ey5zF!>OfEAA;o!mb& z%?a|%F~2Kt%(e#JpI<&^Xf|k7RiWC}&FzxxH>@Y{U-6uWVW|Ji|1|te(k=KxwM`}9 z>bP+Q%|Qp9@w|uyhfoC&^_PQ#bRbg3`gHMU|$&XDI3%WeLeG8x|`@>Q?#xsMD2wl zh+{pw#GU~0fO5R^kHfa&@2;Fn^`s{Hb=3xyTc~C63~d?kvyoh3pyEKUVLnZKH!pA@ zdHVmuS~JgjpWkIo^pi&Jc%v*HYM;Sv#H zZp?;-j=&5s?KL9@6PYgF-YCg^)6-Zv<$bPnF|2loVY{G-mRTXa1*Sg zrvEGad)NMt1QrYERW60KO8Qs2hWevEw<^+?s}=hFQb>K*r7|3|6nt1HNp~2$!-Xgq-nybx zY6K5Y3WtIurmlqLb&Dtd_)ysICviuU^+G2K$=l{6Skb3{Xa$7ne=5#5A3@PqK~TMd^aX6ePr&S5Ubq>9X^UWd-Mw9z-eAYo}6 zihL-Qz-6YcVUyI>Xo*UHBNA0qZwJ2rrw_3XF}yPJm?gg(0ek zB;B7!LecGc%+GuRl^gmY90pqJ#trUz#rb1le)zWwPVX8*F#L__5{U29c72THhc*Y# zRL#V#-eaC)E6tv1E2uxJN&g`I4A>8pYTI6QsrLBZ#wP&H_KYcH5l7%%jt=inuN_>c zA1K@9J*AB4K@9*Q!LsW+)A{Qc zef#4X$fmi3(?0*s3*}J6_;W1;A+v43X+J}s3!vJ9`2r^AaDQ3a^%mj{J9Fl#a^ZO{ zYc2mcKtP6bFj%wT4u0-H7j9v4^vv7*E5LmKurKB-U^>_65+YeJn~KP2ih_kjGol5j zNi_MRM8)C{G4-u9QLVkgO8$YX<%4n3X?kqB_)AJ~@W@OdsIratq}!f)s^?lYE=zmS z2iXFSaCq>Ssa_pJwT%NT)u-KyEd!uGf4S>R^3}$&1Gj&&(qYEuJ8(l&p_`pATsan8 z&Ti_eEV{v%PCKL)WsK)b7Qp`tofqrpOA2dq{cOr%^ankH;Kwvs5=|hlww~SjxT`A7 zn-V?oxz;CqH#T|M27W>vg8d#rf28Ch8)_b=3E$6adYk~p-u6X?byI1{o(33P=+Vso z-da4aE2^fyLY#H1pQ6gu<&?cf3`%b7eaJ+25xEKZZjbQE4`}dB{tck$GsU&9(&%OO%*qORqe$>R z`C9rpiBKH^fR6#!j`b{(@&2@xi?cMvXB=Ge8SS4*LDn+>d1QH!*Gdb%fSo1Y^hS#-^@CKp^H$Yun{omI`1rERZI)A|gx8qH^&g4L_c(tXBqhOX4E-e+Z}C%A|w` ziE<|;5HCkMU*8*bx1aTZhgbIyrS?^F4=gj8`7oA?6}w!I%QcufPNxqonU7TD}SsED0>Q(1)B z7nOB1^@M@n>Hp)Ej}GStkrT=&+ks)?{)^ zGqGs!K^f0{4mSPMnE9u-TmolEvB+b4P(sgVw2+YBn!INtLV1?B^l01m|OY(4^n`km_ZNKBi0dNaJbFbnVZz!y6P zRAG(=y_hzmy-@gNFUZavOYPo&{23OG?&yJmj-wSa1hAQu{AvuduVW`)gc>1*M#?*t z*b@-jC+(|u?4lCw-Sblv$M2Irvz-mD+__om{ce>=}TK-gJC3NP5 z3D}J{JARtfcwszU5&z2M{YNIOF@Ii9L%1~bK=}o|>8pp^2K=#*c5%p^ZJPb~ps$4^ z?`e@=m$QY~gLC}x)-=@K)<_oknZ7fD7rH9Qg{IAa%eIaE5D%Mzg!5F zyRW-!Xf}z>NLz?5Ha)nsYL{Dv-VJ*c<|{HxX(}YSZ~vfPmZK>p@c}YlTMKQ{f2_k_ z6KCt$Iv^;LD3itJvr;;|7HV#8-r1d_q}V??LcyjIAGB)=hu?pFL2h+F6DEh+eB~kM zFd(+55AqJzUN<-G#l+hD89}r2+J($1^Ji5I9ss+ON{|&7r^o{&di8hawkZEQj!uV& zV7vmvjgB`!0csNE*+7=i*EqI~fD4={bMzU*_V_4ls{Rm8!K6MeN=ov*IF9q3ogG}* z@g+s^EWNoi=YqxrLPS{Pq z9I)6BWsQ$z0IZr;#L~FKfYn@K<1!O}cvw!T4}H&R6__RTsY+Fuu?YtwK1I=tI1&{< zok#k3==*i8J&koThzD}npAGl&2fO&kkcmZNnxX&^?UC0oF)<4q)x{yY$AXnm+4|?g zm{lhAl;fCNt8K93JE_rG%$!#lt`WI!}^abjc z=24)wzH_^i8)xQg3qnorhhJIq&$RRm{g0OB4A_7T*ejLVbFWiWV3CrQTQe% zD~!`eOM<$WjgR=#YR3SM@d09MqBX%5(y3CA)LBS}gBed>b^Mw;DYcxbRiq84y-&P6 zdTo}L-SKK%Y$dOj2KQS_FY7$&xq$SEWuF}U{>95}6=Ag8-eg2v z4F2lr%=J{VFs_hiv$Zg;E&^{){&B z!hPfO$pn*Rkb>g27tC?o4_o5W)){PDbT^@_9RQ(_ZMpSky(Tu#nF6VG&(@a*BQ0%M zNW`2u4mk;H7P~8p)(6<{LMay&WeRb97}tgkO*J~LE|++ZeK9lbUM^ev14-ij)tScq z5>F)({XMTHZ$TH7_kUr=Fz^;oNqc}a?g<Hx3Q@nWzt})ni@rgd$ z%rxDdgTk*h%L#lY8`y#I6yi(dl1v@KLNFuyzFQ-=Qcf)4{aV5>Ffd3FAAi0LNGd5Q zK^5dMn)Iz#B0j$m*GzuK3aH9mbk_p?Zb(w{mcJe%_ZM$~LqYTFRdoVzD@EIe~{bC|&7VQ?C#zRuCO!H@Lqb$JW7k<_~mdY|M zJZ2nHzTWabNpl@%&*qD=pgRix185NPRD{uu3nyikQ0Tfyf5{W{@>*bP@XW+Nyvq-J zHW~4e@}0aPR<9yXA)t6^h}ydN`e8}z@lUWgV$rvG#Y;z(5(4iNV-2r7Ng5l@L1hdJ z=6EG|=7T5OJXJ0-6=)M7c)8*IksqnazAJ_~mZux0zDf&u6>iLsMuD}6wfAkoTs@eY zk!roX`_tPDMxCt>-fZFYKx=I|J5`yh^G_Z~5LURRz9U@uG3eM2KMs`{T}gw~x!52^ zr387>w}as{xbKgljHIK8!?*g!%Xu;(&A+P5y+AMoyftbpV6)JQ*? zmPQ$DE>`Lbvj896K75{;3298C3nl>yp)@lZ6EkpD*!J{ zY!e4~4Xflb;jp)KE$xWzQ?(Vob4qg4pdb_eHjww_5Ygqut~B{Ab{~d=v!d~J{+T0A z^(-dE&+?Beo`Rx+y>@LfEvbgb0><80Gd&k@TS0FDuH2ik+`%0(C7x;rTq68?H$|f7S)nVMEB9y*yz{)v!p}pF$|1Aq;UP`-Iq( zXZz37aMOs%TTqt*F2ST3=b#W(@p}MA_cPkhuQWOCDAPnlB5>kN+!5B?U(Mle13pTBuF>$@YtN@KG8X2fX&9-AAP3`DLm zxRV@(8CCrAQl_-jg~}VDH)k|Y(6DO)*Pc2yui09*Stl|Hx(NwuOh`4N@%?z_ z<&?w&Wpk}bI1k3xkNbd*lQ|03%Zr9}@BI;pVK7w?T8rIWZ*K=yGdFP_vX3h|XJm1q zueNrdoJ$wgvEFrkCUNV%l9>d3lk)Oxah&@U5R6Z zr)Z_wGu%BUJT{UWmZ@wp1^Ia_rs;|8OAcVZ#h0A))qwSz`nMOXELUL{i*i%{HjO{m z%LUk|B&9uxHf=DARTN%}w0W01a=Hf1Yjnrq!gWPB>eeORbFeXNMpc%n*oqan6CFWv zD50fYdOt@jC`>CL8R6x=MBx7RRO*tOjw@P*Ilco&`Vk+&2_>Y#{f04Xwl!lrtKV&+ z)7)o`&&>aO&`-eRr0F~%bbGe1*I$%c_*-};!63t)K+InUKL23k$cS74fPuxxB!KZ6 z9%J`?RW1^BWHn5y@~qRF9BNtPIr)lY&tll&i;0Z|S`&@CG_ooN<#YHKZ5KGD4^tIU4SzMUdwDOX z6hSVBQakhLmF{zZFQlnAaK)9o5A94O%LpjPvZ?TGhG-6>gS>w4F(oXD- zT^xFg6Ks}wlxuw)pOBMwcDpZzR8M%EAZd`8+c~BeeF#q1VDSIV#8~sNE0@QbSP#WE|Afva>zaVxp1my zp~qt;9bjEgMf>(A^Qo=vO=|S-g!nQ8V&}SzI?i3hoyWpcnTGGTY=*$A;~WlPvPTiY zD{ilOG5lAm!;Pxyi1`B1%AU0E6@_W_V0(`>iS!i~Fisc7$Lo*5Hp6kfJXLZY?_yq< z?4b*uZfl~pUnFvuA*4m*Q6GBz4muc|9tST=L-&6Nm$C{n7P1{Q^Cx_G6Dx?>lHTuA za`MjEVxkMgN^YZ!G$SA+i%HTr;YoSj4x;Frw0)>GPys$_>Ic4cZ1*kSd2$jd&_<(h zQDpB*U+~6!cG!_r=c$b9--#TRwoP}Snk4!46Yitd^aQLwi8vI-1N?x?5cNIkIt;;q zhcLLWrRSE+?H&nLASGB|Y&JiX5AWhs41SO}l2QgE4&WkWQ-^Uvy5Xp=dbaPHI|uv`QD;7{4-i6@S1w&I`bM=nn-_7 z7(V2&SB8tDunw0|hz-UC?X=oU-``J~hi2LXe1Yek$C3 zuRbIGgBuM_sdfMyFn(JsHp9O*!4pm>lv`M>Q?RV|`yz2HVqrij!(TvyXCXaLY!j`pzVk2lW0HWi)Q`98q}h2O zQ|{sqT?hXlui`ZFV{Fv@&CdK%P1o{+5q0!~37~3${$?YqNObl=(L1iOF!yfRQX+gi zgNW3GgiTmO+!CKSFE1#s`4=2jWNft}RPH#?N~QP@16V$=yE=hsS<|?%?5T4QzYKgR z?{P$uUeIN?ihJxCIxJ#jjW%sTChwO!%@5Mx-CDR}Vfx>YV?A?jDqdL2Mchju2t36z zmRvyK3Knj&Inm2}?B&E)8bxHC(LVA69#R+8kZHXusX1-p#eFonEh8A79fky}>!VDj z#yKhVsITzlZGT*8P7M>2SKsZrDXYO?w8`tJf#(_Nbz%BY*|(yxCS#(3=OR>aP*SdN zje{RCv4PI1#?+187Qlv~6g_$7FZfqBpE%(0O0mUV2n=dFc4Oq~5H3#@3UVMi&3p|% zPEL`EAWX^sE}7JCHA*x3jSk-B3rk^=`uf}m0qY@k#o%Q5XFEG=HKYO7QHy7?Xz|_g z){He4t|ra)q#F_z+-*mN$8YDT)gP=EZ+k2pLgDZWx#%=Mad75MN;MOND~h7&Xsne& z{ePa3jdZH4C>POE%#h|vhH$CleD9|WZT~V(EE?rS2kmS@5(9c#lWoJI(L1NxFGiD| zhb}sV<9Vo?b9jEp*q29X>#fkOk^B2IuXNb z9AOv2je?SyN)$PcI)LEv@~_B<=1!p<{DDs>NPI3UlZ3Y^TCJROWy{IjQggO4t?cEd zz-&_ZNZB?y)U`Ig^se?o1$8pxC_8M2+}n2jxYMTLRO$LYpz@9GS7<%Rwk`Tk?GRZ(Ji9#XYCxgl5^9 z727uBoSX!7Cv;8jx{`3@q{lAHGiWL zU}5HHlB0hUt>=5xL#z~hN$c=YZ5jbX5GZtAw^qN7FTF^Z zIi7hr;Fk%NI@wpiP)KlrMwQcX^-l_Hy(6lNgws zQG)kTD^t2~H}%C5VHg~kfUfJXzrPm%0taD6p)g0yP^oMhd-!qEeomKk-Ntw0oKD}{ z#2lv2o!FPGzwvL3_v$9*c%8=UrkW*?p>^Z|<4T~CbnFF2FkOR6w{eedHbE`XViTa9 z{B431#)rL}>ay5?tifOi{mf!n5uX3@tN6|zeGlg@UjiGz6Qg2)y8-R~Ar2ls!e^g- zjKBNe{~A^2;EvnTq(3mPn*i#jxk%3>rExz0MNpHxo1e=mQ<}Q5q=6|*bCR}`y1b;% zGmjc35q3`3Q96eu<}>|oX^rOY4f$Bpb0+^gefA`anEY%`X*aEV-MS=yHXZ+_w$e6B zBa$#m3Z9W}e z+D2;GRoW+MyQQ(`Ycp^2#4=ek(=iuaGqAo6^7BF8JxR05(duB@*HT^6?lM4S0e(6p zA{9XZ`9+%V{k)XUf^^Nsy`Kpz^mA!lZ>oRO_oesqdrkLHWZP0N`$F(IF7ob|BOG+b#Lsi|CvflLowEn2tsDNUi4GMrUa2|)KF*#4T?OuQ!;Fa|42s4t(#@Bi^1;Kgrz4QvUH1HJnJ?ePk$ z2Ya~x$!&c2-h24)gZDv$$IuU`jD;se|IK`S+NacKGxrnDg&yhqX+1em+cdXwR;A*a zDNWPQ`FWmNQz+f@xgru_s?KY=Zqj#h#x|d)yqJuJ`CM<(Bv1BSvd&IAlQsdxw4W+8 za&8nNf)))@uKUP!#T@`(o2wm$p@!w>YL`IHj{7{hZIuNprqw zf24O!S})P)+EKJJ$?AywEvAZ~(%vlr>{6ZS=bTqi-Z-AyMA%v^@ThI0n}9}fPw&yZ zz5L#1uP$m+`hgitPj=RwmS0Ud1?W#{Ndfkzi$#H|nmp=7oPt~ZUd_YPLs8!cFwu_d zGwFep9(wr!tM8?ZupUARz;!%zT}9vQG-X)MP&12JY8?X4fkq8e(=@SN1>^c#?sJzi zdg%o#V>fV}17i$?q|X>*gH}IWW*H6A`t@(6{m8T@DV1R0>12QNv~M{xmdm;Md^_; zrpA~xU4721=FC?KeB|p~`T%g_K^3$da ztBk2^F|&zDdmLy{x)2A=HUmtA9v;pD4hCkc!K>f=2EOsnzKiDk8FZFF)_?|w{`eTn z{R2Gs>0@5VK@|@E%lINynD#!L(np=Lz1s$r>w-C8c!<2$cLX z*Uv(o+x59CflK|IY9{lH3i-U`4B|M>bq$}klbeXA-<7PK^xYCzO2?3Ye%v!B0SIj` z?PsZ8BGn|VgN#z0dKa7oO67N{a?`n>&!^{nUQez`FVQ0hfh7=f5jj5HTK=XDd2+?^*1f7d^k&b-nd%z*auW;*xj9H;ko?0a&@4i0w zRQt&sq;;vAfv&AoT3iLXIOou|4y)A?L>jq%nlm?E-XK^*7y__J`@f0N7@3~UOrF+} z&U>scGgsd9{u+Z(=!4R3(ys}_Kb?oiSvcr-xk+_CrkqZt{-*C5BG6;jR=SRKE@V%x z_rKKllD4DNe?kz5IS%OwfzASbMY#0JOZc5X`W`Ml_pE?yV=(gs-wrr>cpvv}e~vq! ze1?yH{yvT#?!mPkEJPFUz;F`M3r#o^OaN^;Ku^yh?Q{D1N$8Z$x9+Pn|MsT!80kr)eL5+{PtJJf!qwc`DLoHUro2@0vodX`)R)rvQyS~z=$enO{CRw5!qoGqEz94@ z?|_s!&d<4&P8t+#Q&AJuTo_&Id#R1mI?;MF3avfAiO!qc5z_vgL~pGl7e1BVS(}5x zcsKRqNuNpE&&OZdM`^z_%SK-1W6%2y_o0Yo~3B(}n7`L!*l0R1T~Iq1?-V$LQYH(>%x zOiK!snx=_@fE--shj`9}>1PFPC6lD|a!9r1L=*)D`d{xQ?VHx8ZKxIC&;rNFXOY$jOWVKA3e=q$RLPn3?;AYSB3~WKRS@Db4b~OMqNIE0aID6gK2} z_1?p=4`%AqpgwW#T|p9$DRVIlJ^HSXe1!bBz)Xez)^%NE-119V`$R;5-*lNx`>u7# z_hvHxr8QY#v2l^>Pokm;E>5$&X6M^hw#jD4m;HZ+?Dhkv>bxR-ML^cECyI?xng_NsvC9?g3^746Uu3 z{C-VKq;qCfG5$WT$dkrW0?%pt`8vqQ9N(wHm%u#4?pJdnH`BG#Cwo%F*1Bn(@AfB{%D@hUMpxpqy#s=lv< zNTiNa5M`m@PBQ*b^tJNg@&gg9sh|;utsM`3YeoUaF!T~hGqxvYIsq@w|bp21$C zZ!!R5Eu7_$%Fc+1E{lPYj@y!nCgeK4bo{BbT7?1tz(nv2_~2`+K1&P)^Z7EHTk8Sm83QpKF=_@tMttNb6$}MN zgH2?fbY9}vDVQkIIA25(u|EwwHw-#|fiZx%JWxpM1LhEQ7!sB&jxErHIV#FH(06h* z(->?lU90*V8wyNJ2u`jStpO}d+-uef;MHjBTGBm~Gc@arRl-DvInlXOM!;xP;t(81 z#|S96Ql<}p(xm_j@_ytXGW|{aWXPZjfdO0Z;7tG)MpCEQ!N6OCZc(FKRQTF=zJ;&- z&TnJ;{8{wyVCP{yFg)7F^8O zL{p0*gngegz;PVbjQ+svMW{uDs&2yBM{}UhGZPTbSN|W=QG3`f*+1F>&ex>biqH)^4wEy{;m$sj;=MrGc z1xIOJn?Tj$1gGhDxw0XxU!DN~AI{*^x`o1TYJH(Ej&*N3<5F6r<4=M5ga@KBSl%=r z@7fM?C(p=@Vn+TFN^tZ$p#(EhrCiIon2wU$hxsOXOD5(-D z@1sPkpOPZp)h5s+-)pg7BTeIdL~=LBb3Pg4CIMvWZ~adHd3aRD#{0z(0_v)V0>F)AB1WrvUvaExA@YJ&03KrW;?Gn-R#2-}{gYoV^d5 ze=4oa{TM0xUjLOCF6~pwB&%khd8!dtkeLb|^ssK48N7EA5XD-UV79Np;H*ivLSU3x z0=e1b(#W+ArOQB=S%OiYZ1!MccsIZV^I3M&z;qy5W9F1jQCN^L-g=pj?GngX5QHf- z>M!Tl&BN2nMEhPcQ%mP2EesJr)V7XHw$4q7G1fT^qy>=yT$qdaJ&AT*^2?!an(&y$hd-w=@pWnsp_dmql zPjBP+-~g*`6@`nb)lg(UOPcL4f)pH17&dGG3OaEt;Lm$6`O^bUol~nKguflEH6!>- zm@z$zP+;;?5T@fw_g(6ikXpgSb2aSwHLXwR`$Qm-1AwFtabF<;*U4vn4!Q?ZCOCYb z0}U-DCLDPk`5HQb(`3dZz?b%a-1B~YP9M8=71YT7k+Vj|wD+Q+MxYhyW2DgXFGA`W5^2b;o^YrdY z=$X@9=RQ}etXrQ^q)BPMPwqD-mLJJ?j5QkO^S(CDDLFE_jAP6Bg3x4E4@JRczOPbi zN2OC~KcwwN`o{JhwzkhtejXp5ZuEj}|+f73J*1}HtaQ)XEiNNqzwZ>rJF1DK_z z^eHI!-bbHz?T2cFiKgwQb(I*Ew4@A)wwdP(j{Q-F00^2t0}s{4IY>_8b@O8HeUxfH z$z_=SHyy7&XN-Zd7VJlhgY=nvOer&zGBx?{YJHG1S*6P{H%p8{o#elO+T#^KWh4CT*m>UYlgrl0lkbS+Jp`UJE+30(*nDoLMa9AO3vb_~;0 z=qzD&{Q`dXkG_ZJUwauetHGX8TMM`9aQt8&5ANQ>NAG`t+aG_5hj;J6sJVO6NBx`w z_4L0vgI-$eMAJ18>6w55U0Z$M$2cA(cYqS(rt8=_SBz1S?oa(*&$W17X6HxRp4Odf z$ zeBYilubcPzsI++;{qwQqXGrW*CU8w%3i9=s@-1XWP@O(QL=#KTlS)cc*;iuSaIn7* z*L47b_J2bxgpFdRZSwGZ(_J2!yEj9 za_yA%G1qiNL4*N#U;!7_27RxXMiEKCkCe6}bG&|e>UfAofkvviH^xN4NZOaklrXQQ zjoQR`rxpS^U1GmT%yDz``<$uM?>A`@N?Ib#RjLA&2<7Vm6N9&b7(;Df&hOxBfAAf=@~v;8Ud-W$V8P(Q z;rP)$_U_!nqmMtwCm()HOgrit6s*OKc;3Q7Xy;(Nm|j0|d)&pO>( z6rN87gt}hy^;}vL`F_(rZklr>%x2o3lu6CCpJ|_~s#>E{&fu2jbJMy{+lk{V*0K&h zOKUc70#c1rtb4QEWW z!YQ>``ff8on)b2ea*>a1@>^C2q(wdCX6bneP+#t`lPbnTYrG}ejfm6!G}6)dK7%`FJm&I^ol ze$pH~?z^;&lEqejwmc5JKJNUQ0P({4Syh$X-HC;R-pA=Xo5q`;3vrDGlZ<{CrXXJ! zqP70#Jme<2DHxvyC7$-_wETLNQ-J=ImYfL$#=~EMrye-+S+p$*i1px(jG>!qcD?uL zx(>~31{)&2m)cMN1`xG@Df2M`wsoJVG^%`hXlwtRb4iY0tc`c<@AQx?nSAF5uePP_ zPt4T7uvGmnC)X#Yq!cYqn{)18hZrCC~EzHdr`lzcAY zcisb3&hLE^kV=1FXL_ddyMD>9gOGeI>3X!mJ%eE2YJJ>Rf9F6YZ+8lqI0*mNg`nmAg5tWGj5|9k z@_RS!?>N7HZ4CK%(z;3jCtnAf)?#T~lRXb{K}v=1>3NU}<|o?N0*!L|m&!>%>2alW zPNnVTb^1b|9!HNHxKHjy4v@KUzUJ-)lezaknuh27*;G=HUg}2%*^S|v<*Po@3H`9O6YN$FAAk0sib_#;5>X=V@OHMN?9 z=fom1IUBX)76qmC1_Y8R{lYitnRr@$y~-&-e@aW=_n6IQ0HzF!0^0l_mEcrn0wh&y zWWr&YYNk?#HwSsC#%Aq;%gm`#W;%`3Uea*oY2UP-zVE|((_m|g_#}}H2!RE-Q$I|>T4=}clqtv=&e8>v_A6z0#<|Kg7&O)3rKL1J?PH|F zV+^D6wn}}^85AZ41|Ox-ZVPYt6W)7p+u~^N0LOa=xc$+``1GTX@$l|_xK7Tk zx~ifHA47N%YiP0tN}y2tsCy%2K2v5?&mskLI+jr=Mr;24Ib)a7V5*g$(m0=wR9lzQ zE(hIdf71ER+nNBUs*fNhv+6{m;QCGXp%00Wx_nNCHd3gAyPsfz-9V zC10-fx5OvK_rv{H;)hCggfG(;C%@J&!ue3Hxb5SaFU8C~@h{HMVxOkT2^HSPJWQ+vp<+QzY4gT^1tkd$3TTTJ` zQ(D?~6`6rNQg^z!Q^qxCRD}sO@mx=zQ2;E=gvT)OnigE&N!!v(CS@c?E&iz8$$ilC zk^%y4SL^S(E^5u3b6`I;P0}`WjHbZ2mdt;LVUV_fz)Z+RX|2UTEGgEkjoRY$Vpf`h zrx$o`j$gV2wZuNB&&2xIO%ijdX%3uo(?ta)&Pm4Te9lV@b`B15%}BhYKq2Zn00NvF z;Ju{TO6=o==~$cXP_j$UW1T@10t71sXw^YO0YqyD3V@wMe{`98A4X0p_)uOUeweHi ziUFkJ&_=pqe4i6Ad&2P2zsBB|7>4XO0!9CNuQZKJdswj(`eiK zA*m2aX97fkbDXprNfqf8nSF3%&=?r|5+*7=w^QxEKA#FnbnoThX&SpBIcIepC+BU- zJm<`2entsh%ow>Hh^`jn@*~M^MzX&c9BDxi>n5G2WVgk0xx`SXZKr<|t?!L=?7(;z zjH?%u&#`Ajv0uzn;c~1$-75vgJQx0^!q9ZjXi0_Lxgeq>cvA}j5WqB^MM^u}zmy5V zL5Op*CV)u#v8kkYOWNP`xBR})&p9}Yck@32e%K_8C;=Wl1H%`^_w?Qv|CUR_7oJb& z{Uk7%-mfQte0>&3<~4LE7p#;trcX-Vd_AUu$8;^my$HQ-ro3Oi9&-BRv>C@KHAdi> z(Ezd4lSek0UqVbJs=Q9lU*+#4UryTyf1WhAo91BbvD6p&LsFNsb$8T!J(T(xY2<>t zU_1k*PGiQ*Kd0r_rH7y=AxRMx_p3ZDBl&@Gn&g9Dfr z6Yb#ZU0Ly~HInF!S<)C03j=R3UUumP!_0t2i1r+`#{jdWWdi_9240N2!ur%sLn_j={zNmSEsfn@Z9z8Bz!* z|DUB8OAAMiKU}yhfKPq#5Wq46aPd2iG|-p^gBvh77lbomJ~ee)MUmlPqnDg8vk?*! zU^rPbL1-Nr674Uuq*aT+Jfv-51+9SrSJ09c(!TR3KwvRfBS)wx1SFGL4GcQqNvt_! z-6gqonL%E`qH-7`U5Ai*%@B=X%@`093|Al!3{8a;Oim*2vr=9J_?`in3f=(~5sW3c z+MsO=p8xX8_^m(uE_TnK!{7$7H0gS{Rg3#~?&1EYk8t~w+jwyAK8CiHsQ*5k8N{%# zasMJ(L3ns}uv7sCiAgAjekWiG3`5}zV}{dB64Jd{EBnyadd|o{Stim4VSq*kPr!As zE@Bq31Ot^#H1q~=aPZ)0*`Z?+4%@_e_lCeo1a2Wol4w{Y<^;U>!-7IY;Xn_Dfp;Tt z&_F>dC6HA}ute~>H;svDe&l=@g|f1aeOxjotaBAqiZCdg2O)?ecwEh%eFzR2R)`_6 zR{@%sLyM3?g-C$f@R*3>2{r_4f(jQfHSr~qvp~SUWXmv;$8ZW=~u++9ALX9f&Q zEN4ns_b^syN|0R^+K55i5`fOkpqP3ukfC7SodS*YEH8oB^qECOj(02LIacl4xx$@)Yhv`cYAE?C(FLS_Aq zpezMVDIiG&$>}qjz;6zG%RrF=j}i`0y)$xQn!e8pzBufWabJOR5IKE69m_=UM<)v> zQcyf`S%DlMdM#>|EcsZ+brk1n6eelEQo5#n)pqqP&3U1<{ujoT&v6cBb9a%nAI1g) zG&9~`@&20<7vnj-&O5~Zkg_?MprZh?Rgg6mLJ5!J12bUB!f__(4dYSXI2FRBG@;<) z#q2RSaVLx$C=-n3>uJ;alHZcp6&Qs$dN(;&-Y2K!S65B}`cqnFvpE2uZO6j`7z4JY z(n{}rypZ7;t!w3|s{msV8IqDjkeOlZD4n0pW}|7mnWh%W&H2&`H|^WNeE@e!022y8 z7ML7_z!a1V6KNu7W3N7?)x?)8m!j&wP0_N`OUrwSwClZ(ZN`33&}wDOK~+_eF2IO$ zh(r@Nxuh`Fo~Q+Yjyb)oQ=v$>a>74`=ENQ^CW?O4&U?w#9+(W3-V%wXTiZ@u7C11Y zRb`{4f<~{N1Qf*j1!%2-1HcB+j0-AU@KeSCROVLVRm>rfQo0Vctw`6g9;LCZDr{|U zgRBJIYnLkweJ^vxdd-iuT1x5;44i-}Oy-eUKslxBCR~!>DdRB7G47FA0ZhkgkTUbi zL$tp7(7Pez`HzAM>{I9NOO2$oqkCGe@7=Xx! zzA!w=ueJBGHse~5;+ep`iR)iix9kOZCtZ~~NlbvV9EDv@7P2tu1bCPrz@#8+8bL^n zV5vcfpiB2A1;7mwy6I;NMio@bZeR?aL0-fuB9(wx286Q;6wcC;Qc8!K?deT`HI1}S zh63m+gPOc(Y!(l|Tf*gAFW~Y^H}R9V-oVb*9G7=?aPav9eDU#pIk%ZW&WH771)S2D zwPON~Gwr>Of#TUVj;my?73Vm)%O=8-TuYyU=^Qww^vG$ssXWdSAl4D~ugG221FWu< zc&>9;U!%Lt`lFkL4s!3UKVSNsS|-Hr3DM$EQ~qrNcyU*TuBWu!BqTbi|7ja1&BvxW zNUclq_j7B(@wdE|tZ#|nh|@Kl@g^l<7?5bRGt1J_*odaFH&T$E(=2V*#QkkXo{@dz zZ%TB}*I@k2EO(c8i!KnWni`Lw^zz73C z6*M>*kOf9lTJI54vZdfWKh!q?IQ?&w)G~veLtWPsV5(!t&Fe-GXeS46uA$G(JN12) zFy<2Cw2vvh6wEs3CBL#UplUP`)hN92@6=2yGeygpmC2=oB*0J5^l5Z{{XREsOKF;x z{31+E`E#13V;*TVHJf!|ezcA>&6LhX+P3G=RxmB?he5RGjwitOBxWjYKQHO{6>Dj~ z)BdkkE79U99Vlh2PB54o0Rb$-+W^=I(Oi=&0bIlkm=sJ&v7TVOY7IGBKbR1V zXCM!=yTCWU^V_)f)i1*`!yO-?cMe16(XDzsdhiH)5BBld$DiT&=oqeFVipuim8~SM zL|Er8XkiT**h(2Fz>tN-9L&M;1VQs}49F6C4pIAcjj^~^7_zXG><4CaeGg+B)Q!Pl z#J^HqR92PT$9=BNnNQgx1Yr@7Qgt!wRSQ729u6;$&Q2-M# zH8Vgwx^bDXhlvcl8(@v@Y1RC%o0`j#qOot7?t4xwPIAzYp7DA<>1WSw^817$**c7t zXWpY~Djc~UFaORraqD~E#^J#u*mi}x?|p<1@BIa~7^pjjaeyZSXT>suGOIBy>Ak1p zjbJ?yB9y>Gey^()UrwWZY$Z^h)9-OKc@jXr{+`ya{a@dwxjRB$q}eh!F0~z9k)H6K z5-3xiC|^(c+(b9RAZ$vTISGj7AUSs_$)DeJKR=EZ|B&BGB_B&%*C#w*x}$S`q$EHn zaSNNle5g;J3hgBPX1Kc^H?~qccWZ{jhOUgD$arh%cvr#oZrRC=dv%lD(Hd@jLc9sye_)!d~0 zE*_lO0d1{?wKkdqrq%@VZ)%3GC1sk@zm1V#9Calo29AR!Q)vrfmQ$an_+DV>Ql=%H zk2Ij&1bmxyllzo*MTu&m?|C4;l-bOE$+f+8bvN%F12_b`7+ z^`1q$SrRhj^-Kf?m`d;?JpqsxMoMV|X3^HNFxW&8Q(fjUl^Ymrdc@9!_W%GEaKV&S zLCt6)?1PE7Y8MG)EMN_c2Npa&A1EO82h&Us1{+!P0{$$jitwdZU&PD5{SDBf!E$*7 zZhLSyU^#f)x&H`{9z4Q>yN|Fs?$NG#RHnkBK8vO@@ocdH00WGkT-;kmU0oRP#^Bgg z;HWvJ2}8=k;=>pd%&n#VjugmKbS)uc&>I6s1h!-521Kka=Fr9h|b0pJD+q}V&S!2yGVWkS^-gZn-RKBQjfot!a7&RI_a zN=4gFFl0r52nLfKt&W&sOak8hQ;$Br|G`~9lz`#ZjOZqGTVxSpFghPyI`C|~Y-aKlZt+iooir`e_4C4M2&sHKB zk~z}ZF_jIjDYDK?IA^^#@ckf`W8+3%I~R;G!AES9c512}E!|c5Z*qppe%^E*>hq~! zx3LDp;Bj#GKK|}+e}I>M`!_K^dlrX}JkH*_j_>`8{|0~e@BS0`!3yNW#MZNcv4Bb3 z*YYzg1%c_j>K&kc)@Rc@H2u65pCUUWb>1huMaDPe;As<0(&s0>(i`3-q9hXk_}!*? zOX;GY)z#xkORSS0Cl*fnn2am!LmKoFz$EZ$F2H93hUAXhBxFh3E!}IA`2k1zrTr|e zrIG+BZ#!Qn`7?R_o7zkJFY9alxts=@1Qq$X()GHj?|FX#5q?|fIxnO}WS*>}(tauN zO3KSH%iTgmAWNC@1E=NJtegV$r?faXz}hOBji-Q2!C|~?iEw;$gl^SgZ+{Ql+uP{- z9=m7Gpmzgyc6KEAL~tf$XZRTZr*Qd*~i4ehh~Z~H_WlDD@mq>*{(y#q7gh8~6> z^(bJ#l#wejRBM-VGQNC_!rUS%CUm_Mi6q^Fqu*`d<^yPDlz1gwBfuyq;qadRRuYhu zn2X%4Vq>wvWIAUU7^oCHMet%k#$aHN)(+YM0VH~nd%!r+*rd^1jU~`vQDFuUiSIrU ztPR2^;-KjqwGiHW39JT-A+*H=F`f2|v**v@wXeR0-Dl3?QQzX=_#uX2fa`i3+<%BW z2ZuOnd+hHW!aKrzYYX++bEujb`lg1jD%4Gls;&WRgD?Q7YeH35XqpC1UB~myRu)u= zDLK*TR%5M!sVh{ACIDy?&j6wTrtRn-SXULS2|_z#VX2B*RW+j~0=!{(69RDs?YXX@ z=<^+xpSUW>`R7=S|5=3x0K9YP+7`p=5W{MP_TUih;V}*$Ji^|+2Uzay!yX*MuU7E= z0M`$|;9yK0)&+y%V5|W+1O!!wau94~VT_e=7z2=j1pqeUw~q?GAJbftu|ZH1f?igm z=9s{6EcWecQvp6W5QH^g2vT1Vn36T9t0wFhVDQH<)WfR4!LQ$a zaqngf{KQ8%tQnvT4s*~N&yCDlDJ}WA5zlk)F*g=G0Pp_CAL8z(ckw6x;=jYi^Ovx{ zcMsK7hwuFJ@8O4k{+H+;E@4S5BF4BS>!3~1YTEblt{Md@+OO1oP5--Tj9RbWbNYQM zv`?SkWJ0ec2e0|FDNxORO=zz3I86_y|4sXqo9r`B1I2CXPky&C^C&dkaG!4i(ZeuA z-Y$Kv0`%UY7GB*+=1jbm@b&a-Nfqmeq5}qZm>!dwE6kOiC2xyg0(RGzSe_DP$ z$|*p9N{d{U6hEf`R4-Fw42EGq+qNJO{=@gbk551Q6gO_&!neQuZ5$pQV)yJBbbXJ; zhM-h_dYOCgV8~7m)AVvkFQW9B)Yp5tT*k{>wXJDn_O$3lt9i+_-n7oB^$I2Jg92h; zv@TFomR~ITOnN~?(9ENx(~yA&MUA;JMohO8rcDJ9CL2@Qo?f_VUm{bH1QOHV(r434 zt;7`M&nO*rZKRA+YHeYyjjjg97#KF=MUa5{bbiwHmKJL*IzPa9hkh7BL@@%d-;>3D zPv`~FAm{VtoC`tD))~0C{sN#jM5298gx6_Z>18kAJ_MNxrr@ML(7|-J#7O0Jr2o=k zuQA7_0w>xPR$&4WIv+HB9L5qfZia!gPP{22SX8Zw1-e=&XRL{)y+ptOLT77GW#I{c zA@o+PM0!JTmH6-LzH6EWbzQ?$6{@Cztt$~IR2FA1oX0blE~00T2P|jMwpy@whiy0D zT0KKOTfo*0>Sl(fZp6)`vOpvKFxJRChOvn&u^TnvA;1|(w5pZoIDr(v8Ha@ueX4bi zc+}MLWQ`^a85k7#A&%za%p$Ph>C#SWppnS}FeH19J6^%HJT?9V!j9v$Ot{16Ch8< zz|1OOa6)S@DSEtTu{f|6##;1x?gi%1!^cR#K4F%<_b}eTgmoD~7DD_0Feqq?*olUi zA)u0&B9o#TDGS+KJtRLch~Ow#ap+$4i}4Jy8d#IT-o<&-v&d8gYl5IUfP51yc}!Si zRXxLewgp=mc>4%_-^w0ygIG4W0i`om{sn|NYz8ed!wJ+dDXHk5FAWgI9n5xA0eg{ugL^M#DCMj8W4+IlDq%O6OUs`AzSD z^j^<3x;g0C1YXnM_5LgY{nESnd7FA!-=^{9clkspp=SDpaZJE$_&v9_$e&C5ug~X#h7&rwW{nW(Vra64 zHm$?lswM4bK8B3NSmQ-XLJLEr(MDoy5)&-8Qo5Ad%=h7hmtdX>$VdcDX?>5I>(la2 zUrqt~Q(W@R&A}8h1;2G&qwjn4eUJCwdk;5m-o%6Z_hF2|&h`#~@sQT{a>*vM`1a0b zvo$SjihfjUpB^rCT}O?QOAfyLg4XdUFrWDBB^OBUpROhEm-ie^+kp|}r;J5vLYWE> z00{8$AxgJVaIS|Vl6Dg5Z(yLu2jYe5pN~hI9UVN_1ZCs zC>Pz{K-uqOiqK*2z?TK7yCY$f28C>r*H z2!pjav=vMUh*(8XU8CBX!)-NaW;4v^b5vD@*=&Zou2Iitu(JlU`5bmugQ^Oqwy2s0 zb={z@Y8V?d&j6~rmVi^xVHmKb;3Lj}wdldHAk=JNy^NqYgq}D=hL^eW7@0I8M&l)j zjs#9ajJi!EW~jmo2KAk;Yx3|`10r%XN!P!b5@tr{hNT~N!t_j27&7_5cM?3QWkQJN z&k3U&=ud!H9As-$|6@5sVCSi3!!x6|Vs7o3;21FT8r7`E<=vaO`0`D>`1{|%aJ0ng z;XWRHeiwH>`V@CR`WU!(A49vsYPAGA3-$w4=2TG)b;mK`Y_Z0|83SL{02ox&(Y)Jv z2et;@h{?DK!W&{I|=)-1KnI+gCO=GHzdt}|z z768~1R&bb6g=S!|AMm5U{40Ft@_&n2J;(O$E{^sNu&e;ysnPGXm@$Doz%a#jw2e5X zn$?s^+p3mEj zZYF^)qp%-qVDCwQb56sOtHGL}T-Rp!oHm=bnAe@tEuXiO1SloVdFj9TJ1I|+@?xn8 zf2rj4F*DdPK;;0yxd31?ryIswswXWu?-}Ppd14wBWgNa|uc2l!S^FhHPTB|0Ap=j! zzYu~U)%ctnPSdRYx|LIa{~ zeFZ!7EzE5#Kufr?u-OH0D0r#rz?3-$KS&fL8-j(glO#|POarJ=Uvlr^hapOH^^hVR zKm^Wuu%;%$=|QRo5eJjh=^+OI%u@+vRRz;kc(|Y)NiTSf`tCi(Izzk05WExfO~(xK zjK&ZQ4=^(;L8)v7@0|GhIYvbmJu?6Y&jL`%m~gO)f2a5|hv{RL1_y1RBM_SaddCBw zoumiSh~vsM0|>s!@~oxABpnJUB>Hz=ANE#xjCQs$sN42iu65Jjh^173R)MS}=(At|h=5i`oHmClSPT4MkuZE*=|% z6+Q-gO3e4jM(we8K1!=SAlkT0$RSKNi)A?&j4C*?%fhqae=rCd)S%Th;>S!LqD3|# zg_EUV{%Zka;HwH;83D0|z?R^RfMHo{73#V|Rn;(ch561F%&b8*pTRaYY+a$6iME=o zK{IPGo6XQP4XR)gZmLSOpP|mw-(CEbDekk#q{SfyU)l(Km2WhOnJ(f!7GXnj-ULvH zuzx~=DmXZ>9en^TG$^*DXR}boP#ScEn64{fiG-QdbUr}zc^n%K;C<3D4uQ=SJh46z z|C`z|DAPJtJElLH@_dApc&ukt_{~h7os1&J3rO2!G9oD8@p+EVhvsU7=G-=BXSZeU3Dsg3TU&F?=QZYA3pCqXXck+bxx@HC$&sO$O!Fpw_df9(CX!`+O@4?Q)w>@0jfd>cU7`5HT zV*3JWOW^$nSRL=db;qE?J#@#1aH}PFwL;YoFzpHyVgxuI#1G#~{$ZJ44$StbnN3%n z_YBrh{hot%FIZ|ZVs82rC`1Ys{^kHKt+il77_5gkz~0^4`0U4T;F;$y;JAB)s%mg% zHp3tO!SCbEzkMBhpWVZpY9J9zr(i0zHcRhEHTloMOM0fJU_7pMT_=Ft^G41VO%s`J zvXcY^CGeaBs`R-Wq^8e`P!1~Q4B*@reX8?%*Fam+=ah~`^XPQ1q=KCdCEoXi_j7ur zfVM>=>C`{fAR6G7wA`5pn_#4uAaL{Ha_}fdO^F zFUENXatvk#$74R{p`V&Yrw7WQX3^QdRJt1_??kAZW+GvhXND1EWEYN(C6~}@nI6Od zAQ7fj$e_RF8uNJhFvPbruvr8|(5JqS2x+D~JE2`=Q7syD`v*a=AeIZ(NJMGxtpGe` z33z0JFoO&l7R`qXzQSU*DPfuhEA(_Om}7{mI`AO2IRFy z;a2=*`rIa7x5tgT?1 zIhxwQRxF^=Sh!%S-x!LhnVHdd9rpJ3;lbG1-9^(hQ(x=YhjmR7P+ntC^4l6cp0G~+ zeT~^>z>lCH5ZO$MOC{JbHK^hx-TEfA|R9 z@e<3uee?%M5^JO%K+8j*>%e^vc9J@hm|@ufW{AK~+=9e{2-ZZaF$%)jTnn1gq6FMZ z;7ji!l}9xo{OoUji28MduGvomP-kI{Gw=fu@WHIum+aH_@Ac1ue?1#ZCT zR;N}xk>^O15BO-`3W zJIcr9CGA(Lsoi)tsGuvc(u?g7CWm~!26F3%m|C?!gIq~+lJMcAvI)qiE}Oqh-K8}$ z3jfA90%~=ryc1)yU?dl$thWpK%{lXh~K%^k(#aR1<|%`Ou6MU z^Xb&5F6~G9Oe%@YBb26>u^yPY#5x^oN(=c;>?sq0cYHpTxJ#XY27yZ36aj*0oINqf zNVYXH1_Kdn(?ImTVn%N*i4Qq5h%D4!60FP_01$lTF~GsAsWy)S0DwX4QB{Dg#5A3V z0TX~e7;4!NCA=aU*69nv7uC>^2tPtTcVkC0P)h_Di6BnKpf(6Of>|`is3cypq2TWw z000IFKov~Z9jcf&*qS*2!oVKRc$fWxbW4lpnK*F`l>>E zu*Ajf9h}+S#d5inU|@<`JY(p4$@d(zZDb6FzDL`xaK?zQt1-cU8YCL(TC~;#!r%t1 zRx4OzFq_TMG;=h~7H0DqX7d@E`5d;cP}enVRRy2x8dW1&ZV-V(6mLTC3l9Lw0}^P< z2eamgcqvNjbtqz{9<aF}TS54e?Fs!{+VArBRExA;Mz}ccjend= z{vXD!r6p%;PkORE1`c~Ptuiv3@&D5H(jOn!whg?JwwOP-3>|(-Hn8Rh)76>(ka~o zLrMv#gp`y>3DVsm4Bb71ba(T=zn|Z;p0#FiG6!?OeZOPx*S@YA{BaR%a!ZCPVCb+w zAuNf?OJY+~W=l%|{{YMCY-c)?LY9P^+_@^~OH0e6_C~{Uu;TJ*De<<$Ud}4m7^C3^^tRDNW&l&vi60hE=fJ_DW~$S+(#wOL2b68JgwMZoJ(iRt+;iQAjBZl_`v4*y-)+?hg+_6-E^lPSK(Gi zohS+)`dO^Gf^Eplamwc)n<%*#0bk$q_Q%R>kmgQE7Sss4dZN!#JBp8Xgq^=$kc$aE)YimGW08-{-z)C7WkLB994ehO>Gs9dM}=Tl1F? zH3|tvxCy8l30%Ic2OPf`NPCs@KqBSNmqm+3;V4uUs});{!(I{HsxbL2wtgl6`WA}Pt|yh z4i*l4yMpUq`3#Ckd0XtM-!L#PIZahv&n=gC=J4A+w z9Dk0^nyNjv^7jnNlwT_JH`8N(6L;eH_rYDCgu#dGU**LO);@<)GLdf$TC~&e#H;H2 zPyfw9t4|=YFMM@QOqKUvUBhO{cu|Ki$W}wMJ zKF%f^VyQ9;#7HQyUKWLZ&ZX%kRfwmm&FYw?#z28J>4kpNEeutmV1E1a`3Dee3_@mI zjt?#(q!b4!8MtwPGZpN`POU1$|B&zcJF791`g4fq7^(C7P$xzoT{C77CSQ%&WP%}3 zTc&w;JSbZy3Mw-Okvij_fzD}9ENZgizML7)rRw-=->jDnahT7H z^X*p6f0(1#;!nMh`zz$@(>X{8E>FLwU2!iWg4nT$NrZUD2$xbN38>INn+nVB#wvvT zD*cHEVFfEm{aDS<;xAmSj(22bK_yYniH#Oemq)C&*jlEMl)+v;!jFEsze3<8qBWqg z7p4`zi-II!5aVk6&Z5(`7AFjWQ&L(0k* z**cM4_IM@N3iqc!lB{$HnDgKo^|qC{C#7UUhO@=t&U35F6a;QQ+Z9q$y=il_O}gQJ z-XZTyVt&;y)tehyMZJHTuGxRENI&v39H7p9W2S|Yx>M!*+-`ilQ3PCSzy~ViH_^Ur zMj!S0M9y_gn^Kit$yvp_2R-k>V_ZjxR6ky`K@k)z0w@LN2=)5QfBMH4A7a*3?ymQ{ z5>AF`WV!mU##P|@Otdod{3~dW#Xq;ree z2TdH9X1p9_>*_F8CkXSSXO@}qY!=FJ-}Z}iJ_eprmWd4G-1)3awzg57s+=!G&(vln zVoaWZPN_HzNcWL48_0xjJ?rGKThJ7hN!uI4NUh9(;F(ar^alkVeN3M%C+nJbR z&?TrrMq3p8&foIoA(f(Rdy~BFd-7a7FZ`q{Q7}C`oC#Oas?}N!I!27|C4#C?*6eMS zzcSE1%fC`tgK;)zEEg(#tcgw{_c0GPM`>X6;}3B_Y%I~xpRY*E3i9|+*=lfXSv#oM z7vA`%C1!_D{gPs5ls?3u=UbUI4XHFpzI2~2(RkOn_B&g!?bg_@ zG9^`J>1tof9!e@S)_03h;a2R@g{2;jM z5w}al;Xl@{M`|K)zCuE#>>7Lw)eYyGDPJG*mhBto;U9%*9WD1vm5i8I+UA>tsh;FR zG67n9OJs@u@3q~jk`r3Q%-1h}3SB1B#ju|hjM)8MSlDpCtCvVb>(EmmU{;s}a4FGq zzeQjsoaD(zwm0kVV4<))r3*w~!6?lH_HKu+lJc)19Y2H#Fflik( zeKg#dcc^IwawJ8DHl`}hW4}fUszq4&o%@^G^Hinn(wBroQey4LP1DC+@73^q-FRs2 zDz(ks4TB2)1C9Sf9Ew;EK}x>%H2+%7RGhgY=H`}~5W<@;@3QnaYTpcLF(~40EDjWv5leRL?3C~qcpp; zto(tp>XXWW!FBM_*PB{EV;5;c@L5Una2}s)#zL$PKChQLvSkoPdy0Te2+2jwmb5;C zSQ+OIX_tw~W5VlEXK{u!-dJf%D=s0R--W@5s9(ut+~xsTh8**{4o-v>l-EA|);SPD zd3gMgRvHPmIyu_mbh{l6X9UQR@%9BlNTIMKLdc1>YJ(vDdK3*KErf7&Nda-5iJcy( ze%#yfj-VphD0#r>P zKXu%d0op!}^G3|MXk6%!ljPowok0bstF|=jzY7@*O>2yX_4|uW$5jeyDsM4?u znW4CX=bG6!cEXQOfIoIY_ieBM>){^M`3wz60{m`1#mVwN6!%e|75BzK#Qu*5++!JH zlid>UFjL-PNTi3Yv%%3xiZ@&|7^(1*_Aed2fx~NE5v(ys(n9bDCt^kv-p?D>-Vo#9 zRq^V3)N@6G1yt`#`qkAFA}?G*5mgz5f zDZgAll}nUmGah)AT1c>Z0}_QtNzaI(yT*xTDfB)h2o#m89|lJi4VydDKc>-tBGotb zr($@x{#pM}Raf~mx7B_^JV~8u0m?v)G|$EFh$Tbolfs^7o5QMBiDEw>A;f~=h0i|w z7_VeON!csNjd~nA|MC*Ia?LCO7oPt}EXGcaI#_^Y^3@f5;}I2=SN+KZYD9*yv0bqX*l@Fyq!s9BYHf55K(CAq|Y z>x9v}?$Wq*UV4^lsFv^Pg!0dK$xEQW2W((1*tkf%f;fy#YJ7g*ym$8Vu-hCvViwe$zWdmu(J;*H7(9!$}k z13!qo!fXwlwPsv6zim1-5VsMNk%FCMc30%qBlb|F&P?&nVeGeL;kNXO>HTo*g zLaXUG(`5lus;QgI2|+{I>oVY+K+gRR#7^NeZBMJRsjR6Xs}`29etC%X2>}YR+%12` z7=oiS4arLGbjT(p#J4y*h`!XDh9wQ6w#Qs_LLvNj zk?!?%qwk4(U#tex^0a;4DELdL>1~`VvtVog(`ev4U4*RP)(H}4^yy;F9B%(E1+M{JwR9iA42D0K*y zIJf$d0DN_B`hdH-V}QrA3a?w~8N17Fmz`Av&^!ZWNT2XwG03*IH#4hgWh4s```awJ ztTAeEH!sn=?S>t?+3t9Ue35SWHFlPXtJC<|cO}bYgMl<8ZsEj9JpYK9z zZU`bS7wRpteGc;n$p}#3nGVvaDFhsM&0;Q=8_7bTy^K(HSSuXV|Rqu|0B)!||T9R3gp#YJtYG01VIru}V5OGmGI_|H)2)ZhOO zh>6+!XICsNHn$HI4r|?Wb@rw>D=Qn#Gmp^hd`1+#(~_#orNgL^9!W&vE_$1-vY8cd zFQuIE6}6;z*Zh_T(~TrFnuy8Pol5uk2Sa`bqiYdzwhK0Pl?lr$jt~}9f)+nXg=9i6 zmZ9^lDl>Sg2m5OUDQ3N2xl+uzLTfN2w?;HITGZbl&inJi~(eDO2hC()EmaNLZ}gr|S+jY)jgrY>4LA~mh`KIb^i*N=fKc>v*RzdR_f z7zav~jyaNXaHRkX<^8R@*ZKToq~AM?Db<@x?i&m$Bj8UfK|TY=TlR24u!Q z7I@R1Y;xU3LWL-yzs0Epr)em6jcIbeuoD~F4%=VGcKGfy(60ic_#N;&g4ge2d<9YY zp$^pNPBC6Joy8_Uj?jg;x@ID2r<@in8;o=JBmggZj)UYmzLAz;IsLU>VhW(>LMz69L!+N!ZP-s`!GjS!-Rpl|-gQ#^!ik&yfDX9?7$1V47@kO4 z9}ZSJ>ww&;+a-cG=y4g-=jwsL^=z6)>Z-FUm2Z>(RK|93rhS%TtQafxXO7xQR^D8j zPl<+(Ztq3uSvM%v)!LiF(+OH(YaMCPzWgYo=M?#l4Wvgee9}^7Gt%Aw{-5V2P0)tj zgK~r$qq(Q0iQstiyGwM0jIBqxSzE-rmbed13M-x!QxH$#NH_dr>D^CY`dkssFdb&q zgFBg0H|-;u)#9-xFn(C8w>dize)uD#1%3vx3NWb4D?p9KLXf`pG9h5DBzJHO9{>Y* z`9J!l9j882s40F&6~Gn}#zL%a}cg}Lv!{b&YE4p)CxNuo02vv19k&a zjzf>~1Gm2)MK~BYozRxcJaM;P8m+YV9W_T@1)mBo`d*8ghbC55-$E;bsR`H0F2FUBL1J!(JQ=0|O&z@I2Pcuk?y^@G{ zbH@>Kt(ks93`@wylV7@f88q)pmp6*C{*VIOe-k`qY#D2ub^W2l&z@KXg`J!5#txIRe zqn^-Gp+DQ96p1TfRZYjzm<&w-R$eP2_OQtq60qF-k|V<5E{72fXYv*k`}?aw+5baM zQVp?$+yun`djk>=0bklGwAYs1NVU2H8;%4T6A6!Q%+k`5ExxUqMjK$7mQyl7Q15eZ z&d$%H2(APA2;g`DTo=p}ip$4@s{V$!#BLPVPWQ@e7a&1Gx^W>PQJqrt zND|X7N}SDdW{vH6Qxwq-jKc_Irc&nbvg!kjXyc<>Q-o_vUvrw(w9s}0{x;Y$azNxY zS*87_zo=+%YGDbVb9zRj)gFD*-ZN3Nuri*AR`{OOunj;r{!=Yp&}BBb&bt#Fo11P8 z;xPUE=IsLcVGJ6fW?t#T%pL_BWK3xXXrU0;6&S&Hk`t05SCUO4Mj)dXk`FB55b1U(3r^-P)o4scWGD6oGmrR$?<& zlzwl&_M~N+7>l{%1A*rD>5i!|5^U+XyNd4EK^umh`?;TWC%0NFXmIFn8lR7|{`Cn7 zviDfoOOFtOBiYWA6XHIVKFSC%oF+HA!G@pd6&1q|B85v(jU_T?2}`C%O8A6@9u6#- z6>-dPL4oJM#GPIKuU3ZYvI+j(TdK<60^+AMNXB=N#^KfLVbsMN(I@=i3pm3n!6WkO zWTEZiJG9&9tgP;2`3@krrZ}(NR?YCQ7I1@9CzHCfYX(Y2!4a* zM}el%W);*R&C4!<*69P}MZMY?xCHq(88q z*$N5g#<-!=QW;oj&*5zGX7yYOu5`z_G)Iic-cueuUE>AZCf7k1TM62{K_gr_N7@&$ z)DSKD7B|;@?Hh^lXFLtoze%wh(LO5chg`ft`6zxpT6=LrjC^$@`{0~gDf6R6%}f*v z>-4TDza}8b`?U6zU)#C!OZ5W>`h3yf6O^a~rg@sThlMcb?=P_@v(6o*++j#(!CS+W z`JgxHQLfp_7Ip&cIT_!$F{^$Rie0#m++|OjQRm^{RtL6tZ!8JaPfHqw&wM}Xsmz=l zkQ>SV=qk&kuB+SGS6fme{5fHj0p-v0XVO{kc{08Q-~I>CvrIx|L;qAG44uv?SAhL- zH8?mp2#LK`62wI=t*j&@SvX)L@J;GMX{dpD#XP5f$8#&eXjZIZY2K)_l5fAF=_GsY zQ^t{E{i@u68kXseulm5C7=6)RFQ`V?(E^Dl6or4D5C5oLdomFwjw;8IAG&SDeN0F? zbZ}Lyhr-Gaa(9lQ)zFO!!SAd0m*~|8FNHLNK#D_|2&~>zq!hRc<9FbJF2ZZre2Rdw zkzR4d!ht`A2*^tg(tdsdn4>y>1Ku;TJC(J05)0-qT0B^y{z+9_NAJ&j{x2El`S{3y zN8!=WkiX|?*UoE4-vvr(W(Lhp@znKGRgIT&i?hLF26)Tr zmvF{7{j;DwY_d1WBRQEi;N@bsloaJ3X*jXH*SILtjpdQy22rn%Eq*)1OpOsOKWqzn zbODc(X?GcgS$DV%Z%(np?B|9btRXYZi1Z51Wz_7IN0i_*QQ7t$b$vIF`tIdC)aIMb z@7I5|fK7%BsyALdgnln9Vc76MMX;f0TV1Z0lWlL`Gh3 z1>g4hT>MKJ_2LP-zmo02JPM9VG4rJwF>U)a=g59R)k#^erIG9Yno#~L8x&XUH)kM6 zX`RwBn|vRot`mPfJ)8ny2rgJoc{0BjNGf2?blRdd4ZP63cX?W9>+)_r%ls>$dNsMa z%73`z4+C}x0@-^~AhKryc>rxm?e&tIzo{;LSFB4 zA~2jK4sUq?U@;RT9o%mCwRQH!4IV@(ye8dMBc^>fXEv2BRd_T39lr#&eL-+-U9teS z`8P(wvl3Nsiq=PJ-Zl>sg5WKqYhMMA|X5jDw;w~xPBH8+$^*9ryeR7Do zAba$~eB@+;%uf|G^XDeGPFvpk^VWto_(D2{|MYyGm#J6(4FO>Nvn!)dv>NuoIzw*w zN@wOFI4{Bfu6ips9`w@-pAVcq7LZ4=$t%A+Go~WlVm7+_<*IhH7=SWX$ongZe^tQ>yc$OxXPoH4_TWZX@>_)1i1q8X=NvkNuNni zygou#b&%i>CpNJObDrJCkeb{vFK4VIC7M}tJ`h|iHTWH*Tv2yw)}DNo*#gGapGJS1 z|-F3(U9`_-}g{ZG}m7UPMJu7BJ)u0Sbs2?8#!q<@POjJ1ZT>AD0 zLFf-?@2fD0UdqXu{BW8GrgEc)rX&AK(j9-XtqQ{$;Jn?<`5rpE;E$#!9z{cy*7)lf zA-Hu+vvQ4R+~7mCOc~&I#rwF%_ejjQ=mV}Z4ImnkI)i8k+pE3V zAg24pWIjLdQuQleth@y@=7XB(6AJ1XNiMHflv97xFGusel`wP(>1)fn_+;+Up6Z_N zo??Fo{TsYa2AIaCf&YZ1>VpY_pYj;iC$wZb;%NAg^ED1*Z`5FUlxuspw2>uyOE7c7 zjim8b>o~?Y4MdblMk)PW{uJ;qwfjVo(acVRpIf~*XA~92yly@|QDxiTzF_yyTGghm zj{oB_xL>mhxSex?v}n}+#LsHV6?Y~bf3BlJs^L$iY{dd&d9YGLVS8m0@)=|3^(sN) z^*gtop`!lTFSKC$b4cL*jXati00L9UEC{itwGB7BsXQcFGyrQ{jmUzjO& z7&PIz;n_+SE7lY#X~8t#9;392_k^?|3g2_-mmNLl_|L$Ga_DLa3|jaQ;Uxq5ZXOCq zzSZYDtHzO6)Hc{s_G+4c-9JmWHql!I;7rc6%}Bf{bLV{j_b&Nyv!nlEPyJh1!DQQf zkTc#JL%xC$Um7-x@E~67RFHV+_{qP{jEs2SOgpn!?A)=6)>vT!#Fm)*CWL;et!_Gn z;~k0b^8^2ppVa4OGyiSyYt7lT&L{y&T{{n;F1>qGzsMll%Gr60*z0L0C#N4rcd68I zSi}Vn2z-#j2Rym<;aW5~_rkuD#7OttF^BXtX#8~4Z$_$ifp}q`*L>;w0|?|2%$MX% zHF{P5G^z$`>&_JANzIX@Yl1;t4f(VIC}*WuM`QyA>P$jKard^bV*j+!=VE)G)$7rw7RSaePtB_~wP#{RF_>t^%eO-_b@ z+OJE?Z4cg9#;A;_D0qou4LLdvV$Uk z^UR*lW3T(Hp{fXYYcZ^q6r6c~1^mX$Z&`q%iyCk`#&O+q$FNQT?9#0aNT$0t3c_#p zIpkAK8N%p`YxFF7SwX34C=>(l69TcP`EIUGIpQ|IJTGTqoDwji-b+O}w?onqk(_S0 zSfjJ!voi5mElk^H*+tgU9eW2~Nh}9mN#8#nJ@B?(MFvMvxGZ*3T(!2ZJU#4PU$1MO zSQ5s^QeS)~;UZn4SQcl@_+i<51g3o5zi<$}_KvL6V|8GP>v|(b67*LZ>XY!#o^9;# zJ0~pJ6K`p%ME~TZk6~Ti>~=i821n4UH8n471_(cP;)-UeEU9XsGUF297FsI|y3t`< zaq6K)Q5)4nsG>6^`wB;ASPRTFdx>n9peZ@|W{4F*BST$8BmEf{6A?_kpe}Dqds$@; zOb8$NsM6b<$r*=uDp=(EDq@(*xYY++|F=nx;D~X1MR3$z@Ds`XH3yJ57PL9uzbNs! zyxDTSm?v{Q;FW_wD3Q??&8QftB4PG=aIVe*ni=4`-~|2FGoJf>mEcGMAd#IAbV60( z4Oyr;4tSO~2kO`Hdsa3sZh9x0RAlh+nCsAbZ+`21&PU%7gvMqbl%yxXFcEz42ZPei zkC!yu`tJ%+J^@pZD){*8A##>BZp1ElmWhCX8#=YWw**91rL-v0`)}@ zaVZG}6aAB{#mR)~!*Objm9)#1cBp140kGq1{U68y@1q*dPFjaEp`erE?DBF*87Bb# z-1pSMEUP8L^FChJVNZK^e_EP&{!VEv7%OVTAGtSnMYn7C@pyPkklz=_`d1cREqP38 zQrRDJlaEgkRwM46PW00nG}bPnlr}Z@tBsG&k2!I83E!gJ61QvfZlz&uPB9917oK#f zuz@2F^Fu-G=DqKjyJvIGgqffmT^PE<%(H}atQ+_9pVs7YG-ncU621YYyM76;*f)+X z+m`KBIa7KQZ-mjW_H_>^dy~~?{!!JKBa4LBi{xWM20O)cPY*LLt&C^7kfF+1D#-n2 zB_%pqV_BsGsZN8&^5l&3UHwDjQAdKJ5}akh2>C1rxYxXYH2X4oU1ZR9C9sXTx)Or# z|2U0BjG!F8*eh!^qJJ|K*5Nn}i6^?3Dkp6zyb>9o(Vk9~|9!bH?A4h`X4 zS*xJ$RQQsRm3Q~|y^}RUrO|$(uMi^LG0$ncZ1+d&nZLH28fXWSFUg6?t#`%d!QFU? z2{Q@!ta_`dl%(*fXXFuy#Cp1131X0a1eP4Fr|X21g_Rrf#?~%C_w&jB>Tne}1k}5& zWAK_ZQlep^McJZG69y7vz+F8)>+GzBx6w%xsg90pRkz-LDc0J|VumB2cW}>>)izCBY?mqfhg4 zjq914pxoQ^du$y%^lcpr`bhkrb|uXeqL>#gKM8&Kl(`ai(AoB2_NN<*1muE?KO7P& zcT-juS!n6h?GblZ49ImYnHOi)ae_@v^&U6O<)$s66fR2&vOdihmrXufOINOsoxaBY zhZ3gsCn#AB=a73uXL|=eJ{eeXWk3W_NNd6mjPy?=N1p0@4kX*+t{yi%o1a8wd-JrM zyBGxOT`XpMZahh+D`!4PYu4loP2WsQBjLZ)aTG+pYUXf0HRU@Y_zkWVole&@?P{Il?~fGkJ@;aDlzh)2mJ9ETvMt4?^PKKS~t6 z^Le>oZ1sJDD+$h^9fMrZ{}j~UY8RS?G_S$c0^Or=a;?8 zY^yaXY-L43CThM4QfOqdCKS7z3!`;Vk9t} zx3d}5y`gvJ(`1UZEF`Q~Lhj_xJud@_xuNZgR7osm zPe+A>4+Bm>3_;gG;Tr$7i*C`D@M3XzB-w{@i?^g7RWKt+KpIgBL({M~=!ht^9<#(h z7v!G=%vf~3za^sF!iJ_qTG6;I?U{Dx|H@&@{?ns_$7*iT0bG~#5!47?zv9SM!ugq|3?A;M6(u_aqDl^+90oR??V!wb~yWpxnUU_)l zdY-w`x$-oWaNMzSPlqqlfLB#V&}10e0RKs!1^dKJxJc8f3}2Plk7o+~$P|sEG2MX< zvt7={xz#Dbc{Q9$3eAT>|B>}dznwsxSSNF^Z3G?X0<(=|?647Yie|)W8aZmS$ ze1mA+7%J8)07BJRe~<*nrQTX=jl?ICH|WhO9GYM^K&4ZRr{nF*-OXD?A~tS}W3nEl zf58W#2SDGh*#NwaNk=u5i;o}$E z5hdz1m200Uw(q0C`7F{QGy`@wKmSiC)8H|MPI7b(!~7G|o$9mU<|~F4X6N zeDm9^63yxAL`2qARNn^KfWN>;uY@cWW73?Kjse$zCgO8vp@LIMQCUT8XMl|23c;*& z6%EUSJ!AQR;pABZjQRAK+x*8L49yQD*v?|}vBp@Q6RO#$MZ_dm8%Rtg5Rwjq+?>f}VoctfvZSJ-~Y&JD4u%_hSg2V=)Au6J-TI`Wjfl{{eP3P67-alpRA> zK5<-`OUUK!1iRt8i@9${li3RiNgE(uZgx(h11+GIlNMB_ug#kKfQu4 zEB*LxHlxtvJv6C*vf9M}1}z69pNy-E9uIK+Msk_maJD`@9IfxqRry>@>7V@N$VS?@ zw1(pX$M^6vn-4rbHRZ>QQEZAPG{*I=VA<;hhV{cte<+#jLqmy}n1RKdgcyFh_9@CR znFo`_F-Tj}Ce~ac9)SC^yl6Y}Bzbc*t*Jh7OO~_aUC9@2b5?ui7u`KMm+DsDJ&y|J zrmnCzDMj~B_*dN3bo7A25O^Nkqu+W;{kT8!C~g{bLl$s3#AQK&x=+ z^QxLUysmheic$1(rtwM!t#pE)Uk)RtjHgoO)1DePgPs%avZ>toH%+_!mOe+3uFFdi zdTGC~L497$XG#_W&MiK;Pn#=`DitQk|Mi{^{LON%cmj?>d`vaZSh=iPUa2H0wS+gs zTjjbrInW6l+UHT#V7E>+#3V9J(ME#umf@XQ#k)Au5v7byn3#W!v>Ffl+fz9=iEHB& z52X9mJ#Nb#{--k1jai?<@yEoxzCWY@+O$^{O)c=PY=5w*S$%kke);M_-Ad=kN+9M; zxk-mQ-+#BV9-vUVVZ4o*Iy~6&*4Oo)_7t8MpzmY2zX}d@3Ap?2v;I36=KXk!DR#Rd zn3`wx)(Lly4r4turvvRXuQ{~k@Bwe#7#;F{O5nm-RriDx=6nxD}mnu%s@&mEUepa47l`l4$&oB3Hsg)9=Z?XJN zU2y{D$nyRxkwSvx7?^keToG%3Yf0@0A1Wi_maYPcXb7v?r+YM$PPArbI{l@i%{9`0 z+ky8t`~w@o0TeBPq3g-R{wkt< zTIsCHmt|*>^fUP5+^)RG<^G)5tD`_6Y?0pf@KylEvaJ5OP6UgIGORXP(cS-ww%jxr ze;BpTDJHMW3SsSzu*Q3Q2)@3m_dP@RIjXFxl57YQL606}+gleziBOi~Z7p0zCpncD znxdA{5bnf5Ozlgh=VP|HGBB@sn?#l;R~u1#l-gjwXJ?!Xmne{#xvJzj3XClxu&UUV zs4gLEY)uG?22L-EK7|Jov za-Lw>Lh^JNsiK@}I0pJGxAm@`nC0th6LcJeDf4+uG4?k{=qjXPFZ_B8M*|o27{i<} zwv1y=NOdcQr}*V!F=xCl{Q< zYmdebq&rtvnGR)rV09~gxHcmhJ#iGyYvD9}mNy+LK6jbkZVz)M*8?eSVH7}ZRXv5b zy`p}{1J$aCw%?1{__u?jSujT19p5A5HxL;)u6lX^@*=WNSO*7p?WdH-k)S3Y-oLE` z>_gbEhiA^&&Gk{N?f!yI?XtJMzsoroilk>)E!y}U6&$=mlld^2grtI*& z&Qgk%j#eI~wfgEPA$$6`=^>5X|L>^x2*q4u=NrxrJ;$}GeEu=cM1wI2v-vH8J;d(U zh67_}Byr1m{Lo!VXantH$!Diz#tR0+FIzliY}l$2I4bTr*{B!I%Wu+as+9&ItQ9Rv ze7Saxaccf7DwyMia{wO zBO_-kF@U1zO^zA?=3)SUWThqZeum-^Ere3FJ?V^?Y|0nY2uL;IkI=T;CKQv$`K?@~ z-cZf|!(l`YiLP`9$n>Qx2^JOOl+QY2lC%q}N zQ=ahUdCsD388HrDz|?_m2_dPG_pov@P=kc=s`(Qm%D(P`a?Z?EW~wr#+!AIxH{+Nk zB}VlDPKhp8$Xx_jrLRxSv@G;jP2XsY%LNot(VJsZ=IZK$ML{_WR7niWK`eXWz8Y;G zoXB{&l(=xIO0duE%**OU5!NWRJ ziYurk=BQaL%jNsWjG$LnJM8RInBaNQ zKovv|T@*I{+8K{cCSn0ecS#U`{QK#CWi8WtrLXNi<;ljl;g%clrA4;g0IgHY%DBN4 z-Y5-t;dv_BpEFt(zd^%f8;Y0)kVg{Ib6^ypo4&i#C7W>NoYmhvo3qL8(lUK=2W;Vi z93bz41cSE*>er{h+nC(~-12O;W|zccoVQmag5t`x;Yy^-g|>f%41aWwwWALb;_(j1 zEgI5C7rZFtgWa5G2($Vg$&ZS${ZJ{2V%4N#d_EW}ucON}YenEA8+vV?CM-%0#ZV;N z6+g0USG6Xf_Jb^OzQ;X*g2)%}fW&WCMd#>XLx7J**m|B7Kml7@e(=AZ`+kJnopJ!K zIqdVbT`CNLp?fpGSHJ3;c9+y;^-YzenE$ohrdqz(Hc1%pOx4GQOs^r%W{#Vl`kqi* z&&yoaeg@yvUH2rIVJ_W}cG&}}zA#2tHkUi&rc=ml^hAT!K< zd-{+aG+Z_|-Z;_fL`)2#=H>!tH}-oNKl>i{bA50pRW?~B1&95ktNyKv1penJ!hn#? zU!dG`zN3_&qbeC&BYr)_!zPm)??xfSbM9BOK^m%hy)mSa^ z(w(2EXmm2ki6n5mC29Hx%A%TCr>`|9_VGM#LeGH^?y~QAV7-W+1s00SH^b^L=r#bp z`ahnN;j+&<9&p7w171{J-5-06=0UAktuPEAs^^M-mWJkH1ubsu1=7AJF$A*Rhr{^8 znUawQ2Tt`t?I$Pyn|x+8On2V`^)rnlsJS~ZV7-&{NfSYc9_886_uzj8+^sdiY{Ngw_o8Jp zZTQyl%`bOpQ=Yn>ut#L>9L*z!db_Gv-wm~qK%d`CwXo1K{60oLqAs>Qfq;Cc0gt``J;VC7 zPc*y>l{-aU%I})cgky6V?k*-H(fP6F3+lYuu4E14!MvWFn{Lmf)v!8}`eM+=I{FoD z=v+mm!M?LvgU9nPp{}oznWXyGxP3DiQW4Do_}S_K#9VvAR7C; zP|Dq-%=~E8YJ+8rw9#A}M9ff485`c`A&j79HseTK(N)A_P4v3(?XGboCggQSBMsxQ zLXthV>vnnd`sXx9dn$3Zky3&{S!hmTla6v26%*c?!84GTV%U6Cw6Kc1`VE2*nJ9ol z1RdanU$t*#2ZyAXHUf#bh^ysb3bV&~eQjYp{Dk<5wqRIU*$e3JtXoBDtI?XkDBgtB zQ0?k3wDcM^2722$h&3f0;Uxk#>sP^pX&o7VdHDNw?sl3Q5*#0m?Qc#8ZLOIVmC-11 zWuq1%Lcmoq;?ZcohN%6NI3{H zhDJZLO=pCSG3HA`Hk+8Cj^=T3{8Aa-w)$M>iV10T&+y`+{+G%GRY=JwlZ0aQ_Gl7^ zo%~C235jwIXa=&FTgN?_e7!RKTASM2Jmorh72Kspa%igZRzLNg^Y$8)_yaY!*0DJL^IU_q#`xelLpJ(0%uJM|gv$nw5V5Gg*e zWd)6rn3cn1Z%+BuM%ij6_#!PSD4Cl6yuo}cTLltlGATi3s2}8CHco5l zfkE&&uywQO=@}z>>rGqp)6SOElmWg>jh2J_QpHW_f>NX=qY3)1ok?;K`R=o?#s*2a z7%x4)49^VZB(k(?fSc=UHQs-#q)YDM{cHF2_q!CkWOWBRr6N^*bS;$1PDzS=uP19WhD z?Q1%xr$r!f>C45x#ym}=uu9q;zc(r@c-MPfLSz~qsK~3t%S{_l`sia0cz{Sp43F{o_fOyT z=9CNwpJZlc3hSuzaL|3)qeg){|8u=Mlnyw4#1s<~1Cq_FF?@%}vbyE&NQS_uDSNh@ zqH>G4#GLmbm(zyE^#SP9IOeUb2JQ2H=WJKBEPrcFXmVX*lzqEXIy9E!3Qq@H6WqW) zPoQPIZN)}@Pr74!KUL-y-DEGau%g;QOr2X|^G_7A39xiE-esWKLBGr&-$baE7OFR& zu(|$H1p`%&GM;tW-u(ClBWVTeXVs;juB6E$yOD;RU!*uGnG-{4XnOSsCk;OCoP3qG*}*-pDOuQhMQkbac)%ZI}wmjQufiDlt9&v-4^rLNfO zUf41p@-+ycTlql|6;8Sk9k^?V^kM9w{{#QAS>%Od`Hnd8KEc_4%hakp zlFhc0&EgXkbCJp?6U9t&&PtPWIsb*>^<@u(QXZzIg2-AH?mB+o<9U z79C%tPVQ$3dj9>B_kP()Pl z!US;ElA^#Nu+S^3u`&Lxsv9_XtyIWNf|wV}vI0{lb?P%{x(K6!EE2E@i)oU@C2Ea5 z7M;EeFuo>Tu}_fFoZ6L0tkW|A_zvi>vPFx}9!iBh*@yI<&tt%%qdz$JwD1ZFkG#D+ zxZGdp2);l#q&1`cVaSfU8KSv^*023Qd?%r(>Q$DIm<3hDL&P=1nnd5tpLMqSK9`?a zcKu0tcK+kJ;`+xuj=D<`HiKfVsSVSd?3x#wt5kDt7;lqY(njst1%bm+x3b|%@|O*f1v5bl-2%q{t^pf@%B!^K4E#(D^p!MT=Qu$m)~6CV2#I8A+~xnWNstHpA*$b z9DhHWEH$#!Z+!c$i6Bp$ORirMUU&AWCj5o0JGcC(#cSie{*SOAGi}EI*2#&y?vNcm zw^kcV%hXF;D_CdKWOL}COjr9(>yV-+#bvM@KFk`3?s`E0XlTLUClHJ|nrHL?9K?LF zzZG%QfeZE1)+EZ;xb(`@dK_K_9RXiBuHE!}ard{UNQ$6TP5M z&%e^|E_ai7oQh#}4qq%Xy`1;<%yxcWB08@YJLnM;lb8XByXw$v`hPc&BH+6QqugwI z}{>z{HHwJd3u^_6f_inb(AO+!IPzO|0WW?GZDekn_{VGzK6#P6XJuRss|0VKl{T< z5%&{Rv>ndC@9rLex+0)!0uys!@H_VqK813_{RA}af!n7)?Vg@4Z_ggL6rTqm{*G&B zr?1&I>~ZK@NznGjw>{eAE!7awT!XEj|N9d@gecGfm{E6_iT?e&mmatk)56&VQiuGq5Aul`C z<+}VHn;FbrTJ*Mv-=WpxN$ni;+mxYDL^C;zvp$L{_hSgY)~ zHADMiJr)UN?Ak2pD}3bmlHVE`*zojXNeD%BxFvg$#SaS=gD`91bfXH385^b``(ZSt zMLa&TaBQf?F=E!gyqI$FX5R<%TR&@ZA+p67cbu1q7y~R(4e)D1#@v5k7fbPLtsLBl zLmkZbuJi!uhf%oVj?uHvejuf{}2fvyPyp6iig?|7HQejA+&8Oe%iZ|sM zWAu7}-{Elx?|;Nte^C0}a0q zS6>|N%5EqSqrWf*VB$o!{>A~~f+|V@sUUK+9^M)GeAxZPbyY(74Khmyo?M*Fe70vG zlEApVV9v&bjpm~H_y_hFDyt1i@YZ<#-lwbdvEsQBavl*qW$c5JH-(pqU4fIaZe5@F zn%2yrMmq$SDKm8sW?6K(%Zhlfy&qzc#cD}No7 zUHU23TQlL81g|^Su&JjF2`K_W8;3S(Qi@(TlESE%*qg`ylKD`ewYvO9jc=MMKsbYO z11{$*c_fx+D2H+Tl6_4dMgilJeJ}HMlP=_e6@iz3V|-_axOrUx@DVFY(MopqNX44m zfei~A9OV|=%HiEUvM>l)9b!xQScj2ZH7@Lp7!4eiaFtqxBI*!pi9eZh2$>jEft^D* z@DZ}u;11cu9&S6!GCJNSR!9x@oSYV}OtgOv6sAEZ$2BRS2$t7dsTj&mwucUb8{iC| z)b215_1iiKd)OIlWjry79~|6at25|EnhS$do7#x^=#k{K3io*+jq4f$_k>u9I{-&? zsS;<=tPwHlU-H$^6f1~;5UORr{^Pkm^qM?4h>qhFYV}|RvT|qZ9`({S#zzRTr$(r; zD6cElnYaB;Uv3T&eS)@0Q3& zm653>g9`7BLW72j*i>q$dxN&)N*nqRpY#f*zliZlyY;4)vjO{O1D;5NuJc~2!UuA_ zpLKTA$7r+6Z40eana?hr`Uv~s%WOFgKkMEAEgY|U%!!SVA-5nX5aIh*gVDjjxQF+T zi#MH`FS6OYi0{+>e47Sli4)Ni0Y(fQ)!jNP)KZ?!_$jsN(gu5?9JsPbLxP;Tp>*hQ zp~0jr^7CB-5-+9ubS>4^!T5ZIM_ciNtGdU|`S zzJMrsWqSqQ9B?q!JD%9>;CR3O@Ya91Jtg=!fGGI<`%Un9ZP?ziMvSTAU#R3aZes&V z`X8z0oO}C5@2C&LcbN6P*PrVBFZIl?g2J~7u)cDH(_v|x%IIW-@;lp0{E`&Ke|!0Z z(DTnY!%NQ&c7a4RB@o&x4Rgnksv5plx1$rbYd-?u&;q|)YT&(r!n2saGAS8OKQ2z@ z_2GwSa0V_fT=iUmzuiGO5%2h2H&#k<%l852(7haL%G<8Nby*CWXpOTuht2| zU}9r&u}Kl`4WQf%3Sb91!U0Z9slf;_FFuT3@VCk~F}d`ee}UDQ)M3yTI_x=fSqd}> znYuHDz<>?HnymOpxeUl_;sOy9hBs99k@}wgs%GTeoEk)}l7Bp6^d; zbR>CYX~^wA#`3)^LZgkDD_0`99RY-~ZF(9xrk!-g=`OJ}K7Ro+Kw-?jCOtON;o0?wv;+0YsVCt7$@&NJ;8 zdxl&ae=nBG1INvF{BIO@e9xI7p2^wcW12+ad%D%S-T$VigR#4F?jR=%45V|vDm{l! z3z@BQCW@U0Yx3EFJ9&dv!78glmq-hS95TVL*#4{EyA;AxRcGwivWMi*h0j-`Qn8C0 zqB1cxbVC~GSHo`yPnpyYU$o5jXOjGOl-EAq*}PeYGaP^4I_CAdQ7}nFw?#RHC2b1V zVN*+3)>lVht_Az5;<_Bg-hH(CjTpP*a&Bu=B4HhKx9urrQ(HS^DwP}ClSrw8JTx^e z;J*&MG)k$CIP;3i$sSRLVJx;-Rv_(&evfm@M6h1rf2KZCf`4UkTcrgMmx=wct5zOf zb@(Pn#Hq?CtC?o)5T>u|kbL}aoQxw!i6D_XYvwq(;Z~lkO*)4Q`*~)=9w~WgS&zAV zf%`quz^&>2<|4s`x213nGQsBL+Nf<%4tp2Cju@VTA)iK4^XUx zUX}V!XH8Y?zO#%fuK7B4>BR*Sg-psw+uvnGiJ1DWY5qm`S9?kihg^AO9@}jMW0$<%py#%(N>>N3%}~z*txcHTnQlJJ zi<%SvC~ldiPfTZZXdn8&LvcuHO4^~u``GS!Ho z*B+A7ZzoR(!Dst;e;$~LF-}kY=LG(ab}88aZCl>&a$UT)qMg6)FpC%+)dj!PGqWeK z7MY}kH*|hk8Vr_d`&~Rm#sNTG)7~XVrc5F-gFw=sy8;8!im5HvUY<&nMaS@c~;d`+T8UV6%X@&~(`e0@4CPJG-t z5&niNrPyM=u1wsm3r$usY9|+=S;(D_*P1#||KZN2wxfrURvF$6Ar z;nfx7{jBjc(5O~EWv^M}@&gs9;aqZ65cjY{n`-p=S-KI>Z)1!LWMx%TODbpPlREcI zxJir*bDB|1xUf5V26Q*0-|Xzpsb$4W?IS~GYVT%AtrL3%Xt#Z?%;dDT&*jO6?_>cl zpsib^;{b=6uD;mDi%;+GUcaYjr-rhf39Z1w1z$72epVRMWBMFNI3gi=8L!2&)w9|V zK>y`iBI(fv7)ael&%ivdsk53{HB=&NH{&rL1i=6xqSTSGG3o70Rv3fzyK>Dzw>jZa z`TCw&@18N|q@q}2D)&RgKcJu7+(~-WRIyFgcBT;qMuq}-Fzq{->!KtIN@<^Ph*~rx zC0V>nr6rNmI4TpzBtR*dNAJQ<>=L%Jz!pP>MY~oe?W8d_7bg1Zl&Orb9HfZ^s0fe% zZX`~-`oA8G=rzAS|E! z#%cWDQe*5n%_5tSxk*teSMZl9#PNk8{Chu&Y_GDsU~k87j)S1Q5I2oMHKGhC7gJ2nl7OGO7jKv9Kj8> zSS#wBcI$;}pw6S-8E1zK)LTVNGhK^4i?OxT*{>KT`4MwK1Zf`rDaZpSlS z!5ZH>MwJ&k#MyhiIgcq5yLtm?(x40YO!54>b)08Wxc9EFc_%NkgDlo=?XUi+-7wGP zEz5{SYze2nLBcXisea&2#8TXsmzU_$isC$csX=4j-xJAHP!|{AhW75M`{ZJX?X)}o ziVDa;i`t$A`0$EuilQ?l`}r{EyHt{0i3;bY%sbU&Z^QTcv#gb?CT;PE`g6*l^QnTo zTOnJyT*?S?Ze&x#d-$30L~`*rpZm@eUe61-rS;r(!Rj~HfQBv(t69i}9p0Y^!FUh0 zCF7)6sE_y>Rpa}lZkO|3QN?hqGX^0KA!Q0+1_5Ge63li2PDuWZru=f&n2WDVHZWm^ zwUs6zlpY|vElOUu9YSx733D;@Az|&ZWJDdLwT|fz3DX)@(nAx~&V~dsVRWP+W@FBx z4JDm`5IGfbdP4ei{?=3mDL8k;K4);Xb0vKLL;jmlVawo~LA#`#!?PXYvx%)Y5aFv0 z%6z-oH9GP0Sb13UQ0EN$j>kshcl|a2o+F}TT)_SbVrMF!s zZ_KY7px{?Pe58jZQfl0HmZ4y;C~G0D>FrB7GT4Lh)!OE%@CTu#_5^X1{OflClMyZU z^1VzBA_tO7MK&&}WR5%~zAgu@N=;3^k9X&<2muYbI&r^lgA%1B*77<}50#oprGEQ} zY0?8@&VA8s?KmH{+%W!&kx~}A)4(i|rOfqq@-)70ooKO{A=Sp&awa8)KQU zNc&kMCz86!PAM2iiTO=AWyEGPXU`rXLjaPKg~>HviMwHK>M(B+5p9M`NcDwXmURe5 z_FPt6I44=zDjiHITa>9SSHg;v@vKg{P-VMxCQANboVH5+;?sP!bUz1xm806qZfB8h zf(QB-o3a9u%8)fR8}%(cfS89!8PTTFhsd&Lu2mTXX$-$^zCexyBwWtr&oce}L%IL; z;1^Q=Q?Y!XXBV)LTj(Hb=tMA67QK{UGytH;AWbadg%R}k<0sDx zb9aZ=UY$O0{4UET%A+pU#szcYZnqV_`I)i^UD|To1U=Vj|M>!ju==&G8>W7+ zFN(F-)XfdYy!J)^`@r39)R6P{waat$wG%LLq=!dHVIQCHV`q>-q=VNBAQUBFh+pXB z`|io`V-{Fv8Mw_rC@8a-cL;u!U%#HL^{^sx=uK=eG7vp+e0rk)uM@Vz(h^+&;Fk>9 z&ZahESxA`&JaMUAqWJLfv6#y8|3DZ6km~m6D@6Ll91LIQWo}! zK34n98?~3sHg|R`8?_tS+m*9XqyJQFbB1!mkO__aIG_DH|4QI*f-6v}<`8xD?Lp?B-v_I2<`r_{1htJFVDGjP%J zzQ85BT@m528dIq11m@Y42rwk$ zn0ypU8#j(Ok8B5K-#R^x7^Kp1@X6;TWl@twHPg|b@5pT7?I^Yprq@KtScVP-xfrJ3A;1iP7S&o=#iwC>NzAeXwY}!w9jG5?F&6Q#Q%o1TF&@YYa6X#E zYXOZ=Hd&rox2%%B@aMtN`M=eM@t|6QkdP4lXJEuupiVVM^f{w^=9sJJSX4!v*Vq>3 z6l5kB5r%H;MzcGkpcJEAPOUxs|H6p%dOEtT?Z}d0m_@!f)&e=D95!g&Oev3l=DpQUzt1_OX?h_Hj^5r9yTEn_ zuv7w5OJGJ6(23r)jt5}VmVgpyql>**|54&dd|7cc1dS^9q(7&Hq^wRvX4$CUG?AY0 zQ!AK8i8>jmY9pnJ%aqR1Bv?e}dS9+yx7#sTi&Ng=V^;96(>=kVEIekWEI4x9=+VN8 zThuZTl0wZuAzKsl%<-{NaIiB@deG|BJ7Kr`%JOtnUGXL)nHH9G=Xbuis**!mM-(R( z3rl`v;%AA6d0ZbQ?pQ#+VbEVK>@~gzn{of?XI@~WRgNWd zEVT=hou$0o9F(L2E-8W@hL(l=sAU?$B z=Fk|uyE-i!_UFtO7IjcN`ZFh6K)@L&jan8>ysKKQ|G8D#VQ_ZaQoqC!>t_`Rrdeth{Ax>nyM+^@zOvt4!P5e*V6Rj z+ReMX37seTevj9~80$O2y5)lG*0_W!lHxbl5*W_rZh22N#)8D`1xnjKMT1sam}Lo{ zSpLwnv!wK1I(0a0_#_T0XTqZgd~w+bgRYT{Q3Xe5ewEt5umTZn1K($GXfQPc#rsa35{AuLi40ss)KhB#T$ z<%XXXL>YYC%VRf%DaFpJbN2#8bI7KetCHHO7*uJ`Du%Uw66GS!4uB*hWPLrs)fCfW z>S%QfGutfB1YfxxOWX+o)ld)2pVi^7W0Le8lhW zCC>@|LJ7Lo-0^$*mMY+vX(6p~JkeCKo54LsL+S$ZGM-C$P6JFKhl{J>%Us2EE-(iK zt9y}oo}<*apE`@u<}67qi=n*rI@DIe-wkt%2Y+Fz7H)^1o9K*i7lU!i`VIH6$A_Xq zaAN45v=iY78*sDw?fjzIlO27YOXS-i2Xo&M`fRzb44ADM{C;WUw8rD~C!qVlrtQPv zCO(inj}K`Ma!&>TT=@{RkNI?w+@T0V;IEtoi$P^tecoCl;|NWk zBeZmm&%7lf8srEF;Qc|{|8CU4pH2%Fv5}qRkUJFX3Xa|%}A$$p3z zGD>BgXjsUmtrrRpFJK<2u@W4ONLnmS0?;N)6Ot)ir`5x;(u1`$S04Sl7lqu#nY*MC ze^%kDE=v}){jIWZpbWQu+9Gs_b{H}MjlnKzv*&?1Hg`?@>~g4;?1pH6RB)FgN@SxG zXC^g3%49n8ukFY9MVX&Zdk0e7+}zrF5L9UlfQ9K_P}n4mVjbT+szC(Hf|iD*QUPN= zat<-Fu!T}LhCCF}S+Er}_46Q_w$yir4VVHIr9gbtcFV0RB+6Z*Vj&ANowX7mzJVN~ z*ZN~=KN;;C&5!_|jawufQZ3f|1|)d-!wno~C9egk0W-dJiJ7EalKj?Hs7}siV zy%O$Q>xV3a7R}>Ig`_rQo){yDM(&d@o$vNzB7}QbHx1QUa+0d1;Q_)phn^$lV}?|0 z6>X>&*Q}4B7Hj|d?$VD6J>(vZ;v0%Hvg#H_JjAa6ICYQgYaISwzn%D;m97$?(^9jS zX_Su6=O(ESw<}?ehA1Sbj>yVYR>3OtqQZHZp$bD+coaLIL<}q=d^#z9@fXFtl^)_Rl_{lSq3%HaDA5yJI3UbZ0fU+RX=3%IPd zdk;;r?l&Q4$J_ZP=V>(r7Xtpf7muH<6e;o8u%XS&P;cTP?wUs3Zdjj&-Qhsbh9}R| zwqIoXm2XTg!{;J`rOEQZi@(8JQEwW|r^lVw68U`-eg-oC!Z_12|1k=u}g z0JkNFYG{|sPMh!wb$G^$otSX^j^3jP=eX5j1w&pZ?>K%&$>F=rz&#%pvoudgFRb~$ zURZwh%G}E<M9L)0`h_) zX2wKmeoQf3DMOCPw$#WaRpz@dj>f3nBbqLwy=aDXSY5pMDNRx3RmRbo`t#rXhL1RZYL!Gf$o@XvCfSuyLH!41ykv zAUE;2`VCh^9g(X!AlGqcSE=duHx3_7eJ3XWnWZoW;WB0|Aui|=OuEqKq3~M1h9Lut zdV*E_UEi>^!?9hdDT@GQI}M?z#0UB`-d%n#BW7~(B=HiggZS$J4z2@-hzD-(B{X|e z)Zad{<^jclPL`zv@5)Ah=+VP(SYYwlDV&`HbvJawIG)hw)&foX^t9O83c`P)BGUXB zHt66qnjHsqOe_&$ebQ!1_l6sXL5UBBj^vG%!O3}oJb~)vT=6B6vW%HO;R7U4S_uOz zj|>nxUi1sT8j$_yt;%=Q+kfk;>pQSXO~eaYWjD`j4TwN$$?2aaY4yeT>?nAOz5jP(jsT=VSx3LH8>vz$Q)N}|M<_zA_NtZu@`%O$xn|wk*I>;ECJ8C)xNqYIO zAg1dKS{3*uEEta*A0uqg0o7WA(SrvN#$2GQQyT}nd(OJ67$_YS(_$wJ86w7#G9ox+ z-8-#IB>`btW73K7l;5;-BeelVYvoX?T0btMQx;haG%ZRMm3!PP>Ed8YYY~d8qZW^z&jk8%HMBJ z^z|B+SMiWGVr0e%LzCo+Fx({~!s|ZxV2&YIxANrsP0U88!3_u6oLK(ssUjw-_!>(^ zBq4?e!g#|(^L-%4sNbz@Ghb;{Sz79CA5C2j?Q`nc?iW68-rONU-oxzaE_;7=667_* z@X*xZ!63^S?CuCQJ`-gys${$8E3GL^M@LWqf$Sw8C(Fok6~@Rt?FMVVGEQO{%{urQMFxQq;@9ne85^J3Ou-Md6id7mwGL|FNpIdzqq0V^0kBF8ZVuh% zs&wa_gSG8p^VA4RD(7uyYignuNAGzp_~x|9N{~$KU*R-e|4g&JFFJkj*MFQU8u~nG zR&9s2{^BoQKmv-=F}^Z7Fy}+QVWt8NlF1?Lh>O0}*XzI+;R#bsl9o@Wu!%h?$04>s zMk&-9(#2a|}9CSAKZ@yXi@7vd)93CUznDryZ z=%Y|N{1IvL__)XenOtNh_sW6=C}=1sSxGSs-duOX#DLN{UyRFJac3E#fRa1s`lqX| zm$uq8hk-{H=Br{VlQYBbaw{()8g%Y9Ufz+dV^V%WPrHGrpQjx|S3{}O<2}S5w-|I+ zzC8?O3aC9-ygG3FElWf+DEV_TomYPLX|AO%vP)=?1`}G2w>@-7>^v+-(sMPzh)vP={336^E)`bz~FzibZYABNAP#U zCkj;Q~~wuWc3lmSK%(53FEW$*hSp9Lr9%*d+^SF(n)?mK2vj9r%%2cME1yH z)He+VvrIj~XlepiX$0?<)sg5OW<7l7ud4OBCfp`ev?=&0r;c$;_qV-vVI_rDjj6i* zXjo&hqY0U{hwMf%NDVz%K~^i2U{0)& zc#drcWYab!sNy^=InIGd?)*WQvS#R|Wor|r8_H7ZDOZhB$V9i^#9Ns5Vv}@zZ?cw7 z{gPR@nT7uxxV)k8z1XuoFol%V_}_byOg}z(L?JRZy}d~D(IVwz0)n@gq1<_3p#iJR zO=e-$89yBP+(!wee;xkY^c`E ziEa5avHKMJQ3I!%@gV9st)q=;K7K;Jj;=NQ9YxbBe(THy8Js}R@#bgw>K_}Q#OULJ z%*^MukM;)ty?Da!k7fxZ0{Z}er!sUoA|Rc%p5960IN6cFZeV3wVG~%Q&AQl5bm$7r z3>dcoF4o=j>v2v%gnkpa))I5fui=WVw24tcC{8P7+vu3feyje1Umf~0cxDg@8-Sr! zG#E@B!#Z@m^;Kv%0Ap+Xq5qBYJB!gz4fr1m{Kf9kbu|&`z*^~DyH0 z{pGp4yc&UzTs4-BKC`~k)DoM?=P~}_1%LytpFlURRAe1PNp!O6h_zx-bu8uF#6MsW z(?lHb?F>kzM+@2aqTl14JYL|P3K{t!1}Lx?DrLAzMNg5W3ZY^yb&1Q+?`g<(+4@&* z48a?^uYpH)`o5Qn%V1Ins-VgpomC-~OI>rN4Ibg3tTlqpemgKdyXRXFVHb}*kH6?yQAy=5d41>dpr@3HcN)N&e+&9 zf4Nc~wXFJVzR;92uepld{ATzjx)~Sj{HsIOOVhHs&fv~_?)j>dc6>Z6RBVy4lM@Dk zYyzoJteDCfjZy1rlb^I95t+isXEC@Uo9b;czi)0bdZ9*STeUA0cBmh={)Y{^nsz0d z?0Gj{4`jw#0{F<~Ed9VE1qgq$H zcG+&FGxyZ|E^mc4$4`lM!#`H$;CO;`DYR^)h`*)EC3p8S#z1}uU1bVFMc| zZIi>@aQOM4xN7w#8us%W-{;JGlm+WkDQZ>1B5E-$5RAR=9gPz+`?BE4Yk(C1JrdO- z91|;SA*qN?N2F=2{v9&i_Ij~g|G_Y_Xxkbulr4tduy!xCLxDRQ`yBzCgkCopVEL-; z`%uSve`}TF0EJ z8Cb>6gip}z$FsI6Fg81jo+11i4RORJ&=&Xt&BnPesx(6VbyU-`8S3UM$rZ7|0naAj z&JQN1zH4^KeLdHI+mpytiuso-LnC8A0c>M=SS-xZxW5Ak@$TYveYd&m;%rEy@jSnB zBbq-ZS47@by*k;$LNTx0kSn_CbTk^8n;`%N899((a{AG>yt5V_c!uf}Gz4Te_;xqf zJ288`tnjRomYgE^q4XPl365$h*`Xq7A0D2a8=j375IUC_XnfJ%)wO;EdiGx0OU?*- zLVrFyV^^G4{OCt?CnUw3!XZ?5l6C;w&Ij%MKeD{Y=>eUGzbc|wCrMITvgh;8)KV+rlq3L95sCSHm!GQz;5ZXZGh&%(6mi0}$LA&Y@nlM(lafoA zhaLx;r4af93JAq_g!09i_0PMYdwc@OU+*$R$t+PjM1z)remRZS zoM|v&bzExV+8??U8^=K+4#+d`tqa_lAhM?LjcH|cg4cyKZuJEu4#Vz0wYvYB8Y+9Y zHYS^l&gZYhrGhf8d$aPCFOOl1H(B8JepR9-n z7VK?bjx&t4G3LH-D(>8_g#DP=X)2AWcJaoV)$gJEx4}S{px$(ZJpytl5Lq)4!yWYq zciVlSi=7~@sJxqC&%B3+-_z$nJX{E8n#z?*^|%~-e1st+K%Qhc*^j!i^7G3%bDy;4 zw6&=nIDTn8yvY25c-1`0875D00*B1=4MF}RApd4!LG0`g_r}`Zqvm=|mRchdn#lWt z-d2at56IaM=dem-1AIZEmx+RnW{mCGdmTRE^*DwT@i}zZdHdy86K{+;o;ew+;9-wi z%a(R`#yqu{J%c#isuX-Q_3to<8BZfIf~3Tsr7HPc4!@E+OqkP z@XA1EcrAuEB%p`$LHIA-?%M{B&x^pWmCw^Bnz^5xGVP?<9Cf6)k6!MGFNHe&mjT}0 zx2C;T&Z6z;OHDgALC>NC*Mi{10!uV^defV?JZYBxAANTVgJCd^ZpWUhwx{F7hF33J zcM(p|+fhjU+rmB%Lyq>zj_%KzZp*@mk0rd8)nH-r{U6HQj>XKFRFN6XF!c<&qh?76kmo;2oQV6=OF+hTwqsXmY|^e*F!z!W{#__skG;!i%evo z*ReFghCnHpyQz@kJngkquN8$w8qa0;VjTCwTv&;0Je{>EWkkM8HgD zxZSkvR>e3AoQ4JR2IjAcES2`GV$G|ci7rSON^|=7K7&=R-C-}R`(RPzWUvVJp>_3n z56ObQ)0m?h;vw#n_M^ENkHn4n$XGqd-I=E#a%a%*)K z(mJ%7%}8k?%5X(>Jfwo=(cB&;*+_{p$j)C>>gzRC4$#WEB-BH$@UM71fsuvCZ9Rk% zpo*@#)}(D^j55z#7Mo$eM}WuDBuzP@W>fY7?M^Ji&6eX9HMQa+Lp=Vyln6`DEW>pojJ39Q|x7rwS}7e z$KnterJLlKUwPISS3reTSo@`jn_MxRZ6o9dLWJx2S|=OGs*&s~1mR!ac~I=3yV$_q zsHB%Iw}6&3m`R_330Gb9W8!hr-VUHtBb~|P7|g~V9%S$ZOCLNjL)j6{ek{% zg8EB3*2z^+u$)aw%fblC{>&;-Xl=wDbo*_&2z)I5ti-_uvWvGfG?Koaqu~7>uJyNu za3GdyI444Q-0wP6wGn{Bk{dD>RcZgK?RQfwoL{LgR{=@#_#(#Xlqmh_H zBxIjP$x3XB8sv`!vvG(nJK>kgi{t~cS^%B>c{3}wLjpUKB?@FBBlOY17D(jNp-=a5 z%yOlGis2>?SC&{sIso<8$<{6lPj?AlkwC-Gk$>v(v7;vbdnNaq7#IH4pT;B%8}|(%5~2JIph=Z0=q=zv5&SHtF>{4+I-dMOe=HZYu=;q9&$T{ftZM*#K?9=?am%QFQ?9lCuUIFV4;y+@osI)YV z@}MZ;4IezmX%l zo3%xfOE@NrN5&%cdoQ6fqWwQ{qf|Cx5tq>F)w-tEUK>AVqJdGsVH2)~;LGcw|M}*w zaq<_4sF(g}j5(lG}B&2;&BrH``%2o(&4$v$}OIUvTu-)Hi-Xfh(SN)ODq{i)G zlR^U;7r`D0i!PFZ%oOQb8;75Y;m(Xhfoe_mvRdYJ>WxfR)5m_(R&JkP7 zt$cnbzpQN$xjJgS>KU0bdZKwD(+^!24uwx{JLC{A zRk9h_4zlN5wxBT_>*PZGbu%-%s{X*(|YQrP-(n5ZxK<}Tjl*`f>g;3XD)J&n4F z4jnr@EB>Lt>-1Cao3{8~F^0Z@)SQqiYQg36i`QU2$bZQ&=cjWZl(olhl>eWQMzaOnM{o&u>5aPJSj>F` z4Bnd`6j71)FELFQD0&P^@CG!{mbOk_s0~QhTU$LqpjAjLRo{?nmdooh79>RFd^(O( zZk?{n$I$uTZ{*0~pG)}e&E-? zV!zRfO(DJfuh>rAMlpMX326tWtcqdL9SXomM?X%x9oc!?{{ol=>$}%`P?<*wS8PA& zq|Me==l${9t(NPkccfi=XeAP^{+TdQoodQfppFZVv>!U+GuYWrw(n%r0^!NXT(F*q zpy@nYc)!N-Gjv;Rk;s2LT`X!np3dUvc|3>{d_FCPqr?cb0GQEDg^rU3h5s^FXq(Pd zP@_%KcF2yQj%a$CX?e(Lz`&=f?ww-=aX2Gd2UTs>S?SmGZFDI}o44 z<9+e>Tj#@0GcjLR47n+9gNtZ*gWbylE$QKF=Zp7Q_wM1?(K+rEv4e4Au6i2$`8f_l zIbNc(mdQ{Sw}AT~l9+;|&hgsoK1D@mm*lL)6yzZ&EqdK5Z15{=w<5D1Wd(hB4$gFve+l{Xai00A+wIKXQSXS&Up3E4F<*2H% z(9@NLrq=>$J-q>kNm|vKj;rTGv5$dEUzj6xua+Hpvo?`sAb^1@II4(+1gl0+w$#Ic z@=4$sdp#M_wW14Q)0z--@V+rx8NI543qs6)er?M|VJ@h`P~_!W1{}CFvj+c?WI_Z; z=yTYkbE^bYm6F0*MuBg`>BlriYyI|y`*xI7B64%*w_8x_Q$j@cF-G~PZb7YSK77m}3UsLI%!BH}_zJhSVnXwD&>)ta< z%S%G!qU~S6{eNPMaZ&d?{rz(}#*KKI6G?Hxb7P7X+I-IoVLm&NpjHpnuTI@>ce?}{ z)ZzC1%Bwgi!U$ekFcWQJ$4O~QJVP($c}aGj9O$LB(?&)RzWIs4x}QR+zg!KeQU%<@ z19I<>4rCBna$FgeZF-mxuxosGcsj1o!l9427md4`P=0Y02E3dMpRz>~ z8!aS#JA88CW17&;Aux6U7j^sfjI|`}$zA;7*A|5s7`b7HB~%0XT`h};QYqVqcNWhp zcrQ=A&vou+wp1I2rVnK4K!;63Q$mLAFYRa|1V&(MTurWvOMF!qFGb0<;R^8x|2b&) z!WMXb`t0xVlRZV5c6vbHSH!ijD?vB->xsmHCIw2Sa@LI+B}Q4-?O?-gaD)Gz6g4I8 zNwjA#tw11%MuCd%SHw;2QtwMwZGu0w)bcR9$K(-AIltcNmo#nxyHDL`{_Z*#F5Q_M zNt*VAybgoJJSKB#_PE``a;m*d(9L&->g>X~ZsH}&+cgQ2H6g4F9_cbim*V-|_$C}O7|05rj z0_R50a)5WWzyH+{Ct)}2asJNRl-%`W)w1|X3AsZiHP!4e7##Ne26^FexaIFjxy!sr za`gKGVut9rt$$5Szm$v=CKUc@mOaF`W$uc^|762#|Lyi6t1QLZhSb&ab0Q-WZYTe$ zF?}0BOqV5Q_=6a0WXs%LJWN>;aWKW%A6DyNKzd6~ab=ICh(0j1HqtnO?ABz@WKk9r;K1~*#I=4Vj<)7#!(dW(00-fX3ED} z?fRl4dhUMAEblqpU*?lqisFH``6z;WUL4q7Ewk2YdQNpo@c`4rH;%qhEvEP5;e|35IlLg z6m#rw$B8cf=uDsgbkf#VY(y5c)lw3)qrFJwTP_w~?zvjn}M+<4%yl1Fb4a-NHb*u>M(2>9T*3}cWu}Mt? zm|Bh`p1X4s@0G@L(Z;G&=;fdYUAWLrsRcnDqDt$r`T3XJmX;z^2`q)S7qEmY$-+kX zAFv(NSdDcD2^KcvgGItts+jag z|C>+00`d~s9A?=y?|2nlz8L9N<=!dMlSnN3F^mF%VfC!5`J&#dXD1<+uB4s|X>pcM z)4(1}=w@ljYM-oOcR6q43`(4~;reN~pnl!Kwt-OVC!@7BsRen^$hs%48PCvv`%0jd zW6bACO0~Gh)jqcW6Ju(O?=HXkg*x!3$JA!!q55M44@bsMay{vP_j3NNz952ML+D@d z_*f9pSm`&9fqXbxV}K9pghkLNhbM1h@J77#b-wPHCl@?4X(%RsKZ58;xlE@@jG}UMOPwsl+-;|?IocEXhy2qc1YIRyg)#BVMU63@Jom5Kv&$X;~Omor7YZG zp+(*~Q1e#a``q+@kYI5REyI9XeRxO0V>-d|oq`sNFGk5)CW&N> zu6SgR#n_@O#=6x?D7T@lZ9H{c7l00z``mVvi}-$CMoFDO{=S3HnuZm@JH8Qg;VP3; z_EfR{BuEu-$qK#*e8x0^?Y5aohH5VR@ZO}Ir+f@j!P`Mht}V*+UndV-@TKZ;qfU4)lKMm70eC)<`)2(PecK<>Cp}-G{?$f_ zHmcN&FONrm9hd{TE+^~!9@-xy4&fc*p}>wVin>_Xtp|!onIY}~{mCDQNQ?SEVjcAH zMYYru+R+UD%>JPvuHspw$39TiwZ+;S%H%*H z`XvnWtQ!KO?uPh?Z>%i3L+geY%=9$n>FO*&%Hc{ARITv5}uRlE02ZW%5 zd|^&0m7n|HJILnkd??pSFJ5>k=(0`yOme9sb}A)_Yg9J(LfvxiU(SfcEUE8?l~X@J zKOo|+m5n`t5$fxH=R}g7Uq-=HT{BBa!Ibl=kpilG46m;x(AK7H~8mn*zLGz-H?ZUJdL42ut`vR6%BgaK1p~xIe#*AGb~uwhWH7a-M9b`JIj(v z$D4B-mLlUE6Vuqd#8CW0MiWXT@Is}|EZXM~$*5{Mw8blAomX*zk7HIjRxb3}kzA&K z{migNa5#Z_?`D4OUq32U>(+ZH7fu>??a#_2zp0$v>w`HXpEG34z+ zMQxR+p|e@bQRqvJqXyAm?LO+vC1BN9%H_&TCG@g?2!rz_l=sA_qT`+(cppKenP`pY z`@^tbZu#T41Gu7vdZUSvOGX2ST4V0alN0x&N9?9&Qu`#=n?n?J&@;=K>3v3B;LY;( zZ$esN3a3*-#X_}=&wDqOIals;ZweE?SV|-Y-@`_FVx;X`TKF2%oD4J^oZmDX{rRdR z)x$N|;1$k@aJD`7GLCu+)QQum_gSBcj8XI=Y83f>cWpeBrKbtVSyy%x+DkB1o0 zgs(Y!3)CYm#nAoEQOLF%JoNRQmDe-Vj^hyEvg>3K^@rHE3JH&nhsdF=!A6$}uaI>C z1Kfqr#P7Q`da5|lua8uXzmsZi-l$PYsOfV=(=V(TZRNS!W=`2qWI8`xKZ6Zl^!{(7 z8J1FAQd_PV#B9syDMutPnh%hrM&v}TbHa1e`>K2epwb&|} z`(}(c> zjhA7BLCx@1v1!}-(Y&cmOh2|WhwSXnJn%YVzq3?*>R)ZfO-%P4}abwWP0Djd2xKtf0H_TNe3^Z@;!Yq;yzP z6796`qIXZ0Y;`BHc@)hR=isf85wSE`!lvcuq*+xpbi5KsP18+>Peci2>cQZt7Y}O7 z50wA-jogRiequ0f;U!2uq7kpbaH+9sU|c$>gHRa}U1h@~tYS(^0oAe?MZLIok58p; zoOmOON&5?#!x+uU6bIv2Y~s;as{eEfrBe z%)wkXnY?Yp1qm zGEwB4al#AoebFHkB;4$alZEP@=xp58wMASIup$w$+du6{FHoQs~Y->0p}6R|GvGv1CLgFr8m|qOKVKZ7Pb}=at{9g zXreYr?5m?IiPh!=b^x09e->NVX;c0OwH(wr>@9}6P zUIXoH!yKRemvVoQ*RkFk$?IU;w%pgCe||-#gp5Bv_@1ri^W<~l$v~N+l(kc=M=P|3 zeV?L-MS-$YlK)z#EhazE$q$BwMgERKBnYwl>1>kaNKxcz_AIbdzlV+1JM`zrx&KpW zXWltCd=#1!mW-U#+ZFRYTr4-biqvDuFfm8aF~l4}>p2!po+|WQNuHeJUmuAJyU{z8 zWs1$-h53B-uL-N@lQ+p#_3e0|$C>EZMpy zOy_F*6+;sX*yAdd$HZl;FlZI5e8XpPeII_${2CN6CpkKFzutFC(;xMjGb=$T{xR^` zrK(Ye)#=K&>&_8I^l9snVwl&BkUt-iyCbLI$3!=#sg)K3L{uXJFSrA!YuJlenAAAP zHxa{7TBtL65eN4zALHgE|2BRS!>uH?YjFj)54e~fT-Ij4>&fMrx?V*~Br~s`rcoIw z6FqyrNAPQNzBs49GYm8r(4fP`XG#`~sVtdh%=bMdWqHfpeNT75vvHqEaC~~=x-sAf zFi)70(f3Zp04o!K%uA$$;J&wL_Bc4Rpd*y!Er=12H);J45O>i$lJBcibz0)X{vn1b zO+}>Kq?qbAo-!kmSu~v$h1M@dYmK5x5?T}zZ9cNPAHUG`TT3`FBbW*oOwWtw14dpf zM!BCVK$ANOlK*~PsH)|OM&Lzk@X*F1qseAE)UK}V#kFyr@1p81Xybk9ju>+n5*kXm zLblPseTzIRRhe7xb44$#`XKHLDHf7scqd$mVX+t2%B9mv;VPu+4ZRK~uz;IJxg^u_GR)$QAotb&+~E2=ukpkS^@n7TDW1#Jp$$>YN~*#ccpjb_ zpxq)vj7n8c5i50PMowGA;LosC$_*0qqjW0Y9~{jSjo=o_D?>y*hH36G;DnI$pPo^X zzrkX?%zUjJW2H!yywWfu22-Tdl3C@gvFPGQVkTNxS(L+N60wI@+FOQiR{aC+56R_z ztP;#UBw6unZja8j<`!9ayTk*(o3JzGJ8;*It?B9X>el|rDMLhg0QUu+NeksS{Z z+IEHNt&;><#DDf+863+3u;LH@lpG&+bogEGsLRV#y$wsgt7EL z#7y_|tvqJl>d@;_!n0av*Np^q=bx}r7d4!@sesv8=7qXW?qh}gdQyyBw5l2Q@g$D% z&v1XU>Bsx*k3>3YO?@yGvJc+ zGvh#D8OJDnivzl(8IGsi*o~9e6lrnTCP+J72{&_H2UqOzx7(b69+6qO3m$B{f+Ahm zA#VVGt+~*;Z6G9sKq<-f>E12x+a>x34ian>qx*mUrxM;t@b7RITxE z`A1GNpYH+m^TgfB0(C25L)o8@=(OQ~;VSFbfyUqDB&gF^y zL#Yp}CIbx2Gi@ z2WEHO`>idX9SZ|rayv0R&y10iqRjrRO5k4>MYimyj2Pa{lsMo1sOMx2^Zf0xnzGoU2QZs zo>!;zpHx__GyCw*=2{A}UISULwQrRKVj7s*$0$GC4oScJ_p5=x>MHgu0On`*?}C|% znVqjlE>Xm(`|qZ%j%%cjYrFQuJzGkb1eFHr|E$CHm>zW5!Vs9(dWD=qt`@CP9 zh3l$IVkoRuCjP{WVEJ3B8QEuvO z4J`?(5E~z05(I%=qAv^%h1_<3&42SxOiv9SfByA7ZipnNvHGA&r_gLAN%X@wEK9l|)ZAmCXN=94Iz(7Og^*M{q5{p?a@87C7K&gJX;v8r7>!noDw{moJ z26_Y}fNCg2{nC9Y0*WcO=U&lvaF>h^n%#BJuuU!|cJ~|0^E8UQG`%<7KYMF)vOk%! zeY7U*64Ppq&?-OM0Q*6LE81N*BpUe!6*H>qnnuzmY9}7}179HLOAd7xyW}qCBlHQb z0JIIL64ci2;Go2u$_M?PQwNP2x`1VWEcSWH$lY`)&Jj9!P%avvI!ur_WYu}>Y^E;U z@#MsQhI{dXuYOvrwLnHB!O?1T9C=xz8sEuL#D<%+q8lyKYDPSdp_8>if8eui1#P`P zfnJf9mlZ?;jv17alB`9W4!B_7Nri9Aw&kT`Z6u;Iez9`*yfF3N2?wV8<$n!1dwS8m z{|BopknD`k;H0Un4$qnMA*1~$V-d^bWS=wG!~KKHwJ0Il?83ux5?UNutK-G^@hsow zwRTPY=E3Fh>_7|$R!a%DTcGxa$OMyrv-)e~iv%X^=XF?p-3It4vZvG6NMB|+n*|f< zxcvZZ-!kWXoxi=GPh~nu1E@o&S37Q;B1rKcmoSlUxBwi$+g3^&dW6F!9tzWY>~PRG zM2YAbC~Y~*mra3SMLuH=pS>PTlH$b$BU?UFgLyUN_pD`C$W6bK#MzbR;6rRc=`yro z+mAO6fLl8W8^v+W9Yn>C#cGT>vKEM~C0(uq0wSjj+RN_xQ}#^@$M}8E zI!ppEpN}mqk(u5P5VwE5`FzyzotXR5u=mCg5Utd5MEV1ts9%RY<)G@CVRi(+r$0^c z(-hWo*wF{lBC?iRIXT4vyujo#R={KH>O^r}dOZ&dOOv$eRxy%A5+O`H@eh+{LOOTMpMTItLeAiv$$63`pf=waazKt9i8Y(DG2J5}idwn_~KpLX9)I;ATa-AHzN+^DT-aeAOO|9#Ks($=fT z!SWqHhy#)nA?T`4`z`+@Ak1I<>ov>xP9rq?fyT-{%OI=V!|7#F_uDEQ0Ngx2J%u`j zT{*ApHIB`6ZXcBA(|A>|(i7Y9SI?1jwSJJY>^c*%8haM?%n;P_@%q!(1mZV1)BNLK zJK38nnCUVOaxw0gVufe2aPiIuM%@hH^>aS8>~eLw?Bc#toB#wXNF1_{7>ZN8LG69? z380~89Pz$!?%s(Ct#T3nM}fhO=~6LD_md^TW~lhhww4@U8HeDNzM6(zQa@bgFNQ%{ zx<)r$wqn*#zZ>-u-(p^V?zeO5BT$zZvd!}&!_)ts;mY-RtHg4AulOXQb+F+&ak0fL z@^xFpo=*-JZ#1l7{MurEXQk6po6$GZ{h(L{uw8d`-_PRsZ2YD^FV;2Pt7%)`3H_c9 z&>+4qT8wcRy1KVQnmO+O<=%C;?Jx~Pa&}B#yMGG@|BR!_%kv4zxn)fPj;A|%&;~E0?P6T&ulk9KR(AFrv)_U%L zV}Xl+gu{D3-%QVoS63zE-JHPc<7$&=bGlCX&DYPu*3r)-SYoNRrF#2kbNfgixS+p$(u=z(Rk7QCXT5S#b}zitHHQv)Kpt-<_j@#{WlGyl0Ma0v7={F*U2sR~pgzOL_i z2kd#@L)*Z}dLjQi)H&}wV_X7Z%l}QSy)W~x@060xO<(6@v9b_pFIriGPx}?fICH@Xq5LDwiWJ4 zzq}ND{_zOkmAg7$%rCz3Q}_8Zam82+D)qO-+*Ly?VH8EY;uady-JpNJqLWXj+d_s; z!q7mi=dkl8YQwxeMONRF7F~S~BAP5&J#C#TajFCWx}?Y|)n@^&w>|#o&Xxz_L*4A^(ZZ;DD^%ubAQ(Bn*Lp`l(nbgNPpj+v1idWvQ>44oSKHdF*w$ zsJ+8MG2MJpRPEvJ^hZC^XQa7pC1{L9~R-C{u*#1VV{*`?Vk4Cnvz*c8;UPK zLh{ZYr>fFIgyIMGN>5qzsmWaxjvM;W((tF-$^Oa?Fu~A$@;B;R+thJY>Z^tMv*py# zJF%|^E78qRAO)haRFJN%k4!`yS=ZB<&`K*LEL>5^cizzgVOE-G*4&n#vJ&_ioZ*_Y z`hqGiNydZu6N~Oo537G#&NsKfCu`)?*)(*F4rUZ$vIP-Pun@~^8p?C$^)_5mi zmkzI4a2?cG`Lh`Ti%tjl#9S^|CN#9Rq96dfL=*gofzTgrLV!QORifT5Z@1zHIvF|l9b9})Hg?!#7LuOL;p?qYVCr?=- zbTJleS`B(!_oE4c1Gl4FBLbTjkifJioOK{lcl*ZVd8tj$s4F^)Q}IJIkj;R3r}@MD zBWY@h@mpYG0~w!xKUg9AbOpSD60TvYnoX``-wS)W%_2Q`?C|_MS34MF?x=e?__jA+ zy_Ze%k2?gC7ttJFn%6^o>EOTD4O$+Qq%1&}UVnrG9@Ss&bI(i{>YNRl&tJHx{T7UF z;b}JR{GGz?Y7vAUms}=IMTCb!EakQFFiGN>ZvaY1_`~pV( z#JHQdI8wTW)zzK-A6w4UB=J;YUi&#KoFLeL33Af(MaLo2=c>Te*9+hy`@sD={@Mrz zx3vwwUW1<1p9TZ(aUTAfK5N6h^n>nE#b55XzTI`L@3`l~D0*LEy%2!m-%tJ2PYpQu zl=A#<^_oM zV}~?NHwM19+Z$RaP$-P{LqodeHP72u_`%3mxD#}jOaHkx@&;`==)1rPj<|^LC4kLp z2QJ;Zp2v3z@f79)RBktqf(tX%H3_18ixwgz8fkBt)$`;;jA&z)0&XMiU3Ab72GF6_ z`i)IZaq3$G*3GUkvbGfmWoZ2dtV@!I5LMujbkQGVgMij~-sE z8h;fs=A=tr@vI96p5?-$=1E^d#8lCi^nDkarMG6bgP>>S@XQ<}bMd9qf%HCe=eP@( zo-1x{2+gKPfjOluOomK*Z;DG(=)S!CM8RZuGlvm9-a2i*^kh`}A8GI%Kwmf#zWX?a za@FKs)Hy}y{bzm|nXz+jb}caQnin--37^jcb%>QwqdxCayqt|4>0<>3Y>J`mtw2NX z8%rz_axE*T$=&fc^I4iPBPY3)*9h5fz>76vRw8jTzzO*R@KJ!b(+qzdw7R_#0|1!y zXY!W=|Jb0gpM}pgg4`>CyX6V;|6qErUQFEv4&>JYts$jCLL}u7M(1GljVb13FA8}% z%_0w=`Zt%~(moNfqtS76X(@4QI3BObc5)V}Fpz(!WBo#V}X;Y?X3SuRgmP}|U4PsCMAId@+^C|xLI#P6-_-5IjOmbJH@ zJ->~)=<@sR8ZpK~i}p4xl&|o7^^M3v%j`jXOBKxpBuu6UB-`2iqPC|T^%t7C+CZW6 zn4)PO__(iOw`QuXO&M7MJFdK&9}boOp)&YW&{`kQ?}$HLpOq2|53RWtw}FNd>*v_4 zjR;)&Boj%3mogVIXw*)&qPi-!!{OtzyDlIvfwnIFdhh(6pf1luy|)g%Q2c4ruLq34 z24_CtWd6`0LE@HV50bwp28a~-u$8_0DR1x~Fd_KG9FfGgp^(y~ zB{pr6x7YF@&LK#o~<1dUo^1*JOba}jGSe6!euY!hQPydqk^kGRdd z+$3w#(EdKkZ*RUFhU-~sOA`gx_PkM@#PaDMFYcF=h~O==`81e952s`?=}q)`BVJpb z$JkHC=S)W74`I3b3ZnA)B~C!!=^E#M#q24p4kd2j-jbX&Ik&MNHN_0086u=1xFbJB zs|Vaxb!2VdNb>6S&MT*q0C6suMA>)7p`C>2qA)&4<|!oc$ISsHwgLwc>398znHRH~ zM7dz-U%sqW@O9y6!1KHQJ-Gf|Fv+#TY zWCa^u^Wl~@ad-^T#7hhsIW$F4eB2~VtPS;kCZtaDm8o~fCLb}13Go&2rL&aj@U%Eo zn2HHMNFNuSt8_IO23(Z!M{Yd%)mZyTP{^i>Ud=!Ctl>0qjO+BYEn`-J&k%cLm_)vL zr83#Po!hgoeO<=D#y6*nP5P;6nIc1S1l7>SNRHsEA*NY6VzjE3=8vL};QjR;_lV@I zl#-cOMn;1u4LZLI{)6D)U892M23+R<`9FXs_`6!oG$_4g3SVqQQY2MCV%vIWEFTSB zbVZgZUVlgZXE3&(%SQ6e<1ETnBNn;2V;0Cd&>`DnnYJud>BXya&e*7wl5*H)A|dg8zS+#6VMji-qF2lKMRJn2i&|$#@=!RMVcA)0t@#=_p?|e%3Ky9kwnJ8$a7_WO ztoLY+gnsr-=~xknvjQ6%5b*)%?Q3Xy?}fzL{S@XlwJD?iM0916j4t88$AYM2Bn^AI z@VM#RsE9nW!vzE`Ng)&R+T2G&kwQhZz+O}iabF@dym{EtB@J{|3gw8mMB!A%snnut z>w)UE$FNKfchvMOB-%fJFbI63Kl7#k>dk|<8?N|IhzLlm@dV+cLgd+fZymlxS3Ydt z!$+N^Ir1h#pcz6p`Ew(7KxK!AX``t|AQUi1Lteq#~mP1FwjF}UL}zD{LNH+LgV z9oa>$JX}@YF}BYNnKuMqHbw52eaJ_AZJjhP1);4_TwXLSTZ=?KIwePx)Y7TM+1m8R ziRffBQl&BLgP=7a4pafefdV6TsGo}if8hk2BbxYZgd?sScYFyKP+eSF`fLmWKH|Ey zMipo1;qI?JueEhg!mpEogMqjC&$g(wkw16r1S}-;4F^L1k}RBw2Wz#s&J|?eHi7PB zN_bSYoL4)413%#4P$l&J4SKOA2K+C#Fld_Vqm(cojfsq&`3DSr`Yv;0$#$*%ar&_N z&WtpdQm=lCFgy~cg*EYkC7;k-!#1CbaAFc{)SQkz!mFKbY(64+-pb0TM8L*It&xH+ z-@uq>K)?A{V;6?41w+QRpSQDY;Y1lFcL6)it&z$yFlbN|6JhRNF@FD@1jI>`00>W$ zkqrQ&BB+sYFM!`OwB_KLx$&3yQ~(Pb$fJhju6cJ!uGDe?m6k1A~GZAeTJ(qZ07}cO~hq`XVptKJMNL__%Flrl(o;=&l1P(E@AHKy3ZMPu_RC5f5J9$6ly%NklA;=e6w#*J;S^EJn*R1mGK~iI zV(1;PoA8|RrRNhK@3Z^kl?={Wf70b`-gvID4g32f&-b1rn(eK8nxTOcQe`C%Q<0PM zT-_)Fj?d>=f!&2$lusDN)u6gMSrn$#0M#%Zy44plOA)tCq_gfTwQ=!3t+qVM76PA2 zOZ6e*&xF0N+`Y1;Y?~uoNVGYpS||g7kZwu?xw~S^{kZRN&N<}iUr1X@>*3(dO3Ziw z;Vw=D*cHO&kg1J3V^Ts+Ceis~aA!NogUtfpm2xQ4wV9^W_m7|)BwpP~_WdQF2N+KY z(+2KVe%U}Nd%mHVnAKtuuu2P=@d=Y@YU+jLzy3Ad>AJXkxNvY;<}Ym2pQypD`k@JM z1I(L?*i?W`icBe=B>0II2oM4h1u54fC>NkmHqtc4lEl$deci@0@q1tfM$_<---%I4 zge5Wu7&V+U@w}f(2Uu)1fXUc`>f1Ryz(o1w(JHIKHR`Oon14cJZB@fb7aisJXTOr8 zA_l(#e#bv7)mUc9Oas;XSPlVC{+9+oV0u>`Ppx1UTJYY@YW?kPZt4$(>+R z%loT*0G8bwIF%~ACU>G5olaWGrkFF(heqS|4NjY~YZ7j3;VmAz{uKgUqr+TC8TP`L zEcf0w+0QIr?UO6RPeZR4Nl@w94lg|N zv^{7DJqC~bgS<_9CE~F67Q1*K`yy9cb#k*eZtB;B^ww~qybo;d7A2*{kJ|#d{kg=A zgLK<}+fdM;+`4eqAGKHG4k1jYLia11q4brF&WU4}y}o%`X^i$+OLiv?4uG;N>J6wr3s0VV*M;IhUvZA6uTU@c_U$n;zVx$1CVv#henUoAK@C%46C zL6y&tIKk&*%YdFC#W6HihE(W^J4AxS(&uadS+d(B8b;loFQSwvA0{*vhNohb%&>91 z*yM#>BKJOcw`s0-nb?7iIarysIRXf%xB&~dOAh83{D?vLp@lvpH;QD=^yA~>FPq!w z;OCRGkcN(x)Grh6da#&|OTdEGPT92Vf9I{)=^m(n z1(FpoSZzKcO-W|$g?d1*7iYp3zwI`QHXyQ9+{H*+#)>0-BY^fAU;+|o|Jt|FX=K=? zyPzVf(BCvoyW$_gqi2;sR4mYzely0 zM?HTp`kfUIl#&0|t7PeSAlN8QiKZ9vwlC60IQfXc7SZ{oJ>+l6TWUKj(nGK#gv75+e-8{&}N z^gwh2ic%Oa(e(1tniXt;mz{$}z7zoB%8eng9{>+Lwr!dLNA>%f*Ll;O$n_^|(EV7i zjA^G*^F+Z2uR$SJ3NK4>RP$xTq22LAT)kPur$Uu*JN<&{B0PWFfJt)EpbF}g8-x4M zqvnL#YW$GF01B_E+7+B3Hm=Uy`GL4zk-Ol%FR{ZHf#h0@x+<=o?5O|C~JOYzv zUEuT4(`qlw`(cx~7idEQ1mo7`{WT-pe}5{pzP-ZMUH%>wcfrTbRya^s^Ug-b$^EbMpINTL zPh(}i2S@qT#e&OiP5^cX(6UAw8P}grz42tu_bn6nav`o$4sb#wk+>8fubh6G8m(L< z)@Z9O({(|&chx?3aM_oW7z;oso$l&kplEPG%2&VDs$+s;A8!5rQ5aVf_}^DdBDAd5 zQO$;H@%FEq?0R?g#~5+IeNw_7^dag1LpA>sE>3>WYER2;ap(tO8SkLPE<|P4a_Kw& zE19phP6DD|TtE?zlHF451}hVlvb{$~x_7kqbzOP7lMv>&*UJVWUiN1vr!YsT2ZaKS zt4&|x9xxkC&!8SZy7|v4&%<1S)QNsJTu5Bp8-N3^lvOmj61RRDTs!@>e8=nR4`*S5 zSzG)d)O1V zJB4U9SrooI5?%aB z(^9kjY{ri?9-phnFSxogYBr@&vtYIJuh2OuNo;c(>h}j=N#8J4aEk?i8)|mZSfef5 zzwW%7uUq@K5N%21A&|BHx=F0hwaf5M9&K4&_IJnCo$KYk5MZC7DxI(qbtn!Kc_))e zY~%x@r1HDwtz_98OJ&aidB?Lf!c8gwYommhjn{#e1m}X3xW7Qw$FEB)_C38&0_DcG zzpbd(HWFGW+ZP*H7uL{Gj-+=I9ec*9`op1c@6^yzSnp*xx9iyhOltcW;>^36-H^fU zdvl}P@$G<5@ndCU(fjAM)y`Sfb0wI`F+L?WDg`JY2S}=EB*7t+w%n9^W+F|aE3x55 zm&i0}aoq3xmyGb=HV3~#dMCnlO^Q1kWQ_>rq)MwjmBQZJ9Wl`)k_g-zUFNl&2ayJ0 z3XpeNcpu2>id1nz?JP=~ZzIp853tLxR{80kYH@h3pUwk3$t;KCH`l@K{+4g* zsOvM(hZ(}s=VT#w{?4ApjGsijAk<;*v%15TfTeYsQp=~u z@H3o{qc<|Qj?PT56P+V%^Qjn9!qb>8FD>Hxa#HFnJO9y2gl*VMno^JM+m`_-7r@0j=HcKroNJ9)=5 zDBWMC_f8Ol&ynH&YrW$#=^ohwz52pQzCJ*%OrL>@r1@IotzXduaNiD8Of4)eLxFa* zO@bR{EF>+5&vMx$H+U7!DR;OMH*(|j-fP?4Q1A`z6wlXcbz95gcJkPY&;31y;?kIN z>-R?uD$81F)~h;%@+<0J)bJ1$d+l7=nDi*Ay=UeS!MgG-38u9;|rp-Cq&! z=4UE6>DMH?AHP*P>&D^%P%I1ZHc-VkWH-(s%)*^wt%2(NgNaTp$v~v-p#+&k12wE+ zq+KdoNM>2#o9;vS{8rE-&sp{>qKw>LR(?A8AFua2b$=P_`d_BeT>dg^x3&|FC0c2sdH=922 zlX|K)+No&vK9BqfSA)7HE_SK7wd<%Y9;**sxrWkrU5`|((Q|(u9Xmx^$PD9R9cfAd zRgPVWkAm(^PR|};_8^|0n4e8x>+w+)yr>#(x=6jN`v0n?9Y7gyLx0V3zp_M_bErFedjWN~e6; z8WU`VwA5n zK(%3UKnM;0ra^~g%LsN)%S@bR!FnwIojV{>+UzPjr9w?9|y#K`qFrf3cH^Xs` z7Y(=3sy*Wpat{%k4I0hqua}$jdGyH}TUz>E#ciCN5a}JUh+a)t*f%js5DEpB$&b1p zhO!-No!nk76hyzCNj&Xm1HN6;7nHd>kjxo(RLjslLLsu|f_np7Dl+t$?2^}dY4fDztI4tX#i+ZNCi8g@%q23<~Z=Q{6m%)4EAm&)x^`zQ%TK~MwyFQ`VVxE zbN{plg6v7&iNXbJ2?zXl=tFvM=U>QPR|D_X-GKg*m*m%N(8gWB+1=Nc?a0)RW?bX5 znXB?82lYhtga2%ePm-Az3cbk4JZ13uoY}Bz1ohKs!`^m}H&){y*E6N8 zg2UjKy3zgfalFV%iS!w4+#N7$-g5U`<6kZ2*yi~IDPcA3R5>Nb=OADXNYZ#`w!9n=DnK=FOf;)Cil+0;2c&X%ja5N8k5?FlzuJ)(GtdbiVF( zhrjH7umr(0%_b^r8@BSW+qWmyPX=iGFQ;qXdXzoui{#F8sGo<%>P{Gxvcb(6WxIK` zb=hYs#I!i`wS*xTRx;XY`vbIFWv{r{`Da9-e?|NX_v(GoGD{F|GK4PInVZ+tNUq=M z24?pLb{Ks*Uf@j<=_kp)|Eo91(%vh*2%uOEo`Ak%)|(P?-_~9RPG)LWvK5RORM5XwVH5BEbGo~{6|%mM=t{ibS#F&*PuI4$?$&lY zOdsW`zCLLPwY9NS=2XpdX^qC5Owyy#vwTl#TmPC}_tbwT`@{Wkn-yr&(-=B{3w}>l z7wm;#|K_m0`)UZYawSt&!JN->%y z+BxvMGrF2Q85b2&?|S0dPe&_fIi-%Ocl>9@cJ25G{Y2+es zEtUL_)AHD|bQC5yb3ei(Wq(e_T9T7OF%Q7Kl2TDP;(O@o3u<@&5XMuKu&gy28+zxCZzm-G@WHsRPX!srMpua zq`SMjOS&W_h7RfO?vU;d=@Jl>mc|*nQ>0^Pp7Z_x*7J(Bn6>83Idk7v?7cs#G7y5K zM@*$+{;H2F-2E%s31Uw>JZ zD4^1|`qu#U?8T)hulwDj*RdqDrB||9SJWA;s;g^Pp_m^sw|MO0Shh{keV19E+vz7p z3gRb>4f*Pxo31#MIv103Whs9p9Yra>SZCR{`fEC(0dB!eH2#c9hij`VMl`vY;7p*L zr$j_<;z-Pzz-EXnwammI)aTo9Wf8Sl9VG6DZH%Sp*Ka~!spzK3N3!VCc-hsvN9+;_ z)xOPu#oei5xuV9cF`N>3RGjaM#IQ<9E=+WL!X`#W5CQGbYk;fM$|t#0kAuRGKvkTO z%whT=$+C@+dP$`OO?jzs9ch~{myc#h=yq~bVs|=h>`WxjLDA5{6qSYwC#(PjNtO2a z?4MVs-^g9Zn;ErlDb<{xjy&ba@5NzOreDN#$(=jgkcZ9>ei-qb zXg`5GtO4p4Apa)e)GE)U&pooBkNix?Bg?|Z=jyns%k7xk<#`KW*Wc$*2E5UMM?O?D zm(n&9y16BAMkylajZ70K%n{pOIjjA4G9Uk-kYuouQjSdR`w-o90ZgmXF_EZf5r3NK z<142l6XS9bW7f27uVmKci#H><{l0vfxni*mieAtV8x(lm*MB%FK+C|-7xxYGSEtx* z&<~Da@}Mb8k;kqdL77_iK2F7n*p%cwZU#JfzD+x~pnx1P9Ol2v1B6N9-QESR&$dw_<3lZL`IkTLJz3=QUtfWe)f9LN zYM22?d;?JED@E}6`Ac8s%$oms-}80w>&)A%6GYrsoo9#dLOaAw%b6`4A9Wo=>pWM3 z65B^uRf1Pq-fBhWw8<=sU_(G8$w}6oBgNlhChy26F-ZY=(1`ID@IbJ~s}FJ#JNh$X z6SP(iT-P^5!}P)+X8z%MfIe+6J-LjLx^`GgM6ZEU+WmFyC4?#to*N)ArwG`Wfl;N9 zoLrEcMT!ydsmiT|nsR28H+nB{NMg0=(%bpU6Xtr#8S!(F%jn!hC1trr4CIG$tNdCS zqjR2QmWd+<>C^EH*kn7g8WpKmLW}IDqjj%L1lixrdO;xF2U_#c^VTm3bA!VF3@Tz$ zrgvbSiWiTxQHgP!$X{-8=>g)2gD=A zYNW&9N{o*C@D8*fvRRWw|Jk6d!a+}`KXr@u%{_h05jIhg>mu5+N6IBEa;ymR#Gpsg zWgW%LX7OHdJ*3VV0kt}TTHT8NPJBhzlxjs#!4K@fRgWNV3U4G9Yld!2BT{A}H73V_kez#r<;hFGsu#pBrpp3<| zL8mbta>`STJ#JA#Srxp<+ku@@jN^8^2hZL9IcKMacsA&yAiUm6mT;|U$nw%*=A10O zG}Q_86Ixx4UjQJPa1)lyq?2YU*HgqxmE~$qV7kJsAeh*fLVN!P?g8`Ld_^(`vYgjc zzu)OO-crPwcvhe-Cev++18cf(URr#m>}J8pv`lg&2kZTvO*Hf0e? zVPr~V&1ZTna?Kl?bA}T^8FI0Rq|JS-*ncv( z2lh+rj8DJKl(2)g*XD^awrDb~B#BWfVR1fY3PHqIq-x@Ln{%&~hXOUkf7!mR9coEy zWxUrAe}RX-6}$<&jlMl<_-u=8eo#gr;xOI18qH>!MDX_)$f@S*e;$@7W>$_;lEzgM zf4#sxnnwwbV@z^vbI053BZN&v!sCxTboT%g2)F z8XL!}QbfX8Jt0M|nAKIPQO>$%8oB@XK26y;yUYMNV=}Zc(XNH9*FLT^W2&JHJqj-( z1s(B&+1p$mdOBZWz+aR!-VQLvd~d7L6{;e};aOjiK=3o-Xi^YinFkH}I2BMM1p(aH zfn@#Q3)IcmiO&0raI9FNajW2M0UY_%O4v-By@kklHBA8A0^pWa!6PO?hp@wmrYb5J z$WGYPfrDNDID>8thr^7iGwNhj*$!%St zK>*B#V`I!*8T$+g#x5f;aQw7|FX~J-p-4>ikx_0?qhH9U-W?%|_e*>fnl&hf-=L?y z1afzVX#L0$oR}%Nw5}KTJ){6 zRl(ZaKQLYjm#1I`NGvE9{JQKJKJ@vXQCAML{3rFvsORykC@5aq90R4X76#Fwp^U0Pp)0HurvL!8wis4wk5^#M45cf_Wrpl6y4o zB+s$lr6dCq*Oi|^&q**$$!wa@eH^S9(az(-p)#yM`N>AuR8#kkN_8IJ3jXQoBfL0e z`;=FGCc#9BRPj?vz^7-N-N*>=^WvsA{P&(Wq*`OcA>nhKg`lci2ZkT6W1;k9yITnK zFc|knoadi&z*_$bj0VknOGSeF3T0-d0tB= zCshD>&rSrSizGQx!trXcI<37U;+@E$pDO*-$;ZPe%4n1SWfILIN!~}8dWWRGMLVFY zQEY5?>O@SKdUk?)(Tyy%G8XRjpLl1O4a9#_Vxub+*(&Uqu)vr!Wx*~KTkE5O?e{{Z zOoJ(QSw)ysPSK|uJVmCj8qir~H|rB*QV=jKI9*vH;YJKtkrPn<;IRGOusRDRF@M}I z?U$oted-j^(J2NElcOUKwc_sLe4%7l(_nNXA?g!*MTVn`OKWTE&&%D>^_=hY^A)+= zX{FVgM%TY~ldsx2f=SCTn%kPC>+#=HCt&f*^RQdhQ+DA^w7VHuoKATYpfVKqg5dHAj&qnk!l2npf8_l_M)h_Hu}&sRiiJ6p|@z zTKGroekxF!?Hx?z9o6nV*cNU78vpqHZntx}+YOJ8*nQ_-i^Wrrs#Ux8E>j?A!y#qN zLAOk?lx29M!PL?>mgA+B;|d^hT8ffz6-{;f?W4Z^Eo=HVFfcQfEK$jfrlY%ZjkAB( zEFZH}NIf(nbLqbb>nF8_={@4)n6iJj4(liyrFqsGr3Gihq zrHnM>=v}UtGQjdjjYc`4kyF_6d)8Ie+cU@YTI|N%OJKPbqsDmtZyC*Vp%-O`U6I3$ROr(`Eno{`gn^e>vUs^WP z*7Cw-3;o*MC7@`YLw16MYvn34Jufey($>+!BOx9!q6pC-Qq}O8B}BUOC1FVLTIa0PgY{X__BCQ> zE1tce#Ju-34*^#m^hy`jG)0J7-+MzGPC0|h(Rv^^vVsEm)PHwF2{Tst3(oKAoKWV1 z)uT_n)NWSw6idzU1W6LVP1Lur=A546IjM4vIDlnAXLZY(a53o4}aRhAyOQey{$fmZyT!&_b^q-|Pbn_YDGbH}Lj=-%y)gzmWxFS=f7(dE zS$5(6e{~BG;x~sXt2=C!EPmiV51{W{u#bLWwylTw@G&HD4I#ZhTxzy5dA#Rl$h=<2 z(sDB71B}KXEeANH#-#)bY+YqHz?=A=oD0zO!PV99!yPpgQ~2Enfx%I#P@brtF)iHu z+G$Kuw#24?3?*1ycQ#7cFU2<#>0q-iJzGyBH8W_qa}DUxEm_u<+gEa)X=tn+kDavk zXq#ne>J9x3QxJcAd%JW-1QaH)#T1-BL$uVtc^1k2g4wRuj%!ck6AyZW!~L+dv2l?1 z=}lOmX>&_IXkR}^!xjk30^q!z&g(QY++Ya!9`rW-X}6*1`;^4nPBs8*%NO#$ z@0SUr_ls}EW+WmU?)V*q{~-clx9Z6wZJQ$af}>xt&_*XxtV+jl#qP~(R=Y!r$>)s^7%H;d*-Ul^dBgLwCOd) zYBbpjsC;SK_<;{ci0M!8C<1pZD186nOth4<0t3&mmN6!iyw%mbF-1v~@LQM@DA{hn zb3%p3NL*!U7MQiGBtx2o{MQvz42w*;qbsD8k#Qoe1vpG#wU~9ZQf$ATD(I#j3dsR- zi92upPny>6rAceQ17-w8w%N=U$&@=nN^ycpcS0q?f2pq~T;Nnmmc&``l%$;sDX%8{ z!6P+EQ)EfWSY-$HuO-oQ#O z)aaB=6tzzM%cyPNwm6BaXA2)^FN9O)zD|}vf1j0DBT~W6&EQV6qci-p`pfQT{AMsr8DFyaEAqm_qFhhH(ozm5 zNfINfTq?_Sp^%0a0Id1@NQfiX!Z+O?UV0}L4mNpsx)NoW;TFH&f~%c(I7}uJQr6M~ z%7iOX8RR0K4RXQ3{3uu_eMa&77Se~oT*w?}>*w3SR@4Ncf3w#w$3gvUF|%-cOK0Q( zXT=xCk>Mj5OGXg}FlDUFZ4O9r*RUY+mkpG@c9+5h=5F=-DrvJy?|cBrCrtVsr{g+xfSCGGrt<=^m1CP93AqX_4M@zq zzNi&Jc@)-CP7!S-K@5wKLNg@h+O+5;C5nS^gfdR21s090H_)LL&3e>sgAV%Pp| zVYSPj0 zI#J1+17iaH&$^$Vp2$SpGoYJ((X7TRy#Bhwj=@E&lf;sG>6j#a(bD6Xqj2eE4iDUU0`F(Q_9il^|m@e3cX@wO7AT>e~lCew0Z9zC6ku~ zHYFWACLXZCRHRJ*DbsRZJha(g6H(>C9Vl#TtXDCun3F@vl-{TF%_`&5kyA<~x?^aq z(T``f650ezs};=346_{LfYhv3Q#ZDTS+(NdYZLzc?b-ZkC_)k^I75O)iX?Ib)*{s- zmfIkko{hDkb%P7BtrZ&|pr0mVm$k{;yTBY4q$Kb)6PbAunU@kKFCjpCivqFDsdL|X zZwnnBerKVDxYV}3_O9Gv&(^PIZtQK4buqxh4GH(G+?@F?ib?#W!RDik#|C3alIrND zO;wdkb0yK`9ftt13fHLbN5>T1|Ne4Q&lgpqEpO*!Mzw@L_L1dQ1nDDF;-3TA#kNoP zTK$&|E|-H9SpH8QozLU{vwi#AY=Y(jwvgXUvvYWnl&o?W=nM+Cd>TZtb0#|9i?|#( zCDaB=1fm4`4v9xNJ(;@_x+NPL8+&M#evClFK8WqY&br(LqUXkP^7NfAR#+q~0|SA8 z6yvp}J~>*tJP=-o0N7F8#MJfbo(VicYCUPVp2RS6dmsMbNQtP2dIym%*8$a012AkA zu&fpcn0smAe`Mzdu=e6Rt~{gWs!uNw=PkxYur5!evejO+<^dwNo^Zo$ZS3A5^wBQ{ z2uJnIx714?M<+V$BE0e}H5OB=WkOepLA4|fSf!dvZGXQRwQk%TUo?9)c{h3C1O{)` z;+vMtu8S@N5G8$gF?uQmM+tP?mEvW!gJtI(C@2GtV7`2D*3P0^U0t>N_|4$=^2!En z+y{V}T<_9l-&xaMsZC&{3wUXKkG7F~PTL{fz8*-_+Yg5l*KfAx8o^>J^H1vk@Fs;0 zJJ`t0p>sshe6>|VR=%=e%f;wX#}bPIxh=2J4SB&|-62KPasA|O@` z(M{V2@#mA^r}Nptbe{^-cZnm_d%GyMht}{U%kd476HKH!uGqAHrLWl2ODnZ_aU@4U zqw2rqYpIH-z1`I-Sn@%0Mxqf{X6%htoO+V4*yAblK@oK{&Br8G?%mzBwK+4O4sY7p z;;*VptLrxWMOF=o?Zq6H4Hke--IxiJg6!gwq3Gg;vTqp3N1hlAe|o;+2#(!+P@_1yIz(KF;Dg zx8q-_C7iH}%Z~D!Do0JYBGH1p=;7!n=KOWMD1@8$nmj8Wfw1f4Qh||Uuaa7^%Q1~F z76`(OY|eaMAgpM(DQJPmU+{6x~|HJWGF zzj2!UYdyHL7m;3O)iVq*7d|FoVYxX0AL8VXLi=>+j%nLAM7VH|#&~d#G;gE}S9=+G z=xn5pLv+nbpTk6ZF}XMW2ujKRBIHL)_sj4{WEC4*|H`4_9#6c^SKJrBG^DNlP^E@L zXGHPwZx(iEf@L}jv_h?*doh0Uobv9e(hVr66jn|$Cf4Yge_U;0511|Z4D0E(2414R zBw4L{)yrtC3+okaRMj{zgPJG#PWEAQqt^SJgdwd)P4@ca*-d8K!&OC<*B1hBk4@Jc zZ&L%}3ogkkGo50vM@0)AhPkSuf)0BH?8a$qbYrT)*+o^GDtfmq_41GY-6r$Acp2Pf z9s(+n8S$04pyQsTTR*jrkZw_9a+wFMxIQ$ZOCa3(h0@*K^A|_pz6z_JN=DS_ za@JnYAChy}L4?8{-}HrDx~X4D?pF(eiAuC?!CbS3%oQiMx%y`B|Gp_3Ch$j(+y+t( zMj>SEg&urcy@t8%Zn!9fGc3WD{2*ERZ}Pf+vdF8b$cD^ksXI8;Rs+@BT`%7jLqj4R zM~2C_>ei2qG$?LlR%nuloR-+2F5@#!3lRzKccwF4pRj4Uq2Sm%qOUBzW9XdnVcz_Ftgy@OWC>szPZX1l<+<=%MUlJXk7dVcXp z>N4SnMN&nz-yn>e4wVmPB!GGD(wIlrpHM*19GQ1`&r$KCS5I_XIF#<#90C5s>a}64 zble(OWdYu?0>Dx)da0Qz?Z-TT6HXrzR`h@%%i3Dt2NB=U(9o5|a?tu-ULW3^`zw%; zYuTQFp!RXji(SudmRC&;a@*D*JDFctc=4B|>2hmO>_3-8gK=k9@Oe&8;{z$MK)qNU zcrgZC?H(q*9SY~d6lCPPCPe$7e_1gLzz;7!#D#;$7zA@@Esi!5iT3o*(M9FRY4xYc zp5wZXos~foMC%pZO8X3syJ*CUzi7sgJsV(Xqkz_l7vP`a#5e|?5nhAe)(33*j5rGx z+a_fa;E#9W*RC=AF_?5Du*bh=5K`5u;*js6^kD}f(na|8#TS0z`9>1It$vt$mDz66 z;{(XZ9#BjnLq?@)xR<8f+SotkhsU@rgbNPl<*TYxaJx*KAVThr?M5xaVmK{>b}@Zl z9&k0pZt)qX7$}2(j{*)Lt|(?d_dX9Y^8bp%F?}2Y?{iVFk9hfIE+Tq3!h=< zNdF2*Dy>u{auGZ6*zwiUm`D6mQOQ+k^V`ceNKVQ5<0ZG**>)<-6A>=kt*iIrAwb-= z*#NzTgT%eI^7GpeLjT1Onn{-rjtx998+D95?I)VQ-A!U8@e z*;J|ScMqMNy!G3}P4SAlo)u}s68dNM*p76HQo;aF{R=$-n%MH*LvJQrs*2U?k6P6< z)rXPdZs2~JVOcHS{pwbcxkHh+CER}feRtnBZ#uL2QhfZtq6y2*C0C8!fMqW9r4Pwd zYS@=102XoPcrI-L``d`NT+3cD)nb%L(Z)}M4{Jz9ZigFz{T?l!p%Y#~w=ORjW{*Qe zK8r!kD<48$g`DzOXO~5sqVkKmZxkbT%!fs1U~^tKZZc@84N>JTiAfWh%Ti9GBVRJ4 z8(25>HtHHdSyk~SJEO!O9zIXfdGQPqtMuCa*T_Wk0nyYh?rRiU0tEj4y^d3d@WR6T z)pfbRuDRKuz9xKX1{-#nhk^8O@luiRXT;g;X?mAECxdMw1eHa_gJCpZ-?NFB%d~AgU5l+AI*XTd{TOk}b1~a+bNsC&>9?BzFQ1O- zeIPtcTHa0Q%~gT@4x50Y0srLIDC1vGTvW!d;(E?@iX=Ya@HhN8hm6t_lkf5m>b7P< zdwN)N=>mS;*oeE*diNCKQMMlQxbq~Ba!$YNJh2!@WX21o6ErTXl6I++>ESqwW_%wi zh#szp2FA``o`Od$-6pclg5F#4nnLEDk^noy)n2*=x;#Z@7Yky%G;-*|0s;|~1L#4- zH}6LTy1dV=Ubl=lcYt7z{kQwz`_1dkH}AJJ%C`p%J4n((I>AW?L-C~%3XI96y11XR zTFFjWM5mFlMWQ?i1_6*Ej$5b6+;?_%+UG{~G*;)up%LBXsFM8csjOu)?)~_=)lj|p z>lC~>LeqsAzL~M^Jyq0jhiTabHvWkh>3H!Yx*!$>nd{-M$fDPjU*Eyro`H0j%+}z` zhn~i&^MVu$wrrqzZv%UpZr$I*pGW#kbW>RIUN;DRdRq~ASb+>osBnnQw4VS6_X{eu zXMR4#d`E%Ly)-r_Zj=|Hr08Z)b$;q+t=vTH>c4R($)<;A>mOD+rnrT04lA@l+#|N* z5z@p>Sm$Ed9G?!()_X0xVx$_}Bo(46`;FbM57Phrb9B2nt^)W#>X;G)VSMEJQaZeo zv1DP>O{H-lh9*4tzdcg+1V5d`R){m&X@@>K)i2UB$XXSeeD>`z-%z!yjao?mn9$6H zp^RR+%!zGD?4oY3`5ma}L|<;yUe^cSpmw08_0_6cW_1mX>y=l)9K#7VA9^=iwZPCZR@XSWcF0$sdiwJqi`;#^3LUAyqL~xb729`0aTIPUhW)W;AO%6)g93C zJ8$+UYNu%nuFd2RY_{^_7^Ma&DodK5%Byirh#gC&#OV5Rslt+rEEpPAZ)y zt%5@PdlxYayLd^-=N^83ssj#&qJrhd^?Pf&3I?6`8*^TuVkEL@l;8;OaZQR)PwO#; z_eN+k=4le*J{hSuigK|3=1y22_>0~+)UK5s)HjwJ?YYSh+jMY|KjXg&-sfHC?RbP;1xu8hG#@xT4551~AxHFHALi~0)DHIf z0o3Gn@)N7;VKMz^#T>XvH`pN@|16k?YftB-TKig64g)+%h&=<6wuWQ0n7a=nd4@L< zsZ3$_U~xM(Zpovg(I`X>EKhQeO{^U3!Y%vGsEBK8hi+S_g@`WB>LFVkiqOyw{Y8l9UCcmE}Rg$+y>;xP#l6jy`V0P!&@E~H8ij#aMkxF0Vd#A1O~v$ zZPd|u$hd3B?sv9vT&!O#y5Y^043=dPz`>7gQKsENp<*45)cO!9jpmG7VfF4hvZdw+ zEfxo^dn1kA*v~@ze&Sq15((NF?&3s}hJkVGusK9y!-RQ2(fPU6{*GcA_`48QP{2gQ zVX`$1yyz0IC&9zvNLU8!Std)XyTBmJ+_z`vfyiuY@>4)kJkcSJp`Es`Y}rR8Q5d(n zin7%&02K{GohVvV@EI}qCVKOr=yd_u@gGUNJUzR-b`FF)yum0yv3y=`1$=G`It7i` zE_HPNL_7qjo9e6PDq+fPtQT??sDI0>Xmt47V=129?8vNUiea6^9;Jv#X(ux3(1*K) z{gDQ8!Z*1e*KuM%rbHLB@1BZ6k_o9NOe#yaT2U8Wbb`3M`%V1yj76Crt;@h$X>111 zcZi+#Oeq(uqQFG!s-~k1S|wD})~AdJEdf!z0lq~&_P~7pvv?6OAh&t&w$FY+^EVlA zOFTVgBaA1gs;a67le0(L`N!lFP$3dmReaY!=c`5f_}-HiiO@#q02XP=Dp_oVfpQa1 z&y8q#!A(bP*uA?Ht63H7%iry(&*wA30Wjo&7MhvQH+)slfPF{iM|&;{5&QKX9;7?? ziCrjrv^B`xe0I%7=3KaSO(hm9bOL->(By4+zl{R@N75R#HK3|RgD)*jp( z2{vhk?7J%soN?ABB{zKKGBbhvv8v0nu6kGx)7O-wN_CQb1f3G{4V5G>=`O7>0nZ2dRlxMj{2~7 z*;WxEDBACSdqMXwsrqX9lwi5h%}l{Mh5iCU0x~!q7}wXm!=v=WGlV_=QR4y+IRBjw28Dat)=?k zc$11HkqYWo?Qpw4Ys{PDlaOmKMi14MY|f}uh&Fw>KM*WBbc$~MX%?ETa4rt z4n2SPS&1sPR3};$3vK$uJ5oPQ+-EpJ)}Om7gIVrV%2>~p!@bWUzI!UJIWiY*vDPZo z2kiuh@}UH!rFjMcaGHiJ+wFC9BQX%m;5XP+<5fn=`=2g>XjZ&4qEF~`w?J;=$mDjJ0bB$IjoWhSCTT~^ZBBZ2Ki1`^XCm+Q@6tf4Z{ZE1FxSzB03i4 znN^)Vy<{q=`romZa`ISH5TPa|3n$9ikk2SFeuOnO=EK)<(u+@xH9M50w8P>T?3EwO z^ILcRT0W>pm=)qX2#Pwu9K;KZe=bW)d~d-|2cKIh9r|4ee*F0wVI-NmG3X5Rq65Q)0Gelb#=M&l#)IJiHRnqv2z?Fe@mWr10U5ziv=}S z8|kw7)7041F}tD1Om+Jxz|lZPL4gvx?Kh>u(f6y*A9@dzn@h{f2Sv}j!M~?BFu{x~ zjg+5b6}-U-sN{)|RaFzNS9B^7A2_$^T5__K51h5VKB4f@95^0EwiP7l5p3D_TQ zx|(0$xLysMMAgs)dKT`<%tjS!rO;cWR+Dy|JwbKMazl$$9&SNd244hEBJrDNXi!Va--i&BP+G(ueDX_)$S%p(OQ=yda_ys zrmTk?h4DBPZ>aQiBijiUjw68C-1?$j-B*_xtDGBn5C&N9QkdkNAbuZ+OMcB5wp2PV zATHPWEuc~HH!NZ#7kQdNEwUDrkitl8hLCRH1|KLAD zweL7)S2J~Xdg|uqM*`8Xw_(QUzUt(P%l`BVEAco8m1B2tTIfV;LsJctAGV|Uv{y{Z zH^vRR&12<^ij%!(g9F!&vBE2N!SNoaBaA)6(#Mt)(460R@X=K`j z8)9||lY3B3Aez27b$LNi7-d*=2s^_N&g%K7j6NT<%=5>e%fxUDt+UdYSl=phgpK*% zkgJosp>{R4Yn9hcv7Q>{rohN7F9smC+alms)l#4PWXC0Ck(nX}28X~jpo4Xei03zW z@f<&vF?iMMl-8V}8XLzdOSwlmnU>Vsoc=dmXmNnBK9hW8>Pbf!g`NSUDZ%5cHSw;Q z=+4awD9auDRF0E?b}cDH$(In^LtE-dYYH&v8|aV%^{DY6u3o{+N3~ z$`=>h+uMryV<}|^x$mzs?v&1j+`=Df4)S=r1xv&R&cjvoZ?OtOiJv^MbzMbgy?l@Gic;HNH#y&)Wi*1F%B(pT~V6Po8Ml6{S1GK@^ zA(AjFmtdk*okQY$iuNM!|DAZg%`;hlaYI^_eo>dK39}63QJ+?L2c$Rmp}Xljn152+ zpD;&1u;4^4ADF!2WZnl2`_n~PP)Y^sDq;3$=K>jXzT~aaTHrWIe$aor`c$f8-fl4K zEvBbo&`4OnO3(+gXAZC79gW5UJO+afi6d6H@36T1X3?|UD?Aa0`N2ufe{*|k>>VzV z)hb~d>uTj;)D{%go%4A{98f-~na_5+1@1^5=piGY-1@awdXobM)k0*|!0I6<2qu?3 z+=cScnYnfE3Fb$oXg|6`K^2Hjzt^6`Ea-ub-L&Uda?p(oFy47s-+VCzT#Ih`(E1fG zc+;PvESaQSSq6{Oz#I+-ctc@PC!3z*_Wx$qJzw-n?6gx3{CvCZdyC5xC^T<3^Y|wC z`A_G~3zKQ*h=^~ti5c3_H&1q4zpsPw)tcs`D;hwA>J$R&kOEK?=I~yNLK@mtD?e&S zMDqb!d|a6g0(p_#8lUUTMATk_ln)fo@Q#k6F3P$r37H@PwW;#2zYa4rt;jvJ8o2DN ztQ~cJARHCU>~=Xq+Nwsiy}RKcNWzd&WE_T9r*oyR+tf)i(%~a^%%B`K(zV6iK5W~+ zMg}J;?gNtM!7e~f+)$6Hf^*oQxh#A((?8zC%WpxWD^(F@lP|zAoNmtpD`1ES!|us= z@^GbZwo~-R6Mj|L&|r#rE^@Q7d;8A7k=n>J6;Ue=P2=|`wtn~N65V+2s1-%oD1B;@ zskAB`t6CCMmd6gOK%+S)KHfXr^jMfOS9L`QP=5q|5ZY?}tn5S*Kx>`%$K&AXY0)d3 z4-+Jy$f&CvpLTIoS+l&c^0~jAu8^xj^OHXci0%3~!JenAg+Q0qz13*GJq<@A!8@w9 zL({h&Cp?M|v5dF9dC3U*WRHxgg7ABW@oi`hCHecqb{(-fKr<^14#QJ0QTr7(KGpLSe2*jp$rsB=Vf@*VpD!3lZXJeru3>ngyeT-F`& zg*7^wm}=zl?33&pa{+ddSRt0n2X*=}95m`QWEL@Ed0eU8pM^F&vXte?e`_CE#8%7h zBm)0;NHHBLjjL^(t4VigAG3SR<1w;J389DCy=y7!$cao>8ri7n0aHR*E3~#m1 zzhV%ghhL;x*zWlWXuOVt!`Sh8(r*k3`BUaJrR9D$RB;K7l(%>0WsWA#3)a8 z@vhA(V_g_t_=AmkZ#>MqO?LXK8d=WP9wHh~b_QE~jaW(^#TAh|!D+S`k`~CJ9ZoX| z3%*cF)t?diKeRoLQA8!~lxe|B_o z!ppD%X88T#RYd_nPK_Vop=@lE!=$J1U=C`SY~G?5TU5cuTsunu2l`B3dhXPQFU;Zz zpDASb`|ibglYhtQ>L?dnEGoUMOuqUaN@#R?8gq1XRMj?}l~Vp1Ykc7JG3&4>I4byR;MKH# z-lW^}tAJTxc+uc2!rhld~yirQ&XVoiJdA%m5mCOveN3dT_&y1LVu_ zGx>?x5Ct2>w`^$3QqDr~;iZMo2DZLCGg#%FHxnnNn6(_~FxsinRIR_+r~+CD}n{ z?UrNOgBI->+kbo6;YM#A=%Pxzel(=vm>hhT<_xV?o8zkK+-y88WY zp{T`(Z7FvK2nyY0`ScJci>y_EHY=-fj=fdYtp6fS; zD9+-fqG1yVsspwC8OX+6fpCTTqx1JxixKnN-Jwi%I3azer_G#VO z!oOtR8}00d-aV0R49x5tVYdqocTsd2SzO-0cp|64 zegMPftMm-N^HJ$ze+k?$N$EMYO`P2iP;|mKov{^3dtnXU@|Bo&dyKW z+}-1(n@zshu_<>fGU)mK)4un(a>%ring}BE?~I-b4p8lJ=FUZ@+tc~|DO&|;Vyi|w zmH1H>A?62i7eki}tA*63c!%hb1y8dTu=8LkSVtFukmGtLTHCn+mefU72aUj_r3GL}QG&@3Krmm+ey8Sm5*$-D7fnPcL zpXq?qpWlP25d$i*)m$v6m0VO)_1F>5^-dxHb@2Z0Fd7*dx$ET!g+||fjt|Rf)<(DB z#t?Hu#$qIRu1*nok+5FrS0?j;8-$yoeo&9V3-J>PNR{>v$yiL9Hd9oVLAofcJ*Cvq zJext=mS1%I?r9hvR;Nc7u~d3&y!Kh(J5Fp?Cf>GZ$WunK4B0t1nwC2~+&)QSR3_E$ z9cp-KGJnc>2QuWX5qY)bxlsOzuVnUn`}ND^sogST6brV6-Q%n0-}5G8AFx|G`7;mZ zGpC>=d&&Vpz@+Fj^YWSOD@=Bf5;WQ!FWoaFhC5=uzBU2Z3@`*mQrQ_2=`qpvON<(M5;}1=iu#^DxdeotIvbunrg^y&kWVZ&$&itux{> zhtyqM2J0p=C}isZ5%xUbP(<|UU+aelpxB$0$e=+8bAfHZ<#qC#7ico<81y%b;K$lL z@alPh3X+NC3sv2JS@MVtz#cXt3o#-4>xeEv8IT1*(4>Ap8EyOiaVUA31qEcvyH&-A zI)P4IztDM}fqELEn{dD0BbLN1W&vZjGpDz{dSq z@$h^TFWPtv!2;Zb8k_z_;mIz*zbHIW*M&SUw1a>6`t4ujI<^rfLkzb}`v>F+gl7!H zM}5^(v7=rpS+Pt=CT98&X=Wxe=C4OsGtF7fq2D$I5{({A0j>0TFR>TY73;a|?%F>2 z-Q!_f!RRkDUBdIIS;_`4#FGdQ(J_P&i5b7_##Y~d#2IxwhoJ^}@dd1C#FwQJp;UI) z8(aZKrM0}R%YRY_MIFKhQ>KAP#B+nBWudqsV->}% z(1B~i!IZpn%)QvYr>-wQVK6R)Ysgukrlq`en%E4G2v-{ASf;F*ZR(OVG%f=NlC~-gu6WU&ek5z_VP84w-N#uPic3 z6a&-?qpaCzC_F`KK94n{k*sNwo8IF};aGj|kSm%q*}jXBe3#=&34It#VmJFd&IA>o zy#>l0^kU=lU&Xkg4rUB7L_!T{mt?~PJCXSF4|XY1XZzoOj?M($;G#U3!1F2|3w|Y{ zK2(dQGE;0qJfEoKE|gK5VT{Ky!P{*2F>63%{EUm-^)}%L)tbhJG|mM znpv04rKf=9r*fKW2VY~isuv?7#IkvPO*G{{^QTT9n6c;~vX?y&&&*BC-%=dHX^6e> z0zRC#XqUHbs9~Y!Kj-t7zIM7mNZja>0-OrvldOU!d%}V#D+j(|VW#M)W%uu>_Kh0H zty^_)4_0U+oC3LRTb$*`gG@AX3ZhZ91t?RgB3@3h^oMu!f{qCXO23?~?)hY6Yie;D zLkuREP7P6W1UZqvaT$eY-SXP=>OqJ<$h(5nc)!`JR#@zO%S=T@=qPn|_**&1tYXEW zO3w#Y9#EwxNMDZl+$4Yg!x5xxs?V!NfD!V(BN3)9enjr@SYK?T*HIQdHD~TGiWzCp z%_Hb}A^38}=d_{79XkEgHu<4PeD;x@)U}~K#|YhN)&I$)*Y9igzy;s9bda4PrFW!;Zlr+$g=P;&g2uA z>zX?TOdwsx*5U_!>=$G*Ib#e+(pC5?~jjpb)W8;_9PrXmT6##@7O=!%?E8Wu! zi56&2`!W3JJ6)+}C9v7dVB){;a;s8Hx*XAD7E#)swjzhNx;r{C4-$Fc)4g>}%)zIR zXH+&fN5o}dfENm}MIO372*Q6E<{es{SDO%Q(k~;cjsq$a{u)P!`k<^--i((Vl?c06nlAb zMMs?|l@`sI4Vrvpp{Y2gS$gC5*)gm7f2 zxp-sJCD`tRAllW2+tm$X?%iziIN+U!ZNtax%J}?_=l<-C{?D+LyalpmwE7nk1|%*8 zUJguUSXPc{U1_;TApTWV4%IPj9H%AeCVLA@Ci_cW_jW~4xh;Lnhj>4)+hK8g~YFnH!$*TXp&mN{TGc`ub) za;u0OjBuQ)Zll7x6Baa=t7HR9i%?LqX)X@)ad1Uq^32ue&6{WC{{@_ zOT3SP{&~CgD=rB}XUO^*aGMSlKdQvWEK?7^imRVet44Z~`GrnBls1DG`rg!k_kp@y z0T_s);`Ou`1|EO|<^#k}aV1}~TTbN~4u?w3I z6t)p_&vCDUCK@ z5KKpvh=5vS-%(ekdKaSo;1WrtXJ*}_Ve2;(JA&fi3D>_3C&D99YW_dUK#8OrQV(78;R2XepU^%az&7xOBMiMj8}Nd>T$Y@^ zoZ(mS<_1o~gK61k-^F<*N8I+lkJ-JSDDX4k`etcjNxJ5WRr(IjvcDUrupwEhNejU% zNlH^z206)zty_!~{mM+?ZP*YS8O6?{ce-x%jJhmbEw?i+4ppikVZV%Qz86!2Sx-Br zyD=ODCbj+D9FLSFbzUGv80J` zWNBmOwaGd1RZ5 z=Sy9w7zuY;IsRcT#%qvPfxNZ1wCVbM@Q(i4DZWl zZ7v6TotAHQ{3S370id{U1Jqshi>G z$w46GgVd7)*7hk=Z~F{9Lt;dKxDC3R#o7;2KD*jK7zF^_kFRy%#+J!?{kh(_;res%BJI0)wSB5ZnR7Z@V(r2iW3 z)pct;-eXL<594a6NPzpiD4?j2K+b7%f|sA_MR6Vb@vQ%aCF(-wWQo^AG2C7*$Uff1 zGk#Bmz#?TYLfALgyxf;cq2Fc1j5bC*@1QgEG$IIAr#oRDy}e=u%!|7I|FOhYB>tjII!ORH|i%#tSAaVzetk_@N1ajS!eg^sPFqjdq50{d9ktP6yhd&yMFmJDRBol>aN(K zUAL6-3}sb%#$Q4D8HA$pl-^W?u{1<{akUOr#2n_P4AAUbN^>2V(I_IxJp*^PazyT7 zH1VViMU&>Y7pzS4e;hizJ2|~i!J*{(x&yY&cyBwYJ}15H=Z6zcO$qJ&MINZf6)1)& zsqK9?2C|QpLV;;ux1}g%D9^y{@F@k7S_0CP4kax46IvQsEQ6MO*Zm{4%6Dj zmc-{4jJT63+eekPMsMsK*^f@%ylb?P;jt;Nj2`(q>dsGCtECGB>W3_1<#YYD|-8@g?EXU)#O6Noi&=ae&>F+v6mE zI_v51o6x+DfE#(64xz*S8rs8|4pv|fA4R4UniOYBMtl0uoqc5tpNZJ_v~qRwKy6}m z;iF1Og)IHsJ-*NKUN4*{*Z4K;g4d7W^_|?!#qyU?tieXD6)c*5ZjaamHi9$NH_TF3 zu{6txeMqPjs>rs1Wi`9~lX9&uEhKAeqh2^^#x?AYx5NPT}HjYd8%5^ML zuI#X^@evMVv?8?4^Z=L*ja#h=t(GFaF(he9D*u_Bj1NRbSN^VT*FIl6nRo7)h(KJ< zmK1C&y^$?Ety$g5WA{2o$w@F2(Z;_YZnKk^DLl?v69_!`J>`H+Fl2POeE4sFKPkHs zGPqWOhrCsWs-GCkBmAl4?v&y-Eb!;!@;b>YRh?i$Yin&wY`28yCP+k)+=|>kQ=7pz z4;@uY@F^t~n7Z2AiT~b(TN87=v!jI?y-CoF2OREtm3%fQ<=-wdN$NF+1QX;gEK`9r#iXbdQML$ifNLHp$rfpul zskH4TVWC7E2J>^1`pTu@JP9;`v6~VTZq>8DVj5URa&QVYMM>Z6G(H%}Z_xa(>j8l+ z`x$opmAFWbku394xAVu9amRbWL{J%H+BaQ&ZMFn`MwCjzkwsk>xeUQi24{>@K zi}{1cfBonZ0isyIERY&vOx?=42Yr`6(1sxXMEDb@CyTSMxwE;$8Z9YY} zX8WTWBiiuO!$m?*p9ICv8d=*{)@(NL%}YBzAR!c6{VI0FRTCd7#PumYTzlmohq^Y?B$lxcXQnGRU_*vVepOxTv5l4x!m^U25`HBdb z!@s2uV!`*$h~gAk^8>It9wQUt03-}XEhdBT@B1-|tTwKgnG(Jh33WI+;t@mn_KGg| zK{>I58^1oMni_STO~2xwvcvp&(|w=ks+&*fD+=(G!7=qP3%~LETQbK>9BK{m!9!tg z&#(FPn;_B3E(@1KZ|C-}kgdeAbk87AR4f|CppN3;bVA zxKpAP?(8KRL4UgkW0|B(g-u=p7}G}w`LwR&srv(NaW9xs_!%iAZL;UU_h)RPTvi4) z8pw9^2A_+#zFNd2Sdbv-Q*|imuC%^9%b^e7-|tvTq}V;KSmgnd>yE%7WsX;^vp#Ou zI^MKr%e6kZE6^0*Fo6QV&)=mVv0BBw&srM0)N?y%omI?7D4I$kb^R-l=XQCkn$Zd} zkF=Bgx{9+6AM~M?N4?u4UN3#$Givb1CCR*i)I(`K??;)8n=P=kNb1~v>F3X)*H_x$ z$Bm(@YDk;u3uz4ddFSi4sRcF^$0uTBihQmjT3l_)U^00s<$Ay^Z76k#36mwuNNrzi z@;G7wCRF=e1)cJBOeAbIVlA54hKma%QOA?MmEzz`~|Fk8|=18Px-p zzL%#?uV~4NeL#Acs%$* zO361CZIo9ln(aU~kB3U-tErw6Hf5Y3Q5+Yqs*L$T&2jXvUv3gk4iiORWWoF%Y+p8o zB`sMeioeXNn6m+SG>pbi6N@+5_xACMG&QNAjcTM74u4fh-NzTIjx&9<@ZBS)D&*Yw z;gfrcSX31{X!HJx$RCUN>4%>B5)od0$z@2DFkX{S@T?eTNU$9>RqK)&p_&s~=l#4H zQVdVKxWAX0b}6bQMomC1BiR&PFmH&j7%(_Pj80>zqe((WwyV21vIly=aQ3_6O%qB6 zO{BoqT^Fp$HLQzJm3BkM?{V|daKPS9ItrssjFQ?&B`~^VeF_h~U`@2G`+5)cMCm8>k1SB`m&4|IE3Mwn8HU+uPu-ax#4RzX{9J|>@ltj{!8!k@L+d9G}#%tJYwNmt!=S;0ZIF$9z ztgyI&3? zM28wLV5f_35jynoj(X=oysTsLq>b#juEx&O>-Ilv1?XuKx^2CHl)nmylVKDG3Q7I} znSgw_z0+O;(yRiij%!D({o3__BUo5^|l5hmVECCMX0_I>6_>9?g(_G7$ zp>njEyG6*rpqvZ7BOa5D@FwxKr=yvs8%Z=Eoia=nAQ4v9{LMtGUy1eklcV@E!DQ!9 zdf?F;;BgrE==4ev__9lNIrI4YZU=DWCj;{U*9F(t9>jQcHG}FU)^z1nk1?Ol$uHv- zSNfqaGcoQC79IMe9pH|VGHsH&==U3p1rco1g!IFd5F ziKw_w&1fk?{l<+o;X!jnVtWJKhx@C@H8# zxp`F$I{`b7^muENiy)ZKVjD6s$)u(%Z&{o*5HIj5jmo{Jw1OZiU55^*)uOIHUr|Qf zLf!7RP$A?FYYhghKRMEgSz>p`2Ds%w{p%C+n;YtR^Vx|Abm{OpPV(gBT^NNjZ{5Bc|e+inx4# zGE^enW(zsOeLRvUKEuspsvc04iMLmriL5``C#Mh~&VD+lv3js+qGH%p@MGsoaqQ=9 zr4(;-OHYt!n}8j0YdP7RQIZ!_G9C7VG)Wywnku5dYulY~Z~;T~v$LGHo`4f8?@a^# zQk+}-fBg#qSG##Y&Z`+0_Y`z&e<=)s-&4(~Tj5{2zFQtHD41<$uMG5_&N6F!lFOc_^Jhx$_MEMbE;RH}s#N~AEO0sGro#^EjPL%aI{NncP8 z;M1m(I!hWEU*5ZoD(mE8V^L`#m3&*}U2k=b0-~r1PE@eLh`jTYrNFrT5D~wpxx9S! z_@9SA%~N9u$b=6J^eLbe`?pz_9+$V5LC>He@ssrl-_k#0yHh-jPgQ9{%R&z|MF9i{ zFK_>MxprYu?4kAZ8>XR1_ZI%+fL`z3iFBo`ahy%|iF7}k#?(VQ(c$}xYJy)y9oE#Y zOAe0l>FKGPyE_1=dx3VM$bg*=i6!Qr*T=x_l9+U$z8V75&XeK@3X97!ZNu@?A3QSi zAsl>y3)kQ@aDw~QJImrTC1~$p4W#+_8Z)-rAbAIWy*432*8~ZF?-=}EJ2rQxUQed( zZt|W`)Y6rk-hD6qTT!a%y{W?-^=uoSpe~-WraZLfi`}sr9vfgG*~(LnCTjARWEVh!O7N7WX6W z9d+#QETM2%;uke%y&m?pJ14Gl+WR(=IGu16t*0)u>E!WCE>qt9K_{P|vqB}TT1wK7 zsR>91YK08nFNI>oz2(X5GApT{a4!7f2W)ZYM4A0I8%?UcU!SqPp`Bhfq+=X``<3qg z@@pQv#_9|606pfq6Bmawkjaeculeo_3U%}L{yC-QUGSB6AG?73n zFBS6pp35Fr8>FaR1s``l?-<38%4oC+{u^0?B^M9aDE};}avX{}Rk$v^Bc9xMJ&Muc zaykyOKgT?2V1ueAumvOosL9ZpxV$0LtLHBfUUwsvPHwjwVjyt`RO^&_YYQ%+1$kLt znH7#NcV!4lLXM&@f*uYfwDgL(ghf27$3w^0-~bGoy5GNtY@2tku5@m|Q*g@=>d>!6GRDJ8kE$=wt?%sHs!O`p`F(MWL0TfMjeZ4eDv~)9W7!guI_iho*F; zxGjn}srtKPv$+*Bb*Bw59^aKY%Vxd5*nH?9r^ue(@X4wZA7IR@G=E}E?5KdG`FrFJ zJ%TT(TFOLEz!!H7=ChzB-=8i=q6};25#H0-!1(}wW!im%njaXyc7Pz@Ic)crK$^3K z(g}Swg(_ERpm>V%8zy^o!cpsEEa@^_MGKuDu;C0iuVZ(JboG|Q;N zFZJ)U@kRiI;y*MSfR;Wz)a*7dnLus;am&c5$kPRI=6C?V&Us5Uk8jCk>~}h~+5|bp zI1Y{neQxQbb1MN1-th_QKPO5>@Aoi)NA~`l$n9O+=F?}tQ#;e$5NwH^z69~TmuEyQ ztc1fH8Jl8c57aiK^b~lW`N6u*=7F!=aTW~uU&J>HGgMHe4AQk3@4s>b$y!vP6B>wT z*Dsn^17;bXjCnJ1j}P}tOdo5aPj*^OlyC`+kV!k9;4`y51K^fXKekop%N z0z=V@*q#XG`%;Ws!VqclHNhkr42-Eh!>=Ff1OZ3hG4Ze+OM+gm$i=wUXMN=nvVHlb z6km|^7t|GS8T}6>IvoD1CHnk#16)8cl+szLsLEe*xc%_DSsrwM?&ShbO@pw+?9(;N(;FlDqMkyX}gvQvyS-Uv!JZ0M4R^HNn_I=8?U034SEG%+ka` zHss;jZoR`R!EULB@Ntl{cF4H0X#7<1%QOhq4419}kSJ2d>HUyHFH=I!DY6c*t1KyPyc6VcDdQ zJuv4UEJaP{#g>6J?p-osI$rqgf23JExg=F^`*0TAFoAyeZkqH_LKknk6z)i?!s%QR zd&_v+LiOQFWsfm-J{?hk>iAQLrkR28Eq!O18I#@7pg==Wrog5}&{#e&Ruh^x#BD;rtUfMRHQP@!YHJ0&q3_uI{2mh# zKVQae-m!H(PraDl1%$~ix@PdIauHGpUwvxhC@x9Eq_7~##2VSh z-_;SCGPwFA7aZX)aX2g80P$C!)5!zn$e#wj{C6CveMS&h!bJM)uv9SL$}5kDgpGJ| zWQA6x%;KC8n9CYO*GhGvJ;gA?I5LLZLlUaMoL1;!iE1BYBW9_k&#ODJ`RMzKX1wO| zc*7w2vWE$@Q9WR8fPll{euM>lc_U(A(dK$2Eb>SsC}hm-;EqAoXw5tN86$I42ba?Z z&5i!MMYxp+hXf-*bm2(^ti$`nyuO#X&s});$f^a_Y0>Ejg2hZV7*<=arFs6XH()n{hJ~Cqf4c)uj(FL`6;{reLe0ac&b?gBKxg{l+Tx=9T{}UIjv?4*H1e2$Vtm}n}cQ^|7$s5PPIMv?ad%<)L-L@L8qIIQIxz>Ht zmftCZN=XN4kfy&-n~*hLAR8SGuy0}}5TLMJ5C-Qb^_ZbLu#HVx^M(FmpyMYamgbHQ zm5x$F&w+!c_~u#0C_xFt=s*3yEbo%P$AOyH<7LWNHmg0pLd?}OCcJ?OU%-MSVnZd$ zM4;U`0W>h9#V5vf@oY>&LLsxFTTwZde$ck`1sIbqDhV$kHCqRscI5p16!C1acD_u7!2k{DNWT5HR9bBBG7VY5#zrMvZJLzHkPNeTL}SD$~1 z(xvi#Lq1*Iy5FL?XKWna{uacp48%pOj!eN756@Im`<6=FSivTz-Cy@Hg9 zzqQd^a}^w;KSWUK(x*H&p!+;GHDzA8>W+b-D{Ep_j-s{_Q~&>9K#yUD*UKQnvKkRm zqO(oGA0|FbiFRyb%4X=F9n}B+tlIrKJk#l5Bpssg><)13J-$;cwcy_E9-57wo5k!u z&sl%im8$stp2_}5Zvs0^$Z8y!wZmb1{HcTTnx{2iN``W=R7I(WdCI%7qN&jXZ$zE@ z#vY%{@j_Tmvs@*0NuA#DA)x>xUd)}I-ir+NVmQ@sOzaGjmO&k=xryfjcBh@;-cc%h#jknujwNBQ&V^x5G4*Z1khGw379z7Sd>=^?h}-InH3X( z27|J_K}YopjmXlKACok!J+r52^oVFSL7c?~1ZGsWxUWh>o;Q;m*(~ddik60v(**z9 za)aD?PvHrs`{ypI!nJoznM~{aV`C9M`aA0v6^;`Y^dkC=Ca!XPMyJ; zI=%nEKTJc!RiW!0xwIU3W3EDrhBodRpue7{q|i6{P$;x9@aTQ=QOd~I-kTf#3ZHJ^ z(!`&mOzbPgK_cG(#CPlt@%Y7h!eOE^mN5);& zfW}?xBJ`ni$Xyt}CRVyl^-@AlLbMS&ypeK~^u-vb@Hc18#DXo;43EvI$7}{;IRBPUpWXnv_ zhBTQ%H8y4Pj|v_5>CSrPmR8g+y1KebYpXL>c1Pke3}Vqe(~YEztK?Ezaeghkyv)T9 z7xyQY^kNdLm`>oH)?>PmmJh0_~L zf7M3)G%mV<1ltIi1-&p$qD;E3n|aT1_1DC9kc>O*pOLzNzHffZ}{7 zd$Trn;gI*5CM?ec&<@5@Ll%Jh?{%#&wxclh-hQK|PDJcb{wuTHrqy#7c@os(>G|o} z{~NK|l1iw4R(SX}lm_XBRe`94rc)n*=}2V7yS=IkKYV)ii<9=sBaWn`8>8r)Yvh&Y z_*=DmW12hoW!gGCb%hF4IH@7$*~kDwnXcRNDpkK8_k^nqbE869_^V>0^nG7EQ8J2L z3}Q_tO2jMPSHFV9I9zwemgd>FhLbTD@N$bfvaMU3gSDRJZzKWXnk(_xF(%9k(%#z7la*3Jib_|d z5P1x^-2M4CE!eC+$M zfKDXkvUKfktW4C`XZ$<D0AbJ9&%mqkNKQon=+_TElbmn5_On{d{} z0aiJd=EtATTUtj zYk3*uht^-O*vl9gs`OaW0QfS{w9&A}*_h#pOo=ONYGrM$&k%8S+Glxf4bY`Kab~FQ zWa}s}hmDzxN-65kL~2)MyGdSv;J`?65^q&rb%SnAQI}uGV}h*wa<<#yn?A-icS4#4 zHcM^kt&O)o^c>Plt$-xtr+(JNgtpq10Dw2M@g{e1LdiYn#xB*(29m(PjN?iE&q!W?U&Q$qe(dcB<3juW)xYEd=C>8C3Gp7uJsO>8CsdvZ zdCdW1PK|Q7<`RhyW{pa6q9@tc!PwSCt-g;~>6D=9!0rDBar7_&A}v50w)zR%~ybCzj@(1Kp4=M?03W?_wOB z?WBY5{oXGebYwG@Qf<28xq&k`IyN|pdKx>5rgfz=0 zDOtU&S;$UzVl7F2EFXi!wG3w;Kl=J*VpYuNh7QD$j3Dlvch)!H3yfL|-H@5NyZ_ml z(g`0P!rT}VJ-+}q_53sFmF+gwvY&m9J}wKmEZi#TN^?Q&lj=Wjevg2p<8Bs;@e|KG zjJV6Vrentdwi>&nf}r7g!CA^JGWQU)QHE#Bl_zc@5PZNJsHIl0_eP1)+OV?E2XO#r zF#XY|Z}^?`@WvdH>)JqcmxEjRtwQM)AbUXrvQ>ZzW&itv>j;4H9WP{hc9t6d2C0=i zM(Tskha-CH5d5z+284bMQzq;+u>^;6h5!0bs`{(J40BMy62Ss<(J-^LP;oDEkTZi< zM^|-0=b|?HwQBE1*W(Sk3euJhMt>sRe#Jbpixu@^8;TzA`yP@df<=H8SA*&%A)o@k(n#E4Z$fsl z9bv1LwXWXY!>(=PCW3TtIj80@kelckW%)8L!-%@Nmjd^X{VtaRfH9AlPHZ9ZU|&Cu zF}&XDPlPQ|uo#9x-t9ece{6yfwDHfd$5h9l=~ls8m^d;z-rp^>)$^VqFM}H2>=qna zW81mUU1%Tq$BIj>fR$p5L>*sVV>4gGmh&XU)p-B1_!9YtaZntq#MBWB-KDLUR{~H6 zmSdF%!h#?}WRfNron5BJW`xKtwZ#*Vg~Fj`)I|hXp$g3wQ1Yz|8^H6lKcLlODSp7Dh&0E4=n?RWBX&i zMy+BH@3yb)&C1I>qA#hn=V#DYGSX^`sF}vgJDw#og&*+DdWF=gsEU28HJWE^Sy(mo zlpROq#AK)!R!1w+IC_uejZUNS6K-R^wk2r(Lp`03%f7c%FS-A>5^rIGyXeJwe+X#5 z3`Ov0v(RO2v-IZX#pf;<^Ryfd=-@aqw#MSRppQl}zS@!WPIJEjnc&mI=AB2^!eb43Vy(`vdzx{U%`$ZJIUUy-DmgscKKjW&B25d$4fyv-!tRF?PqPhsZ~T#(E7Z;ZlsD#oc#VNDIP-#iNk7~#M|_=UK9J|0FQ=&$ z4m(NnmsrgXN#_)2`zSmq1ixumgiin1$7<)lunZG5np2m6QBNV z2he&xok`6{ohfS<><2|6TK(bm$QJfj^vaW0BO^=^fLbX#JJPDy;Yf|hy^`Oz*sbX! z24M=PWmL8TO>tYT|41hEneaA0j&fq@OLzsVL~Qlf7dti#6fRorI|SZU zgR1JI$DpGEV?aGBopc%QxzJ!#<8ql%4EY7SSVO`+Y6R#n6VN_kuK&#nY?XvWD}1*E zNsAYC!02GN5C3H%@KplP)Jp7!01c~GSF~lg#eBu`av%8&?FyGEU7exqRDpNm4jp?e zrmxII>}O-Xj6{&ya=98WM$5xT$EqNrQ;ywcadnsk^yyO2^rhi;P4ty#YE9!{&Lmed zNIw``yi1jn&r)X)lzXA7ev|>FK@cUWJYFivjK-m{MaNPa?YtJ1=`woU4o4q}xZO!z z%q-fqIA~;RR~zJU+47D=`i_{-HX^MZy>LLD3Q=Pcl%!{6h3_19Df)QEK%M&lC`NJl zW}NlEw|^x6EySM{zSfYSwKAWWKoR7Z#8R{&Y}J{Ia*(twMn!ZhQqs*>9{VGOgilRb z$53fB2U0iV;!sNWD>(QS`Ni1OMMU6}KfUV2^8nY9iC^$q?H{Gb7dGBwp34*P3-PtKi=R(;Pa<#pAj^`k z5(irxbDuwQ$Wp0*pU!p&e0do>=;s%x-}C1dW-@{TFZ+oDtFFNR<5XG4i(G-sC$-Qt z=R2gVg2R%XyqY)IL4m)?r?NV&^uVuCp(_yRf04o`P9M|h=vpCpqbmb zPejnV2nNk*2zw!bikiPkxZkcBzGj!IyrtoB#%|M)`3W-Tr;L4@*m8)Iq2V#^ulnv2 ztizG9nB*$G6w!tq)L@ZOgj6$BMkJ|MVig%}GK~mwM%X49#-i565I$PX3>qt$m}G2n z=_A6U%oEzx`cs_C{>dA$Ud2oShlL4qRwB!Ob04{*ZN(AcSR4<^#8-@)G8lhyPi&m! z7hA=lxuv2Y1hp8bw)xp>6(npE)_X*&$1D{JWd`vF?p)8R;^xDmG+4 zuPIV5*uvb%l3xY2oi$_05}O{xKo){sMVogT*4}MB z17cqBL6oV5v8B5Qfv(B0XMaymPflEWGCRP^{{>J+44C)8U@pi(s|F7`nJiuM+@m0b z9)eNLNH8wUihQ^{G=2p6jon)fl^L>~dQKTd!Rnb|()q!yx0Wmv3DJC$d^)A2juaw2 z=Xdz(fE&!o-2THQ<3X)lWjA$xRz}NzhEbsY zp|>=?W5yh@{}zd3TYwS$Ec7(r;`NRdf0ChimK4BF>G%qu@nVz=xdI?hdEUF$SuD-Xm8 zGm#Y<S`qB=iTI6Y|9@B1v&7T<0_i!B*Sh4zhWr<-tAs0pm z(!3(*BdZm2HR|Ga_Jkx~Ni^|?9UG+8#+sjn)X05E1Yik|Fs|_Sn|WP8+s(SfR@pN3 zLtimBQcArbJ8F2dD2EtZdfI!fu==2qV|}kf;)$p0D$dFII8Fd`wDe-p6$r_*F!J>@ zeu^z6jtw@f=zr^bCdx*kYV+cR$CB>Qn5l_cFpV8CTfY+oLlRTNotQE>L&=(=5=9=k z@ryaF2HxL9)&IlYN_PSkhZ$~Gxl_mo^L^bAH|+Q6c~GNNk2ei|s1{_~gt$#wVuRWP zZAU6|FTUd|sN@D(unJIi1fx42=iJ^Mshjp3MpHenBzT{-L0Y}PU_%f^Iy$UB*Z;i* zzYLP8Kt5NcA3xP>_{KJK5$NQ)%{9XPI9+dhIw^?|hQE3Wkd3cS_|hE0C)`5@7&St; zagaH65crRhiPI==qdwB665ud>#!vl$x*ow5{ndiheKZy8jRK>>*HM^?Kd`z?Bm_&r zXnce(3uJOF+CKGrX>+Z&lV7S9re!B*^B2GoPjc>-?mkjqvgM@PBedOk`GwTg7sYqW zwAC}aDmGpD;q)y5wNxYC6ve)b;n|Bif5iINZJ=Vto3ihP1dK$OO}d6d&T=f8jc^w2 z+OIPQw6u6vYf9`sqrEzY@vWm^i*E@>KuhSsmlVdPAN}vHo}?mO<(L>~NC}GnXdQ_Y ze#%PKa>@kHz-aW$k;Uw+Dem|= zZbq5>on7JS4<9f}Ke%?s!K$xCfMNAIDXm+YIbjZhcp zhH-mgLs)ZK`>zU%z0i;9ygmSX$G zimqiYsbm71$s%xZHLa`aj~|d@yn9=lKWz5zLr{1&#?bzZFD_!$u0Js8*O;KtzUd!O z{?=#xuZ-GqbT;5e9?Pl7fIrv^QCS;HNyQeJvFd!~}QAC2-D-N9)=p1FH8lVnMoc39peq5@xnCFj^$nEwt#U>lU>;NI&Z@drbK_lw3?_8Z=DAh+<>KG77MJ3nNIe zT&-%ur*qi5o$g>cbv;4KrO-8 zLpRL~%?WKcXxVSy8F&{Y?og^?{|3J6?n0TIoZJ~UDsFoJFCC6EZri_ZfPRq zABAIcFTs6}O^70;JCUgHUH!o9BkHupMxiqK#)xgT8&sIcCD~vHs68anV1WqzD8@?pW#=IJt?9becD?FZpFF?3;PzBeJXr`U|4I{ zfDqFVq4ZY*PjO~{S0e-{qRbx|4~mUj_nz%Y6QZcRAu`p-L8MC7)ey{!17qV*16x_$ zHS!yW*wPv@`egd>2>m2eV|^r+{nmf&?`m7p$Q|rdFdPV62cJ4|rE7H82)SuK@`6$dYW5;DB;;;-|t4*$uT_?cfWyEJ?2l#*}nLcO|M4N z^xK8%sQ*J?NsaaSA^%>1sTt`U>{YK$u<=Q8?8s0Ua&!`!Gn8lUfO(sshDP(X@7uXa zz!GT*-POj=9}_?m{rohc+I$7}fTPm1UAe^_lh4bJ<8g zr@Vg`v~%{1VqN51knWCGEo*f?62l0=mdk{9PDw~|{BV2H*7PSKVF8zS%Re1+VnhMg zbv0wswfN+FKJ9l4H;yQ=5UEC6ik93)0}-`%cCpRg`3X$oE1ZCnQZJ0l#>L)FUdL-WF=6*NrXF&A5GC2OSc{?eaLz7e|_t&b* z4MZONPT;4Rc?A;H_mp3;WG+V~swVC^Wd_v5h$aSeaWgYNIZF7NXAVd4zK;m2Q5DTR z;M~WU-{cVc(KZZ!L=Z(a*ykL?M=y(|*PB+P<66KGvs6hWe{LV-f7fVOPz^*;W;`f` zS5OGen_x-`vLOq^Zwzm%+y~q^x`wHqdZ^}{nyX~CqH169B>Y}I=;h0PZUMGsn~8oK zXPHbXt~x__J8;(W~j_WrA^iUjU@o8Dhx>KNRA^r8*KQBRXP!xbI(6_gt1_4k3m6Hl#X+S z@g-tsM)}?S*FYEBqQMqDfQ|Yz@r~!8@xB`qxAxNlp99qV)Db>Qmj@Rs(o$a1*6nR1 zvi5>EMDxe?I%y2Q;l+$alN2=6;rDGYATnS3)17L!bbsFIA2?{t6d6fI}>O&pSa>(Vs*>+_yIK@D}n zpAXFsprp`+iuit_FK57gZ&)-DOn3BCYl*E<()lDNMzZDCy#g)x2OYW!+OL3F&BE{3 z3ot)1#;dGZdY4?MjNSm-=6vf%Uynu~Y9N{QY>^J1lsbvFaxrnpdDMpw>zX)5ZWPEH zfQbWUK0Oqb_8&jF&F4in)xvkXAm#As&jVx6*XGp?sCI02G@n^ozOvfc8zPqmGPp|` zQd_q@!%!SH!@$1Nht{|&tdFfhYcpZrce6ZF`_dHX{B`KIa~x2GMQg5)*O|`C%QlJVPfBum~;yH!_%_ znJt}-1J2D9&x!#NX#&7xhurP*>+fY}Fv6ADpPUdQH-302^8k=L(ANk4);Ng|D4}T`;w3+c`R(D-N_ZMbRkGAM}+Wq;XZ zmCwK&okvmm$+weJ*K1kZfpFs>8Jm#}Q-rBeGTTwm5DGHZmq3LL?fT)T1eRoB;oX$P zX1u4W)YMV)VNfHt7f|~LG!V6%Vbs%G!puM3P5hazQ)%5*_{}Ls9CB3JlJS)f%BbpT z+Md=+7R$xe<$R2z&Pf(=NIS1PFEBflJ+_$C2w%K!?s}yv9n+s11S}c5YyN(fM<;5c zHi|sT$+_Ww4OW6;G5=7f+e|}Fsuy8Q3(qd>Y@aZxhGVJmJy!6@?1g0kNh$RLmF!d= zCmL^*9XoLPuyJhWZ==MiC0?<$W{C z{DXhBSyV-Fop<0(?qdQbNU76M$>iD&G>&5ggY~C*p5q6!J2l5l-3+J?lrMD0teXuU zS)xYTrJ%uQ3?>TPrsh3zf&*LW!OzMO(_D1gPxb}m6o17tEbt;a!BuMwwi6#0aZxQb zVGs3d;+32cq|9UY6XD=bIDqC%y+;LUatikwIC2WAoRX@%lRc)vN6p zKC6AlgwStu&8YRi)2dH`v7?i(D#;@3Cyz5)+PV%Vm1mw5f(9*%%!;~eYJdQCnO=ND z3mD1OH)z1UzFMvO5xLa=h80x%*Hj4dYWCif0B>7peC4M({Tl|y)^D+>YX$Pgyv!-6 zjCghhHo$+Y%-1_R=^x|EI^GhU|I9d)5$+zL_|SW$*_8aWc4&@r@ZZA=sFf!?HG*%+ zgn7zh^2vmetoVBz>X*!i)RwI8Ata~5DAwhZP5O8A#o%gdAQn*b0L5S-Wy&9QC#g3ACBu?5MvSf`rBF4oDA9TD!Qr9J%skdsYj-#%dN5+YMN^Cr7+UgEtAZSTiSiynXV|=6{V_*n#?5 zKygAv>!!!&p5q(*xSKv$Vn^5e012eHkK44iyQLq&18O$QMVR-J&qC3}u5*)A1SGlY zF9#-e;Z%J1zI;7fJkI&HiI|Q{zch(D%flS_TqK{6exdTBaK!|Ie49W2t1{aA9R?~= z&{AqMh`7@7&$*2O>~ud4D#2|%a!?gg7)noxC`}}35#`296bsz&jg120laKSkfZ&DD zcuT(DWHI#f&j_bvK6bMqc_6yc1|I_wS^nH^zMe!p^uQ zyPr%$2s_;0c`77VIhJ0Q(-gA?zh$3=!|GX#JA@nOzGFbep{Rh<$_k4P!_EHNYv^Y&!FQ8(b_{s!P=sRu!4mr`a79=^QW)7L$5e zn8!TzzQV`vmt@s&;MKlX`yP>tr-AcD7;v(P#x-Vq>w9C1a_{#K%R1RiWN9M88tA{8 z469H1;2D>Tdrw3Zk&Mkww9IU)w6-jGkBcT`?tC|EG89_>!=b(G#(hS2dI%k!Xm459 z>#J&UZv8-{V%IEVc`fde^}r5QK1EYk-Z8^OhR6@n#LZV97OhmKk73K)pEvt_boj92 zPhcmR%1i#9r0XmkWfjM;HVaH5Q$n{A`U5@Ypnmi9Zl?=TjLQPxP%Iz*(2 z8)JJU` z#Hl{5w6eMy;pZ-aq&@VFEB)d%?s4Uy^u6n9cA-Kqnc1Y!DA2~vM)^DLI;k)>rUGS~ ztOjbZw|HajeMT+)k8J>MHYW36qU>ng6+hkhx8$t&kp)%9FBg8XABaH{(JWgFL;!(` z{fargpp50>aAdif1$B!gen&uT9y==!p3zq|t2p6fjuzjWE7>1k3;yD7x8MF|ofv1L zETbY%!gV-WW{K{I@g}CS@Ry-`K}@E+sxIXtJ9*0Gl{bv*$a~NVPUwKVfMSE$h(6lo zNR`MBVN_G`b(Z&rCM)_(Sx{+0YGv z*uz)p#J9)6nn2bp0PkO^o|&T|1L$<%Zc&GAzu@EB-bGXG9d(suw+6|r2|PCFeQ^i+ z)D{D4viw#F2NSyF6PvmiO~YEOW!zJ=bGpj#2PM3Wce6M#Y#{h8xsLYs({tOXmMlhc z-<$Nm(9uj6wu9tZYC$L)0E<;QH2#SFVqSyG4f=eJfnpqrvWA2}#$Jph?u{XR@O8O9 zci}1ulz=r;TYQ%|Jjom4j7p?-4l`W}TPvlwde{a5ZOJ><-^6PU3d87>u*d6tASX9%+ZXz_0w^FfrRq-E1dXH&`iR z%ruZa*eqz#o!kKQJ%hujYbn)Z)M3)vOVJb$jj9JNF>8U6ij|>B`_OI%QNPqi-`j9> z7T|N=P>3AQg7lg;Y3)2zf&N~v+NsP|N+>+r$L)L@(|Mk;m>=;+_R7Y#A?0*0-HBc1 zB@|&xrk=MMmM?o+J(BC=UGi+Ju*AQN{=WVE{wD;e2o-!28v@J0^kZu5b}|(yE<~T8 zruH`7LDI<19%GlmJ!TnfREha919;hBcdAwlo+<7uIZ;IU+ohKF?dE5)2LIxZra&3B zdG|9b0?dK(N1OO^XIE0{LLb$G@bIe2;6}-dUB40$G5*IX_!DGSW}}htF6P;(Q<=W~L$P&=Kt*id+q^0&&E;&R=L3Hh$pNLJfww!0fHEUC<5ko?Lsj ziEd24^;mAYgJgC^MMY;%xiqr5SE9&UbIN>j=>Tt;6E6NRDNok-vPh!S_nIW#{jE1! z<7|1V^Yin%KYs@PheS@yF%|~-X-}oO_H0(Ef6lOB1{ZGezz8<(U?uqb6 zzqoSt$k7k0lu{Bn%`%=?y4$k3k9kd}^sWxyx88f+`6s)>POo2pu+8dx=P;VwDFUE+=habHJNaI!ii|?Pl!glwA`#(rYoXc&!La@Sz6eT z3HY6KTQ93b7^19IbW3?E(5#x!#h{~v`yk`lH7k~ZeoSC+uN;EP0=4$QcWl(zb9`_Q zqU{qq`Tz%=o6S8e)8x{a>g_Gmj2N|=HZvD(MxANDpu$`4H}STsUD|7sjk5S9PjSaL z-sS=z#L98O>^NIu@#|QN91YA6JBXZ1G4$FrWxECyumoTVv#Zuq=aVo#-=+K&{nv_8 zj!Kw)Ge(H~vsWLpPi;fX>D1{8v;xl9&R1abQcj=$0#P)P5{NBmfDj^d3e{Gd+-nF0 zndqFdh^9d+Sb?~Nt2#q!$_#ZpmM|!x$gG%raN+KBY|FZG-JHjJ&1VF81S(2Y#c)ie zqIxvPTV|%jojBlorbY;m{s{HhW|3pV!r<6hTdxNNVwKW{QjZ-kK)YiClkTI}2m0V0 zUIAVU&yHdcWcWYal+&1VePKgNmBHaG{@QtIHbna55kK%c00fAP+zkPxVuwJBR1+Sb zCqJ@@h>PI5Ue^Gq1YD_!7(Kzie!FZwI>{B9VmFp~*7Iiu1}JRKrQbxs(V4#+SCB zADPb^TmMWqkJy9kDW$suHSYRJdBjNCL&{558KyTDpktVxWKcZWc!D#c_)l@s@;}nw z4#HC>)kHZ^qhr92_4)YCgNwdw-nC$!HOu*Mc~nFUZw_!1#7tXnnP=& zQ&mIo$Q*>%rlG(nD+n2| z1$wUrbw5>^X~bz9L|u2Eu$BJ_?piErmY`M0sk8z)Y#0?4Ke_B?BFPXY%%_{V5K0a| z47T@!z|Q99)j$(~)YR0VeQ9SeFWK#<|E!m>Jd6|_`o>9A+0z&CI^k7vY zZRUP66Wa)w8z0 zlmN`ICG6Mzqzm`c%-n#{zbMOS+3@*NfZkE#s-@sK2>amwzXcMzf4Hbw^{srgZikXC zL^#{(d|a!W^WAgPRl#{K`Zh8m(pgcQTn_44!a@dGQWjlt#^k?+BYz@l3b&;e4$RKS z*z!<-vD&6Lm`G8JKuy(n=vYg?%*=ty!dWEVVv00N{__H`C(n#ZhPAbWDi!#4>n-YjxuQS8#Wr?UP#fI3mEiZi9UJPR~$U4qfbozl0kSCY$tv}Tp5dt2Ka zW3o;A#o)zLT}@F%9~hA!p~&^U3%aPa|XDrZI!g zSNrXR5QuJ!l?U6YAU?gR2ChUTM$`yYpUd&{&SD61ZpgMzrAhz@ei)H@f?QhCm=0zO&-Ri zjPfu?O_~vh)}8MV91j+e`R=}-Kd6`UD(XCnq+7z`#~N_oZN`?7-<(WFKAwIOBdr3v zCNA3O+D#J%R)i@z{*4wZ*i}YPR9QZGDzt+RVa|L|0uf64lDDJ9vUQPQkw`nY%j zs+v;)It8A$P*matO;k7xR8&9zI0M=CG}{y(#^E)84F#D)g%Y)9spDF~@)b{2aR2mq z7xhX=2!?aJ82iHPL-D=rWy)B)LMekEs*Vo0DzSo5smhaCDHN>wu7kimGVD_HL#9ss zqk9yROl>REp@$tshELiUYGU_b=;N}4kp~KzAo7CK*A^(n^K|k`WWgDAm%I+w@3X@A9fii}Z#bxH*WYT=fHl{0f zJpBAWy)Ee>E5~edeQs%M4B97}E3tX``AqBiEEe6XGzA<$)G?(i0g~WBPS$7{4vXt&OI}nMa^Fm~(ftc@5)^4yIbvS5*B;A7+3*gf!Q%3smWG5X_Nm;R zbVa->R{4Lr{F8G7=xdjJn3m)af&MUhf3N34Nyj_bxqnPFE7--F>`Jn$c}+ZXOz<#|FMfjI3^LeP3OT0$=Bg zYs3Q-&WoX-nRCJY=n8H`VcQOihnEEznZJycWyzjFhyhV)PpRdIdULLf+XFLh;2kKw zrJa5I&iujV|2XX3<`;nxh%Uc%qTwDIj5^7c|_U6zH^66fW~0<&1nO!{NZ?Q-)&1 zC<|rmu=Gi6sym+rI^S>2dn;Mk=&u)Ki-}PY$(Z~+1KoQHYL^nQHrlm2c@J(`#}CdH9o{|6fz&EDU#IfPBJf{=d2LE8&uwbA!VRmOr`fqcRnEr0na``dB0-F6) zu0x#63ta6lUpQ4o8mMG7C~8hC%3x;n12>|7yd(5s7eA8m0yuSd%|1QIEXGw3!$m|Z zaXM;4!fPrRh(ekLk5n_O;G~1YB6{ha#QqAIF-RgMum=ao+>r-cfaF|ip9?fmPm18j!+047?V&=+m-p$3}knOmZz}sRTIWhYb4`w~}bO4~Ms+UD8u?E6G zPvt*P-hW0=dcJ(+;czgXbGBayx4f?ewt#mEsZr1d+hl0pv%FP=&t!qhgM)Cx&KD8X z&#-^qI#)_dAH*tRs;iP&&NYX+aPULL!lBHL1I|#3bDfU@T`ZrbCq22}S%Eo?BK(8( z>V9_%VJ+q~^0Gd!KO|<7VeTfWJUa#W@F*if33wgM|5)&lxQpN%VI#t9p^Ddd(Ks81 zEu@8&^rlQ}qo=1FTeOb>FA!m(12jTMn|4oj;$M6ul_6?u%vQHEZf;;5>IFZNM~g*@ zo)4B7<=J=F7Na)0J+O&ow!*IxQ)}n=FivA^0F?Y11?6G|^XfUbAt+VUd{NGt_df+*{6OJYAJ>V#56H_+-(J&pOyj)nLp@M4;tsTG zHt6%|*0kjFdRn&8;TDA=^d3Jj07*nZe0^E{w7RyoHynen-|dwG+9looQ5AVAs5uur zLxkPyNlr_yVc3F%cV>iWJ96Gj# zH$or0_dd5G$VYvqFz_NXogmFiF8PyD#rpqS;UkQ{t`^3+QdA>oT>81YL7HKf-HJGD zulrVg2?<^Izpa-9wjwSlYT%qAFNUS2_=g~6DmvEITOjWC+Pg;0b~@k~z9)EKTAh9`0kQhEEu% zs>uG*Z-;>FZks0DLri4St_05Y0LEluQk5hZIsowe)odXN7rbr~Q%?a-GKlSlcS;jQ znly3Xr#|X*2)KNTti$$*G)&im!Gqv2>Q9I&5-|7T^stkMi0DV!Dno{i@+(yZjg+&@ zN-MP5KpIk6ooIOJ*ybTkq`pYB;mkheLNi6K3iLQEcw?0P%1CFxq0$v3Mu{0Q%F7DL z4lnpkF=Bf9yq#|pWuk+IJIQ*~DXpn~LcOBO_xaW2RZObpQ3^S0B3(09LuU$%@?5KT zgg~hmaU2@AC3YGx)xV9Zd*HfQ!p0jgVyI3v$RtJaBKRcLwj$-=$tu7xh!gRW7WhZw z@EtgKd6exJG-2XseYWjT?=)E=Wpz=(x2h~-)^UGq$7;x{lbrp%kZ%N=e5Rfq`3AMx zt&AF+pseGomHvG=zbs|)*i+J{D$wr4ciM;V@cNl1mwKD`s=R`3DNGAAK&)bwC6i5m zYrFo2{Sx-)Ee?L|w&=<)Ylpz&YWrB|i}~|gN6q0<^;7%ZDWPWNysh#@XY7#kuO-k6 zeNxY%d*}leR$I;K^q<@3jsIt!8n@dNtI}OhMFkqp20`O{2Jz9r2@lEd_{LrCr@AoQ zGVnkx%VCRjmCK3jw<`A|&!~_4M%}U1usq-Mj8d*uxV@1ZfB1O83FVu*9;QFcdKuV0 zxqV25DvS`bL#Al$_?U^7moGPYAK?Su9&O&o7*z9_a$3wz9k#2Tt|1?C%PhLHHA_H? z`9;Ymo?0>muNpRg{?UB&^gP&^Zfr2c4Sc?1?Ph?C1AIdeF205JePRV_5r%$TxtVqQ zT3u)3^yL(n-W~7V==UU>Omg(sni3CzsG-RDB(Wuc)HW>grC@J+CvLu6gtF2eqi*dI zC@4wP`G})o5Orf@-O*#&uI~t9UgjT^zCzB9T1rr~%oDRk4bv z%NNR-N-rnDK)AoLERjA~3uAy3QHkD{^i#L_GebW^x&pqyCh_lDM0uI2{fPdcCn+eHeq%6w z`<(o=?VpDt_#UvHw{i6O@z!+4c~(Ma5>*}v>8=6szkuEqzRAgd($kg?K)gBD1=%;|8H%MgHz#Nv$F?V zNeqssgtaA*WQ(u_Dj&aSMsmz`_2gzLLHX)3=ZDXg(kIT9zz^&v;7eN1pe-QEYc1a{ zM0M{)5y9fz9D+2=4l9QcFfTS{scyY7zXAm(67z4>a)|Cxg=j!u2x}LQt~_3(tFa@z z0S+81GC8WL9TSYku190@x}^4#jx-?0)~Vxib}2FtjiR{Dr#3mPTEnRuZedXGN=*X) z#w++2hXNN5ad)Xq1ceL9Upy9Eo>BHF6Zw&jHabbX;#=EOJkVzay|7I3??7ZCfDYV@ z+$3DHAD?z9Q!^2xMwCvVr9OaCnsOR)s5dTuzcC%+y3DD0&6qX#Z+|wTl$+g(O{xAy zE=yEydPg~>(P}yYuW-*Y%OfcR8Jtt_Oi?xj?8REqMy~+r!{7&tMKZo$8I*WD=08*< zl8WEdJ}u-hxXGexv^BIY%;0u;wHcXaklN-b!#kriA{&m`c>ad^1BcUcMdE$-c{QvZ z?khXjYr*pS4;ftxf_P}YSK779ps8rtfAY&N&OZH1k4$%~iVW7P68$u;lh(h%z`?*| z#6{FY>KiPjH3HHd@~&tRY{y_9`{o}AeQ_$7U{fk!KgWR+MmTyG;M-t^HgxGV{0!jGsRx z^`(q)S#K$-Cmd~zNA&XJ&?JMg$nI(znVQJUE0>2A=n)+9VUqj$h;C^Q6FLVip*HUJ zeEC0qGAyN1c3(mIqa|bjE>6#VkA5uW0L&8@A{i13*8|P*k`Ghunr+2G!72|!?~R*2 zcCaBskp`4Pk%WN2nV>b)Dj4&k-B1`jvd%>^oni`Ejcl79x3j6^Tu%_ei9Rg+B#fDi zolUEz`>9=n0lkg7VrtX-7!`LPd;1Gt2!fuW^hkYXd^3}b5lr1Qk>U6Fdh zKCsqhZI~MRWb4gXVi_tEEF%#S@;6PF&YFH{~Wj` z!u<9Gh%I~3dv;yG}KQo^K^;d&-IF@H$7q4We z)v9P+A*z~3oWnkR@fh%myPK`slHg~6Gh3tfe)ehp@uMXw2^Hn#@0J1pz!^<%Tj=~eMvcKbDLutV z?UXYzN?Zm#tI~9oe&7`JHNSzLm?a*@gmn}SCI2){DF72=RvtT~ST<8}S)5+`Af3N> z#|BdGbf-3#R7c1H^(YD&qyjP=xkTg|YS}?8mX_Dm$dJ{E=3?UzZndW7=uInEIXH9u z7&yzewIkHP{OuDs=A6t#k)+S#v&K8Lk0E4oRrtav{k&TReJjpV#&<`HpRR6Kh?|Z* z>gde$lDj7Z4Mvbbi(PMjW@<7I#>bTT*l9RJ0AM^c713DU@Y}`e3hOT7T}uWpf)=XZ zK{>lAtR}XqE&91WUXE<1heh|SS!uObS~vPc9yV(1=6pPmF2JN&nSvz1@iF``db$-tS;8P}EF1 z{EPx@Cb=g8{@flpJH?PYP-=ZnRKwIihn=GJ92u+gv1Df-Mv%b0ppImOI?i(3LPs#{ zO2R;E8Jbi(%#Zn40aP69HXHLbj1P?$QB5*oKI*f4eVm1!en*e&=T{f=3!H~OA{wb= zJV@RWC+?E-D=o}S#lE&9Qon{wl^H4!k`A-8bJ;ev9n_lJQGv1<91dLtlOAY&om%Op zV}IVu{1cc#v`Uw+K3~vkCNCeKJ!h(HM82_$OVFunB&f>W%<1l4qbg60nMAv04&m1& z1q-O;IiQ`vhghH8#wbihFbow<-_2MuB0n`}tR1BZkK%iY!nxn&?M7&e%{gU+Ya?mB z8*|9JOD#ib(Q5X@QdSZ{xPM!O=_JGobS;OOo|-!FwRBQ!>RHb7j!nz;&voY7w{@3q z`6-NRQ~SGHlz-TCII6}2E!k3pB{L9^zdVH*U6vX-064w60MZRnOiScrnFe#TBs{ZC zffBErhQ5ay_WFN98)K99%^rz~Z~ATo6p`aVG@AYAlk}v0az#bZ9|G2Wo(2&=+v~Ar ztl#Ec+VGVYb05&#W}7TE`G2gb1I_@L`1l(>k6f(|+eb0WhLHRqQPbys7uM_3du zVF)xmIWqkok#}_5^WNz5Ro(hL<6c}e8`2CKiidi38C)7T?dslC-LB7maW{->L= zs#SEW`O^i=__lpEFa_ryi zY=5V(U1419?5STn9bw3{Gko0K1zNtjoHb$f-Rtn>MTffBzdpL0S>dkkPHu95v4G`v zQ~^f+t}(TMPk6@ib}xBiu8l#Je(hzqEI%u4sjM>%SC{&oV|UX+aZkCRp>SIbm#<5K_W{@qza!ktVdtkyUoLJg&%+e0 z@`^|)l&hPQS+lL@3CriX>35E#Q@%5Nd{eLLZ^?6g^4#C39`I5uc#3q7cx@^v@}tr@ zr6lBGX4N?}|LYk4>4CYqiQ98;8i6?n0 zz*f37PfTN~bMPnV<+yaDjsZY5V+|N6q2~Od3s$LcNd;9;XySi=-Ju(||8Bra0IdEv zH2XdWqebb8zanb4{-l^p`c?yBC(OXCV&=wT2|(!pQ?J7K@;dG?=0j&uoabopyPen( zQ}+eWhuMCW^++XiVjOZSi#fFp9PHR?iUvgQ**7H^N?f>u)dInD8I9ARw~yG%5W6dMTYjXUL3)b8FT+nNx z+S0zBCZwEOw<@7Rmdt6~uyAukz^)X1+b7OcC547j=&reZ#xF4-lWvY!T>W&Nu3t0x zTg;RByqn;|80a+pcP2opF(J3D+t*}PG}tjJW|yN}n|o`s>Q?zB*bTVQr;Ks+dq{s; z>IY+al8bh)f3LB`-H2OaK~SB3*%P)xT~9z@WGZU@@uX9d8jNC=?{of?EQvC?uXfm5 zM@VajHt8_q{1(rJHcD`FnS(OQKG5{HPw&0Zq~$jaK67D-t*ly_>U=NwpKrg{k2PLJ z+b+BC=fYX*av!;;U9O2RrV>|IaYv-2^t)Ro%Y?pkK+SZW%!l`gbH(=&F3Iti+ouoxS0113_f+yk00)K7ZVWw! z{L9>bc*oC^s3^-jIW7a7p`|5UP0HK`W0(*8#PrMFDLj8<$fvQ7QXH(#l?9qY%p_i} z=|wqC5LQH+!v|zlUNmdpY0EHr7PhojR-*W%{fdV}N(I-u`j#Wwj0FP>piu2Zo~_&$ zEKKY4Ub#B_lmOSn7TKmAK=m_%pE>M7_@>l!T;W#YxO;SZN(-3hv^8t@zaq->dZ4UO zWmCWe02nWtTSTDfZNLf-^i=-tsU%yBE~PL|ffO@*e7hOg>i$-Yb+C)hXmAQ+LQxhe z#z66Y9b>UU%WNMx%ohV?LG^GCv?eJ*VD2}AtA=F6>0;J^Erezb>^kf7c8$X>Z-Ij2 zo%W@YpT@7B6c2HJE+qLV{`sEH7rNesG0ltuQs{;2hzklA#YP6P-XGY#v26K`Eo4W_`U3IO0(#NL3qx%!^{h2lF&6|MW+{N8p zmRG2#;`>TzFsgcs6S}^u6(!lWMm0pShu~{R<4=)CgEwS@l?Iw;%|5;vCd_~042?wF zVW2$Ux`SU>bv6A)+Xq43%lR?zW(XS`c)bITLd3rV(sKE~-lN`MguWcEtFL^rTDQES zyg@Flzhf_GEoAUwox2}5HQ^AqbQW_d9yiK?B3EK!7_G0PEf_b#0ZrB*iqrH0kBx0f zxy$i_$^j(MZvh`DBiEO&soA5o7Tgx;*y*ZAOJUqB2yKHLY<$dAklC2aKQbvo6`&T; zC~DDFk-(p|dDE~hUl#DyA|L3*^$99$4!QGEg)(n3^ZiBT<~gc0eWG!31MNX~b4QM_ zn?6hpXZ^MO8+DOHx?T;An11DN`&dPFQroj!zQ}#qQ{KsuDgg#y60Bhj3s}GEV}Jd? zM3>+sAlA@vehNY@IGYd>Zk z3Qn5GZJ+w9PPL|wscG$;Q_!eSMn^wOhqrC5L_k!nFZ~gG5Q!v_QHZ~8PE`0<8RU4o z%>~=4`ddEUq7?DPT-NXiVAv7% zTbbBVY;as?W6K6jU7|@mJN{lsk_eY#J`K%Etk{W077Wq~kMy+X=!hqD5qWQtkOln& z5i1>jta0{KOGOkua5(j`eM;d9CHXMN1M48@^~S$WH22AIiK3;J;Ds zEBwcH@6r|~VHw8`k74P@(%H`Um5ca;1mq@=86+|v!S2+P27ff=?04SWrJ_xc*n{VMB zOu;Qw5bk@XNc(H;(G0Mxav`fX4xX(^LE-UCEk;O3lsRPuI;R!Ksc-o1%e?YF=RsZZ zj}GS|C&7g_j+H4)?)~3hio9Em6dZ&+&e#P{)_rpxsV^(+<@fOZefz80r;C7Egvww* zpEK$>_gUA%#kG_%d4xG%e(r=4ld|%;<(;gBqXhT42EUkmi$h3JULcNC{eJ^uKU3^nc*|Co$@M)iVtmd;-3o zkj4=U7<)XChDp6;=j7IDPgwnn?5J?80cU0vD5OkKc$DOs!H{cFoIk6QTT*1RL;w-; z`_Ep~f8h7uo5x(sCw3@rG~22*Xj{d`p|tsb2|9GY7__vs03TA8pWm?sr<*I6c~&+L zXNwGKw!8Z1ng8_D*Y=FH_B=3deO*KLe0{X?^6>1GqzMhV@{s~;Zutk+q8S?1D}I_% zo>={4bG{nQ9YLWYO5!e7CuxxB{xG?J4e ziPMoTb``{CeC+zDd-6O@`ra#0=mmT~b#R(4JtU$l7&!)Xv3-^`q%)2Nz{{*evyv6l zs~u0Qt64J&tU;QzTNeIujnnlttH+hkAn0}$HIKWb%eBM}a({TPUNZ7Na1H(TH5yFm zN>ge~G&!>wWLg&IrG2;1OoGQS%ac_7e*k{NC-#B zU(N?%6?nmGGF0VbOwAG-o83}kVvv@WmvxMc%=j2rGHIyVZT8W`k$T`n@%XAMWPux~ zu~VMO&eg(|7e>ponlnkTs@v8M6xf|n3AQ<9?x7vly7MDepH}!`k9-H&ahJ$YKgn%K z2Jqk!+oL@#?O5)S9&~rr#~hzg$nFS4g4ks` zv(MQ1#e@m65@zP_-u=SB&R}O-Vi6#5hBFm=t0GhRdd!G!z{6>*Fk?J`j5Yk+_FH>F zSN?JH17>475!HZMX`8rKQG9;E;-+YOoXuw`9hv*-=`xI?C=!Zjh<2P{`UDRi9{_1m zEMw5IkM_8MP*JnmcuY$T;+RJtl-@7goNMMK?#r}{nG+H)S6K-1Vf3K$QEqd8_lti^ zg^^%FQ&MZqef*Chyt54_dvh4-F;(sNdSW6*ZL6SXGtmVNW1c02nPTf!C?yuu{jXLV zYx@o0 zY9n#M=n2vkXk5{eq$RjT=Hbk*tdRQxV?-|rfEwd^;K0AKGO z*Orzu(ugS&(nr~&!+2+{xrf7LAkcHl8RnMb;|bc+_A6Hz%4H$)BWnvp)ir@^M5eH{ zwG>WK>f~K+JR((fAHe@8Lot_$%Z8Z zBFCgVU5pP}P%WQh&jz1!GE?1-`)5r2qwnJO>D}x*Q?s$v8Ps(=zL-5?4^6rvmG*J^ zB2tuWai@j`NY7g=Mi1>9$u}-=key2e9{-&bZlK>*nywW8ThBwaKOZm!I=6B@xfwwImxnJw*}TW+HtXGW z^aqo3`0X!8RoM>wxPw}at>!PpSb6+gGBZ1uu{GEJlu4wP*4jE3i>T_!z|p~^jH(MY z{plkTIj*QD{O4{ ze*@$eIXJiu%spIR)*C4DD8Kta7943XP?uI#6`AufWnhNyQa#6QE2V>o3m z--17!2WWP4629H#TPn%&0_Be2nqjl z8oD0W0Pp2O4`ra7+=0iRN6sz(Cqg12uinosGh~q5Dj-;@Pocvcek0t`&H;b*eY#D9 zZH&|?^_JMIe_{7|q#p2gNwCEo5$7jm*$}TWl%C&S+sl>uf0pLehRNHjo8P;f(O&bi z(f)3bH^1L|d`_j7=VQkDMwf3^XWxOqI1=D&zNI?@*+=roDF*h;$@5p{?jrst zgRK0RLie3ysABcC>$!2}yBr7KD5dUee$L#aRZy%NJRh*cwd7c1?CT558Td8?4|$x?3e>cnB@51$)5fPmrr!3`#F0A4DZGRHGqh-$9 zoule?p0npIJ%`<{#PADQb_2cRwd!?qPh>?LsjzQo;Sz~knF=EaH_Ary+;= zWU?thgNtVNl-GWoOoXfDV@U=t5xeqiNA{G`y7>aoRLA9Z#s1n8bE0?5ON-YL-eE8k zE28;?t))OIpOG1b^?2p+)30I0nDLFSu4!8We8*B^;Ir`0Y;A2DxD1MDoT((3@GP!I zIe3hqNrRxbUx-FnotSjUd+?J;L-8TQkF5uXYe1#}LnKW$+N4J=?rpr^G?!+tr-q6q z=Uqc#MG)%mdWe+)KNZR7qZw1jssS8Xy-q*xr1V$jW-b=wq6zmuN@CZGe~86dZt!<4 z<8E$(oZ#%aw#a#_E^J7AnXEo>rhT)?1_0jjPGti6OZl}nTEzKb0+^~Yi*A$b(;KBV zpc+anh|!iD)$pJagE!E$6}6PlTFQxKFv_1RXOMQL?^Y`X$j8QH@qKEz7{J<(Au zk$}Yxyrx1=Wm;jPiJ9NG+|l;WZOWldx1El2d1XfwT(sHL7K}6X50$=RySI`z7T}6g z>Tr;RPWr7maMC434}bFiXnL!#w%V?18!KL*xLb?6yIXO0CwOpoC|bP59f}rrcPPP% zL$Kl$EgB#=U!ME@|KrGBHrKk=HRqUPp2HCT-QU;Od6HJgybSwa=Bhb?dcjFHy>WtVU1J&o!uKOpYuxOZMV7yy4fun9yeUgzD z3q5whf+?Zw^!s8fD+)3o@L$g}laGt(-_|pM`)%lJ*eG`Y$njOoQPq&KV*W{@!^2i% z0xIujWLtts*jOAdi4}hpvO7rW5tGh&2WMsEt-7QzM*1w-9`;+qOg!!W4T zsGaMaXi(%d#{V22$B)AFEP}#9d)xPzzz9CcjAn7u!%pKFE$T0lH6Dvt2d!E0oj3+; zcd{kOwu_V0_V-WB+2ubZTwuf6B% zejo!_ou}q^^0P>cE{u>ZIw+-)TFSWW*UwTLHChHodS*V|6Spu;(Efz>VXZ}AB^;yn zTv=tPje4OrlR`SMg0o8sy=Pl?#<}GRNa*FJ!64+^Q=rMJi5(y%6{v2RhS`qm`#wtH zi5bodC9$HKE1^<}7dIk8@J=GU0N?Kx^d~tY!N*BHM19oqVc_CfU3ZqA>0`+^64mc^ zDiuQUO;*Be20DE4O~tIh0}S}{Y5$Y8xVI+$Z8qU?BGwgwn}xE|je0o2I%q--bdu++ zmm!dP3hIJBmfopRhe+YhR%4|$3VNWe9c7mHyMMY2tUkeoqA%2)Z9d)TZxYLh;de-L z-s)EI?XgX!+}^_6fiOs{hmViEuKo@g7q!Xq0VF(A?gwoCij2~^sio+kiEa-9(VQ(@ zt`jAm;*4RB+7b+qBhUe4e4*N*sQCe4H1E?wS0iS8i9TMDYIb#`))*`YA9c zdfb}!+}a3sch88p_75iqzhb~-@5!KxDFOe(eBTb}90g2Rb8mRd+S?00am1<{1i1HQ z5c&%(f4YlzfWB0x9-}XX(wf8-EhdfS73|H6pPCN1MP26GW8t(Mig#^W2#lgmw!k)$`!saGlS6bSGxYp$RvrSf zlZXewN^B!L9q$PH8>By7<(4I5LS3PSTMvhC;V?}T_L_*lJj_7;vD9nrRwj-zOTJ4! zqfC`xuS|f>1FN(8QCIYOmw5(Hk28Nk*O8KXRAUJ#1-b&&%=Bgh@?*wEm@UtTkHzU3 zj~pH7@XjEl1k$rNQXxiqT-rttNy<=Dk<#T@D!bypdguu*UqfcaTZXM^II2_Z>*NZw zRp|E(qsO@uV*N))#ALw6=!+#1MHORw{&h@E35wrSnc%DCfxLuE;hof3sCp=*mulhp zhV_@R?9J~x2qV!qpDuZJy{Qx$86-cCvb(H9vNq#EJp%1WkeT}=bQkhLl?|rkab6>J zw*|C?BP~rn)&q>`1G;9pksim(R_A7n7Ro+m?x!;pMWS(Lvsnd8D$#XziXJ_hMfugJw_#vTDpsE#FG*rkUXtF-k3B`A47& zJoZ`iE}z>2hYsO+$lsAiiY?aqA6H;kKKIP`I>GH7tWMgbbGrCl6yrV#CWv@$!XC@D zYbPu^g1_GJZN-Q(5L(Qo^rf+5(a?XDX3b7%tDxgsrRpLqcMeVAmX9y%pIm!1NVucv5Aw=v6ttUDji{qj zj^$6GznzN+d=3ryOLhGWnejYZW6OhB8>(p=Pfs5hoObv>(J#B0D*X5qRe(D(wdNJa z?eQwY!R1r~gsEITW2>uuadRY)hrHHXCbIuZ9SiO$miqp|w`27;616+*N?W^s=i&!b z7yXF>alqvZ2*%rWKf8oR+H%rO)kU!9A$!vDvE;}QUSwNd)HWGH4hPw<1742kuu ztvSIWIkzU76NEcFF1q^y|(<=l*vH@Bgbi3D6!(LD5f8s!KeHE4sG&^D*}_ zf=v+*Km%B7nk8Y{i1Tl6#n`}N!Q0l>n}i>9eQU?>4eo;6{Hb+oyS4C{DdcMA&DdJM zeu43FVn;(P^pwFeAsT@DG>33A*jsm>v8p^O&-<-yl-JvK$86qi+*nZ;5r=5NhUK{k z;1@IReiVtK~yr4bNR9eMC?^4@u zcYL@;!JW!PJl3r8+hn;Z9WYxSN)CJ~+JrnVw#C>y{JtbtUKc}t9pz1OIPHdWxk~tY z7WeWUWE`1Pes=bBR>%T)_%dN2u>gzKrOYK+I^TjsS!XikyKO(G|3Tc0_@W3{sX@w+ zVywcU{wPJ2*}8vaJ^{P|d*ls&7f-&Gm?EMa6`S!)!^Hq?z4dPG9V}7wJ@ZHm$6SOC z#83qdz=YjSUnu3M0!m)NrX80AqC&%OX>O^nyj`v2@l1#`MiaLXqxR=PPOZ1N*W|>v zDi5wKs^poEt3jgZFiN2OX zPM?gQzupZx+^y2G^EcD{@9JUU;px^h@by-gARM_tfJ} zzTY5SjX-K4;+lvb!W<3lpW;GA`4+6uW~Td;bAVl0`3LRsAb%3 z8laM?2O?J8V>L9}PDj#XDc8Ot@Z#EXkwE>1HTOH6;ocRY4pO0OwC5~Hupx<_<%olV z5`jd7miS)9{zM(jO>Bl`e9CI%;AqTanCk|)Q`Ml!|Ee{3vHU$dfi|~A5)q+IryyqQ zMI6QVyvWwh=^*=_JwNZNck7ij`9f@e<|XirQozhVI||}g>u#o;!IUzVyAyh-SU>Yl z1F^XK=HE)S_?-1GsP-4dWJO9GpY)t8Y>)i*HOno>NNI+>Pz~l-`jZhxe&;47N`1jt zNnto!X8UTMlCdUoKoh^OLk3A&;}P8KM`D6<=@Qb%49s7z{yJo)6hYq%M*9Tdk?@en z<>Q|s=W<%5VMV*4?HD)L6`>o`$Viwy^ODK^rStMb2gn;epA$8?T~%ZnYYTZgb-qjx z7@EYTvKvkX5?_*z3hF=GiltX)>N&Y+P7_+F>IQS6#cGWB$F7}?6pBt_3P*@eGJ!D{ zTJw%Y0l_)$9*%;7xt@ApL7?1cOH=#8p{Ss1BD9XjELH_xFwtwn=s8WgcENMgjjmCKDURdZ;}|9zMa#rxz}iz4Y$UAKwn=I( z0Ic_PlRdtvDVC`;sGs;UJ zRnncZ7EpRdddLPsI^`vhFD<*>5hM6iq6kL&;Q)Y89q@nnI@@Q>aZO5vV*sV zx2)!y!K&;Oqo9-5*XNvdyW#;pF>W6`szIy-5`Yl#mW=Q$P8PkQE-5gHgr?Z@KTc?}TA))L?(~S&1KXGx6W( zZK=iNzNXxz@MK>ud_1rmviS6`f1c)DEJKQ(C4SK8V#!)i&Sv~pm$YSszjrQ`u%%iQ zDqVRQ+Hg@iAy3(*Sgb6`U>^Wzml{M{uAUuRSx{=e`2^}CVc zl&$JTT|~ZdGyS)$R{I|+E*nftqc_=0w!QjeDpYZQer~0!B$sUQttrcn>U6slrWStU zkN*9t7Pg5^#2bIpRM%G+sluErCcc*Zvrk7J&-#jFW@+_GJ`kw9M+Q&JSVQ~+kVZR+ zDObS7gbvfo#*4;Mi@qvZ^xbl!n=%h#9eJtj8vH|=>rs&J2M`ZFl-nJw*~JN~1}2jr zH{`zsxfXoyK%gk0KqArfD31OOXlGAU11Fh+wMI`pRJH0YB@g4m6MDwzy#IhmbAj&` zZkbRjJg29pvu4O@GIbIME2FX;e{$dyK{qx7lEPz@(R=hvsSxkf=@|tJg`y^bQlK?Y zGZMU&O0PZ?DEn*qYz<-HPj>81dvt1zC1mSmYjv>1=;Er*0rTdg%OUaQ;v+UrN6)$i#q)sGk}U_tW52fm>z5~l-XE92owDr- zgG()9ipE_p{Wbn)?f#vKXIsjLIt@BnaZM>+rNY_JG#`#uw&yeHoJq>86RLS<#aguV z@Y`d20OnJ7_w${^lil;bnGh0vR`Mo;yloRNJf%N8#TxL~ zn{7bWvJy?=KV+$#YSUet%}i%x2zNWr*wE>}N)s6GH_=|NDTmfno9-A_S=dpBdw>no zDTkCL7#g!k+erutAH7OFI?CmRVzAFq%DBi23x@U-?45tz)-tZFtiar}srmU7b?5)w zY@X0zK?8de=`1z%^~yy$CDbzy;~a0iGd=g@GiLpu3iE*2{uhb2nV#p}<{;QuMd(lH zujhY}d&2<2iEZHUG>ATMDQ{}MedTe{^Qe~ZL_2w8$1$ckf1871iQOZ+tvp z!;3`9LT~y5?$y7BH%?%Y-XcgR>GLWvKSX4Bc{MmqiqpB zMEWLTuimipC7n`q+C3oX7szX3D1NI<5BZSJ-18jY=OQfh{_WZPf#)q#sPL(iL))Jt zW!6C9Qgs>Wl_gQOk9NXUa&R0Hark_>GnqbVzY{%Uie%DdH^T$GkvhS_f~RXljT5y? zVJVOLmiN;pPL5?^`rGHw?nOI2S)o0O%V66Eu^Q1d)gGEN_j|pkvNVI_{Z6E?++ zpGgb|8p7g^ss)1bIX|IWWqfH2yNA0z{)5(X_fx*c-dbGlk~@E5X8ci@j0__w3HI|; zJH)V!PXVp*n?GiOgxE4oM~TvPKh$KByd^_>8x1HWYCH;}CF;guw4tjXRk4wJ%BvqpK9F$Y=UHie@0(4?kx;dX1EC}f97 za7|(-zkSQ{;wt#=?i0?R@hfpvZG^-~JK}G3x_ev+L;WYK9UgBQ+JG&kTyP7mHs{p4uzysA#Yt*Hxoi#I8;G7V z1AItkzdHM<&-#WiiG7l6rz@w4^W(THQ zVct^c2Rl1E7+WUCDBR~j{^;VLQ`@J1#DEiBxEkOB6E;kk?<6vVlbcM#I;1i{z&;i? z;^UBUn~UsVVOq#3kgE>!)eow!On_5ev%RcCe0cGxxM9*@tsPSV<;*#`y14B<>bk&Q zu~wkIhTj212xXKm*#|o4PuTWLfN+ms&3ds4CZKL}q5T%lTW)-D)9gITZ?w?!5;J2~ zFZQQE_hS!m`Rl#(au)uSua|S|wT4*9L`{LWSc6Wy(hr`wrC2`n5~f4+p%U9|4}rAb zU#q`iCZCJ#M?fXEul7dCDK_@DFS(i*0D0B36JOe;8e9#;ieFv}P=3d}eCL_I+f;RU zzFak!j;E)bl=I9GRa|S|fokpOBW-|)tEzsj!KB#t()LC|GyCLP6G+Rr7=G|j^d8`> znPso*j3n?!rBaiVv?+U5VSZ7X74-YgFe{*|Eoqzwyv*Qq;p84{m)qU$(%9CA48DF& z%oXkMj1jr$O@?S6v|65*vyzU$LY~!xFoo72TQbuRtvEI76HR{XuIpsvUO-uWX8b*LzM;= z*Tf?WDToEEE@Z{gWtV%rA6?S5FS@ zrC+DmEw4wb028$A&*s*4O#Ji|MdDO`+(xoaj$en17B+!s;XaE-WqjTT$gWT>#+>F$qT}d*$vg$6xgH!(4GqT)VU%5m=+JK9nVXfUNx{ z=6)A7$D8=SL2yy!ZV*OB1TC!BM=KW$b8XP>XP6f|0V0i)o+PUW0sNaPFOV7+fm;W4Swo(HCsHA=x_ za0?h+P#`)&A^Bm-{0&{=4q(2$so;BmG>pBvC9-|wR#=h>yF`+{hke@R|DZ0bZcZFh zFuUJ`@U8JmrQ~t6KSuIJYw$kha1^Y1jW07e+_3q>g8JHp9#0~DGRgCf5!!F@V$nK{;Nr`X3y%v&qa^S`tW6sSXM7s#_SiBoL&0c{hLl-6K`E(JkJ;--$B z-10%<1%%U#t1GL6^WX#=Y?7QNW-j_V!CD?CWUPllX-aQ&00s6%vpsjrKDfC#96WktGAkVv;w? z-_^XW$L{_FsjHE~Cz75yowh;d2raCo9I1+!kacaH-^7sIGage9vdF|2+*jG&>0R&fPzY>tt;v>jLULDPY#+%vUAgE)h)V?1i6)<8h z>*iC+>l5LNTH!EiBWz7ti_C!w@~aH{Df&u5tg7W}-XHjM*X-$yw6+McZLO#UNV=b5 z#LC^A^4~Ap<-GOI@IsfTs#-B_j=;nv{sr>qqL+et(H4w0z1ttP+GU!Q z8SA{(oBHW#^Z{hFyndD4K7{Lwuut_~PlX99BT9ZU65*}d4OD+%cecWF4%&3KzmX& zk31V8#wZYAy>Ep7SF?HKxnH98dwC%@5^#7cUn(u^q78#B{eN4QcyZVaeiJkEdnHM- zrGs7shvk@AHhHI)j39aDXj_xC*O~u4X(kK0C_HoXYwv%}Eq7SXLend9Pnf~;%2Qwf z1k1P;Y$AS8Ghi6}A|Sxeo)-h_xs3m>=aQ1nuqpm9#!b3hCbVG1viNwBy$vL8J-o8; z*wlu7xov)^#d8^QzUbA0{|GDWMSb|w8IWF86_tT3&w%?KbtrxA=Qhgf3VmrQDd*Xj z3h%*16W$jJfI&Ln=4cE3q)JX4N^7fqy#~0kw^7kB!|(JekrqWslvu7D(|=V%aO9uU zpzHI?8{)g59iot=388W4>Q8IlDkFal)v)(o9BY4Blxy^kt=9!h*epleZA&(WYh8(m z`)}fT4r0S|hpe!FMakAXMhW_VsP^T*4P0Te{qr-&c88v z_bud9T%dXpQT4InQ9+J>aZd4+`$wabvJrq;#KS$^)Y?fO3UJU3T|TfPvY}?;1H0aB zs4leRT!4f~m(k#gZN+jrMRq&n8qPCXu7fS%x4W)RL{P#?36EN~u6f{Gwz!OH*OlP* z=R4L*0Lp4S_jT zpN3C|Uw?5;Hs?v(74guMPONc?h*_Ub5VU~Pbma`uBz1rFO=btvsyfd=aH2pQy zrjxq}&3`YVyo%!ZZTclR;KJ6o-TJ!W%qvf$PaNusFMy`{*8aamXB`@H%D;SLo->MX z%^0zoE2v%b9po=@tRcvWS}YKh!86Buhqzn`-w;`s`tY`IUa1R&wE^ z@;pclWvouI?evvPJq;b5lmdxK%ASfC zOO$4-J@eWUbLUBe*rZN-!Z7AomAVtBIoDb&#zbPc zNWif=I`@+53py}r-;Z=#XXnHwc1?TwRJ6_EM-Z~6u@RV0x0M=FP)j?yNRS9IK=f1i zG9;*QFyiHI$%co2ZVjq`doc%*j@X5sPwGtUG!{$UC}n9DpM12ZL4)rcBALesI|wH0 zkpEg8Bq8sZltWsE3qsVm*>OfMT%SQnY=ZU$QkNEbu>3r#y+Y zmw|l``gcu4L1BcVGulAk1{M>uCCnyrn5=eCLBCoNIEuY{S& zEx#fai6rpzf&e-c#aArc0NnRoBllSs1PODD9R61Ixe2t|_W`gFBQ(knpkw(To}Vt9 zSwt~@CqUtAW*yOciE4jv=LgIQDckAJ%9);n?21~i#0@@0E)j*k*Ts?=lS^2i=;*7eYnj%ak$20<#iW=H2l4aP4f>D3ti;yLF9COU;$DtF&qa*Frs1(hI(= z#3Q#jkWOetexM}M`f*I?HW|o`_g!9StCnV|WUh&_7B4m(+u4UQubq*O{>m)s?@wWP zKNTB?G^t8XaVekGBp_U&w6ZP?0+B)AY26pNy^OtIt32YnMcRE@GMPAgs}{fITzVrW zcJJdF5@@IP9Jc5zU6_e9?i{N7t)6~FpN@!Q|)8nxDw&^zjmKhLgDWH?--2+dBU4=?Gb zBtT_S;Q?H`5E!m(!|>ISfL%@RCxlBpWyrd7R-x;5Oz%oZQ> zRw&WLV4x?i~_RTmYDICaWNL63Bf(_$xRu5bS;Ck7B^B?g5r$v` z1;P~GUxxAXO1w9!GUfPH4xBU!{C+jQ#PwX@)EIG1>y<8BQ?hA7jF7X7H$?t=7s!yE zLMfj;zvx_P79&E$l?V`6BcxUTcv;L5HhsNmI1KdWx zzM{(9B*W7F%qJs3cWvf4gtH%&j^OeIz01r)fAxm+@RODnBjC5&OvUpn`zbo3mrrbm zl6z_B)4K&^EKH`Pef75k#d3+%%a^{3A*20Wfo80ZH1M=-8?|h33gA+-Aw0B|cB8R* zL_NiC%l4KT;+b_Q6sk8%V-FwJ&!xzkO;FrTZEG+0M1N@VZrzOwjuUmQkiNWp*gE0+ z>1=`V){E5T2$kumiLjQEs?OF^g7cw7ikm?3?VL@?Vs^7npSu&`ReAS{@@sJe%+3gp z-l7%sw7#|b(!RBmz24pd*?EFty*1dAgv7?U#7&zCd8~9`~e}A!TJ5&YmsTylLs2kGc80=_{pKngSelEdz&! z;kt346Umth*p~?j<$4DA4Atfe_}v`QU{i|k&ICW0+d{XYZiXOQ)J(hhI2EFx`)QP( zEE49!v0kF@W){$%>ssnnnr#v*c`~E2ug!hS90ZX;m0=aFW-9zyc@Z>%HQq-(1G^64 zbOi`^l;`YIOAFWkUzzN#q&bSnXkVd{@$P*A%t@y2kB6EwEqjfvqpNDVJcy5T(uLMn z8{Oq%WIK+0S&abr5C!i&yTTHQmW+wyRi4CE@6U2|SM1-CC`W6NVZeeJWG!9gF_@lM z*+cbp5rz{Q^W>UhRZbWmQs>%BJl?X;!(smwV}=r2E6<8O;%HzghA*YznrL;PRL&mJ zEcA9C`m*(a@izFDp0D1!q9}0u>6xod{aK(q$=(wOyPko*h$uac>5M0AZ)Rvj@_{?X zl^nWgBO2_2Dj5AGewqb<3Bk!51u8LJvwq~@rcVtQof*N$N(PFW2?gQE-#(s|v{hZm zP?C6_=GhO|62xOOY_IWqs1xrNy(C%8i;!-8#_~B`d*Z_Fk&j5;D;m2-xQHkeq~yWz z8~J<*I%NAy#VyFc^zR+q4^$&zX3=8!Z+(+@`lO`f-p&EG|L8jq7SSXH3?t?~6tQrB zw4LLhw0Be_OSdC2@^|_eCNR@vp;SL7-$E$w0ItwB3)p#g0D)$4I65wC7(`W*>(`&( z1WBI4Aum`6P!Bcyn3Q6!agbUZ%hBq(7|zf5Vp7>&KMhEW0S0u4b67dW+_pF;=FAf$ zT=-ugicvuuFMLROs6VLsMZ#}x_6=Ec?^ydN8L}I_Z}!Bp3HR^zREASMA+)S-%^2Em zDtBz`VVqQ|(Uw12|7KgdchnQrwe@PBPJ3FuRnH~NRmxNiYDEb`Ip|lG^pw4HH#3x@ zTHrcz;5SSv;k@hBIoj=2$R;q-=*OI11V_sn9%c( zU*lJ3@gpR5b_~DmDq1Wi9>zZ1Ogf;%9DjG2>6f)bx+= zJ58)5mAU-FY^Xdoy{@Xnr(F)Qrnc8bOV_m$-CDSF>xeK|pkj6slE!n^$QHN_h0d!l zxY4Cdnv`ryZaZk?)lv?r$Vea}Ydxa7n`wFj52Nb6tG1V zUhqSY1)=Td6&pPsy__0lBu}F$uJM#2dgY}M*{R!yqIIx0EdtKruasi<_le%M+Y^TV zTW#AWaMDQMrvu5~g9Vh~WXTe*tZcCiCk1_eSC1^9zM;8Sz(kX^ zc;Uhd@&!d)4V~##cQ2f_Wj4QRgsUu0Rci<3l6RugE@>$t%A{m}2_oPnX()@gVc$(O z`o@DGOuhd7>E|aOGm*?uA3kTQ-0GVE{6~_qz}K?s1HLx(NK`2e0goiVLxts>XZUK3 zt5J#6M{g7Pm0u^eH8l!ggxYk?3ZAoyvKzm~E>vn$aK;c*_8#lxngLpMU;d#G%q}Y` zfG?-kYH)c9>oJ|`>ODL9M~}z3AP-FO*9i}XsHj9yEfd=c(I?y%cZw4>r``5vA%7kv z&YNe6Kr+9JXXPZ44{PU0rekdmv)o1(-~&<(B1*Rm9V?QJPT1vD_C#U4fXkhaA=eBc z^8?U2%4dTD)z+}dSy_HmJYbG z@K0&D$`U3G1+j2{l#>K;+rQfvrZl`m=Wvm`AIN12a_I8Q zyI$luhr;-{T1x*_%PP``>MQ42pk_E}HWK_DS4Z;avfT2WwN{{$v&+1}BrH#IC8txN zn7xxzM&koPco<2dH|3dFn@iWxP1_Im0+3;kCga(7%P>ETYNm2SIto3%tbT*JPB~st z-UOblX%Ct@2Z0o&`xL9>8K~1;jpnxG9NN*_d{w72so@f766&=)+g8Xnz8s{_4vY*>BuOhnDLbajMn-R#sR&+azP@7Q`ygLaD3 zV-}B%!|Gb@gY5<@j2Zgkv$dS}Z7E1xVHhu<)yV*HFjyppl}X*jy6~^um=VtNV#Pu+ zpKkqWba`bXSW}-5;?Fs#5QTbAkBTZwOt6hl{d$W|fbfUU;7~KsaY2p`3}~qsSA{#A zpZP<4LT^70!2}FE%11J+efx`ELIDbEv+{0iZXIcEcfFqLePXn^G}DBg!C!o`a7Qn< z!X_*w%VM>w0r>l+(3lHf@6X#klW7?1oQyISJ|vQ26W_3_B$CzgP|7pbHw#^z z&d!|0wQ{HGO0BjbD_3Szh!I@~ zmq}kPcA5cjLcPoVeLW%32&KAzn;_|RHm6RmtkZaut-(>7-+7RBs()-&eWxU1H$~@V zUZXKS>8Elq?>INynAROaFYMXxeO7Qv?ebq#+Dq?nkhK)A!gwY;^kNP7@6p#KP-2P` zRq!8$-4&{of4WES!1Pan-8%6?s=XFmA|q?0QHU3x1h*YCwoM+dhT$%UUpVhxXq>w+ zgS(wbu0O$IfG;bk{$1#}mAAUqvcv>_>?3-}q{&zEuV~v+W0lG$T6ipXkmWJcB`+Y? ztRct}J=}n99{#(*U)QNo$7q2!*8k&w5%>>=pl3sXP5WvxL= z!z!evF7Q`Xmii)=sU(jd@z_>jV9AmGlubSK$7lc;|9#mOS>^rtt(@7>q1Q9(TZrlj zcP)sZ{*ttZ%gJp0;PH-swEKybu;Q#c(HG%&ddzlmnxVl0a{92L_JRSIL)Y7Zz{6qx zBld@PWeyY{McFrblHx}mjN5a#;5@6%r<^7(mOfT@Z_r* z7xJd>2k;qMU;okqq+q00YS5TFS?i?3ZI$or-$!n|Al_kP2?>f?Y3kytiZA|19~2@O zXu=Q&S-J+o1L_(DHyn84M2SujPRDA78D&h@zdZ>ZMEh8SWnAX4=s|!qDc}qbECV>m zZ(!UZN|u)pNSN%Zde+^6zX$ZvIpQ%m?Dh7gM5VNfRIb@*Y;sh8pS_UAL@rJ?NemzX z5Y{`MR<+fz4(lUo)mO&>_3L+f0ex8uynMQ*tqE2^&PSe9&9 z`cmW#F`!Jg3EegTA(=G3XBk~8G`Cxefq*al4N2wug*>{~fr_kO?&Cc1M@ly`9TFnB zeyHl|I)^;%4a>Y9OFXcZFNDLmnO4;)U3CV(?b6~&K-8pxRH)7RoH$4Y3_Y)wX$LW*#5KQ5Pcd#clh<*?;=GQtE(uZj8ks%En|-45XhR*po9T#Oe7VW8h= zA5$ZxYXR^m+Aolz(rYqe9{2#A_@gzmA4`HWtIO<&44ULU7xVG4SYa?5n>_h- z-w)r}kF2c;8dnH~ zkzC&GKk%FyN+(|b#>dzHlx}{QKJ)fzCggyRaC4^zgzK>(U9Ct34NXj#sah3L*q^?J zuhL0S6aN;b02-;-BA>Iz6#sap-y6XW&Lu6tYE?a?xEVgJ&bp=ftgijh#t@7iiv&07 zDv}n3Lkx$q$o!bd;IJ6}VC0;u7fAVZXhQU?8rI1mpPJZ{KYl$+xY0$xh`**w4BMN2 zu%g^$WQ6fjIzobD&T8NDxAPks8xPydY%He5r<7M!64EWLl2o8P;VKFvrB#z9H>ZSf zCVj#3%=eGiv{KZ-e`lESzxD5f1LTn|TYzWknVswPJjTpUj}?ERr<=z_Zv@N=g)Jy7 zYT0Q2wbI7OmQmO)y1ysW+r}A>_tom1MQa(_mt7Br0a4_bg#JK^-zWKYRXl0@)=F3N zkQqpCyTq?9wRIXJOgCXi1msiqfd)3N`>QB;Pony4f~U`weS+JfwqC5N3kD?IVaJ;W zY&S-CXR4vg5qBKHG9e!ym!kVE8uU|1*S2)7Dw8z^D@F=lJ@AI< zKcQX3lDcrYy9NaJuzpV7B0n7_E(taZb`CAXaZ6arM2MjAQ#%aou#J|q3}RFM1f4|X zjfM(yO=LY>#GM}6&n~=zE)tU<@BCQLa!o!nc+WoiDA)U-9WD7wkTEmd&d* ze1%CN)9&gc%m52@z%T#9!q!+j82Vh{h@0i)prtNVFfu| z$!PB)1#l(^w_;CsynKG|9E-=;DFi{fw+?Q*cC_nzeg|nz_~z5iNU}_>eUc$l?Q4@? z75r@S9B`@u)N$ibEomlG&7_h3lH7O0dLeRbjtS>{sdn`n_B@VfLJLl3Bw|+Awp%JW zr#-bYexKwV?5V6QT*nywcauGg&%6)=PfveE(By!9`f_l2r->IH7v;4#jz&vlW*LCF z+Yh)ZqxSFqIv;=Nb5n*TvE@~uTzqp#l;}-KQzbPTU^)9eaG=t}2M1ne+jO`d7hY3B zFFMwVe9x#_pkBHpUI8XaZ+^aO@0-RDsMB_>)#iWi5}4|5no9Ie4oA4=P^e;blvPbF ztFR!&L3Puxrrg3EB=Hmzn%RGU{3ZfE+@Bt^<)O?({T=)*0n|UwEy@!Ge@=PI zQ}JR~X7-@^j;e~k-Ep9&*Q2dl7C#V38dEw#bHMF-e%36i2EMM+9YxT%JDP04E8C>Bm zK*pqJbI1w4ynft;-~D5-G*=UwiKR(-7q+=M*I@9q)LSNzb>n{&-;_UG@ z2P|b|%0>#P^yigDQiM6QT?dh-sdb7O_{P=BUHmaBw?)%Cfn0laN_FoG7k>0QcMn~t z5t_v~_gKe%%^g!VO4c)yi}q;@gx4)1D{)^%+m!l3FB@MFpd$vcgv}`uXpfDP67}sK-A zRe%ssP^7@~DLeP~1m1+L{D#h-UeDyIUD8A|i*yiB#*kmfJCQGr$8MyTjf8ESpB7w` z=>7Sd!IYPC;$dNE!GqJ_)$0%0@7Q(4u-K8Q$#?t)SYHpslcKEA0$vsh0k98$v)mN8 zC;Bn1i@7uKo@VRyM8B~a*F01dSXl8FyZ-+s5^47l@@(zW;ilO|iF!LE1Yf=r6`^d` z;-xr=nJNGB4lk_ZmfzKw6M-7Pt@wRL&@wOjINi-3&_;XE_CAp!jHd!XN?`<1qf(7# zm2ER(ikK&9_GhAZY?Y~2LG|8#p_N%=d`AY{7s)*$TlT+7&lD6f-WL56bU*?IFLwrb z$26yE!w^^hgAJ}3_dSX9PrfQZ1$*95@pa;Pg31R4f^MdBgD$6y|GfSoDlU!UA2HaB71r znS(hxU}(Bzw;$b~{ue?0s_ou0I`v$ioN7PEq8=&C5X|Vfg?F|kAeS3GE=XFfS9Hu- z>1{iCPLl5rP@RFr)E#%M#=ARv3UyDrN;P9cM_}e{)q1d1%@A5Yy(@h%qZ9bTU%KaB zr@ZYL)2puKP7p;L0Kf5o*Ft+w44S{&4XVUf5)La5Xi5Hjm_^T>eXNB}szH_1!A?1^ zxQ+ON;+FwAV~GQM6L{?>kD>l+vk_8(T@r<)F+tS%@k_}Pk-l?G&kZ(5hG{ZWpa5ho zYDk&$U-YP>buxf&TD+ik_C__^@6> z<&;=?H2?lDXcCCY@9&8$Fy=m8wlw25;Zb%D?l_9yiBxx9QtO!#lqBz7Y#W_*T+uI7 zo9yqK_+i64!sFS9<2zKR%R zX8P<42#W1ZpipuMXRB$wjg5;F5E8R=@lNe4Kvcz!(;c@Sx31ryR-fhps@S>)joUcb z|Ja25OOlo8^m?-n`Cd$UHZ`auGN;2t2xI(mBDw=P8C%?}GRt+UzdqeMc~u!%>>pue z>b&V+?+A!mY0lj~KL`QcLAf(isdn=nt&8$GRGt@%9F=N1B2HtSW+b1e5qkS6*O9%E zvg`jNHy!@gH7-qStEQvauNZ$rWYYV}&(+w+%iDxCxgxxeG)@vlkR>L}<7s@eS_VD( z>D4&Ts#GN#>5B=Mi;H1RO0{=sm3wLC-UJ{~(1`{Jc^L^(91_LP*A zv_+1bJmOS8xym6~@BUoRMrXFK_HKx!@p1jgfEObd%;kD*%OjcWd^`eww99YhH!_E?kuunELG*r3T7y9j&Z%QKR-!<&B^ZCs6 z0ozaq`;K~ng)b>@{RO;X91~lC^@*llkh@zKrhl4&4=k}4VKaYz9Bvo36um4!bbv** ztlw3L(=U&?rax(|qS-J)YZ=9VN$EF??=T-nnTl4rE29=A9bKe)YJK(N19rn@In%!d zl~pXR2!E@5SIy(g`3Ka6Y{(A5FY1AS5h} zpYzw8+ycYFZ@K9(a%m9dyRC-MndYkmJQZWI%MW6B zv+8YWtVVWgPAxW=^8ZVJ+AV>ZTZ@p#B2G zycpbO?4qypGf8xEDB%M8EuP27CimkdjD&RUao$Uv%|j>G(c1+Uv9Y&++L8tf`&Lj) zZ0q_YWZ)B=uf~KLWcJ_9%(JdbaBH6Q=hP>)vUMzN<_GAv;(QFX(9Trv6~W6g6`79@ zBkoDs@0XIsl}E0!4j)N`b*kNtZ=IaQ?=aX!UJ-;Bs@z@%F^$0wbRCx+uQ2jktXPh8 z+g_m7=@Img0>7cT3NJ)vsvrrq%rXw$c9JXj?wzkmX7r&42^X8R15rA8uC8q1_(9oC zYE^pe`XqC~@pcdt11dTKQ#~{)TOw{pNxfR~a$ZV($mc_QAcsDAw9)q_E=3QROB(4c z68)&h&-a+Td*o|5>nz+A5f*hqf@6#)n*Rz(i)-XPJ(jsXtn;k$^PWo+Q+OeqYdl)w zY!jb{j*Y+Q5+kyuF4?3qre?2SyE9HLS=CJf!XXf6Kz+hG>r%67oA z(n;$dr$DhbI>}J?eaUNd8w(>kXNi|jZIV6Lzs~N@~&6HsSKt&5Uv7?{eR4ZB%HR;_L$UlcNrtyunL0q7%8=#8Rz0 zWqz|QLY?2Tf_vPWz5;u%+Z8rXqgb*wNm_pkNQ8ngH8&XPG0%iaTUUc;kH2!dd(&dPh=+5&5YsUjF=}9p}muzF!6CJv!uvI12p=PL8?a7 z^4$!`BBKUiv^=hmcZ`KQmt{vQr(n-K@ZHC{2`pS=9c?~YD3{0P3_%jpG4RqdSW>fA z>u0%d?`}EtuO1z$Ya3e!`kt^KApGllfZA-kkH(7<>Q>V{bhd328%xQZNf{aEt7T>s zd`C5GR->VeL>yqP`G_B?Vx$qw*BVd)HbRQ=dM0iQZb2L)K`K2~1cI#4-vW(T0a>-p zuW7=Ros-wX|J$Op0eF@Jp93OoazL@9{4N(K+>_^9K#Z`N-F|Wg1v1=`OANVxt8d`r zsd1w{zNgspBp}Yev(T50m(@;0GLxTOZ1#`W6;o?1l5R564`~r}wJ< zCUFfeCz*%dL$?y*O?{V-KfrP^kQ!qVRCb8TG2!>p;p?JFhe||&um82kft!q43Z0dn zx|UXZ%B=HsupFC1KDGP|)r++sRKa$zE*^(XX;C(`2kpFNygk+TY>N-UY-g4HW(^M?GBnb3bX1j8ipDncB(Ls*p^vu4bMd0S;&y!* z_CgG4D2Fs&S7?#NM|Z1#2Y+K2Z<w$rk1SvSy&UtV-NesMnTcqr7Unw-W6J;uw z^(+IU>6(NrR4Vw~1+@HFitxT-Aw&kcLo-=9*)`qGa@Jg3_Ydqq4iiTyvXhD3H38W+ zx}^}^GX=*5zlf@S{+u?c%1HP&qqx5n*@0BTzqt{4mz6V1ov4Vw@wY3hegw|r9Ojp0 z^|@|;tUkO8zvo!FTccg(tOWlMzI=2AL8G@XfZ7s^kj{d-WGd*iNc4fU=~!fQoG8YKu|`>9)at-Z5%HB{ z|ESJNzqdT2*cj7#Z14;)q^A+qt=|l0wWeNy;EIqrYFSADp$$B}NyYR>GS?Uo*VxQqN}Wbia6h+B_|IKQ0Te zTxeu|=FCZNu)HnS;h*Emu}ib;*O}HZIbjW8Y9%%}Gi65n)i{m9M?6#zZW(L3%)IY# z6PF7DYMQP$vJ04$tm}zwWvcLH?MOa;b&BkO+X>hwQ^BA=HpFQHT(RPlz(tKeaGM`a zcYU#k4^x(y%ZXO2&Z+dcm^=}P&vRORvlA2Xx~@8*FA^3&+wc7UeIB_ptZa1d++UL@ z=WHK^mAzZn!B;kOO8Q_Q63skW@Ht}$ae541E! ze9vNRjFS(jZSD@>Y~D8}bC&P(rcaa-(($`MwrFnFv}aB_3B|3j@5F%Zb7tEtx~sDN z1$<67d$77lUO{Qod=`FtmLp-s9GuF^tfoh z@Hs_XTD|x3zRxh$>)B%k963?-I1!Jj!`NCoW#0P^*pY*#)j)Ii4J*ZJ_fP@gW&w4K zEgj;1lmh|No9TaV%LXv~gVl}w%SYhDIrB`Yup4yBW~l(>2<<25ISW%wgei?02%*sZ z)ZI_d_e7NfVhnQ#ULDvO0oZK!m3p=r?+Un&{3p!CHcxg!gee1u|3W)QNONI4)n}*f zS4;aohZ?!PLSuIjzqeLA4y2?9@id}Va0N&)-c+(koain;ilO9Ui2|6MPKFH?YKla} zB|>8nAKyLuP|`(oj+LjakD=zwcmq^1?RDQ9rpG@!fh|^+*onx&`hjfZEBDRwB-vJg zn3xnPY4;PHAKe9+zv3{_F({X!U(^_-yo5@iyOddJn+O)&yQOtXgaX#EwCAVwq3>Rm;<{BXzhDe;tMm)QOGIEEE9bcto$&jd|>P2jTI9N zL!APpkp7UNfEQ__WmA3ZisuODOyD~<1q_aX`zx08G{tJ}6I{8IQknUCMlomo?n>{S z2b@cm81xfzvxuh(8V_?6eao+-L;o#^yqN`k(tl4g$X?B9rwfi_tYaC{M;eXP(s>(* z;!-7W$L<(+RAC^bGl*R29t2~YmnUoCY~y(EQRG2oKSdao@ZkSva1gm(4?mXpucOys za<;=e0pf^EP5zYi$5EH_1JZR1=3I3)MMsV8O2X#WVo6_xpZeOnGj7cj=Fyf3Uz?(E zt)lmCD@pwy#!U7$vaufy3gVXCbwDvqZEwQ}LzMI#=I1|lbklR3_kr%%$QJ&;5|RB^ z)u1$8B~~(F8>>*+@zsT5jZv9_xpJNK_X$#lq<^O`{_8}e9iUA!bV>=X+3bKKJ8Gm;c;TK(QKNB zXk{a5-;r~OG2(rvu_cQ&cVxtlj<}HU=FZNWQ_+Pceg>{!d$O|2owgpo&!^)BpE4{C@{ZkZkZ7V6a;v8JLN_yIX2Fl zqMnBrxx_-S>*&H+8KAW)cwMVVL06}Fdmt1?OYN*XpCZJKw>XPRZOl#*Hv0MZLIZ$a z(cHnyH)cabS=AVPy2_%y6$Hz5xs?$4YFssyic6o3 ze#a6Xhga`Fj*^=q>7kry3I6iH@b1V-xd&&6J2NVBvbwH~+OQz&JSeXU$5p%C*{Sf< zVIMO}Eq))lrsH9+Sx{8e+CKW=T9O-W!ESEhn?vjv6Js5<%=P5{PYe-V6n{Jf z&I)3Mc22b4_3#I6_h4hFG^QRF(PY0V+R{hATmF66yo_B@(2oBLkDt`eOs?4igKVU1 zJ7`WzZfNLkD1HJv`Muri%<;Tl1M@}KTk9;5f1QL+Dd!B+)RHLQ{o-dfetsLPe-OD3 zh*CnVl1=?6Q1l@)p7E`ajT!fI$JWj?B7s`E#E?#F4YGwSF;vK`eZF|?QgMI2IBAd% zfUR){KERAFZmJzR=JVlPe;J}oHO?>6>;CvxLPi$#<+pR$^hKaP?BKtALxEK&5o~+( zD{sOhOs>FPW(l>t3*`C+^0su&d}15k!YzX+>o3vyR%$4hWx8}!Lz9`Y_BZKd0;e>@ zY>heI4e8lz1rL?C2g;YM3r&hVHj#B`f)wNe3-T~eo|v02yq2xh+{j5qWe&x&X!Cqz zl$6_=gC0)VvNY-ntTRJpWi?cB4ekU5@0;vt1F}4UwEe4_pQ06M*1LMX%r|MXipsgH zv6T+O$_ons0Zf(9ytt6VGJO+hMn8;jGPOsJ*5UkMr=T|z)4t%@PrAiXoJ`ux+k09F zLvcXQPi@$WcrVnspQV&mlLz+)iQe&H?Y>j9ATbbRi;MG0Tp(<_`vg~K)pdY%He6FF zRJu(?de8L`rf$Z{G?h>8|9X1YQtKWAfX0!bT`yPw7KaT4iW3l7-9I;ttDmJA9f)o- z{*wIGT>2756#n%G2Fu7xl8%8ObPZI_i!yd{`9LQlI^rYcu$dr6Vxc6kU;6uZW@MeA zJY1pg0Bkz|5U;5Oo&b2M&z+ZC&AH%M;G6Uy0e7Nx9j0xyl5;=kVz`jM0DZQtdt#_v zhU_;#Tb)!VD*MfW{0~)s7+fO`_t@quXg}1xV2`YiMH@p;aU~l2OR4EZc*X21JR|JouhQ>I+(1E|BU^bf;%$4-oEIU~$OH zDfZ~RCjrgn(EvO53DUXQ?DswA6IsZ)R%7z~AOHAO5DnHxQj0e*d`JqIK2Ai`uV{u~yv$0G(XOKwD{7KyprD zFv*$zhdIDP|~dKJeNQo`loY^vXeEILnZi3lni3R{$H3%oJWhm-zjZ2^r7 zL)Jb&HRG8vCc4Ade1It<+E^|bVRbNjIaL0?L7baNIfs@FtoS`k77l?07krg55$Qhp zxKffD+J$Dep1FVrVHDErZ|UrcW1#)cNXR?5v*R0!0N_7>ToS;9vJ<@bjUD-fb=;r( z&yV>V1ms9FtzOTv?HCw_wl`GE+UQ_ALEz(%ZaaCC?c_KcPujOHc13KR{N{pzN2KEp zm()Q+amCfjJ-C=jZL}F>)qFbLNipMN+z1A+IB;@u^2RA4zgGL6o9^9l%nffHHK2jY zkL>}$e+L9mC#i3(OFlZ9bW?p7%sS=N8bevSrxLL2XER?OtiqPO(AC?WCGF-<;bXE2 zF}eic(RMw_dDeEQ$T@``wV0o3`o2$IxuI!ON~8cXj!>SDktlH#=Nk|}6n4rx5&Id4 zympvH0`JpaI^|9Pp$L$V3_M4dWd)~d3PC*KF(*l{YP-Qi^mTo;%GEKI^;+xXr1hFB z@4kCH+c+rcO{6D(6!E$KmTD4^&F+8k(dVKl)%P@6=ivY%8jFqHTIZfjA5>uKTX1tp z;*=4l%ve#!Dn&$mn0L!5s}_3-GkeN6DK;b+7e6F>HLLjf@j;epBl5Ljo(NlbWo1Vu zwo>V+EssSBH=%U5ZLr7Uv3Wj2WD?~5(8nf~(Ku}C> z%4S2^m2O3O4i;*R7!qa1N{68zI6EECKr-eKO#v3g;N5z82Q+8mwF2|*t=6rMl3}+b zb&(EmF2D-oo<`0B7HebhAs^dxBfhA~8Nt+_!h5{+@IL5+?fC{OBKsLl%l5Jd-v+1MdT3#o6j69GLM zbNTPp70vPc1MiT~A|!Y!1X~qAqAyEcB9}(?@sE5Mkv>$YU-)GwOv8szhz{6@)n5O9 z(&i{~B%GVktdsS$Ebkgra*Y}#h|E4GZDj^g5nBJVJV@uqh_n)$keql})JFt-a zl=wWq02GhgnuuuNhIl0loak;6)Jcv-V(=3wHUH#ST;#==%d*2CzNau?WhjpnS&;>h zNS=IZuG>Ogzgq)6QJ`eNz4AZRt)==#Hr)b($Z=aSi&9;DSuY63wBgeHDJ z9sI)Y05ZUFv$OZQ#4YIY?{KuP%~#L$S8jyM#d*yF&TLgcIwH<9=#iFUDf7f0`=7PLCjk{Qi*qOq< zm%Pp_)EL6M5+w5KB*0#1qONme$w57+yAjpk5DH8_o@ za*aumZAN4ezH0^OH|Byq4NJFE9;!c9Szf`NimX4sR2N9aFZp2U%po|?X~^BdH#exV z)gu?KjV%-!ja8YPKG7^+*1qtQg=^W|Eb>nXTTCc{(*%QDL0F4^c9@2@Plq>2 zlt28Fys?T3I82|j8w!s!JcVZxC||9tPLZx|2NNJ zBi?JsoxQUpS%BxD#uzQdUNNF5{6fw51DS2gNWd|BIG|Pt_;5S=}N-^Qd zS>NFW?ofC;*%>%2)z~-mbN4M1wBr?i!5PwDP!l7SZUvUNpfz!P<2-%+Rf{ywrRzBu zVOI-erPVr4gn4YDwSWGIP3=h31vVCDf2z`EYLT?%1JusX=VJ3hM`iDXoQ*QgXtHOc zx(M$MrVu_2LN5_ww7}Ss+eDbe1q$WM{t$P<(-*BPFvW&{f|rr>arl)RMSRLSm40O9 zyZe4`HuTui5Hr(K#<=ddnALc(3L&Y%iNsnjg#M02JEMR$#^*?N5^e#x?Rt9dan(s5 zXeBf;kCwXm9rx{kIYrP0IzuYzekYE1frSUfDe&v;{N6e!646=l9vpJ6$ZB>T>Umsz zHfidDfyM|xwPzD2YwX|W=Wf`mXE(d<#ELN}To!yy!SW^2dUV!j$HzKf6p<)63Y59=)G>(!C*}0gLZGh=dg-_T&Bgc2hR% zen&a~`q1f#XfrkBQ-TnYL#i)HoIA2+xZQ3BE5AZHskqu3WI`K=WPT!|JMdV|eaz1f zxUiImYY~~`#7asPGMswMG&L%Tm%jvxXd9w3IgMRc6A>x$4u37V0JYtvh>cjTyPI3@ z&G7@E0fYD5>+7Ou*#xWZI zVC4C_&4qHYrmZfL(8MmoBwOra^lX5@@mg}eP{P`XFo7MxjzpE*pw?4 zU?^_*Q#-&y_`<%Iuth6Bv?Afp$zXDl(JTFPhG4xP_a3*@GC(b@6#fAyy+=CnN7PW1It8u4A4P`XqIQ42*uu+u9Ffo%ESQ@$wAd~5?7c@Q%8WFuurF`7WL zuG2^z+mn($8#BZ4GIQ_F-@lj&MMpBV7QtN1ZR$i8vfOd{aWJtQ~d>1LRRZ@kN2HLMtEZ*5aPUn zl10f7D~|=E4>ERKnYUTcqCZ;-?l~Kv=znEkAQiSY2ECv%E-%8KCA+IhWb7l^6RKkK)r^@gT5v~VMOo82- z`;|5`us5Lrf2m`nXDo|`QuKCcw5ht^a^(9DSfc~_9sU01_l7%6`o6tKHY-y81N=id zlw2O=N+!ZNVw7|zeQn$K0yeetP0F$J848?v!*q+I*~0%>MvRPoZhgD1PNC-;Fj3Vw zEI~0LU`t49&*tO5U5t)5_iFli$%jazSLNZmy>5CO-H{RU*q1)TB^Ds#?0vh{nFKD& zZFQKbCY#V+^gyq1ReyF~2 zLnQI|Gi&yyz6^Y6?4Jj&epMYhxh0;6ds{QO$Dzl}JZ7qb33(N8B0?`on9Q1uw#-T# z68)9DcYA6xrMUOIjA`$x)pqI%pOu*7^6-A&7gD?&J%0S_trOq?FiK@qJ7!^GMl{^Z(@>XV&g}A_uCd1?(t~HIM3s+V{1yF>A5p!0d8VpvNrlHUIW=M=h-#Ur0draeQ># z-8&Y(Q#oB>&dVoYPD9>-Z%p5|k-RHXk=K7Bnl-tP=G<_!k86S+D?nWs`=UsBsvgPe z(4vE`+F_z#n54M#IfpM>-*2MOiR`vIJJY>u6A$u_1&#Mljyu@P>SV*H0fiS!csGw|wv zSqlw|Hx#lf{_^=%BXCzIFm%ar@EBN`T7NVEN9Do}bCE;fo>O0U!6WO>nc&2}J}Cfi z8u-2Yf**$L(s3bcFa(2%y-tI#DKEylpT}$~AELk)?3d!t*sqAd8}akMlvCa`RWjwM zvtev$o*+-s{52A8v}>(U`7yD3)CgJ8T-hoX>|zVtUk+L2)1i`#97}KF8A>ORa#?iL zD^yDBqy66bSCWn`FY80$aFDC$O(riU%spfY5GHx&n_%XPVKJ)(0hkO^$SyP&P;RGDK=Z>i7lpVb{I&1+=V#C`1193CVZVgY_1gUjQw_AU0)GFGoL?UA zKg{L7wUF6+k|%AISxp|5fw+K+sMYqn_)}&bPT5(3kG@_FgP_v#43V)#!}a){cpIA} ztMrP-!1gVY+9t{0j=!_XZI8NF(i@8dlpcmZ!hh)-fiA2xnMUwapo_3Y{hEC8S_q3} zq{MwwO7;WSE{XwR_13@HI^bR#up6JMOKWZx!G+A+rKB(dhpZM1myxocbVo zyb&-Fp;bPSVosDD^i#k~m-kFOBs$D%NEt_r$3LR#2BJYk+ohtRZQfOt1^4M)bB(UW zM}7%vdtt81VIIxhXuu?hlFisbU}ACXu(wNm@C(h!32ATv+=Mu^mVls@TS0YKzPxWm zwQ}`w92VN5W69Le)S?NP#v-4uLQo(swL~JS9LD*UgCvtS!PUU0sS-2#eiBd;$5Dv& z&o}D&g?Obh&4^-ak&`mb$z_neahD~H=2UL9u1|ZzT#P?62XJC4fJ0I|-_6yvhyA&i z{k-J$I(JV8_;1kSdquzg3cG9dyRm;72S2UDnxErdw_k?=`^+t1HH!tHU>_Ax`STD!KTIYs~liQCNJgBH{Gy>2Vw9&R74HbH19UgNAF}x z@v|dx(hI{e@9&$?`&xlxHQS@&;@_lM-nP7UbpF5RCy?QCtVk-~a?O56p$bEaNgiHk zsoixz{@!Bi#A4!{sCKSiMK% zd*xSfiL&4xuH{viM#T8ObOvG`i%p`NV$?Lgo;!7UL20#2bM`kj+t&jVXA`-3h)tf3 zbOc2Ow|0DT3xdPPW4!@qAo)G18@>^Zob0vRmFv$BR`~K1z3SZC>AAjv-Cp;tXnx&zTC9h@E~Wj+cM1*7{I} zWf_naP*WzJ3VoGXKTVsu8XagfV>j@wdHY^g<`PEX8Gaz` zr?_)Nhdgfc>_qfZ<1q`irU;pw|X}xIWmkQHuHx|AC2x zP9qE>$Scjd-UMl_US3>?KO8&S`i#{Bx#Fh3{Xt>DHl_M3;{%27SLFH z{V@u@T7Ty6xZjF;uI#>PUUsPNxKw;i zKY^Z$y0263&%C?Gs$oafmyOi{m2+*cpI>KR`*WY%!LhGr-A_=Tv(|mKwVa!nte6;T zcpj2CIMd1~3D^9%(q4Pc?U6bR{^@^ODk)08&>YB@e|*ir;YEx8iB#{SG7KikoqJc< zyPTnrGm`h)TVLDQje1kEi+>OF#&+eQ!!=kg7D^yT~8* z(xUv(;u#HpO?Aav0qxk&Ej+cD^jseNP)}Jw=)h_mTI(RP+v|RU5AApfsI8N{IGps) zX}^O4&6$0;&)bfs8=j^tv;iuX0wL)qC=$`)yX|KdrxDYE7Z*bgx)TQC;-fQoU4KwF zi~^l21ojsp5a(@oxK6_Zi^EartA*;1ZBv$Z*IxO1(Q3uw_?MMT<+l3I0h&_C_cbYV z!=Qq7!F^-HU^ZN8Lt0(Znf_V;>fyV!g_0&BNTKESx{76-&uS5rf%Pi}@mDRUKEi{z zshZ+fFR#J9d28shFGw8uf(c!Xy5nj>_|rCZ%iSLqSVC}uwfgbLyL6W z5~s#SlB)$REaIp40LZRi`#i#JBsUIdQNOxws_Rz_)OASM2reUS7S7nx96nXJ3m~aV zhVFCcKJirhpVj}9t$o_Sb$OZB(Hpk`rhj=t?1#%)A2lLe{8spa+8I7YH5fJRC%e!%2;;5Hk87X;qgfK%3Cr|Wy{FGbz`F0Z#P_4W0$LGIsxPnbwM{O!Ic zd=2V8CxrFRco%&3WC6Cx;cR!myumXimrUpt3{~F}FUluaFo=$QqhfYmYM9r6qhukH zfZi!g>xQVPkikiwW`j0UY(P~pfq^r_AocVLRXmG{Cu#g z5@B(Zjn=&h{YPAYFvP%|XJ^wmyRQjj1tp}T-iWDE>vw#ZawIA-&?@;JRUrozl_jOu z`z{Gcj{P&`?kLnInSgm8`RD*+NeN&Fp#Yq)@h%ea{2qrm>5x@_S)%j3!Kb0?_-7PVYaFW4(mn=Z`J!P>N<}anf;V z#B7e@q2b006732`Uu(~H&_=`ElX`PbX;!m%*sh`Ekl>AxED_&7WuuloHaKC6=%zag z(!n-V>z|&izvKV2pOqQ&YynAcE?yZ6!hAl%vN9E$B_!TEn4P_>fbp|D_O^Sf(UaN+ zkH599JEftko$2k@QCHPj7V;ObVm1Usp`askYn&l4P@NM0u)GT+=6oFdC2Dc(icvE# z6NMXp-EL5wS2cZAApY3t!aV1_i+WdHmd`-HKhtDpLi5XsWDNK-lS@&UVo%cbm42I0 zTNhc3eW&*ba+LZ<8+YTv0=MOgVG*EahJ(0NydDX)U7Hi+PmE!jUPFEQ3hg+3kL-uuH*; z@!CH?tHQiKs8u(iF`u&RXG^AA1KFx5swnev;ukQqKA#O*ne6Pj{hP^>WW%*)dOLyG z_3#A7nGZ!3$ZkZ%YJL~bhU|8mrlQB~UAWay@X5_}->F zuvNidKalpnEDtx?dp#hv`@hHD>j?NV_dNH-<`uZNEHB*ucMnXw?%{RQ8cyyz$`Bzq(DShR7llh_tW zNBulJNZh{Qe03eYN7Oq96L1erU>iz0s8%IA2aqJc`wc*gLp}g-RXi{W|bwT0O$5P$V8gpZy5rY>RuEG3KqCJe}c(sGEGfLX3JV6Z9VTK zHRIUMBBi%9>4tllMbG2>zzpbAj5k496oqeya9E`))i3jKI3l5}<81CM5^Bxsa82_( zJ|^ZT7q+k7n`d3=evf#qE%+@yL1gmhr}ODav5nw62qNqKbwT*}KHlh7GrswkhCcD_;EFJ+#h0?5#r?iYj7}K4rLeE*M!a3xqC)EyU+NV! zeT-h65lD__=!-R<1Gw={A0InPPyQ<0znbV)p@a z#!a3J-Pv2`#+B%ZIX4jrO04k8eSXe?=PZRR{Yyuo-I2tPsAjxxF!>To zU~9_-ONP~+PRF`^0R`kfbk&}6mbM`{ zW#{O1jAgv$ozrUg(HrZzt%Eg@^!QTU5qA2IpNRNo>~oH`2MjFsT#Y8l(I*7ysH|_H!nF z>c=xaPYZr_+~51Q1x_#25xSWSwZ5p|5jRz5iW}Y85Il{LKo;jm&{!fp!88f@-`^ww zf1lXq>}Lw9+#5N{yMOKg%mjmgd>rqM*w+ zb`^biLg5v!&f{Za=3Cw-^vI_|LH5}@n^t4D;cCw->gx;L?T=U~3@I^3k8NK4HwF=M z%T!aM1@x0#bt2n4Bkr)j!1MG3dU839LRpu^4y?b)d>wG~lhk9WWDHYify~bA!G6pN zMSQtiniDelT;WXJ)x}WyL_O(=cH+5Vqrs(LfH{E|;+cZ@MJMRNakL~iP`P?xyBQ31 z`FVrL|&0?7<4(hiZQ&qMv(IEBGi539}**-b-^Y}1l)8FQXfR%Zh@ck32m zCQ-lX`JhH?b=yM?KS&70Ey!%P^h2KsOFYLz;=$z|UTQ|?&Y#6Wf5U_uG3Kt`L*jB?ty)Q<7fUz+R8fwGZqu`wUbUUb{TB_N_QB-Cz(*UCr z>#E@CaPlH8r}Q{u*G)kynT&$MZGVD1fp+ucgk`285x&r6Ie6hF3Mxeg|Jv(U4?#BM(df8tB|435w}yp^rZ|a3x_sE*Yux7Ab+tMF$sh|`M-AF zl{N@V9w+#xQ6*CJP5%H@ukYXRukW1iVK&{}#jDqKcE%(nj77aY6ZesD5uiT2L$sq0 zk+4(IBT%lUXGu+-Gk^5;?W~?z*Y!i10!tnOhnfG&v5AWjaNu~o&z0KtPd~+9mjxX%lmpQJjN>Et%E!111dZA$9xYCf2wp8B$#g!!5>m5GT zw7yJuSOZv=Mh3mtx2j+9M^RITeW2AtJSz+FDwc=^iMW z1(8TFj=UEmf$F_8?X5l^+8b`;Rl$$r!dSwj|-z7@}OnK z$r$a4bd>Q@3EeP>qmzjuHTeo@3be*)R43huJvLa8H^q(;vb4bsi|QaJ@iM>4zoszU z8M3z1bqGOwKo9@XW+hA)v1{vGa5MI`GW#?;;&@hM)(XLAMWZK_6_4RGVjz}0Gf_=` z%nU8uC#Bfy*^_3|R^WuB5};wsjJXrc3cfyrA9LeT#U3}L_GTINlUY)ASO|1%wS+0F zjwNph;myQ+onMOI|0ooAwN5~EQVAlU3HRymCVE(xukApr+IwM}Zd3@$VxwT5K>z?jn5O*^U#VJ+*pe>n1%i@3DXMkjTk1yVN^OM0+7d z-Qksp(RMIlb3&FX*GFR?E!gGl;`aG_>|`Bt4t;9^)@N_q<7XP9POx4Y9l*CM|ACk` ztZepIH`2BPxA&}GBEuShzX#ueA2om?Kv`AkD1z2P{9VQuJ7>(5N8T4`dWCvnp+b;) zBTdWkl#b9P>&#Jww*9T(y7950Y7^u~vkYDq1Mkrl?8REN3i@_kCC~ROlQ;)CnK6P2kw{JwJWshdL@P?D3KLwRPB{i$r-KK-#&EhF z46}nUyMOFyW)-YM+njDJ4jc%R4;xvj5Bf(JJ&5tjKZi8E5$F39zyFZ2-@ok18iIN; zK^ge?`_#Q?)sKs)l4BHfvzPG?dEmIG6^gRm0U{mOAJk}ubWK!t(rDXw(|__>H$j@v z*Q?38b9;Od+rCKKbd|4Oc&p|cf}^P=qxPPmsI{$a>+&*Tx9*p==eE-DO|w_tpt-CE z2E<~>1*Wg3Ka|geD+0QWZuf?|?cb6&%orLPx70&q(P#8g22DYBPR89|#Rr$50mW-o3IZIAP@7^&Uk~?x&GVet( z`?XR3R510KZ}gn$n4{FMY}EhC*}1p~(>Y8{G={%6`SKVnevb$NZuIkwK;oMVTwUSj z%~mT7n(tFzFHMjo#L|`TXT@JMV6(5+;z%2JfzZ2_mX-~6*cSVJ<@zHl9Bi)pQ3sfN ztgXMSv1{foGjLTj7%Cpi=*UYlAr1cf)`;IsX8zQv{r|9Zl~GZ3Z5t#61xW$vl9uj9 z1W84Z?vn0q5u{7HK~i$)7#K!cKw4(#?japuXujj~e*gG2Yq8eZ`@Z*;GsAKduHS2x zL}c^J$0Fc*8ejYRo=wNSEX=lCTu9tU8#^pkS2HkGMB7-SCTEVerk;&ob}sU&sh^21 zt#%q@JT*^eldBYz5P7!8%5JzIf#-6-5Ws$3miWi(cp^Wa^r&YQZ zRW3-yF-A|eaF3Q_m|6@CO6nof!X`KD!bO=c(9(UvU;AvgEU)KMs1CilSR0s-00F6> zL4P&V?y*U>Y{W9;M@Jp7>cVVzk z^-pO@EeA8qRJMjxg{_31dcJVd;9Dtfm?Z0mh>-K~hm}9bm@1?|%oXWAmX}m1SGldR zSTjGXm#J8YF2Nypl5zVA&1WI@GX!?eh%B1?2Xh3{AfVY8F3e|p$EPHR#wM)r4#wyL zU%D6&PUNdY5VvBZ_lOsy&Wcqw_58us9I_DWHKLHdyR=j+CR(|^XcdzQ9y=OcNJlT% zPV&W~BM+8Vej(`CWNUjyub+57|0W3Ul7`93@)$y$34Le30^v3`w$PXghRtXb!Yt5E zsVd2i6GxS@e%#$_29(YEFF4E#ZoT<|7mAx~&yGioKc$!q_H)J1p0U;b{^yY~4^gG! z4{-D}0>wQ3#?{(4goQq-N1T&bvHiXtU+tv+dq?GQ7th8~lpHUGapblVgI$Sb+0}So z@Y6u(TRb2@i;tuFT-$r(0vb>C)%SfuzVQn>n9R=Tlb!%ZY-8udGxfrwPo#uZ%~v8_ z7I_za$cZ;9Z-lL08Y~FF50%X&(RQ|9RuSAqWkK%I zToskp_ct3$E9zQI$WULboUS$E1wYZnr2IH zwuoMa*LwbQ89Cx|;XhR%X*y&^B!>&$KR#f;C7-dy(6%mq!c06oM_NN_t)E<0;o;3T z_rf{F`b9-3MA!C2mm5Nv4BQm|fv_tNcPl&pcI6(K%f}C&Wo{Z}HVW<{bA;1Y=2w>*L*^dK{$$B%QT@IIr39H4470h1zT3`L-(#hwTGFF%B1%WsFpawOP%{_)mQcL37xb!ZFQ5zeptlj??!6@A897wmOvyl-dq>7aP>q zsI)whI;Bl$`FmnN&e2i_-~|L863WTR%(!;hn%e1p#=6hHRuc70QNTw0SFXL? zY>wPNB$tW>1O$B4?ms={OQe;uXg8Wtoi;-(b|E=k*Avdj8boY@D zp&h3FIL&V{juuny~6j@X)Z#3xJdp5=H z(m_J9#J74<`8K_yqQ_$bE%3NmL`OhnS}=7>1|HhU?KZg;bKNp4evMk7I(ouJtn*xo z4qxd;Y$kB*aG~{zUR_@W)WB1dy5Re0h`vdVf|H?X3a=a%i%>0AE|CRKxB`oo2zWc` zON$`RTTc2%qjfs#_BwerpSSLPoUS&`iZqy<3ZZ3P4g{x`-}9PGox5fRGC z@t^HzrVqsxd%RX5+B?lI4?-!Y9J7e%pXZ2A&l8##Gy5F|-*gu7^qCqQR(WYk5Lh+q z#3?d02o~2m?1S%LBPvw6GOXJh5(7WDHdIITsCA zxDw&(FM4U421Z=EnD|}B;_kuini(19w+dS?l`Tf*Rx=dY`+Wts<3*NNw$#Gy^26T@=q^79o?9S#{cx5FlA|N13jC5Mn06}JX z2ySG)ciisGqtkX0dfB*)mbDqhjBfcO2J23e!E0VjqNAe|d8Er$$#{^p3|G~cUAa6gJY0Z`$)UgQdd?m{BN`M- zZ&-LTBt&}s zGrSh+aCZ4Gb*HkN3LIE|$&8^P!0EP$nR`UNQBwJ|(!M*8&#B+(9#O)ZVViORM-N9_ z+oq6;a#!W-j1Z&VWj2K3G@(Eq&X1j%e{!!8gOYb7ODa_IdomkhWL zM+IM#be$rgW2cSdVxpaLj5YF{Oqe|iqPwsl8e}a5F8ay9hWiDap?)XwId;1KaW^=} z#CsV8h+I+<&uJL4ow`G@8WoA3FPV(^&i;ANlM`3pMV|_w635fWD199rg~nQrs%M?p zbv0FC z`gkn@kx_BOqBvA0t+%654eVjq1<)4f#E`5zrgXauy*z zi2#t9%xo^4sJs@oAZ> zZ2`i1u;;ULPqVu0x_pi~t!Hi_<0XiT{!EibkFo3_3XE85IT#(i6+w;GHK288%reU5 z+qW*XZ&75jO4fu4#coZB@dJ5)s^rh~Icb_G!U;paZw^if$OHS*%CSUFh=VlIIM5;Z z=nkUC^?G5r0ngJb-MYk1CA;hlep%_C7Tmt~T=pTk%<4lMm(hNcbWDZfYhCyc{F_qJBOU-QR2!Iae}b$-<5S#dq%h7tjsDN zLRlKR&G^!Er4(#e;zIU^RhHgMz5_!Sa~!fEFOp_QAH>&PjA=~zhMdu@m~?RBGpiO} zqDg5fwz(tb=W{QRwEEenlaX|Pi;wR{GlDsCxq|Dq*^lIK=> z=iW6`631!6CevklIQ6y5HGxHbOIRzX%Vd$v$hb*R@Ojmuq&VZDe#KdTKbEz=yO&qL zr?_=JTQ1U+)z^*4t4XKCj<|>$FH+vy$45+3(kkR3Y0~x=u(VxHCI=B;|G9-|0gZ-%-um?9cDSxd?xGJ1XI1xLr13k%(*~FKXi;K+YT9N6&8n)37RS2q z@g!xBD>pn}o*PFOc+xt&Hqz{5`D~ZA#At%)yW`0mad>CET_9OhYmcz%SH6y)r1*xt zu8Z*;<`*Xu*jx{{#~kDHqwfhP%q__OdhLz-_y&T$5BGBpB9fcIW;sN-&GE=*dg1P? zN9q`X$lV^ktFt-4^_Nf^l9E3W*@9+xiVncM23!T2x8o1%ru6aFF+U8iT-a=*R9RA$-&9 z_i!;3ymLqH27K4F(31Ir{IB=nj6ow{y%K?5sRLhYMe6q6^iFO;fk$xgn4|Dhv^qG| z#E3_U+9Svo@(=hKBBY(oSMn}*ut3UOkg}npLm|72i|i>kH+LI=172Qc{-cKBM~mB2 z{d^A>t4v@m3{=_7k~hB_w*$Fdr^4;ngZzn zZv<$GvVUQvF3q>__+cUwGjy(=HbNl{_!GLDDdGz!pnW=@Z;j4HSfz^PBVK|-{7d^l zn$F^+Hs@fb)7=d0UGp4?N;G-z--?4D884wsO)XTN4 zLzu5*UyM=w+LE`&uU(;#?@t0-?Fp@gkbwcug|%@b6#AC&K%ggHUiHDRV_h==}y`3`X zb6WlLA5%SD2le6v!zcvA;}L@F|6Ns>*s!BdoHndXe+|7g9%C^swBw&nWj<6PU_ z96J3*RwWEQ%|)L464!iTnf8^bPowx5qqD9LxA5B0fw++Q@{{gi@H}RmFdvuU=Sr<| zAqdUi<1h6`0&a7NE>Hl-(53)f34`-tZHU*7xJ-BO3{OjKJ;CAWmjS@d%SMLUL>!xb zu=l_@s)Fqac33D?fo*Wsk0+;dY_crEDnoN~xcb?I<2BEV>S3*`d@!w00lzF!KjYh zg1o;opun%4@D1P`2cA2aZWJdgW&nPqV%o#D4{hV{8KjEs#xh|18IJU3?F8hgK( z?*j7s6q`DAMO0_wl5QRPLYxB6U_RPm=cMXP^*spfIz!N|6yuKht1APvbvu;~I&0npt#-+o7XJ@Rdzlha9_h=8)x`y%bh1 zGAwJS!?c4*ZpR-y7%H-Mc+I4L29j{(V;EH3o0Ql~-kb+42Dv_FuU_(Gz+xqhM1zwxpq zC2c27wpIi;%JU+=fD~hu1~6jUvM>Bg@tbS+w#4i>*vPc*M;~@fla<3J3oAZw>5-CC zJW0K@#9?=1uy0TG%|w@r>9 z0E=|YgDBc<&W33#o3eLO0Z=RydEhajY&>`|Zug`(gM#n1Pjb=BR zOGIrN;#RAPc^r=ln^ zs@dFLgC4|vjvxa-0;ca>jR-GszI2d%7N+uRV@@jP(OGoz<;XlBp6|5hDGq*-){LZe8NfrNU)ljV^C)CrWVgdbvhT1%4O(<6_P2!DIY@WS!rR+C zDAGr?%Ya|JbI1%4mH%5b=$212HBK>TN^tAQL8Rh5)%yDc_;g`C58|inpKg6-l{nq_ zwES;DQkfX?iaLo@q1#rlsFHls?;Qv(k3*7sMEpZiNYaaKko*j z0u}%FtRgP=!sH^vaSLG^oU*aa^~6em@^QcOHPob$MP)Y#(-bW;)%DHK`tHc-f0Ft* z@VWDldJMimZ%z3#zxlg?_L3c4poYT;;Y6uPzuXM*`seQSOfYYo;im5(0lzphefbP*NoVE70lO2xkn=Tav83B5yx z0M0jDzidr-x?H2)?;nUMnrgCNPWEQH7R%~<8bM;XlPns$^UQKleZob4CXAq6nLfxy#x8Jq$O*RF(FT@|bc6294|9%b^2E|19L-@IwgmAU4RvF;uk z;?sBeS#UR3a02TvW%!n?GL!Ci`AGSyj5N_uVC<8nGm-T9i&-zGM{_iPoz6ERg1npx zs@Xl9jEj6Asev1@Md(k8JdoC*rg0pljt*S<>vQ7p1ppnklrG`mbci(37Mw)WG5mAV zp_A2$7{iRT2OZ{|554*7WtwnAbf`-66SDW)AVV14X6?!DQ9O?Y^OX%a+h!>cOn+-l zp~+*Avm|~g^?k%BZUnLIvjjQvfZrwP%&7$B*eno_IZK~jZQiZ>ZfE-7T`=ZHCozVD z{{H3;bI#Lp3kuBZxSOYOscH7YX3;G`w7@fn{<)rctdOo~X#khb4(h;oje9016L|D$tmD^Eh*g^bHwvWx5oX`uWgaVrHh?u}S zg$h#TY@nV(#Cd6J^NfA^3M=}cQE0yY^;4&>94SNL5F zfEp!V(ys@AjpdBtxw*L-8@uhZgW*YRgSJRBO?GSf1Utls5J_4A+C+egE@Cq{+xJ2? z=QP==@opqRgX7k%;_|dQ0LboQ)hQSW$f*u}mN!?o)oDW>SgDsq`6b(i z0idO=zh`lPGEwA1Wm&C|a`M;fEkD}b7Y|~2@6dP8{nt8|mzMCIfT;?+D*^1KUJo4y=yr2 zjs3jiL`bY&LHQ@j`KZ14h>~9EI{*PPAxN?L6`bfOY6cuWGv302i(Q)_#f61k!L2j< z7&XneOtn4(P27;oBs-LRE~uWTdZ-a-&|d1KEdf=@XV7;f6rPXQFb#L~`ByVczS81U z=V@h7B14LWT(gE)w4Z9n%WA@3BCr0quf;Qb!}X%Uhyo;zs=qo4EmEeN$Vewx*b_);{oSg-au`N~tJRxqWCy&(9O&!zMHS#;8$GHi%+@a;&67up=j zAVM=-t455_d$i9n_j%a}cHKE6nwPOLJhU=H`5tm~zgRO83zHR57NKitZIy>eV%RL1 zEWKI?ndbxP!ZO|m!@Hc{`%Oy!2|n`Y-C0@rLucxV2i}FVwy|-Vg5H!knHoe9M-KSBUwR3c6aV;s&n0bN{ic_5Ds~3eF|vN63Ea zt?gFpk2U!Or~ZcUl_h^eI*#-Y6snUQK@Al_*gg@fuoz2NnSKu(dXEp72Z7|UjW7b~ z&D+~A-DXPCyD9jCc-IRQehTK&y-K6~Gh#x`v6VoT3|S`FqAnF zlA}eas&K(H)!7RbHqQS3e!lW?I^=3|khf2Z=;GYk_9W5!0x27QeIPkx#EjSMz@l)_ zrjU^FN6F3ArjSw!^Y@kGg(OF3?i;=Bot+(k-QlH8#K5OpCLUOrg8@f$+ZDjr;`MWCSNm+^@3~-}iLs?&rPFKxd+5{>IJxHi) zCF5}Q9S^(-lbKkLU#x1v0LW~>Y|#yPtL3G1p82z%!j9?w+2JEaF6V*4UEKXyQkfTu zH2i3-kiHeCXqn8cFie`oEDRI-LaCw2*npR(L`BA-JY*d+QP?EsFuT0ePannCJ>nP# zC$d`-HukAW+X2M+Z@O7tA6WlgIdjbLZR|^6<#RL`Otl+;iQrP$l+$!v|#RP(HH7#C+B^a>&tXaQ%lAG+gfvXm%C5c1D{*FSOA z-gmU+Cm?ak)vn3Y^<)-(?pgz%DK|H(nfBLvOX!X333U-1qpI=0kJa?yzPb%+BR7qJ zWrH~?hI>?m-t-UzpBOLuBGs#eYpE)x!TjJu+h7+oBS&vy*6=i9D(d_bS=CGT_1lG? z9!uxmK{`+u|5nu#P?Ze|6}#Wyj9<;^p>-EeXohFFQEwdEEusw3yeJFmW7QU6kkQTT zl6gGp8{~&=sUrt|Z@iDzoXRWx%Nao8h4u<#FXS#7$J zNj~o~rKVcBl9`QYVXaD83NG?04%zq=FWYB1D6)0gKbAoH^7Frg^q&wHP#sDJUMBef zVus_8hnpYZmN8a^-o?Xg!FB%y0gS3j3rX64I1T`Bc4c-P>EYkOmyXv3-a4Tnb29a< z_4#u~C)VQIY<5EBARJYcF>=@0Df*_~|X?}$zB3G&XmEVjv| zTOS-BxAwe(KH7x>S;hZgbG;{IRi%Ub2x+W!NzG{dmR>Xin$1KKew@bFZ}~Oj_8TW+YK$4lJ}y#c(PAN+vbtyuW?_ zkSeH5IG_S^u+E#MsE*uY;jsy!A}W$z;qJa=90QV=W0AX$JS57|sV}w7zK}(EDO%xC zSobc?TASliRQWqnZtL%soqN}(6TyBY4$mRWfhgP>CX2wz*;DK==lxeUO z$kNmC(dm7=7xGxV@Vv-IM5>W{Jj49n6FKKe3sOaltsOm`$tFB|^=CQBIl z8^($>3sKtBYbqDs9PZ1L-b68p#$;s8DcQ!U@Re=i{TNM)kMjq+{_eau$0pV0Y6=3M zHVAao_YZ5D#`CA?NY!*}UfckkNq!`hZPPx8ZH-0~UDPQ|tnL#RU@DS^7IIXdHyr-C3i;((X4ESJZ3=dcyf8Ond^!1;D^d&O5?Uhe4P@_5I|4Fb!W^a}M$X4ct~ zDM}20(Egi*00KYn7_eaPx$Q?wf%iHpUB10-{Qv3L5akrp-zLe2?cNI7wc+YWDsAc~ ztSpPuf-lvn?0j#Xb(4da(6^BeQNcuLVBP8X(2!i4j0GO+1?9X{e(E2H^-ml-4E{C& zfYvGCcNl!-Gnc#=tA~=hF=x11(v-WRnFaQolMS2Wr8p2av+Irl^f~1_V>!6 z+_dbY<#ZRbIE@%(d{1C)B@5<+S6r+!|2L=2=J7k~fC+NtCI4DW$u2xm$g`6!#{y4e zY*zH?vgcv`b+YV3EZPwTuMz59t4YXG{X$>TF3e#%ARjw(^wT0F04~jA>$VMR9z6Qy zT>zweIFC05G{IPG#qPYO%RC+wEZ0@Zd*<_=viqVqO&LbrrGqY$0A={}F~RKIT(|AN zDlV99B&64g179~5i#&tXDti0q?k4UUqlsHI;3B*+rTlm8m~*aaYAYtJ>nJyN zTp}a^Wu?eSQkJ0`c#=|3FS5KdS)S;7c^}Z}eS^Jn9q&T_^^+v!Uznjwa>)xt7!cs? zD!O@v{BOmgj5n~phOmB$^22Qd$&-Hs$}m6!(vUKpHl@5@_ua30@YAA~dcIBk&M=|H+w~{t z=A}9nu}eR4!=3V8I~D(h6TT95{Av~u5L?MHFK6my?>V!g3^zl|GKSm9USJH&XJ3gnMg3T=J$QrjmrI`hvQg%aL}Hvcx-!kHPctp_ z%HrgEW%c)nN}W<*VM2pTh%fX>+J0`x8@ceKgG%A5aX+>Hh_(ysYX2bDdMt9KU(xQf z4io)~H1d4tFxWXHt zbwm_WkAD?8J)q&BP%FgvjiU5&5(OPUepo&>T<;N7i@KnFF2Iq!66~(BrfbypXPFhqC3ISC#Ml9i*4QUR3ev~Dev2Sj%fi4*^lA$t-WeqXpgvK zIM?#t%FIj}GB{sTM?sW)!*?D2@*&U?ytUIL!iqE)h}%ca&B>T` zHjccd3+{U#e91(+*wrf%d`I()z&rC_+Mdh9Gydm)DzPoIXaIp9avMK=1dztfTg>nH zz56Hhr+5|#fO=cE{4b+L?wSO{vDVb7g7nt6-0iY(AhcoKXf;A9L(E31)2YEwx@#N$ ztj@XuV758_quTn0=-h#gk&7(0*@PN{f!2iz zny`qCK~)R$V$~s(b}Ncg4abgox{nXXQB2!-;j*Af`@F_#g2dM3?qjiF;Qg6EjEY-Z zNZ1FLxHp;=#Kjy_CNVlfua&TSrKhV@@96+(6O~Vb^XcUp)4%lAFz8LlD(e0S3h-CT zamc42LEF%88dRKy!DX|NM^Bx9?B#@oQP`pUph2eaG^dDqv~)qDDkA9`RSWJ{&IK@S4Q2 zqY`W}L6^jmoMJQXd$z~QtXUZUnySBn>qp)o9NdCL`%csoDm=YCED|(D8_TV<5;)t6 zjNS2M)M}cvwbpnPc*1G=c;$gM@UiS%g`rlZeUMkOg_zW|eCq@K^%5>EbYprsU>j3um04ycNX|MadAo~Y60ozh z3S!iWZaqgNBw~;a0AfRC<;WLg;Gc4Ip}gt4>Wf|^eDjZdPxL{`2yg8mn72=&D6!1FmX0e;$r*r~G~(sYmZ&scw6wj4^?EFp9FeD)5AvI=3JcZpEa!XIHig2Btcg!COoqgxv47<_NsK3K@I5p z`Eyn;HZNL9`EBw2oFt#xS3l&E3FypI+Ub&4;AIh(e0Iy$oA(SV>I<;kF}ffx<~y>N zt)7lLvGjYzq=94em#J=A!S#3w^0xKz_RsSEA!_ zoX>?QL{c6HQ7<*Z-_kk=kWL4~J4ms{Ich>H{V{-CbiD=ZapkqxlZ9Kx3+Fw5cD4KB zzVnpQ(^@~mcQ+s)01f>%faPs6^G8r;+rw}vU_DjMzTIx==%8|JsI9H-iFjVsZC@jA zr0{Sg&g$y+Wa`(mrM;E-8IO7M9BMgp9h$i-pOhbJOUbZH`S_puSYOJ=2|`YomTyjP ztQdE?@8Ez5&iJQ>wvZA6M}ckh--7f2WUBDo?slyB6n^;Ya-SiyRt3H4h%zal3=_nT z8^DpvW?{CA5nRs7c=JT*%|=$&map1u@4(=N5o>$Uhy986i|peRe9icy03I%;Yg*O* z4K>MemSEMsLP-3wp&bn$F$M3E}PKTbZWE#*7nVOr9S|k6bG|AE*Nz z-JV)3d`HzHkmSmvRFA3-?~HH|oBabKhT0R=m9De?{2k9OB#VdFNri)Os+HroGTtd3?9}SZ4Da6qEJANt#+<9zqf zK{(c;J2vHuBr@#KZ&ZCF%%C0Pj2V#=QrK(S+ zT3PulydY!3dt`UpW+r?_#h3n;YE%<*$`wLJG&Mq)gb4nxcz)aSgo2`_J2;x+?hzR^|D^BZ zn*3InS=?tUU|Gcp)tCW#n@iI zHHwJF;5M0ohcT3rDs$+I5d2hN=asf9f^5st=CycE4_N=1ljwZ2Qu|yY3BS=!$`;BU z-wH@=MOXj2_W&30-uc_jVw&rPn*(63pIji+SjpoC47nV7fwtRL=amv8lhf|^(7~-e zrtsPiX=%gr%~G~m^4G4P1~TbG56}J2O5#WFHj(4{zjuHJhMYxc2pv0CIXNJA#MqbX zw~+p46$ilnd@o|usl4>ffdGJ0^a5R_ySq{4?+Xmfzgf~VW<%^|>MIX930?!Q!VwEV zsSK#UPLJ<99=IQtLQpGM>XX9qtwBfr?{{GWjDZPRYV818mD@l`-VU7m`Ehv&t!$dB6AcEsk|i&A;1 z%(%@3D}Z1|?LWcH5QTjHPWQ!2_33o{cRm79PNsznb?eZ}uE+5FfJ2c?3f{hg<+5hK z*0K+vrlBxr_7pPSL=mH7h!pk(Y(RQrcUM?O;^9T2Ou(;#yCJCcgKI&^@xvw1(O4h( zTl23V6M1p~!I6ijXP-@hbV(&?2|M(z13Kv1G}_>9E?LKMG*1zu!jL9s_iHLn@;z6p zuHz>Q&(dlh$|{~@@Yt2`7K*X1?%8JuUN_-*e3~RvjC-D^FO3F58nKh|Ps4k)jJl8E zQg_@X$J5qk#Qc`m#GuSCL3>{(Qe|SY;qSTNVQeT>k5#1o!1B=2+eeWZLL|G4rIfQz zgR#pki$WAVb$xZ}U~oJOuJJ*m$nZ0Un6x;Z`a4M!Rx6V@JVBnmrE~KVDixt_$^2?s zvPjPNbAIBkAK^^GbYQ(4uqSTZ_}({oC3g6d(XUI5_%;1ED}BZEEiNKCCoRtNo_q&p z_w+itc*XBLRC}&$PFgP+)n=9AYYZxFAuE;dF|RGz%iM1K%#_+4a3=i+gBxvEFg&5l z$;=Gtg^y3VzTdstUYTd{7W~aPK=~aTKkR21ybaIvzKpLv!bJQGy=)S^C#h6?ZhbRX z*+~VaMC%fik;w`AVH|Q3gHZKZ5zsUYNJR52p63j&yH{+QQR~s8EUn$AR{$YmDr?c6 zjsf@a=Lk2uRtR@*Lj`ne`WL^|Fb=2h@+3(o%Smp|yoHg;giD+T=#4!QI zGb&f-aibTv&u5yoTQ9OR?z-v2@4{z>qGA$fT={XS1wbK2B6A~?fuPe^J?5a1zz$>jTRhr&pT zhl3yT%h(qd7690WDcnpv4}9X}C1{Fem(53!Fgw5e$sr(P%{Lac98w^2H!ZWZdHJGa z0i)}>d8M#`b+N-E*043f_x6h9Xyrj1_?2fTZ~2x>F{`t(G$XhgIS$^wZ5?Xx0A3GS zCZoX3T9V}G6fghaKLAxD_V*jJWt*FyXH>UlHYR`fstZWP0|M{?2LW3tK=%Pq8zILS z1!py9?%{RSS=B#ZDvzDYbZQZs@9ibu#_6nh6z7PmQlIP+#%^ujIEK%|Qn~Qj3iW3< zlVB!v%I8#rOUOPIyx9$YlDYJV{>46KyB`wqT=^TEo#zGVm1 zxb;r3{ZHc_!F%UHfwxb(HwFuU9u>!EHOoWOk%pfn8v5x|u9(y{G&3&7C85p>BImv0 z=a&?|gOv1|B{gCP1y_t{jfOfX6CWVVWW5A22Wy4YcObnOl|XTJXdZaC--Cj*f;KL^ z;ID5xs$Q8dn4$aU&k^!BUgf@*xeEscZ{%?LK^-5Qg5OmK3p81jxcH-D`EgA?4mx+` zP|%NNfVX8nRm+MR!$Vz!f?eS9DF^t&y{j+Jjv zF`johQSouY@Y*f+*sV=DhTvMEUpz2S5Eb4JIPv#sI zvze9D3Kjk?^2h&`e9Q8MD}_0F^K@ena8pW5Ft&iQ@A!@kj|uwz+Bx3E7DeSZQfk4( zoSOz~Cdupue$*_}9+yVf1-OzQ-03^3OvE@AwuYCkL z$)sCHPh}q-9ujITEM$h9SD9`#2Y^n8fJ;;;hcC;Bj{;v*T6%36ffDO<3mYs58kjDB z-|n`7&C1FOIN45iCz%lLHYB5s+XBkO4P5dS*+W)eVA(+6EELb9BA_L}%pVZ3&ds$; z(AD^DE-ydR&u75g^h-1m2E1oU#AVZ}WFulSGeVDVBm%ec9xrzKg`N8L`A!tG?NAp; zZve7v!0k`E{n0pw{&}m7@sO4KmM!tZpyreGk!0rjvmRSfcf@PpzQ?!Ow5V?q49HI@ zV}}GMz#;^l7N%~3tVO9U;>`b-HV!00JPHGRKiFaDJLKe?9tYajTV?+(yMdWl>@R_T zNas*tUcUU*ogtRey$4NZj23w&2$^|^>v62?{%UPgGk-_tP{{puZ3K1fPe`mf8&3Fp z+atMY+_niz(&w?Ng8m<+YWt2_dya|^W!paYt0>>Y^P5F*P!5FZt!xCL)JH3jorYZA zV(U0X*rbpO?%-ErDT;7Xs(uq5CS^m&nndRk%IyYT>J@3~le=yMNB?#tc}fonSP`|j z#>yUJc&Nqf4jFidpCY(bE_27Ht!=R5TG^6Ku2}3jQ-L_=hj^_P-be*=W4EbO>1x;B zH3m~#41CO8VIgd(2tL)T!9c+I{Dm{7{|y)qhELLc4qh~tOxyv}i-7rQ8$G6(YV=1{ z%s;a|Cf^I{FzRSKX<6_l7^o@cscn- zmpe((L=AbU&gzbFx@v2CJGZ^9dE+6##Lz-uEW)~h?`$k&$?F`_x}$pl>L%`WLcTIB zn-c%*F;1WGf;b-2(d&V15=JKB$iH-{e=6}!c5d8*KKyM1vE0)H1qefjXBAk@@T@9@zZ<*VeeOys32d0oF3s-E9|1tbY zji*M~#UU6BF4Ach3g*wg3PitD;+#KZ75>x+Z$j=5>wvi^5){uGXrt905n?E5J*6Nq zFP1Q?765%BXu8Lo`cvsB6LKHOq$Movf!A~Wfj7P+uwJieoM~gnQrNh zIs69a6Ydyis1BP1^6da)b0V!wnU0X5A(NtCPg_QV(61Ng9%Kqbp6=ai_q4?(12%LI zsf{)SME>1onbUM}qB0UT^+sqKaO;yKZjwC;GvR8ur+7aFNlCr7u?OI9SY9?EY%nr0 z0km!M%Yiqqo)I|nLNe>PRIYm&1_xOeJ3S&H5UKpYdojQ=x(<+)j!sTMZ#V#XudN?+ z&WIo=7WjgIhF#!|AvyjcaS&kRt0!WY`0U0+s`?A#vD)p@0WrCH_7iNs0`m|h7~&i1 z8t*O8QsN9`hP}eR!z||T_8C;la`m%&0c^NXMUcqq-}T{hYnls6(@)TqL0g2DGL^&d zOY1MBb|()OQm_TAWBG=$ou@HHW|Fk#c!0n&BSlq~kKzniaOHMkdGcZ1pMgw@h^|;6 zUFa{|6OKEJDbCOLFW&_hBMTXbhMr{5&YP74_+E}5F^~wqvFz#o;~U{jf~r?{PDylq zXG9r5MaS}5;!D4aHy>LDzY`zkEsM6U5N`IGnGztHWpp!V;h2apU$)6aWsdLQuxn5R zZ}@a=;4t&D$iZXOtk_)L%CRa)NcG3sQ%G$&M}sa;v}_`0K7^8lH0GG2P7ENew4ZCS z4yZm(ZQPpD;?$a}Wp2Y_HC-7an%AaOPNxg*n@Xka;uKjP89UO)NjT{bdg_^?E}Apj z>`O+b+r9-+?2I=nZ?oR1WDd`?S8i7G_$e}}r5a}+#`~G}?_uhYiHH$TK&Uv1__iI0{ zIXlIc9U=WGVHx#KVLCMESvi9!9fif>(eac(BOA;L$F^nvIAD&v@iflcB-mIvDtmT1 zo_>+@kKusfw-i7gXq+@h9u4$)lPm9l3CAjEB47JpZ=NQw>Q3@ z(KJoD)E_7T8-n|{UW=Tp%xW-Lpv84?rTA>FB}HI7HNuYbZq`TF_&00MEadG2ZAIC8SEltPQJQ44|(k~>rMUbz~f zMD{e6VzbKp!JTbwScBsim`Fozvoh~k{@w?stOi`?Zr{(Gm8VsEj8BXDvf2_Ahujh@ zdP2$z`P;t7YU{JqNq^8^$^?b0c98GNJoeEmrK92>gQ~8?zDkmF7pVggQ40W;Dh8c1 zxB@6kK7d~b7+`;0CuJN!hcHO5m~zN+HpDi7WpHd;8y`TT0XC~fChGrjnQd9VI`-Cf zF1MoRNn>PBGChaiSkGB=n2zn@f6oiTl+owZQvR5QI&kZ_4G1P9+>@)c$rQ<*zwyv8 z@+_iCx9QBhl=LY$p&C5$t$l6KBfKrfvm1TRT7<@i1tki5ECPP1dKT~Re95o`%w@~& z?*Vmy(;S(Bi%-Az zNu14Blg7gQB312n2jtt4)i>d?IjH4xVLz)i()H66Kp=9|zWUhO_j3CBWz02Qz4;zT z`vgcs9{N(nns1%O6X7C?hoouY&40Zbuz@Msfne<&x99W<%Bh&~13{5%Hl^c-&QG0A z7)pgB)n8D0WKSQBhOgAwXMcU@c`_MNcO+tbhoM0Ja1fpIT~Fh?$?g6X&O_eq7e|?S zIc8lt(m_pJH+zA6h)FAc65@ zW$RPAhUITDe&*sTS&S)0+;nqjg3EMuPe2nWvp&;_0w1f@>KjWOZ__|Ett?%~Cg$

Gkd2cs{tRy z8?V6WwQ%PN->}A-lwd=OPa$3dZ0fT9{FZ-ca-y@n!(3K8bsxWXu1?bssr0%#LQndJ z(z4*I7~xV8+;#wIU?6;`)|_)+W&a8lti20)JapT@US~GtI{1r6|2rjy)v|K%Cr8|q z@Zzcp>w4g*K{L~uGue+19KNq}MUReGE6e{HQZmdp9_()lTn+A*8=DI3O=K0j-qMsi z=e-!!gH9^ox6{qp8?qOl+u9o=Wh73h*+}JpTwjF%W##*;hr-(0G;Pi0ggp=Sd}S(e zIpsgK3`!p#pJ{8RxD93}19$sqmC~Er0MD3EJFaF?etnjUp=QyKDE=%vIMhP3+xgUn ze}taC!1G5J1uN1UsrwL2Y`HTUn%2cyEfs8~{HQ*b>AxW^ee01MmOl}y%udewRHyuE>oeAu5mo73Fa}KJ-Q?K9wYlvJB=Arz6L+q&U?V^pw>r%v3h(VX?WAvB=7`x-tJLf zJ=^yBQ3h=o@oF^v>gr?mC?P$nzw2O;p>LP>)B6eO)zqLk{C9&3LSWx}rvyC*kdU3c2yx#eVC4-Bt1V+F}-pxEgikMvs(=(|}@++NN6i)yIb;ur>*50+D0O}zpG zYM%jc8M0-QKqW#U(|rY2yq2j|&7Ckpo1-ht& zmFXfHT@wty0DlEH8!ht)y^^Gl|4jyF3D8f~UH@Z#WKCZlU3-C!bDL9~ILs&KHLv-p zPl;*Z3a0OE=o5YbqR1UP&E-CQ(0cFV~|UmJ=xA!IHE7U>%@ttn>{k z!~fpHa|e9h**P!$h_*Z47oGU!f+IRuOWfV@S=;@pTX!Pw7dar?i4;Wy`t<9q^kGRE zQ&lZcXe)o6ads}f5@XS5E2VW2ceZ7;S5Dup@K?{brrxltSc+Fw zP%Eb=LoUq{POvRpGbQA%?Re@LMFyKt_WyW}~lQt<_|#0Go!8)#3R z5MR3U4_Q?+m2)|`lI(B3r}-i2)!SN+@Y?#vzErdJS4j-?ls1|8W;)Te4wqg(g1(vY zertZp&?1LV*JPHbQ9`5z->(TyJ6$YCKnZvMByRSfA*s;g$1{?o&)JPwNPN}%&sCSs zuTT|?jWy3`&i}im5GvH|nX=~r89yX)s9afFqo0ncJ|qNXVF!rEAS-mfR%}apF&kO# zzrfiFxT|}eu`}8?&;xaJ?HdO2&yo*yXS^jwn%St6qlF>GX%mHF<9S9#Zo)vLU+9Ok z`%DX-H%+f>GB82TD{I29l_cT!*XhgKs)u-;`ka9AT*gK{tG^DjBLKDnaQHcuu1w56 zJhl;)pU_g?m?jdi5X;N3Gufx}{kfso3-;jX(}yKIw1!RE!^xyE(8`@nLXVt*C3_-I z43Jp{uAKFCLymowiuNiJi3CMZ7K|AA=vYXJ@*QE_kn}9&1$4FRAbx=#sE_)uO6v6_ zFAzYTNv4W*I!gk4Tv)chJ-%Td)Rj2)msp5^9p@ka{|8KW$Cki*S;wiNL_AtNA^511 zRBP~HtXzWNZ0`D@pdedimWe3RRNc=Jb$1JfH6q!ZoSZ3JPh33Q@AB^|t-cwdDR}lf zxvtw4&Dfzmq;~59jb1`eG{YYHVa)}5Zv0mII!W?Mnj|6vy}L8h>zqb8QIsl+vajpb zzcya_@m@ETzmU3?GU(&*%==Y1uYZKV7qWi2)ukK46JY61;^H>2;C`$Ty8N2;X`;#O(=0vYqxcYM}qy zeEEDt>bYmSg(l*Ie{gmCOeoqp3_#a*iC$)xwM0v^;$Q|r5AEG1x^x8ZQoc(ZCZFZb z1i2KPI&nf$qW^88{d?)>34h;VaQXfu?(Ds4|I)4Rvg@Zn=EVt~rCYq)@hjTeM%KD? z050p%VkNYdP?!zAoAN94^}Pd1#Mwa3P(-X&-4lPfg{9JV0v+0$*@*&2J?0W!v?y7J z!**gTgj$1e-w-CFt$7B2GJ{(A()veVeXV5y0e9n1^!zoj?EB(ro1bEJj&jDjR!YFF zLn=!tvo(2mht61I&5na6(;AWzc|oe5ElT3{^SI7gd|@%&K|9Wjj4mvZj)SFOGKbRcg&33W1>_~dx-eHnYYZ4J+$6w4wnV{k&XQ54LyO$&B}?PPr3I&PpKX!+vF?6pqB?r zPAD|;Av}RRzTfokMo^wHD_W7cstE%atiYj|1h=CqcaCf59b4|dS;IT6_VV>#0_A3zb?tlm@<(H9S0Y4eYrvabg+O|(HqcWpxUD&%x#A(I+22Ykx)As#^dhl>@k<@JX0UG|r?l=+4 zO~;fdm9;!CIkr}<%iLmd$GOknmyM1RSiEt%;@4Z3gY5=G1*bEow1fC{-};Q+hakYd zGNjU%vSE>g*)KiO+D`kka(DOodXM>M-8I(#S^p0)Fa%?x;Xw=d_Q}_sS~!sccUl1d7p!A>>TQMHwN!%+h1i`P4#!(tQ=$!y$F^eb^Y}-Ql~m$|)yxanN(2RRqQ#+; z4vw6)Aazo6IxR%|s2oo1%B&_Q4y5bce*-ShwMC1Ux_(BMX% zWt5Lx)A57dRNnhi>baf1OGphCtsnvHt6ZRP})WZ)ga%= zyOA4aw^=mSmh0rwzBFqJaIOF4Lq;4z7V&6nL-ymcSrWgu-t;it;E~h1MU2u$hl?p1 z!}g*;)r=v;@d0OfQc6afArq&Vg7ViJpC2%@TF+! zxjc=$aocchDrMR^JZ2~(?&da!cH61&EmbI0y>1+4K7ILI9FWLA-@UN>)4lJ(Yc5jI z+SjR2EbwG6)_4(=t^|30YP!lO>4pAhVVvj3Y?W^c*iMQpDZxQjjALA!j^L{+#$phP zZNrK9>;y6BpWy^~O z7`W$A_!3=%pVt2#mi+zK)hqUuRVBtC!-h>M%gx=q@<>!vw2)fzjhgl=%cWi4+gplc zd9l!!LSRy9T5ijKzrHR8eBB@+H_vk-T!k`{DlEG?Rj;RcA@G(&e6#9J{k=Q?MMy1y7xr!pMso+Z9NHw$+wE; zsYYDCI;Pg0sWJO|H-M^`QrQ#Ii1d?tQJus%0j+TCs6wTe0?x0L1lgKz5Qb06x*}Ni zZ&Uw>J1{158@uW7IsG23S0RH2miyttRZ!b^6knSh>!2Wu^@cUoi9(@D`mQx%Jojdj6ZwY^? zODyw5c6a2Tw2N>F?$LCrVG!ghOpt5ScLhJ;rqBUV@v(a3>hkqY%pK2Z6N3Gq{MNRC z6w-*2m*ZfU4WV}P@OH!ljWX5=v&ot)o5Ni9kd$|cynlQUXL#~I;eeAEC$DeJqyHMT z_`n3zTkuh`wBt_RV+OA$eKPz`*KEazdCM#}bj@NQqvV@xEg|5`ipa(h$LM{uh(_z% z^<7w&h{29(WjPrnoRdwTCiIUK5sAu?mtczk4PIt)-h%v3Kk_njqd58dLDusldTeyZON*!QfC8H}g;?Tf z1dxx5GwgJ6`}>z|&5p`i?k%>-3czH?2JPH$gJPW+6 z|LzNvdnQ!osr%m+>f;ft41It4?*h3wqVS-{H!n~9bZcQHm<%Hul8o`E>nCAtR+|M( z>9B2!)bdvz(kgY!y8HS@*8%(}dr?(9sE-us&F1PG6uWRm!dBVyN2;c) zhYST>5fjj^J|4a7c^WrmvQkFWsz*FbK(!bjNDAWrs!fr96NRtd-4r2U(91F!sFb*R zK#r+oG2Bdv4G8`}|6QiM5FFUr{&!T2rO^FXw0m*UlFY5S40D=d1)g*dlFxJh@=Tw= zuIF=ObZJ#=u}=z&_OuXIm5&ac(CJAg45S~Mo14zbAGJvB%9R%Wi{)zG$DxCheYmM_ z=hnE%ug~e3#KSsND-uk&d~wP7=Id!rO6Rz*l6Z*rBY0r$@RyemKXpeMe$KyJhk3dB zkFRiFYAZjzxnxpL&RK-WSP@};Q!7+rV>sVnMtPPZz;Lj4UUvXR0){xxvw#9gN5}ds zCSay_OJ~fqRw_OqmcxT=tA?OANRQaDQUs`tPy$b=<=JoLFegKRZ#xZNyq3E7Q?n?F}at5`qeu5C5Iey zx1BkvcJ|1yu%-$$Ne{3>(Z5x6~~ z?E*_3@Ny?K-S75qqumi4>BjG;c0Zv`9;>BKZU1NvGshW2shBRCu8*tyYJ%!tgwi9b z5kV;l6ZrQ(LlY#@%*QFoel=++Rszu~z{y3^1qphmtErulql}Z&Xd@ z&3_&?_POo&)}8O>;~t~^KAym83%ScvFFVBpw{@6%*&<@)X?>QE#oXzZ5$kj?P*BjN zA7b*^ozQZ9#HIlismmT!i82=N{j^a6M3P|6j7sMBtDkwFle1%H2^KOOtnv67Y2@_- z4cO|5O$s0c`MhesrOIW^9Q2s&+VLo$nm$t^EK4p>Hm-$^lC@}4zBNdSdXyJ|N|NY8 zvNbD4-Qj-Tqk-XgXj}Hu#0IQtjyxe)Yb4Ygq>tHHF4JqtUFqNjiqZQ6;b-p!QX)Bp zB_#`!yg-x-y+OD-xvcSc3zUfpL{Nz*ze8?yVI|{$bKDw~VJq&IgoyWB{NuFR7p*J%0qo?q_;9M{jShbhHFl3wg!k5&U3(L9DNV*&^Sm{5?WuYHH^#G zIM^2S$>iIJN&3&++5t{=fV%1Nm01E19^BzE$a{w>H+5%3^s*Q&=;u2(=>N?g6J=(u zt|>r7UFy}5ohF8qex_<8^P=~(g@6qCu$|bi>CP<+fHW)EfAelD^k1;V{k;qT_cOQk zjpdjGtXkB->|xy^Yfthko+}5i7kYSktLbwN3nk0HA(f_CjCnPYI23}pkSxoZ+QG$w9c9W$?za7kh6@C% z!SZF1p5GpVXr*g2z2&SOis|S)pMGb1>SX90R{iy_aI6=P8~D)^T6E2D{_kpkHLSTr zC3W>Q6Cvc3BIKmIAPo{$tTCG?jID<$AdH=Hw!SXX9kI` zf0H*U3Z_ZU2_lqu&h63dxB~R9BXU2rhk|`;SJVdtL<9sSSt*?{@1sHFW*lF^%)ay_ zrhAu7k=ELp&w7Q>eGXDj$PI3u)8fE#jy3+g=G#DAC+C!vEegX1N~Tn)=)Rf)=v$?F z879-^spy}wtff8@?0>1-=XKb$k7hY85=WFHqm$G`gXrXNoReEXaI_=8#&6aU1|0}k zX5R3{`ccgVo=$lbNZ25Xx4Wc5RNN^Q*B4ig9&s)WN|HYe6(1;*XJL_jFdRgeq%Xo* zIP&ii`rbBN*El+q$sF4yvt@ek|E}1S*sVZ?fs=X8bW)RB%rz2QF$@H2b#=T^(Z*If zpY=X@WBjwpe5JmTX^DN`t-S3CaUda%M*Tg;!UBX0DE>k2f&Yo(t z5evGG1FksHlh>18idIO{>0!yU^ifz8+u1t;`6|mNWX|$VUP}&w-nkaWQa@g8zRqt= zZZW`t@C;RQYtCqmlIZ8t>&UH5&KYO{m8I>f4Xt_>Nz!%sqrKAR_3{?%03UWZ7Z8)f zcw=g{?dVh2lt&WxBI;UqFE1lZB${cVl{mJ(K0YpEVzmcO0;BTcN<%vk5O^lJj5T6p zBNpDHt~q8?aFRNZ*VDaDsHTP46>I-ga?8CdCYWKh!{>#em_S5GATwEJPf zqfmkAKL7=qhF{^CZ~?FT1CH#Etw9CK!VnYY-|-vKi0uxCz*s;q+mY^BH?(k{-QsB2 z2)u3SD(~}ivIV6%epYP5T57hJTRFV>TTc=J5Z$aV&+9w-ca{bdAk#MH~Wq4IJJFn{-Te15NBfm;w`}8&VCyZ*9R7(0cPj~Z3 zfmkbFIEYP*ES8q|<5ju82NX21%T*E!y3nTYVal~c)oW;hII=+)U~Nz(6Kkfq7MD;+ z$kYssl($ViD9WQYLTZ-Ky}!?jVZ$LTHD`aMi9f0!_!S2Ikr+LLh(Mx&;NEyPUzJT^ z6Y>;97MbMvcBcVL1UaM%XD|vM=YcY7iNRK_{QeuRlOIS^6|N+T--J8G^nojl(GGA* zV1yT?NUsQ6HpiCWyHgxdoh`8h4~%AXyj8jlF3p6*?h;C;{+LoCXdwHICM!)OxvV_i zOWBb+PZ-L8l%{VX4L zT2A`fm1xkJWP$v3bj|PmDkp~?ZEu48fTxb>g@3otbPd0l-^szY|PWw3xu7TbDWrNI)R1OjKd^5Z8sAzy!$ta?s=!@`UyGY$@d?r z5^OA%kXSpNu_GmGjx{HTH(!};zINZi!+JTp+0q~z_FxIh0zOE@-9>G!miMSzV5|;? z?3U#$ox$Ur9NL9zSdQPx`8OC)z^+i>ucZ}kL|H@H27FUy`bmzI}cgUc0jfh(1Rp9mp#; zyy;su2}}k?Z!>NT&snGnJyU!^TR*1{4HJ2!ICcbZR#RbCazk{&Xdraad^Z7QH0%#(`b-9I(qErfDuF zZzlO}Sm9YsqRhsZIKZlAU4KlB#qlG7^r^VRYGI4Gr3Y*kpZ#DHF(Zl}2Ph&~Sl{uO zf!6wJdr|XaCKh*kO;k|4waTF+qU-BA-tki0T*{9R_zjMk9qpNO00#@CfBs;bLg0JG zO?iEI;~}O-9mgetE;wyY<=H2$<#PD7qnqoy-s>gGy2f5B62Afrn$Akem-7VH-WxuK zYg>e0jtHd#E)kg>hzE#-3Q4HjEblHulXYgyxYJ@{Vow?!$Qu-+Uk{ZgFp=3p=O6(q zOPnv?@U!2Z!3h@ra4m2)jC!39Jo|y+QIBW3c9sVndvREIC5)$m^kO|jHI)>u8ur74 zm{PO-b~qrrHp@Yw@1UxgakCFTu#Br$?h!Wz1QM&Ah!xfLSDCsuJ$dETJB+Sy@PoiQ^0N^5Eio9C2W@}6!z1B{qNQrVgc%^X2q>FLH+#*_nmcX z5}VA9E5Sd?hE=xR)pprJVU0YBmiSeeJ$u_EbH0FAb9|lfxABt(*R(Ta*l#}@wo{>R zz()N3yFb&ifpD0*UZyV9kbEPC=kQ9u7AHzZR+6C_Uqfck*WvEOf9<-9U=M+2QY)%v zYW<4maAh%q{XtJ|Dz5~${m65E6lu%K7z@?$fvd)6R}t+~qpW?c+| zW8dWQNH0;{yBk8?qY9`B>c@5$gh1m@jPX|AIC7ym$27;DJl`xlyhn$AO6X_vl3z!9 z`EdW{qfX8>GH%fe%U?|Dh;cee5|)r?k-${^z{u(x{4RIr4szySmG@@u&#KqNE5Q&5 z%~ts8ctF^ewN<0tdvb0AP0++>VU9Vj1Rx%)?g?jHdG2-QaM}X5QvO%|G-O6jK9lU402%w> z+3`4=q$^YIulw3s*_ca_Fd|B9vh|#%Ises~sC&mgC2(9ZV~QGz7J?Gswqt-2H-82o zk%R%mZdw)KA^r}8fhH?K4RqM`BF~58Jb4sstbTp}MiEI0`=XrBs3Ql=Gqtt*(}G*Ozb+H@EIu=OcNm4GX0yJJ7_}I`3pqzV zLK$)HQp#_}MezYGz!2F~uZ)hrQBkNYHz6;c><&ds)^~rNwg~eyrZuflEwK=-b_ppW zv?E8fIB7G!ktpeH$i$BTPH~TKPSiCu%*3CLyA*_!Vy)-fg-_kLU29|iIUYmbNf8G+ zoJqJU1ydhvDF3h+B+jwKyJd!bYe=+1baw`fQLW&lOM)>@Bm0tWcev!#QRZzHHLk_pZT%hsy)eG-_xAce)R^8tV zIv(SRSl~=aGzgnwW_gTShWVm?a-TIb!*)2D-H-axt$Wf#lpnwCv`e}bkAe%}=;%*k zf!A!qQYGWN5u-uM;KK4p@z#;kETm}uwc2pUvue%tfjD!ed&k`7@NxRVF<#S!WS0%f zlo6gQobq+&1(d3A0W^Y>QR5Tbrk09jG58tQoDb~*4OHLgj9h(2P&vZ=^MopVcix^t z2NypuRttSLx%+R0bffB+y>jHkO2+$hBtbL2tpC~Gvk01=2G$=?wa*ebxe0-10HYN|+r^a~iNeYSSCiWS4} zo6EuWi<#AgGC*8^?2{;;%LRrDpi1VBPV55$df=15*>HZyz*#$4{bmpT_lJX)sgiLk zLh`N-2_M`l`(LmWl4g!%_kKelZ|vOcKK!xn`I3;$BvJV-;R%Ik$AAN{HxUL5k0w%h zcE`PA@Rp*2_$E^#w3QCz(l5w=zxJ_2*juOnn9)(IQJhtwsWAw(Pc5 z_Mm?!kDV{Mub4AzvC)uYo)P7=E_cU)KEMC|C~GA^MzfYMjrj|BCjmZK=G>7rkXav; zHRK=#Jft79nSdtn!lEM7hV1_jwKv~B(33oykl6MSMK|~zG_ZQY;}{J4!C@&x>EYu( z)5AQwlxhgkZC*~|F^y>CRpk;+snV8@&?rS+whL{G^V?!FY^>gwoHeJ)TdZOEV_ zglP`cKqQarapi@0BG-|giAO$8vkDbS@loThP`Uy~SB>iZs>b#KY}ybT9l2OdT~j%I z?;BG9O-q)U&_H2WD$uZ(e&;a{1dy(js8rF)8a%5ZHFf=@rhJaY+bH?V+3VxJo1X6e z%S-MbX)nNf^Sw1mRrP3AP7WV)$m1o6?28C#=;%5>l;B2vq*{585S*p>9-`7nxvuG& zv(mf0xJ_uC%$L&`Res2q(%83XBnlo^bM|J>xRvf&ro&#@+}r~%o4_H-R6wZ<84?T7 zvXE9m+N?K#m(bnlw6WJ+#SYl?BH9){0s^%#v{<5&brQh>-p>0^1e=MCYTQ|DreHtO z7MCd=XEesl`e7++IR>ii&h89c0Z#uVH;S{SCF)i___V;TPf=9sv zn2{?!XQ!j$0W=%OF4Sn>nz-Qqed3 zyH4(Q(4Uh+ff*dIm&2U2or7_javfR^_&vjsb#^LsivCm+faRU?3*)AU2k(M;>iVJ- zqaX%NKSQwltbjmpj12_^*;lc{#ktO5Gu5T*w8`yzXxzE$eowHvsHoi;_OvYYL9F+B zMdf?)P)(p=**Zko7gx1!JEN4;MJlP!7HQ>n`HQ)-6p_u;nya95b=Iq!_#w=A8aU)_ z-||eWjR}J`eUoEdc;;l%+-x{8Jvnx)T2r^Dj`AV@JSB-A8;X54D#UHSe_ePrJLD-? z3S%fpqSJkcNC~vW8C3*A&t~urv|FeDY7CE&wTYX8880OOEkd;_Zfn7ETH4uwB_Lw7 z3?Ndx0djet=VB%&CwEHUDiv$$GG%E4yG+sWh-Ditu0@%7@@8eu71WNjOazKC zkpvMa4M8Z8j*kl?fo4RHi+l~@I}Jzq84E-%n-bCtk)}-B%g-U({ma731%LmV65Yfq3G9X$IjeXR;e1tj{ojA&np8W|?HOJbX!oqrJZ*OE&y)&t@l_L*obA3q* z0=av5MDWB!Mg{}7H-eboIq+DZd+3CSmtAvwXF0LbQAR7fAyjQod}2^Dt^7( z7w^{10!dQhD7;e_Q$Mle;bPrq^3P|8-eDj3r637VEBl{G0d_}#006^HoFY76luyST zT{sv6k`$aQp8&7b<8y!8p25uqPPR(@^dmB49eXrvL{vrpP98f~ApDLj{1GA%kds_si|gl85=tz7leuq$fJ4&2jmIU2E8F4zPLL0=}#}a-e{np${YK2S>=MNO1hIa z4&wt>#I)nE>Jj1Zx@YU}LFapv1}zk#vNn7euztx}>!Tudy!ZZIZKv0jBxwG&mIUzH zjL>ECBBplZr*=oK7%>v^^1;Q58Z&;{G)BNohtO>!(O0@gX?B^(ctjs9^<`FCi;C_` zxjyffDzc?>-bt>(U{b5kqIN_LPHN-Q=Q)G$YUJ~a7rMWGb`401&9EdEE@oiBplCh{w3@T4ckzmY+#R5HVU4tw_4@sba=s3)4@Fr`J{3Pa=RmWfQK>r+h&vzU(lr38aSJa`vN#wYr`4 zkOiQ{rKG0A)cFbc`kLi!Sc62yTr`*S_vUZ^S@3jz?u#mARk3A&!xzXF!DXyY^#NFB z^=dtxCGS)mZJmN?6zBPee=A-(f3T?RGI*=5A=joJ{Xv)rQIvCwc&;?%;d?X{=D4@H? z?}cBG)A26PNRDz(4i~2K0!%E998_g0es;xeLov*S<4?wrxS~Mb*@C<&KX|gB-%~>; z1ui*(TvRuEY z4gS;Z$LcBt2$aT%DW?TwGyoW08e2kE91E{GFo1alj0OpyBbE>SKzyXI)=#r$Q&3Ro zy_yjXdOZ9}zyA%7$$pwV=K4t-0K@V?P|&{c#4IcTHIEFFyfaX!sY7GG@<7*riiUp1 zkFI=9d?l%L=0$^#)7dL<)l#fcFNuQ%g_LTe} z=~L@%JzS(@4{FR-NvdTlQZxGXtCU5F@Ujp}x(KrFy8_r5NKy=hUrFuo?l`8EWaYU$ zQKYm!63b~$F34L(fn%G%Rk>V4_F)c$pOm>Rl6VaVSv`K|L0G-Set=%+qf`GycFdq%x)bCuTx%D z)13^~XsGNcNmG*^I8H5u*4kJ&tbK;io~G(}Ffygwtb*Q6nM{HA87PRXEh46>^DtTV zHmeS>vF9F}M>|{o-pEtXGuQsPCkAoRu7O)9*5=jQG#m-(zj<(`f@D73Nu79p*1`<= zp8}~zxr=WW0+FF}cyL9uW`> zRFWyF=fi;am?bgpF-zuNVYeLSs0Wh7wWg1aGqR{`~b);-qBR=^ zCNeTIy(*`4`EODNy`7nX3JFU9?MK4rW_@B@iA-hfBeo5t%S6{t!5zL3 zpq@Mmp_2Wx#^;CK1QVPI!|aN4)5$C>Sv+#xI?^6Tet>|cP^gAt|dTWDy2eJgLv z@q9IX4~A^xBeZ-9K6zwa$?WYs$qE?poFNBL72J^gDOTsDp$u zA4aj|7Q%14+s;r9i#r5SIjV>P`jP;T&H2NDKx>39$>eBKhQs*oaT3s@JLeXcnO=98 z2@Gn?8E;7w=aIz798?_D_Lj1+(CgK3q+8lV_kaIRWz34J;8BY!SFbjZvMS%Q2tyKB zlW9W>E{Q6~cI9#oHrWL9Bj`*wBNRhQRAqty~QQ6OR1Jm1iJ*P^XJN=>FtVK^# zm$YITG#$ia%Tsc7fAKM?xgSs`2m3cfrj z>-0yjXwl-rm|_&&&eYza20gZI@UmDbJjtWrT^bbZAP=AM^rtjDBrs;d9KV4cl5fe9 z-gmprdjhBVXZ#`3zB;zu0l_2Zo5xAsY52i1PePM*?t<(G0Ni^3YxvLI$ee*`t>41> z3dp5(%vIP=*zxaP{wfUgH3bkjalnSrir2m6TZ6t#i&0sn+tvWnIKv+F-(RR6Db`lV zk+F~O-KOvx>W{rZZs78#0^L;(P~`;JBMlJF5NdN4KX*caU)&6oOE~1Eur3knwxg3g zWh~5$$27GHIHzZYnHLwAc)6=&d&gb=;8_+9>pcar^CoEpT^_QC1>PoY7C9%B0TsG! zdO*3Eqp~d!H#Z#yBGLyKnq?pJ^&0PeH_Q~BfY9Dz!LyQ@EE)kBeICr>K}nH z#8%yeJS_XXDwx&Kfgvc1FR;3X-Ov;d5vcGh^rm^B@L zB5vJo%ndkrvQs0tS?$Fkj@aJD`u5v|5)aozt@Tj1-ccNPS!PE?ZP|R@A``9C6YWo^ z8YLVno3t%GeR9Q&cJ$+y*zfA|%iYbKmVPZWBg2aMkc1)R?c6_mG~T@zVaaPZhFcR0 zxdm_9DVUc~rWxIHbIK-4$s&D#wwN?zCHO%OHAKuO z*FAqr%6%;>sk;E+%6SV+TfjYuHSf_dEtb$x@TE=1&sFPC8*#hkP|$MM%tJ8Y2cI#o z^!%F53p?F@7Ix+_H^F*6$tWbEPZE|tx^Ye)e+zJ9H?0eff_EQSi%TueO4r_6_- z@r(cXx+Sef#HYQllbYN+s>43IHk|YqE92tcHssBJ7x_2!sGGoI{mbIxdS4mPG7#c{ z(xh5%pP))O&o8A&w00B^*pK2>k!85K7m_el^((zKUFG5sH2auybQ4Ur-r%?wlaL)8 z02c-@kT20D>ddsYYiQ~9EGRz-W7r+6cGqgLo42rj6O)uNlX`gAlS>r~ywP`Dzy;Mv z|8CZkZpZ>h-g(aO&9$$0#_y{Yw!_rfYmhx58We|xH~}ot;reIqD<=U6m5HPC087e6?K^~4pY715SLa11o z{OTt(Mw7+1iCSf5_{Db3+a>tQ5enwAS$PaBuCf1hP=5P#E1+r@of|#QTi!5B|+`YUq0NWyOp6Y*WbACz@Pw646fcSZrrkwN_ zvq1om_LC*$e&W*rWN1jL*)RkEcK?TwIBc`rPh^_3mI9ROOM3G7T2zBuVX=T@{^>3u z@hbLu93KI4?v>Rqy7>=))GWk!awpW+C7Y0RXys58(k*eGuiyVk{LSK>(!xL8kGsEN zIGmg_vuhD6t*mU>s33j)jKu%4od6%e&T>UkXy@e_9Vjd=Of4=d0wxMQj_m&sZ>*KT z@wVtqGw98A<_;M61!=`fm(O^9-?0JeD_M?M;N{4){rKUb(mBEF%4F-UqZJ2u1)hW+0NvKB$=32Q5`5Pjkw0 zN1s1Max&3@KdB zZqs`MGjuvRV66OdKL?jE3kno%&R$N<`?$3zUeXVmZh80DlA57p)(Oj9tO8lcW>^Q z@-_mk!{d5&@EBxfYmJIeZ+*x-MrhC4;E@P0iunVu?|2#%q|nf( zIk&FST+QZ%QeS2M0+at5SR{>dH%av0L+q^T;DlwG0;uGW};BJ;i09S z=n6@>B0DZ?t%WATPcD`87xe}Vjx1JqiP%SSwMkDS{K`*JQ7((iE&t7GBY(VGYuLij zlB!wg_Jv{|kaJ9pj#s0&$Do(&AIq~on8TAVmU}5sMQkdJN`-vY+p`L-;bK`AgDwk6 ziDokI*=%$xeo&2F+6n*ZA{JqhS!vm5DD(a;J(`U|M2P(#|J60udt-wnp1?Opf)_4m zN38%Sw4~r*n}kP^E?LcG`0vevN9#vMeAP_v#+}#4x?6zUang4BkB|;_d`e$#I&plw zVg1*Ios9q2DBB-YH&#gl{8r9>Atvk%&lIJnXa0g}Y_;mLwKO+ZZ}@@stQu)#RNg7t zc2t5~YzaqLF7jZv-|Dov zy1+5Hn7I_{Xm81ic}hQ2ZMBF7!74WL$A1*8EDq?<)eM6lhxp5`^6kk!NH5 zxtek29@U>uZy$}auzUG!amCtE>u#7+{zteY!f-pdM%r(s8-4t4Ib!HX{7ZAr$o74Q zxA>L`JF#`0#qZ-ax>^3HJ_`;wt<)fPspocc9#UJ!Z=Abq>rQkl{t)j$JL~x*)aANTM}4)g~`+OE-Xyr$RzF1_}DD4p8g#4piu}C zvBY1LvQVpFl~ybmM?y(8#MESC_Ptp{LZ$>Rg5uJxK){l)w+Uye6>E<2Re0TO0UuzI z1r-0X#Dx6I#Aw%p#roEA5p_TQCYYwI1+7Tv)bCf(J1F;4!V1-yEPYW zG=*l6-{@G!m<#c(w|hWyl$?y1a7FwP`g7)1aTht$SVM7>Oc{&uyY}a9;>mG0kvjOE zva9<@E2>#Xtx8Q*E9^Li=unIqvftn;sf)~I*srB?LcDLOr;XlqdT-j#*Qk;ys(_El#4=XdK zb`JgEQf;!8>`MpULtV7b-xk<7|8F!}Ylet)mZ)C|chP2a%^|~ISjCF6O4Q*EbVEs* zZpcXTrZgnVC#M|Jn0-#d>rJBJ=4I81p>qEfIZoSNwT8SWK=Kl8(dTbm`xcD1K5cB= zdiahGHN~tY=O8K3#8S>py>#@i<)?;f7d08E4l1Pui1;q#(BiUgR7_xBCa$K-ZOD+l zkb%Q)wG&9Uk+BF@xwz+3kU6$%0RVDDUxxXL^u77H&Bov)Aba5eFw{~>prV4+j ze$fACh0&rxY$*eenc3%o+19gztrE6>p;xK#1F>{{oT0^7YvP)XEoDA>lc z3_Gq1JW!Lf^O3TXoQPfeQ`&f#N$Bu*u}pLAdL^d4I%HId1uN_j^bwU` z-w7+BHFZwEx^MZG)+HDvutLVR6XqIR@)P)*h%}cMC^#nU;d^ZOImhaXM2jDqt9Ux_ zl99uVq>|cimaOIJ{u{{qq*XdM4v;#3%hT0sYs>R;i|hanhhx_^M?-*qEfWVMr!(Ut{$uCYs`)aII?LqLfpet3yjoP#gQu&fr|ib#j@Ez; zH#KrVDMFgwZ9&4E#};qp$VuY6H}!J_HnN6gbGdU?pGYu%n8UUO?fqJgTLNEDY>!=$ z7(b_rSUqH66=phAmh7nzvrFi2wXnIK;1#}Cpgxn1BT%}-Xm_~g0K6W#Ggki*Ar7-6 zi%L(|?f`{3Xk@2CqOEMvWu#Z#@!6^6<>k|sF4B7_rE0n>Yi3?vq{0piqv?yz13*7G zH|ELby_aXH^vn#fw`=b;F;D$NIo4gYH3=Vn0u`sJ%^{GQJYyJ%WC?7SKmS5rz@N`hm!6&WMjpB6rHle6@&C$8@2K3IlHmt6;cf?Y$ z!EuZ%95VR7>WK)~_;=L3JmG7rP;wkdtQ{CL4^oH*7d8+eS2Hl&_M){Kk!MHu4E~NW z{$>p=cQDa*GmD;&OK)kR%e8Pr^GD(id@;&|O7KU2-pu$S8JCV${rwrMHsLZ>=$llA z=xOY`T9)^S3IyDPj&`l9pyWse6Wm!R+T#%OQ&riXH2cosxw3Cs>nn!rBpexE!{UR0 zsbpjLgiMjqBGi_sQ|ge1x}#cibUV6bK1p|(ZCr*@etfT zTSKV}!;8dzn<>b*v#}9mJzsh88`3@itMW+&q_+#G-;0aT<08cI`tXC``fi!QGn3!> zb=804)H59;ZwUBb8jlS3HB!A5z1m%HNTjF|Oh)M0B1bO=%sy=Da0nh7>bZ)S?&r8f z$VnK9M};GWj3|=|1~;gzv|l4X9=Y>$hfRa_Ygrg0`wVpu!*@JrQ`KUYw2Uei zy{)Wvnd0h|z3@iFcSTWSYL!-6oU#tShioG^HhpveKjN&~eVb=V%KS~AGOfiZ@rxRv zyrN>-ii;3KN?cj&7h0}ID{dl-tX?=fGQ4)hyW}d}{29AnW{k(K5fsSpM@Oq773aa{ z&sda>wdEjXTbU#)C||V6g}l^L#h1@%ied2yys}XtvWg^w>OLE$JsegLqhIs7^O+2Z zh}uEtsmY;LbGXInCOL~1BS%VJSM7ihh{oF~1y6zNwX z&uBZpOmOt_r6f(jk}F+?k`84R`5i(|+Y5(V4SYFkc?~wH*MNn8=__GFY#T&Y!_16Ni(Mx?c$koaUCd zQlV#I)doua!v8yV)k!{759d{2P|{skGBz!ciW5&yC!v%jHA<=+TzYsnENJY&O@W+N zZfo-?10pknoVZI@YJk70bAngqSDlVS$yAu|mgE39pX4*#y50gV%}+9M6hRa7b|B&e zS%F$$ZJGGxbB1D>Z%l5nqqpsA5m+T^eRiKl3!7U&zuZvYClWzaiEpE_tVfvHSCa~> zvGo^r0f3GLjhCi_y?g+?qib7~GmT}E8im*@_N_OjI`5oyV|pqU+LRRJ61n%RD0&`x zyzcFFlICF^9GX5Ok}L8yISyYBrQPbWT) zh}AT<4j9}scZ~oT0X)(Dn(2cLfjDySS5mSSzp?XSO6eYF(9Z5RgS@FDB|KEA!==$m z=;lKvUY(q3t!~*!ILCahOmx1p-jlDh=5~IVts~Lhah#GKx+j(XGj0|I?3AM@v;4 z?y69Tcvwe2=bJ%&rn|pheymQb2=Ra4pxpE)#!r?NrFo_SXevRQNIK;nj?+y+Ak@8ya-US#O4%mEraT_q~J>Y zPHQ(SN_D&TV!X&b%roZ`{wwNCf}S~XNdhP5Q%Fb=*Uo@Pgmirl?v7ny(T;3NgU0sqf)|sFGeLK0!276^{>`zQvzcnsq5S5A#rt`;ePt zuZJVSf4$pYr+1qUBr0e8TKgE#^uD&)xqplP!2u)k$3afFBGG_y8PqtuKct|Aj>P|N zz)?TQXVGLp;|>*P8_%+`o13@)7BDptZU%0R9{u6C;xw#Qd%5KknrtVZH$u zguynin`p?juENpOmE7k)5;0oT6cMHAcf;Rv%g}JqWZR$Ri)JWC8|nnJAk2UJ-39gE z$`s5}*>K0K+;kM=Em{U^KyOdqNu1?`k7B|hBmt~QyY$m1vwylq{MH{7rf+z^!(qFpraV%4|c1# za^EFZ<{DZ!Ro@rlUp}fjb#)#;673@NyX30oO>J!@pxyw#vWGAlYo*OAxh|esaPSZ3 z&&>_s^JpR6w!EpzQw8>P4S^z!nK_Ze6{rDxl%0J%Yp#&{0A3ikV|#KjRYk|l3QKtQ>K$3&VJx3M-ZUle=48)+Qx^lbrx zMCLcsM`r{dqm7qxjTk{oB=7UQs84cERZ@#ta}X~0Z=VIWXoEKPDs%u~cf4;E1VA6w z-ADH2Q48H|A|*7}x4}TI)*t~}Ma)bGyg%95LpjUKhH<^$oh6CBGE6gmv+D{Hb8zO~ zbI5jj)g8=PK5Owl=DzemW$?6K#+4Yh;WiaY zyuzEW)cb7Ap!AgRGq#!~(8*(cK*m5R1^-N&sA&2bvE6t+hoxp{6jwfrzA9K=!>>v(pv}o6(sKD)% z*7@rdzd_{89~9$tR%1*2Q+PI5{xDD6y@pbQ@Hk%CyK^M+R9w1Y>#EKlP!FJAERJ^& zEEtq<_ahX_C$1cX6-z_dw+US27EN^{ce6gFa#pmKvNj`l5|V;eLJ`h{4Z3ANm(5dm z35$y8<>^f7@=H+1>M06DB1mMUr1BBok~FW$!IUIrwr2=spsI8N!u+%Z0sI;wNc^~~p&H2}$-bq<|LmGZr zI&Dd$jv_*7Yo*k25vL_m88B$gWe$^1iL*=M!)HO*pl{=g{qybRl<#sb!&ZjdT1jrA zitHAzZ)w#;o%4(7@;$^lyv^4)Dc1&?MoJ9nhV!)&z?_`RaO?Q^aUC)U_}h5-`FCzA zz7i(hpeW;Rw{i+X%-JXJw?wgOYifD`*GMJI@py^r%|H8L?tNtLkW5?x%|wbPHrhMF z?;gs0L!P9!ToD6vk#RIpj9BG%<>1{zuGC|^HcYbWuBI{`PB>YV#*g|`%(!1&-N1S= z5dz7-2Z0Uk&uFNFr>Bw@qU-alPd`p}O+NaYcXuDlObV!h@n7AqwXzQ3NgHY5x}BEv zjhso7u{-y)O%L|yf>H>h3H7e)YJ=%?d2AkHG3+rVs!>O3S?ILYge|Btz&PfY3fm7A z%Tx_zr@?sj5tYxjBl_`BkHkPbI3xjInE&GCO~g#5z<$=G>+Uqsu?BI1ZpQv0lpnoUkMK&vw-l4#HHY|#tEnI~)))AJHR0>jT zceQAUKcRBK!yTq=E0?6KD)&eHyv$8{&iz#sPAso=8jL0O*%bNns7R?m`QCV{Uh`3= z(@C59ac6?|qTGg&oET5ulld<0B~kIJ%%2PD)U1!ZyUAM>Dr zPXxw3C-NIxJx;jjmFL#`JS8IQjpLL}s4neS&7n@(`uJr0OGEyQ_A-oVCp&+D|^gsOww9v4;awwRCS`nJA@x;VLiMocGSTIRY~J7d@o zJ&HDOZPIo$w;P=VDEbQIl))VbZsx^$9YP6i1NJbJiX|PEH_Unl-&D^Km!=w(BWYyn z&l8{s=mu3ND#YKTp_Fe1uO0OKKJE2W<nfpf&1z)j}b|k>I$n)c%wFPPfA|aS>F=U@lKT z!=yq^|LM`oOTN$~NG+jYV0bcMhwBZ`Gm`?Dk%lOH4V2Ud|@0b z7JpNR+7OXfIq$*2ju%|yC)L!1IAE7jsoyd%GJSAAh5oHyc?l>A*wl+>E@h)gQOrdzd7|?==tw{RwO#?fIk{4= zV9M(9ZkR2GYz;cR{cp@9G77ASNInbn?+E+?l*A@CRn^wkPV{a2T;y&zJInrtA|Ip) z=v2Q8H~uZEW{%@eXpofg7Vw$PoZdD#w#F8#upS1cc{sbeN-8J0kCchf!Da`*x>0Eq z$feg40V66uWl#I~+r^NHq9i|jYTBL-=y7R%vpL~YSJ7AF&>k5oF`m8@d}hQYs; zP76v2*Zr99ugv@%}b#0cz->j#5U_7Oa@8XNJv4|EJfa zYQ~Oott{pg`H)#90uKA))jOl?Nd-(@1$zjh3+h=ZS1uaZAxnqYSTrTBB;p^mtVcp?)ZR{3Qf zA4dSVN(c6>{rwbjzcb35_3Y(?sr~Y;D!a+$PRXjSkTDaxE(*fvkR9np?uT~p0giQ< z&)aXxcqlSSfX4*&2QFMEbaTiyT+jqWSabV5YjxF!?C7LsTF1oal4-npG~?EFxGq4F zb4Tj*8F|p@pI!UsOhQxFJu6VRR0SxuVYLiEN^^6qWWMtw#c)uc%SJ&2#M5TQ@sBkS4v{=7A_a;|Q;*Hipk=5QVbrd`V zS!s91J-rCl%`^JB=}bJ`2c3_NlOEK?uIm z^()JNM~IH2sVq+ZrA(<9AIT8ToCiKVr(D0gv{#=p%?PYykgGVS2r6u{e((fdpa$CH zL0E}PT^Y&K7HP;MOuR?ZVN92$g+W*W(@8KKXx^;Z3L&*-vxfLgBxgY>a)ZVO4?jU^ zc|bH&szP6;EQLK+V`HlF7T~i)n^Q6dWsBs-Y7R|BO9jokbT)j8rpEn=BN5$=q>CHe z!oy@JnmWZ=pcun@>d*Rjp2)(#_(h*3(W(Z5tX$H?438{b5_Ku2H7T#LJ(G=IoVu-g z%HyTG>N-!6|L(h54p#IWIir>c&etk@;i|m*nbc>S&#Au)4^-cXJTI7cxV?A_!vvBC zTJq$ImxLM>GZNm>l%5*NJsVQEno?gRrFIw&&h|tg+OCnkUOn%-9Y1PQ@Ao{nwcl-x z>NY$4xYsR9f;pr5$m1$_T-{M>B{^>PBHrA($;_lg;5S(|rXHP=0|CDO@{lnw=p+V^ zH>jeVq(znY&l$lM^{wUh_BE{y!P|U5k*5EF`}+`~lXt97u36&|--a*K1L$4M zdh{b41B2#QPqCQf{hZ@-^;`WQ8EAAt1CS* z0fb9n@V2qB*?1IsM0zC2B2h;!kXRv|FH_oM%B4a`nPsF!=sQobYmzIQDO^3Cv;YlV zrVrZ`W-!a@O%MG-&Kb?yk&sQ7%-4FKyK{FpnH|6{rHnju@xGuw<=2R#ljOSzIY4469$^rZD@%wGRb9%si z;Wq(XNw1rJcjQ3li(K34cPA$_h|{kL$M1$lpg9DK5eam)Hk5<$KTiZrs;X4M*tw;A z`vZ(@$=t`SM%g?{|8{$Bfmecx^!%KQ$rMF! zX~wcvu6p>cud=K_NN-P~Si~kHP*vV7*?}98?inoP+rmn0;6jwnPTcBKQHh{iG{Ksg z^*Qvotk$#7uJ;4KDYl>b#i4bT`YW#bA>MQWP^7%p49%$U2NDSJB3 zA8h=_E-@?+C~5{Qf|BnHwsw~6z_ThAt5YKhZ`T!97}J%G&(B@K4`E8(UCd2#Dg5A5 z;pm`@tNy!gh5fCKR<>sbOi-1EYkOpx8N#Vz)0Ghe$~1^i$}1pZ=pVDT>JHPlV!0fY z2P){L)$NpWMTw1m$#6!~pwc2HxV~Rd2|+CwyJJ^`P>I=!&c^*&Jd92%_0KbJ)Xrb3 z3{{_1W>dUwI4Av%`@#?jT<> z9dq&&)b}N0`!iY0U4g*^?Ylt0v;PSYa2#MawtsoJfnDb=ptk|4mgRf_9x@vmx-KK7 zgCL-__dSff>zLzuG7HoK2&ONjBWgvmtt!)}75>DI#{+2YzJZ~)r%HIV_*J^5EMlW!Gp&1k+g_Jcx*iCa15Dt=B+BOA;))XNGhwtSsz+`UK%6X_ z1pak7kwi=5=rxEYmgcsVslcM8&3|RtWkp4=38<^BNM0Vl#N`t*=zY~E+R$d`c*PAi z!eoS>B&zP_%Jr(ullb&`UgE7xdaOBL@6;P`rfGtN43TwG%IQ52%gNK(B1p2(NF1$) z!yhH7_RmJdOHffCnfw2fDt8uSVSSw***kR{FGCSHOM!Mo8W}Ny5NCc;#jjrp-%tFE z51J-WNGi0-fQNbiJuqziATa?X%z!{QZ*-xCR)339>Bv0esKi7zHEqGR5|ac;(E!8v z@N_z8TzV#78;f;Zo{?2H!7N-dPjth}SzEy@Di$P{EUsH`f!mxJJz&ia_5c(_cx!9z zLr58uy%V?Ga4q%A8Rlz>8K;Qy#skKxBJsQn6TQ-H47b0tTHkDzPtr_f!l(THmfPe% zcI7qM@(6$UAxb>o@n5Bu9WS6c*;Yjle8_hyAOE_w=e5WTyedj+=XBLy|Fp zfnUUs*1TbLx(k}7{G^wCZk>aHUT!~uO79F+(?2R$B9sW{4&8>YfHfAEHwW_f52?QQ z!3TZsO(Foa|8&-Y$;-cN?qU*k?mo0(GnQDEJX{-a+I8u}e@ypps|761$bjKw`(k&r zA3R2E-`+F-`ULxW9d_Jw>7!J1viLF|KCdA?A=tD;z-DD)xfxVkU~UBcs?2inS*L>A zXo3B(2T)=5TgVam!R-lIrPNeQIdhCOMBi0VFT5+^f>fYawg&A(iwAG8NXRoNgRIpe zToUxHWu>>i=e((mY8y)E_yL-FpJ_p+E~%1gLD^PY_@s+;QodoN7g-(tSK5;5ta1H_ z{lDz|FxQVWVX&@wLc~#@juiM&6W`5l){fBrT0^Us#!ksV;lvq>sltd??q!dVnbxvU8^R2 zkcSH*VqH4M$ULoSZ4@h-F|xG{25L^X3F@1{&)k?~LR(o+@qWGAgE4?1e@;IMpMO=B z(dbR`Zb$D#o&=4O6la9@r_<7B0=*`kkyaB6NRNu}!l#BI15-wGa=e!LRo{r$C*jxi z>c-BV*Au_TF6d^T9(pU2j7+!!Z7~}0i)o`@$xz4dWGEM?^d9x=IJT+(1uBxpVUe%7 z&x_W^RA$-BB{=%&UgKNv>scS>{R;Hk!L3*R0r%HTK_l*n$?H{@`}$l4i>9_KPamQv zJYdfQB&LLO)(uR2^pcI*+|P~Gc?4xZbv5D?B&6s!fw2@e8v?EM^V^|rKuDpLDbRr+ z3tc)cU4?%ID0S4(3GA1mH^1^KTWJNSZ7%vxIf%4vf}w-AB8QHhquo<2^@u&H)&zUh zcofbgp;1vTz!G6x1HK>uTPx5kFJ~ruDF*tT+D(5a5tLZff}v$Xl=d{Vr6V`x&L%E(fBs&sBwvSUP2s;B2ybDC*N7Tx60xe zKUF1M=W`#tq4GpETmOPp!@t?o%jc=PO1Ay_(WiBlElM)btS$`d@pLa>|Eg>FVZ3cg&l05OT8R?xIEoEqV0^M4q%>(yX@Ka!-D!IA43WA1s+=tB0b zY)+enw-EO?@Lpt_u;3MAlqp)Jjdo1vWw=o+3C!AP`fdLH$9{PAfW8Wmbp3^xAdr{{)ynAK46(orzYg7ihcKuz*G zU4pEp)4Rg3iapn0kARUz<)E{Uubs#$HgO|myBQf^eaj|p^9Fc;cv`B}CS+ao8lX4e z=*#<`TO6_VKUvuP0L$;JCXjCP8>SS^3EGI_S<9ZY<0OjuErm_K*3#!pR#V$4GkN0V z&Mzi|Nl7xzYixf@38;iZj{{{vWGm0-ZBP41>*j)FgpL){y^+Cqto0sN(ay2agjuFC zLRl9ZedKkIXK+0BT|=W)T|H2tM-Jip^B78@KbS-yv2hAUR3MbQ^$46mu&$f3f6D^5 zb)RGaK?B5Hu*Do+w|p{>gzgu-UYdRNLI0UnRN!C#Y}a@Xv8Iqw=G*6fYifBcinZk> zv}zZ_{$2@ni6oC#A#%LE`j=tFN(B?vi8qZRvXLW&%QuUPh+bYUmr#-0tan)DCcZ)! zB@kou0aOuC#mn>cznza_k^TCv#}wgzqp+A~#X+!hYRr#&60MoS zSpM6KCoXB~8;vBikPzGmr>A=GZ5>J8pN8L$qIFF)d`kX9qC554Lilct9tXSl&7Lly z8fC-R*54L8t0hv!0rnA9aFHJgdTS$*o@a;4QiU(AkZH+6jk1-H5T6k{Z_d2+Wn0(d ztp$ik-duH>24EyPI(q{LRNK+8twO}|EEWqmk)k+A&RQi7%tkRgYdw54yZ*TYeNm7t(pVM$JY;HNSB^5l|14!ss? zbg~f2I-imf-n%)**EBGo9p%8l#Qd#j4kDryz;`?I&H{2jW;1-i=N1jW@wfaQkQ8=w zbQG&A(b5MV6s~RPx#Ik>__UUVmOEPd93)Y{-z&=G@>yoG3ksMtbdAuAgzbHjscd#U zren5-0Z$e(L2vO%3-IHgZw!|Kf%IQ3xV*{MUQs*%mx+jMoj%KL%-<%4GT+KuDLr;Y zS<#{yQCXQ(N!$Xw1ec&9F5V!0C$o4D){pHsrUjW_Qe8HPG=3T(<|IPeGNR4cP?)sa z=7i1#V>r0D<22P+WTt41E2!;$E8PekfnA>)AY2e9U5La|Jrk}z*5ri`u)NcbmMcHF z|71?xS0Sk&@n?Kv87=a)e1jRRc)2wi8r9PqRC1U$D8{OyR$#lM+N<<7Hd69G;GhMK zwm3oALPG~1PC=D;oR4|{CYM8@LV!;wf65{b$|$?LG^vWAvT>QfQAg9}IqW_8@-L z*84sn*)m?ls6On@u{kJwuLSirqlH;p*Du>DxHa+Bt7wE2eJCs?p80!FJJA}&&>F4t zIS+O2TgW~u9!5|#M9yG$x<$BhE+eE?m%(tJr=8aDO`fVPgL!5`$h2ji`vdQI{TY)I zVovOI@gZ{<6Do<7hdXljr=JalM^@Snl1T+)X8!^G1RhBbOr^z?knnvr0fD&%VRM8z zCzR_hu0AWqBXdZLZeW95dy*`a!p_d7y0cSp<5AH4;^(FV5LWjB3Fx&;M!5P#eYMxy zaeno$o~690}@JQQ<*r^kf}GF z`gA_+egtY&{wZP$UbVM1829&|Y7HY3{Phf-k??{mg;_Oce^(NBd9vWC3+o`Mr|jQ5 z^V1=VWgD_Hl-}pWe8v<{9KhnIpD-O5c#BXhrGk&$hv=`~WA-2@rnL9fT4VoJPA{pH z+ir&{-^`!+@wOMz5CD$wnz~iTXR4FluFLH4Fg$qTf5zoi@;ViS9cX1$=&N#z(MIko zjr0B5Ai%1tL}n=n4D5DFm+)I^cVbkUR@uNGC?-WS?HroXMMfc#(ocuSuRFZj=!cUuk#LLTdrPc9uN8*R`cnXs!KUZOrRv(vwCXtBF%;`0M z-e4PIQZQC?CENDZt>5kGWz);eKk}0=)){fvIn4VsgZwPU?=>sd91$a~R`V#WdphM# z!v4DUr?!%#R&bj3#GUF`+pt{19Yl$P+@Qf-;->HJA_PzhF{ua>>Rvpf*017ieP`gxUz&`uDnhH(p$T1XDT*B+=-(pdFU%`U*3sepA-d=Vyb>O71i>` zzXQ~L&422Cm@R4$(752BSCL(Y|NK@Wtez>(v@#<}d*Y<-y^wXvyd1XW(iMlNz7IwP z3yB1_N76@b(yNde3-0>?p3Y%|r{KZ`IvGVRrCpo9Fd6=Lh|c+PnFaFn|9M0D664Ap z3q^<*OT+s$U7TRzg3PTCx*^IVH`NFX#0e zNObg5;lCChQ3A60HT)*T`AHP&9ChabB7D6+>Tz;y?*3e!(e+~)53}qyWt(gCLvtF_ z#3FrSzSj1i9ygURb!B{0Qu77}&kBZQESv)tDx4e7Yaf9??dij-{VR?At8Xpd*ZlK#D?rK|iMJABE_}&v34#*)Jq(f@f0o28 z!4pFWpqOQsHn?r|&^>SMM>t zKE-Ii@4U=71x!+anaqScqo%H|59rMm;wE|o z+rl}9G2!dTmIOP5o7Z9Y^YxAW6`!Bb3ExHz>C1QZwZ?`aa|}q=frf|_RlO!$pcNP= zEK=W&-zd$!vI_M7B&#*dA&?$_VnI(UO&ncsKN7EPpO}3V{SrQExO@+`c+A64c`AoG zlX;g1#z7OW6IBxT)7~U#vxP!~wc)#y!s`a|P9JUl8JgW3-dmT>*=_%BV6|z|)Y74S z4-ht?XJ@ehzZ*DL@6Wx2H}B2}*01F&jBS;eDH;AyO>2=SyR!WijVSO{)+SPv8bQ;= ztkmlo^SkkS#s27Xi0b9lcJ;t|LA7b)(7!#1>3+2j7c~iexP~>W#L{4AxS~P8mLYHw z2OF|~zVjP{(rc%?M1J8SZ|3;>`USJwh?Qs_xH*u;{y_+H==rtm8OGa1`sJ@toz>z8rxTLcS1{_iYfO#PAfU{1v1!_j-sZ@$ zFI}c11!Xm0qU8LjY9DgHI};k0j8H5Z46ZwtQbC$MVBBds_=^JkM%=`kLqSNlLSjEjI{24BQH~`BhyMLI?3(aW zL2$~Xz-!0?5VIXfl9NsyQI)OOVT|Ld5#mcj)vLuK0^ciPmZkG?=Pb$TaF3~Yf;Cm)1?!(7f0B~=co8+; zA3p6FQ2yQ1v}VxklR*9f<8#kc-F?xXVuM^d=vq?o7Sfe$Zy>=%CrDxgOq4?Ew;1um zLEV^(K2JeyZl^g36~s(Tu>&rB+RipDpGPf9rC4DY4_llOkW!*?J8TI(GJ3r78e)&S z)vb#}W)P9W$$A&Wf@AM&|L58WQIuJ{V$jfAeS;pu*?N75y;!4s8f=0%3RZ${s$ zRBVwv)Wmx|Z_$FP;0x|xzE%iM+}aY6D8W`L3D+Q4t820!ok%|Pi<&Z!hqGu}YM!S2 zJ#il)e6QO1^vyR4U+9`@TXf7BR4{+SPWIql39%sqCJgfPy)^rO-XKiByDw{=FxCL} zjiqaA!NujrWTy%1u7gs9ze8Ll^t*iEVW-dNXoFf2HDRc{jwEPwY?=5WB}V9KBm9W9 zz7yu~>f9H#{%d$s9&p9szHFr)wpt$|q&r<+vfjPRwBnjndNok0^3XkBM@(f^h9^4& z-1J`*&|=Z4**zwTs|3of>xt2@4*6hP_d=_Rp}=ApD+Jwpy=d8T`m|n4Pp{{)T^6Nt z(Pr|{MNV`njFL5X~6OH6g);cXZhRv-%MBF_BL(BB)ixf}-a``}H5l1^E-wtN(Qa zTMW6dq1!Ds>{8v;wegp9=hdGo_B3%^kDlSp6oZFpoow8;7_v`UMKqkEb&Gpr^mY3i*Z6^xZibUdB26xG{+1*_kgpX$BXgdzk$^2iUE$jWwJ74Yy8lYAnA zfJu}2ZJWpxUOnLQyT&v=4U>%f)+wuP?oZc3f7t7kJ!oOnLtC@)SYj?8RrIQ7xqUJb z-zdFSK6JS(8=q@2tNcEHK{~xWWVXk;LuXB;%br91#}*aLjHO|`^vKT`(NCV~VRVfm ze*exaCZV2)GV68BdM9{eVMbxaGsb!1mf`&lDfJ+=U=ep$gxRRR8y765XKw&`Od>ouWuD4z@Wm`a$g%?$p_zs!uQ@MgWh`)K}6%IL$M=A}1FQHa|gSM6&a zH@+zG)w#=-Et{K|#GhLXIfINj2y;dPSfW#;K2^99GtwAg#S+5Rx(i8tKm_t8#0-~& z8Lmi_h*RDpZe1@$-q-UlOj(}y-0LrYm-{`2U*ZS9FQ#8tu)30yJHqx7Mw9K%R!@DC zA>NWe(q-5|uyD$XBWt|$yb3sVqaH7nHPgr_B5@Q85OYKrf~gT&rlS+t#!b~d^y>Z+ zm}}2d&wkZt-Dy$y5*xv%36GjM9T1#L)B`0sX38+u%F#|KmgEYTbwHD$q~y7ull^_z z{q{5WY|GD-d~H={7t}El4jVkn9}24bU#0WU7~~v+#9Cd&4w>f)KDexvy_4YD2!UhF zcOI&Zqxz^ITvywjrFnPT`xC@p83>bJI_Cb^d48-%K?LLOSZSRtGqI9B)tjH-Ok6mP-IOdV}u3tqZ39--DQ4NPU=?{&%~#T8WGI_ zw&m-X45Pi`*JcT(!vlYrnuM>@)I0aQg`ihg3BV~^_xL>-@OlB7_RIm`rk78p`QB3b zpM9S0s$DY0dzq~i4oI`JQT#{W1J;LUyv&at_q+HhQvc;15c=-d*0#PyjmG?{sk6E@ z90>1wP*L?`a(1fYnbITG@qQZZX=Bxm5Q6iBH8BBVb+@)oJ3i)4h|}#^G!)<9Ik^57 z>o~H9m@HWq2IYy3j!_9vbo)~*1* zh}=av1uL$l@}z}pi|;cPOlLWvcl+)r@_E&#S2CWN$F8Qfb!2!EC9lq8NpZLXbDcWu zDzo+tC9dH#j&-yL>6OEKjgkZouQ1j=OCh;|wHG$o5AU3v87^_~N&6l2k|nXGZ9rOD zT9nL={2gqocKDFXyQTTg0e8W@sXQrQ^3(YCZE%UozFkRd2o7}>VS_{S0<<56fMlFVZ%Q(scZL1gLI$eg8Mun}m zeS8J(xUU{5w)VNyC$Sn8|Jd}=FxU|Cf3SSu5*jBo%%LKmY1RCaUYh3}ZvvRJ|I0jps(PW`@78i>msa|}pU;J`T1CRb2VzHLWncS`Z z(h-0+5D%Psg7ie3e+ln4n~j3lwFw)YvIGuprL{C3b&q;gv_ub>QzM0-0$Jmj<9&wI z$@N!D*EcWx|9tN1DIBKqaX)26cx#aTGsCc`yZu=X{Em`36$4AS2ahDSborNx0_Io$ zCJ$eog+BN_S^eiWod-+sgeT2nAfi$u7k?yo0`sYgpTB_fScg(6Z@Bw@uwvcRo5E!% z3JE1X!T#0Zw_G5Smf+AJoclp?`dJgH{&0J|4okGR1(wj1RLcV0gzCSSYleG2mJcw3V%I55+dfzEya)VL#LCt>AA+qa9H{jup|9PD@ z-1mX>_)Du0|VTUxXDCPVC~-M?!^IO?wsomN$gN&+mwWKvbXc4B*}?; zt;AKutm1~%X6ppt-RAE+rljIG>pPT0h?cSZf~Fgi|ET40VNle~QSWR?N?;<~K4~@S z^rtB#*CvlI;#@yS;~55QpEp9Z{~0Oiy?8ECDR0nU9H1aWVl(6y4=gs(C?5cHCyih> ztTJ2Ms>HlLA=V0*rfqCw(}AP_=Ex9m$&e>2nzXdPGAsCj(!JS!aQn&pe5YEgB=f*# zbbcNfLd-Tnz-v-V@4kJ1{{?aH0W~Lkj_;~|$WyTY4*1w{t?Srz$Hl;P^TNTXlDI6) zv+Y&+oC02Iasx2DW`I7quH)Xz;>mA#aM3EKlXls}KLkXM)};ovCnl-DqaZ1@`g4|VGeXZ`}l8KP*+>~FU10s z<ZNv;O5_ zC4AMNPYO08Y_Pf4%PWUD*MxyLRLkS>Z_#-qw+}@t<_Ja#W~Gmo!1|Bo#`! z%~4L?DT?W_h7190*!N^^Lubj4X!jzTXN!!xo*(Dzt$xn07k4fT;3}*?^TSbWP0&DO zsSwrsgk|v=XJk}VI;{9gCHnLXqDj{WlNzRk`Tm$Zwh;osX;0vUF8V{gFQl2%HQ&=R z6fJ+dhii^#$O%-~y5TLU4i4&%jQoNEbQsqM&9W}t$&oM>?>8wpOdBD2aCKR%c37vb!927Bq6JBUQ$QM zMMMxsC9bbW1vi7QTWKY?(He*v9_PAGe{7!rj=2J6sVg1YT>WHmybt!#1B00ejx}q)vJ8?_&i$cdE=qS>RH^r>__WY3Fd9x>&R9}LY5X&3bD*$2F#oxaV zD4o@_lRVAJwlix-Kfe5AG}^^g(`n~no^oM}PS}#v|4-CiBgv)W$H){WiJzL1()+cD zk^S=2-JA=I$NbGXM{wcBG*PtpnMG^^U99j*z_Mbi_-VOW8OFNF8kLaIbYm?{;4RdH zy=#ymF#|hUv45EYJ!)l$=w*KLq&SnP*rd(p^MrSgwe;;{i1@1FUgs+^MN4G`>c*BY z9_b&t#^&bm5(n#t#Jm`&(B925L60JYLhc0TrUSQmL?#h-5?8exT~lM@?85TD!`QLO znIXsT^pDH+w5my$Z+Pgy>0G;WaL1w|ynja&jL$z&nRy2{GzkAopjWMKx6%8+zu$fN zNbk-k21SA=r^UyyyIxugF!A1<@h=-~z7>Xw=pm!%d zOm^ETLxhHHPOy3+IbEUj+PivwW-s#>*PU)Vx~kC$mBhOmI32_)v@)N_5%-?O#>N5$ zg?F}MN-_AOZtkZ~GWN!g+Gql*rt>3f^GO8=+|}Q`4_M@YZ1HaX;OpXe>R0v-9uxx} zwnDOS^{n^p$UQJYSHHDQd097Cu~h~#!zHR+RVrlcvfjSlfX;Ko#>@h>m0419P<+;m zemF^qivPUZ>uVxTJt))Z<@L@XD3L&t25=ByFqryjmr6K?|IG3$p3HVFOF z;0c?TPRFE>RhRQ2B0f`}V5`}$F7&OtG_ssaS6BQXbX+q#bHAt9?B&`xVVnP!p!pkd zSBVjd1lH&9T0^+)^PFL!r@e(%_+ll^z~_`rVFEd zFIR>)`;s3sW~yDT=k;mdex2?YpW!oK111*B2>JaA#u6QA?^Z&L?g`Fk$r-cWHF!!e z=#ZNOZ>8umGL9~}qZPy-Ebb6hR8`r1HnEbmceHDen`^yiUudyq?$TWdl z!Eqg%s9^n>I+=o^wOWy2$d~R0VENvyCQ~HE@r&iGO_N|e++Jn)>uxqjJGL|FOS`V? znU2OB2C#&!>|J*(uWqKA%L1*!cmuEThS=m_67VneJY|Df6isqMGAHc*AxHIFo((hB zyiZC>cuEM2O?SYh{*ZdS5nvgBXN69?^$TLwIAi{gW~)So$)~3os4OTAxR6Ds)h3=2 z+KOc8uc&oZNjnAd4=1cTD^W*q6wVBCMD0sd-{atpledfb=`U4%Bx7G#R91#OJRz9* zpW1m#lvp`o+^!)dv+ytkLfPO(nBZjIq-4ghTCZTZ$ib%f zb!q>=Z9$;H&fzmycL~o%bw@|IdmZsg_?yHfmK#J#eTtiDh`ZvVw_W&|gHD zpmG#)B!M%KEI09c{rSt1x|{Mw(Je@PFKug#_sLd>Y$-juIaj6U=>`~0w(s{4{AvwI ztlTB=4SxRl1{|1Y;0YQ&SdFA4(#Fq%HE*B#-v8yo1Gmej5GED=j1>f{p!sOBL-I&O zQ)AM#bbDBjc)GUNG@xscp!~(MM_!TdvXtPwEz85Po#9ruhBt21`0bIoIk7_iCUw8> zl;?k8vnipJl^Sa$=A;VPS6kPSDPCaKcqetS&8k<*0MK(^ot|=8;pVx$oa8{Piktj0 z*}UlhX6%4FVB?kq)SQ!;>O8&CmEVK|F0V}&#@~6%uJ}mtw_lO{L&PlXuDt*Niv5iP zi_Qb8!0wOI=QRe=#{sP!jN0^=Z41^u56Lat{s+s~cg?ToXPW(OKk~pqg$v&DAD~2u zVgcq8j?|dP|5~VI!HT2 ze&)XVv*#aUV64r>t4DQT21_X`I~!>VZY8na?zGytqt^E&$W>sdJ2Eu4Kq24D9a0Yv zkicN}sbx(3x+Viqfebf)|1g~|t*vF~w3rBuHj;=A%Ps2_QJaQ~%v$md`JSB%{EP*< z_A?|wbLVs*7!v~WuB`6GGvzg|5oI7I_g1KzW5c~CF*a}rjzAx12|hF7S9e*1|KxtR zH~yfe+r{hsl5%T`v}?ePSziEnr(@sbRbWP+TUZb*l(tA2yH?Q7rJ0 z#~=y~wDY_L=|$K-_y3`du&G;3|4LYUd8KANcS0nsT^s}Y*Vv1__E$jlQkrRgdu+Zw zk^j;Ea@Q$X2h2>SXQsLDP66{La5jKl$t3z|##rQ*+uwGkVb_Ng(Rd+2LNUS_%p(9p zT(G?Nw>wt)oj?pHLE&W`xn||{@rhd86;(+VPH`%=#I|Ig8-vvK1qKKSvuZi0iAMoe zto`_W%(cF2%u+mGOMDT#?n#z)^3>_z;hnR0xB99BJWCIG?i;3F9`3IM&GEc@|2~mt z_!E%&z*jCA%}9{H-O<%m%nUgCDddHtliY=&&XOTaLcmldR?=(RXXB~{FA_551$#hn z#L94j%A757O9?;X2~H;cZ`pVz&X*D+BqgU9AG%^+Y@X^v&j-!EyR_zKJsA{Cwh-az z7RQDK@b&)7tWg#uAy(z#C?9vfj-k?#!*fxfpT#`K@Fq}00#p=r zz%+9sA!D0@Ep~jbjZj(GCQrT+0o3lLr4a42EDi1z9bB0dD8Nt^uSvYVLr`N`s7Ddt zMgK7|G0|@Ei(i|%a$TvmbT!d&`*p_qF@_^e8*a61y8yTPB$~Ff8P%zh`Nx)2@K&45 ztQF4$!_oG4w#=`8qNm7rl9L&4Z*JGTXflbk4=y!A&*W-IRr zBlzs*@J#J%L(IB{L5ot|aY74Dop%lnBcJ|5^Z%&L{IcqX{tLE!@7pithkq15`-r0` z@!=?~uA2r7i&*&G8Q-NO6w=Zw*XgD1e*Gkn?0d*HByXx=?5H#dExsSD-GF17dJc&W z2{#Iaa&Xl5>bH#@Mi??^)dU)U?e}1lZ*l&O3Gi83^-U3dlT~FVeF7o%FLdW~HVtmQ zp}D-QqnBW~`ynFU%BF9`Dp52leYC;%ucdhR16h+9RH306H2bkhhi7PQ*hq}}cQ?kx zF3otTrLtV{qy@C_fox4z(}0ao!IYgX#i>FlFnpgOQ#<>1rr{cu9IASyHr(GX`mw?I z6ne7}dn4u)cmUGYib&zP(Byg{fW?>@45k&7Y}udGm2^=~(uU(Rh)^^H8O*{1GlB1o{4L(-b?eDr_tQm$a_2Rf9a{yP&9e`#=Om-WhHoL}0`dh~m*Fep^ymc9p7=^@yMES0$WdTz$uJxk>Zt zR)bcZKVe#h#p?`YfaC=?kNces&a1y?2SAqfLQXp>&W%yhw{L#lXlkqqV|NEpq-Q^; z(|F4h&@pOthZ@#TarsT5ukzrxC^3L6P0=^>m+7zrc*Lv9s&@`E;3F1pGlzWrTGgwZ zkhWcGm8({)?NM0=3EMm0+PkBl1pWb3ipj6ezS|?sTSWsygUH0RRCC{$N1c~a;QN7N zzVozWZ^H3ZIWZcnE1%`qKASw}SzB24&v-vmJ!vn}{9#x8AKG8@=1kMw@?zfO&msUn z0j;GvjF=c4)EdRTz`LmaDrfq4V`Yqbl+gOn<}kU>D9}d;{fC&d6v?P*X!r)+01z^9 zy5tuNq>1I7zIz>~T#w~apzVK$hTE@C79PW=*Cum5{8vc6*LnHh$%7M+F|5R?zIa^X zyY-}az!K8Gv%}Rp@zsXLX2%_9Z-i*m&o^~buwoQ~lBDG0L&@3?F3SDgfjIW#04^GV zB-{MX#k;zEV#Q!xNM1rVmfY@)dEDf<^b&X9L^*{`G)YL}<5>Fv*T05e09O4IPW>0{ zQBuq5Jugxkv}1J2TmANN+5r!VjtVfS)Xjx~+o0#^8}Te1a+*WY?gKhiu3P;>ENFK8 z#=L@BBH~?Cv&{FcX{>o(qQ9Gvp}9d)W%709@A-H*nv7&){Yu(4kFkdB+b?c9$C)4> z#_-vvGfW9CuBEze-gjBuxj(XBBZ9UUv4DC|1c|Crs}JDbziyxyxsy;EC4nRJ6+m7d z0}Q9=z1f{ zm{`au%UM_TUQx#BPAvl02O3?x%(AT2_YX>FH*$k*jY1d(W_Hcie90Vg}BV zk*{}GM=OcIN>)3?(zc8SM}D-@__@z&_=23aUND1!maPP%o2RG2COw)%TR|u?JuNeT za#ApHFI^yOG$oqgGV218%CQ66m)(Wrr4NcI4joFYu~kX=Er~VJsgc}I&Z{`APuO9s zfB#9YN*?P=SFP|^eF}${@Ucg z0o%6t*hU1hu(ZZq-Jy|<@;}|(+Xo0d!3?$8facHBGP*~X45nqafw8OTc!S9kcgyv^ z$r%4#!&`=q_~8%tW zAk%qp%??Q&~^3?t6;sR*s3e|^4t_={6UK3mS& zoWOMP;YR~$kfQP}Zvp6g{rwk#nAGz%l$UcKHFQ=QNhGsb;;#*1iDXfkdm}>Xtr076 zs9o6WE>O4_hQ12gYrih8s4#mc1P*)Gv2SYkt@XI0h7-Xnsa5NTF*5L4q66nUY+ z{7Lk~OcZU}XGGeZe?N%reDNZ6`}oq{(UGN4cM4@1R2Idi;Vk)J`9WNdykql`Z+V1H z&cWJeegjM=l%wM~oL>)rxiJcOrc_H+r?nasN`W%U-Z4*)s2M7Tnyy-H1gV(pBk(ws z4>W0h?7Y)l`(%gd~P5z@_S7I6JJdDeHRr}$+ux_d4t zR_Y>7qisadYcH+<&-{AlADVL&*u=rH2{b?dbQ{AdwFFgcr76k1n6lAm^G|#&=K_C3iB0ybHcs&j1XRH!ArEgaLvr5G4aEt{* zse==*&R%;dYk~B%zpo!MO8I{W?YgP2B+>TOU;bMG@KUIJ3rbV#Cx?z&OP|vG`PI@} zIQ)X1{`WI#LQ!$49v3$Gc)^Tsz|M{9KAqg`M=z}A z53ov+R)P|WPieATj{mYVn$2(C^h##U8l;F)m^;kTNH0G*zE+vRPaTsO?L7H$tsB(e zL!qenk*S__*0JG$R>}pwCQ7WGutP4dxORCr<|)ur-)pTe+rtuteZ=_U<}q~INLh;m zA&{>Bj7$=qCZiNnHgTR3UKrw~_MJj!m)G}S^2FV^TzXx54Kszv$89;?jC2h;-E27t z(B`aClXhKPYg+57SbVm$+J%o=gJ(#9p0G@E9NBAJNg1Q?Uv3$J(~Kxx7IDazcfVg> zv~vx%^G8N@hrH7_ zBx=CT6i#t>FYlfoq6K56DZfU-Z)kMsXra(2e|V9oj_Y;5hndf@$6u4rm0&-&zZAP< z;dP3q^NwZvU1?IP$4`1HSnPvy&A`3Wv*YD6qMKFeE5)mWoGUyZZ9DN~qhE@pltY-G zf2svGemqt%W%;47Wj9)O&gT1yateFRM+!`^+Ansve|36ffN=-#iE!%m%&p8O5k!^U zAYo~mnKtp+JpWKAEMsDlFIclspqFM1${Qs3ao8^FS;y0RC~eU7k8B(coh3D zYzUasodPh%Q;**aeB8SP!EpwLGxb{Od-+L#zwilcI7#l`1+5xI<&xBYm@sMXHOMU( za(I@9zXa2FgXTZQ!r_tL<(q$X@2HgRlvscGn`zPciSm6e)WRY(GOym&E+bnv9DtiY zKf+cUwc@y2sgbC7`sm>pYg9!pX+)BIx4Zb7{ZpnG3wTT?=^^^Bs`(8#IUBX9_()-L z6znRvN#pDUheA-sk@Fs^<+Y8Yu4Gyd71d)uson_TLRPVn14k$R>;z$+NcYow}Q4 zNKG7jUdVsTwYVgL#aF1s0k&HO-&JZWzMj%mRJD@Jk2(v1G_E^(?%%;ug1+7pE86bA zXKw=n2nHrLA2OgY(H$}c78wyci zwSOu&0fODQr*UkGe<`H-FIzh~#WLZ3LVTK<(!U>qwu!>1Tz!32nkkxI({vhU&=#X3 zYp!TUGGaylXm9=Uh1^8+oWz#jvfoEwCjeWX$%*)qb9>q9#W$79P*c`uPe|yL|cFQ-WUru{W&s?@&kAj)j3)!LY*%XS;KO0D?9v-407pcoTmpWPLle?Zi z7=j#twjz~x8|q;{3NRTfT;6*oA(`(?-h05jsDU$f%2B6Nm;2LIp5jsx1(8v0=~21< zNer0|n0QmVDU7~u_(>P6V+k2T&v81E)UQR~- z59cc;JhC+^R5)D2`Mipf7fc5fnab(k8p{%~`8W;-QILnrev)T1#WgM4IXbF0Vynni zfEVd&v?l2U7ROoo1h1cylV=iZY#+h>(Ze~Yx}3nQLCYWA-FK}+1;LEnU~?h}R%?Ue zU*9+jyPc7~sXia+x>*2v!r{QLO-nb}hdyeK`L(!|n@IX-fvg&A_akGxS0nm*u(+7$ z7qC#hR>IHgt=^pF-~ym9n-^2u5q2EFRW4-g03Wep|6qyrvLNXU$qcKv z3rJv-+d4h)26rD+DrctTb)J=>eZ|AZSK?VPgZPtBu03vb0VIcov+IwOEo@+vyWz8i zyX^Hou&vJ!eT?$(a2UaT9`0RL%o(tqxvn7C_rQd9=cfSnkpmD3Op$}_ZioO3Ekwsep5Ki}P6JJUc%Pw`2dIsrZA1hMCqR2h zWae{@HEpoKB*>v^!l|u-pqDX7A-C}@#E3sGyt{OERD9kmef3I$e_Y6B=85uFSRS9l z^X%xzwND^Zka4k%AY3)YN)-8)QQlG>MukmJ|0p3jL`PK4RzurP0ZWCuW`=hdYvpck zaFhH}OD<20n+d)@&Hnz)!<(_&;#>S7GDT7H78vmh*sHoZFeaJAH~_hOBg-RBJJM0^m)Q)lU2S(VK zk%_pPEX%K~C_U0n5xtR}`W1C*<6PdwhW|LMcW8)9#r7Ik-)_e)+j=T3MTZ4zBSOWL zYd9``o|;k%F%Z3Omp`IS`;>@I{DLQ_mh$+7A=W!(rG>af$%Wx#?RVu#x#}WVRT#+> z;+2ld<8@GdJk3D6+NAQCvWzvPy=5sy$W5Z_UFATyU)i!pc1L!swaO!D`fP1-Eb#XN zdJXYAPbKJp&{(6Zs|VE1yW9P4v~QKFX9i9sttL64kS|E|`mShZ=8nYGZj3{%g!Sox zg^4s1KSj>hogx9SLYc$(Wk9vUVBTMJ>d@EiCE27wBb!i zFsoM0eqt36Jm_v0c6kA2vI_aySU(Z?8n6eXvfwzjX)prE?1Dd9wX08+zbhK!Q{m*e zZyk7IT~SfJPZxMR1GF4J`X3f0lH%at{NCL?n15d#j}pVd@%w?mD}B~i$YCoC2IHJr z8aOk_LUa!5s)`f4J4fMDH~5eQ!7&yC1H<$&clT!x+`{6{%zz`NUgLr_z^UX`8QZW!nF1b{LMlZfD)Uf2?3^lZYUab( z;kLVY`_bBGq24&5?8N?OlP)SLMH}Ibya^R-Bls%r6j=ssudHT28yNnVjh&XWSpd!w zXUc$gG>$2&;ba`i>4*4Hh{unM*^3ab;0F%ghJI&}t4r?9?= zi(OGZ>No5oI#Hs`a1FxThv^s&XL1f^4riHJ6=5>PAU&o&mIPz+^Oo!UsG>J>hOG}& z*pR<6dR$iBz)?tL*4*PQP{iTdx=4I@o&=U9NX+r}si9gybNCTkOzz!#MeCf##>V7U z4=C>;IIM&+*L?2EFgerb@C+YZf31+ARpZ9T0yKdbl@dK%ZLzs&&ZYVJvRQ@c?DR1U zu#BbRGx>VTU|=u}Zej`!z|crfPbi|JqucNqee<-0{yiN@-DpF0uOmfwEaH=fBEjT5 z=B^s-QnuMqg7G1C#NA}6;^tdK1B&?KN&V*I*b>LSlyJ)XHSrH)>_biIG1}^M+BJHL zZ7x5vKB(4c7ZIkJ=I)&LczpAUdFcyMcWY|rt)UHL-U70DHbVbhaHr1xnlFhP@U4m= z>G|~M>(<5NL!Tdkx0hXGfPx<}7O>^!zfQOO)26%@*7&NF9Fi9vtc4hYHfrSVU535I zm7URa63#eklZ=VLk3?N6nZFROLK)1MlZ!1HB=P|Kbtaf4va%yxzPrWBCJU)^W&&PW za%&BywI0qqqVS5lysBcw&n$V8GiycP?z<;8(fdjRVpk=Q3oE$oGdODKV4a4@p>y zq_5DC`-x=8@+Q9#r52ziJ~q+u%^#^tqI+IN_uuq}E1jKazVh*qHSW6k6I7hV8=`pyr<0!8e}D-HTH##69YVZaD1=3!&= zZIqj{RFCd6;vGG&!{1?_F)D!QVSd$PE!@mx3MZ=UzaHY|cRQTs&0?jwFIqJWf-AJ~ z{$;k|NS{erhsKWvCW)Ji4ZFEB9Dg&?r_wJgR?r*Mz|~`pN6Hh}jzNq$&oNy$kfn5t`7E#kpZPaV|B?K@ zI?fX2(*9WKdH;cb&zH!jN!H_cvL2mHH5jV&Sq0$VBT7?7Gu8CK0E0qi@UICbqM5ie zvgozKt9X7c#^zC3`^gkMmBjmFZe{DBo__k1JtT@PU#Zflttdv-`Web(CV$FKn^J62 z`CV9_0Fe8U=#WG(ht}z8v4e%CR_R-*9574(6~hk{X^g__i75~C6Vq08PT+oIhq3xE zTS#Rj6yjB}9{BT0iD&gyR2{jnsrA3&vv(l#c#&NDcPVio394K@!>X)hEkX`bS4$ z%F^k2a0V65`CZR%lsl)FQx3+#&oioi?s{@YA&}``-o#UE)_eMZ`RXi#7CNxc1rWGEBw(#Qw$!UZgrOjn)2jgPtYYS*ZxE z1+hYuYEfVKH!VN`b~Zns6;uuJCf>uHKlJeB35{3h|!k3Me(YW(w!_ zl^-(j;$H_@)di!P>suL&t{Fk|{}dNb{Ro1uTt3m~)lq2FE%IdYSTgCgoRdS6^3J#z zEZ^;WC3cX<4|TR_4`!~6&>bHsZf%xf?Yyi|D|?=yuY)*)mH*B26e5~qGrFEu-GKVjEAUB z0&)~yp<0uzMk#&F3Uv!wU~h_S6(E#yb&)Ow?C;CV|BXI`l*_4;tjuiw<5ky%?~339 zKPda4jt=V*x#Bb2@9LX(s*BR9{~|n>3E)1G$istcHhTeF@V~q|S-#@s+cS9+;1FXq zE9c9|(JcW_M2RK(sHMCQg^Fj4+licebzbP-v@PF0;vfijWg}BI+aVJ{>GJIG*KQv~Syf1nc1C015@NsFK0 z!RS`77}nH~htn_#fodh<2=~u<>Qf*r=j|a z!^teq72qfzrNUCAEu8F3N(DDxn3Fm)8$eD|TpJ3Ld>Qyu5Zg*9!X_gQLB>S3$D04f z!5bT3edJLzNdsfW3&qZ(B9S+G#iDF+?OQU#$Q^B|TE}YxpX3s!k6=FilXWkOO-4mNK5U|l zaX}Jz(_Our&GC?uAFkpKEQjPZXP!)>?~%e-w@>}(8M2(gaF;eF4y@rGalVCm6wXUO zNhAgLxTA+UTSd1$r3~i}qbH!S1mj_&U8`ie58#;?8j5o9tsmD1ZOnIO+#Zz;CkaNN zE(8q5+ndwCM}_q-7mUrX?s@(3S4xlzVj2^Wn0bXOPvZSpKsvVzS#CG7@I5`NsnH(3 zcnVTPASqyo0;oy_%4W%)wZ6i>(p-a|>1TpuRW{|~tEzX?EvU#%fa-u1#v)>H`NLY! zak+U2bewfQKNP+G9BfZmAbv7)^N3!2MrHQ)Orzb!f&KU8DI^=EmGs6286{7G;8Fdn zlU|lEY$WBYelfTF-l3{E`B#p{WZhTW>$GohlaP|~;q)>5k$zHH8WKarHV1f$l^6}| zZRhJ#27(^^5pqs-B5#Z{x3+<{^I^FD@^*<&i~IGX8I&qU5lS6jl~fE=^^Ou3L`K4%)VMmupjFXKY*28!~(Tk#~I$CtsLA6m#q@e zqGngzx=tWl=uFWlTsr1*?s9iO(}K7Sc@0i-P)Yv&{d?u|L!s8y_G$nkebhPux3Vk) zRZpv)`Spp{Q!!~NTR6!;4a~dkF3dSTLZQ-DUSU>a$9Hggq6)Q71;Mw`ANOoC&HIu+ z@yWoD&fA4Plsv2w%au!|h7J4O`@5-7<+{B0&;eyNINDVLhJj0HX9~ z>KU8X7T9K@u?vwoFQi_u^SWA1(9fK1ANjhsE*45WdExlGONPYR+4(CV%5?4lawY#E zaKb)=tGTG?2NXHJo^{C|s5F-Ec#$PSM^|3qR0TS25Gs(S^J<&w=&P?(Hf)8jPv>{h zB@gRrd+&Kts9{GjYadiwht2l5!olb}ScrdG`xJPgdCS>#f$37PnZ<=+cxp85m6O?& zwPYvkMTDcO+;i9Zzu!4v^OPxDQGB<1DIfV0 z8uaxv9@cv?jcuE)f0~+crIiGm6=+-tx7l+R8o_ zMFv3}v$Yf0-XOSbQ?%0rUIH!^++!~4KYjdOc^Nnx;DY{>N`QMid3^=wBjI}Q6hGql zZOF@1&sYf2ueHEj*2v|vS12Ph5P|VrHgTSCi+hm1zU_brP;8AfQTNV8`;DC^m z%L801YJ0l`dC$dkrhtW9^}NYo{2^O*hT)WH1?$8fNJI~mg@04Plc><4wQqS|-n=Lj zqOY8}*2+lCo=q-f#EaxWG&J@UW|^<8?5E}Y^7(qL*rujVQ;YoGeKq`LA&|29qAs&L z2X&>hYh>ff19#Q`x5o_Rvxg_5VQe&XqH&61B}b|W z`(^#I>GY_!0jYK2OQkHBUJAQTl2RU}2;yFz`=53)Vint=7Fag-VVlR#oF$y!lCKS> zbWgP|4<%lGEqeE>*(LNAopYlp;eQraH>nF$%lsWj_&!p3lV~``Gkr|xRqwI;jtQ&% z{@FnlXUuf*#Q5Em31^$>ntz4to0^>0k1bN5`o4u(1Ym-rUogMJ3`CTGCj~4wl|f$y zEqk0rE9&LKNWgGsV%HOJJ|+p<&0=|m{|OMl3aZ|ylIwUtVa5TiL`UN!MB7(WG@_`j zCw45Khecm$;S^hUodW_Wil!^&F*!}<(f@p8_n)_|IyyOJl-Oxc$w^c@I%G8nsdIl* z#C$Q%Z>n;%Wynds!Cy33*mx0(uBsTvxZ4Q9!FAT3_^iWG6IJcQxTulZaV-gs-cC#c z8)xF69QV5?&ukOEw6%@>NqizP7Z8H-0n!84!)f(tgPGaai*MX4R2A3Z>L!M$k3OBn zx+Cvl@Q&wiU2!S&hQ3nHnVFl*>p1(n%Po|cdij|SwU0xG)xv%$cvVb(sAn;L%n0BWGuKFq1YNimk2ebeYLV ziz7J>0wQ~65}Eu#|!VA%gxF;8x4l$(8{h5Ev(@GAQBehno9VoiMq;=tt76=O)1^ek$9DT9h(zEt9SoBJ9_;Tpv0b?Jqm-zI|e-d>HcRc3aVX!C~6KgX=TK zx39k$=@WGrCE~ye&qnDt^n6AzJv|Kw zxll(?)&m!y4tZf-t)fZu7kLPuO&+E5?-LoA3`utBSZxgmfEaZ=|x~ z_Wxxp1g>wF7{uwbxx)d;)>o=5tT&Q(e$COuU(!FnQbT$qqz*j4^LHJD(qa7-RTa)Y z)*pq20a0!1XyZQT{Z0&N+L+qFLm*ZZlaOG;^=H&<2mMMP-z-y0xX3baXcTcW^+Q)?s+P{-LMwRopY2h=wcj}svi|U|w@tL*1A#RFLEmIMz zqI~#+C!5?x&la9yg<-}WMYM`;z9c0ef4*+IE`j^LvTrm}MOb?>H!%gpXuOW{t0Oh& zp9h$Ua#U_X3H>ZYoznzYCfmltg07`XQ8vj$&Sto_?+|QoEkts_AOx&RFMJ4O3^t zZiS+BHU+PvuyH0VLWmZuC}Psoy1`RBH#@sBnRCfgsgV)d`%2x-K_n%Ub-)GGGUNAx zAx0C*1M7H|o*))wc4?_!o4rsurbPFCGN8R_Kvr6baV{^tt6r5)eT^TLwbV>*t}?7K zb$t~-s#;mk8}>$mRxn3H{hJX3-o(yAYtE4Di=1QJi?L-r_KMlvBMAB^U9HId1zj@? zmheRT$BO+B0CWEH(f(r#bOnBQ7PWjzPr^&pOpM0CRGo#xcq$;T^}s`fhmtZ2cmU@@=z4^hEEg;7LqeJ zNt7j5C|(xb+NZ2W;(fK{bnWLY6Y3+h4y;lY?k|LTQ$@4XNoCi383&#WWM*XpuaGn0 zB-5B+fqR--{g-^5p`Y|#ktov1(jv;H7Y-VlFc02cp#hHo#5w&qoS3_ud+IgD(_N@& z21BCw>@92VGDeV4!Zeien}3l^-Eo6{RQnsL43@A^r?1VElMf}#$AEOeF*7hjm$N?P zIZ1?gR3=KCe+qm*8>@cb9vh*GAtKJg*`-b``DkOSYr zI`68_@269Q)YC@lsg1#*AHB1x^!aBDj*I!`ORCS)|){ZyZ}9HySm~_Z7cBW%a-aCztaZ6h-JqMQDU~V zfmZIul=x%v+Ikd*1+1J%LcL%TKG;tq`t^xVLaKP`Wnc)bKNL%`d=HxD3VcrgX7m;o zy&JcDcbMC5U<#}S&fnd3@6Y3A?OhTQeX@3gR`y!Eo#b;ExiSiuU~*Nk!YPG$lJDVZ zld;B3CX$OO8|b~y)8(?%-ciAkwx+%|7nc18uvZHtBUmK5z8sSp8}l3Vc(QQwo<`=_ zjzA@tHPv=+SmQ!Adc@$t_(1xHX){6bSd-dWattl&iSKJsRNAAvLvlGpoJ;hYyKTqK zUzobdnwfTz&b}QRYssl}#6q6vbv*_g@E4C3r!cWCIF&0^S&KadR$^75tXW*Hl}T$u z$*Lx8o-repAnR5{7C$6c2CgCY;zjvu84)evbhWa2d1J|eC<8mv;XDnWI(?VuMlHt> zArX#sQH_S_U~K+J(jR_+>CUE_@zeet9bD$Ji{CONdM7Ub<8;(?RZn_V>=(ooa2G;+ zvNRN{iJ;0=l)m`DUTg5rUK_IDFQN$NFr$CcrvUjiUF-;~XlC~GPjK@;NM?)x>YAl3 z2;zPcIT3zzwZ#p|jab@^QD?9{! zDFyax?PsM_=+jFRVB@hW@4c9hfN@#38WdA#s{FlwpG{e#wB7{-Ho>^H3%`;QBY0c_ z9-y}`wejh#Whe;l<*4ZEb3a2bC-;zse3?V`s727~m5~LDME%Cr)g<_$%|v9?{QB6V zW1A1r4TabgBY9GQM`7`a=4^{MDOxm%BY(D?!@_Vgb;~!gHt>luxQxe-2er?FVaV#L zsx_sLvJ^+HlHys!U`~?zoxo&FSc8hqMONr@S$pC7x&@>3hl+gJI$u1sCGjp+Tl(h`K6QlxtddR2zxDIk(!2%HZ7e&#>eZCb7xO4Vx|77J|A zI4!q(@q)PX$i=jBC6kWno6@*mP6IJ~eVg9oa{fFpb(TVS7;Qb#s9zdhQ4vobb{9Fp zNuIrTSV|@R4dl{_(Giy^*>){gQ$LuV1uP7pT3YI6gq6z|Gydut+u9OG7Cg3bmhsYn zaO{4k2!{oyeUKItV;&&`+XQFH*zP&p8JD{<+DT_`U$!l79sMSZ{tm~Mc8BeCTzWOk z{z@)yhFR4Cc@FphwYzdAo}(57rjV`IAwryh=6k@g6?)n^m=*hPrpBrPi=~NCocA6S z_>1_8?MsgJc4g8S?Q(eH(YZfue3gHDaoar@$+!4AiQOmV8DmU?sAc@RA0L0`84Iw+ z8J@3PpPp};-%tP^Rugqj*1^){-rr;CTirE#jf6sPnUe6cAtdgYcHu5=-gmtyk|^8E zNy3GQ+MHG8U@blsTUt*un~OSb`bK_}ucRTT%a^40zBOD{M0s#xz1LuZBgLJgO|`#gnGq? zFB};UY*RF`if516A0Gjs3y7Dm18g%JQD8`!HZW|M_scs}GX+UiB3j=1cADi=74&E} zn2V&tJGIBGMwM0+-8DX`*{E^5DufEJ7VUkh_zCD2L=vTmy$D=lDWGC9HtL?-|M7Iz zK~cW{*B3-WQADIur8}1fK|tw}E{UZ>xNF)&VTKhpZxynPgh+6Km@;p2 z|AjQZBgN?6-Te&ep{VxYLmW3-=+I~0d22pd z9kx))`guF}Gr`W|!%zhlitm;A;E_$&6FGa`s683fjh2tG#UWC}pZ_t;pZlF$O%NXu z=ToG+f1KB@tm&D~?MxHxyBD`5PhqALq8ma6sU+PBg)BHt9+@-Uj|Y1tO!hUgc7C4K zIWeQf9cZ1KmL%6AbxvF%_c%7?UN_#7F9Miw)Xq~SR5uCbtP01|P~Iyjhz_2d=f@!MGOK-<&92^B1eWF>gDCJ2Wuh{v3*n7BJ^d`*~Rb z08N79#bP}Rj+`XgYqF*o(H29I(bZPR-N=L4%Ro}ZgX@cJMsCINrer*?jC?q{T^FLrizjcw79Jzr^T1>RJLbL$*eGqN?0zCKM)Y2tT^BajoF!w)d+;`}i0!0!XYWI;L6EIM?bOSp+h{$NzpFnqzeMzJ z4(A5cB^CcpOswxa9L&cx!{=bhSUmGR6!jv1*mhRt;E382{uiQ9qE(*W!`h41R6O=k zLn)pet>@35SF-UB1R7fpt}ZY0BNOAONQu}0g}H7iyG`d(4sp)+jMo@ZG;7P5rR2Gc zT7sYLY6$`b=jF<`@%Qf&JqP>5kBya{;azrk8?6r}u_Sg3cu1{33W7O)g&@LynD+A6 zZ_1hObey0oGx=Q?`A4J}-C^pat6`vds?OQi?D!!9T@WYz#}ozVE;xo;__~1%1X9d$ z2BnYCj}4qhSQ21ORj{~yFB`N#jHkqpR9tbsV{Gx;iz;g-=j$j@3QYJ#N{;-*R7Ob z8!t7a4Ts?>D}#9K(Xhta_V>w~H_G=X%NyiI z_w-PmQOj;#GW;z2etC}8?(Az~|8M}_Q&|s|&&R#i0<2RqtK>uQf8!VOXemsj`fQ&;&Fsxj_5pX+{Ad0Z z*3-Mze5M#WxwX|c>Ch^>($%ZME7eb}p|zQjnh>V###>_>xU}7?oat|mSLT{0l_q;+ zkR!f!qP?}dgpWc5@#A`pa5qH}%$u}gC5;>2gY;~^)EigyN;S>n8qj%|S0P^!#2aBJ zNT1|+KGyQd@jk#CZ%BX7`;p!}0KB;YsMt-n@(l(U@{df6GNwstiP84Gww7TUz)#kX zzf@cDaC7Sg{yJ?|qFy?&2$Gr0-iF@jxU;7(coew;6QsUGo=Gu%!eQa^dl~zJ$yBvX z`B85`Ewj#$c@&%RxvkGZl*NNvlnd~snCKQnUF~SKZ!Xkzajt_Xa&d(CeM?Cw->=}b ze(8Pom`a(YC2n)+?a^qgzwIz9uI69;tY78we|KDqF!RfF-!kF3SPeL_M4~4gNii{( zcGYt`Nmh0!;PjX4pMTsj^j$W3n1pU9HOJQRa|C-DYFQl%2tv*WOQI?fK*jgj$p?U! zVobkj#a#CaUV%S#+2)|FK2P3eKb2g_bdt7RMkyVKYBP>bj&Wpy$J1#4cw9a7A9FcK zY84fL994f5hpuKd4MCu6V7nRgEU#M3a zk@oSl6{#!A7Ug!CST?*(3#JS>Eb?<@55x}#PNL*8AetV#Xroubh8wq1So}_$v)5{}Z=;OQO$&8wAN*!yAE;YYf@&`^(h^-dG9BH(E-XQICT9r}-j z6=`%sxxd&RYcWY)s0e%70?+Kg>*wyGf#hOp=!{zPvAt6t4SN%j+ns1ca*{7#?{w1p zG`?q{wi&KQBn!q0|9eLQXT(S87$VqXd&lfVm)zFvS zdzChmQw^uo+_z9)%5Y*w=LE7@HpZ(9WaXH0f7gadX))qywb7pS6^~Z7k!%{INaawd z1JnT7Q-(F%cjG;;5zbf|6K=JYrcbH7LBC}Z^5uKT3HYvoP(QY17MR&@y>kZsA)nyqmselYIffBp=$O7kn9luVFQ( z6Om@Ak@kWBaiPdPU2Y^ZV*eIv?n9qq%CkM~mRwe?sQmg3eWH&AI!ftDBR-YI#YxnP z(5BK-QkFq|U8cmxQ&VNz3;mX7PF7PR>F(DGdKVomQ=tjf&_D!D!n(R1lj_JGCf#Y@WYMZ%tUo+P2m$#kcZdpg$ z`GbUogpXEor0PQ&EI(b}8s5*kV*JN->>8}Nm{AyipM2IGx<_cFQ5aN21V7`S({HYS zUo`%wH=3L_oJ-u6*QB$<^!LFm+4)e<4{6oP#>U3YS8oj7eWm$a5I9CCvHCRJlh(e) zY2&djc}3{2PY!njern4Fwtm z5}7G>L%&aEWn;(%b(t|}b*YJAZkcl(B%6(;LBL~fqCmb-btdZPENuk&NKW4LZev@V zu8q1dRtba@PM0*rTN?C%=-EL2V;e0ak9GfNGbI|zaKCotifNu{dX6o(rt;|b^G$1m z7Z2fVJ+?(&2!{z{A3=Ada)>3Pj;zy?9y^9UYg^Y4z zym?-dIN2rd;ZJ`PaDqk|_mVg%(6?~iOHNHH-ycc&89_cinINXt#VQ`z+=gq1@E4&{ zC!(uL`g87OFruUs)|PLbL&7pBYah?fx68pcrkZ~-Qsuv%(8GUuU|ovNi?^*~ zxKU`)fX#N>5B3w!Wzckzj~VXQvq2Qr6(>2luU8gPUXA+ZNh42b{IeHOE7;MW&k8Fn zWcWkorky#f(bLan=jO~rAn~5t1|nHXAWaz*acM%o1akX%stdRjPDS)dBU-fDs9&*R zL$jewF@NadG*GF_#E{FKHBXg9!9IrfBRTdq-U-!%q|u?5y5vO%no)%&aYI&hCS=iK zkv+JGz}8lS>EquM8Vw80q7=_?-kC-)9sK;E!}~?Q*>3%tY;|SbyqL6ABJrU5={2SO zVpC6nJPO>8od9zN*qs)fmn?Zx5f=9434+CpkB>#%QHgWwM;?FUgB*FdFSzJ`vXXLJh82Rs<-`HnW&0~N)_F#mF`P0*3|1L)>o z#_kKkwWI!8x(IaO8tyi!%E522gy;cL7f|@f#-~G)RHNACM9OdyU)RR;btRaFBnZCm z>nkj8?Qirtd#uYsKaNognoaHu24E(sW@UK%rg$*fVS`TE~kg#^l`55&$zj5q>8PJDSwdi+Y}jVie@mz>uPPJx%t9H@+xi0L>esL&|xjN zAy|q&YfG4w4GXihPwGza)O8ndN8l!G@s>81t{s>g3g9iZjjzpPO)Xy?p%$0dkcS>l zAE#_z(XD$E)4{0aU;d}-wT}Lq<6XVca$hs$*{$c@nq1wr=TF3BwzI((Lk2$0fxt6o z17ZFQk8e!}LXM-B7%iv2h_8Tp;0<8*fTsgE@G^$A=}EJa!<)@(NEhv=Ct+|h+Om1v zv^ta1;JxHVRobmi^Miu}Fej>t;9pBsvjH6kpC+schD1LN?fNd?@(2XZ$M`@aIuXZ;N|5Gg#z_)?;U$>Rx~@{y!h98j>% z(&HosK~|bn_L8oz65-XK1LiM$c|#^yY>o7AC_wH)S*oH%IjrefZ}d^pL5GTl2Dtux zmMgzF+eCcCYNz-30UzGcL7qJ-#1GzY*0q@?W5q_t4EzH3P$~jkf&is~%t5zD`2#^D zmu*%$8|Z~e>h&aEA3n46X{Bgo8>#HPtz=bPHao(6{s^db{sGH+R=)|vWW8yh;2Y>v zT`pQ6?|3vN8~^iM0Z^{on(M6Z&BQqfd?vyeZOuKnv$*R;C6;|o6oF6Y);{*4_42i_ zFev1xuVlyLF{HyW^>#TB0gm2EzcqTOuO}ET>x@uFQGaAfa(EIJ1gR50e5OHA2OOjc zF*h$5UE=n0noF1Lm475JspmU8$hM#!Iyn^(F8w9A+R!9=Lz6QN9G+C$PO>nl&mF&i z!iLkp6ONVuBq}Q8oxOhhue}C)XP3`!C&Iu01|QguoHqFi7d3yGRIOwz-_XOMo#6J6 zvODd-NphN1yfKm`?6YTMguFECud|s>MG%N=IJ&qfkjT`|8~mr>v~yes2Q0k(W#5b| z6Z;AFsT)@8H}&=I|J8P0yg5JTsQN$@BmttIjUJ&XW3Rx7g33wX8$bA>xq|h0ndj~? zc_5_yQojAIMlx%>VD@GA`=4%mkAY@wJOMD}erR~TR4C%1Cm7H0tV*4S)rUWAGRftX z+>N?z^<9;b`dKF%M_ed^K0LLF3FLJNYo-yMwUL=oeZ0B9i5w|$oW>ZI?lQ};<)4O2!fvE{fj5S9>Aki8i#)4f?3r-JBxbA3ytYXcNBvL@DH zKwEL^H~lEb6IRvO2%eyh+7q7euK;f%Or2y;MTL8PzBppbk2yRtQlG@BtoYPR1B~}T zk%a_jm59gZY@6xwqs}KBhyUbpbrrtDXD^J{)k}BMt63Er(4Ls}cqq?30D4u>qj-W} zN*kdEf}IY*fN8?FW#(AH?-!!1YNJjZ=}w9d;-K=02Y((>$z3JtfCNLR5bOw`XtF^b zSYS`*=}QJD0htnk98$!vo;#dKO5x7>XZuY<7A)jw6k3(&YVlA z+x2S7stmFgv~TqcJZuL~RO-B;gL+X1gWCh&?)Us}0gEg43i#+P`m5=F*-KIIhvyNs z5etNS*UY-mg49l>QN}*B)zOtk(`2c_QY5# zArvqsiAfi5p7pehp+0-O%2EuP0cH#!P8*&WdEChAZ%SaSHiBOF0 zyDT2{)0#!ODCkx28Z?yxF5I(954kFZ7jia_+4$d8lcIoe% z(ZHE!>wAq87(M*-KQ_ziEhcD3P@Gn}>2cNq|<-4GoGL9s>Q%Xl5%ZV9CkcMdICszvtv(ZluihV%rSO+t$rtbmNnDkj_ zNU$C~SZX@0^}3cDGy~q987Ik#@dK%*4<2j7(>m-#Q8E@=a_U~kl{M;n0S%3#ostTmhXez9GtaQz+Sy$fZ;%%`y6w7+ z=hfnhWE(6t;U!CVZs0;Cp!XF$B}m-}czyUVH{=JGRRfu={psx7(&{k3(FTM6aSg_o zzJgo3rM44HY1J{??n^2cVLQDy`!($ik!lh14F|ybI&h1+0I(9;NI|V~{a5f8OMWN_ z%z}0?jqQEhwYF988?~YPvvZypQ4UxNmNyDq>&&NZkI$ko&FJJH~%J)RXLc z5pYi|D^pD2JQInvZ;*c}4H6uIjmZ;6&K*vSVrZy;VcwS+iTjAiFyd7v^zAVE#D%xt-rHt zOldY9yCypjQD;;5;|ecTRZA7tj(6sIm3xw;igmERoOFba@01Js#v$M1qj{*8eb24M zzPyr0jlzcK(?;OJMKXq`=Dy3mt}gdbh!0XK3REk6l+iy?QVh7ALOLzoA9JrGbHfJA zB=bgrqRYIfNGaJcx!~c-r^JdfO*lRW_`r4fqU+2{)I9lViqM%rj6q}Z0tiZ1eQP2t z>(ekvi|7^pUxnsz*>*5jj*YD<=eXAURBz3Fb*_LGPB-B6NB2L{bAzwrFO<_jqB5(2 zok@COP@97nCrYd!gjQYUC?2 z;~J)Fo-w*xh9DyHt69}&HkX}nY-6LH-q!&AGd!#~SPi5pSaX3iIg9q-4ZJo=V&thm z+a46#w{;qYZ+Vvm0*fBFFEVBFetBJ6c8DimNp#no47wuH7kb{%jNlW zy``X{aM}(2CmFz1R-T<-T#KGI1R2qgvf9=$!e(J%z~pcO16A*(6DlCp@>o0L*O#;w z$^t^aAH`n(sBk< zh11+~4BuVWdecmg;YE2Le#+}=KRme?F}fN|x$F|ZQ?6>RQCz|5*1T)b9wLcVvf_>M zxw*W=UOtJ+^QnIDvZ#om+c6ueC? zwxl@jFH@<00uCK`Arr@F2Pl^L7vFqMuLiR)0f%pL8TFoR4sTmAQpUtlTU-6Deeen9 zq(O89Sy#b!Jg+=($x5YXN7R+*J$^emmmSHiTK!KVsFWr*dI3Yk(SQ@);W z?jAo#{&S}k&9HZnb&jfSzn6HJ5&57x>e`u3e0tKQL+JU`+=!#{($W=)^yb&1s+%)a zWuFviBj#`D{Fz7XU2Bq>*~V6z9~BFekLZ%xpa(f4baPs$^4Zr8+RJy@V47Z8#no{_ z!|@_l=1GB%o4flWR|FWoMw46Gt#3KuVc^PdCq3{oZj+9%-~3U?l9K4{7q=sfOi%9(u6AnBfStdW*Dt8N->lb(H+uu1zjNc3(No8nr*)FNqGed=i3j z)`_Y&G&F?ehGcm>20(19CYQ75v1TnBJ8N^fE?YurS+W96$;7;VD=FX)mRhhpyot66 zC>&A`DJlvftRb*YLMps}m+ly8*dB}Y97>S~cYP|Y3Il$=6j{lMF#S(d(&n9t<58@` z{V7a_qPjPN7BW`yhCv%k<64IFbHluUFrZ7K`j z^Z&txsJ*WJ9L za(n|>sbu}}cw9ySY_{H&$ol6YsPB)*waOtEWuZ|L)IP~It4u3jDKLJz~IE@@PdNszl zk#M6sZt=S{@sUvR8)IMu2*nBwdOF_jl}76UTLlnqTia8sy7WSb#y@YId5s`c75@^X zLd=L|3xcg>UNP_O9q_73YiPcN_DtQ0QQyt&I^dryd=KevqBZ}qPCuYCWKj5Aud4ubn`tw2>HN!^uE8UMeI>eu)%HIFvD zrrb%}G27mezAnlNsB{!F)NF>Jpnou)RsIL_aC8PgQ*4Y?FPCu_f7#VBZUwiqTRbf* zk#piP<8kLBZPl5Mi>L(un%Pg>Ok49;Pi;T%Fv)bil7Comw{`1)_ zYbed7Hvw4ZX+!Vf(+etG?YW>>wTPOUS7~;UX|&-y+>g6{SIbsbRSj=%$EC@O66AXg znu;l7cLuN`8okyq|DBm6w)P~l9>(#8R>`XwY+2}mkW%me@XPysQjxI#jX(}ttKfYHzWNWa|%&%L^7OTLVu_(adW%;Mtp z(W4(+P?qSXp_&36U6y!W{sQhqkHLChH5jyj5Qdx{>|%Z3=o}{dvq=eCZYiEH(rUZM z*&)u;-MZ$Fb%^>L`YBnek!dZWDr!RZSSZ-=p$l;vypB!a)bB1qIay%0uKSBwv*wyf zrp0v2b@|d$_O>mbztt+rU;C?m)S+k+GOyaN)5 zm56=+xr}~4%a5bv#*xIzExtg*S8qBJf1#Drepvm+t4NBA>4NfYc#13w?EaSYaL%cf z)-9oZpniALMa>z{@7W3lbVtD-z3i2P<81n9%i28nlVX-Y4{%F`-L3Ld- z**@ldjC??&0_SVQ4;RogI_}XISLZM8J>LRuuQxH9&i}~`zDAy|rvi#{+u^*CS)2A@ zsQ)TnOl%z8>bwSY*HAF2Z-+a?1!(eQWsAWAM$eoCqNqPCNDZ zew_~crj)T%3BKdOIl0g7t`WVC!qsmEF z+AMgUJUwR2YZs-l3|aRZ7`cO7I4p0J7~OJbU#>G;9`=cKI^3QU<64g6LtzOPq*!>= zTp5a_w&zyePnpX))Vo`$bacngU+112Rq z_-S~--?eCTIlDn6pPa?0ZP#>#5Rm(+NTw<^VL8_}VKHQ3TCU%Su1g^O^yKcUcTpT$ za?WnNSZ4D-H-_BlSOX_jbfSkbihFgJkdGPz@*KVaps;mos3(o>qyMHFAw$wc)62sV zV@0mBzu%K2&U8a`CBT7M{fEftzR7G*jIV&kw_pAjTKF@?E#Imu{fhuvE#2rePwPj$OKF(~7R`%r`g?!-hc-hZeCLzHB}mA<{p_DemBQlI8yo5} z3H=^2>3g%vrgVjMp)v-F(?*2hPn(oD?O`3h+6q`@YhS(UeUGp~c3-Ug^o8diO;_Qm_wg>AtG&GOEX8G1H8-VP9;$&uK%W?ZS#@TRr zanV(#NfNR?8?RZT9H$XvOkki{kD6mv`d@0xI__%iloDS$H0=Z@UMl;;SV6D;QlpZ^ zWLn<%Hdx(SCFVd#S*^#ezX=rBpVNn9zao9`-dZ;Pt@c^dSIJdCU^@KzU_-n_;vSrs z|5Sy~A1qk%PMLvFH~1YZP1_O~E5^stDelC|c!o)vU^C%C^&n=GPu}n3P~kl$f1uWf ztS+T$9+7xHYV}@9H4?;AQi*c&4FQ)@Ru<)&;R5FqO^r0Ksp?`zX45u?3uU6%YQV4r zH*$uWipeZ1w$`ueW4v`Q%D)ve+m(r*UW42anEcW@1pkw^NNgoO*USPfHtz2#Y&zQ;X5R2VIJcou_T)df2c*jZBM3~bn&vkfcM)-W`%VXU zzJ`8R&?Qvc#h0%fzT57kRMFUhM20#liKJaMIC+0a5EqAC9mkK+psL^Nlr_E_V091E zN6Q3JhYXF=N$ZS}x?KIDzBYDqhj{KKf#Ax0N|R*^2qh0Go(`>i?$6=jiwzfz`E8~F6Jv^8*FQ5)arU!u$F$m0c5UU}Kdx_pGss)B4X9=eGd;1@ zZ*)p)SoR|?cnRhslQ#uFaAKMk%X!-48jT?tanLljQASG3eHS6je7XT$mTmzEy^|+w z{NRGxCh4af=AS6UkaNy+XV&eP4}J6y?eWO=bi%UHzq?;{t}=4V40A zKHBo}{s#_6C^BIzc`(f9?9U$@An4uOGXSdy4qY3iJoWvBwk{tre*1wkdR3C6x{CJB zTP!RoW3vYyaReSAi?T%F4hfy( z!I?U8#ND-j)3h$q$*)Zi5!5~o8F{!khou>M+CBVVpYmm{Z&Tyys;NiA@g0NjzHI#Q z9KYw7sK;21R;)aX-m`5>JKIgfhPA2th3=5GR+X8k)&9Jz^!k=7-gg?y=OMkjuVPHW z+#keqnt>KZAZ82i8ib6FH)i8uK8!c}qDDU;lrgLyPX8&=CI zL38-2eR4DQl>ah|$z+T zS-d5ZH%zWZEH&P{uu8CRIFStTs*$ly7 zZBCf(w;yR6t{Kq^Pr0075Fa_8B5E)~5morF?Jl&R&=2^G43jr#v%VmL2c?LeGwHS} zwp|}jZ`<#G-X3(N67|7mH1s~x=%Uw_F@GArrNI!$Aoy!)*?ai{hp^?MN6!}5i%}z& zd0gndp4KtgTzQ@pJ_(S?i{rwBNBt-eaqetmhI%<7Y{fkr8`x)RcF1Ml${Ecpwi=8{ zOD03jbT;GTjbo*o7}0DEo}gTx$ph* zU`B$mI>-IW zVU;_f!`Vorn*59KWGwz2wq^bm{rUQI>oW=>4V^b~)LN4h_b4Tr?VEIWd~GkX!#hJ# zbk1(Z^9%Bvc5;;)6y=%O*_CJGe&2DeVDnw0JB2c1o6#B6AGzi`cF>-M%xz;AwQDB+ zJ5W81`CmobId47c>&Hmc>W(+S;Eu;wxh`y4EE^4MZ;-wWV9C+y*#5-%`S0-tJOy~; z@)qq+?k?K11t5Nc(yG9F)n5%VN?s2qvnJ5_tt6N`=Y}9GeI!d}(ODKRL=e6VaBfgx z^TgO$L=93E#pNK(c^ITCF35>piz>IqwU*G91}8iVfPG3hhqxLuoTV=$8AWpg{7!y zZJX7o=)?%gI4oDZBQz&+#>rEAzH`%P&@SmDH^DmdMwx`Yg}a9#(g0baZgtr5pt7SV zx&KfEuZ)+@Jfp4Xa99cWt(Q8Gp?+JT!0xOBb1096QrNX7QlNI`cItYJ=8pV^F}{G41{#b;-VpCWWnOGL`GM_m)(&3?5!4%CVq})8Z=l+uI3;+K_*^Hhim^ zobM^4nuH61{5)GC_CQ2(tcId-_^**Kc%SKAHkpWsti7SW*i+;| z4}Rf`bjq+G-7}BuG5O^qX4Jf_lWeLG%qw^00c)JnfQnEkeEuk4vA^xoYsp)`gjd=Fkst{)HA)=Q|ftea5{Au-XNs z$9qG`9@^?&CnawDZb9iLSfKxoUa0x6*4Kj1GmiX|zAUjf+N0HORy*40%sSmdd%Nd- zM`I&!X((+Oy~Ga*rpE@~TfBbYZB^G6Xe4=4!^cFljuot#GjKKNS$0UL)OR1(wMB_I zw&*1v-W)7Fy}Y)s(IBSGqYXe%BN95Uo1s40ryz{_Y>oA@x!IoBcR#m##k1G<47V%> zIWUlzg#PI^l_N%aXTHK=cabrYolIG{?|OM8fohlhXh9gv5`7C24JxRXdv$Hqh3_Kk z%O;9NI&bh)NWz;s>DV_8B%T8`mZH8J*nP+3fXEbV(;FaZ0r_vh%bqi7-5A3w@w`%- z6_g2Jq$q+Q8Kjq$Y}2p)P*^XlAVY!)`zQ1iD!xx?erT zvYWNF6AQV!XBzyX5hEiC7MZ$|--{KHR5};y?j{fZdQ!n%t|lywXD|2vpQtSCWdAB$ z+b?;jP+{)V1K0y%vqY#5Z?;;gj#ey=exs!h?|ZLG8!;Boq;tmzp^tPY zag}O+;T38%`!4umqX$2J{Z&S`x&7Bjfv@`bOTPY-7X=EtuazHJ?&(Y$5L}1r)u^rL z{U~wJ$)dqNOiW`$wU&oJwW($+py7~9`AWp#gw~NB!HJtW-a^X_o)W=FkF#a+WEU)R z`7rz>NO)(KAWy*B9Gu^8Gc@Jlg7Aq`%x8hW%?qRT#bqD2{5I0_+40?a=TEn$Tcyo% z@zJ1X$Xuq6gs@t9e-Eb9k@T+VZybOMZ5_tXA=ke++d{Fe(z z@q-D1c$H(39-lTEMRhH2hX+Z%A?zw7=>b`NF+bR!BshzSixm8ZC5=AjF>WxjidLh7 zRpjv6brX%_0PX{u;mykX+4)%up|tAOcI9+>Ts*uZPPt$+V_kv8X73a{zr#QfJACMW z*X7@j5A8V1i-=>9M@_=nb=xU$8$mZUB!_{Q_Nr^(CX*}z%6GgSb z3-t5z^KG|=e?;LLX~{TwyIeQSl)}Dx*^in~C@wtcsvc2u;|DJFY#v%wky{80ml%J~%(Hi5+@m(;#-y>h4T&pqZv3-f%KsMhzEcz}ECPQl2Oe zixA2)@~1bOS5|*1s#sR#HbhKeL|JN-c=()V-|u_}HCA_=Pe}UO#wd&82ZLzRSkU)w zbSl`vsC}I+ab^HefqeQ6?5*JR07(_VUhv@h_6y1zk=#Nky}hcUPNu~#!P6}ZRuPa4 z@H1O(!kSBa`25kTmhr4%YnVVLe6~oZqsx^+MmPDBWZWtPqoUKaQGxP zE76nrp4YB#bvJ*~%IeSarcIk+e~8KL?-_8d)4U~pVImt=k;^!RyHU;Sx)-}4_M!cJ z)^^i`_7$6%FjS{$*G{f9SqYz}w6TAE*P2V`34Apz5_K`>f%&^#Ikf-t&g}U0SNbny zH~T)jkJ0)&B_GpNTuc#ZdBkN#+>m{iF;~`Qg&H9@PR{({ej6U5h^~@Sj4IZ*S|6bj zZ>mLGkF1ON^p;jO>nTUL07Av~86MC&SX!vG*rbLhN2%?xaz!8v(*>l-gEsnKC6@LGpeN3c#y)5~V( z2KmJKZ`%PrpO5aISaY+Ul&YoPARn%cUCp)z8}^Tjhke|COkB`^dY2_S$&zS4dIH~g zVUQ>_Wt%^iK2cA=G}xIcyAjM+`k3j1Yzh!ACw{b4UPGZtJXcL@Y-K+zxQjbL>djUV}!}a=Tn7=66rHR71uCwSf($gAIX~U#`t@# zO=%X(Mx zPHfk&MZS7dOI>|J7t6kAyAb8geXcA~G});x21WB!Q6nmFzDN>s+OG5U@!8qA0(sm=I}2Oj}U4M8{m~^ zDvR=k_U2`k&Shrz6H7dzf_@hi6mv${sJ`T#SKN#gl#NHH!lM>5;f7VGGAJYj(GLIg zyd}%N9a45Wxpwv2`Wx~zmO=JLtXdVW`#@gvt21yuz%_j_wCHx7!Nv6A+1iD z7)6*-(rC+kl|7AB=W|xpz3WIS2!b+Ym=?5E@)TuudkY+G(MR?qOX6Ecv_CG!I}Q#Q z8V}bG#9$9R$!P9csk#zOLK*BDs18a4_fM8jz9s7)w@y;j`#n1|6{z6$Aq%|Y4QM;p znKFf4yJhDqar&21`y1eY(v_S_n9$H@EPn!CU2sUOr2-8H!|2i?@Kf89){OlM*xR!M z=Oe|Fg*`XQX4bwbTZrf3$}e4a8ZKRRz(Xc0m^eR&SfvX=rZ0SfI_%JQxt^?y!V+Xj z=3B{COgr;U0kIP^hKP@N_r)6<`W;iJFA*Zjc7O4;=`_dVUchO8RWLo@$ovPauAY09 zqaEP7C}FV5RYS$EpPOgMK4;0R&7NY@9Z|UvK3ut^u6^Nl+<5)KGwkGe+c6-Ta zX#+rU8V9cYWc?SO6)%a1IGL=`3J%!ua#LcH*mnQ&e+nJ?$-zHrq9j*Cti1DwWbm=< z3lhT*7VfNl-`@V_41s*X5AutSt~eBlF5;DjspsR6ji3DN?EhJ$K7MB{#8tLh3oUWc zz~_5SRBsUfAGYo=QI>tEOjm8Nb%Sos%QExvde{ke;J4Q$nLm<9VuMu8u6aWXgTtog zQo}r{dKy_PYD2mICfE^%ILsP#gao5&6tUOipg+{zZOZ{PhtdN z=!g>>pV;kATKXs{l4SYulIDIVN%2Z2j`1h6>Qn>V-)F6=J`mS0X3Kh!;P`ylV!7)v zx@Fz!Oz;^Xv$ZK!RE5fxaGhGN)ias?O)uF0=j zoQak0AQd`7P6&QCbeus~R{f+#};lC|^vsKh!S({;Nf8gYD7{)T4z2 z*znIJwS9)Q;EQ5!_C_uI1lq#&sDwYH?PnR;dE>h^4gP6+tp@cM^^HE;)m)>FXFf>} z^Re*uoe%a!Wr~VGxP{Ojgj_E}!Gb5Gh(V!H-8?dA&;~4wd=vLt;Vr)RXnlF=cZbS; zWX16)hvipBLmnrSDL5h&B}}%hxgnu{J))9oU1M{#WyrVvNibV3f{7O>#~95|1lu0t z`0R?}^9>3Aw&tREHgG&tPpBtgl{4|YURUP0Tm_ILI%#P23O(fT-#Mk`&otu zW=VD5six{4GU5)DyeLzUXD?$RbL?Kaqq?9LF@q?Rw4GyuxeQsWQbq|1l_;$gKje9~ z|L*@-ItzxVy0!}w3Id9XNJ&X|gTxSmg0wV4cZW1XBL=N>4@gQkNF&`tHw-;A(jfJ1 zpYQzxh@7+cxnr$s`Q04cU<&WyJ2oF;mA0G-PiGtGY!GVJlyEKSMn8D2>9;RYvqhw$ zzK*NMy1rjJIXmze9v3s0`IMAQF$YnOte!JasXNcltWZLXes1&ab*uc@l3sBmOrj+> zBX`_QosPb5b5rSn{nrQ9zl}uVBo>duEUMs%f_KXBpVx`b%@42$nTj-}V{Uz`Y;%r{eiBpH zt++0ih6%XdPu_>hOS4|JKBy~-t&KM>N)Jg*nLL87mjvaT8a#bK9Jm+uyVk1>x#y%~ zDuq(zOdpx$UV;nS&z+Aa2oAlnjn*mgK`8xJ8_;H+BzJ^z;H+Y4e+RP9`NoNG)4oh< zJAnw|7)uj0Wo9j1j>8Ev9;aOw@@@``xGS}DC4w?gH-Pa@r(*Pc)GP#SK_{l^9doRloIWl=)+PI_l;uBjx$q6#m;&fXf^yvezRHZ!UYdqp_U^RfF> zwJDMmM;cchv3Wqp>Iv(I)~0HiM_&qU2nTqGCkRoJ)XeQmMdQCUPZUJ*=1SANkc+;z zK2v`|CdGjZa%dEwL>wY^1ccm|AaE&ZF2ip*yig*M?DIiN@{R>>=7P=0&S@g21zqpF zxui(V#ybWV7PW&JyAF=SC!UnAcb|4|#PLr}nH`5^N=(}4Um@69V{I9Bo8FbvJ!7pH z&SXLdV#QbuoHz!2jNB{`9c03t?viSrtL1H;ZH^J1O##Npy!*?6sETd?1YsL|AW8cp z8A0UQps%E?Oo1kV=QXsI&mDV=nQmS|_du$GPwGcVisJ3CjJQILp0lUVm#*t*jJ8+571DT%of8N+N3P+Vr0%=?_fS^7J!u-#QfT`iUYE zEnt-GBRGavvk9JCSyXxA(+sS9t7E1P&F7eq`eP!?ZW+Gg(8f>eJeE<}V6v?ff%SON ztJO?keKukzyOO@N<)|RaQ6@^!DDj+^QvnMi&kG?;vj{uc4S&^q33PA=cRkq5Zk^8c zMm)+YDk)%GjB|EY`e*ac_uBpD!LN72-PW$Ukb3X0Hc@{jkhd5bHGID_%-aVmEs?L! zGgjdX^{ER1>@NDTSQ>$<^eH!#B6BGZ5z=f#xrXlJ!B($C8Dd_l5b|t3?g?wFLWG!x zR#3A$?`%EcA%{oN$zuhHfsy_iREfv%JyBP+USft>xlt6`$Si7icOX`IO$g?Pr85?6 znj2R4h^#tBKeIX?*_Fq_(i&UGL@37^bT`jmKD2T6^d}o_dfa;r`rK=^m<@RreFAU(E_#| zfypDf-kbazhlsku?ehyChTPlq=NSf=p9G-PRK~?57;@~Je`T#|&L$?{ldZ)YjcOW? z^fY(oCQ&t4dylInTip9u!>jS}S(|tm`TXNnr)Sk()I&FIxWjFLXDS4_pN47ysj4NzrBrMyBC92Kq|_mTQfaOU^c_)-|WdvcN} zf%BlUvf=mQB1e-!x@O@PVMHL+6Mh;WaS7&kV*_0uLVL~ng0Ro)-1o?=>!}fs-Vs^X zc02>CJU+!O_XdT$+`S(pxb2~b&$V38YhrpoF@?U1?&uT+K9bHjRS%Agvx|#FhuVfo zbE)YK5XGRB7a4)52rqk~N+eBLBL8gFlO-EzTbeI<40+`=;1l_?@Dr41^$p@!&(}v3 zKR&w&B0^v(t7<4G{FZwg25->BSj#F~h6AQ!kLuWuj*gz>&iSG+^*CC^_YA+@>!_?h zS6^B#7HaYkrm&EobKrr}Lt<6m_;r|xIUQXT6a;?^7UX#|@AqxAP0_n6>xza3`Gy7ea0mTGbq(MgB|-G%We-U!unuIC ztaulaB~GlU3&ra*n9JTPqDx*`Yv}vs4VST6m;54o#%%U+fTt@42mCPD3qZZ2qU{~dnEN$Y%i`Wx zKR2_|pQ(8#-3GAP#iZ=e`>KJ)D6Sts<@QNsljtSiKte9+Lj{*KJ;>ex_mOaocuitB zpifosqx?ZW=(>g4oC@pwzj!5rr5!d72TBpHt0CF@u0r=HttOc#K3# zJ3;bjx{$hfKdVPeJhjwvCKv<9!+Y*&uL8#j&+92F8rQ&(S*r0a=kd{$|N32fdk}3w zPVc+)w6vqYJEh0-F0UTN^ss#QN*&^nf>(OUer21tsy=JbINCg1EH9*ov^iYZTK0e{QR#vbSS8l>ict{AcJoX23ZtnJ3-XNz zK~!0y(`$d$VnsX_H~u-Kr%Lsg_jMi1NzxAg_9KmiNuQZCQk2=n)T!CH+1nl%+|=v2 zQWR9&)Bj-YpB|G%i%|+NynqfqGRw82)4pL8Q@IKl@Z9}u^n<*rjO^WdS!`KsxQkvp zHF&{=nXZxJJlLO&dpvn^3S#-iS=rS-<3z^^iNmm2i|twK`pCZB&y}95S=BWZo>7d;f9BnL*Ka zqXIKi?_d(zRBjg+`_zZ`)4hZ*FFMkxFk^`;5?i`|Od^WKI51!+=)kdm!rkOI*rV~O zz_t7SEmq#dHzoL~`qHoEg`_ChQa)t~+LcB#vi7>`Ygm4XZ7RMs@Mw*%tAx+zKA|*g&`V`TVzD`b5jlKvM}zN^li> z6{S2mj!MR#y?S=kN==}FKmPj*IGyo;-jlySbPv{(-_#TrT1LV0#@yLXK-&h;K%n#Q zt5}*nEwoD6bgZ6>HUHh!#b8};CYJt7TPbm;f{hf>4MKi@5!JStrFg6HfWRg92Bjmr z@efJ1PIFd#*j76j~e0#)5vgl0KMjXP&(3=Q@V|s@U@0xyX)VP|M{JRamK(I1EppP_Q8y=(MI}T(6R;d2U=3A^&P{TCrj!Q$ZYUZtu$KcFhi{KSC{bqF{0I9P<@7 zR$m?)E-hmP)Unt%y0Z< z?y*z8n6a~=IDYFckW;_{N+DqK!78&yU}bL+2ppxxUsMnSsK_ev3;O7xz- z%ItBC_Wb=-RhEx&(Qxe84N-t;lZBF9W}q%Fnlq;kxYGw7_+IpU6_eD^Ag7>k0xTim zDcG|};IjL^PWqfHNs&~!YwfM|LJxl(zp0BDSqaEPd3fxbUNoE`8Op-Q$>M#d@O_QE zYoZ|ghXH3vwXq3np;c5gR@B_&zCa&FM?t~Q)}#^;Za2+wuBZK_7w=IPwi(Pq;tP9C z{GQ$kr0Lm338KZVRUJ9>c6H&SCwiMQ*}*-Abb%rN^9Ay;%bW4qawAkR8af)9?3>r> zhgApuSKa4ph;-~RH?9l1VSVxDyugdFTi@oPYwJ4$(*|3YOs<(+1yf%oJ?z!RS@-oz zjGv6`TBieW%tvnSP`Gu>PgDCB7_Ms+;cXi7Z&XZ3t97^3(F^Z-g=WWp)NdxCsXR(; z=`y%kWH!D=H{9?x9@aW&Y;eczcI`j$Ft}efG@WoS5IW_9bX9yxJ-t^2(8>%Bd_cXx zkicP>JGG~(Nw1soA~ud`+yoGNA1D~^cbaSuadSGaSoD~AZJ^DupxZGz+#2U?2Y%pSMIr}QQ&guvKX!B*Kl_W{KWa=q&4u0c-PLn)o&$z)ja zuLw|RpyjH$zzL`Tf-=58$3@nIQU?0v05%k?WVVG7ol_WjkvMMK**Vb!r;a00Q}9Ly zw3Sr7mRo}!Z`y8J6!k$g-Me^en-$5zs)82+2^zg7!n(HQ4BZ9%p1)bP7|azw`Jhi+ z=YO;x+*=^nGi83^L@sigHU2~V1yWaP%cF@${6$N;N<94?updwzy}H}@XX_34ClU;6 zxd^-VzFTam75H(7efQhH)&JD+Mhonm{MKarKHXi5-yvYjU>4yHLP#&BZmazxTCP0q zIN+#57x8nK>-CoFgoQU}N>X&akM|cCBTXqGo=Xfaz3*@@ViZ!$Ch15@f{2rLKfNui z)Z#H-hwYO`(q}#R70$5qFa`WC_0Fms-ZQW#7{x8b`UXD~>gQ2S$v=f4l7@vWRn21_ z1|IOtI#b4(w-92LdBGj0nfTr&)&1S8U{it1L=k^ddFPOGB*%PBR(bH_r!(&lY-7N( zeq+1Glcbu?xd(}+dx?%#!+fpp#X4{eSq?Wyo53|q9((x_YZD4 z4F8TMyvO|qP&fwO;uOV@%^0N=04V-meKiJD?{kDay0yC!N`hmd>9)+DSzT zsnEV*2GCGrOUneVhru+fecQ}2Wy2Ej#7qd($nTeT?ROXA&R0Ve036ak=*wI!$=d&9 zE3OS=67$Y000>C+*qc=0QCvH5Z`3}%d)8PCC!UGFOjXuj)P6i3$MNVY3*(w=1C#3V zo`_b-h?RS<{NTv)%c#;|pU$ljDSXO#TIfLV$M3muuKm^a+SUziKVMQpd;$)x^qQO} zNd9J%YUq>?xI|Z&!BOh)?)|ua$oaMR=A*Mj_V`8^ii7N;1IWZJO4|>!yn#S_zQN_| zRLd!D0ZVyJX#5_uxS zW5QD_F~-cyESi*Pvw`z0=}zshZ$s3JeMwkVRV+e{Wp&SG(O2gx@^^EYIiP60ycZUG$J z-wM)ZX6Mc6_l_#%eP9d@4?d!SwDGV}(9Z$TqXvEZ2ydAU8#zWD1tA`X&JF;4OJ?%_xu8mAZ@L&SvaKJDTBeQ(=`mN)^84z zMLeSu?SZgR%S1E5WJ)oxGZt79!TI~;aX@L5Xi_JBbdB3fgGlPhdyJ0{Zb^4EwH3TN zMgoLvID>7GU8#W$Gn$sL>w_p2Emdh1vreL1`R}`0&8t8_mxMXF-K$@VBQFVqqw42^ zuV78{dyvh+iUIu~zZL|TI}Ow%wuG=Y9xmdfW>yrisp>$ISCgl#4SCXH=~?~#J6pRONMt-cW!96D~8u$*GHUpJS|78 zEp09c(eCuSV}E$5|ILoiaSGBkVBZp~VE>^{{P#+4_>Ul{1i!6>i}5_MPUP*J|CK(4 z3`NGPltKP8JqFFBYqP@yoO}m1t@Hu&kHwV`o=YY!ERwzx52XZo)qXNZI|snkSTIvh z=ebgwZBcND}GBcA;0hu-p5uRoiB$7=P|8k zWxFLZ(QJEeD(ddhG50&nJ*|br1xw}5 z%x;-6F_}t-tAI;b4{(YVPGrtmKYK;Sx9dXVTm(UY8WnJRK(YGpMaw&@8l96X(JBtW zU<(~h1lIS|={4yXr9AM@f_#ULO6V2{pU8STvg4M7ung}u1-4cF1#R*d6Q7w_04$S$ zShVen;7+<>*$Y3*YJ4*!K}Y?(4wRS(YZR z#CpzdHPolg%Jo#All~~(tkGrCcXIvE+Pj4VdhCKw5F!}_61)!MunRg&y$D9u0JF$^zK34MdevFfX10ahGGZs_ekWi3|6xNe`6DAENgiTd z_k6p4@GmAiCjFXDWt=WDg*+`4IFmhJx0YV_A&msdlWrF^g&l-36Egsh$kAZ!08*2{w~Ui0a$W!HiD`=np5#aK!sjc_zc*gL277dZ7pzhJc&g>%Q=Y1|nij{@0T{3D zMTRxI_@$g88ebUMIpZB%*LmOtaAM>hsB;|d?XS*}Dl3JSVGUDpzVituLyX6TCfZ5>VcSsWm0@`Q30zKl+l(vNOkrgqCj|y-KyY|K{_m zh{lkO|Au2*ynOh}q8uOT4Sn=wiKZB{(zXNiT{_j5a@mtc3R4hd zSsf5gu?4VzXbU56?-cjB#Cn!>z{Po8I8j3neHzwT;Bv3k3Ia;5cky@_NXBp)JSD}H z9@iv-aUbtb<$LZ8|ByHpJW~?yzEVFB6chxpz5pFMqQje}Wc?<}+I!~;;BOxADM>mI ztbh4TbnapwSk%+7e&Edhi9i0#z+&%}QwT{N4m$0U?zA>KyrKkmDXu~?d3L$xS7UXxhTpq1^K=9EwA0LQ+;D~vv@&O=D8KKCTnSXl&HST<312&?_ z)A;aIu1y0)O^%p|lLWRf4CLeCdK!lgz7?!A_ZRC|UDcx%%WfYy!r~5KYt3TkTat7?5gPyWQw_FDg&7|iAgx$?2!lwd%83tQQFRU$ zfr^!>7L}_+O908^v^8q(gUp%h`xr-00vTPZMS00U9U9gJ#@QM$4LpQB6@tk zmQ@{gEp{}qJryECN{qtj-01sMQ|Iype%K~@B%tAK& zYpB2r;WB^7OKPm|6${loKW6L3q1UIDj=tijw{vY4ldBk*LwH)08zT4PF>>@m)LW3X zb9@p2H8^tMkw&^VIT=5~yi2nlzZQ)4A<8ujuovv>^n@kYs0~U&(A>~7+|vK~uFQBqnQyt5 zM3DPyZjY?p@QQq*mqO@{>!FaauygU`y~N3WLGuOiJHK97=xU=L-qh0$jP?3@iD>q* zd}dL?4{14t9Wepkbr#T??5D5h59Qe#4=(9sx5*FJ=i_S{RZ1ErXZ1ydlvEzQ(-knj z?exfBaNs42xUjsf6F&nO(8m#${F}&}!*=oO_Ur%B=WR=yx&X|rN2}$phTrNdzo3?r zgj)hMFhSh_9U;Q+ta4uj>>#Nw058zk`AK5+({Q{btwl5b}-FXBqGM zQ2e%=YOXZVtp~_=(c;mcU51(5jf(Zty+nW<3_we9)kqRHS4i6enDAY*g1&b(Hb}U>uRh1y4PwvzI#ivjb-Ey~N}SW~P&^L2XH#D73K}nzG2HC< zP#5xzOE5AWZC}e;|Hoj`l3~(nk%x#QbL?p^307^o*ac`UX^WRnCWD(t-@GaUI ztB!wQt(sb)7w~e0XBFdBL+>hME$mveBpc$JSV`61B@v(0)&!INQ{@@d_Amc_2|zD} zS|#<=bb~x5A|vq{Z~K#D*WRLAf#{)kL?KDvSFyq_W6iit%eamB$fMSUtdq4(D?{m$ zDz(|BNgguwk(a7ku|$5u*E`eFO6F4>){rInTs6lHc!(An8c#pJ)PP3EsKpDZ5FUdj zvyxh!9$N0=WjdaAT8gJTLaA)Wx}F z{JT1~{l=G5g^y}J z0Ca%n!8I8t1yX^ZeBsj1_Qij-`v{t5Euh+|F1T)P(1DZkETz=tVu>SbRVEekOFoYC z@Tou_r9fMTcLs}x0RzJsn?yoDOYW_^)JNB2q^cI%SnR9C`bVA_n!g2S0}gv7!$ag^ zHGU;}TgE^zxW?-d63{g(S`~>Mo8tK{pVk`L$_%~zx$R9(N;gEHu$Ay*w!N2PN`jMp zRs*QQ*>la-0klW$kY*9jTkValLnnM~>mf#JJIUXaR|R{sV>Pf5#EzDVI^Isp>Y=S^ zdX~lxn}+xIHA0(={dp1As}cYllfk4$*yo+Sc7d$qHVHdwT%}AFB1I`OSiMEmDPXhx zjwrJAB!R?4%Q?v7ILssh_0pOK{8_E=8fV$IiJ2)5hevj{5%NCP_Q*$Tu;cs}*1}q@ z-j7(Dw!>-gxAw(0`$+2RQtE9^nR0&?dJHEf#hV)k9^(F*>Xu_E#*s?r3fG$%pD3IH z6c{v?>(;WK1WrQ>TidW1JL%dv{vFAz*Lh>cNgNbUWKuK$si=YMyn+WVQ2a}l@Kdgj zTxoq|toe{n{L?q+gMthQ)zJB(yJGh+NdK;7ZiiElSyb6OBI#v9PY^!1ij5v;9y7Nm z(40qdas@8jz5*KggbYPHvv=X6u{P$UO>k~4eu51!qQ{I?h5Wkvu9PR$uu$V-F*GwX zj4_)CNQdZPH3-^)wT;1)So5uigP@r}iC;UIIj}6Pi=GHi!{)BA@fL*AOYGR(TeD7s*6HclZ*=m0JKyZ>~Dtet{J^H?t_c zqjAH(w6F*5v9SIs;Z!KT=P zQg;9mGLIlv>+jE5B03m+S)RSTI3-G!80ff0wrVa;Ed2l|X<*L7v9hwV-)NW-p~xda zcdZn^Ps+T&!)|lxVlfJ5l!p+4+2A-fKN;U@;+9#P-ft6bnN+FY?*`hat8%USdTTIr z+xaOYk`yeIgs3@wB$@xD70;Zob%Nbhr1Zq80xx+5o7-+>&-`2(CGhq#*?_Dya}{n% z<#1k`=*(D#@bG)vXM3QB__2AaFl<_RXKmwElDGA-Vqmx)Fybo5Ou^hx0gLRh{&OO( zcvoTe3J86uBx*xeV}*4!nxb3rW9z$mGGhr^y=vm867$v`z;|!Fq_RQ!;^q;MQp(J{ zWOCtHZtK}1f`V(Ot(6O@mV&0kAg?uBR@o%AgiW4C2@)Pi@MU5(WasTFv=bLmfTQ}Z z?HvJUg;feQcV<~wL%z%uaI=s`Ch+MQ@nJ2~B^Ui+JZ&jBKWeU-s-l4Ut5p}R1IDjA~t?{&t z^lNN~-5wQM+Z?c61m2%j&;DFT)m-{M)=FWt2hxgS$X5**z$K53mJpmm>9o(DM_@Jt zz;wkqmj=?lHl5=S>$SR0Qa*$E&7bS1o7;0I`}p6-A9T}6QXu7O#6MY2*0QDE={3DS zyG`ZSmayIJ|HC-7V7Whx^hEfD&G!>n^(V;cw}aaFMbEZF=+~gxrUI&Coy_%lCm8?v z?y;(~ew>3y+naFLB*((8Dze|Rs5E+69PmR>!{kd(pC z^i9r`zWnH+x4WNS;05)cJrQh`aca(Z_Y}(J(g$wuXbsB!%vDBhYJsITd%|wzQfzKc zch~M5@SRtHJMO}-70f_@N+H?y8BsSk5I+UJWbU=;Lcj4tmLZyHpaTj;T(2IUgIEU4 z4;36lL=a2ZM*YaAh$m^J)!$+l1}%B930d*1D)_Q`TriN9eB>2%)(Tj_7F4UMgMCHvJ30KfY_6P`B;H6tX}bCk-%W#L3cS z^c+WFXsHO9FIrkIS=DXeLnlIA}?P310A*e!E5=WY}azP-vR>9 z9B)(Za<5=KNgwuR`D+8zHQs^`+UYBu)gN{{mCk9RZ1U<$4Mb2HQC*INfm~iM_h_ZD z@!lT=1vGy|eR4=1$$(B^V~jNYDgsIU2UF}aU%7&N`h(kBCtd~wk8m2t*i0;lfdm?d zZwJ_b)YZndvb2PzK}!9KEMoKgYUn|B0ZTnaWe@mkCcL!cBfAi2FwlrA%$uE_Ml<3z zd~#3hmE$7y1E0{$?3wU|HZz-$4YQfio@M)`oNDVpRYNp-JWjlTackN5(UW#NH4UtR zgWcUfFIo;?a6Hr3h)XFlUyj|a={Z>uwD@Of!Up~S@}Gg;mYuL0AF({-fk+kw=2{^? zR1=O;lA{mPXjoui#jAi=ily_WBW4!njK$J3V!J;GW+D$p>}pc!l(#2Gs|?5h&t}mV zY&V(@!2V(Lw81^fe%MOy_qk|Fh6-4^a)q5uPBIKy^iOVIm7IWr;9mlXEtY09o2sok z@zKb)=8hbBfTU$LTwk9uFo(!KG8*rimy!1s_ImVyDMwFYdAY%|*@4o<;0Ol4uY<{h z>WWF!(IBn6NPA_lz8rJ~@z}Y4#%W0ZUaa6`8p)k2*-vL2MF*lotpsw|eiS{#)HXJA zkFXdxn+%Z7b5ti*k$~rbdeyPn_nUKFc4{OEoZRVZ@DtVB}tLEoeV8I&@>oS2=Y z@WonDT4naR?Uc&)u4Yq^mPC6m(w6@^Q^Ipp+wuT@T^Ckzb?L3Cd?vbgMZA}XZvYPCG?(aFzD;cZh5rE+4Jo_bcAja zTN?HzhWie|!Gy23*Ud#|o@L?=^@HHzYk__qzGN=DC-;7s8n0iLirYqW8Nlk8AmXi+ z-BvGa+^$Q@H@qgUW{)AUs2_zBhbfkY6}E^zY||Sbv*wlZ9gc%Wy_EtMXyG0aLk#&k zvzAmE>i&&Vf;6qk7+Lriq#0CPYCdX^B`;BIaJ>+X)9 z%jumjKn{>qx3pkeVL!ZoVGiw@nMpGBu4G#s$&vx;zP<{Hod71>kX3fn3A>Ry2)yq# zTj}cy&)08H`WZ5I-a%Fsdg94NQl`f-wOwjiNjg=cpEY9j!QFi$ATM7A{`3OK`H3AA2tn1_u{ zHBS7~BkR`%2!`Wn$NMen*a9Id#c+Z^)#zlQ!5zD8A=e4bY5Z{ld?QofNu>yP>NBcz z@ayTU^fiGzh7$HPz13FTx>T?rt+hvARw1l&w`nr?22zeSG=^kkqR}M{a4n4tTDXvyuq&1ksJnoG_-s-DL_-7k z5MXKi!*{4N%ryYz+1QyVwpyk5rbn8(r3Ei?6ruJ|6x;`ljEwkyfc=h&PEidXAAdfR z@u<-cIll7Fn>fnV8}3Xxo(Vvs5IR``5UsFoQ)u=&_A_n<^1#WH-aD zy;^4eMy0gjGs0y7aN0s1J$BK_E$RR_Mh+)gZ=ED8SCPw)dG3>=Q^?w?hxQJpeg z4p_zkj}^Ks)#JL(rJ~=OVBU}Uz!i4fCOh}B)vW*OCUA$Dg(DXY1pH)MOSXuA=;DE+ zxXB`R54HHn6k~Z7a23+h(0lvMLMFLDb@GjI5?jK_*;xU^m-pB7@Zx^?uIzUtrPl!a z927*`d^F+6mBzSMC!ipJt6ql{yiNbiY1|b>hgam2i;uPB^xlKAaU#d|G<^_NL{~fN z30E#pJS;BtO{z7xA_^K*ye^Y1ZIP{=bDH8hi}*_e-T2g;IZChdni0Rw2lklrK~e%2 zMASqmUBv?D$0%JT4)*y0kI#pMiXN4?E@J7aWAfc76eV$4sn@3|=sOR15t^cC5*>nO zv%6$u*6k8MGSB|_+V`sIARiiTlW3s!KH6=iqp%hJN)jms>5u1lCB1Z zuV>rmXV(JTNZ+cv-{93NDcfsm*Vlh9VU})OJ2^ydpMSH|)d*w5w0x1Ye|CyQ zJb#!k+KG&0ay8Qe-wQ0|jY`kPBo^paT)joT7C68=wFVp7*kI5}nMKy?)w9Wed@n>j zVMS8oCY<&Zi}L-4%Oj3K3%i_o`iL(wDzV^GT$?NJTYFMLL_KCxJ&i=7wkHaK>yFVd z!A(W4>+=jmM8wq55rIyGJO_GEaAz^Z;8-VDG&L!gdZ=vF%2pXVo-#~&! zLD1u3;rr#~2>fS`ZIHk%injo!meEAecR2Q(Sz5vDitip<{w`33P`P0kLkG z29_L%Ou;g|XY3U_e2V&+5(H?`3SiCdrgW952f}XxPXr@{z=9!^Mhla@J2f|7p75Qd zltcj&5wMlJXc9}X99@B2E`nKnK~*XCFD0*^2%5Yeca&p}mo=H+voH3AqlSu`3Rr*( z2oupJ5GF*vr0o~-^$ot^w`w}2Xm6**f%l8O^)spCzVh=MS7PApb|@x%zF|`SVTn}X z8qB$Lj#Hp+FQ4+f-5^!reGtNMj!Otl)-}Xj9pOqxEa=7N=EpSt(`)>9KRtpSZcA0{ zp&>-i$pMS^I>`UeV{+nl#RLkoDi)Zy61Br1eCDdPgKUM;k}L^lVst+0kf_!||F5+mAIKrKrIW_eML|dGDSqO)Fc)7nnn}PULUE=>@Oua+b_Mqy+#befDc{gnk)i zSEcbSs4ZtL3@s=^Q#(F6OKZ?;@Vk$Eb;T0ek(m3r+1F2UWtvO2STlwx)as35?fcKK zgJ?KOAA+ox&x2;K!ZCeoWs)sEy?&F=>VvR!F-nesJvD8tRjYr%8NQ(OSyGK?()H0d6R4Bd_xCpGS*=wnbKq!!kWFd# ze8P(^YftN)%a|?F^8+@8%%JaP0>E_j{cr{c%405+o;+#IB4Ztq_oJ%%uusltz42j# z1?z>aTyofawPK%Xr_vNu>RAWj{;@J93I%fCc06xU9=taCt+^q&;+CCy$c6J+|u~6sQ7>kR^71TA48id-HQWvMDqP{<){{TS)rk& ztR(KzvyFbVqP7xwRwA|snrH@fF4~Se+OOn`5xg6E1AbZ3Z)z*Izhfi=qgKR=DfC~b z*X$pMi*ABmr#JSzQ_C{*-mgo!_xj)Zd*15FCus(~wJ)c5S>J(I5Uc{~3lf#2@BQFj zzzupbMpR_tZ42~1eIv_(_vtYEGJ&&LjY#NxpR&BJTDH`3dhXWqvBLcP$wWXWzx%YN_PTRBL0*yar=H=gw7>rsTHU~}R+6Xp zDx}*7=@F`x72Go~N?0MiLMTffYyv9!f+BJlO>aw&@NK_0%@_Cotc@EhK%)WFWi36( zyDR_nmb0l_GR~$G0>j&*giBuk4aA?k+wt@j&fCtG2Z;it7}|Luh!f;Bh}Gc- zTc18`L$44vW!ZSVodUr58CXF&R3A3B*8R9@MvT`WLsLMcXvDHk6TWP#2d~4hLv89O z*=%S9Q$L+1_8aW#WO*W{m0vM+ozko6hartG=BigM%aD*E?8^8y}R zg8p-tr^A4g^`s>6aa4t@VuG0|eGI;I1>MXcn3Y1~Ij+)j^W&B*9lT5QLsUCdOpCSh z*rrd7R3f2~rcrd{>G(ij~Q+fcW3V^;U>EDJm?7V|rX? z%!a=gSh$XNd8cZs1Esqx|E~X4+L*Sf)@B=UdlvKqg7}^xh>%Zt`3+somfvtd(KiDX zboA#s;MORNP8R0+50hdUpQBLhUD(r(R_Jq{`sVRZ*_vuRwtHnI0fm_?T4>KTi=(T~ zjEX5n`p~+Kp7n-Kng68JxgwG%^*Ts4;-GN=+ZAc7&Clp$J$C8ZX>r-Il1V5g{f`_t zK9BX|H(S+(wY)UG*?tcwc046ChyMCIE!^)R_M3@Vq1*(a6`p3D6Pqi4p89(=+J)53 z$i*P-58cvVC5gLp5kF4()iJa)5qq_gK%X<8!CyXiknduEhoKU^X^nQhK;9tYa8;z| zI)D1D2yTuLojb5FMA7dT3OiQLO;l!RGWqN^Otz||JHD_u+hRrpy4wf-f+=fNFYZj` zYX;qR98ZoTqcnI-`R@fxB-Koa_#gU4T}o|)hAom_rp_41KGAGMiPm1^`JY+V0TdSc zrtv#CG2eAu$kf&rjuUxhL&Mi2iObOTcFc`qp}9E`O`S#?!_Y}Hn39=!Z?SvIr5!lW z7Q$&{>rwhyYYX326J@ZmKe_Kky>Zdd=o;(d`JO2$KNij;a5JW?q%=I6_+{~zQ~O0N zTLS2;!F-%rRbudi;Jpvj?!@T}&9%8Tg+<`q<0u-*$3o z=)_Lgc6|Qy(-6<7Sg|C42R(GqVoY{wXUP>p35fNeOvLAs8=$kzkp20>M53hbUAs)y zQ&2?$0{}Y4yHQR_i{m#9qODI2$3yRwU!|m!?mb-;!|7j10$Iy!uHc>ujZvxD zv|e7mB!ziiEe+|L7&^S`){dtuVw^aFD$p7oc4BPY9k`{C@$?6TWK*`piVXAMb=KXk z_{~7)jkguVbht%+we)tPrSCr(nE$%rrIw(u@V^=1wfx;^OGnEc;OOu3-VL=JAAs8I zzsrgXY*hi?R>kjT%6}oyB>+sdZi();TmF_FB_VvU5XTpF=~qIxeTJ8;$g@KQY1$P* zfhCAdMi@as=!|QhCm#>#HW%HND^u7s7 zk`x$#=nB-q_KIpTBBkjS<>kL^kzR4)C%wvt{{m02&#AZ!6|Aet0y1a9XGjtsxa!SgI%1S8^y#v}*&}h?1f(HU_NL_h#;RMCjiMWu%6f+l8jdEQX%3QAOJWFr>8$e^I2;mM&7#t z%=ml4QiE2XQIe-~8?u2%D#_fLCgP#VW?HQ?zx`V226Y@>e}YkpJyJ-fyo%=gQc#U@ z$&_t&7g-&*#?roV*~jH$9a$gzsK~s>9XHG6zoLGy)rUd$2%b6meVbrCsA9ig zx{G6fCjRsI4!`|RjkzR74BMS)HtI}#rO-_0kmPzhgzq`VduK|cK2L(IRZ%YCUGm}LvEolFKQr3M{4sLba> zhuS%SMcCNL#Vo{N%JG9rM3#XV)DNz%Yjo29clc*nY6`;^cwcx#px*c2$comWY39!n zQKf?}=YybYd8a4D-7b%gAy9V3ssfr|chRJ7qAbm8 z5@+=9&S_@Ed2%G#Rf(ZJ_3QQZGM*(YGjRSr0zlh~(p(5!&Uqgf;qgOJNXr{l9N z{~gcTCGmTXtHI+`(0X`KRI<^^Dol|@HHIOFW-n27Y9bE~srk>3;GymH%%!%!&VL%< zaY*gw#Bv4CWS}{{WZAYMZ4GqF2_M(%+lU4GGrV)Q5W{bD@n(aumKxDSPULEupEWv` zgrD}3(;zH;2L+B%EJRV3GK(*me?M7m0ANnre>W833)iOqf&X>-Bcomy*Btu=&7S-? z55z{7UFNuj%Ke_B@!s%l($}$HiTMSEgxo}594t2V%ZUF~G5F;c=I!C|BCC8WT*PA^ z1e#u4bc;vke`eKtLVLOomK_}7`TZq+H#>%?rUT#7UYb`aY#S~d`t=K99?=hz`_%_ z)E{WNy{ibOqN3uZj9?BM?HxWpk7(Zw!hUScN0T}It~c4qj=@>PI2{gma_6xSQzm&R zaM7pL5;_^jy%Q!0g!^(++Z9LiRo{BU)ys?IAajM9wmqY995#SBczV+)xt^@`TH~rzg1Y=yJxCut~>NCpW)%X-==@3QX(F_wK>z$*htE+ zau0b{9Px&-$=RzU{pzwDUun{x^YxeEiauYZsnoH-a>xw4p&8*an18a3gsbidTby3h z&X*UZqp8lZ8mfJ>moKIYEuiY%w#0tJKR)+a|KYIhT#h>hJFo3P_(Q4e`O54;-V#Xd zc|C1YPtLk?y}Mpl4qDa&?rs~1klELztF91jTYIGKaU{yzn(AQI$<||LNWbr|qMqfi zxad`M`<>o(&*~ak3_{A$?S2pcu+>EAd1~kYGp^~-FUjjd+YMM~CR;IMkfV5})?W8o zbG^6f(|ckO((0x^CB1Gap~+x;*uS_a<~08=sRN|80DaPB7g!zuo5QW2Jx7r^Sy!xs z=vL02sM-bmYpx{oF$CV-_pP0(j;?mNb?lBt-mr%5E)XI`QS3W{Un=+dp|PY~xn z;&;z{)6317b}TH~-g6S+S&q|hRIW&K44j*kYZrzj{B=a{aDLd9O@`&#IUL5O!@P=e zc6A-F;xqC0N22o{M#+xFg8L+a3*dl&cPnWX7m%20><@{4xjdZ|Zd>qq%1r4T2a?XK*8#J99j>pPZ?w>$CdPk8gZ%&2%## zK5YL!Hl_wGuy0LJ_Z^t>;EO+zNbhyviFug~IjVFitrtsk3Z> zkMtKzm@zcv!cPKR(=+N(;^r{v24v1iI5b!Oh{n>zB}ggH-rR{IVT-SQ{PfaKf`rUS zi0l!_w0EC-mmL05J_z!EG<|hg6yN*y(%ndRBb^dUOG$S~Hv)<*-60^|2$F(;0+NC> zOGu|k#}dNQOE1lDKHv9x|K}QJcIKS(Joj_Qq*}V9?QYZ&ce^Ps75}FiD`_nQtP+k4 zAw5=avSQ6%TdGtJjc=k!Q<@X>2eMT>eZm9T&)&Xxt$hnFnmm=!lx}DMl}#CG7XlXB zBfS+vBAT_YXEJ0o49tIEYFHBY3)zxOsbJuFeoo?e#RCQd-dkpw--xBg#S_>faLesW zsak@N{2)L>Un=+j8{ERNb!nJTX0GXoFZl)#p1pGKr(Jr%X2dV--4fxDKrcHA&mTjd zn(1}T^qye=)S701z$PudbvPzb1Xy3vyiY^~h`!e1KeDz39=?SdVE;Z_`av;*$*ElC z+V5e4m+eRmNbG?V_k8wU@M>NEglUB*Ub6($IIDRv1kW%67cIE}-!K&DgDSafb8|sj zHA1~K^ASlyFHM%knM(TyFF3Ng=X-9Rhg;<~Nl^Uldl*L%_$7zeRVlTLTHSBr#=HKb zK2}VSS$En)&&|*1XVzY6edqXUZ0eN*X0U%U&bLZj%eeD4FZtroB;(G$1L4Cz7jDni z-KqNvDGhVJ9{+9K3u}C%P^2qIB zp=)3BaR0Hk1`)p~zFZ^n@6zMjQtSLVL5j#aqL`~LE{j*7x}kS2ylVFR>zmOh+z(Ou z#+L8-Z83{^?6Wy0L-lrN16;Mt$hnN#q69z9T>SABPJ#>`%0#mWelp*$uUZm$y~H*< zvTez&>?p$v#sjR@lmd3H<2&R(Jp-bn(fYpT$?iI>>0O2T7pks&h7DH!(4qkNF5INCHMoe9-=nR^@1LinpNdFGc)4W*S(adGDQ}7 z{Z;L<>8YpWZPmQ2&QTYyl)j&4ajPyaQJ=)6gneLqOk?~y1f;rBse$5*^jAg zrR_~x8u5DUsh8TCOP0IFcVE!U>v2_!B_|eBYydl^jp3ArYtIk$ zQw~QyI>CJO<7mod9IU$<`2x2EeQd8QtEn) zWZF5s5Qn?yQLgw%$teVKy!*$ZJGt_|=nFc5kM6B23!nSro@+T=sHaO{8bT|>PXInQ z+-l8TJlE`dH`{w<4>3AIf|L69F?9?2RX>`_VTjipom=GC=@nTL-)7SNfa5S-zg$~>WY<~v0_kVFbo+M&`)Zo zBuhvNP3)+rr#f+)eFi8A{{Rc12H5yJ``6xV(F;t?|+;%{C%Elx0Z!1s8a^3<+-+RS_U;%N@nTcsnbFyDOr zuMx3zjtFBc>bON0ug{r;Qw?(6x6s-CTGpt_9voD47pKkFb_RoGHe4GA+Wio9i*Ki! z=$n@bCg38;M!Mh+o8D1lNl+DOTPP^gmbZi2VG(_9-b)Wf@sw${wS*F+DpCkleiSWp z!^b>XzxVj#G42$)8=ubu;(Thm&mWz<8|9CJjcZ#!y~3i6$#y|dM$Qm@DT7Q%dcPw4 zmav~oq*waH%BVQ{ zto_X=n4COj5Y;?Uw+@da2-*(n|6%){orm|_N2BIs?V2wA5qgs>r_;OQ`9z#30k;ch zZ8d$`#E%hlz$cfNdAbX@LfcJNC~Dy}dy3fl#4(meD6m(cv@5fbX5QahX#2zwr<}X( zS)-bZesu-7U1bcTk8bPd|C^M(!v{j}{2whDK`i}FLJ$b*b}*9u5J5k`^FGbYX0-0?wcLj;aXWBf1*K? zZ4|f>wRCjAj8VTnzrpNzELWeSp15!hIMy|fTgG<+AldXuazZop;SZrHMUNL1{#S>& zL%EW&3BN5+o5!}Ce!J~Z8FUVI*fi|oCwghs(^K*|Hex0^<;;jCjWkY00R|B^QU$L< zg}Y;KI>r_`K9+2boAcPKl-PE|wmc=)f!_u6)i^P`u<;mSbr`Yef1F745=8_Rm&9z;wj^f7?M;P1gQRgxv=~-vW<*x(;7s2&F$$l z_CEN?VANndm-aqlU$XfwLq2FwB!d4OrA7BMsNQ8eE9LU^_ET60pb(j^5((Gg8)(FN ztav&Pdlq&D4@;ie04@9IDO&VM$M!p^Wq2|f!Og!KjkVw2pHHSaP**l9BLW=)B4@oK zfE-ZG3j42m`g4Y2Z{NN9?fH}tb}Dc(|F~qWTXkVE#eTHtA(q)4%wb)K(K- z7RB$9kfyzhL*(7U>z}=EntJ`ggsn(NYFszoLDP0lDl}lJW^QBqSZ;XZ8qF;);N{;) ztEU$u0>7HYG!sNb*SN7;dkE*Q*U3Qx6Kd^++Fh#;+m?^kZwbu`ONQ{qC?QNEFH#0s zKiBj)wfCHQ;%nCnZ6 zWSY>QWtF{q*3jF=qAi`r-$k3J%pgxV{nee!LOff`Qt;WKw9 zNc~JMcs;1|Hbb5ZLZCvB2?&MCie(ST1Dor^Zew~sSl%-kH`F${Al>9L)-05%=n{YR^~-TuM--*`7V zKCu`~7IjjQOXFIE+-!epX>Coj({}%DOpcMQksx>d;z_paW`|xpPppA=(6$?>?*<+k zgB)@d%*X}j)}4H!_PlBI(;HCF_wd69_ki5gqDT)>26=(-8Od0I?t4=C)GIkKSS|U| zUA)h?y)$)|p90Ud?01R5*dPb!vvx(ghUSUN)UdC;1zDcymI@m2Na66ygZLTrI^M?- zNCD}^Wgs6!srYi3v&g2?Dq+=*$RqM^7lK{Ygi_gY%?pwLGhquZ%v1`=nm=el$Jo8g zpHv{}=`EM~ly|ptdaB2EyCMKTHo zIM>23!uixH8K+0)8R|Vg;h5S-Q9L^pXJZ66FEW1e@9a|J@jT5h|G z*zprAhT8lcJXnVOx4+Et;DCl`i}Mpt7I6Wex;*bKzba9=&Mcd5Lb zQCZm=Hu$B;&&bH%-yiy>so#Yz5`TiAI9f$`QYmG4?b4>cy6tV98Nwzh8WDAvFuk-U z*%5R{;h4r+FaF8~Ey}rsY&j^_z()lTvqz+2<(A{9Y?C*?;8MXUKWC3G`R|gj>%1pi zb9gEx#vitxhgF$)mY3dxTSD$M`7#VDv3<;j(sCx(TTfS<*L`7Ell807y`i(Mz24%# zfh^NiaR~+;uiYTTMu*a}?@3Fw@u7WkgP&fZGhek6wibwF!@6^5+!jAk3pL!i>j%gM zzt-T7GaSprQgvFauGMCI_VP=l=51SO3g!kgTp$GDocVhnF{^;O0hYtAld;Lay(0!Q z$wnc|dt(XjK$(Cm4adSCl@(MG~NdJn*q83ew@gv%hwY!}? zZNL9JmKk^mx{(TKhw&KYX?Y++K7Vq!m7#Fk3+!MiK{?7yh2!=95v++0nGb1KDuxcy zAp}F^KVv%kh|~9|w(fX~_pPqd13#=?y}abe>DlZk^ylK#GnP@|71(Nt$E2q$IZX&H zUUp2$w=XS!ecONcZP5Za?n1xKFY7)ITT8fd%*^*>6gY{ESMU|!TJiQpOLsRJhnsK! zhCRN@Hu~Lzp8T6aI8ZtOUL$CL;Y(ewdiwf!-iwyb&fgoJP&=W%l(2i&udZrDcbf?U zy5!2B&{%@((bl?vvz?ZYj8QKfau<)|L*xH_9Te-d_>nqbBa1|Vl;KG2 zL8gefN2esWHZ~N_Mi?0wfN_|k)eX&a%9dL3Jc6C`)}Lo~6T#ouWG_}ZzHK(v7f@4M zp!Uz~eOPqx)?3NacNP9Nx_!18y!7^$L=n$lqo}*PAe1+TG`;>8TG#x-edxXxedwVV zrPvKPC)nU^&5v6zvvaowpg2+V)dEl`2r|7GOJ)S2sIJB-?|il-BsTFr2nejcd*Xi zs}CZH9QM3U5IQ0(Kq>jedjH${{=e0m5_+LTwPnvf`{nH2{H5o_mN%|SK8B)cb#yFy zX#p6VJXk7tB>Gvj{O*BaW=~Xwn@s4>98G>Qr-M+pn`}`Piy-_XGePA(Z|rYfy%h`P zOpnB_3^BZbjyZES*GN6;f$EwGpkHAQ%%wEtr&Mdik85gaZ69=zdWP1PGg+GNK?kX` zlvpoNl6>xX>Pe9Q+;HDI=;g z<>Ucc(7SQLP)d8(q1|>oEXW%p{i+JhJP+GUUB2WJ9ZS_ zwIY2_XQ|5z7Ad;xQ%FM&8iZ^G+1r&=Mr{SjFjB~Jt=p@ONItU=BCKOj267b%|Lls6 zrj~K1^OA{CIL`U~`js>8oRj>@5Kabo{guz)>@?~Q2Xt%RXJ6a}Bfp;I?0Cdt2Pwb=BOz}{u+Q)P_&7_cg;H~sh~f+=0$nefVlDc%os;V zaeC+u&&||M`zEq|XcGU1T(^I`fchI4Yk6vMbk!UT;ljgTP7Ym({ zu6dSx@o>nH%^xm`x(vI-_p+VHl6)L7zWnRZ%)3}gwKV7GF${!>##t*r_tX5A;&0GA zDI$u}?21jj-;e!nLadLRw4BWo{4-svN_cmMWaR*{A@zlkRSe^n0U!k+iR38a?kFr7 zQEvSXH#ctc1VW=`-#m+F31BqUL!>&hFQ_@+U3{z!eQ@h|+~=XY3R>y*kFkEbHSxdM zWM2zDCm<#|9js6VgS(XGeXap+QzWoqc0bNPNeyfM58tfiX14gZ&v+o=QSaet2e2R6J1LVpc9H4bd`*$;g`Fz4PeD41lK zL<_Gun7)PD5izkz>@&~vlS?Of63dU_Kooo{ttVft%$Y*l@l;=;p`v7$FgRfxeEB2@ z!{UmQ^e&fU&xWeeP5yyduS~tQP=eOGm|)u5?WZ3A+|bl=>aOcey!wh0 z1~by<2T04Ab*Z5{vkbP>I+0R8BQn&h) za7g#^m&!N6h@hevUkyj<{ZI#P@dK@I4u$2wRrts2>>2G-hr>QLQaS!YAiN2{^WJmdY`}A6$3t zzLEZG9Xp*vfuNc`?&T}Z%#|!{m}iM}(f&CbY3SeZOcnDffRA7HT#oq+&OY( zOfqBCx?jQui>Z&K5xIA{aur%O;jwqwlfyE@L0i{{zS6C~Qa}&OJ|UScVXC!V2U7#t z1mg8-yz8CO5Sc$*^=++T$-nn0ik{X|P8#Lzs6%hgi%Je&-yiCPp>A2ed@c50vvTB{ zQgZ;v{l{Dq%WF2;7<>$3M<#?Ac{TLCYkoWZQZaKnc}r+d(AM1d)~`QU94)o@2hWA2 zXoL7~yJq=SQPj5uct+EcE~y-nUH4~VOXblB0-$Acoau-gXipIyC04$)Y1-iWlq_Gz z=r2vc~#G!kk+&oQZ+kP$x)+8Ja~-y&pe zVo_at4W(k6{YZQ;J>eaA+7dm+?%Wg$HP{z++r~sGUGIdT8M{NY&~^p~{~zqcp3L)q z$r|kC=LeXCC_Wm!$@QzHe>#~yE#~OsT7I3`J|ODk^MeDF&3dj ztRRmWA@;2#%vwBzAoZt|65~WLhZNt0Bol>8`RC0|r%s~ij*`R0_Lkap+eAElW1L8r zXeh|8c93{|?cV~?-+PSUotOQ^BgAaf1Ci%b8PW8Z%pEh5>XQD9>oftD!6i&_aM2!% zL@~J)8Xh;ZsG$>cPRXIZHp1j>pP;w&PA89E`7wiP>!}tUgZ=9UcBD}23T+TG>_vyL zI=_PC;(-Q7{$Xp}HpnMs>EupSeZA*ivEMr{Ra^<);vubeD%y9-aMtFb$@9K4gbMl2 z#ZLl#x7YdQI{o0>hh{WEOf`KTP5RuSVTVMpz*kjBb{Wv1d}?~!--c)omg+W1(no59 z%-e$bY}2Qt+vB*^JWQC?32tjt4cJf2Vi|)UWvb_C>4;)M$*SxPELa_?>0iTf_@)5+ zuiLerUM3Cwj^IZY!5Vdn$|gTs0R}>>;HyPvsw9=`o5`?bpy!~RwB7{T9j;NKw?Muq zxKMANZ|B_6VFmB2YYcDFQCnaN@8~p=P-}S|Xi4arYTWXZRntgeuvOc}MW{LL^2>5l zIho&z#m`9HPKT>Zm&9#5Jvj6E}qpQ4i@$Z`L+ z)uP1JTvUsPCkb@>U#nyKi{9Q!f_i-G^dr#1<1R?h5wgJ8XH1Q<$f>p$&u%Z>4v|5? zMheT=w8Z~hJMYG8pXJk#>#>Z>ig+k{t}POeZV2pky>?*$WJHRs*@z#zMN)^a<_&DL z%c~5reIyy`T%_%*M<-{$@u=)|XZcjbd-g0gETY%@fr)@%-neJYgeky&`HcAv*7dBe zKd9`8SxK%y`#qRJxunyS*N)_G2D*wr$4M{~8Q^6z-Q0uV8U-%MkTHz!NNvunuO|;x zZc;Ls-Bsl~<5kW6N|iJ+r49IHnmnU8mlR*-!^a;eRo9fp^{sacN>n9t-{%W7u?5qx zj(VBqS*U&g(UcaBEhi998ep{{LhQwn_aspW-Lbr_r$E(+$)6ANFjvKW4`pQ z9ZysG8@VNhgi2gKy&v@PG=PjW^VVBEUUSUKC!xy?Z8Ueg=YwDLFf8Q^tmM{lDT2QF9dy- z`5OpLf>K^e&~WeQj;s69JCu)9I8VMB8~3Yv{9E2yA-3~`e>vL0v=x_lit`M75S71=2Z)%5^9UWYVqDUC_aQ=^%E zmh9?cd?+O1#;6I?QAV+@N*E1sv54WRi(~dAdlbRu>*#oY=03lVQYGKQUx^9Qu3r*1 znd|jev-bOuij5?XbUbXNCuiQ6x#2rAXS&)Zi1B-RxBqff#@w55c+U{G~0D zExpuF8BG?v*{5{5_MKMN7vPC=i^B~7_KoSVnP(R8+QXnXRAvQCl_|Eo=pvLjl-q&+ z2!JYNA1=s(Z?;W(F&hNVy;{+U_oK()koV@p6Q8fmDL&f4j;CG7vy6yU;;IpEfA!r2 z4;&pGDHAp~x1x7Cm`nmT7@}F^Oi~kpd~SmhKPd=!`SDD~;SiL$d#g1{Nai^hsEpHY zwu5fyGmpvqU%QgM53#i(FOODI z=lbE@S_jZb{x{VkAI#IPV3~F%dY>||x0H9QO0xXS7|#8Z?FRw!y|($5)l zi?lGiTxk|xcj!bq7c}&sI^_dC7Sn&5yfHRSiLp(Lq8XHE4ad`8+o$z2VTTRkK6Oz3 zQ2XOdVHRp^hZXZ`*D$&c6Jt=N=t1+@`mMb)>aodloZT0Y8jxC=O^ATu>1oh#rol~* zkn<5nNcIULa}Di_=cZF*4mzu_-YafAC=3)a1YA$M>21x3A=+P+l0r!3uym~P$;8A5B|(ES#}+YH&g-4Fp`sMyJ)*f2C? zD1GGH+dZ+Q+%93&0kL5&5*+;uN5Ov6dMZZc#ebpLg}HlwciDMR6!Ou7BWSR2=C*yP zkOpG*F~J0O$#fDRz~!mD^d^blpils?{7nb@#NjOBKP-zRqapP>a}FGJ}^9 zArjy>^dQTpWge)yicyGkD6KrQ8zVCeyZBrZ)xSRo<>Ntk@1=}zi`PTYqeaTFF7Z46 z@{>S|;Fy02eJtd{cn{SmP*b92gPGPp15{MCxyPfEAJQS+oP6E4l2QDWZs>h32hPM8 z^5|Q(iS+4g3$MEb1+`_UUa0BIeo_U9JR_*eB)IvGW-+t-n2n40YlEAvTO_h~_mCBp zlPO<%6~{P;PYgun?Yp;ia)0J4^jAUTj?Cdi*gfM%zC00Vd;uJ$ zi|*pU?(NBMDCR`uvQ#kb@L_9@tNLHCY%Egt=Pw$aw1t;+&c=IlKgz#}mjvf{y_sXT zb@Y^4AtaVW0_NHER<&gs*zDct#11L%-n}aeY<)amY;>lKUIPYo#|Xsf&NwZ=zW++1 zHvPUFqNUo-h5P=N+G5?!>}C87qI6m<(7rLtr4Wv~l8ZVJe~>xnHt=}@34961$H(aM z)FMCqapM!OSP)q#ajS1R@AT31l0^nR#q)6RCMP$}&jP4ScOGU6>!>VX$ll-vzaS%{ z^wQ2ncl5)o%%`GB{Zruot*orrwXdrC90Si>90y9T<~;9GN@%VFpj?I%;P&nT-~HZD zM%>v3R4F$y!KY91ZmkwpWk;o$U36yfwaAX+0?t0~u`RIrbF3fjf01eh z0AlR*oohFh{NkLmAY*oCAz66-za+9Dh!zR2@OqXbbqCHXxg|-8@vXa-WYZVn4*2sp zJ*@NSpuNDp{CAk6KiTqpKOrvHSbOC4PpnL;j6ldai=XQmEJ5m#EO@>NHs-&^?6tuW zEriv34_*)NmbfOOuDB(fH7z%S_rgo~J1Qnk$A5~PC@lB3ZUjzQlC%uw985yu-O$3( z+5F`^mVxIE1;#}U2c`WF(t$oc30Esj{64DaadA?q<~3qUlz|Ar5UJU4;F&CG;{n^E+cxPW*TI|cf?1H&w3AL$ zdKUW5^#=b1`OoR1AbS5PB==-866Fvvl9eo%CKnsJKK7fzYyU^m=DW9~d|SpTN2zMs zVb{mD!DY0OkUHNM%0-=+){iP{SZHk1I30w7)MSo({8y*qm}*Qm(&}h+;y6Hz@<_u+FKr%_F3<->Bp%bw zjIkIXTylq)_T(^BK(4Ge&|1$mLT)*aoywdF zG&9Waq<4ZEb;&`%yXQ{qZ?UkE?LSAHffo^S}v%ddrzn z{AlOna@E3du34N5m-KBfxPRLXvu|9)&QOKMvehJRGtEP^^MDMtfi*1Qjru9*P|TykI9H}Lac@aMA?Ie zxrAL@8x#*o&Oz;MOuvgpPQV~^*8zr|C%G=pH?o#I;cqZQYYRDV!+6byTBjgGy&=Gh zL8bqhwsL2lbiF(jlQQ4kaljh&NZ&qG3{XuT2Z3zVx`7hcz75k%jDbdO8}NW*a+i$# zFUwMo3BAt-F>5d(J5`R+OTyXjiiOU*1${T(@#)_Q;gvCB)FZ=eE;A%&=0EDGQk-4d zT~^u%0miS7L8+_xVe@Ol3bMAY!JR!E9UYzjM#Z7sgT7(?r{0P%Km7o4Dp@>d-nOn- zKiQ$*4@`czUe^lp{5GSe-d0h|o;WV2XyW#7#e@9`QS_X4Q3_1)OpE<`a;zhbv051B zYa!D>lE0@9Zy{u+m&D{c=4c@=j-sL0yivLcR?Eq<9h7?+5>tiXL0nnFeHbDpoTgpsyH2X*5UT6CC5n%)M;UEov7{rViy2)Ki z7y0<*ee1}V`A?V+QvT1v@UAWhC+At!d2b6tS_RP5SM2AM3_-5xQ00KYdB1S#ObUgP zoDX0v`&3h&u|8m>DBs?m%|h7XdXC2V!l$C{exFm;H!3E~?1cl?hq&Lq&KQw%gB7zp zuZB2sqzfh_=%W%TroT6H7)povBMG-oUuMcVtn9a`Nb;kf{0DHW+W*z!3x65KKp`>G zfNw^}(~z5~ZfumqHXNPiwrq_1em_#vTWa{~nQ{aGTB-$cMaH+)==~B)6w?QdQANeZ zVgb6!F-}NF=z}?wv#dQc;Y=DBN_5@s^SBcE0IX~v5yk}Q`!~OOb-idW2)7WvMc3;9 z_9cKvLW@F?2`Br2(bW5DN$$v3IxTSx1{=*0^C56cT#-ZMDR+GnEDnZIu^#dUdA@cl zYoU%nMG-CtgXep*Fv~lJ0%K(W#$a+&cgm<{t12*vljoM}DPRb)94~PD#FX-^2IXV^ zXT-K-&s`bs{V$B?xx&zOjvgvdy{62t2^&g5+psnmP6u*EE+I_Y1`Q~CRp$(w1se48z3Jpfj z_FbB17T415=jkpg77xhJdbRf71XCz~B$OcgdhQ3x)FGE=o(J*#%22Ne!Is>n@1QoH zCI~qAzVM=eXZ#WxFdKof7Mq<1sd4Sbi4iMZY38dIqIy<_o}JD{a+!F}z)@e)ym3vu z&=;Ur?fKTbk}^UJp+V_VTKoI*2a33YcoySIJNg(HPK~{8DkxtLnWz5AIy!j?ZA?SV zbTOl41PYuoe3xC9)L_Sle;mmMcycNDx4#Z=hl;~g1@d;(5_DTw`Cd7ck{DM#)7FZb z+55N{oXEmxZ^3_hTP5&*smK!?nzX%2?^N~dvn)B^n@W*=NYbTK0stxXol-%4jBJIh ziy@eI_Iv|J+!SMy1v=pxo>By)$cMKnMGuRUkx{xPyGts^CK_RZwsr)j#np(YMh31{ zkms~ek<`D?H*}uEbAhfI{b+?nL?DJQOrMeU*ff~jRqr==2<+sc7$E-H&s&53BIua- zB_;CI!5|Vre}C98oT!>*6D|zz`g95+CZZ8e(Tk*e$5f9%lNH9e=cRF@pK8IZTpGUh z0G<7ckQvvv4r4$VMHxR9+L!0nB_Ir7qc>Y+L{?U42Z1<$!b~nqL;Wxso(3&$iMNCI zoTqK{yB~jHP}dYmKdOZ8%Txg+h<9A3weooFpz35dA;s?ee(>YLT^qi{H*f%`O}HgH zCxf7ykZU35SBNBsx;NNv6+?n8PGMh3@0acqvlL%Ij4l$SrkR>N=_CTZn=-h&q7cM< z;rDCzjzR9elhLkm%|a znlbU#0gX9+-na@|J-TheZ^ayM;T&L;qi>sc5D|eT{AzSoU%uzRS{;G-tq06!Ndjtx zROIUkRcP!_&bBoSjiLbxsi@ZJ#Ra*;4oNkAifYu99~LH1oIF__^wtd?&<%?{rc3+5k}*E#gdR75?`14?<~_7$LxycYEx)e4 z131^?CaC$YnDdOFHMovJj@qeM5Xjo2L@_V;c1U~6lyl2BJk6YTrn&mN@la=Edko^sfa-Pn&x ztjVF22}L~PI#-kznPqU8$wf@iIX<^+N#T0-V&LPO$Og}eRex}H<;FcdqR9R6CRioC ze7Cb*t!WB66C`jI9-gj@r0Uz0synJV2B{9qaNBN6nHW5@v&ThNNj7)W@P))-io{zYiNXnqS-z`S zw6^Ai01b@L>psTKZBE!=D}naYjp$I2;@`WET|boHD09PRwpat_d%s5t4&)4dB+LKM zYvd~Y@>QGM;D+=sUY$>7WeAh=@-^}puEcwN`S2hf{>TiietW%n z*`1)({pcQ&LR0KEccT=MM1-lZb~k)CFXqOM=*0Ejg&hR7KGJ==yGb3h^g?4DA`U+W z91Xhhiuy7!LU)Mi@a+Ggd|!Y2*G-ex)Ce?SFHDUx08Ec;#I2a>ae#hz3MuoSTbWJ0 zDd;3eXYgAdrhrukv9F7ewN3kSF~ky`-QHHIx9wbwm5TM?cMYC$8o*;hSLMVB@{!8j z^aR`dTHR`#lvQ082jOd17*T&X_4U1^$VDcN@Gdk;#%V&URL*bkbRmwn)CWXF#JYl&IrmLME1@(Sg zB$8NV*gWA~*Nw_^R!;RupsR+)AKvYGx9!eqeCG>tno+3OlKY$pH4e$l{PSIgUYqMo z(QEXE6Osu(Zynmi;aD8a*MxHx1+#?r2c@vhaend6gC=1tR#uY2v!bi1JOSDSB}lZI z85_D8Osa`YW4@3zyxegH#InPja|$}by%`IUGm@NP4X9uRT10e6S*)+=r}cp#fdHt- z^5*vFCt*1LOW?2d!Y@Kn{sRRWftttmKrCUXW4E%BjqSs@jOCEAz*qS$mvx0YKRb}7%GpZWFAwj_%{z66aoHXcZshEWeu7LA*WTJj`zVGcR0=~T=p>!yg&yU2xq!Id(2 z31C>MF>ba^=EG96$j$r=(bQ9aUKCl(V(g3WT{hA$m;5ILkSws#lKc*5nZZwc=_;s7 zw?R~*yzz>Mgo9^9k4ItWKuf^aCJO+G(+5OPdtp($v>O&LB#w0!5WfE{^k2*`+Fjq| z6RK7-GS;uUzn5Z2g_iCGEr>=7eMxCnb_wdM{MVB^=?V6^-kS`Ki1mp!DS7}6n0ikX z*YG$5B(M3owEuVBc+2*^jI)+xD3vIxht))7&IW+KIHo9rJ?*4x`(rlUNXw9fUwE=G z>FWh^A-#Xh$zH-Zg#Ws?JMlrr>=Q(=E<$3bUJdsJ_Hg%*^g|Qz+;W*v-=iI1)zNg3 zoys!X1DN3hk;)va5ceP6Pkp(`1zMy`Ym{aIa77-mE8W@kc+ik~L<_&#ll_M%;Sh?| z5{shWhsAU>wP+{0v5YGl;#2p0d z>2uTO-_!Yb-xsD%5HBAD`22c&FvNVkSNbG-kN%Y~iWgQ9f$&-1yhWIco%YCs$hVSu zNEnZczEfLq*ewKg)TaJIbPztzrNWByIJI*hiFS>Rjy~^{NCW?r!LO$Fx)CrtOZ{U@ zM*HVgqQYkmQ19n$3+wI|T3TbX+GU;0%VOI=8xKH!sbAwHmW#q3B?q=h-o8WVk_RN- zBB@lJf5~Qu5xT>i+A%r?&*78PqR#-4&RSPU0x+mpy%YoTKR!3Bq*X{1MT%@Ul6x%M z)|;=d_DLK1M3;Y0bK;(;5Xr7$|E!c$!ds?Of1orQvuzhGN|1cW-Jn`!WRr!Am09l- znb%4|h8MkBtp$LOX_Ns}(lrpYpB_<_4S)EDjAY#HrhP4kq7i|jU4Q~v)sAe1 z7Zn1!kA$^mi=|P#XDs}7g=l3olXKq3WoDqnBGb09jyyurgV1pnoe;&nLa=UkiNRyW)-Xog-jT%W z_43KRYq~A?)mM*s{^oSrEPEW4ix7dLj0JL!nT^$U)eF7m!$6{U1S+NV!G7sqciU3` zICjKhu;pZMa4)qD+*tIK$APxH5Ww)G4u&}0{GEXP(%`R8!owr6M<{kCwShgj5Gt9% ztAXK;feFaFW`$M<0NFOnWP${o(DgGbS2wtFVd)3g*|nuDfkA=7)bPDer8RIU{mVaJ z+whk~!TlNF52X>+N*I4j*(UK*W=XdE?6-VulkrtSQ#Pmggimw{FS@s}QS?Og5{2b_ zNs25ze5I$aa%9iJHG?fJM7x|0+kv^RxzgK-&Bv$=9*b!rh9jk5c!nQR+5^w^J?FpoWXd zUQ~N1$$60_sVq0`TJR(*nvtV)yiO>|XBv*7-~y-q5mh!Qnrhn6WvNmuPNPCg=-FVY z6CUXOlF@8|E+sG68$g3EoK%*rbW?+IK1{&F)1G6%@S3i5*I%-U@9S(c4k-4=OyGPU zZA1S2Y#sq=US$|j;`?-t%A-G1cVZoKAfL$Rs5EYT>oLBp4tD6!Gn+$9N^H=PZuR7pKOUMYQnc$39V>bdGr0-d8C%cuc3>=9pC z?_++eD@{k>C9YYvjW`h$keK0}4?MhbPPR$m<)D5}U@=tJ8HCin8U(nU`)w49^%Gfa zC#~)6Wbm{@=3Kt!NWj{Sh5IY-f1?FdebdBBkJqkyFKznfjF%Xw{BR1sE>GF zoXD&4`pW0F+)YuK_|Zw>AY-x8t$Z^0wLf_C<{ZxaaXlt}kQZGXAZwltOA?{O+*6bn z-z_))heZ*Eo}lgdJzQL{dCUS(#ac%IYhucpH2Qfy86V~LBfG{OFf0Hb;uV!j*VW#h z`Wy$!_QOM`pw-x(HUFpH!#8Fk1(s4(4#zEs33y}T4N!Mu^Z=XfZ!^xJsplX}T0o2@ zvEjhUUCIu*1o{lXnVs4h)qkh;lVjXXFu%vq^*w-7!oEJrn~lgaX{hM-J8xd6*RxHr z={hs>N?qUPVkb)=@yS0tp9&ZIw%D7v~TyGi7iMTJf zM~HQUf2A>hrEU^Ee{%>9lJEuBx=;=coj3iA#_!T=N?%kEuc5ZhDbD^|tPfYp_`QQj z5<=z287Y7W`#QAb`b|bgX6l?nZom#+!~cr3IdSw)=%$~IxGH)74qSp1I<5uXSYU!K z4!CDHzioHU5C*{Om)+65;Q{>d_|M7xU7Kvv*-$^aTDS81oFr@w25k9koL7b@z*KmQ zf0m?A_MFang(Xj>O1TPL(V)Ftk_7<(;!_S#rnLXRGUc4{o_N_lp$%ofO$jD`GEjUZ zy#OX+`unx##*bblL+Eo`qtPrc% z1K(mEO`V2iV~#~bq@_kRJ39Mi=Rv=kpJh}RBTFT;Y?=*Pf+ig7Jhu0qd1T*$i-R%; z3H8J>hC-36x-NwEy+Cx{d?^AaGSVP-flcL&5;3#jG>Ly8Q+OeB5!ZO%M*sdKN5k9% znR~Z@0wBwx_~hl!$2s@ODWuQ;16?rXU@CG*z8C6gW%9~-s>fRP^*#L)x#B0@c7A(` z?jV~wGYzIVB+-pUX(atzgPb}DwG-q9RgheNa_32K%5=_ z*f08Rp;lrvSNa%&_kXN+|8%B!g<*0eJ{I7z^#@|m*-x0XSZApoUj&&k%Y^={k1(V( z3)D@8)(M(lcZjN|(nPT|J3t&P5>~f8tkBS>2Fo6GbrUEKj;m1-oDBHq^~m9nKSOh z;tIH6Z~CV{TR!sjM;`wlQSTj2h5!HmpTn_ojF7#zLiRW~R`!U{i$eAYWsmHgJ(Imd zl5E*4dy^3|GLDfBjxBtjy+6O}`u$s1>$*D6^LX4JxBLCh0QL@>TBGf2U*vEgZ}Bns zFv{fyy-ikps>@j=(5L#&t%1n`DIQaK=!5Snfy>LPWDU*W$0`9j!+&2)yL=zYdhLiWtQ?v2Kaa&s>g&t&*KXMD$ zHWU7G3K(_&mG#~jDgYt<^Wd&R7>u_{YszxYOoK>s04UQNDmyiN3F&WfV`5Mf%C)eD*a5O^P6b7^;O0BXsd_NI4lv4dv{x?Ogq0{<3D|L zv$h-&ln^p_SejGv_Zd}9`QEc=JhE0Ow#33Kv4h#Sv_ZD4c`;CeKeji6`Q+#X%-||T z$G9XHB*GGKSTJ|NfgVg+XSUgsIjXAJp*=9R6z4)vZ|%uisc!nsh~~)TxnxshZCBN( zh&Psm%m^Sx6)OeLqr%BMi{d_8_^kLb$-88hJh}F5`8kxWGg*iV>Y~P_8|(wq*@bp8 zyRn9`W!)leb_#=yT$HW!9K$$Q$eW*AnpC@%a-s4s#+W*?96oX1`93-8qP2Hba9`<@ zmpgOD_@fV4p-q2@m*1aKZTBDMUba(7^+B-C7#-LTFcR@_$VA?(Jju zYyf3Cv021iPo#qXvhP=9Y^0YQ>dn02jA;T+fBfxi(&@qV)ArjV+FhK1$L!P!asdp- z0xs>9n1vO*-^h?xH#DX;R@z#cp9I7jl!bdR+bF^>HDuEG;omj?{$|N1qi>hD?(&_x zCDJyF9&`_@p*IH_MUyd$7WqH?6{G>Mf7gGT&+M1hd)9F)IW|L+1Aza#BO5eiS&t&d zdqR5Ah+=zOwBll2JG#nL7Jplsaa{1re8C=l4e$Hi+0_5^qSa9+DW;^^_Qt9RdIY0Qk7z?$nVlO<&kJ2g{Z2A^whnZpnWLl6{sEM9bF;nWq$>{X>=` z!(Ef0(qr?ua?jbzi>ntfOEjlfZPIw3q$0&!E|d=H_YeSz+*uz*{hD`XtSgK@a>SAj zp(wvI@aMfX&sYV&LN8i-ngXB;)Q_+Tu}HE03&9Pb+-J|=jQ3iJJblXB@W_@r2zK8) zt%`IJI9`FpRASpvynl{?7!PoL1XJ4q+prLT$c^X8_S=bci?8^F_F4o3W)uYM6HaKH z#$H8wCU!>d;@4bc>aNq8ne{E`Y{YgEE&OJ0 z`Lo@Cv+kV_B;+!z3m-)vUGr$Vo@~P0?4Rcj613^azZVqDw#MunkcRP~Dr70sk zU4IU}Q-erQ&+r~J*`}~Jao-;>gUhDe;R%Rn7>4g2{4m-cre@<|T}X3#Q4?|lykPib z0y-s|tNJv@TE0+MC9=2zv-GhqR4=%&%;O22c&>SIs|FI?WDabz#cNjUdf>>oeoOPT ziyXhFIni?YqisVd>tJ!SZHrEi&*+5HkiGY(A!nV;y3-;97IH!558@@!FYwCUPu$|y z!Sp26*-R)MDWTn}5|2mYZ#puG@^)o#`6;BTSv7jNg|H-)k%=_!@Gyzl-}FAJSoP9f zJ372PHU8&GIlg=#dn5CA!?r_y4ysC)4s&krKXk{{boOj+2;GyinoN3t;ia(UiLl^- zLjI$UyF+cMYhZiarkHDcFlH%&MfUn(Y=i_9|6)%1YjI~nwH+d%{Ntn-pF+zQN~izu zoM*(G{U5q2AtFrXSOkMVe2^~@{@tcBhuHCf!yQ}1*{#w0iFIoJCS zv2dOH=aL946N}Nzbbl#+e?;<7z*d=*ixI;}x@i=}^6K+47<>|c9MHjl_&U8Q7}W_TCqSZ6mxw{H=b;i@oFqBFIhAhGiwRA zdLPm&nXX25ob}*W-uY*l;Z@1}u)QF5I$fz_MU!kuv&bA2)QDbY)dE2Xg5?PPcSv+R zRyv5ixfHCE^Se0Wm=fs<2#o&yGzuJ@fGR1XiZ$&L;Q`4d>|YF=aKVL+Zn5hRsm(vl zY&(ZG9 z*lHsisjgzmvAK^wP($|h=mIR;%MXS;z=7qiNP*^8UJdA}{v+oO2&sVf;Dfx#6%7OY z#Uu|CE;&OyP3|n)Xc$1z2x*2V;vc@tHh+4}6sLT|g)I*+xl1ugc|;?515?oqXI_6* zp@hzXiBca3_2s|qjE4G_?-oxi3l;Y}kGg$`xtBin|7Lsxy$*+oqf3 zw38b?89|=Fa=~;GjVqKB78Kn@x4^W(v&`n}gpvAGj#bFyfy}FZ_PO#-3y~xld2o80%XKk&i>I7fQ1%=+HB&p+F3 z(qD#aJlu5r?B0j5I2*~TnN>jyp*U6(_Jk6r@MyvOq1vn+#icVpK2$;%0q&=|gnR>z z?8ggEl?H96c6fG0^LK;go&G$me1QA)3o7zXa>88W-X;D-N6{Q=#W%{fvGIIsjoNCt zQpF@MiBk!J;}e27r5sC!d+7CW@qn-VK3aDtZf&d2L=mHrSWb}QW`1_8h1fcSsI$<+ z+25=wSe{==Mc(iix5l)tcL4IXc#Q$F!fbtdBUG9xbQl~w!}mEz#J_{-q}Th`^)8zJ zi?=P6gSN)tNrC%l6`ioO-no&XN~ghOL&t{D><|O#qeum}w--O(ulINRT+VV(7yOy@ zB^h>yZ0%t`St9Q2rFV(jl_ZMvjGv%&#=mce$En6^+V&<&L`^r9CE;rNv23q9LP-_nu?Z;Jd6;TB)Bm2#)hyF8uVo z_~X67!g@-rMHUBPXtmXJw%Y-*A^+=%1{q-dqqNU7Z%=1)XH`uqkp!@>XN$^;?}krA zA$2ePD&#k?_3#~SZ@Ti3z09#yoluukFAdio^F#K#BYLS`__07xAkbl>4Mu6z>~1QN z^Qxw>bXv{Oo~W$Jrj{2Fq@fbez<=4Jh#WWXliiu{bq$rgn%C;aP~$qP;TkybVTX)b z&zPdy^pkCgMVxpTu7NcR1Q|6wL`3=p4B7CYKh$bPL_!iU!(!H&_a=J#@TGykbWB`Y zTXvO@!hmWw!00I?-tzNLcLt1kn}fa;9y{rh zwh~fl<}=JJF{}Vik6bS+JHSrjgiWs5LTnK^ z|BNF87<#ZYMECt%T3Yp%j#jK3mt0`O(!&L*^aF1XFM?db1Rad_ojR|d!LC%9#ACZL+8O9^lOehswWqn_BH>F=bI z(iG@a?g+EI1qaMi6Q-DN{{8&Grdlg|EqOC6` z4Hv@8oOG<@hj!j@T}%O}&1A9LgHJk$SIhFAQ=~MZ|J%g|`Ai#KF{a`+pWH6G&{q5r z-^>qW{`<|0QKRNgcPtr_VG=o~b_>Aaz;#{{?4pRIgM3Bm8${A|@>oZUxEkHf-fXZp zca$(TBv|r|;Vqh;=#h#P(O}bH%m__CBWA+<7(5R!2cnlh*I!y`IH^oV842a zYmen_)!FsSG+6S~w6+PGThk)J3hQ-~HVb!GUpT*-G2% z)5>=cX=%y!Iq04H__1;7g!d8;0`QLyI;{^g!1t+RBVEN)@$)W{_DIyjT=OR5)gAk| z$FkQTvA(a{SS6N=ErV|8VT`nj>4x{!7EwtpxDzIa{D=7gN39cB>oUj1(?O1b%kwa7 z$DPgOx)^^;h_1HixInUW&)SsOqL4nORm=zH(>t$Y{w zdaaGrbp_S+cUpBa)jvubNrrp}r-Fao3$73Sa3R$vKXf!>$Jlagglb3THk#SWW{aVx#)4(RB>AGwj@rPiz_BKbI0aY;$D2z0^6E+Z)~o%*&k*-i;aGyIDn1RwjP{he|1~YY zY6K5Z^<#hTmwm?e>W&!?Ke^3cEd31->RghA?OB;!wS$)uC&qr~R}3tNUPb-2ZLQ?) z%k5#f+-zpUoK-MX)mgcA8m33X}bW>`earDDuA0fC?Mfya2R<2_>4SZ74^=Y()p ze(KrKQh=obB5E01Gmm+Az>Fx^KC{FdvlaInJBL#N_kA$OA12(iiux&q1Tv4B+{@q7 zC#3jtMz0m-7|hH<_R1<9cuRzvUSnNM@4ze-l{|$uFSAjX92fGw-Syel8D(A)xI!fN zMI(dRa!MaBDz>N{s3zLQb^*^xuY-G)7MjFgS-3vLa#RkV<~0&KPp?#7kaVqZy#I=; z43)cfxq)&ZdwZ1#h2$#fqn*(Q(wj62YBK1U-{Nz4P7#$(of>#_WfN0EehY$s3~mOi z2QaL~G35&crPBnrp90TGkpI7dy%2Lr6?jAFcl{>eb~^Alu*=g+dAfevB(mYvlAW#|`@d8AA}@;}vz;1foFx<4(EF(b$iNyPq4 z_v=tb(KXx?oN(<1p9u4x03jD^@WAF7Fg?Xcc&RX?ClI|io5mlA2|7Q zrSkzfikXk@WfARJd(0)J(Idau(n*1b$G%a3hljO&b*eB#8QY<<;#JMD;7m|ePr&=c z+xzP>fnnop_a(_NkcO4-4Org0)+rk&SRXrkq593=PPYeJ+sb{pr>`?Q?IQAIU%^F= z=}tL^J?-K_xTn8SCTk22Jz$B}2dNvyHRfReEC5D^Wgowr>+ugxGgd@W z`0*`aeUA_2%TMJ-cC__ZUjI=+D=fBLuR+i<;0SrzGBI}rbUHvDryNp)VLZE~xl$l! zY@(iFxBL!V-MAm3vr$m<(2aN}2$Gol$-toC6>X|g@S&BfuI^Wa0gLxNJ%OqDJAvS(LplA4~Yn8kGm$d5h+#Vs<`*`UbU&`0m z%-5M0zF4PVXNWHm+$sz_x2T51WF~dZ5KH!BQD++?>0}>cKWy7_mls9UkF41sxu6w- z%H>vWqX$g`?GQy-YeZMGHeN8x97T>+hy>yq$beYh=Um_wdJX1e!<)A8V2BV10}rd-@}B0Isi@(v``~s{f1D9ak3a`& zWfgv09QgjlJXT3}!^MOlaWkWgnOXuLP2@onEe-o`w`8k}6pQ(;4$24WUE*@x z)^3}rmoR8`$1-T&lPkCga}iczpVYg0;Vl#eoz+o^*gG1rFm{Tmq3`-e#^%E)N4L3Z zZN$o^8slptmZg&Qv&f6MzXv+~13o(+(>~X1iPazC5St$-e;3Ow=k@Pw@_mC9FY3pf zswuEi49&97i0!n_(um|dwaznsDgeNhx`nfA!H!d_SLy}jUXmXJ$vvVznELnMt*qA* zzFhW9OSOo$;Bl3bcQ2`GlANSAddb6HY;^X=V_Busq^~Y)AUGzze1lGQPg8*HDp|cSbkb_{Bg_I41iinEw@=+4(@Xe~ za_yokDC%i?^*q}6+bxVy=GXKO zpuFX7;Hj#evYPnlJSmoY=iUO3T91Cy3VhD6A*v2a5zMDrY{BaYy zuOQV>8L39jZof_bYKkJ|0xRW$b<31d=Zw!x@4HFDH(x{anh8FI`*Ohw5>pVDEiPw4PW@E}DkG}u&l_)pEx>CL{zr#;d@~tUE(J}Y6>`4VY=p9f7mvn*eH+JY2hn$#JS&#Yn0naf}vZsdj6fFl$`E~nRMjQ zWH!|X>2Xb~EcZH@ho3C{1nCPl;nE;)O7hPiw97pD@Q3Y6kF>guqE%bJ9mQo-<*PKi zMZ`vGe=B0^8mGaY^22xH6+gFF5WZIHqhK0l=Q&VsN;0MkEAgQ;TA6m?&fUbyU#MuD z6qH!^UAY2<8)Mjgh1@EvMMT;^8OKP-3=mW(?jP3G+)v?L5Bl;MyDSY1(zQ9A#|XCh z9r;i5(Z15Yo(Uk}PLtcs++&Qz3Gat<10z-tXqx!PP;WOAcbxflM4r5fYiW_vzl+b9 zU=E+#6GdMA7OvKV3nW6#UtO^;KiupaspfqC?c^KE==0NV0kAcw(s7?|fn+8~gjhU; zABzX*r~jPX6`&p*cNp>ru_!`B856D_o2Ok0CJHKp_#a=gXFja7`}-z+c?`KDmm75- zN2s9L^R1_qq}Sfbvvk)GM_dx_|2WD@*MFYLqz!L|?}j|F-S2dDj4n(p-v>`OLMNdn}M7^8L*b7-Aox zy7-j)DE|cM(c%NG`A z#eFqCcEA4hhyM7z=&KmtWZ(3wASIT><;~-lR>P`0G3+t|U&V58rt!cLpkmYwCWD zi;HhG9^@M}ME8d!fRU8qKCgl*-M874zH~xgK4jVbqX9GgaUNVv`&(*9Hp9)c?e167 z{h#XxRA^RPxrIEKgQ8)$83U$nOEkQzf3dwE-ew2WLAsl#IR!Zs=SuTgl{NnUP*R?2 zg*-9;Ci-bS9u5lkW{t?4K6iNM5zhyGtf(`cB2*cgwXzwLXZS<#|%(X*P@L3Y2(P!kBwT&i( z*pVVcD@qN^Es0N7EhpWw*axPd#k3BS^#sxi=FI{s#Qf^5DZFLS>@&F)ymvuvQ2PF$ zieS9#U{Qiqr@vzdl6@*Ca*I(#Y4h~_TTbtMpq8XGo`eoB-34DPvzs2Zk!N+L4|_U^ zg#=QTX(Yp$cCGb>huqe=e?m>uC`ct4Ng$d^HLch5mwp00V}{S4wC%>I;c?5zeN{4?sk&FL1YTJr2u#f&;=LB z8foAXO$O_l#C7H-iv$j{rmR~75I(9`&`QmZ`~2EWhy7?R*|`1#5+QN*VRA0?8nA^ zJN5dhimd?G@DuaR?FzS6@jX$XuRc7=xc+dCSJD`d)=&5`nbWZyk zsJ0Ehz#X2%e3$S6nU1rJTi_nO2d=r@96mjMH^Ht%{4vSbFJHMt3DqxTf_YYi!DE~Z zGhxaNmD4K~tP>1UloA5b7Kps0;wZ?Y0P#<5)5Jpay@6gP_!W~#W3*bXC~RB5W!u-r zOhLB8P5ZaB(F-g=ELAKs+?w;Bbvt!kBM-Q?u@o5ags!tma5>y{Rncw5^*Z)Ni;AwV zXbjE&T+F=)b%b@I&$>r337t== zl%`Ky&%GQze}}Ejd!wzj01#5*#6Qa;nwu@lKmX9x=`%DC9~HF zpP@1aL7u&CR_A_yycS3TkWTPG6*_ggZvT&Zp4&`*t?efN_f&8K#_-jPU+C+-K)T!W zyuU1`{W1$<1x^UTS4*w2shmEErNZ~cH)e41<$cUe#IYY_cvDyl1enZ)D9zJD))68n zG!3tHH2b!9X?ySEB}=P!OL_N3ACDDah=16{W?fNzZ94w1Kup29k2$w z-u+g5Q2ik*#%G3+k$)5fc}$2EIGc)Wi49NopFZo0WZZ8hd94uWy@ID=FO@~Oe!J*#_4aq;XJxkbeCks9$0@J+n6aQtTP==BK0phZTV+c=0xbCQs0|e|5(X3$*GZ5 z=cR7y$dgNk%r~*u0aQ6Lj3)2d)M8ba1_E3wwlEh;@l-}MG$~&jfF}B~o(y#XxT!Kr zQPY}?k$#&`{0@rp`9K`J*DA_g%mx?>7+S_=n#WT&P3__sz;S+#`+qT})T#qD6VpE= zx!TG_&x`f?P_00H0TOJm^!SJQ__Uy-3mSTWXelPMdtYCQPT`XpW=D?s;*$|+Pl1=< zRU=_Oa_conIe3h`c(kzq%T4`+SpoWMAvejV9=yfLVc}Y5D$HY#W!|&cGnR)!T8e11 zp`H57@bTwqA1EGA2c`WcW)OVp&6U5}M)r1cZK3a%p&#+k$sqT1K+0#jiZ@1 z!9?2`nOR|BsBhTq>_z*?441?lnIB?dWYd~7e9FFN9>xdL>tEM>B9Fgxys)~!D#vVD z(M4e0*DNF!EQ{?2@7DQT;5K?9>}CpquT$+~-LoE(1kWRZ$Rz)!+Wpgb2LaV0DSa)z zV0I+eBI~KvgT1IJ%c0B%ALao(ZlOVaaQ8>xu@7~XrE{cb%KF&VRPcg`7U;DAVLH}K zE-&oU{?ll<$bhF!FuIHoEM3s%O!deN)el@3bIilipS5+<`vp+WQDL*fyq56vWhMX* zWs@Xb)9*T)QP6|!RD>J%o3;xAkzGe@f6mML!p2rP?TDZ2VGH^5;!hxv&Bv`N$pgeg zUx4qq+Q6)ZTRCQ8zZ7$WS%^Ubtk@sbMho`+TLVdHBHc~jjP z&0r6XnQ70#GgCYidCix2>@1*qgjIrGYZik%n~SmZeig!&S4_}aeITHUxmzKsI?c;n znWFO{OVgQbF`b6)fh(mX=u4qx=l}uO=qIs5)f@f@wBn6Gkn58$+ZdUzKKWmli=2q2 z*h8z40>=h~%=BZZ6RFstZDuy8+hC0JMl_y|5bVFtq5^NpKJi9jrdcTp!1y9B#+a?k z*v)yFQOvaAz>dU!C%^<`B?fHC3V8k96#_3+med~D^?5Y8Us za!HFLaB!+N2H8^Iq`z`y$NRdtnyjcLeX!8a-=~$BGp}8Q;*+(Z#`AjgyL>)pJsZ3` zSQTkuT#%z1)x%OZOc4GKH!W57HRFWU)Q+E(QKHEoOH=-?J2@r$o-tR8i!mV*j`bg& z$6f!nl?6G%IUBduMw~VC0K&2z&y6ZV&?X#GxKSFpT!MzyKR4gkdPYH2}rMU=v^M))k`(5V`#<#>j6WLx6=I4x~wl5jA7Ngmv$KAl(09<67 zFT;EN_#LNRn;y-1fKh}>P6aP5o;Bz7=wDsaQT1)B+U;|}s&C7?&E*e61)nu*RLLtx zjV0Ld3{Lzx^MwW(lLM*?5SvGnI|J4KwczeM9)8%Yvl<41k8hXhOGy4FB?lb^vFD|* zZ7gjV4I%4x8CcGs4O)zW48{m>_bt%v#fLC`dx?X z3acOK+4K__P$uBtL|aADd?$boLAs4d6VcN_Su=}jslF{nUw0-MTyNIHPtHzp!ivV0hJBI=FJ&#V?UpHLorPl>cg(e%O)@$OQ%h;cf ztP+QQfh!9Ml!U%B#-k4$BRV5o)UGl4K&*eLX&o$apJ2cgL-SRvX_=ZEwXk=^Xsz4% z2!J`mE5dI_vHXpFrN!~XMBkR8M|{_$?cTx0@0z@jTXZs!LC#kdXfZ)}q6cLLPI^TL zM2BT*RL#^W=UR%P^Z%@@`~R0$ESPuPasB$nA-0b^y|`2M>h@aj#tW1#hxJs;C&ydW zP7^pSQqFoGoA9|J+d0+9>P#Y+@kkxw-p%SQ`&!xa*KA9Z2)&t;${y#6Rkp5(&1DQDr8x{C`sqeNMzTkJC->5dVV_G`_=qZeVLmjpA1_=I8E?w>C8RQi5M zlDuxC2-Zl}Iggnc={E0Ka^&hAPG;Y5nl|L}v>Tm1F-de+QT9h>MgB5JQm{De-lsLA z9F9sFX$V&=`vZ>kv|VW+j*OT3sex^=pn@+l2V&_w&!A&

#4nXcbb4)-k}#9#^!s zwp5U6%6~gx@xmcy*ImwIxresXgDBasB7SDucdlrFklJC@n2Mx`rICNwwbQ!_=Xvg? zt~yfb=Xcc<_|^4YF@ngeGWuTpeSDB0*XShIcE;NH3&U7Yr~}kN~dCj{Aqn7YM%Gp7*H zt2^cpzv~{WZ4e`(_3dtXIqmx4hC<&Z;5lP;li9m9$>wP+1)|zQeaen}sbX-*EDt~! z9fA799E0WwGIjZZ4c-ABQls+JN#y2DqKl^CE6O&Fm`NAFtlcCXbx#?I1s%F$n*MTLDxw zifF2W^an_}Q@Rm{GK1bKi0i18u9!BSj<6r_fZ@0~yq;n-p!FxfZLhI@NIPZ2ms3&u_hv*TfJG6^}~xxG;y1hFIUo zPW3NzxC8?bp{hPi^pq))=U|my-?&Dp6RF7VcR~i8!u7{$A{_~5s?Wc@A%R$py5(N@ z6#7La2eiE>cq8Jx4+JpjX0xp}5*+&&$Fiz%lzk>HSpBb9s5@6v5~8_RI$q54W(%`P zz2&X4@)FYtMJay6@qcj47g zUdCln=;Jpx5|Pg;ANvm5+B&~Kd*nfym(@keS6!mDzHCbx-SM24@<`_Is|CuOSH=6J zsGz;PJCyMRp&NBvZ%EvJpBV0hg!|;OX-p+PqZ+4ZPm_lP@Q2R8OAg>AGG+o1wzT_r z&?_sUyIVQqANK{E`1=*Vc-`kdS=ay(;xJ>B^mH%_2XPRLgy6g6ih;=*$<61$b<3o$ zuP6U!{xIza4FZeWzJ8axIIo^+{671lxF+D1W4R1HP)(U9mmJm+CrV~lN@M?OvfRnu z^JHpL2Yt7*now!TP9P-v2Xi$KY0l9ycIE!z>4}5YG|$nX;XFI@hUppq7J>%PQYN{g z)3N<3(w`Qg~DdNNp zdv8PaPPV1J$4)4@Y!^_Hk_aJxJ&+=`TAoGgKR3K)K|e7|WJtj$p&Z<_lf`+wk;<$p zOTS>3SQ5(8*!Sx$V^qCB^^sR5dzDccEr`ueHY$sDB0BhWA+vB9#`?G_U4^oN8XJH? z#ND6{;Ha?E4@tO-&9t#O)?_I8lU0K}-O5f-$+=|(-IJ;6R>$`#Ur4F5$ljr9W_f>< z%p@@4gmQ6Tig!z|I7;cKeh@*^95}a7<8XG<#td=~XeN}Ve8;cqEBZJl;5?AbPQmTY zKTAF^Q7==WW)|1$O%e1lSj9rI{o>HM5BMaU5qWEGnD*!?wh@tq`1=j`e~2T=J+pvJ ziSzW+b3c$knLcX6J$$#Of)p=JXdH|p-~z4R`GcoM;~COONhPj#Si3ak7z>?=`_BOf zzT6)i*&`bIsDbQjqIwO~&Z^f|-^!@XHeLQauKDSA`>IhfIn3`r%EMn6Quw4`KBmc# zS7)xij-yBJS(*{k>-9nCLyDRVVRelXR1hM^atSS_*SI$1e#U>xq;DeT~S-RFl)aM)wk z=I&z15ydir2+0C*H3Y|4&+5I$o#aX-xhuu~bYjT|dT!bHi5ca>gFUr=8AHJ(HY60%vV}GtwqfmIsdyr-UQulh+NcCx) zsP2@VU^^&n#eh$fI0G6){4KvXba#pz-8w9s6Pt!`PFF*eLumg9hnxZzidoEFMl^|& zY*xwL4}*Zg+zcWnO`72f!o!U;#^VD$AOGuc0r?a(jUrkcOnF^*+a90iz##?(9QHVV z{2@$#6tM_$3G{Qf@2?um>T{89xWw7ovzD{8w>vF@Pww-lyYyz}dgcI0w+h@pyK;W$ zpYX%#K6J27Hb!w4d#i%o)0raem-xAzhFkKTMsE$77U=I4aIqhNJ zaK#8eHz!*;uTIS`e4}N05FvGJQbxP%!7yYICK5#)fJ!X!ag?{wnY*W)LgqiGG5i2R zt;JckmKfI$FsFMpyuDFQ&!s1_rBW~O6B5u9-|rnsE2e#z-}iDB+hBQIk}@!%(l0rj z*sVU9j-X8Zn1#?6LWiy`p*;s;blQAtmqDXFtGS?rWnu||Hi|8KZ}knySHt`wud-eB zK1ih^W0!j}ZV>g+N22KOtknfi_;V^;^(}-Lds-NkGAu=C)vVmba&RcW)ESPHQuiu) zR~s@{Qx+Xk`-tg>oh+}Po>Iy=j^Z%+PJu{WysE-$P(Si2P|hd z_g^@@?e4$RH@O{&Jz3<0Es!~C15%h=1*Qq?7ZZDsv~jFG+1*#p=h@?>-nVaeLm&!| zOYh7^1U<^M#{V3wz_dGk_*UW0{czviBID$XI_R+`P!=b|_&BG#2!NR$$< z&;FYu8gktZq>~$AeqDr-uS!KVZE)=l%~~5-G_I_Z{@_M@adPMN%VrbOfP7oy*k%va zAaG8z=Ef9w`I8r&S-B5Q;)6WfccKa^VE4A9T3oeD3mt>qYU6o;!Js|xDFrJLZ_zRT zFh=L|3dudkK{MezEh;5e!u}vg4k;FaN%+%H2*Mk**WkW=!V|5m95#0UDu4R$gJthu zBV5|;zs8M+lOqx@N;6*Nu&Lv{wR}uEbhTBBLBlsDGYS=@vPQodO(`{>)8a~ShtFJx z(Fg!S%TRLY$wz)L#{C)~E52JLd@p!aumW=@N-L4QAk%XZX4}4}nAI}9Lyzk1qHgdw z=8mSn>M;!=MnLju>}y=)@RvnAcySHVoU7v>8KrJt5l`>%!X8e+oP=TeLp4A;H^Lk` zQ^+M*^E6j>47}KHe(G2x_>_KaVzxqlk(l|?TiRTjv7nNU8P|G{d5VYYxpLOFzm5%! zC3{=+iMqRK2X6iPp+w16dd&Svn8=7fUc}9Ka~Zi)-Pj37(67wWzwg&SpHZ9z6Q`34 zylQ+-;6CYMI}zy{+wgYJ07c*s4wJ7X7TE57ZXBauAc1m0;t6Pq{x=ti5!DLKjABk< z4wd`K_FY@BFMsdKd6tgtG)gR__xq5p-OkY8H^`JqrOv}y$&NZYdRZ)Xte1Q-wurYj z2PcwR_voR*4x|Eaal$TX=q(pi9X@A^8;>97d2^COT>b4t$@h8BIGmD*&t06tnXf6p z4b1{mR#!k9>Y09rHAJtR_S~n=9wDcA)hB47lfaxKPmr4c|7&+43s#o0D9{s^`{kMP zxDWmYULy4a=st)e;CYG28B0XrWR@r!%uub$);(fKRe-y~HWfbZ=AKh){w{nX+*CH* zImT*!OY9_sk&Z#0IgkI9nqx+pUa{A87`y$wFvEN31Pxugo$a`)9$jeM`G>q(Qb8{t z2OM$fy1s2X6lJDEx7}x#rPH~-|c>^+?&WrIGEg-jm$y& z=9Bo_gl7L_R?{4bs&zJr*|Z4$ClJmTv8y?|)j}pLrHO+<2VS_6d+Jp~*Uw#Ct;M%+ zuO`F7I0Ne#A(h2Cs-}0KMXt0IPsC~9zX2_K~Js&h;TOU=-BZe_VT=>P8*gu-mDt#Y5 zyPXa4ZoqFJlifIIMTTJ`OzO~0({}FlS+$+;;c&h`Oa}fWD%T#D5y`;AUpN6k3Q;A# zw3F^52}GX(j7_Ps8Mw9=L5TLIhI`UxT4&<@Aa_0zn|22@ee-!6Yy^do+;}2R)M^2v zsZgD!_*Z)J&v>f)SF%HcN~6ds46cQghNd&k!1aWq#0YRZuCh)VSC9!$DxJ-qe>ILqs93`v;CMyo{<`xx^G0=bhAP zmQBB^Awg_PE6;OYm>~R;bk&VN-QhuWj9yu(oNZ&J13|uX2ifm~j8K!q1Lx!-bfDR)k{EiML>!+M^rPh$b z%esGu;d#y0o7<^|q!X@`q5AHnHw)|~e20H0)!{>V;0CboNv1kIWou^EU@z{TU|q>U z84ObhK;|WxWoZhaNT?CIIt#-Ar*QTsx?RF4zQIt*0Nk@6Pst22LH$-ntS6UliV%(^ zam=ERZhHmh1A!~gySXEep@I~Va4kF^SyVb)KsL)kGcYgB%&lX$^*7MQ?=YGTWN^)w zh-B1DfeUfpy5Q_yeT7r*wV!N^+RJ)EbR>$(=tU(1gJJ0?>dn-6#eVgfsbl#~0B*RQ z6b*ZUR!hT5w$~Wn9GAhpRA1q*pFZr@Ng-CDa$_C~`ZY6F^-U{nBz)6$dLJ#;zYf#p zll43UmXE8vuJWo`kR#vsOUh1E(JmoVJ(@&-LK{{=@ostt&VplY*44z1$I8~0Sb?dn zPmb=wTfp18#rV1l;04Y5#|s-U{JkkJcShtK09#xj3grL(e;qBXa<>=bx6+7Jf>w>g z%RQC9MS;gm>!lsup=03<#+-uNm&BW2gZADOFXvY(e6bCwV^^DyigZgIocx+BxUH2? zJOcT4^SNO6nFM-g1lOboU>{SIt!pcc!~TDsbtzf8W@BZdbF$9(1F7TIOIvUbVLf`0+<>UA=_IBWN9Dn zoFSv`tp-TvTi&qg+eOC9li!|n+frAZfELTU;EvWvlYvWe9EL1 zBmHo~BeYIffK4XWMRkhh88U110B}I@jqz`>zuJi_GACNo058Tj$i22#E`46?3h z>Rq7E0ETqZsd=CQL`yC$FGpL7GbS8vzJH;NaTJ2wmb0%xJW>n zteG_9I#4#FNB%RzHT)JUIR-@k;&yk^9bTPy)wE}|F)-QGPzUEU_Na|>A==Lv{~bB- ztHMlsb%#Kq5m(a}*eh{yaV$fgQ1zv2N*%+= zGx#Dk_FR|Z--pJIC7oRlWt?asi$o4B=ZALJ>&?|4i{y=?25NK;4W*i`7JgVhliF=| zz4oZ)`>0z`{0Yu)ug25GzIlM~%5)f%oSukeB9maUp7rr|DG?FJMW3ALC)y zZ6u-B0-^KXb)%gYlkv_=G_V5U5lF0?OpRY+g`4#DBiEmLQ=^^oCZf7=?@Tw$$Vb4$ z?whh+iIJ$^|8>zLxON5seUz1alZ>~=H78-g-N8_Za7`$;g>mBntLonlQeImqT ze8EHv-jJIA2IlRXc+g3E!4>>a76=bgNp8qx%`d5Ga|x5{aU-^(!CV;QDR@4(%F~e| z7QCks>LOEWoP~gNd3@T(>iT}*ztw$uWZIoh^se+GN1sZd3M}zFN<=SCbuQ#0@&nksdar zPGHXMa{M`!e42{F#}-?1uiP%IY6~1Tte49O~M!LG22mkiBKnCXMni zP2W1`JCHY+^KJq;RNTY5Bb&r+&9%~zd)r^19w4a?n?FJ&vb9z8QIwS=k>dd!B=?#d zeb2|bs8`*QMGjKM_S>=n(tjo!h??8OL39|?LNmv#nZ8wetctgXaQGPkWsKC)a^-}G zsIrgUOzpGEs%E1C-aDy9cay&{*N3`KJPWPiR&)@891uIvWq0vD)-kZPvX4Z17%nZb z4O>+6p(jK|8y-I{NN&<{M&?X5%4qkKrw!wPuBIjgiy&pczxP(JE3QK@Z{qnNB0OROj6r*s;s(F~#cM?^iTx&6KN@^kO{deIV7s2F%A zE)~GR6Wl-u$U(QoBUW`EDzutZW~#Z+>nwR@N_T8$!C87bgbi%YU8f$S#ue_fl{Lx< z`^ZYJ92u$|gZmejz3ltX8m=|1>cW7cZyq4^GV#)deg&h)nze^*$S&q0_G5V%&|@}5 zrB@|8q(_we^Q{u?Gk*cK0=lZnS$%Jfx%AcI)A?wy%l94ugIxFzu5IAAc0C3qX8~x4 zGnkexa)D+#PtG^F*_voQOXi9N!8PG-D=FOAUu*=)w@0*C)MFf|oC@rmCqe?PXT26I z+SJo55>FR)I30?ge{`w5VEW-`3NJ~DL-}Du7X~@kIXcCKIO&CNvh(_f#$kVE`#i1s zEJW_y$0jP?#($}jVt>!T0Ni+?!tfF(wN>$C6Z>;j6>+VHdb~lyOHXSwG!rKBv&WS$ zIA@6H0dnw}6~g@atHdjKnqUG`P?Dc#D+OUZqWB3vG_ZwIwshdRV~4o$3bjE zki0sP7&pU~Fb2-G{rx37(WCm5asT{`SEJi|*-!V6$zu&2IBav#wuz6hpD$zY7c~^Y zke4#Xq2_Sh*~g3X&X2V>&MqdfnM2#M|MdJhk1)=RKp@mzC8(i!QiO=6&BgSwGqT z`Y$x2ItG5pbUn#rUY*W5?B@Qt=ap~w?TPHg_`%Bc4%Idy;fHJRp?65b-ozV-Hdgnb)~Ed+D&xe0+^lru#z`P;9}PgLpr8WP9U38BWwQN??%4shj37Y#=; z67^HG*fxUe?!l&Oln#BRya$p^Lk~3sfmu z`#l>&_k2N(8~bb#nod%LW)mLonZP@mWWzJXE-Qy*9i}B`+y_G*xoGXWxoH}pB(zXR*Jy|=XV4o3;{ybxJbaJ zmLa(KRCjCKCI2`Dj)0oHRe#-^QL3nbmr0Dz@SJZ3V3kwP-^+4wPwzd{(i^m%{*8HA z-|U>dt#g3(lO;j!3;Y3OhtkK!F+JPIHjGuN5R5aIAsa^joAd!_!mHs{=|Rj2h`C!qLW+dYT21?(FV zh*?m-flm&L**HZyvuw=FEW9%@?=w^~h!FJ%1v?UMsr-k9aK(+WLTD^e*#mn%_G*In z=*A@fjX;W5=jYsA)auFv<)U_6Y<>a9$C&82ene0$q7rI#bm4{+ z#wKpfYbM5_$MEVimHt1X-a0C(_l^1v{fUEf%`q%zdtVUweNxYSv8%8#Q!rz!md0CF1XSGY)`;xj~JB zTqL=kwBl?{p=xVmNtFSc$BrpQ;#V}b6axR+IgH8ws>k(yFH&ZBltpAY)iki@DiV*k zrG3+kDq!lN)OEt;bzz>I*U%55L4^Bf<$tyzbRs!^c`P=Na+vA>==~0_YwN?`lFQf1 zgH-VPI;0;5@Zx`!=mzX#xo>qLiy~ECmeO!E}g7-YmIMf z=zNDv;wI}bu7_p3CRcTg`Eu3PUl6@PV#R$$S80Ay!+jj(HW9~1-4#{buk>(TCz+At zRyKQ#uN%Y#qYLn=)>V9Bqe3heXlmXWEDZtPUZk!D?HrT%k?`rShm%@TMrc7M7?p7x zb5u{*$twNgb0Wv`@)KvA)~3xZVA$G>Nujt)FnZqjFxjxpZ=0~RJ_ml2W#n;+c>;iR zC1O^a;eYA@-2^axVs`-PH|Br13@`lre}Jd6+l}vkG535Yk>^dIw=wwd#4~Bz6Xt+> zT=B`&jd&XI-2rf|E{}XQ1cc!t`{=xLBjs?v@WXC#Liz%z7l1CI zMUQCxN?rpZLBNyjF6@89E?`zBXWnNP7#y4cI1JF$JcZ4ZNkT454|#G<@gJfhpLaV> zr>@@s?y-Yn$ut|=Ww4cc?=9Y>b{g7JlT>0nOX+ftEsFwyU)w;RmCI*M(A(W;f1+O) zB^Gb;i<~TaQUN^@*NfsYyKU8s7l(MQo>#^Qopu*ViG`3C$SAO?&8BV_pM#h_7-|#$ zw?P~ih3g{kOxZFLx81vk86gwP{=O6@vC*u5F*<_i@-4ON&Su0co?(05R((bVE+WW2 zvfs`EzL02MjNKYI0DeQpX?rN~xFFDe5TzB1&PBBh#8czz(+=G`_nJ8o87hQG@5B;% zKx2dZor@mhtlmr`HH)vQzoP!Mrh>3)VfnS^-dBJnX%a*=tSB{y>p@JWW(0pTGmpb&jNB6wx_!MA0+ z@za;^HVNHsZ62pSS2Y{Ai&;BC;gDK-NIYGaRDFo$1d2GXfG!IX=cw7dc!EQ+ zqiR;+V4dU~)vYjcRW3Y6;o-QvmfiIwJ89mWQ++c3gB^=(JA0**X(T9juxj--QT*k7(Y=9hchI znBT4mhqP1^yyN((X!9Bl<47nkma5Mdn@a@8E49C&uvsp9x}@8`R%Zm657aDL$CFHu ztuoBNbmG@mgPdFlHt%9U_47hP9m<7##30Uf(IU(7CGKR=G^1z z@rpUXZuH+{Uf-iyS%4_~Yqh=4JFQ$s7xz`9@84RHP+7P2BdW3bOPrA@Qf)B39*taX zrU~qlH(VANlnM1>TxwBjMX~OW6%vyuERw9%Z&GoTfCGxSZ_$fxuU2o=BGoH_u~8sT zg;kCz=McXfjQi%lWmAmJ#N_Q8NUZeXVL6WAsr*#a^JXFy&KDrQkJXG6Rxi2F_rdkN z+a}L3Oma+VQi5)e$>HnHk?=x;bkg*D>Q!M#9H#I6TEOL)OeaN8h%;Q0jnk^za%evQ zxR5pP#r?PNk4&-v;{nUT?eY|-_O`aRM4!XeRbihh?90`kT)TArTsuf|nY0r8T?zNY z0LWQLnX@0UgM9W)&2ySv7*|ulhsM`<-2*BcE*@R&5Kde(PMpl! z$jV+<}i|6$6DsMcf!NSJ9Kraj87|8-r7^rw-zn2~=-mopF zoKI^bB0;L7PC#54yt`6Ynv$ChNJeectG+~5^0=Eh5e_cgD4+K?TaV0?GGI?9K1i$0 z!TZ7*nBD8?X}!}oiBof<3{HjMGI7%*KwtwZzZ-BEumtiZtZ3X!xb(hJSuWATOR8hc z_VdU1`f6q|4A6?S2|WgV`EAL##W^QV$)c-VM=?I5>o{Y8&Ww=;?_6;0I<9?kIAjycUo zQ(cY65EQY#02Zp%G?pg~Mg5=rL=44b^an*CJxx6-OQa#75G}M*4;&9Yv6ptx(qRzt z7P9C~_PiqgOZUJ4h><=i>W1NdzV8}vJQOOET7-ud6Tur5?(SD8T0fhZ6AF@m@(+a= z`L!+(hHfT)h^gy8c-`?5#8e(*GY~MIzhdyG+tTH4*b~zX%1&3<h zOLfj67kMf-KQv?d)>xcZ0rLbmnb1JJ7=`-bE7e!3DG8|){7zs#b!?*edl-D?Erxsr z_#yuPL*(D4*uO4||G{22Xd|gI;7|9x)HnNoVUoFsw({>cmFz&&>0t6 zsnn4-N1gL!$v5TB{Q06un|EO&v0+M{dp-)^iJIC{6EG&Dp-9=3*ky(8D6?mB_`9O!hrH9M4^f1Hwi~96J-;yb>>Hvf6H?Ex9^K~-DsZrM~B^D%~ z4={J_o_-WL-3xFSl2XcKb@eILG-G%a&YCshQVZXk*PhJ1(FcEZjqty`X>QO;0^b1_ z_b>?Rwq-PiBI|i)M@I+iL*F^VZ0!4P!4OJV{42O3)CclX?XBX#qX)D{rX-$ttnrgS zKm2R_VJIZ~t!)2_e9#)8Oi`|S995L}0#abV6O}$1^uBky@lEocnwt{uw{fXBoJGHm zmzd=G?%eAE{KJxsqXr|Zg0kcOM80pSaI*$4yaE&GCyL%Af{~C=!+$3LcllPkNx4Np z(Ylm*8QyYdL}JkLU4&dh)C%TNy!V%rRy_^4B}EPX8L5+2Pg`*2hcQs}oYIB)i84rx z?|bxaxcJo2_^m}oKYP$;HuV6p5H+#TaVivTs7cO!O-@&nlln^rOMRSdJ;!%+RF=YI zTLI85029ugi(&f>#k%U3^ADN%>%kbqGNkF40L>~!GZRNrQ(^J}e`N-jH;KgsGWy!O zKvMUs;{M~LUxGyUdPd{IDXwi6xs_nA2Y)!ps4$+y#at);rc!yb>1f~CQpq!yZ(vLh#e&dMpFB)uu2+x-xo|F`ngSmK zfMDNfn$hp>4Xz6$@MbKK1u&5E0Y94hl(6FPfIyzA zxfEtH#xxo0>KdsN-ko7|)@GJ0E^!@VQG~(vj5Wc}#3aev>#S8;{Z3tsMl;Qk15L2V;CW%DIXa*czB zX8uL}FbDe57cU3vAgZbkiwS`JZCql!!1Mn?aMphCh~p{3>RCu?KW~&%-zsCc z)nJ4abIX>kzJpC=p>!bTaC7kI-B zUE+J7cIk|(?8ATeuA=!ql>NP#lgr5Xc_Ki|1jgRpX~1xtWM`C=GD@4ty4!W>LeNr7 zL;0EZ5K~_s#^tmpT^cRBJID zHd8>v#|kd%t2d2(x8V%Y*1(JhKBz>xzCJ#QQb5G&eX18V25<(5-?#j2XGhk2<6Go7 zD}$cQ&KF7_%7K78a!Ab3N?{#O0&|Bz=;h7@{d{Wp)-)sL{nL5=SDx0jQ>Ih6%68+C z=8v;!K^G4nL3BzicseF1aK6VTv%&aaNy4}1^wo$4vN&qts(;cMP}HLU2*fsd{t?|d z$-!X$9QObnug0+-fA+?^uII+~NcZUh({7;L1~{(fqChbh%1}oS z;33Z}0UHNN?mxNn;OoyxVr!PRU52V&hyKG6$v(g8Zfo11-;0l1t(g)YtiS?P5s;UoxY$lbVqT@bM%50Hexce9msG)2o zL+4j_7Fh7h#c3MAZL56 z24RIcBjx2B(OL(5;x6Sohn7FeR0u#6x6RII0=51fA!uPP)q*14!m0sU^5@iomQ(#&m;>CZ)J$k*rjW)-L@z3ED^AsUcF;TukD32rOL8f{LXeF3|W;Ms;! zDR~PkuxQCZ*t852HVo?qxf#|95aokdKxE`F;W2tbO`ETs2I{dOKMG2}7Q$G<{6rSO zK)a2Y0l!JNP@tN;k*p9Ub>z4}?w~rtLda;q66Nh_)+T_`uy}T;lRCy=IN#TqKemTR z7<#)wh&%%61pnwzUiiClgjsjesPGfYgF}Nz%8>LNaLam(u9@0bB}mi`MJuM*t0yKk z*qs_Eh`aX*eEdIX&U4eLsv@6eKtyqRw^zxf`gX$o@9w*<9zb{M3jlaUks>jpdqJtf ze{D<2%I0v2--4w}qS2Hdf=a2!Uk>NfaXJYGclLW=ldG>4Px0+{s}BX0v_&jP2CNL|Uhvr5`{EMhb2gQ^15M?(Gm3Q2(cC3Q=}{1* zN|4{Oad*^bjUL7MHf-gX)PMam&1Uq^Zo%l2v|N0A%3Ej=?lBIXgT5 z2YbIc{-B>1%H<1q^9Zv606eOeD-Lk59DP7`Jn<}kRV#S`bOSSzTE*h4mAf;wr0*}d z|J$ekZk_ob8$N2uyh2R}@73jK?S-cY+8|9YSkh~#x;)NSM!@ED{haA2G zJrt~Gf^}DYlS|JWF>^t>3Osqt$Y)#6?{T@ug{n)+iPb&(wS1f)W7l9KfG|LXnUIZrpk*Tu z)yVSCn~2V%m2`uHYHg<#f5VyirYI!bxkAhrFc<1`@4wVQ!10k*;q45DfHkG&62bFZ z1%jN47Yh8P3>YV+>$Dk#Yd_a9=g)!Q%n{0x1h`&5Fi$-9bShs1{ddbr3(KQulaIR; zZGykjkIyrT;?+hEa>6F0hIE3nw@)(aN)K^YSUxH#&67Plix#w{e&iI#J#2gPtV($0=@ zQ36U%jyiR3gBQ|G8PcFYZ)>&60^bJS7)c+Yo|Z*GQv>j9O1HNBad!3gj$8vi`FB?{ zsymr`YWN;%nBAu=leqxVon!aXju|%oS}Y+F6E_ji`2o8BkN^NLFa>Ce_|N~*KW;?; zDjgGnv#D*8l&MOIWIcP1JN!e7G5VsJIz&Vflf4<-ehVO;eE=-;4f7W}v8s7M(jjqk z1(C``a*S{z1^We_`Io*j#bJ?H1{QThH*C?!%FFaohoO$VJt?=;n!jwhs9@3m;S~fE zhl0*SzDWVr0mjmwD0;fMH>+5rn~(cPQ~2v74H;8kH$hZcrT%VME%b|Kvs560NAnh>pR#iwsn{*&^T`mDL zFZ-~FeSqLUllYTkdCj}FBJ0o^6YNnB_QC9G7w#<`461qcP>>t zccppZkMZjfJ+4m%xoaUkw!EEc!(3-ouTKdZfR5wU>%Emp$vC757Zd7{9b{lTDk@5^ z9LaC)v|Mo7cURB(_B8471G+jB-YlSJ8Rrlin&eo3C-~G5SyQ2W*u8@DSH89k0&@Wz z2;m7H5R4$&U0x=}T|$r_*!y%_#UfRPYD!oHHC6lfxl5ynJ530DyuxoFP}ljSB!mot4^^lGP8U|I9<$8d>Ki84Nq^!0j|4m3R*Q~?Hchiui_&fp^rq!)XoXEMLKaNtAqNK2Mx02fb0>rW=u@M16b=9Q-gJSkV~!IZr0d z1DIgDd>1&^zRX4paVMoR&>GatBWDegPpVJHi&D{m+`1>v=i=!Q93zsifpYdR0%TPv zy|9wcN7PDT;i0tJA2-fF2>C-zL#NCgs2p*<7M45liZ0Czbrbt2A<7PF4jYCiPE zn;z@ zNGd%Y66yvRw|tO}T6XXKsfR7!-o}yzX|J~_XR5_x?2#mGX5icEf$YK{t+j_w7v}?wXJQlY6JN)t=+@ zl$8MzN4!ubcgI>IG+Y8V9y3!T{(F$~IC`E8kI`SlCDx@6$iYE4Ff>%n1{1$iH}(ee z5G0A9x3_euvN;Z`ETQ#jBiws^$WdlF5px;sx?sC3>r$4l@St4czwjm|{j@0f=3?2R zQTe;}+ho6=Jn1&9LhfgsEyi~pE9p7j07vxnws#W8?MZQt{?>4&fpsJ)=h%=3ItUP@ ze(BU3=^_5eNJ!^S0h?8Jdmp2?4pzm&{aPFk(@O(BpoYKzYu+oFxgd~soWTkAcHJ`z zjAEZPyPM&H>wwo^Z&ITADP%`4I?c}H&8Ss;6V*+Kb=7ib$^&bF^~s0l0T4_jZmOI% zP{;M}-rCtSFYUaW`|)M1NcoMfEyGgzOO22o*42uWF!AoHTftNKGf`KHdj-rL5aZ=K z(;UQ0sLq~kFBKy8#QDWw;+bAiAvqE(OD`Y9{lx6%a&CuP5UtyWwvBAJ(M={LLza5HQDtlz91JR{QErs(&kJv3~3E2_VWSXeFX^ z<8`AwqI(;$9Fa23u}3uNv9G2W@tmgOw8Vo6^?+AD02m+ID()-rCnikXmuEo2fzMYT z{){RzD`XHq6K9Fs;-yaDpcJmt@i6pRx6>!|&vB!~%;$Yy{JI8L=CoaagZ<*y;2!Y$ z8JuS0n@e(flfB&mJo18^0!;t}G$Dy3ydfVYVin=BM_OQwMeWmVuN6am7W9{`5I zUQR;xX>}ypaR;M$HxuZ(RAlNXKp2#(S$MTdF|SO6*aP&pRevDnf=P?}v=^ykqy+;K zAZBJ{KTWUo$GGiV$lp8tihv>jPq`@GIaiJcbSzeFm!FEk>1>A{h(85_5w20*aco`+TmGG2UR40zRHH@H2 z9&hc0q+dEj21tt1aB8v5gFZRHag1kp=^1vL&!`1|{B;g0wnli=#;z+MJ`pR29RK<&s z2vV`MVEet=-Q8F2RcfLYFhX*SnWh<>Nn`gwb!_R!aq&=V@O`GTyR7;bl5(7mf6X*} zq?1ZK6WFU9POp2|c6tp543;JgXtj#LE{8z@(I^-7fR_ruf zhCPzE^+Ut4OErqrsa-i~>ELE&E3dIJ5Jz$qE0VgFi2J7(K^ zU~T`3EljpkRg8n!qy4U>HJo7HYPksY~SL$RqvTP5`emN;acy z+sNvn@D}N3fO&Q=_t+g+Js^)x>4EnN;i*oPy!w-ta-Q2MUg!Q?Ur^^NwUm2Hcwf8- zhuP=!moYcz`&j~DbJS$#m4y%t za4$LLUS4I^zytvoD<5$v(2_Lqzo49v!KTVhx~U5=p}7KyJ(6(u*6RPbyA4ZbmdWek zk%CqimM1>VlbjBb*-Erl-omv2%93)gpEN1YPQ2XRbpZzfT}zUEB$qd?_tH-@3zjj*RYK<~u6j&(VQ^L8SW<6|JPH;)$dlyjUyaOh5uPPU{D6yohH_J42vc8}+&lTu_kL&I(ZLVDl@4=#eOd6w}ykCAQ%hV*)z zZc!6V*&sE-i`=Bb(AIs*l--^G0!Hg0uusGpoIcUxI*;>oU4L=PF50(_#952lfTq1%ty+`z`09+-rgthbFxN(n*a969a&;|WgV1NG*<5Z|s90{}us0vt*#liix=ni#Zt zQ+XDSPJ7DZA>{KIRJKr4Ex1dKYn4NZ#z^Tsk0=9Y$UAJDyL&?mpbU%J;28qBX5@v* z{6c}7jQvHknF>kW?4Y4^6A@iX;_dHdd^yKlnr&bpLuRq=7g=1Lgf$}4fQrSxSC_{X zTmmBn(BK%FGQSY!E>T;mAA+ecHvACKNp@-zIh(9UgMy8SL=Z@FI~DI zA&d=@TTefn&`W!*Rw{Bxb{{S(w+-=PuRG+D^=kjH4vhG}%sXV1_iPcBL~}dEkMYH} zM+dT6_)Zx*H0t^i#MmfV^Io6U2KdIgwgV1+Q@~qa{*AQL5@@Jf^==DVEFr3>Nj5EcVT5$XTp`;uP5*R#WPi~R8FsU;Ms#OSUEl(=O z44{lem4c!?v5e!x7Eq6YPIQeT3>7*r=fmQm7RM%7C>$$!byN zHMBFKM=p2Zui!EJvHFL1@+k$SMU5|w)?%I%rio-4uG^ld=OVtsuhdmb2xYe>r{kMG zbm=Sa5USx7=53#gpq#8@-w6R)BYngT zDc(VKdEHR=J)jtO9=~&O630bmKPlu#-kDp zQ>w#~$+aLsL2LVib9rwV`_-MAf6PTR&(w)N&lk{I$>NfV*p`4hvZ|hl&=sFmo(q_) z!7?#vro8;^_VHf`)M+%bXag7?Z4_pR+KweC(V$oW;EGc`8KNQgQiJZy{8Oge4Pa8Z ztYm2Wl4OtglG>479MuzJ9E}oqv0vij7l4XKDTsU~j2r$~y%+$+LS<_Wq+mFwq>0B4 z#ld|QCRxoywXy3^<^{yaHW`ud_@xniGv_6Bu*-2t`*yjPFJ`6!EMie>SreEAHlfUf zqmR3nGlmYB>=KMHqO8Sr_x(QO;56$y9~#uutVOGQNrawB$vZqqjm~SNkU2)%C2-)o z24|p3t~Wk{FDsuFe3K~nm~;9Rgqtz>J|k2bLHVByqY#f3ikVm8v>elbEGh)2b#lO{ zu5qv5&v1J)HO|O&_Kk{hiJrT@LD#TPixmmR&@VC}xRX_KJgcGMWFi>saV21~r2oxb zjwSn$Rv;v51toaSQz^5>F}45Eb{VwCr#Z@3Fbi6-L9xi7ZK$Qp(HYw`PKd!_zaVQa z_6<7Ayz>rhav9~b800G`8l_|jqH(IR?!6N=O8M0DUL=7My}D%`?^ZrpBI)N6(}r*4 z6=e0@Vs|SJoS#%+hfLu^_Z7xT8J!xmJsy$N6h+Rf?nz(}e(mN3%r6Rj^eN-6?P=sG z@GV2vr%U(dUBQn)j&<^r#2}~_eFr=MbBKEspHQ9Qby@8hmFPM6ceXg(p>4V>)6CwO=*1d+;8IbY5-DV z5LRG7$3F{c%L95kj6Zr(OG5N>S?;l-1|K^byPm49=Sm_fDzOKpUQv3r8Ij{&SYV~3 zyj=*o8og!Zh+_AEeCQ$H64ZLJN%6E6iyMnl*7tzyZFZZ9dquejoX?beSFqtS{9Hm8 zRQL&E5``tJf~_>Yu*puVT>gV>4&#k0z0e$#zfVDbj_lOW)iueFs%30LtVS!@Eg1|C zBQkrd|1Z~xMPVaoEKsDA`03}V&&R@<{X&|*CPC|h;=z&C2!h+&D`chMvmW&13*)!3 z;prWzR+%|bUntaoD!ngN;rmPiH`9va0_c-2xC^p%7a@6L)+sko|B_4KUa25Rh+-F# zvW@rxyQCJti+#nU`sMpOrwaSwixd&-fA`MFxTp-t8t5Ba`-RTw+1~0|_ds+>+p5eQ zI^h=Bq5@V=?z|tHFF&wtwwvCxM9vf-MUZe9m$Hxiu7X?3w^P_CUK#_A1Aag4MJM8Qt-QxBJeakQMXZVCC5W7kwtRfr-h#18v~8FxXqw& z0dH|g{+GsPVeHV3P~(;jBpP?#cnf4vUc%8ZBWQiZfN z3X76K<5}T&`TJC3UVvX5zAJ@Mc9gds7FfH0ivIe`C^xP#`ROu9;1vdE#9yCxCqscr zViLT{L`j0QgqwXZ1!VmGk+msp+)*l!qVH)T`ZwdvWBxyw=+Bf9E2W>gSMI96C-*3T z#EoYf>it0t`jL33xs3_X)QRDs4{BSP>gn~t{V?pH_}IW@a1W>_0_L=e?%(qy3=4Ne z8ru6}Q?JKxr=UMp_@BO`(QIx`8Mts!YkDuCzA<^ulmQOh5bV@62Mhk<8ZJ^(|-&I<& zFDk~0KMyEL&MuzP+kSp!@-UqaNU#Uln}wM+(jp<}jqPiviSuVM-E+GSjWw z!HMfp!WSnWTWBssC~>}5_!-&pBt>M+sW=oZsL)S`%wzhBqH~QsCTCot5at;+(eKUJ>f1k7D(s4^6Xf`H~l+K zk>Lf~lN^{)h_Zrf;O|Ps?n<7zQwVlXr%wVp3)4ZX%B)Xk?t*m`w%as;FCE2hvZCOR zvPu~iq%+Nl`8H1x^u5#l#zn`gDLI<`*$Q2rJ{i0pf1GD>tE`5SQQqZT{Q4y`T-&?u zFGz8_=KRC&>A}+tB1{O|5s$5|Ace*f26wf$=Wx}NS}&|UK0czR4R-nyl2OX6dD=6- zOkQt4Y}Gml$Qk^cAoeVf+6b7x8!J+?yx=)h5TN?j{=k4->P0z{x}~A+p|(BVCD4n( z$Z%w%n|yDhV)_f|5eOUFb#bfQcn2Z88QD@l=S|og=i;<>bSOWjCC&W0k)(q>RINR{ z0d&^FqavFS{_Hrwx>-+F`b#kI`5y6b)`ts}(7Z#j*I4D)^_Lh@^v|qDuku)PUgr0F ziii!lza4!m5muz%FdvQOZipqXFqWW)Sl?-ox#>R;YLaw;D$N^omJ(2DvY3}!G+pW{EiDJ6y9n281&4rCRqqp2Xmo(li57Rf$-L5Pkp-SWgzSp6m(`_1PW;1pDbr6Z*6nPO7DF#>e zW@Sx5-vq_d_4M?ViOuOebngbb!1iP z+?T<#O48B>7s(rcm0JHZV0B)gb=dunD0W|By!7QT%DhcL;l(eltL2%j|R6N=EA7yGE2pHREF0W4vCy*Ze{iuo^(`@*1T2QtV<1UZTkjCnW zlDOS)V_hhp;S*y2gpWJo{72m|-&wS@wkp#0NDx69cx_6}_{IL7^%1FQh$>}r>R$tI zGV&n&y_{mmG&)T{Vs4!Ksx$usuzw)Tc-T%+WmGuke5GXNg8ITF;5=OP-(UB@k@U{O z%kwYDm^V>!^k%8Zueo;wVt_YR;Q`pv3-~NxRl3lFy3I(LT?l)YXJ=CZhNj0G}>(;QL&YY`p>b1j}4We5L*}V&qu4^v$PLtj7)(tB>_&{HGh|T zm=8%4$Lf>pP$L|)wa4ihux_|XWN;wqAJYsGn7jjJBbZF3?>)0mpR;yH51ehw=Ju0}Uu&Xyb4OZ&mOWj5aPmcNpoFMOqUX zMT~QUQ^lBlRd0XXxS1|(B`}g*SXqkikU1m>?$mcyN7CgPcYBqaWjvJrwkj7+G}oqx z!khTCD>(KE&8T}K@Pch$>QgU`oa+2pHGYNINhGC`iF50eb?7eDS35Ql%7b8qvzY)Jek zgYQkAD?Co#snATidU~e5bes3wFQtzyNLNhR|9XW3V`W1k0AT|u2h+X5h{Wq+_Q;8Q zQR&~Qm03bRTB`|#Fl;Y1#AE40wtfUZ{keJ@ti@?eNx#O>?4bccOgtikk+7*PeL|$vkTSaW-LgO+tIY2n zUNlc;a1_bOH_w*F!mL|?7tlAnS6fF$`j;UNEbEB{2}qf~{lsKEC7mS;C?*rerpt*P zHW3(C?U-aupvg~Fg47AEt*u$1&S7|+F}Wbqj-wSM@=Jt1Nln;UC3wp-?AH&C=D6?> z`fjUZ29_&ZQa5l49|=z76+lJ3Lx*t*g#R+exrJIzNJ~{4 z-K;5X>v5ptzEb8hT>xI|W)B8GIz5h1*6rh*o$4zu_pY_WgM(M_(hVpzqU(1I$qzdb z*8rLcI-V#Te;4j}i}Hq~FQ29QWBz#fpXfWJe_%x7NH!cIulu)H@aj|d&Q4Kuo!0E{ zA#We+#rodofZc)9fyYmH<|uWEk5u`QiC|M^kCkf>a`+Le#d_u)9S7U)eX<6j;db>a z^tfuQJ%|^)ODN4Echc%d_=(uvO!k2}1zas8guXAfvSSm;f8C;g*J38INH?2HWx#I_ zd;zbiieF;!&8fOcA zvxSXgIZWYPQoL%r=&XruzMA@JtzBKJ`GY--1KV_(Ij@**t@Q0X>{2Xl>R1;x*Dn2o zR9`3!qE0EpMUp}U>qrI8M@B~U@p=Q0H8RlskX#yYjCNc_J@({Osn{#$4?T|3X_lFG zzAa(|V6xIlQLg)g&>j8(lPr_CRQD-k61pMKK{7u-&tn>^dBg0|dAmBWy%Pswzqv#4 zacLhF8zI?qD7nB+(vUi67kGD6Rde*9&Z?l874BL+6a2IFY?vw{eiamW%pA5 z-waI7qu=S(rv&fQfwvqLD2ezI{F!7EZ@+OYuI}1nJNh?N!K3M6u5((Wc-Z#K+Q~wG zC$luv?L;zM+9%u5Z~A{d`dFbm#B@n<*77IC=;E%wOC$+xP7&AEE~*kwe7#@|z4M=B z+i}cI5wMi*kOL!uphGLNM#Ez$`X%p$PWZ8fSbmApprUKtn+h>9Y0U9>eUCDMJNDlP z%mKTTl#c#q-&#p9MTZ1JK$M6=;v-%FLDLWl!?2tF$DEwrJ44-^bvldJ-=FByiMA%_ z-1XXW%do9Zq}KH{CiMJeh?k?9F&sOxWGq(SN`53)yiQ75He*?;Ro}~9rul)n;JK@o zWx?|t*TqchML=QR3sYOAa6_W9SzX!PI;4}!Wbw1X(|TCIaHBiBqa?-qI`V#0r1T~l z+&|VVEY8&ZOAHz%Bc)Z-YQP+vnEv=;HL1~9J2k6y$~INU8NEGv$O_RpXcbAR2UEeg zTYbher(q%>HMLJ~T-J4jXw%2eUcaO=V0Or0IEgem{~kNXd4BKrt{MS)66qN1-3_$; zBADhE5TLQl|LO~zw#Z$1M#YpDrE+G!vOIb*H72I2FvE&XtCU@l@9_Sdbt)r)O*2q5 zZ zdqDHFzjXAQO#<7t*6R5fw&j38&!Vm8L}X6yqZ*U0x$EoHeop&FgF|7Y>TACg~1#Y3rY465cZT}+IO_G36Y)nuQvN78#vpCu<^@ zI#OLVLDk^n-llOGyBx915jeotw+ydv5{j`^GvhGJktT_gK+_R9pMIdp%=ZUup5!;({6JRvC(n z<4c{iBEWv8{c=ZZ$7R~Dar*6%r>J-NVY|&#RD37RZ~ocJH4qtHF4GQsD0&vE9?oBp zy|Zre=@=#cE*Q}#N>HKi*83w8km9ga4Qda_B8*Br%|?YbBuDEqHeQ!qKu-z>RVG$n zV;Jw-JP<0RDw8uo2}52@&xiSTTl+AK1x%^2>Jt78vB+^$eLHqjjv}7-QQ;z1>5G}* zQ2If!v5b0gzIDf{lC*TjAFO*|fP7UmYhN@lFmR=kD6`k0Yv`M}d+Qa%x%FC6WIjd)8Exql5Azcni zjax=!(DIKTaPT3ceH29{elq+bH!J{U8R9o+@RfeedQj;Rx_N=LB$~2eN+oi|0eX%lI}f zqjI2&;&zbF_3?HVN0CO*68|x!s_zVVvuoO*rvB64Be2GdQd{Rzwn3TjxRCJM7AGHv zW~*ys)&fUe zrB~O1iBlH(atpxnnB}e@;5{e}JpPbt=YClfg#LHH6Cs zsf`DUa&BT4||E*27D1f8tl3&|HE`a{Za0{;V{sGRdMB+N~?b zMS?rR3p3v}JDfbBp7z%6LO49}=yZV;N^M>H9y&NXe%jqAkl%C%gZGQ;u1w`x9 zqm`BE+GqI`L&@fVhq;r&)Blkht=JJM(M=8g@PsMUH6Z)SpYk>B;>bY9cFu&K9fbrT zC}DgfSJ~YD(LxvfBxi9=WPMekQO5%KUBjA(5+KxE8;M}XzKd+-T5QK8|kR`{r zyjL(S;sav1on{Sz&-tjSb{aI#FIA?9Guezoi%5Bi@WpyORHN*)xZmRy%cS~&W2RTQ zM%W89+LT=TwOpZiG)QA?S;lSnJhMYIjFhznj7EKo9WO*J*wSrN zuo-5yW-&CtlUkbMc*wOKL=@|2d)>Ld*17&1^~`&pY+#dcE42xq%tNatbYv#3X{o=AIjpzHU3z$vV#x8^lLf8<2mVEM$dH(^v9a=}9d$aQ z@^YYp7SR9HsV>Jp2JtMqge~H^B}AEh9@`y9I8V1}>{R=1L~2NY+WPLU*cZaFUvZ$%#rptP{s50FZDAgY?T(rmb4}g z^*f6bXgTqqjXFkVwD#8Me$+A)Sd0*fJ7m|DSGZ^Qdxa}GD7V`pLN&mpol={Sm7jIK zHL%dX>lMK#Cu7kI(`*E7F_3OQT6%PZ(#YLw*vWZx!+TA(B@5x;VuPy z#2GgwV}$f2wife^u~FaqNAG2ZG4fQ6 z?CH@fa4@bkmaqM)0GyTbqt82NE>688o9U7QWH&cia={@>IO$K#A(U!B?ot5Vw4Gs5 zW+DUh6@(rT1n7c7h^;ChtWAiy6+bfqno^&DeCx~Q`^A+^bvBA~dEzft1d;c}$=_X} zO35v_Wy4aJ<{a=I?5vLcLJ_f&5HhXZP2snXN-a*7JechwXiK*zg9CCBXD}U{@36_B z61apQzw1UlTtpBo)~zO$=@PQPAJtEZojK0>N7dGybLM`8qx*Iv)~4HkePW?7XKY>2 z@<^ZLZ|*hX@oxtK%n4#yRI54)OXowLOnh_e{sGI@eR+{r89F1f6lbt?=XGD_O+|Ia ztyCsYEP!7w-1STsPe2qRH#T9t-SSEsQ@%x=hMWIPRBy)VuO84K3 zw$9TAW5o3HSJq@@{c#lTARnK}>+879&L{e$!cnZp%tdNuHtna$64*7+_Lu098@M`B z&TGPx=+(~SX13a45~geCo93bb_5~AAG(uJb+Q@D%lC7$Xg1wHqGXg0HP$5kN6mB~Q zbvZ_=P>q*mU67(<$2eqM0k-4A-uk-Ed5RA|*L-PksWH<;IA2v-<|4w-TU}R=V!sP! zMnN>yJ~mCio@6W%rBXrmYeX;17=h?tyxpTsB}wcVB|9WpRDVGo_#~5@MdpzSLIQ#Q zKcc=n5b8hv|BReXQOM!Q$jA(bvy&MzlbLnN$lhcVXK$HB_AYxyXFDS++u7^vO~3c& z`&<9tA9uXpuh;YWn946?b?Ds@?TY{nyxQ)yzvZg(kbjdeq_7h4$&^F!vQ_j-zCQH| z+ZHVxaMwi2e5PNTeC1MD1zm60phQu}eJeD1{Tn^{c@=ZTJd~(U)?^ADAP=)3YvNHE zx92@c^l(amh%wXLa2_AyN#7*@_o9rPX3Bnw<@4yqZ-YV7JPRh*|rp^P|FcesPgwL(NRl28Q|*Owz%OlbKrN-O;gO_JmG|oJesG;|~CkplGLR zCJHmCGQhw6`S5dWety0TKRRX)#v%C5m8Y_VD~nr0?{}@^fb_e(_&oGytl`;hAgwFH zC^h$Ig{`r%F&ju7k0W*X-WB~RvXA?p(jI7Q+7-3eT-A8BUE)ME0p4*syMSKP+Z3d$Yg6%DFBRYA-MmDmD zT2M}ZfE~~cK$X^KiQv0(zByXJd7ohza~@?e$UC)|<@XC2=rkHaW$>DP7&gy)Y$C;% z&ABWwEslPFKZz1_k^M4a)U$QQmB{b2^uTqL+e-)Z`i;j%FTXxz$8Gro zbKhz`K=hKYkVrzQBw{SYKZ=J;HzZ#M4t6ehjs#}TiH;R^edgiwv6334THSO{J>B*W zg1j-zoLoM#erAF8eRX6kCC?vh2R*7H+qdv@*cSKrSx7@9%^jt(mPF_AkK+DrCu!>S zcPq*U(&2gOn)S>dmh%9}og6vTI~Uu~(qhAq|5POYi9t1*GR$Oh-@tvBne_)E?J^UL z?CogYcVQNFBs3IDu_TwG*P3>7r49Q7mW}K&G_NGuBpPnbAYyQnZe%5ptd?DS*lNEn zQk1^8yfNRZ6}eHpe|Fva_jAbc?QU^UDZ2Z?T~MRPFUsqbn~{@`u9?IN>wQ!rH}h04 z+QJSuF4R-+yKGy6j}_VpdwTyLXSb$~rrW6*8H_Wt6p(ukJKUvE4?+T@B(Tn^b+RI# zrJJBp7D}RDUTv?>*V%svAdtyTtV7&yrB=;g3dZABmI;1+@6CY;Oa$Gl+z1&sZ+)Gu z^xdp|vCz(KwvN;1m5TsqG@QvF*34n?Y(P-B<_KfSpBA8jUZPQOaO7As!A-C}mJ?zC zF$^8R$F-$B+sYxny5BI30bb_&Ibs&iN4%l;9-d_N{4niR2N3F+K!W)1x_ywLnWw(E4UxsBth9 z+}fLXG(su&;d!r*FjH_>MYLMn*=P zcX$3N&zL(bqKIDLJ0C28G|9vQ=X|qMEoghoQLfir#p+*Hz zD1=#KM1SG_uMj5z>$>gS;AvT0D*rHh#}(9RRxS>M)hoFYPZYI87(?jh*K3ip-#N>c z#K+Mem%Ng4sD3=K6BdxtCZJ}Y&dt@mF1ISn5C0b@(zC$;0o+E1q{v#;j~e+ z7W)$F_(ijv92Uj|(>A?agf#q$M~yvdWkbGZ1|{_i4|^dkAyVQ3ScGBiZNAM>3dgSG zzeZ`dprPOiN;wr?O-WSRoPUjbYZH-A*n-az(jF4Vd^(y-&8VgrK*Blv_i`nQZ|tyo z@SfniR^UJ_POoDMNR12Bzn_`@0aT@P{EC$sC`tP`o^81=0KC*H5H#TWQ| ze|=m|DiKR%0nUaO{sv4Q5sCxfwWaTIa<32%Aju`_!YpUD8&6 z1r{F6;Nd7`H1rqV>&N3dZpD<&$`Td?5wE$h1)kZj&oM7Ya;&zPmpZYnr0b&^>!w-+ z6IKQ9(y*9QE#ZZ6JWF(kiz(9+10u95s4R{y1_Iq;vorAzXDp^oG>Uh@f56+SrOXA?j`$15?6+f@2k&DXkHWn`YF=?$fvkq_X*sYf zIQP*f|KjkPmgxk0l_=m|95o>VB#d9&m^DrW{-(9&$AL-^PYqHBK9E%s%6f#o^R%GH zy;`G#Oj3(X^>OpAcLAk9_XY1M(I^bVeMD>_;Bq}N+x`~R&v>-?!rn^VW6&+^rQfnY zW%28Fea_7cM8rz^Oq?ZS5|sXiK7?fIG828X<}v-a5+)}S@A~%lOD${LH{2I2kEa^5 zsTJtzhu(;_4h-%IPUt0p_<}j>Dax#NzoVb*q&s~G}U zDJ$6a1EfbZ$RvU~XaGQW3>3gP5NGpwGwv2HQb~`0GUj+jAxs6xY%c^i18ahX=K7YX zKSoqXH(BcTWc&xg8^vkeeKcImVXX)#q{>+j>lfV(*ol(UG+xIHRV89zA9R#(nlLz% z&~p!C`Y_p7x}_G_YgYOCzTTmBZmYqb+j!&>~W)1FTU*V(Fb zi+MX@!FSmvJvM007^JkoFaGo@Y=F3jiq=9-^s-~uo-7BOHzQIt{dc#f84P5z>*Nk4 zp-fG}^;H2AS*IrB{KpDMu#8~l&a65bOe)70UUuZfc1mjmgaoo35HqI)dByc!_~s;m z(|bd2JMbU3a4&Wp$g3Q{AzT5IodjqP0!Vm|i2{dRO5n<%6DQ)~1urz=cFB^{XBdSM^Zy1&MrCf;sI@wtg9vjn^=paVECxto` zGPr@5KzI&99ne@@F<3sFr3CQ}G9L%4%S3v<^nfTnv|3O_)q=k3ihUehzaD{f2yNUk zE>IUejeKDz_Wq2A-fXaztu1Gkn~X#R{{k=2*rw)Tuef%S=~T(cgT8O)2cA$ zr_2>_64|pa&^|nln#Xa`0*Nj<2u z2ay4u?0x8Cx>^E2RJAtBSfs!(u*i{?iJ0EFemO&2^Y-^0!Skn2-t=OM#~K&>T`~Nt zTE-kg>C!Qh77qCkvlOeck*`+@<~eqWllNrXMT@&C?l-)gU9fFmEU@--h)NSZw}QL^ z;-UxLr-KxvYip0oGWdpqr?9v^Nb7_#3KB;`R?^{jK z>Yoq#Ie~I+{2G0X%v1jFAAV6W#w~xVnBvajcmTeRGtV~o(0wFs;-RAqM3e*uE>6B9Jt11Ht=Tt4sME_JcZ=8SL&y!h{skd z&xmE}8ie%+-T?ay!Z$Jb@b=d()|qnaC5`;i$w|`V@n?8!palSl=jG!&-JU3&LF15* z-CR(BI)Ea{ygGX~H#cGKZ)%;(FIYi#MB-*=OiWDLmr}#&)v!{mv7A@sy9h+o^?g%( zl7ulAGdr(Oixwf@@c&$iEx~D^5dwSHoJFK`0GX?zsz}~a_b?S#% zm3O2iB}BCPKh+D<{60>VlV8i@CIlE}{D6MUB*%Dqi`$S^kDtS0h!et?vm58!T7S_F z+-^6$rd5n)c28yulhqE^b$VH$Q^ds`&HR4TM|s?TgtGZLH~z%LA2xra;z6=ifhXj3 zX&GG!JK|Full_LFKrexAB1A3@B~VnNa(WB2$|Mro)Gu<2ghsk(rWDBGPJ~|h zr{Vs1s~}KfL;M?4v@)vU8w1klFGvD4HB|_Qd1j6*dn)0m>AsqMh046O1bBW0usID@ z&4dzKCDJ=0ljQk3O23lQ*JrC()ahs`zof)q?VjLQcrq~s`i&T8&y^Y3#b4JdImeyZ z7jZ=SIl)6#R(LoO9}96bz1V;&$xw0SP4AE2G1m}`uCCW&!z^dce^MQd8Yd&m2L(pF z6c@-INQ@0*=8M4mr7TdsmBDZZ4U2}LU@uq21n<@m|H-%?`ehO6=Nm}aMHWCZbD017 zLjA7rX?>UyGxWpk+>;P9&V@B6TGW2wyH>-J{0N6A7LmLs zurPe1ziyS#!xF)hU$ryYKRq6F1jBG)lTE3@*N2I>`}bow3R-p7(vkx;MX2 zc^wUA-b&Y;M54V6QcC(awMX^Q+XPlCIHvLenU+FZ;i>jau{}D(SXp*kPvyUje1|o@ z>kOA)&j)9LaDLW;a$&9A&d!XGAK$&>+*E#97-W;BFSUZEzsoc>U9#9mrd*UPQ{^7IYX*rTNMP#f66jP7$UPz=R89)FW2 z{dY#j#sx0p2KsUOCe`;2V@%g?Q_*sdfJMhk66kS5(6H^d-$eZrzgLT22}GrgkiS11 zgqVfp&I@_)xZXwM{32S0KE-2A47lpduK`EqLJ-(=e-KgXZeDN zYmQD&cmHV&(h&udTo{jrE{5Lgv1!Uf;T(I&AcMKryMiguN{5iujA1KXc6dca#h<$W zgu2P=QH^dJ>oYGQf*7Z>EU|+n`tS{PLNU#SSl`xs_5K+U`Z4VN?zNP?jZDm-w9FSD z-r9A1?-p*e@O~mb1NJJsU1p0Qwrr}}@Q>M?Z*`NeoJKx~vk-(|UT)+lYEJ*yvNJgu znj)h?_t6b!-ak8n)tC>*T;Jft!4FQLKc!+R;bM64kX zyht%7o9q}_-u%4{i$IwAq~K<`Ig%{_Og5wlXX%1&HD4bF6nJVSN)z1hKk zGdEC6*M@pOxz_Qp1{%V@lSGNtrw#sUFI3odu0-OjjRY!nx6Fk~f5+0S!Ci z`E)PP4)x<7eyX%mLMw<~_JuvszL6HEiG4rNO=>&2M{0{BCV<#E6`!%>pu2L?6dt0n zcs0{ekt6JLy#08x8@B#Iysch>(K^|06YTt3N=~k&yd?S*lyb1{yT2GGiQS)>)cQ^D z51Q5c>9yE$&9uMODd8d>^X)%u^3m1JG5S9+#1Z!eB>8pkLMan1$%NNJ0A*`&3D*{X zd)KE%@*|Hb$Qe9@e>NsG(@UD;4K0N`+KCOja%W#Z%a++q+X4=nWbXy4L=?B zIrLozf7$-b-lp+c(w3}@_!7qH7&VXWnVFcxL^WOQ-#y=W% zXyB#0OO?LtLbL7vU+nA63)0$PqrS5>b#kH}1<~OG7hD}!(J8wM>=gu)(8wMo>&48b z##m$yCHn4|ginNlvExPIEivGH2rxkMlKts5S3N%dk~L!#0sJd5pQ3#q%49pOQKtiClrura$4jx~6!ra(KW~CSVa|3v`>p|!z zi&o0qmJx{>$aL(t9T4lkwqU6UfrZaUKCXWQg~WGlsV@1ZsBNd~NiW`RFfwX-aSG%Z zI?OI<>=NhXU7Ag~)qZPD(^%A6p1F^{$OV&E_434Dvd>cVDaR=;eQv8|hm_S&Jf1O^ zt|Dp6jx!isiYdl?8h>tMOC>W^zXW6&?5LVvB>+eF-#TSQVo5k$&7jGM?F5kVPYSb@ zPOE{>fi8M})wq>efD>j6sD4zG60`~BKLSm~%5x1kzdX^?EdVxn>LQF#Yi%>)hr!OY z-sBgs{)KcUk4#LN!RpF{HlRr%fIV3s8m4)p0YHD{HF$dnK)H8qt}K9DMyvS`N}HGJ*# z>OY}^*gLa=Ot;@o-l-1g{-sR#Y|J6Sfip#Run;Jh7yXsBccqP-oxciZ2L{ZxsQq-( z^&pZNRTXCzpSdHr2KS}!omnQWNi`0$P!QTcy%eo>-^_R?xgJf zofNTy)BT5{ZHkksq6R%JwZWE5eC{||Zr5wjxzA*knumVHyEgcccM|X~UB24>jB-lp z?<`+VSrR6^qkZtYZ^M(_k1UP5K8J>e=0CVF1SefnN!~QvBs!2>4#ID;zt;*RmZ}6k z^~ZR^3ot`Xyds{z^d3MjL~>_mXFqR7?4(*eo#A@e8A$_O(D}S*4X#Y+|1Y z(dz8eH&Jb=e@=<#SDV}J-ss=>8x$|eOxM%rS^&Ac7#OPDTJI85hcxS@PnUa8eFxA_ ziSvh;X3y{7RU?O}Y6hvE3s3)W(pGciDUrbNB;~sKmVPFDRdVE;>~W$FVF&OxbR5QK zJOU6}wR1}{izhu!ItFXnOz`VH*>8!>yQ_Ao8J?`>KBu`yt0aQz1Eq8 z4OU_`JKx)b^@TiTlpVvKtw`A^cWaP#@y|A^BiuOVSPOpkws-PvJ~|uxtfutfWSj`f zdwxD0@m@a0raX|3(03+#$(GzOTDptFtOqJ|ux!FC`-vFax>DE4-SOth!nY9N&>@+R z9TSuh7y9eW4rScdo}GBEl}{ZPBTO1hUr3d4Mldja1Ml(jomamaFJcnh|J1e+z0=rz zE7|EEZ@vG&o4wFw^RImq+p+pW``sn24sHl)Zedxc3Q)#>pf-g$ch12tRB>_Dw# zGba57X)=N^6}q6xlSSFF*)V!^!~#5kX<&%u=eb@WulE)NzZEG*)^ zMJqMUli2JIlvVW@AVgd(XOXk`YznbX_8GRf2e1lCg@n~i=ev*3$9 z%{+YY9FH=!Q!F>#thaW|fiH~$_3JPU-={ai>*b@i#lKT&&BExnHDMrje4R4gj{4wt z`%yf-88wQuRhxpx_S_~bggC#h){rN_n9g1kST6P4SFR18kQ_w>i(|kF#C!vkK_{JH zra>+^sKGbp+}zCoRGEOUa^+NarMfGSiooWXeihc6rgv!_v*}(dG{u2wy z2}$!h(IX}4sT-fCGNJM1AId6M`d*Z*X9OkPAYndfb`_ zGw#q3eBoU?%cBmF3F|ZzkzMv8cWs>ORgNvh;uwz3k$lI$7KvQhh6Kl9QbA%| z^pJ+D24g7abyijr??;REBzBXArIj%Ekh)(aOue7 zk=4!tWqYb0d~kenr?*d@_Lg8Qsrh(Mf^81z1e6 z%DwbFkAd9upPh5hgy5ELgl!-O{DOf?SC%L>0gNoUx=6WRDfNiwWY#}846$H@mh0`g zhH9W*cI+5(&9ymAxMiux^zpnS87T#j{M)8xT8<8@ntn^s>(}$YL4xdQ4&VC*(P;Yn@*bVL4ny(+lQj_X^Jo~dG zJ?S&$_Ma(i3=bCqz+B_X4^dkWNiVq2VF^y%=M6)6NFfh=Q%2-v9RWu_p%#Avf^=EwbHJo;BeLil)Ww?bNTt`P2xvg?g1@k;pwt5k?^(ZR4aq; zHKxkM{fa-ADK>3aj#n+~5V7%%V6$GbFTspYs3=ye75nUmeYrjIk_S@m2mgq_Yz|Q4<-G==GY#rZH~yU9&2JA`^-^H^Ru#Y@)1QYplSh+t)N&R$v$KnBR+fd5z zXj!PwuceNx*vI;4IS71B{8|_r#0i}bsw`(1<{G}ajfIIhI_|l2`!V32+-7hiami71mswxwM z_~vIX?u8qN$<|uHi&PhfnyG_Ckl|)X#4{rDeX{pwW`s+hk-d{%aX>`BOs**Y%qEK^ zlL0yUv3SIK1Cyx`bI6Gcg%O>EEv^`DWZwf>Yhd8ccN_A!DJuFJVd#FzWl zeQ8vbCoVoH{_u4cPMW&}&7MJ=P66pd{AfI%APo*R(9I^)lJG7p=lb!=uR8uuu4m_a zWc#W{G*uS=`E;+;`TOqtgG^k%U~A8cEnUWfa;=obkJL@7!(zPM6EB^w`~F%!ThW{c+1`{Ke>PhV>uL5g?T>spz7i%ss+dfj*O+KC_?S%5Um7jP~?U z-VXO=WpC;?Sk>V&OPpQ@#s6w(B@O^(L!(cZS3$Gt(BvCWc@Ftb%0W(DVmO*xVdNEx zEXIs%9F2=(0`Fzr?CA3Xt))wQh-44Fc|55NH~`?= zUmd8QZ&Q0mfBR8l_%Ly|$%g4Qo%a35)UkA>_M`y6x4!-|VJy8Oz)D7Y@m$$~G2l0} zNN?&jfoJx*a1r)cY+RsW?>njEx9Q?W&2h&V0d?Pnd$XS@!1sWuhkUCy=iI4q??p7a zF?ISG4%am{E&RfCWVuS!g^B3<9T|u~roEwIq*0>O=56_Ga?p3JYhW0)yp;)W1lg)5 zS>iG$5?Y$|IA!ipcsLSxCM5Mf=lJ^7LV9S@;ZGw>wDCo&7UAKhMA~VAQKRS%k_SJZ zpsD*h!Rz?Qbe%zFgRMcwFwW|5n+TU<(!k^+pzwQbx0Q3 ze!kTZ@dB_+pmc_VtgC2fU9NNj=2xl4Dl5+73@P}kDNWkc(lp6W{uq_}j#R7o8Iop_@%6tc-zJ`o~?u0!-Yq z8>GOo*xA(A+G&}fd*G$s$ZZjH#r>tK6fc4{q>~SwSSR=l+1g7f0Ne{d<#ZX^h`urz zzRcajhTgJou4^m|;HBi{Si)n(nKV8lNtla%EOl|?&gEb}dDYkOOsFgBF`k0~-F-!r zE~WkWwj(_M(pe64X;$h>LbrzAjE`Nkhhl+cMg)*5-MS_En{$tVYn{VRl;(0!}YY2so|qI9N!~l;$Jv> zv=0$&^J3SGn#lVx@)@ZcKJ33cX>v9YFmX;S2ImA8%w+`_)ZeyR+VxFJeCeNt3zdA; zG>!St^E&mhj!lwYwA|BtS#gT7F4(3H!NWXF-9HH`q0U^Ff*Tth)lZ$n--5MzgF8qZ zA4UIz;cU=O|NhoPtg9<|Z@Vjr$i7UiQpe!Y$Xz7dB{VaR?3j>n*_hU4 z@w^Fe&5@_`2&g{}P!Pd$RN%CKO>JYkcbL{Z#S|;hkT1dQBa2g`!%XT|$)a>ioymni z!3HW(bJ@p7CIwS;X!}YTa=n~z6UKAt{e9jcSeF#4wXd>s#jx>HEl}rAqt-id+w3Q+ ztj}UzmmwI^B%6E19nFY1R|0VY@mCoP#IG1Y4_bf3`;CAE7Cri|Rwc~|uDmnkmARhB zXw9NJ(u65y0?8s-wF-_Kb6WNBKO-jGcs<+`*sOIeG=iK+#j|3RIppF@+S|rAaz0gj zyq)|wF*LN7RM7Zmd|Vq>{{;Z`A#36YIn5dBl71~>*&R+LD+cfHjP!~fp?+n+ z*K;VuNa?WyI+tw#acc8fv}Fp?S^vNpB*9cqH95_(8>i3Wl~TLYpbHVy4~bD4*BFbyE|hd-Xb4TyWWt>G|^9+RdiIHi|C~s z1J7YPh1>jqWh%_S46la?nFV5;clkAQN-B8}7UuhiK6HW1k1twQA#S)QQ6+((E4R-6 z&nxUsNIjLXobH$Yrf;QPjQ6A1XK z*!hzslz#btZazj+n2=13=vZf5&1P03YtfSdwzXD$m@ATHG5)Apj(pRpVxa-Nq26&a zgUBh60d*)&PD!9$7HQuwAOb=+#PXKxRv)|p;bs|hzgaP&OT^Os!PA^5A!t6qjC8#oJ^z&7X}UTTYe##cvEdewp%|=V*|fd`d{D7dpK0g{+%abg(?wql0kK3HQkzPq1kAa+8b!n@sA4 z_ju>=WoC`o{)Hb8{#N#>^N6Q-79h$RuYLwNSC!fMH}J<)%{qXm)k-SMcjcD$3s|&G zUo56k4UIX*uOTNGQI%#H2@DCo{hF4u9Fqyh!@9hkI{i`aC{6O*NZ*TT7ZkFvwr1r` z)4>QGQD&*J1KJ}Qs()v+0H6*XD_{EwbRIAN9j(>`+3}Exzu>L^cK3&$dQ+#hKFk)y zqnExaY+2J?7yGAnSqasD_uM&mfY_D+R)op}oIVFcTH*IT4q})xo&Cps3R$xb&PUl^ zey7{X6_u5>47OR`V80X5_=KxRR?TWlRySxZJ3&x60_p zFUvWCAT!Mr?|3sU&3H$s?BGN6lAi;lnQu5;wL&cQ2{e1!%7_oIox&%%r`4au% zjug3FvW5KOgDt}l=(*>|)z7aA6$!+{E1F-q&F3OfmR(a=(HI<#E8jeDVp_s#lf5&Vk{7Gk7Q6%1iutojy(d zZ-X5nA)y__sJd4Go*8VIVnqyn+WAX!sU@G3a*p5YAoTvd_js0$XA87F40vJPouP_9C=mIlW} zc*LYm3#np(MI6T>^)LX&2 z8l+Dn&{&Xe7Y}aVB;HwQUJL+cN>3-=(PcdNv4s5&PBj^5oq`K*{c3`l=7rw)~0$BDWO4bDu8WDsC8a%$pQ0P+K^- zZs(g%&dgB-pYBQZtDaEIK?*|Zv&Lkl%-;vMfASW^6@{Zc99jd1iP z5sACjs)*r%%eV--(=~kM(0Q4sKYjcCvm`#$9vGoqfqbMhGfWiJB&}Tl-~Rjd1OIT1 zBc6)uhpSyz$Iuk4#lNgH7-KA#u(VX{wdxp5xPyc_-*23eu;x*9EHEVZr68aru7jo2 zaHX!4>faX1kxP{+-QwP#ku6QX_G&*ZxQ$ai)u~)IJiGQI9<2U1V0qu2O6}L*rL^a} zV#ljEKd4rd>V2FGO1K_cRUl7JQO77JwfP}~!Wa_xK&<^+bBlk?J5*P?N?iSOgTwZb z*DtcWYBNKeX8Sfq?{Os05NvoJ|9^Hv$DbPYpr{#xYOoj)P}5qdB)c9shZA-Ln6Ww@ zzy{_WQupuCqeBz%Z<>ysMMh(T@ZMh@H&Eo_g$Lku$2Bh>A#j#J4~OqqI4DevP-8a@ zJm7d*PjFV7e(6(Uh8V@YZ9P*vz6rnU`YrmNZ;@`LAOA`J^SA%Bh}AYt5DEPe22ewLi+6ihf2Z2M11^vu zNX`yfx7u8(Nr8IR=6xQKjzH*e^U4$Hh$kOS>g*mx)E;ATSBcacXcl`ezilArWl7Gz z{g@K!`j2=xTnXjnV|UJ1;~Y-EM4DU3oQkI_VAXy0c*urG`M#f-C6> zuJHYFZ;L2gpXk^gukTS_drh^#e^cBvoG(~Y2@{k z8w+(-U%>-FZE3XZo+XWBFOXDi^N-ub zSt>{SXGlKvVDsL(bWKpNlYs(@4Z+!Edg`5X?3$G2l*{gy#T;z4Tkg}y8Q|bBwj&E< zT~vIu36V|G&pQy~a>;Z(J>S5R*Tr)PI$n2YipkJp#(;{F! z8V=gN3`-wrV-dE@2fmdxpU}6G?jhZH`1t-rUp8pb8^3BBHyLs2D(PIuN*`1U4+iek zioQD$b6=UOM=VoaWMZ^aF|h7&J-85=`)2rZv@izNk;u7Zuz==Ph0?&^t)@L~lh>r} z`XMd3bIcRL2UyCi9QPl}`7S0tRsY+}*hJy=f7cnl#aiMK$8XDKv=+lGXMXu6k*jJF z1Wo`q0*J0rb3Rou@4&Q&Jjkq6og)ZJrS7lLQnr&*;W9oxs_%TT^G-W^cOEH_y}#)h zL;pUL&Mct%sLirDrQof@(^g1^+Lm{#9&K=mbNRo^e@BWxZue!4KaJ&)k9imH$>m-7 z>J^cY>E^XzpYLkCEf@VD!cDeOixNN=r^Y>q;GHqM8-nM7LCI}sKfDXb(aT|=1rLY@ zD}XT15cESoA?xsu*Ok#o#bJo{{Q+3!iF z=7wK`XzC8W)UfhbE7XsQ9i0;FtP1er7%oAlq04o%_BGF@O}R87+M4z#?~ZUN!c_Xd zE8usZA|Xf2`|e7m%QU^@M!{d7{rRjsGJ`TNBtu97pGYkP7yTI4QDQ!yX>4ytvwozz z9RlumvY`~#()^jnj^;UTkSUo^7o*Am~_D?D_*YaWJ3 z7VU`Z);J;AS9$#(9Vz$gI>dlGo=#J7oGX{`o9Yb7yb+RyqxT*cnjzP6&4A-*`PFF2 z_OTHQH^r9cE|pv(Guvg;_m~`hllrjuNEy z9w3-fX zA{*(pnRvrA;f{WOlGmab7HuFF#aVASps9AvC;QM*<`-=%ey`9An8ioN(9UDhMsSm* z)6+hTGoFgOiq>!ib$MjP)HK8MN!hnkT)L%O1p=hovnqbZC5-tKnk7K;!IiqjqD|}Y z?$1;ezAv8yu*3bBH_qQnH3?mQb-M+jedu6E?x5Y7;jeLWy*>+BVx|w6Ht}7Ep&&Df zFXV?9Y(00Ios#SkbCvoTA8g&*=|)RwLj7PmJAepx%~z`Moc+DLI{%Ho5ry=* z*?+o+TL;>e`-Z#WCl-+-0(YRe>Cy=4TUa6_RC7IOB6t1AWP0Kur0ku2jcnse>t? z9(d5hq_$*)D`SqJgP-+R1xSPS>`V8P=#?-3y8E4}!Ds>)<}Gg2hmX|SQ>nn4fwT8H z65xbZtv|u2!5{?PK=KBP)b0&4S_Emz%zeERd6_@&tGXJb!vhVDp2=D;$1k)~!12 zrMTNL>u4GBDTLY@85U&P)7k7|&7sE&HmQpmlBuK2U+yFOOG6Ox?e`fD3pJFw~q z-SOI@7xC=UZ@r(OS!VP&LcJK1rI4w)$V(aj%@_`us;;*3AUDk2nkRf%ozgL3u(r3% z(Dfeua;Fe>^`Rp&OIkU>Ga;ZOqne^C?k2GE-7a|zLJjh2W7^6fFmBzR^fAX5xu0@x z|0U?G6BE@tsT+A85v4mbp|Ec#4VF0?Kk0Tqd#V21MZeb8k(dVA}~wf3p)uEzvTcXEF6*G`0!BpeUdw@Djipme$U02B&Ngh@}^iTdxC zIeksA4tS--W!xR0qSApA_mDv?@3?V%*)dZ^H&&Yx$5Db6ypk0sHl{jem=%gBg!e*6 zP?s(g|D*^eiHJcAM~-?7sI(jjm=$A-V4lO{Qw7aJ*$*Ecx)mRf6lcV|HLRS}(tW=P zcH1y1_?r1V=EGml7t>zbV??#tfl03L><5l3PoHx#{rruU>oxY8cWTDlSTJFT!}~gS z5pE{j?@u{DzeV^7p8Xvv?XeD~29<=p)0wRpgY-P9{7Xc-Zqd~*h!<5PeY~sfe%3e_ zbq(?)EKA2kMMa68@g@e!pyKhx-YUBkjC1PQwD{k?rJ*sb7REONS8)zNHt}k3z?Kb! zDBt!)eq@Pl5M7LwGT(zbwuIOmS=9wpXI8YpwtWAFJ#z-(h7^7Ih9eg? znZyA3Bw5KV^Stq`Ou~32leOc>J`t_`tCN#_U`X6LI}^Ew5;HT|+Oo;%KlY=r2hvss z22K`|8mQh>>NQfqI>^%#6#&uM6c9&e?s5FG61%TMZDq$u9aQnr0SG~Hb*i55uUBQ8 z^xtJ=%b3=#F+d6{mCSnHXzS{8u}hK>mt?%88P7IZ_y~ynb&L69wtJ=r-_t5)HQPjK z3Vh@uFj&F~1AmX><-FF`t8USjEg&Yt{17h67DNzp?QmrqmIIZU7A7f8weHn6*~Uj5 z>8ERfhY5oi2}?mgKUm}P3%)DBS@+h0krk8pK&is{n49AHoV6ogrObf}D{qk2KJaS) zr~mc=_kYSdk@*Cy0Q=6D8^9z+#k}To+gb)oENg_P4T^RiInx`m^KJB`zr!QSJ+O_l zEt9TG)MQcT9~9p}EM$Fg+hgt8@*T5bkuMS4)-w2g{N>A6P2rdidgWJrlg7rTrDfa? zt%`?4Dz@qz5*UHpnQA5-oyhC10Xba*WeZK+joXcZ4>fIAZAH%m<%~puO<(wLZOKSE zE8`F6C;4qVPYx&6gr>6I(}iUoqCO>To%u5{cGQG*yetFUz5S5&o<64_N7o3q6*8jg zz8H#8CZ)HNUq9Yoy&V}~GYDqtl1?Z%$B!BSea#Y9j~i}<#|KrI8+O$8F;N5q%L6St zk3_r=vFz^`krx@2CB@C&aaRIGMZ`cHjvyluEadWTub#~%ZKptE^>{kVs57;`%X1C4 z22}^EljFEaFEi#yooDn88tjV!BHtRb@qib0`^uzTU^`)~O+zL#>AVbwm7g5MNy|CS%jdEvvTC->UWm*Oa0=c%nSyD^`zr?^2RBHES9Mzp~DEt%_ziDTmt4}-B zD^s+@M@#&dKw@C?OqXkpLxi55!+9kw6FV_cpjY~8EU{w86^P3LR`{Rx688>hichYu zuDnwkkGSyANuhD4yaXcnDqcC9KJQ1BKj!0C<6a=oW1Ru*f4DqcgJER;Jc+O8NzcmV zVxupG49Oeh4%2+>Mv^v*c#N#QA$k};{9@-?%I)cSKSMwd5E!XtkY8Ee@F-bk9vFI7 z2drK4PQ^W9!4c-)7@2a|bES%SxLZA)7=%J!eXA+?(KgL$<~C|49G1JcW@UFKw6y@h z+haZv+$g03E#2fG;_^wS9K_#tlNZKq8SDN(4Y;W@V!|UkohJSeM=u@a#-+g(JI%bXmT4B<}uP!3)&kFge5lpS~_1vf7q zl;AB6?2;+OldLTuk6p#tBz|Q(fX@aZp_BfL=fyJ_i7Lz?KNcYjov}|SYKn9mEfWOL z-@vYO1KbR80=8*Cxs~0tRTc8we~!@xsrSg&XaJ{|jhdA~3B7l+TY>e&aLhDMr1{vE z)~nePO}pW+@+oLBF%WmFU{E3`NO;SVhx2+xT%S5L5*q5HL#wFkRvvZA&bX$(x?7&~ zCA4~fyGh0NUUT$fNbb8kNuZyPIS!78c9-Nm3A>crAPVrie#jbi{&tCR6YQ=qW~U(~ z+elRdh%v-1*>-4Vd(YTVzt?th5ayUs`3I~Qyj8|;=`ltAgD-mdNyljac%(<<{u)ix z!aphPa}RYo`kDNPUh1VOkg91nHx=wL2^CaiS9q<&yhC)Hl&F14&FtFaRE*)xIp6iz zco>rnAIR6I=m%?~I*wI<`V$sODu0-`X*JDiBIQ^XO6CV(|NgsaiakDcB>M z?1+?mi7ajvG>E0Ioqau7g~2aZi2w5Yq8U~kIG1jS=)KHL9e%ed`US98xQGkUdbLNl zhE*+{_Y#E73%$BQipjepEezTeP{f7Z*G<|Xuq6XtAHGk`ZEae*y8mgMIUaO7R7FRA z%}Dn8)}GY1%;QC4>Eh-FD0XdIy-!sN$2sqv04dMw>u&+fyLMgoFiXPk=8)rmAaUj2%tKD~Q>?Z%2isi?yzCA( zaiBXfA8^0{pqvse?R&^1oOh6qf5gs2uCq;ClkKDz#Q^bjTbpMv{$K|?lQbR-N!Jr) z*$hf)`S_X|i2v3yp88A+Z79old&=s8i`QHK6(|}Eq_2@ph12(>H39KY6Ujm5?Lj~Q zWhkY!0sro+;UAXtolQL{0$5)PdOYRu-3x{zgxaPFA+z6tJwq~afSsKcE$X>@Th8Z_ z2LDPxC`9Ib6wq4P8!Tv6*=_y|Ljwpw)87DrZer6q=L%&}!14=iBWf4OV?jW zl}_hK<^Eqhopn^x@BjWsNJxwnknRvkg%P7gPy{4JNnv0h-8ouibW1BG%}_c8sR1LD zkQh0dQ8Jp}%lGGde&_J#&fyGR_v^mz>v>&|3thS8S9dw6&9F@kwIowZHM0u6vmHz7 z2uv#ws&na=H?DFW=#vlTE&pOy49f{WHT|tJx#{KiKFQQzetz}%mPOKm7qtiM?71Jh zYf*yNpl_FF9FRudU+NFDw)xUL!BAo8Gxp~l_jx34R9U+}t3NGB6fySjjS46Q&6)UM zQ@$@=Wsh^llGR~AZ-GR_Q4Y|7Z1zbS z8;vWV)P4G@en!xRw9mC85*SH{3Cbzv+2~bP*|I6TePZyYue;4dg!DuahO9xkD;>`D zXF;kyRR~tCyRzF}xR#GyUS5_*x1kNqdU)}QKK_7y2-qQ%*qx{<1vtk7kWtW9llnt}gX4Jbyk}-VEn4aQgpuu{ps1?U6r3d?bAdcNC_l1;OUS z@_yF7cDi!{4Pk#PD8oEkEayTD-H{@y_(-8N#}GZT#DqElqHL#)GbLu-25 zRH{bOL;H&^fHQRnFa~Q79(MRQ-E|G!4p1r+!J18lv-CVwl}p<3_x2S-Yob3Z_G*y$ zVCQRdIO6#^TOjX3a9_ZPPESVV$Der}mbYZJ*c^ie^xX08;O$Y)x}|twd>){?trKsh zodew4qWitfK2`xzZId4Y-aqAJ^~1dl@wMAo##Qq#P=j^LkOs7FU?S|`2ev*UyU-^c z)IJ@o$}?p`?uitM9sSRGdKCOT-&FdcSPn~vW46r&A==&eO@-I*uMXM3*v6AA`W{QF zqkz^I|1$|OOJ)i6bl~+L`*QmifgWQ0?Z|l2@I5Ei5{0v^w{73o?mH3%ds`>6!WgCZ zeqI9Oi6maoJ)f^njaR?a`qaZf>$+L~61p2hyBTniW1jQ$zR$~jF1nV9IO;y>GXo{e zIBXdIr|$Ri@-iaf?}2a!4gL_3iGDkN4_H{zdBYCm0IQj;B(9f8bv`Qh&^gr8ZgJWH z`(oe)$cIB0Sz0RlXoqa~tSvVM%;uZA7%&WCy^Ia{Yx#hdoc_~q)un78wE;M)Hh2hZXX-Y~{a%?p7|$M- z*E^0;K`HPkuyh`R{tzG0_$YCpZ%ZprjnW(_y~D=eU%I>{Bn{A;VDW)f67EYGeu8Qj z=Sq=Xi+Od!>=mbtrt1)!&BKKhnjDy#!!)6a<{(a$Mcj`d|A9DzAcP>{H4<>AR z9%emBM3u8eK+PAHv>AXVSIr4)SFJLe%rW!69u7FTtUtZ^UMrL=rRK#da2izt`(ryP zyKfh(HpHQ2?2YngPf%g$LS=cCsNdAOK8?BEYl4l&-%CA*%qskRrgV0J9LxBk_(&r11fxPRr6gSNAos= zyEiw)OwngeNi3KDL+8%`QPdiLp=Y;$4GCXsh@oMW&kd@}`1#k&Zpsv5NAQ~Aq&v<6 z_CSeSMD+KCw3ek+y0J5Zja?&2k6ME zKeHnx56MWalGFMr!r>8Afkru#pvpliO;rAxWcD~v@R+c9`B)SweZVZ<&Z+Vz`z8yx zhb;bw_SwAOd{qKj6BKD;K)JTYS#Q(ZDl*ITn9nxLGC!cU*G0kn#vE6Cd{36R7r zHX-tL^-{U=u><`p?#GzutrxoKdZ8bd_aS#KS1+G=13Qt|tjVwXbgC$GBCcLfHoV6d zJVI7UAxQxx$46!pU>6i=qa*JRVFT);<3*SO59sRZ1H!_=bAUe#AWol*7jZ@A#iPYg zGEgBW6S>D58C%iOF*zK$_Ka%V(y>F^IR;#vw}BY??H}o-!a#QWU%n4sLS(4*aOI~v zmnk&9<4QuNLvHnR&~|c~k(;x!0EJXf2%l~ALshIO2L_+F>jD|PZFCTb{wPP#{mJbI zx$nzn@}3c*Z8@%F+`(n#))A276l`6P?(0Q4)bQHHv50%+3%Pv}ouE3?{;m$Vm4+;= ztk7EK+lt+UL6fyer64lll{I2EV-=t`Mw-XKfCr*mZ1_BCy^KB@wb0qGJ5f9n;K+H_ z`Nt&@gk=6Pu{KouXNpm9c5WCSSk<)%q1g5%bs;;OVdRBo?JY~Y+O zL=vki&)h+NUyIh+q=~Pn0qjS8+VYJ&{@KiqmseYJlDFW1Brf^?26+wWg7XEw2dqk8i(zTWLXNYcSY=PAR@K;3nf z;rwDMqowE0;eXvW z0)6jRm+cQk>43wh9Wk`}*qW0!Ms?}tC3iZ8flMP;=1 zm#0PX;rym{-sxlGlO#U1* zk+OrpRNTp)D*x;Bx#6l;yF<2|j+Z3VEeOz+JL}CdG0s1f8~A~yQsRjF<0Nj_lkL68 z0^BD=P}^GMn(3t4!n~xCG-11kFKXv?U-_E+sI>wZ`I=(72K$c4Q(}!aPPuvB^?>2y z(2wyD(nGQK!FRvDJbgD)&=K0Wyw0>jqo(y%s8X14C3^Z+M3+s~_{N@Q>Y5Lbf7Z`F zZs@hXG5~&=aMuP7>@(*mQ##|jA=Ts}&+!*Xz!W?pbYxmdq31plfAxv%h>sr`XH8Fs z&h(90hLrK_b4Aq9@d4jgmpM-~7ynaNO%1dM-CJM>l}-}iLFesJc_+#yae zWsTf0ma zZAVarcSw2Shk!bylwSRgv5Kwaka(irk4qkSY86iV^-jAkLQJU)1pRXd zw@V~Bt%*v*XTjV=0nKP4_wHvkHpF*`|4hL|9OGG)at!Y?FaQ2+oLqJDZ&&;$3;9O< zRKqX7Uk@kHZ_SY#hK>%|e<^)mEaD@Rqzv7|Vm@e;iri>@Z969$)|hp)xW>^ELdBMQ z>gTeAs8JQA9drYG3|vYz4Ks6b?hBvL3Z65E(HpJf#)1|ximE@dAWF;Gil}WFLOEB) z2l-2P(J)8dZl963cWW7z5&A}QD4bGiqlvhhJ-Cf<_mADJq%USegR@<^d8*d;M=!Q7!&%MyTj1JxxH%cuGT6q|x zalOZRrEUT6rO+2=Ro6{HOM*da?Pq1}rEyAUTFR$M%3pKOfS)Q3XYbv6<(hyi*mY2} zAUVSuC&7}fQt|mc`@?1Y%VH1s-5!kemeXGL+zlbQYS$2?<`>$vN zZ#LBihccFU9UR6BeXt^(1*DP8ZisT6De+#st0oCBj)Nt{ zgNX?{xd<{)(YiZHJzp!QtvIje?j3%4zcg!KH=CWSz~2#7yJ7bbdopF47{_fkHi6N*)*P4XI-#+yI zx|x&;D~{;du@31Wwqry(+DOhv#;#RN5Y8Ugv3340R&4e*_TJl106#VE^(;WxuH(Ox z-Q4xi-whxWnwZ@hKV7JZ?LB1ejM@@W)%>QK9l2P799#p@OE}4}0s)}6&2w#|LutIM z;$mXol(#(sRkbi#{CTSpDOIBUs_qGZP-Fs&DL{e{EEU3Rsw?WX@y6pEGlj)GF zrQ#9aqrhovs^%3IO+uSW0EMZ%@7__9sn|t+&&pjf>`}h8{6YpS2j`!k;qURYH$2!K zgwBnZZnGem7VW1i<(PH0i5gYEqJG-Zv=0I;G5PPN7>Px9Z3snt?S8IW=mw+k3)A6N zOs)Iak&x?)Cd3|l$iHrVUM7ZOaZSH?IbJ~7`M$yjvWu>Iu>Fm6KIh)zrFs3x6D&*P z*`=cGmd}VM2#Q}|J_k8j4?{tz*cW_07}zQ`a&Vd1IPEZS?jqI|nNuwepl$cHVhwHs zB445YEBTj56McP))ps_7Dd$ukXxC8suNSNc=}1*|_yy~7f|G4elI3DJ8x-OVg}vLe zbV`aZOe+3A>fd!tC19RaJ|Vr%3)=1t(g{A(y9SU^*WTB=nBVBDZS*GR^>T2zc(l7;1G+5v2binlJQ2F}s41B$)yxt4^E)ReIGS2IL&g-h%&Sd+2<>?7K0_wCz#xRl2 zZn>n_Yi#e(n!oPDV2u~Oo#6ljz7=IJILxqg1d?Z_LtBT(*N$y>zAbi~u&;g64JZ1` z{42Yda#?up8W_FC5ao%zmJvfAJ^BQ5f@bB;>hPxcy>mkjz;|ZpM_sk|*Oap{p23L5rM>2b;8}#?_#HWA7BF=z~Wpc!WWJ zJ$TAzy~`eGG0#o>@5Q%Wlt!pXUOU>l=EF$CovA| zc7*e*<|SB%bOp|n#ml)8ikmuV98_;LeM1KWN(nnp-}_!6>@wr)6?GHO+UfOG6xbkA zie$B7Q@#zH{k{K`1o1q z=G^>jK?Ni5^xCj3H*Ui6>oSlPT_pf^wBTXpUtoC1bOu2D45X!;OQQmy%UF#9(lQ`1 z!8dSyhaa`ek{)>d42nkl%>`%9z`_p?1WhvQs-c!&AH{1nWi?;W9g&CHGm zPzqVcq<_3)$2=oe-8|p$(N~o;^=)L0tKK~8ochCR!;HRc2cb*$5}rLei<})L>g<&q z#XB&TX!APU3NZm~$}6BmB%Sb65L=>oS*gKz-OaU@`8{JqnqwnA4_>m5xZBq7?nQ)T z39|ef{i(5G*}WgKe+p#lE%Rh!qk)Q-*D1OWxU+`^Q$&n1o~UXj{_?J2g>;kG{Xy02 zN3`9gIQ0{5bHI(VScSEa`o&;0d!dc+cI&ng)9pBVhFQ!twU@1EIlJJC`J&!+*@jLc zCvZo`3qi()3yWp8p*SuSvrw*nXCSu*N{XZ2dvjRCNNc&oZLGJcpRtg5khrOj_#pbe zE)NN7rvuPIh1J^Cnv2&n5(%46=M@wHUN?RF6UgWA?@=wefQ%?Y_~$I(QnvZy=XBVJ zI@wvO^XaY2!uF%IqqOS-t5gOB>fnQZ!LtaflN*=oaaSclhqA$j?brD0pv%pwtJ1bL z|F(yTN73yk(PxXCS2mZ!xQp1f)fa6Kl=1G$#kp4-xf2e#fvNCqtIM)rB6#!TVMhD6=V4|IqZ`=3*tT9sczS=2q%Ei=gOMc^(8C>G+C_AA zPDyaEiFFDO4`koy`9vx0Uqf)6IOy|pKXGHvfFG>ms^oO!Dg;rJt%h&|UL>9$FJC50 zb_C2*DJXvlPmuHxR_GvZ{h>-XW$*?E%S41l>Tj3D;{FsFn1!-Be0d1S1u&Q5E%%tP zmpBGv(w3;&$>CCW=h*Lw$ts+K?P+CCWd>%O!+3qx6zty2)qHV=Q)1VAoU6d64hf{0IZIzj~(=m-oF1teKGL`TKWoFAr#F`qx&tnegbf{8skiYIEf{u-OA4 zT6;IFURpNkT>Nby0tz^5fi)n#=L=zT%yx+6%+t}=b>UhyP-m0hx-rt_Ga`62{EiqI z0(X5$p`tkwBL>vU0c}!8f+2|o#IIW9CIHWDhIAkAuC_#{+1jA8Kf+AhLo6~~BMmzK zSh_EW?dasF0En;`4fhF?Jxz$MCKi&D*lyAVZe(@#fR9nsQ`oJYR5 zqIjdWIKVL@4a!4=&RH~EcYw#ZFMZGf%U1)&6YEQ08vhSO3}a!30P)cUG1&Ud-3yq!U}d3Ny|l zZSMQM!{Jtfn$l)dUSvTj4L&{(EN|SrW6C9;&~ARN+t5&P{En)RqEU2G#BWWbb>{7M z{fygg{cPoeOzcgKHdOGG4VeL%74}z|G@G-e%r^bok$zq~ccpA&M&HN9fkS(%6= z!*m7%SM>tg0aSoPiWPeDy5S#A5wrMT9cAG0w8PneXR0aAf1j#RKJHBnNhshv%jXYlwVwo)EmjNm7qaNSdsvLZpn|4MrJFELH z3nMl&Fqk@aiWJr0Yo!w69K5H~kX$Qe_cL3igFsRi(T@)Jxgqo93t%3`=Ff z_Iw6>1Cam}Zd-vyJ|Ov)VLQRa@)+Cuf$rEES)}M6b-`Q}N5sy<#bX#%4%!9A6@d8j zuN2mA4X{O+#7Ry5t6u}`L70;s*+e!oObfV^RO3e8sH*J2Uqp(-0O-JOzDz#%db=Q| z=c%VLdP00FLJpFxE4h?o%eeUJ!^zr^=V*M{Z1(*#4OR0Vy#3AMM0 z-%b*-VQHm0)-bRWV9PZNrtArK;(h_p;9`RD~>0%%m$B3&Vpm*P;8jL7l>0IrsC-S+tkF*IQ zJ89kieWx=Z`XjxRuD-Q13#t3&%BLzYJz4 zWK0=~dEC0_I5gu8$U*z~LXm}`Ki)AMPllOn(;P11&g*tKiL0KBzk()6t!HiV<2Lvh zkV0GLW?g^wxO`cxn=2lgn#&AkI^emn>2LM8APEaAcMef&EV6vc%Nox6ADl9??qPAj z!Pp(Bu)SulL@S-^Bpw0Xt%E^V{~BB||1CnG*T|v0YU?==;m!)gqO7hCSn&(q&J-ip z$C#^`vlqcz&aM0Ilxeklk{u%U?Crwz(ZkP#GarqptEaaqqY1&XqRa`vbE8jfZ6nGY zoF$yW3x^kYusxgf{1EeV%Jvns@8^QHM>3kfMUkmXtB$IggedxHcl9Y0SZq>)`huXf zbLPivJ*%s$qRSz({Q`}=hsag{31v3Uo_7CmP4rBH^0jj|s%v`UZ_~)W&&2Yw?HL=A zFJ6-au9wESx_vKvpDP3Z&=TPcxM8>PZtZymMhCkK5qZ|lbDMzwqexaUPL3$t_xBAD zN#F(Wb?FyC@0a!fUtx_t;qM^PR5g9W-@+)IYGRmS&+u&hyRxQ!*fp_Pyy`lY-!64) z<(8ScfV2II?(O)W=A-1ZL~r29L=+wJws?R4y%l0szb#nB`W&DuPfH=~i1oxAdX{nF z?-tnJ2nGk3b0`9ZzCcL7MCfMV#$&5T2S4iy>2_!gKFA+;jv>K$G7I>kB3C1pHlGHlf^ ze7+9ECLW9#Ir4Oq!P!S5sa$6$RlKCoM2`etD*A8AM^f#>=^Bx#KHeU8>8j+GBQGFM zs4$^z>KXl!yE#7-^oTulk5tL3okpQm^84HQ4q5dx?>6&0AO!*DC8mwm=QSaLnBx6J zcKe*!tHnE9;iH-S++AOp5V@|vq$)tGF+XjFjs;RIVLAH>jtp&dSzWbi?*kdsuQh7{`MDlU^$<`ehS&>_m|YQ!-kvPEE-aVJRQZimP#eT zro<-sb6NGm!_`XfRY88poZ;hHmAiCp#^W1j9`?NyJc63lew)0FeTb~NMcL&k!x_!<@fgE$s?xgB`cllf2|euL0k1j5gX<1cI34L-H?R<_4gF% zT!uXA5LvP-i)X&#w#0i0?47iLN)0Ft88%&c@qtHf9+Wa9Ra<`dpUC+Otf+WE)Cb58 zpo9+KPzl68c$x+ct}wT{6e34j#SCS;)2X}==RmWLuvJTotk33REhSZaJ5l$J$Cg=K zKD?EHhE8I?8FmBi@Zi}vcQ*%F7o@c008NHCZ%gaRQa)r%8Fqr?z)%t|Gaesut5F z?AjDRz5V{Yu*SBwK&!esGDA6($72T7nZS7l>NlSJ?$vB@#^T1M{}*Y2O~Uzggn_$K z#dZXig;3^0>OBc4ypMm6ba=d$y`utdD7{hEO^vB0DgZ2na8=dZSDcSp0G%&Dty}iF z>>zE^(kJD56CbYGEZ_^8R{Ppc>Mg#rW2xY-yu221=2O+1pUaHUJ~T_ei3gkGChyGf z@jFVysseIEPQRkeliBO&VF`{>f)U;$*hbu*Lpk?F;8ScVjbQl_&;m|>JV;eXr_h~V zy=G~)z8o@0Bq-OpK~92o*WMGfdWJ3k?yzv$iXzJ;|GLy!dH&L440m@Z6XiRyuH>g( zatNJo2F{^Rf1DTK7#?hbk$idCj(huBV>F>gE555{miI}qOE{Fjt+QFJr7-;Bl>WMx zIUvB;SQv455S;V9+e(-D#DTs2GbuOm4%i?1KZ@|RcLRXz1|*cp_AAf-UWLlnXOr!f zxU)*!qukRT**3{@OAP+sG34y3I5()YD)@4%7QN@JRNDf$0JfR=E2DQJOm^O2&Cl8l z&FmLaLg@%3+$KO_H0|O)#TMn7HwhF-CWvG)>f4AlWIxFQwRLBEf195QQz!b@%KEVk z!3)v=;!bAG+cDaQheG7K*&)RGdkWgMJpu+KWcSX^cF+G^*X=Xtg;`gD3ZFSAS=*fc zZ+9ObepOp<5)0u~K8V3Jj(d;};wQGqB)DmOypgvMM2)n+fKo7^*Iia>be6OAk=ak- z>P7Yz4?1=mu#6Ocb)I}D>K;EoGBPhLk1Y^?lX?ZA`%h+Zvqqo9+5DPnpC*{7C9}&@ zbnldo{;cKpn7_leYRbw!>s>LB&bxj7^d?J(e`> z?~%8BE+%dOs>R_{WcX;^>vB#lHIHnAAg;Ou$vq41D`{K9hnXTrVV3(#3$t|ysl3N}zQYcHH@;j-mT z#NV*MA=RPuP!f-uKT^L>;RFAanWe5G7+{sq=;py{-!FVe5uVaBk0kmd^8Nxfw9`*L z9JR0RN^7-LIULqtg1DVY7uLmbfxf;OT2JSHlk=>sBacDplKcKSs$6i&fHo8|E7n#t z>3SuHgG{^e&i5o!1d5zMa72*?3-uLyJ2bf=#k{9eqA#b7*{IzKh>3lRfnV1{jh3=HF z<&KafeH*Xgq;LvOOqKNanmY%2M>7O@pLKD7&e^`ma?sRjvVql3xNLhmnjXfD-sp)C zYqC(2ZSfQBuICGnC;DVgydVJj2%IgXOb4>UrIvFKiSo!ArNbH@rAC}@hK#*n^efE=RA~&gUB4vx=KIIbM!~VFCX?Rev-z3j^`!$2o#G!jky$OWhgcS)?V7ZaN|Q1V`5R_d zN1GcP+Q168%k`yBxi97}Skv;UXHwj&r1J2}!?8TgN$uEYl>(kpN{U=1CY-XGPw;kW zBsf5?O@UIr{GHhHL~bF*Ya7b%dtf{hT#-Ga1h_Aq&sEpRY2265@)f>0ou3XwNaoWd zYjj!0rL>N@ZYCxz3`z$erZE_z`#GIHiey_A$Wm4}T$buS1Lf{Ui169EDkJ{zez!s) zauI1HxueR-xMa2>*{~E1;`Ku!-6VzzmA`inFmQMKqZpr&M$7lj|lqmt$jxmLq z54?pBI+cq%AwM^MxG%SC-UF+ag!`UXl zWzpFX8*?%^b9MB0tD6ot{RGX@qx#@|v4NwwO#d1pQO#_97BBMAXJAyKyMk27Qn1GY z&n)fNs|ZQhVWfzaDvHH9d2C8I)nm{SGa#()DW5%diW<#Wfu`rwEM!!FXHz9YQ9k2cUWFAvydJ&jf9BT{ zgLdPTZR?BIkJG5}MDj%|w|{vlAa z!V7c@1inT%vd{LOu?<%k^0-5jW-+##RX5+1TA)wtz>$nLQV%boPom`VSQVBs_)`lYk9895i6ixAh`Cw0A29_>Dho#1q(MG zbEHmaZKv4k2<~Zn*3;)uO@1+x5rjj;DssJ?a)_PVH_+^$?Brq;a&qP?v_{~MB>hRk z1sroaA5gb6C*8hsM(*d-6eJRbk{J-552XWiZRH_)*srXxIir*x>7JG!Eqda5zcfk8 z7IX(mS!Moyo_*h6t+Jd7JJXAj9(f_iG5S_edqi$!n}DX9xz5jQVk0EqIj}Re!LeqU z7&qUSgnr5$UZKHBuK3C>DyA!^nf>!-q?E1roIo``FBDb(OcLFe{j!mXk$uWhrr+C_ zD>NWOPt1|k_Bi+48+wSt!z`AHFXzRo+Hm8p1%19O8VweQj{MUm6L;hnXTmRn9{UfT zL$nuUy5F%MF32QQumeM`?IsM9g;`rY{Vs|Ev*e}`L^F02wGgx`=)*w_Sw3Ds1tyrr z$kiYzN3!%`7wcJ7>~=SvZU>nTbW?j#E1(o?dCg`l6IKpm%~L^!re z>;WIRi#Jx{9K4JBxz_TW7V65{2VuVRcDhV$HpuS=Wv0Cavwf zPQBM?mnfB3Sjxr9m?2`52gmvlodK@LFT9()KhMdzEt6OI7C2M}V!#)ef55>1;Fy3L z0C#=aK8X*+;0uF+SS|W$TDi>XB*JP$@A8-4>-w3E-r$Sge;c9l*~9CSpnaxb$q)tY zGr{YX+;#Dbi1s|(^%c(4EcGmb^OW{-8-3+?b_q~UuYR|mnVx;fJs}Uodk5DmUF@k} z#Iq_ozK9wE zH55`Og9n|Z@_tYBczRzNM{<3> zphp@^?Gk8JvPC}JshUdk1WA0w0v;h746u;U%elej4x-s>{R0Wo67Y@Y4}Lux?1>52um7Hu$_k^I8`AoqbUz&{Qd1fX|t5KS*+>cx-(#APW+ zS8VZ{MevC%(^iB(;Y&7szdFjm&tru`9~ox-ze>rg=ts2pc!z!m4#rv2%!i{d)&)U- zRBz!p)J6b8A<(bv3GgXI+qAkAq6l1)0|Mj^-aGIsY}9`PTZ(KpZJaBfW;?v`u@dnlv#;4-pMYQwi^w&} zM;bVPQ|CbOmpGbR7rp8HLwy1hVjYuupM+2bfTix(S#V{9cS5X=InX_Gg~fD&6fPSc zUpLF8a4qVtNhB>;YwnybNC?_pwBt_m7Qz?h1&}Cj6AK~%{h`$=@hQi;wLf(HV+G#2 z2jv$yWUG8Cr!=`kdDi@m>4b*!jvZn6?GP;<)uI7OOyY_Lt$fS3gz|UTf%7*FxrZXO zM=5_-R9Xt_l;T81?!>Y@*Xqrb z!grm=r!9H-zK^)(OP3`_ZB2;R9$)17ve9Xt+UgR=V>MJi>4ap%P<>mTLL2peHvHi{ zpizS5$m%NXTGKSmv=(uTn&C^6oiFro;Il4E&X6WB)alnJDm5uHF*Qy5gTwdJT3-BC(1mM2bZ4=ZR6d`q^I3d|WCKnrr&y8n0>Z6{07 zD}Ce)Q_Xxop#>g4jt5yaZeR%D{+gs}@Y7CVdTRxVh*zo)<4NTg;FK=AFfYrAkA~)n zgm88-l^fGoi;-09Y0881kCD(ev}4q9?j*IwC+P}gk`?NL`}p#zui#AMs?_vCDK zO*Wg}vwiqY=rZ(KZgQ@I77@JZVybX#*RCN_O;Qjd)Qr7bMh z{@A~RYKGX{nZNaWehU37Vi++9xHtg|iu^*MBLtCe$Hea19A@EG9Y(Dt!9g9B-q<=- zk`5QlIQ$mX%z00Dfvq_SWMC#DlqO2It@W{^{C!hjiv&16X^N}OTahElNnS`mzvvNJ zX4q_hNsX5xeSa#&JO%W@ZcapKa>dqEU?x0CBoQfUm^#CHp5W;nkErl?35Mpeq$b^K z3xX=d4DEN2U8?Es2FKUZGxxcEMLVGbX2_Kg9YeivDt9-wY_+wMmL%JjG>6;1R#o!c zpabu2D^(S4ilYx}jq?q2tL`X-B;&2VUeC-LL&lZ!&4kXe)YIpWo{FMRx0>Xfukqkry0rH0ITec2j zQfax1gIOdask`FkDb8y_B@o+{A)mClSH7H~TLAK_=VLq3A4UD146R0uDI!%n6plSl zzQ4;~JcPjZfDTGZv3@%v6YvR^9O!PhD0Hx{J*o@Cdz<`OnRMp1*J zb>SFyWpL2kghadUGa|43jKShGZU2$(0Hl2br`vI&4;Bv;8g6`ZkTBz%qMfKBeRRd~ z_(y+j(o{c;W`~dE+G~kkVLgQr@mo4fS8L(=BaiH;-Ia8slHjm;t~!~4acQZ$9+UVB zd&~64_&d5Eo35lMY?%M?mO@P@q>t(82J357In?BRVK=W+myT0POAS)yq{{q(4|otE z$ygL<7YMj=9d`D8FT`xU*}G)?#A$mLpuwrc-vnO;1VQ^3x?h>4e%NzwMn13jSEO-~ zYD($aXobJO#QdRARhd00|81;vwvcVmsGOk6Gy02ug?z(xf!zI$seS`|!n%-rEgzzK zaZ1lh{mOjXi~B1xW>#R?%QoY}<#VjJH`GfFa8cs_2Ot|L&0>*3KLfcaK6{y;i{6Kb zA*z#EJZ@djcBV;#*7(zaaZnm?Zc1Zocc^o{W%+368A?jluM0%oB~ddW$IRQ{e$497 zk5&x(c<2L2cZ4LwTn0+d)jxSNc?uG4-Sh$S{(>Q{$C~2AQO*rJdO9i4Zomma~Hz0r1V;pNg9;I|ldBI-WPR)8H16Tx~`M3tJp5Be;} z&yMzf`p3FP53 zwE!7zigG)Oq1J~jW}}mHD-<4}ovJEu;Cq$~gb}96sir`sAF}LL=73?D|AmDYsv}G# zWq{=9mO^iBYQ{6WNJNVpsy2j}?&`Gga&c{)duxnHm2?c`EQQ{++N0n=oFwGuSR8)e zntr&APkit4gN1$Hf$>4YKnP08SVveoG7zM3k}L8&n1*$(HlgG@E%(l0`sl#RW>f{+zQFi?Ml{zvQLtdz zGb<<7R2i-fHRbjH!-NI44xTPqzb;a(Bab3acY_n0&j4Z%)-|3Plm4^O;OUAcU-egm z-4Tisw}+khIW0hj{U>>>xzEQT4u5DJU$$uUPX`Ed4n5cdV0^bTSub|H%7*Nv?_dfM zziLHb8F4Z{2Kk)_`#b!Q)4H1Po=rH)94xmk;J|fL=_BuPjq70K^-@c+00h z*d(vpm~wO1JfHGc_nrZymap1ubs&jm(N?_Z4XzB&Rhj5UU=(2aG(_h!wdtQ7Z{aBo z=Z_NLA0vQ)zJPnhz_mUC=;si<`Ij39j@<6J;+7??G=f!6j2;4ei#F}xKJqNeeW->L z(OZv!XccSBmBGn0`?7!U_#y8uyW>K@_Wm2H&iw_k? zr2@l=crJogE(vQ^BJ|p24I}Xj-SU%XbHk55Z9v|#C#HG+@H^aQuN&Cma>wzJpRL;E z&*-3A+|@#qqa_uz^(Vhuw)jZ$-Zrb+<;(yJ`dffo8^6k0XoycedgwL%PWZ*k5r4f~ z4ci;hVXZEq35CiB_nQoWX5IKH?fS?e#rP)tL}#JJqR<_Vy+epLGud(|~j zpb@^LEd?{ywy_LcZg?-Lkh(J6_Jqdb6D^$*TdfI-I-SD5r=8c zkyGyOxIMtI`^fo*U4e2ylJ~NCg-#d3zy`mGJ8}a@iIpr_Larno;BQw}%#?z`9v>ue zc>fsNS!Z9MMx(5(tiY6dJvDC~i1$wXoJ2oca~o+EEnLN{a|JsD=#Gg>hXh19ew`to z)FX7Rs&k1)P#qeW*%k8q83Ekx&Cg%2`vX7`fN&Q1%5tVIhO2DwMaV}Qz#U&&_UM83 zSI2*}u$^+-_9|6D54JwF370Wqq`-))+pX*s97OIQ^nDISpFM=Wbzd)jp%IB}BS0|7x%{pt5Wo6x6j-Hd9kSRC6wSwacO>J{JYb`xt>ORa8z; zdQ$OOv@pIFQ#`KmUU=~0EgAP;PPmIpBI(R-$or%xZN)SA_2sgRxYgSWN|q1!gT9H^L>+$cm5qb|Uii(w@0 zP3f$5E`@~+mH4?2e7RThSoti3^Xh61y8gf3I6ZN=-aL*eVR?-E=bcwHcKV-sN5eO-hrFb}~tKEuk&!pSzD37f9VFd>%?FUQDbg zRR^#EANBS(Eby^+s4MO1kPht5rcK+-(_2s8YxFgtmPkQT^@W$0)b4|jzl(vrDF zwLA-r<$s2EEOM|Xvm=P3hQ!mxW_$BU?0FBZpd~WJdq{*_Rl3=<8v|y;ECfxs=ucP} zNpdnQ?X9vJ*G}Pgb9$ToMi$H@chP@b<@`(lAJIru0BBhEhnD19V)7p+=WTj1bjs)3 z(h)RA?=Z*j3=8|sfWhEbw&ZOoc(M+udy6_IbtF#H~r+ZF2Wr*jmtpyjjEQ zmGyi61!wtKkVq)buxcjKuALe)qKokNb*eXG4t$D|UI9~wTu*H-D5bi5 zV5c_W?&!TIZ$3vnIUb;$pYhl68QGndwu*C%`LXMg?`|;9y0ttfFfS4v?)gtql?zaI?&GjmnZG>|*ZN2!z z6`q)#E{4%u?5rhSOf(WA$)D2C$>^(oIsa}}n+orZKwlCyp%`~!P5H5xSA4A1rhR7t z!|Tjh@A?sK3va<);d)WZOf>-Z1uN zQSU~l+-J*Rx*gdV5rmjx?y#IF*h;&WQp1ivnTL`DPb&)9C`}EKsEs+?JS5C3KlA$AB z)zzo%YZcGxA)IzYS{I!K*@`wiw5`WtvV$=h?%oE9Yy12AF;aY2JN!+cL?D3yq@tO` zEeGdEd-s4@8Kn?@8U5@mFy}@FFkk|rOmZ^94)+L3IF6(_;htavGJ!0J%5FRXhYS74 zq2eRv{#hP{M>SKM9aHh+i41$zH@T?w-SgH9>yxz~v)B>*IfddhxH^?yVaJIi=Gg_Y z)*0S=+a+l3X{eYtf?9Xf`3N-k5R*aSG2J<0VB(n_Cwv50s{#Q12=FK$ZM9!*HMO@- z0s^mYaT1`S8clvzx;j~A;8M{4;x6g-#V_Rl5p@<`QMGTl9vEamU_e5;8);i}OfVE)e-TQr>`@Swzjvv$UNsSUA zCJxOpXVh9L{)}O={8-GjmLE(sR5mZBUHs8f*ECX-D zuL=7nJDwlK|Fx1V78qi;3R?+q?W5{^AW{I*9eT5+_F0r~*G$J)|5YyVaXn3XkxvQR znpZiG3tFHPyrOcY-hJZ%N_&tv;Ce?%yG1*$iPVt$D3+<@9r;7R*)y{@3X1`2dB~B$ zKVk%RTfx4JMAWkmY}-JOI;kwoGGIrgD3-$gQWC1%@xET|ahYnQFy@NfYBwAC(RSDq zVRBgXi?iB>aXdY(WWq`~pN8{7)49gs;x`9

q|jHVYdWZp9KC` z^XAs;327b{hr8H0Q)C$`jq^UeU0wJ}LH;JB`3uJVJTL*YYt)jzY0xkNw<>l$BgUDl zwnwqvJw81Kq;~nME;%wALGz7>5%Z3X;X1Qt9QC_#G#In}T-Me!+5u`v9P=Ry2-HjZ%cx!C>`=@HcJmcf+4d4Gfa{m)R z6wrG%jM!Fx)CIa1FqK`+8Oq)T+1MjkCr2MK`faGaf4JKQjDiav*fmjN)2-7B5J&tG zKBD%qJ|Kwv4T16mbBpj=-oBShUxQfiSaKjJsJmB=eA*DQ*(E zB)p(h>-Rx4%~^17iS^FSgpNd|Q%QIzWTO`*Zdrrnw*x*(WX4iZ5ku_GgM0se?P`V7 zES({JeO|BpLuQ{8gINx{C`z9)S}4FJ#?0)5B|^PX?<)qr9J_?OLN@4r^D05ShhE_J zzu%S>9iNM~3)aPVI9BIF{&@(+&@0lmo*5CHYEXz9(E5TzLJWw=~yMx{%z;p}?m(wi;T!mW4(h zbB~v^F4kE`nh^_{Tk-4dix2#CTp}iHbI;7v5A_%hu4pb(WG?@am+ptAAb&_*r-UMg zyvD&8Dz@iQ=##TA$uNcYxBRNL6_nm{D;QaK!kr@mx4B;1v?Y}%s19_Ge2JS&z4;E= z%`on>3P1MV#chiyU-JVp;cyM9byVgsSa>vm)?!6Mz%)X4+kO;S6*6^x^-H7E1-W}u zME-OlfOT%h;LH^4msK$ycGQkhmc8x&;*U@}Px4CPZ`G}lY(5g*!nW6XEbp5yujL4{ zKkywvxU;V?&rs=ejIwLG3AmY;lp1no$djw`%b560)1S&BGX>7y)|Tp%Hl&AJN7`0l z6H@qLOO2M-nh>TxjQ{058_3hj=M#~b9l)6Rw4h8+eHkr;2&%E)~Yoa-;x~SU`vzk}InH1OTYv9vzLFw69N~t+_!t6Ep)~)Q*$lC~6QA+5G&-$(TR%1tncLpXbPSluxQ4GxUyfr$FTTwRfV=Dmtu<1_(jMmbjZ9dH!rSsVix;Qv@GE6E10vHPT|T3;nkp7?6SZv?_HjDsO8 zSeBu(8z>oQ5KFsHrr6GZP@6Ek{k|iF1VfNS`>6)+y9mGY&_(dfw1dz>%CP9zfUPig z5c61XBnI6+;PkmTHmaJncNUd;Yamh^OB_yM9-<%Vt0x$YgmF9N!QC0GK%LOJt9pn> z(rYXXbs0jU3lLV01khl26t*9>iC9vSmGPf{F3W!;JCg#pst2vk;m%-(e39RQ0r)6i zzoG?x*fwy$M=V-uoH^=qpV{GIxO-p@%p%e+ZksVsnLPD9KuZ*eY=or6F~6Jp3keaY zTO0$Ui`>6GUJxXr%K8l=x!fN4d+z7;DvaP4`AD@W;o0X z-u@chDA`{+r5xHzcEcCQ0ZgC&SJA^0PFG1JxAzTyA-15f`GbtY#4v@Gk;Hnxk7SZh z*RE_1B*caaCop?Fl|y~_7Sk^hE-uN@&DV3Xtppc618(lAnd>`z5aUIXC|nTN5dWji zL+#(vvLI!ku1>0$+&HPbhPM-~(5}>H%}wTGt>p@B+Djl#+Ph82=DTR`>u4n54UGe! z@-kwxz~Zw)syiGav$&wHRLYRV#K^*lp~{2Uya!ldcC0B$9I2#*go62UE;R4O-*&5- znwYSdy2`beizNx!CZE$EpE?C6Ix_{h_$t|DgC5_XOgPRyn<3dCoRtI?Avxeaut%p%qylrUBRDX!q`XRES&W^i* z({9`ZxSd`w4I_agykajj-+ZtS3)ro^23jCqxZ7wDiwa$M%WRc7GQo|R7gHi2hUpAt zLwL6R{!5Bja|#5ZFQJVYC`vo|+Z^CBFx$nt{rMm^UkEfK$S^%x@I#FP=vg4csZz?pnJ@I$+OMw4PN|Gops_20f<(oA5n@w(Hx9{ zTAJ%g02sG!;qS!#z_Gh|rLA2`fb4U>i>EAL@#tk=LR@w^3Fg0HDOGrP%Um^z?wrMv7$A5%LCY0WB2u38M_soYHifum?_G9! zfwO@m>Xj$JS~@cW-p0R7G{681Q+2~P=#i2y?9k3RZJNfdxk0+)?84a;iE$I)4*aiFS79T z<<{y&@2efCKL5to2mKrfQGP=zoXhoUr;b*avKmechGX29dNZ|`-$MJ=R5#w{u zV-LbyoSk+3s^J5mr;0j7G8qADCA6WSnI%TQG%el7r?FpD;07cm4Z#c$o}-JnY0<5Z z{-BK-03gcT9f5dy4!T}5;c)Zr!;8k05M^NZkY&ZHu`m}RBeeM=aXW=>0hj=AnV3-A zzQHrUVq3ef`;Do7CytMfx?rBB>4%5|jPy{};H^v?^V-(Fz|5tT|6sVK_Ef;R&bDMs zjIZ^$;0<)~DicD|3`Q!>0KjG?7Qi@OOsse$K5T@cQQ@@W-PPnSjVV(1S#-D4%#FX& zu>k-C)_(LjAZf&&+ca(ICJX2m-wev!w~Z+)B7H8a0Vuo4Ht%o-u=Iy?JHq*;kS)y> z^G>mlT414fddferfXh(-G6_!fefZI78xX3nZE1Gs0~-)t1xjd1s9nds+t{|4-Chtd z>0heVhYF^XY2Vee7*VDmC;6?THLXTP8^EsnN86bitw^{in$FL^dbPU*975P#Jq_G@ zBqvoJ?!v*r;j-)&#{ySgc>)KYhCcXpZZk;Fu)VR*;BkDMXT3<|4rBnuoPS^&`4eYii%z#J->^Ku_@aJmI37M$FlZdbKrD?BdAJ z^?(eLuo?axoV$rt20=S#t+f?)PXs*GofOthY6N)E6w?|v5_1C8?ckXoe?j0p4(s*!TEuVb-^5M7&I068EvaVxK6=^hx;@8& zr>A>i&VcN)C03H%+k0-saFSAO*23^ZLDvCE1IvnA-LT~p)z!`h)rpIXi;CABvg$Yu z?|)Uk13Eq|OIczmiFw$)LZ_ePj;0O zw`yrnU>BPKPpp>5`tz{76P;4lDv}}uEwLRY`nXeFWxn+>6!K<`(yWT%Sgf6}Km?0c zoxkHR1P6K}U@!wK_-VaYL`#0l3M z!FNlz#&tlE=zL*&`eL*^g@XDh0@*nuZ$bx!T&(B&Q@Q9Vu9cQNo3<^LQV96v@W#}n z=W*SSq*(FXepjiyNwIw`tF>*3YDE9eXwFS=#)zWNp~3XDqf-;o!g&$?JJINd^?>Zg zO+3#)OMF~!oN?r!4dP(SC$uJ!`&C<|VC*`zd?M{l-Dxvt?#`HS+1_i*IL-O7*>L7I zKqjXauQ<9zl{KAJx2*B=`fAnrcB#Q|Y06v4q6 zi6on(4y9nEjxAXVufdW7{*UKxEVT`$9Sk*@l(QPgMFD4^ueByO!u9~xxF_3ejoDXp zx6GHcz{K6J^AaRl2mDUcm1i6rafsgFKU<>MrTLa`qK}pcxynoMtSP>Rdn{Y&ZIxB5 zop{G$1RIm-@(Jxo&`c2`Iw=rmZZuzWBPDVV3cQkX50yf96!_Osg{Bz)6BmOcqZ`2NZy=%`-U~xo0%OngT-ECeIo9T< zMOW)a;8`T7&F8P|lsLUSK>JEF=%0)vGC2a<%LSh*M}zXvT*QINs!CGJ1bM@c^EQ_? zQ<~}n>W0eM`?=ORXx^vW9<+Yo_QiccNxe)PHDog7^&Kc$byo;T)ih%5fYi5aTFmy> z6QyTF6K-}26LoumwOosv_I2?~wqT(~JbVf>UbIcx(o#~b81A@>xI2NZrhU~S z&>}OyR8`XxH;~21=wj33dzaB)IiyTi03Id`vj!?NO$S9!J=k~SJ<8K%kOKR28e7;C zLkN?N?I6yZN<&lIkKrd0iz~$q?p7Utod8L5bYtKm+mjtJ*|3pzXwktp+m8}E7teo@ z$U1ry@LP)gJ0zFL+F(e2LF4G*#y@S_OOc-GK9lTXXmJ=wC|TEk|Fo{NzF$QR3+o8s ze0u}vc%}W!&!311h$Q`~VE3mYauv`zNQIZ=uvkmzONur`3Hr;bo56=BDM?@RH>CY{2vPk5TBAMp-RH;r1Y?BXGc=1)ElF&ex^I&;L)LJ=hSkK{$ z!G^VNj)E8s)Zvf+E4kr6mo;v)I`y~xL?Hu4g1d}w9sy6gNzun%liA{{2BbX|rQaaK zK>OH0l0Cl~u;i2-MJ|4@3ds=Cvu-sasZ5!}3L(5(1MYgpE`g%^G9L$->`?NetPT9= zIm|=qy!pP+X`48$KA*o{;v=^vDoKwGn69d~wRSA2)54lbTq-B;vVOIP++|;TX`rOq zZGEKjrU~UG_FO(wueb}~w>S)S>z!Hl|#$E&6L@%04ry5qpa4; z9}q1S@oQXXPyVHtx2?DTAJr*?A645&5pwA>9<~J2x9$c=n=9yVOlGemR@*I;aynK0 ziQ*Wos?uspZ7_-!gGeCJdPa8LI9rl}o;7_wF zVH}(%AU{sze`)l^vzc@|`X(d}!_P00i1Iv0`dOlKrI#u4Qa)FU{jWDH=(qz?i)Q_B z7#e}kSYvf0l`x}jO#41S8=t{VIG{mVV-TYlK`}V&wrp!W>KS(%P|I9XILz4b&Z_%G zKeILi9>mvsqBmq41=;RzUOOMG(b$ea2T3pddkOK}=rIu&rRd{JR{O66lvBmcdBL4u zR$%{G0gG=20MAi2Y=F);hyH6FalXC#&w{1!%2(#dB07|uR$e49q;?1#j_s#+gSWHl z1H$@OS!67uI5z4NNXOdpLrDUGn}M}+g75fozXEPHuw%{4n0y6ArU^3VS6dDpG{gU- zH$E=ytsNJ#!OLuK^7mt^8{UozxP66>93`gk%fm;0B(cHRseZX5e2EYO_V*6hQTXY` zR_EXv;v74Cx}W|eLiPWg1=2uMs;q?VKXif>Qs6h4A%KcDebM~MoHgvK;YhDfB$DV^ zRC8Qr%a_CYw41GWt4L77PsxbUEz2qwAFl$`0}#SPBlTnbM^SHl1Y2B-Ayv)geNB6bDZbI z^P-ukb%n^*mPc>aSCrW@eKQVWqenT8ipjRaL1_!I&HhL?R&sug8{LiTRcY1IMgrsf z6mDw5DayokYxWnJlV4v1{l9zp$~&$Rf=U>@%b%X3w2oM~zbnho$9Hg_mf9Kw8U8ds zUZTLMWG`K)9@Dc;e${_1f)KCe;piXMKi&GFo~Bw4#xfrTe%WYct9lX9q6s0I!alvn zy*{HBPqbBqX9dJS^6iEI!J7!>3zMm&cEH4H6g#5~wD5qR>d$sm(G=mHxL17r-+Y$te@ z35alI&crO5cj8ilpuhX)YLu$K&$+9u;r@}RK2am6St7#F@^tQSCIFDC> z!hm927StiZS6`vIp*g0?uoFa^0Y2O*VLN9ONZewflr*tANUhys+Q%n- zQO`FM|E`+NJq!5<^yz;8kJW!l{MIK4s)UolG7{YP#RpC;XJf*yZsR85 z+lOPNz-N{!vzj5Xj|e+)r^V;#9Wr+E(Mq+lwBV}{wSchGW%#>pef=!D++FdE`u=yH z6n(ioo76JQ=LxHdaYADKRaqJ25jTX62NShST82lBD{(Z2Ou<)KotuDp(!#=Y7=PBCT;& z?)?w^HvP0bc@v@Sl1a&_;>siy0pD;iv8~z#%5rh7q)hE{ZROdV5k}I1 z%N?TadB}q8IsDlr+q$V*#GKm$bYNqnoWwUUF#zVbFIyY}r|A=vj+^(ILfF^i<=T4R zt}~E??oH#ga{u7b!fXis(&Rk3^z9h`AGiBA3@Xzez<~IfVLpZ|w+lH=$WFp&n(cdG z(YYBb#hWOBa1gz#Fl4#Tonqx%dr!1(enVjM&27v=fomT*;H$zp!*a8#slxa%=rFJ~ zlJW5Gi`Z)&_Z|On^4Bh}N^iyeyYGHno@6eU5X^reR8@XKWMY+6HoR~>wxm!tHB#|s zus))id>+wWw7{h=((t8yJN#Eug@wnPEd|mQMfRY>oS&yczlOEj;)(X7%tq#lwpGvm zs#GYlp8(;&$D8>}U^{lXppjdOF}>hE^fCA@SoQUnL|_}VJ%^0>T2m$%ml?XzvW_0o z7g}|{z)G~HV3+KGngzWgePp`v(M9=XM^UaPiuQ^mVD<82z&ejfLd8qRp8v*3imv6C zf%o(e00jrYp~nYblmGJ?JSL)05d(RCi;p1aXDW|bkIgTCnbXJ_l3G*PF{Y-*I!f^p znJrfB+O;1hoGH_bW4&|RdiSsxg>E17ljq5fh1)goMz;1D`g^poCddvhU~%AHR(QrkvE9%f=w@NKa+g#V1(9_{sMBWzFf_d*jU?{nVdX;_ zaU;a{WA~(+_fPA2W+3tVvc{pl7`W>iBbyuJt^*A=Yx^W`hwuCcN~;tP_c7=^4%%m( zvf+)u3ubM0MOWls^lg!$L{!7pb`lL1u8q7YVKV!_OVB*JpvlPxbMgL##~x}i28-|@ zyQp_dj#vi2ruFwMux57H+FiH6uh5(!LZjPB7t$_Yk@J;o+~c^m#Qhmy58k?rx$X{e zr{6fddG+bcj4Cdu*0{W4i**=?J>Z9TAmq1#R6SL7rJIc@Gs2~Zm;#9Nj{?XB-(#(; ze=hqx8MK|pS(J2Joj+s-I75juZ#kb-m>xFZ_v-S#-YR3@3Gwbsct3Dg`{|DXtSKEH zY`m}aoK(?KIBIz{D(EoEG8n7KTCp$g9O`zO{G))KZYp3c{1*zShP`vdHXPj&y!Poy zxT?_X?YljN&N(j=hODw~+dq5L-)eO&rKLs`XN}1Erb-bnCR3kdBj0BP+3B1-R9*Qe zA7TRhYk{`Y%-MzXgFg`2FE*ULcwOb;@r#1yQ`tU#EX_f;q$+z3vcXC?reqSiqOivFhm^>&xo)WK z_O?xoq`(M_cUyhl|BMF`J=$LEuFedRAnCX}l{oL41^-h@$8lu9ntQVo{|I9X1VPfY z@5rNoP(7ja9q%q0_?82Q3eb%CkFMcB5veb?>wyYuFl0N1?mSY+ONC8Oj>Y{tWL-&e zhR!8N6k#d&inQx5)YZOtMCa(si`;JE2f_N0xS}PkC}|{d0YF#wm*Z?eI~pZKAYTZi zhDv(USd56DLR%`HY#cEx2sr51>l-}(XX@-GSJjYL#f}56-_>W}^;u4Ra=+0!CtKgQ z!$Xc*L@;g*c8G{?xt)rDy%oNB|KmD2Oi0RF~=PKoAO@aN%Kqy{OT;m;bK-z^uTub&1 zFvps}T&WqJH)Hq2(Z9`YnRPnV)8RqZaxu>IiuN*-HMP!;A6U-56y}Sg>h%-OytZ_* zVqT02Cs^cWfSJFeJ1{WFo0tkV;PkdtetKs-{R1Yw@RV@_XH-&WJz$t|I@@B+J-mA$ zjidN(RIA$R-57Nh&4#1|Z{MYOjM?mUwB8nxoK7j^1J(HM(15=+@2Gd-ROYKjWwJ<{iv(@c%nhvu;#J7Jz7>WhE^I{xllG_bg z0eSp^SW6$_sGFTsJdwcoJ#o6sElScFUx1ORiLS`Vn>?Vb`NBb5(i;=-Ee36z7S@1> zjclCSol@<*-oVd;yr6K0AY+p2hw)e*LEqNS4}*Bntk%*L?H>iHVYj+L($t%0L-+(C z=9sE93RAyK{CDwx!ySLqub1tMduhRg-NO5`;2%%g`2u#U5PT3w?&gK#FZf5CWeMJ` z28ji9c7QF|A_fVfm`h1qzi1iiPvblBlYS8zO5N@a1Rw@Q#wiK0TllfB$6XVD)Ux?B z<@|>v0S@)jGOiXt_m?%oCX@}{cn+4G;R<1I-$d^`>mU-BOB(%r8mUL*qRZCSd_Z|S z;k88VuS=>}#$aS;fzw?=v@TB`rnDrlzV_07p5BVvaWP zb9$cc3P*iwd$@G(2w%$N3X=DC3dxJ-%2F04=C0vsy^_BZ| zdG=GkWG8nk+UhiIk!}12TH|*~vFYFJryO6ae*fc4?TBqJo}L52`%uEITdTka_Nz&n!eK2Df=7# zbNbWSi({fjtZ=pv`zCsBo||{b$M#E(brz~T##tl&NvjFo_Df)e*6sOsbfn@}kBK5_ z{F7FOoCH*Se}}BeG|_vgF}(k2UpJd?aPQ{=`a)FXud4_uajG{y1`IMcg9v}!-Mz9W zBR=Kgwml!@xTekF-{f}p1WIuBC0YU{G46!ihv$&Itu5!)kRBic!vC=ypw|H zWK`Ya1k#!ELgOTx5;f5*(yrEbhB5+{ zqvhr1R&aLaK}$;utdix1Hu>$!c^$F5vCJUKc--^uvTgzSC zr!9-RAEAVVUheM1|Bfhy(@6*c(+Df2Xn4qIVkdp?o&_GX9_?arkQ=W#8q8(in~9lS zKnP-pM{6?3H_tl)(A_7SUEtgR^r7Oh101eg@4OU?qFp~J!`m1@NOCS^9U70hspf+@ zLv75~)Y?17aX>Gm&5;4)@*tu+x?D!<9eVz;er{Qo(GUA1Ra>s`%%IKqsk=-%(FPC2 zt=8v5z63N!U+*YrJAauTj{~5pms{ZWn6rM^b@TqajX&j@8PcQl(#m!w*f_Bgx1+&P z%I88DZ)pv^RZ7D$!M~3wi_@;3=!=%DVT96ul4ZX&Q)C0B;M`DVfn(>$IWd?@|1gE& zK8Q$Q%M|LCr02czGL89`zw^rmMw-}oJUrFKlEX@C_@Y`$bFw?m{GZ2#?e@1@tGWQ{ zP+r5!1IILe@00->SMF90Kuq{w$@|Jcy+)Ml<16VX8V`hmNzCtPa~-OK`wKFa{%(vErL zy^qD+>i+CYv~v&3j?%X~S;TtqX7b+fjcF4wkRl*akQmyG+V14>Y(*j@C9$0KzG5_D zO0A0c%fx9heHb;F3|7CSGY{pf(=6<%kY?Kpm24zzdLO)P8rLUqayTiTaR}nN$;*Xh zR+4Xm?jt8`bP2OB-@CKfZawxC&rv{xt+f}l%OtzCG&WLYAFVG^ehtrUkS(}63iwK= zKbsQvq{ELIrp|#}_RB4|7e+sl)^$I>s)XRgA&vlMXh-H7o&wL}Y=)$xV-G?s+!9Gq zc7*D;v7xsZ(u<6tQHO#s{@BSlfkvPnzd!RmgU>1+2g|jtm-R0Nz1rN8?8R^zgi%pP z!A!GQ??w6$hAZN1i(fXAYhKR=RJfxByR*#!J(5`8eb;e^a|()0BIC?C@kr_mNhkz5 z{50`}K9A7DMd>}TkE2M@wj<+5%ex6A&Ap*F0sV77oHsE(Eg-_vL+Pu2DJ^^?TZhVA;TV@bAGy z`n2AN?lnrAABZDD&cu-X`F+h&_-LPX%CesLnM?E><~DL6sxJn#rDkuTUUrQ4&VCxUbf}d z$4-{CeZiv0%WNyJS14=_?nS-Z(E4e3{~M7|arrJc9MhB2L#gVv<*y_Um(Yk3&5LKT z`fd|dn-X;JW1ob+Z4@g5j(8WcDgBM{_V&Tc%TO?WYx<7%OI}*)@{y=dub`3o*nvOH z$4X6Sd!(K~LEz7Ro1Y-o{fP_qmzm%?nm#${-xciIwqG;_9F=xD=>I8883kBOQEuADAYIT()vOHtBDbPmWos# z2-Wr8->!7~W@<@1CvaF>TbnU}8R7hS>QPq3CUAQdRKcnpP89kWsg%oig$6-fH+aQU z1{D5#9DKO_rG?QWO3_J~M0_)}t+V4+XO70&}}j{U!%q7jFlM+Vn%b8~+= z$ji-Dn?Su5M}8Cot>wqS>_qbdd#m1puVl@LT`92Z)s9UexXp&|A?8pmMszNj*F2&M zYk1-q8&9gwL}F+tz{lI$N~ZVWWPw7$L-u&oKmS8UE$lkCM|Oq(skFBY@5XJ~kEWD( zy442Y#Ha~|b~EZ>g$_S5-RdZ$pH7}|!@Il zs~3Oa;T5c;S1OJ4q8P3|kL;3RrENNf>&bRWp3ogQ2~+<)Jaj21{OmhiQFbGM0$D@< z90$%&Qo`f!#d)O6Nh5?c_pT1^Atvkrc29#X(=*Bqr#k`?4nW+%RkN||*Zh_7@lWpE zJGUq3m8-?-p~9h5Ls7piV!sRcSp`64eev`Ij#&YC=*w7lf-=UK@6)-9)FIlik1Hze z9<-zg`pThZ@t0I)tPnz)l2_!|{0XDxPTPBp_zQ~=6sNB|)PI5BU>2G<_I3E)HNFLF z;Tnaqne__N3`!1_BCM3u=~z6WO>$a}ck&9_yZsZAR{5QlF4;QAH;?_LiMgmzUoPqz z8k^8zY(v%tYEgQW0RNInC{6~`BBS6Buk4OGneZg+UOE&@>I@jmVP|J|3jt;L^5bQN zaUWa+mf4MXO8)O#;d;J!b)nP{gAIm^sw<}t*$VPc?&<>^6SpqCFY(DcWC|fqA3u@{ z-N}iS#Ebj5>_|0YSBgc>P9LFl4WAU`8=88ysLNR7VSsgPYuw|0a&~rh_1tib!;yyi zvt!S*H~4=|zQ1bp+JA*_)~g~7iZq9>tI@%6q}02(x9*^}M`5Y3Wzl~V_r@~WcB*fx zZRluuq~W+saRt`TDMXa>XdAW!nh_so-qbr2gj*2y1|@`&#bNY;wz1$t$=>NJUv`Fi zudm%3rXC)GpO;IDiN(y*ODD89S}gY2ez6(6eLmyJ%iT}ic1&x|F0x_fg}IVV6JuUA zD=sQZ5lThjgiHm-n&8&r-gbf-ocyh@M+wmo#{-|d+1=gJ!^H*x5JvM!f?@a7>s$Y1 z`)vZrqGSwJHxp4WI*q31H@7%!fzm0Z z>n#=3r+u{&0b7}5{1eAm#c>V3wf$vfR+PWsmy#4HcwASx*j%5eCtU`!I#x3X45jdA zOJNw8jfFRwIV^bc)I*jl!oX@~7mS?YKSL4DUDYdULRYxb^o zxw}vYN^EFby8B!R?QZeq-7PceF#^RK?xaR$Ir{RvvWi{Y5C2;&Pk`}GIh$|Veh6X0 z{82x7a40y9TMx>e57&!Ob?LgN(tzO3TOThu<%0ExXJu{A5r(JN+bvA)CPM8e(g*n7 zkT;tQDGN&_U2SGnMLq$~W^qPhBn=kB#)l_NyWgrcoy4w_eWr! zbk0ZiMb%>jhHgdSn@Ul?yrW3Xc-gbbk=XvA-fbupij5i_7*NGulY~7s&+MBU_|}No zkgm%~A4qdVrhJ4EiXv2|aaEI7(Y)$c@$>G_ak!*+Ur%`S4)xVR^qV#Nbk;L}SAvja zj4f!%#YW1@y>Vswcz%o(S0>R;R0lyIjXBw-doNW0TbCF1dqms3BlglCTq6|5nRONG zy|9FE*Xvp(EX@Zk!tABY&M;5*VF8t89r4{R(vpTQ3b|<6I>VPLyMszq&yBg$`Lt7X zZLvH&;3Sz|s7Pe(Q$eUFglxG(`BF+e!%wBOCDSgteb#iX%gLmiYkQe>6`#8}J3E<#R|82?u#5-f$w8FN6d~TNi zzzjum9&w-CU@EKm&ET5#=hg7#RS{5|h$l-D;@`c%M1U{$(ShJW(}Y*4*rt`#hemM2 zk*#H+T#pRlp*Ahhd(}}uD{GviU z&`qw*4>T%}Ea`ajn|M&xabx_RtE{H_*{F58M<`A2f}kc=L*K(I)7i(S+6K^axv@S8 za!LhyF`2Ex#!D;sXC^>g;XcrcH?dXn*jZ zTY~(~&~o$eG(kPYNmMQ{s)EP{d`jd0aZzJMwKphI)Z&gN_Y?{l^p!qh;XOh6PGj9<6oRl!9$=TkH=y>3 zAr{l^d}YuQ@U~TVc6giRX{tTx_~nHqPr(PkC&k)YIoZrFGXZMfX@W<+IQFIrk!t1Q zS$<&x#5>)~sf+ihe-c#jAZYG1IuuK5HaHYQNGoOubaCz}&zGMToq9vcO_aYJ#eUhT z>i*;XueGr;mSCc>Qcp6oq)y{D5Kj(B^w**J^-i-AbW&|Y6pfR9W*~15Pi$A(Km1b2 z4Wy}H^-pN)6Txn;A_|YK(T2-BdiUDkQ{(sh&1=F&zxKZpr|OUJC|^la#|O(PyHz}b z?TOEN5rO_V{L)?c`nXyy;@g?N5&$#!tz(>4Hds@IV)K0$g;9H?UTKgu_3Ps#W-erCoz=x!0@ua zYQYp@Vz0kn*FL+1@a#n#dgr}I9vmL_UjLvQ9-^j@D*5>Bx!OSJnpG3j)}V}gQmC*( z`rUR6E}FWT7}K2|8#SQ5noOPkU1RoxduXt{y?Cj?EJt8vomx)RlIr}@(zL%OrP*NI z)wKsH;@=VkThB=t$d4t|{BC?*$}#x8)2#G4A~qamr#I^n-R@-~hg-J%Y^{_n#m4oP zzbgNmDjbIoQ`EH?9C5^IAj(gHhdHxc`rIHbDDx0F4upMYXE-%7aa5mhD%+n1@|dzQ z@0AFJ)fe97YT7O4YP!A8sGOx+v_SRx@LGd1(aX!r3=H{GD+1SxwgmK&Z&L+1tS>#1 z@3eFUGqCbPF^+THZLYfRdu)xNY5^^&LtsgtW)!&h?(QxSbcmV@D5aI~VL*hAmh;Z> zK(*Zz=MN7n*-})o5dF;w$gJCIv$7YicK^M6z%iFHz2V7pI9Lg-t^H6+RZd&ZB*qZ7 zjm(QEI)4=)jED#tZK7>vj7HEyy@|U0Wn#NfnNUJU-^00vB;6ERe(~WRS&@Gt);`B0 z=lLd#tGY>P2jW@me_!{-N4D<0 zJanViIX{$1TRVRuYJH_SdEP$w)Wjj{)rTB98<#&Lpt0v4bZrev@FV`z=}ZcbV*@J7 z`Q~)fh^dv%@?wegIOnd1g7U>QtA9zVkmoI2!xwGng=39cLk|Xa2m}KDhiyL4LAw!? zKUa=Z;%UU4j)b(wCwqy^k zZ1Um3L2rIuet0|3mM|6-5yWD$(P-XSf>A~#eXd4PpzxbK_O-~5x>fXu|K{xybSat6 z?v3Wabol6KXpDqmOFp~C{##ptmvLpV8QV;?T;pei#7i;W)}cDg9w^Fz%6+7&YU%sA zoDyJI)ImFvdwpCHMQzo#9Mgt@-8}rbZ(5zAyexL}_1N5##rb*4MNEdT zf;%0{vvqb67k+dS1bTcPn%Bc#jgBP?_HlRrvT_x_qHUZeE+LVcIy&HGx`OWL>pHrY z){28j?NFHGwNo91pxjqGo*lhpO;amNwM=cVF=2au-a1%nLcpxt08>b}dJ0;j*q=yW8wQuGn)sv) z8rWez=s|eq!}G2d5bCoAm9@TUB4ReCb0IV$82a2p{L69eO_WjTuVB9IRHrVvNS|a) zh_56EI={0Va`%n&l1f%k+Gi|fI{+bTlYKH)9)6VQ^|CeI^l!1-Ee@A^tEsy0vEQN_$rd8; zul$_qQ-;%h0vg2bT&4U!vEAnVx@1Uglf>C3Y?M)3TC;xDq(MN}!ZdiV^Ah_i*cGur}w6buYmy{wOS^J)}*I+OovEh$5F(ER(mLTJ@ikGJ86?Snjf30 zC^f#@-nDDnSR@!Qz!(d~wg3Kshuj6nTE;w!3=r4M#26G^2>D;<)Ac}_4sZOE2}oI@lbEU$|VwRXo$h7BC*ZaI8{`r5va!l_?~ zvI1x65^Iz^B}Pt>%UA@8jaaQ;8U2%&7{1)an^)VN0B!2Aqpf>O#``|A4tV zkIJ|pVHIZ?+kVI4&lz2yr+m3?xG!oR(bmDMFqR zOUP-(7Y}wITWr_?iUiPz2w8|%UyF4~H0GQQZJ%vZ9Io-n9$Ed!4(tvRZV2hXwYicK zpZ8*rfG3KzgJi%}s5ZzS=+BbhZH>LQ->UyLEguhmT_86Pm~rOM?6!UvT26G6bbb4T z8-g}L-|8SP{Fxsq-VTcYcJ68mHQ)LBu$5EJ@n#1aBJyv0<%$xdvJ>o>*Vbj*bNj`& z9qE4-B>gR#_W#iI?(t0j|NsAH7^NW;nISpLImYHxA<7|zlv6pZa>)67UeRF=Mb4)j za+X8n%#t}~R8Bcf!(?-u^QqtS_5OZ-F8*@aU!KoBpZCY@cD>#1KC@kTUUnH)dkw1& zh0G1)T&?AE@J`(EdEf)8`WIP#z10b6-1r^1BX~^pgI~BL`E@9|IezirE8exIcD|S0 zNJwCFfJo4+f>3C76qk?GYiiol+NBMs+hXe05^kALc3zL-{q~&O-WZSSdyj$NMr&B+L$(Vylnv9>=+^$) ztb<3Tm;C*LuGy5j1v>-*2Mr(^yCm-`5Z=U_dB-e{;f05*L|}A|CX{e09^DBEOxC_| zag0~TvWNWcQC~A(JnF3Vi>^I|WC!T`ZK-}UKs6f3>| z#=26P1z4!WN9S)_*XZDk)0STZYzdu&=p+1{z11|YF(XDEhioPGnx(KZ$gK41iww%< z?*}94At!#?Nynu3%DC8$*?j|!WmqB9aOrda8u?+)M(B>ZVtgm;lLq~K zZJ5aVApg@%t1;F#*-Fb+#jjXZ!e3YwwyzwE(RENU>I990-NTIQq9LkhHSYahYH>&; z_RGE1my*@v&4h{5*c=xY%FichLXvrsB zsp_#yQs3e6cqY|pD~>*#GY4viP~53+vEQA!e3Kvr*yND$lpw;acT zHg-Np4RWyr+Jj5G;@6SvS%ulp2(>gHAw{2BTsg76U0^G>{&Tx}QfTK52HzMq%r8Sn z%_dfw%w??^KpUpAothB;8(J9At1?07_?axZb!FOJ(tjzuBjI_@@ofknq}4c38qgPAl1L?2-RGA@)7!a;AxdB|CHP)K~Go!2jm*?_TI0%u2u*(qr=n z#vf^A*}-kN(Ok)Y#V7sSU>UGtaBEB1d7}jF!GZN8@m?`%Vo%-f?D@faYJ#q`mTlm< zzaf*1igbq`BMH2FB<~1h+m5;UnGW2NN6fF1RG~Mn-x|;<8h_J7_h_(6EII@VJN8d*zc@VcF)s{uEJ?uk zUIwAW-VZ~; zi6NiVI~M-=bM%+phTkRG^hm+vL+n3^g!h~p%(MKnENi|;tK>3k2eWqeF&2*a8#l`Q$>EY{(p{?-oEumnvAUn`Ed(HWt z;23)g|1p+qK2Akx2Zp=f$JT8flWQVRysM%&;@kvlmb8;CSqke6RTGdL3)5si zRmJ(5HPQywRbW;C8@GDC;bc**rvhrmC@?T`Sa4&q+#|8Cr~AF=3*{=`LH)%SElmi# zp69LS$1646wiku;!W#z|s%p;J7INq$USz_;grYfqy--=cwZ;ktk@dwA{M(4Xk;UC@ z>q3)j(f*Tt6m-egSr82*R{kMejzQvM*<}5vyAzX>{5|=Hi1qB&-nHTPmDA7~^vFsy1yCRfTZbL+v1AL+VJ`)^(O zGd;7*h{)q7ouR({dteG1dL|J#>VqrD>tH$SInZRR5Ue}2*duoeq~B+1M}v!@-EXXNi9tJZ;~!oagE*3cC7oe~;- z3^o92^HHlX!aID;b)`=FOR>J!q7YB!S@*F zV)gZ0Zp^FgOI)NIJ5TE_@N!4VF=%RGh=IM|oxSab<}rR&Ts2>Sd}@<7#keJ}T;lb; zND}jHvn2k2KZ-GIoR>CXGe+_+uaWq)9iy*Yujg&gQAqkR;uYt?Wv?hUpT0J1AfUFZ zu}t)Hgima|X0hYiThRHeO!F`*R5=(N#*9>kv7uQ6sb-G9v1cQc z*uMp6DH7JE1EchjCrb|{-$w+QQu!p<(-W={v-i{UXO9NtgWhfq*T^_DDi)Tt8QX&C zfOK0b(WfJ(E}-=Lx_19I=V6Y5Vwex7`Y!?ZFQ{?ZHuA{rH(eKhgMAkF_XFABQ~SF( zUY)Z?%n@4-f`|k~KP}8kL>y*)=zR8VJ=ohf00)&$Upexy+E%J)8*A}Qwmgql(qh&z zU8o;ZqM#E4arpZ?!ruN>Z-{CE2BzxFHr7RfT`^F(5CYb3w6FV5Q()cwlJtVm7@9J` z9)wg*SZESJ;w~l^JG!rR#2P;jALnv(uATS>%09-edfESSB4X`m%R%ougm#2m%-@!B zfdqzUXP{u)YAE1I$*_vcZ;O~M-3p`FUv?R2;(A_du|B-Z<8aYKf95FU7%+df^!NG0 zIj!_Hi;bg9dJ?HDj)=CP{bs5$;h)e@y2gBc=drG1pN`R%#6ilgupBVY>#EY|bHV2y z%(<}kK*yC-?VbqqVpE}sY2po7wXbh*65*7 z^V+?jprBIV+D9sQ7R+Y(B_WNIppe#wuy@OmSAiM;(;!4@gkN5Rg0-1CibfGv;E<4! zeBYWs;K3m89OskId)tq?t)3hL%$UB1JJ*(*ENsqi0hh5v=FmHXR~;^6dYdgqHTzK* z(vjDR=(xehE+g9=1MoQy!aZ(Vj&sJ(3oKX{%m zA&I3;cb388o3z|_&>4=wRw!;=(){x+?yrvhhmWLxW?j88oh4baqsFOx&}MiL_q52& z$zZ{vsOyo|GIwSW+i0H=eoLy?8`<+)B3hBdddtI;c!iT+Z=GYE` zlB1cF@D{xo;rP&JZ}3s|5MX9quhU3?jOfkn?+fc+x%~$T%5Ge4%EtI=47;j~0a|Fs zV^2Y3UzTeP=9Y%`W^VF+!-fz)qabr!j@o0}xP@p?=QW6&!EOcnH+spf@rj9HuST3s z1Ey)e4f>@#{ujSSfC&$Nb=5ryTr;I&O2%qRh-Cz*13HSAX3R4G9AIGj_sQgm-O|DLN1;n>LA* zG5c@Dn1Vz-;4b<7C_FqIWEL>OtawI_NF+iF+d|@Y58p>4vsZgi35$d8R2i?H^eT69 zg~jE+{JA{6wl5RQFTkO#mA4DOWG@iP9;6H9vy|iXJC+~(y+xP#Z2RdCeR$ZNAN|q+ zJ#z)^1ZgaMn0L}w|Lf8#+6Qc7NtCqHpXxj2=A}=L#3Ft*e5yX9hv+(a`5!Da)Aq~wFy7=3yXYqLZx0l zL(Hw+35k~RGT)|@5eEmENvG8Z$9Rsr+w9qZa*tO8o-{a~7hAe2a-iAS7O;51lw0Gw z<~$vy_<^5SiwvK13yYiKpX4T}*W+OlYc$#oo1z-t9mWgTt33slaAX3hri(H`!TrSh zeBlg1O!i_F|4+zSu@!J+$@us_iGfGOgGHygxw-mDCWc;c*Y9#6;jYAXsZ`xP+8IR$ z30i-@G@z!;jBW6Uu3(}PHjVSonr2mY8rpD_B?Gf7rQ zCAwEYLG=-@JX|aZ8Qr0@fmBOMXyl4F(@hJekUUio7_2>)z5ui{!vSBLC-EoH%ckK_M z4MvLr{zfObty@QJ;0zM-SLZXT7(ok=f8jmo?GaVT2n!^u?7hIrpBojN$aTzN;|%Gl z#-LY=)t;{QXuz1fv=KjWToQ~xTH5Mh%u@y>F1PKN; zE|=A_{2AwJt-KXkZh3h-SW+P0Gq*(0u4JS%HbTM+kKAvMw|v*Mf)Pu6!p40VQEWEp zw{Z^|#B?|p2_mjRGGkv~{N_vT9-XDP-J=!DB*xOsJREz7w}bV@_j}Uw^3ikx!ZYh- z_#9YsjgGrm-}K}lxak*g*6e$IC#vX2(%tVq%XpgNx$8 z%qLwlnw^f|*(0GHRlg4suLI;%{oZ+Yij=MlN!pe$&#un2qN-YHr+tu{G;l$R9^`IN z)yf)ZiJpCZ>AGvl;i-YNx;ef**&}`}_o-h*hz0Rha|=CWH{o=@7E9IOKsbRKaP^M@^+iA<*e^AEw+)3zpZLQHR(!5okOYsqO8Wq4nO= z!Zc<7?|l4S%-5=`czYr)sqwmSRDIr*N1tgW@28ip&j3TG-_r6tRt6OZnvjE=$gPOp z*imvreBpaUl0r@S2KqPd0%XPPCkVMjpLh?qCL-L1s)zM z{IY#?%Ty`tRvvnPm|@T`_;gj`-556eD)v_RS|Bmlmd3tb)_zb{Eev<~W zl`fk-wGb=xehbUqo6v!N2W?x6?dlk%Ocb?SQhVDlaSUtUn#OvFx)pqw!)$@Xgo7?dg54Sq;cIwaCKvd)jC&2f$sL zj~!nL$S%B&iR;DMf60QetcTA&gM|c%CG3CD5*W}==^|Y#VHMu#Jm#Kv&*agS3)F+B zF&6JE$9rlM#s>!nFKScp(m9k_hRl`VU-7AdS8y0-RzI-LK6wrEuhtzm>?YJ2Gfu&=o?PUDxmQIW4MHC6e3_IC zz#}%d{XDS8FK0VOKD5P8&wA#t1+VEY?3d{N)H9=xSD?JZ z^6KK$PE(jve_JUFM{l_PmB_;-m~-s$^IK!s|BPc+AA~q>k<9b?tst>6B{NsYwdB`- z7!>rXlby^qCA=&v&CS^}o%HW{!sJ^{z9exA>qQ6!;lBOhNF4rZs#dear=S`#@W61X zURr}q8m6Ax2>=_$s%ugDA<>wohwkZO&ioofC{0ZZ;0-6VyR*YwXd9+^cyxqjzV8TU zy+uenuXRC46eECn79Os3Asob@2$>1Z!o(8iYxICqvbu&wtofNi)pe()uIrN`3j>)Q)P_S78-B#7SF|Gm7b~DM=Hd{kps^5&{6Z* zbviQ|wF^QFinv5zXNWIw7u31&M_yc9 zf`bXcDp>!(i{R4--^SFn~zxM&Puen`i zh-A5R92Wd+=i3#(o|pZ+6H1Q6?zI}rBrdAMyV9CPZ|#AL7L0qr7G)|7Jmc-Qy92-K zV}I9Ao`7kY#cn7gu})W@?#|KuDA*N7C4({n&h3JAObun)Ptneih?gcrW_#NZmEO92 zVpu0ZYyq+g6DFHVTB6Zp5JYgo#U4)%1V<`~f9TsW;=-pn%UFoj{C^j5bHMF95p4RX zy^(FNE_!LUwY3$gA7CuZ&HI z%zVm3kB#oyW=3syYYl3{{fZG^qY!aIv45`ka?|ra54r#PE$b-i-89teXm&At9oNDy z_GEm2BzD285v~m5M{!ap6zti`8rmmcFMW$;0Z^35lX061B2gm7YHR!Z`?)e)WGP8z zvU?`_P#Mjib|MCvua$VH?;{{w^n9?}s6M;S*~n8xLnPL^gTK;OvR^SdPsth1cHwsb zD+0U?EKKle1EGQXw?xlCW;mH#tV)bhjezth!!%v4H(uV1r~k3p;;|W2SMJ!m(0GlBQ z@;GW0e!k?WVw4YzI3=Y&u0$}d;uhA|<(HwvJ_Xqs2#@YlW@e6vOcAB9aOBa$Hl(va2!;M=PvurGN+)&C)66yWd*DAlM z^5S~O@11bV-M^pj!Uo<}SsbTr<(8HgTr8F_TO1`qgA?8uZPOYjAwC}`MQH7ZEK9d$ z$X;{$Mb^+OM)^VSN>MF*AEs>gG%}fR^r+`nRm0Pg;;<9FfUTYcvS$xWte9ruF+Mb-j_ehX7%pTXD^^c<5g37q8Mb(}AqUW`j@?Yv?b z5;LnH=kuXIiaxCaiQ~<+WJMHPYIM+>>Xnn0iEbv#S_@zt(m zP0%#iX`sF~=Pi?CI*C69!3Sz^TJs3OD>)$69|ljo(vK!gh!YzOOZ+1-yF=`{AI66g zg4gbN%w89IyB|OadTE$YzjAXb@O%!vbzyCtq{1C49*|O&t#xc91vB=wIlrJ|s1FGV z1(3P1owTYU1K;;j5|`FMT4;JK!g~^!&(k(@iDPl4mq)+(_BE77YD9!VK3@|noYNQy z8|VOg?h(gJ+#_PLCqyO0J04o&x+&2i;FCGjIu3wHcs~d8K>UUwQu7nOt09{4xh2%c zuJm!++qzfdPp4>Y#bX1*j0HS;h#j?y?pkP<)1T5Nu@{_cX6F>X+giCm?;lTH(Fkeb zo`q07|1qcN?i67+X`;^>V$jI(1!9hIQT5+B-fy1aY!gwG9_f*IpjL8MZYOW-Osx(R z-2A1@Pbt?>p;3fTNB7sDfM*wW{fAIJsg|mwYr#xWf_TG&kCO)%{tg6xr0V=9fC6aL zNWFM;)lS?^tI_J~@ucbDCz5Wi`su<9?(jw1w_-7M5{5iodcrq!g?(+7(XxduQu6o7 ziU^!ojwn}*!freWdUmWw=Y^{;qht0xD}P}n0XnUbKX}j6*Oy1B2{1<$v^Tt;uIFr!d;*-GYj+D+ zvlXQ*l2bdL;ga&#fB;jp6WLWPQi?D{EI>W;+#(cK9eqy^($?iz*kr#EN&bqQQ;ihV z!KvociE0t^gKU(S8mXIJ!G!)9pM78XH+Ao#cRk{7B92i>(b-v9X;`h6%`=!jY0!}k z&4hh3jsNhMv?{uIBiF80&4w~;H|OcolSu9_}2UH(*Wuf25l zeF--L5!|tGI7Ec%%NHaxRmQ%z-!2$^g!w>UXj~4Oe96JlcKYdWy`R0;jeeF&oHi=c z+;eXR;+J`Uee(L<@&Ru3Zt|oW_wFPw6gAY^^A>uU-H?H{wnhb}qh-mR7RyMXe1}j- z?(0=snRC?#r)>yIL;B+i*^#!{-<_+2*aQ}G-(kPa>2kE_8V%7-H!KLTh8ha)FuHQzSIqa;m41JH0(D9 zm`=@}QTI+Z6Z>3RszaBT^NuDCGEa?^hE zIoq8a!voLjvWb+9!=%_dUvUmwxwixy=35YF0?=GqdRVKQ9CoV8ng0^aMAX=Lcuv7& z0@KjmTR*&rM^&=25MDbuH|*Hp8{nr0!>;17HEr<63h7avhRR(f&GFi=>rB~b&c#~B zR{7cfUgYB%jl%?5q~ah)9{N~~RpU7SVPC{1f_Sl7F2O{Q|7hnQ>P9r3Nhsouvft;U zlUbm$Qb#4qo`0Gw8i9sF)1_c=;n9Ts=Nvu(0mWU9K8R-rTwIpiO2rz#`{h%i&j0Tz z>SGPdDJkWw?_{Kju}Lr=o0-+Q<=+&2A;zB~f;t?0YB8OAs$-{iyryQcGxf(!pjCsCFQ?ECSAHkw>uNOMj#T(dsHb>z zE9xhTWeS>RRD`5Yk94V+mLk0_eRsZ7Vc}vf+Wll%lP*wDBQ+B3Q_y*n8f@h%LIlMA z0z`RnDZg%Y2D7ole=YK@4@17^ElJZ@E@>#eHrDok)Gztg&-AtL61ct}fBDS7dA`o*J@^!c z5BhQZCSfkp>ZdX`x*|*^?Z*)S-!v3ekI>B7?FH61WYmL4@IeOEeS_ezMN;JY#DvwB z!qn_7eYGEN6^M=wc3|-Ul`z(|hf|v8cP)p=<*M&>vo-uD7Y<%|ukPLM;W;`bT>RvL zjobDue)WnkmdIph)ZCdiK?6~3J;#`hz`CT#yL%KN7QgtqGU|P&_iI<%-Tx;vAsTLn ziAy>^xt$lHXZU@(uLhp9aO1UMjw@%Hcpp>7M?Phw4xYo~?S$AK!9IW9bJ^y@GnEY9 zySaP3km$&q!?Y*#s9-6mm~Xf|?CYn*>x=QW(LO`6Sw zqFxPJXpiv-*ULW~P}>HuDQkCZK8+1)XJ%*Xos9TapaPZ;;Qbm{%&|&v%psp?7I0GLd22NwC z;3y2Xo2o58_x(o?gHUJow%eq|e?+(}yzID<+Y5R9RMA(;ZYYx;8D@>p@WgqsY^7cVZo0TL-AT^fw*s zw$)=!Eu%JiCgZdVyC=IIipG|a7xZ&!R&p-Y>K&tp_~Njf|fp}8mciqSKD*Sh4h{YouM&k-Cy%^;R}qT z=?*PTd$hzYcv>UFeQhP%Rq2J>B&Oia)fe?-xq_=NeglJ8{rwoD96C&AyI@uNw2IrW zGnD?*M)ilDK+w#lz-)QQ!0C303+jqdQK{4yD<54ANPJPEp?O#1>Q!A~Hx(Ci^Ae7O z^3-3@D!0kfQt66O=__veO~vNiI_5U+N>7isZ?@Xj-x8z67>tBW1y z)IZDg^RflX!R9YUiiC3b0a|qbD*@%j@s|(<#JKQz+x^Zk$78jNc>jsrZp}-CW?!}d0fO5tjA2ZGx5Pn{9PqAvswNU|i zUwKykKEb$)4YvBuQ=fbVaJPb-K$@=)xd$e|myR+&KFNDVI4aRwNVCO9-U?)bdV^*D zh@B~2-T~yHlTx|>$2$dekZSz{+ijKq3M zGH)UKMF$DZQjAyIQgTDjo=Jc{SQl*TIPFMK%45_H^J8nf`P#}W%7U0c=YvaVZAP@r z^;A0}Xq=b6J{z5)%y}7TzpQpdz3tln zA|tXKkAjMax-V&K5}OzzIAp2_3NGqtYyk^a=XcKIS!-V4I!zct=WPv*Bm?8HAAnuz zfaY=Aouxn}!@@05Jyj$H_xEX*y0u7RHV;*)t?>89T2SG5_7@;<`f^gm`7ju<`yQh3 zz-lCv&p$((Ct%7FxkWKJtR;s=Xr^spHj3!N5+l&RnZcFZSBvswE^UXW=vH6$Gzn#q z;3sGzFtrvK_yKY9u+E>_|4|v8R)p1XMkDcSMwlvW` zJdf+`9Rd=-VYc%T#kFlon>Smh^S#(6u{mGE^7Ky~bRMD_R=0)VS;jk=p)!&djGNwj zJxxlMKDF4+Rg=J-38&OD$Tb$vwN8KNFxVNyfj)dgd}Xa_#KpgF_5zO_l7_XJNxq14 zgw0fOp}wwl+l%3^@WjK}pBK$2^G%*9hVV)ilAoF1E|%#Fm^^jz(A*q|1Hbg^TgZuS z2^;vn%{}h`mAQtA!>`;TqW_!E-uXLpd192jEfox}8{#WbOuTG0zmqa5EXs5+x4Gq* z-|fD8^7YlFfL$4|9)bxNt*v8gp8|-?<8}xOukQ(nEkRfOWrt+`RWRoCHBv6f7;JeU|4h-<;nMpYva5Y&V>|D!b0X}4 z&YUw5OYh$Mck7z@5D01a8P00GSl*}O0Lx7XYa+oPL`Um zP7X3d;76Gh5r-arm^k$->fX&v@yuESHFHy`f4hO_C+R(!c6&pkzTpiII?E)w`Gklb zAH?7C%-XSbVoN==t*F1uJjB^< z@cR|xr8)Op_M)Fb(uprhOXVcj+8-24NHq#xi25}v_M@cq>3dOopIPxj>VX!pv-ip2 zqTBc>n)A}Za!l!0&sCj>)>eTMnYx*Bpy~lL4H)(Bq*71V{8*;X!SCHPbow!_wu7vp ze5ba2OAcMNIo5EAtE6}EO#iW>^Y%zrlwsOJ!_~E4hkckj$7i2avbmWr7lw`r{WgNV zds#St$$v{TGCjwp=zd2=g96NvRp^{;p3*4uK|}jB(^y&0X?>2r>I_5G0Qv^Z1SsO} zlS%^SMykh)i~<&b;sEi+oZwI7yFJYj8jeT5EnVMJIiJb=1@nX3C!a0iU|73>cm?C4 zp8?w+Egu0I1>Rzeb;&j4TGS24!N9(~A%XIo$vw|J(EjqS9pB0;d=vx=`6)Iiq1$X;bo0-c|eDK107mL#;Xug)HcH$yRa($ zzZ62U1-e=1(`83FO(8(Ie!mtiO`d=fPX!xPCoxC_@pRlI0?VnL1SD^7Y0oH`um9q7 zS52C6h}i8!&2y4K-CPa=U#s{8*8(`?35OvS_aKWje0~30Xgm6}d@uG#wGzmK0zS1y z79}OFv+#(h<(*HVr$PS(7TMbe46BML7$#qEoQ#*K7-N_ZV%BJXTUYK`_ z&wTIP)t80eX`TdN3-r~LzBgb~^!g*aMw|ukAnjP(7HG+LS2 zPf4rYHil5ev{Gs`pJj=hk+`W`(%>w^@9z|Eqo+-lKQqgp?Tq?nIlpP_GyhP(@*lc! z^~+_etkU*Pqd#o>fZX7Re$gcR7rCRl*%kIEw4pZp_^-~8kNOCJ$)JC}G4`v913eCb z{q{|w-q=!7{}q{D??x6FXD$M~7MiWhnq=u#r9sNP1PXV*FjH zH=Z}F^=kU1t?vp`VG;3V-BTt4lW+d-v40i}jw^#Qtfp#h|GJ~lQFt^(jQK-*Sis8d zab%7E?~m0V&PM+kt#|;5$)*@y;1wh~Dj){^f!g86|5;dUysm6-`PsB6tI@dKx$C*> ztj0+8IPX_npsR))##jz^4@tZ)G|gr5XdoFijYKBhG&e5#;$3e~$AQdlqm~Df9 z91Ag!RNH0j!*vr!n`*mSgbevSah~q`Wacq}8*InCQ=1VJ!>;}kJ@ZXU^|iHJ5YO~Z zQj%rLua7Z=9L?fLsd$j|G@%vFhU~hT-m`MY;%qS z&PppQE4oE-6k+{=p8{cF-I+kGravuo{%p*|8l?NJZ&A_}QKX0VurJ$M+Q3IC0Qf&% z1I8Mvxz{T114j67KhssfAS92oB)1NvdU@?|p*N}WZ?FBE9An`4hDUzVd@|`b#QW3t z?Icg8Ra7_;BphFfz1Lh*UeHm^o4Kv|V452B*YEp*j1R-PLuQW*qo+T{KlvAa{0rI2 z6IxoiYyNX3xL0f^cKaQ=PU^Ms!cLRvr=F!INzF9HxKncsk^qmo~OdEWvU*SAV+ux{1hGIXI{je?5Tmp50a# zPlwYApGIgbj{Q};XLPae)AEb+t6w_gD7BX6w+%+>-CCMbgmQ?6W<_ELR@rwwIlR~k zYP$C)S2%P0XHe`mAO8#`S;-O|WzW4?;>ZPQ z@QU)!-6$0)mf(I8Am}|=kJUc!5HSY=i>~W&*10|9y&Am@{9`USYsPGpQPq=&VsE<# zEbhks(WYAwPpzxL{k1YIlbu@55tLe;tOzca=mf8Va|~HpXf%AFf6d&l8%iEgHj;TG zdPovAKMGb%W2=0%A(W{d{S+k0cZRJvo-4O2iw*YyRcvmq3+bj?J&U*)K8M>1|@ciMEexQ2;^rhs7xJ0o; zRG(p~c%e#0*~(g!*iXaI1e>Rd4+mnK-1F}>u4;=}|}O{?qYFDa#;0mtd!fqJ^0lhwCCI>J$)Big@u zwik&)zNknx%YAbqd{5_7vyl$ev=`W$CYW7BK`}a_Punmhtm^07la6{6!Z4bii)*Dt zXa>a^BHADc$sOl)g*t;i;XRRL66y0ko^+5I_qmQmQ(TfKudQ560}^e*b;Tm+qU@X~C^ z!sei3_T$}Lt>$G{$726qX+Q?d@MWQobDt_OBT8SDyt3gXN(Hl@it_Tu%>ryIi3ae2 z2-R{4rS{d+-RC<^_>_S|yV#qHf+_xUcR7yk`02gk?5RP~B(!Q~ZEIHbQe6R|cuy!IFoWkO-U}G2Zf-{PSZ{twxgSXSo94Qx zoVF#foTfFu+rR}no2rOmQwtF-c52ly-63^ARy-rtB46awvb$2=4etm!(;jm~$j|l` zJQJF)kttlXU1f{%q1%iy@S)IXz_9RgESv#>LX-@y>)c%>A!EYN$DExBwD{f4NSy1( zGAI-8auy%(-RTe|ssK%AwE^)|CJNJ;XphfBT!``btPAX)d%cjRe?t6n2c`WJTo^Ojdp+Vfm6v-+V?{~bjr`@K9d{d zpw#rdN~!pZj|+|uqS$ZTEq259DHg9>_`V3I7-)!-1UrD;Z9scd-Q6)!f!oTH+Qqko zes%$e(}L-&F8fan(=O?@u*!OY%#4r2>CukoIvDh9t+&P&D^x>AJp$X{j$bB-iM>1Z z@y-=h;0USDPgItpe9d!y0S1Xt?W+lUDSXukq6LJ=R~mY@RHk6Mnl&_x8rLrEzsm9- zPx;5TgSp9_K}IYUfsN=%pG1vCx;rf0BKm{4S}t@EMd|J|9JZMTc4h4TP!-{y8wB?G({{sP z^uLU?e2P^tbbZ5@C2Cl~eRo{$h(D*p_r6uKg25jiPj{tz5NLR{C*re1#(J=|1z2^; z?zuiLOX1PjWc^D2cz>zZ^`E{{SJ@vJ>j7(z^!-W9C-h(_@3fY;_GqLdVOlvhU8Pm- z=XUOY?X6dJyi)48`k>@17WE+rrsWASws$$bmtGP)w{j!axIX8%1b*~ynh#A%)=3I8 zxPWA-OzkZIbkkJMZzY%barnX@P@$2^B$l0<{}i!SS~{&Qxx!3Vh4Ikn!Mq!548NbTVarl4f7etxN0 zQNSo-e+wsRe}3S1C5|b&ZpbIj(8O@f(6-$=b+Z+=(4lfoSxa71H%ohjXP|-hb)=_ z>(TlBDAsiFz|^pBQMWI5O?=|ggz#vGlEhIa?0dQB+QyG?|Au|UU^zwsZ7;69LorS^Zq*bt0!usC!^-L-6svJne$Scc#MW%}X5?7+yjG+4-3)%&{p9z3!M3zX=_ zEx@cirvm}6wJdZTN@hzCsV(QR9?o`K{MOZ~XpW)2pay^sP#=r@nB$X?ACG`6;Qhu_2 zuGSrQps9fKAV!QGx*vucz+@Mvs8q zca;2^OAidI|N4}Y$>c~4agV|uuWEwkadllMhJWuXmfDZEhajwcwE^-6u)ptgEN;N& zXCkjd-2@u0i|w;@KfZ_R;GmVwio^-(Qv4YlW-VK=8&#U)hGFq1es;ud?!&V-G4b;T zLgG1sH6X!O;b*rBd^*GAdxV3gbI1{I#Otj;k@=C&vfxRc9Q+d-hS9giV*Yz2luRi9 za2+=qCt3zNpBG&g9plya-&By7fODV2tHM}eIXO=L*Ip<96&l0qvgb};PPtj+>V5kPaPL^ecy62xsx> z=m{rGN&dXVyIvlL*-Jx_^}p=XdwufXq(RgZ_xBG&SINi7N^6hY%j(I@OH~${wsLij z0(@A(o1PJn3Gbn|LUF_mws{<8KNIvAZSU2cN^GXT9{B7w>2I=HZ^`BNSJRcrJ!@$- zF~{~Kny&2(CtbigBo&$^-;#ePRhh0M3Q?&75<>O$KOs`1>pBsaT~vX?jGFxxqssL5 zE|OQsVb$voIE(5Q)Or!olloI+o2|OD*mqyd6WC<5FW3SNd*q+ zj5~9p=DuVxpH+QiM+7{`>%}Z5_s<*bS@J*jF=0fBoxjyXCyFWltlvX$djPc-R@X^Nsm{T_d`} zLl9!~rwJc9;aLbhV3vQSP!rD%gXK;0V?VgZlb|a2GUyb-@&7W=*}~o6O*0V&c*0F? zWy9aGERjljY}a8$XS?Q@rv=7Jmzy)Zc>ou{fOhugB0uGgSAQinkCP&6nv{aU%7-EO zcpbQ92J4gHhH^IElq8{NnUP#K`<9>IykP<*JUwSnVK^ zA$!DIRE&xHHK@2iAmchL-y;Hv;0{cxv}FiOf0*?3Yv7!{TIjwTGNw zxkI~%9MOQQ;c6@k_0hiD$AnayRZzphK2It2?>W-rdc|?O(2pMBbkr8dAp)^?S%geO zfI0CWsJC}6Q5Rf{wc>$ZE*o2$5_yj(%mBsPS2&WFW?n-YzjhJ|fYw+IpW@j`oGWVG zK*@rgW@F1L3p^w*hf!4H0&2}1&mLcrT!uth%MEwgs=rjv_|E)3fbkCOx4MTymNEHl zUY^9Gwewn*v=RC2dme((rR?mh$Gra^P3IoZ^#8yA%`nFi3K=HlP~Oft%~^;_Q9?N% zQ`(+w$V&kyx<5_z{28k2l~?ogr_?UK+y`Zx`3U{g+z zO(!2BuO|PnT}zp4huC*cHS2|8k*EtvY3<)O-(n07#($r0ajsr|AXE6Ou>5EMsgUiG z@sx8Xxh5n7Vo#XnQ^(a=%lN-kepeCY3y2}0PeEfm+h)CDH%dZ`5b>197ihM{?kM8!i#3K2bYgB610e5Gg7h1yTu3=Zn7a0{DQ{4|Kk2_ zK=$g{90yYNJJ9q8QR<1C8#e9>UnRG=sV3WQS?F_ zOuoze#gEusl&J(7&w;ycEQCh5mTp~|jGyZb}uV8r?nI+VCrABO#hKx}lh37d!a9ne!QPu z@mXbP0!gy_BpWKAN*sp>!^;7oH^Qn)-`L?2XA_1+nIcAOS~))@cv;9l$U%Ecp= zE)Z)Z1)VW~Wlq+HmYd(~Xzpy5Mga`T0^2UKA%12D0%u;<`TPPGcvAVJ2-M&aY1$cU zfdih;eyJ((UDmFCtZi4mT`=kUiF+fZdP**m&wTbyNby5!t5CObQKK2{oBp&9ygW0kL-qixcfdQ7ZZ$~OtPEENq5|dS$EBe=5hU*Ro-4I9+5z@ zwe|H8yMg{7uqTS9I+*2O=Q~C22dKA$QeuAlS+U18dt~ zIE~VtWOwu=p-Imay0bF)KsW0{7_Q=XvaJzJMpejg^0n$ zwV6zKyAQGWu^95K?xRMg;-9b4%|LL z%^m$|^FFRj7KMepX1xS@a=U?iZg$P=mGPKoap zTFKTnu}qSVKf%tMOtqZtQp3`3K(9qMGNwbr!d}%CpG^eD-b+us-crAP(>Lr0JN|^I zL_GiY-jCnR5w4Jb;*@m6L4Df^uw>gWHPv8TD;k=}sNW*)>d{oC0 zCx?Mm_l^n2s#U1rF@`GTaZ}m7!goM3WC5s-04f*{fx>fsd@gJM)jQfV{cF8HL{I*x z9f5-&Z{YvT?C9$UEU;8~EF4I0zu;lRY5Z@@17XX+CFSq6;NEAyf^xG@nS*|?Vblbx4GK9Dl z6bN6u(*}Jf;xhunESAJi26m=igV98hJncwxDkCc|4oYfbI`Ib>-2Tlj6p)-=P8vmX zp^|^ruUD4$3yazmv-4#~D5-Mu+22lY$RjeF>MdU75cdJfSB_-Vv{%k$napvmVB@58 zC@g)vByKmV3UIRGbA+J2%5!}dqoGG*Q&ZI=Tead+V97WP=o0Y9{etn;$oHn!^c-`E zhx;jCBuE^qPVlpHa0-Vx87YD$fF(c!+I^p#tD$jFnqLk#i#d^fHeF{dq2-0z;bF`i zID)3_{EKoAzb^Uj)ttr<=YLbtFT#an0}u3_39JTs>qJtvNxq<`eJ+t`1qB?Ue!uP?0m9{U(M*u3CnK+EOh)z9kNm0>LzWaXkol$m; z^XulG2s6GN+q=)cZbg1Hb{b0vz5ByuY(z8Xae|^!3Ld;9EuUbJ&MP~P=X#KqWaU+T z{qujpZ0pxG&fgrWV~^`R@p`Wq0u&_;&QTDHoO~@P*?V(_*rQS%hJ^v&a#POAOR*eD zeJW0%&@5yZkBC z9_rM>2`MsNkO0a%zLKNsMk~uDX~vq!z6PM42q=iTqcr2-G`gC0Jw$m4fK#%YZ^DJ< zqk*pvctWMj?i>^(N%GC^B9TZH(OKF7*#xwR?J)9gaXa&eb={Om7V|)KyfZ?zW#PeI z1l9&tTz3JgeZQvVL9Kl^^)~2o+f_Z$;D7-BdBIujWuMh(eQwEYNzcr)>9vRMlFrV~ z6*r!L$#q;N3B+YxTB&u=CE>4!RF@geO9xxn8d;E#*G^dg`<(w(=?Em>v67K@~%pykJLef^J}M4NKEM2((%2&oK8^j(x6PjC-2cNj*vzUux# zqk?rjIMuD8!(#?J_KBlpvFPE!lhKdiIg@~dE5l+ zH_b?cyxO9?0qKm`L%dE>MkD@_XV=gY$VP66TsChBJOwfz^T>OIen@Wk5>Kn6$+`82 zo=!D^Wn04)iLt8AaQ3*fQ>N@g5q3|@0R)UN{sc(t>}8R2`ws&fs4F-Ukb{fTD3uj) z{Tld2&OBe8&Su2?tRL6`mB1Oi;aZ)hPIQD5agn~|$oxJY*z?kDh5ojddKdEK@tJ`jwt7o=;tpk7G9o9#0{!lp#QUSam7k}4zEy0Xf_!% z%+%Xg8_9v$9CHQv<2AQfdJ6~+%3JEC(l0HUz(Mr*DDL{w8!6Us4X~dpx3HZ7<$sA5$Fz6d0Wm*nyC#ik9Y7*l&=Qn^Vgz zUS`3Ed*d1!CMGGF+aBM_*zYp5371{x;~SU2`FsRJPOYGn7AzKf7hoE0r5QYm6N=eW z;Uf`^8K!;(29IO{`!vnRKuY4up4A;ti`APvjQ@kW0zG6_6XT$gN^l2wDYd$LN?M-s z<8%y~?cS2%tA4qdLX717@&8EuI%3Go-|TdAZ}O2Z5g-{r+7r)*GljI*xD>XUASHcJ z4d4oDa+TJNFhXRCGZDl1B$bPwLmU0q4_l|y*d4f~c!+t@E?6Gdn6YC}J2*W=xma%? zoQ$NNPTU6q`o48+!r4wCq6eFIEh`iVc3d9968|do9)uYZjpiE`oZ9aGZn8cig3aLe zwC$CAAQl7^l7$YIAmYjjeA&-j5XIf-V@EwDK_c}pb?`iURQpOuZ2m{66A!y`lZ{TP z3HwCv?`_F^FVRc-5$yQ%GJ7oG0h$+akq^B@0EF)rpRWOqEj-SacHJ}TkuRm2)YK&5 zPeMdYPNdWQiJyE1NTX(CDPb z;~Cvg`Tlrxcw27=M)UnD<6T*wdAim;?v)4$bm9l<K3x|r5z^wLAi*%Z4d_s@= zjQm;x4_>PoAs;5cAQ~myEt&Fp`>Btv2?r38{&DxiFo2zEK?|pJR!dR&mL9Hyssl9& z9v^N{+UuZE~=DdCc|kD|ChsUEIU0q2!#@7Iq> zui+w_ddp{K{ZqupRvD-EKqYLF0L#Z?9B3lS@X{>$imMe?o#I%vYu$260>Wg7&5@T|9%FysdiumOKv`Bz8`Ejiicp?t{EpKL0rbp zZ#`Vvv*}t$rfWbA$n}-Hjk&$5H zfN8t*w&jbsGY=nGGw;dED5`6Q-x<8l9RPqebW}m(8aKtcOtX3{5ROHPW}=Px15h&W;DHIuyb`S zgB$Xmtudj!{8(+{Wh>J-(3xQan^j;RcY^J)4{c8pZ6NuIHb9kbf@h}2QX$ynD4TAj<8Vm2PSJN7uVvFRF&~oiu5y|&4CKnCh`(^YHryEYA z6LnECB6`CH9wN-uh^fz76K{Rq4`N_HcbgE^bP`|yL?%8ayJd9=Zt)tK|DDp`hwan> z;*l4$w?u71ee?w<4#-FHJGh~G^)EP=3Gp)>SlEf|0CEX=AHBj-@k$p0G%ZT(W>&op zL_|LO@cNhBdP_?S+|h&Hdr}u+hSf5IkY0cD)m4_5kj=|&f^o-J9 zu5a_T0Z0I!e@njxSa^-Ff54*=1UGgG8c>l2p$V84)I%No`Hz@ruF~C1ADLPtP*~;c z=*W{vh|972#Q>N4*;NHAdRaC@za{j*|~MloLTx58n8E?nKS6 zF(K@)C!oILI)b-B1;IdBqZ)(RS^vv_^o>y2$&M^#P{)iQ7C1TMiHdH~WBKVNn;Tr5 zC=v>k+LAB_P#pH2jhSy8i_DCk#fh#Z6z?BgG(#m%o#TQ3Ynl>SZ@(q!v*f^6jpG{b zkf^$O4%mJgd0h8J-DYv+-Y3P24JN_lS>e!y=^G_jZ^(Iuk4+A)KSjLd^X0!($^^z z!*@R{g@uJ7pohT)Fx`%3XuPQNQ;QQP8#^Lac~nZb(LLnbEzs5uB!xSUH?uJR=bm#g z;*zDUHnZESAbN%@@};3Q1RHAjN<=JZg_64xJKEpYM(3s}f$q8xCl{9|AK6FuM2XPG zo?o@qkxyN0YU9>evmk${*2F6q!Qv%XI)81vL=4o^d}n!EFT+zgq;zpSNO3!nB`cQG zsAX5BR*AuXV0R;B0}bk^R-gVBZw7)=dBmIE7oSF|vRe*SSA}O~X1epw2Z1^8ZRWx| zf0#kjN4Uy}$hzm1Drksuzn5s6mPp2Xv$jbBOPZ~1>}9B{K%34RXglXli%$1;-afDM zZzri#c0!aWu^I$tL&h5(-cvJ$Tv861dR!wp0 zmlqDENZAN;5;juSr&>vhD!?7in(g>~QFOi#kgj^=Bs2&sE{pNmZ-_9ks?KK!mZ9Q4 zHxNYcENBvyrCu-ZP>Lg`xwZ_}xJd92cYTTO2Enu{x7aSE{1a8_CHi^3ot=`UJeM~vug1sLi|A0lDi9JE7JB1qB9;c z5)b-PU+?_h+SZmKYV7j>e&cUc?9=cd$!aH`Q%L4rz^S{lb2_t2{2)g1JSKRG)fl#? zbqDZzi*5tEWZ*XX9amaRH}ZbvHYzqEDSzo0-(Jo= zAc{u?9GHyjvko>}P2PgzOc_MR4Kd5LE0=d8$=C*n_uklVFb)2l%g&I#}Ox1K%^TlV6%U3UU+j4Xu?sPm_0_OEm58ZlHlW2S_C z;yQ>$kFA@M*H_Bp_oic zp^cPWMLja<+G}#`G8h>v@$xhqj-$0qt34t<@D%g8UmW2LceY#*74ytNB)7}QZw}NT z(*{0U$3QOy&|A1`eZEdM=BQ_z>O(7*%X?rkmt_QjH!iF$#L@a+N5#;P5cNK132|}X z*jSfs;HD*;`rj$IEK{3Uj1|Hj%MrpvyNFeU4O)P1(pgZm`@+3rYLm-!7P*=eed={4 zTTec03Csq5gzHDv@TOwaXmR-%&Ix&jxh=;vc($7a@JmwVI(hx-*?!}t(3cg9)kyB= z*PUK3@~MsiF><`0#w5GCy6qy#E!gzdw`_UXPx3Fw!*}nV>}Aq`$(U%Ce|KDwrQTHP zxM?HX0G(grMP_H!>FnCP8|PRf%{SJf0G$oc(;CdEi%|Hz@B{H|h|t1{en(;Vf_)LM z&jivUE+(Vm?kloi1po^Sd{uIYpEB|1yfFBWxw*Nub5oU=qf?q61Z zWBt?{#r@z)Ae7|v!?#iQx)g7P>6kR2y|3}>4>z-ko?7CaZrK&D`+5ritc+a(b%;&6 z2t^mx+fhL59{0vxRtoZtb5wB%l=Q+p-MA^AAO&>Ckc=$x?0#@KLt&q|ty;Hm=1QI5{ZDpTMWxUeE7NS_af`DzDn{RZjeL3P;^T^uDR=YDE$zuy4_k~Ccf`mk zn(3r?-wnwvOyioi!N_deDV-ic1gP%YFLlj_&B_0*1U64gt%#UtsPQT(gCrbhYN)I@ zjsQi&v`N&9@76yNX>u0XH-LhUivT&v9U7!6to2Low(9J%;WyDA#{~)Cyh2dYF8`Y~ z##GHyputaED@rQlELR;d%}SS;m*3avvCuuHLP*Dp?Ni2{Cw_K6rgaV0d!T#imaVPA z{jODf&Wly7m_8|+Vu%9lEHm1z>l68o0E42Z5wFCPh&i+Dhyo=#YFh##&4%J_EuMkG z%>Y)huEmVH2@Aa3?48JuT(U`T4p}iAR-i=f z0=r#NUS@*ZD2WJ7*1jygE&Br)$>WeLHc&*%p6|d*jmM%;a&JjL;cz$)h^H<+?;}uY zKGv7w%FQ1yeU9~*7TmMrO~NYUJdq8|cF^m)p-0PXgZ2Vy+^P?&xy|C+cnQGG)n5JZ z*xK)v?uc+iZs-OBxnh1I;NMAW&n%0ys5L(~>oQ;g9I&!^i{)KQF4UdxhV9$B%e)(V z`vc#8INI70VmLibhOP(;=hx=PL$$pe-rjF6Xf*m09=?4Fw1gJ|-;MqLJk3FVqaJf_ zxxr>usr(-O2#1Gq813(WWK<4|Q=5L7+XZd_mK|?|7uLxin{e%zVg;!)Z4AAUjP0ub z@Ro15foB2hzvSSkHlSgBS;DC&=4AN3j50y7>f_<9XYUnGoW0@ag$4p0EL9Q(h??k<;DMu7604aACPaUC%Fs^bCXvw`b3rkRL1p6|*1ck49R!##Seh~WkG8_c0& z17#*dPkDrco~>k;`%JdfrP8P#d)APxV^q)SW*6l9d++TI|M(S|O`cHq*T~q~-nwyd z@gi4Z2vJPJed*5dB1n5*z`^SebLdc*ArK`lE0^uFeVnl0HLCJIALgy>4o7+I4IB9pe2yO}QTb+` zqM4wV(x%nPbq@vR!*k6jS>425)`BRBGt2S0FIy|6J@8|t#l_t|d&mHVmhKRqXAM-s zUiv#;N)|*p{hJqQ9^4pY2=Q0|{{TQcSGayHbJHoJk*L%G)vK8*{AF6IS6{KPj@N%! zR-k}tZ%S?G3AQBQ=cns0Jfe@(3j6#3^5CT(3wFfmhvJO=T_A8ii=}-GBiol-~7^tOWWw&-ltyl&5yzwOo_cxaBPW z3c!7LYRG;ss-$Y%+TQ($1nS*Bey?}Xw;HjwwEJ|7W0k>gJfS9)$T5b$-Eq%Qsp(5r zmT3db=+pPm_vr0q07!s%x?SJqj765bVt>aRnJ1DeoBU-v0uAGwg~sgk`QCtWU3!a)I!vnh+>>Nl;3!zHPF}+rMX|| zhZkK3JNfbb&HJ*26OGff-lr7dmQdvNr(TuDtDfMk@6qQMXb;u4H21!qGr4#c*LBc` z-A@4$if6C?aQ+_!DKV({tM~T#@WArr!s|jvBA+EV>1%kag{Y`Uai2)q!(F?Gz?r1{ojc<-qDH~1S zD4Fl_Rhy|xZ(jL4RXLF0@hIbbA?_fvWUc|B@p#Nw=@C=fd#8UBrP^OdCh({eI>k@& zh2@AFN{}R)>sR7?#@^KWW3PCWP>^1JedRCv4`5`^35ha~0m^%%qB{46!E%kxAf~H3 zSoEcsd;a^13bQM>e(q1r7lu6Gr|u^*1eVYM&mLe?&~@wD1BtDTCD3dJH$05baf}=A z31nWQaWXjtq8}XWRsU_8+HTu^t8giL&OD|JsObdkDY_t!mcT3=A#AY|oP?oG5MYP2{0w1X1h<`x$W>MY{RE3s~LFxU0PsCkM@Ard|BR?=_S&r=_PHF>Qh~BPj zH`QmA8JZu~5qWWQM;vf~u?gm{Gu*^tE|?D4y#f&;ZaxbK$N(K2Q+)?ISD9}qKzP-B z1LLDVgA{cc!RTdSU3J^MqX_rGksP-Zf%do}?Nj3e;}Ng`j({&w6wP}KG+XODMId-P z5wbLcZ?r4laR~immh5y>SB2V^B>QM0Gg6~;AtuK3jjX?8*7b62=IH4wvXA#SAf>BZ zC!p_#OzCU{y7`9**?1%*n#@ zX6e=u{+cHr*C%da-gVeQYv@;xKV@X=(nh{p|BLqmKpIpeoi8e<@VuN$&R;>trLB6W z=eoabhnl7z>oRBOlC}b=SBV&so84rJdK*sj){W)5gXk3Q>FqV`Kfh_!DydWjEK(BN z8U~@cvJqjyo>6^C(*{etA!Re?uQS(XXWg@XnT!^w=7HN+O8LvlgXwy1D!Zoh2rbYUp;@QNU8D}c&6Ptl5oS=J>pr2e)cTMwqP3K8!Zwj0XZ5`r8r zxCuXmmv^*F?MKZeqi-DbjW}x7Q6Kdf1J3%qsr{+#MSv%a1-AH~L_6FE-;QT(FeO4N zrVnN)2(Wj1N^-|Nr_tJzmn@qSadCQ#{iF{Tz0aS?t-!uVnhGv;H*=beNv4w_-dkD7 zKUmvtc93F&zv-4{(f97WIPR2UJ!1V(hUfP)JyekHc&HxmEL5>#u}MJq!NM{RV~=Ps zCkV8Lh^%!?Yr3Qgdsfc97^pq#odl)0%!I%G=FL?r2U+^vuXeEb`~ZZQ`0qcMtjW#u zYerjQe_lQ!6r#4>YFy&LeY3#Pql{(spV}V>`%5+v3~8y~AVToU)wUf8O8C#kSOH!S(csCsID`jH&A%%LoWHKZT#QPhVJ8gjc5bnFuSSos zj1SKP5w1+Yua9|%<7G=>p~9d0kOJ&m;g>AAc)KVWv2woMc!Ef_5n|ue8w^S8S`>AL z%T8rTXHjoI^}0}_5;CRC-9xt$Nt-xsVD|I)`0j4G#!|+!k2wk7ldO`sJ~+KRJZv?h z%okoK{n4=pmbnLdm<$z>QeV@D>k;sPa5~UQJu9k1D$rTW0s;(gpxjd%T+k;ZDJ7BX z>1^yI%&qh*4qH$7^WN3|8D?hM^2ZRaZ1u)21TA@e^H=xv#F#9Z-H95(s;IHUVV-QV zu8x*;9NV-!?hOdnEp0Dbh(PqTzlk`2`gS8xA>E2nVWTHQC-VA(` z)3}NjuXK~}7)%L|{IvlPjvf5p8rV>#mC}q!kt6m00?1|HF!_xtKe3x-Tn}1yaM*xR z9ToEf(&o6!%}qc|l8StY!e{vlS;R;Y{pvOu){aHwxf|F(wCbiFl| zwu98OPtEktuRFLuPPhv|>nZH7r%3HDsI?E6gZOJC7W6_eAWqF5oLZI*VYOu&gRGb) zFzOA)Qds4SuX{%U9y;9ZaSf-EU#h*RT8z`EDgUEdpt9N=#9R1sjm>F!I$s@BE}|I( zv0p+LePLyY&2P57cHrAe#b5?7>=iqPxwE_+_ltDUYW}0a5-9238$7^W01ch^v(pwB zz1Ye!0YmT=+nQf(Dplz#K55vgeQ%oDQV(D~TIXWoF*iUE7%B^VZtFyF$28_Ileo$M zQSgsW`(Ty?PxIAI^h744tm(av!CEv*seB627s7fX&BiOIs?%fTMRm#OaZ2q_^R$K| z0dWJpoq60?iVc)u7CPy(%eTcRl&8urXDVN^8hGKjG)53J6wv)$jeXe>J-8I#;&X~n z=rZCPrN?hcR@)c3r+I>zvrXkkg~nIc=O;@GY5`AA^i7~BJ43cZ)Mt5e$CxPuNz!$5 zjn>PS8i~6MBPEmcW82*Wcv$%v+RWMH`iecZ@jezSPO#MUra;rGHmUaUtelRO(Ej6~ zK#-dL(fXtL)%6#O^4?t$GTWP~IFds59JAICXRs`}ZRA$n&h= zraU4V{R!n6*9xJlJ~i1fKQF}lIooB6z3@8A@sU(LOz^=m$<<@e0G4OC(Kq$TotYGA zoO;n$kEdTDfg{8C+bjGG(MxA7v-e|K-paE6xZPTh4ADQl!x<04%d9NLXM`~D;!9t> z#dno>ixL}KBE3lv=%1|j3jL~EQHJb;9w1DcFvrG3p&7d`G3|Hxi&RToeZAU!4YA+L z%Vr3;E5JeXZFT64?yGkQC+TMWX2ZAI1)&^N!D_uH97#IY9$pEqd8X>+*<}=-?@=xA zTqm*hGXIi>Wb;?#*xwuZ9Ugp@V;)sYU?P!3dU>@|4JdCj5e_)b4vKr%Pk9d!=~E5f z+6=-SKjfl!??lLSaIGay#gTwnGVrR!$v91hHuP5OFsPOKvHvkQ{q(}upS3i{r_mFP zGiT3fb>e-%^3Prk0nP31T^B~uqqR${J^-u?{{jjVF*5q70_ago2KlnLbaqjmr!z{vBSn5F^4|S`IC936xPl$&M<0+2%ipf^r_35 z6?rz%bNGJ_hj>p9=A##>yl?s#6pFP?rV;)#+@*I;PKJwJmcN`)-VV$_n6)#SuB_|W zAC*fw-k&4deO8YMTZLkOuD(2JcNy^DhJUiF1V*2sJHVjbgV?6i@7!J{yR=GMcsbm! z*NF~$UGZw@nCzwg1}PpTJdc%n@N#KU@#k8PRFhu>zH;J0dB~Iyo7EOXR^sJ6DZIP% z9a*;{%x4(lqv?+$<+>Nnj@5471;f>NvM-c(MzC7z2G7$lde>;;%ua}(()uP3eBD@4 z4;gnblbGAHjpM?mi)$&pr%n${*N3tWFONkICNWThiIqEhui`ueNp%8RP1F|W?a4v$ zYd~A`C;!QltRI2SaGf22I~gUu3*f6j!-QA8R!#cReRL}AvWkAO`Ubbx9$gs90YI^~ zN`P7bkU>I6WSw{3-^i_W+|T*R`VZfHV}FS4XR18UM@i_UuTn1P(51@POF)@g??K6? zLz31V@nHd9MuRJnx*Vqp)-1to)Hr8rp}o|som7!Ioh~4va$Y$%*YokJ zex0dfU;h!(EhUYHRy53BHTcA;ilS`ba6%p2ddV>Nzi1{S-r!zu% z)yh9cgSUi|WWGJr`3BSuqX~Fd)%}CgwLoIbOFO{wE~a)Lu(BV{Z+-m@Rb7e9XyuK~ z{wGdV08}+P^AJj4n2yHBEvDz_5p`Q=*STDNb-F)RTEPd%H)x+DofT`D>vcyx(Ae%o<51` z-i#E_5@m6$@%Cg6tV`RQ3mHy(@kHr@nZ9Hz?N~#zW%1tk~iNzuOQ4=`x@hi zlK=P-&;p3-9iBl&erP?9Kg8B4*nVBGR!aZ<@A#>a+(Z_Vp*i{k3w7qFTL%tg!Ieo-pIO`ap zNZ^sS*nM3_uZi5YrwOLzA)uInlM${2n#zLKu#L?i^I4@jyWpP)kkz$hsd!-#j%C^t zn-k+|=~cjpJh0QcDiB1Q?g_lG(300r3X6Cwny_B0o5X)gbtQ_WIN&v}GTUyCo8dB? z!!0%d4hi`QaR^7`sPI(hkK(VISBv*`9y`rsR>Gzq3vDBa&#LqDYdVFYU$bLJ;tjjD zRqk~~ssNDs_+ssjtEz$g9^0V!=rCX-`bJEb$*!<*-ovHq_J}Z4ET;Z%!95PCuo!bf z&Y8Jx2mz$Yzh{e~47~}xBxl@ZG9<8X zo@Xjo9CFYh-ww1G4&(* zy$Tdw{&xE#F#*01aXx)c@=E6HeG~zlwp<-xUkn}Z=}B5_8W|eODZ3#xYv@v4Zv#PAuQ7@1m7MWi zfUef+4QQ_(gB=p?C5K#RA1rdMa9U*>w4cl%xqgbi3TRHzJTBJ-So1W|4w{i{+OO6? z(O=N;I~(ldP6sBIt*Th7|(V>HqLp%KB1?sH*hgbH$RR zy_!bZ#}>L*>1W7SbyqK_t54zjkBi3t4EZ_D+pkwD=gnv4)EHofz1#|YE3yR)3HajE zyewSiSZjX~jXa&G8OBpFx$qhl9SK*RTrp!2Pwz>K4!OqbGsILMouiT(Ai)f*)#1e7bvFDk3fN|gq==UCdXz;&k;B!P&e0&$igGTVj`+aJarHyW=7~Hb<@eU$PeP$mOgKVC=x7I%|8u1Z{VNecO;Y z&U7(x76YJgHe_Kz4f|^=*U4b~7dk0CyTmA2Nl|h6o08|=p!LCk+F&|K&D;4nzCjl~ zU&s+6K)oQm`^QKaXATzp+%1T*OpEgVJyhhZ*P)h!o*T^qgNL>6P{`H`#)WT6OGB}g zf&DS3Z9MmuR#2D33-^Z|^}YhQ&KPY#VOf$XSHrc1Pd)^o+>gHg7ST)ux^YtcP$Zq2 zYBC>P-ZEqt4vx<+W+7zftTZWlKL?+ooQswR@wBjt7tTiCsHyd-x!(5=ULZ)Ph;+lR z9cqogW^3!m*h46vPzLXMPSB<1um$)XLBEYVI7un)_0BoR=CkD$@VKC9F>GzVfNSamVtveo!Dh&Z zkOQhA(8|lUrvc4!a@lLgYR$dXd3*a&c-L)B(CHTA&$P4*iT#sR;e%K6TIwYSKP*F4 zvj~~?H3pz=0-Eqx(f{3!L3_$;W{Dn2k`(rh%IaY96t%EZaJ=c;S*OC3*?gI1Zb#7BKcW2?MP%K}2OFV1|#OIJ=-!#J8 zd~ga`DfpMbujT{4!lN3;qMBqfCu+x|ZS?_qr&8NvV}Oe pc$z<%=DBh`qJ4oEnQ z8K0-z!-dOQ!MN|FOX)yH>^;y7=l(QVJH$y?{7X~SX1CzgBZI%FR%pw(ID4@qpH=i> zOOyasd#nbKATiR*GU3^&(OJ5kb_r+xY$-O;5lZzN!y%pmZP!}ye}b=dLB0V$64RW} z)$Hp~`)o}TT^fS@=d>UlCOHk>+0g6$v(5u2>Uwl*n_*A)44m}{2^a$Bsc2E+5+Ers z$IeUbf3j!-aWz*DQn{8iiKilEh(;D8ReVB^(;L^*ri`pwx`kYiw*miLwLI*qy8(`` zK+;wW*5Rj7RB-rM$V*iJ{1r72?4Vf5BQPK%)Xh29yKj0ZD z@L%XtySIoqACm|*8&eozDSRrFrC2kq%VD-qlT&# z^6XbpCcplrlMGRdRm;l@vtD#yd>)!!tMenpnZQo2M@&D$hB_&n2z>7dZR8Yd`fO>g|}j2V>`= z2w;v;HDVTkF$!%SE~|oqAVCz3M=KqYe(#oaM<29hQCk0&`s~`<-&BuM=|s+TmH@ zX2hci5F)VB=}|G*oqHTPmt%gqyne*liu6-k=jsYODi}b1kd90DdirIn85GH%F(0Na z(>N!!Wp2;m#6%U9^0yhqk`9QX1dn(>>kK3QU+X6R!jDY-Qfay+z?w^8xcC8(|vo(g)8E>bYX5xe#IK5G69tY+T@83*WSHAn*6YTC|E4@833jI+P1 zUl|zNuN5AxhGh>fb%F0evnF1t!JtjqQV%w0e=wNk%6wT63GGU zy?A>-YTYCK2DQd&>dC}8Fld|73VB+2#JS~RA&)cUJqyzep})mZ&^N!EtlHO+?SfhB z0e*a?6bDk|Q=oBA4D8}}Qlr!BOZ@rK{DVxDh$JYwpmiH}*I*-VIwYY**?gg^Ip-ff zScEV&X=RLiWOV-vBE?x=2#*P}&q>9`LvLgT9oyN$3k8*CMAOmJ=L~_^m@-RD z^@!M$9_CNWt5HntDT_`*mP>~jIHB6Vr(Ny=o9~l)d4Bqc?5*Nn@5>_3hZ_%}q^d z=8%8^3Z!(VQq;jFT^uHsnG)`6s^S4x(V$kI2@aDb8*w~H+{F38qbOu54-$4VR@b%b zEhb>F#ZSUy*(>2-Iou?3lI$hkvf<}fNg+3UFEP+M;T+hpO(?v+unbFGhsWe_MgS?G zqh`!^@6PERFuPWD>(&Q`BBm}~>r>$i_s@|fr8af-Mn=fou+b&Vin7sct%Xz|8ET{I z8Gx1J6v7a+jLxi&RPX4NH+P=kWVe?VaV?z%QU*nb77MB8Q(RyjwFH>^vCDvNJW#tN zYf&4SQVU+x4lu!`cBK@f5D%y350_DE3R?x3JC(J_aIKfDd`$3~>u9|R0~0us0xI%T z*b{O}ALtM!o!$!+4N>1ub{&4lW_)czlFqX*`0;Ic@_O2Eg#INEz97d)32mkcEVU=> zem>jss*rG1YKTIQJlsV~n^}6adX`wqK`#$^cp_`{=tx6p5)gHE4_5PpT)SIOzT*>a z*VF`OVmk<%I825vl%EK(+miMoIp=2a0?Z>7X;_wC!5l5-250u-QGJGZ$B8(u3eGVq z%pQ?7#_uQQD!YVN1F#Zs^&e-C&hv)eO28<`k5cT1jp=02)XbmhAp{mw#H6u8zwY_9(|Q^a-VZ_Ihc zr8GyDvp6vk$)(I?gcJqGXs~eE&^Ebt$EM2?YB!;1@kU_&6`2VU>K6uPj;-n?bNJ(AF096fh)CI^Z8}tT#%O33O0Auf38jS2GjI z0Vp1L2Pq3oaA1h2bM@%zCD?9@L@=~J?8#t`qBQG57-r7LL z9G=-yQ+VevP`CKya7GS9i8g;%F`PYM!#*~FYi>ZTgY_0Mc85`SkuAL+>2T5o?Kzw^ znr;O5ETQm4&*2b82(o&38S1IzCj`Z0S(o~YC>;mRoJYmZpmgZe-b*6V_sp0Jt{h(D z#bDD<=!N?XX59(;|7-6%qnh5DenF(DG!>*5MZr#0dO{IF1rY@i5rWc=2NV#HnuLyx zBB+RTQMw>-1Ze?8dI{1(5dzW)kU#hbNR!A^}o^OLlr$x$e8ixY8`t6UmTkt334g<6Mk&PQAVpG^vKTxMoCP|B8)h zy?c$`^TvQ3!UACU2BdeP%$^}*S_qyq9 zO^R~aqpu<4hb4sUjm*fc-G6YXq*);CjR0_E?tM_n1h8U(USq)ZLk4cy8y}Wo>#2RK zH{_-Lln^Ca?;CRa&4e>uE%4iv;bQQyu!-B~l7zMPNYV*bfJ`fsyckq=h_^@oaI>t0 zdya(VM3w4~$PDtyvw@)G;B-x!;zfr^|97|CrWnS&pAz@+x{jqGT$-AL!%QhJ8ulFi zUUU#rIp(SHX^@%_=|nc>I6KCBee+8B;S$w)VwWOC>y4bHFhQH+07j&9kXjsh!GXZ*Y}*fxF>h<@(+Q1 zGRc!Zzs9tVYI&w>lCIlC*sC$b<@is=V*$@seMIleKQe!4Skwd9jtOv~rtw5eF^Q)w zQjzU^bzTw#Ti0E4Ks98fIe$zXnqZEO*M_N_%pQ8d+ZtcKy}~1uXSYv!SHy`#Uqo!~ zOgP_@I``T@rTFqlffDt}SDe-cAAL9|r~hDl^*p5X_$POL>EM^}_@*nJHQO&fr0gb! zHdZ~~i6Tr3P7D4)I86auVr>H%6Cfg|%qFn?l1^BOl3IsoL>RADM2Egiz{_)&RO@)l z^golrbfbhbeC8%2t)x=}4r7uo^Sn{XqYj zDW~|InS$gWhKn;DiF-`(pP_6R)}u{!-wN+y4{A(%2FGL_@QMGTRdeI`vCnbZ@2`y7 zF9~kTJ&HQ5ZPspgCo|4@A*_h^Olh+I9|~b@JEjonw=QS+7N*O%-gHRf@PZ1db$QFW z1>~!N#|mGG92F?*jMS9A`zZBjT>^@0Xx0I=h?%_&X=EOZ?gwZCUd6Ul9CrLXx3+_r zwaus6vjz7Df`|aTdF;bTh%8Be-4H#+X zx}eqx3Qos+FWOj{JrJvG4p7c|)n)X>Rh;oe4A&PFdbzHFQ%MKV0uO>h{>c$RYo9pL zM}PgUb{Cs})Zo~@T0s*_B83Zu%12xn<;=AF$nBoS`G(`uXQ*|SdHxOfG?!dI=u|AZ zX;fV<3%WjnNk2@TW5jC!1?l-eNzTa3wTxbB-8|=OtyoKwWLu7GX9r|WpEp6m;d!Xm z+qtUVWKl;8u73Rari84+Y3nplZZzhXmv?{od`4Hr^&F$aX0BF6$1mIX7gp{2vo1SW z%?2=w11v;pd2H2$QPjG3;$WL?I;Br%; z`*Ayee7vOpG}SKM;sm#ZY*en_SLmVE zFy9L`iiRRQndk#iA#F(kH*ItPlx&6jI-ils5L4H5%F4iTDpk7pDu9#uvB$??m+P~c zk44$XsTJp^>_H_9@!4$Tz$-u4&6LHEyml@z5e?sOX1S*g9W1Y29Rh99_uTJrPlJ30 zv8BiE@^q~3T>OZb$$oX_x=65{sB?Q@&^fNFJgF`t?dWHgiVXc+(2!Gdw(l9QqT|Vn z)5e&e1pY1Er&KA~kEQKexg^%-mLx+=3Q)!qOG@3p^mDoN2a-V&gkNV=uB1%Y zy5nRB1)Sm>(XEx!$3oXDE4ptT!leq6WM{boiJm7yH;WFUC7Y$T#XNd~H)TiA%^H|a zLH-w&k4n2g??WICOyw2_#&apJFA;UI_GDfn!(pZ2L9L{&YAk$R{*A4@&l^d2 z4*)tF9UjMs+r2}Jsj3JZwrP8z9kljA(WZE^Z<)r#`j7cPwF@)~ln&Y?izISBE3X#k+C~=_*DG^uhQ+rjd+Xv5yJ{mg zl4^j{`X%_ezSKjXT!W4aNoZtu;5fk_KR#6UgzJe>%CvIe#WdM{qrP(@-UoI}lmp#F z^?Mp7OYzgm9}EZeG5ZA1@8ExM6X5)26>mm`x7BKI3~+Q9=K<`SXU=6mH3=8KM=~F# z$-aHWQU2hzsJ%*dm4c+cP)vKCI8@%eOnIE|&S!`)-qma4=NFsLUoAW9M!ia5(i$LF zd13`QH^Q};cYo+X^C5__9m`XSw5xyDfzOXYht70JY(pD!Ggo>^)Utr$=;xq5LLR+| zSjFEHN+EvcdyarDU+(OFKm zewN;xrh1_FmUmNq30mNs+IJd9H2LA#-3 zo37w)38f6ma?s4jsIv;I$`#>SXu){OJKp@(`zIqaolDmNb&ROaZ4l(gca^p1TQro5dm#6xYl%#Ji2Ep<{{ z2zT~l6R4Zn9xJ&zy$?4?{CZu?$WwN)Dn2a9hqwyRor(c({Fft-7`osr%ca}=4wQcf z3LE5GXmSa09{zz#`D%WO$BgH} zTQh;d>T+F=cG6SYgU(ANhWU=Wd_0kot09>m7j((kPtKK3GWhZ1^BrHco2JLEalELq z=(YTLSU${^UtEi_7#{83HKCJ4sy=LDLPVgT#F4GL6W9tm+ z4OanWZ&(&;L^i#qS8|EF_$$%b9&jS$m{}Zjz&JtgdCOd%?RJzKN-`oTFLkXOo)UGr z=73q@|7>Cz6fJ;zVnM9%@!M0&Y3D!I99v&od)qJiZ4fFU5HTV@99YGFudee3;X27jMB0Kc>*;nV{xus;de;vyZ zSG(MORN#e-gn$SHefYVdf|#;0_=ac4t3DL?sj|U)hvW|$A9`+(k^Q6crMSYvg%;&k z$Dh69zjqq@=Z#2ZkrN#{7kQ#BoMMuU@2YE_ILEz_ow68Ml@XBhVb67GlPxDWIFI&Q z*j(mmD+{;>Z}^!&4vFD}Y-&sIIe9u8#G-bfC)@0?NIy?|#yR=46DOu5x`X3iI*-I| zhG=@1DA`K*jHJqP$%;e?-|PP_$$4NVv{I~o_kON~?c27upr$MQY zbiGTj`Z-x~;X9vA4{KIg46^h1KgPz!Fm`h8 z=4HlFfb(O>9g-E+t^RY}r3pGG%`oimlWdYwyDB(6;~g|ItUm6-7pOUVlxEo0du7t6 zV}|?Dbdwwhw?~XZE8aW%rHNlOKA>%O%xR8GW_3&sI-w(5++FS7k|;sKQtFS;{Z0F? zyws13z3Qzbm%+^nU6(Bx`1DiV9)L)0U!5+9!gDF(Oi}uy9IuEmu}dPPxX9cNU7d(8 zhY3d8dUcjI3A|SbA`>xF{?`)SIsO!kq<<*_*FqnFISyF=`E<-}N?}q+PdGP~W7I^t33oJlP(-aEHW@v{285Z19ZDni?Vn7q7q z5A)NiY{ag==K)xRtE%J^G=^SJ)2wFT!W3;uINh?^;=q_vW`B67G{?7xl`>}D`rVmN zxBd4)uF1?bX+n0%i)?;R|BNh2juh`}QT;lL5Jc>!Ps<2iM?N91QRA{Va&@?yE27i6WYAzd>KxlP2Bg#-CE^obEv_~Ss zu>i6|4HxIPiKWv+5?b zxd&g}xpQZU&Dt|zdh91aVml32A{cISnk4!L)&s~1e<>YoT161g*PM5*Gjk`#R4=UoZ~9O?fwxW8FJxh?ScFoFY};y7x-4EtoJ_tT`=V~D z?d<1xkOr;fK$X1geyenKx>KBh_R}xm3$l4A0#I0%mX^#|vowT?PSW#?=y5muv*#=& z61GlG=G=bsaph9RuA!}}&^&X&#}j|4I-TskZd-inldXqEUUGrKxSP~*8~fOMYBq!C zZ##Ul9%eYaC>A~Li!HA_eZ|JLOSVMQ!~a3?R@Gi7NLJwk-81NvcNT-9HkpN|_ZAww zJXa_^r2bJ>`s?O%iGlljgX_+}9;@9fUSZ;i^Fh0HRxTw_xBJ}ie!uv3{1q}U0SJYP zM5Akbk}k(I0Znb^1>NV6TW7nko7f%qa~wGdNU$v22SuzuT^A!3ot%9;g6plCQ!6;V z54_MTMlASCS@~>ku2vd)$djrbj_bW$r(3rn)0_8HqF}PY;fsZo%&C6DAJaI1oz`7E zRN$&=n{&iXQ?vIXhzd$^>c(kX7Xc-8=!kp3!t)x%tqTrI*0ziWtbXGSxrjgn;#90d zTK{6F-vQT}`;r!U2Q8{>^9knC1MgP_#y34B(BbWmCdRD&Z9E1&|8o4~?=z;Ut*fW? z!p=MWS=B_QkHe=~ba0EE2LxYv%+@yLWbw)MgdNXP07w7zp)2Sz0z{+-G20A$NaIc1 zYw+#GTbG6ONr~?)a>qjRDvp1tt5bNem{3w$db8n<=0xd8@+ZBN*W;zb!>+Y^pPuIB z2-g)&>%I5@^XGNT^<->6w~fD~7mMk5zTtwfOn8e*YMxUO4uB>|^)9G`)g4a0jT^oV zR{Bg;T)lUcp6;FD*L^9A@cYXeYin+U-)99?iKt<(oP8&Y)k^b?mdfaR4zDM4x)h!L zF#YxPfQ4{FGU}PfT9sJxX)kXB_6Fle)6Gc`r?-^p~T{ znWL?Y81*>c(Z`<-5nJJL;yyZQdBZL`R!cfx9*A*~-o_1_&$YGm^YV+EQ4E*T3=k%Q4^JL^T2D@q#{70Jh(PgFu-udOMSw?VTn~9H0_73JpCi&(z*G% z@mWFP3v>h$ZcRT zmxHf+_*fKbI=j_hGq@l+ThK?ms-Gb~{9C9!Gi3)G@DNvh?Rs?rJYd2>un(FvEZAjPFCJpo ztw`iX79;2&f^V5bvX6s>R(XG65#*{)Rp*C;Wmbb_@pOg4smF=i%Q-!m{8%s`3kHIZ z6Svp{Li+O`Cb!;irpg-p*9`xjD(}*Nru_HA;1@Q*iORcPH|k0mb0rXNl_wKFAbK_XolzIQ-6_d%0MkNDTO%z8{mZy!kgWvSWGhRby+B&ta?l$vkZLJCh^Oy)1-D5MGga{nzGEMVCRTiLKmUi&d@wGwFEr?lpyc@aZ&@8))0wB z7Emaq0S#A>Of)M9Ff77{OyRFk>p0ZW?Gyhi;BTTD~INQI;kz7M9XEY zt;SL;^%GW7Pl33Fpfcu$m!CIMp4*5-Gg})eVv$+ys3}XNFp9aU%&LIUDxvm&r&WfP z5WkdG7jpd_RaL z^_L!Nm_Ot7!^4p%$r!R^yqcmfXnItREwLBQAJA7riK4I#Q7Q^ggTOHX@RX^|H`Pnk z2wXKOD2p7lK?Vn5_UZsIV8o^p@;a8ehAs7?Re25C!iR1358kMKOj3su)v0g1b`CL? zp^SW9C_0pZ%xCuuCqs9V&!w7^xS#|s>PHy$7-JAgwfqeglv+lsEgRGfZP8pxYuriO zs;X|V044Fkt*0Dw00lH9)wW^9hT00Fn>6h7dX12gEHbVgvD!{Dfsstm-(Qt-!`Co~ zPgA5k&1D#)82J&#oQI8I5Nntfum(6%9N6I->ZxT&70|+odG1I$0w2_b4{{+{In%St z%Y_ieAk+a3U-#YGu5NUIv9@4kNQw|E2eoD2xOG1Zt8N085R@pA;sff9y#iaLem`It zlh{vWp#RiWG;_6iQ4NOA$67k(;CC|dKP-WKm&@B_>+k`oW#mD8JBCF>G7}*4Hy|Lv z+q{pI3#H};W9p_pYSzyPuo)=T!G#0KG}9*voLjuMVfNN90U+k@S5z=}eN-Hr5a!|Q=Kd#t1p-%KNm%#!V@ z;0O47BU&-MZ0|g4{`o6;^{mZv``O zFgf;I=K~mUjQ`9JQ#k>)Smcn8LqnzAD(xrN7L#FMYatmqY`(h%}E~!`dFg=221WFgo#5k z%340zSMvlo%4Dp% z#|AXgCTD8U@Q0K|7CoyS>xyDBN%AP>a3j^WMJ%*gj9!ZEgc#+e0V{|w{-ePWx8{Yc zb7XF&v}Xb2=afeJd@zt0l|Oz}NC(&tlmq2X$T{ zrLZ<(BLG9bM68k0O4Vd7V83Ho<7JF@vPk*{Ck$}tZ4IQL{F*QTIJ#l(nDW!Cpq*}5 zX~k*wW>{;{O!c^cTt_ps8T~?xM8v!;!X$}AgtCa#r&*Le@CA27-Ur}dMB%^^jZ~v- zkTc43Zg6-9Tc`e)XfQftDi`cQ_**yM2EaRT0e};O1HknK9PbrCL@->2_~J;e#VpT4 z)@Rpg@C6)8*WV$ZwT)$_K^B}L7s~=$PyIH>AAy9$FS>je?E{rh@8wUES2q&2$|3VOWk=J0G$6)W3X%)(Y)ks?PmCK_oseU90Hzkx09-*aKxkR+ho)})+Y z&LaYinhp*Q%Rt*2AS@yj2Ku+yFW#bpHMu?P|B3xwA=7wu7z?}n6l5D7)eN!y54_Di zG=|AmH0n<@;|_dk5uV95l4f0O4Kv(Q*AFvKWvcYEEo=jA5aqS1sUCSd@{ zM6>L$8#34&7D0{~304Vm6(72&yETqM-DCr`EO_KWt-(bt$(Gp#v*I)K3LZ?$T%Mul z;t?y!dQBiGK_dIaZoch$IT=pt^_opD1Q&wn=EZUX=bW?%akwEXD z5ZMjLAaMygwj$BGmU3{?58lmm?Bs>t8%ik?kk4$RnRY0ieG?x&$mWreWP*^*QsK80uOX zVyk$I?YYXSz>^vq1C!!5NpL!%g~ZaP^4SJXHRP--3ZX)pg)(P@e?3(qr7!9!jhBOn z08Z^HqhHp?2ceVMTectcj#*>2@E+ZO|6@5p=eL#v)?=m6Z%RwCh^5$H=-SdjA+QaX zU6n(|)U_&bR}SxnFQ*_1QHvocQz*R!TCxab?SQD@n^I_mVsd9#KKSqu5|i8r-6VlO zN=3|wA?`YT@QH8ZS<36rhmYqki-9pxUjRy-35ZDQ6PL5W4)0-Kt>Rb%fS!XyB+ zE$cVNH|%U|dPqRPe=Hfdwx=|#x>C#KXsQp+r%_Vb0-~}_ZgU)u=2N~tAT;s{+jM=5 zl@0!bK3S)r}yFc!CiakL^a(0x33_uUG@xUa_gU0yYXImCrNn^2x?~7o~Xr(we8goWnXHj z!|1Ir=}cn!Vw4JWu`N~^MpyHsleG^@ z_JxWajsCqKC^cYc)Pio@+zyWa1h5&RY#XV=Gn05k0HqJekzG}enzu*Iw?ME$VhqPn zhce7eB@j%DDPqnvCICgu;IdzsEK&bE3Tf9^|0Qd*fQwur&*B1*6@+Ga6`Z=&^Qpd*l(Wa_hoJ0&pHIo z4P<@@5uEa((JVSz2=MvMfOa5yT;qo3H;}oH^_9dt1NCixhcJs^{&yi+vC!>y<}C^@ zYg&#!B8@G12HQe$`LFz5DPf3TC>^Zb4&g-B=83!K)1rT`9ngf?SdV9DJ|JSo7Z~je zcK8kZ@619kF5nm>S|{$UtVs4hk@*CY=GBr#Ify*cvq&Vo7i%~kiYFuR(-Oafxr}GR zMuEY;r2ib8{&~PAY)X*+`#1)UTFa6Em{R?Jj;;T^5ggqN(7z9||BRTYmU7N>=>PB2 zoNFx)04n?U1OJub-}>|aS8Z4@n*V7I@K2=!8!V~Ybp$+$3;X^1|GyIWR|5Y^;QuWF Zz6BQN@x1s>LGV_NOD0z@lo~lj{2z&)`V9a8 literal 0 HcmV?d00001 diff --git a/tripy/examples/segment-anything-model-v2/image_demo.py b/tripy/examples/segment-anything-model-v2/image_demo.py new file mode 100644 index 000000000..2e776aae8 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/image_demo.py @@ -0,0 +1,155 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# sudo apt-get update && sudo apt-get install ffmpeg libsm6 libxext6 -y +import torch +from sam2.build_sam import build_sam2 +from sam2.sam2_image_predictor import SAM2ImagePredictor +import os +import numpy as np +import torch +import matplotlib.pyplot as plt +from PIL import Image +import tripy as tp + + +def show_mask(mask, ax, random_color=False, borders=True): + if random_color: + color = np.concatenate([np.random.random(3), np.array([0.6])], axis=0) + else: + color = np.array([30 / 255, 144 / 255, 255 / 255, 0.6]) + h, w = mask.shape[-2:] + mask = mask.astype(np.uint8) + mask_image = mask.reshape(h, w, 1) * color.reshape(1, 1, -1) + if borders: + import cv2 + + contours, _ = cv2.findContours(mask, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE) + # Try to smooth contours + contours = [cv2.approxPolyDP(contour, epsilon=0.01, closed=True) for contour in contours] + mask_image = cv2.drawContours(mask_image, contours, -1, (1, 1, 1, 0.5), thickness=2) + ax.imshow(mask_image) + + +def show_points(coords, labels, ax, marker_size=375): + pos_points = coords[labels == 1] + neg_points = coords[labels == 0] + ax.scatter( + pos_points[:, 0], + pos_points[:, 1], + color="green", + marker="*", + s=marker_size, + edgecolor="white", + linewidth=1.25, + ) + ax.scatter( + neg_points[:, 0], + neg_points[:, 1], + color="red", + marker="*", + s=marker_size, + edgecolor="white", + linewidth=1.25, + ) + + +def show_box(box, ax): + x0, y0 = box[0], box[1] + w, h = box[2] - box[0], box[3] - box[1] + ax.add_patch(plt.Rectangle((x0, y0), w, h, edgecolor="green", facecolor=(0, 0, 0, 0), lw=2)) + + +def show_masks( + image, + masks, + scores, + point_coords=None, + box_coords=None, + input_labels=None, + borders=True, +): + for i, (mask, score) in enumerate(zip(masks, scores)): + plt.figure(figsize=(10, 10)) + plt.imshow(image) + show_mask(mask, plt.gca(), borders=borders) + if point_coords is not None: + assert input_labels is not None + show_points(point_coords, input_labels, plt.gca()) + if box_coords is not None: + # boxes + show_box(box_coords, plt.gca()) + if len(scores) > 1: + plt.title(f"Mask {i+1}, Score: {score:.3f}", fontsize=18) + plt.axis("off") + plt.show() + plt.savefig(f"mask{i}.png") + + +torch.set_printoptions(threshold=10) + +image = Image.open("truck.jpg") +image = np.array(image.convert("RGB")) +plt.figure(figsize=(10, 10)) +plt.imshow(image) +plt.axis("on") +plt.savefig("foo.png") + + +from sam2.build_sam import build_sam2 +from sam2.sam2_image_predictor import SAM2ImagePredictor + +sam2_checkpoint = "./checkpoints/sam2_hiera_large.pt" +model_cfg = "sam2_hiera_l.yaml" +device = torch.device("cuda") +sam2_model = build_sam2( + model_cfg, + sam2_checkpoint, + device=device, +) + +import time + +predictor = SAM2ImagePredictor(sam2_model) +start = time.perf_counter() +predictor.set_image(image) +end = time.perf_counter() +print(f"generate image embedding took {(end - start)*1000}") +input_point = np.array([[500, 375]]) +input_label = np.array([1]) + +start = time.perf_counter() +masks, scores, logits = predictor.predict( + point_coords=input_point, + point_labels=input_label, + multimask_output=True, +) +tp.default_stream().synchronize() +torch.cuda.synchronize() +end = time.perf_counter() +print(f"exec took {(end - start)*1000}") + +sorted_ind = np.argsort(scores)[::-1] +masks = masks[sorted_ind] +scores = scores[sorted_ind] +logits = logits[sorted_ind] + +show_masks( + image, + masks, + scores, + point_coords=input_point, + input_labels=input_label, + borders=True, +) diff --git a/tripy/examples/segment-anything-model-v2/sam2/__init__.py b/tripy/examples/segment-anything-model-v2/sam2/__init__.py new file mode 100755 index 000000000..7f6c01317 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/__init__.py @@ -0,0 +1,18 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from hydra import initialize_config_module + +initialize_config_module("configs", version_base="1.2") diff --git a/tripy/examples/segment-anything-model-v2/sam2/build_sam.py b/tripy/examples/segment-anything-model-v2/sam2/build_sam.py new file mode 100644 index 000000000..805eff170 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/build_sam.py @@ -0,0 +1,460 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +import logging + +import torch +from hydra import compose +from hydra.utils import instantiate +from omegaconf import OmegaConf + +import tripy as tp +import time +import os + + +def set_model_attr(model, attr_path, value): + """ + Set a model attribute, handling both nested and regular attributes. + """ + if "." not in attr_path: + setattr(model, attr_path, value) + else: + attrs = attr_path.split(".") + obj = model + # Navigate to the parent object + for attr in attrs[:-1]: + obj = getattr(obj, attr) + # Set the attribute on the parent object + setattr(obj, attrs[-1], value) + + +def get_component_configs(model, cfg): + """ + Get configurations for different components, including both compilation and weight loading info. + """ + return { + "memory_attention": { + "enabled": True, + "model": model.memory_attention, + "dtype": getattr(cfg["model"].memory_attention, "dtype", "float32"), + "compile_args": [ + tp.InputInfo( + (4096, 1, 256), + getattr(tp, getattr(cfg["model"].memory_attention, "dtype", "float32")), + ), + tp.InputInfo( + ((4100, 16400, 28736), 1, 64), + getattr(tp, getattr(cfg["model"].memory_attention, "dtype", "float32")), + ), + tp.InputInfo( + (4096, 1, 256), + getattr(tp, getattr(cfg["model"].memory_attention, "dtype", "float32")), + ), + tp.InputInfo( + ((4100, 16400, 28736), 1, 64), + getattr(tp, getattr(cfg["model"].memory_attention, "dtype", "float32")), + ), + tp.InputInfo(((4, 16, 64),), tp.int32), + ], + "skip_dtype_convert": ["ln", "norm"], + }, + "sam_mask_decoder_false": { + "enabled": True, + "model": model.sam_mask_decoder, + "dtype": getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32"), + "compile_args": [ + tp.InputInfo( + (1, 256, 64, 64), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ), # image_embeddings + tp.InputInfo( + (1, 256, 64, 64), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ), # image_pe + tp.InputInfo( + (1, 3, 256), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ), # sparse_prompt_embeddings + tp.InputInfo( + (1, 256, 64, 64), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ), # dense_prompt_embeddings + False, # multimask_output + False, # repeat_image + tp.InputInfo( + (1, 32, 256, 256), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ), # high_res_features_1 + tp.InputInfo( + (1, 64, 128, 128), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ), # high_res_features_2 + ], + "skip_dtype_convert": ["ln", "norm", "output_upscaling.1"], + }, + "sam_mask_decoder_true": { + "enabled": True, + "model": model.sam_mask_decoder, + "dtype": getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32"), + "compile_args": [ + tp.InputInfo( + (1, 256, 64, 64), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ), # image_embeddings + tp.InputInfo( + (1, 256, 64, 64), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ), # image_pe + tp.InputInfo( + (1, 2, 256), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ), # sparse_prompt_embeddings + tp.InputInfo( + (1, 256, 64, 64), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ), # dense_prompt_embeddings + True, # multimask_output + False, # repeat_image + tp.InputInfo( + (1, 32, 256, 256), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ), # high_res_features_1 + tp.InputInfo( + (1, 64, 128, 128), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ), # high_res_features_2 + ], + "skip_dtype_convert": ["ln", "norm", "output_upscaling.1"], + "skip_load_state_dict": True, + }, + "sam_mask_decoder.conv_s0": { + "enabled": True, + "model": model.sam_mask_decoder.conv_s0, + "dtype": getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32"), + "compile_args": [ + tp.InputInfo( + (1, 256, 256, 256), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ) + ], + "skip_dtype_convert": [], + "skip_load_state_dict": True, + }, + "sam_mask_decoder.conv_s1": { + "enabled": True, + "model": model.sam_mask_decoder.conv_s1, + "dtype": getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32"), + "compile_args": [ + tp.InputInfo( + (1, 256, 128, 128), + dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + ) + ], + "skip_dtype_convert": [], + "skip_load_state_dict": True, + }, + "memory_encoder": { + "enabled": True, + "model": model.memory_encoder, + "dtype": "float32", # TODO add fp16 to yaml + "compile_args": [ + tp.InputInfo((1, 256, 64, 64), tp.float32), + tp.InputInfo((1, 1, 1024, 1024), tp.float32), + True, + ], + "skip_dtype_convert": [], + }, + "sam_prompt_encoder": { + "enabled": True, + "model": model.sam_prompt_encoder, + "dtype": "float32", # TODO add fp16 to yaml + "compile_args": [ + tp.InputInfo((1, (1, 2, 4), 2), dtype=tp.float32), + tp.InputInfo((1, (1, 2, 4)), dtype=tp.int32), + None, + None, + ], + "skip_dtype_convert": [], + "special_handling": lambda original_model: { + setattr( + model.sam_prompt_encoder, + "mask_input_size", + original_model.mask_input_size, + ) + }, + }, + "sam_prompt_encoder.get_dense_pe": { + "enabled": True, + "model": model.sam_prompt_encoder.get_dense_pe, + "dtype": "float32", # TODO add fp16 to yaml + "compile_args": [], + "skip_dtype_convert": [], + "skip_load_state_dict": True, + }, + "image_encoder.compiled_executable": { + "enabled": True, + "model": model.image_encoder.forward, + "dtype": getattr(cfg["model"].image_encoder.trunk, "dtype", "float32"), + "compile_args": [ + tp.InputInfo( + (1, 3, 1024, 1024), + dtype=getattr( + tp, + getattr(cfg["model"].image_encoder.trunk, "dtype", "float32"), + ), + ), + ], + "skip_dtype_convert": ["norm"], + "special_key_loading": lambda key: ( + # If it's a neck.convs key that contains 'conv.' + # neck.convs.0.conv.weight -> neck.convs.0.weight + ".".join(parts[:-2] + [parts[-1]]) + if (parts := key.split(".")) and key.startswith("neck.convs") and "conv." in key + else key + ), + "special_handling": lambda original_model: { + setattr( + model.image_encoder, + "trunk", + type("Trunk", (), {"dtype": original_model.trunk.dtype})(), + ) + }, + }, + } + + +def build_sam2( + config_file, + ckpt_path=None, + device="cuda", + mode="eval", + hydra_overrides_extra=[], + apply_postprocessing=True, + **kwargs, +): + + if apply_postprocessing: + hydra_overrides_extra = hydra_overrides_extra.copy() + hydra_overrides_extra += [ + # dynamically fall back to multi-mask if the single mask is not stable + "++model.sam_mask_decoder_extra_args.dynamic_multimask_via_stability=true", + "++model.sam_mask_decoder_extra_args.dynamic_multimask_stability_delta=0.05", + "++model.sam_mask_decoder_extra_args.dynamic_multimask_stability_thresh=0.98", + ] + # Read config and init model + cfg = compose(config_name=config_file, overrides=hydra_overrides_extra) + OmegaConf.resolve(cfg) + + model = instantiate(cfg.model, _recursive_=True) + _load_checkpoint(model, ckpt_path, cfg) + + current_dir = os.getcwd() + saved_engines_path = os.path.join(current_dir, "saved_engines") + + # Create the saved_engines directory if it doesn't exist + if not os.path.exists(saved_engines_path): + os.makedirs(saved_engines_path) + + # Get component configurations + components = get_component_configs(model, cfg) + required_components_for_image = [ + "sam_mask_decoder_true", + "sam_mask_decoder.conv_s0", + "sam_mask_decoder.conv_s1", + "sam_prompt_encoder", + "sam_prompt_encoder.get_dense_pe", + "image_encoder.compiled_executable", + ] + + for comp_name, comp_info in components.items(): + if not comp_info["enabled"] or comp_name not in required_components_for_image: + print(comp_name) + continue + + executable_file = os.path.join(saved_engines_path, comp_name) + if os.path.exists(executable_file): + print(f"Loading existing compiled {comp_name} from {executable_file}") + compiled_model = tp.Executable.load(executable_file) + else: + print(f"Compiling {comp_name}...") + start = time.time() + compiled_model = tp.compile(comp_info["model"], args=comp_info["compile_args"]) + print(f"Compilation took {time.time() - start:.2f}s") + compiled_model.save(executable_file) + + old_model = comp_info["model"] + # If model is model.forward, retrieve the original model object + if hasattr(old_model, "__self__"): + old_model = old_model.__self__ + + set_model_attr(model, comp_name, compiled_model) + if "special_handling" in comp_info and comp_info["special_handling"] is not None: + comp_info["special_handling"](old_model) + + model = model.to(device) + if mode == "eval": + model.eval() + return model + + +def build_sam2_video_predictor( + config_file, + ckpt_path=None, + device="cuda", + mode="eval", + hydra_overrides_extra=[], + apply_postprocessing=True, + **kwargs, +): + hydra_overrides = [ + "++model._target_=sam2.sam2_video_predictor.SAM2VideoPredictor", + ] + if apply_postprocessing: + hydra_overrides_extra = hydra_overrides_extra.copy() + hydra_overrides_extra += [ + # dynamically fall back to multi-mask if the single mask is not stable + "++model.sam_mask_decoder_extra_args.dynamic_multimask_via_stability=true", + "++model.sam_mask_decoder_extra_args.dynamic_multimask_stability_delta=0.05", + "++model.sam_mask_decoder_extra_args.dynamic_multimask_stability_thresh=0.98", + # the sigmoid mask logits on interacted frames with clicks in the memory encoder so that the encoded masks are exactly as what users see from clicking + "++model.binarize_mask_from_pts_for_mem_enc=true", + # fill small holes in the low-res masks up to `fill_hole_area` (before resizing them to the original video resolution) + "++model.fill_hole_area=8", + ] + hydra_overrides.extend(hydra_overrides_extra) + + # Read config and init model + cfg = compose(config_name=config_file, overrides=hydra_overrides) + OmegaConf.resolve(cfg) + model = instantiate(cfg.model, _recursive_=True) + _load_checkpoint(model, ckpt_path, cfg) + + current_dir = os.getcwd() + saved_engines_path = os.path.join(current_dir, "saved_engines") + # Create the saved_engines directory if it doesn't exist + if not os.path.exists(saved_engines_path): + os.makedirs(saved_engines_path) + + # Get component configurations + components = get_component_configs(model, cfg) + + for comp_name, comp_info in components.items(): + if not comp_info["enabled"]: + continue + + executable_file = os.path.join(saved_engines_path, comp_name) + if os.path.exists(executable_file): + print(f"Loading existing compiled {comp_name} from {executable_file}") + compiled_model = tp.Executable.load(executable_file) + else: + print(f"Compiling {comp_name}...") + start = time.time() + compiled_model = tp.compile(comp_info["model"], args=comp_info["compile_args"]) + print(f"Compilation took {time.time() - start:.2f}s") + compiled_model.save(executable_file) + + old_model = comp_info["model"] + # If model is model.forward, retrieve the original model object + if hasattr(old_model, "__self__"): + old_model = old_model.__self__ + + set_model_attr(model, comp_name, compiled_model) + if "special_handling" in comp_info and comp_info["special_handling"] is not None: + comp_info["special_handling"](old_model) + + model = model.to(device) + if mode == "eval": + model.eval() + return model + + +def load_component_weights(comp_name, component_info, state_dict, checkpoint_dict): + """ + Load weights for a single component from checkpoint into state dict. + """ + + converted_keys = 0 + for key in checkpoint_dict: + # Remove _true/_false suffixes if present + for suffix in ["_true", "_false", ".compiled_executable"]: + if comp_name.endswith(suffix): + comp_name = comp_name[: -len(suffix)] + break + + if not key.startswith(comp_name) or (component_info.get("skip_load_state_dict") is True): + continue + + new_key = key.replace(f"{comp_name}.", "") + if "special_key_loading" in component_info: + new_key = component_info["special_key_loading"](new_key) + weight = checkpoint_dict[key] + + should_convert = not any(skip in key for skip in component_info["skip_dtype_convert"]) + if should_convert and component_info["dtype"] is not None: + weight = weight.to(getattr(torch, component_info["dtype"])) + + state_dict[new_key] = tp.Parameter(weight.contiguous()) + converted_keys += 1 + + return converted_keys + + +def _load_checkpoint(model, ckpt_path, cfg=None): + + if ckpt_path is None: + return + + sd = torch.load(ckpt_path, map_location="cpu")["model"] + missing_keys, unexpected_keys = model.load_state_dict(sd, strict=False) + + # Get paths for compiled models + current_dir = os.getcwd() + saved_engines_path = os.path.join(current_dir, "saved_engines") + + # Get component configurations + components = get_component_configs(model, cfg) + + # Process each component + for comp_name, comp_info in components.items(): + + if not comp_info["enabled"] or comp_info.get("skip_load_state_dict") is True: + continue + + # Skip if compiled model exists + model_path = os.path.join(saved_engines_path, comp_name) + if os.path.exists(model_path): + print(f"Using existing compiled model for {comp_name}") + continue + + # If no compiled model exists, convert and load weights + print(f"Converting weights for {comp_name}") + + comp_model = comp_info["model"] + # If model is model.forward, retrieve the original model object + if hasattr(comp_model, "__self__"): + comp_model = comp_model.__self__ + component_sd = comp_model.state_dict() + converted_keys = load_component_weights(comp_name, comp_info, component_sd, sd) + comp_model.load_state_dict(component_sd, strict=False) + if comp_name == "image_encoder.compiled_executable": + comp_model.trunk.generate_static_pos_embed((256, 256)) + + print(f"Converted {converted_keys} keys for {comp_name}") diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/__init__.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/__init__.py new file mode 100755 index 000000000..a08b2c204 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/__init__.py @@ -0,0 +1,14 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/__init__.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/__init__.py new file mode 100755 index 000000000..4e3ee0298 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/__init__.py @@ -0,0 +1,19 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/hieradet.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/hieradet.py new file mode 100755 index 000000000..fb29557da --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/hieradet.py @@ -0,0 +1,305 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +from functools import partial +from typing import Callable, List, Tuple, Union + +import tripy as tp +from sam2.modeling.backbones.utils import ( + PatchEmbed, + window_partition, + window_unpartition, +) +from sam2.modeling.sam2_utils import MLP, scaled_dot_product_attention + + +def do_pool(x, pool, norm=None): + if pool is None: + return x + # (B, H, W, C) -> (B, C, H, W) + x = tp.permute(x, (0, 3, 1, 2)) + x = pool(x) + # (B, C, H', W') -> (B, H', W', C) + x = tp.permute(x, (0, 2, 3, 1)) + if norm: + x = norm(x) + + return x + + +class MultiScaleAttention(tp.Module): + + def __init__( + self, + dim: int, + dim_out: int, + num_heads: int, + q_pool: tp.Module = None, + dtype: tp.dtype = tp.float32, + ): + super().__init__() + + self.dim = dim + self.dim_out = dim_out + self.num_heads = num_heads + self.q_pool = q_pool + self.qkv = tp.Linear(dim, dim_out * 3, dtype=dtype) + self.proj = tp.Linear(dim_out, dim_out, dtype=dtype) + + def __call__(self, x): + B, H, W = x.shape[0:3] + # qkv with shape (B, H * W, 3, nHead, C) + qkv = tp.reshape(self.qkv(x), (B, H * W, 3, self.num_heads, -1)) + # q, k, v with shape (B, H * W, nheads, C) + q, k, v = qkv[:, :, 0], qkv[:, :, 1], qkv[:, :, 2] + + # Q pooling (for downsample at stage changes) + if self.q_pool: + q = do_pool(tp.reshape(q, (B, H, W, -1)), self.q_pool) + H, W = q.shape[1:3] # downsampled shape + q = tp.reshape(q, (B, H * W, self.num_heads, -1)) + + x = scaled_dot_product_attention( + tp.transpose(q, 1, 2), + tp.transpose(k, 1, 2), + tp.transpose(v, 1, 2), + ) + # Transpose back + x = tp.transpose(x, 1, 2) + x = tp.reshape(x, (B, H, W, -1)) + + x = self.proj(x) + + return x + + +class MultiScaleBlock(tp.Module): + + def __init__( + self, + dim: int, + dim_out: int, + num_heads: int, + mlp_ratio: float = 4.0, + norm_layer: Union[tp.Module, str] = "LayerNorm", + q_stride: Tuple[int, int] = None, + act_layer: Callable = tp.gelu, + window_size: int = 0, + dtype: tp.dtype = tp.float32, + ): + super().__init__() + + if isinstance(norm_layer, str): + norm_layer = partial(getattr(tp, norm_layer), eps=1e-6) + + self.dim = dim + self.dim_out = dim_out + self.norm1 = norm_layer(dim) + + self.window_size = window_size + + self.pool, self.q_stride = None, q_stride + if self.q_stride: + self.pool = partial(tp.maxpool, kernel_dims=q_stride, stride=q_stride) + + self.attn = MultiScaleAttention( + dim, + dim_out, + num_heads=num_heads, + q_pool=self.pool, + dtype=dtype, + ) + + self.norm2 = norm_layer(dim_out) + self.mlp = MLP( + dim_out, + int(dim_out * mlp_ratio), + dim_out, + num_layers=2, + activation=act_layer, + dtype=dtype, + ) + + if dim != dim_out: + self.proj = tp.Linear(dim, dim_out, dtype=dtype) + + def __call__(self, x): + + def call_norm(x, norm): + x_dtype = x.dtype + x = tp.cast(x, tp.float32) + x = norm(x) + return tp.cast(x, x_dtype) + + shortcut = x # B, H, W, C + x = call_norm(x, self.norm1) + + # Skip connection + if self.dim != self.dim_out: + shortcut = do_pool(self.proj(x), self.pool) + + # Window partition + window_size = self.window_size + if window_size > 0: + H, W = x.shape[1:3] + x, pad_hw = window_partition(x, window_size) + + # Window Attention + Q Pooling (if stage change) + x = self.attn(x) + if self.q_stride: + # Shapes have changed due to Q pooling + window_size = self.window_size // self.q_stride[0] + H, W = shortcut.shape[1:3] + + def mod_int(x, y): + return x - (x / y) * y + + pad_h = mod_int((window_size - mod_int(H, window_size)), window_size) + pad_w = mod_int((window_size - mod_int(W, window_size)), window_size) + pad_hw = (H + pad_h, W + pad_w) + + # Reverse window partition + if self.window_size > 0: + x = window_unpartition(x, window_size, pad_hw, (H, W)) + + x = shortcut + x + # MLP + t = call_norm(x, self.norm2) + x = x + self.mlp(t) + return x + + +class Hiera(tp.Module): + + def __init__( + self, + embed_dim: int = 96, # initial embed dim + num_heads: int = 1, # initial number of heads + q_pool: int = 3, # number of q_pool stages + q_stride: Tuple[int, int] = (2, 2), # downsample stride bet. stages + stages: Tuple[int, ...] = (2, 3, 16, 3), # blocks per stage + dim_mul: float = 2.0, # dim_mul factor at stage shift + head_mul: float = 2.0, # head_mul factor at stage shift + window_pos_embed_bkg_spatial_size: Tuple[int, int] = (14, 14), + # window size per stage, when not using global att. + window_spec: Tuple[int, ...] = ( + 8, + 4, + 14, + 7, + ), + # global attn in these blocks + global_att_blocks: Tuple[int, ...] = ( + 12, + 16, + 20, + ), + return_interm_layers=True, # return feats from every stage + dtype: str = "float32", + ): + super().__init__() + + self.dtype = dtype + tp_dtype = getattr(tp, dtype) + assert len(stages) == len(window_spec) + self.window_spec = window_spec + + depth = sum(stages) + self.q_stride = q_stride + self.stage_ends = [sum(stages[:i]) - 1 for i in range(1, len(stages) + 1)] + assert 0 <= q_pool <= len(self.stage_ends[:-1]) + self.q_pool_blocks = [x + 1 for x in self.stage_ends[:-1]][:q_pool] + self.return_interm_layers = return_interm_layers + + self.embed_dim = embed_dim + self.patch_embed = PatchEmbed(embed_dim=embed_dim, dtype=tp_dtype) + self.global_att_blocks = global_att_blocks + + # Windowed positional embedding (https://arxiv.org/abs/2311.05613) + self.window_pos_embed_bkg_spatial_size = window_pos_embed_bkg_spatial_size + self.pos_embed = tp.Parameter(tp.zeros((1, embed_dim, *self.window_pos_embed_bkg_spatial_size), dtype=tp_dtype)) + self.pos_embed_window = tp.Parameter( + tp.zeros((1, embed_dim, self.window_spec[0], self.window_spec[0]), dtype=tp_dtype) + ) + self.pos_embed_torch = None + + cur_stage = 1 + self.blocks = [] + + for i in range(depth): + dim_out = embed_dim + # lags by a block, so first block of + # next stage uses an initial window size + # of previous stage and final window size of current stage + window_size = self.window_spec[cur_stage - 1] + + if self.global_att_blocks is not None: + window_size = 0 if i in self.global_att_blocks else window_size + + if i - 1 in self.stage_ends: + dim_out = int(embed_dim * dim_mul) + num_heads = int(num_heads * head_mul) + cur_stage += 1 + + block = MultiScaleBlock( + dim=embed_dim, + dim_out=dim_out, + num_heads=num_heads, + q_stride=self.q_stride if i in self.q_pool_blocks else None, + window_size=window_size, + dtype=tp_dtype, + ) + + embed_dim = dim_out + self.blocks.append(block) + + self.channel_list = ( + [self.blocks[i].dim_out for i in self.stage_ends[::-1]] + if return_interm_layers + else [self.blocks[-1].dim_out] + ) + + def generate_static_pos_embed(self, hw: Tuple[int, int]): + import torch + import torch.nn.functional as F + + h, w = hw + window_embed = torch.from_dlpack(self.pos_embed_window) + pos_embed = F.interpolate(torch.from_dlpack(self.pos_embed), size=(h, w), mode="bicubic") + pos_embed = pos_embed + window_embed.tile([x // y for x, y in zip(pos_embed.shape, window_embed.shape)]) + pos_embed = pos_embed.permute(0, 2, 3, 1) + self.pos_embed_torch = pos_embed.contiguous() + + def __call__(self, x: tp.Tensor): + x = self.patch_embed(x) + # x: (B, H, W, C) + + # Add pos embed + x = x + tp.Tensor(self.pos_embed_torch) + + outputs = [] + for i, blk in enumerate(self.blocks): + x = blk(x) + if (i == self.stage_ends[-1]) or (i in self.stage_ends and self.return_interm_layers): + # [1, 7, 43, 47] + feats = tp.permute(x, (0, 3, 1, 2)) + outputs.append(feats) + + return outputs diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py new file mode 100755 index 000000000..395431853 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py @@ -0,0 +1,147 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +from typing import List, Optional + +import tripy as tp + + +class ImageEncoder(tp.Module): + + def __init__( + self, + trunk: tp.Module, + neck: tp.Module, + scalp: int = 0, + ): + super().__init__() + self.trunk = trunk + self.neck = neck + self.scalp = scalp + assert ( + self.trunk.channel_list == self.neck.backbone_channel_list + ), f"Channel dims of trunk and neck do not match. Trunk: {self.trunk.channel_list}, neck: {self.neck.backbone_channel_list}" + self.compiled_executable = None + + def forward(self, x): + # __call__ returns a dict, not tensors + # thus we need to only compile this forward function + # Forward through backbone + return self.neck(self.trunk(x)) + + def __call__(self, sample: tp.Tensor): + import torch + + # Forward through backbone + if self.compiled_executable: + features_pos = self.compiled_executable(sample) + else: + features_pos = self.forward(sample) + for i in range(len(features_pos)): + features_pos[i] = torch.from_dlpack(features_pos[i]).to(torch.float32) + n = len(self.neck.backbone_channel_list) + features = list(features_pos[:n]) + pos = list(features_pos[n:]) + if self.scalp > 0: + # Discard the lowest resolution features + features, pos = features[: -self.scalp], pos[: -self.scalp] + + src = features[-1] + output = { + "vision_features": src, + "vision_pos_enc": pos, + "backbone_fpn": features, + } + return output + + +class FpnNeck(tp.Module): + + def __init__( + self, + position_encoding: tp.Module, # TODO: replace this with shapes + d_model: int, + backbone_channel_list: List[int], + kernel_size: int = 1, + stride: int = 1, + padding: int = 0, + fpn_interp_model: str = "bilinear", + fuse_type: str = "sum", + fpn_top_down_levels: Optional[List[int]] = None, + dtype: str = "float32", + ): + super().__init__() + self.dtype = getattr(tp, dtype) + self.convs = [] + self.backbone_channel_list = backbone_channel_list + for dim in backbone_channel_list: + make_2d_tuple = lambda x: 2 * (x,) + self.convs.append( + tp.Conv( + in_channels=dim, + out_channels=d_model, + kernel_dims=make_2d_tuple(kernel_size), + stride=make_2d_tuple(stride), + dtype=self.dtype, + ) + ) + self.fpn_interp_model = fpn_interp_model + assert fuse_type in ["sum", "avg"] + self.fuse_type = fuse_type + + if fpn_top_down_levels is None: + fpn_top_down_levels = range(len(self.convs)) + self.fpn_top_down_levels = list(fpn_top_down_levels) + + # position embedding only depends on input shape + # so we generate static embeddings ahead of time + self.position_encoding = [] + position_encoding_shapes = [[256, 256], [128, 128], [64, 64], [32, 32]] + for s in position_encoding_shapes: + self.position_encoding.append(position_encoding.generate_static_embedding([1, 256] + s, dtype=dtype)) + + def __call__(self, xs: List[tp.Tensor]): + + out = [None] * len(self.convs) + pos = [None] * len(self.convs) + assert len(xs) == len(self.convs) + # fpn forward pass + prev_features = None + # forward in top-down order (from low to high resolution) + n = len(self.convs) - 1 + for i in range(n, -1, -1): + x = xs[i] + lateral_features = self.convs[n - i](x) + if i in self.fpn_top_down_levels and prev_features is not None: + top_down_features = tp.resize( + tp.cast(prev_features, self.dtype), + mode=self.fpn_interp_model, + output_shape=(1, 256, 64, 64), + ) + prev_features = lateral_features + top_down_features + if self.fuse_type == "avg": + prev_features /= 2 + else: + prev_features = lateral_features + x_out = prev_features + out[i] = x_out + pos[i] = tp.cast(self.position_encoding[i], x_out.dtype) + + return *out, *pos diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/utils.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/utils.py new file mode 100755 index 000000000..b58080be2 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/utils.py @@ -0,0 +1,101 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +from typing import Tuple + +import tripy as tp + + +def window_partition(x, window_size): + """ + Partition into non-overlapping windows with padding if needed. + Args: + x (tensor): input tokens with [B, H, W, C]. + window_size (int): window size. + Returns: + windows: windows after partition with [B * num_windows, window_size, window_size, C]. + (Hp, Wp): padded height and width before partition + """ + B, H, W, C = x.shape + # padding is not triggered + Hp, Wp = H, W + x = tp.reshape(x, (B, Hp // window_size, window_size, Wp // window_size, window_size, C)) + x = tp.permute(x, (0, 1, 3, 2, 4, 5)) + windows = tp.reshape(x, (-1, window_size, window_size, C)) + return windows, (Hp, Wp) + + +def window_unpartition(windows, window_size, pad_hw, hw): + """ + Window unpartition into original sequences and removing padding. + Args: + x (tensor): input tokens with [B * num_windows, window_size, window_size, C]. + window_size (int): window size. + pad_hw (Tuple): padded height and width (Hp, Wp). + hw (Tuple): original height and width (H, W) before padding. + Returns: + x: unpartitioned sequences with [B, H, W, C]. + """ + Hp, Wp = pad_hw + B = windows.shape[0] // (Hp * Wp // window_size // window_size) + + x = tp.reshape(windows, (B, Hp // window_size, Wp // window_size, window_size, window_size, -1)) + x = tp.permute(x, (0, 1, 3, 2, 4, 5)) # [B, Hp//window_size, window_size, Wp//window_size, window_size, C] + x = tp.reshape(x, (B, Hp, Wp, -1)) # [B, Hp, Wp, C] + return x + + +class PatchEmbed(tp.Module): + """ + Image to Patch Embedding. + """ + + def __init__( + self, + kernel_size: Tuple[int, ...] = (7, 7), + stride: Tuple[int, ...] = (4, 4), + padding: Tuple[int, ...] = (3, 3), + in_chans: int = 3, + embed_dim: int = 768, + dtype: tp.dtype = tp.float32, + ): + """ + Args: + kernel_size (Tuple): kernel size of the projection layer. + stride (Tuple): stride of the projection layer. + padding (Tuple): padding size of the projection layer. + in_chans (int): Number of input image channels. + embed_dim (int): embed_dim (int): Patch embedding dimension. + """ + super().__init__() + padding = ((padding[0], padding[0]), (padding[1], padding[1])) + self.proj = tp.Conv( + in_chans, + embed_dim, + kernel_dims=kernel_size, + stride=stride, + padding=padding, + dtype=dtype, + ) + + def __call__(self, x): + x = self.proj(x) + x = tp.permute(x, (0, 2, 3, 1)) # [B, C, H, W] -> [B, H, W, C] + return x diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_attention.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_attention.py new file mode 100644 index 000000000..cb00a266b --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_attention.py @@ -0,0 +1,172 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +from typing import Optional + +from sam2.modeling.sam.transformer import RoPEAttention +from sam2.modeling.sam2_utils import get_activation_fn, get_clones + +import tripy as tp + + +class MemoryAttentionLayer(tp.Module): + + def __init__( + self, + activation: str, + cross_attention: tp.Module, + d_model: int, + dim_feedforward: int, + dropout: float, + pos_enc_at_attn: bool, + pos_enc_at_cross_attn_keys: bool, + pos_enc_at_cross_attn_queries: bool, + self_attention: tp.Module, + dtype: "float32", + ): + super().__init__() + self.d_model = d_model + self.dim_feedforward = dim_feedforward + self.self_attn = self_attention + self.cross_attn_image = cross_attention + self.dtype = getattr(tp, dtype) + + # Implementation of Feedforward model + self.linear1 = tp.Linear(d_model, dim_feedforward, dtype=self.dtype) + self.linear2 = tp.Linear(dim_feedforward, d_model, dtype=self.dtype) + + self.norm1 = tp.LayerNorm(d_model) + self.norm2 = tp.LayerNorm(d_model) + self.norm3 = tp.LayerNorm(d_model) + + self.activation_str = activation + self.activation = get_activation_fn(activation) + + # Where to add pos enc + self.pos_enc_at_attn = pos_enc_at_attn + self.pos_enc_at_cross_attn_queries = pos_enc_at_cross_attn_queries + self.pos_enc_at_cross_attn_keys = pos_enc_at_cross_attn_keys + + def _forward_sa(self, tgt, query_pos): + # Self-Attention + tgt2 = tp.cast(self.norm1(tp.cast(tgt, self.norm1.dtype)), self.dtype) + q = k = tgt2 + query_pos if self.pos_enc_at_attn else tgt2 + tgt2 = self.self_attn(q, k, v=tgt2, num_k_exclude_rope=tp.Tensor([0])) + tgt = tgt + tgt2 + return tgt + + def _forward_ca(self, tgt, memory, query_pos, pos, num_k_exclude_rope=0): + kwds = {} + + # Cross-Attention + tgt2 = tp.cast(self.norm2(tp.cast(tgt, self.norm2.dtype)), self.dtype) + + tgt2 = self.cross_attn_image( + q=tgt2 + query_pos if self.pos_enc_at_cross_attn_queries else tgt2, + k=memory + pos if self.pos_enc_at_cross_attn_keys else memory, + v=memory, + num_k_exclude_rope=num_k_exclude_rope, + ) + tgt = tgt + tgt2 + return tgt + + def __call__( + self, + tgt, + memory, + pos: Optional[tp.Tensor] = None, + query_pos: Optional[tp.Tensor] = None, + num_k_exclude_rope: Optional[tp.Tensor] = None, + ) -> tp.Tensor: + + # Self-Attn, Cross-Attn + tgt = self._forward_sa(tgt, query_pos) + tgt = self._forward_ca(tgt, memory, query_pos, pos, num_k_exclude_rope) + # MLP + tgt2 = tp.cast(self.norm3(tp.cast(tgt, self.norm3.dtype)), self.dtype) + + tgt2 = self.linear2(self.activation(self.linear1(tgt2))) + tgt = tgt + tgt2 + return tgt + + +class MemoryAttention(tp.Module): + + def __init__( + self, + d_model: int, + pos_enc_at_input: bool, + layer: tp.Module, + num_layers: int, + batch_first: bool = True, # Do layers expect batch first input? + dtype="float32", + ): + super().__init__() + self.d_model = d_model + self.layers = get_clones(layer, num_layers) + self.num_layers = num_layers + self.norm = tp.LayerNorm(d_model) + self.pos_enc_at_input = pos_enc_at_input + self.batch_first = batch_first + self.dtype = getattr(tp, dtype) + + def __call__( + self, + curr: tp.Tensor, # self-attention inputs + memory: tp.Tensor, # cross-attention inputs + curr_pos: Optional[tp.Tensor] = None, # pos_enc for self-attention inputs + memory_pos: Optional[tp.Tensor] = None, # pos_enc for cross-attention inputs + num_obj_ptr_tokens: Optional[tp.Tensor] = None, # number of object pointer *tokens* + ): + + num_obj_ptr_tokens = num_obj_ptr_tokens.shape[0] + output = curr + if self.pos_enc_at_input and curr_pos is not None: + output = output + 0.1 * curr_pos + + if self.batch_first: + # Convert to batch first + output = tp.transpose(output, 0, 1) + memory = tp.transpose(memory, 0, 1) + if curr_pos is not None: + curr_pos = tp.transpose(curr_pos, 0, 1) + if memory_pos is not None: + memory_pos = tp.transpose(memory_pos, 0, 1) + + for layer in self.layers: + kwds = {} + if isinstance(layer.cross_attn_image, RoPEAttention): + kwds = {"num_k_exclude_rope": num_obj_ptr_tokens} + + output = layer( + tgt=output, + memory=memory, + pos=memory_pos, + query_pos=curr_pos, + **kwds, + ) + + normed_output = tp.cast(self.norm(tp.cast(output, self.norm.dtype)), self.dtype) + + if self.batch_first: + # Convert back to seq first + normed_output = tp.transpose(normed_output, 0, 1) + + return normed_output diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py new file mode 100644 index 000000000..fe049e6ff --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py @@ -0,0 +1,214 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +import math +from typing import Tuple + +import tripy as tp + +from sam2.modeling.sam2_utils import LayerNorm2d, get_clones + + +class Dummy(tp.Module): + def __init__(self): + pass + + def __call__(self, x): + return x + + +class MaskDownSampler(tp.Module): + """ + Progressively downsample a mask by total_stride, each time by stride. + Note that LayerNorm is applied per *token*, like in ViT. + + With each downsample (by a factor stride**2), channel capacity increases by the same factor. + In the end, we linearly project to embed_dim channels. + """ + + def __init__( + self, + embed_dim=256, + kernel_size=4, + stride=4, + padding=0, + total_stride=16, + activation=tp.gelu, + ): + super().__init__() + num_layers = int(math.log2(total_stride) // math.log2(stride)) + assert stride**num_layers == total_stride + self.encoder = [] + mask_in_chans, mask_out_chans = 1, 1 + for _ in range(num_layers): + mask_out_chans = mask_in_chans * (stride**2) + self.encoder.append( + tp.Conv( + mask_in_chans, + mask_out_chans, + kernel_dims=(kernel_size, kernel_size), + stride=(stride, stride), + padding=((padding, padding), (padding, padding)), + ) + ) + self.encoder.append(LayerNorm2d(mask_out_chans)) + self.encoder.append(activation) + mask_in_chans = mask_out_chans + + self.encoder.append(tp.Conv(mask_out_chans, embed_dim, kernel_dims=(1, 1))) + + def __call__(self, x): + return self.forward(x) + + def forward(self, x): + for l in self.encoder: + x = l(x) + + return x + + +class CXBlock(tp.Module): + r"""ConvNeXt Block. There are two equivalent implementations: + (1) DwConv -> LayerNorm (channels_first) -> 1x1 Conv -> GELU -> 1x1 Conv; all in (N, C, H, W) + (2) DwConv -> Permute to (N, H, W, C); LayerNorm (channels_last) -> Linear -> GELU -> Linear; Permute back + We use (2) as we find it slightly faster in PyTorch + + Args: + dim (int): Number of input channels. + drop_path (float): Stochastic depth rate. Default: 0.0 + layer_scale_init_value (float): Init value for Layer Scale. Default: 1e-6. + """ + + def __init__( + self, + dim, + kernel_size=7, + padding=3, + drop_path=0.0, + layer_scale_init_value=1e-6, + use_dwconv=True, + ): + super().__init__() + self.dwconv = tp.Conv( + dim, + dim, + kernel_dims=(kernel_size, kernel_size), + padding=((padding, padding), (padding, padding)), + groups=dim if use_dwconv else 1, + ) # depthwise conv + self.norm = LayerNorm2d(dim, eps=1e-6) + self.pwconv1 = tp.Linear(dim, 4 * dim) # pointwise/1x1 convs, implemented with linear layers + self.act = tp.gelu + self.pwconv2 = tp.Linear(4 * dim, dim) + self.gamma = tp.ones((dim,)) * layer_scale_init_value + + # self.gamma = ( + # nn.Parameter(layer_scale_init_value * torch.ones((dim)), requires_grad=True) + # if layer_scale_init_value > 0 + # else None + # ) + self.drop_path = Dummy() + + def __call__(self, x): + return self.forward(x) + + def forward(self, x): + input = x + x = self.dwconv(x) + x = self.norm(x) + x = tp.permute(x, (0, 2, 3, 1)) # (N, C, H, W) -> (N, H, W, C) + x = self.pwconv1(x) + x = self.act(x) + x = self.pwconv2(x) + if self.gamma is not None: + x = self.gamma * x + x = tp.permute(x, (0, 3, 1, 2)) # (N, H, W, C) -> (N, C, H, W) + + x = input + self.drop_path(x) + return x + + +class Fuser(tp.Module): + def __init__(self, layer, num_layers, dim=None, input_projection=False): + super().__init__() + self.proj = Dummy() + self.layers = get_clones(layer, num_layers) + + if input_projection: + self.proj = tp.Conv(dim, dim, kernel_dims=(1, 1)) + + def __call__(self, x): + return self.forward(x) + + def forward(self, x): + # normally x: (N, C, H, W) + x = self.proj(x) + for layer in self.layers: + x = layer(x) + return x + + +class MemoryEncoder(tp.Module): + def __init__( + self, + out_dim, + mask_downsampler, + fuser, + position_encoding, + in_dim=256, # in_dim of pix_feats + ): + super().__init__() + + self.mask_downsampler = mask_downsampler + self.pix_feat_proj = tp.Conv(in_dim, in_dim, kernel_dims=(1, 1)) + self.fuser = fuser + self.position_encoding = position_encoding + self.out_proj = Dummy() + if out_dim != in_dim: + self.out_proj = tp.Conv(in_dim, out_dim, kernel_dims=(1, 1)) + + def __call__( + self, + pix_feat: tp.Tensor, + masks: tp.Tensor, + skip_mask_sigmoid: bool = False, + ): + return self.forward(pix_feat, masks, skip_mask_sigmoid) + + def forward( + self, + pix_feat: tp.Tensor, + masks: tp.Tensor, + skip_mask_sigmoid: bool = False, + ) -> Tuple[tp.Tensor, tp.Tensor]: + ## Process masks + # sigmoid, so that less domain shift from gt masks which are bool + if not skip_mask_sigmoid: + masks = tp.sigmoid(masks) + masks = self.mask_downsampler(masks) + + x = self.pix_feat_proj(pix_feat) + x = x + masks + x = self.fuser(x) + x = self.out_proj(x) + + pos = tp.cast(self.position_encoding(x), x.dtype) + + return x, pos diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/position_encoding.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/position_encoding.py new file mode 100644 index 000000000..1e0f1ed74 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/position_encoding.py @@ -0,0 +1,193 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import math +import numpy as np +import tripy as tp +from typing import Optional, Tuple +from sam2.modeling.sam2_utils import cartesian_via_polar, mul_as_complex + + +class PositionEmbeddingSine(tp.Module): + + def __init__( + self, + num_pos_feats, + temperature: int = 10000, + normalize: bool = True, + scale: Optional[float] = None, + ): + super().__init__() + assert num_pos_feats % 2 == 0, "Expecting even model width" + self.num_pos_feats = num_pos_feats // 2 + self.temperature = temperature + self.normalize = normalize + if scale is not None and normalize is False: + raise ValueError("normalize should be True if scale is passed") + if scale is None: + scale = 2 * math.pi + self.scale = scale + + def __call__(self, x: tp.Tensor): + # x: [B, C, H, W] + B, _, H, W = x.shape + y_embed = tp.arange(1, H + 1, dtype=tp.float32) + y_embed = tp.reshape(y_embed, (1, -1, 1)) + y_embed = tp.repeat(y_embed, B, 0) + y_embed = tp.repeat(y_embed, W, 2) # [B, H, W] + + x_embed = tp.arange(1, W + 1, dtype=tp.float32) + x_embed = tp.reshape(x_embed, (1, 1, -1)) + x_embed = tp.repeat(x_embed, B, 0) + x_embed = tp.repeat(x_embed, H, 1) # [B, H, W] + + if self.normalize: + eps = 1e-6 + y_embed = y_embed / (y_embed[:, -1:, :] + eps) * self.scale + x_embed = x_embed / (x_embed[:, :, -1:] + eps) * self.scale + + dim_t = tp.arange(self.num_pos_feats, dtype=tp.float32) + dim_t = self.temperature ** (2 * (dim_t // 2) / self.num_pos_feats) + + pos_x = tp.unsqueeze(x_embed, -1) / dim_t + pos_y = tp.unsqueeze(y_embed, -1) / dim_t + pos_x = tp.stack((tp.sin(pos_x[:, :, :, 0::2]), tp.cos(pos_x[:, :, :, 1::2])), dim=4) + pos_y = tp.stack((tp.sin(pos_y[:, :, :, 0::2]), tp.cos(pos_y[:, :, :, 1::2])), dim=4) + pos_x = tp.flatten(pos_x, 3) + pos_y = tp.flatten(pos_y, 3) + pos = tp.concatenate([pos_x, pos_y], dim=3) + pos = tp.permute(pos, (0, 3, 1, 2)) + return pos + + def generate_static_embedding(self, inp_shape, dtype): + import torch + + B, _, H, W = inp_shape + y_embed = torch.arange(1, H + 1, dtype=torch.float32).view(1, -1, 1).repeat(B, 1, W) + x_embed = torch.arange(1, W + 1, dtype=torch.float32).view(1, 1, -1).repeat(B, H, 1) + + if self.normalize: + eps = 1e-6 + y_embed = y_embed / (y_embed[:, -1:, :] + eps) * self.scale + x_embed = x_embed / (x_embed[:, :, -1:] + eps) * self.scale + + dim_t = torch.arange(self.num_pos_feats, dtype=torch.float32) + dim_t = self.temperature ** (2 * (dim_t // 2) / self.num_pos_feats) + + pos_x = x_embed[:, :, :, None] / dim_t + pos_y = y_embed[:, :, :, None] / dim_t + pos_x = torch.stack((pos_x[:, :, :, 0::2].sin(), pos_x[:, :, :, 1::2].cos()), dim=4).flatten(3) + pos_y = torch.stack((pos_y[:, :, :, 0::2].sin(), pos_y[:, :, :, 1::2].cos()), dim=4).flatten(3) + pos = torch.cat((pos_y, pos_x), dim=3).permute(0, 3, 1, 2) + return tp.Tensor(pos.to(getattr(torch, dtype)).contiguous()) + + +class PositionEmbeddingRandom(tp.Module): + """ + Positional encoding using random spatial frequencies. + """ + + def __init__(self, num_pos_feats: int = 64, scale: Optional[float] = None) -> None: + super().__init__() + if scale is None or scale <= 0.0: + scale = 1.0 + self.positional_encoding_gaussian_matrix = tp.Parameter( + tp.Tensor( + scale * np.random.randn(2, num_pos_feats).astype(np.float32), + dtype=tp.float32, + ) + ) + + def _pe_encoding(self, coords: tp.Tensor) -> tp.Tensor: + """Positionally encode points that are normalized to [0,1].""" + # assuming coords are in [0, 1]^2 square and have d_1 x ... x d_n x 2 shape + coords = 2 * coords - 1 + coords = coords @ self.positional_encoding_gaussian_matrix + coords = 2 * np.pi * coords + # outputs d_1 x ... x d_n x C shape + return tp.concatenate([tp.sin(coords), tp.cos(coords)], dim=-1) + + def __call__(self, size: Tuple[int, int]) -> tp.Tensor: + return self.forward(size) + + def forward(self, size: Tuple[int, int]) -> tp.Tensor: + """Generate positional encoding for a grid of the specified size.""" + h, w = size + grid = tp.ones((h, w), dtype=tp.float32) + y_embed = tp.cumsum(grid, dim=0) - 0.5 + x_embed = tp.cumsum(grid, dim=1) - 0.5 + y_embed = y_embed / h + x_embed = x_embed / w + + pe = self._pe_encoding(tp.stack([x_embed, y_embed], dim=-1)) + return tp.permute(pe, (2, 0, 1)) # C x H x W + + def forward_with_coords(self, coords_input: tp.Tensor, image_size: Tuple[int, int]) -> tp.Tensor: + """Positionally encode points that are not normalized to [0,1].""" + new_x_coords = coords_input[:, :, 0] / image_size[1] + new_y_coords = coords_input[:, :, 1] / image_size[0] + + # Combine the updated x and y coordinates into a new tensor + new_coords = tp.stack([new_x_coords, new_y_coords], dim=-1) + return self._pe_encoding(tp.cast(new_coords, tp.float32)) # B x N x C + + +def init_t_xy(end_x: tp.DimensionSize, end_y: tp.DimensionSize): + t = tp.arange(end_x * end_y, dtype=tp.float32) + if isinstance(end_x, tp.DimensionSize) and isinstance(end_y, tp.DimensionSize): + end_x, end_y = tp.cast(end_x, tp.float32), tp.cast(end_y, tp.float32) + t_x = t % end_x + t_y = t // end_x + return t_x, t_y + + +def compute_axial_cis(dim: int, end_x: tp.DimensionSize, end_y: tp.DimensionSize, theta: float = 10000.0): + freqs_x = 1.0 / (theta ** (tp.cast(tp.arange(0, dim, 4)[: (dim // 4)], tp.float32) / dim)) + freqs_y = 1.0 / (theta ** (tp.cast(tp.arange(0, dim, 4)[: (dim // 4)], tp.float32) / dim)) + + t_x, t_y = init_t_xy(end_x, end_y) + freqs_x = tp.outer(t_x, freqs_x) + freqs_y = tp.outer(t_y, freqs_y) + freqs_cis_x = cartesian_via_polar(tp.ones_like(freqs_x), freqs_x) + freqs_cis_y = cartesian_via_polar(tp.ones_like(freqs_y), freqs_y) + return tp.concatenate([freqs_cis_x, freqs_cis_y], dim=-2) + + +def reshape_for_broadcast(freqs_cis: tp.Tensor, x: tp.Tensor): + ndim = x.rank + shape = [d if i >= ndim - 3 else 1 for i, d in enumerate(x.shape)] + return tp.reshape(freqs_cis, shape) + + +def apply_rotary_enc( + xq: tp.Tensor, + xk: tp.Tensor, + freqs_cis: tp.Tensor, + repeat_freqs_k: bool = False, +): + xq_ = tp.reshape(xq, (*xq.shape[:-1], -1, 2)) + xk_ = tp.reshape(xk, (*xk.shape[:-1], -1, 2)) + + freqs_cis = reshape_for_broadcast(freqs_cis, xq_) + xq_out = mul_as_complex(xq_, freqs_cis) + xq_out = tp.reshape(xq_out, (xq_out.shape[0], xq_out.shape[1], xq_out.shape[2], -1)) + + # repeat freqs along seq_len dim to match k seq_len + if repeat_freqs_k: + r = xk_.shape[-3] // xq_.shape[-3] + freqs_cis = tp.flatten(tp.expand(tp.unsqueeze(freqs_cis, 2), (-1, -1, r, -1, -1, -1)), 2, 3) + + xk_out = tp.flatten(mul_as_complex(xk_, freqs_cis), 3) + return tp.cast(xq_out, xq.dtype), tp.cast(xk_out, xk.dtype) diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/__init__.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/__init__.py new file mode 100644 index 000000000..a08b2c204 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/__init__.py @@ -0,0 +1,14 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/mask_decoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/mask_decoder.py new file mode 100755 index 000000000..571724750 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/mask_decoder.py @@ -0,0 +1,393 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +from typing import List, Optional, Tuple + +import tripy as tp + +from sam2.modeling.sam2_utils import LayerNorm2d, MLP + + +class Dummy(tp.Module): + def __init__(self): + pass + + def __call__(self, x): + return x + + +class MaskDecoder(tp.Module): + def __init__( + self, + *, + transformer_dim: int, + transformer: tp.Module, + num_multimask_outputs: int = 3, + activation=tp.gelu, + iou_head_depth: int = 3, + iou_head_hidden_dim: int = 256, + use_high_res_features: bool = False, + iou_prediction_use_sigmoid=False, + dynamic_multimask_via_stability=False, + dynamic_multimask_stability_delta=0.05, + dynamic_multimask_stability_thresh=0.98, + pred_obj_scores: bool = False, + pred_obj_scores_mlp: bool = False, + use_multimask_token_for_obj_ptr: bool = False, + dtype=tp.float32, + ) -> None: + """ + Predicts masks given an image and prompt embeddings, using a + transformer architecture. + + Arguments: + transformer_dim (int): the channel dimension of the transformer + transformer (nn.Module): the transformer used to predict masks + num_multimask_outputs (int): the number of masks to predict + when disambiguating masks + activation (nn.Module): the type of activation to use when + upscaling masks + iou_head_depth (int): the depth of the MLP used to predict + mask quality + iou_head_hidden_dim (int): the hidden dimension of the MLP + used to predict mask quality + """ + super().__init__() + + self.transformer_dim = transformer_dim + self.transformer = transformer + self.dtype = dtype + + self.num_multimask_outputs = num_multimask_outputs + + self.iou_token = tp.Embedding(1, transformer_dim, dtype=dtype) + self.num_mask_tokens = num_multimask_outputs + 1 + self.mask_tokens = tp.Embedding(self.num_mask_tokens, transformer_dim, dtype=dtype) + + self.pred_obj_scores = pred_obj_scores + if self.pred_obj_scores: + self.obj_score_token = tp.Embedding(1, transformer_dim, dtype=dtype) + self.use_multimask_token_for_obj_ptr = use_multimask_token_for_obj_ptr + + self.output_upscaling = [ + tp.ConvTranspose( + transformer_dim, + transformer_dim // 4, + kernel_dims=(2, 2), + stride=(2, 2), + dtype=dtype, + ), + LayerNorm2d(transformer_dim // 4), + Dummy(), # Accounts for Dropout layer, needed for weight loading + tp.ConvTranspose( + transformer_dim // 4, + transformer_dim // 8, + kernel_dims=(2, 2), + stride=(2, 2), + dtype=dtype, + ), + Dummy(), # Accounts for Dropout layer, needed for weight loading + ] + self.use_high_res_features = use_high_res_features + if use_high_res_features: + self.conv_s0 = tp.Conv( + transformer_dim, + transformer_dim // 8, + kernel_dims=(1, 1), + stride=(1, 1), + dtype=dtype, + ) + self.conv_s1 = tp.Conv( + transformer_dim, + transformer_dim // 4, + kernel_dims=(1, 1), + stride=(1, 1), + dtype=dtype, + ) + + self.output_hypernetworks_mlps = [ + MLP(transformer_dim, transformer_dim, transformer_dim // 8, 3, dtype=dtype) + for i in range(self.num_mask_tokens) + ] + + self.iou_prediction_head = MLP( + transformer_dim, + iou_head_hidden_dim, + self.num_mask_tokens, + iou_head_depth, + sigmoid_output=iou_prediction_use_sigmoid, + dtype=dtype, + ) + if self.pred_obj_scores: + self.pred_obj_score_head = tp.Linear(transformer_dim, 1) + if pred_obj_scores_mlp: + self.pred_obj_score_head = MLP(transformer_dim, transformer_dim, 1, 3, dtype=dtype) + + # When outputting a single mask, optionally we can dynamically fall back to the best + # multimask output token if the single mask output token gives low stability scores. + self.dynamic_multimask_via_stability = dynamic_multimask_via_stability + self.dynamic_multimask_stability_delta = dynamic_multimask_stability_delta + self.dynamic_multimask_stability_thresh = dynamic_multimask_stability_thresh + + def __call__( + self, + image_embeddings: tp.Tensor, + image_pe: tp.Tensor, + sparse_prompt_embeddings: tp.Tensor, + dense_prompt_embeddings: tp.Tensor, + multimask_output: bool, + repeat_image: bool, + high_res_features_1: Optional[tp.Tensor] = None, + high_res_features_2: Optional[tp.Tensor] = None, + ) -> Tuple[tp.Tensor, tp.Tensor]: + + return self.forward( + image_embeddings, + image_pe, + sparse_prompt_embeddings, + dense_prompt_embeddings, + multimask_output, + repeat_image, + high_res_features_1, + high_res_features_2, + ) + + def forward( + self, + image_embeddings: tp.Tensor, + image_pe: tp.Tensor, + sparse_prompt_embeddings: tp.Tensor, + dense_prompt_embeddings: tp.Tensor, + multimask_output: bool, + repeat_image: bool, + high_res_features_1: Optional[tp.Tensor] = None, + high_res_features_2: Optional[tp.Tensor] = None, + ) -> Tuple[tp.Tensor, tp.Tensor]: + """ + Predict masks given image and prompt embeddings. + + Arguments: + image_embeddings (tp.Tensor): the embeddings from the image encoder + image_pe (tp.Tensor): positional encoding with the shape of image_embeddings + sparse_prompt_embeddings (tp.Tensor): the embeddings of the points and boxes + dense_prompt_embeddings (tp.Tensor): the embeddings of the mask inputs + multimask_output (bool): Whether to return multiple masks or a single + mask. + + Returns: + tp.Tensor: batched predicted masks + tp.Tensor: batched predictions of mask quality + tp.Tensor: batched SAM token for mask output + """ + masks, iou_pred, mask_tokens_out, object_score_logits = self.predict_masks( + image_embeddings=image_embeddings, + image_pe=image_pe, + sparse_prompt_embeddings=sparse_prompt_embeddings, + dense_prompt_embeddings=dense_prompt_embeddings, + repeat_image=repeat_image, + high_res_features_1=high_res_features_1, + high_res_features_2=high_res_features_2, + ) + + # Select the correct mask or masks for output + if multimask_output: + masks = masks[:, 1:, :, :] + iou_pred = iou_pred[:, 1:] + elif self.dynamic_multimask_via_stability: + masks, iou_pred = self._dynamic_multimask_via_stability(masks, iou_pred) + # masks = masks[:, 0:1, :, :] + # iou_pred = iou_pred[:, 0:1] + + if multimask_output and self.use_multimask_token_for_obj_ptr: + sam_tokens_out = mask_tokens_out[:, 1:] # [b, 3, c] shape + else: + # Take the mask output token. Here we *always* use the token for single mask output. + # At test time, even if we track after 1-click (and using multimask_output=True), + # we still take the single mask token here. The rationale is that we always track + # after multiple clicks during training, so the past tokens seen during training + # are always the single mask token (and we'll let it be the object-memory token). + sam_tokens_out = mask_tokens_out[:, 0:1] # [b, 1, c] shape + + # Prepare output + return masks, iou_pred, sam_tokens_out, object_score_logits + + def predict_masks( + self, + image_embeddings: tp.Tensor, + image_pe: tp.Tensor, + sparse_prompt_embeddings: tp.Tensor, + dense_prompt_embeddings: tp.Tensor, + repeat_image: bool, + high_res_features_1: Optional[tp.Tensor] = None, + high_res_features_2: Optional[tp.Tensor] = None, + ) -> Tuple[tp.Tensor, tp.Tensor]: + """Predicts masks. See 'forward' for more details.""" + # Concatenate output tokens + s = 0 + if self.pred_obj_scores: + output_tokens = tp.concatenate( + [ + self.obj_score_token.weight, + self.iou_token.weight, + self.mask_tokens.weight, + ], + dim=0, + ) + s = 1 + else: + output_tokens = tp.concatenate([self.iou_token.weight, self.mask_tokens.weight], dim=0) + output_tokens = tp.expand(tp.unsqueeze(output_tokens, 0), (sparse_prompt_embeddings.shape[0], -1, -1)) + tokens = tp.concatenate((output_tokens, sparse_prompt_embeddings), dim=1) + + # Expand per-image data in batch direction to be per-mask + if repeat_image: + src = tp.repeat(image_embeddings, tokens.shape[0], dim=0) + else: + src = image_embeddings + + src = src + dense_prompt_embeddings + pos_src = tp.repeat(image_pe, tokens.shape[0], dim=0) + b, c, h, w = src.shape + + og_dtype = src.dtype + src = tp.cast(src, self.dtype) + pos_src = tp.cast(pos_src, self.dtype) + tokens = tp.cast(tokens, self.dtype) + hs, src = self.transformer(src, pos_src, tokens) + hs = tp.cast(hs, og_dtype) + src = tp.cast(src, og_dtype) + + iou_token_out = hs[:, s, :] + mask_tokens_out = hs[:, s + 1 : s + 1 + self.num_mask_tokens, :] + + # Upscale mask embeddings and predict masks using the mask tokens + src = tp.reshape(tp.transpose(src, 1, 2), (b, c, h, w)) + act1 = tp.gelu + act2 = tp.gelu + + if not self.use_high_res_features: + dc1, ln1, _, dc2, _ = self.output_upscaling + post_ln1 = tp.cast(ln1(tp.cast(dc1(src), tp.float32)), src.dtype) + upscaled_embedding = act2(dc2(act1(post_ln1))) + # upscaled_embedding = act2(dc2(act1(ln1(dc1(src))))) + else: + dc1, ln1, _, dc2, _ = self.output_upscaling + feat_s0, feat_s1 = high_res_features_1, high_res_features_2 + post_ln1 = tp.cast(ln1(tp.cast(dc1(src) + feat_s1, tp.float32)), src.dtype) + upscaled_embedding = act1(post_ln1) + # upscaled_embedding = act1(ln1(dc1(src) + feat_s1)) + upscaled_embedding = act2(dc2(upscaled_embedding) + feat_s0) + + hyper_in_list: List[tp.Tensor] = [] + for i in range(self.num_mask_tokens): + mlp_in = mask_tokens_out[:, i, :] + hyper_in_list.append(self.output_hypernetworks_mlps[i](mlp_in)) + hyper_in = tp.stack(hyper_in_list, dim=1) + b, c, h, w = upscaled_embedding.shape + upscaled_embedding = tp.reshape(upscaled_embedding, (b, c, h * w)) + # out_4 = upscaled_embedding + masks = tp.reshape(hyper_in @ upscaled_embedding, (b, -1, h, w)) + + # Generate mask quality predictions + iou_pred = self.iou_prediction_head(iou_token_out) + if self.pred_obj_scores: + assert s == 1 + object_score_logits = self.pred_obj_score_head(hs[:, 0, :]) + else: + # Obj scores logits - default to 10.0, i.e. assuming the object is present, sigmoid(10)=1 + object_score_logits = 10.0 * tp.ones( + (iou_pred.shape[0], 1), dtype=self.dtype + ) # iou_pred.new_ones(iou_pred.shape[0], 1) + + return masks, iou_pred, mask_tokens_out, object_score_logits + + def _get_stability_scores(self, mask_logits): + """ + Compute stability scores of the mask logits based on the IoU between upper and + lower thresholds, similar to https://github.com/fairinternal/onevision/pull/568. + """ + mask_logits = tp.flatten(mask_logits, -2) + stability_delta = self.dynamic_multimask_stability_delta + area_i = tp.cast(tp.sum(tp.cast(mask_logits > stability_delta, tp.float32), dim=-1), self.dtype) + area_u = tp.cast(tp.sum(tp.cast(mask_logits > -stability_delta, tp.float32), dim=-1), self.dtype) + stability_scores = tp.where(area_u > 0, area_i / area_u, tp.Tensor(1.0, dtype=self.dtype)) + return stability_scores + + def _dynamic_multimask_via_stability(self, all_mask_logits, all_iou_scores): + """ + When outputting a single mask, if the stability score from the current single-mask + output (based on output token 0) falls below a threshold, we instead select from + multi-mask outputs (based on output token 1~3) the mask with the highest predicted + IoU score. This is intended to ensure a valid mask for both clicking and tracking. + """ + # The best mask from multimask output tokens (1~3) + multimask_logits = all_mask_logits[:, 1:, :, :] + multimask_iou_scores = all_iou_scores[:, 1:] + best_scores_inds = tp.argmax(multimask_iou_scores, dim=-1) + batch_inds = tp.arange(multimask_iou_scores.shape[0], dtype=self.dtype) + batch_inds = tp.cast(batch_inds, tp.int32) + + def advanced_indexing(tensor, first_index, second_index): + # Step 1: Use the first_index to select rows + step1 = tp.gather(tensor, dim=0, index=first_index) + + # Step 2: Prepare for the second gather operation + batch_size = first_index.shape[0] + row_indices = tp.arange(batch_size, dtype=tp.int32) + + # Step 3: Combine row_indices and second_index + combined_indices = tp.stack([row_indices, second_index], dim=1) + + # Step 4: Flatten the tensor + flattened = tp.flatten(step1) + + # Step 5: Calculate flat indices + flat_indices = combined_indices[:, 0] * batch_size + combined_indices[:, 1] + + # Step 6: Gather using flat indices + result = tp.gather(flattened, dim=0, index=flat_indices) + + return result + + best_multimask_logits = advanced_indexing(multimask_logits, batch_inds, best_scores_inds) + best_multimask_iou_scores = advanced_indexing(multimask_iou_scores, batch_inds, best_scores_inds) + + best_multimask_logits = tp.unsqueeze(best_multimask_logits, 1) + best_multimask_iou_scores = tp.unsqueeze(best_multimask_iou_scores, 1) + + # The mask from singlemask output token 0 and its stability score + singlemask_logits = all_mask_logits[:, 0:1, :, :] + singlemask_iou_scores = all_iou_scores[:, 0:1] + stability_scores = self._get_stability_scores(singlemask_logits) + is_stable = stability_scores >= self.dynamic_multimask_stability_thresh + + # Dynamically fall back to best multimask output upon low stability scores. + is_stable = tp.unsqueeze(tp.unsqueeze(is_stable, -1), -1) + mask_logits_out = tp.where( + is_stable, + singlemask_logits, + best_multimask_logits, + ) + iou_scores_out = tp.where( + is_stable, + singlemask_iou_scores, + best_multimask_iou_scores, + ) + return mask_logits_out, iou_scores_out diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/prompt_encoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/prompt_encoder.py new file mode 100755 index 000000000..87b301d12 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/prompt_encoder.py @@ -0,0 +1,218 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +from typing import Optional, Tuple, Type + +import tripy as tp +from sam2.modeling.position_encoding import PositionEmbeddingRandom +from sam2.modeling.sam2_utils import LayerNorm2d + + +class PromptEncoder(tp.Module): + def __init__( + self, + embed_dim: int, + image_embedding_size: Tuple[int, int], + input_image_size: Tuple[int, int], + mask_in_chans: int, + activation: Type[tp.Module] = tp.gelu, + ) -> None: + """ + Encodes prompts for input to SAM's mask decoder. + + Arguments: + embed_dim (int): The prompts' embedding dimension + image_embedding_size (tuple(int, int)): The spatial size of the + image embedding, as (H, W). + input_image_size (int): The padded size of the image as input + to the image encoder, as (H, W). + mask_in_chans (int): The number of hidden channels used for + encoding input masks. + activation (tp.Module): The activation to use when encoding + input masks. + """ + super().__init__() + self.embed_dim = embed_dim + self.input_image_size = input_image_size + self.image_embedding_size = image_embedding_size + self.pe_layer = PositionEmbeddingRandom(embed_dim // 2) + + self.num_point_embeddings: int = 4 # pos/neg point + 2 box corners + self.point_embeddings = [tp.Embedding(1, embed_dim) for i in range(self.num_point_embeddings)] + self.not_a_point_embed = tp.Embedding(1, embed_dim) + + self.mask_input_size = ( + 4 * image_embedding_size[0], + 4 * image_embedding_size[1], + ) + self.mask_downscaling = [ + tp.Conv(1, mask_in_chans // 4, kernel_dims=(2, 2), stride=(2, 2)), + LayerNorm2d(mask_in_chans // 4), + activation, + tp.Conv(mask_in_chans // 4, mask_in_chans, kernel_dims=(2, 2), stride=(2, 2)), + LayerNorm2d(mask_in_chans), + activation, + tp.Conv(mask_in_chans, embed_dim, kernel_dims=(1, 1)), + ] + self.no_mask_embed = tp.Embedding(1, embed_dim) + + def get_dense_pe(self) -> tp.Tensor: + """ + Returns the positional encoding used to encode point prompts, + applied to a dense set of points the shape of the image encoding. + + Returns: + tp.Tensor: Positional encoding with shape + 1x(embed_dim)x(embedding_h)x(embedding_w) + """ + return tp.unsqueeze(self.pe_layer(self.image_embedding_size), 0) + + def _embed_points( + self, + points: tp.Tensor, + labels: tp.Tensor, + pad: bool, + ) -> tp.Tensor: + """Embeds point prompts.""" + points = points + 0.5 # Shift to center of pixel + if pad: + padding_point = tp.zeros((points.shape[0], 1, 2), dtype=points.dtype) + padding_label = 0 - tp.ones((labels.shape[0], 1), dtype=labels.dtype) + padding_label = tp.cast(padding_label, labels.dtype) + points = tp.concatenate([points, padding_point], dim=1) + labels = tp.concatenate([labels, padding_label], dim=1) + + point_embedding = self.pe_layer.forward_with_coords(points, self.input_image_size) + labels = tp.unsqueeze(labels, 2) + point_embedding = tp.where(labels == -1, tp.Tensor([0.0]), point_embedding) + point_embedding = tp.where( + labels == -1, + point_embedding + self.not_a_point_embed.weight, + point_embedding, + ) + point_embedding = tp.where( + labels == 0, + point_embedding + self.point_embeddings[0].weight, + point_embedding, + ) + point_embedding = tp.where( + labels == 1, + point_embedding + self.point_embeddings[1].weight, + point_embedding, + ) + point_embedding = tp.where( + labels == 2, + point_embedding + self.point_embeddings[2].weight, + point_embedding, + ) + point_embedding = tp.where( + labels == 3, + point_embedding + self.point_embeddings[3].weight, + point_embedding, + ) + return point_embedding + + def _embed_boxes(self, boxes: tp.Tensor) -> tp.Tensor: + """Embeds box prompts.""" + boxes = boxes + 0.5 # Shift to center of pixel + coords = tp.reshape(boxes, (-1, 2, 2)) + corner_embedding = self.pe_layer.forward_with_coords(coords, self.input_image_size) + + corner_embedding_0 = corner_embedding[:, 0, :] + self.point_embeddings[2].weight + corner_embedding_1 = corner_embedding[:, 1, :] + self.point_embeddings[3].weight + + # Combine the updated x and y coordinates into a new tensor + new_corner_embedding = tp.stack([corner_embedding_0, corner_embedding_1], dim=1) + + return new_corner_embedding + + def _embed_masks(self, masks: tp.Tensor) -> tp.Tensor: + """Embeds mask inputs.""" + mask_embedding = masks + for l in self.mask_downscaling: + mask_embedding = l(mask_embedding) + return mask_embedding + + def _get_batch_size( + self, + points: Optional[Tuple[tp.Tensor, tp.Tensor]], + boxes: Optional[tp.Tensor], + masks: Optional[tp.Tensor], + ) -> int: + """ + Gets the batch size of the output given the batch size of the input prompts. + """ + if points is not None: + return points[0].shape[0] + elif boxes is not None: + return boxes.shape[0] + elif masks is not None: + return masks.shape[0] + else: + return 1 + + def __call__( + self, + points_x: Optional[tp.Tensor], + points_y: Optional[tp.Tensor], + boxes: Optional[tp.Tensor], + masks: Optional[tp.Tensor], + ) -> Tuple[tp.Tensor, tp.Tensor]: + return self.forward(points_x, points_y, boxes, masks) + + def forward( + self, + points_x: Optional[tp.Tensor], + points_y: Optional[tp.Tensor], + boxes: Optional[tp.Tensor], + masks: Optional[tp.Tensor], + ) -> Tuple[tp.Tensor, tp.Tensor]: + """ + Embeds different types of prompts, returning both sparse and dense + embeddings. + + Arguments: + points (tuple(tp.Tensor, tp.Tensor) or none): point coordinates + and labels to embed. + boxes (tp.Tensor or none): boxes to embed + masks (tp.Tensor or none): masks to embed + + Returns: + tp.Tensor: sparse embeddings for the points and boxes, with shape + BxNx(embed_dim), where N is determined by the number of input points + and boxes. + tp.Tensor: dense embeddings for the masks, in the shape + Bx(embed_dim)x(embed_H)x(embed_W) + """ + points = (points_x, points_y) + bs = self._get_batch_size(points, boxes, masks) + sparse_embeddings = tp.zeros((bs, 0, self.embed_dim)) + if points is not None: + coords, labels = points + point_embeddings = self._embed_points(coords, labels, pad=(boxes is None)) + sparse_embeddings = tp.concatenate([sparse_embeddings, point_embeddings], dim=1) + if boxes is not None: + box_embeddings = self._embed_boxes(boxes) + sparse_embeddings = tp.concatenate([sparse_embeddings, box_embeddings], dim=1) + + if masks is not None: + dense_embeddings = self._embed_masks(masks) + else: + dense_embeddings = tp.reshape(self.no_mask_embed.weight, (1, -1, 1, 1)) + dense_embeddings = tp.expand( + dense_embeddings, + (bs, -1, self.image_embedding_size[0], self.image_embedding_size[1]), + ) + + return sparse_embeddings, dense_embeddings diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/transformer.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/transformer.py new file mode 100755 index 000000000..8c6cac6f4 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/transformer.py @@ -0,0 +1,349 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from functools import partial +from typing import Tuple, Type + +import tripy as tp +from tripy import Tensor +from sam2.modeling.sam2_utils import MLP, scaled_dot_product_attention +from sam2.modeling.position_encoding import apply_rotary_enc, compute_axial_cis + + +class TwoWayTransformer(tp.Module): + + def __init__( + self, + depth: int, + embedding_dim: int, + num_heads: int, + mlp_dim: int, + activation: Type[tp.Module] = tp.relu, + attention_downsample_rate: int = 2, + dtype=tp.float32, + ) -> None: + """ + A transformer decoder that attends to an input image using + queries whose positional embedding is supplied. + + Args: + depth (int): number of layers in the transformer + embedding_dim (int): the channel dimension for the input embeddings + num_heads (int): the number of heads for multihead attention. Must + divide embedding_dim + mlp_dim (int): the channel dimension internal to the MLP block + activation (nn.Module): the activation to use in the MLP block + """ + super().__init__() + self.depth = depth + self.embedding_dim = embedding_dim + self.num_heads = num_heads + self.mlp_dim = mlp_dim + self.layers = [] + + for i in range(depth): + self.layers.append( + TwoWayAttentionBlock( + embedding_dim=embedding_dim, + num_heads=num_heads, + mlp_dim=mlp_dim, + activation=activation, + attention_downsample_rate=attention_downsample_rate, + skip_first_layer_pe=(i == 0), + dtype=dtype, + ) + ) + + self.final_attn_token_to_image = Attention( + embedding_dim, + num_heads, + downsample_rate=attention_downsample_rate, + dtype=dtype, + ) + self.norm_final_attn = tp.LayerNorm(embedding_dim) + + def __call__( + self, + image_embedding: Tensor, + image_pe: Tensor, + point_embedding: Tensor, + ) -> Tuple[Tensor, Tensor]: + + return self.forward(image_embedding, image_pe, point_embedding) + + def forward( + self, + image_embedding: Tensor, + image_pe: Tensor, + point_embedding: Tensor, + ) -> Tuple[Tensor, Tensor]: + """ + Args: + image_embedding (tp.Tensor): image to attend to. Should be shape + B x embedding_dim x h x w for any h and w. + image_pe (tp.Tensor): the positional encoding to add to the image. Must + have the same shape as image_embedding. + point_embedding (tp.Tensor): the embedding to add to the query points. + Must have shape B x N_points x embedding_dim for any N_points. + + Returns: + tp.Tensor: the processed point_embedding + tp.Tensor: the processed image_embedding + """ + # BxCxHxW -> BxHWxC == B x N_image_tokens x C + bs, c, h, w = image_embedding.shape + image_embedding = tp.permute(tp.flatten(image_embedding, 2), (0, 2, 1)) + image_pe = tp.permute(tp.flatten(image_pe, 2), (0, 2, 1)) + + # Prepare queries + queries = point_embedding + keys = image_embedding + + # Apply transformer blocks and final layernorm + for layer in self.layers: + queries, keys = layer( + queries=queries, + keys=keys, + query_pe=point_embedding, + key_pe=image_pe, + ) + + # Apply the final attention layer from the points to the image + q = queries + point_embedding + k = keys + image_pe + attn_out = self.final_attn_token_to_image(q=q, k=k, v=keys) + queries = queries + attn_out + queries = tp.cast( + self.norm_final_attn(tp.cast(queries, self.norm_final_attn.dtype)), + queries.dtype, + ) + # queries = self.norm_final_attn(queries) + + return queries, keys + + +class TwoWayAttentionBlock(tp.Module): + + def __init__( + self, + embedding_dim: int, + num_heads: int, + mlp_dim: int = 2048, + activation: Type[tp.Module] = tp.relu, + attention_downsample_rate: int = 2, + skip_first_layer_pe: bool = False, + dtype=tp.float32, + ) -> None: + """ + A transformer block with four layers: (1) self-attention of sparse + inputs, (2) cross attention of sparse inputs to dense inputs, (3) mlp + block on sparse inputs, and (4) cross attention of dense inputs to sparse + inputs. + + Arguments: + embedding_dim (int): the channel dimension of the embeddings + num_heads (int): the number of heads in the attention layers + mlp_dim (int): the hidden dimension of the mlp block + activation (nn.Module): the activation of the mlp block + skip_first_layer_pe (bool): skip the PE on the first layer + """ + super().__init__() + self.self_attn = Attention(embedding_dim, num_heads, dtype=dtype) + self.norm1 = tp.LayerNorm(embedding_dim) + + self.cross_attn_token_to_image = Attention( + embedding_dim, + num_heads, + downsample_rate=attention_downsample_rate, + dtype=dtype, + ) + self.norm2 = tp.LayerNorm(embedding_dim) + + self.mlp = MLP( + embedding_dim, + mlp_dim, + embedding_dim, + num_layers=2, + activation=activation, + dtype=dtype, + ) + self.norm3 = tp.LayerNorm(embedding_dim) + + self.norm4 = tp.LayerNorm(embedding_dim) + self.cross_attn_image_to_token = Attention( + embedding_dim, + num_heads, + downsample_rate=attention_downsample_rate, + dtype=dtype, + ) + + self.skip_first_layer_pe = skip_first_layer_pe + + def __call__(self, queries: Tensor, keys: Tensor, query_pe: Tensor, key_pe: Tensor) -> Tuple[Tensor, Tensor]: + return self.forward(queries, keys, query_pe, key_pe) + + def forward(self, queries: Tensor, keys: Tensor, query_pe: Tensor, key_pe: Tensor) -> Tuple[Tensor, Tensor]: + # Self attention block + if self.skip_first_layer_pe: + queries = self.self_attn(q=queries, k=queries, v=queries) + else: + q = queries + query_pe + attn_out = self.self_attn(q=q, k=q, v=queries) + queries = queries + attn_out + + queries = tp.cast(self.norm1(tp.cast(queries, self.norm1.dtype)), queries.dtype) + + # Cross attention block, tokens attending to image embedding + q = queries + query_pe + k = keys + key_pe + attn_out = self.cross_attn_token_to_image(q=q, k=k, v=keys) + queries = queries + attn_out + + queries = tp.cast(self.norm2(tp.cast(queries, self.norm2.dtype)), queries.dtype) + # queries = self.norm2(queries) + + # MLP block + mlp_out = self.mlp(queries) + queries = queries + mlp_out + queries = tp.cast(self.norm3(tp.cast(queries, self.norm3.dtype)), queries.dtype) + # queries = self.norm3(queries) + + # Cross attention block, image embedding attending to tokens + q = queries + query_pe + k = keys + key_pe + attn_out = self.cross_attn_image_to_token(q=k, k=q, v=queries) + keys = keys + attn_out + keys = tp.cast(self.norm4(tp.cast(keys, self.norm4.dtype)), keys.dtype) + # keys = self.norm4(keys) + + return queries, keys + + +class Attention(tp.Module): + """ + An attention layer that allows for downscaling the size of the embedding + after projection to queries, keys, and values. + """ + + def __init__( + self, + embedding_dim: int, + num_heads: int, + downsample_rate: int = 1, + dropout: float = 0.0, + kv_in_dim: int = None, + dtype=tp.float32, + ) -> None: + super().__init__() + self.embedding_dim = embedding_dim + self.kv_in_dim = kv_in_dim if kv_in_dim is not None else embedding_dim + self.internal_dim = embedding_dim // downsample_rate + self.num_heads = num_heads + assert self.internal_dim % num_heads == 0, "num_heads must divide embedding_dim." + self.q_proj = tp.Linear(embedding_dim, self.internal_dim, dtype=dtype) + self.k_proj = tp.Linear(self.kv_in_dim, self.internal_dim, dtype=dtype) + self.v_proj = tp.Linear(self.kv_in_dim, self.internal_dim, dtype=dtype) + self.out_proj = tp.Linear(self.internal_dim, embedding_dim, dtype=dtype) + + self.dropout_p = dropout + + def _separate_heads(self, x: Tensor, num_heads: int) -> Tensor: + b, n, c = x.shape[0], x.shape[1], x.shape[2] + x = tp.reshape(x, [b, n, num_heads, c // num_heads]) + return tp.transpose(x, 1, 2) # B x N_heads x N_tokens x C_per_head + + def _recombine_heads(self, x: Tensor) -> Tensor: + b, n_head, n_token, c_per_head = x.shape[0], x.shape[1], x.shape[2], x.shape[3] + x = tp.transpose(x, 1, 2) + return tp.reshape(x, [b, n_token, n_head * c_per_head]) # B x N_tokens x C + + def __call__(self, q: Tensor, k: Tensor, v: Tensor) -> Tensor: + return self.forward(q, k, v) + + def forward(self, q: Tensor, k: Tensor, v: Tensor) -> Tensor: + # Input projections + q = self.q_proj(q) + k = self.k_proj(k) + v = self.v_proj(v) + + # Separate into heads + q = self._separate_heads(q, self.num_heads) + k = self._separate_heads(k, self.num_heads) + v = self._separate_heads(v, self.num_heads) + + # Attention + out = scaled_dot_product_attention(q, k, v, embedding_dim=k.shape[-1]) + out = self._recombine_heads(out) + out = self.out_proj(out) + return out + + +class RoPEAttention(Attention): + """Attention with rotary position encoding.""" + + def __init__( + self, + *args, + rope_theta=10000.0, + # whether to repeat q rope to match k length + # this is needed for cross-attention to memories + rope_k_repeat=False, + feat_sizes=(32, 32), # [w, h] for stride 16 feats at 512 resolution + dtype="float32", + **kwargs, + ): + self.dtype = getattr(tp, dtype) + super().__init__(*args, dtype=self.dtype, **kwargs) + self.compute_cis = partial(compute_axial_cis, dim=self.internal_dim // self.num_heads, theta=rope_theta) + freqs_cis = self.compute_cis(end_x=feat_sizes[0], end_y=feat_sizes[1]) + self.freqs_cis = freqs_cis + print(f"rope_k_repeat : {rope_k_repeat}") + self.rope_k_repeat = rope_k_repeat + + def __call__(self, q: Tensor, k: Tensor, v: Tensor, num_k_exclude_rope: tp.Tensor) -> Tensor: + return self.forward(q, k, v, num_k_exclude_rope) + + def forward(self, q: tp.Tensor, k: tp.Tensor, v: tp.Tensor, num_k_exclude_rope: tp.Tensor) -> tp.Tensor: + # Input projections + q = self.q_proj(q) + k = self.k_proj(k) + v = self.v_proj(v) + + # Separate into heads + q = self._separate_heads(q, self.num_heads) + k = self._separate_heads(k, self.num_heads) + v = self._separate_heads(v, self.num_heads) + + # Apply rotary position encoding + # w = h = tp.DimensionSize(tp.cast(tp.sqrt(tp.cast(q.shape[-2], tp.float32)), tp.int32)) # DDS? + w = h = tp.DimensionSize(64) # Current demo always uses 64. + self.freqs_cis = self.compute_cis(end_x=w, end_y=h) + self.freqs_cis = tp.cast(self.freqs_cis, self.dtype) + + num_k_rope = k.shape[-2] - num_k_exclude_rope + q, new_k = apply_rotary_enc( + q, + k[:, :, :num_k_rope], + freqs_cis=self.freqs_cis, + repeat_freqs_k=self.rope_k_repeat, + ) + k = tp.concatenate([new_k, k[:, :, num_k_rope:, :]], dim=-2) + + # Attention + out = scaled_dot_product_attention(q, k, v, embedding_dim=k.shape[-1]) + out = self._recombine_heads(out) + out = self.out_proj(out) + + return out diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py new file mode 100644 index 000000000..a57a45ade --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py @@ -0,0 +1,919 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +import torch +import torch.distributed +import torch.nn.functional as F +import tripy as tp +import nvtx + +from torch.nn.init import trunc_normal_ + +from sam2.modeling.sam.mask_decoder import MaskDecoder +from sam2.modeling.sam.prompt_encoder import PromptEncoder +from sam2.modeling.sam.transformer import TwoWayTransformer + +from sam2.modeling.sam2_utils import get_1d_sine_pe, TorchMLP, select_closest_cond_frames + +# a large negative value as a placeholder score for missing objects +NO_OBJ_SCORE = -1024.0 + + +markers = {} +events = {} + + +def profile_start(name, color="blue"): + markers[name] = nvtx.start_range(message=name, color=color) + + +def profile_stop(name): + nvtx.end_range(markers[name]) + + +class SAM2Base(torch.nn.Module): + def __init__( + self, + image_encoder, + memory_attention, + memory_encoder, + num_maskmem=7, # default 1 input frame + 6 previous frames + image_size=512, + backbone_stride=16, # stride of the image backbone output + sigmoid_scale_for_mem_enc=1.0, # scale factor for mask sigmoid prob + sigmoid_bias_for_mem_enc=0.0, # bias factor for mask sigmoid prob + # During evaluation, whether to binarize the sigmoid mask logits on interacted frames with clicks + binarize_mask_from_pts_for_mem_enc=False, + use_mask_input_as_output_without_sam=False, # on frames with mask input, whether to directly output the input mask without using a SAM prompt encoder + mask decoder + # The maximum number of conditioning frames to participate in the memory attention (-1 means no limit; if there are more conditioning frames than this limit, + # we only cross-attend to the temporally closest `max_cond_frames_in_attn` conditioning frames in the encoder when tracking each frame). This gives the model + # a temporal locality when handling a large number of annotated frames (since closer frames should be more important) and also avoids GPU OOM. + max_cond_frames_in_attn=-1, + # on the first frame, whether to directly add the no-memory embedding to the image feature + # (instead of using the transformer encoder) + directly_add_no_mem_embed=False, + # whether to use high-resolution feature maps in the SAM mask decoder + use_high_res_features_in_sam=False, + # whether to output multiple (3) masks for the first click on initial conditioning frames + multimask_output_in_sam=False, + # the minimum and maximum number of clicks to use multimask_output_in_sam (only relevant when `multimask_output_in_sam=True`; + # default is 1 for both, meaning that only the first click gives multimask output; also note that a box counts as two points) + multimask_min_pt_num=1, + multimask_max_pt_num=1, + # whether to also use multimask output for tracking (not just for the first click on initial conditioning frames; only relevant when `multimask_output_in_sam=True`) + multimask_output_for_tracking=False, + # Whether to use multimask tokens for obj ptr; Only relevant when both + # use_obj_ptrs_in_encoder=True and multimask_output_for_tracking=True + use_multimask_token_for_obj_ptr: bool = False, + # whether to use sigmoid to restrict ious prediction to [0-1] + iou_prediction_use_sigmoid=False, + # The memory bank's temporal stride during evaluation (i.e. the `r` parameter in XMem and Cutie; XMem and Cutie use r=5). + # For r>1, the (self.num_maskmem - 1) non-conditioning memory frames consist of + # (self.num_maskmem - 2) nearest frames from every r-th frames, plus the last frame. + memory_temporal_stride_for_eval=1, + # if `add_all_frames_to_correct_as_cond` is True, we also append to the conditioning frame list any frame that receives a later correction click + # if `add_all_frames_to_correct_as_cond` is False, we conditioning frame list to only use those initial conditioning frames + add_all_frames_to_correct_as_cond=False, + # whether to apply non-overlapping constraints on the object masks in the memory encoder during evaluation (to avoid/alleviate superposing masks) + non_overlap_masks_for_mem_enc=False, + # whether to cross-attend to object pointers from other frames (based on SAM output tokens) in the encoder + use_obj_ptrs_in_encoder=False, + # the maximum number of object pointers from other frames in encoder cross attention (only relevant when `use_obj_ptrs_in_encoder=True`) + max_obj_ptrs_in_encoder=16, + # whether to add temporal positional encoding to the object pointers in the encoder (only relevant when `use_obj_ptrs_in_encoder=True`) + add_tpos_enc_to_obj_ptrs=True, + # whether to add an extra linear projection layer for the temporal positional encoding in the object pointers to avoid potential interference + # with spatial positional encoding (only relevant when both `use_obj_ptrs_in_encoder=True` and `add_tpos_enc_to_obj_ptrs=True`) + proj_tpos_enc_in_obj_ptrs=False, + # whether to only attend to object pointers in the past (before the current frame) in the encoder during evaluation + # (only relevant when `use_obj_ptrs_in_encoder=True`; this might avoid pointer information too far in the future to distract the initial tracking) + only_obj_ptrs_in_the_past_for_eval=False, + # Whether to predict if there is an object in the frame + pred_obj_scores: bool = False, + # Whether to use an MLP to predict object scores + pred_obj_scores_mlp: bool = False, + # Only relevant if pred_obj_scores=True and use_obj_ptrs_in_encoder=True; + # Whether to have a fixed no obj pointer when there is no object present + # or to use it as an additive embedding with obj_ptr produced by decoder + fixed_no_obj_ptr: bool = False, + # Soft no object, i.e. mix in no_obj_ptr softly, + # hope to make recovery easier if there is a mistake and mitigate accumulation of errors + soft_no_obj_ptr: bool = False, + use_mlp_for_obj_ptr_proj: bool = False, + # extra arguments used to construct the SAM mask decoder; if not None, it should be a dict of kwargs to be passed into `MaskDecoder` class. + sam_mask_decoder_extra_args=None, + tripy_mask_decoder_dtype="float32", + ): + super().__init__() + self.tripy_mask_decoder_dtype = getattr(tp, tripy_mask_decoder_dtype) + # Part 1: the image backbone + self.image_encoder = image_encoder + # Use level 0, 1, 2 for high-res setting, or just level 2 for the default setting + self.use_high_res_features_in_sam = use_high_res_features_in_sam + self.num_feature_levels = 3 if use_high_res_features_in_sam else 1 + self.use_obj_ptrs_in_encoder = use_obj_ptrs_in_encoder + self.max_obj_ptrs_in_encoder = max_obj_ptrs_in_encoder + if use_obj_ptrs_in_encoder: + # A conv layer to downsample the mask prompt to stride 4 (the same stride as + # low-res SAM mask logits) and to change its scales from 0~1 to SAM logit scale, + # so that it can be fed into the SAM mask decoder to generate a pointer. + self.mask_downsample = torch.nn.Conv2d(1, 1, kernel_size=4, stride=4) + self.add_tpos_enc_to_obj_ptrs = add_tpos_enc_to_obj_ptrs + if proj_tpos_enc_in_obj_ptrs: + assert add_tpos_enc_to_obj_ptrs # these options need to be used together + self.proj_tpos_enc_in_obj_ptrs = proj_tpos_enc_in_obj_ptrs + self.only_obj_ptrs_in_the_past_for_eval = only_obj_ptrs_in_the_past_for_eval + + # Part 2: memory attention to condition current frame's visual features + # with memories (and obj ptrs) from past frames + self.memory_attention = memory_attention + self.hidden_dim = memory_attention.d_model + + # Part 3: memory encoder for the previous frame's outputs + self.memory_encoder = memory_encoder + self.mem_dim = self.hidden_dim + if hasattr(self.memory_encoder, "out_proj") and hasattr(self.memory_encoder.out_proj, "weight"): + # if there is compression of memories along channel dim + self.mem_dim = int(self.memory_encoder.out_proj.weight.shape[0]) + self.num_maskmem = num_maskmem # Number of memories accessible + # Temporal encoding of the memories + self.maskmem_tpos_enc = torch.nn.Parameter(torch.zeros(num_maskmem, 1, 1, self.mem_dim)) + trunc_normal_(self.maskmem_tpos_enc, std=0.02) + # a single token to indicate no memory embedding from previous frames + self.no_mem_embed = torch.nn.Parameter(torch.zeros(1, 1, self.hidden_dim)) + self.no_mem_pos_enc = torch.nn.Parameter(torch.zeros(1, 1, self.hidden_dim)) + trunc_normal_(self.no_mem_embed, std=0.02) + trunc_normal_(self.no_mem_pos_enc, std=0.02) + self.directly_add_no_mem_embed = directly_add_no_mem_embed + # Apply sigmoid to the output raw mask logits (to turn them from + # range (-inf, +inf) to range (0, 1)) before feeding them into the memory encoder + self.sigmoid_scale_for_mem_enc = sigmoid_scale_for_mem_enc + self.sigmoid_bias_for_mem_enc = sigmoid_bias_for_mem_enc + self.binarize_mask_from_pts_for_mem_enc = binarize_mask_from_pts_for_mem_enc + self.non_overlap_masks_for_mem_enc = non_overlap_masks_for_mem_enc + self.memory_temporal_stride_for_eval = memory_temporal_stride_for_eval + # On frames with mask input, whether to directly output the input mask without + # using a SAM prompt encoder + mask decoder + self.use_mask_input_as_output_without_sam = use_mask_input_as_output_without_sam + self.multimask_output_in_sam = multimask_output_in_sam + self.multimask_min_pt_num = multimask_min_pt_num + self.multimask_max_pt_num = multimask_max_pt_num + self.multimask_output_for_tracking = multimask_output_for_tracking + self.use_multimask_token_for_obj_ptr = use_multimask_token_for_obj_ptr + self.iou_prediction_use_sigmoid = iou_prediction_use_sigmoid + + # Part 4: SAM-style prompt encoder (for both mask and point inputs) + # and SAM-style mask decoder for the final mask output + self.image_size = image_size + self.backbone_stride = backbone_stride + self.sam_mask_decoder_extra_args = sam_mask_decoder_extra_args + self.pred_obj_scores = pred_obj_scores + self.pred_obj_scores_mlp = pred_obj_scores_mlp + self.fixed_no_obj_ptr = fixed_no_obj_ptr + self.soft_no_obj_ptr = soft_no_obj_ptr + if self.fixed_no_obj_ptr: + assert self.pred_obj_scores + assert self.use_obj_ptrs_in_encoder + if self.pred_obj_scores and self.use_obj_ptrs_in_encoder: + self.no_obj_ptr = torch.nn.Parameter(torch.zeros(1, self.hidden_dim)) + trunc_normal_(self.no_obj_ptr, std=0.02) + self.use_mlp_for_obj_ptr_proj = use_mlp_for_obj_ptr_proj + + self._build_sam_heads() + self.add_all_frames_to_correct_as_cond = add_all_frames_to_correct_as_cond + self.max_cond_frames_in_attn = max_cond_frames_in_attn + + @property + def device(self): + return next(self.parameters()).device + + def forward(self, *args, **kwargs): + raise NotImplementedError( + "Please use the corresponding methods in SAM2VideoPredictor for inference." + "See notebooks/video_predictor_example.ipynb for an example." + ) + + def _build_sam_heads(self): + """Build SAM-style prompt encoder and mask decoder.""" + self.sam_prompt_embed_dim = self.hidden_dim + self.sam_image_embedding_size = self.image_size // self.backbone_stride + + # build PromptEncoder and MaskDecoder from SAM + # (their hyperparameters like `mask_in_chans=16` are from SAM code) + + self.sam_prompt_encoder = PromptEncoder( + embed_dim=self.sam_prompt_embed_dim, + image_embedding_size=( + self.sam_image_embedding_size, + self.sam_image_embedding_size, + ), + input_image_size=(self.image_size, self.image_size), + mask_in_chans=16, + ) + + transformer = TwoWayTransformer( + depth=2, + embedding_dim=self.sam_prompt_embed_dim, + mlp_dim=2048, + num_heads=8, + dtype=self.tripy_mask_decoder_dtype, + ) + self.sam_mask_decoder = MaskDecoder( + num_multimask_outputs=3, + transformer=transformer, + transformer_dim=self.sam_prompt_embed_dim, + iou_head_depth=3, + iou_head_hidden_dim=256, + use_high_res_features=self.use_high_res_features_in_sam, + iou_prediction_use_sigmoid=self.iou_prediction_use_sigmoid, + pred_obj_scores=self.pred_obj_scores, + pred_obj_scores_mlp=self.pred_obj_scores_mlp, + use_multimask_token_for_obj_ptr=self.use_multimask_token_for_obj_ptr, + dtype=self.tripy_mask_decoder_dtype, + **(self.sam_mask_decoder_extra_args or {}), + ) + if self.use_obj_ptrs_in_encoder: + # a linear projection on SAM output tokens to turn them into object pointers + self.obj_ptr_proj = torch.nn.Linear(self.hidden_dim, self.hidden_dim) + if self.use_mlp_for_obj_ptr_proj: + self.obj_ptr_proj = TorchMLP(self.hidden_dim, self.hidden_dim, self.hidden_dim, 3) + else: + self.obj_ptr_proj = torch.nn.Identity() + if self.proj_tpos_enc_in_obj_ptrs: + # a linear projection on temporal positional encoding in object pointers to + # avoid potential interference with spatial positional encoding + self.obj_ptr_tpos_proj = torch.nn.Linear(self.hidden_dim, self.mem_dim) + else: + self.obj_ptr_tpos_proj = torch.nn.Identity() + + def _forward_sam_heads( + self, + backbone_features, + point_inputs=None, + mask_inputs=None, + high_res_features=None, + multimask_output=False, + ): + """ + Forward SAM prompt encoders and mask heads. + + Inputs: + - backbone_features: image features of [B, C, H, W] shape + - point_inputs: a dictionary with "point_coords" and "point_labels", where + 1) "point_coords" has [B, P, 2] shape and float32 dtype and contains the + absolute pixel-unit coordinate in (x, y) format of the P input points + 2) "point_labels" has shape [B, P] and int32 dtype, where 1 means + positive clicks, 0 means negative clicks, and -1 means padding + - mask_inputs: a mask of [B, 1, H*16, W*16] shape, float or bool, with the + same spatial size as the image. + - high_res_features: either 1) None or 2) or a list of length 2 containing + two feature maps of [B, C, 4*H, 4*W] and [B, C, 2*H, 2*W] shapes respectively, + which will be used as high-resolution feature maps for SAM decoder. + - multimask_output: if it's True, we output 3 candidate masks and their 3 + corresponding IoU estimates, and if it's False, we output only 1 mask and + its corresponding IoU estimate. + + Outputs: + - low_res_multimasks: [B, M, H*4, W*4] shape (where M = 3 if + `multimask_output=True` and M = 1 if `multimask_output=False`), the SAM + output mask logits (before sigmoid) for the low-resolution masks, with 4x + the resolution (1/4 stride) of the input backbone_features. + - high_res_multimasks: [B, M, H*16, W*16] shape (where M = 3 + if `multimask_output=True` and M = 1 if `multimask_output=False`), + upsampled from the low-resolution masks, with shape size as the image + (stride is 1 pixel). + - ious, [B, M] shape, where (where M = 3 if `multimask_output=True` and M = 1 + if `multimask_output=False`), the estimated IoU of each output mask. + - low_res_masks: [B, 1, H*4, W*4] shape, the best mask in `low_res_multimasks`. + If `multimask_output=True`, it's the mask with the highest IoU estimate. + If `multimask_output=False`, it's the same as `low_res_multimasks`. + - high_res_masks: [B, 1, H*16, W*16] shape, the best mask in `high_res_multimasks`. + If `multimask_output=True`, it's the mask with the highest IoU estimate. + If `multimask_output=False`, it's the same as `high_res_multimasks`. + - obj_ptr: [B, C] shape, the object pointer vector for the output mask, extracted + based on the output token from the SAM mask decoder. + """ + B = backbone_features.size(0) + device = backbone_features.device + assert backbone_features.size(1) == self.sam_prompt_embed_dim + assert backbone_features.size(2) == self.sam_image_embedding_size + assert backbone_features.size(3) == self.sam_image_embedding_size + + # a) Handle point prompts + if point_inputs is not None: + sam_point_coords = point_inputs["point_coords"] + sam_point_labels = point_inputs["point_labels"] + assert sam_point_coords.size(0) == B and sam_point_labels.size(0) == B + else: + # If no points are provide, pad with an empty point (with label -1) + sam_point_coords = torch.zeros(B, 1, 2, device=device) + sam_point_labels = -torch.ones(B, 1, dtype=torch.int32, device=device) + + # b) Handle mask prompts + if mask_inputs is not None: + # If mask_inputs is provided, downsize it into low-res mask input if needed + # and feed it as a dense mask prompt into the SAM mask encoder + assert len(mask_inputs.shape) == 4 and mask_inputs.shape[:2] == (B, 1) + if mask_inputs.shape[-2:] != self.sam_prompt_encoder.mask_input_size: + sam_mask_prompt = F.interpolate( + mask_inputs.float(), + size=self.sam_prompt_encoder.mask_input_size, + align_corners=False, + mode="bilinear", + antialias=True, # use antialias for downsampling + ) + else: + sam_mask_prompt = mask_inputs + else: + # Otherwise, simply feed None (and SAM's prompt encoder will add + # a learned `no_mask_embed` to indicate no mask input in this case). + sam_mask_prompt = None + + # TODO: remove the tripy->torch conversions between + # prompt_encoder and mask_decoder + sam_point_coords = tp.Tensor(sam_point_coords.contiguous()) + sam_point_labels = tp.Tensor(sam_point_labels.contiguous()) + # sam_mask_prompt = tp.Tensor(sam_mask_prompt.contiguous()) + + sparse_embeddings, dense_embeddings = self.sam_prompt_encoder( + points_x=sam_point_coords, + points_y=sam_point_labels, + # boxes=None, + # masks=None,#sam_mask_prompt, + ) + sparse_embeddings = torch.from_dlpack(sparse_embeddings) + dense_embeddings = torch.from_dlpack(dense_embeddings) + self.dense_pe = self.sam_prompt_encoder.get_dense_pe() + + if self.tripy_mask_decoder_dtype == tp.float16: + backbone_features = backbone_features.half() + self.dense_pe = ( + self.dense_pe.half() + if not isinstance(self.dense_pe, tp.Tensor) + else torch.from_dlpack(self.dense_pe).half() + ) + sparse_embeddings = sparse_embeddings.half() + dense_embeddings = dense_embeddings.half() + hres_1 = high_res_features[0].half() + hres_2 = high_res_features[1].half() + else: + hres_1 = high_res_features[0] + hres_2 = high_res_features[1] + + tp_backbone_features = tp.Tensor(backbone_features.contiguous()) + tp_image_pe = ( + tp.Tensor(self.dense_pe.contiguous()) if not isinstance(self.dense_pe, tp.Tensor) else self.dense_pe + ) + tp_sparse = tp.Tensor(sparse_embeddings.contiguous()) + tp_dense = tp.Tensor(dense_embeddings.contiguous()) + hres_1 = tp.Tensor(hres_1.contiguous()) + hres_2 = tp.Tensor(hres_2.contiguous()) + + if multimask_output: + ( + low_res_multimasks, + ious, + sam_output_tokens, + object_score_logits, + ) = self.sam_mask_decoder_true( + image_embeddings=tp_backbone_features, + image_pe=tp_image_pe, + sparse_prompt_embeddings=tp_sparse, + dense_prompt_embeddings=tp_dense, + high_res_features_1=hres_1, + high_res_features_2=hres_2, + ) + + else: + ( + low_res_multimasks, + ious, + sam_output_tokens, + object_score_logits, + ) = self.sam_mask_decoder_false( + image_embeddings=tp_backbone_features, + image_pe=tp_image_pe, + sparse_prompt_embeddings=tp_sparse, + dense_prompt_embeddings=tp_dense, + high_res_features_1=hres_1, + high_res_features_2=hres_2, + ) + + low_res_multimasks = torch.from_dlpack(low_res_multimasks).float() + ious = torch.from_dlpack(ious).float() + sam_output_tokens = torch.from_dlpack(sam_output_tokens).float() + object_score_logits = torch.from_dlpack(object_score_logits).float() + + if self.pred_obj_scores: + is_obj_appearing = object_score_logits > 0 + + # Mask used for spatial memories is always a *hard* choice between obj and no obj, + # consistent with the actual mask prediction + low_res_multimasks = torch.where( + is_obj_appearing[:, None, None], + low_res_multimasks, + NO_OBJ_SCORE, + ) + + # convert masks from possibly bfloat16 (or float16) to float32 + # (older PyTorch versions before 2.1 don't support `interpolate` on bf16) + low_res_multimasks = low_res_multimasks.float() + high_res_multimasks = F.interpolate( + low_res_multimasks, + size=(self.image_size, self.image_size), + mode="bilinear", + align_corners=False, + ) + + sam_output_token = sam_output_tokens[:, 0] + if multimask_output: + # take the best mask prediction (with the highest IoU estimation) + best_iou_inds = torch.argmax(ious, dim=-1) + batch_inds = torch.arange(B, device=device) + low_res_masks = low_res_multimasks[batch_inds, best_iou_inds].unsqueeze(1) + high_res_masks = high_res_multimasks[batch_inds, best_iou_inds].unsqueeze(1) + if sam_output_tokens.size(1) > 1: + sam_output_token = sam_output_tokens[batch_inds, best_iou_inds] + else: + low_res_masks, high_res_masks = low_res_multimasks, high_res_multimasks + + # Extract object pointer from the SAM output token (with occlusion handling) + obj_ptr = self.obj_ptr_proj(sam_output_token) + if self.pred_obj_scores: + # Allow *soft* no obj ptr, unlike for masks + if self.soft_no_obj_ptr: + # Only hard possible with gt + assert not self.teacher_force_obj_scores_for_mem + lambda_is_obj_appearing = object_score_logits.sigmoid() + else: + lambda_is_obj_appearing = is_obj_appearing.float() + + if self.fixed_no_obj_ptr: + obj_ptr = lambda_is_obj_appearing * obj_ptr + obj_ptr = obj_ptr + (1 - lambda_is_obj_appearing) * self.no_obj_ptr + + return ( + low_res_multimasks, + high_res_multimasks, + ious, + low_res_masks, + high_res_masks, + obj_ptr, + object_score_logits, + ) + + def _use_mask_as_output(self, backbone_features, high_res_features, mask_inputs): + """ + Directly turn binary `mask_inputs` into a output mask logits without using SAM. + (same input and output shapes as in _forward_sam_heads above). + """ + # Use -10/+10 as logits for neg/pos pixels (very close to 0/1 in prob after sigmoid). + out_scale, out_bias = 20.0, -10.0 # sigmoid(-10.0)=4.5398e-05 + mask_inputs_float = mask_inputs.float() + high_res_masks = mask_inputs_float * out_scale + out_bias + low_res_masks = F.interpolate( + high_res_masks, + size=(high_res_masks.size(-2) // 4, high_res_masks.size(-1) // 4), + align_corners=False, + mode="bilinear", + antialias=True, # use antialias for downsampling + ) + # a dummy IoU prediction of all 1's under mask input + ious = mask_inputs.new_ones(mask_inputs.size(0), 1).float() + if not self.use_obj_ptrs_in_encoder: + # all zeros as a dummy object pointer (of shape [B, C]) + obj_ptr = torch.zeros(mask_inputs.size(0), self.hidden_dim, device=mask_inputs.device) + else: + # produce an object pointer using the SAM decoder from the mask input + _, _, _, _, _, obj_ptr, _ = self._forward_sam_heads( + backbone_features=backbone_features, + mask_inputs=self.mask_downsample(mask_inputs_float), + high_res_features=high_res_features, + ) + # In this method, we are treating mask_input as output, e.g. using it directly to create spatial mem; + # Below, we follow the same design axiom to use mask_input to decide if obj appears or not instead of relying + # on the object_scores from the SAM decoder. + is_obj_appearing = torch.any(mask_inputs.flatten(1).float() > 0.0, dim=1) + is_obj_appearing = is_obj_appearing[..., None] + lambda_is_obj_appearing = is_obj_appearing.float() + object_score_logits = out_scale * lambda_is_obj_appearing + out_bias + if self.pred_obj_scores: + if self.fixed_no_obj_ptr: + obj_ptr = lambda_is_obj_appearing * obj_ptr + obj_ptr = obj_ptr + (1 - lambda_is_obj_appearing) * self.no_obj_ptr + + return ( + low_res_masks, + high_res_masks, + ious, + low_res_masks, + high_res_masks, + obj_ptr, + object_score_logits, + ) + + def forward_image(self, img_batch: torch.Tensor): + """Get the image feature on the input batch.""" + img_batch = img_batch.to(getattr(torch, self.image_encoder.trunk.dtype)).contiguous() + img_batch = tp.Tensor(img_batch) + backbone_out = self.image_encoder(img_batch) + + if self.use_high_res_features_in_sam: + # precompute projected level 0 and level 1 features in SAM decoder + # to avoid running it again on every SAM click + conv_s0_in = backbone_out["backbone_fpn"][0].contiguous() + conv_s1_in = backbone_out["backbone_fpn"][1].contiguous() + + if self.tripy_mask_decoder_dtype == tp.float32: + conv_s0_in = tp.Tensor(conv_s0_in) + conv_s1_in = tp.Tensor(conv_s1_in) + else: + conv_s0_in = tp.Tensor(conv_s0_in.half()) + conv_s1_in = tp.Tensor(conv_s1_in.half()) + + backbone_out["backbone_fpn"][0] = torch.from_dlpack(self.sam_mask_decoder.conv_s0(conv_s0_in)) + backbone_out["backbone_fpn"][1] = torch.from_dlpack(self.sam_mask_decoder.conv_s1(conv_s1_in)) + + return backbone_out + + def _prepare_backbone_features(self, backbone_out): + """Prepare and flatten visual features.""" + backbone_out = backbone_out.copy() + assert len(backbone_out["backbone_fpn"]) == len(backbone_out["vision_pos_enc"]) + assert len(backbone_out["backbone_fpn"]) >= self.num_feature_levels + + feature_maps = backbone_out["backbone_fpn"][-self.num_feature_levels :] + vision_pos_embeds = backbone_out["vision_pos_enc"][-self.num_feature_levels :] + + feat_sizes = [(x.shape[-2], x.shape[-1]) for x in vision_pos_embeds] + # flatten NxCxHxW to HWxNxC + vision_feats = [x.flatten(2).permute(2, 0, 1) for x in feature_maps] + vision_pos_embeds = [x.flatten(2).permute(2, 0, 1) for x in vision_pos_embeds] + + return backbone_out, vision_feats, vision_pos_embeds, feat_sizes + + def _prepare_memory_conditioned_features( + self, + frame_idx, + is_init_cond_frame, + current_vision_feats, + current_vision_pos_embeds, + feat_sizes, + output_dict, + num_frames, + track_in_reverse=False, # tracking in reverse time order (for demo usage) + ): + """Fuse the current frame's visual feature map with previous memory.""" + B = current_vision_feats[-1].size(1) # batch size on this frame + C = self.hidden_dim + H, W = feat_sizes[-1] # top-level (lowest-resolution) feature size + device = current_vision_feats[-1].device + # The case of `self.num_maskmem == 0` below is primarily used for reproducing SAM on images. + # In this case, we skip the fusion with any memory. + if self.num_maskmem == 0: # Disable memory and skip fusion + pix_feat = current_vision_feats[-1].permute(1, 2, 0).view(B, C, H, W) + return pix_feat + + num_obj_ptr_tokens = 0 + # Step 1: condition the visual features of the current frame on previous memories + if not is_init_cond_frame: + # Retrieve the memories encoded with the maskmem backbone + to_cat_memory, to_cat_memory_pos_embed = [], [] + # Add conditioning frames's output first (all cond frames have t_pos=0 for + # when getting temporal positional embedding below) + assert len(output_dict["cond_frame_outputs"]) > 0 + # Select a maximum number of temporally closest cond frames for cross attention + cond_outputs = output_dict["cond_frame_outputs"] + selected_cond_outputs, unselected_cond_outputs = select_closest_cond_frames( + frame_idx, cond_outputs, self.max_cond_frames_in_attn + ) + t_pos_and_prevs = [(0, out) for out in selected_cond_outputs.values()] + # Add last (self.num_maskmem - 1) frames before current frame for non-conditioning memory + # the earliest one has t_pos=1 and the latest one has t_pos=self.num_maskmem-1 + # We also allow taking the memory frame non-consecutively (with r>1), in which case + # we take (self.num_maskmem - 2) frames among every r-th frames plus the last frame. + r = self.memory_temporal_stride_for_eval + for t_pos in range(1, self.num_maskmem): + t_rel = self.num_maskmem - t_pos # how many frames before current frame + if t_rel == 1: + # for t_rel == 1, we take the last frame (regardless of r) + if not track_in_reverse: + # the frame immediately before this frame (i.e. frame_idx - 1) + prev_frame_idx = frame_idx - t_rel + else: + # the frame immediately after this frame (i.e. frame_idx + 1) + prev_frame_idx = frame_idx + t_rel + else: + # for t_rel >= 2, we take the memory frame from every r-th frames + if not track_in_reverse: + # first find the nearest frame among every r-th frames before this frame + # for r=1, this would be (frame_idx - 2) + prev_frame_idx = ((frame_idx - 2) // r) * r + # then seek further among every r-th frames + prev_frame_idx = prev_frame_idx - (t_rel - 2) * r + else: + # first find the nearest frame among every r-th frames after this frame + # for r=1, this would be (frame_idx + 2) + prev_frame_idx = -(-(frame_idx + 2) // r) * r + # then seek further among every r-th frames + prev_frame_idx = prev_frame_idx + (t_rel - 2) * r + out = output_dict["non_cond_frame_outputs"].get(prev_frame_idx, None) + if out is None: + # If an unselected conditioning frame is among the last (self.num_maskmem - 1) + # frames, we still attend to it as if it's a non-conditioning frame. + out = unselected_cond_outputs.get(prev_frame_idx, None) + t_pos_and_prevs.append((t_pos, out)) + + for t_pos, prev in t_pos_and_prevs: + if prev is None: + continue # skip padding frames + # "maskmem_features" might have been offloaded to CPU in demo use cases, + # so we load it back to GPU (it's a no-op if it's already on GPU). + feats = prev["maskmem_features"].to(device, non_blocking=True) + to_cat_memory.append(feats.flatten(2).permute(2, 0, 1)) + # Spatial positional encoding (it might have been offloaded to CPU in eval) + maskmem_enc = prev["maskmem_pos_enc"][-1].to(device) + maskmem_enc = maskmem_enc.flatten(2).permute(2, 0, 1) + # Temporal positional encoding + maskmem_enc = maskmem_enc + self.maskmem_tpos_enc[self.num_maskmem - t_pos - 1] + to_cat_memory_pos_embed.append(maskmem_enc) + + # Construct the list of past object pointers + if self.use_obj_ptrs_in_encoder: + max_obj_ptrs_in_encoder = min(num_frames, self.max_obj_ptrs_in_encoder) + # First add those object pointers from selected conditioning frames + # (optionally, only include object pointers in the past during evaluation) + if not self.training and self.only_obj_ptrs_in_the_past_for_eval: + ptr_cond_outputs = { + t: out + for t, out in selected_cond_outputs.items() + if (t >= frame_idx if track_in_reverse else t <= frame_idx) + } + else: + ptr_cond_outputs = selected_cond_outputs + pos_and_ptrs = [ + # Temporal pos encoding contains how far away each pointer is from current frame + (abs(frame_idx - t), out["obj_ptr"]) + for t, out in ptr_cond_outputs.items() + ] + # Add up to (max_obj_ptrs_in_encoder - 1) non-conditioning frames before current frame + for t_diff in range(1, max_obj_ptrs_in_encoder): + t = frame_idx + t_diff if track_in_reverse else frame_idx - t_diff + if t < 0 or (num_frames is not None and t >= num_frames): + break + out = output_dict["non_cond_frame_outputs"].get(t, unselected_cond_outputs.get(t, None)) + if out is not None: + pos_and_ptrs.append((t_diff, out["obj_ptr"])) + # If we have at least one object pointer, add them to the across attention + if len(pos_and_ptrs) > 0: + pos_list, ptrs_list = zip(*pos_and_ptrs) + # stack object pointers along dim=0 into [ptr_seq_len, B, C] shape + obj_ptrs = torch.stack(ptrs_list, dim=0) + # a temporal positional embedding based on how far each object pointer is from + # the current frame (sine embedding normalized by the max pointer num). + if self.add_tpos_enc_to_obj_ptrs: + t_diff_max = max_obj_ptrs_in_encoder - 1 + tpos_dim = C if self.proj_tpos_enc_in_obj_ptrs else self.mem_dim + obj_pos = torch.tensor(pos_list, device=device) + obj_pos = get_1d_sine_pe(obj_pos / t_diff_max, dim=tpos_dim) + obj_pos = self.obj_ptr_tpos_proj(obj_pos) + obj_pos = obj_pos.unsqueeze(1).expand(-1, B, self.mem_dim) + else: + obj_pos = obj_ptrs.new_zeros(len(pos_list), B, self.mem_dim) + if self.mem_dim < C: + # split a pointer into (C // self.mem_dim) tokens for self.mem_dim < C + obj_ptrs = obj_ptrs.reshape(-1, B, C // self.mem_dim, self.mem_dim) + obj_ptrs = obj_ptrs.permute(0, 2, 1, 3).flatten(0, 1) + obj_pos = obj_pos.repeat_interleave(C // self.mem_dim, dim=0) + to_cat_memory.append(obj_ptrs) + to_cat_memory_pos_embed.append(obj_pos) + num_obj_ptr_tokens = obj_ptrs.shape[0] + else: + num_obj_ptr_tokens = 0 + else: + # for initial conditioning frames, encode them without using any previous memory + if self.directly_add_no_mem_embed: + # directly add no-mem embedding (instead of using the transformer encoder) + pix_feat_with_mem = current_vision_feats[-1] + self.no_mem_embed + pix_feat_with_mem = pix_feat_with_mem.permute(1, 2, 0).view(B, C, H, W) + return pix_feat_with_mem + + # Use a dummy token on the first frame (to avoid empty memory input to tranformer encoder) + to_cat_memory = [self.no_mem_embed.expand(1, B, self.mem_dim)] + to_cat_memory_pos_embed = [self.no_mem_pos_enc.expand(1, B, self.mem_dim)] + + # Step 2: Concatenate the memories and forward through the transformer encoder + memory = torch.cat(to_cat_memory, dim=0) + memory_pos_embed = torch.cat(to_cat_memory_pos_embed, dim=0) + if isinstance(self.memory_attention, tp.Module) or isinstance(self.memory_attention, tp.Executable): + fake_obj_ptrs = torch.ones((num_obj_ptr_tokens,), dtype=torch.int32) + pix_feat_with_mem = self.memory_attention( + curr=tp.Tensor(current_vision_feats[0].half().contiguous()), + memory=tp.Tensor(memory.half().contiguous()), + curr_pos=tp.Tensor(current_vision_pos_embeds[0].half().contiguous()), + memory_pos=tp.Tensor(memory_pos_embed.half().contiguous()), + num_obj_ptr_tokens=tp.Tensor(fake_obj_ptrs.contiguous()), + ) + else: + pix_feat_with_mem = self.memory_attention( + curr=current_vision_feats[0], + curr_pos=current_vision_pos_embeds[0], + memory=memory, + memory_pos=memory_pos_embed, + num_obj_ptr_tokens=num_obj_ptr_tokens, + ) + pix_feat_with_mem = torch.from_dlpack(pix_feat_with_mem) + # reshape the output (HW)BC => BCHW + pix_feat_with_mem = pix_feat_with_mem.permute(1, 2, 0).view(B, C, H, W) + return pix_feat_with_mem + + def _encode_new_memory( + self, + current_vision_feats, + feat_sizes, + pred_masks_high_res, + is_mask_from_pts, + ): + """Encode the current image and its prediction into a memory feature.""" + B = current_vision_feats[-1].size(1) # batch size on this frame + C = self.hidden_dim + H, W = feat_sizes[-1] # top-level (lowest-resolution) feature size + # top-level feature, (HW)BC => BCHW + pix_feat = current_vision_feats[-1].permute(1, 2, 0).view(B, C, H, W) + if self.non_overlap_masks_for_mem_enc and not self.training: + # optionally, apply non-overlapping constraints to the masks (it's applied + # in the batch dimension and should only be used during eval, where all + # the objects come from the same video under batch size 1). + pred_masks_high_res = self._apply_non_overlapping_constraints(pred_masks_high_res) + # scale the raw mask logits with a temperature before applying sigmoid + binarize = self.binarize_mask_from_pts_for_mem_enc and is_mask_from_pts + if binarize and not self.training: + mask_for_mem = (pred_masks_high_res > 0).float() + else: + # apply sigmoid on the raw mask logits to turn them into range (0, 1) + mask_for_mem = torch.sigmoid(pred_masks_high_res) + # apply scale and bias terms to the sigmoid probabilities + if self.sigmoid_scale_for_mem_enc != 1.0: + mask_for_mem = mask_for_mem * self.sigmoid_scale_for_mem_enc + if self.sigmoid_bias_for_mem_enc != 0.0: + mask_for_mem = mask_for_mem + self.sigmoid_bias_for_mem_enc + + if isinstance(self.memory_encoder, tp.Module) or isinstance(self.memory_encoder, tp.Executable): + maskmem_features, maskmem_pos_enc = self.memory_encoder( + tp.Tensor(pix_feat.contiguous()), tp.Tensor(mask_for_mem.contiguous()) + ) # sigmoid already applied + maskmem_features = torch.from_dlpack(maskmem_features) + maskmem_pos_enc = [torch.from_dlpack(maskmem_pos_enc)] + else: + maskmem_out = self.memory_encoder(pix_feat, mask_for_mem, skip_mask_sigmoid=True) # sigmoid already applied + maskmem_features = maskmem_out["vision_features"] + maskmem_pos_enc = maskmem_out["vision_pos_enc"] + + return maskmem_features, maskmem_pos_enc + + def track_step( + self, + frame_idx, + is_init_cond_frame, + current_vision_feats, + current_vision_pos_embeds, + feat_sizes, + point_inputs, + mask_inputs, + output_dict, + num_frames, + track_in_reverse=False, # tracking in reverse time order (for demo usage) + # Whether to run the memory encoder on the predicted masks. Sometimes we might want + # to skip the memory encoder with `run_mem_encoder=False`. For example, + # in demo we might call `track_step` multiple times for each user click, + # and only encode the memory when the user finalizes their clicks. And in ablation + # settings like SAM training on static images, we don't need the memory encoder. + run_mem_encoder=True, + # The previously predicted SAM mask logits (which can be fed together with new clicks in demo). + prev_sam_mask_logits=None, + ): + current_out = {"point_inputs": point_inputs, "mask_inputs": mask_inputs} + # High-resolution feature maps for the SAM head, reshape (HW)BC => BCHW + if len(current_vision_feats) > 1: + high_res_features = [ + x.permute(1, 2, 0).view(x.size(1), x.size(2), *s) + for x, s in zip(current_vision_feats[:-1], feat_sizes[:-1]) + ] + else: + high_res_features = None + if mask_inputs is not None and self.use_mask_input_as_output_without_sam: + # When use_mask_input_as_output_without_sam=True, we directly output the mask input + # (see it as a GT mask) without using a SAM prompt encoder + mask decoder. + pix_feat = current_vision_feats[-1].permute(1, 2, 0) + pix_feat = pix_feat.view(-1, self.hidden_dim, *feat_sizes[-1]) + sam_outputs = self._use_mask_as_output(pix_feat, high_res_features, mask_inputs) + else: + # fused the visual feature with previous memory features in the memory bank + pix_feat_with_mem = self._prepare_memory_conditioned_features( + frame_idx=frame_idx, + is_init_cond_frame=is_init_cond_frame, + current_vision_feats=current_vision_feats[-1:], + current_vision_pos_embeds=current_vision_pos_embeds[-1:], + feat_sizes=feat_sizes[-1:], + output_dict=output_dict, + num_frames=num_frames, + track_in_reverse=track_in_reverse, + ) + # apply SAM-style segmentation head + # here we might feed previously predicted low-res SAM mask logits into the SAM mask decoder, + # e.g. in demo where such logits come from earlier interaction instead of correction sampling + # (in this case, any `mask_inputs` shouldn't reach here as they are sent to _use_mask_as_output instead) + if prev_sam_mask_logits is not None: + assert point_inputs is not None and mask_inputs is None + mask_inputs = prev_sam_mask_logits + multimask_output = self._use_multimask(is_init_cond_frame, point_inputs) + + profile_start("forward_sam_heads") + sam_outputs = self._forward_sam_heads( + backbone_features=pix_feat_with_mem, + point_inputs=point_inputs, + mask_inputs=mask_inputs, + high_res_features=high_res_features, + multimask_output=multimask_output, + ) + tp.default_stream().synchronize() + profile_stop("forward_sam_heads") + + ( + _, + _, + _, + low_res_masks, + high_res_masks, + obj_ptr, + _, + ) = sam_outputs + + current_out["pred_masks"] = low_res_masks + current_out["pred_masks_high_res"] = high_res_masks + current_out["obj_ptr"] = obj_ptr + + # Finally run the memory encoder on the predicted mask to encode + # it into a new memory feature (that can be used in future frames) + if run_mem_encoder and self.num_maskmem > 0: + high_res_masks_for_mem_enc = high_res_masks + maskmem_features, maskmem_pos_enc = self._encode_new_memory( + current_vision_feats=current_vision_feats, + feat_sizes=feat_sizes, + pred_masks_high_res=high_res_masks_for_mem_enc, + is_mask_from_pts=(point_inputs is not None), + ) + current_out["maskmem_features"] = maskmem_features + current_out["maskmem_pos_enc"] = maskmem_pos_enc + else: + current_out["maskmem_features"] = None + current_out["maskmem_pos_enc"] = None + + return current_out + + def _use_multimask(self, is_init_cond_frame, point_inputs): + """Whether to use multimask output in the SAM head.""" + num_pts = 0 if point_inputs is None else point_inputs["point_labels"].size(1) + multimask_output = ( + self.multimask_output_in_sam + and (is_init_cond_frame or self.multimask_output_for_tracking) + and (self.multimask_min_pt_num <= num_pts <= self.multimask_max_pt_num) + ) + return multimask_output + + def _apply_non_overlapping_constraints(self, pred_masks): + """ + Apply non-overlapping constraints to the object scores in pred_masks. Here we + keep only the highest scoring object at each spatial location in pred_masks. + """ + batch_size = pred_masks.size(0) + if batch_size == 1: + return pred_masks + + device = pred_masks.device + # "max_obj_inds": object index of the object with the highest score at each location + max_obj_inds = torch.argmax(pred_masks, dim=0, keepdim=True) + # "batch_obj_inds": object index of each object slice (along dim 0) in `pred_masks` + batch_obj_inds = torch.arange(batch_size, device=device)[:, None, None, None] + keep = max_obj_inds == batch_obj_inds + # suppress overlapping regions' scores below -10.0 so that the foreground regions + # don't overlap (here sigmoid(-10.0)=4.5398e-05) + pred_masks = torch.where(keep, pred_masks, torch.clamp(pred_masks, max=-10.0)) + return pred_masks diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py new file mode 100755 index 000000000..d17651b1b --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py @@ -0,0 +1,229 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import copy +from typing import Optional + +import torch +import torch.nn as nn +import torch.nn.functional as F +import tripy as tp + + +def select_closest_cond_frames(frame_idx, cond_frame_outputs, max_cond_frame_num): + """ + Select up to `max_cond_frame_num` conditioning frames from `cond_frame_outputs` + that are temporally closest to the current frame at `frame_idx`. Here, we take + - a) the closest conditioning frame before `frame_idx` (if any); + - b) the closest conditioning frame after `frame_idx` (if any); + - c) any other temporally closest conditioning frames until reaching a total + of `max_cond_frame_num` conditioning frames. + + Outputs: + - selected_outputs: selected items (keys & values) from `cond_frame_outputs`. + - unselected_outputs: items (keys & values) not selected in `cond_frame_outputs`. + """ + if max_cond_frame_num == -1 or len(cond_frame_outputs) <= max_cond_frame_num: + selected_outputs = cond_frame_outputs + unselected_outputs = {} + else: + assert max_cond_frame_num >= 2, "we should allow using 2+ conditioning frames" + selected_outputs = {} + + # the closest conditioning frame before `frame_idx` (if any) + idx_before = max((t for t in cond_frame_outputs if t < frame_idx), default=None) + if idx_before is not None: + selected_outputs[idx_before] = cond_frame_outputs[idx_before] + + # the closest conditioning frame after `frame_idx` (if any) + idx_after = min((t for t in cond_frame_outputs if t >= frame_idx), default=None) + if idx_after is not None: + selected_outputs[idx_after] = cond_frame_outputs[idx_after] + + # add other temporally closest conditioning frames until reaching a total + # of `max_cond_frame_num` conditioning frames. + num_remain = max_cond_frame_num - len(selected_outputs) + inds_remain = sorted( + (t for t in cond_frame_outputs if t not in selected_outputs), + key=lambda x: abs(x - frame_idx), + )[:num_remain] + selected_outputs.update((t, cond_frame_outputs[t]) for t in inds_remain) + unselected_outputs = {t: v for t, v in cond_frame_outputs.items() if t not in selected_outputs} + + return selected_outputs, unselected_outputs + + +def get_1d_sine_pe(pos_inds, dim, temperature=10000): + """ + Get 1D sine positional embedding as in the original Transformer paper. + """ + pe_dim = dim // 2 + dim_t = torch.arange(pe_dim, dtype=torch.float32, device=pos_inds.device) + dim_t = temperature ** (2 * (dim_t // 2) / pe_dim) + + pos_embed = pos_inds.unsqueeze(-1) / dim_t + pos_embed = torch.cat([pos_embed.sin(), pos_embed.cos()], dim=-1) + return pos_embed + + +def scaled_dot_product_attention( + query: tp.Tensor, + key: tp.Tensor, + value: tp.Tensor, + embedding_dim: Optional[int] = None, + attn_mask: Optional[tp.Tensor] = None, + is_causal: bool = False, +) -> tp.Tensor: + """ + Computes scaled dot-product attention. + `self` is the query tensor, `key` is the key tensor, and `value` is the value tensor. + + - Described: https://paperswithcode.com/method/scaled + - Paper: https://arxiv.org/abs/1706.03762v7 + """ + + if is_causal: # this path is not called in demoDiffusion + target_shape = query.shape[-2:-1] + key.shape[-2:-1] + # TODO: #228: WAR to prevent computing output rank in infer_rank for reshape + target_shape.trace_tensor.shape = (2,) + attn_mask = tp.cast(tp.tril(tp.ones(target_shape)), tp.bool) + if attn_mask is not None and attn_mask.dtype == tp.bool: + attn_mask = tp.where( + (attn_mask == 0), + tp.ones_like(attn_mask) * -float("inf"), + tp.zeros_like(attn_mask), + ) + if embedding_dim is None: + embedding_dim = query.shape[-1] + qk = query @ tp.transpose(key, -2, -1) / tp.sqrt(tp.cast(embedding_dim, query.dtype)) + return ( + tp.cast( + tp.softmax((qk + attn_mask) if attn_mask is not None else qk, -1), + query.dtype, + ) + @ value + ) + + +class TorchMLP(nn.Module): + def __init__( + self, + input_dim: int, + hidden_dim: int, + output_dim: int, + num_layers: int, + activation: nn.Module = nn.ReLU, + sigmoid_output: bool = False, + ) -> None: + super().__init__() + self.num_layers = num_layers + h = [hidden_dim] * (num_layers - 1) + self.layers = nn.ModuleList(nn.Linear(n, k) for n, k in zip([input_dim] + h, h + [output_dim])) + self.sigmoid_output = sigmoid_output + self.act = activation() + + def forward(self, x): + for i, layer in enumerate(self.layers): + x = self.act(layer(x)) if i < self.num_layers - 1 else layer(x) + if self.sigmoid_output: + x = F.sigmoid(x) + return x + + +class MLP(tp.Module): + + def __init__( + self, + input_dim: int, + hidden_dim: int, + output_dim: int, + num_layers: int, + activation: tp.Module = tp.relu, + sigmoid_output: bool = False, + dtype=tp.float32, + ) -> None: + super().__init__() + self.num_layers = num_layers + h = [hidden_dim] * (num_layers - 1) + self.layers = [] + for n, k in zip([input_dim] + h, h + [output_dim]): + self.layers.append(tp.Linear(n, k, dtype=dtype)) + + self.sigmoid_output = sigmoid_output + self.act = activation + + def __call__(self, x): + for i, layer in enumerate(self.layers): + x = self.act(layer(x)) if i < self.num_layers - 1 else layer(x) + if self.sigmoid_output: + x = tp.sigmoid(x) + return x + + +class LayerNorm2d(tp.Module): + def __init__(self, num_channels: int, eps: float = 1e-6) -> None: + super().__init__() + from tripy.frontend.module.parameter import DefaultParameter + + self.weight = DefaultParameter((num_channels,), tp.float32) + self.bias = DefaultParameter((num_channels,), tp.float32) + self.eps = eps + + def __call__(self, x: tp.Tensor) -> tp.Tensor: + u = tp.mean(x, dim=1, keepdim=True) + s = tp.mean((x - u) ** 2, dim=1, keepdim=True) + x = (x - u) / tp.sqrt(s + self.eps) + w = tp.unsqueeze(tp.unsqueeze(self.weight, 1), 2) + b = tp.unsqueeze(tp.unsqueeze(self.bias, 1), 2) + x = w * x + b + return x + + +def get_activation_fn(activation): + """Return an activation function given a string""" + if activation == "relu": + return tp.relu + if activation == "gelu": + return tp.gelu + if activation == "glu": + return tp.glu + raise RuntimeError(f"activation should be relu/gelu, not {activation}.") + + +def get_clones(module, N): + return [copy.deepcopy(module) for _ in range(N)] + + +def cartesian_via_polar(abs, angles): + r""" + Constructs the real-valued cartesian coordinates from magnitude and angle representing polar coordinates. For input + ``abs`` and ``angles`` of shape :math:`(m_1, m_2, \ldots, m_i),` this function returns a new real tensor of shape + """ + real = abs * tp.cos(angles) + imag = abs * tp.sin(angles) + return tp.stack([real, imag], dim=-1) + + +def mul_as_complex(tensor1, tensor2): + r""" + Multiplies two tensors (elementwise) as if they were complex-valued. + The last dimension for both tensors must be 2, representing the real and imaginary components. + """ + flattened1 = tensor1 + flattened2 = tensor2 + + real = flattened1[:, :, :, :, 0] * flattened2[:, :, :, :, 0] - flattened1[:, :, :, :, 1] * flattened2[:, :, :, :, 1] + imag = flattened1[:, :, :, :, 0] * flattened2[:, :, :, :, 1] + flattened1[:, :, :, :, 1] * flattened2[:, :, :, :, 0] + return tp.stack([real, imag], dim=-1) diff --git a/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py b/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py new file mode 100644 index 000000000..1b97ef4b8 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py @@ -0,0 +1,453 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +import logging + +from typing import List, Optional, Tuple, Union + +import numpy as np +import torch +import tripy as tp + +from PIL.Image import Image + +from sam2.modeling.sam2_base import SAM2Base +from sam2.utils.transforms import SAM2Transforms + + +class SAM2ImagePredictor: + def __init__( + self, + sam_model: SAM2Base, + mask_threshold=0.0, + max_hole_area=0.0, + max_sprinkle_area=0.0, + **kwargs, + ) -> None: + """ + Uses SAM-2 to calculate the image embedding for an image, and then + allow repeated, efficient mask prediction given prompts. + + Arguments: + sam_model (Sam-2): The model to use for mask prediction. + mask_threshold (float): The threshold to use when converting mask logits + to binary masks. Masks are thresholded at 0 by default. + max_hole_area (int): If max_hole_area > 0, we fill small holes in up to + the maximum area of max_hole_area in low_res_masks. + max_sprinkle_area (int): If max_sprinkle_area > 0, we remove small sprinkles up to + the maximum area of max_sprinkle_area in low_res_masks. + """ + super().__init__() + self.model = sam_model + self.dense_pe = self.model.sam_prompt_encoder.get_dense_pe() + + self._transforms = SAM2Transforms( + resolution=self.model.image_size, + mask_threshold=mask_threshold, + max_hole_area=max_hole_area, + max_sprinkle_area=max_sprinkle_area, + ) + + # Predictor state + self._is_image_set = False + self._features = None + self._orig_hw = None + # Whether the predictor is set for single image or a batch of images + self._is_batch = False + + # Predictor config + self.mask_threshold = mask_threshold + + # Spatial dim for backbone feature maps + self._bb_feat_sizes = [ + (256, 256), + (128, 128), + (64, 64), + ] + + @torch.no_grad() + def set_image( + self, + image: Union[np.ndarray, Image], + ) -> None: + """ + Calculates the image embeddings for the provided image, allowing + masks to be predicted with the 'predict' method. + + Arguments: + image (np.ndarray or PIL Image): The input image to embed in RGB format. The image should be in HWC format if np.ndarray, or WHC format if PIL Image + with pixel values in [0, 255]. + image_format (str): The color format of the image, in ['RGB', 'BGR']. + """ + self.reset_predictor() + # Transform the image to the form expected by the model + if isinstance(image, np.ndarray): + logging.info("For numpy array image, we assume (HxWxC) format") + self._orig_hw = [image.shape[:2]] + elif isinstance(image, Image): + w, h = image.size + self._orig_hw = [(h, w)] + else: + raise NotImplementedError("Image format not supported") + + input_image = self._transforms(image) + input_image = input_image[None, ...].to(self.device) + + assert ( + len(input_image.shape) == 4 and input_image.shape[1] == 3 + ), f"input_image must be of size 1x3xHxW, got {input_image.shape}" + logging.info("Computing image embeddings for the provided image...") + backbone_out = self.model.forward_image(input_image) + _, vision_feats, _, _ = self.model._prepare_backbone_features(backbone_out) + # Add no_mem_embed, which is added to the lowest rest feat. map during training on videos + if self.model.directly_add_no_mem_embed: + vision_feats[-1] = vision_feats[-1] + self.model.no_mem_embed + + feats = [ + feat.permute(1, 2, 0).view(1, -1, *feat_size) + for feat, feat_size in zip(vision_feats[::-1], self._bb_feat_sizes[::-1]) + ][::-1] + self._features = {"image_embed": feats[-1], "high_res_feats": feats[:-1]} + self._is_image_set = True + logging.info("Image embeddings computed.") + + @torch.no_grad() + def set_image_batch( + self, + image_list: List[Union[np.ndarray]], + ) -> None: + """ + Calculates the image embeddings for the provided image batch, allowing + masks to be predicted with the 'predict_batch' method. + + Arguments: + image_list (List[np.ndarray]): The input images to embed in RGB format. The image should be in HWC format if np.ndarray + with pixel values in [0, 255]. + """ + self.reset_predictor() + assert isinstance(image_list, list) + self._orig_hw = [] + for image in image_list: + assert isinstance( + image, np.ndarray + ), "Images are expected to be an np.ndarray in RGB format, and of shape HWC" + self._orig_hw.append(image.shape[:2]) + # Transform the image to the form expected by the model + img_batch = self._transforms.forward_batch(image_list) + img_batch = img_batch.to(self.device) + batch_size = img_batch.shape[0] + assert ( + len(img_batch.shape) == 4 and img_batch.shape[1] == 3 + ), f"img_batch must be of size Bx3xHxW, got {img_batch.shape}" + logging.info("Computing image embeddings for the provided images...") + backbone_out = self.model.forward_image(img_batch) + _, vision_feats, _, _ = self.model._prepare_backbone_features(backbone_out) + # Add no_mem_embed, which is added to the lowest rest feat. map during training on videos + if self.model.directly_add_no_mem_embed: + vision_feats[-1] = vision_feats[-1] + self.model.no_mem_embed + + feats = [ + feat.permute(1, 2, 0).view(batch_size, -1, *feat_size) + for feat, feat_size in zip(vision_feats[::-1], self._bb_feat_sizes[::-1]) + ][::-1] + self._features = {"image_embed": feats[-1], "high_res_feats": feats[:-1]} + self._is_image_set = True + self._is_batch = True + logging.info("Image embeddings computed.") + + def predict_batch( + self, + point_coords_batch: List[np.ndarray] = None, + point_labels_batch: List[np.ndarray] = None, + box_batch: List[np.ndarray] = None, + mask_input_batch: List[np.ndarray] = None, + multimask_output: bool = True, + return_logits: bool = False, + normalize_coords=True, + ) -> Tuple[List[np.ndarray], List[np.ndarray], List[np.ndarray]]: + """This function is very similar to predict(...), however it is used for batched mode, when the model is expected to generate predictions on multiple images. + It returns a tuple of lists of masks, ious, and low_res_masks_logits. + """ + assert self._is_batch, "This function should only be used when in batched mode" + if not self._is_image_set: + raise RuntimeError("An image must be set with .set_image_batch(...) before mask prediction.") + num_images = len(self._features["image_embed"]) + all_masks = [] + all_ious = [] + all_low_res_masks = [] + for img_idx in range(num_images): + # Transform input prompts + point_coords = point_coords_batch[img_idx] if point_coords_batch is not None else None + point_labels = point_labels_batch[img_idx] if point_labels_batch is not None else None + box = box_batch[img_idx] if box_batch is not None else None + mask_input = mask_input_batch[img_idx] if mask_input_batch is not None else None + mask_input, unnorm_coords, labels, unnorm_box = self._prep_prompts( + point_coords, + point_labels, + box, + mask_input, + normalize_coords, + img_idx=img_idx, + ) + masks, iou_predictions, low_res_masks = self._predict( + unnorm_coords, + labels, + unnorm_box, + mask_input, + multimask_output, + return_logits=return_logits, + img_idx=img_idx, + ) + masks_np = masks.squeeze(0).float().detach().cpu().numpy() + iou_predictions_np = iou_predictions.squeeze(0).float().detach().cpu().numpy() + low_res_masks_np = low_res_masks.squeeze(0).float().detach().cpu().numpy() + all_masks.append(masks_np) + all_ious.append(iou_predictions_np) + all_low_res_masks.append(low_res_masks_np) + + return all_masks, all_ious, all_low_res_masks + + def predict( + self, + point_coords: Optional[np.ndarray] = None, + point_labels: Optional[np.ndarray] = None, + box: Optional[np.ndarray] = None, + mask_input: Optional[np.ndarray] = None, + multimask_output: bool = True, + return_logits: bool = False, + normalize_coords=True, + ) -> Tuple[np.ndarray, np.ndarray, np.ndarray]: + """ + Predict masks for the given input prompts, using the currently set image. + + Arguments: + point_coords (np.ndarray or None): A Nx2 array of point prompts to the + model. Each point is in (X,Y) in pixels. + point_labels (np.ndarray or None): A length N array of labels for the + point prompts. 1 indicates a foreground point and 0 indicates a + background point. + box (np.ndarray or None): A length 4 array given a box prompt to the + model, in XYXY format. + mask_input (np.ndarray): A low resolution mask input to the model, typically + coming from a previous prediction iteration. Has form 1xHxW, where + for SAM, H=W=256. + multimask_output (bool): If true, the model will return three masks. + For ambiguous input prompts (such as a single click), this will often + produce better masks than a single prediction. If only a single + mask is needed, the model's predicted quality score can be used + to select the best mask. For non-ambiguous prompts, such as multiple + input prompts, multimask_output=False can give better results. + return_logits (bool): If true, returns un-thresholded masks logits + instead of a binary mask. + normalize_coords (bool): If true, the point coordinates will be normalized to the range [0,1] and point_coords is expected to be wrt. image dimensions. + + Returns: + (np.ndarray): The output masks in CxHxW format, where C is the + number of masks, and (H, W) is the original image size. + (np.ndarray): An array of length C containing the model's + predictions for the quality of each mask. + (np.ndarray): An array of shape CxHxW, where C is the number + of masks and H=W=256. These low resolution logits can be passed to + a subsequent iteration as mask input. + """ + if not self._is_image_set: + raise RuntimeError("An image must be set with .set_image(...) before mask prediction.") + + # Transform input prompts + + mask_input, unnorm_coords, labels, unnorm_box = self._prep_prompts( + point_coords, point_labels, box, mask_input, normalize_coords + ) + + masks, iou_predictions, low_res_masks = self._predict( + unnorm_coords, + labels, + unnorm_box, + mask_input, + multimask_output, + return_logits=return_logits, + ) + + masks_np = masks.squeeze(0).float().detach().cpu().numpy() + iou_predictions_np = iou_predictions.squeeze(0).float().detach().cpu().numpy() + low_res_masks_np = low_res_masks.squeeze(0).float().detach().cpu().numpy() + return masks_np, iou_predictions_np, low_res_masks_np + + def _prep_prompts(self, point_coords, point_labels, box, mask_logits, normalize_coords, img_idx=-1): + + unnorm_coords, labels, unnorm_box, mask_input = None, None, None, None + if point_coords is not None: + assert point_labels is not None, "point_labels must be supplied if point_coords is supplied." + point_coords = torch.as_tensor(point_coords, dtype=torch.float, device=self.device) + unnorm_coords = self._transforms.transform_coords( + point_coords, normalize=normalize_coords, orig_hw=self._orig_hw[img_idx] + ) + labels = torch.as_tensor(point_labels, dtype=torch.int, device=self.device) + if len(unnorm_coords.shape) == 2: + unnorm_coords, labels = unnorm_coords[None, ...], labels[None, ...] + if box is not None: + box = torch.as_tensor(box, dtype=torch.float, device=self.device) + unnorm_box = self._transforms.transform_boxes( + box, normalize=normalize_coords, orig_hw=self._orig_hw[img_idx] + ) # Bx2x2 + if mask_logits is not None: + mask_input = torch.as_tensor(mask_logits, dtype=torch.float, device=self.device) + if len(mask_input.shape) == 3: + mask_input = mask_input[None, :, :, :] + return mask_input, unnorm_coords, labels, unnorm_box + + @torch.no_grad() + def _predict( + self, + point_coords: Optional[torch.Tensor], + point_labels: Optional[torch.Tensor], + boxes: Optional[torch.Tensor] = None, + mask_input: Optional[torch.Tensor] = None, + multimask_output: bool = True, + return_logits: bool = False, + img_idx: int = -1, + ) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor]: + """ + Predict masks for the given input prompts, using the currently set image. + Input prompts are batched torch tensors and are expected to already be + transformed to the input frame using SAM2Transforms. + + Arguments: + point_coords (torch.Tensor or None): A BxNx2 array of point prompts to the + model. Each point is in (X,Y) in pixels. + point_labels (torch.Tensor or None): A BxN array of labels for the + point prompts. 1 indicates a foreground point and 0 indicates a + background point. + boxes (np.ndarray or None): A Bx4 array given a box prompt to the + model, in XYXY format. + mask_input (np.ndarray): A low resolution mask input to the model, typically + coming from a previous prediction iteration. Has form Bx1xHxW, where + for SAM, H=W=256. Masks returned by a previous iteration of the + predict method do not need further transformation. + multimask_output (bool): If true, the model will return three masks. + For ambiguous input prompts (such as a single click), this will often + produce better masks than a single prediction. If only a single + mask is needed, the model's predicted quality score can be used + to select the best mask. For non-ambiguous prompts, such as multiple + input prompts, multimask_output=False can give better results. + return_logits (bool): If true, returns un-thresholded masks logits + instead of a binary mask. + + Returns: + (torch.Tensor): The output masks in BxCxHxW format, where C is the + number of masks, and (H, W) is the original image size. + (torch.Tensor): An array of shape BxC containing the model's + predictions for the quality of each mask. + (torch.Tensor): An array of shape BxCxHxW, where C is the number + of masks and H=W=256. These low res logits can be passed to + a subsequent iteration as mask input. + """ + if not self._is_image_set: + raise RuntimeError("An image must be set with .set_image(...) before mask prediction.") + + if point_coords is not None: + concat_points = (point_coords, point_labels) + else: + concat_points = None + + # Embed prompts + if boxes is not None: + box_coords = boxes.reshape(-1, 2, 2) + box_labels = torch.tensor([[2, 3]], dtype=torch.int, device=boxes.device) + box_labels = box_labels.repeat(boxes.size(0), 1) + # we merge "boxes" and "points" into a single "concat_points" input (where + # boxes are added at the beginning) to sam_prompt_encoder + if concat_points is not None: + concat_coords = torch.cat([box_coords, concat_points[0]], dim=1) + concat_labels = torch.cat([box_labels, concat_points[1]], dim=1) + concat_points = (concat_coords, concat_labels) + else: + concat_points = (box_coords, box_labels) + + sparse_embeddings, dense_embeddings = self.model.sam_prompt_encoder( + points_x=tp.Tensor(concat_points[0].contiguous()), + points_y=tp.Tensor(concat_points[1].contiguous()), + # boxes=None, + # masks=tp.Tensor(mask_input) if mask_input is not None else None, + ) + sparse_embeddings = torch.from_dlpack(sparse_embeddings) + dense_embeddings = torch.from_dlpack(dense_embeddings) + + # Predict masks + batched_mode = concat_points is not None and concat_points[0].shape[0] > 1 # multi object prediction + high_res_features = [feat_level[img_idx].unsqueeze(0) for feat_level in self._features["high_res_feats"]] + self.dense_pe = self.model.sam_prompt_encoder.get_dense_pe() + image_embedding = self._features["image_embed"][img_idx].unsqueeze(0).contiguous() + image_pe = self.dense_pe + sparse_embeddings = sparse_embeddings.contiguous() + dense_embeddings = dense_embeddings.contiguous() + high_res_features_1 = high_res_features[0].contiguous() + high_res_features_2 = high_res_features[1].contiguous() + + if self.model.sam_mask_decoder_true.get_input_info()[0].dtype == tp.float16: + image_embedding = image_embedding.half() + image_pe = torch.from_dlpack(image_pe).half() + sparse_embeddings = sparse_embeddings.half() + dense_embeddings = dense_embeddings.half() + high_res_features_1 = high_res_features_1.half() + high_res_features_2 = high_res_features_2.half() + + low_res_masks, iou_predictions, _, _ = self.model.sam_mask_decoder_true( + image_embeddings=tp.Tensor(image_embedding), + image_pe=tp.Tensor(image_pe), + sparse_prompt_embeddings=tp.Tensor(sparse_embeddings), + dense_prompt_embeddings=tp.Tensor(dense_embeddings.contiguous()), + high_res_features_1=tp.Tensor(high_res_features_1), + high_res_features_2=tp.Tensor(high_res_features_2), + ) + low_res_masks = torch.from_dlpack(low_res_masks) + iou_predictions = torch.from_dlpack(iou_predictions) + + # Upscale the masks to the original image resolution + masks = self._transforms.postprocess_masks(low_res_masks, self._orig_hw[img_idx]) + low_res_masks = torch.clamp(low_res_masks, -32.0, 32.0) + if not return_logits: + masks = masks > self.mask_threshold + + return masks, iou_predictions, low_res_masks + + def get_image_embedding(self) -> torch.Tensor: + """ + Returns the image embeddings for the currently set image, with + shape 1xCxHxW, where C is the embedding dimension and (H,W) are + the embedding spatial dimension of SAM (typically C=256, H=W=64). + """ + if not self._is_image_set: + raise RuntimeError("An image must be set with .set_image(...) to generate an embedding.") + assert self._features is not None, "Features must exist if an image has been set." + return self._features["image_embed"] + + @property + def device(self) -> torch.device: + return self.model.device + + def reset_predictor(self) -> None: + """ + Resets the image embeddings and other state variables. + """ + self._is_image_set = False + self._features = None + self._orig_hw = None + self._is_batch = False diff --git a/tripy/examples/segment-anything-model-v2/sam2/utils/__init__.py b/tripy/examples/segment-anything-model-v2/sam2/utils/__init__.py new file mode 100644 index 000000000..4e3ee0298 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/utils/__init__.py @@ -0,0 +1,19 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. diff --git a/tripy/examples/segment-anything-model-v2/sam2/utils/transforms.py b/tripy/examples/segment-anything-model-v2/sam2/utils/transforms.py new file mode 100644 index 000000000..8daf7a994 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/sam2/utils/transforms.py @@ -0,0 +1,90 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +import warnings + +import torch +import torch.nn as nn +import torch.nn.functional as F +from torchvision.transforms import Normalize, Resize, ToTensor + + +class SAM2Transforms(nn.Module): + def __init__(self, resolution, mask_threshold, max_hole_area=0.0, max_sprinkle_area=0.0): + """ + Transforms for SAM2. + """ + super().__init__() + self.resolution = resolution + self.mask_threshold = mask_threshold + self.max_hole_area = max_hole_area + self.max_sprinkle_area = max_sprinkle_area + self.mean = [0.485, 0.456, 0.406] + self.std = [0.229, 0.224, 0.225] + self.to_tensor = ToTensor() + self.transforms = torch.jit.script( + nn.Sequential( + Resize((self.resolution, self.resolution)), + Normalize(self.mean, self.std), + ) + ) + + def __call__(self, x): + x = self.to_tensor(x) + return self.transforms(x) + + def forward_batch(self, img_list): + img_batch = [self.transforms(self.to_tensor(img)) for img in img_list] + img_batch = torch.stack(img_batch, dim=0) + return img_batch + + def transform_coords(self, coords: torch.Tensor, normalize=False, orig_hw=None) -> torch.Tensor: + """ + Expects a torch tensor with length 2 in the last dimension. The coordinates can be in absolute image or normalized coordinates, + If the coords are in absolute image coordinates, normalize should be set to True and original image size is required. + + Returns + Un-normalized coordinates in the range of [0, 1] which is expected by the SAM2 model. + """ + if normalize: + assert orig_hw is not None + h, w = orig_hw + coords = coords.clone() + coords[..., 0] = coords[..., 0] / w + coords[..., 1] = coords[..., 1] / h + + coords = coords * self.resolution # unnormalize coords + return coords + + def transform_boxes(self, boxes: torch.Tensor, normalize=False, orig_hw=None) -> torch.Tensor: + """ + Expects a tensor of shape Bx4. The coordinates can be in absolute image or normalized coordinates, + if the coords are in absolute image coordinates, normalize should be set to True and original image size is required. + """ + boxes = self.transform_coords(boxes.reshape(-1, 2, 2), normalize, orig_hw) + return boxes + + def postprocess_masks(self, masks: torch.Tensor, orig_hw) -> torch.Tensor: + """ + Perform PostProcessing on output masks. + """ + masks = masks.float() + masks = F.interpolate(masks, orig_hw, mode="bilinear", align_corners=False) + return masks diff --git a/tripy/examples/segment-anything-model-v2/test_backbone.py b/tripy/examples/segment-anything-model-v2/test_backbone.py new file mode 100644 index 000000000..3ac0dfd1f --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/test_backbone.py @@ -0,0 +1,143 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +import time +import tripy as tp +import torch + +from sam2.modeling.backbones import image_encoder, hieradet +from sam2.modeling.position_encoding import PositionEmbeddingSine + +from tripy.logging import logger + +logger.verbosity = "mlir" + + +############## trunk -- Hiera ############# +def test_trunk(): + trunk = hieradet.Hiera( + embed_dim=144, + num_heads=2, + stages=[2, 6, 36, 4], + global_att_blocks=[23, 33, 43], + window_pos_embed_bkg_spatial_size=[7, 7], + window_spec=[8, 4, 16, 8], + ) + trunk.generate_static_pos_embed() + # trunk_inp = tp.ones((1, 3, 1024, 1024)) + # trunk_out = trunk(trunk_inp) + # print(trunk_out[1]) + + print("Start compiling trunk...") + start = time.time() + compiled_tp_trunk = tp.compile( + trunk, + optimization_level=3, + args=[ + tp.InputInfo((1, 3, 1024, 1024), dtype=tp.float32), + ], + ) + print(f"Compile trunk took {time.time() - start}s") + + +############## neck -- FpnNeck ############# +def test_neck(): + position_encoding = PositionEmbeddingSine( + num_pos_feats=256, + normalize=True, + scale=None, + temperature=10000, + ) + neck = image_encoder.FpnNeck( + position_encoding=position_encoding, + d_model=256, + backbone_channel_list=[1152, 576, 288, 144], + fpn_top_down_levels=[2, 3], + fpn_interp_model="nearest", + ) + + # neck_inp = [ + # tp.ones([1, 144, 256, 256]), + # tp.ones([1, 288, 128, 128]), + # tp.ones([1, 576, 64, 64]), + # tp.ones([1, 1152, 32, 32]), + # ] + # neck_out = neck(*neck_inp) + # print(neck_out[3]) + + print("Start compiling FpnNeck...") + start = time.time() + compiled_tp_neck = tp.compile( + neck, + optimization_level=3, + args=[ + tp.InputInfo((1, 144, 256, 256), dtype=tp.float32), + tp.InputInfo((1, 288, 128, 128), dtype=tp.float32), + tp.InputInfo((1, 576, 64, 64), dtype=tp.float32), + tp.InputInfo((1, 1152, 32, 32), dtype=tp.float32), + ], + ) + print(f"Compile image encoder took {time.time() - start}s") + + +############ image_encoder (trunk + neck) ################## +def test_image_encoder(): + trunk = hieradet.Hiera( + embed_dim=144, + num_heads=2, + stages=[2, 6, 36, 4], + global_att_blocks=[23, 33, 43], + window_pos_embed_bkg_spatial_size=[7, 7], + window_spec=[8, 4, 16, 8], + ) + trunk.generate_static_pos_embed((256, 256)) + + position_encoding = PositionEmbeddingSine( + num_pos_feats=256, + normalize=True, + scale=None, + temperature=10000, + ) + neck = image_encoder.FpnNeck( + position_encoding=position_encoding, + d_model=256, + backbone_channel_list=[1152, 576, 288, 144], + fpn_top_down_levels=[2, 3], + fpn_interp_model="nearest", + ) + + encoder = image_encoder.ImageEncoder( + trunk=trunk, + neck=neck, + scalp=1, + ) + + # test eager mode + # inp = tp.ones((1, 3, 1024, 1024)) + # out = encoder(inp) + # print(out) + + # test compilation + print("Start compiling image encoder...") + start = time.time() + compiled_tp_image_encoder = tp.compile( + encoder.forward, + args=[ + tp.InputInfo((1, 3, 1024, 1024), dtype=tp.float32), + ], + ) + print(f"Compile image encoder took {time.time() - start}s") + + +test_image_encoder() diff --git a/tripy/examples/segment-anything-model-v2/truck.jpg b/tripy/examples/segment-anything-model-v2/truck.jpg new file mode 100644 index 0000000000000000000000000000000000000000..6b98688c3c84981200c06259b8d54820ebf85660 GIT binary patch literal 271475 zcmbUIXH-+&8$F8d5F~U2qf$agAR^L&gdRjXp$aG>f+!Fylu)BU01=HLbb%Nk3ZW?= z3IZx(p(`yx@C5}Vw9tE#a`XG2JMJChe!A!EjGYgAt*m5bueH}R=X{>SUx#DBQEPK6 za{vSa01*2H91a7f05=yGgzE@51OnmV;pXLs3h?vs@r#KZ6M{;LOG`KX_HLRv}J5UFW!Rtur|zd=AeJUsk-{GtK^qMEWWSsjz zy`$Of0H^Q~5m^lru49hg5V>HeW?b5HZu#@oUyeKVEh}hU4~ggDJ#kW0O#GChk}~`> zLi?N!QdiIPf|5TrL1B1W*8~QuWoS2-No?*?d ztgfwZY;JAu?EViI2mt?Iu-Nba7qI^yT*7Qz9GskBPRRdofjA=ACs>&Ch^z*eh>0V_ zJNTHKW*j&4eA@HsFFf*EPRqxyhxGBDP(b`Wwemk`{|DLsf577ZA0hky0Q>*q8Upyi zAok4z3j@Z$k7b)fp!vmL+;yhzZs{Sw%Q7+Gow_fwO~3ol`~tHiFw@N@-w;wghZZ(| zobo%Elv`Zwy(WkTr*%+$N@AyNQ@btfGVxx1h*H53D`RI9rf#>EEvJL22yP#1lX4$x zDKSVb&dtVh;I88pmIxXdEJA>#WQhJ&i67B#g9@&cB*JOZOc73f`>8X z6VSdx$T?e#brX|Lwz2#r4>)jo|3`uCeTt{0Yff74RS>80OAGNwbRSCS&geVHWloue zIKM7)d2)x}=r(rVAFO%5BirbYA3CH)6l=aLQpe2 zWt;ftzgD?G#eT+E3Hu5e(Y|=mjW%aXfOpXjDrDDhA$z;h5N)P%JUX|>bRaG-<$=X6 zUsW)?r$5nnpll9&ptvP@5EEOl@iJfVJFEN8kne$wOW5nC;gj;8CVTc*Yl%G;;FUc> z?ieq|v4$Y=Yh|cVmE67oB#dMrnRWFgvI;8$$sZ?HP&|8Ooxn8ZpELIaX{6?Fn?f&m zm=ly=lPfmYB{RL}56kxlMR65zk~X9jg00mBwNOHa7KlWXISWUMlixb^f{1XI$Fu;; ziC_GQZn)8g@|c4L=Ezy>Na{ZajtD5_Sc@{EetikWW1&mynYIQ&`KxcVs4e7LwdWeI z%X&0N{`08+8v%<6>&NVf=aos)u1$Nq2eLy-4Y=f25xF$g(T)ChqTz_`o9R5`WUYVA zX_sTD{Xi5+1mt^K*;7J>V@h%5M)j9b!FFZ&r4LQe%w|MXE4F-Sc3c)frf_ky1l<{z)o`D!1TwRY7$aZ%yK$zZALYcAO-y&+Csehp&gKiFEhLU>zS)R)G? zs`gP*%EyuCp1e2MY3**_#af*r=i1%id^k;<-l%kTx*?wVSE#cjaPq2I|LA{1!8fEe z6qF6d#_PW&DP*KaDZVY;mGBY<=$W*_xTNrvQEGb)b#uFgtMw-0-;jl_Ho_ zCHLO3xh8G=KnyR3l?km%2dBjz&&oY9-s-~c&*d#fpOXID z)@w@7CGC_PBdt?*=?G~qQ$jsbTPNw2Tz~C933%=UXIo(c3pyp<;^JXAcPS1i6D|C1Tt(8lXb(U#YChPZ~(w~!_z?` z=@&G0vc)>u8nH%*r@D7*meeH7s*ndO*X_669A+PkH#8mp0=y=L)aTydex;X+OmxaS$N1P`}x$X zONYQKZ1nE%=l-v;8uaE}iG%SVU6 zo7g;IN}5e65iQhv2v}RTOU^zzi;BHp8J6~6Ou{JX2V~W(~=b5PPSSgi4+t`qFgWne#N~n{WSziqCuYN~a;6!4o?TP6nTh0`Epnm3C8pE96coFz4J4#5B*oOMfn7 zA(6es=_T|drL)>i=Ez;D*I?jt6O2?cM&XRu{rY z4pX_UQ4e|>Ymzz3T^R8K3Vu_@rdQR7!kpphXKtL^bo#YGjN6UXn`A0z>^k|qv@S7# zK00-~&U1Z*PEFn0ULxm6^>-a%Z4~uz5qr@b;&vw}Nt4A+WmEw}xhSuG;c;Ivr&myB zko@z#;2k&29sNiB$GW^`!r!f!+(8B_yeSlU(jkh}U2of{B&$C&mkXqwEy;V7HThiA zE<)rMUyGwvgjc#*_CNinVPJ|d@j!auJttqQv)F>YYzVilvj&mk?w9#8xb3g&*?NDEHsh$`h#aRRScb8H-T|VIjXP*TLaZ z=dmLR*!&INBIA+0hXH1ngrs#Cm{;>!LM@&*TNCuYrJIZ4XD`AE))qW(Q$?<5&yUzT z9W8%#X&G?NxH!HYcoSP*yTF9j-Iji1);hI#iG<%3>Mj$22_@A$TkyMo&UHbNn}6c( zv00qZv}ZPTTd>XUMt!5)>P(1^+G6iNHSA)nHOs56mT|{bRGu(0qLFw3bkR*^Tw0>V z%bid4jjb_J-Aga#Q)?b6QMW6ku%usG-|(!^xz(^_tFNT_XrRhya4%N7Gbi-xa%=2l ziTS?8c8qq%tX|$oS;*S&AB#UCIhP^S&GPyQ2MjMfpyg?lZ*Eb#MU=FDF3D;SQ*^^O zQxMZHap^h<{%g!>z3}P2yg%`xyN&8naOiOyf8v_2L;JHo#<%4ERGI1a}z(TL$@aD1BbCvi_cG zCc`NX=+QTe3OSvR7FMXa+qY&L2%|vLh#@D821=uz)~#$1K?4NWx$Sle>x}b6m#pY< zyjERMAKEEEnx>bY5I2Gs3b4y;Fg_@^-I$7l1U%|5p=mTwx!1bHrp0J2I*l59-O5T3 z1h3w*GRQ>Q-Q8aZfEOG8b2yT^tC8cpJP#oOb6MROeeqIK9po^yyopCp+F6Yz0ZO6PhnEy zd;UR{v2f{|O|TOp&)fDm4}p!j@*W3d53Wy&|3DGBAG}~0oR2YwY>%f>DB;EE#I|V` zS|$G;eS?$ZJi${lBnY1P5Jr0O;)YX@xk=eDW^1GLS30U~kfeOHR9)TPZYnb$-q60( zA`#cFnlTIoNY5TktPSNu!Cy(3T>ZzQ(~UNwZR{D-g-;F6_y23psIYAI+bI2(ZZA&& z+|C@0@vM3B?S_t0I>ugp7~1mNyblFZ@}K1k3DMmwZTHggs)nS(nOP$cI=Ri@WsvS1 z0SH84zc`$fOmxevM)JiC&XF@UZnTR+(u;gDdbEXy8o68b5(eUqMnwi$@R0&SI;q|y zpxCO%U?SqU#POXrV|$#}nW_fM;a2^NQb9@pmX%V$|06_SIHkhvjPOG{Hb0Q+d4sZ? zn7Ceu0e$JVTH5K8?P&Xi-M+|=GMI|XTZ%6T%Pf5JV|16dV9sh>G}H4{;lrDt`mr&g znON(TFR#oC&PDDsVM1H3@3iMEM=ZbbKP8IbyjGEWFLhN4tAvcKim?L3pa2n#?f&6# zQZU&T+_7*;s#kUzvi=-@2H7U5Jg?8I17=jnNKis>J~VkB1u#7xH+FC_DWjv9BSgba ztOxpx1phXO0P4qXIOba*j&|(;H0pK)Vuj+v>6>@r zoKJ5)d?J}DRm1;8RCg-7YLzCc;7gOeB-Ib%GVZC+hpzF=3PBTtQT#|~7~+*bl%L#Q z@b0rYNJOwvZ&3BaNd~xQNqUDoJ8yMzvuppqiwCvs-NS0W@+IU$U{|=P3x411^=~)R zzo|5}qPA{Mn}X}j1rsVyPx6f#XZf>sU%!3($;|j;rp4R%DA(zA#pm-^FV#uNf3g)$ zbCqjF2S4>xy{2x44Lq&3w*j);Ln$0wt}q#|(1r0E^zx>l6i*_+|Fqbj7gtoU z_wEG-AhkNHar@(3vF__|-Y1Va_?3O?SRNLM8v=UYuf@+fq!y_^43p)%zx{RDsOaE$ zOyKb$zOsDnw9LBitNG@TNvjIpS0$&P+FT$N`5afCyp^5M@=o*Ysmp(7jc)K8pATS0 z7TR30;d>em5xuBTK!1R>%ls!X0L0!JCNhI>9s+Il+pZI-u*qxWvGtx4tjFbMs?F&| z)>UhwkH5&oeeMc1UM6oxu5E4}0!<>ZE84HZbxW)xwy*v6{Hc_OSQAsi+_k6@dld>0 ze5;rOBDW-8dun}}XLh898@;^rdb_}`Tioy3D|E`_RJzx>CUd`e0(_zJus`HHcCHl0K~`?i5?`yH)qd3ny0# z_fA&=6%AQLSMj@U)vep)F?5xO`t330y+og1(a#qn3$x;ezgKshv5PXOD;d%LK1+@t znX`}L&}*HAW`lLXVxNt^zM6>${%@9J>RuvBK5WQDSHY+DTEDe#Cd_j2NY^c!w_oa^#}!`VN{=I3oAR&OSkY56C=TE^ zhL{H%w1b*V?yi2)UD;h}mX)+E8EqkT-`M;h)8g09qg$#LTZ6xTe*7tOum6Qbo5?_$ zoBka+uO_eQjN8WR;xo()nd=`r1?*-=#^Fbm7JFqpgUmJN+|wf8te}1fi|Fk&`=(n6 zSZm##SwAv^wd{rx$rIF-H{}NhpEC{t+sU~dLRAElE9=oiMgZyAWX~$}M`NPRyjQpN zpC2Xh3f}BLPJChB&xL{L@7CaqZFd7B7S60%f98rfW6?iVdG>8k{L#|-$H!5>qgo*) zwKi^gb0(c|d4>qelC!^|D{6N8{ersLN2S@;nu?D>Tt`|S%YU#?w4Xp7gjvWxcMR2Q zxDp_~hQ8)Mpa!s}HTJq=D{hT!f4U6Y&;RKHvDbKPTyh9_HVnUf*wBz34rozQh3o+8 zsF0oGo%Z47{BJKmAUSCtvU+^7#P%Lnwhjf?tc`q}w(EEQ>X&2gQF9Y{+ebl~7r{GNNCPFonLZyyy(H&>6%^61~lt%Y*;J&<@~KF_AE-!+jlg~slJ zL&8DHx!_KNdEW|f{s#GJ#?IgW2F1F83SpD-2+8ffG|Q+LaY;B^x?cg#$12{03$M2z z+kESWp6{sAEIRBcQU>c8DELw#*6(!kqe7l|3+*xp!8Y;`Fi-s#2z?dwlXh+~ZIl#D z2$l(}v=$P-a!2l#exl(cum27%756ZaR?V)A#Df);g71j=oAZ9ZT36(Swk-pL_a}|F z$A5O|f|?ksnw-^#z>IcMY-pfbaf2*AH6dXT4_SY?98ld7%s;Fk!HsOuuI@vA&r%>w zjkug;jvkNVmaA8Z6*+A^N%xR4aWHPJkzGkF2c#t47-q$8muC_s;hTD^SfZ4Qbo0FN zU-5nmG4-@vLYWdVv_Iwa*}Uq{!pz-4%l(x;B0APY}}U@^ZoT zJ36tbq5cA|X2>_=EOeYo#+4z{0ORnF`LA%~wgH37B^X^(r98DQxooM^Q4^tKG-T6xi&!b zO`w^bx`A;1++GCc${UJ%bOg@ovDWA)LI4!0hfm2!L=Di;r4*oH(gK`11r^aiJy^uR zF-FCB{_#{s3JwDW@O=e1YY&)%Ec+?}axK71woq!lalj6v)b+jFz_fC zS+7^t7)GDCo}NJL<>+HH0)0I=z*9gmR@~0iX&>{*kuj11+dw$Mq}GAPYLksFD3<5| zmdGIc;erh@B{CaS&Mw7h76w@?vt9xoNnN3581(~8GpTi{Mt_iyXHB0qS`yO80kX1_ z#0a@_LLJF=vEqRKzCUXur8S%Az~Pudc0~6uQHjW69hQCR5MJD#c1o-T+6)cfb+iZo zl&K+T$x@(@rg{ocV-mQT1fv=UnOQBe=}3-mc}BJ4*6Ho7Yw!w5l|Q zZq>HQ_CUr$o0zCqH|{9?cG3U?{Rld*;L8uxv+_&J~XB3g7TPtG=Wa6R(~QC%xv zS-uh-_&C({5XiaMlsKO`hS2KSyx1H&IA6d-g-{k52Z+8ehK9FFglAOSHlv&UU^+vW zlbAi*3|9eYSap3{`JZE`2Eni>2;RTFhp(U_v`6rfyp#*2Va8=DD5imv@c2dF+wMHs zYo?*h9S2wv@{$fJvPJ7Is{KokHbZmf$!Gdx%-)}Nja`Q6OeeRv$==-w>irVK&!0U* z?yaH3eBvVwRi5kM&WH9=ng19K&ns)%{*hJR{9D5An}Is9*u7C@=Byq=ToWQs3GNCt zzarOMndVzKJ8^KY?CVvPTgQsc>PaA_yRinnu#z)-&F3lnK8E{n=`-rkQb_SVH`@|) zx_yDw8}EgWvGYGMa&#C!#+9kGZIiN3#!n)@J`l85S}(stIeuQKta7L35AS&!Rtsoa zC0Okm)f@?U3p)% zQQ)KZp0-cqpcfz2;8r@6A%G6z$oe4-mk=YKchL0B9@ ziD}3?L&I{FT8&|4=VStI*Uz}W|GUqN^pEM9-vh5V16E4l62$GRg_yPhGDLw%IFC!Q zo-(X?(4k7wnpXzbng^$A&@-zKR*E#NQ>~_+#oI$SeP!Y!S!q`Fi;MoEeZ6V+&S?w+ zNHWRYnE~|5#%w4Vis!|HmaN!Jzpw(nQ*Yov^?lf?MRAZrep+Oc#)5#M7Y*4xG$P~DT|HTU!D^-aWA=_#JB+Lof-X((=H)*GG^YnPufb8I`jv`$rtxWZ-s*wmmIXPC@g^!U104r5vtAOGiQS1 zw3#|Kl4FOXFm#+wY*D$YrxUDt=^|Qf*0u%LzTzbdaOlwrb-EvPo-?jtx*#Ab=I6C= z0mW52e_^9lld0@rg^RNFC0tz^nnAy&n@WpR^NS1rw7Ki>Z&3Mwy+(``6X^FEbFeoM zzd*2Tg=AG+KF&Wb%`PJ;$>yPQ`JXA=c$<4R@C4 zWPjnb^5i$4ErLerFB0Eloo*RKL4N;?%<;m~D^&T1Yo4?RkI>r7JDH@&GET|{&HFdS zA-Y^mOAgP3^`2Dd*eVR}L5yliqSZg$>jkeprLi0X*AX9^ZhJW9Fm6?~MW zK7ISWa@99!d3ST`#?VV`3Zy{UtMl8A+H6eL%=^0;K1ElePPno-qc4#v7Q6a;eVpFA zUtrd#B?Y&$K-mcW+md(CI?rjE#_g`etwnPyL=(bn2xD-L7mq-#;qR@ z0f+v(wJHgQKVB{5>msjt>AN_@>N#l86N;fs$p>J0gm{p2qNH9JwYrJU7HzcBY*0tk zZujb~SV4@zdmD8FeI{rjz zAHjYaC9q^e=_4Z*@w~PxHs+W|cKiN?WknrSt|nx0zJ~ogCcht$%2VET+@N)Fh>+G} zpwcLR045#|hnwrOcV7qU>mMwj9}Itinn?|-z2A<8IwWd^7d?BIgY%Ehww?zaEvWYfV4 zKzYt$jp~@M42mvoHDqb^xND8zPZqd)X5#y{du6&Y0;-68e-O4ymc>?!v9@3s9oH*# z&0UKOm~Om05pe1Ek)9K)$Kvuie%{T}emz20)73E2U8-SjJWqzYJCaS5ONk7VkD;FDvxZk<0Qbq#9=n?MvNuEUEoT5eP>bRjJO{I)}X!yH#vpM;rs% zw(*FKw{6b5{r^b1MQ8q-GsCCM7j8d8bf~Uu>28*N(f!xoXQSSr^}`)ny)gCWcUboZnPMviM0S1 zNvahe5Hp=-@<_WYWgRc|E&iIgwAqRS{`EqiA%?69qyW)r#~O>ib)!290kqcNo{o}w zhDHl4|Er7@f6{ra;=Gqcbx)%VVq{VKA0059HIrFYffp+H)Hz#C+2K#ueP2R}R|P|F zCEX6Pw{Gdb66Gq|IwHh81O}j*mV0lHrQirbt|JTFMdV$*2w>fzb?y}6vG!0p_t8DG{WSO+VWub;Z| zzcP*IHri+p2;b5OaI@}vQ=r{#_(WU)b5|=utVoEI<)Ls0{4vhbznzd=oR_?4Cru7t zc~^cs`;E4;)#HB^W{KgKHThxU-t3*LGy6TISB65lj{l(eTR?F!*fBak)?|k+aWA7? zF7NRNC4nXLJ*nDj^L0iqQcZ#xh)Zra)0r%k*S(*ya`(fa`L<&|ccWRq+*XzR#K!0l zu~w|h$0w9&uI$c&l(eSPXU_V%t1Y2NT{=BBO?RAaBgDEHJC5Gi6CXbti=Su0T)ZXQ zu9mD8=Tz2zr8vJisipKMKB~xfOIs)_n1m|c(cxTw@#RNH-FWIJ{eIQJAoK8dMwu^0 z#z-bD`m$J!$_RvW>CWpdu=4- zZk}0^s`)TD@RIM=!$tV$je>zEG9TvM-L`0&ycL@^BqJZx+xHv${=II|kB96uF%Pfd zh(o^xD+*Y)=NRFN?9QjuT6BVE(dKtbHrP6pgUquA#r*gW3csUggb3ab1Kmvn)&F<> zh`HTW9NqS%s*6zuYCXTAQO& zbbR2FD&m*@FJd3Hak0e@myN#tC$7NVmA(kuA2SxOzFA@u7^L9Kua0vHhXrCUpETHY zey?Mk2f};8Y2Uq=if_*;=?9zZ`K%Tj5U9Am>6KInJx(a#@%xP;tz))oX?SI@{$+J=eX4L%aUw<_55V*Hq5~^?MdkEk-^Ve5= zW1DuJo+!>WtDdbIGLHpEqC*ECKcSZMdx@qlWeM{Dr5?hb3Jyz3yX&YTe z{^=~MnogtedyEHvbYCXerWo46zu7(r!S!{CG$^_r0~*?=Yh~-jK6CCeYdsFSACY*D z%dyIVouO=m#dl47&RUmpW`0yfm)5tF?llMKOf@)U>h7b0C7r-&&nMLTx{T1Tb>eYX zhEqepLVws&VB>~ymO!DdeKs~>`4C9hxEg!Anp#(*^z3mQkg{pvdf>S+J0$dAy$b{$ zZkzIm>-tfDHYP7K+Sr}`q3I1HHM%&mmpO?Z)sXr|uSa9YIq8KDP$!ypv0u7O4t-}y$2`J%pWEV25^i4z% zvdm;WN3h5{jb)|^TzH;UO<`NCrh}x+# z7~|!^zh1OvLhaMEy+`-L_4`^I{8-8Nmu#E3P9&tnR!B6?ysosWzvm<(pcT%JlF)n3 z$9z_GUljgXGUNQc)pW*7@L?uZ7lF0b40iv$V!q=ALfQM+P1Cc@zFgW$c38;|N`)(qg76X}^rM+90}s5?LAwvX}al`RB{9(qgP0 zHnaorC2h0I5#ZVB$%~aH<13CLM`#4>qrV{ToTmicMhj-vE%Ir zJY7iT^%h{IOO@mGGh~ats3?LSY|_z&;CXJ<3K%#EkM8vKu31Mdb!iB+%R@7Z1pi=^ zk3NfzDjHJW!vx#?^*%q%fO=a5!1eeEsIwQHZAjlU7A)NqlRw~`j}DB^rBI6>K%Od) zqgdxj{veLH4%!!5mn?(^^4jy~A5E0mGR`u7=g-IA17&ns<1Sh}oI^bToP=%6@Ab;Q z(&tszvW^bWpiE5VJm%6}uy@eA=#hd;Gi6)L*k14MC6ld(0EKpYA(hgQmm^GISXtqi7eIsnNY#F&O72dWGCDaf#lJ4#-v z=J#gt6mew$FP$zyAenZfm6de4(vks0t;7fCxIzv*6t+%Xq2rIJRRB7O+>H{!OmQHP zPMpdcMi#XygCx=hG9=4_?WpGg_^%>}(nwwl09?;xKeRA72e37JRR`O%IS`6}xCeTt z46fhH87Y?mU7JIRQIANq64wYOaU*$)%A&~wg=HFOLo}csF~-1m6jG<&FYtY?8%niW zdUDx4A9ZtoF6E|i#BA*88+O6*A9SDG!c>-6s*Xqb#vB(8vHyE@f2j_7QuIp z#m?9or|!+Yp|4+&6d&z)Q+MghzwRiu)DxAWSa!=u`Ay%J*}?lUxEw;BB;*;Ltd;IE zspBsmYkJniC@V zM2*$np>M|FA(IQJzZS0^S80na75S#UUm-P>O%z}+;uY3Q7PzM&RqhdgDRdp{VS&#~ zM9Jb*cD`|*8sOmYRS#?7E>tVK!G-75N;883U`q^Imdb5EI!%aV2jd__Z?hC8PFZ)s z&JdnJL#}F}czSTkhNWy_NUUhHOZOq1oqZ?(^HEG`CHs7LF*VN z4dB5HMD7mePqkGm9AD!|Fy=iE+9+hFTF?YXf_NP-xSoe|nl5lRZIg?G zSl_}iKGiVTdr!44TXxIbC_;8=0DCit!si=BRB%({*=Xg@FYvtAXiCm4XZ??cQpwhO z4giiW4v%6}cf>!k5qnQBo(8kY^C#st8Wh{>01hVPcU`S~!Sf;5JH8RSu;h@o^K)PF zUBKp@R?eB&mA@#Fs`$MNd&yGU(O%wrEoyr*2XaaWCMTP=CI}0F* zqEV5tM_BKp3yBTJ?Y!E2g*8X_KH!n-EpqrDE~fE%dk;U3#}dvxJfB>|bq3qQm^cvC zu6`a#iWRmBdFgGKn(UJLF)^;A4Tv)vl1v+X&28k{_Sdoc{71`%^$GFv-t*-VFEk7v z9lwmIzZn6?9CbZVcqGETAzGMo#y<&2^mVYerTDR|xqbS5<}NFK{chz>0)0xZ+Cy8_yx(_^I3T@ebws&kBG@(FkzcMQ~I`z8oQmpmk zJtgy#+oi=LdGMqvdj2=LLItMi)N8}IN?fXj39GHj+QB?(&SH60&q;K&%AH447s_Nv zW&Zh?f#NM>(Db)M&^j{0yNoyCl!+9YhJb;TAl9zi+)!UUxhN&-yTG^CMQdW&GPkAJ z0@nQO%QYlBCwInK_KLBsa}dW$4=mkZVW9=!@b$)jh(_B;kBn0t*RW2{hr7T^KEsHC z^;USpR!<|6@_H&x(7`BE%^ek7;2wkkf_~GP1k+VIe8;LwM%euBQ9&ABI?sDnRA=i# zY!62F5Qr0>QGIl>*N1cG$>6L?L8H>bR)D#Eo=kV_u<`T?O*MJO_}+v|_dP}kXfA_g zKH$^QY6$-uOfQ-}s&y>6F*?9Z0^5TC5uM-n%4(TocqVq~eiR1|si{=lR*6(*?le7) z+oD2go6*fZMQ+VW9NVC2iy7<^ocxczx))x=&O27<8_7v>%uhgsvCxY6*W=h;29AD% z9AScbaJNPX$FpRCY-ib;6yUDmP=aVRBm%(4S^t`|G>5bG8!ifNA08`i&JL-YH>f6Q zl)ixs14fAH^&G*^x0wlcQklIW!Q@zE3x_y6rIV;Z$dJ!pAAo{RLMdx3JE%INGd>aj?Lqw zhp{VRMxmLo7^BPwz2IbkE||%7e_J@|j`{ylj}*z1wanSMozUyqQtP9wnJ}0y{v<`( zT^HE{b(%KZp_B+CtzNY_7xw*YBfj(b&MC;e`V! zG$^;{5hcSi3#bFfR7Qo^Mxnt9sx=LbSVKdB>rW}b%MKeyvA3nK#^2X7n#7m|+p2?Q$%r?hRSyxv!N*Lxs+&=Gjs?>tn!C740 zjA3&4+2zZh`7#L#q5wZ&h%c}1a6U%oI*~ZGpl^2bnKb63^y-M?R_q_ogt@_y+FD6F zhIJjLvIq>MHb~^`3b{|#9s;m7jvc*QTp>~SIe-*JG5_0O6Fz>C$iUte4Y7MzYjKoP|JhUYOZ@~{LV{X^o6ZgF8kew0!%258U~LzJXqwAR?GztLYztQ8G) zI<|!3hX03@TK_#=d$ap)F!~HP`(@JhDpy`J! zjP-Ijk!tAC#(FNI24qgioRzh|*#CraWFbMLrxDphfv`Efn7`It<57JT8{C z7|1Y8R%V&U>H+3m%B^r3{<)n$sK1Xw&mh?D_R4-_#EP>c2o%6F4W&sUuFg1^aCZisR8b%i4;auiyCeHV3 zoXEdosYUh_vULDivFDco!=62})@%AUN__Dm*)T_|{2Fcz^lhICz0`lboW8lE?Ez3gj+S8z!g^hqJM=E`q03ZwN+>r|=o7D3nSd;OLT4iQ_4UpF*+Z|KG zwDbq*8oL`Ff#x9>*q_tZes+BkOaaNQ8oi(@IFBK7xo1Vixx(K>F1Zl?eq3;h8agL) zT7##5qkSsBKtzpxzGdR3Zs&9En1(NvXIHF8?1VTif5#|N_b?v1^1s%Fwl8a)Jd(_6 zE1Henba!0gx*T&ri#^(N;W2h+NxJjnHq61k@uZO7u|^}qejDV~5Om>Uip*qEgMrXM zne-#_SlYX*?Iwo*4m{i>y7lN~U*yRVf|i^5(%YAYwxas?Be1)S;c@fo(*;^StK9AF zJ+Z4A9(QDnvre8=a5Jq-8b4Piu9thmDe8#jXCo%m?WiTfF=!&iM@Mtm`VHLw7mUs1 zX4bo|bzf}&C0%>Qc>t*h{Uo=%nH1*r9TRpZFqq>GamhvCH+=KJWy;7ITp#4pAU0!m z2iq1fU1$>d0qGsLGidX-%$60wTdn%wrqoVLl!1HwV@OU{lO)uQdjE8zIEhxqC4D9c zKC#%-b)n+=b+TUoL1YzKB!)tb{`U+f)E^Vpw5b6jG;^t@hv-vcH&`8aOIHdS6EafO zxhH(~cAckFmr}|mmW_G4TOWE1S*pr^Yq*?px{XL!YkHIxaIUBLmBtQTJ=0ID^<2bV z4bL}XkCh1HF|uF94fW0kfh|iUx34Xi+c+AgD2cn$LM?^@PiXA_Jaq_|#JS4#RzMH7 zzq7ZQJFksp3BO%<1s5N9t@JyKPJ^&J*I)JIW>qX)$3J)|%7m1falEhMNjtu`Lb7R< zNSLww!Y<8dvYu{(oNBVGZTib${4Q@4d6beiDDjk5!J(g5(Ulou{pLbTkOna*+Bi=n z>S>61U*7WTJKx!rS?uhxtSU*0lSQ^EWjVr&c#nX#@q-NCKKYOY<`~->z+I;I!!h`sQ?~kUDOt85QY>lvD|n% zrwv?G*8V-J9>m66lHLz^yr;MwIR4@p42Ui(DG^nmFYW~A!_!50rmMU!Nwvd*u;}X+ z_N}RYoS<&FRXfY_`ov0?(*0>7{hq@w2x%P{hlYA*m|Dtv+H3Psu)_o7%l|z&%54at zsUJTH37)k>TSrL-7)6$NC6GDKS$t&^>(39Ta#g&MbJi7Eb0#JuMSv6!Yp76E)d@@h zJTe$GWnF*~5lqSqI>|ykhE7rHJ=V7Sz3WTB!?l2Jm*SE&&v+^Lxq*cHp%S|lv`?mhY{ zTDBO(m@|*;5;bu4KPnwl!!LM`9&Rw66-70TYcGVB!-Ge19x_KrW=LLhE<6XjLL#0x z9w(^y5JDQyQ0TQXV1Rgfpma=dmn_v(KuwV-wU4oohXT1>+V3|?*!q|?5VFom_Mo2) zVV87B;mDkNIjt1z4qeBcQ+*j};B2*!(WMgBiV5z<+Hx&yuuSfbWbUOgXzD4}oO09h z+R8BTN5>eo)*nf1g`wK9pu*C!?f9`U>JbRw_yN%?JqKAV+OX^wg2Ju_MzzS!*}n z4d9WC(xQXVa4H~d!dfzqS}*G2fJI7Tv|3tCE6bpOoAI?Ad)OB ziWdU?xJ!cTlXcl*h;KHG9=gl;-~hhINY`8}rM}hpnkc5Q3mU1bG3K7t>$~h?)DsZ3 zHtGCOdcMkaAJT|(ee$Pxn;%^Xm~$tRNi$* z$dOliq;BxdK?%z<&hO^UqRWr&ydaGnnZWB6IN>rD13pz${^!3eb}G87Uv9(jWsi2x zNzZ^=li%Qk-z0}1t3@Gph5MYdZiUm^55MNwjl-A^;}68{9!->yg66Zy>YQ7C!25;8 zmnw+WyrkqOpXEmf-mJCq6lUZby9@la){yMr!spWLL$LOq%tm>WbCg3s)>dX+G2cq5 z>i97ccH!h{!1nL|i=%T7XS)CY_-9T-j#=N(oFdy&A}eQx+i4DCI^0PTVx#1Im@p}7 zw=P)9-!%{_48A>Pnw|_I@3nkLUAUodC{?yl66O zaI67+u6PzFFRo#$?w!ZOG72${;>bu!lvAX|tgC1OpU9FDsMy(FGBvM+m31&M4P<95 zG~B|$E^)9Kbew5A-DJ6|uc*NYv^m({fi(YaD2t=5U%bRt?Ziqe`l3+{rsFsTw)P?` z@OlGeY8B&(PaS_%SpXK?TY!^hWZp$;d$p}^0s;!{DdK6=xGsB%(aEbc00YTNH;F0H z$Q*2D3H%7V0;>)=ObT)>y$Bj)_Ntr^XG!y1VfUwCOtq#qYo!ys1sRPMC_%xaM+GZh z;-1#z_l*ZMV+cM#P0iBmzBt=Ma~C0?Y)TBB#6j_ZQA&_M-=sh6#^A$5Tpw~Y8m2%A zp;LUWRB9GO#tZG@48cJejv7*^^j*Y`8uvtsSh*x+4QPz!>$%wtO#u&*F5MS$rwHf@ zmOidS>5_X9RoI5E6X-ml2T4ikG}pk<9}1y^})dDVpa}hSFs=$OJsz1Z?%V6K+%JX(u!!s$|x( z$7p0LFNhF>zX(^;mYYk#$c*MkN21jtR`B2Y_YoMPZ6`HF)~k0D1h=UOWvXT5Zn+}j z-^E&jYkAGo9pI^L(?-(61B6P-KhtC_gRp$_VVd6qt=OPXd~Gu%4I>jY?g)i8or$|y zpV}UAX>(EV#oPJ8=#_<=4K{JEVq)Vj!^R|nvtz!|o_~Ko9((;7X)^Ez8%mvjVqib_ zYnb?a&Esv9^W3FFmzAKArRnytMBb-SRqEi?R*e$CB8#*x_VNtxB*>-u{_nBg)X%z8 zd_`Vl!V`o2(+*eQ6O$e@1CRD)JzhI5lD~X%D{3i!=KXTEFx-wus1%sj1?^PHZCkJB zKC5f_V7vQHICi^|qt({t8TWtmf}ai$%??DC*1@-lt4mNfMr^(P2ybO%pOh&Vh{JRz z#hG|&n!{=@dGRuC7yGc+em5j!9o`Z*Nsh}2OCBhAbT%u2)FQr~%Kqr6Vj6r@Zbt#i z(ftIbsUnf=%eeO?GF%36o0^zb7M~qN6P08uN;}q&@)b?>ikvIex=(W zqpf)mUccMcVpQUTs$3A0;18VC;q}^dbMHk9vsm34xVC^q{>+?sa%6KCe4OF+v-zOh zp}e@E+hj_yZ)MrJWMx16%l#Qk$CryY*zab;F~-)v-7CmI>1qw%y$kotxF)lSzmk zjCNVcvdL^fIkhYvxNbW)t+jc<;JtFbncCRGePUPIh)`kM0}h()`xU93BUPQ9QI z_GV6zcf`9eajb{^(C%GKPeoudv3g^G;Qv?+6pyzyrYo0iFYQmQ0MM`B)Xow*p7yl?*wEv47UZ8!%k7I+2m;Hh45Ac0e7QdwKw|Z69@nB!%fh{ac0sy^Qa@?Po zme1~2SYeL~uH~AKR*rdPd~2{ojnnJ~fb(%b=2Iv3YefxLVTEN+p%Zw9QBFy(SW@!? zMc7{slemi#{Ld}E@z&$2G42i)8|0tnScW(a-jl8fPK;?MQaiLS%;CR-u#|jRQo_sp zCuss_#45sB3F6z0W$23c@eYoVz9R}xw9G9oSz<|;V}l-BicbLT@yhhFPbP(iPgU5D zRssn1n?7MgKkuj}VY|T^C;Wg^xORn$23B|@|sdQra>wOVfy3s>eoA=*-0XOrh z3tJ3M(^LhjUZ=bv=!n$g;VpYjjb0A~Z(PVu7jc7f4~HEVSnlXO8o%g;?cIMjs;Vu- zOswuiLQA2EDz@`#OoqWey=1vrzbAL@4TK4=Gl_>%J}%t-Fj7P}B+JT#?|i!y0Ln?4ZIGoL_k}@0q1a;Zs?i{K<_(V2O@=T_ ztfZ+^gA5zW-fGUGc_PS$1@L zV>j1jA&kukj;kzSE)07_NJ833$_D8-297sxPTL(|h=#no1GA}Mh4Ecfp*`y^Ro3q% zku-_NxGb`fsfVENg2E!JxC*Sadlb!cfjcE6ghB3$Y%2z_pj~y83cbiBe`>ZABve$h zpxGXJN{-oRNn)k=v81JPJ8_6107V+Dq(ALV^C|PjqpgZ?m!B&4E^y%3oSyVHH5Odf zN2pej=U?2@frh=A63U~2a4zFHra^}L8q**jJ63ug#WKDLGX0li%h{_N%W{xj$H*I! zO@5K7rPaoS2@jTikW}`n`VmAH4>C+4jJtSRc1^m1G$C6HKY?PHUzx9j2F8R=Bm-{` z1ireQnr3o8%^n6ib$z<4h|?ztf#D~sz=g|Ll)9Fm@*VfSuWbFIp5@aB*_er|Qn%CT z*GApnu`}MGHZMpzXMEu{xCTb$k`pJ~a#uDm+5cvy*L1K3wm;jYqQsRoUw~O_7 z3)dIIqubzOGzrgwi%7^;wn!I29b*VJ9@_YvKxIUk6ftP!$)sJDy;&L?VKZm)CcNu4 zU&zWjSD!b!I(2^gk9OUVEmw5&tgp*{T0NbUaMrMQOPge*&Eq%cjdfn^wK1;!+G-~H ztOe%Z=k7zJMv=#%vWUl$pf$~Alg{r=dT%)D@&%6EuD0H??MK9CU8dq=3OA=wQ~4!I zFEi)gvKPK{f1P@IUn6X|hOxBg!uB6Ksh^Mqd43;b&=D?HvowN9p^NS(&8vU?ua5{< z(_6xJ>DykGOFiJ_?m1i=)Wg`dHy5{#7VrKSiJv}|rhG2n4S)2YGY*780 z`^ohaL{irF80O^%W}^E?_^Jof11WiWavNs%Og5DimE|HH61aWkf1sg>r-Hp94+N7u zL&P3_WeY4LK=exnd|t=vhUooIQ8LSigOMr&ciZ2o9M0-L7v)m^=2GW(dU_s;5y+Nv z4-gmJ(hC~LU4k=rA8fs@nZ-fdUOF)UqRdyyI>Aj)SKs^;Aa6A?6|%LKFd_1bam zO>Bl9G01wECAmj-jn4FAGm%y=FUlF;pF~;KTrz&+Bt`z z)9wKUE;f_s>2a6jK-MpX8x>~k4w7n%FUfuk5y2YG9|luPfq;fnNCLpKB;v+sZWd1r z!R*e=XhM&Klw=-|bsl!y*C3|R$CBd?=W5sJM9=cll=< z_GJ!AtsRnB1Pf1<=_X@Yb8B+66y`!{Zv$j&Ua3hYg9t4M>zzlDl7tM+D(XhTOrg>a z=}fo^idO~dQf9GDQebBDdDJeZD9F#Ioop_;4*(g7WZ;h~1!}@qM=^DZ034wJHPEyW zsC!R3LMR_cj8-XF`-`_#%!2gl$3rk6i|f zcfgANnjjYel6o58y+zZeL9l*FSr;T4+bQ+Il{2Nz7{&m{>R5{H+!HkeN1p@7txQ9Lr9fLi=N1 zO5cubr2bpmdPz!D&^2MRuc7Mh+4pJBcIQ|5d z{RYN(yodUgoCFkzSGO*tjGL74API&~OtXhnMqj!lGNuy|gYyFtlagqtw7`vN1Ox_Y z%Bm1d=FN1<5cq9m7tMdOn?V5+c29-Sn6l-P_xP2B5cA0?$RnzrAeb2>hujT z8w9BwA}*5d`4u!VCN2~ahiy%Q*$wLh#3oaT$Zu(mBCK4!t&JR%CBOK)@*vYR=+_SUpI6Etv_wJqq z^~vwt7r~oXt93K9HD(m&D=!8lX1DFjh^u>D+I8Hd-1aTJ9ei7RX?EuyYVWaU3}!SX zf6xAEmlTeX)I?p*4z1Fiy>FZKJ+9!dKM<|vDz#1P^V$5==T)QL{pLxzSiiTnKUl1< zj@fG4%P5nIuX&aU>p8!yW4Hh}+vY`>xyRQrN__V5`TAlud$TtAuYDoWCrKA)NB3=r zaMv{Y-@RPo-@AK$r`*fuv#G_N$#?c{nTcO`5;W_X-~MHZorX8(C!6q=BUy=2-^90` zFx3{l<}TAGT2H$oFNlrgr5fnIezxPMx}N%(q9&_?|Ak)D@6Y}4c0^?|efh}xH>_k# zFYU;`6<_Rc=FHUV-dx^)pP& zh&xyP<*Id$yP#tgpE%Exul3 zH7uFDNDOOupd>hq9IsIY8_c|FDgS1rC;m>^WcW9qn0=d>VM23%SMzNIAA=1}+|zig zp0$>uPTw16!X1Wo&t`|@)BQ%qdIk9-*|gG*n)>zX7;t<6r8E=)SWRdimlevS5JR(x z>P9e@{U4|RXU^_CFO11(64SG$@FlTDZ5$2EWeYDj0t9_hBs3H(1-Z`H;;Brk66_mK zgJe@H4m?UbOM96MIf4?ob@EXjHkn8Z)S@}GvJU72xgA^5K|($Fe-)I_oLf7%C2riU zB}`)H@HoL5Bdzhw8wVToQ3O4-AfK;OEJ!9kuqLzVkY!hYR}Ymk0%X$6jxb!>?g&Rq zH7V-$q5*nT_9#OVy9&TsZi)ritmEa4fM3W~-Bw+OB{h28DyTsRIZ91hVx8)(uDDO} zPcmn-?A#dMG;%8zs_4tq7&mFhu%u_F@sb!MO^O6dyp_%DP9Z_JXc(x}B%?`nw3z0_ zDM3rrm_c%dDUwDz^1_~;J{42d&ud_BB^Zwd$_-MOjmh+1wTjS*fyuH%`^XVV%8*sh z>K`a!cI?y9TjPCauK};=FWIzjpsG4!S+gz_ zMqIfgB;TanLWzl+aP3J~P@VR$CcmLa$U_n_bSD-=E6i3M!o;}tWwaY17AlMKIA&hm z(3{?!`2bG^&?-(=!O^0`9Pu3|sc+7Wt@IKT1U*Kx%>hqpO|I9d-Wx5PHEu@+@x&2O z8Qx-z$XKYPOQ`KkZ)?Ib1Yn}9=M3eqcKwF|WERf@pPHB0Rty{wl70cLH0bFFXLj== zt;yYuE!8?V2)}mieM|y>)q#ZR^I#>vYkyW6gzs8NeL{Y zk=4|8=5Gy*bvc5 zhEeU7l^8hE`xhEUVRU^`$482=Z%vuq!7w}QjV1_F>2qbNk}vMEz=}iEW)$JxKgvG- zs;K!jeC%-B9Uu0sp3m$fvahm(m;5ab6T{r>~?N z6fh*EOq%qqbj=*=kpyjC$D`yu!KaEPSF-T0>3jdTbL$C;=uq}q9kaz>QGV$kd5_Yq zJEj+L2Yi393ir?6<+QaKvQ$>Pet+|68?&q%pSGGZ|)I(zjmVQ%3s;CqAl}U8&YMD6k@&* zVc}=bhP{ke?ExdFXZHZ=Ut-nA-m7y3*O0j3xfy=A|%{X7C}68=nu> z2cia0u=q>OALi#()_+|cy>rgutXo}o)N}OL{U+&OvNz*~?^pR7q}`k7KNNbTjN8{; zRy|a+ct*$&y@@Z<&RcW(v{m8vUpP3tk}?MZ2=|M8;it*CJ&M<#?f>#H@uyjv?zS;; z@A}|9PmhVO)oL?-DT^nb*6!;SPifWPmjC?^ZM9k}ljAGQ5I5Ql6V0nF-XgnR4FTa9 z3;iOGbTMS@qd-33OobINceo-0^KCyko3sAP`a(Yi?_nsQn@LKFK?Jsc@x|Hy2j+0y zSzLEwI!(gR8O$Zjz%YouFf#@Bo2OFFm#XHcY3NicJFWAK$7Jo5-kb>k{3lkV`j7G z!=BaZQ7_tBjW8#wKlit^RE^muP<*3)dqvy2^A5(#gfYjMZ?Z?KjL z9(-!yHj@*|?Qb(i|3K8d?^=Y8$D{R6A7!r;?%ci4eHcnUin^EBY!*bC%#_i>n6JE4 zB*YxLnv3z|gr2Suocy&&2~*j_svq1r=X!68-)zd)i4u^e9HR=?&42T0L?OJit~(;M z;K#gdQrVkc)ur1fjob7_|G8iADYE->gaIEKSNNb^D6Y!)(qNJWLz#V7tBKB~}6c9pyglIq6}w#DeSP zsGTiOB66cMUj2cr$z?g{q1V1KV}B3?VWaK$jxmm|cjB;*3SLmoO%S6S1_RVM>? zcMH!-iAz-J??HV@RA3pK9n`#*+TKm>SLI#lf-sL zk~%qxJ^3S1bdor*%aavidU&Rs%L_xjUn->YF)B zlC{8A)A$MEb=BN+36I{lMw^Jh6T62tGbmLxYvZN)KB60A#ttm%8h3vY(789Z9gda|JASx)K zqKY$YO*YwdG*bU|$pkUqOFy-Qg<=sgF5MT>6_5$6SQZk%g)%r+t{Gc{q=XE)evgbH zLBl=SBi=oQR9TxBT`uIy7|dtvw;%u6?WlsM*iw1%eQnsn@t)Qxm+WU%)>-iNu$p$T zgE7f69QIv zr}h-i`=``yci80eq2xz+EsdBH@XS4TTFz*Be*AiVH^K64k!8yA*N?XWFL+XK$O7_rd$b?bSi{nvl5wyrx#B<>#k0|`l4gvF{l-M3#yqn7Ly z7xNBCKT0agGM|cS+(vRbS+qnJysN3swQXkKGRHSxKyUuan+vaBc0x#{yC71tmwQ{cyUhuL0kNTb&J)*ZXi9;*~{|j0+#wAf5!1h^!_liqIK9K z<_m#XEsycB)T|7XHh8k5>b*8xZ6(*!`u4!JXb_Dpwi!ru%A1*eRdqby?tp1n`twyE zH7)xv(+Pt4*IruCToe$J?zE{@?^=6fQ{2?y%(DqG%Q$L!ivWMCI{x<5+>p)9&%DGG)cVxzI!}lRL|0K2{pjry>_T=1-0W6(bAKLMTIAiHAE+o-BhM< zwmo-|R|hu_E7Yjv9j$j-d)KJE;O+W5+H1ZgxHyE5kS79sfy9VAGzSShvkX8jVU z!zo#)BqwYbuLX&{^k|V97Nl~sOwB+BpdxlKal(D@X@glxB1=-g#50LA)kq2TustD9xl4dbG)&FtV zPaE0pxY8oCwY}wI9R*3JHs39+G8B2(dzcQRqebRFZxxdNXVz8P|NZdxU3n~VUV??z zo3^npHV-BxQXF4|j@eFY{<9pja8Kwovv{-Iar27wym2PeGx%J~gGJ<_>wOK6^I8R{ zl0@i<`DU3f8ENwN9R*htP7dV&_-ZJ3KtioAL+gsjX7u6XbINZ*wWh9wqM&^zTmH4V z+7@nObnQInPJq@5X@~Al+vfUX5tXG^63#q$wUTExUgn!1?KPpBaA;Oy$?*z9Qg=$H zRg3H8ywV=?d(=s949-zquWH6<$Q(aq+<|$+4YS6i79+$b?8aU3(ps0aw*!_scG?YW z`zLVHDHux-KnsL58kC?q;ju7U+C%qL1k@8&i-+>*$<5N^i}}Qi178_nmAQRjJz1Fd z1E&C|`}E|;vD5=Fi{swRg;kKc7L$vy8!AjsZ{a}(vF&JfCr=!>1x1yDY!TbKT}(DS z`M;%RcnnS+TV7u||Am7TX^^SE*98Bo9Eq`89i<`)Jihki(>=?4p@cI_oOV;2;^$Sc zuhq5nh%7)_o8&GCk`}ql;`aJ>2tDG(rI81t@bY5dub~FA*Z3X~mice-x1QoLMCmg= zY*nx@ny-KX(mqCJi6d1KiMfpP93JUh zV(U74inED6K=VKkZeYM>#)2>YvUC>$yvKd?qzSx5C^oAISR@kJ0I{&Cy@7>FIK#87 zdB8yF=WhU4o_IB2%b6H?%n)#bgKrTSi$NWGLHA!^5CcFzj~RFU0)AWpK<%kR!0%9M zJb@?lP@%+D&R|Hs@`Rl&pf8Ou$)ouq&VTS3HIcR066QWim99$`s<3iFJV-;*EFj%|?{vGFvF@su_RgZ6#TPKfbO}T}M>`dJF+d&i zc1jtqDCjAU8}WkKHEA?}Y#3~#X>wN|oifT$aK=iXb8w+_O|+}&4TGh!N`x@}?6_e< zs>W_vCM16`JL+nI^GUC;t-IB3sXRu+PCJS#B{X3-$lY1G4PwAQ=lzA|U;7qCL1Vq( z)?-iCAIbfJW;8Lc-7=9Y;mg5-q5>C6=z-@}#&@^m-AG?IV9j{GU?OLcM~R`oKgjt= zB7cLlTQS(WfjICsO%v5^m`|S_JLT&AaVSo%5Z!v(S{@%<@Q;+EarT+9!sHEu!Wr{= z!WMGnL{P|npBTB{{qds34dWA5Pf;PB{h?LZzYQ&1uc*0frhd7ZzHlGATrhN?{xm=E zV&_0Dbpj^}RmgS?D!ubQo!~2R&1u_vATR!A#BALLUC)g2^(vUlsqAenmESfS!V=G&tefe1 ztXUxu)kY<{bl?gUy^_{bSx0o9?MXeXe{-#OB3;CC?xu&7YkbUU7;#=wX?|FaV(FUM z40FHxzG}Pj(jvJ6}g2mg!=Bfq^g zjQ)iPO*AM>F`pc`^KMY-#hij-n1pxPh3LdPzHUW`(C)gii9?3R)wFnj3(8WSL1{TH zbKC%@?`LwQtBwn?m+w~WdeoP{F@;v!anQnN$2HB(VyFn9Ok@?gNLenh0#nG+qs22xlTK4nxMtgTCf?n-us)NX641ND zd6-E$p&5jQ;LM`y5JG0RNL!`dC|@2BQUt9Wmx|u`sOezlYU7ll?mTsH#R#loa{~S<@D<%_)XZv9p&ao`X#0dmfd_HO86g(mpIW z!P3(O*Z*7Cf^;e9R-P}IPA}b}?_k#cUIm>x+vP&*@g9b`P519L5LTHVs#f)Bgq}LJ zduu;m=M6%I=2;t(F5|W=h@#6Zu;2**_EY2l!|KI(SC{^ICo+{Mpp%_}fn2_RSxStte>Uhlj|T3qTSpQFd=ZK=l=mcOi#qkR3BK zW1!R(CynlmaxxpoqoH;Td>p?!Joy-KT?btGaW(HP7$YjlFl_q$%oaKJe^JYidXUNhZ@t?a3 z&36YD3e*`>8H3^S2Ej|a&Kb5?mZtt?`}@AgYQx}G-Sf;oR6&~#rAPDr&~t-*Ust$M zn}}CIo7)jYCT4S)XXwvWOXn9op z*oW)!l)=cf<~v(IM0GX@mgPc$f$0&hUXR*L6ojMoB{<)g=lhz-lN5NJy7 zdqQrgg4wm3fcf+ib{;2F_U>BYbu*Ua6oy>Su}-RlJd?Xa%_oSFM@k$a>}(TM&~7LR zM)=R~1X6lk1$lT9RytqVZdD*g=_C--&<6b>PGf7&2KP{-JwoZsP#%hM3cdimKMoQj5kwRigHk)(&Yj1R7 z@8Ggj=ytEfiowP{8cNl6I4=0&c~FR{Qy9(XNp%w3AED9)1z%x9vN zN-D}hThxM;dmLfg6(NljV{Gc*>?=J3|2$Ch&KDMy!v&6pI+%-+J$nV>8Ub;Id7vgowjTFkT zZS^9)IfBq|>2c++iOi0@PBM~Jd#3I(Y(DNmY`BQsyX*NGO1=8{J89ebW2X@BRE=V4 zhaVmgx3<%MS|l&bK7Si0KBIw|4pMQlualLECM@&+lKrBmd?)nBj;Qt9@6N7S2BQrw zMB3Cg1zCMMUf!mYCtNwYeO3kk==xtL+(>R!YCHGlo*<~A{xxeEKEd63?n`zqd|UhS zXzPjPeZ)S<*y$lK6p;T`Sq+`9d=-(H^IIoNFJt1+3%37fo66b?E;F#*+a}9=@AY)d zNnTO=qJan=V%>VMdi2=L>bst$rpUdYblsh69M0{S!)*&m4$l49@1g|j6|gd~e|5Y?#x&lMEKfAK+-fZ?R#mty zXK^w?Vq{!Bf<&L*bzy}~!oJkYlS&Rp8wO0pxkBrS!O<|WK z_6s^y$tTBvk>B z^rX^-_ndk9#<-?-eK4ISu_Fiwsy8j-J3VsRz1e)24n-|;kO}O)onijn&`h^j5|*Db zPT8951ACK;0pwM{NC<-h95$7~qnTDjDZnHexzn6vP}#IcL(gBuRefRYII`o=ju^)O zR`TYzd7b}YZq~Xq?LG1L38Gj1mxp^oh41i$z-sm{eQycbQ`mS`w+1-PF#9D969Kb8 zCu6w{s9_xZ3;1?wQZB1VWUstFBjL8(o4p2G)R7O~ICdSC95*F6`p zPTyvfR85K1$}vk|eagO%_*z+sdO|Lh*UA3!sf#}-?8Ih)XXe5UMQRpHgN&F- zT6nk_)_5hI6$j=g5!R=gJK-(~#5Nbja@OV{u)A~}C@K=tyuZ;Qe~@}eH|xZ*hjSO0 z3?j_ZE85w=I249T5wR2B8NJGp7HYC(estWev7)VM1UlLpeNPYzUs<@z{u|p9%FSwb(Bth23 zZe<;L1e2b2{nmHwCQdeSwaeL>)CoAblmFeuM3FMV$&!Et z9t+(nsvo6d2=$d0byTNaQfprbkYMhfcI&0vr;x$zPnzgo*3~2!8yQ%kODkc}t~C6F zWmpj}B+C*4NUbb~XPUL48fc*2)OS8sTi{ftXW)$5_d=t9VL&KS9GLYSI0)=g zW4#S0-7G~#iI1*Qn-Thb<5oMfXLt{vKSu<2q!^gIp_l*De8eO)GX(w#acU#n=a?|g zEuZ*>z^Eww0F6)fRFQ1dKAxRcUmWWAs~|DQ)jzA+YL$pNLow|O88{kk9>mBf+kAZH z*g$R9*A;59Tshx1szW^{J+h}D!lki>rM9E%<`>(#lU zDw3)ZjTfF!@p=q5Jf#O)R#}xDJFTAYwevXDIkGWSblcy*E=1u-0yL6m`UkpC+atsH z`0-)wnbUrG)36H$WoKvH^&GMs@*OFTn^z6o{*~6q2#tn}6ss2Ro%EV%X1{G{DCQNt zOXnZL`i8{c;W*pS`r2=9GsxJ3i$|#~zT)k>6tm*5f8)j#sn1!q)0oYx<=;~*R$Ke~ zep#G<-FLcg3l-Ptx9Kofd2Bgw*tzH4>00kycmKHr%c?RPStH_y&Ma{Ljep^7@O!J= zZG*8daQOHNU8|kecRYmHuzzfaadtYBHAWlxpFGa#$gW_u{^!Bkp+7ORP1XPV8ab`g z3AG+y>0z+vHHx>N+VeL1S4E}Ui00?f+y6`?_4A&?z03oW;QZW=?QV$aS5A$S&uMP^ zY&w4911%LCAPNl`yWN=oUSDA-Nqie)s=%b!tNec@uIizkL`lJx`E&K46`__ZS z4sSWCx|%IWt=Hu`4-IZaCr%T|CX@d@k=PhlO&fl>5!U|nako3{h$Ep&pT} z2+X@HuMQwuls-7CdZp=06@3zDZ8Zr6k*{Z4#AmCHb6E%UUY;LDcDqZP1saqxhd$-$ zZ8fIBhOPLXWX9~cOZnf~AtkO{%@i`E)`*qM4mLI)cYB45WtEj|7GDfl6{yyUShLH5 z^a7B%(G37+Wk!6HG4KSZuRrfjeB%WxnrOE|j$sAHZs1T(^CYd4B!;ddMU~=3X4aQ5 z=9N@RE+$Egs#G%)m`@qaR5NG8iv(1aD0}JOF&@3wBX}t2w62*1@;o(83m=8znEIpE z4vmalt^im0DvH?eIkRdPt`*r7$BnXni8odNkER_;l_hCSwq&T=r~GUM9RaKY3sPv| zp$L^CSI{0vr;=sZ6HRE~l#IcfO}h{f^$2MbK$8$boS=VgRv+MzbwI$Lsv}AtpddvW zKet>4Lr42wRhHo{EpXRFU=g_FL2jNVX^3tC^TxsXY0oC~&g|@TcX*Jlc?GjFpP_E@ z1wf!6mSV!K1#fSJfrPJsL&cvh>);MWlP&39WY(MqWH#@yWj>Arh6S30RV)XqKz0H9 zMRAZoGvPT}LQ*XbLM&G#1^+#KBuVxA;X{Rl2O8l|x@@!vQBP7%^!3@U3}!85{i1+8 z?qWeb=c3I|n-8bcb&A_msAu@cR2W{=XoYWE%)3c?N<>UjFKx`1)~f*YvV7r_J1!ve*<2?9Lo^ytk($gf8NbG_pP<&bk;QmnC9}t za*xw~>*wCl<#v0Im8aZ2F;E|R<4f5KPqT%Vh>uM3|N2D{wj%Qtl6VmR_Qs%3{Vy<* z2Ibaf>ME2}(xR-ZO#lE6E*|uD1#w&wond|f>UbYqbB2qe8B5(XKvb!XDsnL&Wwuz2 z=4ZG_tg71+hFt(HH(COZc+o`#;NQ3l0f&ZN3>eLg!Kc<{Xyt&bHC!3Oyz@jN$U8Gt zMNPOZu(d{fpbis{X#z@HC^MQ)tz=3$O9+8=*rr>0+gg;HN6WCYE-(Z8v>&JflNYEv znu^#G=z;~Yzy($*z7|r%L2IlEl<7Fsd0{m>q_iEv98epcAYfZo`Qk~P*oNwQur@CN zHZ^Pz4IT!OC%lU~Z1MRcNTDkTRH+cB``UR<;-n%S0b`+A2g+)4Nd6pp!a<7yg#c~i zVqkG3TIoC3Z)1`)#^oW?6|Y1#FhI~C1OVz{Tx@0i=G`T9b3Fjwjex*Cfsz=I#0GsH z$_J9IL{VQ6Sg(tj-OA|(02gG{#U!nhZEE=nTE5;MS{!sIPkTF0X8}>c^>x5)v1`N1 zf-Dx+Dv=LtMo}&#tFGmFoNNjvnhf2d%F%Nk(NoDl7|2w&PLYRmP+^dNjHk7Udy6>T zuh0Z{2@sZapG^;)F$P}_2Pmms`|uJdyx%5vpqR^n_Td$=U7n-q5H}Vi@8|;uAUuIR z{U7oTmiq32AkTILgs4ET74Pjf>E*e2QiSqGl8anf66hzW+Y#SA+NRx#da=?zJw@15 zfIUc4W6)p<{orN}4NSv4PEu#++D&E@?ti~sq#~o{|N68U zTl%ak=);ul_|5FJMh_kH&I5aD_05;qSmbE_s+X67byX09s8XxqqTu8NZg9c-xWF4M zAB*j9#2|c>CzDmwWF-v&>@N+jS*NUd=NiPkQTKNFY3yC2oK2M;7jSf*%_h zpkdGLPCjQ^V{UF&GgvvqeKt(jYV|SIiG2cdN7G=vue*N`{ANm=xQ!8>s`0&5iO~Mq)d8% zRtPg!6*I3&|EY-Jf#@E6rzxO;$IgR{*E@9`KDN)l-AO!rcq_Mv2 z0OC_~w!f3@ZYX=^ZI@@%e6o-%XT0L&u?sU2gOho#PfgPJiB!h{E$S|XC>tXeZ%B7`_84^yOw^WMv3 z0=K0XTPy1~OM^U1+RZ|8jhprj<1$#-{)h=rZ5qxTY~u78lIh%*5(*LYobg6VEPQ z|8iAtOp}pz`JReb_taxG8K%=|l#Zg^0yhRNh)yUFhT9yVhm!8zTylRoad0qm5&m># zsNVG2G0uLM9}JP+XnBCk5c^6rtX=n(vG);&7NlTI7f~l}&I+nxm9r^=`~LM@WNfEC z6~a;@Q4O}53ytKBm$J~Q70(#gfnrAPMIQt>nm-9)A}$C+0OI6mF)|My;(|~(QX-F1 z@nTg7TP>d^MSdb15s~)O?#R6M=@1$E91;V@Mlhmw0q9-5nl*A6In@qcSdO(KBv~$>( zKF)Z^b3u!TVFQWt4+uo_B!GjCC1Ev&$jG4ix)08gsr8Lq9~o{e8zN~?=5ZUq$zv@E zNmZQlA*!FUDTW40(QV^yG{QVB0A&ZDq6Gi4925^a(179c%Z1V7M<4ns5}&ov*ES>pFmP=n%L* zqiLTnh#uMl!6NY=RG?md=$^COPE?$jd-Ol{vSu@9Z2>6fAMSHY(B2CuOeJZ;o9Sp z?7f9-a#eOVmlV0#6kU5>5)wj)$j-V%M#!GY-q-K-{ry|_-tN7<@9X^>=R8g@VI|&` zL>d4|b8)ilHlVRR>T;U6BI@B>?X{>dA#%pz+ch+L;7SN30$4AELQbUuQXS2tuiDDf&Dx*9gR9 zh+)_*wXCt^ca+t4i(m$1n&)eGy|i2vq;r)#5ez}rkMM2)0;Y?f2XlAsR^>*|(i@MjS6FlZ1#B7h-GjTKJJp-P_Xy># zf$@{b6S%WS|NbgoG$3_&o1D6*6uFb1(hU0^?C_}c98CC_r~Vbc8{%Y+FuW+1-@{G+ z>*F}%P9=aN)Exayo*VIUSBwr~MYoB_*wtEmF7&Btm35&7xwVxoYeZ_ac(=8m`eZ;& zblZ^Bs|Q*52x%D4a zaq5YlP$-^r#EQcUY_6EdDZFJz?mJ2GT?i?8rgI_wc#38Vl5*vl3na9?c-WPaWb}qI zUxwk^++i-jqgzeBR4O3bE9JCv+Q)lBRuogi?O|hQ=g;twxW`O5yX!p=KRiiFPhroX zmY)~cu@N9Lz=c5dze~kU<6j>LVBoc*fm=Rb#N=7WJ~~pz)-2R-m{xS1vUK6!`kWdC zvoOT4e#(X_)-tqM;`FYN=0AzN5KcdeTH((a`AQ+k#vd*ws(kN1&6OfSPA|3D-c))Y zAV>eGhsHw{-mA4DJ2w)5r7-s&x;=i{h-n(9LILqnl2+U=n@Od2B}qsQ8VMW_H9zZM* z7$soAQ&0XyF+FNbrCgtzkJ5WKdIkjVPegm$Ps>BP7Kc;Xy{( zc&vUAunMT&*~`T`kbs(ZuRtC=t~f2PkV{n%oJ~2s|C1xc!NMO?qc`;Bv1sn%bUI{Y zx%7SkxzG7339BcCCi#EUT2-nXn!=evH(67m-~$&-Y${;5@z z>|clY5#3s*dr4ERkxTbkS+YVarXF0seIwRi;3R0AsVv}AaI(>_COdeO)!Pf{_cED} z3}@8MKO9#~c2Ji&CqS-~pAuQx))jf1M%hOEx~=Mrf{uV{Q<&>@BkA8CO09g$Sy;LP z3a*#a{YNnhL4c@!=QECCu`Y$nOcDWolv9*Ud;J-rUyC?r--4MD=QGXk4O38`^) zxj{@93CRj*5(OWua%QFxsg5sfNukBkwI`P}EcJ>RUncz<_&o-<)cF1BN2SH27&_5< z?phIrwRk*?glW)Fi(~~k-vCR`b)-HW^1LfMl5R)fl;Rm84W>uPE@#CntTlo;wd1NF z=Wu*}tev+jVE$ljVo^m%MvhA4To3>#d_s_HXb+%eV37J{Ts!PfKd(2?l+JFb-mz2x z{Gin7J$>M_4K@%}h$&P+osQOTDZ?PMz$&OFswO5#B8c1!GI9uK_f}YIKEX3}+$95V z?Yp$`7lH_)E%6H7ZN!=e1-K*VdMxR8(y4Vd-(_6k9NyLl@&Y+TqUfls?7-qnh%5xn zpRONbobC@Bn3aG)VxQs3I^7i2Ni$i&ff2p8rj7}6b)1ZwJKzO!G0mQW<5Dp}dEZ>6 zpdrPY>=htr;g&V<4ju|JU?_(`WBp+-2-&GK`w+5Y1AXbj!6L4~A_!nDWd{+G6~QM0 z6W~ENG+6G-z{q|LL4u5ovQvQ)2;AgTHnefzM9%5N3g%L5J$KEI2iFM4 zqh*S?#MQ)=qEfPJxNE*n{4eTBXTMMZ;nl&*4dg??2gS)i*V=*128&OGk1nSX7UIQP zz)7GM-&SHEyOFrRICO07E5*-(M%WKw@D z_0&L+^s$T?P06C~%zNdjOqc9-z6-Zcm=CrkW$t-S_P<0~Zq+9dxWOg1hxO3ghw+Ol z7i6P>LKX`Zm`qWuDI-MOMH)Txa6`O042~s--%%_s{o6XIb131qm~}i~mMqQ66*Sfr z#Sy;M&nw-D_(3_ORC1G{{zlSU9@1a~vh%qHIq+AyobOmxXcnlPM+LlSZ*;QV57zl0 z!up@u0T&f(4{K|`zu&TxblR~+MX)F*MhjXM5SxvdAT8j|Ph62flDPAJby$jxiZ*gcC3yBzyW!80;^QP0SOTkIff&esmTC%Zs zSzX0$-(s^T2Ft0gii04A1u{M(k`A4|NDXGr`9vm?Sr(yW#692Eet8iPM{w_lx0-ZG zMf|P54Dj_#;v00A^!xFaods`o)|V&ef>$6jwhP*QgOw zhoHQXOE|@RYUn0?&HKQ@0S+W&KA_`%;9$9yHAPpmdOQ`ED@h~=u~v$;TRv2XCoD`= z=RHIk3PMF&J7wXPe)D(*Jx|@c|1~*{e3X5}mU~Y_yX3Islmr*ZCnEPqx>#BUbP-vt z^gro8`2;h`wJc1cn#c1>KbfrfySsh5z--K9AWK@Mm&AAHP)`;^ovA- z!O6j#qK!2W)y_@_p$IfM+)Zj_-Wvr)1A;s_)mO3a#d3yB$k{#RfeHV5=13f?0$Pbb zBE0C_by8_f3pO7y4IPWrx|#;!c<4Bd)ig^^u)@_Rm$ zi9Zvr52~Wx2u#eL;o(|-H2Jh%9sELF6VnNeN)c7@h>4h9g>JuChs2*nHE+JI%bX%4 z#MaXEJU@@5Y%ybAa#mI;61c`^VyD>+7=nH!v`=P6FMVo29d@*|eGqtY5Y34`;ymqC zRW$#VT%0a$<}v#kcjM{@!Ms`<+Gwn?TJC$U~hL&R+#dq%o;bc2X&VEp>Ek(-~#Apn*SmEq8X zs@P0`m+FkZgedi4y1`4y2l%UTA^SW!#PyS)z1JE-=Fdc-5wS!YQK#9=;&5{LQhe2I2J@sO?EmwqGCFOgL|tx`fPD zso%IZex5*c#`(LzqnjY{A=ifkyb0YRbpO$Z+X-WU1xxMd8e~k%B|F7E9C2Q<_=?zk zG13;R169#*P<*pR2(VR6E63hBi)}w0bDj;a>4~_j$#;7yy!{lUvRwD-QU=&wX8^$R zOMKkYeC!_|-?2^C%TFJKV z_9O9&x2kgOCrpv?2qPq8N$+G} z-{~gF=}_LoEobW8jHZ1-c!oTL5d>L>m60{6wDw&KI;XhAQ47viJ8sDui&=Mz-mv;B24${BdrFkEpO%8 z)w-)btRnfYMYexD^bOaAKqUK{c`h-IKIntP7)EAT%$|K!Cas_1o8^d@^}Ff@L10QI z_xG{Zd)yu;M(BUz4z^;q>kF%h2DT3A6kYy^=w>PYw2}^929;xD2w=;SYG zNIFGT1>6O>=pZ6$x*&pE4}?t_T*t$lhP*aZA#C|Tz`UUZM%G1JSV0nTWnS3V`9z#6 z#hP~Jj_z_Qn4mMb(cQkj1`@a(ae#c2t8xbH>)M&LBS9+!P;SW)uv+92rBsSF3p(-! zB+ntpCL&C*t6War0XVBe2>u6nNs8;av$E#?l%AL0nFd9#ubirb|X6&@ZIY%j9w{r$~d4(%7Nn4$7o2&vI4dfVvRvrCyaw z`JAjG)NQfgzm~Jk(vm)g@`nvwlS{nC3z~0Vl_KRzJgI5u}kc16hRudw5HSdfW0KQUH` z>syB&EK#fw9wZ;_U_zhCNg&IxWmqdK$@t@VZSwWW%R0%niGi(mox!J%YM-jT#p?&*NuRUW7;QavYdwMTAH)rI9os5F|;vaTA`%g zqP&IAv0UR5<{S4Oyn?uMMF(k;m`(O7?<2qK#OwPQzmN+uz2YzT5}t(?A$WZNWFDrl4DH`wO@d1QL&za z+{Xjmg6WZ$)lVUx8CKNA=*^UV-R_VW)u!zZq+>2Uk5imS@sS2+*G#$CN_cx-ktwPd zF7{rEY3;vG4q?r4duPXXC6-Ki9l;TY$KBiO=pNr0O{y@dZJ^J3Vt z$|VGX`lCeXC(HF#{a6dF0H(vaD{+=`qIV*jN}X6)_djB5FtaW3Ta@ALah zh+nTq#}#~c`;;-!$>&(E6$-mMSb93HeJxTVnT7))PTY-0G3#?f$ELwqnrnMhWV?g! zxe->SeG+d?ilP>M==zWQle*|V)K*Dpbo+(DT*?#tj1Ev~S;s0?g9phd&k~+DotnF~ zFw}DISz%@$T|#0?q3u&mi_=p?a&Y5PRMQ_@^Ou&SOfrc*J2lT`h&E2@-{d8d>MDeB z)`coV3A{vPuq527XnOC{i&`tHS5XxHDt~(5d(5_HJC~3Nld^wX{vng^I#E$@VsB1$ zXm>!bdiF`k5uWv*`a$J=+vvCL6$PS~kk5~e@!`lNxWvz%)2DDkf{Q?0abUVmxa!@! zLH=gL5Sk*yNnt&vOpti52zciN?r+nUA0!TgvZA8BT0Uu1WHY;h zKPf(>o_0#GK~YaCvT>U&CRTOn&S5rdH-?WN-H(anf9KB1xmbb8(!Y3Jv_e!KYdKm& zm#Df6HN4bB&TR&i1vn2y$!6nn57D-~8?TPR-R*_%LY9@*C8ULb+4*urg8!A59B_0nith|JLH;HU#e$#6`(L>zOyfA7W z6}p7@hMCOimvbgCP-{K6Yk{&ZNWx$vwS5h9U?|4k^zuzo8wS0SYQUHcqK{8f2u_7Z0Oc1ox?!y(6e z;CEOO^*j5RuuWG*EaEJ>q#)=L5)kHl1=6LQP$Z)97hN=R)|S$*zfBDZ(`73;U%iAh ztLMOvN`Fy_tKN5a;967s$t6r8!2+E$9vVI@+Q-`ok)U2 zQxJAx>ia(t@0*6R0aNGeHQA!ov409i#{gyC*`X6`Y*$O)iaIHs%W;-LvEN4bGcC zv<174zOE5f_R5|w`*D==)yc`B=mPvyDTP@xgVJ1xE;Y>Ur}rIciYJMpWY(A$5|U`z zTfYP68#~g31e2@(OG%!N@oiQR{oFh4NDwuA&)ePi_^JE*=*Jp;vqL1~du0xKff5-7 z>%u{4CCq)nfRgMhkQteXVN^bMySI#OBMtZadq7PgEs%FXA@xIML;W4VkWCSX3+#z! z#`1$fv@iS%$uk&^X7>swh*QL8@bpmEJ*r&jiR0NI!1}Sv=UuFTekM+R87JQsJVc&t zLEHlkf?C3ziw4wowc$zJwt9Lfd-zT8?En3FT+5c!#l9O{G}`gR;HC$rH=O@h^U3Lm zj%d!D?b)J9*yA90Z-PWK!;%u2#UyH`F6L_qsx3d1S2tz*mzC82cNQ4~9=nK;g*6?K z-lu=I*rH{fD;1L>45eP~8xy|4PRs5RYm51zpAl`U3agFmPoMng`nQ}uyvfMIJ%A~9 zo<8Otuz%6`PT`#iNUV6M2ZX}v1d2ov0T;K6u%jGm5EmFOlLH5m3!w`QOG(*%|NQw`#?>>b%m#>ZgiJhr&y@%kkl1^S|BoR^;bTfjf@8 zG|v@$)-E1nvj;3#3t#oNk1`p|4NvGb35DD$2|YFDU=c=a8{$$7qw$vdotdEspm$V- zmh*u31fYRJ!ME=%=x6r3opDx-kvlQ{6{_m8COiV*084!}w}k)PdMB>MjZ6QkCz`6A z9zMOdFqmN%;waeYLzJ-i>H=$KHZ{aeksF8jSZ|Du}AymQvh@ zyyLC`L)CZ1$%2fMO2u|quSNgj3tfneu1FwvO(fuTTnU6t267sEbpXF)&~Sl92o_i8&2$YWRYW;AmX4j*x>qyfMRANrkMsP;F^MWpNP#N%ZT)=aOkb(b+a+h$w2a)rL+ zx4w^j5uwu=lsTl-apUFhwSEC<>G_weum))WzT%nN(^kqo0Q*4&RTvP#6!Wf@)_quP%RL5$iH5wGYo^pL`qSq7N+LsY9H#Y2H%w zsB9(`>}lM34zmMJCCYLwzWCp!Z2sJf&kpbzrf>Q(-8o5BABaLp#9wlS=g(JZ@-V@k ze*5HU8hVz{8#8Bac7-K|b;ulh$)yX z@8R4(C~@a|_=`3)pwKFiHB1RZP<| zWgoZ*{=6pV8EhnaGeKcZ239bdj608~ldyKIlyD!{Pu}=XM)cdo-%W*<&OG6_lUDCi zrlxI@=ssNw@s_*Opirhas8siv`p9FY8})*dhlt-fFEbN`Q7yLRnLO({Q0Qk8$hr$} zlacsjruN^Pi30po7bmZi>+5r&_Yin^S(dDq;r&)YmfP1U^~>1+%t46~Ev~Hz@TmZ| z0?UXlzn%o>l+Re;neR5#Gl5f&Jk`V|C}{Zb)!ApkkN*u5@})!>=3(uDjN7W=RjMXZ zJM{ZwqYhl97Bn>uB^Wfm==$jRS^n$0NWl;7@1M06bLpNj5VFF@@;_l}oE2aMj+3fP zri1*}$HNxIM7@`zp&G?mD#VN~aC=DD$!~qSvo1KTpuS=uU|>`1drqe|`Qb`fa3S1! z*iQCF-^Cx@naDEgWxWO`s{Z*fhdc};y6>p+8u83_C%?Vw=eq)%3PkZT)44+f?>rZ( zBy09!IA;+Z`CZZ@t5nXBAPH)>TUTYbKdW4<+qb;%2PQprr^sc^w2MV&qC=VXe6y@* znoz+-g9*bZ){llOZ*;z7pp0=<_+?7x7YEvt&mdf~G9BQgzJRq5BQiXop$3$>Ef+qj z&wuQzl;Q1lWa~GD`={m=V=2vcXIK3}NkN&LG9MOO7~v_te!~H^&!pE@wHE!rz34zR0GeB3|&;1TfTmMK8ax_hI=4(sgU(R&0+ZbEUWC~Jm4L*=4NVeY(|5qi!rpG%h@n2YB!o@YcZ+i+)W`AR9PmJjfy1Z2bX#zH^9V7Av z6ehZf&+}3`x%mi)d;Q`rlzxK|-~vR`x!=W%oldMh=`{&cQSJ zP_zZx&m2pgBwhL|HmO2)c3 zkD1QCK011}9sB5CapHg0$5HD`A7N9SYNi?|-3PqK>fN4;XlJ7F9ht z{R@!ZJj;(9?|cu{{YFL6WOsNnby91J;o7)$<-dCcLrT%`bcr9!DaaFphIe0y;^R5e zqkOhUO4ecb@-QqL74@>^f1tz+spBz4U4HZgR2<1+^%E}B(tvtkb?!#l+~D&ztLMnk zv@?{BpP}d~y^F?(*2?me3ta(lDbEzoof_8uFA}_C`uAjP$~56AvXPnXBZZ_1K8K_WRYX*H(Coy%gqMV-tc_pB%{P-n%=tCmifw z`L5;;%Q}u6dwb~)MCPuHTu|%+XQ}kMFu_;Q}S#(b98ae~F0s{HNuc63;e@e-~C@)>6)s!(ti! z7(5u-E*xw|W&$#Qk`iZp-GaDtutF2$mZxM_8r#iiYfrEEEMac=D>HAM|5i-C+;^8! z|Hz2h#wM5&2+K!SHC|_(Z`EwNmf4_}5N?*a1eR6@wtwxBU>s&*Op~K*9WbI1>lEY~9cEQ1%476b zFld`3m_xLNyGXXJepdj@)xz^8+s*A6W98322{RIkw%{s{_{zU#JN?DuEC`$n@x~0_ z`*}UC9@!pW15G+-<&850YInF)u^Y2eVA!|F+4UhO#?lymeDnn@7i_)3L1_Z=^4`SL z9fs2NffYue`UJ!IzMEp_{~rJ7m$`yYh{lN0l1KDK6QJXn9=|D0I04O>Hg?zJ6MVZC z?!=oQT2hy2eE=G|AlFX*(H5$gvZxqInLeBKKH_E%k!8`=3AHywcWHetz2Hc2~Sv5#53Ql*?-6fe)NuO zu0$To{HVrS9Mi>o#kD=*gt6KuO;&}rv>ngRGvL@1+dEbPX+~AO9nX-CBVHY@9Sc@z zcJBFg^}J0x^nHzQA)otbA034k1-zJ4R!DMx(pb2*JZJYj-}tN$ zT}sDYa#A%K&tT~R@c9qM6O#u3t}h)UT}U%7rUKkPCzF8U}+SPD9{kC?x1 z{HXLzq-KuFE~<=Blg}k`Xeg zcojdfe#&Uz^5x$bb+458cq7oAq$MZk^js#~Iu)|6;_ z3Q%#-4V(%P)GFo@fN)(S;6?-;k=+D5GF?D^B%BN=U^=eL10r9u5)$%g7Z22T9=t8E zN9CmKqXcgSpey$jSE5@FA{=dC(b6(SYy*Hn3+yY}+nPZB2``u8WcO2GKxX0~5a2f? z9CdIBGBWF~>9rOjTkq+!=4QKgx#{^tDghTC4{cXXsmbj%xW5ye^IJj;0*eaejaZ+j;h>~%!#T8- zH~PsB!I*wW_4>vb)|d@Ke9PhHW5Xk7*S4xt5t$1V`{>0& zZ{!wd=0Pld=qJSVuDexRrct~Y;<*&O6T@z&os?Md!KZTvFnFxrg#(i)=b&pDar?enbBRsBY zXE$>s^6KJqXpxw^xmZuvDKa-G9KYW$UnBC3%6^raX>eXhEyXQanRPkO5B*2z)v>}L z>k*88KE17_S9bLItREFCN~>hVM(F8dQE}Sy89M_EeM3os?2AvFsx0pxLC9|%Zx48) zEJ>Hct53chD7gLbdIdHRMpS-X9#b5UXTKU-Fc?LDppz*)z{&6E{dTPd=hCY!>#udC z(XXtuy`EHwLvJsA+WrP5OEKH0@%#C3xcJ8ScK7OcA-r+qlmhC)#3H22ycoTKI#q4` zp>+Owg7|fIpmN$;V>i%~@vf(y+^Gpc-fxG3!cmpOoC~srU2M`<*mX_21FJ;yRU}Ob z!Dr;Iwn8^DbCiTFIy;~K#*Ni&NalGt(>kd>-9^TRokv3`Y^0>BP z-(TfCFV)sWSZk{FHnlbMDD_7Z`dEfbTJv5d=?4Y)Y#18ilysL3mmTtMZ|mLxKZtil zttFFl@dqiT8;t0Uy(|L!OJr$hlMW@aDA3K}grm9owqN~un<{8;qC7||CTHz0s zqTac>b68L!E}2oRFYCMKl0tI<-7rAK$m{c-m)S!r+^OKFZ1`Sw?)hh|UFWs>XX^z| zwXP3l7VK5hrkU+1z#0<<-9nME3ch%L?FzFf^75tVJ_`z3X|D{vguJ=`l?@Vjs) zG?^2YDplZw5j8E`>3Gh`g~d$0QQy1KBoY6*@s51?rt>9a(@nB|_!@_?G;yziXi<>r zul`wkhq_Jv{IGp?!1z4-eb3H~Z!&vZDCppBf56nbtkT)%Do|FeoYaceh9X6-4lr#m zkz$NoKUyCg9p~9)zAm`}L?PBW7o=s{JC+@4s(n&V_ykZD!aW0ZuGeUuGNKN?LH7%} zuhV?@f}kc$;oXLI4QqrD^UpH7e??;U86z$swL)bf258jJ;@p)XPE1_j_&Hy7Nn2p} znG9_9Sfk>k)hFk0>Ky!&`@B2X4W6edb0;-Na^6 zD7)Qkf4|q5|Cg7W<5GYk6?MKnoXouytLsTqV#m0DU@3*!Tz+p|o|5^s z+#kU;3I69c#-&O2k#=Xpb`A9lno~dast&{>&yy3mn0R>|t5-^sUUkh;IBY4VMp%Kq ze&S3mz9}?a^x#MICB&uB>NkSnszz9e{+?UUKfezSNGD<>TvwQ@iMsp=Tv3 zA)mbxbW~Z1+7@T*3Aav%dnt!^VD*z9!xdh^yNxhyn*MceZ^=gbpO`7fG^+}{4Mp$1 z8dbc}ys30r4c{>Q+~Bvur}7opR8| ziTC0emQ3ZVHncxFHeaPl!Jua_gY97uYII8@FXb}$nGpCC9VzbL>dGbK8*{1p%k()c2EO+(_A;MqTP^34X z2FhLg6@L;W{!@B~RQHLnvEMP;DZlgNiKD}{zQ9)pd=VFPL7|o6BpWuUoo9pRe0RIU z*3}HcNc0czbe&$OW0}ml)v1}{Jt6^{jY>q9hD!)Sz1&ZhIPzypG}`#qItE#xe41j} zToaYGl3@tJgxgMuQg4j|1n#O?r^8R7*>Lg4r}6! z3E>RoceJ#W!8V|u-)9Dk%7SpA0}AuQ8FP_sMPYAvigK@@Db3$VAe5%}i^bk3Adtv` zI_2Yt5_HLJk5RX)>eNQ=7I!#FgZAe*&m5X*G)K#~|D1(I_;tCSY^4)-6v8)-InS7F z;Nj{Lk99}gYhJJZ-MWbof`5zl3{_Q$F;{#$9HPo~Vig>#?scx1unz`3zfqREjk;jR`5nfC%QWz zb7L-1woxA3N9}KobbMq5QY0}e`Txb8Vn;tH@X#m(TaBCw_ofXqpeZ>(w_|)VHsfmN z#Vx7nyJgmA9E0ufl#jv8*q9J`QAhoO&{w{z<_{W@@7~jyaa+Lm_gwhcoXr20UjKTv z`6Z=GOvtg<#p22V8$2!`zCv->nXWfc>%1^x6ux&lwtoeVl`*{iQ&++wT) zZ3+5x-%8_x4)OW*7hH-o(xaOVNm+<_^lGQ>Ab0A!9D52c&NU>y$>19M?Si#P<iuMjXz55B*gn5j0E+vG0sti~;+acSUohMj@@%I}uMn8H(MonB^Hx6mJ6a`F zNL2<&y=h--3P;??e{3yv3nSE2mSPlWpGIyVS1nPV#;TH2t~55lpx;|F`8!JYJ_$6k z|9Y{DLW6?(n(1P#@j2_M*$y?yv|8x8l$B3*;9-7ug^N%5>zPF5NaA+U(G9=}3>BF_%sJIzP`1e}ETJ{~$ueNtVRjLtAl5nPdq`w4& zGKlz<(H>9b<>bF(ea7MK{^Z_yn+y1%!%AL&KlvVG$|CaM(Tiu#`s{+^AAm`rO-#|o zp=_b%&6;)Xiy;fH*?ZCw8LwYm(0kY%JAIw@FzkSn)>Qav;mvjVhNZ zmOutFJIBIx;aZjuDsnF!>22ksLS8K7o|wYgwO@pUN@O@7^q#EC8EWPP8HBpB`V|%p z1RLuDcl{XFa9bl_TL}Ufmn*f>M(pG~e}jxT4RhR##3Oa?F{0IjDDEf-l4O4!^~)t> z?js@3@lVq8>3+d`b0xfYBs<*N-MQs=4m$WPdDb-0;v+b!^(q_WzLKx z9L}fg6vWqTUKhhq3px&33X-jc*QdfQ14*Jdl2+ZsiB+M2rRpqs^VU(CvGinRUp~&2 z^uR5XW%A!>^F^e6WzerI5(yMhlWyf69f7%@%^+P4gam0`q}{!rk?lk_@dgZMEn)vii0^}{v3jjkfr1ke=@5;Or{tYQLUt*=1)m7T8k;bRHY7C26v;nZ z;ZB7hjJ`)k#-lYv=h7r&UEKvTkdwBe7YHfE){gJOzW8htuX~ErbvTUjWRA=pvp$DoG7gH3^XIGwpY4oP( zO#TSZ+jgD%DH){`74B9INdx*zt>=hBIh_Bsdy>6b1Wf1`BKMpAJ};57`G8x!Np!_7 z{sP+?Y9s(G|9tjUS#>Y$VzaJRH*d16-^-gNq{rgE2IoH#8K8wyUoq1pSaiLZt#c1z zQ2rHW8eq)imkT?Mx+?%?14R;S00c$#e!NZ_{bWzdz7?2G^z2KnIrtY|LcDEh}6RmflLW@C}SJnq>2Kc+lTpQ8bZ!)jb! zL!KI*-w4n3gBhxZTa&26QVmGwjJVNaXdk6(NSCRy8!ORqtwru71uUzHW3 zaRVb6E|sn`pD4~dg|#2d13jAJF5*J;LhxR2swT8n3jEXxaC!9eu~?7MVWq!vNGD^T zY}fhl`c163Zhm-uW0jifP4W~anz7gj4TdFv3>=W#(Zp#9(!~EBK!{^?aDt2t`$ZsY zMZFoK$S74CHl%~X*u{IQe!BziVc2KcR z%lVx6Sozc^7=KRX#$tBH=q$kIrc|-E+-L71E@CM%_QJqKqu}RKE%Z5b#SdN1AZ|H zPEg>pYcAx}Fega5%MxVF4Bw02Z(fD0X=bDKeELBi%>#Y-CpQH$kP{#KG9r(X+D z%@Z(KKR?nR&aiD^HEk*G?9;3k+R%0J4(NE zb5(5AWXWTje>>0Q^%zN)^+~PUYgJ8S>FfW--^MHqV_LL z5;{NoJmBV!S^RhLW0=&XX3C!xJ`)$|xC2S(tRXnn$MMH5%fMuF4AfL18gWrvUH63B zj~=tXO^Yju@4v=naNc*yh@w7X^s@2V(dur0hF@Q;{|`}@nqatxIDgI1R#UjS ziMY+clgJn}A{JKbeX5W~7i-_ZqI2p}ccU#Z8odq;@h?u>qyxaP5?-9jM-OD`MkOL%G=t=C!n)K&pq|TBs^{h>N{hB(-FTUE#6z?|e`PY6r$W%st zgCn8(_xE89nQvU`B?{})#`M&g*rk=NxS_N0mWnrsa1Gw%7X>QTG%1FCjE z3Vod=e!70W`*yfJFplGqTuPo|q3?Ns;(^HjYC}Woh0^z@#jlGW4{bKR)OMt~@o(dJ zJUak0e@pzmdYDOMYbrOxJSOS9-+!#GN+14?Ja7B}Za7)(<;6W&(0{J_Z~3r2v?J}* zw0>m?E}P&5e4~BtJCbZy4k`;BzkK5;gIoQJPpK@BQKlFMo3^TW{Iq{5TKv;nF+)O7 zL91j^(zKD!!$+^=SxQ~w2X;>0uKewT3m>1Fi-1qACi+0@Huno5HMbq7+pP=b;xfxc z_Bz5{u-EMBz+cacgSr{_0~h%i&RcFdvw#%P0!flok+J(lV8;C=6wQwHu<-##`owJ4 zRUdVCUC7NldizB+j0nUSX&e1 zl|yff&0d(ig@7=afJc-cXS31Xh zoS-@{{xfa&cLu$lim75r7EVJxtjg;Js(}y!aKy;@cl`_ zdh5U3%h$j84vv~R|6FP=pepd?Js!Hd80<6FaJ;ZUF0x%D=EN^aVlKU3LRh4J9w zw%*}9q!&LiiJe#^%W*$gNm|<#W=MZj%EP&$5byQSJo>iAyKRx1&QU+5B&}Z#h>1@{ z3@+))#g30|4$pm#_;y1kWSr~W#{dbV-9tgf+VAT*oAH|G!cfbdaKEJ6VI~4sR!Wb$ z8n#Z&cxp!_$d-F`M6;!&`{21?dmAbgKJs;(mTw*ay?ST1p z1G}W@1A#q({R)nDS)}&+53gtf$pRm-$$b$VT*k~vtVs@E`2(S~GoY=~E5=$6kurCv z>BAOu_`}%)Drn|K@Qbd)528*gZ%zYEe;;z?WMQ{rX02EG<=KE=LT6KOmw(&d_vE(n z^zzm^+xEApEa~$5KWOZ;E$m8W_XX-s_A88S8uqq7lf8*`+^NXdl+XA-md-nz&Hw$| zAx5i6DQZVivo^Jbs=fE#GxnY(RISurRn&@ELe(xxt)R76?OC(b-tzg~-{*M#$$yFC zNN)Fiy|3$aou`rA54(b%yY15&vq8mxG_4#($>dVEcp*-1+0V(}KnFTa1Y)1bfW14l zhWu&kNgtt{fJZ6ro~kcX=gUikjbEFQ(9v~hET_H4q3YRH`;+sbKviAGn)zgyFU!SL z{GUQhTstu1i@WDC&*At&cCFNk8j@+`bFq{dx3-rtl$LqLr0R{xeEk zu#~E`#~o5az3+pK060c|I+K7$FL#^T<5(}dknJ@_~bC9cKWHPXzvc>%&+g6dXA<))dI0Jym=&L>6U~FK_ z&;bO>LjM#M2yy`EgD4@z$CCd&4^%Zqr~aB3`cD~y^+_46NJhM)Q71$0ESXwc#xqy zBl?luQ39&=vnHC8g`U!Hds zpf$>JgNzaCyrK1(BvcKV!KY%8BKoBH;6en?pT9(CsA0-^Ba4u!;pvlJ<=vB^^+utu z%2wmidip2+9X^jsU%3cAmd@q|>QqLN0IjQw(aYewDm^y;tiQC+#VhOet65h(V&~D@ z%SBnS?ne0Z1d4RVAyGf75hPg_1z((SeMwNR&g6q$ICn7OFyH8mxpmM8EYmie_IK zz!)q68lv3?!~qeYGJ(sYc($A=qVC6%dXPU_;uMp4AxPUV9_6Ui0apFjPbN~H6zt0J znE!70e)8LM*J392g`T1~9%JSf*VX<^L&LCTn2hzYD8tm5u(Uyf1&>FvR_6qdh@>9g zal9Qp>95$|7b4wz`Sjn%O@Knp-&vd$k}rTAJG-Qu-3e!D?6in}tCpT2(lWq$ow0g@ z>_2=_@;7Kl*^^$i#$aIELmY^Y)WsF#s37=Zr2#pZXm?MB^5#DD_~zH-)X`g6znkQt zR@Yotw1kak*wYNmA<%+hrOW|)$Mz$l>JRRtbBnd~+5oIz1tMsG~EGAdx&#J(qf6-MQpw9?q7393}hf^gtyq zu<}n70~c-yEeLM6I6hm1A{6#1u|tAfUorT|_8F!1TsmyHchQp>DvP*GL7tz;=sG_U zzf4G|;#)JA$8GQT3giA9YFwUxVw;>|JWutuJr?L1D4G5tm|0ftZGUCR{X1%G)_rY- z-u$<6zW#y$CSy1nbIbnuUYv2dx83?JwPRIwK1=pUSfvYqoO6{u?nwGfC7zt_ov_w& z=e-ETv`YQ!%#W(8iBePK21HJzv+AYm@mW(yWo>=Rrx-DdMx{Y!>n|?a>^{y1wN*iZ z@ zsmAznyYu?5m#d3pT8Xd8Tro=YX;3~%we!jk*bg^&VG)11PSLr z*;WLpG#ns|pP~RiD_I}-f2u@)GqBAxzMPg7@i-l53XXP&ot1G)??yh`*p(H|DD<9* zAie;Y&MH?E3EOCpl9Zphd(d|p8g z3V<){ydfL_==&JY8e%(eany3;CIP7&K5Y3qNrHc>?E zq7cty2XHVns6BYww=qp1CUdO0aa3`Nv{*hPS_23shh#{A9gLgqt!=oG^w5Pca^0oWSAr7Ge_%5${7zX*6OuZ4N&C4AhEn2r=E^&8 zP}X&jj($PJ&2+f2p{BAPMx3FF)-|-vk;IeJfkB>RgB~#(J<;9xmZfm^e10 zYutF6g(w?DnxAn_Z-<-yR%|O@I(Z^H=F7l=2KCY~H}NE-VvhsF@>W8-<8+F6qK=xT zkBJpX*FZGSO6aY1?bvH6)~?6E4@9UI{V4?oDe1f<{0a$}BwH!Az|b{i2(U6s3V1ht zHN~WZE7a^31NxNF=~45MNqF87D!UO9Ia2-=B#`beaGmc9xij}$D~AbG_W`vN4QFa{ z-r;O4oP@*Yo@>xwSlss8-lyz+h{vXL^o`Z*1NfoLd2QkBfxAW&`Wgt5-6G-Nhuhjt zxm&tQT%YRB0Z{3ne1b<81EEX71JDDIHh*CNLp0UJe;}6*3vWNSjA{H_$Pk|tl$yFOVJ`hU4i8MUtjt>0_l#0;pv+8T(6hc{UedQUc zDR;ojqW36t8k7y-gfGjVj55GGhH-JuQOAX}93WH^$AJQvh@&`yNPPk@IHD?x698)6 zct1xW059{-6mAF^>-r3AHOx1A(2b0_7qsaA2O3kxX2yhZJ1$)2(}8cJu4Q0oEp5lZ zlj3yX#HJmg%~4v2hvo80xpolyA-+2{0q{I!AE_bb0G+Ds>2ey3vO$pfT4!IVUu&iGphXwa}v=uJXD5{A=)I2P1 z8;c7$t4JAN3G(lO|CTBc!7#2RpVg`zp*+Vj5I#y)v#^==w(hTvzbdXfgUU~}upJ>* zQC1RRLr#ao1;a{L`mlErx!V=P4nbRNA9~{S?X$PkL(=K&fITI&;l6>Cc79;Y#($ui zp-%O;oin8#I&1ml3l|sh$%9Nef{-G4Eafk?!O@DE^zNj(Amoy>5I`;$m`?$yr99NkDcazAq?cG(Qp4v^Z5%jzdI!ICBG`^tp_E8Gmble> zqn~e-wC;8+lOuMiqV*r>sjh7B1zIOB(VfcTB7RiPw6&UttSL4b<{yXtmL)9l)t~Py z%u~68o-p{u;;qD?)m<>mbZVfwlMKaxyJt_6HtRkSW@r5$Xn^c$Oh`9fjA`;sU+U{P zIU}5mo3}#BrtfjKU{B9BNK4CIjuT#tXWO&f{v5b}cvm&-5$DJYdtZR*2*o6y{X4J% zTV&E?jlIv_4Fw*bm;%P9^Z zZs3}Fk1 zx&rGrwR(q89hl?U+?mC*jODxhwpMt#-tEexxi!CLDE_6U$XM_T%jf*n_3Wa{cRyYP zfk;&ftI`CcCMwN&NeTZ0eQtDYPJ2%5ULGH2uM0CB&3~FY$ncX& zTjinRMPXG+P6zH9Wtg~#+IQ|(yibLD2kGjaN?$5x$&H#C!gzSS<=EUVTr}yDy-g-f z+k?dh&MC(;iCdTqf|>RdNkG1Wz0iv7nIaONHt-bbdNX?i;d4dW`pxK!wHPi_uC1oz z^{QM>viAN(fmp&kQp^-0pLH4N}^{s3kmX2ehxjdRcy|!E|}g z0Xh@zI8{-=eJait33R%A)qwsQed;Qd1MX{|Y#Zt6SXg?!F12pvV03ZgNr=v8J z6ca(7GgV@rxaw}j9GnN z6g${Z}G=9$u} zcPME5Xerx>gK3x+U;fbH0&b{DF?;z(8gs0_6%YgPn{6|{`ffk@Fj-sW@Pv-X#g;BK zGOY);jV%0jky|0y_j&hy1;KwH!~9nt!RK9EI8tE}A$l!gHWyNM|9d-D-z}ZyWZ|UN zrL+FXwVgSPcm0R?1|r)Iyw{c_krcFV91;_~I^A;ZA36|bK=e!Cd>;16ASH|W9wK;R zFV_81+FK!{K8X9(gCY^v*a18nJ8C?8fAP%_9WB`ltRl(@&eGENayqbUXxrO^;Bt+79f2GbT#3|Bn75bf%fS|c%%yE zKwuk{gXcK6H0bi)(~mAHI_32G#xN&EQES)0qZk6_)L!oOFa7f3MUkOfN`zxJl@>di zKaci<`)he?V4ZVT>UjP`6O2pUHX>v**~J#RJO6<>R~bkN^ns+N2x<29oIE#l@Roty z1~8evecmL}se`w>WCGBy%W4NQzzf}J*vmzPLZ>^J$1GePwTB<_EsLFFEe`R%^&XBrYGd_h4f<{)s$UQfw@8lc` z7Z?_R+*Q!>lF*seJrUYu#cZL6;amSt3VBq=q82*d48QUJf}0X ziepxkTUPDGBBViJrTz04%T+<%LTeE6$vq#b>(jgdPCqd~YM7&%TvT zZ57L&htTS73Db1Qzc3>F!xMQ%ua~r$;oB!zu&?2%I!0ZPC_LsojQf;@Lf5~v(3zv~ z9H=Ha0ikwrq;goOHtsfsuI?FNzxi6qZ?rWM=+q48zJXR7Cu9<-r>t^bNMjO1J=32N zxYG=TX8jAU!6t&l0%$8p%3vUANa{@`e-k7F`?6)67K;#&{~UUkQW zDSTzmOZS24i1e<+1W;14!QlcqII)cs8BWWQkNPNp(I|k};p{0Y1T!ZU>Zl6HcKNvU ze>#=(hSL8BGGMMctD<$fd($F)d^dVECGZImWzXXoA^RUlA9JdWNUha6@?ER7yOh7f zoYk@(r60r?FdaP3C)8`G!)ETwP>4@H4hO*bYy?3^5+-O(L2|0jC_wt7qrd<-e3Y0|+q5Ngfm1Nx zhKr!bStxj;O~Q~2Nb1Py`nsVZ=T-!RTh7N$*x<-(eCX6{#_-8E`q`2za*LVgLStk% zomWIjsGU&8j6Y{>x`=IHh|V=3KcZmo%pQ;mxt08I!qzy6cHkLOcn6e}My6ldiQXo$ zV3e6>{kZcY?A6|f=jBskuy0-H?9v`o0jr?vBLyXkN5m2dcG5?C14?_`FQ@K4yDEGY z%KEb;d>weot`5Kyze75F$D2QV=A%i0& zkT>R)qSm(VbP7wYj>k<$udW=!QbSX!0L>=o-&^#w#%nj&*P17~iTV2)>eXpn>tfc8P%rpD=0O`8`aAO@lmTrw0qJkx6;{XDlrj)rV>U zV?Ezo_u;*DE`p8iD?t9j;lafqX4imGO)dR>hH>6mK9JDc4T1I$?wdAK=_!64M)gLU zZM96~If|Y;w?+Ns50mC*TmGlgc3tH3HJ!eHuvPBgTN#^cZG6|CG;VW&?#_#j;@W@A zL!$Ic;`p~q-K_ShXamyy-JdT8dU6m@+b(6i*$$-wJ7cJ~VbR{@MxQoE^!W-Ybu@}o zJ)E0PBn+~(4u6cgya6A~3^NmFLiri<8+r0G5q_wFhy!WrOUB=u)1;d(g35#|I*f^S z+@zibzj(K_us9HP#X^T86P?U*f+msgS!WRL&S4F}T3fRjIeB$?JzQGcXw(v<93LcA zswlVD*M9P+;s?~!_Zy0mUF_^Lbv5!{!60kUo{&MBMA<`j+Y@FAZx!F+08504PdS9! z>@L?kM8Jqi5jqwR^YYFp4gJiLK7&Idfn$ZP_?BY)7frbx*Q%q=xWk5lRD*XZ+;7KP zH)K%Xnp>(R+Z@Th^oQ+ryz8T{39`wFM)4KxuaJI!rhwWtnt94Woja3B(|T>}$G!(M zJrg*Fs6URek2@YDeo*_7DYZD?oc_&R)!Q3cfp4D*FCXP&)?rZi=`*UPV?rqp9dm~M z%8Oqqg{S$AgSkz1KWSSXo~1c}@+MtgepwTxv0yAftUd%{D?I1!%!VEH`OnkoyqWEN z9{fx89BP>>bj~F$A=|h7dDML)zgFIqUfSNvHy(q?ch&1f?4BbUqcNAS*j#)6j zNEm|385^=ov_GEr(c1}cOr%3IsUBy)wqi3&si$nC1hMlq+*N;*aY#s>KrB*fDBUmr*m z05QXX;j&*LKDdz&%@CeJwlWbx3x9V!Q38ur1QL?bG_Ys@X$KI+IfGUwgMkCNPM$V6 z{<1_0qN;uj1jC6qmjLN}`vw{pP}a~|YCPKoCfl#XhGCJzB5`20h{xEBk4&eUHWO(P zv|*J>%pY>Z2LVG`hlXcF+T(D~jO5$BVg@cV!#Rn~^VLaa#3KoJwgY$6hvARfnINk3 zi_0o+!M}V@9JI<$s~e+z1k(GY4c44EQ%FSV@&g45|3(H%u7w_m-FqQ29kqm=wBxJ4 zPsF_+%^SiXd>-iZOV{gC25PH?+GdFb(6U=Q)2El|Z$c}O) zhUw;C0;~vboQ27=3L3BP)4aLgxy!f;V-wQTXBoK0S&g!ME$5Wblqj(hem+frCViw6@nb9E!C*!BXp$@-a$jyI)lvmzpP`c0iv?9b zZWh>b;&-tg5>l@stu^mSUea@KrmAeS5O4bb>*D}(84&`Q=+x$V(aHmzybZLnaYfgU z5^w;4P(MECRWROG^NV>N7TNrp)dPI>L&O|7@){vg1b3^~OtH&?30yF^(yeFJUAXg- zusw;AIO9yQ+^?ITkM7xA%cz|RM!ufS(%%8 zIb-}IF;E$Dxqye2cli(0<>LQCnBQ&Ys4t~udcx2g{Y8lWbYM;C{!D4pb)09?SzFRb zbS+eiMZ@I5b&WZ|{Q_B1goh@tS(vK^p$dO;kJ0<;61n)5C&7tHgeQUIFm0IY$ahwk zpYA24*`CW5gB_TAAuFJvhTr2JT{m@yI<6%??z@_j((vgzM6Nt$9}mGg<{1|LqI<>g zD@hZ?y1}4fxA%dMzF2vYz!HS@uS<1zIh6fL(i?JPB<`cWXIAAThSnj}sl3V`QJ#>N zfNw27;?I0}&Hjb3a;p`-SbwXlL>-S~lcpqA#^{pvSl@{~Cnd*5Y8p(Qax(#B0y7%k zWWS16#(LB#7Ku=WpaRvqtMpa*Na*z>shBUm9 zex~ut())xvTm#th`uqeiiq)6ATrz;oC&r#*Ghg6+l4{+wQe-(1VKALCa=+`DuD?Dt zP|yVxo|luWMreUcp94V~7olC1i3p0sGNk^(7Vq7`sMtOdVoLC?IBBjpf>csRsgWMg zztD09|5HKYQG|{wy&(c|6ek?Z;`6BjAo9|_=N!ATUC8{tfet$i_r1a^@k+P&TbBwk z;OW5ZVmy-G-AWtPxA@U+dmoq*8+{IXrEwD_R}!WaaO7UirLe>)?x&+Oz6p3T~0_shsqU zDY}?eBQHd$N3-k*&=8h@my4RZ22?#u_@_+5!>$T=mn6o4CT;+#l;=5!SM$LrVMWP~ zb05&w1&VjzJ3s^dPKp*hZv~pJ^$5}_TF!@C5#V!_a2_y+*TnNHi_8h1lqDOHQ4m=U z!bKDeo!i}E0M>`OWbed*!Djk!03(qVw_&9CU^>vYVt|cJea*r&U3qP*u}mlen;!dS z&cT#XYxUS@!5g*z?VByV66B`w5H?l)$VDMu`2qPh34!sh3X(a|mAw^G@OsGbQWh5taY{*sobrbAH)C;ICx(nN>`;{~;XPV#1%Rp`DELwstv_sOD} zO8%zdoksSLYHol@tY`%7>YC}R@`w!2=#3wwnAaPA{_LYDqUBhzK*oy~{io5>r$pjE zkSO}eM18w__SqF5p_yb0aBhn@{JnCuUog~QZk;-xO)^5N;JrfCa2&XnE3Ke3?E12w z$JK^`D^_Fx_mhsYrnhVam0h1|$_HIFztVXAsH8?VqADCY zk}SUt5zm^9cj>24b1!jNsoS0`Y$){FNsgVwZ^#HfTP5u4jl%y5E z)O`!?l|?ynHCCdF6JLs+O;U;52roH|+f=K`$L}7ooDT0bW_6gakB*xR$hqH?sXFMX;2O3(QtBfa@EQ9v*{GjGUTOt}BVMf|nCu`w> zQoKPrzacidIqH<+=B{nZe|~4#2D3E?-!rR~k`Ji94yNAgZj@qJdwI<2ySS)2a}lTR zJS6z*>T(0z`RAWnrRg3P()KXWl|Jhrm44L&DR&RqRM5-Wk#x1Q>Z0{(pFQ;3-V7E@ zt{HPJIm)jR{3(-oTRf)R&p&6;BhJJaLVr=?xi-@9euKNMKhZWGz2#FB5B_s5HAQ7Q zn_6jZ-UqsUWf30;zWhK;WOoe2zXJ)MO#MZr@*X;5u0vjSGbhH+gIL(5N1>ToVg9a8 zc07HX@eJP}pK{A58AcmzMgDwqlG34WQdR`{%GXRYFN1l%*^5cjfd;20-fVs*lKb94X_kJFo{2j zgA8`}aNYBaO}>3oUlvWpfR&@9fuG;R!Iisv;h#EnbQo}bl#_yfMyAufO@fhbERu7x zs2*GNMS&tHMg<0ZfTdeN91>i5l|w0)`6=A)$x9l@=TyMz>d`C0ap+4$>z>d0-Vi(1 zV2cR!#^V;`_}A(KSto&;z2TqcD?y$r&Ya!mIu4p;rlPo%Y+Dvd{B(__^GSXP_5jvo zkWazCq@MdCObutV;Z0&)y!s z*yU+fM4X5HX#{sO-pQi6Tl9GIYV2+06WM{7W&IA{eSI4L2()mG~OfZgM(3T)!}2 zsK7PkCC5M_>pkMSV}ardtCTcpY7C@L=g zKao~&eEp^J9cO7UQyx^yl*kr5dB;)uP>#CfnGlAen*d)~t}JsH#Kd^Ehnr)rEzo|6 zLh3@aIr)`L@u&-vL%bM#m4krdow{s;;#9dSppYO*oFeAa0{R&k@bBHh;Q?ccglLfH zcjxo13@0(+LVE3I?Yj0`d4PAoZ+{r~adWMytgj|0%(<%&Z#A$mydk?!63`Wjm-DIe z3(2kmgE}Q|MX}Kke-J-5zabV!XmRp52M*%lY1KZa{}TJkT) zt6zGD@eK4Uu#ZPkTD~+l&_SK z0M@%!D9w{SGs)fn=exX{U*BM6(rVMc(4e2m zPA5)iGrI=pzIJB2bamN*>G#K25vQ!nXV`h(0#<}*c!+-L-btA#pmiTsq1#mvlz->M zYE9}}(BG)8L(mdIslYDiPKtHxAY7^du zw^skc6tPF;1lcV5Z=uY$+42ZNw4WJcDHd;N^=8vm-ohh1q&a&}HNX_B682jWPo=!z ziUJ8^(%5;zCa>Ok7sFo*ZCny(VBoTFYVOSs-HJ&O4G%|5*VgFDT+ll^ig;%Pt4EbN+4oV4a-*IvMTa+;lblyq(E*29^#x9dChtU@LX`%gyk--Mjy_ z7tjWddw|-w0-md@1^o@{gvcW2A|2Vk0;U3~33_(yH06^N#NJw!)UnGsQ#X#GdSJTV zryE+6yu2z~)bAme$&YSkBbCv<;^t|_f09o{b_>Y;UuC5j$NXqX8CW@F2cM7rvGnzf zTmLw!7Y)?}$`=PT%a@NzMg@OPK3siE@P}?wBD?JVR6YIrk+;NVV1%oln0Tw^Dk^C? zS$_CA+#r)8e~T3ZYAafhy6*o@760Uba|H*EG%&QxN{^C#pa@r@(B^nVz){+T0ypB= z2=oz7dttsTWC&BJ8+%{e1vb{7h=nTw$%#1?ONyN~IJWs{_ zBPShHak{UJ{%TFK|R_qpcdhj#+uSc5?v^rrMj-^Pf45vr*> zN~Q3p#dcEXM z)c>v*;+WFgQ*q~vE1@k`9_+V9Cn_gf-ETLMPU*r;SDD1zoF%_gp>RLN6LVVBxF~M&6K7N^ zVPb&b5I^AIQBPmBpkG(ieOp}YsY?zlI{%sdujKMqVXWVQMjzV;snA%?o=8RR@9)

D>Q;SW)@UhJx3GGk5LQWX4bTy*KLAXnrGh zMA+}R?nR6QgOH9kQ*8Ni(921r`7swJTc=>8Ln;W;T|s*9arI@d#H=5|mX;^Qx2in$ zue0-oL~MIA^yYz!_?S<=O%xJ$w){O`tN_zujh6Rw0P*{`&bHL7HYSy%b8ftz6dTq9 z8AXcUMP;0%%gHqMNRrLa)dRBX-+>Y;2XciPg=qE+h0GGQn)!O3f znC&%Dw{n~io@q{u!SgPb?Mx%VoR)0f5^}!xEoP5xs3%z{>P&~oERqqOz8ejY)|9SN z>I%?2vDo`s^jNly#cph1$$LL~=^7c3xw_=k`=L^%nxwJmZ?&1%aKT}@ZrJF)h{ zK#$6VO><~ax1xNty*(#`O!>-8>Ci$_zel9&^NuLtA%j0*w_4i#AhdsJ;0g=99b0;- zd?1;lP*){JwUW*k*-$P*TH zmgfa;h(L!q^PMfU2?|}rSw1^wio98`+7(53j#t;jUzbL!AvzMEGYtmF7Mm&h85!hv z*{K)7edxc)LVz4La(+*(M^h41>9%6O8c?yLUX4^jGf6$^%kjK0N)X|evXR>2#O}ZO zc|&Ht|FuXm8`9q)v_TRdW%6a31@GbN?_ul&^vLGgC}V}wY!KokiP;!--Y$0NGY>WI zC0rgI(|6nr!G|TvO*XP=I33WusmNPm94{F8cv1fMvrOYd)=O0S%m=AhdsPny%+VA? zsuX(!jaIHZ6eG-u(YIlHAnYq(Ld$61Mqr*Vf%Mpt2By$d#>75CdTv(#YQhwr+M7`Q zh1!|Fx#k1cTHYa|&Fa;X>(qo(+vZ<;8S{4w*-_K%dEs2#ald3p9Vtoa`OaPP{gL}> zHnBBlTPsgO02EuKQdeTP-0~Q=oVXfdDfb_Uc6-x$Lh|K9M|PR>au(0`G@zuGJ=d2C z+6Skk4LD>NQ%x>sl#=zMjU)8Oc2SXiCKG$Bka1<|$)sW>I`cM|7B zR_gY?{1@AdCM0c)9RfE~dcW`UpFB$wO2SPzasFaK$!hDxIo5kRP{%Ro;sjfwoN)G< zTUdB;+V?$}5PXZ;m6c9f(K>d_ErD}9Pb^BJBuXhhS?*bxn%26~I21w40J&i&PkVhX zGbu~oAxt67zZEIl76y5}rxNd?3kfKOSnX3A{6-mWr}&qD5;=+!HBI20jnaoeL+m-2 zv6;aaN-bGJ^rt}WVDRH~ zeUXHA<&AT}ftk$nxSC__Eest5t{-RL)YYs!hwrosW*khZxz39NrQU@rW_`7w=P6$HDbU;_JVOyol7Cr}GI~qRI6IAsqW{;0u8-^m z^xi;-B!P{3JD+eb{_teP)%6o1396z0G)OHmZD|XZ);4O zH{?p=73DLKmSbF91x(o6(r{5-vOtxo{Jq)B%}3eBJz@;tT3zX6yihXJ9}~_)%9JTb zK+wEKy5yzlFWqf2%Sdp3w*g+!oe_Xk>{5Wg|467<>CG^}hlTDK)zjq$Ee~x1OEzkO zUHkc;B#EkEZ)<bn z9TnPbPEkWcy$}~6XF5UHhE6w6(-%fFTnK@!#G}s!)MiIo9j(w?fzP8y-|oT|S|HQr z2zkqDKC_v~kmUyBTC~AoFhv3Jxz43yy=Qe2>_W8$pjn(Z?p_$)XcC^{cH|zEFPs!E zZGSE3PSUyes9YBe0$VDGH5vgM-_AhD!2te-vZi0qZ!Y;Z+U)v?<-tYvs4)s=P;$yM zBINn>{)E#fqb^e-ABR2qJns9&$KWg3?Q5cn8|gEX6}VUDzt=t2$Q$mk&buSIGm6r} z0~)BJuuoC7TN_k_&PcI`7%D%LyD6|EWTh${;Ns56-elccy4k0 z;ok2UKmFM34+8=;lMm^AxObF}nqyg|cC!|5UZbvws`w(`h;Xh?I^EXv+)Vu8v9p_I z#Q&2w-qg`;6%!6k`NP)o{x?6%Ii;#qw1h8YanA>gT?F!q%$z3~b$)XjZk%nT+|%1v zYV3DkrmQ_Lr;?AWcV#H{_PeFqZsQ5h0e_ipuWpzYAjEogoaEY)zE%+Tn4zhtbIBjL zW1>VOMScslX=QJGtAq^|uy7ib-Q<;#0{fT4?iy=Liu50Oo}2p*rRtk$wpgmW{ZAWJ z%F*#r>3isS@=Ucz!~29vXf%I!*9n)YbFskrR#Hs<<6~8$`3UB+I?R}U8<5bf$zDE- zNUojuG)yfmsrx?zt%qR9_^>3!JMSEjsx%2Nj7v;v3><{};keLuU{@Ju1n?9(d`2dz3{Eb^u~={?@%wk%MW zeajbT(XJ+efby77aVK_Dn>OLCHF*i3yn^Ghdn6w341r^c|iLi z+f+PutO7Ps`ZOmeNgejj9sBXK_MV^;RS&%zL|0{4%MPvP6h=9K6m=eX)y#73kNOBM zlIicieJ>vUy%5irpV$YaQGzQj(~n#XM&IeJy|1b)3W;R5;jt6IW7sQU~3R z>T?ty^+Y>o$5?M59ZcSlEarJ@q_WWb*bFFR?%?5lK(D6(!kf@NRf*bF=rWHGQkm@l z(OQ(}@Z#zsB^lwbfP2na@dlkz$VVPt``f0I=GzJl^&G>ZXWb^|%@aVoj)<4}6G3g_ zQ=O&ezk1-q7OX#uGi}<@%-a9Nkf*{m5x+)jO~ugiMV3mJ!!4utQi_PwQd){!d6DVj zWGzwH04;CC(2b56^ta1X?N0X>#_Ner?^@s1d z(oJ2kt8ZTQ6O=Npx#;Bu5Y{otnt$<4%x9Hua!Fr{$Fa(Iv1zuj{jbUQSw+rgvYPVz zXQI&6MxM7y3ZC91S@oqWi_b#+as@#+LyuegLyj~8wANP$73)d@0v*UQ@?O19efwbl zU+NiU5A@0Ipc6y$MOaZ{Kx)UP&u?m)>kdwJy~rESoy=@)Q@;q9b1oFb*Y zkIME~)t;0Oz1r|%nO!-nVUvD2%!|X{_so7k#e;N0tNiCeEn8J*5;K@=_nT>GO#uz8 zLU{B_t0py|H$@S)`zZrBX?>jtmv{E)B>9GUI#=8vm&N|~&^Sd?@o(g$Sha9-jv=mC ziSN#54UgowoZeso3)PR<_0NcB+MT^50h-^UkD=#B-8q?=(L*{GP(AO=$(qp#V7O28 zC7)_`lg8qyHq+&;5Fl1kVo&gompNaWM09v<-%OiG$yaE6Iy@-&CoX*5lQCiS;3~3n zi!7k?AEy3#y#TO9hBx0CBBN$hHgs+pZ5ecr>ofGu334y?*Hu7}Vx3J%$Xn!R?WxIA8@G!;B?1Bt@EoJBM*FPFU!CEZ?*+; zTg@j)k!$;u>lz^ou(Oe6L*PIwiOt4*G=u%q4Hng!F$6R)6>X0gn8taDtU_CE<$&&uIw;(qs>4Rh~n zbzJ%%2x%a8!k4=rO8p;b-hVWa)?;S_3)ZB4(Hqut1KC&o`@$o4@%Q2MBNe-$vM+&jm;4TaaDnZ;o ztc1LG*UR=B7Kc>S0Ry_R$j@X~j(dtY+D~=_5h-Xo1kT>1okJc5b~cc_typABbLUiL zv5+enY@hUWwa1mb7k%&!EWE@E`?9Qrs1Up!`*dW=`Sa;tv)e-d?VLT~f6+H*g#<|B zjEf&Mz;`28vjFt(iI^Mw)AkttiZ6)~p|IdIt&K>P9fGG3cib|q6-{-Y6>{zIHxgrS zFw&4QVD@`1`yTg&O2lJ3y1EOj!A`$c$Vbm8h0VqO z^uGHUnj&YRUuRm3d#3!igh;Jyjt5;M_v^M+j_R24 z9w8piM`9=Xfof0ZSX9@%npT+X$(%j-+O|W$ZaP9lo)Vn%` zSsM#Rr~g2YpnYyK8iGYbGXYG$-Ru?@I(i?3Q85(9M?zKb?My?*n&@n)ku>!Do1p;cBNC^0hgCbt-cIX zK|RhH#bk|n!8KgV^2e`a0l=*$-+!rb`*UF&dp3GcF`2t|`5w@Uy^n#O&yDVWF+$1I z`vRU?4cVKH9{|GxeLemUoF;~MWm5Cay54Rn4qIH7yhd8w`ysmq(GI(H2ym}5-)3~x zgEeeRJ9v&1wDbCYOkUj}i}#ReuYu{hOx!WlnR|YtIbV)C`|awr@=IyObEMdHPRq!J zhj(p62PiBB?ZSEy+S{-c-0IpMPvY{Mxv0>$|AFo-_~uIvf$q%d%FKJ2^^53=cFHvl zFVp8KNw+xI;HokBGF{#19NI*w#GVQ0YI+-EL(hiU^TV9~oIVwwzZXa8*hCf#@tR#ilZ_g{#uksg<-$RRnngtJG#KLlVS?E*t7QzYBO(gX5K1z z@w-OF{6!JxEPa{6!3^tge4t^_wQc32GYj@Lw&GY#e*~REu+=0juPUPms;**Y50;_d z5*6(gPWA5pY~Lwun4oFY`@W>85ar#waLfI15n{LXHE0M{GkYesX>ah6bl89zK|5V+ zf>u_LB92r+$||}(7w}yF`R*Xti5_*oGpKm~(s0nqWpFw+y~6qO6Yio&+kc=o=HvfB z$;?>4erMaaoLAesYRFgOi1-jam;48C+gB%ZL-im6&6RH}zo6aiTwyPF(YCFwf%6}A ze{V1-YOTBOxjK+59@R1Nv#`|4WOlnqT*eF2Xe2bDL!L@re*Y&T)Ps*kXai5wsf?)oX`d9n9@ASqdF#(hHDlcC@oK$Tnd$Ry9+KG=P9*MhXOd=an( zQytA~Qrf&QuydT(6q7PC>?CU(zjWhKnh?NJY#cxBP3$(21)fXyF5&%FlX%IZj0{t! z4aVl%G+R{Ai7L?;kwD*OjaK0JJNmye=luEcN&<~n)*j*K9_2T#8;-#Li`#=k7UpP` z|3K>IaWs8h=>{m1AE3xe+6@5;W{h$2C=U*{L2PAL+8~d5Fh;EyWvfE;- zZXsRBlOU`@cgfu)Sx&9}tY`b1$~@JpC%vOXyP|}^{gu|OljMz=ck)$+CWYUh|KsQ? zpqhN&=n!QB0!m0T6(yDK*ifW}(H#O310|(K3`7NKq;qtKNViBUIR;2~45T}@-~aP} z4u^C2_`Yq7Z}0m&_ul7TR8O=1IP~F=VAICFsWz&+JO1^vDYk~(sf+AG_K5H$cvy1e zv`Nvhq@_s{s?&nbXntmnFXPTRw z6bNAa1hZTJ^ef6WfZ{wyi9`9>_?LbT%gMvy$;HCZ=*QDkSMPwN#EKw4@q=6cf!4}8 z7Y1+SS&(_-lMqeu{=VlQ3}=dW&!1IVr@RB>Yf4r2P4s!|)Y1T`j2LI!+c7Wo zTHIU`NU-d@Ms#*SML3^%JRHW0SrB+izd{DuE0ZtS=TH{H+-;-|lwpOMbs*0^;0-V& zfamNeN=yPQ@W|=tADK@rkIY{~jFir?xc#dxyF{!2YP-OGE#!#5!9l>xVD3NA%`S@% zcc=!-OrnoYirLRO$!MC5f}``DDm(ox8~xRRm*a;W^%HJ>mQs7y-=zy60-xPFot)Jx z281M65u)evuahatftz{ZMFFr>NkGKv!T8f!Oy~Z@xYC}}Z-@^U=8aR zrr|l_q~rukRDlbMbHm%^voYtPvb?)#H+i7XJBmjc2W`R)0Z4rq$^rDo9O<(aO!F&Wn+ z!+}@iG0@F3(e3Ykf>oXp&Fq9JKu@_Pyx-Q#E}plD8io;C`R7iO7I|MxG#*98dQrv( z91WAdYI|8#q!S^Wt*PNJq`|Z0ps(FV&jq)o+cp0}|~_~+r5+ed&M{IKO1M{BOq{yKW8l~0RyCt~RMUMe67sQPvcg$Tq9B z_!IrjUjZSHYWzz2>)=(6^`396q_a=^VDpQr?U~GkTXOVOssM|1oIfLXn>4>a_Z@AZ zw}U2jh!C%NGbLAKU^ErvE#g$*v{BAn^o`mn*Hap6Q%tU9`E@U=zFeUJiE+yL$uXyR zr0JB$=ROfmWIb?}J6O_f}*7d+Jkq_Ow?cYd3%A&DgbJXRb?v&(%8V&7Mv_@-6!atdJAGK3N8jj6r`@ zvE&L~j-;r%nFyygp4;UP#@$-2vdgle06gqtz4i-SRBBp3z~!cN%+{A%Y}2b_=Yy4( zdH4#y&ihGDz6*LZ(g*hbBZlI0Om7~kEN6aOcgTIrqu_s|{>^)bm^o5|w}Db;cZ9f& zJVg!r%ZF1l=U)!#hJ_=DV=Z2qoqIjU64Btkl|q&y-Vsa-xY*e&zESPmM-)SaO2Y#{{)*YaYsah$i{%Yd3K37i^kh>M6%7-JlK zc)FehEr=_B^!coiOiox8mH^_!V(x``!i`@5V8otwR652r%**^36buZ%hR8;O)`Ox% zTvgEJH&-=pVBYUN=ZJ$P+_={uNgKG)%3ZJ$cI)+U{)60qSsWCPH|8TSv4afkVW49e z`6H!8wPGoHyQlDaT3t5gG}H&aWx`5k=BH0|Ie!kf{N8RRN&MKEPn{FohQEpt^2xJ8 zdWb}jLUi)$@2evvIbmQ<=m#!L zjs%G*a3PX})&L=3GMdCD(yl;!lW8ErgoR9am?W79k}tAKJbR^cMe|Aq2>iLj!W7`f z9TE)qM!q6t*B+p6W})h7vX_Vm z`LfBx4hKq)(qDrlPD!$JLb1CU$*A8?R`BbKC^WLAMY%}&4q3JpxyjGJ`Nm7vr#jdh zLRol{j&uEw@@H9BfN8%GW3~AoO9gu+Oi@Qrkby3?D(5F!)&FH-m^U&u40~=tHLMyM zgAi7>V?ChhM9qjDJ_2!AuFq6ST>R)Ty$XcERS!tt8t>XvXAt^JOsK#0^Z#O4y^ip8 z^OpUx5rx)Lj+vjqXQE2#UHlzC95@Fqjt8p<`FN2DBq=xQAJ2j>E+=9W6Rl*v4jVGP zMNeh2W7=Nr3Yc=6QbP{~*4%s9gL{o_2HQjII7|$hBH=F`lNTUSqh?QrQkGjex^O$r zl*NVovr&fnOSGu!4&HOC#_(_x@fiQYPOYwu^yg2%TneL99aa!@Osr4f!pcg8nZbax zpaA{%^{n#LS%VIM28{Bh6@Gnz6DK`MgH4n|<5PYjcA?)mV-*(U?dDtB}+2Fsj6H zpkFYhj@dq4TzeO#lxGjif7iKxW)i<>^6rc`dc)xLxn?k)~bn9)ia6Y1~T)(fBiKbp) zyJ-j6t12=vZL@+W=0Y1qw*;^0+g}q~!rg2cN?ot%{4CcZAUYgMNBJJJlJEyotrweB z(dQKG4o$&arab~Geb3_n+(OS+*W%U=HsEyY&Xq7K(kOayJ~2edT+u%e&?0CJG)MIY zr_G!KrCe74?U?MgM}zZFTQK~iF_)xxpzrN?Lail~?%ZF}H);3^U|e%H|G7P3&}D~^ zE(|_(tvyQTViFU+zujpM;(tgy5`#MC`QCPWzs0e>-wUz>MP<;-`Spp+6fz#Jv*X9$ zK={VdY9F-JLZk9i%QL1OGg;*`5KtMo?C*VAxk`N{clkllzKM8UbkvR$Z*<*zJ~ku>EIS8ohv0m*+RG(+HiJo1_n}T>B4XVB<2s%u)L79BdHx zag5LK5)h1Bo*XNkmi<}!CR-d?Yzn!sw{MRzW22(#WcAb*%rm7ri|0QnE#60)%f1yP z9EZX3eTB^jkbUEfP4Vcqg$#O2_x{{-m5NnjJL+g1w^}z?@MYEdb9-p@dh63U*xB%g zy0|)i<5r1$s>8Ta{VgMCedhhxHh;XG>qqXoBxT}TDN=>VF5v7u{>P+Fu ztCLGl0%6ea!T1>$RJl?35;O|EEm~}ds&dL{vJkioljpzEH4708Mc?t0WD_nj6CWYE zF7Y_`S$etp+Ygu|aK-b=4aQBRZLo}1x@64BMebmA`scbNfR5KGxqrRJYF`k>9_k@M&o9R^m^n z6{ak1_9g6Rrs$)FDQ93fHniJz51JDb_h;17UD)EvY1R6c(ug*z+fMsh1uy$S-dr#| zfjlJ@z@O@$O?Vc~pV}@JSf5XL9&9V6Mb)^42=n=*Y`Eqhfy=doqUI27J~DA`7GTeti7v4qGH2P!O_Y%Q4gcu?FIvQiXGWh@@Gp7CKd2gtcJTRkiC ziZ&Jxk~2+yb5f1t)XZqv`U4M*geA*s_u@HI*S-IEj7E%o@_XDki-sL3@~!{5Od z+y{N5b$XGn+arz{hA39Vuc}h*4=O%*(^I1s7znlrJvl?uzfBKAsaJg`^{k6J-GUuI zleE0`o|O0ONL65OCW;WNA!0ReM=ChZfqH zqeAL86&%$hVt3XcKmWiYeejiEz@d8!+TN+;Us%8q#PvkFH%Rw-MJKws9i7@%wz%Ym zFtAiXjc$4C2Vch-SXTAIlCpYU>)VAsM2Il=C;)S24e+zvhyQ_2wP8#Xd0bIs%0dxh z-%h~6m)bX)q<%B07V>N{+}l)u(Pb>{tjK>LrP_O@HUssywra=JYz68*F{Rt$85lKo z5V&2j81`nnP5}&_8QU+xW=IaI$#x)u9M4h%j&EM;WnJkz~|;=YwLU&n;59#H#gpR8Rab<*S}#8|OW(J!tko zzd`3E8KuZ?*9%|}U0KBc9u<>E{cMSOl>EZ-x>U61 z&{RNdx!oRT>qF};`)?JFB()aJwCtNX85=)gp8-^gh%SosF9HQbv4|-wQ*JBG#Je}> zi$iMyL=5@f0@2l^KA%VvIV5_lzGq*@FH8>_^sdF99-W_v4m0ho;C`>c@}AF zl|*aEhd|j^7UvO0b+(QEbaMe!b~Zjoc9Sr|T5WXP%Jps6oG@|<%YaOSN5+|e>s#?T z{!|+(_^i%z_=fIgPKVpsX&k`gM(=PEb~O9)`+y^Rr{TbnR1Z?&ZoO?SGc%JvKkOP~ z9$O!Aj*tNXGR#wOhg$=^th`~Z2mYN^CJg$I3D?2ykj|_U$7R_!nf%QA3cwCptMYX{ zoQ(%dvHQ*P4w(smQm=Y%A|ZIcjH6y@3&xaS{W#G|h4XP{9yZXbPV0MBoYw;rhUfi^ z#p91cZFKKY*3{a;tFHobo!?#at)Q-Q6Y)gZc|ok1!EaBIB0N(DNoN(ZGg;Rpx9s1Y z6w<^gI;Nz3sf(aQxN!lKb7B3HEB0k8*c`?rc--)htup(zhgwEWjAEx_h$xkJP#rQFY?tEZF#b^PAJ;U-IiDPgqu_p& zsxCnG!XHQ44a~V9gjKpZwm_Z;;b>LFTeg}xEC@e;>{RsIBac7x`0vd$JWd?@WXM}2 zD^8hI97Dez!!7zC^iuPtk4T2Y&mX?n5A!i}lDP=c_b*zsLqE}z(|R(=)Rhx4jjjRd z%Cs_dd0f5|p^^T8M?NO}Q^d~a2)6MYD`R=GOD&hGbd}ryo`ZTia^tZE!$>~QeFu5Z z+uM5cQ@yG|v6EFfedKU4-?3M1CqQ^}P5wS|?8c9z%-RP@^Tp2HLshJugd?H{PvvJv(imRKSko9$by()IDa8hWclB%2=~nr>-*dHf z7ldRGN$J{@yhR5ZpIFn%@i8R7+(%Hq#kTAJu(<*zi5~>qr@zIUnx$-y6_qHZkWOA| zAB)T$=VJ0k1oza!Ui!5l9@}yTAPTs^xg)Vub3IHSNR&imjGYfcv7Mf7n$+f7On5 z=;H?3L96ri`+`TWR{sNKa_2Y4UW}lmr~o@BhFl5uuvc$_!;C?ih^gTvb?`(w7g3&j z`ax7Y+9N1C6!5UvfY$u*+%x|W!zQt<&N8Abu|)y8dGu;;fsUQbR_ISR$kFgQ=c!(& zA}CSU=Ea=w2k^F`tAqK2)=X)+y|aSqT%_KH)&>ph$EIT5{V>01qC`v2)kpGzR50p9b(b_N zUWw}>*~SOVJ_*YprD&#ePy77#HP0P?mEpr~HFDOi+eKg{*_7c`iPHO>LdD1B_fqO9 z1$cgCy6WXfXlavl3_e$g!KNL|mohfnCfl7AfBS87k$2=eU!3w|Pm2+c`$It`!@W8- zsVNx69M+5QDPR-!x9C|BDEi zjimcJc1P#V4|gT5#>lGT?$~g9rO{gwj?b=na@jsKo;DQVvp=x}4ZK$}Osgt@mJ33V z-xPkc9Ww|2yCApt7iulLAmasmFSYjw0O);n)+ntlc6Lz_V*#_k79pCjAzsdz>KZZn zi=`*K<*omU`jr;p#Fmi~A=9}HkC%)Tc7r3~wU9mA>X#uC@hV}G3Iq1cariBG4K?&c z^GKU}Cu!Y2{SNSI-WE+Ci8lnAI1t$;IfuTl|YUn+W_htWO2!#Cpx`7VdVgRizP!sJm*5j9mog#DbKBGSqK426doQU~VR|ADA0)coo^&yS^}Pm0o(6%O8p zd&?b@p)QXbV=f*eM>7Pca}g6QxrF;1SxA$@#df@d_jyRk@qK~%apr6LbxK8KY=S?c zKlKiQ2&}<)gw|F z=2D&{gyjmpnm`xi@9b*nIdKF@adDHn>pMCC)tf!dT^^(hIL(JFmJ{e04+=iE9}?gV z5kNP6)XLmZy*1%7i?6aaGVm0O3!4sKDv?|#03EX@KcSV+(ya?O(~ATesia~!1~>xj zo_F6XK(_g)u0d4WM(F*rw^sE>d2PuNZz@J)+cOl~Zeny89Y3G(!G1>BO1~V1-K%ll zodwLu&!clGUznmhP(7uUAC7Hc2fG{F4~ye|B8A*fpK#92TqEYf=N_TH7{3NOIe=}` zzfs!WHDd$(P|yh5QFb))lg=;d{qqpEcLSADOfNr%rKr2#Nthy5_)|%ff%;MnIYBxQ z?RJfOoyV5+qxmp&;GmB~yjAK#Q@5uaZ{Qzk;dy>e=ivX0_|s}*{YL-#92~TN;gE=C zhs}nfJ_($McOOyHRr&`2iP@!?8*G8-e7;U>ItD8_X+8KKs7A(->uNe0wx`43-J`fx zaj4`~srCnqiTiCfk2MOB+^`10jKa&G@*rbX(b4 zekRP*YD1=APhny)BIU_b&=7H)VO_cG_+K#s!b0??ove_n`EMVmPtO?!eY!4ht+js{ zF)<$4_s@Q;r2FK>DqE|>Y5;AjjiQ%G`89<|79+ol^mVO=4ADK9=t?ZE8bDYoMriLS zPlIbEgdoe145+rxR6l2684+_~a`ew~{-ERhj)7U<%Ktz#W)HaWOG@eCQHtoT05p^seZj`Ap1X``s}D zNi)D=u*qLc#9mI=%-oidFBp#dvYa^HmP^^*zbyxtyRwU5us<(E_0<(enH^1gm`B9m ztK32MXk?ht%4gxn-+2^UjiNv$ktHUJJ4S20_F0~=MBX7k{|ZMM#h`zN72DWA`K+gf;haf&66B zdRIjU)|H7Qe~?d8h?^9c}ymC`t3okM>WEC`J}X$(;3Lre*!(gW(()LtKZ>0 zkoP{S{==M?0Ukq1T9a87GpZ3rI2T1lmWs2>dVsSf3yXfS)R^U6H1WfnYtb#zNdoVL?_*cj-xQo!Y$$vj^g*=iPGB7f=mk_Ndr zN_)DaMV&$$cPb=-#d zR}YLHg}7@_Z?xJlLS%96_8wcebL08mej(aZYhW5si;Gf!RZm+cv`3OWlB=sGaZ-FU z>n!gkwNddVPg&htY1>-j;Q6FrjU{WM6&qHbr?C@Fq|e5$^cerbAM3o*7Y=4hun}d6 zk)qLZVlUT>WLU!~oK&7h#=R`B(;9fUsU!g%SAUEfGzl|LAN}U!&i2C0MBUky@i1?| zT^`@N7Y)~R9Q5!PGvn7xoX}}T{DP@(At6V5<{jl7s{-Q>O)JUYXL*3@qu_>ifD9&L#5?P$ zNcz7pKbbKgKwQaMEsCof^gffaL3yZ{9Ll6-UBh<1eZDxVcg_BGQY!sd^X+?89+v45 zp4YAl2-aw+rdmbh?M)KFXk+HetX|p_VjxN;MnL*tA~-_)O(rr7Jdx6)z+=ZKa@(Dn zgo{;JB_eiM#0?l)m0<&twqDC}Wr07_u5T%N7X=O@O;>;E_+sn6H0?sKR|zawpCM=~&qTVg3p{6xu~dvxvwB%m z%6WsuI(R0m0!MVH`=g9qLVG}k*u}bEQu2YvF&%q-z97k8w5oL@QsrHy%uV|tUol0V z_=+(H^j={_6(v z7?q+o%^UAnvfWj7!Dl7F$HGxUJyV@CS!EeO?M@q4$`$Rpb#Go`R#QE1pd?b|xr+j= z{}5>Ju0)n!XjxKU6gK7#lx)ZzLR)m-$?&*L-VNTg(Zbt*yFU;=cd_M=WDT*VG700=fyK4;f&=L6rkV&m;JOhhw{Wi(D6|Y50(})yP5b;JPUN8q;zN}@P}syDzq~%8)bFn z_9=rW-%jw0MJ5(w@kd3#?zUi52`u~{)y&`8RGqjIM3xp?%|hpRqAk+323SfPanF|h zpCGsHp|h;KsHlV7kn23F zhob=yeS37EGm&c{ZkZ#w-IE)BeTNFCH?ypey!6iEAn89)xgO0Aq}$5-YVlQ`pWd7* ztlIJ?mIPX}@L7g{C*9KnsD(FJ_`y>k6Rm`*0@YJd`SJZnps+PtFc9TAcUI9z6eK)} zKFRqj+sSgRimn9&Z!drjf`8^?z1F$irGauPM{4q;9-yft8hje z%QO$2NPGC)B8TYTTM-@l=IZ+^Xu@2$VbX3V6aFq)3O)GSC7CEh=&#Sl^<#6+_`6Vy z`=-e?LVYi69pbhboy&A=1)EtJ6B)QSUWAprj+Q!XG2)|2aDnF1E){xLwQuD72bz(C zl_Qxei5Utm0*;Ns(~p4BLO89;*#`R`AaF5`aL?i{Y@sp2-)0bb7mjq%ljvV*y>B@* zEagnHRk&vc$O-*v@Vw0WqkHf34N^LJ#bztKB`QsM8TL$pD9f_8xx85ghPg+92SqGj zsh*$PMrrD?o=9YXU&fgjr40+-PIk!p)+DsLBC#5G%> z)&(68rZtG|f=}osE~+SnU{cgzvCI&@OyV)6`BZ?QxeLpGl}U=xDbZLkf?bYd$U}jM zYcxbA3ZDP3QvH~DZxj$-_GUYu<%tS;+bL_L`dNIj#yjfHX61>i0x*DlMm+uVG1`N| znGO6bKo(`ZPkTJAJu!n;4uRyWpLVZ00n7pYv*X{l7a6_(Kt+*1!_zqZ{o3zBsYg+1_mA#42&QGd<7l9mvCT7xoe8ta0i3s7n=AL1k@R z2n&dU|#+wGjE6;dTnC5rqIb%OtyM%uQYkC7Cj|S!wlj@`Gs&=REW>^wo zu_ddUWcpr@_B#@Pcb;ngiexUcbF07UH=w9A5;o5i7t|3!RcJh*&ap!5F21H6$@6@? z?_@pNmSv!B@>2%|=grqg02_3pfhsngAbJ<`$0O;4jt9p#ClnAOa&hA?Toml8l$kQ* zT|D_R;oA)rv<>H_-pBp5(W|;R;5K@dcFpaUh0Q*VKgkp4#?)EuXB@FTdjr|CM5UCv zo(t{o|9rw${(z8@zk9}-=WcT{a2a^M)8a7SG!TEGSAEV2)k+V@+;=sS3wEa2M^kHn`^62nAwC zTc)A}LJsqeIAlJGZiX+-J(RitTCW?#7i4amNU1u%V&*@Mgyj6;dxye9FwAWTAB;)y zGww^rrCmPK0oU|GOd%8ATt%pT)KSoTCUOp=1z(H~vvu^Z`NH|BTPy z&H7R6oh|K^a*-{dx5^*7qKah^I*02HUnAAe4|J%&Tfqb~X2{7XAa0|oS4KsIAzDy- zsiuGZVkPZcAVrD9edN0s{$tSzdntLG{&#s-8NR5Q0f$D$A1raltR);xs6F&hE@I|t z<0x+?aYcna?L2(ROvVt}T-Xx}Cnt8P3M4L;n2YM7IiC>!Tp`nkwTm?i$cM}vKhq!f z5}H<~=RE)L6{g8M*aGn;oylw&GcnZ0?gd>z3z>rt>tN=Neo#5lp}9AmEE(O14)>-f zk~{J*6b^f9IhLizQPMz($yQUQWnt=;`rb=E*v_4<$G`ra^R>sIz4YtMlNYCgz6Ivf zD;$nKcVF9mEre9?Ff;Gf;u4c2*A2CXu|W!f8v&0Ut2YU(fiqQ9u5RpBuqN6nNHnC} zwaKFUneE(70mG@^L1VvpuOmGm_x^HByr=sxMLug%KYb6Zzjd4Ky#JcF`>!ZzP4fa& z(wy@p`)Uh1hin1kzO^(}0@?)Jl1Bom`>6Oh4;Pd9q&@$D3LCm`nxFQ*@q^uQXr| z*qVpDcovURJ&YEi`2>EH`UV=m+f2Dph7KnK?;iUL!Sb5`Ng>yHZ?WQyj$38Co3YC+ zaf2d}yixHL&9{aP(^l@+KU#A7Ky?ZX&s7@LFHoO27BQ;-4QkteuyXS~;7D|`PH?{@ zBzXRs-q31@nw|!y+QE1fh15kRUs7ba9Mt6s;@8INuX;tt&mrcCdlrCJ!l$Y!MtVuj z{k(G9^j&-B@Ll!DeR(HYn+)%3dX84`4+2$mXQk}lvm47hW52a?ZwKQ4+I>adIneX$ zd&l}GM*9o6Tt{d*ZDUc(iqGPR>qrjh2V_P!;;^HZrXv6k%b#XMKuHX8W)Q}Kx=emB zcaW_Xy>T@Pe7$bW-O$<~8#=<{WC#H#_sLVuT~6|Zfdj3ZM;F@)AJ(HYxsJN+d*gA80jiZN9XVl#9yY$Scqgv=K6!lY?>O1z9;)BeD+jWu zd|M(NNg>rCWL1COjD9FGqSx3|r!LH_?LofV$8%XOr( ziQ-w#pLAaMXcK|@o8#z`WV2++1h)!SKG0zDPTE>T86S;V z`U^e*ir1aePkot+eQ)CQ4{AmaD0j6=rdX^lX9$GK z^T``c3T-Zz!=B}r#{O7l&Ahur7 z4ak1nQ-dhV}x(zB*d^@Nq`HusFxdTMq1!bu+cRi z5F>tYIRkK@<5s(%6299YYoO1j;f-_zOy)yO-=06=NN&jg#Ga z^+8%+*Zpcd9xYNv&yhIw1{`GMrT@fDuG}U`7T3ia!Nhl8GB|mNLX9Q;q@1_(?l0xC zLdD2$?s~qVqhAuRxq*G1cc@%VyQ;(zJSX_NdQ!g5#*R~I;Zb;x=9|d{j-D3IV_v{+ z2?2m|8M{W-ZjrwfY|ocv1rXD@w?98yXM1D*;{+1acirm9KAAr0UuGO>@I20bU}7po zVzu%h`Zt(BY)TJz_~}|LYx>Lr0XG{Nk+{@GeUdmtw44=5eH?ZW)L5B_HpdE3CoPDu zaZ70vxdJIptO$FC*DRx9LI__?V!$vd6UZjG!9>&p$hKOgVt_nRk`+u;NV!C+Mo*x4 z3mq><%N8ZwlFLFiAzs^CP;Gk$kX*6&p(ny>t2UNJQs#?S<|ESW>T4gcv#_aCMdohn zx{zkN+#>7BjGw1+KiB4dH+9orP>y=l?qY;H1sb0nvLZ(*6ZR_eL&QPEk=oZ=Ac#3) zHZ_7J)8Y9-tpNQ&7J9gr1MtV_%L2v)KpT>*n=CYH9V?hr6EM&Ky8`)HJ@O(|B+TQw zv73~rALA^+Kdv1}-|iGN7_9}d*_f65l_bUlit&3$Q^?pJ5~hKwUHvhLpcly*?I%ja zB??YyefTNuV!7I5P+Eh~*OIEH_BO|PR!cW7w#Rkh+HsJh^?qIKFhy%qb={4Gr%IqR z=rQeAyCRhXa@98+%xV|R-{ZA_I6tO$_0cjt9%lFda?F!D!DR)*j#eitb4JY<(>z`; zi{9WXJnF@n-A^jms>X%8dU;m$^MG&HErkV-K>R!lLag16dJXDE_u@J+J&h{^N#Mg7 zBW*v;uc8m%_jT;D>Ga}skNt_wCPcx$c@6cL@n5?FIl`2%k5MF)?!jit`;_t4?+)kM zcB%G&R^gw;>81X9|Mt%9G5`~x&K8@dV*v}xCQ-2t6zEeH zfY>Umo3q4CVMzc)wA(xj7#ay=}g>hQtc}>E)7+ zr}iCN_3xbaVS9o{m!-e%A2zL%yvB8^jHmkzN0&~P4d<1l?_7Vf>n|uQ#Hox~?!cui zs2nJTY=Hi!9UzPI(mDBEV|&g}J}(frTh%W+ zQTooSyTVVpLN*&p*?&xHZrM0@pnf)qHUfMSM5Nt5`U-oYvSG_~F0D+AS3`GE{p(^a zRJ6LYBu?CoQI4UI*2}SgDf+XbHLDGtNboE3L|1|&Y$A_IJuK>J`F|jWj^fB^B*wpr z`!Gac{9B#Y;f!3vaRgb+OPbx1$`Pwv@!+xJ0{l1h5}x}oJh}QaTg_i&YVm130hi}k z3>q3czcc!aH}OEFI+G{6Avu$-oyy)A_^|tT)->(B+0oA`Gn!<^p(TH zK9+8Iq_mFu0W1AMxA}cR%7uLXsYg1PXj?vOnfdnYJn^r`WN!YYYJW$mmhum+2s==@ zbzzEu-Yk*KcO9%04(}pRw`p^KvEIOQty0?BI5#-`$$i&9ELs!O|FFyRuu4{}2Yy_t zg+PYm2c-bLz|139220hhtkGbaZxVrBt1bg5|GHe!s(%ZWZ$tc5QdD&cGXNjts0D2>t! zPfe4rR(0B|O|BNoJuLPk7mg7Rwf?FQ5<~)+HQhzW{O`evb5n`>*<+dPSq*i1Qd2l1 zGS4gKW$85{+?o6Q&4!Ol$t?@{)g;>Qp*M7f**aH~+&`E}N=mYvETi#g1{mI9k0L4) zIW2$wjO*Ljf1nKv|F38STgTr8_fJ~wv5~AN4@3nnpo4& z4mSF96l*>HcwtG0^V1iYY}W(ScL0$21T@KPz5Oay`s8P{Ck{PHmmf@|_O~!zl#r_yL?@D>tSn|bs{qzC>$t3T#FfST+iU#<6PXM9)G^pd^=94FUHfLmkILi}P`d6S~ zg|9F^^Ctxte=t#fJv;U>@N7ApDAz{d%1`yrbT8tP=}?wj%y_W7xKH5K zsDSKqefGj7^C&xkzVE?jw?)^0naQy>UWe0-N4#H*^}y)156`c0LWxBux~{UZBAZWs z5~b$m4sIC5W|FPv>%XzaslQdp;aI_`3$2%cw}fsz3_y;)7J0WT24`jq3W8<4K~StA z*0GDsMr-vCSXLarK?-;*pJ>;`F;#p^8NO8gCDBW*SblvZx0fy3&+lf!83-z=Ha0P( z9-HalmR0L2M-S*FGB;tYQl4gsnDMqHSfO_2U_Yz;6c!_4`c>AJ&bKnQ?&KsUKd7WR zYNB2RJe+9#G;X8*m8S{i(WA8LkUd(HD4nKO1x)Dn6X;~}k20U0LRrmIYk^7hJb+j>We zTQ}kBseoc8*fnnu1Yc)4$v<+R&&n0~kv0gZ8w)40hh#SgA8-KYKa9V`8s+t8k-jR3 zmWXoTvtJK<0vr}ydjj0=c9OXyfs7ig2v$;xF7qKnRX#9D8 zbY(#gq`zGXO{b*E%qKGCdgk<#W|NT>l|oCw`Sk|%9qmn! z^BuY0DBs`9k$TVgIn&X@&D`Q^snqeWvS1D7O1}K|xU2k@qW?g93DVKa<7r+8Ok*0M zov*7*l%kuRKFHu*`}19kQtzIlG(F}|*Xh`$3yHw1Yw%5n5lq<%$aKrWAhu4-4icjW zIY05K%RXRQR&?eEUB<;-9GRX>M)2>F4*Z2CJgX?HrI|Lm7I%QY=le5cNHly+k(uLs z&)Z?HGrtTJ6nw-rjNkvz!e-{M{=%I%?xbV~#p_``$Y-BmJ@@z^;6ue56YrqyXrZ^L zO*w7xE>=#4!`GL#76iVQr*n;r;8b``dpV!|DLLD?ctnl#SDD}5F0yP|*LisW{uk0| z@PvGZ=N{1Uth=IzJ-q9uEvD1?l9~Map8CEwXreiyz^{TOmqvRJEjEnxCnxVM{_+06 zDVz9iH10o8Hq}JSZ405yJczY^_V|YUr;OeeB_T?k1r99#V{H$0ruj=5cb=~A1nIcP z0TLx7y`54qP#sf46~b?yP^yum%gK1d^Lm|X8+#`+)#Fa9CT8bQb!n;{6J@92>toA0 zK#oLg%Eb4jTAF=n&;m~KjsxeE4V0s~P-eD+%=XWSXD#Y7)C|r$Lu(RN;k6;->UOxc zhnQVf<4#>i6{_p+EfSEA;drGLGnUIRGbI+|oeywkmpB$X0`a4CNCAq>stWmA?*mS} zL%>BU;t-lslhedj+cSIq?#q>a$osKR8^1W;_8+DR!D*ec@I;Yd}zduh$7BxV3!Qn zw_ctoDc<*stDZ_1hf>52%6LgG{s&N_tD zdVD$%Hkv|f72JVSRtJI0#nKT#!hyZW-iC@CD}4}c{TF61NU4Ef6=rcmxp-NU7)94i zbkdho%;w3yBK;D^Z z9nPl@$+py(c$z900dJJdDWZ0%1IKcYVTU{9#mqn4-6JQ{{E@pK0NSNRCpSWF2|s5ALIvnLQJKy?COP^1#m-j&j}Q z)xBq;WX;Htk({P*OF`mzTR})Mfi3=B;plWAV~wW4G+Nm^i{vfq=1f%lrQoZV3i2)v zEs0v~8qfsy8*vO-Ppt>@tL+#>(PEM8uJvJCE>sS$sEoZh<5&IzeapM~PDh*K{#(~r zoSFG3PVpAyz|$ei_bRdggOu=IiFJ6x?7nP6E<_b$otI1G=bR&S@=YIK=cu4ihQHuiC0`gB$fn z5B_7D{wOy3Hhf9pXV;C#ke@If^)M+S{ZHvTeGy|lXt&cuvWo>Ykt4$Sy4$a%j6ID-Fefl+BiCGd* zEvb}h;h5t8OxbbBYJl*Ltzq*LpXuZ-@95?d=gXH}-Y@1Wq@n*LD(TwXAC2D_KBV)6 z+yYvC3qQ~jpFgKLw z!^8W?`|-z2(o+35%{fa=E9DOxH-e1<5Ue=AW#6%Hjgjmw_E#z=WqTr*fIjLUaDJs^ zjsVK@(~^*sJ%F~?QTPB*ny}e1KcHmKU-!44_qQic^1GCm)t$AU+mkb`agyCU8ZOtH zQ{1|-hL*uFrcIP?q>5|OKlSOIh#Q2~T6mT7so(flk8vjZJFwZ)5(&nnsuNBiD+(Z$ zb|8azkltAqO4W^#dldz<4Jg%7$rJ1yhBE7qj{K58z`1t=0;g@4}g zS~7_|Eh_w~1Braw(3!g8N9WVT5Gv6JDXJLXH~y&hXcI1i=}G?)JjgLSb~i1$TvNWj z%fK44{p>aBYV|wnll{BJ3BP3cU1M=rOKk#dFA;dfOrSOmgs@te;La;+U+wiIhFsd) zs*)#JVbB7=M~rk(A{zP1ZX%E-+879p&XdS`q5WEW(K<{XaHnH(;y&L~-vdGcfl&AT z{H7ZL>0=*h#FgK`UW$-)8RqpkI6tzuSY1e9dx@Tv$dkUixE=vm5pV3S9OQ8+IaodF z<`dSCtfJY zHzY$USdJo3Wb4&Bpf=;mN$x60^_19FiAI7Dj0MZ+C@IWcE}|^T6LfiCA~_%FVa4mX zXoSJ#|2Vqtc&fkue{I=v3E9NGWM5@p(zW*{mCSo7d&^45&EBqc<6c`Ogb-zyd94zX znN6lxa=z-Gy#5@C=%4JO+9GS!#jm4hOSWP7H+>J}>F4Ol)NYtN*{MpG6MZPYi8F1U0%$eL%!2N#VKzyRl1E zyPepFzZuqc7vp`Rer}g-ICwQ3kgu&4u*!Za zvkFdt?`Q3Lc0moF$LDRcHOo5-tJit>8VMcHyJ*ucBG$z%r&yyryI=nv*)Uh{T|5_- zh8*Q@R2t2zSLm;YaX^EzT@=KJbS!$UXuz$ouFsjvl-Jd>8}O%@7KDc52j#5I3yCC` zD5r{8hk?it1)*=&7-uyDy@RH#p%*>@8yCv1Z^SlEGWQ3L-}XJYh|q_Ols#kr`o70T zws`@NE^E&G4LyEGVfRmIt*Nnu;vY#h2nJdyl$@I&QO5(__#!0F4D@>u^>h%TKZe_`mk@d`SB?gHs}X+g#(b!wYY}k?q`U|l8xwQx zyOptYud^fOJ0H!g^XO_Dy7*RG5=}9enTo7M^S(k$DOH)opyaxLI2Rh9_8UkwB$kxXr#~ z$G61VS9Y|jQQ>t@PE{OUTU#-hiD}#|CBk>ee$54)b05ufKtvi7=VFD)?-i4d8e2ny zWL~awAxBH31Hx;#?8K7Z@Pm`8QZy?hI_;WBt_SmBek+t(vJ=djQ^C$_kqKxU%v1u27p@-9)dClxM{umm9Y z;0sQP7uDZEbA+WQ@qfC5xs-c0-zTGXTAIq#Cwg!Tci-K&Pb~yUBCq4&eC=PH9<35# z1brIeAuXTz0&3u85j%J#p*6%>fbCM-ypyR&xm47)em?2Xf+M@Mq>WrMDG$L@f=ue} z^E)LSrWaaJ+|iuZ;0Pv*DJHh^HCd|r`Juk892Wcb8Ik$Q!Iin@ zK7gM?p1xP>$IGm(b*sa(kfgfi!oeF zo^+t<1?R(D76FDhZ5(4bL1x5>o7YB?p&HqG1wBAPQ0O%ru=&y9+`2pXMHHcln zS(zcaUOV%>z!|tlwp)Hhkmru}>pOgTVm&A$_p=JoPJbzc{g3iKFZl2pT`!FQ&=^@A z!$>PFpp!IG8KVh6ZAE)JC3|+HP=E~w#sO}=;11aEs6EylHlcI`xMiY7VcoJ~v6fTc z3mK-i!k?#OjJu8M$IAvhF7I?PA#R&hqjQHS-c&xtC8k?}D)vBDTGAad!+RD^uagCE za;f&E6DPykGn|{KA2!mB3&d^(_ojiPO8f1wrT<_>&zLR4y8^+r@$Gy~Y>$~A16X5g za;BgBbpG+1E!*VhY96AUe2spu^M2n2!gY_|Y)TX>NAFJl*NM~!SAPCxC?I}2Y#jJm zhtcEQi+i~jx>4arfbciqw+H`11wC+o*JS7H6>8axrgO_6>v_M?aauUwQtY>1n*k6u zkMf6F3n`|pW3OX2p_Jw6Tp^>D>x*UDc%(GeDfuiE-+?0=+HnD?^gnWCRpSDIX8n5qgE?5`i7KB-ul zoUu;zl;V6|f!8hzHkP;ta?3JnM4JL7Ec#F-SYtHQ532TevfL1(;#UA5FT{egFMhOWEIQc1m8ubh)Qy~h?-H7_=DZ?+fuSa!H8=_h6F$$_YNUr z`29qeul23;lByJmwS_?mZM(vMG7UfWF#mxslWnI6EI?|9n!=6Y_^|Bu*wMrvO+lHLNXK~#>GGIdWWyJC2<`?u&z&8hDuCM&N9kCH(Ij~*@ zi}h9IZgFYi_X7l&?M7m=>5;4L&YN;5s`y_&9Oh+ME4Pv|(UXtq7D6Aagp4h#=ncD< zm-*$>i;ih7f@omtQ__5DfnBOtRnW*U752q@T;{J##nNSG-! zQ6o0$H+7@O&0gxSs}WCp{|8FJXuMiwCS4vL&QvaA$t@7?sBWB(!uxg`1W{7yQ?@hKkg6?yMXL^l1CT?I7{|S)BzIW zot(gn_o-*={8--6uy1Ws+=Jy9yO*D`mf40ngdd-+6{A&(k9s%5%5;0EZzUU`ypW}j zr=KHkkNj>IDG6JY)wD;97zA7agQDnujx`aj|PM zz?8Cu(n5bit2n;+CJfa5r3|*#D-Q;>mch)@AY@3~Fc+3;Sdk6=4BV9_OQRqp%P9`D z$jCvzEo70Q9N@+s8$YWzf2#6u7xG+rWRe{W4D=k=)X!a)V^%1cEl#m6>haX6oYVO> z)cw~}`&VyRUDZvg0*V>TdN(-@j2W1x(fz*94%jST^Eq`3oH)4ut1Eb%*tKZ#o|3RoQgbIA9%lvH((tNF`E#2UdXt86 z&AA8{sJQjW23#wn`L^cE$=dG+%{EGCi`7rXNx)slYvo$#2FR(KZ9pem(UK-xUmtH> zYF-j3B4%->!QRtp_MCIt=sPEU@k{3yaP?08f1!;pNxxbNI2C)Pd_n(T?=P7tuRL`$ zbB>{Jo!f1g!O=32ZK;nB_iXfsf1)ees?~r_(&6?h!P_5VV~fq&xDOt)%wDBhVFYAa z7qCGzg^@JE`|oro-k$U~CHDV&>%JseS3R#KnVFMJ-FI8t&r%W4?4+(Bdo&>hi`9{b zlZ$80gKt{E!;9SX@mvCt>^NFbXvt-jA zc4v`Ry|Ehbtys)#Slu1?z)XZ5$INi9TsRdz{MWxdaRa_xvR}6ydRNR&Q+Vv8vZy&i z<$9QH0%{6juk?!^O4A#ZouOWxYTFd(Jm_y_~e6JqylG=d@&h3qvb6lQuD*kvQ>Tn?H zw-bO~9=^+h@4YdkeLfm_dWm``P3c&&YQZaaxJR40(Uz_YYnvWf(JWR9yG<#&EC8x_ zXOGG&&7k)2m^ntwHh*8`Yu^L-Thjo~ukv~Fq=RKZ>a`^3_`(-JV} zR|VkO&)Mu}1KY=KAM|~bE2E*gDzlV)lDjQi<-juhds?&#cK^)nv z*Xo8*yGbOgjD5KgypYup|D7>vy%b|3&%T%UTWNODNM^}{jrk?$45>Bs($}-7L~4js zcO~)uKs{HqV(I%U0wPHuIj`B_sb<%1=!QcPQC(AOBj$lY-ueq|H1da>av_UO*fE?TB!i!2V|C=mo>Nz` zATWSd65(&&-AJQ|rzx?oFW;QuHoClVoSf*SnlhvkyX|Q^`EflrvAZg)__SiW#P0l2 znRg9p`sBFc#6l{lxN?5-iV;bX{$TDOrlEmXn+jZ32NG2=Ylb!YYQ!%knU8BQ_TG%x zm`uQcyr8nis-{R5g34MZc+(g{)>7dE1&;o0^$Tf0rreWd*xXu71`y?P*SX`qNr#{p z^i|gTBiwBj?$`g(WCooJ$qPpuDEU)UN_^#f@zFJPVq7J;`SNr&xW210>-tm}?boE@ zMlz>a9!JcW_BG3w1v=oHsbM*9&80(sY#0J!yoTAulp{8WFpQE`-Z<)NlLI&aU``$# zQOp(h6~zsq^n&-S77iC0?EQ4?6LF%Ld#w?B05RuD2%mBQT+ta}m>~Mp@NUzl@6G!D zXEMozPgsE4UMgX*a5(gI_f;ejeR(@i#+Q$(=;c~7EXFWyKlPNHJnaIW8NK@LO$7iB z<%gA5WUzzMmj06JAN~Eh-TMCL=4%MQ29`cjIndA4;gu|A3<~|!GolP{L#w>N>D&u9pav83jleJ+(IiI%LMK0h+(g3kfzA&F%L1J4ug zzE2@O^R~cjW~;(N{^2PqhG|J22>p-hTzP-oT-H?+Z=BWRM_1r(BYJi-tyR}iH#!1K z_LKfj#2!C0tZ|QaweDZkAO%`SQ7`n#d#hS72MUl1;^>gZ3_S+r{R&T{Mo+3TQ8v>n zXE|>*Hl4ed{|#F^@GP!XdFa*f{yeJjT?n5RTIV&=PeO3e7f}Y=ZF)=w3!J?56%&48 zOl6z0&b#^4++8~}HpZehf6rF-A)ok)jcN+YFWYZ^zShQ<{mJRMjijoa{m8hklEutq z*o+y^*&?Q<+Md2G;xA1B=fDYXFKf`Pt!mjtSO55kJih#4ee>&`QKFR;DX7JDrJDL% zFVbrQaq9M06PQ;rWlC5Y6^bznKi?E+=#Cy51mW5QyWJuJ@!GdSYOi(<8z z@#Jh^^QB~fsbHkUJS z&t3-cXUhjgI)nO)4zso#cw9s+@&=>`FW>`KfI%~+p z^)ikh={rDwW+`&0jf#<;6;Zp%uWzEPHLZQQsXF1WaXmCC>eYn*CaN3_awuHO6ger) zh`ymt%mw+G<)?7(3CppJD7|lQ#rL_VjDskt#Q{|Uxr4pf(-$>OP*wg z0P&)rC@mCPdv%BAHE!curz}0&(=52%Hx**aJVAGB~(ItI+9Z-el)2>B!K*ZjfMw0icpF zCoc4(SGL5zkUd?dlm2})NIOU6L8#PQP9dQjH#HFZntgHWt)pL?8LoO%lEPwFmQet# z7228Yd3y4|rp1WkP7f+k>V4RWC8=WnE%m=0yj!s1F%euK4ndPn3kz3@vr~rb62(L& zaB1IGQ~#K`z0Yie>DohZqG`RQ1^U2XHY|z+t}RL6mIBr?{GTty{-*yzv<^0; zY~?_qi0Iw;=w60bpSI3-05MA)`P6am_s;Abva)i|Z9?~(`T;_O?aZm=H>*NZ|BHZ{ zi&RBUR~ZTx-ZQRI?=0fm)UVvFQ%%T4 zv4Wyi@oo5nPSVuGk)4yTh|I$;s~_iB@Gdk*y;{p0-rH@C*C>WoBH6Pmgc<1{fc6EO zvQjUQHs{l)i4XnaS?#L0Tq~JpYx1>Gsv}fBe#O6)+c!F`U8 z_AMME!5q>;nMDa|@T&kbPgYTU)#hj9I>u9%cFU5XhpF+}17S|3BgMA`eEhP{bt?#2 z-)NWF3*7`3KQe_|;s;cDR+#1iM{w)f^Nt3C&dO?aXL8MfVX=ZefZEuZJ6d|N7|d=k zbX)xhHsGIhfQb2U;1fRH9;~1>d;$x7$!ALnu(gpsi)Lyp_P%hiVun$?__++^sinzJ z7rj`^#i${GUuE}eKvlL^!XQO+^ds^=_p#y#>i)bo!Y%X^wx{qR%HEoC1pQ58y1pa` zm|K(0wSOFxhXev{z<&J+Vn6kut{PV-Q7Ed;J^w(&PFQAze0&^ zK*#Utd=SLDr07^F9Wrf~oU&p5awS}f+y!0zmJ+*?1%N->W>&5zgMakbXA}hhnlL_l z*h){5O^Nr0$+)z)XhWucvtBwA;hNw8msn=M$-4c!KhLf|0eM2QBVAN9xJGo~dA-h> z(wWN-#0+;rKi;{~R`q!6Axg2?jkFTeaK^u(TcIRXkr$Ht^*!p2r@uE4SNC<(I7HZw z|GU7I#H;k6ZyS5P;qI>`U!HSR=dHAG{G{Rjp^YzN|bBAxk1Rv1qZg9@O2%eBF=wNTu}jUkJ+=h4 zo5ojzRsM$5MVPU5UW6!e7z8bYWo3a{aRWHjwOB&*4Oqf#teyrL4m)mm&rC;O*_1*T z?7N`}bBksJ7jiqG?;*)#pfXS-3^ZR_fR2D&U_dDHv^wRK({dqQn-1GUS*w$nUO_;$ zL>^SIP=;#VGKD3;zM6zdQ6|Ij_eYErgw29&Ns3SP_}Bdj^LJOQ;yPVTc+lCIqEJn(eNSHXg|pKoto z)H{JM&z#R@3Ou4%-2Lvcm?(%VFiVkg9c?QXpHsg(Rn~v*QnBgp@EJMGGsLv^ zYl#C}5>Xm;l4iY=+jHh5@rn2Ifv$BsjwiT+S|Ex0`4Dq>{b>#5H;&Lm{`r<9#mlWQ z$?*HrR`=_xyhiEch4;O577@>=u2#ZQ}xjUcZ4waL+2{u1)M-U*tb? zF9I?|p4YD*Dij~&xgl}ZdN-=&vY(vtd43~y@;?5>eqC48L}ycCETDvc)?@ru$6q~- zMUnOF|A7J%g!dIZ?kjRTI)+>{)xZU(ju5Qxv3;MV``!o`jS`|@{*Bnm9}i0Tb9vZQp_12pr5l`!;K9{ z|6zT2XMz2*qj;x&N7()J8uv7hSL(#Eygw;KlDNW(qb1s3gARmWCS>G9GoeCDV>Rgf zx3nQxw8kwd2p&uM-^n7R>@$Q61b%i>;X8{4d5vq2q2|JXQ^!xe_hA!2nbyUIVKu<;pO5Qs^d6xQRtyR5H` z%G%AoPyexc)Aa1q!3__Z0aKrJ9?RX;8qcb_L{LcBw&a>Lr5kH~x#_-HTKjCz zvQe8EyRpK57L?@v7aOJDiKe{!Omt$)WEc#Zub9sC?og=%gN6W+atd1Sm~QaE=WA`nt{W2#ZXir_MWRA(z!;!s3f;Mz?j>qFGaECZ`^n zn7!5}cuB8)VU@CqYM)P7w@&kp?2s7!EWG*o+5G2Bw&&^0%1=n+7iIfAB$$l;_R_AD zXe;JH;*a(TrC{ed%uq*xhydKaS>okA6HPm*-n{xvPpG_Q{2Cfk$!P{Gpk&C>TrjOM zDrhaqV$v-3e^=1uHX$H6KwO<*MQsmj6n4dG0rz*4VuB*PB}%+gii`G~VIm33i3KV=+IF`%n8qPhsL^L#Z9ymJ2h`>(c6mvtuL`y3|w*btq^ z@I#tT{^RZcf&M)D7AcH;6HL{jq(<|2HFf$;=8{`R*-BHZ^Iu!K)z%HE$o}+Hnvl3r zZUs`*)_gy)PQv8c>D#G?+6fYUb6Gi{uO0j(j-c!>cY=A28Lsi?fxjH67$^?Vu9p5%`~L2l8!qkHOfx&!WkQ>uBZ}Rl~uC3vN?24dBqCOmsd_F%({%sJL_i zkDl6d01ApUm)O*^tr_A{iW@wteqC>Wt7p55QO>Ny8W0UOSeE_CMKfP^{}05h3@3?q z+*$7rD)~|3{ox;|PS?)0Qk zX&jkIT*%hX);irwuI13N8^yFC!uc#Rz($~1=X_v9W28XVuO*1%2N%7fFnsAgtqnfQ zYZVWY$^FArBh1k{`E;__j~-40+vo%y+%o_5oTGBI&uS1pKqnrGUafX(|DHtq>#uI* z<)6J&!|8CH5IMTHIv19`Y?%WT2XA*RL+-lewIH~-c%0vPkmi` z3kDT*(f&}=Q|!H+>w(>VmAQLLivM5_jc3j)Q>)sd+(}&^I|AEL{fv<2=ZBfa?uY?~ zrL=h^Q<5oT?7y@8QM{RFc-(Du2d2wIBg>ZguJzgCm>^``NZ3~(SS$R$*V4-}#d#&* ztk*RB=DUvW2uAtA7O!9kU;8-rA%-8RIAE@G@juX&2QokYu~SC4*M{ZiQQ5_K;$MVr zj^9hMG-l3Uh%^s7R4iG^*hKGNQ!>+q7RB1*rd;1Im-i;(YJ1oUuOJ`j8>$GRhfjZ0 z@^3No71CARDF|J6(5+*uk&u%X|JCdQ#7QPil`!^L_gQ+C8j>8N;+}4USZ$l#o@S4K zGhiGt{`1GD6zsI<#YGm(q>{wl@@y69==WAjqX>LJXbwtR2iP(jJ?$Ys(E0)1uhvO_ z!5Gg9@Av%u^N01jL@6$BTd@NHp!x2fc-)!X<{dxQlRxQEqN7K3lBnl{b-#<=k@JsD zX8FF4Cr#;PFAtgbL*{N4VK12Nw^mIVhaRR9MWXE2q?STfLWLH0xKz(e_TQ$#^H&Ff zvLq+Qvq~7#YWUyCsb{_%*Dj0-u;)88=Qi=4wAVL9H`eaghU_KruRc2AQ2lOr?9@3F zWxwCadjH91NL|1e|T#M@af&Lv#4+e0E{Y9Jd`(gan1<6l-oIwvN5i zc3VCnEePd17FB6Oax;%ZETd2_D@eq3}bjPfgBc085TuBk)TpEgp4^1vZJw~K_!I( zl~oX;nX=4&!JJ_rx13CHBPdE)%Rt8-^svX725-W++}ACJejBk-9<7p0-X@`NmN%cUk5-Lc z%I-{G3Rj8aF?d>d0pz&XKlF|jW#pKf7V9nWb0q90xaG)2Q3;=MH!rq+9AGJQp-aJc zq~6Dqrv+6oP2GR3-x(3Qr+2wwvq!O~!G&R(8mk@SW2K8U)Byrh?J#t4gyX=Us+&>Q z9$b2w0Q$5>R)h?lzCDCYJ-K2n9-CfeXMM7_GK+DY4^dS}dg!mM~6;NiO4S+|&ZfI&bRm zZU9&h#WY$LLGeDzcQzMX1R;}yY#=C|fW)iZ;>kQf^fn#&Dd;rZ!uvb`$kWjjYV?%u zaX1Y-^Cx|f<-a0+iK+u3?-x6;R-CZf{Nt=h$5=0E^R1yBwY8a`%pgqKa+7SUKp2Kn zAX~D|wb<Kek(d8&^kcW-;>11vP5vkQgU#AKxhX<`V(!TM zFP!^dMo_f4o$o_^n-4y0Gntlp6(b~

TKdvf6^l_rsI~x16*WS^j#l#yr3T>cfSl z3*lVLW2BfaikU5hC=Sbz8T69p3dO`pihT z(>$Nq;!=fwi{g_|ma%y1o{YZ1ukY#0tNuASMDu3nZsKKi{A*$Qc{An%R7Ps|kaf-M zyU|5Iz{*!Fp`s^z@xbiY*hXg5Ed_kkm~8~f#jszMzYn9=E0HEYtlhKLV&Zd8bI*{A zx)6Z>*&N3}%%HVgkpP&u*AiYgdP`SJPPdmral_imnOzyDm5HXWFNvMuF=bCxozDBG zQ?Y6x5Erjlx@y~_^1%;T7kb-j#HJ4XHtt){*YO7#D5KIKQ}q|MB(*T}Mc>h_hde`P zTkKRH7<^TGSm5iE#Ra1;+dpt?0ksTm#p4l`4}RLI5)?IW#;b;>Of8c{ zb0m^IO+)gOZzgi-|D(Na>`|E8%qDToOVlS+rLYiFyDqTrgV1s};<@{w&1+SRGg6uR zs58O;+H;W`!ZLFMB{6i}XPAF?M2@@O>7721^^`RJB}{+YkNJ@n#bq4IWJ$@_V_%Ii z0=k50w>aB*D3%9THFwK}Wic2d`6e5SkSykAg}~8INB{A<_HUqlIs!5*rM4l9))3Z}7Pg;K+E?Y(a3}owV&r!*!D_TfYH9y`&lR!F`WX_3(VLh@szcS~_78 zLftT6sGvuPqC$2wsJKd#mZItGH2{bl$Afm@2BMNdFt?l}Q}Tm_7qWy*aCtO^9@^d> z^o(cXJrr1Mdj%`VG&!-<0adK^(->4~%#FpuHuIA+0jhl<_5e^!cGFLi$rHOotT^yM$YBfl_Ru1)8}gk~n)D7z=4 zp<0~WzeyVeoN$)W_ev|%OOiq1g!I%fEscbCh89)m&@B^iw7uCv%ygEi41V|)I9lES zfI-M}V$l!~enZb-)B~i1!~ZAuAWs2qp-3z_nuxp-upSe)K^p1io-k~qlRmy*@U;^V8a?TU2fn2A-B-h~sD zCu(;@GDRzkGDwTC@ouBWfra)Eu397AV@B)nHf>1Vhsj!Hsl|cfo;pEE@Do zu!38k`VQLOIEz;Q`%Kp}b;Z=nk8RDVhuJ2?Itx2YrKB%jTlVm=1WN=fZzmS(mcEj? ziIUgA_mbbl+&{yen-jW}0a6%r$p32QH}ZhtPV{BY`y@a$HTOTzZJQfDKax|8C3I{$ zNMqA`d-CbGhitCKeBc@qq6hV?m9BM3-yo$8oMvb$MLLj!c?$RP__f6))l ztnh?DjuksY_ySo}K91@(gIf~WZ}!l}2!ys#R^BmykPBO_HMM*MOd`)OeB#lj+)oqDnd6LQ5AGe~a1gtM$V1N7(zfU-IcF zP^K40cw#LR%HhW8t=s^fZ)rvn#!_h`$&z!{H(tVJoj2Q=`bqh300JV;H6(y$TH3U5cS7t+nC9HN zHiKp#mcK&{2hOQm)_3B$)gl_wi9TvM|h?dwY zRUbw9L!6_X6Z6=1V$27zTh+!p{H6|m{vH6>;b5%>80?p7Ai|t$pFZvfmDaO;o-7PF zWHM=<@85E;l-V>j&Omtj-O^@|rRU)fGYfG<5^XX#TR_S3*ptk1&KUzSUe*CB@rRY51eJX5a<0g+mh=YI9qn>n8I zkJdsuV+0dTOR7{lHFd;qOgn{^%--5CIIgn6zVmK4jr!y1O0&%fRolJgf9}Fecw54N zWc}kb5%47ieLV2{-Q#tWY?gzE>3@!A%gU&H;OfYC!RTqiSR$KA{9I*MNSP_ zIeC;IwY=V|>cZFfvn9KJ%b3!+&Mgd;dIjY~d;QUMa7z1SEvP7h-c`S$*WmCuIz3S` zm~1XP5TGX6KH+>NQ%N0_ZNG71vc^?mi2c zWQ?dh(1fzwK-!P=P?we{4f0^_T^|HjC#>8KPR@>x# zse&B*LMZ(LvgwiVs_EtaZk!}xajtoHXJ%UK_g`fam@37hzgXxxu-Z94`1s^y{3qaD zX~sVms1CrAi*Mgzv_oB=)+>po&t=&CXsEwE6b3AoL!V0gS(KS4CkKCWhVO<3^BUSce@7=jWfF7_ zjk&5kRI4N-mX;mTys4mhY!3?M!hp1{wpiEdC$H?nG83wx$j?Tx(BVnD%6kB>4 z+tM)eNN|TThWrZxG+t;*ey9z-2FN%-+hG>EOSwuo4-h^I)bhTyS%7qYBbDDusNK0c z1Kg?+B7i<#qkO;I5#p7b*K}9wiyd7_7r|9B_31=GU@5=HX9;P|d$NyjV@;>9~#oJ<7`BL&*YCZf%6%fBJ5R zaXk$hnhvfqPHYUY<0H$!4CWx*uq5?=M_Fn#2nxBZT#KRNPX;rfsc(rwk(Wpi4vzzH z0rLYREGQGfSq4A?7&(-zCYC&!5g;^1Jsiwk4h?z%QUi}I9HR)uuH{bu|89tXuyTO#uTD? zy*vN|V-NDyC*Otbd~RIjF(rp|^-3EXDVa7<_ey9w2Yu|-X-fZP{}FZT#VGSA8~=v}z0@;T0lNQz65Otso2*+W zIToxiz4P)vc$}IW_paX>@?@&wbPQo58#o`6&kPjr<f$Pvn)CR8udijR4O;8U`u#;kR(j-Cs`vgIhH9P2#@P&v4y^0BJWCglUaQ6&HkIu> zDXHak^)EFG2&)L=_qDD2mxi$aP>74A;ZhCfrnC>9MZHT~65Afq6;WmepF7L!;i^J*WN^~-2ZJ*)zJ7?)r@1c4hX3Qr% zY|dW%5S#oBL^GdQr$#<@x91_#e3p3Ai!v{b?kgQ7n%J46+7dSQ*Cq{(kJw8p-h-m- z=T5`KCP@Ol{=%+LnlfCE&4b?krCF5FAAJMMwV3869ML9uhzn8d;@{KozjlnY68e?p zkXWEJDB@BwU5<2lnw?kW73NNSdf9dO3nZ{HpkmF}laHSbmsv?2RRGxzjuu8g*mb3g*ef)W)b9yB`DuvYl5CFsV5!6-qYBhOr~k^b8cfmVUvQA#AVpOF zy3HVWUzoQGw7z9}r-Ub?_J!WWRaRDXWNGv*JvWhE1W%y$d`UNG+~T%ASsx(RJ}iw^ zU8OdbpDl(~#)Uaze8^_hp!u&BGf6N$?J(2dGD_RN+I|ogS&!xb}ipx=E$ZuJTXf& zEsGc2qm<{wQn1oO{`Gwarx~-)N z@tMHcLx`vw6Xfz<;_~Wptm0d1WAx$Q&Udr4<7R9)dn(8OWKNTBk(10@bKau*=9^L7k%BE-=%Wn=fTVzXx(| z%rtDDQRi~vu=jkRfHy`B)jmefN6f?HfEK!=@^g&umomPrt|Xv}Yyv$NvZoQhJRPf# zO6li3T8ifN!mrGyoU*T~-<<}o@}`p%v3XC|yt006?czwiL|2MSq5Kb_3b^kjQR zx5LfJ`d)m^e}VFWfTY6dv@#cpfL$EO=-F+2C8YM4k_6FMUXrcF?Prf8) zq}8=Yfx4oJU@FQq8hszm4GqeVzQ$d59p{rwO{JGjewEY-lWUZA!OEfKQu1Gh^}Cvz z1TRX{Sh6L?3dig&Fxee(f@VnsGIZmmQzoTFf*OQe?Ux9`2KW7)vw3X;H;2 zl*dr|0tzJ)|ENQ#)&3zcCEIJ9jByOG4l8`G$)kk|@{O%5wbiU#@PJ$EJ&Zc@ZMS{sbK+02r5!j?! zo{3nRxuFl#t(p2758uVuYp8%r3yjIrx;vyTG|R|ien9#;@#ki`6sh)#=LEDqNM-#0 zVRApn9zcRWK)ztoJd{U2yj-|YOBCtI&eNT{xnQR;z*Mfxd_h3+{f3&9fHV(1ZKqG(Xy zEpP-9ge8`u9r?8ooPgj`If>vxf^mZsk8m(^w`hu9N&;|=GS@+Iy5OQ${jy90JwwX1j2tw``;RtYpTmw(pcvucyrpPvjoM+A6HM{DyF5lb6eKcE`0%ht z+#q=a%+!7aH4+sSs9Lts9&--CGIHxjLUH~YuYNaAw~QtpJ|hJDCA&CbSc&@7c@?&! z`(1jv{bDH-h$+x}J?;`Ur9*s^>=k;!Lmp8h<$owmXmnL^_Qt!7PDV)Fv15mTU*x1Q zkrykc>N{3Z%MODm$V-fRA?FjEo77OK&Larf*P;mwjs1^(Qps^!gRj8V5RIZ5ebD76 zk|l*(N_u&J`LBYD-#HFGDwX{pzzEmS#A_X)ZJy3s|BiwebX?)79Q%9z3d5mp_}qQE z2I24Q4nbQxX?BAh;;MDE%IX8+R&|F`s&)CAsBJk|^u5g@Ro>5aa#V%M8>QxD4j}Hzzozn0u7lut0 z-9eTPH+^&ETvsGnjho<>q?JcBMchyQOQu`ZG+kd@#%urkP2r`!Q9BDWUN`XeRZoD3 z_k~|$77y)x-1)w_?SuS%)n9s{f?-uhd@m!L5^#@qhU3mDPQ1&ph?)z+H5INFhA`1JU#SB&w;mDD<*eq2CL} ze4(j?F*5j`Sx`Ln5`XkV0US#MBdc>&3YonFm+bj5;B^q?}m*LZ*Urp@39AeVl=%YeD{B@Q~m>cL+DfvFz!q22v`^y3M z(M%P~*Tw`_&z?9~RSU17(lyZ-XQU;+0y!_Khwn<+a%|*7f2#>!Lel?nbk#lksi9cyHk+vZjkPjlAh-~@An_DW-ZPdZq8ii+I#>fokJRXotq>`M}``Woum@oHC_ z{%eR~4f7DlJfX|QMb4x$dnS-gh2#AIKeS1hCNIzkqKO6(A^-AaWMEazg%8)j_Ols? z=osrSOe9QH)NNT~Ptc^cp7vSR#Ri%9>qiMwmX^H;pxZ>X>JtG6>L}&~4I~$lNV9ad zI?LbCfujS8m4$2(0O%5I&kD+7- zm)F`LNN4n?*VZ>jI*(vCwa=GK^*`Us%A<6$DIz}gGB}9;xI4NjvSOW>)RG)P^YP4$ z<`0n^Mwto14mwehxY_DHQE|AG#Na*BbRDeZCvNQr3Hh&~%w+I&`f4F{PaY^`AsTRE z35JDk#3*=UrX|sA+ffPfJG21)xDTx#$W-w)lyOA6h(Ft0iI@yDD}LL3 zSpfOoJ=+_}UvgzuIcap`YSbc--ydfJ-tOgeqZ22~xOuzFd2AQ{sek7@+YX}}lAmIsz9+uMdep6L`~h!o)vyxBgJIQu zgGkGp8A?(2#@ZgL7DVRY;TwL3%g1-bu&`)oG?h+nY!brwV|p@UeB!?yG?EoN{*M5| zszR58LLU#zEUY}fvr*tQQ?&SG@Cryv-j-k1A6UJMP0zq3Zh(0VuEM+yeCUCv$H5_z z!O7q?&Dq!A;3^31YZY;!9JFiskgq$_whG;aP2IR0;TT9(5`peuqyrdXBR52^X;%F? zsrDfr|KCROZp-sYV5=L0(9>X$A$jJLoloYUYohcYhEk{e-OsfKZ&e1Mv&D0BO*WB7 z3bq(j=*VfW=Mr=sEZ%P?B?J0#hL46+0kA+A2jb{Bvpw)Bb!4Onx6LfCeo&$ic(WkQ z6dY9<>#7RM&}w?TDWudwdarp(+yz)7y9>6H>0@h%K~Q;HCA@)P8zfl~^7kPFwrH%9 zIcRmR{XC`Jk8?n%jR2yIB`IM%R|wUpq2rZCYMAadFQ9$3pU;q6fO06#iVki7^(p|v zXah+5yEkdc1Go(Mhuh_D{5?rBb?>PqqS|ijInf6vv}mKIxM6Bdq;FtwC^7dg3VcM< z`Mr679&#cnkhqn8amJ0KKcQ-(H4H_}Tt3&p$mdlPbH6t{Q`BM0m+9b_P% znr?cP&YhIvWya_M%Y&deV@lO`!SoU@ZE!cqdhpKC3i9-hcF{34qOvOQ{=CUKW)6#^ zdv2Ub#fs`nYE7DIN$=vY3{822>|8ZjV9du(i3>)h|Ix`gx@VcMfvi-$%6^I5`HfcA z)5UApJ8)J&L-*ON!`y$MW-qm?=$}Z%z`k~3qHVO#&`_|{)(EJWlB=TWbT29e1ju#i z=k=dRg>b2g`Gy7j_4!Sja|8V2fmqwNIAMP`*!`;p1^_As*2m>`RnSI*Loc>MOpg-KAhfU7Y5V#s6DIFIUcgoL9S-1BcQ^@hx6PlGjql z6a&_2N4+Cp6BNpcCU6_|UVuvgTaOKM1+Ec|De&f#{L3{qNh3)sU| z=#O+sD+L7CuR=#CdI;kPTSNES}4Jir$GH7gP+S)A)i$Lcn~JzrJ% zEDy{yJM%|@KzZ^Af?1)x&*MjSyB+@iID(irKQv>TU)xFI>V@s*0Lw1&;X$oYnk6hj zQ!CssmXb~RYd?=xG`})Byq_7+TWup1-Q0`Z!T0?jc^^Fuw~eKB>gZS7-a?QInoa~w zsM!$@c9iZi#z@$D@3MC#m6H~-vaYZuM z0>>w4ydwW zf}te54c+^?lQVUwV-y}cX`Rme6KDoO0#W0bWR{W7b!gN#yNO2FEWd9{A@x=JA#V=H zkao-9_d4>MsZ2IbB(X6UcnRIJjcqNn1=qB07UJqR0+k#tb_)ahtGkH-SNMDSJo3}L zVV}Fx>YZI4-B-rKcg1*ai7^Vj-%=oUxPi&B8U@!vj%DdOf9J5b_(1vcU2N9Wnvwsq zBqYlEP!QkIn_M32VYD%b>PfpnB3wFu@};;y;fvtoliwM7DarUrQz5fa4P+rc9`;KV z!GL~U`33&O-WNB5N1uKXAV%J}js1GV_B(9!<2BLC-YEVo!({!4k01_5^oV%)76Pf<#iK`?|FYeIzSpA z)E}bmjeES-rE85En5xE#*)mUg!7LGL8eD&|E#MK$i10wZn#e>G0&0}yt_2tb2Byp# zxw8;TWyoLq$Wv!u}xT^yhTFEAHwDu zv$%(Oo1!dX5^8P7!TX@et%w;-BeH&Z67r+14_30u?p8fj;?S9_Z%R)?sMe6am{=HF zonp`(;3dju$~HgitjM)STt-13rcev5jL+F8bDS^p^55u=q!U<5A^IjDae0A4$jd|H zSh5#Az~HGy-N?u@%1#(aGO6jpnu;|@mcw(TA$k@!AB2O4i`9z~)00AkhVslx)&|vh zdk~^xjU6ms@G9yLz7IbPBLC%9b~1O-Er>Cux&QO5C4S zY*Xq};Nxt~8~PL_tR^yS+*LJ=Geyf`QU1sP*>Wd%b5CZEDPdu{t;ut4q&&Rk7vcZeG9qkx}sTNKmJ`)(+a@w8tyo#9vdUQ7 zBt5&WTnA)fwZEmi#@7HHL`rJ7*gQn}qy8~EvDT!awB&$>QlutzL!h*rYC=QiAqbo) z2Y7AO>F^*}itg_NiAamKGi)~1QCt;N!3m&mn&!ZE2^XAFOmtI}#e!5Ytt7)k6bUF= z5r!hSMRW~oT2VY%4ZkB3w(v_Us!9GdWp18H&28;PN*4c_*w{;(ho#Q@s{kK|L{870 z5S3a=Z#Z~NJkbTB3r1eM{=mZ{f;Haa-)GUv{0vwt>zJIS`mM$h^(Z;p^;X}$CNyXQ z4pG3lBC3uK#SG{{w`b*qPCHHNash5Bhpn;G{yul4BkeQ%N^mxYJ2>E%}Z3bQ_q~GsO>)JhkdDw$o&7 zs94ut9VrF+&b%R3N1>7;Lr&XZn=8(0Soj2$BzP^$uP`B0+$xT)_@Si$1*)Lv!rFQR z4scYPh*ZzesKOnA2UuZrjcEvBc<>ScN zU1f(if406i9mUl>UH8 zR?!fZ%VzxD|Clt)pKdf}eu9ePW7Ak_u%~YGFAK(*8$m*k`;oKW1rS3}fGvM?Q97Uj zdU&76$~6iSn+N@D-ypV*P$uWG4QwwJ)M!ovU_ok~E?tC`N=Hq4ftLNkvJzwb&kOCp z=7Y9RAWdF|FQ8%h=XvU5DTL&VFRqiD1XlZ1)ja0YnqG0~NHD(Pr9ZL-$;fLT@_!Vp z9VeDftz-q^^lsk!X{u8Ftdz69vy2lBW)}Y972$TqBUV8%pjsLce>XmHDT&0wY{f7e z^OmT*EP?p<#}z^)xEX=wq9+L&Q-sxzbwFjtlpYt+g+dDwP{vmVGmQ%$FZo21D}zvE z?NviHJHOC}E%xH?MR4#1dBefBS>gxPhJa&!<-bN3c zvd|GmgQ`@y>CSks?Q1K^ABYx}Jn9 z)dr#=&FxeZ0k3{1q_qp8s#+)lv()Nv07`8-lEQIPcqQc~(-q$meHxSlRsDkM0DI zYTbS(&jd$Fa5&U9eJ%jrUwc?-{umjACw~PyL8duW;#B^BH9E~GpiN&bv8`j4>%nRP zu|vQ7zi!^(LOFFiBBA}*HKgC*&YTB@rs)Q(z%?$BS?VJ+z9$%gTmzow0w3)0##P(! zk$A62QhZ4Zuhb4{>Z8d z_~|~nAF|gJ5ICo@olY?Ek6}sk08gvnkCf|5Yshx{2N%KYo;+ug-W6srG@Nxl97_}n zs3rjNS6iH@eldn4`pY)Yr<)N<+mL;qC;eBxXsckog zMg^2t4Af>+{AXG71p@8E!cS_Se30b$v8lt}0p%H%CoOvE6#;INwPCU`*H_;N5JLyI$Z!DGvjyiDobJh^u{7`AgO8uFNLvT%9uSm(L}WYFSd zU!ey9K-{_MV77NO0?M6-D4x9p=W|v868g0dH9$3QC8nTA!Phy5q zq*x}(u|#9ignpoKiYk#8Nwu61FSndon$&9@di!Km%rW62NL^g0)0RBhMi+4Wmo+rf zW1P9P%ymLj)f>IiYB^6f(nDiN!jfe9-naM7FySYYj}$I{DCLSE9k84#n3Vp-ErpTR zRjQ@-GbRX;cuX+BC^-Vcz0>xf3g1)FPttPh236?D$$SEpE%L~C5=5WBYf=06>+hqW zhMpBK-OKLx;;EX+J?(>xiK00=}w}L{rj!U zz5gv=n4H%;C9hMZg#NyY97POkz#lF3GM5E$TDS8{^Q`_w10~Qi2lddTnDZBQv_sNm zOR}|a;X9Jbt;OYXF$;(Y%}kxZ_@%vs8ab!v}#PGq6>A&GH+S9F`bFEo-~B{H8E1_Zo~ zo{lIGHn{2+>iRRR(;0$3wil`~Vf%rc6XT4uyI;vFju@<*khU9XdCp$0>Y4DdmW0nH zaDC)@C~OTmEjwG|hx_bXHcMR;R-{gTk27Ih?hr+n!Pt~(6d&DS*!KZrb2ND6KJh0(c(C8> z#Ei6yV|S-91(nE^NSi$^A$F8llhNm8iBZm>Chp_$8w6mY4ndj?oPK@ZDi>Hbm93!b zsf+9Hijgvg=C;pw2&u<7z0+r5@Ql^fo|!~ksmI`AAjI&<++Zhps7=0OlRtrj0zg6c!AaXs+;};brl2+8Z z@-B@)d`OI9rh}6Z-3Cf68~PPfO2k>wc#A;8k(k$>rF!)}!SCl#y}nU84I+lLxbrMqL=duPQ1SthhhPeC(LY`!P2D=g-OYUvxfpGv73a*$ZrXRW<2`ufWp*DfngftW`o0C27S?#r90bg3<;c^GFGo$@-b=2j2|$T0dWED8QPt zJS`}7mgDj`hn=ybEi~o3h4yPNh8x?idTJtfUd1%IK9VOn8qjKvt?lHT=?kXyHJ@G6 z>dz;XbWeh!VIqZZlnZ`NilQW%MJLi^^aTP9EY|6h$)Yfkpo^uycC9!MQBal%Ps<2< zKmXcDNZENyYMXte(eJ77Wnb61Kyk^5}mM@+5{iIDIVgo za4;@0?+^Ehx)9#HjK2MGpb($pkU<@mpulvB3LPxu(iTmt6q=B>Mk}~>!=QS+HlTCL zV)EMAbXyh+x+#mEkw>z2c!Dqd#HGS))uGJFm{Wn_VQ>Xnh_zIiO_dHY1C8ePmVDPr z3FTCjX^9=y)IOG`8Pp8}^JfWvcmD&m72k|QgFc!*$OmTI=~%5!tUY1*7t%5-KpM zJ1P8A$J^U}t!+kU!un=^BJ|ni_+ZOfn#1o_;3p z{7U3Eu@SGhsT)8utgK4~MJS|N_=X7)wq#%=La2*4s9NAY+4aCHi$zM*v_a~=mJx7k z-n5{dBuk`_>>&74Mt7)yk;_fyJFHt9OSu55Cl~rzmn375LxG{vq}4eCR#&i~t8k${ z!X!leEoeRWU?D;eS!EL{DSV`1ULZpsNX@&R1!7TXgvt9)YtlO*Z%%hr9?{2|~vrCBj3g53Z_u zR%K=yq<-MIv``TpB)k}vyu6|_z8*Ef)@)ZFwi^l0ANhcCGx@ovk@m02bIXP+^5dBt z>?mfTJ*HV2izC)xpv*_?Ea^G?e%@P5rcScDRGR!Un^VI@^cF3!bqpT~u&+)oKXXq0 z2O`ng`>XTl1_$QL0Orq!_Eq718qMpA%SPfzA0Rj6oo@=kYro5l)DG)pi*HfM1+cR$ zT(|ycg4CA%rbN4c13|pWBLhnk^9l@x5(ZSgx?zva|3JmIKiGiZU}W_Nz>a3wRSqN; zoW#Wu^@}2nxdk(R-tE2ae~XZmmlP~@QEyTEsy`JWScmFoaD$o&yg3f5?L@M6X&=pMOf-9Yn~OqD(vUQjC2Q} zVm`50JgkAgy9-H+H#JSMUYP-^0|Xf!q`GC+q0ui&JEP%Jlc5oGq}2b8J-WwYB_^lX zsbDy7%Z#OPxL};i@(m8TvgUqdnsDqXDcE8mW*`!1HMOM7jq%}OnQQ@G@l`^@Rf-t! z1=E?y3AshH_v^L(uxiL+8d#>c6uv{%?w@lPFj8;PKV>#`@pvuKkkOm)x5T_f!PF*Z zlDJHMf=`6}pELg2Ly`@DhO6Ugj(tqKHkr;&Ofqhn>Il z@H4}X40BEY4WRp4j-M*}dCgVDzD6|27?Zr5k}~G5VEp4k8XQI*bb9d2vTtTFMShF) z+nq*BgG%#{&*ba>KtWhrka}(&{1pZomAU;HuBFUH?4aY~XItp2=;cOV9m+LX2>FlO zlXruUiUA}8RZ*2%Kyu847f z*uDJPsdt=9ev$*ylVJ0&bueW&+W?n6Mmo>=jiCqr;*z$?_7b}M>ZM(uh)RJ4y&!xE zXwxiIVVf$_Tvip`OyhbZ8*={}%@toF^gqz!Jj(s(44CGx7;s-Jb8wWd8nv{%CAfKE zlXkYl(4v%5``pITV#Dq=@WG{=W*@ka)h0@o!8)rftGaKdYdzWjmgR0s7By#Q81^>| z!YBWZ+E5XnXxl$nKQ-%JrhQFst1(n5ym;8=9SGyw7_kznQ z7`g8{gy#_OA`BvPj+)h4HjRp&ivJ?qMJ4U}h zsykSB1u*c_R&O~Qqw{19EhmeaAJyAT&SBnP^JC7_CSa8Ds^h|PPc!frHcT;lw?XzV zPUyK-kU0%2w5jQHY)8S5F~Af1$=r{;UwpH|7m<39|3H}i_v+=2HaW1mK|ob1p%_TZ zop{v-R7_ri4MHdCILYY+!84}Otu$MjRdJXy!q6Euc3hmY>`itENMtq$-_KQYucv;?!{q%EoK^KPzPqyr=w8)4mT&UsT+YzEv zMEkNU`Fa^{VVx*L(!sf^c^h_N~VDVnX3qyb!}8P+B1&t>)=DCWOi zXgriiA~U{r@8bLHIUhuL_x2BxI`O7eJdlmc$$V3;K+dv_a8(G2P{-vVX`9VPh!56l zn$EPmOiDB$y<$0$Q+!2-f1-vSZ5y1yA8i{6`;^dG`Zmp#tO!N&AR^H=&^%j`0zvA$ z{%0^tk@ZC$(Wp2?!0|V1Wza3;P}TMk^_Om0KEh{U`2Ln=Bxx^TyiyS#X<|$H!=WKp zS=)HSFQtA;C$a+OsLsoi>=TndyU%KKwC7aO68QquKX~G)TF?3ozGJu>FgU&Wx^oP9 zoLBl_)Y`)+tIzl&Sx8)T!Mlk`rF8(`=a8GhkzX%P-^`#(v9c@=lW?2&?lI^@KF{&> zPwXfA`XrvA>X_VWZ654)=1@utTC@Qv<6sCfB-3kGaJpCz^r+{&6+^O`_pWg4xX>$F zR*c|f#@Cmod)mbYSXtCs5GHXwNr`HM&@hiOh|cD;^OZx`{1VN1fpkqbN>@$!Fb7vq zGljM4t9cfCdnd>(B_0)D~ z2&)RZzBEBva5Mi10^kfclB>#A$~03O8`?}8!94PxMk~%$s{D zCH|;D@9y@G|7{BxM<#J@FwP!gLv4b85lI0%tQUJVg&60M#0lA>bdt<6t3{~@>TjXO zx=AX{-yC+(_f02bpfW#%aeWaV@>kY@yKwA6ec8W;)!Xt8%5ScuKv+JoYo=tup@G4( zKslrzEmUlZZzPuP;HFyjp8dT$mF{w(dsL1d1`=)T(u71evn%>Bmn?AS5RxhV(g<~$c`3JLzw@gwi#dq9-w&eL5%mTh5BKndUUgyZ zt9?JWj7r0p`nET59tfYLlB1qiR3kI2BP~iar3=$9H@%K->88HvK22@i3*T0?YCbBHS{wOOMIzud; zzqoDC5hmmN>DS@dS|7JdiR|_^@0N2B~SFO z2qotBhJok+k|g!e%56+)%?KuXjw#0D)04L5eZ&ka-)A@1-@>NQLp0ZmPaKb#t0M+Q ziK;vve_bD5>;}NX#mWQDhdDf*44-W0nE$L24N^$4f-D6Yb5m9;*+6jdh){gT}O_QNN8)=^mB|) zqjQNo=;~jjy9SOI^Wobx(9MtM&)7n&9;p)^IaVwFHTc&>F@z0Qo2lsxEIOpfkPCRk zw)vv7g$$n(*Yx=aOm%K?;T;Qxw>*NLhJo}k62>5pS9j7UIIWnpy`U1FU>?Z&?|>BH z_cgEOQtV3jyW)?o^G(WtZ_|>Xh%LM=7V1FCx#@zZ_YeL08S#w`U@EEb=a7w~n3FU= zAAwB|xrQ&|ZcC&zneNvgcQvfoW%m?QO*+RVo0O(R;Ty3#G$wO#Tf1qI!S+@${og%$&}>*sHR(R3arHhv!$8 zJ-7JrE_i(_U4)x{%5t&+EzIo>_Zz$Aqdo-M6)MrM~L3^+gW){j(3+k%K( zhK7OSH5~`zxGNm$o=&XogD2H#i;nMsU9P=f>ip&QCTS|I{FBxfQALE&-x-?{40aV? zf#;<}tU0L@Jz3dtm_BsE0WVi0ez?20(Wns_pAcQD6it{LyWrqDW75EiC>19v;aGZ6 z8lNZXB#06?NJpPc)B5)+yR$@7bxoli!hfkX#7jGvt8$n`iQrQ|-agx>cQqy< z>t2bOZYrmsU*0`#KBXP{;qFu_8BhOIf&MyQ*D=6E+1FZ&nY^UFoqSfVnLX#qdL&6m z#l)w0&+{Zm2x0~Sr%i0)F>xp^tX_sOp3#l{`vfUUyhKA}P%FTpGGsR^uE|3Gnkeh# zJiDeRWl>VNPEt$xD>MD*NISD{TiNW3*mat7a<*LumE`X-LC>b70h zGJ`3eR2iYHp>bKPsO4Ym*h5%p0Uy!@%#y|bFUD*3W_z8YK0Jq-hz`e;~ZO^!V^?HqlkKFY<{vh~9Q zNi&}NGOm2cyYlUo(284W_L!T+?E{nbJK+_pusB)Fu0UDNzLeQunxd_p${duo=E|0}y<|gXO8*n9@Nm(2zURWv z9L9X1Lp%C4a+A5L;J((p{BdsP&bOouGa}OuQ*xbev9XJ*jwm08BmPF2!x~P~68-~S z&z$Q5QRyh(!XKE9jAJe&sl$&%2$Jjb?V~Q?HHF~|xXeJD>|vxlY`NcR{we#`?Qs_? zSABq3Lxz?_PJpGmh_+Na&^Ct>IV+K#lUJK)&@ee~o|foAeGoh16$4ZfS1j&G?y6wW z&QO{$jEp&z{s-AEv{6G=K_YR(hMF{@|J9$JoJ5}yZ~e(UpXRPTg)M(f@QL29jt55e z>srcz;(NK)iwCXSaX%wRB)JTsuvbSkt$_YcAH*-MzK~zr>`L?!&*Pf(AIONgbkeyu z+i;h0fhk_@3Fn<>Mng288tH_n&ez}rjTZj3T2DyqqfVvK$2nO2j=lU^ky=XmT}<&} zr(sCr@V>%wqT%}0S-sdy>z$aUTJfN@)g9kQ#VQfJR-sBY+}v4*0>sn@OHVYG^!R*q zG2h()ohi~=?0ZAT8BfU_RK;BFn1QA!#vKo9wkT0brYzGrCy9wz;@DDC{#e(As^R<& zYc?`92TMJr;(POJ#l(Zgnjl8A$kgW7;%GiP%c`X`{6~2*l-b<4&m~ds9Hr(xr*_T+ zDrJ8!b6%kS_8B;(Agv0X?Gte-8>P;DyX+MHCs7s8KShtt4?;KJ4ncZ&E{?9uZmw; z+x3kRVog^g+dX@g=UNUSanaIveLxmInc5*leHzvh$QwA*pcH4Nd2riFbbT;W#mgthU@ ziM(ZPLSw1=@~nq1q&rwzLeX!L!4~P$$>p*qvc5EwA7i+a-p_@^W=>-~FSR||3^%p$ zItkqkXn@x2iPnu~HKZpmwEPD;D_kJO@Ya<jdH9+sNP(Gf*-*$f5&lefPo)g^D#!D%HvS;|Sn26w5 z)&s0s?W)0ChZEO>Z_YC*E634(UC%z{T$zpoZm><+6bH_3NIUa&-Zsbk4%k83li$XR z-H+P`q%C!Sg_8cnwje|_bZx7QjG^J@yIf$;>4o%s*fO+tX?#Lw{1JkJ0PkOlr2vo1 zsW-?ioE}DZ^Lt9H!A6$ezLq*D(cY6)_GPtm4!N_mPbRn7D<4fIm_Hd&4@5~eA>Osp zesfcE;DoMZN1s=mD>E4=1>(JCK@lig*^lR&v3v8W*Oz7&*Zbo8`B}C5@Iiy)RH6(z zD)NUw*DPPHPo|!a0ktK^9<|EJZm(Q3(02XpKdob?Tx9JVsC}{Mu7*rKtJoLWUP{v| zbwV>E@cggTirAeIZ}75+gRH-*wQ9WBF5%Vr>SuA*fx4q#aLxW4U4K+)g71n2%DNi3 zJb!*m+Tjx-E;LpQMqq^{8*KpaC=jU&c9`{5L|&0rXR>>ued7Hl1iu`A-_@N4N0_K`8*1u7l@>} zARaE4*8eqtnuBjivnAV!_SNGPdGm*=i;hQvnda@;9QD8|Z^WJ9CZzdRy^C`vMi~St z1lzaO<22>EX8*Hfc+kG85tkLkz~*~Nr{a;Huv0s|pW8Lsp~5u0@|@>hdtPj2K4FJN z>DlhNDUFRiFl<|3=pTg4W92<$m3#+HB;pD2zsSNV}9g; zMkCOXRg^lomlmu>bXey4lK+-E;sEfMR~yo+gG3PFoeR{gLN+jLHG&s46U{BzrJf#--`~&Y#T5EBaPmg@w#m{lm$~i=MOS^?CFh zS;*L&;|`U6BzjOl9R7(uaZ270ZqlVy%`%W|Qde^MD&U|PT!{P(T*j|(KWBKJb( z4f4}TTKUVF;^_e*UGRS1V~+dtg~>!f9WSC0bAq*DK)4`wx4!lIBM(SCS z!ka5~*X-u*?mTN(d!g>&>D5wsT?K56xqrqt#7LyZH)J`b$SD)jW~!i~ho}=t^pu^z zrF>tSZSc2qz}RG&)qusyg1kaYYduq>FO9REPCCLpQ`rYtBvGWJ=W#~AN7?XQ!nK{y zhvxdU@}h4vkz~XJocNWAFO@MtC_wlhSw_rf3i$@S>Cc*JD`#k`f-~;S0cBo~3c>Gb zzP%5r5RAP_0X!yk-Xs$dhYbdA?o^USq?2Qcd`piWs38O&2tJ&sx5ubPu8dp;FU984 z?lf;LG>P$hm)O10>X?{mtY?>Dk5}~`Iq0I9s5R#{^O)))6|-)snv|O(*dlnp=7Z&d zBrpn||9bPQ*|;u}@9wTjQoawPKpYM zX2b&RGB&!3a`D4|lQ^x9=ywY-i_H*#xdY`H>a~lGp}!>q5*Yc`46E|L5OH<@{YQ1L z@%Oa%=Nhqxza{Gt4j~;*$iLV|UU!+k5;lJbiYu$2W01{Kxw!My39c0TiRu^cDxbb* zM#-k1)zf@hVLoFjsK=SACMg0xWQ*fm@_YJv_RjJ3^Ho%b4~zhjIALV?Zla-_bZd$K z<<l+p!ofLeLH zjvF6lP+}Mv-1p!JDA-Sz5r`JLFyL2buCByZxqz!t*&@-4GPB7G4Wf18Z_U9C3{2Lf zJRNYZ*u*rQP#q_DBnL&?_B#$UBKO-b@C`b%B7X?+4zs@nZJrO29*9}`+gb8g!L?iC z{werV`g-HkBum|jS^Py8(77cv=HD2qTH}`^UD2m8>H80ql_+Duopimcsm9t|#J_r^ z(UlCMDEc185Qqos4)87|o6LLY+3(>yp=wwNCaVXK4Mbf~0P)!_Vg_NUSwe@CqX#8|0L+B{luO1Pf#l_+U z=%9$X-#yz=^}!n=Q8ubi6qYpN0nNW$OC zt*yKc7z&wFrqOhDc-t=H@x<9!-??>h;a`_z)DCP6uBU{J?$=^7+Kp%jE|pZCI-%}M zk@JOh(*@D)Q~^W`_z>J>HIn+FpR>-``-0LpUa}R{ovN!61>DhKWh;2bOg8if{-B9U z_j@!6Jy2A$7k5q3@>*BFz@);{Eg-*2Miw<4+8Q%kT0nQrUuzr*f)Rb_-I86h!yG9aH*!-m4uGxYJ8 zr{e0*hPEyBSKUV8pObA?srRYF8G{CA8?E`xjH5m@M znz?cvo$2hoI*t-vGrM4-$Fzw9wqLA%{aPj|R0|Srv1k{Wx1cmzE=mQ~^}*mVZZHv4D4z$H;J1*}LPyC$ zv8^~MvuwpEr;i_B`{+8~#b00h>q#YlTdLCs=ec)dz2=;ue=Ksmv;Ho| zCwNA-!NusEZ`?w0`ax`6i_6-sjG&I~#J$=BKW;5-380=T!#4$2r{%tXpQ9ss3IJe~q@`eQi zyOymNyOC$L4jP{xLh;NphXJ3h1dB?rJigCW;e9Ua(~8~o5jQX+W=JqoKl%m`!EQ_H zQRY#0BB%Ew7n7^|Nzl>N{CpK5J%wr!?{oGltZC#7Il6E1X(tVxQ+O9T4*fJ{@1S3x zlWlV$+hIv+&%P!Hhh00eIX+16b-34U6^5Vc^ka(C;4>2JzD(;}g6+_4K5rC)fBD-3KMD=a1JvHWRLITH46Nt(H0)sOKhVW= zzPc!l(B=*#N)-0V9*~YggYpg#5;TaH?7yY>eN=CS-jd$2z^{MC zAgiL8g3tgv$Sbeg`ff9T7=E8Ocsk?IqHE3r0zU*!b*7*GBI?X|jkPk;E77jv#r3`~ ze@d^^E4weraZBkZMiIW)l(*f_NlpGw+E;-Xld5cRGTF_2VaP_Aez}vUQN728jtUbU zuM9C>0}_2Sn@T>)LK>RanHpyFO?MpYm~H87)?863C_IOF{iaH&=mkLi9z9d!Q@lu; z$mjH9n;}txvtP_67fHqEA~AnnvLVLd%umlp&aGvZK_Y~ z><+R}N;wBbNYvw-XJM2}fj<5Qmr7aOE4! z(}E{svrUHBKPU17yCb^1e(y>-=lgrs`a(uxeCi_ca!e7h+^Vegg=-VHp#cgW*n$t> zErC=@<=ebZ7Ib^pL60lJG*)1lO7YYxZu^V=l6$>oc1g}D#C|BldfC7H3zz=VaFwme z+k-hU1aF_+CbWO*sm~31J|73&;gr?%t7dz3%G-jlYE9(k9eFN&*=C(CELSe&h?Lq9 zKD1|kKTb^e9Hwdu8p3MT%RK`u^&ZNkak_tkg4Cs;OPT`2^fweWC&E1BT z8(y+sfbSeez%W50so5{?Y&zm%PaR zF2Ya7B!oCsh82p_N4{Ko$ok5{dOGgTv;@}^hwm&@Y>jWNo{!vuj#xNik*8y!!`74m zR>g1I93=ORzC4Zq9X?4Hg%h@JNXL#rGl~*x*AG*V6 zOPB-g8N}T4DX+B?18=EB``f@Chg{qY2B3#p3ThaV9%M`S?>#L=DF&d!qE*us(kL32 z;2XoY-vk$jc=WCiycp&<{}B1mJnHE6ALuU$%|b^#rMk%UNbq1Wq^}%=H!iZ($xk11 zXor5EN%k48=cmeaB|BLu{4%u*@c;fu-Z{7ZXD2?I{gT$=W2|9` z{+YQi)8yA)XPQ5Q#q&xI?0eeLmf^BQEdEK_-sPD>(@&(S;hnD6fSesO|M~8JqA$u0 z_v_~8ekK~p{6}3@Rh#7#nJ`;OguuR#Nas1e883;ZijihQHXmZI{^dv?xaWs_0at^& zwOsir8>$BX{3sda6=uFJcD#@s^UT2*l1S)?2oN3@9p#)&1ARZpm@%)GE;e2h8N?x! zKXoaKPyk4pwqmcgt!ZKApOImmDEJ4Gl>MYt6Wn1E9I0+?N-@@n#E42DUWql@H?ovA zAcXFbwhczPAvB%#(AMe`Mwe)=P=L^4T_?BueXHR$Auh^?3%qG_5 zA?8Kwe)b%(J1bFj3#Lv#KioMfq+2Dklcx8ONfI*&ba~fyeaJoF^;n+%DoV{0mpCB< zLF*iV1T{(VbJYtwJ(*%Z4_7=@2VGT<+gHfYU&nD+@jpb(nE>ul8F!KF-VMT|EDM!_ zHL#8AzHIvMyB#q-ae<7#yawi9&F1(vft-+jr3`y{>83VJFn|T=Mk5}b9uE7&0?JR* z8K%TK>7d(G+8`WBCK}{#} z2s@A0q;^2--Ozw44`}nzD%G)kP0nSy-nb*u&ErEKOLzCvxBo#gO`5I3N4(Y`7#(`F zX!4wNRCjBofJ=AWhz7k;=F5|8c~M`%X7)OzKVJwyj{#~=MFycL&r3R(3`FqNA_#pz zBF(D9Inxv4qvNwPJ-ji4FP2B)|JXW!m-)v!tP=RRwk7AIbXBHO*05YFbH) zTjEGGm1riK#XHhp`pfJtC!*2(V^qSj7oG$$`DgIP%Df4M>~GazR9PgfVjvz}3IjCG zDfC>ahv*fh`~c^g_x@(JR?ggKDHyF9>qM0^g(B*@rlxqdpw;LX!B1{KL-`4;?U_=! zZ46YOp%IVv_k$CWbs@ z-Fb^gwh9Hi8;PgaxvW)IKXZC{h^0$2N=%rmVZin81k7=@fnN@7=s}t_8$@ts>nDbikE1wLA zAmxQHiV%*}6oo;C8IC})zK1yk)32N3L7A@wGT2c<~2vg)->)H-*ne} zl32L+rvOzwRiM@fU zBKgm0IcdI@*MohEWmjM<;{TOv|KA4@MkSQ~e;+uyC8VCUN|iCJ`WUqU*?*2_44K}k zGms43kjr%prJ*auxK8Bms%r^sYuS5niqb(!f|<&yasc!kyDz9dB20gnc8lOC!BVn- z3$-#(CqGv)e3U+a5oHlIj8@QFsc$6mXU>}|HdVOhA<9*YF!Dq_Ru!mHy3$v=!ZzPJ zq2ppAHo2?k)tt0iFRfb`f{m4TYRem^a*9i|&v1I~`yasM83z5Zwd2E9gfA#Hfa#yQR1bxt8dYV;KsZu=&}-I}Y+LIjT)`_zA+S_EEbt*K78!9)~J!@4aISGFCdu zTeo>iQYl#WAPXj+oZG!crm}5NxJ-8o!q0d0mhr8BpV6-qVNoLd#l~dx*J%wVNf6&w zEMEUB@TADGKC=O)3QZohvc-$gR^_94GbU!2G$oFa)W?jgnNp+^7t=g zZApd>^$qb#O_m7gL(tqih9w=+Qlp>k9gswHa|`kR03P0=(3)KxPlFxdRf`1PB+AVe z*lrnuWx6@HAZ0D^?W>_yI6f(bvYoo?MlM^j9s#59Z0K#V#vH1+0A780{0=|uPfqcJ(mi3jvWt{bni8mxg3N?ZzA%KhK&Sm~COEauXM^_F5awn3KV0 zZTatJsj@qEB>h4LLlDT^T28U{7iyJD9HPohV?7E<8c6FBv4J(g)l9lxyazb}A?)JD zzdynAL5bk`%guG9DUVV3?*?tzooZ-&`c^s&B2@)(TKxT{2sm&jTrjb|@Lk#-IfFz& zq%Y4F{#vBG3!daKfNot&3p^lwhZR^Np))Iar5Lq8a}E&3p57Jv17})=Rx%FmMB&|S zyf#31_S3xdQ5pEm?MMI)$yR79k1wNdqIxvgAr?^|s%vw{Ue|a>q|+L3mc`aR{du-< zbIp;LvqC;1ZKxac6)L1`tAr|>KgR7 z4(e}F1pUmo+r~{z{E3Jd*$qb(->se&9Zg{nsXcfK8|~b^;zgWfiP{DiACnlIcuGP> z$XlNs@pLM_j6AMQtliP>Qf3Di;USLc#S^_>bw5wJH<*WDNvibYI^Fc)lSkD&y?bzn zKoC+-W%uS1zMv5f^3(ju{t}zb#3?-S5(Sz``IvwOOL9UwIb$zj-7T1%g0r&2v@n75 z1IPhB$u^=MV&~7K3eUHj%}fJB6mVtRz@5y3-3Jkc@ior@p9 zDZ_UW z1Govik;hNrpf{BU>)bCYE9_?s;og!o*jQ5!H9<-DwEV0{Kt-?0H%awIdutvU=vO#8 zbkoq+N8Z-&KE%om>xD7*XjPsM+y(P^-v}Iu*`t+y&uc|x~(Ybq~s#xf0svOB4s$lFulFSw)gB^$# zX43=8I9cuaA(?(>uML0xT8$QzrNt7Dy51WRK0q%-9}GKfLjmI)A}5A6IApY3=}E4~4FtM*BW!S-*woL7jlZU!docFL zUi!_s4p|HhV(1JgIVN%#H^8w@J2sfVPnF|$xjQJw)21Je@H{QRf52qKo>f-ql#}mJ zMJS*(A@PHD>D&D^)Cm6|#gz<>{H7Z36r^)V)6JL}uX&|4ug!--%%&_nR0IzfZJF!zaN?X+Gu@Np8R4 z&gx2qopW$g-42mYweRGh7H?2yE-s$?N={LV(D_I7g}CU@*N5BWl8orm?qX;yri zdghE2x9yB=^R4*R{zrYI{YzZOle{m)U8h4MU@>ET)S8B8pJ99Pt}yJ>)=QiwZ1>{h z+eH=M`5i*#kH$)aA7{DnF68YbJ+kyVqh&<57y469t?oQoX#&tjzi*KNEC>Ww8{hgV ztl^Rv$f!Cc7O<12WlpqgBo4mP3e*5mneXHdzCFg(#;b((}P99b5r~E`x z(RHkAd^-F9U$a_XZ{%FOltCArEM)~sZ4tR@GG#vA&ZXmVQ>9UDpWMsfA9^uy6c<$1=jM0CT@jv#zu^xb!hKh| z+8F3Np?>jxkp>}^cw~ONGp%9`(ASD9j%83^PH)?(h4U=KH?QvZMk`8$$4JLj-W~a{ zeqvQJ%>Mv>oq`8jYzs%tjzDIvK@r<%uPz4KN0IPT@ud=BLP?;=3|SxW$$M-uwBJyFuBaGty29<@rpr30FaG3 zRu)T|2uOS`q$A}>J|Z3#Of~vyK(>2FwwOn}ZbaOP#q%vJgNFXdGc&iK!q*OwOBCnP z-Jhy`o}p)O&t~r9p{Tn3yfNNybhl!j%|a*S)P59u6nci22dpHzicf=IpL+VbFfYbI_cpBnNTjYDoJjo<>%!n&9gaadgw_+$KOy^`P&;-n!D7s zn{VQ1sR$}GBr-I<2tpb4T1~Stxsji7luy}xR9=~C@DW*i2Y{VJ?_nh>;Uo)FGsl8< zn2)}sl#kH68fPO>{)Cnn#n30_nfCZ@g6`LH*)w8%FKIOy#}=3`u$%S`F+MBKzltHn z-#}b1{_R%guKGga5-XzNZ<4;Aj5jCXsoC29%_|$YZ=|wp6>z@P+46}@TZ6UQ3Krhi z{ZL9st?ZA>4V2dp<(8xZ+P4@lF~pdcX*nbS_R?rF>Hm;DFtO%uFC!6pi~%44@RJLL zt+TtW%{J%QbrkL$VIn;+v{KBdw}rC4&F?4^p4T$z3TKKhm9ZizA+`xN`JYrnv*5bZ z0+R2jd7fv%Dg8JH5+Cmoc)JQd-{xBC8OUd7a86gP7zS7Qg#CRLAD4739Y7g*`vVjw zAEtb~s*=4ejt=*2D!ga02zd{fuXT{#a zCrxUaUK2OAN%^<+=0{C!dfWBZ>%s)5kAuc^3{M(KJIE=l1~@`@Wu`cdiJ{q}1$&cSR4Wb1X!F7eAtX)An^$^3mAb6Y{`WF9jTPm}eHVhvNf)S#3LA9@k@M)B29gNcdn|G&$yN_P- zhFqa0z7sxrNj;sirGUd2@1e(X<_42HEV8@klVRh{s3;JAgdF9pmly|Qy4qCKv{A%_;GZ3v=8n#TozLzJ*7xBJ~t(J)RyMJ-B2 zW`nP>&$dYt1amJosUMd#ej7vtP1FjIuqTgO_>Dj~y}J5VYaWBLV+8`RYhJJV@I=FSLrctf6<>l*zuzCTA%y3OF8TA$odPF-YF z+GoIDfo086`APgi^Ncn-qk|x_0)q7xE&*UOe35RHLX&Qj?~EaHY$|tFl8ChHYeh;h z?y>uNs4HqF_x`u@_>`;lF0Oce^ap|&Nk5J)13EBi3DNv=J8f_8 zn^LgqohHf0uGgG6^17;)raw9_@qW6M162(oQN@w*ICv0O;V z(o%d_B3nnhXNfF~i-}A%Ln7U4OS{w%>z8Eu<#4F2KP5KwNBl@5b;O)o2I| zTXBR&M0(bgIaS1i1)(*be`I81a4#p(RWYjEiF6S05_6cMjQwI=bv$zj2AfnN<^qK3 z7U>&g?To_7u@OfT{uGSx#zwef3eoKH@^~RXzr)jF2dQOu4l^X57~XA$TQ$s4z(&mG zX3rFhKw%b)h1tpr6Fd;p$tHXGnd5ug{Fb>>FM}V~?B-U3vWMN*$denyl=6QwJhPhY zd7HTn3w;vl6OvH(uG)!&lQ1}iuV)qw{EP1!bR{~)vcTiuSeOa!h{_m(8zcPbGfFROa>yLy zmO}A0gfEqq1zs9ukDAJR4^arTPdcDk{{g&@REKd>UnWMgC4lkDVLwAz1;f7Nw7y8n zhLm^w0-CZ+VFM8SUDYScD@Pe}9PO^g!k9pG_i(H5{3nwzhmE00Cq6*Yu$00qyGUZY z^J?};p2kgc(7TpS(O7Mb6L_S&g~PsES0Eqc1C2tYQDg&q&$nHv^`uKE_{8j2WIOFu-vPJNap7mb>FA^EW+$-y~dF8ZfJ zkhrKRIe=X?8_Pu|j~qksS8gkJ^;&k>R1n@d&2-&AmDVPSQ&+j4cU!B&k0kX@vqPC% zri}jqOzVPi777X73U;Jzt`hf|z z!RKbHYP$#ws5(DkMCEeLxpITqH!U_;x^DN;h~rnk3sh9!W3o&{?s=YPp*~gNFbUMP$83%d)Vx3&ryN!i-MK%)3 z3HUX3(S$vpo7chRaZT?VeA!X*`zIFV?Ww}T&j=+Wd-1`FZ&Ko9)j5|pef5l{_U`nX zPe(!+n?~jQ&szPLIZ=65F(MS8Mly{k_{0=S zrf5m>HL&Z@*(4s~i0Y%W;tGPGR0mU!QF*#BR6sZfa$E86cko?fB)1Nu9Q7RSaqq0; zXF)SHwrl}9d_^D%Faz()*EkS7cd4+nQIxVsU!tmO)!75r>gk< z)!-S?@LWt?+HdYcb{ugeCD;(|jR^YxNI{I_GU(gjY#sy8|qCbOLQ`~ry=|{ z12ikFQAy_s{8l4{;Ck+DQ;dboX)g{QG8NQ^Ed)eg1)%m57%%wdj7h3wP0l?*H+Xns` zHiM(~y&V_W!&RWVu9G+}7ua1CQ&VQ8PyBT{!tJYDf8)9c6#Ip@wCgb}zGMMNK&FLR zMOjlHxc}|pM5)US4}I%{uM#mTOkr{EGeY`3L;}<}85p9rACb*U`-y1>wiLdYa1uerq zgMx27N_0AQ7cra$=jk_zcV|c91ZL^cC%{wW!)S} z0n|t{S-^!J_+;(_>}RpcYZkCyScK{8i&nh(EPT~x2d~4@a(uq>&tsf&d z4@C>)t|T$CJj|^QA0hcr<=xC{CSj6Y+;y;*k`}!Vx=C5VM7bdMqiWKc1sDwF*_oRq20tyfeB!zs(t4t zcCuASr{oQkeFN@pk{93fc$~H!+aejv{MPYtASfC|$E7d{bLwN4@t^VreQ+G^(1wEn z3=Yp4&?C2Hv0Fl^sOi1(%31inxDvaLbdhw`Az^*{{>lY~~-W+*Us6Gwd zeKo$@taM{#l`Cy!haYOVJs)B@DCqy@2Lrj`Sb^{)iujT9zFEl#n_$XJJ(SX@;B1C8 zwdoEIk$#PkDPaZdp2)Hqh4E9xd~Iw5)BXfhs)dHR`N5sqWS^Z8u?+V7m{7pFDj&VP z=_lz0&fU!-u)h>4cn^b!2Jzr>`tPbn#Uh@S>hP2P1E^*3eDH4DGC#(;DKV)XH#%;r zU4sa_n;p{xwEyt&6opJZQ((Amuw5Yp@n#T<4jonKRY`okk7a{yCO2DYW`LAwt4t#NBFmb$!ekV3 zewBQK9u8i(v7L;o7s&pcZnUMfu7Lf;6K8nW=sRIaO{4te041f2}$99bXL z)2iVnWC4!Pun9|ML^sBUs!uu(e0-(Ihg52ieP#bI9kjt5iWrr^DIDb=>tY)e##lo2 z@$a3WwZXWTlLm_6B$a(d3k(v))+FJ*t*1jVPGq9eO!-;ZMr>qiv)wuziggmxg?^vR zT|Rcc9_|Eq$LFnej7?8DKP@GEof4^|X)qyZiFc*AY<9xu-k`4Ejg!YVXc@9eG@(SRo8(O3>kxPYB@hMX7`7NU z3*%%EVzr(w=z_jeZ3o>q;9cP*DAf@*`#*x_M@5!rzqo6<3?uwYCWZ(!RuGL zCvQtxMy``YSiC}E>kZZ_YnAE47Q%SqUQ4@t017dJ0|B)_s&CZ$5WD`GW#y>Q$&r zuPNCM1lC2v-s>78%~tluF&uK>ph!LJ!h_az%-*j4wEt1;nIyYvZV~b&TSnFA!q}$H zHFk=6dc1QlVhAg?T172mzuHX9!lJw1jr$!gx;jQv{rK_eSKe*)YVQi3{zLCu(70n_ z4Nco;oPRwn2{AnqCld=q54l+ACK5$DR3;?Z#~@O;hFH)0^0|J6R%9aKcP+bN#b2(u z#H_9}rP`74)bC3Tlaf@FIe2g@Mz+e?m~9C)lB8HKhgc`Z0sRDG3!NEPpC6IlqHJIp z*-h4xXPwxr@FALF_Cp6JCQbCa!d>3SMb~oLL{7okL7oBWj|>?;<6KD|hU)4wBqqQj zI;K4hxm?VGURa+ibfa6E9X77Sz`VKrJg0w1;g~?&vnB&o_c3Z(GUhZxokRgq`YLb9 zoG4$>np!lN##MkgDAmP^)EUYOa(#ZOOkX6SVWsDbs)c6aHWyBS*C8K3qO*NHp61Y+ z1+tQ1kWeksh13I~VJdXE*AoTJ?|p%S*?fw@e+=g;XAHgx$c*Ju2!R{$WVQ}Pmv>l% ze31_IB|5yQ&~x@6YD7B4jN(oRmc1~ z>-AqQj%*rJTevN~R5wEMso=aXyXj3pgVlNhGNX(}=t7~9C>{~%5b--`vqpLDQ$)Kp zqi9g>HP*IN?*PiSl8$0aQ_r%nVgaZCee2z#b-Vs9Q2C~t z>(a|fy9CcCz>ojoSgkmj{MUHL9j)s^qCs|aHC5Z?TUk)RsA3R3{d?nHaIa|UaocP0 zW*;BI9`|aE!|sFitNq9`^TSRuo@8Fpmb!HY6COVaWuh!2FI?j`8}j4Neu8JSGI~`g zTrUM)vpS}rpHAt(<(E~flTJkgXfDF={`SO$ z_Ep|0vQd(>Lla^ExHqM*HG!zoh*7#h@#5up{RD_-26Vj49haDe3a0Rfd#!FaYJvrXi|K za;Gc&%zSEVzM+$u^rKZkd-~ZFqJ?>%g=e2@@&xHhM(w{)`G(aBU$6lHW}bJo_~BLqsRre+XCf zC8eY0NQrLs{XA5^g>%E#nh*i*6~yM7tN3d^3cb%BFHUy~>Eu064r8Gz^G}mo%>Dnc zTQ1iW-YN>@^}q->=y{?sGL+SJc`wwY=Cf5j&gMCy zO5t-c2c8^+QU_;Ei53ETky{IjpR1@xS*fyfTD~1J?O0E&uLg#!>d$t65gcAqF6w_@ zOtKzphDQ(njtdj!Ya&6HYcqMBi)o61OWEtY-v-iy)eOy*n22u*Ux}`io5TE9haB@# zE`IlxnYkvp!v1WFhBgvTKisUR_`F;ONP?}?(aF^ctSq62ee^YXsmkP0#UIR{GY(Ao z+Pp$|$0-i@vKi~~Vhb-)r4=alYRT&rYp<9`Ei7BW2Pm4&f5?Z>{(3@66wTxHSIs^P z<{R!gyI=)y+~u}~j#bT;QEsuMwOw=<{u0eWv=|kEc^Q>fnoM% z{yhq5u1VK-DMB>z(uB`w^g*#$_*faary^J)ev1h2?6EvQ=&sk2GHG4AA(Z~2;n^MY z7FWD=3H$U3H)Cq;04xWb#k?)EpAqqrNxB-Pga5m_oy>MD%>~p^L4XYKqNxYtJ3d58Cn@~pp^THZq& zv9(;Q*-PuU$A~y5O>W|9jkbi|>ykM96tSN@E_(1_b@DXOekK@ME#9_JID~*}lH3n?JM;kp(QD3kBNo>~N1wkJaU2{f#1m zt}a%&47&qpeZ5i1zyx{%!zYt4kW8>&9XlI%!Cyg|Ap)0?Dn2Ot6?%CgX)gF5;8E`E zH?58~t#xXm+{4fiP1%~y!~`uVeK2Ru5Yf9#>Esqmie7PCVs7L#XtRYoe_L9aklKB= zmG)|(FkH0*XW(GHA~Eck(w3iJKnuEAvn{`6Pwwe-7OQmsU0Y~DH>Doa7yekp589|t zayJ$Gq|E^e4cXyC41pzBv?kD^0n&sTL$X9BFPA<;6`ZR|ExfJh@I(h(5u&?USFcCz za5d~TWi1@!B8E zDNgxbeH%IME&YPJOJ^xSjPOi(1CvlGa>_vBU$w89hZAe}*vpZ;;gY-GBa1$3yR;@4 zRLY(-IHpNyff9S(zh9{teqA_XjK-5kapu@(uLO=2)Z~e&Dd{yI`0Pg$<+p``(;p6D zyrNyU;zr&)eVfza#D6~FRMZeMTnPpu=uG}xqx}$TFJccX=F*Z({hB!gOoC|~Pj8Dh z%|P-{$>0OoBk=>mxFE`{upH-4-Ky$hQgvrGAL_wCuu!}{J7UWGxq1EDU4JbuUp;U= z%+KOK0D(xGw)8T^j(wOhqmjNeRp?S^=qZusSw_3}9t7@#Udei@cABucNYA8sw%~19 zuI%)3HX?;(Lp=TT@Q^UYV>bxz9K=noepVF*h8Qv5c0Ji1>rZ z^IdUwBYQ0=zCqj&6tzb;-*wP+LhfNevo#x5Vw84*fJ+un>mr1cW#Jz$slAuIa#SG4 zwqq$2rVMW>(v;ToS|O$%NBx~yenxr=w<0`oa$h}Crzz=lsF-+7Fein8R0mih7UvLM zO(MMA?X<&{MobpF6$Hzpej4glXVR8+D!g9J$;wH%c@HMp2v@aAVWh%TAq#VT50)9(E;r^D)l-$N1MnkI8V1VPS=5V+R}?k40s5VUVBY{FnuIm9G2d0=?TDK@1XSJN z%81XVZqB3BczHOsJUMl!r-z{!r4Y7u+`Io&V(*2qJB?iq7TWA%YNjXRZOQKNi#3T``R-1yRf` zRqu+&L8W!Gl9N=Fc@hLpg*0P9Yk|R_ zhE37&Tq|E4tDxhokB`=+!v`63As_z*j>ad>D<9ko#|9ad!Ets7)%NlP9$w<{VVR#~ zfEA7&qGs$1oG?p7p%g`dA>oHJgv zh0(~Eve{ZLI(P{_Z<6fFaQCtJKviX#hWx=z7FKF~#dhetA=lVRw38Y#z39Q{$@sbq z&@)wy=gtE<1*y9)68B6x=n$6q7{3oI{-n&odf3@}2bEUM?%0RZG_SDr7z?mW#bO6a zlv7?NDaH)n-vj)}4$9oAY{@d2G-BPAs(!A2SvmVTLLvj%SPcs%8BG{e86pa_o6ZE~ z$1sJcNfE&u6)qU>SnYpJcWiiYv|K2p2Z?Gj?)pu?(w_Z+&B+ewJ)S_q;)cmeXJ3gW@#AE|#k#{6cw);|o@>n)XMv zjvs(#cYxrBWy-|z)u<}sJWdV_{TBfqrsw{sXVsO)Cn7@Su5&=wkQT`oSLIXfuSw&q z<868rlEp<+L&Uh;R56Ea(Q{3Fmk`6kEYf#Awgih!Ne7u|IaB> zI-+lI;M=@1b9Y;Ui8DVrlIk^OER*CUDYZ8s^k7wyGQ%f} z5B(+Mg9n46g*h|7(RaQH>_qAjhQ7C$>{4#fg4ZMMhd_@NJNVl{gFtdNh>CJ2^FYl2 zQxZ+mQ7v$ocC|H@&u?FO`^gNf4Xpg#pNmr97N7ip=5aLlakG(r4*UH3wnYHHhg)Cv z)-9ybW#JpXN9!EH({8{yJa@n1Y{SYV`nR;#-iMJ86 zXR<9lzxOb?xKO^b@s@Ap%OU0+R~8!U&q4g^=kKbcwXC%wJW_ithaQsihz;4z0NAZ( z{<5ys`Xi_1iiS%F6yEy8_+p@Fn#4tt_A<#u-6=jq7VqbPk#0CbMu-qWX9yM`CZntp zF9m~cblVFORI`0WLiWHZa8`_Un9RE9h zd~GYI1n+MT`FIw15_>yHqdiFopNKM!mHEjn!J6gf$zgejzq|Y0Hy7o%3tAH~>bZ_I z5Pl6us~D$2Z3s@&jhk2}E2l$X=opc$L&v6v?esjH$w>nQ$jN=P+d1-9XLP2~a=1m! zwE(y5(uc5=OOY^L>wjarY5d!r<8Uq7^#|XVH*+TTtIc;Px&e`BrxG6O0dIzKv16Z1 zUem)an-3btzt3hF&)Su{mU|h2Nre)8N;iBPAzRjBfBXp30L(2EDc>Ew{a$1U(NzVK z5{8)5iWXIDtOcxgw78N$FVA%LF8RU^@m9xlHq3(mIIi_h40Ggga)HgieCS#f+tn1E zcNdwWAsvYI)Q;8+vY0}|*$PA<#OdP{E!_oO(iD7yKa8h8uHheYP|xpcw9wVnWIySvEGwU)WMz#a`$O zHh(nYpupsgj5MJiU+vzlru^Ly;mjpRW3f^YpW(y-6vgGyU(>n93Oz=$#RMI2jZloN zaD06!41jd;)zVX9%sOa<-a#HSTiM=Nk0_ET3i%=WfN|eDG`BN)NIY#>B#kV^cZ;0)w!(-{xxaO3qm2v zd~4z;Z&J#8dr9LksIlyS0I>)e-Urlzp*ac$^1^6C3ensdc#2?jAG7U3J&&JX*^6{p zBLr{xC*U5cl*E+(&a!EXh%O+TeO+w>@Pu%U0^~$H4oX$L%h3v7lxwV}6339H*so3% zK0Y24B~8lBeUb4jl4P~(kGp8ug8>!qriAL6V}$7lx(Y_7C7dyiUoXdMulud{&4eg} zUKe3HcrW43$D}s*ziXP!D+UUBf7?81rrLeil_a5@#E|Ouk?G&Wq>tOl zjAwLgYDMx9Cv#*d*>V$uGxqC4*!c&(S_rkQc=Q--%Tx%qBHnpXEbHuk83FV#gal*x zJ>6g95Foj&GZoXvXj!W`X2jL|$w%Gc8~?#!V&**Up2az97v4lX=JL~TeT}s5|Fa~7 z{_yFX#6GY=k*mh(;W5$2a_ z{_szKC+WbMBqf0JOHz?AQf-ad?AQKPt3cYr#l=&AM7BG-hBeW#IGPA*`@7kA)$nmp z+D%N@tU;Km*p6Gyr;avp6}fITl6#p5@{ea6zP5Sia|;6^on)kjI8CLFh9170hOpDg(qgfX z%%JunHpJYY;TJOiS4LRy9^oET?Eg?B)Edn}tAX+~r~) zR38D!J!F*n7D>#~6Q|`d+M|8DfpC14D_ZuXe;dPbdCq*t=NaH2E&+xDai{R^ae|6M#Vw_n3CnD;(8J-<0*?Gck=dSItzC`)j$A5Gl!BPIx0J2mLk7yw;a?Zjf?IlqbqcLMFS(ZY5i! zqx>$6f<96e$l4vZ+0kK$1NM~~I$MCfr;%_7URRPVJe*wmU)z5@D!XQLZ3+zU#xz?7 zmrH$=y-rp4z2WKf0g;MBh;}c}RDS2yc5c65VcCcs39|o=MtxFm1?w5LgXQ-ymx#{B zJ#tn*dt*CCqLo7O`UfEkRr5org;ACc6#iv2ZF2PO$z!HBoGTV^UlJ!l#d2qh!a8)N3T%T#yh&v3ToZz> zgN!Y@RUvrb7BUTTG}9DEh&Z!R32X|bi#`Ml1cpitN`COQpLM_IKd3=eg@Y&FU91wX zCGT_H%d#p$l~3&9f8O~SQuF~g7ag-(doj|{dtGG22?LXWOkqE4kL<(Jmif~Hr~1bl z(d@=K+j~)|LK8>!?sljD17AU)zCS1@831(c){B9>br#LIQW8X+Hi0(&PZ%Hf(|d7T z-h|R==_^Sz(yTWU!oG8sL>U+xbHT=W$E|3jep2t-8A8C936d~!2^s0rk?%>TTr5{w zoCp}Q+&&f|&KN1+XP!+L5Ud*K4)!*?2_=a^CVHG9$YIma9y=S#!1P31?Hk8}B11dR2^Omcc)npY^Qe%mWZ zB$jwo4nZ41!NJA{9S2`pY}V4n>EH>x1 zK*<>XwGGX@+Yq!N%k&}s`2^sRpY!IL9B4dM*Ys#~f^%f{77BFGjl? z?pe_1?(QRS!0CaW$MveWS5Pomj*V=A8)D2ik&JPHoE{EA$Ky`mbC%kgu0hA9D?d}y zw6MnKM>kT$F(i--I>(>k2dN(YyU+tSTE(+&QKMkZf=|o!&s-=uAB{zFkdeOP6O|YTe*^$eBalu3_pRgM+oonR zT-u>M3M7M{e2?&~tN#EFYe_jva+9kJ0J18E9Y`Uw$KgXvE@V%eS;|bMLygHKds$t1 z#tu4lsuRlUl9e&#KqGcOUw?3aLtQ1Ohi;Ca9Cs1iEtG>XfKo#lBZ4qN$3ugjp7l!S z;r-X&n^Brea1Qj13risBwLrifI+0UhkZKbMb$h{)D*5hN3S-!W1hD5)}hvuW~z@hH+DM50SM4N7=agJ3w&CRwu#PsKr<@$O>0Wgv zt#5BCn5Xl|9F>ifei_03RcQFK7LV;DNH5Uf9l2Qn<8kNj0pGvZtL0&IPb`*FYE3wa zfhrskA}c?pdVa#RnS*b|RqRm*a2b#1ENgm|L|E(wX*a2Ov<_UbFwM6 zDhV}B$gAhR2*W5*`f<{@!*?({Mv8>r13qUJi; zHNE~d5ANh{JFu)e zDCI)tW~*xKPs2_l{{YWt{OYX~SqkNY zdpQ_0IsX8G8gJTWF|2-T>{F04z%>mN!sMpnQV23W2*DeVBBN$3a!DuNl8OK*CX$TM z0@6~^KnX<@Pyt00Pyt40;*8J%MHFIy3MpwZKnFBZ(qe!EOGOj_n5CkM04So009rFi zMF2b+T;r2W1d20E2|?rDoEoCfCYLxlpb2{7mZA?&3=IG{WK!;?Zp|)ffV;bz4tmmO z)`QP_0Bs%UG*AIaie18jN38$=0q;xnsLSz7lHDl)q?&M004J>gVw5kn04U_r1eW`$oNzM)_=rY{#PFRk6eQMpllY4YQg4TISI2$5n z$@~Q{J5LSx4@uWxGe@uP+A{D6c1S(>CyL#N;f9wS8`}QnXFP32Ty^d89R8J!;U5Ti zj>}b!?c-}m6CPlaRz{IeU=!y4RqD}2EM97CB?IsS?p6ejr1PG7^{m@#s2qy;CqvWi zvn{OdhZvN(W(Pdv0zWOLy0o`gEh9*Piz~e%07r%TXKp_X)qtB6ui6Kg#~(01E>G93 zGUHDBL;+c&*sX)|U=xGE0E~`%QW+Y@5~u=3Wgy_0cOOpp=Zbtb(Zt9WCs!+t+lglU zLFcDRu^p_9YN)cavYn*k1mI(?N&G4{x6CTWSb^Y`5t7Zu4sbF3C;}K-UE)Px4#Sn$ zIXLwopXp2H!E(y8NRkDUnBEP=TO14q!0+0nOHmL|>|_U)P^XiULC59wt4xFe<|`n` z06MogC%5_f8UU?ow)1}JFJ9R{j1|~D@t()j8q&tyvj{QZ_TTFo<%k&*kkv7Npa(?S@94X?Fe8-<`jqsG^5TJNAqL zfXc1!*Nl2qcGG7pH}3}5dIX+I&kW z-!9hba8*hCg#a>Z`SxY#+lv(t)X5Z3a7nasA*=^s7e7-IO*-Ki)XbGwKB* z+1n#+2`A0K1<&;yPz7_S-2B1iau>Kef2a6SRvOe71%Ws@PBX@N1osqBGk&wulp6f9$O%!%pRfF)QX1Au=zc#Q|}FXd3RT~)PRCUz`>ZOPd3i4E+q(BB{{XEQU85Xh7^!Fj7}-mYme3D!-D*hUbR}dG zC>=y-NUcMWNL&uI0iGcW>OeVetsuwfYFO>L$#yUF0DhHdwnqYi@4=u9tIaZbWe)_) z8U8J#sr(51>mu_=){^E~Ai0)BXu>RDjfVrB*(CMuIj*aEs|>Ko^)%(&M>rotnocNc zO!KI;9cN0plH*KS;%QhJJi+E5;Eorm1oPC9#cv5_Sp1n>@%&y{T$9)VoO6yy{OhU3 zHR2D$09VkA(&ZmH%caBlOo7?t&&*Wq10A!${VMDZRd|FmXF1wi@;T|-IIVQHNL7Sr z6 zOjOFCfzQlO@}xT6o(>huANFEnkJ6QfSpekYlk}wvA^sYr{kLbdv`o%NY-9PJ(X7n^{Ur)vRt%s2_;f8 zF@-!*0m-V_vlJ3-Vbn63d+HX^$Rl|bSd8EU)9YB$+e;jhW+~<^#!Pt_`~@*>?hAhI z#z7eya7S;%XY;3Fnm0GLGAY}2A}|LH8sratMk8xX$WBJnrAHy5%3=dF!syDlgV08p!GMt0$ zQMRENU^9?-7(A1V{{SqS0?dY8D%3ix5Fna0%DYFAoaUy&F0JJ#Bu0V_)YKc9c!*lttOBQ*OAi4VS zUO8|!+&K5IMev@a0Jd%1l~8&74SDVG+j}VYsfq?xpm1oSs6~z08;43V#OI|pG74?S zN^vBd0r=Ax^gNu@howZg9e6b;=|Bu>Q%YCTleQ|525@m*_lIwPw6r$0atzU^iL>fH z<9OI9Y>?W>_eRj@B*e&5Vp%s;wDbM&coT^8HK7ROQ37zw|QGB82(BD~sdI(wU= zHMFRF#^3Wc3X{!x6fsY3BfQft51q6L6n_!NIUU77+Bpl0IUt+MnHnhvO!xXz;=8?o zZCL}4M&`R?s_9y!V&7J_TX}!IjG;fwRe5|F1mn!p?}1a>A;;z_v|{G&a=+SFoR295 zL}a*=ld&_@s`FhNcr#TEg_Z(6PDk{qq3}KPAK%?Zi`*b4n$RweS~%l??mV@08aIch z)n!?(fr`{~&jr4o)vq3z;q3{x+{`Dq9Tc7I_$aE^+Rfgl8IBeEC6`0b%){LO06|Qf zx3L$BJVk43WGrn?+epYqF^|4~xIMj1b62{K`zVi+(5XPd82}Mc=yTuPukYsrXz%PR zcSwQspAR(73B0~w*vBV4DEv)UwvYZ2Em3A+w@R~bPxX!de<4-;Q?7Y1mx-|>29DbY z7(E&OfN(v}wP?~tcWv0@JVkn!TA_|74+XOMD8r)=NoM?5lk~-88dF7J&9)4IOWK>> zo_M4%sN9lxH6b_^83mYQtsp%&;nt4Q=yTk&GQ87(yBGttMlm}Pu*3^6UHM`4@$o(Dv3;F7st=EbMo}yk~^I7 z-nrYmG)ShJd?xKAf^16~?3NvkfzKGhobks!hh8aRZ!pKXt|GuEXeCPHAa20z&ssn*TQ8X4TR)eQGP_rv zLFzHiM?+Q?$t2nsDPfQlg)F@F&NI*tu4_H-JjMi1`{2ajNwlkbXQ3xPna8b4AFHm| zMo#4eIAVQU+@3mdObbhH{&R@{V197R!5*iA2tP`Eh{G*3%^4&H%N!C8K;4cw2d;a1 zb68z7N>sy;q~*$jPXLw9GoGD2deXw^lkP|)aQ$3H${1(zJu%cCzT$u-JCfUKvb1gi z1?At*Bio*RJ9VcBQSA&4RONRml|cyL=Ldjs$Kh3Hy%vFHm6e&7YX-nCgPfm!f0a>> zQjNi1w2qsEo>&K<9P!7dPh3z2wDHH1^2htgSL7i>Hr#X0cojC=?Od%NjT#b z(P}rgve~l9s5~bbjgs7U{t|lOha6*y=5DX;ywYPi9G?9<8U`ssqjKPp%?AN`923TB zhxVKs0UP+^6$|QsoGKIbH0%br$m4D~%`DT$7Up0VJ^gd-Sd!{~u;04_fOFp;O6uBcBO0p!N~pmZI6UVdai4!`^NlM~mcYpI%u)93 z01WVd{X(=P@kQLxtZi{4ZS_SM=8FN=UC(D?>_oA~-B7zYEyrrlO;Xu)d+=v$;VhH480*STHFH)B520nCgE8q-1BMQL% zdecZpq3N2HwT81D)~4*1sy=M7Sw|RF1E|5rTzh7_q`S1$wD-GP*!4?LcghNZHK^!F z1Dp={_c%4+aO-+)=7`#T-OcTt(_98O2<7831^cBl*FE}kU5<<5Z7;&Nx^$Kg4b{Hf zTr-r8T%HHa7@T^k!BLX?;k};9*iol(TSrmMz;PA2x z9{!||Il%X>%FkQybh>oYMSEjrW(?Cq_MOpgB=S?C$@Z@%@gA$;>zS5aGWIJ|y`!1{ zuF;LXB#iCo-k#lorOF81^P-I#4H`xW1R%gC)bcs{W~#2CZMomilt?%`6`%9U;<(1u zYz7Nzw++`JZN6`8e8c(iQQYf#QLr0Er7h<;XO#qF@WDT=3M?*m?WtNeLxwDWj3Et< zeR%yU2iD=-R0cb`mTkG?^c;IlZ+bAC}NVjf2r*Spqxunm% z7D02-FFr7Mp6wYv(-dmQKf8zwdkU*{@ms|=C{yjRqH)4PgQtF(?OZN#Mrg7QW_7Lc zBgKWJKik)!$S}l7kN*Hy)KxR%ZxVC=029qep1GJrG;>Ks z02EP000W9BqJRo0qnZFHqK;?)qKZ6E@q z?Lb~=0z3*@lWiv7Y5-;h6(-73xHMP@u|+>;6uUT}2X*9cN0z77unwM=GC;}=f zU6h+B0x}H*RGSZKJhR*y21SEQQh7{!Qu!_EKoEoY(&nY|8_?2=SL`UT5oV10)yOoP z%a+>(yt22VA#dec5qLvhnS!R3dPx9}+&3Wf?d*Rl0K^PON?qo<$bK4lqG#Ftn&{)5 zvPgk1{~3mgQ4pLSvVsay{$+-Tfu+2Qy-qr$)GdZo)ZJSUdC`|?d(hv9F9V+G`r z@<`ZlS-Xs9kTK4E=(rvfNi^V&c>tfnz4G7T--n`&aip}4%uny9d;#f&JQ~(d4ETCD zhmoRLCz!3wk?zMFV32)#;){XvionO5995VsE+=%37-W&y;Z+o|KR_$!Xf%5%7D6;j z0uXdqQ=eXm$LCro9Ww-IP;D3txE&8Gjxj~R`SRPsI_=8uk4U{_&NmoX56p~Khx{x5 z01+a_TTVYWBln5N*XHB#uXAxIg$$DA!5MK73R|$`pT_`wDa;Al6&Nhs?%Z~h+~euT zdM*c$!SJVCalT1xqf(^qGLkYoa1S-BZSafaN4nNyMRvwxw=4kl$zjEMS%@{eF8Gj_ z8f;7!rdM@6=%A)#y+R%S~4qSMJ2}YMle_$`{JWVj!7AuD+O*? zIAA`w&luyiSXdj#KX)S-Wt0qz=c6A^F^WJ}5eOs|L^IRcuj{$h|AD{-^sAamE({{YudSQVHvJ8l>N{M??y90B-HFbca^vk+JjhC4%h z9&t(KoR5$aIRk$kdJYE^sKa{^C;*eYCmj6`N|DP3&j-+BsOQx6pacuCNes=~3OT|0 zpXHij?Ty!IU|X*k#!q~7#}zV`Rw{QE>N==C)f|Wno@<9dMgc-_e-4xY!!kq&WM(_C zNm1$f)P@{`7$K8)-V2{>oOP!McWPmm@ zgoDY+#VSU-$=FMFAo2&}SR3Z^0-2T()Sd^^wKz#UZbIA!8P5`AAz4m21V6Psa z)Ncmd?A%YN12vYn69`Oi`^5eo_+kgs{3;^M%t|RxMn3jGPf7sONgYW-sJZ?oAZPM5 zA)YAC9z_S;_&=>;v1WbQQ-Oj2#yU#&^l|-ZH{4_XJzG8gbsyG%BXk~c zW{x5|^Pm3!RVbb{!m2PHz<-TZzP*OdKQjFu-5G)hF>h7(BpeUMk}G7q%g1y==cq;b zho~c^0b=BLR?)^+%5_ep;A8pKi0qwxH0xN{HYFr<-76ga8LJssz*SXH zIRJ4$1G|(AA!2{Jcr-^kKgw5Qj;h^hH~r(do_kUfrvb1JY|sUat_Kv-SG_~MK>No7 znqx~2Fx>q|S^#rRZ5Rw@P^bN|%|_aU2!)m8lhbJarvjQ@-ZB^>DLpWt6Hfb7XDpvL zKS~BvI?VaRcE!iOSpJmH?Hl<40x5yd8!gEFOT$CaQ-&Oz_8jw$ zy+td9ik@zGZ7mJYA1vFN|ygvja1e{99BUdiCQKUA%0W3lwc8{1NkQWjyDBocib9j$zrIFwv|!H<(ZR z-{2~E^!o@@ZHOJ*bC#}7FBaVS_-h%8kTMk?co{iAcLt=JRhX$3P~6V4rdgy?0OaEU zox_3Jj$pCTu9u}o;#9PYDtI7tt5GyNLaG3Zzyu5o3gZ`9)+CdN6-QuPWR0hhllkP+ z8uMCwuthJl9jkM>k0T>!z!@3m9cZ{%?tJ9|NXZ8{IpUbth>R4KcurFTm~#y!L_n+&fJWBIq&tN;bXNrlz2GWK>a#) z{6#S8u^s~;IL<#GryPzb zxLEFAU$u{xl?tAPdj9|_V)%l}NKDbrSw=@AZ|Hhg5RY#hic4Iyjhw_YO(N2fyh`^~oBs-7+14(p3XwvZAG zQk*jP=l=lL-nm(IOAAR%)>g4YcNqiBj$Ng($4%JJ)Kg;Cnr1T2Vqi%GU~dDl;0%tv zjwrZT>RZK%@!|(pn_*=^BCg@rtAC%ZHM~^E8vx-)%)x*@gmLuz>lrR3R}w;|J_Bc9 z=RZ%SLveF-N6&CtBao=uvD1<2Pqry@1&v$1c-gG?QpFXe!v$TepqZ309Z3TKFgYLI z$6Cy`@mRi#Hj+l`2_k4rWGeCh04&>pbMKzms#@4xM@ngKL~J5~%zj}iK@6BvkUEe@ zry`cy$h3q;L~zFE?xDs&{{VM`{{Yvga5UuCW{xsrnU#wIhzhHz?f1U&`}4;iN|Jb= zQfC4UGWt0I`J3fj`u9JTCC$~kM~Ib#gkbC}LG(OyO<1)poN5-)@(;;w z&B)Invwxh@Bq|PJE0TEy@J~)LjP=bZp4rqDaK~;&-U%bG&H3@`PU9N3m#pN?tz1aV zN%<|*b?t(9s}bp5}1r+VT`$s7ZQ`9?tJHCC*~!O&-@pacM(wJc{N z6%%K7PATB+KGeoYPZZqZl=3O36u??ehL`AQ2Nb~RJTM9r~Q-q z9(`-3ys=3YdwaSf276a z$Uo(x3a1{zQ|@!unx?sNs2L2BxGnN3jHWvbbo}eBNNo-tE0?#BjF5!j9{lF9pFp}# zn$qPZPQkeSY6ESnLBX_;f!#S3Jglx{%`H=2n@A{wQ@WMhWFk2L4C5r4lG{*SQpqkQ z)GmsWLnE;`Bd>bEn$qUw!JAH&Mp1xDo|R@B4OP%b4T+5hKz>juS&rzRSaceD!(qg% zz%vtrx4-nPdlMyuPag8}%17?goMN}(@V(@tb=}Iuy~1<))%$hQw8rx6;x|`6>XT)X&rWKP2Q`YHTBje8M7s^dnm6lIu<_EVB)QoJ%$_zu0?Kfu_%R1p2&- z1-Rrur}@-6mx%1FZHy2fDkT_HjC}9xzMtDeasXfnARO=Z^ z=FpEQQXVOK(qNNN%N0j@ToX&ulQ_*Gh{v{htq%@Dvg?-ZGO30Z61Zc4anK*Bz^u1! zYga|Pu(i2I)FGN%Z0?dcSSvmU3zN_jjGs)@y@rojw7S%C1*f(Tgn2Q5>BeI{GqjJwvgBr$M_}G0wvHr@1W89Y1F12SIbw3?ZITmSo{7|hsD=La7)O!?iF+Oz`?E& zwF#RidC$;OMxj3+y>adhK0#dVhl#G$vmW&Wf%Bf9$bJH!Cy2F4V=OnJ&Ub;F^OKT# z*9zCOIr*h>4`S6DPR-PlM<8<@UBjz#Z9o$xAUUFMYoz=gq{X!K&PcRE)GRI0MD|^ z+BV11klVWbR%yThI}c1!2_^%H91mh>uob+v>9pt4oNeS$mPS$PMk>ITaB?JY zeM1^omU&lfk~=PX5=}b+R6!$hs>FJMPB!iV+_=Y3c&iFzLxpAw>Drb2*j#~ghq zuoV2G){UIi_-t-wV39#9l6X}@#2X4_?A+q`zlpZG8x%bNcxjTfO3I-jV{sYUAO!zZxV(;Z6O=U2lwhi z5!tX#I#i?Kmbd1jOErXHi5Y8*;DOHoWcBSu&>SYpHgR5s{{RZJR1O2`777o1x&Hv! zYH#>e%(95&*6pKXp0KbSdy+k9x(gm}<(!H(SE<^3DuLyX&DM*?{13Cilb>v!e*kLw z{43ESlXSY3?1-tkkwU2+$0LeYKzR3-aqUax`d73^@bANfNP;W58E~KL@=JQI2Q{H< z;Xe%7+$zPS?vdLBTrZdtfyc~o@9Ra-9uMX5(v5>XzdHI2d@td+E?+u5g2|DTIm$Oa z#14mnR-v)8*cRH-(NR+yL_lErj3^mDUTJe6K6O}G`Bf+AD&lCGl$a~0-JJBq4bSOc zLnJdtY&KiRu=1+W4DQEpt;gg36*N~@5<<~^p@`u~Co7C_21Ytj%m;wM;N5m+P&B#J zvBo3;Pvm*W;ad^>F7XSZxLYt8f{fg#=Dmx|BWy6c{HT1i+yax-WGEQ)fNN%>2ZIZzMGFms&X(RKwZKMv?NPbBHr=PSX-Z*am=iB=Ic&Nx_k%I;y<7_Y)$jNSfI-g2>i4j8E z)Zw{us{CV)oOI@ZAhoqsf<|gZ;PX$GhYcSj55t4{&;aqkkLIPaJimED02$9Lwm&584W~ z#L~9Wx>B!@anOv9)}!;*6%a;RLco?x6~+Jx>Tn0F@z& zYx(b%;3#A#pTPC!`A`EHnE8>D7|t+NiC{qEjEqy`jI^F+00-|4yFnQCKj(^)L?}K% zj(+hY1mm7No&^k7b1R22WBq0UQZtO7{{UA?0F7V_Sg4dH(snnmVl&Y3Qx7&c+a!<% z2q5J8@xcCcs3Vb7pio%n1QrL=rhPh7Rz@lvZUPVq?F&XkAF|I~Q4T4A1f%;Pv z>{c5UN}ssLcV9utpaLl6mvCl~D_|&Ma!=*`X(B1N_p07u8?%mck&naQ6=FT{u*_Q& zoN={t^rn|wlNyw4Zq5k8{vS;ApkldW2$4QjJmd}t_VlK*Zjp}i%6VPNe^bVKdwnV= zZz@Cxv+Z(nQA-6R=eB))y{bkIu`2TQ}(Jx zxdGG?4pif*=Atq-=K>bw3>NNtJax%oD+k` zw=~ZsJjEtFzCQ3ke*sX4n{t=(fgBC28$9qo$u#KEL|a(K(T2!e`}PME0W^Xm8wF>^ za6vsOUDP5dC5a>)Wd4}uqd^n-qB#!i5*KCw^u|x}rtet}7!=xg!5zOk0D8_mz3zob zILRbup1|>nWM6p5AOM^kh3nh3H_Mm|tC5E2y~n3a)7UVK?nfhOz$?iA06*bO2CRUV zaEw=u3vKo%y-MUMR%DD8=Osb?Px-T|HkR2SPoANRM2l3{aD?Dg-1{pa3agXQvQ^6ZpjpXB#jDB?s$dQGS@wJ9|LNal{ z;(#8K7KdVk$=pv+c=kOr^`?bK1r&phfSixa)0vD2vM?Ecx-d`b4`0Tk^S4L2-G(wZ zCU-@pKM9s2X@MF4ecD8~#*s`nQ0Twu#Q z>OB&6LH_`bkzB&+nvC%uDj*yak1jVU>`M?m>qg$@>7)UiVSp!QFodr=N$sCe>rxgi ze`9Fu#ifVMa&mn6-TC}ltgL!;E|I0Ry1C(0L^H?XSQpothXOQ|F6=AsQG<_j&rX$M zd-iK(FtQ1E45`Cl;O?MyH~je3ut*=LK9tFBRyfHF8?fjyeZMN?wF&PY*=K_33oGrI zU~G{&AmEOm@NxLnkL`J*jak`bk;nm|i)c=~0(xfr9o@cW^skb4>94{F;WbaTUzctfn*y44)t* zZpJf=^UzZRsh0NLq!2&P8yqlUxD&<(G4!rd_r!PlcD*V^0=1-!=5<-mQ)MWa4 zQvJHwW@#pmb0neJKxHQlkl81oIL~jws$1UAcyDdB3yJFtcuy&al0Kp2RVY=Y4;BlY+wJ6su_u<^e4o+FK&vC{@V8wCeq6lJW<7oon z{$>Yna(eXqs$`mY+Ew!-W!w%E<;d)C2=CgJ!o|t8>*9*`dSlHVPIk6fAEy;ec&d4% zTS%-J+}7A~D%S-A4{>3<;~K5hb>`eYDC=iZ{5P}b5Nt7&Ypq5l9_?y`A!$KC+(*RBpf zTBw%nZKguvPb?jz4aDapV2+(R;*#>+BaQdWhjQ{4+{G<6oPq>g=N$al{{RtI8ZX@p zI6?tjjO6s>=dDMTMI`xT9Fil?JbNCv?fTJhA(mCKg{FBT1#-lsVNN=n4!_gdndV7% zY8_rf5g-M0D~@sq@A+1QP}_~mHN00j84EIG5)MXs4^Q$c8BrHFJ5`7rjx+TGlj-6N&CEW$=lbtBbv~I6R0NME)_tKu?Hi8 z$4+@2s=U(uogP>P#H4=$DR%GBW0CdzXaXgcE1=Pqd>*or#I8?XfFI7X?C)-D?x(WU zS8VY%+_Dfj_58Z~iq~zjl`bL}!2|%OApRcI`NCf`Uud_6Nfd4Ke6{lxM@%@%jD0^EkRrl_ zvH-Z;6lC`6+w=F$08>_y>J~?tx?>>YZyuN)-qg_>7~II)w&V?}PDtsJdJm_iXt|0{ zl~JQy^?ZEU=a3CoyJDIB+dJ{bK;6fw1Ob9QxS$F~AV%UhNs)|j0na?}L8jdzK^n7X zEI=Vwlh@F4dF|`@N}hTh!Q)Uk#tRQzbpoK4<)TK8U8Pk200<@eFdQD-VvregDycFF z)TrpJpq3v_F@x>SD$G$c%AQ++gU~1&hu5}o+tQtC+G5TcKRzk20}~)%f8G3t8Shut z?`+Ql;yF=wE;ixgJq~?8&L|mcV1%laOabVB4l(UexE@=lm}E&aw`mKLjDQbcPtu@k zxpF{;OdJ9*c7S`I)|&S-eVff8qy5+|kQiefPfw>D&;?yxz_Yo9ky)A-*}X#!2JDW5 zs*cB{XUjTlUzn0uXKaPSo_PQco`W@3=JM}Q6UM55m?j9DaCt+;Wa+w;GFy3a5bC5T z41lX}I*vcc6;{wjN7+m8E9)F!ed}DJlaU{+|azYFY`u_kbEC+f-NH-&dCzm{rp(J{f zRBo@J68UgBkxqB3Ibd=y00#rTaRi`UY|D@`cYszJA1FR zLaQ3&?fI4C!3P684i7o{aa^B>d>dnW?KP+RJpTa2vy{(L7K`np=)<4PAFXkO8UZ4yNupd+Jq9VX%aP{AD?sOrso?QXGR&Xq?*xE(_bKb?8< zGb098Dn~*ND@8T^L01hjNyalQO2_jfHGa^aW_7=Bx*x|F^vp;6YTdfsUa4`ZK^X29 zKbU@X#(%;?a6ks$)Pd-XGx-`n;UT#Id3N?_M>!DZ`IA-c33SfY>~!Tn>DSX-k^BX) z2jD4Y)hzV5u@o>_fq(MlzW1xdZcO)eo6&VEJ-Aslir6{uqs{I z(dynOd$`PSmS!iJUw}W|U+Q!CS2oPd+nAD1QfW;f6_b;DnxvM&j&nx?l4vIb-kXf~ zsbd#8KGfhvGz@V?ARn4zzB*DfV~Sv5o_bOkZv<0G%`}{`z`&-Q(gITX?@79&{Ap+b z`>8T%20du$Kn7^d6qEqD_odI{NksrIeJLoSfC@TMMF1I~lSU}T04*gP(b9kn(vzAo zMF13?^Gk{`Km`<_4@xnL07?Ze38Nm=0F+Ygr)|YB8A*zjqh-cH8RTSAZJ-8XihkN% zxS$B}Mln)imuV(|BgGp{Nw%Hkw{XZN)CylN7sXuo3Oe8!BDDl>sQQ5f${M0;JnY7M*~ICTVu|6(-7ja6E?yg^!>V ztOOfq+fy_}Sb{J|=|;{mPQXLAG;PIAu=k}2MSzWBQhsN^_8Fj{&H>2v#Y^SVi23)Y zU>ZE3!Hl0%no`jeA!1N{a%sXLo=pZkb3hR(*m4(|LRrbrTD2NJeo#s6fmYK>)b0~} zc2_bZ9vLELAD9#YlouW8r7`%`xgnAlF-nY%ycA`@9>$xtiveF@$4UfazG}}n`=jfM zZqwXRU?SN_5a*h(6|wD7#cwR~EOAE9BOC=q$v=Rm1y3%NCOE} z+9p9?_lWlVvt2j*Azm1cHE--J84t=Oo`_&xC4+!#4aYvV){8!Mi_+vn{i)30| zj4Z!8mWf@%0mt4w4=3LTj`d;)?Ul@LZDqVT*vW0Mk3)blgY^QAVc7ZC?Bur4K5t5} zx<&i#*<*D3`BJd4-SoibzKE7TI`qAqN+U93?J~DGQ`8W>IN%l^tyr4sS92K;F-915 z%JJMBlabTz(&hu_%Wnwl_i4HvBI%Tjg3;~B_RcFtKZjl=b&bBjk%>Baml2LWnaz7+ z+@r=>;eiky9~{1VgU& z4$vNAa(e#&3YxUP3H1eEn^ChY7%YK95SjNl$-pP@uS}EyWVZ?h8NXX~) z%}MsOiWQPpQn_E4L`fL{@q&2ZkH(H>7B~xUgb}#{U0QWuK5s71ARkPZsiXK&rbikr z#;2$m4=(9y7C8Mu=T@fcVVAzYU!N> zh_0wX40fL|p#wR=QNio)?MWrm$mL03#BFV?u2p?-Mt>~yqU{OC5uPK zS>y9R515{EeYh2N#t1aYB};hL6>prZR_hoC+^X}(@Skd$;ngABH{n?1m2OTr#~=gx z8oOaUAV%5bNt567@IuRf-^d~Ath#_hvq6#DlEKhmEa(0BojAlM|sKbXfkJpllLKp1JI z-Z@Bom~gpNW;kx1yG}>HA5%|V2J_1hnQY-Kxhf_jXgp!Dj-woVR)LHw$PBRU4hn|b zh6HryuQ?rYQX!Hl1dTi(AjVlsV<2OSTag82tHB;byF zdVA3NEz77WbQH6`O0M)l+ds?tRrw`hZI3+!hDBu9NL**0o}DRP@net8kyYd>KvymGTSwY~CK+gl#klNhE z2)UJ8Z&qNVXaIc(KaZ_wPpQt6Z++_^ZJ-Uuo_hh%`_ysVv5i%uAxR{$$Suz#;Pb)n z(=-7}e1uz_#$xAo)IfHq7$o$^Zb9oxEucg}7!J+3fO1GhCy~&cdw-2d6mcZ8e&mC_ zg5;g!{sdbcy(!BJ$t&-eboo^7B#t;Fay$Cr)+5>5uq#qD&<{6FKn+odi2FfADiY%3V?^@1-U-Jll1M5Da=}C zQ5j9Zg=H}jj1#*V?bn(Bi|p~>`Hv&9BrXRaoOe||f}EDoZ!AMPhYCnLiypb>`5KOG zQC21~N6MXtY>F6mI2}0k=dD;t%z%)?YXKVv;N%STB=g^aKnwO?HI@k_X^}@qBjw|q zVMZyrfn+Qsiv$qS6rFcCTW=r66G;WNSECXuY0autO>A0QZAzIXw4c;h`o35d-MK%{>Ztmoadb9xxe@Qxp!0uTnMGeTC&Nl0cp9OC*S}P zXkSfjL?CQTJe@Vn|8AWtr#lT?U*0BY1dvW1q84g58bkPo?8gHMwhtcrIqS-E+&Z^7 zjai_#p%5vy^`kW`+Cypq+&fG-i+vu+fyE~H`H zC!rtQ5FQ^NGIzSVX@ZbpVTh~P0C-)y^0m!=Vz0!@l2)o>T0-s6ewHXWc2Gz)x1cM# zvIVyH*gJMOCOOW(pB; zE?wUp_mcox>&)C=sI|}=LV$lNX1&THpyA`!wf_MgvmYdLIvB`2i;=ewhXw{+a+Tfq zmc*6EVb!DON|X<2NG!d|(G~t=@~$}-I2`xtuF*juq@)9{BjaAamC~(j;8FulQO=%G zT{3$}ugSHJDLKH2WWuIh*bJ zQ;x5>E4ChN=KeE{md$65>2GpBB1II#av6UC6Xu^kSTc(>mJE;V4g<|o1`yiU`;bUw z_z^#N;aGu5KcEouL*^-ey5YU^Vhqkh<>*4rgf5{2A)wlfpBIFZI4?re#3+B=rV`M`D}0Mk`aWYVZ^h0Qr;l+kmPE?BLI8=3Fwgkh)ztVoQ!3APhVG8158WL zPhuixN2}=JmzGFdEh|qP@te{?RR*%koy3&tIR+3$G{T$4WEQ$9PG zWnm;)%%((0chheEP!LJC&EhiC7Hz3(T@eO-f0NEl({0%d`5N-=I>6hb&O61yp$dl6 z8lI@&HFzZG>!@yK^&fz@>8pfucyY!RdM~LDcFIiq)0rkxQJtBm?I=ntDRC4lsAjS( zt`oH&34Bt@g|YjtV`^^s$C~{wC5+&e9VarUI!?+G})(# zfL#Z?5G%^cQhmCeyTAEyKkm)T-evZ9axSA+po0@=w3MZ5GdVoaOQna`Xz(^3iWp34 zHfeVvg&kI6yG*D~J^MTcXw2<=3-k?44lBCC^WNy#;dQAmhQin=0j~44aV!^#SD+wO zqL<)azFRswPl$@Ez!xq#vj?R&LPt)V3!Gt7JWwO}a! z4ODOdv+wJgQc(8%wAh?pqTMsR_gokV8`V1D6D^ZqDy4?d>zrq;wHhpVxu{Rt%4d*4 z%6GZHJ>p`gHZ>I~#(54esj#FaVOe@ar?BKb_LZ*iKD4V38GjOXRyl)(0d$hIOmZ)@ zD$P=bo;`X0#}6|+GDh`v3RTb_F9)PI1k z?x5Va%6ZfzijqTjyjqZJziQ!kdE0_x`LryTGrnw=?Aa}yPoY6yeo-wy$*aAUTC?Ji zzR06as-Q75r1x3WeCpzNlVDcyv1Wn=l2Bq}=#Cz?ayTHMl>1tk=+=CXj#;LA>dM@L z>lcWak{XCoi3EAlyesf`&XF^{Np#vhR<>x+Z2l`)sP(V!1~PJfF$1bcB{n(|e$*P% z?TopHB{G3IgRIDa4dM&Qb_JH1NCJCz+?715cg1&&%TppJ6h9~G|LQBNMS5;HM(fEg z?s?)z4%W4AR!Sst``v!h2?Zo>vu#q!9*J`HB!vzhl{gEA1?qN1$<=uCkc8apJ`MK} zohUYWcSR{!M8NvkevRAqvhAyYhiKuHBwEN=;-hfKyt|G2(0+JpGh~tnfI9atWNeuh z>gpU&8|0Ltrsb0)ADp8rl_m>?*^-pDfLuz&rw?zyH;4ll3rSkk%K#Q!Alq=*&bk@- zbAc^eDo!0us+$F@mF#F>=Akka>7>~%ZQ6NGO$%>zUIm5Y7#Y!MGza_Vw0M<>#a=FX ztN5_j)n2St4pp3q6{IH7v4iuIGZX6tSK*_{pIC+4qPQ=T1f@J7P~FF0ws=T}$GZVq zz*p3e93YGmHSy+h5bVzguV{;W-e zrU7|o?`?bFbt}CeZC&4A&lWZkQ&w>WiM2W=G7=hd4kO*yk}QrlFeejPHI>h6q_RvV z`mHgCGFSVbmpNBI+Q=~GmVz;L+2A*xe;B@>WBxHt^J2pi=1%7i*&&%gV#FGQhhkTJ zVK`-lhm={QvpjPZ+h#ZQQ*a2n@^8~`cU~6fCX>5HjW-2(u`(8n(+_+nUV^1-u5FR= z_=y7jmUsK>NqOB@e7i>{4fQ1;p~WdbFsqC6oca-_Kb-*ice_jz+p#WYI}hXCB|0DY zK6FjI@-Q##MgntDBn58zsW`r?Mf5xdmM6K!@bg%{LepVPgXNEqGJ zK<0oK8hAgQC9?v}z;~xp(gug-1ksjpif?K!Bu>DA~vPehHCC7%-t-rdbOrG$J zr$beFPZwvA=hNpWFi+Nqu*~wlAKou!{eR!+eDA5ziIsZHd(Yx?V%#S#9_}}H9OKYZ z)B`nI3b0V+M{!|nCkWq_HsuP*?VQcx^^t<#dDn2~!mb#mSG@T&ZaT(Hi=zcXPgo1C zJq>s!j*#eWLRoZd65K_u=7lb=s-_Hi0sgAy%`ZN988a;h>sY83vpFxbw7z#j+Shv- zr$-}u$+>gD$msV*MPE_wXOFmpjLRq}wF$`ySx%xiC73j~ord<@=poE8hDe~^CG5WJ zifw*$5i!nIFl*VZoO#FiWt_ESR_x_$w(|2dlT$i06odFF!vtBsCYwI7ui$&+ewCq~ zmCToRs!FUw;L?!!;NLf;ti(%UST&1}&yp$?IWi!%FuL8d$~o}$3bA_s(}~Ym5e^kDJW&}7vX+!tA2eB zZYjBc+O*b1DaO)QmfKry#t&KcDlKO^pt=nxVKH=~u@Zb|wDa>e!Ix&uOTCSWk5^xn z^5N}V9Q;bi_|Y^0T}&309-I#@=@^HWkt(7yiw^XLKZ$%giDb6Z@&a!~;L*k8g)AQ-1x+I%~zj6@hr(B6I2z=18Zn6R1arQO&!0c8!lbxyg z<90?I;MFZ|j5!sHX2zPNIu?7|{lE=%T=_j{-*i`yDDO$Oc?`p?)IN{9I+48F!LxqrIxD{D2Q8&jrxPKN?|C6v zZTrr2@eWxH!|oB)>O1c?yTd-czg!JVlJ;Dm&XD3rygL~pd_SPpyy?V%s(Tyru3y*; zOn3=k$d^)bJlp+U)3Gz$`Lq6XLhjW!iJrOGNf=9$;=k+YBp$^jW=YMoZa}Sv!Rt9# zY<#3a^0STl2Z9Fei7r3ibXrrg>d)JhoxXU4dOS`vrd68H6Ze+qRSvLkIbYM-ypftH zA{d-Y86Q0ex$^RbGe=vP<5)GHHWXV404HfFV$q7t3TDma7B{C;nEQ&oXy__X-866m z9rO?T_P0A*wPI0-(OS!Pa79xvHqf`4rtRuqbR1>3lJ6}h1%QA=m%Gtr!wImWS+eJo9NXB`wsQw$)5$UoF&HqGdB&?*sA zdOkcjTwCk@%jq_Fv}1Wo`1K!3EsS`}km9b+27PAmox(RZk@v=m9RXfNjUN;-A4xu? zoM#GmbzkyiJOlXr2e5<*>DqYnRkR}tNG~*=F{dkF#n19m&>*v269g0-MTb%1 zP6|%OJ4dZI&g*r{o_wsAN6)ahF2!ulD46-5OIPb6G(JC@BmHat{_y2^_VF7F_k}cm zmc9il0q+?Bw>9maQ%!@Ov9H6PtaIrDu6@3BK(%}lJ=TNCm{H`k%RkUxwCm+Z@e~it zSh;ew_3OoNF%EnRoFnA63`(x7KKaGO@B5Fvu4|=$U*S`!B#OECZ2kjWbN`;j!YmN; zOW}QVDlKiNFA@-HeNl<2o7}Iu9d#{}q0)u9tBp0i?^!T!KU{JB!)P12^u!mLqTdkU z7`cx~J zckxlE;ZV{zTTy~SDe(Sl($ENMMPG}EpojqG4+m1qcA{;X`&vNmp7_K{iuubN-uLXY zubq-(k6z;<;pxjIlPDEj&J?{v?bZynEQk-^t=+r6`C#u?DNCg~t9MfGUak+3Yi3x* z`S<0MuHE&pa@ zfyvP058J?dUdQ;!Ngsyhg7uJ&Ifm5g7J|BdY2!o zUfxcQr3UNJbn4r43Fb>qpx2&L(U2Q6h0P7osq86Wa%5zLeEz}eQHNwQ4I=e+AEyQa zc4*BQxaZt|EvZv1e8)GQv_Haf;bJibjvN3+a?+-DZ{YI3m6rn4?8QpD+P6s}9{>mK z-HNIQXJhW{0b9BSU-rrsrDy$!EtMRsLS6v7XLK_;&J35UXyu?Wb|Otn0`-w_L58~l zdOddmW?u@BdNA>TTQ6CzMq^&0NzbWFc}Td4ZmmGT@g|?!P~eVo26B9mDTn<(fV{>K zt&u=NXZ%i(&$?dJqx-ico37-5j$hRwR*EBsPi24>Ne+@d?`IfC%qi8em|n^Z*`QPm zFV`x&h~v6`$GnH~biyd}cjxa%{3;ozqaiZdNQTpz}rdbU(O%v6?1xHD?j;Q z$h4^$g`!GEvpjk#uJQ`a7#TThvxn}0uK;HZCFC_mNn}b;{z9=qi&a@3XqK%I0o~#w zek;5{SLXFQNlNhLR&cWi<>F7rn7f`O)Z@6ZAScfr5NzSh5KQ+Bh)npk$bj`Q6nwdL zxEUAp15s~7GtTl6vKE@3_aC5CvFEej^PhChH)5?S)@T?016a?F-K4ayzD;`n8no@k zP~eIgCaS!axqSRSSw~iy3W!oxrN{v4qT0>7EggtDF7iCQ)vw~!Xh1Bxm+1E9ETfb@ zb&!3N{x6|_YUz^i8JT9~`!VA?Q^V!#fHC&1jcsXL$(FJhxun2_-SsgJM@a!dT{_;> zMgk6i(Yp^Dkj(~jD`7SD3OUEDwIfbtKO-Z1SL0mGfB&r10#ypWxNrI)1@4KTSXE&R zXsh3;Q;+vX^CuAt>?DmFgjr>zPO*?}Us z;FHY(B0oN!_r-J5>1#Yh)S&q6u+YA!IOc$b^IV=k1Qf51x(C;cJ4o3a;)Tn_5Ul6Y zL?)x}mmfJxF6n9xPZgF43<}OS!9;ql9o&(@><6*qx- z<`Wd`)YQ(&Tq0{yVN92wG!g0^N*dpz7fsM&jA5NJfZzVVIz?^2O(~++v(4I5Fgi0S zbR1(%HkgS|azeJ@kPMcmne}`6zy-gBAWw~lUhlR}A1i9mo;RPbhKoKOhTTVC+mi6_ zYBVc&7Y(J~{~)Ce?RRK)Gu1dVODX*dxNi$$!9~tzMVwfsq^Fw7+n)ZPa#)oGh5pFUX&@+XO25e-14>utTcuMz_9B67@n@MY*e5Nvklo z{^%M6y%um>NPXVLCxsv0UBqcx+3fx<$ookanS9XN5b@1wRP)0?%+`%q70UYQzkBBYjB1Tl- z(ycf<6lzpq-m3>IL8hwVc(sPjr(Y$LLV#$L4B)kQoRT^S78OiU%;_H^f!pp^N#)l2pSvOTq!s0U`mdo^)=UC+VBK04=xhnFfiaovFDac>mldAr!k zpFkh-?^uRjo8aog1-22GF>@D{E+tyj49hhHE+c0?1dm9j;2zGvh3D+vCA{)hNEL)C zqLi?s&`x>juhQY&6t7dhbN}^jZm`th8E=i05OB^BY1b9p%+Q)><+CQ_$Eb4k`fhU+ zC89_?C`>_GQ2YwHFsF*LkH)?G2#%{iO&ycyIB&}=YM6O=0Fa^7Z|yx=KhPeC1ssu_ z=0EAxN!q=i&DXw(9V%@U2HT?*!>-%h0d3Md(4mOP-63@$x7Xx91VGfZuVQCcdhX%_jX6xeFYlxIBg3qapD zWzRk`zTD~(5oeZWa?<;3eEx-@$E3II1P4v_=$wYslW78v(t;0fp6!cJcc0JAxr!p{? zX_Wmyw@_44L3NSl6ZcDbU0R0k-!d!Dk;jBGO|bWQRaEoXCz{_{=F>Y$G!C3K=RvvN z$IDG_p(6gCO(AcW|K2g7Y-0V}*CPuaSzb!`yNe_KIea;ZVOrNs`x<3E%@g1+o9vi= zzjr~7Wtb#wsx-AE&Z!|8`CWKL@e8_UD=Z@o{MEE)S+7@wp}=lXk_b$acAY`0|QFQ&8acO?Y#Bf*$U zjyYcLdoNo|?vL7AciajWoTC_FqoOc86OTjW1R|GS3RC|Y26$%IJ`?{=j{Tlsz8Y%r zz5d9&15~>@sKkAt;q0r*+)H+Kpau zU3T~>K__JfRXim@R=+cPZXnD=ofQ&Il6#Ei%}1ZR*e=drZxt2KtKi&>(Yla~>rMHq z8IPprw*K6)9s$|o$We}KyXWiop!#X=YECrquz0F&zqsa2`=!ih`GmZI;EUB#Q^Gf- z>1eR*E|skKC%DukBj(l)Ak>WfGAKy+VrgK{>E9lkp_ap~mQ3>OazTR~S+lSSo5$^X zDZH~sPFDV?{O`Jpzk#YI6|p;83w~a>eQ_mVRj^VfOEC9m&%f8`Rqdh^PGPuso6|RF zNAzIbDQUT6@ABHCZ`*gCSg*s=B?|uo5DPCqEwg8a76XiWVB`wrn6F&ZWqd#Ha3{A> z?bUA`D=QzAJdNeys9z>@m=AOo8wiCJk*@DuzAhNeq5KMER$*8`bbmi8|JXS&n7cL2 zQ8{1Zh1@z(@J$Vy-4j*7Ar4qDafeLiGm&07Ng(6u0}| zx}{y7I{Aj)ch=I9r?Gjsut$B+5*Uy06yrwIEeeTt-3d?lr~g3BfdWCUzzm9G)T4Zb zG23x!+K5kp4=bp{%DYO`hW4NM5ahWiV?wg(LAUclf0I0_@S1{~%m#n+P#}5LD7W@e zR@$(u{b){IZ!bg!o9HLg=BF?oeHSwXfvqJB^R^pG zDUci^{0GsEz&*;iQO+q}2*~sZ*j{)zC{9Z<27Ym-l{xp+U;s$7zX~+zK~&#V6avx~ zm&&uxQru!7P^HW_L91-Jc%!B`6)xziHsK4rrDU;ut*8u!7>_;*f4O9up~F}PYV3&1}xVB zuh|#M%JyP5_4f=)<$*Ljcppdk+AN1_r}ltUsM-Dy($7*m$EhJ_}o*8+|^Vlw3_eg|a2^>uP{(|c_ zt;26Ye^Pwo4=n$!$aXRR75TtlGcTjAE1-2-2i44xuKsBc1(p5Wq2zMC3!!DTI-<4Z zuuOo}{^*zY!Kj_OF3(=Cf%QFkYaujbndmMdXI_5Jr^F&&d68LF_r30)UhcurMjda) zqNWr)5y--F@^dMlGN$|*X+Y=y>~X+IwVKud%9tQRLowrcD=?l^2^X!5oR9eXJ$PXZ zWclKT`T(VJk(&GO;i&AiPgI+>=QCU9=c9YFDv@9&LuzH^N4Zvd zrM=o*a*Nu^uTkA0738bD=pS!gOe9RlYNirZ`0Ou44ni4ruP&4&1oa{^wN@vpLs*s@ zx*eY^tHa(cMoI_e7lw#5G|1O^y~6>0pAidOL%-=*ZHW0x>Byou)j#NIx*e> zM~mS5Iq;o;7yO>c+R7v)kBVJGHUkoCq|F~LidQ9&jmF}_0?}O2AxbN}q=)Z62JzVy zr80Xw0U#7|8JpLCTuqB@n*t8=3IX<{yJv$gQ!x^C%jxs9i0KE*%@tGAoI)D3XX)$t zzeIzP4T%FxwS5D{3F%I?@BpPxE8ARQQkr=Yg?$^uE#mr0$cG1N!~A={?CpLq{%W@? z$k(ikOTY)sBGM$OXiS`%%?#p*c{Y+ zwHe{JQ0wLAHXI1G!r)&K4u9O?g6nFH;Z*njLi+W5KxO(GXfkyD_nQysS0_P>s+?o+ znI877m&yPbac3p)SL%*n)LV<*F>pty`7Q5G1lO!qurVb&|be66iCl=@@{vjts5rKn{|z{$<`wLMHd1E zn!@qszmcZjyE$d9HiPy(3U?EKmt14xFpYb#Cz9;PTpF^+RJPT;I+vs1X(L)QQ1#Mr zr5J=iSfIF(jocCDH^SYpo6k(r6pju^XNI7ynj2|19184j`d`tuYg-Cj{EWl2SCl=x z7t1N7(m_)cgBl9Fz4GAxpc}WA<83b2x&S-VZq*L1&2Fg>7fYJlD|bPINcY$@8k6;c z(3YO{krD7iwo_YQ8?X?46pHR4z->tLkz4Qc#pr9AFR(3c6;E;m1?vvsi5%{z#fTe8 zJyuTJ@YWF2km~ka6kX!70nI$)Zkj0o_b(c)V3!orRo@;5maZN6ah30ihJ-w`Tz)G? zm;Xg{)I={EHR)YS>vKiV_(=U^-G{djkBY?9BDScC6sSp?5E#7)7fWuYwQGbIwZaf} zSPW%N_cxbG38s}BuK;msk^m?l+mLc=_nf@ZSD#e*fIg_(ca|tS&w|$Bk^G1<&N0Wk z$((M3?MdFoQvSUCXTR)r)#b%lHEK4v>Gc_vKR2T&J4&0!p$ppkrXQbaoq9=PXAjRM zjrE>P&6(%rTw$~j8a4>N(2%3UEo++?`N`_+_O;&SpPX7vXIN9dFeM^m7D4& z-O>kIF%k9(Y22^5R^%XzEpW6z19uAe{flPp9lK}g%bQIPzV)jxmsqh7xP~Z=G+M>^ zQqaCC7TabqTn(d##wa5uzsrRCg;k5DR;(SJ&ij%D`bN(VGEUx*FL}`&{?My$h^`<@ zm0LpvhSh}aJ-Gk!S9`vLc|V6#RkUzCs{t(Zle;q~SIWj)!46s(W97cb1)l@>a=i)e zF7kd&@mI1yBG`?k=3X$52ZZYoQqB%!<#4blwnV;&<%)DSrhy_qkU+YtCkmR*v4uT|omh7F$=wA!h;U=9~(LK6qL>~4U4qMceijd}a+k!0zygQ{DumiDP?>?Kiu-gKtboO&*Ma7aKbli ze)bLH(`V8UP4I?;%7`IJ-pnrp zDACU(nqQ(nA~65-;OJcVErMREO7CY1wgn9HRon{zl`3g1eNF%h^-YQ>ysvy(xIR-} zs2Y|tfWSGFISHh2nBBtq-$gWd7<45iw{~8u@+O52Lj_f;K z`R$+y$S&cNUQ!+&iHiZaHgJM5V`&JuvWV>)hr*A2tNij>7;I3ytPs$c#v#M2aWC^> zhmd7rNDH}^H?TN+N!*OM|En!sehf60*Ioa|jQs~f2Jg+X4dD3{p(r&&ZG8W8r8F)(oCO28aV@eHY67J4O#YUcGW zGmub;A_&BU)6%)*rOfQLM%KU1yBo#;A2^v(y``QH%&C$rR&~BGDbhk*P zodPggLc<{@iQQ>OVwWD2tma8#t_pnb9@|Gxia_#qS~*tT%pL<%tNCr0>_D5_%Ioe% zmO00^JC7qH=LL!*{-i@<9m0fU>C$bnN^QI~>UWQmuO!3*^;O;dSO_(Ner3|E#8CP3 zu8`UMmi4m{@Ee%X<0z?*QT2X&+sXcDzQ4s51Frd=QdQD!US7Uu9CYtg&Y%0;9|)&4 zBt6q1j-dx{TH+&g%JKUGWG;$LsT&KenL%h8{{-!wx=W9J4aDhFdm3qS*FB?>@?g;` z#K#8)9v=@H)W1YADcy;0yy_+I$2T_3buVUcDhAXs+kUr^5k&|K1jJcDYep%UDh=7% zm5|T8o<=k83@}SIzlk3H3-koI>23$l<*&PVu!+?Bpd>fjmL}U)`|xq5TAB9UOrpJf z+cT}s#=9wr))zu7f>Y+Ih|B@6yq+O@i;m%@uOTii@v)hw32XrYNnXW>7UKL~C5ttz z`+dpwsV8(MGGA_gqFS5hH>OX_RwqKq7)_#Q>phFJF?r#gEBiav-W9(Tyi01t*H}k*dBPxcY2s&94zDwGAy7?`=hM_I*cEtJ8sqbYukFLYq#)is9wJt*S>BYE79orH6o ztrb~d%H-@(RGu30hcs8EuOfA`o|(Iq-*^}e1p%;%tH1}hVy?)d4coUTr~aHS1Uhku z1jLMLB{k4edl2X}^(dXU0L=7T3l>2!mOay8B0aa_*RLn%&bF~dC^m)~Ijz%YFAV{T z&E5WmR}EwAo~*+jZG0*tT{YWz?dhwLNgCS9k2DhWii2P9KO2^} zsI>+RzqCFSsdN<;9C!zfGKptW)xVD;BTcJX6OxyU$yLJ3&xS}B+ z=*>&cHe92fyauaT%*D+*5Sw%yJTqs!Jv7-Q0QExTHUD19k~LYprZ z2)asnS5Mx`=IBj-Xs#^ePJOiG{-cd2SkDTJ%TWU5ji>BhJia@;u1V zvGvfu>ZDw2Pz{3FL0s=MXAY-({Q3IzU@0~!+HY|pG1rEd;tIBoX;iTic<<$uEZIYF zSH_nZaYH)cCy?iSz6AZ2LI|Pl>wWBPI5%Z23CI}-*ug24nYnI5jF@iEvHSz}keO~X z+71dcjZASU+(|nXPtK3Zl;nficqT3lvjZIXZ{ra~9mMcldV7@2DP7V)d~R^D?E-#1 zF6ys0+R9CE*{~Eda!3^1dn=S?;qE&`Odg;;1daQyugHyn!hLMk)~sr@5jEQ60{6=U ze7Xt(uYbu%I@plDgs&MZ2etH7bSoK!Z#mDoQ)$9lhCC$vc@6rod>X$va?QQrs-*-hgwFZkRY_4ms)|9c3F)hzm`9e`!fq=MY}draVj`C8yqyDuqT3N#|13W#OXKg{}MW zAp293^94tq$M=yUQul1wwsi&oMlG1M#X#RxmG)>4!qTKX83YfaOw8fp$-MbiOpOa^W-%WB(nCrgMf|p?LT68zXo4C2t?b!LL44$R9Q3-~EJDJ} za7a209_Un8a*cMGHKvQY-CBbJAH_GiiRitEhegJp8Ick{)4CIDgcENrB(^Qia6kN@ z)b`Ift1p6%{m+mV@=^xS8oh&)OUWZ9{?32PzLYjKr%wcyZ79#HEhT*ff=~qGYC+m1`0i##kU`KJ9FE_^8nyK8?s&M8)|oPCwwf4?iVXGqxZi2 zoDfZxWy=QmKkMi5(x(=}Cy6xr*1pZnJv)5&zRx2kmE_q34}nxGFo`X8(CJHu6L@m3 z13X0t9#StAh@ht5nZ5jYeG_Nm5*Ni)Zv4`j86N)%7Tn*=a>AoL%)v*e2m%&-$8wmN z@JeCjDnXDn=NrulPt4TB7bO3+Q!KXC3Q`Hx#}=@rfxu8R5X8{8&h@b4w1E=k2J-vP zWF$gYXt+4|dM6)q5m18FD*GFDr6}w7BrIj253^s*BnNA}A}2kBU77;zoKPZ+Ba~7= zjJiYsF1QV#c`w)D%t(a?^EU_n^8T;sUx!sqnuaTbl3Z|ko)(S)-5VR#u{T>%E>;bm z4t;t3*AahIt#nJ3-SJNhCcG~fboRH667fqaOg7N72NeXal{;}~X@Bf9a0|%$;klYc zd+zf7sQ%`>gho+oCG{sSwwr1+ieH!(4YeNH$Y=OUHr;V!8yJYaMdFSF?IlUMux5bJ zi3;|LFWlzfi&}$o~4W z`UzFU`tY1^Ya%&Y)yE}}K72OveAPm{n?dbdv(90LM=}zMOuVPdQxw=j_16?iv;mzO zziICD@PE2!t$k*fIbnQFu+K(rsksbnV)bMxtE^Q_j*ZeyN!TOW*qaYj;7oKwG zYez;bR#Az9_BA8fK(SP~_D_;`vmjfqvKBzu+HOlG`@+_qgZy#&bGnJ`WAv{-$#0B- zA^n01V^JlOOZv`?Bp0szk1!vZZex_9;#$wgf(jzcu<`xW-0V-A77P2CIOpEY4N3Ea zud{BR!!Di)_Qtx2_BtJ2Z@UJkGy2_s**@_lp^#^zk<7s#u};mDwu7hr7S z@%Q`a7*=pZ_GlNiXZivAhG;zJ32f}u3miZu`Y#{#$dsaU87bxah4XW86wPXqFa-V% z;YCJs4Qe>p$B$eo)bPv?qH{KBtu}Xt;l~nHwXQnV2yr=y<~leQixnRJE$(!OP)JVL zE}jPf$-WC0DNS4B%wgj&IfL7f=``${8LAYXG#hn%zT{}4DBxmR?24DP_OMG%|8aSM z%7xGeW{2aFb(7P3O^@717&xiKc*aWtO;#x(^*0dIrbcI6C~8#&cKEhk+IG!Z4M$!z zKu~nqxi^3u&WPd~O7^vc!hECtGaF~jz9TgKoQ~oxv5z-q**11PD&#*i{=mFoY*)57 zTuQC%A_hicv@`ZQ%;Rf!ACzhsq$yN2ccEpoD^5D)Cs~@KJ-~o z)M6Jx$?Sj*;e~vXioCrb*SW~w6WvGq1Gh@%X(bqchli8bgg(GFZ~E6PDM3$)iXAU| zJ=h(h(}3%^oQ49ImX|v@Pjla6_r+9m8k@cpnDo*K(6lxxZ8NA9q{WF*} zlX&W?ADYSW{G9(c0?_MYSD4h+Ko*>Fe=#AB6wMs3@#=Y}Dni&J&K_t{FtRPfHHn|<{4cAh#n?<~%xk$&^z57y7wk1##oXHBmu0A4J73CD~@D47_4tQcrX zYgCd=;&=@ug4W~@%dFvJav{aXwvqzWaB3y1qbYfBu=WNQ&Tl8tQv~SO#2C?Y%Xz z_5UV#A>iA`uaZ@sF!9F)+}d~NI&D!nAlGuBrEYXJs3lkJ6!6Woj>jMHeB4#gMLV`+ z**TdR>;H!PIYj1qNrbH3NZi;k-BwSfniSEeEQ)wazD9*<-ywZ|$XkqEx+xn<5iLC^ z(dB)kPHCE{WEDT#q&EJ#N%4DF6kM{P`tgGqTeF9ZC7Y88OkI!c}~t-q@&Cwlwzxgs6jq+^a2GZV$@5PqBgm8y~2Pmuwg5dyTY* zfZ{{hSM)Lr^EG<{wMZCc4G>*}#N9S?Co*UUF zY2ZK}+U>)?*qaGO%3(jF@NJ&#g!l9a9&V}?x7k3u z;(lmbUPEvl!2Nrbqr@7Wyxq9Ob}RWL9RWlx5PoKa4iGf+eJ>5qm8ImGf}a5G4ZFNI z8QfQ+_7Mb^4~{S3<9WQKDao`-^Fitx^ZdTtmS1g5nuk$aG;ma<*5k~HYjiy&`C2z} z6mp%G)+o3>r^#t{JN~pu)Tw2n@+Or*tIt6Rb8k5IN`0OD&rXqMSNqyIw4#KZY4^0$ zoOg~|t~5MzTJxLx$E1!UkG~TG&&MTu+^=~me`lm{2?2IJ?{{CB2xeYorE&G;i=>=u zl$;%|Mk2HY-Y)PwE~pB^94wdM#=kNnlDWft`rU{568E!JmmlBXhXH(~jm;I}4aV$$a4EuM6OYIil1BoSHfpdhTxmKj~8AH?DB^2uQSFe7c z?_rel+{UFw-?Wrir}Vm)oRMq}VdPP)FlfKK%6-T$H`i5x%-h4mWWR0@Q)rOmZ^E0k z7i}dWD32v@RV8vGdo1c)nL9|m=l^`qD+T=azj~CDVdZMdluRgHG#9vwKY^jseYQr6 z060Vvag!v*kJWAwmkv-m0HDSq*S;1WNJLdVb99by=)nS$?_%;Jad}MEf7T2+h}2K2 zv0NWCpoyVhC`Ahc%yOz8alJQJU-LKSwRtfqGC_$&<%4cPVlfDow}@!N8r7bTq3zmF z*3T?@B)|0$BUBJ*^17C(SP4}TlQOCUx&bM}P{`wjbk{iRIHe_+`BTosYlLCXFtAEwUclppVe^VX1gq;at=1?HFOxsGFGXue^8!jOyaVr zvLRu5tVlQsO*qcw+9#2>2-X`7MPl~WntJw$))YEa5oWRA_XY!037t>{lIN;frO*6%Y^1&tuell zMf5ltUo}``D0WwOeIU>4gNinS5wj`_sBA3qw7`0P6w4&ZiF{_r>x)#Q zqMSypc$c&)N}oVeUw(e<3CVBaI<5rR^Rd253f*rs@tfG=$*SO-V^eVdf0gRp1=&E# z8{n9@Q+NfhnVifauDfNz$0axpkf0$KxY!8@_f?##45KjXk-0(MzP`Q+ z0sfiIctibGBUQU3Dc3&V)US{(KKV1D4_4>)ZYCCvLhg?99Mo?C9n9`EK_7bEt%duy zw+}xZdVk77Xntj_!AMMkSmzgz#{L5YkTN?&&^=t>14WAAf$B4LvfUH*d(Dd$FWs=1 zWI34754E3dLtkBHKC`l?>qU+gu7nkEJeSb85?58h7d}EcCa&FR#{Zcbw_7)B z!DCvh0&%DOO_~0sr-HFrU)^###557Un#y`(EMla|0erwW$tP2@nurRDRR5YoRO7nQ zGA$hsEp2jKAi0GynzXg5XO3m|Dpg%N9a16ie8H%&3T5>2Z+;gJPN?V2^yvp}9}eD6 zL}H>})y02c)yNH>;Sb`ua;N&&H3k+b9-|R_?lJKj_-}@N31gMVKdPvgslvT*RiYwA zNjopiHohw=^J zh8MY7b&3N)^L2FE^kFeR09*lO>3(p0{AEvRq$`}2a8ozlDRP`=y#Mv{Np%^1M*ZLG z6OeJn&bj2L`TWbRr-^(JNrs}3A`!rPPdDTd06Va(ZbnD05QOZY z(4e`J_}*4gu7niWYvSxe!RikYEx{Xjg=Lf8dnsF({4gF7_!mDnJ%B|L%62;``}@QkBDE`$Ljch~>oPnU`<0KI-s_JaePos_S`9oTgzv0@gBH zy{>lz*5BMyYmFgZI9HpM{?m=iz+VwPTcGFk+2b6po+LDg>Dcx3{0ERPTv$?>ev`b< zsGW;sg1<5RN*4DxpIY2ZQgGc}rwCp0jN(uw`~xJ!6A>9U37dN(J!EhBq(jwBZ4V6Z z*3n8e8h9LL0=V8^NrQXEgrUkfPGz36HgH>Nj#4(tYiBRSe!i)0v=%jIi>i?D@WS4c zv30LCu9$yv>;u(Fkv|L)b*$fiCTrK8>s|?8DM`FLC@6B@STFrkX{L^X`k|87;sVfk zL!)Ppj)gm>(ZWq=rqnG1$C7f*W+W@69ahkKPV2Ldt9KzK^|Po#`nRvN(?@Gue9oGtLKTyYvd_z0)mAY2(Chg;xj?%hu0jMIcICxW zQ}Ky$Ilxd4^qpy^tq}@Uz_P@)@>WX@bA?QIx3}@vAutUXQrwO)D>X{Lhg;dEK8tU zMLa6h@O8$A*DMDMnuDX^hkPFqnw5AV6THq8AAr@X)c4DOHPdB6GmPBc5LXFDGV>)& z$rK;#OZX;RRphu}cvTHcH=4Uzrh6D!l4sQw$bggM+z zu6pGeY^J+nE=@HU5rg}1_8=(983`)~If&bN>tZ%;+E-ra62e*6_q8oFnQD#}rOqet zLI9553Rop!X7jB*H++>}UNtw}5Zmu|r1iBsMq}5m!hYRoY}CKvLrBcXfA7@8kiOAN z_IBjAOw!JoETkEK#|ZuxJLuHMWhdV|7!=n;9}^p{ye)7?)xISYF0v`f9M!h@RL-tf zPZIorrgNkZOUUyDUd@Bf!}097vX;8bi5B17M7KDFawF%%Q@k^LVAOd!(NwLBRus+93a-{J9b2 zdWq78eBJOPQj~c_{=Cd%OX{GIa=~=SH+-{;J2|axrxpcW-z@S}KA~$OFs(D1xH*4c zdiqs=qd;O)#^!=`US3N2XFRG~@JIZe)twO$pA&ETXIUgX^@w#gXvGNYJW=+&;debULv;2g^%bbYnpM~mW#i;GsGFwpd%N4r6g36 zz4K93t~crLO&l?DF)jVm5B}Pg8-hQe$%!+{u(IgT`Fjktp1m#M2w76dST%ss@aog- zhQg)p%EiAiNO6z-VxOsPu)ZF8pty11{Hak}$+JO`|Ib3qKf8w5>eKJ9s8pZ%0F$Sv8 zzt{dIIDFq&Ex7Q6y_qeXJz&C_khM|4H6(drU364k5U4b>lJ5c7oq={EVnDOM0H5XI zhmyy-jl0s$Yq~@<0zpAMY?N^|`q+iN^$c4(1A8ib5+}ej$lF^4OI4N%uT%V+IB3l0 zUE$|Z@@LBq}-5gON41QhMy3W6CwOQj&3R5tp{k)tyXz(KWmkXvn)}*PVLD zXkJbb#bG3b2rn~ud|>}#>L0+7Jc*KNm5E#y3XaVX*k~hSFSHzxu*-))iDHyE6%L*Eo^TZ<&$^!pPtLhy-fEgASq=sn z3#~jqk8z)4Tr`>6v7wr&F_qcnqw$p05 zejQ~$E@#?#B!IVkjzjq(we$w)CT+oTPHmZ#>iWz5onJ|(xn#%dlO_bjeu!0*oXWL# zI_*U~v3RN~kl2I%88V6(C3g{!&McHZk;iCiq;@jK2S@(1XmUc~$qR@RRnC9Ch|3-} z@B+;sMjtgO3YIvnXh86Pp^cWop1#5M0q}83SR8 z+jsU4T|OEkAw|@o4Hr!O7u%>}z6$n)dSuy-5*({M8*W1AtSeU<{qOU9Gm%EijVV03 ztS*5Rz!KFXteW>U{LuG82c36gT+H@u=4-BhlnmwFdvD9*2i-p&{ysrPoqN{&MT3cOynSZ+VElJc>W5GAM->`?ZDM677S2jBW zd%_qm6>l%PIbB9Q27|gA98alVbkIYYiPY0_sVw7PGi%im1P*AbDjc_kyEMs9cIRP)n<3W!nQE^U@p{Us~}fZi{EF%N_#Z1s<)PT(6f8P`?=nz zSRdC{6Vt}WznzDbE$cWQ(qo}~&oPWoB@r?6S}AvmQL#s_)z&&Z{LygHmXs^w;}O=b zoN<-QQYLfQJSRRTLxbYP1ie@i)*!~#cJDA(`;D1f!WB|A;+9f%^(STTAB56>KSAHs zyDw$gtI--V{7^2Wn8#gp&epu5WKSW*fLXBFwEv{6TgzYH&g^g{{X0Iu`h?U$JODEU ziSEVOXkzR{x8Cwcvs-kBOr69lYLg3Y-8iD<;bqPkoE7#HmY_SY6z+=sh)Dd%43V*u z{Ig);so2O?FFEu~6^1pgP?;%JdN|>&u6CIa?gfV#r)!$58`1P?6FZMaCPJt;GvYT} zWnKo5Nw>N!e~BdYlxAFf!`Hm@?V=OO?8uHoUvtU~R{WOF&0DFq(O!0^{sFbq{s)F7 ztTHoo|GnEGPu@k+40jG(e6C$Rron(-Sig!WilvX)?;YrqWyNEX}X+0 zW&X+95_Wvd8pH^j-=B-4nKd12nhMhSJO83{WvpvNEr<$Hg7<_*! zf6swDQ9N!cFjn#p=&1M%>jOm)+Q;NJqvZ6~kcm=b-jh-5VJh}A7q!lOq}?Q+{~=*8 z)QwxRoST)swE5unovq{c4MzulTga(h`rW(H4?+V=3I$rU14SO(5Iv#+AS)&lvnVGw z|5)d9Wr&I-Mg7R`{HZ=&v;s@LbquzrYuPxRU*ZR+N@uhsEPu&15*<3><9FAz&fBDW z6X_Yv{wn!r_@SP3#*;2jnW7lKa$?8zw$CQ&1$*|Ci=S`{x#7*{tJ7cHXbX*kgi|(u z>X6x0z3;Mhc*Z=Z1Y_QFYiHExe;Sl9ihR2=_&VI8Vfc0_4R)&;x9gI}7XP6NQ7^s< z7`Mqx?duQ@#QzLW8Lj;|JNVnOi-12cYLwoutev{=s37mEVq|x+4Q2>487Z{#XvcOr zeQ!%csOtF*Y|J1}ZdP;twf=FDYV75)T3DZ)(Q|ZjD^Ws0tfx)KOZ?tWl=9TpzUnI> zW$o&BiEMd0Md=`&W$u7^FKi$7uk~|DzS9Q<0Oy=!A$c-!A^Gp;#Fflh3x~}-D8S1B zvX7obdriHjsdd*)S-p3x>^5OF((Q0owHfG3X19I{Iw#W=0_g zYp(jqYNwrcp(`iF)$M%F{d?{EUxD~rA18m`{#Kc<19CM_mdB3yiFh5_3O}EF72m+g zNG7)Y0~Bo|zdAh4E>w}O`d-VIIC#YPq@BZL^%2kD{#ha3$sM1`C?YfVr9qxiBQxPr z>wmK^`6mFU3k}&(k24-kre)aT*7oE6b4iHNRS>Botj-r}21kT4%A(f}iA;IeNhX~5 z%$LH`-%!Cq9MsozyJVPug6N0p!+QnXUAgvJ{L!$rO7Di$LuB{Kc5b1*x^s$DG^@N} z=c6U!mdsZ~poaFk1qW+HIcsLM(%|{SmdI!6pU)=a{|cbnVUxy1MO-oWpCbX0qzx^|9qga$x2ek`tUAuSq0|Po{%ebSn=o{jm z>}@IWoH6C=a-I6$Ob}dM@7cG_n`4ZnSC{>)F)+RCeNp4cyi5hcn%cDg5^rL*wah2Afe|@ZYKLgE zT(lrk3uZUxpnvJ|>+=#H1o)~Hp_}sVb(C$f#RmZw`YeU=`8ga)CUB|-l#I@bZ86g1 z(}x3VHYTY`9sBbP_(YVUemH2yLlM<6=|MqSaPf9!>GoL`;Qb<3Z8FpI-1Az0P}P!t z-7cH1|0Iy>|+oJ{-#VE9j5$rtCIQl`UxQItb}MIr@cFoJ2(bMr5OyX zN3B=s)b-6;C_%=^?SqzEuy1(yVR4n=Bqf$w#iVWY3KEyQ@bQ9z0WK=b>>`f^8Dqe4 znNV0hCe{fxk97GGu5wX|3QaZElH6XRNvkeMJ&yM#C-#yKchwn=l4(E89WWw6dG4U5 zur}_S=PwPgGyVZpFZi7w#`;R$xxvq?n^Y3gJSF5Y^eFTWud|j1$?VJQYE}=uVbSqJ zIh`e>JN4wNqe!A7WP1TDPl4nKn+F?YNgeUfKm4&EPLHtOE1PcP*?33gqFk<28v98w zC@p;3P%QXdlzZf?Qu=p7&2aU*E0ZW1BHB?}+B01ksVSP`r#z`B1~GBD2s^d~Ar(RD zPeK(lE?s}C826E?t%93-UEpAd#_qbl{yIrJs(z)b98F~uXcHrUs&@B%L0-B%P(`ve zcPJdn)Jp?8GF6q_zVKd^Y#Fv86o=2)Xc?}A5I-B>^nTw_=oJgN=w~n(LfN1hYG*vH zhDyJ%8r()+Sm)ZS(#|ygTIyOSg6y4tm1#b}gW6y~UL`!?(7{IJb=_t9F_*68B~AYw z)DL6GjlNPk$@yvEM{v15RbC8;ln#pC*n0kDZ8A~eL8!1CjMc0EDp)XtSXga*(-E1{ zkbYMwsqL&Dapu}3ZeOW$L}v>TH`zxQ%IEoX=r9Tq4ci%Q^9wdTx7_@GH6*#vTR%81 z`tyQKri91~)iv>{Pf1Y0Mrm5BkWQv?ta#*9NK%5xx<+v8-O@AetS$U|;o2-0|#WA zcUgARYqw6R+#NpQKdFvr&p_a&qA;&Jxk;_RXNXspjO>T_#Bu0S>SLLF5 z&r{ohI?V`1&5OGDRBp0lu}CXQafS@dR5=k#2%vobLf!@pJ%-2(;s{R7BLdX)_Rb)lr&AB zuMI?p?fO?NSrFPlNdhISGMj|y=>d7bCEiMTMX+N%_8}Q_G`sajXWJFc-Bz5M;KnI{ zmA5yBE4+5MV8&xpCVOk`;hbu!B4mqUs52Oib0%Tuujf116U=D8FyP;*@};UtKWUd$ zN+ep);=%BB4q)r@tb2%K<-J=Vccd&c+A;2xsJs`al7HdD%mkSPwK9j~L@9}B`~cO< z+=J0}DcgLnTjS3<9^C__u;$opd;rNKpP$Po?KDcRCRm6Q`~SkSM?bFId69-!?RHW$ zeBDl)`}RD~D>{88!geH3RE`#p1$`%dWji&A~6pfSxc(f~(HA4$7eSCVlwRkSKlJx6-= zFBVnqOIzkheE^38$@>8uCLxmhpVG;V)L5+z7U%i}&8sfLZQmTbph;7+VeEsP!zBq( zn2W02-!ma}n~|h;eU%)(I}Y`^a9Wwp5-6^=Jf8lV*GP8e5-7rs1_hZz7aZ$k_3pcA zT+ih&q7}eJlfaTBM>5}r1`n5+AWYdXqg5AG`wc6A!agb4M-8Hw5k=e|)I0<<9=y3X zNb5mw&|VriS|ZELGF}(QQFvRz>p4#&rxW;?Kl3y za+1O%5W;2lFX*8m`Uc%{6j7S3-uC7KMi`^8cln%;Id-t4?=tGA`Qo{oi^_kLeGjX2 zBa5PE4`Q8vX$=5VumMrIIE=B$qK(GyPu*_M02A+4Gh4j~racFZB+1~Bv_yI9G-iw> z?v83_x^Uv~(k3E(Q_S@w2x!M0Ucw$X7`_O2CN>~sZS!}36lA_Eu>8qAwcJAo&2Jk1 z1pyoa_%(wVYm&uuM=~)VJ&2x-4zHAuzzRbg-mi7oR~WF+3@CfE{9Kxh*_Fwrn=&vo z!jqL{HFWrU-=8U|;JfW|2Q8sR+!cZ^E}eGdG4ptf>0x3k7QYnU7V`>e^`5{8xZIl! z?d^ueLcitw@K(?#V1i_CLr2)_7M_Pu-n#NP1APZ=Bc&7QZvb6sR`AU`OFu1n6R8Wo z5=!;XWg@#z-RWzNkjE0AfV*Iss+IOVKP}0-QE`;TZAWgRq1lJn*=qBTb-0+nDleff@)?@bG_m53B~aSN7FiBkzx?TmIW z{Hj$lQ9ovPSji!G!WKhP)u0v98shcr0qObk8U0kn0naGV-VQn%QDquM4G){bYuo(- zdG_OCh6K((ne}rNg>hLW7h=Gctg1B;!mGNUJ3U6@w6K@NvkBrRsGH$HrP+j4jt#7f^8pt#O`ya$ z3-Kcp0ykg5d#^(pHP}za~b^-b3M?JGCj}e%`$WTj?CEJ`Xr4H|r!}bJLWt6OSGlq(-<(*})yQ?|NWSJ)1usRUYo~vA>@gQpb@v z33`W(cG#eFd*PdhuS0N46_oyiTZdK?kn`gllIzM;WwLQ6C7Is9uzD&+e)Co~Pgd)# zA^w-@M+FP=p+VE2W{CdX?-+rTN-;_<6ZUwK>;k%e*}21w>CVhj7>6w3>ufBy2ag{=kn%=K|r?= zs0$zirJSLZ|4Z8R*kOx-J8-J+;J1t1_+w|?)Rv&P)s863?%zmxmVI0Mq2Dp<*sd(% zosh|i;xjh_2Tb$Df~dP81i{Z|@;u^(mMEG-!94A|$x9gFoX{wNyPPapO>Wc@F>>>% zoPJPUlPe-S!yt5f(W2}$NmYuRlVcIc+rA&;)J48K^@14x{U;zx+WvzPaJ%nk+Cs|H zk6SbDCO^}t`6I>c-9qssmJ_FN8PRSX-Cb7gb(6-#NLDMV??Dq8dpniRj?fDrlzxX5FA+OO!XbSh4cd@J|d>)_Uqtew?vH;4dB75wH=YSqUrVgHd} zV`2~~cyVMWhnuEwl&2_$?3;zuNQN71(#kKzn)mOx>7xt|L!dheYWKIE?wZhFq<7kcHmY@KScT)GVhR(^E;ok&`z! z%IhcHXsIg2w=Z!bh0XXgzG;Hk43lp2o1#f-o&zGJY}TKH-yCL!zYJo3oq4XGk)8PE zVdQ#kkQB<>aw#L8LL3$F&T$vGSE1OgRbgw`$Y@wE`*H5d$5yC6J|;SmI(UQXmg5|F zXdQukDO>sU?2-y_uq=c&jD)cdLU~^JVP&M14s%nTx@X1;yBzYLJ_AM&vI$YYo{oq{JQ6ivLU>8s)Up|mwP>gqm1e70De4;pE5hw1{Uf$ z?LTCqb4+hZo2kB5w8+!Ed>alk*kcviW&>&8v*t25g>6Tuv_`g&!eez|!E?77MqaKT zywNc~k_)d@@=4+~@bTaLpe+J3o2G%11ici{viJa7CTHW4a0F&tT%4MVr0+v6$+0;m z?iWva(zDy|9y^mFm3LzVH#)>EG)fDNRbg<@GKRzO)mof^r~Yt5Qx^_S{U9j0dd=zb z%A$9gb_GJqRQ1nhj~5{jpw{4^y7H zaowJ#AnM@s5#_}lm$2(|aCNu?xf#dA5sN31;Eg*`K+P0`4cf@P>^mE~$MwU%&&&z9jVnSa3GL(NFX{$zY3n!Re#ui^9hur0106c%Ty0hQ)ZPlNZ-62~47 zY%pM73O?Kylt4b=-D_c>7FxwIja0im57p)Op#IIr;>HZk8KZRW> z@fQDbG7qJgi?-LJ_)k19_E9VwAHp8XOUy7yq~FL7_9Z=(RY7DX&}5$grvk|UTB9u# zyIgSoG$#(_d{#<{oTbl6%nsYLi$%)Q)KY=Gc;UtQKAdug zydr3BJ35+XQ|FMwn&T9}?f-flK-6hO78^xzhAmOzZrHr~PUQ^im;MLjDd5$*U%giH zGw|U+j&Ck54nN%P`Q3zo5)jN?fA;osfydjz?O5+%v4Z%#t>a|H$&{0nV7`~Ik(bdx zigjLZK&OCAL{`QZitDUu=WBu3{_#CBCjUpU&%`W+TraXnSbr44WsIzJ^|b3Bl^O4m z`GFVy(?bPhm!FL9{>TcCkQ*Nkn;gyg<8;dv`rq>qwyE+4Otw_99LROFq&mq&frr3* zlbQFZB18+x`9i*bfZ$NmGCaQcR9j2riWGpD6%-UoaN2R~dRedgqg9aGl6}7j(%YjB zU)vS%OxzuD!IKcc5hW&K1EfAz+d2i#3y7sC4*AREaJ!nj`npcyBXAib-x9MdVEPzV znQ;ymALWd_(K63$T!56Md-80<*`nDvL7heW*V+%Hy4hj0OF&-FhcypRfy^n0jVn;~ zhi?!W6lqvl^}*#Vv4zoC&Rz!VCcrwsgawR%d+ZCdVHiu_+_tT-8s#5?kO|hhaD1#2 zdtJ$s-Ibu0i=5T+?nAdv7Z@J}h+1h+la_khSuYt@#`m^&*NkbUCIwPR$U7zP6-IX;cWSnDhZ8_yy>o1@zg|4((0DB+f=9VLj zv^OX%wHf(|C@P#CS9NZhpzb4z#}OWRrAMHB!2%DN`8=MI0mh}B%j zHijKFy<4e=jh*B7<`9;2(@XGE-UzgCKGDM&91jRi1PKX_mHP&}a+ z_0D6p7JDc246tu$5W;?5cWMh6q3!dZeJ~*p`sVzdy>{K?k>J(K61#76iM%7+CUE|v z8|;Ld>$EOUtBw<=aXmiLdZ^aKbVzv6a5(4tIZOk13$TEDSbeeJJnfl{U`@|WwUo-Pi7 zL3T18$*smV=2OmxJiK+j{}~*nM(Fn@%%8pBva5DJ<>9H zQht2qxNKFv7$qj;vKCvu!PV(_{c>~Ny`?0ul7Tm{eBqMm_ltM4f9NlnhOgBJGFKUv>tDMJF6FMx2;KxS6K zlR9ETwYwek@1<`pUd3G>lN^*X&FMyWW;cvWm9Gem?-aQ2Hx*Bkyz8Vg^waPOSF`VS zg}Y756o54Wsm5~ZU%fwtKDIySDnU{ws91;=hLFb!hpSC*a|TpO@*a^@1O2Fm!1iWE z7(02qxa-KJcZG9rNBVJ}UGB@0%3u9W^|sMF{nb7^{p~RJOY4vkJr~WFgZhbLNirx0 z&eb7pNcGp6y0f|#R0Bo>IIes6HZE<;V&%;c`$}ZD@$dUN!NEQle7pvRePdS2tl~1o@p|)1EbT3Ql+7HnteDDQ9|l z8)BP#JY*jNnjus~NV0YQHa}eZuT%$4Wx7ng_8US{>Db%NZmG1mw&Yk%vd>Ss_h+=S z(LJ;5Ce)wHw*HRejz23KyqvmW*v+z?ymY+f2;L@f<&5mh?+e2Z>hk-)CkUG1O`f{% zP>KfJdk6J&qjp2Zy$fgT?I#lnufOoPXnDhIw^ z>jp8Y!>#X&cN~J$t5YfWyi$jU3?8(aG`M(Cm`gN+gPZ^*-Hu7&uCAJuN$1Q?OP5ke?jUjXFLD&{q2g9F4;!6K0Ln~q#G$@oSLA9adXbJpr~46yLCu7A~WYcvIl5!}%&aZIjnLWeUoxs9$ZE}fOsvPeCBES!8)y13wpq0X+8 zpCUbY6-_#vaF02=L3c>fi*^d{m3mE+(t_rM)W1qh1RYg|DS$=9z4o<7Xa51AXQYmd zWF;ph2n`q14Ul=}_y%pQWq8qaNtwp2)7QW@o~jqsjj>HoCI3YF+V*q)`5l{Ib$u14 zhf7xUR!QI;33JG@cJe{5I_C@_$;>$z!>Z9XpTMNo$pEvP5bj7Y8q8p)5xs)O$kseY zmzmA=jjAMD?V*#?fBrg}@TUmLb=}G2<$9eswW;{BmSzQTt<5Q_IEDO)8x$OfVJQCt zUR)nAs3>*!@zOl={0<5{a*Uwqb`KxrIKM8semUYQx0p;2*Lk%!-PoMLAyaKmahQQj zbQ(aE8qMNXaCN=Yn^}GsNAa1(CDJxa6=wChUXve2uwNg$M^^$+h_LN4-{hV@t%|%& z*?4|#x&e4`-}q5|9>*heRDIc`F1vyXnl1;y+!qJ2rxy*vErTE1N;NT{M9^hrb?=ta z4q>3rXq}KnSxp?8-KunMA&M39sJK#+PVb;m8%vBA9HA~|Ca_EhGfWo$965*R+AGOV<%M&>jN0z9E)cbw zN+HPN$SI`B!s1w3ko%pYoCzkgc2<-YAI)6H@c3FsVRyC_+Rj>DYc90ejbNObk7Qg! zp3h3ybMy*nAGE76U$oV}qxPqX4}q6@i8i(kRvr4|=+Sat-kaJsU>09Ms|GNA$Ik0# z>&&M2r?YT#A+!~ibo5AeuiVtoQ+cYIn8XQ^X|N7evF%27$@QSjH6`;w_d%Xb#WD5` z9s*A7;~XhpNrKC*Af%UFH-Q&!Ru=)e_*drMX%1V`O=z+QRisRL5Lm^p+iqwldns4n@l%hj6`IROF6jtZ(&l&^6yZ81KU+>kV~HkU zF`m55P0`Gtct?v~^d^|5k3X%?EtlfhsYLOFj5RHQfs1mk^zL(a4Jy^5Xo0DCb&Kj0 zmD!HET(5fF=&e698zpBK{Q9zNz6A_+obe?1rs_D7ViDJr*7lZv3HGp=bZ;dSI zsi=6L-)nYrxoBCW>P&viso(p9MEWPX0Gi>O zPK50qgM@+`=gE{JGg!D-ZmbB+miO0n(?Ee2S9a5jk}&M34^WK@WzVPYU-^NlGGjV6 zZT||o!FwWCJ%zk^e4O|Dr_1Pt9u{GBto5|us{FcSumxw09`gWIB0zW*{7Sm<7|h;e zUwbe>*!;FHGcd;|j5C*{a@Ejon(<5D`P-E{+A69_cZ0kk^dL0r=?1v1=M=At6bFZ| zCILN+teyB!JWZphS#!1=il!q#7m*dWo87BS6T*=xtA7uShr;zoR=jObnp6xL%ENCZ748mdm_1q8Xxpy{7GtrZS;1dJ_7EyTwyLq_gYCw zOK)YF!m%$;Z(a3P625%zEiT z*bH&0KKmoz3f$D%LdhA}f=KStoG%l8PAzJQ@6MWW$Mw=p4=(s0{1V_5eznpr;MK83 zx0?^(Sje=~HoB(u{LnZsyJluA=oLX6-DVi_&g|SV6OTYRKp{{vJcRo2 zN}~D_3n{Fa3MN>=PHWYl=hS~EXB=)gV`La)cd4ox@oUB)L-Lq$*zs@*A_@H~hLv&S zX2fCS%e>VkLQ*=xGe}HyajY#GXlkh{Glc<})oi7$Me86-wdZm-DOdt_49+4uc%>b2 zclS`?Yd86+$9P$-aQ{-sJbGR4_qFUZwq1p>Q0TnRw6I)Jf`+DRyshH3$XblqIuSn=}%yR zAlv!t{eZEG)axEsdlNW|GU_l;hwMSvtR_7_K9$ks6Si<5e){87=H;R;o9G%v>ARat z7!KM|`QwMHF3USab;l6FYD7YRgBQw`iG>;()31J(k@^^}@;HxFd>f-5zVPT!N5XTZ z*NE5>ug44Y8vwa5G;c0S|AD|dO(vf)1*{Rl++jf`Xj-3Hj6jg#b#b`$ zTBR#(dU~;!u~I^K&&Sfh;W3`kyBVc=#-~LhvYNqBSuY5l8^5pM@TLJPgpUcMO53eJ zeehE7EV~s>PVcOc0d-5h46J@trt6jR@Z}QGFDYm9n8?E+1?INkbQ{Q*=XlA3wCJI| ztg*X&BV@L!yI4uUv+!Cu4AdqqBoX+@WYKj5G^>E(SW@%kFvesjXy48Tl)IpJbR=SR z1bLv)@*Va9gs-}B>Cm<B4Du(@4M@SybaHc)f<&k)M zNF!4fj8X}jpJK?TJ1^MKq8?$-K9*|a7*Pw`8<)fV4cT>GlJh$xrM1<&kUUw9R(25xZ<0ny zC+K;em6*-d$>|S9p#u{jb`E`;4g^nu+4#8Y$c{sk))I8SaoBiFLW)&a3*faK$ce~- zuF|D{a%fueHlPdu%#W?p;o_MVg!U{NIJ?HKwx{j7!!5A@W zi@47DIQk!I`@csPT)L}?J40tHySskcLX;Ip7C)N75#X@?R}<~~qw9NamUvr8yC6HiU`TJWZS0K!ttnf}W@ECT zcucb7+*-WP2?7@s2gHOG@sg$dfqF_3z+YgzJG)s`hG}OwP~q)L{v!=LAFS(-XqrpC z%Yn0nu6-fZEKN2|kChz)xG1qyv^U_Dm8;nHw3yCkRWuRx|GEj7%wMtDQhRPH-;`&N zF`udIa)UgK^CXb4`xAoS`47JzeTSgRwl%8nm0Zv9MDLglV|I^bcU$U@2Su{bC2I~y z2Xsg;pBb2?z~@Hv2EVXdd7H31HUO^;(ei@-Y5)yeW!8{yQ$QT~PJCdb;KSs-h^w$Vl7>cp}yc&@=4)ih$b|g30diJZSB-lA9JdXZu%JiZmbK@DbK2>}PM4FZqQ$ zgvU=t88ddGhd8};1!?gi6!OgK2lV6rRIj6YItnPV^hfr>x;*^_CW?}kN&3ebidC%F zGBHjZx|y=tn4TcytZ*cIry}RcLxC!ug9U?vgwD<9W<$3*5pQSgxlm?x&wb6IvJS}> zd|nTh`VX-v*qTV`ok}dBAgwDoi*{|WjKIN6NykIXhPBYY(c+5vovNN5Ysl&K1=?m2 z-!pXTbUC#4&)BLY`#Pu193QER0~xcv`N4LsUvsEwGQB<6+-boQYN0rgmk@+II1iXJ z8@m!~r-(&+p@ZOY2!!#NX8Uv>K`}U1m`_cyR~<4ayYP?6_z|EjYG^aDS$=sTGUl7XRAhgC*AZV88%n{d? z1ITz~dYqSsp{CQR3?nw~f`%hT8hxM;49esUrTQP|l88s7bu6;b**WcpC`=BXZ3cTD z44;sQ(b?>{-#TyNZ*Kn?49TDl%jM-?y>=sv!;u5{ zDi>Swaui$&G9Cfq+1g6X=O|y+j`M#AvL&fFz#}Q%i`~Ao;8Y)2z1G#4*$EC1UT##D z+%Gk06q93d)$LGrhq$Do&V3JW$kU~);0o9WVgCK&Jen_}SILECI9m&Yx>l2QH#RLC zD!@=)f$h$}5DN~vtfnW(Z3J>9fl6jm*r8euz0@Agc#40umE1{%^gSyg|4C)#Cb2c? zF|NFg37sr@gV;PlGeSp886e0QYLhV{uQCZR0lj2!9hxI^)OKV;JrhSpajspMOfd!` z=>_jb`(`Po{4U+b*P`#B@H<9)+s1ZOAPwc&DVrMgqu|Br+u+1|ih){gaX81WzUTcA zDpwwXOjsWbv0w<4B;{|ysR!}d5RbEG?hzGkp7FeGtAtZC{+ zGsJ-;bX9+Q!FIYi2qCnb6r6w<;wT|MH=4H(A+IGD+OlPG6xLydDQfW-zHWoxNS6>v zR{?&-Ojx`zp9}p_dysA&pPfg>$XXF6IY-+0wFET1h!nZ7>)5xZrU^OJ{c{VCTPSEd zsKUt^S)-L@)#LO)#szA#n2zjw8niS-vit`a=K#9KM#!MPkRe3I`p(F!S7JeYwX&+x z@f6ubJAG3k_9h6?gvqq9BrBK}b81L80SSh(@%IBUp!e8==c6YFv<1EEf zUYQB#eqk(rw3gfvIipXZJoI*pmlnG5pN7iwIpA`|mB#kLNMmq`_-&<2&W&G`+@BDK zt;kxr96tvO78W#eIP(U03Gaap1X2PVJY^H z=Wpr=QP<@it4WPL2CUM{7Gs=7D>E^WdkWd)wMs0_+s>G^i0QUyCh>}e_4IACo654| zs_~GetpAS+N(ZG-eFfj{vQ-`Wx{WZj0<8;LiY{?Q+*0?YVbImGTC|3b{Y8?s4`NGE zDLzcc46jfDY<3G>RnwK{XH!X9`kuoOkq5_F(1MucLZ<4lz(3%*cY@4l$DHk1JPZn} z*j%tU^V~Zehll_)(4s;fvP|0(;6@eCg6U z6mOD{k5VoSZnPhu@|BO5?g1op65kyCpnS|jMhF3>T+vqQUXK;Ql-(Y41kzd2DSR<2 z(aJ&@G@==K^OUjpN>a@XNYPmvWp{AhxLlAS+J~2JOadpBj&=?g3{A$14c9YO_t3p) z+HETn5zbl^c8ZV&*mGb5>6tfE*>Hq#{8}o+^E|polMK2Cdt=)Il!nZV{dVz z@~}HWcTPC@q%4xM60<9S*d4YR{_y6Di@wiN@*R2$d3>8o{Cnbhq{hvHmN^sZV;pUA-uTSBVP*NX9jmz39Q0J+r#=6NG)Ep+n{z9wTJa6#qtg1p?sECI|<;0 zmi=ZjcOA$3^4fYIhvOJC)jxU@SY)03z{UIuaJ=|tQ=AU04=`c6U963teB zZ-}e9Brk2Lmx??by)C(+Y~ajsK2_QCo9C46&vn{W?qzN?YvF?N^?bsOvwx1+RSp{d z{S{z#{kVUQC})MM*S=mDxD!iJo3At}LgzhdJyyY7$1Iy~;Z)$T!)(+^l+&o***=A@rXYno6`?TH3+b;Ib3`AU<>RFA)3Yn)nUu$2r z#jpZ#RC)q9BYAS?=EVVgqi0DjKMn0v0JHs;eSS_+p46O$f8Hz~9C;ANarwiRdvRmx zF*8!&6vQz)a3OifnMzYToLM0?%1R~(0!sz|fOJ63PD=cIXHWTwxg|91AMhrl%dvj> z#WPhvEw+}UNZIJ`w%Etofgf7o_r~}enOQUxf`By`j(c<{KgswcXG9NL`mQYsOggVG zThk<;3}yFwt$`_OxO7vMQ$?;L8tvf%Jp#!%=Wh$C}( z*l&M%Ag)kRB!~WT0V95b*&(_Wp52VE!b&>OgQG=2_V7jdYbe#7zU--|NbQjfTUzp> zZD=@2!&36<-b^kFJsX57L;jDWbB|~8|KIpM8$+5y)RtjvGfS4esOtIvoAAlaF=j_Wnd8~u*Lok`sWkt} z2)}SXT_WP_Yw!ei>p-%0h=HJCjF=-F#BvLNX!n19*r9OU4}VXuz4$SmC}eGJ2M+sL zB{20&B(6$*f%?WGZ2FblzebL_C%q2H-D4~4=YZz<=ZSNGx7_>5WeFu79~~Q4TM^g1 z|C2IdB7K%OpJrva@k4AU)mo|}6l+SA8WX5)#>=>#RO^($ozvR>?f?-a9G6W5ufE7O ze1~0S6MR?*O54PMrXwe5k~QloSDZSM#h)fCzRvbha4=h?8hl2Yp-V{@7_<4uo zzebtZYOQ-t+A2>CB3nSJ&-n~h=a=X38QCh$aUXxgtNnh^^KZzkx?%1mpKD=-e=uHY zPx^`vzWmUBpSai0Gp2B(NK+HD2wtl+nA#{Ws?WEBAT0`rLt>#>8O2}@Rjs2^vd({ktwqP; z51sX;B)3~xcqvha6CD^_6Z9RJtDHS%b0h>>(|$N)#K+tQY8LJ4a63{n@3F)LriJ3Z z<{L0v;xIUWX~$~mVR3ri zpgDr2_)yVUaKZ6$H18zFOMB*sH`7qE=2`}-lO$~i%yMG0`X96tM zQ2VZP?u9n&-d=rt6+LQMv%y?TjGtdNthG%(v`j5xA&Rw?EqwKIHU#Rc@ThxBP^MCu zSHDlxfmMRz2=I()c5IM$j_+D%l<43C6&LH8Ou z(55CKjiz@s%}r&Z`u%L~xS&S!R%Ea8k3sqiN%^=P#g+AxA?a*ku5cObo_s31M{LYm zO1hE8mL*~fI>2A#UGR4!O7{G=McE(=`N20PKhZMVAO51Rx{3;(fI1J%rhA=xs`cF*uXQ@z@$nJhc;@W* zaUFd(g-BB>embjQ!6?&c24gFy*y1zv&dYb1H`BkUqVsQ_^Ra>e0|h5=A!MzMm49HW zYw&=B{2(dpAGy4?NS3)e`&F{LQGVZs$B22)BclI2kCwB90E8-Qi0pw^8Y?rfHUz9x9N8{MX)J&nArD1jXoE^0_9ls0*&3}&!>{9TW zJu|DS_^K3f+HBkb|9AKEWaayiyBEIpkO=}+aEH5Da{F@R+h~&h%vw~!s*`w-Vpyh7 zb~k7BI%PDq4jo`_3qsfG{N#qo4o!!fExOo*PQv`tANRWL zB!Jb+Z){#EwxdHy8lfmS>W4W9kvh?yqRZKq=!0-SZYV+^EL>tEH%vY;Z-zD?nykXQ z$N8kkmL!35vk{G4DRw=B(we4DHv8SGmZNJcSsRI@NX&LyDXCqQk)g^0;C!4X*w529 z$bTp&RLv)?Eh`_sK`rsoLK&;&p)bLo5CwxTPK;{TdL_S34zZ*Q@67&ziI5b{f$=U9~MXHt|}^!A}uceW%*E>z1`D9DP|$?r=4 ztilH_{s-)3Dz>&9KCfJ+IfW!0G*OM3x;s&=<9JKN5tI7Pb@Ns7wpm#2ncRwUy`c$9 zXY{}pzbzC>B&@ewVx6y&+TOeFGn0}SO~aKa(^YS~M52V;&7Yr5*V<~hWw;a{AoAx> zn;J;AeJ`Q^%}`v8s)}zRfH|}22clW|wk&o&MW94adkBccSq zzjOK^$u4dX?%Rn0+Yot*cw!d!beY4_TR)wykqNp)tQJHhjPzL2$L<7$ZO_yaRX0Lu z6N%qIWdizi!cTSpk(g_JQjxw(MVck=5=rH^kb5*!tUkc>WG%q@k9LJ@r-K(tog2jKIYyp<;7x3^%G-YU58IMc%f33|9ri2LreWOS(rjSx1Tgx z6&5-2P56naX?T70hNXD~abx}agL-}Ik(q=R1BVDC0o*Nt`t8Iq^%3hak1_eQGPN9S zmr9G{gr8D96SNJG$J}0}_mki7p>YEdJN=ZRlDC>7y{ycKH<0v6yY0(5NBHQ3M3a=L zSJk9?_tq`>ktne4GWDp5-^m0VRJ24C4$*8nwFa8RU3B;P1^i z<_kP5hW1$DS7WurOmh^T=Io)?s^?|=Mc@b4`UU%tp+%EWE~VI~_GJ@;ZBSSKaWwH3 ziqPZf)e9?ceUgFn!xF>Dn>Iq1TPM+(5N`we=yvPfhvam?g|cs~tm3jlx^#|z&mr(m zSO|aG@M|?}$KZt-XR{E*_YDLyql=jHlwz9f4_*9z>%i5fv1Q!S%Isz!Bxw)jg!t*& zsRZR~xToocvnf&O%2S#u@V81>ea`^ZydL5jXr@1NR3FFm;E27cM+CjoZ*4?w29rG& zkO~pPEPL{GtJ^s@rhC9R-PG~(Ilf3x%e4S6S&tk-o^ga3y$1~pf{!0r9nzsAsChV9 zp}mJ_*qxQys&)Xou}I!NF}~|@lyGu--dRKE$f6I|5eh`by)cB-%!86Z+Hd}1F{}K# z+M6U+MbCwI>)`s6-=VFdPiZ_G-xD0InF-ZefAcXyEnmWk_bmTmtPL8mH83e&Ji;^b zoy9P~6{JaivcLO{5y0H>Qz3P}?)8}LF)=zxjmL0NqBON&L0+h*KL^A+)xusPPJrM} zP{8kW*<*mZj20ce1ioL&Y~!rjD{WQmu4!=oEaDAz+Q^HJq7}^Hg4vYAF3frLyCBz> zzxt<8vR6&-mY?o76%+2*Z|B#TbmNTC>wHr3o0DJO<$zHO>QSoU5L?!H)h*6$B4)xM zU4lsHDVyv94!`{Ap%pQ-jFXAixklI!dKE7Y!b`=^XmvH?!x)Qc#}J#VrFyDCtCxy-$@d0-fkHWB*YETb18`?YHy93A1BI!knjTi9#M{-Uk(iY_)D?JXQ)6CUfVLSA!sR%~efOkHo8_PZ^ zp9~L9U~kfc37CA3)l7^#4)Q!bE}wL}P@8Fdn>4p5n)3oyz`Y!PTTEeRXR``ba#I^! zo__GNB0yfPf}fkvx#Z`u@K}nZg;}tU5SECI=F}vo1)4Fh2>%0A-;3#X>B2^;lu&{Q znA*EPmFr%#X;yU_X}%r0dnZw@ z+KW8H4LZB$Yb_i~;K8J?v{!Z_cc{f^{|Cr^%3mp3dg0tf3fg$spJEigX`<;M;L)Y823 z?U-9$O*rEE@YK;!Is8kJevUfRa|s=wR=!dw`StkaQRJD|bnCb}m}*>( zjv3eITI$eJ_XjY)H16nS;r#XqkZ5f)MR`8>w7h3nIzSrQZY*92^n6PnYNH5RLt}V9I-}G5gUx3 zq@EYX|4P8hHP^>js^CFKEUT08RrZ)gi-$RmZy8A%=Nyvq*XDgiSNxE5{uN}=S>5W9 z>ywE1bqUTHlcq__WrlNpbD+ZsDYVVc!m{-ta5lU1<iusX5UXBO#XQVu@3p1m-M118oC)m|z->)O`yKP;H^u!npPI$B6- zFOU{Yy6<`W1%(wA>$RMamzf>=-Kq#N&VJ}HY07MEN*Mlf`&q|m4WV0tma%##=!{VB zC^gRW;s(t@Ic^3%%D!vk%t!YEE|xnP;J&Egxpm6rgOaE={#nzd@0^|1_K#01*JN7D zqSrpu%8QtW+&6Ebf5Rn7`0r{>y-3N zwA88X0_;|fPHit4pfv)lxQl=2{A<@U8KT9EzrJo#VFpk4%O?!y@Z&FZ+{xx^R1?nq zVGL}&6_6E-hCR>gzoT&$*IaL!T3gNWQ4`Fj`>7{uv;p+yhyJAsL6Q*nSZXFSP;6gk zvG@(CxpqfKhwRB9W#w>v)rOB6&5P)l645lr;Y2cQ)8^bG0Pks=l`}eRpY|_QROQnT zOKZxn3V`QM^WNJgCcJqM9RG|u-lUH$Z!Gb+i_WMLHaLcT#IV#cBF9H|DUJX-Jx~mP zm366|BjbilUj|i47Tx@3<4D3?7Nn<(|5I7BqM}GTL(gk_b5)x~j$-@_E)7yUenW_yfc*W= zR1;&~Q$QySA@aJc-R6go37nU^(j}+UD(0e7BAArNNa{CDXhI7~%>i%k=1!ODMry&p z$Mrwp9Ow=z@^0{^obK{luZ(cbs(EB_*r2qNpSkJ=+WWSWpIA&4%j<;6pT9X#nY(3G z99RqUIw%Rds0dN*`MSNlXpbdq7AUa%mf})OOzZmExJ}_vV$p#7ESc@8;JYdzT>(}W zI6cI@oZc3ojQRk!Hpb%nn3C$3iJ^;LGGTixx8jy2AfrvWo;#Yxt?7 zoFh7NSj+suH)hS)`?s-KnmP`)x-K>Wdm*0MXfX+s#Z4Oj4d8Z>MDu{*a=(F@R$0%@ zUkrx>Q#)QPUL_seSean-L~#z8d!95hr_8nO;YlB zLDOw9jn`e13SAg&&ZJF@@JFCnIps*(asNm;KSfrRT7e4b6nnI)^R4e;KrSH}h~fnF zFF&|>SuR}v-Q7iy3pTR0vN8Q15Grnrah?Kz^elGKrvy~#=aTI5YxqUD0SubXqecZh zIaR0feDY+37cjIQ#f=K6G5TjBQ%0=T1tI{rLp=jqZi#=6pSyD$9u|IIWDUWkg)EZW z;+ij7UcTxfNJvMRue-B?gQCbXb?(g4pJ12lMaTx`A=bUbMYDY?Awtqxen^Vbr)ZTMTB+SfucNpo}4 zfTcovfbhjCw>`{-@eAJ@<$lT3VN&m%07L_U{auQGCnWaz9jc?M+}Ju}DowV#Mct|D zdBj*udBumQS*BTnjpY;=Sd;XDBoXH_I#vfxRL)O`S@MP;N#oYL_PVN`?p3uWJqDx6 z7VDR@f)Cqe)lX&7%x&OiE_?Vn2gP5N&TV@c4i1n6=u&yJ-Vxth6DmjbTck9B0n2+y z$ZfBVm7nn3ug~C@(#X5+Iz@Q7OJ;(pZtX_1*!dFtfhnn}doBp&C;=3kFyB)X+>?j{ zbi^{Xo1UV@QK-h&7TR%{5T(3Kb$=vFrMQN%0iww)OlQ)x&xNEE`(D+}p8rM?_T?VE zIq0<8)4uhbo|pq=HqBvK45AkTW4o&1_YIqq>`tD$cy)0y5gAhk4r1KsC4s0^%%X^f z3j71nN1N9A@nhtoe$P7JY%5{iy~m+Ps7<8p-9_ znl+8P-CJix46_NSG2t8Xg7+7Suhqe^`%AzQIx#k0MjGJQof$EZ7~KdVBhTXdlSFq? z9p|eR6pwjnES!dqtV@UJ-FMWtKCXRqCu>ZO);6NbN8Iebn(9p3>Pi#zj*@wZn@ z=kZ~dp~1EFqJsG54g13`QksTdJ6#+YS<_5L{}XioM^5V&t%c%EhX7C>>Fn0hB;~tW zK(;#l5CCaa>o5a7G-VJ0bT{S zplX6+!y0pj$4+wmZUqUrU-L;a?uol}P%7st$Dhr7z1M;FdXMLX34yr1OmWMVPHShD zf-Mgvz=6%Z?YY_-fxH|mlDOSVGH6Z(^{0Q^De6p>Scm9XgP{2x6nLJJCFzo_G(2Q+ zwm$_(>&QLq=lBmgu^7bR{-DZY6J?2|A#CFV*V_f{`}ruWN*Zh;F0nW;WuAA~g^!`J zqCt6)VehPLvFA+l1BK#*UkDOHOYA5;<`G{CXM>yVmK9B9nkIyOczERGN$WUo#fsKe zo{$@q*^Fv)YCR2Cmug$a)ymYj1Ogec3?pOlYCKzUuF|ltk?yyU3g163&x4a)? zJ9L($8(+p6a#S5B-&?moZQzHpO*LHzge`Zx^JL{S79&$i5on!oMh6f3m^z${3mZw` z8x8H(u+3*Z(tDTqpl0qj`)k?DhzBy)SFyAuA(J3jS}IQz|5gp`%On#<0>vn|U5u>V zZy}D(X=Z^adF=w7@tS8>^c1lOM*laY5dp;b0Vk$F!k=3ILTUZZ&<1bTAB+g>=-z?K zVSl89ln^uY8f5Se^GfX=2)*75 zd-8%DQaHB1j|9^1g8%Vn%~@YkdnftBJeZt$o|W=0R0sLw6h+{51;M>aXUwDkS8Hxl z3-Mk6n5#^1FtsHp-#{ZGi30H5|EYqz<89dYZ@*?|W+@sYcMpNYJujifNUwM-yYg{+ zSr%JLxWVZ!w(y_eZDU`?3l~VKwv&F1LB^0C%V{PF2sVU;*j|$1qrN3&CGeICCCuw& z9{vaDq7iP0hW~)HDed=J9paWDTtuWft#zhg`dDE1X5~1Pk+7uFz@g1JuWqm7Q069t zSv<4#i&J3hi0DCRtk6uLro9%QdO&yQ^yP%C=ZR5Cs|oh_T0z85Vo%IUQ5#W%xGT*P zywzkLKEEQyN_{){B#L{&V=<|nTN$DGcCyR$V986-Q3c9GMUUq~ls~5`y@Z3-{?&{L zAcC4tYoyMJ#3+Q_x_@!FX$$G2=>6%zw`!jK-jsJILkbDVecXmk9qT}ErxQLqhEc;H zY`|0Rf&P(9y@lIhrcr-Nn^MtxoVRhy6~Pb~l`#LMScaKVWBydfx)!4qGDhpcE)+^O zU2{@FP%Ycg+>N;SN7fk80@W4@aU_#^L=}zxnwSLkNI@{&H)C=C+zhK0 zOfq2wo7Pg~;ccU!1wp2tfabq3TrD{D{FHeebn!o6cWT{C>l|&KEN=_D0K#mlX6nGZ zQ&it7?VW{33+jef(!I6#s|uXOEM`2`UOHTXN)!~F0-#>=!?*Dphi3k+R6upwA1VjW zA_*(RtsE#^wkF85jv#!arGO{BLa87iU4X}SIhixI7skbH!agsR-#H8@xv~vp;{rWK ze1XCxj2d{O#A2_ty3{kVA~-my!R@|mG`ya zjd{`G;4frM9kxygogRDx7+DB1*c%D6^G8)Bz2wPlzv6pnVERCOpGNhzOhrz>^m2ug zO=lN&2a}9u%zgtcZ<60=jXH%(-LYUX^^ZRi-MwI~e)!RY!ZvC;zRm!NmDCQ_xKnFfrEv?wpE?S9Bt zLJ#(h{M^V1>P)6>$w>nPMFj#B^k$lxx~a~7Ne5gMfgvXo1=1rU%y@BZbE)0$zC>g> zAB8kqDh8u^2}3Df|D+Qjj9*ey`OHWHEXvDCy_NUHfGGF|Hj4*(bW5CrU3Mbr0G^2X z%;@jT%7@ZG8KG6J1ipnYNyZ%-1 z0>B>{t6=bd%kws_{zF{nV>nbwMUItLE3m>V!+6-$?n(1p26Y?|NHR}-XyCS%uu218 zHQp93k*hZ$+|>u~FY5~EV7hG=E>@fCL@%y&GDRDM-zu|S@o;O*b^%q0nw{y=&^qfO z0UHYqep08(?!{{rh{v8JwRqjWUlN=)tWU)481#Ee+le%?y0jk1k!QP=(*o$629 z9g(gnxZ$gq{ZW~_%!Bc{u1V>#4jd4C4jE6d9KKL`L|gfKvrjd)-$L-^Ue2EV(z!g6 ziJ0VAbpJxJAJZ9xq!)C8%W51})xd%2Bg5Pw`ABF1}Vd41(4 z(y-z9%|63HqX%*r83jb7KR6&*1SP1=wahUm=r%~c+O>!hv)P!PFpf%@+VzU;&`Bkx z*~_RbdoAC6iy2&tKap!LVoEm@&NKr4t2GkcQGWo}BA1(@jVt=i#soDXD=JksAAcncPGIP{GT=wV2Y46Z-fz?kRsMaKQB^AN3UliGu+TV zaUaqi>)uo=V9nV!}6CMRFNlqq9N z3es8%+5Rq4R~vO0Omffp|LuLcD;i{I%x@7s^MAHFcHun?K!t z7{~s{$tQjJTh7SmS?+U)PYkWa=gXNv%?Q*V;)DxDl8luU6NLTdL{0eT6f0~kP>`We z2%|t`UeQsn%sye>%C89q0CE`{99kt-sHNx_BH zrLy$1N9gEsoL}D3Qj3<3?VdA=?2@`JeVF>*mft_$Wy)&y?lv~9(X%E9>ed#gomM^0 zzrCRHF?wYydnx5C<(7^E5cYKh6j-B@27EG-GVYxB=&d}YIP4~$*qHn?*q70$iA#G; zL6v5I;UV%xf%206slAc*93Q>*xYu_w{MtsZ&VNjHEFn}rgE2TVOdAk^;gJ|qdGguj z2;_e|m~Bjbx(U@>D}1ifc4>QJkXr*;`mpms^eIZOKc$bTM)k8l0-*mqPv`)4ThZxy*q`Q;JbDp^Qt`vX>xA_!<+oFtlc(Ki^H zVrrZjlX)C#jbC*|-PGcbv{>7?uEoU+e8<1Ab+H?RaC78RaHB8W;Gtb?DT^h@j$MZ* zt~JM$;bNm14&gAShd7pfgkn8f@>K4CN&-=Z=2UI{WjK517&_kd4vtysOT4X% zmCAw6oIg0>#!^Wuxzi1=Vh~B{UoNA5c2C!z=72|qS+7{Z9sJhAbfPSOCgn&oBnMM) z>&q=M1F1&h*8cnHRg@c6^~shqWQ4RLdYl0!&u2+Iwj;X#Hu_M8K0L0^3?mPhU3vYeL$Yf{2NOHfR^Govl>L(yVjXXxq$m3RIsU z#>Bb6n3wr`bMlOT`+~1j7HFPs-3THebwK*fo^3A=x_r~6S_`^#Z4>qBHp2JTbCyW7 z&thq0=jlMt-|S@KpF$~Pg?FJ%YaDve=?RQtt9in#(@{L)`se+pVTl0Rwey&@h$koo zp&XrU_3C8!9Mi#GLrL@$Xa$qu6(wnBJ}`wD#btM9G3|5>Q1TW(z!FOo7b4cs_ zRn!D6$u`$h0`$m(#NY?7D4h@6g}uv#k|R%RzQ&iswv^-|mCi+%0XfQ5w55uj*f$+l z^+qWb9tH;|LhscQgl18yT4Il<_QX-Qp|v#M95poANq(QjbUeT2##_xZ2*rfAz^5(W z`GUs(Cw5?k^(q>_)TQKS?TZr?URHDx@5`9qCn_L2SZkMjv;`i>XXFZD@|;b^vHd4K zw2?@dz+wpeQ0yLT=VLLoJ(C4Z#ZrHCZ9iX%FpT8{q_3UNN zRn2>5Vm5vGH93pO08YK}+4z<`#JRiTF`WmHo-qyI&N3*wd}9B2MJ;lcW{>f_-b>U|ZeCn4S0J=k|I?r2_f8*;?7>l8rgI}0?J&IDh_s}v{E-R4oJxCmS2<_lDYF~t$L&>1a5bIP~r@-9J`C^*E+cHf@h=t{VZ z32}?l1${ZSUWa_kC)N&x^up2(et*Yg<^42qjr*uuF^Wx$P6x1q3tj(AxVT9{b64qx zpYCUpRjgX+Ww0@-32hl{$lWGBr5E!;FFMQ{|1;u$-`dV*`d9@L2dytt8+Sta20;vb zU`w+pJ6()XrDiPVE+PtRF#=vegZ7GAMJt)S(6Ng`?8Zvze5A!vtZg@?wQ=myTEBC< zg&*{CEK@;pwgBvwGSYi&r~M@wJpq~j8Q;Rhofs)L3bQtk0{5=2s(VgutGwDuM4Dyw zEZ-Yx5lcMtAMm*m4r(fE6-|5fiZ8YD%p>MOtUQcai@CZQ#Zr|W--;;KYLoOe5O;3H zL@k)>c;E_3}T_^4&`CKTuEA5u{7X zh-!oy=q0XbRqhtq(b#XJ(VT(!dJF$1OWY0)hg%?=CL>1F?K4{+4~HwB2?AvHd6;cQe)GvT^&Iq84S`0;MND3b^5N=5Erv zGPD>(Ftb#m*GWk25GUaYv;9Ed^LzJ2t>O*_vWK>)L8b27>*XJyWwJn0u}A)jQjnx( zu(gEEAYrZVxt{XH$Si+qSEI#iryA4Z_G9jfiwTXSt%q(+;}lHJPz03N1z7F-{eqG% zM%dG;2`wyp9*`q`lZyDI5XD)e@z2@Os69=y<`TQPhPnQJq+gc`r6>HA&h10B*ft4J zv+uQV_aA_}D^(L=O6GAmi~~ep7L**SdMy3&>t8^=padXP3a3I2pjK^g7u5!T-z)n1 zq29XF^?DL|OlZLgFEdQ)ynCC;`+~o7wQ8L)ph`!O)&_td?|z228t&S^>M64szvI0w z+#lh9{Z%N>N(*BOKHciF9Mr_Z)?>8{F5nXX{*uJLG+dgei1|yQnkK~c%HK_F2FXK! z)eGF$3ivx&o!uT`+h&3xRez6&JDeQLy;5 z;K;ij{{cbCFN_(jpVwcjzHL4xPO+l+NQpwn4yZE**`pP{9-q!?h{w5jT1XN2j*caE z9kGjL*Up}nB!hI- zpqP(PQ`#>=F%)|^HQeg`Ivyresau-5+oUv7pm|KzbE#+C_7B(U{t~hS0isvy6)e3z zPcvy7<-n!zCTj}VJ48UuEd4NX8j5X8TCo$86{&IujCw@nUhvf!=jW*j*EZ^%paT2p zMQ~f?S{j#w3H_`GmP>?;c~{JNQ$4cSOhLu0%UGg;EurP;#lmg-cIS2D(^l$w-qyS^ z(&~2jgoP#X;|M(!<#zJvw&=y4)s^BQTNhfU4ebAMWf?irun~wE7-QQYmQ^WRE~3)h zRg%Z;z45;y31%r|E2f)_ahYj3q<%#AyL?twBP`RzE$+0%;Y>;=9Yu!4n#4U{zWZ;O z4iuqy4ZGMv%Gd99zDv(6xe@w+(=Qe)MEPR}C#R1ExaL2OO?zWi;vUg$$docSk1T6Z zveBtUuLXz-rQ{-OR~KTZXB55i`}UJtqJ-0pHguSiwTY;jU+MKEFZVwEgU4)hYvoHGty>=5Ca|&Lw`aRu27;gB(I?74BTBc1hy+}!_8SH1gYR%pyd72SB;)5)|6B%Ak z;F+6io3-dRb~6S!POz&tS+Via?Th=}WzMEx6eJr3j|_buN9?yWqsp#=|3_Cy%x75e zXUWrLJ_U}Ca5ebr*@vj-7&Lw-d{rnaeQMf7Eh|G`<||=tFh{Ink%A{^Z>FNrBNQF? z1%O;9^nhHm%}c66!f`z^I{vDe)v7YekeyhJH+Tx^rgRfpqQJj$3Gk21QF*7rYNDPE zcq)|)G#pjH_p3}F*3vgtaP+)faqxZSK_Pboj7VEaz`y>aGVbIWE{0C%&&5u+D|yBg zp?*erbM_u->B*5@HwC*?tVax3wxs41DZkJwUaGf$>ezsw;7e)58GD4MT&3aM(0c&S zK7GTccB%Yno_9BmqfkWJdR5il=cQ!Pd|55W`a|)*iH+ce(+T#kM&&rYovjK3AP%f#*2>3%8{rhE9lF&`;DSHGM1;;#J zwYFCDDd4mEU(OOHxE!^`nPUba08A>22`>Xlz`bH~S>d1HII3aS5v5MX=^L2ayAP`A zYPT13d@a`MG_d|KGvoY_Mz*lOv0>@vQ*f3f4dj^}n#3$z_Pa)0D!uJW((!^cLec9k z3gqEh^yYYyy?vb?KcT&Rin+HZx3JtZ947eZ^y~wS3!Y0=yk?#pvZmHva=ASjH98EI zsmC;#JkaOk78Ezlr2le?#nP?Y%-w?S++}g7Y zFtY!;^Ojd#8<^)rZMh9~&vr7Z7(HY#)n@V>I1W4i_R4ung5oFpRR~}esrvRRK(0s2 z*I-zGB;=C5zDOzozL>+#pI~tP4 z>$hHMfpVqV_uG^JMBu`A-aIoX70DAHQZ0UREDk%p>XPI2(D)e(&7y0M$;dxvH>;Iu zK`N8;>#GRglbtrwM=ruxvBc8q6W3pUj6tI>@n2eGfA?{+F=Me1_WJ0$A4ABWHlk7m zs7{U!o{NYGoN)NqP5-= zv(0c<79qF`R+Kfw?eBRkxq}}wkaS~TV@;%*ofoAjm8a5BJ8$oQge*xQ?Wa}-`k ze+&E2gT*fX3d%^{mP5DhwdBXFZK;7h_o&<>OIRpo>mO`QtJElycGZ*HkZlw!A@cA7 zYFjrLfBRm&&v<164sMsr2DuUMF~~l}&;q>mgj^wLk(hR#%V{~0&<0DJnRVS$A0mr> zW`JK85P0*A?{TFEaTaZoL}euU_y6iHiZdh2g7%*-rTpo6QWoPhUSuPpi7If~V6YU_ z2nHW)dvWrd^p)5?SCv-*{~XABS}mijN5AYdWwGHZcBAfQD&!kc^-WC4<~e*O%bF8yK2mRX`MVo$7jOF=fI9T@o-2(OpTu7IQRA( zNyp7v!Hibg>!BaQ#t*A5O<-bw-1*1s@tol*Tl-hNwW(;G^>965uSOvro2R2a&z39aaD*0m1hqDz2%=T@UM-6!Gym~kQ^&F%2E0L zdozRo?BvTx|_jE z!vW!r?`;jvr@;{Tu45{;7qaKN4J6eHPF<(891|;J<>1({ses=4O}WZPC?6h9&XAq| zb0^zd-^mB3t@$!yF4#YOdkqmI0;@eLw&fhE$6SKY9sajg-1V|~gLeQ&V>jIHBJL9~ z&)a2i#t@r}84j{vaWkUg z{&1$dV<*+N`0S1>=4sHDq%!J})lZzB9sFIK`a9i|#S-hPXPP4NC4${qUYx_1cJRIUty}%LoPb>Ju^H7GFOe$YuI;c{5m{P|~BrzvMYS zbDNTU5HcN@dgz(#Ek=AnQ;xdhI93yrUJM>!TW@sg32o=Ep(j)ce>Sum{!OGC*a`xB z)Y$mmUa?5s)Xq8~CbxCI$Ed6N!PH@w5hbrTaB$mkH`sKewU}L8sHtWbTt0M`(2M^e z#-{Pjz%xwAja?L^LJw+hbwZ1o?%>ZHJFr6D{+v!Z3$L2Bhibu1U-`!Ge-2Uq0tOIh zEm41d1{G@yJDeoVB_M@Z-7qa475M~|8TPVN%JO-L;;~++%DFJ>PkubupS3$2PkonK z`?_vL?zd!#dj?8h08PzumFbhi{y+zQYeDc$5klM?3t0VpeWFT;TrR)GP#v1#2YYY4 zyO*AeP6H3D3a0l}rYQ|Pi9X0v-F$_W{{ha&FsubP`OSWwP*m|02Q)-1@rwE8*0S)d z{yyezY}2jLbVIIT*6<6-Nt>RG9}$fkuj1Uk7x~lexPb*4=xPC5T>OxX;f}QL=-r3VH?J9( zVBkbDVNLLl@^i|%@2!8cn#wi%2Y+gb`EBc$<|Bbb%BGINNeg#t%q8z85XCH~dRk!a zPHz|u>Z8@=S)ZVxS>8;U%;E4*0}7@-aHF?6lOD#{$6r#8d(+F0y31~AcxSe!)HHvEDdvPwv?cjS{oq5|>L7d4}c59UfP$z%~YCd_QcIx(>gBto^ za~qaj%XbJA!x`vxS_W=belo5`$T zR0n{EDmQd706Y0@zeEHPfYcGz&JI~jctu6hE z1W6*l8=6JAXQS~w8eEkH384#I=p?>fw~a|>G8)x{Uo)phUOc?1j7&pj1$xW&Cfxz@ z?}i<Rlq2J9W~MU%vGmVk*1uE4Za7-b_nh<-sSH6(Lw6b{ofM@15PQ>@u~>7yj-h|8h#) zrCEf~#-6m5>GMhe(+ z`lgPS%=jLGgS%)Lw=}~pcG5VKnm4xgJ4MN^-gglM(U_EDvE0&ZeH}#qN;SAn5*hGx z3N^F%C1$Y6IIl4;4r8ODWMD@laTYv&OBF816s4URkVzlY?uomtB-j1Eoh4^LOE<5O zNhY*zI0i@IShCXavM2yfgiRnOvK%ez^S_-dIdQyzwrXKHV!ZU;9%YtVa{4c$aeCDW z+L^-t`{vdQBXR%XdNu1UuRf)b+VIu7MxP|Ig7|1c4M+ykf~=FzzepgReSQ>2-JII? z!&dB$vNAJ7W~tbFLqy|B&X6TDB}lrt^KD&y5cSR`o)RbRZvkPdE#o%g?8rN<2ue{<#5pOlHJt)5HQdR-2wBhIbXxZB z6#Ms1;RGyt(;l$zzeYN6sZBUTdFPW$=%$lO4vA9VMiiR=MQOfKKS7oFswhN@98CS0 zN*`}0=BP#gt?Sb5L?&bd>@v`LmVn~F#Q-ETSH)2O{X@`%5l%1gDE%$oOjy{W-B%rX zd3H4oZl+**QSjF8U%3cRpHlOnk~4^-Pa3uZ+8!U+L+zOserhGE)(hl)?EioRpvruQ zqFxXOpgB}=igCKE<~Nu(6P><5zI2=vIY9va2WUKh1MBnrg5ZLZ?)DC_q3!pyZPkv< zcRn0w7eE*O4jFX_ThWpf@N!kSj;uT?3cXciDuAtEe%xdJAS@CPEx(* zpbhke!fETmjPMkj5O->2ocCA;uWc&b$jg^2s|ZLPHyampU-tU_w?F^$OZb6Dql#X_luu#};2P4oYN){=ACJ~Yk34bb~0Nw?H23%SVul+}er zwrGh3>`5@AGAJ2%QwO?@x%lBdQ05qdv*@y#!HguXIf?1%smV~_>u&tk3YOF5HZM%e?=riDNSX!}%mP))Ww{bV)dnPIK&nKVS zwt+l`;hmO;ows_`gfDDG6X(O%gndPk)w#SDa}!tlX2|m-F29ed`eFXq+#Uw!qGF>0 zfj2vElXotkw;pe|(^u_c{;w!OS`-iwTdPd1YtjDgsplhs{I21?$ z=rmd3wjrhs`A3oUE)o33y(Aia3jZP@NE(sT#%|X#RceK2nt-46)ti3K=fwzzrc6(*1 zL^;w_!gh`ZUeSD0t7|8gV9=Dv+7>Y}#_+(UEw_FRr7ig^R`mCK>#w0nzf5|?lQRay z|Bs_{ab$Xb{QrA4hUOZzWv*MfCdSdm#!xet+;vsWrCd&FqudHZshru&rKB};+$*9K zLb=3T3WqL2QX5M`Zi(>yy+6PIfQ|S2^?F_&&kNZYJC_>^13YxLm#ypEIUXws)M|B| z+*0u04InYrO9i*z=N_%WFLy?z?{W&3wRlqf#w=??r2`1AfMPSD6qe$5z;Lo~C5UfV@>j{Rv*R~_Wimhl_0B8fhv8T&D)_7nPwVd0 z6pkk=BB~1Z+2$0!I2SVc!{T$Z8Ac||b>~@RD*^aV`%UjI8RwT6U3=TBJ_9=vt=D}o zb9Ye~(=(Yy2d>rzEM+BK4FTJkGF3;ncT18xT%?%AbK;9IZ=;+*E33;<@A;T$I2fOZ zD2ATy`9AtAK1;^1jnu9i`iFo~FtuMMR3!HAQfXMUmQsX(bPec@AsCLwV8&@5KlFN7 zgxS3RB87;66xe&+K8;6DI{z@U1Ct$kC$cEO_wnVscX$)3?q=r4U9n*xs3}@1Z}ADs zBEaLEr}SU9yvY-g&mko1q19lPZS40j&Cb~Fa@T7x9wMHd1F`#LXMh3+qHlQQxw}S< zf;O-l!q4{micoDO2L$?~T2|LRVd*;B7P?q1Ce3GC2PPtL?DE-cG1{hDlPRFl<671( zpNV?URI@?`?Y`M3yLDR9?1l{#7<$`%Tz_l-^Ju&|G@p^(ix1+st%4P-cVxxgA7l0T zn-*SFHV)8|Xc`{u6nA}>#`HHD6lqnaL~TWp4kJw3qoH>!S`%yexo? z(Pcc|G~$1O)r*6nJ;})_^n?sjtQ)S%$y-=gwjyw04YH8UqmS#6c;i*4GOaeIiBSY3Iz>3c8luolT+t$-4XV4G6PKlNGmosbqaZ4C}d!gqhCc`E}Co)z>YoOX~~IK-vHFCYe@2>l0Pft)JDE{D;#;MbtH4RTmtjPmzp78uZfmc51Rn*1at3vr@jY9Y z*-7S`;YaK)&cR0o7!qT~o-8n46js5Z(;bF4aH`76M*u~u0ccFd3jfbY`i1ms1)D{LQyS$0N0xO zO)tVLswSBIxHWFHe7{QaItaZ`XX_(VDSF1`i!Fl4&?e1+)b0 zmpx33ynA=L3=nXq8%0`RZzx670<(>PA*#K+U-Jd1tiJPpNb7D_X?RSPR1zz;C1*uK z0{(M~Cm)WRG<^KmIhl6pb0X5F@Iv@GmjFWO&cCf(SX$<@%X2pG1d+c9C=}jKQfZ#v zc%d81QvDGL|A1*WQ&t}q=7I~%Tn;V4P|K40A$A0`w~*<|JJ3n;05d#NNDdhB$192++wWdRy0ps6`MYK4AMEqsZZCQr)wi+?7b z3z{a&LdG15_S-No{2y?{1uf&%7!`sSdX1)Y-B;GqM6-i=8<530Z}Y`p0_oj{?S;K8 zP%($wan@!Jv4BVP}#gtEJ^NR*j`}RSc@`g371n7{_ zY43n511+RVXPqZba?wjFDJ*?2X;GR#o62Y}s@cV5>D z^JU7O)gFh&U<$$$JN^15jz(`An(rSD#jfdF2 zWH1&xKT`12?GD1R8gFE+WoJzrbB41dSgk_cSJnn4Tnf(Ph115Q{TO6&C90j_Y;{zz;=_#)i@=S#_7x=>7% z8LHEXI4FJQtWg|>uO#|C0HZQiJLyfcnjT-{eQ(@Hs{@KWrAc!5F88#3~)L8IwWn#F|C0tXAS%7HrslOBpQ zc+_0@*K8{+Qr-gE2bKWm_r|sdYbBn#K4X7Q5-$~%oXz|!_JrAZojH4~dRS7nG~sy2kPti1i5M<3J2UJ@Zy@+{%1W@ezWGYkh_8&&qt*wcurK%c`PsK_4!3MDr#qAy z!$wgdpjsOo{i{sJw|J!yY4ZrAznR-N_LuS{jR7;va6IbuKH9@Zh&JIUv9=n z9vD=P^Xne77qi<19Y+r}vej7~1er=}_ChrrbyW^G~6?1OrHq%l0fY_aj-cWoMpcX)4CkmF)WNs7)}VAM+cc zL8>1b7i?}~))=QI3+*a;5b~k0g!?gvN4Vhld8stbA*zKS^bywS@m?1%@Hoc-7Dd3x ziH~A&UH1OmIfaDkgmB$Gxv9(t*916L{6`%b7@ee4X+`aOw{|yXH7yFXB0*O6=&Lg* zMR#{ftZ>pT%e${ok2Q}cA`05k%f*V?fq7%eZwr=YT<#NJGhcfxclIefs*YfLTRCAbU*|0Pcbd160jni zN$8{=bIF3hbryy`ELV(Mg}U5(xD$Z+M{S0cf3&%Na%>*~{0@A(B2je6%#e0fsMG^8 z>@{U#OxY75)|wc6h?r>9a#i#X{&`vJ-%4A|6+lT7PqNz#OgrO;)QF5X8h|-`a#R)E z-kb8tHGysvlB-U3=pB>7TXLj!KyJ3ebreDN65sntL~Gw=)|M~Ov38UGvEP5ehZYhA zj9uy@lsihFZ=@)xO}8F11BC8(Kn>tveMHL$%S_##sNHvWu@REe64fJGe>)dX3l2fT z)v_W~6cun2y3`4RRQ%}a z_-QYCCiA}_UZi6d9FH9e&UG|6<(ly6vuWa;5(>+?Ue_dcOoJow$e<%p0SW(VxCnqZ2QRhugoR@L_hYb&u_Ys3%yYr{vHn`o zQ3J{Lt%UAQ8?-z?F|L&w#(b{SVVVEglqMc*dp1s<%_kRHq}dsKQ<^4sUi~MQBrC!b z-=^0*LMJ$HoyvJn#%Sxiw`WCpW!kU#W>UZ`fTP81VDbx}8D2W%iUIzOUi~TgC-K3{ zWz3KG8FrpPcIdTF)8m!t)Pg>K|6<66H~d79=A67n-`VwiETdPeWl!y_C%}szG_w- z0lz7&@~UB5tTUo%RuIb{@PWe zz-5}h{jb>}vb6!F?E?7dV$HS6Le+$jyL)!Kt#(@22Oj%qON&>sck=r*FC++HDmAo9 zWmCGwri ziMJwBwHiv~hex>|%Dh7%2VY&E9GBvRAJbe_eK@RNY8LO^R%3qtwaid08~(-Hw6zOE zVoGMR$?97{JVf?PpW&5TCb1pISjOm^IaX0`mD*BGj?vCwf3*$3{yz7^n$yXh?P0n~ zk?uQjeU&S9@Dqrk!~u1xY#CUBAAtJd7?auTiMPG-tb6sEkROL|&S`_{erhXV+{@wc z44-$g12`rtXJoxv8W#@N+5UN?(1PICJz{syJm1@SuP`3SJwgzAc!qsPb$W)NgITNP zI|y=sIH;hlWb-TQ%x$<1xMO-U3vQxjv&Ir!eOGQGZvp$bDV@G9zQ$k&?ye-pPvY6=>z2P9Oq_@3%C-n9Rxlk~crh zcD5X?!8nw+S=9ewX&E|}pIv(q(GJy?q=!qz;l23R>z-0??lL%=h4UbMY%D7TGs>aL z@6Vhi5a#*fp)2iOP^LvX-9U47dlyt~(l5e6d=Z-tRDqlIv!e8H&RujCzAwDj$k-^$ zuO^x6{LG@~IyfUX06Qnw|0Yv0eh5GF_HC8l(OJ}t7f%uF&sCc3Y*gL9&nMqWct*1x zp8hl-@>~_HIAV>#q$@aGGQqj`Bc#lduA;$0%8UR!YBTz4EC)McJ1yQgUu6NUb(g^W zkDWyAKfO7fgJ7D7uzuMSN|_St>SzgqHkQk7h>=*8`FZ#K+J>I#0{+I}!yhdvKje_; zUvG4FvxmitRy?|U*jIX#;rujLLlVg~u?jWZ1)a|H%)GAr=mf!x|h6N2%`&LvRJREV? zOcuG)idqHT9YMhzrcOxRd!`l+d;^+y9NYOpVQ2RC^M^&q?@D0$RR14a2Fu_a4d1^6 zhKX}5%rK9sp4<^+BW6W?p zWaSOdrSb_gu1qfc;HPY+;bbRHc@NxwDidLY3{Y8(4wUP#Y%J?dBQ1E}@4(0?Tt#05 zFF4s`Un8Y)Ojaiov$py|g&IMIlD_%1e8a0PVB@+SoVRq}n4BwI#mz~O^94)!fQ;MU z%!EGcCAUi_CCI)wOr`6~e>2KP^3L4!%4D7!zEa1z>E?_uOoE{{9#F7NHE!TeGX zxLp1a%xD}v4_rd_J9sP?OYb?1?E3C;%E-_wi_|Jd>Ws6^d+@kx^kXi?`kHa}@0h}E zhTZb~QZ6;!|>vxie#z(4t~*ABOp zpR%{%d{_|3cWLr&9UP%QJt7|H$gHgtt8|{w7==Y@5QJs=WtN>eZjmBHdsv?=w3!fR zGM(!W01kk7kueHRb33THAk+4a^2fGnbpskDYYE_*w)NLcSCmnYRr?3VHxEK-gt4I_ zj_&MtxHI7cf)pGsntjMIt12g6uj0}tvJlN4q+z_r!-IH~o zyHrDYA zD!Q~t`_mJui%~M~XA}#}qaDAE&`gbB)T?xoH%MR&wsg13j_$=)_@wP-((yZc9sL7P z$L`c)Xd!6#mQ6sld?_C?tr;v70c^ zf2~ODqeO3j#AN+)Q3=r_H8;cMrwr9Q)Z~Z6xIVccPoAtt89$~Sia4RY*o%(e&JX)f z5av+VHOpnOtP&ve%Z0(?jlb0TwO%dp5_2XImF(*c^KOu@M}@cunw+Mre%Wu3zxV!= zMp*V#HUZ&_){b~;ezJ$yv`CiJHLD)H87XVD6BYy~C4rD^l{M;J>X|W?3)4K`55_aP zxUvi;Ebdj`>cU*`R#I!gFa;rnGwTC71^_lqG%u-JELp>vPzHeSaa~#s#YQIx;_UvX zQn=P5v3=I+#LHmGX`EY*)*3@_+U}zB5PfDXA#z#qXG@K{Q4>n`Z!j=j*{-$)rc5X@ zQlxQ=b45OGP0<(q3$=9#b^iWjdJc(k$nbh#jA|?a1H=b`{#AZxq+cv7is_y(olXrD zg_>Bi&8esNcE*Pwr*7*+z#@y-FZ-CC)-Vi zPu)QiZeGf(*B z44zFr7D}_g3Zu--Sk!cWeAh$5wIcY3!p$&niuHdi;&)_)8-VjA7?|kMUo2xgh=9xB zUdQ^-v3E?HwxuDhGPS{n#VJv2iX3Pz18!GF|G7rd2jam3lstnN5s073j4ix*#jszq zFAh3n`Oj7S`SG((g{K#$$*`-%=hOVToZFb}Lr6P|LyPPV_ay6hBc|fU6UEJGFVEl$ z#@*;DCp92l{U#0jk)^s5v|EVY8`lBlL-0WBS!`w;62DH5Eqo?NzrRyc#u-!`{&KO< z@_<9p>6g#DEeifDjgIH{w93j~1MWf~MfZaAldj*?m#$+BhStwODwfqS{5_qe=sJAvWH3 zpVf4}xlx*X`4KKyds6A{Iu(l)io6Z5nJw8oCcg9nTMwF5h3~^}9aVcl3wrlh2!=jg zoKF>pRBM9fGexJ|&OlOKnv&d>f|IcZBT2_8mqeE*_Bl|cm})BTYU;IcVSovFF0Nw_ znRW!#PmKSs{*1lOrPkIKu-L;a+T8$0s-5o^*))fhdYBl9C3AlUBhH$b+0V2JZ3}vs zTFM3|tIU)NXQ&>l&lAG;nS=Q*(PxsOJTo0!n8>JO@>4`wX5e z^dBu3-bt-NO$3FKLLosBepLJ%WHZb^m{*nXe91E|6&^MwVHbjJ_l1aOHlek zRy<37RW$&aQ$m$b<{hl<`VJ9Cfl+`BLku>J0)VZWxK0vzrL-nYt&=(uDf^u|-Cqe% z&uTChCs=Izt__1vPkU;_@rWe%u)-4r2QtVyEU^mCxZ~`T++svO0($kwfxPEy)X5u2 z2_34<4!h&+j!OPv56D+8b*B5?8hHpO^p}PWs%P2l``ZS+R2`zt6v$0RJHbrn;`bqo z(;Tt=IU4ZDc>borVa8HBXQX^ zR~s+aWyHuLua?^7H@++K;e&YH`qq-HBRJLpK^?#X1c`QoOpRUmV3>stOr>>MIQd4e z!@z#2y3gV>bbbA82g*!dwMFSJW^v|_&C7pu<|f2S?InQG4oYj_k2fqu5hsyQCUeI7 zH0m2J%+*G*a%(Os)r;Uy2d_#$FT7%quirNP?uy>dFPJd=2T4I>UHQ}reiz>>Fb-uJ zX;DKLrri(H3)&o3@g2Yclv&9=M|Q*fP^C?P_l#*qH zuP2(?XqzX)lv%RpAfn5~L3W!-F3Mk!=#2I$1CP^7Gwx@h$cQpJu(F=+;3)NG4{2x2 z>Hcx%_6yysAK)OkeJiOmzd_-i=+Ou8HB2&;L`oN_@B^DOsn zT&Ikg944Jr9EqzrOEPo4G& zPqxSv+jLkv?584H#7ongM!>L!&(!Htr98#Wv5dl(inRb3&En98@mCYM&lhU%ym*42QyE@L0v=WcA_l1Cs0l&}jYV z8dkjp^8lL8xH~0%B3cFxP4`XL@uGU=cI$wjh5V5^mhD&Gil@5;sP6ag89%DRxAi1! zT{4}*Mkv%TuUInoM`|pHrm0@O=OOO#f0DpQ+}+C);`5TSZwJk88OeI}S*Lc|zC0c? zwwr6O&vZ|6i5v4#6hm8eJzjz_6kX3_zBZKDAGk!`a*1!|i+2>Hh|m8NKQvJ6yg0Y7 zPgeAD+I0$&^3S7!5M_4@w4t{3tv3RWdSSBLqgXR0YpXEmtC-Ydo$&d5S zVwL8=OY;E_WZ+R6-D<(Jz|0IBv19=_Cy{$@>EYem&fATnAz%<_ru?|0-sDw*!35xB z`$+-x#mvu|blf1N;a8{17KbS@QaA?JZ)bSL`K!+?R=@<9eD#@x4O8>)_8kC110Jyv zBA8wld&`c-+4Q6dwZ%ieJy;{*bRT5i#jjoSp;Hxj|9X8?`bk!-{)eB1zB~O9qAD2~ z# zrB>nTw&YAMvm14C^fAeZ{Ma0%8^muPPdi8v)3T>s;CTEYGW$xU~-j7(G zJP2gB5|9(if;rKom@(sSgWp=vT81ctPU1_bhphQ(9!rugpVDyz)few6yY1~9{3%qM z+5f*()fzLam&YcQOia)?;LT>Iel}UQq&aS8#ywDORw$Tp11#taFg5el?Dxdw0ccG! z`_5{S(Fx?X>CcvfO%ZU*JfVp>8Oj_JBfO~Y=B?c``36$^@7(N!tb^x|VVL+2!zDn| z_fLK<4W8*_o5QRceD=dw2H1FQUxq5U;9w;D*h=f=X`hxHTJvSfVTP(fex^fXaLU*+ zhUc4Zdrqalf`Bi({ln{Vg7m)p`sJ<`4QET>vvC}9#5N^W#+t_;f2WfRjKKAn6Z>C) zTAIv_9Z>Ajhr!!4MWxs9_?#x1>gxohfI~|GqpPWksn9*lon25nTPL-LJr$h0T18;p z#+``{X|{;POd?64Qitz7%RL2m^qkwBYy^K6mG6tRiB7Rz*^Ht(k842LGK!&)!jEwd zGD$9ePPyHa|3pSI@~tMsg<9f2(Q0(?Nz-hmYL7k7GL7n!#S02QaXj5aMHhOzi0j^9 ziTwmA1CY(ascYSP?uFhRNk&)lI-{s^ZinhH+9Ky#kSzfn zXKH?3G8=}&G8rE14n57OTfXtcduZUgSWGBXoASDf0L!g~xJo zb(9m7Dlz&G=&?X_aWD)(nz|2A*ClI-wGhMD)s2rhtuT(>(lvjrJ2QuFp9|k+JFRrV z-Yw%!JJ6!|c`raXnQpdsaaHY|QYQIqAVc_b@kf|)rd4P`B`3To%V6w>XnFKi^xWi^0#5nRXOG#j>= zTCW!z52c{ZkwWyZ3cv)eTQdf6lZ`$5DZ5kJb&94eh??DEP%&#V_Md))xtx!n>|kmM z9xReVOcwUbzgYKE5~gb zdC79_-Tz2pxYK%Uzu0~h$eKCBR$A?H4FhEZSiaZxOXIg?cNOLOt54685q)3HTfav+ zee&n+Aj!_UJO*NL5>4~pL+?p{o@hDwi@;9P7pX%675=?92;@GU6b}!V%zdvJ+rNP8 z>MAj67+9vP=yOel((U>N3YN!kcMdpZUK^bJBUDPY(N`VDTVT>{n=3|-mMQ@({%1+^ z@r)v!YZ{bT)QqQF?^Is?U!y73sY38tE^|XuL&GzZbF%c)iV_ zYxm2(gQVcxpTp6bGBW05l`cJ%vJC+oyK-0ch5u$4h@dp0n=xnlom&n9E5< z+z+Z2EOS7;d&FW0Is5i)!0v=99K2#$ScV2SSb;^lp3XD5we-cEW$=}mX}3St=6=H( zd+U`xY}i@nxV2DQy$=vuI z49T_ZxYE6i#=|ii)|Z$6GA4%qiywP}c<@XS9tDncS5pkU(EGO4B`N$4vb$wCDSsVA z?4)KzWrLis$Rb$4D_UfwYLy4(N4-Ud3*uhyc9sF!hM zE!F;7EeZ4Xq5t`+ z`d-qF;<9U(YWxLI2C9!R>$Q{Bo$-Hw+5Z8-iZ4O;xj=xcNb z@30fu=XAxpsNVZQuKO5255LLq>Z!ErvC1emN3HfLg7Kga0cpK-xmKctZxn1qIbrlF zi1;t$?$j=ucGy^;Hr_oO3usZS-&JT#js=Z73rQ6PHji#e z&7ImGsiesOC!n!)2QC^jyJXCo-IXS1(*5?}=&yc4dK8@!nSSMk=hw!HA|)y0U@@<8A7Gr?XfBaye z&R(5f0k&HIbBP&NcD9FAI+oBrjlOd;tz>2{{Fts_U^1w+lp7NhUWXkgpsuVg)B zfNE_nHC9A_X>5SEoEQa+#F2ChrqU96fvk+Ac|8G<{x@g((aWU;7@M4wk0X(Er%2m^ z&G5W(a{5U*uRidY3PwFMDAiXg>);pykm5vF`aPiI=cb)Y9f_Vy;k;TY|Cfs)r=0=z z753MN)_hp!Zp$C0*?sgAUyd*6E2d@}41yd+i|w_1P}W7Ty3))VXjYqJF|)!+4+L>C zAcJ|Oo%rW#v6+OYP#iM%YklAbf?aYttaZ#hZ8H=?@d8-SWQ|To50aElT}Jo}8%HSV zi5Yc|*5;{;UA=611h_)FSZve`Dg@Y zPQ?3PXW0|r@qUTYV|~f(^D$T+=Y5gSpZ~745YW7+Y5O~16lB9bYIGeO1sP6uR&4a} ze@dD7cSjgbQFi)`-J3wl`}PpjG^eamHRF4X1#N-%mANY&oG1>n^(50E-I5VLK#LMq zB))Bdz*Vi}TDrlRU4^m=6w0{&O9$Xu6C9))z{IcnSY7iob z9>{M_B69oGzBFth>|(dJoA3=ypK$il}s!aVVCHQhlX23I+44_p% zPgcmX*Lv?KPiW)YVW>~c0~$m1?=^IT@++D_F_*e5Chf~J5Exnb zS>uY@$!8Pzl`YlvcxgJilKO)dOZmS%YS=)s_zISZY$1Ggr1y9(~HXl>bUDbpjYAk5P}-GOV)V$r-p6TfNQ_hJ98C8kA7 zmoUoxFwJRRoxt&QJ|R2#QhD2SKu^15j(L@ujcleKX* zrBHQ}biwgSmv4oy=Vjj68$@pR)YnqNu5;+h;y-Bl-72{(m1y?uo(S_C`~#@I_7+4x9^HRdi%1#;m1c5 zg8D0nm6$Vp;9TBhdQG2)wwSi$65I>0kP>XF(4&1L|J-%-Y`^{D>3uNW0^Jl_3->-48QR+xMo9p??9r z!0|K`-0N^@=$c3qR6~v2=jXWK(KVj!}rdRdlnu;>v0l&z0!|ODaDzTxC&x1HVr|s z^;G&_$tBQD;iC!se?LDU2ts}>y7)csds1`3((kvEgib~0xiBPzlfz_i$!UKz9rI!O zCdL&T-Q}P!uFG@D3f&SCwK&r6M%N_yE7RDmDYITjX`Yttr4GXSF%__A^$U|2=`PLI zX-Blcs}`~94-%#P=engEghBa8%@@bZ@%lw7>oH~Zk*{hzl^jTRyG|C1B>DIWg772cW25rRcS*AhPppK|@|to$=@kFyS_%q5j>&0Vq@GX$T|3 z*N38SVWov=N!?(^!ya?atFO%Mi4w#^**@UZOHQ+N8~VI|yjWs6`0yxVVLG4Y)3ndX zyf3PMkcl3mT$l2X#?)_yyM6Id$#U+CSM>OxHnaI|Po|PtUr@ z2N5OJ9e^dJ3?WEKEWLKtlln~&__X#mHKiU>I6!!C1T?$V-JiMaOpLaK{Mj?gWqabBh0yCzm+vj_Yo}Uz zI=o@-5LMS3FM;wrp^m_2gJjsp8P)yGy5M*YMG)|OGu{Ul9KtszcSC%3`0j6*x)vc^ zC=CKOeoLU~u{0&TBr6o+tO?kOsBsv!wbzvDaA!hAJ2-HxSq`b6UQ#w3jm2hBYz7>( z^AH1r`#@5eyr^7QSE=?QM59_`Bps+^!>_FSRL9bge;`8(B^R$$1w%gw^f-pkvZqo= zF-g||yK~nk{ganB!~U7lQ?+5p006xE;Y z5NS34AJAQ5za6dWq-o>bt9o98GVhQ-g_pPK( zYhR=E4F<;rWq%mTzsRjpxw*#K?Ypp*)W%dZIR@*B&Mqh~%|>-jX(X0$!UJ2l$<3qs z&%g@^_lxZQ;(PtQyaXAW0SNZlM8ep9v;?evQcklBFznLIk(=8iz6g7l;x8xhmlu%x zYP+IZOk^0d=`@G-fG;;AelJ5UKklEnKi3%#WxadKCeE6+h$Yace|;VMY#hYWO6srF z(Q)|Cl-OMSERKK~DaLi})FcyG-j!7YJ3~hZYtOxN`~p$WBzyzNBb%bh8||vNG7@~+ z`+|Z_=9lM)OWK>~ym0_a<)}DFpVO9h0G0+DkgDyrVx-pbL~2WV7FG`G^BtI+HfG+b z#w2iXS>t5an!Uc@n*n6-s(CIrIB*F{O&28pkap|2FE1^ru+81|&{eyCTQ~2#chaLT zAll?_+{Ag6Tlm(1MhqX!w7FX}=N_@U)tk2gXMpya6Vo$ z6wp<5I0k9yJMt1-GVhAii071f#LMhHg~K(i|8zpF6npJ@=30}ja-H$ zSzl@NJahMg&tlVDfD%X1gE;$DwETjJ7zDbCK$|8lQOtDnPcuqPep1aq^B zp;CpOeYo~XPXg&>cX=_zV4%ihZ^LeFSkjFL;r}c#SX%BDEoDHoxziZoWb=Ndc%WDX zYoukjKSFNr%n--kr+X`7JCXI{eq>)oqc-!K(ZL(sY6Gt^pR7+&w}`YXVABA|V9RuR zmSxwAEI(w(D+8kXc~{NHkZKA2LXw42^YV#ufe10XYG^*fQS)>=4v(@ODy-OsAE zKF%MB)`i;{AZ<96_~hg|=^HcT^lr2?!+Xs7^{~<^6&Z90~1;=zlOIRk1LuyGonQL1|yy+UtV0&xX$o81oNsulmQ`Hzke0$WpzEQ3e=hH zfq=1Yu6D^my&oW&$CQedJOXvMhkrE%XKp)>fr)twoS}8!M5_A_Iu2Uk{-B~)L1+ZWMqt&4Q5(ETIV7YDtgu~+59An&(E)vPR!$nBf-}x93!^+ zN{Kq;mWC*KOu$a~HfB0FpT&tvW$c72$vZ_spG<>_sig`<@M^&;+z3b^FXg)=m}C@5VZ!c0{gmMgiS)Fb<6A*)9W9 zIXNOc{9YO8Z7jxdKuhxxbZETT4S;ke0Mo->dQZ#=t#}I)8j%Il9wfJ zTSrF%Gex{C*{vpTv(_oMXK;5LZ$lsUHZItMI$CGy?@qVJ&^qxemgyx~&QcK&b~JdF z9wHsGqxssTOaFN&JC)}a`X?qAdr|JgLhBpAUai->$2bT6SbU|7JKtyLatnKC5Ps~~ zu^039Y?0dLLb;9^4l;Ie1-cQsq*mC{nXokrP>#8=?w$zM;B<4kd=99XDfKB~xva~) zx8?t>B_r62s?kg+@0fXQO+;bhyzM3lU)l+aA{;{} zDITW~6TwZLduX@8MyY=GHuEkaaVke4Pxm@e5~jTw4rJzzGC#rnFU^lWif6iG&QiHY z&A*kQN-miYE(MLE2X8=Gk6DU;S_zU3Fs-ikB0$fTUQsVC)LBewd)S@A%&y%Z@xN@w zkou0@P=u1Zowat%o2T|7d=QU8zPc6z@9MVYiC$JJ^l zXzB4_Q}%r-io5za zqcKkk886z9R(;Z{bX&uu(H@@EEv&i!Q;7FtTm$=2e`p}Zbh=Dfk)HpF7Dz{r*sDx%90xOR>A>Z|8G@B!;QIsX7hy5G2-X-8aNEkWFMG>RP7F{Q+>uTHz|!Kb2)_}jS2*(3Y|w3@?k zBvc=aXwYAGdKefde3jMTI|IJa(Pw-`g_?8^kw=#TQwVJDF#Rv(I(8N&;ub6#Kzvia zD{pK%V~9(B#j4MppF5+KoikpXp?Q#T=IQyQ)Ced&2{Z*x6{C!17r!LV6PLls&SRDT z8d*IkO1(|CA4`ZdFX*`^Hrg?II;`z z)1{k($diLXY1_UXA!^&NoxP18(*U529Pk&ZVyc`OQ;$h;8uzxSD*$(-b{$5sl$$b7 zuo6h&ht@Ks1B*23MGJ2%ck0ZJtWA2{0rfo$&I;}=NU>V#i(g8=n4y-Nu(`A-G<%^eqq7x9K3GoI3ae``?&ghcNwwG_Jf zcl@5bIH-<6pU0cgX|jAvfyh(F3@E#Arym<=k4CVDs3=`okhhqwx{(ECG`{>oR%L}? zF2Kvmh@P)OM6IniSglLOT+p>2i?53~M4@VATF_`a0D7ntVRu{APkN6BkhW5?w5?j( z?zQ!@aLVY+nrjFc4|bEs9i31;QYZo?W_~SX=NK@VOyZngns-5p&5e0Ww}kI`!>|bn zDNVLxPs?}wSb}2^*j_k{_Z0rk=teKO)+&;*Z1?f&E9EI>kX;V13cg@Ui2p7oPHWx- zKTJrmChX`4USV;yI83u&wq8;S;%JQMiW2}zUjR}hHb>G7>-29yQKWJR@ds~*=PPCN z;rNvzn_*l-mnP%GVkv4TBq!jxcp=$`Wd%kE>Hh?WA89YzQL&U6T@5_t?7H4VFnNs>rPhj9R*NP-Wl>3liHlRos_8keV%k+ zwlmA-Bm?Py7hi6Ta}JvBS;UI|e;l2AJd^$Z$FJEKnmN~&Ic41ro#qf5#!xeIm{U~l zl8LybA#w;qRGK-Lv}Wb36QxkemTXA4Q90IXSdyG8hupvG`}?oIdU$NtKG)~{dcR)J zSGm`q45}CPh5fzOm{XP|^H+bVDMs-=`JUsaq2cA;mGW?v789axizWSbBwKX`eES4v zdn?7J{`L<0Ji2d5@u4&I_La6EW&TVFwY=Vl&?7gy+6Q?8nONBTVCx+Fu7_SOsjdc9 zGwH({t(GUuban3LbJ?lF#a~=GS)Y?l=3_LX!KcaeOaQ{(d?FY4?GPSKfD)4%zIFh) z=AeK;`I~_r!B00uyC9_);G2=SU>CqkL(?72Dy=g#9*_1jQ1W``$Jq?zK?Re?*Py_% z#I{2B>Tc7VhZTSQ+X+7{h-9v9p7@ghc zPc^=UzV72uRs&3nNato3M~FP0skcpupDl8h83$yMgcSuZN$Z$G`J@yK|& z!o{3!Vsq;>s`zzwIt%}+%2dk!Rud+WEyS*~T>l~~jtde>fUx`%R%FxPS<&AQ>SPc9 zKpI+iYgWj(6GVMJekx<)CsODaq7WdM;Z2t@{Y2ohaq!y}2p%1@rJ@{`XJ(uxm2e+h zLMJ;T-1<|t)8KoaxH)>Y1BAeJE`lvZPO3SydZrQ3_B49DZHD8B@tRM-%!7W(t!k5s zgv|zlJ~1KD2gH;-Bue86*u6j8HNQgU*!0j#u}FwbkqODa^rKN~FF1S2JK8fC!#2D= z!G1 zmM==a)mh_zK#1PLa{SPLS2l9rjVJcGasTUO2Vo!?@d(=;f)o{Fmyn`@Uun440pXqS zX%~1mT%K>-lh{{YFAuH9gUmO04Hs@^Vswv1b`QiE&m6i2za;%B=XzeM=f%A1dpb0o zcBISv2VCzqx|GI`7ak{CdP1t5bBeN*6yKEIXmt+fA7a$v+<{-e%D2|?c_A?#f`m;% z#Ka$K_Fq>HzW#C7ViLQ}Ptk=UI+BvDGX zLGWHDBV$&2)%{&N9!o+{lB`0q`XwL;AyNg~M$HU;KG(h8^x4|(>6b5>_v`Py9tG`W z2jPGu{GFZH*^de5MO3NcHdCW{94>a*tfNp}n*C$Lc6-qwoua}wxi-}M%+zmT3i&vb zS)UQSbp0Gl8gQDtgWG)!cJ8lyQkU;(7?YilP66S#xBwj7ZUE$ecmc2`>1UXEq%=Ub zYGB?i_(gZBG+r&NeL$Fq(SPFF?6F7^Pub#x{db}&_ro5mvXXv-W|yUH(&tqO!mxx_ zFOSQeD3m-;-HK4~x z?MDJeO*HcQSj8KmuYBa5!*D2cbWVgc;H6ai;HQRzISH*lQnEwAJhm%|!RxKRn@HN} z!}=)fFUpkrW=T5(`1(Eli>@BuCAM`wc<>ngLS4q@S3I7Wc&>MUpeHacL0SUb&DL8x zOyfg#Q}nnVrTxWHk8)#gHN%3C4Q-f5#qTic5m`Vd$mOU<`K+2|bZkVOrhao!xyhUT zmfQebQPD1PdbI$~jD)Hep1Tv1eTY}7wFeT-nK8?7PN*2Zdsqh%aLx>(_3G#PBnV%f zg{{o3dEIcbdKMsg5bdl~|0d+@arlYNC%R-fUUY7mE4@C>mwFa{yI#I%R1M6NKQ?4#U0k^KO@|f}z_iu{tev>cTF>13-fBT=Tk;og9us^>#h43)2fTSNIQz`w4&I zwhfMlVsa!T#MlF2*O=;qWA}}u{yx++(jsG-!U>J4;GO7Rsj5aei9-qC?{f8cba9& zXIB}?ybC5wfW^iCJUJg>@3f+sWY~V0|2ghk(rL(KI;Kdd=~ShVaT&ozM84-z9+|W| z7mT(jXbm4ptNo(@_?gt!jmTkXkSK7L_%gdKGzOavF6-W%kZYXe2?4Fai`UQ!1*EMS z9&b3ZCw`=Yjoo%lNV)U00^!M=3a^pqriJ%~dKNCo$PVz*xzcJ0G;6;4u?o_*-QAaZ zkN#sF+Vou?O6)OG+*v1#M4`lu7|%P9B?5uJ<(h4d8pJKJ)nuk?%Og_MXZZ2*M2_u! zB6f7|c$XuWpwCGz3iezF{h|^sTwk5MZ|~5?BK`{5?gC)qCX)ymC;=X|bHdX=U^;8) zKR`Lvb4PCal)_jf^W2 zhgCR$rlo0&$M;T>8;wY?9wH&Q3a9kOVpt2x-=ap~qp?eOew(s-O3s^ZtUInU&{!}Dg|7f3=rI~|`MV6XJ{m39@U(yqMobZOMy z1t^N}L@-dwTIj%sOR}4KtfHMJrK#Qz6bbmw4FlPk{B6Oq(`m;*V2V<*rz(4qeh@f7 zqgNG5@IZ`kRju6iTF%~gw4QfDtQf6Vbu_x}V5finC~&QNA6{LR`hZ1MWn4L9zk>0Sx zR{iaH%Db_cPFBN2_o`LjG){|(TNd_hp38q3&8Gdiy~33qfm&2mgGc=^_2KyOvAi|! zL)MAIB)z)n68r92xw8eJAqh0V-U4=|tp|m(X)sQ?c*AfwiSJul-7|OMRooff(q~<@rJ}1RV#mo(Bm{~?%AOZ z3sK`fQZGgBJDqwT4y<~`rl!BZEJg}#CGQz~H|{d3AU9FizH+@wx=0OdWPi=pKRwhb zhdyHw_z*(vg9rl0h-Juy#UEe_>W4IWU@h8Z*I&r@1TeF>I!C=%U)Z(}J@b{=GX2WC zWAe&qLl7Ol3fA5DEb{Fk8%RS%Xl|9Y2m{G^_}TUH4_YQc5X(yGO;Ew*pNvfZBmVFK z{PN(orpoy;@x5lLp5{b|kT|`lXRbj%dm*rR=-@}afP@%u*oS8Z0H`s`lnhfErTy0W zvgRuH(R|1K=?(#5_E2v3`5^7%gTNWBP%Hu|ikZ#IF4LgP3=CulY?W6BEAedsPyKF< z|Nd3+v35vQngC>PlWjGi4T%_rTk_j>pHDb5?WuClLRvzsMpoe^dSKpqOlgaB6x;>G zLFU{H1=|4gN<8H;&+tN*tS~UtjuC@25|>-$Cmjd=w;i}+vV#!7mDIEo2aB*^YlLxU zH8aIn`jQ*>3q#*zqbh;%v6$=BXE~#Cj4i1$`2; zc?ScOk%?)8mqrMAWb999!i5(_`iop3|9%F-{kS2TzP@>;Wpy-fZia&VA$2XBx$aeL z;{>p9CYF7$Q(nnmOl)8HEpJSB)jztG)#@LzQZ)-e(mA&b>D^6Mi^d$&-qp=>kS%OL z7C)EXZuByeg$GZD#qzP+uhJZnW}ChlyU7p1r&a{6fKKnHkI_Q~18bfc2R)xZE)XOo z9W<)FCY{=QJi*gC!v0aNIY)w41163;?corxD^=#(w&cdmdK6vQ;L%vCo8Awav30)S z#wNuQusH==N;4KFpz06rjAi}auhC64=4st9Yoi0`)0;QIT-Huqzl8HBTjMoPlb8Th zLK->rbKZ66S$~C=>L8-_>E07J!R=<4EOj(tkyIWil=z!$I;>O)NQZ|T7*X^nR{|Cx zJJjXwd0J{eiZ1ixmK`|%dc3Bk&n#_^&J6TsDB67sy?4apsyf2aE?-fzS_u>W5gGkw zB=?*iv=1{Fs@IAj5vJMwO@SsTgjQ4U5*Ici`^7k?M!Z;&boJsyLI7sFI{{}BUC_4} znq!nJRTja6V`<=1c@2_i0Ourlnn1Ozzc9xpIH#qt0cZzg9NzYJ`Q@`{{{Xr@lnLhO z)zQ!JI#SV0PzfuXG`hN&|FJ=VtK=8NDdZdwWH{7(yOxP2t>7bsjA#mefRy; zK`{AT5;b?FSQ*`+nc54=!;BqCozEvV9{0r%tw1jGs77eOF%0zMebXzbrTi8ERefIR zQh>OACLg?M_#(J^1YR#xE$j33ybrfAAsY)`1}f?sI;G1az`^`H>_QIe0OY z;l2PVU=?c`1PV;<4ph&1MCIqIGxUZKlE#E$OBo%pme>rk{Wh(slLs)7g@d~6+t%k` ztXAi^JhJybopVqOaxgw86H$I)d|e)h-jRKGQPS5RP`%SRV|n_mMeH;LBq} zQY)Ei%77>MSlI>ZC^~=#dRrJnLyKGDbC7qEl{7s(&hXXFkjAy`c7u}~%>V;whP;eh zJnbzuT_^QdbXP$M*;x9_gEscLUuASbA5sylV*F>T;gd@)N(!utRfw) zL#%&+GkQ+XlxCb*ZBkcgT^bR}l@cj53%w4tq(T`sFZy77Z=Kacn!_@=mXI!%JE3}` z_a=UJ#>KiCeD(mB!+#NUKqTntU|IPz_zZOx)nh9!3*+FIx$x}rv$Xs;tyh&AAgF2D z$1g*mQB#44vJ!#oh=4m!>ApD$bRTrDmYDsHKBfXc;WqgEN{=P21#nS!$V(&H6zLt{ zG8g)9GqYC%lIjdkB!B-g1D56)s5dV4ik-V&B>b8xLkM9{ZMPq$Z-eC|8=x`(Xz208 z?I9iB=}bwrW~lI=A69k5n!C&(Ws>}D^~-|Dv46EdlOc;iZHs2eqUTEJ_zN^Jaw0A7 z`#^T3T`gN5IJf*(4N#+I*l+D5%JokEuNrqfi0O6sy$_g(Z;5nUJd}M&BV~M=0+)I| zv`Z3U400U;#LR`U1((x7JwBPlY3s^}2LzE4IM9!WlmYmp zZc9`s$E#*Mm%Fx<1qARWy~S4bY+C8ks@EN4un`c<>x6@BjT!e5d5rj>&5914En4c} z&5`6X{2FadLeey{H1jV1E!IkZVvz=a(?_ccv(UPlYasP^wdv{xH-^g$2w}vv?Uq-s0-Y;e)J#0;XRm)7^ne}_0=F7l>PJbz+k z$Ms19(cRK9grH|Kbt?d8pLqG&DWB^LL5^@IR7 zB^5=Nk>)%a5EtO zj*CI|8toy?xr{!>O&#Mzf4oDzXwn==5{C-hpZHxw^%?Nsnfjlaxia^dUnysEr6@vc zWZ}JTDWhk(L*G)I|G_Ih@h+HQjip?!a=cYuInW@^n+Bz_AGEfps)wlQ0kvH?{6xXP zNQq|2nb!eDs|@`t3-icU&EICgm-3Ux@L)K+TNjHE6WGn?Xpa)1zq{xQg)y_ znHI(sSmhG*J}q-&^s24bJ!@hh*GLZ=b6dqLl||jhw&X?@fHEe8=q6)iKKkpbdEblt z@tTT%4<*kV>!EBb$PxdZqCNtLkL=+MX~3BUw*nhiXWYghov{RhAhi5Kc4{MixyLZ} zY``5V`3DmC34SJb)1TL9-LSQzoPw2!=Hq~QBMbX#hmg=70K{o-gj&DgLI8BnpV!le+3v!emu(09+Hh|yY|@{=Lt&@f;73CXbA2N|5`I-U7Th(OKpH^g4gVe% z5PEETE38hAKx2sQcyqC;n(VeFWWIj6x5d5`_EZAp998@et+W{H1+}E?hU(f#-jMYLq1yL!2 zydW#+8Qxa~g3_72!zX^W#Dh-WKB?QFfTYiI#aAJQ)?zC>pSvA9dmGH%nlV2;gUy?g zUPr#O%p@N^53uu(05yDUt9ykwnI zc&68%^A7gtxfIP;-e$oXL6t84nRz%;Wr`aSnljJt6GMnxu(vz!$) zBJ&FM)QPqN7T0e%basD`;lB(*EL!LiuF zluz(tck<=Y<<^pPCRLhN`;5G0cr6!Y09QP6Uy!GG!_7FIlis?_m5b8*Y=@tS zW`&uD$olQYB_Lm}V2?RzP)5pN(Dx5mZI}NWx#_YmwTz8JV=oZm?A!hzX5aeomHI!Dr6{bosW~-Fv2R_ z`rOeYTgf(E{J{&5a!Zul2k`f9UOp_Z=(6u@!UOA7dIdlHhh$^j=XSkA1h$b#CRG=| zf(EGmHAd40{Wx#Ve4VmmU*M$}9GfvuoKU-G;SCp%=}<9b!A?LcwIXyfUgP4LEbBQ9qb_&mMmYzwC`;yd?% zKc$t*U0Y#i`GRelmmbczrxg8-E@WBI@)aA80uJj9R+mMKrtizLf`*rFm9J>A!O0e# zWm(O4_s@5FYj{I#!jPbu0a!naeDb)}W=tO40|A{Is;-WRcz+HuY_)8+N8>_v1|FCYL3lsg zrS#VOv#TZ~SPQSA!H)Yc9@QP5zQ+5K%|E1cH$NfORbfdz*vO7A-z=OV336-y^d#g) z*~*_NW>{bf_`m)Gb`)a|hMP~>@I0@LIia!Z=eTlyr#d`^df0mKt9|G4s(!><$qEO) zsW_p{J(?|@TBYyVKD<4*%IaoHfb1(5Sl$ocH0C(_-)Z*lpyCoFpj?w-`v!XLl-0AW zBg%GG!xSDt>*Zzx&>muR-b9qn&}eO)v~M;__B@gRnhWmRF?VGbd$EdVgb&58@~eEF z&=YiF9<=(9VXe$?|LokIMLtF#SWDDyYNneyZ^N+c@EhL_9PSJkN%T4Y0ibrEeoMxj z^SiU0r?4c0|7J-Q>g3zJkeHQjmGqWNyZvI-Uj1Eo zL3lnqk}7z4qU(OgdUIgp3V7=GIcez1!8jF7n?7pS@;h~;ufw9?UWabraNoFyEPCv| zTVw11@MFV+iaj=w4xofS;1Zzrt?XWh1Ld^erf=PRr?B~URr}~p#X$D@bF3U5=JUg_%MMyqE_%*$?{yy zl^kdYEXK%va=CigA_ignks-6&yRu4cgzAgJXMaOdWU<;%-sjv zc0#Q#!yq5(Yv@AVo2>&S)jPvQwh@jk6y_vjPx>@_fux$|Vbm%e9_Z|({ z>-Kg`d|PNH38;dpC;$i#H_B>`&6kog>yydFn=Li9$3ll>JHJ^Ce1VtVoazNb)#_Iv zIbY^nte7`EhS)Ubz!mwbNIe#5W!3@cf*Q-^e8$^WiAl&nyD^@$9$J5C<8;0WX~)6Y zj#(Gi@#eYR#ySSb5RLEu4Yex2hq7rzsXRDYb)tLC| zztIPRBHICJDq$4WxiZCR(pj{#X?TAM$cQlQ9L=)Wp{o;Brav`HlB<{T7F`&(Oja{@ zxKI}1t53|Zs`2L>!$_=?y#sa`BOtct>7pzkh5bVJjd7=*b+WovfBC|v4^{nTAHnVd zvZ5!x-T8JJ4G#q)I#BlP@ucaDjVB?oAiX*%xv*>!-2wj^M*JpZ$o9%GwEXLdj@Xr7 zYXh|4vDYtufTN({!?rpmF#db$W>c<)ZWF$PE63|ORHuHl6u2vN6`S_k9s#xUUZ1Io)5vOWQ`*>r(GnrUe1Bz@UK2{v|onJnil%O6N*tUejIZ5X)+y#Q0ao`inJced^LI zc+wDaTtFYleE=P!Z*-BSk+oSU5WumU{$Ax5pQ5A`7l5Rc?P0G*$q)@YO-Jx;(O;hi z(P)NlY&Oj8^k$w#!~?+vT~?3owQaZ(J<2+<5&F>oMYkb5y@L%RhKUKNyqQ}l=<3>6 zYbK@iu2k$kYLXln$&P5(J%V)7S&RJC2)H5?Z(9$_K@WehXM(@|v zAJ0=t)&8ujA%gw`8o0@RT-eU*2AO+X98Yu=)(bE-y)KC0yf;P#Jn2Wi=Z|_|v+Tyy zaC~a=3b3PEgPa_`QWesdKEpCp_fsJsl5nS4h1!Mn1lUsw7n)FKdyWp8SDgKXXrAcj z9O&_WzHj{d!5#Ur?9@e;@moNLm-}?Cc!giN&}uZ1kaTX2_p*0VZ{`Y|QrL3CzSffpN*<#X?E_3W_Uh(mndS!=`Y6$zQ2_lSUC&se!g#`yG$Zpn0>d(>;;BB*WV*`D+u)`wiu*?{&MmS)Qwe z+QnMyf~O zZQ3MPNR~K%Sez9K$;wO5`db17VHVO1AfsI(Dbido=nOJ_`myO}PZ+Vhi7#BP37lZp z0qaX71ih*?IgXp*!A>8!p1#N;p?|d-r=y{f4Uwf1l6-u4L}!KVz6itH2_bsgJ)GDx zMk&2d02CkM-p`TqO#I1{n02pUMQg#=xA64z`x&Z$@mEvIcP=M#BtzpREf-F6=HKLM z6$0JtechH5rAL$95|RuKVi#qI-&~sjb~?z8dth47x6*E?A3?z^x$Eo-IyZYrcQrmB z$v_IX?Kdk)TBG$D{%hphzvdIE_q=|5VPJ)t3xC3JpUh1^=Bjr6oN329HpuJ)rN#=z zaTCQ0oOfDN`c|35P^6zlKwPJp^q7^{3@FA=ELVIJ63PLQ>dcI%>|o9A$kGJT0Y45@ znZ@=J6Xlkt%H_~}jKMU;ht%<`z4dX_x#Ud;3hR_l}bs)tR?|lLm&F zo@3{}8`p;2o=H$|RFO~bV=ccOe`M;iMQ2ur#_csrJB-%DLWN-&)bxBzfg5$)d@?Bs zjOd1pm0@Yb8jCpstp1zKX|LY3`W*M8unOE=6ug-Wn44dJquS?{4&@--{bQ@koAj9H zh@@(pKEAyp>=I}ddkg$+aLGDElPJAqZySFik+vV{%zUh5nPm9Vzq;86A=i@-%+Okt zlUt3#S5Cy=^ojjxJzyf9JC$UJoGdVG;($n=J<_t@DMGY(%`=@5g*5GLIdHR(d0YH| zU?zud_F0YmU3riK}Y6HcHzE3fI~;^BjR zFyH{=?nNyIt-mBsFTDWGmxNALp8nT&Vk92OHB{M;=%!$n!LlgzlT1;W(m|^ZL{rLV zZ97+$tvV6%keNS5)*QgkTOq@EAex9y`!U6jAKPTK9nC;kb| zxG|*b|KQV&C0>oC<~?>oiI=%r+6zSxcs60k%=E!)$K}}hyts!OmA_EMvMurp#g$nz zmxafdGwt+#obE)4ILpBD81<4-Im>>!)5@Rcl*tiM_XK!lqz#DPiRT_ahnmP6W1h0Z1joux% zs@okajkap}SN*#9!0m9!cNZPg&&8ORpS(V-dYTzb)Obc`z+=Iq8_YNezV7rki6G7= zMjt*<>l+>~9B{#-Bjqj)4xN;tJI= zuf$3IJ7z1W09Ld%+AlVzpKw~oVNIw#C?i=IE(@j*4>2S(6mOS3J!U8S|?cw?x;>Gfq z!-#qt6G8wz0fgcLt6DldsYggRQgzAc;p=e8p0U`PKyT&6TGSe5iL*@c7^Ym^=?;&u zRjdH0iDxZ0{)Q_zknTLH%?yYK*gLAEMg%?V#V|x_eCkjZin+4&uhb10Z+9bqhrbYPX&*?Y34zkb6nmNTV9Nu zx}Ao>rOKz3&l{(*Y+h_{#T1~#s*i7!!}j(7eA_-S5Fh7+b}>=Ji}JVqjpy zYEaHlr$&rnF1K&7G7<-WkI_l&lfF|J+ z3gr?`Qsky9KpyG{-|Fcmz01ge;POMO$UtN0l>2>|5m&BGC-LezuI$e;B~8E|^T3#6 z0Lze1^+{l#UmGa-ggP8h9+^JvrlFy4o0$L(T6Uo}zT)aN&x?O|yN!=4s$1cqQ*Fis z@$zP2#v)~uC4`nPy#>hT7F|DNJ4A?NwF=1Co2KZ|Cwga26xL|5g9Zx!QcHUsa!Uwy z%`pfXH=MpfesQm%KJ{sdAGQ$2)h*`W`nP9YmV63nyRE=^#MM9}bABS0FY1>O_?W~^ ztjVi4;sWjW9wfea+;(O+7%Nu;KBil_6X}NQ=cSa+^hRd|k7XX&a%RhF|ASZUbo8@e zhD=VFLXWuwkPpBIcH>M3e^o?*RGX%+j^Hvkmm=3O!7~1O8uH4=hiARKh1q{L#Hz?? zWz2B>s$*mNSfZDo7*6-6p}8_o|8zUS*g=YY9+{_5;rk*?-TWEDySe`XO2p86c4$W^ zsCCE|2Tm?FX+HCMn%eL%ng`v;I(MWfbBe0y>1Je&lb7QwO76j7tEE%n8=2xT(VP_I$G-va>Q1ar-iFw$%No+HLgC zn{bu^kCq?ZU*h&TpAKvoo@d;q=2wk^?7>4^rWC5t`p1{c z^J7LC;81Gz?-b!Py#+@$cJrg)som~GMJWbGh=}G`(#!^Q#+k@ScAp#`QyNCrF*jfN zYWkjmd0V&Dqlu|dh8a+59>X-c{oZIQmxrCr3~+*_jkg$@n<_KKAIu7C%9?@8E8TKa~9a`4VhCF^h_n%47Wor#OH)I{D$`?$;9mDI5boZ!2A_ z@}T$cR~v8EK*I3>{jer@4SeG?BonpT(c?6cm#er~VGNwtS-rGW1KE>Zme(nHvX>-c zpU3_LLE1Y>_*X#*gO?_;`(P`ZDW6^FJ8dn-6~L=3MHU`53&U)JHYokd?-MD`S!B_v ztn(t}lIZw=N&X)8Iq?I-Dq8bM&0HpiDwT=ft+f0t!F!MC?7=pbc>LPCw69eWlLRr8 zJL4Qoj!+9pWzr2GHoG+TP>!?9eb`)L}UM0d8>a7g##~2;EZXgD+V?7VR4C+!q9jI@!8a!AeObd z$8U^wg-f+@5&VIyHrODgVgvz8Vq^$llv$s!Gx@m4>uGKEs&OhualeKIVfX*5P$c9l zhPljG!enbzSj2o3{0+;Lv;1HY*V$V|GBS66c6Z>R9;Oe*eWcqvMRu3C(uy<^z->FF zLJYY<>XGej(e-yxXW_p!ePL+akmF$&Q{>~0Y=f~C52C7ztF59EB&?0WG#5jCg&ccu z!)~S6s>1;%S#;oNti(2v!;W-C($9-a9UQbE3bUZF=CN20Q-bfzRKRDP%umU!R=>%) z_+!qqfoUlnVU-1_)zb9N-xi!!sR4lpCZ^Z_D8M+H-bsYbbFwE5HRdSu!!xOF2o12+ z*@L-0;H}DY0~zrZ8b0KI7YjasPkG)!49jPM)1+V8!>%A|Nc`RjxOg=nEnX2 zD|rHUaK)4_DT+aFOf$6smRjOUXVv4{I$)yItHgfTnyKyno`HUHMHCeWEX+Bp_m1(1 zHibV9U8s#aK7nl5x?9W)sqt`;lOmu(X2#_0!N#H_Q_8~QM@``YnmlA{g>tE3nlvPm z&1o)&m0>hrhoqKHIvM)xj4p7co`1Sj@Kr_{jTk*b`CkZ?u{Gs6`@GuyBKOis3A(z2 zN|%Ly%Jb+Tx3yf6Ftx$x{vOrNTW@n*o2njHhgVC}@x0o$!00BMcMcWX%o5J!`s309#+XPO+e@q*{I zov{*jj9RfoM-1D8UXioC7y6{CcQ@;y%Z>b)V)^pq{X2F@kG5h%hzk1(x8!T&oMeOC z22_Msj=g10Pod$295}T=+7H!xv!$BmTs16CJqM%qAGk6ytCudE7apaFl;FEKa?3T{ zmvOP;Zq`zk&8i{0y~?u!m_((Xv~s-TzDtrd++afywU-vf?+Vo=cWn) z6e{d5R=$FQmAZte{mJ2DLu!r!Q5nI##Ly}AJRVAahWZ1~qkWjK@N}{|9|BGhO&&vv z6??sJAHUS1a~{&Nuv}qs7EYg-CvatMs69l_a4ZL07)b-~OMG9N&X#yyRBix;A4?!& zW1rbd?yVL}FH|`HY@sSE?0_ek)N3Xi8GMqtUf{5;kUq@&8XBvjNFq(!F{@!KW|_u; zfyje~8EdJ$Sug1z0Yyi`?ECJ+6CMRFlHahwrL(8(Atw8e5f1^GUR|m1(TMKowF3|G z_<#^}JL00Q&V+ov{kTkW!`plA;}bu7kIInU$M^gWE=xv5U{gH2DB93n4Qrl8rigkl zw{nHzNgg{_{fi|##r~HY0ALdm2d?d0ufot}xw6blbiPhZm2L=1;Mgo&s)6Zf+5WLF zh}ahOD31*~XLF>{%_yy9pEOR0$haSL(n=>@gXMKp7*9Ux8AF1iwb@P{P{SuS&%UKR z0!%!f77QgfK#VXt5pLiaEP5(t2Cej}WqQHLj9@KrTNq|b#5 zRp=2n!;5xWV`sK-OnLgF%axUCX3jlacF>|+uZ`r%t}+L7C=D|&H#a-mSqUwmZ5?UF zS&M7RKfXNj?c%Rp%)Se)`nu7}nwP>3jCkY7DD)UeD~NIqaxDW{iA==6jfv!(fk&kh z_tjUEi{7oIIJNPv3J=N&2?aJHfj>+(oKlGofLCK;DooDwe9jGZxUr4N1n0oEEvOEU zf)85k0nPft-fjwigHYwn^pc0x{onaZ=9DHU5<(I$wMEuH#nROw5M8s4s6VxkxF-;VHHIQ$7YnBSRl^AkH+-I#4s zBp;7i?}ubRM-SBkgz#kVHeElreu%)dv8Elup6!%i3udQXiX(D&;Rt9!!hqENe19>v zpvOJT&MaSL3nt_?dZSkGr^8pnPCWLO#+GjZThCMGI!DB3$?VQ+W6=rLHxXZ=6v z_Tb0)uiIdZX3dukkbmgI4fziT_h}k3S!A`lN%-~yn8t42QlEIa#)2Y_5a(MWoBx07 zID7m^;Wkf8BpB8DS8uV+Z1~k8`~;X*@HL$Pk-CE)icA^Z{FZH?(E6d9{{6ch(OjIf zPNjwu0d;gR1QS{?Q}RzKDx?8#N@v-3Fz^=n_Z1?O%%M ziS2To(7Yd@6<{#}tBab+H+pe>-&Fo74-{%hwPxil@z(V}G}Yf;%JW@q#Cc;9a>*XT zt~(C-wb?L{+nvqpT1pq*|Le>5?Jkl3CLov5eg?Ze$lyO9dUrF9t6_qIe*UVwllk`x z;I;PBTio-g7s#l%nL}##6yLCyMN}B?zy*H3r8IBG#cM(Wc_*7&#KS@aq1_!0 zCx;*`(@w6OeW2}l85lDq)?}LRR;wc=2|^vVuBsP{<_TpF+_nt{K(m0bI~gMo9n~e) z@@-iGin-{kd61x4GPcXU))&MzViWr+95Ci&%ec2; zW2pqVMcNxR{v2$G2t;Q_r^$S$+587|-5x`ICVMj@XFkYq2I%VLC%b#(h5~3(^7VF^3|Zeauyc2{uhAt~ByK0~x0e6T{hF{+kQ9DtPv5>f!zF zyK9WxESK@+OG*k^6t6)LAQDP{P^(renbI4mlrgNX#`QMQDic9}^n=hKztuBC5>_0z zJZ_@4?y`b1`KifV6r zD*5V2vg#+VibAxn8BVC$ zv}as)S6r2HqpKx&=lvOA(`rBl_9X1U5oI_WL|x9gE=ugt#Q;g#k+4!Vai{^nIZfxi z-L=iD4)ee*W$jZoV1V?1=*QaWeRzLkmpT1W>v+d*2nt-!-Y1zn)?%L{*4k5Y{-Nok z#2*^r24=`LyZ6fvG>(_-aw?8a21P2eHATRd;c#$SSs0TSf@4MJ2&bU4URn6raS zZV(eGH^ne%Smjuys-<@`Ut2fJ0V_Hi<&vfQnWvcncQJMFkw;aJZuYL*^VL`=CP9Ll zo$iadd##@gvR(td5sSuP6bii7`XSXo?2n%Qe6QMMp$r_h&>OL`#lj_^M*Kf3u--W}@dy4Mb4%Tb*13ZCr2VSij89=+?+z{!}P>a6Xz5=TT5%J+bGS zE=g0-&QltNxH`mX`l}e%j}WuIFw|VH?NnPDOl4VlW~Lb5Brck^>+5jjG&2p&(|Vc8 zrC-ooY38MqFAM_{mMHVDJ`pCw@C`${FD$wTN2vaF$n1bJAN;Gf10GTlyo1&Y85O)3 zz6VpwyuV=I-?dgzpCmHniWY1|XH5u(15rP$7*M5y3q-m6uForhZCw50B8b zP#!&hA2?{Rr!g`XtPO7`_`nWkej-8C?mck2kUF5#hxDq1yX29iXlIXGW@R@PT=YlA zTMyp*v-Z<$QZGW4iM$xh(1QXBsW}%g5I0C{{c2+jn$WRa8PDtxPAUwgx659}dG#`do0SDb|HQk?}&Pc5k}xvj$pCbH3FXRqnQwVC-`J1p;!J+iI&sj#d_$S49WCL`R>nA-Z}Q;rX)p; ztLoFsHHd0ung@^2>9Mi)jvlN}fNGK|vjskwyl>kXJM+L2)vi|1_ie_M^&IvO0`1Yx zVU<7VCYF->lsYLpLhlKC%RZ>ZU$1Y(VQV9@AQ`eer0L zj2Bn6065Cf`g27I<(}WQPV7==l|i}`t8>z}^ayGxgwE-5a8_0*ZUhqC5dyHeL9TpiJ z<5I)#nEs%KgJYB;M;JTMql<>TIhNz%Q~f)HE(5QDSy>4B6j8=!I>1 z^H`3dvOfNt*u2g7vNvZY8J)cohMk6PO%n+N*L>vi%X3Kp8vvU>+tGpaEeLwz_QPP= z-571rO?Wn4E; z%=QVz3iTm%L(?pyHdjn~zMV}A@nsRFJp6NWkL(5*e|CML^n2`&O<~3%lc&)vyxASs zVMG%kdH95wm7zI$yHfY26esb#+NmQ>$v2y-wyu(PeXv$$_gR1NWQerVp?M@lmU@H> zTbUu!xo)AxlL$*Q~Y-S^^^W|OUeFY-N69~o{ZN~loM{tyvLGi9*T$8e_w3! zA7ENJ8z5KR+_wWSnafL+@3e81-(a8ZY-YBvsni-gFVNt3kg6L z$?aX|NHjAzyQjnCHFR}*Hh(WFnsp~twb^5U#aT7$u7tc%NlfsL$FG-{K6IA(%p+{X zapm6Qz;_J9_XBJIS|_|sG(@ndfV)0HElSQB16I7=V3RelVEfSKxv_}}<<6-*)kKBo zc0F`A(B!oHuDbpdPXIPL@EKw@Vu`KQx>;+lUP=%T4xkJ?3YLN-HbpuId4X@Un@_Ur zz%GIhqaWD)g4ZBYWIWO}SE;i@2W*R7>#x?iw%(cnz*JtO`TqN|;oi3FCIA`QcUvb@ zc)|@-dM@WCN3@X45a|TebgDpF2TcXAD=T+*?6>=cOM0u=ETg`ybPhw^(L|0YbU&8l~g+`Aj&Y&^S85h|u z1Lz)b*l*6k&Z6epi8T6)iO62HcT|(+=|A59s8FCfokev}P3`k?iPvwMu^USMtWW$3 z>C~}H6}UwodSMKNaHetvQKlg0+4hZ*T}OvF^HUx6-x(WnztomtvT{i^m)KlK zH6zV!N~OZ&(kbmyZYdj4G_$$oGOXNnqZE!Vle^pwP6>sKB_y|`i{I~i{((Gl+2`|l zzhAHCQxlkMy4GOPlLC>z>xD38uOam_b8fBDNlMN{*K_tEjKlwL!|KWbr0Bj^Ljo{K}S$hV`HYhqdtE&~a_W51H z;}!_=8akhHCZhf04@W{Dxab^r?i{r<`k`OZ%&?|vK;(<7rYY2NT%`(L+xk+g%d~jv zSybsp=F01zSNf$-9>0meD7owsSem5Bfzv%rBWcx)UTam)>Y!gNHS1+VfU;s%5<4EX zl$ZEE+o{;Nxkfk3jnm!3FC^p3s*z(;a68Zea^q2tAh_VA<-U~={*Xth^A0Stzwn5K zDzAQn=&k|TWrgjXzg%hpjL7!6dbJqpjGs8SmtY6RUBL>_dk*!^d>Ec^<(J1&Rs9~p zFC9aleHn#HbV7TDlB2;Z`_*;Fj@dPfu__guU5`onJ%6(bohm~qvx-~o-7%c)p#i&m zb>KS$x_CX-LMu98djOUWmTI+#V|EydtT{^wBRnMp z#iZMnOS{*%F}pFi%vaL^CF)Afj@%^SNA4(7pzGb#e&U)Ki5sJHiKZZwc1v_pp5SjFW}cX<)pW!?!Qpzkas5#rc8&UP{0kdlsjbu{hxcqO~p=6F~) zXDQ>|oM*acFILEXU9zW6UWouEMXdoRxrnQk^Y0xV80p$b5yX>2H0Hx%I6=wJ#J^6vEm-;K0oCLgeb7qaV(r3yT-;}4C8G}- z8wORfWl923tI}ZQa7V#yHDwaUidW4RBm&{dvd@g4rsCi$;8Vx4Lg}q^&Aj`wut(vXuGng&55ncJ z?OzWD_ROwd4YPmyeuLWfQ3yuA0sIct^1MKszk%m~(N^4gIJTgNCu>lO^Gm;zj>=wW z1e8|q(zj23pn5o?g9MzVjR8oZCkke_5pHyEtJ1%nz0uk+LseZ}P_5GI_*f5#D%f6Z&a-b`0izm*DP z13G$$r+m4P@9nNJ3lKIqb3Fdft6MK&p^-kPB}nM+KVib~^Hzwj&I7kY&xh23;_CBB zP}Y@TUi|o8T5+}ZikF60{baP5ofn{{(scIF`tFac?K|x{`W`)S*^b2iG40~T1gGzO z{mCu8z2M#e?}>3i{<8>#P)^~XdbW7r+M-EB#(Pk3b7h>r6Pe|%JqW@;+e8I-$St_(PO*5(})rG~GBXSahEba00y9SH2?nQA3jQH7Pr z=-2Ha&}80-aBvJ79vF@6bU3j+0F@$TI%NcV#Utum9PfS;Q zg%|e$Fig-y4CR7ZdP!yH7k4DM|G7G*0MPJ#5B8Vtj(=}Lj-i0ObBL@#W#6jMW$)zj zUPy0b#D7{tc7Kr7fi`QfkL@M9{A!2?&nhw zBI$*`0J5|i(O0I&CV~t;dn<&nz@vf0esd7_tD4!I#Bld)KYi{9JO5Sxz+|M9hWdCO z5PCGzbcC=Vkf-h-y+L?wE4=aOg{!RM%8u&wk`?a!f}|fL>DUpV7B5>vRS*b0P?Xv{s zQC$<86{5J8UWm2(vMWOx+Hh;l;@^<7l9{ij1ohYweqCsvG&r_^IrZS4Sm3+Cqe-tVNxdJ+gO$-iVoFo) zAZ}-q76ZHlUn&UlhdH(_-^YvW=ttj$p6Vq#qSH=vKX3SjwK7s#mvsaqnzG2Lp>M`R zUWd(vB$REDS@B*ige1)sc-E_WEYy|@%sNfia9;|1f-|K=)mmgFB7XH}|Dc-eG4y4O z@-#s`>5H^K_0h#Hp7Del!6A}&ZvThrh6qOc*PqHKVpLcc?f#qC1a>J6b|O%hi(&hl z^mi49G%M$@%w1Da!dxv#jNq~muI4AGMrAY{QE)A|hsJzU#K!v^KTbeSm4m~Y+@$H9DV#L*1=fV+U)?Fe z^%!>z2jcq3FUD|}ob&ZK+PA8gWkH@3#^m_RGnwkc5#_nhgd5gN z*_trFOPr~vJGwV|X;)1N%D)IcCQ9_4EgIbCbvkW%%g^7e6g8#<=4vH6lmg_Q#Lt8; zHUn5g+{R-Y9b?-Xw+qNw!D=zHIH(%Ay6^+ckSyjDJemd5JU(vu$4NHFpp_NlH1Bkv z&tP!e;w@vb)^H4dI-a%DC&K@I-)ZFoq|g66(e9FyOygS*=3=HBv>giY{2ZDiTnIKd zwnOdh!Lt#=BvUp-JM&Ru9T}rzim%oAc~(5^9p*gvpxxDRw%dk16}horH9Gs$FM1~c z867DP39}Rgg&^8bFw%(t0QMXq<$c4p)x-MP81F1C6NG@z33*_C@@?6dDBHv2T}KEra$snWHTD6{Sm&rwtK0nz1RJ~;G-WNz@FkU zziisop93l?X_;HS8vzM?a3FPHw{Ffdjc7CI6?`NIr6>B30QwN6G4taM&Int7`P8K5 z#u*GJfvf!EE$8nSA6sQL_W29r{`+=$1z=h_^}pJ#%&wL}t^O8gHf_NtD)kWHS!m?nqFrK`;xY3VPn=ZA-_^ z3ez^spLMl@B%mU$fpz)`VL;ZZY&a`hrXY9oY`u@br9 zuE%hearRz3c#@(O<^1o7r`gd5R00n1aiLEiCS zXR{?JrP`qSH}jj3G2XH74guNH%Lr7+ z9O-P}hnfX~(()5_L+N%_Ld5&U&BTr6DZFo5eKB~ zObLqNakuhx1>azCe_K;Nt7^aW7EAL!(yMa1@uwGJs65b{m{|ZlQw&VDWGZ_BDWZAyi#ud zJ;T>b7X2#cOtHOtbl=pfK&I)PB@R2TOD9bMO9a)&tS_*6@2*4+nDboG;QI?$+Hp4? zDjMys-*qw+-(;%_0$%k1Et-4f97#^^Rpe;AtmIpnxoH|2W+FQUmWKr1rw?|*ZCHK! zcHo`EB;clu zZs`j@=ccN)dl@IGY@hTraePcdE5*42QG&#PI&`GAjPa`;L4=)q%puAMhp4_Q%ZE5w zhnv!Wo1+*ex6yGrTK|PI6AcX&X*0}IE(yz^L`IbEzB2({Kt5v|(yj-sf1J>H(HzZO zzUDWO6oOf)zSO7No6BA?q6;L@@{L*7sx4o~Dy|5=!OQ0eO2!C(9rqWwaGM;VAD#EU zW1;on0F~B!K`f?bEV^i!!{GEj6nLXBW-dPp2TRYTri&(W2HH!lW|n8|{h{ziB_ka# z3Jq9AhpY(U^jhi85$m4=a5MPNhXiWHpr@fk?JRMy z2RN`|Ib%p41iT)$5PC}>qZ(`B@-=`s@2}XdV|5G-Rf5_@&)=uaIoE2_j8!57mKHoo zjlG9)P1--!@AOK>$iNi*1z^NKoCq~|dG5e&;hDyHVAfNH5?=V}b`&}&o`zdY0Wy#1 zE9l$+mRg+%$6cf)1}|)SQC5%69WWFdiWb4;{i#vnwxnLXh9!lADil%nPX7Sd+=g;F zrOAw*va+C`qZtH=zXF`Jd{NuSBPp3_NG)eRyZ5{J_@KXr)7V zsR=}Pru+=S4zx>Th^Myz<#PEf48F9FEIKOXRF;VlvL(bTpi~3SL%6YcT1~m_bfRx5tg> zHu)qe;fI=0L&gin`|=%c(kEa|V8brf*hOS8{>Z*9|9O=_u@_gd{G+q0FlR31udREA zK#IgTxYi=cT?^=w2GM1@16esw&T1_DTwU-~aeq@EkJlaGy?JWMMfexF`n&lF?xA#Y zzgOhG8WHIudZZ3fm$RFxz@;9n;U!GjRIm9O`1p(V3NgxZu-f=t<(D2Uf(sWsH2kEf za_oN8Oo^)E=t+mKAd!L--h6k$U%3>Siu}0Wu?^5?gQ=FXZ9by$CjC&<;Pn&=KjCwU zhfENE+2u&f8e;Y5(94sF$G7hvv%_iBpAFyk)B9kP?_y@qGoY6SVtz*j0!zTaU}%8V zvi5pyLg{Md9e&!IU6ZqOp5*l{dcITzqLtb(LIPe2Nr9^4Jp0cU?P${xBAK~Xk?9w- z)zr{W4I(a_D&KEhrw@w190`i@1cjV2N06ko>pkhUcpv6_&)#i4((3W{Uqhpv+JHTx z1%h(A?=Wxt${?;PDlIU5G{1~4Dvzel1PMSy2b?UD8f8A+@H|wBG?gk!Vt~wv3qXC7dS>(^0eF`DM<$50!Mq6TX-J z4>*Zn_)e^9_W;85?OLc;Z`Rq zM8G5)%g2^{wZjW#OF0i`A{5{|?({0-bX#013%c6lVON+(#!{EFk5c2A{osD9nFK*E zz}eg*uKb&2W0A1Fw~0B~fnZg}f2!2DPe15-+gD|9lk2tja5|(3qgxh6p~_b^^wO*c zUD`bMIYdnfX6~-|?JoFrvc|jfyHM`B(!mvj&)yo!{B9zgo>XR>$EW2OReV1tj>3d=|f9J0mL95*)8X1Sxm=#+QwDf3=7V& zIEPX*FKC#^JGVPl;xGLTF|cbnn&FK@o=7LPORJDj0uN~u*);j_=Y3@|XprgZ-qX1m z_x3(me-y7mUpP#Ar;`TTO(FqxKMO~@W6rdzy{B72;E8@ahpr;vg8N?eD%UVl#xJqET zA$aYp!*=4nHu;Iwt|ibcBIByg=Q?}$O_HQpvA2r+R=hQNy16TTAGa*@pifo7b2(rN z(?#J+$-)BvS&6*v4_Wl|EuEJ`-(z9^G5dZ=_c zyJud@jQ4OEaaj<2FMHw-sh#*{4!TtCn)#QtcxDu?PM*hVJfm=hSB9>n_cVB5+#x+28H6wxCTAjayGU>X&O$shT@Q9TKVHFay=|-pfI;#hiYr z=wRQvB$*h6cv=|0^|8lE|nT0wNF%Vo{7*hYtJ3K1#H%<4`>e=J*M<66>jW9 z>~T`F&h^V{o0l)UIiI_YhO$hDh5~Uw*j7#NbSo7({h|K5hQracs;~GB0utJkuH7ZZ75ebB0C%4*Rtufo{s17}U`Uaqm+5WBPWWF{gtFb4I;>;@3C2`yu@Z*Kb(mSTNUAWvZLm=-6i~8OZ5F z9}S*7_HMXe`oUJ5Hqbe>7$Z+@5oThjy03?Ou;Ia1pYscE=-X#bJ6~=5w(aHk3b+!> z3Wi2N&ZB~KKK`rH65{LQ(Wnb4|#;gIY@Vick(>C4fv;yOR2Osym;M`DK) zZYfE^prqhV?@RVyCFxhWew#aJq!`;D>O4dqIY=S z5AyGg6R9ODzHH8v4ZAliAoVe@D2Pi1Y^QfpR)7O-^d2?+nrRKNMo@RAdBdALmEMiB z`%y-0+l3olNa{6&{0|5wz1vrtF*u|9249i0%xqJly)bHFMdU(*)_)G%#gqr|Gvjfi zf}(F=wsiN_V`-D(OJ&<4g0#ryP3_*^IMi=3E2<3^C!cO%BCM(reE|y@hgN70e(Tq* zm2Nb7_*VBSYrOPN&9VHXbZyb|09iK?wFXuxx^ujmR=&briJU~tgelseOV6Y8%ve=q z(?Wd3d$Ai0^(zmEKF}5gH7IwD%#@lwsZ)}|>cest(w6qHNyxlCk8#owAmHsPD<~Yl z$o72sp6G}%Y)9w}rQnc()~gmU(Cml`>X#mH8QLm=3Mjr>tfLU;(_s%i>b0-@98Acb zxH^IRlp{NN0M+5rcWvDDsFS_|r@TVncEEHj#(%&CxtrClea$Z@54iRnb)ipaLU%)3 ze(I3>A8_*0%qt{7+G!;th?W!s znFc!Yd|f0nBlr#r*U!4>g!$+)ixh8vEoR>vQ5keZL1*-D$`x4*UxXBYFO!p#Mk&7d zm3K;%kc6Tp5TssH%&olp%8W$DD0AifABRkDcn@(`1(iFa?QWLspzrzn;O2S8*6-)z zTm!A^{W4x5fmNL~o!{R?sF)=uXp&Kzweq(T2zp+ty!@PWq6+JX{B_HTj{7_BkbY(XE^1k@e$Solvaw|1m^Vm-h=^gs7#y?a_JL56BCwy`v)$1Z1Za>9!MFs)*J`3Qj zNI#9*V{5D+<+u*Ji)If|k!w9@43ld{FTBe#NlbS4LC1IrkA)Zu1zbU}Q0r!Mh~gl} zyO`O~FxrQS6mHSuMoc8>Lt$CBwPGX&>CRGj$4Jut;%{NUa;OS1kzb4eO@;2}uL=E^ zOFDc+o8QehuhsU?*z&AU>k|WVr*he8UNjx0Io zx$Y>v()ArA4FuaPi&1nIL&hc=4@RDHw8P?6>;6I|f`%@IsRwxbO@h2Lsvn}Cc_vfL zZLTTnUV=Gx1}cBhK4h%+egx*yOOCGij%7G%abYfC6Io#g{(VC|)Bsp|XJ6YhNikJ` zk9lcT+75{=KYS5!C;khl^*qrD0Jw6fx~Bjk9jOEdmWLAiE2dT5k!{Q$gCDlzdS7>) zNp}=)`e-@zAW}DgHSJaaZP@X6wwUl@mT@@<+BVSw^YUu7o;Cz@g1eu9c7d0?Um9)H(y(ZJ4W;#L;Q9q*xm8)2A4De z0oRz@JNOS_5g_h21jzKkL+kN<7hjiz-o6OMtOdrEqEFS_Hr9fsmh(X^Z8Q|6A=*@P z$61`e?6!y!DCoROJ(3to8Y39s;CU_z*q>sh|L$7cu(SNktY5-q03lgh@C*+eZ!xpp z&NIt-on!(tWwVa#@~HNJqXZynb9uQLt%(vdy|(yM(rMF)zD{{SVZVm{ie%xHGD1!9$Vuzs|^@T;kwgU#)6k>zz*FM*@Ety?G5Plx}6cJ8y zaChY+(618%ox8v(l3evx-NrN%>&p&ZrCwWLCZ>Zd+G&UDEP;1Lk&Kw06i^UKh@1 zQ{%xDL*w@jnxmgT>T;#p1cYUMX{K1qrI{mTotN+LMQ`^%1Q2^C*}e4N_N$9FGkRcAxeYc~B>F6(}(==S-|g29j(i1UfBV=_RZ;N%NtA@A4Kk_)~qN)JzfQ zWk1oVb*Qq>6-Y!d%m-5B09vhwwAa4V3HP*H1fHmaFDF+NB4>YiS8sJ9n9#>QB{AyJ z)gm~w`~(n|5G?;vt^@cfFK?r_rO!TR%C_ijPAlhr^wdL`(d!8G-8(YG<7`PDKm+a| zkkE?NvT9OJvCb7K`j3I=fNN)iI~PDdh71pHV7Kh70sIdzJ)nYg`r6*jIO0~KnsoNV zm{R<`+H>Uja0ady(0H5rY;~jKXE1AL_T2es51`llNY;n^>@5p<+%r~PSF3Zk;a&$s z{XXYwX=+0G25DAuuA3!D*?emRsY00LbNgYz()_wd?^3e7oZjz6s9jrp)2gR_v8~^9 z^IyOSETAPqktHG@n|yiesRw&cDj)#&m**}|TPC`p)W9M}Iw>RkpL9|a^>2RJ-j>4h z>P2@|X%0&7v;ajva_rdc9zBW_&3v>l6jJdOVuN)QRUYqu9GX~(32=3N+!5?g$y zcS)7;hnd)~vnywt+hKfrNMVVt$?xGDFa%(j?FFsb@ptbAlC zc2mSGQk(OMaM7f!XTog%e~a^mFxkL6w6I+HrA@Og8PIm2oMPr)Xfq`cG?uZBJA z1$TR-(du+1yYHO0+Flw-0#5P{6G`6N4Iw~7%EbBQ~ z`P&e3zYC7a7y!rb%=LOC=<0Q<2GqYQS_LLjq+wsK^g|hrE2=O3qkewk*jRr0mD?~= z=A&dHd@9l@zy zAgFAl{~4dOMdi8g=@8Rw@~W?$E{XY+P_5&lbC;!u&1lwan*A~O{I2KiEu71CFEeK` z$&k+W*uu<~OqaAh$CKvOh`{g9Qs!zhXu7C#wLJDtlRw$6>VP_S{1xYt_Usq7$5}Q* zi5#T?IpyOw%}nSGo0blF2oLZwzpDU{zN5TMI=Y5WJG=D*PUn%m*PbHWGHPc^!GCq0 z-s9YGoQQyqK?w@631B1wUn(PN1C123T~#O9Yq(0Mc=Pttpdv>)b-+o?bJwPsl9zb_ z9*k(o+Y1=>aP^oIL+cr4so=QTTrwd}dlgx{9z6*88IPIiRh3;O+)%(i8 zsz#1y2PQsLN>vLQ-!s>0#8Pq5%{nq{ij&qkLUfT%9WQbP!qUh3)Tj;NX7kXJf7Uyi$e{jzdz2e_PC697`SojK8?bq(ciLk z+ulwgHKe;HSmwidw|Jwut^03@A6l=0pMoyWc91F1!IW^@XPy36Z_c`H#0wa4#>C`K z6c_CI$BdbrhfVT9$LEP@gkrlb(=$I%`J=_vteVa0ON#_$^-7Q9`P%fn>tmMm8XA~I za2}%1y3|$dW)oDw{Eiu=x*ffgwBfMVogVWu?};ApsJle) zZEG$@jlN(2L1E0#BrblS|p`X1!$*+VAsN&1`wR$QNj7K_O(@AqM_ptUPMA#TX7 z1+gT>MCOs*M!UUa^-j5Mgzf6$qNiF_uZn=%ut>Kg3aga$yPSv?? z55Z7@gwD>HV)%4t8*|oGe!f#5-=X0vbNp6pi(m?MHB5=z4_;0=bswOdCGIMxgo@Mf zmG1mZYTdWP2l5OYDkVyp*SApy`0YOLtJ9 zoeL7d4eo^#MY^Y{vzymj{W(KLN12rJmRXO|g0 zp~IlE=de78Zu=lwtCab>O1r8=eO3_i-(Cs2cs9*HJO>;=J-p+Lxr`8%o+^oVKCi(2 zACP+Z6^5sg(S-js?%vB!vxR1hIT4_%Bq<;X1dh&))=heuxc+nYCj1dbVLNp91>gQk z5AqRnny-YeiVo`2&Tgd>^Xbf)0YU2Cmy}<(0bA(Q}*o5zEip zC}@pvVs!ftN{&oj_-K(&k9nw>Rd)*m4mLbsrtyuwg;Rxw5gXX9EjkRCLjf`64tX%i zR#AA3@)#K8xo;Vr-303=-a7xMp|vrByv-AAjgM@C7)!0G?qi&oz#T!2RKwi+k!A8tK|CiEZGbNyn%o- zQxY5u{tfv`DmQB(YGVtC&dy$QGUrM97*?lD5E0&V8WgWki4^}D30M<4Y*OfNq$Y!y zclmv;xIIaMU_*A+R>oHj((nemxuiSwesF|+`BUIvmE~8w)@`MdIlqDjhWt@LYr~K8@ zQ!fRBMb8^YTRqmk4!{VQ?T$zu53CIcJfPdcA?Lr^nSLy6^^rB96vE&Z%Nm9|9icp< zvOSF{&y=h$&#;gUT>yjdB`gxMykJ285_)9GIUAGFA6Tf}6|cg>_eKe&-Sf;7n){5RgvBG9Qn2VLKKO*GR##fIP=AN8mG@&%UIV+>uhLF;m5g2qEncfZtrE_3IV<23U`L^Uk0~coQM&kgVoli$uK=ux(0|~7} z#6JCWoXA$)WqI=Z*DiKp%*^e;AY=c1vEaLlIPd?ADd1cxC5~`}b>Q~&zIwNOP_Ok0 z$4g*oS>0sY50%C27NV=$#u#Dsp<oDUk|#I=7<9c9x~#X5QLB# zu%drmJzm0Lx9)hN;#4s{{Ha7@Kx?;ympZVJo1cZU2ae1nB#yujxOY<1fuG(9iGHdA zd6k3=mYE^s22xV0P1J~-BWqtxM4%NQDFCBPGa0`lg@Rc*1jziGWTP5?RmNP;=3CUn zoGLkQ(Uiz$ZX;6707k^kdnmjvCZ z*WqEq3L^v+LC8wvud5I=f4TcJsm(sKfBwA!#k9{r+t{VpzA^d2n>KpUXQLhQ7J=Q{ z#vb=epYKTo)LLS}AmRgDbkUa&nJ67+*BaI@GM%0Ey)Py#S@t6$-W^0@#ydqmY#V#g z=jyF9yl#;K(Z{S+YEgNXpkELy-pgl%rJDV-DY3m^n?X6$h27lx1j7HDc+};^ia1av-02-HPN=LRR;6-f| zrCLB#jHWKxdPh5z9>Z`Uv+h1)$44XmAPeNsXxwxZ&H|!kIp0B2OdYl}+H&Dku>`ld zPvVa4SXeQf6M!_+wF=s3vgLAD$&Zi4K=_B|Jm4r>-hWlAEVFmmHXJU zD6zZ5RsynX!57|2{q~4&1f;f&JdmY8mjK%g9$pzd{zkE9e64KWv9{*> z?0~>NSX!ZC_6xXdn&8niAOpgjj%#Oaxp%XM%`e%-q{Qez*8Uhu!H$il%k>aj_CgTg z%l8Fh1ONNTzU)L7kZT7n_er}9A0DH3ioTa$6~;$~7zk3TI~u;P!Ez2BoFuw03t=Yt znM$dnJK}%rtn=r-{CDr?4+whgWsQ6aR~Cs9gNahr_k(<%^-O#u%5qF~op5i9oIIn+ z**j~FkV@(UM>m?yhT&GsIf7{Fj{bua!*X3R1}}E+)%rmUmCD70a3pW@+IcY9xp$=} zeqjT9LHEny?dKhK#AM@z@=0b)!NgAruT7<3lxwZD7OZj61Uu}YlqvSYOc{W+dGLNC zjA!x;xs>swPL1zw)2@;^H_I=ob?SpGyHG$-Wu$Mwt#5yO=R-Cmxnp(KoeOySj6NL;W%li7rR?@Jg2Y3^;N6N4JM&Njkz?92!*hql5hMa$o|& z&7Al`Hp5Q=G$S|tc;|=a9i{&DqSqV`C=`C79PGcmlMyT&8jibJH0yQWZ=nwzv^0>U z^>>`I{s?P#$(3Zh_NxMiH*j40j@w}$HB}hbsCl6IiL`qSWY0YtQ1Sm~MLD+trDA+) zvIIOhj#fOrB zn4*|0*Q6$c0TvSdei%f+hP4};S?l}|{uZY`2j@s09k=465umRTKqfD?3pHNt>iu=Y zF(oYZFib4iq@-O|SIhr2R$>Hj(m=+cU*WYi(@3cU^;1t}p8O{0#N_#>o(vtc0v+dm z+6@ZWs}M*&B4vWQakS4PmafAE;{1CYXPAXv@S@9X3K;?wl#$ zU!d$cZ0{E5Ay8B2ZSNszZv*yi0ARUWuH6e_2-V9zav67?F0~+{n|d|Mg3Z-s_9tN z_l{2)JGSAGm~UNwQ&_YLz~a5N>E$ZO3iAdv!%JLywrjx@i~1G z0>sXItK51II#8IH_A+KBQJ(>lXy0ZaFa<4_`yOBw#gNx43+}(%3Ir@==u<1k!lb+3 z#CIXiyZ%C_7_4!d)!yrXxHRdG+Hf`^!)#jBDPzet8yIS)X%oW+lC`s{ z@7xGi3Qe*6+M<*r+&ds;DzZh<>_VlCG;<%91DDs!%q$nZXF=Q6W1b(03<($;i0`5- zBARA<0D@j1I0$@&`lp6V@6>&8;;0RgB92M<%OvN+a?Kaw6%U!SAYww5Jp8M}=XcoR zu3^q~*8hMp?LQ8sBtO8c9nm?%LZEQ~&+&_lt;mvvEgpYifmNkzdd+3?o!a+)X@p1$~tyez|CEB+qaUia#_^$DFboM z5tG(?JDA=$tvL9RCs)7J)cMCKqC>PjW8JuD&N89RMf`83Dd?PTk8>p)^Hon3{SO$Y ze5$H&ym;F-o@{(D>lD;Kb&P%FtX571<~xc>P*m05yNyr$F~sK*R?CHFuX!*BANgIX z8o(XZm&e<#jIg#k?UW}fcUyCd^A09-BNe&UG21!MNJ{Y2`Ke^>=h>acrdb<*{|RHg zBMnV*zve<8=(~|d)I&XsZdaCcyC~Uqzhac@r;(GgEs4{~Ax)V0m@81iP0m1VBd0OC z&6#|)Q9dK~@yiclW_txlYM>;^WNLtTg4gVnpw!%hIgqVvw=(t2cbt5hN>W3JH?AreT`+rS2nt_M+ z60iB2&l_9hDj{rB6FTrm&V$Qs19;3c<`+}XLPXHo1h~yrS@f7Z87l41upVN^MOf|w{1sL!lE|=S^Tj#O zPsdDjY1%oaAkf!fr*CEO`IyTy1zOw2PELE!K=DU2Q;=nF2RAjmS&KM4I)T%AmCV*3 ze*w5+Qa!e*UDU5crC7~a4!??;Y!Gi=*6^r;1)IS2?UL+k|2#tYcKBt)#}r))h0NK8 zVz)(2$s{p1HRX8O!8`w6g`z^rr}MI=WSY7vIuNbI>Q?10Y|48HO8EhxwbZG1QZR8z z!gfVMQ+v8N%hubOPLzv&W=WkmA$Ch+=*0>NNC>xm?@tIw;MTY9c0Ir_ZRFY+ao!|o zX^sx9%?N_DESFs*31Ee=yM+skIQEjUMq8{aeMW|7dk!|ysvbX1Xj2ZiyVg*CKq1lb z47RYL31|>MY}|2V%6fkTauMx z!9U-_37^vUbjq$MX`u@1g>ts(-gNY%3Vi8#na(y#e!R_!lj42NA#0xwNG-pku8(QxVss%ESBl|59!fG+}9_4b!2Jn(RQ| z$*VG^nqy4X3rB-T<(kHo&P{&CQ*dqOW}IuZ$YwoYn;-^EaOnB?ZKUL4CfMZEg7?q- zCj|bNOD{W^q#JGF=F{DmUmui`BuX~^L&UMIsc-gh{3Y6z8N)R8GC`?h*H3|C?<)EH9Q>dl&EYeJI<30oMY)RDI<67;gEj`-O-0 zl)mr+<0DNTyLY^_+i-AA)pSkj{ha}_$Ef8}EDhbgXkQt8+ow1^N8lkt%TCtfv44HX zd1(D!+-h058U0;#`&*VWFZF}d@0@m5h4+4%A_J5{&|rMQeM@$uAeblP`Fi<9DqvE6 zF1`IPbyj`Z{rluWkbDy5oiyMQPKJjkloG+V@2lXk7|>91JlHwo9CqWF!m&pdCL3_A zO^Bf0LkWwE|ngN}C=VYlI_0Q%m(*+x*{Q3*P zrU5tzBT{)V`VXb6hL8&K6wfqaC^)BCF=L&+as@(O?(mZ$I&5b=QYhi5rU0Rn$-uJA z-d3QnWI60i6zWnLk1Vg_jxbmg!YVeB5$lzv{SSf7OY=q>4CR;j(yK2|`ZJ`jn+4W7?ktz<`s6SwJSce2`F00f0-{2ceL;ISc!3jfG|7bt^1TQA|-RcdYv z!^tb_3;}opJ@+>p)mcZsrF11bqlg-OJ9Mq|eRhY5qZpjx0z1$n_UAuk?-vV#61ZV4 zd%=PBK=bw9lXHZYFfe|v-tOv{`o0g>PR^{EiWs{(mB)OhG#GCUPFb>?_tZi@=5;Bs z%{x(E7e%_3&aQ4SxIqR%DfBxk#J-GQ!|@nzY_fAGP~>onQvfSdoE zE~STxrtCn9q+DXzT#TCpRa7vu^Oyd+Eg%Izk&}cI4ofYqY8ZRv&aWYpdJ3@=I)d z#r$-74`91nqp73a>yWdUNXGEHbYw*^{(!i~_I^lK58nT%UV`PxpbD6k~S!ojwb9iFpE0oc;J>r#g$FTDM290OD&{8i&6U)K$dM~w zrGCH9_g{Z7+h?E8`}KN0pO2@a!*a_QaiW(ZSCT&+v`L1~4#g5B!j)F||c7 zLpk;mT|jBsXxGsqsF@F* zce$NTnT;&p5)JNteeplMMWInB)4ruoOP!qdNxj1?uo=>&uJf51E9OKxD^Haonj64& z00(o^KvTQ(6#|MpwZ>WLzi`~C@ZjXZxMU`gJ|xcIwzK7FBi}J%E-oQi7<#a#`LE#s zi$B(J;96FOzdd5<09<^05HrPVr!pKb9Mr%;u}utTF+Hz7=gF2!M$;p!PqOea=Rpru zChNteuZDAOg?X-?zxLDsx-?ASP^sEJpSaF-kc)S2utnY!nK@O8(WfU2KwLiY@B2ZA z-AO*fa`xzU29F|*_SQ=VHa5z1m9P~qmcAap2x`JdMuVSY4r=^rZms}MQ6&LnX0biI zNZ@eu#dT3TMTI|n*OeyWBU-fujDX$6cs|&uV;*^_-y+Lc&x+{L3q51qmiiwGElA$5 zVT!f&?tQ1Let`rneBQ)DLfUg@P5c$`(%x(LVtc8A9ByAC?W{m_wHG$i0FY&XCA9bj z0E`K+m#Cv#?%~iwF(c8|b@>p=ZX8FU^Gl8cr{I+XAa4;~Qb*{89Oz#B4V2ot161fg zg{xepY;k|~-dINcG}C^uATtTu(2ogxbi7dJ71%nV@1zkq*}AdBn4?Hx{Nfpc(~ch5 zJL}WShZCI6)XxaIz_6icN1`}5X*_<@{4#><`CUTI3vuz4oS*rerXWB3XY>oRO8Mf>S9*SOE9^G=en&o$%knU{w&1<{PAGrin9+pSJ<36bj zLrlXZPu;yUBiABSL!95Js_;!|lEhV%PHqD)GRD|CDXY6bWr~0HT>Bp|U$#XLLfGsa z8M5iFk%ydW5I95y9#+rD0BzD;idMQ7Y|j%vGaZp5<+r2&e&l9Fr?fLwj~Z1ZVW7}* zo--;$SG4#U3@Y?VwGUjA&SxgP!Kk(j1qP&>-(XwN`^W=gmpP#J`KB)Tq1Fj~-srWD z@Q3Ps?{`YHGp&|g)MdZ_6oI~klo`(hFI|-@+|ne>eY=Y8C-5?!4wasLHLr$AZa2RkyX-SRjhHsco7UTxYLNkG@}0}m{^Ek&DXhhH&XM?nZXi_RgL zF|XDtQSJXs;m;mxL=?g^hQs5WU71xJ^VY>YvAD)3f>XistTgJCAP8;CcRmd$j&S2a#U(m{~0GlMEX5k1muvmgr9wH*aLn4GyHq#~X!X59C^$uRIdzBd?(Xd+U;`xZ!6jN{G6Z44 zJ#a@kR&s`FGd2>F#&EDck7G_@?hFG7GHA7HKda2&GK*#(ImefE(W?^S-)O7V?|nw= zA#2#i*|j-};&!Kg{A@yJiM%mW3R-&~W}me9TJP0sMiP9o;N>Z2Yd*M!(9XV6U37;- zLigG|Kdl$eq|KIZEgxM&TMdK>Rh~h858KH+FB?(w5-_uh5f@S_+l*x}=3Na{7=*Hl5O2!%rR z)Huxy($^1tn$!O(20LuoQNkKdeG%+JNNcJ80Q%#2~H&C<9lmr$uS9VP3H^ms%injrw)CF$UHO+wVrxIPL%TPipD&mK~+CRSJ#Y zfl1nS%H&%MB5|HjaiaTl<{9TGMGIOEt;=&K*Y4^t`=++B%;knz(zfM8lKU9MPygYF)c|BIWvdiU5 zrSd7CedMHsoG%ZyNU2PVmYn{64#Q1J=$i|*uP*~@;84I6lqhwh&#=vma3;M3T5zM> zsN>8VP2W`Cf|#G4$@5+}>Ac|xqA(da+ybViB&S4t4=<*agv(X()kDTTR9g3wgoNJ{ zLnwg?x`YCmwd`W!G`%uwr&5dOj?{;&+AA#|X~v(wLBjBjCqGu1oKKdVprCOPF3$k) z6~u}Ls*5)2Q&E{jh7%)BH>oAvOqNF<3pSB}JSXN)OPTxFA%* zucU_lC^I^+x}#5|j_x zM|l#S>bW)-#}ppTxwyCG2lp4BB9#*)|K%B&iny;pqb(-wK2D(%_=ODKHJ#;i@AHZ0 zD}#5nWbTamF`D3<6t)XE~rKCevCdFKd7pWz={nB6hV{{UoExjyV<1)J9? zOtw+_oB;mlIN)Xd?#@!5EFMg}*VhrQcF*YVTuQcBp!H+t%GI=HgZiv0&x<6Ln&Msj zz=M`K#rf}sz&kAgD~oM32=eF!4Ls;*_sTS$s6}ky8ibYup559690?!p;ttM)O8)Sz zth&{xMV<>sCysU&?7_LQUU9fbE-n0{WUrb*;z$XCsb>lb`tsDC$oo560yL&OXL3F# z4JpS9iWqsRiv~vV2Q%Y_55iGD7%8>sx!4nT2gHkcs9b|;lFe80xqIi<@EYm6Uk-I{ z^q1nB;z;|PA-)^XIk%LTuDGHwyH_#5)9T4n1K})whO4|y&ihQlX~%$p)^KH{m}q0s z@lv#8S0EmfQFt0Gi8P45YdKjJA1P98UTkx8tx`|p2$kU%9v)5KA4h#%(c0)9bH(y? zzD|ZFGv!4F+ghQ&892_X|8hv;iQv(+W3Zg8ra}QbvtsYD`dzM9ou$m^+{yQ6?=g_u zVF(hGw*_{<@#t`W!&)IYo~n#C9f15 zH0yjDl?L7ZIry|kdWv(f&d}<0T)IQS+qmsH$29);@=v(b5WvQf)13NT{D*_E(F-M8J7@&-2PFj|0=*@ZGg4GMHfzr*D_) zg{{GSm?XTbr`dQn*Am=o%V%k)$zqvg&$F$5xn}f-T2qyRUcu!dNBwlENLQF1IS=3^ z1t9oIm^FceZI)G-;L$Ugtkivf7~>d^2*b0Ri{L#`NKuHsHNBOLTo4t+7aweFyh^}X z8G?xk#@EP}lC^u)u9nOC3gvUY(EeRB+E3o!p3lQ&3kw7@UgXg$C?3<6*q zH!2(xZTwVkkL6V_y%3Wm7D+t@`i6K8n2VM-73Dt86wuV@Wp-O%@)a~Q@5?De_pft-tFQugPt@U1pd z2jTjZ#Ju6ZVAkvhdc8>0-lZqCq@^Z3e!(N_M|s&*->Iu8pjx`(JXmK%Xw_qD%a!Bv zQdx~t0T)F>(sjQ_iPB;fMu;556w(s;6sGgXN0~L8hx(y0XC<>)V-MEraHSdi1a78S zY2S(X*cdmJFGVU+OJt9_1a)YZ3<#JfN7io4ExMa7OT%pycM{#^WgR^$bvJOJuBEjt zG*ihGz6m6C_M;wDxoG#hxz$bG2K!}X~ZeqK*muEP0#kJ)4S|Dhz z!dY7BU+DPunhQ=hjy3`JHUa{*VEtdrc!FmJ_E?t6;E5VH!IuzwAQVv@lMQX&y9|IJ zv|n#G!KxLt$+z0I9%+h=+rb4MiCcfZ&T>cYBdm+b2EjKh)pQ$XBdqX+a}K;S6TmFic-D(bz(pacF}J2mMiEb^U6A>L+N8}wE1k+Ul^N>bo{YRSeQ??sWwg- z1r?UuV=;~9QZr>9iKGs^Y)<|DI~n-W>p6c{C{<>?x5xdZz~g{X6X|aX$lW-zLWgi~ zY2^QakbScK{TZCNL4gJ{Q8BF3lu;k=$kDpP`NqO_=v#X09`$Af+>Ov*hzzz}DW?SpZ zUfwYJ%@J|{b6eLdPQw7NNrEJ;5L}Y{W9Ag@DIyE3)mr}f4m@q2d?Xgl4Bfe-joI?S-V@g!yTbD@gDVV=Mjgi7$DC0o^n$B(&Pa{utNR{Qph{4o`NB zb}nc_S~GRU{R(>LXwpr$p=o;2MLaHP<6gL{*lhH-uR(ymzWe3ZvS3OhG5oF2jQb@I z&5YCzEC+9Tk#Z2we6gS?Bd#1ZRp3N8-y;9Xnb6>g=QXZpxx#_T*!zcAK-3tBR{wNwxYcMp-VWzH7 zD@4`Q#=J|+X}!A@K*4C)o#G^mrRbjn4!k?%&{9C#A>vnt^SRd&(1>W#=AzTbL?OCg zW&K9_J+hUOk`XX-xta(tLkOxpHfe29mIsdmwnWh87BJ*kQGAn#9!~%Zno@hgU4P~o zm<4NbGQG=wOyR&A!h{~+2;Q*wq!Wud+q}f1q|iXs(+{a(a?YsxTOp=e>tEP9OA=OS zz{BF)AGM?A{{u?xbn<<);;j};A6*TxbuBWUp>sCC`ng~2ZNPTP)VWkMF)^(rXm#wc z<_ax;IDsoY%R7Q`KvjP%=OYHhnGZ^BZ1$^?#wHR5m@z|#Plp8Wn%`Mt3|TXf#IB57 zOLW|=liH*PUH!S{p16jzb0^^X%yXeJj}%WAodwLlpawVD`wBf z`~sPSIzqp+05JKyU;!)I6xkrnB7ck&OYd9^CL zoPGpWP(D!d!#2!MKCLM4At%B21wo|t+K!nZkI*^N=>}YMfRkPL>W-<$EXpCwU&k3FnxL_hEX)C6_~gx>Jh_C1GC-6UGMy z#AD431r=qmRT0TOHURnJ$B+9EBr{#B{=?SrIXy`YGFyOxU_R)N5u!_c29VX34+Cu< zj!cjbJnKwLA=SAo#nL5vl1Tq`xXjV-_T|EI zaJ5~qE70y!n!Ny5?WDF80eU0DsRwQ_C1;a;Zhq~)!#{|%`sOGhuk@wW&v>)_3L|we zW1)bBZN#g-BqN&%dcA2^&u|iI`0(x7%ppdRCabQE4ozBTwly%0^3cbb_Xr_iIY>z6A3pZA9A!i3w`7TK#cHlxt*Q zL0JJ?uHBk~ode#c_==6_5WzOCb`It27Hb?e1C)y=6u!`+7$!*y${=le^2B_W9)(J* zxMSi_)fJIYU}x#@xSw5|HpQeYJ4V81+GR`C_P|=2pmJoD!orx~+nd)V;OI`cntS%d zbwx5`2=!TcYSA5jI@1-ZVvQr7&VjaHbGXsd$ZJUxMw&|L=qkc)w)FrLwyS(XpBq%0`f8f?vsf2i*=?m zrM7Jidw#EKYu#?u2>x{kq%^*{&_SHIcH_g`*06z#{M{$o=e1}mrx+CZrv+}(zM$(g zvO0QuZeJ#Ob!iq8@FxrEYrAK`@2VT0TlAYeP_JLx|2?&3K)l~jY1GE>@w$KP74mw; z7aercLdGz7TsN;=35yaT#47zL0Lxv+ttw$P5Et}6;G3&@Ra*o%h3jIo>}YXHx*9au zUBVsG^FDX}bGVeq#M;gwxEr8^HR6$Zxa>2D@T@t7}Y%7r~M15IdSp-l`1;OK96e<6|nvtd~oZ|%{aaASY*sl7qyxy zW4CFeP1hLuuu{TRwA+`nYzC^8?R(YY(oQJBA7KjToM7}<%8WjXt9Dbd!=1dfrB)mi zipFZ~ODR<2qEj`-x03-(ca{h4@e;aobI#?ka?URG7=#Dy>~cdv0&)49V^+yr4P^V6 z1?a5x7)g`-D(k=krC_aW*@1-d4~lXHwDEAb`EM=b#tg6`FEp?jI7Ui|)Z5CreD6HL z`tOFqLN%~R%_Dg70$;#W!tmD?|6B=fkM>C``sv5n37*d`Kg!8f2!ns7t>78hqA;_B zf@{*Wo+L|trN4e!5U+M`%8QFc)l#s2l(&G4?hE$19uT(AMj_qOBGdBIYY||v>G*TN z;+%K7Vk;_zCN(+}Jnk?=cC>E} zX74qN1BBZ%ajG3Y4FTr*d6%ni7QP@$wZo4aleSC>NT3vtTcvTr1n_t}^hWuWJD&0+ z`WAgG^YCGM+z0fxKi7T^ubO>OE({)LgB|Mr5G1wVrXcfywAchEvLCg?tk5%!fBCzL zp!9;nNteq}W}9Iy7D*M|?oI=%4G?id+uUbL7lW<(NM=Y05_Lm5XAFRH8NUg&4iN#= zX7FYurShIBIm*{u|B{ar%SYSe#D#G~%`zZekvEq$mElgUKFV5YcLqUQ?)%SP5l!DD z3r>;U@6+)5HDk?6m}?HV5z+IqQ0~*zJ*$q%NYWw&B9R1mdAyGd6w5`!jxt+o!BU_~ z#F={<;UD8ZrJGmQJ}8ani_yB`2HA3SqFd8A>36W>zsj!hfZ$YF`If>=CMKhOhyHte zt^1q;rY7J@Q_kE_;{>X*i+0I2d_GzvBxs*LO|nK1=aSvj-D={p&2L(p)r{G zAb_nTOh|R$o%8h1=~{0C4yP?(fKtX#;p@z4p;q%x(GTzhhtI}`%4Tx!89^HYFe+fv zC_W^d)vECiyBN|kcA{a~*=@X7l;>Vd`dCP(AX-n3Q}6{LR(q??_=pO=zl8pB zFE7Ad>Q`gSfpL&e{G-GAzx6_~zZ%NjdPPva^(PA@e-A_tiEDo3yJ`Tk&1*=5a?2Ee z(4ca>2A*!c(reNK#n3-s6KUm%%07O9c-L_hAEEzM5~NB__CT~-z7jfBdwND&G5*E6 zJuQkYSO~EkuJcA5!T;qdcDJfV$02P*X>p@m>E6c|Dy)JNKRu7FA;ngjs`Z?--a<$u zTv-sLrAFY?Y&bF02{6*_@N}h$L4yE1KT`PN8Oi760_TdkC5Wu&7{X>XxU|wUsh`C+ zh}aNfAxqxyX+W&&Is6o2wis#zY{@+j8&hV8GJd)$dL`K@%?+Xc);v1~cW}{roDLc9 z*JuXJ2hxst9yF>@?w+8{rnU^9zaeddQAsBJYLqytWx7V`gr0RsgjTkw47XotsUxB; z047A#r$es5Njp{^5Seq7D=7cxX3|8i67~gGKbbCO|K{?`%*_lD$t;e7lxcuA6%;z0 zYzS*qnh)NYxlSL59cq{Ke+w-D-~7S1^y1l~l6F-tBiZ({9PJzR%V}wtOEX~q1j{ye zIuwQBi$tj|4z7|Kc>TL}t?E=Tp}HfHb{74^Xt1rrA~PTxO(cFvyK^tlroai%@e`X6 z&e<9P_u%EHp1MMXuAC{bw9H98FhD;Ph#+?E&9iwN|CUqOlp!dk`H#y5URHhNK|#O6Mi7Nl?MiRIJw-w^@I%PEO?3k0vrGd!50~sQ%(A9E z=FZE^jr4t6-gqm{K`i*6+A8;JV{bhLR~x^iwaIYa&0lv@-r4E;RIoT=WRG$Q-YtKH zmqf6_AoXB+ZKmXS!v+vDe6va}A$_qGf2rbwRG9Is#c!4ktu6ck@be3MKl8-2Z$L_k zaP01t7bOpX4$v1PSK@tk%SCBwjYhXk%XnJ3m<)J&%8TpBL;$OVBW=ohsryoGxWkg~ znXfJL#~8cl3QmG8+8v~7(#s8k zcv~+vF*?m}pk{O)G~(++5iAERn|u=!An_*?#8y?9aqW$O^xZfeG}n+blM@gj^F$`2 zLjw$d4pt>R2e(Nv;vC=Wqfb&Vyk=vr{T=Dcn9HN?By%d;LG(&V7-M)(h^EyG6{RT< z-INd-VqDp)*HtmK>rDZp!0DhWLB}Av^^kJetn`ce&0283+x&Z^JrQm(nOW`G2*7u8_ z`epeR*u&Tu8xTX9}?M1AepglCGY!d9cZOA_lY@q4Dmn2-Z*@ePJk3AB@L(*7K zfz8?h6%=Rt&y*sm&7#n77?E@@VtRsVOIaz#vp`w?U6JP*wv{;yOlEqg_S|YYBY?!_ z`R7`=#XYl9vP^Yp=U?^plXGz=Nbl02&VbbphWmevMKOu0ef&Yc#~h&9evWoNn^p&A z{`i}U4kzRnZf@T-UYHI3R`3)Od`^331ct%qKD8$)$i-Q+LDn}X9dj_psVPFY7<7uWu zCWF0W-;0%g^kF)$I|*wzzFw&}Pn98f@96l}duVBIG#`?!_JlD!Af600_Ne@pdU`Ec zQm3H>Q27|FcrAMM@!~0pYG3B_xO!C&3Ou}tqVZ|9+&=MqqY&Hlg%?pXq2B_#my%=f z#O^5zv~t80TN?0XW3Kho!p|vT7@RLT*B33y-&bCKJc9U*q>ce8OV)=Gezh76d-HBv z{B^^Ik37mtz3|YfeufMQ1)U7nJFq>xoc`~#JTQ!qc6l_=`O3>@(z>H(1AyD=x6TX; z6%G8|eK~cek-g@BY#N#NXi4zAmRxcEU8Ut~+T50Vm7*Ck7e7QhqZ?jS=sXPT?>Q|A zJI+>!&DzSWO2YBR|G6C{GqbB>@oCHuHNaqJ0|)8$JX!Iv^x{}_3y2YuLaip?zOtOr zMBkKq34e?#R|VNh9|ePnt!jzw@USwlW=0YDqg7+&r^h?5+sfD8Z!YJ--uJx-WI}MI4zNxy>+F*+YQ7b$|A~0y9DJ0aK?22=L_jagKn#v+ z#3YCN`3iS{$3gXr;_@T7qCUc7H0DOAq2^XJxH~;}S;Uc!4aCi~Y$#&FDt8LAz7;qT z9RPPdC=!gPT9D98n_A3F+_TN|By&MCb@ja07|c{iEVr1lQo{ZQopGR$l72{}*Kyie z^Q^ShxS%=&=<9#Vgxh>Dvcs94Kaju|MHIoo*G>8UD}|+iwHLlHVo*{w*1T#sbZZ{1w}<^rU#S6eVMY#dRmwPA&R_ej)i7z`Ov6Usugdp& zKC1z8?>6B63EgxaXQdEqil)jS^Kbpux~6Ro=?~MQ&^yNLhCqN%&NOua1A^W5${{J@ zkz#k#)lF;E*3x2zD{&4lDiL-LEImNwN*myvz2nwXP2YGK)#JgO!$)x8o`{%Bvxn#h zUmX~jwY-g*FkEt``+cD zp5o2JZvq)#(kB*E>T0m{d%Sri8RvE@%}wS3lB1!*UztGaeiVI1`vd$TsU%f7)k08F z{(@2Dt4HTdA-p2pbgj93$Ty12jMTnXvjR3^P%j$x7GGgje|pv>fF{Iokq~cm?_pF* zsSp1bSc50Ouo^#$?Rs=7v#NKEj*xYZkqz0-+>QWH>^yC7cSS}(yTG@a@6kPD zQx7qvuT|g;wAkay7(|4Tdd9CVDibvz!Kngl!gdT7#NXSwm6CQ;ZLxK|KPIAIAL<8R zPIm7T>TIWe8UJ%N6Zn#fC_Z*O5eOB@{GHe7gUb5NZBcwA! zjfX-8EB2}q1C{MATnlMNj(U)XarzoK3^)ZW{{FnxZ|*s0)<6bGP||{BKg#BrkI3-9 z$A7eW})wrIFh0 z7eSDAIsWQ#f4$w~XmCOzPyXVnUG3U7naMx}i;31@P85aa|t?WhKOSC&AP;2|K1+z}NY*}0t>=D|&0Y)`(e zMuHv>^N;wiEs&P+!)Fzw(p@lLa`kVWWYvUqTJU8CbqE_!}<5$z4 zdBz4cAKB%FO`O8xK}h>Ga+d<)W@d}^ZDB7V!x0AJ%SH4 zEWFABFWFTD5jTXc+CSr&nO*oQ2+m)?2qrnpgx@q=vY)iyYxVWWRsALOJ7X_{w;$~0Z*&S#WnDNKRW>2V= z)KrWRCB*6P%!#v^8@{4tVjqK3Jo!cq$td6th~eE~{W-?7{J2hVGQXI9{&rAHm|nt9 z_ihEWLG@RM!sk}l{+Nf@dr50Ahs;tEQbc|$tu12g1BMkmX4IErUG(1s|F*isKX!9% zIuT9A`dK+~@A-Vy(BTIqa+E%>3FFprH?q_REu`V^B|d6N6XRxFipSh~nB zP0*-Ocs%yX7c23Eesh92Cuhe8zWlX*P)z1c`xH1Yj+k9l)NCQ^A<4gf2PcLXvtDml zJY`m{7Uo>+0A=`~VL!jybJ?Q2aL=vVL+NA>8xka+H0Kx@U}g{(*B$r|2;Hi|Qf6!f z^`P|zB!o})$y%j;FMqpW;KQj?v%Od;B{%S_Iz#(7)Q76 zX@Vien51QA`IQF!ew(ErG26&vV6lV>+z4-@QM;Vs7M26l+gH{1qdhAB%j9&r&3wz&$71>5& z6IEsZM?G$v_>C6co9O+8ug{rU2Y(%)+cW+mgi$bcshAlVW+kw3c+AdcrC-q$H=QbM zNe0fi+MjRvgZ=7M<-mnMld!+=xnBhT|1K`x7maU_`8y3VLgGxzj&mH6o z@szf!{zWS7yjut23ftpUL}pXJT*a>^JcYH0rNvW}n>I?6)|6`6Ckxi6zZHxWNp9Eu z+0rl%p>o1pnRZH@CCaz&l&h3w-3mkj{Ishfgl!4DN)pI#SkO`uWrL5MeUu@?q%pE4 zx~v1?(8kArJ7q{s|SU&=szChR$jhdg_wkT8KC2_m?QQbfA|UMeKJQ z0VDljdqvTpi2lBA`Xag!xD_9TQI!kURg9PX%vcJR(*PC zw>KQN$ljPrzZ%b0-PiS6RD)OHLlZVCzNGaY%z@xA2OUBO`n7j(Pz0j*)n}${de;+~ zx$_1Fb|6zM+s|Ifrro~nu(Uz+-&`t;v_1DYC0VR8O<_%Jw2j(jb1+9dT!G!JDRv^_ zl0@C_C1z}_Gz)>@EAZp;{1?34m1;C137Krpi+7-6=ul2&VTQxLOp$`CWbdyMztEK zS#14A0W5sT^-p$k;(>}gd*v%NGL-8i9E=1hcw>O^`uv*41ZiT6}w5DiZZ)u z^vX~*w-fi6s|gt)GiDO8kkYfQs(S6fY%`^Nw$mlI0qiN^Jz2eTZxC#}cAj=+o*1B` zIuFNXoEdwW@JeV+E{H0Zb4-5Ap<}@9_hJh2tu1tnS3}dWQd=p|)H5-s+MbC5UDSB*TZnZyu+JI^-e;P~JQWNWvY~KMK?p3F!>+=IolssM{+lR3u4~ZSG9`MDiOTwb> z2klLPTV4cptVudV8WuJ?JmkRu-A=wg^Nwx5wxM>=$Bx}H`-A%M38$so(kNssE@+CG zP*d_5E&iqv8e799Hxj86V$@i^`-@gIBDG=mL-J9#{U@Sv7#3yc^CYrO;;AA+>vj-T z6Sxf^);{blsA?L3tf{mxoHDw-aO4}cy?{|BtsD3GZ}}7BgZJ$G6f=_o(W3S3;LDG4 zk!Y%^f`{U+fx>-?sn&vw)H4*RooSWs#rDK+gC*T>U+XFH*Xm16_u@M>g3K^O_?*K^ zd!NWhw-$*F@bqQCa#u@4;Hy&L zw8wLUUoTJpi0<{uy7hXQh%-aV9x`G~gi5{G&tl6u*xE^Yb_lS?nn0{XvD1T{9~&`@ z!AEK~DmDmYu33f~GNGqW){j(4heR~C_`Mi_CX@}D3c+(Jsf3CQXD@D$iniZq*K`)< zYdkaRnDN@W>Ntx7qq6TL)Yic@lQh#OOyFSWwAgs_XN;>y*QIs`a1&qvA+y1&qZBHk zpYS#K@sVFG`Ao?WRrlTV$#6WF@#eY&FCGUPUBVOXYS|WodJ-tbvl1 z#Z$;%(JA&C;Tvs-PHyf(MDWIwBQpeeQA96L#r)_3wg*m(e(pD4aqX4N@;XujNkEwR zMu5kkOtOmcChB(+)t4IuH5-sHp-On|8v#1~3_&Wi7qVNKKQ(JUKVPw$skNi6w%%-* zXhZ67vep_9%6^}P?0Vicb?&SeF7`)=tn}6=igo%@x=H>+C z;)8b;8t|aG!kEz7LUX1k0V8~c0_GG54XU@xPf6@+s-tSqr2E5j!Hy^38G(kILf=QhB?`}{aK{GR98@`x?ticPS& zEUL64X!^|W>Fs%%&x30g9|hH9X)du;JS?Xcr-5sBY^hLkoqi4-QdtKcd=`!K*@PMc zLt|$<+m<=Ef|99~3FJBt#yzI`ud^{5>@#%e`V)NS^&_mMuV;vF(=vKC!Tm`X(FQzc z&7@UG*sFI+JbR7d+SKugoVa3?n=)Km0^E*D()#CD>Fo$gtsnsxJsJ z!|z{6i;eZb9YacmTg~f#7`*#eCEwuu>$nf=+Y&w=&B^g5bPoTD1b}BIwYQENHPQu6 z6HwO&vC83ExdLFl@=Xn$uh0qxqLp{*KTRTaYW&0Z$`M(-HU*D<5e;437;dOpDAcpI&sRqT91_mX#wesN7dSqlP5p}g2+$x^2MTna&J0%evMmI5raA@#muLCqtZ3;PDs826QC@@lGH&miwt7r-#yucVSsZ_Lt{oYb}SF??jsL!3VVx+ zH1J@I*-f_l`Uq3MLui?zjZ^GOlU*%(OY=6M7l4eh$|< zPm3iH$NRuZWBggCl3BQSQt%1r1#%Nt%g*3Ljn;$f-*+p@=FNta(5KcRhSaVS;{nq< zRd(QMp5L&V5FPDz#qtgXO4BFYaH&)-RB4 zcKYEqbEeddTc~^WDUhE{>1*i5OmP%RZKPztK9n!y_0#>(I@#O2g~yHwobW8!YlE*gIS<;d@GHks83C`2K{1jj zP9UNr8)tyd=|#6spcU8Yuc#79<9c6yx+Rj(bwWJa3XWe%NL|Z2nmN91J&Ja9sej}E zQ=wTabgAv!tPg~hS{fSaPXAG1Mq3_#B);ZQb-64>K(@y||C!*f^B_0vbq`qrnhv(N zt4Ay{7l@~r6GO+fEIQPVH$b6cGj!ihN{NFp8;lv zTl4>_Gt9yxREvv%`l}~8GoFMKMSoQ95H$@<`eNmkR<_(wZoBBXCwi^E^){(J;GvHs zU47g>_gy$d<3pXr(;MB<*N;t(&P#THo5CY|?r%Nht+A55N0O)geB*{!udGl|x+=tg zoe!K(6Q@9j;jClw`hyVfNv}yk#!l57v()LM@fPpB`}Fxppch~Fz2^;6&T|Tk%xQ`> zG<p#a6?v{j(bg9KzZ<{q>`cZ}!Lez1hu9L@X$`fmGPyecJMA_u|`Fg~ec`IVeKf z!sclPkFwK#cOkj+r4>KEM5Ow?{LKZ7n<5?ms9yXD*k*n_>)2x?>|Htt)}EZcN2am5 z<@A8{pX)`^kH^Wr_+)ke`zZ?+ex!DodGt4T13lMcFa52Q%s3I7isxTmBH!qXF#&;J zjprBBuie05B0&X4#WliW;ycswq4UkD)chr`J=S)A8)s*{fYjz7#v7n3Dg7vt?nv3a z49Ilqlx$jLR_wArcH%(I8VKmyyL8LC_7h)(;0zily8n8eFsyp|lqTezHJ!|rxr9g1 z^K6ujn*J7p8L+Z1JXGU-(uheIsf+%SJF80zGao+3*6`%&EtF)NBV#;6l0O;heOl0* z;C#}#Ec@KP&EfCYY$l6s58}N}S{qn=7hB1gyq}T%=Dy~i@8;K}GgueI3p3E-9=kkr zVLp#SH$bP(F?*jDcjg2f%a}WY3LtEaKBmpqmO54Gu|AXqV^)o8pd^)7#{n#GvU~@`^gF~6T1!P2WYDAQm8a?@#G26alycdw~@EX?wm&=*E0chF| z!yB9c5w|Q&fnTGv2ZIjbdgdfGjwfAYT% z7)D5|rMMVPl}cCJlUin*rCYH7Uii~&FPG9yCX2=L@+gMN5PurH)Z{Ma(qbMjxe`b` z3m-}i@lSM(BAKsIq;t-6aj!X~Ta=y%!lwET*+UdvjTlF}T=vQyk+sdFQvL?AHrAx)XEX4hu&3M&B|Ij^M4eBf*l@jt+j_C0BS1e6TVH-vxwj+$@>ml8)5Agd9b64}jcPe0 ziqliW*8g!wzT>MN&nQ;T<}Bk6&QauU9+7hl_<1FGQBL)u>gA#C>ll@UycqtD30LvM z0kyb-;Xh(vPV0=FSzu))ycPL4eGyGQ!PvN0m z0@WzLU&%3=7 GH~N21xIRh% literal 0 HcmV?d00001 From cdc57d1a21b2b0e4ae111d8e44aebfdfc6c6e4c7 Mon Sep 17 00:00:00 2001 From: Parth Chadha Date: Tue, 12 Nov 2024 06:59:15 -0800 Subject: [PATCH 02/13] More improvements with sample usability --- .../segment-anything-model-v2/README.md | 27 +++ .../segment-anything-model-v2/image_demo.py | 228 +++++++++++------- .../sam2/build_sam.py | 1 - .../sam2/modeling/memory_encoder.py | 20 +- .../sam2/modeling/sam/transformer.py | 1 - .../sam2/modeling/sam2_base.py | 16 -- .../sam2/modeling/sam2_utils.py | 2 +- .../test_backbone.py | 143 ----------- 8 files changed, 177 insertions(+), 261 deletions(-) create mode 100644 tripy/examples/segment-anything-model-v2/README.md delete mode 100644 tripy/examples/segment-anything-model-v2/test_backbone.py diff --git a/tripy/examples/segment-anything-model-v2/README.md b/tripy/examples/segment-anything-model-v2/README.md new file mode 100644 index 000000000..252b20c84 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/README.md @@ -0,0 +1,27 @@ +# SAM2: Segment Anything in Images and Videos + +## Introduction + +This is an implementation of SAM2 model ([original repository](https://github.com/facebookresearch/sam2/tree/main) by Meta). + +## Running The Example + +### Image pipeline + +1. Install prerequisites: + + ```bash + apt-get install ffmpeg libsm6 libxext6 -y + mkdir checkpoints && cd checkpoints && wget https://dl.fbaipublicfiles.com/segment_anything_2/092824/sam2.1_hiera_large.pt + python3 -m pip install -r requirements.txt + ``` + +2. Run the example: + + ```bash + python3 image_demo.py + ``` + +### Video segmentation pipeline + +TBD diff --git a/tripy/examples/segment-anything-model-v2/image_demo.py b/tripy/examples/segment-anything-model-v2/image_demo.py index 2e776aae8..a0dcce045 100644 --- a/tripy/examples/segment-anything-model-v2/image_demo.py +++ b/tripy/examples/segment-anything-model-v2/image_demo.py @@ -12,39 +12,58 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. -# sudo apt-get update && sudo apt-get install ffmpeg libsm6 libxext6 -y -import torch -from sam2.build_sam import build_sam2 -from sam2.sam2_image_predictor import SAM2ImagePredictor + +import cv2 import os +import time import numpy as np import torch +import tripy as tp import matplotlib.pyplot as plt + +plt.switch_backend("agg") # Switch to non-interactive backend from PIL import Image -import tripy as tp +from typing import Tuple, Optional, Dict +from sam2.build_sam import build_sam2 +from sam2.sam2_image_predictor import SAM2ImagePredictor -def show_mask(mask, ax, random_color=False, borders=True): + +def process_and_show_mask( + mask: np.ndarray, ax: plt.Axes, random_color: bool = False, borders: bool = True +) -> np.ndarray: + """ + Process and display a segmentation mask, returning the processed mask for testing. + """ + # Generate mask color if random_color: color = np.concatenate([np.random.random(3), np.array([0.6])], axis=0) else: color = np.array([30 / 255, 144 / 255, 255 / 255, 0.6]) + + # Process mask h, w = mask.shape[-2:] mask = mask.astype(np.uint8) mask_image = mask.reshape(h, w, 1) * color.reshape(1, 1, -1) - if borders: - import cv2 + if borders: contours, _ = cv2.findContours(mask, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE) - # Try to smooth contours contours = [cv2.approxPolyDP(contour, epsilon=0.01, closed=True) for contour in contours] mask_image = cv2.drawContours(mask_image, contours, -1, (1, 1, 1, 0.5), thickness=2) + ax.imshow(mask_image) + return mask_image -def show_points(coords, labels, ax, marker_size=375): +def show_points( + coords: np.ndarray, labels: np.ndarray, ax: plt.Axes, marker_size: int = 375 +) -> Tuple[np.ndarray, np.ndarray]: + """ + Display point prompts and return point coordinates for testing. + """ pos_points = coords[labels == 1] neg_points = coords[labels == 0] + ax.scatter( pos_points[:, 0], pos_points[:, 1], @@ -64,92 +83,137 @@ def show_points(coords, labels, ax, marker_size=375): linewidth=1.25, ) + return pos_points, neg_points + -def show_box(box, ax): +def show_box(box: np.ndarray, ax: plt.Axes) -> Tuple[float, float, float, float]: + """ + Display a bounding box and return its coordinates for testing. + """ x0, y0 = box[0], box[1] w, h = box[2] - box[0], box[3] - box[1] ax.add_patch(plt.Rectangle((x0, y0), w, h, edgecolor="green", facecolor=(0, 0, 0, 0), lw=2)) + return x0, y0, w, h + + +def process_predictions( + image: np.ndarray, + masks: np.ndarray, + scores: np.ndarray, + logits: np.ndarray, + point_coords: Optional[np.ndarray] = None, + box_coords: Optional[np.ndarray] = None, + input_labels: Optional[np.ndarray] = None, + save_path: Optional[str] = None, +) -> Dict[str, np.ndarray]: + """ + Process and visualize predictions, returning a dictionary containing processed masks, scores, and logits. + """ + processed_masks = [] + + # Create output directory if it doesn't exist + if save_path: + os.makedirs(save_path, exist_ok=True) - -def show_masks( - image, - masks, - scores, - point_coords=None, - box_coords=None, - input_labels=None, - borders=True, -): for i, (mask, score) in enumerate(zip(masks, scores)): - plt.figure(figsize=(10, 10)) - plt.imshow(image) - show_mask(mask, plt.gca(), borders=borders) + + fig, ax = plt.subplots(figsize=(10, 10)) + ax.imshow(image) + + processed_mask = process_and_show_mask(mask, ax) + processed_masks.append(processed_mask) + if point_coords is not None: - assert input_labels is not None - show_points(point_coords, input_labels, plt.gca()) + assert input_labels is not None, "Input labels required for point prompts" + show_points(point_coords, input_labels, ax) + if box_coords is not None: - # boxes - show_box(box_coords, plt.gca()) + show_box(box_coords, ax) + if len(scores) > 1: - plt.title(f"Mask {i+1}, Score: {score:.3f}", fontsize=18) - plt.axis("off") - plt.show() - plt.savefig(f"mask{i}.png") + ax.set_title(f"Mask {i+1}, Score: {score:.3f}", fontsize=18) + # plt.axis("off") + ax.axis("off") -torch.set_printoptions(threshold=10) + if save_path: + plt.savefig(os.path.join(save_path, f"mask_{i}_score_{score:.3f}.png"), bbox_inches="tight", pad_inches=0) + plt.close(fig) -image = Image.open("truck.jpg") -image = np.array(image.convert("RGB")) -plt.figure(figsize=(10, 10)) -plt.imshow(image) -plt.axis("on") -plt.savefig("foo.png") + return { + "masks": np.array(processed_masks), + "scores": scores, + "logits": logits, + } -from sam2.build_sam import build_sam2 -from sam2.sam2_image_predictor import SAM2ImagePredictor +def main(image_path: str, save_path: Optional[str] = None): + """ + Main execution function. -sam2_checkpoint = "./checkpoints/sam2_hiera_large.pt" -model_cfg = "sam2_hiera_l.yaml" -device = torch.device("cuda") -sam2_model = build_sam2( - model_cfg, - sam2_checkpoint, - device=device, -) + Args: + image_path (str): Path to input image + save_path (str, optional): Directory to save visualizations + + Returns: + Dict[str, np.ndarray]: Processing results + """ + + # Load image + image = np.array(Image.open(image_path).convert("RGB")) + + # Initialize SAM2 model + sam2_checkpoint = "./checkpoints/sam2.1_hiera_large.pt" + model_cfg = "sam2_hiera_l.yaml" + device = torch.device("cuda") + sam2_model = build_sam2( + model_cfg, + sam2_checkpoint, + device=device, + ) + + # Create predictor and process image + predictor = SAM2ImagePredictor(sam2_model) + + predictor.set_image(image) + + # Set input prompt + input_point = np.array([[500, 375]]) + input_label = np.array([1]) + + # Time mask prediction + start = time.perf_counter() + masks, scores, logits = predictor.predict( + point_coords=input_point, + point_labels=input_label, + multimask_output=True, + ) + + # Synchronize CUDA operations + tp.default_stream().synchronize() + torch.cuda.synchronize() + prediction_time = (time.perf_counter() - start) * 1000 + print(f"Prediction took {prediction_time:.2f}ms") + + # Sort masks by confidence score + sorted_ind = np.argsort(scores)[::-1] + masks = masks[sorted_ind] + scores = scores[sorted_ind] + logits = logits[sorted_ind] + + # Process and display results + results = process_predictions( + image, + masks, + scores, + logits, + point_coords=input_point, + input_labels=input_label, + save_path=save_path, + ) + + return results -import time -predictor = SAM2ImagePredictor(sam2_model) -start = time.perf_counter() -predictor.set_image(image) -end = time.perf_counter() -print(f"generate image embedding took {(end - start)*1000}") -input_point = np.array([[500, 375]]) -input_label = np.array([1]) - -start = time.perf_counter() -masks, scores, logits = predictor.predict( - point_coords=input_point, - point_labels=input_label, - multimask_output=True, -) -tp.default_stream().synchronize() -torch.cuda.synchronize() -end = time.perf_counter() -print(f"exec took {(end - start)*1000}") - -sorted_ind = np.argsort(scores)[::-1] -masks = masks[sorted_ind] -scores = scores[sorted_ind] -logits = logits[sorted_ind] - -show_masks( - image, - masks, - scores, - point_coords=input_point, - input_labels=input_label, - borders=True, -) +if __name__ == "__main__": + main("truck.jpg", save_path="output") diff --git a/tripy/examples/segment-anything-model-v2/sam2/build_sam.py b/tripy/examples/segment-anything-model-v2/sam2/build_sam.py index 805eff170..07326f5c3 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/build_sam.py +++ b/tripy/examples/segment-anything-model-v2/sam2/build_sam.py @@ -286,7 +286,6 @@ def build_sam2( for comp_name, comp_info in components.items(): if not comp_info["enabled"] or comp_name not in required_components_for_image: - print(comp_name) continue executable_file = os.path.join(saved_engines_path, comp_name) diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py index be6c98456..5481a77e7 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py @@ -36,11 +36,7 @@ def __call__(self, x): class MaskDownSampler(tp.Module): """ - Progressively downsample a mask by total_stride, each time by stride. - Note that LayerNorm is applied per *token*, like in ViT. - - With each downsample (by a factor stride**2), channel capacity increases by the same factor. - In the end, we linearly project to embed_dim channels. + Progressively downsample a mask by total_stride. """ def __init__( @@ -85,15 +81,8 @@ def forward(self, x): class CXBlock(tp.Module): - r"""ConvNeXt Block. There are two equivalent implementations: - (1) DwConv -> LayerNorm (channels_first) -> 1x1 Conv -> GELU -> 1x1 Conv; all in (N, C, H, W) - (2) DwConv -> Permute to (N, H, W, C); LayerNorm (channels_last) -> Linear -> GELU -> Linear; Permute back - We use (2) as we find it slightly faster in PyTorch - - Args: - dim (int): Number of input channels. - drop_path (float): Stochastic depth rate. Default: 0.0 - layer_scale_init_value (float): Init value for Layer Scale. Default: 1e-6. + r"""ConvNeXt Block. + DwConv -> Permute to (N, H, W, C); LayerNorm (channels_last) -> Linear -> GELU -> Linear; Permute back """ def __init__( @@ -153,7 +142,6 @@ def __call__(self, x): return self.forward(x) def forward(self, x): - # normally x: (N, C, H, W) x = self.proj(x) for layer in self.layers: x = layer(x) @@ -193,8 +181,6 @@ def forward( masks: tp.Tensor, skip_mask_sigmoid: bool = False, ) -> Tuple[tp.Tensor, tp.Tensor]: - ## Process masks - # sigmoid, so that less domain shift from gt masks which are bool if not skip_mask_sigmoid: masks = tp.sigmoid(masks) masks = self.mask_downsampler(masks) diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/transformer.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/transformer.py index 8c6cac6f4..7c0dfb15b 100755 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/transformer.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/transformer.py @@ -309,7 +309,6 @@ def __init__( self.compute_cis = partial(compute_axial_cis, dim=self.internal_dim // self.num_heads, theta=rope_theta) freqs_cis = self.compute_cis(end_x=feat_sizes[0], end_y=feat_sizes[1]) self.freqs_cis = freqs_cis - print(f"rope_k_repeat : {rope_k_repeat}") self.rope_k_repeat = rope_k_repeat def __call__(self, q: Tensor, k: Tensor, v: Tensor, num_k_exclude_rope: tp.Tensor) -> Tensor: diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py index a57a45ade..e2995aafb 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py @@ -22,7 +22,6 @@ import torch.distributed import torch.nn.functional as F import tripy as tp -import nvtx from torch.nn.init import trunc_normal_ @@ -36,18 +35,6 @@ NO_OBJ_SCORE = -1024.0 -markers = {} -events = {} - - -def profile_start(name, color="blue"): - markers[name] = nvtx.start_range(message=name, color=color) - - -def profile_stop(name): - nvtx.end_range(markers[name]) - - class SAM2Base(torch.nn.Module): def __init__( self, @@ -845,7 +832,6 @@ def track_step( mask_inputs = prev_sam_mask_logits multimask_output = self._use_multimask(is_init_cond_frame, point_inputs) - profile_start("forward_sam_heads") sam_outputs = self._forward_sam_heads( backbone_features=pix_feat_with_mem, point_inputs=point_inputs, @@ -853,8 +839,6 @@ def track_step( high_res_features=high_res_features, multimask_output=multimask_output, ) - tp.default_stream().synchronize() - profile_stop("forward_sam_heads") ( _, diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py index d17651b1b..181b4edf8 100755 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py @@ -94,7 +94,7 @@ def scaled_dot_product_attention( - Paper: https://arxiv.org/abs/1706.03762v7 """ - if is_causal: # this path is not called in demoDiffusion + if is_causal: target_shape = query.shape[-2:-1] + key.shape[-2:-1] # TODO: #228: WAR to prevent computing output rank in infer_rank for reshape target_shape.trace_tensor.shape = (2,) diff --git a/tripy/examples/segment-anything-model-v2/test_backbone.py b/tripy/examples/segment-anything-model-v2/test_backbone.py deleted file mode 100644 index 3ac0dfd1f..000000000 --- a/tripy/examples/segment-anything-model-v2/test_backbone.py +++ /dev/null @@ -1,143 +0,0 @@ -# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved. -# SPDX-License-Identifier: Apache-2.0 -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at -# -# http://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. -# See the License for the specific language governing permissions and -# limitations under the License. -import time -import tripy as tp -import torch - -from sam2.modeling.backbones import image_encoder, hieradet -from sam2.modeling.position_encoding import PositionEmbeddingSine - -from tripy.logging import logger - -logger.verbosity = "mlir" - - -############## trunk -- Hiera ############# -def test_trunk(): - trunk = hieradet.Hiera( - embed_dim=144, - num_heads=2, - stages=[2, 6, 36, 4], - global_att_blocks=[23, 33, 43], - window_pos_embed_bkg_spatial_size=[7, 7], - window_spec=[8, 4, 16, 8], - ) - trunk.generate_static_pos_embed() - # trunk_inp = tp.ones((1, 3, 1024, 1024)) - # trunk_out = trunk(trunk_inp) - # print(trunk_out[1]) - - print("Start compiling trunk...") - start = time.time() - compiled_tp_trunk = tp.compile( - trunk, - optimization_level=3, - args=[ - tp.InputInfo((1, 3, 1024, 1024), dtype=tp.float32), - ], - ) - print(f"Compile trunk took {time.time() - start}s") - - -############## neck -- FpnNeck ############# -def test_neck(): - position_encoding = PositionEmbeddingSine( - num_pos_feats=256, - normalize=True, - scale=None, - temperature=10000, - ) - neck = image_encoder.FpnNeck( - position_encoding=position_encoding, - d_model=256, - backbone_channel_list=[1152, 576, 288, 144], - fpn_top_down_levels=[2, 3], - fpn_interp_model="nearest", - ) - - # neck_inp = [ - # tp.ones([1, 144, 256, 256]), - # tp.ones([1, 288, 128, 128]), - # tp.ones([1, 576, 64, 64]), - # tp.ones([1, 1152, 32, 32]), - # ] - # neck_out = neck(*neck_inp) - # print(neck_out[3]) - - print("Start compiling FpnNeck...") - start = time.time() - compiled_tp_neck = tp.compile( - neck, - optimization_level=3, - args=[ - tp.InputInfo((1, 144, 256, 256), dtype=tp.float32), - tp.InputInfo((1, 288, 128, 128), dtype=tp.float32), - tp.InputInfo((1, 576, 64, 64), dtype=tp.float32), - tp.InputInfo((1, 1152, 32, 32), dtype=tp.float32), - ], - ) - print(f"Compile image encoder took {time.time() - start}s") - - -############ image_encoder (trunk + neck) ################## -def test_image_encoder(): - trunk = hieradet.Hiera( - embed_dim=144, - num_heads=2, - stages=[2, 6, 36, 4], - global_att_blocks=[23, 33, 43], - window_pos_embed_bkg_spatial_size=[7, 7], - window_spec=[8, 4, 16, 8], - ) - trunk.generate_static_pos_embed((256, 256)) - - position_encoding = PositionEmbeddingSine( - num_pos_feats=256, - normalize=True, - scale=None, - temperature=10000, - ) - neck = image_encoder.FpnNeck( - position_encoding=position_encoding, - d_model=256, - backbone_channel_list=[1152, 576, 288, 144], - fpn_top_down_levels=[2, 3], - fpn_interp_model="nearest", - ) - - encoder = image_encoder.ImageEncoder( - trunk=trunk, - neck=neck, - scalp=1, - ) - - # test eager mode - # inp = tp.ones((1, 3, 1024, 1024)) - # out = encoder(inp) - # print(out) - - # test compilation - print("Start compiling image encoder...") - start = time.time() - compiled_tp_image_encoder = tp.compile( - encoder.forward, - args=[ - tp.InputInfo((1, 3, 1024, 1024), dtype=tp.float32), - ], - ) - print(f"Compile image encoder took {time.time() - start}s") - - -test_image_encoder() From f31b401f35472029607e2078be9dd3122fe4dd9e Mon Sep 17 00:00:00 2001 From: Parth Chadha Date: Tue, 12 Nov 2024 10:11:58 -0800 Subject: [PATCH 03/13] Add requirements.txt file --- .../segment-anything-model-v2/requirements.txt | 10 ++++++++++ 1 file changed, 10 insertions(+) create mode 100644 tripy/examples/segment-anything-model-v2/requirements.txt diff --git a/tripy/examples/segment-anything-model-v2/requirements.txt b/tripy/examples/segment-anything-model-v2/requirements.txt new file mode 100644 index 000000000..5cd719001 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/requirements.txt @@ -0,0 +1,10 @@ +torch>=2.3.1 +torchvision>=0.18.1 +numpy>=1.24.4 +tqdm>=4.66.1 +hydra-core>=1.3.2 +iopath>=0.1.10 +pillow>=9.4.0 +matplotlib>=3.9.1 +jupyter>=1.0.0 +opencv-python>=4.7.0 From 423d2b3da2e224dc7a678229fbd2aaa07c842b32 Mon Sep 17 00:00:00 2001 From: Parth Chadha Date: Tue, 12 Nov 2024 13:15:08 -0800 Subject: [PATCH 04/13] Further clean up of sample, use fp16 everywhere except sam prompt encoder --- .../configs/sam2_hiera_l.yaml | 6 +- .../segment-anything-model-v2/image_demo.py | 1 - .../sam2/build_sam.py | 63 +++---- .../sam2/modeling/backbones/hieradet.py | 1 + .../sam2/modeling/memory_encoder.py | 31 ++-- .../sam2/modeling/sam/prompt_encoder.py | 1 + .../sam2/modeling/sam2_base.py | 32 ++-- .../sam2/modeling/sam2_utils.py | 3 + .../sam2/sam2_image_predictor.py | 154 ++---------------- .../sam2/utils/transforms.py | 5 +- 10 files changed, 86 insertions(+), 211 deletions(-) diff --git a/tripy/examples/segment-anything-model-v2/configs/sam2_hiera_l.yaml b/tripy/examples/segment-anything-model-v2/configs/sam2_hiera_l.yaml index ef4b8a034..6c84c6089 100644 --- a/tripy/examples/segment-anything-model-v2/configs/sam2_hiera_l.yaml +++ b/tripy/examples/segment-anything-model-v2/configs/sam2_hiera_l.yaml @@ -69,6 +69,7 @@ model: memory_encoder: _target_: sam2.modeling.memory_encoder.MemoryEncoder out_dim: 64 + dtype: float16 position_encoding: _target_: sam2.modeling.position_encoding.PositionEmbeddingSine num_pos_feats: 64 @@ -80,8 +81,10 @@ model: kernel_size: 3 stride: 2 padding: 1 + dtype: float16 fuser: _target_: sam2.modeling.memory_encoder.Fuser + dtype: float16 layer: _target_: sam2.modeling.memory_encoder.CXBlock dim: 256 @@ -89,6 +92,7 @@ model: padding: 3 layer_scale_init_value: 1e-6 use_dwconv: True # depth-wise convs + dtype: float16 num_layers: 2 num_maskmem: 7 @@ -119,4 +123,4 @@ model: multimask_min_pt_num: 0 multimask_max_pt_num: 1 use_mlp_for_obj_ptr_proj: true - tripy_mask_decoder_dtype: float16 + model_precision: float16 diff --git a/tripy/examples/segment-anything-model-v2/image_demo.py b/tripy/examples/segment-anything-model-v2/image_demo.py index a0dcce045..c2344b177 100644 --- a/tripy/examples/segment-anything-model-v2/image_demo.py +++ b/tripy/examples/segment-anything-model-v2/image_demo.py @@ -133,7 +133,6 @@ def process_predictions( if len(scores) > 1: ax.set_title(f"Mask {i+1}, Score: {score:.3f}", fontsize=18) - # plt.axis("off") ax.axis("off") if save_path: diff --git a/tripy/examples/segment-anything-model-v2/sam2/build_sam.py b/tripy/examples/segment-anything-model-v2/sam2/build_sam.py index 07326f5c3..0669cedd6 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/build_sam.py +++ b/tripy/examples/segment-anything-model-v2/sam2/build_sam.py @@ -50,27 +50,28 @@ def get_component_configs(model, cfg): """ Get configurations for different components, including both compilation and weight loading info. """ + model_precision = getattr(cfg["model"], "model_precision", "float32") return { "memory_attention": { "enabled": True, "model": model.memory_attention, - "dtype": getattr(cfg["model"].memory_attention, "dtype", "float32"), + "dtype": model_precision, "compile_args": [ tp.InputInfo( (4096, 1, 256), - getattr(tp, getattr(cfg["model"].memory_attention, "dtype", "float32")), + getattr(tp, model_precision), ), tp.InputInfo( ((4100, 16400, 28736), 1, 64), - getattr(tp, getattr(cfg["model"].memory_attention, "dtype", "float32")), + getattr(tp, model_precision), ), tp.InputInfo( (4096, 1, 256), - getattr(tp, getattr(cfg["model"].memory_attention, "dtype", "float32")), + getattr(tp, model_precision), ), tp.InputInfo( ((4100, 16400, 28736), 1, 64), - getattr(tp, getattr(cfg["model"].memory_attention, "dtype", "float32")), + getattr(tp, model_precision), ), tp.InputInfo(((4, 16, 64),), tp.int32), ], @@ -79,33 +80,33 @@ def get_component_configs(model, cfg): "sam_mask_decoder_false": { "enabled": True, "model": model.sam_mask_decoder, - "dtype": getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32"), + "dtype": model_precision, "compile_args": [ tp.InputInfo( (1, 256, 64, 64), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ), # image_embeddings tp.InputInfo( (1, 256, 64, 64), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ), # image_pe tp.InputInfo( (1, 3, 256), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ), # sparse_prompt_embeddings tp.InputInfo( (1, 256, 64, 64), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ), # dense_prompt_embeddings False, # multimask_output False, # repeat_image tp.InputInfo( (1, 32, 256, 256), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ), # high_res_features_1 tp.InputInfo( (1, 64, 128, 128), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ), # high_res_features_2 ], "skip_dtype_convert": ["ln", "norm", "output_upscaling.1"], @@ -113,33 +114,33 @@ def get_component_configs(model, cfg): "sam_mask_decoder_true": { "enabled": True, "model": model.sam_mask_decoder, - "dtype": getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32"), + "dtype": model_precision, "compile_args": [ tp.InputInfo( (1, 256, 64, 64), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ), # image_embeddings tp.InputInfo( (1, 256, 64, 64), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ), # image_pe tp.InputInfo( (1, 2, 256), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ), # sparse_prompt_embeddings tp.InputInfo( (1, 256, 64, 64), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ), # dense_prompt_embeddings True, # multimask_output False, # repeat_image tp.InputInfo( (1, 32, 256, 256), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ), # high_res_features_1 tp.InputInfo( (1, 64, 128, 128), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ), # high_res_features_2 ], "skip_dtype_convert": ["ln", "norm", "output_upscaling.1"], @@ -148,11 +149,11 @@ def get_component_configs(model, cfg): "sam_mask_decoder.conv_s0": { "enabled": True, "model": model.sam_mask_decoder.conv_s0, - "dtype": getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32"), + "dtype": model_precision, "compile_args": [ tp.InputInfo( (1, 256, 256, 256), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ) ], "skip_dtype_convert": [], @@ -161,11 +162,11 @@ def get_component_configs(model, cfg): "sam_mask_decoder.conv_s1": { "enabled": True, "model": model.sam_mask_decoder.conv_s1, - "dtype": getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32"), + "dtype": model_precision, "compile_args": [ tp.InputInfo( (1, 256, 128, 128), - dtype=getattr(tp, getattr(cfg["model"], "tripy_mask_decoder_dtype", "float32")), + dtype=getattr(tp, model_precision), ) ], "skip_dtype_convert": [], @@ -174,18 +175,18 @@ def get_component_configs(model, cfg): "memory_encoder": { "enabled": True, "model": model.memory_encoder, - "dtype": "float32", # TODO add fp16 to yaml + "dtype": model_precision, # TODO add fp16 to yaml "compile_args": [ - tp.InputInfo((1, 256, 64, 64), tp.float32), - tp.InputInfo((1, 1, 1024, 1024), tp.float32), + tp.InputInfo((1, 256, 64, 64), getattr(tp, model_precision)), + tp.InputInfo((1, 1, 1024, 1024), getattr(tp, model_precision)), True, ], - "skip_dtype_convert": [], + "skip_dtype_convert": ["ln", "norm"], }, "sam_prompt_encoder": { "enabled": True, "model": model.sam_prompt_encoder, - "dtype": "float32", # TODO add fp16 to yaml + "dtype": "float32", "compile_args": [ tp.InputInfo((1, (1, 2, 4), 2), dtype=tp.float32), tp.InputInfo((1, (1, 2, 4)), dtype=tp.int32), @@ -204,7 +205,7 @@ def get_component_configs(model, cfg): "sam_prompt_encoder.get_dense_pe": { "enabled": True, "model": model.sam_prompt_encoder.get_dense_pe, - "dtype": "float32", # TODO add fp16 to yaml + "dtype": model_precision, "compile_args": [], "skip_dtype_convert": [], "skip_load_state_dict": True, @@ -212,13 +213,13 @@ def get_component_configs(model, cfg): "image_encoder.compiled_executable": { "enabled": True, "model": model.image_encoder.forward, - "dtype": getattr(cfg["model"].image_encoder.trunk, "dtype", "float32"), + "dtype": model_precision, "compile_args": [ tp.InputInfo( (1, 3, 1024, 1024), dtype=getattr( tp, - getattr(cfg["model"].image_encoder.trunk, "dtype", "float32"), + model_precision, ), ), ], diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/hieradet.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/hieradet.py index fb29557da..b2233c5d6 100755 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/hieradet.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/hieradet.py @@ -12,6 +12,7 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. + # Copyright (c) Meta Platforms, Inc. and affiliates. # All rights reserved. diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py index 5481a77e7..f1233df2d 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py @@ -47,8 +47,10 @@ def __init__( padding=0, total_stride=16, activation=tp.gelu, + dtype="float32", ): super().__init__() + self.dtype = getattr(tp, dtype) num_layers = int(math.log2(total_stride) // math.log2(stride)) assert stride**num_layers == total_stride self.encoder = [] @@ -62,13 +64,14 @@ def __init__( kernel_dims=(kernel_size, kernel_size), stride=(stride, stride), padding=((padding, padding), (padding, padding)), + dtype=self.dtype, ) ) self.encoder.append(LayerNorm2d(mask_out_chans)) self.encoder.append(activation) mask_in_chans = mask_out_chans - self.encoder.append(tp.Conv(mask_out_chans, embed_dim, kernel_dims=(1, 1))) + self.encoder.append(tp.Conv(mask_out_chans, embed_dim, kernel_dims=(1, 1), dtype=self.dtype)) def __call__(self, x): return self.forward(x) @@ -93,20 +96,23 @@ def __init__( drop_path=0.0, layer_scale_init_value=1e-6, use_dwconv=True, + dtype="float32", ): super().__init__() + self.dtype = getattr(tp, dtype) self.dwconv = tp.Conv( dim, dim, kernel_dims=(kernel_size, kernel_size), padding=((padding, padding), (padding, padding)), groups=dim if use_dwconv else 1, + dtype=self.dtype, ) # depthwise conv self.norm = LayerNorm2d(dim, eps=1e-6) - self.pwconv1 = tp.Linear(dim, 4 * dim) # pointwise/1x1 convs, implemented with linear layers + self.pwconv1 = tp.Linear(dim, 4 * dim, dtype=self.dtype) # pointwise/1x1 convs, implemented with linear layers self.act = tp.gelu - self.pwconv2 = tp.Linear(4 * dim, dim) - self.gamma = tp.ones((dim,)) * layer_scale_init_value + self.pwconv2 = tp.Linear(4 * dim, dim, dtype=self.dtype) + self.gamma = tp.ones((dim,), dtype=self.dtype) * layer_scale_init_value self.drop_path = Dummy() @@ -130,13 +136,14 @@ def forward(self, x): class Fuser(tp.Module): - def __init__(self, layer, num_layers, dim=None, input_projection=False): + def __init__(self, layer, num_layers, dim=None, input_projection=False, dtype="float32"): super().__init__() + self.dtype = getattr(tp, dtype) self.proj = Dummy() self.layers = [layer for i in range(num_layers)] if input_projection: - self.proj = tp.Conv(dim, dim, kernel_dims=(1, 1)) + self.proj = tp.Conv(dim, dim, kernel_dims=(1, 1), dtype=self.dtype) def __call__(self, x): return self.forward(x) @@ -150,22 +157,18 @@ def forward(self, x): class MemoryEncoder(tp.Module): def __init__( - self, - out_dim, - mask_downsampler, - fuser, - position_encoding, - in_dim=256, # in_dim of pix_feats + self, out_dim, mask_downsampler, fuser, position_encoding, in_dim=256, dtype="float32" # in_dim of pix_feats ): super().__init__() + self.dtype = getattr(tp, dtype) self.mask_downsampler = mask_downsampler - self.pix_feat_proj = tp.Conv(in_dim, in_dim, kernel_dims=(1, 1)) + self.pix_feat_proj = tp.Conv(in_dim, in_dim, kernel_dims=(1, 1), dtype=self.dtype) self.fuser = fuser self.position_encoding = position_encoding self.out_proj = Dummy() if out_dim != in_dim: - self.out_proj = tp.Conv(in_dim, out_dim, kernel_dims=(1, 1)) + self.out_proj = tp.Conv(in_dim, out_dim, kernel_dims=(1, 1), dtype=self.dtype) def __call__( self, diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/prompt_encoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/prompt_encoder.py index 87b301d12..202910992 100755 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/prompt_encoder.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/prompt_encoder.py @@ -27,6 +27,7 @@ def __init__( input_image_size: Tuple[int, int], mask_in_chans: int, activation: Type[tp.Module] = tp.gelu, + dtype=tp.float32, ) -> None: """ Encodes prompts for input to SAM's mask decoder. diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py index e2995aafb..d79d36d29 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py @@ -106,10 +106,10 @@ def __init__( use_mlp_for_obj_ptr_proj: bool = False, # extra arguments used to construct the SAM mask decoder; if not None, it should be a dict of kwargs to be passed into `MaskDecoder` class. sam_mask_decoder_extra_args=None, - tripy_mask_decoder_dtype="float32", + model_precision="float32", ): super().__init__() - self.tripy_mask_decoder_dtype = getattr(tp, tripy_mask_decoder_dtype) + self.model_dtype = getattr(tp, model_precision) # Part 1: the image backbone self.image_encoder = image_encoder # Use level 0, 1, 2 for high-res setting, or just level 2 for the default setting @@ -220,7 +220,7 @@ def _build_sam_heads(self): embedding_dim=self.sam_prompt_embed_dim, mlp_dim=2048, num_heads=8, - dtype=self.tripy_mask_decoder_dtype, + dtype=self.model_dtype, ) self.sam_mask_decoder = MaskDecoder( num_multimask_outputs=3, @@ -233,7 +233,7 @@ def _build_sam_heads(self): pred_obj_scores=self.pred_obj_scores, pred_obj_scores_mlp=self.pred_obj_scores_mlp, use_multimask_token_for_obj_ptr=self.use_multimask_token_for_obj_ptr, - dtype=self.tripy_mask_decoder_dtype, + dtype=self.model_dtype, **(self.sam_mask_decoder_extra_args or {}), ) if self.use_obj_ptrs_in_encoder: @@ -349,7 +349,7 @@ def _forward_sam_heads( dense_embeddings = torch.from_dlpack(dense_embeddings) self.dense_pe = self.sam_prompt_encoder.get_dense_pe() - if self.tripy_mask_decoder_dtype == tp.float16: + if self.model_dtype == tp.float16: backbone_features = backbone_features.half() self.dense_pe = ( self.dense_pe.half() @@ -516,10 +516,9 @@ def _use_mask_as_output(self, backbone_features, high_res_features, mask_inputs) object_score_logits, ) - def forward_image(self, img_batch: torch.Tensor): + def forward_image(self, img_batch: tp.Tensor): """Get the image feature on the input batch.""" - img_batch = img_batch.to(getattr(torch, self.image_encoder.trunk.dtype)).contiguous() - img_batch = tp.Tensor(img_batch) + backbone_out = self.image_encoder(img_batch) if self.use_high_res_features_in_sam: @@ -528,7 +527,7 @@ def forward_image(self, img_batch: torch.Tensor): conv_s0_in = backbone_out["backbone_fpn"][0].contiguous() conv_s1_in = backbone_out["backbone_fpn"][1].contiguous() - if self.tripy_mask_decoder_dtype == tp.float32: + if self.model_dtype == tp.float32: conv_s0_in = tp.Tensor(conv_s0_in) conv_s1_in = tp.Tensor(conv_s1_in) else: @@ -762,16 +761,11 @@ def _encode_new_memory( if self.sigmoid_bias_for_mem_enc != 0.0: mask_for_mem = mask_for_mem + self.sigmoid_bias_for_mem_enc - if isinstance(self.memory_encoder, tp.Module) or isinstance(self.memory_encoder, tp.Executable): - maskmem_features, maskmem_pos_enc = self.memory_encoder( - tp.Tensor(pix_feat.contiguous()), tp.Tensor(mask_for_mem.contiguous()) - ) # sigmoid already applied - maskmem_features = torch.from_dlpack(maskmem_features) - maskmem_pos_enc = [torch.from_dlpack(maskmem_pos_enc)] - else: - maskmem_out = self.memory_encoder(pix_feat, mask_for_mem, skip_mask_sigmoid=True) # sigmoid already applied - maskmem_features = maskmem_out["vision_features"] - maskmem_pos_enc = maskmem_out["vision_pos_enc"] + maskmem_features, maskmem_pos_enc = self.memory_encoder( + tp.Tensor(pix_feat.contiguous()), tp.Tensor(mask_for_mem.contiguous()) + ) # sigmoid already applied + maskmem_features = torch.from_dlpack(maskmem_features) + maskmem_pos_enc = [torch.from_dlpack(maskmem_pos_enc)] return maskmem_features, maskmem_pos_enc diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py index 181b4edf8..2b9604a6b 100755 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py @@ -182,12 +182,15 @@ def __init__(self, num_channels: int, eps: float = 1e-6) -> None: self.eps = eps def __call__(self, x: tp.Tensor) -> tp.Tensor: + original_dtype = x.dtype + x = tp.cast(x, tp.float32) u = tp.mean(x, dim=1, keepdim=True) s = tp.mean((x - u) ** 2, dim=1, keepdim=True) x = (x - u) / tp.sqrt(s + self.eps) w = tp.unsqueeze(tp.unsqueeze(self.weight, 1), 2) b = tp.unsqueeze(tp.unsqueeze(self.bias, 1), 2) x = w * x + b + x = tp.cast(x, original_dtype) return x diff --git a/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py b/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py index f9c920acc..f19661836 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py +++ b/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py @@ -37,40 +37,24 @@ def __init__( self, sam_model: SAM2Base, mask_threshold=0.0, - max_hole_area=0.0, - max_sprinkle_area=0.0, **kwargs, ) -> None: """ - Uses SAM-2 to calculate the image embedding for an image, and then - allow repeated, efficient mask prediction given prompts. - - Arguments: - sam_model (Sam-2): The model to use for mask prediction. - mask_threshold (float): The threshold to use when converting mask logits - to binary masks. Masks are thresholded at 0 by default. - max_hole_area (int): If max_hole_area > 0, we fill small holes in up to - the maximum area of max_hole_area in low_res_masks. - max_sprinkle_area (int): If max_sprinkle_area > 0, we remove small sprinkles up to - the maximum area of max_sprinkle_area in low_res_masks. + Compute image embedding for a given image and then perform mask prediction using the user provided prompt. """ super().__init__() self.model = sam_model - self.dense_pe = self.model.sam_prompt_encoder.get_dense_pe() + self.device = torch.device("cuda") + # Transforms using torch self._transforms = SAM2Transforms( resolution=self.model.image_size, - mask_threshold=mask_threshold, - max_hole_area=max_hole_area, - max_sprinkle_area=max_sprinkle_area, ) # Predictor state self._is_image_set = False self._features = None self._orig_hw = None - # Whether the predictor is set for single image or a batch of images - self._is_batch = False # Predictor config self.mask_threshold = mask_threshold @@ -92,18 +76,12 @@ def set_image( masks to be predicted with the 'predict' method. Arguments: - image (np.ndarray or PIL Image): The input image to embed in RGB format. The image should be in HWC format if np.ndarray, or WHC format if PIL Image - with pixel values in [0, 255]. - image_format (str): The color format of the image, in ['RGB', 'BGR']. + image (np.ndarray): The input image to embed in RGB format. The image should be in HWC format if np.ndarray. """ self.reset_predictor() # Transform the image to the form expected by the model if isinstance(image, np.ndarray): - logging.info("For numpy array image, we assume (HxWxC) format") self._orig_hw = [image.shape[:2]] - elif isinstance(image, Image): - w, h = image.size - self._orig_hw = [(h, w)] else: raise NotImplementedError("Image format not supported") @@ -113,116 +91,22 @@ def set_image( assert ( len(input_image.shape) == 4 and input_image.shape[1] == 3 ), f"input_image must be of size 1x3xHxW, got {input_image.shape}" - logging.info("Computing image embeddings for the provided image...") - backbone_out = self.model.forward_image(input_image) - _, vision_feats, _, _ = self.model._prepare_backbone_features(backbone_out) - # Add no_mem_embed, which is added to the lowest rest feat. map during training on videos - if self.model.directly_add_no_mem_embed: - vision_feats[-1] = vision_feats[-1] + self.model.no_mem_embed - feats = [ - feat.permute(1, 2, 0).view(1, -1, *feat_size) - for feat, feat_size in zip(vision_feats[::-1], self._bb_feat_sizes[::-1]) - ][::-1] - self._features = {"image_embed": feats[-1], "high_res_feats": feats[:-1]} - self._is_image_set = True - logging.info("Image embeddings computed.") - - @torch.no_grad() - def set_image_batch( - self, - image_list: List[Union[np.ndarray]], - ) -> None: - """ - Calculates the image embeddings for the provided image batch, allowing - masks to be predicted with the 'predict_batch' method. + input_image = tp.Tensor(input_image.to(getattr(torch, self.model.image_encoder.trunk.dtype)).contiguous()) + backbone_out = self.model.forward_image(input_image) - Arguments: - image_list (List[np.ndarray]): The input images to embed in RGB format. The image should be in HWC format if np.ndarray - with pixel values in [0, 255]. - """ - self.reset_predictor() - assert isinstance(image_list, list) - self._orig_hw = [] - for image in image_list: - assert isinstance( - image, np.ndarray - ), "Images are expected to be an np.ndarray in RGB format, and of shape HWC" - self._orig_hw.append(image.shape[:2]) - # Transform the image to the form expected by the model - img_batch = self._transforms.forward_batch(image_list) - img_batch = img_batch.to(self.device) - batch_size = img_batch.shape[0] - assert ( - len(img_batch.shape) == 4 and img_batch.shape[1] == 3 - ), f"img_batch must be of size Bx3xHxW, got {img_batch.shape}" - logging.info("Computing image embeddings for the provided images...") - backbone_out = self.model.forward_image(img_batch) _, vision_feats, _, _ = self.model._prepare_backbone_features(backbone_out) + # Add no_mem_embed, which is added to the lowest rest feat. map during training on videos if self.model.directly_add_no_mem_embed: vision_feats[-1] = vision_feats[-1] + self.model.no_mem_embed feats = [ - feat.permute(1, 2, 0).view(batch_size, -1, *feat_size) + feat.permute(1, 2, 0).view(1, -1, *feat_size) for feat, feat_size in zip(vision_feats[::-1], self._bb_feat_sizes[::-1]) ][::-1] self._features = {"image_embed": feats[-1], "high_res_feats": feats[:-1]} self._is_image_set = True - self._is_batch = True - logging.info("Image embeddings computed.") - - def predict_batch( - self, - point_coords_batch: List[np.ndarray] = None, - point_labels_batch: List[np.ndarray] = None, - box_batch: List[np.ndarray] = None, - mask_input_batch: List[np.ndarray] = None, - multimask_output: bool = True, - return_logits: bool = False, - normalize_coords=True, - ) -> Tuple[List[np.ndarray], List[np.ndarray], List[np.ndarray]]: - """This function is very similar to predict(...), however it is used for batched mode, when the model is expected to generate predictions on multiple images. - It returns a tuple of lists of masks, ious, and low_res_masks_logits. - """ - assert self._is_batch, "This function should only be used when in batched mode" - if not self._is_image_set: - raise RuntimeError("An image must be set with .set_image_batch(...) before mask prediction.") - num_images = len(self._features["image_embed"]) - all_masks = [] - all_ious = [] - all_low_res_masks = [] - for img_idx in range(num_images): - # Transform input prompts - point_coords = point_coords_batch[img_idx] if point_coords_batch is not None else None - point_labels = point_labels_batch[img_idx] if point_labels_batch is not None else None - box = box_batch[img_idx] if box_batch is not None else None - mask_input = mask_input_batch[img_idx] if mask_input_batch is not None else None - mask_input, unnorm_coords, labels, unnorm_box = self._prep_prompts( - point_coords, - point_labels, - box, - mask_input, - normalize_coords, - img_idx=img_idx, - ) - masks, iou_predictions, low_res_masks = self._predict( - unnorm_coords, - labels, - unnorm_box, - mask_input, - multimask_output, - return_logits=return_logits, - img_idx=img_idx, - ) - masks_np = masks.squeeze(0).float().detach().cpu().numpy() - iou_predictions_np = iou_predictions.squeeze(0).float().detach().cpu().numpy() - low_res_masks_np = low_res_masks.squeeze(0).float().detach().cpu().numpy() - all_masks.append(masks_np) - all_ious.append(iou_predictions_np) - all_low_res_masks.append(low_res_masks_np) - - return all_masks, all_ious, all_low_res_masks def predict( self, @@ -381,12 +265,15 @@ def _predict( else: concat_points = (box_coords, box_labels) + # Tripy sam_prompt_encoder bakes in boxes, and masks as None + if boxes is not None or mask_input is not None: + assert "Tripy implementation for sam_prompt_encoder assumes boxes and mask_input to be None, please fix build_sam.py." + sparse_embeddings, dense_embeddings = self.model.sam_prompt_encoder( points_x=tp.Tensor(concat_points[0].contiguous()), points_y=tp.Tensor(concat_points[1].contiguous()), - # boxes=None, - # masks=tp.Tensor(mask_input) if mask_input is not None else None, ) + sparse_embeddings = torch.from_dlpack(sparse_embeddings) dense_embeddings = torch.from_dlpack(dense_embeddings) @@ -428,21 +315,6 @@ def _predict( return masks, iou_predictions, low_res_masks - def get_image_embedding(self) -> torch.Tensor: - """ - Returns the image embeddings for the currently set image, with - shape 1xCxHxW, where C is the embedding dimension and (H,W) are - the embedding spatial dimension of SAM (typically C=256, H=W=64). - """ - if not self._is_image_set: - raise RuntimeError("An image must be set with .set_image(...) to generate an embedding.") - assert self._features is not None, "Features must exist if an image has been set." - return self._features["image_embed"] - - @property - def device(self) -> torch.device: - return self.model.device - def reset_predictor(self) -> None: """ Resets the image embeddings and other state variables. diff --git a/tripy/examples/segment-anything-model-v2/sam2/utils/transforms.py b/tripy/examples/segment-anything-model-v2/sam2/utils/transforms.py index 8daf7a994..b0fcbe638 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/utils/transforms.py +++ b/tripy/examples/segment-anything-model-v2/sam2/utils/transforms.py @@ -27,15 +27,12 @@ class SAM2Transforms(nn.Module): - def __init__(self, resolution, mask_threshold, max_hole_area=0.0, max_sprinkle_area=0.0): + def __init__(self, resolution): """ Transforms for SAM2. """ super().__init__() self.resolution = resolution - self.mask_threshold = mask_threshold - self.max_hole_area = max_hole_area - self.max_sprinkle_area = max_sprinkle_area self.mean = [0.485, 0.456, 0.406] self.std = [0.229, 0.224, 0.225] self.to_tensor = ToTensor() From a03eaff5db4e05e7164bec195ccea46f59d8d54d Mon Sep 17 00:00:00 2001 From: yizhuoz004 Date: Mon, 18 Nov 2024 11:11:06 -0800 Subject: [PATCH 05/13] Batch inference for sam2 image pipeline (#382) --- tripy/examples/nanogpt/README.md | 2 +- .../segment-anything-model-v2/image_demo.py | 19 ++- .../sam2/build_sam.py | 22 ++-- .../sam2/modeling/backbones/image_encoder.py | 2 +- .../sam2/sam2_image_predictor.py | 114 +++++++++++++++++- 5 files changed, 137 insertions(+), 22 deletions(-) diff --git a/tripy/examples/nanogpt/README.md b/tripy/examples/nanogpt/README.md index 179e3a9bd..01999a12e 100644 --- a/tripy/examples/nanogpt/README.md +++ b/tripy/examples/nanogpt/README.md @@ -38,7 +38,7 @@ for expected accuracy. diff --git a/tripy/examples/segment-anything-model-v2/image_demo.py b/tripy/examples/segment-anything-model-v2/image_demo.py index c2344b177..0d9aece56 100644 --- a/tripy/examples/segment-anything-model-v2/image_demo.py +++ b/tripy/examples/segment-anything-model-v2/image_demo.py @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and # limitations under the License. +import argparse import cv2 import os import time @@ -28,6 +29,12 @@ from sam2.build_sam import build_sam2 from sam2.sam2_image_predictor import SAM2ImagePredictor +parser = argparse.ArgumentParser() +parser.add_argument("-b", "--batch", type=int, default=2, + help="batch size of the input images, between [1, 4]") + +args = parser.parse_args() + def process_and_show_mask( mask: np.ndarray, ax: plt.Axes, random_color: bool = False, borders: bool = True @@ -160,6 +167,7 @@ def main(image_path: str, save_path: Optional[str] = None): # Load image image = np.array(Image.open(image_path).convert("RGB")) + image_list = [image] * args.batch # Initialize SAM2 model sam2_checkpoint = "./checkpoints/sam2.1_hiera_large.pt" @@ -174,7 +182,7 @@ def main(image_path: str, save_path: Optional[str] = None): # Create predictor and process image predictor = SAM2ImagePredictor(sam2_model) - predictor.set_image(image) + predictor.set_image_batch(image_list) # Set input prompt input_point = np.array([[500, 375]]) @@ -182,11 +190,14 @@ def main(image_path: str, save_path: Optional[str] = None): # Time mask prediction start = time.perf_counter() - masks, scores, logits = predictor.predict( - point_coords=input_point, - point_labels=input_label, + masks, scores, logits = predictor.predict_batch( + point_coords_batch=[input_point] * args.batch, + point_labels_batch=[input_label] * args.batch, multimask_output=True, ) + masks = masks[0] + scores = scores[0] + logits = logits[0] # Synchronize CUDA operations tp.default_stream().synchronize() diff --git a/tripy/examples/segment-anything-model-v2/sam2/build_sam.py b/tripy/examples/segment-anything-model-v2/sam2/build_sam.py index 0669cedd6..c7dda3523 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/build_sam.py +++ b/tripy/examples/segment-anything-model-v2/sam2/build_sam.py @@ -50,6 +50,8 @@ def get_component_configs(model, cfg): """ Get configurations for different components, including both compilation and weight loading info. """ + batchsize = (1, 2, 4) + num_obj = (1, 2, 4) model_precision = getattr(cfg["model"], "model_precision", "float32") return { "memory_attention": { @@ -117,7 +119,7 @@ def get_component_configs(model, cfg): "dtype": model_precision, "compile_args": [ tp.InputInfo( - (1, 256, 64, 64), + (batchsize, 256, 64, 64), dtype=getattr(tp, model_precision), ), # image_embeddings tp.InputInfo( @@ -125,21 +127,21 @@ def get_component_configs(model, cfg): dtype=getattr(tp, model_precision), ), # image_pe tp.InputInfo( - (1, 2, 256), + (batchsize, 2, 256), dtype=getattr(tp, model_precision), ), # sparse_prompt_embeddings tp.InputInfo( - (1, 256, 64, 64), + (batchsize, 256, 64, 64), dtype=getattr(tp, model_precision), ), # dense_prompt_embeddings True, # multimask_output False, # repeat_image tp.InputInfo( - (1, 32, 256, 256), + (batchsize, 32, 256, 256), dtype=getattr(tp, model_precision), ), # high_res_features_1 tp.InputInfo( - (1, 64, 128, 128), + (batchsize, 64, 128, 128), dtype=getattr(tp, model_precision), ), # high_res_features_2 ], @@ -152,7 +154,7 @@ def get_component_configs(model, cfg): "dtype": model_precision, "compile_args": [ tp.InputInfo( - (1, 256, 256, 256), + (batchsize, 256, 256, 256), dtype=getattr(tp, model_precision), ) ], @@ -165,7 +167,7 @@ def get_component_configs(model, cfg): "dtype": model_precision, "compile_args": [ tp.InputInfo( - (1, 256, 128, 128), + (batchsize, 256, 128, 128), dtype=getattr(tp, model_precision), ) ], @@ -188,8 +190,8 @@ def get_component_configs(model, cfg): "model": model.sam_prompt_encoder, "dtype": "float32", "compile_args": [ - tp.InputInfo((1, (1, 2, 4), 2), dtype=tp.float32), - tp.InputInfo((1, (1, 2, 4)), dtype=tp.int32), + tp.InputInfo((batchsize, num_obj, 2), dtype=tp.float32), + tp.InputInfo((batchsize, num_obj), dtype=tp.int32), None, None, ], @@ -216,7 +218,7 @@ def get_component_configs(model, cfg): "dtype": model_precision, "compile_args": [ tp.InputInfo( - (1, 3, 1024, 1024), + (batchsize, 3, 1024, 1024), dtype=getattr( tp, model_precision, diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py index 395431853..9a54d18d0 100755 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py @@ -133,7 +133,7 @@ def __call__(self, xs: List[tp.Tensor]): top_down_features = tp.resize( tp.cast(prev_features, self.dtype), mode=self.fpn_interp_model, - output_shape=(1, 256, 64, 64), + output_shape=(prev_features.shape[0], 256, 64, 64), ) prev_features = lateral_features + top_down_features if self.fuse_type == "avg": diff --git a/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py b/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py index f19661836..2d2b7a47b 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py +++ b/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py @@ -107,6 +107,106 @@ def set_image( ][::-1] self._features = {"image_embed": feats[-1], "high_res_feats": feats[:-1]} self._is_image_set = True + logging.info("Image embeddings computed.") + + @torch.no_grad() + def set_image_batch( + self, + image_list: List[Union[np.ndarray]], + ) -> None: + """ + Calculates the image embeddings for the provided image batch, allowing + masks to be predicted with the 'predict_batch' method. + + Arguments: + image_list (List[np.ndarray]): The input images to embed in RGB format. The image should be in HWC format if np.ndarray + with pixel values in [0, 255]. + """ + self.reset_predictor() + assert isinstance(image_list, list) + self._orig_hw = [] + for image in image_list: + assert isinstance( + image, np.ndarray + ), "Images are expected to be an np.ndarray in RGB format, and of shape HWC" + self._orig_hw.append(image.shape[:2]) + assert len(set(self._orig_hw)) == 1, "Images in the batch must have the same size." + # Transform the image to the form expected by the model + img_batch = self._transforms.forward_batch(image_list) + img_batch = img_batch.to(self.device) + batch_size = img_batch.shape[0] + assert ( + len(img_batch.shape) == 4 and img_batch.shape[1] == 3 + ), f"img_batch must be of size Bx3xHxW, got {img_batch.shape}" + logging.info("Computing image embeddings for the provided images...") + img_batch_tp = tp.Tensor(img_batch.to(getattr(torch, self.model.image_encoder.trunk.dtype)).contiguous()) + backbone_out = self.model.forward_image(img_batch_tp) + _, vision_feats, _, _ = self.model._prepare_backbone_features(backbone_out) + # Add no_mem_embed, which is added to the lowest rest feat. map during training on videos + if self.model.directly_add_no_mem_embed: + vision_feats[-1] = vision_feats[-1] + self.model.no_mem_embed + + feats = [ + feat.permute(1, 2, 0).view(batch_size, -1, *feat_size) + for feat, feat_size in zip(vision_feats[::-1], self._bb_feat_sizes[::-1]) + ][::-1] + self._features = {"image_embed": feats[-1], "high_res_feats": feats[:-1]} + self._is_image_set = True + self._is_batch = True + logging.info("Image embeddings computed.") + + def predict_batch( + self, + point_coords_batch: List[np.ndarray] = None, + point_labels_batch: List[np.ndarray] = None, + box_batch: List[np.ndarray] = None, + mask_input_batch: List[np.ndarray] = None, + multimask_output: bool = True, + return_logits: bool = False, + normalize_coords=True, + ) -> Tuple[List[np.ndarray], List[np.ndarray], List[np.ndarray]]: + """This function is very similar to predict(...), however it is used for batched mode, when the model is expected to generate predictions on multiple images. + It returns a tuple of lists of masks, ious, and low_res_masks_logits. + """ + assert self._is_batch, "This function should only be used when in batched mode" + if not self._is_image_set: + raise RuntimeError("An image must be set with .set_image_batch(...) before mask prediction.") + + def concat_batch(x): + if x is None: + return x + return np.concatenate(x, axis=0) + + point_coords = concat_batch(point_coords_batch) + point_labels = concat_batch(point_labels_batch) + box = concat_batch(box_batch) + mask_input = concat_batch(mask_input_batch) + + mask_input, unnorm_coords, labels, unnorm_box = self._prep_prompts( + point_coords, + point_labels, + box, + mask_input, + normalize_coords, + ) + masks, iou_predictions, low_res_masks = self._predict( + unnorm_coords, + labels, + unnorm_box, + mask_input, + multimask_output, + return_logits=return_logits, + ) + + def to_np_list(x): + x = x.float().detach().cpu().numpy() + return [xi for xi in x] + + all_masks = to_np_list(masks) + all_ious = to_np_list(iou_predictions) + all_low_res_masks = to_np_list(low_res_masks) + + return all_masks, all_ious, all_low_res_masks def predict( self, @@ -175,7 +275,10 @@ def predict( return masks_np, iou_predictions_np, low_res_masks_np def _prep_prompts(self, point_coords, point_labels, box, mask_logits, normalize_coords, img_idx=-1): - + """ + point_coords: [B, 2] -> [B, 1, 2] + point_labels: [B] -> [B, 1] + """ unnorm_coords, labels, unnorm_box, mask_input = None, None, None, None if point_coords is not None: assert point_labels is not None, "point_labels must be supplied if point_coords is supplied." @@ -185,7 +288,7 @@ def _prep_prompts(self, point_coords, point_labels, box, mask_logits, normalize_ ) labels = torch.as_tensor(point_labels, dtype=torch.int, device=self.device) if len(unnorm_coords.shape) == 2: - unnorm_coords, labels = unnorm_coords[None, ...], labels[None, ...] + unnorm_coords, labels = unnorm_coords.unsqueeze(1), labels.unsqueeze(1) if box is not None: box = torch.as_tensor(box, dtype=torch.float, device=self.device) unnorm_box = self._transforms.transform_boxes( @@ -279,14 +382,13 @@ def _predict( # Predict masks batched_mode = concat_points is not None and concat_points[0].shape[0] > 1 # multi object prediction - high_res_features = [feat_level[img_idx].unsqueeze(0) for feat_level in self._features["high_res_feats"]] self.dense_pe = self.model.sam_prompt_encoder.get_dense_pe() - image_embedding = self._features["image_embed"][img_idx].unsqueeze(0).contiguous() + image_embedding = self._features["image_embed"].contiguous() image_pe = self.dense_pe sparse_embeddings = sparse_embeddings.contiguous() dense_embeddings = dense_embeddings.contiguous() - high_res_features_1 = high_res_features[0].contiguous() - high_res_features_2 = high_res_features[1].contiguous() + high_res_features_1 = self._features["high_res_feats"][0].contiguous() + high_res_features_2 = self._features["high_res_feats"][1].contiguous() if self.model.sam_mask_decoder_true._get_input_info()[0].dtype == tp.float16: image_embedding = image_embedding.half() From 59ae33f2e3a76d7bb8c86c4104e3233ec789ccac Mon Sep 17 00:00:00 2001 From: Yizhuo Zhang Date: Wed, 20 Nov 2024 16:11:30 -0800 Subject: [PATCH 06/13] Remove dead code, apply model dtype to all models, reduce torch conversions --- .../sam2/modeling/backbones/image_encoder.py | 2 +- .../sam2/modeling/sam/mask_decoder.py | 5 +- .../sam2/modeling/sam/prompt_encoder.py | 6 +- .../sam2/modeling/sam2_base.py | 39 +--- .../sam2/sam2_image_predictor.py | 210 ++++-------------- 5 files changed, 51 insertions(+), 211 deletions(-) diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py index 9a54d18d0..6e91d97d3 100755 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py @@ -55,7 +55,7 @@ def __call__(self, sample: tp.Tensor): else: features_pos = self.forward(sample) for i in range(len(features_pos)): - features_pos[i] = torch.from_dlpack(features_pos[i]).to(torch.float32) + features_pos[i] = torch.from_dlpack(features_pos[i]) n = len(self.neck.backbone_channel_list) features = list(features_pos[:n]) pos = list(features_pos[n:]) diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/mask_decoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/mask_decoder.py index 571724750..c6d4cf2bd 100755 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/mask_decoder.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/mask_decoder.py @@ -76,6 +76,7 @@ def __init__( self.dtype = dtype self.num_multimask_outputs = num_multimask_outputs + self.activation = activation self.iou_token = tp.Embedding(1, transformer_dim, dtype=dtype) self.num_mask_tokens = num_multimask_outputs + 1 @@ -279,8 +280,8 @@ def predict_masks( # Upscale mask embeddings and predict masks using the mask tokens src = tp.reshape(tp.transpose(src, 1, 2), (b, c, h, w)) - act1 = tp.gelu - act2 = tp.gelu + act1 = self.activation + act2 = self.activation if not self.use_high_res_features: dc1, ln1, _, dc2, _ = self.output_upscaling diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/prompt_encoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/prompt_encoder.py index 202910992..3a3e0e23b 100755 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/prompt_encoder.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam/prompt_encoder.py @@ -67,6 +67,7 @@ def __init__( tp.Conv(mask_in_chans, embed_dim, kernel_dims=(1, 1)), ] self.no_mask_embed = tp.Embedding(1, embed_dim) + self.dtype = dtype def get_dense_pe(self) -> tp.Tensor: """ @@ -77,7 +78,8 @@ def get_dense_pe(self) -> tp.Tensor: tp.Tensor: Positional encoding with shape 1x(embed_dim)x(embedding_h)x(embedding_w) """ - return tp.unsqueeze(self.pe_layer(self.image_embedding_size), 0) + dense_pe = tp.unsqueeze(self.pe_layer(self.image_embedding_size), 0) + return tp.cast(dense_pe, self.dtype) def _embed_points( self, @@ -216,4 +218,6 @@ def forward( (bs, -1, self.image_embedding_size[0], self.image_embedding_size[1]), ) + sparse_embeddings = tp.cast(sparse_embeddings, self.dtype) + dense_embeddings = tp.cast(dense_embeddings, self.dtype) return sparse_embeddings, dense_embeddings diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py index d79d36d29..682102292 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py @@ -187,24 +187,11 @@ def __init__( self.add_all_frames_to_correct_as_cond = add_all_frames_to_correct_as_cond self.max_cond_frames_in_attn = max_cond_frames_in_attn - @property - def device(self): - return next(self.parameters()).device - - def forward(self, *args, **kwargs): - raise NotImplementedError( - "Please use the corresponding methods in SAM2VideoPredictor for inference." - "See notebooks/video_predictor_example.ipynb for an example." - ) - def _build_sam_heads(self): """Build SAM-style prompt encoder and mask decoder.""" self.sam_prompt_embed_dim = self.hidden_dim self.sam_image_embedding_size = self.image_size // self.backbone_stride - # build PromptEncoder and MaskDecoder from SAM - # (their hyperparameters like `mask_in_chans=16` are from SAM code) - self.sam_prompt_encoder = PromptEncoder( embed_dim=self.sam_prompt_embed_dim, image_embedding_size=( @@ -213,6 +200,7 @@ def _build_sam_heads(self): ), input_image_size=(self.image_size, self.image_size), mask_in_chans=16, + dtype=self.model_dtype, ) transformer = TwoWayTransformer( @@ -303,7 +291,7 @@ def _forward_sam_heads( assert backbone_features.size(2) == self.sam_image_embedding_size assert backbone_features.size(3) == self.sam_image_embedding_size - # a) Handle point prompts + # Handle point prompts if point_inputs is not None: sam_point_coords = point_inputs["point_coords"] sam_point_labels = point_inputs["point_labels"] @@ -313,37 +301,14 @@ def _forward_sam_heads( sam_point_coords = torch.zeros(B, 1, 2, device=device) sam_point_labels = -torch.ones(B, 1, dtype=torch.int32, device=device) - # b) Handle mask prompts - if mask_inputs is not None: - # If mask_inputs is provided, downsize it into low-res mask input if needed - # and feed it as a dense mask prompt into the SAM mask encoder - assert len(mask_inputs.shape) == 4 and mask_inputs.shape[:2] == (B, 1) - if mask_inputs.shape[-2:] != self.sam_prompt_encoder.mask_input_size: - sam_mask_prompt = F.interpolate( - mask_inputs.float(), - size=self.sam_prompt_encoder.mask_input_size, - align_corners=False, - mode="bilinear", - antialias=True, # use antialias for downsampling - ) - else: - sam_mask_prompt = mask_inputs - else: - # Otherwise, simply feed None (and SAM's prompt encoder will add - # a learned `no_mask_embed` to indicate no mask input in this case). - sam_mask_prompt = None - # TODO: remove the tripy->torch conversions between # prompt_encoder and mask_decoder sam_point_coords = tp.Tensor(sam_point_coords.contiguous()) sam_point_labels = tp.Tensor(sam_point_labels.contiguous()) - # sam_mask_prompt = tp.Tensor(sam_mask_prompt.contiguous()) sparse_embeddings, dense_embeddings = self.sam_prompt_encoder( points_x=sam_point_coords, points_y=sam_point_labels, - # boxes=None, - # masks=None,#sam_mask_prompt, ) sparse_embeddings = torch.from_dlpack(sparse_embeddings) dense_embeddings = torch.from_dlpack(dense_embeddings) diff --git a/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py b/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py index 2d2b7a47b..ee4babfcf 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py +++ b/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py @@ -66,49 +66,6 @@ def __init__( (64, 64), ] - @torch.no_grad() - def set_image( - self, - image: Union[np.ndarray, Image], - ) -> None: - """ - Calculates the image embeddings for the provided image, allowing - masks to be predicted with the 'predict' method. - - Arguments: - image (np.ndarray): The input image to embed in RGB format. The image should be in HWC format if np.ndarray. - """ - self.reset_predictor() - # Transform the image to the form expected by the model - if isinstance(image, np.ndarray): - self._orig_hw = [image.shape[:2]] - else: - raise NotImplementedError("Image format not supported") - - input_image = self._transforms(image) - input_image = input_image[None, ...].to(self.device) - - assert ( - len(input_image.shape) == 4 and input_image.shape[1] == 3 - ), f"input_image must be of size 1x3xHxW, got {input_image.shape}" - - input_image = tp.Tensor(input_image.to(getattr(torch, self.model.image_encoder.trunk.dtype)).contiguous()) - backbone_out = self.model.forward_image(input_image) - - _, vision_feats, _, _ = self.model._prepare_backbone_features(backbone_out) - - # Add no_mem_embed, which is added to the lowest rest feat. map during training on videos - if self.model.directly_add_no_mem_embed: - vision_feats[-1] = vision_feats[-1] + self.model.no_mem_embed - - feats = [ - feat.permute(1, 2, 0).view(1, -1, *feat_size) - for feat, feat_size in zip(vision_feats[::-1], self._bb_feat_sizes[::-1]) - ][::-1] - self._features = {"image_embed": feats[-1], "high_res_feats": feats[:-1]} - self._is_image_set = True - logging.info("Image embeddings computed.") - @torch.no_grad() def set_image_batch( self, @@ -144,7 +101,7 @@ def set_image_batch( _, vision_feats, _, _ = self.model._prepare_backbone_features(backbone_out) # Add no_mem_embed, which is added to the lowest rest feat. map during training on videos if self.model.directly_add_no_mem_embed: - vision_feats[-1] = vision_feats[-1] + self.model.no_mem_embed + vision_feats[-1] = vision_feats[-1] + self.model.no_mem_embed.to(vision_feats[-1].dtype) feats = [ feat.permute(1, 2, 0).view(batch_size, -1, *feat_size) @@ -159,14 +116,38 @@ def predict_batch( self, point_coords_batch: List[np.ndarray] = None, point_labels_batch: List[np.ndarray] = None, - box_batch: List[np.ndarray] = None, - mask_input_batch: List[np.ndarray] = None, multimask_output: bool = True, return_logits: bool = False, normalize_coords=True, ) -> Tuple[List[np.ndarray], List[np.ndarray], List[np.ndarray]]: - """This function is very similar to predict(...), however it is used for batched mode, when the model is expected to generate predictions on multiple images. - It returns a tuple of lists of masks, ious, and low_res_masks_logits. + """ + Predict masks for the given input prompts, using the currently set images. + + Arguments: + point_coords_batch: A list of Nx2 arrays of point prompts to the + model. Each point is in (X,Y) in pixels. + point_labels_batch: A list of length N arrays of labels for the + point prompts. 1 indicates a foreground point and 0 indicates a + background point. + multimask_output: If true, the model will return three masks. + For ambiguous input prompts (such as a single click), this will often + produce better masks than a single prediction. If only a single + mask is needed, the model's predicted quality score can be used + to select the best mask. For non-ambiguous prompts, such as multiple + input prompts, multimask_output=False can give better results. + return_logits: If true, returns un-thresholded masks logits + instead of a binary mask. + normalize_coords: If true, the point coordinates will be normalized to + the range [0,1] and point_coords is expected to be wrt. image dimensions. + + Returns: + masks: A list of output masks in CxHxW format, where C is the + number of masks, and (H, W) is the original image size. + ious: A list of arrays of length C containing the model's + predictions for the quality of each mask. + low_res_masks: A list of arrays of shape CxHxW, where C is the number + of masks and H=W=256. These low resolution logits can be passed to + a subsequent iteration as mask input. """ assert self._is_batch, "This function should only be used when in batched mode" if not self._is_image_set: @@ -179,21 +160,17 @@ def concat_batch(x): point_coords = concat_batch(point_coords_batch) point_labels = concat_batch(point_labels_batch) - box = concat_batch(box_batch) - mask_input = concat_batch(mask_input_batch) - mask_input, unnorm_coords, labels, unnorm_box = self._prep_prompts( + _, unnorm_coords, labels, _ = self._prep_prompts( point_coords, point_labels, - box, - mask_input, + None, # box + None, # mask_input normalize_coords, ) masks, iou_predictions, low_res_masks = self._predict( unnorm_coords, labels, - unnorm_box, - mask_input, multimask_output, return_logits=return_logits, ) @@ -208,72 +185,6 @@ def to_np_list(x): return all_masks, all_ious, all_low_res_masks - def predict( - self, - point_coords: Optional[np.ndarray] = None, - point_labels: Optional[np.ndarray] = None, - box: Optional[np.ndarray] = None, - mask_input: Optional[np.ndarray] = None, - multimask_output: bool = True, - return_logits: bool = False, - normalize_coords=True, - ) -> Tuple[np.ndarray, np.ndarray, np.ndarray]: - """ - Predict masks for the given input prompts, using the currently set image. - - Arguments: - point_coords (np.ndarray or None): A Nx2 array of point prompts to the - model. Each point is in (X,Y) in pixels. - point_labels (np.ndarray or None): A length N array of labels for the - point prompts. 1 indicates a foreground point and 0 indicates a - background point. - box (np.ndarray or None): A length 4 array given a box prompt to the - model, in XYXY format. - mask_input (np.ndarray): A low resolution mask input to the model, typically - coming from a previous prediction iteration. Has form 1xHxW, where - for SAM, H=W=256. - multimask_output (bool): If true, the model will return three masks. - For ambiguous input prompts (such as a single click), this will often - produce better masks than a single prediction. If only a single - mask is needed, the model's predicted quality score can be used - to select the best mask. For non-ambiguous prompts, such as multiple - input prompts, multimask_output=False can give better results. - return_logits (bool): If true, returns un-thresholded masks logits - instead of a binary mask. - normalize_coords (bool): If true, the point coordinates will be normalized to the range [0,1] and point_coords is expected to be wrt. image dimensions. - - Returns: - (np.ndarray): The output masks in CxHxW format, where C is the - number of masks, and (H, W) is the original image size. - (np.ndarray): An array of length C containing the model's - predictions for the quality of each mask. - (np.ndarray): An array of shape CxHxW, where C is the number - of masks and H=W=256. These low resolution logits can be passed to - a subsequent iteration as mask input. - """ - if not self._is_image_set: - raise RuntimeError("An image must be set with .set_image(...) before mask prediction.") - - # Transform input prompts - - mask_input, unnorm_coords, labels, unnorm_box = self._prep_prompts( - point_coords, point_labels, box, mask_input, normalize_coords - ) - - masks, iou_predictions, low_res_masks = self._predict( - unnorm_coords, - labels, - unnorm_box, - mask_input, - multimask_output, - return_logits=return_logits, - ) - - masks_np = masks.squeeze(0).float().detach().cpu().numpy() - iou_predictions_np = iou_predictions.squeeze(0).float().detach().cpu().numpy() - low_res_masks_np = low_res_masks.squeeze(0).float().detach().cpu().numpy() - return masks_np, iou_predictions_np, low_res_masks_np - def _prep_prompts(self, point_coords, point_labels, box, mask_logits, normalize_coords, img_idx=-1): """ point_coords: [B, 2] -> [B, 1, 2] @@ -303,10 +214,8 @@ def _prep_prompts(self, point_coords, point_labels, box, mask_logits, normalize_ @torch.no_grad() def _predict( self, - point_coords: Optional[torch.Tensor], - point_labels: Optional[torch.Tensor], - boxes: Optional[torch.Tensor] = None, - mask_input: Optional[torch.Tensor] = None, + point_coords: torch.Tensor, + point_labels: torch.Tensor, multimask_output: bool = True, return_logits: bool = False, img_idx: int = -1, @@ -322,12 +231,6 @@ def _predict( point_labels (torch.Tensor or None): A BxN array of labels for the point prompts. 1 indicates a foreground point and 0 indicates a background point. - boxes (np.ndarray or None): A Bx4 array given a box prompt to the - model, in XYXY format. - mask_input (np.ndarray): A low resolution mask input to the model, typically - coming from a previous prediction iteration. Has form Bx1xHxW, where - for SAM, H=W=256. Masks returned by a previous iteration of the - predict method do not need further transformation. multimask_output (bool): If true, the model will return three masks. For ambiguous input prompts (such as a single click), this will often produce better masks than a single prediction. If only a single @@ -349,60 +252,27 @@ def _predict( if not self._is_image_set: raise RuntimeError("An image must be set with .set_image(...) before mask prediction.") - if point_coords is not None: - concat_points = (point_coords, point_labels) - else: - concat_points = None - - # Embed prompts - if boxes is not None: - box_coords = boxes.reshape(-1, 2, 2) - box_labels = torch.tensor([[2, 3]], dtype=torch.int, device=boxes.device) - box_labels = box_labels.repeat(boxes.size(0), 1) - # we merge "boxes" and "points" into a single "concat_points" input (where - # boxes are added at the beginning) to sam_prompt_encoder - if concat_points is not None: - concat_coords = torch.cat([box_coords, concat_points[0]], dim=1) - concat_labels = torch.cat([box_labels, concat_points[1]], dim=1) - concat_points = (concat_coords, concat_labels) - else: - concat_points = (box_coords, box_labels) - - # Tripy sam_prompt_encoder bakes in boxes, and masks as None - if boxes is not None or mask_input is not None: - assert "Tripy implementation for sam_prompt_encoder assumes boxes and mask_input to be None, please fix build_sam.py." - sparse_embeddings, dense_embeddings = self.model.sam_prompt_encoder( - points_x=tp.Tensor(concat_points[0].contiguous()), - points_y=tp.Tensor(concat_points[1].contiguous()), + points_x=tp.Tensor(point_coords.contiguous()), + points_y=tp.Tensor(point_labels.contiguous()), ) - sparse_embeddings = torch.from_dlpack(sparse_embeddings) - dense_embeddings = torch.from_dlpack(dense_embeddings) - # Predict masks - batched_mode = concat_points is not None and concat_points[0].shape[0] > 1 # multi object prediction self.dense_pe = self.model.sam_prompt_encoder.get_dense_pe() image_embedding = self._features["image_embed"].contiguous() - image_pe = self.dense_pe - sparse_embeddings = sparse_embeddings.contiguous() - dense_embeddings = dense_embeddings.contiguous() high_res_features_1 = self._features["high_res_feats"][0].contiguous() high_res_features_2 = self._features["high_res_feats"][1].contiguous() - if self.model.sam_mask_decoder_true._get_input_info()[0].dtype == tp.float16: + if self.model.model_dtype == tp.float16: image_embedding = image_embedding.half() - image_pe = torch.from_dlpack(image_pe).half() - sparse_embeddings = sparse_embeddings.half() - dense_embeddings = dense_embeddings.half() high_res_features_1 = high_res_features_1.half() high_res_features_2 = high_res_features_2.half() low_res_masks, iou_predictions, _, _ = self.model.sam_mask_decoder_true( image_embeddings=tp.Tensor(image_embedding), - image_pe=tp.Tensor(image_pe), - sparse_prompt_embeddings=tp.Tensor(sparse_embeddings), - dense_prompt_embeddings=tp.Tensor(dense_embeddings.contiguous()), + image_pe=self.dense_pe, + sparse_prompt_embeddings=sparse_embeddings, + dense_prompt_embeddings=dense_embeddings, high_res_features_1=tp.Tensor(high_res_features_1), high_res_features_2=tp.Tensor(high_res_features_2), ) From 08069ad7e6cc65783277fbf035478dedd1aede9f Mon Sep 17 00:00:00 2001 From: Yizhuo Zhang Date: Fri, 22 Nov 2024 13:09:18 -0800 Subject: [PATCH 07/13] Remove torch conversions in sam2_base --- .../sam2/modeling/sam2_base.py | 42 ++++++------------- 1 file changed, 12 insertions(+), 30 deletions(-) diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py index 682102292..eb65f5395 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_base.py @@ -301,8 +301,6 @@ def _forward_sam_heads( sam_point_coords = torch.zeros(B, 1, 2, device=device) sam_point_labels = -torch.ones(B, 1, dtype=torch.int32, device=device) - # TODO: remove the tripy->torch conversions between - # prompt_encoder and mask_decoder sam_point_coords = tp.Tensor(sam_point_coords.contiguous()) sam_point_labels = tp.Tensor(sam_point_labels.contiguous()) @@ -310,31 +308,15 @@ def _forward_sam_heads( points_x=sam_point_coords, points_y=sam_point_labels, ) - sparse_embeddings = torch.from_dlpack(sparse_embeddings) - dense_embeddings = torch.from_dlpack(dense_embeddings) self.dense_pe = self.sam_prompt_encoder.get_dense_pe() - - if self.model_dtype == tp.float16: - backbone_features = backbone_features.half() - self.dense_pe = ( - self.dense_pe.half() - if not isinstance(self.dense_pe, tp.Tensor) - else torch.from_dlpack(self.dense_pe).half() - ) - sparse_embeddings = sparse_embeddings.half() - dense_embeddings = dense_embeddings.half() - hres_1 = high_res_features[0].half() - hres_2 = high_res_features[1].half() - else: - hres_1 = high_res_features[0] - hres_2 = high_res_features[1] + hres_1 = high_res_features[0] + hres_2 = high_res_features[1] + if self.model.model_dtype == tp.float16: + image_embedding = image_embedding.half() + hres_1 = hres_1.half() + hres_2 = hres_2.half() tp_backbone_features = tp.Tensor(backbone_features.contiguous()) - tp_image_pe = ( - tp.Tensor(self.dense_pe.contiguous()) if not isinstance(self.dense_pe, tp.Tensor) else self.dense_pe - ) - tp_sparse = tp.Tensor(sparse_embeddings.contiguous()) - tp_dense = tp.Tensor(dense_embeddings.contiguous()) hres_1 = tp.Tensor(hres_1.contiguous()) hres_2 = tp.Tensor(hres_2.contiguous()) @@ -346,9 +328,9 @@ def _forward_sam_heads( object_score_logits, ) = self.sam_mask_decoder_true( image_embeddings=tp_backbone_features, - image_pe=tp_image_pe, - sparse_prompt_embeddings=tp_sparse, - dense_prompt_embeddings=tp_dense, + image_pe=self.dense_pe, + sparse_prompt_embeddings=sparse_embeddings, + dense_prompt_embeddings=dense_embeddings, high_res_features_1=hres_1, high_res_features_2=hres_2, ) @@ -361,9 +343,9 @@ def _forward_sam_heads( object_score_logits, ) = self.sam_mask_decoder_false( image_embeddings=tp_backbone_features, - image_pe=tp_image_pe, - sparse_prompt_embeddings=tp_sparse, - dense_prompt_embeddings=tp_dense, + image_pe=self.dense_pe, + sparse_prompt_embeddings=sparse_embeddings, + dense_prompt_embeddings=dense_embeddings, high_res_features_1=hres_1, high_res_features_2=hres_2, ) From 14b53ca25ae2493d1a8bbf47faf00beb86344efd Mon Sep 17 00:00:00 2001 From: Parth Chadha Date: Fri, 22 Nov 2024 15:15:36 -0800 Subject: [PATCH 08/13] Include timing in demo script --- .../segment-anything-model-v2/image_demo.py | 57 +++++++++++++------ 1 file changed, 40 insertions(+), 17 deletions(-) diff --git a/tripy/examples/segment-anything-model-v2/image_demo.py b/tripy/examples/segment-anything-model-v2/image_demo.py index 0d9aece56..ca35dcde5 100644 --- a/tripy/examples/segment-anything-model-v2/image_demo.py +++ b/tripy/examples/segment-anything-model-v2/image_demo.py @@ -30,8 +30,7 @@ from sam2.sam2_image_predictor import SAM2ImagePredictor parser = argparse.ArgumentParser() -parser.add_argument("-b", "--batch", type=int, default=2, - help="batch size of the input images, between [1, 4]") +parser.add_argument("-b", "--batch", type=int, default=2, help="batch size of the input images, between [1, 4]") args = parser.parse_args() @@ -182,29 +181,53 @@ def main(image_path: str, save_path: Optional[str] = None): # Create predictor and process image predictor = SAM2ImagePredictor(sam2_model) - predictor.set_image_batch(image_list) - # Set input prompt input_point = np.array([[500, 375]]) input_label = np.array([1]) - # Time mask prediction - start = time.perf_counter() - masks, scores, logits = predictor.predict_batch( - point_coords_batch=[input_point] * args.batch, - point_labels_batch=[input_label] * args.batch, - multimask_output=True, - ) + def time_function(func, num_warmup=5, num_runs=100, description=""): + # Warmup runs + for _ in range(num_warmup): + func() + + tp.default_stream().synchronize() + torch.cuda.synchronize() + + # Actual timing + start = time.perf_counter() + for _ in range(num_runs): + output = func() + + tp.default_stream().synchronize() + torch.cuda.synchronize() + end = time.perf_counter() + + avg_time_ms = (end - start) * 1000 / num_runs + print( + f"{description} took {avg_time_ms:.2f} ms per run (averaged over {num_runs} runs, with {num_warmup} warmup runs)" + ) + + return output + + def generate_embedding(): + predictor.set_image_batch(image_list) + return None + + def predict_masks(): + return predictor.predict_batch( + point_coords_batch=[input_point] * args.batch, + point_labels_batch=[input_label] * args.batch, + multimask_output=True, + ) + + predictor.reset_predictor() + time_function(generate_embedding, description="Generating image embedding") + masks, scores, logits = time_function(predict_masks, description="Predicting masks") + masks = masks[0] scores = scores[0] logits = logits[0] - # Synchronize CUDA operations - tp.default_stream().synchronize() - torch.cuda.synchronize() - prediction_time = (time.perf_counter() - start) * 1000 - print(f"Prediction took {prediction_time:.2f}ms") - # Sort masks by confidence score sorted_ind = np.argsort(scores)[::-1] masks = masks[sorted_ind] From 1ddeb22f125e28785ff7f0ddeb15e48d23511727 Mon Sep 17 00:00:00 2001 From: Parth Chadha Date: Mon, 25 Nov 2024 14:29:45 -0800 Subject: [PATCH 09/13] Include original license --- .../segment-anything-model-v2/LICENSE_sam2 | 201 ++++++++++++++++++ .../segment-anything-model-v2/README.md | 4 + .../segment-anything-model-v2/image_demo.py | 4 +- .../sam2/build_sam.py | 7 +- .../sam2/sam2_image_predictor.py | 5 +- 5 files changed, 215 insertions(+), 6 deletions(-) create mode 100644 tripy/examples/segment-anything-model-v2/LICENSE_sam2 diff --git a/tripy/examples/segment-anything-model-v2/LICENSE_sam2 b/tripy/examples/segment-anything-model-v2/LICENSE_sam2 new file mode 100644 index 000000000..261eeb9e9 --- /dev/null +++ b/tripy/examples/segment-anything-model-v2/LICENSE_sam2 @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. Definitions. + + "License" shall mean the terms and conditions for use, reproduction, + and distribution as defined by Sections 1 through 9 of this document. + + "Licensor" shall mean the copyright owner or entity authorized by + the copyright owner that is granting the License. + + "Legal Entity" shall mean the union of the acting entity and all + other entities that control, are controlled by, or are under common + control with that entity. For the purposes of this definition, + "control" means (i) the power, direct or indirect, to cause the + direction or management of such entity, whether by contract or + otherwise, or (ii) ownership of fifty percent (50%) or more of the + outstanding shares, or (iii) beneficial ownership of such entity. + + "You" (or "Your") shall mean an individual or Legal Entity + exercising permissions granted by this License. + + "Source" form shall mean the preferred form for making modifications, + including but not limited to software source code, documentation + source, and configuration files. + + "Object" form shall mean any form resulting from mechanical + transformation or translation of a Source form, including but + not limited to compiled object code, generated documentation, + and conversions to other media types. + + "Work" shall mean the work of authorship, whether in Source or + Object form, made available under the License, as indicated by a + copyright notice that is included in or attached to the work + (an example is provided in the Appendix below). + + "Derivative Works" shall mean any work, whether in Source or Object + form, that is based on (or derived from) the Work and for which the + editorial revisions, annotations, elaborations, or other modifications + represent, as a whole, an original work of authorship. For the purposes + of this License, Derivative Works shall not include works that remain + separable from, or merely link (or bind by name) to the interfaces of, + the Work and Derivative Works thereof. + + "Contribution" shall mean any work of authorship, including + the original version of the Work and any modifications or additions + to that Work or Derivative Works thereof, that is intentionally + submitted to Licensor for inclusion in the Work by the copyright owner + or by an individual or Legal Entity authorized to submit on behalf of + the copyright owner. For the purposes of this definition, "submitted" + means any form of electronic, verbal, or written communication sent + to the Licensor or its representatives, including but not limited to + communication on electronic mailing lists, source code control systems, + and issue tracking systems that are managed by, or on behalf of, the + Licensor for the purpose of discussing and improving the Work, but + excluding communication that is conspicuously marked or otherwise + designated in writing by the copyright owner as "Not a Contribution." + + "Contributor" shall mean Licensor and any individual or Legal Entity + on behalf of whom a Contribution has been received by Licensor and + subsequently incorporated within the Work. + + 2. Grant of Copyright License. Subject to the terms and conditions of + this License, each Contributor hereby grants to You a perpetual, + worldwide, non-exclusive, no-charge, royalty-free, irrevocable + copyright license to reproduce, prepare Derivative Works of, + publicly display, publicly perform, sublicense, and distribute the + Work and such Derivative Works in Source or Object form. + + 3. Grant of Patent License. Subject to the terms and conditions of + this License, each Contributor hereby grants to You a perpetual, + worldwide, non-exclusive, no-charge, royalty-free, irrevocable + (except as stated in this section) patent license to make, have made, + use, offer to sell, sell, import, and otherwise transfer the Work, + where such license applies only to those patent claims licensable + by such Contributor that are necessarily infringed by their + Contribution(s) alone or by combination of their Contribution(s) + with the Work to which such Contribution(s) was submitted. If You + institute patent litigation against any entity (including a + cross-claim or counterclaim in a lawsuit) alleging that the Work + or a Contribution incorporated within the Work constitutes direct + or contributory patent infringement, then any patent licenses + granted to You under this License for that Work shall terminate + as of the date such litigation is filed. + + 4. Redistribution. You may reproduce and distribute copies of the + Work or Derivative Works thereof in any medium, with or without + modifications, and in Source or Object form, provided that You + meet the following conditions: + + (a) You must give any other recipients of the Work or + Derivative Works a copy of this License; and + + (b) You must cause any modified files to carry prominent notices + stating that You changed the files; and + + (c) You must retain, in the Source form of any Derivative Works + that You distribute, all copyright, patent, trademark, and + attribution notices from the Source form of the Work, + excluding those notices that do not pertain to any part of + the Derivative Works; and + + (d) If the Work includes a "NOTICE" text file as part of its + distribution, then any Derivative Works that You distribute must + include a readable copy of the attribution notices contained + within such NOTICE file, excluding those notices that do not + pertain to any part of the Derivative Works, in at least one + of the following places: within a NOTICE text file distributed + as part of the Derivative Works; within the Source form or + documentation, if provided along with the Derivative Works; or, + within a display generated by the Derivative Works, if and + wherever such third-party notices normally appear. The contents + of the NOTICE file are for informational purposes only and + do not modify the License. You may add Your own attribution + notices within Derivative Works that You distribute, alongside + or as an addendum to the NOTICE text from the Work, provided + that such additional attribution notices cannot be construed + as modifying the License. + + You may add Your own copyright statement to Your modifications and + may provide additional or different license terms and conditions + for use, reproduction, or distribution of Your modifications, or + for any such Derivative Works as a whole, provided Your use, + reproduction, and distribution of the Work otherwise complies with + the conditions stated in this License. + + 5. Submission of Contributions. Unless You explicitly state otherwise, + any Contribution intentionally submitted for inclusion in the Work + by You to the Licensor shall be under the terms and conditions of + this License, without any additional terms or conditions. + Notwithstanding the above, nothing herein shall supersede or modify + the terms of any separate license agreement you may have executed + with Licensor regarding such Contributions. + + 6. Trademarks. This License does not grant permission to use the trade + names, trademarks, service marks, or product names of the Licensor, + except as required for reasonable and customary use in describing the + origin of the Work and reproducing the content of the NOTICE file. + + 7. Disclaimer of Warranty. Unless required by applicable law or + agreed to in writing, Licensor provides the Work (and each + Contributor provides its Contributions) on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or + implied, including, without limitation, any warranties or conditions + of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A + PARTICULAR PURPOSE. You are solely responsible for determining the + appropriateness of using or redistributing the Work and assume any + risks associated with Your exercise of permissions under this License. + + 8. Limitation of Liability. In no event and under no legal theory, + whether in tort (including negligence), contract, or otherwise, + unless required by applicable law (such as deliberate and grossly + negligent acts) or agreed to in writing, shall any Contributor be + liable to You for damages, including any direct, indirect, special, + incidental, or consequential damages of any character arising as a + result of this License or out of the use or inability to use the + Work (including but not limited to damages for loss of goodwill, + work stoppage, computer failure or malfunction, or any and all + other commercial damages or losses), even if such Contributor + has been advised of the possibility of such damages. + + 9. Accepting Warranty or Additional Liability. While redistributing + the Work or Derivative Works thereof, You may choose to offer, + and charge a fee for, acceptance of support, warranty, indemnity, + or other liability obligations and/or rights consistent with this + License. However, in accepting such obligations, You may act only + on Your own behalf and on Your sole responsibility, not on behalf + of any other Contributor, and only if You agree to indemnify, + defend, and hold each Contributor harmless for any liability + incurred by, or claims asserted against, such Contributor by reason + of your accepting any such warranty or additional liability. + + END OF TERMS AND CONDITIONS + + APPENDIX: How to apply the Apache License to your work. + + To apply the Apache License to your work, attach the following + boilerplate notice, with the fields enclosed by brackets "[]" + replaced with your own identifying information. (Don't include + the brackets!) The text should be enclosed in the appropriate + comment syntax for the file format. We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [yyyy] [name of copyright owner] + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/tripy/examples/segment-anything-model-v2/README.md b/tripy/examples/segment-anything-model-v2/README.md index bcf464aa4..f2b03fd8e 100644 --- a/tripy/examples/segment-anything-model-v2/README.md +++ b/tripy/examples/segment-anything-model-v2/README.md @@ -25,3 +25,7 @@ This is an implementation of SAM2 model ([original repository](https://github.co ### Video segmentation pipeline TBD + + +## License +The SAM2 model checkpoints and associated model code are sourced from Meta's [SAM2 repository](https://github.com/facebookresearch/sam2/tree/main) and are licensed under the Apache 2.0 license (included as LICENSE_sam2 in our sample). diff --git a/tripy/examples/segment-anything-model-v2/image_demo.py b/tripy/examples/segment-anything-model-v2/image_demo.py index ca35dcde5..28b51cac7 100644 --- a/tripy/examples/segment-anything-model-v2/image_demo.py +++ b/tripy/examples/segment-anything-model-v2/image_demo.py @@ -32,8 +32,6 @@ parser = argparse.ArgumentParser() parser.add_argument("-b", "--batch", type=int, default=2, help="batch size of the input images, between [1, 4]") -args = parser.parse_args() - def process_and_show_mask( mask: np.ndarray, ax: plt.Axes, random_color: bool = False, borders: bool = True @@ -164,6 +162,8 @@ def main(image_path: str, save_path: Optional[str] = None): Dict[str, np.ndarray]: Processing results """ + args = parser.parse_args() + # Load image image = np.array(Image.open(image_path).convert("RGB")) image_list = [image] * args.batch diff --git a/tripy/examples/segment-anything-model-v2/sam2/build_sam.py b/tripy/examples/segment-anything-model-v2/sam2/build_sam.py index c7dda3523..7e9cba5cb 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/build_sam.py +++ b/tripy/examples/segment-anything-model-v2/sam2/build_sam.py @@ -394,6 +394,9 @@ def load_component_weights(comp_name, component_info, state_dict, checkpoint_dic """ converted_keys = 0 + if component_info.get("skip_load_state_dict"): + return converted_keys + for key in checkpoint_dict: # Remove _true/_false suffixes if present for suffix in ["_true", "_false", ".compiled_executable"]: @@ -401,7 +404,7 @@ def load_component_weights(comp_name, component_info, state_dict, checkpoint_dic comp_name = comp_name[: -len(suffix)] break - if not key.startswith(comp_name) or (component_info.get("skip_load_state_dict") is True): + if not key.startswith(comp_name): continue new_key = key.replace(f"{comp_name}.", "") @@ -437,7 +440,7 @@ def _load_checkpoint(model, ckpt_path, cfg=None): # Process each component for comp_name, comp_info in components.items(): - if not comp_info["enabled"] or comp_info.get("skip_load_state_dict") is True: + if not comp_info["enabled"] or comp_info.get("skip_load_state_dict"): continue # Skip if compiled model exists diff --git a/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py b/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py index ee4babfcf..5a8bdc80d 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py +++ b/tripy/examples/segment-anything-model-v2/sam2/sam2_image_predictor.py @@ -12,6 +12,7 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. + # Copyright (c) Meta Platforms, Inc. and affiliates. # All rights reserved. @@ -164,8 +165,8 @@ def concat_batch(x): _, unnorm_coords, labels, _ = self._prep_prompts( point_coords, point_labels, - None, # box - None, # mask_input + None, # box + None, # mask_input normalize_coords, ) masks, iou_predictions, low_res_masks = self._predict( From b71223f650e3c1bf54c8342ae17e7d45a5731539 Mon Sep 17 00:00:00 2001 From: Parth Chadha Date: Tue, 26 Nov 2024 12:39:54 -0800 Subject: [PATCH 10/13] Fix build error due to dtype mismatch --- .../examples/segment-anything-model-v2/foo.png | Bin 490778 -> 0 bytes .../sam2/build_sam.py | 3 ++- .../sam2/modeling/backbones/image_encoder.py | 1 + 3 files changed, 3 insertions(+), 1 deletion(-) delete mode 100644 tripy/examples/segment-anything-model-v2/foo.png diff --git a/tripy/examples/segment-anything-model-v2/foo.png b/tripy/examples/segment-anything-model-v2/foo.png deleted file mode 100644 index fb6dacb78e975435b3b33a90f91fcb4f30054544..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 490778 zcmeFY^;a8x)IAz31P?_@acQB&Dem6FL$S8FLyNn+Ljn|OX-jb}uEpJ<6bMcz7Cd(*;gZEtt$U7rN8IOmBXkFbY6*KfSsq3oe?1yWA{&FZvKv~ zA%hQ*M~(Nhh#oqZw&Px2+W##NB9kzLN;>Bd6VSB!?tBPY)p;*r8hG5_kGf3`Ing|ld#XsxhsaAj6q2l!s!$_23{D za}W+}3`VZdW#1n5N}ficSr_g@6OE-lW!`R>^3v4Qgq0X;SrYoVd>+{94B;mRlY5## zMy;*TW$V(>7NH)b2c`X+=TupelD#g0w-j?yZrE+-0J0EFoNX(kE$(uwyP0q=|5u4$ z82b_qb14z{I}-#jaq%#0D=nyNH@wFu@sN_xrU_rQUKw81 z(yVWY$AU6ITLN^Ygjm&&68FC4Fi`qrw?(+z-`h+?LZ@17j^c4BZF5}-af@hZ%{j1S zkM}x5owjRCvjH7p4O~shB>n*CMId7khNSJ}Z`Fzh-_A{FA~_)sk``uoyI&Rbs9jHG zk9m!pGE^w3P(HGE)~^k1B^$w!9n6SkGG1Gqq4K_?CMRDgbC5c{J@vhi9U=)Je3i>kl@wFNBaQ?2tXbzAK9hcMb_nmIZGdpySco^oMNI@ zC978E&!Gb5!k};utv*!~B$8gpQcj7Dv?w_0bS9=f|4}YXz8%8py3QtZJCq$3GM3!* z8EbD8h)rfkpWy<)vt+8d;8_mb6!uKf+q~mOd43wF_8!}#fO>#ALQes>gkcvrU@9Xe zsjEf7%Uui-4eq=SDsRPVxAmtE#jmF5KQ}y@=)B;v%@%7ES<-J!(DF1%6eFJVmi(=r z=yHb~vpRK!h+vZw9%G|u9UDbyqC;t@dcgw3($O-8+5E&m50=_*aA7cw9O$M=TI0I- zrppB#rG%fE4plq03CQ*IQ^eTEGmnm|RW?8Fqe?-4BtypGukms@!=m z@!?}#=i)E7bipxGOx;VKwv@IwEAPpb1)!D>V?8w2Y-H~o=0pH(ulLf=ZV!SX7IGjQ z#$dE?+eK8BRXf9YA5@-onm{9s>bi1pv~rMNpU!^4x?C;w;@P>rHu_G0v(3jgZ6M*8 zq(LUf@1FE9cttrw>V`5fAiU6Nl@{_%La0ODHIx*`*|ZZ0t z?^p3!oa1a{Z%uDU_=4zDYH(=Dys)dV$sxsr9Dw%|KGOH_5KQ*bcK5T6)7`!8XeLGBbTrjUgzE5D`8_ zr~K(n1I`d}7y;|R1z6$7>~PPRca5FNrpLVg4%SlDYsshcabO1K(0}?MA^VD#D-bh< zeKynJ107>yQwtxD_~Aw-W>crt@HP9^UUi!B?(3UZQitVmF_Y}B;pt`0j}5Wei@k4+ zb}hRwcdceUnUX$o2{?pjol51pT!FXiOoOQVL)04TuDuh#OX4TuZVA!vg1K#rZ*_S5K}LcX3Ux zZ2TTun&|Y62<{R;b1cE=txLOU{+>jgQ=A12INzkoZUl6;%oYiVCuP-*rVe#Ub9W~1 zwy%Gwy&~OG83D~4j$43dSmnEWXp-TZ_|2u};o`U& zq4gm8&~9bo_?5FWN)k$+F^w9-irh+NTiV~&@e~NT{FuJv6k4g<3v^A#_QV-^DLL%L zN@zEZsB>4qGTJo5c@|UwAO$1I`{nx;1LHuDZw}+q{?O4=zO|B~tgbDXI1B~@_k=d0 z+T+i6fSR&?k4K#$kOjJo2A;kb#_x*(xmaMTiaOhT#ir(g%vwPuJ8&CwYy@uqKhlgc zcS6^5s~_qWP*QbR@1=DC{_hBWX6;=k(vp7&Mf1>hMjKU3hyij%*_3o?+L)WLG-Z!* z6>7tcs={Wicz6nqU7g~?T|G;)X5?zV=X?>;Pa*y@xm|PJXeTK|wUfqzVkj zk-2`y)VpVPDKUQlh$n{;wYlWL@{hv-%Ii4c*d{b!$|Gl?6OA-rdSMh)<2pAj0_c66 za?@;>;ft3c=9mUt4k!!~~C=fja%(Pg~!<81LJ0nh!S>1wTGVvBpUh^U( z)55mz$HgE?ecfZ2KODz*=TDYzuNzk&Ap9If0E{+pn@u)+YKo$+2nqNw`S`b#lUCuG03Y0t3j zq`4|*iNsc!oT1vFJ}C$EXeDzdXfOSxbul;GgJ-WX3J{1VX>3Ab(^;JfV^TSteW$R

UBf%*_OFO>4wt0|155+Skv29zF~fIfVlrtU zzcC`d6$&PdSjW-dF~#@b{I$R64*U=_>eeLi_OWb&&Xk-om;pdeOvZb(ITl17a*Lnc zJsR=aHK?n3zV*>aiug|1-tkZB{CW=`-bxOuw=;(>!!L~E)~`*{vTqv7`$~U&#SfNn z9>x2;__=z+_BU%O@51ezKXLt-l;sZsm}8?{obL#tWUycHT(mL5{U+hjl;5a$p_Z82 zPh%F1y^ta5Vp$4u+fNi>`#P@%dp->*$(sy1&&zCiiFIEMRVDj_ReyGwE@}Q@$zP(e zQp#X>+qnAkMz1J9_B1t z7*Ck6?y~&!0B8LxC6c#Nid*f2*0nD_{)QK$q{lMIdihhmV4L;}BAM^T(TdG3Z+7uF zTbk)xmtd91DJ*QIczt2jw#a2`m&y9wfb22q>CH^CS00I8CS&Kd#rW`RNtpOvQRdac z9@ZP-t9>u~Htr`TR}v87g67qAYv4$mjN&KNeepgPIjSSeEOgSR3SOWRV&x}UN8|&* z=N!B85-6eo$W>ah;z3?q$1JhI!Qf-$(fPxRJ1&_y5(^CJCYYDB@kJyCf-9ZC&lK8f z4PLu};eh4dZh0)@jyvl6jkQO7!Ix~~-th;{ab8n-UL+!WByF6|hlt+M_Qo1F#)vp; zrq~Dv1~Ao202k_LYZwt>mc4?*bVUF?)m_!dA%B7W;cN|lpuQ6O?&CeTl4CV#rF@%5 zf+Wh1jCVPhC_OWW0SG0mBtKrxzI{I5igc~$-I-T3N@SO4D#S{o)_CWJUEOhm>&(js zzQ)qV3FmAPV~&KP+s{nP;dasEqTpk#n(H`?)eMNaoGpXDcHkL@Y_v<@jXH7bvbFg$ zg6xK{a=O4vE2jSI4P1dvgq=0cmkf62P+K{~g;>Z=P!hzb?f#ofUYIz?(^rv6d)9sp z1zF#OBV5dWz)_}mnI|0<)^oZC%_5-}%AM3MO9U&wm87#1_(8Sk1^_NAZDm`s>;eUE>8v`6ry9?nG; z33U8jVk=)el)Bc12AwKDHC0^jA8w-lxI@K0(;D1(}8Gks&J9f z{+G|k4yTw6Zu*$j?-g4}D(1iYW*$_OJV2n;vgQ^#5ygw8jcyuQga7|DyLZ`B~s>_qt zg_~t4NvZwg7f|Lhmuzjdmn#r80|%d+Y6PwNw-0FEZ)m1X=>=XH9lW18L*&vOP05~5 zJ87EA67K(kB?+}PI3W=@?Syj8NtqNwafE#=b{lPYQ z^)!+a>{e36K;oHM-@h1)#P+dl;`^i=a1eBH>Vz=xZ!U4)7N8 z1!twP;qDg6y-yKi<@cHp6L8AYKcL~bS|JCVUY(azJofB-*rdb_^(M5YSiram6 z!~w*Szx1%_y-nS;;paoWU4ms&)VII%IphusDUl(qKW(W5yct+E*4w0?aeGIZxAOq5 zEIDr22f(uwIH(oCMENKT2$S&E>5>#0+F6@QBDeS~V2@|wo%OzxkrwHG1{CLgK92cv zjKf9UpHck*UgHGl-K` zmFFpV(6$TSFONq04ew1!B{Rve4Za$Ie#YF)*nbp6)M_-V)~*`lpuAgI zf8BIw!W&Qr%*6$K_ZWznXX-jd^tW6TeFv{+Rk>F~>iia|$rLq?c?2`{W zCoq2b_2f>n=E*fU+CAG#OsBF+f;BfQ=pk<%yceH8X1-9d^(BdUMKh+`ma{Nynlw-rzv& zI{qPv0N0gNeQyGdb0~EqB;qrci{?8>TV@gKCnc9X_mGX>+Q(JQ2Oqm?ydmzD8eXGk zr8j=>*tXJrP8B_#OGMsU*}GL@v(mS^e@3~w1#}5Qx7tQyF#`H}f2LNg7!?;hITtgZ z5^K9%Lap?Z1=5s#5DU1!Gi&TVsjg}J1|(}A+`(UlnB6g9 z@NZW!C!H(ZDV^9MZa7bHHG_`sE+@=xa1UkM5~)J#2`xR3s#9I!z8YqH{vI!qTvHh+GbDuq1GaAJxQ>kB2hauRT{1G*KeAQqdNwq#1boB*v@N zYt7YG!^If@!+b~7h^uK-Oq$Izu-KZ?8f1H%qXCY_lKC+gYnsd1 z@J60;cU0T!c$=|>raDH~=wJvq7IO5=_$IUxC2)q5ksV8|qfCrN*iVA(ZP696Bs@)& zC;0j`Wmk6g3Y#ouYFmUP{Kx5YdnNaS192HiZCkc&h8zv%7sN8Qa*-Ol+!#k#!h~JT z)4K0jF`TX!`|o^r@?~Sy;Q4g^bv02Dti%jLVve_jyv5?#nKQvf-kkCV{ zQl4x|*agKk#a^an-#@vXL0p#kB5n{aA7fuohQQY=Q0?I^LHEO#11X*1uTv6N6y)d_ z=mALF2%J0$mABTUDtFd)U*(PCPl>!J?rj#dVP`c?nlCBuaK8P_yYm~!JVfLTMflmA+tjY15}BAYfv^@18b&m#;0|?8MhPYO zza*rD;t=$)sd)aRAIExTKD7veq0IJK!T^yy;f7X*K*Q6&KJ2hwemUVne(x|bW>Rt| zhdlqry_NPs?^d3*riU8Ik)aG~-nx{hrj4sU#ax)$Vz@!A{jB;gC5LSqHD`Ewt|E@| zK3hh1Wqz6!>tafML^CXnlRHF)qMEWppX~N@T%vW{)^_8%0qL(FI?{j9COr+W8e3I* zLo@OxLduA!E5O6{OdtmW-$bahvmo+on^)8bR8*9rB+-mE^$W z(>*EyvCPp}xitoU&&RVeStR00L&s`AhC@MKgyhPU4oLZmPnsDBc@D-7yH%y* z>35nvC3&6A@;*U$4E{zpbLHhh3Qn)2qUt$AI~IB>j67ZyOa#^&7=ipc758uz=_kJy zR@CTzp1AyHU~GAgHtacLt4_qlmCex}W(h-%+1Ub$n%z+wgSMqZPbnUFkpyg}yJ$jI zg)^$B&+8ZId#Xf6lP+P#QU9pZqO3^!K0%u?OHjm8idga7r$&X(MJvL@Ni=Wj%JN=! zZC(JmCM@~wp;~U+R$aVjV3XW1d?5uZ=logVz8_%Hw~sx~hrMO~C56)(Pant((hysq zHN5i%wn%8~E;kxq|I^BWzCdXPM&grw&8QUhN|{p96icefHxiC&$6FNdj{&uP#FJzD zPSGtHMq#5yO`j9LHe{34y>&~xTA?NcTfN?*t?Im!ICG3|a2o#*vDo|p#44^#FBLjI z=ixBRbw+#8#|p*Xx9rlzsq|*(3n>4HS42I#(>JRjq54_7dXrEaCvA!(oKtsgg}XLf zIp_n#X|01%s=?%<2iz{}!HYfxqREw@m9)bmg!r50t$uN&Dyk6@PGyoioOJ&qo z9kbzKcVDtSuBg0hQU(*R{5*GziM-mCf-qMmPyy_j0=c05$!2!e1=1h%ok~s~)1T8k zUiY#DC@aO{l-&nNH`kpl{t>Re?bt9lQ0)0Tz@+YM+Z9)#`Q*BLAo2qTB|^2M5c|u5 zKP{Y{g+dLl`C~?HOQD?XtLNj0pPq0dqej-*cvcoJ$=UJ>W z`_!Mni{6aWu`Bdq_m=RAc!4w~L)k7h^=(0*4u-s<6^i$Yd%%heFK_VznYdFLw!YlRoGq1G@TwhdWl*Tjp}yNa9u(-O@a`WHR9skF~s9@R{B`+LgVz!EaAEUq3{*f z_hAF|UoLht(cfhP`eGY5(A75(ypRN8?KU z>|z<^A`dFTZBNK)<1wlOBWuy#+LJ#_6xlHt;~|y|R3tj%!pAo7)0*2#&v*BntPQO1 zH*>h&Z9kI0z2tsJDJCf$X0KFx0_82d5zHkQ&N~hVC4MVRUDSz7E;`J69a*X>AI0Ma z?fucm%^YPQIXpz6(8md381@{fw073lBr*3Og^>g@6P(!|=+n(Px+i3X<&k^Hq-D_d z{-Y^cq%RHuQ^ofv(Du)2zy5*q%%6y^v16gTO3!v)IK1;!=-P+co?6Z2Zlm6B%G8&I zGsk;tSz(^DPIr`QwFc>R~9 ztz*&<(avKNq4utl2spJ#-Lv;BQ4Tiik{j11Lg3SV|6m~d*AxGvZ_g|F_^M@s2w}oo zo=0+fct?x^@lLQ*L4`~?x|N~F+1*BnAUp|>p-JwsLtT+g(-UCd0cqI`Fy6y9GvX4+ zN?L>07eJ>uo#jT1H71Sus{D6b%-RoibiK!?c&?g}Ep4aq?Q3G!CKx@CAH!&a^f?+K z8p~fQuYKI5G~f+Eg{&K0uAwk2%eOG}go(=p1WSAR5mD)qW;HK;{Ev6Sam4kzbT%&) z>;9fU4RkCt`E!yh@P#D?_S7)XUiGLR?O7_YnTfj;=q(=7aW=BoiSS+y9Qm>WEVSgq zn0gey@y<}T{wYX>%+`r(Pd+_Wcls#+dBa1DZ1&&19wse+R-}CIb$C>U^2!2KzsY#| zTIgwg`mKZ4lIqoC2mdzMqbpP7-b|*)kCcXl9;uBF3L)=Tr&^Jq6`9>Mb|1(EN2DOP<}l&>WJ~T`1$}lc90@JKbGM6GnaO2(USW zytGG$kp5PJFq2V0f?C7!Kg?UGDDXJ?PDu#)_omS9kD)6w$)i$sko%VcFxZO!xa|8I z)YcXdFxfKdCL$K;mg!GjRLcI<-LIuG{iBwi=Zo7VV#n@xd@_lL6WLblOB=TongMl3 zll00-C^MxTx3v8d#&NZmKkZ#h@G)1!{#SbQiri{6N{+zh;P2<+NI~FvSKWt#4<{|? zXAv(->y>T$M$d&6h(%OhgcjTBs+0Fwk7WgJ*?B4^PBkd6|I;NJ_=uDp@b-ozRH?tk zZXycG{(Ls#8H}J}P>`>ktaVQlXmEb7dAQmHz+k}JhlTOFYKW@+io!0 zzb0)>hiq5z)=Y*DG;gG$hni~t4g$Ktl%cQTWWMV+Rp#f@@ANaX*H5~G9AU7W1;)D> zlIY4tgAZ-kqYqd2Fo?002_u))#QWPDUj)8sc*upF5V%hDVzb&etfx#L z%FBA2b7Vi1sN2!4KJuz4^+ga!zd{6RUyJ2O-4eN9`1G|l6^Q($Qj?6rwJiYsn$Mn{=v2bdzI5cI=agKs?rwQzYsy{N5kh`n`IPUtLS^4FnPxjC zUS|l~G}X?poLmDZ&Y_d6{uDX&GaOw_#L83$*72rnElJjOig94J>#ut9ZIG(I4@(^M zFMEasOR`2)Yr}~N_p$l=zJ46OKNRM9r){K=HMSsELygZgegCtcvaF%M)TxHSU&X3b z8A@pUXXVg>1!)0gH?2*6s&qN6n|?<68+?5B*F;5>xe}-%DdF`jW;r>Tq74~^UOn3< z)*dA&lxJzhB3llmGrPZid^9r_gtZWmIF75%N-IK*+7tZxx6VL%HetgrpwdPMp^Do% zC4ip|5AUie{KXx(D_}K3zDk{#nZg%hgVOhF`!zOLJ>=K-Po=8p%*P7F-P12!F*K6Q zul5|4X7Bf^q+sG(vMKAXt(P6~KizpoHTWcyPt1+K$ufy1UUMbOSgtD^B#BLna+{zt z|44G6k*BIZuN-f`s5BNQA1|)EYl`kvUF?qB1LCo;^_AFv-OdW>nm-~+zDbNZfO0P~ zp@KOQa3%Tg!XDkt<;aDkSUSK)Z5`hhZqTnCa^Z-SK1m0wI=q=G=X?wKE;)C0*Zf*6 z&Jhqmp!L3fgqwS`4JNsKTcrU`k-TzD^05;M;yrS4c3wGcS$;n|0c~^`iSqkIuDFdA z`7)wo;oud%!b|@L$<(=VGwY_~^+FTtJymF|qN8EtIiVtd%@RuUj7)N{u|a zd-XBNa~9k9bh7kd78-LSeLUgE3N*mW+1YJi4e?eNAncjw&2kP90HpP6yg`otEoQ&RC7}vFo`GU{3k2E060Wbda<14|hBB{IXG~>Q%(KN}< z9m|KVwF?#`iPZwH^`@S;efq4zd9fc55AFW7vd3RA9>8T)Cf9ku?t&{KqHSvP4nyzn~U?7SaQ7C^&SV zK4GXP^*i3iy>KMxtYoRnz}gc9ewWvjegI=7ZF@ZhYI~lcpINLJ^Xj=Dxq{qTICJ;+ z?t+s8ZwB0OXL!Cc5sH@1L65{Va8-G+J>YSr0hT4X{4YA!yV;=IA*LW|#N~;e8)~$1 zytwPUJCA|>6_Tv_v72kU73CZmj%g{}$35XThu+_ZQE!`XX)w2QMs4#1p-#`(QRJ7p z<)xLVNkR9Nllg{V@VnAlpj0JBcR{uOw;5#^k?dGWCi47>8r9x+dFS%_;H%h1(htD{ z(ISPpN7d5HUbUI%h`NdvV#6Sr?DxeS{@?e1U3u`rs=2ecZW_JCeu!xzzqg$`FQ<|G zXnkitI7@a>xoav7yCJ$c!WVmXMHGg8XYyx`{O9=7?4E{6$0oHs)gaSEdTapxkV6rc z;ICxYp>US$R#W`%lI4|q7q|fk^ycNh-$?DD*I?81F$`V;0sql;xI$fJa1<5IdAGj( zP7ib5Tfhr1^vt^IYz|as`}xVMS@(dD<&B^MvJ+xX5S#%WZ4u&GvyXC`>OwWl{k|l2 zALO$X6ojErLyqUn0XQzwioZStjwb7jO7~%Z+5;=I<7j!iPuK3%zZOsVxjf+XLdj)v z%NqTjm(Zw7qk1zBHKy~(;^||G?q@$M{ zk`nfJ6c8wAFX~;AnDCCVVSsEZ66IcLx#H!oZgvVeB*e zm`i3-mM1xGP^hJmlyr-4WSMt-#{!my+mufeY5Tzvos^Q*qun8cr{N5aPVS)ucTS*f zC4oo~(}6#&ljh!V8JE=G^QMl!c}tGtb#?(I`^;hD>eB{Ff4t$VtLMTEc^3sbu6}+o zaeEH7pY*dq(Z$dD+=XaHrABM_V2P;tNn&HCH!0qg>(@)oETx1-W|f2~m5&vw-`uSo z$lz}0KZ_V9mwANExD*1-bsIkb6hj8EY#A)ewBo__Jd;XcCJ1?#2K`2oN@2rDbuDA* zrk>3iyfua#r$#VxypCs9gL%2=Ah~?m3eM&%sUkX89tZ_h%G=UM^RJw20rfEu{lDISJ(YlfNBoTTB-h z|4hKr$0NemE1o*`727Oeyznc8^@6nL`j5r-L-1%aSZ$SBotZ1->bpgN#s}UY7>hp{ z6P`m#3XRgjiRN41R!;8)9!6thb105?O@x8~vn3r4uaBgsw(FM9Q8)cROo2Pk+K~N^ zYfLMq%2OgP$d_hFIdz=&bMCw$|G27v8pNf3P_SZsmrt)%<)3YyRaBmpMGZZsZ`d zMOK22HY-iOHkcXKMkcTS3=)5#(XXgx@SBW`@XY50t%vu8TfF;r02KYg?wf_`*!1jG zPeRPZm&H#;NR_{@1v)S5<+aG7>zS+Cudh!1t);R#d=mburAcNRKHsuB4b_93d1XG) zWPPhJU7N!Y&GLlUP+@KlwdJsRvdQm#)7*HM@)&4)?qA=3*T}b$PCeFkgne6ry(b(v z#cJwhYt$vm_0XkR@Pfi6BhxcyV*CikCA&3mr!_69aD6=^Se~46F*&ir#3PqNXHo~p z(R0y^DNCeqT5=e?>5P2h`*{zRzMYkWwhzuY35|c4nV&5McXO(m>Ir~&!ktaXqN{(e z$^yNOZ6dl7*xtP~N-OHp7IstB7G1r!QcLlCthdO&6m8C6!$8^o{5>mU+XbhyX#f=m z2g#v?JX?77?WX41UN(l_8_mmaeBe5DuAf~F4p-1~Py(fGzoXs;9RT}G`gZIia`)W) zyrMc#t~~7(aqTVLU>svW;1qU+LI%M(Agm!2H|i{Qj%+)cblG6CPkzeZUUjv7fw6a! zdT;bajx-q8`B}q3X6*-6UZu!`(1U!g#gGFMsWuEa0$Wl?2;l7O-PF|7WB=_7u!rT9 zQQj9Dt`Ylxg1)8+Iyoot)K6V6r8jPUETRbgCt)L)J%t7J4AtH!d?A_G*omg~e?F_9 zD=i&nRy9#>m?7(iZ=<;=-&#{~#LLTD-R{HG3Q1{dZsSBpm>$m#SFPXYAC1;TWs@ULYw(9&|p)B|F|A1J0M{+G3k+a_4dxP z7D4M}!SCKUapT+=tT&1>I4j8cK6RbU>0HhgUy_3X%QbO1Y;3@8TJ^zpK0)z&aYR!7 zm;5}^C$?>(91ftS4m2PIjbh94>e5(E=UE#HJ-3dqo-xcK;(+#s9&A$aGMVHAc;d(^ z3GD>3aJC$fCi3#K(17!L6YuA4j@Fs3p2IXXRx=|Y5z(N1|F-)j)Vd&MRd#I@)&6M@ z|8bJ-oq76R&Oe^pO5?HFBY6zFRvg$yE-naWr^t$R?sXq4)#k06;xfzM zvPH3m*%^7_((;W4R$ksfCSG<1FY*Dm=d~l}BiFWV`(y=IP5xThj+xM;(iu8g$C z!RsHTE+-qSo#>Yd^=z?^Mm)w=52rNqrKPbd9Sd&{0$kR#w_Pbh(LGe8$ zIMey981O<0ifz%@Vy4{H-T!f!q)+vH`N;8?-Jop=;vjqkUfulK-BlJs z-aK*%+DZ34jn{L#-w0DR3G;mQs)(0hrr_bT-n+^}k*a`tGCL<6R=8eYMKXuk(MxZ7!4fO8#gOi;O_ zFTZ|BMh1tPqFhm%@QIGQ-zO@>I2tfbw~Ia#sjHDG{VKTc<#kXX`l0dvuN8c?{brlV z#DW4>tD9FDBjiMcXn63B(yD_X;8)sO^@;^(`bm@c?#JoJxAOZb8 z6(JiN%yV-Uhq2Bej3xl-ROL+W%O@tjWF8a@gsyDu5-yEWOAwDAP^WK)fhSCiR|6h; zHVW^JNnLWBI^#hepyqSJ(U$(}Gh9vCbD>H`la&JqS&m6!GL}A`q%(+oS$MAF4s3>r z7_&$M!0SK)%2fqE_aADzr!-}89!&0jn;&fvM%HI0WKXbLl5TncV%7i8Jqh;uoS)RI@=X`u54=#uY6L#RE(%85-B4abN{9{tl z#6v5J5$2BIJEx{v;n2`VUJP+cN}}t8P}6B&GL-X3Jz^j|V&gWZb^C@Cjp%?hA_9qm zY}8y$zmhPP_S{gn#=o9s)T>$=Btiv{cAk`&bqAPT1KPyu)>bHKyrnDoc#qFz@1^d~ zh|C7s;meU1I8Wz)(RhW+*N@y=yNe`kJ7@otn)W6eeJWGgRMIKQ1PSY%Fg$hOCRkYL zbGq}8CgtJTGi=HJ>2sF3{8#ZK!&r!KgFh_S9X70s3Hl;;@!f+j{_oYP;nT5v_OSB-Ut7NeFW-=r)^5iwb&Rk>~<;nH;jvaK`=TL%r?7M z|ILW=Mx_)rd?x*a%G15V(r4%kmkZFuNPrdj?$L@Y=6TaFoFN9Zy`j{ z0-9?ZUy>*Sm~At-80~J#ma2TPk%oOaV6RyNNqi^z+fuwX=15zdXCuj_G$e`pUyE%f ztv*3n$m~@F!@h5nj7+K;#+8wOd3gg%ZoztyYfAh~X=c|gt&NxH140PQA+oL~`HwlP z;%7xwr?}<}KiNK8HTJw`oqyQAe>XqhXjdnj$@=!1IF{z~FB7uuR+ev)a(xzZiSW+5 zmwg1Y7E$cJ#exUA^1 z(=)$qfbT^!2Ei2{zRcjTP5#h+hgQe@{L5xJ*yX zV6BZ$E{p!tt{G~?{i5DDTLD@JoaeXJFKW9WH06&ZR)psUoMJg&lV-ll@R6f?=N-%e z73eB64{(c$lfCm`j^(lN`TkVBZEz>kBO^0&b#3(K!D4(jp08t0B^9V829U?yJ0Gw{ zDORJoBBx!1pSjU-Cxy5ytvUfsoY!}V^5v=$UZ5DUSrz`-PEquJhe-||L*3VNKoz-8PX^jV>YZT`pd&%%CweWOQSt}m>D^BG6uKjt%1${`e8 zfPHbKE}h39usP4x(J{+tpfKZ0{k8UQ4*bSw+YE(?g|zLjDjFFPrihi3RW7KuTeuXX ze(Phn+%s0C1q3?KX|F<=CoYKKsfw57xggay4M(6%BEHPWvBPx$-ioC9IiBsqjbw@k z(yIOObwfQ$?6@m+n)s3B^cdf_N?$dChO&2t#IiA>4_YQBmqSD8>x-flV7H0nG^Gf0 zp^FTzu0Nc(=HUw`%a)D5e?#8>+EMCI>J<0>PZ5SQc=vHI(7mPM%@GUh8P30=7Bb|T zB=A5jBwP=3W|RcGkh%yxkYTn9IpZ$;JiF^4vWo{cS=1>3nJCXR&Iawf`yNk@IEy`%@~%DV8>?HY5So;GlNOct21OCT)Eq&Y?L5SW$oXcuHL~vzU6XG4?ER;e5{R_v)`A{u+cesW{EnW_d{p zK6i|n>Yb8wz^&P?c`E$$mT}KUjJyZGLvnDJUanqSc@k$ZQtxLAYb$F>59@)fP@j_T6+ z+oOY(9a&vkkt-Y_3^`5H9|@o(3rYcosPQ9d6FWp%#B39jlS$rFEgX=t5VKR_6G2=u zoO}e&q`^*_o_#-*yxiZ3K`Ixh@>wE7XGN*~K{+UVW{_c{!h#U=5jf%i<6!V(<^mQ^ z&ML#Ops!HYp}5Yl_{R!tE~m8M-xsXH(v~*6ofzT8pu?;shm&J?fMFa3QMBS`6YIKN zj1m0vrQnJ<)<=e5WMVxFbC{u+q?N($C;j7+@~O}` znn@aV9=%uBQoxF5Odn+c8A5S?JbvM_^lcYJ66m<{K8eCpR6ExMz@MY;_1N+aLqsXD=H~{(@e#Y!%j#a!yB^f&2#g8ki_lRl6u}FutYnD##-Uv-4vMwv+J{} z^|P4Pqxf1MVcfoS(iE4rc)pOW+RLf25Q3%6dZ)UtpDu0}Gq=393@A55!cJhU=#-L% ze`J|;*e2Qr+m;k#&C;O93p9yOZnCaV6$OVIH<@1yT5wy7o3#buIm#e%&%3W`1tJ@1Xe;9Gi`QuOq!aF) zr(wo~6%7@0#ybU1pXAc^KIjYu#DDUOH1ksFc%OMqfdK++6ETWV>o=k={O0`IvCLN! zmL)IizQ6iHa{#HNd5$f=PzSOIh1Lq6sd|#NM#> z0f*pCc^;hAaE^tae;cHdMw0Q=M-n)>gBW*ZHIwwl9Nz$E>|M*pewNZi!**LuP0cyD zwhBKkF~U2MNI{0@$t-EW5D)V)lE-g=m;PJKl6i4@0WZg&9UH8x+2!`2M zu?FxWnq!Red&R%?YXe6CFd5K_ZkxRGLk+fg z{|Gc2t`YdS->8y(Th22j29A)f0<*nm3;gp^wrW`Qre9_~V23^0*J;}yIZ<#LNwaFA z@#DKsr^??2FHfoOHyR;KQE^Wiy(*$xG7FxVs*`jqXB*615NBr?3yYt7{_6M}C^YMw z(X@l!z2Q5La#If}Nv|=}J6$dC3CJ+{!#dSc^;MMZP*^}xq!3rtE>)og%Y&vQW^0j3 ze*n2}T;s5n46IoG``)K`-qp@w$h>l|s;=9%mE(h(IFz-4Gy-6&=Zk{KLJ^l0h`v)) z2w9#c>b=&bsq68Dbl^IdS#Jtv+v8u^ViK>ZZgf%VY;M@m%GIDE-QS|Ze zj3I$5ab0*S`t><_Yp>}v#D&5;@mJ|jn_`WE)Gi483+)%x& z<3vAtc>i2Wc3 zllHH(6zB1jD-axmczD;XR5eF!-yFb-bqAgnH<}VEgcJ>0yr{sP5!xqFhTHfQN33#x z%ATo2JER#nPJYr}r`-$h>&cUT^`L#)k|~-+dV!?Z%mdO|KRBro2JqI3bbrx4SF{-t zHW$pwr5lGrjOuOEfkCozeffLd4@O29OH?rzt;^~HtWgUunkCPR)S|JM^BEyUmx78; zjlEP0&0EVdfScT&lu+MWO@UXAx?JhqS}WIEKr-IL^${X|B~MXNeXJcBTt!6wIW;ve zwr8f(W88O(_!2vJr>sDB)28JR}}i#XniNBQuV zHqK=CZ!h}6yg!8Ieara4K{R~bW=9R2^5)j~ zr$DnKnCE-!^KX=^VccRrxrzQk)NK;H_|l`~-a@7xB&u~C_ssq8h+hLDx}fx(4#nSf z$@Bz09t~*mbJB&tu)wVU2me3-znH>26$(UPXe^>cLPQ%PqIbzjpyeLyx^CPCRJCj$ zn2p{La&%Uu@R6J~3;l~gAZcsN=p2H#1d}_jxcl5Q_~qaF8~Er?{e(q7Ijet(irv)> zUis>`@VVdn1HAd_>yQxP6ln%t($X)Pyz_Nkj_>R!%9k8qb3r=qC(C!7Oun;po_y`G z#ptB3SQ5GQ&rA36PR#qQ{GUVTxNTN*udjqo93Jz2>YapoK4zW>w)$)8uB=a9I)Cl( zuKWFYUCo^c^S|F##yPh+Me++?JM3#)B7b*2%fB=RFF8i$b)<^2%y6EYW?rY$`dQvX z{?K>p`mW1-Xi}keG()iWz5Vj+J0x;HciVHg4M`JA+1c5)D{P0D9Lb|XFYhui$-rNa z6JuK+9nZ_x9RJ@V0_br)0D=1a=%7G*7OwKCcpq%6hWV@TO&>JH!yNZdZ1Hn+>|Y$IuHlCo4$lq=D^rhpz81>~@GT!Yj}=HUsXx zN1kgQ`T?%Bt+ck=Eu3pGL<=Kqo5t34i_M}zZJqD+%?++@9>K3yknIi)1PC#0n`J$4 z&;c>nzU#T;9R>^0&-Lnj1MkKpY<0ptudX~B6Z-Ymb#5{^0o5RvHESiv>p^KLgM1dA z_1eCA@Le(hCAT9?jg~S1$CwOq;NtSa*4hJ5jff$KLQe*GM4cEQW^B1pJfT)$ z_Ur<5*^qQn42Zdrm5tw8*v`LS>ZirdLBX>S!Gmi=v z70%i285&U{3-UhaxgC|+>7;n)i5&AY$YMMHFNPEbom%%~CS1}rEi_}S7aha<^RtU} zo2}b4Dx)0PfGiIJqS-)1F)~$Q&s1`MBdN?*K#O1+`=%VxRJIgSfq0J_r`T!4S_MrI zM1-=Ffr))B<+bh5yg4nhfu9!U#9&LQtS)m~&gIg*waQVWeEsk1%{gr_uqOOpZQO}hu6OPEyT+$R_T19A8ac^Z=t30zOr_J)*^lG z(5#PNde^3HHQ#@JOv@s2nW^x9T$YZl?`28on0IE3q?tz-)O}%H{@f?!cd$-6Tlcq1 z*PfqqDFPt>eNSvBhfg{JKpJDK{x^TO-uQy&hOl9;r;V^nLPJuEU=fcT6Q+8 z=XrfC)x(^<@pX2L$ny7=+FU6&klxLO@p;x>Z*@ihd-qX~D-+Rw%lYPYyku7_-Bayc z8=t9--!^NVzMHOjb$yLp=*^jECmzMN$fRH1E01_&gHG%3-GYcBxQJa;4D!y$lfPIf z(BGx}pZEooKi6q~jwGgx^B92h%9pZ3r#UcF?9H6;YKba7=+FwZFvLd4DW zjm@5CQ7?kkdX4MrYpB}n>o5#x+qTR+wrx{pQnDa)&SSnOc-QT4bF+hUf}5KyVhr%U zF$X|nv-dYQH;7TOS+B8LuOTvu8gULoKiJ?J$E@Vyyk%Ps0bSSGOnRDW3~|8q%@(h` z@=6&%%>iL`xb~JLuMdOm?Hv`v)fTIeW((EU@#l4>s65PBA#@w)+&%oz$x-vEhPBtfK zS1pFiD_e)H5fb+Y$ojwK+Y|Au%g2d8_HBdmx4i#)7RklX0suKMlOi&?r~LO~Y*d3~ zT~ABptLwJjPB3Tccg`}#n>wklm+l>7+ZcwS64c|YL^k>?NsN6r&%EAdu-D}+Z43J| zK1;@Q5%*CM-Dr3g15%Ramh7;JrQa#nOu{7}ssdzNHpx~5gs!rO-!pc>Jn zXr7#KZGLarIi@p*L{$@JWL3|(ZVNUeEhRcBLTo?yBnqKG)3_2=E+WZ6k?JsqK&RzI zLl`Fg!qgd-qgd?HIf-OU^<{mnRd}^4d|HxVKZ~I3o*>Q=v(@CgQ?*d|Xw13Ai`T{2w_3eKgg6vue;#98jzE}~ zE7{sX74^1k*^WGPubJQ?28{@!Xu&D;V}k0c|PEJk`L%_pFk1Vu3300qFj<2t; z_l)f@3{?nFGJ13r__bJU+qTRC_kE8L0#>UP)~glT)v81Tu0qCO35_HIT^KM7fa`lSO`DQzVGQTZMpo)j zv$q|<-e8%H==pYL@Z&w?`X2>!gE9Pbd~Q~V>6*Rbh^d4?j%3Ipu|CI=n41rpb+~s9 z5w8ul7$e%I!7$j)0oOM-==%YAcFUz%u=zEX46fREI%HVdEbM{vWbulHfw=zv1;e2> z?rK9v(pFIU_}T$df4{zmMZ*dxZMho$bFoX=fFyFN@7uEqr5ZI&qKXLANs4}5u4C0P zoO!SP=(N1^`d(T$sjzI{n(9VeGCZQ?KW{Ld#hMsLl2p9rS=uU!!X`kIXh-?Jg}9^4 zn8#@MK7?Qb7E@z(681R@EiO(baR?eG?`L@;nv;0B5*ZX!OVm*gC9ik25eLLL?6ukY zoLZH0Y-jn|*X2ifcf>hMV!4+k$ON>=^t&SF%z*4a&-(dg@@#XA5zx``rCNpG+r_GH zE`$ur_=;lU44&LxSLzW=(DP3{?k_dKMkY zfi;$?p8eV);C&zcQT)c={Ofq(M?PpX=II{1IK=H1-~7U#;7fn-N4WROYmlI5lG9?4 zoJ%9+)5!H>7u^dP&(~h+-~P)HOrPBBuQEDN4~fCs`uVxwe5XFG{=61d^`-aP-GUfB z#MmcH@B7d>0h9=u+v?iPv|1#R14)%p}gCB@El&ZS6J9UYr#lFRB!5ivTroE+Z1ZX(bDOO6R( z)t=*Pc;n!GlfQT<(BGwqx0f;uW<-Q&+dGuMi>+79A-$GeJcr%dOK#!UqquC_b`KHp$y>>SLcN*>sgfNuj%M9|Y6OJL`X1Gb^9oIJ7;29Av zFR|HdEJ+)zJa6B-SHgh-a})?H*_8JVH`h0~c=V`badyt5^&SCctPWk51g!~=rfHyq zgBL}(yham(tyfQ5DiuQ;Hb7Vs*fax|EjiWXQ68fRYB61}LC^J78<*xNF=Ilc5}N7! zifUktW~>fjOw8w;Efs){+sowo${GJ_11%e&cKV3C4P3UB>e>4Iy^scRjS1Vl9R6CWFHS7s_)8NhnFGEKP~kBI<-w`Haa(G6k4I ze6@rej}LZgKq1X&0o9CkZ2)Q7Vi1CQ);@n`2I9o@L=I{jkdn!i(b_?ZQDB)~p(&A- zSj0dX+^anUOWk@8pCqT%&uBRL6q1@}J?m$bGRA4m6aspNPx0_ z-`eWFK*^0Fs%3f)YFjdT1$Rv~fv##A=#`(x;;qnH4 zu!NxwlD19DQA|GFmDmm&)kDmEvh@X1VKEmN^;lVp>iJsRNuAWsta37zXRshz_Lz32 zd*8iHIM1EA2d}M5SJ*$-{JS;vQZ375znmmYWO}YTT4{dn+JQZOHs)-|jk`o^RF3SL zx~^&wp2yL7z1Tk)Ba8C)({;6amUBT~TvE9$4!MtEN>$*R7$rh?N3jx>npJ->DIq~?&z+;PS9 z9q}IGJruTPRFk09>ey`f#k9p&goO-kZ#uN=b=lG=##pveD%Tz?#Js!e5Tk9)c5-rp zCcQe&)uE=qYSr5HTmvs29v*OlF7yapkKxJ^#7Qb&3G+@rdnZ^mjd`w9SgI3;CF4h{ zas!wQ1ev^sT?CWlagqc~$)FrZ5haqsZ6O#sOJJ9y3;=svTOI8#`_qd$%$h1kev~EwiigQ4k*&h zKdQDNStOdcE9+N*(NQ9K_Ajm9PRl_e;#9Om+h)+EtYexS0WOIbt;=1;TPgpa-;X@& zoy!r`93#$45o{VwklEx-7G>3pIRrhDQvuQW?w5!j{iC=WK1Urai#b%2xV@S5Th$=&oxGbyf3uNn~6b>76gp4EdeQ z?K!6T>Sog-TwTIxL&;O(Ba&!cBk(IJmSeTW%TYVTd4TZqvT1v+M+kP>GXr z=6X?h01+gH|J%zmQc-lm7;{E^ zNweCj5z#6fjd=KI5n){yuzBhnpZxT%;TL}6Q#gP638b>^*8g7`1(GV&RL7?rEAsK$bWZY zQBIG`X!nfo#F8VRo~W9(pEP0NP$EP{6epWCR{^P1zl-WLG+zAM+hxw%2#_c%E@!Fs(m@ls_}9|w*I6_2R4CVd!sgrP%= zn2sOU7z0&S_NegQO$@B1aJM?VOq{?)SCZ4zVS3qM%iqm)S+cIXrg&hB^P{Ts?RJZ{ zZK0}Iuh*k90MkJ-KhvNQG1Xyy=JoT-_uDk%zUfVJNQjt|<@)Lheb<>m;B3}9J1b&U zMj+Z6P*pgW2Qh&p)3G+Z%3zeu;L3i>A_qFoGDxM5tX=|qP&jpP7-zrBtfLbQK5c=e z3g;zdCU+$~c|H>WAUPQv`n0!rSx+2Ighy9&jkSB2@GX;-^7-1S}Ct34YLok6UnK~ zK9;2cP=tsgJoEWAmn*mR>TiPrAp#+a?a!?+(VG(MKFMp2T~-?M-p;jP;i5Vobi4+DUDosr5xN z+s4lN_xd*-quO;E%9=hxdFa)j#MwIg9HCPu2bFXlP0lpYw8KZ7)@eTkbEL#jl5$#f zk%j1M6zpQaW_^yA-uGdw)M4AJZE==w8l&65DbPBg@eXka>AiO7yWS!rLV%O}{9>wW zfl5U09Q;b~V?X`V_#6N2-^TOreF3s+Akp#`^j(MhZ@!JMeg2F1lRx|%+-`uxeUUg; zkd*bKk3-#;<~6uW%P5wPpC|3C#X)_1{_kWA!Q+*0da`{d;2{xqTlpt_;)0;cbx=pv z)i%JPYn3r6j=$%3t2k}k^!WPxhwf<wp{@j2e#TUn0JnTLb8Sd3dFAtLLKc>_!ysQHmvtD1l1NKLiU{qxu84IJGkUttg!*o`!)~|3 zX0t)tw&fgWXJ@u%JwJ&(jP)=K z#nE7isI-W)BVG7O3TO5Kab{fhoAT(_!nC=TPi}dM$AM7LuLr5Yg8J}uO z*g|-d@=RhYMup1gSdmm0TIzXpMj%exQHd!KAZHcxE@e)yCxiqjrkWtF6$e~i-;C_| z0Fa*d7^Z2WzBVMHnh>>TqX6RM?`1Y1)w=?4IVuARggonzX5>{6q7=azBM_?fd1Y1u z7Qj5Hm`G1$lVG1^k3$wXb^jJZ)qZmQRej?j!%bk@RIb|%bTGpy@7NH7wTWWHg@C3> z?J!4Mq>$+R9PRPe{i0n(bCuQQkeS$0K;VkgrarEg>``<5j%~g^M}FS9Eagu_5=g;n zT4PE~Ck_xTzfao3)ON&R9Tx%=eF#7t;8XLE0JxZTWDwwVbq47Jx;~(nF$t;pDPl5u z6@xl7;?j1SKnR`vEk=0B5kd+L0nQ7&2+#=L_ah&`Z~nJ`2Os|FABSIAdu`P2@7`-~ z;2U50D!%@uKf&c&_pk~AH$8v4U5MtwY#}<{I+Y9=!QHK z?e?Ry9!q4*O!~R=@wRi#g;#m+4jhxqT#twK*j8VAoZZZkPE)Z}>;w&%yRGWu=7Kq& zyZ$W3F{&rMCB;!bzwiAJ`RUJdk)A(yPA17p$LHpXgJiKUQXL&0v)6xqueD8en^1c! zhrql%@8H0xpI7~vRG%#!Ki|dWamqRu(B)a)a$AR-F8My|_pP3=c&D<}{kd)Jn%ipa zz}6Ibm7ZnYwHK#pPL3L<*RA{8)W65jeb2ccD1w0e#Xy1nt|fN_4ox$Ptc?9! zdokw&pv^uw*T5k{oL0ugbg#*!fv66{tFu$jJ;?dr>FMdjb6R(Z^}ttz-fA@o>8{IG z59;|lSzP3@*!tAGU5k`+3)HFq^Qpu zV<=mP%#+V7dBJm8v!kPF8m!mrQvY5ZhA?1=F`Lw-o}$LI?ic_<8PrqLE%zg1LC11p z^h8ghJ%Y`AkMF^lL3I~_JSDAahM3nhYo#{p9o4+z`FdR#(8O_#Ib;k+6%nXwZ0j!o zqIs4XDJ0j{?&pMG3RDRbQ?j#|ogx+%H-v!bViDWpFrOU@HiKA=?Iq7ZZRk!+5&>M} zZ5le?M!G+Nzy~Rgo*c?vzE}*AI;_=Zj>kHl%|L3JGZ4ULIP<$AP#q>BItFtVgc#9@ zmS<}HmX*bcMWzhHfIbXxs&JZSchjszE?fR@-}j}0=1#QvyI4EVVzjLihhWQNoNC#j zVbFl60p2xfeWe-r4XizT6?k#Q3FFeb^F5O}iQOW8tM%g3WNZS_v@5~fXhTXIC!?G% z@2IN;Q*8w1{=YbR^7Bn~k?J%%8cY2EK$LPH0-3f?XXA@^0Gi}Tg>4TRhu%WfRk3oG zuivR+r9ePPejYnt?9=%h57mGnj?p`-#>06Jha^zFIZ>r)00*2u^&~$1TYm$;_^ZE! z=4_4F3d9Sv8!+q!eB-lU#Fzf~bGY~V8$chhiefuV#E77P`2E??dN%TL#CiSqI`U}V zmo8Da#oLl_)#V$%jKx{GrE5&a^86gDza4U1)dG4haORHa{I}XsTt}@eiTkB8TK%Ub zc(Z7}{P$e`e6G12QrFqs0WsahA=OCg6YG1L*TZ~VtpC;J%g4s3d%0%-l|)6|Gyl0hcBy>xW9zbMRbL_~c{t{4)@}Jy-j*#1YaN#jjN_|9^X@ZNs`C5=wj9iP zZ~dey1Zk2*)vm3#J7&la2MY9eHFbw2qe1Jkkr1naE%*3o%_PRoMZ`m#ou{6uJ~U|8 zpUnrRdDzu z+dH}Md)&Ksuk3xTAzCJPF|hyvoKoIBf;K6-_FrXg> zgf7@x<`kmqoHOG(ZS|D*L7qD_L-Vb(BX; zNdyJOp^)3F_bKzgDh8Jl8s_JX?0}IpsG88pZ7mET8J0*hgyZ#M4x4wDm!UWyq_ZSf zPOuBTy{W|jsoGacGA1(C$&hC1id2&vN;kUTC64VXrh5>v@N)!IISQ)m-I5&+*0)$2 zv1E%OWD#xRY??!TsKwZwsQ910QnSZ`SLd4V_ zrDVI$?|5z_W1$4&i&Y!y0{EC_j{uRT)XD@Do4#Q~306{&hV0^i#m9fp@lcJl=G8?c3kQXaC?2 z@Y;7?M!4GAGM8uxDx(8p>xxq%*YCv8pFO*!eyaZOcn(3|kI`pK;&kae&W(vX=R$D) z{3nlRcCM)q{lUVB=Vdzd`I0D|JASkC>yQmFKTj@iIp(0}!E71ZePy&K<`H(2vAGTd zul|<&Z)u$0UmsnUasHeSiMZ)FjLBF(uh;Axte5x6-knbs``q>_=llVl@ojD5kb|QB zeO|vyw#@uHz%(jw>ASi9YP+p&6H7vWe&2`cXI}pK&(pDBdjIoCk9j=+z|GBdaX4GT zTxZEdG4|Q0%9h`Y5K}5j5fk5);1-K*0+M}iF8=iYI>t)XIdI5vK!N_QB`0qxK7QnW zLp2W&l8&1t)R+kFBP=BbO@D*O$ozdN;Z~amI1ZU-rCTr+ZL(}%HB5?R$C+Han6~| zGodn0MI2(4urE7zR26O0AU4xyTn1HVVe_sURP)dFdv4bNyd^XP6wWos$?xU{n$7b2 zB4nH!w+lRttK#gC`u@`M$+NHJy-4eb^+41M#GH0zHohu{t#HRh$fHpj)2g-m$%CU z(!Eq-WG>iC(-Jtp?1%t>9%`ZF5$F*SyyXw@VGP%lEXq@Rv?voxE}84kHw~bQ=sbGY zVsMK0{^$qsslWCcc;N%@LvRsTHRePZ6!*XLGQRocui*24^oO{8;%+Xlh4n2yycJl3~Aej=5-98Z%4T^3Sv1_ny&Xinh9(kNcgu zfT_2?%zv*P1h)y``uKA0)YmQDha{iTe2xDh0ktQtV|{G(PU^mpn>!;G&$nO?*=M5- zHYwM{W}7$t#I_>~F>hJplM$y7+3(cq z^DlWHfvJ$6Z`-zC24KBjl_jvVi-k|0vc0x z>uQTYYf}P9gm3&f>zf2Q6t*Rr`GQx_}qEzxUqGjw`@_Xfq!Rx#|Ywwas7pX){s+U*^$6C-jL3C-o zztsrZw2Vt;t5=Yo8IUO3gQ$lfb3>&Owk_=;wrEcD;JddGgt${pjs) zXIEVmyX$K_ zc+q0IXZklFdF>y&36O7*$2!1p3iIf&MO~&bmJLYA%JO*Mhe8Le3MC zI%qMFG?uZ=Dn^pJy&m^NbqO z3`yIr#?WF-Ymd`j&Cc0uO%_cGK%9s73hcTPX^>}}YllY`Hnl-lhxZ{F0wJXBh>Bs5 z?-4*+ua-qvu7}3Aqj8loUOP9=WY_=lad}3wc8-*&fwW$H=xu9`7*g23Pc!O6y>ueY zYRfp&RSdNxHV`Z!TCWkV@zB1*`FfSs@m6aHB?(tQI#B9%P}&%PKB{HRPS46__yDBj zaoMnHnz?LDZ5@gzqq8LnY<3jm5{dj^%JyLb1Th2DHGskaL5tG`swpfV5b^1pwlp9$ zvGT0*VhEA(d6wtk1Q2rsplqd=1bHzu#`i_lL|TlNLqT)GzvN_bX$v_4;QWH=ov*Ec zAOay73~G@9B4XR`<pv0u&Yp(ciWGJr+Ygpw$r z16&r9$OcK4co?^XLxc|sk1Db!uYEKZ-Y8tem8AqROhdd;-nr3ul&b$JeU0W>a)n@k z*N8?#s;AKjVef2eG*I|l{#^C>$FMIkRJBe(okYXJ>|$*fM>91k75-;a`75?1pz zaY$q?3GMQG9#|H>Ge7S{fFF{+Gm$?3Ii@}%e^%!J$vHLZzC53E$u?QC8K(8KFaAon zJZ{N~U7c%gpEzmKO#giLH#sl_ljHM!%*$OTeVy0a-g^vS%tcb)^8v?Ay1&tRklyoI z8>#D~h~E9`Sfs9(L*l$R66&$}G1|1<=d|AI@4S<9qqb+tIf0TH9jL~KS^KUXDf8>i z@4NJ680)f5y1QS#(Scpcl-~I$f(I9u2z`X49Z-t%9|}=mh+4)v01%(@I05FYgygxO zBG^&ASN3^Y#srk*8LB`}fqryQpubCL8jrSZiorArvs$FponSJUoCVvA1Lt_o>`~6& z$$i?A0Gx}eeC|3#X&!o(zhD17cYrR1^OjksYJe-((doHrmInR#&r4-NwFY~hVcups z1*##<(xGhU1&kuS_O#oUY}57IQ}I6itdvjo2bUtWp>WQZ>y+&8l>wORzVG`YKC>{d zBM5SqdR4`4w<~M)`@TopwtJbdCo?tJe+Kz)-g^u&J2h-=_iDAmE~K^TS`D_|Wc1vC zs-J1JX?F<5_0i>-*aIr-xpS*6;v(;TT|L8G$4$z#>YQZtoMw~L_eCH+eJA-^T;m}M z^y#_QP9*>(VN4P6sXWf3I5z;B8Bc|`xs)Vc_mdjc^)Nbu=FtH88Rusfv|evK$>Y6O zw@dHvzEdqp=KPML(w^R;1F*2n1XY`yx0N&@3K2o$J=D3$eW^~{mDPs8`DJI|{NCp8 zmGjF>ZtA{lz7{7B3J>XPs{ zWZ2IITSXUBLw{>|HYecU@SeYf(~PE(;V+5uzv_c);D>U*EpLETQK{e_hK z&Y$J)%$Hl$W8IudJ*WP9>6-7v+>V%w&UqP2`Klt-*F5yhYCC1gDRWz2Wr8eD`T`Nb z!Im{^gSD-&Q9`;#5Hz5=GDG+tKBW{Cz)m@=I;1 zHvY>!B!kpB2T@x)dVO_;cynW-ZuU%<47fc}0zjaqsbM6Nwk?T3RG68+Z^$|4FvPHDe3rT@o^pGSCgzchdw18*uoh|cJCo}s zuc2PbOW@NU<$3*ZjsSt`B*b16XmX;knejcjM;+I@&EKJUT}%vTyNU6+B*V3CzmtSW zGvofYcXu8g1D)1a-5&CH=MKU8nEG5x*PDyE+YHKaTgStpyz}~7GPcY0(zDCdB68_H znxB7OzWN+XqG2vV=6%Sa`;ThT0QL9kNT$U)fVD%H1-cDlCD*{<1fg|!;m1CNPyDst zz>6Px34;SV?^43Rh__#T17G-qKg4T){vGrWFM%N-b~{V_2!S|{=uDuadVlM7x%6yq zGwL5t0E~O5PoC%OyCPT_JNGf@eQ%X{`6fbUfP{qd~+%+LCba@VF2WdS^eF46yKru zf7;(*;ur&_<9B_AaXHNLyI;4PrS~5g9TSJ{W2vl=(ZN^W-_jC`x~@=77S(00pG9W= z&K03rMS7Ows_WeL9v!kd=FH1gUn`g6w(+hmgL4i~KK&Ga>977e)+ZaRRx7K!RFBSk zH0upqis&?;V9elfjc-yk|dV7uk`JaF0;PWJZ z@lc?@OHmE5kg42}je8gaqu5SISO0Yo$!l#6%yLW;RX9Z54{^6^?R)C$PPIPw+>^Q_ znpG_vGp`TL21cG0&LK_nb?Ea>wchqE3*J2IJQ?Jw>*xDX)so#k@1v}$X^rr>uX}CU z)qBM+m9GqHu=Uq<-Q~K9*cSm=jOJ&W>$nyIb!hIqKIb#8b3>p$XMN1l+IcI>xZZwp zKCSA(0o&cK{4P#_h)Fo$(g0f<_MzCP87HTm%-y7RRp&6sqI!tqZV37FTFlRl z<|01RsV9c0qAZojTX;>DJXFSg-Db))77QJ`c5SxR2^mYE_nrZm>oUL7b0M7*UM}a! zSgPak_&Oq>v|+_0A}3QHU!Qy42ItpZ%A+x#S+0+-pT*M5=plo8a{gKUPiEa`*P7qU z{O|LA;!u04kF9^N`?<++AtF|FzxN!f>rH=`v@8Hn5yZw}@Pa`Ucb|V2pZd+ejt_q9 z$AEPUtUN>&jW~1+;kQk99qk`>zEq z_67D{U0~Xe)%RJSqkgvYI@+r@RY3BVnbW#kYF~9<7Y-!%tNXBdpD@3NrFS47v(%r? z>u28Q)t@an36=zTea`xs&c~^yY4H4eU&P<}@Ba^oDep)Y=aTL_ZvtfJQ;W(IOAzam zoe@*k_hO%jnxoN50@cdSRsg}Sb8&eE{PV@?B0nT3(BGw4Cy~Nf;}|YGJ81g52s8%7 zw2yb1$5Evew5fQN(S^;#-T7VHoyi*XzzWAG3A98#ne0>V3oav+^(1m$k=HObf<#qpBs`y)1jsN&uE%<7qi;E#`hZIApv`95Cs6 z^|^989oMSHV$|DvV39ky4zrVNZgk~r?B#Dd8nU?@<#~q)xP2pSF2?Gg>vv}^pqGTk zp=CVt^B>}n@xOH3AtAl={X_5BTy)I)(c9k1`fn4lHS2$F8zbgrR1w?G&pT`zK<;kv z3%~v=_}O3lMXc}MLG-Zm4-u;&;(OoxCO-T7{~2$-{3^oL7Oe^(3g;VyFkro27iW<; zv4o3hoo|j{sU5cS^48*|c7!g~@om)aud0@1Pqm1>O`I;BZ$4g?a$|Jj=FjW%)HCUm zXAjvse*UZvm8TwO^SSFhFSmVXUf=Wk%$So+Au>i{%$Ho{?fvH8oxi)2d(m-C@1B60 z**(DMT&{&(EiC6_YJGgMUls%&aLX*PqKvmo9*Ft#$=96cB+7NBs>QJ~fB%=>gHj$r zd3Wl2nvZw$@6KDzq|e4wV9)!WgYTIQ_CL^jvqasuFP)>dujch!zkhZ9Bfy?P2mymr z45GV0bg^v#F6dfm(LnPOIR0TxKxavd@MT>*e)&f3$9gx2m zDA3=nh`q4T(ZlK7Y`@K!hcJsPr&9p~%x8UOVUD^ykONcCf9`a2s%IvHQr$6U^6?^K zw^jYUp0OWN7WZ**RMgv8&DWAHtu3twQ=bOUT0qo-7g_iSP-iLDsJ1S-8c=RC`sV}A zSWi<=aXrXSX2xZjm4p;T<4q z+wG}NjlNPpm_|Gx>-q5lbT&TnGFZq4m-K9Q$(VFV zxb20UtD;UuTN6<^g|S@c`JD6fXGe^xmL+4>ACB9(*5}CgwiIz_W``6fX}ZI``1e zYCGOLTXq>Eyz@|(9P)a5|3UuZp+J9^(ujk1w(cnA89s4nn>0w8gEkGAS)7jsV2ooH zb0;3o`Q)VoG$%q62bZz|r$Z6KIBOi!An&qR5(l7326{->8)q+6Evqup{=TV*#mi_N z-ZdvY$xJ=7IX7N&y(}44K>!zkW>Cxit%5d0Kw?^&kn@geTGu^#<@2m@uA`=D z(zTXn^-O#L8bk7^Bb6&{nJ426es-{w^Q87&)^gcYg_%AniIfJU^r+*y_AFVg9;@xc z$_xWiSz?LyumO6E04Q2Z$4v9-2^ZU|soq0t*HS{iA%dLxO;uAS`0O~^7f7``WvFJ1 z@{`C#C>iWEttS?#qG-lC*Yr1q84eEV9aYN}klP%x=t$8f-si2~0AO50pIt0I3DUfC zLW}`100KXmg{;d_vXNH?Zb{%+iTbkj4$?Et?+f;LAT z7mf3B;Vcw&to!_YOMi<}=c7TrKO0r|QRSXy=c*WcWlWC3{C-Ttb|oql>UCiCNB9LMVVxZ50<_VZK(&uxj@ z&NIJODR25em)o;lWzshCJ=Fi5*Hc}dx#OW8Lk|i3JVqj4H|=4*yV)W}fsY&d~j(K39A<8ckaM9 zOcHl&P@um{@#4^WkEjtLg`<{1Q&Bu{*-%hbz}cGh(SS|Hbe7oJh;zA9wf%$zC^K)3 z%j=>QO`EpDQL%ls;Q>uXXKlVFp`*?t^bv{x@m9tx95sjCmrm1WdSeQkb15{}L>Ef< zSA-&Ju$fNm5B&3vx(cm3zte<5LnL%d4OhL0`9F2f(J(Lusd_#?!r+5YJiNlTcTM z6D@nfYkdz$*UN%Mq<%2Sf?F^;0KBtnEr6)hvirl7j)cxr_!nkoqo+*WMEm z)ia+whl<=!)rMUDd~9Lkce6unE;{OS*P?kT^jtM>#g>f5Y9Go3v6aIFVV?P)JpW`@6De>UDky@(Ez4`1!|D12NVZ2G2JHF{ckbTB!$*%mjtdI(cPq}4;dm(8 z#@m)fY2YfeQzDSo18VDoRRoX*P@N=t@gfinHnW)>^+_DWFqBy?5&PbzX;K)WLQ+yF z+e0=LZPk>r0Cm<@oAn-s4j~SJG?gd=oNpk}X1!t(??Z?tE<%qs>Bv3=tX6CELlW@{ z#3YvIgJ|wl^IF$h*v%J^Lz%+o;WeA@OW z8-qF?R~rl=1jI02w{6=pdp>`TbLQe^+4!Nl0X=+K!PjCFgT8+qg1jnsxu zK5o8Fw|blRYkC{Jb0L8)aPWL=7*KKt(w*zjw*CnC2@7$140M7d5 zI?An%&YNE|AG5S%3D_S$9*24V04YJ%zOnTEB4l+M*>T%<<}BCA<1@)spi>9XZ97ub z*FW@mJ*MX0vu)-Sc=Y|(5QYJdLd5sJ_*FYLMl@{;cd`ax+axz_i`8m{v(qzdR%_gQ z?e%1PJACi;*YV)~{o+6x(u5UM;l*tF&3cVt7~oeePEStI?>%Ai!-fL=U5d@{1|UW> zO^da+@Z;z_q-g*sx_)Of%c4Mx7>0RQZC~xO8pCy?;qx!scl*;@W&JFyfXEPT@^Ltz}whoE- zB_sB>@73R5D)*$XN&Qf+r}~=nXHkpsr8UuyV+hadWjuKA(8cf8*KzYU{+L25_gxMa zcIwP>HPN0v3lQ`k*foNuKlB0o(rj$-J9kVZX-onmzKePg!^!3ha1GAR?%@3N6ep_|o6QDIW1h!;7_37K z0T+)h04TQGZMyCjj~?9vq(M-d#pt^Zmsgk7EPFtR0qfNYSC%GS=ZC#cJU%)b2cU=eP zT$y=p+t$t_(>|AD41W)a0isgMn#<`@ zD7N#90xoiBYSpL=fb&)aDZ z3tTcL=bzR8>TA!1*r8{T&$Z-0sLQst*&aEbGD&^3Y-cWCm3P`8iy{}QkU2`Y@U4*zx?T6!$*Gc=b$SG^&X8_ z;^FS$72f*(Yxu_JzJyo*>^sEqAc#bNX&m;nhobfyN9i?un=Tb*C z&7aL&EG@OuC4+t5Z%7ixx&O}R%;(S7pNHIMkx>iELlH~$&r5w;DOdH`JAHTl9?TJu zA{6HDVLD=>sUJs>&FguuA6z*8amIrAv4@1-(t9+izlCc8`+fd=teW5R{Q7x0kBCfn zbeZ)N^<>Jt9oE;V+wRhmnL`5gP`#G&Bui*sA4`2?#_XYKJDES%+rrT2WuK1)`5NV1 zI(5d+``-HewGDXap62ziw`8&UUOnDMjo9{E^g8T0;1B_)3NK?0CXEpq2K1^3X@X#P z-IedQO^ZQ;)xMbh5}p0CE=G%8)9L?@y+4h$Eji9Z!7nn`+WQQ5zBQ7?SsX-(;!Kg0 z#7Ptdx4Qk@Ci?ZmGYlK;{?Tq)Xj_2WFyJ;kz!2a+{w4dDA-UU6K*K;AZV7I+Wuq-U z*_35dqQs$CtdTX|y0`9lhQ0S%D>M5?X5@;Dm200G5YQXhG9TI3<${;7=uT@ z-XJE%^62{x)&dVb^bp!bz`4Esm`H7D(Kf(l(_wFK56*dXn=Tp%e1L(0>peEq;ozvl zjhlA?L;x7w6ywSKsy{{muxMKB?d_pyci@K}L7k`on8bi`kpj;egCH#Id|Dk(<9ndB zXqpCn-+^NrBNGPrw3VOFC)?h^S`iB_lz5pcupqZ4=Caf^(h(^ZN$n50nP<@(VbEOoO%M(+?TZirUkzq zBd=HXN{M|f6|q9Ww`C?|*``*Sil1RbY+51KUKISdbU7~QCElG=4rP7%ySbnIj=pA5 zw=18W>rX9q@}#!;JtE3RDf!tPeYqaJ_UHOt+n*ZX$T5%tJllZT*k_KXEXT2xmITE3 z-e|z{J|I}a3J!j^0d{uqBR~FeeDG7B!2ab6G2Yk2(;~a>aqrp<{QmEJ6|X+~0{rnB zL)QZVuni#?0~dVGQp#5W7sj$;EaQFCeczX0lL#Rhl%$tZjqgah>Z{h~K%As!{A`*f zytc1-?S>EvkRgq7yuV}?@X6`B>i@VNLUGfCezrQNCq1Y5;hd2`^O)ND)#H^0YG4HC zwLaC_(?%z`x5srI`C1L|X%MXI=Q@~|&&rD#K2!22mPzHco#XmQ;7hGf?z80aHCZkV zKigi_+I*a*NWLxgxf&lQiiQ?yQ=;0G z{0-?@gYh7M_qyz3@^y%FXXBxVg9p(#cOEfZ$Oi{XR{&GWjT+49#&lM`f8`9I->2nQ z|EK>aE?&8e-MwAx?(d^rF0i|^hefjo=LR$l!MP6m=XP-M;(0WS1*|o=aQ=KuHqo{S z!Q;}!3s@{$th)_B7Q+x3`@Mr>Jn_WS=>34MUq@Hr(48-MhN7@8Kg zS!D1I1T2?JbbXKBrlefK;i0Qn@WJ;#0BZ~kJOY_QXw89~no__D(CBs;Es`<2c+3t? zq~eyTJVlYNWU^i@By``TaAR;Sl`pQB!Pt7ehP5`|_sipuuJ7EBIVB+=D)1VBOChK0 ziUNPCwCDaKUYF!UfUy>24f=innt0k35GEc4@%Pf@S_^y)($h=DxJn^BRlM>u0OQ!H zYcb+U0cs%0djOOZlf~2cG_T@r()=&cgI&&LdkiE;nofa~H0~7iBINuAS_zGyrBpU+ zfK?iLUAIu4OzJm_n^!6YKoIgpcw&x=)5M7$7WLy!kypgpYmki+K1g zkD(6^&YGC<-vhU=-@x@}p2IWW`VL-x<~cO+Mm#tZV=heq;?)2aA)TPxWI$jy@X6_O zh)GcSI>``5o+H=w9Bm{`WzoP)(q&4+WULC2qtv{*xK5yy8^K2}BpG@n`z(tz8p!&j zEQ`Mr^pI*})N6@3a02zcO;hv7|!UDLo(ht{Q} zV!^_a0R_Ti4?T=wa{<-8GP$H!P5udrIJuwJhL8?dv#gNu(mgbNog;KKQRyy@WwvDn!KS&P+rgVkz{TXw9rR-uy6oU|BMA+_k#o!EhV>31lXp@*IR`I zI1xfV9ijBQPqb*7CS7d@P>9MTf$||S1rOH`7(z5`EXZPEEC!nt4`a}n=!P1S@=7LU ze&)IgTf(O;^QmMq1AH%ZhZapXbCycQtD)0$CAR8M0>p z2>IkN(tz?osvAt7}lz#1U< z_%|C@IHNIgqB%FtN1_|At&px-GlKTn{E!I3N}vW48jNZMyr#Iyzx64ncVotI5T!Mn z=oHdkPIF30p=6H;-t*fOOWg+v$h0ChRo1441>GLWpCJNGqt^Ev;L`wti&QZ6cjQsr zj~O6kP;cdII`|#r~Tg#7}+c^LXq%?*c7a zbnq|%u+Cw1>n@&u>KQ!wt#9M@ORr#9Z(tZm#cJV0yn-#>0APe7TN($OhC`R)VEW$W zZ0(J;aNfhal(bX0K1PyaF0L7D+Liuo*UVguABd!fMP_0 zF@qnXxVG~39^zRI*jPu>`&t{VYW>mkG{6rI~;@PqeJwFkcQr0V2UmEKyX;eF9*X?P;L)p)|+$`5uNwXS#YTwt5MsaNN z`w&7hy6hkxoJamuyjF}m)q`>G#QEX;3jrYzf+0B8Ykb@jmf{s{-n)2^^*W4LXXX1> z&H(y-TD%K*@r9Sr4Gs@K_NJI*Y}2FNX|dehh4miBd0^;cqMkn9v+V)wojZ@6-97B? zor5t3%jFKpEO2~y05|kFJh+RY-{AUG2)nyGxOm|b-v0J0SYB9y z76t(ZP20kT0MoYUox|nJSI})b93H&_vJH0k_VCin*YL=rkH9o7e7C{Fk3Ixr2(Mm$ z4ZG*h!7g{u`2bi0hsf*<#nV?91B(b8hi;SalC+62#gkaR7oGWML^FJyn>=li@qP02 zFoWk1PfeZo7#u4l0nU3kAJEuRsEzLQQ-LXCA-O%RtQa$b`3(G%g6W*Ya=9#$$nkrv z9rFUjn0m@g--l8l6(=*qSJ)wf$4NXYWiS!z#du$AV33=xA!EQ{OazXEcyIjR;3;M^ zw#f}PslF*3Aayl?*WB0C29gq8#FA3FCtHlGP+AgL8!L+a=Bv*5YP)2n&W}ZakYYzu zeevdkw2p)#9&+8R>;-TfSXLGYAlUp!1Q8({g&62c1z{3Wph`%}PW*@TzIcE{xAG~! zkFhJnNf0psVWqOdCy^n8fA7jH|B@b3!R0z+CVXum)9uMqD?QeUQ9#guL7P<6yc5~{ z({+qA<7!`{tvqp({geuCP5I4ZRAbXXhp%-U71(j_K=2I72Q&cJb#7D6x&GK8j6Z4o zE-s_GaxTZ{Ome{v1PhDcJr*X#fg6LNwXm1Y;ln@i3B3QuKLWG6gjvMzjrZv89pc)v zFW~8KJ&xy}dh~C9#jP>0W(@6-IXjrYvqBqBFe8ubx-MVy$MhyMCIAJ- z1eKE3gb_4QZbhsMB)-K4A^u&3YRkFdLv+b^c|Y*}ko`&z6#J^S7U$a2^97`EEJWj| zUMKQd$wQ@Qkp@Z< z4`R1@-^~^IoDsB^bxIoLep5*&{+&HA<^XriXfRiFPL90Jx2&tOj0SZcoAl7A8FOlV z;`fTRRGB~dyd1k+zcu3(i*yaRPue$yoKbqvHrmt-6htw}Tkw3%Vl+060U-cT$`aZ+j~)UAma#dW|t~=m8TjxBzP!>@HfYSL>{RoI7_8Z+`Qe z0RVe@d+7TfuU>l<-Za?VU8JO8gvDZ!m~KjdmXrj}OwLJwqIEJdCQh2xG))AWN?X#5 zT?&W{_|iDqww)w+85Ir&{7Kof2B9DFvss`borKUd$qs`SeZROAaD3V>v)y~|(RCe& zC?|i@?{Um;m+s8WS==jyXw1Uxyq_wnV%!XLIJ3GOi&WLoGEh-Uq_2DiB*19OSU@>OZcoz7T3ghojWVpzX?g(BN(~X>pcP}SJjLGu1kP7b zQ>01-tZ+#W^MF-|33HZX_aJPq?ZJnc`YVhH1}Su9~waD`KUcp>$?O65=iPb-X#Tc z;egf?8nZ;_9cZ~kzhm*154;Z_`RUJM@4-u;#=-``3;}e!!S$D4!Q+4QO}zZ<_i%js z9vT-A2A6IMneu1J6Xn>rpE49EgqWa|D4v>^yt_=A#bc3)#DML9Q-j!oE*L#|=IASb zmwlEuSk!>8?$2qaMh>->#C$$s!Nrm-;AWc^UnG|Kfefc{1+X8`>^E$yO3=zFYI$Jli1$VQzfspy2Z5%dpnsaJ>OQ82TQ^t7BZc zautik5>cOsOq8z-TPzk?DPvcj(KRtKFKZB733m8*U8LaUb|jPLwyd#0@Y$^r;uM$r z$m3!mWvzuz*T-okTqmrP%7t?deewwK-e*v}*=*t!bcx|haHSQYno#2J^;j8DvjWW5 z+|`5!k4;};r$G?FZfw!>p>10LtMNoXjPDdN`aTqjx@=pvQGmb-D9yr`kWc!jG4|sc zn9>L1T%&wW+Q4fHsGjSn7^nWvtV7v8zsIhvE{to6=X?$X$ToEhb?%#>tu(6Wv1pn^ zrK~i9@J~wyB$DvSIh~vgq7HOrAN88mij`C>H3*vnrew4dH?MR_1x_nKvR^XpSu5(2 zj=DW*04(aJ=&oPe$JMzMeW~@erf}+U&W*43O#A?_fnXh>@iF1x#ssW(8a(j!H{&xu z{aHNnuD8PNw&*QjJQ21{rq5yj{|v zX_}lAQ}1`43qEz^B%4h08efs)_uj`a5KxtNa{uY|CF|5Bg!;U38*+c-wTCHi(eqN{ z?Q`>IZM>ezi3F#5&1$)!*C(&}q7TJ5<@&F7XKR1u`*ANLd3F(Ed^S6&kI&a+pQKfs zFAp#3uNlp2eVFs;k)^gqwvADKU%VTF@(z*jr06mAozx{{eKi@R*XcI?QY-oM6c!+5 zfL=p-4v2s`0}JzWP@VtCdZkB))P1yJfMqQg?IEd)rkh@eC(%ZK&;48-uMp0kFXYKK z`eu)+JRhZ;j_+5p$XE1_ZEN zL5?dwV`AL21l}5aFb#oeY~18jkD_ark5K_BcDX#g<@z+BVHa@SZ&p|(xXj8e5gf{T zv?8Ki@aDi-ZV#i7lcz!0HuedBqTeadvGj6u^xDl+mtqOtG1 zX60N%Dd-x&$vG>)g?L6MzSHxdult+Zb9yd$E!Ke61VpO207hfqoD!zrnN$Afj2e^n zLV408$5vC+_&aSJJ4yN0?drbsT9QCe b;ZNQJBrj3Os1ZUug;P)1wD;MyI&;116 z{m~C%**5Wh-w@CaKzH{L&ph=#eCv1r3$8!^QcU>fVjMbWVvhB`x_oeKjRe zf-YkWTsmFSpi&pz9+}Z)w5IIp@Sog90D$s&z4m5ls`^q}r?S-eo926(esiDmKR%7q zS8D2h)!vs$MyKCz2R7Tr$MPhepa+2J&*}c^?>#3AK)Elu)aWDWs&9pm@0@fRu8ZEA zdTq%NuKc{QDNJI19%UU`w>fRUYQJl`O4{jmx5-(}bMl@PGKuS#{m@2)$=*`@d!kdI z)KO~tu*N%U{8k z0R28KpZLVb@!*3G;@5ud*I43dwYAC zp+-jHU>l3KyyY=ics%>;GdMb4gW8?wroGsK7s?rs1Y%0A)wTwfg34y?0kQ?7mQ3H; zQcxEP4yHmfp3?egIL63et+Ch)W9D=&#nomBm`Np>+m?kDBR&}-8X0om_t4Y)Jr$f zQs7Mm4iQ0%xzd$24z3D{0!AayOsRt)j)k082qy|ksCGX-;{$w<@nm%+Uw;pjAX~np z0jJC`9AnN$g{4rq*ds=PK&`w8k5P zxmM=hm20^+pS92U?>SIjd#<*>__;adP0xcgp3Nz+H2{7Znw5N70U9E>rG-1Ui?@ID z$ME6L{seX|U4Ut$3eq?aI$GoUvoGMk5@o9ME;e|hh6Y7IbPa_*4Sc= zNZu?xe)P$vGq^r^g38weaOO%}uYYo@$bMaV0fiH`jKJrh0E^V`YtAwK=HOr{B?l zlf4KuUzyv}(m*QtwJh=$5)Fzc1_Jr+7QQKY&Rmi0QR>5-;X#+0aZI)^`zXIF0qzul zZ|kq_`(*wC;_WSR&5C*1+ug^4@2L>t&efzl@&VY5Z%uM40%`+6=atZDaC{= zaZ_76z&0(cu`m>KN-dW=*jeu2sN0}z8UTc$8}HvXAT*{ypp;C_xpXRPF!Te~>oqQ4 zz64-Y2x82+#pMeZB6A{OwOYYBkGuD7V(5GH4(Ns+i^T#l1~xHs4;Y(HCJ^s}j0%Q{ z|H4!t11z}4({5HowCj`%3Af$IqD z`MF^juv{+lcPv2^IB4a6?&Plq$oSbp$q{9)-z-EdMR&>&B3-+#gY!PdP5BX^ z7fMgMR;Zk-y5b|}H79}NN!c)7N$vNitol?@J zpwHQ?Ff5`YcE0NXSLxSj&O`pJrJSC3sQh#J7xlvN&I ztsR;1e4C=Hi!}bo@o9xg-*>I+tts$av;nL(FLICRHs$~VKRd@i%2}3d51E zACUViKI=i~TZ@O^`!0OsXFi8ZZ+jESHfX7V9Xxv1;rPxyJoo$G#1sGN4}f)t)(7|@ z!1KD~lV(D`2c0nTFQ$(K8v4{uj~P&VSSaM0hiP74^09LN*Y;p--J`O<=f2aWHcxX! z@^@*#sL@34JL&kVjjVbP=yjq2s{CEjSodk$cx8L?yJGEUV@ZlFp6Q3Coy_CnokyT@ zeQQHnt$&5Q*iy8t)nlvCQr8{FHa$@Xc;3qS(Y$1iAILrwx=>o^nvYi3jij@g?gc#_ zEem2(^E*{ZYS=`ziA$kw-?3LGsD7Yu4U)H!ufQK)&_m= z;k?JW^XKs3Ls!tWEvPYw?%EE~Lp5G$vbVR3rm+Ay5Yn|WE&^200NYx?HrQ-7Q6Srx z!PnZDp_&0eV+@8(2cX67?jFvaJCDU;Q83t@ogF-I^$G$3eYXNF7P#`jgSdP55Z73ZZj3^D;Ak zb}u)qL=weuHWtA-kXfdzn@K465Z(PlyyglaCSU_bg^1nVb&)3;LRUbBo!Tf>Qb9uUFPf`4Gf7eRXS$h!H8 zRyKOaD>lNUu1 z=(VWp*G7TDGci6~^qcGE@XLw8J%k+M<5~AYG+L4&jLXZ%wUH746A>&^O?ciJidVjl z?c=Px!O9sxzfViwcVqT(0uBxiu)n_#Yb<<-C$PIayJ(vhM@PrFbN3!BV$5=kL2nYc z8sK~fz`>G5V-|3paCmr#P1j-L0|E^I5jI^nf-9ukn?L|XPz^u8IYOK2U$55ykTaND zYq3}^(GMFq=dfO{ap}?(oI8I7-~9G>v1k`KI_{8TypzIW(w&ceHvl0jel0D*!jDz6 z%zS-xjT;r-F$+2iRPWO@RNm*z=kh+<;9LTntPI9e$fjAMX+3}eu6JxIP6~1vOU!)= zAz-;&qVJ;zf;=f2Ev+G60aRpr5BYxpqOvi#nAA=hA0fX6hBF)MAta<3J}M2@I9`*QvV zq43BOLd?jn1-17+&#!iY%|AsSSV52Z7x*vLH!z^b=p{f@JT0G{Q=%zqM0q_!ywBi^ zl_!t+I(QG(PO>KoIZ!CYnqK*580j~5HUe@7muw>uSOzwDh}#yjVIYG@%9@*`w^RUY z;TzlB6)B>mk#AAVM$QHXX>^za;F3O4v8$~Wz3ytKos|Ygz@Yn(zGH70BiE$@w0hjt zJ&+7m@BtL!dQ8`v0~BM-gCX?6qq%$zAOFm!@ZKN)2o`($2ry`jMQ|R&YK3bryo5je zz5jxP@4X0g9l9hRq#;zEei;)(oZw5tkEBfqF&6}10m;wRVuBH(F_d$07;7=i0N8E7 zRsJpM2LQo&r38yQeaLHm#HZU0IT~Q=e%64<91xd0c+TsH>zZ@5Jq^IqZ9=>!$F!|| zNne>yAkTx3p=dI;Jp?~Na<%nRYtJ&D3uzqu9ZKFN>#DV(jSBjiZ3Yvb7oQT?8Zz0V zC$D8H!;!KKO9v6&`w}dRcWdiLmx9h|{BvWH@5u0ysw+Q`Os&)R$30*7_Bg53)}#i) zQ~G1#F(JR#o9vZ?>k($Z~>RET!FO~*REXy5utYuAVS|e+`4re)&jR)yM+rM z{&0@>14`>EnS_NrKxhC%@m}@C0(Nll$sM<8nw)JsgfWHRi8rg1nv-r(A`SMlPDFQOj+vshsF{60)N$@bpI(@`=)Xi$tx zHzvADQaPp^?iiYI60)__-A zY>Cn}9oCl0sA9TOd8i3){fumHPEljyL{=z5=^C&5u7wi+ZmdD?9d>q>(c{AV?DozU z_fb7cC(+rs9NWlqp-xU%*v-Z9&J`)p;;&N$6+jVBEomsnEBl$>-L9L8l1`RFU65*e z%FpF`t^u+9o^ofEZL{TF)~SD&pUo-V8pzh@BJ1Mc=Rm}1=CG!SYGqmWSw6$ON3Y|E zQKxn2x@!Qg27dM5^4U3~NUhAx?>0rV)_$#T{CrH-Mxa2f)q=>t8(?DsXm5cZ`tS$v zk69B*2;P~zV9{>G6#M9sSHV$vz#v%l?jm^nCndUk-0RuCc+)~n0 zf_u5nbf)VXxR$p})YifrO}5cDKNrfmm@B%T*E`QXfihs~ieKwjZ5^Iebcjz4%+&ag z?z>!5WgPevNXhw<&yJv@lvK3~XqcnhY3Vd~Vk*bZ^~o{GxscvxaXrT?(=<;A zA>>>P^7G6yNO&u$wrjw*#*-w-E<#tfl+&-R=()Bn6s4x~)Y{X3&lz27ePcaIhn?yA zPg>tnx6o^+R)=hZ4Jp9~?C$PO>L=o4v&vII%3L*8>Ctso{@W~P0R28K-Uoc}Lm$HV z3+HjXTH$bgjJ9cUc<&Iy@fv=Jr@Dvtj&SqFO}N3qv{T_21wsVqWDNid)3kW%+2?TY z=opR&Ztz$v7DbYp_@04x4qe}YtU+rnj3vBu?NxmA!yg2N(mmQ*i}iYqZqvonj={m2 z28V~Y@SX2Gf!nw5;@;sAEclz8fp+pq@ z_pT70bEQxaLYWnNDroCh@Ub3V1FZbJRycfe>zCilf7!w8^( z*4;J3WPY>KB^2t~+{pTBecU$hlAc;2)O|WFSR()k6xS_L43jYi-Vj`C@!&fi!zcgL zPvi32-;BW$)&Lq179jM8$N1iNpTgI_`k!(1+AV~m4R(A$FaaA^CM}ZvltwT9=bTH% z)$utUYbxoX*S_X=`g2Vuy?^zZsm&pOJ_ocTD+@*6YyFjTvkmO>c=+>e#sK+@_T;F6 zYS|A>Tg@v^0#bS&PKx*C@ANtz+XJEzS0yuzZ%*FdMvL0snauqut*W*4ra`D2pX`VH zoD;xq<5P0|5fK_|F!*}%Nq%#W9w3Ai@Fw6(r#{^ zS+9s~OuBkje!%4npx>wE!i5WX?9Fe+xl0%Ei19RSWAf<;Gog5D>_B8d z#vl-(_W@)GPdxoJZoGB_k34V{UDxG=XWqvQ<<5HyZpO~O@1v`s8yuDlz>@XZP)tO|OpD#fGk{G>x@5fU;?BkUX#$z(noaQFtJR__H$gJU z6!VtqYuYv|01`xZT{i&}S^#Ngo|(T=+8F$6w=a2OMKs>4&DPy*7TMenBVpwf>@ofL zbRYsT0yrT|0IW^f=hJ$T*AWrvlbiTcUp1wbYB@*zy`)k8EGc08c?lZEQ+fWb7H=$R zBmv%>0xFdSNlW=XI~YpkP_`>i0O#tG2ANzhe^2p$TG3(3%PUxPjHLz`vVS~3l9sw? z+G$#y1Rid$09G>zrwa|)madc~TlgmKi?0gs#i*72ext?FajHf~w80dLZ0HTRNk zavj%Bw0Lj$;6cX12Lf4(0ffO4_O4vQkN?!C@t%);5P|PAHwM-L{&kpiA=^EjwiUwe>COCV#K(t=jiM{X{xG=Mh3F&+;6{ zN{c>ABd+8PaxV~#_l4`{;6vX3weiWlrcY(J0Y_P%1muM2zF_?Yz66?iY-*fR?rFXy z$6eD6a(|GT^wY31S$K`=@ARI{^GW0Pa_lwQ@^jnvr=(HMW2@FLGL+Yeen#^pu21tx zeouxR==!oOa8upOIfu5f*lgC2`d1z|Qbd$jgq{6e*tUUf8a&YKz)*{W+jju(aQ)Tm_)lN`UHs|) z?VpBAjE9-H_wfof3Is~A-rsusalCf>4u+(J41I@gvq96uWO2;6cG@Mp59ou#Vt0Xl z=;7N1g7^4?uYVn1`uyh#r67YH#1kCvfz|35PdxEm93C7Y_;lC!;Lvv+D8*v4qGW7? zrdhxw;c6(J{yXOp!W7)Fpz)y;u9;~H#;jfAd)qk9KR1_3e#NY@4RZh+yW zG$Ewx;HCnB8LU=}y!XjaVlWKxsya@t$Ir;;r4ZaEXyusnX}JU&I)<0yDr?G`R*W*J zqOr|>=mEqSKom+Z|BSI|<2Yu73ym4ewE*ScYv0AWnYTh45f&hoZ5Hra`H}RT>1Y)= zFd1EXFpR%i41MDvFBR~Ez zeDEheh24wi;1V$3@c?ZcHg^v2{CA(mli&O%UVZ*~pm#7nfI@&bz+ft#7fL~%Q?T`# zAJ=j{A(tNSX_Wk$629%-Dgb30n3(erqT!d5ZfS5R|4j|Q+vCOO03g>d0jWIklXZ-P zK$b}|G)<4S){j4la?*a!Ko+A}Sne0+eG%^qjP%oC4X5cxY^yXp%Cc>3)WESGqwIhF zE<{&w3I5}AV$hl<1VHTpenyX1d;bBW!FzIYufbhq%yK=;ze5Pw6EXA2Ez4w%ClS$@ zaIrFXCm9bk9rLr5v1yvgG3&4+`K+daq8obYHiE$FfE;PIXUrJdE=BbfPSBr-Q8WRHXBf5arw%X6uU<7E@myheEBjkI2_!) z4d()W<2U}l_{q=x6fR%B3}b9gn&!R7&<}9k0FXiF0)FQ|{KuFeE(EmB$CDBupQ20U zk#TO<$HW+e^9au2Ti<>hANjxsaQX5jFi2+x&#v)?8vNdW{x7(D_a3|t*ladA8B#wC zfOl9dmS~Ly$D*$`D=Zp|{hdYXi%H42N=y2XGGJP3f#mASj4t0H8A5i8;&<33-zFD+ zAiAhI=ixoUbsKDk9&IxU1n*p`D`tk50z?aRRy_D~=N#I$&HZNY1eu+lrB=h zNFgrUmx^piio~cVmtaH+F)2Vsp%u_H76Ac+b1)$)@<~TY^|6qogrnz_)xbEr04!2y zX?l9^WnQ^iu%-n+QFPB|L8ley?O8-sTpb{ zjr7>`9Mk}*2D5U#$$2}8p0mG)DbENY8vFFRlIx9#iV&|k(4E^MY%NanwPs`%mCG70)M518@{@aQ6;gdF>AVU;py| zjW2)s%LpOh!i5Xzq}HGx25hE?~L4 zgX7gPf*;_zHGH=Qng-q&3~&g}Bfz3D77Z+1KO|+Q!I*@sVm$>by*^!k;gaxA7GNcW z@-=I115W`6E?yawII^)8H1r@pGHZ``dg;86h6hk|T?3+Q^1?C-f*)M=6bK=}4FkN3 z&o;(JV@KOYqlELYA}+nAh)aRP0CP-GQ^sXUU?-C~jrAa%@|Lc3Tu%)U#D5;a4=}C8 zV$r}Dz!0C*jMs&fz%l^jz=^8HAZ-EyA%u8CfgZC~z)OWwOuQ&WRMe$UN*UmBANBa= ziUbpSPSBJ|{DSi-mjR{h?{&+#E;X<+Q4~??N>aIrSExlp2?Ek}g$WQ66({eKmZmV0 z#KeptFlY(II;qW3K?~9EIR$7IWK`bG`^gvtClp2QFUI9Gr-<^EOT?iE0a+2|FbV0g zuuULT zP20p%^AOPZfZ^y6w_do0=fCkCJpaT~xOe9+IMYHvz#{HY}d*tmP>YOtYa36L5q>HVl6PKFjfCM|TEe*OxniC9--cplrm*g7EM)Z7@ zDv-ScYJgI!Nt1ddaVIzF7i3TX#9}RZd=E4KIGhw^uVZw%tvKtZ4Me+IcxHq*G@ z#GKXSh2FbdXApgteVyZ^E$woNU@QU=49Bh@!22E^ zY2zEhrOTJ$yvOSJ5MTS+AK=ga*)J!c8sc5!*1{*ZW{-duUU~^28{O4iydsN>F)>pw z5J5)INiZCt>$=FuTw-{Z@Z!raW7BnrXR02~1A#1>;9$t&?!7~-*BwFtmWw5piv^C3 z`^2bYru4oa0Mh`0Fof}xf9Y+!dzlCz10SXeM^>&08I;HG*{v=zLunc1Sn;+g6OBnZ zH1q>t$`c(R2|T6DbKTmaE$iN_Hy|jUGRzICvn0r$38**Vav|DIF+Pb%AtD;X%TaVGt9iDzgpkvU+s&8SlA@0>!c_oJRu z{eD(x`CrsQN7-8bf_o{gR;=OX8=L1kTvJudZ^+WszRm{JLFUPZ^hUqHJ_CqbU6d)_h~VW zg|UgDCN9XWk%qxbiB0RYGA4O|F_o<9VFg&RCv@31~vVRO8Wcb=1h zN6a1%5KI$=fVTky`FwA$^A3aaXv|cRlWvAGMw)+GYe!>(V0fkVHeLx=Q>&x^l$p%~ zQBHEiMaPRvMQcnt70@(oewO3Oah|vA!&%EGM z^7CAGvZ~d9T5YV{=SI+_7L)$RDRX0!-);L|uMGyyDF_E9l-Zy`1aAnP1-h2-_81Q9h-w%~frD zYzUG?$9+nkI7bs*YJjOmx29>bjMC4@{msAYvBl({nFXDyY}=pzON+j4ZtQ!=Cv$TE zW)5@#kxn`pRSnqYcQFM6HMyYsQ_BYs67&cPlDRaPD^RF5Zn*-SOQjSjVy}7lw zZM{mj<%0jlmjRgS*yej!ULQMGbiYD6^{s_u)c{|9Pw5fzoj-}9jS8ebli$ttnT<74 zFW_fR;w3fRLf5bRTU>=J>q>6wjkVbH!`Ob(ZL}^`tS>^LOmL2%m=~x{v$OKXE@uG! zJ}otu?hFLeZgxK8L|f(q-BvKp*=t za*hlNLcp>et$~|Ohj>SL%rM&f4&D!NgNux7aImog?4H|4W1Hv}ZYli^kR`;N8u4ng zuHV3Wmtxc?Ux}vO^t_MPS1{P+&-t1*!sr6dib(t!V~NNZ3~nggeT_Bge(zBrWDw#< z0V9=udD2c4@B3yZ9qDEe!k8(a=a!XBEi`ofTu%*TYhf(MI|Zwyz>z{kDK!S z!;q3EnV3vZzE>z=@xzE!1D^&`?gpjn^R%$mm*_(o7BZ$hZ`SA+kWAwh$lx&2eCpP#J(tN=t$qomvg0)hd&C3s`t zTZ_wYc@!W2>CfWL?|CPDYY((AHj1gLrOO!$dfxB3PK*+*jx7K;Too6V#@{7jUkoQq_f zkGV2uu+lV;ZOJtwpPSnklGl&*Ve*bPM##2geHYOiZ)b?DBwl$BAvad85Ta9+y5A9{66PwC*s&o80czk|8WucehJ9>`v z8p}TwO=Q_-aMfkb8#T*>kLzaV(y!$PmVX&QCZ(LTAYhM|W^v1~qg1Ye#euGj0y{pKwEvYVG58BpK%7={kE zSpuB#oZ<<8@B^&zFc>_YRa9Hix`l(gyA*eaq9wQ$*8;_@MFW&TaR}~KplER^#ogVZ zxV5+kE5TiE&N*Y;G4hz?Az6E`z2-mXH>W8h_?#?Oas4*(m8T2=@GlvOW37mr0PyCx zFQr;R3&bU;$VF*p#K^+h6Jq0thWQIGsh7;ys7K&6K#4dcpMG17EO+YTHVB9b?7DwQ zO4q!{UaFLVe4f7mdtboe!cd5|jN=Ntu(|zqaeb)|Pr40-j_!(v$4d~@&+<=x+ zvp5Ia^7VR1b@SX%FdV_fHl||=_t>O$7Pzx`c8G0N9`el=9+Xh3u0>kvI&~q_m}n$# zDh5azU@CkcBDef&cA8~poP&Ar0EM8W89nVZy&S%SF3+pj$son5lmGnaPz1w9ydr9yokLhFv za$bfg8Q%V9#(aLa)D=&);fqn;ep};2DlL+SQ`;qtT!+dtGYwJH#Zd^@ia=9^x z(e3rsc&1dZ&Mv3Go2i>~XR39=PIO)EX!~XNOW0vRIRcghDGuKiOeoPUv*2C@ZvQ@3 zZ|`05iYf{bo?Tq5crlx*t}+;_HKMgyIrk(pO|c!JyDcbCY{X%=9d`{YLyMr{9Cy7p z{r5&9V%FG($3%J@i2?EF@8!-o+xTbdxT22gE3nZ<;?B}L#oLe;y-be2eX}FMv&1;768(pEbc2v0aw%Ysd`tMW(*!eEe3*F0YF;V3MKhSLCKC zPxMLl_PR(%SMUBZ>f$FL+DS>OdTjuj(rpx2;nBQq0 z?H>Sa77fMz0UGAq#fLmgL=$Y##sYixl?DH5cKt?w`tG^#F9#k>^twMNnamnhno zKN06iQ~s#!kB<~KD}cO9!_Kc*8@}7@z~@TXW+Rz-Z;eqQTsktpg8$?COcsCip~5tDxpPu+{L<;`n0*RV9-5hs?DhMQ-=VC~sr|?5){(|r#j5Tmm)&DRuZ#5E#~yM;Q3GrROAz+O0p;vfO9rUtd$muy-r!LfR+ zXRzD=Zci{2#JaNt1k0h*gj_=SMMXs;1*P9Fc`uMid|v*2mHuTo*;OqkYJ+jm`#w7~ zD((q67%YeIR8O~eA2saRDmAN~xpvNMXw^1m+X%_g4R^%ML#};lCFKD-I|vmEOOYYc zEsLOCWEHmbo>M5! zP2$*6?}luEBbS1NOmQXK!2vhw!s&?IJCF z5>8L)t0W$Q&fR`EngPdORy)4Fv7ED>X#fDH4O{Rn)W=Yr*v3&?!#!vS#Wt4Nkc(riytorpj%Z z?{P{scPg{)id=aw>kZ04onw4v)Z8mKEN|pk3xdWC-1@|>Joqg)a>vjUN$@GqIuxh7 zXjhjUXJ=defDDv1&BN1!Imsw1LrhCpP(Y$@ruT?L=g`ag=^YI{rN3OJ9N|@BEKeN5 zwid&MF=3L<~ai>XXnbR(l4e*c8kYrvQ{tTIjHXsh~-z>PEHiF02 zOQ8~*Z}7LH0;G`~5j(I%TRe%Nx1KfmZz|#w&L^9@D8$>_MelfTU7?M~+PxYXyJ)Z- zW!p#^B+!bLiwp00)5!0NMv9Xfi<<=iH}L)e4ph}$NGd!Ns`llMa5wT5mSNT$EQX)KyZTc12zdNGN>}GO8;F>GS*u# z#fHHLcO*a;L>JbBPmC0p!v`)2B;lrLy$anxKCWGhAw(k!zwUI zrVE1< zYA41D<8yJHTs**CwtUZmL+Pba+Kl}m1ghLer(mjR-wXCywcOO+AnS2xzR9Io` zFM?UgI^yA%c9FH@_-c{a3lspB#uK2?3LSEYhvPKRha~rI7J4Qpb;DSr9)dtKMEIKz z;*${KSiQAin=?GFDHV~H^GNf+6OMNu7ByDD+%s@Zgidf5(|Tjs@h?~>K92l_kytNB zgy_fV-@L@7HoTghpUK&n-ZJ=e=3#lE_#2E2T64Rt7*UfpRxa!__B_7}Q0p92+V*iO zuE-oUQZwl_DBoTM%$Xs5ia;4g-^Ak4`P195HZu1uUr-Il8>|?XoZ|c3v0nJ)RVDGA zzvf&Wc?q&9+o2hXr4WEE_I(@dH|Hg#{`oez;oSbqB!#mhK!dUm`tZv>@tzG~EY#1=Wkq-#XW|WW5*aM*! zE03twh*#C77xSM9=DmxA^fE1@EL9~ z7#B_e^53xTG(*})Ii6%>;ld>Vkg)q}-tdlow|z|P@uVPb>1&PjY;8$TIze(^8Y`R0 z*Z?&K6QUg(M_sQxf&zKvL!CxwVh2vkP?-SRC8{(!Q|L@yPjD#FXm2d0%fA$*V9)0t zTskskA1xab7dKR0MG>NiH9x?OT?OF<$D+OQvXt9njgZlfPoG3Wtyat0uoo##RF^)T zM(DQ*N*oQv5U8c(rg@BXQCe@B3hJbyCh!?6J&mqYEZB3bC&Lz{74=v7JaE2uPx)YK z{T&u_t-?Y4l)^BeTT&wr~e_Le@_LKSu1$V=|b*Y|EqGXR<8kmF5rfaZSee0HA@hiP=a9Z-sC88ahatIHl?4h}3FZ0=f3EkT8e6kXs$?5wm6cYTTvH0e5PErqe zlDzVhG4+QG`c7P)@jCTz0d*$z@ie6x1*Rih`dmrJgcx@*6@J{cDI-F2r;o#JutCwe zCuCu^x(c)&G=jN%4jinxT2{!E=m+9X8pn&Q70WkTJ|FSbN%b0e_cCcbYKiWp(eH7u zMmtJ`vpq))CYf`{WXD_x$NC{X9+=Cq53{15|0Zm&!I$-ab__}GE>AinWN6Ky4?L7= zS$}9j83V@{fT1@tP4Kwhrawfe2W|-33K_l!lU+PR97V^PBVj)n_G*tHsU7)Y=K0rP5S(o3jG8+1+Z-E|b}XL_h?N-duqECq<;oOj#pH9Fa6ud+MdH+eM ziuU9J*LzG$x7-e4tHWF9&7d%fAGUw~=#$gGjWU%r$ad6p7Gy}t6<4ccu0zOc{Ba{9 z;Xk9dr~QZ>t)cY*9!{pdcgC1dAxf2;8enp79W*NGjmY#ap%Su$?nCJ zvtrp%rn_)s;d0_qOvzKi7M}UQ0?Lc2f8#NA0p(uMBt>@#>m0zKDi~E`Q!%ypB(d&U zx0*QV^EP9A*cs+_FhJ-x*rC`jgnhB;Hyaoz)6=ly&aB+BGxqiJHvhl866-omDWLII z4s7iL*V(^DfsTRDfI$ttW9%Sq&ACp}W31%HqM-fbkK30j_%_)lAr6JwY3l`6E_JV*Q$i? zT8KR6t%%k*G=66Y*(+;7#?@O(Z~E#KLa{+kddsf7t%vlVdWtWlsU<6G-B?&9 za+Gdf;_=kPWPA7MIoQ%Okb8RAo1^m`VAq%cu_QW3fB!Ol@U75ZOxU|Q`5T!Anxa&vLD39jfGw-EJym3q|94Ef+*M=8VQMr7HSnYSt3>I+QS$7^ zy&5eh2RhXm7Fr_DjDiDBF3FK;#gj%zvug~`?c-$NU$2g^!XN%5h6l1>pb+V>PVIdxSnimG^-lpEi{LSOv#f#186-SYBq z77*gih=k-aCQbQXBvZHQcrR|TW3_TL$o$mfK=Gt-<(XYhP{Je7CbtAqk*)NXhoCs? zYYDSdgq!K7%xSyoBu942wm-VY-Fd zm1_64t^0y_`@&Zbx5~CZM>$NJ!gEKu^5?lf1;*vO*Gcs-9JbP59M-xhR+bVM3|&?( zelzQ@W37As|14f}b$9TdRn*Y3`;?V*w`|+~uP`B07UVm1GSewgNDLY8=Fvj=nPgjI zLIwkleip7Xy4PJkTFnY!hcTmQM6c3dPqFxLMyqEQj)}^9C7YVBa&EquHBG%W4qvWk znIYIC4S>c`sw4{#l65Ba?Ew=0NKGZ_&~m!6D0{Ax>Ss^-vWC$=0xzXOfVU!&3!DPN ztUemj=y82cTnOrO`@#@y_SDjfHcjhiYva||Ra-VK9ttTHONPon;An(7)SggMp<=_^ zs9_e1c_ z+$DoJ7Nf0PqD^qLc%Vo;$SiR&MG2?HW20#Mx8r-`*XE#N3^wiDB@+uri%Lb-&YN9v z=AR3gs$$iRlAje6ubDYx(UZmg3VRv_%{9!xW%6<}1OLgW?LXJ+jidk8$l+G8y#=hh zo>Hm!+ra(dttpsA4e~Jt4#icu(CK=*qSpV`tv)P^jn-D3TyV^Yi$V(QgDNv9D`NhxuTmYJ~e% z8e35JJTRnXW0p_*jM5aXc7qMoVmPbiUj`YX^K%Np(fXjp1WUC!Y+(sD-~`m!XeVAJhz z;pCii)t=lHC5aEx4E80&aq#_kqdMsrXHG1y{SPEe)c{JC)e4Cwo9e~b+mc1kkQ(+q z9Y$F4`uFkPrSQM%gx?G!-$%PFxQ#XfZoGxR?gL<#X*@fp zKFO*2U;PuZa%=u#^QnfE8}Mwu-ZZ~ddu`65;G;sYWmSwUK{ldjXlN~9C{J5JPl2hG zD{j^`rT7&}QpC=i6=Ks>3}kD{2Gy8E2yv{!i7c{N5PtGjsJ0g2f{glT zh2k+kmM3Z*eQedg>@vyj>J;Rz6~Dea^;pmCWdDmjjLngO<7hj-Ax#bDJ71V7!Ua}7 z!B{%01u-4?JjA+Fm!9{q6eS_{Io06e@O)&W^Oj#RS1}|)h{YErl$t5JB?mZ{1$tmj z!}vqQV=2U}%=tuLWHwD+U$r!~`qS_yb(^~4$`$Wo%ViLfOK1A^QbI<3_-p=Fdt=oV{ z&*=^Ep;@Ho8A`b`a@mf!z9M}3eh@~n8I0&Tu+#TqVbZK4@L!s~_80`i!ckz8~IM%*Fdhf2qbN!9gp(g(}Wb#sLrPR8g zO#{*66}lKBe93L7+Q&Tpp}mOs9u3j&nTLSt6VlL~e@{r_MdHxwhnu7m*xkqZ{K=k2s`~#f z%?_9Ztf#gg|0s=zvdy(8xNxb&sQdq=H3K9V#9J!=J zK0T?dDBsw@*r~+J(y@%e%=l_*e!ECq*lk^Mh3Qb?Prr~8n2A!IkJb|`j43H>x!A^^YJOrmK*UQFR(mR*2isooip)5z zjLRo|fB6Z7)YJ2bKuAsI{|llAlL&^-ui36A(KE;AI+nBT2Gy4F%`}q`!M{RvYFUQU z_%Lk)nsrL4bt^~s>vUM<)NRVVJqE~3|BS@m|0(6kc}<^7BmF6)Cc z|JrMKdJID*uUlz*l_YIr)x#@&$Q53GEa@HT?h2)=1@HR{K}I+D|9m^P#Kk{g=v_H5 z6R)x@t8hk=cl$Ttovvo3iKKqlC#>L=1x(DnG&Iwkai7fN`lleh)(lwKirAz5NDC%~h=+zQ4Td7BkG9#)W z$z_o)DNqrWIqm?gm=ALN(QlLp98e?`zmceS)c4VwQB1NnJw-hKY$aW@s7UN8b+fdTuRC)~*+OtJcQLmcVArNa$%8a8*)3G>5R`y5xA8$j4U zO^=)aw`+w5^sKK-!eJ4vuyqOSX9yTN*?Vf%6L<@K(KI|2&SM#ZtbC3NFzmmBtfe%> zWulVtn)bQ+VR64Z;l}YngKKMF0${+ls{ZqHgm^r>+P~CRolcu3J)I$pt8M-O7={fO zDH-h`wCfH$lW!Zzzh{G8@YXX~(>M-Pw^M&f!(s?vS^KBqNXx{JK3u18fx~p6CG75ZO@_hW>`dKD=vj z7&r$D``Ms}oUp(-PexLkH@W^Rel%LVmJ|(wTyYWu?ifEp%n6U;>HX zFzZk1za~_(rx12{1F$p?OnN5wun34d{odrDLr{X_qNQpPH|uotHx=?vYU#w;Yh%CK zE?J_P@FKC{P+s23GA+uYx16QgSD-AZcY^!82<7pZM8A9dZe?;5kQUlo}v=0Z9Sv%>C?l)D5wv-dN>oLLda-ed7L{Q z1f18~Fkl4)xb$ITUI{D|VpIa?EZ*uUxnTT}&fHr(K1$rk&8@du=>~qsLzo${bL8;d zx_bL`t^J^lr#b?J2@}qv*BqaZ$-}?@x)|Yojqi4#idrM+p`HeyYkI5Cn>&Lk@meL7 ztcdWpN)Xkl(6P#wdJ_4Hs-S5nQipcG(3z;cv&n zrF-*-pJfYs3xor39+))4Xm_Tw+Q_O5`n|kYf2gc`QHv5|FB#|8oe!)YetT<;h_Y(pN;n&x&g&2kxXlMdY#{4FoKY^gxWVPaK$ zqTpdGI7aCF*W1Lw-Yx#BY-9QTXoz}ukg2hg@Ef>xZq|9u(XnFT+1leXhfqT&U|4BD z9u8^lJOn1LRZ(ZMw0^{z?!P6bB7!NQ8QvihZ`+G+po~dFybF*UB@wzQ$%8HSm(|k< z-=#n*8?srp>~^?QS(L{iS~k4g6(ix(T5l2FCIxAdBxCEzFFNvYhPzA*}Agw!rmKYZM2{|*Fd_ne{e97(G{sO=1!$|i>OX072 zD!V?33Uj`**5{J1m5+zg^YeWM* z;(O(04$S5GHyux=2|rSeBxleFD5vN|Popf*ClR}9T|ptu0h>s7=e*B?JisfuU?DpM zLnuMK@2bz}Had1PYAM0Fj>o<8$j{qNjOjsGK)?3yU!@n)CCZOyLr z7b&G4Sp8Oaja|vN`=wnf{;Oze&Y;JJ-`;eG*H$bB;om{Z0gNkDhv{C?)AlwP>q`A7 zsZ;pc7p`168lZR@w0EVd*_RaWM!nN6`-q7^6aRXbq2NcEW6lS0?rx7aLYeciTaA)O zFgWr$rt`-Sw-a`$xj%FUc}L}5M3mMnj`_kv@YCi009>XAt}Vjn4nlLAr=27tPJmSu z{OT)*OjJ0b<-mn;h=_c+6OIn7ggb2`*)TCwf*C%JRW_bgB~a8xVSY+m zJA=$3;=Moi)q_B#Q}rt@+tURMo$Dh#>QJ2{7bmM=Gn2oS(dmC2-2168S7!;>)IGA@ zvU3WPT(XAP>SKOVqe<}H{>I)l7YpQE3q|A_WjL;;Kx6{7K6@>BJG`CQy1OGk8N=Z? zWQS@`rMh=#$Gjq^KJ$=##3Q^#RAJUI8q*}SdyxOxv=5+jDvNLt2aLIfABM1LPH7|3 zd~C3iK)iAbJfo~Y_y)4BZe$tLI4`M4{g-cQ{x!_lm*}XRozH5^2{&h>o6#L_Hoz1C3auh)S2Mq3&iA!!)c4l z}ntzuNj;Ev^d+xkK z>fek&fwY5=R&~8;0}^v={XlB@IbP2|*g=+>O*3roGVJ2Vdy;Aj0#+Zjx7I{}IZ&P} zW8Bhe@tyLQjdHzR29UbS6$#4*IDJ4@>T*=0vuZ-QqHpAv4=W^~c$EiurVAfVCSbiD&z(hSTa?0aaP-)Np`){e?+%>3 zL2|(n#|nbxv@1sp`a*#~)gAIPe+3xuM(d&Mrq8AF({ z1#_0);@qE_zNk@MHe7H*Gxh-af&rkc^3kWfx+X}l87qlIM4cJvrv!Ii>SOL}6{U{+ z#@h+_&$Pr(hF2bgT;!u}6^s5IYV(<^R5V1R zMHQFO_gVNtnAQ*{JMO(7X2U)-1z*zQz@wFh-@+9s`V@SmUEkDAu;Zj8^-qURt~O(s z6IxGajNF5f)GoYZQ>0N>bOXfNS{(1$Vs^s-I)>Sz6J(BtWADYjAH-S2yc~WR_f&ay z7^`RI{pP2C+kW$CzuOdGYg~4o)-gpOS1vurm(`MHZKqb77UkwwJ}x@z7tXcY2e)itnU#w#|C@<0F?q2ExAtb9c)HCV(%1p{k+OE z-;|3VyPqjUl!Dn1X}SqSTBLJ#5%op?EYy`Nz25Q+D1q>2s3E9Kb^gv20*{Zbp`}&d zjFm20>IvKU$2D5BrCHR$y+ce$iJ0yc#vHCD4dq|d@h336|9;m?;k&G;$ddUm@n~@& z!fA@?Dwlx9W7;>PFd2$xS(frpBo;3`F$-Q*6T?*(Vc0gKzZMk zbjY>L_9*&8vs1(IpFB#*NvUwv1beR*=`=wp`x>w?aiGT-+@BrPZZ5ejUql>9!1?eBAjClf#pyB2nq zURwfvoHCo}=`MHgB6%0Tae?#6O*GMWV2w>oY;eJYlKXBgSdzr&XoJ;{PaPAi6ljPaRiHa*{orTO64MlV6R$SvS>kB__~-xaL{8xfI@1MMK72j+07p_$ zBhMDEbHvONnT=af&vOnMzdP*~%Z^uZxmGM)bl%vt@;Xh^SLr z`rmeCh_5TscN@zn>F+fZ@2)~3L?meZ4hX#PyeM}r>tcA@Wr+$n1qPFI4~9sIdhI{4 zbD|w)3f%K@z?iLPOFfFZI3csy!3Zce^jx!uCMvyEkDMfHtE{vvQ*^`V@uirQf9yVe z$C|RmIZ@d%Md~vtRii9knS}w0eSve~ukicx_>VWC&l0O(TtIuLizfTm^a>wkX>A)z}I|7s~J(A=<53*@J1jpw*5Mo4+m;QRvKVgz41 z>AsN8TkwT`zye;Zdu|iuzH+TUO?m_;XNRa!8#FY+DyI|)Yd#BpI|(zg;+)@x+SJw zM)Ip++V@M9DSQ2umzr?+WzG0=7YJA|Y{6zY9SiZo*Ut5vc!b^!HtD1i9r<>Cb)VVP zgfVJ@=_I=Jnha1B+t_s@O*`=D`d z2I7J4^M>NXs!O#=_hCp<#&~G-DG!GEmj|}yP#++tRLlSN?cephmbG@X-K2|@f-$Cd z7B#DX2YxxWw6U%X71Sn;c3l2|^-aEbR~RVO z{3BdMTKA@=uCzK~q@ear=-k7-nf%w=3V2yIn`+>y0m3We@Mc-n@S*UYzcJDT^3=G(vI&SaRO>oGQwp&CCS(Yp-Q6k@d z7#`q}Y`uuUcRS(s#dFPCT=t?wI=soP%l1JH-+99A=gV2F*A9Y1@W>0L?I^R>c9al| z%|-s+;m=0ZUfw%opkEEmfl49*awCamYReh%O$6JpCoTQmW4ov}0fzFr-GZVc_fZxa zEp_EhHnfUoWGtJZBp54#n+Zy13BXc%wJ<+qR=w;oN9M{rb8<~KKlBCY_QrJ+!*jBZ z&9`>nv-^jFUF5u@OiGO+PfYr%4~IOz9+{VvB$aW>{GC%2ee4d*bg>&`ONSkPYUr9e zsC3bEudfK9sN}pyg@Lz=jZDFqe6YW8(|&uq@uas-kspIWV)EdWRxCwP3g1iwq^tH% z;2px#9hp>wr~iS{^y#U^8BJ5|fykS9myN-h>!maJ8L6Nf456Cp4s~t}7WzUhcZNQ3 zps`$}cTFEa_m@c&FNEN^X$atVZ58?VuSB9;zJ--P{~F%$#DZ+}kHi*$o2|8}kJfa!{d&>TQWU(E3)_q?MY z1qlOI);6_^g!4WkPWr+USG*seW?XMV` zRIRYZ{k>;o#p|UgNqeywC(kh_NgYu+9&zVaF3L8zE?i{!_Z@UmJH?~0c7$o^8b1+- z)5Oc4J}dxb9^7tc#<@b1toQvP=A`+=+RT{UBxzP_?`8g2CqZ{|smTqV$5oj5>F`mP;V7Z*l_N^ZrwkRDmR&Rd2SKg9fkt9LrLe5b*`T7TjHzeokyEQVO( zb_GCCor=T*Y5|Iw_#E>5ECD>*L^5o^x{`}Ms$lOElcj^*T&}s2akRNG2A?C_z4-?ao zZg3Ve&CZwHeL>|(vM1D@r^80DnI?}>Cp=k9NB0V27*v_z!>-N6ML)!3lC;Fh*(^Jm zIz8nHw}gP@I;_IF(J)zP@lkjQdjHrtMU~#1@fh0Yo}sHt5p9TOrJ1Ps%suH1JLbSMUl1wV{ZyyOla9CGwdNa=Z-()at< zt}EefVK^RvWr(I;6_iq*!fw`(4`E#z1!_i!zt2=O6PPW~Z}N6jzVF@mQkB`l0!geg z4vj*khjJ)RX0(n!7uj7=;}8QQN1!&prKVa@`%q}hDwOUs=rKg)Bndvbe%P^Yi&ypv zzVka$C%`l_nq>(`tLd$Y~-!|LRAy1hvDp9dBzg1u9w+CQy&Tt6_ITfZ8AP#Z>^S}%>+S_ zdqTI?f`Us!p8D(Q|9$3GFv?d(k6;^SlskGP2fy?n;T1K@p7RPE(qkwfNmu4mmr^PZ)2XAV8@^B3$vu!&XH zNM0~uP{*xURjwK^Utlp0l({N$+MnImV#tLr%SK4Euxi&{rCJ+FI;8f)ipm{D6KcT4fhDX8r_xBu;GSSPa`yE zIF8J`XDv&l_8m~R*~q%{Vtdr^Ba*358l)c{x}&pAYjQ}e9E zd4A=g@6iX@d5$5d7B!_&@<&m_(h(j#(~uyF_EV=Bm?(fFC$%o-(PX#kr$^```Pi3{ zuEa!IAM=GF=G@BG`l(c)XX?98SzIeD_qN1R$zZ-_4M*$DEbG?rq8WLrNB1pTN99eM z;Pz$1Kk2?knJ$GMwV%y~ecf{H-=*Nth4{3dMwWy#+=Gp~@B*Z6tOXd}!zF4*ikp#V zi-2K_nOzgxzvN9*d-h{RuRjykepsn5LRYNo38GT18Q)TMq&%+be}qv0UR@ghJCi)S zwh0Tygrj5=>79g;DnPUB50V$kDv0~*Z}X6y-i2fI+UC9K7#@rvb9Hx*Y!a%)jm10( z!y>COfft|np+hB1(9e;9UV$lYMNEXR(0JjVEzSvMwXpc9|uj$dlOcSg^`gJ&x#P zY6V{?L6Ii$B}L}`x!!Qtj8N^3>7L8lZRUj)c5kbesc+FD&zyWt>~Hosp-*E5N4dql zv2H-^)o+|Xo!SA!tS9V$bBdBy6Ljc>1U*bsqU(@_+_K>~AG5-zHDNhKBz(q)LwRS! zDb{TIw)QOPC<8<6@0-|s4WtGe59E?BZ_RrOVg6)4LDDvG{B#?Qr^{;J{-gxlv&Ia3 zy{hM1w*T&YUrOxFwFHWFEP-fCuQikVaTE#{O@be6nQ z1CpMK7g3i=aZ)Ke)Ni7eb5|gne{8=zM3*6y3*S(x?|C&*N^v;qE|r>2!_5JDC3U1W z|Iu>=tX8P`yT48jLW(j1RMsV%g_&HeGbgJvW&x}#l|MGe&q9~Q8|y&aj*Lw&X8V#e zzD$zHbaxyB%N(|{BSUTPN&gewMXN?B8;mzFyYZj7tU_*w^I)vgm#CS>$C} zeXLUjdY_rr>K3R*qC#5YwGW1M%L81`J{O6Y=hLSaYP+V4$!**gTEQgLq=g}NVX7ey zvR?#>U1xb*KGCMjB12VuMp~q}1@9jdchq*;W>g~d`V`3;b~B?6F8*Z`IbTTTSYd@A zn2$8wxrb?a_%v9OU1N1ke-!His90CDlL zj~?Y4j0X2WNYS64bJTfyhSwNZ)MulQkz-R=cMgKparIj7267fQ70ifA?ZpjBos6rG z%Vv&j6e8GYBz4DK#B?~i`RV4yMt1xDB9;;R*SD>aJyO%;D~zh z7Pqz)3^B;@rx7vtqKFW2vG(^0E!>eKk7gAPN3Wqauk!v@bWM)NbIT-Uo`t6@^+U}$ zi@^*@XD@(D6=!oHfVH-3_qOrn;P#Vc7fXz=20_V19qRU#QS_G7CsN1JQpcWlMb!!M zeJ^FeujhH|6fiwb9T=?h)@VeCak$Dm{e_0X=6z1+h1dRKXwk~Nf{z0-Vq$-_!_Lo% zji%P==cFn7LbL>hC3dLpoF3BniL$MOVD^p7EZxsq2VTJbgphUFE*jX!YNADZr~OIN zw_zTa$N?xXSy+vq(h*^w3e9E<`=eIfI`7#(HKUi%%0lbbZQD~_(%$&B-16OcB)*FU zzl~K6gZ$ci+rg}r!f(!urrNPa#|YrILHMFf`_G~z#W+&*Tqn=Ml0tN6u<-OG%W_77 zswlpx7TyUZqkjRhvskN^HcjGe%8SJeGO((@d-tx-p)>dv4)DwOM5^GoTSnz!bpyKw zNTXA8x=ai5f6mlA6N}G5$prGJu^tM1)YQlm?oYwAl;LkGV==kArKG!Dw|>v_J={rc zJ#2*S2iR`FmnClE*PIk;i#5jmmFf3Ponq7JJ2CcE!^0$JuZ)kJK75s(xA&O%t)%Je zYHusG27QLpYYOm`gG2E*`v6L)d^_30dqO0OZcj!dbz1YmtW!iP3UGCxj;BnT=j(Tr zAHz_f%{J#+&QrUg>f2!9*^U4o9{YC`X}9Q~pDIKa+Pvu^P-Xm!iF+3&u@(ZB7mU_T7Xx1(*nPNJyqM70Ua&h<4vf zoyH@S$h+d8Rl7HOejd%4YMvOttWL3#D;unUKCL_|+7+%wV zcjFQD->)5-QFFnXtgb;GTV4WkJZ(cF1RcDYDAGw=c#{fg&H`tX`L*YmBA?OWD=}w) zDg@4oy!OF?A)!L28$j-0Po7+S&u7#{;n89V0I@X7z@zxuyqm-jl|~pR=Zz%4^wgJq zR`drwRRlKG+gtC)daOompPb29ye@{EBGO(upDR^=m`|Vi3eA&~F4YjJ~hHG_N>)Fr`D)5|HxPTU7>+ z|5^UpT_7GFRc_87ZGqagnpIm?Dr9ZHdQg=q;-^C7IMz!E!i`2#SzUxs3^~Gqtdn5j z+gc58svfQ$YzSV}LAM^VP~JDt5&y1Fza9GDl7Xd%;#(2e7HI6ueq6Y}=eW!TH2_ zYPUOwn9bvmkKN|e;YXVRU*7;0rnTW1E7kpL9n0!YT_o{y6t!>m&V}6LZ!slR9#wK3 zES#J-evcBE?%zo-%6wi=J3gB~4x9a8R=U~S*qZu05y;50HFv(#R&BIDFTK^&^*+ac z)+9%d<=+Ir6{jRdD1ZM>5R!2`Z{}N9NomN0IAS>BIOyP(@cOxnFz$KhvY(IGfZ$sh z6-nc2RUyS+pEDms}fl@LMWgC4j)^+W;hQzaUF3vZV+zaKMz8+|_fr&P=Q z^;D0Dnw*W(;E#RxD-&Yr?m$@ri2;xoS*? zl81M8tf^^eJ}V3?qlRNIe+??J|MIv9sxWYL&%z~^Rr`tzSl_ES?j1hqT^u+WruXuK zlV>h{p1j}Foxw+_Au$x;NJrS|B$IcK=^5WEi^Nblm_gBytU5qUg%~E92=;lY=ee)r z4E*%(c*MuSF&SqDXtH;Erck5oZ`IhLE(u&AJ~Kij0-%VdZA`Fd$)6uJ|CyT64GN>9 zdcW%d(g~W9=G3QLv6k6MURW7+nww~q$o4(9wxemm+z{kz3aVun_ml7CTl`!Ye;ODs z5}t0YTu2c_3D*GxU)OFWaPjcK*j;+>RZu=t-kKocd}LoQxLPEps~nk>gw8bvi~>GE z>>^csKRd_o<$Rg!#Yw9AZF~n7OCwY}=mPB74`wqotBa+xfqwE{TRCW!^}KvRFm-07 z`(%^$ShK21Y$bdUeyM_=kA=`*FzC=cxLq4@mi+phJM{X%`z!{$%4zNsIky?VMS2Kf zGzmNs1K#I$$HQLMm(F%+{g5K6*M?jh5WV-QSeij`BpJKbC#^sQMvhy*Cxcm8s^qJV z!HuNXi7E8x2f@xgm_mVq`VK`NFNu$7E{_niKCGAkLU*2Sb1)`n)5g-am!zBHS4j+h z72Eo?e)&#N^|U&3rRC&yHD_gr_iBT1Ub+?LvV+$cFo7UEruXewz6AyBPtR1{F2E%} zXSrR%y(k9?fDQ@VHfQ%IW0xBZC&H#E*sqq;IcNR5N!Q=0*Ww!7-Cc@H(bA&D-QB&o6@nCk2WRK~{_EN&IpAQCgRJ$;HRc%ikQPVanrvw9 z^wZfAguT}X6^=W3Z>IOM}dg>Kkn87x*~=r0;oU z^w?Pm*>;DUGF<|li2zqI4Avko*r|b8Wh-e}ZYGT&XXTKaT>a(j z)(a5JHL=iKWk_9$VCGt@26yC-X;3|llX}TQqJRU(N}^XEXpdHV?!{HZ8EB$uXb(A^ zC3`S_WqOsTGntnrtcEQPPq@ZOhMUX*Y6lj4DaOSyUdxYoh0sCUUr6=rkMm#F8 z>EpJ?1w!v9$~odN!pp_HkHJ!F1~E}G1IE0mpSnkT@t*Q+_f$=S2;(%?*QQacWFQXS@)#- z#+BFVIeF{GT|@b3A=1BNu$`$^&83jA!faK~iYct{a;W~7>e8m#>t}$kB z+v%pT!t(Tfq~b{+^S)Zgq-*~WDi?(-p{!+;Ee!QUY@w!bT&FeR$N_YA0%Okqcc3F>H3-kfJFYVEUKL0|mp*k8A#akA)C{@k?gdbI+xO0kGAzIoeP zPN~+X0~&q(64_SUPw1}dQCvIs9%r$?_M_e#$z}Q#65vD$PXCCL$-Lv|nof?#l;QI1 zu^rblBawdRZ(GS>xSK|{AcKp*&GYRg9mAN#)kmpYYf>+z+9;@m#NTs5VE>&{dv(e; zS0}^m5LP$0t|hy7wv^S_hzV`R+0jmT78AXl7as)MMql}qKLo0%!i~7DM7TM2MuZlx zu}jULw%A=?llEE%XHWav-zFke)h7v+KZNt!KZQjXgQJg#DjXvJ1P6#m3Ux%ei@c_cbZ8%>-RnV`)TxuGh7+@7b4SSqCMU#7OZVhCgg%;h!1m58Uyz22x16 z#n(U%sk}gy8SVNl_(tNqMmk%(ZD^VSd83q0lIor63`MZRk9-zijNhLrOP`o|AVg=l z+F;SGxtB-70lNI=gZ#Pu*_U02CB}_BAdp)i3pwfXJMkw09h|ocALD|F?D`Y&C2ye- zp=(f*_#H+ zzU3~H}MVo4%$9G`QD9wd3a54z`vnVYx9G$19rwU zSOCGb0cZBGK2($EJ)&zKh~M_p#d1scJCm0aT_E7U&&v>Oe*m_`vrFKibJpYjjqtWA6>AH)MBteHMZ_Ln%c>L?Xy=czzhPIPDg`T?Zw0dlBc2*lm8NB8TM; z(UPSu!k6qKZhgZx^Nrk%lHNvOqX(?E-0Xj096@2>@tqc1QdrR|uX0$kBkZ~s@y_f0 z`f)49ewc5MZ`WitYlOKq1HKJX+t_u=Y1=V6J4n(H7yr&2tB)jg$w2ka72*42^L}X> znI^o6@mfz{F04+%OV{juvU&E~as!NFK)(KxLm^55>h0V=}a5?Qms#Hfm6{$&N zd<*zhgI#PVazH%NbKAbWJ;Yp5GiU+QTp3KWVE|v3YE;?7A;DRn1k>Q}Yg9`q60%{8 z>b1(oEzO&Q>*X%m-YzHZS9>lbcCOYbBeqQd%ch`4n4U;eBLRh@d^=gWxZQqaHuip& zR}<*<3UFUiGGlk!T(T)SW`;H*Wjc8OjEG+J-pmUX27Y}9;2!yPco_Xu=CjJLR&uOv zz>}l;b=7n@&EUa@3n|^{XnmO=XhulelIn2T5{cDrd)cORGcM5Nw; z1Q4;;6O)%;_c4X{sLw}9uZ#d#orgUv_0{Trta15o09zv7ex>HXnpO}DdFaqzb>LsE zCI`Sy3uJ(xmy?9!XfPnNMpsdO>SNtE+W)46YRJ64*SsDfMQX(h zg_@O6L{MD(qXfqNIlk)N#RW>7Y@8ny>o-@hs!17jrh<=-UEV-T&x@nz>%G@SH}r)Q z2|S05m4I$T8n?L_;J|P1zKI08gP3+Vf^qi5X7yLC%Skuaq{lz0&b8v8oO%$Y&EbA` zT;GVo87_VQ#@Sh_kB3w1IcbOjc zMFsDa8jK`QT@N5X{u#IyD{1b>|4ZX-z3^*l_4v{W4aQ5{hg>4KpQkH`{|ZT`w0I4O zyZZT*0}LbXU?;VC7oagSsyUZaJno(c%C#zsL0@PqH?=cWFDXQ-2JtSv&=wQuO9(~5%&d?0Gzb=jqNV-S8E&ZIrx4Wy&PV8P z)djw)hZ1AOG(P5&nX4MO$i0}0bSxSm;~3e4h^-ZFC-TaM|6pmcAJf?}XDcd%w!3;ZGhRbNnm=YJp}%ctKmAhv42iu!p> zt*OHZBcJn zOol`a2qWXfz;Zf*feo54yC0Xfhd8~7_i^E7u>-^(zD@FnC*uc1;LMf{5?_LLmS7RT zO~_r{6r7~HpRqH4UAa8TEUM!=H9bqr>OTC?pbkgRGdHF0(f3f`C7<4wT(UR@JHyx0 zCz=t`cav+GHU5_`T#*`Rn8)LX((%{wqWokGglF#y_K>Md1>HZ2#!S?o7^p~neTPCl zlR;PmERm^U3V!xc-dzcngOxR^>*L7lPOGC{6e%PItE=JqUkJ8)VRu8!5)dEUTN>s< z>$QZ-_VD%K)$!z5ybR@lfS8?rcYlZUS&zR$Tw09+6&tn@hT^q|<$14b*G=`ucd`8Y zVP8@T15{X&E+MQ^)GyE?KC)k1-0P(aU_6lA z;aW5d_ArUhj$D|Wxolj7EqP*>di9|t2o9RMJEXNgZ>2(8?KXM#Q#=Z3v4I4rtKL0U zVXx$~gtFITIh~V!**{uqekC{YBIf_z)(&I~ToCmpOBj9}>51e2Q58^AFh+_&mv84U z1(E#%ZG>cX<;&gap0iQvRH~KEHc@tbG#>d};|IOA@=&dwoukqm)|lfJJdtTw`Bh z^3xvd4`VaWTaXuHbt-Egu(kU`ZqT*!9#P;f(bYEed~?76=E4fa{S<<`lZx)?_zMpO zRxKaO1uG5||59eLCm`Y7N<%+E(m4<%@r*0_@;5De?2?bj;pJ9*I3LP1(598Xy7Y1a zkG(Gj37}dwN*bDGf9x|`kjr$I5d3$}YE}&!OR~SzFS)fD?)4#4g>xYdaPGiVC*=-6 zitM)Yjv+5OMm{{;cUyhpg<{)(GCouLx|6=S)L)UP@cFaT<2edqWk1N$GdnB{(t6Xt z%>gV+dSxVusatV58zke-A#j!|D$Er;?aKFqUZ)V(xmau>V@1B58haK33mNH;7nIn> z0e}l&H)msl_rWUI)%%+NUwf2+ z2j`UceBVi~j&YfkS)vY15UQnlDaaG?nP*&~dSipiJ-jwjrOu2BH(NOuo>~ae2Y;TD zA3~v)*w)#;e_BK=jE)sNw0%>s>d4|*+VZD3Ah%IX@o%zzG&ae%Nkt|cp+3F4(bKM_ z_VI+3J18Vf?~^YU)?P|t^8VE?+$R#f!?3jOuPp|Oj&pZmspw;G6xIhlW6q9j|TI_ZK7Lv0KQ*;5s4kepqm81zV4*)@;mt({Yv`Gw`SjG60V)5!%t>WL9rz zo)lbC^1*>W*W0T}Ynl=6Z#juY8Q}!otF8nT1Y=yd4+M*NLCo6>&Fc-}Wa`e~D3NNs zTxz1Y2)8=CA9qm#R$zmCNY8t%rK7qdC`Dz1}A7qK(BE#T`SN5ASO~SGLJq&!{c!7TMb@jQK zg}C~7#BwvCu2eE~8Ir@p9U$E5%lJOxa7EvxSREO3GzG+WV|!FGgvbBJO?-@*2(=M) zf+PQ73G9j2DVpUZZ@mA7$S27n#@Wo&)*kdtNyQCsJ zl#&))p&XGy04*$^bRF1p zHp~>>Y&T>oAD(=pH3lXHB|*e)35)}d-z8sj!FMEKy|1$AQ|mkkUV)P%nH8kB*egiw z%_<}b@kAADa+9!&mU^a`H?-ZST+yCxdd}ajY{MJz91-G+RK@60!;qV>nqusK8TFI) zSBR+{Stt9LxBJ(PN`wu=e4Td=XT|q(C)q!9GzAdHgNirtPbD6G>~w} z{&36oEw?|I+9Q%YmMA%XTXOW-B2X-HkO1z)e+5}W-dsdC_VR?Ev%m=?7=>ZAfJD9u zNvVxc$}J`RdphLLi22V#P?e;=|0N5Zh-`$D{&)g{C>}ud06KIapwJq@5&a$)-IE7> z_&E~nEiGrLU)$@$>b$R>I;2w5y4aD7b#f?XdqTta#Ms7x`<=6FdW_6?#xTl z{dcb(0R}`MJd1^y13V-ozw70Q-YG-^3Vwrotq8iCaXDR1sPeAWVZn*9XTcjGiSQ$! zE_~YnUskFHkScd*=KcJD1EZ-u_E|W4Aup?Sp04T>JMTn_bDQB-9KaUitgyFMU-t2x zsga3^9seZ6p=xT2G0;cSfsY#~4&xX#ls%TIvyHjIPP_)p&g_s^GfN!r!Gq|1T zglbh3l@1eGft9_BfW|H4PH|LRPMC{^1%6^z`Oq=9n8B7BT2-p}eY9gfKR>JQ@_J0Y z%`^5R?cOzRf^#H>DXXtN=fCrve5xmE@tcLhp{tNMm%pZ+()a*LJS&w4i_$?zVYiuSCN_1j7yF!#CIImi)k&ZP|syh9#bOZUl2(5Y^7$paQ2@GX)+M zzfU;1bbf+|WVc&2udx!QCrM+hc6Wla7N&(SCi>bKe=HQPV>#EgiYCIGc5B4X>Ti@L zCB4rCty3#E(wAXyd8gC_!|E1!ay8xL0`Ht#eJM61`?tZRGg1>^bU=^4lQRiF3e}uL z7Q7`DT>}Jqd zZDq8|L5aVTy{tBW#u$+0lXusMjxmttnvQo=k>ZD7JZ!$96sN9B_M}6~1?!eT<0aKo zvK_=-fUQ&{|8J!t@xbtg0JvzI38=Y${;zKOlIU&E1Of0|5_FSf8sC@M^K9k7Pxkz8 z=9TsJQsQ;w;fp<6;LA!7MbHDso0b2GW?}#9tN3fb$vyhLUl0WHQvXPc$QdmE4{Kyz z?D44Nz85A9d~=L@>FTOdy9=NS`PUuR#AYZ=bK1eTb=TaoS3>o|_zF{jy-*118X7cF zbPHL-e{(GBvl62F-+!QzT4;o63YUNV>qjq7m-WfX$$>JQ%fU+M;lNG$0y}JJ1^zJN zxbwc6(Mf=2aRzNGGMMv+x5U_eJRk8!@>6wTiu>Ytm>D7mG0qUJljC|R1Q^UcCFi0Z zikTgb{INcD*#t~J8YN%&iCT~uQ-4QZsw{((4MhRkdv9I049^~jT(8$W?v=4~ALn?L4@H*si7#MJvs$=?K}k2vqfS(A{%;w7 z=EMpTBsHzvrvWhb`m1R40xboUb%HifV`_vP^KXMNQ)-}7Zf4xSC}W-tr}{|dnbG19 zD<+OZRr-S`H;!Ym4=~NZ`;=eu`^52{<>`}!lhYx<4bx^U@Gp4EeP*Q>+T7l##4G{w z5g%>`BE{$r&k$bnT{{P=LS}^21m?O_it3HAH(JH(XKraXWt-C;T)E?UTCtf zTCKTK(MDs@eW4dlDOGoM6Ki1m+dgNnMpRw6=-$}I-J*H}u0mhA+mQF2wpDltL^xUg z?XT$cH2!1qtY<6r09bB+Q`K1yD|&tt&scCMh4q|2&vU%s1s-Px+TLZibe%cgue?2) zyv5weF?&z)X2w}{KgL6}x7XJP5>5qNZh>J3Zm1S)Yt2#?WUQWEb^Y`OYJS*YBn&4& zB+ZsKd-_Km;)Yw}JdV%wuBS>Oc_D;W=s(g&7tPi{TR{ zwXM4{UJ9%Da)?~qs<`2~T8v7h9a;jdFy7evLjP@(6JLp2IZ=szD<8_&eV@g}PK|(F z3-Em`Swv%&ol!=*)0%g1ujNl$a8lteTalep(NMQTLxjJPmw+Stb;7&n@oNOX-P|6oGeawS?<(u57>roETi8$Ab^yd+)Jxj&w$(+*~6*r=f zS%w_tAsv*u9&gJ2m7gqr6#{!}k%KR~t;O5V#FQn#em*2EHoS z$G3zQzl>MhFn+6oAa=e-+~7!KOs|in71JSo^2QAU1)Lj8kJ|RmD$a}UKaOdi6XhL; z|BjUO(RwFI?rYbAMCG7D%_WxauPHR1cW*6VI5(5F|GAU?D`9?mda7Ig3cWA4on50h z(e017gt3c_stJL9EvvzR#^ydw4B|)1+(1cz8^^xTy5%LU^#u>&fey+nq`Pd+4nFx`)Gz4e6azV+1=_B>wFS}NOc&N;>rog zLHtjoB@0uhV>E}8V@-P0RZo*nfSLVDi%_y2=5X(#JY_w~4KDhf)II}}ML*mV z0Y)CCQ?re(c7%`UwaZhpR*cU+G-L1;L)(+CChKoirL%QE7#h}ug`aRlY%P2KM%iiA`6=L zD4Nn8kGU2+f*v{wpc+0^dF=4i2i(;oTwf$Y>PHuU&`9L&C$(?8J@e`N3IzArRom2Q z!hhpS7G6O{Rf(-MKa z+-{rmSzq;Upq27p;Z;3&xRfaQUHh#DCeKonsSdeB1BgI2sAzbiH1AONHtRhOW|7)- z87pownzR#O)Cr0=S7_JGJ~F*MQGeuh^IuWkf=~GeXf>h!(AmZJxK1Qb2cE?2?aauB z`_G$MT;KD(b(5N!DH%YTDMMy?O5TuJkAN{vC6YTm(%FeS;2F(_qvXiF040Bo1xMJl z|9^c5od;~rV@~@ToCvyT1k`X)IZ7XdEnHXyiA`HrH)QS)vEr6N-2N@nus()#(vTal zWp$^1gffonG(l>;8Me0_gKIf$Ctj~07>A)>qo@LjpTN@=Z5>2L5({3+3#QJ_*fN;W za37;%cH5_|X!g4Xa<`wq8g7aPAGncN7{QxV@(+6s+cyjo^HBLGN~Ftj*OJ07xYk~Y ziHE?;O3QSvcF0L!=!JVLkO=aBL&5o|*PNL^017~@eEX5FAKxDm@hyILxnHj1DF4uX ziZ~6T1}=^$DbGi`*($wvB4%ADOmLJ0Ab}5)By15#+MS!)n4ffOQ{R2l7roBg<6aqV z)_{-xy{Vt?>tr8Wp=(il+rghnlWt!MgO(iFpa1c$I9;gt&R5oUgr0Gdr_;-4)L2Zv zy#SE(OG(yeX!5DL%>)oHm^y|y)%FcQ{5W7n_rjqA0f|saLQb|E9N2BOEH~o)P+8&n zRA%4$`VYMowEuN-6%czli{#qH?@5Re-g=J)C^;^NF2OWnsFaYz2enL7<>rdba4RFc z&*>oEz}k!@QqH{|I%PWsb74=Pyzg!*;5(abD2kNfhuEvX)#bdI?$Wr|;w?mUFMHqx zS8$iU>-CDLB+E-GRudoBL=c{Mp#h6SZpps9*{5e#DEl(UiZ2tH)%wtr-HVo3F~KHUSMOk{=h{xb-3E733f1r9 z@}C`xHdOZ2i6NLQR~@8pbNgn@%a30c80bH!+xILN{7BLM!FoC@eCQ7-fB6PcUas|4 zi6p*!o<36*>oz;u|BimOJT+mbGQAuRFX{x*tf9Bq39(@;|J}WCBw&5;Wbi+%E9{qe zclRD}n08E@OA%qbAVcJ-7JuLgOGU`K+KFPod%_+If>E%XDzbu>U6^;g@&qg` zNQ2I+hEgsCq0Iujnn5S%-q(KHs2w&^K${;SrxbO^uFx{wi;ey5zF!>OfEAA;o!mb& z%?a|%F~2Kt%(e#JpI<&^Xf|k7RiWC}&FzxxH>@Y{U-6uWVW|Ji|1|te(k=KxwM`}9 z>bP+Q%|Qp9@w|uyhfoC&^_PQ#bRbg3`gHMU|$&XDI3%WeLeG8x|`@>Q?#xsMD2wl zh+{pw#GU~0fO5R^kHfa&@2;Fn^`s{Hb=3xyTc~C63~d?kvyoh3pyEKUVLnZKH!pA@ zdHVmuS~JgjpWkIo^pi&Jc%v*HYM;Sv#H zZp?;-j=&5s?KL9@6PYgF-YCg^)6-Zv<$bPnF|2loVY{G-mRTXa1*Sg zrvEGad)NMt1QrYERW60KO8Qs2hWevEw<^+?s}=hFQb>K*r7|3|6nt1HNp~2$!-Xgq-nybx zY6K5Y3WtIurmlqLb&Dtd_)ysICviuU^+G2K$=l{6Skb3{Xa$7ne=5#5A3@PqK~TMd^aX6ePr&S5Ubq>9X^UWd-Mw9z-eAYo}6 zihL-Qz-6YcVUyI>Xo*UHBNA0qZwJ2rrw_3XF}yPJm?gg(0ek zB;B7!LecGc%+GuRl^gmY90pqJ#trUz#rb1le)zWwPVX8*F#L__5{U29c72THhc*Y# zRL#V#-eaC)E6tv1E2uxJN&g`I4A>8pYTI6QsrLBZ#wP&H_KYcH5l7%%jt=inuN_>c zA1K@9J*AB4K@9*Q!LsW+)A{Qc zef#4X$fmi3(?0*s3*}J6_;W1;A+v43X+J}s3!vJ9`2r^AaDQ3a^%mj{J9Fl#a^ZO{ zYc2mcKtP6bFj%wT4u0-H7j9v4^vv7*E5LmKurKB-U^>_65+YeJn~KP2ih_kjGol5j zNi_MRM8)C{G4-u9QLVkgO8$YX<%4n3X?kqB_)AJ~@W@OdsIratq}!f)s^?lYE=zmS z2iXFSaCq>Ssa_pJwT%NT)u-KyEd!uGf4S>R^3}$&1Gj&&(qYEuJ8(l&p_`pATsan8 z&Ti_eEV{v%PCKL)WsK)b7Qp`tofqrpOA2dq{cOr%^ankH;Kwvs5=|hlww~SjxT`A7 zn-V?oxz;CqH#T|M27W>vg8d#rf28Ch8)_b=3E$6adYk~p-u6X?byI1{o(33P=+Vso z-da4aE2^fyLY#H1pQ6gu<&?cf3`%b7eaJ+25xEKZZjbQE4`}dB{tck$GsU&9(&%OO%*qORqe$>R z`C9rpiBKH^fR6#!j`b{(@&2@xi?cMvXB=Ge8SS4*LDn+>d1QH!*Gdb%fSo1Y^hS#-^@CKp^H$Yun{omI`1rERZI)A|gx8qH^&g4L_c(tXBqhOX4E-e+Z}C%A|w` ziE<|;5HCkMU*8*bx1aTZhgbIyrS?^F4=gj8`7oA?6}w!I%QcufPNxqonU7TD}SsED0>Q(1)B z7nOB1^@M@n>Hp)Ej}GStkrT=&+ks)?{)^ zGqGs!K^f0{4mSPMnE9u-TmolEvB+b4P(sgVw2+YBn!INtLV1?B^l01m|OY(4^n`km_ZNKBi0dNaJbFbnVZz!y6P zRAG(=y_hzmy-@gNFUZavOYPo&{23OG?&yJmj-wSa1hAQu{AvuduVW`)gc>1*M#?*t z*b@-jC+(|u?4lCw-Sblv$M2Irvz-mD+__om{ce>=}TK-gJC3NP5 z3D}J{JARtfcwszU5&z2M{YNIOF@Ii9L%1~bK=}o|>8pp^2K=#*c5%p^ZJPb~ps$4^ z?`e@=m$QY~gLC}x)-=@K)<_oknZ7fD7rH9Qg{IAa%eIaE5D%Mzg!5F zyRW-!Xf}z>NLz?5Ha)nsYL{Dv-VJ*c<|{HxX(}YSZ~vfPmZK>p@c}YlTMKQ{f2_k_ z6KCt$Iv^;LD3itJvr;;|7HV#8-r1d_q}V??LcyjIAGB)=hu?pFL2h+F6DEh+eB~kM zFd(+55AqJzUN<-G#l+hD89}r2+J($1^Ji5I9ss+ON{|&7r^o{&di8hawkZEQj!uV& zV7vmvjgB`!0csNE*+7=i*EqI~fD4={bMzU*_V_4ls{Rm8!K6MeN=ov*IF9q3ogG}* z@g+s^EWNoi=YqxrLPS{Pq z9I)6BWsQ$z0IZr;#L~FKfYn@K<1!O}cvw!T4}H&R6__RTsY+Fuu?YtwK1I=tI1&{< zok#k3==*i8J&koThzD}npAGl&2fO&kkcmZNnxX&^?UC0oF)<4q)x{yY$AXnm+4|?g zm{lhAl;fCNt8K93JE_rG%$!#lt`WI!}^abjc z=24)wzH_^i8)xQg3qnorhhJIq&$RRm{g0OB4A_7T*ejLVbFWiWV3CrQTQe% zD~!`eOM<$WjgR=#YR3SM@d09MqBX%5(y3CA)LBS}gBed>b^Mw;DYcxbRiq84y-&P6 zdTo}L-SKK%Y$dOj2KQS_FY7$&xq$SEWuF}U{>95}6=Ag8-eg2v z4F2lr%=J{VFs_hiv$Zg;E&^{){&B z!hPfO$pn*Rkb>g27tC?o4_o5W)){PDbT^@_9RQ(_ZMpSky(Tu#nF6VG&(@a*BQ0%M zNW`2u4mk;H7P~8p)(6<{LMay&WeRb97}tgkO*J~LE|++ZeK9lbUM^ev14-ij)tScq z5>F)({XMTHZ$TH7_kUr=Fz^;oNqc}a?g<Hx3Q@nWzt})ni@rgd$ z%rxDdgTk*h%L#lY8`y#I6yi(dl1v@KLNFuyzFQ-=Qcf)4{aV5>Ffd3FAAi0LNGd5Q zK^5dMn)Iz#B0j$m*GzuK3aH9mbk_p?Zb(w{mcJe%_ZM$~LqYTFRdoVzD@EIe~{bC|&7VQ?C#zRuCO!H@Lqb$JW7k<_~mdY|M zJZ2nHzTWabNpl@%&*qD=pgRix185NPRD{uu3nyikQ0Tfyf5{W{@>*bP@XW+Nyvq-J zHW~4e@}0aPR<9yXA)t6^h}ydN`e8}z@lUWgV$rvG#Y;z(5(4iNV-2r7Ng5l@L1hdJ z=6EG|=7T5OJXJ0-6=)M7c)8*IksqnazAJ_~mZux0zDf&u6>iLsMuD}6wfAkoTs@eY zk!roX`_tPDMxCt>-fZFYKx=I|J5`yh^G_Z~5LURRz9U@uG3eM2KMs`{T}gw~x!52^ zr387>w}as{xbKgljHIK8!?*g!%Xu;(&A+P5y+AMoyftbpV6)JQ*? zmPQ$DE>`Lbvj896K75{;3298C3nl>yp)@lZ6EkpD*!J{ zY!e4~4Xflb;jp)KE$xWzQ?(Vob4qg4pdb_eHjww_5Ygqut~B{Ab{~d=v!d~J{+T0A z^(-dE&+?Beo`Rx+y>@LfEvbgb0><80Gd&k@TS0FDuH2ik+`%0(C7x;rTq68?H$|f7S)nVMEB9y*yz{)v!p}pF$|1Aq;UP`-Iq( zXZz37aMOs%TTqt*F2ST3=b#W(@p}MA_cPkhuQWOCDAPnlB5>kN+!5B?U(Mle13pTBuF>$@YtN@KG8X2fX&9-AAP3`DLm zxRV@(8CCrAQl_-jg~}VDH)k|Y(6DO)*Pc2yui09*Stl|Hx(NwuOh`4N@%?z_ z<&?w&Wpk}bI1k3xkNbd*lQ|03%Zr9}@BI;pVK7w?T8rIWZ*K=yGdFP_vX3h|XJm1q zueNrdoJ$wgvEFrkCUNV%l9>d3lk)Oxah&@U5R6Z zr)Z_wGu%BUJT{UWmZ@wp1^Ia_rs;|8OAcVZ#h0A))qwSz`nMOXELUL{i*i%{HjO{m z%LUk|B&9uxHf=DARTN%}w0W01a=Hf1Yjnrq!gWPB>eeORbFeXNMpc%n*oqan6CFWv zD50fYdOt@jC`>CL8R6x=MBx7RRO*tOjw@P*Ilco&`Vk+&2_>Y#{f04Xwl!lrtKV&+ z)7)o`&&>aO&`-eRr0F~%bbGe1*I$%c_*-};!63t)K+InUKL23k$cS74fPuxxB!KZ6 z9%J`?RW1^BWHn5y@~qRF9BNtPIr)lY&tll&i;0Z|S`&@CG_ooN<#YHKZ5KGD4^tIU4SzMUdwDOX z6hSVBQakhLmF{zZFQlnAaK)9o5A94O%LpjPvZ?TGhG-6>gS>w4F(oXD- zT^xFg6Ks}wlxuw)pOBMwcDpZzR8M%EAZd`8+c~BeeF#q1VDSIV#8~sNE0@QbSP#WE|Afva>zaVxp1my zp~qt;9bjEgMf>(A^Qo=vO=|S-g!nQ8V&}SzI?i3hoyWpcnTGGTY=*$A;~WlPvPTiY zD{ilOG5lAm!;Pxyi1`B1%AU0E6@_W_V0(`>iS!i~Fisc7$Lo*5Hp6kfJXLZY?_yq< z?4b*uZfl~pUnFvuA*4m*Q6GBz4muc|9tST=L-&6Nm$C{n7P1{Q^Cx_G6Dx?>lHTuA za`MjEVxkMgN^YZ!G$SA+i%HTr;YoSj4x;Frw0)>GPys$_>Ic4cZ1*kSd2$jd&_<(h zQDpB*U+~6!cG!_r=c$b9--#TRwoP}Snk4!46Yitd^aQLwi8vI-1N?x?5cNIkIt;;q zhcLLWrRSE+?H&nLASGB|Y&JiX5AWhs41SO}l2QgE4&WkWQ-^Uvy5Xp=dbaPHI|uv`QD;7{4-i6@S1w&I`bM=nn-_7 z7(V2&SB8tDunw0|hz-UC?X=oU-``J~hi2LXe1Yek$C3 zuRbIGgBuM_sdfMyFn(JsHp9O*!4pm>lv`M>Q?RV|`yz2HVqrij!(TvyXCXaLY!j`pzVk2lW0HWi)Q`98q}h2O zQ|{sqT?hXlui`ZFV{Fv@&CdK%P1o{+5q0!~37~3${$?YqNObl=(L1iOF!yfRQX+gi zgNW3GgiTmO+!CKSFE1#s`4=2jWNft}RPH#?N~QP@16V$=yE=hsS<|?%?5T4QzYKgR z?{P$uUeIN?ihJxCIxJ#jjW%sTChwO!%@5Mx-CDR}Vfx>YV?A?jDqdL2Mchju2t36z zmRvyK3Knj&Inm2}?B&E)8bxHC(LVA69#R+8kZHXusX1-p#eFonEh8A79fky}>!VDj z#yKhVsITzlZGT*8P7M>2SKsZrDXYO?w8`tJf#(_Nbz%BY*|(yxCS#(3=OR>aP*SdN zje{RCv4PI1#?+187Qlv~6g_$7FZfqBpE%(0O0mUV2n=dFc4Oq~5H3#@3UVMi&3p|% zPEL`EAWX^sE}7JCHA*x3jSk-B3rk^=`uf}m0qY@k#o%Q5XFEG=HKYO7QHy7?Xz|_g z){He4t|ra)q#F_z+-*mN$8YDT)gP=EZ+k2pLgDZWx#%=Mad75MN;MOND~h7&Xsne& z{ePa3jdZH4C>POE%#h|vhH$CleD9|WZT~V(EE?rS2kmS@5(9c#lWoJI(L1NxFGiD| zhb}sV<9Vo?b9jEp*q29X>#fkOk^B2IuXNb z9AOv2je?SyN)$PcI)LEv@~_B<=1!p<{DDs>NPI3UlZ3Y^TCJROWy{IjQggO4t?cEd zz-&_ZNZB?y)U`Ig^se?o1$8pxC_8M2+}n2jxYMTLRO$LYpz@9GS7<%Rwk`Tk?GRZ(Ji9#XYCxgl5^9 z727uBoSX!7Cv;8jx{`3@q{lAHGiWL zU}5HHlB0hUt>=5xL#z~hN$c=YZ5jbX5GZtAw^qN7FTF^Z zIi7hr;Fk%NI@wpiP)KlrMwQcX^-l_Hy(6lNgws zQG)kTD^t2~H}%C5VHg~kfUfJXzrPm%0taD6p)g0yP^oMhd-!qEeomKk-Ntw0oKD}{ z#2lv2o!FPGzwvL3_v$9*c%8=UrkW*?p>^Z|<4T~CbnFF2FkOR6w{eedHbE`XViTa9 z{B431#)rL}>ay5?tifOi{mf!n5uX3@tN6|zeGlg@UjiGz6Qg2)y8-R~Ar2ls!e^g- zjKBNe{~A^2;EvnTq(3mPn*i#jxk%3>rExz0MNpHxo1e=mQ<}Q5q=6|*bCR}`y1b;% zGmjc35q3`3Q96eu<}>|oX^rOY4f$Bpb0+^gefA`anEY%`X*aEV-MS=yHXZ+_w$e6B zBa$#m3Z9W}e z+D2;GRoW+MyQQ(`Ycp^2#4=ek(=iuaGqAo6^7BF8JxR05(duB@*HT^6?lM4S0e(6p zA{9XZ`9+%V{k)XUf^^Nsy`Kpz^mA!lZ>oRO_oesqdrkLHWZP0N`$F(IF7ob|BOG+b#Lsi|CvflLowEn2tsDNUi4GMrUa2|)KF*#4T?OuQ!;Fa|42s4t(#@Bi^1;Kgrz4QvUH1HJnJ?ePk$ z2Ya~x$!&c2-h24)gZDv$$IuU`jD;se|IK`S+NacKGxrnDg&yhqX+1em+cdXwR;A*a zDNWPQ`FWmNQz+f@xgru_s?KY=Zqj#h#x|d)yqJuJ`CM<(Bv1BSvd&IAlQsdxw4W+8 za&8nNf)))@uKUP!#T@`(o2wm$p@!w>YL`IHj{7{hZIuNprqw zf24O!S})P)+EKJJ$?AywEvAZ~(%vlr>{6ZS=bTqi-Z-AyMA%v^@ThI0n}9}fPw&yZ zz5L#1uP$m+`hgitPj=RwmS0Ud1?W#{Ndfkzi$#H|nmp=7oPt~ZUd_YPLs8!cFwu_d zGwFep9(wr!tM8?ZupUARz;!%zT}9vQG-X)MP&12JY8?X4fkq8e(=@SN1>^c#?sJzi zdg%o#V>fV}17i$?q|X>*gH}IWW*H6A`t@(6{m8T@DV1R0>12QNv~M{xmdm;Md^_; zrpA~xU4721=FC?KeB|p~`T%g_K^3$da ztBk2^F|&zDdmLy{x)2A=HUmtA9v;pD4hCkc!K>f=2EOsnzKiDk8FZFF)_?|w{`eTn z{R2Gs>0@5VK@|@E%lINynD#!L(np=Lz1s$r>w-C8c!<2$cLX z*Uv(o+x59CflK|IY9{lH3i-U`4B|M>bq$}klbeXA-<7PK^xYCzO2?3Ye%v!B0SIj` z?PsZ8BGn|VgN#z0dKa7oO67N{a?`n>&!^{nUQez`FVQ0hfh7=f5jj5HTK=XDd2+?^*1f7d^k&b-nd%z*auW;*xj9H;ko?0a&@4i0w zRQt&sq;;vAfv&AoT3iLXIOou|4y)A?L>jq%nlm?E-XK^*7y__J`@f0N7@3~UOrF+} z&U>scGgsd9{u+Z(=!4R3(ys}_Kb?oiSvcr-xk+_CrkqZt{-*C5BG6;jR=SRKE@V%x z_rKKllD4DNe?kz5IS%OwfzASbMY#0JOZc5X`W`Ml_pE?yV=(gs-wrr>cpvv}e~vq! ze1?yH{yvT#?!mPkEJPFUz;F`M3r#o^OaN^;Ku^yh?Q{D1N$8Z$x9+Pn|MsT!80kr)eL5+{PtJJf!qwc`DLoHUro2@0vodX`)R)rvQyS~z=$enO{CRw5!qoGqEz94@ z?|_s!&d<4&P8t+#Q&AJuTo_&Id#R1mI?;MF3avfAiO!qc5z_vgL~pGl7e1BVS(}5x zcsKRqNuNpE&&OZdM`^z_%SK-1W6%2y_o0Yo~3B(}n7`L!*l0R1T~Iq1?-V$LQYH(>%x zOiK!snx=_@fE--shj`9}>1PFPC6lD|a!9r1L=*)D`d{xQ?VHx8ZKxIC&;rNFXOY$jOWVKA3e=q$RLPn3?;AYSB3~WKRS@Db4b~OMqNIE0aID6gK2} z_1?p=4`%AqpgwW#T|p9$DRVIlJ^HSXe1!bBz)Xez)^%NE-119V`$R;5-*lNx`>u7# z_hvHxr8QY#v2l^>Pokm;E>5$&X6M^hw#jD4m;HZ+?Dhkv>bxR-ML^cECyI?xng_NsvC9?g3^746Uu3 z{C-VKq;qCfG5$WT$dkrW0?%pt`8vqQ9N(wHm%u#4?pJdnH`BG#Cwo%F*1Bn(@AfB{%D@hUMpxpqy#s=lv< zNTiNa5M`m@PBQ*b^tJNg@&gg9sh|;utsM`3YeoUaF!T~hGqxvYIsq@w|bp21$C zZ!!R5Eu7_$%Fc+1E{lPYj@y!nCgeK4bo{BbT7?1tz(nv2_~2`+K1&P)^Z7EHTk8Sm83QpKF=_@tMttNb6$}MN zgH2?fbY9}vDVQkIIA25(u|EwwHw-#|fiZx%JWxpM1LhEQ7!sB&jxErHIV#FH(06h* z(->?lU90*V8wyNJ2u`jStpO}d+-uef;MHjBTGBm~Gc@arRl-DvInlXOM!;xP;t(81 z#|S96Ql<}p(xm_j@_ytXGW|{aWXPZjfdO0Z;7tG)MpCEQ!N6OCZc(FKRQTF=zJ;&- z&TnJ;{8{wyVCP{yFg)7F^8O zL{p0*gngegz;PVbjQ+svMW{uDs&2yBM{}UhGZPTbSN|W=QG3`f*+1F>&ex>biqH)^4wEy{;m$sj;=MrGc z1xIOJn?Tj$1gGhDxw0XxU!DN~AI{*^x`o1TYJH(Ej&*N3<5F6r<4=M5ga@KBSl%=r z@7fM?C(p=@Vn+TFN^tZ$p#(EhrCiIon2wU$hxsOXOD5(-D z@1sPkpOPZp)h5s+-)pg7BTeIdL~=LBb3Pg4CIMvWZ~adHd3aRD#{0z(0_v)V0>F)AB1WrvUvaExA@YJ&03KrW;?Gn-R#2-}{gYoV^d5 ze=4oa{TM0xUjLOCF6~pwB&%khd8!dtkeLb|^ssK48N7EA5XD-UV79Np;H*ivLSU3x z0=e1b(#W+ArOQB=S%OiYZ1!MccsIZV^I3M&z;qy5W9F1jQCN^L-g=pj?GngX5QHf- z>M!Tl&BN2nMEhPcQ%mP2EesJr)V7XHw$4q7G1fT^qy>=yT$qdaJ&AT*^2?!an(&y$hd-w=@pWnsp_dmql zPjBP+-~g*`6@`nb)lg(UOPcL4f)pH17&dGG3OaEt;Lm$6`O^bUol~nKguflEH6!>- zm@z$zP+;;?5T@fw_g(6ikXpgSb2aSwHLXwR`$Qm-1AwFtabF<;*U4vn4!Q?ZCOCYb z0}U-DCLDPk`5HQb(`3dZz?b%a-1B~YP9M8=71YT7k+Vj|wD+Q+MxYhyW2DgXFGA`W5^2b;o^YrdY z=$X@9=RQ}etXrQ^q)BPMPwqD-mLJJ?j5QkO^S(CDDLFE_jAP6Bg3x4E4@JRczOPbi zN2OC~KcwwN`o{JhwzkhtejXp5ZuEj}|+f73J*1}HtaQ)XEiNNqzwZ>rJF1DK_z z^eHI!-bbHz?T2cFiKgwQb(I*Ew4@A)wwdP(j{Q-F00^2t0}s{4IY>_8b@O8HeUxfH z$z_=SHyy7&XN-Zd7VJlhgY=nvOer&zGBx?{YJHG1S*6P{H%p8{o#elO+T#^KWh4CT*m>UYlgrl0lkbS+Jp`UJE+30(*nDoLMa9AO3vb_~;0 z=qzD&{Q`dXkG_ZJUwauetHGX8TMM`9aQt8&5ANQ>NAG`t+aG_5hj;J6sJVO6NBx`w z_4L0vgI-$eMAJ18>6w55U0Z$M$2cA(cYqS(rt8=_SBz1S?oa(*&$W17X6HxRp4Odf z$ zeBYilubcPzsI++;{qwQqXGrW*CU8w%3i9=s@-1XWP@O(QL=#KTlS)cc*;iuSaIn7* z*L47b_J2bxgpFdRZSwGZ(_J2!yEj9 za_yA%G1qiNL4*N#U;!7_27RxXMiEKCkCe6}bG&|e>UfAofkvviH^xN4NZOaklrXQQ zjoQR`rxpS^U1GmT%yDz``<$uM?>A`@N?Ib#RjLA&2<7Vm6N9&b7(;Df&hOxBfAAf=@~v;8Ud-W$V8P(Q z;rP)$_U_!nqmMtwCm()HOgrit6s*OKc;3Q7Xy;(Nm|j0|d)&pO>( z6rN87gt}hy^;}vL`F_(rZklr>%x2o3lu6CCpJ|_~s#>E{&fu2jbJMy{+lk{V*0K&h zOKUc70#c1rtb4QEWW z!YQ>``ff8on)b2ea*>a1@>^C2q(wdCX6bneP+#t`lPbnTYrG}ejfm6!G}6)dK7%`FJm&I^ol ze$pH~?z^;&lEqejwmc5JKJNUQ0P({4Syh$X-HC;R-pA=Xo5q`;3vrDGlZ<{CrXXJ! zqP70#Jme<2DHxvyC7$-_wETLNQ-J=ImYfL$#=~EMrye-+S+p$*i1px(jG>!qcD?uL zx(>~31{)&2m)cMN1`xG@Df2M`wsoJVG^%`hXlwtRb4iY0tc`c<@AQx?nSAF5uePP_ zPt4T7uvGmnC)X#Yq!cYqn{)18hZrCC~EzHdr`lzcAY zcisb3&hLE^kV=1FXL_ddyMD>9gOGeI>3X!mJ%eE2YJJ>Rf9F6YZ+8lqI0*mNg`nmAg5tWGj5|9k z@_RS!?>N7HZ4CK%(z;3jCtnAf)?#T~lRXb{K}v=1>3NU}<|o?N0*!L|m&!>%>2alW zPNnVTb^1b|9!HNHxKHjy4v@KUzUJ-)lezaknuh27*;G=HUg}2%*^S|v<*Po@3H`9O6YN$FAAk0sib_#;5>X=V@OHMN?9 z=fom1IUBX)76qmC1_Y8R{lYitnRr@$y~-&-e@aW=_n6IQ0HzF!0^0l_mEcrn0wh&y zWWr&YYNk?#HwSsC#%Aq;%gm`#W;%`3Uea*oY2UP-zVE|((_m|g_#}}H2!RE-Q$I|>T4=}clqtv=&e8>v_A6z0#<|Kg7&O)3rKL1J?PH|F zV+^D6wn}}^85AZ41|Ox-ZVPYt6W)7p+u~^N0LOa=xc$+``1GTX@$l|_xK7Tk zx~ifHA47N%YiP0tN}y2tsCy%2K2v5?&mskLI+jr=Mr;24Ib)a7V5*g$(m0=wR9lzQ zE(hIdf71ER+nNBUs*fNhv+6{m;QCGXp%00Wx_nNCHd3gAyPsfz-9V zC10-fx5OvK_rv{H;)hCggfG(;C%@J&!ue3Hxb5SaFU8C~@h{HMVxOkT2^HSPJWQ+vp<+QzY4gT^1tkd$3TTTJ` zQ(D?~6`6rNQg^z!Q^qxCRD}sO@mx=zQ2;E=gvT)OnigE&N!!v(CS@c?E&iz8$$ilC zk^%y4SL^S(E^5u3b6`I;P0}`WjHbZ2mdt;LVUV_fz)Z+RX|2UTEGgEkjoRY$Vpf`h zrx$o`j$gV2wZuNB&&2xIO%ijdX%3uo(?ta)&Pm4Te9lV@b`B15%}BhYKq2Zn00NvF z;Ju{TO6=o==~$cXP_j$UW1T@10t71sXw^YO0YqyD3V@wMe{`98A4X0p_)uOUeweHi ziUFkJ&_=pqe4i6Ad&2P2zsBB|7>4XO0!9CNuQZKJdswj(`eiK zA*m2aX97fkbDXprNfqf8nSF3%&=?r|5+*7=w^QxEKA#FnbnoThX&SpBIcIepC+BU- zJm<`2entsh%ow>Hh^`jn@*~M^MzX&c9BDxi>n5G2WVgk0xx`SXZKr<|t?!L=?7(;z zjH?%u&#`Ajv0uzn;c~1$-75vgJQx0^!q9ZjXi0_Lxgeq>cvA}j5WqB^MM^u}zmy5V zL5Op*CV)u#v8kkYOWNP`xBR})&p9}Yck@32e%K_8C;=Wl1H%`^_w?Qv|CUR_7oJb& z{Uk7%-mfQte0>&3<~4LE7p#;trcX-Vd_AUu$8;^my$HQ-ro3Oi9&-BRv>C@KHAdi> z(Ezd4lSek0UqVbJs=Q9lU*+#4UryTyf1WhAo91BbvD6p&LsFNsb$8T!J(T(xY2<>t zU_1k*PGiQ*Kd0r_rH7y=AxRMx_p3ZDBl&@Gn&g9Dfr z6Yb#ZU0Ly~HInF!S<)C03j=R3UUumP!_0t2i1r+`#{jdWWdi_9240N2!ur%sLn_j={zNmSEsfn@Z9z8Bz!* z|DUB8OAAMiKU}yhfKPq#5Wq46aPd2iG|-p^gBvh77lbomJ~ee)MUmlPqnDg8vk?*! zU^rPbL1-Nr674Uuq*aT+Jfv-51+9SrSJ09c(!TR3KwvRfBS)wx1SFGL4GcQqNvt_! z-6gqonL%E`qH-7`U5Ai*%@B=X%@`093|Al!3{8a;Oim*2vr=9J_?`in3f=(~5sW3c z+MsO=p8xX8_^m(uE_TnK!{7$7H0gS{Rg3#~?&1EYk8t~w+jwyAK8CiHsQ*5k8N{%# zasMJ(L3ns}uv7sCiAgAjekWiG3`5}zV}{dB64Jd{EBnyadd|o{Stim4VSq*kPr!As zE@Bq31Ot^#H1q~=aPZ)0*`Z?+4%@_e_lCeo1a2Wol4w{Y<^;U>!-7IY;Xn_Dfp;Tt z&_F>dC6HA}ute~>H;svDe&l=@g|f1aeOxjotaBAqiZCdg2O)?ecwEh%eFzR2R)`_6 zR{@%sLyM3?g-C$f@R*3>2{r_4f(jQfHSr~qvp~SUWXmv;$8ZW=~u++9ALX9f&Q zEN4ns_b^syN|0R^+K55i5`fOkpqP3ukfC7SodS*YEH8oB^qECOj(02LIacl4xx$@)Yhv`cYAE?C(FLS_Aq zpezMVDIiG&$>}qjz;6zG%RrF=j}i`0y)$xQn!e8pzBufWabJOR5IKE69m_=UM<)v> zQcyf`S%DlMdM#>|EcsZ+brk1n6eelEQo5#n)pqqP&3U1<{ujoT&v6cBb9a%nAI1g) zG&9~`@&20<7vnj-&O5~Zkg_?MprZh?Rgg6mLJ5!J12bUB!f__(4dYSXI2FRBG@;<) z#q2RSaVLx$C=-n3>uJ;alHZcp6&Qs$dN(;&-Y2K!S65B}`cqnFvpE2uZO6j`7z4JY z(n{}rypZ7;t!w3|s{msV8IqDjkeOlZD4n0pW}|7mnWh%W&H2&`H|^WNeE@e!022y8 z7ML7_z!a1V6KNu7W3N7?)x?)8m!j&wP0_N`OUrwSwClZ(ZN`33&}wDOK~+_eF2IO$ zh(r@Nxuh`Fo~Q+Yjyb)oQ=v$>a>74`=ENQ^CW?O4&U?w#9+(W3-V%wXTiZ@u7C11Y zRb`{4f<~{N1Qf*j1!%2-1HcB+j0-AU@KeSCROVLVRm>rfQo0Vctw`6g9;LCZDr{|U zgRBJIYnLkweJ^vxdd-iuT1x5;44i-}Oy-eUKslxBCR~!>DdRB7G47FA0ZhkgkTUbi zL$tp7(7Pez`HzAM>{I9NOO2$oqkCGe@7=Xx! zzA!w=ueJBGHse~5;+ep`iR)iix9kOZCtZ~~NlbvV9EDv@7P2tu1bCPrz@#8+8bL^n zV5vcfpiB2A1;7mwy6I;NMio@bZeR?aL0-fuB9(wx286Q;6wcC;Qc8!K?deT`HI1}S zh63m+gPOc(Y!(l|Tf*gAFW~Y^H}R9V-oVb*9G7=?aPav9eDU#pIk%ZW&WH771)S2D zwPON~Gwr>Of#TUVj;my?73Vm)%O=8-TuYyU=^Qww^vG$ssXWdSAl4D~ugG221FWu< zc&>9;U!%Lt`lFkL4s!3UKVSNsS|-Hr3DM$EQ~qrNcyU*TuBWu!BqTbi|7ja1&BvxW zNUclq_j7B(@wdE|tZ#|nh|@Kl@g^l<7?5bRGt1J_*odaFH&T$E(=2V*#QkkXo{@dz zZ%TB}*I@k2EO(c8i!KnWni`Lw^zz73C z6*M>*kOf9lTJI54vZdfWKh!q?IQ?&w)G~veLtWPsV5(!t&Fe-GXeS46uA$G(JN12) zFy<2Cw2vvh6wEs3CBL#UplUP`)hN92@6=2yGeygpmC2=oB*0J5^l5Z{{XREsOKF;x z{31+E`E#13V;*TVHJf!|ezcA>&6LhX+P3G=RxmB?he5RGjwitOBxWjYKQHO{6>Dj~ z)BdkkE79U99Vlh2PB54o0Rb$-+W^=I(Oi=&0bIlkm=sJ&v7TVOY7IGBKbR1V zXCM!=yTCWU^V_)f)i1*`!yO-?cMe16(XDzsdhiH)5BBld$DiT&=oqeFVipuim8~SM zL|Er8XkiT**h(2Fz>tN-9L&M;1VQs}49F6C4pIAcjj^~^7_zXG><4CaeGg+B)Q!Pl z#J^HqR92PT$9=BNnNQgx1Yr@7Qgt!wRSQ729u6;$&Q2-M# zH8Vgwx^bDXhlvcl8(@v@Y1RC%o0`j#qOot7?t4xwPIAzYp7DA<>1WSw^817$**c7t zXWpY~Djc~UFaORraqD~E#^J#u*mi}x?|p<1@BIa~7^pjjaeyZSXT>suGOIBy>Ak1p zjbJ?yB9y>Gey^()UrwWZY$Z^h)9-OKc@jXr{+`ya{a@dwxjRB$q}eh!F0~z9k)H6K z5-3xiC|^(c+(b9RAZ$vTISGj7AUSs_$)DeJKR=EZ|B&BGB_B&%*C#w*x}$S`q$EHn zaSNNle5g;J3hgBPX1Kc^H?~qccWZ{jhOUgD$arh%cvr#oZrRC=dv%lD(Hd@jLc9sye_)!d~0 zE*_lO0d1{?wKkdqrq%@VZ)%3GC1sk@zm1V#9Calo29AR!Q)vrfmQ$an_+DV>Ql=%H zk2Ij&1bmxyllzo*MTu&m?|C4;l-bOE$+f+8bvN%F12_b`7+ z^`1q$SrRhj^-Kf?m`d;?JpqsxMoMV|X3^HNFxW&8Q(fjUl^Ymrdc@9!_W%GEaKV&S zLCt6)?1PE7Y8MG)EMN_c2Npa&A1EO82h&Us1{+!P0{$$jitwdZU&PD5{SDBf!E$*7 zZhLSyU^#f)x&H`{9z4Q>yN|Fs?$NG#RHnkBK8vO@@ocdH00WGkT-;kmU0oRP#^Bgg z;HWvJ2}8=k;=>pd%&n#VjugmKbS)uc&>I6s1h!-521Kka=Fr9h|b0pJD+q}V&S!2yGVWkS^-gZn-RKBQjfot!a7&RI_a zN=4gFFl0r52nLfKt&W&sOak8hQ;$Br|G`~9lz`#ZjOZqGTVxSpFghPyI`C|~Y-aKlZt+iooir`e_4C4M2&sHKB zk~z}ZF_jIjDYDK?IA^^#@ckf`W8+3%I~R;G!AES9c512}E!|c5Z*qppe%^E*>hq~! zx3LDp;Bj#GKK|}+e}I>M`!_K^dlrX}JkH*_j_>`8{|0~e@BS0`!3yNW#MZNcv4Bb3 z*YYzg1%c_j>K&kc)@Rc@H2u65pCUUWb>1huMaDPe;As<0(&s0>(i`3-q9hXk_}!*? zOX;GY)z#xkORSS0Cl*fnn2am!LmKoFz$EZ$F2H93hUAXhBxFh3E!}IA`2k1zrTr|e zrIG+BZ#!Qn`7?R_o7zkJFY9alxts=@1Qq$X()GHj?|FX#5q?|fIxnO}WS*>}(tauN zO3KSH%iTgmAWNC@1E=NJtegV$r?faXz}hOBji-Q2!C|~?iEw;$gl^SgZ+{Ql+uP{- z9=m7Gpmzgyc6KEAL~tf$XZRTZr*Qd*~i4ehh~Z~H_WlDD@mq>*{(y#q7gh8~6> z^(bJ#l#wejRBM-VGQNC_!rUS%CUm_Mi6q^Fqu*`d<^yPDlz1gwBfuyq;qadRRuYhu zn2X%4Vq>wvWIAUU7^oCHMet%k#$aHN)(+YM0VH~nd%!r+*rd^1jU~`vQDFuUiSIrU ztPR2^;-KjqwGiHW39JT-A+*H=F`f2|v**v@wXeR0-Dl3?QQzX=_#uX2fa`i3+<%BW z2ZuOnd+hHW!aKrzYYX++bEujb`lg1jD%4Gls;&WRgD?Q7YeH35XqpC1UB~myRu)u= zDLK*TR%5M!sVh{ACIDy?&j6wTrtRn-SXULS2|_z#VX2B*RW+j~0=!{(69RDs?YXX@ z=<^+xpSUW>`R7=S|5=3x0K9YP+7`p=5W{MP_TUih;V}*$Ji^|+2Uzay!yX*MuU7E= z0M`$|;9yK0)&+y%V5|W+1O!!wau94~VT_e=7z2=j1pqeUw~q?GAJbftu|ZH1f?igm z=9s{6EcWecQvp6W5QH^g2vT1Vn36T9t0wFhVDQH<)WfR4!LQ$a zaqngf{KQ8%tQnvT4s*~N&yCDlDJ}WA5zlk)F*g=G0Pp_CAL8z(ckw6x;=jYi^Ovx{ zcMsK7hwuFJ@8O4k{+H+;E@4S5BF4BS>!3~1YTEblt{Md@+OO1oP5--Tj9RbWbNYQM zv`?SkWJ0ec2e0|FDNxORO=zz3I86_y|4sXqo9r`B1I2CXPky&C^C&dkaG!4i(ZeuA z-Y$Kv0`%UY7GB*+=1jbm@b&a-Nfqmeq5}qZm>!dwE6kOiC2xyg0(RGzSe_DP$ z$|*p9N{d{U6hEf`R4-Fw42EGq+qNJO{=@gbk551Q6gO_&!neQuZ5$pQV)yJBbbXJ; zhM-h_dYOCgV8~7m)AVvkFQW9B)Yp5tT*k{>wXJDn_O$3lt9i+_-n7oB^$I2Jg92h; zv@TFomR~ITOnN~?(9ENx(~yA&MUA;JMohO8rcDJ9CL2@Qo?f_VUm{bH1QOHV(r434 zt;7`M&nO*rZKRA+YHeYyjjjg97#KF=MUa5{bbiwHmKJL*IzPa9hkh7BL@@%d-;>3D zPv`~FAm{VtoC`tD))~0C{sN#jM5298gx6_Z>18kAJ_MNxrr@ML(7|-J#7O0Jr2o=k zuQA7_0w>xPR$&4WIv+HB9L5qfZia!gPP{22SX8Zw1-e=&XRL{)y+ptOLT77GW#I{c zA@o+PM0!JTmH6-LzH6EWbzQ?$6{@Cztt$~IR2FA1oX0blE~00T2P|jMwpy@whiy0D zT0KKOTfo*0>Sl(fZp6)`vOpvKFxJRChOvn&u^TnvA;1|(w5pZoIDr(v8Ha@ueX4bi zc+}MLWQ`^a85k7#A&%za%p$Ph>C#SWppnS}FeH19J6^%HJT?9V!j9v$Ot{16Ch8< zz|1OOa6)S@DSEtTu{f|6##;1x?gi%1!^cR#K4F%<_b}eTgmoD~7DD_0Feqq?*olUi zA)u0&B9o#TDGS+KJtRLch~Ow#ap+$4i}4Jy8d#IT-o<&-v&d8gYl5IUfP51yc}!Si zRXxLewgp=mc>4%_-^w0ygIG4W0i`om{sn|NYz8ed!wJ+dDXHk5FAWgI9n5xA0eg{ugL^M#DCMj8W4+IlDq%O6OUs`AzSD z^j^<3x;g0C1YXnM_5LgY{nESnd7FA!-=^{9clkspp=SDpaZJE$_&v9_$e&C5ug~X#h7&rwW{nW(Vra64 zHm$?lswM4bK8B3NSmQ-XLJLEr(MDoy5)&-8Qo5Ad%=h7hmtdX>$VdcDX?>5I>(la2 zUrqt~Q(W@R&A}8h1;2G&qwjn4eUJCwdk;5m-o%6Z_hF2|&h`#~@sQT{a>*vM`1a0b zvo$SjihfjUpB^rCT}O?QOAfyLg4XdUFrWDBB^OBUpROhEm-ie^+kp|}r;J5vLYWE> z00{8$AxgJVaIS|Vl6Dg5Z(yLu2jYe5pN~hI9UVN_1ZCs zC>Pz{K-uqOiqK*2z?TK7yCY$f28C>r*H z2!pjav=vMUh*(8XU8CBX!)-NaW;4v^b5vD@*=&Zou2Iitu(JlU`5bmugQ^Oqwy2s0 zb={z@Y8V?d&j6~rmVi^xVHmKb;3Lj}wdldHAk=JNy^NqYgq}D=hL^eW7@0I8M&l)j zjs#9ajJi!EW~jmo2KAk;Yx3|`10r%XN!P!b5@tr{hNT~N!t_j27&7_5cM?3QWkQJN z&k3U&=ud!H9As-$|6@5sVCSi3!!x6|Vs7o3;21FT8r7`E<=vaO`0`D>`1{|%aJ0ng z;XWRHeiwH>`V@CR`WU!(A49vsYPAGA3-$w4=2TG)b;mK`Y_Z0|83SL{02ox&(Y)Jv z2et;@h{?DK!W&{I|=)-1KnI+gCO=GHzdt}|z z768~1R&bb6g=S!|AMm5U{40Ft@_&n2J;(O$E{^sNu&e;ysnPGXm@$Doz%a#jw2e5X zn$?s^+p3mEj zZYF^)qp%-qVDCwQb56sOtHGL}T-Rp!oHm=bnAe@tEuXiO1SloVdFj9TJ1I|+@?xn8 zf2rj4F*DdPK;;0yxd31?ryIswswXWu?-}Ppd14wBWgNa|uc2l!S^FhHPTB|0Ap=j! zzYu~U)%ctnPSdRYx|LIa{~ zeFZ!7EzE5#Kufr?u-OH0D0r#rz?3-$KS&fL8-j(glO#|POarJ=Uvlr^hapOH^^hVR zKm^Wuu%;%$=|QRo5eJjh=^+OI%u@+vRRz;kc(|Y)NiTSf`tCi(Izzk05WExfO~(xK zjK&ZQ4=^(;L8)v7@0|GhIYvbmJu?6Y&jL`%m~gO)f2a5|hv{RL1_y1RBM_SaddCBw zoumiSh~vsM0|>s!@~oxABpnJUB>Hz=ANE#xjCQs$sN42iu65Jjh^173R)MS}=(At|h=5i`oHmClSPT4MkuZE*=|% z6+Q-gO3e4jM(we8K1!=SAlkT0$RSKNi)A?&j4C*?%fhqae=rCd)S%Th;>S!LqD3|# zg_EUV{%Zka;HwH;83D0|z?R^RfMHo{73#V|Rn;(ch561F%&b8*pTRaYY+a$6iME=o zK{IPGo6XQP4XR)gZmLSOpP|mw-(CEbDekk#q{SfyU)l(Km2WhOnJ(f!7GXnj-ULvH zuzx~=DmXZ>9en^TG$^*DXR}boP#ScEn64{fiG-QdbUr}zc^n%K;C<3D4uQ=SJh46z z|C`z|DAPJtJElLH@_dApc&ukt_{~h7os1&J3rO2!G9oD8@p+EVhvsU7=G-=BXSZeU3Dsg3TU&F?=QZYA3pCqXXck+bxx@HC$&sO$O!Fpw_df9(CX!`+O@4?Q)w>@0jfd>cU7`5HT zV*3JWOW^$nSRL=db;qE?J#@#1aH}PFwL;YoFzpHyVgxuI#1G#~{$ZJ44$StbnN3%n z_YBrh{hot%FIZ|ZVs82rC`1Ys{^kHKt+il77_5gkz~0^4`0U4T;F;$y;JAB)s%mg% zHp3tO!SCbEzkMBhpWVZpY9J9zr(i0zHcRhEHTloMOM0fJU_7pMT_=Ft^G41VO%s`J zvXcY^CGeaBs`R-Wq^8e`P!1~Q4B*@reX8?%*Fam+=ah~`^XPQ1q=KCdCEoXi_j7ur zfVM>=>C`{fAR6G7wA`5pn_#4uAaL{Ha_}fdO^F zFUENXatvk#$74R{p`V&Yrw7WQX3^QdRJt1_??kAZW+GvhXND1EWEYN(C6~}@nI6Od zAQ7fj$e_RF8uNJhFvPbruvr8|(5JqS2x+D~JE2`=Q7syD`v*a=AeIZ(NJMGxtpGe` z33z0JFoO&l7R`qXzQSU*DPfuhEA(_Om}7{mI`AO2IRFy z;a2=*`rIa7x5tgT?1 zIhxwQRxF^=Sh!%S-x!LhnVHdd9rpJ3;lbG1-9^(hQ(x=YhjmR7P+ntC^4l6cp0G~+ zeT~^>z>lCH5ZO$MOC{JbHK^hx-TEfA|R9 z@e<3uee?%M5^JO%K+8j*>%e^vc9J@hm|@ufW{AK~+=9e{2-ZZaF$%)jTnn1gq6FMZ z;7ji!l}9xo{OoUji28MduGvomP-kI{Gw=fu@WHIum+aH_@Ac1ue?1#ZCT zR;N}xk>^O15BO-`3W zJIcr9CGA(Lsoi)tsGuvc(u?g7CWm~!26F3%m|C?!gIq~+lJMcAvI)qiE}Oqh-K8}$ z3jfA90%~=ryc1)yU?dl$thWpK%{lXh~K%^k(#aR1<|%`Ou6MU z^Xb&5F6~G9Oe%@YBb26>u^yPY#5x^oN(=c;>?sq0cYHpTxJ#XY27yZ36aj*0oINqf zNVYXH1_Kdn(?ImTVn%N*i4Qq5h%D4!60FP_01$lTF~GsAsWy)S0DwX4QB{Dg#5A3V z0TX~e7;4!NCA=aU*69nv7uC>^2tPtTcVkC0P)h_Di6BnKpf(6Of>|`is3cypq2TWw z000IFKov~Z9jcf&*qS*2!oVKRc$fWxbW4lpnK*F`l>>E zu*Ajf9h}+S#d5inU|@<`JY(p4$@d(zZDb6FzDL`xaK?zQt1-cU8YCL(TC~;#!r%t1 zRx4OzFq_TMG;=h~7H0DqX7d@E`5d;cP}enVRRy2x8dW1&ZV-V(6mLTC3l9Lw0}^P< z2eamgcqvNjbtqz{9<aF}TS54e?Fs!{+VArBRExA;Mz}ccjend= z{vXD!r6p%;PkORE1`c~Ptuiv3@&D5H(jOn!whg?JwwOP-3>|(-Hn8Rh)76>(ka~o zLrMv#gp`y>3DVsm4Bb71ba(T=zn|Z;p0#FiG6!?OeZOPx*S@YA{BaR%a!ZCPVCb+w zAuNf?OJY+~W=l%|{{YMCY-c)?LY9P^+_@^~OH0e6_C~{Uu;TJ*De<<$Ud}4m7^C3^^tRDNW&l&vi60hE=fJ_DW~$S+(#wOL2b68JgwMZoJ(iRt+;iQAjBZl_`v4*y-)+?hg+_6-E^lPSK(Gi zohS+)`dO^Gf^Eplamwc)n<%*#0bk$q_Q%R>kmgQE7Sss4dZN!#JBp8Xgq^=$kc$aE)YimGW08-{-z)C7WkLB994ehO>Gs9dM}=Tl1F? zH3|tvxCy8l30%Ic2OPf`NPCs@KqBSNmqm+3;V4uUs});{!(I{HsxbL2wtgl6`WA}Pt|yh z4i*l4yMpUq`3#Ckd0XtM-!L#PIZahv&n=gC=J4A+w z9Dk0^nyNjv^7jnNlwT_JH`8N(6L;eH_rYDCgu#dGU**LO);@<)GLdf$TC~&e#H;H2 zPyfw9t4|=YFMM@QOqKUvUBhO{cu|Ki$W}wMJ zKF%f^VyQ9;#7HQyUKWLZ&ZX%kRfwmm&FYw?#z28J>4kpNEeutmV1E1a`3Dee3_@mI zjt?#(q!b4!8MtwPGZpN`POU1$|B&zcJF791`g4fq7^(C7P$xzoT{C77CSQ%&WP%}3 zTc&w;JSbZy3Mw-Okvij_fzD}9ENZgizML7)rRw-=->jDnahT7H z^X*p6f0(1#;!nMh`zz$@(>X{8E>FLwU2!iWg4nT$NrZUD2$xbN38>INn+nVB#wvvT zD*cHEVFfEm{aDS<;xAmSj(22bK_yYniH#Oemq)C&*jlEMl)+v;!jFEsze3<8qBWqg z7p4`zi-II!5aVk6&Z5(`7AFjWQ&L(0k* z**cM4_IM@N3iqc!lB{$HnDgKo^|qC{C#7UUhO@=t&U35F6a;QQ+Z9q$y=il_O}gQJ z-XZTyVt&;y)tehyMZJHTuGxRENI&v39H7p9W2S|Yx>M!*+-`ilQ3PCSzy~ViH_^Ur zMj!S0M9y_gn^Kit$yvp_2R-k>V_ZjxR6ky`K@k)z0w@LN2=)5QfBMH4A7a*3?ymQ{ z5>AF`WV!mU##P|@Otdod{3~dW#Xq;ree z2TdH9X1p9_>*_F8CkXSSXO@}qY!=FJ-}Z}iJ_eprmWd4G-1)3awzg57s+=!G&(vln zVoaWZPN_HzNcWL48_0xjJ?rGKThJ7hN!uI4NUh9(;F(ar^alkVeN3M%C+nJbR z&?TrrMq3p8&foIoA(f(Rdy~BFd-7a7FZ`q{Q7}C`oC#Oas?}N!I!27|C4#C?*6eMS zzcSE1%fC`tgK;)zEEg(#tcgw{_c0GPM`>X6;}3B_Y%I~xpRY*E3i9|+*=lfXSv#oM z7vA`%C1!_D{gPs5ls?3u=UbUI4XHFpzI2~2(RkOn_B&g!?bg_@ zG9^`J>1tof9!e@S)_03h;a2R@g{2;jM z5w}al;Xl@{M`|K)zCuE#>>7Lw)eYyGDPJG*mhBto;U9%*9WD1vm5i8I+UA>tsh;FR zG67n9OJs@u@3q~jk`r3Q%-1h}3SB1B#ju|hjM)8MSlDpCtCvVb>(EmmU{;s}a4FGq zzeQjsoaD(zwm0kVV4<))r3*w~!6?lH_HKu+lJc)19Y2H#Fflik( zeKg#dcc^IwawJ8DHl`}hW4}fUszq4&o%@^G^Hinn(wBroQey4LP1DC+@73^q-FRs2 zDz(ks4TB2)1C9Sf9Ew;EK}x>%H2+%7RGhgY=H`}~5W<@;@3QnaYTpcLF(~40EDjWv5leRL?3C~qcpp; zto(tp>XXWW!FBM_*PB{EV;5;c@L5Una2}s)#zL$PKChQLvSkoPdy0Te2+2jwmb5;C zSQ+OIX_tw~W5VlEXK{u!-dJf%D=s0R--W@5s9(ut+~xsTh8**{4o-v>l-EA|);SPD zd3gMgRvHPmIyu_mbh{l6X9UQR@%9BlNTIMKLdc1>YJ(vDdK3*KErf7&Nda-5iJcy( ze%#yfj-VphD0#r>P zKXu%d0op!}^G3|MXk6%!ljPowok0bstF|=jzY7@*O>2yX_4|uW$5jeyDsM4?u znW4CX=bG6!cEXQOfIoIY_ieBM>){^M`3wz60{m`1#mVwN6!%e|75BzK#Qu*5++!JH zlid>UFjL-PNTi3Yv%%3xiZ@&|7^(1*_Aed2fx~NE5v(ys(n9bDCt^kv-p?D>-Vo#9 zRq^V3)N@6G1yt`#`qkAFA}?G*5mgz5f zDZgAll}nUmGah)AT1c>Z0}_QtNzaI(yT*xTDfB)h2o#m89|lJi4VydDKc>-tBGotb zr($@x{#pM}Raf~mx7B_^JV~8u0m?v)G|$EFh$Tbolfs^7o5QMBiDEw>A;f~=h0i|w z7_VeON!csNjd~nA|MC*Ia?LCO7oPt}EXGcaI#_^Y^3@f5;}I2=SN+KZYD9*yv0bqX*l@Fyq!s9BYHf55K(CAq|Y z>x9v}?$Wq*UV4^lsFv^Pg!0dK$xEQW2W((1*tkf%f;fy#YJ7g*ym$8Vu-hCvViwe$zWdmu(J;*H7(9!$}k z13!qo!fXwlwPsv6zim1-5VsMNk%FCMc30%qBlb|F&P?&nVeGeL;kNXO>HTo*g zLaXUG(`5lus;QgI2|+{I>oVY+K+gRR#7^NeZBMJRsjR6Xs}`29etC%X2>}YR+%12` z7=oiS4arLGbjT(p#J4y*h`!XDh9wQ6w#Qs_LLvNj zk?!?%qwk4(U#tex^0a;4DELdL>1~`VvtVog(`ev4U4*RP)(H}4^yy;F9B%(E1+M{JwR9iA42D0K*y zIJf$d0DN_B`hdH-V}QrA3a?w~8N17Fmz`Av&^!ZWNT2XwG03*IH#4hgWh4s```awJ ztTAeEH!sn=?S>t?+3t9Ue35SWHFlPXtJC<|cO}bYgMl<8ZsEj9JpYK9z zZU`bS7wRpteGc;n$p}#3nGVvaDFhsM&0;Q=8_7bTy^K(HSSuXV|Rqu|0B)!||T9R3gp#YJtYG01VIru}V5OGmGI_|H)2)ZhOO zh>6+!XICsNHn$HI4r|?Wb@rw>D=Qn#Gmp^hd`1+#(~_#orNgL^9!W&vE_$1-vY8cd zFQuIE6}6;z*Zh_T(~TrFnuy8Pol5uk2Sa`bqiYdzwhK0Pl?lr$jt~}9f)+nXg=9i6 zmZ9^lDl>Sg2m5OUDQ3N2xl+uzLTfN2w?;HITGZbl&inJi~(eDO2hC()EmaNLZ}gr|S+jY)jgrY>4LA~mh`KIb^i*N=fKc>v*RzdR_f z7zav~jyaNXaHRkX<^8R@*ZKToq~AM?Db<@x?i&m$Bj8UfK|TY=TlR24u!Q z7I@R1Y;xU3LWL-yzs0Epr)em6jcIbeuoD~F4%=VGcKGfy(60ic_#N;&g4ge2d<9YY zp$^pNPBC6Joy8_Uj?jg;x@ID2r<@in8;o=JBmggZj)UYmzLAz;IsLU>VhW(>LMz69L!+N!ZP-s`!GjS!-Rpl|-gQ#^!ik&yfDX9?7$1V47@kO4 z9}ZSJ>ww&;+a-cG=y4g-=jwsL^=z6)>Z-FUm2Z>(RK|93rhS%TtQafxXO7xQR^D8j zPl<+(Ztq3uSvM%v)!LiF(+OH(YaMCPzWgYo=M?#l4Wvgee9}^7Gt%Aw{-5V2P0)tj zgK~r$qq(Q0iQstiyGwM0jIBqxSzE-rmbed13M-x!QxH$#NH_dr>D^CY`dkssFdb&q zgFBg0H|-;u)#9-xFn(C8w>dize)uD#1%3vx3NWb4D?p9KLXf`pG9h5DBzJHO9{>Y* z`9J!l9j882s40F&6~Gn}#zL%a}cg}Lv!{b&YE4p)CxNuo02vv19k&a zjzf>~1Gm2)MK~BYozRxcJaM;P8m+YV9W_T@1)mBo`d*8ghbC55-$E;bsR`H0F2FUBL1J!(JQ=0|O&z@I2Pcuk?y^@G{ zbH@>Kt(ks93`@wylV7@f88q)pmp6*C{*VIOe-k`qY#D2ub^W2l&z@KXg`J!5#txIRe zqn^-Gp+DQ96p1TfRZYjzm<&w-R$eP2_OQtq60qF-k|V<5E{72fXYv*k`}?aw+5baM zQVp?$+yun`djk>=0bklGwAYs1NVU2H8;%4T6A6!Q%+k`5ExxUqMjK$7mQyl7Q15eZ z&d$%H2(APA2;g`DTo=p}ip$4@s{V$!#BLPVPWQ@e7a&1Gx^W>PQJqrt zND|X7N}SDdW{vH6Qxwq-jKc_Irc&nbvg!kjXyc<>Q-o_vUvrw(w9s}0{x;Y$azNxY zS*87_zo=+%YGDbVb9zRj)gFD*-ZN3Nuri*AR`{OOunj;r{!=Yp&}BBb&bt#Fo11P8 z;xPUE=IsLcVGJ6fW?t#T%pL_BWK3xXXrU0;6&S&Hk`t05SCUO4Mj)dXk`FB55b1U(3r^-P)o4scWGD6oGmrR$?<& zlzwl&_M~N+7>l{%1A*rD>5i!|5^U+XyNd4EK^umh`?;TWC%0NFXmIFn8lR7|{`Cn7 zviDfoOOFtOBiYWA6XHIVKFSC%oF+HA!G@pd6&1q|B85v(jU_T?2}`C%O8A6@9u6#- z6>-dPL4oJM#GPIKuU3ZYvI+j(TdK<60^+AMNXB=N#^KfLVbsMN(I@=i3pm3n!6WkO zWTEZiJG9&9tgP;2`3@krrZ}(NR?YCQ7I1@9CzHCfYX(Y2!4a* zM}el%W);*R&C4!<*69P}MZMY?xCHq(88q z*$N5g#<-!=QW;oj&*5zGX7yYOu5`z_G)Iic-cueuUE>AZCf7k1TM62{K_gr_N7@&$ z)DSKD7B|;@?Hh^lXFLtoze%wh(LO5chg`ft`6zxpT6=LrjC^$@`{0~gDf6R6%}f*v z>-4TDza}8b`?U6zU)#C!OZ5W>`h3yf6O^a~rg@sThlMcb?=P_@v(6o*++j#(!CS+W z`JgxHQLfp_7Ip&cIT_!$F{^$Rie0#m++|OjQRm^{RtL6tZ!8JaPfHqw&wM}Xsmz=l zkQ>SV=qk&kuB+SGS6fme{5fHj0p-v0XVO{kc{08Q-~I>CvrIx|L;qAG44uv?SAhL- zH8?mp2#LK`62wI=t*j&@SvX)L@J;GMX{dpD#XP5f$8#&eXjZIZY2K)_l5fAF=_GsY zQ^t{E{i@u68kXseulm5C7=6)RFQ`V?(E^Dl6or4D5C5oLdomFwjw;8IAG&SDeN0F? zbZ}Lyhr-Gaa(9lQ)zFO!!SAd0m*~|8FNHLNK#D_|2&~>zq!hRc<9FbJF2ZZre2Rdw zkzR4d!ht`A2*^tg(tdsdn4>y>1Ku;TJC(J05)0-qT0B^y{z+9_NAJ&j{x2El`S{3y zN8!=WkiX|?*UoE4-vvr(W(Lhp@znKGRgIT&i?hLF26)Tr zmvF{7{j;DwY_d1WBRQEi;N@bsloaJ3X*jXH*SILtjpdQy22rn%Eq*)1OpOsOKWqzn zbODc(X?GcgS$DV%Z%(np?B|9btRXYZi1Z51Wz_7IN0i_*QQ7t$b$vIF`tIdC)aIMb z@7I5|fK7%BsyALdgnln9Vc76MMX;f0TV1Z0lWlL`Gh3 z1>g4hT>MKJ_2LP-zmo02JPM9VG4rJwF>U)a=g59R)k#^erIG9Yno#~L8x&XUH)kM6 zX`RwBn|vRot`mPfJ)8ny2rgJoc{0BjNGf2?blRdd4ZP63cX?W9>+)_r%ls>$dNsMa z%73`z4+C}x0@-^~AhKryc>rxm?e&tIzo{;LSFB4 zA~2jK4sUq?U@;RT9o%mCwRQH!4IV@(ye8dMBc^>fXEv2BRd_T39lr#&eL-+-U9teS z`8P(wvl3Nsiq=PJ-Zl>sg5WKqYhMMA|X5jDw;w~xPBH8+$^*9ryeR7Do zAba$~eB@+;%uf|G^XDeGPFvpk^VWto_(D2{|MYyGm#J6(4FO>Nvn!)dv>NuoIzw*w zN@wOFI4{Bfu6ips9`w@-pAVcq7LZ4=$t%A+Go~WlVm7+_<*IhH7=SWX$ongZe^tQ>yc$OxXPoH4_TWZX@>_)1i1q8X=NvkNuNni zygou#b&%i>CpNJObDrJCkeb{vFK4VIC7M}tJ`h|iHTWH*Tv2yw)}DNo*#gGapGJS1 z|-F3(U9`_-}g{ZG}m7UPMJu7BJ)u0Sbs2?8#!q<@POjJ1ZT>AD0 zLFf-?@2fD0UdqXu{BW8GrgEc)rX&AK(j9-XtqQ{$;Jn?<`5rpE;E$#!9z{cy*7)lf zA-Hu+vvQ4R+~7mCOc~&I#rwF%_ejjQ=mV}Z4ImnkI)i8k+pE3V zAg24pWIjLdQuQleth@y@=7XB(6AJ1XNiMHflv97xFGusel`wP(>1)fn_+;+Up6Z_N zo??Fo{TsYa2AIaCf&YZ1>VpY_pYj;iC$wZb;%NAg^ED1*Z`5FUlxuspw2>uyOE7c7 zjim8b>o~?Y4MdblMk)PW{uJ;qwfjVo(acVRpIf~*XA~92yly@|QDxiTzF_yyTGghm zj{oB_xL>mhxSex?v}n}+#LsHV6?Y~bf3BlJs^L$iY{dd&d9YGLVS8m0@)=|3^(sN) z^*gtop`!lTFSKC$b4cL*jXati00L9UEC{itwGB7BsXQcFGyrQ{jmUzjO& z7&PIz;n_+SE7lY#X~8t#9;392_k^?|3g2_-mmNLl_|L$Ga_DLa3|jaQ;Uxq5ZXOCq zzSZYDtHzO6)Hc{s_G+4c-9JmWHql!I;7rc6%}Bf{bLV{j_b&Nyv!nlEPyJh1!DQQf zkTc#JL%xC$Um7-x@E~67RFHV+_{qP{jEs2SOgpn!?A)=6)>vT!#Fm)*CWL;et!_Gn z;~k0b^8^2ppVa4OGyiSyYt7lT&L{y&T{{n;F1>qGzsMll%Gr60*z0L0C#N4rcd68I zSi}Vn2z-#j2Rym<;aW5~_rkuD#7OttF^BXtX#8~4Z$_$ifp}q`*L>;w0|?|2%$MX% zHF{P5G^z$`>&_JANzIX@Yl1;t4f(VIC}*WuM`QyA>P$jKard^bV*j+!=VE)G)$7rw7RSaePtB_~wP#{RF_>t^%eO-_b@ z+OJE?Z4cg9#;A;_D0qou4LLdvV$Uk z^UR*lW3T(Hp{fXYYcZ^q6r6c~1^mX$Z&`q%iyCk`#&O+q$FNQT?9#0aNT$0t3c_#p zIpkAK8N%p`YxFF7SwX34C=>(l69TcP`EIUGIpQ|IJTGTqoDwji-b+O}w?onqk(_S0 zSfjJ!voi5mElk^H*+tgU9eW2~Nh}9mN#8#nJ@B?(MFvMvxGZ*3T(!2ZJU#4PU$1MO zSQ5s^QeS)~;UZn4SQcl@_+i<51g3o5zi<$}_KvL6V|8GP>v|(b67*LZ>XY!#o^9;# zJ0~pJ6K`p%ME~TZk6~Ti>~=i821n4UH8n471_(cP;)-UeEU9XsGUF297FsI|y3t`< zaq6K)Q5)4nsG>6^`wB;ASPRTFdx>n9peZ@|W{4F*BST$8BmEf{6A?_kpe}Dqds$@; zOb8$NsM6b<$r*=uDp=(EDq@(*xYY++|F=nx;D~X1MR3$z@Ds`XH3yJ57PL9uzbNs! zyxDTSm?v{Q;FW_wD3Q??&8QftB4PG=aIVe*ni=4`-~|2FGoJf>mEcGMAd#IAbV60( z4Oyr;4tSO~2kO`Hdsa3sZh9x0RAlh+nCsAbZ+`21&PU%7gvMqbl%yxXFcEz42ZPei zkC!yu`tJ%+J^@pZD){*8A##>BZp1ElmWhCX8#=YWw**91rL-v0`)}@ zaVZG}6aAB{#mR)~!*Objm9)#1cBp140kGq1{U68y@1q*dPFjaEp`erE?DBF*87Bb# z-1pSMEUP8L^FChJVNZK^e_EP&{!VEv7%OVTAGtSnMYn7C@pyPkklz=_`d1cREqP38 zQrRDJlaEgkRwM46PW00nG}bPnlr}Z@tBsG&k2!I83E!gJ61QvfZlz&uPB9917oK#f zuz@2F^Fu-G=DqKjyJvIGgqffmT^PE<%(H}atQ+_9pVs7YG-ncU621YYyM76;*f)+X z+m`KBIa7KQZ-mjW_H_>^dy~~?{!!JKBa4LBi{xWM20O)cPY*LLt&C^7kfF+1D#-n2 zB_%pqV_BsGsZN8&^5l&3UHwDjQAdKJ5}akh2>C1rxYxXYH2X4oU1ZR9C9sXTx)Or# z|2U0BjG!F8*eh!^qJJ|K*5Nn}i6^?3Dkp6zyb>9o(Vk9~|9!bH?A4h`X4 zS*xJ$RQQsRm3Q~|y^}RUrO|$(uMi^LG0$ncZ1+d&nZLH28fXWSFUg6?t#`%d!QFU? z2{Q@!ta_`dl%(*fXXFuy#Cp1131X0a1eP4Fr|X21g_Rrf#?~%C_w&jB>Tne}1k}5& zWAK_ZQlep^McJZG69y7vz+F8)>+GzBx6w%xsg90pRkz-LDc0J|VumB2cW}>>)izCBY?mqfhg4 zjq914pxoQ^du$y%^lcpr`bhkrb|uXeqL>#gKM8&Kl(`ai(AoB2_NN<*1muE?KO7P& zcT-juS!n6h?GblZ49ImYnHOi)ae_@v^&U6O<)$s66fR2&vOdihmrXufOINOsoxaBY zhZ3gsCn#AB=a73uXL|=eJ{eeXWk3W_NNd6mjPy?=N1p0@4kX*+t{yi%o1a8wd-JrM zyBGxOT`XpMZahh+D`!4PYu4loP2WsQBjLZ)aTG+pYUXf0HRU@Y_zkWVole&@?P{Il?~fGkJ@;aDlzh)2mJ9ETvMt4?^PKKS~t6 z^Le>oZ1sJDD+$h^9fMrZ{}j~UY8RS?G_S$c0^Or=a;?8 zY^yaXY-L43CThM4QfOqdCKS7z3!`;Vk9t} zx3d}5y`gvJ(`1UZEF`Q~Lhj_xJud@_xuNZgR7osm zPe+A>4+Bm>3_;gG;Tr$7i*C`D@M3XzB-w{@i?^g7RWKt+KpIgBL({M~=!ht^9<#(h z7v!G=%vf~3za^sF!iJ_qTG6;I?U{Dx|H@&@{?ns_$7*iT0bG~#5!47?zv9SM!ugq|3?A;M6(u_aqDl^+90oR??V!wb~yWpxnUU_)l zdY-w`x$-oWaNMzSPlqqlfLB#V&}10e0RKs!1^dKJxJc8f3}2Plk7o+~$P|sEG2MX< zvt7={xz#Dbc{Q9$3eAT>|B>}dznwsxSSNF^Z3G?X0<(=|?647Yie|)W8aZmS$ ze1mA+7%J8)07BJRe~<*nrQTX=jl?ICH|WhO9GYM^K&4ZRr{nF*-OXD?A~tS}W3nEl zf58W#2SDGh*#NwaNk=u5i;o}$E z5hdz1m200Uw(q0C`7F{QGy`@wKmSiC)8H|MPI7b(!~7G|o$9mU<|~F4X6N zeDm9^63yxAL`2qARNn^KfWN>;uY@cWW73?Kjse$zCgO8vp@LIMQCUT8XMl|23c;*& z6%EUSJ!AQR;pABZjQRAK+x*8L49yQD*v?|}vBp@Q6RO#$MZ_dm8%Rtg5Rwjq+?>f}VoctfvZSJ-~Y&JD4u%_hSg2V=)Au6J-TI`Wjfl{{eP3P67-alpRA> zK5<-`OUUK!1iRt8i@9${li3RiNgE(uZgx(h11+GIlNMB_ug#kKfQu4 zEB*LxHlxtvJv6C*vf9M}1}z69pNy-E9uIK+Msk_maJD`@9IfxqRry>@>7V@N$VS?@ zw1(pX$M^6vn-4rbHRZ>QQEZAPG{*I=VA<;hhV{cte<+#jLqmy}n1RKdgcyFh_9@CR znFo`_F-Tj}Ce~ac9)SC^yl6Y}Bzbc*t*Jh7OO~_aUC9@2b5?ui7u`KMm+DsDJ&y|J zrmnCzDMj~B_*dN3bo7A25O^Nkqu+W;{kT8!C~g{bLl$s3#AQK&x=+ z^QxLUysmheic$1(rtwM!t#pE)Uk)RtjHgoO)1DePgPs%avZ>toH%+_!mOe+3uFFdi zdTGC~L497$XG#_W&MiK;Pn#=`DitQk|Mi{^{LON%cmj?>d`vaZSh=iPUa2H0wS+gs zTjjbrInW6l+UHT#V7E>+#3V9J(ME#umf@XQ#k)Au5v7byn3#W!v>Ffl+fz9=iEHB& z52X9mJ#Nb#{--k1jai?<@yEoxzCWY@+O$^{O)c=PY=5w*S$%kke);M_-Ad=kN+9M; zxk-mQ-+#BV9-vUVVZ4o*Iy~6&*4Oo)_7t8MpzmY2zX}d@3Ap?2v;I36=KXk!DR#Rd zn3`wx)(Lly4r4turvvRXuQ{~k@Bwe#7#;F{O5nm-RriDx=6nxD}mnu%s@&mEUepa47l`l4$&oB3Hsg)9=Z?XJN zU2y{D$nyRxkwSvx7?^keToG%3Yf0@0A1Wi_maYPcXb7v?r+YM$PPArbI{l@i%{9`0 z+ky8t`~w@o0TeBPq3g-R{wkt< zTIsCHmt|*>^fUP5+^)RG<^G)5tD`_6Y?0pf@KylEvaJ5OP6UgIGORXP(cS-ww%jxr ze;BpTDJHMW3SsSzu*Q3Q2)@3m_dP@RIjXFxl57YQL606}+gleziBOi~Z7p0zCpncD znxdA{5bnf5Ozlgh=VP|HGBB@sn?#l;R~u1#l-gjwXJ?!Xmne{#xvJzj3XClxu&UUV zs4gLEY)uG?22L-EK7|Jov za-Lw>Lh^JNsiK@}I0pJGxAm@`nC0th6LcJeDf4+uG4?k{=qjXPFZ_B8M*|o27{i<} zwv1y=NOdcQr}*V!F=xCl{Q< zYmdebq&rtvnGR)rV09~gxHcmhJ#iGyYvD9}mNy+LK6jbkZVz)M*8?eSVH7}ZRXv5b zy`p}{1J$aCw%?1{__u?jSujT19p5A5HxL;)u6lX^@*=WNSO*7p?WdH-k)S3Y-oLE` z>_gbEhiA^&&Gk{N?f!yI?XtJMzsoroilk>)E!y}U6&$=mlld^2grtI*& z&Qgk%j#eI~wfgEPA$$6`=^>5X|L>^x2*q4u=NrxrJ;$}GeEu=cM1wI2v-vH8J;d(U zh67_}Byr1m{Lo!VXantH$!Diz#tR0+FIzliY}l$2I4bTr*{B!I%Wu+as+9&ItQ9Rv ze7Saxaccf7DwyMia{wO zBO_-kF@U1zO^zA?=3)SUWThqZeum-^Ere3FJ?V^?Y|0nY2uL;IkI=T;CKQv$`K?@~ z-cZf|!(l`YiLP`9$n>Qx2^JOOl+QY2lC%q}N zQ=ahUdCsD388HrDz|?_m2_dPG_pov@P=kc=s`(Qm%D(P`a?Z?EW~wr#+!AIxH{+Nk zB}VlDPKhp8$Xx_jrLRxSv@G;jP2XsY%LNot(VJsZ=IZK$ML{_WR7niWK`eXWz8Y;G zoXB{&l(=xIO0duE%**OU5!NWRJ ziYurk=BQaL%jNsWjG$LnJM8RInBaNQ zKovv|T@*I{+8K{cCSn0ecS#U`{QK#CWi8WtrLXNi<;ljl;g%clrA4;g0IgHY%DBN4 z-Y5-t;dv_BpEFt(zd^%f8;Y0)kVg{Ib6^ypo4&i#C7W>NoYmhvo3qL8(lUK=2W;Vi z93bz41cSE*>er{h+nC(~-12O;W|zccoVQmag5t`x;Yy^-g|>f%41aWwwWALb;_(j1 zEgI5C7rZFtgWa5G2($Vg$&ZS${ZJ{2V%4N#d_EW}ucON}YenEA8+vV?CM-%0#ZV;N z6+g0USG6Xf_Jb^OzQ;X*g2)%}fW&WCMd#>XLx7J**m|B7Kml7@e(=AZ`+kJnopJ!K zIqdVbT`CNLp?fpGSHJ3;c9+y;^-YzenE$ohrdqz(Hc1%pOx4GQOs^r%W{#Vl`kqi* z&&yoaeg@yvUH2rIVJ_W}cG&}}zA#2tHkUi&rc=ml^hAT!K< zd-{+aG+Z_|-Z;_fL`)2#=H>!tH}-oNKl>i{bA50pRW?~B1&95ktNyKv1penJ!hn#? zU!dG`zN3_&qbeC&BYr)_!zPm)??xfSbM9BOK^m%hy)mSa^ z(w(2EXmm2ki6n5mC29Hx%A%TCr>`|9_VGM#LeGH^?y~QAV7-W+1s00SH^b^L=r#bp z`ahnN;j+&<9&p7w171{J-5-06=0UAktuPEAs^^M-mWJkH1ubsu1=7AJF$A*Rhr{^8 znUawQ2Tt`t?I$Pyn|x+8On2V`^)rnlsJS~ZV7-&{NfSYc9_886_uzj8+^sdiY{Ngw_o8Jp zZTQyl%`bOpQ=Yn>ut#L>9L*z!db_Gv-wm~qK%d`CwXo1K{60oLqAs>Qfq;Cc0gt``J;VC7 zPc*y>l{-aU%I})cgky6V?k*-H(fP6F3+lYuu4E14!MvWFn{Lmf)v!8}`eM+=I{FoD z=v+mm!M?LvgU9nPp{}oznWXyGxP3DiQW4Do_}S_K#9VvAR7C; zP|Dq-%=~E8YJ+8rw9#A}M9ff485`c`A&j79HseTK(N)A_P4v3(?XGboCggQSBMsxQ zLXthV>vnnd`sXx9dn$3Zky3&{S!hmTla6v26%*c?!84GTV%U6Cw6Kc1`VE2*nJ9ol z1RdanU$t*#2ZyAXHUf#bh^ysb3bV&~eQjYp{Dk<5wqRIU*$e3JtXoBDtI?XkDBgtB zQ0?k3wDcM^2722$h&3f0;Uxk#>sP^pX&o7VdHDNw?sl3Q5*#0m?Qc#8ZLOIVmC-11 zWuq1%Lcmoq;?ZcohN%6NI3{H zhDJZLO=pCSG3HA`Hk+8Cj^=T3{8Aa-w)$M>iV10T&+y`+{+G%GRY=JwlZ0aQ_Gl7^ zo%~C235jwIXa=&FTgN?_e7!RKTASM2Jmorh72Kspa%igZRzLNg^Y$8)_yaY!*0DJL^IU_q#`xelLpJ(0%uJM|gv$nw5V5Gg*e zWd)6rn3cn1Z%+BuM%ij6_#!PSD4Cl6yuo}cTLltlGATi3s2}8CHco5l zfkE&&uywQO=@}z>>rGqp)6SOElmWg>jh2J_QpHW_f>NX=qY3)1ok?;K`R=o?#s*2a z7%x4)49^VZB(k(?fSc=UHQs-#q)YDM{cHF2_q!CkWOWBRr6N^*bS;$1PDzS=uP19WhD z?Q1%xr$r!f>C45x#ym}=uu9q;zc(r@c-MPfLSz~qsK~3t%S{_l`sia0cz{Sp43F{o_fOyT z=9CNwpJZlc3hSuzaL|3)qeg){|8u=Mlnyw4#1s<~1Cq_FF?@%}vbyE&NQS_uDSNh@ zqH>G4#GLmbm(zyE^#SP9IOeUb2JQ2H=WJKBEPrcFXmVX*lzqEXIy9E!3Qq@H6WqW) zPoQPIZN)}@Pr74!KUL-y-DEGau%g;QOr2X|^G_7A39xiE-esWKLBGr&-$baE7OFR& zu(|$H1p`%&GM;tW-u(ClBWVTeXVs;juB6E$yOD;RU!*uGnG-{4XnOSsCk;OCoP3qG*}*-pDOuQhMQkbac)%ZI}wmjQufiDlt9&v-4^rLNfO zUf41p@-+ycTlql|6;8Sk9k^?V^kM9w{{#QAS>%Od`Hnd8KEc_4%hakp zlFhc0&EgXkbCJp?6U9t&&PtPWIsb*>^<@u(QXZzIg2-AH?mB+o<9U z79C%tPVQ$3dj9>B_kP()Pl z!US;ElA^#Nu+S^3u`&Lxsv9_XtyIWNf|wV}vI0{lb?P%{x(K6!EE2E@i)oU@C2Ea5 z7M;EeFuo>Tu}_fFoZ6L0tkW|A_zvi>vPFx}9!iBh*@yI<&tt%%qdz$JwD1ZFkG#D+ zxZGdp2);l#q&1`cVaSfU8KSv^*023Qd?%r(>Q$DIm<3hDL&P=1nnd5tpLMqSK9`?a zcKu0tcK+kJ;`+xuj=D<`HiKfVsSVSd?3x#wt5kDt7;lqY(njst1%bm+x3b|%@|O*f1v5bl-2%q{t^pf@%B!^K4E#(D^p!MT=Qu$m)~6CV2#I8A+~xnWNstHpA*$b z9DhHWEH$#!Z+!c$i6Bp$ORirMUU&AWCj5o0JGcC(#cSie{*SOAGi}EI*2#&y?vNcm zw^kcV%hXF;D_CdKWOL}COjr9(>yV-+#bvM@KFk`3?s`E0XlTLUClHJ|nrHL?9K?LF zzZG%QfeZE1)+EZ;xb(`@dK_K_9RXiBuHE!}ard{UNQ$6TP5M z&%e^|E_ai7oQh#}4qq%Xy`1;<%yxcWB08@YJLnM;lb8XByXw$v`hPc&BH+6QqugwI z}{>z{HHwJd3u^_6f_inb(AO+!IPzO|0WW?GZDekn_{VGzK6#P6XJuRss|0VKl{T< z5%&{Rv>ndC@9rLex+0)!0uys!@H_VqK813_{RA}af!n7)?Vg@4Z_ggL6rTqm{*G&B zr?1&I>~ZK@NznGjw>{eAE!7awT!XEj|N9d@gecGfm{E6_iT?e&mmatk)56&VQiuGq5Aul`C z<+}VHn;FbrTJ*Mv-=WpxN$ni;+mxYDL^C;zvp$L{_hSgY)~ zHADMiJr)UN?Ak2pD}3bmlHVE`*zojXNeD%BxFvg$#SaS=gD`91bfXH385^b``(ZSt zMLa&TaBQf?F=E!gyqI$FX5R<%TR&@ZA+p67cbu1q7y~R(4e)D1#@v5k7fbPLtsLBl zLmkZbuJi!uhf%oVj?uHvejuf{}2fvyPyp6iig?|7HQejA+&8Oe%iZ|sM zWAu7}-{Elx?|;Nte^C0}a0q zS6>|N%5EqSqrWf*VB$o!{>A~~f+|V@sUUK+9^M)GeAxZPbyY(74Khmyo?M*Fe70vG zlEApVV9v&bjpm~H_y_hFDyt1i@YZ<#-lwbdvEsQBavl*qW$c5JH-(pqU4fIaZe5@F zn%2yrMmq$SDKm8sW?6K(%Zhlfy&qzc#cD}No7 zUHU23TQlL81g|^Su&JjF2`K_W8;3S(Qi@(TlESE%*qg`ylKD`ewYvO9jc=MMKsbYO z11{$*c_fx+D2H+Tl6_4dMgilJeJ}HMlP=_e6@iz3V|-_axOrUx@DVFY(MopqNX44m zfei~A9OV|=%HiEUvM>l)9b!xQScj2ZH7@Lp7!4eiaFtqxBI*!pi9eZh2$>jEft^D* z@DZ}u;11cu9&S6!GCJNSR!9x@oSYV}OtgOv6sAEZ$2BRS2$t7dsTj&mwucUb8{iC| z)b215_1iiKd)OIlWjry79~|6at25|EnhS$do7#x^=#k{K3io*+jq4f$_k>u9I{-&? zsS;<=tPwHlU-H$^6f1~;5UORr{^Pkm^qM?4h>qhFYV}|RvT|qZ9`({S#zzRTr$(r; zD6cElnYaB;Uv3T&eS)@0Q3& zm653>g9`7BLW72j*i>q$dxN&)N*nqRpY#f*zliZlyY;4)vjO{O1D;5NuJc~2!UuA_ zpLKTA$7r+6Z40eana?hr`Uv~s%WOFgKkMEAEgY|U%!!SVA-5nX5aIh*gVDjjxQF+T zi#MH`FS6OYi0{+>e47Sli4)Ni0Y(fQ)!jNP)KZ?!_$jsN(gu5?9JsPbLxP;Tp>*hQ zp~0jr^7CB-5-+9ubS>4^!T5ZIM_ciNtGdU|`S zzJMrsWqSqQ9B?q!JD%9>;CR3O@Ya91Jtg=!fGGI<`%Un9ZP?ziMvSTAU#R3aZes&V z`X8z0oO}C5@2C&LcbN6P*PrVBFZIl?g2J~7u)cDH(_v|x%IIW-@;lp0{E`&Ke|!0Z z(DTnY!%NQ&c7a4RB@o&x4Rgnksv5plx1$rbYd-?u&;q|)YT&(r!n2saGAS8OKQ2z@ z_2GwSa0V_fT=iUmzuiGO5%2h2H&#k<%l852(7haL%G<8Nby*CWXpOTuht2| zU}9r&u}Kl`4WQf%3Sb91!U0Z9slf;_FFuT3@VCk~F}d`ee}UDQ)M3yTI_x=fSqd}> znYuHDz<>?HnymOpxeUl_;sOy9hBs99k@}wgs%GTeoEk)}l7Bp6^d; zbR>CYX~^wA#`3)^LZgkDD_0`99RY-~ZF(9xrk!-g=`OJ}K7Ro+Kw-?jCOtON;o0?wv;+0YsVCt7$@&NJ;8 zdxl&ae=nBG1INvF{BIO@e9xI7p2^wcW12+ad%D%S-T$VigR#4F?jR=%45V|vDm{l! z3z@BQCW@U0Yx3EFJ9&dv!78glmq-hS95TVL*#4{EyA;AxRcGwivWMi*h0j-`Qn8C0 zqB1cxbVC~GSHo`yPnpyYU$o5jXOjGOl-EAq*}PeYGaP^4I_CAdQ7}nFw?#RHC2b1V zVN*+3)>lVht_Az5;<_Bg-hH(CjTpP*a&Bu=B4HhKx9urrQ(HS^DwP}ClSrw8JTx^e z;J*&MG)k$CIP;3i$sSRLVJx;-Rv_(&evfm@M6h1rf2KZCf`4UkTcrgMmx=wct5zOf zb@(Pn#Hq?CtC?o)5T>u|kbL}aoQxw!i6D_XYvwq(;Z~lkO*)4Q`*~)=9w~WgS&zAV zf%`quz^&>2<|4s`x213nGQsBL+Nf<%4tp2Cju@VTA)iK4^XUx zUX}V!XH8Y?zO#%fuK7B4>BR*Sg-psw+uvnGiJ1DWY5qm`S9?kihg^AO9@}jMW0$<%py#%(N>>N3%}~z*txcHTnQlJJ zi<%SvC~ldiPfTZZXdn8&LvcuHO4^~u``GS!Ho z*B+A7ZzoR(!Dst;e;$~LF-}kY=LG(ab}88aZCl>&a$UT)qMg6)FpC%+)dj!PGqWeK z7MY}kH*|hk8Vr_d`&~Rm#sNTG)7~XVrc5F-gFw=sy8;8!im5HvUY<&nMaS@c~;d`+T8UV6%X@&~(`e0@4CPJG-t z5&niNrPyM=u1wsm3r$usY9|+=S;(D_*P1#||KZN2wxfrURvF$6Ar z;nfx7{jBjc(5O~EWv^M}@&gs9;aqZ65cjY{n`-p=S-KI>Z)1!LWMx%TODbpPlREcI zxJir*bDB|1xUf5V26Q*0-|Xzpsb$4W?IS~GYVT%AtrL3%Xt#Z?%;dDT&*jO6?_>cl zpsib^;{b=6uD;mDi%;+GUcaYjr-rhf39Z1w1z$72epVRMWBMFNI3gi=8L!2&)w9|V zK>y`iBI(fv7)ael&%ivdsk53{HB=&NH{&rL1i=6xqSTSGG3o70Rv3fzyK>Dzw>jZa z`TCw&@18N|q@q}2D)&RgKcJu7+(~-WRIyFgcBT;qMuq}-Fzq{->!KtIN@<^Ph*~rx zC0V>nr6rNmI4TpzBtR*dNAJQ<>=L%Jz!pP>MY~oe?W8d_7bg1Zl&Orb9HfZ^s0fe% zZX`~-`oA8G=rzAS|E! z#%cWDQe*5n%_5tSxk*teSMZl9#PNk8{Chu&Y_GDsU~k87j)S1Q5I2oMHKGhC7gJ2nl7OGO7jKv9Kj8> zSS#wBcI$;}pw6S-8E1zK)LTVNGhK^4i?OxT*{>KT`4MwK1Zf`rDaZpSlS z!5ZH>MwJ&k#MyhiIgcq5yLtm?(x40YO!54>b)08Wxc9EFc_%NkgDlo=?XUi+-7wGP zEz5{SYze2nLBcXisea&2#8TXsmzU_$isC$csX=4j-xJAHP!|{AhW75M`{ZJX?X)}o ziVDa;i`t$A`0$EuilQ?l`}r{EyHt{0i3;bY%sbU&Z^QTcv#gb?CT;PE`g6*l^QnTo zTOnJyT*?S?Ze&x#d-$30L~`*rpZm@eUe61-rS;r(!Rj~HfQBv(t69i}9p0Y^!FUh0 zCF7)6sE_y>Rpa}lZkO|3QN?hqGX^0KA!Q0+1_5Ge63li2PDuWZru=f&n2WDVHZWm^ zwUs6zlpY|vElOUu9YSx733D;@Az|&ZWJDdLwT|fz3DX)@(nAx~&V~dsVRWP+W@FBx z4JDm`5IGfbdP4ei{?=3mDL8k;K4);Xb0vKLL;jmlVawo~LA#`#!?PXYvx%)Y5aFv0 z%6z-oH9GP0Sb13UQ0EN$j>kshcl|a2o+F}TT)_SbVrMF!s zZ_KY7px{?Pe58jZQfl0HmZ4y;C~G0D>FrB7GT4Lh)!OE%@CTu#_5^X1{OflClMyZU z^1VzBA_tO7MK&&}WR5%~zAgu@N=;3^k9X&<2muYbI&r^lgA%1B*77<}50#oprGEQ} zY0?8@&VA8s?KmH{+%W!&kx~}A)4(i|rOfqq@-)70ooKO{A=Sp&awa8)KQU zNc&kMCz86!PAM2iiTO=AWyEGPXU`rXLjaPKg~>HviMwHK>M(B+5p9M`NcDwXmURe5 z_FPt6I44=zDjiHITa>9SSHg;v@vKg{P-VMxCQANboVH5+;?sP!bUz1xm806qZfB8h zf(QB-o3a9u%8)fR8}%(cfS89!8PTTFhsd&Lu2mTXX$-$^zCexyBwWtr&oce}L%IL; z;1^Q=Q?Y!XXBV)LTj(Hb=tMA67QK{UGytH;AWbadg%R}k<0sDx zb9aZ=UY$O0{4UET%A+pU#szcYZnqV_`I)i^UD|To1U=Vj|M>!ju==&G8>W7+ zFN(F-)XfdYy!J)^`@r39)R6P{waat$wG%LLq=!dHVIQCHV`q>-q=VNBAQUBFh+pXB z`|io`V-{Fv8Mw_rC@8a-cL;u!U%#HL^{^sx=uK=eG7vp+e0rk)uM@Vz(h^+&;Fk>9 z&ZahESxA`&JaMUAqWJLfv6#y8|3DZ6km~m6D@6Ll91LIQWo}! zK34n98?~3sHg|R`8?_tS+m*9XqyJQFbB1!mkO__aIG_DH|4QI*f-6v}<`8xD?Lp?B-v_I2<`r_{1htJFVDGjP%J zzQ85BT@m528dIq11m@Y42rwk$ zn0ypU8#j(Ok8B5K-#R^x7^Kp1@X6;TWl@twHPg|b@5pT7?I^Yprq@KtScVP-xfrJ3A;1iP7S&o=#iwC>NzAeXwY}!w9jG5?F&6Q#Q%o1TF&@YYa6X#E zYXOZ=Hd&rox2%%B@aMtN`M=eM@t|6QkdP4lXJEuupiVVM^f{w^=9sJJSX4!v*Vq>3 z6l5kB5r%H;MzcGkpcJEAPOUxs|H6p%dOEtT?Z}d0m_@!f)&e=D95!g&Oev3l=DpQUzt1_OX?h_Hj^5r9yTEn_ zuv7w5OJGJ6(23r)jt5}VmVgpyql>**|54&dd|7cc1dS^9q(7&Hq^wRvX4$CUG?AY0 zQ!AK8i8>jmY9pnJ%aqR1Bv?e}dS9+yx7#sTi&Ng=V^;96(>=kVEIekWEI4x9=+VN8 zThuZTl0wZuAzKsl%<-{NaIiB@deG|BJ7Kr`%JOtnUGXL)nHH9G=Xbuis**!mM-(R( z3rl`v;%AA6d0ZbQ?pQ#+VbEVK>@~gzn{of?XI@~WRgNWd zEVT=hou$0o9F(L2E-8W@hL(l=sAU?$B z=Fk|uyE-i!_UFtO7IjcN`ZFh6K)@L&jan8>ysKKQ|G8D#VQ_ZaQoqC!>t_`Rrdeth{Ax>nyM+^@zOvt4!P5e*V6Rj z+ReMX37seTevj9~80$O2y5)lG*0_W!lHxbl5*W_rZh22N#)8D`1xnjKMT1sam}Lo{ zSpLwnv!wK1I(0a0_#_T0XTqZgd~w+bgRYT{Q3Xe5ewEt5umTZn1K($GXfQPc#rsa35{AuLi40ss)KhB#T$ z<%XXXL>YYC%VRf%DaFpJbN2#8bI7KetCHHO7*uJ`Du%Uw66GS!4uB*hWPLrs)fCfW z>S%QfGutfB1YfxxOWX+o)ld)2pVi^7W0Le8lhW zCC>@|LJ7Lo-0^$*mMY+vX(6p~JkeCKo54LsL+S$ZGM-C$P6JFKhl{J>%Us2EE-(iK zt9y}oo}<*apE`@u<}67qi=n*rI@DIe-wkt%2Y+Fz7H)^1o9K*i7lU!i`VIH6$A_Xq zaAN45v=iY78*sDw?fjzIlO27YOXS-i2Xo&M`fRzb44ADM{C;WUw8rD~C!qVlrtQPv zCO(inj}K`Ma!&>TT=@{RkNI?w+@T0V;IEtoi$P^tecoCl;|NWk zBeZmm&%7lf8srEF;Qc|{|8CU4pH2%Fv5}qRkUJFX3Xa|%}A$$p3z zGD>BgXjsUmtrrRpFJK<2u@W4ONLnmS0?;N)6Ot)ir`5x;(u1`$S04Sl7lqu#nY*MC ze^%kDE=v}){jIWZpbWQu+9Gs_b{H}MjlnKzv*&?1Hg`?@>~g4;?1pH6RB)FgN@SxG zXC^g3%49n8ukFY9MVX&Zdk0e7+}zrF5L9UlfQ9K_P}n4mVjbT+szC(Hf|iD*QUPN= zat<-Fu!T}LhCCF}S+Er}_46Q_w$yir4VVHIr9gbtcFV0RB+6Z*Vj&ANowX7mzJVN~ z*ZN~=KN;;C&5!_|jawufQZ3f|1|)d-!wno~C9egk0W-dJiJ7EalKj?Hs7}siV zy%O$Q>xV3a7R}>Ig`_rQo){yDM(&d@o$vNzB7}QbHx1QUa+0d1;Q_)phn^$lV}?|0 z6>X>&*Q}4B7Hj|d?$VD6J>(vZ;v0%Hvg#H_JjAa6ICYQgYaISwzn%D;m97$?(^9jS zX_Su6=O(ESw<}?ehA1Sbj>yVYR>3OtqQZHZp$bD+coaLIL<}q=d^#z9@fXFtl^)_Rl_{lSq3%HaDA5yJI3UbZ0fU+RX=3%IPd zdk;;r?l&Q4$J_ZP=V>(r7Xtpf7muH<6e;o8u%XS&P;cTP?wUs3Zdjj&-Qhsbh9}R| zwqIoXm2XTg!{;J`rOEQZi@(8JQEwW|r^lVw68U`-eg-oC!Z_12|1k=u}g z0JkNFYG{|sPMh!wb$G^$otSX^j^3jP=eX5j1w&pZ?>K%&$>F=rz&#%pvoudgFRb~$ zURZwh%G}E<M9L)0`h_) zX2wKmeoQf3DMOCPw$#WaRpz@dj>f3nBbqLwy=aDXSY5pMDNRx3RmRbo`t#rXhL1RZYL!Gf$o@XvCfSuyLH!41ykv zAUE;2`VCh^9g(X!AlGqcSE=duHx3_7eJ3XWnWZoW;WB0|Aui|=OuEqKq3~M1h9Lut zdV*E_UEi>^!?9hdDT@GQI}M?z#0UB`-d%n#BW7~(B=HiggZS$J4z2@-hzD-(B{X|e z)Zad{<^jclPL`zv@5)Ah=+VP(SYYwlDV&`HbvJawIG)hw)&foX^t9O83c`P)BGUXB zHt66qnjHsqOe_&$ebQ!1_l6sXL5UBBj^vG%!O3}oJb~)vT=6B6vW%HO;R7U4S_uOz zj|>nxUi1sT8j$_yt;%=Q+kfk;>pQSXO~eaYWjD`j4TwN$$?2aaY4yeT>?nAOz5jP(jsT=VSx3LH8>vz$Q)N}|M<_zA_NtZu@`%O$xn|wk*I>;ECJ8C)xNqYIO zAg1dKS{3*uEEta*A0uqg0o7WA(SrvN#$2GQQyT}nd(OJ67$_YS(_$wJ86w7#G9ox+ z-8-#IB>`btW73K7l;5;-BeelVYvoX?T0btMQx;haG%ZRMm3!PP>Ed8YYY~d8qZW^z&jk8%HMBJ z^z|B+SMiWGVr0e%LzCo+Fx({~!s|ZxV2&YIxANrsP0U88!3_u6oLK(ssUjw-_!>(^ zBq4?e!g#|(^L-%4sNbz@Ghb;{Sz79CA5C2j?Q`nc?iW68-rONU-oxzaE_;7=667_* z@X*xZ!63^S?CuCQJ`-gys${$8E3GL^M@LWqf$Sw8C(Fok6~@Rt?FMVVGEQO{%{urQMFxQq;@9ne85^J3Ou-Md6id7mwGL|FNpIdzqq0V^0kBF8ZVuh% zs&wa_gSG8p^VA4RD(7uyYignuNAGzp_~x|9N{~$KU*R-e|4g&JFFJkj*MFQU8u~nG zR&9s2{^BoQKmv-=F}^Z7Fy}+QVWt8NlF1?Lh>O0}*XzI+;R#bsl9o@Wu!%h?$04>s zMk&-9(#2a|}9CSAKZ@yXi@7vd)93CUznDryZ z=%Y|N{1IvL__)XenOtNh_sW6=C}=1sSxGSs-duOX#DLN{UyRFJac3E#fRa1s`lqX| zm$uq8hk-{H=Br{VlQYBbaw{()8g%Y9Ufz+dV^V%WPrHGrpQjx|S3{}O<2}S5w-|I+ zzC8?O3aC9-ygG3FElWf+DEV_TomYPLX|AO%vP)=?1`}G2w>@-7>^v+-(sMPzh)vP={336^E)`bz~FzibZYABNAP#U zCkj;Q~~wuWc3lmSK%(53FEW$*hSp9Lr9%*d+^SF(n)?mK2vj9r%%2cME1yH z)He+VvrIj~XlepiX$0?<)sg5OW<7l7ud4OBCfp`ev?=&0r;c$;_qV-vVI_rDjj6i* zXjo&hqY0U{hwMf%NDVz%K~^i2U{0)& zc#drcWYab!sNy^=InIGd?)*WQvS#R|Wor|r8_H7ZDOZhB$V9i^#9Ns5Vv}@zZ?cw7 z{gPR@nT7uxxV)k8z1XuoFol%V_}_byOg}z(L?JRZy}d~D(IVwz0)n@gq1<_3p#iJR zO=e-$89yBP+(!wee;xkY^c`E ziEa5avHKMJQ3I!%@gV9st)q=;K7K;Jj;=NQ9YxbBe(THy8Js}R@#bgw>K_}Q#OULJ z%*^MukM;)ty?Da!k7fxZ0{Z}er!sUoA|Rc%p5960IN6cFZeV3wVG~%Q&AQl5bm$7r z3>dcoF4o=j>v2v%gnkpa))I5fui=WVw24tcC{8P7+vu3feyje1Umf~0cxDg@8-Sr! zG#E@B!#Z@m^;Kv%0Ap+Xq5qBYJB!gz4fr1m{Kf9kbu|&`z*^~DyH0 z{pGp4yc&UzTs4-BKC`~k)DoM?=P~}_1%LytpFlURRAe1PNp!O6h_zx-bu8uF#6MsW z(?lHb?F>kzM+@2aqTl14JYL|P3K{t!1}Lx?DrLAzMNg5W3ZY^yb&1Q+?`g<(+4@&* z48a?^uYpH)`o5Qn%V1Ins-VgpomC-~OI>rN4Ibg3tTlqpemgKdyXRXFVHb}*kH6?yQAy=5d41>dpr@3HcN)N&e+&9 zf4Nc~wXFJVzR;92uepld{ATzjx)~Sj{HsIOOVhHs&fv~_?)j>dc6>Z6RBVy4lM@Dk zYyzoJteDCfjZy1rlb^I95t+isXEC@Uo9b;czi)0bdZ9*STeUA0cBmh={)Y{^nsz0d z?0Gj{4`jw#0{F<~Ed9VE1qgq$H zcG+&FGxyZ|E^mc4$4`lM!#`H$;CO;`DYR^)h`*)EC3p8S#z1}uU1bVFMc| zZIi>@aQOM4xN7w#8us%W-{;JGlm+WkDQZ>1B5E-$5RAR=9gPz+`?BE4Yk(C1JrdO- z91|;SA*qN?N2F=2{v9&i_Ij~g|G_Y_Xxkbulr4tduy!xCLxDRQ`yBzCgkCopVEL-; z`%uSve`}TF0EJ z8Cb>6gip}z$FsI6Fg81jo+11i4RORJ&=&Xt&BnPesx(6VbyU-`8S3UM$rZ7|0naAj z&JQN1zH4^KeLdHI+mpytiuso-LnC8A0c>M=SS-xZxW5Ak@$TYveYd&m;%rEy@jSnB zBbq-ZS47@by*k;$LNTx0kSn_CbTk^8n;`%N899((a{AG>yt5V_c!uf}Gz4Te_;xqf zJ288`tnjRomYgE^q4XPl365$h*`Xq7A0D2a8=j375IUC_XnfJ%)wO;EdiGx0OU?*- zLVrFyV^^G4{OCt?CnUw3!XZ?5l6C;w&Ij%MKeD{Y=>eUGzbc|wCrMITvgh;8)KV+rlq3L95sCSHm!GQz;5ZXZGh&%(6mi0}$LA&Y@nlM(lafoA zhaLx;r4af93JAq_g!09i_0PMYdwc@OU+*$R$t+PjM1z)remRZS zoM|v&bzExV+8??U8^=K+4#+d`tqa_lAhM?LjcH|cg4cyKZuJEu4#Vz0wYvYB8Y+9Y zHYS^l&gZYhrGhf8d$aPCFOOl1H(B8JepR9-n z7VK?bjx&t4G3LH-D(>8_g#DP=X)2AWcJaoV)$gJEx4}S{px$(ZJpytl5Lq)4!yWYq zciVlSi=7~@sJxqC&%B3+-_z$nJX{E8n#z?*^|%~-e1st+K%Qhc*^j!i^7G3%bDy;4 zw6&=nIDTn8yvY25c-1`0875D00*B1=4MF}RApd4!LG0`g_r}`Zqvm=|mRchdn#lWt z-d2at56IaM=dem-1AIZEmx+RnW{mCGdmTRE^*DwT@i}zZdHdy86K{+;o;ew+;9-wi z%a(R`#yqu{J%c#isuX-Q_3to<8BZfIf~3Tsr7HPc4!@E+OqkP z@XA1EcrAuEB%p`$LHIA-?%M{B&x^pWmCw^Bnz^5xGVP?<9Cf6)k6!MGFNHe&mjT}0 zx2C;T&Z6z;OHDgALC>NC*Mi{10!uV^defV?JZYBxAANTVgJCd^ZpWUhwx{F7hF33J zcM(p|+fhjU+rmB%Lyq>zj_%KzZp*@mk0rd8)nH-r{U6HQj>XKFRFN6XF!c<&qh?76kmo;2oQV6=OF+hTwqsXmY|^e*F!z!W{#__skG;!i%evo z*ReFghCnHpyQz@kJngkquN8$w8qa0;VjTCwTv&;0Je{>EWkkM8HgD zxZSkvR>e3AoQ4JR2IjAcES2`GV$G|ci7rSON^|=7K7&=R-C-}R`(RPzWUvVJp>_3n z56ObQ)0m?h;vw#n_M^ENkHn4n$XGqd-I=E#a%a%*)K z(mJ%7%}8k?%5X(>Jfwo=(cB&;*+_{p$j)C>>gzRC4$#WEB-BH$@UM71fsuvCZ9Rk% zpo*@#)}(D^j55z#7Mo$eM}WuDBuzP@W>fY7?M^Ji&6eX9HMQa+Lp=Vyln6`DEW>pojJ39Q|x7rwS}7e z$KnterJLlKUwPISS3reTSo@`jn_MxRZ6o9dLWJx2S|=OGs*&s~1mR!ac~I=3yV$_q zsHB%Iw}6&3m`R_330Gb9W8!hr-VUHtBb~|P7|g~V9%S$ZOCLNjL)j6{ek{% zg8EB3*2z^+u$)aw%fblC{>&;-Xl=wDbo*_&2z)I5ti-_uvWvGfG?Koaqu~7>uJyNu za3GdyI444Q-0wP6wGn{Bk{dD>RcZgK?RQfwoL{LgR{=@#_#(#Xlqmh_H zBxIjP$x3XB8sv`!vvG(nJK>kgi{t~cS^%B>c{3}wLjpUKB?@FBBlOY17D(jNp-=a5 z%yOlGis2>?SC&{sIso<8$<{6lPj?AlkwC-Gk$>v(v7;vbdnNaq7#IH4pT;B%8}|(%5~2JIph=Z0=q=zv5&SHtF>{4+I-dMOe=HZYu=;q9&$T{ftZM*#K?9=?am%QFQ?9lCuUIFV4;y+@osI)YV z@}MZ;4IezmX%l zo3%xfOE@NrN5&%cdoQ6fqWwQ{qf|Cx5tq>F)w-tEUK>AVqJdGsVH2)~;LGcw|M}*w zaq<_4sF(g}j5(lG}B&2;&BrH``%2o(&4$v$}OIUvTu-)Hi-Xfh(SN)ODq{i)G zlR^U;7r`D0i!PFZ%oOQb8;75Y;m(Xhfoe_mvRdYJ>WxfR)5m_(R&JkP7 zt$cnbzpQN$xjJgS>KU0bdZKwD(+^!24uwx{JLC{A zRk9h_4zlN5wxBT_>*PZGbu%-%s{X*(|YQrP-(n5ZxK<}Tjl*`f>g;3XD)J&n4F z4jnr@EB>Lt>-1Cao3{8~F^0Z@)SQqiYQg36i`QU2$bZQ&=cjWZl(olhl>eWQMzaOnM{o&u>5aPJSj>F` z4Bnd`6j71)FELFQD0&P^@CG!{mbOk_s0~QhTU$LqpjAjLRo{?nmdooh79>RFd^(O( zZk?{n$I$uTZ{*0~pG)}e&E-? zV!zRfO(DJfuh>rAMlpMX326tWtcqdL9SXomM?X%x9oc!?{{ol=>$}%`P?<*wS8PA& zq|Me==l${9t(NPkccfi=XeAP^{+TdQoodQfppFZVv>!U+GuYWrw(n%r0^!NXT(F*q zpy@nYc)!N-Gjv;Rk;s2LT`X!np3dUvc|3>{d_FCPqr?cb0GQEDg^rU3h5s^FXq(Pd zP@_%KcF2yQj%a$CX?e(Lz`&=f?ww-=aX2Gd2UTs>S?SmGZFDI}o44 z<9+e>Tj#@0GcjLR47n+9gNtZ*gWbylE$QKF=Zp7Q_wM1?(K+rEv4e4Au6i2$`8f_l zIbNc(mdQ{Sw}AT~l9+;|&hgsoK1D@mm*lL)6yzZ&EqdK5Z15{=w<5D1Wd(hB4$gFve+l{Xai00A+wIKXQSXS&Up3E4F<*2H% z(9@NLrq=>$J-q>kNm|vKj;rTGv5$dEUzj6xua+Hpvo?`sAb^1@II4(+1gl0+w$#Ic z@=4$sdp#M_wW14Q)0z--@V+rx8NI543qs6)er?M|VJ@h`P~_!W1{}CFvj+c?WI_Z; z=yTYkbE^bYm6F0*MuBg`>BlriYyI|y`*xI7B64%*w_8x_Q$j@cF-G~PZb7YSK77m}3UsLI%!BH}_zJhSVnXwD&>)ta< z%S%G!qU~S6{eNPMaZ&d?{rz(}#*KKI6G?Hxb7P7X+I-IoVLm&NpjHpnuTI@>ce?}{ z)ZzC1%Bwgi!U$ekFcWQJ$4O~QJVP($c}aGj9O$LB(?&)RzWIs4x}QR+zg!KeQU%<@ z19I<>4rCBna$FgeZF-mxuxosGcsj1o!l9427md4`P=0Y02E3dMpRz>~ z8!aS#JA88CW17&;Aux6U7j^sfjI|`}$zA;7*A|5s7`b7HB~%0XT`h};QYqVqcNWhp zcrQ=A&vou+wp1I2rVnK4K!;63Q$mLAFYRa|1V&(MTurWvOMF!qFGb0<;R^8x|2b&) z!WMXb`t0xVlRZV5c6vbHSH!ijD?vB->xsmHCIw2Sa@LI+B}Q4-?O?-gaD)Gz6g4I8 zNwjA#tw11%MuCd%SHw;2QtwMwZGu0w)bcR9$K(-AIltcNmo#nxyHDL`{_Z*#F5Q_M zNt*VAybgoJJSKB#_PE``a;m*d(9L&->g>X~ZsH}&+cgQ2H6g4F9_cbim*V-|_$C}O7|05rj z0_R50a)5WWzyH+{Ct)}2asJNRl-%`W)w1|X3AsZiHP!4e7##Ne26^FexaIFjxy!sr za`gKGVut9rt$$5Szm$v=CKUc@mOaF`W$uc^|762#|Lyi6t1QLZhSb&ab0Q-WZYTe$ zF?}0BOqV5Q_=6a0WXs%LJWN>;aWKW%A6DyNKzd6~ab=ICh(0j1HqtnO?ABz@WKk9r;K1~*#I=4Vj<)7#!(dW(00-fX3ED} z?fRl4dhUMAEblqpU*?lqisFH``6z;WUL4q7Ewk2YdQNpo@c`4rH;%qhEvEP5;e|35IlLg z6m#rw$B8cf=uDsgbkf#VY(y5c)lw3)qrFJwTP_w~?zvjn}M+<4%yl1Fb4a-NHb*u>M(2>9T*3}cWu}Mt? zm|Bh`p1X4s@0G@L(Z;G&=;fdYUAWLrsRcnDqDt$r`T3XJmX;z^2`q)S7qEmY$-+kX zAFv(NSdDcD2^KcvgGItts+jag z|C>+00`d~s9A?=y?|2nlz8L9N<=!dMlSnN3F^mF%VfC!5`J&#dXD1<+uB4s|X>pcM z)4(1}=w@ljYM-oOcR6q43`(4~;reN~pnl!Kwt-OVC!@7BsRen^$hs%48PCvv`%0jd zW6bACO0~Gh)jqcW6Ju(O?=HXkg*x!3$JA!!q55M44@bsMay{vP_j3NNz952ML+D@d z_*f9pSm`&9fqXbxV}K9pghkLNhbM1h@J77#b-wPHCl@?4X(%RsKZ58;xlE@@jG}UMOPwsl+-;|?IocEXhy2qc1YIRyg)#BVMU63@Jom5Kv&$X;~Omor7YZG zp+(*~Q1e#a``q+@kYI5REyI9XeRxO0V>-d|oq`sNFGk5)CW&N> zu6SgR#n_@O#=6x?D7T@lZ9H{c7l00z``mVvi}-$CMoFDO{=S3HnuZm@JH8Qg;VP3; z_EfR{BuEu-$qK#*e8x0^?Y5aohH5VR@ZO}Ir+f@j!P`Mht}V*+UndV-@TKZ;qfU4)lKMm70eC)<`)2(PecK<>Cp}-G{?$f_ zHmcN&FONrm9hd{TE+^~!9@-xy4&fc*p}>wVin>_Xtp|!onIY}~{mCDQNQ?SEVjcAH zMYYru+R+UD%>JPvuHspw$39TiwZ+;S%H%*H z`XvnWtQ!KO?uPh?Z>%i3L+geY%=9$n>FO*&%Hc{ARITv5}uRlE02ZW%5 zd|^&0m7n|HJILnkd??pSFJ5>k=(0`yOme9sb}A)_Yg9J(LfvxiU(SfcEUE8?l~X@J zKOo|+m5n`t5$fxH=R}g7Uq-=HT{BBa!Ibl=kpilG46m;x(AK7H~8mn*zLGz-H?ZUJdL42ut`vR6%BgaK1p~xIe#*AGb~uwhWH7a-M9b`JIj(v z$D4B-mLlUE6Vuqd#8CW0MiWXT@Is}|EZXM~$*5{Mw8blAomX*zk7HIjRxb3}kzA&K z{migNa5#Z_?`D4OUq32U>(+ZH7fu>??a#_2zp0$v>w`HXpEG34z+ zMQxR+p|e@bQRqvJqXyAm?LO+vC1BN9%H_&TCG@g?2!rz_l=sA_qT`+(cppKenP`pY z`@^tbZu#T41Gu7vdZUSvOGX2ST4V0alN0x&N9?9&Qu`#=n?n?J&@;=K>3v3B;LY;( zZ$esN3a3*-#X_}=&wDqOIals;ZweE?SV|-Y-@`_FVx;X`TKF2%oD4J^oZmDX{rRdR z)x$N|;1$k@aJD`7GLCu+)QQum_gSBcj8XI=Y83f>cWpeBrKbtVSyy%x+DkB1o0 zgs(Y!3)CYm#nAoEQOLF%JoNRQmDe-Vj^hyEvg>3K^@rHE3JH&nhsdF=!A6$}uaI>C z1Kfqr#P7Q`da5|lua8uXzmsZi-l$PYsOfV=(=V(TZRNS!W=`2qWI8`xKZ6Zl^!{(7 z8J1FAQd_PV#B9syDMutPnh%hrM&v}TbHa1e`>K2epwb&|} z`(}(c> zjhA7BLCx@1v1!}-(Y&cmOh2|WhwSXnJn%YVzq3?*>R)ZfO-%P4}abwWP0Djd2xKtf0H_TNe3^Z@;!Yq;yzP z6796`qIXZ0Y;`BHc@)hR=isf85wSE`!lvcuq*+xpbi5KsP18+>Peci2>cQZt7Y}O7 z50wA-jogRiequ0f;U!2uq7kpbaH+9sU|c$>gHRa}U1h@~tYS(^0oAe?MZLIok58p; zoOmOON&5?#!x+uU6bIv2Y~s;as{eEfrBe z%)wkXnY?Yp1qm zGEwB4al#AoebFHkB;4$alZEP@=xp58wMASIup$w$+du6{FHoQs~Y->0p}6R|GvGv1CLgFr8m|qOKVKZ7Pb}=at{9g zXreYr?5m?IiPh!=b^x09e->NVX;c0OwH(wr>@9}6P zUIXoH!yKRemvVoQ*RkFk$?IU;w%pgCe||-#gp5Bv_@1ri^W<~l$v~N+l(kc=M=P|3 zeV?L-MS-$YlK)z#EhazE$q$BwMgERKBnYwl>1>kaNKxcz_AIbdzlV+1JM`zrx&KpW zXWltCd=#1!mW-U#+ZFRYTr4-biqvDuFfm8aF~l4}>p2!po+|WQNuHeJUmuAJyU{z8 zWs1$-h53B-uL-N@lQ+p#_3e0|$C>EZMpy zOy_F*6+;sX*yAdd$HZl;FlZI5e8XpPeII_${2CN6CpkKFzutFC(;xMjGb=$T{xR^` zrK(Ye)#=K&>&_8I^l9snVwl&BkUt-iyCbLI$3!=#sg)K3L{uXJFSrA!YuJlenAAAP zHxa{7TBtL65eN4zALHgE|2BRS!>uH?YjFj)54e~fT-Ij4>&fMrx?V*~Br~s`rcoIw z6FqyrNAPQNzBs49GYm8r(4fP`XG#`~sVtdh%=bMdWqHfpeNT75vvHqEaC~~=x-sAf zFi)70(f3Zp04o!K%uA$$;J&wL_Bc4Rpd*y!Er=12H);J45O>i$lJBcibz0)X{vn1b zO+}>Kq?qbAo-!kmSu~v$h1M@dYmK5x5?T}zZ9cNPAHUG`TT3`FBbW*oOwWtw14dpf zM!BCVK$ANOlK*~PsH)|OM&Lzk@X*F1qseAE)UK}V#kFyr@1p81Xybk9ju>+n5*kXm zLblPseTzIRRhe7xb44$#`XKHLDHf7scqd$mVX+t2%B9mv;VPu+4ZRK~uz;IJxg^u_GR)$QAotb&+~E2=ukpkS^@n7TDW1#Jp$$>YN~*#ccpjb_ zpxq)vj7n8c5i50PMowGA;LosC$_*0qqjW0Y9~{jSjo=o_D?>y*hH36G;DnI$pPo^X zzrkX?%zUjJW2H!yywWfu22-Tdl3C@gvFPGQVkTNxS(L+N60wI@+FOQiR{aC+56R_z ztP;#UBw6unZja8j<`!9ayTk*(o3JzGJ8;*It?B9X>el|rDMLhg0QUu+NeksS{Z z+IEHNt&;><#DDf+863+3u;LH@lpG&+bogEGsLRV#y$wsgt7EL z#7y_|tvqJl>d@;_!n0av*Np^q=bx}r7d4!@sesv8=7qXW?qh}gdQyyBw5l2Q@g$D% z&v1XU>Bsx*k3>3YO?@yGvJc+ zGvh#D8OJDnivzl(8IGsi*o~9e6lrnTCP+J72{&_H2UqOzx7(b69+6qO3m$B{f+Ahm zA#VVGt+~*;Z6G9sKq<-f>E12x+a>x34ian>qx*mUrxM;t@b7RITxE z`A1GNpYH+m^TgfB0(C25L)o8@=(OQ~;VSFbfyUqDB&gF^y zL#Yp}CIbx2Gi@ z2WEHO`>idX9SZ|rayv0R&y10iqRjrRO5k4>MYimyj2Pa{lsMo1sOMx2^Zf0xnzGoU2QZs zo>!;zpHx__GyCw*=2{A}UISULwQrRKVj7s*$0$GC4oScJ_p5=x>MHgu0On`*?}C|% znVqjlE>Xm(`|qZ%j%%cjYrFQuJzGkb1eFHr|E$CHm>zW5!Vs9(dWD=qt`@CP9 zh3l$IVkoRuCjP{WVEJ3B8QEuvO z4J`?(5E~z05(I%=qAv^%h1_<3&42SxOiv9SfByA7ZipnNvHGA&r_gLAN%X@wEK9l|)ZAmCXN=94Iz(7Og^*M{q5{p?a@87C7K&gJX;v8r7>!noDw{moJ z26_Y}fNCg2{nC9Y0*WcO=U&lvaF>h^n%#BJuuU!|cJ~|0^E8UQG`%<7KYMF)vOk%! zeY7U*64Ppq&?-OM0Q*6LE81N*BpUe!6*H>qnnuzmY9}7}179HLOAd7xyW}qCBlHQb z0JIIL64ci2;Go2u$_M?PQwNP2x`1VWEcSWH$lY`)&Jj9!P%avvI!ur_WYu}>Y^E;U z@#MsQhI{dXuYOvrwLnHB!O?1T9C=xz8sEuL#D<%+q8lyKYDPSdp_8>if8eui1#P`P zfnJf9mlZ?;jv17alB`9W4!B_7Nri9Aw&kT`Z6u;Iez9`*yfF3N2?wV8<$n!1dwS8m z{|BopknD`k;H0Un4$qnMA*1~$V-d^bWS=wG!~KKHwJ0Il?83ux5?UNutK-G^@hsow zwRTPY=E3Fh>_7|$R!a%DTcGxa$OMyrv-)e~iv%X^=XF?p-3It4vZvG6NMB|+n*|f< zxcvZZ-!kWXoxi=GPh~nu1E@o&S37Q;B1rKcmoSlUxBwi$+g3^&dW6F!9tzWY>~PRG zM2YAbC~Y~*mra3SMLuH=pS>PTlH$b$BU?UFgLyUN_pD`C$W6bK#MzbR;6rRc=`yro z+mAO6fLl8W8^v+W9Yn>C#cGT>vKEM~C0(uq0wSjj+RN_xQ}#^@$M}8E zI!ppEpN}mqk(u5P5VwE5`FzyzotXR5u=mCg5Utd5MEV1ts9%RY<)G@CVRi(+r$0^c z(-hWo*wF{lBC?iRIXT4vyujo#R={KH>O^r}dOZ&dOOv$eRxy%A5+O`H@eh+{LOOTMpMTItLeAiv$$63`pf=waazKt9i8Y(DG2J5}idwn_~KpLX9)I;ATa-AHzN+^DT-aeAOO|9#Ks($=fT z!SWqHhy#)nA?T`4`z`+@Ak1I<>ov>xP9rq?fyT-{%OI=V!|7#F_uDEQ0Ngx2J%u`j zT{*ApHIB`6ZXcBA(|A>|(i7Y9SI?1jwSJJY>^c*%8haM?%n;P_@%q!(1mZV1)BNLK zJK38nnCUVOaxw0gVufe2aPiIuM%@hH^>aS8>~eLw?Bc#toB#wXNF1_{7>ZN8LG69? z380~89Pz$!?%s(Ct#T3nM}fhO=~6LD_md^TW~lhhww4@U8HeDNzM6(zQa@bgFNQ%{ zx<)r$wqn*#zZ>-u-(p^V?zeO5BT$zZvd!}&!_)ts;mY-RtHg4AulOXQb+F+&ak0fL z@^xFpo=*-JZ#1l7{MurEXQk6po6$GZ{h(L{uw8d`-_PRsZ2YD^FV;2Pt7%)`3H_c9 z&>+4qT8wcRy1KVQnmO+O<=%C;?Jx~Pa&}B#yMGG@|BR!_%kv4zxn)fPj;A|%&;~E0?P6T&ulk9KR(AFrv)_U%L zV}Xl+gu{D3-%QVoS63zE-JHPc<7$&=bGlCX&DYPu*3r)-SYoNRrF#2kbNfgixS+p$(u=z(Rk7QCXT5S#b}zitHHQv)Kpt-<_j@#{WlGyl0Ma0v7={F*U2sR~pgzOL_i z2kd#@L)*Z}dLjQi)H&}wV_X7Z%l}QSy)W~x@060xO<(6@v9b_pFIriGPx}?fICH@Xq5LDwiWJ4 zzq}ND{_zOkmAg7$%rCz3Q}_8Zam82+D)qO-+*Ly?VH8EY;uady-JpNJqLWXj+d_s; z!q7mi=dkl8YQwxeMONRF7F~S~BAP5&J#C#TajFCWx}?Y|)n@^&w>|#o&Xxz_L*4A^(ZZ;DD^%ubAQ(Bn*Lp`l(nbgNPpj+v1idWvQ>44oSKHdF*w$ zsJ+8MG2MJpRPEvJ^hZC^XQa7pC1{L9~R-C{u*#1VV{*`?Vk4Cnvz*c8;UPK zLh{ZYr>fFIgyIMGN>5qzsmWaxjvM;W((tF-$^Oa?Fu~A$@;B;R+thJY>Z^tMv*py# zJF%|^E78qRAO)haRFJN%k4!`yS=ZB<&`K*LEL>5^cizzgVOE-G*4&n#vJ&_ioZ*_Y z`hqGiNydZu6N~Oo537G#&NsKfCu`)?*)(*F4rUZ$vIP-Pun@~^8p?C$^)_5mi zmkzI4a2?cG`Lh`Ti%tjl#9S^|CN#9Rq96dfL=*gofzTgrLV!QORifT5Z@1zHIvF|l9b9})Hg?!#7LuOL;p?qYVCr?=- zbTJleS`B(!_oE4c1Gl4FBLbTjkifJioOK{lcl*ZVd8tj$s4F^)Q}IJIkj;R3r}@MD zBWY@h@mpYG0~w!xKUg9AbOpSD60TvYnoX``-wS)W%_2Q`?C|_MS34MF?x=e?__jA+ zy_Ze%k2?gC7ttJFn%6^o>EOTD4O$+Qq%1&}UVnrG9@Ss&bI(i{>YNRl&tJHx{T7UF z;b}JR{GGz?Y7vAUms}=IMTCb!EakQFFiGN>ZvaY1_`~pV( z#JHQdI8wTW)zzK-A6w4UB=J;YUi&#KoFLeL33Af(MaLo2=c>Te*9+hy`@sD={@Mrz zx3vwwUW1<1p9TZ(aUTAfK5N6h^n>nE#b55XzTI`L@3`l~D0*LEy%2!m-%tJ2PYpQu zl=A#<^_oM zV}~?NHwM19+Z$RaP$-P{LqodeHP72u_`%3mxD#}jOaHkx@&;`==)1rPj<|^LC4kLp z2QJ;Zp2v3z@f79)RBktqf(tX%H3_18ixwgz8fkBt)$`;;jA&z)0&XMiU3Ab72GF6_ z`i)IZaq3$G*3GUkvbGfmWoZ2dtV@!I5LMujbkQGVgMij~-sE z8h;fs=A=tr@vI96p5?-$=1E^d#8lCi^nDkarMG6bgP>>S@XQ<}bMd9qf%HCe=eP@( zo-1x{2+gKPfjOluOomK*Z;DG(=)S!CM8RZuGlvm9-a2i*^kh`}A8GI%Kwmf#zWX?a za@FKs)Hy}y{bzm|nXz+jb}caQnin--37^jcb%>QwqdxCayqt|4>0<>3Y>J`mtw2NX z8%rz_axE*T$=&fc^I4iPBPY3)*9h5fz>76vRw8jTzzO*R@KJ!b(+qzdw7R_#0|1!y zXY!W=|Jb0gpM}pgg4`>CyX6V;|6qErUQFEv4&>JYts$jCLL}u7M(1GljVb13FA8}% z%_0w=`Zt%~(moNfqtS76X(@4QI3BObc5)V}Fpz(!WBo#V}X;Y?X3SuRgmP}|U4PsCMAId@+^C|xLI#P6-_-5IjOmbJH@ zJ->~)=<@sR8ZpK~i}p4xl&|o7^^M3v%j`jXOBKxpBuu6UB-`2iqPC|T^%t7C+CZW6 zn4)PO__(iOw`QuXO&M7MJFdK&9}boOp)&YW&{`kQ?}$HLpOq2|53RWtw}FNd>*v_4 zjR;)&Boj%3mogVIXw*)&qPi-!!{OtzyDlIvfwnIFdhh(6pf1luy|)g%Q2c4ruLq34 z24_CtWd6`0LE@HV50bwp28a~-u$8_0DR1x~Fd_KG9FfGgp^(y~ zB{pr6x7YF@&LK#o~<1dUo^1*JOba}jGSe6!euY!hQPydqk^kGRdd z+$3w#(EdKkZ*RUFhU-~sOA`gx_PkM@#PaDMFYcF=h~O==`81e952s`?=}q)`BVJpb z$JkHC=S)W74`I3b3ZnA)B~C!!=^E#M#q24p4kd2j-jbX&Ik&MNHN_0086u=1xFbJB zs|Vaxb!2VdNb>6S&MT*q0C6suMA>)7p`C>2qA)&4<|!oc$ISsHwgLwc>398znHRH~ zM7dz-U%sqW@O9y6!1KHQJ-Gf|Fv+#TY zWCa^u^Wl~@ad-^T#7hhsIW$F4eB2~VtPS;kCZtaDm8o~fCLb}13Go&2rL&aj@U%Eo zn2HHMNFNuSt8_IO23(Z!M{Yd%)mZyTP{^i>Ud=!Ctl>0qjO+BYEn`-J&k%cLm_)vL zr83#Po!hgoeO<=D#y6*nP5P;6nIc1S1l7>SNRHsEA*NY6VzjE3=8vL};QjR;_lV@I zl#-cOMn;1u4LZLI{)6D)U892M23+R<`9FXs_`6!oG$_4g3SVqQQY2MCV%vIWEFTSB zbVZgZUVlgZXE3&(%SQ6e<1ETnBNn;2V;0Cd&>`DnnYJud>BXya&e*7wl5*H)A|dg8zS+#6VMji-qF2lKMRJn2i&|$#@=!RMVcA)0t@#=_p?|e%3Ky9kwnJ8$a7_WO ztoLY+gnsr-=~xknvjQ6%5b*)%?Q3Xy?}fzL{S@XlwJD?iM0916j4t88$AYM2Bn^AI z@VM#RsE9nW!vzE`Ng)&R+T2G&kwQhZz+O}iabF@dym{EtB@J{|3gw8mMB!A%snnut z>w)UE$FNKfchvMOB-%fJFbI63Kl7#k>dk|<8?N|IhzLlm@dV+cLgd+fZymlxS3Ydt z!$+N^Ir1h#pcz6p`Ew(7KxK!AX``t|AQUi1Lteq#~mP1FwjF}UL}zD{LNH+LgV z9oa>$JX}@YF}BYNnKuMqHbw52eaJ_AZJjhP1);4_TwXLSTZ=?KIwePx)Y7TM+1m8R ziRffBQl&BLgP=7a4pafefdV6TsGo}if8hk2BbxYZgd?sScYFyKP+eSF`fLmWKH|Ey zMipo1;qI?JueEhg!mpEogMqjC&$g(wkw16r1S}-;4F^L1k}RBw2Wz#s&J|?eHi7PB zN_bSYoL4)413%#4P$l&J4SKOA2K+C#Fld_Vqm(cojfsq&`3DSr`Yv;0$#$*%ar&_N z&WtpdQm=lCFgy~cg*EYkC7;k-!#1CbaAFc{)SQkz!mFKbY(64+-pb0TM8L*It&xH+ z-@uq>K)?A{V;6?41w+QRpSQDY;Y1lFcL6)it&z$yFlbN|6JhRNF@FD@1jI>`00>W$ zkqrQ&BB+sYFM!`OwB_KLx$&3yQ~(Pb$fJhju6cJ!uGDe?m6k1A~GZAeTJ(qZ07}cO~hq`XVptKJMNL__%Flrl(o;=&l1P(E@AHKy3ZMPu_RC5f5J9$6ly%NklA;=e6w#*J;S^EJn*R1mGK~iI zV(1;PoA8|RrRNhK@3Z^kl?={Wf70b`-gvID4g32f&-b1rn(eK8nxTOcQe`C%Q<0PM zT-_)Fj?d>=f!&2$lusDN)u6gMSrn$#0M#%Zy44plOA)tCq_gfTwQ=!3t+qVM76PA2 zOZ6e*&xF0N+`Y1;Y?~uoNVGYpS||g7kZwu?xw~S^{kZRN&N<}iUr1X@>*3(dO3Ziw z;Vw=D*cHO&kg1J3V^Ts+Ceis~aA!NogUtfpm2xQ4wV9^W_m7|)BwpP~_WdQF2N+KY z(+2KVe%U}Nd%mHVnAKtuuu2P=@d=Y@YU+jLzy3Ad>AJXkxNvY;<}Ym2pQypD`k@JM z1I(L?*i?W`icBe=B>0II2oM4h1u54fC>NkmHqtc4lEl$deci@0@q1tfM$_<---%I4 zge5Wu7&V+U@w}f(2Uu)1fXUc`>f1Ryz(o1w(JHIKHR`Oon14cJZB@fb7aisJXTOr8 zA_l(#e#bv7)mUc9Oas;XSPlVC{+9+oV0u>`Ppx1UTJYY@YW?kPZt4$(>+R z%loT*0G8bwIF%~ACU>G5olaWGrkFF(heqS|4NjY~YZ7j3;VmAz{uKgUqr+TC8TP`L zEcf0w+0QIr?UO6RPeZR4Nl@w94lg|N zv^{7DJqC~bgS<_9CE~F67Q1*K`yy9cb#k*eZtB;B^ww~qybo;d7A2*{kJ|#d{kg=A zgLK<}+fdM;+`4eqAGKHG4k1jYLia11q4brF&WU4}y}o%`X^i$+OLiv?4uG;N>J6wr3s0VV*M;IhUvZA6uTU@c_U$n;zVx$1CVv#henUoAK@C%46C zL6y&tIKk&*%YdFC#W6HihE(W^J4AxS(&uadS+d(B8b;loFQSwvA0{*vhNohb%&>91 z*yM#>BKJOcw`s0-nb?7iIarysIRXf%xB&~dOAh83{D?vLp@lvpH;QD=^yA~>FPq!w z;OCRGkcN(x)Grh6da#&|OTdEGPT92Vf9I{)=^m(n z1(FpoSZzKcO-W|$g?d1*7iYp3zwI`QHXyQ9+{H*+#)>0-BY^fAU;+|o|Jt|FX=K=? zyPzVf(BCvoyW$_gqi2;sR4mYzely0 zM?HTp`kfUIl#&0|t7PeSAlN8QiKZ9vwlC60IQfXc7SZ{oJ>+l6TWUKj(nGK#gv75+e-8{&}N z^gwh2ic%Oa(e(1tniXt;mz{$}z7zoB%8eng9{>+Lwr!dLNA>%f*Ll;O$n_^|(EV7i zjA^G*^F+Z2uR$SJ3NK4>RP$xTq22LAT)kPur$Uu*JN<&{B0PWFfJt)EpbF}g8-x4M zqvnL#YW$GF01B_E+7+B3Hm=Uy`GL4zk-Ol%FR{ZHf#h0@x+<=o?5O|C~JOYzv zUEuT4(`qlw`(cx~7idEQ1mo7`{WT-pe}5{pzP-ZMUH%>wcfrTbRya^s^Ug-b$^EbMpINTL zPh(}i2S@qT#e&OiP5^cX(6UAw8P}grz42tu_bn6nav`o$4sb#wk+>8fubh6G8m(L< z)@Z9O({(|&chx?3aM_oW7z;oso$l&kplEPG%2&VDs$+s;A8!5rQ5aVf_}^DdBDAd5 zQO$;H@%FEq?0R?g#~5+IeNw_7^dag1LpA>sE>3>WYER2;ap(tO8SkLPE<|P4a_Kw& zE19phP6DD|TtE?zlHF451}hVlvb{$~x_7kqbzOP7lMv>&*UJVWUiN1vr!YsT2ZaKS zt4&|x9xxkC&!8SZy7|v4&%<1S)QNsJTu5Bp8-N3^lvOmj61RRDTs!@>e8=nR4`*S5 zSzG)d)O1V zJB4U9SrooI5?%aB z(^9kjY{ri?9-phnFSxogYBr@&vtYIJuh2OuNo;c(>h}j=N#8J4aEk?i8)|mZSfef5 zzwW%7uUq@K5N%21A&|BHx=F0hwaf5M9&K4&_IJnCo$KYk5MZC7DxI(qbtn!Kc_))e zY~%x@r1HDwtz_98OJ&aidB?Lf!c8gwYommhjn{#e1m}X3xW7Qw$FEB)_C38&0_DcG zzpbd(HWFGW+ZP*H7uL{Gj-+=I9ec*9`op1c@6^yzSnp*xx9iyhOltcW;>^36-H^fU zdvl}P@$G<5@ndCU(fjAM)y`Sfb0wI`F+L?WDg`JY2S}=EB*7t+w%n9^W+F|aE3x55 zm&i0}aoq3xmyGb=HV3~#dMCnlO^Q1kWQ_>rq)MwjmBQZJ9Wl`)k_g-zUFNl&2ayJ0 z3XpeNcpu2>id1nz?JP=~ZzIp853tLxR{80kYH@h3pUwk3$t;KCH`l@K{+4g* zsOvM(hZ(}s=VT#w{?4ApjGsijAk<;*v%15TfTeYsQp=~u z@H3o{qc<|Qj?PT56P+V%^Qjn9!qb>8FD>Hxa#HFnJO9y2gl*VMno^JM+m`_-7r@0j=HcKroNJ9)=5 zDBWMC_f8Ol&ynH&YrW$#=^ohwz52pQzCJ*%OrL>@r1@IotzXduaNiD8Of4)eLxFa* zO@bR{EF>+5&vMx$H+U7!DR;OMH*(|j-fP?4Q1A`z6wlXcbz95gcJkPY&;31y;?kIN z>-R?uD$81F)~h;%@+<0J)bJ1$d+l7=nDi*Ay=UeS!MgG-38u9;|rp-Cq&! z=4UE6>DMH?AHP*P>&D^%P%I1ZHc-VkWH-(s%)*^wt%2(NgNaTp$v~v-p#+&k12wE+ zq+KdoNM>2#o9;vS{8rE-&sp{>qKw>LR(?A8AFua2b$=P_`d_BeT>dg^x3&|FC0c2sdH=922 zlX|K)+No&vK9BqfSA)7HE_SK7wd<%Y9;**sxrWkrU5`|((Q|(u9Xmx^$PD9R9cfAd zRgPVWkAm(^PR|};_8^|0n4e8x>+w+)yr>#(x=6jN`v0n?9Y7gyLx0V3zp_M_bErFedjWN~e6; z8WU`VwA5n zK(%3UKnM;0ra^~g%LsN)%S@bR!FnwIojV{>+UzPjr9w?9|y#K`qFrf3cH^Xs` z7Y(=3sy*Wpat{%k4I0hqua}$jdGyH}TUz>E#ciCN5a}JUh+a)t*f%js5DEpB$&b1p zhO!-No!nk76hyzCNj&Xm1HN6;7nHd>kjxo(RLjslLLsu|f_np7Dl+t$?2^}dY4fDztI4tX#i+ZNCi8g@%q23<~Z=Q{6m%)4EAm&)x^`zQ%TK~MwyFQ`VVxE zbN{plg6v7&iNXbJ2?zXl=tFvM=U>QPR|D_X-GKg*m*m%N(8gWB+1=Nc?a0)RW?bX5 znXB?82lYhtga2%ePm-Az3cbk4JZ13uoY}Bz1ohKs!`^m}H&){y*E6N8 zg2UjKy3zgfalFV%iS!w4+#N7$-g5U`<6kZ2*yi~IDPcA3R5>Nb=OADXNYZ#`w!9n=DnK=FOf;)Cil+0;2c&X%ja5N8k5?FlzuJ)(GtdbiVF( zhrjH7umr(0%_b^r8@BSW+qWmyPX=iGFQ;qXdXzoui{#F8sGo<%>P{Gxvcb(6WxIK` zb=hYs#I!i`wS*xTRx;XY`vbIFWv{r{`Da9-e?|NX_v(GoGD{F|GK4PInVZ+tNUq=M z24?pLb{Ks*Uf@j<=_kp)|Eo91(%vh*2%uOEo`Ak%)|(P?-_~9RPG)LWvK5RORM5XwVH5BEbGo~{6|%mM=t{ibS#F&*PuI4$?$&lY zOdsW`zCLLPwY9NS=2XpdX^qC5Owyy#vwTl#TmPC}_tbwT`@{Wkn-yr&(-=B{3w}>l z7wm;#|K_m0`)UZYawSt&!JN->%y z+BxvMGrF2Q85b2&?|S0dPe&_fIi-%Ocl>9@cJ25G{Y2+es zEtUL_)AHD|bQC5yb3ei(Wq(e_T9T7OF%Q7Kl2TDP;(O@o3u<@&5XMuKu&gy28+zxCZzm-G@WHsRPX!srMpua zq`SMjOS&W_h7RfO?vU;d=@Jl>mc|*nQ>0^Pp7Z_x*7J(Bn6>83Idk7v?7cs#G7y5K zM@*$+{;H2F-2E%s31Uw>JZ zD4^1|`qu#U?8T)hulwDj*RdqDrB||9SJWA;s;g^Pp_m^sw|MO0Shh{keV19E+vz7p z3gRb>4f*Pxo31#MIv103Whs9p9Yra>SZCR{`fEC(0dB!eH2#c9hij`VMl`vY;7p*L zr$j_<;z-Pzz-EXnwammI)aTo9Wf8Sl9VG6DZH%Sp*Ka~!spzK3N3!VCc-hsvN9+;_ z)xOPu#oei5xuV9cF`N>3RGjaM#IQ<9E=+WL!X`#W5CQGbYk;fM$|t#0kAuRGKvkTO z%whT=$+C@+dP$`OO?jzs9ch~{myc#h=yq~bVs|=h>`WxjLDA5{6qSYwC#(PjNtO2a z?4MVs-^g9Zn;ErlDb<{xjy&ba@5NzOreDN#$(=jgkcZ9>ei-qb zXg`5GtO4p4Apa)e)GE)U&pooBkNix?Bg?|Z=jyns%k7xk<#`KW*Wc$*2E5UMM?O?D zm(n&9y16BAMkylajZ70K%n{pOIjjA4G9Uk-kYuouQjSdR`w-o90ZgmXF_EZf5r3NK z<142l6XS9bW7f27uVmKci#H><{l0vfxni*mieAtV8x(lm*MB%FK+C|-7xxYGSEtx* z&<~Da@}Mb8k;kqdL77_iK2F7n*p%cwZU#JfzD+x~pnx1P9Ol2v1B6N9-QESR&$dw_<3lZL`IkTLJz3=QUtfWe)f9LN zYM22?d;?JED@E}6`Ac8s%$oms-}80w>&)A%6GYrsoo9#dLOaAw%b6`4A9Wo=>pWM3 z65B^uRf1Pq-fBhWw8<=sU_(G8$w}6oBgNlhChy26F-ZY=(1`ID@IbJ~s}FJ#JNh$X z6SP(iT-P^5!}P)+X8z%MfIe+6J-LjLx^`GgM6ZEU+WmFyC4?#to*N)ArwG`Wfl;N9 zoLrEcMT!ydsmiT|nsR28H+nB{NMg0=(%bpU6Xtr#8S!(F%jn!hC1trr4CIG$tNdCS zqjR2QmWd+<>C^EH*kn7g8WpKmLW}IDqjj%L1lixrdO;xF2U_#c^VTm3bA!VF3@Tz$ zrgvbSiWiTxQHgP!$X{-8=>g)2gD=A zYNW&9N{o*C@D8*fvRRWw|Jk6d!a+}`KXr@u%{_h05jIhg>mu5+N6IBEa;ymR#Gpsg zWgW%LX7OHdJ*3VV0kt}TTHT8NPJBhzlxjs#!4K@fRgWNV3U4G9Yld!2BT{A}H73V_kez#r<;hFGsu#pBrpp3<| zL8mbta>`STJ#JA#Srxp<+ku@@jN^8^2hZL9IcKMacsA&yAiUm6mT;|U$nw%*=A10O zG}Q_86Ixx4UjQJPa1)lyq?2YU*HgqxmE~$qV7kJsAeh*fLVN!P?g8`Ld_^(`vYgjc zzu)OO-crPwcvhe-Cev++18cf(URr#m>}J8pv`lg&2kZTvO*Hf0e? zVPr~V&1ZTna?Kl?bA}T^8FI0Rq|JS-*ncv( z2lh+rj8DJKl(2)g*XD^awrDb~B#BWfVR1fY3PHqIq-x@Ln{%&~hXOUkf7!mR9coEy zWxUrAe}RX-6}$<&jlMl<_-u=8eo#gr;xOI18qH>!MDX_)$f@S*e;$@7W>$_;lEzgM zf4#sxnnwwbV@z^vbI053BZN&v!sCxTboT%g2)F z8XL!}QbfX8Jt0M|nAKIPQO>$%8oB@XK26y;yUYMNV=}Zc(XNH9*FLT^W2&JHJqj-( z1s(B&+1p$mdOBZWz+aR!-VQLvd~d7L6{;e};aOjiK=3o-Xi^YinFkH}I2BMM1p(aH zfn@#Q3)IcmiO&0raI9FNajW2M0UY_%O4v-By@kklHBA8A0^pWa!6PO?hp@wmrYb5J z$WGYPfrDNDID>8thr^7iGwNhj*$!%St zK>*B#V`I!*8T$+g#x5f;aQw7|FX~J-p-4>ikx_0?qhH9U-W?%|_e*>fnl&hf-=L?y z1afzVX#L0$oR}%Nw5}KTJ){6 zRl(ZaKQLYjm#1I`NGvE9{JQKJKJ@vXQCAML{3rFvsORykC@5aq90R4X76#Fwp^U0Pp)0HurvL!8wis4wk5^#M45cf_Wrpl6y4o zB+s$lr6dCq*Oi|^&q**$$!wa@eH^S9(az(-p)#yM`N>AuR8#kkN_8IJ3jXQoBfL0e z`;=FGCc#9BRPj?vz^7-N-N*>=^WvsA{P&(Wq*`OcA>nhKg`lci2ZkT6W1;k9yITnK zFc|knoadi&z*_$bj0VknOGSeF3T0-d0tB= zCshD>&rSrSizGQx!trXcI<37U;+@E$pDO*-$;ZPe%4n1SWfILIN!~}8dWWRGMLVFY zQEY5?>O@SKdUk?)(Tyy%G8XRjpLl1O4a9#_Vxub+*(&Uqu)vr!Wx*~KTkE5O?e{{Z zOoJ(QSw)ysPSK|uJVmCj8qir~H|rB*QV=jKI9*vH;YJKtkrPn<;IRGOusRDRF@M}I z?U$oted-j^(J2NElcOUKwc_sLe4%7l(_nNXA?g!*MTVn`OKWTE&&%D>^_=hY^A)+= zX{FVgM%TY~ldsx2f=SCTn%kPC>+#=HCt&f*^RQdhQ+DA^w7VHuoKATYpfVKqg5dHAj&qnk!l2npf8_l_M)h_Hu}&sRiiJ6p|@z zTKGroekxF!?Hx?z9o6nV*cNU78vpqHZntx}+YOJ8*nQ_-i^Wrrs#Ux8E>j?A!y#qN zLAOk?lx29M!PL?>mgA+B;|d^hT8ffz6-{;f?W4Z^Eo=HVFfcQfEK$jfrlY%ZjkAB( zEFZH}NIf(nbLqbb>nF8_={@4)n6iJj4(liyrFqsGr3Gihq zrHnM>=v}UtGQjdjjYc`4kyF_6d)8Ie+cU@YTI|N%OJKPbqsDmtZyC*Vp%-O`U6I3$ROr(`Eno{`gn^e>vUs^WP z*7Cw-3;o*MC7@`YLw16MYvn34Jufey($>+!BOx9!q6pC-Qq}O8B}BUOC1FVLTIa0PgY{X__BCQ> zE1tce#Ju-34*^#m^hy`jG)0J7-+MzGPC0|h(Rv^^vVsEm)PHwF2{Tst3(oKAoKWV1 z)uT_n)NWSw6idzU1W6LVP1Lur=A546IjM4vIDlnAXLZY(a53o4}aRhAyOQey{$fmZyT!&_b^q-|Pbn_YDGbH}Lj=-%y)gzmWxFS=f7(dE zS$5(6e{~BG;x~sXt2=C!EPmiV51{W{u#bLWwylTw@G&HD4I#ZhTxzy5dA#Rl$h=<2 z(sDB71B}KXEeANH#-#)bY+YqHz?=A=oD0zO!PV99!yPpgQ~2Enfx%I#P@brtF)iHu z+G$Kuw#24?3?*1ycQ#7cFU2<#>0q-iJzGyBH8W_qa}DUxEm_u<+gEa)X=tn+kDavk zXq#ne>J9x3QxJcAd%JW-1QaH)#T1-BL$uVtc^1k2g4wRuj%!ck6AyZW!~L+dv2l?1 z=}lOmX>&_IXkR}^!xjk30^q!z&g(QY++Ya!9`rW-X}6*1`;^4nPBs8*%NO#$ z@0SUr_ls}EW+WmU?)V*q{~-clx9Z6wZJQ$af}>xt&_*XxtV+jl#qP~(R=Y!r$>)s^7%H;d*-Ul^dBgLwCOd) zYBbpjsC;SK_<;{ci0M!8C<1pZD186nOth4<0t3&mmN6!iyw%mbF-1v~@LQM@DA{hn zb3%p3NL*!U7MQiGBtx2o{MQvz42w*;qbsD8k#Qoe1vpG#wU~9ZQf$ATD(I#j3dsR- zi92upPny>6rAceQ17-w8w%N=U$&@=nN^ycpcS0q?f2pq~T;Nnmmc&``l%$;sDX%8{ z!6P+EQ)EfWSY-$HuO-oQ#O z)aaB=6tzzM%cyPNwm6BaXA2)^FN9O)zD|}vf1j0DBT~W6&EQV6qci-p`pfQT{AMsr8DFyaEAqm_qFhhH(ozm5 zNfINfTq?_Sp^%0a0Id1@NQfiX!Z+O?UV0}L4mNpsx)NoW;TFH&f~%c(I7}uJQr6M~ z%7iOX8RR0K4RXQ3{3uu_eMa&77Se~oT*w?}>*w3SR@4Ncf3w#w$3gvUF|%-cOK0Q( zXT=xCk>Mj5OGXg}FlDUFZ4O9r*RUY+mkpG@c9+5h=5F=-DrvJy?|cBrCrtVsr{g+xfSCGGrt<=^m1CP93AqX_4M@zq zzNi&Jc@)-CP7!S-K@5wKLNg@h+O+5;C5nS^gfdR21s090H_)LL&3e>sgAV%Pp| zVYSPj0 zI#J1+17iaH&$^$Vp2$SpGoYJ((X7TRy#Bhwj=@E&lf;sG>6j#a(bD6Xqj2eE4iDUU0`F(Q_9il^|m@e3cX@wO7AT>e~lCew0Z9zC6ku~ zHYFWACLXZCRHRJ*DbsRZJha(g6H(>C9Vl#TtXDCun3F@vl-{TF%_`&5kyA<~x?^aq z(T``f650ezs};=346_{LfYhv3Q#ZDTS+(NdYZLzc?b-ZkC_)k^I75O)iX?Ib)*{s- zmfIkko{hDkb%P7BtrZ&|pr0mVm$k{;yTBY4q$Kb)6PbAunU@kKFCjpCivqFDsdL|X zZwnnBerKVDxYV}3_O9Gv&(^PIZtQK4buqxh4GH(G+?@F?ib?#W!RDik#|C3alIrND zO;wdkb0yK`9ftt13fHLbN5>T1|Ne4Q&lgpqEpO*!Mzw@L_L1dQ1nDDF;-3TA#kNoP zTK$&|E|-H9SpH8QozLU{vwi#AY=Y(jwvgXUvvYWnl&o?W=nM+Cd>TZtb0#|9i?|#( zCDaB=1fm4`4v9xNJ(;@_x+NPL8+&M#evClFK8WqY&br(LqUXkP^7NfAR#+q~0|SA8 z6yvp}J~>*tJP=-o0N7F8#MJfbo(VicYCUPVp2RS6dmsMbNQtP2dIym%*8$a012AkA zu&fpcn0smAe`Mzdu=e6Rt~{gWs!uNw=PkxYur5!evejO+<^dwNo^Zo$ZS3A5^wBQ{ z2uJnIx714?M<+V$BE0e}H5OB=WkOepLA4|fSf!dvZGXQRwQk%TUo?9)c{h3C1O{)` z;+vMtu8S@N5G8$gF?uQmM+tP?mEvW!gJtI(C@2GtV7`2D*3P0^U0t>N_|4$=^2!En z+y{V}T<_9l-&xaMsZC&{3wUXKkG7F~PTL{fz8*-_+Yg5l*KfAx8o^>J^H1vk@Fs;0 zJJ`t0p>sshe6>|VR=%=e%f;wX#}bPIxh=2J4SB&|-62KPasA|O@` z(M{V2@#mA^r}Nptbe{^-cZnm_d%GyMht}{U%kd476HKH!uGqAHrLWl2ODnZ_aU@4U zqw2rqYpIH-z1`I-Sn@%0Mxqf{X6%htoO+V4*yAblK@oK{&Br8G?%mzBwK+4O4sY7p z;;*VptLrxWMOF=o?Zq6H4Hke--IxiJg6!gwq3Gg;vTqp3N1hlAe|o;+2#(!+P@_1yIz(KF;Dg zx8q-_C7iH}%Z~D!Do0JYBGH1p=;7!n=KOWMD1@8$nmj8Wfw1f4Qh||Uuaa7^%Q1~F z76`(OY|eaMAgpM(DQJPmU+{6x~|HJWGF zzj2!UYdyHL7m;3O)iVq*7d|FoVYxX0AL8VXLi=>+j%nLAM7VH|#&~d#G;gE}S9=+G z=xn5pLv+nbpTk6ZF}XMW2ujKRBIHL)_sj4{WEC4*|H`4_9#6c^SKJrBG^DNlP^E@L zXGHPwZx(iEf@L}jv_h?*doh0Uobv9e(hVr66jn|$Cf4Yge_U;0511|Z4D0E(2414R zBw4L{)yrtC3+okaRMj{zgPJG#PWEAQqt^SJgdwd)P4@ca*-d8K!&OC<*B1hBk4@Jc zZ&L%}3ogkkGo50vM@0)AhPkSuf)0BH?8a$qbYrT)*+o^GDtfmq_41GY-6r$Acp2Pf z9s(+n8S$04pyQsTTR*jrkZw_9a+wFMxIQ$ZOCa3(h0@*K^A|_pz6z_JN=DS_ za@JnYAChy}L4?8{-}HrDx~X4D?pF(eiAuC?!CbS3%oQiMx%y`B|Gp_3Ch$j(+y+t( zMj>SEg&urcy@t8%Zn!9fGc3WD{2*ERZ}Pf+vdF8b$cD^ksXI8;Rs+@BT`%7jLqj4R zM~2C_>ei2qG$?LlR%nuloR-+2F5@#!3lRzKccwF4pRj4Uq2Sm%qOUBzW9XdnVcz_Ftgy@OWC>szPZX1l<+<=%MUlJXk7dVcXp z>N4SnMN&nz-yn>e4wVmPB!GGD(wIlrpHM*19GQ1`&r$KCS5I_XIF#<#90C5s>a}64 zble(OWdYu?0>Dx)da0Qz?Z-TT6HXrzR`h@%%i3Dt2NB=U(9o5|a?tu-ULW3^`zw%; zYuTQFp!RXji(SudmRC&;a@*D*JDFctc=4B|>2hmO>_3-8gK=k9@Oe&8;{z$MK)qNU zcrgZC?H(q*9SY~d6lCPPCPe$7e_1gLzz;7!#D#;$7zA@@Esi!5iT3o*(M9FRY4xYc zp5wZXos~foMC%pZO8X3syJ*CUzi7sgJsV(Xqkz_l7vP`a#5e|?5nhAe)(33*j5rGx z+a_fa;E#9W*RC=AF_?5Du*bh=5K`5u;*js6^kD}f(na|8#TS0z`9>1It$vt$mDz66 z;{(XZ9#BjnLq?@)xR<8f+SotkhsU@rgbNPl<*TYxaJx*KAVThr?M5xaVmK{>b}@Zl z9&k0pZt)qX7$}2(j{*)Lt|(?d_dX9Y^8bp%F?}2Y?{iVFk9hfIE+Tq3!h=< zNdF2*Dy>u{auGZ6*zwiUm`D6mQOQ+k^V`ceNKVQ5<0ZG**>)<-6A>=kt*iIrAwb-= z*#NzTgT%eI^7GpeLjT1Onn{-rjtx998+D95?I)VQ-A!U8@e z*;J|ScMqMNy!G3}P4SAlo)u}s68dNM*p76HQo;aF{R=$-n%MH*LvJQrs*2U?k6P6< z)rXPdZs2~JVOcHS{pwbcxkHh+CER}feRtnBZ#uL2QhfZtq6y2*C0C8!fMqW9r4Pwd zYS@=102XoPcrI-L``d`NT+3cD)nb%L(Z)}M4{Jz9ZigFz{T?l!p%Y#~w=ORjW{*Qe zK8r!kD<48$g`DzOXO~5sqVkKmZxkbT%!fs1U~^tKZZc@84N>JTiAfWh%Ti9GBVRJ4 z8(25>HtHHdSyk~SJEO!O9zIXfdGQPqtMuCa*T_Wk0nyYh?rRiU0tEj4y^d3d@WR6T z)pfbRuDRKuz9xKX1{-#nhk^8O@luiRXT;g;X?mAECxdMw1eHa_gJCpZ-?NFB%d~AgU5l+AI*XTd{TOk}b1~a+bNsC&>9?BzFQ1O- zeIPtcTHa0Q%~gT@4x50Y0srLIDC1vGTvW!d;(E?@iX=Ya@HhN8hm6t_lkf5m>b7P< zdwN)N=>mS;*oeE*diNCKQMMlQxbq~Ba!$YNJh2!@WX21o6ErTXl6I++>ESqwW_%wi zh#szp2FA``o`Od$-6pclg5F#4nnLEDk^noy)n2*=x;#Z@7Yky%G;-*|0s;|~1L#4- zH}6LTy1dV=Ubl=lcYt7z{kQwz`_1dkH}AJJ%C`p%J4n((I>AW?L-C~%3XI96y11XR zTFFjWM5mFlMWQ?i1_6*Ej$5b6+;?_%+UG{~G*;)up%LBXsFM8csjOu)?)~_=)lj|p z>lC~>LeqsAzL~M^Jyq0jhiTabHvWkh>3H!Yx*!$>nd{-M$fDPjU*Eyro`H0j%+}z` zhn~i&^MVu$wrrqzZv%UpZr$I*pGW#kbW>RIUN;DRdRq~ASb+>osBnnQw4VS6_X{eu zXMR4#d`E%Ly)-r_Zj=|Hr08Z)b$;q+t=vTH>c4R($)<;A>mOD+rnrT04lA@l+#|N* z5z@p>Sm$Ed9G?!()_X0xVx$_}Bo(46`;FbM57Phrb9B2nt^)W#>X;G)VSMEJQaZeo zv1DP>O{H-lh9*4tzdcg+1V5d`R){m&X@@>K)i2UB$XXSeeD>`z-%z!yjao?mn9$6H zp^RR+%!zGD?4oY3`5ma}L|<;yUe^cSpmw08_0_6cW_1mX>y=l)9K#7VA9^=iwZPCZR@XSWcF0$sdiwJqi`;#^3LUAyqL~xb729`0aTIPUhW)W;AO%6)g93C zJ8$+UYNu%nuFd2RY_{^_7^Ma&DodK5%Byirh#gC&#OV5Rslt+rEEpPAZ)y zt%5@PdlxYayLd^-=N^83ssj#&qJrhd^?Pf&3I?6`8*^TuVkEL@l;8;OaZQR)PwO#; z_eN+k=4le*J{hSuigK|3=1y22_>0~+)UK5s)HjwJ?YYSh+jMY|KjXg&-sfHC?RbP;1xu8hG#@xT4551~AxHFHALi~0)DHIf z0o3Gn@)N7;VKMz^#T>XvH`pN@|16k?YftB-TKig64g)+%h&=<6wuWQ0n7a=nd4@L< zsZ3$_U~xM(Zpovg(I`X>EKhQeO{^U3!Y%vGsEBK8hi+S_g@`WB>LFVkiqOyw{Y8l9UCcmE}Rg$+y>;xP#l6jy`V0P!&@E~H8ij#aMkxF0Vd#A1O~v$ zZPd|u$hd3B?sv9vT&!O#y5Y^043=dPz`>7gQKsENp<*45)cO!9jpmG7VfF4hvZdw+ zEfxo^dn1kA*v~@ze&Sq15((NF?&3s}hJkVGusK9y!-RQ2(fPU6{*GcA_`48QP{2gQ zVX`$1yyz0IC&9zvNLU8!Std)XyTBmJ+_z`vfyiuY@>4)kJkcSJp`Es`Y}rR8Q5d(n zin7%&02K{GohVvV@EI}qCVKOr=yd_u@gGUNJUzR-b`FF)yum0yv3y=`1$=G`It7i` zE_HPNL_7qjo9e6PDq+fPtQT??sDI0>Xmt47V=129?8vNUiea6^9;Jv#X(ux3(1*K) z{gDQ8!Z*1e*KuM%rbHLB@1BZ6k_o9NOe#yaT2U8Wbb`3M`%V1yj76Crt;@h$X>111 zcZi+#Oeq(uqQFG!s-~k1S|wD})~AdJEdf!z0lq~&_P~7pvv?6OAh&t&w$FY+^EVlA zOFTVgBaA1gs;a67le0(L`N!lFP$3dmReaY!=c`5f_}-HiiO@#q02XP=Dp_oVfpQa1 z&y8q#!A(bP*uA?Ht63H7%iry(&*wA30Wjo&7MhvQH+)slfPF{iM|&;{5&QKX9;7?? ziCrjrv^B`xe0I%7=3KaSO(hm9bOL->(By4+zl{R@N75R#HK3|RgD)*jp( z2{vhk?7J%soN?ABB{zKKGBbhvv8v0nu6kGx)7O-wN_CQb1f3G{4V5G>=`O7>0nZ2dRlxMj{2~7 z*;WxEDBACSdqMXwsrqX9lwi5h%}l{Mh5iCU0x~!q7}wXm!=v=WGlV_=QR4y+IRBjw28Dat)=?k zc$11HkqYWo?Qpw4Ys{PDlaOmKMi14MY|f}uh&Fw>KM*WBbc$~MX%?ETa4rt z4n2SPS&1sPR3};$3vK$uJ5oPQ+-EpJ)}Om7gIVrV%2>~p!@bWUzI!UJIWiY*vDPZo z2kiuh@}UH!rFjMcaGHiJ+wFC9BQX%m;5XP+<5fn=`=2g>XjZ&4qEF~`w?J;=$mDjJ0bB$IjoWhSCTT~^ZBBZ2Ki1`^XCm+Q@6tf4Z{ZE1FxSzB03i4 znN^)Vy<{q=`romZa`ISH5TPa|3n$9ikk2SFeuOnO=EK)<(u+@xH9M50w8P>T?3EwO z^ILcRT0W>pm=)qX2#Pwu9K;KZe=bW)d~d-|2cKIh9r|4ee*F0wVI-NmG3X5Rq65Q)0Gelb#=M&l#)IJiHRnqv2z?Fe@mWr10U5ziv=}S z8|kw7)7041F}tD1Om+Jxz|lZPL4gvx?Kh>u(f6y*A9@dzn@h{f2Sv}j!M~?BFu{x~ zjg+5b6}-U-sN{)|RaFzNS9B^7A2_$^T5__K51h5VKB4f@95^0EwiP7l5p3D_TQ zx|(0$xLysMMAgs)dKT`<%tjS!rO;cWR+Dy|JwbKMazl$$9&SNd244hEBJrDNXi!Va--i&BP+G(ueDX_)$S%p(OQ=yda_ys zrmTk?h4DBPZ>aQiBijiUjw68C-1?$j-B*_xtDGBn5C&N9QkdkNAbuZ+OMcB5wp2PV zATHPWEuc~HH!NZ#7kQdNEwUDrkitl8hLCRH1|KLAD zweL7)S2J~Xdg|uqM*`8Xw_(QUzUt(P%l`BVEAco8m1B2tTIfV;LsJctAGV|Uv{y{Z zH^vRR&12<^ij%!(g9F!&vBE2N!SNoaBaA)6(#Mt)(460R@X=K`j z8)9||lY3B3Aez27b$LNi7-d*=2s^_N&g%K7j6NT<%=5>e%fxUDt+UdYSl=phgpK*% zkgJosp>{R4Yn9hcv7Q>{rohN7F9smC+alms)l#4PWXC0Ck(nX}28X~jpo4Xei03zW z@f<&vF?iMMl-8V}8XLzdOSwlmnU>Vsoc=dmXmNnBK9hW8>Pbf!g`NSUDZ%5cHSw;Q z=+4awD9auDRF0E?b}cDH$(In^LtE-dYYH&v8|aV%^{DY6u3o{+N3~ z$`=>h+uMryV<}|^x$mzs?v&1j+`=Df4)S=r1xv&R&cjvoZ?OtOiJv^MbzMbgy?l@Gic;HNH#y&)Wi*1F%B(pT~V6Po8Ml6{S1GK@^ zA(AjFmtdk*okQY$iuNM!|DAZg%`;hlaYI^_eo>dK39}63QJ+?L2c$Rmp}Xljn152+ zpD;&1u;4^4ADF!2WZnl2`_n~PP)Y^sDq;3$=K>jXzT~aaTHrWIe$aor`c$f8-fl4K zEvBbo&`4OnO3(+gXAZC79gW5UJO+afi6d6H@36T1X3?|UD?Aa0`N2ufe{*|k>>VzV z)hb~d>uTj;)D{%go%4A{98f-~na_5+1@1^5=piGY-1@awdXobM)k0*|!0I6<2qu?3 z+=cScnYnfE3Fb$oXg|6`K^2Hjzt^6`Ea-ub-L&Uda?p(oFy47s-+VCzT#Ih`(E1fG zc+;PvESaQSSq6{Oz#I+-ctc@PC!3z*_Wx$qJzw-n?6gx3{CvCZdyC5xC^T<3^Y|wC z`A_G~3zKQ*h=^~ti5c3_H&1q4zpsPw)tcs`D;hwA>J$R&kOEK?=I~yNLK@mtD?e&S zMDqb!d|a6g0(p_#8lUUTMATk_ln)fo@Q#k6F3P$r37H@PwW;#2zYa4rt;jvJ8o2DN ztQ~cJARHCU>~=Xq+Nwsiy}RKcNWzd&WE_T9r*oyR+tf)i(%~a^%%B`K(zV6iK5W~+ zMg}J;?gNtM!7e~f+)$6Hf^*oQxh#A((?8zC%WpxWD^(F@lP|zAoNmtpD`1ES!|us= z@^GbZwo~-R6Mj|L&|r#rE^@Q7d;8A7k=n>J6;Ue=P2=|`wtn~N65V+2s1-%oD1B;@ zskAB`t6CCMmd6gOK%+S)KHfXr^jMfOS9L`QP=5q|5ZY?}tn5S*Kx>`%$K&AXY0)d3 z4-+Jy$f&CvpLTIoS+l&c^0~jAu8^xj^OHXci0%3~!JenAg+Q0qz13*GJq<@A!8@w9 zL({h&Cp?M|v5dF9dC3U*WRHxgg7ABW@oi`hCHecqb{(-fKr<^14#QJ0QTr7(KGpLSe2*jp$rsB=Vf@*VpD!3lZXJeru3>ngyeT-F`& zg*7^wm}=zl?33&pa{+ddSRt0n2X*=}95m`QWEL@Ed0eU8pM^F&vXte?e`_CE#8%7h zBm)0;NHHBLjjL^(t4VigAG3SR<1w;J389DCy=y7!$cao>8ri7n0aHR*E3~#m1 zzhV%ghhL;x*zWlWXuOVt!`Sh8(r*k3`BUaJrR9D$RB;K7l(%>0WsWA#3)a8 z@vhA(V_g_t_=AmkZ#>MqO?LXK8d=WP9wHh~b_QE~jaW(^#TAh|!D+S`k`~CJ9ZoX| z3%*cF)t?diKeRoLQA8!~lxe|B_o z!ppD%X88T#RYd_nPK_Vop=@lE!=$J1U=C`SY~G?5TU5cuTsunu2l`B3dhXPQFU;Zz zpDASb`|ibglYhtQ>L?dnEGoUMOuqUaN@#R?8gq1XRMj?}l~Vp1Ykc7JG3&4>I4byR;MKH# z-lW^}tAJTxc+uc2!rhld~yirQ&XVoiJdA%m5mCOveN3dT_&y1LVu_ zGx>?x5Ct2>w`^$3QqDr~;iZMo2DZLCGg#%FHxnnNn6(_~FxsinRIR_+r~+CD}n{ z?UrNOgBI->+kbo6;YM#A=%Pxzel(=vm>hhT<_xV?o8zkK+-y88WY zp{T`(Z7FvK2nyY0`ScJci>y_EHY=-fj=fdYtp6fS; zD9+-fqG1yVsspwC8OX+6fpCTTqx1JxixKnN-Jwi%I3azer_G#VO z!oOtR8}00d-aV0R49x5tVYdqocTsd2SzO-0cp|64 zegMPftMm-N^HJ$ze+k?$N$EMYO`P2iP;|mKov{^3dtnXU@|Bo&dyKW z+}-1(n@zshu_<>fGU)mK)4un(a>%ring}BE?~I-b4p8lJ=FUZ@+tc~|DO&|;Vyi|w zmH1H>A?62i7eki}tA*63c!%hb1y8dTu=8LkSVtFukmGtLTHCn+mefU72aUj_r3GL}QG&@3Krmm+ey8Sm5*$-D7fnPcL zpXq?qpWlP25d$i*)m$v6m0VO)_1F>5^-dxHb@2Z0Fd7*dx$ET!g+||fjt|Rf)<(DB z#t?Hu#$qIRu1*nok+5FrS0?j;8-$yoeo&9V3-J>PNR{>v$yiL9Hd9oVLAofcJ*Cvq zJext=mS1%I?r9hvR;Nc7u~d3&y!Kh(J5Fp?Cf>GZ$WunK4B0t1nwC2~+&)QSR3_E$ z9cp-KGJnc>2QuWX5qY)bxlsOzuVnUn`}ND^sogST6brV6-Q%n0-}5G8AFx|G`7;mZ zGpC>=d&&Vpz@+Fj^YWSOD@=Bf5;WQ!FWoaFhC5=uzBU2Z3@`*mQrQ_2=`qpvON<(M5;}1=iu#^DxdeotIvbunrg^y&kWVZ&$&itux{> zhtyqM2J0p=C}isZ5%xUbP(<|UU+aelpxB$0$e=+8bAfHZ<#qC#7ico<81y%b;K$lL z@alPh3X+NC3sv2JS@MVtz#cXt3o#-4>xeEv8IT1*(4>Ap8EyOiaVUA31qEcvyH&-A zI)P4IztDM}fqELEn{dD0BbLN1W&vZjGpDz{dSq z@$h^TFWPtv!2;Zb8k_z_;mIz*zbHIW*M&SUw1a>6`t4ujI<^rfLkzb}`v>F+gl7!H zM}5^(v7=rpS+Pt=CT98&X=Wxe=C4OsGtF7fq2D$I5{({A0j>0TFR>TY73;a|?%F>2 z-Q!_f!RRkDUBdIIS;_`4#FGdQ(J_P&i5b7_##Y~d#2IxwhoJ^}@dd1C#FwQJp;UI) z8(aZKrM0}R%YRY_MIFKhQ>KAP#B+nBWudqsV->}% z(1B~i!IZpn%)QvYr>-wQVK6R)Ysgukrlq`en%E4G2v-{ASf;F*ZR(OVG%f=NlC~-gu6WU&ek5z_VP84w-N#uPic3 z6a&-?qpaCzC_F`KK94n{k*sNwo8IF};aGj|kSm%q*}jXBe3#=&34It#VmJFd&IA>o zy#>l0^kU=lU&Xkg4rUB7L_!T{mt?~PJCXSF4|XY1XZzoOj?M($;G#U3!1F2|3w|Y{ zK2(dQGE;0qJfEoKE|gK5VT{Ky!P{*2F>63%{EUm-^)}%L)tbhJG|mM znpv04rKf=9r*fKW2VY~isuv?7#IkvPO*G{{^QTT9n6c;~vX?y&&&*BC-%=dHX^6e> z0zRC#XqUHbs9~Y!Kj-t7zIM7mNZja>0-OrvldOU!d%}V#D+j(|VW#M)W%uu>_Kh0H zty^_)4_0U+oC3LRTb$*`gG@AX3ZhZ91t?RgB3@3h^oMu!f{qCXO23?~?)hY6Yie;D zLkuREP7P6W1UZqvaT$eY-SXP=>OqJ<$h(5nc)!`JR#@zO%S=T@=qPn|_**&1tYXEW zO3w#Y9#EwxNMDZl+$4Yg!x5xxs?V!NfD!V(BN3)9enjr@SYK?T*HIQdHD~TGiWzCp z%_Hb}A^38}=d_{79XkEgHu<4PeD;x@)U}~K#|YhN)&I$)*Y9igzy;s9bda4PrFW!;Zlr+$g=P;&g2uA z>zX?TOdwsx*5U_!>=$G*Ib#e+(pC5?~jjpb)W8;_9PrXmT6##@7O=!%?E8Wu! zi56&2`!W3JJ6)+}C9v7dVB){;a;s8Hx*XAD7E#)swjzhNx;r{C4-$Fc)4g>}%)zIR zXH+&fN5o}dfENm}MIO372*Q6E<{es{SDO%Q(k~;cjsq$a{u)P!`k<^--i((Vl?c06nlAb zMMs?|l@`sI4Vrvpp{Y2gS$gC5*)gm7f2 zxp-sJCD`tRAllW2+tm$X?%iziIN+U!ZNtax%J}?_=l<-C{?D+LyalpmwE7nk1|%*8 zUJguUSXPc{U1_;TApTWV4%IPj9H%AeCVLA@Ci_cW_jW~4xh;Lnhj>4)+hK8g~YFnH!$*TXp&mN{TGc`ub) za;u0OjBuQ)Zll7x6Baa=t7HR9i%?LqX)X@)ad1Uq^32ue&6{WC{{@_ zOT3SP{&~CgD=rB}XUO^*aGMSlKdQvWEK?7^imRVet44Z~`GrnBls1DG`rg!k_kp@y z0T_s);`Ou`1|EO|<^#k}aV1}~TTbN~4u?w3I z6t)p_&vCDUCK@ z5KKpvh=5vS-%(ekdKaSo;1WrtXJ*}_Ve2;(JA&fi3D>_3C&D99YW_dUK#8OrQV(78;R2XepU^%az&7xOBMiMj8}Nd>T$Y@^ zoZ(mS<_1o~gK61k-^F<*N8I+lkJ-JSDDX4k`etcjNxJ5WRr(IjvcDUrupwEhNejU% zNlH^z206)zty_!~{mM+?ZP*YS8O6?{ce-x%jJhmbEw?i+4ppikVZV%Qz86!2Sx-Br zyD=ODCbj+D9FLSFbzUGv80J` zWNBmOwaGd1RZ5 z=Sy9w7zuY;IsRcT#%qvPfxNZ1wCVbM@Q(i4DZWl zZ7v6TotAHQ{3S370id{U1Jqshi>G z$w46GgVd7)*7hk=Z~F{9Lt;dKxDC3R#o7;2KD*jK7zF^_kFRy%#+J!?{kh(_;res%BJI0)wSB5ZnR7Z@V(r2iW3 z)pct;-eXL<594a6NPzpiD4?j2K+b7%f|sA_MR6Vb@vQ%aCF(-wWQo^AG2C7*$Uff1 zGk#Bmz#?TYLfALgyxf;cq2Fc1j5bC*@1QgEG$IIAr#oRDy}e=u%!|7I|FOhYB>tjII!ORH|i%#tSAaVzetk_@N1ajS!eg^sPFqjdq50{d9ktP6yhd&yMFmJDRBol>aN(K zUAL6-3}sb%#$Q4D8HA$pl-^W?u{1<{akUOr#2n_P4AAUbN^>2V(I_IxJp*^PazyT7 zH1VViMU&>Y7pzS4e;hizJ2|~i!J*{(x&yY&cyBwYJ}15H=Z6zcO$qJ&MINZf6)1)& zsqK9?2C|QpLV;;ux1}g%D9^y{@F@k7S_0CP4kax46IvQsEQ6MO*Zm{4%6Dj zmc-{4jJT63+eekPMsMsK*^f@%ylb?P;jt;Nj2`(q>dsGCtECGB>W3_1<#YYD|-8@g?EXU)#O6Noi&=ae&>F+v6mE zI_v51o6x+DfE#(64xz*S8rs8|4pv|fA4R4UniOYBMtl0uoqc5tpNZJ_v~qRwKy6}m z;iF1Og)IHsJ-*NKUN4*{*Z4K;g4d7W^_|?!#qyU?tieXD6)c*5ZjaamHi9$NH_TF3 zu{6txeMqPjs>rs1Wi`9~lX9&uEhKAeqh2^^#x?AYx5NPT}HjYd8%5^ML zuI#X^@evMVv?8?4^Z=L*ja#h=t(GFaF(he9D*u_Bj1NRbSN^VT*FIl6nRo7)h(KJ< zmK1C&y^$?Ety$g5WA{2o$w@F2(Z;_YZnKk^DLl?v69_!`J>`H+Fl2POeE4sFKPkHs zGPqWOhrCsWs-GCkBmAl4?v&y-Eb!;!@;b>YRh?i$Yin&wY`28yCP+k)+=|>kQ=7pz z4;@uY@F^t~n7Z2AiT~b(TN87=v!jI?y-CoF2OREtm3%fQ<=-wdN$NF+1QX;gEK`9r#iXbdQML$ifNLHp$rfpul zskH4TVWC7E2J>^1`pTu@JP9;`v6~VTZq>8DVj5URa&QVYMM>Z6G(H%}Z_xa(>j8l+ z`x$opmAFWbku394xAVu9amRbWL{J%H+BaQ&ZMFn`MwCjzkwsk>xeUQi24{>@K zi}{1cfBonZ0isyIERY&vOx?=42Yr`6(1sxXMEDb@CyTSMxwE;$8Z9YY} zX8WTWBiiuO!$m?*p9ICv8d=*{)@(NL%}YBzAR!c6{VI0FRTCd7#PumYTzlmohq^Y?B$lxcXQnGRU_*vVepOxTv5l4x!m^U25`HBdb z!@s2uV!`*$h~gAk^8>It9wQUt03-}XEhdBT@B1-|tTwKgnG(Jh33WI+;t@mn_KGg| zK{>I58^1oMni_STO~2xwvcvp&(|w=ks+&*fD+=(G!7=qP3%~LETQbK>9BK{m!9!tg z&#(FPn;_B3E(@1KZ|C-}kgdeAbk87AR4f|CppN3;bVA zxKpAP?(8KRL4UgkW0|B(g-u=p7}G}w`LwR&srv(NaW9xs_!%iAZL;UU_h)RPTvi4) z8pw9^2A_+#zFNd2Sdbv-Q*|imuC%^9%b^e7-|tvTq}V;KSmgnd>yE%7WsX;^vp#Ou zI^MKr%e6kZE6^0*Fo6QV&)=mVv0BBw&srM0)N?y%omI?7D4I$kb^R-l=XQCkn$Zd} zkF=Bgx{9+6AM~M?N4?u4UN3#$Givb1CCR*i)I(`K??;)8n=P=kNb1~v>F3X)*H_x$ z$Bm(@YDk;u3uz4ddFSi4sRcF^$0uTBihQmjT3l_)U^00s<$Ay^Z76k#36mwuNNrzi z@;G7wCRF=e1)cJBOeAbIVlA54hKma%QOA?MmEzz`~|Fk8|=18Px-p zzL%#?uV~4NeL#Acs%$* zO361CZIo9ln(aU~kB3U-tErw6Hf5Y3Q5+Yqs*L$T&2jXvUv3gk4iiORWWoF%Y+p8o zB`sMeioeXNn6m+SG>pbi6N@+5_xACMG&QNAjcTM74u4fh-NzTIjx&9<@ZBS)D&*Yw z;gfrcSX31{X!HJx$RCUN>4%>B5)od0$z@2DFkX{S@T?eTNU$9>RqK)&p_&s~=l#4H zQVdVKxWAX0b}6bQMomC1BiR&PFmH&j7%(_Pj80>zqe((WwyV21vIly=aQ3_6O%qB6 zO{BoqT^Fp$HLQzJm3BkM?{V|daKPS9ItrssjFQ?&B`~^VeF_h~U`@2G`+5)cMCm8>k1SB`m&4|IE3Mwn8HU+uPu-ax#4RzX{9J|>@ltj{!8!k@L+d9G}#%tJYwNmt!=S;0ZIF$9z ztgyI&3? zM28wLV5f_35jynoj(X=oysTsLq>b#juEx&O>-Ilv1?XuKx^2CHl)nmylVKDG3Q7I} znSgw_z0+O;(yRiij%!D({o3__BUo5^|l5hmVECCMX0_I>6_>9?g(_G7$ zp>njEyG6*rpqvZ7BOa5D@FwxKr=yvs8%Z=Eoia=nAQ4v9{LMtGUy1eklcV@E!DQ!9 zdf?F;;BgrE==4ev__9lNIrI4YZU=DWCj;{U*9F(t9>jQcHG}FU)^z1nk1?Ol$uHv- zSNfqaGcoQC79IMe9pH|VGHsH&==U3p1rco1g!IFd5F ziKw_w&1fk?{l<+o;X!jnVtWJKhx@C@H8# zxp`F$I{`b7^muENiy)ZKVjD6s$)u(%Z&{o*5HIj5jmo{Jw1OZiU55^*)uOIHUr|Qf zLf!7RP$A?FYYhghKRMEgSz>p`2Ds%w{p%C+n;YtR^Vx|Abm{OpPV(gBT^NNjZ{5Bc|e+inx4# zGE^enW(zsOeLRvUKEuspsvc04iMLmriL5``C#Mh~&VD+lv3js+qGH%p@MGsoaqQ=9 zr4(;-OHYt!n}8j0YdP7RQIZ!_G9C7VG)Wywnku5dYulY~Z~;T~v$LGHo`4f8?@a^# zQk+}-fBg#qSG##Y&Z`+0_Y`z&e<=)s-&4(~Tj5{2zFQtHD41<$uMG5_&N6F!lFOc_^Jhx$_MEMbE;RH}s#N~AEO0sGro#^EjPL%aI{NncP8 z;M1m(I!hWEU*5ZoD(mE8V^L`#m3&*}U2k=b0-~r1PE@eLh`jTYrNFrT5D~wpxx9S! z_@9SA%~N9u$b=6J^eLbe`?pz_9+$V5LC>He@ssrl-_k#0yHh-jPgQ9{%R&z|MF9i{ zFK_>MxprYu?4kAZ8>XR1_ZI%+fL`z3iFBo`ahy%|iF7}k#?(VQ(c$}xYJy)y9oE#Y zOAe0l>FKGPyE_1=dx3VM$bg*=i6!Qr*T=x_l9+U$z8V75&XeK@3X97!ZNu@?A3QSi zAsl>y3)kQ@aDw~QJImrTC1~$p4W#+_8Z)-rAbAIWy*432*8~ZF?-=}EJ2rQxUQed( zZt|W`)Y6rk-hD6qTT!a%y{W?-^=uoSpe~-WraZLfi`}sr9vfgG*~(LnCTjARWEVh!O7N7WX6W z9d+#QETM2%;uke%y&m?pJ14Gl+WR(=IGu16t*0)u>E!WCE>qt9K_{P|vqB}TT1wK7 zsR>91YK08nFNI>oz2(X5GApT{a4!7f2W)ZYM4A0I8%?UcU!SqPp`Bhfq+=X``<3qg z@@pQv#_9|606pfq6Bmawkjaeculeo_3U%}L{yC-QUGSB6AG?73n zFBS6pp35Fr8>FaR1s``l?-<38%4oC+{u^0?B^M9aDE};}avX{}Rk$v^Bc9xMJ&Muc zaykyOKgT?2V1ueAumvOosL9ZpxV$0LtLHBfUUwsvPHwjwVjyt`RO^&_YYQ%+1$kLt znH7#NcV!4lLXM&@f*uYfwDgL(ghf27$3w^0-~bGoy5GNtY@2tku5@m|Q*g@=>d>!6GRDJ8kE$=wt?%sHs!O`p`F(MWL0TfMjeZ4eDv~)9W7!guI_iho*F; zxGjn}srtKPv$+*Bb*Bw59^aKY%Vxd5*nH?9r^ue(@X4wZA7IR@G=E}E?5KdG`FrFJ zJ%TT(TFOLEz!!H7=ChzB-=8i=q6};25#H0-!1(}wW!im%njaXyc7Pz@Ic)crK$^3K z(g}Swg(_ERpm>V%8zy^o!cpsEEa@^_MGKuDu;C0iuVZ(JboG|Q;N zFZJ)U@kRiI;y*MSfR;Wz)a*7dnLus;am&c5$kPRI=6C?V&Us5Uk8jCk>~}h~+5|bp zI1Y{neQxQbb1MN1-th_QKPO5>@Aoi)NA~`l$n9O+=F?}tQ#;e$5NwH^z69~TmuEyQ ztc1fH8Jl8c57aiK^b~lW`N6u*=7F!=aTW~uU&J>HGgMHe4AQk3@4s>b$y!vP6B>wT z*Dsn^17;bXjCnJ1j}P}tOdo5aPj*^OlyC`+kV!k9;4`y51K^fXKekop%N z0z=V@*q#XG`%;Ws!VqclHNhkr42-Eh!>=Ff1OZ3hG4Ze+OM+gm$i=wUXMN=nvVHlb z6km|^7t|GS8T}6>IvoD1CHnk#16)8cl+szLsLEe*xc%_DSsrwM?&ShbO@pw+?9(;N(;FlDqMkyX}gvQvyS-Uv!JZ0M4R^HNn_I=8?U034SEG%+ka` zHss;jZoR`R!EULB@Ntl{cF4H0X#7<1%QOhq4419}kSJ2d>HUyHFH=I!DY6c*t1KyPyc6VcDdQ zJuv4UEJaP{#g>6J?p-osI$rqgf23JExg=F^`*0TAFoAyeZkqH_LKknk6z)i?!s%QR zd&_v+LiOQFWsfm-J{?hk>iAQLrkR28Eq!O18I#@7pg==Wrog5}&{#e&Ruh^x#BD;rtUfMRHQP@!YHJ0&q3_uI{2mh# zKVQae-m!H(PraDl1%$~ix@PdIauHGpUwvxhC@x9Eq_7~##2VSh z-_;SCGPwFA7aZX)aX2g80P$C!)5!zn$e#wj{C6CveMS&h!bJM)uv9SL$}5kDgpGJ| zWQA6x%;KC8n9CYO*GhGvJ;gA?I5LLZLlUaMoL1;!iE1BYBW9_k&#ODJ`RMzKX1wO| zc*7w2vWE$@Q9WR8fPll{euM>lc_U(A(dK$2Eb>SsC}hm-;EqAoXw5tN86$I42ba?Z z&5i!MMYxp+hXf-*bm2(^ti$`nyuO#X&s});$f^a_Y0>Ejg2hZV7*<=arFs6XH()n{hJ~Cqf4c)uj(FL`6;{reLe0ac&b?gBKxg{l+Tx=9T{}UIjv?4*H1e2$Vtm}n}cQ^|7$s5PPIMv?ad%<)L-L@L8qIIQIxz>Ht zmftCZN=XN4kfy&-n~*hLAR8SGuy0}}5TLMJ5C-Qb^_ZbLu#HVx^M(FmpyMYamgbHQ zm5x$F&w+!c_~u#0C_xFt=s*3yEbo%P$AOyH<7LWNHmg0pLd?}OCcJ?OU%-MSVnZd$ zM4;U`0W>h9#V5vf@oY>&LLsxFTTwZde$ck`1sIbqDhV$kHCqRscI5p16!C1acD_u7!2k{DNWT5HR9bBBG7VY5#zrMvZJLzHkPNeTL}SD$~1 z(xvi#Lq1*Iy5FL?XKWna{uacp48%pOj!eN756@Im`<6=FSivTz-Cy@Hg9 zzqQd^a}^w;KSWUK(x*H&p!+;GHDzA8>W+b-D{Ep_j-s{_Q~&>9K#yUD*UKQnvKkRm zqO(oGA0|FbiFRyb%4X=F9n}B+tlIrKJk#l5Bpssg><)13J-$;cwcy_E9-57wo5k!u z&sl%im8$stp2_}5Zvs0^$Z8y!wZmb1{HcTTnx{2iN``W=R7I(WdCI%7qN&jXZ$zE@ z#vY%{@j_Tmvs@*0NuA#DA)x>xUd)}I-ir+NVmQ@sOzaGjmO&k=xryfjcBh@;-cc%h#jknujwNBQ&V^x5G4*Z1khGw379z7Sd>=^?h}-InH3X( z27|J_K}YopjmXlKACok!J+r52^oVFSL7c?~1ZGsWxUWh>o;Q;m*(~ddik60v(**z9 za)aD?PvHrs`{ypI!nJoznM~{aV`C9M`aA0v6^;`Y^dkC=Ca!XPMyJ; zI=%nEKTJc!RiW!0xwIU3W3EDrhBodRpue7{q|i6{P$;x9@aTQ=QOd~I-kTf#3ZHJ^ z(!`&mOzbPgK_cG(#CPlt@%Y7h!eOE^mN5);& zfW}?xBJ`ni$Xyt}CRVyl^-@AlLbMS&ypeK~^u-vb@Hc18#DXo;43EvI$7}{;IRBPUpWXnv_ zhBTQ%H8y4Pj|v_5>CSrPmR8g+y1KebYpXL>c1Pke3}Vqe(~YEztK?Ezaeghkyv)T9 z7xyQY^kNdLm`>oH)?>PmmJh0_~L zf7M3)G%mV<1ltIi1-&p$qD;E3n|aT1_1DC9kc>O*pOLzNzHffZ}{7 zd$Trn;gI*5CM?ec&<@5@Ll%Jh?{%#&wxclh-hQK|PDJcb{wuTHrqy#7c@os(>G|o} z{~NK|l1iw4R(SX}lm_XBRe`94rc)n*=}2V7yS=IkKYV)ii<9=sBaWn`8>8r)Yvh&Y z_*=DmW12hoW!gGCb%hF4IH@7$*~kDwnXcRNDpkK8_k^nqbE869_^V>0^nG7EQ8J2L z3}Q_tO2jMPSHFV9I9zwemgd>FhLbTD@N$bfvaMU3gSDRJZzKWXnk(_xF(%9k(%#z7la*3Jib_|d z5P1x^-2M4CE!eC+$M zfKDXkvUKfktW4C`XZ$<D0AbJ9&%mqkNKQon=+_TElbmn5_On{d{} z0aiJd=EtATTUtj zYk3*uht^-O*vl9gs`OaW0QfS{w9&A}*_h#pOo=ONYGrM$&k%8S+Glxf4bY`Kab~FQ zWa}s}hmDzxN-65kL~2)MyGdSv;J`?65^q&rb%SnAQI}uGV}h*wa<<#yn?A-icS4#4 zHcM^kt&O)o^c>Plt$-xtr+(JNgtpq10Dw2M@g{e1LdiYn#xB*(29m(PjN?iE&q!W?U&Q$qe(dcB<3juW)xYEd=C>8C3Gp7uJsO>8CsdvZ zdCdW1PK|Q7<`RhyW{pa6q9@tc!PwSCt-g;~>6D=9!0rDBar7_&A}v50w)zR%~ybCzj@(1Kp4=M?03W?_wOB z?WBY5{oXGebYwG@Qf<28xq&k`IyN|pdKx>5rgfz=0 zDOtU&S;$UzVl7F2EFXi!wG3w;Kl=J*VpYuNh7QD$j3Dlvch)!H3yfL|-H@5NyZ_ml z(g`0P!rT}VJ-+}q_53sFmF+gwvY&m9J}wKmEZi#TN^?Q&lj=Wjevg2p<8Bs;@e|KG zjJV6Vrentdwi>&nf}r7g!CA^JGWQU)QHE#Bl_zc@5PZNJsHIl0_eP1)+OV?E2XO#r zF#XY|Z}^?`@WvdH>)JqcmxEjRtwQM)AbUXrvQ>ZzW&itv>j;4H9WP{hc9t6d2C0=i zM(Tskha-CH5d5z+284bMQzq;+u>^;6h5!0bs`{(J40BMy62Ss<(J-^LP;oDEkTZi< zM^|-0=b|?HwQBE1*W(Sk3euJhMt>sRe#Jbpixu@^8;TzA`yP@df<=H8SA*&%A)o@k(n#E4Z$fsl z9bv1LwXWXY!>(=PCW3TtIj80@kelckW%)8L!-%@Nmjd^X{VtaRfH9AlPHZ9ZU|&Cu zF}&XDPlPQ|uo#9x-t9ece{6yfwDHfd$5h9l=~ls8m^d;z-rp^>)$^VqFM}H2>=qna zW81mUU1%Tq$BIj>fR$p5L>*sVV>4gGmh&XU)p-B1_!9YtaZntq#MBWB-KDLUR{~H6 zmSdF%!h#?}WRfNron5BJW`xKtwZ#*Vg~Fj`)I|hXp$g3wQ1Yz|8^H6lKcLlODSp7Dh&0E4=n?RWBX&i zMy+BH@3yb)&C1I>qA#hn=V#DYGSX^`sF}vgJDw#og&*+DdWF=gsEU28HJWE^Sy(mo zlpROq#AK)!R!1w+IC_uejZUNS6K-R^wk2r(Lp`03%f7c%FS-A>5^rIGyXeJwe+X#5 z3`Ov0v(RO2v-IZX#pf;<^Ryfd=-@aqw#MSRppQl}zS@!WPIJEjnc&mI=AB2^!eb43Vy(`vdzx{U%`$ZJIUUy-DmgscKKjW&B25d$4fyv-!tRF?PqPhsZ~T#(E7Z;ZlsD#oc#VNDIP-#iNk7~#M|_=UK9J|0FQ=&$ z4m(NnmsrgXN#_)2`zSmq1ixumgiin1$7<)lunZG5np2m6QBNV z2he&xok`6{ohfS<><2|6TK(bm$QJfj^vaW0BO^=^fLbX#JJPDy;Yf|hy^`Oz*sbX! z24M=PWmL8TO>tYT|41hEneaA0j&fq@OLzsVL~Qlf7dti#6fRorI|SZU zgR1JI$DpGEV?aGBopc%QxzJ!#<8ql%4EY7SSVO`+Y6R#n6VN_kuK&#nY?XvWD}1*E zNsAYC!02GN5C3H%@KplP)Jp7!01c~GSF~lg#eBu`av%8&?FyGEU7exqRDpNm4jp?e zrmxII>}O-Xj6{&ya=98WM$5xT$EqNrQ;ywcadnsk^yyO2^rhi;P4ty#YE9!{&Lmed zNIw``yi1jn&r)X)lzXA7ev|>FK@cUWJYFivjK-m{MaNPa?YtJ1=`woU4o4q}xZO!z z%q-fqIA~;RR~zJU+47D=`i_{-HX^MZy>LLD3Q=Pcl%!{6h3_19Df)QEK%M&lC`NJl zW}NlEw|^x6EySM{zSfYSwKAWWKoR7Z#8R{&Y}J{Ia*(twMn!ZhQqs*>9{VGOgilRb z$53fB2U0iV;!sNWD>(QS`Ni1OMMU6}KfUV2^8nY9iC^$q?H{Gb7dGBwp34*P3-PtKi=R(;Pa<#pAj^`k z5(irxbDuwQ$Wp0*pU!p&e0do>=;s%x-}C1dW-@{TFZ+oDtFFNR<5XG4i(G-sC$-Qt z=R2gVg2R%XyqY)IL4m)?r?NV&^uVuCp(_yRf04o`P9M|h=vpCpqbmb zPejnV2nNk*2zw!bikiPkxZkcBzGj!IyrtoB#%|M)`3W-Tr;L4@*m8)Iq2V#^ulnv2 ztizG9nB*$G6w!tq)L@ZOgj6$BMkJ|MVig%}GK~mwM%X49#-i565I$PX3>qt$m}G2n z=_A6U%oEzx`cs_C{>dA$Ud2oShlL4qRwB!Ob04{*ZN(AcSR4<^#8-@)G8lhyPi&m! z7hA=lxuv2Y1hp8bw)xp>6(npE)_X*&$1D{JWd`vF?p)8R;^xDmG+4 zuPIV5*uvb%l3xY2oi$_05}O{xKo){sMVogT*4}MB z17cqBL6oV5v8B5Qfv(B0XMaymPflEWGCRP^{{>J+44C)8U@pi(s|F7`nJiuM+@m0b z9)eNLNH8wUihQ^{G=2p6jon)fl^L>~dQKTd!Rnb|()q!yx0Wmv3DJC$d^)A2juaw2 z=Xdz(fE&!o-2THQ<3X)lWjA$xRz}NzhEbsY zp|>=?W5yh@{}zd3TYwS$Ec7(r;`NRdf0ChimK4BF>G%qu@nVz=xdI?hdEUF$SuD-Xm8 zGm#Y<S`qB=iTI6Y|9@B1v&7T<0_i!B*Sh4zhWr<-tAs0pm z(!3(*BdZm2HR|Ga_Jkx~Ni^|?9UG+8#+sjn)X05E1Yik|Fs|_Sn|WP8+s(SfR@pN3 zLtimBQcArbJ8F2dD2EtZdfI!fu==2qV|}kf;)$p0D$dFII8Fd`wDe-p6$r_*F!J>@ zeu^z6jtw@f=zr^bCdx*kYV+cR$CB>Qn5l_cFpV8CTfY+oLlRTNotQE>L&=(=5=9=k z@ryaF2HxL9)&IlYN_PSkhZ$~Gxl_mo^L^bAH|+Q6c~GNNk2ei|s1{_~gt$#wVuRWP zZAU6|FTUd|sN@D(unJIi1fx42=iJ^Mshjp3MpHenBzT{-L0Y}PU_%f^Iy$UB*Z;i* zzYLP8Kt5NcA3xP>_{KJK5$NQ)%{9XPI9+dhIw^?|hQE3Wkd3cS_|hE0C)`5@7&St; zagaH65crRhiPI==qdwB665ud>#!vl$x*ow5{ndiheKZy8jRK>>*HM^?Kd`z?Bm_&r zXnce(3uJOF+CKGrX>+Z&lV7S9re!B*^B2GoPjc>-?mkjqvgM@PBedOk`GwTg7sYqW zwAC}aDmGpD;q)y5wNxYC6ve)b;n|Bif5iINZJ=Vto3ihP1dK$OO}d6d&T=f8jc^w2 z+OIPQw6u6vYf9`sqrEzY@vWm^i*E@>KuhSsmlVdPAN}vHo}?mO<(L>~NC}GnXdQ_Y ze#%PKa>@kHz-aW$k;Uw+Dem|= zZbq5>on7JS4<9f}Ke%?s!K$xCfMNAIDXm+YIbjZhcp zhH-mgLs)ZK`>zU%z0i;9ygmSX$G zimqiYsbm71$s%xZHLa`aj~|d@yn9=lKWz5zLr{1&#?bzZFD_!$u0Js8*O;KtzUd!O z{?=#xuZ-GqbT;5e9?Pl7fIrv^QCS;HNyQeJvFd!~}QAC2-D-N9)=p1FH8lVnMoc39peq5@xnCFj^$nEwt#U>lU>;NI&Z@drbK_lw3?_8Z=DAh+<>KG77MJ3nNIe zT&-%ur*qi5o$g>cbv;4KrO-8 zLpRL~%?WKcXxVSy8F&{Y?og^?{|3J6?n0TIoZJ~UDsFoJFCC6EZri_ZfPRq zABAIcFTs6}O^70;JCUgHUH!o9BkHupMxiqK#)xgT8&sIcCD~vHs68anV1WqzD8@?pW#=IJt?9becD?FZpFF?3;PzBeJXr`U|4I{ zfDqFVq4ZY*PjO~{S0e-{qRbx|4~mUj_nz%Y6QZcRAu`p-L8MC7)ey{!17qV*16x_$ zHS!yW*wPv@`egd>2>m2eV|^r+{nmf&?`m7p$Q|rdFdPV62cJ4|rE7H82)SuK@`6$dYW5;DB;;;-|t4*$uT_?cfWyEJ?2l#*}nLcO|M4N z^xK8%sQ*J?NsaaSA^%>1sTt`U>{YK$u<=Q8?8s0Ua&!`!Gn8lUfO(sshDP(X@7uXa zz!GT*-POj=9}_?m{rohc+I$7}fTPm1UAe^_lh4bJ<8g zr@Vg`v~%{1VqN51knWCGEo*f?62l0=mdk{9PDw~|{BV2H*7PSKVF8zS%Re1+VnhMg zbv0wswfN+FKJ9l4H;yQ=5UEC6ik93)0}-`%cCpRg`3X$oE1ZCnQZJ0l#>L)FUdL-WF=6*NrXF&A5GC2OSc{?eaLz7e|_t&b* z4MZONPT;4Rc?A;H_mp3;WG+V~swVC^Wd_v5h$aSeaWgYNIZF7NXAVd4zK;m2Q5DTR z;M~WU-{cVc(KZZ!L=Z(a*ykL?M=y(|*PB+P<66KGvs6hWe{LV-f7fVOPz^*;W;`f` zS5OGen_x-`vLOq^Zwzm%+y~q^x`wHqdZ^}{nyX~CqH169B>Y}I=;h0PZUMGsn~8oK zXPHbXt~x__J8;(W~j_WrA^iUjU@o8Dhx>KNRA^r8*KQBRXP!xbI(6_gt1_4k3m6Hl#X+S z@g-tsM)}?S*FYEBqQMqDfQ|Yz@r~!8@xB`qxAxNlp99qV)Db>Qmj@Rs(o$a1*6nR1 zvi5>EMDxe?I%y2Q;l+$alN2=6;rDGYATnS3)17L!bbsFIA2?{t6d6fI}>O&pSa>(Vs*>+_yIK@D}n zpAXFsprp`+iuit_FK57gZ&)-DOn3BCYl*E<()lDNMzZDCy#g)x2OYW!+OL3F&BE{3 z3ot)1#;dGZdY4?MjNSm-=6vf%Uynu~Y9N{QY>^J1lsbvFaxrnpdDMpw>zX)5ZWPEH zfQbWUK0Oqb_8&jF&F4in)xvkXAm#As&jVx6*XGp?sCI02G@n^ozOvfc8zPqmGPp|` zQd_q@!%!SH!@$1Nht{|&tdFfhYcpZrce6ZF`_dHX{B`KIa~x2GMQg5)*O|`C%QlJVPfBum~;yH!_%_ znJt}-1J2D9&x!#NX#&7xhurP*>+fY}Fv6ADpPUdQH-302^8k=L(ANk4);Ng|D4}T`;w3+c`R(D-N_ZMbRkGAM}+Wq;XZ zmCwK&okvmm$+weJ*K1kZfpFs>8Jm#}Q-rBeGTTwm5DGHZmq3LL?fT)T1eRoB;oX$P zX1u4W)YMV)VNfHt7f|~LG!V6%Vbs%G!puM3P5hazQ)%5*_{}Ls9CB3JlJS)f%BbpT z+Md=+7R$xe<$R2z&Pf(=NIS1PFEBflJ+_$C2w%K!?s}yv9n+s11S}c5YyN(fM<;5c zHi|sT$+_Ww4OW6;G5=7f+e|}Fsuy8Q3(qd>Y@aZxhGVJmJy!6@?1g0kNh$RLmF!d= zCmL^*9XoLPuyJhWZ==MiC0?<$W{C z{DXhBSyV-Fop<0(?qdQbNU76M$>iD&G>&5ggY~C*p5q6!J2l5l-3+J?lrMD0teXuU zS)xYTrJ%uQ3?>TPrsh3zf&*LW!OzMO(_D1gPxb}m6o17tEbt;a!BuMwwi6#0aZxQb zVGs3d;+32cq|9UY6XD=bIDqC%y+;LUatikwIC2WAoRX@%lRc)vN6p zKC6AlgwStu&8YRi)2dH`v7?i(D#;@3Cyz5)+PV%Vm1mw5f(9*%%!;~eYJdQCnO=ND z3mD1OH)z1UzFMvO5xLa=h80x%*Hj4dYWCif0B>7peC4M({Tl|y)^D+>YX$Pgyv!-6 zjCghhHo$+Y%-1_R=^x|EI^GhU|I9d)5$+zL_|SW$*_8aWc4&@r@ZZA=sFf!?HG*%+ zgn7zh^2vmetoVBz>X*!i)RwI8Ata~5DAwhZP5O8A#o%gdAQn*b0L5S-Wy&9QC#g3ACBu?5MvSf`rBF4oDA9TD!Qr9J%skdsYj-#%dN5+YMN^Cr7+UgEtAZSTiSiynXV|=6{V_*n#?5 zKygAv>!!!&p5q(*xSKv$Vn^5e012eHkK44iyQLq&18O$QMVR-J&qC3}u5*)A1SGlY zF9#-e;Z%J1zI;7fJkI&HiI|Q{zch(D%flS_TqK{6exdTBaK!|Ie49W2t1{aA9R?~= z&{AqMh`7@7&$*2O>~ud4D#2|%a!?gg7)noxC`}}35#`296bsz&jg120laKSkfZ&DD zcuT(DWHI#f&j_bvK6bMqc_6yc1|I_wS^nH^zMe!p^uQ zyPr%$2s_;0c`77VIhJ0Q(-gA?zh$3=!|GX#JA@nOzGFbep{Rh<$_k4P!_EHNYv^Y&!FQ8(b_{s!P=sRu!4mr`a79=^QW)7L$5e zn8!TzzQV`vmt@s&;MKlX`yP>tr-AcD7;v(P#x-Vq>w9C1a_{#K%R1RiWN9M88tA{8 z469H1;2D>Tdrw3Zk&Mkww9IU)w6-jGkBcT`?tC|EG89_>!=b(G#(hS2dI%k!Xm459 z>#J&UZv8-{V%IEVc`fde^}r5QK1EYk-Z8^OhR6@n#LZV97OhmKk73K)pEvt_boj92 zPhcmR%1i#9r0XmkWfjM;HVaH5Q$n{A`U5@Ypnmi9Zl?=TjLQPxP%Iz*(2 z8)JJU` z#Hl{5w6eMy;pZ-aq&@VFEB)d%?s4Uy^u6n9cA-Kqnc1Y!DA2~vM)^DLI;k)>rUGS~ ztOjbZw|HajeMT+)k8J>MHYW36qU>ng6+hkhx8$t&kp)%9FBg8XABaH{(JWgFL;!(` z{fargpp50>aAdif1$B!gen&uT9y==!p3zq|t2p6fjuzjWE7>1k3;yD7x8MF|ofv1L zETbY%!gV-WW{K{I@g}CS@Ry-`K}@E+sxIXtJ9*0Gl{bv*$a~NVPUwKVfMSE$h(6lo zNR`MBVN_G`b(Z&rCM)_(Sx{+0YGv z*uz)p#J9)6nn2bp0PkO^o|&T|1L$<%Zc&GAzu@EB-bGXG9d(suw+6|r2|PCFeQ^i+ z)D{D4viw#F2NSyF6PvmiO~YEOW!zJ=bGpj#2PM3Wce6M#Y#{h8xsLYs({tOXmMlhc z-<$Nm(9uj6wu9tZYC$L)0E<;QH2#SFVqSyG4f=eJfnpqrvWA2}#$Jph?u{XR@O8O9 zci}1ulz=r;TYQ%|Jjom4j7p?-4l`W}TPvlwde{a5ZOJ><-^6PU3d87>u*d6tASX9%+ZXz_0w^FfrRq-E1dXH&`iR z%ruZa*eqz#o!kKQJ%hujYbn)Z)M3)vOVJb$jj9JNF>8U6ij|>B`_OI%QNPqi-`j9> z7T|N=P>3AQg7lg;Y3)2zf&N~v+NsP|N+>+r$L)L@(|Mk;m>=;+_R7Y#A?0*0-HBc1 zB@|&xrk=MMmM?o+J(BC=UGi+Ju*AQN{=WVE{wD;e2o-!28v@J0^kZu5b}|(yE<~T8 zruH`7LDI<19%GlmJ!TnfREha919;hBcdAwlo+<7uIZ;IU+ohKF?dE5)2LIxZra&3B zdG|9b0?dK(N1OO^XIE0{LLb$G@bIe2;6}-dUB40$G5*IX_!DGSW}}htF6P;(Q<=W~L$P&=Kt*id+q^0&&E;&R=L3Hh$pNLJfww!0fHEUC<5ko?Lsj ziEd24^;mAYgJgC^MMY;%xiqr5SE9&UbIN>j=>Tt;6E6NRDNok-vPh!S_nIW#{jE1! z<7|1V^Yin%KYs@PheS@yF%|~-X-}oO_H0(Ef6lOB1{ZGezz8<(U?uqb6 zzqoSt$k7k0lu{Bn%`%=?y4$k3k9kd}^sWxyx88f+`6s)>POo2pu+8dx=P;VwDFUE+=habHJNaI!ii|?Pl!glwA`#(rYoXc&!La@Sz6eT z3HY6KTQ93b7^19IbW3?E(5#x!#h{~v`yk`lH7k~ZeoSC+uN;EP0=4$QcWl(zb9`_Q zqU{qq`Tz%=o6S8e)8x{a>g_Gmj2N|=HZvD(MxANDpu$`4H}STsUD|7sjk5S9PjSaL z-sS=z#L98O>^NIu@#|QN91YA6JBXZ1G4$FrWxECyumoTVv#Zuq=aVo#-=+K&{nv_8 zj!Kw)Ge(H~vsWLpPi;fX>D1{8v;xl9&R1abQcj=$0#P)P5{NBmfDj^d3e{Gd+-nF0 zndqFdh^9d+Sb?~Nt2#q!$_#ZpmM|!x$gG%raN+KBY|FZG-JHjJ&1VF81S(2Y#c)ie zqIxvPTV|%jojBlorbY;m{s{HhW|3pV!r<6hTdxNNVwKW{QjZ-kK)YiClkTI}2m0V0 zUIAVU&yHdcWcWYal+&1VePKgNmBHaG{@QtIHbna55kK%c00fAP+zkPxVuwJBR1+Sb zCqJ@@h>PI5Ue^Gq1YD_!7(Kzie!FZwI>{B9VmFp~*7Iiu1}JRKrQbxs(V4#+SCB zADPb^TmMWqkJy9kDW$suHSYRJdBjNCL&{558KyTDpktVxWKcZWc!D#c_)l@s@;}nw z4#HC>)kHZ^qhr92_4)YCgNwdw-nC$!HOu*Mc~nFUZw_!1#7tXnnP=& zQ&mIo$Q*>%rlG(nD+n2| z1$wUrbw5>^X~bz9L|u2Eu$BJ_?piErmY`M0sk8z)Y#0?4Ke_B?BFPXY%%_{V5K0a| z47T@!z|Q99)j$(~)YR0VeQ9SeFWK#<|E!m>Jd6|_`o>9A+0z&CI^k7vY zZRUP66Wa)w8z0 zlmN`ICG6Mzqzm`c%-n#{zbMOS+3@*NfZkE#s-@sK2>amwzXcMzf4Hbw^{srgZikXC zL^#{(d|a!W^WAgPRl#{K`Zh8m(pgcQTn_44!a@dGQWjlt#^k?+BYz@l3b&;e4$RKS z*z!<-vD&6Lm`G8JKuy(n=vYg?%*=ty!dWEVVv00N{__H`C(n#ZhPAbWDi!#4>n-YjxuQS8#Wr?UP#fI3mEiZi9UJPR~$U4qfbozl0kSCY$tv}Tp5dt2Ka zW3o;A#o)zLT}@F%9~hA!p~&^U3%aPa|XDrZI!g zSNrXR5QuJ!l?U6YAU?gR2ChUTM$`yYpUd&{&SD61ZpgMzrAhz@ei)H@f?QhCm=0zO&-Ri zjPfu?O_~vh)}8MV91j+e`R=}-Kd6`UD(XCnq+7z`#~N_oZN`?7-<(WFKAwIOBdr3v zCNA3O+D#J%R)i@z{*4wZ*i}YPR9QZGDzt+RVa|L|0uf64lDDJ9vUQPQkw`nY%j zs+v;)It8A$P*matO;k7xR8&9zI0M=CG}{y(#^E)84F#D)g%Y)9spDF~@)b{2aR2mq z7xhX=2!?aJ82iHPL-D=rWy)B)LMekEs*Vo0DzSo5smhaCDHN>wu7kimGVD_HL#9ss zqk9yROl>REp@$tshELiUYGU_b=;N}4kp~KzAo7CK*A^(n^K|k`WWgDAm%I+w@3X@A9fii}Z#bxH*WYT=fHl{0f zJpBAWy)Ee>E5~edeQs%M4B97}E3tX``AqBiEEe6XGzA<$)G?(i0g~WBPS$7{4vXt&OI}nMa^Fm~(ftc@5)^4yIbvS5*B;A7+3*gf!Q%3smWG5X_Nm;R zbVa->R{4Lr{F8G7=xdjJn3m)af&MUhf3N34Nyj_bxqnPFE7--F>`Jn$c}+ZXOz<#|FMfjI3^LeP3OT0$=Bg zYs3Q-&WoX-nRCJY=n8H`VcQOihnEEznZJycWyzjFhyhV)PpRdIdULLf+XFLh;2kKw zrJa5I&iujV|2XX3<`;nxh%Uc%qTwDIj5^7c|_U6zH^66fW~0<&1nO!{NZ?Q-)&1 zC<|rmu=Gi6sym+rI^S>2dn;Mk=&u)Ki-}PY$(Z~+1KoQHYL^nQHrlm2c@J(`#}CdH9o{|6fz&EDU#IfPBJf{=d2LE8&uwbA!VRmOr`fqcRnEr0na``dB0-F6) zu0x#63ta6lUpQ4o8mMG7C~8hC%3x;n12>|7yd(5s7eA8m0yuSd%|1QIEXGw3!$m|Z zaXM;4!fPrRh(ekLk5n_O;G~1YB6{ha#QqAIF-RgMum=ao+>r-cfaF|ip9?fmPm18j!+047?V&=+m-p$3}knOmZz}sRTIWhYb4`w~}bO4~Ms+UD8u?E6G zPvt*P-hW0=dcJ(+;czgXbGBayx4f?ewt#mEsZr1d+hl0pv%FP=&t!qhgM)Cx&KD8X z&#-^qI#)_dAH*tRs;iP&&NYX+aPULL!lBHL1I|#3bDfU@T`ZrbCq22}S%Eo?BK(8( z>V9_%VJ+q~^0Gd!KO|<7VeTfWJUa#W@F*if33wgM|5)&lxQpN%VI#t9p^Ddd(Ks81 zEu@8&^rlQ}qo=1FTeOb>FA!m(12jTMn|4oj;$M6ul_6?u%vQHEZf;;5>IFZNM~g*@ zo)4B7<=J=F7Na)0J+O&ow!*IxQ)}n=FivA^0F?Y11?6G|^XfUbAt+VUd{NGt_df+*{6OJYAJ>V#56H_+-(J&pOyj)nLp@M4;tsTG zHt6%|*0kjFdRn&8;TDA=^d3Jj07*nZe0^E{w7RyoHynen-|dwG+9looQ5AVAs5uur zLxkPyNlr_yVc3F%cV>iWJ96Gj# zH$or0_dd5G$VYvqFz_NXogmFiF8PyD#rpqS;UkQ{t`^3+QdA>oT>81YL7HKf-HJGD zulrVg2?<^Izpa-9wjwSlYT%qAFNUS2_=g~6DmvEITOjWC+Pg;0b~@k~z9)EKTAh9`0kQhEEu% zs>uG*Z-;>FZks0DLri4St_05Y0LEluQk5hZIsowe)odXN7rbr~Q%?a-GKlSlcS;jQ znly3Xr#|X*2)KNTti$$*G)&im!Gqv2>Q9I&5-|7T^stkMi0DV!Dno{i@+(yZjg+&@ zN-MP5KpIk6ooIOJ*ybTkq`pYB;mkheLNi6K3iLQEcw?0P%1CFxq0$v3Mu{0Q%F7DL z4lnpkF=Bf9yq#|pWuk+IJIQ*~DXpn~LcOBO_xaW2RZObpQ3^S0B3(09LuU$%@?5KT zgg~hmaU2@AC3YGx)xV9Zd*HfQ!p0jgVyI3v$RtJaBKRcLwj$-=$tu7xh!gRW7WhZw z@EtgKd6exJG-2XseYWjT?=)E=Wpz=(x2h~-)^UGq$7;x{lbrp%kZ%N=e5Rfq`3AMx zt&AF+pseGomHvG=zbs|)*i+J{D$wr4ciM;V@cNl1mwKD`s=R`3DNGAAK&)bwC6i5m zYrFo2{Sx-)Ee?L|w&=<)Ylpz&YWrB|i}~|gN6q0<^;7%ZDWPWNysh#@XY7#kuO-k6 zeNxY%d*}leR$I;K^q<@3jsIt!8n@dNtI}OhMFkqp20`O{2Jz9r2@lEd_{LrCr@AoQ zGVnkx%VCRjmCK3jw<`A|&!~_4M%}U1usq-Mj8d*uxV@1ZfB1O83FVu*9;QFcdKuV0 zxqV25DvS`bL#Al$_?U^7moGPYAK?Su9&O&o7*z9_a$3wz9k#2Tt|1?C%PhLHHA_H? z`9;Ymo?0>muNpRg{?UB&^gP&^Zfr2c4Sc?1?Ph?C1AIdeF205JePRV_5r%$TxtVqQ zT3u)3^yL(n-W~7V==UU>Omg(sni3CzsG-RDB(Wuc)HW>grC@J+CvLu6gtF2eqi*dI zC@4wP`G})o5Orf@-O*#&uI~t9UgjT^zCzB9T1rr~%oDRk4bv z%NNR-N-rnDK)AoLERjA~3uAy3QHkD{^i#L_GebW^x&pqyCh_lDM0uI2{fPdcCn+eHeq%6w z`<(o=?VpDt_#UvHw{i6O@z!+4c~(Ma5>*}v>8=6szkuEqzRAgd($kg?K)gBD1=%;|8H%MgHz#Nv$F?V zNeqssgtaA*WQ(u_Dj&aSMsmz`_2gzLLHX)3=ZDXg(kIT9zz^&v;7eN1pe-QEYc1a{ zM0M{)5y9fz9D+2=4l9QcFfTS{scyY7zXAm(67z4>a)|Cxg=j!u2x}LQt~_3(tFa@z z0S+81GC8WL9TSYku190@x}^4#jx-?0)~Vxib}2FtjiR{Dr#3mPTEnRuZedXGN=*X) z#w++2hXNN5ad)Xq1ceL9Upy9Eo>BHF6Zw&jHabbX;#=EOJkVzay|7I3??7ZCfDYV@ z+$3DHAD?z9Q!^2xMwCvVr9OaCnsOR)s5dTuzcC%+y3DD0&6qX#Z+|wTl$+g(O{xAy zE=yEydPg~>(P}yYuW-*Y%OfcR8Jtt_Oi?xj?8REqMy~+r!{7&tMKZo$8I*WD=08*< zl8WEdJ}u-hxXGexv^BIY%;0u;wHcXaklN-b!#kriA{&m`c>ad^1BcUcMdE$-c{QvZ z?khXjYr*pS4;ftxf_P}YSK779ps8rtfAY&N&OZH1k4$%~iVW7P68$u;lh(h%z`?*| z#6{FY>KiPjH3HHd@~&tRY{y_9`{o}AeQ_$7U{fk!KgWR+MmTyG;M-t^HgxGV{0!jGsRx z^`(q)S#K$-Cmd~zNA&XJ&?JMg$nI(znVQJUE0>2A=n)+9VUqj$h;C^Q6FLVip*HUJ zeEC0qGAyN1c3(mIqa|bjE>6#VkA5uW0L&8@A{i13*8|P*k`Ghunr+2G!72|!?~R*2 zcCaBskp`4Pk%WN2nV>b)Dj4&k-B1`jvd%>^oni`Ejcl79x3j6^Tu%_ei9Rg+B#fDi zolUEz`>9=n0lkg7VrtX-7!`LPd;1Gt2!fuW^hkYXd^3}b5lr1Qk>U6Fdh zKCsqhZI~MRWb4gXVi_tEEF%#S@;6PF&YFH{~Wj` z!u<9Gh%I~3dv;yG}KQo^K^;d&-IF@H$7q4We z)v9P+A*z~3oWnkR@fh%myPK`slHg~6Gh3tfe)ehp@uMXw2^Hn#@0J1pz!^<%Tj=~eMvcKbDLutV z?UXYzN?Zm#tI~9oe&7`JHNSzLm?a*@gmn}SCI2){DF72=RvtT~ST<8}S)5+`Af3N> z#|BdGbf-3#R7c1H^(YD&qyjP=xkTg|YS}?8mX_Dm$dJ{E=3?UzZndW7=uInEIXH9u z7&yzewIkHP{OuDs=A6t#k)+S#v&K8Lk0E4oRrtav{k&TReJjpV#&<`HpRR6Kh?|Z* z>gde$lDj7Z4Mvbbi(PMjW@<7I#>bTT*l9RJ0AM^c713DU@Y}`e3hOT7T}uWpf)=XZ zK{>lAtR}XqE&91WUXE<1heh|SS!uObS~vPc9yV(1=6pPmF2JN&nSvz1@iF``db$-tS;8P}EF1 z{EPx@Cb=g8{@flpJH?PYP-=ZnRKwIihn=GJ92u+gv1Df-Mv%b0ppImOI?i(3LPs#{ zO2R;E8Jbi(%#Zn40aP69HXHLbj1P?$QB5*oKI*f4eVm1!en*e&=T{f=3!H~OA{wb= zJV@RWC+?E-D=o}S#lE&9Qon{wl^H4!k`A-8bJ;ev9n_lJQGv1<91dLtlOAY&om%Op zV}IVu{1cc#v`Uw+K3~vkCNCeKJ!h(HM82_$OVFunB&f>W%<1l4qbg60nMAv04&m1& z1q-O;IiQ`vhghH8#wbihFbow<-_2MuB0n`}tR1BZkK%iY!nxn&?M7&e%{gU+Ya?mB z8*|9JOD#ib(Q5X@QdSZ{xPM!O=_JGobS;OOo|-!FwRBQ!>RHb7j!nz;&voY7w{@3q z`6-NRQ~SGHlz-TCII6}2E!k3pB{L9^zdVH*U6vX-064w60MZRnOiScrnFe#TBs{ZC zffBErhQ5ay_WFN98)K99%^rz~Z~ATo6p`aVG@AYAlk}v0az#bZ9|G2Wo(2&=+v~Ar ztl#Ec+VGVYb05&#W}7TE`G2gb1I_@L`1l(>k6f(|+eb0WhLHRqQPbys7uM_3du zVF)xmIWqkok#}_5^WNz5Ro(hL<6c}e8`2CKiidi38C)7T?dslC-LB7maW{->L= zs#SEW`O^i=__lpEFa_ryi zY=5V(U1419?5STn9bw3{Gko0K1zNtjoHb$f-Rtn>MTffBzdpL0S>dkkPHu95v4G`v zQ~^f+t}(TMPk6@ib}xBiu8l#Je(hzqEI%u4sjM>%SC{&oV|UX+aZkCRp>SIbm#<5K_W{@qza!ktVdtkyUoLJg&%+e0 z@`^|)l&hPQS+lL@3CriX>35E#Q@%5Nd{eLLZ^?6g^4#C39`I5uc#3q7cx@^v@}tr@ zr6lBGX4N?}|LYk4>4CYqiQ98;8i6?n0 zz*f37PfTN~bMPnV<+yaDjsZY5V+|N6q2~Od3s$LcNd;9;XySi=-Ju(||8Bra0IdEv zH2XdWqebb8zanb4{-l^p`c?yBC(OXCV&=wT2|(!pQ?J7K@;dG?=0j&uoabopyPen( zQ}+eWhuMCW^++XiVjOZSi#fFp9PHR?iUvgQ**7H^N?f>u)dInD8I9ARw~yG%5W6dMTYjXUL3)b8FT+nNx z+S0zBCZwEOw<@7Rmdt6~uyAukz^)X1+b7OcC547j=&reZ#xF4-lWvY!T>W&Nu3t0x zTg;RByqn;|80a+pcP2opF(J3D+t*}PG}tjJW|yN}n|o`s>Q?zB*bTVQr;Ks+dq{s; z>IY+al8bh)f3LB`-H2OaK~SB3*%P)xT~9z@WGZU@@uX9d8jNC=?{of?EQvC?uXfm5 zM@VajHt8_q{1(rJHcD`FnS(OQKG5{HPw&0Zq~$jaK67D-t*ly_>U=NwpKrg{k2PLJ z+b+BC=fYX*av!;;U9O2RrV>|IaYv-2^t)Ro%Y?pkK+SZW%!l`gbH(=&F3Iti+ouoxS0113_f+yk00)K7ZVWw! z{L9>bc*oC^s3^-jIW7a7p`|5UP0HK`W0(*8#PrMFDLj8<$fvQ7QXH(#l?9qY%p_i} z=|wqC5LQH+!v|zlUNmdpY0EHr7PhojR-*W%{fdV}N(I-u`j#Wwj0FP>piu2Zo~_&$ zEKKY4Ub#B_lmOSn7TKmAK=m_%pE>M7_@>l!T;W#YxO;SZN(-3hv^8t@zaq->dZ4UO zWmCWe02nWtTSTDfZNLf-^i=-tsU%yBE~PL|ffO@*e7hOg>i$-Yb+C)hXmAQ+LQxhe z#z66Y9b>UU%WNMx%ohV?LG^GCv?eJ*VD2}AtA=F6>0;J^Erezb>^kf7c8$X>Z-Ij2 zo%W@YpT@7B6c2HJE+qLV{`sEH7rNesG0ltuQs{;2hzklA#YP6P-XGY#v26K`Eo4W_`U3IO0(#NL3qx%!^{h2lF&6|MW+{N8p zmRG2#;`>TzFsgcs6S}^u6(!lWMm0pShu~{R<4=)CgEwS@l?Iw;%|5;vCd_~042?wF zVW2$Ux`SU>bv6A)+Xq43%lR?zW(XS`c)bITLd3rV(sKE~-lN`MguWcEtFL^rTDQES zyg@Flzhf_GEoAUwox2}5HQ^AqbQW_d9yiK?B3EK!7_G0PEf_b#0ZrB*iqrH0kBx0f zxy$i_$^j(MZvh`DBiEO&soA5o7Tgx;*y*ZAOJUqB2yKHLY<$dAklC2aKQbvo6`&T; zC~DDFk-(p|dDE~hUl#DyA|L3*^$99$4!QGEg)(n3^ZiBT<~gc0eWG!31MNX~b4QM_ zn?6hpXZ^MO8+DOHx?T;An11DN`&dPFQroj!zQ}#qQ{KsuDgg#y60Bhj3s}GEV}Jd? zM3>+sAlA@vehNY@IGYd>Zk z3Qn5GZJ+w9PPL|wscG$;Q_!eSMn^wOhqrC5L_k!nFZ~gG5Q!v_QHZ~8PE`0<8RU4o z%>~=4`ddEUq7?DPT-NXiVAv7% zTbbBVY;as?W6K6jU7|@mJN{lsk_eY#J`K%Etk{W077Wq~kMy+X=!hqD5qWQtkOln& z5i1>jta0{KOGOkua5(j`eM;d9CHXMN1M48@^~S$WH22AIiK3;J;Ds zEBwcH@6r|~VHw8`k74P@(%H`Um5ca;1mq@=86+|v!S2+P27ff=?04SWrJ_xc*n{VMB zOu;Qw5bk@XNc(H;(G0Mxav`fX4xX(^LE-UCEk;O3lsRPuI;R!Ksc-o1%e?YF=RsZZ zj}GS|C&7g_j+H4)?)~3hio9Em6dZ&+&e#P{)_rpxsV^(+<@fOZefz80r;C7Egvww* zpEK$>_gUA%#kG_%d4xG%e(r=4ld|%;<(;gBqXhT42EUkmi$h3JULcNC{eJ^uKU3^nc*|Co$@M)iVtmd;-3o zkj4=U7<)XChDp6;=j7IDPgwnn?5J?80cU0vD5OkKc$DOs!H{cFoIk6QTT*1RL;w-; z`_Ep~f8h7uo5x(sCw3@rG~22*Xj{d`p|tsb2|9GY7__vs03TA8pWm?sr<*I6c~&+L zXNwGKw!8Z1ng8_D*Y=FH_B=3deO*KLe0{X?^6>1GqzMhV@{s~;Zutk+q8S?1D}I_% zo>={4bG{nQ9YLWYO5!e7CuxxB{xG?J4e ziPMoTb``{CeC+zDd-6O@`ra#0=mmT~b#R(4JtU$l7&!)Xv3-^`q%)2Nz{{*evyv6l zs~u0Qt64J&tU;QzTNeIujnnlttH+hkAn0}$HIKWb%eBM}a({TPUNZ7Na1H(TH5yFm zN>ge~G&!>wWLg&IrG2;1OoGQS%ac_7e*k{NC-#B zU(N?%6?nmGGF0VbOwAG-o83}kVvv@WmvxMc%=j2rGHIyVZT8W`k$T`n@%XAMWPux~ zu~VMO&eg(|7e>ponlnkTs@v8M6xf|n3AQ<9?x7vly7MDepH}!`k9-H&ahJ$YKgn%K z2Jqk!+oL@#?O5)S9&~rr#~hzg$nFS4g4ks` zv(MQ1#e@m65@zP_-u=SB&R}O-Vi6#5hBFm=t0GhRdd!G!z{6>*Fk?J`j5Yk+_FH>F zSN?JH17>475!HZMX`8rKQG9;E;-+YOoXuw`9hv*-=`xI?C=!Zjh<2P{`UDRi9{_1m zEMw5IkM_8MP*JnmcuY$T;+RJtl-@7goNMMK?#r}{nG+H)S6K-1Vf3K$QEqd8_lti^ zg^^%FQ&MZqef*Chyt54_dvh4-F;(sNdSW6*ZL6SXGtmVNW1c02nPTf!C?yuu{jXLV zYx@o0 zY9n#M=n2vkXk5{eq$RjT=Hbk*tdRQxV?-|rfEwd^;K0AKGO z*Orzu(ugS&(nr~&!+2+{xrf7LAkcHl8RnMb;|bc+_A6Hz%4H$)BWnvp)ir@^M5eH{ zwG>WK>f~K+JR((fAHe@8Lot_$%Z8Z zBFCgVU5pP}P%WQh&jz1!GE?1-`)5r2qwnJO>D}x*Q?s$v8Ps(=zL-5?4^6rvmG*J^ zB2tuWai@j`NY7g=Mi1>9$u}-=key2e9{-&bZlK>*nywW8ThBwaKOZm!I=6B@xfwwImxnJw*}TW+HtXGW z^aqo3`0X!8RoM>wxPw}at>!PpSb6+gGBZ1uu{GEJlu4wP*4jE3i>T_!z|p~^jH(MY z{plkTIj*QD{O4{ ze*@$eIXJiu%spIR)*C4DD8Kta7943XP?uI#6`AufWnhNyQa#6QE2V>o3m z--17!2WWP4629H#TPn%&0_Be2nqjl z8oD0W0Pp2O4`ra7+=0iRN6sz(Cqg12uinosGh~q5Dj-;@Pocvcek0t`&H;b*eY#D9 zZH&|?^_JMIe_{7|q#p2gNwCEo5$7jm*$}TWl%C&S+sl>uf0pLehRNHjo8P;f(O&bi z(f)3bH^1L|d`_j7=VQkDMwf3^XWxOqI1=D&zNI?@*+=roDF*h;$@5p{?jrst zgRK0RLie3ysABcC>$!2}yBr7KD5dUee$L#aRZy%NJRh*cwd7c1?CT558Td8?4|$x?3e>cnB@51$)5fPmrr!3`#F0A4DZGRHGqh-$9 zoule?p0npIJ%`<{#PADQb_2cRwd!?qPh>?LsjzQo;Sz~knF=EaH_Ary+;= zWU?thgNtVNl-GWoOoXfDV@U=t5xeqiNA{G`y7>aoRLA9Z#s1n8bE0?5ON-YL-eE8k zE28;?t))OIpOG1b^?2p+)30I0nDLFSu4!8We8*B^;Ir`0Y;A2DxD1MDoT((3@GP!I zIe3hqNrRxbUx-FnotSjUd+?J;L-8TQkF5uXYe1#}LnKW$+N4J=?rpr^G?!+tr-q6q z=Uqc#MG)%mdWe+)KNZR7qZw1jssS8Xy-q*xr1V$jW-b=wq6zmuN@CZGe~86dZt!<4 z<8E$(oZ#%aw#a#_E^J7AnXEo>rhT)?1_0jjPGti6OZl}nTEzKb0+^~Yi*A$b(;KBV zpc+anh|!iD)$pJagE!E$6}6PlTFQxKFv_1RXOMQL?^Y`X$j8QH@qKEz7{J<(Au zk$}Yxyrx1=Wm;jPiJ9NG+|l;WZOWldx1El2d1XfwT(sHL7K}6X50$=RySI`z7T}6g z>Tr;RPWr7maMC434}bFiXnL!#w%V?18!KL*xLb?6yIXO0CwOpoC|bP59f}rrcPPP% zL$Kl$EgB#=U!ME@|KrGBHrKk=HRqUPp2HCT-QU;Od6HJgybSwa=Bhb?dcjFHy>WtVU1J&o!uKOpYuxOZMV7yy4fun9yeUgzD z3q5whf+?Zw^!s8fD+)3o@L$g}laGt(-_|pM`)%lJ*eG`Y$njOoQPq&KV*W{@!^2i% z0xIujWLtts*jOAdi4}hpvO7rW5tGh&2WMsEt-7QzM*1w-9`;+qOg!!W4T zsGaMaXi(%d#{V22$B)AFEP}#9d)xPzzz9CcjAn7u!%pKFE$T0lH6Dvt2d!E0oj3+; zcd{kOwu_V0_V-WB+2ubZTwuf6B% zejo!_ou}q^^0P>cE{u>ZIw+-)TFSWW*UwTLHChHodS*V|6Spu;(Efz>VXZ}AB^;yn zTv=tPje4OrlR`SMg0o8sy=Pl?#<}GRNa*FJ!64+^Q=rMJi5(y%6{v2RhS`qm`#wtH zi5bodC9$HKE1^<}7dIk8@J=GU0N?Kx^d~tY!N*BHM19oqVc_CfU3ZqA>0`+^64mc^ zDiuQUO;*Be20DE4O~tIh0}S}{Y5$Y8xVI+$Z8qU?BGwgwn}xE|je0o2I%q--bdu++ zmm!dP3hIJBmfopRhe+YhR%4|$3VNWe9c7mHyMMY2tUkeoqA%2)Z9d)TZxYLh;de-L z-s)EI?XgX!+}^_6fiOs{hmViEuKo@g7q!Xq0VF(A?gwoCij2~^sio+kiEa-9(VQ(@ zt`jAm;*4RB+7b+qBhUe4e4*N*sQCe4H1E?wS0iS8i9TMDYIb#`))*`YA9c zdfb}!+}a3sch88p_75iqzhb~-@5!KxDFOe(eBTb}90g2Rb8mRd+S?00am1<{1i1HQ z5c&%(f4YlzfWB0x9-}XX(wf8-EhdfS73|H6pPCN1MP26GW8t(Mig#^W2#lgmw!k)$`!saGlS6bSGxYp$RvrSf zlZXewN^B!L9q$PH8>By7<(4I5LS3PSTMvhC;V?}T_L_*lJj_7;vD9nrRwj-zOTJ4! zqfC`xuS|f>1FN(8QCIYOmw5(Hk28Nk*O8KXRAUJ#1-b&&%=Bgh@?*wEm@UtTkHzU3 zj~pH7@XjEl1k$rNQXxiqT-rttNy<=Dk<#T@D!bypdguu*UqfcaTZXM^II2_Z>*NZw zRp|E(qsO@uV*N))#ALw6=!+#1MHORw{&h@E35wrSnc%DCfxLuE;hof3sCp=*mulhp zhV_@R?9J~x2qV!qpDuZJy{Qx$86-cCvb(H9vNq#EJp%1WkeT}=bQkhLl?|rkab6>J zw*|C?BP~rn)&q>`1G;9pksim(R_A7n7Ro+m?x!;pMWS(Lvsnd8D$#XziXJ_hMfugJw_#vTDpsE#FG*rkUXtF-k3B`A47& zJoZ`iE}z>2hYsO+$lsAiiY?aqA6H;kKKIP`I>GH7tWMgbbGrCl6yrV#CWv@$!XC@D zYbPu^g1_GJZN-Q(5L(Qo^rf+5(a?XDX3b7%tDxgsrRpLqcMeVAmX9y%pIm!1NVucv5Aw=v6ttUDji{qj zj^$6GznzN+d=3ryOLhGWnejYZW6OhB8>(p=Pfs5hoObv>(J#B0D*X5qRe(D(wdNJa z?eQwY!R1r~gsEITW2>uuadRY)hrHHXCbIuZ9SiO$miqp|w`27;616+*N?W^s=i&!b z7yXF>alqvZ2*%rWKf8oR+H%rO)kU!9A$!vDvE;}QUSwNd)HWGH4hPw<1742kuu ztvSIWIkzU76NEcFF1q^y|(<=l*vH@Bgbi3D6!(LD5f8s!KeHE4sG&^D*}_ zf=v+*Km%B7nk8Y{i1Tl6#n`}N!Q0l>n}i>9eQU?>4eo;6{Hb+oyS4C{DdcMA&DdJM zeu43FVn;(P^pwFeAsT@DG>33A*jsm>v8p^O&-<-yl-JvK$86qi+*nZ;5r=5NhUK{k z;1@IReiVtK~yr4bNR9eMC?^4@u zcYL@;!JW!PJl3r8+hn;Z9WYxSN)CJ~+JrnVw#C>y{JtbtUKc}t9pz1OIPHdWxk~tY z7WeWUWE`1Pes=bBR>%T)_%dN2u>gzKrOYK+I^TjsS!XikyKO(G|3Tc0_@W3{sX@w+ zVywcU{wPJ2*}8vaJ^{P|d*ls&7f-&Gm?EMa6`S!)!^Hq?z4dPG9V}7wJ@ZHm$6SOC z#83qdz=YjSUnu3M0!m)NrX80AqC&%OX>O^nyj`v2@l1#`MiaLXqxR=PPOZ1N*W|>v zDi5wKs^poEt3jgZFiN2OX zPM?gQzupZx+^y2G^EcD{@9JUU;px^h@by-gARM_tfJ} zzTY5SjX-K4;+lvb!W<3lpW;GA`4+6uW~Td;bAVl0`3LRsAb%3 z8laM?2O?J8V>L9}PDj#XDc8Ot@Z#EXkwE>1HTOH6;ocRY4pO0OwC5~Hupx<_<%olV z5`jd7miS)9{zM(jO>Bl`e9CI%;AqTanCk|)Q`Ml!|Ee{3vHU$dfi|~A5)q+IryyqQ zMI6QVyvWwh=^*=_JwNZNck7ij`9f@e<|XirQozhVI||}g>u#o;!IUzVyAyh-SU>Yl z1F^XK=HE)S_?-1GsP-4dWJO9GpY)t8Y>)i*HOno>NNI+>Pz~l-`jZhxe&;47N`1jt zNnto!X8UTMlCdUoKoh^OLk3A&;}P8KM`D6<=@Qb%49s7z{yJo)6hYq%M*9Tdk?@en z<>Q|s=W<%5VMV*4?HD)L6`>o`$Viwy^ODK^rStMb2gn;epA$8?T~%ZnYYTZgb-qjx z7@EYTvKvkX5?_*z3hF=GiltX)>N&Y+P7_+F>IQS6#cGWB$F7}?6pBt_3P*@eGJ!D{ zTJw%Y0l_)$9*%;7xt@ApL7?1cOH=#8p{Ss1BD9XjELH_xFwtwn=s8WgcENMgjjmCKDURdZ;}|9zMa#rxz}iz4Y$UAKwn=I( z0Ic_PlRdtvDVC`;sGs;UJ zRnncZ7EpRdddLPsI^`vhFD<*>5hM6iq6kL&;Q)Y89q@nnI@@Q>aZO5vV*sV zx2)!y!K&;Oqo9-5*XNvdyW#;pF>W6`szIy-5`Yl#mW=Q$P8PkQE-5gHgr?Z@KTc?}TA))L?(~S&1KXGx6W( zZK=iNzNXxz@MK>ud_1rmviS6`f1c)DEJKQ(C4SK8V#!)i&Sv~pm$YSszjrQ`u%%iQ zDqVRQ+Hg@iAy3(*Sgb6`U>^Wzml{M{uAUuRSx{=e`2^}CVc zl&$JTT|~ZdGyS)$R{I|+E*nftqc_=0w!QjeDpYZQer~0!B$sUQttrcn>U6slrWStU zkN*9t7Pg5^#2bIpRM%G+sluErCcc*Zvrk7J&-#jFW@+_GJ`kw9M+Q&JSVQ~+kVZR+ zDObS7gbvfo#*4;Mi@qvZ^xbl!n=%h#9eJtj8vH|=>rs&J2M`ZFl-nJw*~JN~1}2jr zH{`zsxfXoyK%gk0KqArfD31OOXlGAU11Fh+wMI`pRJH0YB@g4m6MDwzy#IhmbAj&` zZkbRjJg29pvu4O@GIbIME2FX;e{$dyK{qx7lEPz@(R=hvsSxkf=@|tJg`y^bQlK?Y zGZMU&O0PZ?DEn*qYz<-HPj>81dvt1zC1mSmYjv>1=;Er*0rTdg%OUaQ;v+UrN6)$i#q)sGk}U_tW52fm>z5~l-XE92owDr- zgG()9ipE_p{Wbn)?f#vKXIsjLIt@BnaZM>+rNY_JG#`#uw&yeHoJq>86RLS<#aguV z@Y`d20OnJ7_w${^lil;bnGh0vR`Mo;yloRNJf%N8#TxL~ zn{7bWvJy?=KV+$#YSUet%}i%x2zNWr*wE>}N)s6GH_=|NDTmfno9-A_S=dpBdw>no zDTkCL7#g!k+erutAH7OFI?CmRVzAFq%DBi23x@U-?45tz)-tZFtiar}srmU7b?5)w zY@X0zK?8de=`1z%^~yy$CDbzy;~a0iGd=g@GiLpu3iE*2{uhb2nV#p}<{;QuMd(lH zujhY}d&2<2iEZHUG>ATMDQ{}MedTe{^Qe~ZL_2w8$1$ckf1871iQOZ+tvp z!;3`9LT~y5?$y7BH%?%Y-XcgR>GLWvKSX4Bc{MmqiqpB zMEWLTuimipC7n`q+C3oX7szX3D1NI<5BZSJ-18jY=OQfh{_WZPf#)q#sPL(iL))Jt zW!6C9Qgs>Wl_gQOk9NXUa&R0Hark_>GnqbVzY{%Uie%DdH^T$GkvhS_f~RXljT5y? zVJVOLmiN;pPL5?^`rGHw?nOI2S)o0O%V66Eu^Q1d)gGEN_j|pkvNVI_{Z6E?++ zpGgb|8p7g^ss)1bIX|IWWqfH2yNA0z{)5(X_fx*c-dbGlk~@E5X8ci@j0__w3HI|; zJH)V!PXVp*n?GiOgxE4oM~TvPKh$KByd^_>8x1HWYCH;}CF;guw4tjXRk4wJ%BvqpK9F$Y=UHie@0(4?kx;dX1EC}f97 za7|(-zkSQ{;wt#=?i0?R@hfpvZG^-~JK}G3x_ev+L;WYK9UgBQ+JG&kTyP7mHs{p4uzysA#Yt*Hxoi#I8;G7V z1AItkzdHM<&-#WiiG7l6rz@w4^W(THQ zVct^c2Rl1E7+WUCDBR~j{^;VLQ`@J1#DEiBxEkOB6E;kk?<6vVlbcM#I;1i{z&;i? z;^UBUn~UsVVOq#3kgE>!)eow!On_5ev%RcCe0cGxxM9*@tsPSV<;*#`y14B<>bk&Q zu~wkIhTj212xXKm*#|o4PuTWLfN+ms&3ds4CZKL}q5T%lTW)-D)9gITZ?w?!5;J2~ zFZQQE_hS!m`Rl#(au)uSua|S|wT4*9L`{LWSc6Wy(hr`wrC2`n5~f4+p%U9|4}rAb zU#q`iCZCJ#M?fXEul7dCDK_@DFS(i*0D0B36JOe;8e9#;ieFv}P=3d}eCL_I+f;RU zzFak!j;E)bl=I9GRa|S|fokpOBW-|)tEzsj!KB#t()LC|GyCLP6G+Rr7=G|j^d8`> znPso*j3n?!rBaiVv?+U5VSZ7X74-YgFe{*|Eoqzwyv*Qq;p84{m)qU$(%9CA48DF& z%oXkMj1jr$O@?S6v|65*vyzU$LY~!xFoo72TQbuRtvEI76HR{XuIpsvUO-uWX8b*LzM;= z*Tf?WDToEEE@Z{gWtV%rA6?S5FS@ zrC+DmEw4wb028$A&*s*4O#Ji|MdDO`+(xoaj$en17B+!s;XaE-WqjTT$gWT>#+>F$qT}d*$vg$6xgH!(4GqT)VU%5m=+JK9nVXfUNx{ z=6)A7$D8=SL2yy!ZV*OB1TC!BM=KW$b8XP>XP6f|0V0i)o+PUW0sNaPFOV7+fm;W4Swo(HCsHA=x_ za0?h+P#`)&A^Bm-{0&{=4q(2$so;BmG>pBvC9-|wR#=h>yF`+{hke@R|DZ0bZcZFh zFuUJ`@U8JmrQ~t6KSuIJYw$kha1^Y1jW07e+_3q>g8JHp9#0~DGRgCf5!!F@V$nK{;Nr`X3y%v&qa^S`tW6sSXM7s#_SiBoL&0c{hLl-6K`E(JkJ;--$B z-10%<1%%U#t1GL6^WX#=Y?7QNW-j_V!CD?CWUPllX-aQ&00s6%vpsjrKDfC#96WktGAkVv;w? z-_^XW$L{_FsjHE~Cz75yowh;d2raCo9I1+!kacaH-^7sIGage9vdF|2+*jG&>0R&fPzY>tt;v>jLULDPY#+%vUAgE)h)V?1i6)<8h z>*iC+>l5LNTH!EiBWz7ti_C!w@~aH{Df&u5tg7W}-XHjM*X-$yw6+McZLO#UNV=b5 z#LC^A^4~Ap<-GOI@IsfTs#-B_j=;nv{sr>qqL+et(H4w0z1ttP+GU!Q z8SA{(oBHW#^Z{hFyndD4K7{Lwuut_~PlX99BT9ZU65*}d4OD+%cecWF4%&3KzmX& zk31V8#wZYAy>Ep7SF?HKxnH98dwC%@5^#7cUn(u^q78#B{eN4QcyZVaeiJkEdnHM- zrGs7shvk@AHhHI)j39aDXj_xC*O~u4X(kK0C_HoXYwv%}Eq7SXLend9Pnf~;%2Qwf z1k1P;Y$AS8Ghi6}A|Sxeo)-h_xs3m>=aQ1nuqpm9#!b3hCbVG1viNwBy$vL8J-o8; z*wlu7xov)^#d8^QzUbA0{|GDWMSb|w8IWF86_tT3&w%?KbtrxA=Qhgf3VmrQDd*Xj z3h%*16W$jJfI&Ln=4cE3q)JX4N^7fqy#~0kw^7kB!|(JekrqWslvu7D(|=V%aO9uU zpzHI?8{)g59iot=388W4>Q8IlDkFal)v)(o9BY4Blxy^kt=9!h*epleZA&(WYh8(m z`)}fT4r0S|hpe!FMakAXMhW_VsP^T*4P0Te{qr-&c88v z_bud9T%dXpQT4InQ9+J>aZd4+`$wabvJrq;#KS$^)Y?fO3UJU3T|TfPvY}?;1H0aB zs4leRT!4f~m(k#gZN+jrMRq&n8qPCXu7fS%x4W)RL{P#?36EN~u6f{Gwz!OH*OlP* z=R4L*0Lp4S_jT zpN3C|Uw?5;Hs?v(74guMPONc?h*_Ub5VU~Pbma`uBz1rFO=btvsyfd=aH2pQy zrjxq}&3`YVyo%!ZZTclR;KJ6o-TJ!W%qvf$PaNusFMy`{*8aamXB`@H%D;SLo->MX z%^0zoE2v%b9po=@tRcvWS}YKh!86Buhqzn`-w;`s`tY`IUa1R&wE^ z@;pclWvouI?evvPJq;b5lmdxK%ASfC zOO$4-J@eWUbLUBe*rZN-!Z7AomAVtBIoDb&#zbPc zNWif=I`@+53py}r-;Z=#XXnHwc1?TwRJ6_EM-Z~6u@RV0x0M=FP)j?yNRS9IK=f1i zG9;*QFyiHI$%co2ZVjq`doc%*j@X5sPwGtUG!{$UC}n9DpM12ZL4)rcBALesI|wH0 zkpEg8Bq8sZltWsE3qsVm*>OfMT%SQnY=ZU$QkNEbu>3r#y+Y zmw|l``gcu4L1BcVGulAk1{M>uCCnyrn5=eCLBCoNIEuY{S& zEx#fai6rpzf&e-c#aArc0NnRoBllSs1PODD9R61Ixe2t|_W`gFBQ(knpkw(To}Vt9 zSwt~@CqUtAW*yOciE4jv=LgIQDckAJ%9);n?21~i#0@@0E)j*k*Ts?=lS^2i=;*7eYnj%ak$20<#iW=H2l4aP4f>D3ti;yLF9COU;$DtF&qa*Frs1(hI(= z#3Q#jkWOetexM}M`f*I?HW|o`_g!9StCnV|WUh&_7B4m(+u4UQubq*O{>m)s?@wWP zKNTB?G^t8XaVekGBp_U&w6ZP?0+B)AY26pNy^OtIt32YnMcRE@GMPAgs}{fITzVrW zcJJdF5@@IP9Jc5zU6_e9?i{N7t)6~FpN@!Q|)8nxDw&^zjmKhLgDWH?--2+dBU4=?Gb zBtT_S;Q?H`5E!m(!|>ISfL%@RCxlBpWyrd7R-x;5Oz%oZQ> zRw&WLV4x?i~_RTmYDICaWNL63Bf(_$xRu5bS;Ck7B^B?g5r$v` z1;P~GUxxAXO1w9!GUfPH4xBU!{C+jQ#PwX@)EIG1>y<8BQ?hA7jF7X7H$?t=7s!yE zLMfj;zvx_P79&E$l?V`6BcxUTcv;L5HhsNmI1KdWx zzM{(9B*W7F%qJs3cWvf4gtH%&j^OeIz01r)fAxm+@RODnBjC5&OvUpn`zbo3mrrbm zl6z_B)4K&^EKH`Pef75k#d3+%%a^{3A*20Wfo80ZH1M=-8?|h33gA+-Aw0B|cB8R* zL_NiC%l4KT;+b_Q6sk8%V-FwJ&!xzkO;FrTZEG+0M1N@VZrzOwjuUmQkiNWp*gE0+ z>1=`V){E5T2$kumiLjQEs?OF^g7cw7ikm?3?VL@?Vs^7npSu&`ReAS{@@sJe%+3gp z-l7%sw7#|b(!RBmz24pd*?EFty*1dAgv7?U#7&zCd8~9`~e}A!TJ5&YmsTylLs2kGc80=_{pKngSelEdz&! z;kt346Umth*p~?j<$4DA4Atfe_}v`QU{i|k&ICW0+d{XYZiXOQ)J(hhI2EFx`)QP( zEE49!v0kF@W){$%>ssnnnr#v*c`~E2ug!hS90ZX;m0=aFW-9zyc@Z>%HQq-(1G^64 zbOi`^l;`YIOAFWkUzzN#q&bSnXkVd{@$P*A%t@y2kB6EwEqjfvqpNDVJcy5T(uLMn z8{Oq%WIK+0S&abr5C!i&yTTHQmW+wyRi4CE@6U2|SM1-CC`W6NVZeeJWG!9gF_@lM z*+cbp5rz{Q^W>UhRZbWmQs>%BJl?X;!(smwV}=r2E6<8O;%HzghA*YznrL;PRL&mJ zEcA9C`m*(a@izFDp0D1!q9}0u>6xod{aK(q$=(wOyPko*h$uac>5M0AZ)Rvj@_{?X zl^nWgBO2_2Dj5AGewqb<3Bk!51u8LJvwq~@rcVtQof*N$N(PFW2?gQE-#(s|v{hZm zP?C6_=GhO|62xOOY_IWqs1xrNy(C%8i;!-8#_~B`d*Z_Fk&j5;D;m2-xQHkeq~yWz z8~J<*I%NAy#VyFc^zR+q4^$&zX3=8!Z+(+@`lO`f-p&EG|L8jq7SSXH3?t?~6tQrB zw4LLhw0Be_OSdC2@^|_eCNR@vp;SL7-$E$w0ItwB3)p#g0D)$4I65wC7(`W*>(`&( z1WBI4Aum`6P!Bcyn3Q6!agbUZ%hBq(7|zf5Vp7>&KMhEW0S0u4b67dW+_pF;=FAf$ zT=-ugicvuuFMLROs6VLsMZ#}x_6=Ec?^ydN8L}I_Z}!Bp3HR^zREASMA+)S-%^2Em zDtBz`VVqQ|(Uw12|7KgdchnQrwe@PBPJ3FuRnH~NRmxNiYDEb`Ip|lG^pw4HH#3x@ zTHrcz;5SSv;k@hBIoj=2$R;q-=*OI11V_sn9%c( zU*lJ3@gpR5b_~DmDq1Wi9>zZ1Ogf;%9DjG2>6f)bx+= zJ58)5mAU-FY^Xdoy{@Xnr(F)Qrnc8bOV_m$-CDSF>xeK|pkj6slE!n^$QHN_h0d!l zxY4Cdnv`ryZaZk?)lv?r$Vea}Ydxa7n`wFj52Nb6tG1V zUhqSY1)=Td6&pPsy__0lBu}F$uJM#2dgY}M*{R!yqIIx0EdtKruasi<_le%M+Y^TV zTW#AWaMDQMrvu5~g9Vh~WXTe*tZcCiCk1_eSC1^9zM;8Sz(kX^ zc;Uhd@&!d)4V~##cQ2f_Wj4QRgsUu0Rci<3l6RugE@>$t%A{m}2_oPnX()@gVc$(O z`o@DGOuhd7>E|aOGm*?uA3kTQ-0GVE{6~_qz}K?s1HLx(NK`2e0goiVLxts>XZUK3 zt5J#6M{g7Pm0u^eH8l!ggxYk?3ZAoyvKzm~E>vn$aK;c*_8#lxngLpMU;d#G%q}Y` zfG?-kYH)c9>oJ|`>ODL9M~}z3AP-FO*9i}XsHj9yEfd=c(I?y%cZw4>r``5vA%7kv z&YNe6Kr+9JXXPZ44{PU0rekdmv)o1(-~&<(B1*Rm9V?QJPT1vD_C#U4fXkhaA=eBc z^8?U2%4dTD)z+}dSy_HmJYbG z@K0&D$`U3G1+j2{l#>K;+rQfvrZl`m=Wvm`AIN12a_I8Q zyI$luhr;-{T1x*_%PP``>MQ42pk_E}HWK_DS4Z;avfT2WwN{{$v&+1}BrH#IC8txN zn7xxzM&koPco<2dH|3dFn@iWxP1_Im0+3;kCga(7%P>ETYNm2SIto3%tbT*JPB~st z-UOblX%Ct@2Z0o&`xL9>8K~1;jpnxG9NN*_d{w72so@f766&=)+g8Xnz8s{_4vY*>BuOhnDLbajMn-R#sR&+azP@7Q`ygLaD3 zV-}B%!|Gb@gY5<@j2Zgkv$dS}Z7E1xVHhu<)yV*HFjyppl}X*jy6~^um=VtNV#Pu+ zpKkqWba`bXSW}-5;?Fs#5QTbAkBTZwOt6hl{d$W|fbfUU;7~KsaY2p`3}~qsSA{#A zpZP<4LT^70!2}FE%11J+efx`ELIDbEv+{0iZXIcEcfFqLePXn^G}DBg!C!o`a7Qn< z!X_*w%VM>w0r>l+(3lHf@6X#klW7?1oQyISJ|vQ26W_3_B$CzgP|7pbHw#^z z&d!|0wQ{HGO0BjbD_3Szh!I@~ zmq}kPcA5cjLcPoVeLW%32&KAzn;_|RHm6RmtkZaut-(>7-+7RBs()-&eWxU1H$~@V zUZXKS>8Elq?>INynAROaFYMXxeO7Qv?ebq#+Dq?nkhK)A!gwY;^kNP7@6p#KP-2P` zRq!8$-4&{of4WES!1Pan-8%6?s=XFmA|q?0QHU3x1h*YCwoM+dhT$%UUpVhxXq>w+ zgS(wbu0O$IfG;bk{$1#}mAAUqvcv>_>?3-}q{&zEuV~v+W0lG$T6ipXkmWJcB`+Y? ztRct}J=}n99{#(*U)QNo$7q2!*8k&w5%>>=pl3sXP5WvxL= z!z!evF7Q`Xmii)=sU(jd@z_>jV9AmGlubSK$7lc;|9#mOS>^rtt(@7>q1Q9(TZrlj zcP)sZ{*ttZ%gJp0;PH-swEKybu;Q#c(HG%&ddzlmnxVl0a{92L_JRSIL)Y7Zz{6qx zBld@PWeyY{McFrblHx}mjN5a#;5@6%r<^7(mOfT@Z_r* z7xJd>2k;qMU;okqq+q00YS5TFS?i?3ZI$or-$!n|Al_kP2?>f?Y3kytiZA|19~2@O zXu=Q&S-J+o1L_(DHyn84M2SujPRDA78D&h@zdZ>ZMEh8SWnAX4=s|!qDc}qbECV>m zZ(!UZN|u)pNSN%Zde+^6zX$ZvIpQ%m?Dh7gM5VNfRIb@*Y;sh8pS_UAL@rJ?NemzX z5Y{`MR<+fz4(lUo)mO&>_3L+f0ex8uynMQ*tqE2^&PSe9&9 z`cmW#F`!Jg3EegTA(=G3XBk~8G`Cxefq*al4N2wug*>{~fr_kO?&Cc1M@ly`9TFnB zeyHl|I)^;%4a>Y9OFXcZFNDLmnO4;)U3CV(?b6~&K-8pxRH)7RoH$4Y3_Y)wX$LW*#5KQ5Pcd#clh<*?;=GQtE(uZj8ks%En|-45XhR*po9T#Oe7VW8h= zA5$ZxYXR^m+Aolz(rYqe9{2#A_@gzmA4`HWtIO<&44ULU7xVG4SYa?5n>_h- z-w)r}kF2c;8dnH~ zkzC&GKk%FyN+(|b#>dzHlx}{QKJ)fzCggyRaC4^zgzK>(U9Ct34NXj#sah3L*q^?J zuhL0S6aN;b02-;-BA>Iz6#sap-y6XW&Lu6tYE?a?xEVgJ&bp=ftgijh#t@7iiv&07 zDv}n3Lkx$q$o!bd;IJ6}VC0;u7fAVZXhQU?8rI1mpPJZ{KYl$+xY0$xh`**w4BMN2 zu%g^$WQ6fjIzobD&T8NDxAPks8xPydY%He5r<7M!64EWLl2o8P;VKFvrB#z9H>ZSf zCVj#3%=eGiv{KZ-e`lESzxD5f1LTn|TYzWknVswPJjTpUj}?ERr<=z_Zv@N=g)Jy7 zYT0Q2wbI7OmQmO)y1ysW+r}A>_tom1MQa(_mt7Br0a4_bg#JK^-zWKYRXl0@)=F3N zkQqpCyTq?9wRIXJOgCXi1msiqfd)3N`>QB;Pony4f~U`weS+JfwqC5N3kD?IVaJ;W zY&S-CXR4vg5qBKHG9e!ym!kVE8uU|1*S2)7Dw8z^D@F=lJ@AI< zKcQX3lDcrYy9NaJuzpV7B0n7_E(taZb`CAXaZ6arM2MjAQ#%aou#J|q3}RFM1f4|X zjfM(yO=LY>#GM}6&n~=zE)tU<@BCQLa!o!nc+WoiDA)U-9WD7wkTEmd&d* ze1%CN)9&gc%m52@z%T#9!q!+j82Vh{h@0i)prtNVFfu| z$!PB)1#l(^w_;CsynKG|9E-=;DFi{fw+?Q*cC_nzeg|nz_~z5iNU}_>eUc$l?Q4@? z75r@S9B`@u)N$ibEomlG&7_h3lH7O0dLeRbjtS>{sdn`n_B@VfLJLl3Bw|+Awp%JW zr#-bYexKwV?5V6QT*nywcauGg&%6)=PfveE(By!9`f_l2r->IH7v;4#jz&vlW*LCF z+Yh)ZqxSFqIv;=Nb5n*TvE@~uTzqp#l;}-KQzbPTU^)9eaG=t}2M1ne+jO`d7hY3B zFFMwVe9x#_pkBHpUI8XaZ+^aO@0-RDsMB_>)#iWi5}4|5no9Ie4oA4=P^e;blvPbF ztFR!&L3Puxrrg3EB=Hmzn%RGU{3ZfE+@Bt^<)O?({T=)*0n|UwEy@!Ge@=PI zQ}JR~X7-@^j;e~k-Ep9&*Q2dl7C#V38dEw#bHMF-e%36i2EMM+9YxT%JDP04E8C>Bm zK*pqJbI1w4ynft;-~D5-G*=UwiKR(-7q+=M*I@9q)LSNzb>n{&-;_UG@ z2P|b|%0>#P^yigDQiM6QT?dh-sdb7O_{P=BUHmaBw?)%Cfn0laN_FoG7k>0QcMn~t z5t_v~_gKe%%^g!VO4c)yi}q;@gx4)1D{)^%+m!l3FB@MFpd$vcgv}`uXpfDP67}sK-A zRe%ssP^7@~DLeP~1m1+L{D#h-UeDyIUD8A|i*yiB#*kmfJCQGr$8MyTjf8ESpB7w` z=>7Sd!IYPC;$dNE!GqJ_)$0%0@7Q(4u-K8Q$#?t)SYHpslcKEA0$vsh0k98$v)mN8 zC;Bn1i@7uKo@VRyM8B~a*F01dSXl8FyZ-+s5^47l@@(zW;ilO|iF!LE1Yf=r6`^d` z;-xr=nJNGB4lk_ZmfzKw6M-7Pt@wRL&@wOjINi-3&_;XE_CAp!jHd!XN?`<1qf(7# zm2ER(ikK&9_GhAZY?Y~2LG|8#p_N%=d`AY{7s)*$TlT+7&lD6f-WL56bU*?IFLwrb z$26yE!w^^hgAJ}3_dSX9PrfQZ1$*95@pa;Pg31R4f^MdBgD$6y|GfSoDlU!UA2HaB71r znS(hxU}(Bzw;$b~{ue?0s_ou0I`v$ioN7PEq8=&C5X|Vfg?F|kAeS3GE=XFfS9Hu- z>1{iCPLl5rP@RFr)E#%M#=ARv3UyDrN;P9cM_}e{)q1d1%@A5Yy(@h%qZ9bTU%KaB zr@ZYL)2puKP7p;L0Kf5o*Ft+w44S{&4XVUf5)La5Xi5Hjm_^T>eXNB}szH_1!A?1^ zxQ+ON;+FwAV~GQM6L{?>kD>l+vk_8(T@r<)F+tS%@k_}Pk-l?G&kZ(5hG{ZWpa5ho zYDk&$U-YP>buxf&TD+ik_C__^@6> z<&;=?H2?lDXcCCY@9&8$Fy=m8wlw25;Zb%D?l_9yiBxx9QtO!#lqBz7Y#W_*T+uI7 zo9yqK_+i64!sFS9<2zKR%R zX8P<42#W1ZpipuMXRB$wjg5;F5E8R=@lNe4Kvcz!(;c@Sx31ryR-fhps@S>)joUcb z|Ja25OOlo8^m?-n`Cd$UHZ`auGN;2t2xI(mBDw=P8C%?}GRt+UzdqeMc~u!%>>pue z>b&V+?+A!mY0lj~KL`QcLAf(isdn=nt&8$GRGt@%9F=N1B2HtSW+b1e5qkS6*O9%E zvg`jNHy!@gH7-qStEQvauNZ$rWYYV}&(+w+%iDxCxgxxeG)@vlkR>L}<7s@eS_VD( z>D4&Ts#GN#>5B=Mi;H1RO0{=sm3wLC-UJ{~(1`{Jc^L^(91_LP*A zv_+1bJmOS8xym6~@BUoRMrXFK_HKx!@p1jgfEObd%;kD*%OjcWd^`eww99YhH!_E?kuunELG*r3T7y9j&Z%QKR-!<&B^ZCs6 z0ozaq`;K~ng)b>@{RO;X91~lC^@*llkh@zKrhl4&4=k}4VKaYz9Bvo36um4!bbv** ztlw3L(=U&?rax(|qS-J)YZ=9VN$EF??=T-nnTl4rE29=A9bKe)YJK(N19rn@In%!d zl~pXR2!E@5SIy(g`3Ka6Y{(A5FY1AS5h} zpYzw8+ycYFZ@K9(a%m9dyRC-MndYkmJQZWI%MW6B zv+8YWtVVWgPAxW=^8ZVJ+AV>ZTZ@p#B2G zycpbO?4qypGf8xEDB%M8EuP27CimkdjD&RUao$Uv%|j>G(c1+Uv9Y&++L8tf`&Lj) zZ0q_YWZ)B=uf~KLWcJ_9%(JdbaBH6Q=hP>)vUMzN<_GAv;(QFX(9Trv6~W6g6`79@ zBkoDs@0XIsl}E0!4j)N`b*kNtZ=IaQ?=aX!UJ-;Bs@z@%F^$0wbRCx+uQ2jktXPh8 z+g_m7=@Img0>7cT3NJ)vsvrrq%rXw$c9JXj?wzkmX7r&42^X8R15rA8uC8q1_(9oC zYE^pe`XqC~@pcdt11dTKQ#~{)TOw{pNxfR~a$ZV($mc_QAcsDAw9)q_E=3QROB(4c z68)&h&-a+Td*o|5>nz+A5f*hqf@6#)n*Rz(i)-XPJ(jsXtn;k$^PWo+Q+OeqYdl)w zY!jb{j*Y+Q5+kyuF4?3qre?2SyE9HLS=CJf!XXf6Kz+hG>r%67oA z(n;$dr$DhbI>}J?eaUNd8w(>kXNi|jZIV6Lzs~N@~&6HsSKt&5Uv7?{eR4ZB%HR;_L$UlcNrtyunL0q7%8=#8Rz0 zWqz|QLY?2Tf_vPWz5;u%+Z8rXqgb*wNm_pkNQ8ngH8&XPG0%iaTUUc;kH2!dd(&dPh=+5&5YsUjF=}9p}muzF!6CJv!uvI12p=PL8?a7 z^4$!`BBKUiv^=hmcZ`KQmt{vQr(n-K@ZHC{2`pS=9c?~YD3{0P3_%jpG4RqdSW>fA z>u0%d?`}EtuO1z$Ya3e!`kt^KApGllfZA-kkH(7<>Q>V{bhd328%xQZNf{aEt7T>s zd`C5GR->VeL>yqP`G_B?Vx$qw*BVd)HbRQ=dM0iQZb2L)K`K2~1cI#4-vW(T0a>-p zuW7=Ros-wX|J$Op0eF@Jp93OoazL@9{4N(K+>_^9K#Z`N-F|Wg1v1=`OANVxt8d`r zsd1w{zNgspBp}Yev(T50m(@;0GLxTOZ1#`W6;o?1l5R564`~r}wJ< zCUFfeCz*%dL$?y*O?{V-KfrP^kQ!qVRCb8TG2!>p;p?JFhe||&um82kft!q43Z0dn zx|UXZ%B=HsupFC1KDGP|)r++sRKa$zE*^(XX;C(`2kpFNygk+TY>N-UY-g4HW(^M?GBnb3bX1j8ipDncB(Ls*p^vu4bMd0S;&y!* z_CgG4D2Fs&S7?#NM|Z1#2Y+K2Z<w$rk1SvSy&UtV-NesMnTcqr7Unw-W6J;uw z^(+IU>6(NrR4Vw~1+@HFitxT-Aw&kcLo-=9*)`qGa@Jg3_Ydqq4iiTyvXhD3H38W+ zx}^}^GX=*5zlf@S{+u?c%1HP&qqx5n*@0BTzqt{4mz6V1ov4Vw@wY3hegw|r9Ojp0 z^|@|;tUkO8zvo!FTccg(tOWlMzI=2AL8G@XfZ7s^kj{d-WGd*iNc4fU=~!fQoG8YKu|`>9)at-Z5%HB{ z|ESJNzqdT2*cj7#Z14;)q^A+qt=|l0wWeNy;EIqrYFSADp$$B}NyYR>GS?Uo*VxQqN}Wbia6h+B_|IKQ0Te zTxeu|=FCZNu)HnS;h*Emu}ib;*O}HZIbjW8Y9%%}Gi65n)i{m9M?6#zZW(L3%)IY# z6PF7DYMQP$vJ04$tm}zwWvcLH?MOa;b&BkO+X>hwQ^BA=HpFQHT(RPlz(tKeaGM`a zcYU#k4^x(y%ZXO2&Z+dcm^=}P&vRORvlA2Xx~@8*FA^3&+wc7UeIB_ptZa1d++UL@ z=WHK^mAzZn!B;kOO8Q_Q63skW@Ht}$ae541E! ze9vNRjFS(jZSD@>Y~D8}bC&P(rcaa-(($`MwrFnFv}aB_3B|3j@5F%Zb7tEtx~sDN z1$<67d$77lUO{Qod=`FtmLp-s9GuF^tfoh z@Hs_XTD|x3zRxh$>)B%k963?-I1!Jj!`NCoW#0P^*pY*#)j)Ii4J*ZJ_fP@gW&w4K zEgj;1lmh|No9TaV%LXv~gVl}w%SYhDIrB`Yup4yBW~l(>2<<25ISW%wgei?02%*sZ z)ZI_d_e7NfVhnQ#ULDvO0oZK!m3p=r?+Un&{3p!CHcxg!gee1u|3W)QNONI4)n}*f zS4;aohZ?!PLSuIjzqeLA4y2?9@id}Va0N&)-c+(koain;ilO9Ui2|6MPKFH?YKla} zB|>8nAKyLuP|`(oj+LjakD=zwcmq^1?RDQ9rpG@!fh|^+*onx&`hjfZEBDRwB-vJg zn3xnPY4;PHAKe9+zv3{_F({X!U(^_-yo5@iyOddJn+O)&yQOtXgaX#EwCAVwq3>Rm;<{BXzhDe;tMm)QOGIEEE9bcto$&jd|>P2jTI9N zL!APpkp7UNfEQ__WmA3ZisuODOyD~<1q_aX`zx08G{tJ}6I{8IQknUCMlomo?n>{S z2b@cm81xfzvxuh(8V_?6eao+-L;o#^yqN`k(tl4g$X?B9rwfi_tYaC{M;eXP(s>(* z;!-7W$L<(+RAC^bGl*R29t2~YmnUoCY~y(EQRG2oKSdao@ZkSva1gm(4?mXpucOys za<;=e0pf^EP5zYi$5EH_1JZR1=3I3)MMsV8O2X#WVo6_xpZeOnGj7cj=Fyf3Uz?(E zt)lmCD@pwy#!U7$vaufy3gVXCbwDvqZEwQ}LzMI#=I1|lbklR3_kr%%$QJ&;5|RB^ z)u1$8B~~(F8>>*+@zsT5jZv9_xpJNK_X$#lq<^O`{_8}e9iUA!bV>=X+3bKKJ8Gm;c;TK(QKNB zXk{a5-;r~OG2(rvu_cQ&cVxtlj<}HU=FZNWQ_+Pceg>{!d$O|2owgpo&!^)BpE4{C@{ZkZkZ7V6a;v8JLN_yIX2Fl zqMnBrxx_-S>*&H+8KAW)cwMVVL06}Fdmt1?OYN*XpCZJKw>XPRZOl#*Hv0MZLIZ$a z(cHnyH)cabS=AVPy2_%y6$Hz5xs?$4YFssyic6o3 ze#a6Xhga`Fj*^=q>7kry3I6iH@b1V-xd&&6J2NVBvbwH~+OQz&JSeXU$5p%C*{Sf< zVIMO}Eq))lrsH9+Sx{8e+CKW=T9O-W!ESEhn?vjv6Js5<%=P5{PYe-V6n{Jf z&I)3Mc22b4_3#I6_h4hFG^QRF(PY0V+R{hATmF66yo_B@(2oBLkDt`eOs?4igKVU1 zJ7`WzZfNLkD1HJv`Muri%<;Tl1M@}KTk9;5f1QL+Dd!B+)RHLQ{o-dfetsLPe-OD3 zh*CnVl1=?6Q1l@)p7E`ajT!fI$JWj?B7s`E#E?#F4YGwSF;vK`eZF|?QgMI2IBAd% zfUR){KERAFZmJzR=JVlPe;J}oHO?>6>;CvxLPi$#<+pR$^hKaP?BKtALxEK&5o~+( zD{sOhOs>FPW(l>t3*`C+^0su&d}15k!YzX+>o3vyR%$4hWx8}!Lz9`Y_BZKd0;e>@ zY>heI4e8lz1rL?C2g;YM3r&hVHj#B`f)wNe3-T~eo|v02yq2xh+{j5qWe&x&X!Cqz zl$6_=gC0)VvNY-ntTRJpWi?cB4ekU5@0;vt1F}4UwEe4_pQ06M*1LMX%r|MXipsgH zv6T+O$_ons0Zf(9ytt6VGJO+hMn8;jGPOsJ*5UkMr=T|z)4t%@PrAiXoJ`ux+k09F zLvcXQPi@$WcrVnspQV&mlLz+)iQe&H?Y>j9ATbbRi;MG0Tp(<_`vg~K)pdY%He6FF zRJu(?de8L`rf$Z{G?h>8|9X1YQtKWAfX0!bT`yPw7KaT4iW3l7-9I;ttDmJA9f)o- z{*wIGT>2756#n%G2Fu7xl8%8ObPZI_i!yd{`9LQlI^rYcu$dr6Vxc6kU;6uZW@MeA zJY1pg0Bkz|5U;5Oo&b2M&z+ZC&AH%M;G6Uy0e7Nx9j0xyl5;=kVz`jM0DZQtdt#_v zhU_;#Tb)!VD*MfW{0~)s7+fO`_t@quXg}1xV2`YiMH@p;aU~l2OR4EZc*X21JR|JouhQ>I+(1E|BU^bf;%$4-oEIU~$OH zDfZ~RCjrgn(EvO53DUXQ?DswA6IsZ)R%7z~AOHAO5DnHxQj0e*d`JqIK2Ai`uV{u~yv$0G(XOKwD{7KyprD zFv*$zhdIDP|~dKJeNQo`loY^vXeEILnZi3lni3R{$H3%oJWhm-zjZ2^r7 zL)Jb&HRG8vCc4Ade1It<+E^|bVRbNjIaL0?L7baNIfs@FtoS`k77l?07krg55$Qhp zxKffD+J$Dep1FVrVHDErZ|UrcW1#)cNXR?5v*R0!0N_7>ToS;9vJ<@bjUD-fb=;r( z&yV>V1ms9FtzOTv?HCw_wl`GE+UQ_ALEz(%ZaaCC?c_KcPujOHc13KR{N{pzN2KEp zm()Q+amCfjJ-C=jZL}F>)qFbLNipMN+z1A+IB;@u^2RA4zgGL6o9^9l%nffHHK2jY zkL>}$e+L9mC#i3(OFlZ9bW?p7%sS=N8bevSrxLL2XER?OtiqPO(AC?WCGF-<;bXE2 zF}eic(RMw_dDeEQ$T@``wV0o3`o2$IxuI!ON~8cXj!>SDktlH#=Nk|}6n4rx5&Id4 zympvH0`JpaI^|9Pp$L$V3_M4dWd)~d3PC*KF(*l{YP-Qi^mTo;%GEKI^;+xXr1hFB z@4kCH+c+rcO{6D(6!E$KmTD4^&F+8k(dVKl)%P@6=ivY%8jFqHTIZfjA5>uKTX1tp z;*=4l%ve#!Dn&$mn0L!5s}_3-GkeN6DK;b+7e6F>HLLjf@j;epBl5Ljo(NlbWo1Vu zwo>V+EssSBH=%U5ZLr7Uv3Wj2WD?~5(8nf~(Ku}C> z%4S2^m2O3O4i;*R7!qa1N{68zI6EECKr-eKO#v3g;N5z82Q+8mwF2|*t=6rMl3}+b zb&(EmF2D-oo<`0B7HebhAs^dxBfhA~8Nt+_!h5{+@IL5+?fC{OBKsLl%l5Jd-v+1MdT3#o6j69GLM zbNTPp70vPc1MiT~A|!Y!1X~qAqAyEcB9}(?@sE5Mkv>$YU-)GwOv8szhz{6@)n5O9 z(&i{~B%GVktdsS$Ebkgra*Y}#h|E4GZDj^g5nBJVJV@uqh_n)$keql})JFt-a zl=wWq02GhgnuuuNhIl0loak;6)Jcv-V(=3wHUH#ST;#==%d*2CzNau?WhjpnS&;>h zNS=IZuG>Ogzgq)6QJ`eNz4AZRt)==#Hr)b($Z=aSi&9;DSuY63wBgeHDJ z9sI)Y05ZUFv$OZQ#4YIY?{KuP%~#L$S8jyM#d*yF&TLgcIwH<9=#iFUDf7f0`=7PLCjk{Qi*qOq< zm%Pp_)EL6M5+w5KB*0#1qONme$w57+yAjpk5DH8_o@ za*aumZAN4ezH0^OH|Byq4NJFE9;!c9Szf`NimX4sR2N9aFZp2U%po|?X~^BdH#exV z)gu?KjV%-!ja8YPKG7^+*1qtQg=^W|Eb>nXTTCc{(*%QDL0F4^c9@2@Plq>2 zlt28Fys?T3I82|j8w!s!JcVZxC||9tPLZx|2NNJ zBi?JsoxQUpS%BxD#uzQdUNNF5{6fw51DS2gNWd|BIG|Pt_;5S=}N-^Qd zS>NFW?ofC;*%>%2)z~-mbN4M1wBr?i!5PwDP!l7SZUvUNpfz!P<2-%+Rf{ywrRzBu zVOI-erPVr4gn4YDwSWGIP3=h31vVCDf2z`EYLT?%1JusX=VJ3hM`iDXoQ*QgXtHOc zx(M$MrVu_2LN5_ww7}Ss+eDbe1q$WM{t$P<(-*BPFvW&{f|rr>arl)RMSRLSm40O9 zyZe4`HuTui5Hr(K#<=ddnALc(3L&Y%iNsnjg#M02JEMR$#^*?N5^e#x?Rt9dan(s5 zXeBf;kCwXm9rx{kIYrP0IzuYzekYE1frSUfDe&v;{N6e!646=l9vpJ6$ZB>T>Umsz zHfidDfyM|xwPzD2YwX|W=Wf`mXE(d<#ELN}To!yy!SW^2dUV!j$HzKf6p<)63Y59=)G>(!C*}0gLZGh=dg-_T&Bgc2hR% zen&a~`q1f#XfrkBQ-TnYL#i)HoIA2+xZQ3BE5AZHskqu3WI`K=WPT!|JMdV|eaz1f zxUiImYY~~`#7asPGMswMG&L%Tm%jvxXd9w3IgMRc6A>x$4u37V0JYtvh>cjTyPI3@ z&G7@E0fYD5>+7Ou*#xWZI zVC4C_&4qHYrmZfL(8MmoBwOra^lX5@@mg}eP{P`XFo7MxjzpE*pw?4 zU?^_*Q#-&y_`<%Iuth6Bv?Afp$zXDl(JTFPhG4xP_a3*@GC(b@6#fAyy+=CnN7PW1It8u4A4P`XqIQ42*uu+u9Ffo%ESQ@$wAd~5?7c@Q%8WFuurF`7WL zuG2^z+mn($8#BZ4GIQ_F-@lj&MMpBV7QtN1ZR$i8vfOd{aWJtQ~d>1LRRZ@kN2HLMtEZ*5aPUn zl10f7D~|=E4>ERKnYUTcqCZ;-?l~Kv=znEkAQiSY2ECv%E-%8KCA+IhWb7l^6RKkK)r^@gT5v~VMOo82- z`;|5`us5Lrf2m`nXDo|`QuKCcw5ht^a^(9DSfc~_9sU01_l7%6`o6tKHY-y81N=id zlw2O=N+!ZNVw7|zeQn$K0yeetP0F$J848?v!*q+I*~0%>MvRPoZhgD1PNC-;Fj3Vw zEI~0LU`t49&*tO5U5t)5_iFli$%jazSLNZmy>5CO-H{RU*q1)TB^Ds#?0vh{nFKD& zZFQKbCY#V+^gyq1ReyF~2 zLnQI|Gi&yyz6^Y6?4Jj&epMYhxh0;6ds{QO$Dzl}JZ7qb33(N8B0?`on9Q1uw#-T# z68)9DcYA6xrMUOIjA`$x)pqI%pOu*7^6-A&7gD?&J%0S_trOq?FiK@qJ7!^GMl{^Z(@>XV&g}A_uCd1?(t~HIM3s+V{1yF>A5p!0d8VpvNrlHUIW=M=h-#Ur0draeQ># z-8&Y(Q#oB>&dVoYPD9>-Z%p5|k-RHXk=K7Bnl-tP=G<_!k86S+D?nWs`=UsBsvgPe z(4vE`+F_z#n54M#IfpM>-*2MOiR`vIJJY>u6A$u_1&#Mljyu@P>SV*H0fiS!csGw|wv zSqlw|Hx#lf{_^=%BXCzIFm%ar@EBN`T7NVEN9Do}bCE;fo>O0U!6WO>nc&2}J}Cfi z8u-2Yf**$L(s3bcFa(2%y-tI#DKEylpT}$~AELk)?3d!t*sqAd8}akMlvCa`RWjwM zvtev$o*+-s{52A8v}>(U`7yD3)CgJ8T-hoX>|zVtUk+L2)1i`#97}KF8A>ORa#?iL zD^yDBqy66bSCWn`FY80$aFDC$O(riU%spfY5GHx&n_%XPVKJ)(0hkO^$SyP&P;RGDK=Z>i7lpVb{I&1+=V#C`1193CVZVgY_1gUjQw_AU0)GFGoL?UA zKg{L7wUF6+k|%AISxp|5fw+K+sMYqn_)}&bPT5(3kG@_FgP_v#43V)#!}a){cpIA} ztMrP-!1gVY+9t{0j=!_XZI8NF(i@8dlpcmZ!hh)-fiA2xnMUwapo_3Y{hEC8S_q3} zq{MwwO7;WSE{XwR_13@HI^bR#up6JMOKWZx!G+A+rKB(dhpZM1myxocbVo zyb&-Fp;bPSVosDD^i#k~m-kFOBs$D%NEt_r$3LR#2BJYk+ohtRZQfOt1^4M)bB(UW zM}7%vdtt81VIIxhXuu?hlFisbU}ACXu(wNm@C(h!32ATv+=Mu^mVls@TS0YKzPxWm zwQ}`w92VN5W69Le)S?NP#v-4uLQo(swL~JS9LD*UgCvtS!PUU0sS-2#eiBd;$5Dv& z&o}D&g?Obh&4^-ak&`mb$z_neahD~H=2UL9u1|ZzT#P?62XJC4fJ0I|-_6yvhyA&i z{k-J$I(JV8_;1kSdquzg3cG9dyRm;72S2UDnxErdw_k?=`^+t1HH!tHU>_Ax`STD!KTIYs~liQCNJgBH{Gy>2Vw9&R74HbH19UgNAF}x z@v|dx(hI{e@9&$?`&xlxHQS@&;@_lM-nP7UbpF5RCy?QCtVk-~a?O56p$bEaNgiHk zsoixz{@!Bi#A4!{sCKSiMK% zd*xSfiL&4xuH{viM#T8ObOvG`i%p`NV$?Lgo;!7UL20#2bM`kj+t&jVXA`-3h)tf3 zbOc2Ow|0DT3xdPPW4!@qAo)G18@>^Zob0vRmFv$BR`~K1z3SZC>AAjv-Cp;tXnx&zTC9h@E~Wj+cM1*7{I} zWf_naP*WzJ3VoGXKTVsu8XagfV>j@wdHY^g<`PEX8Gaz` zr?_)Nhdgfc>_qfZ<1q`irU;pw|X}xIWmkQHuHx|AC2x zP9qE>$Scjd-UMl_US3>?KO8&S`i#{Bx#Fh3{Xt>DHl_M3;{%27SLFH z{V@u@T7Ty6xZjF;uI#>PUUsPNxKw;i zKY^Z$y0263&%C?Gs$oafmyOi{m2+*cpI>KR`*WY%!LhGr-A_=Tv(|mKwVa!nte6;T zcpj2CIMd1~3D^9%(q4Pc?U6bR{^@^ODk)08&>YB@e|*ir;YEx8iB#{SG7KikoqJc< zyPTnrGm`h)TVLDQje1kEi+>OF#&+eQ!!=kg7D^yT~8* z(xUv(;u#HpO?Aav0qxk&Ej+cD^jseNP)}Jw=)h_mTI(RP+v|RU5AApfsI8N{IGps) zX}^O4&6$0;&)bfs8=j^tv;iuX0wL)qC=$`)yX|KdrxDYE7Z*bgx)TQC;-fQoU4KwF zi~^l21ojsp5a(@oxK6_Zi^EartA*;1ZBv$Z*IxO1(Q3uw_?MMT<+l3I0h&_C_cbYV z!=Qq7!F^-HU^ZN8Lt0(Znf_V;>fyV!g_0&BNTKESx{76-&uS5rf%Pi}@mDRUKEi{z zshZ+fFR#J9d28shFGw8uf(c!Xy5nj>_|rCZ%iSLqSVC}uwfgbLyL6W z5~s#SlB)$REaIp40LZRi`#i#JBsUIdQNOxws_Rz_)OASM2reUS7S7nx96nXJ3m~aV zhVFCcKJirhpVj}9t$o_Sb$OZB(Hpk`rhj=t?1#%)A2lLe{8spa+8I7YH5fJRC%e!%2;;5Hk87X;qgfK%3Cr|Wy{FGbz`F0Z#P_4W0$LGIsxPnbwM{O!Ic zd=2V8CxrFRco%&3WC6Cx;cR!myumXimrUpt3{~F}FUluaFo=$QqhfYmYM9r6qhukH zfZi!g>xQVPkikiwW`j0UY(P~pfq^r_AocVLRXmG{Cu#g z5@B(Zjn=&h{YPAYFvP%|XJ^wmyRQjj1tp}T-iWDE>vw#ZawIA-&?@;JRUrozl_jOu z`z{Gcj{P&`?kLnInSgm8`RD*+NeN&Fp#Yq)@h%ea{2qrm>5x@_S)%j3!Kb0?_-7PVYaFW4(mn=Z`J!P>N<}anf;V z#B7e@q2b006732`Uu(~H&_=`ElX`PbX;!m%*sh`Ekl>AxED_&7WuuloHaKC6=%zag z(!n-V>z|&izvKV2pOqQ&YynAcE?yZ6!hAl%vN9E$B_!TEn4P_>fbp|D_O^Sf(UaN+ zkH599JEftko$2k@QCHPj7V;ObVm1Usp`askYn&l4P@NM0u)GT+=6oFdC2Dc(icvE# z6NMXp-EL5wS2cZAApY3t!aV1_i+WdHmd`-HKhtDpLi5XsWDNK-lS@&UVo%cbm42I0 zTNhc3eW&*ba+LZ<8+YTv0=MOgVG*EahJ(0NydDX)U7Hi+PmE!jUPFEQ3hg+3kL-uuH*; z@!CH?tHQiKs8u(iF`u&RXG^AA1KFx5swnev;ukQqKA#O*ne6Pj{hP^>WW%*)dOLyG z_3#A7nGZ!3$ZkZ%YJL~bhU|8mrlQB~UAWay@X5_}->F zuvNidKalpnEDtx?dp#hv`@hHD>j?NV_dNH-<`uZNEHB*ucMnXw?%{RQ8cyyz$`Bzq(DShR7llh_tW zNBulJNZh{Qe03eYN7Oq96L1erU>iz0s8%IA2aqJc`wc*gLp}g-RXi{W|bwT0O$5P$V8gpZy5rY>RuEG3KqCJe}c(sGEGfLX3JV6Z9VTK zHRIUMBBi%9>4tllMbG2>zzpbAj5k496oqeya9E`))i3jKI3l5}<81CM5^Bxsa82_( zJ|^ZT7q+k7n`d3=evf#qE%+@yL1gmhr}ODav5nw62qNqKbwT*}KHlh7GrswkhCcD_;EFJ+#h0?5#r?iYj7}K4rLeE*M!a3xqC)EyU+NV! zeT-h65lD__=!-R<1Gw={A0InPPyQ<0znbV)p@a z#!a3J-Pv2`#+B%ZIX4jrO04k8eSXe?=PZRR{Yyuo-I2tPsAjxxF!>To zU~9_-ONP~+PRF`^0R`kfbk&}6mbM`{ zW#{O1jAgv$ozrUg(HrZzt%Eg@^!QTU5qA2IpNRNo>~oH`2MjFsT#Y8l(I*7ysH|_H!nF z>c=xaPYZr_+~51Q1x_#25xSWSwZ5p|5jRz5iW}Y85Il{LKo;jm&{!fp!88f@-`^ww zf1lXq>}Lw9+#5N{yMOKg%mjmgd>rqM*w+ zb`^biLg5v!&f{Za=3Cw-^vI_|LH5}@n^t4D;cCw->gx;L?T=U~3@I^3k8NK4HwF=M z%T!aM1@x0#bt2n4Bkr)j!1MG3dU839LRpu^4y?b)d>wG~lhk9WWDHYify~bA!G6pN zMSQtiniDelT;WXJ)x}WyL_O(=cH+5Vqrs(LfH{E|;+cZ@MJMRNakL~iP`P?xyBQ31 z`FVrL|&0?7<4(hiZQ&qMv(IEBGi539}**-b-^Y}1l)8FQXfR%Zh@ck32m zCQ-lX`JhH?b=yM?KS&70Ey!%P^h2KsOFYLz;=$z|UTQ|?&Y#6Wf5U_uG3Kt`L*jB?ty)Q<7fUz+R8fwGZqu`wUbUUb{TB_N_QB-Cz(*UCr z>#E@CaPlH8r}Q{u*G)kynT&$MZGVD1fp+ucgk`285x&r6Ie6hF3Mxeg|Jv(U4?#BM(df8tB|435w}yp^rZ|a3x_sE*Yux7Ab+tMF$sh|`M-AF zl{N@V9w+#xQ6*CJP5%H@ukYXRukW1iVK&{}#jDqKcE%(nj77aY6ZesD5uiT2L$sq0 zk+4(IBT%lUXGu+-Gk^5;?W~?z*Y!i10!tnOhnfG&v5AWjaNu~o&z0KtPd~+9mjxX%lmpQJjN>Et%E!111dZA$9xYCf2wp8B$#g!!5>m5GT zw7yJuSOZv=Mh3mtx2j+9M^RITeW2AtJSz+FDwc=^iMW z1(8TFj=UEmf$F_8?X5l^+8b`;Rl$$r!dSwj|-z7@}OnK z$r$a4bd>Q@3EeP>qmzjuHTeo@3be*)R43huJvLa8H^q(;vb4bsi|QaJ@iM>4zoszU z8M3z1bqGOwKo9@XW+hA)v1{vGa5MI`GW#?;;&@hM)(XLAMWZK_6_4RGVjz}0Gf_=` z%nU8uC#Bfy*^_3|R^WuB5};wsjJXrc3cfyrA9LeT#U3}L_GTINlUY)ASO|1%wS+0F zjwNph;myQ+onMOI|0ooAwN5~EQVAlU3HRymCVE(xukApr+IwM}Zd3@$VxwT5K>z?jn5O*^U#VJ+*pe>n1%i@3DXMkjTk1yVN^OM0+7d z-Qksp(RMIlb3&FX*GFR?E!gGl;`aG_>|`Bt4t;9^)@N_q<7XP9POx4Y9l*CM|ACk` ztZepIH`2BPxA&}GBEuShzX#ueA2om?Kv`AkD1z2P{9VQuJ7>(5N8T4`dWCvnp+b;) zBTdWkl#b9P>&#Jww*9T(y7950Y7^u~vkYDq1Mkrl?8REN3i@_kCC~ROlQ;)CnK6P2kw{JwJWshdL@P?D3KLwRPB{i$r-KK-#&EhF z46}nUyMOFyW)-YM+njDJ4jc%R4;xvj5Bf(JJ&5tjKZi8E5$F39zyFZ2-@ok18iIN; zK^ge?`_#Q?)sKs)l4BHfvzPG?dEmIG6^gRm0U{mOAJk}ubWK!t(rDXw(|__>H$j@v z*Q?38b9;Od+rCKKbd|4Oc&p|cf}^P=qxPPmsI{$a>+&*Tx9*p==eE-DO|w_tpt-CE z2E<~>1*Wg3Ka|geD+0QWZuf?|?cb6&%orLPx70&q(P#8g22DYBPR89|#Rr$50mW-o3IZIAP@7^&Uk~?x&GVet( z`?XR3R510KZ}gn$n4{FMY}EhC*}1p~(>Y8{G={%6`SKVnevb$NZuIkwK;oMVTwUSj z%~mT7n(tFzFHMjo#L|`TXT@JMV6(5+;z%2JfzZ2_mX-~6*cSVJ<@zHl9Bi)pQ3sfN ztgXMSv1{foGjLTj7%Cpi=*UYlAr1cf)`;IsX8zQv{r|9Zl~GZ3Z5t#61xW$vl9uj9 z1W84Z?vn0q5u{7HK~i$)7#K!cKw4(#?japuXujj~e*gG2Yq8eZ`@Z*;GsAKduHS2x zL}c^J$0Fc*8ejYRo=wNSEX=lCTu9tU8#^pkS2HkGMB7-SCTEVerk;&ob}sU&sh^21 zt#%q@JT*^eldBYz5P7!8%5JzIf#-6-5Ws$3miWi(cp^Wa^r&YQZ zRW3-yF-A|eaF3Q_m|6@CO6nof!X`KD!bO=c(9(UvU;AvgEU)KMs1CilSR0s-00F6> zL4P&V?y*U>Y{W9;M@Jp7>cVVzk z^-pO@EeA8qRJMjxg{_31dcJVd;9Dtfm?Z0mh>-K~hm}9bm@1?|%oXWAmX}m1SGldR zSTjGXm#J8YF2Nypl5zVA&1WI@GX!?eh%B1?2Xh3{AfVY8F3e|p$EPHR#wM)r4#wyL zU%D6&PUNdY5VvBZ_lOsy&Wcqw_58us9I_DWHKLHdyR=j+CR(|^XcdzQ9y=OcNJlT% zPV&W~BM+8Vej(`CWNUjyub+57|0W3Ul7`93@)$y$34Le30^v3`w$PXghRtXb!Yt5E zsVd2i6GxS@e%#$_29(YEFF4E#ZoT<|7mAx~&yGioKc$!q_H)J1p0U;b{^yY~4^gG! z4{-D}0>wQ3#?{(4goQq-N1T&bvHiXtU+tv+dq?GQ7th8~lpHUGapblVgI$Sb+0}So z@Y6u(TRb2@i;tuFT-$r(0vb>C)%SfuzVQn>n9R=Tlb!%ZY-8udGxfrwPo#uZ%~v8_ z7I_za$cZ;9Z-lL08Y~FF50%X&(RQ|9RuSAqWkK%I zToskp_ct3$E9zQI$WULboUS$E1wYZnr2IH zwuoMa*LwbQ89Cx|;XhR%X*y&^B!>&$KR#f;C7-dy(6%mq!c06oM_NN_t)E<0;o;3T z_rf{F`b9-3MA!C2mm5Nv4BQm|fv_tNcPl&pcI6(K%f}C&Wo{Z}HVW<{bA;1Y=2w>*L*^dK{$$B%QT@IIr39H4470h1zT3`L-(#hwTGFF%B1%WsFpawOP%{_)mQcL37xb!ZFQ5zeptlj??!6@A897wmOvyl-dq>7aP>q zsI)whI;Bl$`FmnN&e2i_-~|L863WTR%(!;hn%e1p#=6hHRuc70QNTw0SFXL? zY>wPNB$tW>1O$B4?ms={OQe;uXg8Wtoi;-(b|E=k*Avdj8boY@D zp&h3FIL&V{juuny~6j@X)Z#3xJdp5=H z(m_J9#J74<`8K_yqQ_$bE%3NmL`OhnS}=7>1|HhU?KZg;bKNp4evMk7I(ouJtn*xo z4qxd;Y$kB*aG~{zUR_@W)WB1dy5Re0h`vdVf|H?X3a=a%i%>0AE|CRKxB`oo2zWc` zON$`RTTc2%qjfs#_BwerpSSLPoUS&`iZqy<3ZZ3P4g{x`-}9PGox5fRGC z@t^HzrVqsxd%RX5+B?lI4?-!Y9J7e%pXZ2A&l8##Gy5F|-*gu7^qCqQR(WYk5Lh+q z#3?d02o~2m?1S%LBPvw6GOXJh5(7WDHdIITsCA zxDw&(FM4U421Z=EnD|}B;_kuini(19w+dS?l`Tf*Rx=dY`+Wts<3*NNw$#Gy^26T@=q^79o?9S#{cx5FlA|N13jC5Mn06}JX z2ySG)ciisGqtkX0dfB*)mbDqhjBfcO2J23e!E0VjqNAe|d8Er$$#{^p3|G~cUAa6gJY0Z`$)UgQdd?m{BN`M- zZ&-LTBt&}s zGrSh+aCZ4Gb*HkN3LIE|$&8^P!0EP$nR`UNQBwJ|(!M*8&#B+(9#O)ZVViORM-N9_ z+oq6;a#!W-j1Z&VWj2K3G@(Eq&X1j%e{!!8gOYb7ODa_IdomkhWL zM+IM#be$rgW2cSdVxpaLj5YF{Oqe|iqPwsl8e}a5F8ay9hWiDap?)XwId;1KaW^=} z#CsV8h+I+<&uJL4ow`G@8WoA3FPV(^&i;ANlM`3pMV|_w635fWD199rg~nQrs%M?p zbv0FC z`gkn@kx_BOqBvA0t+%654eVjq1<)4f#E`5zrgXauy*z zi2#t9%xo^4sJs@oAZ> zZ2`i1u;;ULPqVu0x_pi~t!Hi_<0XiT{!EibkFo3_3XE85IT#(i6+w;GHK288%reU5 z+qW*XZ&75jO4fu4#coZB@dJ5)s^rh~Icb_G!U;paZw^if$OHS*%CSUFh=VlIIM5;Z z=nkUC^?G5r0ngJb-MYk1CA;hlep%_C7Tmt~T=pTk%<4lMm(hNcbWDZfYhCyc{F_qJBOU-QR2!Iae}b$-<5S#dq%h7tjsDN zLRlKR&G^!Er4(#e;zIU^RhHgMz5_!Sa~!fEFOp_QAH>&PjA=~zhMdu@m~?RBGpiO} zqDg5fwz(tb=W{QRwEEenlaX|Pi;wR{GlDsCxq|Dq*^lIK=> z=iW6`631!6CevklIQ6y5HGxHbOIRzX%Vd$v$hb*R@Ojmuq&VZDe#KdTKbEz=yO&qL zr?_=JTQ1U+)z^*4t4XKCj<|>$FH+vy$45+3(kkR3Y0~x=u(VxHCI=B;|G9-|0gZ-%-um?9cDSxd?xGJ1XI1xLr13k%(*~FKXi;K+YT9N6&8n)37RS2q z@g!xBD>pn}o*PFOc+xt&Hqz{5`D~ZA#At%)yW`0mad>CET_9OhYmcz%SH6y)r1*xt zu8Z*;<`*Xu*jx{{#~kDHqwfhP%q__OdhLz-_y&T$5BGBpB9fcIW;sN-&GE=*dg1P? zN9q`X$lV^ktFt-4^_Nf^l9E3W*@9+xiVncM23!T2x8o1%ru6aFF+U8iT-a=*R9RA$-&9 z_i!;3ymLqH27K4F(31Ir{IB=nj6ow{y%K?5sRLhYMe6q6^iFO;fk$xgn4|Dhv^qG| z#E3_U+9Svo@(=hKBBY(oSMn}*ut3UOkg}npLm|72i|i>kH+LI=172Qc{-cKBM~mB2 z{d^A>t4v@m3{=_7k~hB_w*$Fdr^4;ngZzn zZv<$GvVUQvF3q>__+cUwGjy(=HbNl{_!GLDDdGz!pnW=@Z;j4HSfz^PBVK|-{7d^l zn$F^+Hs@fb)7=d0UGp4?N;G-z--?4D884wsO)XTN4 zLzu5*UyM=w+LE`&uU(;#?@t0-?Fp@gkbwcug|%@b6#AC&K%ggHUiHDRV_h==}y`3`X zb6WlLA5%SD2le6v!zcvA;}L@F|6Ns>*s!BdoHndXe+|7g9%C^swBw&nWj<6PU_ z96J3*RwWEQ%|)L464!iTnf8^bPowx5qqD9LxA5B0fw++Q@{{gi@H}RmFdvuU=Sr<| zAqdUi<1h6`0&a7NE>Hl-(53)f34`-tZHU*7xJ-BO3{OjKJ;CAWmjS@d%SMLUL>!xb zu=l_@s)Fqac33D?fo*Wsk0+;dY_crEDnoN~xcb?I<2BEV>S3*`d@!w00lzF!KjYh zg1o;opun%4@D1P`2cA2aZWJdgW&nPqV%o#D4{hV{8KjEs#xh|18IJU3?F8hgK( z?*j7s6q`DAMO0_wl5QRPLYxB6U_RPm=cMXP^*spfIz!N|6yuKht1APvbvu;~I&0npt#-+o7XJ@Rdzlha9_h=8)x`y%bh1 zGAwJS!?c4*ZpR-y7%H-Mc+I4L29j{(V;EH3o0Ql~-kb+42Dv_FuU_(Gz+xqhM1zwxpq zC2c27wpIi;%JU+=fD~hu1~6jUvM>Bg@tbS+w#4i>*vPc*M;~@fla<3J3oAZw>5-CC zJW0K@#9?=1uy0TG%|w@r>9 z0E=|YgDBc<&W33#o3eLO0Z=RydEhajY&>`|Zug`(gM#n1Pjb=BR zOGIrN;#RAPc^r=ln^ zs@dFLgC4|vjvxa-0;ca>jR-GszI2d%7N+uRV@@jP(OGoz<;XlBp6|5hDGq*-){LZe8NfrNU)ljV^C)CrWVgdbvhT1%4O(<6_P2!DIY@WS!rR+C zDAGr?%Ya|JbI1%4mH%5b=$212HBK>TN^tAQL8Rh5)%yDc_;g`C58|inpKg6-l{nq_ zwES;DQkfX?iaLo@q1#rlsFHls?;Qv(k3*7sMEpZiNYaaKko*j z0u}%FtRgP=!sH^vaSLG^oU*aa^~6em@^QcOHPob$MP)Y#(-bW;)%DHK`tHc-f0Ft* z@VWDldJMimZ%z3#zxlg?_L3c4poYT;;Y6uPzuXM*`seQSOfYYo;im5(0lzphefbP*NoVE70lO2xkn=Tav83B5yx z0M0jDzidr-x?H2)?;nUMnrgCNPWEQH7R%~<8bM;XlPns$^UQKleZob4CXAq6nLfxy#x8Jq$O*RF(FT@|bc6294|9%b^2E|19L-@IwgmAU4RvF;uk z;?sBeS#UR3a02TvW%!n?GL!Ci`AGSyj5N_uVC<8nGm-T9i&-zGM{_iPoz6ERg1npx zs@Xl9jEj6Asev1@Md(k8JdoC*rg0pljt*S<>vQ7p1ppnklrG`mbci(37Mw)WG5mAV zp_A2$7{iRT2OZ{|554*7WtwnAbf`-66SDW)AVV14X6?!DQ9O?Y^OX%a+h!>cOn+-l zp~+*Avm|~g^?k%BZUnLIvjjQvfZrwP%&7$B*eno_IZK~jZQiZ>ZfE-7T`=ZHCozVD z{{H3;bI#Lp3kuBZxSOYOscH7YX3;G`w7@fn{<)rctdOo~X#khb4(h;oje9016L|D$tmD^Eh*g^bHwvWx5oX`uWgaVrHh?u}S zg$h#TY@nV(#Cd6J^NfA^3M=}cQE0yY^;4&>94SNL5F zfEp!V(ys@AjpdBtxw*L-8@uhZgW*YRgSJRBO?GSf1Utls5J_4A+C+egE@Cq{+xJ2? z=QP==@opqRgX7k%;_|dQ0LboQ)hQSW$f*u}mN!?o)oDW>SgDsq`6b(i z0idO=zh`lPGEwA1Wm&C|a`M;fEkD}b7Y|~2@6dP8{nt8|mzMCIfT;?+D*^1KUJo4y=yr2 zjs3jiL`bY&LHQ@j`KZ14h>~9EI{*PPAxN?L6`bfOY6cuWGv302i(Q)_#f61k!L2j< z7&XneOtn4(P27;oBs-LRE~uWTdZ-a-&|d1KEdf=@XV7;f6rPXQFb#L~`ByVczS81U z=V@h7B14LWT(gE)w4Z9n%WA@3BCr0quf;Qb!}X%Uhyo;zs=qo4EmEeN$Vewx*b_);{oSg-au`N~tJRxqWCy&(9O&!zMHS#;8$GHi%+@a;&67up=j zAVM=-t455_d$i9n_j%a}cHKE6nwPOLJhU=H`5tm~zgRO83zHR57NKitZIy>eV%RL1 zEWKI?ndbxP!ZO|m!@Hc{`%Oy!2|n`Y-C0@rLucxV2i}FVwy|-Vg5H!knHoe9M-KSBUwR3c6aV;s&n0bN{ic_5Ds~3eF|vN63Ea zt?gFpk2U!Or~ZcUl_h^eI*#-Y6snUQK@Al_*gg@fuoz2NnSKu(dXEp72Z7|UjW7b~ z&D+~A-DXPCyD9jCc-IRQehTK&y-K6~Gh#x`v6VoT3|S`FqAnF zlA}eas&K(H)!7RbHqQS3e!lW?I^=3|khf2Z=;GYk_9W5!0x27QeIPkx#EjSMz@l)_ zrjU^FN6F3ArjSw!^Y@kGg(OF3?i;=Bot+(k-QlH8#K5OpCLUOrg8@f$+ZDjr;`MWCSNm+^@3~-}iLs?&rPFKxd+5{>IJxHi) zCF5}Q9S^(-lbKkLU#x1v0LW~>Y|#yPtL3G1p82z%!j9?w+2JEaF6V*4UEKXyQkfTu zH2i3-kiHeCXqn8cFie`oEDRI-LaCw2*npR(L`BA-JY*d+QP?EsFuT0ePannCJ>nP# zC$d`-HukAW+X2M+Z@O7tA6WlgIdjbLZR|^6<#RL`Otl+;iQrP$l+$!v|#RP(HH7#C+B^a>&tXaQ%lAG+gfvXm%C5c1D{*FSOA z-gmU+Cm?ak)vn3Y^<)-(?pgz%DK|H(nfBLvOX!X333U-1qpI=0kJa?yzPb%+BR7qJ zWrH~?hI>?m-t-UzpBOLuBGs#eYpE)x!TjJu+h7+oBS&vy*6=i9D(d_bS=CGT_1lG? z9!uxmK{`+u|5nu#P?Ze|6}#Wyj9<;^p>-EeXohFFQEwdEEusw3yeJFmW7QU6kkQTT zl6gGp8{~&=sUrt|Z@iDzoXRWx%Nao8h4u<#FXS#7$J zNj~o~rKVcBl9`QYVXaD83NG?04%zq=FWYB1D6)0gKbAoH^7Frg^q&wHP#sDJUMBef zVus_8hnpYZmN8a^-o?Xg!FB%y0gS3j3rX64I1T`Bc4c-P>EYkOmyXv3-a4Tnb29a< z_4#u~C)VQIY<5EBARJYcF>=@0Df*_~|X?}$zB3G&XmEVjv| zTOS-BxAwe(KH7x>S;hZgbG;{IRi%Ub2x+W!NzG{dmR>Xin$1KKew@bFZ}~Oj_8TW+YK$4lJ}y#c(PAN+vbtyuW?_ zkSeH5IG_S^u+E#MsE*uY;jsy!A}W$z;qJa=90QV=W0AX$JS57|sV}w7zK}(EDO%xC zSobc?TASliRQWqnZtL%soqN}(6TyBY4$mRWfhgP>CX2wz*;DK==lxeUO z$kNmC(dm7=7xGxV@Vv-IM5>W{Jj49n6FKKe3sOaltsOm`$tFB|^=CQBIl z8^($>3sKtBYbqDs9PZ1L-b68p#$;s8DcQ!U@Re=i{TNM)kMjq+{_eau$0pV0Y6=3M zHVAao_YZ5D#`CA?NY!*}UfckkNq!`hZPPx8ZH-0~UDPQ|tnL#RU@DS^7IIXdHyr-C3i;((X4ESJZ3=dcyf8Ond^!1;D^d&O5?Uhe4P@_5I|4Fb!W^a}M$X4ct~ zDM}20(Egi*00KYn7_eaPx$Q?wf%iHpUB10-{Qv3L5akrp-zLe2?cNI7wc+YWDsAc~ ztSpPuf-lvn?0j#Xb(4da(6^BeQNcuLVBP8X(2!i4j0GO+1?9X{e(E2H^-ml-4E{C& zfYvGCcNl!-Gnc#=tA~=hF=x11(v-WRnFaQolMS2Wr8p2av+Irl^f~1_V>!6 z+_dbY<#ZRbIE@%(d{1C)B@5<+S6r+!|2L=2=J7k~fC+NtCI4DW$u2xm$g`6!#{y4e zY*zH?vgcv`b+YV3EZPwTuMz59t4YXG{X$>TF3e#%ARjw(^wT0F04~jA>$VMR9z6Qy zT>zweIFC05G{IPG#qPYO%RC+wEZ0@Zd*<_=viqVqO&LbrrGqY$0A={}F~RKIT(|AN zDlV99B&64g179~5i#&tXDti0q?k4UUqlsHI;3B*+rTlm8m~*aaYAYtJ>nJyN zTp}a^Wu?eSQkJ0`c#=|3FS5KdS)S;7c^}Z}eS^Jn9q&T_^^+v!Uznjwa>)xt7!cs? zD!O@v{BOmgj5n~phOmB$^22Qd$&-Hs$}m6!(vUKpHl@5@_ua30@YAA~dcIBk&M=|H+w~{t z=A}9nu}eR4!=3V8I~D(h6TT95{Av~u5L?MHFK6my?>V!g3^zl|GKSm9USJH&XJ3gnMg3T=J$QrjmrI`hvQg%aL}Hvcx-!kHPctp_ z%HrgEW%c)nN}W<*VM2pTh%fX>+J0`x8@ceKgG%A5aX+>Hh_(ysYX2bDdMt9KU(xQf z4io)~H1d4tFxWXHt zbwm_WkAD?8J)q&BP%FgvjiU5&5(OPUepo&>T<;N7i@KnFF2Iq!66~(BrfbypXPFhqC3ISC#Ml9i*4QUR3ev~Dev2Sj%fi4*^lA$t-WeqXpgvK zIM?#t%FIj}GB{sTM?sW)!*?D2@*&U?ytUIL!iqE)h}%ca&B>T` zHjccd3+{U#e91(+*wrf%d`I()z&rC_+Mdh9Gydm)DzPoIXaIp9avMK=1dztfTg>nH zz56Hhr+5|#fO=cE{4b+L?wSO{vDVb7g7nt6-0iY(AhcoKXf;A9L(E31)2YEwx@#N$ ztj@XuV758_quTn0=-h#gk&7(0*@PN{f!2iz zny`qCK~)R$V$~s(b}Ncg4abgox{nXXQB2!-;j*Af`@F_#g2dM3?qjiF;Qg6EjEY-Z zNZ1FLxHp;=#Kjy_CNVlfua&TSrKhV@@96+(6O~Vb^XcUp)4%lAFz8LlD(e0S3h-CT zamc42LEF%88dRKy!DX|NM^Bx9?B#@oQP`pUph2eaG^dDqv~)qDDkA9`RSWJ{&IK@S4Q2 zqY`W}L6^jmoMJQXd$z~QtXUZUnySBn>qp)o9NdCL`%csoDm=YCED|(D8_TV<5;)t6 zjNS2M)M}cvwbpnPc*1G=c;$gM@UiS%g`rlZeUMkOg_zW|eCq@K^%5>EbYprsU>j3um04ycNX|MadAo~Y60ozh z3S!iWZaqgNBw~;a0AfRC<;WLg;Gc4Ip}gt4>Wf|^eDjZdPxL{`2yg8mn72=&D6!1FmX0e;$r*r~G~(sYmZ&scw6wj4^?EFp9FeD)5AvI=3JcZpEa!XIHig2Btcg!COoqgxv47<_NsK3K@I5p z`Eyn;HZNL9`EBw2oFt#xS3l&E3FypI+Ub&4;AIh(e0Iy$oA(SV>I<;kF}ffx<~y>N zt)7lLvGjYzq=94em#J=A!S#3w^0xKz_RsSEA!_ zoX>?QL{c6HQ7<*Z-_kk=kWL4~J4ms{Ich>H{V{-CbiD=ZapkqxlZ9Kx3+Fw5cD4KB zzVnpQ(^@~mcQ+s)01f>%faPs6^G8r;+rw}vU_DjMzTIx==%8|JsI9H-iFjVsZC@jA zr0{Sg&g$y+Wa`(mrM;E-8IO7M9BMgp9h$i-pOhbJOUbZH`S_puSYOJ=2|`YomTyjP ztQdE?@8Ez5&iJQ>wvZA6M}ckh--7f2WUBDo?slyB6n^;Ya-SiyRt3H4h%zal3=_nT z8^DpvW?{CA5nRs7c=JT*%|=$&map1u@4(=N5o>$Uhy986i|peRe9icy03I%;Yg*O* z4K>MemSEMsLP-3wp&bn$F$M3E}PKTbZWE#*7nVOr9S|k6bG|AE*Nz z-JV)3d`HzHkmSmvRFA3-?~HH|oBabKhT0R=m9De?{2k9OB#VdFNri)Os+HroGTtd3?9}SZ4Da6qEJANt#+<9zqf zK{(c;J2vHuBr@#KZ&ZCF%%C0Pj2V#=QrK(S+ zT3PulydY!3dt`UpW+r?_#h3n;YE%<*$`wLJG&Mq)gb4nxcz)aSgo2`_J2;x+?hzR^|D^BZ zn*3InS=?tUU|Gcp)tCW#n@iI zHHwJF;5M0ohcT3rDs$+I5d2hN=asf9f^5st=CycE4_N=1ljwZ2Qu|yY3BS=!$`;BU z-wH@=MOXj2_W&30-uc_jVw&rPn*(63pIji+SjpoC47nV7fwtRL=amv8lhf|^(7~-e zrtsPiX=%gr%~G~m^4G4P1~TbG56}J2O5#WFHj(4{zjuHJhMYxc2pv0CIXNJA#MqbX zw~+p46$ilnd@o|usl4>ffdGJ0^a5R_ySq{4?+Xmfzgf~VW<%^|>MIX930?!Q!VwEV zsSK#UPLJ<99=IQtLQpGM>XX9qtwBfr?{{GWjDZPRYV818mD@l`-VU7m`Ehv&t!$dB6AcEsk|i&A;1 z%(%@3D}Z1|?LWcH5QTjHPWQ!2_33o{cRm79PNsznb?eZ}uE+5FfJ2c?3f{hg<+5hK z*0K+vrlBxr_7pPSL=mH7h!pk(Y(RQrcUM?O;^9T2Ou(;#yCJCcgKI&^@xvw1(O4h( zTl23V6M1p~!I6ijXP-@hbV(&?2|M(z13Kv1G}_>9E?LKMG*1zu!jL9s_iHLn@;z6p zuHz>Q&(dlh$|{~@@Yt2`7K*X1?%8JuUN_-*e3~RvjC-D^FO3F58nKh|Ps4k)jJl8E zQg_@X$J5qk#Qc`m#GuSCL3>{(Qe|SY;qSTNVQeT>k5#1o!1B=2+eeWZLL|G4rIfQz zgR#pki$WAVb$xZ}U~oJOuJJ*m$nZ0Un6x;Z`a4M!Rx6V@JVBnmrE~KVDixt_$^2?s zvPjPNbAIBkAK^^GbYQ(4uqSTZ_}({oC3g6d(XUI5_%;1ED}BZEEiNKCCoRtNo_q&p z_w+itc*XBLRC}&$PFgP+)n=9AYYZxFAuE;dF|RGz%iM1K%#_+4a3=i+gBxvEFg&5l z$;=Gtg^y3VzTdstUYTd{7W~aPK=~aTKkR21ybaIvzKpLv!bJQGy=)S^C#h6?ZhbRX z*+~VaMC%fik;w`AVH|Q3gHZKZ5zsUYNJR52p63j&yH{+QQR~s8EUn$AR{$YmDr?c6 zjsf@a=Lk2uRtR@*Lj`ne`WL^|Fb=2h@+3(o%Smp|yoHg;giD+T=#4!QI zGb&f-aibTv&u5yoTQ9OR?z-v2@4{z>qGA$fT={XS1wbK2B6A~?fuPe^J?5a1zz$>jTRhr&pT zhl3yT%h(qd7690WDcnpv4}9X}C1{Fem(53!Fgw5e$sr(P%{Lac98w^2H!ZWZdHJGa z0i)}>d8M#`b+N-E*043f_x6h9Xyrj1_?2fTZ~2x>F{`t(G$XhgIS$^wZ5?Xx0A3GS zCZoX3T9V}G6fghaKLAxD_V*jJWt*FyXH>UlHYR`fstZWP0|M{?2LW3tK=%Pq8zILS z1!py9?%{RSS=B#ZDvzDYbZQZs@9ibu#_6nh6z7PmQlIP+#%^ujIEK%|Qn~Qj3iW3< zlVB!v%I8#rOUOPIyx9$YlDYJV{>46KyB`wqT=^TEo#zGVm1 zxb;r3{ZHc_!F%UHfwxb(HwFuU9u>!EHOoWOk%pfn8v5x|u9(y{G&3&7C85p>BImv0 z=a&?|gOv1|B{gCP1y_t{jfOfX6CWVVWW5A22Wy4YcObnOl|XTJXdZaC--Cj*f;KL^ z;ID5xs$Q8dn4$aU&k^!BUgf@*xeEscZ{%?LK^-5Qg5OmK3p81jxcH-D`EgA?4mx+` zP|%NNfVX8nRm+MR!$Vz!f?eS9DF^t&y{j+Jjv zF`johQSouY@Y*f+*sV=DhTvMEUpz2S5Eb4JIPv#sI zvze9D3Kjk?^2h&`e9Q8MD}_0F^K@ena8pW5Ft&iQ@A!@kj|uwz+Bx3E7DeSZQfk4( zoSOz~Cdupue$*_}9+yVf1-OzQ-03^3OvE@AwuYCkL z$)sCHPh}q-9ujITEM$h9SD9`#2Y^n8fJ;;;hcC;Bj{;v*T6%36ffDO<3mYs58kjDB z-|n`7&C1FOIN45iCz%lLHYB5s+XBkO4P5dS*+W)eVA(+6EELb9BA_L}%pVZ3&ds$; z(AD^DE-ydR&u75g^h-1m2E1oU#AVZ}WFulSGeVDVBm%ec9xrzKg`N8L`A!tG?NAp; zZve7v!0k`E{n0pw{&}m7@sO4KmM!tZpyreGk!0rjvmRSfcf@PpzQ?!Ow5V?q49HI@ zV}}GMz#;^l7N%~3tVO9U;>`b-HV!00JPHGRKiFaDJLKe?9tYajTV?+(yMdWl>@R_T zNas*tUcUU*ogtRey$4NZj23w&2$^|^>v62?{%UPgGk-_tP{{puZ3K1fPe`mf8&3Fp z+atMY+_niz(&w?Ng8m<+YWt2_dya|^W!paYt0>>Y^P5F*P!5FZt!xCL)JH3jorYZA zV(U0X*rbpO?%-ErDT;7Xs(uq5CS^m&nndRk%IyYT>J@3~le=yMNB?#tc}fonSP`|j z#>yUJc&Nqf4jFidpCY(bE_27Ht!=R5TG^6Ku2}3jQ-L_=hj^_P-be*=W4EbO>1x;B zH3m~#41CO8VIgd(2tL)T!9c+I{Dm{7{|y)qhELLc4qh~tOxyv}i-7rQ8$G6(YV=1{ z%s;a|Cf^I{FzRSKX<6_l7^o@cscn- zmpe((L=AbU&gzbFx@v2CJGZ^9dE+6##Lz-uEW)~h?`$k&$?F`_x}$pl>L%`WLcTIB zn-c%*F;1WGf;b-2(d&V15=JKB$iH-{e=6}!c5d8*KKyM1vE0)H1qefjXBAk@@T@9@zZ<*VeeOys32d0oF3s-E9|1tbY zji*M~#UU6BF4Ach3g*wg3PitD;+#KZ75>x+Z$j=5>wvi^5){uGXrt905n?E5J*6Nq zFP1Q?765%BXu8Lo`cvsB6LKHOq$Movf!A~Wfj7P+uwJieoM~gnQrNh zIs69a6Ydyis1BP1^6da)b0V!wnU0X5A(NtCPg_QV(61Ng9%Kqbp6=ai_q4?(12%LI zsf{)SME>1onbUM}qB0UT^+sqKaO;yKZjwC;GvR8ur+7aFNlCr7u?OI9SY9?EY%nr0 z0km!M%Yiqqo)I|nLNe>PRIYm&1_xOeJ3S&H5UKpYdojQ=x(<+)j!sTMZ#V#XudN?+ z&WIo=7WjgIhF#!|AvyjcaS&kRt0!WY`0U0+s`?A#vD)p@0WrCH_7iNs0`m|h7~&i1 z8t*O8QsN9`hP}eR!z||T_8C;la`m%&0c^NXMUcqq-}T{hYnls6(@)TqL0g2DGL^&d zOY1MBb|()OQm_TAWBG=$ou@HHW|Fk#c!0n&BSlq~kKzniaOHMkdGcZ1pMgw@h^|;6 zUFa{|6OKEJDbCOLFW&_hBMTXbhMr{5&YP74_+E}5F^~wqvFz#o;~U{jf~r?{PDylq zXG9r5MaS}5;!D4aHy>LDzY`zkEsM6U5N`IGnGztHWpp!V;h2apU$)6aWsdLQuxn5R zZ}@a=;4t&D$iZXOtk_)L%CRa)NcG3sQ%G$&M}sa;v}_`0K7^8lH0GG2P7ENew4ZCS z4yZm(ZQPpD;?$a}Wp2Y_HC-7an%AaOPNxg*n@Xka;uKjP89UO)NjT{bdg_^?E}Apj z>`O+b+r9-+?2I=nZ?oR1WDd`?S8i7G_$e}}r5a}+#`~G}?_uhYiHH$TK&Uv1__iI0{ zIXlIc9U=WGVHx#KVLCMESvi9!9fif>(eac(BOA;L$F^nvIAD&v@iflcB-mIvDtmT1 zo_>+@kKusfw-i7gXq+@h9u4$)lPm9l3CAjEB47JpZ=NQw>Q3@ z(KJoD)E_7T8-n|{UW=Tp%xW-Lpv84?rTA>FB}HI7HNuYbZq`TF_&00MEadG2ZAIC8SEltPQJQ44|(k~>rMUbz~f zMD{e6VzbKp!JTbwScBsim`Fozvoh~k{@w?stOi`?Zr{(Gm8VsEj8BXDvf2_Ahujh@ zdP2$z`P;t7YU{JqNq^8^$^?b0c98GNJoeEmrK92>gQ~8?zDkmF7pVggQ40W;Dh8c1 zxB@6kK7d~b7+`;0CuJN!hcHO5m~zN+HpDi7WpHd;8y`TT0XC~fChGrjnQd9VI`-Cf zF1MoRNn>PBGChaiSkGB=n2zn@f6oiTl+owZQvR5QI&kZ_4G1P9+>@)c$rQ<*zwyv8 z@+_iCx9QBhl=LY$p&C5$t$l6KBfKrfvm1TRT7<@i1tki5ECPP1dKT~Re95o`%w@~& z?*Vmy(;S(Bi%-Az zNu14Blg7gQB312n2jtt4)i>d?IjH4xVLz)i()H66Kp=9|zWUhO_j3CBWz02Qz4;zT z`vgcs9{N(nns1%O6X7C?hoouY&40Zbuz@Msfne<&x99W<%Bh&~13{5%Hl^c-&QG0A z7)pgB)n8D0WKSQBhOgAwXMcU@c`_MNcO+tbhoM0Ja1fpIT~Fh?$?g6X&O_eq7e|?S zIc8lt(m_pJH+zA6h)FAc65@ zW$RPAhUITDe&*sTS&S)0+;nqjg3EMuPe2nWvp&;_0w1f@>KjWOZ__|Ett?%~Cg$

Gkd2cs{tRy z8?V6WwQ%PN->}A-lwd=OPa$3dZ0fT9{FZ-ca-y@n!(3K8bsxWXu1?bssr0%#LQndJ z(z4*I7~xV8+;#wIU?6;`)|_)+W&a8lti20)JapT@US~GtI{1r6|2rjy)v|K%Cr8|q z@Zzcp>w4g*K{L~uGue+19KNq}MUReGE6e{HQZmdp9_()lTn+A*8=DI3O=K0j-qMsi z=e-!!gH9^ox6{qp8?qOl+u9o=Wh73h*+}JpTwjF%W##*;hr-(0G;Pi0ggp=Sd}S(e zIpsgK3`!p#pJ{8RxD93}19$sqmC~Er0MD3EJFaF?etnjUp=QyKDE=%vIMhP3+xgUn ze}taC!1G5J1uN1UsrwL2Y`HTUn%2cyEfs8~{HQ*b>AxW^ee01MmOl}y%udewRHyuE>oeAu5mo73Fa}KJ-Q?K9wYlvJB=Arz6L+q&U?V^pw>r%v3h(VX?WAvB=7`x-tJLf zJ=^yBQ3h=o@oF^v>gr?mC?P$nzw2O;p>LP>)B6eO)zqLk{C9&3LSWx}rvyC*kdU3c2yx#eVC4-Bt1V+F}-pxEgikMvs(=(|}@++NN6i)yIb;ur>*50+D0O}zpG zYM%jc8M0-QKqW#U(|rY2yq2j|&7Ckpo1-ht& zmFXfHT@wty0DlEH8!ht)y^^Gl|4jyF3D8f~UH@Z#WKCZlU3-C!bDL9~ILs&KHLv-p zPl;*Z3a0OE=o5YbqR1UP&E-CQ(0cFV~|UmJ=xA!IHE7U>%@ttn>{k z!~fpHa|e9h**P!$h_*Z47oGU!f+IRuOWfV@S=;@pTX!Pw7dar?i4;Wy`t<9q^kGRE zQ&lZcXe)o6ads}f5@XS5E2VW2ceZ7;S5Dup@K?{brrxltSc+Fw zP%Eb=LoUq{POvRpGbQA%?Re@LMFyKt_WyW}~lQt<_|#0Go!8)#3R z5MR3U4_Q?+m2)|`lI(B3r}-i2)!SN+@Y?#vzErdJS4j-?ls1|8W;)Te4wqg(g1(vY zertZp&?1LV*JPHbQ9`5z->(TyJ6$YCKnZvMByRSfA*s;g$1{?o&)JPwNPN}%&sCSs zuTT|?jWy3`&i}im5GvH|nX=~r89yX)s9afFqo0ncJ|qNXVF!rEAS-mfR%}apF&kO# zzrfiFxT|}eu`}8?&;xaJ?HdO2&yo*yXS^jwn%St6qlF>GX%mHF<9S9#Zo)vLU+9Ok z`%DX-H%+f>GB82TD{I29l_cT!*XhgKs)u-;`ka9AT*gK{tG^DjBLKDnaQHcuu1w56 zJhl;)pU_g?m?jdi5X;N3Gufx}{kfso3-;jX(}yKIw1!RE!^xyE(8`@nLXVt*C3_-I z43Jp{uAKFCLymowiuNiJi3CMZ7K|AA=vYXJ@*QE_kn}9&1$4FRAbx=#sE_)uO6v6_ zFAzYTNv4W*I!gk4Tv)chJ-%Td)Rj2)msp5^9p@ka{|8KW$Cki*S;wiNL_AtNA^511 zRBP~HtXzWNZ0`D@pdedimWe3RRNc=Jb$1JfH6q!ZoSZ3JPh33Q@AB^|t-cwdDR}lf zxvtw4&Dfzmq;~59jb1`eG{YYHVa)}5Zv0mII!W?Mnj|6vy}L8h>zqb8QIsl+vajpb zzcya_@m@ETzmU3?GU(&*%==Y1uYZKV7qWi2)ukK46JY61;^H>2;C`$Ty8N2;X`;#O(=0vYqxcYM}qy zeEEDt>bYmSg(l*Ie{gmCOeoqp3_#a*iC$)xwM0v^;$Q|r5AEG1x^x8ZQoc(ZCZFZb z1i2KPI&nf$qW^88{d?)>34h;VaQXfu?(Ds4|I)4Rvg@Zn=EVt~rCYq)@hjTeM%KD? z050p%VkNYdP?!zAoAN94^}Pd1#Mwa3P(-X&-4lPfg{9JV0v+0$*@*&2J?0W!v?y7J z!**gTgj$1e-w-CFt$7B2GJ{(A()veVeXV5y0e9n1^!zoj?EB(ro1bEJj&jDjR!YFF zLn=!tvo(2mht61I&5na6(;AWzc|oe5ElT3{^SI7gd|@%&K|9Wjj4mvZj)SFOGKbRcg&33W1>_~dx-eHnYYZ4J+$6w4wnV{k&XQ54LyO$&B}?PPr3I&PpKX!+vF?6pqB?r zPAD|;Av}RRzTfokMo^wHD_W7cstE%atiYj|1h=CqcaCf59b4|dS;IT6_VV>#0_A3zb?tlm@<(H9S0Y4eYrvabg+O|(HqcWpxUD&%x#A(I+22Ykx)As#^dhl>@k<@JX0UG|r?l=+4 zO~;fdm9;!CIkr}<%iLmd$GOknmyM1RSiEt%;@4Z3gY5=G1*bEow1fC{-};Q+hakYd zGNjU%vSE>g*)KiO+D`kka(DOodXM>M-8I(#S^p0)Fa%?x;Xw=d_Q}_sS~!sccUl1d7p!A>>TQMHwN!%+h1i`P4#!(tQ=$!y$F^eb^Y}-Ql~m$|)yxanN(2RRqQ#+; z4vw6)Aazo6IxR%|s2oo1%B&_Q4y5bce*-ShwMC1Ux_(BMX% zWt5Lx)A57dRNnhi>baf1OGphCtsnvHt6ZRP})WZ)ga%= zyOA4aw^=mSmh0rwzBFqJaIOF4Lq;4z7V&6nL-ymcSrWgu-t;it;E~h1MU2u$hl?p1 z!}g*;)r=v;@d0OfQc6afArq&Vg7ViJpC2%@TF+! zxjc=$aocchDrMR^JZ2~(?&da!cH61&EmbI0y>1+4K7ILI9FWLA-@UN>)4lJ(Yc5jI z+SjR2EbwG6)_4(=t^|30YP!lO>4pAhVVvj3Y?W^c*iMQpDZxQjjALA!j^L{+#$phP zZNrK9>;y6BpWy^~O z7`W$A_!3=%pVt2#mi+zK)hqUuRVBtC!-h>M%gx=q@<>!vw2)fzjhgl=%cWi4+gplc zd9l!!LSRy9T5ijKzrHR8eBB@+H_vk-T!k`{DlEG?Rj;RcA@G(&e6#9J{k=Q?MMy1y7xr!pMso+Z9NHw$+wE; zsYYDCI;Pg0sWJO|H-M^`QrQ#Ii1d?tQJus%0j+TCs6wTe0?x0L1lgKz5Qb06x*}Ni zZ&Uw>J1{158@uW7IsG23S0RH2miyttRZ!b^6knSh>!2Wu^@cUoi9(@D`mQx%Jojdj6ZwY^? zODyw5c6a2Tw2N>F?$LCrVG!ghOpt5ScLhJ;rqBUV@v(a3>hkqY%pK2Z6N3Gq{MNRC z6w-*2m*ZfU4WV}P@OH!ljWX5=v&ot)o5Ni9kd$|cynlQUXL#~I;eeAEC$DeJqyHMT z_`n3zTkuh`wBt_RV+OA$eKPz`*KEazdCM#}bj@NQqvV@xEg|5`ipa(h$LM{uh(_z% z^<7w&h{29(WjPrnoRdwTCiIUK5sAu?mtczk4PIt)-h%v3Kk_njqd58dLDusldTeyZON*!QfC8H}g;?Tf z1dxx5GwgJ6`}>z|&5p`i?k%>-3czH?2JPH$gJPW+6 z|LzNvdnQ!osr%m+>f;ft41It4?*h3wqVS-{H!n~9bZcQHm<%Hul8o`E>nCAtR+|M( z>9B2!)bdvz(kgY!y8HS@*8%(}dr?(9sE-us&F1PG6uWRm!dBVyN2;c) zhYST>5fjj^J|4a7c^WrmvQkFWsz*FbK(!bjNDAWrs!fr96NRtd-4r2U(91F!sFb*R zK#r+oG2Bdv4G8`}|6QiM5FFUr{&!T2rO^FXw0m*UlFY5S40D=d1)g*dlFxJh@=Tw= zuIF=ObZJ#=u}=z&_OuXIm5&ac(CJAg45S~Mo14zbAGJvB%9R%Wi{)zG$DxCheYmM_ z=hnE%ug~e3#KSsND-uk&d~wP7=Id!rO6Rz*l6Z*rBY0r$@RyemKXpeMe$KyJhk3dB zkFRiFYAZjzxnxpL&RK-WSP@};Q!7+rV>sVnMtPPZz;Lj4UUvXR0){xxvw#9gN5}ds zCSay_OJ~fqRw_OqmcxT=tA?OANRQaDQUs`tPy$b=<=JoLFegKRZ#xZNyq3E7Q?n?F}at5`qeu5C5Iey zx1BkvcJ|1yu%-$$Ne{3>(Z5x6~~ z?E*_3@Ny?K-S75qqumi4>BjG;c0Zv`9;>BKZU1NvGshW2shBRCu8*tyYJ%!tgwi9b z5kV;l6ZrQ(LlY#@%*QFoel=++Rszu~z{y3^1qphmtErulql}Z&Xd@ z&3_&?_POo&)}8O>;~t~^KAym83%ScvFFVBpw{@6%*&<@)X?>QE#oXzZ5$kj?P*BjN zA7b*^ozQZ9#HIlismmT!i82=N{j^a6M3P|6j7sMBtDkwFle1%H2^KOOtnv67Y2@_- z4cO|5O$s0c`MhesrOIW^9Q2s&+VLo$nm$t^EK4p>Hm-$^lC@}4zBNdSdXyJ|N|NY8 zvNbD4-Qj-Tqk-XgXj}Hu#0IQtjyxe)Yb4Ygq>tHHF4JqtUFqNjiqZQ6;b-p!QX)Bp zB_#`!yg-x-y+OD-xvcSc3zUfpL{Nz*ze8?yVI|{$bKDw~VJq&IgoyWB{NuFR7p*J%0qo?q_;9M{jShbhHFl3wg!k5&U3(L9DNV*&^Sm{5?WuYHH^#G zIM^2S$>iIJN&3&++5t{=fV%1Nm01E19^BzE$a{w>H+5%3^s*Q&=;u2(=>N?g6J=(u zt|>r7UFy}5ohF8qex_<8^P=~(g@6qCu$|bi>CP<+fHW)EfAelD^k1;V{k;qT_cOQk zjpdjGtXkB->|xy^Yfthko+}5i7kYSktLbwN3nk0HA(f_CjCnPYI23}pkSxoZ+QG$w9c9W$?za7kh6@C% z!SZF1p5GpVXr*g2z2&SOis|S)pMGb1>SX90R{iy_aI6=P8~D)^T6E2D{_kpkHLSTr zC3W>Q6Cvc3BIKmIAPo{$tTCG?jID<$AdH=Hw!SXX9kI` zf0H*U3Z_ZU2_lqu&h63dxB~R9BXU2rhk|`;SJVdtL<9sSSt*?{@1sHFW*lF^%)ay_ zrhAu7k=ELp&w7Q>eGXDj$PI3u)8fE#jy3+g=G#DAC+C!vEegX1N~Tn)=)Rf)=v$?F z879-^spy}wtff8@?0>1-=XKb$k7hY85=WFHqm$G`gXrXNoReEXaI_=8#&6aU1|0}k zX5R3{`ccgVo=$lbNZ25Xx4Wc5RNN^Q*B4ig9&s)WN|HYe6(1;*XJL_jFdRgeq%Xo* zIP&ii`rbBN*El+q$sF4yvt@ek|E}1S*sVZ?fs=X8bW)RB%rz2QF$@H2b#=T^(Z*If zpY=X@WBjwpe5JmTX^DN`t-S3CaUda%M*Tg;!UBX0DE>k2f&Yo(t z5evGG1FksHlh>18idIO{>0!yU^ifz8+u1t;`6|mNWX|$VUP}&w-nkaWQa@g8zRqt= zZZW`t@C;RQYtCqmlIZ8t>&UH5&KYO{m8I>f4Xt_>Nz!%sqrKAR_3{?%03UWZ7Z8)f zcw=g{?dVh2lt&WxBI;UqFE1lZB${cVl{mJ(K0YpEVzmcO0;BTcN<%vk5O^lJj5T6p zBNpDHt~q8?aFRNZ*VDaDsHTP46>I-ga?8CdCYWKh!{>#em_S5GATwEJPf zqfmkAKL7=qhF{^CZ~?FT1CH#Etw9CK!VnYY-|-vKi0uxCz*s;q+mY^BH?(k{-QsB2 z2)u3SD(~}ivIV6%epYP5T57hJTRFV>TTc=J5Z$aV&+9w-ca{bdAk#MH~Wq4IJJFn{-Te15NBfm;w`}8&VCyZ*9R7(0cPj~Z3 zfmkbFIEYP*ES8q|<5ju82NX21%T*E!y3nTYVal~c)oW;hII=+)U~Nz(6Kkfq7MD;+ z$kYssl($ViD9WQYLTZ-Ky}!?jVZ$LTHD`aMi9f0!_!S2Ikr+LLh(Mx&;NEyPUzJT^ z6Y>;97MbMvcBcVL1UaM%XD|vM=YcY7iNRK_{QeuRlOIS^6|N+T--J8G^nojl(GGA* zV1yT?NUsQ6HpiCWyHgxdoh`8h4~%AXyj8jlF3p6*?h;C;{+LoCXdwHICM!)OxvV_i zOWBb+PZ-L8l%{VX4L zT2A`fm1xkJWP$v3bj|PmDkp~?ZEu48fTxb>g@3otbPd0l-^szY|PWw3xu7TbDWrNI)R1OjKd^5Z8sAzy!$ta?s=!@`UyGY$@d?r z5^OA%kXSpNu_GmGjx{HTH(!};zINZi!+JTp+0q~z_FxIh0zOE@-9>G!miMSzV5|;? z?3U#$ox$Ur9NL9zSdQPx`8OC)z^+i>ucZ}kL|H@H27FUy`bmzI}cgUc0jfh(1Rp9mp#; zyy;su2}}k?Z!>NT&snGnJyU!^TR*1{4HJ2!ICcbZR#RbCazk{&Xdraad^Z7QH0%#(`b-9I(qErfDuF zZzlO}Sm9YsqRhsZIKZlAU4KlB#qlG7^r^VRYGI4Gr3Y*kpZ#DHF(Zl}2Ph&~Sl{uO zf!6wJdr|XaCKh*kO;k|4waTF+qU-BA-tki0T*{9R_zjMk9qpNO00#@CfBs;bLg0JG zO?iEI;~}O-9mgetE;wyY<=H2$<#PD7qnqoy-s>gGy2f5B62Afrn$Akem-7VH-WxuK zYg>e0jtHd#E)kg>hzE#-3Q4HjEblHulXYgyxYJ@{Vow?!$Qu-+Uk{ZgFp=3p=O6(q zOPnv?@U!2Z!3h@ra4m2)jC!39Jo|y+QIBW3c9sVndvREIC5)$m^kO|jHI)>u8ur74 zm{PO-b~qrrHp@Yw@1UxgakCFTu#Br$?h!Wz1QM&Ah!xfLSDCsuJ$dETJB+Sy@PoiQ^0N^5Eio9C2W@}6!z1B{qNQrVgc%^X2q>FLH+#*_nmcX z5}VA9E5Sd?hE=xR)pprJVU0YBmiSeeJ$u_EbH0FAb9|lfxABt(*R(Ta*l#}@wo{>R zz()N3yFb&ifpD0*UZyV9kbEPC=kQ9u7AHzZR+6C_Uqfck*WvEOf9<-9U=M+2QY)%v zYW<4maAh%q{XtJ|Dz5~${m65E6lu%K7z@?$fvd)6R}t+~qpW?c+| zW8dWQNH0;{yBk8?qY9`B>c@5$gh1m@jPX|AIC7ym$27;DJl`xlyhn$AO6X_vl3z!9 z`EdW{qfX8>GH%fe%U?|Dh;cee5|)r?k-${^z{u(x{4RIr4szySmG@@u&#KqNE5Q&5 z%~ts8ctF^ewN<0tdvb0AP0++>VU9Vj1Rx%)?g?jHdG2-QaM}X5QvO%|G-O6jK9lU402%w> z+3`4=q$^YIulw3s*_ca_Fd|B9vh|#%Ises~sC&mgC2(9ZV~QGz7J?Gswqt-2H-82o zk%R%mZdw)KA^r}8fhH?K4RqM`BF~58Jb4sstbTp}MiEI0`=XrBs3Ql=Gqtt*(}G*Ozb+H@EIu=OcNm4GX0yJJ7_}I`3pqzV zLK$)HQp#_}MezYGz!2F~uZ)hrQBkNYHz6;c><&ds)^~rNwg~eyrZuflEwK=-b_ppW zv?E8fIB7G!ktpeH$i$BTPH~TKPSiCu%*3CLyA*_!Vy)-fg-_kLU29|iIUYmbNf8G+ zoJqJU1ydhvDF3h+B+jwKyJd!bYe=+1baw`fQLW&lOM)>@Bm0tWcev!#QRZzHHLk_pZT%hsy)eG-_xAce)R^8tV zIv(SRSl~=aGzgnwW_gTShWVm?a-TIb!*)2D-H-axt$Wf#lpnwCv`e}bkAe%}=;%*k zf!A!qQYGWN5u-uM;KK4p@z#;kETm}uwc2pUvue%tfjD!ed&k`7@NxRVF<#S!WS0%f zlo6gQobq+&1(d3A0W^Y>QR5Tbrk09jG58tQoDb~*4OHLgj9h(2P&vZ=^MopVcix^t z2NypuRttSLx%+R0bffB+y>jHkO2+$hBtbL2tpC~Gvk01=2G$=?wa*ebxe0-10HYN|+r^a~iNeYSSCiWS4} zo6EuWi<#AgGC*8^?2{;;%LRrDpi1VBPV55$df=15*>HZyz*#$4{bmpT_lJX)sgiLk zLh`N-2_M`l`(LmWl4g!%_kKelZ|vOcKK!xn`I3;$BvJV-;R%Ik$AAN{HxUL5k0w%h zcE`PA@Rp*2_$E^#w3QCz(l5w=zxJ_2*juOnn9)(IQJhtwsWAw(Pc5 z_Mm?!kDV{Mub4AzvC)uYo)P7=E_cU)KEMC|C~GA^MzfYMjrj|BCjmZK=G>7rkXav; zHRK=#Jft79nSdtn!lEM7hV1_jwKv~B(33oykl6MSMK|~zG_ZQY;}{J4!C@&x>EYu( z)5AQwlxhgkZC*~|F^y>CRpk;+snV8@&?rS+whL{G^V?!FY^>gwoHeJ)TdZOEV_ zglP`cKqQarapi@0BG-|giAO$8vkDbS@loThP`Uy~SB>iZs>b#KY}ybT9l2OdT~j%I z?;BG9O-q)U&_H2WD$uZ(e&;a{1dy(js8rF)8a%5ZHFf=@rhJaY+bH?V+3VxJo1X6e z%S-MbX)nNf^Sw1mRrP3AP7WV)$m1o6?28C#=;%5>l;B2vq*{585S*p>9-`7nxvuG& zv(mf0xJ_uC%$L&`Res2q(%83XBnlo^bM|J>xRvf&ro&#@+}r~%o4_H-R6wZ<84?T7 zvXE9m+N?K#m(bnlw6WJ+#SYl?BH9){0s^%#v{<5&brQh>-p>0^1e=MCYTQ|DreHtO z7MCd=XEesl`e7++IR>ii&h89c0Z#uVH;S{SCF)i___V;TPf=9sv zn2{?!XQ!j$0W=%OF4Sn>nz-Qqed3 zyH4(Q(4Uh+ff*dIm&2U2or7_javfR^_&vjsb#^LsivCm+faRU?3*)AU2k(M;>iVJ- zqaX%NKSQwltbjmpj12_^*;lc{#ktO5Gu5T*w8`yzXxzE$eowHvsHoi;_OvYYL9F+B zMdf?)P)(p=**Zko7gx1!JEN4;MJlP!7HQ>n`HQ)-6p_u;nya95b=Iq!_#w=A8aU)_ z-||eWjR}J`eUoEdc;;l%+-x{8Jvnx)T2r^Dj`AV@JSB-A8;X54D#UHSe_ePrJLD-? z3S%fpqSJkcNC~vW8C3*A&t~urv|FeDY7CE&wTYX8880OOEkd;_Zfn7ETH4uwB_Lw7 z3?Ndx0djet=VB%&CwEHUDiv$$GG%E4yG+sWh-Ditu0@%7@@8eu71WNjOazKC zkpvMa4M8Z8j*kl?fo4RHi+l~@I}Jzq84E-%n-bCtk)}-B%g-U({ma731%LmV65Yfq3G9X$IjeXR;e1tj{ojA&np8W|?HOJbX!oqrJZ*OE&y)&t@l_L*obA3q* z0=av5MDWB!Mg{}7H-eboIq+DZd+3CSmtAvwXF0LbQAR7fAyjQod}2^Dt^7( z7w^{10!dQhD7;e_Q$Mle;bPrq^3P|8-eDj3r637VEBl{G0d_}#006^HoFY76luyST zT{sv6k`$aQp8&7b<8y!8p25uqPPR(@^dmB49eXrvL{vrpP98f~ApDLj{1GA%kds_si|gl85=tz7leuq$fJ4&2jmIU2E8F4zPLL0=}#}a-e{np${YK2S>=MNO1hIa z4&wt>#I)nE>Jj1Zx@YU}LFapv1}zk#vNn7euztx}>!Tudy!ZZIZKv0jBxwG&mIUzH zjL>ECBBplZr*=oK7%>v^^1;Q58Z&;{G)BNohtO>!(O0@gX?B^(ctjs9^<`FCi;C_` zxjyffDzc?>-bt>(U{b5kqIN_LPHN-Q=Q)G$YUJ~a7rMWGb`401&9EdEE@oiBplCh{w3@T4ckzmY+#R5HVU4tw_4@sba=s3)4@Fr`J{3Pa=RmWfQK>r+h&vzU(lr38aSJa`vN#wYr`4 zkOiQ{rKG0A)cFbc`kLi!Sc62yTr`*S_vUZ^S@3jz?u#mARk3A&!xzXF!DXyY^#NFB z^=dtxCGS)mZJmN?6zBPee=A-(f3T?RGI*=5A=joJ{Xv)rQIvCwc&;?%;d?X{=D4@H? z?}cBG)A26PNRDz(4i~2K0!%E998_g0es;xeLov*S<4?wrxS~Mb*@C<&KX|gB-%~>; z1ui*(TvRuEY z4gS;Z$LcBt2$aT%DW?TwGyoW08e2kE91E{GFo1alj0OpyBbE>SKzyXI)=#r$Q&3Ro zy_yjXdOZ9}zyA%7$$pwV=K4t-0K@V?P|&{c#4IcTHIEFFyfaX!sY7GG@<7*riiUp1 zkFI=9d?l%L=0$^#)7dL<)l#fcFNuQ%g_LTe} z=~L@%JzS(@4{FR-NvdTlQZxGXtCU5F@Ujp}x(KrFy8_r5NKy=hUrFuo?l`8EWaYU$ zQKYm!63b~$F34L(fn%G%Rk>V4_F)c$pOm>Rl6VaVSv`K|L0G-Set=%+qf`GycFdq%x)bCuTx%D z)13^~XsGNcNmG*^I8H5u*4kJ&tbK;io~G(}Ffygwtb*Q6nM{HA87PRXEh46>^DtTV zHmeS>vF9F}M>|{o-pEtXGuQsPCkAoRu7O)9*5=jQG#m-(zj<(`f@D73Nu79p*1`<= zp8}~zxr=WW0+FF}cyL9uW`> zRFWyF=fi;am?bgpF-zuNVYeLSs0Wh7wWg1aGqR{`~b);-qBR=^ zCNeTIy(*`4`EODNy`7nX3JFU9?MK4rW_@B@iA-hfBeo5t%S6{t!5zL3 zpq@Mmp_2Wx#^;CK1QVPI!|aN4)5$C>Sv+#xI?^6Tet>|cP^gAt|dTWDy2eJgLv z@q9IX4~A^xBeZ-9K6zwa$?WYs$qE?poFNBL72J^gDOTsDp$u zA4aj|7Q%14+s;r9i#r5SIjV>P`jP;T&H2NDKx>39$>eBKhQs*oaT3s@JLeXcnO=98 z2@Gn?8E;7w=aIz798?_D_Lj1+(CgK3q+8lV_kaIRWz34J;8BY!SFbjZvMS%Q2tyKB zlW9W>E{Q6~cI9#oHrWL9Bj`*wBNRhQRAqty~QQ6OR1Jm1iJ*P^XJN=>FtVK^# zm$YITG#$ia%Tsc7fAKM?xgSs`2m3cfrj z>-0yjXwl-rm|_&&&eYza20gZI@UmDbJjtWrT^bbZAP=AM^rtjDBrs;d9KV4cl5fe9 z-gmprdjhBVXZ#`3zB;zu0l_2Zo5xAsY52i1PePM*?t<(G0Ni^3YxvLI$ee*`t>41> z3dp5(%vIP=*zxaP{wfUgH3bkjalnSrir2m6TZ6t#i&0sn+tvWnIKv+F-(RR6Db`lV zk+F~O-KOvx>W{rZZs78#0^L;(P~`;JBMlJF5NdN4KX*caU)&6oOE~1Eur3knwxg3g zWh~5$$27GHIHzZYnHLwAc)6=&d&gb=;8_+9>pcar^CoEpT^_QC1>PoY7C9%B0TsG! zdO*3Eqp~d!H#Z#yBGLyKnq?pJ^&0PeH_Q~BfY9Dz!LyQ@EE)kBeICr>K}nH z#8%yeJS_XXDwx&Kfgvc1FR;3X-Ov;d5vcGh^rm^B@L zB5vJo%ndkrvQs0tS?$Fkj@aJD`u5v|5)aozt@Tj1-ccNPS!PE?ZP|R@A``9C6YWo^ z8YLVno3t%GeR9Q&cJ$+y*zfA|%iYbKmVPZWBg2aMkc1)R?c6_mG~T@zVaaPZhFcR0 zxdm_9DVUc~rWxIHbIK-4$s&D#wwN?zCHO%OHAKuO z*FAqr%6%;>sk;E+%6SV+TfjYuHSf_dEtb$x@TE=1&sFPC8*#hkP|$MM%tJ8Y2cI#o z^!%F53p?F@7Ix+_H^F*6$tWbEPZE|tx^Ye)e+zJ9H?0eff_EQSi%TueO4r_6_- z@r(cXx+Sef#HYQllbYN+s>43IHk|YqE92tcHssBJ7x_2!sGGoI{mbIxdS4mPG7#c{ z(xh5%pP))O&o8A&w00B^*pK2>k!85K7m_el^((zKUFG5sH2auybQ4Ur-r%?wlaL)8 z02c-@kT20D>ddsYYiQ~9EGRz-W7r+6cGqgLo42rj6O)uNlX`gAlS>r~ywP`Dzy;Mv z|8CZkZpZ>h-g(aO&9$$0#_y{Yw!_rfYmhx58We|xH~}ot;reIqD<=U6m5HPC087e6?K^~4pY715SLa11o z{OTt(Mw7+1iCSf5_{Db3+a>tQ5enwAS$PaBuCf1hP=5P#E1+r@of|#QTi!5B|+`YUq0NWyOp6Y*WbACz@Pw646fcSZrrkwN_ zvq1om_LC*$e&W*rWN1jL*)RkEcK?TwIBc`rPh^_3mI9ROOM3G7T2zBuVX=T@{^>3u z@hbLu93KI4?v>Rqy7>=))GWk!awpW+C7Y0RXys58(k*eGuiyVk{LSK>(!xL8kGsEN zIGmg_vuhD6t*mU>s33j)jKu%4od6%e&T>UkXy@e_9Vjd=Of4=d0wxMQj_m&sZ>*KT z@wVtqGw98A<_;M61!=`fm(O^9-?0JeD_M?M;N{4){rKUb(mBEF%4F-UqZJ2u1)hW+0NvKB$=32Q5`5Pjkw0 zN1s1Max&3@KdB zZqs`MGjuvRV66OdKL?jE3kno%&R$N<`?$3zUeXVmZh80DlA57p)(Oj9tO8lcW>^Q z@-_mk!{d5&@EBxfYmJIeZ+*x-MrhC4;E@P0iunVu?|2#%q|nf( zIk&FST+QZ%QeS2M0+at5SR{>dH%av0L+q^T;DlwG0;uGW};BJ;i09S z=n6@>B0DZ?t%WATPcD`87xe}Vjx1JqiP%SSwMkDS{K`*JQ7((iE&t7GBY(VGYuLij zlB!wg_Jv{|kaJ9pj#s0&$Do(&AIq~on8TAVmU}5sMQkdJN`-vY+p`L-;bK`AgDwk6 ziDokI*=%$xeo&2F+6n*ZA{JqhS!vm5DD(a;J(`U|M2P(#|J60udt-wnp1?Opf)_4m zN38%Sw4~r*n}kP^E?LcG`0vevN9#vMeAP_v#+}#4x?6zUang4BkB|;_d`e$#I&plw zVg1*Ios9q2DBB-YH&#gl{8r9>Atvk%&lIJnXa0g}Y_;mLwKO+ZZ}@@stQu)#RNg7t zc2t5~YzaqLF7jZv-|Dov zy1+5Hn7I_{Xm81ic}hQ2ZMBF7!74WL$A1*8EDq?<)eM6lhxp5`^6kk!NH5 zxtek29@U>uZy$}auzUG!amCtE>u#7+{zteY!f-pdM%r(s8-4t4Ib!HX{7ZAr$o74Q zxA>L`JF#`0#qZ-ax>^3HJ_`;wt<)fPspocc9#UJ!Z=Abq>rQkl{t)j$JL~x*)aANTM}4)g~`+OE-Xyr$RzF1_}DD4p8g#4piu}C zvBY1LvQVpFl~ybmM?y(8#MESC_Ptp{LZ$>Rg5uJxK){l)w+Uye6>E<2Re0TO0UuzI z1r-0X#Dx6I#Aw%p#roEA5p_TQCYYwI1+7Tv)bCf(J1F;4!V1-yEPYW zG=*l6-{@G!m<#c(w|hWyl$?y1a7FwP`g7)1aTht$SVM7>Oc{&uyY}a9;>mG0kvjOE zva9<@E2>#Xtx8Q*E9^Li=unIqvftn;sf)~I*srB?LcDLOr;XlqdT-j#*Qk;ys(_El#4=XdK zb`JgEQf;!8>`MpULtV7b-xk<7|8F!}Ylet)mZ)C|chP2a%^|~ISjCF6O4Q*EbVEs* zZpcXTrZgnVC#M|Jn0-#d>rJBJ=4I81p>qEfIZoSNwT8SWK=Kl8(dTbm`xcD1K5cB= zdiahGHN~tY=O8K3#8S>py>#@i<)?;f7d08E4l1Pui1;q#(BiUgR7_xBCa$K-ZOD+l zkb%Q)wG&9Uk+BF@xwz+3kU6$%0RVDDUxxXL^u77H&Bov)Aba5eFw{~>prV4+j ze$fACh0&rxY$*eenc3%o+19gztrE6>p;xK#1F>{{oT0^7YvP)XEoDA>lc z3_Gq1JW!Lf^O3TXoQPfeQ`&f#N$Bu*u}pLAdL^d4I%HId1uN_j^bwU` z-w7+BHFZwEx^MZG)+HDvutLVR6XqIR@)P)*h%}cMC^#nU;d^ZOImhaXM2jDqt9Ux_ zl99uVq>|cimaOIJ{u{{qq*XdM4v;#3%hT0sYs>R;i|hanhhx_^M?-*qEfWVMr!(Ut{$uCYs`)aII?LqLfpet3yjoP#gQu&fr|ib#j@Ez; zH#KrVDMFgwZ9&4E#};qp$VuY6H}!J_HnN6gbGdU?pGYu%n8UUO?fqJgTLNEDY>!=$ z7(b_rSUqH66=phAmh7nzvrFi2wXnIK;1#}Cpgxn1BT%}-Xm_~g0K6W#Ggki*Ar7-6 zi%L(|?f`{3Xk@2CqOEMvWu#Z#@!6^6<>k|sF4B7_rE0n>Yi3?vq{0piqv?yz13*7G zH|ELby_aXH^vn#fw`=b;F;D$NIo4gYH3=Vn0u`sJ%^{GQJYyJ%WC?7SKmS5rz@N`hm!6&WMjpB6rHle6@&C$8@2K3IlHmt6;cf?Y$ z!EuZ%95VR7>WK)~_;=L3JmG7rP;wkdtQ{CL4^oH*7d8+eS2Hl&_M){Kk!MHu4E~NW z{$>p=cQDa*GmD;&OK)kR%e8Pr^GD(id@;&|O7KU2-pu$S8JCV${rwrMHsLZ>=$llA z=xOY`T9)^S3IyDPj&`l9pyWse6Wm!R+T#%OQ&riXH2cosxw3Cs>nn!rBpexE!{UR0 zsbpjLgiMjqBGi_sQ|ge1x}#cibUV6bK1p|(ZCr*@etfT zTSKV}!;8dzn<>b*v#}9mJzsh88`3@itMW+&q_+#G-;0aT<08cI`tXC``fi!QGn3!> zb=804)H59;ZwUBb8jlS3HB!A5z1m%HNTjF|Oh)M0B1bO=%sy=Da0nh7>bZ)S?&r8f z$VnK9M};GWj3|=|1~;gzv|l4X9=Y>$hfRa_Ygrg0`wVpu!*@JrQ`KUYw2Uei zy{)Wvnd0h|z3@iFcSTWSYL!-6oU#tShioG^HhpveKjN&~eVb=V%KS~AGOfiZ@rxRv zyrN>-ii;3KN?cj&7h0}ID{dl-tX?=fGQ4)hyW}d}{29AnW{k(K5fsSpM@Oq773aa{ z&sda>wdEjXTbU#)C||V6g}l^L#h1@%ied2yys}XtvWg^w>OLE$JsegLqhIs7^O+2Z zh}uEtsmY;LbGXInCOL~1BS%VJSM7ihh{oF~1y6zNwX z&uBZpOmOt_r6f(jk}F+?k`84R`5i(|+Y5(V4SYFkc?~wH*MNn8=__GFY#T&Y!_16Ni(Mx?c$koaUCd zQlV#I)doua!v8yV)k!{759d{2P|{skGBz!ciW5&yC!v%jHA<=+TzYsnENJY&O@W+N zZfo-?10pknoVZI@YJk70bAngqSDlVS$yAu|mgE39pX4*#y50gV%}+9M6hRa7b|B&e zS%F$$ZJGGxbB1D>Z%l5nqqpsA5m+T^eRiKl3!7U&zuZvYClWzaiEpE_tVfvHSCa~> zvGo^r0f3GLjhCi_y?g+?qib7~GmT}E8im*@_N_OjI`5oyV|pqU+LRRJ61n%RD0&`x zyzcFFlICF^9GX5Ok}L8yISyYBrQPbWT) zh}AT<4j9}scZ~oT0X)(Dn(2cLfjDySS5mSSzp?XSO6eYF(9Z5RgS@FDB|KEA!==$m z=;lKvUY(q3t!~*!ILCahOmx1p-jlDh=5~IVts~Lhah#GKx+j(XGj0|I?3AM@v;4 z?y69Tcvwe2=bJ%&rn|pheymQb2=Ra4pxpE)#!r?NrFo_SXevRQNIK;nj?+y+Ak@8ya-US#O4%mEraT_q~J>Y zPHQ(SN_D&TV!X&b%roZ`{wwNCf}S~XNdhP5Q%Fb=*Uo@Pgmirl?v7ny(T;3NgU0sqf)|sFGeLK0!276^{>`zQvzcnsq5S5A#rt`;ePt zuZJVSf4$pYr+1qUBr0e8TKgE#^uD&)xqplP!2u)k$3afFBGG_y8PqtuKct|Aj>P|N zz)?TQXVGLp;|>*P8_%+`o13@)7BDptZU%0R9{u6C;xw#Qd%5KknrtVZH$u zguynin`p?juENpOmE7k)5;0oT6cMHAcf;Rv%g}JqWZR$Ri)JWC8|nnJAk2UJ-39gE z$`s5}*>K0K+;kM=Em{U^KyOdqNu1?`k7B|hBmt~QyY$m1vwylq{MH{7rf+z^!(qFpraV%4|c1# za^EFZ<{DZ!Ro@rlUp}fjb#)#;673@NyX30oO>J!@pxyw#vWGAlYo*OAxh|esaPSZ3 z&&>_s^JpR6w!EpzQw8>P4S^z!nK_Ze6{rDxl%0J%Yp#&{0A3ikV|#KjRYk|l3QKtQ>K$3&VJx3M-ZUle=48)+Qx^lbrx zMCLcsM`r{dqm7qxjTk{oB=7UQs84cERZ@#ta}X~0Z=VIWXoEKPDs%u~cf4;E1VA6w z-ADH2Q48H|A|*7}x4}TI)*t~}Ma)bGyg%95LpjUKhH<^$oh6CBGE6gmv+D{Hb8zO~ zbI5jj)g8=PK5Owl=DzemW$?6K#+4Yh;WiaY zyuzEW)cb7Ap!AgRGq#!~(8*(cK*m5R1^-N&sA&2bvE6t+hoxp{6jwfrzA9K=!>>v(pv}o6(sKD)% z*7@rdzd_{89~9$tR%1*2Q+PI5{xDD6y@pbQ@Hk%CyK^M+R9w1Y>#EKlP!FJAERJ^& zEEtq<_ahX_C$1cX6-z_dw+US27EN^{ce6gFa#pmKvNj`l5|V;eLJ`h{4Z3ANm(5dm z35$y8<>^f7@=H+1>M06DB1mMUr1BBok~FW$!IUIrwr2=spsI8N!u+%Z0sI;wNc^~~p&H2}$-bq<|LmGZr zI&Dd$jv_*7Yo*k25vL_m88B$gWe$^1iL*=M!)HO*pl{=g{qybRl<#sb!&ZjdT1jrA zitHAzZ)w#;o%4(7@;$^lyv^4)Dc1&?MoJ9nhV!)&z?_`RaO?Q^aUC)U_}h5-`FCzA zz7i(hpeW;Rw{i+X%-JXJw?wgOYifD`*GMJI@py^r%|H8L?tNtLkW5?x%|wbPHrhMF z?;gs0L!P9!ToD6vk#RIpj9BG%<>1{zuGC|^HcYbWuBI{`PB>YV#*g|`%(!1&-N1S= z5dz7-2Z0Uk&uFNFr>Bw@qU-alPd`p}O+NaYcXuDlObV!h@n7AqwXzQ3NgHY5x}BEv zjhso7u{-y)O%L|yf>H>h3H7e)YJ=%?d2AkHG3+rVs!>O3S?ILYge|Btz&PfY3fm7A z%Tx_zr@?sj5tYxjBl_`BkHkPbI3xjInE&GCO~g#5z<$=G>+Uqsu?BI1ZpQv0lpnoUkMK&vw-l4#HHY|#tEnI~)))AJHR0>jT zceQAUKcRBK!yTq=E0?6KD)&eHyv$8{&iz#sPAso=8jL0O*%bNns7R?m`QCV{Uh`3= z(@C59ac6?|qTGg&oET5ulld<0B~kIJ%%2PD)U1!ZyUAM>Dr zPXxw3C-NIxJx;jjmFL#`JS8IQjpLL}s4neS&7n@(`uJr0OGEyQ_A-oVCp&+D|^gsOww9v4;awwRCS`nJA@x;VLiMocGSTIRY~J7d@o zJ&HDOZPIo$w;P=VDEbQIl))VbZsx^$9YP6i1NJbJiX|PEH_Unl-&D^Km!=w(BWYyn z&l8{s=mu3ND#YKTp_Fe1uO0OKKJE2W<nfpf&1z)j}b|k>I$n)c%wFPPfA|aS>F=U@lKT z!=yq^|LM`oOTN$~NG+jYV0bcMhwBZ`Gm`?Dk%lOH4V2Ud|@0b z7JpNR+7OXfIq$*2ju%|yC)L!1IAE7jsoyd%GJSAAh5oHyc?l>A*wl+>E@h)gQOrdzd7|?==tw{RwO#?fIk{4= zV9M(9ZkR2GYz;cR{cp@9G77ASNInbn?+E+?l*A@CRn^wkPV{a2T;y&zJInrtA|Ip) z=v2Q8H~uZEW{%@eXpofg7Vw$PoZdD#w#F8#upS1cc{sbeN-8J0kCchf!Da`*x>0Eq z$feg40V66uWl#I~+r^NHq9i|jYTBL-=y7R%vpL~YSJ7AF&>k5oF`m8@d}hQYs; zP76v2*Zr99ugv@%}b#0cz->j#5U_7Oa@8XNJv4|EJfa zYQ~Oott{pg`H)#90uKA))jOl?Nd-(@1$zjh3+h=ZS1uaZAxnqYSTrTBB;p^mtVcp?)ZR{3Qf zA4dSVN(c6>{rwbjzcb35_3Y(?sr~Y;D!a+$PRXjSkTDaxE(*fvkR9np?uT~p0giQ< z&)aXxcqlSSfX4*&2QFMEbaTiyT+jqWSabV5YjxF!?C7LsTF1oal4-npG~?EFxGq4F zb4Tj*8F|p@pI!UsOhQxFJu6VRR0SxuVYLiEN^^6qWWMtw#c)uc%SJ&2#M5TQ@sBkS4v{=7A_a;|Q;*Hipk=5QVbrd`V zS!s91J-rCl%`^JB=}bJ`2c3_NlOEK?uIm z^()JNM~IH2sVq+ZrA(<9AIT8ToCiKVr(D0gv{#=p%?PYykgGVS2r6u{e((fdpa$CH zL0E}PT^Y&K7HP;MOuR?ZVN92$g+W*W(@8KKXx^;Z3L&*-vxfLgBxgY>a)ZVO4?jU^ zc|bH&szP6;EQLK+V`HlF7T~i)n^Q6dWsBs-Y7R|BO9jokbT)j8rpEn=BN5$=q>CHe z!oy@JnmWZ=pcun@>d*Rjp2)(#_(h*3(W(Z5tX$H?438{b5_Ku2H7T#LJ(G=IoVu-g z%HyTG>N-!6|L(h54p#IWIir>c&etk@;i|m*nbc>S&#Au)4^-cXJTI7cxV?A_!vvBC zTJq$ImxLM>GZNm>l%5*NJsVQEno?gRrFIw&&h|tg+OCnkUOn%-9Y1PQ@Ao{nwcl-x z>NY$4xYsR9f;pr5$m1$_T-{M>B{^>PBHrA($;_lg;5S(|rXHP=0|CDO@{lnw=p+V^ zH>jeVq(znY&l$lM^{wUh_BE{y!P|U5k*5EF`}+`~lXt97u36&|--a*K1L$4M zdh{b41B2#QPqCQf{hZ@-^;`WQ8EAAt1CS* z0fb9n@V2qB*?1IsM0zC2B2h;!kXRv|FH_oM%B4a`nPsF!=sQobYmzIQDO^3Cv;YlV zrVrZ`W-!a@O%MG-&Kb?yk&sQ7%-4FKyK{FpnH|6{rHnju@xGuw<=2R#ljOSzIY4469$^rZD@%wGRb9%si z;Wq(XNw1rJcjQ3li(K34cPA$_h|{kL$M1$lpg9DK5eam)Hk5<$KTiZrs;X4M*tw;A z`vZ(@$=t`SM%g?{|8{$Bfmecx^!%KQ$rMF! zX~wcvu6p>cud=K_NN-P~Si~kHP*vV7*?}98?inoP+rmn0;6jwnPTcBKQHh{iG{Ksg z^*Qvotk$#7uJ;4KDYl>b#i4bT`YW#bA>MQWP^7%p49%$U2NDSJB3 zA8h=_E-@?+C~5{Qf|BnHwsw~6z_ThAt5YKhZ`T!97}J%G&(B@K4`E8(UCd2#Dg5A5 z;pm`@tNy!gh5fCKR<>sbOi-1EYkOpx8N#Vz)0Ghe$~1^i$}1pZ=pVDT>JHPlV!0fY z2P){L)$NpWMTw1m$#6!~pwc2HxV~Rd2|+CwyJJ^`P>I=!&c^*&Jd92%_0KbJ)Xrb3 z3{{_1W>dUwI4Av%`@#?jT<> z9dq&&)b}N0`!iY0U4g*^?Ylt0v;PSYa2#MawtsoJfnDb=ptk|4mgRf_9x@vmx-KK7 zgCL-__dSff>zLzuG7HoK2&ONjBWgvmtt!)}75>DI#{+2YzJZ~)r%HIV_*J^5EMlW!Gp&1k+g_Jcx*iCa15Dt=B+BOA;))XNGhwtSsz+`UK%6X_ z1pak7kwi=5=rxEYmgcsVslcM8&3|RtWkp4=38<^BNM0Vl#N`t*=zY~E+R$d`c*PAi z!eoS>B&zP_%Jr(ullb&`UgE7xdaOBL@6;P`rfGtN43TwG%IQ52%gNK(B1p2(NF1$) z!yhH7_RmJdOHffCnfw2fDt8uSVSSw***kR{FGCSHOM!Mo8W}Ny5NCc;#jjrp-%tFE z51J-WNGi0-fQNbiJuqziATa?X%z!{QZ*-xCR)339>Bv0esKi7zHEqGR5|ac;(E!8v z@N_z8TzV#78;f;Zo{?2H!7N-dPjth}SzEy@Di$P{EUsH`f!mxJJz&ia_5c(_cx!9z zLr58uy%V?Ga4q%A8Rlz>8K;Qy#skKxBJsQn6TQ-H47b0tTHkDzPtr_f!l(THmfPe% zcI7qM@(6$UAxb>o@n5Bu9WS6c*;Yjle8_hyAOE_w=e5WTyedj+=XBLy|Fp zfnUUs*1TbLx(k}7{G^wCZk>aHUT!~uO79F+(?2R$B9sW{4&8>YfHfAEHwW_f52?QQ z!3TZsO(Foa|8&-Y$;-cN?qU*k?mo0(GnQDEJX{-a+I8u}e@ypps|761$bjKw`(k&r zA3R2E-`+F-`ULxW9d_Jw>7!J1viLF|KCdA?A=tD;z-DD)xfxVkU~UBcs?2inS*L>A zXo3B(2T)=5TgVam!R-lIrPNeQIdhCOMBi0VFT5+^f>fYawg&A(iwAG8NXRoNgRIpe zToUxHWu>>i=e((mY8y)E_yL-FpJ_p+E~%1gLD^PY_@s+;QodoN7g-(tSK5;5ta1H_ z{lDz|FxQVWVX&@wLc~#@juiM&6W`5l){fBrT0^Us#!ksV;lvq>sltd??q!dVnbxvU8^R2 zkcSH*VqH4M$ULoSZ4@h-F|xG{25L^X3F@1{&)k?~LR(o+@qWGAgE4?1e@;IMpMO=B z(dbR`Zb$D#o&=4O6la9@r_<7B0=*`kkyaB6NRNu}!l#BI15-wGa=e!LRo{r$C*jxi z>c-BV*Au_TF6d^T9(pU2j7+!!Z7~}0i)o`@$xz4dWGEM?^d9x=IJT+(1uBxpVUe%7 z&x_W^RA$-BB{=%&UgKNv>scS>{R;Hk!L3*R0r%HTK_l*n$?H{@`}$l4i>9_KPamQv zJYdfQB&LLO)(uR2^pcI*+|P~Gc?4xZbv5D?B&6s!fw2@e8v?EM^V^|rKuDpLDbRr+ z3tc)cU4?%ID0S4(3GA1mH^1^KTWJNSZ7%vxIf%4vf}w-AB8QHhquo<2^@u&H)&zUh zcofbgp;1vTz!G6x1HK>uTPx5kFJ~ruDF*tT+D(5a5tLZff}v$Xl=d{Vr6V`x&L%E(fBs&sBwvSUP2s;B2ybDC*N7Tx60xe zKUF1M=W`#tq4GpETmOPp!@t?o%jc=PO1Ay_(WiBlElM)btS$`d@pLa>|Eg>FVZ3cg&l05OT8R?xIEoEqV0^M4q%>(yX@Ka!-D!IA43WA1s+=tB0b zY)+enw-EO?@Lpt_u;3MAlqp)Jjdo1vWw=o+3C!AP`fdLH$9{PAfW8Wmbp3^xAdr{{)ynAK46(orzYg7ihcKuz*G zU4pEp)4Rg3iapn0kARUz<)E{Uubs#$HgO|myBQf^eaj|p^9Fc;cv`B}CS+ao8lX4e z=*#<`TO6_VKUvuP0L$;JCXjCP8>SS^3EGI_S<9ZY<0OjuErm_K*3#!pR#V$4GkN0V z&Mzi|Nl7xzYixf@38;iZj{{{vWGm0-ZBP41>*j)FgpL){y^+Cqto0sN(ay2agjuFC zLRl9ZedKkIXK+0BT|=W)T|H2tM-Jip^B78@KbS-yv2hAUR3MbQ^$46mu&$f3f6D^5 zb)RGaK?B5Hu*Do+w|p{>gzgu-UYdRNLI0UnRN!C#Y}a@Xv8Iqw=G*6fYifBcinZk> zv}zZ_{$2@ni6oC#A#%LE`j=tFN(B?vi8qZRvXLW&%QuUPh+bYUmr#-0tan)DCcZ)! zB@kou0aOuC#mn>cznza_k^TCv#}wgzqp+A~#X+!hYRr#&60MoS zSpM6KCoXB~8;vBikPzGmr>A=GZ5>J8pN8L$qIFF)d`kX9qC554Lilct9tXSl&7Lly z8fC-R*54L8t0hv!0rnA9aFHJgdTS$*o@a;4QiU(AkZH+6jk1-H5T6k{Z_d2+Wn0(d ztp$ik-duH>24EyPI(q{LRNK+8twO}|EEWqmk)k+A&RQi7%tkRgYdw54yZ*TYeNm7t(pVM$JY;HNSB^5l|14!ss? zbg~f2I-imf-n%)**EBGo9p%8l#Qd#j4kDryz;`?I&H{2jW;1-i=N1jW@wfaQkQ8=w zbQG&A(b5MV6s~RPx#Ik>__UUVmOEPd93)Y{-z&=G@>yoG3ksMtbdAuAgzbHjscd#U zren5-0Z$e(L2vO%3-IHgZw!|Kf%IQ3xV*{MUQs*%mx+jMoj%KL%-<%4GT+KuDLr;Y zS<#{yQCXQ(N!$Xw1ec&9F5V!0C$o4D){pHsrUjW_Qe8HPG=3T(<|IPeGNR4cP?)sa z=7i1#V>r0D<22P+WTt41E2!;$E8PekfnA>)AY2e9U5La|Jrk}z*5ri`u)NcbmMcHF z|71?xS0Sk&@n?Kv87=a)e1jRRc)2wi8r9PqRC1U$D8{OyR$#lM+N<<7Hd69G;GhMK zwm3oALPG~1PC=D;oR4|{CYM8@LV!;wf65{b$|$?LG^vWAvT>QfQAg9}IqW_8@-L z*84sn*)m?ls6On@u{kJwuLSirqlH;p*Du>DxHa+Bt7wE2eJCs?p80!FJJA}&&>F4t zIS+O2TgW~u9!5|#M9yG$x<$BhE+eE?m%(tJr=8aDO`fVPgL!5`$h2ji`vdQI{TY)I zVovOI@gZ{<6Do<7hdXljr=JalM^@Snl1T+)X8!^G1RhBbOr^z?knnvr0fD&%VRM8z zCzR_hu0AWqBXdZLZeW95dy*`a!p_d7y0cSp<5AH4;^(FV5LWjB3Fx&;M!5P#eYMxy zaeno$o~690}@JQQ<*r^kf}GF z`gA_+egtY&{wZP$UbVM1829&|Y7HY3{Phf-k??{mg;_Oce^(NBd9vWC3+o`Mr|jQ5 z^V1=VWgD_Hl-}pWe8v<{9KhnIpD-O5c#BXhrGk&$hv=`~WA-2@rnL9fT4VoJPA{pH z+ir&{-^`!+@wOMz5CD$wnz~iTXR4FluFLH4Fg$qTf5zoi@;ViS9cX1$=&N#z(MIko zjr0B5Ai%1tL}n=n4D5DFm+)I^cVbkUR@uNGC?-WS?HroXMMfc#(ocuSuRFZj=!cUuk#LLTdrPc9uN8*R`cnXs!KUZOrRv(vwCXtBF%;`0M z-e4PIQZQC?CENDZt>5kGWz);eKk}0=)){fvIn4VsgZwPU?=>sd91$a~R`V#WdphM# z!v4DUr?!%#R&bj3#GUF`+pt{19Yl$P+@Qf-;->HJA_PzhF{ua>>Rvpf*017ieP`gxUz&`uDnhH(p$T1XDT*B+=-(pdFU%`U*3sepA-d=Vyb>O71i>` zzXQ~L&422Cm@R4$(752BSCL(Y|NK@Wtez>(v@#<}d*Y<-y^wXvyd1XW(iMlNz7IwP z3yB1_N76@b(yNde3-0>?p3Y%|r{KZ`IvGVRrCpo9Fd6=Lh|c+PnFaFn|9M0D664Ap z3q^<*OT+s$U7TRzg3PTCx*^IVH`NFX#0e zNObg5;lCChQ3A60HT)*T`AHP&9ChabB7D6+>Tz;y?*3e!(e+~)53}qyWt(gCLvtF_ z#3FrSzSj1i9ygURb!B{0Qu77}&kBZQESv)tDx4e7Yaf9??dij-{VR?At8Xpd*ZlK#D?rK|iMJABE_}&v34#*)Jq(f@f0o28 z!4pFWpqOQsHn?r|&^>SMM>t zKE-Ii@4U=71x!+anaqScqo%H|59rMm;wE|o z+rl}9G2!dTmIOP5o7Z9Y^YxAW6`!Bb3ExHz>C1QZwZ?`aa|}q=frf|_RlO!$pcNP= zEK=W&-zd$!vI_M7B&#*dA&?$_VnI(UO&ncsKN7EPpO}3V{SrQExO@+`c+A64c`AoG zlX;g1#z7OW6IBxT)7~U#vxP!~wc)#y!s`a|P9JUl8JgW3-dmT>*=_%BV6|z|)Y74S z4-ht?XJ@ehzZ*DL@6Wx2H}B2}*01F&jBS;eDH;AyO>2=SyR!WijVSO{)+SPv8bQ;= ztkmlo^SkkS#s27Xi0b9lcJ;t|LA7b)(7!#1>3+2j7c~iexP~>W#L{4AxS~P8mLYHw z2OF|~zVjP{(rc%?M1J8SZ|3;>`USJwh?Qs_xH*u;{y_+H==rtm8OGa1`sJ@toz>z8rxTLcS1{_iYfO#PAfU{1v1!_j-sZ@$ zFI}c11!Xm0qU8LjY9DgHI};k0j8H5Z46ZwtQbC$MVBBds_=^JkM%=`kLqSNlLSjEjI{24BQH~`BhyMLI?3(aW zL2$~Xz-!0?5VIXfl9NsyQI)OOVT|Ld5#mcj)vLuK0^ciPmZkG?=Pb$TaF3~Yf;Cm)1?!(7f0B~=co8+; zA3p6FQ2yQ1v}VxklR*9f<8#kc-F?xXVuM^d=vq?o7Sfe$Zy>=%CrDxgOq4?Ew;1um zLEV^(K2JeyZl^g36~s(Tu>&rB+RipDpGPf9rC4DY4_llOkW!*?J8TI(GJ3r78e)&S z)vb#}W)P9W$$A&Wf@AM&|L58WQIuJ{V$jfAeS;pu*?N75y;!4s8f=0%3RZ${s$ zRBVwv)Wmx|Z_$FP;0x|xzE%iM+}aY6D8W`L3D+Q4t820!ok%|Pi<&Z!hqGu}YM!S2 zJ#il)e6QO1^vyR4U+9`@TXf7BR4{+SPWIql39%sqCJgfPy)^rO-XKiByDw{=FxCL} zjiqaA!NujrWTy%1u7gs9ze8Ll^t*iEVW-dNXoFf2HDRc{jwEPwY?=5WB}V9KBm9W9 zz7yu~>f9H#{%d$s9&p9szHFr)wpt$|q&r<+vfjPRwBnjndNok0^3XkBM@(f^h9^4& z-1J`*&|=Z4**zwTs|3of>xt2@4*6hP_d=_Rp}=ApD+Jwpy=d8T`m|n4Pp{{)T^6Nt z(Pr|{MNV`njFL5X~6OH6g);cXZhRv-%MBF_BL(BB)ixf}-a``}H5l1^E-wtN(Qa zTMW6dq1!Ds>{8v;wegp9=hdGo_B3%^kDlSp6oZFpoow8;7_v`UMKqkEb&Gpr^mY3i*Z6^xZibUdB26xG{+1*_kgpX$BXgdzk$^2iUE$jWwJ74Yy8lYAnA zfJu}2ZJWpxUOnLQyT&v=4U>%f)+wuP?oZc3f7t7kJ!oOnLtC@)SYj?8RrIQ7xqUJb z-zdFSK6JS(8=q@2tNcEHK{~xWWVXk;LuXB;%br91#}*aLjHO|`^vKT`(NCV~VRVfm ze*exaCZV2)GV68BdM9{eVMbxaGsb!1mf`&lDfJ+=U=ep$gxRRR8y765XKw&`Od>ouWuD4z@Wm`a$g%?$p_zs!uQ@MgWh`)K}6%IL$M=A}1FQHa|gSM6&a zH@+zG)w#=-Et{K|#GhLXIfINj2y;dPSfW#;K2^99GtwAg#S+5Rx(i8tKm_t8#0-~& z8Lmi_h*RDpZe1@$-q-UlOj(}y-0LrYm-{`2U*ZS9FQ#8tu)30yJHqx7Mw9K%R!@DC zA>NWe(q-5|uyD$XBWt|$yb3sVqaH7nHPgr_B5@Q85OYKrf~gT&rlS+t#!b~d^y>Z+ zm}}2d&wkZt-Dy$y5*xv%36GjM9T1#L)B`0sX38+u%F#|KmgEYTbwHD$q~y7ull^_z z{q{5WY|GD-d~H={7t}El4jVkn9}24bU#0WU7~~v+#9Cd&4w>f)KDexvy_4YD2!UhF zcOI&Zqxz^ITvywjrFnPT`xC@p83>bJI_Cb^d48-%K?LLOSZSRtGqI9B)tjH-Ok6mP-IOdV}u3tqZ39--DQ4NPU=?{&%~#T8WGI_ zw&m-X45Pi`*JcT(!vlYrnuM>@)I0aQg`ihg3BV~^_xL>-@OlB7_RIm`rk78p`QB3b zpM9S0s$DY0dzq~i4oI`JQT#{W1J;LUyv&at_q+HhQvc;15c=-d*0#PyjmG?{sk6E@ z90>1wP*L?`a(1fYnbITG@qQZZX=Bxm5Q6iBH8BBVb+@)oJ3i)4h|}#^G!)<9Ik^57 z>o~H9m@HWq2IYy3j!_9vbo)~*1* zh}=av1uL$l@}z}pi|;cPOlLWvcl+)r@_E&#S2CWN$F8Qfb!2!EC9lq8NpZLXbDcWu zDzo+tC9dH#j&-yL>6OEKjgkZouQ1j=OCh;|wHG$o5AU3v87^_~N&6l2k|nXGZ9rOD zT9nL={2gqocKDFXyQTTg0e8W@sXQrQ^3(YCZE%UozFkRd2o7}>VS_{S0<<56fMlFVZ%Q(scZL1gLI$eg8Mun}m zeS8J(xUU{5w)VNyC$Sn8|Jd}=FxU|Cf3SSu5*jBo%%LKmY1RCaUYh3}ZvvRJ|I0jps(PW`@78i>msa|}pU;J`T1CRb2VzHLWncS`Z z(h-0+5D%Psg7ie3e+ln4n~j3lwFw)YvIGuprL{C3b&q;gv_ub>QzM0-0$Jmj<9&wI z$@N!D*EcWx|9tN1DIBKqaX)26cx#aTGsCc`yZu=X{Em`36$4AS2ahDSborNx0_Io$ zCJ$eog+BN_S^eiWod-+sgeT2nAfi$u7k?yo0`sYgpTB_fScg(6Z@Bw@uwvcRo5E!% z3JE1X!T#0Zw_G5Smf+AJoclp?`dJgH{&0J|4okGR1(wj1RLcV0gzCSSYleG2mJcw3V%I55+dfzEya)VL#LCt>AA+qa9H{jup|9PD@ z-1mX>_)Du0|VTUxXDCPVC~-M?!^IO?wsomN$gN&+mwWKvbXc4B*}?; zt;AKutm1~%X6ppt-RAE+rljIG>pPT0h?cSZf~Fgi|ET40VNle~QSWR?N?;<~K4~@S z^rtB#*CvlI;#@yS;~55QpEp9Z{~0Oiy?8ECDR0nU9H1aWVl(6y4=gs(C?5cHCyih> ztTJ2Ms>HlLA=V0*rfqCw(}AP_=Ex9m$&e>2nzXdPGAsCj(!JS!aQn&pe5YEgB=f*# zbbcNfLd-Tnz-v-V@4kJ1{{?aH0W~Lkj_;~|$WyTY4*1w{t?Srz$Hl;P^TNTXlDI6) zv+Y&+oC02Iasx2DW`I7quH)Xz;>mA#aM3EKlXls}KLkXM)};ovCnl-DqaZ1@`g4|VGeXZ`}l8KP*+>~FU10s z<ZNv;O5_ zC4AMNPYO08Y_Pf4%PWUD*MxyLRLkS>Z_#-qw+}@t<_Ja#W~Gmo!1|Bo#`! z%~4L?DT?W_h7190*!N^^Lubj4X!jzTXN!!xo*(Dzt$xn07k4fT;3}*?^TSbWP0&DO zsSwrsgk|v=XJk}VI;{9gCHnLXqDj{WlNzRk`Tm$Zwh;osX;0vUF8V{gFQl2%HQ&=R z6fJ+dhii^#$O%-~y5TLU4i4&%jQoNEbQsqM&9W}t$&oM>?>8wpOdBD2aCKR%c37vb!927Bq6JBUQ$QM zMMMxsC9bbW1vi7QTWKY?(He*v9_PAGe{7!rj=2J6sVg1YT>WHmybt!#1B00ejx}q)vJ8?_&i$cdE=qS>RH^r>__WY3Fd9x>&R9}LY5X&3bD*$2F#oxaV zD4o@_lRVAJwlix-Kfe5AG}^^g(`n~no^oM}PS}#v|4-CiBgv)W$H){WiJzL1()+cD zk^S=2-JA=I$NbGXM{wcBG*PtpnMG^^U99j*z_Mbi_-VOW8OFNF8kLaIbYm?{;4RdH zy=#ymF#|hUv45EYJ!)l$=w*KLq&SnP*rd(p^MrSgwe;;{i1@1FUgs+^MN4G`>c*BY z9_b&t#^&bm5(n#t#Jm`&(B925L60JYLhc0TrUSQmL?#h-5?8exT~lM@?85TD!`QLO znIXsT^pDH+w5my$Z+Pgy>0G;WaL1w|ynja&jL$z&nRy2{GzkAopjWMKx6%8+zu$fN zNbk-k21SA=r^UyyyIxugF!A1<@h=-~z7>Xw=pm!%d zOm^ETLxhHHPOy3+IbEUj+PivwW-s#>*PU)Vx~kC$mBhOmI32_)v@)N_5%-?O#>N5$ zg?F}MN-_AOZtkZ~GWN!g+Gql*rt>3f^GO8=+|}Q`4_M@YZ1HaX;OpXe>R0v-9uxx} zwnDOS^{n^p$UQJYSHHDQd097Cu~h~#!zHR+RVrlcvfjSlfX;Ko#>@h>m0419P<+;m zemF^qivPUZ>uVxTJt))Z<@L@XD3L&t25=ByFqryjmr6K?|IG3$p3HVFOF z;0c?TPRFE>RhRQ2B0f`}V5`}$F7&OtG_ssaS6BQXbX+q#bHAt9?B&`xVVnP!p!pkd zSBVjd1lH&9T0^+)^PFL!r@e(%_+ll^z~_`rVFEd zFIR>)`;s3sW~yDT=k;mdex2?YpW!oK111*B2>JaA#u6QA?^Z&L?g`Fk$r-cWHF!!e z=#ZNOZ>8umGL9~}qZPy-Ebb6hR8`r1HnEbmceHDen`^yiUudyq?$TWdl z!Eqg%s9^n>I+=o^wOWy2$d~R0VENvyCQ~HE@r&iGO_N|e++Jn)>uxqjJGL|FOS`V? znU2OB2C#&!>|J*(uWqKA%L1*!cmuEThS=m_67VneJY|Df6isqMGAHc*AxHIFo((hB zyiZC>cuEM2O?SYh{*ZdS5nvgBXN69?^$TLwIAi{gW~)So$)~3os4OTAxR6Ds)h3=2 z+KOc8uc&oZNjnAd4=1cTD^W*q6wVBCMD0sd-{atpledfb=`U4%Bx7G#R91#OJRz9* zpW1m#lvp`o+^!)dv+ytkLfPO(nBZjIq-4ghTCZTZ$ib%f zb!q>=Z9$;H&fzmycL~o%bw@|IdmZsg_?yHfmK#J#eTtiDh`ZvVw_W&|gHD zpmG#)B!M%KEI09c{rSt1x|{Mw(Je@PFKug#_sLd>Y$-juIaj6U=>`~0w(s{4{AvwI ztlTB=4SxRl1{|1Y;0YQ&SdFA4(#Fq%HE*B#-v8yo1Gmej5GED=j1>f{p!sOBL-I&O zQ)AM#bbDBjc)GUNG@xscp!~(MM_!TdvXtPwEz85Po#9ruhBt21`0bIoIk7_iCUw8> zl;?k8vnipJl^Sa$=A;VPS6kPSDPCaKcqetS&8k<*0MK(^ot|=8;pVx$oa8{Piktj0 z*}UlhX6%4FVB?kq)SQ!;>O8&CmEVK|F0V}&#@~6%uJ}mtw_lO{L&PlXuDt*Niv5iP zi_Qb8!0wOI=QRe=#{sP!jN0^=Z41^u56Lat{s+s~cg?ToXPW(OKk~pqg$v&DAD~2u zVgcq8j?|dP|5~VI!HT2 ze&)XVv*#aUV64r>t4DQT21_X`I~!>VZY8na?zGytqt^E&$W>sdJ2Eu4Kq24D9a0Yv zkicN}sbx(3x+Viqfebf)|1g~|t*vF~w3rBuHj;=A%Ps2_QJaQ~%v$md`JSB%{EP*< z_A?|wbLVs*7!v~WuB`6GGvzg|5oI7I_g1KzW5c~CF*a}rjzAx12|hF7S9e*1|KxtR zH~yfe+r{hsl5%T`v}?ePSziEnr(@sbRbWP+TUZb*l(tA2yH?Q7rJ0 z#~=y~wDY_L=|$K-_y3`du&G;3|4LYUd8KANcS0nsT^s}Y*Vv1__E$jlQkrRgdu+Zw zk^j;Ea@Q$X2h2>SXQsLDP66{La5jKl$t3z|##rQ*+uwGkVb_Ng(Rd+2LNUS_%p(9p zT(G?Nw>wt)oj?pHLE&W`xn||{@rhd86;(+VPH`%=#I|Ig8-vvK1qKKSvuZi0iAMoe zto`_W%(cF2%u+mGOMDT#?n#z)^3>_z;hnR0xB99BJWCIG?i;3F9`3IM&GEc@|2~mt z_!E%&z*jCA%}9{H-O<%m%nUgCDddHtliY=&&XOTaLcmldR?=(RXXB~{FA_551$#hn z#L94j%A757O9?;X2~H;cZ`pVz&X*D+BqgU9AG%^+Y@X^v&j-!EyR_zKJsA{Cwh-az z7RQDK@b&)7tWg#uAy(z#C?9vfj-k?#!*fxfpT#`K@Fq}00#p=r zz%+9sA!D0@Ep~jbjZj(GCQrT+0o3lLr4a42EDi1z9bB0dD8Nt^uSvYVLr`N`s7Ddt zMgK7|G0|@Ei(i|%a$TvmbT!d&`*p_qF@_^e8*a61y8yTPB$~Ff8P%zh`Nx)2@K&45 ztQF4$!_oG4w#=`8qNm7rl9L&4Z*JGTXflbk4=y!A&*W-IRr zBlzs*@J#J%L(IB{L5ot|aY74Dop%lnBcJ|5^Z%&L{IcqX{tLE!@7pithkq15`-r0` z@!=?~uA2r7i&*&G8Q-NO6w=Zw*XgD1e*Gkn?0d*HByXx=?5H#dExsSD-GF17dJc&W z2{#Iaa&Xl5>bH#@Mi??^)dU)U?e}1lZ*l&O3Gi83^-U3dlT~FVeF7o%FLdW~HVtmQ zp}D-QqnBW~`ynFU%BF9`Dp52leYC;%ucdhR16h+9RH306H2bkhhi7PQ*hq}}cQ?kx zF3otTrLtV{qy@C_fox4z(}0ao!IYgX#i>FlFnpgOQ#<>1rr{cu9IASyHr(GX`mw?I z6ne7}dn4u)cmUGYib&zP(Byg{fW?>@45k&7Y}udGm2^=~(uU(Rh)^^H8O*{1GlB1o{4L(-b?eDr_tQm$a_2Rf9a{yP&9e`#=Om-WhHoL}0`dh~m*Fep^ymc9p7=^@yMES0$WdTz$uJxk>Zt zR)bcZKVe#h#p?`YfaC=?kNces&a1y?2SAqfLQXp>&W%yhw{L#lXlkqqV|NEpq-Q^; z(|F4h&@pOthZ@#TarsT5ukzrxC^3L6P0=^>m+7zrc*Lv9s&@`E;3F1pGlzWrTGgwZ zkhWcGm8({)?NM0=3EMm0+PkBl1pWb3ipj6ezS|?sTSWsygUH0RRCC{$N1c~a;QN7N zzVozWZ^H3ZIWZcnE1%`qKASw}SzB24&v-vmJ!vn}{9#x8AKG8@=1kMw@?zfO&msUn z0j;GvjF=c4)EdRTz`LmaDrfq4V`Yqbl+gOn<}kU>D9}d;{fC&d6v?P*X!r)+01z^9 zy5tuNq>1I7zIz>~T#w~apzVK$hTE@C79PW=*Cum5{8vc6*LnHh$%7M+F|5R?zIa^X zyY-}az!K8Gv%}Rp@zsXLX2%_9Z-i*m&o^~buwoQ~lBDG0L&@3?F3SDgfjIW#04^GV zB-{MX#k;zEV#Q!xNM1rVmfY@)dEDf<^b&X9L^*{`G)YL}<5>Fv*T05e09O4IPW>0{ zQBuq5Jugxkv}1J2TmANN+5r!VjtVfS)Xjx~+o0#^8}Te1a+*WY?gKhiu3P;>ENFK8 z#=L@BBH~?Cv&{FcX{>o(qQ9Gvp}9d)W%709@A-H*nv7&){Yu(4kFkdB+b?c9$C)4> z#_-vvGfW9CuBEze-gjBuxj(XBBZ9UUv4DC|1c|Crs}JDbziyxyxsy;EC4nRJ6+m7d z0}Q9=z1f{ zm{`au%UM_TUQx#BPAvl02O3?x%(AT2_YX>FH*$k*jY1d(W_Hcie90Vg}BV zk*{}GM=OcIN>)3?(zc8SM}D-@__@z&_=23aUND1!maPP%o2RG2COw)%TR|u?JuNeT za#ApHFI^yOG$oqgGV218%CQ66m)(Wrr4NcI4joFYu~kX=Er~VJsgc}I&Z{`APuO9s zfB#9YN*?P=SFP|^eF}${@Ucg z0o%6t*hU1hu(ZZq-Jy|<@;}|(+Xo0d!3?$8facHBGP*~X45nqafw8OTc!S9kcgyv^ z$r%4#!&`=q_~8%tW zAk%qp%??Q&~^3?t6;sR*s3e|^4t_={6UK3mS& zoWOMP;YR~$kfQP}Zvp6g{rwk#nAGz%l$UcKHFQ=QNhGsb;;#*1iDXfkdm}>Xtr076 zs9o6WE>O4_hQ12gYrih8s4#mc1P*)Gv2SYkt@XI0h7-Xnsa5NTF*5L4q66nUY+ z{7Lk~OcZU}XGGeZe?N%reDNZ6`}oq{(UGN4cM4@1R2Idi;Vk)J`9WNdykql`Z+V1H z&cWJeegjM=l%wM~oL>)rxiJcOrc_H+r?nasN`W%U-Z4*)s2M7Tnyy-H1gV(pBk(ws z4>W0h?7Y)l`(%gd~P5z@_S7I6JJdDeHRr}$+ux_d4t zR_Y>7qisadYcH+<&-{AlADVL&*u=rH2{b?dbQ{AdwFFgcr76k1n6lAm^G|#&=K_C3iB0ybHcs&j1XRH!ArEgaLvr5G4aEt{* zse==*&R%;dYk~B%zpo!MO8I{W?YgP2B+>TOU;bMG@KUIJ3rbV#Cx?z&OP|vG`PI@} zIQ)X1{`WI#LQ!$49v3$Gc)^Tsz|M{9KAqg`M=z}A z53ov+R)P|WPieATj{mYVn$2(C^h##U8l;F)m^;kTNH0G*zE+vRPaTsO?L7H$tsB(e zL!qenk*S__*0JG$R>}pwCQ7WGutP4dxORCr<|)ur-)pTe+rtuteZ=_U<}q~INLh;m zA&{>Bj7$=qCZiNnHgTR3UKrw~_MJj!m)G}S^2FV^TzXx54Kszv$89;?jC2h;-E27t z(B`aClXhKPYg+57SbVm$+J%o=gJ(#9p0G@E9NBAJNg1Q?Uv3$J(~Kxx7IDazcfVg> zv~vx%^G8N@hrH7_ zBx=CT6i#t>FYlfoq6K56DZfU-Z)kMsXra(2e|V9oj_Y;5hndf@$6u4rm0&-&zZAP< z;dP3q^NwZvU1?IP$4`1HSnPvy&A`3Wv*YD6qMKFeE5)mWoGUyZZ9DN~qhE@pltY-G zf2svGemqt%W%;47Wj9)O&gT1yateFRM+!`^+Ansve|36ffN=-#iE!%m%&p8O5k!^U zAYo~mnKtp+JpWKAEMsDlFIclspqFM1${Qs3ao8^FS;y0RC~eU7k8B(coh3D zYzUasodPh%Q;**aeB8SP!EpwLGxb{Od-+L#zwilcI7#l`1+5xI<&xBYm@sMXHOMU( za(I@9zXa2FgXTZQ!r_tL<(q$X@2HgRlvscGn`zPciSm6e)WRY(GOym&E+bnv9DtiY zKf+cUwc@y2sgbC7`sm>pYg9!pX+)BIx4Zb7{ZpnG3wTT?=^^^Bs`(8#IUBX9_()-L z6znRvN#pDUheA-sk@Fs^<+Y8Yu4Gyd71d)uson_TLRPVn14k$R>;z$+NcYow}Q4 zNKG7jUdVsTwYVgL#aF1s0k&HO-&JZWzMj%mRJD@Jk2(v1G_E^(?%%;ug1+7pE86bA zXKw=n2nHrLA2OgY(H$}c78wyci zwSOu&0fODQr*UkGe<`H-FIzh~#WLZ3LVTK<(!U>qwu!>1Tz!32nkkxI({vhU&=#X3 zYp!TUGGaylXm9=Uh1^8+oWz#jvfoEwCjeWX$%*)qb9>q9#W$79P*c`uPe|yL|cFQ-WUru{W&s?@&kAj)j3)!LY*%XS;KO0D?9v-407pcoTmpWPLle?Zi z7=j#twjz~x8|q;{3NRTfT;6*oA(`(?-h05jsDU$f%2B6Nm;2LIp5jsx1(8v0=~21< zNer0|n0QmVDU7~u_(>P6V+k2T&v81E)UQR~- z59cc;JhC+^R5)D2`Mipf7fc5fnab(k8p{%~`8W;-QILnrev)T1#WgM4IXbF0Vynni zfEVd&v?l2U7ROoo1h1cylV=iZY#+h>(Ze~Yx}3nQLCYWA-FK}+1;LEnU~?h}R%?Ue zU*9+jyPc7~sXia+x>*2v!r{QLO-nb}hdyeK`L(!|n@IX-fvg&A_akGxS0nm*u(+7$ z7qC#hR>IHgt=^pF-~ym9n-^2u5q2EFRW4-g03Wep|6qyrvLNXU$qcKv z3rJv-+d4h)26rD+DrctTb)J=>eZ|AZSK?VPgZPtBu03vb0VIcov+IwOEo@+vyWz8i zyX^Hou&vJ!eT?$(a2UaT9`0RL%o(tqxvn7C_rQd9=cfSnkpmD3Op$}_ZioO3Ekwsep5Ki}P6JJUc%Pw`2dIsrZA1hMCqR2h zWae{@HEpoKB*>v^!l|u-pqDX7A-C}@#E3sGyt{OERD9kmef3I$e_Y6B=85uFSRS9l z^X%xzwND^Zka4k%AY3)YN)-8)QQlG>MukmJ|0p3jL`PK4RzurP0ZWCuW`=hdYvpck zaFhH}OD<20n+d)@&Hnz)!<(_&;#>S7GDT7H78vmh*sHoZFeaJAH~_hOBg-RBJJM0^m)Q)lU2S(VK zk%_pPEX%K~C_U0n5xtR}`W1C*<6PdwhW|LMcW8)9#r7Ik-)_e)+j=T3MTZ4zBSOWL zYd9``o|;k%F%Z3Omp`IS`;>@I{DLQ_mh$+7A=W!(rG>af$%Wx#?RVu#x#}WVRT#+> z;+2ld<8@GdJk3D6+NAQCvWzvPy=5sy$W5Z_UFATyU)i!pc1L!swaO!D`fP1-Eb#XN zdJXYAPbKJp&{(6Zs|VE1yW9P4v~QKFX9i9sttL64kS|E|`mShZ=8nYGZj3{%g!Sox zg^4s1KSj>hogx9SLYc$(Wk9vUVBTMJ>d@EiCE27wBb!i zFsoM0eqt36Jm_v0c6kA2vI_aySU(Z?8n6eXvfwzjX)prE?1Dd9wX08+zbhK!Q{m*e zZyk7IT~SfJPZxMR1GF4J`X3f0lH%at{NCL?n15d#j}pVd@%w?mD}B~i$YCoC2IHJr z8aOk_LUa!5s)`f4J4fMDH~5eQ!7&yC1H<$&clT!x+`{6{%zz`NUgLr_z^UX`8QZW!nF1b{LMlZfD)Uf2?3^lZYUab( z;kLVY`_bBGq24&5?8N?OlP)SLMH}Ibya^R-Bls%r6j=ssudHT28yNnVjh&XWSpd!w zXUc$gG>$2&;ba`i>4*4Hh{unM*^3ab;0F%ghJI&}t4r?9?= zi(OGZ>No5oI#Hs`a1FxThv^s&XL1f^4riHJ6=5>PAU&o&mIPz+^Oo!UsG>J>hOG}& z*pR<6dR$iBz)?tL*4*PQP{iTdx=4I@o&=U9NX+r}si9gybNCTkOzz!#MeCf##>V7U z4=C>;IIM&+*L?2EFgerb@C+YZf31+ARpZ9T0yKdbl@dK%ZLzs&&ZYVJvRQ@c?DR1U zu#BbRGx>VTU|=u}Zej`!z|crfPbi|JqucNqee<-0{yiN@-DpF0uOmfwEaH=fBEjT5 z=B^s-QnuMqg7G1C#NA}6;^tdK1B&?KN&V*I*b>LSlyJ)XHSrH)>_biIG1}^M+BJHL zZ7x5vKB(4c7ZIkJ=I)&LczpAUdFcyMcWY|rt)UHL-U70DHbVbhaHr1xnlFhP@U4m= z>G|~M>(<5NL!Tdkx0hXGfPx<}7O>^!zfQOO)26%@*7&NF9Fi9vtc4hYHfrSVU535I zm7URa63#eklZ=VLk3?N6nZFROLK)1MlZ!1HB=P|Kbtaf4va%yxzPrWBCJU)^W&&PW za%&BywI0qqqVS5lysBcw&n$V8GiycP?z<;8(fdjRVpk=Q3oE$oGdODKV4a4@p>y zq_5DC`-x=8@+Q9#r52ziJ~q+u%^#^tqI+IN_uuq}E1jKazVh*qHSW6k6I7hV8=`pyr<0!8e}D-HTH##69YVZaD1=3!&= zZIqj{RFCd6;vGG&!{1?_F)D!QVSd$PE!@mx3MZ=UzaHY|cRQTs&0?jwFIqJWf-AJ~ z{$;k|NS{erhsKWvCW)Ji4ZFEB9Dg&?r_wJgR?r*Mz|~`pN6Hh}jzNq$&oNy$kfn5t`7E#kpZPaV|B?K@ zI?fX2(*9WKdH;cb&zH!jN!H_cvL2mHH5jV&Sq0$VBT7?7Gu8CK0E0qi@UICbqM5ie zvgozKt9X7c#^zC3`^gkMmBjmFZe{DBo__k1JtT@PU#Zflttdv-`Web(CV$FKn^J62 z`CV9_0Fe8U=#WG(ht}z8v4e%CR_R-*9574(6~hk{X^g__i75~C6Vq08PT+oIhq3xE zTS#Rj6yjB}9{BT0iD&gyR2{jnsrA3&vv(l#c#&NDcPVio394K@!>X)hEkX`bS4$ z%F^k2a0V65`CZR%lsl)FQx3+#&oioi?s{@YA&}``-o#UE)_eMZ`RXi#7CNxc1rWGEBw(#Qw$!UZgrOjn)2jgPtYYS*ZxE z1+hYuYEfVKH!VN`b~Zns6;uuJCf>uHKlJeB35{3h|!k3Me(YW(w!_ zl^-(j;$H_@)di!P>suL&t{Fk|{}dNb{Ro1uTt3m~)lq2FE%IdYSTgCgoRdS6^3J#z zEZ^;WC3cX<4|TR_4`!~6&>bHsZf%xf?Yyi|D|?=yuY)*)mH*B26e5~qGrFEu-GKVjEAUB z0&)~yp<0uzMk#&F3Uv!wU~h_S6(E#yb&)Ow?C;CV|BXI`l*_4;tjuiw<5ky%?~339 zKPda4jt=V*x#Bb2@9LX(s*BR9{~|n>3E)1G$istcHhTeF@V~q|S-#@s+cS9+;1FXq zE9c9|(JcW_M2RK(sHMCQg^Fj4+licebzbP-v@PF0;vfijWg}BI+aVJ{>GJIG*KQv~Syf1nc1C015@NsFK0 z!RS`77}nH~htn_#fodh<2=~u<>Qf*r=j|a z!^teq72qfzrNUCAEu8F3N(DDxn3Fm)8$eD|TpJ3Ld>Qyu5Zg*9!X_gQLB>S3$D04f z!5bT3edJLzNdsfW3&qZ(B9S+G#iDF+?OQU#$Q^B|TE}YxpX3s!k6=FilXWkOO-4mNK5U|l zaX}Jz(_Our&GC?uAFkpKEQjPZXP!)>?~%e-w@>}(8M2(gaF;eF4y@rGalVCm6wXUO zNhAgLxTA+UTSd1$r3~i}qbH!S1mj_&U8`ie58#;?8j5o9tsmD1ZOnIO+#Zz;CkaNN zE(8q5+ndwCM}_q-7mUrX?s@(3S4xlzVj2^Wn0bXOPvZSpKsvVzS#CG7@I5`NsnH(3 zcnVTPASqyo0;oy_%4W%)wZ6i>(p-a|>1TpuRW{|~tEzX?EvU#%fa-u1#v)>H`NLY! zak+U2bewfQKNP+G9BfZmAbv7)^N3!2MrHQ)Orzb!f&KU8DI^=EmGs6286{7G;8Fdn zlU|lEY$WBYelfTF-l3{E`B#p{WZhTW>$GohlaP|~;q)>5k$zHH8WKarHV1f$l^6}| zZRhJ#27(^^5pqs-B5#Z{x3+<{^I^FD@^*<&i~IGX8I&qU5lS6jl~fE=^^Ou3L`K4%)VMmupjFXKY*28!~(Tk#~I$CtsLA6m#q@e zqGngzx=tWl=uFWlTsr1*?s9iO(}K7Sc@0i-P)Yv&{d?u|L!s8y_G$nkebhPux3Vk) zRZpv)`Spp{Q!!~NTR6!;4a~dkF3dSTLZQ-DUSU>a$9Hggq6)Q71;Mw`ANOoC&HIu+ z@yWoD&fA4Plsv2w%au!|h7J4O`@5-7<+{B0&;eyNINDVLhJj0HX9~ z>KU8X7T9K@u?vwoFQi_u^SWA1(9fK1ANjhsE*45WdExlGONPYR+4(CV%5?4lawY#E zaKb)=tGTG?2NXHJo^{C|s5F-Ec#$PSM^|3qR0TS25Gs(S^J<&w=&P?(Hf)8jPv>{h zB@gRrd+&Kts9{GjYadiwht2l5!olb}ScrdG`xJPgdCS>#f$37PnZ<=+cxp85m6O?& zwPYvkMTDcO+;i9Zzu!4v^OPxDQGB<1DIfV0 z8uaxv9@cv?jcuE)f0~+crIiGm6=+-tx7l+R8o_ zMFv3}v$Yf0-XOSbQ?%0rUIH!^++!~4KYjdOc^Nnx;DY{>N`QMid3^=wBjI}Q6hGql zZOF@1&sYf2ueHEj*2v|vS12Ph5P|VrHgTSCi+hm1zU_brP;8AfQTNV8`;DC^m z%L801YJ0l`dC$dkrhtW9^}NYo{2^O*hT)WH1?$8fNJI~mg@04Plc><4wQqS|-n=Lj zqOY8}*2+lCo=q-f#EaxWG&J@UW|^<8?5E}Y^7(qL*rujVQ;YoGeKq`LA&|29qAs&L z2X&>hYh>ff19#Q`x5o_Rvxg_5VQe&XqH&61B}b|W z`(^#I>GY_!0jYK2OQkHBUJAQTl2RU}2;yFz`=53)Vint=7Fag-VVlR#oF$y!lCKS> zbWgP|4<%lGEqeE>*(LNAopYlp;eQraH>nF$%lsWj_&!p3lV~``Gkr|xRqwI;jtQ&% z{@FnlXUuf*#Q5Em31^$>ntz4to0^>0k1bN5`o4u(1Ym-rUogMJ3`CTGCj~4wl|f$y zEqk0rE9&LKNWgGsV%HOJJ|+p<&0=|m{|OMl3aZ|ylIwUtVa5TiL`UN!MB7(WG@_`j zCw45Khecm$;S^hUodW_Wil!^&F*!}<(f@p8_n)_|IyyOJl-Oxc$w^c@I%G8nsdIl* z#C$Q%Z>n;%Wynds!Cy33*mx0(uBsTvxZ4Q9!FAT3_^iWG6IJcQxTulZaV-gs-cC#c z8)xF69QV5?&ukOEw6%@>NqizP7Z8H-0n!84!)f(tgPGaai*MX4R2A3Z>L!M$k3OBn zx+Cvl@Q&wiU2!S&hQ3nHnVFl*>p1(n%Po|cdij|SwU0xG)xv%$cvVb(sAn;L%n0BWGuKFq1YNimk2ebeYLV ziz7J>0wQ~65}Eu#|!VA%gxF;8x4l$(8{h5Ev(@GAQBehno9VoiMq;=tt76=O)1^ek$9DT9h(zEt9SoBJ9_;Tpv0b?Jqm-zI|e-d>HcRc3aVX!C~6KgX=TK zx39k$=@WGrCE~ye&qnDt^n6AzJv|Kw zxll(?)&m!y4tZf-t)fZu7kLPuO&+E5?-LoA3`utBSZxgmfEaZ=|x~ z_Wxxp1g>wF7{uwbxx)d;)>o=5tT&Q(e$COuU(!FnQbT$qqz*j4^LHJD(qa7-RTa)Y z)*pq20a0!1XyZQT{Z0&N+L+qFLm*ZZlaOG;^=H&<2mMMP-z-y0xX3baXcTcW^+Q)?s+P{-LMwRopY2h=wcj}svi|U|w@tL*1A#RFLEmIMz zqI~#+C!5?x&la9yg<-}WMYM`;z9c0ef4*+IE`j^LvTrm}MOb?>H!%gpXuOW{t0Oh& zp9h$Ua#U_X3H>ZYoznzYCfmltg07`XQ8vj$&Sto_?+|QoEkts_AOx&RFMJ4O3^t zZiS+BHU+PvuyH0VLWmZuC}Psoy1`RBH#@sBnRCfgsgV)d`%2x-K_n%Ub-)GGGUNAx zAx0C*1M7H|o*))wc4?_!o4rsurbPFCGN8R_Kvr6baV{^tt6r5)eT^TLwbV>*t}?7K zb$t~-s#;mk8}>$mRxn3H{hJX3-o(yAYtE4Di=1QJi?L-r_KMlvBMAB^U9HId1zj@? zmheRT$BO+B0CWEH(f(r#bOnBQ7PWjzPr^&pOpM0CRGo#xcq$;T^}s`fhmtZ2cmU@@=z4^hEEg;7LqeJ zNt7j5C|(xb+NZ2W;(fK{bnWLY6Y3+h4y;lY?k|LTQ$@4XNoCi383&#WWM*XpuaGn0 zB-5B+fqR--{g-^5p`Y|#ktov1(jv;H7Y-VlFc02cp#hHo#5w&qoS3_ud+IgD(_N@& z21BCw>@92VGDeV4!Zeien}3l^-Eo6{RQnsL43@A^r?1VElMf}#$AEOeF*7hjm$N?P zIZ1?gR3=KCe+qm*8>@cb9vh*GAtKJg*`-b``DkOSYr zI`68_@269Q)YC@lsg1#*AHB1x^!aBDj*I!`ORCS)|){ZyZ}9HySm~_Z7cBW%a-aCztaZ6h-JqMQDU~V zfmZIul=x%v+Ikd*1+1J%LcL%TKG;tq`t^xVLaKP`Wnc)bKNL%`d=HxD3VcrgX7m;o zy&JcDcbMC5U<#}S&fnd3@6Y3A?OhTQeX@3gR`y!Eo#b;ExiSiuU~*Nk!YPG$lJDVZ zld;B3CX$OO8|b~y)8(?%-ciAkwx+%|7nc18uvZHtBUmK5z8sSp8}l3Vc(QQwo<`=_ zjzA@tHPv=+SmQ!Adc@$t_(1xHX){6bSd-dWattl&iSKJsRNAAvLvlGpoJ;hYyKTqK zUzobdnwfTz&b}QRYssl}#6q6vbv*_g@E4C3r!cWCIF&0^S&KadR$^75tXW*Hl}T$u z$*Lx8o-repAnR5{7C$6c2CgCY;zjvu84)evbhWa2d1J|eC<8mv;XDnWI(?VuMlHt> zArX#sQH_S_U~K+J(jR_+>CUE_@zeet9bD$Ji{CONdM7Ub<8;(?RZn_V>=(ooa2G;+ zvNRN{iJ;0=l)m`DUTg5rUK_IDFQN$NFr$CcrvUjiUF-;~XlC~GPjK@;NM?)x>YAl3 z2;zPcIT3zzwZ#p|jab@^QD?9{! zDFyax?PsM_=+jFRVB@hW@4c9hfN@#38WdA#s{FlwpG{e#wB7{-Ho>^H3%`;QBY0c_ z9-y}`wejh#Whe;l<*4ZEb3a2bC-;zse3?V`s727~m5~LDME%Cr)g<_$%|v9?{QB6V zW1A1r4TabgBY9GQM`7`a=4^{MDOxm%BY(D?!@_Vgb;~!gHt>luxQxe-2er?FVaV#L zsx_sLvJ^+HlHys!U`~?zoxo&FSc8hqMONr@S$pC7x&@>3hl+gJI$u1sCGjp+Tl(h`K6QlxtddR2zxDIk(!2%HZ7e&#>eZCb7xO4Vx|77J|A zI4!q(@q)PX$i=jBC6kWno6@*mP6IJ~eVg9oa{fFpb(TVS7;Qb#s9zdhQ4vobb{9Fp zNuIrTSV|@R4dl{_(Giy^*>){gQ$LuV1uP7pT3YI6gq6z|Gydut+u9OG7Cg3bmhsYn zaO{4k2!{oyeUKItV;&&`+XQFH*zP&p8JD{<+DT_`U$!l79sMSZ{tm~Mc8BeCTzWOk z{z@)yhFR4Cc@FphwYzdAo}(57rjV`IAwryh=6k@g6?)n^m=*hPrpBrPi=~NCocA6S z_>1_8?MsgJc4g8S?Q(eH(YZfue3gHDaoar@$+!4AiQOmV8DmU?sAc@RA0L0`84Iw+ z8J@3PpPp};-%tP^Rugqj*1^){-rr;CTirE#jf6sPnUe6cAtdgYcHu5=-gmtyk|^8E zNy3GQ+MHG8U@blsTUt*un~OSb`bK_}ucRTT%a^40zBOD{M0s#xz1LuZBgLJgO|`#gnGq? zFB};UY*RF`if516A0Gjs3y7Dm18g%JQD8`!HZW|M_scs}GX+UiB3j=1cADi=74&E} zn2V&tJGIBGMwM0+-8DX`*{E^5DufEJ7VUkh_zCD2L=vTmy$D=lDWGC9HtL?-|M7Iz zK~cW{*B3-WQADIur8}1fK|tw}E{UZ>xNF)&VTKhpZxynPgh+6Km@;p2 z|AjQZBgN?6-Te&ep{VxYLmW3-=+I~0d22pd z9kx))`guF}Gr`W|!%zhlitm;A;E_$&6FGa`s683fjh2tG#UWC}pZ_t;pZlF$O%NXu z=ToG+f1KB@tm&D~?MxHxyBD`5PhqALq8ma6sU+PBg)BHt9+@-Uj|Y1tO!hUgc7C4K zIWeQf9cZ1KmL%6AbxvF%_c%7?UN_#7F9Miw)Xq~SR5uCbtP01|P~Iyjhz_2d=f@!MGOK-<&92^B1eWF>gDCJ2Wuh{v3*n7BJ^d`*~Rb z08N79#bP}Rj+`XgYqF*o(H29I(bZPR-N=L4%Ro}ZgX@cJMsCINrer*?jC?q{T^FLrizjcw79Jzr^T1>RJLbL$*eGqN?0zCKM)Y2tT^BajoF!w)d+;`}i0!0!XYWI;L6EIM?bOSp+h{$NzpFnqzeMzJ z4(A5cB^CcpOswxa9L&cx!{=bhSUmGR6!jv1*mhRt;E382{uiQ9qE(*W!`h41R6O=k zLn)pet>@35SF-UB1R7fpt}ZY0BNOAONQu}0g}H7iyG`d(4sp)+jMo@ZG;7P5rR2Gc zT7sYLY6$`b=jF<`@%Qf&JqP>5kBya{;azrk8?6r}u_Sg3cu1{33W7O)g&@LynD+A6 zZ_1hObey0oGx=Q?`A4J}-C^pat6`vds?OQi?D!!9T@WYz#}ozVE;xo;__~1%1X9d$ z2BnYCj}4qhSQ21ORj{~yFB`N#jHkqpR9tbsV{Gx;iz;g-=j$j@3QYJ#N{;-*R7Ob z8!t7a4Ts?>D}#9K(Xhta_V>w~H_G=X%NyiI z_w-PmQOj;#GW;z2etC}8?(Az~|8M}_Q&|s|&&R#i0<2RqtK>uQf8!VOXemsj`fQ&;&Fsxj_5pX+{Ad0Z z*3-Mze5M#WxwX|c>Ch^>($%ZME7eb}p|zQjnh>V###>_>xU}7?oat|mSLT{0l_q;+ zkR!f!qP?}dgpWc5@#A`pa5qH}%$u}gC5;>2gY;~^)EigyN;S>n8qj%|S0P^!#2aBJ zNT1|+KGyQd@jk#CZ%BX7`;p!}0KB;YsMt-n@(l(U@{df6GNwstiP84Gww7TUz)#kX zzf@cDaC7Sg{yJ?|qFy?&2$Gr0-iF@jxU;7(coew;6QsUGo=Gu%!eQa^dl~zJ$yBvX z`B85`Ewj#$c@&%RxvkGZl*NNvlnd~snCKQnUF~SKZ!Xkzajt_Xa&d(CeM?Cw->=}b ze(8Pom`a(YC2n)+?a^qgzwIz9uI69;tY78we|KDqF!RfF-!kF3SPeL_M4~4gNii{( zcGYt`Nmh0!;PjX4pMTsj^j$W3n1pU9HOJQRa|C-DYFQl%2tv*WOQI?fK*jgj$p?U! zVobkj#a#CaUV%S#+2)|FK2P3eKb2g_bdt7RMkyVKYBP>bj&Wpy$J1#4cw9a7A9FcK zY84fL994f5hpuKd4MCu6V7nRgEU#M3a zk@oSl6{#!A7Ug!CST?*(3#JS>Eb?<@55x}#PNL*8AetV#Xroubh8wq1So}_$v)5{}Z=;OQO$&8wAN*!yAE;YYf@&`^(h^-dG9BH(E-XQICT9r}-j z6=`%sxxd&RYcWY)s0e%70?+Kg>*wyGf#hOp=!{zPvAt6t4SN%j+ns1ca*{7#?{w1p zG`?q{wi&KQBn!q0|9eLQXT(S87$VqXd&lfVm)zFvS zdzChmQw^uo+_z9)%5Y*w=LE7@HpZ(9WaXH0f7gadX))qywb7pS6^~Z7k!%{INaawd z1JnT7Q-(F%cjG;;5zbf|6K=JYrcbH7LBC}Z^5uKT3HYvoP(QY17MR&@y>kZsA)nyqmselYIffBp=$O7kn9luVFQ( z6Om@Ak@kWBaiPdPU2Y^ZV*eIv?n9qq%CkM~mRwe?sQmg3eWH&AI!ftDBR-YI#YxnP z(5BK-QkFq|U8cmxQ&VNz3;mX7PF7PR>F(DGdKVomQ=tjf&_D!D!n(R1lj_JGCf#Y@WYMZ%tUo+P2m$#kcZdpg$ z`GbUogpXEor0PQ&EI(b}8s5*kV*JN->>8}Nm{AyipM2IGx<_cFQ5aN21V7`S({HYS zUo`%wH=3L_oJ-u6*QB$<^!LFm+4)e<4{6oP#>U3YS8oj7eWm$a5I9CCvHCRJlh(e) zY2&djc}3{2PY!njern4Fwtm z5}7G>L%&aEWn;(%b(t|}b*YJAZkcl(B%6(;LBL~fqCmb-btdZPENuk&NKW4LZev@V zu8q1dRtba@PM0*rTN?C%=-EL2V;e0ak9GfNGbI|zaKCotifNu{dX6o(rt;|b^G$1m z7Z2fVJ+?(&2!{z{A3=Ada)>3Pj;zy?9y^9UYg^Y4z zym?-dIN2rd;ZJ`PaDqk|_mVg%(6?~iOHNHH-ycc&89_cinINXt#VQ`z+=gq1@E4&{ zC!(uL`g87OFruUs)|PLbL&7pBYah?fx68pcrkZ~-Qsuv%(8GUuU|ovNi?^*~ zxKU`)fX#N>5B3w!Wzckzj~VXQvq2Qr6(>2luU8gPUXA+ZNh42b{IeHOE7;MW&k8Fn zWcWkorky#f(bLan=jO~rAn~5t1|nHXAWaz*acM%o1akX%stdRjPDS)dBU-fDs9&*R zL$jewF@NadG*GF_#E{FKHBXg9!9IrfBRTdq-U-!%q|u?5y5vO%no)%&aYI&hCS=iK zkv+JGz}8lS>EquM8Vw80q7=_?-kC-)9sK;E!}~?Q*>3%tY;|SbyqL6ABJrU5={2SO zVpC6nJPO>8od9zN*qs)fmn?Zx5f=9434+CpkB>#%QHgWwM;?FUgB*FdFSzJ`vXXLJh82Rs<-`HnW&0~N)_F#mF`P0*3|1L)>o z#_kKkwWI!8x(IaO8tyi!%E522gy;cL7f|@f#-~G)RHNACM9OdyU)RR;btRaFBnZCm z>nkj8?Qirtd#uYsKaNognoaHu24E(sW@UK%rg$*fVS`TE~kg#^l`55&$zj5q>8PJDSwdi+Y}jVie@mz>uPPJx%t9H@+xi0L>esL&|xjN zAy|q&YfG4w4GXihPwGza)O8ndN8l!G@s>81t{s>g3g9iZjjzpPO)Xy?p%$0dkcS>l zAE#_z(XD$E)4{0aU;d}-wT}Lq<6XVca$hs$*{$c@nq1wr=TF3BwzI((Lk2$0fxt6o z17ZFQk8e!}LXM-B7%iv2h_8Tp;0<8*fTsgE@G^$A=}EJa!<)@(NEhv=Ct+|h+Om1v zv^ta1;JxHVRobmi^Miu}Fej>t;9pBsvjH6kpC+schD1LN?fNd?@(2XZ$M`@aIuXZ;N|5Gg#z_)?;U$>Rx~@{y!h98j>% z(&HosK~|bn_L8oz65-XK1LiM$c|#^yY>o7AC_wH)S*oH%IjrefZ}d^pL5GTl2Dtux zmMgzF+eCcCYNz-30UzGcL7qJ-#1GzY*0q@?W5q_t4EzH3P$~jkf&is~%t5zD`2#^D zmu*%$8|Z~e>h&aEA3n46X{Bgo8>#HPtz=bPHao(6{s^db{sGH+R=)|vWW8yh;2Y>v zT`pQ6?|3vN8~^iM0Z^{on(M6Z&BQqfd?vyeZOuKnv$*R;C6;|o6oF6Y);{*4_42i_ zFev1xuVlyLF{HyW^>#TB0gm2EzcqTOuO}ET>x@uFQGaAfa(EIJ1gR50e5OHA2OOjc zF*h$5UE=n0noF1Lm475JspmU8$hM#!Iyn^(F8w9A+R!9=Lz6QN9G+C$PO>nl&mF&i z!iLkp6ONVuBq}Q8oxOhhue}C)XP3`!C&Iu01|QguoHqFi7d3yGRIOwz-_XOMo#6J6 zvODd-NphN1yfKm`?6YTMguFECud|s>MG%N=IJ&qfkjT`|8~mr>v~yes2Q0k(W#5b| z6Z;AFsT)@8H}&=I|J8P0yg5JTsQN$@BmttIjUJ&XW3Rx7g33wX8$bA>xq|h0ndj~? zc_5_yQojAIMlx%>VD@GA`=4%mkAY@wJOMD}erR~TR4C%1Cm7H0tV*4S)rUWAGRftX z+>N?z^<9;b`dKF%M_ed^K0LLF3FLJNYo-yMwUL=oeZ0B9i5w|$oW>ZI?lQ};<)4O2!fvE{fj5S9>Aki8i#)4f?3r-JBxbA3ytYXcNBvL@DH zKwEL^H~lEb6IRvO2%eyh+7q7euK;f%Or2y;MTL8PzBppbk2yRtQlG@BtoYPR1B~}T zk%a_jm59gZY@6xwqs}KBhyUbpbrrtDXD^J{)k}BMt63Er(4Ls}cqq?30D4u>qj-W} zN*kdEf}IY*fN8?FW#(AH?-!!1YNJjZ=}w9d;-K=02Y((>$z3JtfCNLR5bOw`XtF^b zSYS`*=}QJD0htnk98$!vo;#dKO5x7>XZuY<7A)jw6k3(&YVlA z+x2S7stmFgv~TqcJZuL~RO-B;gL+X1gWCh&?)Us}0gEg43i#+P`m5=F*-KIIhvyNs z5etNS*UY-mg49l>QN}*B)zOtk(`2c_QY5# zArvqsiAfi5p7pehp+0-O%2EuP0cH#!P8*&WdEChAZ%SaSHiBOF0 zyDT2{)0#!ODCkx28Z?yxF5I(954kFZ7jia_+4$d8lcIoe% z(ZHE!>wAq87(M*-KQ_ziEhcD3P@Gn}>2cNq|<-4GoGL9s>Q%Xl5%ZV9CkcMdICszvtv(ZluihV%rSO+t$rtbmNnDkj_ zNU$C~SZX@0^}3cDGy~q987Ik#@dK%*4<2j7(>m-#Q8E@=a_U~kl{M;n0S%3#ostTmhXez9GtaQz+Sy$fZ;%%`y6w7+ z=hfnhWE(6t;U!CVZs0;Cp!XF$B}m-}czyUVH{=JGRRfu={psx7(&{k3(FTM6aSg_o zzJgo3rM44HY1J{??n^2cVLQDy`!($ik!lh14F|ybI&h1+0I(9;NI|V~{a5f8OMWN_ z%z}0?jqQEhwYF988?~YPvvZypQ4UxNmNyDq>&&NZkI$ko&FJJH~%J)RXLc z5pYi|D^pD2JQInvZ;*c}4H6uIjmZ;6&K*vSVrZy;VcwS+iTjAiFyd7v^zAVE#D%xt-rHt zOldY9yCypjQD;;5;|ecTRZA7tj(6sIm3xw;igmERoOFba@01Js#v$M1qj{*8eb24M zzPyr0jlzcK(?;OJMKXq`=Dy3mt}gdbh!0XK3REk6l+iy?QVh7ALOLzoA9JrGbHfJA zB=bgrqRYIfNGaJcx!~c-r^JdfO*lRW_`r4fqU+2{)I9lViqM%rj6q}Z0tiZ1eQP2t z>(ekvi|7^pUxnsz*>*5jj*YD<=eXAURBz3Fb*_LGPB-B6NB2L{bAzwrFO<_jqB5(2 zok@COP@97nCrYd!gjQYUC?2 z;~J)Fo-w*xh9DyHt69}&HkX}nY-6LH-q!&AGd!#~SPi5pSaX3iIg9q-4ZJo=V&thm z+a46#w{;qYZ+Vvm0*fBFFEVBFetBJ6c8DimNp#no47wuH7kb{%jNlW zy``X{aM}(2CmFz1R-T<-T#KGI1R2qgvf9=$!e(J%z~pcO16A*(6DlCp@>o0L*O#;w z$^t^aAH`n(sBk< zh11+~4BuVWdecmg;YE2Le#+}=KRme?F}fN|x$F|ZQ?6>RQCz|5*1T)b9wLcVvf_>M zxw*W=UOtJ+^QnIDvZ#om+c6ueC? zwxl@jFH@<00uCK`Arr@F2Pl^L7vFqMuLiR)0f%pL8TFoR4sTmAQpUtlTU-6Deeen9 zq(O89Sy#b!Jg+=($x5YXN7R+*J$^emmmSHiTK!KVsFWr*dI3Yk(SQ@);W z?jAo#{&S}k&9HZnb&jfSzn6HJ5&57x>e`u3e0tKQL+JU`+=!#{($W=)^yb&1s+%)a zWuFviBj#`D{Fz7XU2Bq>*~V6z9~BFekLZ%xpa(f4baPs$^4Zr8+RJy@V47Z8#no{_ z!|@_l=1GB%o4flWR|FWoMw46Gt#3KuVc^PdCq3{oZj+9%-~3U?l9K4{7q=sfOi%9(u6AnBfStdW*Dt8N->lb(H+uu1zjNc3(No8nr*)FNqGed=i3j z)`_Y&G&F?ehGcm>20(19CYQ75v1TnBJ8N^fE?YurS+W96$;7;VD=FX)mRhhpyot66 zC>&A`DJlvftRb*YLMps}m+ly8*dB}Y97>S~cYP|Y3Il$=6j{lMF#S(d(&n9t<58@` z{V7a_qPjPN7BW`yhCv%k<64IFbHluUFrZ7K`j z^Z&txsJ*WJ9L za(n|>sbu}}cw9ySY_{H&$ol6YsPB)*waOtEWuZ|L)IP~It4u3jDKLJz~IE@@PdNszl zk#M6sZt=S{@sUvR8)IMu2*nBwdOF_jl}76UTLlnqTia8sy7WSb#y@YId5s`c75@^X zLd=L|3xcg>UNP_O9q_73YiPcN_DtQ0QQyt&I^dryd=KevqBZ}qPCuYCWKj5Aud4ubn`tw2>HN!^uE8UMeI>eu)%HIFvD zrrb%}G27mezAnlNsB{!F)NF>Jpnou)RsIL_aC8PgQ*4Y?FPCu_f7#VBZUwiqTRbf* zk#piP<8kLBZPl5Mi>L(un%Pg>Ok49;Pi;T%Fv)bil7Comw{`1)_ zYbed7Hvw4ZX+!Vf(+etG?YW>>wTPOUS7~;UX|&-y+>g6{SIbsbRSj=%$EC@O66AXg znu;l7cLuN`8okyq|DBm6w)P~l9>(#8R>`XwY+2}mkW%me@XPysQjxI#jX(}ttKfYHzWNWa|%&%L^7OTLVu_(adW%;Mtp z(W4(+P?qSXp_&36U6y!W{sQhqkHLChH5jyj5Qdx{>|%Z3=o}{dvq=eCZYiEH(rUZM z*&)u;-MZ$Fb%^>L`YBnek!dZWDr!RZSSZ-=p$l;vypB!a)bB1qIay%0uKSBwv*wyf zrp0v2b@|d$_O>mbztt+rU;C?m)S+k+GOyaN)5 zm56=+xr}~4%a5bv#*xIzExtg*S8qBJf1#Drepvm+t4NBA>4NfYc#13w?EaSYaL%cf z)-9oZpniALMa>z{@7W3lbVtD-z3i2P<81n9%i28nlVX-Y4{%F`-L3Ld- z**@ldjC??&0_SVQ4;RogI_}XISLZM8J>LRuuQxH9&i}~`zDAy|rvi#{+u^*CS)2A@ zsQ)TnOl%z8>bwSY*HAF2Z-+a?1!(eQWsAWAM$eoCqNqPCNDZ zew_~crj)T%3BKdOIl0g7t`WVC!qsmEF z+AMgUJUwR2YZs-l3|aRZ7`cO7I4p0J7~OJbU#>G;9`=cKI^3QU<64g6LtzOPq*!>= zTp5a_w&zyePnpX))Vo`$bacngU+112Rq z_-S~--?eCTIlDn6pPa?0ZP#>#5Rm(+NTw<^VL8_}VKHQ3TCU%Su1g^O^yKcUcTpT$ za?WnNSZ4D-H-_BlSOX_jbfSkbihFgJkdGPz@*KVaps;mos3(o>qyMHFAw$wc)62sV zV@0mBzu%K2&U8a`CBT7M{fEftzR7G*jIV&kw_pAjTKF@?E#Imu{fhuvE#2rePwPj$OKF(~7R`%r`g?!-hc-hZeCLzHB}mA<{p_DemBQlI8yo5} z3H=^2>3g%vrgVjMp)v-F(?*2hPn(oD?O`3h+6q`@YhS(UeUGp~c3-Ug^o8diO;_Qm_wg>AtG&GOEX8G1H8-VP9;$&uK%W?ZS#@TRr zanV(#NfNR?8?RZT9H$XvOkki{kD6mv`d@0xI__%iloDS$H0=Z@UMl;;SV6D;QlpZ^ zWLn<%Hdx(SCFVd#S*^#ezX=rBpVNn9zao9`-dZ;Pt@c^dSIJdCU^@KzU_-n_;vSrs z|5Sy~A1qk%PMLvFH~1YZP1_O~E5^stDelC|c!o)vU^C%C^&n=GPu}n3P~kl$f1uWf ztS+T$9+7xHYV}@9H4?;AQi*c&4FQ)@Ru<)&;R5FqO^r0Ksp?`zX45u?3uU6%YQV4r zH*$uWipeZ1w$`ueW4v`Q%D)ve+m(r*UW42anEcW@1pkw^NNgoO*USPfHtz2#Y&zQ;X5R2VIJcou_T)df2c*jZBM3~bn&vkfcM)-W`%VXU zzJ`8R&?Qvc#h0%fzT57kRMFUhM20#liKJaMIC+0a5EqAC9mkK+psL^Nlr_E_V091E zN6Q3JhYXF=N$ZS}x?KIDzBYDqhj{KKf#Ax0N|R*^2qh0Go(`>i?$6=jiwzfz`E8~F6Jv^8*FQ5)arU!u$F$m0c5UU}Kdx_pGss)B4X9=eGd;1@ zZ*)p)SoR|?cnRhslQ#uFaAKMk%X!-48jT?tanLljQASG3eHS6je7XT$mTmzEy^|+w z{NRGxCh4af=AS6UkaNy+XV&eP4}J6y?eWO=bi%UHzq?;{t}=4V40A zKHBo}{s#_6C^BIzc`(f9?9U$@An4uOGXSdy4qY3iJoWvBwk{tre*1wkdR3C6x{CJB zTP!RoW3vYyaReSAi?T%F4hfy( z!I?U8#ND-j)3h$q$*)Zi5!5~o8F{!khou>M+CBVVpYmm{Z&Tyys;NiA@g0NjzHI#Q z9KYw7sK;21R;)aX-m`5>JKIgfhPA2th3=5GR+X8k)&9Jz^!k=7-gg?y=OMkjuVPHW z+#keqnt>KZAZ82i8ib6FH)i8uK8!c}qDDU;lrgLyPX8&=CI zL38-2eR4DQl>ah|$z+T zS-d5ZH%zWZEH&P{uu8CRIFStTs*$ly7 zZBCf(w;yR6t{Kq^Pr0075Fa_8B5E)~5morF?Jl&R&=2^G43jr#v%VmL2c?LeGwHS} zwp|}jZ`<#G-X3(N67|7mH1s~x=%Uw_F@GArrNI!$Aoy!)*?ai{hp^?MN6!}5i%}z& zd0gndp4KtgTzQ@pJ_(S?i{rwBNBt-eaqetmhI%<7Y{fkr8`x)RcF1Ml${Ecpwi=8{ zOD03jbT;GTjbo*o7}0DEo}gTx$ph* zU`B$mI>-IW zVU;_f!`Vorn*59KWGwz2wq^bm{rUQI>oW=>4V^b~)LN4h_b4Tr?VEIWd~GkX!#hJ# zbk1(Z^9%Bvc5;;)6y=%O*_CJGe&2DeVDnw0JB2c1o6#B6AGzi`cF>-M%xz;AwQDB+ zJ5W81`CmobId47c>&Hmc>W(+S;Eu;wxh`y4EE^4MZ;-wWV9C+y*#5-%`S0-tJOy~; z@)qq+?k?K11t5Nc(yG9F)n5%VN?s2qvnJ5_tt6N`=Y}9GeI!d}(ODKRL=e6VaBfgx z^TgO$L=93E#pNK(c^ITCF35>piz>IqwU*G91}8iVfPG3hhqxLuoTV=$8AWpg{7!y zZJX7o=)?%gI4oDZBQz&+#>rEAzH`%P&@SmDH^DmdMwx`Yg}a9#(g0baZgtr5pt7SV zx&KfEuZ)+@Jfp4Xa99cWt(Q8Gp?+JT!0xOBb1096QrNX7QlNI`cItYJ=8pV^F}{G41{#b;-VpCWWnOGL`GM_m)(&3?5!4%CVq})8Z=l+uI3;+K_*^Hhim^ zobM^4nuH61{5)GC_CQ2(tcId-_^**Kc%SKAHkpWsti7SW*i+;| z4}Rf`bjq+G-7}BuG5O^qX4Jf_lWeLG%qw^00c)JnfQnEkeEuk4vA^xoYsp)`gjd=Fkst{)HA)=Q|ftea5{Au-XNs z$9qG`9@^?&CnawDZb9iLSfKxoUa0x6*4Kj1GmiX|zAUjf+N0HORy*40%sSmdd%Nd- zM`I&!X((+Oy~Ga*rpE@~TfBbYZB^G6Xe4=4!^cFljuot#GjKKNS$0UL)OR1(wMB_I zw&*1v-W)7Fy}Y)s(IBSGqYXe%BN95Uo1s40ryz{_Y>oA@x!IoBcR#m##k1G<47V%> zIWUlzg#PI^l_N%aXTHK=cabrYolIG{?|OM8fohlhXh9gv5`7C24JxRXdv$Hqh3_Kk z%O;9NI&bh)NWz;s>DV_8B%T8`mZH8J*nP+3fXEbV(;FaZ0r_vh%bqi7-5A3w@w`%- z6_g2Jq$q+Q8Kjq$Y}2p)P*^XlAVY!)`zQ1iD!xx?erT zvYWNF6AQV!XBzyX5hEiC7MZ$|--{KHR5};y?j{fZdQ!n%t|lywXD|2vpQtSCWdAB$ z+b?;jP+{)V1K0y%vqY#5Z?;;gj#ey=exs!h?|ZLG8!;Boq;tmzp^tPY zag}O+;T38%`!4umqX$2J{Z&S`x&7Bjfv@`bOTPY-7X=EtuazHJ?&(Y$5L}1r)u^rL z{U~wJ$)dqNOiW`$wU&oJwW($+py7~9`AWp#gw~NB!HJtW-a^X_o)W=FkF#a+WEU)R z`7rz>NO)(KAWy*B9Gu^8Gc@Jlg7Aq`%x8hW%?qRT#bqD2{5I0_+40?a=TEn$Tcyo% z@zJ1X$Xuq6gs@t9e-Eb9k@T+VZybOMZ5_tXA=ke++d{Fe(z z@q-D1c$H(39-lTEMRhH2hX+Z%A?zw7=>b`NF+bR!BshzSixm8ZC5=AjF>WxjidLh7 zRpjv6brX%_0PX{u;mykX+4)%up|tAOcI9+>Ts*uZPPt$+V_kv8X73a{zr#QfJACMW z*X7@j5A8V1i-=>9M@_=nb=xU$8$mZUB!_{Q_Nr^(CX*}z%6GgSb z3-t5z^KG|=e?;LLX~{TwyIeQSl)}Dx*^in~C@wtcsvc2u;|DJFY#v%wky{80ml%J~%(Hi5+@m(;#-y>h4T&pqZv3-f%KsMhzEcz}ECPQl2Oe zixA2)@~1bOS5|*1s#sR#HbhKeL|JN-c=()V-|u_}HCA_=Pe}UO#wd&82ZLzRSkU)w zbSl`vsC}I+ab^HefqeQ6?5*JR07(_VUhv@h_6y1zk=#Nky}hcUPNu~#!P6}ZRuPa4 z@H1O(!kSBa`25kTmhr4%YnVVLe6~oZqsx^+MmPDBWZWtPqoUKaQGxP zE76nrp4YB#bvJ*~%IeSarcIk+e~8KL?-_8d)4U~pVImt=k;^!RyHU;Sx)-}4_M!cJ z)^^i`_7$6%FjS{$*G{f9SqYz}w6TAE*P2V`34Apz5_K`>f%&^#Ikf-t&g}U0SNbny zH~T)jkJ0)&B_GpNTuc#ZdBkN#+>m{iF;~`Qg&H9@PR{({ej6U5h^~@Sj4IZ*S|6bj zZ>mLGkF1ON^p;jO>nTUL07Av~86MC&SX!vG*rbLhN2%?xaz!8v(*>l-gEsnKC6@LGpeN3c#y)5~V( z2KmJKZ`%PrpO5aISaY+Ul&YoPARn%cUCp)z8}^Tjhke|COkB`^dY2_S$&zS4dIH~g zVUQ>_Wt%^iK2cA=G}xIcyAjM+`k3j1Yzh!ACw{b4UPGZtJXcL@Y-K+zxQjbL>djUV}!}a=Tn7=66rHR71uCwSf($gAIX~U#`t@# zO=%X(Mx zPHfk&MZS7dOI>|J7t6kAyAb8geXcA~G});x21WB!Q6nmFzDN>s+OG5U@!8qA0(sm=I}2Oj}U4M8{m~^ zDvR=k_U2`k&Shrz6H7dzf_@hi6mv${sJ`T#SKN#gl#NHH!lM>5;f7VGGAJYj(GLIg zyd}%N9a45Wxpwv2`Wx~zmO=JLtXdVW`#@gvt21yuz%_j_wCHx7!Nv6A+1iD z7)6*-(rC+kl|7AB=W|xpz3WIS2!b+Ym=?5E@)TuudkY+G(MR?qOX6Ecv_CG!I}Q#Q z8V}bG#9$9R$!P9csk#zOLK*BDs18a4_fM8jz9s7)w@y;j`#n1|6{z6$Aq%|Y4QM;p znKFf4yJhDqar&21`y1eY(v_S_n9$H@EPn!CU2sUOr2-8H!|2i?@Kf89){OlM*xR!M z=Oe|Fg*`XQX4bwbTZrf3$}e4a8ZKRRz(Xc0m^eR&SfvX=rZ0SfI_%JQxt^?y!V+Xj z=3B{COgr;U0kIP^hKP@N_r)6<`W;iJFA*Zjc7O4;=`_dVUchO8RWLo@$ovPauAY09 zqaEP7C}FV5RYS$EpPOgMK4;0R&7NY@9Z|UvK3ut^u6^Nl+<5)KGwkGe+c6-Ta zX#+rU8V9cYWc?SO6)%a1IGL=`3J%!ua#LcH*mnQ&e+nJ?$-zHrq9j*Cti1DwWbm=< z3lhT*7VfNl-`@V_41s*X5AutSt~eBlF5;DjspsR6ji3DN?EhJ$K7MB{#8tLh3oUWc zz~_5SRBsUfAGYo=QI>tEOjm8Nb%Sos%QExvde{ke;J4Q$nLm<9VuMu8u6aWXgTtog zQo}r{dKy_PYD2mICfE^%ILsP#gao5&6tUOipg+{zZOZ{PhtdN z=!g>>pV;kATKXs{l4SYulIDIVN%2Z2j`1h6>Qn>V-)F6=J`mS0X3Kh!;P`ylV!7)v zx@Fz!Oz;^Xv$ZK!RE5fxaGhGN)ias?O)uF0=j zoQak0AQd`7P6&QCbeus~R{f+#};lC|^vsKh!S({;Nf8gYD7{)T4z2 z*znIJwS9)Q;EQ5!_C_uI1lq#&sDwYH?PnR;dE>h^4gP6+tp@cM^^HE;)m)>FXFf>} z^Re*uoe%a!Wr~VGxP{Ojgj_E}!Gb5Gh(V!H-8?dA&;~4wd=vLt;Vr)RXnlF=cZbS; zWX16)hvipBLmnrSDL5h&B}}%hxgnu{J))9oU1M{#WyrVvNibV3f{7O>#~95|1lu0t z`0R?}^9>3Aw&tREHgG&tPpBtgl{4|YURUP0Tm_ILI%#P23O(fT-#Mk`&otu zW=VD5six{4GU5)DyeLzUXD?$RbL?Kaqq?9LF@q?Rw4GyuxeQsWQbq|1l_;$gKje9~ z|L*@-ItzxVy0!}w3Id9XNJ&X|gTxSmg0wV4cZW1XBL=N>4@gQkNF&`tHw-;A(jfJ1 zpYQzxh@7+cxnr$s`Q04cU<&WyJ2oF;mA0G-PiGtGY!GVJlyEKSMn8D2>9;RYvqhw$ zzK*NMy1rjJIXmze9v3s0`IMAQF$YnOte!JasXNcltWZLXes1&ab*uc@l3sBmOrj+> zBX`_QosPb5b5rSn{nrQ9zl}uVBo>duEUMs%f_KXBpVx`b%@42$nTj-}V{Uz`Y;%r{eiBpH zt++0ih6%XdPu_>hOS4|JKBy~-t&KM>N)Jg*nLL87mjvaT8a#bK9Jm+uyVk1>x#y%~ zDuq(zOdpx$UV;nS&z+Aa2oAlnjn*mgK`8xJ8_;H+BzJ^z;H+Y4e+RP9`NoNG)4oh< zJAnw|7)uj0Wo9j1j>8Ev9;aOw@@@``xGS}DC4w?gH-Pa@r(*Pc)GP#SK_{l^9doRloIWl=)+PI_l;uBjx$q6#m;&fXf^yvezRHZ!UYdqp_U^RfF> zwJDMmM;cchv3Wqp>Iv(I)~0HiM_&qU2nTqGCkRoJ)XeQmMdQCUPZUJ*=1SANkc+;z zK2v`|CdGjZa%dEwL>wY^1ccm|AaE&ZF2ip*yig*M?DIiN@{R>>=7P=0&S@g21zqpF zxui(V#ybWV7PW&JyAF=SC!UnAcb|4|#PLr}nH`5^N=(}4Um@69V{I9Bo8FbvJ!7pH z&SXLdV#QbuoHz!2jNB{`9c03t?viSrtL1H;ZH^J1O##Npy!*?6sETd?1YsL|AW8cp z8A0UQps%E?Oo1kV=QXsI&mDV=nQmS|_du$GPwGcVisJ3CjJQILp0lUVm#*t*jJ8+571DT%of8N+N3P+Vr0%=?_fS^7J!u-#QfT`iUYE zEnt-GBRGavvk9JCSyXxA(+sS9t7E1P&F7eq`eP!?ZW+Gg(8f>eJeE<}V6v?ff%SON ztJO?keKukzyOO@N<)|RaQ6@^!DDj+^QvnMi&kG?;vj{uc4S&^q33PA=cRkq5Zk^8c zMm)+YDk)%GjB|EY`e*ac_uBpD!LN72-PW$Ukb3X0Hc@{jkhd5bHGID_%-aVmEs?L! zGgjdX^{ER1>@NDTSQ>$<^eH!#B6BGZ5z=f#xrXlJ!B($C8Dd_l5b|t3?g?wFLWG!x zR#3A$?`%EcA%{oN$zuhHfsy_iREfv%JyBP+USft>xlt6`$Si7icOX`IO$g?Pr85?6 znj2R4h^#tBKeIX?*_Fq_(i&UGL@37^bT`jmKD2T6^d}o_dfa;r`rK=^m<@RreFAU(E_#| zfypDf-kbazhlsku?ehyChTPlq=NSf=p9G-PRK~?57;@~Je`T#|&L$?{ldZ)YjcOW? z^fY(oCQ&t4dylInTip9u!>jS}S(|tm`TXNnr)Sk()I&FIxWjFLXDS4_pN47ysj4NzrBrMyBC92Kq|_mTQfaOU^c_)-|WdvcN} zf%BlUvf=mQB1e-!x@O@PVMHL+6Mh;WaS7&kV*_0uLVL~ng0Ro)-1o?=>!}fs-Vs^X zc02>CJU+!O_XdT$+`S(pxb2~b&$V38YhrpoF@?U1?&uT+K9bHjRS%Agvx|#FhuVfo zbE)YK5XGRB7a4)52rqk~N+eBLBL8gFlO-EzTbeI<40+`=;1l_?@Dr41^$p@!&(}v3 zKR&w&B0^v(t7<4G{FZwg25->BSj#F~h6AQ!kLuWuj*gz>&iSG+^*CC^_YA+@>!_?h zS6^B#7HaYkrm&EobKrr}Lt<6m_;r|xIUQXT6a;?^7UX#|@AqxAP0_n6>xza3`Gy7ea0mTGbq(MgB|-G%We-U!unuIC ztaulaB~GlU3&ra*n9JTPqDx*`Yv}vs4VST6m;54o#%%U+fTt@42mCPD3qZZ2qU{~dnEN$Y%i`Wx zKR2_|pQ(8#-3GAP#iZ=e`>KJ)D6Sts<@QNsljtSiKte9+Lj{*KJ;>ex_mOaocuitB zpifosqx?ZW=(>g4oC@pwzj!5rr5!d72TBpHt0CF@u0r=HttOc#K3# zJ3;bjx{$hfKdVPeJhjwvCKv<9!+Y*&uL8#j&+92F8rQ&(S*r0a=kd{$|N32fdk}3w zPVc+)w6vqYJEh0-F0UTN^ss#QN*&^nf>(OUer21tsy=JbINCg1EH9*ov^iYZTK0e{QR#vbSS8l>ict{AcJoX23ZtnJ3-XNz zK~!0y(`$d$VnsX_H~u-Kr%Lsg_jMi1NzxAg_9KmiNuQZCQk2=n)T!CH+1nl%+|=v2 zQWR9&)Bj-YpB|G%i%|+NynqfqGRw82)4pL8Q@IKl@Z9}u^n<*rjO^WdS!`KsxQkvp zHF&{=nXZxJJlLO&dpvn^3S#-iS=rS-<3z^^iNmm2i|twK`pCZB&y}95S=BWZo>7d;f9BnL*Ka zqXIKi?_d(zRBjg+`_zZ`)4hZ*FFMkxFk^`;5?i`|Od^WKI51!+=)kdm!rkOI*rV~O zz_t7SEmq#dHzoL~`qHoEg`_ChQa)t~+LcB#vi7>`Ygm4XZ7RMs@Mw*%tAx+zKA|*g&`V`TVzD`b5jlKvM}zN^li> z6{S2mj!MR#y?S=kN==}FKmPj*IGyo;-jlySbPv{(-_#TrT1LV0#@yLXK-&h;K%n#Q zt5}*nEwoD6bgZ6>HUHh!#b8};CYJt7TPbm;f{hf>4MKi@5!JStrFg6HfWRg92Bjmr z@efJ1PIFd#*j76j~e0#)5vgl0KMjXP&(3=Q@V|s@U@0xyX)VP|M{JRamK(I1EppP_Q8y=(MI}T(6R;d2U=3A^&P{TCrj!Q$ZYUZtu$KcFhi{KSC{bqF{0I9P<@7 zR$m?)E-hmP)Unt%y0Z< z?y*z8n6a~=IDYFckW;_{N+DqK!78&yU}bL+2ppxxUsMnSsK_ev3;O7xz- z%ItBC_Wb=-RhEx&(Qxe84N-t;lZBF9W}q%Fnlq;kxYGw7_+IpU6_eD^Ag7>k0xTim zDcG|};IjL^PWqfHNs&~!YwfM|LJxl(zp0BDSqaEPd3fxbUNoE`8Op-Q$>M#d@O_QE zYoZ|ghXH3vwXq3np;c5gR@B_&zCa&FM?t~Q)}#^;Za2+wuBZK_7w=IPwi(Pq;tP9C z{GQ$kr0Lm338KZVRUJ9>c6H&SCwiMQ*}*-Abb%rN^9Ay;%bW4qawAkR8af)9?3>r> zhgApuSKa4ph;-~RH?9l1VSVxDyugdFTi@oPYwJ4$(*|3YOs<(+1yf%oJ?z!RS@-oz zjGv6`TBieW%tvnSP`Gu>PgDCB7_Ms+;cXi7Z&XZ3t97^3(F^Z-g=WWp)NdxCsXR(; z=`y%kWH!D=H{9?x9@aW&Y;eczcI`j$Ft}efG@WoS5IW_9bX9yxJ-t^2(8>%Bd_cXx zkicP>JGG~(Nw1soA~ud`+yoGNA1D~^cbaSuadSGaSoD~AZJ^DupxZGz+#2U?2Y%pSMIr}QQ&guvKX!B*Kl_W{KWa=q&4u0c-PLn)o&$z)ja zuLw|RpyjH$zzL`Tf-=58$3@nIQU?0v05%k?WVVG7ol_WjkvMMK**Vb!r;a00Q}9Ly zw3Sr7mRo}!Z`y8J6!k$g-Me^en-$5zs)82+2^zg7!n(HQ4BZ9%p1)bP7|azw`Jhi+ z=YO;x+*=^nGi83^L@sigHU2~V1yWaP%cF@${6$N;N<94?updwzy}H}@XX_34ClU;6 zxd^-VzFTam75H(7efQhH)&JD+Mhonm{MKarKHXi5-yvYjU>4yHLP#&BZmazxTCP0q zIN+#57x8nK>-CoFgoQU}N>X&akM|cCBTXqGo=Xfaz3*@@ViZ!$Ch15@f{2rLKfNui z)Z#H-hwYO`(q}#R70$5qFa`WC_0Fms-ZQW#7{x8b`UXD~>gQ2S$v=f4l7@vWRn21_ z1|IOtI#b4(w-92LdBGj0nfTr&)&1S8U{it1L=k^ddFPOGB*%PBR(bH_r!(&lY-7N( zeq+1Glcbu?xd(}+dx?%#!+fpp#X4{eSq?Wyo53|q9((x_YZD4 z4F8TMyvO|qP&fwO;uOV@%^0N=04V-meKiJD?{kDay0yC!N`hmd>9)+DSzT zsnEV*2GCGrOUneVhru+fecQ}2Wy2Ej#7qd($nTeT?ROXA&R0Ve036ak=*wI!$=d&9 zE3OS=67$Y000>C+*qc=0QCvH5Z`3}%d)8PCC!UGFOjXuj)P6i3$MNVY3*(w=1C#3V zo`_b-h?RS<{NTv)%c#;|pU$ljDSXO#TIfLV$M3muuKm^a+SUziKVMQpd;$)x^qQO} zNd9J%YUq>?xI|Z&!BOh)?)|ua$oaMR=A*Mj_V`8^ii7N;1IWZJO4|>!yn#S_zQN_| zRLd!D0ZVyJX#5_uxS zW5QD_F~-cyESi*Pvw`z0=}zshZ$s3JeMwkVRV+e{Wp&SG(O2gx@^^EYIiP60ycZUG$J z-wM)ZX6Mc6_l_#%eP9d@4?d!SwDGV}(9Z$TqXvEZ2ydAU8#zWD1tA`X&JF;4OJ?%_xu8mAZ@L&SvaKJDTBeQ(=`mN)^84z zMLeSu?SZgR%S1E5WJ)oxGZt79!TI~;aX@L5Xi_JBbdB3fgGlPhdyJ0{Zb^4EwH3TN zMgoLvID>7GU8#W$Gn$sL>w_p2Emdh1vreL1`R}`0&8t8_mxMXF-K$@VBQFVqqw42^ zuV78{dyvh+iUIu~zZL|TI}Ow%wuG=Y9xmdfW>yrisp>$ISCgl#4SCXH=~?~#J6pRONMt-cW!96D~8u$*GHUpJS|78 zEp09c(eCuSV}E$5|ILoiaSGBkVBZp~VE>^{{P#+4_>Ul{1i!6>i}5_MPUP*J|CK(4 z3`NGPltKP8JqFFBYqP@yoO}m1t@Hu&kHwV`o=YY!ERwzx52XZo)qXNZI|snkSTIvh z=ebgwZBcND}GBcA;0hu-p5uRoiB$7=P|8k zWxFLZ(QJEeD(ddhG50&nJ*|br1xw}5 z%x;-6F_}t-tAI;b4{(YVPGrtmKYK;Sx9dXVTm(UY8WnJRK(YGpMaw&@8l96X(JBtW zU<(~h1lIS|={4yXr9AM@f_#ULO6V2{pU8STvg4M7ung}u1-4cF1#R*d6Q7w_04$S$ zShVen;7+<>*$Y3*YJ4*!K}Y?(4wRS(YZR z#CpzdHPolg%Jo#All~~(tkGrCcXIvE+Pj4VdhCKw5F!}_61)!MunRg&y$D9u0JF$^zK34MdevFfX10ahGGZs_ekWi3|6xNe`6DAENgiTd z_k6p4@GmAiCjFXDWt=WDg*+`4IFmhJx0YV_A&msdlWrF^g&l-36Egsh$kAZ!08*2{w~Ui0a$W!HiD`=np5#aK!sjc_zc*gL277dZ7pzhJc&g>%Q=Y1|nij{@0T{3D zMTRxI_@$g88ebUMIpZB%*LmOtaAM>hsB;|d?XS*}Dl3JSVGUDpzVituLyX6TCfZ5>VcSsWm0@`Q30zKl+l(vNOkrgqCj|y-KyY|K{_m zh{lkO|Au2*ynOh}q8uOT4Sn=wiKZB{(zXNiT{_j5a@mtc3R4hd zSsf5gu?4VzXbU56?-cjB#Cn!>z{Po8I8j3neHzwT;Bv3k3Ia;5cky@_NXBp)JSD}H z9@iv-aUbtb<$LZ8|ByHpJW~?yzEVFB6chxpz5pFMqQje}Wc?<}+I!~;;BOxADM>mI ztbh4TbnapwSk%+7e&Edhi9i0#z+&%}QwT{N4m$0U?zA>KyrKkmDXu~?d3L$xS7UXxhTpq1^K=9EwA0LQ+;D~vv@&O=D8KKCTnSXl&HST<312&?_ z)A;aIu1y0)O^%p|lLWRf4CLeCdK!lgz7?!A_ZRC|UDcx%%WfYy!r~5KYt3TkTat7?5gPyWQw_FDg&7|iAgx$?2!lwd%83tQQFRU$ zfr^!>7L}_+O908^v^8q(gUp%h`xr-00vTPZMS00U9U9gJ#@QM$4LpQB6@tk zmQ@{gEp{}qJryECN{qtj-01sMQ|Iype%K~@B%tAK& zYpB2r;WB^7OKPm|6${loKW6L3q1UIDj=tijw{vY4ldBk*LwH)08zT4PF>>@m)LW3X zb9@p2H8^tMkw&^VIT=5~yi2nlzZQ)4A<8ujuovv>^n@kYs0~U&(A>~7+|vK~uFQBqnQyt5 zM3DPyZjY?p@QQq*mqO@{>!FaauygU`y~N3WLGuOiJHK97=xU=L-qh0$jP?3@iD>q* zd}dL?4{14t9Wepkbr#T??5D5h59Qe#4=(9sx5*FJ=i_S{RZ1ErXZ1ydlvEzQ(-knj z?exfBaNs42xUjsf6F&nO(8m#${F}&}!*=oO_Ur%B=WR=yx&X|rN2}$phTrNdzo3?r zgj)hMFhSh_9U;Q+ta4uj>>#Nw058zk`AK5+({Q{btwl5b}-FXBqGM zQ2e%=YOXZVtp~_=(c;mcU51(5jf(Zty+nW<3_we9)kqRHS4i6enDAY*g1&b(Hb}U>uRh1y4PwvzI#ivjb-Ey~N}SW~P&^L2XH#D73K}nzG2HC< zP#5xzOE5AWZC}e;|Hoj`l3~(nk%x#QbL?p^307^o*ac`UX^WRnCWD(t-@GaUI ztB!wQt(sb)7w~e0XBFdBL+>hME$mveBpc$JSV`61B@v(0)&!INQ{@@d_Amc_2|zD} zS|#<=bb~x5A|vq{Z~K#D*WRLAf#{)kL?KDvSFyq_W6iit%eamB$fMSUtdq4(D?{m$ zDz(|BNgguwk(a7ku|$5u*E`eFO6F4>){rInTs6lHc!(An8c#pJ)PP3EsKpDZ5FUdj zvyxh!9$N0=WjdaAT8gJTLaA)Wx}F z{JT1~{l=G5g^y}J z0Ca%n!8I8t1yX^ZeBsj1_Qij-`v{t5Euh+|F1T)P(1DZkETz=tVu>SbRVEekOFoYC z@Tou_r9fMTcLs}x0RzJsn?yoDOYW_^)JNB2q^cI%SnR9C`bVA_n!g2S0}gv7!$ag^ zHGU;}TgE^zxW?-d63{g(S`~>Mo8tK{pVk`L$_%~zx$R9(N;gEHu$Ay*w!N2PN`jMp zRs*QQ*>la-0klW$kY*9jTkValLnnM~>mf#JJIUXaR|R{sV>Pf5#EzDVI^Isp>Y=S^ zdX~lxn}+xIHA0(={dp1As}cYllfk4$*yo+Sc7d$qHVHdwT%}AFB1I`OSiMEmDPXhx zjwrJAB!R?4%Q?v7ILssh_0pOK{8_E=8fV$IiJ2)5hevj{5%NCP_Q*$Tu;cs}*1}q@ z-j7(Dw!>-gxAw(0`$+2RQtE9^nR0&?dJHEf#hV)k9^(F*>Xu_E#*s?r3fG$%pD3IH z6c{v?>(;WK1WrQ>TidW1JL%dv{vFAz*Lh>cNgNbUWKuK$si=YMyn+WVQ2a}l@Kdgj zTxoq|toe{n{L?q+gMthQ)zJB(yJGh+NdK;7ZiiElSyb6OBI#v9PY^!1ij5v;9y7Nm z(40qdas@8jz5*KggbYPHvv=X6u{P$UO>k~4eu51!qQ{I?h5Wkvu9PR$uu$V-F*GwX zj4_)CNQdZPH3-^)wT;1)So5uigP@r}iC;UIIj}6Pi=GHi!{)BA@fL*AOYGR(TeD7s*6HclZ*=m0JKyZ>~Dtet{J^H?t_c zqjAH(w6F*5v9SIs;Z!KT=P zQg;9mGLIlv>+jE5B03m+S)RSTI3-G!80ff0wrVa;Ed2l|X<*L7v9hwV-)NW-p~xda zcdZn^Ps+T&!)|lxVlfJ5l!p+4+2A-fKN;U@;+9#P-ft6bnN+FY?*`hat8%USdTTIr z+xaOYk`yeIgs3@wB$@xD70;Zob%Nbhr1Zq80xx+5o7-+>&-`2(CGhq#*?_Dya}{n% z<#1k`=*(D#@bG)vXM3QB__2AaFl<_RXKmwElDGA-Vqmx)Fybo5Ou^hx0gLRh{&OO( zcvoTe3J86uBx*xeV}*4!nxb3rW9z$mGGhr^y=vm867$v`z;|!Fq_RQ!;^q;MQp(J{ zWOCtHZtK}1f`V(Ot(6O@mV&0kAg?uBR@o%AgiW4C2@)Pi@MU5(WasTFv=bLmfTQ}Z z?HvJUg;feQcV<~wL%z%uaI=s`Ch+MQ@nJ2~B^Ui+JZ&jBKWeU-s-l4Ut5p}R1IDjA~t?{&t z^lNN~-5wQM+Z?c61m2%j&;DFT)m-{M)=FWt2hxgS$X5**z$K53mJpmm>9o(DM_@Jt zz;wkqmj=?lHl5=S>$SR0Qa*$E&7bS1o7;0I`}p6-A9T}6QXu7O#6MY2*0QDE={3DS zyG`ZSmayIJ|HC-7V7Whx^hEfD&G!>n^(V;cw}aaFMbEZF=+~gxrUI&Coy_%lCm8?v z?y;(~ew>3y+naFLB*((8Dze|Rs5E+69PmR>!{kd(pC z^i9r`zWnH+x4WNS;05)cJrQh`aca(Z_Y}(J(g$wuXbsB!%vDBhYJsITd%|wzQfzKc zch~M5@SRtHJMO}-70f_@N+H?y8BsSk5I+UJWbU=;Lcj4tmLZyHpaTj;T(2IUgIEU4 z4;36lL=a2ZM*YaAh$m^J)!$+l1}%B930d*1D)_Q`TriN9eB>2%)(Tj_7F4UMgMCHvJ30KfY_6P`B;H6tX}bCk-%W#L3cS z^c+WFXsHO9FIrkIS=DXeLnlIA}?P310A*e!E5=WY}azP-vR>9 z9B)(Za<5=KNgwuR`D+8zHQs^`+UYBu)gN{{mCk9RZ1U<$4Mb2HQC*INfm~iM_h_ZD z@!lT=1vGy|eR4=1$$(B^V~jNYDgsIU2UF}aU%7&N`h(kBCtd~wk8m2t*i0;lfdm?d zZwJ_b)YZndvb2PzK}!9KEMoKgYUn|B0ZTnaWe@mkCcL!cBfAi2FwlrA%$uE_Ml<3z zd~#3hmE$7y1E0{$?3wU|HZz-$4YQfio@M)`oNDVpRYNp-JWjlTackN5(UW#NH4UtR zgWcUfFIo;?a6Hr3h)XFlUyj|a={Z>uwD@Of!Up~S@}Gg;mYuL0AF({-fk+kw=2{^? zR1=O;lA{mPXjoui#jAi=ily_WBW4!njK$J3V!J;GW+D$p>}pc!l(#2Gs|?5h&t}mV zY&V(@!2V(Lw81^fe%MOy_qk|Fh6-4^a)q5uPBIKy^iOVIm7IWr;9mlXEtY09o2sok z@zKb)=8hbBfTU$LTwk9uFo(!KG8*rimy!1s_ImVyDMwFYdAY%|*@4o<;0Ol4uY<{h z>WWF!(IBn6NPA_lz8rJ~@z}Y4#%W0ZUaa6`8p)k2*-vL2MF*lotpsw|eiS{#)HXJA zkFXdxn+%Z7b5ti*k$~rbdeyPn_nUKFc4{OEoZRVZ@DtVB}tLEoeV8I&@>oS2=Y z@WonDT4naR?Uc&)u4Yq^mPC6m(w6@^Q^Ipp+wuT@T^Ckzb?L3Cd?vbgMZA}XZvYPCG?(aFzD;cZh5rE+4Jo_bcAja zTN?HzhWie|!Gy23*Ud#|o@L?=^@HHzYk__qzGN=DC-;7s8n0iLirYqW8Nlk8AmXi+ z-BvGa+^$Q@H@qgUW{)AUs2_zBhbfkY6}E^zY||Sbv*wlZ9gc%Wy_EtMXyG0aLk#&k zvzAmE>i&&Vf;6qk7+Lriq#0CPYCdX^B`;BIaJ>+X)9 z%jumjKn{>qx3pkeVL!ZoVGiw@nMpGBu4G#s$&vx;zP<{Hod71>kX3fn3A>Ry2)yq# zTj}cy&)08H`WZ5I-a%Fsdg94NQl`f-wOwjiNjg=cpEY9j!QFi$ATM7A{`3OK`H3AA2tn1_u{ zHBS7~BkR`%2!`Wn$NMen*a9Id#c+Z^)#zlQ!5zD8A=e4bY5Z{ld?QofNu>yP>NBcz z@ayTU^fiGzh7$HPz13FTx>T?rt+hvARw1l&w`nr?22zeSG=^kkqR}M{a4n4tTDXvyuq&1ksJnoG_-s-DL_-7k z5MXKi!*{4N%ryYz+1QyVwpyk5rbn8(r3Ei?6ruJ|6x;`ljEwkyfc=h&PEidXAAdfR z@u<-cIll7Fn>fnV8}3Xxo(Vvs5IR``5UsFoQ)u=&_A_n<^1#WH-aD zy;^4eMy0gjGs0y7aN0s1J$BK_E$RR_Mh+)gZ=ED8SCPw)dG3>=Q^?w?hxQJpeg z4p_zkj}^Ks)#JL(rJ~=OVBU}Uz!i4fCOh}B)vW*OCUA$Dg(DXY1pH)MOSXuA=;DE+ zxXB`R54HHn6k~Z7a23+h(0lvMLMFLDb@GjI5?jK_*;xU^m-pB7@Zx^?uIzUtrPl!a z927*`d^F+6mBzSMC!ipJt6ql{yiNbiY1|b>hgam2i;uPB^xlKAaU#d|G<^_NL{~fN z30E#pJS;BtO{z7xA_^K*ye^Y1ZIP{=bDH8hi}*_e-T2g;IZChdni0Rw2lklrK~e%2 zMASqmUBv?D$0%JT4)*y0kI#pMiXN4?E@J7aWAfc76eV$4sn@3|=sOR15t^cC5*>nO zv%6$u*6k8MGSB|_+V`sIARiiTlW3s!KH6=iqp%hJN)jms>5u1lCB1Z zuV>rmXV(JTNZ+cv-{93NDcfsm*Vlh9VU})OJ2^ydpMSH|)d*w5w0x1Ye|CyQ zJb#!k+KG&0ay8Qe-wQ0|jY`kPBo^paT)joT7C68=wFVp7*kI5}nMKy?)w9Wed@n>j zVMS8oCY<&Zi}L-4%Oj3K3%i_o`iL(wDzV^GT$?NJTYFMLL_KCxJ&i=7wkHaK>yFVd z!A(W4>+=jmM8wq55rIyGJO_GEaAz^Z;8-VDG&L!gdZ=vF%2pXVo-#~&! zLD1u3;rr#~2>fS`ZIHk%injo!meEAecR2Q(Sz5vDitip<{w`33P`P0kLkG z29_L%Ou;g|XY3U_e2V&+5(H?`3SiCdrgW952f}XxPXr@{z=9!^Mhla@J2f|7p75Qd zltcj&5wMlJXc9}X99@B2E`nKnK~*XCFD0*^2%5Yeca&p}mo=H+voH3AqlSu`3Rr*( z2oupJ5GF*vr0o~-^$ot^w`w}2Xm6**f%l8O^)spCzVh=MS7PApb|@x%zF|`SVTn}X z8qB$Lj#Hp+FQ4+f-5^!reGtNMj!Otl)-}Xj9pOqxEa=7N=EpSt(`)>9KRtpSZcA0{ zp&>-i$pMS^I>`UeV{+nl#RLkoDi)Zy61Br1eCDdPgKUM;k}L^lVst+0kf_!||F5+mAIKrKrIW_eML|dGDSqO)Fc)7nnn}PULUE=>@Oua+b_Mqy+#befDc{gnk)i zSEcbSs4ZtL3@s=^Q#(F6OKZ?;@Vk$Eb;T0ek(m3r+1F2UWtvO2STlwx)as35?fcKK zgJ?KOAA+ox&x2;K!ZCeoWs)sEy?&F=>VvR!F-nesJvD8tRjYr%8NQ(OSyGK?()H0d6R4Bd_xCpGS*=wnbKq!!kWFd# ze8P(^YftN)%a|?F^8+@8%%JaP0>E_j{cr{c%405+o;+#IB4Ztq_oJ%%uusltz42j# z1?z>aTyofawPK%Xr_vNu>RAWj{;@J93I%fCc06xU9=taCt+^q&;+CCy$c6J+|u~6sQ7>kR^71TA48id-HQWvMDqP{<){{TS)rk& ztR(KzvyFbVqP7xwRwA|snrH@fF4~Se+OOn`5xg6E1AbZ3Z)z*Izhfi=qgKR=DfC~b z*X$pMi*ABmr#JSzQ_C{*-mgo!_xj)Zd*15FCus(~wJ)c5S>J(I5Uc{~3lf#2@BQFj zzzupbMpR_tZ42~1eIv_(_vtYEGJ&&LjY#NxpR&BJTDH`3dhXWqvBLcP$wWXWzx%YN_PTRBL0*yar=H=gw7>rsTHU~}R+6Xp zDx}*7=@F`x72Go~N?0MiLMTffYyv9!f+BJlO>aw&@NK_0%@_Cotc@EhK%)WFWi36( zyDR_nmb0l_GR~$G0>j&*giBuk4aA?k+wt@j&fCtG2Z;it7}|Luh!f;Bh}Gc- zTc18`L$44vW!ZSVodUr58CXF&R3A3B*8R9@MvT`WLsLMcXvDHk6TWP#2d~4hLv89O z*=%S9Q$L+1_8aW#WO*W{m0vM+ozko6hartG=BigM%aD*E?8^8y}R zg8p-tr^A4g^`s>6aa4t@VuG0|eGI;I1>MXcn3Y1~Ij+)j^W&B*9lT5QLsUCdOpCSh z*rrd7R3f2~rcrd{>G(ij~Q+fcW3V^;U>EDJm?7V|rX? z%!a=gSh$XNd8cZs1Esqx|E~X4+L*Sf)@B=UdlvKqg7}^xh>%Zt`3+somfvtd(KiDX zboA#s;MORNP8R0+50hdUpQBLhUD(r(R_Jq{`sVRZ*_vuRwtHnI0fm_?T4>KTi=(T~ zjEX5n`p~+Kp7n-Kng68JxgwG%^*Ts4;-GN=+ZAc7&Clp$J$C8ZX>r-Il1V5g{f`_t zK9BX|H(S+(wY)UG*?tcwc046ChyMCIE!^)R_M3@Vq1*(a6`p3D6Pqi4p89(=+J)53 z$i*P-58cvVC5gLp5kF4()iJa)5qq_gK%X<8!CyXiknduEhoKU^X^nQhK;9tYa8;z| zI)D1D2yTuLojb5FMA7dT3OiQLO;l!RGWqN^Otz||JHD_u+hRrpy4wf-f+=fNFYZj` zYX;qR98ZoTqcnI-`R@fxB-Koa_#gU4T}o|)hAom_rp_41KGAGMiPm1^`JY+V0TdSc zrtv#CG2eAu$kf&rjuUxhL&Mi2iObOTcFc`qp}9E`O`S#?!_Y}Hn39=!Z?SvIr5!lW z7Q$&{>rwhyYYX326J@ZmKe_Kky>Zdd=o;(d`JO2$KNij;a5JW?q%=I6_+{~zQ~O0N zTLS2;!F-%rRbudi;Jpvj?!@T}&9%8Tg+<`q<0u-*$3o z=)_Lgc6|Qy(-6<7Sg|C42R(GqVoY{wXUP>p35fNeOvLAs8=$kzkp20>M53hbUAs)y zQ&2?$0{}Y4yHQR_i{m#9qODI2$3yRwU!|m!?mb-;!|7j10$Iy!uHc>ujZvxD zv|e7mB!ziiEe+|L7&^S`){dtuVw^aFD$p7oc4BPY9k`{C@$?6TWK*`piVXAMb=KXk z_{~7)jkguVbht%+we)tPrSCr(nE$%rrIw(u@V^=1wfx;^OGnEc;OOu3-VL=JAAs8I zzsrgXY*hi?R>kjT%6}oyB>+sdZi();TmF_FB_VvU5XTpF=~qIxeTJ8;$g@KQY1$P* zfhCAdMi@as=!|QhCm#>#HW%HND^u7s7 zk`x$#=nB-q_KIpTBBkjS<>kL^kzR4)C%wvt{{m02&#AZ!6|Aet0y1a9XGjtsxa!SgI%1S8^y#v}*&}h?1f(HU_NL_h#;RMCjiMWu%6f+l8jdEQX%3QAOJWFr>8$e^I2;mM&7#t z%=ml4QiE2XQIe-~8?u2%D#_fLCgP#VW?HQ?zx`V226Y@>e}YkpJyJ-fyo%=gQc#U@ z$&_t&7g-&*#?roV*~jH$9a$gzsK~s>9XHG6zoLGy)rUd$2%b6meVbrCsA9ig zx{G6fCjRsI4!`|RjkzR74BMS)HtI}#rO-_0kmPzhgzq`VduK|cK2L(IRZ%YCUGm}LvEolFKQr3M{4sLba> zhuS%SMcCNL#Vo{N%JG9rM3#XV)DNz%Yjo29clc*nY6`;^cwcx#px*c2$comWY39!n zQKf?}=YybYd8a4D-7b%gAy9V3ssfr|chRJ7qAbm8 z5@+=9&S_@Ed2%G#Rf(ZJ_3QQZGM*(YGjRSr0zlh~(p(5!&Uqgf;qgOJNXr{l9N z{~gcTCGmTXtHI+`(0X`KRI<^^Dol|@HHIOFW-n27Y9bE~srk>3;GymH%%!%!&VL%< zaY*gw#Bv4CWS}{{WZAYMZ4GqF2_M(%+lU4GGrV)Q5W{bD@n(aumKxDSPULEupEWv` zgrD}3(;zH;2L+B%EJRV3GK(*me?M7m0ANnre>W833)iOqf&X>-Bcomy*Btu=&7S-? z55z{7UFNuj%Ke_B@!s%l($}$HiTMSEgxo}594t2V%ZUF~G5F;c=I!C|BCC8WT*PA^ z1e#u4bc;vke`eKtLVLOomK_}7`TZq+H#>%?rUT#7UYb`aY#S~d`t=K99?=hz`_%_ z)E{WNy{ibOqN3uZj9?BM?HxWpk7(Zw!hUScN0T}It~c4qj=@>PI2{gma_6xSQzm&R zaM7pL5;_^jy%Q!0g!^(++Z9LiRo{BU)ys?IAajM9wmqY995#SBczV+)xt^@`TH~rzg1Y=yJxCut~>NCpW)%X-==@3QX(F_wK>z$*htE+ zau0b{9Px&-$=RzU{pzwDUun{x^YxeEiauYZsnoH-a>xw4p&8*an18a3gsbidTby3h z&X*UZqp8lZ8mfJ>moKIYEuiY%w#0tJKR)+a|KYIhT#h>hJFo3P_(Q4e`O54;-V#Xd zc|C1YPtLk?y}Mpl4qDa&?rs~1klELztF91jTYIGKaU{yzn(AQI$<||LNWbr|qMqfi zxad`M`<>o(&*~ak3_{A$?S2pcu+>EAd1~kYGp^~-FUjjd+YMM~CR;IMkfV5})?W8o zbG^6f(|ckO((0x^CB1Gap~+x;*uS_a<~08=sRN|80DaPB7g!zuo5QW2Jx7r^Sy!xs z=vL02sM-bmYpx{oF$CV-_pP0(j;?mNb?lBt-mr%5E)XI`QS3W{Un=+dp|PY~xn z;&;z{)6317b}TH~-g6S+S&q|hRIW&K44j*kYZrzj{B=a{aDLd9O@`&#IUL5O!@P=e zc6A-F;xqC0N22o{M#+xFg8L+a3*dl&cPnWX7m%20><@{4xjdZ|Zd>qq%1r4T2a?XK*8#J99j>pPZ?w>$CdPk8gZ%&2%## zK5YL!Hl_wGuy0LJ_Z^t>;EO+zNbhyviFug~IjVFitrtsk3Z> zkMtKzm@zcv!cPKR(=+N(;^r{v24v1iI5b!Oh{n>zB}ggH-rR{IVT-SQ{PfaKf`rUS zi0l!_w0EC-mmL05J_z!EG<|hg6yN*y(%ndRBb^dUOG$S~Hv)<*-60^|2$F(;0+NC> zOGu|k#}dNQOE1lDKHv9x|K}QJcIKS(Joj_Qq*}V9?QYZ&ce^Ps75}FiD`_nQtP+k4 zAw5=avSQ6%TdGtJjc=k!Q<@X>2eMT>eZm9T&)&Xxt$hnFnmm=!lx}DMl}#CG7XlXB zBfS+vBAT_YXEJ0o49tIEYFHBY3)zxOsbJuFeoo?e#RCQd-dkpw--xBg#S_>faLesW zsak@N{2)L>Un=+j8{ERNb!nJTX0GXoFZl)#p1pGKr(Jr%X2dV--4fxDKrcHA&mTjd zn(1}T^qye=)S701z$PudbvPzb1Xy3vyiY^~h`!e1KeDz39=?SdVE;Z_`av;*$*ElC z+V5e4m+eRmNbG?V_k8wU@M>NEglUB*Ub6($IIDRv1kW%67cIE}-!K&DgDSafb8|sj zHA1~K^ASlyFHM%knM(TyFF3Ng=X-9Rhg;<~Nl^Uldl*L%_$7zeRVlTLTHSBr#=HKb zK2}VSS$En)&&|*1XVzY6edqXUZ0eN*X0U%U&bLZj%eeD4FZtroB;(G$1L4Cz7jDni z-KqNvDGhVJ9{+9K3u}C%P^2qIB zp=)3BaR0Hk1`)p~zFZ^n@6zMjQtSLVL5j#aqL`~LE{j*7x}kS2ylVFR>zmOh+z(Ou z#+L8-Z83{^?6Wy0L-lrN16;Mt$hnN#q69z9T>SABPJ#>`%0#mWelp*$uUZm$y~H*< zvTez&>?p$v#sjR@lmd3H<2&R(Jp-bn(fYpT$?iI>>0O2T7pks&h7DH!(4qkNF5INCHMoe9-=nR^@1LinpNdFGc)4W*S(adGDQ}7 z{Z;L<>8YpWZPmQ2&QTYyl)j&4ajPyaQJ=)6gneLqOk?~y1f;rBse$5*^jAg zrR_~x8u5DUsh8TCOP0IFcVE!U>v2_!B_|eBYydl^jp3ArYtIk$ zQw~QyI>CJO<7mod9IU$<`2x2EeQd8QtEn) zWZF5s5Qn?yQLgw%$teVKy!*$ZJGt_|=nFc5kM6B23!nSro@+T=sHaO{8bT|>PXInQ z+-l8TJlE`dH`{w<4>3AIf|L69F?9?2RX>`_VTjipom=GC=@nTL-)7SNfa5S-zg$~>WY<~v0_kVFbo+M&`)Zo zBuhvNP3)+rr#f+)eFi8A{{Rc12H5yJ``6xV(F;t?|+;%{C%Elx0Z!1s8a^3<+-+RS_U;%N@nTcsnbFyDOr zuMx3zjtFBc>bON0ug{r;Qw?(6x6s-CTGpt_9voD47pKkFb_RoGHe4GA+Wio9i*Ki! z=$n@bCg38;M!Mh+o8D1lNl+DOTPP^gmbZi2VG(_9-b)Wf@sw${wS*F+DpCkleiSWp z!^b>XzxVj#G42$)8=ubu;(Thm&mWz<8|9CJjcZ#!y~3i6$#y|dM$Qm@DT7Q%dcPw4 zmav~oq*waH%BVQ{ zto_X=n4COj5Y;?Uw+@da2-*(n|6%){orm|_N2BIs?V2wA5qgs>r_;OQ`9z#30k;ch zZ8d$`#E%hlz$cfNdAbX@LfcJNC~Dy}dy3fl#4(meD6m(cv@5fbX5QahX#2zwr<}X( zS)-bZesu-7U1bcTk8bPd|C^M(!v{j}{2whDK`i}FLJ$b*b}*9u5J5k`^FGbYX0-0?wcLj;aXWBf1*K? zZ4|f>wRCjAj8VTnzrpNzELWeSp15!hIMy|fTgG<+AldXuazZop;SZrHMUNL1{#S>& zL%EW&3BN5+o5!}Ce!J~Z8FUVI*fi|oCwghs(^K*|Hex0^<;;jCjWkY00R|B^QU$L< zg}Y;KI>r_`K9+2boAcPKl-PE|wmc=)f!_u6)i^P`u<;mSbr`Yef1F745=8_Rm&9z;wj^f7?M;P1gQRgxv=~-vW<*x(;7s2&F$$l z_CEN?VANndm-aqlU$XfwLq2FwB!d4OrA7BMsNQ8eE9LU^_ET60pb(j^5((Gg8)(FN ztav&Pdlq&D4@;ie04@9IDO&VM$M!p^Wq2|f!Og!KjkVw2pHHSaP**l9BLW=)B4@oK zfE-ZG3j42m`g4Y2Z{NN9?fH}tb}Dc(|F~qWTXkVE#eTHtA(q)4%wb)K(K- z7RB$9kfyzhL*(7U>z}=EntJ`ggsn(NYFszoLDP0lDl}lJW^QBqSZ;XZ8qF;);N{;) ztEU$u0>7HYG!sNb*SN7;dkE*Q*U3Qx6Kd^++Fh#;+m?^kZwbu`ONQ{qC?QNEFH#0s zKiBj)wfCHQ;%nCnZ6 zWSY>QWtF{q*3jF=qAi`r-$k3J%pgxV{nee!LOff`Qt;WKw9 zNc~JMcs;1|Hbb5ZLZCvB2?&MCie(ST1Dor^Zew~sSl%-kH`F${Al>9L)-05%=n{YR^~-TuM--*`7V zKCu`~7IjjQOXFIE+-!epX>Coj({}%DOpcMQksx>d;z_paW`|xpPppA=(6$?>?*<+k zgB)@d%*X}j)}4H!_PlBI(;HCF_wd69_ki5gqDT)>26=(-8Od0I?t4=C)GIkKSS|U| zUA)h?y)$)|p90Ud?01R5*dPb!vvx(ghUSUN)UdC;1zDcymI@m2Na66ygZLTrI^M?- zNCD}^Wgs6!srYi3v&g2?Dq+=*$RqM^7lK{Ygi_gY%?pwLGhquZ%v1`=nm=el$Jo8g zpHv{}=`EM~ly|ptdaB2EyCMKTHo zIM>23!uixH8K+0)8R|Vg;h5S-Q9L^pXJZ66FEW1e@9a|J@jT5h|G z*zprAhT8lcJXnVOx4+Et;DCl`i}Mpt7I6Wex;*bKzba9=&Mcd5Lb zQCZm=Hu$B;&&bH%-yiy>so#Yz5`TiAI9f$`QYmG4?b4>cy6tV98Nwzh8WDAvFuk-U z*%5R{;h4r+FaF8~Ey}rsY&j^_z()lTvqz+2<(A{9Y?C*?;8MXUKWC3G`R|gj>%1pi zb9gEx#vitxhgF$)mY3dxTSD$M`7#VDv3<;j(sCx(TTfS<*L`7Ell807y`i(Mz24%# zfh^NiaR~+;uiYTTMu*a}?@3Fw@u7WkgP&fZGhek6wibwF!@6^5+!jAk3pL!i>j%gM zzt-T7GaSprQgvFauGMCI_VP=l=51SO3g!kgTp$GDocVhnF{^;O0hYtAld;Lay(0!Q z$wnc|dt(XjK$(Cm4adSCl@(MG~NdJn*q83ew@gv%hwY!}? zZNL9JmKk^mx{(TKhw&KYX?Y++K7Vq!m7#Fk3+!MiK{?7yh2!=95v++0nGb1KDuxcy zAp}F^KVv%kh|~9|w(fX~_pPqd13#=?y}abe>DlZk^ylK#GnP@|71(Nt$E2q$IZX&H zUUp2$w=XS!ecONcZP5Za?n1xKFY7)ITT8fd%*^*>6gY{ESMU|!TJiQpOLsRJhnsK! zhCRN@Hu~Lzp8T6aI8ZtOUL$CL;Y(ewdiwf!-iwyb&fgoJP&=W%l(2i&udZrDcbf?U zy5!2B&{%@((bl?vvz?ZYj8QKfau<)|L*xH_9Te-d_>nqbBa1|Vl;KG2 zL8gefN2esWHZ~N_Mi?0wfN_|k)eX&a%9dL3Jc6C`)}Lo~6T#ouWG_}ZzHK(v7f@4M zp!Uz~eOPqx)?3NacNP9Nx_!18y!7^$L=n$lqo}*PAe1+TG`;>8TG#x-edxXxedwVV zrPvKPC)nU^&5v6zvvaowpg2+V)dEl`2r|7GOJ)S2sIJB-?|il-BsTFr2nejcd*Xi zs}CZH9QM3U5IQ0(Kq>jedjH${{=e0m5_+LTwPnvf`{nH2{H5o_mN%|SK8B)cb#yFy zX#p6VJXk7tB>Gvj{O*BaW=~Xwn@s4>98G>Qr-M+pn`}`Piy-_XGePA(Z|rYfy%h`P zOpnB_3^BZbjyZES*GN6;f$EwGpkHAQ%%wEtr&Mdik85gaZ69=zdWP1PGg+GNK?kX` zlvpoNl6>xX>Pe9Q+;HDI=;g z<>Ucc(7SQLP)d8(q1|>oEXW%p{i+JhJP+GUUB2WJ9ZS_ zwIY2_XQ|5z7Ad;xQ%FM&8iZ^G+1r&=Mr{SjFjB~Jt=p@ONItU=BCKOj267b%|Lls6 zrj~K1^OA{CIL`U~`js>8oRj>@5Kabo{guz)>@?~Q2Xt%RXJ6a}Bfp;I?0Cdt2Pwb=BOz}{u+Q)P_&7_cg;H~sh~f+=0$nefVlDc%os;V zaeC+u&&||M`zEq|XcGU1T(^I`fchI4Yk6vMbk!UT;ljgTP7Ym({ zu6dSx@o>nH%^xm`x(vI-_p+VHl6)L7zWnRZ%)3}gwKV7GF${!>##t*r_tX5A;&0GA zDI$u}?21jj-;e!nLadLRw4BWo{4-svN_cmMWaR*{A@zlkRSe^n0U!k+iR38a?kFr7 zQEvSXH#ctc1VW=`-#m+F31BqUL!>&hFQ_@+U3{z!eQ@h|+~=XY3R>y*kFkEbHSxdM zWM2zDCm<#|9js6VgS(XGeXap+QzWoqc0bNPNeyfM58tfiX14gZ&v+o=QSaet2e2R6J1LVpc9H4bd`*$;g`Fz4PeD41lK zL<_Gun7)PD5izkz>@&~vlS?Of63dU_Kooo{ttVft%$Y*l@l;=;p`v7$FgRfxeEB2@ z!{UmQ^e&fU&xWeeP5yyduS~tQP=eOGm|)u5?WZ3A+|bl=>aOcey!wh0 z1~by<2T04Ab*Z5{vkbP>I+0R8BQn&h) za7g#^m&!N6h@hevUkyj<{ZI#P@dK@I4u$2wRrts2>>2G-hr>QLQaS!YAiN2{^WJmdY`}A6$3t zzLEZG9Xp*vfuNc`?&T}Z%#|!{m}iM}(f&CbY3SeZOcnDffRA7HT#oq+&OY( zOfqBCx?jQui>Z&K5xIA{aur%O;jwqwlfyE@L0i{{zS6C~Qa}&OJ|UScVXC!V2U7#t z1mg8-yz8CO5Sc$*^=++T$-nn0ik{X|P8#Lzs6%hgi%Je&-yiCPp>A2ed@c50vvTB{ zQgZ;v{l{Dq%WF2;7<>$3M<#?Ac{TLCYkoWZQZaKnc}r+d(AM1d)~`QU94)o@2hWA2 zXoL7~yJq=SQPj5uct+EcE~y-nUH4~VOXblB0-$Acoau-gXipIyC04$)Y1-iWlq_Gz z=r2vc~#G!kk+&oQZ+kP$x)+8Ja~-y&pe zVo_at4W(k6{YZQ;J>eaA+7dm+?%Wg$HP{z++r~sGUGIdT8M{NY&~^p~{~zqcp3L)q z$r|kC=LeXCC_Wm!$@QzHe>#~yE#~OsT7I3`J|ODk^MeDF&3dj ztRRmWA@;2#%vwBzAoZt|65~WLhZNt0Bol>8`RC0|r%s~ij*`R0_Lkap+eAElW1L8r zXeh|8c93{|?cV~?-+PSUotOQ^BgAaf1Ci%b8PW8Z%pEh5>XQD9>oftD!6i&_aM2!% zL@~J)8Xh;ZsG$>cPRXIZHp1j>pP;w&PA89E`7wiP>!}tUgZ=9UcBD}23T+TG>_vyL zI=_PC;(-Q7{$Xp}HpnMs>EupSeZA*ivEMr{Ra^<);vubeD%y9-aMtFb$@9K4gbMl2 z#ZLl#x7YdQI{o0>hh{WEOf`KTP5RuSVTVMpz*kjBb{Wv1d}?~!--c)omg+W1(no59 z%-e$bY}2Qt+vB*^JWQC?32tjt4cJf2Vi|)UWvb_C>4;)M$*SxPELa_?>0iTf_@)5+ zuiLerUM3Cwj^IZY!5Vdn$|gTs0R}>>;HyPvsw9=`o5`?bpy!~RwB7{T9j;NKw?Muq zxKMANZ|B_6VFmB2YYcDFQCnaN@8~p=P-}S|Xi4arYTWXZRntgeuvOc}MW{LL^2>5l zIho&z#m`9HPKT>Zm&9#5Jvj6E}qpQ4i@$Z`L+ z)uP1JTvUsPCkb@>U#nyKi{9Q!f_i-G^dr#1<1R?h5wgJ8XH1Q<$f>p$&u%Z>4v|5? zMheT=w8Z~hJMYG8pXJk#>#>Z>ig+k{t}POeZV2pky>?*$WJHRs*@z#zMN)^a<_&DL z%c~5reIyy`T%_%*M<-{$@u=)|XZcjbd-g0gETY%@fr)@%-neJYgeky&`HcAv*7dBe zKd9`8SxK%y`#qRJxunyS*N)_G2D*wr$4M{~8Q^6z-Q0uV8U-%MkTHz!NNvunuO|;x zZc;Ls-Bsl~<5kW6N|iJ+r49IHnmnU8mlR*-!^a;eRo9fp^{sacN>n9t-{%W7u?5qx zj(VBqS*U&g(UcaBEhi998ep{{LhQwn_aspW-Lbr_r$E(+$)6ANFjvKW4`pQ z9ZysG8@VNhgi2gKy&v@PG=PjW^VVBEUUSUKC!xy?Z8Ueg=YwDLFf8Q^tmM{lDT2QF9dy- z`5OpLf>K^e&~WeQj;s69JCu)9I8VMB8~3Yv{9E2yA-3~`e>vL0v=x_lit`M75S71=2Z)%5^9UWYVqDUC_aQ=^%E zmh9?cd?+O1#;6I?QAV+@N*E1sv54WRi(~dAdlbRu>*#oY=03lVQYGKQUx^9Qu3r*1 znd|jev-bOuij5?XbUbXNCuiQ6x#2rAXS&)Zi1B-RxBqff#@w55c+U{G~0D zExpuF8BG?v*{5{5_MKMN7vPC=i^B~7_KoSVnP(R8+QXnXRAvQCl_|Eo=pvLjl-q&+ z2!JYNA1=s(Z?;W(F&hNVy;{+U_oK()koV@p6Q8fmDL&f4j;CG7vy6yU;;IpEfA!r2 z4;&pGDHAp~x1x7Cm`nmT7@}F^Oi~kpd~SmhKPd=!`SDD~;SiL$d#g1{Nai^hsEpHY zwu5fyGmpvqU%QgM53#i(FOODI z=lbE@S_jZb{x{VkAI#IPV3~F%dY>||x0H9QO0xXS7|#8Z?FRw!y|($5)l zi?lGiTxk|xcj!bq7c}&sI^_dC7Sn&5yfHRSiLp(Lq8XHE4ad`8+o$z2VTTRkK6Oz3 zQ2XOdVHRp^hZXZ`*D$&c6Jt=N=t1+@`mMb)>aodloZT0Y8jxC=O^ATu>1oh#rol~* zkn<5nNcIULa}Di_=cZF*4mzu_-YafAC=3)a1YA$M>21x3A=+P+l0r!3uym~P$;8A5B|(ES#}+YH&g-4Fp`sMyJ)*f2C? zD1GGH+dZ+Q+%93&0kL5&5*+;uN5Ov6dMZZc#ebpLg}HlwciDMR6!Ou7BWSR2=C*yP zkOpG*F~J0O$#fDRz~!mD^d^blpils?{7nb@#NjOBKP-zRqapP>a}FGJ}^9 zArjy>^dQTpWge)yicyGkD6KrQ8zVCeyZBrZ)xSRo<>Ntk@1=}zi`PTYqeaTFF7Z46 z@{>S|;Fy02eJtd{cn{SmP*b92gPGPp15{MCxyPfEAJQS+oP6E4l2QDWZs>h32hPM8 z^5|Q(iS+4g3$MEb1+`_UUa0BIeo_U9JR_*eB)IvGW-+t-n2n40YlEAvTO_h~_mCBp zlPO<%6~{P;PYgun?Yp;ia)0J4^jAUTj?Cdi*gfM%zC00Vd;uJ$ zi|*pU?(NBMDCR`uvQ#kb@L_9@tNLHCY%Egt=Pw$aw1t;+&c=IlKgz#}mjvf{y_sXT zb@Y^4AtaVW0_NHER<&gs*zDct#11L%-n}aeY<)amY;>lKUIPYo#|Xsf&NwZ=zW++1 zHvPUFqNUo-h5P=N+G5?!>}C87qI6m<(7rLtr4Wv~l8ZVJe~>xnHt=}@34961$H(aM z)FMCqapM!OSP)q#ajS1R@AT31l0^nR#q)6RCMP$}&jP4ScOGU6>!>VX$ll-vzaS%{ z^wQ2ncl5)o%%`GB{Zruot*orrwXdrC90Si>90y9T<~;9GN@%VFpj?I%;P&nT-~HZD zM%>v3R4F$y!KY91ZmkwpWk;o$U36yfwaAX+0?t0~u`RIrbF3fjf01eh z0AlR*oohFh{NkLmAY*oCAz66-za+9Dh!zR2@OqXbbqCHXxg|-8@vXa-WYZVn4*2sp zJ*@NSpuNDp{CAk6KiTqpKOrvHSbOC4PpnL;j6ldai=XQmEJ5m#EO@>NHs-&^?6tuW zEriv34_*)NmbfOOuDB(fH7z%S_rgo~J1Qnk$A5~PC@lB3ZUjzQlC%uw985yu-O$3( z+5F`^mVxIE1;#}U2c`WF(t$oc30Esj{64DaadA?q<~3qUlz|Ar5UJU4;F&CG;{n^E+cxPW*TI|cf?1H&w3AL$ zdKUW5^#=b1`OoR1AbS5PB==-866Fvvl9eo%CKnsJKK7fzYyU^m=DW9~d|SpTN2zMs zVb{mD!DY0OkUHNM%0-=+){iP{SZHk1I30w7)MSo({8y*qm}*Qm(&}h+;y6Hz@<_u+FKr%_F3<->Bp%bw zjIkIXTylq)_T(^BK(4Ge&|1$mLT)*aoywdF zG&9Waq<4ZEb;&`%yXQ{qZ?UkE?LSAHffo^S}v%ddrzn z{AlOna@E3du34N5m-KBfxPRLXvu|9)&QOKMvehJRGtEP^^MDMtfi*1Qjru9*P|TykI9H}Lac@aMA?Ie zxrAL@8x#*o&Oz;MOuvgpPQV~^*8zr|C%G=pH?o#I;cqZQYYRDV!+6byTBjgGy&=Gh zL8bqhwsL2lbiF(jlQQ4kaljh&NZ&qG3{XuT2Z3zVx`7hcz75k%jDbdO8}NW*a+i$# zFUwMo3BAt-F>5d(J5`R+OTyXjiiOU*1${T(@#)_Q;gvCB)FZ=eE;A%&=0EDGQk-4d zT~^u%0miS7L8+_xVe@Ol3bMAY!JR!E9UYzjM#Z7sgT7(?r{0P%Km7o4Dp@>d-nOn- zKiQ$*4@`czUe^lp{5GSe-d0h|o;WV2XyW#7#e@9`QS_X4Q3_1)OpE<`a;zhbv051B zYa!D>lE0@9Zy{u+m&D{c=4c@=j-sL0yivLcR?Eq<9h7?+5>tiXL0nnFeHbDpoTgpsyH2X*5UT6CC5n%)M;UEov7{rViy2)Ki z7y0<*ee1}V`A?V+QvT1v@UAWhC+At!d2b6tS_RP5SM2AM3_-5xQ00KYdB1S#ObUgP zoDX0v`&3h&u|8m>DBs?m%|h7XdXC2V!l$C{exFm;H!3E~?1cl?hq&Lq&KQw%gB7zp zuZB2sqzfh_=%W%TroT6H7)povBMG-oUuMcVtn9a`Nb;kf{0DHW+W*z!3x65KKp`>G zfNw^}(~z5~ZfumqHXNPiwrq_1em_#vTWa{~nQ{aGTB-$cMaH+)==~B)6w?QdQANeZ zVgb6!F-}NF=z}?wv#dQc;Y=DBN_5@s^SBcE0IX~v5yk}Q`!~OOb-idW2)7WvMc3;9 z_9cKvLW@F?2`Br2(bW5DN$$v3IxTSx1{=*0^C56cT#-ZMDR+GnEDnZIu^#dUdA@cl zYoU%nMG-CtgXep*Fv~lJ0%K(W#$a+&cgm<{t12*vljoM}DPRb)94~PD#FX-^2IXV^ zXT-K-&s`bs{V$B?xx&zOjvgvdy{62t2^&g5+psnmP6u*EE+I_Y1`Q~CRp$(w1se48z3Jpfj z_FbB17T415=jkpg77xhJdbRf71XCz~B$OcgdhQ3x)FGE=o(J*#%22Ne!Is>n@1QoH zCI~qAzVM=eXZ#WxFdKof7Mq<1sd4Sbi4iMZY38dIqIy<_o}JD{a+!F}z)@e)ym3vu z&=;Ur?fKTbk}^UJp+V_VTKoI*2a33YcoySIJNg(HPK~{8DkxtLnWz5AIy!j?ZA?SV zbTOl41PYuoe3xC9)L_Sle;mmMcycNDx4#Z=hl;~g1@d;(5_DTw`Cd7ck{DM#)7FZb z+55N{oXEmxZ^3_hTP5&*smK!?nzX%2?^N~dvn)B^n@W*=NYbTK0stxXol-%4jBJIh ziy@eI_Iv|J+!SMy1v=pxo>By)$cMKnMGuRUkx{xPyGts^CK_RZwsr)j#np(YMh31{ zkms~ek<`D?H*}uEbAhfI{b+?nL?DJQOrMeU*ff~jRqr==2<+sc7$E-H&s&53BIua- zB_;CI!5|Vre}C98oT!>*6D|zz`g95+CZZ8e(Tk*e$5f9%lNH9e=cRF@pK8IZTpGUh z0G<7ckQvvv4r4$VMHxR9+L!0nB_Ir7qc>Y+L{?U42Z1<$!b~nqL;Wxso(3&$iMNCI zoTqK{yB~jHP}dYmKdOZ8%Txg+h<9A3weooFpz35dA;s?ee(>YLT^qi{H*f%`O}HgH zCxf7ykZU35SBNBsx;NNv6+?n8PGMh3@0acqvlL%Ij4l$SrkR>N=_CTZn=-h&q7cM< z;rDCzjzR9elhLkm%|a znlbU#0gX9+-na@|J-TheZ^ayM;T&L;qi>sc5D|eT{AzSoU%uzRS{;G-tq06!Ndjtx zROIUkRcP!_&bBoSjiLbxsi@ZJ#Ra*;4oNkAifYu99~LH1oIF__^wtd?&<%?{rc3+5k}*E#gdR75?`14?<~_7$LxycYEx)e4 z131^?CaC$YnDdOFHMovJj@qeM5Xjo2L@_V;c1U~6lyl2BJk6YTrn&mN@la=Edko^sfa-Pn&x ztjVF22}L~PI#-kznPqU8$wf@iIX<^+N#T0-V&LPO$Og}eRex}H<;FcdqR9R6CRioC ze7Cb*t!WB66C`jI9-gj@r0Uz0synJV2B{9qaNBN6nHW5@v&ThNNj7)W@P))-io{zYiNXnqS-z`S zw6^Ai01b@L>psTKZBE!=D}naYjp$I2;@`WET|boHD09PRwpat_d%s5t4&)4dB+LKM zYvd~Y@>QGM;D+=sUY$>7WeAh=@-^}puEcwN`S2hf{>TiietW%n z*`1)({pcQ&LR0KEccT=MM1-lZb~k)CFXqOM=*0Ejg&hR7KGJ==yGb3h^g?4DA`U+W z91Xhhiuy7!LU)Mi@a+Ggd|!Y2*G-ex)Ce?SFHDUx08Ec;#I2a>ae#hz3MuoSTbWJ0 zDd;3eXYgAdrhrukv9F7ewN3kSF~ky`-QHHIx9wbwm5TM?cMYC$8o*;hSLMVB@{!8j z^aR`dTHR`#lvQ082jOd17*T&X_4U1^$VDcN@Gdk;#%V&URL*bkbRmwn)CWXF#JYl&IrmLME1@(Sg zB$8NV*gWA~*Nw_^R!;RupsR+)AKvYGx9!eqeCG>tno+3OlKY$pH4e$l{PSIgUYqMo z(QEXE6Osu(Zynmi;aD8a*MxHx1+#?r2c@vhaend6gC=1tR#uY2v!bi1JOSDSB}lZI z85_D8Osa`YW4@3zyxegH#InPja|$}by%`IUGm@NP4X9uRT10e6S*)+=r}cp#fdHt- z^5*vFCt*1LOW?2d!Y@Kn{sRRWftttmKrCUXW4E%BjqSs@jOCEAz*qS$mvx0YKRb}7%GpZWFAwj_%{z66aoHXcZshEWeu7LA*WTJj`zVGcR0=~T=p>!yg&yU2xq!Id(2 z31C>MF>ba^=EG96$j$r=(bQ9aUKCl(V(g3WT{hA$m;5ILkSws#lKc*5nZZwc=_;s7 zw?R~*yzz>Mgo9^9k4ItWKuf^aCJO+G(+5OPdtp($v>O&LB#w0!5WfE{^k2*`+Fjq| z6RK7-GS;uUzn5Z2g_iCGEr>=7eMxCnb_wdM{MVB^=?V6^-kS`Ki1mp!DS7}6n0ikX z*YG$5B(M3owEuVBc+2*^jI)+xD3vIxht))7&IW+KIHo9rJ?*4x`(rlUNXw9fUwE=G z>FWh^A-#Xh$zH-Zg#Ws?JMlrr>=Q(=E<$3bUJdsJ_Hg%*^g|Qz+;W*v-=iI1)zNg3 zoys!X1DN3hk;)va5ceP6Pkp(`1zMy`Ym{aIa77-mE8W@kc+ik~L<_&#ll_M%;Sh?| z5{shWhsAU>wP+{0v5YGl;#2p0d z>2uTO-_!Yb-xsD%5HBAD`22c&FvNVkSNbG-kN%Y~iWgQ9f$&-1yhWIco%YCs$hVSu zNEnZczEfLq*ewKg)TaJIbPztzrNWByIJI*hiFS>Rjy~^{NCW?r!LO$Fx)CrtOZ{U@ zM*HVgqQYkmQ19n$3+wI|T3TbX+GU;0%VOI=8xKH!sbAwHmW#q3B?q=h-o8WVk_RN- zBB@lJf5~Qu5xT>i+A%r?&*78PqR#-4&RSPU0x+mpy%YoTKR!3Bq*X{1MT%@Ul6x%M z)|;=d_DLK1M3;Y0bK;(;5Xr7$|E!c$!ds?Of1orQvuzhGN|1cW-Jn`!WRr!Am09l- znb%4|h8MkBtp$LOX_Ns}(lrpYpB_<_4S)EDjAY#HrhP4kq7i|jU4Q~v)sAe1 z7Zn1!kA$^mi=|P#XDs}7g=l3olXKq3WoDqnBGb09jyyurgV1pnoe;&nLa=UkiNRyW)-Xog-jT%W z_43KRYq~A?)mM*s{^oSrEPEW4ix7dLj0JL!nT^$U)eF7m!$6{U1S+NV!G7sqciU3` zICjKhu;pZMa4)qD+*tIK$APxH5Ww)G4u&}0{GEXP(%`R8!owr6M<{kCwShgj5Gt9% ztAXK;feFaFW`$M<0NFOnWP${o(DgGbS2wtFVd)3g*|nuDfkA=7)bPDer8RIU{mVaJ z+whk~!TlNF52X>+N*I4j*(UK*W=XdE?6-VulkrtSQ#Pmggimw{FS@s}QS?Og5{2b_ zNs25ze5I$aa%9iJHG?fJM7x|0+kv^RxzgK-&Bv$=9*b!rh9jk5c!nQR+5^w^J?FpoWXd zUQ~N1$$60_sVq0`TJR(*nvtV)yiO>|XBv*7-~y-q5mh!Qnrhn6WvNmuPNPCg=-FVY z6CUXOlF@8|E+sG68$g3EoK%*rbW?+IK1{&F)1G6%@S3i5*I%-U@9S(c4k-4=OyGPU zZA1S2Y#sq=US$|j;`?-t%A-G1cVZoKAfL$Rs5EYT>oLBp4tD6!Gn+$9N^H=PZuR7pKOUMYQnc$39V>bdGr0-d8C%cuc3>=9pC z?_++eD@{k>C9YYvjW`h$keK0}4?MhbPPR$m<)D5}U@=tJ8HCin8U(nU`)w49^%Gfa zC#~)6Wbm{@=3Kt!NWj{Sh5IY-f1?FdebdBBkJqkyFKznfjF%Xw{BR1sE>GF zoXD&4`pW0F+)YuK_|Zw>AY-x8t$Z^0wLf_C<{ZxaaXlt}kQZGXAZwltOA?{O+*6bn z-z_))heZ*Eo}lgdJzQL{dCUS(#ac%IYhucpH2Qfy86V~LBfG{OFf0Hb;uV!j*VW#h z`Wy$!_QOM`pw-x(HUFpH!#8Fk1(s4(4#zEs33y}T4N!Mu^Z=XfZ!^xJsplX}T0o2@ zvEjhUUCIu*1o{lXnVs4h)qkh;lVjXXFu%vq^*w-7!oEJrn~lgaX{hM-J8xd6*RxHr z={hs>N?qUPVkb)=@yS0tp9&ZIw%D7v~TyGi7iMTJf zM~HQUf2A>hrEU^Ee{%>9lJEuBx=;=coj3iA#_!T=N?%kEuc5ZhDbD^|tPfYp_`QQj z5<=z287Y7W`#QAb`b|bgX6l?nZom#+!~cr3IdSw)=%$~IxGH)74qSp1I<5uXSYU!K z4!CDHzioHU5C*{Om)+65;Q{>d_|M7xU7Kvv*-$^aTDS81oFr@w25k9koL7b@z*KmQ zf0m?A_MFang(Xj>O1TPL(V)Ftk_7<(;!_S#rnLXRGUc4{o_N_lp$%ofO$jD`GEjUZ zy#OX+`unx##*bblL+Eo`qtPrc% z1K(mEO`V2iV~#~bq@_kRJ39Mi=Rv=kpJh}RBTFT;Y?=*Pf+ig7Jhu0qd1T*$i-R%; z3H8J>hC-36x-NwEy+Cx{d?^AaGSVP-flcL&5;3#jG>Ly8Q+OeB5!ZO%M*sdKN5k9% znR~Z@0wBwx_~hl!$2s@ODWuQ;16?rXU@CG*z8C6gW%9~-s>fRP^*#L)x#B0@c7A(` z?jV~wGYzIVB+-pUX(atzgPb}DwG-q9RgheNa_32K%5=_ z*f08Rp;lrvSNa%&_kXN+|8%B!g<*0eJ{I7z^#@|m*-x0XSZApoUj&&k%Y^={k1(V( z3)D@8)(M(lcZjN|(nPT|J3t&P5>~f8tkBS>2Fo6GbrUEKj;m1-oDBHq^~m9nKSOh z;tIH6Z~CV{TR!sjM;`wlQSTj2h5!HmpTn_ojF7#zLiRW~R`!U{i$eAYWsmHgJ(Imd zl5E*4dy^3|GLDfBjxBtjy+6O}`u$s1>$*D6^LX4JxBLCh0QL@>TBGf2U*vEgZ}Bns zFv{fyy-ikps>@j=(5L#&t%1n`DIQaK=!5Snfy>LPWDU*W$0`9j!+&2)yL=zYdhLiWtQ?v2Kaa&s>g&t&*KXMD$ zHWU7G3K(_&mG#~jDgYt<^Wd&R7>u_{YszxYOoK>s04UQNDmyiN3F&WfV`5Mf%C)eD*a5O^P6b7^;O0BXsd_NI4lv4dv{x?Ogq0{<3D|L zv$h-&ln^p_SejGv_Zd}9`QEc=JhE0Ow#33Kv4h#Sv_ZD4c`;CeKeji6`Q+#X%-||T z$G9XHB*GGKSTJ|NfgVg+XSUgsIjXAJp*=9R6z4)vZ|%uisc!nsh~~)TxnxshZCBN( zh&Psm%m^Sx6)OeLqr%BMi{d_8_^kLb$-88hJh}F5`8kxWGg*iV>Y~P_8|(wq*@bp8 zyRn9`W!)leb_#=yT$HW!9K$$Q$eW*AnpC@%a-s4s#+W*?96oX1`93-8qP2Hba9`<@ zmpgOD_@fV4p-q2@m*1aKZTBDMUba(7^+B-C7#-LTFcR@_$VA?(Jju zYyf3Cv021iPo#qXvhP=9Y^0YQ>dn02jA;T+fBfxi(&@qV)ArjV+FhK1$L!P!asdp- z0xs>9n1vO*-^h?xH#DX;R@z#cp9I7jl!bdR+bF^>HDuEG;omj?{$|N1qi>hD?(&_x zCDJyF9&`_@p*IH_MUyd$7WqH?6{G>Mf7gGT&+M1hd)9F)IW|L+1Aza#BO5eiS&t&d zdqR5Ah+=zOwBll2JG#nL7Jplsaa{1re8C=l4e$Hi+0_5^qSa9+DW;^^_Qt9RdIY0Qk7z?$nVlO<&kJ2g{Z2A^whnZpnWLl6{sEM9bF;nWq$>{X>=` z!(Ef0(qr?ua?jbzi>ntfOEjlfZPIw3q$0&!E|d=H_YeSz+*uz*{hD`XtSgK@a>SAj zp(wvI@aMfX&sYV&LN8i-ngXB;)Q_+Tu}HE03&9Pb+-J|=jQ3iJJblXB@W_@r2zK8) zt%`IJI9`FpRASpvynl{?7!PoL1XJ4q+prLT$c^X8_S=bci?8^F_F4o3W)uYM6HaKH z#$H8wCU!>d;@4bc>aNq8ne{E`Y{YgEE&OJ0 z`Lo@Cv+kV_B;+!z3m-)vUGr$Vo@~P0?4Rcj613^azZVqDw#MunkcRP~Dr70sk zU4IU}Q-erQ&+r~J*`}~Jao-;>gUhDe;R%Rn7>4g2{4m-cre@<|T}X3#Q4?|lykPib z0y-s|tNJv@TE0+MC9=2zv-GhqR4=%&%;O22c&>SIs|FI?WDabz#cNjUdf>>oeoOPT ziyXhFIni?YqisVd>tJ!SZHrEi&*+5HkiGY(A!nV;y3-;97IH!558@@!FYwCUPu$|y z!Sp26*-R)MDWTn}5|2mYZ#puG@^)o#`6;BTSv7jNg|H-)k%=_!@Gyzl-}FAJSoP9f zJ372PHU8&GIlg=#dn5CA!?r_y4ysC)4s&krKXk{{boOj+2;GyinoN3t;ia(UiLl^- zLjI$UyF+cMYhZiarkHDcFlH%&MfUn(Y=i_9|6)%1YjI~nwH+d%{Ntn-pF+zQN~izu zoM*(G{U5q2AtFrXSOkMVe2^~@{@tcBhuHCf!yQ}1*{#w0iFIoJCS zv2dOH=aL946N}Nzbbl#+e?;<7z*d=*ixI;}x@i=}^6K+47<>|c9MHjl_&U8Q7}W_TCqSZ6mxw{H=b;i@oFqBFIhAhGiwRA zdLPm&nXX25ob}*W-uY*l;Z@1}u)QF5I$fz_MU!kuv&bA2)QDbY)dE2Xg5?PPcSv+R zRyv5ixfHCE^Se0Wm=fs<2#o&yGzuJ@fGR1XiZ$&L;Q`4d>|YF=aKVL+Zn5hRsm(vl zY&(ZG9 z*lHsisjgzmvAK^wP($|h=mIR;%MXS;z=7qiNP*^8UJdA}{v+oO2&sVf;Dfx#6%7OY z#Uu|CE;&OyP3|n)Xc$1z2x*2V;vc@tHh+4}6sLT|g)I*+xl1ugc|;?515?oqXI_6* zp@hzXiBca3_2s|qjE4G_?-oxi3l;Y}kGg$`xtBin|7Lsxy$*+oqf3 zw38b?89|=Fa=~;GjVqKB78Kn@x4^W(v&`n}gpvAGj#bFyfy}FZ_PO#-3y~xld2o80%XKk&i>I7fQ1%=+HB&p+F3 z(qD#aJlu5r?B0j5I2*~TnN>jyp*U6(_Jk6r@MyvOq1vn+#icVpK2$;%0q&=|gnR>z z?8ggEl?H96c6fG0^LK;go&G$me1QA)3o7zXa>88W-X;D-N6{Q=#W%{fvGIIsjoNCt zQpF@MiBk!J;}e27r5sC!d+7CW@qn-VK3aDtZf&d2L=mHrSWb}QW`1_8h1fcSsI$<+ z+25=wSe{==Mc(iix5l)tcL4IXc#Q$F!fbtdBUG9xbQl~w!}mEz#J_{-q}Th`^)8zJ zi?=P6gSN)tNrC%l6`ioO-no&XN~ghOL&t{D><|O#qeum}w--O(ulINRT+VV(7yOy@ zB^h>yZ0%t`St9Q2rFV(jl_ZMvjGv%&#=mce$En6^+V&<&L`^r9CE;rNv23q9LP-_nu?Z;Jd6;TB)Bm2#)hyF8uVo z_~X67!g@-rMHUBPXtmXJw%Y-*A^+=%1{q-dqqNU7Z%=1)XH`uqkp!@>XN$^;?}krA zA$2ePD&#k?_3#~SZ@Ti3z09#yoluukFAdio^F#K#BYLS`__07xAkbl>4Mu6z>~1QN z^Qxw>bXv{Oo~W$Jrj{2Fq@fbez<=4Jh#WWXliiu{bq$rgn%C;aP~$qP;TkybVTX)b z&zPdy^pkCgMVxpTu7NcR1Q|6wL`3=p4B7CYKh$bPL_!iU!(!H&_a=J#@TGykbWB`Y zTXvO@!hmWw!00I?-tzNLcLt1kn}fa;9y{rh zwh~fl<}=JJF{}Vik6bS+JHSrjgiWs5LTnK^ z|BNF87<#ZYMECt%T3Yp%j#jK3mt0`O(!&L*^aF1XFM?db1Rad_ojR|d!LC%9#ACZL+8O9^lOehswWqn_BH>F=bI z(iG@a?g+EI1qaMi6Q-DN{{8&Grdlg|EqOC6` z4Hv@8oOG<@hj!j@T}%O}&1A9LgHJk$SIhFAQ=~MZ|J%g|`Ai#KF{a`+pWH6G&{q5r z-^>qW{`<|0QKRNgcPtr_VG=o~b_>Aaz;#{{?4pRIgM3Bm8${A|@>oZUxEkHf-fXZp zca$(TBv|r|;Vqh;=#h#P(O}bH%m__CBWA+<7(5R!2cnlh*I!y`IH^oV842a zYmen_)!FsSG+6S~w6+PGThk)J3hQ-~HVb!GUpT*-G2% z)5>=cX=%y!Iq04H__1;7g!d8;0`QLyI;{^g!1t+RBVEN)@$)W{_DIyjT=OR5)gAk| z$FkQTvA(a{SS6N=ErV|8VT`nj>4x{!7EwtpxDzIa{D=7gN39cB>oUj1(?O1b%kwa7 z$DPgOx)^^;h_1HixInUW&)SsOqL4nORm=zH(>t$Y{w zdaaGrbp_S+cUpBa)jvubNrrp}r-Fao3$73Sa3R$vKXf!>$Jlagglb3THk#SWW{aVx#)4(RB>AGwj@rPiz_BKbI0aY;$D2z0^6E+Z)~o%*&k*-i;aGyIDn1RwjP{he|1~YY zY6K5Z^<#hTmwm?e>W&!?Ke^3cEd31->RghA?OB;!wS$)uC&qr~R}3tNUPb-2ZLQ?) z%k5#f+-zpUoK-MX)mgcA8m33X}bW>`earDDuA0fC?Mfya2R<2_>4SZ74^=Y()p ze(KrKQh=obB5E01Gmm+Az>Fx^KC{FdvlaInJBL#N_kA$OA12(iiux&q1Tv4B+{@q7 zC#3jtMz0m-7|hH<_R1<9cuRzvUSnNM@4ze-l{|$uFSAjX92fGw-Syel8D(A)xI!fN zMI(dRa!MaBDz>N{s3zLQb^*^xuY-G)7MjFgS-3vLa#RkV<~0&KPp?#7kaVqZy#I=; z43)cfxq)&ZdwZ1#h2$#fqn*(Q(wj62YBK1U-{Nz4P7#$(of>#_WfN0EehY$s3~mOi z2QaL~G35&crPBnrp90TGkpI7dy%2Lr6?jAFcl{>eb~^Alu*=g+dAfevB(mYvlAW#|`@d8AA}@;}vz;1foFx<4(EF(b$iNyPq4 z_v=tb(KXx?oN(<1p9u4x03jD^@WAF7Fg?Xcc&RX?ClI|io5mlA2|7Q zrSkzfikXk@WfARJd(0)J(Idau(n*1b$G%a3hljO&b*eB#8QY<<;#JMD;7m|ePr&=c z+xzP>fnnop_a(_NkcO4-4Org0)+rk&SRXrkq593=PPYeJ+sb{pr>`?Q?IQAIU%^F= z=}tL^J?-K_xTn8SCTk22Jz$B}2dNvyHRfReEC5D^Wgowr>+ugxGgd@W z`0*`aeUA_2%TMJ-cC__ZUjI=+D=fBLuR+i<;0SrzGBI}rbUHvDryNp)VLZE~xl$l! zY@(iFxBL!V-MAm3vr$m<(2aN}2$Gol$-toC6>X|g@S&BfuI^Wa0gLxNJ%OqDJAvS(LplA4~Yn8kGm$d5h+#Vs<`*`UbU&`0m z%-5M0zF4PVXNWHm+$sz_x2T51WF~dZ5KH!BQD++?>0}>cKWy7_mls9UkF41sxu6w- z%H>vWqX$g`?GQy-YeZMGHeN8x97T>+hy>yq$beYh=Um_wdJX1e!<)A8V2BV10}rd-@}B0Isi@(v``~s{f1D9ak3a`& zWfgv09QgjlJXT3}!^MOlaWkWgnOXuLP2@onEe-o`w`8k}6pQ(;4$24WUE*@x z)^3}rmoR8`$1-T&lPkCga}iczpVYg0;Vl#eoz+o^*gG1rFm{Tmq3`-e#^%E)N4L3Z zZN$o^8slptmZg&Qv&f6MzXv+~13o(+(>~X1iPazC5St$-e;3Ow=k@Pw@_mC9FY3pf zswuEi49&97i0!n_(um|dwaznsDgeNhx`nfA!H!d_SLy}jUXmXJ$vvVznELnMt*qA* zzFhW9OSOo$;Bl3bcQ2`GlANSAddb6HY;^X=V_Busq^~Y)AUGzze1lGQPg8*HDp|cSbkb_{Bg_I41iinEw@=+4(@Xe~ za_yokDC%i?^*q}6+bxVy=GXKO zpuFX7;Hj#evYPnlJSmoY=iUO3T91Cy3VhD6A*v2a5zMDrY{BaYy zuOQV>8L39jZof_bYKkJ|0xRW$b<31d=Zw!x@4HFDH(x{anh8FI`*Ohw5>pVDEiPw4PW@E}DkG}u&l_)pEx>CL{zr#;d@~tUE(J}Y6>`4VY=p9f7mvn*eH+JY2hn$#JS&#Yn0naf}vZsdj6fFl$`E~nRMjQ zWH!|X>2Xb~EcZH@ho3C{1nCPl;nE;)O7hPiw97pD@Q3Y6kF>guqE%bJ9mQo-<*PKi zMZ`vGe=B0^8mGaY^22xH6+gFF5WZIHqhK0l=Q&VsN;0MkEAgQ;TA6m?&fUbyU#MuD z6qH!^UAY2<8)Mjgh1@EvMMT;^8OKP-3=mW(?jP3G+)v?L5Bl;MyDSY1(zQ9A#|XCh z9r;i5(Z15Yo(Uk}PLtcs++&Qz3Gat<10z-tXqx!PP;WOAcbxflM4r5fYiW_vzl+b9 zU=E+#6GdMA7OvKV3nW6#UtO^;KiupaspfqC?c^KE==0NV0kAcw(s7?|fn+8~gjhU; zABzX*r~jPX6`&p*cNp>ru_!`B856D_o2Ok0CJHKp_#a=gXFja7`}-z+c?`KDmm75- zN2s9L^R1_qq}Sfbvvk)GM_dx_|2WD@*MFYLqz!L|?}j|F-S2dDj4n(p-v>`OLMNdn}M7^8L*b7-Aox zy7-j)DE|cM(c%NG`A z#eFqCcEA4hhyM7z=&KmtWZ(3wASIT><;~-lR>P`0G3+t|U&V58rt!cLpkmYwCWD zi;HhG9^@M}ME8d!fRU8qKCgl*-M874zH~xgK4jVbqX9GgaUNVv`&(*9Hp9)c?e167 z{h#XxRA^RPxrIEKgQ8)$83U$nOEkQzf3dwE-ew2WLAsl#IR!Zs=SuTgl{NnUP*R?2 zg*-9;Ci-bS9u5lkW{t?4K6iNM5zhyGtf(`cB2*cgwXzwLXZS<#|%(X*P@L3Y2(P!kBwT&i( z*pVVcD@qN^Es0N7EhpWw*axPd#k3BS^#sxi=FI{s#Qf^5DZFLS>@&F)ymvuvQ2PF$ zieS9#U{Qiqr@vzdl6@*Ca*I(#Y4h~_TTbtMpq8XGo`eoB-34DPvzs2Zk!N+L4|_U^ zg#=QTX(Yp$cCGb>huqe=e?m>uC`ct4Ng$d^HLch5mwp00V}{S4wC%>I;c?5zeN{4?sk&FL1YTJr2u#f&;=LB z8foAXO$O_l#C7H-iv$j{rmR~75I(9`&`QmZ`~2EWhy7?R*|`1#5+QN*VRA0?8nA^ zJN5dhimd?G@DuaR?FzS6@jX$XuRc7=xc+dCSJD`d)=&5`nbWZyk zsJ0Ehz#X2%e3$S6nU1rJTi_nO2d=r@96mjMH^Ht%{4vSbFJHMt3DqxTf_YYi!DE~Z zGhxaNmD4K~tP>1UloA5b7Kps0;wZ?Y0P#<5)5Jpay@6gP_!W~#W3*bXC~RB5W!u-r zOhLB8P5ZaB(F-g=ELAKs+?w;Bbvt!kBM-Q?u@o5ags!tma5>y{Rncw5^*Z)Ni;AwV zXbjE&T+F=)b%b@I&$>r337t== zl%`Ky&%GQze}}Ejd!wzj01#5*#6Qa;nwu@lKmX9x=`%DC9~HF zpP@1aL7u&CR_A_yycS3TkWTPG6*_ggZvT&Zp4&`*t?efN_f&8K#_-jPU+C+-K)T!W zyuU1`{W1$<1x^UTS4*w2shmEErNZ~cH)e41<$cUe#IYY_cvDyl1enZ)D9zJD))68n zG!3tHH2b!9X?ySEB}=P!OL_N3ACDDah=16{W?fNzZ94w1Kup29k2$w z-u+g5Q2ik*#%G3+k$)5fc}$2EIGc)Wi49NopFZo0WZZ8hd94uWy@ID=FO@~Oe!J*#_4aq;XJxkbeCks9$0@J+n6aQtTP==BK0phZTV+c=0xbCQs0|e|5(X3$*GZ5 z=cR7y$dgNk%r~*u0aQ6Lj3)2d)M8ba1_E3wwlEh;@l-}MG$~&jfF}B~o(y#XxT!Kr zQPY}?k$#&`{0@rp`9K`J*DA_g%mx?>7+S_=n#WT&P3__sz;S+#`+qT})T#qD6VpE= zx!TG_&x`f?P_00H0TOJm^!SJQ__Uy-3mSTWXelPMdtYCQPT`XpW=D?s;*$|+Pl1=< zRU=_Oa_conIe3h`c(kzq%T4`+SpoWMAvejV9=yfLVc}Y5D$HY#W!|&cGnR)!T8e11 zp`H57@bTwqA1EGA2c`WcW)OVp&6U5}M)r1cZK3a%p&#+k$sqT1K+0#jiZ@1 z!9?2`nOR|BsBhTq>_z*?441?lnIB?dWYd~7e9FFN9>xdL>tEM>B9Fgxys)~!D#vVD z(M4e0*DNF!EQ{?2@7DQT;5K?9>}CpquT$+~-LoE(1kWRZ$Rz)!+Wpgb2LaV0DSa)z zV0I+eBI~KvgT1IJ%c0B%ALao(ZlOVaaQ8>xu@7~XrE{cb%KF&VRPcg`7U;DAVLH}K zE-&oU{?ll<$bhF!FuIHoEM3s%O!deN)el@3bIilipS5+<`vp+WQDL*fyq56vWhMX* zWs@Xb)9*T)QP6|!RD>J%o3;xAkzGe@f6mML!p2rP?TDZ2VGH^5;!hxv&Bv`N$pgeg zUx4qq+Q6)ZTRCQ8zZ7$WS%^Ubtk@sbMho`+TLVdHBHc~jjP z&0r6XnQ70#GgCYidCix2>@1*qgjIrGYZik%n~SmZeig!&S4_}aeITHUxmzKsI?c;n znWFO{OVgQbF`b6)fh(mX=u4qx=l}uO=qIs5)f@f@wBn6Gkn58$+ZdUzKKWmli=2q2 z*h8z40>=h~%=BZZ6RFstZDuy8+hC0JMl_y|5bVFtq5^NpKJi9jrdcTp!1y9B#+a?k z*v)yFQOvaAz>dU!C%^<`B?fHC3V8k96#_3+med~D^?5Y8Us za!HFLaB!+N2H8^Iq`z`y$NRdtnyjcLeX!8a-=~$BGp}8Q;*+(Z#`AjgyL>)pJsZ3` zSQTkuT#%z1)x%OZOc4GKH!W57HRFWU)Q+E(QKHEoOH=-?J2@r$o-tR8i!mV*j`bg& z$6f!nl?6G%IUBduMw~VC0K&2z&y6ZV&?X#GxKSFpT!MzyKR4gkdPYH2}rMU=v^M))k`(5V`#<#>j6WLx6=I4x~wl5jA7Ngmv$KAl(09<67 zFT;EN_#LNRn;y-1fKh}>P6aP5o;Bz7=wDsaQT1)B+U;|}s&C7?&E*e61)nu*RLLtx zjV0Ld3{Lzx^MwW(lLM*?5SvGnI|J4KwczeM9)8%Yvl<41k8hXhOGy4FB?lb^vFD|* zZ7gjV4I%4x8CcGs4O)zW48{m>_bt%v#fLC`dx?X z3acOK+4K__P$uBtL|aADd?$boLAs4d6VcN_Su=}jslF{nUw0-MTyNIHPtHzp!ivV0hJBI=FJ&#V?UpHLorPl>cg(e%O)@$OQ%h;cf ztP+QQfh!9Ml!U%B#-k4$BRV5o)UGl4K&*eLX&o$apJ2cgL-SRvX_=ZEwXk=^Xsz4% z2!J`mE5dI_vHXpFrN!~XMBkR8M|{_$?cTx0@0z@jTXZs!LC#kdXfZ)}q6cLLPI^TL zM2BT*RL#^W=UR%P^Z%@@`~R0$ESPuPasB$nA-0b^y|`2M>h@aj#tW1#hxJs;C&ydW zP7^pSQqFoGoA9|J+d0+9>P#Y+@kkxw-p%SQ`&!xa*KA9Z2)&t;${y#6Rkp5(&1DQDr8x{C`sqeNMzTkJC->5dVV_G`_=qZeVLmjpA1_=I8E?w>C8RQi5M zlDuxC2-Zl}Iggnc={E0Ka^&hAPG;Y5nl|L}v>Tm1F-de+QT9h>MgB5JQm{De-lsLA z9F9sFX$V&=`vZ>kv|VW+j*OT3sex^=pn@+l2V&_w&!A&

#4nXcbb4)-k}#9#^!s zwp5U6%6~gx@xmcy*ImwIxresXgDBasB7SDucdlrFklJC@n2Mx`rICNwwbQ!_=Xvg? zt~yfb=Xcc<_|^4YF@ngeGWuTpeSDB0*XShIcE;NH3&U7Yr~}kN~dCj{Aqn7YM%Gp7*H zt2^cpzv~{WZ4e`(_3dtXIqmx4hC<&Z;5lP;li9m9$>wP+1)|zQeaen}sbX-*EDt~! z9fA799E0WwGIjZZ4c-ABQls+JN#y2DqKl^CE6O&Fm`NAFtlcCXbx#?I1s%F$n*MTLDxw zifF2W^an_}Q@Rm{GK1bKi0i18u9!BSj<6r_fZ@0~yq;n-p!FxfZLhI@NIPZ2ms3&u_hv*TfJG6^}~xxG;y1hFIUo zPW3NzxC8?bp{hPi^pq))=U|my-?&Dp6RF7VcR~i8!u7{$A{_~5s?Wc@A%R$py5(N@ z6#7La2eiE>cq8Jx4+JpjX0xp}5*+&&$Fiz%lzk>HSpBb9s5@6v5~8_RI$q54W(%`P zz2&X4@)FYtMJay6@qcj47g zUdCln=;Jpx5|Pg;ANvm5+B&~Kd*nfym(@keS6!mDzHCbx-SM24@<`_Is|CuOSH=6J zsGz;PJCyMRp&NBvZ%EvJpBV0hg!|;OX-p+PqZ+4ZPm_lP@Q2R8OAg>AGG+o1wzT_r z&?_sUyIVQqANK{E`1=*Vc-`kdS=ay(;xJ>B^mH%_2XPRLgy6g6ih;=*$<61$b<3o$ zuP6U!{xIza4FZeWzJ8axIIo^+{671lxF+D1W4R1HP)(U9mmJm+CrV~lN@M?OvfRnu z^JHpL2Yt7*now!TP9P-v2Xi$KY0l9ycIE!z>4}5YG|$nX;XFI@hUppq7J>%PQYN{g z)3N<3(w`Qg~DdNNp zdv8PaPPV1J$4)4@Y!^_Hk_aJxJ&+=`TAoGgKR3K)K|e7|WJtj$p&Z<_lf`+wk;<$p zOTS>3SQ5(8*!Sx$V^qCB^^sR5dzDccEr`ueHY$sDB0BhWA+vB9#`?G_U4^oN8XJH? z#ND6{;Ha?E4@tO-&9t#O)?_I8lU0K}-O5f-$+=|(-IJ;6R>$`#Ur4F5$ljr9W_f>< z%p@@4gmQ6Tig!z|I7;cKeh@*^95}a7<8XG<#td=~XeN}Ve8;cqEBZJl;5?AbPQmTY zKTAF^Q7==WW)|1$O%e1lSj9rI{o>HM5BMaU5qWEGnD*!?wh@tq`1=j`e~2T=J+pvJ ziSzW+b3c$knLcX6J$$#Of)p=JXdH|p-~z4R`GcoM;~COONhPj#Si3ak7z>?=`_BOf zzT6)i*&`bIsDbQjqIwO~&Z^f|-^!@XHeLQauKDSA`>IhfIn3`r%EMn6Quw4`KBmc# zS7)xij-yBJS(*{k>-9nCLyDRVVRelXR1hM^atSS_*SI$1e#U>xq;DeT~S-RFl)aM)wk z=I&z15ydir2+0C*H3Y|4&+5I$o#aX-xhuu~bYjT|dT!bHi5ca>gFUr=8AHJ(HY60%vV}GtwqfmIsdyr-UQulh+NcCx) zsP2@VU^^&n#eh$fI0G6){4KvXba#pz-8w9s6Pt!`PFF*eLumg9hnxZzidoEFMl^|& zY*xwL4}*Zg+zcWnO`72f!o!U;#^VD$AOGuc0r?a(jUrkcOnF^*+a90iz##?(9QHVV z{2@$#6tM_$3G{Qf@2?um>T{89xWw7ovzD{8w>vF@Pww-lyYyz}dgcI0w+h@pyK;W$ zpYX%#K6J27Hb!w4d#i%o)0raem-xAzhFkKTMsE$77U=I4aIqhNJ zaK#8eHz!*;uTIS`e4}N05FvGJQbxP%!7yYICK5#)fJ!X!ag?{wnY*W)LgqiGG5i2R zt;JckmKfI$FsFMpyuDFQ&!s1_rBW~O6B5u9-|rnsE2e#z-}iDB+hBQIk}@!%(l0rj z*sVU9j-X8Zn1#?6LWiy`p*;s;blQAtmqDXFtGS?rWnu||Hi|8KZ}knySHt`wud-eB zK1ih^W0!j}ZV>g+N22KOtknfi_;V^;^(}-Lds-NkGAu=C)vVmba&RcW)ESPHQuiu) zR~s@{Qx+Xk`-tg>oh+}Po>Iy=j^Z%+PJu{WysE-$P(Si2P|hd z_g^@@?e4$RH@O{&Jz3<0Es!~C15%h=1*Qq?7ZZDsv~jFG+1*#p=h@?>-nVaeLm&!| zOYh7^1U<^M#{V3wz_dGk_*UW0{czviBID$XI_R+`P!=b|_&BG#2!NR$$< z&;FYu8gktZq>~$AeqDr-uS!KVZE)=l%~~5-G_I_Z{@_M@adPMN%VrbOfP7oy*k%va zAaG8z=Ef9w`I8r&S-B5Q;)6WfccKa^VE4A9T3oeD3mt>qYU6o;!Js|xDFrJLZ_zRT zFh=L|3dudkK{MezEh;5e!u}vg4k;FaN%+%H2*Mk**WkW=!V|5m95#0UDu4R$gJthu zBV5|;zs8M+lOqx@N;6*Nu&Lv{wR}uEbhTBBLBlsDGYS=@vPQodO(`{>)8a~ShtFJx z(Fg!S%TRLY$wz)L#{C)~E52JLd@p!aumW=@N-L4QAk%XZX4}4}nAI}9Lyzk1qHgdw z=8mSn>M;!=MnLju>}y=)@RvnAcySHVoU7v>8KrJt5l`>%!X8e+oP=TeLp4A;H^Lk` zQ^+M*^E6j>47}KHe(G2x_>_KaVzxqlk(l|?TiRTjv7nNU8P|G{d5VYYxpLOFzm5%! zC3{=+iMqRK2X6iPp+w16dd&Svn8=7fUc}9Ka~Zi)-Pj37(67wWzwg&SpHZ9z6Q`34 zylQ+-;6CYMI}zy{+wgYJ07c*s4wJ7X7TE57ZXBauAc1m0;t6Pq{x=ti5!DLKjABk< z4wd`K_FY@BFMsdKd6tgtG)gR__xq5p-OkY8H^`JqrOv}y$&NZYdRZ)Xte1Q-wurYj z2PcwR_voR*4x|Eaal$TX=q(pi9X@A^8;>97d2^COT>b4t$@h8BIGmD*&t06tnXf6p z4b1{mR#!k9>Y09rHAJtR_S~n=9wDcA)hB47lfaxKPmr4c|7&+43s#o0D9{s^`{kMP zxDWmYULy4a=st)e;CYG28B0XrWR@r!%uub$);(fKRe-y~HWfbZ=AKh){w{nX+*CH* zImT*!OY9_sk&Z#0IgkI9nqx+pUa{A87`y$wFvEN31Pxugo$a`)9$jeM`G>q(Qb8{t z2OM$fy1s2X6lJDEx7}x#rPH~-|c>^+?&WrIGEg-jm$y& z=9Bo_gl7L_R?{4bs&zJr*|Z4$ClJmTv8y?|)j}pLrHO+<2VS_6d+Jp~*Uw#Ct;M%+ zuO`F7I0Ne#A(h2Cs-}0KMXt0IPsC~9zX2_K~Js&h;TOU=-BZe_VT=>P8*gu-mDt#Y5 zyPXa4ZoqFJlifIIMTTJ`OzO~0({}FlS+$+;;c&h`Oa}fWD%T#D5y`;AUpN6k3Q;A# zw3F^52}GX(j7_Ps8Mw9=L5TLIhI`UxT4&<@Aa_0zn|22@ee-!6Yy^do+;}2R)M^2v zsZgD!_*Z)J&v>f)SF%HcN~6ds46cQghNd&k!1aWq#0YRZuCh)VSC9!$DxJ-qe>ILqs93`v;CMyo{<`xx^G0=bhAP zmQBB^Awg_PE6;OYm>~R;bk&VN-QhuWj9yu(oNZ&J13|uX2ifm~j8K!q1Lx!-bfDR)k{EiML>!+M^rPh$b z%esGu;d#y0o7<^|q!X@`q5AHnHw)|~e20H0)!{>V;0CboNv1kIWou^EU@z{TU|q>U z84ObhK;|WxWoZhaNT?CIIt#-Ar*QTsx?RF4zQIt*0Nk@6Pst22LH$-ntS6UliV%(^ zam=ERZhHmh1A!~gySXEep@I~Va4kF^SyVb)KsL)kGcYgB%&lX$^*7MQ?=YGTWN^)w zh-B1DfeUfpy5Q_yeT7r*wV!N^+RJ)EbR>$(=tU(1gJJ0?>dn-6#eVgfsbl#~0B*RQ z6b*ZUR!hT5w$~Wn9GAhpRA1q*pFZr@Ng-CDa$_C~`ZY6F^-U{nBz)6$dLJ#;zYf#p zll43UmXE8vuJWo`kR#vsOUh1E(JmoVJ(@&-LK{{=@ostt&VplY*44z1$I8~0Sb?dn zPmb=wTfp18#rV1l;04Y5#|s-U{JkkJcShtK09#xj3grL(e;qBXa<>=bx6+7Jf>w>g z%RQC9MS;gm>!lsup=03<#+-uNm&BW2gZADOFXvY(e6bCwV^^DyigZgIocx+BxUH2? zJOcT4^SNO6nFM-g1lOboU>{SIt!pcc!~TDsbtzf8W@BZdbF$9(1F7TIOIvUbVLf`0+<>UA=_IBWN9Dn zoFSv`tp-TvTi&qg+eOC9li!|n+frAZfELTU;EvWvlYvWe9EL1 zBmHo~BeYIffK4XWMRkhh88U110B}I@jqz`>zuJi_GACNo058Tj$i22#E`46?3h z>Rq7E0ETqZsd=CQL`yC$FGpL7GbS8vzJH;NaTJ2wmb0%xJW>n zteG_9I#4#FNB%RzHT)JUIR-@k;&yk^9bTPy)wE}|F)-QGPzUEU_Na|>A==Lv{~bB- ztHMlsb%#Kq5m(a}*eh{yaV$fgQ1zv2N*%+= zGx#Dk_FR|Z--pJIC7oRlWt?asi$o4B=ZALJ>&?|4i{y=?25NK;4W*i`7JgVhliF=| zz4oZ)`>0z`{0Yu)ug25GzIlM~%5)f%oSukeB9maUp7rr|DG?FJMW3ALC)y zZ6u-B0-^KXb)%gYlkv_=G_V5U5lF0?OpRY+g`4#DBiEmLQ=^^oCZf7=?@Tw$$Vb4$ z?whh+iIJ$^|8>zLxON5seUz1alZ>~=H78-g-N8_Za7`$;g>mBntLonlQeImqT ze8EHv-jJIA2IlRXc+g3E!4>>a76=bgNp8qx%`d5Ga|x5{aU-^(!CV;QDR@4(%F~e| z7QCks>LOEWoP~gNd3@T(>iT}*ztw$uWZIoh^se+GN1sZd3M}zFN<=SCbuQ#0@&nksdar zPGHXMa{M`!e42{F#}-?1uiP%IY6~1Tte49O~M!LG22mkiBKnCXMni zP2W1`JCHY+^KJq;RNTY5Bb&r+&9%~zd)r^19w4a?n?FJ&vb9z8QIwS=k>dd!B=?#d zeb2|bs8`*QMGjKM_S>=n(tjo!h??8OL39|?LNmv#nZ8wetctgXaQGPkWsKC)a^-}G zsIrgUOzpGEs%E1C-aDy9cay&{*N3`KJPWPiR&)@891uIvWq0vD)-kZPvX4Z17%nZb z4O>+6p(jK|8y-I{NN&<{M&?X5%4qkKrw!wPuBIjgiy&pczxP(JE3QK@Z{qnNB0OROj6r*s;s(F~#cM?^iTx&6KN@^kO{deIV7s2F%A zE)~GR6Wl-u$U(QoBUW`EDzutZW~#Z+>nwR@N_T8$!C87bgbi%YU8f$S#ue_fl{Lx< z`^ZYJ92u$|gZmejz3ltX8m=|1>cW7cZyq4^GV#)deg&h)nze^*$S&q0_G5V%&|@}5 zrB@|8q(_we^Q{u?Gk*cK0=lZnS$%Jfx%AcI)A?wy%l94ugIxFzu5IAAc0C3qX8~x4 zGnkexa)D+#PtG^F*_voQOXi9N!8PG-D=FOAUu*=)w@0*C)MFf|oC@rmCqe?PXT26I z+SJo55>FR)I30?ge{`w5VEW-`3NJ~DL-}Du7X~@kIXcCKIO&CNvh(_f#$kVE`#i1s zEJW_y$0jP?#($}jVt>!T0Ni+?!tfF(wN>$C6Z>;j6>+VHdb~lyOHXSwG!rKBv&WS$ zIA@6H0dnw}6~g@atHdjKnqUG`P?Dc#D+OUZqWB3vG_ZwIwshdRV~4o$3bjE zki0sP7&pU~Fb2-G{rx37(WCm5asT{`SEJi|*-!V6$zu&2IBav#wuz6hpD$zY7c~^Y zke4#Xq2_Sh*~g3X&X2V>&MqdfnM2#M|MdJhk1)=RKp@mzC8(i!QiO=6&BgSwGqT z`Y$x2ItG5pbUn#rUY*W5?B@Qt=ap~w?TPHg_`%Bc4%Idy;fHJRp?65b-ozV-Hdgnb)~Ed+D&xe0+^lru#z`P;9}PgLpr8WP9U38BWwQN??%4shj37Y#=; z67^HG*fxUe?!l&Oln#BRya$p^Lk~3sfmu z`#l>&_k2N(8~bb#nod%LW)mLonZP@mWWzJXE-Qy*9i}B`+y_G*xoGXWxoH}pB(zXR*Jy|=XV4o3;{ybxJbaJ zmLa(KRCjCKCI2`Dj)0oHRe#-^QL3nbmr0Dz@SJZ3V3kwP-^+4wPwzd{(i^m%{*8HA z-|U>dt#g3(lO;j!3;Y3OhtkK!F+JPIHjGuN5R5aIAsa^joAd!_!mHs{=|Rj2h`C!qLW+dYT21?(FV zh*?m-flm&L**HZyvuw=FEW9%@?=w^~h!FJ%1v?UMsr-k9aK(+WLTD^e*#mn%_G*In z=*A@fjX;W5=jYsA)auFv<)U_6Y<>a9$C&82ene0$q7rI#bm4{+ z#wKpfYbM5_$MEVimHt1X-a0C(_l^1v{fUEf%`q%zdtVUweNxYSv8%8#Q!rz!md0CF1XSGY)`;xj~JB zTqL=kwBl?{p=xVmNtFSc$BrpQ;#V}b6axR+IgH8ws>k(yFH&ZBltpAY)iki@DiV*k zrG3+kDq!lN)OEt;bzz>I*U%55L4^Bf<$tyzbRs!^c`P=Na+vA>==~0_YwN?`lFQf1 zgH-VPI;0;5@Zx`!=mzX#xo>qLiy~ECmeO!E}g7-YmIMf z=zNDv;wI}bu7_p3CRcTg`Eu3PUl6@PV#R$$S80Ay!+jj(HW9~1-4#{buk>(TCz+At zRyKQ#uN%Y#qYLn=)>V9Bqe3heXlmXWEDZtPUZk!D?HrT%k?`rShm%@TMrc7M7?p7x zb5u{*$twNgb0Wv`@)KvA)~3xZVA$G>Nujt)FnZqjFxjxpZ=0~RJ_ml2W#n;+c>;iR zC1O^a;eYA@-2^axVs`-PH|Br13@`lre}Jd6+l}vkG535Yk>^dIw=wwd#4~Bz6Xt+> zT=B`&jd&XI-2rf|E{}XQ1cc!t`{=xLBjs?v@WXC#Liz%z7l1CI zMUQCxN?rpZLBNyjF6@89E?`zBXWnNP7#y4cI1JF$JcZ4ZNkT454|#G<@gJfhpLaV> zr>@@s?y-Yn$ut|=Ww4cc?=9Y>b{g7JlT>0nOX+ftEsFwyU)w;RmCI*M(A(W;f1+O) zB^Gb;i<~TaQUN^@*NfsYyKU8s7l(MQo>#^Qopu*ViG`3C$SAO?&8BV_pM#h_7-|#$ zw?P~ih3g{kOxZFLx81vk86gwP{=O6@vC*u5F*<_i@-4ON&Su0co?(05R((bVE+WW2 zvfs`EzL02MjNKYI0DeQpX?rN~xFFDe5TzB1&PBBh#8czz(+=G`_nJ8o87hQG@5B;% zKx2dZor@mhtlmr`HH)vQzoP!Mrh>3)VfnS^-dBJnX%a*=tSB{y>p@JWW(0pTGmpb&jNB6wx_!MA0+ z@za;^HVNHsZ62pSS2Y{Ai&;BC;gDK-NIYGaRDFo$1d2GXfG!IX=cw7dc!EQ+ zqiR;+V4dU~)vYjcRW3Y6;o-QvmfiIwJ89mWQ++c3gB^=(JA0**X(T9juxj--QT*k7(Y=9hchI znBT4mhqP1^yyN((X!9Bl<47nkma5Mdn@a@8E49C&uvsp9x}@8`R%Zm657aDL$CFHu ztuoBNbmG@mgPdFlHt%9U_47hP9m<7##30Uf(IU(7CGKR=G^1z z@rpUXZuH+{Uf-iyS%4_~Yqh=4JFQ$s7xz`9@84RHP+7P2BdW3bOPrA@Qf)B39*taX zrU~qlH(VANlnM1>TxwBjMX~OW6%vyuERw9%Z&GoTfCGxSZ_$fxuU2o=BGoH_u~8sT zg;kCz=McXfjQi%lWmAmJ#N_Q8NUZeXVL6WAsr*#a^JXFy&KDrQkJXG6Rxi2F_rdkN z+a}L3Oma+VQi5)e$>HnHk?=x;bkg*D>Q!M#9H#I6TEOL)OeaN8h%;Q0jnk^za%evQ zxR5pP#r?PNk4&-v;{nUT?eY|-_O`aRM4!XeRbihh?90`kT)TArTsuf|nY0r8T?zNY z0LWQLnX@0UgM9W)&2ySv7*|ulhsM`<-2*BcE*@R&5Kde(PMpl! z$jV+<}i|6$6DsMcf!NSJ9Kraj87|8-r7^rw-zn2~=-mopF zoKI^bB0;L7PC#54yt`6Ynv$ChNJeectG+~5^0=Eh5e_cgD4+K?TaV0?GGI?9K1i$0 z!TZ7*nBD8?X}!}oiBof<3{HjMGI7%*KwtwZzZ-BEumtiZtZ3X!xb(hJSuWATOR8hc z_VdU1`f6q|4A6?S2|WgV`EAL##W^QV$)c-VM=?I5>o{Y8&Ww=;?_6;0I<9?kIAjycUo zQ(cY65EQY#02Zp%G?pg~Mg5=rL=44b^an*CJxx6-OQa#75G}M*4;&9Yv6ptx(qRzt z7P9C~_PiqgOZUJ4h><=i>W1NdzV8}vJQOOET7-ud6Tur5?(SD8T0fhZ6AF@m@(+a= z`L!+(hHfT)h^gy8c-`?5#8e(*GY~MIzhdyG+tTH4*b~zX%1&3<h zOLfj67kMf-KQv?d)>xcZ0rLbmnb1JJ7=`-bE7e!3DG8|){7zs#b!?*edl-D?Erxsr z_#yuPL*(D4*uO4||G{22Xd|gI;7|9x)HnNoVUoFsw({>cmFz&&>0t6 zsnn4-N1gL!$v5TB{Q06un|EO&v0+M{dp-)^iJIC{6EG&Dp-9=3*ky(8D6?mB_`9O!hrH9M4^f1Hwi~96J-;yb>>Hvf6H?Ex9^K~-DsZrM~B^D%~ z4={J_o_-WL-3xFSl2XcKb@eILG-G%a&YCshQVZXk*PhJ1(FcEZjqty`X>QO;0^b1_ z_b>?Rwq-PiBI|i)M@I+iL*F^VZ0!4P!4OJV{42O3)CclX?XBX#qX)D{rX-$ttnrgS zKm2R_VJIZ~t!)2_e9#)8Oi`|S995L}0#abV6O}$1^uBky@lEocnwt{uw{fXBoJGHm zmzd=G?%eAE{KJxsqXr|Zg0kcOM80pSaI*$4yaE&GCyL%Af{~C=!+$3LcllPkNx4Np z(Ylm*8QyYdL}JkLU4&dh)C%TNy!V%rRy_^4B}EPX8L5+2Pg`*2hcQs}oYIB)i84rx z?|bxaxcJo2_^m}oKYP$;HuV6p5H+#TaVivTs7cO!O-@&nlln^rOMRSdJ;!%+RF=YI zTLI85029ugi(&f>#k%U3^ADN%>%kbqGNkF40L>~!GZRNrQ(^J}e`N-jH;KgsGWy!O zKvMUs;{M~LUxGyUdPd{IDXwi6xs_nA2Y)!ps4$+y#at);rc!yb>1f~CQpq!yZ(vLh#e&dMpFB)uu2+x-xo|F`ngSmK zfMDNfn$hp>4Xz6$@MbKK1u&5E0Y94hl(6FPfIyzA zxfEtH#xxo0>KdsN-ko7|)@GJ0E^!@VQG~(vj5Wc}#3aev>#S8;{Z3tsMl;Qk15L2V;CW%DIXa*czB zX8uL}FbDe57cU3vAgZbkiwS`JZCql!!1Mn?aMphCh~p{3>RCu?KW~&%-zsCc z)nJ4abIX>kzJpC=p>!bTaC7kI-B zUE+J7cIk|(?8ATeuA=!ql>NP#lgr5Xc_Ki|1jgRpX~1xtWM`C=GD@4ty4!W>LeNr7 zL;0EZ5K~_s#^tmpT^cRBJID zHd8>v#|kd%t2d2(x8V%Y*1(JhKBz>xzCJ#QQb5G&eX18V25<(5-?#j2XGhk2<6Go7 zD}$cQ&KF7_%7K78a!Ab3N?{#O0&|Bz=;h7@{d{Wp)-)sL{nL5=SDx0jQ>Ih6%68+C z=8v;!K^G4nL3BzicseF1aK6VTv%&aaNy4}1^wo$4vN&qts(;cMP}HLU2*fsd{t?|d z$-!X$9QObnug0+-fA+?^uII+~NcZUh({7;L1~{(fqChbh%1}oS z;33Z}0UHNN?mxNn;OoyxVr!PRU52V&hyKG6$v(g8Zfo11-;0l1t(g)YtiS?P5s;UoxY$lbVqT@bM%50Hexce9msG)2o zL+4j_7Fh7h#c3MAZL56 z24RIcBjx2B(OL(5;x6Sohn7FeR0u#6x6RII0=51fA!uPP)q*14!m0sU^5@iomQ(#&m;>CZ)J$k*rjW)-L@z3ED^AsUcF;TukD32rOL8f{LXeF3|W;Ms;! zDR~PkuxQCZ*t852HVo?qxf#|95aokdKxE`F;W2tbO`ETs2I{dOKMG2}7Q$G<{6rSO zK)a2Y0l!JNP@tN;k*p9Ub>z4}?w~rtLda;q66Nh_)+T_`uy}T;lRCy=IN#TqKemTR z7<#)wh&%%61pnwzUiiClgjsjesPGfYgF}Nz%8>LNaLam(u9@0bB}mi`MJuM*t0yKk z*qs_Eh`aX*eEdIX&U4eLsv@6eKtyqRw^zxf`gX$o@9w*<9zb{M3jlaUks>jpdqJtf ze{D<2%I0v2--4w}qS2Hdf=a2!Uk>NfaXJYGclLW=ldG>4Px0+{s}BX0v_&jP2CNL|Uhvr5`{EMhb2gQ^15M?(Gm3Q2(cC3Q=}{1* zN|4{Oad*^bjUL7MHf-gX)PMam&1Uq^Zo%l2v|N0A%3Ej=?lBIXgT5 z2YbIc{-B>1%H<1q^9Zv606eOeD-Lk59DP7`Jn<}kRV#S`bOSSzTE*h4mAf;wr0*}d z|J$ekZk_ob8$N2uyh2R}@73jK?S-cY+8|9YSkh~#x;)NSM!@ED{haA2G zJrt~Gf^}DYlS|JWF>^t>3Osqt$Y)#6?{T@ug{n)+iPb&(wS1f)W7l9KfG|LXnUIZrpk*Tu z)yVSCn~2V%m2`uHYHg<#f5VyirYI!bxkAhrFc<1`@4wVQ!10k*;q45DfHkG&62bFZ z1%jN47Yh8P3>YV+>$Dk#Yd_a9=g)!Q%n{0x1h`&5Fi$-9bShs1{ddbr3(KQulaIR; zZGykjkIyrT;?+hEa>6F0hIE3nw@)(aN)K^YSUxH#&67Plix#w{e&iI#J#2gPtV($0=@ zQ36U%jyiR3gBQ|G8PcFYZ)>&60^bJS7)c+Yo|Z*GQv>j9O1HNBad!3gj$8vi`FB?{ zsymr`YWN;%nBAu=leqxVon!aXju|%oS}Y+F6E_ji`2o8BkN^NLFa>Ce_|N~*KW;?; zDjgGnv#D*8l&MOIWIcP1JN!e7G5VsJIz&Vflf4<-ehVO;eE=-;4f7W}v8s7M(jjqk z1(C``a*S{z1^We_`Io*j#bJ?H1{QThH*C?!%FFaohoO$VJt?=;n!jwhs9@3m;S~fE zhl0*SzDWVr0mjmwD0;fMH>+5rn~(cPQ~2v74H;8kH$hZcrT%VME%b|Kvs560NAnh>pR#iwsn{*&^T`mDL zFZ-~FeSqLUllYTkdCj}FBJ0o^6YNnB_QC9G7w#<`461qcP>>t zccppZkMZjfJ+4m%xoaUkw!EEc!(3-ouTKdZfR5wU>%Emp$vC757Zd7{9b{lTDk@5^ z9LaC)v|Mo7cURB(_B8471G+jB-YlSJ8Rrlin&eo3C-~G5SyQ2W*u8@DSH89k0&@Wz z2;m7H5R4$&U0x=}T|$r_*!y%_#UfRPYD!oHHC6lfxl5ynJ530DyuxoFP}ljSB!mot4^^lGP8U|I9<$8d>Ki84Nq^!0j|4m3R*Q~?Hchiui_&fp^rq!)XoXEMLKaNtAqNK2Mx02fb0>rW=u@M16b=9Q-gJSkV~!IZr0d z1DIgDd>1&^zRX4paVMoR&>GatBWDegPpVJHi&D{m+`1>v=i=!Q93zsifpYdR0%TPv zy|9wcN7PDT;i0tJA2-fF2>C-zL#NCgs2p*<7M45liZ0Czbrbt2A<7PF4jYCiPE zn;z@ zNGd%Y66yvRw|tO}T6XXKsfR7!-o}yzX|J~_XR5_x?2#mGX5icEf$YK{t+j_w7v}?wXJQlY6JN)t=+@ zl$8MzN4!ubcgI>IG+Y8V9y3!T{(F$~IC`E8kI`SlCDx@6$iYE4Ff>%n1{1$iH}(ee z5G0A9x3_euvN;Z`ETQ#jBiws^$WdlF5px;sx?sC3>r$4l@St4czwjm|{j@0f=3?2R zQTe;}+ho6=Jn1&9LhfgsEyi~pE9p7j07vxnws#W8?MZQt{?>4&fpsJ)=h%=3ItUP@ ze(BU3=^_5eNJ!^S0h?8Jdmp2?4pzm&{aPFk(@O(BpoYKzYu+oFxgd~soWTkAcHJ`z zjAEZPyPM&H>wwo^Z&ITADP%`4I?c}H&8Ss;6V*+Kb=7ib$^&bF^~s0l0T4_jZmOI% zP{;M}-rCtSFYUaW`|)M1NcoMfEyGgzOO22o*42uWF!AoHTftNKGf`KHdj-rL5aZ=K z(;UQ0sLq~kFBKy8#QDWw;+bAiAvqE(OD`Y9{lx6%a&CuP5UtyWwvBAJ(M={LLza5HQDtlz91JR{QErs(&kJv3~3E2_VWSXeFX^ z<8`AwqI(;$9Fa23u}3uNv9G2W@tmgOw8Vo6^?+AD02m+ID()-rCnikXmuEo2fzMYT z{){RzD`XHq6K9Fs;-yaDpcJmt@i6pRx6>!|&vB!~%;$Yy{JI8L=CoaagZ<*y;2!Y$ z8JuS0n@e(flfB&mJo18^0!;t}G$Dy3ydfVYVin=BM_OQwMeWmVuN6am7W9{`5I zUQR;xX>}ypaR;M$HxuZ(RAlNXKp2#(S$MTdF|SO6*aP&pRevDnf=P?}v=^ykqy+;K zAZBJ{KTWUo$GGiV$lp8tihv>jPq`@GIaiJcbSzeFm!FEk>1>A{h(85_5w20*aco`+TmGG2UR40zRHH@H2 z9&hc0q+dEj21tt1aB8v5gFZRHag1kp=^1vL&!`1|{B;g0wnli=#;z+MJ`pR29RK<&s z2vV`MVEet=-Q8F2RcfLYFhX*SnWh<>Nn`gwb!_R!aq&=V@O`GTyR7;bl5(7mf6X*} zq?1ZK6WFU9POp2|c6tp543;JgXtj#LE{8z@(I^-7fR_ruf zhCPzE^+Ut4OErqrsa-i~>ELE&E3dIJ5Jz$qE0VgFi2J7(K^ zU~T`3EljpkRg8n!qy4U>HJo7HYPksY~SL$RqvTP5`emN;acy z+sNvn@D}N3fO&Q=_t+g+Js^)x>4EnN;i*oPy!w-ta-Q2MUg!Q?Ur^^NwUm2Hcwf8- zhuP=!moYcz`&j~DbJS$#m4y%t za4$LLUS4I^zytvoD<5$v(2_Lqzo49v!KTVhx~U5=p}7KyJ(6(u*6RPbyA4ZbmdWek zk%CqimM1>VlbjBb*-Erl-omv2%93)gpEN1YPQ2XRbpZzfT}zUEB$qd?_tH-@3zjj*RYK<~u6j&(VQ^L8SW<6|JPH;)$dlyjUyaOh5uPPU{D6yohH_J42vc8}+&lTu_kL&I(ZLVDl@4=#eOd6w}ykCAQ%hV*)z zZc!6V*&sE-i`=Bb(AIs*l--^G0!Hg0uusGpoIcUxI*;>oU4L=PF50(_#952lfTq1%ty+`z`09+-rgthbFxN(n*a969a&;|WgV1NG*<5Z|s90{}us0vt*#liix=ni#Zt zQ+XDSPJ7DZA>{KIRJKr4Ex1dKYn4NZ#z^Tsk0=9Y$UAJDyL&?mpbU%J;28qBX5@v* z{6c}7jQvHknF>kW?4Y4^6A@iX;_dHdd^yKlnr&bpLuRq=7g=1Lgf$}4fQrSxSC_{X zTmmBn(BK%FGQSY!E>T;mAA+ecHvACKNp@-zIh(9UgMy8SL=Z@FI~DI zA&d=@TTefn&`W!*Rw{Bxb{{S(w+-=PuRG+D^=kjH4vhG}%sXV1_iPcBL~}dEkMYH} zM+dT6_)Zx*H0t^i#MmfV^Io6U2KdIgwgV1+Q@~qa{*AQL5@@Jf^==DVEFr3>Nj5EcVT5$XTp`;uP5*R#WPi~R8FsU;Ms#OSUEl(=O z44{lem4c!?v5e!x7Eq6YPIQeT3>7*r=fmQm7RM%7C>$$!byN zHMBFKM=p2Zui!EJvHFL1@+k$SMU5|w)?%I%rio-4uG^ld=OVtsuhdmb2xYe>r{kMG zbm=Sa5USx7=53#gpq#8@-w6R)BYngT zDc(VKdEHR=J)jtO9=~&O630bmKPlu#-kDp zQ>w#~$+aLsL2LVib9rwV`_-MAf6PTR&(w)N&lk{I$>NfV*p`4hvZ|hl&=sFmo(q_) z!7?#vro8;^_VHf`)M+%bXag7?Z4_pR+KweC(V$oW;EGc`8KNQgQiJZy{8Oge4Pa8Z ztYm2Wl4OtglG>479MuzJ9E}oqv0vij7l4XKDTsU~j2r$~y%+$+LS<_Wq+mFwq>0B4 z#ld|QCRxoywXy3^<^{yaHW`ud_@xniGv_6Bu*-2t`*yjPFJ`6!EMie>SreEAHlfUf zqmR3nGlmYB>=KMHqO8Sr_x(QO;56$y9~#uutVOGQNrawB$vZqqjm~SNkU2)%C2-)o z24|p3t~Wk{FDsuFe3K~nm~;9Rgqtz>J|k2bLHVByqY#f3ikVm8v>elbEGh)2b#lO{ zu5qv5&v1J)HO|O&_Kk{hiJrT@LD#TPixmmR&@VC}xRX_KJgcGMWFi>saV21~r2oxb zjwSn$Rv;v51toaSQz^5>F}45Eb{VwCr#Z@3Fbi6-L9xi7ZK$Qp(HYw`PKd!_zaVQa z_6<7Ayz>rhav9~b800G`8l_|jqH(IR?!6N=O8M0DUL=7My}D%`?^ZrpBI)N6(}r*4 z6=e0@Vs|SJoS#%+hfLu^_Z7xT8J!xmJsy$N6h+Rf?nz(}e(mN3%r6Rj^eN-6?P=sG z@GV2vr%U(dUBQn)j&<^r#2}~_eFr=MbBKEspHQ9Qby@8hmFPM6ceXg(p>4V>)6CwO=*1d+;8IbY5-DV z5LRG7$3F{c%L95kj6Zr(OG5N>S?;l-1|K^byPm49=Sm_fDzOKpUQv3r8Ij{&SYV~3 zyj=*o8og!Zh+_AEeCQ$H64ZLJN%6E6iyMnl*7tzyZFZZ9dquejoX?beSFqtS{9Hm8 zRQL&E5``tJf~_>Yu*puVT>gV>4&#k0z0e$#zfVDbj_lOW)iueFs%30LtVS!@Eg1|C zBQkrd|1Z~xMPVaoEKsDA`03}V&&R@<{X&|*CPC|h;=z&C2!h+&D`chMvmW&13*)!3 z;prWzR+%|bUntaoD!ngN;rmPiH`9va0_c-2xC^p%7a@6L)+sko|B_4KUa25Rh+-F# zvW@rxyQCJti+#nU`sMpOrwaSwixd&-fA`MFxTp-t8t5Ba`-RTw+1~0|_ds+>+p5eQ zI^h=Bq5@V=?z|tHFF&wtwwvCxM9vf-MUZe9m$Hxiu7X?3w^P_CUK#_A1Aag4MJM8Qt-QxBJeakQMXZVCC5W7kwtRfr-h#18v~8FxXqw& z0dH|g{+GsPVeHV3P~(;jBpP?#cnf4vUc%8ZBWQiZfN z3X76K<5}T&`TJC3UVvX5zAJ@Mc9gds7FfH0ivIe`C^xP#`ROu9;1vdE#9yCxCqscr zViLT{L`j0QgqwXZ1!VmGk+msp+)*l!qVH)T`ZwdvWBxyw=+Bf9E2W>gSMI96C-*3T z#EoYf>it0t`jL33xs3_X)QRDs4{BSP>gn~t{V?pH_}IW@a1W>_0_L=e?%(qy3=4Ne z8ru6}Q?JKxr=UMp_@BO`(QIx`8Mts!YkDuCzA<^ulmQOh5bV@62Mhk<8ZJ^(|-&I<& zFDk~0KMyEL&MuzP+kSp!@-UqaNU#Uln}wM+(jp<}jqPiviSuVM-E+GSjWw z!HMfp!WSnWTWBssC~>}5_!-&pBt>M+sW=oZsL)S`%wzhBqH~QsCTCot5at;+(eKUJ>f1k7D(s4^6Xf`H~l+K zk>Lf~lN^{)h_Zrf;O|Ps?n<7zQwVlXr%wVp3)4ZX%B)Xk?t*m`w%as;FCE2hvZCOR zvPu~iq%+Nl`8H1x^u5#l#zn`gDLI<`*$Q2rJ{i0pf1GD>tE`5SQQqZT{Q4y`T-&?u zFGz8_=KRC&>A}+tB1{O|5s$5|Ace*f26wf$=Wx}NS}&|UK0czR4R-nyl2OX6dD=6- zOkQt4Y}Gml$Qk^cAoeVf+6b7x8!J+?yx=)h5TN?j{=k4->P0z{x}~A+p|(BVCD4n( z$Z%w%n|yDhV)_f|5eOUFb#bfQcn2Z88QD@l=S|og=i;<>bSOWjCC&W0k)(q>RINR{ z0d&^FqavFS{_Hrwx>-+F`b#kI`5y6b)`ts}(7Z#j*I4D)^_Lh@^v|qDuku)PUgr0F ziii!lza4!m5muz%FdvQOZipqXFqWW)Sl?-ox#>R;YLaw;D$N^omJ(2DvY3}!G+pW{EiDJ6y9n281&4rCRqqp2Xmo(li57Rf$-L5Pkp-SWgzSp6m(`_1PW;1pDbr6Z*6nPO7DF#>e zW@Sx5-vq_d_4M?ViOuOebngbb!1iP z+?T<#O48B>7s(rcm0JHZV0B)gb=dunD0W|By!7QT%DhcL;l(eltL2%j|R6N=EA7yGE2pHREF0W4vCy*Ze{iuo^(`@*1T2QtV<1UZTkjCnW zlDOS)V_hhp;S*y2gpWJo{72m|-&wS@wkp#0NDx69cx_6}_{IL7^%1FQh$>}r>R$tI zGV&n&y_{mmG&)T{Vs4!Ksx$usuzw)Tc-T%+WmGuke5GXNg8ITF;5=OP-(UB@k@U{O z%kwYDm^V>!^k%8Zueo;wVt_YR;Q`pv3-~NxRl3lFy3I(LT?l)YXJ=CZhNj0G}>(;QL&YY`p>b1j}4We5L*}V&qu4^v$PLtj7)(tB>_&{HGh|T zm=8%4$Lf>pP$L|)wa4ihux_|XWN;wqAJYsGn7jjJBbZF3?>)0mpR;yH51ehw=Ju0}Uu&Xyb4OZ&mOWj5aPmcNpoFMOqUX zMT~QUQ^lBlRd0XXxS1|(B`}g*SXqkikU1m>?$mcyN7CgPcYBqaWjvJrwkj7+G}oqx z!khTCD>(KE&8T}K@Pch$>QgU`oa+2pHGYNINhGC`iF50eb?7eDS35Ql%7b8qvzY)Jek zgYQkAD?Co#snATidU~e5bes3wFQtzyNLNhR|9XW3V`W1k0AT|u2h+X5h{Wq+_Q;8Q zQR&~Qm03bRTB`|#Fl;Y1#AE40wtfUZ{keJ@ti@?eNx#O>?4bccOgtikk+7*PeL|$vkTSaW-LgO+tIY2n zUNlc;a1_bOH_w*F!mL|?7tlAnS6fF$`j;UNEbEB{2}qf~{lsKEC7mS;C?*rerpt*P zHW3(C?U-aupvg~Fg47AEt*u$1&S7|+F}Wbqj-wSM@=Jt1Nln;UC3wp-?AH&C=D6?> z`fjUZ29_&ZQa5l49|=z76+lJ3Lx*t*g#R+exrJIzNJ~{4 z-K;5X>v5ptzEb8hT>xI|W)B8GIz5h1*6rh*o$4zu_pY_WgM(M_(hVpzqU(1I$qzdb z*8rLcI-V#Te;4j}i}Hq~FQ29QWBz#fpXfWJe_%x7NH!cIulu)H@aj|d&Q4Kuo!0E{ zA#We+#rodofZc)9fyYmH<|uWEk5u`QiC|M^kCkf>a`+Le#d_u)9S7U)eX<6j;db>a z^tfuQJ%|^)ODN4Echc%d_=(uvO!k2}1zas8guXAfvSSm;f8C;g*J38INH?2HWx#I_ zd;zbiieF;!&8fOcA zvxSXgIZWYPQoL%r=&XruzMA@JtzBKJ`GY--1KV_(Ij@**t@Q0X>{2Xl>R1;x*Dn2o zR9`3!qE0EpMUp}U>qrI8M@B~U@p=Q0H8RlskX#yYjCNc_J@({Osn{#$4?T|3X_lFG zzAa(|V6xIlQLg)g&>j8(lPr_CRQD-k61pMKK{7u-&tn>^dBg0|dAmBWy%Pswzqv#4 zacLhF8zI?qD7nB+(vUi67kGD6Rde*9&Z?l874BL+6a2IFY?vw{eiamW%pA5 z-waI7qu=S(rv&fQfwvqLD2ezI{F!7EZ@+OYuI}1nJNh?N!K3M6u5((Wc-Z#K+Q~wG zC$luv?L;zM+9%u5Z~A{d`dFbm#B@n<*77IC=;E%wOC$+xP7&AEE~*kwe7#@|z4M=B z+i}cI5wMi*kOL!uphGLNM#Ez$`X%p$PWZ8fSbmApprUKtn+h>9Y0U9>eUCDMJNDlP z%mKTTl#c#q-&#p9MTZ1JK$M6=;v-%FLDLWl!?2tF$DEwrJ44-^bvldJ-=FByiMA%_ z-1XXW%do9Zq}KH{CiMJeh?k?9F&sOxWGq(SN`53)yiQ75He*?;Ro}~9rul)n;JK@o zWx?|t*TqchML=QR3sYOAa6_W9SzX!PI;4}!Wbw1X(|TCIaHBiBqa?-qI`V#0r1T~l z+&|VVEY8&ZOAHz%Bc)Z-YQP+vnEv=;HL1~9J2k6y$~INU8NEGv$O_RpXcbAR2UEeg zTYbher(q%>HMLJ~T-J4jXw%2eUcaO=V0Or0IEgem{~kNXd4BKrt{MS)66qN1-3_$; zBADhE5TLQl|LO~zw#Z$1M#YpDrE+G!vOIb*H72I2FvE&XtCU@l@9_Sdbt)r)O*2q5 zZ zdqDHFzjXAQO#<7t*6R5fw&j38&!Vm8L}X6yqZ*U0x$EoHeop&FgF|7Y>TACg~1#Y3rY465cZT}+IO_G36Y)nuQvN78#vpCu<^@ zI#OLVLDk^n-llOGyBx915jeotw+ydv5{j`^GvhGJktT_gK+_R9pMIdp%=ZUup5!;({6JRvC(n z<4c{iBEWv8{c=ZZ$7R~Dar*6%r>J-NVY|&#RD37RZ~ocJH4qtHF4GQsD0&vE9?oBp zy|Zre=@=#cE*Q}#N>HKi*83w8km9ga4Qda_B8*Br%|?YbBuDEqHeQ!qKu-z>RVG$n zV;Jw-JP<0RDw8uo2}52@&xiSTTl+AK1x%^2>Jt78vB+^$eLHqjjv}7-QQ;z1>5G}* zQ2If!v5b0gzIDf{lC*TjAFO*|fP7UmYhN@lFmR=kD6`k0Yv`M}d+Qa%x%FC6WIjd)8Exql5Azcni zjax=!(DIKTaPT3ceH29{elq+bH!J{U8R9o+@RfeedQj;Rx_N=LB$~2eN+oi|0eX%lI}f zqjI2&;&zbF_3?HVN0CO*68|x!s_zVVvuoO*rvB64Be2GdQd{Rzwn3TjxRCJM7AGHv zW~*ys)&fUe zrB~O1iBlH(atpxnnB}e@;5{e}JpPbt=YClfg#LHH6Cs zsf`DUa&BT4||E*27D1f8tl3&|HE`a{Za0{;V{sGRdMB+N~?b zMS?rR3p3v}JDfbBp7z%6LO49}=yZV;N^M>H9y&NXe%jqAkl%C%gZGQ;u1w`x9 zqm`BE+GqI`L&@fVhq;r&)Blkht=JJM(M=8g@PsMUH6Z)SpYk>B;>bY9cFu&K9fbrT zC}DgfSJ~YD(LxvfBxi9=WPMekQO5%KUBjA(5+KxE8;M}XzKd+-T5QK8|kR`{r zyjL(S;sav1on{Sz&-tjSb{aI#FIA?9Guezoi%5Bi@WpyORHN*)xZmRy%cS~&W2RTQ zM%W89+LT=TwOpZiG)QA?S;lSnJhMYIjFhznj7EKo9WO*J*wSrN zuo-5yW-&CtlUkbMc*wOKL=@|2d)>Ld*17&1^~`&pY+#dcE42xq%tNatbYv#3X{o=AIjpzHU3z$vV#x8^lLf8<2mVEM$dH(^v9a=}9d$aQ z@^YYp7SR9HsV>Jp2JtMqge~H^B}AEh9@`y9I8V1}>{R=1L~2NY+WPLU*cZaFUvZ$%#rptP{s50FZDAgY?T(rmb4}g z^*f6bXgTqqjXFkVwD#8Me$+A)Sd0*fJ7m|DSGZ^Qdxa}GD7V`pLN&mpol={Sm7jIK zHL%dX>lMK#Cu7kI(`*E7F_3OQT6%PZ(#YLw*vWZx!+TA(B@5x;VuPy z#2GgwV}$f2wife^u~FaqNAG2ZG4fQ6 z?CH@fa4@bkmaqM)0GyTbqt82NE>688o9U7QWH&cia={@>IO$K#A(U!B?ot5Vw4Gs5 zW+DUh6@(rT1n7c7h^;ChtWAiy6+bfqno^&DeCx~Q`^A+^bvBA~dEzft1d;c}$=_X} zO35v_Wy4aJ<{a=I?5vLcLJ_f&5HhXZP2snXN-a*7JechwXiK*zg9CCBXD}U{@36_B z61apQzw1UlTtpBo)~zO$=@PQPAJtEZojK0>N7dGybLM`8qx*Iv)~4HkePW?7XKY>2 z@<^ZLZ|*hX@oxtK%n4#yRI54)OXowLOnh_e{sGI@eR+{r89F1f6lbt?=XGD_O+|Ia ztyCsYEP!7w-1STsPe2qRH#T9t-SSEsQ@%x=hMWIPRBy)VuO84K3 zw$9TAW5o3HSJq@@{c#lTARnK}>+879&L{e$!cnZp%tdNuHtna$64*7+_Lu098@M`B z&TGPx=+(~SX13a45~geCo93bb_5~AAG(uJb+Q@D%lC7$Xg1wHqGXg0HP$5kN6mB~Q zbvZ_=P>q*mU67(<$2eqM0k-4A-uk-Ed5RA|*L-PksWH<;IA2v-<|4w-TU}R=V!sP! zMnN>yJ~mCio@6W%rBXrmYeX;17=h?tyxpTsB}wcVB|9WpRDVGo_#~5@MdpzSLIQ#Q zKcc=n5b8hv|BReXQOM!Q$jA(bvy&MzlbLnN$lhcVXK$HB_AYxyXFDS++u7^vO~3c& z`&<9tA9uXpuh;YWn946?b?Ds@?TY{nyxQ)yzvZg(kbjdeq_7h4$&^F!vQ_j-zCQH| z+ZHVxaMwi2e5PNTeC1MD1zm60phQu}eJeD1{Tn^{c@=ZTJd~(U)?^ADAP=)3YvNHE zx92@c^l(amh%wXLa2_AyN#7*@_o9rPX3Bnw<@4yqZ-YV7JPRh*|rp^P|FcesPgwL(NRl28Q|*Owz%OlbKrN-O;gO_JmG|oJesG;|~CkplGLR zCJHmCGQhw6`S5dWety0TKRRX)#v%C5m8Y_VD~nr0?{}@^fb_e(_&oGytl`;hAgwFH zC^h$Ig{`r%F&ju7k0W*X-WB~RvXA?p(jI7Q+7-3eT-A8BUE)ME0p4*syMSKP+Z3d$Yg6%DFBRYA-MmDmD zT2M}ZfE~~cK$X^KiQv0(zByXJd7ohza~@?e$UC)|<@XC2=rkHaW$>DP7&gy)Y$C;% z&ABWwEslPFKZz1_k^M4a)U$QQmB{b2^uTqL+e-)Z`i;j%FTXxz$8Gro zbKhz`K=hKYkVrzQBw{SYKZ=J;HzZ#M4t6ehjs#}TiH;R^edgiwv6334THSO{J>B*W zg1j-zoLoM#erAF8eRX6kCC?vh2R*7H+qdv@*cSKrSx7@9%^jt(mPF_AkK+DrCu!>S zcPq*U(&2gOn)S>dmh%9}og6vTI~Uu~(qhAq|5POYi9t1*GR$Oh-@tvBne_)E?J^UL z?CogYcVQNFBs3IDu_TwG*P3>7r49Q7mW}K&G_NGuBpPnbAYyQnZe%5ptd?DS*lNEn zQk1^8yfNRZ6}eHpe|Fva_jAbc?QU^UDZ2Z?T~MRPFUsqbn~{@`u9?IN>wQ!rH}h04 z+QJSuF4R-+yKGy6j}_VpdwTyLXSb$~rrW6*8H_Wt6p(ukJKUvE4?+T@B(Tn^b+RI# zrJJBp7D}RDUTv?>*V%svAdtyTtV7&yrB=;g3dZABmI;1+@6CY;Oa$Gl+z1&sZ+)Gu z^xdp|vCz(KwvN;1m5TsqG@QvF*34n?Y(P-B<_KfSpBA8jUZPQOaO7As!A-C}mJ?zC zF$^8R$F-$B+sYxny5BI30bb_&Ibs&iN4%l;9-d_N{4niR2N3F+K!W)1x_ywLnWw(E4UxsBth9 z+}fLXG(su&;d!r*FjH_>MYLMn*=P zcX$3N&zL(bqKIDLJ0C28G|9vQ=X|qMEoghoQLfir#p+*Hz zD1=#KM1SG_uMj5z>$>gS;AvT0D*rHh#}(9RRxS>M)hoFYPZYI87(?jh*K3ip-#N>c z#K+Mem%Ng4sD3=K6BdxtCZJ}Y&dt@mF1ISn5C0b@(zC$;0o+E1q{v#;j~e+ z7W)$F_(ijv92Uj|(>A?agf#q$M~yvdWkbGZ1|{_i4|^dkAyVQ3ScGBiZNAM>3dgSG zzeZ`dprPOiN;wr?O-WSRoPUjbYZH-A*n-az(jF4Vd^(y-&8VgrK*Blv_i`nQZ|tyo z@SfniR^UJ_POoDMNR12Bzn_`@0aT@P{EC$sC`tP`o^81=0KC*H5H#TWQ| ze|=m|DiKR%0nUaO{sv4Q5sCxfwWaTIa<32%Aju`_!YpUD8&6 z1r{F6;Nd7`H1rqV>&N3dZpD<&$`Td?5wE$h1)kZj&oM7Ya;&zPmpZYnr0b&^>!w-+ z6IKQ9(y*9QE#ZZ6JWF(kiz(9+10u95s4R{y1_Iq;vorAzXDp^oG>Uh@f56+SrOXA?j`$15?6+f@2k&DXkHWn`YF=?$fvkq_X*sYf zIQP*f|KjkPmgxk0l_=m|95o>VB#d9&m^DrW{-(9&$AL-^PYqHBK9E%s%6f#o^R%GH zy;`G#Oj3(X^>OpAcLAk9_XY1M(I^bVeMD>_;Bq}N+x`~R&v>-?!rn^VW6&+^rQfnY zW%28Fea_7cM8rz^Oq?ZS5|sXiK7?fIG828X<}v-a5+)}S@A~%lOD${LH{2I2kEa^5 zsTJtzhu(;_4h-%IPUt0p_<}j>Dax#NzoVb*q&s~G}U zDJ$6a1EfbZ$RvU~XaGQW3>3gP5NGpwGwv2HQb~`0GUj+jAxs6xY%c^i18ahX=K7YX zKSoqXH(BcTWc&xg8^vkeeKcImVXX)#q{>+j>lfV(*ol(UG+xIHRV89zA9R#(nlLz% z&~p!C`Y_p7x}_G_YgYOCzTTmBZmYqb+j!&>~W)1FTU*V(Fb zi+MX@!FSmvJvM007^JkoFaGo@Y=F3jiq=9-^s-~uo-7BOHzQIt{dc#f84P5z>*Nk4 zp-fG}^;H2AS*IrB{KpDMu#8~l&a65bOe)70UUuZfc1mjmgaoo35HqI)dByc!_~s;m z(|bd2JMbU3a4&Wp$g3Q{AzT5IodjqP0!Vm|i2{dRO5n<%6DQ)~1urz=cFB^{XBdSM^Zy1&MrCf;sI@wtg9vjn^=paVECxto` zGPr@5KzI&99ne@@F<3sFr3CQ}G9L%4%S3v<^nfTnv|3O_)q=k3ihUehzaD{f2yNUk zE>IUejeKDz_Wq2A-fXaztu1Gkn~X#R{{k=2*rw)Tuef%S=~T(cgT8O)2cA$ zr_2>_64|pa&^|nln#Xa`0*Nj<2u z2ay4u?0x8Cx>^E2RJAtBSfs!(u*i{?iJ0EFemO&2^Y-^0!Skn2-t=OM#~K&>T`~Nt zTE-kg>C!Qh77qCkvlOeck*`+@<~eqWllNrXMT@&C?l-)gU9fFmEU@--h)NSZw}QL^ z;-UxLr-KxvYip0oGWdpqr?9v^Nb7_#3KB;`R?^{jK z>Yoq#Ie~I+{2G0X%v1jFAAV6W#w~xVnBvajcmTeRGtV~o(0wFs;-RAqM3e*uE>6B9Jt11Ht=Tt4sME_JcZ=8SL&y!h{skd z&xmE}8ie%+-T?ay!Z$Jb@b=d()|qnaC5`;i$w|`V@n?8!palSl=jG!&-JU3&LF15* z-CR(BI)Ea{ygGX~H#cGKZ)%;(FIYi#MB-*=OiWDLmr}#&)v!{mv7A@sy9h+o^?g%( zl7ulAGdr(Oixwf@@c&$iEx~D^5dwSHoJFK`0GX?zsz}~a_b?S#% zm3O2iB}BCPKh+D<{60>VlV8i@CIlE}{D6MUB*%Dqi`$S^kDtS0h!et?vm58!T7S_F z+-^6$rd5n)c28yulhqE^b$VH$Q^ds`&HR4TM|s?TgtGZLH~z%LA2xra;z6=ifhXj3 zX&GG!JK|Full_LFKrexAB1A3@B~VnNa(WB2$|Mro)Gu<2ghsk(rWDBGPJ~|h zr{Vs1s~}KfL;M?4v@)vU8w1klFGvD4HB|_Qd1j6*dn)0m>AsqMh046O1bBW0usID@ z&4dzKCDJ=0ljQk3O23lQ*JrC()ahs`zof)q?VjLQcrq~s`i&T8&y^Y3#b4JdImeyZ z7jZ=SIl)6#R(LoO9}96bz1V;&$xw0SP4AE2G1m}`uCCW&!z^dce^MQd8Yd&m2L(pF z6c@-INQ@0*=8M4mr7TdsmBDZZ4U2}LU@uq21n<@m|H-%?`ehO6=Nm}aMHWCZbD017 zLjA7rX?>UyGxWpk+>;P9&V@B6TGW2wyH>-J{0N6A7LmLs zurPe1ziyS#!xF)hU$ryYKRq6F1jBG)lTE3@*N2I>`}bow3R-p7(vkx;MX2 zc^wUA-b&Y;M54V6QcC(awMX^Q+XPlCIHvLenU+FZ;i>jau{}D(SXp*kPvyUje1|o@ z>kOA)&j)9LaDLW;a$&9A&d!XGAK$&>+*E#97-W;BFSUZEzsoc>U9#9mrd*UPQ{^7IYX*rTNMP#f66jP7$UPz=R89)FW2 z{dY#j#sx0p2KsUOCe`;2V@%g?Q_*sdfJMhk66kS5(6H^d-$eZrzgLT22}GrgkiS11 zgqVfp&I@_)xZXwM{32S0KE-2A47lpduK`EqLJ-(=e-KgXZeDN zYmQD&cmHV&(h&udTo{jrE{5Lgv1!Uf;T(I&AcMKryMiguN{5iujA1KXc6dca#h<$W zgu2P=QH^dJ>oYGQf*7Z>EU|+n`tS{PLNU#SSl`xs_5K+U`Z4VN?zNP?jZDm-w9FSD z-r9A1?-p*e@O~mb1NJJsU1p0Qwrr}}@Q>M?Z*`NeoJKx~vk-(|UT)+lYEJ*yvNJgu znj)h?_t6b!-ak8n)tC>*T;Jft!4FQLKc!+R;bM64kX zyht%7o9q}_-u%4{i$IwAq~K<`Ig%{_Og5wlXX%1&HD4bF6nJVSN)z1hKk zGdEC6*M@pOxz_Qp1{%V@lSGNtrw#sUFI3odu0-OjjRY!nx6Fk~f5+0S!Ci z`E)PP4)x<7eyX%mLMw<~_JuvszL6HEiG4rNO=>&2M{0{BCV<#E6`!%>pu2L?6dt0n zcs0{ekt6JLy#08x8@B#Iysch>(K^|06YTt3N=~k&yd?S*lyb1{yT2GGiQS)>)cQ^D z51Q5c>9yE$&9uMODd8d>^X)%u^3m1JG5S9+#1Z!eB>8pkLMan1$%NNJ0A*`&3D*{X zd)KE%@*|Hb$Qe9@e>NsG(@UD;4K0N`+KCOja%W#Z%a++q+X4=nWbXy4L=?B zIrLozf7$-b-lp+c(w3}@_!7qH7&VXWnVFcxL^WOQ-#y=W% zXyB#0OO?LtLbL7vU+nA63)0$PqrS5>b#kH}1<~OG7hD}!(J8wM>=gu)(8wMo>&48b z##m$yCHn4|ginNlvExPIEivGH2rxkMlKts5S3N%dk~L!#0sJd5pQ3#q%49pOQKtiClrura$4jx~6!ra(KW~CSVa|3v`>p|!z zi&o0qmJx{>$aL(t9T4lkwqU6UfrZaUKCXWQg~WGlsV@1ZsBNd~NiW`RFfwX-aSG%Z zI?OI<>=NhXU7Ag~)qZPD(^%A6p1F^{$OV&E_434Dvd>cVDaR=;eQv8|hm_S&Jf1O^ zt|Dp6jx!isiYdl?8h>tMOC>W^zXW6&?5LVvB>+eF-#TSQVo5k$&7jGM?F5kVPYSb@ zPOE{>fi8M})wq>efD>j6sD4zG60`~BKLSm~%5x1kzdX^?EdVxn>LQF#Yi%>)hr!OY z-sBgs{)KcUk4#LN!RpF{HlRr%fIV3s8m4)p0YHD{HF$dnK)H8qt}K9DMyvS`N}HGJ*# z>OY}^*gLa=Ot;@o-l-1g{-sR#Y|J6Sfip#Run;Jh7yXsBccqP-oxciZ2L{ZxsQq-( z^&pZNRTXCzpSdHr2KS}!omnQWNi`0$P!QTcy%eo>-^_R?xgJf zofNTy)BT5{ZHkksq6R%JwZWE5eC{||Zr5wjxzA*knumVHyEgcccM|X~UB24>jB-lp z?<`+VSrR6^qkZtYZ^M(_k1UP5K8J>e=0CVF1SefnN!~QvBs!2>4#ID;zt;*RmZ}6k z^~ZR^3ot`Xyds{z^d3MjL~>_mXFqR7?4(*eo#A@e8A$_O(D}S*4X#Y+|1Y z(dz8eH&Jb=e@=<#SDV}J-ss=>8x$|eOxM%rS^&Ac7#OPDTJI85hcxS@PnUa8eFxA_ ziSvh;X3y{7RU?O}Y6hvE3s3)W(pGciDUrbNB;~sKmVPFDRdVE;>~W$FVF&OxbR5QK zJOU6}wR1}{izhu!ItFXnOz`VH*>8!>yQ_Ao8J?`>KBu`yt0aQz1Eq8 z4OU_`JKx)b^@TiTlpVvKtw`A^cWaP#@y|A^BiuOVSPOpkws-PvJ~|uxtfutfWSj`f zdwxD0@m@a0raX|3(03+#$(GzOTDptFtOqJ|ux!FC`-vFax>DE4-SOth!nY9N&>@+R z9TSuh7y9eW4rScdo}GBEl}{ZPBTO1hUr3d4Mldja1Ml(jomamaFJcnh|J1e+z0=rz zE7|EEZ@vG&o4wFw^RImq+p+pW``sn24sHl)Zedxc3Q)#>pf-g$ch12tRB>_Dw# zGba57X)=N^6}q6xlSSFF*)V!^!~#5kX<&%u=eb@WulE)NzZEG*)^ zMJqMUli2JIlvVW@AVgd(XOXk`YznbX_8GRf2e1lCg@n~i=ev*3$9 z%{+YY9FH=!Q!F>#thaW|fiH~$_3JPU-={ai>*b@i#lKT&&BExnHDMrje4R4gj{4wt z`%yf-88wQuRhxpx_S_~bggC#h){rN_n9g1kST6P4SFR18kQ_w>i(|kF#C!vkK_{JH zra>+^sKGbp+}zCoRGEOUa^+NarMfGSiooWXeihc6rgv!_v*}(dG{u2wy z2}$!h(IX}4sT-fCGNJM1AId6M`d*Z*X9OkPAYndfb`_ zGw#q3eBoU?%cBmF3F|ZzkzMv8cWs>ORgNvh;uwz3k$lI$7KvQhh6Kl9QbA%| z^pJ+D24g7abyijr??;REBzBXArIj%Ekh)(aOue7 zk=4!tWqYb0d~kenr?*d@_Lg8Qsrh(Mf^81z1e6 z%DwbFkAd9upPh5hgy5ELgl!-O{DOf?SC%L>0gNoUx=6WRDfNiwWY#}846$H@mh0`g zhH9W*cI+5(&9ymAxMiux^zpnS87T#j{M)8xT8<8@ntn^s>(}$YL4xdQ4&VC*(P;Yn@*bVL4ny(+lQj_X^Jo~dG zJ?S&$_Ma(i3=bCqz+B_X4^dkWNiVq2VF^y%=M6)6NFfh=Q%2-v9RWu_p%#Avf^=EwbHJo;BeLil)Ww?bNTt`P2xvg?g1@k;pwt5k?^(ZR4aq; zHKxkM{fa-ADK>3aj#n+~5V7%%V6$GbFTspYs3=ye75nUmeYrjIk_S@m2mgq_Yz|Q4<-G==GY#rZH~yU9&2JA`^-^H^Ru#Y@)1QYplSh+t)N&R$v$KnBR+fd5z zXj!PwuceNx*vI;4IS71B{8|_r#0i}bsw`(1<{G}ajfIIhI_|l2`!V32+-7hiami71mswxwM z_~vIX?u8qN$<|uHi&PhfnyG_Ckl|)X#4{rDeX{pwW`s+hk-d{%aX>`BOs**Y%qEK^ zlL0yUv3SIK1Cyx`bI6Gcg%O>EEv^`DWZwf>Yhd8ccN_A!DJuFJVd#FzWl zeQ8vbCoVoH{_u4cPMW&}&7MJ=P66pd{AfI%APo*R(9I^)lJG7p=lb!=uR8uuu4m_a zWc#W{G*uS=`E;+;`TOqtgG^k%U~A8cEnUWfa;=obkJL@7!(zPM6EB^w`~F%!ThW{c+1`{Ke>PhV>uL5g?T>spz7i%ss+dfj*O+KC_?S%5Um7jP~?U z-VXO=WpC;?Sk>V&OPpQ@#s6w(B@O^(L!(cZS3$Gt(BvCWc@Ftb%0W(DVmO*xVdNEx zEXIs%9F2=(0`Fzr?CA3Xt))wQh-44Fc|55NH~`?= zUmd8QZ&Q0mfBR8l_%Ly|$%g4Qo%a35)UkA>_M`y6x4!-|VJy8Oz)D7Y@m$$~G2l0} zNN?&jfoJx*a1r)cY+RsW?>njEx9Q?W&2h&V0d?Pnd$XS@!1sWuhkUCy=iI4q??p7a zF?ISG4%am{E&RfCWVuS!g^B3<9T|u~roEwIq*0>O=56_Ga?p3JYhW0)yp;)W1lg)5 zS>iG$5?Y$|IA!ipcsLSxCM5Mf=lJ^7LV9S@;ZGw>wDCo&7UAKhMA~VAQKRS%k_SJZ zpsD*h!Rz?Qbe%zFgRMcwFwW|5n+TU<(!k^+pzwQbx0Q3 ze!kTZ@dB_+pmc_VtgC2fU9NNj=2xl4Dl5+73@P}kDNWkc(lp6W{uq_}j#R7o8Iop_@%6tc-zJ`o~?u0!-Yq z8>GOo*xA(A+G&}fd*G$s$ZZjH#r>tK6fc4{q>~SwSSR=l+1g7f0Ne{d<#ZX^h`urz zzRcajhTgJou4^m|;HBi{Si)n(nKV8lNtla%EOl|?&gEb}dDYkOOsFgBF`k0~-F-!r zE~WkWwj(_M(pe64X;$h>LbrzAjE`Nkhhl+cMg)*5-MS_En{$tVYn{VRl;(0!}YY2so|qI9N!~l;$Jv> zv=0$&^J3SGn#lVx@)@ZcKJ33cX>v9YFmX;S2ImA8%w+`_)ZeyR+VxFJeCeNt3zdA; zG>!St^E&mhj!lwYwA|BtS#gT7F4(3H!NWXF-9HH`q0U^Ff*Tth)lZ$n--5MzgF8qZ zA4UIz;cU=O|NhoPtg9<|Z@Vjr$i7UiQpe!Y$Xz7dB{VaR?3j>n*_hU4 z@w^Fe&5@_`2&g{}P!Pd$RN%CKO>JYkcbL{Z#S|;hkT1dQBa2g`!%XT|$)a>ioymni z!3HW(bJ@p7CIwS;X!}YTa=n~z6UKAt{e9jcSeF#4wXd>s#jx>HEl}rAqt-id+w3Q+ ztj}UzmmwI^B%6E19nFY1R|0VY@mCoP#IG1Y4_bf3`;CAE7Cri|Rwc~|uDmnkmARhB zXw9NJ(u65y0?8s-wF-_Kb6WNBKO-jGcs<+`*sOIeG=iK+#j|3RIppF@+S|rAaz0gj zyq)|wF*LN7RM7Zmd|Vq>{{;Z`A#36YIn5dBl71~>*&R+LD+cfHjP!~fp?+n+ z*K;VuNa?WyI+tw#acc8fv}Fp?S^vNpB*9cqH95_(8>i3Wl~TLYpbHVy4~bD4*BFbyE|hd-Xb4TyWWt>G|^9+RdiIHi|C~s z1J7YPh1>jqWh%_S46la?nFV5;clkAQN-B8}7UuhiK6HW1k1twQA#S)QQ6+((E4R-6 z&nxUsNIjLXobH$Yrf;QPjQ6A1XK z*!hzslz#btZazj+n2=13=vZf5&1P03YtfSdwzXD$m@ATHG5)Apj(pRpVxa-Nq26&a zgUBh60d*)&PD!9$7HQuwAOb=+#PXKxRv)|p;bs|hzgaP&OT^Os!PA^5A!t6qjC8#oJ^z&7X}UTTYe##cvEdewp%|=V*|fd`d{D7dpK0g{+%abg(?wql0kK3HQkzPq1kAa+8b!n@sA4 z_ju>=WoC`o{)Hb8{#N#>^N6Q-79h$RuYLwNSC!fMH}J<)%{qXm)k-SMcjcD$3s|&G zUo56k4UIX*uOTNGQI%#H2@DCo{hF4u9Fqyh!@9hkI{i`aC{6O*NZ*TT7ZkFvwr1r` z)4>QGQD&*J1KJ}Qs()v+0H6*XD_{EwbRIAN9j(>`+3}Exzu>L^cK3&$dQ+#hKFk)y zqnExaY+2J?7yGAnSqasD_uM&mfY_D+R)op}oIVFcTH*IT4q})xo&Cps3R$xb&PUl^ zey7{X6_u5>47OR`V80X5_=KxRR?TWlRySxZJ3&x60_p zFUvWCAT!Mr?|3sU&3H$s?BGN6lAi;lnQu5;wL&cQ2{e1!%7_oIox&%%r`4au% zjug3FvW5KOgDt}l=(*>|)z7aA6$!+{E1F-q&F3OfmR(a=(HI<#E8jeDVp_s#lf5&Vk{7Gk7Q6%1iutojy(d zZ-X5nA)y__sJd4Go*8VIVnqyn+WAX!sU@G3a*p5YAoTvd_js0$XA87F40vJPouP_9C=mIlW} zc*LYm3#np(MI6T>^)LX&2 z8l+Dn&{&Xe7Y}aVB;HwQUJL+cN>3-=(PcdNv4s5&PBj^5oq`K*{c3`l=7rw)~0$BDWO4bDu8WDsC8a%$pQ0P+K^- zZs(g%&dgB-pYBQZtDaEIK?*|Zv&Lkl%-;vMfASW^6@{Zc99jd1iP z5sACjs)*r%%eV--(=~kM(0Q4sKYjcCvm`#$9vGoqfqbMhGfWiJB&}Tl-~Rjd1OIT1 zBc6)uhpSyz$Iuk4#lNgH7-KA#u(VX{wdxp5xPyc_-*23eu;x*9EHEVZr68aru7jo2 zaHX!4>faX1kxP{+-QwP#ku6QX_G&*ZxQ$ai)u~)IJiGQI9<2U1V0qu2O6}L*rL^a} zV#ljEKd4rd>V2FGO1K_cRUl7JQO77JwfP}~!Wa_xK&<^+bBlk?J5*P?N?iSOgTwZb z*DtcWYBNKeX8Sfq?{Os05NvoJ|9^Hv$DbPYpr{#xYOoj)P}5qdB)c9shZA-Ln6Ww@ zzy{_WQupuCqeBz%Z<>ysMMh(T@ZMh@H&Eo_g$Lku$2Bh>A#j#J4~OqqI4DevP-8a@ zJm7d*PjFV7e(6(Uh8V@YZ9P*vz6rnU`YrmNZ;@`LAOA`J^SA%Bh}AYt5DEPe22ewLi+6ihf2Z2M11^vu zNX`yfx7u8(Nr8IR=6xQKjzH*e^U4$Hh$kOS>g*mx)E;ATSBcacXcl`ezilArWl7Gz z{g@K!`j2=xTnXjnV|UJ1;~Y-EM4DU3oQkI_VAXy0c*urG`M#f-C6> zuJHYFZ;L2gpXk^gukTS_drh^#e^cBvoG(~Y2@{k z8w+(-U%>-FZE3XZo+XWBFOXDi^N-ub zSt>{SXGlKvVDsL(bWKpNlYs(@4Z+!Edg`5X?3$G2l*{gy#T;z4Tkg}y8Q|bBwj&E< zT~vIu36V|G&pQy~a>;Z(J>S5R*Tr)PI$n2YipkJp#(;{F! z8V=gN3`-wrV-dE@2fmdxpU}6G?jhZH`1t-rUp8pb8^3BBHyLs2D(PIuN*`1U4+iek zioQD$b6=UOM=VoaWMZ^aF|h7&J-85=`)2rZv@izNk;u7Zuz==Ph0?&^t)@L~lh>r} z`XMd3bIcRL2UyCi9QPl}`7S0tRsY+}*hJy=f7cnl#aiMK$8XDKv=+lGXMXu6k*jJF z1Wo`q0*J0rb3Rou@4&Q&Jjkq6og)ZJrS7lLQnr&*;W9oxs_%TT^G-W^cOEH_y}#)h zL;pUL&Mct%sLirDrQof@(^g1^+Lm{#9&K=mbNRo^e@BWxZue!4KaJ&)k9imH$>m-7 z>J^cY>E^XzpYLkCEf@VD!cDeOixNN=r^Y>q;GHqM8-nM7LCI}sKfDXb(aT|=1rLY@ zD}XT15cESoA?xsu*Ok#o#bJo{{Q+3!iF z=7wK`XzC8W)UfhbE7XsQ9i0;FtP1er7%oAlq04o%_BGF@O}R87+M4z#?~ZUN!c_Xd zE8usZA|Xf2`|e7m%QU^@M!{d7{rRjsGJ`TNBtu97pGYkP7yTI4QDQ!yX>4ytvwozz z9RlumvY`~#()^jnj^;UTkSUo^7o*Am~_D?D_*YaWJ3 z7VU`Z);J;AS9$#(9Vz$gI>dlGo=#J7oGX{`o9Yb7yb+RyqxT*cnjzP6&4A-*`PFF2 z_OTHQH^r9cE|pv(Guvg;_m~`hllrjuNEy z9w3-fX zA{*(pnRvrA;f{WOlGmab7HuFF#aVASps9AvC;QM*<`-=%ey`9An8ioN(9UDhMsSm* z)6+hTGoFgOiq>!ib$MjP)HK8MN!hnkT)L%O1p=hovnqbZC5-tKnk7K;!IiqjqD|}Y z?$1;ezAv8yu*3bBH_qQnH3?mQb-M+jedu6E?x5Y7;jeLWy*>+BVx|w6Ht}7Ep&&Df zFXV?9Y(00Ios#SkbCvoTA8g&*=|)RwLj7PmJAepx%~z`Moc+DLI{%Ho5ry=* z*?+o+TL;>e`-Z#WCl-+-0(YRe>Cy=4TUa6_RC7IOB6t1AWP0Kur0ku2jcnse>t? z9(d5hq_$*)D`SqJgP-+R1xSPS>`V8P=#?-3y8E4}!Ds>)<}Gg2hmX|SQ>nn4fwT8H z65xbZtv|u2!5{?PK=KBP)b0&4S_Emz%zeERd6_@&tGXJb!vhVDp2=D;$1k)~!12 zrMTNL>u4GBDTLY@85U&P)7k7|&7sE&HmQpmlBuK2U+yFOOG6Ox?e`fD3pJFw~q z-SOI@7xC=UZ@r(OS!VP&LcJK1rI4w)$V(aj%@_`us;;*3AUDk2nkRf%ozgL3u(r3% z(Dfeua;Fe>^`Rp&OIkU>Ga;ZOqne^C?k2GE-7a|zLJjh2W7^6fFmBzR^fAX5xu0@x z|0U?G6BE@tsT+A85v4mbp|Ec#4VF0?Kk0Tqd#V21MZeb8k(dVA}~wf3p)uEzvTcXEF6*G`0!BpeUdw@Djipme$U02B&Ngh@}^iTdxC zIeksA4tS--W!xR0qSApA_mDv?@3?V%*)dZ^H&&Yx$5Db6ypk0sHl{jem=%gBg!e*6 zP?s(g|D*^eiHJcAM~-?7sI(jjm=$A-V4lO{Qw7aJ*$*Ecx)mRf6lcV|HLRS}(tW=P zcH1y1_?r1V=EGml7t>zbV??#tfl03L><5l3PoHx#{rruU>oxY8cWTDlSTJFT!}~gS z5pE{j?@u{DzeV^7p8Xvv?XeD~29<=p)0wRpgY-P9{7Xc-Zqd~*h!<5PeY~sfe%3e_ zbq(?)EKA2kMMa68@g@e!pyKhx-YUBkjC1PQwD{k?rJ*sb7REONS8)zNHt}k3z?Kb! zDBt!)eq@Pl5M7LwGT(zbwuIOmS=9wpXI8YpwtWAFJ#z-(h7^7Ih9eg? znZyA3Bw5KV^Stq`Ou~32leOc>J`t_`tCN#_U`X6LI}^Ew5;HT|+Oo;%KlY=r2hvss z22K`|8mQh>>NQfqI>^%#6#&uM6c9&e?s5FG61%TMZDq$u9aQnr0SG~Hb*i55uUBQ8 z^xtJ=%b3=#F+d6{mCSnHXzS{8u}hK>mt?%88P7IZ_y~ynb&L69wtJ=r-_t5)HQPjK z3Vh@uFj&F~1AmX><-FF`t8USjEg&Yt{17h67DNzp?QmrqmIIZU7A7f8weHn6*~Uj5 z>8ERfhY5oi2}?mgKUm}P3%)DBS@+h0krk8pK&is{n49AHoV6ogrObf}D{qk2KJaS) zr~mc=_kYSdk@*Cy0Q=6D8^9z+#k}To+gb)oENg_P4T^RiInx`m^KJB`zr!QSJ+O_l zEt9TG)MQcT9~9p}EM$Fg+hgt8@*T5bkuMS4)-w2g{N>A6P2rdidgWJrlg7rTrDfa? zt%`?4Dz@qz5*UHpnQA5-oyhC10Xba*WeZK+joXcZ4>fIAZAH%m<%~puO<(wLZOKSE zE8`F6C;4qVPYx&6gr>6I(}iUoqCO>To%u5{cGQG*yetFUz5S5&o<64_N7o3q6*8jg zz8H#8CZ)HNUq9Yoy&V}~GYDqtl1?Z%$B!BSea#Y9j~i}<#|KrI8+O$8F;N5q%L6St zk3_r=vFz^`krx@2CB@C&aaRIGMZ`cHjvyluEadWTub#~%ZKptE^>{kVs57;`%X1C4 z22}^EljFEaFEi#yooDn88tjV!BHtRb@qib0`^uzTU^`)~O+zL#>AVbwm7g5MNy|CS%jdEvvTC->UWm*Oa0=c%nSyD^`zr?^2RBHES9Mzp~DEt%_ziDTmt4}-B zD^s+@M@#&dKw@C?OqXkpLxi55!+9kw6FV_cpjY~8EU{w86^P3LR`{Rx688>hichYu zuDnwkkGSyANuhD4yaXcnDqcC9KJQ1BKj!0C<6a=oW1Ru*f4DqcgJER;Jc+O8NzcmV zVxupG49Oeh4%2+>Mv^v*c#N#QA$k};{9@-?%I)cSKSMwd5E!XtkY8Ee@F-bk9vFI7 z2drK4PQ^W9!4c-)7@2a|bES%SxLZA)7=%J!eXA+?(KgL$<~C|49G1JcW@UFKw6y@h z+haZv+$g03E#2fG;_^wS9K_#tlNZKq8SDN(4Y;W@V!|UkohJSeM=u@a#-+g(JI%bXmT4B<}uP!3)&kFge5lpS~_1vf7q zl;AB6?2;+OldLTuk6p#tBz|Q(fX@aZp_BfL=fyJ_i7Lz?KNcYjov}|SYKn9mEfWOL z-@vYO1KbR80=8*Cxs~0tRTc8we~!@xsrSg&XaJ{|jhdA~3B7l+TY>e&aLhDMr1{vE z)~nePO}pW+@+oLBF%WmFU{E3`NO;SVhx2+xT%S5L5*q5HL#wFkRvvZA&bX$(x?7&~ zCA4~fyGh0NUUT$fNbb8kNuZyPIS!78c9-Nm3A>crAPVrie#jbi{&tCR6YQ=qW~U(~ z+elRdh%v-1*>-4Vd(YTVzt?th5ayUs`3I~Qyj8|;=`ltAgD-mdNyljac%(<<{u)ix z!aphPa}RYo`kDNPUh1VOkg91nHx=wL2^CaiS9q<&yhC)Hl&F14&FtFaRE*)xIp6iz zco>rnAIR6I=m%?~I*wI<`V$sODu0-`X*JDiBIQ^XO6CV(|NgsaiakDcB>M z?1+?mi7ajvG>E0Ioqau7g~2aZi2w5Yq8U~kIG1jS=)KHL9e%ed`US98xQGkUdbLNl zhE*+{_Y#E73%$BQipjepEezTeP{f7Z*G<|Xuq6XtAHGk`ZEae*y8mgMIUaO7R7FRA z%}Dn8)}GY1%;QC4>Eh-FD0XdIy-!sN$2sqv04dMw>u&+fyLMgoFiXPk=8)rmAaUj2%tKD~Q>?Z%2isi?yzCA( zaiBXfA8^0{pqvse?R&^1oOh6qf5gs2uCq;ClkKDz#Q^bjTbpMv{$K|?lQbR-N!Jr) z*$hf)`S_X|i2v3yp88A+Z79old&=s8i`QHK6(|}Eq_2@ph12(>H39KY6Ujm5?Lj~Q zWhkY!0sro+;UAXtolQL{0$5)PdOYRu-3x{zgxaPFA+z6tJwq~afSsKcE$X>@Th8Z_ z2LDPxC`9Ib6wq4P8!Tv6*=_y|Ljwpw)87DrZer6q=L%&}!14=iBWf4OV?jW zl}_hK<^Eqhopn^x@BjWsNJxwnknRvkg%P7gPy{4JNnv0h-8ouibW1BG%}_c8sR1LD zkQh0dQ8Jp}%lGGde&_J#&fyGR_v^mz>v>&|3thS8S9dw6&9F@kwIowZHM0u6vmHz7 z2uv#ws&na=H?DFW=#vlTE&pOy49f{WHT|tJx#{KiKFQQzetz}%mPOKm7qtiM?71Jh zYf*yNpl_FF9FRudU+NFDw)xUL!BAo8Gxp~l_jx34R9U+}t3NGB6fySjjS46Q&6)UM zQ@$@=Wsh^llGR~AZ-GR_Q4Y|7Z1zbS z8;vWV)P4G@en!xRw9mC85*SH{3Cbzv+2~bP*|I6TePZyYue;4dg!DuahO9xkD;>`D zXF;kyRR~tCyRzF}xR#GyUS5_*x1kNqdU)}QKK_7y2-qQ%*qx{<1vtk7kWtW9llnt}gX4Jbyk}-VEn4aQgpuu{ps1?U6r3d?bAdcNC_l1;OUS z@_yF7cDi!{4Pk#PD8oEkEayTD-H{@y_(-8N#}GZT#DqElqHL#)GbLu-25 zRH{bOL;H&^fHQRnFa~Q79(MRQ-E|G!4p1r+!J18lv-CVwl}p<3_x2S-Yob3Z_G*y$ zVCQRdIO6#^TOjX3a9_ZPPESVV$Der}mbYZJ*c^ie^xX08;O$Y)x}|twd>){?trKsh zodew4qWitfK2`xzZId4Y-aqAJ^~1dl@wMAo##Qq#P=j^LkOs7FU?S|`2ev*UyU-^c z)IJ@o$}?p`?uitM9sSRGdKCOT-&FdcSPn~vW46r&A==&eO@-I*uMXM3*v6AA`W{QF zqkz^I|1$|OOJ)i6bl~+L`*QmifgWQ0?Z|l2@I5Ei5{0v^w{73o?mH3%ds`>6!WgCZ zeqI9Oi6maoJ)f^njaR?a`qaZf>$+L~61p2hyBTniW1jQ$zR$~jF1nV9IO;y>GXo{e zIBXdIr|$Ri@-iaf?}2a!4gL_3iGDkN4_H{zdBYCm0IQj;B(9f8bv`Qh&^gr8ZgJWH z`(oe)$cIB0Sz0RlXoqa~tSvVM%;uZA7%&WCy^Ia{Yx#hdoc_~q)un78wE;M)Hh2hZXX-Y~{a%?p7|$M- z*E^0;K`HPkuyh`R{tzG0_$YCpZ%ZprjnW(_y~D=eU%I>{Bn{A;VDW)f67EYGeu8Qj z=Sq=Xi+Od!>=mbtrt1)!&BKKhnjDy#!!)6a<{(a$Mcj`d|A9DzAcP>{H4<>AR z9%emBM3u8eK+PAHv>AXVSIr4)SFJLe%rW!69u7FTtUtZ^UMrL=rRK#da2izt`(ryP zyKfh(HpHQ2?2YngPf%g$LS=cCsNdAOK8?BEYl4l&-%CA*%qskRrgV0J9LxBk_(&r11fxPRr6gSNAos= zyEiw)OwngeNi3KDL+8%`QPdiLp=Y;$4GCXsh@oMW&kd@}`1#k&Zpsv5NAQ~Aq&v<6 z_CSeSMD+KCw3ek+y0J5Zja?&2k6ME zKeHnx56MWalGFMr!r>8Afkru#pvpliO;rAxWcD~v@R+c9`B)SweZVZ<&Z+Vz`z8yx zhb;bw_SwAOd{qKj6BKD;K)JTYS#Q(ZDl*ITn9nxLGC!cU*G0kn#vE6Cd{36R7r zHX-tL^-{U=u><`p?#GzutrxoKdZ8bd_aS#KS1+G=13Qt|tjVwXbgC$GBCcLfHoV6d zJVI7UAxQxx$46!pU>6i=qa*JRVFT);<3*SO59sRZ1H!_=bAUe#AWol*7jZ@A#iPYg zGEgBW6S>D58C%iOF*zK$_Ka%V(y>F^IR;#vw}BY??H}o-!a#QWU%n4sLS(4*aOI~v zmnk&9<4QuNLvHnR&~|c~k(;x!0EJXf2%l~ALshIO2L_+F>jD|PZFCTb{wPP#{mJbI zx$nzn@}3c*Z8@%F+`(n#))A276l`6P?(0Q4)bQHHv50%+3%Pv}ouE3?{;m$Vm4+;= ztk7EK+lt+UL6fyer64lll{I2EV-=t`Mw-XKfCr*mZ1_BCy^KB@wb0qGJ5f9n;K+H_ z`Nt&@gk=6Pu{KouXNpm9c5WCSSk<)%q1g5%bs;;OVdRBo?JY~Y+O zL=vki&)h+NUyIh+q=~Pn0qjS8+VYJ&{@KiqmseYJlDFW1Brf^?26+wWg7XEw2dqk8i(zTWLXNYcSY=PAR@K;3nf z;rwDMqowE0;eXvW z0)6jRm+cQk>43wh9Wk`}*qW0!Ms?}tC3iZ8flMP;=1 zm#0PX;rym{-sxlGlO#U1* zk+OrpRNTp)D*x;Bx#6l;yF<2|j+Z3VEeOz+JL}CdG0s1f8~A~yQsRjF<0Nj_lkL68 z0^BD=P}^GMn(3t4!n~xCG-11kFKXv?U-_E+sI>wZ`I=(72K$c4Q(}!aPPuvB^?>2y z(2wyD(nGQK!FRvDJbgD)&=K0Wyw0>jqo(y%s8X14C3^Z+M3+s~_{N@Q>Y5Lbf7Z`F zZs@hXG5~&=aMuP7>@(*mQ##|jA=Ts}&+!*Xz!W?pbYxmdq31plfAxv%h>sr`XH8Fs z&h(90hLrK_b4Aq9@d4jgmpM-~7ynaNO%1dM-CJM>l}-}iLFesJc_+#yae zWsTf0ma zZAVarcSw2Shk!bylwSRgv5Kwaka(irk4qkSY86iV^-jAkLQJU)1pRXd zw@V~Bt%*v*XTjV=0nKP4_wHvkHpF*`|4hL|9OGG)at!Y?FaQ2+oLqJDZ&&;$3;9O< zRKqX7Uk@kHZ_SY#hK>%|e<^)mEaD@Rqzv7|Vm@e;iri>@Z969$)|hp)xW>^ELdBMQ z>gTeAs8JQA9drYG3|vYz4Ks6b?hBvL3Z65E(HpJf#)1|ximE@dAWF;Gil}WFLOEB) z2l-2P(J)8dZl963cWW7z5&A}QD4bGiqlvhhJ-Cf<_mADJq%USegR@<^d8*d;M=!Q7!&%MyTj1JxxH%cuGT6q|x zalOZRrEUT6rO+2=Ro6{HOM*da?Pq1}rEyAUTFR$M%3pKOfS)Q3XYbv6<(hyi*mY2} zAUVSuC&7}fQt|mc`@?1Y%VH1s-5!kemeXGL+zlbQYS$2?<`>$vN zZ#LBihccFU9UR6BeXt^(1*DP8ZisT6De+#st0oCBj)Nt{ zgNX?{xd<{)(YiZHJzp!QtvIje?j3%4zcg!KH=CWSz~2#7yJ7bbdopF47{_fkHi6N*)*P4XI-#+yI zx|x&;D~{;du@31Wwqry(+DOhv#;#RN5Y8Ugv3340R&4e*_TJl106#VE^(;WxuH(Ox z-Q4xi-whxWnwZ@hKV7JZ?LB1ejM@@W)%>QK9l2P799#p@OE}4}0s)}6&2w#|LutIM z;$mXol(#(sRkbi#{CTSpDOIBUs_qGZP-Fs&DL{e{EEU3Rsw?WX@y6pEGlj)GF zrQ#9aqrhovs^%3IO+uSW0EMZ%@7__9sn|t+&&pjf>`}h8{6YpS2j`!k;qURYH$2!K zgwBnZZnGem7VW1i<(PH0i5gYEqJG-Zv=0I;G5PPN7>Px9Z3snt?S8IW=mw+k3)A6N zOs)Iak&x?)Cd3|l$iHrVUM7ZOaZSH?IbJ~7`M$yjvWu>Iu>Fm6KIh)zrFs3x6D&*P z*`=cGmd}VM2#Q}|J_k8j4?{tz*cW_07}zQ`a&Vd1IPEZS?jqI|nNuwepl$cHVhwHs zB445YEBTj56McP))ps_7Dd$ukXxC8suNSNc=}1*|_yy~7f|G4elI3DJ8x-OVg}vLe zbV`aZOe+3A>fd!tC19RaJ|Vr%3)=1t(g{A(y9SU^*WTB=nBVBDZS*GR^>T2zc(l7;1G+5v2binlJQ2F}s41B$)yxt4^E)ReIGS2IL&g-h%&Sd+2<>?7K0_wCz#xRl2 zZn>n_Yi#e(n!oPDV2u~Oo#6ljz7=IJILxqg1d?Z_LtBT(*N$y>zAbi~u&;g64JZ1` z{42Yda#?up8W_FC5ao%zmJvfAJ^BQ5f@bB;>hPxcy>mkjz;|ZpM_sk|*Oap{p23L5rM>2b;8}#?_#HWA7BF=z~Wpc!WWJ zJ$TAzy~`eGG0#o>@5Q%Wlt!pXUOU>l=EF$CovA| zc7*e*<|SB%bOp|n#ml)8ikmuV98_;LeM1KWN(nnp-}_!6>@wr)6?GHO+UfOG6xbkA zie$B7Q@#zH{k{K`1o1q z=G^>jK?Ni5^xCj3H*Ui6>oSlPT_pf^wBTXpUtoC1bOu2D45X!;OQQmy%UF#9(lQ`1 z!8dSyhaa`ek{)>d42nkl%>`%9z`_p?1WhvQs-c!&AH{1nWi?;W9g&CHGm zPzqVcq<_3)$2=oe-8|p$(N~o;^=)L0tKK~8ochCR!;HRc2cb*$5}rLei<})L>g<&q z#XB&TX!APU3NZm~$}6BmB%Sb65L=>oS*gKz-OaU@`8{JqnqwnA4_>m5xZBq7?nQ)T z39|ef{i(5G*}WgKe+p#lE%Rh!qk)Q-*D1OWxU+`^Q$&n1o~UXj{_?J2g>;kG{Xy02 zN3`9gIQ0{5bHI(VScSEa`o&;0d!dc+cI&ng)9pBVhFQ!twU@1EIlJJC`J&!+*@jLc zCvZo`3qi()3yWp8p*SuSvrw*nXCSu*N{XZ2dvjRCNNc&oZLGJcpRtg5khrOj_#pbe zE)NN7rvuPIh1J^Cnv2&n5(%46=M@wHUN?RF6UgWA?@=wefQ%?Y_~$I(QnvZy=XBVJ zI@wvO^XaY2!uF%IqqOS-t5gOB>fnQZ!LtaflN*=oaaSclhqA$j?brD0pv%pwtJ1bL z|F(yTN73yk(PxXCS2mZ!xQp1f)fa6Kl=1G$#kp4-xf2e#fvNCqtIM)rB6#!TVMhD6=V4|IqZ`=3*tT9sczS=2q%Ei=gOMc^(8C>G+C_AA zPDyaEiFFDO4`koy`9vx0Uqf)6IOy|pKXGHvfFG>ms^oO!Dg;rJt%h&|UL>9$FJC50 zb_C2*DJXvlPmuHxR_GvZ{h>-XW$*?E%S41l>Tj3D;{FsFn1!-Be0d1S1u&Q5E%%tP zmpBGv(w3;&$>CCW=h*Lw$ts+K?P+CCWd>%O!+3qx6zty2)qHV=Q)1VAoU6d64hf{0IZIzj~(=m-oF1teKGL`TKWoFAr#F`qx&tnegbf{8skiYIEf{u-OA4 zT6;IFURpNkT>Nby0tz^5fi)n#=L=zT%yx+6%+t}=b>UhyP-m0hx-rt_Ga`62{EiqI z0(X5$p`tkwBL>vU0c}!8f+2|o#IIW9CIHWDhIAkAuC_#{+1jA8Kf+AhLo6~~BMmzK zSh_EW?dasF0En;`4fhF?Jxz$MCKi&D*lyAVZe(@#fR9nsQ`oJYR5 zqIjdWIKVL@4a!4=&RH~EcYw#ZFMZGf%U1)&6YEQ08vhSO3}a!30P)cUG1&Ud-3yq!U}d3Ny|l zZSMQM!{Jtfn$l)dUSvTj4L&{(EN|SrW6C9;&~ARN+t5&P{En)RqEU2G#BWWbb>{7M z{fygg{cPoeOzcgKHdOGG4VeL%74}z|G@G-e%r^bok$zq~ccpA&M&HN9fkS(%6= z!*m7%SM>tg0aSoPiWPeDy5S#A5wrMT9cAG0w8PneXR0aAf1j#RKJHBnNhshv%jXYlwVwo)EmjNm7qaNSdsvLZpn|4MrJFELH z3nMl&Fqk@aiWJr0Yo!w69K5H~kX$Qe_cL3igFsRi(T@)Jxgqo93t%3`=Ff z_Iw6>1Cam}Zd-vyJ|Ov)VLQRa@)+Cuf$rEES)}M6b-`Q}N5sy<#bX#%4%!9A6@d8j zuN2mA4X{O+#7Ry5t6u}`L70;s*+e!oObfV^RO3e8sH*J2Uqp(-0O-JOzDz#%db=Q| z=c%VLdP00FLJpFxE4h?o%eeUJ!^zr^=V*M{Z1(*#4OR0Vy#3AMM0 z-%b*-VQHm0)-bRWV9PZNrtArK;(h_p;9`RD~>0%%m$B3&Vpm*P;8jL7l>0IrsC-S+tkF*IQ zJ89kieWx=Z`XjxRuD-Q13#t3&%BLzYJz4 zWK0=~dEC0_I5gu8$U*z~LXm}`Ki)AMPllOn(;P11&g*tKiL0KBzk()6t!HiV<2Lvh zkV0GLW?g^wxO`cxn=2lgn#&AkI^emn>2LM8APEaAcMef&EV6vc%Nox6ADl9??qPAj z!Pp(Bu)SulL@S-^Bpw0Xt%E^V{~BB||1CnG*T|v0YU?==;m!)gqO7hCSn&(q&J-ip z$C#^`vlqcz&aM0Ilxeklk{u%U?Crwz(ZkP#GarqptEaaqqY1&XqRa`vbE8jfZ6nGY zoF$yW3x^kYusxgf{1EeV%Jvns@8^QHM>3kfMUkmXtB$IggedxHcl9Y0SZq>)`huXf zbLPivJ*%s$qRSz({Q`}=hsag{31v3Uo_7CmP4rBH^0jj|s%v`UZ_~)W&&2Yw?HL=A zFJ6-au9wESx_vKvpDP3Z&=TPcxM8>PZtZymMhCkK5qZ|lbDMzwqexaUPL3$t_xBAD zN#F(Wb?FyC@0a!fUtx_t;qM^PR5g9W-@+)IYGRmS&+u&hyRxQ!*fp_Pyy`lY-!64) z<(8ScfV2II?(O)W=A-1ZL~r29L=+wJws?R4y%l0szb#nB`W&DuPfH=~i1oxAdX{nF z?-tnJ2nGk3b0`9ZzCcL7MCfMV#$&5T2S4iy>2_!gKFA+;jv>K$G7I>kB3C1pHlGHlf^ ze7+9ECLW9#Ir4Oq!P!S5sa$6$RlKCoM2`etD*A8AM^f#>=^Bx#KHeU8>8j+GBQGFM zs4$^z>KXl!yE#7-^oTulk5tL3okpQm^84HQ4q5dx?>6&0AO!*DC8mwm=QSaLnBx6J zcKe*!tHnE9;iH-S++AOp5V@|vq$)tGF+XjFjs;RIVLAH>jtp&dSzWbi?*kdsuQh7{`MDlU^$<`ehS&>_m|YQ!-kvPEE-aVJRQZimP#eT zro<-sb6NGm!_`XfRY88poZ;hHmAiCp#^W1j9`?NyJc63lew)0FeTb~NMcL&k!x_!<@fgE$s?xgB`cllf2|euL0k1j5gX<1cI34L-H?R<_4gF% zT!uXA5LvP-i)X&#w#0i0?47iLN)0Ft88%&c@qtHf9+Wa9Ra<`dpUC+Otf+WE)Cb58 zpo9+KPzl68c$x+ct}wT{6e34j#SCS;)2X}==RmWLuvJTotk33REhSZaJ5l$J$Cg=K zKD?EHhE8I?8FmBi@Zi}vcQ*%F7o@c008NHCZ%gaRQa)r%8Fqr?z)%t|Gaesut5F z?AjDRz5V{Yu*SBwK&!esGDA6($72T7nZS7l>NlSJ?$vB@#^T1M{}*Y2O~Uzggn_$K z#dZXig;3^0>OBc4ypMm6ba=d$y`utdD7{hEO^vB0DgZ2na8=dZSDcSp0G%&Dty}iF z>>zE^(kJD56CbYGEZ_^8R{Ppc>Mg#rW2xY-yu221=2O+1pUaHUJ~T_ei3gkGChyGf z@jFVysseIEPQRkeliBO&VF`{>f)U;$*hbu*Lpk?F;8ScVjbQl_&;m|>JV;eXr_h~V zy=G~)z8o@0Bq-OpK~92o*WMGfdWJ3k?yzv$iXzJ;|GLy!dH&L440m@Z6XiRyuH>g( zatNJo2F{^Rf1DTK7#?hbk$idCj(huBV>F>gE555{miI}qOE{Fjt+QFJr7-;Bl>WMx zIUvB;SQv455S;V9+e(-D#DTs2GbuOm4%i?1KZ@|RcLRXz1|*cp_AAf-UWLlnXOr!f zxU)*!qukRT**3{@OAP+sG34y3I5()YD)@4%7QN@JRNDf$0JfR=E2DQJOm^O2&Cl8l z&FmLaLg@%3+$KO_H0|O)#TMn7HwhF-CWvG)>f4AlWIxFQwRLBEf195QQz!b@%KEVk z!3)v=;!bAG+cDaQheG7K*&)RGdkWgMJpu+KWcSX^cF+G^*X=Xtg;`gD3ZFSAS=*fc zZ+9ObepOp<5)0u~K8V3Jj(d;};wQGqB)DmOypgvMM2)n+fKo7^*Iia>be6OAk=ak- z>P7Yz4?1=mu#6Ocb)I}D>K;EoGBPhLk1Y^?lX?ZA`%h+Zvqqo9+5DPnpC*{7C9}&@ zbnldo{;cKpn7_leYRbw!>s>LB&bxj7^d?J(e`> z?~%8BE+%dOs>R_{WcX;^>vB#lHIHnAAg;Ou$vq41D`{K9hnXTrVV3(#3$t|ysl3N}zQYcHH@;j-mT z#NV*MA=RPuP!f-uKT^L>;RFAanWe5G7+{sq=;py{-!FVe5uVaBk0kmd^8Nxfw9`*L z9JR0RN^7-LIULqtg1DVY7uLmbfxf;OT2JSHlk=>sBacDplKcKSs$6i&fHo8|E7n#t z>3SuHgG{^e&i5o!1d5zMa72*?3-uLyJ2bf=#k{9eqA#b7*{IzKh>3lRfnV1{jh3=HF z<&KafeH*Xgq;LvOOqKNanmY%2M>7O@pLKD7&e^`ma?sRjvVql3xNLhmnjXfD-sp)C zYqC(2ZSfQBuICGnC;DVgydVJj2%IgXOb4>UrIvFKiSo!ArNbH@rAC}@hK#*n^efE=RA~&gUB4vx=KIIbM!~VFCX?Rev-z3j^`!$2o#G!jky$OWhgcS)?V7ZaN|Q1V`5R_d zN1GcP+Q168%k`yBxi97}Skv;UXHwj&r1J2}!?8TgN$uEYl>(kpN{U=1CY-XGPw;kW zBsf5?O@UIr{GHhHL~bF*Ya7b%dtf{hT#-Ga1h_Aq&sEpRY2265@)f>0ou3XwNaoWd zYjj!0rL>N@ZYCxz3`z$erZE_z`#GIHiey_A$Wm4}T$buS1Lf{Ui169EDkJ{zez!s) zauI1HxueR-xMa2>*{~E1;`Ku!-6VzzmA`inFmQMKqZpr&M$7lj|lqmt$jxmLq z54?pBI+cq%AwM^MxG%SC-UF+ag!`UXl zWzpFX8*?%^b9MB0tD6ot{RGX@qx#@|v4NwwO#d1pQO#_97BBMAXJAyKyMk27Qn1GY z&n)fNs|ZQhVWfzaDvHH9d2C8I)nm{SGa#()DW5%diW<#Wfu`rwEM!!FXHz9YQ9k2cUWFAvydJ&jf9BT{ zgLdPTZR?BIkJG5}MDj%|w|{vlAa z!V7c@1inT%vd{LOu?<%k^0-5jW-+##RX5+1TA)wtz>$nLQV%boPom`VSQVBs_)`lYk9895i6ixAh`Cw0A29_>Dho#1q(MG zbEHmaZKv4k2<~Zn*3;)uO@1+x5rjj;DssJ?a)_PVH_+^$?Brq;a&qP?v_{~MB>hRk z1sroaA5gb6C*8hsM(*d-6eJRbk{J-552XWiZRH_)*srXxIir*x>7JG!Eqda5zcfk8 z7IX(mS!Moyo_*h6t+Jd7JJXAj9(f_iG5S_edqi$!n}DX9xz5jQVk0EqIj}Re!LeqU z7&qUSgnr5$UZKHBuK3C>DyA!^nf>!-q?E1roIo``FBDb(OcLFe{j!mXk$uWhrr+C_ zD>NWOPt1|k_Bi+48+wSt!z`AHFXzRo+Hm8p1%19O8VweQj{MUm6L;hnXTmRn9{UfT zL$nuUy5F%MF32QQumeM`?IsM9g;`rY{Vs|Ev*e}`L^F02wGgx`=)*w_Sw3Ds1tyrr z$kiYzN3!%`7wcJ7>~=SvZU>nTbW?j#E1(o?dCg`l6IKpm%~L^!re z>;WIRi#Jx{9K4JBxz_TW7V65{2VuVRcDhV$HpuS=Wv0Cavwf zPQBM?mnfB3Sjxr9m?2`52gmvlodK@LFT9()KhMdzEt6OI7C2M}V!#)ef55>1;Fy3L z0C#=aK8X*+;0uF+SS|W$TDi>XB*JP$@A8-4>-w3E-r$Sge;c9l*~9CSpnaxb$q)tY zGr{YX+;#Dbi1s|(^%c(4EcGmb^OW{-8-3+?b_q~UuYR|mnVx;fJs}Uodk5DmUF@k} z#Iq_ozK9wE zH55`Og9n|Z@_tYBczRzNM{<3> zphp@^?Gk8JvPC}JshUdk1WA0w0v;h746u;U%elej4x-s>{R0Wo67Y@Y4}Lux?1>52um7Hu$_k^I8`AoqbUz&{Qd1fX|t5KS*+>cx-(#APW+ zS8VZ{MevC%(^iB(;Y&7szdFjm&tru`9~ox-ze>rg=ts2pc!z!m4#rv2%!i{d)&)U- zRBz!p)J6b8A<(bv3GgXI+qAkAq6l1)0|Mj^-aGIsY}9`PTZ(KpZJaBfW;?v`u@dnlv#;4-pMYQwi^w&} zM;bVPQ|CbOmpGbR7rp8HLwy1hVjYuupM+2bfTix(S#V{9cS5X=InX_Gg~fD&6fPSc zUpLF8a4qVtNhB>;YwnybNC?_pwBt_m7Qz?h1&}Cj6AK~%{h`$=@hQi;wLf(HV+G#2 z2jv$yWUG8Cr!=`kdDi@m>4b*!jvZn6?GP;<)uI7OOyY_Lt$fS3gz|UTf%7*FxrZXO zM=5_-R9Xt_l;T81?!>Y@*Xqrb z!grm=r!9H-zK^)(OP3`_ZB2;R9$)17ve9Xt+UgR=V>MJi>4ap%P<>mTLL2peHvHi{ zpizS5$m%NXTGKSmv=(uTn&C^6oiFro;Il4E&X6WB)alnJDm5uHF*Qy5gTwdJT3-BC(1mM2bZ4=ZR6d`q^I3d|WCKnrr&y8n0>Z6{07 zD}Ce)Q_Xxop#>g4jt5yaZeR%D{+gs}@Y7CVdTRxVh*zo)<4NTg;FK=AFfYrAkA~)n zgm88-l^fGoi;-09Y0881kCD(ev}4q9?j*IwC+P}gk`?NL`}p#zui#AMs?_vCDK zO*Wg}vwiqY=rZ(KZgQ@I77@JZVybX#*RCN_O;Qjd)Qr7bMh z{@A~RYKGX{nZNaWehU37Vi++9xHtg|iu^*MBLtCe$Hea19A@EG9Y(Dt!9g9B-q<=- zk`5QlIQ$mX%z00Dfvq_SWMC#DlqO2It@W{^{C!hjiv&16X^N}OTahElNnS`mzvvNJ zX4q_hNsX5xeSa#&JO%W@ZcapKa>dqEU?x0CBoQfUm^#CHp5W;nkErl?35Mpeq$b^K z3xX=d4DEN2U8?Es2FKUZGxxcEMLVGbX2_Kg9YeivDt9-wY_+wMmL%JjG>6;1R#o!c zpabu2D^(S4ilYx}jq?q2tL`X-B;&2VUeC-LL&lZ!&4kXe)YIpWo{FMRx0>Xfukqkry0rH0ITec2j zQfax1gIOdask`FkDb8y_B@o+{A)mClSH7H~TLAK_=VLq3A4UD146R0uDI!%n6plSl zzQ4;~JcPjZfDTGZv3@%v6YvR^9O!PhD0Hx{J*o@Cdz<`OnRMp1*J zb>SFyWpL2kghadUGa|43jKShGZU2$(0Hl2br`vI&4;Bv;8g6`ZkTBz%qMfKBeRRd~ z_(y+j(o{c;W`~dE+G~kkVLgQr@mo4fS8L(=BaiH;-Ia8slHjm;t~!~4acQZ$9+UVB zd&~64_&d5Eo35lMY?%M?mO@P@q>t(82J357In?BRVK=W+myT0POAS)yq{{q(4|otE z$ygL<7YMj=9d`D8FT`xU*}G)?#A$mLpuwrc-vnO;1VQ^3x?h>4e%NzwMn13jSEO-~ zYD($aXobJO#QdRARhd00|81;vwvcVmsGOk6Gy02ug?z(xf!zI$seS`|!n%-rEgzzK zaZ1lh{mOjXi~B1xW>#R?%QoY}<#VjJH`GfFa8cs_2Ot|L&0>*3KLfcaK6{y;i{6Kb zA*z#EJZ@djcBV;#*7(zaaZnm?Zc1Zocc^o{W%+368A?jluM0%oB~ddW$IRQ{e$497 zk5&x(c<2L2cZ4LwTn0+d)jxSNc?uG4-Sh$S{(>Q{$C~2AQO*rJdO9i4Zomma~Hz0r1V;pNg9;I|ldBI-WPR)8H16Tx~`M3tJp5Be;} z&yMzf`p3FP53 zwE!7zigG)Oq1J~jW}}mHD-<4}ovJEu;Cq$~gb}96sir`sAF}LL=73?D|AmDYsv}G# zWq{=9mO^iBYQ{6WNJNVpsy2j}?&`Gga&c{)duxnHm2?c`EQQ{++N0n=oFwGuSR8)e zntr&APkit4gN1$Hf$>4YKnP08SVveoG7zM3k}L8&n1*$(HlgG@E%(l0`sl#RW>f{+zQFi?Ml{zvQLtdz zGb<<7R2i-fHRbjH!-NI44xTPqzb;a(Bab3acY_n0&j4Z%)-|3Plm4^O;OUAcU-egm z-4Tisw}+khIW0hj{U>>>xzEQT4u5DJU$$uUPX`Ed4n5cdV0^bTSub|H%7*Nv?_dfM zziLHb8F4Z{2Kk)_`#b!Q)4H1Po=rH)94xmk;J|fL=_BuPjq70K^-@c+00h z*d(vpm~wO1JfHGc_nrZymap1ubs&jm(N?_Z4XzB&Rhj5UU=(2aG(_h!wdtQ7Z{aBo z=Z_NLA0vQ)zJPnhz_mUC=;si<`Ij39j@<6J;+7??G=f!6j2;4ei#F}xKJqNeeW->L z(OZv!XccSBmBGn0`?7!U_#y8uyW>K@_Wm2H&iw_k? zr2@l=crJogE(vQ^BJ|p24I}Xj-SU%XbHk55Z9v|#C#HG+@H^aQuN&Cma>wzJpRL;E z&*-3A+|@#qqa_uz^(Vhuw)jZ$-Zrb+<;(yJ`dffo8^6k0XoycedgwL%PWZ*k5r4f~ z4ci;hVXZEq35CiB_nQoWX5IKH?fS?e#rP)tL}#JJqR<_Vy+epLGud(|~j zpb@^LEd?{ywy_LcZg?-Lkh(J6_Jqdb6D^$*TdfI-I-SD5r=8c zkyGyOxIMtI`^fo*U4e2ylJ~NCg-#d3zy`mGJ8}a@iIpr_Larno;BQw}%#?z`9v>ue zc>fsNS!Z9MMx(5(tiY6dJvDC~i1$wXoJ2oca~o+EEnLN{a|JsD=#Gg>hXh19ew`to z)FX7Rs&k1)P#qeW*%k8q83Ekx&Cg%2`vX7`fN&Q1%5tVIhO2DwMaV}Qz#U&&_UM83 zSI2*}u$^+-_9|6D54JwF370Wqq`-))+pX*s97OIQ^nDISpFM=Wbzd)jp%IB}BS0|7x%{pt5Wo6x6j-Hd9kSRC6wSwacO>J{JYb`xt>ORa8z; zdQ$OOv@pIFQ#`KmUU=~0EgAP;PPmIpBI(R-$or%xZN)SA_2sgRxYgSWN|q1!gT9H^L>+$cm5qb|Uii(w@0 zP3f$5E`@~+mH4?2e7RThSoti3^Xh61y8gf3I6ZN=-aL*eVR?-E=bcwHcKV-sN5eO-hrFb}~tKEuk&!pSzD37f9VFd>%?FUQDbg zRR^#EANBS(Eby^+s4MO1kPht5rcK+-(_2s8YxFgtmPkQT^@W$0)b4|jzl(vrDF zwLA-r<$s2EEOM|Xvm=P3hQ!mxW_$BU?0FBZpd~WJdq{*_Rl3=<8v|y;ECfxs=ucP} zNpdnQ?X9vJ*G}Pgb9$ToMi$H@chP@b<@`(lAJIru0BBhEhnD19V)7p+=WTj1bjs)3 z(h)RA?=Z*j3=8|sfWhEbw&ZOoc(M+udy6_IbtF#H~r+ZF2Wr*jmtpyjjEQ zmGyi61!wtKkVq)buxcjKuALe)qKokNb*eXG4t$D|UI9~wTu*H-D5bi5 zV5c_W?&!TIZ$3vnIUb;$pYhl68QGndwu*C%`LXMg?`|;9y0ttfFfS4v?)gtql?zaI?&GjmnZG>|*ZN2!z z6`q)#E{4%u?5rhSOf(WA$)D2C$>^(oIsa}}n+orZKwlCyp%`~!P5H5xSA4A1rhR7t z!|Tjh@A?sK3va<);d)WZOf>-Z1uN zQSU~l+-J*Rx*gdV5rmjx?y#IF*h;&WQp1ivnTL`DPb&)9C`}EKsEs+?JS5C3KlA$AB z)zzo%YZcGxA)IzYS{I!K*@`wiw5`WtvV$=h?%oE9Yy12AF;aY2JN!+cL?D3yq@tO` zEeGdEd-s4@8Kn?@8U5@mFy}@FFkk|rOmZ^94)+L3IF6(_;htavGJ!0J%5FRXhYS74 zq2eRv{#hP{M>SKM9aHh+i41$zH@T?w-SgH9>yxz~v)B>*IfddhxH^?yVaJIi=Gg_Y z)*0S=+a+l3X{eYtf?9Xf`3N-k5R*aSG2J<0VB(n_Cwv50s{#Q12=FK$ZM9!*HMO@- z0s^mYaT1`S8clvzx;j~A;8M{4;x6g-#V_Rl5p@<`QMGTl9vEamU_e5;8);i}OfVE)e-TQr>`@Swzjvv$UNsSUA zCJxOpXVh9L{)}O={8-GjmLE(sR5mZBUHs8f*ECX-D zuL=7nJDwlK|Fx1V78qi;3R?+q?W5{^AW{I*9eT5+_F0r~*G$J)|5YyVaXn3XkxvQR znpZiG3tFHPyrOcY-hJZ%N_&tv;Ce?%yG1*$iPVt$D3+<@9r;7R*)y{@3X1`2dB~B$ zKVk%RTfx4JMAWkmY}-JOI;kwoGGIrgD3-$gQWC1%@xET|ahYnQFy@NfYBwAC(RSDq zVRBgXi?iB>aXdY(WWq`~pN8{7)49gs;x`9

q|jHVYdWZp9KC` z^XAs;327b{hr8H0Q)C$`jq^UeU0wJ}LH;JB`3uJVJTL*YYt)jzY0xkNw<>l$BgUDl zwnwqvJw81Kq;~nME;%wALGz7>5%Z3X;X1Qt9QC_#G#In}T-Me!+5u`v9P=Ry2-HjZ%cx!C>`=@HcJmcf+4d4Gfa{m)R z6wrG%jM!Fx)CIa1FqK`+8Oq)T+1MjkCr2MK`faGaf4JKQjDiav*fmjN)2-7B5J&tG zKBD%qJ|Kwv4T16mbBpj=-oBShUxQfiSaKjJsJmB=eA*DQ*(E zB)p(h>-Rx4%~^17iS^FSgpNd|Q%QIzWTO`*Zdrrnw*x*(WX4iZ5ku_GgM0se?P`V7 zES({JeO|BpLuQ{8gINx{C`z9)S}4FJ#?0)5B|^PX?<)qr9J_?OLN@4r^D05ShhE_J zzu%S>9iNM~3)aPVI9BIF{&@(+&@0lmo*5CHYEXz9(E5TzLJWw=~yMx{%z;p}?m(wi;T!mW4(h zbB~v^F4kE`nh^_{Tk-4dix2#CTp}iHbI;7v5A_%hu4pb(WG?@am+ptAAb&_*r-UMg zyvD&8Dz@iQ=##TA$uNcYxBRNL6_nm{D;QaK!kr@mx4B;1v?Y}%s19_Ge2JS&z4;E= z%`on>3P1MV#chiyU-JVp;cyM9byVgsSa>vm)?!6Mz%)X4+kO;S6*6^x^-H7E1-W}u zME-OlfOT%h;LH^4msK$ycGQkhmc8x&;*U@}Px4CPZ`G}lY(5g*!nW6XEbp5yujL4{ zKkywvxU;V?&rs=ejIwLG3AmY;lp1no$djw`%b560)1S&BGX>7y)|Tp%Hl&AJN7`0l z6H@qLOO2M-nh>TxjQ{058_3hj=M#~b9l)6Rw4h8+eHkr;2&%E)~Yoa-;x~SU`vzk}InH1OTYv9vzLFw69N~t+_!t6Ep)~)Q*$lC~6QA+5G&-$(TR%1tncLpXbPSluxQ4GxUyfr$FTTwRfV=Dmtu<1_(jMmbjZ9dH!rSsVix;Qv@GE6E10vHPT|T3;nkp7?6SZv?_HjDsO8 zSeBu(8z>oQ5KFsHrr6GZP@6Ek{k|iF1VfNS`>6)+y9mGY&_(dfw1dz>%CP9zfUPig z5c61XBnI6+;PkmTHmaJncNUd;Yamh^OB_yM9-<%Vt0x$YgmF9N!QC0GK%LOJt9pn> z(rYXXbs0jU3lLV01khl26t*9>iC9vSmGPf{F3W!;JCg#pst2vk;m%-(e39RQ0r)6i zzoG?x*fwy$M=V-uoH^=qpV{GIxO-p@%p%e+ZksVsnLPD9KuZ*eY=or6F~6Jp3keaY zTO0$Ui`>6GUJxXr%K8l=x!fN4d+z7;DvaP4`AD@W;o0X z-u@chDA`{+r5xHzcEcCQ0ZgC&SJA^0PFG1JxAzTyA-15f`GbtY#4v@Gk;Hnxk7SZh z*RE_1B*caaCop?Fl|y~_7Sk^hE-uN@&DV3Xtppc618(lAnd>`z5aUIXC|nTN5dWji zL+#(vvLI!ku1>0$+&HPbhPM-~(5}>H%}wTGt>p@B+Djl#+Ph82=DTR`>u4n54UGe! z@-kwxz~Zw)syiGav$&wHRLYRV#K^*lp~{2Uya!ldcC0B$9I2#*go62UE;R4O-*&5- znwYSdy2`beizNx!CZE$EpE?C6Ix_{h_$t|DgC5_XOgPRyn<3dCoRtI?Avxeaut%p%qylrUBRDX!q`XRES&W^i* z({9`ZxSd`w4I_agykajj-+ZtS3)ro^23jCqxZ7wDiwa$M%WRc7GQo|R7gHi2hUpAt zLwL6R{!5Bja|#5ZFQJVYC`vo|+Z^CBFx$nt{rMm^UkEfK$S^%x@I#FP=vg4csZz?pnJ@I$+OMw4PN|Gops_20f<(oA5n@w(Hx9{ zTAJ%g02sG!;qS!#z_Gh|rLA2`fb4U>i>EAL@#tk=LR@w^3Fg0HDOGrP%Um^z?wrMv7$A5%LCY0WB2u38M_soYHifum?_G9! zfwO@m>Xj$JS~@cW-p0R7G{681Q+2~P=#i2y?9k3RZJNfdxk0+)?84a;iE$I)4*aiFS79T z<<{y&@2efCKL5to2mKrfQGP=zoXhoUr;b*avKmechGX29dNZ|`-$MJ=R5#w{u zV-LbyoSk+3s^J5mr;0j7G8qADCA6WSnI%TQG%el7r?FpD;07cm4Z#c$o}-JnY0<5Z z{-BK-03gcT9f5dy4!T}5;c)Zr!;8k05M^NZkY&ZHu`m}RBeeM=aXW=>0hj=AnV3-A zzQHrUVq3ef`;Do7CytMfx?rBB>4%5|jPy{};H^v?^V-(Fz|5tT|6sVK_Ef;R&bDMs zjIZ^$;0<)~DicD|3`Q!>0KjG?7Qi@OOsse$K5T@cQQ@@W-PPnSjVV(1S#-D4%#FX& zu>k-C)_(LjAZf&&+ca(ICJX2m-wev!w~Z+)B7H8a0Vuo4Ht%o-u=Iy?JHq*;kS)y> z^G>mlT414fddferfXh(-G6_!fefZI78xX3nZE1Gs0~-)t1xjd1s9nds+t{|4-Chtd z>0heVhYF^XY2Vee7*VDmC;6?THLXTP8^EsnN86bitw^{in$FL^dbPU*975P#Jq_G@ zBqvoJ?!v*r;j-)&#{ySgc>)KYhCcXpZZk;Fu)VR*;BkDMXT3<|4rBnuoPS^&`4eYii%z#J->^Ku_@aJmI37M$FlZdbKrD?BdAJ z^?(eLuo?axoV$rt20=S#t+f?)PXs*GofOthY6N)E6w?|v5_1C8?ckXoe?j0p4(s*!TEuVb-^5M7&I068EvaVxK6=^hx;@8& zr>A>i&VcN)C03H%+k0-saFSAO*23^ZLDvCE1IvnA-LT~p)z!`h)rpIXi;CABvg$Yu z?|)Uk13Eq|OIczmiFw$)LZ_ePj;0O zw`yrnU>BPKPpp>5`tz{76P;4lDv}}uEwLRY`nXeFWxn+>6!K<`(yWT%Sgf6}Km?0c zoxkHR1P6K}U@!wK_-VaYL`#0l3M z!FNlz#&tlE=zL*&`eL*^g@XDh0@*nuZ$bx!T&(B&Q@Q9Vu9cQNo3<^LQV96v@W#}n z=W*SSq*(FXepjiyNwIw`tF>*3YDE9eXwFS=#)zWNp~3XDqf-;o!g&$?JJINd^?>Zg zO+3#)OMF~!oN?r!4dP(SC$uJ!`&C<|VC*`zd?M{l-Dxvt?#`HS+1_i*IL-O7*>L7I zKqjXauQ<9zl{KAJx2*B=`fAnrcB#Q|Y06v4q6 zi6on(4y9nEjxAXVufdW7{*UKxEVT`$9Sk*@l(QPgMFD4^ueByO!u9~xxF_3ejoDXp zx6GHcz{K6J^AaRl2mDUcm1i6rafsgFKU<>MrTLa`qK}pcxynoMtSP>Rdn{Y&ZIxB5 zop{G$1RIm-@(Jxo&`c2`Iw=rmZZuzWBPDVV3cQkX50yf96!_Osg{Bz)6BmOcqZ`2NZy=%`-U~xo0%OngT-ECeIo9T< zMOW)a;8`T7&F8P|lsLUSK>JEF=%0)vGC2a<%LSh*M}zXvT*QINs!CGJ1bM@c^EQ_? zQ<~}n>W0eM`?=ORXx^vW9<+Yo_QiccNxe)PHDog7^&Kc$byo;T)ih%5fYi5aTFmy> z6QyTF6K-}26LoumwOosv_I2?~wqT(~JbVf>UbIcx(o#~b81A@>xI2NZrhU~S z&>}OyR8`XxH;~21=wj33dzaB)IiyTi03Id`vj!?NO$S9!J=k~SJ<8K%kOKR28e7;C zLkN?N?I6yZN<&lIkKrd0iz~$q?p7Utod8L5bYtKm+mjtJ*|3pzXwktp+m8}E7teo@ z$U1ry@LP)gJ0zFL+F(e2LF4G*#y@S_OOc-GK9lTXXmJ=wC|TEk|Fo{NzF$QR3+o8s ze0u}vc%}W!&!311h$Q`~VE3mYauv`zNQIZ=uvkmzONur`3Hr;bo56=BDM?@RH>CY{2vPk5TBAMp-RH;r1Y?BXGc=1)ElF&ex^I&;L)LJ=hSkK{$ z!G^VNj)E8s)Zvf+E4kr6mo;v)I`y~xL?Hu4g1d}w9sy6gNzun%liA{{2BbX|rQaaK zK>OH0l0Cl~u;i2-MJ|4@3ds=Cvu-sasZ5!}3L(5(1MYgpE`g%^G9L$->`?NetPT9= zIm|=qy!pP+X`48$KA*o{;v=^vDoKwGn69d~wRSA2)54lbTq-B;vVOIP++|;TX`rOq zZGEKjrU~UG_FO(wueb}~w>S)S>z!Hl|#$E&6L@%04ry5qpa4; z9}q1S@oQXXPyVHtx2?DTAJr*?A645&5pwA>9<~J2x9$c=n=9yVOlGemR@*I;aynK0 ziQ*Wos?uspZ7_-!gGeCJdPa8LI9rl}o;7_wF zVH}(%AU{sze`)l^vzc@|`X(d}!_P00i1Iv0`dOlKrI#u4Qa)FU{jWDH=(qz?i)Q_B z7#e}kSYvf0l`x}jO#41S8=t{VIG{mVV-TYlK`}V&wrp!W>KS(%P|I9XILz4b&Z_%G zKeILi9>mvsqBmq41=;RzUOOMG(b$ea2T3pddkOK}=rIu&rRd{JR{O66lvBmcdBL4u zR$%{G0gG=20MAi2Y=F);hyH6FalXC#&w{1!%2(#dB07|uR$e49q;?1#j_s#+gSWHl z1H$@OS!67uI5z4NNXOdpLrDUGn}M}+g75fozXEPHuw%{4n0y6ArU^3VS6dDpG{gU- zH$E=ytsNJ#!OLuK^7mt^8{UozxP66>93`gk%fm;0B(cHRseZX5e2EYO_V*6hQTXY` zR_EXv;v74Cx}W|eLiPWg1=2uMs;q?VKXif>Qs6h4A%KcDebM~MoHgvK;YhDfB$DV^ zRC8Qr%a_CYw41GWt4L77PsxbUEz2qwAFl$`0}#SPBlTnbM^SHl1Y2B-Ayv)geNB6bDZbI z^P-ukb%n^*mPc>aSCrW@eKQVWqenT8ipjRaL1_!I&HhL?R&sug8{LiTRcY1IMgrsf z6mDw5DayokYxWnJlV4v1{l9zp$~&$Rf=U>@%b%X3w2oM~zbnho$9Hg_mf9Kw8U8ds zUZTLMWG`K)9@Dc;e${_1f)KCe;piXMKi&GFo~Bw4#xfrTe%WYct9lX9q6s0I!alvn zy*{HBPqbBqX9dJS^6iEI!J7!>3zMm&cEH4H6g#5~wD5qR>d$sm(G=mHxL17r-+Y$te@ z35alI&crO5cj8ilpuhX)YLu$K&$+9u;r@}RK2am6St7#F@^tQSCIFDC> z!hm927StiZS6`vIp*g0?uoFa^0Y2O*VLN9ONZewflr*tANUhys+Q%n- zQO`FM|E`+NJq!5<^yz;8kJW!l{MIK4s)UolG7{YP#RpC;XJf*yZsR85 z+lOPNz-N{!vzj5Xj|e+)r^V;#9Wr+E(Mq+lwBV}{wSchGW%#>pef=!D++FdE`u=yH z6n(ioo76JQ=LxHdaYADKRaqJ25jTX62NShST82lBD{(Z2Ou<)KotuDp(!#=Y7=PBCT;& z?)?w^HvP0bc@v@Sl1a&_;>siy0pD;iv8~z#%5rh7q)hE{ZROdV5k}I1 z%N?TadB}q8IsDlr+q$V*#GKm$bYNqnoWwUUF#zVbFIyY}r|A=vj+^(ILfF^i<=T4R zt}~E??oH#ga{u7b!fXis(&Rk3^z9h`AGiBA3@Xzez<~IfVLpZ|w+lH=$WFp&n(cdG z(YYBb#hWOBa1gz#Fl4#Tonqx%dr!1(enVjM&27v=fomT*;H$zp!*a8#slxa%=rFJ~ zlJW5Gi`Z)&_Z|On^4Bh}N^iyeyYGHno@6eU5X^reR8@XKWMY+6HoR~>wxm!tHB#|s zus))id>+wWw7{h=((t8yJN#Eug@wnPEd|mQMfRY>oS&yczlOEj;)(X7%tq#lwpGvm zs#GYlp8(;&$D8>}U^{lXppjdOF}>hE^fCA@SoQUnL|_}VJ%^0>T2m$%ml?XzvW_0o z7g}|{z)G~HV3+KGngzWgePp`v(M9=XM^UaPiuQ^mVD<82z&ejfLd8qRp8v*3imv6C zf%o(e00jrYp~nYblmGJ?JSL)05d(RCi;p1aXDW|bkIgTCnbXJ_l3G*PF{Y-*I!f^p znJrfB+O;1hoGH_bW4&|RdiSsxg>E17ljq5fh1)goMz;1D`g^poCddvhU~%AHR(QrkvE9%f=w@NKa+g#V1(9_{sMBWzFf_d*jU?{nVdX;_ zaU;a{WA~(+_fPA2W+3tVvc{pl7`W>iBbyuJt^*A=Yx^W`hwuCcN~;tP_c7=^4%%m( zvf+)u3ubM0MOWls^lg!$L{!7pb`lL1u8q7YVKV!_OVB*JpvlPxbMgL##~x}i28-|@ zyQp_dj#vi2ruFwMux57H+FiH6uh5(!LZjPB7t$_Yk@J;o+~c^m#Qhmy58k?rx$X{e zr{6fddG+bcj4Cdu*0{W4i**=?J>Z9TAmq1#R6SL7rJIc@Gs2~Zm;#9Nj{?XB-(#(; ze=hqx8MK|pS(J2Joj+s-I75juZ#kb-m>xFZ_v-S#-YR3@3Gwbsct3Dg`{|DXtSKEH zY`m}aoK(?KIBIz{D(EoEG8n7KTCp$g9O`zO{G))KZYp3c{1*zShP`vdHXPj&y!Poy zxT?_X?YljN&N(j=hODw~+dq5L-)eO&rKLs`XN}1Erb-bnCR3kdBj0BP+3B1-R9*Qe zA7TRhYk{`Y%-MzXgFg`2FE*ULcwOb;@r#1yQ`tU#EX_f;q$+z3vcXC?reqSiqOivFhm^>&xo)WK z_O?xoq`(M_cUyhl|BMF`J=$LEuFedRAnCX}l{oL41^-h@$8lu9ntQVo{|I9X1VPfY z@5rNoP(7ja9q%q0_?82Q3eb%CkFMcB5veb?>wyYuFl0N1?mSY+ONC8Oj>Y{tWL-&e zhR!8N6k#d&inQx5)YZOtMCa(si`;JE2f_N0xS}PkC}|{d0YF#wm*Z?eI~pZKAYTZi zhDv(USd56DLR%`HY#cEx2sr51>l-}(XX@-GSJjYL#f}56-_>W}^;u4Ra=+0!CtKgQ z!$Xc*L@;g*c8G{?xt)rDy%oNB|KmD2Oi0RF~=PKoAO@aN%Kqy{OT;m;bK-z^uTub&1 zFvps}T&WqJH)Hq2(Z9`YnRPnV)8RqZaxu>IiuN*-HMP!;A6U-56y}Sg>h%-OytZ_* zVqT02Cs^cWfSJFeJ1{WFo0tkV;PkdtetKs-{R1Yw@RV@_XH-&WJz$t|I@@B+J-mA$ zjidN(RIA$R-57Nh&4#1|Z{MYOjM?mUwB8nxoK7j^1J(HM(15=+@2Gd-ROYKjWwJ<{iv(@c%nhvu;#J7Jz7>WhE^I{xllG_bg z0eSp^SW6$_sGFTsJdwcoJ#o6sElScFUx1ORiLS`Vn>?Vb`NBb5(i;=-Ee36z7S@1> zjclCSol@<*-oVd;yr6K0AY+p2hw)e*LEqNS4}*Bntk%*L?H>iHVYj+L($t%0L-+(C z=9sE93RAyK{CDwx!ySLqub1tMduhRg-NO5`;2%%g`2u#U5PT3w?&gK#FZf5CWeMJ` z28ji9c7QF|A_fVfm`h1qzi1iiPvblBlYS8zO5N@a1Rw@Q#wiK0TllfB$6XVD)Ux?B z<@|>v0S@)jGOiXt_m?%oCX@}{cn+4G;R<1I-$d^`>mU-BOB(%r8mUL*qRZCSd_Z|S z;k88VuS=>}#$aS;fzw?=v@TB`rnDrlzV_07p5BVvaWP zb9$cc3P*iwd$@G(2w%$N3X=DC3dxJ-%2F04=C0vsy^_BZ| zdG=GkWG8nk+UhiIk!}12TH|*~vFYFJryO6ae*fc4?TBqJo}L52`%uEITdTka_Nz&n!eK2Df=7# zbNbWSi({fjtZ=pv`zCsBo||{b$M#E(brz~T##tl&NvjFo_Df)e*6sOsbfn@}kBK5_ z{F7FOoCH*Se}}BeG|_vgF}(k2UpJd?aPQ{=`a)FXud4_uajG{y1`IMcg9v}!-Mz9W zBR=Kgwml!@xTekF-{f}p1WIuBC0YU{G46!ihv$&Itu5!)kRBic!vC=ypw|H zWK`Ya1k#!ELgOTx5;f5*(yrEbhB5+{ zqvhr1R&aLaK}$;utdix1Hu>$!c^$F5vCJUKc--^uvTgzSC zr!9-RAEAVVUheM1|Bfhy(@6*c(+Df2Xn4qIVkdp?o&_GX9_?arkQ=W#8q8(in~9lS zKnP-pM{6?3H_tl)(A_7SUEtgR^r7Oh101eg@4OU?qFp~J!`m1@NOCS^9U70hspf+@ zLv75~)Y?17aX>Gm&5;4)@*tu+x?D!<9eVz;er{Qo(GUA1Ra>s`%%IKqsk=-%(FPC2 zt=8v5z63N!U+*YrJAauTj{~5pms{ZWn6rM^b@TqajX&j@8PcQl(#m!w*f_Bgx1+&P z%I88DZ)pv^RZ7D$!M~3wi_@;3=!=%DVT96ul4ZX&Q)C0B;M`DVfn(>$IWd?@|1gE& zK8Q$Q%M|LCr02czGL89`zw^rmMw-}oJUrFKlEX@C_@Y`$bFw?m{GZ2#?e@1@tGWQ{ zP+r5!1IILe@00->SMF90Kuq{w$@|Jcy+)Ml<16VX8V`hmNzCtPa~-OK`wKFa{%(vErL zy^qD+>i+CYv~v&3j?%X~S;TtqX7b+fjcF4wkRl*akQmyG+V14>Y(*j@C9$0KzG5_D zO0A0c%fx9heHb;F3|7CSGY{pf(=6<%kY?Kpm24zzdLO)P8rLUqayTiTaR}nN$;*Xh zR+4Xm?jt8`bP2OB-@CKfZawxC&rv{xt+f}l%OtzCG&WLYAFVG^ehtrUkS(}63iwK= zKbsQvq{ELIrp|#}_RB4|7e+sl)^$I>s)XRgA&vlMXh-H7o&wL}Y=)$xV-G?s+!9Gq zc7*D;v7xsZ(u<6tQHO#s{@BSlfkvPnzd!RmgU>1+2g|jtm-R0Nz1rN8?8R^zgi%pP z!A!GQ??w6$hAZN1i(fXAYhKR=RJfxByR*#!J(5`8eb;e^a|()0BIC?C@kr_mNhkz5 z{50`}K9A7DMd>}TkE2M@wj<+5%ex6A&Ap*F0sV77oHsE(Eg-_vL+Pu2DJ^^?TZhVA;TV@bAGy z`n2AN?lnrAABZDD&cu-X`F+h&_-LPX%CesLnM?E><~DL6sxJn#rDkuTUUrQ4&VCxUbf}d z$4-{CeZiv0%WNyJS14=_?nS-Z(E4e3{~M7|arrJc9MhB2L#gVv<*y_Um(Yk3&5LKT z`fd|dn-X;JW1ob+Z4@g5j(8WcDgBM{_V&Tc%TO?WYx<7%OI}*)@{y=dub`3o*nvOH z$4X6Sd!(K~LEz7Ro1Y-o{fP_qmzm%?nm#${-xciIwqG;_9F=xD=>I8883kBOQEuADAYIT()vOHtBDbPmWos# z2-Wr8->!7~W@<@1CvaF>TbnU}8R7hS>QPq3CUAQdRKcnpP89kWsg%oig$6-fH+aQU z1{D5#9DKO_rG?QWO3_J~M0_)}t+V4+XO70&}}j{U!%q7jFlM+Vn%b8~+= z$ji-Dn?Su5M}8Cot>wqS>_qbdd#m1puVl@LT`92Z)s9UexXp&|A?8pmMszNj*F2&M zYk1-q8&9gwL}F+tz{lI$N~ZVWWPw7$L-u&oKmS8UE$lkCM|Oq(skFBY@5XJ~kEWD( zy442Y#Ha~|b~EZ>g$_S5-RdZ$pH7}|!@Il zs~3Oa;T5c;S1OJ4q8P3|kL;3RrENNf>&bRWp3ogQ2~+<)Jaj21{OmhiQFbGM0$D@< z90$%&Qo`f!#d)O6Nh5?c_pT1^Atvkrc29#X(=*Bqr#k`?4nW+%RkN||*Zh_7@lWpE zJGUq3m8-?-p~9h5Ls7piV!sRcSp`64eev`Ij#&YC=*w7lf-=UK@6)-9)FIlik1Hze z9<-zg`pThZ@t0I)tPnz)l2_!|{0XDxPTPBp_zQ~=6sNB|)PI5BU>2G<_I3E)HNFLF z;Tnaqne__N3`!1_BCM3u=~z6WO>$a}ck&9_yZsZAR{5QlF4;QAH;?_LiMgmzUoPqz z8k^8zY(v%tYEgQW0RNInC{6~`BBS6Buk4OGneZg+UOE&@>I@jmVP|J|3jt;L^5bQN zaUWa+mf4MXO8)O#;d;J!b)nP{gAIm^sw<}t*$VPc?&<>^6SpqCFY(DcWC|fqA3u@{ z-N}iS#Ebj5>_|0YSBgc>P9LFl4WAU`8=88ysLNR7VSsgPYuw|0a&~rh_1tib!;yyi zvt!S*H~4=|zQ1bp+JA*_)~g~7iZq9>tI@%6q}02(x9*^}M`5Y3Wzl~V_r@~WcB*fx zZRluuq~W+saRt`TDMXa>XdAW!nh_so-qbr2gj*2y1|@`&#bNY;wz1$t$=>NJUv`Fi zudm%3rXC)GpO;IDiN(y*ODD89S}gY2ez6(6eLmyJ%iT}ic1&x|F0x_fg}IVV6JuUA zD=sQZ5lThjgiHm-n&8&r-gbf-ocyh@M+wmo#{-|d+1=gJ!^H*x5JvM!f?@a7>s$Y1 z`)vZrqGSwJHxp4WI*q31H@7%!fzm0Z z>n#=3r+u{&0b7}5{1eAm#c>V3wf$vfR+PWsmy#4HcwASx*j%5eCtU`!I#x3X45jdA zOJNw8jfFRwIV^bc)I*jl!oX@~7mS?YKSL4DUDYdULRYxb^o zxw}vYN^EFby8B!R?QZeq-7PceF#^RK?xaR$Ir{RvvWi{Y5C2;&Pk`}GIh$|Veh6X0 z{82x7a40y9TMx>e57&!Ob?LgN(tzO3TOThu<%0ExXJu{A5r(JN+bvA)CPM8e(g*n7 zkT;tQDGN&_U2SGnMLq$~W^qPhBn=kB#)l_NyWgrcoy4w_eWr! zbk0ZiMb%>jhHgdSn@Ul?yrW3Xc-gbbk=XvA-fbupij5i_7*NGulY~7s&+MBU_|}No zkgm%~A4qdVrhJ4EiXv2|aaEI7(Y)$c@$>G_ak!*+Ur%`S4)xVR^qV#Nbk;L}SAvja zj4f!%#YW1@y>Vswcz%o(S0>R;R0lyIjXBw-doNW0TbCF1dqms3BlglCTq6|5nRONG zy|9FE*Xvp(EX@Zk!tABY&M;5*VF8t89r4{R(vpTQ3b|<6I>VPLyMszq&yBg$`Lt7X zZLvH&;3Sz|s7Pe(Q$eUFglxG(`BF+e!%wBOCDSgteb#iX%gLmiYkQe>6`#8}J3E<#R|82?u#5-f$w8FN6d~TNi zzzjum9&w-CU@EKm&ET5#=hg7#RS{5|h$l-D;@`c%M1U{$(ShJW(}Y*4*rt`#hemM2 zk*#H+T#pRlp*Ahhd(}}uD{GviU z&`qw*4>T%}Ea`ajn|M&xabx_RtE{H_*{F58M<`A2f}kc=L*K(I)7i(S+6K^axv@S8 za!LhyF`2Ex#!D;sXC^>g;XcrcH?dXn*jZ zTY~(~&~o$eG(kPYNmMQ{s)EP{d`jd0aZzJMwKphI)Z&gN_Y?{l^p!qh;XOh6PGj9<6oRl!9$=TkH=y>3 zAr{l^d}YuQ@U~TVc6giRX{tTx_~nHqPr(PkC&k)YIoZrFGXZMfX@W<+IQFIrk!t1Q zS$<&x#5>)~sf+ihe-c#jAZYG1IuuK5HaHYQNGoOubaCz}&zGMToq9vcO_aYJ#eUhT z>i*;XueGr;mSCc>Qcp6oq)y{D5Kj(B^w**J^-i-AbW&|Y6pfR9W*~15Pi$A(Km1b2 z4Wy}H^-pN)6Txn;A_|YK(T2-BdiUDkQ{(sh&1=F&zxKZpr|OUJC|^la#|O(PyHz}b z?TOEN5rO_V{L)?c`nXyy;@g?N5&$#!tz(>4Hds@IV)K0$g;9H?UTKgu_3Ps#W-erCoz=x!0@ua zYQYp@Vz0kn*FL+1@a#n#dgr}I9vmL_UjLvQ9-^j@D*5>Bx!OSJnpG3j)}V}gQmC*( z`rUR6E}FWT7}K2|8#SQ5noOPkU1RoxduXt{y?Cj?EJt8vomx)RlIr}@(zL%OrP*NI z)wKsH;@=VkThB=t$d4t|{BC?*$}#x8)2#G4A~qamr#I^n-R@-~hg-J%Y^{_n#m4oP zzbgNmDjbIoQ`EH?9C5^IAj(gHhdHxc`rIHbDDx0F4upMYXE-%7aa5mhD%+n1@|dzQ z@0AFJ)fe97YT7O4YP!A8sGOx+v_SRx@LGd1(aX!r3=H{GD+1SxwgmK&Z&L+1tS>#1 z@3eFUGqCbPF^+THZLYfRdu)xNY5^^&LtsgtW)!&h?(QxSbcmV@D5aI~VL*hAmh;Z> zK(*Zz=MN7n*-})o5dF;w$gJCIv$7YicK^M6z%iFHz2V7pI9Lg-t^H6+RZd&ZB*qZ7 zjm(QEI)4=)jED#tZK7>vj7HEyy@|U0Wn#NfnNUJU-^00vB;6ERe(~WRS&@Gt);`B0 z=lLd#tGY>P2jW@me_!{-N4D<0 zJanViIX{$1TRVRuYJH_SdEP$w)Wjj{)rTB98<#&Lpt0v4bZrev@FV`z=}ZcbV*@J7 z`Q~)fh^dv%@?wegIOnd1g7U>QtA9zVkmoI2!xwGng=39cLk|Xa2m}KDhiyL4LAw!? zKUa=Z;%UU4j)b(wCwqy^k zZ1Um3L2rIuet0|3mM|6-5yWD$(P-XSf>A~#eXd4PpzxbK_O-~5x>fXu|K{xybSat6 z?v3Wabol6KXpDqmOFp~C{##ptmvLpV8QV;?T;pei#7i;W)}cDg9w^Fz%6+7&YU%sA zoDyJI)ImFvdwpCHMQzo#9Mgt@-8}rbZ(5zAyexL}_1N5##rb*4MNEdT zf;%0{vvqb67k+dS1bTcPn%Bc#jgBP?_HlRrvT_x_qHUZeE+LVcIy&HGx`OWL>pHrY z){28j?NFHGwNo91pxjqGo*lhpO;amNwM=cVF=2au-a1%nLcpxt08>b}dJ0;j*q=yW8wQuGn)sv) z8rWez=s|eq!}G2d5bCoAm9@TUB4ReCb0IV$82a2p{L69eO_WjTuVB9IRHrVvNS|a) zh_56EI={0Va`%n&l1f%k+Gi|fI{+bTlYKH)9)6VQ^|CeI^l!1-Ee@A^tEsy0vEQN_$rd8; zul$_qQ-;%h0vg2bT&4U!vEAnVx@1Uglf>C3Y?M)3TC;xDq(MN}!ZdiV^Ah_i*cGur}w6buYmy{wOS^J)}*I+OovEh$5F(ER(mLTJ@ikGJ86?Snjf30 zC^f#@-nDDnSR@!Qz!(d~wg3Kshuj6nTE;w!3=r4M#26G^2>D;<)Ac}_4sZOE2}oI@lbEU$|VwRXo$h7BC*ZaI8{`r5va!l_?~ zvI1x65^Iz^B}Pt>%UA@8jaaQ;8U2%&7{1)an^)VN0B!2Aqpf>O#``|A4tV zkIJ|pVHIZ?+kVI4&lz2yr+m3?xG!oR(bmDMFqR zOUP-(7Y}wITWr_?iUiPz2w8|%UyF4~H0GQQZJ%vZ9Io-n9$Ed!4(tvRZV2hXwYicK zpZ8*rfG3KzgJi%}s5ZzS=+BbhZH>LQ->UyLEguhmT_86Pm~rOM?6!UvT26G6bbb4T z8-g}L-|8SP{Fxsq-VTcYcJ68mHQ)LBu$5EJ@n#1aBJyv0<%$xdvJ>o>*Vbj*bNj`& z9qE4-B>gR#_W#iI?(t0j|NsAH7^NW;nISpLImYHxA<7|zlv6pZa>)67UeRF=Mb4)j za+X8n%#t}~R8Bcf!(?-u^QqtS_5OZ-F8*@aU!KoBpZCY@cD>#1KC@kTUUnH)dkw1& zh0G1)T&?AE@J`(EdEf)8`WIP#z10b6-1r^1BX~^pgI~BL`E@9|IezirE8exIcD|S0 zNJwCFfJo4+f>3C76qk?GYiiol+NBMs+hXe05^kALc3zL-{q~&O-WZSSdyj$NMr&B+L$(Vylnv9>=+^$) ztb<3Tm;C*LuGy5j1v>-*2Mr(^yCm-`5Z=U_dB-e{;f05*L|}A|CX{e09^DBEOxC_| zag0~TvWNWcQC~A(JnF3Vi>^I|WC!T`ZK-}UKs6f3>| z#=26P1z4!WN9S)_*XZDk)0STZYzdu&=p+1{z11|YF(XDEhioPGnx(KZ$gK41iww%< z?*}94At!#?Nynu3%DC8$*?j|!WmqB9aOrda8u?+)M(B>ZVtgm;lLq~K zZJ5aVApg@%t1;F#*-Fb+#jjXZ!e3YwwyzwE(RENU>I990-NTIQq9LkhHSYahYH>&; z_RGE1my*@v&4h{5*c=xY%FichLXvrsB zsp_#yQs3e6cqY|pD~>*#GY4viP~53+vEQA!e3Kvr*yND$lpw;acT zHg-Np4RWyr+Jj5G;@6SvS%ulp2(>gHAw{2BTsg76U0^G>{&Tx}QfTK52HzMq%r8Sn z%_dfw%w??^KpUpAothB;8(J9At1?07_?axZb!FOJ(tjzuBjI_@@ofknq}4c38qgPAl1L?2-RGA@)7!a;AxdB|CHP)K~Go!2jm*?_TI0%u2u*(qr=n z#vf^A*}-kN(Ok)Y#V7sSU>UGtaBEB1d7}jF!GZN8@m?`%Vo%-f?D@faYJ#q`mTlm< zzaf*1igbq`BMH2FB<~1h+m5;UnGW2NN6fF1RG~Mn-x|;<8h_J7_h_(6EII@VJN8d*zc@VcF)s{uEJ?uk zUIwAW-VZ~; zi6NiVI~M-=bM%+phTkRG^hm+vL+n3^g!h~p%(MKnENi|;tK>3k2eWqeF&2*a8#l`Q$>EY{(p{?-oEumnvAUn`Ed(HWt z;23)g|1p+qK2Akx2Zp=f$JT8flWQVRysM%&;@kvlmb8;CSqke6RTGdL3)5si zRmJ(5HPQywRbW;C8@GDC;bc**rvhrmC@?T`Sa4&q+#|8Cr~AF=3*{=`LH)%SElmi# zp69LS$1646wiku;!W#z|s%p;J7INq$USz_;grYfqy--=cwZ;ktk@dwA{M(4Xk;UC@ z>q3)j(f*Tt6m-egSr82*R{kMejzQvM*<}5vyAzX>{5|=Hi1qB&-nHTPmDA7~^vFsy1yCRfTZbL+v1AL+VJ`)^(O zGd;7*h{)q7ouR({dteG1dL|J#>VqrD>tH$SInZRR5Ue}2*duoeq~B+1M}v!@-EXXNi9tJZ;~!oagE*3cC7oe~;- z3^o92^HHlX!aID;b)`=FOR>J!q7YB!S@*F zV)gZ0Zp^FgOI)NIJ5TE_@N!4VF=%RGh=IM|oxSab<}rR&Ts2>Sd}@<7#keJ}T;lb; zND}jHvn2k2KZ-GIoR>CXGe+_+uaWq)9iy*Yujg&gQAqkR;uYt?Wv?hUpT0J1AfUFZ zu}t)Hgima|X0hYiThRHeO!F`*R5=(N#*9>kv7uQ6sb-G9v1cQc z*uMp6DH7JE1EchjCrb|{-$w+QQu!p<(-W={v-i{UXO9NtgWhfq*T^_DDi)Tt8QX&C zfOK0b(WfJ(E}-=Lx_19I=V6Y5Vwex7`Y!?ZFQ{?ZHuA{rH(eKhgMAkF_XFABQ~SF( zUY)Z?%n@4-f`|k~KP}8kL>y*)=zR8VJ=ohf00)&$Upexy+E%J)8*A}Qwmgql(qh&z zU8o;ZqM#E4arpZ?!ruN>Z-{CE2BzxFHr7RfT`^F(5CYb3w6FV5Q()cwlJtVm7@9J` z9)wg*SZESJ;w~l^JG!rR#2P;jALnv(uATS>%09-edfESSB4X`m%R%ougm#2m%-@!B zfdqzUXP{u)YAE1I$*_vcZ;O~M-3p`FUv?R2;(A_du|B-Z<8aYKf95FU7%+df^!NG0 zIj!_Hi;bg9dJ?HDj)=CP{bs5$;h)e@y2gBc=drG1pN`R%#6ilgupBVY>#EY|bHV2y z%(<}kK*yC-?VbqqVpE}sY2po7wXbh*65*7 z^V+?jprBIV+D9sQ7R+Y(B_WNIppe#wuy@OmSAiM;(;!4@gkN5Rg0-1CibfGv;E<4! zeBYWs;K3m89OskId)tq?t)3hL%$UB1JJ*(*ENsqi0hh5v=FmHXR~;^6dYdgqHTzK* z(vjDR=(xehE+g9=1MoQy!aZ(Vj&sJ(3oKX{%m zA&I3;cb388o3z|_&>4=wRw!;=(){x+?yrvhhmWLxW?j88oh4baqsFOx&}MiL_q52& z$zZ{vsOyo|GIwSW+i0H=eoLy?8`<+)B3hBdddtI;c!iT+Z=GYE` zlB1cF@D{xo;rP&JZ}3s|5MX9quhU3?jOfkn?+fc+x%~$T%5Ge4%EtI=47;j~0a|Fs zV^2Y3UzTeP=9Y%`W^VF+!-fz)qabr!j@o0}xP@p?=QW6&!EOcnH+spf@rj9HuST3s z1Ey)e4f>@#{ujSSfC&$Nb=5ryTr;I&O2%qRh-Cz*13HSAX3R4G9AIGj_sQgm-O|DLN1;n>LA* zG5c@Dn1Vz-;4b<7C_FqIWEL>OtawI_NF+iF+d|@Y58p>4vsZgi35$d8R2i?H^eT69 zg~jE+{JA{6wl5RQFTkO#mA4DOWG@iP9;6H9vy|iXJC+~(y+xP#Z2RdCeR$ZNAN|q+ zJ#z)^1ZgaMn0L}w|Lf8#+6Qc7NtCqHpXxj2=A}=L#3Ft*e5yX9hv+(a`5!Da)Aq~wFy7=3yXYqLZx0l zL(Hw+35k~RGT)|@5eEmENvG8Z$9Rsr+w9qZa*tO8o-{a~7hAe2a-iAS7O;51lw0Gw z<~$vy_<^5SiwvK13yYiKpX4T}*W+OlYc$#oo1z-t9mWgTt33slaAX3hri(H`!TrSh zeBlg1O!i_F|4+zSu@!J+$@us_iGfGOgGHygxw-mDCWc;c*Y9#6;jYAXsZ`xP+8IR$ z30i-@G@z!;jBW6Uu3(}PHjVSonr2mY8rpD_B?Gf7rQ zCAwEYLG=-@JX|aZ8Qr0@fmBOMXyl4F(@hJekUUio7_2>)z5ui{!vSBLC-EoH%ckK_M z4MvLr{zfObty@QJ;0zM-SLZXT7(ok=f8jmo?GaVT2n!^u?7hIrpBojN$aTzN;|%Gl z#-LY=)t;{QXuz1fv=KjWToQ~xTH5Mh%u@y>F1PKN; zE|=A_{2AwJt-KXkZh3h-SW+P0Gq*(0u4JS%HbTM+kKAvMw|v*Mf)Pu6!p40VQEWEp zw{Z^|#B?|p2_mjRGGkv~{N_vT9-XDP-J=!DB*xOsJREz7w}bV@_j}Uw^3ikx!ZYh- z_#9YsjgGrm-}K}lxak*g*6e$IC#vX2(%tVq%XpgNx$8 z%qLwlnw^f|*(0GHRlg4suLI;%{oZ+Yij=MlN!pe$&#un2qN-YHr+tu{G;l$R9^`IN z)yf)ZiJpCZ>AGvl;i-YNx;ef**&}`}_o-h*hz0Rha|=CWH{o=@7E9IOKsbRKaP^M@^+iA<*e^AEw+)3zpZLQHR(!5okOYsqO8Wq4nO= z!Zc<7?|l4S%-5=`czYr)sqwmSRDIr*N1tgW@28ip&j3TG-_r6tRt6OZnvjE=$gPOp z*imvreBpaUl0r@S2KqPd0%XPPCkVMjpLh?qCL-L1s)zM z{IY#?%Ty`tRvvnPm|@T`_;gj`-556eD)v_RS|Bmlmd3tb)_zb{Eev<~W zl`fk-wGb=xehbUqo6v!N2W?x6?dlk%Ocb?SQhVDlaSUtUn#OvFx)pqw!)$@Xgo7?dg54Sq;cIwaCKvd)jC&2f$sL zj~!nL$S%B&iR;DMf60QetcTA&gM|c%CG3CD5*W}==^|Y#VHMu#Jm#Kv&*agS3)F+B zF&6JE$9rlM#s>!nFKScp(m9k_hRl`VU-7AdS8y0-RzI-LK6wrEuhtzm>?YJ2Gfu&=o?PUDxmQIW4MHC6e3_IC zz#}%d{XDS8FK0VOKD5P8&wA#t1+VEY?3d{N)H9=xSD?JZ z^6KK$PE(jve_JUFM{l_PmB_;-m~-s$^IK!s|BPc+AA~q>k<9b?tst>6B{NsYwdB`- z7!>rXlby^qCA=&v&CS^}o%HW{!sJ^{z9exA>qQ6!;lBOhNF4rZs#dear=S`#@W61X zURr}q8m6Ax2>=_$s%ugDA<>wohwkZO&ioofC{0ZZ;0-6VyR*YwXd9+^cyxqjzV8TU zy+uenuXRC46eECn79Os3Asob@2$>1Z!o(8iYxICqvbu&wtofNi)pe()uIrN`3j>)Q)P_S78-B#7SF|Gm7b~DM=Hd{kps^5&{6Z* zbviQ|wF^QFinv5zXNWIw7u31&M_yc9 zf`bXcDp>!(i{R4--^SFn~zxM&Puen`i zh-A5R92Wd+=i3#(o|pZ+6H1Q6?zI}rBrdAMyV9CPZ|#AL7L0qr7G)|7Jmc-Qy92-K zV}I9Ao`7kY#cn7gu})W@?#|KuDA*N7C4({n&h3JAObun)Ptneih?gcrW_#NZmEO92 zVpu0ZYyq+g6DFHVTB6Zp5JYgo#U4)%1V<`~f9TsW;=-pn%UFoj{C^j5bHMF95p4RX zy^(FNE_!LUwY3$gA7CuZ&HI z%zVm3kB#oyW=3syYYl3{{fZG^qY!aIv45`ka?|ra54r#PE$b-i-89teXm&At9oNDy z_GEm2BzD285v~m5M{!ap6zti`8rmmcFMW$;0Z^35lX061B2gm7YHR!Z`?)e)WGP8z zvU?`_P#Mjib|MCvua$VH?;{{w^n9?}s6M;S*~n8xLnPL^gTK;OvR^SdPsth1cHwsb zD+0U?EKKle1EGQXw?xlCW;mH#tV)bhjezth!!%v4H(uV1r~k3p;;|W2SMJ!m(0GlBQ z@;GW0e!k?WVw4YzI3=Y&u0$}d;uhA|<(HwvJ_Xqs2#@YlW@e6vOcAB9aOBa$Hl(va2!;M=PvurGN+)&C)66yWd*DAlM z^5S~O@11bV-M^pj!Uo<}SsbTr<(8HgTr8F_TO1`qgA?8uZPOYjAwC}`MQH7ZEK9d$ z$X;{$Mb^+OM)^VSN>MF*AEs>gG%}fR^r+`nRm0Pg;;<9FfUTYcvS$xWte9ruF+Mb-j_ehX7%pTXD^^c<5g37q8Mb(}AqUW`j@?Yv?b z5;LnH=kuXIiaxCaiQ~<+WJMHPYIM+>>Xnn0iEbv#S_@zt(m zP0%#iX`sF~=Pi?CI*C69!3Sz^TJs3OD>)$69|ljo(vK!gh!YzOOZ+1-yF=`{AI66g zg4gbN%w89IyB|OadTE$YzjAXb@O%!vbzyCtq{1C49*|O&t#xc91vB=wIlrJ|s1FGV z1(3P1owTYU1K;;j5|`FMT4;JK!g~^!&(k(@iDPl4mq)+(_BE77YD9!VK3@|noYNQy z8|VOg?h(gJ+#_PLCqyO0J04o&x+&2i;FCGjIu3wHcs~d8K>UUwQu7nOt09{4xh2%c zuJm!++qzfdPp4>Y#bX1*j0HS;h#j?y?pkP<)1T5Nu@{_cX6F>X+giCm?;lTH(Fkeb zo`q07|1qcN?i67+X`;^>V$jI(1!9hIQT5+B-fy1aY!gwG9_f*IpjL8MZYOW-Osx(R z-2A1@Pbt?>p;3fTNB7sDfM*wW{fAIJsg|mwYr#xWf_TG&kCO)%{tg6xr0V=9fC6aL zNWFM;)lS?^tI_J~@ucbDCz5Wi`su<9?(jw1w_-7M5{5iodcrq!g?(+7(XxduQu6o7 ziU^!ojwn}*!freWdUmWw=Y^{;qht0xD}P}n0XnUbKX}j6*Oy1B2{1<$v^Tt;uIFr!d;*-GYj+D+ zvlXQ*l2bdL;ga&#fB;jp6WLWPQi?D{EI>W;+#(cK9eqy^($?iz*kr#EN&bqQQ;ihV z!KvociE0t^gKU(S8mXIJ!G!)9pM78XH+Ao#cRk{7B92i>(b-v9X;`h6%`=!jY0!}k z&4hh3jsNhMv?{uIBiF80&4w~;H|OcolSu9_}2UH(*Wuf25l zeF--L5!|tGI7Ec%%NHaxRmQ%z-!2$^g!w>UXj~4Oe96JlcKYdWy`R0;jeeF&oHi=c z+;eXR;+J`Uee(L<@&Ru3Zt|oW_wFPw6gAY^^A>uU-H?H{wnhb}qh-mR7RyMXe1}j- z?(0=snRC?#r)>yIL;B+i*^#!{-<_+2*aQ}G-(kPa>2kE_8V%7-H!KLTh8ha)FuHQzSIqa;m41JH0(D9 zm`=@}QTI+Z6Z>3RszaBT^NuDCGEa?^hE zIoq8a!voLjvWb+9!=%_dUvUmwxwixy=35YF0?=GqdRVKQ9CoV8ng0^aMAX=Lcuv7& z0@KjmTR*&rM^&=25MDbuH|*Hp8{nr0!>;17HEr<63h7avhRR(f&GFi=>rB~b&c#~B zR{7cfUgYB%jl%?5q~ah)9{N~~RpU7SVPC{1f_Sl7F2O{Q|7hnQ>P9r3Nhsouvft;U zlUbm$Qb#4qo`0Gw8i9sF)1_c=;n9Ts=Nvu(0mWU9K8R-rTwIpiO2rz#`{h%i&j0Tz z>SGPdDJkWw?_{Kju}Lr=o0-+Q<=+&2A;zB~f;t?0YB8OAs$-{iyryQcGxf(!pjCsCFQ?ECSAHkw>uNOMj#T(dsHb>z zE9xhTWeS>RRD`5Yk94V+mLk0_eRsZ7Vc}vf+Wll%lP*wDBQ+B3Q_y*n8f@h%LIlMA z0z`RnDZg%Y2D7ole=YK@4@17^ElJZ@E@>#eHrDok)Gztg&-AtL61ct}fBDS7dA`o*J@^!c z5BhQZCSfkp>ZdX`x*|*^?Z*)S-!v3ekI>B7?FH61WYmL4@IeOEeS_ezMN;JY#DvwB z!qn_7eYGEN6^M=wc3|-Ul`z(|hf|v8cP)p=<*M&>vo-uD7Y<%|ukPLM;W;`bT>RvL zjobDue)WnkmdIph)ZCdiK?6~3J;#`hz`CT#yL%KN7QgtqGU|P&_iI<%-Tx;vAsTLn ziAy>^xt$lHXZU@(uLhp9aO1UMjw@%Hcpp>7M?Phw4xYo~?S$AK!9IW9bJ^y@GnEY9 zySaP3km$&q!?Y*#s9-6mm~Xf|?CYn*>x=QW(LO`6Sw zqFxPJXpiv-*ULW~P}>HuDQkCZK8+1)XJ%*Xos9TapaPZ;;Qbm{%&|&v%psp?7I0GLd22NwC z;3y2Xo2o58_x(o?gHUJow%eq|e?+(}yzID<+Y5R9RMA(;ZYYx;8D@>p@WgqsY^7cVZo0TL-AT^fw*s zw$)=!Eu%JiCgZdVyC=IIipG|a7xZ&!R&p-Y>K&tp_~Njf|fp}8mciqSKD*Sh4h{YouM&k-Cy%^;R}qT z=?*PTd$hzYcv>UFeQhP%Rq2J>B&Oia)fe?-xq_=NeglJ8{rwoD96C&AyI@uNw2IrW zGnD?*M)ilDK+w#lz-)QQ!0C303+jqdQK{4yD<54ANPJPEp?O#1>Q!A~Hx(Ci^Ae7O z^3-3@D!0kfQt66O=__veO~vNiI_5U+N>7isZ?@Xj-x8z67>tBW1y z)IZDg^RflX!R9YUiiC3b0a|qbD*@%j@s|(<#JKQz+x^Zk$78jNc>jsrZp}-CW?!}d0fO5tjA2ZGx5Pn{9PqAvswNU|i zUwKykKEb$)4YvBuQ=fbVaJPb-K$@=)xd$e|myR+&KFNDVI4aRwNVCO9-U?)bdV^*D zh@B~2-T~yHlTx|>$2$dekZSz{+ijKq3M zGH)UKMF$DZQjAyIQgTDjo=Jc{SQl*TIPFMK%45_H^J8nf`P#}W%7U0c=YvaVZAP@r z^;A0}Xq=b6J{z5)%y}7TzpQpdz3tln zA|tXKkAjMax-V&K5}OzzIAp2_3NGqtYyk^a=XcKIS!-V4I!zct=WPv*Bm?8HAAnuz zfaY=Aouxn}!@@05Jyj$H_xEX*y0u7RHV;*)t?>89T2SG5_7@;<`f^gm`7ju<`yQh3 zz-lCv&p$((Ct%7FxkWKJtR;s=Xr^spHj3!N5+l&RnZcFZSBvswE^UXW=vH6$Gzn#q z;3sGzFtrvK_yKY9u+E>_|4|v8R)p1XMkDcSMwlvW` zJdf+`9Rd=-VYc%T#kFlon>Smh^S#(6u{mGE^7Ky~bRMD_R=0)VS;jk=p)!&djGNwj zJxxlMKDF4+Rg=J-38&OD$Tb$vwN8KNFxVNyfj)dgd}Xa_#KpgF_5zO_l7_XJNxq14 zgw0fOp}wwl+l%3^@WjK}pBK$2^G%*9hVV)ilAoF1E|%#Fm^^jz(A*q|1Hbg^TgZuS z2^;vn%{}h`mAQtA!>`;TqW_!E-uXLpd192jEfox}8{#WbOuTG0zmqa5EXs5+x4Gq* z-|fD8^7YlFfL$4|9)bxNt*v8gp8|-?<8}xOukQ(nEkRfOWrt+`RWRoCHBv6f7;JeU|4h-<;nMpYva5Y&V>|D!b0X}4 z&YUw5OYh$Mck7z@5D01a8P00GSl*}O0Lx7XYa+oPL`Um zP7X3d;76Gh5r-arm^k$->fX&v@yuESHFHy`f4hO_C+R(!c6&pkzTpiII?E)w`Gklb zAH?7C%-XSbVoN==t*F1uJjB^< z@cR|xr8)Op_M)Fb(uprhOXVcj+8-24NHq#xi25}v_M@cq>3dOopIPxj>VX!pv-ip2 zqTBc>n)A}Za!l!0&sCj>)>eTMnYx*Bpy~lL4H)(Bq*71V{8*;X!SCHPbow!_wu7vp ze5ba2OAcMNIo5EAtE6}EO#iW>^Y%zrlwsOJ!_~E4hkckj$7i2avbmWr7lw`r{WgNV zds#St$$v{TGCjwp=zd2=g96NvRp^{;p3*4uK|}jB(^y&0X?>2r>I_5G0Qv^Z1SsO} zlS%^SMykh)i~<&b;sEi+oZwI7yFJYj8jeT5EnVMJIiJb=1@nX3C!a0iU|73>cm?C4 zp8?w+Egu0I1>Rzeb;&j4TGS24!N9(~A%XIo$vw|J(EjqS9pB0;d=vx=`6)Iiq1$X;bo0-c|eDK107mL#;Xug)HcH$yRa($ zzZ62U1-e=1(`83FO(8(Ie!mtiO`d=fPX!xPCoxC_@pRlI0?VnL1SD^7Y0oH`um9q7 zS52C6h}i8!&2y4K-CPa=U#s{8*8(`?35OvS_aKWje0~30Xgm6}d@uG#wGzmK0zS1y z79}OFv+#(h<(*HVr$PS(7TMbe46BML7$#qEoQ#*K7-N_ZV%BJXTUYK`_ z&wTIP)t80eX`TdN3-r~LzBgb~^!g*aMw|ukAnjP(7HG+LS2 zPf4rYHil5ev{Gs`pJj=hk+`W`(%>w^@9z|Eqo+-lKQqgp?Tq?nIlpP_GyhP(@*lc! z^~+_etkU*Pqd#o>fZX7Re$gcR7rCRl*%kIEw4pZp_^-~8kNOCJ$)JC}G4`v913eCb z{q{|w-q=!7{}q{D??x6FXD$M~7MiWhnq=u#r9sNP1PXV*FjH zH=Z}F^=kU1t?vp`VG;3V-BTt4lW+d-v40i}jw^#Qtfp#h|GJ~lQFt^(jQK-*Sis8d zab%7E?~m0V&PM+kt#|;5$)*@y;1wh~Dj){^f!g86|5;dUysm6-`PsB6tI@dKx$C*> ztj0+8IPX_npsR))##jz^4@tZ)G|gr5XdoFijYKBhG&e5#;$3e~$AQdlqm~Df9 z91Ag!RNH0j!*vr!n`*mSgbevSah~q`Wacq}8*InCQ=1VJ!>;}kJ@ZXU^|iHJ5YO~Z zQj%rLua7Z=9L?fLsd$j|G@%vFhU~hT-m`MY;%qS z&PppQE4oE-6k+{=p8{cF-I+kGravuo{%p*|8l?NJZ&A_}QKX0VurJ$M+Q3IC0Qf&% z1I8Mvxz{T114j67KhssfAS92oB)1NvdU@?|p*N}WZ?FBE9An`4hDUzVd@|`b#QW3t z?Icg8Ra7_;BphFfz1Lh*UeHm^o4Kv|V452B*YEp*j1R-PLuQW*qo+T{KlvAa{0rI2 z6IxoiYyNX3xL0f^cKaQ=PU^Ms!cLRvr=F!INzF9HxKncsk^qmo~OdEWvU*SAV+ux{1hGIXI{je?5Tmp50a# zPlwYApGIgbj{Q};XLPae)AEb+t6w_gD7BX6w+%+>-CCMbgmQ?6W<_ELR@rwwIlR~k zYP$C)S2%P0XHe`mAO8#`S;-O|WzW4?;>ZPQ z@QU)!-6$0)mf(I8Am}|=kJUc!5HSY=i>~W&*10|9y&Am@{9`USYsPGpQPq=&VsE<# zEbhks(WYAwPpzxL{k1YIlbu@55tLe;tOzca=mf8Va|~HpXf%AFf6d&l8%iEgHj;TG zdPovAKMGb%W2=0%A(W{d{S+k0cZRJvo-4O2iw*YyRcvmq3+bj?J&U*)K8M>1|@ciMEexQ2;^rhs7xJ0o; zRG(p~c%e#0*~(g!*iXaI1e>Rd4+mnK-1F}>u4;=}|}O{?qYFDa#;0mtd!fqJ^0lhwCCI>J$)Big@u zwik&)zNknx%YAbqd{5_7vyl$ev=`W$CYW7BK`}a_Punmhtm^07la6{6!Z4bii)*Dt zXa>a^BHADc$sOl)g*t;i;XRRL66y0ko^+5I_qmQmQ(TfKudQ560}^e*b;Tm+qU@X~C^ z!sei3_T$}Lt>$G{$726qX+Q?d@MWQobDt_OBT8SDyt3gXN(Hl@it_Tu%>ryIi3ae2 z2-R{4rS{d+-RC<^_>_S|yV#qHf+_xUcR7yk`02gk?5RP~B(!Q~ZEIHbQe6R|cuy!IFoWkO-U}G2Zf-{PSZ{twxgSXSo94Qx zoVF#foTfFu+rR}no2rOmQwtF-c52ly-63^ARy-rtB46awvb$2=4etm!(;jm~$j|l` zJQJF)kttlXU1f{%q1%iy@S)IXz_9RgESv#>LX-@y>)c%>A!EYN$DExBwD{f4NSy1( zGAI-8auy%(-RTe|ssK%AwE^)|CJNJ;XphfBT!``btPAX)d%cjRe?t6n2c`WJTo^Ojdp+Vfm6v-+V?{~bjr`@K9d{d zpw#rdN~!pZj|+|uqS$ZTEq259DHg9>_`V3I7-)!-1UrD;Z9scd-Q6)!f!oTH+Qqko zes%$e(}L-&F8fan(=O?@u*!OY%#4r2>CukoIvDh9t+&P&D^x>AJp$X{j$bB-iM>1Z z@y-=h;0USDPgItpe9d!y0S1Xt?W+lUDSXukq6LJ=R~mY@RHk6Mnl&_x8rLrEzsm9- zPx;5TgSp9_K}IYUfsN=%pG1vCx;rf0BKm{4S}t@EMd|J|9JZMTc4h4TP!-{y8wB?G({{sP z^uLU?e2P^tbbZ5@C2Cl~eRo{$h(D*p_r6uKg25jiPj{tz5NLR{C*re1#(J=|1z2^; z?zuiLOX1PjWc^D2cz>zZ^`E{{SJ@vJ>j7(z^!-W9C-h(_@3fY;_GqLdVOlvhU8Pm- z=XUOY?X6dJyi)48`k>@17WE+rrsWASws$$bmtGP)w{j!axIX8%1b*~ynh#A%)=3I8 zxPWA-OzkZIbkkJMZzY%barnX@P@$2^B$l0<{}i!SS~{&Qxx!3Vh4Ikn!Mq!548NbTVarl4f7etxN0 zQNSo-e+wsRe}3S1C5|b&ZpbIj(8O@f(6-$=b+Z+=(4lfoSxa71H%ohjXP|-hb)=_ z>(TlBDAsiFz|^pBQMWI5O?=|ggz#vGlEhIa?0dQB+QyG?|Au|UU^zwsZ7;69LorS^Zq*bt0!usC!^-L-6svJne$Scc#MW%}X5?7+yjG+4-3)%&{p9z3!M3zX=_ zEx@cirvm}6wJdZTN@hzCsV(QR9?o`K{MOZ~XpW)2pay^sP#=r@nB$X?ACG`6;Qhu_2 zuGSrQps9fKAV!QGx*vucz+@Mvs8q zca;2^OAidI|N4}Y$>c~4agV|uuWEwkadllMhJWuXmfDZEhajwcwE^-6u)ptgEN;N& zXCkjd-2@u0i|w;@KfZ_R;GmVwio^-(Qv4YlW-VK=8&#U)hGFq1es;ud?!&V-G4b;T zLgG1sH6X!O;b*rBd^*GAdxV3gbI1{I#Otj;k@=C&vfxRc9Q+d-hS9giV*Yz2luRi9 za2+=qCt3zNpBG&g9plya-&By7fODV2tHM}eIXO=L*Ip<96&l0qvgb};PPtj+>V5kPaPL^ecy62xsx> z=m{rGN&dXVyIvlL*-Jx_^}p=XdwufXq(RgZ_xBG&SINi7N^6hY%j(I@OH~${wsLij z0(@A(o1PJn3Gbn|LUF_mws{<8KNIvAZSU2cN^GXT9{B7w>2I=HZ^`BNSJRcrJ!@$- zF~{~Kny&2(CtbigBo&$^-;#ePRhh0M3Q?&75<>O$KOs`1>pBsaT~vX?jGFxxqssL5 zE|OQsVb$voIE(5Q)Or!olloI+o2|OD*mqyd6WC<5FW3SNd*q+ zj5~9p=DuVxpH+QiM+7{`>%}Z5_s<*bS@J*jF=0fBoxjyXCyFWltlvX$djPc-R@X^Nsm{T_d`} zLl9!~rwJc9;aLbhV3vQSP!rD%gXK;0V?VgZlb|a2GUyb-@&7W=*}~o6O*0V&c*0F? zWy9aGERjljY}a8$XS?Q@rv=7Jmzy)Zc>ou{fOhugB0uGgSAQinkCP&6nv{aU%7-EO zcpbQ92J4gHhH^IElq8{NnUP#K`<9>IykP<*JUwSnVK^ zA$!DIRE&xHHK@2iAmchL-y;Hv;0{cxv}FiOf0*?3Yv7!{TIjwTGNw zxkI~%9MOQQ;c6@k_0hiD$AnayRZzphK2It2?>W-rdc|?O(2pMBbkr8dAp)^?S%geO zfI0CWsJC}6Q5Rf{wc>$ZE*o2$5_yj(%mBsPS2&WFW?n-YzjhJ|fYw+IpW@j`oGWVG zK*@rgW@F1L3p^w*hf!4H0&2}1&mLcrT!uth%MEwgs=rjv_|E)3fbkCOx4MTymNEHl zUY^9Gwewn*v=RC2dme((rR?mh$Gra^P3IoZ^#8yA%`nFi3K=HlP~Oft%~^;_Q9?N% zQ`(+w$V&kyx<5_z{28k2l~?ogr_?UK+y`Zx`3U{g+z zO(!2BuO|PnT}zp4huC*cHS2|8k*EtvY3<)O-(n07#($r0ajsr|AXE6Ou>5EMsgUiG z@sx8Xxh5n7Vo#XnQ^(a=%lN-kepeCY3y2}0PeEfm+h)CDH%dZ`5b>197ihM{?kM8!i#3K2bYgB610e5Gg7h1yTu3=Zn7a0{DQ{4|Kk2_ zK=$g{90yYNJJ9q8QR<1C8#e9>UnRG=sV3WQS?F_ zOuoze#gEusl&J(7&w;ycEQCh5mTp~|jGyZb}uV8r?nI+VCrABO#hKx}lh37d!a9ne!QPu z@mXbP0!gy_BpWKAN*sp>!^;7oH^Qn)-`L?2XA_1+nIcAOS~))@cv;9l$U%Ecp= zE)Z)Z1)VW~Wlq+HmYd(~Xzpy5Mga`T0^2UKA%12D0%u;<`TPPGcvAVJ2-M&aY1$cU zfdih;eyJ((UDmFCtZi4mT`=kUiF+fZdP**m&wTbyNby5!t5CObQKK2{oBp&9ygW0kL-qixcfdQ7ZZ$~OtPEENq5|dS$EBe=5hU*Ro-4I9+5z@ zwe|H8yMg{7uqTS9I+*2O=Q~C22dKA$QeuAlS+U18dt~ zIE~VtWOwu=p-Imay0bF)KsW0{7_Q=XvaJzJMpejg^0n$ zwV6zKyAQGWu^95K?xRMg;-9b4%|LL z%^m$|^FFRj7KMepX1xS@a=U?iZg$P=mGPKoap zTFKTnu}qSVKf%tMOtqZtQp3`3K(9qMGNwbr!d}%CpG^eD-b+us-crAP(>Lr0JN|^I zL_GiY-jCnR5w4Jb;*@m6L4Df^uw>gWHPv8TD;k=}sNW*)>d{oC0 zCx?Mm_l^n2s#U1rF@`GTaZ}m7!goM3WC5s-04f*{fx>fsd@gJM)jQfV{cF8HL{I*x z9f5-&Z{YvT?C9$UEU;8~EF4I0zu;lRY5Z@@17XX+CFSq6;NEAyf^xG@nS*|?Vblbx4GK9Dl z6bN6u(*}Jf;xhunESAJi26m=igV98hJncwxDkCc|4oYfbI`Ib>-2Tlj6p)-=P8vmX zp^|^ruUD4$3yazmv-4#~D5-Mu+22lY$RjeF>MdU75cdJfSB_-Vv{%k$napvmVB@58 zC@g)vByKmV3UIRGbA+J2%5!}dqoGG*Q&ZI=Tead+V97WP=o0Y9{etn;$oHn!^c-`E zhx;jCBuE^qPVlpHa0-Vx87YD$fF(c!+I^p#tD$jFnqLk#i#d^fHeF{dq2-0z;bF`i zID)3_{EKoAzb^Uj)ttr<=YLbtFT#an0}u3_39JTs>qJtvNxq<`eJ+t`1qB?Ue!uP?0m9{U(M*u3CnK+EOh)z9kNm0>LzWaXkol$m; z^XulG2s6GN+q=)cZbg1Hb{b0vz5ByuY(z8Xae|^!3Ld;9EuUbJ&MP~P=X#KqWaU+T z{qujpZ0pxG&fgrWV~^`R@p`Wq0u&_;&QTDHoO~@P*?V(_*rQS%hJ^v&a#POAOR*eD zeJW0%&@5yZkBC z9_rM>2`MsNkO0a%zLKNsMk~uDX~vq!z6PM42q=iTqcr2-G`gC0Jw$m4fK#%YZ^DJ< zqk*pvctWMj?i>^(N%GC^B9TZH(OKF7*#xwR?J)9gaXa&eb={Om7V|)KyfZ?zW#PeI z1l9&tTz3JgeZQvVL9Kl^^)~2o+f_Z$;D7-BdBIujWuMh(eQwEYNzcr)>9vRMlFrV~ z6*r!L$#q;N3B+YxTB&u=CE>4!RF@geO9xxn8d;E#*G^dg`<(w(=?Em>v67K@~%pykJLef^J}M4NKEM2((%2&oK8^j(x6PjC-2cNj*vzUux# zqk?rjIMuD8!(#?J_KBlpvFPE!lhKdiIg@~dE5l+ zH_b?cyxO9?0qKm`L%dE>MkD@_XV=gY$VP66TsChBJOwfz^T>OIen@Wk5>Kn6$+`82 zo=!D^Wn04)iLt8AaQ3*fQ>N@g5q3|@0R)UN{sc(t>}8R2`ws&fs4F-Ukb{fTD3uj) z{Tld2&OBe8&Su2?tRL6`mB1Oi;aZ)hPIQD5agn~|$oxJY*z?kDh5ojddKdEK@tJ`jwt7o=;tpk7G9o9#0{!lp#QUSam7k}4zEy0Xf_!% z%+%Xg8_9v$9CHQv<2AQfdJ6~+%3JEC(l0HUz(Mr*DDL{w8!6Us4X~dpx3HZ7<$sA5$Fz6d0Wm*nyC#ik9Y7*l&=Qn^Vgz zUS`3Ed*d1!CMGGF+aBM_*zYp5371{x;~SU2`FsRJPOYGn7AzKf7hoE0r5QYm6N=eW z;Uf`^8K!;(29IO{`!vnRKuY4up4A;ti`APvjQ@kW0zG6_6XT$gN^l2wDYd$LN?M-s z<8%y~?cS2%tA4qdLX717@&8EuI%3Go-|TdAZ}O2Z5g-{r+7r)*GljI*xD>XUASHcJ z4d4oDa+TJNFhXRCGZDl1B$bPwLmU0q4_l|y*d4f~c!+t@E?6Gdn6YC}J2*W=xma%? zoQ$NNPTU6q`o48+!r4wCq6eFIEh`iVc3d9968|do9)uYZjpiE`oZ9aGZn8cig3aLe zwC$CAAQl7^l7$YIAmYjjeA&-j5XIf-V@EwDK_c}pb?`iURQpOuZ2m{66A!y`lZ{TP z3HwCv?`_F^FVRc-5$yQ%GJ7oG0h$+akq^B@0EF)rpRWOqEj-SacHJ}TkuRm2)YK&5 zPeMdYPNdWQiJyE1NTX(CDPb z;~Cvg`Tlrxcw27=M)UnD<6T*wdAim;?v)4$bm9l<K3x|r5z^wLAi*%Z4d_s@= zjQm;x4_>PoAs;5cAQ~myEt&Fp`>Btv2?r38{&DxiFo2zEK?|pJR!dR&mL9Hyssl9& z9v^N{+UuZE~=DdCc|kD|ChsUEIU0q2!#@7Iq> zui+w_ddp{K{ZqupRvD-EKqYLF0L#Z?9B3lS@X{>$imMe?o#I%vYu$260>Wg7&5@T|9%FysdiumOKv`Bz8`Ejiicp?t{EpKL0rbp zZ#`Vvv*}t$rfWbA$n}-Hjk&$5H zfN8t*w&jbsGY=nGGw;dED5`6Q-x<8l9RPqebW}m(8aKtcOtX3{5ROHPW}=Px15h&W;DHIuyb`S zgB$Xmtudj!{8(+{Wh>J-(3xQan^j;RcY^J)4{c8pZ6NuIHb9kbf@h}2QX$ynD4TAj<8Vm2PSJN7uVvFRF&~oiu5y|&4CKnCh`(^YHryEYA z6LnECB6`CH9wN-uh^fz76K{Rq4`N_HcbgE^bP`|yL?%8ayJd9=Zt)tK|DDp`hwan> z;*l4$w?u71ee?w<4#-FHJGh~G^)EP=3Gp)>SlEf|0CEX=AHBj-@k$p0G%ZT(W>&op zL_|LO@cNhBdP_?S+|h&Hdr}u+hSf5IkY0cD)m4_5kj=|&f^o-J9 zu5a_T0Z0I!e@njxSa^-Ff54*=1UGgG8c>l2p$V84)I%No`Hz@ruF~C1ADLPtP*~;c z=*W{vh|972#Q>N4*;NHAdRaC@za{j*|~MloLTx58n8E?nKS6 zF(K@)C!oILI)b-B1;IdBqZ)(RS^vv_^o>y2$&M^#P{)iQ7C1TMiHdH~WBKVNn;Tr5 zC=v>k+LAB_P#pH2jhSy8i_DCk#fh#Z6z?BgG(#m%o#TQ3Ynl>SZ@(q!v*f^6jpG{b zkf^$O4%mJgd0h8J-DYv+-Y3P24JN_lS>e!y=^G_jZ^(Iuk4+A)KSjLd^X0!($^^z z!*@R{g@uJ7pohT)Fx`%3XuPQNQ;QQP8#^Lac~nZb(LLnbEzs5uB!xSUH?uJR=bm#g z;*zDUHnZESAbN%@@};3Q1RHAjN<=JZg_64xJKEpYM(3s}f$q8xCl{9|AK6FuM2XPG zo?o@qkxyN0YU9>evmk${*2F6q!Qv%XI)81vL=4o^d}n!EFT+zgq;zpSNO3!nB`cQG zsAX5BR*AuXV0R;B0}bk^R-gVBZw7)=dBmIE7oSF|vRe*SSA}O~X1epw2Z1^8ZRWx| zf0#kjN4Uy}$hzm1Drksuzn5s6mPp2Xv$jbBOPZ~1>}9B{K%34RXglXli%$1;-afDM zZzri#c0!aWu^I$tL&h5(-cvJ$Tv861dR!wp0 zmlqDENZAN;5;juSr&>vhD!?7in(g>~QFOi#kgj^=Bs2&sE{pNmZ-_9ks?KK!mZ9Q4 zHxNYcENBvyrCu-ZP>Lg`xwZ_}xJd92cYTTO2Enu{x7aSE{1a8_CHi^3ot=`UJeM~vug1sLi|A0lDi9JE7JB1qB9;c z5)b-PU+?_h+SZmKYV7j>e&cUc?9=cd$!aH`Q%L4rz^S{lb2_t2{2)g1JSKRG)fl#? zbqDZzi*5tEWZ*XX9amaRH}ZbvHYzqEDSzo0-(Jo= zAc{u?9GHyjvko>}P2PgzOc_MR4Kd5LE0=d8$=C*n_uklVFb)2l%g&I#}Ox1K%^TlV6%U3UU+j4Xu?sPm_0_OEm58ZlHlW2S_C z;yQ>$kFA@M*H_Bp_oic zp^cPWMLja<+G}#`G8h>v@$xhqj-$0qt34t<@D%g8UmW2LceY#*74ytNB)7}QZw}NT z(*{0U$3QOy&|A1`eZEdM=BQ_z>O(7*%X?rkmt_QjH!iF$#L@a+N5#;P5cNK132|}X z*jSfs;HD*;`rj$IEK{3Uj1|Hj%MrpvyNFeU4O)P1(pgZm`@+3rYLm-!7P*=eed={4 zTTec03Csq5gzHDv@TOwaXmR-%&Ix&jxh=;vc($7a@JmwVI(hx-*?!}t(3cg9)kyB= z*PUK3@~MsiF><`0#w5GCy6qy#E!gzdw`_UXPx3Fw!*}nV>}Aq`$(U%Ce|KDwrQTHP zxM?HX0G(grMP_H!>FnCP8|PRf%{SJf0G$oc(;CdEi%|Hz@B{H|h|t1{en(;Vf_)LM z&jivUE+(Vm?kloi1po^Sd{uIYpEB|1yfFBWxw*Nub5oU=qf?q61Z zWBt?{#r@z)Ae7|v!?#iQx)g7P>6kR2y|3}>4>z-ko?7CaZrK&D`+5ritc+a(b%;&6 z2t^mx+fhL59{0vxRtoZtb5wB%l=Q+p-MA^AAO&>Ckc=$x?0#@KLt&q|ty;Hm=1QI5{ZDpTMWxUeE7NS_af`DzDn{RZjeL3P;^T^uDR=YDE$zuy4_k~Ccf`mk zn(3r?-wnwvOyioi!N_deDV-ic1gP%YFLlj_&B_0*1U64gt%#UtsPQT(gCrbhYN)I@ zjsQi&v`N&9@76yNX>u0XH-LhUivT&v9U7!6to2Low(9J%;WyDA#{~)Cyh2dYF8`Y~ z##GHyputaED@rQlELR;d%}SS;m*3avvCuuHLP*Dp?Ni2{Cw_K6rgaV0d!T#imaVPA z{jODf&Wly7m_8|+Vu%9lEHm1z>l68o0E42Z5wFCPh&i+Dhyo=#YFh##&4%J_EuMkG z%>Y)huEmVH2@Aa3?48JuT(U`T4p}iAR-i=f z0=r#NUS@*ZD2WJ7*1jygE&Br)$>WeLHc&*%p6|d*jmM%;a&JjL;cz$)h^H<+?;}uY zKGv7w%FQ1yeU9~*7TmMrO~NYUJdq8|cF^m)p-0PXgZ2Vy+^P?&xy|C+cnQGG)n5JZ z*xK)v?uc+iZs-OBxnh1I;NMAW&n%0ys5L(~>oQ;g9I&!^i{)KQF4UdxhV9$B%e)(V z`vc#8INI70VmLibhOP(;=hx=PL$$pe-rjF6Xf*m09=?4Fw1gJ|-;MqLJk3FVqaJf_ zxxr>usr(-O2#1Gq813(WWK<4|Q=5L7+XZd_mK|?|7uLxin{e%zVg;!)Z4AAUjP0ub z@Ro15foB2hzvSSkHlSgBS;DC&=4AN3j50y7>f_<9XYUnGoW0@ag$4p0EL9Q(h??k<;DMu7604aACPaUC%Fs^bCXvw`b3rkRL1p6|*1ck49R!##Seh~WkG8_c0& z17#*dPkDrco~>k;`%JdfrP8P#d)APxV^q)SW*6l9d++TI|M(S|O`cHq*T~q~-nwyd z@gi4Z2vJPJed*5dB1n5*z`^SebLdc*ArK`lE0^uFeVnl0HLCJIALgy>4o7+I4IB9pe2yO}QTb+` zqM4wV(x%nPbq@vR!*k6jS>425)`BRBGt2S0FIy|6J@8|t#l_t|d&mHVmhKRqXAM-s zUiv#;N)|*p{hJqQ9^4pY2=Q0|{{TQcSGayHbJHoJk*L%G)vK8*{AF6IS6{KPj@N%! zR-k}tZ%S?G3AQBQ=cns0Jfe@(3j6#3^5CT(3wFfmhvJO=T_A8ii=}-GBiol-~7^tOWWw&-ltyl&5yzwOo_cxaBPW z3c!7LYRG;ss-$Y%+TQ($1nS*Bey?}Xw;HjwwEJ|7W0k>gJfS9)$T5b$-Eq%Qsp(5r zmT3db=+pPm_vr0q07!s%x?SJqj765bVt>aRnJ1DeoBU-v0uAGwg~sgk`QCtWU3!a)I!vnh+>>Nl;3!zHPF}+rMX|| zhZkK3JNfbb&HJ*26OGff-lr7dmQdvNr(TuDtDfMk@6qQMXb;u4H21!qGr4#c*LBc` z-A@4$if6C?aQ+_!DKV({tM~T#@WArr!s|jvBA+EV>1%kag{Y`Uai2)q!(F?Gz?r1{ojc<-qDH~1S zD4Fl_Rhy|xZ(jL4RXLF0@hIbbA?_fvWUc|B@p#Nw=@C=fd#8UBrP^OdCh({eI>k@& zh2@AFN{}R)>sR7?#@^KWW3PCWP>^1JedRCv4`5`^35ha~0m^%%qB{46!E%kxAf~H3 zSoEcsd;a^13bQM>e(q1r7lu6Gr|u^*1eVYM&mLe?&~@wD1BtDTCD3dJH$05baf}=A z31nWQaWXjtq8}XWRsU_8+HTu^t8giL&OD|JsObdkDY_t!mcT3=A#AY|oP?oG5MYP2{0w1X1h<`x$W>MY{RE3s~LFxU0PsCkM@Ard|BR?=_S&r=_PHF>Qh~BPj zH`QmA8JZu~5qWWQM;vf~u?gm{Gu*^tE|?D4y#f&;ZaxbK$N(K2Q+)?ISD9}qKzP-B z1LLDVgA{cc!RTdSU3J^MqX_rGksP-Zf%do}?Nj3e;}Ng`j({&w6wP}KG+XODMId-P z5wbLcZ?r4laR~immh5y>SB2V^B>QM0Gg6~;AtuK3jjX?8*7b62=IH4wvXA#SAf>BZ zC!p_#OzCU{y7`9**?1%*n#@ zX6e=u{+cHr*C%da-gVeQYv@;xKV@X=(nh{p|BLqmKpIpeoi8e<@VuN$&R;>trLB6W z=eoabhnl7z>oRBOlC}b=SBV&so84rJdK*sj){W)5gXk3Q>FqV`Kfh_!DydWjEK(BN z8U~@cvJqjyo>6^C(*{etA!Re?uQS(XXWg@XnT!^w=7HN+O8LvlgXwy1D!Zoh2rbYUp;@QNU8D}c&6Ptl5oS=J>pr2e)cTMwqP3K8!Zwj0XZ5`r8r zxCuXmmv^*F?MKZeqi-DbjW}x7Q6Kdf1J3%qsr{+#MSv%a1-AH~L_6FE-;QT(FeO4N zrVnN)2(Wj1N^-|Nr_tJzmn@qSadCQ#{iF{Tz0aS?t-!uVnhGv;H*=beNv4w_-dkD7 zKUmvtc93F&zv-4{(f97WIPR2UJ!1V(hUfP)JyekHc&HxmEL5>#u}MJq!NM{RV~=Ps zCkV8Lh^%!?Yr3Qgdsfc97^pq#odl)0%!I%G=FL?r2U+^vuXeEb`~ZZQ`0qcMtjW#u zYerjQe_lQ!6r#4>YFy&LeY3#Pql{(spV}V>`%5+v3~8y~AVToU)wUf8O8C#kSOH!S(csCsID`jH&A%%LoWHKZT#QPhVJ8gjc5bnFuSSos zj1SKP5w1+Yua9|%<7G=>p~9d0kOJ&m;g>AAc)KVWv2woMc!Ef_5n|ue8w^S8S`>AL z%T8rTXHjoI^}0}_5;CRC-9xt$Nt-xsVD|I)`0j4G#!|+!k2wk7ldO`sJ~+KRJZv?h z%okoK{n4=pmbnLdm<$z>QeV@D>k;sPa5~UQJu9k1D$rTW0s;(gpxjd%T+k;ZDJ7BX z>1^yI%&qh*4qH$7^WN3|8D?hM^2ZRaZ1u)21TA@e^H=xv#F#9Z-H95(s;IHUVV-QV zu8x*;9NV-!?hOdnEp0Dbh(PqTzlk`2`gS8xA>E2nVWTHQC-VA(` z)3}NjuXK~}7)%L|{IvlPjvf5p8rV>#mC}q!kt6m00?1|HF!_xtKe3x-Tn}1yaM*xR z9ToEf(&o6!%}qc|l8StY!e{vlS;R;Y{pvOu){aHwxf|F(wCbiFl| zwu98OPtEktuRFLuPPhv|>nZH7r%3HDsI?E6gZOJC7W6_eAWqF5oLZI*VYOu&gRGb) zFzOA)Qds4SuX{%U9y;9ZaSf-EU#h*RT8z`EDgUEdpt9N=#9R1sjm>F!I$s@BE}|I( zv0p+LePLyY&2P57cHrAe#b5?7>=iqPxwE_+_ltDUYW}0a5-9238$7^W01ch^v(pwB zz1Ye!0YmT=+nQf(Dplz#K55vgeQ%oDQV(D~TIXWoF*iUE7%B^VZtFyF$28_Ileo$M zQSgsW`(Ty?PxIAI^h744tm(av!CEv*seB627s7fX&BiOIs?%fTMRm#OaZ2q_^R$K| z0dWJpoq60?iVc)u7CPy(%eTcRl&8urXDVN^8hGKjG)53J6wv)$jeXe>J-8I#;&X~n z=rZCPrN?hcR@)c3r+I>zvrXkkg~nIc=O;@GY5`AA^i7~BJ43cZ)Mt5e$CxPuNz!$5 zjn>PS8i~6MBPEmcW82*Wcv$%v+RWMH`iecZ@jezSPO#MUra;rGHmUaUtelRO(Ej6~ zK#-dL(fXtL)%6#O^4?t$GTWP~IFds59JAICXRs`}ZRA$n&h= zraU4V{R!n6*9xJlJ~i1fKQF}lIooB6z3@8A@sU(LOz^=m$<<@e0G4OC(Kq$TotYGA zoO;n$kEdTDfg{8C+bjGG(MxA7v-e|K-paE6xZPTh4ADQl!x<04%d9NLXM`~D;!9t> z#dno>ixL}KBE3lv=%1|j3jL~EQHJb;9w1DcFvrG3p&7d`G3|Hxi&RToeZAU!4YA+L z%Vr3;E5JeXZFT64?yGkQC+TMWX2ZAI1)&^N!D_uH97#IY9$pEqd8X>+*<}=-?@=xA zTqm*hGXIi>Wb;?#*xwuZ9Ugp@V;)sYU?P!3dU>@|4JdCj5e_)b4vKr%Pk9d!=~E5f z+6=-SKjfl!??lLSaIGay#gTwnGVrR!$v91hHuP5OFsPOKvHvkQ{q(}upS3i{r_mFP zGiT3fb>e-%^3Prk0nP31T^B~uqqR${J^-u?{{jjVF*5q70_ago2KlnLbaqjmr!z{vBSn5F^4|S`IC936xPl$&M<0+2%ipf^r_35 z6?rz%bNGJ_hj>p9=A##>yl?s#6pFP?rV;)#+@*I;PKJwJmcN`)-VV$_n6)#SuB_|W zAC*fw-k&4deO8YMTZLkOuD(2JcNy^DhJUiF1V*2sJHVjbgV?6i@7!J{yR=GMcsbm! z*NF~$UGZw@nCzwg1}PpTJdc%n@N#KU@#k8PRFhu>zH;J0dB~Iyo7EOXR^sJ6DZIP% z9a*;{%x4(lqv?+$<+>Nnj@5471;f>NvM-c(MzC7z2G7$lde>;;%ua}(()uP3eBD@4 z4;gnblbGAHjpM?mi)$&pr%n${*N3tWFONkICNWThiIqEhui`ueNp%8RP1F|W?a4v$ zYd~A`C;!QltRI2SaGf22I~gUu3*f6j!-QA8R!#cReRL}AvWkAO`Ubbx9$gs90YI^~ zN`P7bkU>I6WSw{3-^i_W+|T*R`VZfHV}FS4XR18UM@i_UuTn1P(51@POF)@g??K6? zLz31V@nHd9MuRJnx*Vqp)-1to)Hr8rp}o|som7!Ioh~4va$Y$%*YokJ zex0dfU;h!(EhUYHRy53BHTcA;ilS`ba6%p2ddV>Nzi1{S-r!zu% z)yh9cgSUi|WWGJr`3BSuqX~Fd)%}CgwLoIbOFO{wE~a)Lu(BV{Z+-m@Rb7e9XyuK~ z{wGdV08}+P^AJj4n2yHBEvDz_5p`Q=*STDNb-F)RTEPd%H)x+DofT`D>vcyx(Ae%o<51` z-i#E_5@m6$@%Cg6tV`RQ3mHy(@kHr@nZ9Hz?N~#zW%1tk~iNzuOQ4=`x@hi zlK=P-&;p3-9iBl&erP?9Kg8B4*nVBGR!aZ<@A#>a+(Z_Vp*i{k3w7qFTL%tg!Ieo-pIO`ap zNZ^sS*nM3_uZi5YrwOLzA)uInlM${2n#zLKu#L?i^I4@jyWpP)kkz$hsd!-#j%C^t zn-k+|=~cjpJh0QcDiB1Q?g_lG(300r3X6Cwny_B0o5X)gbtQ_WIN&v}GTUyCo8dB? z!!0%d4hi`QaR^7`sPI(hkK(VISBv*`9y`rsR>Gzq3vDBa&#LqDYdVFYU$bLJ;tjjD zRqk~~ssNDs_+ssjtEz$g9^0V!=rCX-`bJEb$*!<*-ovHq_J}Z4ET;Z%!95PCuo!bf z&Y8Jx2mz$Yzh{e~47~}xBxl@ZG9<8X zo@Xjo9CFYh-ww1G4&(* zy$Tdw{&xE#F#*01aXx)c@=E6HeG~zlwp<-xUkn}Z=}B5_8W|eODZ3#xYv@v4Zv#PAuQ7@1m7MWi zfUef+4QQ_(gB=p?C5K#RA1rdMa9U*>w4cl%xqgbi3TRHzJTBJ-So1W|4w{i{+OO6? z(O=N;I~(ldP6sBIt*Th7|(V>HqLp%KB1?sH*hgbH$RR zy_!bZ#}>L*>1W7SbyqK_t54zjkBi3t4EZ_D+pkwD=gnv4)EHofz1#|YE3yR)3HajE zyewSiSZjX~jXa&G8OBpFx$qhl9SK*RTrp!2Pwz>K4!OqbGsILMouiT(Ai)f*)#1e7bvFDk3fN|gq==UCdXz;&k;B!P&e0&$igGTVj`+aJarHyW=7~Hb<@eU$PeP$mOgKVC=x7I%|8u1Z{VNecO;Y z&U7(x76YJgHe_Kz4f|^=*U4b~7dk0CyTmA2Nl|h6o08|=p!LCk+F&|K&D;4nzCjl~ zU&s+6K)oQm`^QKaXATzp+%1T*OpEgVJyhhZ*P)h!o*T^qgNL>6P{`H`#)WT6OGB}g zf&DS3Z9MmuR#2D33-^Z|^}YhQ&KPY#VOf$XSHrc1Pd)^o+>gHg7ST)ux^YtcP$Zq2 zYBC>P-ZEqt4vx<+W+7zftTZWlKL?+ooQswR@wBjt7tTiCsHyd-x!(5=ULZ)Ph;+lR z9cqogW^3!m*h46vPzLXMPSB<1um$)XLBEYVI7un)_0BoR=CkD$@VKC9F>GzVfNSamVtveo!Dh&Z zkOQhA(8|lUrvc4!a@lLgYR$dXd3*a&c-L)B(CHTA&$P4*iT#sR;e%K6TIwYSKP*F4 zvj~~?H3pz=0-Eqx(f{3!L3_$;W{Dn2k`(rh%IaY96t%EZaJ=c;S*OC3*?gI1Zb#7BKcW2?MP%K}2OFV1|#OIJ=-!#J8 zd~ga`DfpMbujT{4!lN3;qMBqfCu+x|ZS?_qr&8NvV}Oe pc$z<%=DBh`qJ4oEnQ z8K0-z!-dOQ!MN|FOX)yH>^;y7=l(QVJH$y?{7X~SX1CzgBZI%FR%pw(ID4@qpH=i> zOOyasd#nbKATiR*GU3^&(OJ5kb_r+xY$-O;5lZzN!y%pmZP!}ye}b=dLB0V$64RW} z)$Hp~`)o}TT^fS@=d>UlCOHk>+0g6$v(5u2>Uwl*n_*A)44m}{2^a$Bsc2E+5+Ers z$IeUbf3j!-aWz*DQn{8iiKilEh(;D8ReVB^(;L^*ri`pwx`kYiw*miLwLI*qy8(`` zK+;wW*5Rj7RB-rM$V*iJ{1r72?4Vf5BQPK%)Xh29yKj0ZD z@L%XtySIoqACm|*8&eozDSRrFrC2kq%VD-qlT&# z^6XbpCcplrlMGRdRm;l@vtD#yd>)!!tMenpnZQo2M@&D$hB_&n2z>7dZR8Yd`fO>g|}j2V>`= z2w;v;HDVTkF$!%SE~|oqAVCz3M=KqYe(#oaM<29hQCk0&`s~`<-&BuM=|s+TmH@ zX2hci5F)VB=}|G*oqHTPmt%gqyne*liu6-k=jsYODi}b1kd90DdirIn85GH%F(0Na z(>N!!Wp2;m#6%U9^0yhqk`9QX1dn(>>kK3QU+X6R!jDY-Qfay+z?w^8xcC8(|vo(g)8E>bYX5xe#IK5G69tY+T@83*WSHAn*6YTC|E4@833jI+P1 zUl|zNuN5AxhGh>fb%F0evnF1t!JtjqQV%w0e=wNk%6wT63GGU zy?A>-YTYCK2DQd&>dC}8Fld|73VB+2#JS~RA&)cUJqyzep})mZ&^N!EtlHO+?SfhB z0e*a?6bDk|Q=oBA4D8}}Qlr!BOZ@rK{DVxDh$JYwpmiH}*I*-VIwYY**?gg^Ip-ff zScEV&X=RLiWOV-vBE?x=2#*P}&q>9`LvLgT9oyN$3k8*CMAOmJ=L~_^m@-RD z^@!M$9_CNWt5HntDT_`*mP>~jIHB6Vr(Ny=o9~l)d4Bqc?5*Nn@5>_3hZ_%}q^d z=8%8^3Z!(VQq;jFT^uHsnG)`6s^S4x(V$kI2@aDb8*w~H+{F38qbOu54-$4VR@b%b zEhb>F#ZSUy*(>2-Iou?3lI$hkvf<}fNg+3UFEP+M;T+hpO(?v+unbFGhsWe_MgS?G zqh`!^@6PERFuPWD>(&Q`BBm}~>r>$i_s@|fr8af-Mn=fou+b&Vin7sct%Xz|8ET{I z8Gx1J6v7a+jLxi&RPX4NH+P=kWVe?VaV?z%QU*nb77MB8Q(RyjwFH>^vCDvNJW#tN zYf&4SQVU+x4lu!`cBK@f5D%y350_DE3R?x3JC(J_aIKfDd`$3~>u9|R0~0us0xI%T z*b{O}ALtM!o!$!+4N>1ub{&4lW_)czlFqX*`0;Ic@_O2Eg#INEz97d)32mkcEVU=> zem>jss*rG1YKTIQJlsV~n^}6adX`wqK`#$^cp_`{=tx6p5)gHE4_5PpT)SIOzT*>a z*VF`OVmk<%I825vl%EK(+miMoIp=2a0?Z>7X;_wC!5l5-250u-QGJGZ$B8(u3eGVq z%pQ?7#_uQQD!YVN1F#Zs^&e-C&hv)eO28<`k5cT1jp=02)XbmhAp{mw#H6u8zwY_9(|Q^a-VZ_Ihc zr8GyDvp6vk$)(I?gcJqGXs~eE&^Ebt$EM2?YB!;1@kU_&6`2VU>K6uPj;-n?bNJ(AF096fh)CI^Z8}tT#%O33O0Auf38jS2GjI z0Vp1L2Pq3oaA1h2bM@%zCD?9@L@=~J?8#t`qBQG57-r7LL z9G=-yQ+VevP`CKya7GS9i8g;%F`PYM!#*~FYi>ZTgY_0Mc85`SkuAL+>2T5o?Kzw^ znr;O5ETQm4&*2b82(o&38S1IzCj`Z0S(o~YC>;mRoJYmZpmgZe-b*6V_sp0Jt{h(D z#bDD<=!N?XX59(;|7-6%qnh5DenF(DG!>*5MZr#0dO{IF1rY@i5rWc=2NV#HnuLyx zBB+RTQMw>-1Ze?8dI{1(5dzW)kU#hbNR!A^}o^OLlr$x$e8ixY8`t6UmTkt334g<6Mk&PQAVpG^vKTxMoCP|B8)h zy?c$`^TvQ3!UACU2BdeP%$^}*S_qyq9 zO^R~aqpu<4hb4sUjm*fc-G6YXq*);CjR0_E?tM_n1h8U(USq)ZLk4cy8y}Wo>#2RK zH{_-Lln^Ca?;CRa&4e>uE%4iv;bQQyu!-B~l7zMPNYV*bfJ`fsyckq=h_^@oaI>t0 zdya(VM3w4~$PDtyvw@)G;B-x!;zfr^|97|CrWnS&pAz@+x{jqGT$-AL!%QhJ8ulFi zUUU#rIp(SHX^@%_=|nc>I6KCBee+8B;S$w)VwWOC>y4bHFhQH+07j&9kXjsh!GXZ*Y}*fxF>h<@(+Q1 zGRc!Zzs9tVYI&w>lCIlC*sC$b<@is=V*$@seMIleKQe!4Skwd9jtOv~rtw5eF^Q)w zQjzU^bzTw#Ti0E4Ks98fIe$zXnqZEO*M_N_%pQ8d+ZtcKy}~1uXSYv!SHy`#Uqo!~ zOgP_@I``T@rTFqlffDt}SDe-cAAL9|r~hDl^*p5X_$POL>EM^}_@*nJHQO&fr0gb! zHdZ~~i6Tr3P7D4)I86auVr>H%6Cfg|%qFn?l1^BOl3IsoL>RADM2Egiz{_)&RO@)l z^golrbfbhbeC8%2t)x=}4r7uo^Sn{XqYj zDW~|InS$gWhKn;DiF-`(pP_6R)}u{!-wN+y4{A(%2FGL_@QMGTRdeI`vCnbZ@2`y7 zF9~kTJ&HQ5ZPspgCo|4@A*_h^Olh+I9|~b@JEjonw=QS+7N*O%-gHRf@PZ1db$QFW z1>~!N#|mGG92F?*jMS9A`zZBjT>^@0Xx0I=h?%_&X=EOZ?gwZCUd6Ul9CrLXx3+_r zwaus6vjz7Df`|aTdF;bTh%8Be-4H#+X zx}eqx3Qos+FWOj{JrJvG4p7c|)n)X>Rh;oe4A&PFdbzHFQ%MKV0uO>h{>c$RYo9pL zM}PgUb{Cs})Zo~@T0s*_B83Zu%12xn<;=AF$nBoS`G(`uXQ*|SdHxOfG?!dI=u|AZ zX;fV<3%WjnNk2@TW5jC!1?l-eNzTa3wTxbB-8|=OtyoKwWLu7GX9r|WpEp6m;d!Xm z+qtUVWKl;8u73Rari84+Y3nplZZzhXmv?{od`4Hr^&F$aX0BF6$1mIX7gp{2vo1SW z%?2=w11v;pd2H2$QPjG3;$WL?I;Br%; z`*Ayee7vOpG}SKM;sm#ZY*en_SLmVE zFy9L`iiRRQndk#iA#F(kH*ItPlx&6jI-ils5L4H5%F4iTDpk7pDu9#uvB$??m+P~c zk44$XsTJp^>_H_9@!4$Tz$-u4&6LHEyml@z5e?sOX1S*g9W1Y29Rh99_uTJrPlJ30 zv8BiE@^q~3T>OZb$$oX_x=65{sB?Q@&^fNFJgF`t?dWHgiVXc+(2!Gdw(l9QqT|Vn z)5e&e1pY1Er&KA~kEQKexg^%-mLx+=3Q)!qOG@3p^mDoN2a-V&gkNV=uB1%Y zy5nRB1)Sm>(XEx!$3oXDE4ptT!leq6WM{boiJm7yH;WFUC7Y$T#XNd~H)TiA%^H|a zLH-w&k4n2g??WICOyw2_#&apJFA;UI_GDfn!(pZ2L9L{&YAk$R{*A4@&l^d2 z4*)tF9UjMs+r2}Jsj3JZwrP8z9kljA(WZE^Z<)r#`j7cPwF@)~ln&Y?izISBE3X#k+C~=_*DG^uhQ+rjd+Xv5yJ{mg zl4^j{`X%_ezSKjXT!W4aNoZtu;5fk_KR#6UgzJe>%CvIe#WdM{qrP(@-UoI}lmp#F z^?Mp7OYzgm9}EZeG5ZA1@8ExM6X5)26>mm`x7BKI3~+Q9=K<`SXU=6mH3=8KM=~F# z$-aHWQU2hzsJ%*dm4c+cP)vKCI8@%eOnIE|&S!`)-qma4=NFsLUoAW9M!ia5(i$LF zd13`QH^Q};cYo+X^C5__9m`XSw5xyDfzOXYht70JY(pD!Ggo>^)Utr$=;xq5LLR+| zSjFEHN+EvcdyarDU+(OFKm zewN;xrh1_FmUmNq30mNs+IJd9H2LA#-3 zo37w)38f6ma?s4jsIv;I$`#>SXu){OJKp@(`zIqaolDmNb&ROaZ4l(gca^p1TQro5dm#6xYl%#Ji2Ep<{{ z2zT~l6R4Zn9xJ&zy$?4?{CZu?$WwN)Dn2a9hqwyRor(c({Fft-7`osr%ca}=4wQcf z3LE5GXmSa09{zz#`D%WO$BgH} zTQh;d>T+F=cG6SYgU(ANhWU=Wd_0kot09>m7j((kPtKK3GWhZ1^BrHco2JLEalELq z=(YTLSU${^UtEi_7#{83HKCJ4sy=LDLPVgT#F4GL6W9tm+ z4OanWZ&(&;L^i#qS8|EF_$$%b9&jS$m{}Zjz&JtgdCOd%?RJzKN-`oTFLkXOo)UGr z=73q@|7>Cz6fJ;zVnM9%@!M0&Y3D!I99v&od)qJiZ4fFU5HTV@99YGFudee3;X27jMB0Kc>*;nV{xus;de;vyZ zSG(MORN#e-gn$SHefYVdf|#;0_=ac4t3DL?sj|U)hvW|$A9`+(k^Q6crMSYvg%;&k z$Dh69zjqq@=Z#2ZkrN#{7kQ#BoMMuU@2YE_ILEz_ow68Ml@XBhVb67GlPxDWIFI&Q z*j(mmD+{;>Z}^!&4vFD}Y-&sIIe9u8#G-bfC)@0?NIy?|#yR=46DOu5x`X3iI*-I| zhG=@1DA`K*jHJqP$%;e?-|PP_$$4NVv{I~o_kON~?c27upr$MQY zbiGTj`Z-x~;X9vA4{KIg46^h1KgPz!Fm`h8 z=4HlFfb(O>9g-E+t^RY}r3pGG%`oimlWdYwyDB(6;~g|ItUm6-7pOUVlxEo0du7t6 zV}|?Dbdwwhw?~XZE8aW%rHNlOKA>%O%xR8GW_3&sI-w(5++FS7k|;sKQtFS;{Z0F? zyws13z3Qzbm%+^nU6(Bx`1DiV9)L)0U!5+9!gDF(Oi}uy9IuEmu}dPPxX9cNU7d(8 zhY3d8dUcjI3A|SbA`>xF{?`)SIsO!kq<<*_*FqnFISyF=`E<-}N?}q+PdGP~W7I^t33oJlP(-aEHW@v{285Z19ZDni?Vn7q7q z5A)NiY{ag==K)xRtE%J^G=^SJ)2wFT!W3;uINh?^;=q_vW`B67G{?7xl`>}D`rVmN zxBd4)uF1?bX+n0%i)?;R|BNh2juh`}QT;lL5Jc>!Ps<2iM?N91QRA{Va&@?yE27i6WYAzd>KxlP2Bg#-CE^obEv_~Ss zu>i6|4HxIPiKWv+5?b zxd&g}xpQZU&Dt|zdh91aVml32A{cISnk4!L)&s~1e<>YoT161g*PM5*Gjk`#R4=UoZ~9O?fwxW8FJxh?ScFoFY};y7x-4EtoJ_tT`=V~D z?d<1xkOr;fK$X1geyenKx>KBh_R}xm3$l4A0#I0%mX^#|vowT?PSW#?=y5muv*#=& z61GlG=G=bsaph9RuA!}}&^&X&#}j|4I-TskZd-inldXqEUUGrKxSP~*8~fOMYBq!C zZ##Ul9%eYaC>A~Li!HA_eZ|JLOSVMQ!~a3?R@Gi7NLJwk-81NvcNT-9HkpN|_ZAww zJXa_^r2bJ>`s?O%iGlljgX_+}9;@9fUSZ;i^Fh0HRxTw_xBJ}ie!uv3{1q}U0SJYP zM5Akbk}k(I0Znb^1>NV6TW7nko7f%qa~wGdNU$v22SuzuT^A!3ot%9;g6plCQ!6;V z54_MTMlASCS@~>ku2vd)$djrbj_bW$r(3rn)0_8HqF}PY;fsZo%&C6DAJaI1oz`7E zRN$&=n{&iXQ?vIXhzd$^>c(kX7Xc-8=!kp3!t)x%tqTrI*0ziWtbXGSxrjgn;#90d zTK{6F-vQT}`;r!U2Q8{>^9knC1MgP_#y34B(BbWmCdRD&Z9E1&|8o4~?=z;Ut*fW? z!p=MWS=B_QkHe=~ba0EE2LxYv%+@yLWbw)MgdNXP07w7zp)2Sz0z{+-G20A$NaIc1 zYw+#GTbG6ONr~?)a>qjRDvp1tt5bNem{3w$db8n<=0xd8@+ZBN*W;zb!>+Y^pPuIB z2-g)&>%I5@^XGNT^<->6w~fD~7mMk5zTtwfOn8e*YMxUO4uB>|^)9G`)g4a0jT^oV zR{Bg;T)lUcp6;FD*L^9A@cYXeYin+U-)99?iKt<(oP8&Y)k^b?mdfaR4zDM4x)h!L zF#YxPfQ4{FGU}PfT9sJxX)kXB_6Fle)6Gc`r?-^p~T{ znWL?Y81*>c(Z`<-5nJJL;yyZQdBZL`R!cfx9*A*~-o_1_&$YGm^YV+EQ4E*T3=k%Q4^JL^T2D@q#{70Jh(PgFu-udOMSw?VTn~9H0_73JpCi&(z*G% z@mWFP3v>h$ZcRT zmxHf+_*fKbI=j_hGq@l+ThK?ms-Gb~{9C9!Gi3)G@DNvh?Rs?rJYd2>un(FvEZAjPFCJpo ztw`iX79;2&f^V5bvX6s>R(XG65#*{)Rp*C;Wmbb_@pOg4smF=i%Q-!m{8%s`3kHIZ z6Svp{Li+O`Cb!;irpg-p*9`xjD(}*Nru_HA;1@Q*iORcPH|k0mb0rXNl_wKFAbK_XolzIQ-6_d%0MkNDTO%z8{mZy!kgWvSWGhRby+B&ta?l$vkZLJCh^Oy)1-D5MGga{nzGEMVCRTiLKmUi&d@wGwFEr?lpyc@aZ&@8))0wB z7Emaq0S#A>Of)M9Ff77{OyRFk>p0ZW?Gyhi;BTTD~INQI;kz7M9XEY zt;SL;^%GW7Pl33Fpfcu$m!CIMp4*5-Gg})eVv$+ys3}XNFp9aU%&LIUDxvm&r&WfP z5WkdG7jpd_RaL z^_L!Nm_Ot7!^4p%$r!R^yqcmfXnItREwLBQAJA7riK4I#Q7Q^ggTOHX@RX^|H`Pnk z2wXKOD2p7lK?Vn5_UZsIV8o^p@;a8ehAs7?Re25C!iR1358kMKOj3su)v0g1b`CL? zp^SW9C_0pZ%xCuuCqs9V&!w7^xS#|s>PHy$7-JAgwfqeglv+lsEgRGfZP8pxYuriO zs;X|V044Fkt*0Dw00lH9)wW^9hT00Fn>6h7dX12gEHbVgvD!{Dfsstm-(Qt-!`Co~ zPgA5k&1D#)82J&#oQI8I5Nntfum(6%9N6I->ZxT&70|+odG1I$0w2_b4{{+{In%St z%Y_ieAk+a3U-#YGu5NUIv9@4kNQw|E2eoD2xOG1Zt8N085R@pA;sff9y#iaLem`It zlh{vWp#RiWG;_6iQ4NOA$67k(;CC|dKP-WKm&@B_>+k`oW#mD8JBCF>G7}*4Hy|Lv z+q{pI3#H};W9p_pYSzyPuo)=T!G#0KG}9*voLjuMVfNN90U+k@S5z=}eN-Hr5a!|Q=Kd#t1p-%KNm%#!V@ z;0O47BU&-MZ0|g4{`o6;^{mZv``O zFgf;I=K~mUjQ`9JQ#k>)Smcn8LqnzAD(xrN7L#FMYatmqY`(h%}E~!`dFg=221WFgo#5k z%340zSMvlo%4Dp% z#|AXgCTD8U@Q0K|7CoyS>xyDBN%AP>a3j^WMJ%*gj9!ZEgc#+e0V{|w{-ePWx8{Yc zb7XF&v}Xb2=afeJd@zt0l|Oz}NC(&tlmq2X$T{ zrLZ<(BLG9bM68k0O4Vd7V83Ho<7JF@vPk*{Ck$}tZ4IQL{F*QTIJ#l(nDW!Cpq*}5 zX~k*wW>{;{O!c^cTt_ps8T~?xM8v!;!X$}AgtCa#r&*Le@CA27-Ur}dMB%^^jZ~v- zkTc43Zg6-9Tc`e)XfQftDi`cQ_**yM2EaRT0e};O1HknK9PbrCL@->2_~J;e#VpT4 z)@Rpg@C6)8*WV$ZwT)$_K^B}L7s~=$PyIH>AAy9$FS>je?E{rh@8wUES2q&2$|3VOWk=J0G$6)W3X%)(Y)ks?PmCK_oseU90Hzkx09-*aKxkR+ho)})+Y z&LaYinhp*Q%Rt*2AS@yj2Ku+yFW#bpHMu?P|B3xwA=7wu7z?}n6l5D7)eN!y54_Di zG=|AmH0n<@;|_dk5uV95l4f0O4Kv(Q*AFvKWvcYEEo=jA5aqS1sUCSd@{ zM6>L$8#34&7D0{~304Vm6(72&yETqM-DCr`EO_KWt-(bt$(Gp#v*I)K3LZ?$T%Mul z;t?y!dQBiGK_dIaZoch$IT=pt^_opD1Q&wn=EZUX=bW?%akwEXD z5ZMjLAaMygwj$BGmU3{?58lmm?Bs>t8%ik?kk4$RnRY0ieG?x&$mWreWP*^*QsK80uOX zVyk$I?YYXSz>^vq1C!!5NpL!%g~ZaP^4SJXHRP--3ZX)pg)(P@e?3(qr7!9!jhBOn z08Z^HqhHp?2ceVMTectcj#*>2@E+ZO|6@5p=eL#v)?=m6Z%RwCh^5$H=-SdjA+QaX zU6n(|)U_&bR}SxnFQ*_1QHvocQz*R!TCxab?SQD@n^I_mVsd9#KKSqu5|i8r-6VlO zN=3|wA?`YT@QH8ZS<36rhmYqki-9pxUjRy-35ZDQ6PL5W4)0-Kt>Rb%fS!XyB+ zE$cVNH|%U|dPqRPe=Hfdwx=|#x>C#KXsQp+r%_Vb0-~}_ZgU)u=2N~tAT;s{+jM=5 zl@0!bK3S)r}yFc!CiakL^a(0x33_uUG@xUa_gU0yYXImCrNn^2x?~7o~Xr(we8goWnXHj z!|1Ir=}cn!Vw4JWu`N~^MpyHsleG^@ z_JxWajsCqKC^cYc)Pio@+zyWa1h5&RY#XV=Gn05k0HqJekzG}enzu*Iw?ME$VhqPn zhce7eB@j%DDPqnvCICgu;IdzsEK&bE3Tf9^|0Qd*fQwur&*B1*6@+Ga6`Z=&^Qpd*l(Wa_hoJ0&pHIo z4P<@@5uEa((JVSz2=MvMfOa5yT;qo3H;}oH^_9dt1NCixhcJs^{&yi+vC!>y<}C^@ zYg&#!B8@G12HQe$`LFz5DPf3TC>^Zb4&g-B=83!K)1rT`9ngf?SdV9DJ|JSo7Z~je zcK8kZ@619kF5nm>S|{$UtVs4hk@*CY=GBr#Ify*cvq&Vo7i%~kiYFuR(-Oafxr}GR zMuEY;r2ib8{&~PAY)X*+`#1)UTFa6Em{R?Jj;;T^5ggqN(7z9||BRTYmU7N>=>PB2 zoNFx)04n?U1OJub-}>|aS8Z4@n*V7I@K2=!8!V~Ybp$+$3;X^1|GyIWR|5Y^;QuWF Zz6BQN@x1s>LGV_NOD0z@lo~lj{2z&)`V9a8 diff --git a/tripy/examples/segment-anything-model-v2/sam2/build_sam.py b/tripy/examples/segment-anything-model-v2/sam2/build_sam.py index 7e9cba5cb..8bae9eb96 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/build_sam.py +++ b/tripy/examples/segment-anything-model-v2/sam2/build_sam.py @@ -183,7 +183,8 @@ def get_component_configs(model, cfg): tp.InputInfo((1, 1, 1024, 1024), getattr(tp, model_precision)), True, ], - "skip_dtype_convert": ["ln", "norm"], + "skip_dtype_convert": ["ln", "norm"] + + [f"encoder.{i}.{param}" for i in range(1, 40, 3) for param in ("weight", "bias")], }, "sam_prompt_encoder": { "enabled": True, diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py index 6e91d97d3..99a9d0bee 100755 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/backbones/image_encoder.py @@ -52,6 +52,7 @@ def __call__(self, sample: tp.Tensor): # Forward through backbone if self.compiled_executable: features_pos = self.compiled_executable(sample) + tp.default_stream().synchronize() else: features_pos = self.forward(sample) for i in range(len(features_pos)): From 4c7b3e31c74d07a3de3e234cfd653c41e18efd7f Mon Sep 17 00:00:00 2001 From: Parth Chadha Date: Tue, 26 Nov 2024 13:21:00 -0800 Subject: [PATCH 11/13] Add testing for image demo in CI --- .../segment-anything-model-v2/README.md | 10 ++++ .../segment-anything-model-v2/image_demo.py | 12 ++--- tripy/tests/test_examples.py | 48 +++++++++++++++++-- 3 files changed, 61 insertions(+), 9 deletions(-) diff --git a/tripy/examples/segment-anything-model-v2/README.md b/tripy/examples/segment-anything-model-v2/README.md index f2b03fd8e..b33cee6bd 100644 --- a/tripy/examples/segment-anything-model-v2/README.md +++ b/tripy/examples/segment-anything-model-v2/README.md @@ -22,6 +22,16 @@ This is an implementation of SAM2 model ([original repository](https://github.co python3 image_demo.py ``` + + + + ### Video segmentation pipeline TBD diff --git a/tripy/examples/segment-anything-model-v2/image_demo.py b/tripy/examples/segment-anything-model-v2/image_demo.py index 28b51cac7..43107c833 100644 --- a/tripy/examples/segment-anything-model-v2/image_demo.py +++ b/tripy/examples/segment-anything-model-v2/image_demo.py @@ -143,6 +143,8 @@ def process_predictions( plt.savefig(os.path.join(save_path, f"mask_{i}_score_{score:.3f}.png"), bbox_inches="tight", pad_inches=0) plt.close(fig) + print(f"Scores for each prediction: {' '.join(map(str, scores))}") + return { "masks": np.array(processed_masks), "scores": scores, @@ -189,17 +191,16 @@ def time_function(func, num_warmup=5, num_runs=100, description=""): # Warmup runs for _ in range(num_warmup): func() - - tp.default_stream().synchronize() - torch.cuda.synchronize() + tp.default_stream().synchronize() + torch.cuda.synchronize() # Actual timing start = time.perf_counter() for _ in range(num_runs): output = func() + tp.default_stream().synchronize() + torch.cuda.synchronize() - tp.default_stream().synchronize() - torch.cuda.synchronize() end = time.perf_counter() avg_time_ms = (end - start) * 1000 / num_runs @@ -244,7 +245,6 @@ def predict_masks(): input_labels=input_label, save_path=save_path, ) - return results diff --git a/tripy/tests/test_examples.py b/tripy/tests/test_examples.py index 1faf6ed01..ef42dcb62 100644 --- a/tripy/tests/test_examples.py +++ b/tripy/tests/test_examples.py @@ -80,12 +80,43 @@ def __str__(self): return os.path.relpath(self.path, EXAMPLES_ROOT) -EXAMPLES = [Example(["nanogpt"])] +EXAMPLES = [Example(["nanogpt"]), Example(["segment-anything-model-v2"])] @pytest.mark.l1 @pytest.mark.parametrize("example", EXAMPLES, ids=lambda case: str(case)) def test_examples(example, sandboxed_install_run): + + def test_with_tolerance(number, value, tolerance): + tolerance = float(tolerance) / 100 + lower = float(number) * (1 - tolerance) + upper = float(number) * (1 + tolerance) + try: + return lower <= float(value) <= upper + except ValueError: + return False + + def process_tolerances(expected_output): + specs = [] + placeholder_regex = r"{(\d+\.?\d*)±(\d+)%}" + pattern = expected_output + + # Replace tolerance patterns with more flexible capture group + matches = list(re.finditer(placeholder_regex, pattern)) + for match in matches: + specs.append((match.group(1), match.group(2))) + pattern = pattern.replace(match.group(0), r"(\d+\.?\d*)", 1) + + # Escape parentheses but not our capture group + pattern = pattern.replace("(", r"\(") + pattern = pattern.replace(")", r"\)") + pattern = pattern.replace(r"\(\d+\.?\d*\)", r"(\d+\.?\d*)") + + # Make whitespace flexible + pattern = pattern.replace(" ", r"\s+") + + return pattern.strip(), specs + with open(example.readme, "r", encoding="utf-8") as f: contents = f.read() # Check that the README has all the expected sections. @@ -101,9 +132,20 @@ def test_examples(example, sandboxed_install_run): code = str(block) if block.has_marker("test: expected_stdout"): - print("Checking command output against expected output: ", end="") out = statuses[-1].stdout.strip() - matched = re.match(dedent(code).strip(), out) + expected = dedent(code).strip() + pattern, specs = process_tolerances(expected) + + match = re.search(pattern, out) + if match and specs: + # Check if captured numbers are within tolerance + matched = all( + test_with_tolerance(expected, actual, tolerance) + for (expected, tolerance), actual in zip(specs, match.groups()) + ) + else: + matched = bool(match) + print("matched!" if matched else "did not match!") print(f"==== STDOUT ====\n{out}") assert matched From e2690ce6f4c0f278c548d44fd911ebbb6792d624 Mon Sep 17 00:00:00 2001 From: Parth Chadha Date: Wed, 27 Nov 2024 08:49:26 -0800 Subject: [PATCH 12/13] Use ascii char for tolerance; remove redundant forward calls in memory_encoder; fix test_with_tolerance function --- .../segment-anything-model-v2/README.md | 6 +++--- .../sam2/modeling/memory_encoder.py | 18 ------------------ .../sam2/modeling/sam2_utils.py | 4 ++-- tripy/tests/test_examples.py | 12 +++--------- 4 files changed, 8 insertions(+), 32 deletions(-) diff --git a/tripy/examples/segment-anything-model-v2/README.md b/tripy/examples/segment-anything-model-v2/README.md index b33cee6bd..2116b29c2 100644 --- a/tripy/examples/segment-anything-model-v2/README.md +++ b/tripy/examples/segment-anything-model-v2/README.md @@ -25,9 +25,9 @@ This is an implementation of SAM2 model ([original repository](https://github.co diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py index f1233df2d..aa317ebca 100644 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/memory_encoder.py @@ -74,12 +74,8 @@ def __init__( self.encoder.append(tp.Conv(mask_out_chans, embed_dim, kernel_dims=(1, 1), dtype=self.dtype)) def __call__(self, x): - return self.forward(x) - - def forward(self, x): for l in self.encoder: x = l(x) - return x @@ -117,9 +113,6 @@ def __init__( self.drop_path = Dummy() def __call__(self, x): - return self.forward(x) - - def forward(self, x): input = x x = self.dwconv(x) x = self.norm(x) @@ -146,9 +139,6 @@ def __init__(self, layer, num_layers, dim=None, input_projection=False, dtype="f self.proj = tp.Conv(dim, dim, kernel_dims=(1, 1), dtype=self.dtype) def __call__(self, x): - return self.forward(x) - - def forward(self, x): x = self.proj(x) for layer in self.layers: x = layer(x) @@ -175,14 +165,6 @@ def __call__( pix_feat: tp.Tensor, masks: tp.Tensor, skip_mask_sigmoid: bool = False, - ): - return self.forward(pix_feat, masks, skip_mask_sigmoid) - - def forward( - self, - pix_feat: tp.Tensor, - masks: tp.Tensor, - skip_mask_sigmoid: bool = False, ) -> Tuple[tp.Tensor, tp.Tensor]: if not skip_mask_sigmoid: masks = tp.sigmoid(masks) diff --git a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py index 2b9604a6b..0a64bd69a 100755 --- a/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py +++ b/tripy/examples/segment-anything-model-v2/sam2/modeling/sam2_utils.py @@ -14,7 +14,7 @@ # limitations under the License. import copy -from typing import Optional +from typing import Optional, Callable import torch import torch.nn as nn @@ -150,7 +150,7 @@ def __init__( hidden_dim: int, output_dim: int, num_layers: int, - activation: tp.Module = tp.relu, + activation: Callable[[tp.Tensor], tp.Tensor] = tp.relu, sigmoid_output: bool = False, dtype=tp.float32, ) -> None: diff --git a/tripy/tests/test_examples.py b/tripy/tests/test_examples.py index ef42dcb62..8f216cd0a 100644 --- a/tripy/tests/test_examples.py +++ b/tripy/tests/test_examples.py @@ -87,18 +87,12 @@ def __str__(self): @pytest.mark.parametrize("example", EXAMPLES, ids=lambda case: str(case)) def test_examples(example, sandboxed_install_run): - def test_with_tolerance(number, value, tolerance): - tolerance = float(tolerance) / 100 - lower = float(number) * (1 - tolerance) - upper = float(number) * (1 + tolerance) - try: - return lower <= float(value) <= upper - except ValueError: - return False + def test_with_tolerance(expected, actual, tolerance): + return (abs(float(actual) - float(expected)) / float(expected)) * 100 <= float(tolerance) def process_tolerances(expected_output): specs = [] - placeholder_regex = r"{(\d+\.?\d*)±(\d+)%}" + placeholder_regex = r"{(\d+\.?\d*)~(\d+)%}" pattern = expected_output # Replace tolerance patterns with more flexible capture group From 79e1f01dcfed5f45bcb3b9801fdbfa70277b9bc4 Mon Sep 17 00:00:00 2001 From: Parth Chadha Date: Wed, 27 Nov 2024 12:21:55 -0800 Subject: [PATCH 13/13] wget images used for sample --- .../segment-anything-model-v2/README.md | 1 + .../segment-anything-model-v2/truck.jpg | Bin 271475 -> 0 bytes tripy/tests/test_examples.py | 5 ++++- 3 files changed, 5 insertions(+), 1 deletion(-) delete mode 100644 tripy/examples/segment-anything-model-v2/truck.jpg diff --git a/tripy/examples/segment-anything-model-v2/README.md b/tripy/examples/segment-anything-model-v2/README.md index 2116b29c2..b8001f160 100644 --- a/tripy/examples/segment-anything-model-v2/README.md +++ b/tripy/examples/segment-anything-model-v2/README.md @@ -12,6 +12,7 @@ This is an implementation of SAM2 model ([original repository](https://github.co ```bash sudo apt-get update && sudo apt-get install ffmpeg libsm6 libxext6 -y + wget -O truck.jpg https://raw.githubusercontent.com/facebookresearch/sam2/main/notebooks/images/truck.jpg mkdir checkpoints && cd checkpoints && wget https://dl.fbaipublicfiles.com/segment_anything_2/092824/sam2.1_hiera_large.pt python3 -m pip install -r requirements.txt ``` diff --git a/tripy/examples/segment-anything-model-v2/truck.jpg b/tripy/examples/segment-anything-model-v2/truck.jpg deleted file mode 100644 index 6b98688c3c84981200c06259b8d54820ebf85660..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 271475 zcmbUIXH-+&8$F8d5F~U2qf$agAR^L&gdRjXp$aG>f+!Fylu)BU01=HLbb%Nk3ZW?= z3IZx(p(`yx@C5}Vw9tE#a`XG2JMJChe!A!EjGYgAt*m5bueH}R=X{>SUx#DBQEPK6 za{vSa01*2H91a7f05=yGgzE@51OnmV;pXLs3h?vs@r#KZ6M{;LOG`KX_HLRv}J5UFW!Rtur|zd=AeJUsk-{GtK^qMEWWSsjz zy`$Of0H^Q~5m^lru49hg5V>HeW?b5HZu#@oUyeKVEh}hU4~ggDJ#kW0O#GChk}~`> zLi?N!QdiIPf|5TrL1B1W*8~QuWoS2-No?*?d ztgfwZY;JAu?EViI2mt?Iu-Nba7qI^yT*7Qz9GskBPRRdofjA=ACs>&Ch^z*eh>0V_ zJNTHKW*j&4eA@HsFFf*EPRqxyhxGBDP(b`Wwemk`{|DLsf577ZA0hky0Q>*q8Upyi zAok4z3j@Z$k7b)fp!vmL+;yhzZs{Sw%Q7+Gow_fwO~3ol`~tHiFw@N@-w;wghZZ(| zobo%Elv`Zwy(WkTr*%+$N@AyNQ@btfGVxx1h*H53D`RI9rf#>EEvJL22yP#1lX4$x zDKSVb&dtVh;I88pmIxXdEJA>#WQhJ&i67B#g9@&cB*JOZOc73f`>8X z6VSdx$T?e#brX|Lwz2#r4>)jo|3`uCeTt{0Yff74RS>80OAGNwbRSCS&geVHWloue zIKM7)d2)x}=r(rVAFO%5BirbYA3CH)6l=aLQpe2 zWt;ftzgD?G#eT+E3Hu5e(Y|=mjW%aXfOpXjDrDDhA$z;h5N)P%JUX|>bRaG-<$=X6 zUsW)?r$5nnpll9&ptvP@5EEOl@iJfVJFEN8kne$wOW5nC;gj;8CVTc*Yl%G;;FUc> z?ieq|v4$Y=Yh|cVmE67oB#dMrnRWFgvI;8$$sZ?HP&|8Ooxn8ZpELIaX{6?Fn?f&m zm=ly=lPfmYB{RL}56kxlMR65zk~X9jg00mBwNOHa7KlWXISWUMlixb^f{1XI$Fu;; ziC_GQZn)8g@|c4L=Ezy>Na{ZajtD5_Sc@{EetikWW1&mynYIQ&`KxcVs4e7LwdWeI z%X&0N{`08+8v%<6>&NVf=aos)u1$Nq2eLy-4Y=f25xF$g(T)ChqTz_`o9R5`WUYVA zX_sTD{Xi5+1mt^K*;7J>V@h%5M)j9b!FFZ&r4LQe%w|MXE4F-Sc3c)frf_ky1l<{z)o`D!1TwRY7$aZ%yK$zZALYcAO-y&+Csehp&gKiFEhLU>zS)R)G? zs`gP*%EyuCp1e2MY3**_#af*r=i1%id^k;<-l%kTx*?wVSE#cjaPq2I|LA{1!8fEe z6qF6d#_PW&DP*KaDZVY;mGBY<=$W*_xTNrvQEGb)b#uFgtMw-0-;jl_Ho_ zCHLO3xh8G=KnyR3l?km%2dBjz&&oY9-s-~c&*d#fpOXID z)@w@7CGC_PBdt?*=?G~qQ$jsbTPNw2Tz~C933%=UXIo(c3pyp<;^JXAcPS1i6D|C1Tt(8lXb(U#YChPZ~(w~!_z?` z=@&G0vc)>u8nH%*r@D7*meeH7s*ndO*X_669A+PkH#8mp0=y=L)aTydex;X+OmxaS$N1P`}x$X zONYQKZ1nE%=l-v;8uaE}iG%SVU6 zo7g;IN}5e65iQhv2v}RTOU^zzi;BHp8J6~6Ou{JX2V~W(~=b5PPSSgi4+t`qFgWne#N~n{WSziqCuYN~a;6!4o?TP6nTh0`Epnm3C8pE96coFz4J4#5B*oOMfn7 zA(6es=_T|drL)>i=Ez;D*I?jt6O2?cM&XRu{rY z4pX_UQ4e|>Ymzz3T^R8K3Vu_@rdQR7!kpphXKtL^bo#YGjN6UXn`A0z>^k|qv@S7# zK00-~&U1Z*PEFn0ULxm6^>-a%Z4~uz5qr@b;&vw}Nt4A+WmEw}xhSuG;c;Ivr&myB zko@z#;2k&29sNiB$GW^`!r!f!+(8B_yeSlU(jkh}U2of{B&$C&mkXqwEy;V7HThiA zE<)rMUyGwvgjc#*_CNinVPJ|d@j!auJttqQv)F>YYzVilvj&mk?w9#8xb3g&*?NDEHsh$`h#aRRScb8H-T|VIjXP*TLaZ z=dmLR*!&INBIA+0hXH1ngrs#Cm{;>!LM@&*TNCuYrJIZ4XD`AE))qW(Q$?<5&yUzT z9W8%#X&G?NxH!HYcoSP*yTF9j-Iji1);hI#iG<%3>Mj$22_@A$TkyMo&UHbNn}6c( zv00qZv}ZPTTd>XUMt!5)>P(1^+G6iNHSA)nHOs56mT|{bRGu(0qLFw3bkR*^Tw0>V z%bid4jjb_J-Aga#Q)?b6QMW6ku%usG-|(!^xz(^_tFNT_XrRhya4%N7Gbi-xa%=2l ziTS?8c8qq%tX|$oS;*S&AB#UCIhP^S&GPyQ2MjMfpyg?lZ*Eb#MU=FDF3D;SQ*^^O zQxMZHap^h<{%g!>z3}P2yg%`xyN&8naOiOyf8v_2L;JHo#<%4ERGI1a}z(TL$@aD1BbCvi_cG zCc`NX=+QTe3OSvR7FMXa+qY&L2%|vLh#@D821=uz)~#$1K?4NWx$Sle>x}b6m#pY< zyjERMAKEEEnx>bY5I2Gs3b4y;Fg_@^-I$7l1U%|5p=mTwx!1bHrp0J2I*l59-O5T3 z1h3w*GRQ>Q-Q8aZfEOG8b2yT^tC8cpJP#oOb6MROeeqIK9po^yyopCp+F6Yz0ZO6PhnEy zd;UR{v2f{|O|TOp&)fDm4}p!j@*W3d53Wy&|3DGBAG}~0oR2YwY>%f>DB;EE#I|V` zS|$G;eS?$ZJi${lBnY1P5Jr0O;)YX@xk=eDW^1GLS30U~kfeOHR9)TPZYnb$-q60( zA`#cFnlTIoNY5TktPSNu!Cy(3T>ZzQ(~UNwZR{D-g-;F6_y23psIYAI+bI2(ZZA&& z+|C@0@vM3B?S_t0I>ugp7~1mNyblFZ@}K1k3DMmwZTHggs)nS(nOP$cI=Ri@WsvS1 z0SH84zc`$fOmxevM)JiC&XF@UZnTR+(u;gDdbEXy8o68b5(eUqMnwi$@R0&SI;q|y zpxCO%U?SqU#POXrV|$#}nW_fM;a2^NQb9@pmX%V$|06_SIHkhvjPOG{Hb0Q+d4sZ? zn7Ceu0e$JVTH5K8?P&Xi-M+|=GMI|XTZ%6T%Pf5JV|16dV9sh>G}H4{;lrDt`mr&g znON(TFR#oC&PDDsVM1H3@3iMEM=ZbbKP8IbyjGEWFLhN4tAvcKim?L3pa2n#?f&6# zQZU&T+_7*;s#kUzvi=-@2H7U5Jg?8I17=jnNKis>J~VkB1u#7xH+FC_DWjv9BSgba ztOxpx1phXO0P4qXIOba*j&|(;H0pK)Vuj+v>6>@r zoKJ5)d?J}DRm1;8RCg-7YLzCc;7gOeB-Ib%GVZC+hpzF=3PBTtQT#|~7~+*bl%L#Q z@b0rYNJOwvZ&3BaNd~xQNqUDoJ8yMzvuppqiwCvs-NS0W@+IU$U{|=P3x411^=~)R zzo|5}qPA{Mn}X}j1rsVyPx6f#XZf>sU%!3($;|j;rp4R%DA(zA#pm-^FV#uNf3g)$ zbCqjF2S4>xy{2x44Lq&3w*j);Ln$0wt}q#|(1r0E^zx>l6i*_+|Fqbj7gtoU z_wEG-AhkNHar@(3vF__|-Y1Va_?3O?SRNLM8v=UYuf@+fq!y_^43p)%zx{RDsOaE$ zOyKb$zOsDnw9LBitNG@TNvjIpS0$&P+FT$N`5afCyp^5M@=o*Ysmp(7jc)K8pATS0 z7TR30;d>em5xuBTK!1R>%ls!X0L0!JCNhI>9s+Il+pZI-u*qxWvGtx4tjFbMs?F&| z)>UhwkH5&oeeMc1UM6oxu5E4}0!<>ZE84HZbxW)xwy*v6{Hc_OSQAsi+_k6@dld>0 ze5;rOBDW-8dun}}XLh898@;^rdb_}`Tioy3D|E`_RJzx>CUd`e0(_zJus`HHcCHl0K~`?i5?`yH)qd3ny0# z_fA&=6%AQLSMj@U)vep)F?5xO`t330y+og1(a#qn3$x;ezgKshv5PXOD;d%LK1+@t znX`}L&}*HAW`lLXVxNt^zM6>${%@9J>RuvBK5WQDSHY+DTEDe#Cd_j2NY^c!w_oa^#}!`VN{=I3oAR&OSkY56C=TE^ zhL{H%w1b*V?yi2)UD;h}mX)+E8EqkT-`M;h)8g09qg$#LTZ6xTe*7tOum6Qbo5?_$ zoBka+uO_eQjN8WR;xo()nd=`r1?*-=#^Fbm7JFqpgUmJN+|wf8te}1fi|Fk&`=(n6 zSZm##SwAv^wd{rx$rIF-H{}NhpEC{t+sU~dLRAElE9=oiMgZyAWX~$}M`NPRyjQpN zpC2Xh3f}BLPJChB&xL{L@7CaqZFd7B7S60%f98rfW6?iVdG>8k{L#|-$H!5>qgo*) zwKi^gb0(c|d4>qelC!^|D{6N8{ersLN2S@;nu?D>Tt`|S%YU#?w4Xp7gjvWxcMR2Q zxDp_~hQ8)Mpa!s}HTJq=D{hT!f4U6Y&;RKHvDbKPTyh9_HVnUf*wBz34rozQh3o+8 zsF0oGo%Z47{BJKmAUSCtvU+^7#P%Lnwhjf?tc`q}w(EEQ>X&2gQF9Y{+ebl~7r{GNNCPFonLZyyy(H&>6%^61~lt%Y*;J&<@~KF_AE-!+jlg~slJ zL&8DHx!_KNdEW|f{s#GJ#?IgW2F1F83SpD-2+8ffG|Q+LaY;B^x?cg#$12{03$M2z z+kESWp6{sAEIRBcQU>c8DELw#*6(!kqe7l|3+*xp!8Y;`Fi-s#2z?dwlXh+~ZIl#D z2$l(}v=$P-a!2l#exl(cum27%756ZaR?V)A#Df);g71j=oAZ9ZT36(Swk-pL_a}|F z$A5O|f|?ksnw-^#z>IcMY-pfbaf2*AH6dXT4_SY?98ld7%s;Fk!HsOuuI@vA&r%>w zjkug;jvkNVmaA8Z6*+A^N%xR4aWHPJkzGkF2c#t47-q$8muC_s;hTD^SfZ4Qbo0FN zU-5nmG4-@vLYWdVv_Iwa*}Uq{!pz-4%l(x;B0APY}}U@^ZoT zJ36tbq5cA|X2>_=EOeYo#+4z{0ORnF`LA%~wgH37B^X^(r98DQxooM^Q4^tKG-T6xi&!b zO`w^bx`A;1++GCc${UJ%bOg@ovDWA)LI4!0hfm2!L=Di;r4*oH(gK`11r^aiJy^uR zF-FCB{_#{s3JwDW@O=e1YY&)%Ec+?}axK71woq!lalj6v)b+jFz_fC zS+7^t7)GDCo}NJL<>+HH0)0I=z*9gmR@~0iX&>{*kuj11+dw$Mq}GAPYLksFD3<5| zmdGIc;erh@B{CaS&Mw7h76w@?vt9xoNnN3581(~8GpTi{Mt_iyXHB0qS`yO80kX1_ z#0a@_LLJF=vEqRKzCUXur8S%Az~Pudc0~6uQHjW69hQCR5MJD#c1o-T+6)cfb+iZo zl&K+T$x@(@rg{ocV-mQT1fv=UnOQBe=}3-mc}BJ4*6Ho7Yw!w5l|Q zZq>HQ_CUr$o0zCqH|{9?cG3U?{Rld*;L8uxv+_&J~XB3g7TPtG=Wa6R(~QC%xv zS-uh-_&C({5XiaMlsKO`hS2KSyx1H&IA6d-g-{k52Z+8ehK9FFglAOSHlv&UU^+vW zlbAi*3|9eYSap3{`JZE`2Eni>2;RTFhp(U_v`6rfyp#*2Va8=DD5imv@c2dF+wMHs zYo?*h9S2wv@{$fJvPJ7Is{KokHbZmf$!Gdx%-)}Nja`Q6OeeRv$==-w>irVK&!0U* z?yaH3eBvVwRi5kM&WH9=ng19K&ns)%{*hJR{9D5An}Is9*u7C@=Byq=ToWQs3GNCt zzarOMndVzKJ8^KY?CVvPTgQsc>PaA_yRinnu#z)-&F3lnK8E{n=`-rkQb_SVH`@|) zx_yDw8}EgWvGYGMa&#C!#+9kGZIiN3#!n)@J`l85S}(stIeuQKta7L35AS&!Rtsoa zC0Okm)f@?U3p)% zQQ)KZp0-cqpcfz2;8r@6A%G6z$oe4-mk=YKchL0B9@ ziD}3?L&I{FT8&|4=VStI*Uz}W|GUqN^pEM9-vh5V16E4l62$GRg_yPhGDLw%IFC!Q zo-(X?(4k7wnpXzbng^$A&@-zKR*E#NQ>~_+#oI$SeP!Y!S!q`Fi;MoEeZ6V+&S?w+ zNHWRYnE~|5#%w4Vis!|HmaN!Jzpw(nQ*Yov^?lf?MRAZrep+Oc#)5#M7Y*4xG$P~DT|HTU!D^-aWA=_#JB+Lof-X((=H)*GG^YnPufb8I`jv`$rtxWZ-s*wmmIXPC@g^!U104r5vtAOGiQS1 zw3#|Kl4FOXFm#+wY*D$YrxUDt=^|Qf*0u%LzTzbdaOlwrb-EvPo-?jtx*#Ab=I6C= z0mW52e_^9lld0@rg^RNFC0tz^nnAy&n@WpR^NS1rw7Ki>Z&3Mwy+(``6X^FEbFeoM zzd*2Tg=AG+KF&Wb%`PJ;$>yPQ`JXA=c$<4R@C4 zWPjnb^5i$4ErLerFB0Eloo*RKL4N;?%<;m~D^&T1Yo4?RkI>r7JDH@&GET|{&HFdS zA-Y^mOAgP3^`2Dd*eVR}L5yliqSZg$>jkeprLi0X*AX9^ZhJW9Fm6?~MW zK7ISWa@99!d3ST`#?VV`3Zy{UtMl8A+H6eL%=^0;K1ElePPno-qc4#v7Q6a;eVpFA zUtrd#B?Y&$K-mcW+md(CI?rjE#_g`etwnPyL=(bn2xD-L7mq-#;qR@ z0f+v(wJHgQKVB{5>msjt>AN_@>N#l86N;fs$p>J0gm{p2qNH9JwYrJU7HzcBY*0tk zZujb~SV4@zdmD8FeI{rjz zAHjYaC9q^e=_4Z*@w~PxHs+W|cKiN?WknrSt|nx0zJ~ogCcht$%2VET+@N)Fh>+G} zpwcLR045#|hnwrOcV7qU>mMwj9}Itinn?|-z2A<8IwWd^7d?BIgY%Ehww?zaEvWYfV4 zKzYt$jp~@M42mvoHDqb^xND8zPZqd)X5#y{du6&Y0;-68e-O4ymc>?!v9@3s9oH*# z&0UKOm~Om05pe1Ek)9K)$Kvuie%{T}emz20)73E2U8-SjJWqzYJCaS5ONk7VkD;FDvxZk<0Qbq#9=n?MvNuEUEoT5eP>bRjJO{I)}X!yH#vpM;rs% zw(*FKw{6b5{r^b1MQ8q-GsCCM7j8d8bf~Uu>28*N(f!xoXQSSr^}`)ny)gCWcUboZnPMviM0S1 zNvahe5Hp=-@<_WYWgRc|E&iIgwAqRS{`EqiA%?69qyW)r#~O>ib)!290kqcNo{o}w zhDHl4|Er7@f6{ra;=Gqcbx)%VVq{VKA0059HIrFYffp+H)Hz#C+2K#ueP2R}R|P|F zCEX6Pw{Gdb66Gq|IwHh81O}j*mV0lHrQirbt|JTFMdV$*2w>fzb?y}6vG!0p_t8DG{WSO+VWub;Z| zzcP*IHri+p2;b5OaI@}vQ=r{#_(WU)b5|=utVoEI<)Ls0{4vhbznzd=oR_?4Cru7t zc~^cs`;E4;)#HB^W{KgKHThxU-t3*LGy6TISB65lj{l(eTR?F!*fBak)?|k+aWA7? zF7NRNC4nXLJ*nDj^L0iqQcZ#xh)Zra)0r%k*S(*ya`(fa`L<&|ccWRq+*XzR#K!0l zu~w|h$0w9&uI$c&l(eSPXU_V%t1Y2NT{=BBO?RAaBgDEHJC5Gi6CXbti=Su0T)ZXQ zu9mD8=Tz2zr8vJisipKMKB~xfOIs)_n1m|c(cxTw@#RNH-FWIJ{eIQJAoK8dMwu^0 z#z-bD`m$J!$_RvW>CWpdu=4- zZk}0^s`)TD@RIM=!$tV$je>zEG9TvM-L`0&ycL@^BqJZx+xHv${=II|kB96uF%Pfd zh(o^xD+*Y)=NRFN?9QjuT6BVE(dKtbHrP6pgUquA#r*gW3csUggb3ab1Kmvn)&F<> zh`HTW9NqS%s*6zuYCXTAQO& zbbR2FD&m*@FJd3Hak0e@myN#tC$7NVmA(kuA2SxOzFA@u7^L9Kua0vHhXrCUpETHY zey?Mk2f};8Y2Uq=if_*;=?9zZ`K%Tj5U9Am>6KInJx(a#@%xP;tz))oX?SI@{$+J=eX4L%aUw<_55V*Hq5~^?MdkEk-^Ve5= zW1DuJo+!>WtDdbIGLHpEqC*ECKcSZMdx@qlWeM{Dr5?hb3Jyz3yX&YTe z{^=~MnogtedyEHvbYCXerWo46zu7(r!S!{CG$^_r0~*?=Yh~-jK6CCeYdsFSACY*D z%dyIVouO=m#dl47&RUmpW`0yfm)5tF?llMKOf@)U>h7b0C7r-&&nMLTx{T1Tb>eYX zhEqepLVws&VB>~ymO!DdeKs~>`4C9hxEg!Anp#(*^z3mQkg{pvdf>S+J0$dAy$b{$ zZkzIm>-tfDHYP7K+Sr}`q3I1HHM%&mmpO?Z)sXr|uSa9YIq8KDP$!ypv0u7O4t-}y$2`J%pWEV25^i4z% zvdm;WN3h5{jb)|^TzH;UO<`NCrh}x+# z7~|!^zh1OvLhaMEy+`-L_4`^I{8-8Nmu#E3P9&tnR!B6?ysosWzvm<(pcT%JlF)n3 z$9z_GUljgXGUNQc)pW*7@L?uZ7lF0b40iv$V!q=ALfQM+P1Cc@zFgW$c38;|N`)(qg76X}^rM+90}s5?LAwvX}al`RB{9(qgP0 zHnaorC2h0I5#ZVB$%~aH<13CLM`#4>qrV{ToTmicMhj-vE%Ir zJY7iT^%h{IOO@mGGh~ats3?LSY|_z&;CXJ<3K%#EkM8vKu31Mdb!iB+%R@7Z1pi=^ zk3NfzDjHJW!vx#?^*%q%fO=a5!1eeEsIwQHZAjlU7A)NqlRw~`j}DB^rBI6>K%Od) zqgdxj{veLH4%!!5mn?(^^4jy~A5E0mGR`u7=g-IA17&ns<1Sh}oI^bToP=%6@Ab;Q z(&tszvW^bWpiE5VJm%6}uy@eA=#hd;Gi6)L*k14MC6ld(0EKpYA(hgQmm^GISXtqi7eIsnNY#F&O72dWGCDaf#lJ4#-v z=J#gt6mew$FP$zyAenZfm6de4(vks0t;7fCxIzv*6t+%Xq2rIJRRB7O+>H{!OmQHP zPMpdcMi#XygCx=hG9=4_?WpGg_^%>}(nwwl09?;xKeRA72e37JRR`O%IS`6}xCeTt z46fhH87Y?mU7JIRQIANq64wYOaU*$)%A&~wg=HFOLo}csF~-1m6jG<&FYtY?8%niW zdUDx4A9ZtoF6E|i#BA*88+O6*A9SDG!c>-6s*Xqb#vB(8vHyE@f2j_7QuIp z#m?9or|!+Yp|4+&6d&z)Q+MghzwRiu)DxAWSa!=u`Ay%J*}?lUxEw;BB;*;Ltd;IE zspBsmYkJniC@V zM2*$np>M|FA(IQJzZS0^S80na75S#UUm-P>O%z}+;uY3Q7PzM&RqhdgDRdp{VS&#~ zM9Jb*cD`|*8sOmYRS#?7E>tVK!G-75N;883U`q^Imdb5EI!%aV2jd__Z?hC8PFZ)s z&JdnJL#}F}czSTkhNWy_NUUhHOZOq1oqZ?(^HEG`CHs7LF*VN z4dB5HMD7mePqkGm9AD!|Fy=iE+9+hFTF?YXf_NP-xSoe|nl5lRZIg?G zSl_}iKGiVTdr!44TXxIbC_;8=0DCit!si=BRB%({*=Xg@FYvtAXiCm4XZ??cQpwhO z4giiW4v%6}cf>!k5qnQBo(8kY^C#st8Wh{>01hVPcU`S~!Sf;5JH8RSu;h@o^K)PF zUBKp@R?eB&mA@#Fs`$MNd&yGU(O%wrEoyr*2XaaWCMTP=CI}0F* zqEV5tM_BKp3yBTJ?Y!E2g*8X_KH!n-EpqrDE~fE%dk;U3#}dvxJfB>|bq3qQm^cvC zu6`a#iWRmBdFgGKn(UJLF)^;A4Tv)vl1v+X&28k{_Sdoc{71`%^$GFv-t*-VFEk7v z9lwmIzZn6?9CbZVcqGETAzGMo#y<&2^mVYerTDR|xqbS5<}NFK{chz>0)0xZ+Cy8_yx(_^I3T@ebws&kBG@(FkzcMQ~I`z8oQmpmk zJtgy#+oi=LdGMqvdj2=LLItMi)N8}IN?fXj39GHj+QB?(&SH60&q;K&%AH447s_Nv zW&Zh?f#NM>(Db)M&^j{0yNoyCl!+9YhJb;TAl9zi+)!UUxhN&-yTG^CMQdW&GPkAJ z0@nQO%QYlBCwInK_KLBsa}dW$4=mkZVW9=!@b$)jh(_B;kBn0t*RW2{hr7T^KEsHC z^;USpR!<|6@_H&x(7`BE%^ek7;2wkkf_~GP1k+VIe8;LwM%euBQ9&ABI?sDnRA=i# zY!62F5Qr0>QGIl>*N1cG$>6L?L8H>bR)D#Eo=kV_u<`T?O*MJO_}+v|_dP}kXfA_g zKH$^QY6$-uOfQ-}s&y>6F*?9Z0^5TC5uM-n%4(TocqVq~eiR1|si{=lR*6(*?le7) z+oD2go6*fZMQ+VW9NVC2iy7<^ocxczx))x=&O27<8_7v>%uhgsvCxY6*W=h;29AD% z9AScbaJNPX$FpRCY-ib;6yUDmP=aVRBm%(4S^t`|G>5bG8!ifNA08`i&JL-YH>f6Q zl)ixs14fAH^&G*^x0wlcQklIW!Q@zE3x_y6rIV;Z$dJ!pAAo{RLMdx3JE%INGd>aj?Lqw zhp{VRMxmLo7^BPwz2IbkE||%7e_J@|j`{ylj}*z1wanSMozUyqQtP9wnJ}0y{v<`( zT^HE{b(%KZp_B+CtzNY_7xw*YBfj(b&MC;e`V! zG$^;{5hcSi3#bFfR7Qo^Mxnt9sx=LbSVKdB>rW}b%MKeyvA3nK#^2X7n#7m|+p2?Q$%r?hRSyxv!N*Lxs+&=Gjs?>tn!C740 zjA3&4+2zZh`7#L#q5wZ&h%c}1a6U%oI*~ZGpl^2bnKb63^y-M?R_q_ogt@_y+FD6F zhIJjLvIq>MHb~^`3b{|#9s;m7jvc*QTp>~SIe-*JG5_0O6Fz>C$iUte4Y7MzYjKoP|JhUYOZ@~{LV{X^o6ZgF8kew0!%258U~LzJXqwAR?GztLYztQ8G) zI<|!3hX03@TK_#=d$ap)F!~HP`(@JhDpy`J! zjP-Ijk!tAC#(FNI24qgioRzh|*#CraWFbMLrxDphfv`Efn7`It<57JT8{C z7|1Y8R%V&U>H+3m%B^r3{<)n$sK1Xw&mh?D_R4-_#EP>c2o%6F4W&sUuFg1^aCZisR8b%i4;auiyCeHV3 zoXEdosYUh_vULDivFDco!=62})@%AUN__Dm*)T_|{2Fcz^lhICz0`lboW8lE?Ez3gj+S8z!g^hqJM=E`q03ZwN+>r|=o7D3nSd;OLT4iQ_4UpF*+Z|KG zwDbq*8oL`Ff#x9>*q_tZes+BkOaaNQ8oi(@IFBK7xo1Vixx(K>F1Zl?eq3;h8agL) zT7##5qkSsBKtzpxzGdR3Zs&9En1(NvXIHF8?1VTif5#|N_b?v1^1s%Fwl8a)Jd(_6 zE1Henba!0gx*T&ri#^(N;W2h+NxJjnHq61k@uZO7u|^}qejDV~5Om>Uip*qEgMrXM zne-#_SlYX*?Iwo*4m{i>y7lN~U*yRVf|i^5(%YAYwxas?Be1)S;c@fo(*;^StK9AF zJ+Z4A9(QDnvre8=a5Jq-8b4Piu9thmDe8#jXCo%m?WiTfF=!&iM@Mtm`VHLw7mUs1 zX4bo|bzf}&C0%>Qc>t*h{Uo=%nH1*r9TRpZFqq>GamhvCH+=KJWy;7ITp#4pAU0!m z2iq1fU1$>d0qGsLGidX-%$60wTdn%wrqoVLl!1HwV@OU{lO)uQdjE8zIEhxqC4D9c zKC#%-b)n+=b+TUoL1YzKB!)tb{`U+f)E^Vpw5b6jG;^t@hv-vcH&`8aOIHdS6EafO zxhH(~cAckFmr}|mmW_G4TOWE1S*pr^Yq*?px{XL!YkHIxaIUBLmBtQTJ=0ID^<2bV z4bL}XkCh1HF|uF94fW0kfh|iUx34Xi+c+AgD2cn$LM?^@PiXA_Jaq_|#JS4#RzMH7 zzq7ZQJFksp3BO%<1s5N9t@JyKPJ^&J*I)JIW>qX)$3J)|%7m1falEhMNjtu`Lb7R< zNSLww!Y<8dvYu{(oNBVGZTib${4Q@4d6beiDDjk5!J(g5(Ulou{pLbTkOna*+Bi=n z>S>61U*7WTJKx!rS?uhxtSU*0lSQ^EWjVr&c#nX#@q-NCKKYOY<`~->z+I;I!!h`sQ?~kUDOt85QY>lvD|n% zrwv?G*8V-J9>m66lHLz^yr;MwIR4@p42Ui(DG^nmFYW~A!_!50rmMU!Nwvd*u;}X+ z_N}RYoS<&FRXfY_`ov0?(*0>7{hq@w2x%P{hlYA*m|Dtv+H3Psu)_o7%l|z&%54at zsUJTH37)k>TSrL-7)6$NC6GDKS$t&^>(39Ta#g&MbJi7Eb0#JuMSv6!Yp76E)d@@h zJTe$GWnF*~5lqSqI>|ykhE7rHJ=V7Sz3WTB!?l2Jm*SE&&v+^Lxq*cHp%S|lv`?mhY{ zTDBO(m@|*;5;bu4KPnwl!!LM`9&Rw66-70TYcGVB!-Ge19x_KrW=LLhE<6XjLL#0x z9w(^y5JDQyQ0TQXV1Rgfpma=dmn_v(KuwV-wU4oohXT1>+V3|?*!q|?5VFom_Mo2) zVV87B;mDkNIjt1z4qeBcQ+*j};B2*!(WMgBiV5z<+Hx&yuuSfbWbUOgXzD4}oO09h z+R8BTN5>eo)*nf1g`wK9pu*C!?f9`U>JbRw_yN%?JqKAV+OX^wg2Ju_MzzS!*}n z4d9WC(xQXVa4H~d!dfzqS}*G2fJI7Tv|3tCE6bpOoAI?Ad)OB ziWdU?xJ!cTlXcl*h;KHG9=gl;-~hhINY`8}rM}hpnkc5Q3mU1bG3K7t>$~h?)DsZ3 zHtGCOdcMkaAJT|(ee$Pxn;%^Xm~$tRNi$* z$dOliq;BxdK?%z<&hO^UqRWr&ydaGnnZWB6IN>rD13pz${^!3eb}G87Uv9(jWsi2x zNzZ^=li%Qk-z0}1t3@Gph5MYdZiUm^55MNwjl-A^;}68{9!->yg66Zy>YQ7C!25;8 zmnw+WyrkqOpXEmf-mJCq6lUZby9@la){yMr!spWLL$LOq%tm>WbCg3s)>dX+G2cq5 z>i97ccH!h{!1nL|i=%T7XS)CY_-9T-j#=N(oFdy&A}eQx+i4DCI^0PTVx#1Im@p}7 zw=P)9-!%{_48A>Pnw|_I@3nkLUAUodC{?yl66O zaI67+u6PzFFRo#$?w!ZOG72${;>bu!lvAX|tgC1OpU9FDsMy(FGBvM+m31&M4P<95 zG~B|$E^)9Kbew5A-DJ6|uc*NYv^m({fi(YaD2t=5U%bRt?Ziqe`l3+{rsFsTw)P?` z@OlGeY8B&(PaS_%SpXK?TY!^hWZp$;d$p}^0s;!{DdK6=xGsB%(aEbc00YTNH;F0H z$Q*2D3H%7V0;>)=ObT)>y$Bj)_Ntr^XG!y1VfUwCOtq#qYo!ys1sRPMC_%xaM+GZh z;-1#z_l*ZMV+cM#P0iBmzBt=Ma~C0?Y)TBB#6j_ZQA&_M-=sh6#^A$5Tpw~Y8m2%A zp;LUWRB9GO#tZG@48cJejv7*^^j*Y`8uvtsSh*x+4QPz!>$%wtO#u&*F5MS$rwHf@ zmOidS>5_X9RoI5E6X-ml2T4ikG}pk<9}1y^})dDVpa}hSFs=$OJsz1Z?%V6K+%JX(u!!s$|x( z$7p0LFNhF>zX(^;mYYk#$c*MkN21jtR`B2Y_YoMPZ6`HF)~k0D1h=UOWvXT5Zn+}j z-^E&jYkAGo9pI^L(?-(61B6P-KhtC_gRp$_VVd6qt=OPXd~Gu%4I>jY?g)i8or$|y zpV}UAX>(EV#oPJ8=#_<=4K{JEVq)Vj!^R|nvtz!|o_~Ko9((;7X)^Ez8%mvjVqib_ zYnb?a&Esv9^W3FFmzAKArRnytMBb-SRqEi?R*e$CB8#*x_VNtxB*>-u{_nBg)X%z8 zd_`Vl!V`o2(+*eQ6O$e@1CRD)JzhI5lD~X%D{3i!=KXTEFx-wus1%sj1?^PHZCkJB zKC5f_V7vQHICi^|qt({t8TWtmf}ai$%??DC*1@-lt4mNfMr^(P2ybO%pOh&Vh{JRz z#hG|&n!{=@dGRuC7yGc+em5j!9o`Z*Nsh}2OCBhAbT%u2)FQr~%Kqr6Vj6r@Zbt#i z(ftIbsUnf=%eeO?GF%36o0^zb7M~qN6P08uN;}q&@)b?>ikvIex=(W zqpf)mUccMcVpQUTs$3A0;18VC;q}^dbMHk9vsm34xVC^q{>+?sa%6KCe4OF+v-zOh zp}e@E+hj_yZ)MrJWMx16%l#Qk$CryY*zab;F~-)v-7CmI>1qw%y$kotxF)lSzmk zjCNVcvdL^fIkhYvxNbW)t+jc<;JtFbncCRGePUPIh)`kM0}h()`xU93BUPQ9QI z_GV6zcf`9eajb{^(C%GKPeoudv3g^G;Qv?+6pyzyrYo0iFYQmQ0MM`B)Xow*p7yl?*wEv47UZ8!%k7I+2m;Hh45Ac0e7QdwKw|Z69@nB!%fh{ac0sy^Qa@?Po zme1~2SYeL~uH~AKR*rdPd~2{ojnnJ~fb(%b=2Iv3YefxLVTEN+p%Zw9QBFy(SW@!? zMc7{slemi#{Ld}E@z&$2G42i)8|0tnScW(a-jl8fPK;?MQaiLS%;CR-u#|jRQo_sp zCuss_#45sB3F6z0W$23c@eYoVz9R}xw9G9oSz<|;V}l-BicbLT@yhhFPbP(iPgU5D zRssn1n?7MgKkuj}VY|T^C;Wg^xORn$23B|@|sdQra>wOVfy3s>eoA=*-0XOrh z3tJ3M(^LhjUZ=bv=!n$g;VpYjjb0A~Z(PVu7jc7f4~HEVSnlXO8o%g;?cIMjs;Vu- zOswuiLQA2EDz@`#OoqWey=1vrzbAL@4TK4=Gl_>%J}%t-Fj7P}B+JT#?|i!y0Ln?4ZIGoL_k}@0q1a;Zs?i{K<_(V2O@=T_ ztfZ+^gA5zW-fGUGc_PS$1@L zV>j1jA&kukj;kzSE)07_NJ833$_D8-297sxPTL(|h=#no1GA}Mh4Ecfp*`y^Ro3q% zku-_NxGb`fsfVENg2E!JxC*Sadlb!cfjcE6ghB3$Y%2z_pj~y83cbiBe`>ZABve$h zpxGXJN{-oRNn)k=v81JPJ8_6107V+Dq(ALV^C|PjqpgZ?m!B&4E^y%3oSyVHH5Odf zN2pej=U?2@frh=A63U~2a4zFHra^}L8q**jJ63ug#WKDLGX0li%h{_N%W{xj$H*I! zO@5K7rPaoS2@jTikW}`n`VmAH4>C+4jJtSRc1^m1G$C6HKY?PHUzx9j2F8R=Bm-{` z1ireQnr3o8%^n6ib$z<4h|?ztf#D~sz=g|Ll)9Fm@*VfSuWbFIp5@aB*_er|Qn%CT z*GApnu`}MGHZMpzXMEu{xCTb$k`pJ~a#uDm+5cvy*L1K3wm;jYqQsRoUw~O_7 z3)dIIqubzOGzrgwi%7^;wn!I29b*VJ9@_YvKxIUk6ftP!$)sJDy;&L?VKZm)CcNu4 zU&zWjSD!b!I(2^gk9OUVEmw5&tgp*{T0NbUaMrMQOPge*&Eq%cjdfn^wK1;!+G-~H ztOe%Z=k7zJMv=#%vWUl$pf$~Alg{r=dT%)D@&%6EuD0H??MK9CU8dq=3OA=wQ~4!I zFEi)gvKPK{f1P@IUn6X|hOxBg!uB6Ksh^Mqd43;b&=D?HvowN9p^NS(&8vU?ua5{< z(_6xJ>DykGOFiJ_?m1i=)Wg`dHy5{#7VrKSiJv}|rhG2n4S)2YGY*780 z`^ohaL{irF80O^%W}^E?_^Jof11WiWavNs%Og5DimE|HH61aWkf1sg>r-Hp94+N7u zL&P3_WeY4LK=exnd|t=vhUooIQ8LSigOMr&ciZ2o9M0-L7v)m^=2GW(dU_s;5y+Nv z4-gmJ(hC~LU4k=rA8fs@nZ-fdUOF)UqRdyyI>Aj)SKs^;Aa6A?6|%LKFd_1bam zO>Bl9G01wECAmj-jn4FAGm%y=FUlF;pF~;KTrz&+Bt`z z)9wKUE;f_s>2a6jK-MpX8x>~k4w7n%FUfuk5y2YG9|luPfq;fnNCLpKB;v+sZWd1r z!R*e=XhM&Klw=-|bsl!y*C3|R$CBd?=W5sJM9=cll=< z_GJ!AtsRnB1Pf1<=_X@Yb8B+66y`!{Zv$j&Ua3hYg9t4M>zzlDl7tM+D(XhTOrg>a z=}fo^idO~dQf9GDQebBDdDJeZD9F#Ioop_;4*(g7WZ;h~1!}@qM=^DZ034wJHPEyW zsC!R3LMR_cj8-XF`-`_#%!2gl$3rk6i|f zcfgANnjjYel6o58y+zZeL9l*FSr;T4+bQ+Il{2Nz7{&m{>R5{H+!HkeN1p@7txQ9Lr9fLi=N1 zO5cubr2bpmdPz!D&^2MRuc7Mh+4pJBcIQ|5d z{RYN(yodUgoCFkzSGO*tjGL74API&~OtXhnMqj!lGNuy|gYyFtlagqtw7`vN1Ox_Y z%Bm1d=FN1<5cq9m7tMdOn?V5+c29-Sn6l-P_xP2B5cA0?$RnzrAeb2>hujT z8w9BwA}*5d`4u!VCN2~ahiy%Q*$wLh#3oaT$Zu(mBCK4!t&JR%CBOK)@*vYR=+_SUpI6Etv_wJqq z^~vwt7r~oXt93K9HD(m&D=!8lX1DFjh^u>D+I8Hd-1aTJ9ei7RX?EuyYVWaU3}!SX zf6xAEmlTeX)I?p*4z1Fiy>FZKJ+9!dKM<|vDz#1P^V$5==T)QL{pLxzSiiTnKUl1< zj@fG4%P5nIuX&aU>p8!yW4Hh}+vY`>xyRQrN__V5`TAlud$TtAuYDoWCrKA)NB3=r zaMv{Y-@RPo-@AK$r`*fuv#G_N$#?c{nTcO`5;W_X-~MHZorX8(C!6q=BUy=2-^90` zFx3{l<}TAGT2H$oFNlrgr5fnIezxPMx}N%(q9&_?|Ak)D@6Y}4c0^?|efh}xH>_k# zFYU;`6<_Rc=FHUV-dx^)pP& zh&xyP<*Id$yP#tgpE%Exul3 zH7uFDNDOOupd>hq9IsIY8_c|FDgS1rC;m>^WcW9qn0=d>VM23%SMzNIAA=1}+|zig zp0$>uPTw16!X1Wo&t`|@)BQ%qdIk9-*|gG*n)>zX7;t<6r8E=)SWRdimlevS5JR(x z>P9e@{U4|RXU^_CFO11(64SG$@FlTDZ5$2EWeYDj0t9_hBs3H(1-Z`H;;Brk66_mK zgJe@H4m?UbOM96MIf4?ob@EXjHkn8Z)S@}GvJU72xgA^5K|($Fe-)I_oLf7%C2riU zB}`)H@HoL5Bdzhw8wVToQ3O4-AfK;OEJ!9kuqLzVkY!hYR}Ymk0%X$6jxb!>?g&Rq zH7V-$q5*nT_9#OVy9&TsZi)ritmEa4fM3W~-Bw+OB{h28DyTsRIZ91hVx8)(uDDO} zPcmn-?A#dMG;%8zs_4tq7&mFhu%u_F@sb!MO^O6dyp_%DP9Z_JXc(x}B%?`nw3z0_ zDM3rrm_c%dDUwDz^1_~;J{42d&ud_BB^Zwd$_-MOjmh+1wTjS*fyuH%`^XVV%8*sh z>K`a!cI?y9TjPCauK};=FWIzjpsG4!S+gz_ zMqIfgB;TanLWzl+aP3J~P@VR$CcmLa$U_n_bSD-=E6i3M!o;}tWwaY17AlMKIA&hm z(3{?!`2bG^&?-(=!O^0`9Pu3|sc+7Wt@IKT1U*Kx%>hqpO|I9d-Wx5PHEu@+@x&2O z8Qx-z$XKYPOQ`KkZ)?Ib1Yn}9=M3eqcKwF|WERf@pPHB0Rty{wl70cLH0bFFXLj== zt;yYuE!8?V2)}mieM|y>)q#ZR^I#>vYkyW6gzs8NeL{Y zk=4|8=5Gy*bvc5 zhEeU7l^8hE`xhEUVRU^`$482=Z%vuq!7w}QjV1_F>2qbNk}vMEz=}iEW)$JxKgvG- zs;K!jeC%-B9Uu0sp3m$fvahm(m;5ab6T{r>~?N z6fh*EOq%qqbj=*=kpyjC$D`yu!KaEPSF-T0>3jdTbL$C;=uq}q9kaz>QGV$kd5_Yq zJEj+L2Yi393ir?6<+QaKvQ$>Pet+|68?&q%pSGGZ|)I(zjmVQ%3s;CqAl}U8&YMD6k@&* zVc}=bhP{ke?ExdFXZHZ=Ut-nA-m7y3*O0j3xfy=A|%{X7C}68=nu> z2cia0u=q>OALi#()_+|cy>rgutXo}o)N}OL{U+&OvNz*~?^pR7q}`k7KNNbTjN8{; zRy|a+ct*$&y@@Z<&RcW(v{m8vUpP3tk}?MZ2=|M8;it*CJ&M<#?f>#H@uyjv?zS;; z@A}|9PmhVO)oL?-DT^nb*6!;SPifWPmjC?^ZM9k}ljAGQ5I5Ql6V0nF-XgnR4FTa9 z3;iOGbTMS@qd-33OobINceo-0^KCyko3sAP`a(Yi?_nsQn@LKFK?Jsc@x|Hy2j+0y zSzLEwI!(gR8O$Zjz%YouFf#@Bo2OFFm#XHcY3NicJFWAK$7Jo5-kb>k{3lkV`j7G z!=BaZQ7_tBjW8#wKlit^RE^muP<*3)dqvy2^A5(#gfYjMZ?Z?KjL z9(-!yHj@*|?Qb(i|3K8d?^=Y8$D{R6A7!r;?%ci4eHcnUin^EBY!*bC%#_i>n6JE4 zB*YxLnv3z|gr2Suocy&&2~*j_svq1r=X!68-)zd)i4u^e9HR=?&42T0L?OJit~(;M z;K#gdQrVkc)ur1fjob7_|G8iADYE->gaIEKSNNb^D6Y!)(qNJWLz#V7tBKB~}6c9pyglIq6}w#DeSP zsGTiOB66cMUj2cr$z?g{q1V1KV}B3?VWaK$jxmm|cjB;*3SLmoO%S6S1_RVM>? zcMH!-iAz-J??HV@RA3pK9n`#*+TKm>SLI#lf-sL zk~%qxJ^3S1bdor*%aavidU&Rs%L_xjUn->YF)B zlC{8A)A$MEb=BN+36I{lMw^Jh6T62tGbmLxYvZN)KB60A#ttm%8h3vY(789Z9gda|JASx)K zqKY$YO*YwdG*bU|$pkUqOFy-Qg<=sgF5MT>6_5$6SQZk%g)%r+t{Gc{q=XE)evgbH zLBl=SBi=oQR9TxBT`uIy7|dtvw;%u6?WlsM*iw1%eQnsn@t)Qxm+WU%)>-iNu$p$T zgE7f69QIv zr}h-i`=``yci80eq2xz+EsdBH@XS4TTFz*Be*AiVH^K64k!8yA*N?XWFL+XK$O7_rd$b?bSi{nvl5wyrx#B<>#k0|`l4gvF{l-M3#yqn7Ly z7xNBCKT0agGM|cS+(vRbS+qnJysN3swQXkKGRHSxKyUuan+vaBc0x#{yC71tmwQ{cyUhuL0kNTb&J)*ZXi9;*~{|j0+#wAf5!1h^!_liqIK9K z<_m#XEsycB)T|7XHh8k5>b*8xZ6(*!`u4!JXb_Dpwi!ru%A1*eRdqby?tp1n`twyE zH7)xv(+Pt4*IruCToe$J?zE{@?^=6fQ{2?y%(DqG%Q$L!ivWMCI{x<5+>p)9&%DGG)cVxzI!}lRL|0K2{pjry>_T=1-0W6(bAKLMTIAiHAE+o-BhM< zwmo-|R|hu_E7Yjv9j$j-d)KJE;O+W5+H1ZgxHyE5kS79sfy9VAGzSShvkX8jVU z!zo#)BqwYbuLX&{^k|V97Nl~sOwB+BpdxlKal(D@X@glxB1=-g#50LA)kq2TustD9xl4dbG)&FtV zPaE0pxY8oCwY}wI9R*3JHs39+G8B2(dzcQRqebRFZxxdNXVz8P|NZdxU3n~VUV??z zo3^npHV-BxQXF4|j@eFY{<9pja8Kwovv{-Iar27wym2PeGx%J~gGJ<_>wOK6^I8R{ zl0@i<`DU3f8ENwN9R*htP7dV&_-ZJ3KtioAL+gsjX7u6XbINZ*wWh9wqM&^zTmH4V z+7@nObnQInPJq@5X@~Al+vfUX5tXG^63#q$wUTExUgn!1?KPpBaA;Oy$?*z9Qg=$H zRg3H8ywV=?d(=s949-zquWH6<$Q(aq+<|$+4YS6i79+$b?8aU3(ps0aw*!_scG?YW z`zLVHDHux-KnsL58kC?q;ju7U+C%qL1k@8&i-+>*$<5N^i}}Qi178_nmAQRjJz1Fd z1E&C|`}E|;vD5=Fi{swRg;kKc7L$vy8!AjsZ{a}(vF&JfCr=!>1x1yDY!TbKT}(DS z`M;%RcnnS+TV7u||Am7TX^^SE*98Bo9Eq`89i<`)Jihki(>=?4p@cI_oOV;2;^$Sc zuhq5nh%7)_o8&GCk`}ql;`aJ>2tDG(rI81t@bY5dub~FA*Z3X~mice-x1QoLMCmg= zY*nx@ny-KX(mqCJi6d1KiMfpP93JUh zV(U74inED6K=VKkZeYM>#)2>YvUC>$yvKd?qzSx5C^oAISR@kJ0I{&Cy@7>FIK#87 zdB8yF=WhU4o_IB2%b6H?%n)#bgKrTSi$NWGLHA!^5CcFzj~RFU0)AWpK<%kR!0%9M zJb@?lP@%+D&R|Hs@`Rl&pf8Ou$)ouq&VTS3HIcR066QWim99$`s<3iFJV-;*EFj%|?{vGFvF@su_RgZ6#TPKfbO}T}M>`dJF+d&i zc1jtqDCjAU8}WkKHEA?}Y#3~#X>wN|oifT$aK=iXb8w+_O|+}&4TGh!N`x@}?6_e< zs>W_vCM16`JL+nI^GUC;t-IB3sXRu+PCJS#B{X3-$lY1G4PwAQ=lzA|U;7qCL1Vq( z)?-iCAIbfJW;8Lc-7=9Y;mg5-q5>C6=z-@}#&@^m-AG?IV9j{GU?OLcM~R`oKgjt= zB7cLlTQS(WfjICsO%v5^m`|S_JLT&AaVSo%5Z!v(S{@%<@Q;+EarT+9!sHEu!Wr{= z!WMGnL{P|npBTB{{qds34dWA5Pf;PB{h?LZzYQ&1uc*0frhd7ZzHlGATrhN?{xm=E zV&_0Dbpj^}RmgS?D!ubQo!~2R&1u_vATR!A#BALLUC)g2^(vUlsqAenmESfS!V=G&tefe1 ztXUxu)kY<{bl?gUy^_{bSx0o9?MXeXe{-#OB3;CC?xu&7YkbUU7;#=wX?|FaV(FUM z40FHxzG}Pj(jvJ6}g2mg!=Bfq^g zjQ)iPO*AM>F`pc`^KMY-#hij-n1pxPh3LdPzHUW`(C)gii9?3R)wFnj3(8WSL1{TH zbKC%@?`LwQtBwn?m+w~WdeoP{F@;v!anQnN$2HB(VyFn9Ok@?gNLenh0#nG+qs22xlTK4nxMtgTCf?n-us)NX641ND zd6-E$p&5jQ;LM`y5JG0RNL!`dC|@2BQUt9Wmx|u`sOezlYU7ll?mTsH#R#loa{~S<@D<%_)XZv9p&ao`X#0dmfd_HO86g(mpIW z!P3(O*Z*7Cf^;e9R-P}IPA}b}?_k#cUIm>x+vP&*@g9b`P519L5LTHVs#f)Bgq}LJ zduu;m=M6%I=2;t(F5|W=h@#6Zu;2**_EY2l!|KI(SC{^ICo+{Mpp%_}fn2_RSxStte>Uhlj|T3qTSpQFd=ZK=l=mcOi#qkR3BK zW1!R(CynlmaxxpoqoH;Td>p?!Joy-KT?btGaW(HP7$YjlFl_q$%oaKJe^JYidXUNhZ@t?a3 z&36YD3e*`>8H3^S2Ej|a&Kb5?mZtt?`}@AgYQx}G-Sf;oR6&~#rAPDr&~t-*Ust$M zn}}CIo7)jYCT4S)XXwvWOXn9op z*oW)!l)=cf<~v(IM0GX@mgPc$f$0&hUXR*L6ojMoB{<)g=lhz-lN5NJy7 zdqQrgg4wm3fcf+ib{;2F_U>BYbu*Ua6oy>Su}-RlJd?Xa%_oSFM@k$a>}(TM&~7LR zM)=R~1X6lk1$lT9RytqVZdD*g=_C--&<6b>PGf7&2KP{-JwoZsP#%hM3cdimKMoQj5kwRigHk)(&Yj1R7 z@8Ggj=ytEfiowP{8cNl6I4=0&c~FR{Qy9(XNp%w3AED9)1z%x9vN zN-D}hThxM;dmLfg6(NljV{Gc*>?=J3|2$Ch&KDMy!v&6pI+%-+J$nV>8Ub;Id7vgowjTFkT zZS^9)IfBq|>2c++iOi0@PBM~Jd#3I(Y(DNmY`BQsyX*NGO1=8{J89ebW2X@BRE=V4 zhaVmgx3<%MS|l&bK7Si0KBIw|4pMQlualLECM@&+lKrBmd?)nBj;Qt9@6N7S2BQrw zMB3Cg1zCMMUf!mYCtNwYeO3kk==xtL+(>R!YCHGlo*<~A{xxeEKEd63?n`zqd|UhS zXzPjPeZ)S<*y$lK6p;T`Sq+`9d=-(H^IIoNFJt1+3%37fo66b?E;F#*+a}9=@AY)d zNnTO=qJan=V%>VMdi2=L>bst$rpUdYblsh69M0{S!)*&m4$l49@1g|j6|gd~e|5Y?#x&lMEKfAK+-fZ?R#mty zXK^w?Vq{!Bf<&L*bzy}~!oJkYlS&Rp8wO0pxkBrS!O<|WK z_6s^y$tTBvk>B z^rX^-_ndk9#<-?-eK4ISu_Fiwsy8j-J3VsRz1e)24n-|;kO}O)onijn&`h^j5|*Db zPT8951ACK;0pwM{NC<-h95$7~qnTDjDZnHexzn6vP}#IcL(gBuRefRYII`o=ju^)O zR`TYzd7b}YZq~Xq?LG1L38Gj1mxp^oh41i$z-sm{eQycbQ`mS`w+1-PF#9D969Kb8 zCu6w{s9_xZ3;1?wQZB1VWUstFBjL8(o4p2G)R7O~ICdSC95*F6`p zPTyvfR85K1$}vk|eagO%_*z+sdO|Lh*UA3!sf#}-?8Ih)XXe5UMQRpHgN&F- zT6nk_)_5hI6$j=g5!R=gJK-(~#5Nbja@OV{u)A~}C@K=tyuZ;Qe~@}eH|xZ*hjSO0 z3?j_ZE85w=I249T5wR2B8NJGp7HYC(estWev7)VM1UlLpeNPYzUs<@z{u|p9%FSwb(Bth23 zZe<;L1e2b2{nmHwCQdeSwaeL>)CoAblmFeuM3FMV$&!Et z9t+(nsvo6d2=$d0byTNaQfprbkYMhfcI&0vr;x$zPnzgo*3~2!8yQ%kODkc}t~C6F zWmpj}B+C*4NUbb~XPUL48fc*2)OS8sTi{ftXW)$5_d=t9VL&KS9GLYSI0)=g zW4#S0-7G~#iI1*Qn-Thb<5oMfXLt{vKSu<2q!^gIp_l*De8eO)GX(w#acU#n=a?|g zEuZ*>z^Eww0F6)fRFQ1dKAxRcUmWWAs~|DQ)jzA+YL$pNLow|O88{kk9>mBf+kAZH z*g$R9*A;59Tshx1szW^{J+h}D!lki>rM9E%<`>(#lU zDw3)ZjTfF!@p=q5Jf#O)R#}xDJFTAYwevXDIkGWSblcy*E=1u-0yL6m`UkpC+atsH z`0-)wnbUrG)36H$WoKvH^&GMs@*OFTn^z6o{*~6q2#tn}6ss2Ro%EV%X1{G{DCQNt zOXnZL`i8{c;W*pS`r2=9GsxJ3i$|#~zT)k>6tm*5f8)j#sn1!q)0oYx<=;~*R$Ke~ zep#G<-FLcg3l-Ptx9Kofd2Bgw*tzH4>00kycmKHr%c?RPStH_y&Ma{Ljep^7@O!J= zZG*8daQOHNU8|kecRYmHuzzfaadtYBHAWlxpFGa#$gW_u{^!Bkp+7ORP1XPV8ab`g z3AG+y>0z+vHHx>N+VeL1S4E}Ui00?f+y6`?_4A&?z03oW;QZW=?QV$aS5A$S&uMP^ zY&w4911%LCAPNl`yWN=oUSDA-Nqie)s=%b!tNec@uIizkL`lJx`E&K46`__ZS z4sSWCx|%IWt=Hu`4-IZaCr%T|CX@d@k=PhlO&fl>5!U|nako3{h$Ep&pT} z2+X@HuMQwuls-7CdZp=06@3zDZ8Zr6k*{Z4#AmCHb6E%UUY;LDcDqZP1saqxhd$-$ zZ8fIBhOPLXWX9~cOZnf~AtkO{%@i`E)`*qM4mLI)cYB45WtEj|7GDfl6{yyUShLH5 z^a7B%(G37+Wk!6HG4KSZuRrfjeB%WxnrOE|j$sAHZs1T(^CYd4B!;ddMU~=3X4aQ5 z=9N@RE+$Egs#G%)m`@qaR5NG8iv(1aD0}JOF&@3wBX}t2w62*1@;o(83m=8znEIpE z4vmalt^im0DvH?eIkRdPt`*r7$BnXni8odNkER_;l_hCSwq&T=r~GUM9RaKY3sPv| zp$L^CSI{0vr;=sZ6HRE~l#IcfO}h{f^$2MbK$8$boS=VgRv+MzbwI$Lsv}AtpddvW zKet>4Lr42wRhHo{EpXRFU=g_FL2jNVX^3tC^TxsXY0oC~&g|@TcX*Jlc?GjFpP_E@ z1wf!6mSV!K1#fSJfrPJsL&cvh>);MWlP&39WY(MqWH#@yWj>Arh6S30RV)XqKz0H9 zMRAZoGvPT}LQ*XbLM&G#1^+#KBuVxA;X{Rl2O8l|x@@!vQBP7%^!3@U3}!85{i1+8 z?qWeb=c3I|n-8bcb&A_msAu@cR2W{=XoYWE%)3c?N<>UjFKx`1)~f*YvV7r_J1!ve*<2?9Lo^ytk($gf8NbG_pP<&bk;QmnC9}t za*xw~>*wCl<#v0Im8aZ2F;E|R<4f5KPqT%Vh>uM3|N2D{wj%Qtl6VmR_Qs%3{Vy<* z2Ibaf>ME2}(xR-ZO#lE6E*|uD1#w&wond|f>UbYqbB2qe8B5(XKvb!XDsnL&Wwuz2 z=4ZG_tg71+hFt(HH(COZc+o`#;NQ3l0f&ZN3>eLg!Kc<{Xyt&bHC!3Oyz@jN$U8Gt zMNPOZu(d{fpbis{X#z@HC^MQ)tz=3$O9+8=*rr>0+gg;HN6WCYE-(Z8v>&JflNYEv znu^#G=z;~Yzy($*z7|r%L2IlEl<7Fsd0{m>q_iEv98epcAYfZo`Qk~P*oNwQur@CN zHZ^Pz4IT!OC%lU~Z1MRcNTDkTRH+cB``UR<;-n%S0b`+A2g+)4Nd6pp!a<7yg#c~i zVqkG3TIoC3Z)1`)#^oW?6|Y1#FhI~C1OVz{Tx@0i=G`T9b3Fjwjex*Cfsz=I#0GsH z$_J9IL{VQ6Sg(tj-OA|(02gG{#U!nhZEE=nTE5;MS{!sIPkTF0X8}>c^>x5)v1`N1 zf-Dx+Dv=LtMo}&#tFGmFoNNjvnhf2d%F%Nk(NoDl7|2w&PLYRmP+^dNjHk7Udy6>T zuh0Z{2@sZapG^;)F$P}_2Pmms`|uJdyx%5vpqR^n_Td$=U7n-q5H}Vi@8|;uAUuIR z{U7oTmiq32AkTILgs4ET74Pjf>E*e2QiSqGl8anf66hzW+Y#SA+NRx#da=?zJw@15 zfIUc4W6)p<{orN}4NSv4PEu#++D&E@?ti~sq#~o{|N68U zTl%ak=);ul_|5FJMh_kH&I5aD_05;qSmbE_s+X67byX09s8XxqqTu8NZg9c-xWF4M zAB*j9#2|c>CzDmwWF-v&>@N+jS*NUd=NiPkQTKNFY3yC2oK2M;7jSf*%_h zpkdGLPCjQ^V{UF&GgvvqeKt(jYV|SIiG2cdN7G=vue*N`{ANm=xQ!8>s`0&5iO~Mq)d8% zRtPg!6*I3&|EY-Jf#@E6rzxO;$IgR{*E@9`KDN)l-AO!rcq_Mv2 z0OC_~w!f3@ZYX=^ZI@@%e6o-%XT0L&u?sU2gOho#PfgPJiB!h{E$S|XC>tXeZ%B7`_84^yOw^WMv3 z0=K0XTPy1~OM^U1+RZ|8jhprj<1$#-{)h=rZ5qxTY~u78lIh%*5(*LYobg6VEPQ z|8iAtOp}pz`JReb_taxG8K%=|l#Zg^0yhRNh)yUFhT9yVhm!8zTylRoad0qm5&m># zsNVG2G0uLM9}JP+XnBCk5c^6rtX=n(vG);&7NlTI7f~l}&I+nxm9r^=`~LM@WNfEC z6~a;@Q4O}53ytKBm$J~Q70(#gfnrAPMIQt>nm-9)A}$C+0OI6mF)|My;(|~(QX-F1 z@nTg7TP>d^MSdb15s~)O?#R6M=@1$E91;V@Mlhmw0q9-5nl*A6In@qcSdO(KBv~$>( zKF)Z^b3u!TVFQWt4+uo_B!GjCC1Ev&$jG4ix)08gsr8Lq9~o{e8zN~?=5ZUq$zv@E zNmZQlA*!FUDTW40(QV^yG{QVB0A&ZDq6Gi4925^a(179c%Z1V7M<4ns5}&ov*ES>pFmP=n%L* zqiLTnh#uMl!6NY=RG?md=$^COPE?$jd-Ol{vSu@9Z2>6fAMSHY(B2CuOeJZ;o9Sp z?7f9-a#eOVmlV0#6kU5>5)wj)$j-V%M#!GY-q-K-{ry|_-tN7<@9X^>=R8g@VI|&` zL>d4|b8)ilHlVRR>T;U6BI@B>?X{>dA#%pz+ch+L;7SN30$4AELQbUuQXS2tuiDDf&Dx*9gR9 zh+)_*wXCt^ca+t4i(m$1n&)eGy|i2vq;r)#5ez}rkMM2)0;Y?f2XlAsR^>*|(i@MjS6FlZ1#B7h-GjTKJJp-P_Xy># zf$@{b6S%WS|NbgoG$3_&o1D6*6uFb1(hU0^?C_}c98CC_r~Vbc8{%Y+FuW+1-@{G+ z>*F}%P9=aN)Exayo*VIUSBwr~MYoB_*wtEmF7&Btm35&7xwVxoYeZ_ac(=8m`eZ;& zblZ^Bs|Q*52x%D4a zaq5YlP$-^r#EQcUY_6EdDZFJz?mJ2GT?i?8rgI_wc#38Vl5*vl3na9?c-WPaWb}qI zUxwk^++i-jqgzeBR4O3bE9JCv+Q)lBRuogi?O|hQ=g;twxW`O5yX!p=KRiiFPhroX zmY)~cu@N9Lz=c5dze~kU<6j>LVBoc*fm=Rb#N=7WJ~~pz)-2R-m{xS1vUK6!`kWdC zvoOT4e#(X_)-tqM;`FYN=0AzN5KcdeTH((a`AQ+k#vd*ws(kN1&6OfSPA|3D-c))Y zAV>eGhsHw{-mA4DJ2w)5r7-s&x;=i{h-n(9LILqnl2+U=n@Od2B}qsQ8VMW_H9zZM* z7$soAQ&0XyF+FNbrCgtzkJ5WKdIkjVPegm$Ps>BP7Kc;Xy{( zc&vUAunMT&*~`T`kbs(ZuRtC=t~f2PkV{n%oJ~2s|C1xc!NMO?qc`;Bv1sn%bUI{Y zx%7SkxzG7339BcCCi#EUT2-nXn!=evH(67m-~$&-Y${;5@z z>|clY5#3s*dr4ERkxTbkS+YVarXF0seIwRi;3R0AsVv}AaI(>_COdeO)!Pf{_cED} z3}@8MKO9#~c2Ji&CqS-~pAuQx))jf1M%hOEx~=Mrf{uV{Q<&>@BkA8CO09g$Sy;LP z3a*#a{YNnhL4c@!=QECCu`Y$nOcDWolv9*Ud;J-rUyC?r--4MD=QGXk4O38`^) zxj{@93CRj*5(OWua%QFxsg5sfNukBkwI`P}EcJ>RUncz<_&o-<)cF1BN2SH27&_5< z?phIrwRk*?glW)Fi(~~k-vCR`b)-HW^1LfMl5R)fl;Rm84W>uPE@#CntTlo;wd1NF z=Wu*}tev+jVE$ljVo^m%MvhA4To3>#d_s_HXb+%eV37J{Ts!PfKd(2?l+JFb-mz2x z{Gin7J$>M_4K@%}h$&P+osQOTDZ?PMz$&OFswO5#B8c1!GI9uK_f}YIKEX3}+$95V z?Yp$`7lH_)E%6H7ZN!=e1-K*VdMxR8(y4Vd-(_6k9NyLl@&Y+TqUfls?7-qnh%5xn zpRONbobC@Bn3aG)VxQs3I^7i2Ni$i&ff2p8rj7}6b)1ZwJKzO!G0mQW<5Dp}dEZ>6 zpdrPY>=htr;g&V<4ju|JU?_(`WBp+-2-&GK`w+5Y1AXbj!6L4~A_!nDWd{+G6~QM0 z6W~ENG+6G-z{q|LL4u5ovQvQ)2;AgTHnefzM9%5N3g%L5J$KEI2iFM4 zqh*S?#MQ)=qEfPJxNE*n{4eTBXTMMZ;nl&*4dg??2gS)i*V=*128&OGk1nSX7UIQP zz)7GM-&SHEyOFrRICO07E5*-(M%WKw@D z_0&L+^s$T?P06C~%zNdjOqc9-z6-Zcm=CrkW$t-S_P<0~Zq+9dxWOg1hxO3ghw+Ol z7i6P>LKX`Zm`qWuDI-MOMH)Txa6`O042~s--%%_s{o6XIb131qm~}i~mMqQ66*Sfr z#Sy;M&nw-D_(3_ORC1G{{zlSU9@1a~vh%qHIq+AyobOmxXcnlPM+LlSZ*;QV57zl0 z!up@u0T&f(4{K|`zu&TxblR~+MX)F*MhjXM5SxvdAT8j|Ph62flDPAJby$jxiZ*gcC3yBzyW!80;^QP0SOTkIff&esmTC%Zs zSzX0$-(s^T2Ft0gii04A1u{M(k`A4|NDXGr`9vm?Sr(yW#692Eet8iPM{w_lx0-ZG zMf|P54Dj_#;v00A^!xFaods`o)|V&ef>$6jwhP*QgOw zhoHQXOE|@RYUn0?&HKQ@0S+W&KA_`%;9$9yHAPpmdOQ`ED@h~=u~v$;TRv2XCoD`= z=RHIk3PMF&J7wXPe)D(*Jx|@c|1~*{e3X5}mU~Y_yX3Islmr*ZCnEPqx>#BUbP-vt z^gro8`2;h`wJc1cn#c1>KbfrfySsh5z--K9AWK@Mm&AAHP)`;^ovA- z!O6j#qK!2W)y_@_p$IfM+)Zj_-Wvr)1A;s_)mO3a#d3yB$k{#RfeHV5=13f?0$Pbb zBE0C_by8_f3pO7y4IPWrx|#;!c<4Bd)ig^^u)@_Rm$ zi9Zvr52~Wx2u#eL;o(|-H2Jh%9sELF6VnNeN)c7@h>4h9g>JuChs2*nHE+JI%bX%4 z#MaXEJU@@5Y%ybAa#mI;61c`^VyD>+7=nH!v`=P6FMVo29d@*|eGqtY5Y34`;ymqC zRW$#VT%0a$<}v#kcjM{@!Ms`<+Gwn?TJC$U~hL&R+#dq%o;bc2X&VEp>Ek(-~#Apn*SmEq8X zs@P0`m+FkZgedi4y1`4y2l%UTA^SW!#PyS)z1JE-=Fdc-5wS!YQK#9=;&5{LQhe2I2J@sO?EmwqGCFOgL|tx`fPD zso%IZex5*c#`(LzqnjY{A=ifkyb0YRbpO$Z+X-WU1xxMd8e~k%B|F7E9C2Q<_=?zk zG13;R169#*P<*pR2(VR6E63hBi)}w0bDj;a>4~_j$#;7yy!{lUvRwD-QU=&wX8^$R zOMKkYeC!_|-?2^C%TFJKV z_9O9&x2kgOCrpv?2qPq8N$+G} z-{~gF=}_LoEobW8jHZ1-c!oTL5d>L>m60{6wDw&KI;XhAQ47viJ8sDui&=Mz-mv;B24${BdrFkEpO%8 z)w-)btRnfYMYexD^bOaAKqUK{c`h-IKIntP7)EAT%$|K!Cas_1o8^d@^}Ff@L10QI z_xG{Zd)yu;M(BUz4z^;q>kF%h2DT3A6kYy^=w>PYw2}^929;xD2w=;SYG zNIFGT1>6O>=pZ6$x*&pE4}?t_T*t$lhP*aZA#C|Tz`UUZM%G1JSV0nTWnS3V`9z#6 z#hP~Jj_z_Qn4mMb(cQkj1`@a(ae#c2t8xbH>)M&LBS9+!P;SW)uv+92rBsSF3p(-! zB+ntpCL&C*t6War0XVBe2>u6nNs8;av$E#?l%AL0nFd9#ubirb|X6&@ZIY%j9w{r$~d4(%7Nn4$7o2&vI4dfVvRvrCyaw z`JAjG)NQfgzm~Jk(vm)g@`nvwlS{nC3z~0Vl_KRzJgI5u}kc16hRudw5HSdfW0KQUH` z>syB&EK#fw9wZ;_U_zhCNg&IxWmqdK$@t@VZSwWW%R0%niGi(mox!J%YM-jT#p?&*NuRUW7;QavYdwMTAH)rI9os5F|;vaTA`%g zqP&IAv0UR5<{S4Oyn?uMMF(k;m`(O7?<2qK#OwPQzmN+uz2YzT5}t(?A$WZNWFDrl4DH`wO@d1QL&za z+{Xjmg6WZ$)lVUx8CKNA=*^UV-R_VW)u!zZq+>2Uk5imS@sS2+*G#$CN_cx-ktwPd zF7{rEY3;vG4q?r4duPXXC6-Ki9l;TY$KBiO=pNr0O{y@dZJ^J3Vt z$|VGX`lCeXC(HF#{a6dF0H(vaD{+=`qIV*jN}X6)_djB5FtaW3Ta@ALah zh+nTq#}#~c`;;-!$>&(E6$-mMSb93HeJxTVnT7))PTY-0G3#?f$ELwqnrnMhWV?g! zxe->SeG+d?ilP>M==zWQle*|V)K*Dpbo+(DT*?#tj1Ev~S;s0?g9phd&k~+DotnF~ zFw}DISz%@$T|#0?q3u&mi_=p?a&Y5PRMQ_@^Ou&SOfrc*J2lT`h&E2@-{d8d>MDeB z)`coV3A{vPuq527XnOC{i&`tHS5XxHDt~(5d(5_HJC~3Nld^wX{vng^I#E$@VsB1$ zXm>!bdiF`k5uWv*`a$J=+vvCL6$PS~kk5~e@!`lNxWvz%)2DDkf{Q?0abUVmxa!@! zLH=gL5Sk*yNnt&vOpti52zciN?r+nUA0!TgvZA8BT0Uu1WHY;h zKPf(>o_0#GK~YaCvT>U&CRTOn&S5rdH-?WN-H(anf9KB1xmbb8(!Y3Jv_e!KYdKm& zm#Df6HN4bB&TR&i1vn2y$!6nn57D-~8?TPR-R*_%LY9@*C8ULb+4*urg8!A59B_0nith|JLH;HU#e$#6`(L>zOyfA7W z6}p7@hMCOimvbgCP-{K6Yk{&ZNWx$vwS5h9U?|4k^zuzo8wS0SYQUHcqK{8f2u_7Z0Oc1ox?!y(6e z;CEOO^*j5RuuWG*EaEJ>q#)=L5)kHl1=6LQP$Z)97hN=R)|S$*zfBDZ(`73;U%iAh ztLMOvN`Fy_tKN5a;967s$t6r8!2+E$9vVI@+Q-`ok)U2 zQxJAx>ia(t@0*6R0aNGeHQA!ov409i#{gyC*`X6`Y*$O)iaIHs%W;-LvEN4bGcC zv<174zOE5f_R5|w`*D==)yc`B=mPvyDTP@xgVJ1xE;Y>Ur}rIciYJMpWY(A$5|U`z zTfYP68#~g31e2@(OG%!N@oiQR{oFh4NDwuA&)ePi_^JE*=*Jp;vqL1~du0xKff5-7 z>%u{4CCq)nfRgMhkQteXVN^bMySI#OBMtZadq7PgEs%FXA@xIML;W4VkWCSX3+#z! z#`1$fv@iS%$uk&^X7>swh*QL8@bpmEJ*r&jiR0NI!1}Sv=UuFTekM+R87JQsJVc&t zLEHlkf?C3ziw4wowc$zJwt9Lfd-zT8?En3FT+5c!#l9O{G}`gR;HC$rH=O@h^U3Lm zj%d!D?b)J9*yA90Z-PWK!;%u2#UyH`F6L_qsx3d1S2tz*mzC82cNQ4~9=nK;g*6?K z-lu=I*rH{fD;1L>45eP~8xy|4PRs5RYm51zpAl`U3agFmPoMng`nQ}uyvfMIJ%A~9 zo<8Otuz%6`PT`#iNUV6M2ZX}v1d2ov0T;K6u%jGm5EmFOlLH5m3!w`QOG(*%|NQw`#?>>b%m#>ZgiJhr&y@%kkl1^S|BoR^;bTfjf@8 zG|v@$)-E1nvj;3#3t#oNk1`p|4NvGb35DD$2|YFDU=c=a8{$$7qw$vdotdEspm$V- zmh*u31fYRJ!ME=%=x6r3opDx-kvlQ{6{_m8COiV*084!}w}k)PdMB>MjZ6QkCz`6A z9zMOdFqmN%;waeYLzJ-i>H=$KHZ{aeksF8jSZ|Du}AymQvh@ zyyLC`L)CZ1$%2fMO2u|quSNgj3tfneu1FwvO(fuTTnU6t267sEbpXF)&~Sl92o_i8&2$YWRYW;AmX4j*x>qyfMRANrkMsP;F^MWpNP#N%ZT)=aOkb(b+a+h$w2a)rL+ zx4w^j5uwu=lsTl-apUFhwSEC<>G_weum))WzT%nN(^kqo0Q*4&RTvP#6!Wf@)_quP%RL5$iH5wGYo^pL`qSq7N+LsY9H#Y2H%w zsB9(`>}lM34zmMJCCYLwzWCp!Z2sJf&kpbzrf>Q(-8o5BABaLp#9wlS=g(JZ@-V@k ze*5HU8hVz{8#8Bac7-K|b;ulh$)yX z@8R4(C~@a|_=`3)pwKFiHB1RZP<| zWgoZ*{=6pV8EhnaGeKcZ239bdj608~ldyKIlyD!{Pu}=XM)cdo-%W*<&OG6_lUDCi zrlxI@=ssNw@s_*Opirhas8siv`p9FY8})*dhlt-fFEbN`Q7yLRnLO({Q0Qk8$hr$} zlacsjruN^Pi30po7bmZi>+5r&_Yin^S(dDq;r&)YmfP1U^~>1+%t46~Ev~Hz@TmZ| z0?UXlzn%o>l+Re;neR5#Gl5f&Jk`V|C}{Zb)!ApkkN*u5@})!>=3(uDjN7W=RjMXZ zJM{ZwqYhl97Bn>uB^Wfm==$jRS^n$0NWl;7@1M06bLpNj5VFF@@;_l}oE2aMj+3fP zri1*}$HNxIM7@`zp&G?mD#VN~aC=DD$!~qSvo1KTpuS=uU|>`1drqe|`Qb`fa3S1! z*iQCF-^Cx@naDEgWxWO`s{Z*fhdc};y6>p+8u83_C%?Vw=eq)%3PkZT)44+f?>rZ( zBy09!IA;+Z`CZZ@t5nXBAPH)>TUTYbKdW4<+qb;%2PQprr^sc^w2MV&qC=VXe6y@* znoz+-g9*bZ){llOZ*;z7pp0=<_+?7x7YEvt&mdf~G9BQgzJRq5BQiXop$3$>Ef+qj z&wuQzl;Q1lWa~GD`={m=V=2vcXIK3}NkN&LG9MOO7~v_te!~H^&!pE@wHE!rz34zR0GeB3|&;1TfTmMK8ax_hI=4(sgU(R&0+ZbEUWC~Jm4L*=4NVeY(|5qi!rpG%h@n2YB!o@YcZ+i+)W`AR9PmJjfy1Z2bX#zH^9V7Av z6ehZf&+}3`x%mi)d;Q`rlzxK|-~vR`x!=W%oldMh=`{&cQSJ zP_zZx&m2pgBwhL|HmO2)c3 zkD1QCK011}9sB5CapHg0$5HD`A7N9SYNi?|-3PqK>fN4;XlJ7F9ht z{R@!ZJj;(9?|cu{{YFL6WOsNnby91J;o7)$<-dCcLrT%`bcr9!DaaFphIe0y;^R5e zqkOhUO4ecb@-QqL74@>^f1tz+spBz4U4HZgR2<1+^%E}B(tvtkb?!#l+~D&ztLMnk zv@?{BpP}d~y^F?(*2?me3ta(lDbEzoof_8uFA}_C`uAjP$~56AvXPnXBZZ_1K8K_WRYX*H(Coy%gqMV-tc_pB%{P-n%=tCmifw z`L5;;%Q}u6dwb~)MCPuHTu|%+XQ}kMFu_;Q}S#(b98ae~F0s{HNuc63;e@e-~C@)>6)s!(ti! z7(5u-E*xw|W&$#Qk`iZp-GaDtutF2$mZxM_8r#iiYfrEEEMac=D>HAM|5i-C+;^8! z|Hz2h#wM5&2+K!SHC|_(Z`EwNmf4_}5N?*a1eR6@wtwxBU>s&*Op~K*9WbI1>lEY~9cEQ1%476b zFld`3m_xLNyGXXJepdj@)xz^8+s*A6W98322{RIkw%{s{_{zU#JN?DuEC`$n@x~0_ z`*}UC9@!pW15G+-<&850YInF)u^Y2eVA!|F+4UhO#?lymeDnn@7i_)3L1_Z=^4`SL z9fs2NffYue`UJ!IzMEp_{~rJ7m$`yYh{lN0l1KDK6QJXn9=|D0I04O>Hg?zJ6MVZC z?!=oQT2hy2eE=G|AlFX*(H5$gvZxqInLeBKKH_E%k!8`=3AHywcWHetz2Hc2~Sv5#53Ql*?-6fe)NuO zu0$To{HVrS9Mi>o#kD=*gt6KuO;&}rv>ngRGvL@1+dEbPX+~AO9nX-CBVHY@9Sc@z zcJBFg^}J0x^nHzQA)otbA034k1-zJ4R!DMx(pb2*JZJYj-}tN$ zT}sDYa#A%K&tT~R@c9qM6O#u3t}h)UT}U%7rUKkPCzF8U}+SPD9{kC?x1 z{HXLzq-KuFE~<=Blg}k`Xeg zcojdfe#&Uz^5x$bb+458cq7oAq$MZk^js#~Iu)|6;_ z3Q%#-4V(%P)GFo@fN)(S;6?-;k=+D5GF?D^B%BN=U^=eL10r9u5)$%g7Z22T9=t8E zN9CmKqXcgSpey$jSE5@FA{=dC(b6(SYy*Hn3+yY}+nPZB2``u8WcO2GKxX0~5a2f? z9CdIBGBWF~>9rOjTkq+!=4QKgx#{^tDghTC4{cXXsmbj%xW5ye^IJj;0*eaejaZ+j;h>~%!#T8- zH~PsB!I*wW_4>vb)|d@Ke9PhHW5Xk7*S4xt5t$1V`{>0& zZ{!wd=0Pld=qJSVuDexRrct~Y;<*&O6T@z&os?Md!KZTvFnFxrg#(i)=b&pDar?enbBRsBY zXE$>s^6KJqXpxw^xmZuvDKa-G9KYW$UnBC3%6^raX>eXhEyXQanRPkO5B*2z)v>}L z>k*88KE17_S9bLItREFCN~>hVM(F8dQE}Sy89M_EeM3os?2AvFsx0pxLC9|%Zx48) zEJ>Hct53chD7gLbdIdHRMpS-X9#b5UXTKU-Fc?LDppz*)z{&6E{dTPd=hCY!>#udC z(XXtuy`EHwLvJsA+WrP5OEKH0@%#C3xcJ8ScK7OcA-r+qlmhC)#3H22ycoTKI#q4` zp>+Owg7|fIpmN$;V>i%~@vf(y+^Gpc-fxG3!cmpOoC~srU2M`<*mX_21FJ;yRU}Ob z!Dr;Iwn8^DbCiTFIy;~K#*Ni&NalGt(>kd>-9^TRokv3`Y^0>BP z-(TfCFV)sWSZk{FHnlbMDD_7Z`dEfbTJv5d=?4Y)Y#18ilysL3mmTtMZ|mLxKZtil zttFFl@dqiT8;t0Uy(|L!OJr$hlMW@aDA3K}grm9owqN~un<{8;qC7||CTHz0s zqTac>b68L!E}2oRFYCMKl0tI<-7rAK$m{c-m)S!r+^OKFZ1`Sw?)hh|UFWs>XX^z| zwXP3l7VK5hrkU+1z#0<<-9nME3ch%L?FzFf^75tVJ_`z3X|D{vguJ=`l?@Vjs) zG?^2YDplZw5j8E`>3Gh`g~d$0QQy1KBoY6*@s51?rt>9a(@nB|_!@_?G;yziXi<>r zul`wkhq_Jv{IGp?!1z4-eb3H~Z!&vZDCppBf56nbtkT)%Do|FeoYaceh9X6-4lr#m zkz$NoKUyCg9p~9)zAm`}L?PBW7o=s{JC+@4s(n&V_ykZD!aW0ZuGeUuGNKN?LH7%} zuhV?@f}kc$;oXLI4QqrD^UpH7e??;U86z$swL)bf258jJ;@p)XPE1_j_&Hy7Nn2p} znG9_9Sfk>k)hFk0>Ky!&`@B2X4W6edb0;-Na^6 zD7)Qkf4|q5|Cg7W<5GYk6?MKnoXouytLsTqV#m0DU@3*!Tz+p|o|5^s z+#kU;3I69c#-&O2k#=Xpb`A9lno~dast&{>&yy3mn0R>|t5-^sUUkh;IBY4VMp%Kq ze&S3mz9}?a^x#MICB&uB>NkSnszz9e{+?UUKfezSNGD<>TvwQ@iMsp=Tv3 zA)mbxbW~Z1+7@T*3Aav%dnt!^VD*z9!xdh^yNxhyn*MceZ^=gbpO`7fG^+}{4Mp$1 z8dbc}ys30r4c{>Q+~Bvur}7opR8| ziTC0emQ3ZVHncxFHeaPl!Jua_gY97uYII8@FXb}$nGpCC9VzbL>dGbK8*{1p%k()c2EO+(_A;MqTP^34X z2FhLg6@L;W{!@B~RQHLnvEMP;DZlgNiKD}{zQ9)pd=VFPL7|o6BpWuUoo9pRe0RIU z*3}HcNc0czbe&$OW0}ml)v1}{Jt6^{jY>q9hD!)Sz1&ZhIPzypG}`#qItE#xe41j} zToaYGl3@tJgxgMuQg4j|1n#O?r^8R7*>Lg4r}6! z3E>RoceJ#W!8V|u-)9Dk%7SpA0}AuQ8FP_sMPYAvigK@@Db3$VAe5%}i^bk3Adtv` zI_2Yt5_HLJk5RX)>eNQ=7I!#FgZAe*&m5X*G)K#~|D1(I_;tCSY^4)-6v8)-InS7F z;Nj{Lk99}gYhJJZ-MWbof`5zl3{_Q$F;{#$9HPo~Vig>#?scx1unz`3zfqREjk;jR`5nfC%QWz zb7L-1woxA3N9}KobbMq5QY0}e`Txb8Vn;tH@X#m(TaBCw_ofXqpeZ>(w_|)VHsfmN z#Vx7nyJgmA9E0ufl#jv8*q9J`QAhoO&{w{z<_{W@@7~jyaa+Lm_gwhcoXr20UjKTv z`6Z=GOvtg<#p22V8$2!`zCv->nXWfc>%1^x6ux&lwtoeVl`*{iQ&++wT) zZ3+5x-%8_x4)OW*7hH-o(xaOVNm+<_^lGQ>Ab0A!9D52c&NU>y$>19M?Si#P<iuMjXz55B*gn5j0E+vG0sti~;+acSUohMj@@%I}uMn8H(MonB^Hx6mJ6a`F zNL2<&y=h--3P;??e{3yv3nSE2mSPlWpGIyVS1nPV#;TH2t~55lpx;|F`8!JYJ_$6k z|9Y{DLW6?(n(1P#@j2_M*$y?yv|8x8l$B3*;9-7ug^N%5>zPF5NaA+U(G9=}3>BF_%sJIzP`1e}ETJ{~$ueNtVRjLtAl5nPdq`w4& zGKlz<(H>9b<>bF(ea7MK{^Z_yn+y1%!%AL&KlvVG$|CaM(Tiu#`s{+^AAm`rO-#|o zp=_b%&6;)Xiy;fH*?ZCw8LwYm(0kY%JAIw@FzkSn)>Qav;mvjVhNZ zmOutFJIBIx;aZjuDsnF!>22ksLS8K7o|wYgwO@pUN@O@7^q#EC8EWPP8HBpB`V|%p z1RLuDcl{XFa9bl_TL}Ufmn*f>M(pG~e}jxT4RhR##3Oa?F{0IjDDEf-l4O4!^~)t> z?js@3@lVq8>3+d`b0xfYBs<*N-MQs=4m$WPdDb-0;v+b!^(q_WzLKx z9L}fg6vWqTUKhhq3px&33X-jc*QdfQ14*Jdl2+ZsiB+M2rRpqs^VU(CvGinRUp~&2 z^uR5XW%A!>^F^e6WzerI5(yMhlWyf69f7%@%^+P4gam0`q}{!rk?lk_@dgZMEn)vii0^}{v3jjkfr1ke=@5;Or{tYQLUt*=1)m7T8k;bRHY7C26v;nZ z;ZB7hjJ`)k#-lYv=h7r&UEKvTkdwBe7YHfE){gJOzW8htuX~ErbvTUjWRA=pvp$DoG7gH3^XIGwpY4oP( zO#TSZ+jgD%DH){`74B9INdx*zt>=hBIh_Bsdy>6b1Wf1`BKMpAJ};57`G8x!Np!_7 z{sP+?Y9s(G|9tjUS#>Y$VzaJRH*d16-^-gNq{rgE2IoH#8K8wyUoq1pSaiLZt#c1z zQ2rHW8eq)imkT?Mx+?%?14R;S00c$#e!NZ_{bWzdz7?2G^z2KnIrtY|LcDEh}6RmflLW@C}SJnq>2Kc+lTpQ8bZ!)jb! zL!KI*-w4n3gBhxZTa&26QVmGwjJVNaXdk6(NSCRy8!ORqtwru71uUzHW3 zaRVb6E|sn`pD4~dg|#2d13jAJF5*J;LhxR2swT8n3jEXxaC!9eu~?7MVWq!vNGD^T zY}fhl`c163Zhm-uW0jifP4W~anz7gj4TdFv3>=W#(Zp#9(!~EBK!{^?aDt2t`$ZsY zMZFoK$S74CHl%~X*u{IQe!BziVc2KcR z%lVx6Sozc^7=KRX#$tBH=q$kIrc|-E+-L71E@CM%_QJqKqu}RKE%Z5b#SdN1AZ|H zPEg>pYcAx}Fega5%MxVF4Bw02Z(fD0X=bDKeELBi%>#Y-CpQH$kP{#KG9r(X+D z%@Z(KKR?nR&aiD^HEk*G?9;3k+R%0J4(NE zb5(5AWXWTje>>0Q^%zN)^+~PUYgJ8S>FfW--^MHqV_LL z5;{NoJmBV!S^RhLW0=&XX3C!xJ`)$|xC2S(tRXnn$MMH5%fMuF4AfL18gWrvUH63B zj~=tXO^Yju@4v=naNc*yh@w7X^s@2V(dur0hF@Q;{|`}@nqatxIDgI1R#UjS ziMY+clgJn}A{JKbeX5W~7i-_ZqI2p}ccU#Z8odq;@h?u>qyxaP5?-9jM-OD`MkOL%G=t=C!n)K&pq|TBs^{h>N{hB(-FTUE#6z?|e`PY6r$W%st zgCn8(_xE89nQvU`B?{})#`M&g*rk=NxS_N0mWnrsa1Gw%7X>QTG%1FCjE z3Vod=e!70W`*yfJFplGqTuPo|q3?Ns;(^HjYC}Woh0^z@#jlGW4{bKR)OMt~@o(dJ zJUak0e@pzmdYDOMYbrOxJSOS9-+!#GN+14?Ja7B}Za7)(<;6W&(0{J_Z~3r2v?J}* zw0>m?E}P&5e4~BtJCbZy4k`;BzkK5;gIoQJPpK@BQKlFMo3^TW{Iq{5TKv;nF+)O7 zL91j^(zKD!!$+^=SxQ~w2X;>0uKewT3m>1Fi-1qACi+0@Huno5HMbq7+pP=b;xfxc z_Bz5{u-EMBz+cacgSr{_0~h%i&RcFdvw#%P0!flok+J(lV8;C=6wQwHu<-##`owJ4 zRUdVCUC7NldizB+j0nUSX&e1 zl|yff&0d(ig@7=afJc-cXS31Xh zoS-@{{xfa&cLu$lim75r7EVJxtjg;Js(}y!aKy;@cl`_ zdh5U3%h$j84vv~R|6FP=pepd?Js!Hd80<6FaJ;ZUF0x%D=EN^aVlKU3LRh4J9w zw%*}9q!&LiiJe#^%W*$gNm|<#W=MZj%EP&$5byQSJo>iAyKRx1&QU+5B&}Z#h>1@{ z3@+))#g30|4$pm#_;y1kWSr~W#{dbV-9tgf+VAT*oAH|G!cfbdaKEJ6VI~4sR!Wb$ z8n#Z&cxp!_$d-F`M6;!&`{21?dmAbgKJs;(mTw*ay?ST1p z1G}W@1A#q({R)nDS)}&+53gtf$pRm-$$b$VT*k~vtVs@E`2(S~GoY=~E5=$6kurCv z>BAOu_`}%)Drn|K@Qbd)528*gZ%zYEe;;z?WMQ{rX02EG<=KE=LT6KOmw(&d_vE(n z^zzm^+xEApEa~$5KWOZ;E$m8W_XX-s_A88S8uqq7lf8*`+^NXdl+XA-md-nz&Hw$| zAx5i6DQZVivo^Jbs=fE#GxnY(RISurRn&@ELe(xxt)R76?OC(b-tzg~-{*M#$$yFC zNN)Fiy|3$aou`rA54(b%yY15&vq8mxG_4#($>dVEcp*-1+0V(}KnFTa1Y)1bfW14l zhWu&kNgtt{fJZ6ro~kcX=gUikjbEFQ(9v~hET_H4q3YRH`;+sbKviAGn)zgyFU!SL z{GUQhTstu1i@WDC&*At&cCFNk8j@+`bFq{dx3-rtl$LqLr0R{xeEk zu#~E`#~o5az3+pK060c|I+K7$FL#^T<5(}dknJ@_~bC9cKWHPXzvc>%&+g6dXA<))dI0Jym=&L>6U~FK_ z&;bO>LjM#M2yy`EgD4@z$CCd&4^%Zqr~aB3`cD~y^+_46NJhM)Q71$0ESXwc#xqy zBl?luQ39&=vnHC8g`U!Hds zpf$>JgNzaCyrK1(BvcKV!KY%8BKoBH;6en?pT9(CsA0-^Ba4u!;pvlJ<=vB^^+utu z%2wmidip2+9X^jsU%3cAmd@q|>QqLN0IjQw(aYewDm^y;tiQC+#VhOet65h(V&~D@ z%SBnS?ne0Z1d4RVAyGf75hPg_1z((SeMwNR&g6q$ICn7OFyH8mxpmM8EYmie_IK zz!)q68lv3?!~qeYGJ(sYc($A=qVC6%dXPU_;uMp4AxPUV9_6Ui0apFjPbN~H6zt0J znE!70e)8LM*J392g`T1~9%JSf*VX<^L&LCTn2hzYD8tm5u(Uyf1&>FvR_6qdh@>9g zal9Qp>95$|7b4wz`Sjn%O@Knp-&vd$k}rTAJG-Qu-3e!D?6in}tCpT2(lWq$ow0g@ z>_2=_@;7Kl*^^$i#$aIELmY^Y)WsF#s37=Zr2#pZXm?MB^5#DD_~zH-)X`g6znkQt zR@Yotw1kak*wYNmA<%+hrOW|)$Mz$l>JRRtbBnd~+5oIz1tMsG~EGAdx&#J(qf6-MQpw9?q7393}hf^gtyq zu<}n70~c-yEeLM6I6hm1A{6#1u|tAfUorT|_8F!1TsmyHchQp>DvP*GL7tz;=sG_U zzf4G|;#)JA$8GQT3giA9YFwUxVw;>|JWutuJr?L1D4G5tm|0ftZGUCR{X1%G)_rY- z-u$<6zW#y$CSy1nbIbnuUYv2dx83?JwPRIwK1=pUSfvYqoO6{u?nwGfC7zt_ov_w& z=e-ETv`YQ!%#W(8iBePK21HJzv+AYm@mW(yWo>=Rrx-DdMx{Y!>n|?a>^{y1wN*iZ z@ zsmAznyYu?5m#d3pT8Xd8Tro=YX;3~%we!jk*bg^&VG)11PSLr z*;WLpG#ns|pP~RiD_I}-f2u@)GqBAxzMPg7@i-l53XXP&ot1G)??yh`*p(H|DD<9* zAie;Y&MH?E3EOCpl9Zphd(d|p8g z3V<){ydfL_==&JY8e%(eany3;CIP7&K5Y3qNrHc>?E zq7cty2XHVns6BYww=qp1CUdO0aa3`Nv{*hPS_23shh#{A9gLgqt!=oG^w5Pca^0oWSAr7Ge_%5${7zX*6OuZ4N&C4AhEn2r=E^&8 zP}X&jj($PJ&2+f2p{BAPMx3FF)-|-vk;IeJfkB>RgB~#(J<;9xmZfm^e10 zYutF6g(w?DnxAn_Z-<-yR%|O@I(Z^H=F7l=2KCY~H}NE-VvhsF@>W8-<8+F6qK=xT zkBJpX*FZGSO6aY1?bvH6)~?6E4@9UI{V4?oDe1f<{0a$}BwH!Az|b{i2(U6s3V1ht zHN~WZE7a^31NxNF=~45MNqF87D!UO9Ia2-=B#`beaGmc9xij}$D~AbG_W`vN4QFa{ z-r;O4oP@*Yo@>xwSlss8-lyz+h{vXL^o`Z*1NfoLd2QkBfxAW&`Wgt5-6G-Nhuhjt zxm&tQT%YRB0Z{3ne1b<81EEX71JDDIHh*CNLp0UJe;}6*3vWNSjA{H_$Pk|tl$yFOVJ`hU4i8MUtjt>0_l#0;pv+8T(6hc{UedQUc zDR;ojqW36t8k7y-gfGjVj55GGhH-JuQOAX}93WH^$AJQvh@&`yNPPk@IHD?x698)6 zct1xW059{-6mAF^>-r3AHOx1A(2b0_7qsaA2O3kxX2yhZJ1$)2(}8cJu4Q0oEp5lZ zlj3yX#HJmg%~4v2hvo80xpolyA-+2{0q{I!AE_bb0G+Ds>2ey3vO$pfT4!IVUu&iGphXwa}v=uJXD5{A=)I2P1 z8;c7$t4JAN3G(lO|CTBc!7#2RpVg`zp*+Vj5I#y)v#^==w(hTvzbdXfgUU~}upJ>* zQC1RRLr#ao1;a{L`mlErx!V=P4nbRNA9~{S?X$PkL(=K&fITI&;l6>Cc79;Y#($ui zp-%O;oin8#I&1ml3l|sh$%9Nef{-G4Eafk?!O@DE^zNj(Amoy>5I`;$m`?$yr99NkDcazAq?cG(Qp4v^Z5%jzdI!ICBG`^tp_E8Gmble> zqn~e-wC;8+lOuMiqV*r>sjh7B1zIOB(VfcTB7RiPw6&UttSL4b<{yXtmL)9l)t~Py z%u~68o-p{u;;qD?)m<>mbZVfwlMKaxyJt_6HtRkSW@r5$Xn^c$Oh`9fjA`;sU+U{P zIU}5mo3}#BrtfjKU{B9BNK4CIjuT#tXWO&f{v5b}cvm&-5$DJYdtZR*2*o6y{X4J% zTV&E?jlIv_4Fw*bm;%P9^Z zZs3}Fk1 zx&rGrwR(q89hl?U+?mC*jODxhwpMt#-tEexxi!CLDE_6U$XM_T%jf*n_3Wa{cRyYP zfk;&ftI`CcCMwN&NeTZ0eQtDYPJ2%5ULGH2uM0CB&3~FY$ncX& zTjinRMPXG+P6zH9Wtg~#+IQ|(yibLD2kGjaN?$5x$&H#C!gzSS<=EUVTr}yDy-g-f z+k?dh&MC(;iCdTqf|>RdNkG1Wz0iv7nIaONHt-bbdNX?i;d4dW`pxK!wHPi_uC1oz z^{QM>viAN(fmp&kQp^-0pLH4N}^{s3kmX2ehxjdRcy|!E|}g z0Xh@zI8{-=eJait33R%A)qwsQed;Qd1MX{|Y#Zt6SXg?!F12pvV03ZgNr=v8J z6ca(7GgV@rxaw}j9GnN z6g${Z}G=9$u} zcPME5Xerx>gK3x+U;fbH0&b{DF?;z(8gs0_6%YgPn{6|{`ffk@Fj-sW@Pv-X#g;BK zGOY);jV%0jky|0y_j&hy1;KwH!~9nt!RK9EI8tE}A$l!gHWyNM|9d-D-z}ZyWZ|UN zrL+FXwVgSPcm0R?1|r)Iyw{c_krcFV91;_~I^A;ZA36|bK=e!Cd>;16ASH|W9wK;R zFV_81+FK!{K8X9(gCY^v*a18nJ8C?8fAP%_9WB`ltRl(@&eGENayqbUXxrO^;Bt+79f2GbT#3|Bn75bf%fS|c%%yE zKwuk{gXcK6H0bi)(~mAHI_32G#xN&EQES)0qZk6_)L!oOFa7f3MUkOfN`zxJl@>di zKaci<`)he?V4ZVT>UjP`6O2pUHX>v**~J#RJO6<>R~bkN^ns+N2x<29oIE#l@Roty z1~8evecmL}se`w>WCGBy%W4NQzzf}J*vmzPLZ>^J$1GePwTB<_EsLFFEe`R%^&XBrYGd_h4f<{)s$UQfw@8lc` z7Z?_R+*Q!>lF*seJrUYu#cZL6;amSt3VBq=q82*d48QUJf}0X ziepxkTUPDGBBViJrTz04%T+<%LTeE6$vq#b>(jgdPCqd~YM7&%TvT zZ57L&htTS73Db1Qzc3>F!xMQ%ua~r$;oB!zu&?2%I!0ZPC_LsojQf;@Lf5~v(3zv~ z9H=Ha0ikwrq;goOHtsfsuI?FNzxi6qZ?rWM=+q48zJXR7Cu9<-r>t^bNMjO1J=32N zxYG=TX8jAU!6t&l0%$8p%3vUANa{@`e-k7F`?6)67K;#&{~UUkQW zDSTzmOZS24i1e<+1W;14!QlcqII)cs8BWWQkNPNp(I|k};p{0Y1T!ZU>Zl6HcKNvU ze>#=(hSL8BGGMMctD<$fd($F)d^dVECGZImWzXXoA^RUlA9JdWNUha6@?ER7yOh7f zoYk@(r60r?FdaP3C)8`G!)ETwP>4@H4hO*bYy?3^5+-O(L2|0jC_wt7qrd<-e3Y0|+q5Ngfm1Nx zhKr!bStxj;O~Q~2Nb1Py`nsVZ=T-!RTh7N$*x<-(eCX6{#_-8E`q`2za*LVgLStk% zomWIjsGU&8j6Y{>x`=IHh|V=3KcZmo%pQ;mxt08I!qzy6cHkLOcn6e}My6ldiQXo$ zV3e6>{kZcY?A6|f=jBskuy0-H?9v`o0jr?vBLyXkN5m2dcG5?C14?_`FQ@K4yDEGY z%KEb;d>weot`5Kyze75F$D2QV=A%i0& zkT>R)qSm(VbP7wYj>k<$udW=!QbSX!0L>=o-&^#w#%nj&*P17~iTV2)>eXpn>tfc8P%rpD=0O`8`aAO@lmTrw0qJkx6;{XDlrj)rV>U zV?Ezo_u;*DE`p8iD?t9j;lafqX4imGO)dR>hH>6mK9JDc4T1I$?wdAK=_!64M)gLU zZM96~If|Y;w?+Ns50mC*TmGlgc3tH3HJ!eHuvPBgTN#^cZG6|CG;VW&?#_#j;@W@A zL!$Ic;`p~q-K_ShXamyy-JdT8dU6m@+b(6i*$$-wJ7cJ~VbR{@MxQoE^!W-Ybu@}o zJ)E0PBn+~(4u6cgya6A~3^NmFLiri<8+r0G5q_wFhy!WrOUB=u)1;d(g35#|I*f^S z+@zibzj(K_us9HP#X^T86P?U*f+msgS!WRL&S4F}T3fRjIeB$?JzQGcXw(v<93LcA zswlVD*M9P+;s?~!_Zy0mUF_^Lbv5!{!60kUo{&MBMA<`j+Y@FAZx!F+08504PdS9! z>@L?kM8Jqi5jqwR^YYFp4gJiLK7&Idfn$ZP_?BY)7frbx*Q%q=xWk5lRD*XZ+;7KP zH)K%Xnp>(R+Z@Th^oQ+ryz8T{39`wFM)4KxuaJI!rhwWtnt94Woja3B(|T>}$G!(M zJrg*Fs6URek2@YDeo*_7DYZD?oc_&R)!Q3cfp4D*FCXP&)?rZi=`*UPV?rqp9dm~M z%8Oqqg{S$AgSkz1KWSSXo~1c}@+MtgepwTxv0yAftUd%{D?I1!%!VEH`OnkoyqWEN z9{fx89BP>>bj~F$A=|h7dDML)zgFIqUfSNvHy(q?ch&1f?4BbUqcNAS*j#)6j zNEm|385^=ov_GEr(c1}cOr%3IsUBy)wqi3&si$nC1hMlq+*N;*aY#s>KrB*fDBUmr*m z05QXX;j&*LKDdz&%@CeJwlWbx3x9V!Q38ur1QL?bG_Ys@X$KI+IfGUwgMkCNPM$V6 z{<1_0qN;uj1jC6qmjLN}`vw{pP}a~|YCPKoCfl#XhGCJzB5`20h{xEBk4&eUHWO(P zv|*J>%pY>Z2LVG`hlXcF+T(D~jO5$BVg@cV!#Rn~^VLaa#3KoJwgY$6hvARfnINk3 zi_0o+!M}V@9JI<$s~e+z1k(GY4c44EQ%FSV@&g45|3(H%u7w_m-FqQ29kqm=wBxJ4 zPsF_+%^SiXd>-iZOV{gC25PH?+GdFb(6U=Q)2El|Z$c}O) zhUw;C0;~vboQ27=3L3BP)4aLgxy!f;V-wQTXBoK0S&g!ME$5Wblqj(hem+frCViw6@nb9E!C*!BXp$@-a$jyI)lvmzpP`c0iv?9b zZWh>b;&-tg5>l@stu^mSUea@KrmAeS5O4bb>*D}(84&`Q=+x$V(aHmzybZLnaYfgU z5^w;4P(MECRWROG^NV>N7TNrp)dPI>L&O|7@){vg1b3^~OtH&?30yF^(yeFJUAXg- zusw;AIO9yQ+^?ITkM7xA%cz|RM!ufS(%%8 zIb-}IF;E$Dxqye2cli(0<>LQCnBQ&Ys4t~udcx2g{Y8lWbYM;C{!D4pb)09?SzFRb zbS+eiMZ@I5b&WZ|{Q_B1goh@tS(vK^p$dO;kJ0<;61n)5C&7tHgeQUIFm0IY$ahwk zpYA24*`CW5gB_TAAuFJvhTr2JT{m@yI<6%??z@_j((vgzM6Nt$9}mGg<{1|LqI<>g zD@hZ?y1}4fxA%dMzF2vYz!HS@uS<1zIh6fL(i?JPB<`cWXIAAThSnj}sl3V`QJ#>N zfNw27;?I0}&Hjb3a;p`-SbwXlL>-S~lcpqA#^{pvSl@{~Cnd*5Y8p(Qax(#B0y7%k zWWS16#(LB#7Ku=WpaRvqtMpa*Na*z>shBUm9 zex~ut())xvTm#th`uqeiiq)6ATrz;oC&r#*Ghg6+l4{+wQe-(1VKALCa=+`DuD?Dt zP|yVxo|luWMreUcp94V~7olC1i3p0sGNk^(7Vq7`sMtOdVoLC?IBBjpf>csRsgWMg zztD09|5HKYQG|{wy&(c|6ek?Z;`6BjAo9|_=N!ATUC8{tfet$i_r1a^@k+P&TbBwk z;OW5ZVmy-G-AWtPxA@U+dmoq*8+{IXrEwD_R}!WaaO7UirLe>)?x&+Oz6p3T~0_shsqU zDY}?eBQHd$N3-k*&=8h@my4RZ22?#u_@_+5!>$T=mn6o4CT;+#l;=5!SM$LrVMWP~ zb05&w1&VjzJ3s^dPKp*hZv~pJ^$5}_TF!@C5#V!_a2_y+*TnNHi_8h1lqDOHQ4m=U z!bKDeo!i}E0M>`OWbed*!Djk!03(qVw_&9CU^>vYVt|cJea*r&U3qP*u}mlen;!dS z&cT#XYxUS@!5g*z?VByV66B`w5H?l)$VDMu`2qPh34!sh3X(a|mAw^G@OsGbQWh5taY{*sobrbAH)C;ICx(nN>`;{~;XPV#1%Rp`DELwstv_sOD} zO8%zdoksSLYHol@tY`%7>YC}R@`w!2=#3wwnAaPA{_LYDqUBhzK*oy~{io5>r$pjE zkSO}eM18w__SqF5p_yb0aBhn@{JnCuUog~QZk;-xO)^5N;JrfCa2&XnE3Ke3?E12w z$JK^`D^_Fx_mhsYrnhVam0h1|$_HIFztVXAsH8?VqADCY zk}SUt5zm^9cj>24b1!jNsoS0`Y$){FNsgVwZ^#HfTP5u4jl%y5E z)O`!?l|?ynHCCdF6JLs+O;U;52roH|+f=K`$L}7ooDT0bW_6gakB*xR$hqH?sXFMX;2O3(QtBfa@EQ9v*{GjGUTOt}BVMf|nCu`w> zQoKPrzacidIqH<+=B{nZe|~4#2D3E?-!rR~k`Ji94yNAgZj@qJdwI<2ySS)2a}lTR zJS6z*>T(0z`RAWnrRg3P()KXWl|Jhrm44L&DR&RqRM5-Wk#x1Q>Z0{(pFQ;3-V7E@ zt{HPJIm)jR{3(-oTRf)R&p&6;BhJJaLVr=?xi-@9euKNMKhZWGz2#FB5B_s5HAQ7Q zn_6jZ-UqsUWf30;zWhK;WOoe2zXJ)MO#MZr@*X;5u0vjSGbhH+gIL(5N1>ToVg9a8 zc07HX@eJP}pK{A58AcmzMgDwqlG34WQdR`{%GXRYFN1l%*^5cjfd;20-fVs*lKb94X_kJFo{2j zgA8`}aNYBaO}>3oUlvWpfR&@9fuG;R!Iisv;h#EnbQo}bl#_yfMyAufO@fhbERu7x zs2*GNMS&tHMg<0ZfTdeN91>i5l|w0)`6=A)$x9l@=TyMz>d`C0ap+4$>z>d0-Vi(1 zV2cR!#^V;`_}A(KSto&;z2TqcD?y$r&Ya!mIu4p;rlPo%Y+Dvd{B(__^GSXP_5jvo zkWazCq@MdCObutV;Z0&)y!s z*yU+fM4X5HX#{sO-pQi6Tl9GIYV2+06WM{7W&IA{eSI4L2()mG~OfZgM(3T)!}2 zsK7PkCC5M_>pkMSV}ardtCTcpY7C@L=g zKao~&eEp^J9cO7UQyx^yl*kr5dB;)uP>#CfnGlAen*d)~t}JsH#Kd^Ehnr)rEzo|6 zLh3@aIr)`L@u&-vL%bM#m4krdow{s;;#9dSppYO*oFeAa0{R&k@bBHh;Q?ccglLfH zcjxo13@0(+LVE3I?Yj0`d4PAoZ+{r~adWMytgj|0%(<%&Z#A$mydk?!63`Wjm-DIe z3(2kmgE}Q|MX}Kke-J-5zabV!XmRp52M*%lY1KZa{}TJkT) zt6zGD@eK4Uu#ZPkTD~+l&_SK z0M@%!D9w{SGs)fn=exX{U*BM6(rVMc(4e2m zPA5)iGrI=pzIJB2bamN*>G#K25vQ!nXV`h(0#<}*c!+-L-btA#pmiTsq1#mvlz->M zYE9}}(BG)8L(mdIslYDiPKtHxAY7^du zw^skc6tPF;1lcV5Z=uY$+42ZNw4WJcDHd;N^=8vm-ohh1q&a&}HNX_B682jWPo=!z ziUJ8^(%5;zCa>Ok7sFo*ZCny(VBoTFYVOSs-HJ&O4G%|5*VgFDT+ll^ig;%Pt4EbN+4oV4a-*IvMTa+;lblyq(E*29^#x9dChtU@LX`%gyk--Mjy_ z7tjWddw|-w0-md@1^o@{gvcW2A|2Vk0;U3~33_(yH06^N#NJw!)UnGsQ#X#GdSJTV zryE+6yu2z~)bAme$&YSkBbCv<;^t|_f09o{b_>Y;UuC5j$NXqX8CW@F2cM7rvGnzf zTmLw!7Y)?}$`=PT%a@NzMg@OPK3siE@P}?wBD?JVR6YIrk+;NVV1%oln0Tw^Dk^C? zS$_CA+#r)8e~T3ZYAafhy6*o@760Uba|H*EG%&QxN{^C#pa@r@(B^nVz){+T0ypB= z2=oz7dttsTWC&BJ8+%{e1vb{7h=nTw$%#1?ONyN~IJWs{_ zBPShHak{UJ{%TFK|R_qpcdhj#+uSc5?v^rrMj-^Pf45vr*> zN~Q3p#dcEXM z)c>v*;+WFgQ*q~vE1@k`9_+V9Cn_gf-ETLMPU*r;SDD1zoF%_gp>RLN6LVVBxF~M&6K7N^ zVPb&b5I^AIQBPmBpkG(ieOp}YsY?zlI{%sdujKMqVXWVQMjzV;snA%?o=8RR@9)

D>Q;SW)@UhJx3GGk5LQWX4bTy*KLAXnrGh zMA+}R?nR6QgOH9kQ*8Ni(921r`7swJTc=>8Ln;W;T|s*9arI@d#H=5|mX;^Qx2in$ zue0-oL~MIA^yYz!_?S<=O%xJ$w){O`tN_zujh6Rw0P*{`&bHL7HYSy%b8ftz6dTq9 z8AXcUMP;0%%gHqMNRrLa)dRBX-+>Y;2XciPg=qE+h0GGQn)!O3f znC&%Dw{n~io@q{u!SgPb?Mx%VoR)0f5^}!xEoP5xs3%z{>P&~oERqqOz8ejY)|9SN z>I%?2vDo`s^jNly#cph1$$LL~=^7c3xw_=k`=L^%nxwJmZ?&1%aKT}@ZrJF)h{ zK#$6VO><~ax1xNty*(#`O!>-8>Ci$_zel9&^NuLtA%j0*w_4i#AhdsJ;0g=99b0;- zd?1;lP*){JwUW*k*-$P*TH zmgfa;h(L!q^PMfU2?|}rSw1^wio98`+7(53j#t;jUzbL!AvzMEGYtmF7Mm&h85!hv z*{K)7edxc)LVz4La(+*(M^h41>9%6O8c?yLUX4^jGf6$^%kjK0N)X|evXR>2#O}ZO zc|&Ht|FuXm8`9q)v_TRdW%6a31@GbN?_ul&^vLGgC}V}wY!KokiP;!--Y$0NGY>WI zC0rgI(|6nr!G|TvO*XP=I33WusmNPm94{F8cv1fMvrOYd)=O0S%m=AhdsPny%+VA? zsuX(!jaIHZ6eG-u(YIlHAnYq(Ld$61Mqr*Vf%Mpt2By$d#>75CdTv(#YQhwr+M7`Q zh1!|Fx#k1cTHYa|&Fa;X>(qo(+vZ<;8S{4w*-_K%dEs2#ald3p9Vtoa`OaPP{gL}> zHnBBlTPsgO02EuKQdeTP-0~Q=oVXfdDfb_Uc6-x$Lh|K9M|PR>au(0`G@zuGJ=d2C z+6Skk4LD>NQ%x>sl#=zMjU)8Oc2SXiCKG$Bka1<|$)sW>I`cM|7B zR_gY?{1@AdCM0c)9RfE~dcW`UpFB$wO2SPzasFaK$!hDxIo5kRP{%Ro;sjfwoN)G< zTUdB;+V?$}5PXZ;m6c9f(K>d_ErD}9Pb^BJBuXhhS?*bxn%26~I21w40J&i&PkVhX zGbu~oAxt67zZEIl76y5}rxNd?3kfKOSnX3A{6-mWr}&qD5;=+!HBI20jnaoeL+m-2 zv6;aaN-bGJ^rt}WVDRH~ zeUXHA<&AT}ftk$nxSC__Eest5t{-RL)YYs!hwrosW*khZxz39NrQU@rW_`7w=P6$HDbU;_JVOyol7Cr}GI~qRI6IAsqW{;0u8-^m z^xi;-B!P{3JD+eb{_teP)%6o1396z0G)OHmZD|XZ);4O zH{?p=73DLKmSbF91x(o6(r{5-vOtxo{Jq)B%}3eBJz@;tT3zX6yihXJ9}~_)%9JTb zK+wEKy5yzlFWqf2%Sdp3w*g+!oe_Xk>{5Wg|467<>CG^}hlTDK)zjq$Ee~x1OEzkO zUHkc;B#EkEZ)<bn z9TnPbPEkWcy$}~6XF5UHhE6w6(-%fFTnK@!#G}s!)MiIo9j(w?fzP8y-|oT|S|HQr z2zkqDKC_v~kmUyBTC~AoFhv3Jxz43yy=Qe2>_W8$pjn(Z?p_$)XcC^{cH|zEFPs!E zZGSE3PSUyes9YBe0$VDGH5vgM-_AhD!2te-vZi0qZ!Y;Z+U)v?<-tYvs4)s=P;$yM zBINn>{)E#fqb^e-ABR2qJns9&$KWg3?Q5cn8|gEX6}VUDzt=t2$Q$mk&buSIGm6r} z0~)BJuuoC7TN_k_&PcI`7%D%LyD6|EWTh${;Ns56-elccy4k0 z;ok2UKmFM34+8=;lMm^AxObF}nqyg|cC!|5UZbvws`w(`h;Xh?I^EXv+)Vu8v9p_I z#Q&2w-qg`;6%!6k`NP)o{x?6%Ii;#qw1h8YanA>gT?F!q%$z3~b$)XjZk%nT+|%1v zYV3DkrmQ_Lr;?AWcV#H{_PeFqZsQ5h0e_ipuWpzYAjEogoaEY)zE%+Tn4zhtbIBjL zW1>VOMScslX=QJGtAq^|uy7ib-Q<;#0{fT4?iy=Liu50Oo}2p*rRtk$wpgmW{ZAWJ z%F*#r>3isS@=Ucz!~29vXf%I!*9n)YbFskrR#Hs<<6~8$`3UB+I?R}U8<5bf$zDE- zNUojuG)yfmsrx?zt%qR9_^>3!JMSEjsx%2Nj7v;v3><{};keLuU{@Ju1n?9(d`2dz3{Eb^u~={?@%wk%MW zeajbT(XJ+efby77aVK_Dn>OLCHF*i3yn^Ghdn6w341r^c|iLi z+f+PutO7Ps`ZOmeNgejj9sBXK_MV^;RS&%zL|0{4%MPvP6h=9K6m=eX)y#73kNOBM zlIicieJ>vUy%5irpV$YaQGzQj(~n#XM&IeJy|1b)3W;R5;jt6IW7sQU~3R z>T?ty^+Y>o$5?M59ZcSlEarJ@q_WWb*bFFR?%?5lK(D6(!kf@NRf*bF=rWHGQkm@l z(OQ(}@Z#zsB^lwbfP2na@dlkz$VVPt``f0I=GzJl^&G>ZXWb^|%@aVoj)<4}6G3g_ zQ=O&ezk1-q7OX#uGi}<@%-a9Nkf*{m5x+)jO~ugiMV3mJ!!4utQi_PwQd){!d6DVj zWGzwH04;CC(2b56^ta1X?N0X>#_Ner?^@s1d z(oJ2kt8ZTQ6O=Npx#;Bu5Y{otnt$<4%x9Hua!Fr{$Fa(Iv1zuj{jbUQSw+rgvYPVz zXQI&6MxM7y3ZC91S@oqWi_b#+as@#+LyuegLyj~8wANP$73)d@0v*UQ@?O19efwbl zU+NiU5A@0Ipc6y$MOaZ{Kx)UP&u?m)>kdwJy~rESoy=@)Q@;q9b1oFb*Y zkIME~)t;0Oz1r|%nO!-nVUvD2%!|X{_so7k#e;N0tNiCeEn8J*5;K@=_nT>GO#uz8 zLU{B_t0py|H$@S)`zZrBX?>jtmv{E)B>9GUI#=8vm&N|~&^Sd?@o(g$Sha9-jv=mC ziSN#54UgowoZeso3)PR<_0NcB+MT^50h-^UkD=#B-8q?=(L*{GP(AO=$(qp#V7O28 zC7)_`lg8qyHq+&;5Fl1kVo&gompNaWM09v<-%OiG$yaE6Iy@-&CoX*5lQCiS;3~3n zi!7k?AEy3#y#TO9hBx0CBBN$hHgs+pZ5ecr>ofGu334y?*Hu7}Vx3J%$Xn!R?WxIA8@G!;B?1Bt@EoJBM*FPFU!CEZ?*+; zTg@j)k!$;u>lz^ou(Oe6L*PIwiOt4*G=u%q4Hng!F$6R)6>X0gn8taDtU_CE<$&&uIw;(qs>4Rh~n zbzJ%%2x%a8!k4=rO8p;b-hVWa)?;S_3)ZB4(Hqut1KC&o`@$o4@%Q2MBNe-$vM+&jm;4TaaDnZ;o ztc1LG*UR=B7Kc>S0Ry_R$j@X~j(dtY+D~=_5h-Xo1kT>1okJc5b~cc_typABbLUiL zv5+enY@hUWwa1mb7k%&!EWE@E`?9Qrs1Up!`*dW=`Sa;tv)e-d?VLT~f6+H*g#<|B zjEf&Mz;`28vjFt(iI^Mw)AkttiZ6)~p|IdIt&K>P9fGG3cib|q6-{-Y6>{zIHxgrS zFw&4QVD@`1`yTg&O2lJ3y1EOj!A`$c$Vbm8h0VqO z^uGHUnj&YRUuRm3d#3!igh;Jyjt5;M_v^M+j_R24 z9w8piM`9=Xfof0ZSX9@%npT+X$(%j-+O|W$ZaP9lo)Vn%` zSsM#Rr~g2YpnYyK8iGYbGXYG$-Ru?@I(i?3Q85(9M?zKb?My?*n&@n)ku>!Do1p;cBNC^0hgCbt-cIX zK|RhH#bk|n!8KgV^2e`a0l=*$-+!rb`*UF&dp3GcF`2t|`5w@Uy^n#O&yDVWF+$1I z`vRU?4cVKH9{|GxeLemUoF;~MWm5Cay54Rn4qIH7yhd8w`ysmq(GI(H2ym}5-)3~x zgEeeRJ9v&1wDbCYOkUj}i}#ReuYu{hOx!WlnR|YtIbV)C`|awr@=IyObEMdHPRq!J zhj(p62PiBB?ZSEy+S{-c-0IpMPvY{Mxv0>$|AFo-_~uIvf$q%d%FKJ2^^53=cFHvl zFVp8KNw+xI;HokBGF{#19NI*w#GVQ0YI+-EL(hiU^TV9~oIVwwzZXa8*hCf#@tR#ilZ_g{#uksg<-$RRnngtJG#KLlVS?E*t7QzYBO(gX5K1z z@w-OF{6!JxEPa{6!3^tge4t^_wQc32GYj@Lw&GY#e*~REu+=0juPUPms;**Y50;_d z5*6(gPWA5pY~Lwun4oFY`@W>85ar#waLfI15n{LXHE0M{GkYesX>ah6bl89zK|5V+ zf>u_LB92r+$||}(7w}yF`R*Xti5_*oGpKm~(s0nqWpFw+y~6qO6Yio&+kc=o=HvfB z$;?>4erMaaoLAesYRFgOi1-jam;48C+gB%ZL-im6&6RH}zo6aiTwyPF(YCFwf%6}A ze{V1-YOTBOxjK+59@R1Nv#`|4WOlnqT*eF2Xe2bDL!L@re*Y&T)Ps*kXai5wsf?)oX`d9n9@ASqdF#(hHDlcC@oK$Tnd$Ry9+KG=P9*MhXOd=an( zQytA~Qrf&QuydT(6q7PC>?CU(zjWhKnh?NJY#cxBP3$(21)fXyF5&%FlX%IZj0{t! z4aVl%G+R{Ai7L?;kwD*OjaK0JJNmye=luEcN&<~n)*j*K9_2T#8;-#Li`#=k7UpP` z|3K>IaWs8h=>{m1AE3xe+6@5;W{h$2C=U*{L2PAL+8~d5Fh;EyWvfE;- zZXsRBlOU`@cgfu)Sx&9}tY`b1$~@JpC%vOXyP|}^{gu|OljMz=ck)$+CWYUh|KsQ? zpqhN&=n!QB0!m0T6(yDK*ifW}(H#O310|(K3`7NKq;qtKNViBUIR;2~45T}@-~aP} z4u^C2_`Yq7Z}0m&_ul7TR8O=1IP~F=VAICFsWz&+JO1^vDYk~(sf+AG_K5H$cvy1e zv`Nvhq@_s{s?&nbXntmnFXPTRw z6bNAa1hZTJ^ef6WfZ{wyi9`9>_?LbT%gMvy$;HCZ=*QDkSMPwN#EKw4@q=6cf!4}8 z7Y1+SS&(_-lMqeu{=VlQ3}=dW&!1IVr@RB>Yf4r2P4s!|)Y1T`j2LI!+c7Wo zTHIU`NU-d@Ms#*SML3^%JRHW0SrB+izd{DuE0ZtS=TH{H+-;-|lwpOMbs*0^;0-V& zfamNeN=yPQ@W|=tADK@rkIY{~jFir?xc#dxyF{!2YP-OGE#!#5!9l>xVD3NA%`S@% zcc=!-OrnoYirLRO$!MC5f}``DDm(ox8~xRRm*a;W^%HJ>mQs7y-=zy60-xPFot)Jx z281M65u)evuahatftz{ZMFFr>NkGKv!T8f!Oy~Z@xYC}}Z-@^U=8aR zrr|l_q~rukRDlbMbHm%^voYtPvb?)#H+i7XJBmjc2W`R)0Z4rq$^rDo9O<(aO!F&Wn+ z!+}@iG0@F3(e3Ykf>oXp&Fq9JKu@_Pyx-Q#E}plD8io;C`R7iO7I|MxG#*98dQrv( z91WAdYI|8#q!S^Wt*PNJq`|Z0ps(FV&jq)o+cp0}|~_~+r5+ed&M{IKO1M{BOq{yKW8l~0RyCt~RMUMe67sQPvcg$Tq9B z_!IrjUjZSHYWzz2>)=(6^`396q_a=^VDpQr?U~GkTXOVOssM|1oIfLXn>4>a_Z@AZ zw}U2jh!C%NGbLAKU^ErvE#g$*v{BAn^o`mn*Hap6Q%tU9`E@U=zFeUJiE+yL$uXyR zr0JB$=ROfmWIb?}J6O_f}*7d+Jkq_Ow?cYd3%A&DgbJXRb?v&(%8V&7Mv_@-6!atdJAGK3N8jj6r`@ zvE&L~j-;r%nFyygp4;UP#@$-2vdgle06gqtz4i-SRBBp3z~!cN%+{A%Y}2b_=Yy4( zdH4#y&ihGDz6*LZ(g*hbBZlI0Om7~kEN6aOcgTIrqu_s|{>^)bm^o5|w}Db;cZ9f& zJVg!r%ZF1l=U)!#hJ_=DV=Z2qoqIjU64Btkl|q&y-Vsa-xY*e&zESPmM-)SaO2Y#{{)*YaYsah$i{%Yd3K37i^kh>M6%7-JlK zc)FehEr=_B^!coiOiox8mH^_!V(x``!i`@5V8otwR652r%**^36buZ%hR8;O)`Ox% zTvgEJH&-=pVBYUN=ZJ$P+_={uNgKG)%3ZJ$cI)+U{)60qSsWCPH|8TSv4afkVW49e z`6H!8wPGoHyQlDaT3t5gG}H&aWx`5k=BH0|Ie!kf{N8RRN&MKEPn{FohQEpt^2xJ8 zdWb}jLUi)$@2evvIbmQ<=m#!L zjs%G*a3PX})&L=3GMdCD(yl;!lW8ErgoR9am?W79k}tAKJbR^cMe|Aq2>iLj!W7`f z9TE)qM!q6t*B+p6W})h7vX_Vm z`LfBx4hKq)(qDrlPD!$JLb1CU$*A8?R`BbKC^WLAMY%}&4q3JpxyjGJ`Nm7vr#jdh zLRol{j&uEw@@H9BfN8%GW3~AoO9gu+Oi@Qrkby3?D(5F!)&FH-m^U&u40~=tHLMyM zgAi7>V?ChhM9qjDJ_2!AuFq6ST>R)Ty$XcERS!tt8t>XvXAt^JOsK#0^Z#O4y^ip8 z^OpUx5rx)Lj+vjqXQE2#UHlzC95@Fqjt8p<`FN2DBq=xQAJ2j>E+=9W6Rl*v4jVGP zMNeh2W7=Nr3Yc=6QbP{~*4%s9gL{o_2HQjII7|$hBH=F`lNTUSqh?QrQkGjex^O$r zl*NVovr&fnOSGu!4&HOC#_(_x@fiQYPOYwu^yg2%TneL99aa!@Osr4f!pcg8nZbax zpaA{%^{n#LS%VIM28{Bh6@Gnz6DK`MgH4n|<5PYjcA?)mV-*(U?dDtB}+2Fsj6H zpkFYhj@dq4TzeO#lxGjif7iKxW)i<>^6rc`dc)xLxn?k)~bn9)ia6Y1~T)(fBiKbp) zyJ-j6t12=vZL@+W=0Y1qw*;^0+g}q~!rg2cN?ot%{4CcZAUYgMNBJJJlJEyotrweB z(dQKG4o$&arab~Geb3_n+(OS+*W%U=HsEyY&Xq7K(kOayJ~2edT+u%e&?0CJG)MIY zr_G!KrCe74?U?MgM}zZFTQK~iF_)xxpzrN?Lail~?%ZF}H);3^U|e%H|G7P3&}D~^ zE(|_(tvyQTViFU+zujpM;(tgy5`#MC`QCPWzs0e>-wUz>MP<;-`Spp+6fz#Jv*X9$ zK={VdY9F-JLZk9i%QL1OGg;*`5KtMo?C*VAxk`N{clkllzKM8UbkvR$Z*<*zJ~ku>EIS8ohv0m*+RG(+HiJo1_n}T>B4XVB<2s%u)L79BdHx zag5LK5)h1Bo*XNkmi<}!CR-d?Yzn!sw{MRzW22(#WcAb*%rm7ri|0QnE#60)%f1yP z9EZX3eTB^jkbUEfP4Vcqg$#O2_x{{-m5NnjJL+g1w^}z?@MYEdb9-p@dh63U*xB%g zy0|)i<5r1$s>8Ta{VgMCedhhxHh;XG>qqXoBxT}TDN=>VF5v7u{>P+Fu ztCLGl0%6ea!T1>$RJl?35;O|EEm~}ds&dL{vJkioljpzEH4708Mc?t0WD_nj6CWYE zF7Y_`S$etp+Ygu|aK-b=4aQBRZLo}1x@64BMebmA`scbNfR5KGxqrRJYF`k>9_k@M&o9R^m^n z6{ak1_9g6Rrs$)FDQ93fHniJz51JDb_h;17UD)EvY1R6c(ug*z+fMsh1uy$S-dr#| zfjlJ@z@O@$O?Vc~pV}@JSf5XL9&9V6Mb)^42=n=*Y`Eqhfy=doqUI27J~DA`7GTeti7v4qGH2P!O_Y%Q4gcu?FIvQiXGWh@@Gp7CKd2gtcJTRkiC ziZ&Jxk~2+yb5f1t)XZqv`U4M*geA*s_u@HI*S-IEj7E%o@_XDki-sL3@~!{5Od z+y{N5b$XGn+arz{hA39Vuc}h*4=O%*(^I1s7znlrJvl?uzfBKAsaJg`^{k6J-GUuI zleE0`o|O0ONL65OCW;WNA!0ReM=ChZfqH zqeAL86&%$hVt3XcKmWiYeejiEz@d8!+TN+;Us%8q#PvkFH%Rw-MJKws9i7@%wz%Ym zFtAiXjc$4C2Vch-SXTAIlCpYU>)VAsM2Il=C;)S24e+zvhyQ_2wP8#Xd0bIs%0dxh z-%h~6m)bX)q<%B07V>N{+}l)u(Pb>{tjK>LrP_O@HUssywra=JYz68*F{Rt$85lKo z5V&2j81`nnP5}&_8QU+xW=IaI$#x)u9M4h%j&EM;WnJkz~|;=YwLU&n;59#H#gpR8Rab<*S}#8|OW(J!tko zzd`3E8KuZ?*9%|}U0KBc9u<>E{cMSOl>EZ-x>U61 z&{RNdx!oRT>qF};`)?JFB()aJwCtNX85=)gp8-^gh%SosF9HQbv4|-wQ*JBG#Je}> zi$iMyL=5@f0@2l^KA%VvIV5_lzGq*@FH8>_^sdF99-W_v4m0ho;C`>c@}AF zl|*aEhd|j^7UvO0b+(QEbaMe!b~Zjoc9Sr|T5WXP%Jps6oG@|<%YaOSN5+|e>s#?T z{!|+(_^i%z_=fIgPKVpsX&k`gM(=PEb~O9)`+y^Rr{TbnR1Z?&ZoO?SGc%JvKkOP~ z9$O!Aj*tNXGR#wOhg$=^th`~Z2mYN^CJg$I3D?2ykj|_U$7R_!nf%QA3cwCptMYX{ zoQ(%dvHQ*P4w(smQm=Y%A|ZIcjH6y@3&xaS{W#G|h4XP{9yZXbPV0MBoYw;rhUfi^ z#p91cZFKKY*3{a;tFHobo!?#at)Q-Q6Y)gZc|ok1!EaBIB0N(DNoN(ZGg;Rpx9s1Y z6w<^gI;Nz3sf(aQxN!lKb7B3HEB0k8*c`?rc--)htup(zhgwEWjAEx_h$xkJP#rQFY?tEZF#b^PAJ;U-IiDPgqu_p& zsxCnG!XHQ44a~V9gjKpZwm_Z;;b>LFTeg}xEC@e;>{RsIBac7x`0vd$JWd?@WXM}2 zD^8hI97Dez!!7zC^iuPtk4T2Y&mX?n5A!i}lDP=c_b*zsLqE}z(|R(=)Rhx4jjjRd z%Cs_dd0f5|p^^T8M?NO}Q^d~a2)6MYD`R=GOD&hGbd}ryo`ZTia^tZE!$>~QeFu5Z z+uM5cQ@yG|v6EFfedKU4-?3M1CqQ^}P5wS|?8c9z%-RP@^Tp2HLshJugd?H{PvvJv(imRKSko9$by()IDa8hWclB%2=~nr>-*dHf z7ldRGN$J{@yhR5ZpIFn%@i8R7+(%Hq#kTAJu(<*zi5~>qr@zIUnx$-y6_qHZkWOA| zAB)T$=VJ0k1oza!Ui!5l9@}yTAPTs^xg)Vub3IHSNR&imjGYfcv7Mf7n$+f7On5 z=;H?3L96ri`+`TWR{sNKa_2Y4UW}lmr~o@BhFl5uuvc$_!;C?ih^gTvb?`(w7g3&j z`ax7Y+9N1C6!5UvfY$u*+%x|W!zQt<&N8Abu|)y8dGu;;fsUQbR_ISR$kFgQ=c!(& zA}CSU=Ea=w2k^F`tAqK2)=X)+y|aSqT%_KH)&>ph$EIT5{V>01qC`v2)kpGzR50p9b(b_N zUWw}>*~SOVJ_*YprD&#ePy77#HP0P?mEpr~HFDOi+eKg{*_7c`iPHO>LdD1B_fqO9 z1$cgCy6WXfXlavl3_e$g!KNL|mohfnCfl7AfBS87k$2=eU!3w|Pm2+c`$It`!@W8- zsVNx69M+5QDPR-!x9C|BDEi zjimcJc1P#V4|gT5#>lGT?$~g9rO{gwj?b=na@jsKo;DQVvp=x}4ZK$}Osgt@mJ33V z-xPkc9Ww|2yCApt7iulLAmasmFSYjw0O);n)+ntlc6Lz_V*#_k79pCjAzsdz>KZZn zi=`*K<*omU`jr;p#Fmi~A=9}HkC%)Tc7r3~wU9mA>X#uC@hV}G3Iq1cariBG4K?&c z^GKU}Cu!Y2{SNSI-WE+Ci8lnAI1t$;IfuTl|YUn+W_htWO2!#Cpx`7VdVgRizP!sJm*5j9mog#DbKBGSqK426doQU~VR|ADA0)coo^&yS^}Pm0o(6%O8p zd&?b@p)QXbV=f*eM>7Pca}g6QxrF;1SxA$@#df@d_jyRk@qK~%apr6LbxK8KY=S?c zKlKiQ2&}<)gw|F z=2D&{gyjmpnm`xi@9b*nIdKF@adDHn>pMCC)tf!dT^^(hIL(JFmJ{e04+=iE9}?gV z5kNP6)XLmZy*1%7i?6aaGVm0O3!4sKDv?|#03EX@KcSV+(ya?O(~ATesia~!1~>xj zo_F6XK(_g)u0d4WM(F*rw^sE>d2PuNZz@J)+cOl~Zeny89Y3G(!G1>BO1~V1-K%ll zodwLu&!clGUznmhP(7uUAC7Hc2fG{F4~ye|B8A*fpK#92TqEYf=N_TH7{3NOIe=}` zzfs!WHDd$(P|yh5QFb))lg=;d{qqpEcLSADOfNr%rKr2#Nthy5_)|%ff%;MnIYBxQ z?RJfOoyV5+qxmp&;GmB~yjAK#Q@5uaZ{Qzk;dy>e=ivX0_|s}*{YL-#92~TN;gE=C zhs}nfJ_($McOOyHRr&`2iP@!?8*G8-e7;U>ItD8_X+8KKs7A(->uNe0wx`43-J`fx zaj4`~srCnqiTiCfk2MOB+^`10jKa&G@*rbX(b4 zekRP*YD1=APhny)BIU_b&=7H)VO_cG_+K#s!b0??ove_n`EMVmPtO?!eY!4ht+js{ zF)<$4_s@Q;r2FK>DqE|>Y5;AjjiQ%G`89<|79+ol^mVO=4ADK9=t?ZE8bDYoMriLS zPlIbEgdoe145+rxR6l2684+_~a`ew~{-ERhj)7U<%Ktz#W)HaWOG@eCQHtoT05p^seZj`Ap1X``s}D zNi)D=u*qLc#9mI=%-oidFBp#dvYa^HmP^^*zbyxtyRwU5us<(E_0<(enH^1gm`B9m ztK32MXk?ht%4gxn-+2^UjiNv$ktHUJJ4S20_F0~=MBX7k{|ZMM#h`zN72DWA`K+gf;haf&66B zdRIjU)|H7Qe~?d8h?^9c}ymC`t3okM>WEC`J}X$(;3Lre*!(gW(()LtKZ>0 zkoP{S{==M?0Ukq1T9a87GpZ3rI2T1lmWs2>dVsSf3yXfS)R^U6H1WfnYtb#zNdoVL?_*cj-xQo!Y$$vj^g*=iPGB7f=mk_Ndr zN_)DaMV&$$cPb=-#d zR}YLHg}7@_Z?xJlLS%96_8wcebL08mej(aZYhW5si;Gf!RZm+cv`3OWlB=sGaZ-FU z>n!gkwNddVPg&htY1>-j;Q6FrjU{WM6&qHbr?C@Fq|e5$^cerbAM3o*7Y=4hun}d6 zk)qLZVlUT>WLU!~oK&7h#=R`B(;9fUsU!g%SAUEfGzl|LAN}U!&i2C0MBUky@i1?| zT^`@N7Y)~R9Q5!PGvn7xoX}}T{DP@(At6V5<{jl7s{-Q>O)JUYXL*3@qu_>ifD9&L#5?P$ zNcz7pKbbKgKwQaMEsCof^gffaL3yZ{9Ll6-UBh<1eZDxVcg_BGQY!sd^X+?89+v45 zp4YAl2-aw+rdmbh?M)KFXk+HetX|p_VjxN;MnL*tA~-_)O(rr7Jdx6)z+=ZKa@(Dn zgo{;JB_eiM#0?l)m0<&twqDC}Wr07_u5T%N7X=O@O;>;E_+sn6H0?sKR|zawpCM=~&qTVg3p{6xu~dvxvwB%m z%6WsuI(R0m0!MVH`=g9qLVG}k*u}bEQu2YvF&%q-z97k8w5oL@QsrHy%uV|tUol0V z_=+(H^j={_6(v z7?q+o%^UAnvfWj7!Dl7F$HGxUJyV@CS!EeO?M@q4$`$Rpb#Go`R#QE1pd?b|xr+j= z{}5>Ju0)n!XjxKU6gK7#lx)ZzLR)m-$?&*L-VNTg(Zbt*yFU;=cd_M=WDT*VG700=fyK4;f&=L6rkV&m;JOhhw{Wi(D6|Y50(})yP5b;JPUN8q;zN}@P}syDzq~%8)bFn z_9=rW-%jw0MJ5(w@kd3#?zUi52`u~{)y&`8RGqjIM3xp?%|hpRqAk+323SfPanF|h zpCGsHp|h;KsHlV7kn23F zhob=yeS37EGm&c{ZkZ#w-IE)BeTNFCH?ypey!6iEAn89)xgO0Aq}$5-YVlQ`pWd7* ztlIJ?mIPX}@L7g{C*9KnsD(FJ_`y>k6Rm`*0@YJd`SJZnps+PtFc9TAcUI9z6eK)} zKFRqj+sSgRimn9&Z!drjf`8^?z1F$irGauPM{4q;9-yft8hje z%QO$2NPGC)B8TYTTM-@l=IZ+^Xu@2$VbX3V6aFq)3O)GSC7CEh=&#Sl^<#6+_`6Vy z`=-e?LVYi69pbhboy&A=1)EtJ6B)QSUWAprj+Q!XG2)|2aDnF1E){xLwQuD72bz(C zl_Qxei5Utm0*;Ns(~p4BLO89;*#`R`AaF5`aL?i{Y@sp2-)0bb7mjq%ljvV*y>B@* zEagnHRk&vc$O-*v@Vw0WqkHf34N^LJ#bztKB`QsM8TL$pD9f_8xx85ghPg+92SqGj zsh*$PMrrD?o=9YXU&fgjr40+-PIk!p)+DsLBC#5G%> z)&(68rZtG|f=}osE~+SnU{cgzvCI&@OyV)6`BZ?QxeLpGl}U=xDbZLkf?bYd$U}jM zYcxbA3ZDP3QvH~DZxj$-_GUYu<%tS;+bL_L`dNIj#yjfHX61>i0x*DlMm+uVG1`N| znGO6bKo(`ZPkTJAJu!n;4uRyWpLVZ00n7pYv*X{l7a6_(Kt+*1!_zqZ{o3zBsYg+1_mA#42&QGd<7l9mvCT7xoe8ta0i3s7n=AL1k@R z2n&dU|#+wGjE6;dTnC5rqIb%OtyM%uQYkC7Cj|S!wlj@`Gs&=REW>^wo zu_ddUWcpr@_B#@Pcb;ngiexUcbF07UH=w9A5;o5i7t|3!RcJh*&ap!5F21H6$@6@? z?_@pNmSv!B@>2%|=grqg02_3pfhsngAbJ<`$0O;4jt9p#ClnAOa&hA?Toml8l$kQ* zT|D_R;oA)rv<>H_-pBp5(W|;R;5K@dcFpaUh0Q*VKgkp4#?)EuXB@FTdjr|CM5UCv zo(t{o|9rw${(z8@zk9}-=WcT{a2a^M)8a7SG!TEGSAEV2)k+V@+;=sS3wEa2M^kHn`^62nAwC zTc)A}LJsqeIAlJGZiX+-J(RitTCW?#7i4amNU1u%V&*@Mgyj6;dxye9FwAWTAB;)y zGww^rrCmPK0oU|GOd%8ATt%pT)KSoTCUOp=1z(H~vvu^Z`NH|BTPy z&H7R6oh|K^a*-{dx5^*7qKah^I*02HUnAAe4|J%&Tfqb~X2{7XAa0|oS4KsIAzDy- zsiuGZVkPZcAVrD9edN0s{$tSzdntLG{&#s-8NR5Q0f$D$A1raltR);xs6F&hE@I|t z<0x+?aYcna?L2(ROvVt}T-Xx}Cnt8P3M4L;n2YM7IiC>!Tp`nkwTm?i$cM}vKhq!f z5}H<~=RE)L6{g8M*aGn;oylw&GcnZ0?gd>z3z>rt>tN=Neo#5lp}9AmEE(O14)>-f zk~{J*6b^f9IhLizQPMz($yQUQWnt=;`rb=E*v_4<$G`ra^R>sIz4YtMlNYCgz6Ivf zD;$nKcVF9mEre9?Ff;Gf;u4c2*A2CXu|W!f8v&0Ut2YU(fiqQ9u5RpBuqN6nNHnC} zwaKFUneE(70mG@^L1VvpuOmGm_x^HByr=sxMLug%KYb6Zzjd4Ky#JcF`>!ZzP4fa& z(wy@p`)Uh1hin1kzO^(}0@?)Jl1Bom`>6Oh4;Pd9q&@$D3LCm`nxFQ*@q^uQXr| z*qVpDcovURJ&YEi`2>EH`UV=m+f2Dph7KnK?;iUL!Sb5`Ng>yHZ?WQyj$38Co3YC+ zaf2d}yixHL&9{aP(^l@+KU#A7Ky?ZX&s7@LFHoO27BQ;-4QkteuyXS~;7D|`PH?{@ zBzXRs-q31@nw|!y+QE1fh15kRUs7ba9Mt6s;@8INuX;tt&mrcCdlrCJ!l$Y!MtVuj z{k(G9^j&-B@Ll!DeR(HYn+)%3dX84`4+2$mXQk}lvm47hW52a?ZwKQ4+I>adIneX$ zd&l}GM*9o6Tt{d*ZDUc(iqGPR>qrjh2V_P!;;^HZrXv6k%b#XMKuHX8W)Q}Kx=emB zcaW_Xy>T@Pe7$bW-O$<~8#=<{WC#H#_sLVuT~6|Zfdj3ZM;F@)AJ(HYxsJN+d*gA80jiZN9XVl#9yY$Scqgv=K6!lY?>O1z9;)BeD+jWu zd|M(NNg>rCWL1COjD9FGqSx3|r!LH_?LofV$8%XOr( ziQ-w#pLAaMXcK|@o8#z`WV2++1h)!SKG0zDPTE>T86S;V z`U^e*ir1aePkot+eQ)CQ4{AmaD0j6=rdX^lX9$GK z^T``c3T-Zz!=B}r#{O7l&Ahur7 z4ak1nQ-dhV}x(zB*d^@Nq`HusFxdTMq1!bu+cRi z5F>tYIRkK@<5s(%6299YYoO1j;f-_zOy)yO-=06=NN&jg#Ga z^+8%+*Zpcd9xYNv&yhIw1{`GMrT@fDuG}U`7T3ia!Nhl8GB|mNLX9Q;q@1_(?l0xC zLdD2$?s~qVqhAuRxq*G1cc@%VyQ;(zJSX_NdQ!g5#*R~I;Zb;x=9|d{j-D3IV_v{+ z2?2m|8M{W-ZjrwfY|ocv1rXD@w?98yXM1D*;{+1acirm9KAAr0UuGO>@I20bU}7po zVzu%h`Zt(BY)TJz_~}|LYx>Lr0XG{Nk+{@GeUdmtw44=5eH?ZW)L5B_HpdE3CoPDu zaZ70vxdJIptO$FC*DRx9LI__?V!$vd6UZjG!9>&p$hKOgVt_nRk`+u;NV!C+Mo*x4 z3mq><%N8ZwlFLFiAzs^CP;Gk$kX*6&p(ny>t2UNJQs#?S<|ESW>T4gcv#_aCMdohn zx{zkN+#>7BjGw1+KiB4dH+9orP>y=l?qY;H1sb0nvLZ(*6ZR_eL&QPEk=oZ=Ac#3) zHZ_7J)8Y9-tpNQ&7J9gr1MtV_%L2v)KpT>*n=CYH9V?hr6EM&Ky8`)HJ@O(|B+TQw zv73~rALA^+Kdv1}-|iGN7_9}d*_f65l_bUlit&3$Q^?pJ5~hKwUHvhLpcly*?I%ja zB??YyefTNuV!7I5P+Eh~*OIEH_BO|PR!cW7w#Rkh+HsJh^?qIKFhy%qb={4Gr%IqR z=rQeAyCRhXa@98+%xV|R-{ZA_I6tO$_0cjt9%lFda?F!D!DR)*j#eitb4JY<(>z`; zi{9WXJnF@n-A^jms>X%8dU;m$^MG&HErkV-K>R!lLag16dJXDE_u@J+J&h{^N#Mg7 zBW*v;uc8m%_jT;D>Ga}skNt_wCPcx$c@6cL@n5?FIl`2%k5MF)?!jit`;_t4?+)kM zcB%G&R^gw;>81X9|Mt%9G5`~x&K8@dV*v}xCQ-2t6zEeH zfY>Umo3q4CVMzc)wA(xj7#ay=}g>hQtc}>E)7+ zr}iCN_3xbaVS9o{m!-e%A2zL%yvB8^jHmkzN0&~P4d<1l?_7Vf>n|uQ#Hox~?!cui zs2nJTY=Hi!9UzPI(mDBEV|&g}J}(frTh%W+ zQTooSyTVVpLN*&p*?&xHZrM0@pnf)qHUfMSM5Nt5`U-oYvSG_~F0D+AS3`GE{p(^a zRJ6LYBu?CoQI4UI*2}SgDf+XbHLDGtNboE3L|1|&Y$A_IJuK>J`F|jWj^fB^B*wpr z`!Gac{9B#Y;f!3vaRgb+OPbx1$`Pwv@!+xJ0{l1h5}x}oJh}QaTg_i&YVm130hi}k z3>q3czcc!aH}OEFI+G{6Avu$-oyy)A_^|tT)->(B+0oA`Gn!<^p(TH zK9+8Iq_mFu0W1AMxA}cR%7uLXsYg1PXj?vOnfdnYJn^r`WN!YYYJW$mmhum+2s==@ zbzzEu-Yk*KcO9%04(}pRw`p^KvEIOQty0?BI5#-`$$i&9ELs!O|FFyRuu4{}2Yy_t zg+PYm2c-bLz|139220hhtkGbaZxVrBt1bg5|GHe!s(%ZWZ$tc5QdD&cGXNjts0D2>t! zPfe4rR(0B|O|BNoJuLPk7mg7Rwf?FQ5<~)+HQhzW{O`evb5n`>*<+dPSq*i1Qd2l1 zGS4gKW$85{+?o6Q&4!Ol$t?@{)g;>Qp*M7f**aH~+&`E}N=mYvETi#g1{mI9k0L4) zIW2$wjO*Ljf1nKv|F38STgTr8_fJ~wv5~AN4@3nnpo4& z4mSF96l*>HcwtG0^V1iYY}W(ScL0$21T@KPz5Oay`s8P{Ck{PHmmf@|_O~!zl#r_yL?@D>tSn|bs{qzC>$t3T#FfST+iU#<6PXM9)G^pd^=94FUHfLmkILi}P`d6S~ zg|9F^^Ctxte=t#fJv;U>@N7ApDAz{d%1`yrbT8tP=}?wj%y_W7xKH5K zsDSKqefGj7^C&xkzVE?jw?)^0naQy>UWe0-N4#H*^}y)156`c0LWxBux~{UZBAZWs z5~b$m4sIC5W|FPv>%XzaslQdp;aI_`3$2%cw}fsz3_y;)7J0WT24`jq3W8<4K~StA z*0GDsMr-vCSXLarK?-;*pJ>;`F;#p^8NO8gCDBW*SblvZx0fy3&+lf!83-z=Ha0P( z9-HalmR0L2M-S*FGB;tYQl4gsnDMqHSfO_2U_Yz;6c!_4`c>AJ&bKnQ?&KsUKd7WR zYNB2RJe+9#G;X8*m8S{i(WA8LkUd(HD4nKO1x)Dn6X;~}k20U0LRrmIYk^7hJb+j>We zTQ}kBseoc8*fnnu1Yc)4$v<+R&&n0~kv0gZ8w)40hh#SgA8-KYKa9V`8s+t8k-jR3 zmWXoTvtJK<0vr}ydjj0=c9OXyfs7ig2v$;xF7qKnRX#9D8 zbY(#gq`zGXO{b*E%qKGCdgk<#W|NT>l|oCw`Sk|%9qmn! z^BuY0DBs`9k$TVgIn&X@&D`Q^snqeWvS1D7O1}K|xU2k@qW?g93DVKa<7r+8Ok*0M zov*7*l%kuRKFHu*`}19kQtzIlG(F}|*Xh`$3yHw1Yw%5n5lq<%$aKrWAhu4-4icjW zIY05K%RXRQR&?eEUB<;-9GRX>M)2>F4*Z2CJgX?HrI|Lm7I%QY=le5cNHly+k(uLs z&)Z?HGrtTJ6nw-rjNkvz!e-{M{=%I%?xbV~#p_``$Y-BmJ@@z^;6ue56YrqyXrZ^L zO*w7xE>=#4!`GL#76iVQr*n;r;8b``dpV!|DLLD?ctnl#SDD}5F0yP|*LisW{uk0| z@PvGZ=N{1Uth=IzJ-q9uEvD1?l9~Map8CEwXreiyz^{TOmqvRJEjEnxCnxVM{_+06 zDVz9iH10o8Hq}JSZ405yJczY^_V|YUr;OeeB_T?k1r99#V{H$0ruj=5cb=~A1nIcP z0TLx7y`54qP#sf46~b?yP^yum%gK1d^Lm|X8+#`+)#Fa9CT8bQb!n;{6J@92>toA0 zK#oLg%Eb4jTAF=n&;m~KjsxeE4V0s~P-eD+%=XWSXD#Y7)C|r$Lu(RN;k6;->UOxc zhnQVf<4#>i6{_p+EfSEA;drGLGnUIRGbI+|oeywkmpB$X0`a4CNCAq>stWmA?*mS} zL%>BU;t-lslhedj+cSIq?#q>a$osKR8^1W;_8+DR!D*ec@I;Yd}zduh$7BxV3!Qn zw_ctoDc<*stDZ_1hf>52%6LgG{s&N_tD zdVD$%Hkv|f72JVSRtJI0#nKT#!hyZW-iC@CD}4}c{TF61NU4Ef6=rcmxp-NU7)94i zbkdho%;w3yBK;D^Z z9nPl@$+py(c$z900dJJdDWZ0%1IKcYVTU{9#mqn4-6JQ{{E@pK0NSNRCpSWF2|s5ALIvnLQJKy?COP^1#m-j&j}Q z)xBq;WX;Htk({P*OF`mzTR})Mfi3=B;plWAV~wW4G+Nm^i{vfq=1f%lrQoZV3i2)v zEs0v~8qfsy8*vO-Ppt>@tL+#>(PEM8uJvJCE>sS$sEoZh<5&IzeapM~PDh*K{#(~r zoSFG3PVpAyz|$ei_bRdggOu=IiFJ6x?7nP6E<_b$otI1G=bR&S@=YIK=cu4ihQHuiC0`gB$fn z5B_7D{wOy3Hhf9pXV;C#ke@If^)M+S{ZHvTeGy|lXt&cuvWo>Ykt4$Sy4$a%j6ID-Fefl+BiCGd* zEvb}h;h5t8OxbbBYJl*Ltzq*LpXuZ-@95?d=gXH}-Y@1Wq@n*LD(TwXAC2D_KBV)6 z+yYvC3qQ~jpFgKLw z!^8W?`|-z2(o+35%{fa=E9DOxH-e1<5Ue=AW#6%Hjgjmw_E#z=WqTr*fIjLUaDJs^ zjsVK@(~^*sJ%F~?QTPB*ny}e1KcHmKU-!44_qQic^1GCm)t$AU+mkb`agyCU8ZOtH zQ{1|-hL*uFrcIP?q>5|OKlSOIh#Q2~T6mT7so(flk8vjZJFwZ)5(&nnsuNBiD+(Z$ zb|8azkltAqO4W^#dldz<4Jg%7$rJ1yhBE7qj{K58z`1t=0;g@4}g zS~7_|Eh_w~1Braw(3!g8N9WVT5Gv6JDXJLXH~y&hXcI1i=}G?)JjgLSb~i1$TvNWj z%fK44{p>aBYV|wnll{BJ3BP3cU1M=rOKk#dFA;dfOrSOmgs@te;La;+U+wiIhFsd) zs*)#JVbB7=M~rk(A{zP1ZX%E-+879p&XdS`q5WEW(K<{XaHnH(;y&L~-vdGcfl&AT z{H7ZL>0=*h#FgK`UW$-)8RqpkI6tzuSY1e9dx@Tv$dkUixE=vm5pV3S9OQ8+IaodF z<`dSCtfJY zHzY$USdJo3Wb4&Bpf=;mN$x60^_19FiAI7Dj0MZ+C@IWcE}|^T6LfiCA~_%FVa4mX zXoSJ#|2Vqtc&fkue{I=v3E9NGWM5@p(zW*{mCSo7d&^45&EBqc<6c`Ogb-zyd94zX znN6lxa=z-Gy#5@C=%4JO+9GS!#jm4hOSWP7H+>J}>F4Ol)NYtN*{MpG6MZPYi8F1U0%$eL%!2N#VKzyRl1E zyPepFzZuqc7vp`Rer}g-ICwQ3kgu&4u*!Za zvkFdt?`Q3Lc0moF$LDRcHOo5-tJit>8VMcHyJ*ucBG$z%r&yyryI=nv*)Uh{T|5_- zh8*Q@R2t2zSLm;YaX^EzT@=KJbS!$UXuz$ouFsjvl-Jd>8}O%@7KDc52j#5I3yCC` zD5r{8hk?it1)*=&7-uyDy@RH#p%*>@8yCv1Z^SlEGWQ3L-}XJYh|q_Ols#kr`o70T zws`@NE^E&G4LyEGVfRmIt*Nnu;vY#h2nJdyl$@I&QO5(__#!0F4D@>u^>h%TKZe_`mk@d`SB?gHs}X+g#(b!wYY}k?q`U|l8xwQx zyOptYud^fOJ0H!g^XO_Dy7*RG5=}9enTo7M^S(k$DOH)opyaxLI2Rh9_8UkwB$kxXr#~ z$G61VS9Y|jQQ>t@PE{OUTU#-hiD}#|CBk>ee$54)b05ufKtvi7=VFD)?-i4d8e2ny zWL~awAxBH31Hx;#?8K7Z@Pm`8QZy?hI_;WBt_SmBek+t(vJ=djQ^C$_kqKxU%v1u27p@-9)dClxM{umm9Y z;0sQP7uDZEbA+WQ@qfC5xs-c0-zTGXTAIq#Cwg!Tci-K&Pb~yUBCq4&eC=PH9<35# z1brIeAuXTz0&3u85j%J#p*6%>fbCM-ypyR&xm47)em?2Xf+M@Mq>WrMDG$L@f=ue} z^E)LSrWaaJ+|iuZ;0Pv*DJHh^HCd|r`Juk892Wcb8Ik$Q!Iin@ zK7gM?p1xP>$IGm(b*sa(kfgfi!oeF zo^+t<1?R(D76FDhZ5(4bL1x5>o7YB?p&HqG1wBAPQ0O%ru=&y9+`2pXMHHcln zS(zcaUOV%>z!|tlwp)Hhkmru}>pOgTVm&A$_p=JoPJbzc{g3iKFZl2pT`!FQ&=^@A z!$>PFpp!IG8KVh6ZAE)JC3|+HP=E~w#sO}=;11aEs6EylHlcI`xMiY7VcoJ~v6fTc z3mK-i!k?#OjJu8M$IAvhF7I?PA#R&hqjQHS-c&xtC8k?}D)vBDTGAad!+RD^uagCE za;f&E6DPykGn|{KA2!mB3&d^(_ojiPO8f1wrT<_>&zLR4y8^+r@$Gy~Y>$~A16X5g za;BgBbpG+1E!*VhY96AUe2spu^M2n2!gY_|Y)TX>NAFJl*NM~!SAPCxC?I}2Y#jJm zhtcEQi+i~jx>4arfbciqw+H`11wC+o*JS7H6>8axrgO_6>v_M?aauUwQtY>1n*k6u zkMf6F3n`|pW3OX2p_Jw6Tp^>D>x*UDc%(GeDfuiE-+?0=+HnD?^gnWCRpSDIX8n5qgE?5`i7KB-ul zoUu;zl;V6|f!8hzHkP;ta?3JnM4JL7Ec#F-SYtHQ532TevfL1(;#UA5FT{egFMhOWEIQc1m8ubh)Qy~h?-H7_=DZ?+fuSa!H8=_h6F$$_YNUr z`29qeul23;lByJmwS_?mZM(vMG7UfWF#mxslWnI6EI?|9n!=6Y_^|Bu*wMrvO+lHLNXK~#>GGIdWWyJC2<`?u&z&8hDuCM&N9kCH(Ij~*@ zi}h9IZgFYi_X7l&?M7m=>5;4L&YN;5s`y_&9Oh+ME4Pv|(UXtq7D6Aagp4h#=ncD< zm-*$>i;ih7f@omtQ__5DfnBOtRnW*U752q@T;{J##nNSG-! zQ6o0$H+7@O&0gxSs}WCp{|8FJXuMiwCS4vL&QvaA$t@7?sBWB(!uxg`1W{7yQ?@hKkg6?yMXL^l1CT?I7{|S)BzIW zot(gn_o-*={8--6uy1Ws+=Jy9yO*D`mf40ngdd-+6{A&(k9s%5%5;0EZzUU`ypW}j zr=KHkkNj>IDG6JY)wD;97zA7agQDnujx`aj|PM zz?8Cu(n5bit2n;+CJfa5r3|*#D-Q;>mch)@AY@3~Fc+3;Sdk6=4BV9_OQRqp%P9`D z$jCvzEo70Q9N@+s8$YWzf2#6u7xG+rWRe{W4D=k=)X!a)V^%1cEl#m6>haX6oYVO> z)cw~}`&VyRUDZvg0*V>TdN(-@j2W1x(fz*94%jST^Eq`3oH)4ut1Eb%*tKZ#o|3RoQgbIA9%lvH((tNF`E#2UdXt86 z&AA8{sJQjW23#wn`L^cE$=dG+%{EGCi`7rXNx)slYvo$#2FR(KZ9pem(UK-xUmtH> zYF-j3B4%->!QRtp_MCIt=sPEU@k{3yaP?08f1!;pNxxbNI2C)Pd_n(T?=P7tuRL`$ zbB>{Jo!f1g!O=32ZK;nB_iXfsf1)ees?~r_(&6?h!P_5VV~fq&xDOt)%wDBhVFYAa z7qCGzg^@JE`|oro-k$U~CHDV&>%JseS3R#KnVFMJ-FI8t&r%W4?4+(Bdo&>hi`9{b zlZ$80gKt{E!;9SX@mvCt>^NFbXvt-jA zc4v`Ry|Ehbtys)#Slu1?z)XZ5$INi9TsRdz{MWxdaRa_xvR}6ydRNR&Q+Vv8vZy&i z<$9QH0%{6juk?!^O4A#ZouOWxYTFd(Jm_y_~e6JqylG=d@&h3qvb6lQuD*kvQ>Tn?H zw-bO~9=^+h@4YdkeLfm_dWm``P3c&&YQZaaxJR40(Uz_YYnvWf(JWR9yG<#&EC8x_ zXOGG&&7k)2m^ntwHh*8`Yu^L-Thjo~ukv~Fq=RKZ>a`^3_`(-JV} zR|VkO&)Mu}1KY=KAM|~bE2E*gDzlV)lDjQi<-juhds?&#cK^)nv z*Xo8*yGbOgjD5KgypYup|D7>vy%b|3&%T%UTWNODNM^}{jrk?$45>Bs($}-7L~4js zcO~)uKs{HqV(I%U0wPHuIj`B_sb<%1=!QcPQC(AOBj$lY-ueq|H1da>av_UO*fE?TB!i!2V|C=mo>Nz` zATWSd65(&&-AJQ|rzx?oFW;QuHoClVoSf*SnlhvkyX|Q^`EflrvAZg)__SiW#P0l2 znRg9p`sBFc#6l{lxN?5-iV;bX{$TDOrlEmXn+jZ32NG2=Ylb!YYQ!%knU8BQ_TG%x zm`uQcyr8nis-{R5g34MZc+(g{)>7dE1&;o0^$Tf0rreWd*xXu71`y?P*SX`qNr#{p z^i|gTBiwBj?$`g(WCooJ$qPpuDEU)UN_^#f@zFJPVq7J;`SNr&xW210>-tm}?boE@ zMlz>a9!JcW_BG3w1v=oHsbM*9&80(sY#0J!yoTAulp{8WFpQE`-Z<)NlLI&aU``$# zQOp(h6~zsq^n&-S77iC0?EQ4?6LF%Ld#w?B05RuD2%mBQT+ta}m>~Mp@NUzl@6G!D zXEMozPgsE4UMgX*a5(gI_f;ejeR(@i#+Q$(=;c~7EXFWyKlPNHJnaIW8NK@LO$7iB z<%gA5WUzzMmj06JAN~Eh-TMCL=4%MQ29`cjIndA4;gu|A3<~|!GolP{L#w>N>D&u9pav83jleJ+(IiI%LMK0h+(g3kfzA&F%L1J4ug zzE2@O^R~cjW~;(N{^2PqhG|J22>p-hTzP-oT-H?+Z=BWRM_1r(BYJi-tyR}iH#!1K z_LKfj#2!C0tZ|QaweDZkAO%`SQ7`n#d#hS72MUl1;^>gZ3_S+r{R&T{Mo+3TQ8v>n zXE|>*Hl4ed{|#F^@GP!XdFa*f{yeJjT?n5RTIV&=PeO3e7f}Y=ZF)=w3!J?56%&48 zOl6z0&b#^4++8~}HpZehf6rF-A)ok)jcN+YFWYZ^zShQ<{mJRMjijoa{m8hklEutq z*o+y^*&?Q<+Md2G;xA1B=fDYXFKf`Pt!mjtSO55kJih#4ee>&`QKFR;DX7JDrJDL% zFVbrQaq9M06PQ;rWlC5Y6^bznKi?E+=#Cy51mW5QyWJuJ@!GdSYOi(<8z z@#Jh^^QB~fsbHkUJS z&t3-cXUhjgI)nO)4zso#cw9s+@&=>`FW>`KfI%~+p z^)ikh={rDwW+`&0jf#<;6;Zp%uWzEPHLZQQsXF1WaXmCC>eYn*CaN3_awuHO6ger) zh`ymt%mw+G<)?7(3CppJD7|lQ#rL_VjDskt#Q{|Uxr4pf(-$>OP*wg z0P&)rC@mCPdv%BAHE!curz}0&(=52%Hx**aJVAGB~(ItI+9Z-el)2>B!K*ZjfMw0icpF zCoc4(SGL5zkUd?dlm2})NIOU6L8#PQP9dQjH#HFZntgHWt)pL?8LoO%lEPwFmQet# z7228Yd3y4|rp1WkP7f+k>V4RWC8=WnE%m=0yj!s1F%euK4ndPn3kz3@vr~rb62(L& zaB1IGQ~#K`z0Yie>DohZqG`RQ1^U2XHY|z+t}RL6mIBr?{GTty{-*yzv<^0; zY~?_qi0Iw;=w60bpSI3-05MA)`P6am_s;Abva)i|Z9?~(`T;_O?aZm=H>*NZ|BHZ{ zi&RBUR~ZTx-ZQRI?=0fm)UVvFQ%%T4 zv4Wyi@oo5nPSVuGk)4yTh|I$;s~_iB@Gdk*y;{p0-rH@C*C>WoBH6Pmgc<1{fc6EO zvQjUQHs{l)i4XnaS?#L0Tq~JpYx1>Gsv}fBe#O6)+c!F`U8 z_AMME!5q>;nMDa|@T&kbPgYTU)#hj9I>u9%cFU5XhpF+}17S|3BgMA`eEhP{bt?#2 z-)NWF3*7`3KQe_|;s;cDR+#1iM{w)f^Nt3C&dO?aXL8MfVX=ZefZEuZJ6d|N7|d=k zbX)xhHsGIhfQb2U;1fRH9;~1>d;$x7$!ALnu(gpsi)Lyp_P%hiVun$?__++^sinzJ z7rj`^#i${GUuE}eKvlL^!XQO+^ds^=_p#y#>i)bo!Y%X^wx{qR%HEoC1pQ58y1pa` zm|K(0wSOFxhXev{z<&J+Vn6kut{PV-Q7Ed;J^w(&PFQAze0&^ zK*#Utd=SLDr07^F9Wrf~oU&p5awS}f+y!0zmJ+*?1%N->W>&5zgMakbXA}hhnlL_l z*h){5O^Nr0$+)z)XhWucvtBwA;hNw8msn=M$-4c!KhLf|0eM2QBVAN9xJGo~dA-h> z(wWN-#0+;rKi;{~R`q!6Axg2?jkFTeaK^u(TcIRXkr$Ht^*!p2r@uE4SNC<(I7HZw z|GU7I#H;k6ZyS5P;qI>`U!HSR=dHAG{G{Rjp^YzN|bBAxk1Rv1qZg9@O2%eBF=wNTu}jUkJ+=h4 zo5ojzRsM$5MVPU5UW6!e7z8bYWo3a{aRWHjwOB&*4Oqf#teyrL4m)mm&rC;O*_1*T z?7N`}bBksJ7jiqG?;*)#pfXS-3^ZR_fR2D&U_dDHv^wRK({dqQn-1GUS*w$nUO_;$ zL>^SIP=;#VGKD3;zM6zdQ6|Ij_eYErgw29&Ns3SP_}Bdj^LJOQ;yPVTc+lCIqEJn(eNSHXg|pKoto z)H{JM&z#R@3Ou4%-2Lvcm?(%VFiVkg9c?QXpHsg(Rn~v*QnBgp@EJMGGsLv^ zYl#C}5>Xm;l4iY=+jHh5@rn2Ifv$BsjwiT+S|Ex0`4Dq>{b>#5H;&Lm{`r<9#mlWQ z$?*HrR`=_xyhiEch4;O577@>=u2#ZQ}xjUcZ4waL+2{u1)M-U*tb? zF9I?|p4YD*Dij~&xgl}ZdN-=&vY(vtd43~y@;?5>eqC48L}ycCETDvc)?@ru$6q~- zMUnOF|A7J%g!dIZ?kjRTI)+>{)xZU(ju5Qxv3;MV``!o`jS`|@{*Bnm9}i0Tb9vZQp_12pr5l`!;K9{ z|6zT2XMz2*qj;x&N7()J8uv7hSL(#Eygw;KlDNW(qb1s3gARmWCS>G9GoeCDV>Rgf zx3nQxw8kwd2p&uM-^n7R>@$Q61b%i>;X8{4d5vq2q2|JXQ^!xe_hA!2nbyUIVKu<;pO5Qs^d6xQRtyR5H` z%G%AoPyexc)Aa1q!3__Z0aKrJ9?RX;8qcb_L{LcBw&a>Lr5kH~x#_-HTKjCz zvQe8EyRpK57L?@v7aOJDiKe{!Omt$)WEc#Zub9sC?og=%gN6W+atd1Sm~QaE=WA`nt{W2#ZXir_MWRA(z!;!s3f;Mz?j>qFGaECZ`^n zn7!5}cuB8)VU@CqYM)P7w@&kp?2s7!EWG*o+5G2Bw&&^0%1=n+7iIfAB$$l;_R_AD zXe;JH;*a(TrC{ed%uq*xhydKaS>okA6HPm*-n{xvPpG_Q{2Cfk$!P{Gpk&C>TrjOM zDrhaqV$v-3e^=1uHX$H6KwO<*MQsmj6n4dG0rz*4VuB*PB}%+gii`G~VIm33i3KV=+IF`%n8qPhsL^L#Z9ymJ2h`>(c6mvtuL`y3|w*btq^ z@I#tT{^RZcf&M)D7AcH;6HL{jq(<|2HFf$;=8{`R*-BHZ^Iu!K)z%HE$o}+Hnvl3r zZUs`*)_gy)PQv8c>D#G?+6fYUb6Gi{uO0j(j-c!>cY=A28Lsi?fxjH67$^?Vu9p5%`~L2l8!qkHOfx&!WkQ>uBZ}Rl~uC3vN?24dBqCOmsd_F%({%sJL_i zkDl6d01ApUm)O*^tr_A{iW@wteqC>Wt7p55QO>Ny8W0UOSeE_CMKfP^{}05h3@3?q z+*$7rD)~|3{ox;|PS?)0Qk zX&jkIT*%hX);irwuI13N8^yFC!uc#Rz($~1=X_v9W28XVuO*1%2N%7fFnsAgtqnfQ zYZVWY$^FArBh1k{`E;__j~-40+vo%y+%o_5oTGBI&uS1pKqnrGUafX(|DHtq>#uI* z<)6J&!|8CH5IMTHIv19`Y?%WT2XA*RL+-lewIH~-c%0vPkmi` z3kDT*(f&}=Q|!H+>w(>VmAQLLivM5_jc3j)Q>)sd+(}&^I|AEL{fv<2=ZBfa?uY?~ zrL=h^Q<5oT?7y@8QM{RFc-(Du2d2wIBg>ZguJzgCm>^``NZ3~(SS$R$*V4-}#d#&* ztk*RB=DUvW2uAtA7O!9kU;8-rA%-8RIAE@G@juX&2QokYu~SC4*M{ZiQQ5_K;$MVr zj^9hMG-l3Uh%^s7R4iG^*hKGNQ!>+q7RB1*rd;1Im-i;(YJ1oUuOJ`j8>$GRhfjZ0 z@^3No71CARDF|J6(5+*uk&u%X|JCdQ#7QPil`!^L_gQ+C8j>8N;+}4USZ$l#o@S4K zGhiGt{`1GD6zsI<#YGm(q>{wl@@y69==WAjqX>LJXbwtR2iP(jJ?$Ys(E0)1uhvO_ z!5Gg9@Av%u^N01jL@6$BTd@NHp!x2fc-)!X<{dxQlRxQEqN7K3lBnl{b-#<=k@JsD zX8FF4Cr#;PFAtgbL*{N4VK12Nw^mIVhaRR9MWXE2q?STfLWLH0xKz(e_TQ$#^H&Ff zvLq+Qvq~7#YWUyCsb{_%*Dj0-u;)88=Qi=4wAVL9H`eaghU_KruRc2AQ2lOr?9@3F zWxwCadjH91NL|1e|T#M@af&Lv#4+e0E{Y9Jd`(gan1<6l-oIwvN5i zc3VCnEePd17FB6Oax;%ZETd2_D@eq3}bjPfgBc085TuBk)TpEgp4^1vZJw~K_!I( zl~oX;nX=4&!JJ_rx13CHBPdE)%Rt8-^svX725-W++}ACJejBk-9<7p0-X@`NmN%cUk5-Lc z%I-{G3Rj8aF?d>d0pz&XKlF|jW#pKf7V9nWb0q90xaG)2Q3;=MH!rq+9AGJQp-aJc zq~6Dqrv+6oP2GR3-x(3Qr+2wwvq!O~!G&R(8mk@SW2K8U)Byrh?J#t4gyX=Us+&>Q z9$b2w0Q$5>R)h?lzCDCYJ-K2n9-CfeXMM7_GK+DY4^dS}dg!mM~6;NiO4S+|&ZfI&bRm zZU9&h#WY$LLGeDzcQzMX1R;}yY#=C|fW)iZ;>kQf^fn#&Dd;rZ!uvb`$kWjjYV?%u zaX1Y-^Cx|f<-a0+iK+u3?-x6;R-CZf{Nt=h$5=0E^R1yBwY8a`%pgqKa+7SUKp2Kn zAX~D|wb<Kek(d8&^kcW-;>11vP5vkQgU#AKxhX<`V(!TM zFP!^dMo_f4o$o_^n-4y0Gntlp6(b~

TKdvf6^l_rsI~x16*WS^j#l#yr3T>cfSl z3*lVLW2BfaikU5hC=Sbz8T69p3dO`pihT z(>$Nq;!=fwi{g_|ma%y1o{YZ1ukY#0tNuASMDu3nZsKKi{A*$Qc{An%R7Ps|kaf-M zyU|5Iz{*!Fp`s^z@xbiY*hXg5Ed_kkm~8~f#jszMzYn9=E0HEYtlhKLV&Zd8bI*{A zx)6Z>*&N3}%%HVgkpP&u*AiYgdP`SJPPdmral_imnOzyDm5HXWFNvMuF=bCxozDBG zQ?Y6x5Erjlx@y~_^1%;T7kb-j#HJ4XHtt){*YO7#D5KIKQ}q|MB(*T}Mc>h_hde`P zTkKRH7<^TGSm5iE#Ra1;+dpt?0ksTm#p4l`4}RLI5)?IW#;b;>Of8c{ zb0m^IO+)gOZzgi-|D(Na>`|E8%qDToOVlS+rLYiFyDqTrgV1s};<@{w&1+SRGg6uR zs58O;+H;W`!ZLFMB{6i}XPAF?M2@@O>7721^^`RJB}{+YkNJ@n#bq4IWJ$@_V_%Ii z0=k50w>aB*D3%9THFwK}Wic2d`6e5SkSykAg}~8INB{A<_HUqlIs!5*rM4l9))3Z}7Pg;K+E?Y(a3}owV&r!*!D_TfYH9y`&lR!F`WX_3(VLh@szcS~_78 zLftT6sGvuPqC$2wsJKd#mZItGH2{bl$Afm@2BMNdFt?l}Q}Tm_7qWy*aCtO^9@^d> z^o(cXJrr1Mdj%`VG&!-<0adK^(->4~%#FpuHuIA+0jhl<_5e^!cGFLi$rHOotT^yM$YBfl_Ru1)8}gk~n)D7z=4 zp<0~WzeyVeoN$)W_ev|%OOiq1g!I%fEscbCh89)m&@B^iw7uCv%ygEi41V|)I9lES zfI-M}V$l!~enZb-)B~i1!~ZAuAWs2qp-3z_nuxp-upSe)K^p1io-k~qlRmy*@U;^V8a?TU2fn2A-B-h~sD zCu(;@GDRzkGDwTC@ouBWfra)Eu397AV@B)nHf>1Vhsj!Hsl|cfo;pEE@Do zu!38k`VQLOIEz;Q`%Kp}b;Z=nk8RDVhuJ2?Itx2YrKB%jTlVm=1WN=fZzmS(mcEj? ziIUgA_mbbl+&{yen-jW}0a6%r$p32QH}ZhtPV{BY`y@a$HTOTzZJQfDKax|8C3I{$ zNMqA`d-CbGhitCKeBc@qq6hV?m9BM3-yo$8oMvb$MLLj!c?$RP__f6))l ztnh?DjuksY_ySo}K91@(gIf~WZ}!l}2!ys#R^BmykPBO_HMM*MOd`)OeB#lj+)oqDnd6LQ5AGe~a1gtM$V1N7(zfU-IcF zP^K40cw#LR%HhW8t=s^fZ)rvn#!_h`$&z!{H(tVJoj2Q=`bqh300JV;H6(y$TH3U5cS7t+nC9HN zHiKp#mcK&{2hOQm)_3B$)gl_wi9TvM|h?dwY zRUbw9L!6_X6Z6=1V$27zTh+!p{H6|m{vH6>;b5%>80?p7Ai|t$pFZvfmDaO;o-7PF zWHM=<@85E;l-V>j&Omtj-O^@|rRU)fGYfG<5^XX#TR_S3*ptk1&KUzSUe*CB@rRY51eJX5a<0g+mh=YI9qn>n8I zkJdsuV+0dTOR7{lHFd;qOgn{^%--5CIIgn6zVmK4jr!y1O0&%fRolJgf9}Fecw54N zWc}kb5%47ieLV2{-Q#tWY?gzE>3@!A%gU&H;OfYC!RTqiSR$KA{9I*MNSP_ zIeC;IwY=V|>cZFfvn9KJ%b3!+&Mgd;dIjY~d;QUMa7z1SEvP7h-c`S$*WmCuIz3S` zm~1XP5TGX6KH+>NQ%N0_ZNG71vc^?mi2c zWQ?dh(1fzwK-!P=P?we{4f0^_T^|HjC#>8KPR@>x# zse&B*LMZ(LvgwiVs_EtaZk!}xajtoHXJ%UK_g`fam@37hzgXxxu-Z94`1s^y{3qaD zX~sVms1CrAi*Mgzv_oB=)+>po&t=&CXsEwE6b3AoL!V0gS(KS4CkKCWhVO<3^BUSce@7=jWfF7_ zjk&5kRI4N-mX;mTys4mhY!3?M!hp1{wpiEdC$H?nG83wx$j?Tx(BVnD%6kB>4 z+tM)eNN|TThWrZxG+t;*ey9z-2FN%-+hG>EOSwuo4-h^I)bhTyS%7qYBbDDusNK0c z1Kg?+B7i<#qkO;I5#p7b*K}9wiyd7_7r|9B_31=GU@5=HX9;P|d$NyjV@;>9~#oJ<7`BL&*YCZf%6%fBJ5R zaXk$hnhvfqPHYUY<0H$!4CWx*uq5?=M_Fn#2nxBZT#KRNPX;rfsc(rwk(Wpi4vzzH z0rLYREGQGfSq4A?7&(-zCYC&!5g;^1Jsiwk4h?z%QUi}I9HR)uuH{bu|89tXuyTO#uTD? zy*vN|V-NDyC*Otbd~RIjF(rp|^-3EXDVa7<_ey9w2Yu|-X-fZP{}FZT#VGSA8~=v}z0@;T0lNQz65Otso2*+W zIToxiz4P)vc$}IW_paX>@?@&wbPQo58#o`6&kPjr<f$Pvn)CR8udijR4O;8U`u#;kR(j-Cs`vgIhH9P2#@P&v4y^0BJWCglUaQ6&HkIu> zDXHak^)EFG2&)L=_qDD2mxi$aP>74A;ZhCfrnC>9MZHT~65Afq6;WmepF7L!;i^J*WN^~-2ZJ*)zJ7?)r@1c4hX3Qr% zY|dW%5S#oBL^GdQr$#<@x91_#e3p3Ai!v{b?kgQ7n%J46+7dSQ*Cq{(kJw8p-h-m- z=T5`KCP@Ol{=%+LnlfCE&4b?krCF5FAAJMMwV3869ML9uhzn8d;@{KozjlnY68e?p zkXWEJDB@BwU5<2lnw?kW73NNSdf9dO3nZ{HpkmF}laHSbmsv?2RRGxzjuu8g*mb3g*ef)W)b9yB`DuvYl5CFsV5!6-qYBhOr~k^b8cfmVUvQA#AVpOF zy3HVWUzoQGw7z9}r-Ub?_J!WWRaRDXWNGv*JvWhE1W%y$d`UNG+~T%ASsx(RJ}iw^ zU8OdbpDl(~#)Uaze8^_hp!u&BGf6N$?J(2dGD_RN+I|ogS&!xb}ipx=E$ZuJTXf& zEsGc2qm<{wQn1oO{`Gwarx~-)N z@tMHcLx`vw6Xfz<;_~Wptm0d1WAx$Q&Udr4<7R9)dn(8OWKNTBk(10@bKau*=9^L7k%BE-=%Wn=fTVzXx(| z%rtDDQRi~vu=jkRfHy`B)jmefN6f?HfEK!=@^g&umomPrt|Xv}Yyv$NvZoQhJRPf# zO6li3T8ifN!mrGyoU*T~-<<}o@}`p%v3XC|yt006?czwiL|2MSq5Kb_3b^kjQR zx5LfJ`d)m^e}VFWfTY6dv@#cpfL$EO=-F+2C8YM4k_6FMUXrcF?Prf8) zq}8=Yfx4oJU@FQq8hszm4GqeVzQ$d59p{rwO{JGjewEY-lWUZA!OEfKQu1Gh^}Cvz z1TRX{Sh6L?3dig&Fxee(f@VnsGIZmmQzoTFf*OQe?Ux9`2KW7)vw3X;H;2 zl*dr|0tzJ)|ENQ#)&3zcCEIJ9jByOG4l8`G$)kk|@{O%5wbiU#@PJ$EJ&Zc@ZMS{sbK+02r5!j?! zo{3nRxuFl#t(p2758uVuYp8%r3yjIrx;vyTG|R|ien9#;@#ki`6sh)#=LEDqNM-#0 zVRApn9zcRWK)ztoJd{U2yj-|YOBCtI&eNT{xnQR;z*Mfxd_h3+{f3&9fHV(1ZKqG(Xy zEpP-9ge8`u9r?8ooPgj`If>vxf^mZsk8m(^w`hu9N&;|=GS@+Iy5OQ${jy90JwwX1j2tw``;RtYpTmw(pcvucyrpPvjoM+A6HM{DyF5lb6eKcE`0%ht z+#q=a%+!7aH4+sSs9Lts9&--CGIHxjLUH~YuYNaAw~QtpJ|hJDCA&CbSc&@7c@?&! z`(1jv{bDH-h$+x}J?;`Ur9*s^>=k;!Lmp8h<$owmXmnL^_Qt!7PDV)Fv15mTU*x1Q zkrykc>N{3Z%MODm$V-fRA?FjEo77OK&Larf*P;mwjs1^(Qps^!gRj8V5RIZ5ebD76 zk|l*(N_u&J`LBYD-#HFGDwX{pzzEmS#A_X)ZJy3s|BiwebX?)79Q%9z3d5mp_}qQE z2I24Q4nbQxX?BAh;;MDE%IX8+R&|F`s&)CAsBJk|^u5g@Ro>5aa#V%M8>QxD4j}Hzzozn0u7lut0 z-9eTPH+^&ETvsGnjho<>q?JcBMchyQOQu`ZG+kd@#%urkP2r`!Q9BDWUN`XeRZoD3 z_k~|$77y)x-1)w_?SuS%)n9s{f?-uhd@m!L5^#@qhU3mDPQ1&ph?)z+H5INFhA`1JU#SB&w;mDD<*eq2CL} ze4(j?F*5j`Sx`Ln5`XkV0US#MBdc>&3YonFm+bj5;B^q?}m*LZ*Urp@39AeVl=%YeD{B@Q~m>cL+DfvFz!q22v`^y3M z(M%P~*Tw`_&z?9~RSU17(lyZ-XQU;+0y!_Khwn<+a%|*7f2#>!Lel?nbk#lksi9cyHk+vZjkPjlAh-~@An_DW-ZPdZq8ii+I#>fokJRXotq>`M}``Woum@oHC_ z{%eR~4f7DlJfX|QMb4x$dnS-gh2#AIKeS1hCNIzkqKO6(A^-AaWMEazg%8)j_Ols? z=osrSOe9QH)NNT~Ptc^cp7vSR#Ri%9>qiMwmX^H;pxZ>X>JtG6>L}&~4I~$lNV9ad zI?LbCfujS8m4$2(0O%5I&kD+7- zm)F`LNN4n?*VZ>jI*(vCwa=GK^*`Us%A<6$DIz}gGB}9;xI4NjvSOW>)RG)P^YP4$ z<`0n^Mwto14mwehxY_DHQE|AG#Na*BbRDeZCvNQr3Hh&~%w+I&`f4F{PaY^`AsTRE z35JDk#3*=UrX|sA+ffPfJG21)xDTx#$W-w)lyOA6h(Ft0iI@yDD}LL3 zSpfOoJ=+_}UvgzuIcap`YSbc--ydfJ-tOgeqZ22~xOuzFd2AQ{sek7@+YX}}lAmIsz9+uMdep6L`~h!o)vyxBgJIQu zgGkGp8A?(2#@ZgL7DVRY;TwL3%g1-bu&`)oG?h+nY!brwV|p@UeB!?yG?EoN{*M5| zszR58LLU#zEUY}fvr*tQQ?&SG@Cryv-j-k1A6UJMP0zq3Zh(0VuEM+yeCUCv$H5_z z!O7q?&Dq!A;3^31YZY;!9JFiskgq$_whG;aP2IR0;TT9(5`peuqyrdXBR52^X;%F? zsrDfr|KCROZp-sYV5=L0(9>X$A$jJLoloYUYohcYhEk{e-OsfKZ&e1Mv&D0BO*WB7 z3bq(j=*VfW=Mr=sEZ%P?B?J0#hL46+0kA+A2jb{Bvpw)Bb!4Onx6LfCeo&$ic(WkQ z6dY9<>#7RM&}w?TDWudwdarp(+yz)7y9>6H>0@h%K~Q;HCA@)P8zfl~^7kPFwrH%9 zIcRmR{XC`Jk8?n%jR2yIB`IM%R|wUpq2rZCYMAadFQ9$3pU;q6fO06#iVki7^(p|v zXah+5yEkdc1Go(Mhuh_D{5?rBb?>PqqS|ijInf6vv}mKIxM6Bdq;FtwC^7dg3VcM< z`Mr679&#cnkhqn8amJ0KKcQ-(H4H_}Tt3&p$mdlPbH6t{Q`BM0m+9b_P% znr?cP&YhIvWya_M%Y&deV@lO`!SoU@ZE!cqdhpKC3i9-hcF{34qOvOQ{=CUKW)6#^ zdv2Ub#fs`nYE7DIN$=vY3{822>|8ZjV9du(i3>)h|Ix`gx@VcMfvi-$%6^I5`HfcA z)5UApJ8)J&L-*ON!`y$MW-qm?=$}Z%z`k~3qHVO#&`_|{)(EJWlB=TWbT29e1ju#i z=k=dRg>b2g`Gy7j_4!Sja|8V2fmqwNIAMP`*!`;p1^_As*2m>`RnSI*Loc>MOpg-KAhfU7Y5V#s6DIFIUcgoL9S-1BcQ^@hx6PlGjql z6a&_2N4+Cp6BNpcCU6_|UVuvgTaOKM1+Ec|De&f#{L3{qNh3)sU| z=#O+sD+L7CuR=#CdI;kPTSNES}4Jir$GH7gP+S)A)i$Lcn~JzrJ% zEDy{yJM%|@KzZ^Af?1)x&*MjSyB+@iID(irKQv>TU)xFI>V@s*0Lw1&;X$oYnk6hj zQ!CssmXb~RYd?=xG`})Byq_7+TWup1-Q0`Z!T0?jc^^Fuw~eKB>gZS7-a?QInoa~w zsM!$@c9iZi#z@$D@3MC#m6H~-vaYZuM z0>>w4ydwW zf}te54c+^?lQVUwV-y}cX`Rme6KDoO0#W0bWR{W7b!gN#yNO2FEWd9{A@x=JA#V=H zkao-9_d4>MsZ2IbB(X6UcnRIJjcqNn1=qB07UJqR0+k#tb_)ahtGkH-SNMDSJo3}L zVV}Fx>YZI4-B-rKcg1*ai7^Vj-%=oUxPi&B8U@!vj%DdOf9J5b_(1vcU2N9Wnvwsq zBqYlEP!QkIn_M32VYD%b>PfpnB3wFu@};;y;fvtoliwM7DarUrQz5fa4P+rc9`;KV z!GL~U`33&O-WNB5N1uKXAV%J}js1GV_B(9!<2BLC-YEVo!({!4k01_5^oV%)76Pf<#iK`?|FYeIzSpA z)E}bmjeES-rE85En5xE#*)mUg!7LGL8eD&|E#MK$i10wZn#e>G0&0}yt_2tb2Byp# zxw8;TWyoLq$Wv!u}xT^yhTFEAHwDu zv$%(Oo1!dX5^8P7!TX@et%w;-BeH&Z67r+14_30u?p8fj;?S9_Z%R)?sMe6am{=HF zonp`(;3dju$~HgitjM)STt-13rcev5jL+F8bDS^p^55u=q!U<5A^IjDae0A4$jd|H zSh5#Az~HGy-N?u@%1#(aGO6jpnu;|@mcw(TA$k@!AB2O4i`9z~)00AkhVslx)&|vh zdk~^xjU6ms@G9yLz7IbPBLC%9b~1O-Er>Cux&QO5C4S zY*Xq};Nxt~8~PL_tR^yS+*LJ=Geyf`QU1sP*>Wd%b5CZEDPdu{t;ut4q&&Rk7vcZeG9qkx}sTNKmJ`)(+a@w8tyo#9vdUQ7 zBt5&WTnA)fwZEmi#@7HHL`rJ7*gQn}qy8~EvDT!awB&$>QlutzL!h*rYC=QiAqbo) z2Y7AO>F^*}itg_NiAamKGi)~1QCt;N!3m&mn&!ZE2^XAFOmtI}#e!5Ytt7)k6bUF= z5r!hSMRW~oT2VY%4ZkB3w(v_Us!9GdWp18H&28;PN*4c_*w{;(ho#Q@s{kK|L{870 z5S3a=Z#Z~NJkbTB3r1eM{=mZ{f;Haa-)GUv{0vwt>zJIS`mM$h^(Z;p^;X}$CNyXQ z4pG3lBC3uK#SG{{w`b*qPCHHNash5Bhpn;G{yul4BkeQ%N^mxYJ2>E%}Z3bQ_q~GsO>)JhkdDw$o&7 zs94ut9VrF+&b%R3N1>7;Lr&XZn=8(0Soj2$BzP^$uP`B0+$xT)_@Si$1*)Lv!rFQR z4scYPh*ZzesKOnA2UuZrjcEvBc<>ScN zU1f(if406i9mUl>UH8 zR?!fZ%VzxD|Clt)pKdf}eu9ePW7Ak_u%~YGFAK(*8$m*k`;oKW1rS3}fGvM?Q97Uj zdU&76$~6iSn+N@D-ypV*P$uWG4QwwJ)M!ovU_ok~E?tC`N=Hq4ftLNkvJzwb&kOCp z=7Y9RAWdF|FQ8%h=XvU5DTL&VFRqiD1XlZ1)ja0YnqG0~NHD(Pr9ZL-$;fLT@_!Vp z9VeDftz-q^^lsk!X{u8Ftdz69vy2lBW)}Y972$TqBUV8%pjsLce>XmHDT&0wY{f7e z^OmT*EP?p<#}z^)xEX=wq9+L&Q-sxzbwFjtlpYt+g+dDwP{vmVGmQ%$FZo21D}zvE z?NviHJHOC}E%xH?MR4#1dBefBS>gxPhJa&!<-bN3c zvd|GmgQ`@y>CSks?Q1K^ABYx}Jn9 z)dr#=&FxeZ0k3{1q_qp8s#+)lv()Nv07`8-lEQIPcqQc~(-q$meHxSlRsDkM0DI zYTbS(&jd$Fa5&U9eJ%jrUwc?-{umjACw~PyL8duW;#B^BH9E~GpiN&bv8`j4>%nRP zu|vQ7zi!^(LOFFiBBA}*HKgC*&YTB@rs)Q(z%?$BS?VJ+z9$%gTmzow0w3)0##P(! zk$A62QhZ4Zuhb4{>Z8d z_~|~nAF|gJ5ICo@olY?Ek6}sk08gvnkCf|5Yshx{2N%KYo;+ug-W6srG@Nxl97_}n zs3rjNS6iH@eldn4`pY)Yr<)N<+mL;qC;eBxXsckog zMg^2t4Af>+{AXG71p@8E!cS_Se30b$v8lt}0p%H%CoOvE6#;INwPCU`*H_;N5JLyI$Z!DGvjyiDobJh^u{7`AgO8uFNLvT%9uSm(L}WYFSd zU!ey9K-{_MV77NO0?M6-D4x9p=W|v868g0dH9$3QC8nTA!Phy5q zq*x}(u|#9ignpoKiYk#8Nwu61FSndon$&9@di!Km%rW62NL^g0)0RBhMi+4Wmo+rf zW1P9P%ymLj)f>IiYB^6f(nDiN!jfe9-naM7FySYYj}$I{DCLSE9k84#n3Vp-ErpTR zRjQ@-GbRX;cuX+BC^-Vcz0>xf3g1)FPttPh236?D$$SEpE%L~C5=5WBYf=06>+hqW zhMpBK-OKLx;;EX+J?(>xiK00=}w}L{rj!U zz5gv=n4H%;C9hMZg#NyY97POkz#lF3GM5E$TDS8{^Q`_w10~Qi2lddTnDZBQv_sNm zOR}|a;X9Jbt;OYXF$;(Y%}kxZ_@%vs8ab!v}#PGq6>A&GH+S9F`bFEo-~B{H8E1_Zo~ zo{lIGHn{2+>iRRR(;0$3wil`~Vf%rc6XT4uyI;vFju@<*khU9XdCp$0>Y4DdmW0nH zaDC)@C~OTmEjwG|hx_bXHcMR;R-{gTk27Ih?hr+n!Pt~(6d&DS*!KZrb2ND6KJh0(c(C8> z#Ei6yV|S-91(nE^NSi$^A$F8llhNm8iBZm>Chp_$8w6mY4ndj?oPK@ZDi>Hbm93!b zsf+9Hijgvg=C;pw2&u<7z0+r5@Ql^fo|!~ksmI`AAjI&<++Zhps7=0OlRtrj0zg6c!AaXs+;};brl2+8Z z@-B@)d`OI9rh}6Z-3Cf68~PPfO2k>wc#A;8k(k$>rF!)}!SCl#y}nU84I+lLxbrMqL=duPQ1SthhhPeC(LY`!P2D=g-OYUvxfpGv73a*$ZrXRW<2`ufWp*DfngftW`o0C27S?#r90bg3<;c^GFGo$@-b=2j2|$T0dWED8QPt zJS`}7mgDj`hn=ybEi~o3h4yPNh8x?idTJtfUd1%IK9VOn8qjKvt?lHT=?kXyHJ@G6 z>dz;XbWeh!VIqZZlnZ`NilQW%MJLi^^aTP9EY|6h$)Yfkpo^uycC9!MQBal%Ps<2< zKmXcDNZENyYMXte(eJ77Wnb61Kyk^5}mM@+5{iIDIVgo za4;@0?+^Ehx)9#HjK2MGpb($pkU<@mpulvB3LPxu(iTmt6q=B>Mk}~>!=QS+HlTCL zV)EMAbXyh+x+#mEkw>z2c!Dqd#HGS))uGJFm{Wn_VQ>Xnh_zIiO_dHY1C8ePmVDPr z3FTCjX^9=y)IOG`8Pp8}^JfWvcmD&m72k|QgFc!*$OmTI=~%5!tUY1*7t%5-KpM zJ1P8A$J^U}t!+kU!un=^BJ|ni_+ZOfn#1o_;3p z{7U3Eu@SGhsT)8utgK4~MJS|N_=X7)wq#%=La2*4s9NAY+4aCHi$zM*v_a~=mJx7k z-n5{dBuk`_>>&74Mt7)yk;_fyJFHt9OSu55Cl~rzmn375LxG{vq}4eCR#&i~t8k${ z!X!leEoeRWU?D;eS!EL{DSV`1ULZpsNX@&R1!7TXgvt9)YtlO*Z%%hr9?{2|~vrCBj3g53Z_u zR%K=yq<-MIv``TpB)k}vyu6|_z8*Ef)@)ZFwi^l0ANhcCGx@ovk@m02bIXP+^5dBt z>?mfTJ*HV2izC)xpv*_?Ea^G?e%@P5rcScDRGR!Un^VI@^cF3!bqpT~u&+)oKXXq0 z2O`ng`>XTl1_$QL0Orq!_Eq718qMpA%SPfzA0Rj6oo@=kYro5l)DG)pi*HfM1+cR$ zT(|ycg4CA%rbN4c13|pWBLhnk^9l@x5(ZSgx?zva|3JmIKiGiZU}W_Nz>a3wRSqN; zoW#Wu^@}2nxdk(R-tE2ae~XZmmlP~@QEyTEsy`JWScmFoaD$o&yg3f5?L@M6X&=pMOf-9Yn~OqD(vUQjC2Q} zVm`50JgkAgy9-H+H#JSMUYP-^0|Xf!q`GC+q0ui&JEP%Jlc5oGq}2b8J-WwYB_^lX zsbDy7%Z#OPxL};i@(m8TvgUqdnsDqXDcE8mW*`!1HMOM7jq%}OnQQ@G@l`^@Rf-t! z1=E?y3AshH_v^L(uxiL+8d#>c6uv{%?w@lPFj8;PKV>#`@pvuKkkOm)x5T_f!PF*Z zlDJHMf=`6}pELg2Ly`@DhO6Ugj(tqKHkr;&Ofqhn>Il z@H4}X40BEY4WRp4j-M*}dCgVDzD6|27?Zr5k}~G5VEp4k8XQI*bb9d2vTtTFMShF) z+nq*BgG%#{&*ba>KtWhrka}(&{1pZomAU;HuBFUH?4aY~XItp2=;cOV9m+LX2>FlO zlXruUiUA}8RZ*2%Kyu847f z*uDJPsdt=9ev$*ylVJ0&bueW&+W?n6Mmo>=jiCqr;*z$?_7b}M>ZM(uh)RJ4y&!xE zXwxiIVVf$_Tvip`OyhbZ8*={}%@toF^gqz!Jj(s(44CGx7;s-Jb8wWd8nv{%CAfKE zlXkYl(4v%5``pITV#Dq=@WG{=W*@ka)h0@o!8)rftGaKdYdzWjmgR0s7By#Q81^>| z!YBWZ+E5XnXxl$nKQ-%JrhQFst1(n5ym;8=9SGyw7_kznQ z7`g8{gy#_OA`BvPj+)h4HjRp&ivJ?qMJ4U}h zsykSB1u*c_R&O~Qqw{19EhmeaAJyAT&SBnP^JC7_CSa8Ds^h|PPc!frHcT;lw?XzV zPUyK-kU0%2w5jQHY)8S5F~Af1$=r{;UwpH|7m<39|3H}i_v+=2HaW1mK|ob1p%_TZ zop{v-R7_ri4MHdCILYY+!84}Otu$MjRdJXy!q6Euc3hmY>`itENMtq$-_KQYucv;?!{q%EoK^KPzPqyr=w8)4mT&UsT+YzEv zMEkNU`Fa^{VVx*L(!sf^c^h_N~VDVnX3qyb!}8P+B1&t>)=DCWOi zXgriiA~U{r@8bLHIUhuL_x2BxI`O7eJdlmc$$V3;K+dv_a8(G2P{-vVX`9VPh!56l zn$EPmOiDB$y<$0$Q+!2-f1-vSZ5y1yA8i{6`;^dG`Zmp#tO!N&AR^H=&^%j`0zvA$ z{%0^tk@ZC$(Wp2?!0|V1Wza3;P}TMk^_Om0KEh{U`2Ln=Bxx^TyiyS#X<|$H!=WKp zS=)HSFQtA;C$a+OsLsoi>=TndyU%KKwC7aO68QquKX~G)TF?3ozGJu>FgU&Wx^oP9 zoLBl_)Y`)+tIzl&Sx8)T!Mlk`rF8(`=a8GhkzX%P-^`#(v9c@=lW?2&?lI^@KF{&> zPwXfA`XrvA>X_VWZ654)=1@utTC@Qv<6sCfB-3kGaJpCz^r+{&6+^O`_pWg4xX>$F zR*c|f#@Cmod)mbYSXtCs5GHXwNr`HM&@hiOh|cD;^OZx`{1VN1fpkqbN>@$!Fb7vq zGljM4t9cfCdnd>(B_0)D~ z2&)RZzBEBva5Mi10^kfclB>#A$~03O8`?}8!94PxMk~%$s{D zCH|;D@9y@G|7{BxM<#J@FwP!gLv4b85lI0%tQUJVg&60M#0lA>bdt<6t3{~@>TjXO zx=AX{-yC+(_f02bpfW#%aeWaV@>kY@yKwA6ec8W;)!Xt8%5ScuKv+JoYo=tup@G4( zKslrzEmUlZZzPuP;HFyjp8dT$mF{w(dsL1d1`=)T(u71evn%>Bmn?AS5RxhV(g<~$c`3JLzw@gwi#dq9-w&eL5%mTh5BKndUUgyZ zt9?JWj7r0p`nET59tfYLlB1qiR3kI2BP~iar3=$9H@%K->88HvK22@i3*T0?YCbBHS{wOOMIzud; zzqoDC5hmmN>DS@dS|7JdiR|_^@0N2B~SFO z2qotBhJok+k|g!e%56+)%?KuXjw#0D)04L5eZ&ka-)A@1-@>NQLp0ZmPaKb#t0M+Q ziK;vve_bD5>;}NX#mWQDhdDf*44-W0nE$L24N^$4f-D6Yb5m9;*+6jdh){gT}O_QNN8)=^mB|) zqjQNo=;~jjy9SOI^Wobx(9MtM&)7n&9;p)^IaVwFHTc&>F@z0Qo2lsxEIOpfkPCRk zw)vv7g$$n(*Yx=aOm%K?;T;Qxw>*NLhJo}k62>5pS9j7UIIWnpy`U1FU>?Z&?|>BH z_cgEOQtV3jyW)?o^G(WtZ_|>Xh%LM=7V1FCx#@zZ_YeL08S#w`U@EEb=a7w~n3FU= zAAwB|xrQ&|ZcC&zneNvgcQvfoW%m?QO*+RVo0O(R;Ty3#G$wO#Tf1qI!S+@${og%$&}>*sHR(R3arHhv!$8 zJ-7JrE_i(_U4)x{%5t&+EzIo>_Zz$Aqdo-M6)MrM~L3^+gW){j(3+k%K( zhK7OSH5~`zxGNm$o=&XogD2H#i;nMsU9P=f>ip&QCTS|I{FBxfQALE&-x-?{40aV? zf#;<}tU0L@Jz3dtm_BsE0WVi0ez?20(Wns_pAcQD6it{LyWrqDW75EiC>19v;aGZ6 z8lNZXB#06?NJpPc)B5)+yR$@7bxoli!hfkX#7jGvt8$n`iQrQ|-agx>cQqy< z>t2bOZYrmsU*0`#KBXP{;qFu_8BhOIf&MyQ*D=6E+1FZ&nY^UFoqSfVnLX#qdL&6m z#l)w0&+{Zm2x0~Sr%i0)F>xp^tX_sOp3#l{`vfUUyhKA}P%FTpGGsR^uE|3Gnkeh# zJiDeRWl>VNPEt$xD>MD*NISD{TiNW3*mat7a<*LumE`X-LC>b70h zGJ`3eR2iYHp>bKPsO4Ym*h5%p0Uy!@%#y|bFUD*3W_z8YK0Jq-hz`e;~ZO^!V^?HqlkKFY<{vh~9Q zNi&}NGOm2cyYlUo(284W_L!T+?E{nbJK+_pusB)Fu0UDNzLeQunxd_p${duo=E|0}y<|gXO8*n9@Nm(2zURWv z9L9X1Lp%C4a+A5L;J((p{BdsP&bOouGa}OuQ*xbev9XJ*jwm08BmPF2!x~P~68-~S z&z$Q5QRyh(!XKE9jAJe&sl$&%2$Jjb?V~Q?HHF~|xXeJD>|vxlY`NcR{we#`?Qs_? zSABq3Lxz?_PJpGmh_+Na&^Ct>IV+K#lUJK)&@ee~o|foAeGoh16$4ZfS1j&G?y6wW z&QO{$jEp&z{s-AEv{6G=K_YR(hMF{@|J9$JoJ5}yZ~e(UpXRPTg)M(f@QL29jt55e z>srcz;(NK)iwCXSaX%wRB)JTsuvbSkt$_YcAH*-MzK~zr>`L?!&*Pf(AIONgbkeyu z+i;h0fhk_@3Fn<>Mng288tH_n&ez}rjTZj3T2DyqqfVvK$2nO2j=lU^ky=XmT}<&} zr(sCr@V>%wqT%}0S-sdy>z$aUTJfN@)g9kQ#VQfJR-sBY+}v4*0>sn@OHVYG^!R*q zG2h()ohi~=?0ZAT8BfU_RK;BFn1QA!#vKo9wkT0brYzGrCy9wz;@DDC{#e(As^R<& zYc?`92TMJr;(POJ#l(Zgnjl8A$kgW7;%GiP%c`X`{6~2*l-b<4&m~ds9Hr(xr*_T+ zDrJ8!b6%kS_8B;(Agv0X?Gte-8>P;DyX+MHCs7s8KShtt4?;KJ4ncZ&E{?9uZmw; z+x3kRVog^g+dX@g=UNUSanaIveLxmInc5*leHzvh$QwA*pcH4Nd2riFbbT;W#mgthU@ ziM(ZPLSw1=@~nq1q&rwzLeX!L!4~P$$>p*qvc5EwA7i+a-p_@^W=>-~FSR||3^%p$ zItkqkXn@x2iPnu~HKZpmwEPD;D_kJO@Ya<jdH9+sNP(Gf*-*$f5&lefPo)g^D#!D%HvS;|Sn26w5 z)&s0s?W)0ChZEO>Z_YC*E634(UC%z{T$zpoZm><+6bH_3NIUa&-Zsbk4%k83li$XR z-H+P`q%C!Sg_8cnwje|_bZx7QjG^J@yIf$;>4o%s*fO+tX?#Lw{1JkJ0PkOlr2vo1 zsW-?ioE}DZ^Lt9H!A6$ezLq*D(cY6)_GPtm4!N_mPbRn7D<4fIm_Hd&4@5~eA>Osp zesfcE;DoMZN1s=mD>E4=1>(JCK@lig*^lR&v3v8W*Oz7&*Zbo8`B}C5@Iiy)RH6(z zD)NUw*DPPHPo|!a0ktK^9<|EJZm(Q3(02XpKdob?Tx9JVsC}{Mu7*rKtJoLWUP{v| zbwV>E@cggTirAeIZ}75+gRH-*wQ9WBF5%Vr>SuA*fx4q#aLxW4U4K+)g71n2%DNi3 zJb!*m+Tjx-E;LpQMqq^{8*KpaC=jU&c9`{5L|&0rXR>>ued7Hl1iu`A-_@N4N0_K`8*1u7l@>} zARaE4*8eqtnuBjivnAV!_SNGPdGm*=i;hQvnda@;9QD8|Z^WJ9CZzdRy^C`vMi~St z1lzaO<22>EX8*Hfc+kG85tkLkz~*~Nr{a;Huv0s|pW8Lsp~5u0@|@>hdtPj2K4FJN z>DlhNDUFRiFl<|3=pTg4W92<$m3#+HB;pD2zsSNV}9g; zMkCOXRg^lomlmu>bXey4lK+-E;sEfMR~yo+gG3PFoeR{gLN+jLHG&s46U{BzrJf#--`~&Y#T5EBaPmg@w#m{lm$~i=MOS^?CFh zS;*L&;|`U6BzjOl9R7(uaZ270ZqlVy%`%W|Qde^MD&U|PT!{P(T*j|(KWBKJb( z4f4}TTKUVF;^_e*UGRS1V~+dtg~>!f9WSC0bAq*DK)4`wx4!lIBM(SCS z!ka5~*X-u*?mTN(d!g>&>D5wsT?K56xqrqt#7LyZH)J`b$SD)jW~!i~ho}=t^pu^z zrF>tSZSc2qz}RG&)qusyg1kaYYduq>FO9REPCCLpQ`rYtBvGWJ=W#~AN7?XQ!nK{y zhvxdU@}h4vkz~XJocNWAFO@MtC_wlhSw_rf3i$@S>Cc*JD`#k`f-~;S0cBo~3c>Gb zzP%5r5RAP_0X!yk-Xs$dhYbdA?o^USq?2Qcd`piWs38O&2tJ&sx5ubPu8dp;FU984 z?lf;LG>P$hm)O10>X?{mtY?>Dk5}~`Iq0I9s5R#{^O)))6|-)snv|O(*dlnp=7Z&d zBrpn||9bPQ*|;u}@9wTjQoawPKpYM zX2b&RGB&!3a`D4|lQ^x9=ywY-i_H*#xdY`H>a~lGp}!>q5*Yc`46E|L5OH<@{YQ1L z@%Oa%=Nhqxza{Gt4j~;*$iLV|UU!+k5;lJbiYu$2W01{Kxw!My39c0TiRu^cDxbb* zM#-k1)zf@hVLoFjsK=SACMg0xWQ*fm@_YJv_RjJ3^Ho%b4~zhjIALV?Zla-_bZd$K z<<l+p!ofLeLH zjvF6lP+}Mv-1p!JDA-Sz5r`JLFyL2buCByZxqz!t*&@-4GPB7G4Wf18Z_U9C3{2Lf zJRNYZ*u*rQP#q_DBnL&?_B#$UBKO-b@C`b%B7X?+4zs@nZJrO29*9}`+gb8g!L?iC z{werV`g-HkBum|jS^Py8(77cv=HD2qTH}`^UD2m8>H80ql_+Duopimcsm9t|#J_r^ z(UlCMDEc185Qqos4)87|o6LLY+3(>yp=wwNCaVXK4Mbf~0P)!_Vg_NUSwe@CqX#8|0L+B{luO1Pf#l_+U z=%9$X-#yz=^}!n=Q8ubi6qYpN0nNW$OC zt*yKc7z&wFrqOhDc-t=H@x<9!-??>h;a`_z)DCP6uBU{J?$=^7+Kp%jE|pZCI-%}M zk@JOh(*@D)Q~^W`_z>J>HIn+FpR>-``-0LpUa}R{ovN!61>DhKWh;2bOg8if{-B9U z_j@!6Jy2A$7k5q3@>*BFz@);{Eg-*2Miw<4+8Q%kT0nQrUuzr*f)Rb_-I86h!yG9aH*!-m4uGxYJ8 zr{e0*hPEyBSKUV8pObA?srRYF8G{CA8?E`xjH5m@M znz?cvo$2hoI*t-vGrM4-$Fzw9wqLA%{aPj|R0|Srv1k{Wx1cmzE=mQ~^}*mVZZHv4D4z$H;J1*}LPyC$ zv8^~MvuwpEr;i_B`{+8~#b00h>q#YlTdLCs=ec)dz2=;ue=Ksmv;Ho| zCwNA-!NusEZ`?w0`ax`6i_6-sjG&I~#J$=BKW;5-380=T!#4$2r{%tXpQ9ss3IJe~q@`eQi zyOymNyOC$L4jP{xLh;NphXJ3h1dB?rJigCW;e9Ua(~8~o5jQX+W=JqoKl%m`!EQ_H zQRY#0BB%Ew7n7^|Nzl>N{CpK5J%wr!?{oGltZC#7Il6E1X(tVxQ+O9T4*fJ{@1S3x zlWlV$+hIv+&%P!Hhh00eIX+16b-34U6^5Vc^ka(C;4>2JzD(;}g6+_4K5rC)fBD-3KMD=a1JvHWRLITH46Nt(H0)sOKhVW= zzPc!l(B=*#N)-0V9*~YggYpg#5;TaH?7yY>eN=CS-jd$2z^{MC zAgiL8g3tgv$Sbeg`ff9T7=E8Ocsk?IqHE3r0zU*!b*7*GBI?X|jkPk;E77jv#r3`~ ze@d^^E4weraZBkZMiIW)l(*f_NlpGw+E;-Xld5cRGTF_2VaP_Aez}vUQN728jtUbU zuM9C>0}_2Sn@T>)LK>RanHpyFO?MpYm~H87)?863C_IOF{iaH&=mkLi9z9d!Q@lu; z$mjH9n;}txvtP_67fHqEA~AnnvLVLd%umlp&aGvZK_Y~ z><+R}N;wBbNYvw-XJM2}fj<5Qmr7aOE4! z(}E{svrUHBKPU17yCb^1e(y>-=lgrs`a(uxeCi_ca!e7h+^Vegg=-VHp#cgW*n$t> zErC=@<=ebZ7Ib^pL60lJG*)1lO7YYxZu^V=l6$>oc1g}D#C|BldfC7H3zz=VaFwme z+k-hU1aF_+CbWO*sm~31J|73&;gr?%t7dz3%G-jlYE9(k9eFN&*=C(CELSe&h?Lq9 zKD1|kKTb^e9Hwdu8p3MT%RK`u^&ZNkak_tkg4Cs;OPT`2^fweWC&E1BT z8(y+sfbSeez%W50so5{?Y&zm%PaR zF2Ya7B!oCsh82p_N4{Ko$ok5{dOGgTv;@}^hwm&@Y>jWNo{!vuj#xNik*8y!!`74m zR>g1I93=ORzC4Zq9X?4Hg%h@JNXL#rGl~*x*AG*V6 zOPB-g8N}T4DX+B?18=EB``f@Chg{qY2B3#p3ThaV9%M`S?>#L=DF&d!qE*us(kL32 z;2XoY-vk$jc=WCiycp&<{}B1mJnHE6ALuU$%|b^#rMk%UNbq1Wq^}%=H!iZ($xk11 zXor5EN%k48=cmeaB|BLu{4%u*@c;fu-Z{7ZXD2?I{gT$=W2|9` z{+YQi)8yA)XPQ5Q#q&xI?0eeLmf^BQEdEK_-sPD>(@&(S;hnD6fSesO|M~8JqA$u0 z_v_~8ekK~p{6}3@Rh#7#nJ`;OguuR#Nas1e883;ZijihQHXmZI{^dv?xaWs_0at^& zwOsir8>$BX{3sda6=uFJcD#@s^UT2*l1S)?2oN3@9p#)&1ARZpm@%)GE;e2h8N?x! zKXoaKPyk4pwqmcgt!ZKApOImmDEJ4Gl>MYt6Wn1E9I0+?N-@@n#E42DUWql@H?ovA zAcXFbwhczPAvB%#(AMe`Mwe)=P=L^4T_?BueXHR$Auh^?3%qG_5 zA?8Kwe)b%(J1bFj3#Lv#KioMfq+2Dklcx8ONfI*&ba~fyeaJoF^;n+%DoV{0mpCB< zLF*iV1T{(VbJYtwJ(*%Z4_7=@2VGT<+gHfYU&nD+@jpb(nE>ul8F!KF-VMT|EDM!_ zHL#8AzHIvMyB#q-ae<7#yawi9&F1(vft-+jr3`y{>83VJFn|T=Mk5}b9uE7&0?JR* z8K%TK>7d(G+8`WBCK}{#} z2s@A0q;^2--Ozw44`}nzD%G)kP0nSy-nb*u&ErEKOLzCvxBo#gO`5I3N4(Y`7#(`F zX!4wNRCjBofJ=AWhz7k;=F5|8c~M`%X7)OzKVJwyj{#~=MFycL&r3R(3`FqNA_#pz zBF(D9Inxv4qvNwPJ-ji4FP2B)|JXW!m-)v!tP=RRwk7AIbXBHO*05YFbH) zTjEGGm1riK#XHhp`pfJtC!*2(V^qSj7oG$$`DgIP%Df4M>~GazR9PgfVjvz}3IjCG zDfC>ahv*fh`~c^g_x@(JR?ggKDHyF9>qM0^g(B*@rlxqdpw;LX!B1{KL-`4;?U_=! zZ46YOp%IVv_k$CWbs@ z-Fb^gwh9Hi8;PgaxvW)IKXZC{h^0$2N=%rmVZin81k7=@fnN@7=s}t_8$@ts>nDbikE1wLA zAmxQHiV%*}6oo;C8IC})zK1yk)32N3L7A@wGT2c<~2vg)->)H-*ne} zl32L+rvOzwRiM@fU zBKgm0IcdI@*MohEWmjM<;{TOv|KA4@MkSQ~e;+uyC8VCUN|iCJ`WUqU*?*2_44K}k zGms43kjr%prJ*auxK8Bms%r^sYuS5niqb(!f|<&yasc!kyDz9dB20gnc8lOC!BVn- z3$-#(CqGv)e3U+a5oHlIj8@QFsc$6mXU>}|HdVOhA<9*YF!Dq_Ru!mHy3$v=!ZzPJ zq2ppAHo2?k)tt0iFRfb`f{m4TYRem^a*9i|&v1I~`yasM83z5Zwd2E9gfA#Hfa#yQR1bxt8dYV;KsZu=&}-I}Y+LIjT)`_zA+S_EEbt*K78!9)~J!@4aISGFCdu zTeo>iQYl#WAPXj+oZG!crm}5NxJ-8o!q0d0mhr8BpV6-qVNoLd#l~dx*J%wVNf6&w zEMEUB@TADGKC=O)3QZohvc-$gR^_94GbU!2G$oFa)W?jgnNp+^7t=g zZApd>^$qb#O_m7gL(tqih9w=+Qlp>k9gswHa|`kR03P0=(3)KxPlFxdRf`1PB+AVe z*lrnuWx6@HAZ0D^?W>_yI6f(bvYoo?MlM^j9s#59Z0K#V#vH1+0A780{0=|uPfqcJ(mi3jvWt{bni8mxg3N?ZzA%KhK&Sm~COEauXM^_F5awn3KV0 zZTatJsj@qEB>h4LLlDT^T28U{7iyJD9HPohV?7E<8c6FBv4J(g)l9lxyazb}A?)JD zzdynAL5bk`%guG9DUVV3?*?tzooZ-&`c^s&B2@)(TKxT{2sm&jTrjb|@Lk#-IfFz& zq%Y4F{#vBG3!daKfNot&3p^lwhZR^Np))Iar5Lq8a}E&3p57Jv17})=Rx%FmMB&|S zyf#31_S3xdQ5pEm?MMI)$yR79k1wNdqIxvgAr?^|s%vw{Ue|a>q|+L3mc`aR{du-< zbIp;LvqC;1ZKxac6)L1`tAr|>KgR7 z4(e}F1pUmo+r~{z{E3Jd*$qb(->se&9Zg{nsXcfK8|~b^;zgWfiP{DiACnlIcuGP> z$XlNs@pLM_j6AMQtliP>Qf3Di;USLc#S^_>bw5wJH<*WDNvibYI^Fc)lSkD&y?bzn zKoC+-W%uS1zMv5f^3(ju{t}zb#3?-S5(Sz``IvwOOL9UwIb$zj-7T1%g0r&2v@n75 z1IPhB$u^=MV&~7K3eUHj%}fJB6mVtRz@5y3-3Jkc@ior@p9 zDZ_UW z1Govik;hNrpf{BU>)bCYE9_?s;og!o*jQ5!H9<-DwEV0{Kt-?0H%awIdutvU=vO#8 zbkoq+N8Z-&KE%om>xD7*XjPsM+y(P^-v}Iu*`t+y&uc|x~(Ybq~s#xf0svOB4s$lFulFSw)gB^$# zX43=8I9cuaA(?(>uML0xT8$QzrNt7Dy51WRK0q%-9}GKfLjmI)A}5A6IApY3=}E4~4FtM*BW!S-*woL7jlZU!docFL zUi!_s4p|HhV(1JgIVN%#H^8w@J2sfVPnF|$xjQJw)21Je@H{QRf52qKo>f-ql#}mJ zMJS*(A@PHD>D&D^)Cm6|#gz<>{H7Z36r^)V)6JL}uX&|4ug!--%%&_nR0IzfZJF!zaN?X+Gu@Np8R4 z&gx2qopW$g-42mYweRGh7H?2yE-s$?N={LV(D_I7g}CU@*N5BWl8orm?qX;yri zdghE2x9yB=^R4*R{zrYI{YzZOle{m)U8h4MU@>ET)S8B8pJ99Pt}yJ>)=QiwZ1>{h z+eH=M`5i*#kH$)aA7{DnF68YbJ+kyVqh&<57y469t?oQoX#&tjzi*KNEC>Ww8{hgV ztl^Rv$f!Cc7O<12WlpqgBo4mP3e*5mneXHdzCFg(#;b((}P99b5r~E`x z(RHkAd^-F9U$a_XZ{%FOltCArEM)~sZ4tR@GG#vA&ZXmVQ>9UDpWMsfA9^uy6c<$1=jM0CT@jv#zu^xb!hKh| z+8F3Np?>jxkp>}^cw~ONGp%9`(ASD9j%83^PH)?(h4U=KH?QvZMk`8$$4JLj-W~a{ zeqvQJ%>Mv>oq`8jYzs%tjzDIvK@r<%uPz4KN0IPT@ud=BLP?;=3|SxW$$M-uwBJyFuBaGty29<@rpr30FaG3 zRu)T|2uOS`q$A}>J|Z3#Of~vyK(>2FwwOn}ZbaOP#q%vJgNFXdGc&iK!q*OwOBCnP z-Jhy`o}p)O&t~r9p{Tn3yfNNybhl!j%|a*S)P59u6nci22dpHzicf=IpL+VbFfYbI_cpBnNTjYDoJjo<>%!n&9gaadgw_+$KOy^`P&;-n!D7s zn{VQ1sR$}GBr-I<2tpb4T1~Stxsji7luy}xR9=~C@DW*i2Y{VJ?_nh>;Uo)FGsl8< zn2)}sl#kH68fPO>{)Cnn#n30_nfCZ@g6`LH*)w8%FKIOy#}=3`u$%S`F+MBKzltHn z-#}b1{_R%guKGga5-XzNZ<4;Aj5jCXsoC29%_|$YZ=|wp6>z@P+46}@TZ6UQ3Krhi z{ZL9st?ZA>4V2dp<(8xZ+P4@lF~pdcX*nbS_R?rF>Hm;DFtO%uFC!6pi~%44@RJLL zt+TtW%{J%QbrkL$VIn;+v{KBdw}rC4&F?4^p4T$z3TKKhm9ZizA+`xN`JYrnv*5bZ z0+R2jd7fv%Dg8JH5+Cmoc)JQd-{xBC8OUd7a86gP7zS7Qg#CRLAD4739Y7g*`vVjw zAEtb~s*=4ejt=*2D!ga02zd{fuXT{#a zCrxUaUK2OAN%^<+=0{C!dfWBZ>%s)5kAuc^3{M(KJIE=l1~@`@Wu`cdiJ{q}1$&cSR4Wb1X!F7eAtX)An^$^3mAb6Y{`WF9jTPm}eHVhvNf)S#3LA9@k@M)B29gNcdn|G&$yN_P- zhFqa0z7sxrNj;sirGUd2@1e(X<_42HEV8@klVRh{s3;JAgdF9pmly|Qy4qCKv{A%_;GZ3v=8n#TozLzJ*7xBJ~t(J)RyMJ-B2 zW`nP>&$dYt1amJosUMd#ej7vtP1FjIuqTgO_>Dj~y}J5VYaWBLV+8`RYhJJV@I=FSLrctf6<>l*zuzCTA%y3OF8TA$odPF-YF z+GoIDfo086`APgi^Ncn-qk|x_0)q7xE&*UOe35RHLX&Qj?~EaHY$|tFl8ChHYeh;h z?y>uNs4HqF_x`u@_>`;lF0Oce^ap|&Nk5J)13EBi3DNv=J8f_8 zn^LgqohHf0uGgG6^17;)raw9_@qW6M162(oQN@w*ICv0O;V z(o%d_B3nnhXNfF~i-}A%Ln7U4OS{w%>z8Eu<#4F2KP5KwNBl@5b;O)o2I| zTXBR&M0(bgIaS1i1)(*be`I81a4#p(RWYjEiF6S05_6cMjQwI=bv$zj2AfnN<^qK3 z7U>&g?To_7u@OfT{uGSx#zwef3eoKH@^~RXzr)jF2dQOu4l^X57~XA$TQ$s4z(&mG zX3rFhKw%b)h1tpr6Fd;p$tHXGnd5ug{Fb>>FM}V~?B-U3vWMN*$denyl=6QwJhPhY zd7HTn3w;vl6OvH(uG)!&lQ1}iuV)qw{EP1!bR{~)vcTiuSeOa!h{_m(8zcPbGfFROa>yLy zmO}A0gfEqq1zs9ukDAJR4^arTPdcDk{{g&@REKd>UnWMgC4lkDVLwAz1;f7Nw7y8n zhLm^w0-CZ+VFM8SUDYScD@Pe}9PO^g!k9pG_i(H5{3nwzhmE00Cq6*Yu$00qyGUZY z^J?};p2kgc(7TpS(O7Mb6L_S&g~PsES0Eqc1C2tYQDg&q&$nHv^`uKE_{8j2WIOFu-vPJNap7mb>FA^EW+$-y~dF8ZfJ zkhrKRIe=X?8_Pu|j~qksS8gkJ^;&k>R1n@d&2-&AmDVPSQ&+j4cU!B&k0kX@vqPC% zri}jqOzVPi777X73U;Jzt`hf|z z!RKbHYP$#ws5(DkMCEeLxpITqH!U_;x^DN;h~rnk3sh9!W3o&{?s=YPp*~gNFbUMP$83%d)Vx3&ryN!i-MK%)3 z3HUX3(S$vpo7chRaZT?VeA!X*`zIFV?Ww}T&j=+Wd-1`FZ&Ko9)j5|pef5l{_U`nX zPe(!+n?~jQ&szPLIZ=65F(MS8Mly{k_{0=S zrf5m>HL&Z@*(4s~i0Y%W;tGPGR0mU!QF*#BR6sZfa$E86cko?fB)1Nu9Q7RSaqq0; zXF)SHwrl}9d_^D%Faz()*EkS7cd4+nQIxVsU!tmO)!75r>gk< z)!-S?@LWt?+HdYcb{ugeCD;(|jR^YxNI{I_GU(gjY#sy8|qCbOLQ`~ry=|{ z12ikFQAy_s{8l4{;Ck+DQ;dboX)g{QG8NQ^Ed)eg1)%m57%%wdj7h3wP0l?*H+Xns` zHiM(~y&V_W!&RWVu9G+}7ua1CQ&VQ8PyBT{!tJYDf8)9c6#Ip@wCgb}zGMMNK&FLR zMOjlHxc}|pM5)US4}I%{uM#mTOkr{EGeY`3L;}<}85p9rACb*U`-y1>wiLdYa1uerq zgMx27N_0AQ7cra$=jk_zcV|c91ZL^cC%{wW!)S} z0n|t{S-^!J_+;(_>}RpcYZkCyScK{8i&nh(EPT~x2d~4@a(uq>&tsf&d z4@C>)t|T$CJj|^QA0hcr<=xC{CSj6Y+;y;*k`}!Vx=C5VM7bdMqiWKc1sDwF*_oRq20tyfeB!zs(t4t zcCuASr{oQkeFN@pk{93fc$~H!+aejv{MPYtASfC|$E7d{bLwN4@t^VreQ+G^(1wEn z3=Yp4&?C2Hv0Fl^sOi1(%31inxDvaLbdhw`Az^*{{>lY~~-W+*Us6Gwd zeKo$@taM{#l`Cy!haYOVJs)B@DCqy@2Lrj`Sb^{)iujT9zFEl#n_$XJJ(SX@;B1C8 zwdoEIk$#PkDPaZdp2)Hqh4E9xd~Iw5)BXfhs)dHR`N5sqWS^Z8u?+V7m{7pFDj&VP z=_lz0&fU!-u)h>4cn^b!2Jzr>`tPbn#Uh@S>hP2P1E^*3eDH4DGC#(;DKV)XH#%;r zU4sa_n;p{xwEyt&6opJZQ((Amuw5Yp@n#T<4jonKRY`okk7a{yCO2DYW`LAwt4t#NBFmb$!ekV3 zewBQK9u8i(v7L;o7s&pcZnUMfu7Lf;6K8nW=sRIaO{4te041f2}$99bXL z)2iVnWC4!Pun9|ML^sBUs!uu(e0-(Ihg52ieP#bI9kjt5iWrr^DIDb=>tY)e##lo2 z@$a3WwZXWTlLm_6B$a(d3k(v))+FJ*t*1jVPGq9eO!-;ZMr>qiv)wuziggmxg?^vR zT|Rcc9_|Eq$LFnej7?8DKP@GEof4^|X)qyZiFc*AY<9xu-k`4Ejg!YVXc@9eG@(SRo8(O3>kxPYB@hMX7`7NU z3*%%EVzr(w=z_jeZ3o>q;9cP*DAf@*`#*x_M@5!rzqo6<3?uwYCWZ(!RuGL zCvQtxMy``YSiC}E>kZZ_YnAE47Q%SqUQ4@t017dJ0|B)_s&CZ$5WD`GW#y>Q$&r zuPNCM1lC2v-s>78%~tluF&uK>ph!LJ!h_az%-*j4wEt1;nIyYvZV~b&TSnFA!q}$H zHFk=6dc1QlVhAg?T172mzuHX9!lJw1jr$!gx;jQv{rK_eSKe*)YVQi3{zLCu(70n_ z4Nco;oPRwn2{AnqCld=q54l+ACK5$DR3;?Z#~@O;hFH)0^0|J6R%9aKcP+bN#b2(u z#H_9}rP`74)bC3Tlaf@FIe2g@Mz+e?m~9C)lB8HKhgc`Z0sRDG3!NEPpC6IlqHJIp z*-h4xXPwxr@FALF_Cp6JCQbCa!d>3SMb~oLL{7okL7oBWj|>?;<6KD|hU)4wBqqQj zI;K4hxm?VGURa+ibfa6E9X77Sz`VKrJg0w1;g~?&vnB&o_c3Z(GUhZxokRgq`YLb9 zoG4$>np!lN##MkgDAmP^)EUYOa(#ZOOkX6SVWsDbs)c6aHWyBS*C8K3qO*NHp61Y+ z1+tQ1kWeksh13I~VJdXE*AoTJ?|p%S*?fw@e+=g;XAHgx$c*Ju2!R{$WVQ}Pmv>l% ze31_IB|5yQ&~x@6YD7B4jN(oRmc1~ z>-AqQj%*rJTevN~R5wEMso=aXyXj3pgVlNhGNX(}=t7~9C>{~%5b--`vqpLDQ$)Kp zqi9g>HP*IN?*PiSl8$0aQ_r%nVgaZCee2z#b-Vs9Q2C~t z>(a|fy9CcCz>ojoSgkmj{MUHL9j)s^qCs|aHC5Z?TUk)RsA3R3{d?nHaIa|UaocP0 zW*;BI9`|aE!|sFitNq9`^TSRuo@8Fpmb!HY6COVaWuh!2FI?j`8}j4Neu8JSGI~`g zTrUM)vpS}rpHAt(<(E~flTJkgXfDF={`SO$ z_Ep|0vQd(>Lla^ExHqM*HG!zoh*7#h@#5up{RD_-26Vj49haDe3a0Rfd#!FaYJvrXi|K za;Gc&%zSEVzM+$u^rKZkd-~ZFqJ?>%g=e2@@&xHhM(w{)`G(aBU$6lHW}bJo_~BLqsRre+XCf zC8eY0NQrLs{XA5^g>%E#nh*i*6~yM7tN3d^3cb%BFHUy~>Eu064r8Gz^G}mo%>Dnc zTQ1iW-YN>@^}q->=y{?sGL+SJc`wwY=Cf5j&gMCy zO5t-c2c8^+QU_;Ei53ETky{IjpR1@xS*fyfTD~1J?O0E&uLg#!>d$t65gcAqF6w_@ zOtKzphDQ(njtdj!Ya&6HYcqMBi)o61OWEtY-v-iy)eOy*n22u*Ux}`io5TE9haB@# zE`IlxnYkvp!v1WFhBgvTKisUR_`F;ONP?}?(aF^ctSq62ee^YXsmkP0#UIR{GY(Ao z+Pp$|$0-i@vKi~~Vhb-)r4=alYRT&rYp<9`Ei7BW2Pm4&f5?Z>{(3@66wTxHSIs^P z<{R!gyI=)y+~u}~j#bT;QEsuMwOw=<{u0eWv=|kEc^Q>fnoM% z{yhq5u1VK-DMB>z(uB`w^g*#$_*faary^J)ev1h2?6EvQ=&sk2GHG4AA(Z~2;n^MY z7FWD=3H$U3H)Cq;04xWb#k?)EpAqqrNxB-Pga5m_oy>MD%>~p^L4XYKqNxYtJ3d58Cn@~pp^THZq& zv9(;Q*-PuU$A~y5O>W|9jkbi|>ykM96tSN@E_(1_b@DXOekK@ME#9_JID~*}lH3n?JM;kp(QD3kBNo>~N1wkJaU2{f#1m zt}a%&47&qpeZ5i1zyx{%!zYt4kW8>&9XlI%!Cyg|Ap)0?Dn2Ot6?%CgX)gF5;8E`E zH?58~t#xXm+{4fiP1%~y!~`uVeK2Ru5Yf9#>Esqmie7PCVs7L#XtRYoe_L9aklKB= zmG)|(FkH0*XW(GHA~Eck(w3iJKnuEAvn{`6Pwwe-7OQmsU0Y~DH>Doa7yekp589|t zayJ$Gq|E^e4cXyC41pzBv?kD^0n&sTL$X9BFPA<;6`ZR|ExfJh@I(h(5u&?USFcCz za5d~TWi1@!B8E zDNgxbeH%IME&YPJOJ^xSjPOi(1CvlGa>_vBU$w89hZAe}*vpZ;;gY-GBa1$3yR;@4 zRLY(-IHpNyff9S(zh9{teqA_XjK-5kapu@(uLO=2)Z~e&Dd{yI`0Pg$<+p``(;p6D zyrNyU;zr&)eVfza#D6~FRMZeMTnPpu=uG}xqx}$TFJccX=F*Z({hB!gOoC|~Pj8Dh z%|P-{$>0OoBk=>mxFE`{upH-4-Ky$hQgvrGAL_wCuu!}{J7UWGxq1EDU4JbuUp;U= z%+KOK0D(xGw)8T^j(wOhqmjNeRp?S^=qZusSw_3}9t7@#Udei@cABucNYA8sw%~19 zuI%)3HX?;(Lp=TT@Q^UYV>bxz9K=noepVF*h8Qv5c0Ji1>rZ z^IdUwBYQ0=zCqj&6tzb;-*wP+LhfNevo#x5Vw84*fJ+un>mr1cW#Jz$slAuIa#SG4 zwqq$2rVMW>(v;ToS|O$%NBx~yenxr=w<0`oa$h}Crzz=lsF-+7Fein8R0mih7UvLM zO(MMA?X<&{MobpF6$Hzpej4glXVR8+D!g9J$;wH%c@HMp2v@aAVWh%TAq#VT50)9(E;r^D)l-$N1MnkI8V1VPS=5V+R}?k40s5VUVBY{FnuIm9G2d0=?TDK@1XSJN z%81XVZqB3BczHOsJUMl!r-z{!r4Y7u+`Io&V(*2qJB?iq7TWA%YNjXRZOQKNi#3T``R-1yRf` zRqu+&L8W!Gl9N=Fc@hLpg*0P9Yk|R_ zhE37&Tq|E4tDxhokB`=+!v`63As_z*j>ad>D<9ko#|9ad!Ets7)%NlP9$w<{VVR#~ zfEA7&qGs$1oG?p7p%g`dA>oHJgv zh0(~Eve{ZLI(P{_Z<6fFaQCtJKviX#hWx=z7FKF~#dhetA=lVRw38Y#z39Q{$@sbq z&@)wy=gtE<1*y9)68B6x=n$6q7{3oI{-n&odf3@}2bEUM?%0RZG_SDr7z?mW#bO6a zlv7?NDaH)n-vj)}4$9oAY{@d2G-BPAs(!A2SvmVTLLvj%SPcs%8BG{e86pa_o6ZE~ z$1sJcNfE&u6)qU>SnYpJcWiiYv|K2p2Z?Gj?)pu?(w_Z+&B+ewJ)S_q;)cmeXJ3gW@#AE|#k#{6cw);|o@>n)XMv zjvs(#cYxrBWy-|z)u<}sJWdV_{TBfqrsw{sXVsO)Cn7@Su5&=wkQT`oSLIXfuSw&q z<868rlEp<+L&Uh;R56Ea(Q{3Fmk`6kEYf#Awgih!Ne7u|IaB> zI-+lI;M=@1b9Y;Ui8DVrlIk^OER*CUDYZ8s^k7wyGQ%f} z5B(+Mg9n46g*h|7(RaQH>_qAjhQ7C$>{4#fg4ZMMhd_@NJNVl{gFtdNh>CJ2^FYl2 zQxZ+mQ7v$ocC|H@&u?FO`^gNf4Xpg#pNmr97N7ip=5aLlakG(r4*UH3wnYHHhg)Cv z)-9ybW#JpXN9!EH({8{yJa@n1Y{SYV`nR;#-iMJ86 zXR<9lzxOb?xKO^b@s@Ap%OU0+R~8!U&q4g^=kKbcwXC%wJW_ithaQsihz;4z0NAZ( z{<5ys`Xi_1iiS%F6yEy8_+p@Fn#4tt_A<#u-6=jq7VqbPk#0CbMu-qWX9yM`CZntp zF9m~cblVFORI`0WLiWHZa8`_Un9RE9h zd~GYI1n+MT`FIw15_>yHqdiFopNKM!mHEjn!J6gf$zgejzq|Y0Hy7o%3tAH~>bZ_I z5Pl6us~D$2Z3s@&jhk2}E2l$X=opc$L&v6v?esjH$w>nQ$jN=P+d1-9XLP2~a=1m! zwE(y5(uc5=OOY^L>wjarY5d!r<8Uq7^#|XVH*+TTtIc;Px&e`BrxG6O0dIzKv16Z1 zUem)an-3btzt3hF&)Su{mU|h2Nre)8N;iBPAzRjBfBXp30L(2EDc>Ew{a$1U(NzVK z5{8)5iWXIDtOcxgw78N$FVA%LF8RU^@m9xlHq3(mIIi_h40Ggga)HgieCS#f+tn1E zcNdwWAsvYI)Q;8+vY0}|*$PA<#OdP{E!_oO(iD7yKa8h8uHheYP|xpcw9wVnWIySvEGwU)WMz#a`$O zHh(nYpupsgj5MJiU+vzlru^Ly;mjpRW3f^YpW(y-6vgGyU(>n93Oz=$#RMI2jZloN zaD06!41jd;)zVX9%sOa<-a#HSTiM=Nk0_ET3i%=WfN|eDG`BN)NIY#>B#kV^cZ;0)w!(-{xxaO3qm2v zd~4z;Z&J#8dr9LksIlyS0I>)e-Urlzp*ac$^1^6C3ensdc#2?jAG7U3J&&JX*^6{p zBLr{xC*U5cl*E+(&a!EXh%O+TeO+w>@Pu%U0^~$H4oX$L%h3v7lxwV}6339H*so3% zK0Y24B~8lBeUb4jl4P~(kGp8ug8>!qriAL6V}$7lx(Y_7C7dyiUoXdMulud{&4eg} zUKe3HcrW43$D}s*ziXP!D+UUBf7?81rrLeil_a5@#E|Ouk?G&Wq>tOl zjAwLgYDMx9Cv#*d*>V$uGxqC4*!c&(S_rkQc=Q--%Tx%qBHnpXEbHuk83FV#gal*x zJ>6g95Foj&GZoXvXj!W`X2jL|$w%Gc8~?#!V&**Up2az97v4lX=JL~TeT}s5|Fa~7 z{_yFX#6GY=k*mh(;W5$2a_ z{_szKC+WbMBqf0JOHz?AQf-ad?AQKPt3cYr#l=&AM7BG-hBeW#IGPA*`@7kA)$nmp z+D%N@tU;Km*p6Gyr;avp6}fITl6#p5@{ea6zP5Sia|;6^on)kjI8CLFh9170hOpDg(qgfX z%%JunHpJYY;TJOiS4LRy9^oET?Eg?B)Edn}tAX+~r~) zR38D!J!F*n7D>#~6Q|`d+M|8DfpC14D_ZuXe;dPbdCq*t=NaH2E&+xDai{R^ae|6M#Vw_n3CnD;(8J-<0*?Gck=dSItzC`)j$A5Gl!BPIx0J2mLk7yw;a?Zjf?IlqbqcLMFS(ZY5i! zqx>$6f<96e$l4vZ+0kK$1NM~~I$MCfr;%_7URRPVJe*wmU)z5@D!XQLZ3+zU#xz?7 zmrH$=y-rp4z2WKf0g;MBh;}c}RDS2yc5c65VcCcs39|o=MtxFm1?w5LgXQ-ymx#{B zJ#tn*dt*CCqLo7O`UfEkRr5org;ACc6#iv2ZF2PO$z!HBoGTV^UlJ!l#d2qh!a8)N3T%T#yh&v3ToZz> zgN!Y@RUvrb7BUTTG}9DEh&Z!R32X|bi#`Ml1cpitN`COQpLM_IKd3=eg@Y&FU91wX zCGT_H%d#p$l~3&9f8O~SQuF~g7ag-(doj|{dtGG22?LXWOkqE4kL<(Jmif~Hr~1bl z(d@=K+j~)|LK8>!?sljD17AU)zCS1@831(c){B9>br#LIQW8X+Hi0(&PZ%Hf(|d7T z-h|R==_^Sz(yTWU!oG8sL>U+xbHT=W$E|3jep2t-8A8C936d~!2^s0rk?%>TTr5{w zoCp}Q+&&f|&KN1+XP!+L5Ud*K4)!*?2_=a^CVHG9$YIma9y=S#!1P31?Hk8}B11dR2^Omcc)npY^Qe%mWZ zB$jwo4nZ41!NJA{9S2`pY}V4n>EH>x1 zK*<>XwGGX@+Yq!N%k&}s`2^sRpY!IL9B4dM*Ys#~f^%f{77BFGjl? z?pe_1?(QRS!0CaW$MveWS5Pomj*V=A8)D2ik&JPHoE{EA$Ky`mbC%kgu0hA9D?d}y zw6MnKM>kT$F(i--I>(>k2dN(YyU+tSTE(+&QKMkZf=|o!&s-=uAB{zFkdeOP6O|YTe*^$eBalu3_pRgM+oonR zT-u>M3M7M{e2?&~tN#EFYe_jva+9kJ0J18E9Y`Uw$KgXvE@V%eS;|bMLygHKds$t1 z#tu4lsuRlUl9e&#KqGcOUw?3aLtQ1Ohi;Ca9Cs1iEtG>XfKo#lBZ4qN$3ugjp7l!S z;r-X&n^Brea1Qj13risBwLrifI+0UhkZKbMb$h{)D*5hN3S-!W1hD5)}hvuW~z@hH+DM50SM4N7=agJ3w&CRwu#PsKr<@$O>0Wgv zt#5BCn5Xl|9F>ifei_03RcQFK7LV;DNH5Uf9l2Qn<8kNj0pGvZtL0&IPb`*FYE3wa zfhrskA}c?pdVa#RnS*b|RqRm*a2b#1ENgm|L|E(wX*a2Ov<_UbFwM6 zDhV}B$gAhR2*W5*`f<{@!*?({Mv8>r13qUJi; zHNE~d5ANh{JFu)e zDCI)tW~*xKPs2_l{{YWt{OYX~SqkNY zdpQ_0IsX8G8gJTWF|2-T>{F04z%>mN!sMpnQV23W2*DeVBBN$3a!DuNl8OK*CX$TM z0@6~^KnX<@Pyt00Pyt40;*8J%MHFIy3MpwZKnFBZ(qe!EOGOj_n5CkM04So009rFi zMF2b+T;r2W1d20E2|?rDoEoCfCYLxlpb2{7mZA?&3=IG{WK!;?Zp|)ffV;bz4tmmO z)`QP_0Bs%UG*AIaie18jN38$=0q;xnsLSz7lHDl)q?&M004J>gVw5kn04U_r1eW`$oNzM)_=rY{#PFRk6eQMpllY4YQg4TISI2$5n z$@~Q{J5LSx4@uWxGe@uP+A{D6c1S(>CyL#N;f9wS8`}QnXFP32Ty^d89R8J!;U5Ti zj>}b!?c-}m6CPlaRz{IeU=!y4RqD}2EM97CB?IsS?p6ejr1PG7^{m@#s2qy;CqvWi zvn{OdhZvN(W(Pdv0zWOLy0o`gEh9*Piz~e%07r%TXKp_X)qtB6ui6Kg#~(01E>G93 zGUHDBL;+c&*sX)|U=xGE0E~`%QW+Y@5~u=3Wgy_0cOOpp=Zbtb(Zt9WCs!+t+lglU zLFcDRu^p_9YN)cavYn*k1mI(?N&G4{x6CTWSb^Y`5t7Zu4sbF3C;}K-UE)Px4#Sn$ zIXLwopXp2H!E(y8NRkDUnBEP=TO14q!0+0nOHmL|>|_U)P^XiULC59wt4xFe<|`n` z06MogC%5_f8UU?ow)1}JFJ9R{j1|~D@t()j8q&tyvj{QZ_TTFo<%k&*kkv7Npa(?S@94X?Fe8-<`jqsG^5TJNAqL zfXc1!*Nl2qcGG7pH}3}5dIX+I&kW z-!9hba8*hCg#a>Z`SxY#+lv(t)X5Z3a7nasA*=^s7e7-IO*-Ki)XbGwKB* z+1n#+2`A0K1<&;yPz7_S-2B1iau>Kef2a6SRvOe71%Ws@PBX@N1osqBGk&wulp6f9$O%!%pRfF)QX1Au=zc#Q|}FXd3RT~)PRCUz`>ZOPd3i4E+q(BB{{XEQU85Xh7^!Fj7}-mYme3D!-D*hUbR}dG zC>=y-NUcMWNL&uI0iGcW>OeVetsuwfYFO>L$#yUF0DhHdwnqYi@4=u9tIaZbWe)_) z8U8J#sr(51>mu_=){^E~Ai0)BXu>RDjfVrB*(CMuIj*aEs|>Ko^)%(&M>rotnocNc zO!KI;9cN0plH*KS;%QhJJi+E5;Eorm1oPC9#cv5_Sp1n>@%&y{T$9)VoO6yy{OhU3 zHR2D$09VkA(&ZmH%caBlOo7?t&&*Wq10A!${VMDZRd|FmXF1wi@;T|-IIVQHNL7Sr z6 zOjOFCfzQlO@}xT6o(>huANFEnkJ6QfSpekYlk}wvA^sYr{kLbdv`o%NY-9PJ(X7n^{Ur)vRt%s2_;f8 zF@-!*0m-V_vlJ3-Vbn63d+HX^$Rl|bSd8EU)9YB$+e;jhW+~<^#!Pt_`~@*>?hAhI z#z7eya7S;%XY;3Fnm0GLGAY}2A}|LH8sratMk8xX$WBJnrAHy5%3=dF!syDlgV08p!GMt0$ zQMRENU^9?-7(A1V{{SqS0?dY8D%3ix5Fna0%DYFAoaUy&F0JJ#Bu0V_)YKc9c!*lttOBQ*OAi4VS zUO8|!+&K5IMev@a0Jd%1l~8&74SDVG+j}VYsfq?xpm1oSs6~z08;43V#OI|pG74?S zN^vBd0r=Ax^gNu@howZg9e6b;=|Bu>Q%YCTleQ|525@m*_lIwPw6r$0atzU^iL>fH z<9OI9Y>?W>_eRj@B*e&5Vp%s;wDbM&coT^8HK7ROQ37zw|QGB82(BD~sdI(wU= zHMFRF#^3Wc3X{!x6fsY3BfQft51q6L6n_!NIUU77+Bpl0IUt+MnHnhvO!xXz;=8?o zZCL}4M&`R?s_9y!V&7J_TX}!IjG;fwRe5|F1mn!p?}1a>A;;z_v|{G&a=+SFoR295 zL}a*=ld&_@s`FhNcr#TEg_Z(6PDk{qq3}KPAK%?Zi`*b4n$RweS~%l??mV@08aIch z)n!?(fr`{~&jr4o)vq3z;q3{x+{`Dq9Tc7I_$aE^+Rfgl8IBeEC6`0b%){LO06|Qf zx3L$BJVk43WGrn?+epYqF^|4~xIMj1b62{K`zVi+(5XPd82}Mc=yTuPukYsrXz%PR zcSwQspAR(73B0~w*vBV4DEv)UwvYZ2Em3A+w@R~bPxX!de<4-;Q?7Y1mx-|>29DbY z7(E&OfN(v}wP?~tcWv0@JVkn!TA_|74+XOMD8r)=NoM?5lk~-88dF7J&9)4IOWK>> zo_M4%sN9lxH6b_^83mYQtsp%&;nt4Q=yTk&GQ87(yBGttMlm}Pu*3^6UHM`4@$o(Dv3;F7st=EbMo}yk~^I7 z-nrYmG)ShJd?xKAf^16~?3NvkfzKGhobks!hh8aRZ!pKXt|GuEXeCPHAa20z&ssn*TQ8X4TR)eQGP_rv zLFzHiM?+Q?$t2nsDPfQlg)F@F&NI*tu4_H-JjMi1`{2ajNwlkbXQ3xPna8b4AFHm| zMo#4eIAVQU+@3mdObbhH{&R@{V197R!5*iA2tP`Eh{G*3%^4&H%N!C8K;4cw2d;a1 zb68z7N>sy;q~*$jPXLw9GoGD2deXw^lkP|)aQ$3H${1(zJu%cCzT$u-JCfUKvb1gi z1?At*Bio*RJ9VcBQSA&4RONRml|cyL=Ldjs$Kh3Hy%vFHm6e&7YX-nCgPfm!f0a>> zQjNi1w2qsEo>&K<9P!7dPh3z2wDHH1^2htgSL7i>Hr#X0cojC=?Od%NjT#b z(P}rgve~l9s5~bbjgs7U{t|lOha6*y=5DX;ywYPi9G?9<8U`ssqjKPp%?AN`923TB zhxVKs0UP+^6$|QsoGKIbH0%br$m4D~%`DT$7Up0VJ^gd-Sd!{~u;04_fOFp;O6uBcBO0p!N~pmZI6UVdai4!`^NlM~mcYpI%u)93 z01WVd{X(=P@kQLxtZi{4ZS_SM=8FN=UC(D?>_oA~-B7zYEyrrlO;Xu)d+=v$;VhH480*STHFH)B520nCgE8q-1BMQL% zdecZpq3N2HwT81D)~4*1sy=M7Sw|RF1E|5rTzh7_q`S1$wD-GP*!4?LcghNZHK^!F z1Dp={_c%4+aO-+)=7`#T-OcTt(_98O2<7831^cBl*FE}kU5<<5Z7;&Nx^$Kg4b{Hf zTr-r8T%HHa7@T^k!BLX?;k};9*iol(TSrmMz;PA2x z9{!||Il%X>%FkQybh>oYMSEjrW(?Cq_MOpgB=S?C$@Z@%@gA$;>zS5aGWIJ|y`!1{ zuF;LXB#iCo-k#lorOF81^P-I#4H`xW1R%gC)bcs{W~#2CZMomilt?%`6`%9U;<(1u zYz7Nzw++`JZN6`8e8c(iQQYf#QLr0Er7h<;XO#qF@WDT=3M?*m?WtNeLxwDWj3Et< zeR%yU2iD=-R0cb`mTkG?^c;IlZ+bAC}NVjf2r*Spqxunm% z7D02-FFr7Mp6wYv(-dmQKf8zwdkU*{@ms|=C{yjRqH)4PgQtF(?OZN#Mrg7QW_7Lc zBgKWJKik)!$S}l7kN*Hy)KxR%ZxVC=029qep1GJrG;>Ks z02EP000W9BqJRo0qnZFHqK;?)qKZ6E@q z?Lb~=0z3*@lWiv7Y5-;h6(-73xHMP@u|+>;6uUT}2X*9cN0z77unwM=GC;}=f zU6h+B0x}H*RGSZKJhR*y21SEQQh7{!Qu!_EKoEoY(&nY|8_?2=SL`UT5oV10)yOoP z%a+>(yt22VA#dec5qLvhnS!R3dPx9}+&3Wf?d*Rl0K^PON?qo<$bK4lqG#Ftn&{)5 zvPgk1{~3mgQ4pLSvVsay{$+-Tfu+2Qy-qr$)GdZo)ZJSUdC`|?d(hv9F9V+G`r z@<`ZlS-Xs9kTK4E=(rvfNi^V&c>tfnz4G7T--n`&aip}4%uny9d;#f&JQ~(d4ETCD zhmoRLCz!3wk?zMFV32)#;){XvionO5995VsE+=%37-W&y;Z+o|KR_$!Xf%5%7D6;j z0uXdqQ=eXm$LCro9Ww-IP;D3txE&8Gjxj~R`SRPsI_=8uk4U{_&NmoX56p~Khx{x5 z01+a_TTVYWBln5N*XHB#uXAxIg$$DA!5MK73R|$`pT_`wDa;Al6&Nhs?%Z~h+~euT zdM*c$!SJVCalT1xqf(^qGLkYoa1S-BZSafaN4nNyMRvwxw=4kl$zjEMS%@{eF8Gj_ z8f;7!rdM@6=%A)#y+R%S~4qSMJ2}YMle_$`{JWVj!7AuD+O*? zIAA`w&luyiSXdj#KX)S-Wt0qz=c6A^F^WJ}5eOs|L^IRcuj{$h|AD{-^sAamE({{YudSQVHvJ8l>N{M??y90B-HFbca^vk+JjhC4%h z9&t(KoR5$aIRk$kdJYE^sKa{^C;*eYCmj6`N|DP3&j-+BsOQx6pacuCNes=~3OT|0 zpXHij?Ty!IU|X*k#!q~7#}zV`Rw{QE>N==C)f|Wno@<9dMgc-_e-4xY!!kq&WM(_C zNm1$f)P@{`7$K8)-V2{>oOP!McWPmm@ zgoDY+#VSU-$=FMFAo2&}SR3Z^0-2T()Sd^^wKz#UZbIA!8P5`AAz4m21V6Psa z)Ncmd?A%YN12vYn69`Oi`^5eo_+kgs{3;^M%t|RxMn3jGPf7sONgYW-sJZ?oAZPM5 zA)YAC9z_S;_&=>;v1WbQQ-Oj2#yU#&^l|-ZH{4_XJzG8gbsyG%BXk~c zW{x5|^Pm3!RVbb{!m2PHz<-TZzP*OdKQjFu-5G)hF>h7(BpeUMk}G7q%g1y==cq;b zho~c^0b=BLR?)^+%5_ep;A8pKi0qwxH0xN{HYFr<-76ga8LJssz*SXH zIRJ4$1G|(AA!2{Jcr-^kKgw5Qj;h^hH~r(do_kUfrvb1JY|sUat_Kv-SG_~MK>No7 znqx~2Fx>q|S^#rRZ5Rw@P^bN|%|_aU2!)m8lhbJarvjQ@-ZB^>DLpWt6Hfb7XDpvL zKS~BvI?VaRcE!iOSpJmH?Hl<40x5yd8!gEFOT$CaQ-&Oz_8jw$ zy+td9ik@zGZ7mJYA1vFN|ygvja1e{99BUdiCQKUA%0W3lwc8{1NkQWjyDBocib9j$zrIFwv|!H<(ZR z-{2~E^!o@@ZHOJ*bC#}7FBaVS_-h%8kTMk?co{iAcLt=JRhX$3P~6V4rdgy?0OaEU zox_3Jj$pCTu9u}o;#9PYDtI7tt5GyNLaG3Zzyu5o3gZ`9)+CdN6-QuPWR0hhllkP+ z8uMCwuthJl9jkM>k0T>!z!@3m9cZ{%?tJ9|NXZ8{IpUbth>R4KcurFTm~#y!L_n+&fJWBIq&tN;bXNrlz2GWK>a#) z{6#S8u^s~;IL<#GryPzb zxLEFAU$u{xl?tAPdj9|_V)%l}NKDbrSw=@AZ|Hhg5RY#hic4Iyjhw_YO(N2fyh`^~oBs-7+14(p3XwvZAG zQk*jP=l=lL-nm(IOAAR%)>g4YcNqiBj$Ng($4%JJ)Kg;Cnr1T2Vqi%GU~dDl;0%tv zjwrZT>RZK%@!|(pn_*=^BCg@rtAC%ZHM~^E8vx-)%)x*@gmLuz>lrR3R}w;|J_Bc9 z=RZ%SLveF-N6&CtBao=uvD1<2Pqry@1&v$1c-gG?QpFXe!v$TepqZ309Z3TKFgYLI z$6Cy`@mRi#Hj+l`2_k4rWGeCh04&>pbMKzms#@4xM@ngKL~J5~%zj}iK@6BvkUEe@ zry`cy$h3q;L~zFE?xDs&{{VM`{{Yvga5UuCW{xsrnU#wIhzhHz?f1U&`}4;iN|Jb= zQfC4UGWt0I`J3fj`u9JTCC$~kM~Ib#gkbC}LG(OyO<1)poN5-)@(;;w z&B)Invwxh@Bq|PJE0TEy@J~)LjP=bZp4rqDaK~;&-U%bG&H3@`PU9N3m#pN?tz1aV zN%<|*b?t(9s}bp5}1r+VT`$s7ZQ`9?tJHCC*~!O&-@pacM(wJc{N z6%%K7PATB+KGeoYPZZqZl=3O36u??ehL`AQ2Nb~RJTM9r~Q-q z9(`-3ys=3YdwaSf276a z$Uo(x3a1{zQ|@!unx?sNs2L2BxGnN3jHWvbbo}eBNNo-tE0?#BjF5!j9{lF9pFp}# zn$qPZPQkeSY6ESnLBX_;f!#S3Jglx{%`H=2n@A{wQ@WMhWFk2L4C5r4lG{*SQpqkQ z)GmsWLnE;`Bd>bEn$qUw!JAH&Mp1xDo|R@B4OP%b4T+5hKz>juS&rzRSaceD!(qg% zz%vtrx4-nPdlMyuPag8}%17?goMN}(@V(@tb=}Iuy~1<))%$hQw8rx6;x|`6>XT)X&rWKP2Q`YHTBje8M7s^dnm6lIu<_EVB)QoJ%$_zu0?Kfu_%R1p2&- z1-Rrur}@-6mx%1FZHy2fDkT_HjC}9xzMtDeasXfnARO=Z^ z=FpEQQXVOK(qNNN%N0j@ToX&ulQ_*Gh{v{htq%@Dvg?-ZGO30Z61Zc4anK*Bz^u1! zYga|Pu(i2I)FGN%Z0?dcSSvmU3zN_jjGs)@y@rojw7S%C1*f(Tgn2Q5>BeI{GqjJwvgBr$M_}G0wvHr@1W89Y1F12SIbw3?ZITmSo{7|hsD=La7)O!?iF+Oz`?E& zwF#RidC$;OMxj3+y>adhK0#dVhl#G$vmW&Wf%Bf9$bJH!Cy2F4V=OnJ&Ub;F^OKT# z*9zCOIr*h>4`S6DPR-PlM<8<@UBjz#Z9o$xAUUFMYoz=gq{X!K&PcRE)GRI0MD|^ z+BV11klVWbR%yThI}c1!2_^%H91mh>uob+v>9pt4oNeS$mPS$PMk>ITaB?JY zeM1^omU&lfk~=PX5=}b+R6!$hs>FJMPB!iV+_=Y3c&iFzLxpAw>Drb2*j#~ghq zuoV2G){UIi_-t-wV39#9l6X}@#2X4_?A+q`zlpZG8x%bNcxjTfO3I-jV{sYUAO!zZxV(;Z6O=U2lwhi z5!tX#I#i?Kmbd1jOErXHi5Y8*;DOHoWcBSu&>SYpHgR5s{{RZJR1O2`777o1x&Hv! zYH#>e%(95&*6pKXp0KbSdy+k9x(gm}<(!H(SE<^3DuLyX&DM*?{13Cilb>v!e*kLw z{43ESlXSY3?1-tkkwU2+$0LeYKzR3-aqUax`d73^@bANfNP;W58E~KL@=JQI2Q{H< z;Xe%7+$zPS?vdLBTrZdtfyc~o@9Ra-9uMX5(v5>XzdHI2d@td+E?+u5g2|DTIm$Oa z#14mnR-v)8*cRH-(NR+yL_lErj3^mDUTJe6K6O}G`Bf+AD&lCGl$a~0-JJBq4bSOc zLnJdtY&KiRu=1+W4DQEpt;gg36*N~@5<<~^p@`u~Co7C_21Ytj%m;wM;N5m+P&B#J zvBo3;Pvm*W;ad^>F7XSZxLYt8f{fg#=Dmx|BWy6c{HT1i+yax-WGEQ)fNN%>2ZIZzMGFms&X(RKwZKMv?NPbBHr=PSX-Z*am=iB=Ic&Nx_k%I;y<7_Y)$jNSfI-g2>i4j8E z)Zw{us{CV)oOI@ZAhoqsf<|gZ;PX$GhYcSj55t4{&;aqkkLIPaJimED02$9Lwm&584W~ z#L~9Wx>B!@anOv9)}!;*6%a;RLco?x6~+Jx>Tn0F@z& zYx(b%;3#A#pTPC!`A`EHnE8>D7|t+NiC{qEjEqy`jI^F+00-|4yFnQCKj(^)L?}K% zj(+hY1mm7No&^k7b1R22WBq0UQZtO7{{UA?0F7V_Sg4dH(snnmVl&Y3Qx7&c+a!<% z2q5J8@xcCcs3Vb7pio%n1QrL=rhPh7Rz@lvZUPVq?F&XkAF|I~Q4T4A1f%;Pv z>{c5UN}ssLcV9utpaLl6mvCl~D_|&Ma!=*`X(B1N_p07u8?%mck&naQ6=FT{u*_Q& zoN={t^rn|wlNyw4Zq5k8{vS;ApkldW2$4QjJmd}t_VlK*Zjp}i%6VPNe^bVKdwnV= zZz@Cxv+Z(nQA-6R=eB))y{bkIu`2TQ}(Jx zxdGG?4pif*=Atq-=K>bw3>NNtJax%oD+k` zw=~ZsJjEtFzCQ3ke*sX4n{t=(fgBC28$9qo$u#KEL|a(K(T2!e`}PME0W^Xm8wF>^ za6vsOUDP5dC5a>)Wd4}uqd^n-qB#!i5*KCw^u|x}rtet}7!=xg!5zOk0D8_mz3zob zILRbup1|>nWM6p5AOM^kh3nh3H_Mm|tC5E2y~n3a)7UVK?nfhOz$?iA06*bO2CRUV zaEw=u3vKo%y-MUMR%DD8=Osb?Px-T|HkR2SPoANRM2l3{aD?Dg-1{pa3agXQvQ^6ZpjpXB#jDB?s$dQGS@wJ9|LNal{ z;(#8K7KdVk$=pv+c=kOr^`?bK1r&phfSixa)0vD2vM?Ecx-d`b4`0Tk^S4L2-G(wZ zCU-@pKM9s2X@MF4ecD8~#*s`nQ0Twu#Q z>OB&6LH_`bkzB&+nvC%uDj*yak1jVU>`M?m>qg$@>7)UiVSp!QFodr=N$sCe>rxgi ze`9Fu#ifVMa&mn6-TC}ltgL!;E|I0Ry1C(0L^H?XSQpothXOQ|F6=AsQG<_j&rX$M zd-iK(FtQ1E45`Cl;O?MyH~je3ut*=LK9tFBRyfHF8?fjyeZMN?wF&PY*=K_33oGrI zU~G{&AmEOm@NxLnkL`J*jak`bk;nm|i)c=~0(xfr9o@cW^skb4>94{F;WbaTUzctfn*y44)t* zZpJf=^UzZRsh0NLq!2&P8yqlUxD&<(G4!rd_r!PlcD*V^0=1-!=5<-mQ)MWa4 zQvJHwW@#pmb0neJKxHQlkl81oIL~jws$1UAcyDdB3yJFtcuy&al0Kp2RVY=Y4;BlY+wJ6su_u<^e4o+FK&vC{@V8wCeq6lJW<7oon z{$>Yna(eXqs$`mY+Ew!-W!w%E<;d)C2=CgJ!o|t8>*9*`dSlHVPIk6fAEy;ec&d4% zTS%-J+}7A~D%S-A4{>3<;~K5hb>`eYDC=iZ{5P}b5Nt7&Ypq5l9_?y`A!$KC+(*RBpf zTBw%nZKguvPb?jz4aDapV2+(R;*#>+BaQdWhjQ{4+{G<6oPq>g=N$al{{RtI8ZX@p zI6?tjjO6s>=dDMTMI`xT9Fil?JbNCv?fTJhA(mCKg{FBT1#-lsVNN=n4!_gdndV7% zY8_rf5g-M0D~@sq@A+1QP}_~mHN00j84EIG5)MXs4^Q$c8BrHFJ5`7rjx+TGlj-6N&CEW$=lbtBbv~I6R0NME)_tKu?Hi8 z$4+@2s=U(uogP>P#H4=$DR%GBW0CdzXaXgcE1=Pqd>*or#I8?XfFI7X?C)-D?x(WU zS8VY%+_Dfj_58Z~iq~zjl`bL}!2|%OApRcI`NCf`Uud_6Nfd4Ke6{lxM@%@%jD0^EkRrl_ zvH-Z;6lC`6+w=F$08>_y>J~?tx?>>YZyuN)-qg_>7~II)w&V?}PDtsJdJm_iXt|0{ zl~JQy^?ZEU=a3CoyJDIB+dJ{bK;6fw1Ob9QxS$F~AV%UhNs)|j0na?}L8jdzK^n7X zEI=Vwlh@F4dF|`@N}hTh!Q)Uk#tRQzbpoK4<)TK8U8Pk200<@eFdQD-VvregDycFF z)TrpJpq3v_F@x>SD$G$c%AQ++gU~1&hu5}o+tQtC+G5TcKRzk20}~)%f8G3t8Shut z?`+Ql;yF=wE;ixgJq~?8&L|mcV1%laOabVB4l(UexE@=lm}E&aw`mKLjDQbcPtu@k zxpF{;OdJ9*c7S`I)|&S-eVff8qy5+|kQiefPfw>D&;?yxz_Yo9ky)A-*}X#!2JDW5 zs*cB{XUjTlUzn0uXKaPSo_PQco`W@3=JM}Q6UM55m?j9DaCt+;Wa+w;GFy3a5bC5T z41lX}I*vcc6;{wjN7+m8E9)F!ed}DJlaU{+|azYFY`u_kbEC+f-NH-&dCzm{rp(J{f zRBo@J68UgBkxqB3Ibd=y00#rTaRi`UY|D@`cYszJA1FR zLaQ3&?fI4C!3P684i7o{aa^B>d>dnW?KP+RJpTa2vy{(L7K`np=)<4PAFXkO8UZ4yNupd+Jq9VX%aP{AD?sOrso?QXGR&Xq?*xE(_bKb?8< zGb098Dn~*ND@8T^L01hjNyalQO2_jfHGa^aW_7=Bx*x|F^vp;6YTdfsUa4`ZK^X29 zKbU@X#(%;?a6ks$)Pd-XGx-`n;UT#Id3N?_M>!DZ`IA-c33SfY>~!Tn>DSX-k^BX) z2jD4Y)hzV5u@o>_fq(MlzW1xdZcO)eo6&VEJ-Aslir6{uqs{I z(dynOd$`PSmS!iJUw}W|U+Q!CS2oPd+nAD1QfW;f6_b;DnxvM&j&nx?l4vIb-kXf~ zsbd#8KGfhvGz@V?ARn4zzB*DfV~Sv5o_bOkZv<0G%`}{`z`&-Q(gITX?@79&{Ap+b z`>8T%20du$Kn7^d6qEqD_odI{NksrIeJLoSfC@TMMF1I~lSU}T04*gP(b9kn(vzAo zMF13?^Gk{`Km`<_4@xnL07?Ze38Nm=0F+Ygr)|YB8A*zjqh-cH8RTSAZJ-8XihkN% zxS$B}Mln)imuV(|BgGp{Nw%Hkw{XZN)CylN7sXuo3Oe8!BDDl>sQQ5f${M0;JnY7M*~ICTVu|6(-7ja6E?yg^!>V ztOOfq+fy_}Sb{J|=|;{mPQXLAG;PIAu=k}2MSzWBQhsN^_8Fj{&H>2v#Y^SVi23)Y zU>ZE3!Hl0%no`jeA!1N{a%sXLo=pZkb3hR(*m4(|LRrbrTD2NJeo#s6fmYK>)b0~} zc2_bZ9vLELAD9#YlouW8r7`%`xgnAlF-nY%ycA`@9>$xtiveF@$4UfazG}}n`=jfM zZqwXRU?SN_5a*h(6|wD7#cwR~EOAE9BOC=q$v=Rm1y3%NCOE} z+9p9?_lWlVvt2j*Azm1cHE--J84t=Oo`_&xC4+!#4aYvV){8!Mi_+vn{i)30| zj4Z!8mWf@%0mt4w4=3LTj`d;)?Ul@LZDqVT*vW0Mk3)blgY^QAVc7ZC?Bur4K5t5} zx<&i#*<*D3`BJd4-SoibzKE7TI`qAqN+U93?J~DGQ`8W>IN%l^tyr4sS92K;F-915 z%JJMBlabTz(&hu_%Wnwl_i4HvBI%Tjg3;~B_RcFtKZjl=b&bBjk%>Baml2LWnaz7+ z+@r=>;eiky9~{1VgU& z4$vNAa(e#&3YxUP3H1eEn^ChY7%YK95SjNl$-pP@uS}EyWVZ?h8NXX~) z%}MsOiWQPpQn_E4L`fL{@q&2ZkH(H>7B~xUgb}#{U0QWuK5s71ARkPZsiXK&rbikr z#;2$m4=(9y7C8Mu=T@fcVVAzYU!N> zh_0wX40fL|p#wR=QNio)?MWrm$mL03#BFV?u2p?-Mt>~yqU{OC5uPK zS>y9R515{EeYh2N#t1aYB};hL6>prZR_hoC+^X}(@Skd$;ngABH{n?1m2OTr#~=gx z8oOaUAV%5bNt567@IuRf-^d~Ath#_hvq6#DlEKhmEa(0BojAlM|sKbXfkJpllLKp1JI z-Z@Bom~gpNW;kx1yG}>HA5%|V2J_1hnQY-Kxhf_jXgp!Dj-woVR)LHw$PBRU4hn|b zh6HryuQ?rYQX!Hl1dTi(AjVlsV<2OSTag82tHB;byF zdVA3NEz77WbQH6`O0M)l+ds?tRrw`hZI3+!hDBu9NL**0o}DRP@net8kyYd>KvymGTSwY~CK+gl#klNhE z2)UJ8Z&qNVXaIc(KaZ_wPpQt6Z++_^ZJ-Uuo_hh%`_ysVv5i%uAxR{$$Suz#;Pb)n z(=-7}e1uz_#$xAo)IfHq7$o$^Zb9oxEucg}7!J+3fO1GhCy~&cdw-2d6mcZ8e&mC_ zg5;g!{sdbcy(!BJ$t&-eboo^7B#t;Fay$Cr)+5>5uq#qD&<{6FKn+odi2FfADiY%3V?^@1-U-Jll1M5Da=}C zQ5j9Zg=H}jj1#*V?bn(Bi|p~>`Hv&9BrXRaoOe||f}EDoZ!AMPhYCnLiypb>`5KOG zQC21~N6MXtY>F6mI2}0k=dD;t%z%)?YXKVv;N%STB=g^aKnwO?HI@k_X^}@qBjw|q zVMZyrfn+Qsiv$qS6rFcCTW=r66G;WNSECXuY0autO>A0QZAzIXw4c;h`o35d-MK%{>Ztmoadb9xxe@Qxp!0uTnMGeTC&Nl0cp9OC*S}P zXkSfjL?CQTJe@Vn|8AWtr#lT?U*0BY1dvW1q84g58bkPo?8gHMwhtcrIqS-E+&Z^7 zjai_#p%5vy^`kW`+Cypq+&fG-i+vu+fyE~H`H zC!rtQ5FQ^NGIzSVX@ZbpVTh~P0C-)y^0m!=Vz0!@l2)o>T0-s6ewHXWc2Gz)x1cM# zvIVyH*gJMOCOOW(pB; zE?wUp_mcox>&)C=sI|}=LV$lNX1&THpyA`!wf_MgvmYdLIvB`2i;=ewhXw{+a+Tfq zmc*6EVb!DON|X<2NG!d|(G~t=@~$}-I2`xtuF*juq@)9{BjaAamC~(j;8FulQO=%G zT{3$}ugSHJDLKH2WWuIh*bJ zQ;x5>E4ChN=KeE{md$65>2GpBB1II#av6UC6Xu^kSTc(>mJE;V4g<|o1`yiU`;bUw z_z^#N;aGu5KcEouL*^-ey5YU^Vhqkh<>*4rgf5{2A)wlfpBIFZI4?re#3+B=rV`M`D}0Mk`aWYVZ^h0Qr;l+kmPE?BLI8=3Fwgkh)ztVoQ!3APhVG8158WL zPhuixN2}=JmzGFdEh|qP@te{?RR*%koy3&tIR+3$G{T$4WEQ$9PG zWnm;)%%((0chheEP!LJC&EhiC7Hz3(T@eO-f0NEl({0%d`5N-=I>6hb&O61yp$dl6 z8lI@&HFzZG>!@yK^&fz@>8pfucyY!RdM~LDcFIiq)0rkxQJtBm?I=ntDRC4lsAjS( zt`oH&34Bt@g|YjtV`^^s$C~{wC5+&e9VarUI!?+G})(# zfL#Z?5G%^cQhmCeyTAEyKkm)T-evZ9axSA+po0@=w3MZ5GdVoaOQna`Xz(^3iWp34 zHfeVvg&kI6yG*D~J^MTcXw2<=3-k?44lBCC^WNy#;dQAmhQin=0j~44aV!^#SD+wO zqL<)azFRswPl$@Ez!xq#vj?R&LPt)V3!Gt7JWwO}a! z4ODOdv+wJgQc(8%wAh?pqTMsR_gokV8`V1D6D^ZqDy4?d>zrq;wHhpVxu{Rt%4d*4 z%6GZHJ>p`gHZ>I~#(54esj#FaVOe@ar?BKb_LZ*iKD4V38GjOXRyl)(0d$hIOmZ)@ zD$P=bo;`X0#}6|+GDh`v3RTb_F9)PI1k z?x5Va%6ZfzijqTjyjqZJziQ!kdE0_x`LryTGrnw=?Aa}yPoY6yeo-wy$*aAUTC?Ji zzR06as-Q75r1x3WeCpzNlVDcyv1Wn=l2Bq}=#Cz?ayTHMl>1tk=+=CXj#;LA>dM@L z>lcWak{XCoi3EAlyesf`&XF^{Np#vhR<>x+Z2l`)sP(V!1~PJfF$1bcB{n(|e$*P% z?TopHB{G3IgRIDa4dM&Qb_JH1NCJCz+?715cg1&&%TppJ6h9~G|LQBNMS5;HM(fEg z?s?)z4%W4AR!Sst``v!h2?Zo>vu#q!9*J`HB!vzhl{gEA1?qN1$<=uCkc8apJ`MK} zohUYWcSR{!M8NvkevRAqvhAyYhiKuHBwEN=;-hfKyt|G2(0+JpGh~tnfI9atWNeuh z>gpU&8|0Ltrsb0)ADp8rl_m>?*^-pDfLuz&rw?zyH;4ll3rSkk%K#Q!Alq=*&bk@- zbAc^eDo!0us+$F@mF#F>=Akka>7>~%ZQ6NGO$%>zUIm5Y7#Y!MGza_Vw0M<>#a=FX ztN5_j)n2St4pp3q6{IH7v4iuIGZX6tSK*_{pIC+4qPQ=T1f@J7P~FF0ws=T}$GZVq zz*p3e93YGmHSy+h5bVzguV{;W-e zrU7|o?`?bFbt}CeZC&4A&lWZkQ&w>WiM2W=G7=hd4kO*yk}QrlFeejPHI>h6q_RvV z`mHgCGFSVbmpNBI+Q=~GmVz;L+2A*xe;B@>WBxHt^J2pi=1%7i*&&%gV#FGQhhkTJ zVK`-lhm={QvpjPZ+h#ZQQ*a2n@^8~`cU~6fCX>5HjW-2(u`(8n(+_+nUV^1-u5FR= z_=y7jmUsK>NqOB@e7i>{4fQ1;p~WdbFsqC6oca-_Kb-*ice_jz+p#WYI}hXCB|0DY zK6FjI@-Q##MgntDBn58zsW`r?Mf5xdmM6K!@bg%{LepVPgXNEqGJ zK<0oK8hAgQC9?v}z;~xp(gug-1ksjpif?K!Bu>DA~vPehHCC7%-t-rdbOrG$J zr$beFPZwvA=hNpWFi+Nqu*~wlAKou!{eR!+eDA5ziIsZHd(Yx?V%#S#9_}}H9OKYZ z)B`nI3b0V+M{!|nCkWq_HsuP*?VQcx^^t<#dDn2~!mb#mSG@T&ZaT(Hi=zcXPgo1C zJq>s!j*#eWLRoZd65K_u=7lb=s-_Hi0sgAy%`ZN988a;h>sY83vpFxbw7z#j+Shv- zr$-}u$+>gD$msV*MPE_wXOFmpjLRq}wF$`ySx%xiC73j~ord<@=poE8hDe~^CG5WJ zifw*$5i!nIFl*VZoO#FiWt_ESR_x_$w(|2dlT$i06odFF!vtBsCYwI7ui$&+ewCq~ zmCToRs!FUw;L?!!;NLf;ti(%UST&1}&yp$?IWi!%FuL8d$~o}$3bA_s(}~Ym5e^kDJW&}7vX+!tA2eB zZYjBc+O*b1DaO)QmfKry#t&KcDlKO^pt=nxVKH=~u@Zb|wDa>e!Ix&uOTCSWk5^xn z^5N}V9Q;bi_|Y^0T}&309-I#@=@^HWkt(7yiw^XLKZ$%giDb6Z@&a!~;L*k8g)AQ-1x+I%~zj6@hr(B6I2z=18Zn6R1arQO&!0c8!lbxyg z<90?I;MFZ|j5!sHX2zPNIu?7|{lE=%T=_j{-*i`yDDO$Oc?`p?)IN{9I+48F!LxqrIxD{D2Q8&jrxPKN?|C6v zZTrr2@eWxH!|oB)>O1c?yTd-czg!JVlJ;Dm&XD3rygL~pd_SPpyy?V%s(Tyru3y*; zOn3=k$d^)bJlp+U)3Gz$`Lq6XLhjW!iJrOGNf=9$;=k+YBp$^jW=YMoZa}Sv!Rt9# zY<#3a^0STl2Z9Fei7r3ibXrrg>d)JhoxXU4dOS`vrd68H6Ze+qRSvLkIbYM-ypftH zA{d-Y86Q0ex$^RbGe=vP<5)GHHWXV404HfFV$q7t3TDma7B{C;nEQ&oXy__X-866m z9rO?T_P0A*wPI0-(OS!Pa79xvHqf`4rtRuqbR1>3lJ6}h1%QA=m%Gtr!wImWS+eJo9NXB`wsQw$)5$UoF&HqGdB&?*sA zdOkcjTwCk@%jq_Fv}1Wo`1K!3EsS`}km9b+27PAmox(RZk@v=m9RXfNjUN;-A4xu? zoM#GmbzkyiJOlXr2e5<*>DqYnRkR}tNG~*=F{dkF#n19m&>*v269g0-MTb%1 zP6|%OJ4dZI&g*r{o_wsAN6)ahF2!ulD46-5OIPb6G(JC@BmHat{_y2^_VF7F_k}cm zmc9il0q+?Bw>9maQ%!@Ov9H6PtaIrDu6@3BK(%}lJ=TNCm{H`k%RkUxwCm+Z@e~it zSh;ew_3OoNF%EnRoFnA63`(x7KKaGO@B5Fvu4|=$U*S`!B#OECZ2kjWbN`;j!YmN; zOW}QVDlKiNFA@-HeNl<2o7}Iu9d#{}q0)u9tBp0i?^!T!KU{JB!)P12^u!mLqTdkU z7`cx~J zckxlE;ZV{zTTy~SDe(Sl($ENMMPG}EpojqG4+m1qcA{;X`&vNmp7_K{iuubN-uLXY zubq-(k6z;<;pxjIlPDEj&J?{v?bZynEQk-^t=+r6`C#u?DNCg~t9MfGUak+3Yi3x* z`S<0MuHE&pa@ zfyvP058J?dUdQ;!Ngsyhg7uJ&Ifm5g7J|BdY2!o zUfxcQr3UNJbn4r43Fb>qpx2&L(U2Q6h0P7osq86Wa%5zLeEz}eQHNwQ4I=e+AEyQa zc4*BQxaZt|EvZv1e8)GQv_Haf;bJibjvN3+a?+-DZ{YI3m6rn4?8QpD+P6s}9{>mK z-HNIQXJhW{0b9BSU-rrsrDy$!EtMRsLS6v7XLK_;&J35UXyu?Wb|Otn0`-w_L58~l zdOddmW?u@BdNA>TTQ6CzMq^&0NzbWFc}Td4ZmmGT@g|?!P~eVo26B9mDTn<(fV{>K zt&u=NXZ%i(&$?dJqx-ico37-5j$hRwR*EBsPi24>Ne+@d?`IfC%qi8em|n^Z*`QPm zFV`x&h~v6`$GnH~biyd}cjxa%{3;ozqaiZdNQTpz}rdbU(O%v6?1xHD?j;Q z$h4^$g`!GEvpjk#uJQ`a7#TThvxn}0uK;HZCFC_mNn}b;{z9=qi&a@3XqK%I0o~#w zek;5{SLXFQNlNhLR&cWi<>F7rn7f`O)Z@6ZAScfr5NzSh5KQ+Bh)npk$bj`Q6nwdL zxEUAp15s~7GtTl6vKE@3_aC5CvFEej^PhChH)5?S)@T?016a?F-K4ayzD;`n8no@k zP~eIgCaS!axqSRSSw~iy3W!oxrN{v4qT0>7EggtDF7iCQ)vw~!Xh1Bxm+1E9ETfb@ zb&!3N{x6|_YUz^i8JT9~`!VA?Q^V!#fHC&1jcsXL$(FJhxun2_-SsgJM@a!dT{_;> zMgk6i(Yp^Dkj(~jD`7SD3OUEDwIfbtKO-Z1SL0mGfB&r10#ypWxNrI)1@4KTSXE&R zXsh3;Q;+vX^CuAt>?DmFgjr>zPO*?}Us z;FHY(B0oN!_r-J5>1#Yh)S&q6u+YA!IOc$b^IV=k1Qf51x(C;cJ4o3a;)Tn_5Ul6Y zL?)x}mmfJxF6n9xPZgF43<}OS!9;ql9o&(@><6*qx- z<`Wd`)YQ(&Tq0{yVN92wG!g0^N*dpz7fsM&jA5NJfZzVVIz?^2O(~++v(4I5Fgi0S zbR1(%HkgS|azeJ@kPMcmne}`6zy-gBAWw~lUhlR}A1i9mo;RPbhKoKOhTTVC+mi6_ zYBVc&7Y(J~{~)Ce?RRK)Gu1dVODX*dxNi$$!9~tzMVwfsq^Fw7+n)ZPa#)oGh5pFUX&@+XO25e-14>utTcuMz_9B67@n@MY*e5Nvklo z{^%M6y%um>NPXVLCxsv0UBqcx+3fx<$ookanS9XN5b@1wRP)0?%+`%q70UYQzkBBYjB1Tl- z(ycf<6lzpq-m3>IL8hwVc(sPjr(Y$LLV#$L4B)kQoRT^S78OiU%;_H^f!pp^N#)l2pSvOTq!s0U`mdo^)=UC+VBK04=xhnFfiaovFDac>mldAr!k zpFkh-?^uRjo8aog1-22GF>@D{E+tyj49hhHE+c0?1dm9j;2zGvh3D+vCA{)hNEL)C zqLi?s&`x>juhQY&6t7dhbN}^jZm`th8E=i05OB^BY1b9p%+Q)><+CQ_$Eb4k`fhU+ zC89_?C`>_GQ2YwHFsF*LkH)?G2#%{iO&ycyIB&}=YM6O=0Fa^7Z|yx=KhPeC1ssu_ z=0EAxN!q=i&DXw(9V%@U2HT?*!>-%h0d3Md(4mOP-63@$x7Xx91VGfZuVQCcdhX%_jX6xeFYlxIBg3qapD zWzRk`zTD~(5oeZWa?<;3eEx-@$E3II1P4v_=$wYslW78v(t;0fp6!cJcc0JAxr!p{? zX_Wmyw@_44L3NSl6ZcDbU0R0k-!d!Dk;jBGO|bWQRaEoXCz{_{=F>Y$G!C3K=RvvN z$IDG_p(6gCO(AcW|K2g7Y-0V}*CPuaSzb!`yNe_KIea;ZVOrNs`x<3E%@g1+o9vi= zzjr~7Wtb#wsx-AE&Z!|8`CWKL@e8_UD=Z@o{MEE)S+7@wp}=lXk_b$acAY`0|QFQ&8acO?Y#Bf*$U zjyYcLdoNo|?vL7AciajWoTC_FqoOc86OTjW1R|GS3RC|Y26$%IJ`?{=j{Tlsz8Y%r zz5d9&15~>@sKkAt;q0r*+)H+Kpau zU3T~>K__JfRXim@R=+cPZXnD=ofQ&Il6#Ei%}1ZR*e=drZxt2KtKi&>(Yla~>rMHq z8IPprw*K6)9s$|o$We}KyXWiop!#X=YECrquz0F&zqsa2`=!ih`GmZI;EUB#Q^Gf- z>1eR*E|skKC%DukBj(l)Ak>WfGAKy+VrgK{>E9lkp_ap~mQ3>OazTR~S+lSSo5$^X zDZH~sPFDV?{O`Jpzk#YI6|p;83w~a>eQ_mVRj^VfOEC9m&%f8`Rqdh^PGPuso6|RF zNAzIbDQUT6@ABHCZ`*gCSg*s=B?|uo5DPCqEwg8a76XiWVB`wrn6F&ZWqd#Ha3{A> z?bUA`D=QzAJdNeys9z>@m=AOo8wiCJk*@DuzAhNeq5KMER$*8`bbmi8|JXS&n7cL2 zQ8{1Zh1@z(@J$Vy-4j*7Ar4qDafeLiGm&07Ng(6u0}| zx}{y7I{Aj)ch=I9r?Gjsut$B+5*Uy06yrwIEeeTt-3d?lr~g3BfdWCUzzm9G)T4Zb zG23x!+K5kp4=bp{%DYO`hW4NM5ahWiV?wg(LAUclf0I0_@S1{~%m#n+P#}5LD7W@e zR@$(u{b){IZ!bg!o9HLg=BF?oeHSwXfvqJB^R^pG zDUci^{0GsEz&*;iQO+q}2*~sZ*j{)zC{9Z<27Ym-l{xp+U;s$7zX~+zK~&#V6avx~ zm&&uxQru!7P^HW_L91-Jc%!B`6)xziHsK4rrDU;ut*8u!7>_;*f4O9up~F}PYV3&1}xVB zuh|#M%JyP5_4f=)<$*Ljcppdk+AN1_r}ltUsM-Dy($7*m$EhJ_}o*8+|^Vlw3_eg|a2^>uP{(|c_ zt;26Ye^Pwo4=n$!$aXRR75TtlGcTjAE1-2-2i44xuKsBc1(p5Wq2zMC3!!DTI-<4Z zuuOo}{^*zY!Kj_OF3(=Cf%QFkYaujbndmMdXI_5Jr^F&&d68LF_r30)UhcurMjda) zqNWr)5y--F@^dMlGN$|*X+Y=y>~X+IwVKud%9tQRLowrcD=?l^2^X!5oR9eXJ$PXZ zWclKT`T(VJk(&GO;i&AiPgI+>=QCU9=c9YFDv@9&LuzH^N4Zvd zrM=o*a*Nu^uTkA0738bD=pS!gOe9RlYNirZ`0Ou44ni4ruP&4&1oa{^wN@vpLs*s@ zx*eY^tHa(cMoI_e7lw#5G|1O^y~6>0pAidOL%-=*ZHW0x>Byou)j#NIx*e> zM~mS5Iq;o;7yO>c+R7v)kBVJGHUkoCq|F~LidQ9&jmF}_0?}O2AxbN}q=)Z62JzVy zr80Xw0U#7|8JpLCTuqB@n*t8=3IX<{yJv$gQ!x^C%jxs9i0KE*%@tGAoI)D3XX)$t zzeIzP4T%FxwS5D{3F%I?@BpPxE8ARQQkr=Yg?$^uE#mr0$cG1N!~A={?CpLq{%W@? z$k(ikOTY)sBGM$OXiS`%%?#p*c{Y+ zwHe{JQ0wLAHXI1G!r)&K4u9O?g6nFH;Z*njLi+W5KxO(GXfkyD_nQysS0_P>s+?o+ znI877m&yPbac3p)SL%*n)LV<*F>pty`7Q5G1lO!qurVb&|be66iCl=@@{vjts5rKn{|z{$<`wLMHd1E zn!@qszmcZjyE$d9HiPy(3U?EKmt14xFpYb#Cz9;PTpF^+RJPT;I+vs1X(L)QQ1#Mr zr5J=iSfIF(jocCDH^SYpo6k(r6pju^XNI7ynj2|19184j`d`tuYg-Cj{EWl2SCl=x z7t1N7(m_)cgBl9Fz4GAxpc}WA<83b2x&S-VZq*L1&2Fg>7fYJlD|bPINcY$@8k6;c z(3YO{krD7iwo_YQ8?X?46pHR4z->tLkz4Qc#pr9AFR(3c6;E;m1?vvsi5%{z#fTe8 zJyuTJ@YWF2km~ka6kX!70nI$)Zkj0o_b(c)V3!orRo@;5maZN6ah30ihJ-w`Tz)G? zm;Xg{)I={EHR)YS>vKiV_(=U^-G{djkBY?9BDScC6sSp?5E#7)7fWuYwQGbIwZaf} zSPW%N_cxbG38s}BuK;msk^m?l+mLc=_nf@ZSD#e*fIg_(ca|tS&w|$Bk^G1<&N0Wk z$((M3?MdFoQvSUCXTR)r)#b%lHEK4v>Gc_vKR2T&J4&0!p$ppkrXQbaoq9=PXAjRM zjrE>P&6(%rTw$~j8a4>N(2%3UEo++?`N`_+_O;&SpPX7vXIN9dFeM^m7D4& z-O>kIF%k9(Y22^5R^%XzEpW6z19uAe{flPp9lK}g%bQIPzV)jxmsqh7xP~Z=G+M>^ zQqaCC7TabqTn(d##wa5uzsrRCg;k5DR;(SJ&ij%D`bN(VGEUx*FL}`&{?My$h^`<@ zm0LpvhSh}aJ-Gk!S9`vLc|V6#RkUzCs{t(Zle;q~SIWj)!46s(W97cb1)l@>a=i)e zF7kd&@mI1yBG`?k=3X$52ZZYoQqB%!<#4blwnV;&<%)DSrhy_qkU+YtCkmR*v4uT|omh7F$=wA!h;U=9~(LK6qL>~4U4qMceijd}a+k!0zygQ{DumiDP?>?Kiu-gKtboO&*Ma7aKbli ze)bLH(`V8UP4I?;%7`IJ-pnrp zDACU(nqQ(nA~65-;OJcVErMREO7CY1wgn9HRon{zl`3g1eNF%h^-YQ>ysvy(xIR-} zs2Y|tfWSGFISHh2nBBtq-$gWd7<45iw{~8u@+O52Lj_f;K z`R$+y$S&cNUQ!+&iHiZaHgJM5V`&JuvWV>)hr*A2tNij>7;I3ytPs$c#v#M2aWC^> zhmd7rNDH}^H?TN+N!*OM|En!sehf60*Ioa|jQs~f2Jg+X4dD3{p(r&&ZG8W8r8F)(oCO28aV@eHY67J4O#YUcGW zGmub;A_&BU)6%)*rOfQLM%KU1yBo#;A2^v(y``QH%&C$rR&~BGDbhk*P zodPggLc<{@iQQ>OVwWD2tma8#t_pnb9@|Gxia_#qS~*tT%pL<%tNCr0>_D5_%Ioe% zmO00^JC7qH=LL!*{-i@<9m0fU>C$bnN^QI~>UWQmuO!3*^;O;dSO_(Ner3|E#8CP3 zu8`UMmi4m{@Ee%X<0z?*QT2X&+sXcDzQ4s51Frd=QdQD!US7Uu9CYtg&Y%0;9|)&4 zBt6q1j-dx{TH+&g%JKUGWG;$LsT&KenL%h8{{-!wx=W9J4aDhFdm3qS*FB?>@?g;` z#K#8)9v=@H)W1YADcy;0yy_+I$2T_3buVUcDhAXs+kUr^5k&|K1jJcDYep%UDh=7% zm5|T8o<=k83@}SIzlk3H3-koI>23$l<*&PVu!+?Bpd>fjmL}U)`|xq5TAB9UOrpJf z+cT}s#=9wr))zu7f>Y+Ih|B@6yq+O@i;m%@uOTii@v)hw32XrYNnXW>7UKL~C5ttz z`+dpwsV8(MGGA_gqFS5hH>OX_RwqKq7)_#Q>phFJF?r#gEBiav-W9(Tyi01t*H}k*dBPxcY2s&94zDwGAy7?`=hM_I*cEtJ8sqbYukFLYq#)is9wJt*S>BYE79orH6o ztrb~d%H-@(RGu30hcs8EuOfA`o|(Iq-*^}e1p%;%tH1}hVy?)d4coUTr~aHS1Uhku z1jLMLB{k4edl2X}^(dXU0L=7T3l>2!mOay8B0aa_*RLn%&bF~dC^m)~Ijz%YFAV{T z&E5WmR}EwAo~*+jZG0*tT{YWz?dhwLNgCS9k2DhWii2P9KO2^} zsI>+RzqCFSsdN<;9C!zfGKptW)xVD;BTcJX6OxyU$yLJ3&xS}B+ z=*>&cHe92fyauaT%*D+*5Sw%yJTqs!Jv7-Q0QExTHUD19k~LYprZ z2)asnS5Mx`=IBj-Xs#^ePJOiG{-cd2SkDTJ%TWU5ji>BhJia@;u1V zvGvfu>ZDw2Pz{3FL0s=MXAY-({Q3IzU@0~!+HY|pG1rEd;tIBoX;iTic<<$uEZIYF zSH_nZaYH)cCy?iSz6AZ2LI|Pl>wWBPI5%Z23CI}-*ug24nYnI5jF@iEvHSz}keO~X z+71dcjZASU+(|nXPtK3Zl;nficqT3lvjZIXZ{ra~9mMcldV7@2DP7V)d~R^D?E-#1 zF6ys0+R9CE*{~Eda!3^1dn=S?;qE&`Odg;;1daQyugHyn!hLMk)~sr@5jEQ60{6=U ze7Xt(uYbu%I@plDgs&MZ2etH7bSoK!Z#mDoQ)$9lhCC$vc@6rod>X$va?QQrs-*-hgwFZkRY_4ms)|9c3F)hzm`9e`!fq=MY}draVj`C8yqyDuqT3N#|13W#OXKg{}MW zAp293^94tq$M=yUQul1wwsi&oMlG1M#X#RxmG)>4!qTKX83YfaOw8fp$-MbiOpOa^W-%WB(nCrgMf|p?LT68zXo4C2t?b!LL44$R9Q3-~EJDJ} za7a209_Un8a*cMGHKvQY-CBbJAH_GiiRitEhegJp8Ick{)4CIDgcENrB(^Qia6kN@ z)b`Ift1p6%{m+mV@=^xS8oh&)OUWZ9{?32PzLYjKr%wcyZ79#HEhT*ff=~qGYC+m1`0i##kU`KJ9FE_^8nyK8?s&M8)|oPCwwf4?iVXGqxZi2 zoDfZxWy=QmKkMi5(x(=}Cy6xr*1pZnJv)5&zRx2kmE_q34}nxGFo`X8(CJHu6L@m3 z13X0t9#StAh@ht5nZ5jYeG_Nm5*Ni)Zv4`j86N)%7Tn*=a>AoL%)v*e2m%&-$8wmN z@JeCjDnXDn=NrulPt4TB7bO3+Q!KXC3Q`Hx#}=@rfxu8R5X8{8&h@b4w1E=k2J-vP zWF$gYXt+4|dM6)q5m18FD*GFDr6}w7BrIj253^s*BnNA}A}2kBU77;zoKPZ+Ba~7= zjJiYsF1QV#c`w)D%t(a?^EU_n^8T;sUx!sqnuaTbl3Z|ko)(S)-5VR#u{T>%E>;bm z4t;t3*AahIt#nJ3-SJNhCcG~fboRH667fqaOg7N72NeXal{;}~X@Bf9a0|%$;klYc zd+zf7sQ%`>gho+oCG{sSwwr1+ieH!(4YeNH$Y=OUHr;V!8yJYaMdFSF?IlUMux5bJ zi3;|LFWlzfi&}$o~4W z`UzFU`tY1^Ya%&Y)yE}}K72OveAPm{n?dbdv(90LM=}zMOuVPdQxw=j_16?iv;mzO zziICD@PE2!t$k*fIbnQFu+K(rsksbnV)bMxtE^Q_j*ZeyN!TOW*qaYj;7oKwG zYez;bR#Az9_BA8fK(SP~_D_;`vmjfqvKBzu+HOlG`@+_qgZy#&bGnJ`WAv{-$#0B- zA^n01V^JlOOZv`?Bp0szk1!vZZex_9;#$wgf(jzcu<`xW-0V-A77P2CIOpEY4N3Ea zud{BR!!Di)_Qtx2_BtJ2Z@UJkGy2_s**@_lp^#^zk<7s#u};mDwu7hr7S z@%Q`a7*=pZ_GlNiXZivAhG;zJ32f}u3miZu`Y#{#$dsaU87bxah4XW86wPXqFa-V% z;YCJs4Qe>p$B$eo)bPv?qH{KBtu}Xt;l~nHwXQnV2yr=y<~leQixnRJE$(!OP)JVL zE}jPf$-WC0DNS4B%wgj&IfL7f=``${8LAYXG#hn%zT{}4DBxmR?24DP_OMG%|8aSM z%7xGeW{2aFb(7P3O^@717&xiKc*aWtO;#x(^*0dIrbcI6C~8#&cKEhk+IG!Z4M$!z zKu~nqxi^3u&WPd~O7^vc!hECtGaF~jz9TgKoQ~oxv5z-q**11PD&#*i{=mFoY*)57 zTuQC%A_hicv@`ZQ%;Rf!ACzhsq$yN2ccEpoD^5D)Cs~@KJ-~o z)M6Jx$?Sj*;e~vXioCrb*SW~w6WvGq1Gh@%X(bqchli8bgg(GFZ~E6PDM3$)iXAU| zJ=h(h(}3%^oQ49ImX|v@Pjla6_r+9m8k@cpnDo*K(6lxxZ8NA9q{WF*} zlX&W?ADYSW{G9(c0?_MYSD4h+Ko*>Fe=#AB6wMs3@#=Y}Dni&J&K_t{FtRPfHHn|<{4cAh#n?<~%xk$&^z57y7wk1##oXHBmu0A4J73CD~@D47_4tQcrX zYgCd=;&=@ug4W~@%dFvJav{aXwvqzWaB3y1qbYfBu=WNQ&Tl8tQv~SO#2C?Y%Xz z_5UV#A>iA`uaZ@sF!9F)+}d~NI&D!nAlGuBrEYXJs3lkJ6!6Woj>jMHeB4#gMLV`+ z**TdR>;H!PIYj1qNrbH3NZi;k-BwSfniSEeEQ)wazD9*<-ywZ|$XkqEx+xn<5iLC^ z(dB)kPHCE{WEDT#q&EJ#N%4DF6kM{P`tgGqTeF9ZC7Y88OkI!c}~t-q@&Cwlwzxgs6jq+^a2GZV$@5PqBgm8y~2Pmuwg5dyTY* zfZ{{hSM)Lr^EG<{wMZCc4G>*}#N9S?Co*UUF zY2ZK}+U>)?*qaGO%3(jF@NJ&#g!l9a9&V}?x7k3u z;(lmbUPEvl!2Nrbqr@7Wyxq9Ob}RWL9RWlx5PoKa4iGf+eJ>5qm8ImGf}a5G4ZFNI z8QfQ+_7Mb^4~{S3<9WQKDao`-^Fitx^ZdTtmS1g5nuk$aG;ma<*5k~HYjiy&`C2z} z6mp%G)+o3>r^#t{JN~pu)Tw2n@+Or*tIt6Rb8k5IN`0OD&rXqMSNqyIw4#KZY4^0$ zoOg~|t~5MzTJxLx$E1!UkG~TG&&MTu+^=~me`lm{2?2IJ?{{CB2xeYorE&G;i=>=u zl$;%|Mk2HY-Y)PwE~pB^94wdM#=kNnlDWft`rU{568E!JmmlBXhXH(~jm;I}4aV$$a4EuM6OYIil1BoSHfpdhTxmKj~8AH?DB^2uQSFe7c z?_rel+{UFw-?Wrir}Vm)oRMq}VdPP)FlfKK%6-T$H`i5x%-h4mWWR0@Q)rOmZ^E0k z7i}dWD32v@RV8vGdo1c)nL9|m=l^`qD+T=azj~CDVdZMdluRgHG#9vwKY^jseYQr6 z060Vvag!v*kJWAwmkv-m0HDSq*S;1WNJLdVb99by=)nS$?_%;Jad}MEf7T2+h}2K2 zv0NWCpoyVhC`Ahc%yOz8alJQJU-LKSwRtfqGC_$&<%4cPVlfDow}@!N8r7bTq3zmF z*3T?@B)|0$BUBJ*^17C(SP4}TlQOCUx&bM}P{`wjbk{iRIHe_+`BTosYlLCXFtAEwUclppVe^VX1gq;at=1?HFOxsGFGXue^8!jOyaVr zvLRu5tVlQsO*qcw+9#2>2-X`7MPl~WntJw$))YEa5oWRA_XY!037t>{lIN;frO*6%Y^1&tuell zMf5ltUo}``D0WwOeIU>4gNinS5wj`_sBA3qw7`0P6w4&ZiF{_r>x)#Q zqMSypc$c&)N}oVeUw(e<3CVBaI<5rR^Rd253f*rs@tfG=$*SO-V^eVdf0gRp1=&E# z8{n9@Q+NfhnVifauDfNz$0axpkf0$KxY!8@_f?##45KjXk-0(MzP`Q+ z0sfiIctibGBUQU3Dc3&V)US{(KKV1D4_4>)ZYCCvLhg?99Mo?C9n9`EK_7bEt%duy zw+}xZdVk77Xntj_!AMMkSmzgz#{L5YkTN?&&^=t>14WAAf$B4LvfUH*d(Dd$FWs=1 zWI34754E3dLtkBHKC`l?>qU+gu7nkEJeSb85?58h7d}EcCa&FR#{Zcbw_7)B z!DCvh0&%DOO_~0sr-HFrU)^###557Un#y`(EMla|0erwW$tP2@nurRDRR5YoRO7nQ zGA$hsEp2jKAi0GynzXg5XO3m|Dpg%N9a16ie8H%&3T5>2Z+;gJPN?V2^yvp}9}eD6 zL}H>})y02c)yNH>;Sb`ua;N&&H3k+b9-|R_?lJKj_-}@N31gMVKdPvgslvT*RiYwA zNjopiHohw=^J zh8MY7b&3N)^L2FE^kFeR09*lO>3(p0{AEvRq$`}2a8ozlDRP`=y#Mv{Np%^1M*ZLG z6OeJn&bj2L`TWbRr-^(JNrs}3A`!rPPdDTd06Va(ZbnD05QOZY z(4e`J_}*4gu7niWYvSxe!RikYEx{Xjg=Lf8dnsF({4gF7_!mDnJ%B|L%62;``}@QkBDE`$Ljch~>oPnU`<0KI-s_JaePos_S`9oTgzv0@gBH zy{>lz*5BMyYmFgZI9HpM{?m=iz+VwPTcGFk+2b6po+LDg>Dcx3{0ERPTv$?>ev`b< zsGW;sg1<5RN*4DxpIY2ZQgGc}rwCp0jN(uw`~xJ!6A>9U37dN(J!EhBq(jwBZ4V6Z z*3n8e8h9LL0=V8^NrQXEgrUkfPGz36HgH>Nj#4(tYiBRSe!i)0v=%jIi>i?D@WS4c zv30LCu9$yv>;u(Fkv|L)b*$fiCTrK8>s|?8DM`FLC@6B@STFrkX{L^X`k|87;sVfk zL!)Ppj)gm>(ZWq=rqnG1$C7f*W+W@69ahkKPV2Ldt9KzK^|Po#`nRvN(?@Gue9oGtLKTyYvd_z0)mAY2(Chg;xj?%hu0jMIcICxW zQ}Ky$Ilxd4^qpy^tq}@Uz_P@)@>WX@bA?QIx3}@vAutUXQrwO)D>X{Lhg;dEK8tU zMLa6h@O8$A*DMDMnuDX^hkPFqnw5AV6THq8AAr@X)c4DOHPdB6GmPBc5LXFDGV>)& z$rK;#OZX;RRphu}cvTHcH=4Uzrh6D!l4sQw$bggM+z zu6pGeY^J+nE=@HU5rg}1_8=(983`)~If&bN>tZ%;+E-ra62e*6_q8oFnQD#}rOqet zLI9553Rop!X7jB*H++>}UNtw}5Zmu|r1iBsMq}5m!hYRoY}CKvLrBcXfA7@8kiOAN z_IBjAOw!JoETkEK#|ZuxJLuHMWhdV|7!=n;9}^p{ye)7?)xISYF0v`f9M!h@RL-tf zPZIorrgNkZOUUyDUd@Bf!}097vX;8bi5B17M7KDFawF%%Q@k^LVAOd!(NwLBRus+93a-{J9b2 zdWq78eBJOPQj~c_{=Cd%OX{GIa=~=SH+-{;J2|axrxpcW-z@S}KA~$OFs(D1xH*4c zdiqs=qd;O)#^!=`US3N2XFRG~@JIZe)twO$pA&ETXIUgX^@w#gXvGNYJW=+&;debULv;2g^%bbYnpM~mW#i;GsGFwpd%N4r6g36 zz4K93t~crLO&l?DF)jVm5B}Pg8-hQe$%!+{u(IgT`Fjktp1m#M2w76dST%ss@aog- zhQg)p%EiAiNO6z-VxOsPu)ZF8pty11{Hak}$+JO`|Ib3qKf8w5>eKJ9s8pZ%0F$Sv8 zzt{dIIDFq&Ex7Q6y_qeXJz&C_khM|4H6(drU364k5U4b>lJ5c7oq={EVnDOM0H5XI zhmyy-jl0s$Yq~@<0zpAMY?N^|`q+iN^$c4(1A8ib5+}ej$lF^4OI4N%uT%V+IB3l0 zUE$|Z@@LBq}-5gON41QhMy3W6CwOQj&3R5tp{k)tyXz(KWmkXvn)}*PVLD zXkJbb#bG3b2rn~ud|>}#>L0+7Jc*KNm5E#y3XaVX*k~hSFSHzxu*-))iDHyE6%L*Eo^TZ<&$^!pPtLhy-fEgASq=sn z3#~jqk8z)4Tr`>6v7wr&F_qcnqw$p05 zejQ~$E@#?#B!IVkjzjq(we$w)CT+oTPHmZ#>iWz5onJ|(xn#%dlO_bjeu!0*oXWL# zI_*U~v3RN~kl2I%88V6(C3g{!&McHZk;iCiq;@jK2S@(1XmUc~$qR@RRnC9Ch|3-} z@B+;sMjtgO3YIvnXh86Pp^cWop1#5M0q}83SR8 z+jsU4T|OEkAw|@o4Hr!O7u%>}z6$n)dSuy-5*({M8*W1AtSeU<{qOU9Gm%EijVV03 ztS*5Rz!KFXteW>U{LuG82c36gT+H@u=4-BhlnmwFdvD9*2i-p&{ysrPoqN{&MT3cOynSZ+VElJc>W5GAM->`?ZDM677S2jBW zd%_qm6>l%PIbB9Q27|gA98alVbkIYYiPY0_sVw7PGi%im1P*AbDjc_kyEMs9cIRP)n<3W!nQE^U@p{Us~}fZi{EF%N_#Z1s<)PT(6f8P`?=nz zSRdC{6Vt}WznzDbE$cWQ(qo}~&oPWoB@r?6S}AvmQL#s_)z&&Z{LygHmXs^w;}O=b zoN<-QQYLfQJSRRTLxbYP1ie@i)*!~#cJDA(`;D1f!WB|A;+9f%^(STTAB56>KSAHs zyDw$gtI--V{7^2Wn8#gp&epu5WKSW*fLXBFwEv{6TgzYH&g^g{{X0Iu`h?U$JODEU ziSEVOXkzR{x8Cwcvs-kBOr69lYLg3Y-8iD<;bqPkoE7#HmY_SY6z+=sh)Dd%43V*u z{Ig);so2O?FFEu~6^1pgP?;%JdN|>&u6CIa?gfV#r)!$58`1P?6FZMaCPJt;GvYT} zWnKo5Nw>N!e~BdYlxAFf!`Hm@?V=OO?8uHoUvtU~R{WOF&0DFq(O!0^{sFbq{s)F7 ztTHoo|GnEGPu@k+40jG(e6C$Rron(-Sig!WilvX)?;YrqWyNEX}X+0 zW&X+95_Wvd8pH^j-=B-4nKd12nhMhSJO83{WvpvNEr<$Hg7<_*! zf6swDQ9N!cFjn#p=&1M%>jOm)+Q;NJqvZ6~kcm=b-jh-5VJh}A7q!lOq}?Q+{~=*8 z)QwxRoST)swE5unovq{c4MzulTga(h`rW(H4?+V=3I$rU14SO(5Iv#+AS)&lvnVGw z|5)d9Wr&I-Mg7R`{HZ=&v;s@LbquzrYuPxRU*ZR+N@uhsEPu&15*<3><9FAz&fBDW z6X_Yv{wn!r_@SP3#*;2jnW7lKa$?8zw$CQ&1$*|Ci=S`{x#7*{tJ7cHXbX*kgi|(u z>X6x0z3;Mhc*Z=Z1Y_QFYiHExe;Sl9ihR2=_&VI8Vfc0_4R)&;x9gI}7XP6NQ7^s< z7`Mqx?duQ@#QzLW8Lj;|JNVnOi-12cYLwoutev{=s37mEVq|x+4Q2>487Z{#XvcOr zeQ!%csOtF*Y|J1}ZdP;twf=FDYV75)T3DZ)(Q|ZjD^Ws0tfx)KOZ?tWl=9TpzUnI> zW$o&BiEMd0Md=`&W$u7^FKi$7uk~|DzS9Q<0Oy=!A$c-!A^Gp;#Fflh3x~}-D8S1B zvX7obdriHjsdd*)S-p3x>^5OF((Q0owHfG3X19I{Iw#W=0_g zYp(jqYNwrcp(`iF)$M%F{d?{EUxD~rA18m`{#Kc<19CM_mdB3yiFh5_3O}EF72m+g zNG7)Y0~Bo|zdAh4E>w}O`d-VIIC#YPq@BZL^%2kD{#ha3$sM1`C?YfVr9qxiBQxPr z>wmK^`6mFU3k}&(k24-kre)aT*7oE6b4iHNRS>Botj-r}21kT4%A(f}iA;IeNhX~5 z%$LH`-%!Cq9MsozyJVPug6N0p!+QnXUAgvJ{L!$rO7Di$LuB{Kc5b1*x^s$DG^@N} z=c6U!mdsZ~poaFk1qW+HIcsLM(%|{SmdI!6pU)=a{|cbnVUxy1MO-oWpCbX0qzx^|9qga$x2ek`tUAuSq0|Po{%ebSn=o{jm z>}@IWoH6C=a-I6$Ob}dM@7cG_n`4ZnSC{>)F)+RCeNp4cyi5hcn%cDg5^rL*wah2Afe|@ZYKLgE zT(lrk3uZUxpnvJ|>+=#H1o)~Hp_}sVb(C$f#RmZw`YeU=`8ga)CUB|-l#I@bZ86g1 z(}x3VHYTY`9sBbP_(YVUemH2yLlM<6=|MqSaPf9!>GoL`;Qb<3Z8FpI-1Az0P}P!t z-7cH1|0Iy>|+oJ{-#VE9j5$rtCIQl`UxQItb}MIr@cFoJ2(bMr5OyX zN3B=s)b-6;C_%=^?SqzEuy1(yVR4n=Bqf$w#iVWY3KEyQ@bQ9z0WK=b>>`f^8Dqe4 znNV0hCe{fxk97GGu5wX|3QaZElH6XRNvkeMJ&yM#C-#yKchwn=l4(E89WWw6dG4U5 zur}_S=PwPgGyVZpFZi7w#`;R$xxvq?n^Y3gJSF5Y^eFTWud|j1$?VJQYE}=uVbSqJ zIh`e>JN4wNqe!A7WP1TDPl4nKn+F?YNgeUfKm4&EPLHtOE1PcP*?33gqFk<28v98w zC@p;3P%QXdlzZf?Qu=p7&2aU*E0ZW1BHB?}+B01ksVSP`r#z`B1~GBD2s^d~Ar(RD zPeK(lE?s}C826E?t%93-UEpAd#_qbl{yIrJs(z)b98F~uXcHrUs&@B%L0-B%P(`ve zcPJdn)Jp?8GF6q_zVKd^Y#Fv86o=2)Xc?}A5I-B>^nTw_=oJgN=w~n(LfN1hYG*vH zhDyJ%8r()+Sm)ZS(#|ygTIyOSg6y4tm1#b}gW6y~UL`!?(7{IJb=_t9F_*68B~AYw z)DL6GjlNPk$@yvEM{v15RbC8;ln#pC*n0kDZ8A~eL8!1CjMc0EDp)XtSXga*(-E1{ zkbYMwsqL&Dapu}3ZeOW$L}v>TH`zxQ%IEoX=r9Tq4ci%Q^9wdTx7_@GH6*#vTR%81 z`tyQKri91~)iv>{Pf1Y0Mrm5BkWQv?ta#*9NK%5xx<+v8-O@AetS$U|;o2-0|#WA zcUgARYqw6R+#NpQKdFvr&p_a&qA;&Jxk;_RXNXspjO>T_#Bu0S>SLLF5 z&r{ohI?V`1&5OGDRBp0lu}CXQafS@dR5=k#2%vobLf!@pJ%-2(;s{R7BLdX)_Rb)lr&AB zuMI?p?fO?NSrFPlNdhISGMj|y=>d7bCEiMTMX+N%_8}Q_G`sajXWJFc-Bz5M;KnI{ zmA5yBE4+5MV8&xpCVOk`;hbu!B4mqUs52Oib0%Tuujf116U=D8FyP;*@};UtKWUd$ zN+ep);=%BB4q)r@tb2%K<-J=Vccd&c+A;2xsJs`al7HdD%mkSPwK9j~L@9}B`~cO< z+=J0}DcgLnTjS3<9^C__u;$opd;rNKpP$Po?KDcRCRm6Q`~SkSM?bFId69-!?RHW$ zeBDl)`}RD~D>{88!geH3RE`#p1$`%dWji&A~6pfSxc(f~(HA4$7eSCVlwRkSKlJx6-= zFBVnqOIzkheE^38$@>8uCLxmhpVG;V)L5+z7U%i}&8sfLZQmTbph;7+VeEsP!zBq( zn2W02-!ma}n~|h;eU%)(I}Y`^a9Wwp5-6^=Jf8lV*GP8e5-7rs1_hZz7aZ$k_3pcA zT+ih&q7}eJlfaTBM>5}r1`n5+AWYdXqg5AG`wc6A!agb4M-8Hw5k=e|)I0<<9=y3X zNb5mw&|VriS|ZELGF}(QQFvRz>p4#&rxW;?Kl3y za+1O%5W;2lFX*8m`Uc%{6j7S3-uC7KMi`^8cln%;Id-t4?=tGA`Qo{oi^_kLeGjX2 zBa5PE4`Q8vX$=5VumMrIIE=B$qK(GyPu*_M02A+4Gh4j~racFZB+1~Bv_yI9G-iw> z?v83_x^Uv~(k3E(Q_S@w2x!M0Ucw$X7`_O2CN>~sZS!}36lA_Eu>8qAwcJAo&2Jk1 z1pyoa_%(wVYm&uuM=~)VJ&2x-4zHAuzzRbg-mi7oR~WF+3@CfE{9Kxh*_Fwrn=&vo z!jqL{HFWrU-=8U|;JfW|2Q8sR+!cZ^E}eGdG4ptf>0x3k7QYnU7V`>e^`5{8xZIl! z?d^ueLcitw@K(?#V1i_CLr2)_7M_Pu-n#NP1APZ=Bc&7QZvb6sR`AU`OFu1n6R8Wo z5=!;XWg@#z-RWzNkjE0AfV*Iss+IOVKP}0-QE`;TZAWgRq1lJn*=qBTb-0+nDleff@)?@bG_m53B~aSN7FiBkzx?TmIW z{Hj$lQ9ovPSji!G!WKhP)u0v98shcr0qObk8U0kn0naGV-VQn%QDquM4G){bYuo(- zdG_OCh6K((ne}rNg>hLW7h=Gctg1B;!mGNUJ3U6@w6K@NvkBrRsGH$HrP+j4jt#7f^8pt#O`ya$ z3-Kcp0ykg5d#^(pHP}za~b^-b3M?JGCj}e%`$WTj?CEJ`Xr4H|r!}bJLWt6OSGlq(-<(*})yQ?|NWSJ)1usRUYo~vA>@gQpb@v z33`W(cG#eFd*PdhuS0N46_oyiTZdK?kn`gllIzM;WwLQ6C7Is9uzD&+e)Co~Pgd)# zA^w-@M+FP=p+VE2W{CdX?-+rTN-;_<6ZUwK>;k%e*}21w>CVhj7>6w3>ufBy2ag{=kn%=K|r?= zs0$zirJSLZ|4Z8R*kOx-J8-J+;J1t1_+w|?)Rv&P)s863?%zmxmVI0Mq2Dp<*sd(% zosh|i;xjh_2Tb$Df~dP81i{Z|@;u^(mMEG-!94A|$x9gFoX{wNyPPapO>Wc@F>>>% zoPJPUlPe-S!yt5f(W2}$NmYuRlVcIc+rA&;)J48K^@14x{U;zx+WvzPaJ%nk+Cs|H zk6SbDCO^}t`6I>c-9qssmJ_FN8PRSX-Cb7gb(6-#NLDMV??Dq8dpniRj?fDrlzxX5FA+OO!XbSh4cd@J|d>)_Uqtew?vH;4dB75wH=YSqUrVgHd} zV`2~~cyVMWhnuEwl&2_$?3;zuNQN71(#kKzn)mOx>7xt|L!dheYWKIE?wZhFq<7kcHmY@KScT)GVhR(^E;ok&`z! z%IhcHXsIg2w=Z!bh0XXgzG;Hk43lp2o1#f-o&zGJY}TKH-yCL!zYJo3oq4XGk)8PE zVdQ#kkQB<>aw#L8LL3$F&T$vGSE1OgRbgw`$Y@wE`*H5d$5yC6J|;SmI(UQXmg5|F zXdQukDO>sU?2-y_uq=c&jD)cdLU~^JVP&M14s%nTx@X1;yBzYLJ_AM&vI$YYo{oq{JQ6ivLU>8s)Up|mwP>gqm1e70De4;pE5hw1{Uf$ z?LTCqb4+hZo2kB5w8+!Ed>alk*kcviW&>&8v*t25g>6Tuv_`g&!eez|!E?77MqaKT zywNc~k_)d@@=4+~@bTaLpe+J3o2G%11ici{viJa7CTHW4a0F&tT%4MVr0+v6$+0;m z?iWva(zDy|9y^mFm3LzVH#)>EG)fDNRbg<@GKRzO)mof^r~Yt5Qx^_S{U9j0dd=zb z%A$9gb_GJqRQ1nhj~5{jpw{4^y7H zaowJ#AnM@s5#_}lm$2(|aCNu?xf#dA5sN31;Eg*`K+P0`4cf@P>^mE~$MwU%&&&z9jVnSa3GL(NFX{$zY3n!Re#ui^9hur0106c%Ty0hQ)ZPlNZ-62~47 zY%pM73O?Kylt4b=-D_c>7FxwIja0im57p)Op#IIr;>HZk8KZRW> z@fQDbG7qJgi?-LJ_)k19_E9VwAHp8XOUy7yq~FL7_9Z=(RY7DX&}5$grvk|UTB9u# zyIgSoG$#(_d{#<{oTbl6%nsYLi$%)Q)KY=Gc;UtQKAdug zydr3BJ35+XQ|FMwn&T9}?f-flK-6hO78^xzhAmOzZrHr~PUQ^im;MLjDd5$*U%giH zGw|U+j&Ck54nN%P`Q3zo5)jN?fA;osfydjz?O5+%v4Z%#t>a|H$&{0nV7`~Ik(bdx zigjLZK&OCAL{`QZitDUu=WBu3{_#CBCjUpU&%`W+TraXnSbr44WsIzJ^|b3Bl^O4m z`GFVy(?bPhm!FL9{>TcCkQ*Nkn;gyg<8;dv`rq>qwyE+4Otw_99LROFq&mq&frr3* zlbQFZB18+x`9i*bfZ$NmGCaQcR9j2riWGpD6%-UoaN2R~dRedgqg9aGl6}7j(%YjB zU)vS%OxzuD!IKcc5hW&K1EfAz+d2i#3y7sC4*AREaJ!nj`npcyBXAib-x9MdVEPzV znQ;ymALWd_(K63$T!56Md-80<*`nDvL7heW*V+%Hy4hj0OF&-FhcypRfy^n0jVn;~ zhi?!W6lqvl^}*#Vv4zoC&Rz!VCcrwsgawR%d+ZCdVHiu_+_tT-8s#5?kO|hhaD1#2 zdtJ$s-Ibu0i=5T+?nAdv7Z@J}h+1h+la_khSuYt@#`m^&*NkbUCIwPR$U7zP6-IX;cWSnDhZ8_yy>o1@zg|4((0DB+f=9VLj zv^OX%wHf(|C@P#CS9NZhpzb4z#}OWRrAMHB!2%DN`8=MI0mh}B%j zHijKFy<4e=jh*B7<`9;2(@XGE-UzgCKGDM&91jRi1PKX_mHP&}a+ z_0D6p7JDc246tu$5W;?5cWMh6q3!dZeJ~*p`sVzdy>{K?k>J(K61#76iM%7+CUE|v z8|;Ld>$EOUtBw<=aXmiLdZ^aKbVzv6a5(4tIZOk13$TEDSbeeJJnfl{U`@|WwUo-Pi7 zL3T18$*smV=2OmxJiK+j{}~*nM(Fn@%%8pBva5DJ<>9H zQht2qxNKFv7$qj;vKCvu!PV(_{c>~Ny`?0ul7Tm{eBqMm_ltM4f9NlnhOgBJGFKUv>tDMJF6FMx2;KxS6K zlR9ETwYwek@1<`pUd3G>lN^*X&FMyWW;cvWm9Gem?-aQ2Hx*Bkyz8Vg^waPOSF`VS zg}Y756o54Wsm5~ZU%fwtKDIySDnU{ws91;=hLFb!hpSC*a|TpO@*a^@1O2Fm!1iWE z7(02qxa-KJcZG9rNBVJ}UGB@0%3u9W^|sMF{nb7^{p~RJOY4vkJr~WFgZhbLNirx0 z&eb7pNcGp6y0f|#R0Bo>IIes6HZE<;V&%;c`$}ZD@$dUN!NEQle7pvRePdS2tl~1o@p|)1EbT3Ql+7HnteDDQ9|l z8)BP#JY*jNnjus~NV0YQHa}eZuT%$4Wx7ng_8US{>Db%NZmG1mw&Yk%vd>Ss_h+=S z(LJ;5Ce)wHw*HRejz23KyqvmW*v+z?ymY+f2;L@f<&5mh?+e2Z>hk-)CkUG1O`f{% zP>KfJdk6J&qjp2Zy$fgT?I#lnufOoPXnDhIw^ z>jp8Y!>#X&cN~J$t5YfWyi$jU3?8(aG`M(Cm`gN+gPZ^*-Hu7&uCAJuN$1Q?OP5ke?jUjXFLD&{q2g9F4;!6K0Ln~q#G$@oSLA9adXbJpr~46yLCu7A~WYcvIl5!}%&aZIjnLWeUoxs9$ZE}fOsvPeCBES!8)y13wpq0X+8 zpCUbY6-_#vaF02=L3c>fi*^d{m3mE+(t_rM)W1qh1RYg|DS$=9z4o<7Xa51AXQYmd zWF;ph2n`q14Ul=}_y%pQWq8qaNtwp2)7QW@o~jqsjj>HoCI3YF+V*q)`5l{Ib$u14 zhf7xUR!QI;33JG@cJe{5I_C@_$;>$z!>Z9XpTMNo$pEvP5bj7Y8q8p)5xs)O$kseY zmzmA=jjAMD?V*#?fBrg}@TUmLb=}G2<$9eswW;{BmSzQTt<5Q_IEDO)8x$OfVJQCt zUR)nAs3>*!@zOl={0<5{a*Uwqb`KxrIKM8semUYQx0p;2*Lk%!-PoMLAyaKmahQQj zbQ(aE8qMNXaCN=Yn^}GsNAa1(CDJxa6=wChUXve2uwNg$M^^$+h_LN4-{hV@t%|%& z*?4|#x&e4`-}q5|9>*heRDIc`F1vyXnl1;y+!qJ2rxy*vErTE1N;NT{M9^hrb?=ta z4q>3rXq}KnSxp?8-KunMA&M39sJK#+PVb;m8%vBA9HA~|Ca_EhGfWo$965*R+AGOV<%M&>jN0z9E)cbw zN+HPN$SI`B!s1w3ko%pYoCzkgc2<-YAI)6H@c3FsVRyC_+Rj>DYc90ejbNObk7Qg! zp3h3ybMy*nAGE76U$oV}qxPqX4}q6@i8i(kRvr4|=+Sat-kaJsU>09Ms|GNA$Ik0# z>&&M2r?YT#A+!~ibo5AeuiVtoQ+cYIn8XQ^X|N7evF%27$@QSjH6`;w_d%Xb#WD5` z9s*A7;~XhpNrKC*Af%UFH-Q&!Ru=)e_*drMX%1V`O=z+QRisRL5Lm^p+iqwldns4n@l%hj6`IROF6jtZ(&l&^6yZ81KU+>kV~HkU zF`m55P0`Gtct?v~^d^|5k3X%?EtlfhsYLOFj5RHQfs1mk^zL(a4Jy^5Xo0DCb&Kj0 zmD!HET(5fF=&e698zpBK{Q9zNz6A_+obe?1rs_D7ViDJr*7lZv3HGp=bZ;dSI zsi=6L-)nYrxoBCW>P&viso(p9MEWPX0Gi>O zPK50qgM@+`=gE{JGg!D-ZmbB+miO0n(?Ee2S9a5jk}&M34^WK@WzVPYU-^NlGGjV6 zZT||o!FwWCJ%zk^e4O|Dr_1Pt9u{GBto5|us{FcSumxw09`gWIB0zW*{7Sm<7|h;e zUwbe>*!;FHGcd;|j5C*{a@Ejon(<5D`P-E{+A69_cZ0kk^dL0r=?1v1=M=At6bFZ| zCILN+teyB!JWZphS#!1=il!q#7m*dWo87BS6T*=xtA7uShr;zoR=jObnp6xL%ENCZ748mdm_1q8Xxpy{7GtrZS;1dJ_7EyTwyLq_gYCw zOK)YF!m%$;Z(a3P625%zEiT z*bH&0KKmoz3f$D%LdhA}f=KStoG%l8PAzJQ@6MWW$Mw=p4=(s0{1V_5eznpr;MK83 zx0?^(Sje=~HoB(u{LnZsyJluA=oLX6-DVi_&g|SV6OTYRKp{{vJcRo2 zN}~D_3n{Fa3MN>=PHWYl=hS~EXB=)gV`La)cd4ox@oUB)L-Lq$*zs@*A_@H~hLv&S zX2fCS%e>VkLQ*=xGe}HyajY#GXlkh{Glc<})oi7$Me86-wdZm-DOdt_49+4uc%>b2 zclS`?Yd86+$9P$-aQ{-sJbGR4_qFUZwq1p>Q0TnRw6I)Jf`+DRyshH3$XblqIuSn=}%yR zAlv!t{eZEG)axEsdlNW|GU_l;hwMSvtR_7_K9$ks6Si<5e){87=H;R;o9G%v>ARat z7!KM|`QwMHF3USab;l6FYD7YRgBQw`iG>;()31J(k@^^}@;HxFd>f-5zVPT!N5XTZ z*NE5>ug44Y8vwa5G;c0S|AD|dO(vf)1*{Rl++jf`Xj-3Hj6jg#b#b`$ zTBR#(dU~;!u~I^K&&Sfh;W3`kyBVc=#-~LhvYNqBSuY5l8^5pM@TLJPgpUcMO53eJ zeehE7EV~s>PVcOc0d-5h46J@trt6jR@Z}QGFDYm9n8?E+1?INkbQ{Q*=XlA3wCJI| ztg*X&BV@L!yI4uUv+!Cu4AdqqBoX+@WYKj5G^>E(SW@%kFvesjXy48Tl)IpJbR=SR z1bLv)@*Va9gs-}B>Cm<B4Du(@4M@SybaHc)f<&k)M zNF!4fj8X}jpJK?TJ1^MKq8?$-K9*|a7*Pw`8<)fV4cT>GlJh$xrM1<&kUUw9R(25xZ<0ny zC+K;em6*-d$>|S9p#u{jb`E`;4g^nu+4#8Y$c{sk))I8SaoBiFLW)&a3*faK$ce~- zuF|D{a%fueHlPdu%#W?p;o_MVg!U{NIJ?HKwx{j7!!5A@W zi@47DIQk!I`@csPT)L}?J40tHySskcLX;Ip7C)N75#X@?R}<~~qw9NamUvr8yC6HiU`TJWZS0K!ttnf}W@ECT zcucb7+*-WP2?7@s2gHOG@sg$dfqF_3z+YgzJG)s`hG}OwP~q)L{v!=LAFS(-XqrpC z%Yn0nu6-fZEKN2|kChz)xG1qyv^U_Dm8;nHw3yCkRWuRx|GEj7%wMtDQhRPH-;`&N zF`udIa)UgK^CXb4`xAoS`47JzeTSgRwl%8nm0Zv9MDLglV|I^bcU$U@2Su{bC2I~y z2Xsg;pBb2?z~@Hv2EVXdd7H31HUO^;(ei@-Y5)yeW!8{yQ$QT~PJCdb;KSs-h^w$Vl7>cp}yc&@=4)ih$b|g30diJZSB-lA9JdXZu%JiZmbK@DbK2>}PM4FZqQ$ zgvU=t88ddGhd8};1!?gi6!OgK2lV6rRIj6YItnPV^hfr>x;*^_CW?}kN&3ebidC%F zGBHjZx|y=tn4TcytZ*cIry}RcLxC!ug9U?vgwD<9W<$3*5pQSgxlm?x&wb6IvJS}> zd|nTh`VX-v*qTV`ok}dBAgwDoi*{|WjKIN6NykIXhPBYY(c+5vovNN5Ysl&K1=?m2 z-!pXTbUC#4&)BLY`#Pu193QER0~xcv`N4LsUvsEwGQB<6+-boQYN0rgmk@+II1iXJ z8@m!~r-(&+p@ZOY2!!#NX8Uv>K`}U1m`_cyR~<4ayYP?6_z|EjYG^aDS$=sTGUl7XRAhgC*AZV88%n{d? z1ITz~dYqSsp{CQR3?nw~f`%hT8hxM;49esUrTQP|l88s7bu6;b**WcpC`=BXZ3cTD z44;sQ(b?>{-#TyNZ*Kn?49TDl%jM-?y>=sv!;u5{ zDi>Swaui$&G9Cfq+1g6X=O|y+j`M#AvL&fFz#}Q%i`~Ao;8Y)2z1G#4*$EC1UT##D z+%Gk06q93d)$LGrhq$Do&V3JW$kU~);0o9WVgCK&Jen_}SILECI9m&Yx>l2QH#RLC zD!@=)f$h$}5DN~vtfnW(Z3J>9fl6jm*r8euz0@Agc#40umE1{%^gSyg|4C)#Cb2c? zF|NFg37sr@gV;PlGeSp886e0QYLhV{uQCZR0lj2!9hxI^)OKV;JrhSpajspMOfd!` z=>_jb`(`Po{4U+b*P`#B@H<9)+s1ZOAPwc&DVrMgqu|Br+u+1|ih){gaX81WzUTcA zDpwwXOjsWbv0w<4B;{|ysR!}d5RbEG?hzGkp7FeGtAtZC{+ zGsJ-;bX9+Q!FIYi2qCnb6r6w<;wT|MH=4H(A+IGD+OlPG6xLydDQfW-zHWoxNS6>v zR{?&-Ojx`zp9}p_dysA&pPfg>$XXF6IY-+0wFET1h!nZ7>)5xZrU^OJ{c{VCTPSEd zsKUt^S)-L@)#LO)#szA#n2zjw8niS-vit`a=K#9KM#!MPkRe3I`p(F!S7JeYwX&+x z@f6ubJAG3k_9h6?gvqq9BrBK}b81L80SSh(@%IBUp!e8==c6YFv<1EEf zUYQB#eqk(rw3gfvIipXZJoI*pmlnG5pN7iwIpA`|mB#kLNMmq`_-&<2&W&G`+@BDK zt;kxr96tvO78W#eIP(U03Gaap1X2PVJY^H z=Wpr=QP<@it4WPL2CUM{7Gs=7D>E^WdkWd)wMs0_+s>G^i0QUyCh>}e_4IACo654| zs_~GetpAS+N(ZG-eFfj{vQ-`Wx{WZj0<8;LiY{?Q+*0?YVbImGTC|3b{Y8?s4`NGE zDLzcc46jfDY<3G>RnwK{XH!X9`kuoOkq5_F(1MucLZ<4lz(3%*cY@4l$DHk1JPZn} z*j%tU^V~Zehll_)(4s;fvP|0(;6@eCg6U z6mOD{k5VoSZnPhu@|BO5?g1op65kyCpnS|jMhF3>T+vqQUXK;Ql-(Y41kzd2DSR<2 z(aJ&@G@==K^OUjpN>a@XNYPmvWp{AhxLlAS+J~2JOadpBj&=?g3{A$14c9YO_t3p) z+HETn5zbl^c8ZV&*mGb5>6tfE*>Hq#{8}o+^E|polMK2Cdt=)Il!nZV{dVz z@~}HWcTPC@q%4xM60<9S*d4YR{_y6Di@wiN@*R2$d3>8o{Cnbhq{hvHmN^sZV;pUA-uTSBVP*NX9jmz39Q0J+r#=6NG)Ep+n{z9wTJa6#qtg1p?sECI|<;0 zmi=ZjcOA$3^4fYIhvOJC)jxU@SY)03z{UIuaJ=|tQ=AU04=`c6U963teB zZ-}e9Brk2Lmx??by)C(+Y~ajsK2_QCo9C46&vn{W?qzN?YvF?N^?bsOvwx1+RSp{d z{S{z#{kVUQC})MM*S=mDxD!iJo3At}LgzhdJyyY7$1Iy~;Z)$T!)(+^l+&o***=A@rXYno6`?TH3+b;Ib3`AU<>RFA)3Yn)nUu$2r z#jpZ#RC)q9BYAS?=EVVgqi0DjKMn0v0JHs;eSS_+p46O$f8Hz~9C;ANarwiRdvRmx zF*8!&6vQz)a3OifnMzYToLM0?%1R~(0!sz|fOJ63PD=cIXHWTwxg|91AMhrl%dvj> z#WPhvEw+}UNZIJ`w%Etofgf7o_r~}enOQUxf`By`j(c<{KgswcXG9NL`mQYsOggVG zThk<;3}yFwt$`_OxO7vMQ$?;L8tvf%Jp#!%=Wh$C}( z*l&M%Ag)kRB!~WT0V95b*&(_Wp52VE!b&>OgQG=2_V7jdYbe#7zU--|NbQjfTUzp> zZD=@2!&36<-b^kFJsX57L;jDWbB|~8|KIpM8$+5y)RtjvGfS4esOtIvoAAlaF=j_Wnd8~u*Lok`sWkt} z2)}SXT_WP_Yw!ei>p-%0h=HJCjF=-F#BvLNX!n19*r9OU4}VXuz4$SmC}eGJ2M+sL zB{20&B(6$*f%?WGZ2FblzebL_C%q2H-D4~4=YZz<=ZSNGx7_>5WeFu79~~Q4TM^g1 z|C2IdB7K%OpJrva@k4AU)mo|}6l+SA8WX5)#>=>#RO^($ozvR>?f?-a9G6W5ufE7O ze1~0S6MR?*O54PMrXwe5k~QloSDZSM#h)fCzRvbha4=h?8hl2Yp-V{@7_<4uo zzebtZYOQ-t+A2>CB3nSJ&-n~h=a=X38QCh$aUXxgtNnh^^KZzkx?%1mpKD=-e=uHY zPx^`vzWmUBpSai0Gp2B(NK+HD2wtl+nA#{Ws?WEBAT0`rLt>#>8O2}@Rjs2^vd({ktwqP; z51sX;B)3~xcqvha6CD^_6Z9RJtDHS%b0h>>(|$N)#K+tQY8LJ4a63{n@3F)LriJ3Z z<{L0v;xIUWX~$~mVR3ri zpgDr2_)yVUaKZ6$H18zFOMB*sH`7qE=2`}-lO$~i%yMG0`X96tM zQ2VZP?u9n&-d=rt6+LQMv%y?TjGtdNthG%(v`j5xA&Rw?EqwKIHU#Rc@ThxBP^MCu zSHDlxfmMRz2=I()c5IM$j_+D%l<43C6&LH8Ou z(55CKjiz@s%}r&Z`u%L~xS&S!R%Ea8k3sqiN%^=P#g+AxA?a*ku5cObo_s31M{LYm zO1hE8mL*~fI>2A#UGR4!O7{G=McE(=`N20PKhZMVAO51Rx{3;(fI1J%rhA=xs`cF*uXQ@z@$nJhc;@W* zaUFd(g-BB>embjQ!6?&c24gFy*y1zv&dYb1H`BkUqVsQ_^Ra>e0|h5=A!MzMm49HW zYw&=B{2(dpAGy4?NS3)e`&F{LQGVZs$B22)BclI2kCwB90E8-Qi0pw^8Y?rfHUz9x9N8{MX)J&nArD1jXoE^0_9ls0*&3}&!>{9TW zJu|DS_^K3f+HBkb|9AKEWaayiyBEIpkO=}+aEH5Da{F@R+h~&h%vw~!s*`w-Vpyh7 zb~k7BI%PDq4jo`_3qsfG{N#qo4o!!fExOo*PQv`tANRWL zB!Jb+Z){#EwxdHy8lfmS>W4W9kvh?yqRZKq=!0-SZYV+^EL>tEH%vY;Z-zD?nykXQ z$N8kkmL!35vk{G4DRw=B(we4DHv8SGmZNJcSsRI@NX&LyDXCqQk)g^0;C!4X*w529 z$bTp&RLv)?Eh`_sK`rsoLK&;&p)bLo5CwxTPK;{TdL_S34zZ*Q@67&ziI5b{f$=U9~MXHt|}^!A}uceW%*E>z1`D9DP|$?r=4 ztilH_{s-)3Dz>&9KCfJ+IfW!0G*OM3x;s&=<9JKN5tI7Pb@Ns7wpm#2ncRwUy`c$9 zXY{}pzbzC>B&@ewVx6y&+TOeFGn0}SO~aKa(^YS~M52V;&7Yr5*V<~hWw;a{AoAx> zn;J;AeJ`Q^%}`v8s)}zRfH|}22clW|wk&o&MW94adkBccSq zzjOK^$u4dX?%Rn0+Yot*cw!d!beY4_TR)wykqNp)tQJHhjPzL2$L<7$ZO_yaRX0Lu z6N%qIWdizi!cTSpk(g_JQjxw(MVck=5=rH^kb5*!tUkc>WG%q@k9LJ@r-K(tog2jKIYyp<;7x3^%G-YU58IMc%f33|9ri2LreWOS(rjSx1Tgx z6&5-2P56naX?T70hNXD~abx}agL-}Ik(q=R1BVDC0o*Nt`t8Iq^%3hak1_eQGPN9S zmr9G{gr8D96SNJG$J}0}_mki7p>YEdJN=ZRlDC>7y{ycKH<0v6yY0(5NBHQ3M3a=L zSJk9?_tq`>ktne4GWDp5-^m0VRJ24C4$*8nwFa8RU3B;P1^i z<_kP5hW1$DS7WurOmh^T=Io)?s^?|=Mc@b4`UU%tp+%EWE~VI~_GJ@;ZBSSKaWwH3 ziqPZf)e9?ceUgFn!xF>Dn>Iq1TPM+(5N`we=yvPfhvam?g|cs~tm3jlx^#|z&mr(m zSO|aG@M|?}$KZt-XR{E*_YDLyql=jHlwz9f4_*9z>%i5fv1Q!S%Isz!Bxw)jg!t*& zsRZR~xToocvnf&O%2S#u@V81>ea`^ZydL5jXr@1NR3FFm;E27cM+CjoZ*4?w29rG& zkO~pPEPL{GtJ^s@rhC9R-PG~(Ilf3x%e4S6S&tk-o^ga3y$1~pf{!0r9nzsAsChV9 zp}mJ_*qxQys&)Xou}I!NF}~|@lyGu--dRKE$f6I|5eh`by)cB-%!86Z+Hd}1F{}K# z+M6U+MbCwI>)`s6-=VFdPiZ_G-xD0InF-ZefAcXyEnmWk_bmTmtPL8mH83e&Ji;^b zoy9P~6{JaivcLO{5y0H>Qz3P}?)8}LF)=zxjmL0NqBON&L0+h*KL^A+)xusPPJrM} zP{8kW*<*mZj20ce1ioL&Y~!rjD{WQmu4!=oEaDAz+Q^HJq7}^Hg4vYAF3frLyCBz> zzxt<8vR6&-mY?o76%+2*Z|B#TbmNTC>wHr3o0DJO<$zHO>QSoU5L?!H)h*6$B4)xM zU4lsHDVyv94!`{Ap%pQ-jFXAixklI!dKE7Y!b`=^XmvH?!x)Qc#}J#VrFyDCtCxy-$@d0-fkHWB*YETb18`?YHy93A1BI!knjTi9#M{-Uk(iY_)D?JXQ)6CUfVLSA!sR%~efOkHo8_PZ^ zp9~L9U~kfc37CA3)l7^#4)Q!bE}wL}P@8Fdn>4p5n)3oyz`Y!PTTEeRXR``ba#I^! zo__GNB0yfPf}fkvx#Z`u@K}nZg;}tU5SECI=F}vo1)4Fh2>%0A-;3#X>B2^;lu&{Q znA*EPmFr%#X;yU_X}%r0dnZw@ z+KW8H4LZB$Yb_i~;K8J?v{!Z_cc{f^{|Cr^%3mp3dg0tf3fg$spJEigX`<;M;L)Y823 z?U-9$O*rEE@YK;!Is8kJevUfRa|s=wR=!dw`StkaQRJD|bnCb}m}*>( zjv3eITI$eJ_XjY)H16nS;r#XqkZ5f)MR`8>w7h3nIzSrQZY*92^n6PnYNH5RLt}V9I-}G5gUx3 zq@EYX|4P8hHP^>js^CFKEUT08RrZ)gi-$RmZy8A%=Nyvq*XDgiSNxE5{uN}=S>5W9 z>ywE1bqUTHlcq__WrlNpbD+ZsDYVVc!m{-ta5lU1<iusX5UXBO#XQVu@3p1m-M118oC)m|z->)O`yKP;H^u!npPI$B6- zFOU{Yy6<`W1%(wA>$RMamzf>=-Kq#N&VJ}HY07MEN*Mlf`&q|m4WV0tma%##=!{VB zC^gRW;s(t@Ic^3%%D!vk%t!YEE|xnP;J&Egxpm6rgOaE={#nzd@0^|1_K#01*JN7D zqSrpu%8QtW+&6Ebf5Rn7`0r{>y-3N zwA88X0_;|fPHit4pfv)lxQl=2{A<@U8KT9EzrJo#VFpk4%O?!y@Z&FZ+{xx^R1?nq zVGL}&6_6E-hCR>gzoT&$*IaL!T3gNWQ4`Fj`>7{uv;p+yhyJAsL6Q*nSZXFSP;6gk zvG@(CxpqfKhwRB9W#w>v)rOB6&5P)l645lr;Y2cQ)8^bG0Pks=l`}eRpY|_QROQnT zOKZxn3V`QM^WNJgCcJqM9RG|u-lUH$Z!Gb+i_WMLHaLcT#IV#cBF9H|DUJX-Jx~mP zm366|BjbilUj|i47Tx@3<4D3?7Nn<(|5I7BqM}GTL(gk_b5)x~j$-@_E)7yUenW_yfc*W= zR1;&~Q$QySA@aJc-R6go37nU^(j}+UD(0e7BAArNNa{CDXhI7~%>i%k=1!ODMry&p z$Mrwp9Ow=z@^0{^obK{luZ(cbs(EB_*r2qNpSkJ=+WWSWpIA&4%j<;6pT9X#nY(3G z99RqUIw%Rds0dN*`MSNlXpbdq7AUa%mf})OOzZmExJ}_vV$p#7ESc@8;JYdzT>(}W zI6cI@oZc3ojQRk!Hpb%nn3C$3iJ^;LGGTixx8jy2AfrvWo;#Yxt?7 zoFh7NSj+suH)hS)`?s-KnmP`)x-K>Wdm*0MXfX+s#Z4Oj4d8Z>MDu{*a=(F@R$0%@ zUkrx>Q#)QPUL_seSean-L~#z8d!95hr_8nO;YlB zLDOw9jn`e13SAg&&ZJF@@JFCnIps*(asNm;KSfrRT7e4b6nnI)^R4e;KrSH}h~fnF zFF&|>SuR}v-Q7iy3pTR0vN8Q15Grnrah?Kz^elGKrvy~#=aTI5YxqUD0SubXqecZh zIaR0feDY+37cjIQ#f=K6G5TjBQ%0=T1tI{rLp=jqZi#=6pSyD$9u|IIWDUWkg)EZW z;+ij7UcTxfNJvMRue-B?gQCbXb?(g4pJ12lMaTx`A=bUbMYDY?Awtqxen^Vbr)ZTMTB+SfucNpo}4 zfTcovfbhjCw>`{-@eAJ@<$lT3VN&m%07L_U{auQGCnWaz9jc?M+}Ju}DowV#Mct|D zdBj*udBumQS*BTnjpY;=Sd;XDBoXH_I#vfxRL)O`S@MP;N#oYL_PVN`?p3uWJqDx6 z7VDR@f)Cqe)lX&7%x&OiE_?Vn2gP5N&TV@c4i1n6=u&yJ-Vxth6DmjbTck9B0n2+y z$ZfBVm7nn3ug~C@(#X5+Iz@Q7OJ;(pZtX_1*!dFtfhnn}doBp&C;=3kFyB)X+>?j{ zbi^{Xo1UV@QK-h&7TR%{5T(3Kb$=vFrMQN%0iww)OlQ)x&xNEE`(D+}p8rM?_T?VE zIq0<8)4uhbo|pq=HqBvK45AkTW4o&1_YIqq>`tD$cy)0y5gAhk4r1KsC4s0^%%X^f z3j71nN1N9A@nhtoe$P7JY%5{iy~m+Ps7<8p-9_ znl+8P-CJix46_NSG2t8Xg7+7Suhqe^`%AzQIx#k0MjGJQof$EZ7~KdVBhTXdlSFq? z9p|eR6pwjnES!dqtV@UJ-FMWtKCXRqCu>ZO);6NbN8Iebn(9p3>Pi#zj*@wZn@ z=kZ~dp~1EFqJsG54g13`QksTdJ6#+YS<_5L{}XioM^5V&t%c%EhX7C>>Fn0hB;~tW zK(;#l5CCaa>o5a7G-VJ0bT{S zplX6+!y0pj$4+wmZUqUrU-L;a?uol}P%7st$Dhr7z1M;FdXMLX34yr1OmWMVPHShD zf-Mgvz=6%Z?YY_-fxH|mlDOSVGH6Z(^{0Q^De6p>Scm9XgP{2x6nLJJCFzo_G(2Q+ zwm$_(>&QLq=lBmgu^7bR{-DZY6J?2|A#CFV*V_f{`}ruWN*Zh;F0nW;WuAA~g^!`J zqCt6)VehPLvFA+l1BK#*UkDOHOYA5;<`G{CXM>yVmK9B9nkIyOczERGN$WUo#fsKe zo{$@q*^Fv)YCR2Cmug$a)ymYj1Ogec3?pOlYCKzUuF|ltk?yyU3g163&x4a)? zJ9L($8(+p6a#S5B-&?moZQzHpO*LHzge`Zx^JL{S79&$i5on!oMh6f3m^z${3mZw` z8x8H(u+3*Z(tDTqpl0qj`)k?DhzBy)SFyAuA(J3jS}IQz|5gp`%On#<0>vn|U5u>V zZy}D(X=Z^adF=w7@tS8>^c1lOM*laY5dp;b0Vk$F!k=3ILTUZZ&<1bTAB+g>=-z?K zVSl89ln^uY8f5Se^GfX=2)*75 zd-8%DQaHB1j|9^1g8%Vn%~@YkdnftBJeZt$o|W=0R0sLw6h+{51;M>aXUwDkS8Hxl z3-Mk6n5#^1FtsHp-#{ZGi30H5|EYqz<89dYZ@*?|W+@sYcMpNYJujifNUwM-yYg{+ zSr%JLxWVZ!w(y_eZDU`?3l~VKwv&F1LB^0C%V{PF2sVU;*j|$1qrN3&CGeICCCuw& z9{vaDq7iP0hW~)HDed=J9paWDTtuWft#zhg`dDE1X5~1Pk+7uFz@g1JuWqm7Q069t zSv<4#i&J3hi0DCRtk6uLro9%QdO&yQ^yP%C=ZR5Cs|oh_T0z85Vo%IUQ5#W%xGT*P zywzkLKEEQyN_{){B#L{&V=<|nTN$DGcCyR$V986-Q3c9GMUUq~ls~5`y@Z3-{?&{L zAcC4tYoyMJ#3+Q_x_@!FX$$G2=>6%zw`!jK-jsJILkbDVecXmk9qT}ErxQLqhEc;H zY`|0Rf&P(9y@lIhrcr-Nn^MtxoVRhy6~Pb~l`#LMScaKVWBydfx)!4qGDhpcE)+^O zU2{@FP%Ycg+>N;SN7fk80@W4@aU_#^L=}zxnwSLkNI@{&H)C=C+zhK0 zOfq2wo7Pg~;ccU!1wp2tfabq3TrD{D{FHeebn!o6cWT{C>l|&KEN=_D0K#mlX6nGZ zQ&it7?VW{33+jef(!I6#s|uXOEM`2`UOHTXN)!~F0-#>=!?*Dphi3k+R6upwA1VjW zA_*(RtsE#^wkF85jv#!arGO{BLa87iU4X}SIhixI7skbH!agsR-#H8@xv~vp;{rWK ze1XCxj2d{O#A2_ty3{kVA~-my!R@|mG`ya zjd{`G;4frM9kxygogRDx7+DB1*c%D6^G8)Bz2wPlzv6pnVERCOpGNhzOhrz>^m2ug zO=lN&2a}9u%zgtcZ<60=jXH%(-LYUX^^ZRi-MwI~e)!RY!ZvC;zRm!NmDCQ_xKnFfrEv?wpE?S9Bt zLJ#(h{M^V1>P)6>$w>nPMFj#B^k$lxx~a~7Ne5gMfgvXo1=1rU%y@BZbE)0$zC>g> zAB8kqDh8u^2}3Df|D+Qjj9*ey`OHWHEXvDCy_NUHfGGF|Hj4*(bW5CrU3Mbr0G^2X z%;@jT%7@ZG8KG6J1ipnYNyZ%-1 z0>B>{t6=bd%kws_{zF{nV>nbwMUItLE3m>V!+6-$?n(1p26Y?|NHR}-XyCS%uu218 zHQp93k*hZ$+|>u~FY5~EV7hG=E>@fCL@%y&GDRDM-zu|S@o;O*b^%q0nw{y=&^qfO z0UHYqep08(?!{{rh{v8JwRqjWUlN=)tWU)481#Ee+le%?y0jk1k!QP=(*o$629 z9g(gnxZ$gq{ZW~_%!Bc{u1V>#4jd4C4jE6d9KKL`L|gfKvrjd)-$L-^Ue2EV(z!g6 ziJ0VAbpJxJAJZ9xq!)C8%W51})xd%2Bg5Pw`ABF1}Vd41(4 z(y-z9%|63HqX%*r83jb7KR6&*1SP1=wahUm=r%~c+O>!hv)P!PFpf%@+VzU;&`Bkx z*~_RbdoAC6iy2&tKap!LVoEm@&NKr4t2GkcQGWo}BA1(@jVt=i#soDXD=JksAAcncPGIP{GT=wV2Y46Z-fz?kRsMaKQB^AN3UliGu+TV zaUaqi>)uo=V9nV!}6CMRFNlqq9N z3es8%+5Rq4R~vO0Omffp|LuLcD;i{I%x@7s^MAHFcHun?K!t z7{~s{$tQjJTh7SmS?+U)PYkWa=gXNv%?Q*V;)DxDl8luU6NLTdL{0eT6f0~kP>`We z2%|t`UeQsn%sye>%C89q0CE`{99kt-sHNx_BH zrLy$1N9gEsoL}D3Qj3<3?VdA=?2@`JeVF>*mft_$Wy)&y?lv~9(X%E9>ed#gomM^0 zzrCRHF?wYydnx5C<(7^E5cYKh6j-B@27EG-GVYxB=&d}YIP4~$*qHn?*q70$iA#G; zL6v5I;UV%xf%206slAc*93Q>*xYu_w{MtsZ&VNjHEFn}rgE2TVOdAk^;gJ|qdGguj z2;_e|m~Bjbx(U@>D}1ifc4>QJkXr*;`mpms^eIZOKc$bTM)k8l0-*mqPv`)4ThZxy*q`Q;JbDp^Qt`vX>xA_!<+oFtlc(Ki^H zVrrZjlX)C#jbC*|-PGcbv{>7?uEoU+e8<1Ab+H?RaC78RaHB8W;Gtb?DT^h@j$MZ* zt~JM$;bNm14&gAShd7pfgkn8f@>K4CN&-=Z=2UI{WjK517&_kd4vtysOT4X% zmCAw6oIg0>#!^Wuxzi1=Vh~B{UoNA5c2C!z=72|qS+7{Z9sJhAbfPSOCgn&oBnMM) z>&q=M1F1&h*8cnHRg@c6^~shqWQ4RLdYl0!&u2+Iwj;X#Hu_M8K0L0^3?mPhU3vYeL$Yf{2NOHfR^Govl>L(yVjXXxq$m3RIsU z#>Bb6n3wr`bMlOT`+~1j7HFPs-3THebwK*fo^3A=x_r~6S_`^#Z4>qBHp2JTbCyW7 z&thq0=jlMt-|S@KpF$~Pg?FJ%YaDve=?RQtt9in#(@{L)`se+pVTl0Rwey&@h$koo zp&XrU_3C8!9Mi#GLrL@$Xa$qu6(wnBJ}`wD#btM9G3|5>Q1TW(z!FOo7b4cs_ zRn!D6$u`$h0`$m(#NY?7D4h@6g}uv#k|R%RzQ&iswv^-|mCi+%0XfQ5w55uj*f$+l z^+qWb9tH;|LhscQgl18yT4Il<_QX-Qp|v#M95poANq(QjbUeT2##_xZ2*rfAz^5(W z`GUs(Cw5?k^(q>_)TQKS?TZr?URHDx@5`9qCn_L2SZkMjv;`i>XXFZD@|;b^vHd4K zw2?@dz+wpeQ0yLT=VLLoJ(C4Z#ZrHCZ9iX%FpT8{q_3UNN zRn2>5Vm5vGH93pO08YK}+4z<`#JRiTF`WmHo-qyI&N3*wd}9B2MJ;lcW{>f_-b>U|ZeCn4S0J=k|I?r2_f8*;?7>l8rgI}0?J&IDh_s}v{E-R4oJxCmS2<_lDYF~t$L&>1a5bIP~r@-9J`C^*E+cHf@h=t{VZ z32}?l1${ZSUWa_kC)N&x^up2(et*Yg<^42qjr*uuF^Wx$P6x1q3tj(AxVT9{b64qx zpYCUpRjgX+Ww0@-32hl{$lWGBr5E!;FFMQ{|1;u$-`dV*`d9@L2dytt8+Sta20;vb zU`w+pJ6()XrDiPVE+PtRF#=vegZ7GAMJt)S(6Ng`?8Zvze5A!vtZg@?wQ=myTEBC< zg&*{CEK@;pwgBvwGSYi&r~M@wJpq~j8Q;Rhofs)L3bQtk0{5=2s(VgutGwDuM4Dyw zEZ-Yx5lcMtAMm*m4r(fE6-|5fiZ8YD%p>MOtUQcai@CZQ#Zr|W--;;KYLoOe5O;3H zL@k)>c;E_3}T_^4&`CKTuEA5u{7X zh-!oy=q0XbRqhtq(b#XJ(VT(!dJF$1OWY0)hg%?=CL>1F?K4{+4~HwB2?AvHd6;cQe)GvT^&Iq84S`0;MND3b^5N=5Erv zGPD>(Ftb#m*GWk25GUaYv;9Ed^LzJ2t>O*_vWK>)L8b27>*XJyWwJn0u}A)jQjnx( zu(gEEAYrZVxt{XH$Si+qSEI#iryA4Z_G9jfiwTXSt%q(+;}lHJPz03N1z7F-{eqG% zM%dG;2`wyp9*`q`lZyDI5XD)e@z2@Os69=y<`TQPhPnQJq+gc`r6>HA&h10B*ft4J zv+uQV_aA_}D^(L=O6GAmi~~ep7L**SdMy3&>t8^=padXP3a3I2pjK^g7u5!T-z)n1 zq29XF^?DL|OlZLgFEdQ)ynCC;`+~o7wQ8L)ph`!O)&_td?|z228t&S^>M64szvI0w z+#lh9{Z%N>N(*BOKHciF9Mr_Z)?>8{F5nXX{*uJLG+dgei1|yQnkK~c%HK_F2FXK! z)eGF$3ivx&o!uT`+h&3xRez6&JDeQLy;5 z;K;ij{{cbCFN_(jpVwcjzHL4xPO+l+NQpwn4yZE**`pP{9-q!?h{w5jT1XN2j*caE z9kGjL*Up}nB!hI- zpqP(PQ`#>=F%)|^HQeg`Ivyresau-5+oUv7pm|KzbE#+C_7B(U{t~hS0isvy6)e3z zPcvy7<-n!zCTj}VJ48UuEd4NX8j5X8TCo$86{&IujCw@nUhvf!=jW*j*EZ^%paT2p zMQ~f?S{j#w3H_`GmP>?;c~{JNQ$4cSOhLu0%UGg;EurP;#lmg-cIS2D(^l$w-qyS^ z(&~2jgoP#X;|M(!<#zJvw&=y4)s^BQTNhfU4ebAMWf?irun~wE7-QQYmQ^WRE~3)h zRg%Z;z45;y31%r|E2f)_ahYj3q<%#AyL?twBP`RzE$+0%;Y>;=9Yu!4n#4U{zWZ;O z4iuqy4ZGMv%Gd99zDv(6xe@w+(=Qe)MEPR}C#R1ExaL2OO?zWi;vUg$$docSk1T6Z zveBtUuLXz-rQ{-OR~KTZXB55i`}UJtqJ-0pHguSiwTY;jU+MKEFZVwEgU4)hYvoHGty>=5Ca|&Lw`aRu27;gB(I?74BTBc1hy+}!_8SH1gYR%pyd72SB;)5)|6B%Ak z;F+6io3-dRb~6S!POz&tS+Via?Th=}WzMEx6eJr3j|_buN9?yWqsp#=|3_Cy%x75e zXUWrLJ_U}Ca5ebr*@vj-7&Lw-d{rnaeQMf7Eh|G`<||=tFh{Ink%A{^Z>FNrBNQF? z1%O;9^nhHm%}c66!f`z^I{vDe)v7YekeyhJH+Tx^rgRfpqQJj$3Gk21QF*7rYNDPE zcq)|)G#pjH_p3}F*3vgtaP+)faqxZSK_Pboj7VEaz`y>aGVbIWE{0C%&&5u+D|yBg zp?*erbM_u->B*5@HwC*?tVax3wxs41DZkJwUaGf$>ezsw;7e)58GD4MT&3aM(0c&S zK7GTccB%Yno_9BmqfkWJdR5il=cQ!Pd|55W`a|)*iH+ce(+T#kM&&rYovjK3AP%f#*2>3%8{rhE9lF&`;DSHGM1;;#J zwYFCDDd4mEU(OOHxE!^`nPUba08A>22`>Xlz`bH~S>d1HII3aS5v5MX=^L2ayAP`A zYPT13d@a`MG_d|KGvoY_Mz*lOv0>@vQ*f3f4dj^}n#3$z_Pa)0D!uJW((!^cLec9k z3gqEh^yYYyy?vb?KcT&Rin+HZx3JtZ947eZ^y~wS3!Y0=yk?#pvZmHva=ASjH98EI zsmC;#JkaOk78Ezlr2le?#nP?Y%-w?S++}g7Y zFtY!;^Ojd#8<^)rZMh9~&vr7Z7(HY#)n@V>I1W4i_R4ung5oFpRR~}esrvRRK(0s2 z*I-zGB;=C5zDOzozL>+#pI~tP4 z>$hHMfpVqV_uG^JMBu`A-aIoX70DAHQZ0UREDk%p>XPI2(D)e(&7y0M$;dxvH>;Iu zK`N8;>#GRglbtrwM=ruxvBc8q6W3pUj6tI>@n2eGfA?{+F=Me1_WJ0$A4ABWHlk7m zs7{U!o{NYGoN)NqP5-= zv(0c<79qF`R+Kfw?eBRkxq}}wkaS~TV@;%*ofoAjm8a5BJ8$oQge*xQ?Wa}-`k ze+&E2gT*fX3d%^{mP5DhwdBXFZK;7h_o&<>OIRpo>mO`QtJElycGZ*HkZlw!A@cA7 zYFjrLfBRm&&v<164sMsr2DuUMF~~l}&;q>mgj^wLk(hR#%V{~0&<0DJnRVS$A0mr> zW`JK85P0*A?{TFEaTaZoL}euU_y6iHiZdh2g7%*-rTpo6QWoPhUSuPpi7If~V6YU_ z2nHW)dvWrd^p)5?SCv-*{~XABS}mijN5AYdWwGHZcBAfQD&!kc^-WC4<~e*O%bF8yK2mRX`MVo$7jOF=fI9T@o-2(OpTu7IQRA( zNyp7v!Hibg>!BaQ#t*A5O<-bw-1*1s@tol*Tl-hNwW(;G^>965uSOvro2R2a&z39aaD*0m1hqDz2%=T@UM-6!Gym~kQ^&F%2E0L zdozRo?BvTx|_jE z!vW!r?`;jvr@;{Tu45{;7qaKN4J6eHPF<(891|;J<>1({ses=4O}WZPC?6h9&XAq| zb0^zd-^mB3t@$!yF4#YOdkqmI0;@eLw&fhE$6SKY9sajg-1V|~gLeQ&V>jIHBJL9~ z&)a2i#t@r}84j{vaWkUg z{&1$dV<*+N`0S1>=4sHDq%!J})lZzB9sFIK`a9i|#S-hPXPP4NC4${qUYx_1cJRIUty}%LoPb>Ju^H7GFOe$YuI;c{5m{P|~BrzvMYS zbDNTU5HcN@dgz(#Ek=AnQ;xdhI93yrUJM>!TW@sg32o=Ep(j)ce>Sum{!OGC*a`xB z)Y$mmUa?5s)Xq8~CbxCI$Ed6N!PH@w5hbrTaB$mkH`sKewU}L8sHtWbTt0M`(2M^e z#-{Pjz%xwAja?L^LJw+hbwZ1o?%>ZHJFr6D{+v!Z3$L2Bhibu1U-`!Ge-2Uq0tOIh zEm41d1{G@yJDeoVB_M@Z-7qa475M~|8TPVN%JO-L;;~++%DFJ>PkubupS3$2PkonK z`?_vL?zd!#dj?8h08PzumFbhi{y+zQYeDc$5klM?3t0VpeWFT;TrR)GP#v1#2YYY4 zyO*AeP6H3D3a0l}rYQ|Pi9X0v-F$_W{{ha&FsubP`OSWwP*m|02Q)-1@rwE8*0S)d z{yyezY}2jLbVIIT*6<6-Nt>RG9}$fkuj1Uk7x~lexPb*4=xPC5T>OxX;f}QL=-r3VH?J9( zVBkbDVNLLl@^i|%@2!8cn#wi%2Y+gb`EBc$<|Bbb%BGINNeg#t%q8z85XCH~dRk!a zPHz|u>Z8@=S)ZVxS>8;U%;E4*0}7@-aHF?6lOD#{$6r#8d(+F0y31~AcxSe!)HHvEDdvPwv?cjS{oq5|>L7d4}c59UfP$z%~YCd_QcIx(>gBto^ za~qaj%XbJA!x`vxS_W=belo5`$T zR0n{EDmQd706Y0@zeEHPfYcGz&JI~jctu6hE z1W6*l8=6JAXQS~w8eEkH384#I=p?>fw~a|>G8)x{Uo)phUOc?1j7&pj1$xW&Cfxz@ z?}i<Rlq2J9W~MU%vGmVk*1uE4Za7-b_nh<-sSH6(Lw6b{ofM@15PQ>@u~>7yj-h|8h#) zrCEf~#-6m5>GMhe(+ z`lgPS%=jLGgS%)Lw=}~pcG5VKnm4xgJ4MN^-gglM(U_EDvE0&ZeH}#qN;SAn5*hGx z3N^F%C1$Y6IIl4;4r8ODWMD@laTYv&OBF816s4URkVzlY?uomtB-j1Eoh4^LOE<5O zNhY*zI0i@IShCXavM2yfgiRnOvK%ez^S_-dIdQyzwrXKHV!ZU;9%YtVa{4c$aeCDW z+L^-t`{vdQBXR%XdNu1UuRf)b+VIu7MxP|Ig7|1c4M+ykf~=FzzepgReSQ>2-JII? z!&dB$vNAJ7W~tbFLqy|B&X6TDB}lrt^KD&y5cSR`o)RbRZvkPdE#o%g?8rN<2ue{<#5pOlHJt)5HQdR-2wBhIbXxZB z6#Ms1;RGyt(;l$zzeYN6sZBUTdFPW$=%$lO4vA9VMiiR=MQOfKKS7oFswhN@98CS0 zN*`}0=BP#gt?Sb5L?&bd>@v`LmVn~F#Q-ETSH)2O{X@`%5l%1gDE%$oOjy{W-B%rX zd3H4oZl+**QSjF8U%3cRpHlOnk~4^-Pa3uZ+8!U+L+zOserhGE)(hl)?EioRpvruQ zqFxXOpgB}=igCKE<~Nu(6P><5zI2=vIY9va2WUKh1MBnrg5ZLZ?)DC_q3!pyZPkv< zcRn0w7eE*O4jFX_ThWpf@N!kSj;uT?3cXciDuAtEe%xdJAS@CPEx(* zpbhke!fETmjPMkj5O->2ocCA;uWc&b$jg^2s|ZLPHyampU-tU_w?F^$OZb6Dql#X_luu#};2P4oYN){=ACJ~Yk34bb~0Nw?H23%SVul+}er zwrGh3>`5@AGAJ2%QwO?@x%lBdQ05qdv*@y#!HguXIf?1%smV~_>u&tk3YOF5HZM%e?=riDNSX!}%mP))Ww{bV)dnPIK&nKVS zwt+l`;hmO;ows_`gfDDG6X(O%gndPk)w#SDa}!tlX2|m-F29ed`eFXq+#Uw!qGF>0 zfj2vElXotkw;pe|(^u_c{;w!OS`-iwTdPd1YtjDgsplhs{I21?$ z=rmd3wjrhs`A3oUE)o33y(Aia3jZP@NE(sT#%|X#RceK2nt-46)ti3K=fwzzrc6(*1 zL^;w_!gh`ZUeSD0t7|8gV9=Dv+7>Y}#_+(UEw_FRr7ig^R`mCK>#w0nzf5|?lQRay z|Bs_{ab$Xb{QrA4hUOZzWv*MfCdSdm#!xet+;vsWrCd&FqudHZshru&rKB};+$*9K zLb=3T3WqL2QX5M`Zi(>yy+6PIfQ|S2^?F_&&kNZYJC_>^13YxLm#ypEIUXws)M|B| z+*0u04InYrO9i*z=N_%WFLy?z?{W&3wRlqf#w=??r2`1AfMPSD6qe$5z;Lo~C5UfV@>j{Rv*R~_Wimhl_0B8fhv8T&D)_7nPwVd0 z6pkk=BB~1Z+2$0!I2SVc!{T$Z8Ac||b>~@RD*^aV`%UjI8RwT6U3=TBJ_9=vt=D}o zb9Ye~(=(Yy2d>rzEM+BK4FTJkGF3;ncT18xT%?%AbK;9IZ=;+*E33;<@A;T$I2fOZ zD2ATy`9AtAK1;^1jnu9i`iFo~FtuMMR3!HAQfXMUmQsX(bPec@AsCLwV8&@5KlFN7 zgxS3RB87;66xe&+K8;6DI{z@U1Ct$kC$cEO_wnVscX$)3?q=r4U9n*xs3}@1Z}ADs zBEaLEr}SU9yvY-g&mko1q19lPZS40j&Cb~Fa@T7x9wMHd1F`#LXMh3+qHlQQxw}S< zf;O-l!q4{micoDO2L$?~T2|LRVd*;B7P?q1Ce3GC2PPtL?DE-cG1{hDlPRFl<671( zpNV?URI@?`?Y`M3yLDR9?1l{#7<$`%Tz_l-^Ju&|G@p^(ix1+st%4P-cVxxgA7l0T zn-*SFHV)8|Xc`{u6nA}>#`HHD6lqnaL~TWp4kJw3qoH>!S`%yexo? z(Pcc|G~$1O)r*6nJ;})_^n?sjtQ)S%$y-=gwjyw04YH8UqmS#6c;i*4GOaeIiBSY3Iz>3c8luolT+t$-4XV4G6PKlNGmosbqaZ4C}d!gqhCc`E}Co)z>YoOX~~IK-vHFCYe@2>l0Pft)JDE{D;#;MbtH4RTmtjPmzp78uZfmc51Rn*1at3vr@jY9Y z*-7S`;YaK)&cR0o7!qT~o-8n46js5Z(;bF4aH`76M*u~u0ccFd3jfbY`i1ms1)D{LQyS$0N0xO zO)tVLswSBIxHWFHe7{QaItaZ`XX_(VDSF1`i!Fl4&?e1+)b0 zmpx33ynA=L3=nXq8%0`RZzx670<(>PA*#K+U-Jd1tiJPpNb7D_X?RSPR1zz;C1*uK z0{(M~Cm)WRG<^KmIhl6pb0X5F@Iv@GmjFWO&cCf(SX$<@%X2pG1d+c9C=}jKQfZ#v zc%d81QvDGL|A1*WQ&t}q=7I~%Tn;V4P|K40A$A0`w~*<|JJ3n;05d#NNDdhB$192++wWdRy0ps6`MYK4AMEqsZZCQr)wi+?7b z3z{a&LdG15_S-No{2y?{1uf&%7!`sSdX1)Y-B;GqM6-i=8<530Z}Y`p0_oj{?S;K8 zP%($wan@!Jv4BVP}#gtEJ^NR*j`}RSc@`g371n7{_ zY43n511+RVXPqZba?wjFDJ*?2X;GR#o62Y}s@cV5>D z^JU7O)gFh&U<$$$JN^15jz(`An(rSD#jfdF2 zWH1&xKT`12?GD1R8gFE+WoJzrbB41dSgk_cSJnn4Tnf(Ph115Q{TO6&C90j_Y;{zz;=_#)i@=S#_7x=>7% z8LHEXI4FJQtWg|>uO#|C0HZQiJLyfcnjT-{eQ(@Hs{@KWrAc!5F88#3~)L8IwWn#F|C0tXAS%7HrslOBpQ zc+_0@*K8{+Qr-gE2bKWm_r|sdYbBn#K4X7Q5-$~%oXz|!_JrAZojH4~dRS7nG~sy2kPti1i5M<3J2UJ@Zy@+{%1W@ezWGYkh_8&&qt*wcurK%c`PsK_4!3MDr#qAy z!$wgdpjsOo{i{sJw|J!yY4ZrAznR-N_LuS{jR7;va6IbuKH9@Zh&JIUv9=n z9vD=P^Xne77qi<19Y+r}vej7~1er=}_ChrrbyW^G~6?1OrHq%l0fY_aj-cWoMpcX)4CkmF)WNs7)}VAM+cc zL8>1b7i?}~))=QI3+*a;5b~k0g!?gvN4Vhld8stbA*zKS^bywS@m?1%@Hoc-7Dd3x ziH~A&UH1OmIfaDkgmB$Gxv9(t*916L{6`%b7@ee4X+`aOw{|yXH7yFXB0*O6=&Lg* zMR#{ftZ>pT%e${ok2Q}cA`05k%f*V?fq7%eZwr=YT<#NJGhcfxclIefs*YfLTRCAbU*|0Pcbd160jni zN$8{=bIF3hbryy`ELV(Mg}U5(xD$Z+M{S0cf3&%Na%>*~{0@A(B2je6%#e0fsMG^8 z>@{U#OxY75)|wc6h?r>9a#i#X{&`vJ-%4A|6+lT7PqNz#OgrO;)QF5X8h|-`a#R)E z-kb8tHGysvlB-U3=pB>7TXLj!KyJ3ebreDN65sntL~Gw=)|M~Ov38UGvEP5ehZYhA zj9uy@lsihFZ=@)xO}8F11BC8(Kn>tveMHL$%S_##sNHvWu@REe64fJGe>)dX3l2fT z)v_W~6cun2y3`4RRQ%}a z_-QYCCiA}_UZi6d9FH9e&UG|6<(ly6vuWa;5(>+?Ue_dcOoJow$e<%p0SW(VxCnqZ2QRhugoR@L_hYb&u_Ys3%yYr{vHn`o zQ3J{Lt%UAQ8?-z?F|L&w#(b{SVVVEglqMc*dp1s<%_kRHq}dsKQ<^4sUi~MQBrC!b z-=^0*LMJ$HoyvJn#%Sxiw`WCpW!kU#W>UZ`fTP81VDbx}8D2W%iUIzOUi~TgC-K3{ zWz3KG8FrpPcIdTF)8m!t)Pg>K|6<66H~d79=A67n-`VwiETdPeWl!y_C%}szG_w- z0lz7&@~UB5tTUo%RuIb{@PWe zz-5}h{jb>}vb6!F?E?7dV$HS6Le+$jyL)!Kt#(@22Oj%qON&>sck=r*FC++HDmAo9 zWmCGwri ziMJwBwHiv~hex>|%Dh7%2VY&E9GBvRAJbe_eK@RNY8LO^R%3qtwaid08~(-Hw6zOE zVoGMR$?97{JVf?PpW&5TCb1pISjOm^IaX0`mD*BGj?vCwf3*$3{yz7^n$yXh?P0n~ zk?uQjeU&S9@Dqrk!~u1xY#CUBAAtJd7?auTiMPG-tb6sEkROL|&S`_{erhXV+{@wc z44-$g12`rtXJoxv8W#@N+5UN?(1PICJz{syJm1@SuP`3SJwgzAc!qsPb$W)NgITNP zI|y=sIH;hlWb-TQ%x$<1xMO-U3vQxjv&Ir!eOGQGZvp$bDV@G9zQ$k&?ye-pPvY6=>z2P9Oq_@3%C-n9Rxlk~crh zcD5X?!8nw+S=9ewX&E|}pIv(q(GJy?q=!qz;l23R>z-0??lL%=h4UbMY%D7TGs>aL z@6Vhi5a#*fp)2iOP^LvX-9U47dlyt~(l5e6d=Z-tRDqlIv!e8H&RujCzAwDj$k-^$ zuO^x6{LG@~IyfUX06Qnw|0Yv0eh5GF_HC8l(OJ}t7f%uF&sCc3Y*gL9&nMqWct*1x zp8hl-@>~_HIAV>#q$@aGGQqj`Bc#lduA;$0%8UR!YBTz4EC)McJ1yQgUu6NUb(g^W zkDWyAKfO7fgJ7D7uzuMSN|_St>SzgqHkQk7h>=*8`FZ#K+J>I#0{+I}!yhdvKje_; zUvG4FvxmitRy?|U*jIX#;rujLLlVg~u?jWZ1)a|H%)GAr=mf!x|h6N2%`&LvRJREV? zOcuG)idqHT9YMhzrcOxRd!`l+d;^+y9NYOpVQ2RC^M^&q?@D0$RR14a2Fu_a4d1^6 zhKX}5%rK9sp4<^+BW6W?p zWaSOdrSb_gu1qfc;HPY+;bbRHc@NxwDidLY3{Y8(4wUP#Y%J?dBQ1E}@4(0?Tt#05 zFF4s`Un8Y)Ojaiov$py|g&IMIlD_%1e8a0PVB@+SoVRq}n4BwI#mz~O^94)!fQ;MU z%!EGcCAUi_CCI)wOr`6~e>2KP^3L4!%4D7!zEa1z>E?_uOoE{{9#F7NHE!TeGX zxLp1a%xD}v4_rd_J9sP?OYb?1?E3C;%E-_wi_|Jd>Ws6^d+@kx^kXi?`kHa}@0h}E zhTZb~QZ6;!|>vxie#z(4t~*ABOp zpR%{%d{_|3cWLr&9UP%QJt7|H$gHgtt8|{w7==Y@5QJs=WtN>eZjmBHdsv?=w3!fR zGM(!W01kk7kueHRb33THAk+4a^2fGnbpskDYYE_*w)NLcSCmnYRr?3VHxEK-gt4I_ zj_&MtxHI7cf)pGsntjMIt12g6uj0}tvJlN4q+z_r!-IH~o zyHrDYA zD!Q~t`_mJui%~M~XA}#}qaDAE&`gbB)T?xoH%MR&wsg13j_$=)_@wP-((yZc9sL7P z$L`c)Xd!6#mQ6sld?_C?tr;v70c^ zf2~ODqeO3j#AN+)Q3=r_H8;cMrwr9Q)Z~Z6xIVccPoAtt89$~Sia4RY*o%(e&JX)f z5av+VHOpnOtP&ve%Z0(?jlb0TwO%dp5_2XImF(*c^KOu@M}@cunw+Mre%Wu3zxV!= zMp*V#HUZ&_){b~;ezJ$yv`CiJHLD)H87XVD6BYy~C4rD^l{M;J>X|W?3)4K`55_aP zxUvi;Ebdj`>cU*`R#I!gFa;rnGwTC71^_lqG%u-JELp>vPzHeSaa~#s#YQIx;_UvX zQn=P5v3=I+#LHmGX`EY*)*3@_+U}zB5PfDXA#z#qXG@K{Q4>n`Z!j=j*{-$)rc5X@ zQlxQ=b45OGP0<(q3$=9#b^iWjdJc(k$nbh#jA|?a1H=b`{#AZxq+cv7is_y(olXrD zg_>Bi&8esNcE*Pwr*7*+z#@y-FZ-CC)-Vi zPu)QiZeGf(*B z44zFr7D}_g3Zu--Sk!cWeAh$5wIcY3!p$&niuHdi;&)_)8-VjA7?|kMUo2xgh=9xB zUdQ^-v3E?HwxuDhGPS{n#VJv2iX3Pz18!GF|G7rd2jam3lstnN5s073j4ix*#jszq zFAh3n`Oj7S`SG((g{K#$$*`-%=hOVToZFb}Lr6P|LyPPV_ay6hBc|fU6UEJGFVEl$ z#@*;DCp92l{U#0jk)^s5v|EVY8`lBlL-0WBS!`w;62DH5Eqo?NzrRyc#u-!`{&KO< z@_<9p>6g#DEeifDjgIH{w93j~1MWf~MfZaAldj*?m#$+BhStwODwfqS{5_qe=sJAvWH3 zpVf4}xlx*X`4KKyds6A{Iu(l)io6Z5nJw8oCcg9nTMwF5h3~^}9aVcl3wrlh2!=jg zoKF>pRBM9fGexJ|&OlOKnv&d>f|IcZBT2_8mqeE*_Bl|cm})BTYU;IcVSovFF0Nw_ znRW!#PmKSs{*1lOrPkIKu-L;a+T8$0s-5o^*))fhdYBl9C3AlUBhH$b+0V2JZ3}vs zTFM3|tIU)NXQ&>l&lAG;nS=Q*(PxsOJTo0!n8>JO@>4`wX5e z^dBu3-bt-NO$3FKLLosBepLJ%WHZb^m{*nXe91E|6&^MwVHbjJ_l1aOHlek zRy<37RW$&aQ$m$b<{hl<`VJ9Cfl+`BLku>J0)VZWxK0vzrL-nYt&=(uDf^u|-Cqe% z&uTChCs=Izt__1vPkU;_@rWe%u)-4r2QtVyEU^mCxZ~`T++svO0($kwfxPEy)X5u2 z2_34<4!h&+j!OPv56D+8b*B5?8hHpO^p}PWs%P2l``ZS+R2`zt6v$0RJHbrn;`bqo z(;Tt=IU4ZDc>borVa8HBXQX^ zR~s+aWyHuLua?^7H@++K;e&YH`qq-HBRJLpK^?#X1c`QoOpRUmV3>stOr>>MIQd4e z!@z#2y3gV>bbbA82g*!dwMFSJW^v|_&C7pu<|f2S?InQG4oYj_k2fqu5hsyQCUeI7 zH0m2J%+*G*a%(Os)r;Uy2d_#$FT7%quirNP?uy>dFPJd=2T4I>UHQ}reiz>>Fb-uJ zX;DKLrri(H3)&o3@g2Yclv&9=M|Q*fP^C?P_l#*qH zuP2(?XqzX)lv%RpAfn5~L3W!-F3Mk!=#2I$1CP^7Gwx@h$cQpJu(F=+;3)NG4{2x2 z>Hcx%_6yysAK)OkeJiOmzd_-i=+Ou8HB2&;L`oN_@B^DOsn zT&Ikg944Jr9EqzrOEPo4G& zPqxSv+jLkv?584H#7ongM!>L!&(!Htr98#Wv5dl(inRb3&En98@mCYM&lhU%ym*42QyE@L0v=WcA_l1Cs0l&}jYV z8dkjp^8lL8xH~0%B3cFxP4`XL@uGU=cI$wjh5V5^mhD&Gil@5;sP6ag89%DRxAi1! zT{4}*Mkv%TuUInoM`|pHrm0@O=OOO#f0DpQ+}+C);`5TSZwJk88OeI}S*Lc|zC0c? zwwr6O&vZ|6i5v4#6hm8eJzjz_6kX3_zBZKDAGk!`a*1!|i+2>Hh|m8NKQvJ6yg0Y7 zPgeAD+I0$&^3S7!5M_4@w4t{3tv3RWdSSBLqgXR0YpXEmtC-Ydo$&d5S zVwL8=OY;E_WZ+R6-D<(Jz|0IBv19=_Cy{$@>EYem&fATnAz%<_ru?|0-sDw*!35xB z`$+-x#mvu|blf1N;a8{17KbS@QaA?JZ)bSL`K!+?R=@<9eD#@x4O8>)_8kC110Jyv zBA8wld&`c-+4Q6dwZ%ieJy;{*bRT5i#jjoSp;Hxj|9X8?`bk!-{)eB1zB~O9qAD2~ z# zrB>nTw&YAMvm14C^fAeZ{Ma0%8^muPPdi8v)3T>s;CTEYGW$xU~-j7(G zJP2gB5|9(if;rKom@(sSgWp=vT81ctPU1_bhphQ(9!rugpVDyz)few6yY1~9{3%qM z+5f*()fzLam&YcQOia)?;LT>Iel}UQq&aS8#ywDORw$Tp11#taFg5el?Dxdw0ccG! z`_5{S(Fx?X>CcvfO%ZU*JfVp>8Oj_JBfO~Y=B?c``36$^@7(N!tb^x|VVL+2!zDn| z_fLK<4W8*_o5QRceD=dw2H1FQUxq5U;9w;D*h=f=X`hxHTJvSfVTP(fex^fXaLU*+ zhUc4Zdrqalf`Bi({ln{Vg7m)p`sJ<`4QET>vvC}9#5N^W#+t_;f2WfRjKKAn6Z>C) zTAIv_9Z>Ajhr!!4MWxs9_?#x1>gxohfI~|GqpPWksn9*lon25nTPL-LJr$h0T18;p z#+``{X|{;POd?64Qitz7%RL2m^qkwBYy^K6mG6tRiB7Rz*^Ht(k842LGK!&)!jEwd zGD$9ePPyHa|3pSI@~tMsg<9f2(Q0(?Nz-hmYL7k7GL7n!#S02QaXj5aMHhOzi0j^9 ziTwmA1CY(ascYSP?uFhRNk&)lI-{s^ZinhH+9Ky#kSzfn zXKH?3G8=}&G8rE14n57OTfXtcduZUgSWGBXoASDf0L!g~xJo zb(9m7Dlz&G=&?X_aWD)(nz|2A*ClI-wGhMD)s2rhtuT(>(lvjrJ2QuFp9|k+JFRrV z-Yw%!JJ6!|c`raXnQpdsaaHY|QYQIqAVc_b@kf|)rd4P`B`3To%V6w>XnFKi^xWi^0#5nRXOG#j>= zTCW!z52c{ZkwWyZ3cv)eTQdf6lZ`$5DZ5kJb&94eh??DEP%&#V_Md))xtx!n>|kmM z9xReVOcwUbzgYKE5~gb zdC79_-Tz2pxYK%Uzu0~h$eKCBR$A?H4FhEZSiaZxOXIg?cNOLOt54685q)3HTfav+ zee&n+Aj!_UJO*NL5>4~pL+?p{o@hDwi@;9P7pX%675=?92;@GU6b}!V%zdvJ+rNP8 z>MAj67+9vP=yOel((U>N3YN!kcMdpZUK^bJBUDPY(N`VDTVT>{n=3|-mMQ@({%1+^ z@r)v!YZ{bT)QqQF?^Is?U!y73sY38tE^|XuL&GzZbF%c)iV_ zYxm2(gQVcxpTp6bGBW05l`cJ%vJC+oyK-0ch5u$4h@dp0n=xnlom&n9E5< z+z+Z2EOS7;d&FW0Is5i)!0v=99K2#$ScV2SSb;^lp3XD5we-cEW$=}mX}3St=6=H( zd+U`xY}i@nxV2DQy$=vuI z49T_ZxYE6i#=|ii)|Z$6GA4%qiywP}c<@XS9tDncS5pkU(EGO4B`N$4vb$wCDSsVA z?4)KzWrLis$Rb$4D_UfwYLy4(N4-Ud3*uhyc9sF!hM zE!F;7EeZ4Xq5t`+ z`d-qF;<9U(YWxLI2C9!R>$Q{Bo$-Hw+5Z8-iZ4O;xj=xcNb z@30fu=XAxpsNVZQuKO5255LLq>Z!ErvC1emN3HfLg7Kga0cpK-xmKctZxn1qIbrlF zi1;t$?$j=ucGy^;Hr_oO3usZS-&JT#js=Z73rQ6PHji#e z&7ImGsiesOC!n!)2QC^jyJXCo-IXS1(*5?}=&yc4dK8@!nSSMk=hw!HA|)y0U@@<8A7Gr?XfBaye z&R(5f0k&HIbBP&NcD9FAI+oBrjlOd;tz>2{{Fts_U^1w+lp7NhUWXkgpsuVg)B zfNE_nHC9A_X>5SEoEQa+#F2ChrqU96fvk+Ac|8G<{x@g((aWU;7@M4wk0X(Er%2m^ z&G5W(a{5U*uRidY3PwFMDAiXg>);pykm5vF`aPiI=cb)Y9f_Vy;k;TY|Cfs)r=0=z z753MN)_hp!Zp$C0*?sgAUyd*6E2d@}41yd+i|w_1P}W7Ty3))VXjYqJF|)!+4+L>C zAcJ|Oo%rW#v6+OYP#iM%YklAbf?aYttaZ#hZ8H=?@d8-SWQ|To50aElT}Jo}8%HSV zi5Yc|*5;{;UA=611h_)FSZve`Dg@Y zPQ?3PXW0|r@qUTYV|~f(^D$T+=Y5gSpZ~745YW7+Y5O~16lB9bYIGeO1sP6uR&4a} ze@dD7cSjgbQFi)`-J3wl`}PpjG^eamHRF4X1#N-%mANY&oG1>n^(50E-I5VLK#LMq zB))Bdz*Vi}TDrlRU4^m=6w0{&O9$Xu6C9))z{IcnSY7iob z9>{M_B69oGzBFth>|(dJoA3=ypK$il}s!aVVCHQhlX23I+44_p% zPgcmX*Lv?KPiW)YVW>~c0~$m1?=^IT@++D_F_*e5Chf~J5Exnb zS>uY@$!8Pzl`YlvcxgJilKO)dOZmS%YS=)s_zISZY$1Ggr1y9(~HXl>bUDbpjYAk5P}-GOV)V$r-p6TfNQ_hJ98C8kA7 zmoUoxFwJRRoxt&QJ|R2#QhD2SKu^15j(L@ujcleKX* zrBHQ}biwgSmv4oy=Vjj68$@pR)YnqNu5;+h;y-Bl-72{(m1y?uo(S_C`~#@I_7+4x9^HRdi%1#;m1c5 zg8D0nm6$Vp;9TBhdQG2)wwSi$65I>0kP>XF(4&1L|J-%-Y`^{D>3uNW0^Jl_3->-48QR+xMo9p??9r z!0|K`-0N^@=$c3qR6~v2=jXWK(KVj!}rdRdlnu;>v0l&z0!|ODaDzTxC&x1HVr|s z^;G&_$tBQD;iC!se?LDU2ts}>y7)csds1`3((kvEgib~0xiBPzlfz_i$!UKz9rI!O zCdL&T-Q}P!uFG@D3f&SCwK&r6M%N_yE7RDmDYITjX`Yttr4GXSF%__A^$U|2=`PLI zX-Blcs}`~94-%#P=engEghBa8%@@bZ@%lw7>oH~Zk*{hzl^jTRyG|C1B>DIWg772cW25rRcS*AhPppK|@|to$=@kFyS_%q5j>&0Vq@GX$T|3 z*N38SVWov=N!?(^!ya?atFO%Mi4w#^**@UZOHQ+N8~VI|yjWs6`0yxVVLG4Y)3ndX zyf3PMkcl3mT$l2X#?)_yyM6Id$#U+CSM>OxHnaI|Po|PtUr@ z2N5OJ9e^dJ3?WEKEWLKtlln~&__X#mHKiU>I6!!C1T?$V-JiMaOpLaK{Mj?gWqabBh0yCzm+vj_Yo}Uz zI=o@-5LMS3FM;wrp^m_2gJjsp8P)yGy5M*YMG)|OGu{Ul9KtszcSC%3`0j6*x)vc^ zC=CKOeoLU~u{0&TBr6o+tO?kOsBsv!wbzvDaA!hAJ2-HxSq`b6UQ#w3jm2hBYz7>( z^AH1r`#@5eyr^7QSE=?QM59_`Bps+^!>_FSRL9bge;`8(B^R$$1w%gw^f-pkvZqo= zF-g||yK~nk{ganB!~U7lQ?+5p006xE;Y z5NS34AJAQ5za6dWq-o>bt9o98GVhQ-g_pPK( zYhR=E4F<;rWq%mTzsRjpxw*#K?Ypp*)W%dZIR@*B&Mqh~%|>-jX(X0$!UJ2l$<3qs z&%g@^_lxZQ;(PtQyaXAW0SNZlM8ep9v;?evQcklBFznLIk(=8iz6g7l;x8xhmlu%x zYP+IZOk^0d=`@G-fG;;AelJ5UKklEnKi3%#WxadKCeE6+h$Yace|;VMY#hYWO6srF z(Q)|Cl-OMSERKK~DaLi})FcyG-j!7YJ3~hZYtOxN`~p$WBzyzNBb%bh8||vNG7@~+ z`+|Z_=9lM)OWK>~ym0_a<)}DFpVO9h0G0+DkgDyrVx-pbL~2WV7FG`G^BtI+HfG+b z#w2iXS>t5an!Uc@n*n6-s(CIrIB*F{O&28pkap|2FE1^ru+81|&{eyCTQ~2#chaLT zAll?_+{Ag6Tlm(1MhqX!w7FX}=N_@U)tk2gXMpya6Vo$ z6wp<5I0k9yJMt1-GVhAii071f#LMhHg~K(i|8zpF6npJ@=30}ja-H$ zSzl@NJahMg&tlVDfD%X1gE;$DwETjJ7zDbCK$|8lQOtDnPcuqPep1aq^B zp;CpOeYo~XPXg&>cX=_zV4%ihZ^LeFSkjFL;r}c#SX%BDEoDHoxziZoWb=Ndc%WDX zYoukjKSFNr%n--kr+X`7JCXI{eq>)oqc-!K(ZL(sY6Gt^pR7+&w}`YXVABA|V9RuR zmSxwAEI(w(D+8kXc~{NHkZKA2LXw42^YV#ufe10XYG^*fQS)>=4v(@ODy-OsAE zKF%MB)`i;{AZ<96_~hg|=^HcT^lr2?!+Xs7^{~<^6&Z90~1;=zlOIRk1LuyGonQL1|yy+UtV0&xX$o81oNsulmQ`Hzke0$WpzEQ3e=hH zfq=1Yu6D^my&oW&$CQedJOXvMhkrE%XKp)>fr)twoS}8!M5_A_Iu2Uk{-B~)L1+ZWMqt&4Q5(ETIV7YDtgu~+59An&(E)vPR!$nBf-}x93!^+ zN{Kq;mWC*KOu$a~HfB0FpT&tvW$c72$vZ_spG<>_sig`<@M^&;+z3b^FXg)=m}C@5VZ!c0{gmMgiS)Fb<6A*)9W9 zIXNOc{9YO8Z7jxdKuhxxbZETT4S;ke0Mo->dQZ#=t#}I)8j%Il9wfJ zTSrF%Gex{C*{vpTv(_oMXK;5LZ$lsUHZItMI$CGy?@qVJ&^qxemgyx~&QcK&b~JdF z9wHsGqxssTOaFN&JC)}a`X?qAdr|JgLhBpAUai->$2bT6SbU|7JKtyLatnKC5Ps~~ zu^039Y?0dLLb;9^4l;Ie1-cQsq*mC{nXokrP>#8=?w$zM;B<4kd=99XDfKB~xva~) zx8?t>B_r62s?kg+@0fXQO+;bhyzM3lU)l+aA{;{} zDITW~6TwZLduX@8MyY=GHuEkaaVke4Pxm@e5~jTw4rJzzGC#rnFU^lWif6iG&QiHY z&A*kQN-miYE(MLE2X8=Gk6DU;S_zU3Fs-ikB0$fTUQsVC)LBewd)S@A%&y%Z@xN@w zkou0@P=u1Zowat%o2T|7d=QU8zPc6z@9MVYiC$JJ^l zXzB4_Q}%r-io5za zqcKkk886z9R(;Z{bX&uu(H@@EEv&i!Q;7FtTm$=2e`p}Zbh=Dfk)HpF7Dz{r*sDx%90xOR>A>Z|8G@B!;QIsX7hy5G2-X-8aNEkWFMG>RP7F{Q+>uTHz|!Kb2)_}jS2*(3Y|w3@?k zBvc=aXwYAGdKefde3jMTI|IJa(Pw-`g_?8^kw=#TQwVJDF#Rv(I(8N&;ub6#Kzvia zD{pK%V~9(B#j4MppF5+KoikpXp?Q#T=IQyQ)Ced&2{Z*x6{C!17r!LV6PLls&SRDT z8d*IkO1(|CA4`ZdFX*`^Hrg?II;`z z)1{k($diLXY1_UXA!^&NoxP18(*U529Pk&ZVyc`OQ;$h;8uzxSD*$(-b{$5sl$$b7 zuo6h&ht@Ks1B*23MGJ2%ck0ZJtWA2{0rfo$&I;}=NU>V#i(g8=n4y-Nu(`A-G<%^eqq7x9K3GoI3ae``?&ghcNwwG_Jf zcl@5bIH-<6pU0cgX|jAvfyh(F3@E#Arym<=k4CVDs3=`okhhqwx{(ECG`{>oR%L}? zF2Kvmh@P)OM6IniSglLOT+p>2i?53~M4@VATF_`a0D7ntVRu{APkN6BkhW5?w5?j( z?zQ!@aLVY+nrjFc4|bEs9i31;QYZo?W_~SX=NK@VOyZngns-5p&5e0Ww}kI`!>|bn zDNVLxPs?}wSb}2^*j_k{_Z0rk=teKO)+&;*Z1?f&E9EI>kX;V13cg@Ui2p7oPHWx- zKTJrmChX`4USV;yI83u&wq8;S;%JQMiW2}zUjR}hHb>G7>-29yQKWJR@ds~*=PPCN z;rNvzn_*l-mnP%GVkv4TBq!jxcp=$`Wd%kE>Hh?WA89YzQL&U6T@5_t?7H4VFnNs>rPhj9R*NP-Wl>3liHlRos_8keV%k+ zwlmA-Bm?Py7hi6Ta}JvBS;UI|e;l2AJd^$Z$FJEKnmN~&Ic41ro#qf5#!xeIm{U~l zl8LybA#w;qRGK-Lv}Wb36QxkemTXA4Q90IXSdyG8hupvG`}?oIdU$NtKG)~{dcR)J zSGm`q45}CPh5fzOm{XP|^H+bVDMs-=`JUsaq2cA;mGW?v789axizWSbBwKX`eES4v zdn?7J{`L<0Ji2d5@u4&I_La6EW&TVFwY=Vl&?7gy+6Q?8nONBTVCx+Fu7_SOsjdc9 zGwH({t(GUuban3LbJ?lF#a~=GS)Y?l=3_LX!KcaeOaQ{(d?FY4?GPSKfD)4%zIFh) z=AeK;`I~_r!B00uyC9_);G2=SU>CqkL(?72Dy=g#9*_1jQ1W``$Jq?zK?Re?*Py_% z#I{2B>Tc7VhZTSQ+X+7{h-9v9p7@ghc zPc^=UzV72uRs&3nNato3M~FP0skcpupDl8h83$yMgcSuZN$Z$G`J@yK|& z!o{3!Vsq;>s`zzwIt%}+%2dk!Rud+WEyS*~T>l~~jtde>fUx`%R%FxPS<&AQ>SPc9 zKpI+iYgWj(6GVMJekx<)CsODaq7WdM;Z2t@{Y2ohaq!y}2p%1@rJ@{`XJ(uxm2e+h zLMJ;T-1<|t)8KoaxH)>Y1BAeJE`lvZPO3SydZrQ3_B49DZHD8B@tRM-%!7W(t!k5s zgv|zlJ~1KD2gH;-Bue86*u6j8HNQgU*!0j#u}FwbkqODa^rKN~FF1S2JK8fC!#2D= z!G1 zmM==a)mh_zK#1PLa{SPLS2l9rjVJcGasTUO2Vo!?@d(=;f)o{Fmyn`@Uun440pXqS zX%~1mT%K>-lh{{YFAuH9gUmO04Hs@^Vswv1b`QiE&m6i2za;%B=XzeM=f%A1dpb0o zcBISv2VCzqx|GI`7ak{CdP1t5bBeN*6yKEIXmt+fA7a$v+<{-e%D2|?c_A?#f`m;% z#Ka$K_Fq>HzW#C7ViLQ}Ptk=UI+BvDGX zLGWHDBV$&2)%{&N9!o+{lB`0q`XwL;AyNg~M$HU;KG(h8^x4|(>6b5>_v`Py9tG`W z2jPGu{GFZH*^de5MO3NcHdCW{94>a*tfNp}n*C$Lc6-qwoua}wxi-}M%+zmT3i&vb zS)UQSbp0Gl8gQDtgWG)!cJ8lyQkU;(7?YilP66S#xBwj7ZUE$ecmc2`>1UXEq%=Ub zYGB?i_(gZBG+r&NeL$Fq(SPFF?6F7^Pub#x{db}&_ro5mvXXv-W|yUH(&tqO!mxx_ zFOSQeD3m-;-HK4~x z?MDJeO*HcQSj8KmuYBa5!*D2cbWVgc;H6ai;HQRzISH*lQnEwAJhm%|!RxKRn@HN} z!}=)fFUpkrW=T5(`1(Eli>@BuCAM`wc<>ngLS4q@S3I7Wc&>MUpeHacL0SUb&DL8x zOyfg#Q}nnVrTxWHk8)#gHN%3C4Q-f5#qTic5m`Vd$mOU<`K+2|bZkVOrhao!xyhUT zmfQebQPD1PdbI$~jD)Hep1Tv1eTY}7wFeT-nK8?7PN*2Zdsqh%aLx>(_3G#PBnV%f zg{{o3dEIcbdKMsg5bdl~|0d+@arlYNC%R-fUUY7mE4@C>mwFa{yI#I%R1M6NKQ?4#U0k^KO@|f}z_iu{tev>cTF>13-fBT=Tk;og9us^>#h43)2fTSNIQz`w4&I zwhfMlVsa!T#MlF2*O=;qWA}}u{yx++(jsG-!U>J4;GO7Rsj5aei9-qC?{f8cba9& zXIB}?ybC5wfW^iCJUJg>@3f+sWY~V0|2ghk(rL(KI;Kdd=~ShVaT&ozM84-z9+|W| z7mT(jXbm4ptNo(@_?gt!jmTkXkSK7L_%gdKGzOavF6-W%kZYXe2?4Fai`UQ!1*EMS z9&b3ZCw`=Yjoo%lNV)U00^!M=3a^pqriJ%~dKNCo$PVz*xzcJ0G;6;4u?o_*-QAaZ zkN#sF+Vou?O6)OG+*v1#M4`lu7|%P9B?5uJ<(h4d8pJKJ)nuk?%Og_MXZZ2*M2_u! zB6f7|c$XuWpwCGz3iezF{h|^sTwk5MZ|~5?BK`{5?gC)qCX)ymC;=X|bHdX=U^;8) zKR`Lvb4PCal)_jf^W2 zhgCR$rlo0&$M;T>8;wY?9wH&Q3a9kOVpt2x-=ap~qp?eOew(s-O3s^ZtUInU&{!}Dg|7f3=rI~|`MV6XJ{m39@U(yqMobZOMy z1t^N}L@-dwTIj%sOR}4KtfHMJrK#Qz6bbmw4FlPk{B6Oq(`m;*V2V<*rz(4qeh@f7 zqgNG5@IZ`kRju6iTF%~gw4QfDtQf6Vbu_x}V5finC~&QNA6{LR`hZ1MWn4L9zk>0Sx zR{iaH%Db_cPFBN2_o`LjG){|(TNd_hp38q3&8Gdiy~33qfm&2mgGc=^_2KyOvAi|! zL)MAIB)z)n68r92xw8eJAqh0V-U4=|tp|m(X)sQ?c*AfwiSJul-7|OMRooff(q~<@rJ}1RV#mo(Bm{~?%AOZ z3sK`fQZGgBJDqwT4y<~`rl!BZEJg}#CGQz~H|{d3AU9FizH+@wx=0OdWPi=pKRwhb zhdyHw_z*(vg9rl0h-Juy#UEe_>W4IWU@h8Z*I&r@1TeF>I!C=%U)Z(}J@b{=GX2WC zWAe&qLl7Ol3fA5DEb{Fk8%RS%Xl|9Y2m{G^_}TUH4_YQc5X(yGO;Ew*pNvfZBmVFK z{PN(orpoy;@x5lLp5{b|kT|`lXRbj%dm*rR=-@}afP@%u*oS8Z0H`s`lnhfErTy0W zvgRuH(R|1K=?(#5_E2v3`5^7%gTNWBP%Hu|ikZ#IF4LgP3=CulY?W6BEAedsPyKF< z|Nd3+v35vQngC>PlWjGi4T%_rTk_j>pHDb5?WuClLRvzsMpoe^dSKpqOlgaB6x;>G zLFU{H1=|4gN<8H;&+tN*tS~UtjuC@25|>-$Cmjd=w;i}+vV#!7mDIEo2aB*^YlLxU zH8aIn`jQ*>3q#*zqbh;%v6$=BXE~#Cj4i1$`2; zc?ScOk%?)8mqrMAWb999!i5(_`iop3|9%F-{kS2TzP@>;Wpy-fZia&VA$2XBx$aeL z;{>p9CYF7$Q(nnmOl)8HEpJSB)jztG)#@LzQZ)-e(mA&b>D^6Mi^d$&-qp=>kS%OL z7C)EXZuByeg$GZD#qzP+uhJZnW}ChlyU7p1r&a{6fKKnHkI_Q~18bfc2R)xZE)XOo z9W<)FCY{=QJi*gC!v0aNIY)w41163;?corxD^=#(w&cdmdK6vQ;L%vCo8Awav30)S z#wNuQusH==N;4KFpz06rjAi}auhC64=4st9Yoi0`)0;QIT-Huqzl8HBTjMoPlb8Th zLK->rbKZ66S$~C=>L8-_>E07J!R=<4EOj(tkyIWil=z!$I;>O)NQZ|T7*X^nR{|Cx zJJjXwd0J{eiZ1ixmK`|%dc3Bk&n#_^&J6TsDB67sy?4apsyf2aE?-fzS_u>W5gGkw zB=?*iv=1{Fs@IAj5vJMwO@SsTgjQ4U5*Ici`^7k?M!Z;&boJsyLI7sFI{{}BUC_4} znq!nJRTja6V`<=1c@2_i0Ourlnn1Ozzc9xpIH#qt0cZzg9NzYJ`Q@`{{{Xr@lnLhO z)zQ!JI#SV0PzfuXG`hN&|FJ=VtK=8NDdZdwWH{7(yOxP2t>7bsjA#mefRy; zK`{AT5;b?FSQ*`+nc54=!;BqCozEvV9{0r%tw1jGs77eOF%0zMebXzbrTi8ERefIR zQh>OACLg?M_#(J^1YR#xE$j33ybrfAAsY)`1}f?sI;G1az`^`H>_QIe0OY z;l2PVU=?c`1PV;<4ph&1MCIqIGxUZKlE#E$OBo%pme>rk{Wh(slLs)7g@d~6+t%k` ztXAi^JhJybopVqOaxgw86H$I)d|e)h-jRKGQPS5RP`%SRV|n_mMeH;LBq} zQY)Ei%77>MSlI>ZC^~=#dRrJnLyKGDbC7qEl{7s(&hXXFkjAy`c7u}~%>V;whP;eh zJnbzuT_^QdbXP$M*;x9_gEscLUuASbA5sylV*F>T;gd@)N(!utRfw) zL#%&+GkQ+XlxCb*ZBkcgT^bR}l@cj53%w4tq(T`sFZy77Z=Kacn!_@=mXI!%JE3}` z_a=UJ#>KiCeD(mB!+#NUKqTntU|IPz_zZOx)nh9!3*+FIx$x}rv$Xs;tyh&AAgF2D z$1g*mQB#44vJ!#oh=4m!>ApD$bRTrDmYDsHKBfXc;WqgEN{=P21#nS!$V(&H6zLt{ zG8g)9GqYC%lIjdkB!B-g1D56)s5dV4ik-V&B>b8xLkM9{ZMPq$Z-eC|8=x`(Xz208 z?I9iB=}bwrW~lI=A69k5n!C&(Ws>}D^~-|Dv46EdlOc;iZHs2eqUTEJ_zN^Jaw0A7 z`#^T3T`gN5IJf*(4N#+I*l+D5%JokEuNrqfi0O6sy$_g(Z;5nUJd}M&BV~M=0+)I| zv`Z3U400U;#LR`U1((x7JwBPlY3s^}2LzE4IM9!WlmYmp zZc9`s$E#*Mm%Fx<1qARWy~S4bY+C8ks@EN4un`c<>x6@BjT!e5d5rj>&5914En4c} z&5`6X{2FadLeey{H1jV1E!IkZVvz=a(?_ccv(UPlYasP^wdv{xH-^g$2w}vv?Uq-s0-Y;e)J#0;XRm)7^ne}_0=F7l>PJbz+k z$Ms19(cRK9grH|Kbt?d8pLqG&DWB^LL5^@IR7 zB^5=Nk>)%a5EtO zj*CI|8toy?xr{!>O&#Mzf4oDzXwn==5{C-hpZHxw^%?Nsnfjlaxia^dUnysEr6@vc zWZ}JTDWhk(L*G)I|G_Ih@h+HQjip?!a=cYuInW@^n+Bz_AGEfps)wlQ0kvH?{6xXP zNQq|2nb!eDs|@`t3-icU&EICgm-3Ux@L)K+TNjHE6WGn?Xpa)1zq{xQg)y_ znHI(sSmhG*J}q-&^s24bJ!@hh*GLZ=b6dqLl||jhw&X?@fHEe8=q6)iKKkpbdEblt z@tTT%4<*kV>!EBb$PxdZqCNtLkL=+MX~3BUw*nhiXWYghov{RhAhi5Kc4{MixyLZ} zY``5V`3DmC34SJb)1TL9-LSQzoPw2!=Hq~QBMbX#hmg=70K{o-gj&DgLI8BnpV!le+3v!emu(09+Hh|yY|@{=Lt&@f;73CXbA2N|5`I-U7Th(OKpH^g4gVe% z5PEETE38hAKx2sQcyqC;n(VeFWWIj6x5d5`_EZAp998@et+W{H1+}E?hU(f#-jMYLq1yL!2 zydW#+8Qxa~g3_72!zX^W#Dh-WKB?QFfTYiI#aAJQ)?zC>pSvA9dmGH%nlV2;gUy?g zUPr#O%p@N^53uu(05yDUt9ykwnI zc&68%^A7gtxfIP;-e$oXL6t84nRz%;Wr`aSnljJt6GMnxu(vz!$) zBJ&FM)QPqN7T0e%basD`;lB(*EL!LiuF zluz(tck<=Y<<^pPCRLhN`;5G0cr6!Y09QP6Uy!GG!_7FIlis?_m5b8*Y=@tS zW`&uD$olQYB_Lm}V2?RzP)5pN(Dx5mZI}NWx#_YmwTz8JV=oZm?A!hzX5aeomHI!Dr6{bosW~-Fv2R_ z`rOeYTgf(E{J{&5a!Zul2k`f9UOp_Z=(6u@!UOA7dIdlHhh$^j=XSkA1h$b#CRG=| zf(EGmHAd40{Wx#Ve4VmmU*M$}9GfvuoKU-G;SCp%=}<9b!A?LcwIXyfUgP4LEbBQ9qb_&mMmYzwC`;yd?% zKc$t*U0Y#i`GRelmmbczrxg8-E@WBI@)aA80uJj9R+mMKrtizLf`*rFm9J>A!O0e# zWm(O4_s@5FYj{I#!jPbu0a!naeDb)}W=tO40|A{Is;-WRcz+HuY_)8+N8>_v1|FCYL3lsg zrS#VOv#TZ~SPQSA!H)Yc9@QP5zQ+5K%|E1cH$NfORbfdz*vO7A-z=OV336-y^d#g) z*~*_NW>{bf_`m)Gb`)a|hMP~>@I0@LIia!Z=eTlyr#d`^df0mKt9|G4s(!><$qEO) zsW_p{J(?|@TBYyVKD<4*%IaoHfb1(5Sl$ocH0C(_-)Z*lpyCoFpj?w-`v!XLl-0AW zBg%GG!xSDt>*Zzx&>muR-b9qn&}eO)v~M;__B@gRnhWmRF?VGbd$EdVgb&58@~eEF z&=YiF9<=(9VXe$?|LokIMLtF#SWDDyYNneyZ^N+c@EhL_9PSJkN%T4Y0ibrEeoMxj z^SiU0r?4c0|7J-Q>g3zJkeHQjmGqWNyZvI-Uj1Eo zL3lnqk}7z4qU(OgdUIgp3V7=GIcez1!8jF7n?7pS@;h~;ufw9?UWabraNoFyEPCv| zTVw11@MFV+iaj=w4xofS;1Zzrt?XWh1Ld^erf=PRr?B~URr}~p#X$D@bF3U5=JUg_%MMyqE_%*$?{yy zl^kdYEXK%va=CigA_ignks-6&yRu4cgzAgJXMaOdWU<;%-sjv zc0#Q#!yq5(Yv@AVo2>&S)jPvQwh@jk6y_vjPx>@_fux$|Vbm%e9_Z|({ z>-Kg`d|PNH38;dpC;$i#H_B>`&6kog>yydFn=Li9$3ll>JHJ^Ce1VtVoazNb)#_Iv zIbY^nte7`EhS)Ubz!mwbNIe#5W!3@cf*Q-^e8$^WiAl&nyD^@$9$J5C<8;0WX~)6Y zj#(Gi@#eYR#ySSb5RLEu4Yex2hq7rzsXRDYb)tLC| zztIPRBHICJDq$4WxiZCR(pj{#X?TAM$cQlQ9L=)Wp{o;Brav`HlB<{T7F`&(Oja{@ zxKI}1t53|Zs`2L>!$_=?y#sa`BOtct>7pzkh5bVJjd7=*b+WovfBC|v4^{nTAHnVd zvZ5!x-T8JJ4G#q)I#BlP@ucaDjVB?oAiX*%xv*>!-2wj^M*JpZ$o9%GwEXLdj@Xr7 zYXh|4vDYtufTN({!?rpmF#db$W>c<)ZWF$PE63|ORHuHl6u2vN6`S_k9s#xUUZ1Io)5vOWQ`*>r(GnrUe1Bz@UK2{v|onJnil%O6N*tUejIZ5X)+y#Q0ao`inJced^LI zc+wDaTtFYleE=P!Z*-BSk+oSU5WumU{$Ax5pQ5A`7l5Rc?P0G*$q)@YO-Jx;(O;hi z(P)NlY&Oj8^k$w#!~?+vT~?3owQaZ(J<2+<5&F>oMYkb5y@L%RhKUKNyqQ}l=<3>6 zYbK@iu2k$kYLXln$&P5(J%V)7S&RJC2)H5?Z(9$_K@WehXM(@|v zAJ0=t)&8ujA%gw`8o0@RT-eU*2AO+X98Yu=)(bE-y)KC0yf;P#Jn2Wi=Z|_|v+Tyy zaC~a=3b3PEgPa_`QWesdKEpCp_fsJsl5nS4h1!Mn1lUsw7n)FKdyWp8SDgKXXrAcj z9O&_WzHj{d!5#Ur?9@e;@moNLm-}?Cc!giN&}uZ1kaTX2_p*0VZ{`Y|QrL3CzSffpN*<#X?E_3W_Uh(mndS!=`Y6$zQ2_lSUC&se!g#`yG$Zpn0>d(>;;BB*WV*`D+u)`wiu*?{&MmS)Qwe z+QnMyf~O zZQ3MPNR~K%Sez9K$;wO5`db17VHVO1AfsI(Dbido=nOJ_`myO}PZ+Vhi7#BP37lZp z0qaX71ih*?IgXp*!A>8!p1#N;p?|d-r=y{f4Uwf1l6-u4L}!KVz6itH2_bsgJ)GDx zMk&2d02CkM-p`TqO#I1{n02pUMQg#=xA64z`x&Z$@mEvIcP=M#BtzpREf-F6=HKLM z6$0JtechH5rAL$95|RuKVi#qI-&~sjb~?z8dth47x6*E?A3?z^x$Eo-IyZYrcQrmB z$v_IX?Kdk)TBG$D{%hphzvdIE_q=|5VPJ)t3xC3JpUh1^=Bjr6oN329HpuJ)rN#=z zaTCQ0oOfDN`c|35P^6zlKwPJp^q7^{3@FA=ELVIJ63PLQ>dcI%>|o9A$kGJT0Y45@ znZ@=J6Xlkt%H_~}jKMU;ht%<`z4dX_x#Ud;3hR_l}bs)tR?|lLm&F zo@3{}8`p;2o=H$|RFO~bV=ccOe`M;iMQ2ur#_csrJB-%DLWN-&)bxBzfg5$)d@?Bs zjOd1pm0@Yb8jCpstp1zKX|LY3`W*M8unOE=6ug-Wn44dJquS?{4&@--{bQ@koAj9H zh@@(pKEAyp>=I}ddkg$+aLGDElPJAqZySFik+vV{%zUh5nPm9Vzq;86A=i@-%+Okt zlUt3#S5Cy=^ojjxJzyf9JC$UJoGdVG;($n=J<_t@DMGY(%`=@5g*5GLIdHR(d0YH| zU?zud_F0YmU3riK}Y6HcHzE3fI~;^BjR zFyH{=?nNyIt-mBsFTDWGmxNALp8nT&Vk92OHB{M;=%!$n!LlgzlT1;W(m|^ZL{rLV zZ97+$tvV6%keNS5)*QgkTOq@EAex9y`!U6jAKPTK9nC;kb| zxG|*b|KQV&C0>oC<~?>oiI=%r+6zSxcs60k%=E!)$K}}hyts!OmA_EMvMurp#g$nz zmxafdGwt+#obE)4ILpBD81<4-Im>>!)5@Rcl*tiM_XK!lqz#DPiRT_ahnmP6W1h0Z1joux% zs@okajkap}SN*#9!0m9!cNZPg&&8ORpS(V-dYTzb)Obc`z+=Iq8_YNezV7rki6G7= zMjt*<>l+>~9B{#-Bjqj)4xN;tJI= zuf$3IJ7z1W09Ld%+AlVzpKw~oVNIw#C?i=IE(@j*4>2S(6mOS3J!U8S|?cw?x;>Gfq z!-#qt6G8wz0fgcLt6DldsYggRQgzAc;p=e8p0U`PKyT&6TGSe5iL*@c7^Ym^=?;&u zRjdH0iDxZ0{)Q_zknTLH%?yYK*gLAEMg%?V#V|x_eCkjZin+4&uhb10Z+9bqhrbYPX&*?Y34zkb6nmNTV9Nu zx}Ao>rOKz3&l{(*Y+h_{#T1~#s*i7!!}j(7eA_-S5Fh7+b}>=Ji}JVqjpy zYEaHlr$&rnF1K&7G7<-WkI_l&lfF|J+ z3gr?`Qsky9KpyG{-|Fcmz01ge;POMO$UtN0l>2>|5m&BGC-LezuI$e;B~8E|^T3#6 z0Lze1^+{l#UmGa-ggP8h9+^JvrlFy4o0$L(T6Uo}zT)aN&x?O|yN!=4s$1cqQ*Fis z@$zP2#v)~uC4`nPy#>hT7F|DNJ4A?NwF=1Co2KZ|Cwga26xL|5g9Zx!QcHUsa!Uwy z%`pfXH=MpfesQm%KJ{sdAGQ$2)h*`W`nP9YmV63nyRE=^#MM9}bABS0FY1>O_?W~^ ztjVi4;sWjW9wfea+;(O+7%Nu;KBil_6X}NQ=cSa+^hRd|k7XX&a%RhF|ASZUbo8@e zhD=VFLXWuwkPpBIcH>M3e^o?*RGX%+j^Hvkmm=3O!7~1O8uH4=hiARKh1q{L#Hz?? zWz2B>s$*mNSfZDo7*6-6p}8_o|8zUS*g=YY9+{_5;rk*?-TWEDySe`XO2p86c4$W^ zsCCE|2Tm?FX+HCMn%eL%ng`v;I(MWfbBe0y>1Je&lb7QwO76j7tEE%n8=2xT(VP_I$G-va>Q1ar-iFw$%No+HLgC zn{bu^kCq?ZU*h&TpAKvoo@d;q=2wk^?7>4^rWC5t`p1{c z^J7LC;81Gz?-b!Py#+@$cJrg)som~GMJWbGh=}G`(#!^Q#+k@ScAp#`QyNCrF*jfN zYWkjmd0V&Dqlu|dh8a+59>X-c{oZIQmxrCr3~+*_jkg$@n<_KKAIu7C%9?@8E8TKa~9a`4VhCF^h_n%47Wor#OH)I{D$`?$;9mDI5boZ!2A_ z@}T$cR~v8EK*I3>{jer@4SeG?BonpT(c?6cm#er~VGNwtS-rGW1KE>Zme(nHvX>-c zpU3_LLE1Y>_*X#*gO?_;`(P`ZDW6^FJ8dn-6~L=3MHU`53&U)JHYokd?-MD`S!B_v ztn(t}lIZw=N&X)8Iq?I-Dq8bM&0HpiDwT=ft+f0t!F!MC?7=pbc>LPCw69eWlLRr8 zJL4Qoj!+9pWzr2GHoG+TP>!?9eb`)L}UM0d8>a7g##~2;EZXgD+V?7VR4C+!q9jI@!8a!AeObd z$8U^wg-f+@5&VIyHrODgVgvz8Vq^$llv$s!Gx@m4>uGKEs&OhualeKIVfX*5P$c9l zhPljG!enbzSj2o3{0+;Lv;1HY*V$V|GBS66c6Z>R9;Oe*eWcqvMRu3C(uy<^z->FF zLJYY<>XGej(e-yxXW_p!ePL+akmF$&Q{>~0Y=f~C52C7ztF59EB&?0WG#5jCg&ccu z!)~S6s>1;%S#;oNti(2v!;W-C($9-a9UQbE3bUZF=CN20Q-bfzRKRDP%umU!R=>%) z_+!qqfoUlnVU-1_)zb9N-xi!!sR4lpCZ^Z_D8M+H-bsYbbFwE5HRdSu!!xOF2o12+ z*@L-0;H}DY0~zrZ8b0KI7YjasPkG)!49jPM)1+V8!>%A|Nc`RjxOg=nEnX2 zD|rHUaK)4_DT+aFOf$6smRjOUXVv4{I$)yItHgfTnyKyno`HUHMHCeWEX+Bp_m1(1 zHibV9U8s#aK7nl5x?9W)sqt`;lOmu(X2#_0!N#H_Q_8~QM@``YnmlA{g>tE3nlvPm z&1o)&m0>hrhoqKHIvM)xj4p7co`1Sj@Kr_{jTk*b`CkZ?u{Gs6`@GuyBKOis3A(z2 zN|%Ly%Jb+Tx3yf6Ftx$x{vOrNTW@n*o2njHhgVC}@x0o$!00BMcMcWX%o5J!`s309#+XPO+e@q*{I zov{*jj9RfoM-1D8UXioC7y6{CcQ@;y%Z>b)V)^pq{X2F@kG5h%hzk1(x8!T&oMeOC z22_Msj=g10Pod$295}T=+7H!xv!$BmTs16CJqM%qAGk6ytCudE7apaFl;FEKa?3T{ zmvOP;Zq`zk&8i{0y~?u!m_((Xv~s-TzDtrd++afywU-vf?+Vo=cWn) z6e{d5R=$FQmAZte{mJ2DLu!r!Q5nI##Ly}AJRVAahWZ1~qkWjK@N}{|9|BGhO&&vv z6??sJAHUS1a~{&Nuv}qs7EYg-CvatMs69l_a4ZL07)b-~OMG9N&X#yyRBix;A4?!& zW1rbd?yVL}FH|`HY@sSE?0_ek)N3Xi8GMqtUf{5;kUq@&8XBvjNFq(!F{@!KW|_u; zfyje~8EdJ$Sug1z0Yyi`?ECJ+6CMRFlHahwrL(8(Atw8e5f1^GUR|m1(TMKowF3|G z_<#^}JL00Q&V+ov{kTkW!`plA;}bu7kIInU$M^gWE=xv5U{gH2DB93n4Qrl8rigkl zw{nHzNgg{_{fi|##r~HY0ALdm2d?d0ufot}xw6blbiPhZm2L=1;Mgo&s)6Zf+5WLF zh}ahOD31*~XLF>{%_yy9pEOR0$haSL(n=>@gXMKp7*9Ux8AF1iwb@P{P{SuS&%UKR z0!%!f77QgfK#VXt5pLiaEP5(t2Cej}WqQHLj9@KrTNq|b#5 zRp=2n!;5xWV`sK-OnLgF%axUCX3jlacF>|+uZ`r%t}+L7C=D|&H#a-mSqUwmZ5?UF zS&M7RKfXNj?c%Rp%)Se)`nu7}nwP>3jCkY7DD)UeD~NIqaxDW{iA==6jfv!(fk&kh z_tjUEi{7oIIJNPv3J=N&2?aJHfj>+(oKlGofLCK;DooDwe9jGZxUr4N1n0oEEvOEU zf)85k0nPft-fjwigHYwn^pc0x{onaZ=9DHU5<(I$wMEuH#nROw5M8s4s6VxkxF-;VHHIQ$7YnBSRl^AkH+-I#4s zBp;7i?}ubRM-SBkgz#kVHeElreu%)dv8Elup6!%i3udQXiX(D&;Rt9!!hqENe19>v zpvOJT&MaSL3nt_?dZSkGr^8pnPCWLO#+GjZThCMGI!DB3$?VQ+W6=rLHxXZ=6v z_Tb0)uiIdZX3dukkbmgI4fziT_h}k3S!A`lN%-~yn8t42QlEIa#)2Y_5a(MWoBx07 zID7m^;Wkf8BpB8DS8uV+Z1~k8`~;X*@HL$Pk-CE)icA^Z{FZH?(E6d9{{6ch(OjIf zPNjwu0d;gR1QS{?Q}RzKDx?8#N@v-3Fz^=n_Z1?O%%M ziS2To(7Yd@6<{#}tBab+H+pe>-&Fo74-{%hwPxil@z(V}G}Yf;%JW@q#Cc;9a>*XT zt~(C-wb?L{+nvqpT1pq*|Le>5?Jkl3CLov5eg?Ze$lyO9dUrF9t6_qIe*UVwllk`x z;I;PBTio-g7s#l%nL}##6yLCyMN}B?zy*H3r8IBG#cM(Wc_*7&#KS@aq1_!0 zCx;*`(@w6OeW2}l85lDq)?}LRR;wc=2|^vVuBsP{<_TpF+_nt{K(m0bI~gMo9n~e) z@@-iGin-{kd61x4GPcXU))&MzViWr+95Ci&%ec2; zW2pqVMcNxR{v2$G2t;Q_r^$S$+587|-5x`ICVMj@XFkYq2I%VLC%b#(h5~3(^7VF^3|Zeauyc2{uhAt~ByK0~x0e6T{hF{+kQ9DtPv5>f!zF zyK9WxESK@+OG*k^6t6)LAQDP{P^(renbI4mlrgNX#`QMQDic9}^n=hKztuBC5>_0z zJZ_@4?y`b1`KifV6r zD*5V2vg#+VibAxn8BVC$ zv}as)S6r2HqpKx&=lvOA(`rBl_9X1U5oI_WL|x9gE=ugt#Q;g#k+4!Vai{^nIZfxi z-L=iD4)ee*W$jZoV1V?1=*QaWeRzLkmpT1W>v+d*2nt-!-Y1zn)?%L{*4k5Y{-Nok z#2*^r24=`LyZ6fvG>(_-aw?8a21P2eHATRd;c#$SSs0TSf@4MJ2&bU4URn6raS zZV(eGH^ne%Smjuys-<@`Ut2fJ0V_Hi<&vfQnWvcncQJMFkw;aJZuYL*^VL`=CP9Ll zo$iadd##@gvR(td5sSuP6bii7`XSXo?2n%Qe6QMMp$r_h&>OL`#lj_^M*Kf3u--W}@dy4Mb4%Tb*13ZCr2VSij89=+?+z{!}P>a6Xz5=TT5%J+bGS zE=g0-&QltNxH`mX`l}e%j}WuIFw|VH?NnPDOl4VlW~Lb5Brck^>+5jjG&2p&(|Vc8 zrC-ooY38MqFAM_{mMHVDJ`pCw@C`${FD$wTN2vaF$n1bJAN;Gf10GTlyo1&Y85O)3 zz6VpwyuV=I-?dgzpCmHniWY1|XH5u(15rP$7*M5y3q-m6uForhZCw50B8b zP#!&hA2?{Rr!g`XtPO7`_`nWkej-8C?mck2kUF5#hxDq1yX29iXlIXGW@R@PT=YlA zTMyp*v-Z<$QZGW4iM$xh(1QXBsW}%g5I0C{{c2+jn$WRa8PDtxPAUwgx659}dG#`do0SDb|HQk?}&Pc5k}xvj$pCbH3FXRqnQwVC-`J1p;!J+iI&sj#d_$S49WCL`R>nA-Z}Q;rX)p; ztLoFsHHd0ung@^2>9Mi)jvlN}fNGK|vjskwyl>kXJM+L2)vi|1_ie_M^&IvO0`1Yx zVU<7VCYF->lsYLpLhlKC%RZ>ZU$1Y(VQV9@AQ`eer0L zj2Bn6065Cf`g27I<(}WQPV7==l|i}`t8>z}^ayGxgwE-5a8_0*ZUhqC5dyHeL9TpiJ z<5I)#nEs%KgJYB;M;JTMql<>TIhNz%Q~f)HE(5QDSy>4B6j8=!I>1 z^H`3dvOfNt*u2g7vNvZY8J)cohMk6PO%n+N*L>vi%X3Kp8vvU>+tGpaEeLwz_QPP= z-571rO?Wn4E; z%=QVz3iTm%L(?pyHdjn~zMV}A@nsRFJp6NWkL(5*e|CML^n2`&O<~3%lc&)vyxASs zVMG%kdH95wm7zI$yHfY26esb#+NmQ>$v2y-wyu(PeXv$$_gR1NWQerVp?M@lmU@H> zTbUu!xo)AxlL$*Q~Y-S^^^W|OUeFY-N69~o{ZN~loM{tyvLGi9*T$8e_w3! zA7ENJ8z5KR+_wWSnafL+@3e81-(a8ZY-YBvsni-gFVNt3kg6L z$?aX|NHjAzyQjnCHFR}*Hh(WFnsp~twb^5U#aT7$u7tc%NlfsL$FG-{K6IA(%p+{X zapm6Qz;_J9_XBJIS|_|sG(@ndfV)0HElSQB16I7=V3RelVEfSKxv_}}<<6-*)kKBo zc0F`A(B!oHuDbpdPXIPL@EKw@Vu`KQx>;+lUP=%T4xkJ?3YLN-HbpuId4X@Un@_Ur zz%GIhqaWD)g4ZBYWIWO}SE;i@2W*R7>#x?iw%(cnz*JtO`TqN|;oi3FCIA`QcUvb@ zc)|@-dM@WCN3@X45a|TebgDpF2TcXAD=T+*?6>=cOM0u=ETg`ybPhw^(L|0YbU&8l~g+`Aj&Y&^S85h|u z1Lz)b*l*6k&Z6epi8T6)iO62HcT|(+=|A59s8FCfokev}P3`k?iPvwMu^USMtWW$3 z>C~}H6}UwodSMKNaHetvQKlg0+4hZ*T}OvF^HUx6-x(WnztomtvT{i^m)KlK zH6zV!N~OZ&(kbmyZYdj4G_$$oGOXNnqZE!Vle^pwP6>sKB_y|`i{I~i{((Gl+2`|l zzhAHCQxlkMy4GOPlLC>z>xD38uOam_b8fBDNlMN{*K_tEjKlwL!|KWbr0Bj^Ljo{K}S$hV`HYhqdtE&~a_W51H z;}!_=8akhHCZhf04@W{Dxab^r?i{r<`k`OZ%&?|vK;(<7rYY2NT%`(L+xk+g%d~jv zSybsp=F01zSNf$-9>0meD7owsSem5Bfzv%rBWcx)UTam)>Y!gNHS1+VfU;s%5<4EX zl$ZEE+o{;Nxkfk3jnm!3FC^p3s*z(;a68Zea^q2tAh_VA<-U~={*Xth^A0Stzwn5K zDzAQn=&k|TWrgjXzg%hpjL7!6dbJqpjGs8SmtY6RUBL>_dk*!^d>Ec^<(J1&Rs9~p zFC9aleHn#HbV7TDlB2;Z`_*;Fj@dPfu__guU5`onJ%6(bohm~qvx-~o-7%c)p#i&m zb>KS$x_CX-LMu98djOUWmTI+#V|EydtT{^wBRnMp z#iZMnOS{*%F}pFi%vaL^CF)Afj@%^SNA4(7pzGb#e&U)Ki5sJHiKZZwc1v_pp5SjFW}cX<)pW!?!Qpzkas5#rc8&UP{0kdlsjbu{hxcqO~p=6F~) zXDQ>|oM*acFILEXU9zW6UWouEMXdoRxrnQk^Y0xV80p$b5yX>2H0Hx%I6=wJ#J^6vEm-;K0oCLgeb7qaV(r3yT-;}4C8G}- z8wORfWl923tI}ZQa7V#yHDwaUidW4RBm&{dvd@g4rsCi$;8Vx4Lg}q^&Aj`wut(vXuGng&55ncJ z?OzWD_ROwd4YPmyeuLWfQ3yuA0sIct^1MKszk%m~(N^4gIJTgNCu>lO^Gm;zj>=wW z1e8|q(zj23pn5o?g9MzVjR8oZCkke_5pHyEtJ1%nz0uk+LseZ}P_5GI_*f5#D%f6Z&a-b`0izm*DP z13G$$r+m4P@9nNJ3lKIqb3Fdft6MK&p^-kPB}nM+KVib~^Hzwj&I7kY&xh23;_CBB zP}Y@TUi|o8T5+}ZikF60{baP5ofn{{(scIF`tFac?K|x{`W`)S*^b2iG40~T1gGzO z{mCu8z2M#e?}>3i{<8>#P)^~XdbW7r+M-EB#(Pk3b7h>r6Pe|%JqW@;+e8I-$St_(PO*5(})rG~GBXSahEba00y9SH2?nQA3jQH7Pr z=-2Ha&}80-aBvJ79vF@6bU3j+0F@$TI%NcV#Utum9PfS;Q zg%|e$Fig-y4CR7ZdP!yH7k4DM|G7G*0MPJ#5B8Vtj(=}Lj-i0ObBL@#W#6jMW$)zj zUPy0b#D7{tc7Kr7fi`QfkL@M9{A!2?&nhw zBI$*`0J5|i(O0I&CV~t;dn<&nz@vf0esd7_tD4!I#Bld)KYi{9JO5Sxz+|M9hWdCO z5PCGzbcC=Vkf-h-y+L?wE4=aOg{!RM%8u&wk`?a!f}|fL>DUpV7B5>vRS*b0P?Xv{s zQC$<86{5J8UWm2(vMWOx+Hh;l;@^<7l9{ij1ohYweqCsvG&r_^IrZS4Sm3+Cqe-tVNxdJ+gO$-iVoFo) zAZ}-q76ZHlUn&UlhdH(_-^YvW=ttj$p6Vq#qSH=vKX3SjwK7s#mvsaqnzG2Lp>M`R zUWd(vB$REDS@B*ige1)sc-E_WEYy|@%sNfia9;|1f-|K=)mmgFB7XH}|Dc-eG4y4O z@-#s`>5H^K_0h#Hp7Del!6A}&ZvThrh6qOc*PqHKVpLcc?f#qC1a>J6b|O%hi(&hl z^mi49G%M$@%w1Da!dxv#jNq~muI4AGMrAY{QE)A|hsJzU#K!v^KTbeSm4m~Y+@$H9DV#L*1=fV+U)?Fe z^%!>z2jcq3FUD|}ob&ZK+PA8gWkH@3#^m_RGnwkc5#_nhgd5gN z*_trFOPr~vJGwV|X;)1N%D)IcCQ9_4EgIbCbvkW%%g^7e6g8#<=4vH6lmg_Q#Lt8; zHUn5g+{R-Y9b?-Xw+qNw!D=zHIH(%Ay6^+ckSyjDJemd5JU(vu$4NHFpp_NlH1Bkv z&tP!e;w@vb)^H4dI-a%DC&K@I-)ZFoq|g66(e9FyOygS*=3=HBv>giY{2ZDiTnIKd zwnOdh!Lt#=BvUp-JM&Ru9T}rzim%oAc~(5^9p*gvpxxDRw%dk16}horH9Gs$FM1~c z867DP39}Rgg&^8bFw%(t0QMXq<$c4p)x-MP81F1C6NG@z33*_C@@?6dDBHv2T}KEra$snWHTD6{Sm&rwtK0nz1RJ~;G-WNz@FkU zziisop93l?X_;HS8vzM?a3FPHw{Ffdjc7CI6?`NIr6>B30QwN6G4taM&Int7`P8K5 z#u*GJfvf!EE$8nSA6sQL_W29r{`+=$1z=h_^}pJ#%&wL}t^O8gHf_NtD)kWHS!m?nqFrK`;xY3VPn=ZA-_^ z3ez^spLMl@B%mU$fpz)`VL;ZZY&a`hrXY9oY`u@br9 zuE%hearRz3c#@(O<^1o7r`gd5R00n1aiLEiCS zXR{?JrP`qSH}jj3G2XH74guNH%Lr7+ z9O-P}hnfX~(()5_L+N%_Ld5&U&BTr6DZFo5eKB~ zObLqNakuhx1>azCe_K;Nt7^aW7EAL!(yMa1@uwGJs65b{m{|ZlQw&VDWGZ_BDWZAyi#ud zJ;T>b7X2#cOtHOtbl=pfK&I)PB@R2TOD9bMO9a)&tS_*6@2*4+nDboG;QI?$+Hp4? zDjMys-*qw+-(;%_0$%k1Et-4f97#^^Rpe;AtmIpnxoH|2W+FQUmWKr1rw?|*ZCHK! zcHo`EB;clu zZs`j@=ccN)dl@IGY@hTraePcdE5*42QG&#PI&`GAjPa`;L4=)q%puAMhp4_Q%ZE5w zhnv!Wo1+*ex6yGrTK|PI6AcX&X*0}IE(yz^L`IbEzB2({Kt5v|(yj-sf1J>H(HzZO zzUDWO6oOf)zSO7No6BA?q6;L@@{L*7sx4o~Dy|5=!OQ0eO2!C(9rqWwaGM;VAD#EU zW1;on0F~B!K`f?bEV^i!!{GEj6nLXBW-dPp2TRYTri&(W2HH!lW|n8|{h{ziB_ka# z3Jq9AhpY(U^jhi85$m4=a5MPNhXiWHpr@fk?JRMy z2RN`|Ib%p41iT)$5PC}>qZ(`B@-=`s@2}XdV|5G-Rf5_@&)=uaIoE2_j8!57mKHoo zjlG9)P1--!@AOK>$iNi*1z^NKoCq~|dG5e&;hDyHVAfNH5?=V}b`&}&o`zdY0Wy#1 zE9l$+mRg+%$6cf)1}|)SQC5%69WWFdiWb4;{i#vnwxnLXh9!lADil%nPX7Sd+=g;F zrOAw*va+C`qZtH=zXF`Jd{NuSBPp3_NG)eRyZ5{J_@KXr)7V zsR=}Pru+=S4zx>Th^Myz<#PEf48F9FEIKOXRF;VlvL(bTpi~3SL%6YcT1~m_bfRx5tg> zHu)qe;fI=0L&gin`|=%c(kEa|V8brf*hOS8{>Z*9|9O=_u@_gd{G+q0FlR31udREA zK#IgTxYi=cT?^=w2GM1@16esw&T1_DTwU-~aeq@EkJlaGy?JWMMfexF`n&lF?xA#Y zzgOhG8WHIudZZ3fm$RFxz@;9n;U!GjRIm9O`1p(V3NgxZu-f=t<(D2Uf(sWsH2kEf za_oN8Oo^)E=t+mKAd!L--h6k$U%3>Siu}0Wu?^5?gQ=FXZ9by$CjC&<;Pn&=KjCwU zhfENE+2u&f8e;Y5(94sF$G7hvv%_iBpAFyk)B9kP?_y@qGoY6SVtz*j0!zTaU}%8V zvi5pyLg{Md9e&!IU6ZqOp5*l{dcITzqLtb(LIPe2Nr9^4Jp0cU?P${xBAK~Xk?9w- z)zr{W4I(a_D&KEhrw@w190`i@1cjV2N06ko>pkhUcpv6_&)#i4((3W{Uqhpv+JHTx z1%h(A?=Wxt${?;PDlIU5G{1~4Dvzel1PMSy2b?UD8f8A+@H|wBG?gk!Vt~wv3qXC7dS>(^0eF`DM<$50!Mq6TX-J z4>*Zn_)e^9_W;85?OLc;Z`Rq zM8G5)%g2^{wZjW#OF0i`A{5{|?({0-bX#013%c6lVON+(#!{EFk5c2A{osD9nFK*E zz}eg*uKb&2W0A1Fw~0B~fnZg}f2!2DPe15-+gD|9lk2tja5|(3qgxh6p~_b^^wO*c zUD`bMIYdnfX6~-|?JoFrvc|jfyHM`B(!mvj&)yo!{B9zgo>XR>$EW2OReV1tj>3d=|f9J0mL95*)8X1Sxm=#+QwDf3=7V& zIEPX*FKC#^JGVPl;xGLTF|cbnn&FK@o=7LPORJDj0uN~u*);j_=Y3@|XprgZ-qX1m z_x3(me-y7mUpP#Ar;`TTO(FqxKMO~@W6rdzy{B72;E8@ahpr;vg8N?eD%UVl#xJqET zA$aYp!*=4nHu;Iwt|ibcBIByg=Q?}$O_HQpvA2r+R=hQNy16TTAGa*@pifo7b2(rN z(?#J+$-)BvS&6*v4_Wl|EuEJ`-(z9^G5dZ=_c zyJud@jQ4OEaaj<2FMHw-sh#*{4!TtCn)#QtcxDu?PM*hVJfm=hSB9>n_cVB5+#x+28H6wxCTAjayGU>X&O$shT@Q9TKVHFay=|-pfI;#hiYr z=wRQvB$*h6cv=|0^|8lE|nT0wNF%Vo{7*hYtJ3K1#H%<4`>e=J*M<66>jW9 z>~T`F&h^V{o0l)UIiI_YhO$hDh5~Uw*j7#NbSo7({h|K5hQracs;~GB0utJkuH7ZZ75ebB0C%4*Rtufo{s17}U`Uaqm+5WBPWWF{gtFb4I;>;@3C2`yu@Z*Kb(mSTNUAWvZLm=-6i~8OZ5F z9}S*7_HMXe`oUJ5Hqbe>7$Z+@5oThjy03?Ou;Ia1pYscE=-X#bJ6~=5w(aHk3b+!> z3Wi2N&ZB~KKK`rH65{LQ(Wnb4|#;gIY@Vick(>C4fv;yOR2Osym;M`DK) zZYfE^prqhV?@RVyCFxhWew#aJq!`;D>O4dqIY=S z5AyGg6R9ODzHH8v4ZAliAoVe@D2Pi1Y^QfpR)7O-^d2?+nrRKNMo@RAdBdALmEMiB z`%y-0+l3olNa{6&{0|5wz1vrtF*u|9249i0%xqJly)bHFMdU(*)_)G%#gqr|Gvjfi zf}(F=wsiN_V`-D(OJ&<4g0#ryP3_*^IMi=3E2<3^C!cO%BCM(reE|y@hgN70e(Tq* zm2Nb7_*VBSYrOPN&9VHXbZyb|09iK?wFXuxx^ujmR=&briJU~tgelseOV6Y8%ve=q z(?Wd3d$Ai0^(zmEKF}5gH7IwD%#@lwsZ)}|>cest(w6qHNyxlCk8#owAmHsPD<~Yl z$o72sp6G}%Y)9w}rQnc()~gmU(Cml`>X#mH8QLm=3Mjr>tfLU;(_s%i>b0-@98Acb zxH^IRlp{NN0M+5rcWvDDsFS_|r@TVncEEHj#(%&CxtrClea$Z@54iRnb)ipaLU%)3 ze(I3>A8_*0%qt{7+G!;th?W!s znFc!Yd|f0nBlr#r*U!4>g!$+)ixh8vEoR>vQ5keZL1*-D$`x4*UxXBYFO!p#Mk&7d zm3K;%kc6Tp5TssH%&olp%8W$DD0AifABRkDcn@(`1(iFa?QWLspzrzn;O2S8*6-)z zTm!A^{W4x5fmNL~o!{R?sF)=uXp&Kzweq(T2zp+ty!@PWq6+JX{B_HTj{7_BkbY(XE^1k@e$Solvaw|1m^Vm-h=^gs7#y?a_JL56BCwy`v)$1Z1Za>9!MFs)*J`3Qj zNI#9*V{5D+<+u*Ji)If|k!w9@43ld{FTBe#NlbS4LC1IrkA)Zu1zbU}Q0r!Mh~gl} zyO`O~FxrQS6mHSuMoc8>Lt$CBwPGX&>CRGj$4Jut;%{NUa;OS1kzb4eO@;2}uL=E^ zOFDc+o8QehuhsU?*z&AU>k|WVr*he8UNjx0Io zx$Y>v()ArA4FuaPi&1nIL&hc=4@RDHw8P?6>;6I|f`%@IsRwxbO@h2Lsvn}Cc_vfL zZLTTnUV=Gx1}cBhK4h%+egx*yOOCGij%7G%abYfC6Io#g{(VC|)Bsp|XJ6YhNikJ` zk9lcT+75{=KYS5!C;khl^*qrD0Jw6fx~Bjk9jOEdmWLAiE2dT5k!{Q$gCDlzdS7>) zNp}=)`e-@zAW}DgHSJaaZP@X6wwUl@mT@@<+BVSw^YUu7o;Cz@g1eu9c7d0?Um9)H(y(ZJ4W;#L;Q9q*xm8)2A4De z0oRz@JNOS_5g_h21jzKkL+kN<7hjiz-o6OMtOdrEqEFS_Hr9fsmh(X^Z8Q|6A=*@P z$61`e?6!y!DCoROJ(3to8Y39s;CU_z*q>sh|L$7cu(SNktY5-q03lgh@C*+eZ!xpp z&NIt-on!(tWwVa#@~HNJqXZynb9uQLt%(vdy|(yM(rMF)zD{{SVZVm{ie%xHGD1!9$Vuzs|^@T;kwgU#)6k>zz*FM*@Ety?G5Plx}6cJ8y zaChY+(618%ox8v(l3evx-NrN%>&p&ZrCwWLCZ>Zd+G&UDEP;1Lk&Kw06i^UKh@1 zQ{%xDL*w@jnxmgT>T;#p1cYUMX{K1qrI{mTotN+LMQ`^%1Q2^C*}e4N_N$9FGkRcAxeYc~B>F6(}(==S-|g29j(i1UfBV=_RZ;N%NtA@A4Kk_)~qN)JzfQ zWk1oVb*Qq>6-Y!d%m-5B09vhwwAa4V3HP*H1fHmaFDF+NB4>YiS8sJ9n9#>QB{AyJ z)gm~w`~(n|5G?;vt^@cfFK?r_rO!TR%C_ijPAlhr^wdL`(d!8G-8(YG<7`PDKm+a| zkkE?NvT9OJvCb7K`j3I=fNN)iI~PDdh71pHV7Kh70sIdzJ)nYg`r6*jIO0~KnsoNV zm{R<`+H>Uja0ady(0H5rY;~jKXE1AL_T2es51`llNY;n^>@5p<+%r~PSF3Zk;a&$s z{XXYwX=+0G25DAuuA3!D*?emRsY00LbNgYz()_wd?^3e7oZjz6s9jrp)2gR_v8~^9 z^IyOSETAPqktHG@n|yiesRw&cDj)#&m**}|TPC`p)W9M}Iw>RkpL9|a^>2RJ-j>4h z>P2@|X%0&7v;ajva_rdc9zBW_&3v>l6jJdOVuN)QRUYqu9GX~(32=3N+!5?g$y zcS)7;hnd)~vnywt+hKfrNMVVt$?xGDFa%(j?FFsb@ptbAlC zc2mSGQk(OMaM7f!XTog%e~a^mFxkL6w6I+HrA@Og8PIm2oMPr)Xfq`cG?uZBJA z1$TR-(du+1yYHO0+Flw-0#5P{6G`6N4Iw~7%EbBQ~ z`P&e3zYC7a7y!rb%=LOC=<0Q<2GqYQS_LLjq+wsK^g|hrE2=O3qkewk*jRr0mD?~= z=A&dHd@9l@zy zAgFAl{~4dOMdi8g=@8Rw@~W?$E{XY+P_5&lbC;!u&1lwan*A~O{I2KiEu71CFEeK` z$&k+W*uu<~OqaAh$CKvOh`{g9Qs!zhXu7C#wLJDtlRw$6>VP_S{1xYt_Usq7$5}Q* zi5#T?IpyOw%}nSGo0blF2oLZwzpDU{zN5TMI=Y5WJG=D*PUn%m*PbHWGHPc^!GCq0 z-s9YGoQQyqK?w@631B1wUn(PN1C123T~#O9Yq(0Mc=Pttpdv>)b-+o?bJwPsl9zb_ z9*k(o+Y1=>aP^oIL+cr4so=QTTrwd}dlgx{9z6*88IPIiRh3;O+)%(i8 zsz#1y2PQsLN>vLQ-!s>0#8Pq5%{nq{ij&qkLUfT%9WQbP!qUh3)Tj;NX7kXJf7Uyi$e{jzdz2e_PC697`SojK8?bq(ciLk z+ulwgHKe;HSmwidw|Jwut^03@A6l=0pMoyWc91F1!IW^@XPy36Z_c`H#0wa4#>C`K z6c_CI$BdbrhfVT9$LEP@gkrlb(=$I%`J=_vteVa0ON#_$^-7Q9`P%fn>tmMm8XA~I za2}%1y3|$dW)oDw{Eiu=x*ffgwBfMVogVWu?};ApsJle) zZEG$@jlN(2L1E0#BrblS|p`X1!$*+VAsN&1`wR$QNj7K_O(@AqM_ptUPMA#TX7 z1+gT>MCOs*M!UUa^-j5Mgzf6$qNiF_uZn=%ut>Kg3aga$yPSv?? z55Z7@gwD>HV)%4t8*|oGe!f#5-=X0vbNp6pi(m?MHB5=z4_;0=bswOdCGIMxgo@Mf zmG1mZYTdWP2l5OYDkVyp*SApy`0YOLtJ9 zoeL7d4eo^#MY^Y{vzymj{W(KLN12rJmRXO|g0 zp~IlE=de78Zu=lwtCab>O1r8=eO3_i-(Cs2cs9*HJO>;=J-p+Lxr`8%o+^oVKCi(2 zACP+Z6^5sg(S-js?%vB!vxR1hIT4_%Bq<;X1dh&))=heuxc+nYCj1dbVLNp91>gQk z5AqRnny-YeiVo`2&Tgd>^Xbf)0YU2Cmy}<(0bA(Q}*o5zEip zC}@pvVs!ftN{&oj_-K(&k9nw>Rd)*m4mLbsrtyuwg;Rxw5gXX9EjkRCLjf`64tX%i zR#AA3@)#K8xo;Vr-303=-a7xMp|vrByv-AAjgM@C7)!0G?qi&oz#T!2RKwi+k!A8tK|CiEZGbNyn%o- zQxY5u{tfv`DmQB(YGVtC&dy$QGUrM97*?lD5E0&V8WgWki4^}D30M<4Y*OfNq$Y!y zclmv;xIIaMU_*A+R>oHj((nemxuiSwesF|+`BUIvmE~8w)@`MdIlqDjhWt@LYr~K8@ zQ!fRBMb8^YTRqmk4!{VQ?T$zu53CIcJfPdcA?Lr^nSLy6^^rB96vE&Z%Nm9|9icp< zvOSF{&y=h$&#;gUT>yjdB`gxMykJ285_)9GIUAGFA6Tf}6|cg>_eKe&-Sf;7n){5RgvBG9Qn2VLKKO*GR##fIP=AN8mG@&%UIV+>uhLF;m5g2qEncfZtrE_3IV<23U`L^Uk0~coQM&kgVoli$uK=ux(0|~7} z#6JCWoXA$)WqI=Z*DiKp%*^e;AY=c1vEaLlIPd?ADd1cxC5~`}b>Q~&zIwNOP_Ok0 z$4g*oS>0sY50%C27NV=$#u#Dsp<oDUk|#I=7<9c9x~#X5QLB# zu%drmJzm0Lx9)hN;#4s{{Ha7@Kx?;ympZVJo1cZU2ae1nB#yujxOY<1fuG(9iGHdA zd6k3=mYE^s22xV0P1J~-BWqtxM4%NQDFCBPGa0`lg@Rc*1jziGWTP5?RmNP;=3CUn zoGLkQ(Uiz$ZX;6707k^kdnmjvCZ z*WqEq3L^v+LC8wvud5I=f4TcJsm(sKfBwA!#k9{r+t{VpzA^d2n>KpUXQLhQ7J=Q{ z#vb=epYKTo)LLS}AmRgDbkUa&nJ67+*BaI@GM%0Ey)Py#S@t6$-W^0@#ydqmY#V#g z=jyF9yl#;K(Z{S+YEgNXpkELy-pgl%rJDV-DY3m^n?X6$h27lx1j7HDc+};^ia1av-02-HPN=LRR;6-f| zrCLB#jHWKxdPh5z9>Z`Uv+h1)$44XmAPeNsXxwxZ&H|!kIp0B2OdYl}+H&Dku>`ld zPvVa4SXeQf6M!_+wF=s3vgLAD$&Zi4K=_B|Jm4r>-hWlAEVFmmHXJU zD6zZ5RsynX!57|2{q~4&1f;f&JdmY8mjK%g9$pzd{zkE9e64KWv9{*> z?0~>NSX!ZC_6xXdn&8niAOpgjj%#Oaxp%XM%`e%-q{Qez*8Uhu!H$il%k>aj_CgTg z%l8Fh1ONNTzU)L7kZT7n_er}9A0DH3ioTa$6~;$~7zk3TI~u;P!Ez2BoFuw03t=Yt znM$dnJK}%rtn=r-{CDr?4+whgWsQ6aR~Cs9gNahr_k(<%^-O#u%5qF~op5i9oIIn+ z**j~FkV@(UM>m?yhT&GsIf7{Fj{bua!*X3R1}}E+)%rmUmCD70a3pW@+IcY9xp$=} zeqjT9LHEny?dKhK#AM@z@=0b)!NgAruT7<3lxwZD7OZj61Uu}YlqvSYOc{W+dGLNC zjA!x;xs>swPL1zw)2@;^H_I=ob?SpGyHG$-Wu$Mwt#5yO=R-Cmxnp(KoeOySj6NL;W%li7rR?@Jg2Y3^;N6N4JM&Njkz?92!*hql5hMa$o|& z&7Al`Hp5Q=G$S|tc;|=a9i{&DqSqV`C=`C79PGcmlMyT&8jibJH0yQWZ=nwzv^0>U z^>>`I{s?P#$(3Zh_NxMiH*j40j@w}$HB}hbsCl6IiL`qSWY0YtQ1Sm~MLD+trDA+) zvIIOhj#fOrB zn4*|0*Q6$c0TvSdei%f+hP4};S?l}|{uZY`2j@s09k=465umRTKqfD?3pHNt>iu=Y zF(oYZFib4iq@-O|SIhr2R$>Hj(m=+cU*WYi(@3cU^;1t}p8O{0#N_#>o(vtc0v+dm z+6@ZWs}M*&B4vWQakS4PmafAE;{1CYXPAXv@S@9X3K;?wl#$ zU!d$cZ0{E5Ay8B2ZSNszZv*yi0ARUWuH6e_2-V9zav67?F0~+{n|d|Mg3Z-s_9tN z_l{2)JGSAGm~UNwQ&_YLz~a5N>E$ZO3iAdv!%JLywrjx@i~1G z0>sXItK51II#8IH_A+KBQJ(>lXy0ZaFa<4_`yOBw#gNx43+}(%3Ir@==u<1k!lb+3 z#CIXiyZ%C_7_4!d)!yrXxHRdG+Hf`^!)#jBDPzet8yIS)X%oW+lC`s{ z@7xGi3Qe*6+M<*r+&ds;DzZh<>_VlCG;<%91DDs!%q$nZXF=Q6W1b(03<($;i0`5- zBARA<0D@j1I0$@&`lp6V@6>&8;;0RgB92M<%OvN+a?Kaw6%U!SAYww5Jp8M}=XcoR zu3^q~*8hMp?LQ8sBtO8c9nm?%LZEQ~&+&_lt;mvvEgpYifmNkzdd+3?o!a+)X@p1$~tyez|CEB+qaUia#_^$DFboM z5tG(?JDA=$tvL9RCs)7J)cMCKqC>PjW8JuD&N89RMf`83Dd?PTk8>p)^Hon3{SO$Y ze5$H&ym;F-o@{(D>lD;Kb&P%FtX571<~xc>P*m05yNyr$F~sK*R?CHFuX!*BANgIX z8o(XZm&e<#jIg#k?UW}fcUyCd^A09-BNe&UG21!MNJ{Y2`Ke^>=h>acrdb<*{|RHg zBMnV*zve<8=(~|d)I&XsZdaCcyC~Uqzhac@r;(GgEs4{~Ax)V0m@81iP0m1VBd0OC z&6#|)Q9dK~@yiclW_txlYM>;^WNLtTg4gVnpw!%hIgqVvw=(t2cbt5hN>W3JH?AreT`+rS2nt_M+ z60iB2&l_9hDj{rB6FTrm&V$Qs19;3c<`+}XLPXHo1h~yrS@f7Z87l41upVN^MOf|w{1sL!lE|=S^Tj#O zPsdDjY1%oaAkf!fr*CEO`IyTy1zOw2PELE!K=DU2Q;=nF2RAjmS&KM4I)T%AmCV*3 ze*w5+Qa!e*UDU5crC7~a4!??;Y!Gi=*6^r;1)IS2?UL+k|2#tYcKBt)#}r))h0NK8 zVz)(2$s{p1HRX8O!8`w6g`z^rr}MI=WSY7vIuNbI>Q?10Y|48HO8EhxwbZG1QZR8z z!gfVMQ+v8N%hubOPLzv&W=WkmA$Ch+=*0>NNC>xm?@tIw;MTY9c0Ir_ZRFY+ao!|o zX^sx9%?N_DESFs*31Ee=yM+skIQEjUMq8{aeMW|7dk!|ysvbX1Xj2ZiyVg*CKq1lb z47RYL31|>MY}|2V%6fkTauMx z!9U-_37^vUbjq$MX`u@1g>ts(-gNY%3Vi8#na(y#e!R_!lj42NA#0xwNG-pku8(QxVss%ESBl|59!fG+}9_4b!2Jn(RQ| z$*VG^nqy4X3rB-T<(kHo&P{&CQ*dqOW}IuZ$YwoYn;-^EaOnB?ZKUL4CfMZEg7?q- zCj|bNOD{W^q#JGF=F{DmUmui`BuX~^L&UMIsc-gh{3Y6z8N)R8GC`?h*H3|C?<)EH9Q>dl&EYeJI<30oMY)RDI<67;gEj`-O-0 zl)mr+<0DNTyLY^_+i-AA)pSkj{ha}_$Ef8}EDhbgXkQt8+ow1^N8lkt%TCtfv44HX zd1(D!+-h058U0;#`&*VWFZF}d@0@m5h4+4%A_J5{&|rMQeM@$uAeblP`Fi<9DqvE6 zF1`IPbyj`Z{rluWkbDy5oiyMQPKJjkloG+V@2lXk7|>91JlHwo9CqWF!m&pdCL3_A zO^Bf0LkWwE|ngN}C=VYlI_0Q%m(*+x*{Q3*P zrU5tzBT{)V`VXb6hL8&K6wfqaC^)BCF=L&+as@(O?(mZ$I&5b=QYhi5rU0Rn$-uJA z-d3QnWI60i6zWnLk1Vg_jxbmg!YVeB5$lzv{SSf7OY=q>4CR;j(yK2|`ZJ`jn+4W7?ktz<`s6SwJSce2`F00f0-{2ceL;ISc!3jfG|7bt^1TQA|-RcdYv z!^tb_3;}opJ@+>p)mcZsrF11bqlg-OJ9Mq|eRhY5qZpjx0z1$n_UAuk?-vV#61ZV4 zd%=PBK=bw9lXHZYFfe|v-tOv{`o0g>PR^{EiWs{(mB)OhG#GCUPFb>?_tZi@=5;Bs z%{x(E7e%_3&aQ4SxIqR%DfBxk#J-GQ!|@nzY_fAGP~>onQvfSdoE zE~STxrtCn9q+DXzT#TCpRa7vu^Oyd+Eg%Izk&}cI4ofYqY8ZRv&aWYpdJ3@=I)d z#r$-74`91nqp73a>yWdUNXGEHbYw*^{(!i~_I^lK58nT%UV`PxpbD6k~S!ojwb9iFpE0oc;J>r#g$FTDM290OD&{8i&6U)K$dM~w zrGCH9_g{Z7+h?E8`}KN0pO2@a!*a_QaiW(ZSCT&+v`L1~4#g5B!j)F||c7 zLpk;mT|jBsXxGsqsF@F* zce$NTnT;&p5)JNteeplMMWInB)4ruoOP!qdNxj1?uo=>&uJf51E9OKxD^Haonj64& z00(o^KvTQ(6#|MpwZ>WLzi`~C@ZjXZxMU`gJ|xcIwzK7FBi}J%E-oQi7<#a#`LE#s zi$B(J;96FOzdd5<09<^05HrPVr!pKb9Mr%;u}utTF+Hz7=gF2!M$;p!PqOea=Rpru zChNteuZDAOg?X-?zxLDsx-?ASP^sEJpSaF-kc)S2utnY!nK@O8(WfU2KwLiY@B2ZA z-AO*fa`xzU29F|*_SQ=VHa5z1m9P~qmcAap2x`JdMuVSY4r=^rZms}MQ6&LnX0biI zNZ@eu#dT3TMTI|n*OeyWBU-fujDX$6cs|&uV;*^_-y+Lc&x+{L3q51qmiiwGElA$5 zVT!f&?tQ1Let`rneBQ)DLfUg@P5c$`(%x(LVtc8A9ByAC?W{m_wHG$i0FY&XCA9bj z0E`K+m#Cv#?%~iwF(c8|b@>p=ZX8FU^Gl8cr{I+XAa4;~Qb*{89Oz#B4V2ot161fg zg{xepY;k|~-dINcG}C^uATtTu(2ogxbi7dJ71%nV@1zkq*}AdBn4?Hx{Nfpc(~ch5 zJL}WShZCI6)XxaIz_6icN1`}5X*_<@{4#><`CUTI3vuz4oS*rerXWB3XY>oRO8Mf>S9*SOE9^G=en&o$%knU{w&1<{PAGrin9+pSJ<36bj zLrlXZPu;yUBiABSL!95Js_;!|lEhV%PHqD)GRD|CDXY6bWr~0HT>Bp|U$#XLLfGsa z8M5iFk%ydW5I95y9#+rD0BzD;idMQ7Y|j%vGaZp5<+r2&e&l9Fr?fLwj~Z1ZVW7}* zo--;$SG4#U3@Y?VwGUjA&SxgP!Kk(j1qP&>-(XwN`^W=gmpP#J`KB)Tq1Fj~-srWD z@Q3Ps?{`YHGp&|g)MdZ_6oI~klo`(hFI|-@+|ne>eY=Y8C-5?!4wasLHLr$AZa2RkyX-SRjhHsco7UTxYLNkG@}0}m{^Ek&DXhhH&XM?nZXi_RgL zF|XDtQSJXs;m;mxL=?g^hQs5WU71xJ^VY>YvAD)3f>XistTgJCAP8;CcRmd$j&S2a#U(m{~0GlMEX5k1muvmgr9wH*aLn4GyHq#~X!X59C^$uRIdzBd?(Xd+U;`xZ!6jN{G6Z44 zJ#a@kR&s`FGd2>F#&EDck7G_@?hFG7GHA7HKda2&GK*#(ImefE(W?^S-)O7V?|nw= zA#2#i*|j-};&!Kg{A@yJiM%mW3R-&~W}me9TJP0sMiP9o;N>Z2Yd*M!(9XV6U37;- zLigG|Kdl$eq|KIZEgxM&TMdK>Rh~h858KH+FB?(w5-_uh5f@S_+l*x}=3Na{7=*Hl5O2!%rR z)Huxy($^1tn$!O(20LuoQNkKdeG%+JNNcJ80Q%#2~H&C<9lmr$uS9VP3H^ms%injrw)CF$UHO+wVrxIPL%TPipD&mK~+CRSJ#Y zfl1nS%H&%MB5|HjaiaTl<{9TGMGIOEt;=&K*Y4^t`=++B%;knz(zfM8lKU9MPygYF)c|BIWvdiU5 zrSd7CedMHsoG%ZyNU2PVmYn{64#Q1J=$i|*uP*~@;84I6lqhwh&#=vma3;M3T5zM> zsN>8VP2W`Cf|#G4$@5+}>Ac|xqA(da+ybViB&S4t4=<*agv(X()kDTTR9g3wgoNJ{ zLnwg?x`YCmwd`W!G`%uwr&5dOj?{;&+AA#|X~v(wLBjBjCqGu1oKKdVprCOPF3$k) z6~u}Ls*5)2Q&E{jh7%)BH>oAvOqNF<3pSB}JSXN)OPTxFA%* zucU_lC^I^+x}#5|j_x zM|l#S>bW)-#}ppTxwyCG2lp4BB9#*)|K%B&iny;pqb(-wK2D(%_=ODKHJ#;i@AHZ0 zD}#5nWbTamF`D3<6t)XE~rKCevCdFKd7pWz={nB6hV{{UoExjyV<1)J9? zOtw+_oB;mlIN)Xd?#@!5EFMg}*VhrQcF*YVTuQcBp!H+t%GI=HgZiv0&x<6Ln&Msj zz=M`K#rf}sz&kAgD~oM32=eF!4Ls;*_sTS$s6}ky8ibYup559690?!p;ttM)O8)Sz zth&{xMV<>sCysU&?7_LQUU9fbE-n0{WUrb*;z$XCsb>lb`tsDC$oo560yL&OXL3F# z4JpS9iWqsRiv~vV2Q%Y_55iGD7%8>sx!4nT2gHkcs9b|;lFe80xqIi<@EYm6Uk-I{ z^q1nB;z;|PA-)^XIk%LTuDGHwyH_#5)9T4n1K})whO4|y&ihQlX~%$p)^KH{m}q0s z@lv#8S0EmfQFt0Gi8P45YdKjJA1P98UTkx8tx`|p2$kU%9v)5KA4h#%(c0)9bH(y? zzD|ZFGv!4F+ghQ&892_X|8hv;iQv(+W3Zg8ra}QbvtsYD`dzM9ou$m^+{yQ6?=g_u zVF(hGw*_{<@#t`W!&)IYo~n#C9f15 zH0yjDl?L7ZIry|kdWv(f&d}<0T)IQS+qmsH$29);@=v(b5WvQf)13NT{D*_E(F-M8J7@&-2PFj|0=*@ZGg4GMHfzr*D_) zg{{GSm?XTbr`dQn*Am=o%V%k)$zqvg&$F$5xn}f-T2qyRUcu!dNBwlENLQF1IS=3^ z1t9oIm^FceZI)G-;L$Ugtkivf7~>d^2*b0Ri{L#`NKuHsHNBOLTo4t+7aweFyh^}X z8G?xk#@EP}lC^u)u9nOC3gvUY(EeRB+E3o!p3lQ&3kw7@UgXg$C?3<6*q zH!2(xZTwVkkL6V_y%3Wm7D+t@`i6K8n2VM-73Dt86wuV@Wp-O%@)a~Q@5?De_pft-tFQugPt@U1pd z2jTjZ#Ju6ZVAkvhdc8>0-lZqCq@^Z3e!(N_M|s&*->Iu8pjx`(JXmK%Xw_qD%a!Bv zQdx~t0T)F>(sjQ_iPB;fMu;556w(s;6sGgXN0~L8hx(y0XC<>)V-MEraHSdi1a78S zY2S(X*cdmJFGVU+OJt9_1a)YZ3<#JfN7io4ExMa7OT%pycM{#^WgR^$bvJOJuBEjt zG*ihGz6m6C_M;wDxoG#hxz$bG2K!}X~ZeqK*muEP0#kJ)4S|Dhz z!dY7BU+DPunhQ=hjy3`JHUa{*VEtdrc!FmJ_E?t6;E5VH!IuzwAQVv@lMQX&y9|IJ zv|n#G!KxLt$+z0I9%+h=+rb4MiCcfZ&T>cYBdm+b2EjKh)pQ$XBdqX+a}K;S6TmFic-D(bz(pacF}J2mMiEb^U6A>L+N8}wE1k+Ul^N>bo{YRSeQ??sWwg- z1r?UuV=;~9QZr>9iKGs^Y)<|DI~n-W>p6c{C{<>?x5xdZz~g{X6X|aX$lW-zLWgi~ zY2^QakbScK{TZCNL4gJ{Q8BF3lu;k=$kDpP`NqO_=v#X09`$Af+>Ov*hzzz}DW?SpZ zUfwYJ%@J|{b6eLdPQw7NNrEJ;5L}Y{W9Ag@DIyE3)mr}f4m@q2d?Xgl4Bfe-joI?S-V@g!yTbD@gDVV=Mjgi7$DC0o^n$B(&Pa{utNR{Qph{4o`NB zb}nc_S~GRU{R(>LXwpr$p=o;2MLaHP<6gL{*lhH-uR(ymzWe3ZvS3OhG5oF2jQb@I z&5YCzEC+9Tk#Z2we6gS?Bd#1ZRp3N8-y;9Xnb6>g=QXZpxx#_T*!zcAK-3tBR{wNwxYcMp-VWzH7 zD@4`Q#=J|+X}!A@K*4C)o#G^mrRbjn4!k?%&{9C#A>vnt^SRd&(1>W#=AzTbL?OCg zW&K9_J+hUOk`XX-xta(tLkOxpHfe29mIsdmwnWh87BJ*kQGAn#9!~%Zno@hgU4P~o zm<4NbGQG=wOyR&A!h{~+2;Q*wq!Wud+q}f1q|iXs(+{a(a?YsxTOp=e>tEP9OA=OS zz{BF)AGM?A{{u?xbn<<);;j};A6*TxbuBWUp>sCC`ng~2ZNPTP)VWkMF)^(rXm#wc z<_ax;IDsoY%R7Q`KvjP%=OYHhnGZ^BZ1$^?#wHR5m@z|#Plp8Wn%`Mt3|TXf#IB57 zOLW|=liH*PUH!S{p16jzb0^^X%yXeJj}%WAodwLlpawVD`wBf z`~sPSIzqp+05JKyU;!)I6xkrnB7ck&OYd9^CL zoPGpWP(D!d!#2!MKCLM4At%B21wo|t+K!nZkI*^N=>}YMfRkPL>W-<$EXpCwU&k3FnxL_hEX)C6_~gx>Jh_C1GC-6UGMy z#AD431r=qmRT0TOHURnJ$B+9EBr{#B{=?SrIXy`YGFyOxU_R)N5u!_c29VX34+Cu< zj!cjbJnKwLA=SAo#nL5vl1Tq`xXjV-_T|EI zaJ5~qE70y!n!Ny5?WDF80eU0DsRwQ_C1;a;Zhq~)!#{|%`sOGhuk@wW&v>)_3L|we zW1)bBZN#g-BqN&%dcA2^&u|iI`0(x7%ppdRCabQE4ozBTwly%0^3cbb_Xr_iIY>z6A3pZA9A!i3w`7TK#cHlxt*Q zL0JJ?uHBk~ode#c_==6_5WzOCb`It27Hb?e1C)y=6u!`+7$!*y${=le^2B_W9)(J* zxMSi_)fJIYU}x#@xSw5|HpQeYJ4V81+GR`C_P|=2pmJoD!orx~+nd)V;OI`cntS%d zbwx5`2=!TcYSA5jI@1-ZVvQr7&VjaHbGXsd$ZJUxMw&|L=qkc)w)FrLwyS(XpBq%0`f8f?vsf2i*=?m zrM7Jidw#EKYu#?u2>x{kq%^*{&_SHIcH_g`*06z#{M{$o=e1}mrx+CZrv+}(zM$(g zvO0QuZeJ#Ob!iq8@FxrEYrAK`@2VT0TlAYeP_JLx|2?&3K)l~jY1GE>@w$KP74mw; z7aercLdGz7TsN;=35yaT#47zL0Lxv+ttw$P5Et}6;G3&@Ra*o%h3jIo>}YXHx*9au zUBVsG^FDX}bGVeq#M;gwxEr8^HR6$Zxa>2D@T@t7}Y%7r~M15IdSp-l`1;OK96e<6|nvtd~oZ|%{aaASY*sl7qyxy zW4CFeP1hLuuu{TRwA+`nYzC^8?R(YY(oQJBA7KjToM7}<%8WjXt9Dbd!=1dfrB)mi zipFZ~ODR<2qEj`-x03-(ca{h4@e;aobI#?ka?URG7=#Dy>~cdv0&)49V^+yr4P^V6 z1?a5x7)g`-D(k=krC_aW*@1-d4~lXHwDEAb`EM=b#tg6`FEp?jI7Ui|)Z5CreD6HL z`tOFqLN%~R%_Dg70$;#W!tmD?|6B=fkM>C``sv5n37*d`Kg!8f2!ns7t>78hqA;_B zf@{*Wo+L|trN4e!5U+M`%8QFc)l#s2l(&G4?hE$19uT(AMj_qOBGdBIYY||v>G*TN z;+%K7Vk;_zCN(+}Jnk?=cC>E} zX74qN1BBZ%ajG3Y4FTr*d6%ni7QP@$wZo4aleSC>NT3vtTcvTr1n_t}^hWuWJD&0+ z`WAgG^YCGM+z0fxKi7T^ubO>OE({)LgB|Mr5G1wVrXcfywAchEvLCg?tk5%!fBCzL zp!9;nNteq}W}9Iy7D*M|?oI=%4G?id+uUbL7lW<(NM=Y05_Lm5XAFRH8NUg&4iN#= zX7FYurShIBIm*{u|B{ar%SYSe#D#G~%`zZekvEq$mElgUKFV5YcLqUQ?)%SP5l!DD z3r>;U@6+)5HDk?6m}?HV5z+IqQ0~*zJ*$q%NYWw&B9R1mdAyGd6w5`!jxt+o!BU_~ z#F={<;UD8ZrJGmQJ}8ani_yB`2HA3SqFd8A>36W>zsj!hfZ$YF`If>=CMKhOhyHte zt^1q;rY7J@Q_kE_;{>X*i+0I2d_GzvBxs*LO|nK1=aSvj-D={p&2L(p)r{G zAb_nTOh|R$o%8h1=~{0C4yP?(fKtX#;p@z4p;q%x(GTzhhtI}`%4Tx!89^HYFe+fv zC_W^d)vECiyBN|kcA{a~*=@X7l;>Vd`dCP(AX-n3Q}6{LR(q??_=pO=zl8pB zFE7Ad>Q`gSfpL&e{G-GAzx6_~zZ%NjdPPva^(PA@e-A_tiEDo3yJ`Tk&1*=5a?2Ee z(4ca>2A*!c(reNK#n3-s6KUm%%07O9c-L_hAEEzM5~NB__CT~-z7jfBdwND&G5*E6 zJuQkYSO~EkuJcA5!T;qdcDJfV$02P*X>p@m>E6c|Dy)JNKRu7FA;ngjs`Z?--a<$u zTv-sLrAFY?Y&bF02{6*_@N}h$L4yE1KT`PN8Oi760_TdkC5Wu&7{X>XxU|wUsh`C+ zh}aNfAxqxyX+W&&Is6o2wis#zY{@+j8&hV8GJd)$dL`K@%?+Xc);v1~cW}{roDLc9 z*JuXJ2hxst9yF>@?w+8{rnU^9zaeddQAsBJYLqytWx7V`gr0RsgjTkw47XotsUxB; z047A#r$es5Njp{^5Seq7D=7cxX3|8i67~gGKbbCO|K{?`%*_lD$t;e7lxcuA6%;z0 zYzS*qnh)NYxlSL59cq{Ke+w-D-~7S1^y1l~l6F-tBiZ({9PJzR%V}wtOEX~q1j{ye zIuwQBi$tj|4z7|Kc>TL}t?E=Tp}HfHb{74^Xt1rrA~PTxO(cFvyK^tlroai%@e`X6 z&e<9P_u%EHp1MMXuAC{bw9H98FhD;Ph#+?E&9iwN|CUqOlp!dk`H#y5URHhNK|#O6Mi7Nl?MiRIJw-w^@I%PEO?3k0vrGd!50~sQ%(A9E z=FZE^jr4t6-gqm{K`i*6+A8;JV{bhLR~x^iwaIYa&0lv@-r4E;RIoT=WRG$Q-YtKH zmqf6_AoXB+ZKmXS!v+vDe6va}A$_qGf2rbwRG9Is#c!4ktu6ck@be3MKl8-2Z$L_k zaP01t7bOpX4$v1PSK@tk%SCBwjYhXk%XnJ3m<)J&%8TpBL;$OVBW=ohsryoGxWkg~ znXfJL#~8cl3QmG8+8v~7(#s8k zcv~+vF*?m}pk{O)G~(++5iAERn|u=!An_*?#8y?9aqW$O^xZfeG}n+blM@gj^F$`2 zLjw$d4pt>R2e(Nv;vC=Wqfb&Vyk=vr{T=Dcn9HN?By%d;LG(&V7-M)(h^EyG6{RT< z-INd-VqDp)*HtmK>rDZp!0DhWLB}Av^^kJetn`ce&0283+x&Z^JrQm(nOW`G2*7u8_ z`epeR*u&Tu8xTX9}?M1AepglCGY!d9cZOA_lY@q4Dmn2-Z*@ePJk3AB@L(*7K zfz8?h6%=Rt&y*sm&7#n77?E@@VtRsVOIaz#vp`w?U6JP*wv{;yOlEqg_S|YYBY?!_ z`R7`=#XYl9vP^Yp=U?^plXGz=Nbl02&VbbphWmevMKOu0ef&Yc#~h&9evWoNn^p&A z{`i}U4kzRnZf@T-UYHI3R`3)Od`^331ct%qKD8$)$i-Q+LDn}X9dj_psVPFY7<7uWu zCWF0W-;0%g^kF)$I|*wzzFw&}Pn98f@96l}duVBIG#`?!_JlD!Af600_Ne@pdU`Ec zQm3H>Q27|FcrAMM@!~0pYG3B_xO!C&3Ou}tqVZ|9+&=MqqY&Hlg%?pXq2B_#my%=f z#O^5zv~t80TN?0XW3Kho!p|vT7@RLT*B33y-&bCKJc9U*q>ce8OV)=Gezh76d-HBv z{B^^Ik37mtz3|YfeufMQ1)U7nJFq>xoc`~#JTQ!qc6l_=`O3>@(z>H(1AyD=x6TX; z6%G8|eK~cek-g@BY#N#NXi4zAmRxcEU8Ut~+T50Vm7*Ck7e7QhqZ?jS=sXPT?>Q|A zJI+>!&DzSWO2YBR|G6C{GqbB>@oCHuHNaqJ0|)8$JX!Iv^x{}_3y2YuLaip?zOtOr zMBkKq34e?#R|VNh9|ePnt!jzw@USwlW=0YDqg7+&r^h?5+sfD8Z!YJ--uJx-WI}MI4zNxy>+F*+YQ7b$|A~0y9DJ0aK?22=L_jagKn#v+ z#3YCN`3iS{$3gXr;_@T7qCUc7H0DOAq2^XJxH~;}S;Uc!4aCi~Y$#&FDt8LAz7;qT z9RPPdC=!gPT9D98n_A3F+_TN|By&MCb@ja07|c{iEVr1lQo{ZQopGR$l72{}*Kyie z^Q^ShxS%=&=<9#Vgxh>Dvcs94Kaju|MHIoo*G>8UD}|+iwHLlHVo*{w*1T#sbZZ{1w}<^rU#S6eVMY#dRmwPA&R_ej)i7z`Ov6Usugdp& zKC1z8?>6B63EgxaXQdEqil)jS^Kbpux~6Ro=?~MQ&^yNLhCqN%&NOua1A^W5${{J@ zkz#k#)lF;E*3x2zD{&4lDiL-LEImNwN*myvz2nwXP2YGK)#JgO!$)x8o`{%Bvxn#h zUmX~jwY-g*FkEt``+cD zp5o2JZvq)#(kB*E>T0m{d%Sri8RvE@%}wS3lB1!*UztGaeiVI1`vd$TsU%f7)k08F z{(@2Dt4HTdA-p2pbgj93$Ty12jMTnXvjR3^P%j$x7GGgje|pv>fF{Iokq~cm?_pF* zsSp1bSc50Ouo^#$?Rs=7v#NKEj*xYZkqz0-+>QWH>^yC7cSS}(yTG@a@6kPD zQx7qvuT|g;wAkay7(|4Tdd9CVDibvz!Kngl!gdT7#NXSwm6CQ;ZLxK|KPIAIAL<8R zPIm7T>TIWe8UJ%N6Zn#fC_Z*O5eOB@{GHe7gUb5NZBcwA! zjfX-8EB2}q1C{MATnlMNj(U)XarzoK3^)ZW{{FnxZ|*s0)<6bGP||{BKg#BrkI3-9 z$A7eW})wrIFh0 z7eSDAIsWQ#f4$w~XmCOzPyXVnUG3U7naMx}i;31@P85aa|t?WhKOSC&AP;2|K1+z}NY*}0t>=D|&0Y)`(e zMuHv>^N;wiEs&P+!)Fzw(p@lLa`kVWWYvUqTJU8CbqE_!}<5$z4 zdBz4cAKB%FO`O8xK}h>Ga+d<)W@d}^ZDB7V!x0AJ%SH4 zEWFABFWFTD5jTXc+CSr&nO*oQ2+m)?2qrnpgx@q=vY)iyYxVWWRsALOJ7X_{w;$~0Z*&S#WnDNKRW>2V= z)KrWRCB*6P%!#v^8@{4tVjqK3Jo!cq$td6th~eE~{W-?7{J2hVGQXI9{&rAHm|nt9 z_ihEWLG@RM!sk}l{+Nf@dr50Ahs;tEQbc|$tu12g1BMkmX4IErUG(1s|F*isKX!9% zIuT9A`dK+~@A-Vy(BTIqa+E%>3FFprH?q_REu`V^B|d6N6XRxFipSh~nB zP0*-Ocs%yX7c23Eesh92Cuhe8zWlX*P)z1c`xH1Yj+k9l)NCQ^A<4gf2PcLXvtDml zJY`m{7Uo>+0A=`~VL!jybJ?Q2aL=vVL+NA>8xka+H0Kx@U}g{(*B$r|2;Hi|Qf6!f z^`P|zB!o})$y%j;FMqpW;KQj?v%Od;B{%S_Iz#(7)Q76 zX@Vien51QA`IQF!ew(ErG26&vV6lV>+z4-@QM;Vs7M26l+gH{1qdhAB%j9&r&3wz&$71>5& z6IEsZM?G$v_>C6co9O+8ug{rU2Y(%)+cW+mgi$bcshAlVW+kw3c+AdcrC-q$H=QbM zNe0fi+MjRvgZ=7M<-mnMld!+=xnBhT|1K`x7maU_`8y3VLgGxzj&mH6o z@szf!{zWS7yjut23ftpUL}pXJT*a>^JcYH0rNvW}n>I?6)|6`6Ckxi6zZHxWNp9Eu z+0rl%p>o1pnRZH@CCaz&l&h3w-3mkj{Ishfgl!4DN)pI#SkO`uWrL5MeUu@?q%pE4 zx~v1?(8kArJ7q{s|SU&=szChR$jhdg_wkT8KC2_m?QQbfA|UMeKJQ z0VDljdqvTpi2lBA`Xag!xD_9TQI!kURg9PX%vcJR(*PC zw>KQN$ljPrzZ%b0-PiS6RD)OHLlZVCzNGaY%z@xA2OUBO`n7j(Pz0j*)n}${de;+~ zx$_1Fb|6zM+s|Ifrro~nu(Uz+-&`t;v_1DYC0VR8O<_%Jw2j(jb1+9dT!G!JDRv^_ zl0@C_C1z}_Gz)>@EAZp;{1?34m1;C137Krpi+7-6=ul2&VTQxLOp$`CWbdyMztEK zS#14A0W5sT^-p$k;(>}gd*v%NGL-8i9E=1hcw>O^`uv*41ZiT6}w5DiZZ)u z^vX~*w-fi6s|gt)GiDO8kkYfQs(S6fY%`^Nw$mlI0qiN^Jz2eTZxC#}cAj=+o*1B` zIuFNXoEdwW@JeV+E{H0Zb4-5Ap<}@9_hJh2tu1tnS3}dWQd=p|)H5-s+MbC5UDSB*TZnZyu+JI^-e;P~JQWNWvY~KMK?p3F!>+=IolssM{+lR3u4~ZSG9`MDiOTwb> z2klLPTV4cptVudV8WuJ?JmkRu-A=wg^Nwx5wxM>=$Bx}H`-A%M38$so(kNssE@+CG zP*d_5E&iqv8e799Hxj86V$@i^`-@gIBDG=mL-J9#{U@Sv7#3yc^CYrO;;AA+>vj-T z6Sxf^);{blsA?L3tf{mxoHDw-aO4}cy?{|BtsD3GZ}}7BgZJ$G6f=_o(W3S3;LDG4 zk!Y%^f`{U+fx>-?sn&vw)H4*RooSWs#rDK+gC*T>U+XFH*Xm16_u@M>g3K^O_?*K^ zd!NWhw-$*F@bqQCa#u@4;Hy&L zw8wLUUoTJpi0<{uy7hXQh%-aV9x`G~gi5{G&tl6u*xE^Yb_lS?nn0{XvD1T{9~&`@ z!AEK~DmDmYu33f~GNGqW){j(4heR~C_`Mi_CX@}D3c+(Jsf3CQXD@D$iniZq*K`)< zYdkaRnDN@W>Ntx7qq6TL)Yic@lQh#OOyFSWwAgs_XN;>y*QIs`a1&qvA+y1&qZBHk zpYS#K@sVFG`Ao?WRrlTV$#6WF@#eY&FCGUPUBVOXYS|WodJ-tbvl1 z#Z$;%(JA&C;Tvs-PHyf(MDWIwBQpeeQA96L#r)_3wg*m(e(pD4aqX4N@;XujNkEwR zMu5kkOtOmcChB(+)t4IuH5-sHp-On|8v#1~3_&Wi7qVNKKQ(JUKVPw$skNi6w%%-* zXhZ67vep_9%6^}P?0Vicb?&SeF7`)=tn}6=igo%@x=H>+C z;)8b;8t|aG!kEz7LUX1k0V8~c0_GG54XU@xPf6@+s-tSqr2E5j!Hy^38G(kILf=QhB?`}{aK{GR98@`x?ticPS& zEUL64X!^|W>Fs%%&x30g9|hH9X)du;JS?Xcr-5sBY^hLkoqi4-QdtKcd=`!K*@PMc zLt|$<+m<=Ef|99~3FJBt#yzI`ud^{5>@#%e`V)NS^&_mMuV;vF(=vKC!Tm`X(FQzc z&7@UG*sFI+JbR7d+SKugoVa3?n=)Km0^E*D()#CD>Fo$gtsnsxJsJ z!|z{6i;eZb9YacmTg~f#7`*#eCEwuu>$nf=+Y&w=&B^g5bPoTD1b}BIwYQENHPQu6 z6HwO&vC83ExdLFl@=Xn$uh0qxqLp{*KTRTaYW&0Z$`M(-HU*D<5e;437;dOpDAcpI&sRqT91_mX#wesN7dSqlP5p}g2+$x^2MTna&J0%evMmI5raA@#muLCqtZ3;PDs826QC@@lGH&miwt7r-#yucVSsZ_Lt{oYb}SF??jsL!3VVx+ zH1J@I*-f_l`Uq3MLui?zjZ^GOlU*%(OY=6M7l4eh$|< zPm3iH$NRuZWBggCl3BQSQt%1r1#%Nt%g*3Ljn;$f-*+p@=FNta(5KcRhSaVS;{nq< zRd(QMp5L&V5FPDz#qtgXO4BFYaH&)-RB4 zcKYEqbEeddTc~^WDUhE{>1*i5OmP%RZKPztK9n!y_0#>(I@#O2g~yHwobW8!YlE*gIS<;d@GHks83C`2K{1jj zP9UNr8)tyd=|#6spcU8Yuc#79<9c6yx+Rj(bwWJa3XWe%NL|Z2nmN91J&Ja9sej}E zQ=wTabgAv!tPg~hS{fSaPXAG1Mq3_#B);ZQb-64>K(@y||C!*f^B_0vbq`qrnhv(N zt4Ay{7l@~r6GO+fEIQPVH$b6cGj!ihN{NFp8;lv zTl4>_Gt9yxREvv%`l}~8GoFMKMSoQ95H$@<`eNmkR<_(wZoBBXCwi^E^){(J;GvHs zU47g>_gy$d<3pXr(;MB<*N;t(&P#THo5CY|?r%Nht+A55N0O)geB*{!udGl|x+=tg zoe!K(6Q@9j;jClw`hyVfNv}yk#!l57v()LM@fPpB`}Fxppch~Fz2^;6&T|Tk%xQ`> zG<p#a6?v{j(bg9KzZ<{q>`cZ}!Lez1hu9L@X$`fmGPyecJMA_u|`Fg~ec`IVeKf z!sclPkFwK#cOkj+r4>KEM5Ow?{LKZ7n<5?ms9yXD*k*n_>)2x?>|Htt)}EZcN2am5 z<@A8{pX)`^kH^Wr_+)ke`zZ?+ex!DodGt4T13lMcFa52Q%s3I7isxTmBH!qXF#&;J zjprBBuie05B0&X4#WliW;ycswq4UkD)chr`J=S)A8)s*{fYjz7#v7n3Dg7vt?nv3a z49Ilqlx$jLR_wArcH%(I8VKmyyL8LC_7h)(;0zily8n8eFsyp|lqTezHJ!|rxr9g1 z^K6ujn*J7p8L+Z1JXGU-(uheIsf+%SJF80zGao+3*6`%&EtF)NBV#;6l0O;heOl0* z;C#}#Ec@KP&EfCYY$l6s58}N}S{qn=7hB1gyq}T%=Dy~i@8;K}GgueI3p3E-9=kkr zVLp#SH$bP(F?*jDcjg2f%a}WY3LtEaKBmpqmO54Gu|AXqV^)o8pd^)7#{n#GvU~@`^gF~6T1!P2WYDAQm8a?@#G26alycdw~@EX?wm&=*E0chF| z!yB9c5w|Q&fnTGv2ZIjbdgdfGjwfAYT% z7)D5|rMMVPl}cCJlUin*rCYH7Uii~&FPG9yCX2=L@+gMN5PurH)Z{Ma(qbMjxe`b` z3m-}i@lSM(BAKsIq;t-6aj!X~Ta=y%!lwET*+UdvjTlF}T=vQyk+sdFQvL?AHrAx)XEX4hu&3M&B|Ij^M4eBf*l@jt+j_C0BS1e6TVH-vxwj+$@>ml8)5Agd9b64}jcPe0 ziqliW*8g!wzT>MN&nQ;T<}Bk6&QauU9+7hl_<1FGQBL)u>gA#C>ll@UycqtD30LvM z0kyb-;Xh(vPV0=FSzu))ycPL4eGyGQ!PvN0m z0@WzLU&%3=7 GH~N21xIRh% diff --git a/tripy/tests/test_examples.py b/tripy/tests/test_examples.py index 8f216cd0a..272c23823 100644 --- a/tripy/tests/test_examples.py +++ b/tripy/tests/test_examples.py @@ -80,7 +80,10 @@ def __str__(self): return os.path.relpath(self.path, EXAMPLES_ROOT) -EXAMPLES = [Example(["nanogpt"]), Example(["segment-anything-model-v2"])] +EXAMPLES = [ + Example(["nanogpt"]), + Example(["segment-anything-model-v2"], artifact_names=["truck.jpg", "saved_engines/", "output/", "checkpoints/"]), +] @pytest.mark.l1