From 9a14d177ed630f49979f2c963cee794bf28f4bec Mon Sep 17 00:00:00 2001 From: Bryon Tjanaka <38124174+btjanaka@users.noreply.github.com> Date: Wed, 6 Sep 2023 22:57:37 -0700 Subject: [PATCH] Clip Voronoi regions in cvt_archive_heatmap (#356) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit ## Description The current cvt_archive_heatmap relies on faraway points to draw the polygons at the edges of the Voronoi diagram. Thus, if a user zooms out, they will see that the heatmap actually has polygons going beyond it, like below. In practice, we rarely notice this because the cvt_archive_heatmap sets the axis limits to be the bounds of the archive, so the outer regions are hidden. ![cvt heatmap](https://github.com/icaros-usc/pyribs/assets/38124174/3b3486e0-cf55-4667-ae74-14f3b8a98d63) However, there may be times when this behavior is undesirable, e.g., drawing two cvt archives next to each other. Thus, this PR makes it possible to clip the bounds of the Voronoi diagram, like so: ![cvt heatmap](https://github.com/icaros-usc/pyribs/assets/38124174/217ca661-87eb-43d0-b3f9-3b0ffbae9403) We accomplish this by taking each polygon and computing its intersection with the archive’s bounding box. Intersections are computed via the shapely library: https://shapely.readthedocs.io/ Furthermore, by using shapely, it is possible to clip to arbitrary shapes: ![cvt heatmap](https://github.com/icaros-usc/pyribs/assets/38124174/1b316db7-8ad1-4943-8db4-8dbc8d6949be) There are some tradeoffs to turning this feature on by default, namely: 1. It may be more “intuitive” to have infinite regions at the edge of the archive, as that is how the archive works in practice — namely, points outside the archive bounds are inserted into cells at the edges. 2. Computing the intersection of all the polygons with the bounding box (or bounding shape) can be somewhat time-consuming. However, after running the script in #355 with `clip=True`, I found that the runtime for 10,000 cells was still ~2.3 sec (much slower than the 0.6 sec in that PR, but still very fast). For these reasons, we will keep this feature turned off by default via the `clip` parameter to `cvt_archive_heatmap` . Note that this PR introduces a dependency on shapely, and yet the feature we use shapely for will be turned off by default since `clip=False`. However, I believe this is acceptable because shapely is a well-supported library that is also lightweight (~2MB), so it will not be a burden to users. ## TODO - [x] Add shapely to deps - [x] Add shapely to pinned reqs - [x] Add shapely to intersphinx - [x] Implement clipping - [x] Add flag to turn clipping on and off - [x] Add test for heatmap with and without clipping - [x] Enable clipping to an arbitrary polygon - [x] Add test for clipping to arbitrary polygon, with and without holes ## Questions ## Status - [x] I have read the guidelines in [CONTRIBUTING.md](https://github.com/icaros-usc/pyribs/blob/master/CONTRIBUTING.md) - [x] I have formatted my code using `yapf` - [x] I have tested my code by running `pytest` - [x] I have linted my code with `pylint` - [x] I have added a one-line description of my change to the changelog in `HISTORY.md` - [x] This PR is ready to go --- HISTORY.md | 1 + docs/conf.py | 1 + pinned_reqs/extras_visualize.txt | 1 + ribs/visualize.py | 56 +++++++++-- setup.py | 10 +- .../cvt_archive_heatmap_clip.png | Bin 0 -> 74715 bytes .../cvt_archive_heatmap_clip_polygon.png | Bin 0 -> 53187 bytes ...archive_heatmap_clip_polygon_with_hole.png | Bin 0 -> 52194 bytes .../cvt_archive_heatmap_noclip.png | Bin 0 -> 91613 bytes tests/visualize/visualize_test.py | 94 ++++++++++++++++++ 10 files changed, 149 insertions(+), 14 deletions(-) create mode 100644 tests/visualize/baseline_images/visualize_test/cvt_archive_heatmap_clip.png create mode 100644 tests/visualize/baseline_images/visualize_test/cvt_archive_heatmap_clip_polygon.png create mode 100644 tests/visualize/baseline_images/visualize_test/cvt_archive_heatmap_clip_polygon_with_hole.png create mode 100644 tests/visualize/baseline_images/visualize_test/cvt_archive_heatmap_noclip.png diff --git a/HISTORY.md b/HISTORY.md index e93c7ddd7..09c06c537 100644 --- a/HISTORY.md +++ b/HISTORY.md @@ -10,6 +10,7 @@ - Add visualization of QDax repertoires (#353) - Improve cvt_archive_heatmap flexibility (#354) - Speed up 2D cvt_archive_heatmap by order of magnitude (#355) +- Clip Voronoi regions in cvt_archive_heatmap (#356) #### Documentation diff --git a/docs/conf.py b/docs/conf.py index 15de98353..fc47c1985 100755 --- a/docs/conf.py +++ b/docs/conf.py @@ -256,4 +256,5 @@ "scipy": ("https://docs.scipy.org/doc/scipy/", None), "sklearn": ("https://scikit-learn.org/stable/", None), "qdax": ("https://qdax.readthedocs.io/en/latest/", None), + "shapely": ("https://shapely.readthedocs.io/en/stable/", None), } diff --git a/pinned_reqs/extras_visualize.txt b/pinned_reqs/extras_visualize.txt index fa0a7c0af..e4e8448bc 100644 --- a/pinned_reqs/extras_visualize.txt +++ b/pinned_reqs/extras_visualize.txt @@ -12,3 +12,4 @@ scikit-learn==1.3.0 scipy==1.10.1 threadpoolctl==3.0.0 matplotlib==3.7.2 +shapely==2.0.1 diff --git a/ribs/visualize.py b/ribs/visualize.py index 809e7693f..9e23d3d07 100644 --- a/ribs/visualize.py +++ b/ribs/visualize.py @@ -23,6 +23,7 @@ import matplotlib import matplotlib.pyplot as plt import numpy as np +import shapely from matplotlib.cm import ScalarMappable from scipy.spatial import Voronoi # pylint: disable=no-name-in-module @@ -270,6 +271,7 @@ def cvt_archive_heatmap(archive, vmax=None, cbar="auto", cbar_kwargs=None, + clip=False, plot_centroids=False, plot_samples=False, ms=1): @@ -343,6 +345,15 @@ def cvt_archive_heatmap(archive, the colorbar on the specified Axes. cbar_kwargs (dict): Additional kwargs to pass to :func:`~matplotlib.pyplot.colorbar`. + clip (bool, shapely.Polygon): Clip the heatmap cells to a given polygon. + By default, we draw the cells along the outer edges of the heatmap + as polygons that extend beyond the archive bounds, but these + polygons are hidden because we set the axis limits to be the archive + bounds. Passing `clip=True` will clip the heatmap such that these + "outer edge" polygons are within the archive bounds. An arbitrary + polygon can also be passed in to clip the heatmap to a custom shape. + See `#356 `_ for more + info. plot_centroids (bool): Whether to plot the cluster centroids. plot_samples (bool): Whether to plot the samples used when generating the clusters. @@ -376,6 +387,11 @@ def cvt_archive_heatmap(archive, upper_bounds = np.flip(upper_bounds) centroids = np.flip(centroids, axis=1) + # If clip is on, make it default to an archive bounding box. + if clip and not isinstance(clip, shapely.Polygon): + clip = shapely.box(lower_bounds[0], lower_bounds[1], upper_bounds[0], + upper_bounds[1]) + if plot_samples: samples = archive.samples if transpose_measures: @@ -443,18 +459,36 @@ def cvt_archive_heatmap(archive, if -1 in region or len(region) == 0: continue - if objective is None: - # Transparent white (RGBA format) -- this ensures that if a figure - # is saved with a transparent background, the empty cells will also - # be transparent. - facecolors.append(np.array([1.0, 1.0, 1.0, 0.0])) - facecolor_cmap_mask.append(False) + if clip: + # Clip the cell vertices to the polygon. Clipping may cause some + # cells to split into two or more polygons, especially if the clip + # polygon has holes. + polygon = shapely.Polygon(vor.vertices[region]) + intersection = polygon.intersection(clip) + if isinstance(intersection, shapely.MultiPolygon): + for polygon in intersection.geoms: + vertices.append(polygon.exterior.coords) + n_splits = len(intersection.geoms) + else: + # The intersection is a single Polygon. + vertices.append(intersection.exterior.coords) + n_splits = 1 else: - facecolors.append(np.empty(4)) - facecolor_cmap_mask.append(True) - facecolor_objs.append(objective) - - vertices.append(vor.vertices[region]) + vertices.append(vor.vertices[region]) + n_splits = 1 + + # Repeat values for each split. + for _ in range(n_splits): + if objective is None: + # Transparent white (RGBA format) -- this ensures that if a + # figure is saved with a transparent background, the empty cells + # will also be transparent. + facecolors.append(np.array([1.0, 1.0, 1.0, 0.0])) + facecolor_cmap_mask.append(False) + else: + facecolors.append(np.empty(4)) + facecolor_cmap_mask.append(True) + facecolor_objs.append(objective) # Compute facecolors from the cmap. We first normalize the objectives and # clip them to [0, 1]. diff --git a/setup.py b/setup.py index 9d8e1e86a..efa6f03e5 100644 --- a/setup.py +++ b/setup.py @@ -3,10 +3,10 @@ from setuptools import find_packages, setup -with open("README.md") as readme_file: +with open("README.md", encoding="utf-8") as readme_file: readme = readme_file.read() -with open("HISTORY.md") as history_file: +with open("HISTORY.md", encoding="utf-8") as history_file: history = history_file.read() # NOTE: Update pinned_reqs whenever install_requires or extras_require changes. @@ -24,12 +24,16 @@ ] extras_require = { - "visualize": ["matplotlib>=3.0.0",], + "visualize": [ + "matplotlib>=3.0.0", + "shapely>=2.0.0", + ], # All dependencies except for dev. Don't worry if there are duplicate # dependencies, since setuptools automatically handles duplicates. "all": [ ### visualize ### "matplotlib>=3.0.0", + "shapely>=2.0.0", ], "dev": [ "pip>=20.3", diff --git a/tests/visualize/baseline_images/visualize_test/cvt_archive_heatmap_clip.png b/tests/visualize/baseline_images/visualize_test/cvt_archive_heatmap_clip.png new file mode 100644 index 0000000000000000000000000000000000000000..4db4550e3580cd02a81802bdab9813e663192933 GIT binary patch literal 74715 zcmeFZWmH^E*DVT3Ah^3jaF^f~+#v*q0KwhegCw}SySqCCcXxLhch|eg^StMraqs*6 zxPR}sW6<>O-Mg!6ubQ>itW|S$;8$5Oco-ZQFfcH9331_XU|{cwz`)+ALO}v&k{o@k zfhSIT5mkEyD?@uH9a{r186A6Tb1Qpu6I~)l16w;2D@zu7c6w%7B4c}dYdbCm28;i7 z0lk&25d)Rxju+4fw6(aJ9T*s*&f5dLfIr^^3>*whLRdi2Ipt`@DIr?v=Fhp6t0DQ6 z8^d(w?P?^ou1Hgs8H3qcZN)=%yiz6mS7Br%0g(?mFi_$QlS|`6jIBn@1IcTIP&AWy z+at*nmkUN|Mly}Jq|z>OC#|5pWy^Y8Vm~B7C}O{}cdfJF!1LRS7d}#Otv{%s3K;>$lrNLrtu1OB#;)M@trH~RlM zoAwqsfVEk^zC4@HS9o`J3cB7LNu+W)&_AYxguunos@ZltiiY6@rl+UpccJ~g`z+;% z58EU+r)zRcbru6dL)>ml@!Fnhg&*{f7i*V2ACECxtj040{smY-JDtQA`cC7|%=-OE zi!~-fE-sw6YhGTlee-n|xbQfiIjp|_i`lYm(>s!==;-^qt#EMF8e{p|UPdgqDC>WK zdj8QCN>hZ4jO=K>(ifFN))+tNA6W7U@TIB91AVb+UIF`TIvv2i<{s_&{GfStzOb+` zoX(#f6NAP{@rLYa6axbTJRau=;B91NgIvJYK8>?l+ik zcet+j>dIcd)^w+I{H4mr*LTO`3e1I&S8P>kEb?}eW!vM5mablo-8@3P7{h^=zaq=o zQ~JD~!hgKA-}rM@KVsEii{If!qetKj4h?1JupY$@(Y5^I-X_4$%j`}x!5n1Zr$Z?qg=;mpv#p3N@m=l4z_L|$P5 zfsTdOG!7dQ02Uv90M?l|uY=_q+qb{i%MRbPZ5&;Vi;L?8U?BwHdV>+ zD&ls+ZoBmg&xL_kXtl2$NkrZVLbxsr7G3Pt>NQf2zg0m<6?{QKiv0iyIoV*NSK9Tj8_oaM z&B`wg5ZlWKi(_m3$N%=j{B^a$7J$h`=tyY(x8p|t>!Sk}W##wb0!WO$_<;ugxz-PG z%lZ(1-FjA?U9ml6H{JjAZZx%O7DnVhEdhv~`_H%0<=Zt+6k2NuQKXLlg88>GL8uMZ zs(-?P{E`GZEzr;ZyrQynNP?97B$)Yb!H4WW@j~sNcvEn^Y#Cek1L)it&%dYMLQu&+ z(Pr9lGT`ep$-nIalLqJi_?Uy_?jSZ&=DYt_AIm{)DiHZ^U8bUT5R6CvADa6HA@yH- zv11?PBl`;-iM1C^@Sms{us90epv1vQZ}esw*tq{h!vAIRXraCTYE+B-f|_?E{{MqP z8^J}2egrNGDF5#$`|n`arlx=+*9QD+Feu^{(SNTooe%YPfEZKVIf;D0glFQooYP|hkS z7OCcHp_kN}%`w~UN(Ti6881|kWs8OPn$~LFxX{N3?+nFPo6b;&;d6_+yYqNFTxDuD zI~Mg&^GN;2J}Rx3qulm;t-f$jvQ^u;`=8FO|8OBK z7M;!y-{~>STP|Q+pZBFE=rx#?y`FnuwZ^89wMmu zAL3R%(BDr)Mz+(kG`1WU87aTRL?N93_9sKY*Ayk`45jd&sVTqIXtw%M{~)SV`qAZ( zvwkOjo`Iz_`QqY2GSsS4b$s6*@M${L3!}~ajEqPb-#$*f8UtaR=W>|kyT|p+)!|&Z zXT8TyVL(@XUsDm)%HskR zozQ1V-tRwt`}*}y=P%f?)jUcV7Q^8Tovz#!hLQh8*euafam$3{I;q6zLu}*nxq8E$6+s=4)-KR0?@1xAUBK zyD3u}Emmu7Z_xWl;QaIc5|n;bK|-(2m2;&%Zm8+*hH~wKr2dx3Hw;ajo%_@1v6 zFlbeO_UOvfn7@6|6FwE-PUQ8ZiGYjfH0mmh#t7b~^ms-Ggw*8=K;1wqyY^g4ffCN) zDd3Gz*%SQ{#6ox5(Q?kWD^A5%%YYlW07#F`81HR`ULS&TiE4+_nn&No&XCJ-?VMte z>Kon5axBzt=PT8yZ~JjU{L(}U-WagGtcd=Yl2Lw2}olU5RR?4+fn&5)O{*=y9vt?QVbM zCx8roP5$#w5F1ZO0hbpL6@{GBayxdZ&(Fz8X?-1j#XL}L_v8f}#tc`8q&(U$g?w3L zRMhN&Cj@`rrzdv+cb^m6nbAauSy-ay=T%FE1mw}Gs;UCQ!e+T*ss{%LDe34+?Jw!I zv^O3-wrs(LsoVcTeqK9f1^` z{ChVpX;}M+db`37w^fkal-bK*WJs&`XTXWNe~0(vrYseb z@m8xlQelgBiRm5@#+qiOLgxvZVPx~Ex$6G%CV)fG0k{}&SS+2&66T$3wxKd9~nTMT@DJF2_JlgY; zhRZ2o#9$pK$yJl@Y0S(PEIUIwav(@eaQZ5%qH{jZW=pA}%52?b3yqpDs&DS&F97B$ zB5lu#NxwuyF)Gjuoa(_VQuP-x5@AwVw@!Iw|8v{F`*P4Q{?P}Q-7?3)EEIKLT^T~^ zsrCM4MvYGIGY&Ki3<*2?ZOfyrtu2`83LA7LJ$vr_a!0&ZhUAqiFZxN4T@ufImSdeE zEzR^x^diqiAd|l_elI6Nd|H;s*Q{9`MYVtd!aK8=DV~FQ(Yh*s0UakKbGW`A5&Y$X zP&P~#xZfZ`aoPEnNI~IsR%>Be<>j_Ybmw!1%uSWpHBw)|h9PNO(A!#nWq5nxPz+Vq zBKVT1Ku_?+{X|oWK`|&z1yMd-k;kaF^*zPtG4#d4U%}vo$s29LEE&Ub;a7DMwG5UD zLeTbjxPB+*kw*DTzPI)!vO(^yJl5-95b!wu^oHV&t?pWLB(R!cq;flvladPiivKFN zZKi>m<^VsRgRsfsk($Dy?<-(Ou?SuNvX3mYMQIm@Y`}iY^Q-x$j3j5Cq~8I5 zmMg?`$c})l>l(K8oxk2}I-j%UtcJ%j@%PbV7pjD0q$ANuz&20F-Dr!AOx(@jMU>^m;=! z<}39=@VS+v=SbY+vlQ2@#_PZpD!7BP(J5F%Gnp5clB#RIELo_Mr-J(;rqWT{$LX?7 zuWq@+KkM~75KII8q_Q=vtlp$>g+%B&mE-Snc-BDH4f$hym3oQ}&`b2%+wwR}o~v;o z5Ge+*IM4@{AYdUltOr?|++CfW3G7w`fDg^E1C9RKhfyW;xIzY^g%ZEDd@&Yd#@wAx z-Lht9(Gh-*Dys2%dXWij{Nx}0P{JwkPrQXHu!ZRF5?1RXhlf3ar!*?v+ey+3c9y9v;-lzP1tBgbhRL=;pe@H{ zhC2uH`ve{rX3P4=77Hbd#Tp%e0K6@A0bE5TCJx{`EoXKVBejiYOug9sbYEdgGqc8D zOHb;XjapInx04rbjWlkDLWm=n(SPYO=nJU)ZNhxpgXgr3Vs(~Er=t{mKq&C5`RgHL zQFmrcRpS#b*GDax0H%wqaF)Z;noGi;3nkBE4M>7_D8Mo`XKG(uPA(r{MR)i2Cir1z z0f){t&wVyto93q!ZG9v~_sLPBD!|rcvql@RwC?vu7dU zP&;8D>CV>CUT$1GPs8%8=q#@p@2*_QmkeqTU35Am^*S)YvzGjJ7>pG;5~*7<-Vry! z81bz=4*jNJn3`r0riMqe_FL+F<^6R~Rz(L>Y@9c50F#nuu`a_B<(0S+EwLZR8|nJI zZHBwkA5hyk|<*r-}O-iBn8y%F2%B<#w_36$*ae-qGAx!>7LAA!ygzW3*AGeC|?x z1=nTw&#ilW>rb=J$Be1_QQ}2M@DWw@ir-8x&|0bW4O!j!C=rWVKA7t{tzgj|f-66p zrgP~(2>trjA^*sPz=2rN>#EId7^fLMZWmtyk@VS)$WHo9fQ8$|(R%lS0rrp<$ z?Ust$Z)3D+Kl_`0Ul1yj07&_bM@(cGFTU?Ci_u|8s>B%vt>n)gy0nctw78#%}#SA#Bg3Qhc)vI__!1e3g&MOy`~8|hrv3VmWvX&cwuH7%-g?% zp@j~ontqmLSQ0nfZ3|TFK`F9+UHvE=YV+%i@ozsh3jgHkKxA9=9GVa+-$sSIkQgAH z5~%feN3&p|+VMiBK49L*SGO7?;_GHLkdejWi$ItUYxfnU{EFd7-DA{c@k5d&y?#F_ zel2w+uA4;(Lr&;?>}5Zx)hu=P?nymCfJFl&#n+p`60sNmB}@C=iceEU13L2%3#Y10 zKr0z6B`rgz{#oBQWRaFaY_@FBsM2wfs^83yoL{+4p?%DUBlc&6-3L{KHi{gPq{2|= zPGkUK#rcMYsSIBiof0Vnd2G>2|Jd+|`gpc*zT<9dj#J;W5+Jdq^b`K(x@D0uRe2-Q zJ|JXwmVY^3!_r7afNv=nc0T5ohNj9Zt9xItoCU=gia3Q52XdNtfdSmN?Sh7D0o}zf z={@hOuIak72m!R{T2Nt8Sj@Jqi1|$2K1vS-f*!;9Pj_VY_ZY;z^;?fsRWam0E!7!Lpbv3{^?vw4;=uG7N_#5ILT;0i&cq<#2H{Whmr zPV1CPb$B?}hFlMbn{!nQRp?UAVI@BU)P>(1+NPppMPkhoU-eR3Bu)0A%DszX zz_`8?PRRzSHPgAX*5>UY$vkVg8I%zzAdN`Nm>8PDdSX3X!E_58Gt;o&-y z-H_!&gE6+nl?$tk&LGW@-)&%|a*kXVgP+lm^+80QzB#pD#Q@D{f=n`*JP5oO3}<1| zM3~FZXT<>jE2PmwGONEL* zX7`~!E5DKyTNvZN3&GIh=J@5+y&@h$HtCD3H6PUy`#t&lJ;HRFK1*T)Ln~7{LCR3; z`JA)GDoT8+rij?QIsc!wtn58F7#R}t5KA1X$1JWE7h}F~a`-cKp0p@!`5@fZF;Y2Y z-`Iz`hYy(LqM%&;KLzZQ173{9gN6gjwDNkE5X;mhKO2+^j%fUVO&sHHV{7Dssl1Q< zWs@T{a1w>*9HH+}o%2R#c$#0$MEkVFqLfxxP_V;zTjIuLW;p2$gumgWpQH{+xDhZZ zJ1BcdrsS(|ur096tJtHpcF0VLex(sunqMz87kHjCPk7~`i%G#s^1ud>9euE;WmU;tT)*N@G$+X{DLsfi7-31DYIY4yo&xg#Y10bGx&apJ3ROFO*1~Z?=M+}+VRUY&7f4v>1sK)& z_(>rL30@7HvEmlfiY2?)F@>5&)2~*tW(mZS)l3&Tw^|om(UR}q3qR!atM!&`cC}OB z^)X>Be-4M+4vRa#Di`gvA$~Pi4_AA{sLWkw1eg)$v?jWUEH}M9pWVw=IISfMx|Zx0 zu&5`Tin&B_axnv%xB>zoS!9a**AoilkA$y5xrq7}XDd*VwKNHHfK zP#cL6Hg_;$bs??qd!V;;S??N)m3Ta&d7`bK61DQTs#ozFcKhz#k?s)F*Me$G&nPoR zuY)lZ{o5zPnd_bEf22pnSfJTp&-_#A2S-DMa;Ze>1$;W&dhn z4AssR%!%_o1vqCI4_l0-o>T{dPbs7*c`r+$RJ$F0-r+}x%K>lRWzGCd^$nH9=>3ts z>N|?2-)uT^`%G-{1nXZ0Y(hkhk+J)EOE(pzIOs`PIU<&lXSS|A>|A(UB2;!u%2>(# z3#=wy*3JZ<;62f}j+2Hhrg8W2tm)cghM!v51M;IIrglQExZZeox{dsyBz_@9I$og3G71aL_~EO( ze8$34;Os*;NA$one#b_^sB#GltHR2i#yh41>4udbe?n${eCo#vO{c;0(!}!o{exPt z-j&&%*slOh;!C%7)YSfxTLFIAJHeK5_N_7ILB~l-j#V1F{cBgPLUunR#No~4BbQ~Q z3Bp!cxxng}kz8&y?Fxu1^zYcX17;S@$og&WcKq2|W3VIY=VS22i3_#25YaeRixJU1 z4;vm(b;ffEXW^sfJvcmW#Douf$|ZfbBkN_;VGYZcZM>ZD&F`*9MvO6+XDLSg=Hb`| z(Jhp}jPC7vePS70+uqcue2Ldj2vL3t@oZS(y24`Gr~Qyfa_%IyAw~)QU_H$BYUicw z>6MILFZip8LBu)wZw8)}Xp^BZryxNgmm8`k@5fAE_8fK%!akm?3Nl+gh(<(nlz7fj zbRo&rVbthb`EF@-810}C14pBb{j^UY4Zc^{U$r|IdsRIC=b@_d6TECbDn8e{5`n#CSNlDtJ?Rfv zLeSG(aKJBsF!$+6$n>p}?Dz=FTem(b94mlWxxe~^C5-{!CBEHdCgYiDLmVk3`KZ0BU6+?!kLcw= zaTwC#Hucb6)?D=T28_xE1KGSvch>E-@8ydcMxeJhfdn7eQ>Z9G$y$OKd-={K!lJ$C z>&qE<8{x7@bR&aU{?xfz`3+oBYl2~i1i>>qgX7|YLexM-T4lxj$Mw1V$Q8D0SQy+8*9>F@ zJET#~%#r{A83f0PSas~oI>P2J9UIC|sC>RSm1^LF*Vhq(I>!X$7k5Kbhu6SK=}%mC z4ek`&DeYes!NGe!)Bd)W8AYa~_n%8fvSd&b>kDwzO1%tW?Rmt;I$oIZ$t-lZKj;U? zNaGPr$2v_hb+k-&&1>zdJ2!lj*AX57A^oB29Pa~MG(NWsF>qD%? z)aY&*6N8~lBMnS>*pE_GiIKIbfr;%%ra^gTKM+Zj`1p53mv~Q$rMyU|6I{9Ok+Pze zgK+C%XoyTh{tluQ*+7(R6j>?{NP>+MBWh<}B!djTm=7}5ANNvoaNlEj_4#~g0zWUc zG+YJ5qi3QrG=2$`hki_Gq%DrrApf9P}Yq`{~LAL~K><1^h+<{G%A05@+7fIz$**I-+@iaOz zrGDEKm#LiKpAYxTVBCE79Ef;9F}~T_UD|nEbYmCl`kuFQat}F9v@APjVWBx8j*}pp z_^0yh&1bl)@7l|RR6j9ss-A*Dv2;Ad zq1c8~%=ymC14gu!%U?S+=zVoOVi#d8A<+y*>43;cZ>Mh!6s)|(lN;{mys;>kk`X?U z<^al>UCvKSmif{)C_AUkOXV+n$?wHnK!c8O1^Jo=g)GvdyZ|ln?oDcS(lPY13^VJI zsia#_OBt9;T)MmJCLxi5wue0s2;j^S-J-!sX>y=Or=>}g&>Q+8-L!b#O6DH&nFQ^v zw}RG9M+SDUtDp1P9|zegmMSq?M}69f;e(mFv+X!j?u9j4no%m}Dih7JYdK%fr8X?n zjK7J^aFW*?cJ3)jsm;3)VfZ#tIC}Be_??`$wLc$(tUy3qNrujF!GV#yFU70Jocyz! z2y31yE0+BSD-Av*^SjN3-HE4RN`ge>kc6hfCoVtx&VusMTVLGzrQ;bt51Vte$&ys) z>6x@sIv_^UQ>{~Ur%zv-jl|Y9n;0DY>WURmUMP=gWVUfL#%@}U4VGuxxY^{pBq58& z@E*`gK834a8i|}VUo2>0jx>kOQ8DK!Kl#>Pd^z0p(YfFksP3`AL{1AFx`T~Ybd54Q z22Fprq4jHQC7tW1=TA6{nfuo*E7oAp9l7p__r%&pGP^(aJE%hq#<6XhiaoV*n`Yzb z|7a6R#FRO@YeN${7(xh#GQ1_0k%;L@7E=V%e`@USv%_W6ge&CIP}<=O6!!8t_8jL- zJNT7U#opnZl5)PtcBAzCV zureL*5zdyV>#6jW_dGT-t3TUeTQ@CVaF=q~zCLK*7aDoNQD225xLr`DZjtctm8s7f z>|6}SmewF_l_=XFmn=JUnqBVObE*F#9j7MsM#=YuXmq=O=~m%bhMc4uF~OgH@M#s1 zhJ0IfeOd7o=oxiqTZo@r>X$*lPeG?3@N*UolF}DzEf4mNKYQ_K}+T z`ymtV`}3)M9k%&VzR|*Yn}%?O@18Nj?MRkE`@%!()39L+)Eu$O?Q2dApOX{wXIUt` z(79*HoTkI9HuCezgxBG}S@*Q_3!7LlcuHf^jy;WrNDXMu`R&*(i&1^$;IO}0ZI|b1J zu-(=pqF`c<9iXPotvn6r3KRealNAK)+Jrtgk0;RM(XVyf1fipGI;dVx#L!SM?SH?5 zH~BLT`Mzk{n`?mI$N$^I`>*SiJI%umv~(|!%~K*(+8*CR_k|N=RjR6J49w}ZB*NVI zm3gm13&q+iUb`Wm19+T!K>_QxtzFWImnbhL|m+ zS;Bg47tMb_d2b%?B}j(OF*s08Nx?L3r&qM!y5?x3nT=N3#o^z+5U`SK5pVNT|Me?@ z#EB10A!_j@!llD5iRT~e}h+K$Y$%ot-xUz4mRpxGW-$Sb+^!2CD2^M~nZ>5}AR zb)c1bKP18f_axU|;VrCIUqEN$@WDtDi|h6z_DYU*vB5Dc*&!<#x4v0|?j0O_^(#krATYh*`dDK_2`j)=Uo z?wUS1E8(|nrew%I=Gvan<>pJVIyC&v(FUy*Fo(>5U~$Gojt{g0myc~hxx814EaIx#hW!}?vVFp zpt5~pxI1s|e6~Z0r_KmQE>}~?Z-K?%ax7-e0(*7z)0R?Sp9S}n+XP-&KoD7{dbQ+t z5p)FG!Q&jrVmHbK1@e=5xi!~wU`Pbyy_Lga(eJ*$v+b?XOEy7|6OCuQRt`T|IERp} zN3E89`2b7&l9qGy8;RiS_8{?KiRZg_&LxBc*ob-dn{7F4Je5W`xUh(>`opbc6s)Ic zCsv;?th;)7T1;d@`;xpiu`KjV$8L&G!%}{Ty8^qR-@n=hByQ~-#BY|CB_=LmW6uc8 za6$^RZdI85DzXb`C$5*|{i0Y{LiTd<_tqt2+&izqwGyR5TQ5^P6%wYOxY{@>Ll|Vs zz7%#4rupJAXjdi@l+M1)li{#eR*%$C8b&?U=(0w~S%isA|A%L<65 zv?NoJPD`w3rdx#ijFYjBQTfBCbkrd4MhE5A))u-RG>I4~kM}A2y(LW0$fc1y{O4?IQW3ZT$+{Q)>_~#nU7ut>^ z1zc6tsx+04^;<=v&_-5>H!Lg#HYmP06yOn><{;2B#hqavaoTDta`fnz%b!T1q%*l9 z4P5Xqou$g6`O{kirMS-dN;CDdv>YxmvlF#Ok2Br8{>~ZET(KiOnFi97eM6p8Tp^e4 z4(6y9f>TfzlM6A2BtkmsOK!qCiBu^~yh@7@P{t$!CKpSdHyB?-nJqXDE zj*}C`OcY)h;@a;+hA7!M`HEgWyATvt%S{k(cBU>I%TmzDrEbTUL?1cC+Eiu1!Euc@ zR&r!cZ*;F6J+?C=qG3#uajG9O(hr({{#ItZ2D=@OCZeM}E30M2*lA|RR@0M}jh4Up zr{LDI9Pb>{VHYj{XA5RSr|or4F+ly#e%T*G#n)&BOv@{+MRimV<}f?m?~C$QSm&}c zq;N9r!1fI<&Dwl}GF^uSw$%!DUlzvPSKnCp%B*|znoH>YhJn~(6EVtfeRy`%js8Jw#b zZ!bC}iSpYmAaZ*mZC03Sj)WE$@xh6EML>|v{(Vp6$Yoj9puFa!mEO5xk)f-Hj ztIpdo(*gRTbL4o!76+;YK}4QK>3?^M`S#>(vpB%ZkQ-^ zgxPj?ZB3iQy#gI>wV(Hw4Lor>FdDXcv&#-=N%@M;YPrPrDMQ$E;hSs-EF%+iHP;8ed62eLFX~ecROYWZz^dB9OqvbOw|M*wSLnty z0R`Q1^$Qf*nmk#h1t*l2GJMU%#4}6MO3t8!-WM$8qO+nbT04_>E2%V3OKyutCahQ) zn1_QVveBo|>{7iUUOu)$QNm;=D+A%`>|sgl-mzF~mdI&GE+QgQW4;gtsJiq@MHjB# zgh-YvTqvlh`*Y>#Fp)5F(QmzLxFF|48T_QB(7Ib88Em-;;;X{R|usyHPM!T=2$A zN=i2DCYikn<^V-q^oN`{V80~*$Cg@l*!A>@lBz)AcRlmLBFR2-lJqMcFDQ$V!VGciv+6U) zR#U%ni<>@OCg62m_-;;ChPn{>hsQI8?hlH~#}BXHBwYl&u8fXHs;hufQZoE{T0ss_ z_6q>&q#$J2HxvZmP=B+9s&>v7s`J^Lp;PrzF0w<>FLb5SU`>E?<;oSEqGC+~J=SIn zZ*0#Aa`?{C=d=iR=rW?D;`J7t-=bixH_9~t2|4^@Tr$SZeX8Zylwk{*0~h^e zz+yMc?z4tFRZq?s*bu)s93t>AMe}z9TilE=54!!eZ9@pPutoB@`LZ;>b08DAkEBg= zFej+gm2M^vuT|`Yen_C555af`XJ{@8%hrnR)fx$w3hmVj?d6Nj?+g5g=J&;ZU3+bp zw^b*`qG-=onwfr4xP*?QF)XXmM(U zwMxa)e|MNsa(}r8J>9my_L#T1+x%uVn>_=>uT`$srVm&9TlZgnnQqsoBC#s&4U^Zw z4E3;Xh%WgyJElf|DYhad^4c|Gn=IDCYduJPQS>nAmFO*-A2^!pE4WBwEynCCg1%+i z+%J4;v4_`oG}Fj!BM({{X?qf!O&v5?7%+F--j*+;>=uTYs|*~C#+V!d>%jHvm1X5-#y_U$ZuVopdwGw_4idU*wJ4&-kt~khN!I3qO?!ets8x_ zV1A)ACx6TLS=sMAv6nyLdfsvLO`8Ih1KQwhp>pnL^dA*SKbTQ})cjz1N?YEOnfH`4 zEph#HDSNzed?laMh6(t{Rr%2So$m4+wI)-XV5HS5-5!{43JMakd``{Ar>lT!?D6#e zxPA=~Q&Zp>}Xfg5aW=@`D9D&4|oX5 zGHVnJoG-z@E0^8vC|v8LuT}MWlOJkz7qcwf8?TAjSuacZP{m**Ig+#m^Ao0WeJl)F z*s2q2evCcCaiagiYfdexvaRxxGrbr*-j2hJI<&U_vyoHrow#40>`T{7ILm`So6bhz z{!db(EXd`8D)r3X1Z-^Vocwg{;ZJ~o_~Wh}=y#Wjij58pt<{`}Zn)tKqI$P`Or;ufsgR?zT|TmZqLu+qzl9R2UVKN)(rAC4;w5xOV{wU0eMo$N7?9M zc9ql3+0PEInjx;d6E82qkB{0HHWo&-@~mNlFiiKTX7D+GJbixXT}!INW}*Y?1s4~W zTmrNIEnrT4)fq|b0s&zm9?u9gn%Z(TDJ7lG_w2I;wMGGODprFU)XiM_y`cD^vlq2r zOClL>>eQHzyCt9j4OcgZQQ47icRSH;`<`&9|WtJa)iF(BY%I8cIdtjMPCi`iP}oAL2I&~$vycc9FQ zyAVb%DR;vA@i6KOT2}t5WitRO`Q8{+rb$!pS`VnrlRlgHOc;0X*rqzYCN71<7cdr3 z!n{?*y#I)xf41Hco1}90Cd?@y7BQk2mVyo#D$Urb{nl9A2||rnM&bS#EQvkcm^lXu zgM!YG>$B&Y3Eu5ZlWFC9O}{o%NoN4P_BPZuyX5%Zu7&d_H{65qX6f*ZL!{HizkszlA8;jw zc=~%g=!%EKP0%8U*s$n4TgJid6|2E{VeDIND7tt9u@l%HK8b`^bF+n~nhjI;|77|p zwCD!_117`a1ZwyNpzbD)LECc`X8Y!NX>8St2>=e*G9WkxtpM6I^0L+&bwD}U=Znav znw#L~G|)#2;C|`2b8J1;cR}3>lWEU^uTpbI_XvRkS9X^v%L;ZxS3DS=cuT*{@bWcL zs~i-Z@6WjVsHE61-N03tl753vv4G*%E;@qCK-#g^Jz%@GkI%?hf}PvTtL{(icK|57 z#RUYwVKM1>+>)~>hZC55f5YQOB|Wq&C8VU_g#pp*rd=$YKt@@4)^b< z*|j3-(25~O|E?o-e{+(ztk-@Od9bbhW9m3v3`(!hhkZWY+3bfkEalTD~2u2 zfrrcD2>Y6}tu6DLfSv#Ki3O;ocyoUSz%$SD)f9-Ajfv^}$V-D3gM@@+^l@_E9*|)J zhZX9z+B0bJZ_0dD{b`reK5-kGBvNo$k&T}BQdCY{jV1>S^E4?q!Zs#=HgElp#7RqD zYMu?LsDFgQo(443pN2=ss=aZES-g>phvg;aOKXmmX?O(SIDV3ZIVF1sbSgCGqhQ0t zd8tx`FJkWW^oPmdQxJ}dr{EpfKk9d}uV0Y>Ep?Vwt1D1t5U8T<5xddlZ-$?C_U>&G zf&1(B$(^>gVZk_iz$yZ1aqc=Vsqgr_&02V}zIRAm?cDwzYHgPTOn-)g>uo(wckeW6 zj}=hRe)Qzt?f%*t#uT##9kIr6&}+{0PHAa1`u0uM@_%?WD*e>Sp`7ROuBvno>h}1~ zr-Yfie5N@X5objrfz03GMq;}O!3008fNnGe{QN2&r&Z)9P>5G&zR-EH(yRuk%kyPZ zH??0M=3K%b&-(~%ni&X%f#N>?=c{O(Oc?aLQN!=VrkU@IFpytXO$4FZ)4|U-ar#HI z6hc;-f5!i=(-mK80t>;PPvV2$!hTvHc`5fYvoufJtaYY0SRCzox>yG`7r}on_>Xcv z$*0~~i^7}syuV~;+$ciON@OYS9u13jxw1M;y)WuCWYbe=Ne+3I*Ac-!CDa(UaRWyr zg(qIbfk`?Z;-{El<5p zn^r6_wk@|ZHMQmEQiiKd^hU`Ez0fQXc7JhYW1%jEX^x)GpQ;Bo| zBJS2sw(^vw5T=tq8vHc5-s*9jKlZaA*_#9XmkJ^s$d5RlZcNkvn#92Ana(hdk1OGI zSY2%HcK7UBhF1dma@BO4(4#_!pTF%IQD(O-Vtd}2?U+}huUA6d-&TOXg*l4e$wPRl z!PDdp8YPcRhY~2>N^yI1MchgaalsgkEcKeGwLFNANMbma^?M-wZlUvw~ zp5WzhrhPM^t&b+RDaZcC5g0;(iUBI1)|jS1Wb;M0Wh2yxfCw;x_QsF(&kaddR!3!v zJX3XqSq{#Aa_qCgSM?EUS{bhIzLhDS^$aML3=OT%&U;VSlPS7{9O^bPG8W;V5+-&% zY=%y=XbS`opBz00WkrCvB+D*|WEBX|Pe{<}QG-{7{m6Voy_tk@Cj+X4QH(1xGtTU~ zspZoo|rUAei>kT%Qz7s4BN6iba+0sH$OD;U{*1 zb7R55Sl0W9Sdk1eL>cB`Wre^8FpKH3Xl>p`OZo@@Vq5+~HfpM328i`#fISt{KRfiF zhNU#eH?9cZvDW<<8C~tc?3-hG)qXBSRcd9S6L>LHemXQIc-~cMYUhvNXTK&T7GBvl zAL)?p>@@!@9r(>5tw=Hq+CWq`5V(`sdIp62nS|TDG&Bi8>yg(|m}7)qtNAWD|LOs1 zx~>!3Dk|>yRcM=duPRZT4@(?z8U=&%jbXa0oK+F;j5y_TLP)xg8rRUzJtJGbJE6TU zvP3TFTJ^529AC=t9Ta&WQ;xXb|8(rX z|9CDJ(wz6{8K=PM{JtDQ!+ERHOcA%e2_@T?Q)%6;^~=lfn(6MyM@ZXCKQdZ84+vL} znYMZ$DKqhcD!u3!k?JDy;Vuz-yo_%PvOZ7E^mCtGP{T$KHZ6B-k6md}@fEdco{KY< znXGdiTKP~ZBexMtwVe6pVt<)EjM>q|`Iu@-b>LOT?o9?WqB#=eH>{%O8cZ8`nGfM^`p(FFp#F+|TufUCLeu*0y4>_Eea zH^CRpg*%#$7=W$2ICwBMTm6$uEHd;*#F(uYofI~FZ1`W})Y)%)C! zA+0ISkiA{(wFV1EIHeh4Z2w!rg$5+cEk5Y04)lbM_xGhjVuhE9=;?$@slJ!Q0ps;9 zw?~%e_*DB>cP7Gm3!%e)s9LQ-&WmFN3_|YFpkak02AWUBC1}wCa>74jXU`+QPceJ< zPGr*Z#`H|JdyYs^&7A)EzH7_)atEmAQrE*81V|r?o$@|-mYXYSNrs55xCqmcC{+Oe z0ID#PLkT0ATF=02wicwc{^GMbh@a-eJyMK&%jYwi%LGRXv) zP&T}mX&Dn=@cE2r7&D+<%NfbdF36ch4*`+lyV}mZ%I>MbX5@}Ng2`a8!$;RmGR@iF zKD?wKNnPxv@_?despEUtLT?~5b#^_c9UUJp29V*#{k-Ig1$vJF#!sJofm)gGXKj(6 z#5O^oe9;2I_l{0X-sGoO2pnBIWiJ>dFg-nHAH6nm2JAq*)Q1Ncg*9@ayMs<38-p#< zwEdNmK@j}QUM45*-JA@s$HOKKZGZaK!mn--=W;n|C90rK+$oido~Yv*leFG=!sV{R z^r!Be^x5;f&{UT~C7ehCTGFo!d?`v+tDU7*&;9U2%8aFE`P3F}w$w1iEY+&6M<14g zf;pAdeKsBSsuPS+P(_zqbwWa9Kk+grfZ5H|xwg8B*!`B)?wB4{f(t)UEClJtVV=!y zKv3>EH;u~7hpci3SLRsLSUhvPTJUW=0+r!hnNrxanE)4~-vr8SLBPWL6EU&(^t2-1 z;}OfM3kV-52NV$Q?x{yC(QJ+b3jd#dZh_y35J!nnAI+Q}sIbZ#w~k;oB9P7X!B#um z!<|eZV!#u1Qn7>B9(D;oq072+Eif8$Q&g6&;6F@jiQ^`J6$Cf<`u<_ZX%?jj$DikaKTJNN3Y$+zV2sO}nuo>5}VnnYvC*G#Y0q zQc+Oay{S)1xVfu!XSQNVHKNzI?L(M`<#ZyGl}Ga&8qhnh+%l)4-4r*0Hjt%YtB!<> zB(9Nx(fgrD5}GXtbwAY@eE{%ecLxuOvO9NVscPSSWSeu}E!m!)kP>*>!NtLfz113+ zGEgK|(Pj>B__p=hF(ZQ?QalNCKLj4XXG-&FTQcw?4oqgVv>~FOlG!Y>^!mbhF8V(K zG#d^V>Y}dAB)oWVcMBfeJ;9ye!QI^*k^sRW zxKqKM!d-&9yB6;5UVZrfuY2@G_XT4xM%6`~Q@hSyd#yR286GIMqcbp1_OD_a%d&QY zk}_)7KNHy9BBoD_`vwyQ+wW|Q%P4e-CevtshL!lSpY_mAzc)|*tToIJtYs_l40>{%D$?Ly+7RX^$K~t>f&q($H;V~Cu*}*d?(%Xs6 z9+p$4P7W8!luWVsu4_VpG`{J}f< zOQ2WvJZrl{`1rAP8y_z4D`vFzKrt_$ZhI8*i~g}J>3cYi(JmFsjrr*2_fC5x{5<>D zk&#E8(%zLd`v}w3{?vB^l-?5D*#?$aG2n1IwG;H_24JzxMcExq72AK*Y~zWcU^+ba zjOj~kZgl0xNg^FHUO}d6LpK}E>-~Lx5-kQ);a~bLh+iK%KSb|hU#y?JJh(dg$m8+l z#wB6PC}w-eA~Y0Xb(c7qSo%Q!(?6U2Rlt`02@c+}xsG`R(&ZDlZ)eQ+r7zc>}(4aO!m{`(q5-T95YD(!)vS4odgiJz|}(}HMR@(pYbmp4n* zjCq7uW2=6K@nX|*C|0arv>9O8q3kY&a&z8Hl!WRy*a+SH8~ZKFC%gP|MeIAc-X*g`v&KU@N+R|`SZYJazi zpTNe3Gag#PzeEdLB&_GEU<$ZduKqP@0r?Yez^SAc1Xf zt;37gILSHkak;nsuDL`lp?_W#o^yV3YV!ODwrL|ayZIy$;%!I0F>YSI(0Qe*iAjnv zVxtuE*Ke3#-P=ESxW$df;dC`6nU-nqP;yW|^G@_~Xh_S8JYLhMPQ*v2aaOjG>o=-0 z+o$E*i>}jg{B%LdSyD2*c&qVl^ID^+Cx1-lRyow{h$V5%Kge_p43zAb&k=t)mMg-; zncGG9+1cazNqr&#{sJa8c25$Mj_1v+CIP1289UPDI#Fu^iH}bPQe-T;A7Y}G3Cz5>6xZ{D+icQH^!w)7f4n5htsb0?1 zO2YYBYR2iD4vya-B)YrXc{MZ z4k5q)Teg;>2$>)k86v^aPghdL7EY;4Qu1Gt-+~L1_rJ3zoGD&AES(-klrFp$N5xC> zbQ_EC@;K422ygdv8D^t*tJ+5q>~Nt}qK0hFO6I+Dah{tP*2(d%pgU>1Nj zI&E3bmZ)=4;#pwh;ZzR25=dsI^VjoMT!8_Z*xEwml5T6-jpXlsHw)g?MOEL(11-jf z^8sUTN$vs%OI1;ZCWg&+ajGsYt(KJIKwyVwL*+ zu;O3Wmf`jPYU|(EVF8rb`k`%Iz1K_xpO3s|smXW*>2F*yt4~z3WSe12Cpi)u8B8n= z*!slpE|+{aeeoW@IBxYt)!MIW=Y}e}w74~{WS3L(~7${{y%PK>trYHY-c9 z#r*{E$hS#tVkP5kTWnBGsO|YXyrqXTZ2(JT`c=GyvtZ1#<%(h&T{>T^c=I z6&B%sThL1qW7_3hLSh;Xxxush5BKcJ#6tyVJyA^aw&=YE-yzk(hII$E4%%;3HP}=% zA3m-f@c_gq>!LPI1_o<@C}9xr!sXsVQhE~*paxjH{cm4O*a@TP!aW+eo-?&RYy4Vi zf00@$<6-|?LDaq9x3;t^MKC!fD>s=jVHMsGuF9Zg!ze zVJna#fsE!FAhKnt@gC|MAnc>G?F>l~Zhd+r`7Y>72ibL?E-V@;MU-wR7+f)6h1guZ zq~qnoS~;gM1)A;@i(p z!0mB2%U9Vd;eVnAU6t*H1$y?lrXFKS~W2hK~GRTYaed(ck@0OvDzS zK@=ao1DJpQ^q-Mw^o03lpbnH4Q7tiEpWZK4L;phyXblx@2@HU6gxWmSsg%P@82%;W z3(lX3LRK|n8vYtlUsjx@r6E_K4UF5qjAseaGcs-s(t>6Vsl&AY0%)tsP1ZY3 zuvE&d^I)Dv;q)Z==al*8`aB6wx)|S@p@>-Tn8~8O<(5YkorubrC^VDhPE{^Klh>uT z+775HY1%ml)N7l6?)m)VJep;$HB9TD^>@`=MeAI<;RUTN{-F6iSkIf}lh&C=Z!*lA z(D03N?i0_Q^H0vi!KBg0oQ0b`8_pQkNXllu%1@cazjiLbOOMFk?>V*p=Lt6uBl0@% z#tDHyubo?ajg0`G`HJ7&YO-&|^uab@-51(J_tDlSg!o>KE>;CK{&8RrFfz^M9Qj@1 z#^c|j!}#cT#{nr@?*CI?S9qyz_MkI@jh(ElqM`T$)T}-%$VAPZz{ltgIQy{n?AA}T zj%4J*jGm96f33R3(WE?_VljT2;w5?6wR3nkNbgi3CbP_JSe3?@8o3k6RH_Hu_BG^VVq46t0hIb4;IfrC*}b!IDMdkTe_rKf2A>gM0r z^@BUxC}x)xdZ}GJr_!>&VDeP8GymEH1$RVhJINtOkt&S#Tui^=`H93z-adNuC1Xe2 zUpgcfzq*X#VUMXMI~a4nTXdO=wX;SNJglL?_&vPMZ|RGsfAvNGJBl`+&QMVBQ#1N_Kn}M@3Zb)LkuSgISuV?Ty&OVPK?S2x`q4rX@GqL4Ca$ zq{Ouo9&m$MuJ-MV53*Xo5v1pioNbA=WWQtbOJhF`iITri`B2SM_@^w#SzF4}ydBpF z!*{Ki(L_UG>$H*L(}UE!r@VwR9UTkBoXS-dpw+~C=BiK$D%$aaZNtzO`HV4AJzVW49A}JRyYpcqo0+Rh+7_P&#YxDO0bVKQjzzT z%EjHLhHE1Zj>Z=?d{u-uPu#*%>ndk766Ki26=qiVA$657N3u`5b|*Ylizhk%$>&A4 z$U53fEe@}H2{Kh$uHR5$j>qEwXsa<1Rw46N(|ACi=?~KKL-s~FF@8>&KGU+LMM5RE z^f8dfUF>Jld&Bpsu=#@Cdtch|XK-^RFZ84{6D+GQ>kj1Yxrk)K5O*4|nm8lWJ=BlX zoCwmRch23%6-mij{2dWgTdqxe!X29U9tjVZF-wHz#$k1=wjh&%lR)ub4>ZC=O+;`j zOfP?MlMG&wBECXM)1$&Mc_<|7KVaK8Vy;mGdQ z=d7REo+bt!r=(l}ebpmms}%DiED-lPncn^qz}OU=9|ZewHS7TI^;`p*OplCw*)x1} zwL6XnS%<*Ef73pluzh9I;$QIPOvl@`-`ohPpr&ESTQW%?{0eOySYa zmj3)KdPptlq!-h7ZKac3RQUz1?blU4wfOmA!p`UC6V@s=qt=%$OKqN;mo97^=9A_a z6kDBS3tARUw`fc$SdmlS9u^@m(1tbDA?Ikm-R(2jbt<1q#_d!uHLYv7r^85+{>Tr} zqQDXjO?$&yp(u=NbsY%_LKb;vtT#$uGYKv`Kg_-CdE3q%lGxv2ODOZk>5S~=^4W@H ziAgH5rRL*oCnTuqp8hkOFySUZJm-?#>B$uf(r2mL48~i-VxQC zvie^duRVKHhYw2>7SQWXb7eA*s$SH17u4KmV>KP~JH`PUW-918o`0}z54}pY`@bHD zH6=59sGimXXXHm^vuH#jj(t*$LTiykj!l>kDT{49Vo5B2yY#*;|GAbGxhrf%;kQ6`cHL>dDfdCKeqCP7=T(e68YW{E7C4U?^NA< z=N3@fcFC)ZRLw`dlpUh?Xl6~1N>PBL`~@Q&g-pvupTxKf8;g!3?`z6BnO*NPCbEs4 zFafP%QH!{XoEx3CTopv&UG3OwX|j1ZZ!z$?Z)^JRDg6MFO`+*-{pHHLO1)Xyt!1@r z!TCor4HI=uWx~<#>-Aw4+;8UKZ%6q>UB!(64j|1AqvavoytT?yU<WvRiv zJabQkeyZiKkcqJHGiPq_ZBGa@@m70yXzF$6CK)t;sv-s&$p?DyA3+t0s@ zX?*K~q(t<;n46OhvSsT|x3Rq}&(pH;Z~rn$5Xg|%YE1Pg1b_O>5Q%5d7GH0t1nO)$ zO&inoSmhYG-`6Lc2frGbId z*;+nrYchH;W>{fv4(93D-r_j%`VZeOht0MR-++ zVO6BIWyB=g?~RcbK1~CTgP+Hg!1WvNT?nFXC;rjeByT9oh`U6Jl!P(Q{rT@5<6xCh zUT^SZu`(uNZ09F&SS&n@pxMn-JJ|pYYw$l~4U6L;B*glQeW5_F>#WXq$7>#uF*Ho3 zT?@qvC+^zZ((6n1QTvO{sAjiFYiaFqTEh*~*)CYSEdGJ#=Pu*doVI^@MhM28Ur@$b zueP2n)mZc+lGUlX1CaTG&C;mJf4<^Uihkhzqa$7dKfVvhGxZIsGQmsN*9$4?80J-% zdUuTYm&2I4jr#;^hdD8s=`~5a+>8Fy3{wB+s0^(5bF*FJQ@h1?ZFuz!`)>R+cSq9m z2gsflv&_#UG$S-r%0}EOn_bf7SmRu5g_@r+b3{WwB2LtHdun;Xnv>b&E&R0?+{z+@ z$xvLwWqyfbDPY;VK-=4J?-n`5?{Od#bRI0%J~)sWx!;90zV<=4mSfIn+w4cZ#fq3F zb^#eby^L}edV0bf%GGcUUohtw^e6 znT}B8j&_oKDFUo=g`7{o0p_y2;}UQx1B1=TOR>l@2*kz(PHTiS40Z3IAAY*bzHENC zJX*yE7B^8tQ}8Qzej2Qa{CH#CdDGB7NChR7>_<&x1f0Uk?9+upqi$lLtrn%z!fZ5J ziq5b8rg-}85iMyIRt7N*=Ff+dYzE)!qxJ~vZue7WF)Z2HYIGcam*1y`f2Iwj96ymz zIj%KvBtm4hOr{H4>OGk&27YCz^~hY7cWi~|0jkp+0Y>6moS*gW1@SDoW6PCYno8&x z!QbqBl4%nYmKNika;66R2^7-u*zJ}A8gIuu7TcgfvXisA-&3M8y4V#=5KykEcqd|V zVP~J(-S}}dNQbt2K@E;ukvOhtjeksnsq^52J-H{Wkyz7G*7EV-Gg}@`XIS=Dcvx&u z6n+UBP$(f#`2GaYn;T|2#{!<R8Q*Zc9xNH zqRfg=wcR`1MzVFF3=!>{2vc7-@Of<25NMHWq5cH3rSxF%Ql}2glKwTDdq{jfyi)b^ zx{Uj7qElHTcHweVN3Zni0;_huq?1GPV_tsRJT1>_`;N8h;8*+5M#Zgtal1|Tqi-`szo-FpC@k=>+K>=2t0?r4{oILrW?%@P z8ntcRnqR;^G?Ynt)SX>`sOrCa6$Y)iz0%eaLSDalH<-@-umS0nqux3+_aQt)-a_}6i#D|qB|0X`S)6NO}3meR7D z(ftqz(aBoVPac6{=1p#+e<{|<;>-8trJW29%aXIQWuRj5IZ@pfOioAn1yICWE!{C{ zHE*NDM9nw5`3ZyW9V(h{xcr}wzfQ&F2y(ltp9rK3cIZE*%|ZnIZ|i@&Ll%RtGui(O zO^m2pCK=IbkAm&6-3tuvh)vd%|IsTwU5nq$rTAB275}h5WWFfx>fWm`J~IIAR5f?r zl?{3fA&yrbPjta!FN}AWkxrc+JnizW$JwqC7D?{zmB?^B%c&}-c!dj4X!sYlB=$za zeM8u^lIL#!hw%zW_}l8P*!;(!v`p%mW+wx)%OC9hmV7CXQ@(Hz2q!&6vwErCZomR0 z+^62~noLG3EN*R_C)E#*jGJ=)z4Af|>fryqKKxAdz1+OwWI5dC=@lHC)xBYQ0TxJU zaU}x1v<4n$h(3?N5f+M1*C`9y9rea#VTV;=$_$=TEw;X_5^4yG$j>65w}36f7Y+YH z(XLXLtI*7GT52wb}Dl9nMri=<07kD1BBg3qT(5F) z0h^knOlsiz7s%=_uGdmf)5C6iN#ts~9{*Oq$k1OMeT%W45a|nJ%uV-}ri1K@6<0T@ zB_5^HIehb)*!QdHY=3=fY8v=575%k3k{2TySk0!K70q@`*a$5Dpnsk33#%=~6WiLR z8=>hY%gS|Jz2dk(e0~4llaBTC67wFJ5Rnn*{{G#`hh4YBh*=mJY31NRk_RtarV$H2 zeN=*A*o3Bx|FlMC5K;fCy7J!DTgn~7VlGmK1X@DL*NQ|okL>`RK|KzsnbII){nA~W zo|?Q>FihZBsFnlG5TQ&0Tb$#|!S<&f?9YRPkVt@C^gmy`S`tuLE`O6Pm;Xt5dS*-N?s*M0X7 zKokOL^K8v>CNLip63Cmb>4wVUGKO~@DiDll*M>P1mTiigGn?mT@mFoQ+QbbsFuGrk zzc06p-E0G;rnlsqurcD=>;^S|N4*L5p zEo7;&P>aDXx0}&#!SA%wgtM|26RDukGhJe zQ!oh$oV+&{Mv`NWf^yJN7XnWRhV{qJqGS=MD8k8r1385nH=hj#)V|P9tm<7nhEEf4 z1M+X3MFagf-fLBvm1rse5Lh-czk71cHTLKxkchmBZ)3?7lTKU2Af&={>&`?y zbMIrDzEa_w+rdop>EbdVwV1x`_HA&)(t7A!nQW=jG=9j%$Rsl4+&>U;6Lt}}=``nW z=+aPZ$~<}Sde%r8Z_fA}orJyhO*iQ2NttB;RN)jGX$Sf7$69UoF_&6OX>vm4VV=ye zc1pMw^+fC_!viGdR9&;r3k>I+Dxc|&hGgj+6SBoZzFK@zBh$$J9(?8q6HdrTPD-Zy zc9{OA4uGZVudoAEbZkh5&JaUYfu~bxkN#K7PzB(>{Xm%r&+AyCR(8$gF$FJZAUpx@ zuEMT@cS;YhTil>_z%~nXrcn)*N>o-v(hnb3^?YjSj zWKb5>62@;^iNhHgScz^v!NN}P3#JqTtKySxrZ9reRQ$4Qx5xh)!)6};}+0@&Agc^(cTq@+V{jtgf|L*kE4eUqJ(R-|=ZL#6sF zMk{P|LaZ3wtFC7-esf80)G;fZ^Z1;NoB5{(;zvBfG6EWCI5Iks&u=y>h@fauPchvw zqe#y_+@N;Ihc7=SL%TPg7|G3|kwky_fsy9Wkh!O-&HTXQ%egu(zzp3VZsi%SUvbyl z^|&P~P5dnS;QDNBCU@%XpECmZA%W}%`Ndv zy|cG>*}1{@tl{{sL9#>0BI_~O=z#uv|Q1Nn#vkK$7=4S?(fiY$o7#FgfC3 zT$PF|wZ$R^H`3=w{}FOc)6a1w$i8b~0PTu3X==Tn;36eB0~hq@XIsmxMQFKhe{%aE zSo0zaR9lIFIVnJf;_Fve7x?NNLq-EL<~~za)p<<0j!=yr?OCA-pT2^r%+}ew2F=}) z$Z3T+Uuf>UTr z@n*6j;)TG^yJ52f3{ikif;phWQenlCm~ru%BSr8cyH9ARoyWc966)DE9{_ z|H9!kTkYf-BP>@SF*qNRZP?+_8@NpcuF z!Y5Ldt+Ptw1h!`bKXh&T40 z-F&@`N&O`mZ$>VzBP=BnxVEdeUcOcSl6lc7CiCRlx9OzSYOjYqnl6?jV5?4^Gs>_q zgx)sd?0ZZfeZIeB%c1>!qs29~XVK5*x zN(amuy1xJ%A^_E)@Td3~X8(J*yt3sU&{&{dU1rk*dv=d@*8z5dV$1rY{IFIR<0_F2 z$*si0BkpH_SE0&CUdnS!%}+y|3x}7Rc(c*(;&~PraF}%Ng$0i#1+_VD+ z5ddv7BFPPZoismHXv+VH7B*$>tbCMtx|l6W>xvUV4F*Iz0HI$+O-+0_iHShSn^VJP z2e~^TA%WHJ(UseNB~-C67vQRY1ZdqsK_w0#+_jyS0QKPWuW*@JfC`ioDRLwF-aVm- zVL{h1VJ8^=-X4OK(ag@@`>=}}&PO0MP@C-ZG|cgEURCOMnbW+o(X&tGr}_?P^Rb~l zUugpmrXr}%t6Ulv*ky4W=AZeM$y%%C{`4N(bGi9%RO`K91RIcEzf0K7e8GpgurBsE z6Thpw5cI6uF@dx5^+2?^q@=e9f;Y}TUtaObqM%&`@ z`{}3;!%N1xA<@-tTNfjU#r!sI^bl4v!cHJg4hBW`oFV)dDGW`UgD*5>jFy63wJEDCB&oqTQ9l2LCEpx1v*c?7^=^Su)(4(PPjki|K#}krti3Ms` zUG{F+E_sJ0nK`;b$__@vqFHxt z^4v+(oPg>-w*S98ZM?+Ma>CHu7~xI86Zoe1r%_1DXcOY)P3epB^B}6dCj*L(b8-L? z=RzOYcu;6S@2qBt+kd#FRhwD$V~S2>4thsZVXeBC@znj{CB@Ohpg@rIM-|yf?imag zZ>sA44X@G;?$!Eojg|kAPo$S0ciUs#R%{FWbk1GJV)e_P`K^aspl7vNO#9o0u)BA~ zd6_7ZbT+v_p){FXLL!*mZgajb(kyXStS z_HRqh?}?0^s)FfPjLrOaXcZhD*;3QK9w*MBPyBifE=^jAA;DM_pX< zWD5kDc#KMk{243Fu1tjqNbRrl>Up%{x|bIRh#1e$$KQ5sNB*9@Y#ppnMtP96%g$a= z1oyh@KUou8&7JgbT9{v>tl|r}b8Z+xm#>!d_56NAUPyBtj{9;w&{UX`Ts9dPcJ?oH zqq7D!CMIp8iN_0Mupp(xbSiagBBzsM{)M*jVb;W)@wuC?1uFBMwT zP}7JW)vZ&fR{EZ-*JYT_8G=2lnLc!G4#;t`vi#Rh=;`S#&K#z9H!YUA9o7KrmS5vu zmJdE)aRta`K$jF?^}o@?5fKp1Jx97~-liL{Jbm@+7cWxxhRedIcG}~NF8-Ixq-&5m zP=Em>mQ9FIo&KV!TAk1@o%-swb(E8YFB<;0+eU?rfcIzametN>NSWzw_-dmYzdi9v z>>`@3lI?YHLk4FF=wHbqwBIg9-tb?jX3EV&Zp!HFliQAa%ODHg#(tP?G_gpg?y*Qh z?@zJR48g>Z?u{PhjV@DmOiV&)H8q5=FpLBNJyT-duiDnO3i{1bIC#mI3tL-Sjq4p2 z4NNoQ&d!`Q=57DhJC!a*8v`ctULj9d_n0j(z4@anA;_{aQE^D$MRi=1PR;dqn@V#e z#xCWAfjA3QegA|045R;-=?$`SGqQ0dS8mQrj4CT9mkK0Ov9YlMH!l-NO8^W|oj?@I zFCeaBD1kmPT*?v%wxUqG6g^CgT)d_x$?38rAptb~K37PMW(VGc1(KIXjJXJP>g_=r zWT}yGq-`Z!4cC@ECI+AP;?L$TUrjWptE^<}`ds)kDFB$tt^nl5j)E>5ITQcXf zZZ-eWE7}5jhP$~Xq)A_Fzv^i|=9_c`4oEwLw8g_&Ez#(z`hQo@cOuBldQDqXh$mPO z4CA(%Olkc_Vt02TXw1p`1NE=VQ5B)@)|32UAkkx@YU==P7!U_Z0I~r< z>f zu}y_*&r!xq0Waok@E)dLFXkPKLsy6&6O2N>wG4aSpvpLa<( zOFC(f8c@#^L+0G@{qI^h%aXr16=!C&8Z$6tsPXFEKWQN%BUAEoC(O*?H(%TLzAzoe zWf1G-s{c~VBy^ED(-3?HD|w!k`;-br7q&jV-ib>Fv6_bNr6U#;(sI}>P3sC>^X|gwZaT>d>MbjnADZotQCS zo+LheRA>1K4)c2m4oYP)a92YxQ0wsbqfyNGUfiE0gVfdCJvcflboQE&kpZN$L{3_M z;^oCJoc7{=;LQazCcZB>^R}za>X_(cZ|+S7*=w|&zVrGOPN=3i%IR*^6*=TgsHY~~ z-B}K@>+8Iuj*pTBrk&)aj{||)Vi$?n_x;YKt}Rt#oX~W=I+Y6iAKmaA0$P%~3oj4m zvN6Cy0%;lwszSHkM6*hUn>rp&kOh`|@5kv+o{q5VD*E0RWUi-=?_BoE&DP(YJem{p zCk)bJ?N(dQ`jm`LmT8f+-(Si+M)`+PW08Gg<`=JPVm7@fA$i^#J^TK=u^I&T0OJUm zuwUV+C3?5$)hmDR&lTfWlQdH1Yb^Sqv09zsC5>j1Rd|F7Vnc*#I!)jA9=sxYWNt+& z;%h+5M;MaZWdn5LYb=DubD^(6ShUWq{AXl(BG+ERuiF?OU|!TS3+>Y3zD}(s84!rUB4&L=tdV zE>uz!7eg7}0U3hb02yN3>lH{tqGM(@2WSX;EA6I(m;lfM2r^NE*Y<8SHG}^;z*fWMLPS^VdHJoJUVKbx z1y21UaE=o5H2Menq{Q1w62W&$2qD3+7Z6Pci-n?Ot?KpJ8c?OzaA1t@0FGvDwyMHT~o6Sgfl_qgb0W+*aTII?DmU@R2!k|S!@Q}ZfM1xZ)K3b&Ct{KJV z(Eebq@3n(-+Ipq1jEdV|>yZ&e^HzzNYj(jCo=Ft6T!)E9?Ud;NPfl$$D8>CFMNJZtg- zlY3EP>G6$=eE|d|n)=!Azt9zli019*FUQ4bG&_^1>25lAJS%v&iJj%=T|2+4S7$BI zQL#8UgmdO?r}!gFNawPT=x)Mn`=~7Imc{n{VMfG)4{Q7en(s&%j{`MVyLm7nVV?Na zW49*g#zrO5|7x%(=X zCELe(NBY6p{<5&60w2yZ$4O8Tff8P1$J zV-V%YOT6Mgt~2uZ3JWe{ebIuxo>V4lPIv+LBJ~!`;Gx@*LDlclczEk^zdM_5^=I=z z393^_JH`JJu*Z<(u+X1JHh(pA9M!0YRDRUstUheo%p*&_0O`uY@)EcD_WnrRi5>u4 zX{Po-0zc3dO~ChTQDr4%WsLzM--Q|rG{7j$X*sd}E8i;sNK--;4}E<=!-@2;4%z^84z7m}N5 ztJM%yv`?NCMY1_-{yW))vLWUCn;pX~XBp9Wi9v(Q=&W9=a06hQ4mr!ph5n=c-oA~} z)%8m)(_w!=({mj(ui9YWT5_d3#HHy`P&V?l5Tj62v}8GAXIyayd&*;kx82wN)99gB zf%o!`tBqc=efiOc!UoPUy{5q8EAETy$XR?h0JBZ81k7cGN4s@N(NOb@aGSDuSpEbPJzzr@bMW)m5D8b-3}2|3bp~_pU<$R z*?VpzRF%xP&wl8pq2P5Lck{qV)lr#{MFlj2lu)zv;y#pNz zgDyPhQ}@9OnTlmxzESE`$EM77<>hVMpnGH&gLY$ew|<3>v&GzPDo0nSQS&ClmY_8E$H zsQvoVidL}M6ic7Ttp=4dc)k3u7#z|cXR#uow#*%Nqv!VvnvnB=)`z}Taq<6re2>$B zlD|{e$3)2+a_L?dhaS=`vzHA%U(tivhgAJU!kAkr`dJ<(6R|!UwQQ4MsVY0b^dZkKK4iu1xn9_dRI|=FPL5s^t`K;_FMDjkhO#jG$l; zaC6|+F5ZhMG=itbfg;$o`NE8pWH#`~n_HQ!E6wMjo$Q9T`-j5Kz5@+_3Q1?r zqmdi?EDCdENgu1!aI>oTmMhXAEXhHJ}p7Q+v6-`0B2pXKXuT(&YN@yN65>N z`|Qq6sxto(C+O5cIfhvk?{Xz{EU~>(SykC9_^^$FxzCc*aOyAROfaW)Lf8JJU(?HJ zL&|0E78j{Qf3%qI(+f+PcCmhgi_-o0g0i5p@m`vb$R-dd*L=K%Ba!_SI^XoN6dg&p z|71bZp3(Ai5+(jYY2Jk>wFx`ewXioTCk<664a^1&R@M7gVusH-6-<)3nhdYj*scufopJvgJDDBl z6p}PmXwRvKX+75@Fk!se3^&+%K5Cssx-=*@scvA^1cX$a)JJ}2qRCLSh(Z(d>7qhg z{Q`M~?hb=-IlN8JtYdQNkh-NhM(_*-e}X{0ffyxQ`N^-HFlg=Ll_4T#OX<+Y{VjkT z6`sDf-JGS+bkvNhA6e-Q%s>uXQOZc>u3DcydJAp5YIMDn)*Ej;i*3f~Xeioi@h#@> zWK?S!I_oU>`m(rNSd>Yg@qED!5Gnx@D@0+Jps;wGES7SeZ0?%G8}W*>%icE@X!Rvh zcUBSj0(pVErR4djw4FcK&XOG^RYd;-7WQBD;j~2i>jW)`kW@`l1IKBm1D~I{Zir(4 z8TnZNmhdVB`wKRWmyt7w{gZ-{l}f#b4Bx58xGW)lwooq_Xt_q+)>bi=&5H59UwLI z%|$9WlFjRNGazcN2f>N&^XhG_zJkw^Z|*B~iRi$sLya7!aLtB$ zXp}%eBT8pWmg3J-?e89aB(+lovEbU>XuD-aOdj3f3nqM5m-1fyUjMrLaHu+4q6$0!gFL$qltvfna0^2yG-Ul|^wgNrnF#(E} zKZ57Ui1XY+6Ws+%f2ab*BgWQ?;*gTNJT0^AMh%u+n{WfVsO4KIgW!ID{PH<+k)iw+ zc1#S3b=?FDS5||$1MrYiH=4Oe_tbXA4nYG=asK9zT)k!hrm^9JYFEA6+uQgRP0fr- z!Z*e6l&YW{y5~I+&}7xL-!p`R=W2GF)@rJqp2fF5MV;vOd=hK^NuDfz$P=2b{!w9i z_e-N1#_$LqF&MSEHH@Jny_UW#n6)tLTv5anxyHl>}$=h%S2n_R-uFp*= z<~#b%y@@o-+)8RQ{X>|;e|MvFxrE){%(Ch6{huUkiMe7y1(SE4kEt@QCrgoYZC{w_WfG z;*P34aMf35PVVxEXsC4B#!2g4S6fLzk!-j27J`?(`VI<6VCwZrP1cmP_d?{q{(ddF z`O+;@BN=CkO4Ugyn@5chs3ChO%wPQS)M(N;&7!m&zABTWU9MGC3qsG_WvK5(baw16-w4W?Oo^hY#{sXpJ{(8s5 zg)s=y?zaqECf>n5yv6l#T(?B#g9_09v7Ks13+XL80as*q z8?3*ek*egI+UH6ZyPmEjB)hN6<#g=j-sU1Qy!OywT`gBR+&b>=!Cbxme zjeEAG=7qSUNK4Ze`_1K@)%(d$>0Q#*zcDOOddJDl0)o+(090cr;gY`RFCbs#KEKpL z_EcX{?MGttMQo%&W$N-%{rOOa1@SN=<@a3X{Qzv>G~@0rjDbO+4|?iwkT0~l;&)Z9 z(w^0EfJjB`LJjvPNI7kbR=H^aDC=c0;xq4)W|p_{r*8XW{R5>Lk<4?tmq)>&#LQ_f z5gu3i5XEhk6a&$~P{UDU$Cg!FzS!=qs8Xl{iE;fDV+nIx&S91ZBzDSoZja2w=i;nllqsr7N`N4>z8 zu^ZnMls5C!1hgY4CPjj5_&kF1S9Z3cy36Y6ng|rkl8P0G$}mb~DZ@f`N7LjhEugHv zrDrQFtg*b_4llR0ttQ}9UKd=>>Pl~JcVr|W%d2QD9ITfpV(H4b*-f)H`Og_>Gp%H1&csdc%X zQtClV%oHQ}=+PCStM|vL=W~|-BdzhjLQqz?Qab6fqu;48UvdS%Duqb4Uc7h%QT3GI zAOte$FNgV(RUYHY;IW6vei5L$m4URcm44ygn3f_CF+vSNH7gO;w6~|wG~h_`IrB+J zgS5q1#e>MX>&=DO$}~8-C3QQmKuova60&Yys_i(@kf&N<9&!NGA#r+z)kh#pTmg6h zD5E??tF#Yj_wK<6SZbKjP_X_m$H^lmM{nj2YSM; zgoJPL3`PpIY68%SvHt-}XzTY;i??9*+|iBT#f&tm-;-2Kw2rC|nuW5yiefb!v><@f z=8R2SYaDD1WTyw1z1d&E00~ z_`%RgxscaFdA-Qd-Tu0H_lqH4yvx~ys@B&&PQ|Q|n*mQE?&AWx@)l3%Hs9 z&#I*@Q;R*0-K2TC&vZsz{b*Aw5qrr1*-`lQ;lBU#!@fOu)QfEgl~!*4WP=Gs00e`b zBrw2ONEgO9$b< z6e>nJrH_8r-Fi7R3*h#f#9fjMvh=_A?R>?WX%M#}?1t8O%sZ)Q=)LO?xRST^fdAZ5 zS&1z7d39=)oZjeX%8zhk#=j|{?-3|*|NfAb@$m3qt{kk^t5F?)g6~4EuH=GU1A`vO zYdG$*-n-xOxts|}q5s#3+aq-;AuTU&dc8mCdb|*uFPEI7Qq1cL#J{C+ZtNr*>=uIj zoA+FRSkhsDLHe&|TzD8b?jrvKR>l5e4K2v`5)t4v)Ys|v1*B;g)6B4?h1-=KDI4u(gA3qXI%~5V8 z_jXB~O*Brr)Y=h6Xd*sU`HJj06e#MAOi-LGbQ}>86Wh+ee+uCPPc_V^*S?sQ^|HK1 zNn(W+Yw60$?}_>n7H+EWVI_;oYIDz5SX{Ui_TgrBeA)%Ij{JGI+)p7$EMMJ48HK>a zRzM#5UmgMg=fcu1PeK!UKA)>E27;gAPzZaTAFdvD(;XaL7#~BR0A(&jyWD&#Pp0AY zXfhXmG@Zxd_IQ!rs_7tSx% zxS@@{lx?esZtkWh*%7XxOi)-a^Q@$Z!BpMmq~7A5&x*YUw5QrM#fz}Sg1AyoQnosL z2;|MO=sIWywF3(P>2jXNcf9!qv{*KzrM$ALM<7r^HZIH)1$zZ)J~O#H=IgB)_mde- zLEr{I%`j^?b#;9}C?y`UF@TQ3=kjl=MZ3^ee~wQ|?e7iZWTwe;dUPf%+)`N4 znK@cEkwJ^Wwe#al9A@2iQ2ODRxl7$DKQ-YN}iuq^4LoT%~!df`189K z1r~l*)v#R#IMGhw`te_dnhoC^_m)cs6uW;GC0ttQvrd8_KM`^RLgoxxl-ri*N|BIPNl=yJugU&`kF8t4gAan#Odyk{#k=O&bD z=$=8}uHNlhf(Z0<=E-k=dN5#GTX({ zwZX^NQ+V5Dgc~upE{IhQW6ga0>!-(ZI$s6dDMJXB3q&Tq1Z)G&iASYh)<)umE++M> zN_N>c!bmNmI^Ehk^e1fGw@IbTXUL<=-~5UA;d&ss$U_bW3bLLjg~FOTRZ^ zD@rNm9)?O^+>#!%Sh3_Bx`Pp!bZXXP;kC7PYgXz&DjF&E^^N);j8YAT7%8a1&071Z z;V_){ly%tEkrxcJGh86u#(yxW0yZiL|=rp0%x>``yBP z_?lj|Ov4U-FWcHK0-3J26AAQ;m|-2mK}E#KsO<`~ZV<2tXbN6%eJWPWY;D4VWKzqT zOm3Cnb2gGmkijDyJD-62a{!CLnoJSe-^Bxn0HxK+XA`;X-u2CbbD>bE!(mMnAUf(l z#I~qAY&!S!S1eLHUn%@jPkf2ep{L_%3thi)nEU&lybl1)-gb4B54?iqm6hR3{f+L)kpjXX zH8v|30^U@-PQyx?M=Wlt?|YFB782 zFQCKaOkV9MB%_qKYUBFk%@b6t^hGOE`PPvQbVmDThZZZ2a=KJC1hD(apRqY@e(sIL zZt4u^+FkWq?#gA9#ZpyGam1z58JH5Y*YV{EX#n!DNl*ig6t)z^L>xt}ANy_4R=q!9 z4oT+Hb$u#f^bbsiv!^RC>DA>9n3ikbag4FDv$`Y?!al541r>dtGDySqio0S0>dEf_1Vde=mqKDettucz+r;1F*j$%)9IeD)_XzW_2OrX?Zp zhJJ@-#+xsZ-nDzNr{B9X>-n^_7yH%5oqbYnZ7OqJ8&JfbiB!hT>?-}_>?dsC)v8Qo zxau@$$%+Jv>_fG67uiy>i1I`9( z&hICSp6aWB>!BiE$*;Cxn}N{WxX zxhQ&==Qq>ud7?KCQ(NEbO=QM~l*DCfUyGt84)sP|ArsvH28R}i&3WGX4x`-P*mn2h zU@vstxmx(KM>%8@uAeJQ^bY>%9(g(dc~qo}*FccLnL^6dBBxF}N1E$Wo9Fwx(WPs9 zAgqKc*S#~lVkO_a-pGNj4%nDePv;l}1@k3= z8R*M(CVeH1PB0&WTIfF;D(6i}z*&h#NJuCmCdRBkhTv$iA$otRWNq>A={FiH8^E}6 zaBw)#;Es#HnE*|M>E7SGksM(nGBUE&z-NCfEUYw6%hwIgTAZFgo0yh1B>OXO#d14|d9o7wgLZdm0z9kHJ5I1TGkzkm8ny${f9%!HOe zRb@~QX3E67L`KtR>yZp|`XJ7UZEc*Uxrbx&1#PuHJrp?vSBN0~yAQa8d($oN!!gEL zTqn;Rb8@Pf^qwf%JV-6izRPmi8YV(Sd{B8ApGgL5?XLLc8F-t%(&awIh;|WzHtR5; z(jJ>LAOL!sxJTp-@C|&?VRVOQKARt0&YwE3<WEV9?oA8@)C|7Vv|CD4lIJUKXq!A_sk$|o5~;TTNYnvt#I>uxTZ$ZR$Fh6GWDE_@EgG|p;3N;G ziFmz53Mf7n0KyTEMV}n7z5}F_ZF113`@`x7;Gd^(6R@bV_+7tEl_(d?*hEG}{T><$ zVEqt!;mh=$e>^)w37R|moiknK1*sB-m!S0kQ^!ou$sYB4%xo${&;n6E`hA5=a zVDg8i$k&DV$&9JTl;U|R??_1OcdTCf7R7bXEkrUKI99me;G9K9Dw_nn)NasC z$!_WAg|jArbRt&G#4S1URAs#c1lA7=DSAIk;IQ)kfP1SA&!OGG{a$62aGv!Z2tS9A0y>3IxR@l-#Ks$@j9g7Yrh*&q$UqGMsh|h3vF## zzVAqs``p|{v~hB?szyD`vEU;-bcaa2vz@4;@@sqKmB)Y)g~%>-i;u9+LTI9}zWviY)7M$bgvmf>0$t;{=WtCW_gJ_2p=j(29?ceRfwXRxhw8Tt z4DZ7BFM88QU6_-eUyq5nulJVYPAynWfdZ#e;1rGZ8d_G;2J6MnW%HdyEgr|0=$U)^AM;Eid=CKlVG!&b87JPSOGo-v|td&IEOi2iPXQer{RMDUS)*k(WZx71!0( zYU!WezeFbxLUCmEBn>>^loGn)kBqdoh-yA+v={Bazk=T$R0eI6GBWid8FO4fL;p=WSaDn;+GUK}^c1Kf2H z>F)g%(_%fTyxBH6Pt{|Z1l;0pu_m*CXJF#QcwirpCbNUt`I>{n#cQXxVmJBOkd{<~CFn9t9Q2Y!>C?_6NH z&~RuLnd^IDMqH@}{xX8r;q{#TrRjw1TE{n*I8F9g_kH~_SB`V_7^SfA64nNuY>N3e z;q#Bxu~zaWP{67w#;G>gsVj*K#A5V&e=|bWVQqWGR35jiXnf)QNo< zCwM2n{JMKt@)hNqZ8MH^C$*22lkkmV=8qpQ9aPd)$)3dKv;($ueX3@5SR%K5S^gHd zBIt!X%bz-c(_oKljTi_oz*0TSWJbGl-j3`JM@{I2eDOf9cLL9vDZiPlJ{4rTy>q|6 zvIcFL<`67^O_43%6CNlI^RUADmqZhi&F_+PL2K2L=3EzET{{*e+IcEx%YS*=1#GiH z1I%x=Eu{?uDrm;57mTW$SuA%b^Q5REO;dr3lpOf_^i8n4p-^9)ruL)AU?Hi-%Ar_K zvh96~87ue$la$gOcJ`R@4BrV2J9Btz!?9(XY@1dCpW9g$FbW{iV1qN?0M`?6clcB; z-OqLv{TUzK({VUMz#R}toeK*#`N=9Mc>RRN`j(MNV+MrR)nybzVm3mCV1vU`x|=jk z_aiu+_xG&0%D#Unp_uyCi?&t(OVMfL1(nYl+bZ`tp z?v=%U4)+O+=olllXxg`1$?nL5bE(H`PSJ^|KAXj8Ed!&5}8;?{-W6KojSOW$Hwa>0x%q zsUu~{V%7(P2&iccOAHHk0YxTfGPo zd5zQ<=2Jd17=ub%^2j6JmIbRQ?e{a~cT~*j+j%eJ5K1HA-En(bB8!ksX8p8oAP{sE zBzvw+CV={?ivICg67|Sd+yoC@JHL4J5N@5`U1~YR=PJ#vlxQhAJ0k}w@C>Q9IbV8f zu7Od26(;Bp4TjF!BZ7Ke5~yLeY=_kN`6QY@K6`~QLvrmjv{JVNLWMkD3u`*Jh&&B= z^(Yka24)HEMyoH=TL7B!;iVouY{5-i44{f9(zwVGwPm4Jo#|c+j(;?&<;k?Sb|xNH zq!7!MZ>)NOEc^L;A`$lr!XA+h_(zqT;}zBXTrDFvQpihe)K>`YOajUv zF53^I&AdB{0x>4$7CZU8_+A!fymgS{z0xoDbF2xOnd4}t#jqLPK=!BPm*|9NZ{*B} zu;P=F&Os;QFwnrzj3E~!#crEnax+>KBwO{URH2Eqn8BoHz( zxMS@)Qb_iliAUr%qeL<6e#w?H!eRT;I89+j*ibb50y40@bUk#zr2Wa5y+!y|2Tn z?~bBBw{w4C^Y`IxJM~}%HcQ+W^|S{y&vtod+M@P@J`JEyd!L)}ximL?X6Lc#Ao;;s zjWt;LCTj;=-1jWVo2H;IGfcrSSgioF1|waY>zg}T2&G-B1dGI0YYWay7fEuC zgRnHWb3Cw=@%a7LQBR3|XIpwypqStNLOM%@VO4yOe#VgQaFEx^EL@Vbs{_z7E zp^<0vS98^t=OeC0=M!{Y=TB`C`-?5A@hE>SjUL3}QaSwvX6xkqnuy?%$cA?gBwZad z;|H#5Czw~}y4 z(O0s4~ zrNeo@zW1n>6(>Z~aj!gB@8~7|sS@$}QQ1_f4sa@q|J}Lo9OcZ@EYoIo^jyw4AR5&w zRqXmC+@N7&kFyF{(I(~8z1L{CcYF>T+#evCR|yi1nKsFITA0LK zt2SH6JzcVU`uk2a<@xGmDhti|2+Rof)N6EWHHke92AlOJ=GNX0m)L0;f{N5QN_|af zpK6nD$Q(@*@f~bHf?4Y-WIMzygX->4BB_+a980V;E{e=`>x<`t7yv1b{FknVFurQ_ z)>^-!HB8;hEB&bjWTG#|#{1uQDI}_mxVWre^b@R|^e(e8sEfhb+WzxkDd_TW;BI(p zL4yj;AX__-?t3xL0p@+I7QQ@~ooD(9ilUYc4M%jk*rNHN&DvR(%YD4;9TWG?NL<_x zz>qdJ#47IK5=z;fzg<}adhXCrgm`b?|M>iRfvai&&XadnK$ic>LZwYtqg+L?7744m>kOOB)FlfFH6B>g1$1q`*$$8>I|cer5N zC7v&B8EH}_?~T}iCLQ&P7VuF^DKATxNsydD?F1%0#JWm2duTr9x{~($Jg&vAK)R48spkM}Z|^W4hVZ3p?2ClG`C^Q<$L87D zFUuwz>3n`bST?AI%i)9lp;Hu>i<$P$V`rom*v_@na<>~Mbay};Ks=Y-|9n|buvGr? zh4sSSk#OR#9q73m=#DYnTep2Vt4zHwH-OppZ@Wd>LL<1yau>Fj*_AiOS<`O77_5Kd zPg42dysl#k@x`-cVqUt-T}O!N2hN}TxugKsmW#9Za$ zuUed@q=eo?h=!#KRHnFsPZFpn+Bphol-+Ed)^;n`0&@f!NMn?JB!d0_9$o?nd33fV zfFo>N?lWeI=Kku7j->7{aS>(?ABiD$ak&7%_0kyz4I3K52GoLXnMWVZ<7=i*b7Nqy zL-1+kwd12l7t2at$<(vO3^D==W_#Ou2&9cOn@Do9MU46dZQ@8vFPBHQlJRv^NDSPA zTOcH|hMZNmHmlc zz7x{<*1O97ZU1v;Vm02e$$`9qwWcIh^Q+2O&s~T0yIr^r4UcQ7UK>Zb_9;N@CS-#E zm7RWbT<=1icC!;jJY%YQvj=nHar+H)pJOo-Z(rR-B8z#tTddkfpx;S)p+cM`%@s{ zo7+1Y`MWX+!8UoF8faJMl5LAGK72Uf_Y#S$q{H&MpDLoZ+}ixE`krJ*dQK|-(n{;C zwBm#whO)lgmp$L;2=^Nk*CveSAM%D~6!U%QImwJ1%nq2QR2fOP-oYxkv}nm24ZUeE zjQp=~O#5RfC@F&h0gJ_W&gkX-)IzH}ql1IPjlTmh)oZ_4zX1@m)73^~KtD5*&gs3I z?WqHJp}QYu>{b*S^Z&bIIdoD2UVvNUu10;ii!{axv9)!&NL z%qdkHvIa~igsQsQ?_L0dsRMu|Ha?s23)s%6L;^KH^D32VRsKUg(|GI`{d1qYk;$A+ zmieEa;En+5{_58`bijJL^gY0|0l|vQvt9(^{Qu4dxqX=vbDkoSFQ&s)p37u=TjHmv zntKL$e@Jcsn3HAOybk7rWxH8*9wHKZxcG`XEG9%vwz*A^eKkk2twpVGC7X>`d-}88 zoXjMyN?pD^1NG-HuQ~^DN1ohvxy;>8i6X6u4(AVbIfpV}w!jyyyitXUC36ey*QO7T zLiSjevSF{`P7iyC0Z(6WD7rgCL%r0ywDlccwVoyqH{1c)&1fS|Cu%PHlFWm8S8b%3#Xjf}h|C-TC?#Kda0f&dwlwEk0X zaLd0FMUFx?vpZ(E9JEmD8hPU;pCD<@tIW{my?VtB5cCrx8rOwIHEjGrk}LcisAwwk zSS&U;njJ!s=a=7ql%vHG(hxF|`E+G74Oj5vDo5nf5tRsiE7%!pf~2tHq(9lw>3aHQ z+aHSdEy17U_ZlycZ_3keSK01w{Cj8fmM2Rr)wQY?Et^mxnFKdBHbTQz76N|&7XD12+Ry@Nh+5ZE#~K0J5E_DGacD#c$w25 z=hWxjxN!>1+B{TrvxCIes`~r-BD0NRns=d#)2OD4gV*(T&kReve&0$;%CCZ%@&J!f zk5l2%8_t1wfh57pxk|A;v$4=(t;w6amrv+Gp)xgXx*bgiN5 zcs?*5NM&lH!T1zJQ>a3pw%ANMemXz$un5Vp*B5KfMo(j!K<+)F`rQ|e7a7~xc3@N_ zm+avG7=SXE>DW001R?_#^}N6?`dlz^28f=p@$d%zBr`I<`)TX|oM@zS`}_Ot$(Mp+ zN`|lby*61}pe4=&+R$&1;>)+)0NXO)EbqRYfYiM&24LK8fDB6*8@Bm zyyahj#|G3xe-FWcKpMJZVH9Y=+i_;cD&XNYbA&QzWQ%!rT@qMxc`O}Sd(m|oI6OKR zpO!X6bu|k2H(Z*_lws9Qq0Py+tnp9L!wv07ADB<|K8l5-#w@}`q*KgM(a_|%IzvJb z05k;%P1H9yefoN^vjGF9N#U{B1O!8XLklo~j^JqD*F2W@9aa(eq*+Y_G8AQEIEtYhvL$;_7n#@V|g0WLY>Job4YSf;d zc$ZSxbCb2_H|)w~!^)P`I}r1>1uk>?ryLdwf;u6?=Py)L`IO8q*Jg5$i*AMuktabj zk|4wGqY-DM!XQgULa*6&XeT3Lq@P#7tZ;6f=>P`c)vlU<4j~bgQcyr=NJcG~@S2-* zTrFWJmKg>FTm7aG;r@vCQ~))_g@J*=WZ0folH(H<8v6QQqB2$=)qJeXr_k_}#6R&i z4(~Nwqnme4UEbd5Gs{r2i-x)0dtH3+-Xelc5H`@`U;!_W8%ydl1(B|MlgXv$Qcm`W zEw~_3e#H3UDY|fL8@hcUlbOc0IQJ$mK=K8~c4_aWBO`{vX0o^5-C_2Vq&CxI=hX?A za)L;a%NEAa#uFG@S9i?#f<(aQJsq92pFi`Ga#01~Puc%R6Mn?=@}<>6Esy*xnZ?%E zlx{XGhA-D}amY3~+DP$3D6$w3 z-;gfo=@3auMCfDsd2L`I{POa$turSj#pCes2KEOqpKSB62TBS5!=B)@H2kq#(eXmr zL@yvr`TU~xIV$Ga9N1t_Q~H`?l5Lu_i^r>qmsn_OI&t?UI0dblV`k((*)oIJ-vhM| z?^BCt!S}d3X_m8%{0{xmv7QC7&#+Qdw+aHe#2;eK0;_FNgB^plBbJPqu%#-_qwH(y z6Bcu2;(M;jZ{74$6{Cztiw}sg<`Dx~owptY(1EK4YxJ9`I$zUbzn}9!Z9muS{D?1N z=F)=oE~NX@?m)?VlD+Op&wDD_>xr-D1Ki->O&)3E?1u z52SvL2MC*|r{lmfkmI%h6LQZ3E++<~ipp7h&cK@ha2#&(Xl#DmQ6A1b<=C;0DE z8cxAnBw@OV@_^SyqEp=t37B82pXUeUCjj6-JVb41>B{ze=MIdUE&c8Yl*(cNIG>oT zw7NH)a003YU;~tv(gS>@<4W#-b}$c>Yl4D;(1U|NK*e%Ocmr5bym9y(J}M9a-UB!Um;%BNyT$rQ*zP!N*>&7`vlj*M z5X){O)yoqP)9Xs5js!s3TE{h!9N!auAR(q7VENO5aHW6Q2$gzGozU}Oe=NP4*Lkml zi62!5m57IAiW*bh4{ynaWN3P)2%b6I2DLuY_(+CNP~A&`)B$AZnsH92=H``Am5^lK zgiLc6^06rcn`@7%;qhF|mt*Fsz%O1)_~=sD%!?iUvEW=>-@(7claqCK?i*SGkN(&# zEr{s86(N1QOx4nGF3Y|j{%(hh^FXCBHP7zv4Q~JmEf#I*5zpF-j>(^n?%vG#s0vd4 z4W39IynG7mX@Vp});{Hpp3R4O=@zulbYpyGJ?2ahZv|s)e7Q|6iQ(znoqm zX3Jsa2B@<*t^R&D$$h@t&4upm4FamyVW77NB3jc9LB_NIO!;;&b=U;|!6Yc|7Y;*9 zbi6ec>E;-vtHZmgv1f9&uuJMV>d2JjSJt5YXS}b{iBkkEe!K;(b9Fiw&QpmbHec8X z9cd_1N?#Yw5#9QZ23S1Rd`q$=aI?eh>n9u7JlK@68<(xO0Y%e-D_rwHxGQZuCYu9Y z3j#6lADW!O@+f6{Zb)1in}IPSSxxB+FrM0g3uAG=QFY9D&M^A+|J-R5|r=`l)~?Kgf-P=G8R;qCW2GPI4Cbw z^dY-Inx%Fdn%B%PsKY*);0qfVMK9Mv9C}scd1~qMsOxs?i{KxeuNqm~F3z8>V*LBz z`5QC)&hZZ|W_SxDGBR?0{?QEr&Bki4U=Debxb!Km0$=Bv4b0#5g#OW1v+-7Jr9zw} zr)ril5$@OIBeckuphW^?3MO~-_`1j;sTV)VcBDY@Z|-m0Y&6oLjBC3$)lw_TelIl8 z&o{Cs4Di`53tUERt-14i=37St#)9-avwqX%vgSL(@b)JT?Guy?jGrB$WmuaM1)XHI zZjT#nIi?)xd;Ax+90`*;!p?Ckv}7-AJ+e)8w$C=ntSm%gW6`63{7#Bqst{=cv`oyA zH~`%gcEA!}(cBq-DbBo#kW0$@W^2Ypz zJp1MQ|1jZ?^dC?cZ-G1kYvW`YL!u(_ zZSTo2CtK!3i8oJQfsdUXAI%W+djz%4Fmk{{x`AMNy|TVjI?N)mTukr6&x&moF*9Wn z!mH`G(VDwS=IMzgES%3xqZNi7c+w3CtCc_Mj^TJt9-W>pyT|)~S{KIa{Gh4=B2P3B z4~Jj*IBnj6gH%F`%TG;!PR|Lmj)EizW@!orBZ*kXOi`n}*w%Q<4 z*?erANT=2W?`7vn49RMWHyI}5O;!T+PnT=7dcu2tA}wVK`oC? zi1DP2!kE+SToKi=xh8=Cjo%?|PZ)i+-U|9QhXq9idPzXcqar64mQcKUmF{)%wQq-> zi%@3LV(L$D__(7$Muxo{|3DeEgD|hjqMJ5q>f&=~JGg$2E2tBq*saM?^E}QA zx`FDn*7K~1-MtXS6!CB1eGK=D=r-nBYTi++lj75BBxQ#;(L)|4yE^;IQDwuG!4d7Djl zT~GfIMWFnH<0=0Hel3A$t$aFbMD$dpJ=0abIR5hvCN4pj5Yk(#p(suG2uI3j>Ff(+9yB% z_|eQ%xid+}X0gIxS3U@~fQRc~&By7oXY^cuE{MomD!%i9!-~ff5R!+zal8oA3ux}a z;9>~gg3}%)%3K}$!UoPro2a9OikW$N>S{;s&Ec%sc>{D$0ZA{M5}>D40bfJ%Bvttv zBtLg|mTJkq4EJRO>yH|jF5NdG9XKPhwrrpy@p`^+R%*`ML>dL+#e~k$a)iG{hOb%2 zRz^ZC+d#~*nrmG$iBIaKIO>r#QRag44gji1A&XU3mVSHZowCOt7A7!TDGH<)RYOP8 z88s^R24Dyo6W1M2DQ_F!Ks+kP8SCaY_VzwG1Yv-6f6EroGW|*{MeURf^LkIZE-M*_ zXIK@hRh`sevP3ZJVPiYP9}V4J|E13TgX8?S7Oj+S<9+toS^Uot@3(OH?I$n%|B&iI z(7q(j+?#+_uY`^FGs8kkjY0Rqx`sB=-EM-P< z2EtHindkcxn#hW5O2;eVrVMwkk3Nl>rsr;+7X7{yH5MSX>C9V9mpB(1N{G1G(Kb@fx)O3g9?hpHnpF$6(^tZb~A^!b#fYKnmG zgD1FSH$kWCSx9>l)|{jHDR1>_h*V^GB7&y4Uj)Wgo=pwiMo>;Dve(9u)oK@{Z%IjI zU;r6YaY&9=Z|aO;!_U7d5t9_*#81KbaAN9cr(&dgVmYCuc z67@i;>+}Z@pLFK!?J3*oM*uH6k=PtVUxpxVOrQIzi&K!s?|NR+lKBJf!&L$8WyTZCYD6g z!ESmYr?@09>#Wj)9baje&7#I9xddZTGbUF<2_QBg<- ze|mENX8A6ETDF+h7YY%KF|M1kL3tda_uB{2KO&Bml{F%YCb^XtADd&>;7x_CT_vA4 zMcsunOW6*SzmJa0OnP3BNq)PnIiB)OojP8rXQ&HY`d#l?3IF(1__M=`dy6x`s6F}R z<4MPXF*BqdU=*tZF+chE@W`he10gYQ3yaJr$OV$B2i!|^oBizw;7t#&NKRIZ4g*e3 zj${Vr-w5>M`agYq^5GF2r*_#h;W)(9r{-tO9noiIC<>LTq@EwhE=A?VN{aYJ#7G}x zSmmjoWF#XeUB;<8I_yzYa!MmzvKyYb>qT=3dhtNge(rgObg+Ci&t-tS>jIsROP5U9 zWN7(Dj7}>|C>vR_7|-A!A}Qd5wX-FbmPjW;NEe?493Z^^QKi!p<%qdikBMX5$$*^w zs5z&1vR6K9a7f&e3+v!WO#U?L@}l}PjpaC&(d+tiOuFfz?0~MyopOh_)_7l@)LO!; z%_oZd-_}9&lBTq)r%roB@#o6lE4x(ynsASpx0XB7@)cNfU6omnLRa^GGIqyren>4g z(uGjV0u4uoC`U?r`>TvOROmnx84Xi!$t~TIj$sf6rX{SZD(t>>YHcq2Y4n68+ZN!_ zaB}-k>LQPXozuhglw6nvbA>8N!Mc%&QlGuP^OmsEz+B!A-^_iCW>w0f=r6-%D7z&a z6(Pj*YqytOxc#Ke=F z3Ys~UKpq+<)_?mDk?+=o>wYU(B zbAwIHR{mH--G57*(a=)Jj)RSqhX#c7nU1T z!D^Z~7CLf79f#-=V*^^IsffQEeLG>#0&rhE+)(5=6lT$xlUPXq!jY-3Z5BwQTvYkg zU~K;o(o;fYRz(fkgEHt$YztH(F)VQ^P1y6TvgqmrEjyDzYoYivI)|E}mF+;ITsTrpxV;nB|Kdkh2NB4ffu6_Q9Y|Fgnf5VHNW8*l(KPv0UwyJ5e zU^rb#IJnbmrWgM5S9%PSQqi{R_>@2&d1!d5U3VsVTIRoRN6b@rTY+X!%n_O8|W z&2%{&tg;20+hU}fS6tu=7jiQ!4AwiQ=$dy%CI)PDOk`Jbq!y(ec|pCVO5cr{ndvg; zwWmJLRV60SsgG7BC_>+nV*KBFvk13%qewNiZQ8-wi~tpd%k|Z(Gl!6jie>kVvcO{s z7MePZaYecDylvaAcbeUqMW;eGvkW3{e|&S|K5t#irQx zywaDAU%rH9uaFx+8MS6a{_RDeF~YeE$TFSG_m4?sREHkMQ-ysR+q9)QHLQ zV9>+u2buMCvxXc>Ag1MJ;v~x3TEl_sd_W#qOE5lZKaB_A4+N{L4!G&NGjpB0E69FV z2sL*H;?BBr80P*asG33}OH4ltd1z@1c=^=3heQMy&@f2}5IJ_%Fzh1P5ygNjUi@Pr zZZXXEk6LHPJ!5>V=IzyibJdO|$o@&+pCSm?Du&msN6Et7VWd#nWZ~M1=vrhk)y#r2!#F zG!pt_MEQ9cKKjlvWp-MUl$H-J^MNM&VRNJLDIx+f%&~31pmW3UKdak1FO)>iAA>yZohd)BTb|_u5$C2TS7s8n6wJ6~9Hom}` z8+t{?+bOpBn_2$^>WMmCeBttyy@Z^&?19S=%l)n$wlG?%90#S+BsmNvUo3DKBZ+$% zUU%ZuoQ_-UBwqkeeA4X)B+MKIj{pjWWGt{0xVjoSnGso?nB3Qba`2B zmTYHz1BOn_g<_N)Ntb#`m|w5uM!+ zl2X&nT)x*&uD10k_%t%Yw}Wt%zS|L0=-~*THv=wY3*a zBFfGeum(5p2l;%)TPLeASgEGxlYx=!klAyYS1hq`-${e7%oqbXvmhC8^K^@W6YCI? z8IZ6D2*i{B1Zh+_QHhu|#UYKaPh#XpWC%=QJy9$3pJr_JU)S-}N1e%+;~U#xz2v0EKe1GT zEf#yTT4FF>z+>I-)}OmNIKAhA%RFS8FbXfbFeUO}?=Y1h2HcgisAV^&b{f(imXw~J zjK6}QAESUm+a>}N9;;s{cKjxKTssM20E#cLBe?3{PJ*yB%XGnxgCJCfzb>1r#r`=! z*r*)3p8gsmTi$GGvaZ*1D={Nk*+ovEz=vmZjvdHBkIYC$*k5fIs7pD?n~7lEUueW| z6k2)7iw8es2w<&cT6)A~`U(tA>iDzu{XiL1-eq}Th|!~|S)0r*M*k5z1@!XgX@kOs z7|qz%H@`(=YU70$q;L5gaD823IfTwsr4U6u)`0DRv06Da&Chmx5fI&PHKv?QcPgsX z^UjDcJn3n(Ts4C1-`Kul!`NM_h+_H0<7wl5l!*HnVUEwXZ;IdTyl^5U!O3I#Z@UK{ z>!oe~WvXwj-6Xk(|08ukPLU*#uZhxofP}YEtR_A> zEj8m+|3}D1rRjW@aYq0-A`-$BBzH%(i{<}+BT|4>za3}f+MiEq$o!bv3DsXU&p{*T zh6X*JPkN=;WCaEIFC=92CfHgsW0f!s;y6gpMUUM`lBVkzX^z|GKb3K>*05-f_n0Kdn zc*WXK6A9sFAqzb0@02?wDDX_^Zt=ohg%w3q8PBZXWk|OG;|siMeX7PoU$=<2mJ`Sb z&d!rMb}U6|;-HbfR^Vdp9~PcJADv<{@Qu5N1dJRU(;YWX+Xrbuia#vf+m%U$k}V~u z0o%_aFBZ{~Wn!wSvTqmbDbs;eocCr_Y0V-OISU{lpR>^YanaPZIgSsM>A`Y_m3$e7 z0VJyO2QHAx1P!70Trs@L_8V%3-w5&_yYxdaq}>6QrI?scsl(VP<6Fupw!dtG70%u; zgeW#yusFd=t%Fj27Szdj&noXR`54KXE|`Zoeq(Jm!72RWK&|3~S1W(rUPusAx=`Bq zZbiX%P1%uXzyiP`D2f3xrt0C8Z%vim7old+Q3BJO461xmr@R!1`uc(?RH94zdfWq>#`yZgh4<593R&dwn{SrH^aW z{F@GvJHC( zt}52V0yZ${rteLsPbcTN@_n|$_}KdLwk>W%ja_{h<`}9>_+m1j&tvQ7U74|Q%j0Bf zfm@!YJ)z%$nReaJz+_0Tl*UG$C%|0)FENnXjZfXR z16(M|tohwY&-o29CC_`(-fO{=?rr37MMzo90|M-3j6KHj`woOH_e8IKZM4v~q0Yi6 z7j^c5k=#qlSe`Ut#nq!!zoydJ0zGZQ;S+oup*9qT9u25Yd?$o0h)5Z%1|ijnR6n0Y zreT-li^GX>4lMMe?+yi#AydmmWd!*+z?=>raGZKsWskKDE?yqXphi|1+LvzWPyB$* zotKJbd;~j}%);EkvD;OsNw$ACbYov{C5F(IVs9zJP@lG=plc#_gguOCo*H)YeXGeX1*P(p@6 zOUkid8nQ^fZdIon$)#1L2)%33V-^DiQpZjhIjkS1k!rYHQ-03uxvn2(Qc$88atgBZ ze~BSSL*c+OeFMvjEfJjQ5JGYDU^t&`k6z#>ZciC1&-;lR!2LULWt5ZXe+Tn!egZiW zPq$D^7Z;ZZFxVWJ(&ZDtHHv-)=qR!QI{6-QC^YA-F?u zch}(V?(Q1g-F2GxyLWy}O^Tw5f(mr^=_7lu^{mZ~_Ms{+;Jc&=@B<40U)6v_aHtfO zql?81kguyw@zy8vv4JH%S88jx1HmlRi>l4SIOoSTTFF}D!+Q@7cKyuQl;P++G&MCa ztVuD#h9S|*gPmG~&q~RyrdS49r>2Ql12SrT_gW;&mwQOYV&LK@ny*g$Z{sW%J6b0U zZ4O$6W2@qMzq2k~vy9trmwvIDj`(zxLBVI6DSqqTur>~L=w68PyxhU< z2tVTU&7%MTjk3P|9-2era&OO;l{RpHl9Ymz#T)yMtnLp-k`N|J1AqMFF1I@CPf7#d zhK+rmYSQ!m%h3_->m&ppf;9&^pglc3j|iEBO8&lOIr(&MjESd?{ydoFRF68-Sr+EfHfoE( zuJK0Gaj`UQs8IP}t~55{R2dSr1b!|S%VagOHz9iCjAG3!&*?|EH%J{zLX z=%o#o2*sF-f~7x6jwQSrm{N|wn@hLbEGKTb5Q*@q`6bZGLfWvR>?ZYQ_eC$toL%KR z^?fyYfgq6$3pt=wYY7P~;`jeUk<#2(a9~gHE4t!k`|75k8@`=~=e_Zen-El-`b&B2)`XMa|>r z=WyWiP_nI3S@FLUDK8tDHAV7mdZ$~c3iVTLKV3NeYJOMQPqfa#M25jylN~HNtuG)o z04l(%jW$I}Wy)=L3mTGX%oTz=fHfZp!PW$cLx~Ok2Ml~630TmT)tXCyxu)5+QbX_f zGBHkvw2M!Vdb$jJCO&ajIBL%Ry1P@WNLet0+XiOMb)Bo~Ujvtn5Z+k%nNg;J_q-%@ zc4yQJp5-V|tC0=WDeTzUn?ut=ncI&~bi{nJ_3pj}#?ujf;d@=?uz~wbz0vn@#d~ql zVZ-|>tYxMZPN{orMe(0rTp_o2*K3DIeB8h*c&xyMq#sm#y=jSL%3}i&3;EoIt+bL?ajGzkS_|GwlgXlxfgR!LP2U zPj^6wiQN%fAMn;v|BBvR#4$N7zhgbgNKq;yF(0Nc)1DyzUh(?NbPw-0iBQSc?b?L%-8{cr036QqcI%1wG4j_+U znR>lFRncI-ZM?ues#`aEP+@kd^#YcoFuEpu_X|Ft*YHg;LW)WA^IBKCJEAp?JQ-*r z^O-W6YfSGj&3s2gD*BKrui}Un1Wz^Mbg*@hRbUuOI|sUum1>N&?o7GLzBB>?$EuW1 zk1T=w-Cvb797qpnlWyY5>HphB@B#>dCfBQ<3FJyGC-47JeX0d_1cij;@`S&Gfq{L_ z*1)wIN65P(1hPWTtmJV`Vrv90sJ2vYsJT=9o*=3+XS|yd103QrrTRxI&?EeL@^bUN zk$WB!YL1yvPQA<3Rl5$K&(<>O;ZTvrFA(+ITwC4kDe%!Pu^rY%txpk7|KRpdgijrv zzs}R|?j0XO0;1Zn9j&I=k)BTH8=<6@eV7^kC_=-TEgg+Q%5k-l{n=xjN1{C$$HEz} zNf>^!p_)BwKV571w|9KCL^4WB%4q`}Y;0LlWIzmRMSPNix9ZaHhn?bx|I`U^GSWhx|@HeS(00w8G@w z^!`=g&10*$W-TS4rg#rmDwQB3NxIxfczlA0dNQqI7V%WR=DJp_`RUdE9+9K`@7=L; z7GqieC6DuTnHf{~xExtm-0N#Blk4kV6^ zdv!>tcERKbRB(6dYQvyX0`_SLm$jsX1fx7t@PFNgn>=)5x`Rop#_#P62I*)=I*oSqbkHZynu++WAubTfUBfa8P%J#zT}Aywim_O%J$ijayEVle zkKSonQCd7(9j=KO=`pgC*h%Q7!kFzOs~XpoSoc;yXUWBpxwZD3oM|VSAo^?FtLGef zZn-Bqx<6?Udh1YSFpIuXvKE^Y{GOevz^bHKzKX5{oc%L7Z=pguJ9&NyN081tn9mh= z1KWo`Mo&>P1PGJ%yD9Wj9vcLQkFriiwK1&c(wK zcrbwt&g>$LNqyLEo9BLJb63=0c`NX;WRM464rC(b8}F-~dJ3eiBqTT49%wyOZP>>H zNm&PJ)m)}3onb=z%t^a-*ql~VC9mF!SewHP|_ zDHu5*m^?b4i?u$q;9F8v*k1ZOFwxpsW^1pu{HYaI-V2_WlyJ9}hgU$Pu z6?n7q6i9Ada#6z$a&L2UYIsV5Bs{&GK$Wxvjt&+f5)w-Pt%U>2qvF;#ZdR`FZ!9vg zF!p~4Q3x>cFq@QeeG(Q-^K(0;cCHncz29LeCbS8ql0tqrfQGuEr;Lh-qOY_GZ(j4&!OgJ<%yRVsGFFG@46)X@#L3*Ag)>%BZC;ShhG+b4 zon_{;A(=vlPOnMTeU4B&me_iDoOh9mBZT?aq>l7Ds{8{BI|cTQ8;{{sa#lCmLVF}* zO+W|@9lgqq{f|Ju@zh2clvKM_tBs00=~PPm?Y)_>Q)8^kVae{P2+;w@!-kD0*F-Rf^EByDQdj|} zq^0x@);zv*xB3R|5^UtktC+UDJ6s?;*PVM?bew-sdK;KyAiMN9R5 z^D)==wuVgZ_cKeJD4^gu&xOuYQZY6>9183a>1?-nSL)0hPCBA_-kSsyilL#QU9bAl zE|#oO0I$_rvxC_}c}o8_s<^PcXaEHk!l|PFTQk;jqJwYu`+D&fvSpkrs@6xE$QONy z1kW`IjZXAergKNNrm%i5b%Z^GG#E{>*y59&;fqyix;m+d<$-yu2+wLmJe~@+zE!F+ zhOGu;_q@cjg2}WS)yHo9R`Ple8UXiKd<}xV0T}{)V=_|g9N~Jv(&kX7cx_)>c0J4nMwBls65cprh|Kfa&9`647LY9ElErgM2D0-AS# zAEaz(wgKeEtvPK1X&#^9eSqqJ_uv2t8CkGDY`ZI`-7Y4*q~b`pkRT;1PI>#_aDetB zQ<-YjgYtrroh=FX_kNkX@@(GEs^aIVhiIOs5)Y)~uL&Kder%p=xy)Qir;Hk4HBYA4 zG!v>4vj})_(dT~RP6rT|E?k)ORtIG2+$`Znc<}YBXHqOgg?rPvQEsh&G)62oEA@L9 z;wUdx!$!2N>yjIzsL?wpoLK9ZkF z4EVmugaIY@=q)EaJiPfrxfuY}k+@WZn2}_QAe<#D?DLWlh{klhcI(@okF$que$8mf z#F!6G_Bypi$@ zhPUZFXG^02rVjMAQnG3SiUd;s>F1y%fr!WyDq@bnlpQcsJ4v~VsK4uL0+vKA$=y6H z5?L{EZ`0{yc5ZF#mdx(V+7ilTmlW{!%#%QMLkQMlC2-ePd9JbOPlW~IuFxL74Op8d zExMHF{eiZ(woCGZ`oh+9W~2nNKoAcAwUMBIh=Z2f?t?iP&p!HcCDWA7(A|M3D+ zLWn{>?EXP4S@XwX!$l4jTKQB`E7T}K})BFqBv}VhI zhfG~VnQ%Nvvzz+s87(Nl$K&L-qf443srA;y0@DnmM&WEWvO0dNOZ``!5OV!cXB|`U zcaI-3uE$ctG?x@Yn9HPQ_Hg$~*RmJsGz)4Jz%d%RLP)sUO8wiS~xvh0cBAeW?9EdbfZYG74E+$ zS+#q9G=glq!3ty-NExU`hj3P@J^|RKPC=exMtOaypbygATf#ZNG0w0qckxDAF(oBvTlkDV}DK95W9I7MyXG`r6l7 zZJN~?N*;*CgrU*B!GE`Rod#^!JVlldYnl>Ox-2xJrgjgQ^79XB%Tz>+8_gpc^PU>w zQg&jMV+m1jEyN@IQ)PqPW6XESQ=~0|Cd8P*&p)=0 z#~xm2R0(=!Rxy(JjZ|LPJ-ugp`jF=A%>frzKyV1~LYDcf*l%tila*tvD6^U#54jmeQJ%bUQ;vManB8V7apxhs@_93+3D+ z3j}9o2%0T0_stntS9=XRnxj;IWdn>JdOO1Fu1XC7%T;XoIKirJkCKrO1p`nfSolwm zMDTSuMLo4rQN`(BQvUpy_-mx6z%WhAcD)$(D0jC+PJfHN39PCUu)C$4YKO&)8dv#s$#NYPUgp?s%f0aLHo2IV_0F%!n?l zJ@ZI7<-w6T>sB~Azv%7B9Jh5L^^%MtN3mfnoj4@&phD1lI&Dqo`z7;I7I1%1&+w?Q z4hR6?G1MUAAgn)k{opSvzLekKLEx1@#^VLV=rgwCn%EdG%cV^&lposB7t?NE6Kmoh z$X#k(-8N%gnVY_J5?bZGY*W3?7ZFVyw{Aiksu`aZ5OS}1fd!Uty|vIWesAz*({U)p z-RhqpS(&|GRZ0(&Fk161WM)hEzLtmP>u7kpeOX^VQEfQ?7VgfNrw+(z;le_7@2@1v zxzl)yO80Dv&ESOdpyEK=7$3L?^e&M?;2)Hoc@ z`TT)18R6=!&QxV8Rl-$^v*l_G&kq+iXgmgi+o7FAe5C$qMjjeXoP2%@L%U5Wz%y`| z9Hg04o&2?tP;zL=^D-R_S)bkVGZn7Wicq1f)v2@FP=8~X74x+&%;rAJz_>Q3{AA(& zw+y%SwWG7{<`5hZzw0;1^NiHq&DjqjzH>T%67bxt;ic_6mhPF##gq}S6KaVyld}dm zYHnJY{>`Jj3^&I0zDr1J=QNo71wcuo)2D{=WEcz^rMaXw#fHK1J@^oX(b`831W%aYA0D%9t8 z^yZa|ZBEXW@x&I6Hto#W$#eG(RR2bUIQ^=WMPBH5Vp0s&Z(z`nW=nMa!42;!XBlzd zztb$1_e8+mjjssOPR*xqD^Xkytn>mzEKY9@&je*=Rtu$ch+&eFTuL<=EIwCNHda>8=-WHYgq+0HI(}K$7i+9Sb)RtzTySQfffhcf3?Qr^d`lAfuAkru^|$Ls#d;W(Mph2Ci}l!}oa^#VK*pbSzz;dJyo z5^c%tI85$PxMvD=N$yq^f8CTCE7qQ)^DiyWq_?XfpovYxv4brGliu_l)%c8SFeiZV zR`}$jb&_Ikr&#u1xuS;G`O9*$GnC3O_r%aQ_^gi^g4?sz#@Qx2gY@)s&Yk%ND~%{T z9%*CaLMt#N@iFd7MsVQJ69dz1-6W|ond4e)o&LmH(TvIE|u4t~)eunR3l1VXlXhkv#N}mj<_FSEN@KFZYd0j*RNT>vHzpf$<)$cInaR z&SM73ob9gK3El6KcXV`g2QcC)mMR`qR;{;PZ1;!HRcI`>{Dvy{`H8Um1$bUmn*z`W zi5megny3>Oa+gEV{*BeGZmR^pv{~E{s#yliTx`vKu=Vfr32gM`Q0W_Hhg(m2osOk` z{dvWj8_G0abXZ7SF9XoPMTce1CLC>PIMlS0%|tEH>=G4Pn>kb06K=p<)p3igjMqF? zE|C2MjbAD)aA{!7q z7x`sp&*Pv?)iy$6WyfW$h{f!Jr;1WRRaG_j3Mkx-Xt~jnkbDJES!~@DSYKN^ca6~P z{FG!EJ8sl{VM+L!ka4nhS5JQI?(26TO|zxJp#jB~7AJZjzO7p>PE_sfiX}|5DzT{I zV?5mlSRT_Jw%_>qF_+l@!iZZ!qEpX!<}Nl@R$mv?4Z0FZ>@<}@g|@M4cPJ}&iM>fT z1kk_T#S;9rnXU1FAw}%0Eu+8QO)<8PBjT>dJpo5<{`KWOF8)!re-KBE-0L-|>Od~f z&r8WlBi0=iFV_+$2!Bl_Ktbwfy7`8kPAYdOirE9VO7;K8A1m3culQCgwWKPDSC;lr za%xCXZELe_BZ@FaIPV&Yyw1kn%w;z@s3^Cois*em=UKQqEDr1ocCqT4%q=(3C$+~8 zr(>#IG79$`YE|#AX!+kpbxM_s7-)}oI$0eb>31v?cXp0W+$!<2D#yzhN=3ZLgCFBP zqN2T5`fNrYYO^&IfQoIRN88K@*_;DcRg7%X_GBX|Q7Gy=LEYuYN6I(Au%BpgWx0el z>B2!BQ$o?zFDJAv%cCB!E-L=BZT&n=k;riGUx9N&_(eq;upAoAV5m1o{Wn*f?x%d0 zi16S6PL4+BYt4YGpRw*Wl8=j%Qxs~Byf$M|>N6(t+IDH!3o$XVEVVE7~bsk3^-rhw#-}59E@lTw2C^tt* zcr5piF#mY2H+~@((-*uWPnIM$#^D*vhPshsC3Va7_ySp95!xzoL>{xZZ*jzYPC{Nf zXX#P?MOuh4u`Z~ShER64{ow7W=$E2G2Q&7@Nee&#Zx+38)N`j$I@HRv@_Uqdl2AzJu{Juij zykdoV0uqTdFj|4nTU%Sadm{-IsL`^_+ob{sBg3RvOI2@iK@%Bv@#4-gtu^eZ5ck!H z_S7_i=FZL_>)LgI0zDxbON&Q!h(pFnS9dkFpXZ2~gt~xsJ0noh*LHn0`4_d;7_&V?%wmFEOGo6vK{BZI)E>tqA zSZ@J+`asm9s%bNjz4z$ajeSQU0bwI$K@U}9vd?oI9vyfG&=u) zxPSKFx#r^rIM;~(^CwwF^{C_rDE5!}JggqXe`wMc^Z0nL%D_4%q9m=f;eEY^OFZd4 zkPM0{vbB0kBhKf2i)lYvGjF!hMuC9h675S8EEDr3`H_u^Xaj{Y!D6yb9s3H9urSSOIL^ss=h24 z`bGh6bbXaj&IWH|HP5wZHeMQJW9<_&w=YvtZ1MiFRqd0O5~jOKG5wYRlB0`)+%HC1FqH-!IeEu^Eik+p%XhsRfr%>$vbi+nkWG}@1hM2K`MB7<_GiO zB!j0i6MzW3!}QawO_(r69Y>)dbN5fDb6iTwXnLiTnbNd3IoF&0&nOd$g$5_|rc%a; zu;Phew1z7?MGuYOUcWx1K32zCU^Ufs5nr)%1}vyT8=Eyo5})jKfXM!7KNS(#+0t!~ z-Qj=w?-F=zX6$8K0}`#hqR%7}bdNSy=CKCAhTnvz%U zDEtd3&6MC6;k6qE1&LgF^oZXZ6HZNyI%f>dIz8p1nwOkds6Q@$oLRJEKK6>Ysea|nnJ5z3D<8C}W zSxsXhQ|1kDJ8*mxm32_xjK@NiEXCVJQ>izP=_qB`rL2*i&G#$h!`=1;T?MLU*Bm4Hm z2kbRHQ1yiO`7i)uJB{_r&u>JEx+DKYyUE#`;At9`b=?BXEOL0e594l9am%+<5Z5X4=Qn3VGE= z5Pc*1mGr3VVm62Z?tt{^0`(PRuF-iRxy#_#DzBM<@E~%MlGUvyB-GFWfv#@SRvwim zzBDO9Wsdw;l3e0zZ!u@1P#+oDLc~wWZK%Bl~m%Py@&;4IVqD@5xNa9rZ&UZ+Rh2J{s|y;-QV>zPW%N$H%yO3FMaK?ZB5P=#8B8{ zicG5NxG%Gyvp%x65P8KcZ~^U5eE`2sY|S}>G~KVWrY=z42@fhQ{px%S?Oz(K=5+o= z%nY2hMcq?E-z<`&CCj?QY9t-R)q>OP;^Cur2QaTPxFxCnag5DEl+I-^znWp4p5lmi zuLPa5h3`^(`WT3ZiItWWm@QeW5-brRc~}@noOY zXD&6gCptZ>4osiS@7~ZN^B-97aJOFZUTVRnwT4`q4d$Y?ywkPWtRCByH)`uGz{{Pu zT!A%nJz0NSj2IDKcnEivczIG%c6%2M@V1HUC~w%C*+a=E62_Pd3B~?LJNXbZX&^}Y zqBi)%{D!RdoKcJ{+dm)dZvC4Obyt40*E>}Z+7EvT3s_b^pjfz}+ON!trAZuWLDDC5 z@v{VHl!i5_IYWjG1%C(Bj(m4vi-A=DqtbfGjxBeQbD_~IMYol`92<5UE9cG^6dMX% zb2Zjlj}W&vcHKhYoD;%Bwch$6k*@$wW0@&3IfTCvRuMH5lx052=^S*T7TDHgh?nIQ zE|gc3)mVC#6kBq<_q%q*Ti<@s^iZb&@#2EBo224c)ks<`aTzmdC@m5TFipg|-z|B! zyf`*Ia-Nf`sJ}2mVt!#!7NbVhG`gur+C7d;mJ}uwGrM91|Az|0^b;8d$TnD7Y-z?< zP2tbs&5_loC7(L#)>X`9;4NfMqX;aTPPM<1U!EjM(L2Uev@;!GAlYAU6tvOwCP$i} z(l>r}c7MFx8qW40!DDeV=X53B!noI#o3?urj=e75WFb%}%R7r5FK>>SyiFdI)rQX> z7%W3?c7=apUuBAKT^|JSuB9zrmYpr@Sa$}hE(CvIFxZq+E?mutGtEg_SG?;V-06w) zko2S%F1)G55S2804$+nZQ9HgbrF705(*fQaPSVo@l3@I$P%N>~0R9~Q97Vfq-HHl< z7J=jz$UoBK7)pYOvGU3N`Qf9fYll~fowudIAgL^9cgV!4ejF8c8mM@^PUWmUu} z9Iqa!KKnn%QEjr5Tm&|v4*ePj0!7{oQnU<6wbf9H-;T_KfTp@-#RNczJ~x%e#4)zn z6?}Cnb!}ND4BGZwYhtD;U$seS-p}d~cfmW!WFwmhKngzmH#@PQH#O2uz!qdE@3ipp z{v#mGgqP9|>3{R-TClXqwq~~;bVM`2fq_F&nlEwJK#VPzG+CKJ~rMZKJs*`;X%7ZCQUh zrU2AvmE;?su=`lF(wv-Erz~8h;yrzx77UCY z;o-!#K;QzXS>j>_qhE)b7+`E^A!!?WOpjgXXh$EZ$xVbIImhQMxa+iQGQ-vOH&<%6 zx0NtoJEHb0>mNyL&~VL*Jh+vK$c|1m{MqPwL+Au&Jy#&z$JY7v8=e}&Fkp#^D>)?Z z$VQ*6UYH6Mt$U;ETc?*e0`5T*rjO!Z?dUd6Z&G{VD=_Kwb_f8{h{4a%hl2QsAR=L*8K+22ccF;jOhVR z{{vmGDe-*a8;iyvqX$yb%t#h~!GVRF=Raw4&lOO-yJpy~-o&Hq-zf}OON?QUh!=MB!n{U z+!L$dCrs}41Uszc@RI12f3Kv*j5(yiPm>gLS1FdM?Q4IJ<>!N`B4>OkAImIfb)VP> zttv{j@mM5c@2XWaz>yF?*h2{x6`!SV)3+L6F^$~kMv2f=!VH33_*Y={^{K!sj=tYU zEQ_T~qFtyAU70I_chRGYJYoKtK}Aims%&|Xsw{dUQ`fZ%1b7^1_4$SEE(-6G@1P>} zH<7hQAI~x+vbnL0#YEpR#r)O(`HJTVS4?H|N6IVb#mDY9Z$db>A zLSLn9`=mqwi6|iu2;GREr$C}?Sy6OadrBKDCN1?Pc5IMJbZMY@tXwLvznAl8j`N%+ zef((E>~4{Lzrji}B3k82<~4ZOP=7A*3%11YPTmkVIEQ;G5p^IxpTVRprkmon?!8jb zYZH=*%44Alr4zsB`O8{oR6m{D8yU6~W@ZVx#Li_5B8lJ^ev7}SLu|~NQiWE5ybf*1 zwSNdhubgt-+-3>(omgy=t|`>qNDZM(ILIPjU-oLj*}!-5$eucdELyBb1m$1yoJm{g zlQsq)nDLCLOPnH8 zGYb)Okk5@^4M(Zl?FbjXRcu4~U0wnne0;x4kf|fXC@dGmy}57o`PF8WkZP0DYZYyX z_W|<<)_d#e<}0E>*~xi1%p6Mt{SHK9*=G@S)lG@bnMWjuIF)((rPWwFmS>K>VE9r0&x z?1^qdL-LSH;kpCEFsBl2(*C+PR#NJY_v96v{^QKrZeDKhu)q9+me?aa*ppl^MDE&o z0NfA}qIkGX2y+TR+LsFfjpK`^JfTgw4z+cxKkf6IPd3DegMhPC)tBV^Ta}gUr#pxY z4N=2C+|b5jy2CtVYzL6Y{=G)d*;W84P_L^N;y;Jze5Zd;)?Cj0T+mt`NMDG&w6|?K zu>*{J#}mDlE$IWTKh{fjEi<^Dnbrl8kKaj6?Bm?ruHc{(zPdGfF-ph~*SvX>XMp{B zDp7`SW7>PUxp8pJ3728g-t-En(wJjVxZP(s`4hxhZ_UCHFxMLsfO+S!qP^ScZEp64eE4e2jg zb54KsjGQ*6qdR6`aPC=oB+nX$2aMAiF>KpB@_F6O->w!XQ~OnSr_#;dgNu{KhSR$L z*stw5lYt|`d~EcplEe4i+EOnJq@_OxXctAP)bT{$argTFy6;JITe}y^bKMgc)_&+z zZQ=^LdB`sJX5dBZ(2u$fH$xy}8gVj48Dms&0tf$E8m;WSA}`BOO7TJhEHy^~v~t0Q zEgwJ^`QIT8P(z}_LNo7C;t$5?&1)k-J=d0xzeC9=IGMBG_X;QlK9!7CFn_c&-j@#I zXZ?%VaEyV6&*&o@m0WR27g0Ia(=-*ygtHDB89>w1lje5iV4r0vUh#rYN}4xOTD@9J z^g^Zb(okm5VAef8k26fk`MneC0LAFk7=1&%na(3!r@^GDL=8;Xnbc^6*?@eg*3W5; zHNg5kO_T>*0^yVFHAh%C0LF|)$Y>d zQ(!>2<5?x)M~P$w5+Ppbqo=xR8nfF0*3iV7(IaVIsNCkVp%jqZRB%3WebV{kpXT(wk}t3kik6Wn+>}O_<+}m_E z)XJ8~HhTEii3(7cf>G)4bHU^`a8WbL@`3SimSp*Bp@QB2HM}wi@bpZj-tJ=7?_$;g z0`p-8^I-Y1NPgMbY2Y2=(1@i_sT*!Os=tFZ}O&I}E`gcg3N#Gt4I0;^fpc zxL=isG=d3UMUt)O1Z#(y{_m)YF~W$O4ym2}C<76T4anR5ZhnE~@){SPkL4gbgWJvL z^=&y{Botbu;OqNw*ypt>L*)Jm+mNt{l}evG+mi1VD=lsPSAI)pJP4$?|DRTkRfRsp)IdSL0AQqixTprxtP1h!l z#fCgc9%hHisNqIh%PN=S;(JbXNi+}wKZ4RO+W+UR@nrn}`&=?9Iep^?#zR+SE(8^hg70@yWd@ZNVzD^eUzIaM64%b5?(>L9;Jp<3rw zn0%=v#%sjd-HcbSoImVv_zp>-tUrqhTP`M<8>sO~ELKi}K^j^N#j6H10zyA7qWom} z#feypxnc-!sIf~4ziMLp*(r)-D=T&9gWEW%mJ9%slwc`)HQ5^o)CytkfQq_!AYz6k z&wTbmerA4i(%myHpv}0_lX7#P#Vu17`!Y0tWP1A|?EcJ@myu)y-}`WH#j7x>?zr3l zoiVIC-E8f?)5op;$jDE%{4vtQc4jnZj`ul?gV&1vh|=DO7e1$+&ss?gzh0jhiuE*` zVT2KTIb629X~>MDk#i5;p`<&5h_Zbwp&sqB44A#LOC%(2;%7QdqPJeLl=K*nOTW2; zvAGkYT2tt6(CDe2UnArW&UaA-{yJaSt+a%Gch`uC0wkY%ixNh=+Og88W+JnyoW!-y zKGFZ#mdE>2V#$@I%ZVkfyHJk~*jM~*BK0cSno3Ryg&9LvIuaFit_O=%N)|Cn%7wqu zm;t8S%c~B9d{k3l`(N)#C52{f=qjs$*(##$*|A!G6OrS>%fN1>Ay%35+Ae&)SC8aj zb~X!J&~qP%8kWa$G(8NNhCPG!-bz{htXDFk?uWmD1CawhXATi1f7Bq95D5G^WFw93 zeKJ1+Hx5Te>ZFXrN*xIU-^zUrPhc+RSXc6YCe(`e&Jx_YdY^cQPsGKiP5ugJrX$Zs zx?B56$-dZLcNwA&OrW1PAZX$hO2s`V(SMP_Y)gIi)Ifv3jTu92W{DjZ;FYz0Hh)Ni zDAQt)#Tm&*ZHj1zg$bKqUsfq7R{zr6zye^G5j;gQF=(jv3~YX#B=@kO4Fcx0P8D0^ z5;kGw0U~w7R|z$?x_1K@8pT6#s>T{L5!ztkb0t^$d>pODiv3jP&2ocij+S7!4yy5$ zt=U-W6GUK0{*3c;QnP;R<=&VK3?B8rvZnsV3{2KjqB+Vb5(B=m*FN^-WQu}jEr12z zz7BHK2DHV%I{vW2k+hjL__}IliEFBmP7*i~U~$0z$z!-^POrsKb9}bo*y(XcI5W@i z$?6Yvf;m`*&NyoJ`VRHfY>dGGFy0x|n&+IWCz??mSmS)4NFuW;dJ%v!s>bIE{Q_(j zo#rzt9O(!~g^`JGJnfGO-4H6xh8II`#^|-hmS>?wW0~XBao?FEyES$M@jfuyYHt26 z4{#=?@;wxAxK+s8{LJtlW3FWDYf{#gRCRei*A&sTR&E}|a&Uyt@Y3L+EyDxBXt7ij zAAQL95wJRps{VoC^cNh^c5O^UbVC9YAZ8#Fjjj}_)IP`IIhE4DZ+ui84WkCS@I1jD z-LJt@Qp8A@Vm-rfsoh-K)y#vHM%4^t^=k%a64HCqoe!7Bt~xy#R%x2+5==?D+TTz5 zyR@*_;xgp+?Y8Y}n^Md2f@+=M7m`FW3Gn=zbOF^|6V0b;j%%nUVz_uv&7l2^Dpp>& z!WM9pp%m<=k4SB)-ka4%dC));-a6ZU^OD&oDqVHG+i})Ww3-apxX)pVf15Pc@Prmn z!Q09R5h>Z)wHP=YtE!Ozu@Su0>)W8h9wyb;2BPn{Tb>&D^!$H<89521g@D?<3;g9q zN-PZ^`u1O}Uenil_22$0i!B9=D8!7$(!7L$g7Ga_;guD?R$~kns>5>?NvBu4p@$a6 z92jr@W}S%xfA#w;MQD0^Lmt80eu9irba?4sqspI}I;r6{4 zWq*_79KTs!Xg1Sk`@n!+?LIh^a8(3jqX}3PSLDFJXsL7QPPSv&oZB5&V-qtwdy=V0 zl2wiH-{Ejk!zSqcaN6BEuR#WImwWf)9}#(M)~4GXAFM38hbVVEH;mHf?%UZv6Mrl| zN8eA;*a-iXc15MqZ(Z@jpP%6ovtPoc81X-hbwLM2=4~FcgTEbQn=S^PK08eJJS#8 z1}Z8|bs*~9Vn_s$ix)hNmVjc+=aXoK`k#W#j}Qor1C|c$ykTGe9(%NLf-uOw1Cwfw zo$UVo7}*t1h+T1SOumW4i&c44Icsl4CurT{>Dqp7=kw4T&$^eNaiy?53RXVDie`_d zYsrd6_;?xY13D@bn-A4H(Pu@$G8_~_#@rasl!n9a9Q8mIe<>AM`v2(|E{CWeg^1hN zJ+Bcj`wsX)g#a*v)D{YgS?5^wWaB?zSDUj6LOtDAJ`6QSnZyheAg0 zi&pAp{-5M}gAC%I&gbkaev+_UsIHpjKc0)3r~7_ z?-_3Gc;650y}k6lROSJpKCH}@5uY_VZA}-9dp5-h zcWXXZGG)7;jUSkDT!}9?x zwT7EcSfike5?ceqmOyypUXWS*ZlDxD7aPmc`w~;ABs*K3TG2~ZI~oYJd(t1R$cGRR z`)K1irVRQ2Ck|AaSNs2p18EWu&f+OYlOrJ0GXUhK|2zXim(Y=vkPuQK38k)N;J-aw znLODz8~S8|ni{b=*qUi0t&Cqe(?A%qc^@;7sZu&hv zWf9_5eYkfYvA>nZ)0mBF#x}}RA@miXAK^Nbd!4CM<0H~|RWkRW5ESIXcmq7F2 zj3}mKjn#VwkkFwBZ7av68r)cgvisxsakIm5WMvSk8EOMNu)<>pt_7EXV=~ z_kpzSFP{wMiF7v4+i8&k?{@$^4#b6E0=@aI!|A+F_g|Lxb7%sE3J~iB3nNGwA51wq zR0C|PiP8r2Vk1SNSI-EdW7Hi0pQ(uhO`-*MWWKOT-8gFb7d4d-`-fTpiIv0KbH(HB z-6dDjEmT4<8Dn!ID=uX+qhLxOf@0lWD2PG{7%VoZ!e!gtojxtwNHUy!fbUZL?KOqL zWP5*qVAZD6>!btVU?Ur)|5({zRmA|xFX58nT+{r0RwUt&gc~t>vi1n^kh&6#P51&E&EuUuHYT|WPK+#85^q-{x6{2kj4r3YD$|Wa+!7gQxmT|nW`Yi0vzoYsK(~aZQnwfe%}@?(AB63 zROS(+aqLFy<0wqo+uO4{TVWzsDs^03wBB&J+7>!qsIXY?dXI}ho;G~eF^nO)9nb_m zEWn*)AQeE#Zwb?+ml@%FJ@Z2G5YgmTiArxLnRfpu#&ka`o^%3&58SWxvA%@BVNO{h zZep9#t(xsDphBRU3xghpVfmx;{+x@n^yPKu@hj?@pnv?2P!&ceL2%2z>bV95^~L#f z;In2k#r5VSPUb5ZvoC$@XAv2MNFT-ZQUQ!s8Mph%Q)23fkxZ$kwA)1JLIGijm|~Jv zKbpTmw`^|WfqSoa{XEZfNUUws!Fb;~ZRUL0rMNtGn0Q!K_1^LN8dD>I601MIa9(Mm z8WBPGuwE0gfq|hB27webEQj#)vjc=~;P809>}_T7vRr9ytt6R+&3E%bw%;K%yz=t$bxtP>-e(s5Bn^P7=Gv9B#q~-* zdhz(=gh=d{FzopeGbjiMtt;@`W8>rVfwz?1xqWF#wIDygI5+p;Z4IzoUAwoZGMdF2 zT!Dc24jnX@@bar&K0V)^taJj<1NRfEcEFp4$>Cg%N~xM%UQVf@A9x2mh-wWlulALd zmDd&$AjajnpT;`}koY*t?5xhrkNYn;KE_y zh(}1WzUvT=JXeYr!*EY#aHs&*WfkC09~m9J`xlINOri4>mg#k`)_&OolQ;--G7So) z3uL}~Z`v%^2*vJRxz@Sg9dk$Huvn*ug@@OBK3$(X>+2Zf>#*$Rm<#8@&0g-DhuMRqyJZX`4IEsiCjGM12i9cE--hP?OG z@0|B_uJ?NXg4gxEF4sIW-{*UO@B4Y4`*T0nbKf7u1oLkt=YqIII@^4fWyU5Z&YnBh zHNQ}cJ$Mvuy}AI|tBz_DMJ=|-b>;dg)+9Ar($+>gueeESVWF(bN*^XFQE)k#36ywG z(F!*o^D&W`U*0-2kb{4uh)N+|##XI`J!nv<7+l!O%FXQn+Ag`ln8W|mO-?U96-yu2YJk@1i4BUAVH?G|R;4MVQ^(KJ7I*%E1Rp=xW>X>4>f zqoTshsdDXgeYlWd{cfIpd$~d2m(#zh=OhJo<*}sZ=U>&I$ePrj@N08(b9)jVzI@XO z4X2T?W06K1Q5rXj?kt$= z_4kbs;h^1K?!&KszUsm!{Q&p)F3#j%S8=fJX4gKf{j*jG1b{*8&-p`Me*QS&-)Ak- zS&I2x)fwL?1pem>jM>S$N4s|<9L^UIVhGI?p1gwvMu$r!e!Qk&r2Ik0-`o-~Ph@_`@vmpiH#G(t=ilG8Q~ni0Sf*;J zACEN+w^biJxm^N&D+kI0zUH<)KOV(2$oJzJ2q;0;7Ra9+&C2e+y^Gey*T(si52|DmSyK{dr*ztF8AEN-F*QJ8~vjt#b4r(M{@!=1-HFPo~`K3(nBBoSf}+Kz;BBa z=DuLc4ss>e?&|Yng@(UX)7tII&dbj8?q3FS)2(U#J>VYOHq9^LBJz4&&8tnei{z%7 z&12K<$&C8Mu-f0M%(K117GSGxxxEW&sLI)7kHoIFDWVE)!3_al_7n#6eL%-mwPUdySuw9a*K-C;n7L^!J4G%|OC{|rkv2^|;ptMPuCq$yt6B*>I;`78gizf737 z=zF=Hon23XO^9eFFth3Jz2bak8BYW=TD4NZd6|p}5ki zMRasX@Uby?|6TGblB(P)b9D#o9URDk9D?tJ_WD&@)K=tY$xY7P7gJzjQm>QVh9?$@ zm(H9$yRiqn?>ukkJperJP3s!LbYu9X4?St;z zxkE9kS~p1A((LW&5p^?M-fd=OmGb`m`*%Wt)6X=fpI(Lw^;84py4g=#R}mIA?DIL4 zmYAKnQcCzLDo#AIV>`RZ^87Kr>7$=9w-rM)z#^uu2s`(eZ+eE3{w z*Dh=KIrS-lm3{%oyg$5?f!v9XUy(L8Hg?_lw~*My40*@C3|4mD$-x?bW|1gZ(j&=h zuaG%Xz}R>%h@0oXZII#yqesrR^@s)`COSF;KzA0A*g-<=6GC1O4i2uUjQR;Qdfcga z)ZM#JMZG7K2BzkE;3U5*RDFd+9v$rHGmRr5d(KG=vva54^pALvltkFr*r3f$v?UQB zb-E={NPbBp=~TtM;FK4>)hEBlb5xT2zQWMt&}tnU`8 zR}Qd$WPH3s?;2g-!h%2|k!Z9g81KaUbHl=PofzqhF)=Ycz)IKls93%3@KN2OT|3r3 z*s7*1F1iWT_Z&AmzlsstH!Iyy( zCITv;Z5rm>NH#L}OruA+6S~e4x_U=&dU|?K!ooPZGi$2%&#^vk&#kGftE+3Ac#BFt z3jKPlu43)X-r}*!!c{CgpPdE`lzErS@ijI*KV@KUo>w+o*_+%5KiqY)y-n`2xzE~| z57l-;{BFK5t0q$oY1fG40Q|o5kv&rP^K)IQz!B)qYLZR4$Dl^m4 zF2W)rpyq?Cx}B4irLU!>MIhvw5HAVi(=8@~cP5X%X;%9_$5pXT$)-$BevDVdFwl({ z64~?mF&hcW9842@H?w2o;^e&7UBxXbO^fo6{Dv zE9almm#NpBo!{h{mi!6mQrxW6^{RxWfHneUZ(ry!+iz}hljQK_RRVcr=F3|w%vshEj3nWp}r*z{b)6&w$Ewm8LP6bx(&@Z1mR9YdB`nc(N`I5)QPmFN zFwY{9LZOg9eHvQnNV<~!%f$@Oz6!4*05~~}96C_U#~OdOCE$;;1FvvKOf3J{@WbrV zQj-CC|H@(q!N(x|N>XQ~H+^w^nvh*yZVLH>vn!svnxi)c{kaP7vf z8JL)4_4Jr{Z_x*47rMdZsM!L;HLPMv7U8YeGZ-SF7hSl8jYV4nor{LrR|i2cBJ zIoYZ-yV#rf{CUdqvbzw{HKWZ+Mn)#`>C=xR-B42}lSJwaf6A5vDj9<{4CzLB0o-;@ zM$tTYXFHYp6CV$-YVOq3(J{bcOC75=-F1>w8JPJ_@p+f9=9d!F?;f$oDmX(RSW1HV zq9Ayk5B}YV2&s`idA{kTK}q;Q!_gE}O&2WhVk#=IJWvZ1-ZwTB7YdK;pS1g?Yj;b^ zDm2f$qKDvJVeV9IOmeLMKV3$wsyDW=>t1ZTr-P$oRI0h{m*9|)h293VUy}_6gV8K` zTqpJA<@orWup^2E4arZg=u|B@Yc|_q=31(s$H84N#VqIN|1Y6<=m+uL?O@8r<#~8Wv^%7y#l+Y`LMH z-Z4U#*R>E24$+!XX)q^*xG$yZXO~HN8>#8(Y==VP8muiox3?3$>F#DFE`K@24t*az ztD>SZSR4`_ZfI|xwZzP2nLH}}R8z>q{kCZj-g(bA?ot%Ft1CM%j}}NzQ1;Y^ov8O8 zJ`}2n9j1umA>_vbH?u1w>C(`EM!~xW@ght!U~3`0c3)h1xw4$RygkgJue~_cq$f|F zyoim>Qlb^7cqv&G$XHOR)OGs67OiNL0ka@wxpV+?{=7ddVb-B@O3Pn81{jK1A;H`L zoaful@G`+yaPNYPBrO9Xn)}IQat64+;|&Q0d@nn1nX;Tajgw)jjc#>20M%qZzz$KE z=)$*Jt~ftGmW2;8ZL8FkGzsq}+=j1_qhp>YB{Tg)e}$Khon5Bq`c!&LhF*%cwsz?0 z)2E&1(E(;+p2{Ayczzg#F;Z56KvbI#s8w>M--`fi{Wt(5-O8|h6dElDd!Uj4Ok}-Q zXmYT*G=6hnJ?fb?#QjyP)aGc}*C{ErscC63P!TT1$ilk=3d3}646><7Mtp#JFr_Qt z*kYbpgF7rO>gei<18Dg?D(VglY|E^ytPc?9n#oU;=Cc zN7w)ex>1=v^Y)~o;uk177n7jm5jgZUU;vo%}VeG*cf35tI@`*&R(1wvYL64-3(Nj8lde3TSEe9Xt@m#Bz zHzg%s_-c!12$q{fL$z lrv6X!|9=Fn{G*L6w&T9ILDiN%U1(*}x~O|0?{`bT{{m3rHRu2U literal 0 HcmV?d00001 diff --git a/tests/visualize/baseline_images/visualize_test/cvt_archive_heatmap_clip_polygon.png b/tests/visualize/baseline_images/visualize_test/cvt_archive_heatmap_clip_polygon.png new file mode 100644 index 0000000000000000000000000000000000000000..9ea02525afbb66af2ffcda7f53aa690145a77f23 GIT binary patch literal 53187 zcmeFZWmH_v)-~D?+}*X2;1=B7LU0Q%f#8k1yAv!(2oAv|cyLc}cPDtT;QnorbIy0) z_c=fA&->%{7#U4=@7}v=SJhgx=A5e|loe%Ak%*8$AP}mYtfVRk^nwBeg4RZW1CFG- z2HFE}e9ltZ&T0^IXE$R5rLN|W?2UR5U#S#P>Ws{Q>Q+Ln!wd|s&K7R*)g5Ev0 zOh-q96c`Y`Ovm6FwOmnmNp$edy5evlV0n2N?3!y56@f~}htfTCjP7@+CP$f0RPy1om18d^a?!LO~f3=Bvw6*In{G+iDpc7OjaJ8z8jJeZcSv=nLX_t)&u(9jt8 z_*WNm3w72`N&b4@oDqe*E{9HIf9BW&GJXy+9X&mw z+tE_z!EEI;Dbn+|;-%LPJ)mG=U_^72L7+%{*4Vc-<~erD-_kOl*1O?JguMwWDk}6| z0<$uoMpaey3KlLqJTtd9>WDATDc}>W@Id#)c6P5U_f$*Y4|+M6U+7*&jFR{3fEb zl+k~b+-PNGr3B$3jNARhXed)iciGrNs4Z@w`%2a0+JFImRc5Qv>xzZndH3Yvs*%Cx z`UL9753I7cuZRp*SmYs3E6eY9rz|;yy{|i9f|EiK!z10jyz=y#92*_C z4`VpY28tMJ$v=jKz^=;Btlbp}db1{n9TzyB_^7kEC}v$UXd;-&%CGL5ssHimBuS4HIJZKP*0%P)k zgM(x&&G^`!iWbko4)vpJAek{fJw4Lv>Ie#?n86#+(<2EIjUyAHz>8ux>Hw7)wv#zH zI8@cv!hkp-D8BbY;KEN25M@_ zWy*VuYhecT)z@3=Ud1Hd9&Y8T^XSM$ic%apWTAUL)UJ4yu581c^PIuYpHI zM09_==flFrHikgZd3bmNa`T5y@JpYc8(CY*^CZNJoRzLa)o%D=)R)t{)k5F0fn7iIsSp!u((iY#M97<{w-AAURh z<0DGoBiR4?QLILl>_4uhqbQT(9}7C*a&E-tNA&-D1Ic_2l0U0-!nG_=N+`k(Do%)zig!jln|z2W^&sK@*h*lqh`5dK>iaxekD^{lEM| ztUyj8-a5j+vxdx{WK;WDFZ=TtAGA31+W-E9wA3j6pXX=9>YU1S85<- zges#9>oGY{MxfNcLh!%a{yZrEXy8kH3z%SFU_gH#5|H2iwky6~4fLS~3C|Kf_TL%s z@6gFEI-nw0V*c|eOmHp2-<|+z^Y4A~FL3v$gSeP>QFPnw(T}#9?h#+eqW%<98PuSQ#|S!h?f@Z7MG=E~LtJ>e!sN6*Bmo z;M58g#BP3XjhAY%(&1!q6r%nG6P5yej}2&&#pqjMwE9Knng$#O zf&nRT%K+K)n^KEp292>I6{<3wIwaL%&cOqq%aJ7-rQ$L&@E{`-lR&@68+edC5bMQE zUv3%wdjK5Q$>j0K$k2f0-`Lpb?IZ}qb0AqZdYqY8EZ%>0l{7Roq-Rg4`rDEC0ZA#T z>ok=1s#`DJiL~Z^J+{pg=_2HmO--vQpZAR+j7{{qJ`4?|s+}ReL|nA+bIR3GXJ$ zp^J-)`K(quIzasV{IasL{>8<6Zlj;l(x60R@p7LQ3tp$3>}2`n$|cek={DF^RM1@f zrp>rggjY$LFHg7zE)CQ7xZaOuN&$h@Y3i|Dw_)wz0J&N_`uzO-IP=L- zfobGscJl7(I1dP#bOtTFnw18hHxFc6|8_(r6Ngy`hf%9yXuN4;WCR2vCMNFb>+`+x zR!|t4-ErF3oBUFw-^^`eV`G1PVyvyL{gcf~mFF+WTTnz)tKzWbLB71a+?^cJ1egV!XPBPxw!e&;(dcvXEhy|nMnpDemDVvX1!j~{a&fv=T(}|(b?H~ zeZGesOD1%Ck*deiUvIm(wzUPz!_!dNZ)#$4@_TC#QsH-Z$qfDC1!c1QbC%}i<11!z zRYm*vdJ4HelL&WBE_2!$N#!s@^1M2V!DZCUR?ZPm<#VD1Q&Cj|oj)E~ZufiQ5y*gt zgLk1A2MuX|q37jDU#v zjYKAv1i%vk%Es8w@JaSLS5Pj%tO0pGJRCvL{R9N0EjrCI?a%^`tHZ^sW%e`$T3LmB ze!Uk7h`{h`mg^YrO%$Z^KnyA>TAlZ>`r^pr+I;RdMm`H5priK#Z#U1CR?qRj&Xj79JTHSXz4E*56JN6&a~&`@9)BH%%N2@xq`d#Lr<&lLQAS&<@(O zhO|1Q28G8l1E^Po*CVkTh^i`$powLLV0BTRJuC&x7pOgkmjK)V})T)vcnDDxn zmPo3rt5=2av9Vu(s;aA1T(qAjsw7bW6$SLk>FLckxsi4$X=!n4tgUY)c+c1Shyxwt zPX|PPAlCnZP~C$mtU1@SB4cZ7MuHx{VSxE^=c&MuY;tw9T%^~;!NklwjX@85^`Yt~ zQUG4gDZH+m4MX=$NBp69zzz=%SUIZ8R~@bL`e`^KSZPfCgL|Gk)P2pRIKUwHMn|13vQ@Yonod%L?Gi;Dov z1>pU7++X;E$^YCaV5|7Aq)*BNre^N?M{ewWI(`9`Y?hSo`^QHWP?Z1W3$gwm@c!;h z^A8&_DJ?PocMkoi_8lq&L`8uF#c+r9PpAcSv=#2ZLl_3_|AHI-I}(bu7X2qITTny` znDM7;mjnNA&@f2<6NwIn017kr%|AX{tOmdb=D$L0ECAH-)^V8rz=HpaAf7w@4;Ymx zo(;SCZ&<;AOG+98te&K7N)-HJpYI zVNOm7-qJvApmw&M#zE$>3u@nif1PV6`+BK`Fz3iV+*iTzz7p%B zD*3*z@i~PIpP&5TW2-H<31mT3_7Wbo2;Y=+|3h%G5uL57X>wp zCV+Sg7TVwQe0=lxf><{xB)*LRmRVtJ>=+cr@KC0Qdn0_%2yXSDWSNn3|WSK2cxUFb;gLT0R$J>Lfc# zl&WUEo|pDh=!%f3WPchF5^N!b$F7DNNY~EE(^bJ?Z&23J^NGZj8T%2`c(P8)Ft_mD zJyw#od)^IVzx_ZgsG!vOsTN063w}(cLllnswHe#Y?0wu&(Y3p}gUZu(P}(?tR6Iip z6bQwom%uQap%3*ASv3M@Sf@eV$yrk8*Wh!~r%~k?ezKL9)G?m?#x+;t&OO7;iY&C8 zF?{6wl~b($tJGMv4JI89l3>J}j_NQ78_RG0%zo+)`BelQCw$U zHzatgncnGCbOgUEq^n69cbYeFlKv49P?62}qD>4d7RT%18+K@HJU1=&zJsT_MYX#i zamJ5g{z0BRmxBWrZtN#j)!$F=Dp@%4C32KS0Ze@hW`A@ni;OTWq|gA1Eh>^uk&?x` zVp;t=d0?otmFv{we3@bC8z?lR7}-oQBqb$nTujYNiQ)6qphF4~4`_ynY<%yYCGg&X zHt>@V4az|*Nn6bM{OP3)ij$Vc;K&#P+mu+Tz}pqbpj&dj_=y&@MNvxjO6%rJ;`cl+i>nQ5l`v< zAb)L{V3pWpHlG;|S%3>0?0~Y0{vdlt_nc@_18F2bf!N%R^iYU65sr?Ip0{`w7Ib(l zdf`BhNKM=F9xcevr{=U>zyUy%)bcl%G=B?3ARZ*WcY3eT9n`&8l`Uo&F4?82KY<&e z+&7PBmSM|YqKTMaFz9e|<3-|qLS$R{Su|G?PRrD3s)0G&JVZaI^6qBSR%*(pEW#s_ z^c8i?$A?8gk>K@+?mXdP^+zVv+|ZY20}T-M9K{bCYF|{?li6A69#%h zu#moc<6N#epO#I90sf`t(;e8b;8>N!ogl_YX?P+0WL1wD72`8TTms$ou!BA+rms^` z_q*fkpIGDsl@?gYBg09z;4=SG?Kx`XLoS5 z>K9gC&MfS6OKsGXZv%t`I;FxlBw-Ej(buzXX{J?wYba?2%iEz9{oM9Pba_oB#n658 z{CNkzhA+ea$4sDd)k+JhvqV!;70f?04_yal2n|_Wan5eq^-i$Sj~rPuxI{n?e30y=S=`*#*l+ z(+DANEPZ{n;Blo=%={K!Hx1qP2p&dk5)Y6e-*mXqXHsmx@fToskWC(3w}1qI$X`ZV zk-|KgG?DjKar5-;R&b5^T*3abQqwnm^nN^C+vL$UC?#Rwe3PIB(;%Uvhkg1)tf$xZnT3deAY8xMb$xsI6P<3o z%}3k(f`S~GII`W@O7i>r`(Tt5m<|AgI4a~QuU#1j8RNL1Zd&7Nx$(ZeJ^N{^@K_g+ zZP+pV2Bq3f8h>bsAojOFoT=AvB%O`j?Xm|_2=sWwkH&j$xc4i)YYWW;)P+BcY|R2E z3}DBaoM@)bodz|a6O$EP28|}G7qz_(==qbK)#N`7{N7N*GVoOpr|BOp2z+yKVO&y) z?iLljcx>Y>3*7tF-u12nw`;oOuDKozVX0p#?J9^vCF(e#e5nQ>$OUNYr1lig zR3>}LLYRJQb!n%W>oEyRp`xGw zba7B{FidK?uV2mf;Ko^Sa4^$i6ToWIDrH79>(;-UL$efqZaH(4UTmBGx6SdB zWhI<-ym9&krZHP&MHQ*#ChdQzaME&>WtASl;kooD+{F`&l@o8X7*^EAgLBCvI7*Cc z+s49?Sa7r01vgh$IMCeO90fP` zW%CX|kF*JArF|A~+W@$^R1rU6*TaR2i$--|?YJFRS^C75)E?Oj{Ih!A6Jrjqfzzi@NgVR zsCry`o0~yEa-qYCgcNE>OH2Fu2)_cP0FeLV!=2yN(#65-I3RHVatLt{9O{6ELcR`3 zKW#3GT!Ct>^%O}#)(;Gu3lBG2{rFhv(ascEv&LImw8KF8Qf9a-=#Sx^XDYT2Pbsq0 zUFp^3V`j5_`31_-zJI_%Ds5l&2e%_I_+OsD7NB>;4V zuJJsXcCy65t+{$z;+B?{we8Dxl~iCu1aMWq4@Ln5&;w9r?Oxitx_Lm%bbopj^1a!@ zPi`X{5CZ1#`Db90UW;fKEe~-~S^VwSj=;%tacy&+bFe#J3w_?R|0z>#ZX5|BLR(t? z6rIGp9c;BFblPA1$tueDc3xJ2K~0t3wvO&saNk!Pps#fOQHBw|&PYx6=w=5?O|SIy z^v0UqAkTa#Af$-5`#u0nT12&JzptAefJNFKZH$aSy1I+UWB~9Oo16>+au*6JmlHbm zEg*17p2z(B`K}hl%Adcwu*i5F3H0H|R_ggr991(8=LL7T1kNfoT+ECe) zQb>uKX1$VC*oqe`SgvHD__beFYtZ`2fFX?G><`RklwJ#sN|uC#grpVWc+H!yaFX-r zl$Ur=|Dwv4+WpA2D)c&m1#z+nY4>qk0a&nX<#*&gz#i9rcZ`x!oCfMy;s$kmQOX)) zsv=vEMWX1qKSNt`!(PeRIV2?*Z{am>C zVYsr4snuWGk$ZMEW_`dXYqmP;q*Y+HbDX1-2Ck}Ce()tGWaq$;04J9SM5Dym7?Pr6 zsoGzUTPL6M9RGe%dp~<`OR4Ty)y<}hT#Hn4RwoW{MV2hUtwoxyj#u;E4pW@tcw`5s zZO&ehg(V(Sn0Pz6^J|;Cf36M?Rz$T%k+H^B|J+WlWLmS*q$!JBDcpCgZ&gzM^yEly z6m)>TS|kvyaF{khCK0D6ZS%DXxlzq*Zw~hcCFnICel0nO?mZ-m9oBZ7p$H9-Gb!Bt zB#C6g_p}Vj0Kx|*c=zSy_AqfRLRs9Sr@;w#-IIB%%-r`-wxP~Ua_n>%Bk2SAB63fd zW-7xXihamooOh_nQLKG^gSy9R8olawyjk)#RX2jPuXUWA-$%H{OjlvW?&fiBP#(GK z85R=@YGb%)@mwVjzKOZtU6#w=QiF4s07QSD7#SNYUAoXoV6z(pF05}%yhanUgFN3{ zQG-zjBSpHdBYLvo^q?Y&VHsi~KBpgjpdw@Tuoe6z5%)+~&8Mz-X;*cXT=j)eS^I_h zhf7=}*lokcFuBJ8`qocs!ZVtwM@P~17l9b0q~#NB5mRzdqB$6AIY;=?BGk`MJ_ne2 zxwgs@_vSiCcC<5dck5)2(fonk?bCO5KpWDC52)@NXaPkc?>6v-`;E$Vi6nkjTS#3U zeT&{9>@g#c9!dELhxAz~$6+c?VEgD&*Pzls1eXE0cc`X8<^3l8bvbWvurpzWU$}<+ zVw1|$1ayti@|bWVS*DOz;qS+Ya60SswT>AnH7Dv8%UQ7J^EcexQJm0&N=w<$Mud5)ZBndF3l7K-_$ zZTFtrF?*W=eSm>fpCHpvRYx-dKaY+77^%Se-d^#f#m1C43ZgByB%zXZYSmfWGP%sHcR#<&DJHdU(%Z z@jl>M@^FrXwJ{ez18LECB^jQN|EafMGFsRZS7Vk;rXxLX?l(6cX?jv`)4aZeud7xx zYH{=gSu93`^P0{3*jKOksS2_&_en)U@;RrEL{#U7a9+#fNK|eQ+g}~&CttpiluX-1 zKp0orFqee6t=|uKaK$~*Ob-?zBk5bUeHj00vr?#M*1s@?fiJ@)v5LB0RJV)4?N$aQ zugpHA#)iFJ&#n$Mv6~CAuJ&3**iIPN8&O*@BV|s!n$X;&-PvbqNw<2rqC^$ApxQs2MLjXI4Ll^4R!5@#1`a4ijP)<&D$TtYM3il;%2_XP-~=zstm?$j!n~Xmg&Rw^Than9^T;2VhG~&i6pvJZ!xmz1 z`NfP0?5*K0L)J_oh_9(0NUm(n-ub^lmCx~M&m`cohANpZ%K51!BPq$(2}Av&(x6ow zz_+1pcHAD=#$0M~PlP-wULPLr86=&Y%ri~b zZnBxkZoh7<=W|b_udCJHDdMWtn~xwN)KXtsZZr?fl5UY)q>J;NMs?NY|`MV zAPwPZu`0nq)Vh^z=vPJV-OU3KIsEInPXr8RJ%dZiC5Cyy0N2hU7?{G2NHA4H_K}ALy;WhRs1d(jLZQV<9wFt@z6S`B z7;Hv_=2HwYSh1RP?~K9MQ~Ut;W@DpGMCwNlXKBR{NX&&-D*^`Jel%YdS5G`SvDbe4 zHb=b}axeo3gyIaz8-PeSUmu^86fEF&v<7St#6#qgaz5+U8y}5Tvnj~Qq@F|By|JlK z`O%L*qFLB@>xI1J^Mu(s7z<|M<65-tBX17)@XgG~;^g7p_YDBSu_`yGn(@E)3XH1Q zerKr7szz^ju8gvV@6U6J8c3rh2N_uu#ZA>ZC-+(yn}k~xEKw#7s?1HOn;m#YpZ935 zW^-yP5CrKj))(h1fyI8f1V0Ot*dI{-r}}TU_$=vqdwVNa8HrtAU#|i7GWpnqU9V3w zW!=#^?VE3Yc{SqWZcZU=9UbS`fa4LYo2SKPZ@@+Tej+SFep!1>j!h&2M>3{H)`!}H zdUKufW>knzbprQj1DD9XbHn&-wl)G8i+pgXR>=dWDR;Hb(=*GzNOptF8q`H}-cii- zrmv~a37SH4R~mi+(s|O}AlSJ;1n~F3WH+rUOwmzNLbU<3K8iz61)Rc1w=Y*0PJU;Q^r@Xo0m;ITvYsbJG!&Hl}~YSZ~kk-zdUEqeUqsMTqP2LY!uLIyLF!#hczm<-2cQXTY0r`Gr=wJxJk3sMMFoOyCal9xW6nUq&*~F9?GY|g2<5ua51Pz9 z-SAiJ#{166{h|w0dBlN$FdWq0-kuJ=Rmd3&5YM^ys}Zl2>!H^s1e9kn8=GHl&mIV1 zlTQpd2F>xucV~k zBTvJjG>$y3Q)phyc5>}-WI!7MN1DQi`b}(_T|R4c`EvuL7x20n%Y1N7k5(ziKVMw8 zp#4-!pnekD7N1?9soM3toYW1;WyH#fE@$UvH4N~We0Gf>Mj*<<0ka(g7Z*0-=b~W; zU6PJZ0zT`ipZHmOefIA$4LaR%_*wMW{#2+KBV)U=T49A4RLsN= zxwV&$xjKmWf{#f>6T(k#ShS4RZ<=}aTFH(e^P!fT{iV!!xq_G`4`KICfAmJ`X9nkk ze8F7J`%#|$2Alc7Kv?8l=e-G#Kd{ew_N7GHXj%aNoo5Qvu#!qO6fsYR@^;@NiT#)s&!%7KLCW=IW!cl-sW#m#u!*x`l2hdO~ta^@R!dC7E2!<+w5$=p;XJM-KtnL zIhQBO%5FZCS{Y>uk3!%t9)jdkb6w_f zwtWrwgr02z&(7SzkIWK)T_rvtArK%pN)Kqp(IuaGPRgJUzU!Q^+?62{+?oX6E;7D# zV+Ct7b;TM6W|vE8NAkYiyqt8qvD!Q-2%{4*;)7!qh!6?o?(Y@y%awZgiV+cfcU@o0 z)(Ow0ezLFH47088k^kEl%E(Han)c4u!0QXZ`>Bu_$O?JD<-wzlT+(94(;5LDG+L29 zZ&VuWsNT5-2>C+2ZItK5KA>}n zwlWC$obb1h&H_OY$f+b*Z29xc>Wkl0wMb)`16q7$Hra7X5%jY1av>4%0pGfR;Lbv8 z&XN1_D9u&~y5l;z8U{3%Qi;EJmO-o(mycy}a;-PN#;9DN*9Ku|FQ9g(m>CvH%(Jw( zqx*yqjL@#yu?h4HVZ=!PBG+o?6G*ow#2R_;@e3li^26 z&XMR5y10_a$h{}VVKge}qf2J}t-+L_rm9kX1x_W}r799v;Ve@}@s;|VU0OOH)EGj_ zboyvIB7^nQk&m_#y}Pffxrjs=rCAF_+W5;7ZmV)=V63M5+4h|{iTLE~WXP8qW|nsE zIMB}V>l|dWuDwNq0}cM}o!cgNqxo{L-PJnc?Q(6F-S5~czEyz10GpO#{^aE3`vsS| zxw(fe%;Wlv|$n0@u0~bfnezv?t{Tf?Ej4h%BZjzry2#_tE^*pe2 zwcUa<*Q6K5u*)!p(_pgJLXrQ-;~^B``+Z*Gh37&*|%@nKq4B0e_?+}Qm6OT z^+f5n6O=kz0|na>qguaK!<9^}?t(3ISYJV|J72C-L>yXiLM2vD@)wMb=)b#Gzg{$7 zF^uc7)4sc=_pF1&(HzW(0W2v^HDH`6@{NYjONy`oMusC>-8@e#k_BAGj6DyU!!kCG z4t%kiD=HgFY+Px&3}XS7T;J|Ux~)xU5MUwhsT2x2wH`GBb!@(bRJjkU)RH#9{`f&p z_cos*U5hbR$1JL2Lg9fJk7zflX6f~&z8)BkMKJi2(rTX8olYu8F>*AQQF@v#rNFOf z4JE0PYz{Jl*5CO9x1Zekv0f~-eif?Bt6}7p5s{hIEUz{h+-AB80;|G@=)og30WK71 zAiOIngHbu<%$ z^0}QyYT7=RWc*qqk0TYdk*^c7p9*Vu9qd&rDoWq>;&YW=Lxb{F31@7PyQi4(Pi*?^ z=5z@1jFUGIDwJ^yDlQpxm2J#z!so8vX@4T#92)*Y(6m7<>1h&uQ^&rqelh+%WLOiA zR#q_?pqW_eUYl&MBb3=O*m&%v?HuR530Nv0x7O?+go7C7*an5pRk@*~piGIFNWt9u z;W9xnXaaT`!~mf2aPo3;VzPN~yH=Fa%U!UJF69-n!7&$%RQ7l5*Ubx^TBuQ}XAHt` zBZ*l>j5Y!e2sj!ENzSTE8`|0kmKUbQ8(ix^AjpbO&jy#wxYxFU_dNmnsQ9IYK{vb$ zbY#cM0@J6N-y_TOcxpVs>$}4{bZZtdeAohA?ZMmlg|e@;R*y_Op`_UC^i#8a0MVlA z>BuRgc%E){7ES;sc%^yPLcd*@`*0PVit0k?iV8eI3+RxX3P504;4X^uz3eO6v&s6x zU50{M)n;H;tK$xn@?-&}CgDRPlO_P*M^+PThfOmSuwgF+11%;baS|gjDY8eM-q}TJ zY!z*=nD?$`gABW%=e33N=$`6Pu#2K-cZYt4FGqUrexj zrt@`l>J7}PJ0+SfzmPlD9&~F_N}`y<(7J%CfFGDxTV#xy@$~>JoG%7wt-;)#7i>fG z&>BeFl}H~NVrcp_m}2;AE;sLY&E+Fcyj0Ur8uB*n8E;=4wLOO8pVGUhFiGjDGN_vE zjm_dq7%Jh{ZVeN4h5V#?bi#Vk zlu@lf+dc9krOIN*10~H5gx7alq}7Rx%780DKMLJ+n^2-mhe37tcLZ6O4pKkK2cWb zU_6(7qrn^rHXa@=)nLh{=Zb(g0Bo`h2Ovjnu_1nY^L%zoUb*Um&Hhm^BgAyvWtzV1 zmnszi325c*A9~>>rTf>`@7yI{%3~&GM8?qJg^h_1H)4fL_*jVwNR~e(peul& z)m*u8Ld}8*Nz4y_BPXS5Mbu-WzZ>OZY;J;(0zG5T3P=dO$ldcJ&?A?4bQacV5-*Gy zKs2u>jIt|N_QgNq6%x!eu!mmQqJSEo=!l}U$a}xC6H~^^u4xSs4wvA{yzxWNmz_8n z{a7ADch?u zw6V$F;-gw!ODnSJ;!OKk?uFr8^*c~Y)X$c$Y5b{aL{zlGgdvB_Uq#+hkOC7py2ho7Conydo1wLGw?6dr676Eq#rV^}uo@Zl$w={bVChImP`l zvn>X(caWiOm^D&Y$M|b3+QLkE)CD|R#}BzPnQy!OIm){TUlBedFUle8HxJ95Cq@Aj zet+mib$0EiY=9mxzxBM%E*#!+q@v+^Q?;i*kd(yK8B{dOrzqTZa^ccl_{J~$?XgGW z({-Kb_*ND`rJHQ1O%Vkpr(rS;MW6guTX|d=c;}embBULzD4l&#Z?CT7fir$8cfx^x zw5qFu{91uk9p-RD|k!jY4#f!|F=t4v6~?;%V4F z0HTMexWUF=@t2@I;ntwn&fY=-%~G}T!?DGJ9hNIAad_@gI*o2~dg*&qO92uUsaK=ijYj%1_x!8%6YIH_66w>j~GjyBgalRUnU5h`6a$bVR zH#X#KShZe_(zw@b+L_1J7k+#$qW}as3LlJz6!DxFO&A(gfK?f&h7!-02IGF@<(kE( z(i~Q^as<<86xRCi2G`nj%a!Tyfk$UkSTtaWx$k3X4__LOehoNro-Cuzw-+N`;>9nX zQEdT@wWzW)EjbZ_PS~X)^Wt(Hj(WWW!vWJ7rPUuc2BSu7^R@#zlIqlj=$*k{r?I4zTa9DCYNMnK?40w?IH~oY-6oa~U{1!u_ z_4C^C9)cG9>tq_58S_xt1X;|g4K}7|RF#QgGP8%}vH5wTUL>6z%f#XMHv{5jjN*A} z{nZWP*+y~*@eI!vTmT_UiXf_0v#eN%K_{ewL*CN5RdV&Fm#^uz!tk#E(U{)`q(^(dXp##PMRB2}qSg_*;H^E0-GK;vgcH zd&KrNnNBXKsXXFa_xFiH{r3+0JqiVNJI97NrJAv#d3KXkkX{Oam($W&Y`WOp)4k{R zc*SBvdUKHqnEVzvnZmeHpR~}l!0{VKbG9UW*byNz5HJf1CM}#vlD(TG7y0`n=8f=N zMeZAhJrd6or?0Pa9X@-v77pF(RN|cXfH`^Xaqbw|5h)M*0CV(nUVETcIPZ~_AHQeN zj-Xe?;Z{2$LmhCw>U>Q=NZ2){-oy?E<8Ivhd);EnmjAMx1f@aTRo+(QWkQ15c*&@D zS^5Gj-uyiw0l??KRVL&_W;nY@RcGivJ#({Po3btA^?)Zg*)YzpL?+jQS7$y728}|W zu-L#mpd}>Su?icFj70GY6tFPc1qTz%$GQv|+i*yaeZ#ohE+VeQBKg zQd(6!9e8G%s*yN&=IH{kjLr{o&POEFvWr`T9#ovp1VpZ%10ERRyEQ`O!o_n$zjWs8 zPUV9KQXEIsh;MIArYa4vE=p7GJr!sZ*N2kB=DY-@GbBAyj7iG78Op-Dj7zr9`$~{NecN}S0 zxl{u{Y1jvDz{P%^$c7a~8E@eWo$!GvB&5k)u`^+Ci`SDMdh-1hc3B({L{0Y+axBJd z@zBahQ1IXDcHZ7Lq~(O=&){;GUy=m zo6nW3HTH@edz^7hhNk*nw|StKVg@&7rLUV;xfo61qOH6NH<3XMXw_2mQ}`hJ@hJyA zrm6>jSq#d$rE#DY?BR*mO>PwjXU9i)C8M>Xw*|?2{e>V3d=nVSJ!UL+D9T$)Z$(i~ zKY7^%YE;dSh5Kk!63ANQ-Bmfv8WUQ{12k1e>l83lFJCKSV7OAzukwuejQZwHrRfw_Y$l$X@H7T{4n=y%g-ssJAAVNS{7+ ztoA{hGP-xq_Q^A|W0^@(&IX8w#~{G|saqUZ>e5!iFIF8Uhmw<545@>orND~7X*d>= z873;wn0a5vK*I)ktSnmfz(Xr1MB0I#k+(HuNY3#%_DB^f;X>lqW~j5Zoe}JK@u};0 z9pJewbcb*!ORl@Lv)WlA!jnR{;3IsoXieDj|J)+JuyaEEti5Ks?5u|AjqMVA91!4$`}WyRGjTAc%e66*f*cw9JVseq2 z#jhTim~dG-08jdY!OV?`1(s@6A0dJvu7}pe0@24XvyA8=Bt?ssaIs~iXkNN!D5Gk0 zI3IpYRNw8QW;FlC*x`;-cF14Y8Hqwq)yzx%)=e>hn=@l=kBacTHy&4#WSsH07()O; zU&mvfmczwwFyNief$QADykdt+)>R0uE1>`B2>TNW7AJC4Ac_$uYgH*;79J>5KSwOC zIQmd0o*;=Nq1gcjW1)x`NBDx%g<)UkC|gV+d=Du_UthC$Q4Qxus9*a|WSf;FFgv>p z|Hn((LJB$y-m;;X@j5eHT&XWU8;NRAP2ch;23kkGToJ0Uzxk8@_^%bKd~L$OuLS@e z&(1pQS-^Stf|Zq(6DUao)Xpy0H}ai8ZJ|iSg9_`3WMF)5HTFceAD6m z7Rv1{fS5dXxTsX+b?h;eInC2QtF4{7vDQhS`gNc8GP99V&tB)(Wt29KDWbuIIFdJ6 zi`u0`IMfHg(`54f1Es}eAu5@myZ_`DrOlr|5*u9(@cN<&6Av%spLrCrDDtp2j`J6V<#s{BcuvbRE5p`o`;-)8#y zpu^AMKP@^8I@LY_eR@R)YtA zAVUhMD0s&~*ki)J&;W^pMaJs@XrDdyM91f}E5_7%142F$>I=ui9WRh}*!`LN(=LeP z2!UZQkPjY`EqOOjFjtS{YpJPXSuIDcIyCQzx7d9wk&_oR6T@h7+<`~8W|X{s(;LOV zxwO(gX1dEU1>u2h)tn`X8B#Whg zL=zHXXDS~uf%e#lCxP>+cCK_JY5BNM0a#BWO}0#N-`URRQw zcJ~7HBS&bfxgu^`sniiTznxuV#PWsVSC;xa8&+c@X}_!1v`FVDQ*dz|IJL2{vH1fk zArKObtZpB+E6mNaAd+TW=|ItPd`3nzAmnt9k7EKeJs>Iy8K`m&rB^Ey1!_WppB~|h z44VoAD9Vps1XqaqO8NmQpZ*VBZxxr-7k>MKbV_#!(%lV8mvn) zJ>~G?k6ZjGU?5oQHysbdBztWQiz_?-zuFldvfn1keG;krugN495E@CXezvz|38 z&o~|}qdNL}+p~<%?1Bz}J58vEVr}aHxLt|E@|lI+?a%Xz3HpS&oO~dYi$}FcMh=9% zuc+es(b|grS(kWCZyavf+rr;a9LeNfyv-qd(0tLGtxI9pudVG%+6t73)q14S-+~@EYQ^fqN)G@H;8$MG4DPOp z$@bCfcA_Cmtmh%KIx+H2pdu+&ZtSF(m<+}WgL{+#nI_FA*Z9S5B9$_GbtwK#ns(k;ByBV z{*P2KUUEWhAoPLCWw#OzCe^D{o!^yGRSw)t z32{UdG4*E8pfJs@KCPx6KCkyN>T_Z(W`qho-Us?G;UsuW`3jC&>Fp7mOm*u#!fVD-At67a-_YX5bN$5{hI2ZyCL zxZoe|+Q9RXPEJMZ{H%9n8B;NL;oWWA^~djTl2+p|mBY9&D~$IP6O-_f78E|t8*0`) zazi_(2C^RncFkzdwd?8qZhwY{>bL8OhG{iOmrk!!&%>Lq<&tnNMS*aA=0hEFNtI0J zGzbon^$#oMB}n)tnTipxW@?v|&tog(6&8)n;kb&MMJjD?&vJdd9F{E^MNUHl-?4*! zX|q_@IW&Z1Yx_bE0Z2GMVq;_NBsc)iA{c1r8{l?YWl;a%umKG|vtpI8^mHrU;Ol%u z`y)t|mdn;xGT(EWIu(Z8dl!|Cyf2ZHsC0sCL zfiq%*hbrr65R*pel9v4ttj5DqPyPFAG!GV&et?6QAJD~K_H_J@8+@n3qR7ZtVbUUJ z%#~+QzPAOe#deGBt0>bkI5w6eM(3dw8JD5iI3F+Jzfww0R$40!dl9kdRN>jpM#PMb z|G6Oj0q&!4Ftzq!FB;ERApM)lk4wzw)Y0O0u?DhSM~n4FAcqeS59^ooj2+PaQr)Ru zcQ{bYOCRld6+Yw7p-aH->!8_~8HBfMt96_TqR-V?{~Uba{$oU0@@P4hLGFCg>U$Q$ zrN1;6Nq2Cw)F}14-4)lYd#A8O0ir-_@-4gBwRqe$yS>4r9SbMAscuhqz8yN7J%aP- zJ}h_sV+0en+BH&RbJD!vYwM=F^Ou%T;p{ZW%5RotSdMDXeLl}C0c$6^y9c8N8l(nSZS;v%Hw0LF zUvE9IKED5etIB+gjAR5Q;7SbV0p3Lzso>rPK|J`6HaaA$BXE;kIgY(IFq<8ZaQNE^Ce5mzXrPpPE+ z5~MK>-R^ME6YRQII*Ic8fepma*2I-K1)h+8x&-Bxxtv^{$3+N3E=5(zZ57zPJe(sX zTi2A}`B^b%X14vVXY-!0kRNMdLa`h$YSK$MY?Se7X_ZwiZ`>#-$~`I{XPXmUp}!?X z)NU?j=j4AasyE3`_CZ&@V1Bc95!(l4cA~%8d4Sh^^rnZ;H@6a!2wJ-xn2qVRYs}lq zn3Z#af02`^fe3q!L=zuh1vjgIYY3U=OLZL|rCcE50qT1}UBHw0f$=jcq(W`-abZIo zX=8sH&Qkg#M92I*Nq11aaDLfjrOT{qCq_3)iac1aL`Tz5pe;Udi!99eQ;3Js5u2_p z1sZ70?2Lv)oedPsd-LH$*#>-V3y8xqISv*h=P20^3sm!h^jxVnUH)F2NaT)%k%Sz0 z=NTbpnfa&9Q0>bir83vbG1-Kogu9{B=~c(c!Ds=0tX<1PBD9VbX6@zC-o9_p+pOt{ z8{AZW*v>z5Xcst#I5|&mNrenHRtYQJucRXI@AemJnfP36eD{gXM43h({KNnKQ&qL$ z$F2_K5J&NOODU1~0oXrv2@?9}gs#TV|G|6<5*54bemxX)-pAAV3GSSTQceEutz;dr zsHjp^c(ZYA7&U9xw%Q^y%~eJkFoq3hf1w^bv1mJS&iprd9Q2f>C**CT%3uS**W%~1#)VU(d~^B}=lFBKW5+-WNr+k2b?5d{?NOg80~ z26{ecWRX#!7ya(!=sVk!kyNv}$^+z)RBYRNN0VElPjKNfzcMV^d*^D`60AoPhPDb; zY+>EGii1%*pXq{Gd}c@*LL*!{dro;?1BnR3E9s1TIOG>p}j4>2nV2VM}YZi-wzFk zLYv`}v`Op`eIsjl!p+|i&NfX?(1x~w5_D950G>n?BAD>TN;4+|g zA73g*KOB67^A-Dr$nPN=OP9-wR9&3~99Xvo7ocNT8E!Net8W`4l)~aNB>itG&4=7TTp`m3n0F)Q~vkl?hB@?>) z$i?6QAMa)lhZMbp3{5hf$7y;gIrQz7zu)p%3jGpZ=S`TIIN^@yd?v?W0%b|Hq#i2-N+g^oo_rK95&sW+i&u1Z`Wg`WvB}JT6y|I8m0FtPhF*di+Xv z#`>0(0Q6=n=?$NsU~p^%c%{R^|5Aq+Pa3Icg}hJn1Oai=b?y4XBwxx3(J}WyBinNN z*XfPMN*c~4l~Zq_3b*~!y(oaH_}eThWUCgEDCU58{gQx_r5<6L`0ue&S>40AduoPK zMtiXHe+x=70wc&n0g~^+TVcigSOCNH2H;y54Xvz$2?B^%ecJCOgq@}Z-WZx#AQr0T z&EUPBx0gLeH%@2;<5sSluCm9ocaU>(3vW10DcH^t=+yV4hEwD>)>fnwdD@V|*$WVB zjR(+>e^(MBGSUuIzZ~kiCZ&j!K$?_=oXeD<9Si4JKh{uAuw@Ur8J#^7TJG^PG7{gr z@2>`Rf7ENeVqft8)Z-WM1BNz9r=@|APJ`+DKnyoc>rqQ+l!90oj!%|k6n-N61+Min z5A4W@b5fdKl|TPq8^%g%2IT;y?d8L7`K*~$QQ-C=zqbG>y$QB!s=$I>XW4{rx=Gw#jk4?7^f-%1f3o#QJqg zS+$4*f-yy-x3R)Uk?Eb8T2?$WVIV8gTM;T*T%N&4w`)F}GtwBvzcV7snP^*KB4_O~ znuDI^10Sg@UK4uS=AYc`{w|l^TWB&1QFQbTe%g9^)?khD;G;#02_XRh))W`gsT$zvjzpa5{+WS$6y{wM2*m2i)d`t*+1V4RUo8~vy zeN4%QxA+Qe3I1qFwVh6JmIrZ(AuH{!FllhDO9z-`HDJx8uu zE(A|3`Uc(mE6(7p8(rzss$_ll^C`dU)pN|mf@(Z3VHb;%taBRmAS$3rzN&3Gz0W0z zL@IT<%34087%B!fh0o%<0jbt#gt+BZ&)T)Az9BL0T@%Vz0~(6UUn{EEx(DNez;lz# z8KhKY?4p^NvUYxVXFi`*G{OBAD?|+M%EJRWrCOozXnVGM=Oj8g77>^8F$t`=hu|n} z!HSEd;;NNw)Zgeqx5xb7rr$@mM^EqWZW#PcO$F7pyKfU16h*2{)l?_+BxdaJe&Dln zuMeka=GM4e?R!B(Uv`ea*Kl||<#=RmB1T5JikonjSg1wmdBSCFc-pPi_xd+;h+=jc z=3)Tupd2xg(w8*?G-aVHoXJ^xaQdBVabpMMImIk71gHHeguFc7W*uihUOZfG#>EJM z2CP-lX6K`KI2T7$TZ9?|aAYaW8E(11<0OZppbL?4z&!xro7sl;5^&SH zK_Ee?&RWa!_LOYV>gDl5VX8n0FqViqKr~>i)=C2!7M7foQw;`q{QH(CkZnz==3MSF z*Ssim2lWdfAABJ`l2Pj{wLPhh2`$v6hbv|Cca4lFk9mL1QY%iDl9dJIL4(FNb*2QP zu?(03Ei3pYm%^aQezO9OI|yHyIM0l++5YjcqVg}-dODHf?>c6Fz23f4{^@P_u2=im z_m_J=09SScxUYHK&MBBaH~4~Br{V5crq&may$Q;2(hnqHNZJd;0yGkmNbm{A6Z2Ie#R{RXRzowD zcn>==J-w9wZj()hZnDJ&j_sW)dg3lF#!I9rbIULO6k-nr8TBl+(#p++_222J&l$8{7;r)C$jh zHiLkN15kT&6$Vh-qv>zitHWiZnY5~)-QC?2L5yzJ2wZy!K-@$lAPD{Nd@D*>{@t4? zZD!k^i>oL4Knecban!|wG=>7i_0bhpyt+9K{TOsW08JC?VeJ#_y9oaIzHGw{3mfs{j6cejCwNq};$ zjMsle&|>w{F2FHVYIg2(4C?OgR%&vx02wAPm!k%U%~$+%LsJtXHs4bZl`7MBTdQtB z%?AJB*`ugH){1ve_iVcTjvB*pdw6I5Kh>PPfsB0Wz|=T=#Kn~E*=~|{^^3rCGvOX; zSw*8UnMckn6m95Y+YjO44b5{#M@(BMRjJ8z;$iBWKw~22;hm>#eR|xVuSTCK;|+Z; zS@w>m;Lv5X-2*phL^n_5*YD8jp`h;BezhxMQ-H19IGf~VnPv86BR0)+%s#)Z{bqtk zX!1Llf+~MQ+6g%g0E?b>NbOGs_yxT0NTg|%b7V|drf|DQCa?l*kf`A?{GUG-y~Gr&!{-j4n(8fJ5(4lSs+op!v{deK^E!TuMBi_7tLiLYH2=Gq7^?2 zVBuu0^O_xB^xo#%evtf@F5-Gai?0AK$!2}JJ@x(jV+o&*;za12yxjM?nZ9vJtcY{T znVJTKQ>7aL?Vh^&W^v!5VRXDyK5H)##yv2LT7M>YuPZOi(zp?PJx|>*$y*%d=E+nV z??EykEQf6fmCZGr@c@qrtLdj8ffHz^SVo-}k)sZ>27B+$S>1V%Jb*?0?0b5elE{%s zPcX$??%;9*hx{ct{+rBtR2vFe%mB;RKGa*6-vK|Ho-3-^I+v+W?7@JkhmzvG8r=^m zNjNUxJ+0#ka4{gPDOX3{YO(B`nqyh5w7#vTlyOOp(tj&Cmjd5jEeNdYZ$V=0l`S=L z{J@{Cm#0ffVJz^XO&$%#uqK+c^vzZ;Hm7Ty6%`e?+nQ2R@FF52Rju*fwt}8ZV_WH7 zES&6tA<>YBrE=>V`jHc9FymzoTCUA=TORABm6<|J%*O%yP#PPe)^8+G%u8~19s3ss zu`oh7R*$48l)=@A%FTRGtj;4X`+^jZnJEO)1bxqyZy+Jt^*4Hs%_nlI`aCmToN6TU z<-dV|Bsqf?8*~`%NoR{2|9Gve;3IoB_vIzWNw(K$8&U)59rV!5Tc}gFm|l=*H5#ng zHs|KSV(wnqtglmJX;O3J(KZw4RZDuswA6VpUe14mS=3R*ZuxNUV7=6UPRMQh2nZ|+ z`>WkfaL!JT0XrM>F0EZ1_xClqX;`7mdti*0w@!Sgw0SbtD zEpS_uhugw`X?8|=etxzL4VHSSKvahX;9NAqho?Y2R#sLJk_raA^~OfGv@*)U^3HtQ z3=^*poiYFYeyDN>!Q7)O8ABbtQVJU4CfQDhd`|dB4~)KgW9CxIxilJW%v`p7(VJWV zzrkvC?R=YX@S`B#&i+Y)W_y@4aZkdtt}dR()ts&`e9t$Y@wsO#Gwf$OO*=^|0*_%azK(i#H&r#Rwn z>S%s!oB?IV5{Kys^7e{b3*bIGbPiC(`Iu{y#j4uyybyGDwi#{jxk}Va_1D=X}2BCTR2;(Y(1UFX`5-Gt}HUS?U7X{&KQ;|MP?6tj0Zi&gFcHsDroBF#zZgCPw4x0CPCpvmCJu;qV0&TK zYkS<5l>&byO~B31YPQTvkSb25(&NVVm7NNL97V1OmzZv;iQ!5Hvz0#1xV613cKV{X z*mV-i&MH3>V;$c7#02w&he%z~e#mspNMBf^$`>aJ?fQ~X%m=Eq!NMd>j$&?t86@A{ z7rWryJteeE$A^u>by^y8qwk2=57`zMl?^XzFutQ9{g+8PN_C!kV(rhq2izj89wWX) z)FdyQ&emrB>8VlQtfDeZBZNVlfL5BGop-A@F;ux>z|@S7Gn1a1FQbmUVQ)_4eA>a5 z5=38LV8hEsD`EdsdBw7_kHIoZnesnnKLb3WR@kCcLY&JD{jxu8o_8GuudpRYd)XavT>8!P|sUIc4nX9u^rHw>OKQWBO$ z$XELb{a1vUZt{H3LlYBN9@p}HcaHVrOvdDN8noZrUydQ!v0v~3E-~&VNhKtNc6Y@Q z*7@&I+-4VC`&CiUx@?r;DD*V$(i}$_N-~Ph52WRNVLc6vttU+MCvX*v!CGas+U8}x zSjPw;(Qptz_3Z$}@-cAMV<@lv|HbOARZfnYY{$XTsP;fc6q^V!D#qQ{mp~ID8BJO8 zqQlL+fHc?4ssJ-^!Tp<(vtIIotUqpjm6IQ3+%nu^WD*6Z;bzqD%DpKtLeM_YeAm;axmi7gZ{q)RB-gHlfn5XOQD=-X@57D*8W!_ zY8!ifZ~y0})xJ7oB>H4MnHG6~gAf<(UnD@TfmS=~^FQTJ%zz}c!PtsdJm74A_4n@p zENEb8XmC9vC;8wV-q64U$gbWR1TFv)s0l<_m)Uqm9UQ=p=?8%9cfe~8;N9=v4?ksn zT-fVd)U@_I#p32hRd=CTg)dYg;M(phm^5W`E+q;r*g2_im~~rfy20>$lPl|SxKVym70E_PqwEm<#8W&`XYkpf8f z0n#_h+o%?=kk@ntpvnHq&LsU$>$rR*E(!L8)e-gLN!ra0j^hno)XvCB#r|8}0QH+9 zE^{$6Y)+_Hw(aH$O+@i7OVh|Uyy@s!;;JZjtU%c9Q~DBd9bMTJmSP_!^OqJiX}!F> zzPUOtfwC{HQMS7Io#o-wc?vHu@r{WR@r3ybxhg1#*`%z5>9qLGKCUn9;eszYD6Ll<2h=*&ssW#w+nW5{@!qrNhU#*L8zB{HA#i+U1a^KqB&+8AgM zn!H7{p8S8sRTQYPs=%ZGSxoE$+i*&=u-Gcv-fqXpA9zZe5~cE=>`l0gZ*UzQ1$-Wq zmNQNEwkKT*bhBfdx<9rqc*FB!XU4Zhgdmep1*y)a}yI4?krV+l=9$= zX<%a#Ste+jAsdzCdPOH8jlQ#-bgIMSe8{#PX_0bL_xZQAzLn8;`kU-HG_B*1Uc*nM zill;XKdU}`VHV@1?0?BKpuPIv_#o{9bx6q)L02_kyP^Zn^Y`e^*;c-(!e9@`o_^{= zPFOuXm(NWt@YwX&lGAkUhMj)PQVI&A-}p&|JVi>Af2{8*K~P72>b)8YQ!JK{p0c~- zzrRceZV(~554S|YVX_^}Puuz@U2QT}j!xgf z`RdQMon&p1efMgDEnO}$5k!x9Cv5FmHL>uwlyOtrs4EG+CoiXn5jN|$^5YAj=#u=$ zpO!*O^?tw^ej_mEaqi54SBH3Fh&fF>!F~P3GraE#Y6^G*hY8~Q&rKetiD4l=>gkcv zYee)kT^X?$pT6<0N%eI(*{EvS9?O(9pEqRSD#H(nA1*d=9bs-I*qEu!1w%23T5VC* z`zW>BOX=I_bYN}x_&Y7KjIo%e7I3tQFAp@4x)Vs$ESnn*EUkkxiHkB{*6A(7z5}_X z2Rs8v;&~LA8u|#opQ^Fl)tLf2o@K|a22sHY>RS*jge!K8FI(=?tAnxDDz@j!>Mi(@ z8=zhMFK}@(zC1xp6$rsso7n_>x_+uDnXj&2zZoC0Kfe3`0xv^#%VbbG8{4&%EL=09 zx%)p@yeHf#D5d>f5gJ@xc(+FuLu?$~;U~Nw`nK$!k7fUC?WY8+R4YMbR7&2yI=kk@hYdG&^aL8Gi_kU@VW0v;zF)^JLMxZ)Vg zoOY7oNu-0D{PydMMdXQJaB# z`)=m6-p(XhdTpWy z+iI*wc3YopKoTI4a})P-YXby$mIHk5yfy1K6a!V-zHY2#4h1({Ltw&ks>yh2In-49 zHirqyfA(N-)ziAmc9i?=@kBDKSKR)O6+OD{^~*MiZ1)Hw_ySWU&_CaYtm9J}HCD#S zV!Uk&jiUWsgVet~oFZo6T@We}aS8MZeLY>mP2XlvkzC*T#%8}*4nSt)YKZ36+khcq zz=e139sA4LVdEl=N*VKv4Nr9OuMWG_K7-v;zzWcGqjagh@JPSEbv(k4yGls9@~IUr zhr*4HA4x@*y7-^ux|sI1fegkQ0iv%?wiX&5zn`-yVPWsHo;$X71ssZ%XCWVF<1yB zy0F%*ue=K`$$rvMgq?i2R?6o?tFze3AYr?@V~5%QNOx=*75aRf=zW%^z4?xO!ui!9 z6t0>U`9_`h<@}Y00Gq4p@J$(>4yWq7UP2>Y{bRwqxB#xywlLF(LHbr*lS0yeQMs}= zAlme4VC(B|Ud->2z{Z{PK~`49T9Y5KA62e1k1-!j(E;L`xZ&sC@hZEijU*(!5l8t! z`LEk&8~gfq$U0eVzgqPEl1`zeoCx&3M^P}|+v)zFOpZk~I0sbJvW!gD8tS5Z7jA_O zVJ?VZB!puSKX(ScpN%8Xn@ZtPrQ6A!;)tK5#h7^=c}MFijViXfW_s2dSQbRJFRJ!bM$1*6{Ij`rNe#NFPut?JOE?kg z8kxbkzjwd0m8GE!ZC>-@N_j4v3^jpcG1hmiy*fEG4r=A^H=1l3Ph_P!c8@OR(X4E~LFQq~AlPN)z>g93ODd0^A zZDGNQD=ZkcT82e?Ga&|`Vj*so6Jvsch*#C=pM^5Uc8j@XUxb%$id4I#P&~6KAevJhTKQpBJ>H@3JLM~2Jnch zr`L4hn38#!N-?YjiZZPTi(wk91+ykN-d0)&fMt!W=L*fd;^Pk@oZ}*O@N@@}@zb9A zriL`G4E$ZTMwgH8cQv};z9I36=xIO;Mx$PeHH~5JebmbdJ5o|0qt#YD)dV#l=&wR# zR(3IzqmjW39CRE_c!xBZ=C^H|TO1HN!Ag!ZAV zyB-+*tboyv0M^)TxspCgu_-4gqmnjEMVK&0dh%Vu5RA?!8g7EG$4%Pic(%EicxzX2 z!pRvK6(s2<#?PNWkwe4~fg8EUy$J;K-|NOlRy~WuFt(ldo5x7E*vutW-Y<`4-133TU3-PZ1}3Jl*;arO zh~-%Kn#^-5)CCY+;4HI>`tqKEjX*H}q%WmG3~x7V{m3u~c1v));VUcNzL~%l%lUwg z)1wvr5{z~0RgJmueq5Y^dr7X9$*6UD&hcwiq@Bh z^DWt_A~mE}Wbb^HNoIL@6p#vx4(BR)Ja1VBW0gjTp4)-gS5~!KLGoj zyR@!vhv3mX`c{X~ad&U)X;T%PZ!x3^Ffdj0Et9L67m8-;Y~-vLe8f!QauQT@SUwhXt3udptfu4I4s@y3DU8xwY-Bk-^30G z+D-uuY-RFhZLl^!QHK`7yN+wnRZ9$dZM{1PkIfindXfR>06FjNh8W&sVf9fFjHF*5lNqwzzqyxXwAUba7-A-N>pJU%PUih5erJu`0Mks|UZB ztKVHT#a}w{9t-$HRl8)fnmplu4tEVr6Z(?4!UAu|8An1jhyvrURSwwiuM{VDcfPz& zN$20_tpBenJCNiF@}|oE^;)VH0w`AAa-hX#b{02|UZW3WprC^j|7RA!$Cp*EBi)da zyeaaR(Apa_LSrK6HZl2)U^G0HyCGI>m4A6IOlWd)hoTUy+F%_VuUCK)#{)mXl&Y|vr07aRD-(4R!Mg`({s8-nv#ge zRm%ty4WPe7-$My_KckWa9Kq~u>V6VntsN|0f(U(I}UQfQ|&Y6^heg zH~PV#B5K>VNIGX2XlwwR1dEHC@Lx}uAwZ&m);+4h_~FND0Jp~Ewq5!N8c9EW`UK(m zObl9$PylH9f4ci}Bn+eBO-hIr`|cksc?a0=nR;6~e=4xn_I-@iL4^29 zb`7cI9`^CSm`r>5{my?enG%ejt3EHppwLaY+H{x&RKV^Y92fys7pOy{MJ3{S_dmHS zj#$w0MSwa|uzu>c?lxHrhkmyK<%wA6Ofa(;C2cO?$egTt-L+e%Rwel1&nOCeGhCMC z(K?TZA=Teuc4oCA)Rek(;kZGe*XAJb+G1g`2igS#lafqZ&Ge9W7qPzm2&5N;oOk<2 z_ng>9-27q=!;Jm%^jzL!O#7wvK6u|mOC-TtC_!kYYb&b0jW_-m)4(|axHqPzrig0o z0CF6>>AlKWQ zFi;o}Gp~L>?P^z3SYk5=D>FHdVY}Mim+qX5n;r{)+9L_>!*=wRY-nqTGiKv0f=2Cb zjA7TeEaKHGz%3W>hiaw*NNHp@Y{$N&>U#9g<-b8R?q_2o!o;`Xh)Sg7GdX9v+_lVx0}> zs)YlVJKzZO`A0*d{7PKcCKq@{kx)JDo78Z)J(9s%p`z>_oI7M=)6?*8dqL z^XaAb!mxj3>iLJ>YJU;Hl>YOunfTd_!$);}=NyHyLs!NNdG#%rAerLCixo+1}Gqa_-1njOxCeQuTi?{nP4*a?$@6cX2Tm89v_A$(Z ztP)AcDf+$eqTb*7F~g>|7FAA{n$B+=esO$GTa=^a52!EOhtYE9qnjoQM9Mca*3wpz zLO`GmZn%QB(s%}MBaR{r&n@)#`3lk%6^buTIpI9~^JLrL+=D^M!anTv^`2D-pHnn1 zQ&N%k(r%aeqrV%s-GfO(fRBz!vc`|+dF<>U*IpgWeZurS1HR``EsHEi`pBSJ!i zWn>0t$1#nJj1rTRH$b~9K)s=(LqgcwuMsfG^>1v8X|E|BI$oYSj$R9h3bOLuVRvqC ztJ&9jc=@{&M7$$(wB~oi{YG^pwikUcZm^DS&Er8jUb)J2{*Xu^oZ9Zv)j2}s@oZTd z`)@PMnbVV{K}k!s?20f)xo~1(IKsp#DpMV0+V)=}Zf`5%=BL}zLj~3M?QG%>G=~p* z&-0C>R|ME83OzZf(;Q59!JhZ1rhHBI?6XVf<6>G$5I>Pl(XtTLcScfQ>%muAJzfK= zu9v&$_g4o&pjI%PnE$%j5eb{_^2#h)${#d{Zh%J6*GiYy1S_bWe!Xvj4nb@=Q*t+a zmy-n8COPZm8!O!d6L{Bdb7VRI?O|kx%W?huc}5kaQXlX5ty?bfUWghZr!Jiu=5;b6 z?Z_B}yfM3V)Ftxyx(?gNc*k(7oOp|7NWNE7=b1JCQN%Yi+^n>f#hbAa3hC*=a@t3u za819PE^@;@3Eb@g zB>fp1OE*7i5=72kEAa+Rjg9@m(IyLgp#^HiGqXnjt2;reZgvz51wb>eW`#Z^=xBn6 z03wAjux7CUj_DTMCz;oIdH1j<#&-kGxN7R};7yHFLsHf8X%)94#m;ct>ICM}_8+t6 z`I-1l#;>2b`95+YvAl!l;@Zi`4{!B4H?V`wu62p_)vvok)P5LP8p5|zVJc;7ORF-J zH|lW^a?(U0sBnXLG(#N2dL;Gu30d4=MtS;Ed35iA0-4hj0#V8os(jsGVOs8|0SwwS zp(tU-55u~T3YXbu*VhtaV$iSQW6%bJMX%1#J<;-Tee`gg7#)pnI-DHP{_;$ykR~9k ztxW*puhF3N2LK-6B{Y!C@0O4@F^-d?zz`6`o%4&Z?CH|B7*xoHtb7u$Ab;B36u&}VF=MzhWGO@g6V3X6oAYBnV_(kHU zfp8y77hpnygSDgf68LPc)``ivAL;iw?S^<|wI!lEcAkGt&jvm){BxlDmZ1GZ2ak2y z;zRR4C(4ui3kGX}iZxj;crM8ZjT?`)M}1VhD!X1&Ui59JcpxUsk=s=~KK# z(Wwbz?O5@fqn2-v3BZ~_)w)e~{0$jZ4t{(N{A;M`KEd)Nw)5#yVq!9#ph*+Ondh1p zm9vD>oD}RhIS8x++=M?;px?<+N$Q`T@ObMhM@oW5Q(9-z2LD|8x0?VQ#!;w-vBMqp z$0203E@E)=PooDOw*^$+(>U1&W?>c^9kuR}R@|{12g=&s(_IG+E?c1pL5~p;4M{i@ zI^6EcfL8tIayd%Lo1!p1Z4HT(_2LTSNehP5IrNdp87X;r@nPr5@fJU7iJFp(@sxWT z0S8O~DQ20R4fm1?K9@)s78PjgM@K z=-)U^J4>P>19eEaOsoBVW1?W?#WM-TmDs&?KD8gvDeN_g;UmwuGgd9v7I{x^G>vrL zKZjtYwvZ1{2dT}Y6$X>EM0`#Nf$mM_>e)Oa41^Fyn}1{Y0iKcwT_X+p(cI^Cv2>AeQt3JDaJb+?f?BtYx5SHfkncR`k`6RWI1#uEiT)%W zZ*xRM9_^iGIg|Te!M!~_NKNYEK)ps;BI{|a@FxEfQKIybdd?Q z;A_{XhsOlvi!jWnSw7sUb@ijG$Pj zj!h4*dH}wOy}9&BeOoa6zR4&O*@hNxt<$EVca#(g z!W_}pi!7*i=h>{wNPh$!Xz1Qd7*;bR-MK?IYsOZQwh>Sj_G@-B%mEBIVdJ^tl;Mkb zk@JF9^tCo7zoblDA1{gbV<$>b&|eMiw~uI9uW|=A138Kl#W9R~?1=Y{qlxPoD|%a* zGw|-dKlwnFx&7x`1v_`wbmQ`PwX?LV2M_2V^<>?NLi@}^8qx~KRFu>HyGVEPEjoJC zxu+LcgC!$%#UJEV6q^p26VGnkIhc1M{~Wz{FqYP z=V;kQ6U%HC_B6%BU{AbA84GEGL9@b0xOYx2tFlM)m-#1FON=KDU8C?kJfltwkEvN4 z5Ag_?-cXpz%-~QIn7!20lebw2kU58c51E!el(&}g@L&9$AAtAR7BE>D``9uw0|znI zYGD(u>x~z)dP1v1N;kA-O)11kgahfiAkQM&!lw!&3uF;X&ba`4MDJ)+(gu)R*JOlWy|=LlRdeJF*x zQfpL=ceXO)WAND=FZ3-bjy{a%?`dU4mC_W~24$ZvHyO>{oA|gkEws)ZYYd?)r04x1 z2#bir7iq)yhZHqko9iSsD0#0^#bvqny<3tw^Tp~r<#9|}T7clgi2n4xVo#rtUsMpL zkVmzkHYW+WQI2?0kt*K83LK{UOLdd0ygbQBf8VClr6>`P2c`?=u;UmpLZ}#E7FqeVfm9g()GyQlDStg?|9kk?3;t zCVr*uI|RQ5vV&!CV46G&Cr4M6$IiHgI87buJ_I#F{(5WlPd@_G^AU*H^zuGx*|+PT zFQLT#dcje>Nc#f#vf|JHY(jZ|XL(z(wZk{_y@;~X^3CouGED)W66+nWBr+&|!(P&$ zP>Of7w0j`Og{A)D00A<0;+yWAr_0U4=7(E(xl&;=qkjVzeP&Eqxzw`)%us4hOOy^- zY4Nq-+n*tJYz4dSyKm0k(Ly26;=}Y4;CGD-B46nqt#7KMeEV&)wr-8Y4M&d`=lJG3 z>1=9`AJqc!jTi+NUt47*F%hl%Ibjq=^yOLBkO}<{wN`c{S75(p>_DcTkYQ#wxs;GC@ zy`1D(-vOlt@xO^ST_{gb*#!k+&MFn(Ja}eG1cUwkjX7?ddzTPe6<0;Mo5G(oBur6D zisJ099O>CHp&w=?Dtyj1(>K!c)_Shsct|hc;YNDbl)l3LnyAX)Q0|VU@KaB__401xLrNZ?6F|)!Kz)Ke;XqUTf>>`4a)URM;E@1NytIFGxHsqoZb`3 zbA)Agb($x3;s!Vk{oC5gws|;{QWzCm4CJib7#w~ z3xKo=XOvmn4_(x46XoTi z6x?P0^7sDWfQEWeQ`1e??(OPvTceZ6K$#$S`spGoILR2{9wL zkMz*3v?0r zZrPm8BK#Bsqi#q|$9q(&!zdaD85Lo)pXKWBx%DDSmOOKI{*iO?<4Py-O8x!Q7jwxV zAV1XeBNll{R=z(qhl9dwt3#%1z7ATrW7dbLyXITJ{rxOx$rDPmQZDDaCTV2QvSyxa zQL;hy%%xqyXP2bk@i|VhC}wT3vuc$U^7UiVoMEGSm&?kko)u9~FSI`m%}**Y;mji@ zrba*tg}w)wEAoBI+l%FRkmPoF5jHLw9U@cTKI7E$X9ffm9w;k-K!kdHTD^TZfmK{f zf8qMrDYVzvDD`Prj8paut|{MaOMmQdX$6PM`qbh2R+;gomC{?Qx`1qt{=lq$b(|Q9 zc0Ujv`$0K$v%ZYpsU2dlSceI(cM+mKQd$^ZLNvF(CbMf-bJnNuGFi&07u@qsss@d$ zSw9*JOi}lu-z_ejvM6rsTn~#|*xgO1xcWSQc|3W!51CkTtc;2ovs;irK3PH|y|Gcs z9okMaU)v!&XvAfj50Piw@0RJ(8q0}|PKvPP!)sP9 z^v&S-D5B1F_{k|>L{v;Qt^x@snnYTCCo4HvFImEMws*NXgvWlp&fJEi$q8<`O*5$R z1V)1gpqOOYu|LHk8XFsj;OMyF6Vg{YjL;zCvm(*@D8SJthyxecIlr#4V1DA)i}SEg zl_m7au6&y;%?3)8@1<_ZF$iDB?8*rjk{+RaaFOIU#V^@j5Pi%`L4OZFM=YR2Lw>O1 zjX(&y-rS869iJKff7*MisJfPI3lt3&Jh&4G!5snw*FbQ03l72E7VaJ_5D1n)@Zjzi zNRZ$f+}-`v+WVY#&prFL_w_y>Uo_TY&RI39#uzn5AHD0ZP6rZC_3qfwaleW!V*EpPM~`uSNBCdQexI~!!TiCP$Gv0R*CKH zBDR`+s|r#o>2Ys<{0s~#s=wc{(Mrqv>g?)Md1Dze*Z*sv>yP%F1J?-#^+qeYGzprr z$u6D}$=u~9f&ymwXreJ}St<(W4ZEaupWm&zG4{R9)PoKAxs%JWtEDY^4)@xL?@-oD z*VIZpQv%yX_RDF-)x&h+4Y~F+P-9icsQ+(Hei1J zrI&j4nt){?FeC!o=LfrK8q3%^Dl&|gcKV8j?6<9b1OJrhW8U|sKMz^}(gV8%P{sa$ zvV`L|G&Y*71_)kJoimhuO?i+Mpru2bpe3C4W~9f9)Z-?XThlNw5ngf0>)^o16S)#R?cT?k)rR$y>t6PbSsym=dOls zWG}A(`D62wQ@6~nPyXuCeoOAyheI`<1aoY_B%&#jg7mNpHSurtrk=~Ny zMe~OKYHz8h>mM8>sJTZ14FH*G(Qfj)k+WqyTV9CoTq=a!7MfUfyf?F7tVDUoRXF;; z1TIg~CN;c}W9%orZ1^`qZ*T8APfKBg!xL1guZ5%iKZ>UBPY}4HB@KE!chco7_cy{J z#22i!^v_VwiVSgmcL+)n{e)@B(5T-VwYQ@6YixG)jy;nV2i%RGB)vGpF5@6pYi=>h z&fk0)H^@u=$8p~DDfw$MdZHO626SUvTLf=!8^GiQpLMSHM|lwYpe)wG-5F9~Hq$sH zsaGEn5Y!sf62tetPf*gXZbkEKlEAv=eR=lYfl^gZjs zaL*6Y-vU?gFRx5yj8_e>9=ePMk}zQkH&xIF2DTHkzj6@~X>SRwXnHiwEZ>b`8s~E{ zojok{y?N!$jX}Vw-!pLk_2?xZE{Hw)HPMucqK&M-h%vicj2CYPHo9gm9{?XctzOkF zkY~O+StBrgvS8FL^j4xR4nI#jNGFZGjDU2%r1~s^J8v*(B-`1!wxfX##d2Bg_}$^v zDqUJqe4u;|l95?K_G5W?_!_jWI1F?EEf2%rjtJKyIVFu-nyJ=PH0WSm7M)}ubyZTn zf_d?H&2i5GPN>4QcH!HP0s;D}OIX}lDu{v|{-n49Xtm=^3f#!SfF z`4KyQfw}Q&>wQH9mc<5dZlsF%N7V55Qygy$9iJj6#8y^Rv}Yq-m{e(V#0oWOZV9qy zGbjps6Tz}vSZ=F4uo^P!ksked!*L+^2A?@A)w8CC&d;#?llrIy>q3~j&^?)Mn}1dJ zS{~ET+vw5S1SBD^7Ib`{F{HURlHj8T`>u{&xaUp0^c>#Pg+j~@o;}iR1H+Q-B%JKt z6Ndes1HmwjG^~o~Apr-NdSsKMm|=&Swu14#nB>OV=Hxv43w>)r;f0w{XGW>2s%kr1 zN77{X-Qj3P9|ln|`Bc&i-<6IQUDxEm#M~$kweGm~tAO9UkIn}V+1~|~NWb)-+1Ffr z2b)wp+ugq_0`P&oUK1R5Pc?rlWv+p-R}x7HdHJ%ar^6(ud*SG~UdXz%dz>rkyWZ_KyyJ=w{zh1B&p{M)z-kLaRm zl0|9^B}+AAVPxaeNrX|hu0kK4tlT95r9XrXcXUXRa*wxh>s&oKhQz#tREjxcVQNTF z3}5iw>$UX(RoL(b63j>PrO(A}NIVK;$j+*!1Ha5H3n9kzhLbTd$;j9Fys^XH1alYC zpS2&;r%Bu-ExtDX9QqOB$k%vom1J*+MCz?|vF*XT)D*Wbi(9f#3D1x$+u0xfWAmEQ zrP7f9#x(Sd6!=Xtb6eZ!nz_0^nHi`yE<^vSX%)79ja+@*k2^1|%Oz?zt6p)pE(pKwg#SPAi!!Bq^wc6c{C8=ZJF{ zv0#|D8>%?mTrSk;OnX|n;GOwYz~&T{;_y%#o=#k9wQEtH-RSPn!{&tH^#>~xNa_rM z8)Bt9Mc#Qn_ZF`yS}(I;_<9)2@=goFCz3WNDjssHbWh7BJBphF;Xr#K(YD!8iXl!X29-mx%w0&!Ow3{pweM-Odp}LAX zcck8nyV}+H8F$&C?(On#^yRJD{Mf?%ht#4U$SGfXWn>2+G2tkkt$7KAm-{+HWK$&i zALVX|9(H#=0dgxXn|Xyg{PWRLNnfTVSNu=XzeF!D(2v)>J1V}%`$NutTUcq;pHM2a zF2ScaT-V<-;nigqtj^Z-O*`&AA*cEJT);5qbqz5O{uhVu+|qUyj9g{g;Ti@kh1*8z z@1)p@Nb3os*xSgv_1YE-&CH|vw2P4C>Vsn9$XAUQ?Pxa5+ecuK_eSAQQ<;;R1;`U# zWW~+IgA@+%{+5>P+vC%4>i*rD#io9$_I(h&AF>tofFEqDI|$bq(Yj5$n_8$~AAS zgiR?`qzoor$+7Kk#SyhV3<0|-Bk@*57OIJC3^dLQ^_zHr?sUbw0UVGef&ulwkb?C= ze^`LVAT;fbroU+6UGhmnLAL4!XO`do=`mKSFIML&+K$w_8VmgRh@B`&+g#Bh4HAYD zbX+ws29)BTC&@tImKZtot^aW3{w#w>2x1x>3$ky7iF zLiL|GWKjcoRi`J8y!7am5mxo*Ok~o--7A;+n+a(NF?&ATplU6^$f;ItjxkKkW2rKS zQo7UB-uiT+l2725@pUbu)@%i9Nlc`W8V&;N=_>1IuejQ)o3O*dvzZ7N*eJYw)-=eo z=b(ED_r=?G68q)=ZktIF!1o9+KTt+60z;nwKIe@OMV~-d%qu=VyxHE4D4G=3w(J0k zukt+~S_F<-{O@s+;whfz{@Jt)5=m$>xYzZkzG;SoSIRE4 z#f3z?kF~eX-o2OP6GLmoXF_t?FVD5|>24ki)EJKE>a%19`#TFM>P#kWeFRLnm0hT=JLp^AqyBS`H)dO#o%_D1#O+V?e8Q1q$QFwt6>>Fra?* z_LYoEw(m9G#>bC;l78+UtEwJS7b`9)%JnsFX=TQL-ktD2cW~~`6(nFgK2J&fB%Z?t z$!NiQzu+0o&;3bO_>ZukPBVc`Eot8ck$tCXZV2Mwb9QcAg^7H9$+^xU1e-Q;2$G`e z(Zx{dmEWkr9mlqMwXIq!yF|hENmy2UCd*ISUC^CmSoa>HocfZVH%6Y1-)Uf(fd zo+~xr9LPUodNm`P0eP+2wTSBN=YtkSch((D!IL+)bzP6IT6@ka%W2oaay6%$<7;Q3 zJc}Dt@BKwNg&T>t2st>*}>r$W7%kz$KWZ~DtO z%RA>fo{-HC8qyacn-<_?O{PpcGU$w*BJdu!A9I=s_mv97Eic`ZxY+2BkkA-RG&hfN zeqT0HJ+|^->?~Js&D3H;#l5ZT{-c;`eAJCs|M;q?bAO@n7J;NTvzv7xBb*>#f@M)r z%vm>;dhT@G+Q<8mrZJ8p`xXf$5VE(o$FX0mQe*_I_V~D( zmew<0hHIZAPiyNPxw#@B_X@yNfe;7`pb}W!o2g3Uw!v?7*$xEiqgS`LZD&_NB(iI^ z@o4B3fcABM77hAw##d-fd~wjEln%)24E;On{Awz9q@ro63|fXtc+lBxonPJ5ma)$8 zS@X?MK7U^I_O@)%iIkIIuk**Sp)@BEK0Xs`NGFUeGdkpOyqbkNWwK}XeiQrdK+nZ` zJq9p`Bi63#rLLW0;+q^7GaECE&2p#=3=9V4%wna;s^{!C?D+Wj3X=v2Q^W<>w-gm@ z$z+%4)?w^UmNHf|^J(Ai9%6xr@*##QaJ4TkPru2{Y?haU1IN$LPl+M9e|VVn2>oXLf=MQ zqMdQa$=Kwc?juiqvG5c3^FBqJxZLyj>?8BTl(Zua>9mg@4Cp_;+EsLMau-44UDz7C z;ILtxm#VUUA5yzsczV=xkLzKv^Q`$s%AZ+M>gG#5QXn8Jv7D_gN}*<;go)3EXF{W- z36af)fX+jc>yve}*{O+|KPW|?K9S+zM*XTzijO~9xj(U9Z07Uv^>qXzbE1$_Bfr1F z6wz?wNqOMF-CrOz^XCvOc;oAH*@ipK){y;f)1$^ruw>e$c^ZM{!3x!Y=ornb?xHsm zMev>Ocv&-oC`4t&%5iY@cSisr?`Q58%=2+C${!&pT>_@>+EQp07D(`XDRPilDSd_* zIiz*i{iTFN{EPj+4X0l>T&+ByMBiI6c%2=T_JAn%TNZeDAg5z;b+o+B-wSYiPzOti z9P*_&Ix^Dh*iZ6hvTWhR7{&-K97NO}BP1yAdFb04gkk~icr&aU=Y^emqaQ^tU%!z} zwe=DIDpkW~*A+oMcS+t5e5^WUvUs()HD6Ljvxz^L7pyjIX@jLm!n9r#f2b*g<(6-Aww{(*Z8Y z?-pCX(RISIuw|!!G&`8wp7H@YNI=bgvTxUHzH99f!89Y$hP;&A|rrnJA zcp$4;uQCU8f;gz3KOe1kG^H1N!I0}bW%M>v5HkqVKup#xwq%q1k1|kYe?_N#3rG}{ z;Q9v!yes#sh)CF6FYrn4&h0)a3c>sV(PU{!s{yEq^lIIE`tRKyGczqXJY`0@4>#R> z-|FGN=e|2SHHRK!t@hjGgIQ{P7NVRuE+PHXgpa8)5tm&@6Dxdgg$h-cDP6|sl3U?a zumR6<7pCwX1Q4{C0)Q@57JFFuF}kquWr==MZGS7kR|FoF`{#hZR&k&q4d}(;IXO8q z1>7;fh6$oXPUEsloTmu;R?&_@X2j*s{-o`ZMZ?`1Mi*Co8!5ub1kLcOd@ha^sWzZ8 z;YzWe;>8zg0XhPCZ+|q^WOkL`oC!&vf{JZkh?td72v6o7(zZ`1^Ww&DX6~0%IBzKF zHQ~m&`_DfyO~!^JZd_Ko;wJT16mB$tZ68zR9r@LYpXgl0w!Vxqq}PDVtXntfrUi1$ zDSmffQqqfxppEN6pg}tq07zJCe`fMkz2#IkGdDK@=;M$^T~AL>W3X)iD}2m5M_jzG z>KQy~l`eRp&G+~ku17&F=`M`P!e5nMj&%QevKt3HEYv!;`qVw3K12JtnsOe${T3T_NlXIcoS1aLtA8FdLcmk?olHrnf^m{Btea4M-^4 zmQz~u6a57oRuAN)ue}fj40a*>wJDZ$FP=%8kZ+H72C?Gaa^W$47)73`e}YcJ{dZoU z95-GC*ddLrS2i{_T$UpuYnI^*WyX0@X_syCggh0(DYd78Q3chizk6SNrDCTiWA0;? z)+Z3Ss-Nqct0CSQuaLB}(AD}-DSJ#wg?Gq09raaFwQ@hEwov=$_ikU|_xtFENQ^EI z9`qXi+#+;S4;}|rvM(~f4OF3eNz#6K_xZMOaHM;ZSUS`tpwd{>y|G46H|H{2+F>Iv zOKJOx@{BPq>4=FJ&AZMnxX%6fHxI7*6P1{$KZIC`psOL5p?hwQB#OtbqyOQ)qP~XC zS|{ojQ40%UFTxW-w5+Ve@U*f-UyiG`s^|Lau)|I-uC1Um(xtQWF_!>ZAna!jmCmA% zh(6Z*?R}-hI~sM8pLQmoW%XtsZoivTE{za_cHV&2t);JK=_Xrx!-xXK+Bs8oyT?D9 zItVFE2-w(Zzglz*Xt?9XGfPvmd;TK7n=e9X^ipFz%gU%hZ1fy&=S6zX{=B}@4UQ>j zx?9c1Ws5&HG~4JzR3cv-k2*(A)d{@)9QD^+h^82e?LSJJl&j3;?ZU)q__*_l;5)56-k{!aM#hIr zsDi)WRXSq|y>=#r`0=|Y9ihmk`CcP9 zm&SzMMe<*x?s?~}t--%cv!u+Ib8c?oBekZ-rxEi|Aj}9fjsT#mh@6!*Hl%>pHZsAHXu6 zkq~;@-PdPQ>9%PA9EPO;DfJ9;AmvQdUx}4(Y#>QrvV=r@*yWxr zadac@z{S>?u4&kDmh!-+5&1}CIE0~U=wb^|ytm2g3X{XaJJsq=Vf@vv#ETQ3nfdxG zvjXn+!k}}MN`Is|)VCoPaBQO8dF^qm{N|vItk|PIp!@Ut=+&M5l;10X-M**#z@~!6 zrCf$z09Zi8zY&bw2e z@h96RQOkWFkleDHshoD#lhP7l(Kz?Z)txSMNQu$2Vhm#4rboV_m#D4B4M-Gqf4~s?|*$@Y5QyqV!yhL`_dOq3_ID;SW-_&1yMa^IR;}$Gy)warfrOzeV6=r8D}S zrKF{8B~%25{YDWBK|)&kIW;w$m6a7#JR~DSw_$d=&0iQwAwEB^S8etC3H+0%@n;=` z5kSNMAWut5N-7+O{hsb!qsI0Mc4SYPC@&0=QrW>NO?^4>DXL;uT^=ed+iE%>q&6it z9_ViU9@kgzcu22DR_!dGq{2C3dWY%(!u9F+vfR?u%32FXm$@SXIANE-^yr{n%tf!@ zhEc2OdT;;As2&`3Jh*)A8ofv!Aj2F7;Gxuf*V%8B-1erG%Mjjy%tjig1qLyfB@Ae2 z8p;-?DAp|R1z`2hA3p1{MMPOqW49O?8wbRAUzke!@b~hb^<;Mh%*qMTFx@gfL$#$C zBfrq*+v0dnl&G>!)`oRTiTz$jM&u&YP<+t%^yp1cBl7m_+i^*RPs~F{-@cN3*=wWJ z$taj1yT?K^t*SJh5_&-);U!U^Vhk9bv>ILLfsD8E!K%2pIJ?C!(zjW!i2%4<%){fA zMwwp3LX-P*8XAef@Hfx|V<8sEXlI7kLl#hR_nL2&yaW12IIT4taGTe);R7g`dP{Fn z#9TioSx(r%bhd{zJ&*Cn^>h!|o5E8qkuKDr3ieZgi`13mQm9efdIFaCD{lAV#4Y!{{8{n6$bTmKP9K)B)^&Ys-Lk5{t#KH99|^W*(=;5dj1()yvfBp;kkNqTs$!PvwxXKY9 zWNA}Mm%=YYTO;;#FWH(EuFYSL2G3(IWR?y&yjSCO(RC(FeJ|8mZrUWrlOZeHSdAhB z@&PxB+F^TNtzNyZ=d_hyFUGNLbEPP?voVUaZ;!GAZ`%Tg!t}65;A-_up9VbY_%v4Q z#QsQYir~kl*}T>uyr*&vi*nQ^*v4zo1-lwuO45_cRAYFEK_lF^14Kzg5p&w9Xm*3@ z7A<$pe;=c3%2kTEvOEC?B_2#9*`=A4m9{0tm_AsHTLn+i(JQy&xCw7BWSAPUgGRHs zYseDceUL@Oc)A=?ooLqI&W`?Kh11@ zl1DPtl_ugp^OeYe053}0bq;^_3y3>ATlsaSHT^4@4NIjwI>qZ8`_OcT;R!Ez?! zpxaDSRiwa!LFHt9!h04Oc(wT{LbSRD37^H_hZRo*jmlg#taS#@%W7t-ODeY)A6}QO zfK$CCXe3IXjf;*B&d$!3Vizj++1T79@I1Wc(U5kfc*Mk3E&?!<4Hn&4#lGl{Oq+zO z>Eha2@kBM5Lzp4-w$Q(W#kxN`h1Va+`1m{t1)b4;8P*3yw4Sp&cfk6@1EOg=U$#bf z&T+@e-&drZ8V@0l`>$DdnI;2)FelXGsASwQ?TDCU0xxyC@fwLpi8<||rhCTMQ z=8o-M>IoZN4QkTI&25Hwlya)7sWnIB5JEbQ1!56vWNc3=H4;y#Y0#Qjr=E zAaQ#1`}S0;??o;LCm>Qfo2kmN{Y|d=JkKnnNLH7BqBuY>XwLL%9Q|skqu+^w!u6K@ zBj%^5djS@zYIi!HKbn|7{9P#kGQgwU*q3yF5j#T{@lWRiqa~*`m6xJU%>CEA1jA6G ze2h;m5$5*4I<{`OE6zSaGpKtAfY+=)031R#29L9^`MVhagKyM!bpB+MJD@KwTzNvvP2UveI;ju&0| z9Adn+S8G%8=PS|v`By}lstzK`TlO!lWNJH`KY#q_2tVXm?L9}jsZ4q1IGJePZa1Gfu$}LLws)1 zX51BO40c8cxd))`#E?s2>Szyu$Hu{d1O5@}kLc;?(>Tl`n<;`B0O|`{z2CynH>Baq zi!0kxuc4F6&|DlkDiC^-lFSg<-+SVe`&Z)Iv=YPMsvj#(Zvcj4Pn*so<>&THzBM)> zWpd6INVYC+5S`NAAH{WScg5)as>DWGmtQ=p^tPf&_LbONv8xj$(a(?BZ{XO}=>3g%_n)!Gt@ zjH8~uex+$221v_4gM~%pJeZlCHJSLP4#>+2XpR%>p}Ql*_iRRjiHE(XeqxZlDZ;(z zci|2v=x-A?u#edeW6kT5maFjH&~>Q3w;=8hC%HWS#Y-|eGD{qG>lRuXu~B6KkQUKL zrD52u=kXtsgD7GRL~oht5v-$t(Aqvo zbF^3vq`dsq>Mt1sVCiK{yB2*37;tf;v+i;6c`k#L5j7ho34HIZbAe0olGj7b)8l@@ zZ37YYB^l(wH`flsC#*OmRKPg=g1b@gV4t=}D;3KPBaVW`DP|>2W(w`;MSWM9p*iCLG6}PFIarc{z^7j;-E6UK?p;s`@*m zEssp>*AkPj1yM<4W6*NhIiriMo1ajxRCZTd`Y2Hkjva_ZVG@ z24dz0S+!jWYEla1V;oK+BDpM@1?h9O^!U~+jj^y36WUmv%t+({D{$f~2_A8Tv%gVnK9r(@AG?dZpIX_vzV-N63vZ^W>Hln-*3 z{=`W_K%7G&cbAkj`i=AEYH1QdLSjJRv*MVn<4go_u&VE|g`u&fL&d$syQ z|7npyxn5uX+Qy&zt*W%|4lMjgNOI4>w#dcL_r{I@O!L@ps4K*gd|Dh(7Ws)HEM{hA zF{IVp0jqV6T5e-QdaZazV7vJh+gXW*Mu8?8oI+1eUR9DV6sk7Rd&@g)Jo~)|d2d9t z@lSZTj0FHoQ4dsG|9&D|q7`ENm1Wh+{JNK6>qNZHDvZTA-<`}Z3>L<6&nRri{EL?R zdD-5k(Cr`k%(qORU#`B@Lzzjx`lEs1r`G}pQdKFh_;bHW-d~CZt2Bpq1H?=?%|x{} z=a4}aM%S>!vZK_O+Ai##qUo<&tIOZ^*$lMCs9-o_4aIa6%1So%otZJp1twX3w;pQ~ zU9oMzZIl=WefgR3hLi{!dmCUcC1@H#V~C9(LgfiP4;aYv%|0~x%dEM+mjBf|U1|}Z zXIf?|TZTZkFYxZC=W1@tQi0lS$CM zFjk7$c=gPctPI;f*Rbp3mR8+Lv2B!<=#?v1Wo<_&NnH(@ER|~s)6vguxucpINYR+m z$*JH#e_%YOt^d)do*vQVoECcf$Nd^}%w?c|vf+s71a#ntlwN+WuKsYRhhJ1g zc>9rfa&ofZpoxVI3mo$k`v4g84Yxs%sfY|JbkA#mKN50T#@7O#eIPFi`Y?bDR{o|z z^i2F`P(0r@pnwB^r>6c^tpyeaHT9S?6m#DJCMEz6>#t7|(HSYh|44W#Fe59;u^EX+ z@#E`5@4Ehaf`qJ9XiEAYPoIexb%yfaPo6~_ zNHc+|AtK}RAK#}BphOM_a`&Lm4lrwAk&-^;<*jq7sq}yJgEF}Tj{?>IeDahKCM1xL z0t`7q&W=)qxr3k58vfW~lG+4LCHi!8IM1{%7W85HRoa0{-@2?wZwyHosAhu_*b_Eh z-oCr*Q=qbAZ97+sE=$WQ0G&E@c^^{4r^&J*pc}yy)I9-j12CSL=;%F}e9mm1C-3wc zT~L;nm$e$4Xx#wETYNkg3iS(W>fCQ{nU^V`APoA@xHwFFCM`(9bLm{rz_~8ux7-<0 zQC;1g3J#hkbAZ}O*ZE9sF59W!o1QR#W4eWB0Gp zAXj7zxDr>@`vrbbkt-Xi^;gspmnbMcL+J-q#L+VSCXRg)A|e!FVd0oxmp-AzcXxNt z1EIz&lNOLslS+Ca&lMR2F43(y58n|Uj?85@t0sqyr}Uh{`q}*fl~j|23AkAJze9eY zXRgmJlwDK94NhMPX=z$(Eug6q2J-3Cr`}EIKBOL#P8Nc7baClETJACv$ObKzuLT9M z@$kUdL0to!p8=p#y4C~Svhc)P=!rz6Tfygnz~SrbYhX`aDrCM2xV=2=>ghoQUDTo? zA`qIየIO-a3pLgcw_}{Wz4j0MV?oQC&FE(GB5HJ1j@VB;;7Wxnj@&rB?r>9+j zh{DLm291D#pu4wsC5pARz3H$u3Uo|bz0OL_@6)c3t#DWtW74a~%E`%rfe3nE7=gDh zIeARTW2=?m&juKOf(i;~pJ0%N12MKgKy?nv7XpgxY-T^6%?QCmmmqpz0I@ZSL14g@ zIv%*~`>8UrSaQKg@Vr2l7fQbGaeqEl31BRMa9a7y;|3ADrIB0RKh-N*b6h8O+y)M?^3{NmA`#_3@T%dVZd??cs(I zDlG|Gc1_wLu({oD#*E=q;6z{QX7@pB7EOX|Y*=-G%50)oGa(}b&EDP~ya9G`8Zbw2 zkhWCx4<`6b_gdj2-Q5ToSE*X%HEi93?>Ip*d#^wTkN2pg~pu=Cj3cmQHN& zk3itq!7j-1Zgpw^r@=GdbOIliU!aP6d_HBEr9<{7Ky znb%s+2pb4|9?Ey8%Jab0j*gEzz>G@TW#o4OAN-e{3naD{tzxI#=;bzgua`GcyVp!J zuPCUu!tTU+b!QKRBe&)oI6;BE!hT6eOIJ5)R_F~h!v}rL@Od;LVeqEI6h85H^!FnJ zAqGfLP|zN`QV%qEfcl78VtDGB6?`ARyDRpa!_`x2%d7^KK%0#ec;1PRQ4->Gv+4qJA#>=~E#5g#k7 z;+}(yIjS9!$X~W!9qHfx3qmD^S^y1pQw@?Xx+fY!l7s~g1&(N z@q6Bg&|v|$`VW7L+6$3kLuUo(6@-6$hEPZ)5~yAA>Paw7`+q-GA3J5f;y?dGG`mHs!`4ni~kKozv8d2 z{!f%3n#-c47apJgkBQY}Lu4hOrn&#`4_dxHiDy-Al2|eMuiIuZ5*8a%{$HOgCVheH zWdA>66amqX$s=g9$+_CFfB*wLnF#2#2P_hRWJe>X7Fuluwzd7|PxOwC4r*yx6{EkS zpYMGB53l*%_QKcJ)(GaH>GK=}8bLuasIIfEEfcsvI%Eq4#M|Jng6v(WGBodAJ0*K+~H&#cpH8ub{#dy(z{amVjWJGC5 zsR#i8TDm~6QB4-Qxa#^0v%J8=gSn?;S1VnHTTAcG&DY1L0&20_zsP4W%>OD<{fdQy z69{BUa^+H4OhTkNjNnwB%F6`-5%XRUh(!7x{^VVH2S<(jV1kEKo(H{Hmkm9Jf%KRr zh=@EkKe-=uAW^h0Eg8-&EAc@?5v_ubf8+MPsGTI@f<1*mL(End1(NguYisY`e&Sc3 z%TYo+nsZ?9W@Rc=(@F3=LlA46Tn3-cYF;e0+T3 zI_ZrMh*wAPfZgx!B%K>TR_f1PPLY4#0PA`r`vVGBPrxp@HvLmSB{2 zm3a<$8_1ZLtd13GV3|My19oU)!5gy{2$l_)Qhwc>va($B4EjDyOif3>$dhOfTiM%V z0$>Gb?vioC0KZJn%@N#Y}hq(()*_vUc6bekWbcfGKUCgD}6 zO)I>Eh9~Y;STIn%9UWDNdD8_Niqje9Bl?*ahesRKa5R$oCk ztXFz^IxBu>QU;)J17zHhfUsTG4Fh!9)HgNBO+E|)Y9mTc&Qr4vi47okiV;qLYMz{9()1SeZ)EXO*JJY72ltiN)Mtnmxg{U7HOF)HQm#{IMH-%x2P6;;*c!^5~7@vzSB?)>r9Z##mX z$19R0hHd1-S%Tsq2tS(CwNLiMS_7wt3Xtu4XJ$r4NeKfCP}vw-n#P(=Z+G_}aD?b- z<$c#5&md6L2Ntr!!8~7ne*R|=daQp;`EY4wjMtFT%o<@JM)`(@mKFsR;BXYOUenJv zIDeh?1(S^ca2>FSNw#P(!DIq%AFfFOCud0P{UswOr)o)D?kQJGY#=2vSYMSeB9+CYR`8;@ycGuqd2w-3EQ7}mAw-M{NL!(5Yin~z zlzB6FF;A81YOeTR9xaQf=T4CU+Qw(Lc6Mm`VIb^Gz4lm4eH>ZSIccR~(4O#VW`zG6 zr2@mOQ~lD>9QA)6-a>})Km<2GKQC7P{dH*>6BrtZ%%K(27m8WYU}r-a`T(xA8=!DN zj+k1syOHrf(9i(3^QS-I`PFWD81@XkRVa`vja12|3N50;l14x*>lDLRF|F z7O()v19aKVXVXw5{?2%j$K(B_rlzZ@8Zn?GN)HIRP$D8CLTc;m<}|=EPogo<|1wbH^N@cHtfER- zkvmYk7(5@(x-=X3;mz!6h?5+R7cWamON*#krYGv-(_AY)DhI?$KtkFq;h`Q-In@J{ zTw-EkHEtR{7=K4s7d!x$GgS)$L2i(PuXov2NuMoZxO@i+pWyY57Aoh7%?14(MFW&q z%h@y-Z`b5xZGR=GPl$ul#51a0Ci${;=k4w7dZ%?%fZTtno|a60D0h4e7DFV83@uce z;eX+Kf4j+e0p%UC zQsulS0AdN^Z=r;|k~$hb>dWo31DS+s=zz~ahgniaqPrdb|Kulj`&?9h#kjaS|m zOi=nC7X3y_u&97W4so{ldndy_V4z`Mx}}iG$qkC#Ze>L34T8VKlu4R3(;2=1l}HQ> z49VJ5x0dhUzsIMhYSJGzMSk0=L4ZL*Lh`wov9O%@h6nHl4!}?h0n#LJrtAi*51Wwi zrS^O>%AuSibnryDSP7)Uex&=eHH^PoLEQ%MpZ>ne^u0L~%@*=CxN8AR3K*R3 zd~aL;8|s@?=YIKv-76oRfqxz1zm%&g0uuw8rvCMCUvj64IhNe<3IgYZB_A+%|Nu?FbSyP~B=FpZeM^7^Ne*wWTP^9o&ZUynmzzzBw^3 z7RZ4+_yXAM*_JYLpi-gt-0AM>?yhc**4cHI4-r@|Py-CCPskS{mcjFr^K<6oR>13V zbaH|tY(xfj0n;0^mc#t+TNN*0R$n3O+e2L`3rpGfJ+w{_8o9XM&uiU$K2vg>0-`ww z^$yE$e`OPNL0}3^6M=&rwB74~t>z2(7^I}6EG@VGs&E7I7YO)hU%!5BV7n=(?a<=n zbMV34@L zn=J=O-A?~UcSIy4G|)VRi$TUullj_HB~94B_0QfO69Dc~F)_XU6_?}sQLhg?KMK^O z0K{krFmh<1&M5}MIH;`$rc@95Eg~W!F+lzp0)i71VESC$Q5966vVtRYf2Ilx0TFQ^!7VxwhXf4eYf#$jsRfCTj>Sa-=+|Q@ zgjw{O+~lE|T!4nB+?%UYM9Y?H0z(H846gZb7BlH<52aVGJ0GBZJ{=1S`XKRz1+b%e zA&Pmvzyjk!haD&Upanx2O~}5|GduuN%%WHxhAHZj<+O)#xrywsqZ}|jtsozTwy!y# z+5-HZXpYh|{$GQG#j+1Zzt{Lt11U-QoFp9F-TfUiOG`^D%zqL$bWYI&JBUrpV|%rt z18C|{!5M_8#y|&6;6#B2mPg_>?iPlP%`T2V3&;+l2DaaRF99wRYJi7Cuw;t}5*6eW z6na584R(D1u+?2))N@qZ%plGNP#|hvUIO4}K`j~-%8TF6*8{dowefPpwrMLqITiK8 z0T5R$gFRZPSx#P3S~}>HNr_w!`o(}T0>)JRo#@cFLh30FV5Zy;7bU@ZCM6?7b0x?> zS@osISWK1Z0p$50J_09FfJ25xa@2|Ff1iW@|6l$;osFN5@H&-EQyOl1h%n&ijiiD^ JnV3=F{{xJ{?}Y#W literal 0 HcmV?d00001 diff --git a/tests/visualize/baseline_images/visualize_test/cvt_archive_heatmap_clip_polygon_with_hole.png b/tests/visualize/baseline_images/visualize_test/cvt_archive_heatmap_clip_polygon_with_hole.png new file mode 100644 index 0000000000000000000000000000000000000000..5009fb475a4504eff26a47ceee2988908505b67f GIT binary patch literal 52194 zcmeFYWmFwqvo*SLcX!xWa3=(JhXg0MyL)hV4elP?g1bXVaJQhrJ!sIc$#dQ_zI&eY z5EMBG1gQxR3mnOC3v>W} zy>pS!bWyQ4b8$CxG6g9Zx;WU_yVzJ7k-M2XIa}J>aWKDSW@jX~aB*>P=4D~A{qGBy z?VZe7=yZ4dfSVvVNPlz&fzS+Je;`VQN-RO3AMa(vMN~bqj(@spCVhN>J7?*i{7Ftu z4Idb>7!zpJyx7*(KEGVi-gcT{-R@@K?%uq}MBkJK4@-{H&wBaLpWAhW892(3zdqqQ zcHPDAI4)4xvpVr^Pf*LLRRx z71FY@qCeYQH#avg2E7Uj3LGBqE_5bb4`&fzVPPXt6JKXjnvxY_q~M`#;;=tM@WEE&KlQjxKF^;os!AQBzH}+NzbB80qQh_^bxP`713x z58SdTjOm5CujVK?!x2K+>m3|~iNa%n1rZB)UR5kl&d;0miM%?}6^l+VbKdN%>T0Vq z92*;3Icmt?fiRt4bofI;LXxNcfB+TCCijh|b6^k?XYE~|t#$V2i-m0*9)5QP19u<< z3kZP z%EcuiE)M-gK0S~|A!B2)&bU;qLcRKygx3W=o6lX{sR6ii5xn(6wM2(c z6--M@g1~D-3ybh}_cL|`iV#CcuzydFFf=Tz?~QArWXy+rQJ83=x6Bh<)YaA1Ai+n- z%Zm#o$gE;JbPv)=r!*lX|co+_cUiE{z z#X2Jg2Zt{ij{myU;O4Ee<6WmJGVrfl@=Qsm9B-j$D`up7iIyNrn;=n8^^p^LtJ>6@Cu(9+WSq=$!t6M}@t+_S!}A29_i@F{l@W<0Zot(T|+ zbUI9|c<)NhI!IvFTink`K^u1$+tM;J5TL8WIV7Vxd?;Ato;KH``1p8`v$HcuxI(?^ zLxnn15}gX{(9lrJr%RflII_5_E0@RThqH1|zE@umryquIJ>(Kr!Z+x)*6Z#27P%iDki2z()Tvt|MBYG z6zu7&l;l~wijW47pW|-N*8MIr8m$+MPL>;UNme?&-hNI@ymcz;X2HtE_8~$U#h~ zUj3FMJCm3OouRnyqO=hIJm58UQ~r(A8L?`$(n0@(=4lu9R@O{dCrVLFP>I3oFoCH3 z-y_Wz`cGu%`I``c7sH_V_hV;9cKVV=cL>ojLH{qm;7IE-O-}ruY_kdf znp+aSBqB6m@k$9xgZ_2K7>DuS*N4u09?7Hbfe%Nw#bo7B)os-$C9@if&!)Q zUq@s8<6-}Klh-Wy&vQ6)h~trzzDAnXN?-gljMtp{&sP;_6OkHVgDJ_2JpM_boZ0fs z@?U$PgQ0uqH2hk{Naxe{Ze}Avv!NSK!1Y`vs_fz76!otn{{cu%+PJXaWw0`zuTN9Dagi292RO zp=bEkER`Wnh=0I?0&V}xe88Kl;=2!Ig5Kd2Vxf6H4>um?8xV@wydhY$iW~D)+W0_z zz&oq?SWnZ}-;aTZ7pC28N5RdFYrEVaqN$1BWV2Lo=P$GQ59UaiX4GxNURqj8VLe+K@I@ih2ndex(o}!ex=ltfXDdHq0RasJqNJpJyqpjM`5O<%A`tS?!Tx7l zi3qpKwH)T-J!4}i%*@QWBxuOU;>yaHc559U_qm0tNv7uJ)TE=S82h%iOhP(@ioZ+ClK0cpEyR+;BQAGN%k@&-Z5e_7zIyEF z=qO}kO-TtH6B82^Ep7keBG2$AEG#V0n@Q0tzjl`c%;(3;_nh`?#J#<}A#JIuL4PqA zuuevz_;u+UVp&9w?tI;jm;3QmkGrWRyvB0`qB6LwaZ8^7Q}qH<0YqQGB=5%k_-SzQ z9=8vk9&V?KWU!Lx)ewOwOn>fEr1g*M?N@kw`eZm5i38I%KQe*|X0DWMJ32ag{Q13Oe%tN)L>Led0L&+k+c7>d2}v?8Fn9m8 z)UtJMHmSwi5dqhE`|5Z?PghteEc&SC=H{bmY)}aa37Xx$KC#xfCo8v0sCyzJBCiey zi%J|W7KZBM<^#Y33{1>|^E8>dG=J}20QxvyAF5GNQ|H_LY&$G3vCS|43o#2S7@GNeQj$;_E{MJ|i^1 ziidMU08>K_21BBe@(VjTvA-fLYfAtx-0t$wB+J4?L?ne-|2H6G{P-2xd2gI)wlkGk zw-0#2B(Pv#A(r`gR&Oi`A37;%Y?(?4A~xIWJeXbl{vFue?N>bl=hL3%|Lecdnj`?V zHcw7;OTF+|^pHtNNaWL4H)rb1#xn9HV+i4qkW^esUq{%Pxb0U+9_fw10TNw*M?((D zBrcLj&^v_3M}S3O>JwL+np}F)=YDRf0eu%m>#S z_QTpN)^64tM?^%>M}|ssut6x*#+ka+*Vj8|J$M|;6?>SEWrQH&(7zGn0UkmBd6g7i zuiXvh`T3bXa{t9r6NmA>%MmdpFk;XsEh7UgC@47G+S0-U@=s1q{@VXKUa&F}F$9Kx zP0d+}g3~h-J3A&gp>$HM@io!>rpB{?79Yp>o5-=1L`5O>y1Wtobo&a6iHe^88o|28`#igW-m%f_* zPbBqR`4w2-47Emsh#=v;@$Adh#+m79OgL0x;o(>krA|**5E;DzlU4&furm7K6oGNA zfZy{xAAr7Nz}b$KwCw{B6nLB9VWm#+Mf#;b4nY>E3^x8s;MZU%oJmfj&+CUul%& zEtm?W?|-IH2PXn@JOgNPW?@r(@V}APPG9B1#{Y_7G-0Ct7ufK>10hEg`2P(akxvq$ z55AQd_@9`8r&S)c6+}rc+VJmlya4t<`KQ1FkRzq&G&wL2z@+?N0OIdU|4*zm1fU9o ztp7q4(q%v%#~>wTwjg8C?+Q*#Ozc~UiHHaY3JU65!3k8Qm(bB6K0ZEHB|!vAAs8ts zDYY=57_$llG7a5We;C?Sg#?2OYn^{nN{YeLXty&|wytbmOF~`Wvi$eY22e2B`_rxUe3yBe*MJ9FCd^sh&0tK&-`$XS)dD+Fb066tmED| z$(7{{?xpNqU+<*!WEZ2$HS5DB$?-WI3KI-9FHx>Uep4aS@~2k1B7yv|_DlFntNVhM z)~(OAHEP35I0DN}J%K3No7>xkhYkS58wBunI5eK)Htckn;ADrz3-2OtLK=%0FXwgPK+#tS+m1_7Vq z8{0Ry#^KFmp*r1~znV}7#VLE%lp&PphGX&AERMD-4_TdRxu>Npu}EBOS0M1lb5vY; z#Mg0K(F@5$)#eM%NM3I`kRS#(m2XLjZ&tM3x3UmFk|Y$nK0gN~^YJ4OHkNLY8@FIw z-=xzTVx+7ldph#j^t96an&@2qukRD{*fA%vh9+3*? ziW=ZBf|W~s+T9HgiiB$OT_y1MBb7!+;T622pg?P1inf1kYua>OBKxg&!;&!BCULP# z(WYX)v9@HA=2ySJ-`_fnShv?5%tBN{^m*A_Og(R&$vV(rAmi_6nd?v`k<9tNqP?MZ zuYhlLWYpnf`^aSgO~t`J+47M?Eld(vP_N4j+w37lVUg7ubH1?}UZBn`_L6%D)gD@oqiE;Sh`RpgKq|4ol#}IB9$qlYjU!4p`Uxgo+WiX`H8`f$@xV;X9Yz^BfGrRrAAUxflXTgyxnBG68h_xNfL`bDUeeGd@1~zp@ac)h*`f28Gw<{ zaBxWIbaaHkqND#jc)7cAcr&LtUCG}d5$W~2y0|z*`3ComseOP5mmGyQjo3hi2eBu5 z5Sd-Bq_-7p7P36Lg<;rDH7V=-)L4Dhw_u(}{7(>mH@3l(u%_Mgq!U}*JlzdKzG)3O zV{uu%DQ#+b4C-SwlflvQI$l_D&i31m%)2OC(;WHsrEpMUB*%VNh_*hus+bxgOX-K3 zYLe3>(9oa(E%2k6KFW+4vxKB4uP-T&a0mvbCF$Qpqf#4efd$$fO%Dm??orMKyygpa7l4ktXy>_rY-oD!5rMiw7eaoU#2d^?%q z+T!LM-`DwgzD;tfXHiCmz30^wV#YRXXU_kgv8}0J!QR1y)2vSY*7BpWct_N5$Xf)S zr$ZFI;x8gag(zrv*0WW=A{82g46QG^(SCE?Gxt7+O~GHN*2KWSjLqqwO^wLB2{Oth zS(wM%)MzhHYjl8O=U``Z7+}SbkQNv9ygR1|MJ5QmIax6Vs893=@mFMeI9nDpRVZbA zbG!s&2NaA-wE#_MWK`gfkyrpQ3I#Rnu6>#vf?nt^ob-jCKiBXsgH@gD#kk(`MWZo? zxkO;^<#zUVJ=9DdPh*&vjpUUug=R-lkB3|bMI>x-iyr^%z@$%g5*=ncx~Pvr^8E9O zzUXJA4FPz2eS3PvBe>f$s&s%#x)GFWlv1ibPvGoV4uK|B;k~jb(8^K%)B>Lz`LS0k z;Ot|9>{6QH_Y>#E-}f|E;zsxf`@PbYaK^T}_)*sel+%M(7m4Q^&pxC2q+bplA~=JH z0WgDZ05Un4F8($?KJ;rOk>dU(;gXQcD$jD}i)O16HBcGD>i+DIY7}boxB%la>x2XR zULN2Uk!VTKucSYs1aqqK&{#PJWll`1mHYxQxR0ObJftxXnNN#JXb4FV~OnoCo*Ep_(X{7hjPyl}BPuL^AXVG-l5P4pG|@Zar^t7Y1y8e*UyL7{VI4(z{+|5U9#uC$3sCz9vIK&bG+PD0N7}@ zb?&cUzfM+Yuv{H2pzZuf#bejO1ida{)>fTZrGD6c@gP; z{+Waa#uHbkX?2^(^k+PwwyqTgEoF|eM?j=1P?>i4<4Ua99ns(T)=_%obKi6y{7whS zWR*78EYq2KDKw3cZV-dP_SA}|^ATNJild5jX5?=$8xG5QNkPU_m~!t>TN~^ATuA%J zQ|GRd>~|qb03{6Y+E(fE7-cB$pb4tb3&u)I-`w5(V%*(4JiI@6OvQ}vet9MWY8(8w zc3E3cRK2eb3YqX@$6}?3?fVgpu?dsCT3BMu-UXd>;t!?H%5$==#)bygN@E4pOJ~VT zgv^WfX1qh*mF>e!o-Ch4ej`m2EMoxoSpy^UY#TO91{nVyoGu^Q_0z9s4r!0|A$6!6 zbuS9`v^{X$3!1)h!pc;~(Njif_W2XUm!Dl|`tQA<=dXI~8$}HajY?-VLBjePc=chN zA`22y4wcqWy;0EE;^kCGQe+awMv0OkZT5Moe7Ngz1O7PzZ01YsAu-q(K62PfFxE5K zw2R)i2j;_=9QD6D_l}q9OF!0|1uS>F9^pPdJ_0?AgzW6>?Z;u`EpK|{?&p0@oShxBmaqHaQ3M?AdTmfpQg|5u8z(m-pk&0-LRt4uA?N(Aq{W9h zxHAlC7NEX$`Px@ix?q*y59&Eos@hmEMHS^g-ZVC@ z{>o#*{w_tYHEug5u&XVG^mMT9`9SV*vWq0eZZ+vlMY-TCHnQAc>3`vZ6e^;lqaT5x zA|N1u`~hIR$K(EV@7iFqgjsJk)(1o%L>w$Syy3ctHyW4`&?K2nqOIo2!J6KSy4u=B z#q-YR98}6WF$%)Nc~10Ey+3=2mFmva=3o3G#KD!MGq^w9bHvn}&~p_LcQ*<(9N4%+ z3^5WzW2+TQ6SMr8nY6(S3@>FA;zc>4qN4F>Y2lPovEIBii6gbHN9rD4Uj1Vyeub?6 z#Wj`G0Q_5Ev;F$6$44!#0=-U8kB1v3-{(K(#a(3d`~drxBxYttvmC}L*0``-YX96V z1bvw4>3#mtd$d1Sfao$%o|&Vvx&~RZUQ$;1vZ~5>5U!Oha4|fRNgrjnyd*7O`9YGx zwvqWX+-%y##b&voCrUq}%hf5}fkgt~zKC>mbk1kq3vCWWV0m2aW87aKg?;-b4e+Wo z!;RzP=SSZrLc9_-* z2`XYIpb>l*Azy~A`!-8bGDWpfWLK0Xaq~P;^KrJ|v+TA*6Ni+}XHRN!5Nm}We5_#9 z;9#nK^4jgm0z$m>&KpCs@>=dpo_BejZ-__;!^i~$bPZ216V8#5ksUUAAOODP)kx=8 zR|Dm06|AP;v4cZH%X#^gApuie$;iqgYH?Wvo6)6|n%!(hsB}=F2ua#Wv7up{Dj-Y9 zNI9$Kwxh+Z(UkKnPdxb?<7&aBgyeVC?$~w@%u16jvCk>EexGQHAi0>yiIPr!<9;~3 zZhmIa61Rod3&*!ySki@WO9V^F#ih1+f@PT$XDy8VglS}t0Rku-fSKt5cu&Wj?>HTw zE@8W$@2z8xZccw9wLbn30h(#3aA>61VAa1V0TM(-LsMXCAl5M9Anbn-M$&Rd(=Bqg zvcguNMmKu+0S3g%J3xlSw;*1>BUSfqs|=Cyd3C6Lf~~~|MJ)^hG^sW-I7J$(zQ0-o z2}{~m-XOUC#cV^-29mIi2VvTm1Wp^7l|wu;4;JXaViuu+74l?MYM;k`{6GRYsMU#W zzSsByG|K!_t^=pIRtRHEJ{EO3n->!U%3CO`Gz>FyG|2FqcvGIcZ9Z4AJ;G5#^)>N{*vF=@a zr2LF*l+cfv`L-W|-s3m{CA1HaPVUD$eI9U`j$refzd;o%91B(5@+7&zVQg#l&W!Uf zJRo1YI67%^ENTM3be)%!ji?~2GRL&dCf0DC`Acm$d z>77xF)WT7`v`Fv=Ip{|cW&;_h)WkYwYOr#OyA%T8ENMOb#I2;l4>ZX1#Sw>~gZKGx ziHM@+17arihlvD-nsTdd;mMYu?_m}%jlC~H^7a}iF@31U8o!XJ#h+Sz5+*)O|0Gpx z+Lb-yW1-Hfa(vokPzy_-wRWbAK30e8ywO8%$c;&u*swRPY7qGN{o_X?QAe)^B-Fm6 zg_`7PS_}*vQY`d>GgTKC&gFTuUIQQfB-W;(?4-B*u3jtVM*@iDDH?1#_f=e9a@%6` z-SkuseX+Lt&x~wpU}cYL$oWZ_9B$KpS18~}-by~l?;jZatSSj?U`hSKcGf2#f2ARR z@H6mtV?z(8JFSZae(?UjMe&V7ku1=sY6Y>Vb+g^myc!-=z~>&DBrsz`WBaQE$Jc=z z_uF&xSwrIcM#I=^QW#UK(kPB@?y#I3{Kmbr;UBks8q{rfS6qxtF`Fk=3?BL+n@08l zsg8&G$(9cTA0B<~arJ2EY37TN5zMkWV_=CC3m$(5Nsp&&-M4#$H0a{%?V6?S9E2)T zpj;d;aTMRa7Z?AdGNH^QPL&phMpj^6&wV%60k(0CVY?WS8L%4Oo)1<>EL-F3v{fUH z^p4FNgk!6aP=iio{Ni8ge0#JBKZ?I5T6@!-QlCw*MpeG9NB&}3S`(EHB{pe$;7EL+ zOa@lkY|2O)G2yxAfvvC;8vGe-f={qtphV3wYPB23Zs+EKlN!y9)x0&E*^IA|UnzVB zb|*EXNjp=4{F%Wixp+eY#1>Vn7jaoy)j@io1NYkA+~;$;J=MLkm?reoR1NHsezfcy zE=y3r*5c(}Y~~q{wTKWx(;u#Rs7CzCGSuH35r1G&_}Shuq*+&W&}K9~semAJJ4E$5 z)Yy?|wDWhK@ItpoZs2;Hj>H((FnaAhJa>1j)ZQ+Rqn$chR_+{>v1mnMR+xY|n2Bd8 zZR_gFPMXEcKXh0T%q7?Q5QqJiZD?zn`og#(rN!&ETKRznT+re8I!H$jFr?3lTd!s& zy$6%bAQ>9!<{9d-PyR1Ft%XtUbO8sYda1yUWSRpQO}PV}g9NV=0DDV{dG{t`H|aD;t_y2Byq))IEo_ zIn+1b8LjXd*)kq4pl7~cmpDltuI0%CKiXD?crxV5eET-gy0}m~A}!`{O}|*{#Ztad zT9(umk)&7}sRmGrKyw@LN}Wz`m>|CE0gp^8p6okhYoqFojT)3qL+hKJ%qRNy@^R#8P9XKd^_vf zIJk8L^j2)a4GoPSDxw)AU8+LL1r;YTto_u;POR?pI@+0*6<0&&-D2^N_X=z8W{Q=w zB4Z^yMy*%n1rS@^uuStE7a)CLmF0%{iJa!vfM*Fnscx_ju#k{o!^(+bk>P zn&-d4My}Y+YlV3ksm@}iZ}~WLyg)HNQQH$e>>+yg=k`Ijx`Q>kN1}2^M=R(VKn0`M zDJRNit)dq8nHGSx1ep^?*B8>Nj7PCtNcTqfpMx}A&)FrLDq>}DRt=5qifW(vNva&| z%+RhL%~_VSc!OfNDnxX`F*}vhk@57p2P0D1!sQi2T(sy-oZiV_xoqqiM1WWrT)w)7 z#l;XrySO^7cK0r0XM4K$x4;;dDmP~It>Go`#{UTU2n9ALU<7hmJb$H5D`uzXbzov5 z*6QkNt@j@%KsWQ+^a*HmU7LYp)@=(0!tb7EwM-(7ys&hcVm41iw=Z${raBJW@w4wN zvw4)lNoFY(t`~=x&T}WVuZ|a?h#ab+@g8q2_dJUWAHZbUbt()jdwyp+)6yhWoNw_I z(qh7jmzTly)pkRMtC7r?c|zoAa)h?26dYJ;baf@3#Lai^oDRIQEv*TPq0}}S2_P!% zI)R^8uY!DkIU%)W!cJf}M7^PT#UM^ay)B_dKV7Vhe-OTDYaI*1ljCf14XvqqH;Uqd zwAvgJK+4U{9Hsc=x!s(8sZ^mz0@KY0Oguadd8^0uAMahhht`>cpqV*X&d?r33JEEeRBcI`AktNxcFd!rR$&q7k&9%5ht>a1H1;= zaGq5Aa?71L9zKyz4s;ve3OTpPo$iUBjVfw#$MKZqcSTh$Zm~%D(7gjo>F-HBA2g6P z6+_x=Gwh;58ouG}Zb9@kbqX}^qDt#?@x-faV#x~N7Vry$lLtMoE;C3>Uwdq$7 zxd^M0ldZb!85d}U_W^QFcCqlF1Ij{s9E$Sj4tKx5Se3qiWY3<>T9lSr{3GWn>h7Yi zl)z11xF=4SJ}&Xlj}{Z;!=LCsGSos9Nv%~^qgKe7W!_N-|M;}Hy;^w+k6(*DbCfJ* z>4n6TNq`{OIIj5~jwmBZELEwWd}LHydd4j9MoL^fSLIA9oZe}7lt5EcGtXve;%FY| z4T^#jHh})1z6}86aNJKU)vnC}mI1*#dcW?KFO-@pkZJ3?ngbxl@>V?Nh9ln0mp?Rp;HG zFasSvR@9$b8WS9UKp-CAeS?vYmJj$WAp`BXqM~mat zHZ?jQOa$34)T>d_y+B(OOizypsJh<8`tjr9;9L)K1NyX$qoXLJ!N^{q`5lHzqU?|) z{?1mX6L%&oR@CNEyTvQQ(J9#I_Vxp3f^;yKz!61*6T)m(Gg@j+_t>Qt5H?P33)yP3 z%@|3U?acEV5`tfrU3XFGZ;<-a6!2JG<)yM#*a%~el9|rK9x82i=6@dJ?nf0jCkbg4 z(asMY#(!Pp^x@~O(yq9Aj=(+uR9zw6JTOtvd0n~ks&C%CBjD!d28NsEmYkJ!`)EN# zM1)KxNDL_5LdweMfR@}VWaqS;h6Z|pVpUp=U5hUpy+MX%H-E5>CMQ1tU>^5(_T;U} z&gbGZPAATU2DyAQd%OR4ptC!M>L8KXP=?aC z-o9B-I_8dT2Q5%*87xpUzVm?UqRy^!vm;Box@-G9tV~TyKIffv!B3}F=Hpw$Fh3M2 zX?n38Nbt%gFOYebQK3!~6LH)0grX1$@};Dul@?fpb7En|>x2&)nV9co1)g7M`dafr zLP25Rn zocC2a{$XgR#*aysvT*^NQg&$2HM;Gvetv#95?28_)iA9(7ee)~%|JTMRzPbZ>h0|v z`>KA(9mflei$kMVD-UMSsD48wSm2k*>x+4hd=HbX69oXP>f1MO0JmZi;u4ll-zsIZ zCj%Dlf5rEh-foSK+=0u4vqSaozcSYDqJqgf^8ZjJ24JRui#v2|Lgo!UPn5I(PT?uZw_y zAom3#_O-0NNOdDS=Lwk@UR;#31oF05L7u)M3q*ML|O%>t1_MJ(jn(55u5 z<(ErHqXv4TZ2N|zQKa(20R^|j! z0XzaifH=7K^k=&eU)QHgGi(NRWIz!F1)`#&+5pJFct67sbyZbtW}TMv13|C^{>y`X zc$X(BPSy!)p^utcSfRrjDsIb#l=gAkB{mHW?772tFQ^Z$I|nu~*0+T?)9M4;_|VU7 zuuQ}D62qvCfPll}aj_2d3c3{D%*ZJ33g*hl7UNOp1pS#)z3j=iVXs%N1wW%#RRhm2 z`Mfu?6OQ$?d0iC~31g}`7D1YMxxq3B&|4X9^aSv@?4twXTvqQphb$pK(n6`Y=LR0P z9)Ac2H@9b-i;sYU=Nu4?yvi+KdlxCpx{-j)@>K#05QXjKYnVP_09h%CLJ)k6RN_#i zCXiJBwP%uPPn9Hve832!>4g|tfvHcqZwj+Hw~J1hD2!P^d=_>DOR$vD=k>5gcc7DVH`Y&-POG?mD-zUw z7at)_QVXaPKieC3g}!Pjj(@h}0cu*|{!kPMkf*07Anf7<(sSZjr*auKaPYwfqrJVI z4-js{K%BR?jAb7^T z&`r5+ol>zW<_-@e-Bx@>$y|F@zJW2UOBUV1NkJc0<4w`x6D3hV(_;+z8Sd@dw>ljj z7;$7ml7ONEXlFYo4FUQMrupip4!1|ZuM)DdqW30pDXFPpnwpv%oSjw7_OD_-kC@yQ zYrOa9@QfDpJhx9ma@tYMtS4JHC)N7K3P%#4JsgBA}N$7 zi+^H~vaqhWCAV|rbMElbKTm)Ll7q}qUme9Gb2(hnK=n?L(rTT91PgY4S|^N=u`})# zdPa3DH-C1e<3A6j2EXj@?N2q4q}Z<| zo%wzcFDFm66k)~!1StO85qCsM(lMr{ruo)KDHfHGg6I(66c}aa1vU>v+ zxsuTH9b(s`hKkc}TUxj|C#?BbkJ(Npm~*=X9e26aZFoW)8Qu#^5tXXsLubsLOX3LO z?T4#f&T47Uns?vocMSHxgkA8mq4fJA_8!tepjW)mI-aPS|JC?7mVF<10gs~eM zD2xuOE!47Co_5?;Bi@~@QqMbD;lmBH88i8eHqoeXJ zc2mf<*Y#7QjhX>xnaWkjglD`FYUXG8+Se>XOKMUGWd!@(7mTrFX_}=Ehx6xRKM8$7 zpa}8EM(ut!(@Pls%r2yPvrr4=LTu4;kKUCzbxWj31>|dt+$2~z6|tQR;{&5eWUP}>6ppa>z%#?qdeFFYD~dQECSn)J`L_~RtY;(P!%V=o)Ae0 z-}c@Mv;&g4dkhBf#!H0(!iTy@K=up|h&g6IczW`RW^zlSaj*qO@nIk8*(Sgf5voaT zG!>q^HwNS);%cib$Ev%Jk%I}+eoQp>8oCAYcsk!)m=ce3x4RxLixuUOKafnSfznQRigum~NNp%eO#tAEJ z!R}D}A*y3Vqs&e{Igcx%A%#o{rOTt4xg}x6>*=a~Jid3+w0mc*sr|@R$pqT4636bF zC+#0qFsJx2F4;I;ZJ{&+$MwCfS6H7-#X4tjV0$f5lgd=O)^>#D+@VfIy8S!3njxeS zP{$c@e`&eB5$LcTg*h-jXnZr<#C$WSRzOCxU}93V0Uv=Fhf^V~ z0#FOelt3fPf@~VSKWp?uq2^RM=#OT)vCW*51*}`lj8e zSBJFha3&`LrZPtY-B@UKHGUiKaxFJUpf(#r3y!<+w(J*&uUtWeF$Bkq(L&lU=&5Ou zq5T?2xMxz&raw3JZ^Ygim#IdQJg^vU#$MvH+Y5~%yH3?cz9rOPi1?a=8gd^`pZdd* zW($F)iZ^0G#?oT033a|wF#0N*F@G(RyomkXFQ?Y;U&380^kF$-rNEURO+%WQ0Q%)% z=YdD7!ZBgF%+wezn+HSdt%d&>99kc+kwpXp6NeNpKamF57EnY3un?17O01HtAM?L< zHi|CWY@UWQ)ND@~@5of{>y=F24wsm0+()^GN5}T}H_L=8CXh2TVV%uzuVbt2L|YbD9AVZ z3A5Ch$_v#hgz8+Cgzh|jTGRY_CvmMQnK+On=?Mj_waTDr?D;9BS5{8D{Np01uW&w$ zl$R%?xPTg}*Fl+RB*7tr&5dYi7zyaF4jce9QNWx<6hmH1g&kE!3@_0YTVc3feRX#x zRKDexhJJ)VdZRu2?D#aOz3P+fPm56Ikxeh+?Mb7|QBRI*Ev8Y4f<@`m!lT*OnMPfn zOpi)S#KE(ak)PH`cXb_H21-gvfDzE0Q^#X}%P~~jHO5+L&jIRrlA6+NID}7$UGoQ2 z9!V?*!6}Wh`PJQU(;Q#VCwA)>aY!TR=bjw)7m+nT`gB>AxsPluHn}otHUGg{!M&BD zdoQKdQ65{P709>xtD5f20tcBr=;XogdIJtKv>3Zp$KCU(U`furADpWe4Q^_zhM_B66lPyw zJyNfBbXP-W3%=4mFL~*FMGp@uoV;GsG_kJwdN6AB1&hF>$3;p?PM&hL%e_Jy4v%ye|M zT0m3_D0)SUM8VW4JX~`)lzM|IR)}B$mGW92p5O+TCxl8JwylaY7L6w8`5Lm2-E118 z+v$LF7nK^SA`do(RUW*uY2^;kWVx0M z**nW-<7_+FOflu$@oR9g<7p;TtfekNn~`k;zcVo({Q?#v!jyVH$!SFREX->kCO9G% z|4c>oMf^c-n*A%FN~<|!{e69Z;zdPM(q9}-gp|Ud4Qag)Eqcj}Rp+%tp5&mG8-qxB z+BuMKt@LK)1wkI=dgJUPGM5kW=9wj$2A^{=HFXNjz4TZ-xxpWbG=jsz=u9U1`}X|I zL~2>w`p0qwZYk~>__`)|h4-ZWIrIU6)D+_12k15bre7c0=)vXiIe%y>YF)@g{v5rE zs5$NNJQ?Fbn|O_UZ-h#{YoZL-2O_T&H07wD)3?N(0UW7hK-qq6J;>^1l3V7ZVb}KFiBWX+e@|pnxzZ(Vme4oUZa5@f*T-w#0%Y5inAA zUF7=71KE%*Yeo8LQW@L>9@q$mD^Z&tYn4brUz?sbKJv z8j-LDM0+6?hSKw0X39RFVG*UIl~YQ2|6ReX3&N=UtUIFmVjI@}Jd<>M6NAQY5zR$b z&I2}*2X*Ao3d}@wKp0dV)IZtyNllgc=vmEn|1ff@)Qy0%Tz7Yd4S*3d8l*-Ob?}w? zII(Z-*TvpT5m9GXD$OhqB=eta9vLC&lAQScq!g>T(5|x+rUaZ0=TE242%4*$NM%*X z#z~lCo)-EQPJFP*k6-b!#fagtr3S!~%m_w+pK|XLW|Wi+y{9D~vBXSEFWDS@hfg+jbA2)8@!g&JJ?&*V;9;w&FD5Y?+?x2 zUu1EAn6T@#kcQ|=)fhkAJBNQFLDQ{+Cq-2+-PwyiF+bf(mBjfluJ%b~s%`FfKx`8{ zN;C1$vy})dqXFh;rbG&QYJ!9_EC((+2n@%w_#|qPP);PD^-e4vD=>I$;I*~&YFWuI zz-TQA(rZ~&CZKMbwC=Wd8mzAsnmUUL{6h;$ zm4atV@-oZxTGf7NDoU}ymD`*`yKE=fqk8q2=`_AGJkCRIEI19cki?*3(Unx`B8%%8 zozeR$lE|fWh6Y=OdHNnGqKVc1k+&?9`9%z0=FfxjnO}4;G3XGjQ89rCHee)8btnY+ znRz6zHT_<#ciHET@O$d5vS+ueRq|lgJE+Oh6=d<@A%=#NT&XHi12rEh!4Z{uekOH*T9oEzC zl3c?7>?LqU%U4q`MoCZI5dljbtUT4X))!x92>aD{_#O1y($YiLN%C6AFA8Ttp}Jov zZx|BeTY|A&NE`6^@UB9tGZdMWue<%*S+cu&ma<{9r z_@9~k27-LB{-l35QPHQ_%L_aV1koZ0KdD(Jh)-8kxL{k`vQE7g_z@HMQ(lrV zb+n-Dn2!OcL~NgsWZRbVjqB+lrAn8o#XChfq-ZR}#YKTi;)(>rvL}(zH8Zf$reDV8 zSoJ;N!syer?7!H_TaH|a^*D%|=D)P+(Wd^ONH#NGNFd^I-=P?{CCvXN%{7q?1kFZ8 z8DN`->KoCjzgu1)U*|JivJyh65aTuU`AAi79qxpbqf%?ch|yDS`mmQb=YZs#jlY>V z0h-QlJ7jLSsXv6gg(SdCMa8Ch?=5WA!YVP8IjAPhVHm;S-t)JNQ|{tFOAJPKoEixs zS{<$_j*qLz)wj_Kk?_v?J7C1nv6EiFf0B}1pkYwLLdqyS8_M#F_Br1xYtfLaxMGWk z+!{`xLb!?IoooCqmP@U*UEv0HNEUkk`Mp0~jC6H4;R4PI-_nn}IDI7VnBo%|xW61TXQNpT8E=~rf5=u`>5NJFJHh^RL}s6)&giANrBzBfc|OYWTkn3 zsxS=nkM8+CG^X1F3FRhtV52G7(ZI#JWhvd*ArX;>j}3dlUO?;*^UH?K0G3)90>}dw zE3UWx7EH%Qf*ElrWr0fE4Iw1t4oGkqfV4GPoml5NCk-Tb+(SJE1`c9=R+z%Q)Bc3| z1W1X})@uGwL4<=g!0!2}x3>S6RvFXh?u}NVBnqePGB(if2o?vA+&)W0;chO~o4>X^ z0i~uO$y*MNpqiSRyt+iASNp>1dR*f|Xrob%&4V<)xJt}KlICVNbF%eJ3yNq8)nZ7p z@c8Ei$YBtr7G3eI50n^89t*r#aVBkhzaHe-o6Oqqo+Al~I3WC+xoq6tI&Kwjq*8ZC zIcI3c)xH3fE-zfZ%R!A?yp1hWt>23Ya!wnGc{TqB2bYYKoBHO`vDY~WUWEGP=N0f~ zKAppSV|N!84=?ramParh9ReW49KC%8tlST%?zyaHg^i5Br)!q_gg()EGEg z8RC&Sv@Dx3j7XWjwuof3N8UBJj$el&>Q3s;w6FtVgY!M#xsQ@et4>NR$j}j_wVh(4 z>i8l9qjRxTK`NAT4@fQ^DY3Rv{Vi&d`)Pl=8aMRX60FIXJD8jmnp(4U!A^rZq1V+P zrE#{gxA!Hf3(0srAj;$B5k9PMG9Aze;&nX? z{&Tt44`>!Q*%FOjHBOR@t$#q5X97dv^J-I_igXq@1;6aJ5l`Xiw*!~p?DAYnKH@Lt z!}{8NR5PqIHIZiZ`ti|*&za1LiK)R_9mfl{DKscsqIx0qw^LuMfM5Q?WUW#@cx6Vrwq!*VaXSv&ZjaE~9lSVQ_-z=VTNT61Gt$c>`-}U`w#I ziEKT_H5Kfs9je5qBgEv-pF=k(`yGCrH@u(0jqDp7MCEf=6s|WbtTmlSJHNc|Vi+zm zlP3S64g{z2dZ8OZ)Q)FwRnCtY>1P5?t;Ff+fAlXCa&kx;8XDrWvXG6pvohN=(!4#; zlh-Xm#la$4T7;-1y#I%=w+yPnjk5}dS=?>|T z?ryjb|M&gy-kCddXZ+|ebIy5UKWne`+t6-qZk8)8cpzCm-{eR~C7Xc+T)LoPk3&r? zPXwHj_{VxeyMn3Sz)7muW?rDl!}yR7ggUq}7Q%STl_P%+Cy7wv8j#)xelYQCwaQc7~_FV7zNMCSj6%dPhXToj(3g`jEY;WjvKR2S= z+Evj_QVW7wxR68@QrJ_==f}(C!@d)y(Xmf@Wfi-4vs1{b^mu{eZ68udv(3qf341mAS0+XUC`iP050zBi^%hHO^ZoezE$B$HU`h^{rmg>>6R3l%0X zs^7AYUJXolUfeLdJy7y`T@cq6$8}9tX~|{RXk`EL-YSSo#87^`_;eqs9WImF-|@wp z0^%;2^$b?Ag6rJ_s-}=cuB7DNCyud<*1nkh2fO1#-p+e!g+3^Y*$5%qonX#3{db_g zMVwW!j!19z6)-;TsPgyF)iZ~K*j;VIzOS!n%FJQ>g$<|;|9$@)%~on2fAgMe+sCb%A7NUHBGO{E$^U^P!rUtwzesE0BsiD2!|ypwIs$GdYG(buel zF&5u=WhtHUQFFk@bYnf!0`=Q$HKVlVJIpEe^xkgpqv-SzwIf@F??Y-MsHH{`+-%fE zN&JpWaCfgUnRA&gWP{rp`q9xzc2e+N$b80=7n_L~0Rux=@S$k;#6N$?Q&cyyh_ls+ zx|G5H>E>$U?jVxccIho)#tVk!#qQKX7cPa{bpIdXD@cej1N2JEogbHKL=m9CZBR|k zQ4@7$r9ML9(731w+1#F*!&MXIyYV2qPXMq5-LVWl&hP)=e0+Q$+;Ih0!Ew~m+Pc1d z-TsCYI1VIaWnU~sa)CFD)9sqRT(j}~ul^N4A_#+0%V;p}+e&J71xQUwK!L`?qvIa? zwOGHd>rIoXqITm+Dr;meL0nGb_%)c&GkI0al@>6i>;&txHS8aB6CU zt0X;>lbBP#F2w>zy*6*xX)-e^X@=Ia5ht=dMHNem(-y90O78TZeFO_U27aMa84jVo+q=q*yC<13n9w zaAGq@OG=OU{UEzhB9q4viXXfxs2>wS5xewXd}FH?e}{vu&n85D&x@yq~(RLL71vpw|3t1-q) zb2U61YrbB84Ov8o%#3nehJ%DV`tq1^rzHNoyMl^}6%TK$W=8#$iKi$-`Fqa<9 zphe%KXDbwZRc)}%{@;>IJ{suS^bHOK7uEtk$r;4-4!xCgbN(eoXuKmb>-xrF6NxsP zt;+0m;g*mU`U#SeEE-h(|AbLl40{S?`z?Q0PgE(=i(p4cMi!hvI0yAyzq$(EB3*Wu zs8oN-jQ_UBv{X;$q=4%7q(gLj=z8Kv=e0sl znHlu@H?rD~_skEn5h(5Va3$B;o&WgeNXHU7SGyr)hMKdSXg&ZbW?fMFjinl7C~FeZ zPoy`8P&udA0-&S;sds2%UKc=@FpQ&D`#3iVq5;PvSI>Zy14tEbB8mAxYUIt*^74gN z%h!E>c(~}0`NhS}o8q>@6Lln;$w{=-6z}9f>P&E6K%5X?$-wY#P>3)#Q5f%Ay zaehua`9vuhCnxtlPa3Qj(g;>bUN2poiyI~tGJu&e*0;;on`+r#kYHc zC2H_r)SwYqdt|Xg*-Y5o65>b(pepO(uAD~e?)(GM8-~25ZwalUfH9A^k634#3Htn< z;FuXfrrrt0Cy3D1?B9RX6@FjI_E3=%T95c#c=w}m%MygzKfMo;sTS@~>GQ^HC95*fPl` z-L3>g+^M#d$pyS;P-!2m)+Ld686-kzS0l@;y$_|9h;P(gu!Z06CD#%rQ} zEK?w`q@-lyje-xrqjUh`&e#Rm{(!hJe3MeK&%rI0edO^TnBUerlr;C{IQqFj<5@Z2 zzVhQVlbi;DjevJjYIbxC{BO8)iPr;#wId55qp=~`ra>xGhZ z$XTa1s!c{WD~Bkz-iABiEizrUNU%Qb-b?%MYNI3$8ycXyo|1i-^hv-57u3}Yle=UB zzb7&SgXy~0i%txUw?tm}L@sy9X*%Xg_yJCpnH6ThCEW1UW6zx%8txj*2QxeWYo6Z* z5H+<}FZQ;V8^R6v1VV{QfTjiAyZT!Mze8FUC!8;h#j&3<%u-9#?8)5BEL$l)CX*<& zW{10}zNG9oT2!FyO2_0NCegy2!k3p9Hp6*xhZAC-GYnVkqIBB$hpvf%w`>-1%5sKX z;Qfx$V)inm&swUE@aZjw(l-Zx4uhjF(xn?^`^>=FC5PD82$$~H z0ly`Judgb~RLbuvwKekt7|9izuzL&qpsbfeK}g#ll1@_AXy^6c?1AYPn)+bLIghs}<}%`HkI z?POOa9=gp2;C@C3LDDW@g?K$y0k7p%zmAtvcT;V9cg1%zX;n|8opSz;jn&1%5$<%K zr1mYsh33T)Zls(Fs=x$YrvF$Od4d5d^ub1fohLhZX| z@akHcL{d3vlXFahNl0htjxa#ORcwqa7A7OVX9REQNz&PX`@&7j$R7`i90=q+8>?NF z%pBkqqhyBkTCYWDnVjAHTS2gKJ8D{;D7kSkG%C90+ot+>4qvQ%5Gg|-yVj8roWxwt zgJfTXQ0sE`4k@h-@jEijK=sL?mP;zW@bJgEyiUXK>)OD^yjmxMzg;iMuUc~wAbFo4 zkvIPB3=ULzd&PC0Vh`i+N$tAKU`b=HI2FlT7izb%Qpu=SoYu7~%gZCE*FR&ly2|t) z;t3cG1x(m}|2=SV|1p1A&)h0vc|BS(?EGLv-3?*0;ve!lfC#+z^qiPnL1-#=A>4i(Kr3z{+~~b@cN1W=~@PbTq~vN;j_?-q^fQ0tjhwoY{yqfJc(P&ln0=1e)*Z+98vp7j7R%Dn1-3?-R z(f#c}5gtN>JPXKI+pS$%JszIq@5=>+gaNXH?2iNydww zUF)aznJ#gtYI6h1(AXoX-|PI^UbSGTN^eI^@Sd(vr3xP4zhKy{xy$38^Cm5&AKjqD z!uP|%3F02~nm`nFclrnU{fz~gDhUqLN^d}Tzg)Ge+2zR;CMt1D4-^cg3wS%+TFeOE zHvOe8{ptNb6&TGqKSlLipn+1^Z-n4ri5b6Q)m~cF_t39TtHUwc{Bh$0u1@qQ%Vfe> zRKA`lv|I>?@D_AP2=Y%ejPne}RKkhYSfuDY)cFEvdAQsT@97yrY4Y2>fYlQ-1jh?L zx-M4NgOfX1_x{p&9DwLt7Re!e#lyU(J0O|@0uapX&uhMzDi5J^3PauB1BJW;flmHs=8cqZyQ7$;Onb{fVr+$N)P!BvM{`~p#8K6kVs|>`0 zdLNx)H^R%dL&s%sprwG8&X$Z$^HtmPrx*8(iX*iM0)_8qg-XoT_h>lTJ4V2bdwO%z z4+5^Qz$+wTUR;oI?g3EMHkXr3ujgQ(Bt z(gWwlB%lcXD!$&u1RS(#s{I)kT6D;1v^yinqx$oE+>>&0;sWxPk1Bm1P+DF!TO=ZG zOz@QsUaUwZGU_cg*zGRXGi{G$qC(6A5NHaA%_|UX13(MqW*4(g{@j{-?lv70ra-$C zb7PX%Mu8)?QEsxgsVtHp%{WO$kNx&UVv5c~oFsezQ9 zJ`5fXzH4d{^J~C8r#l~l;MQ{J(#pd$l1Oh`f9^c!NmJ613X%8540+eX)3~4$1s3jd zE_q=Gy2&6y7=NY}H1|9+pIMp2k2j6hnUYH}C5a_>C zGQ0++fLZz#i9t_KFIRWCvxNr*1y%KZOY+tHdUdeF?|cj5L)0qegy27XUjkusRbCKT z1Q`e+|F5f6XERc{J1L)FBtO4b`|I+|2>-2ObyH88{J15g|0&Tb%e5)s)G3OMd#f*6)ui%Vy*e14wM+Wkf* z>Fo3U$CiT^OW*HWJ7hiG#C2j_Czc?J`2re&IDn^FSyeRvz>+m3|Nbo%k@Ja(cmb2iEpqAFVgIUO_fFTfilY z@D&Ub@w;LLObjpjSe2?npqoQ>F`i1^!B;nhmMbMc#YVJHoTo-0z5_ky6=X20h`gIwW5gw zv{*$$Z^$kG@=up(K#E6<__RImP!JIbL9yr?Qa3r=5ey{|b>#F4%jJlSez+|jCu4p0 zjOE#r_vJv2rh_1Hbi_A4zNol+5UdHpJ{iqWL;^4W57SDLIb!O&RRPC%-)=b4$(iO*lp_WPEPDj#4TZ8pSE+|$4~zJiOZ7T zYMZY-bMamTg|6%9yU#a4DY=*_-vvQ5^(R);hj#N-B%s}#^f8|%EZyBpg_Fd zhlxx&p4Vg`Py#KR!P^O-()>iR67T10EpUoeDo_CP+NcHQKB6ZtZ@vEXV4kC-c~C!z zrxJb;tNycX|A54o5k5$2IPi_PidSS0{X~Tq|GddE?@Wt+v@qRs*1Bo8^$&?Y?G7V_ z73pVk5gJ6tR4#7U_GRy1;n;7(gGfrn*W#hd2DUGqh!7;`k!GLjvh=swf+Btd9&mJ> zjve}ZAbw#pmgY#~;z6~TBNkld_O-n^uCDNG7sbNBfIW#RW`K^$98w|H9ooiFWzQbM zskpkf{pp=eeBAC*;`fK2BhLeQ32=NanBrGCqPzY;Hfl<(GbPNDli4EwPhbTwDh)tj zg&B0@0IT#BCIlGi2Aw`IncGdMxXciMXCW*k)K$=vW3$?p#OKD|1lSstmCUMYYI=wB zRlq^l_uFVl@wR+d<9+PVgw+d-G|@El_77>BZwXa=Z&+*&xS;FOe?lFIbxo3+umrq- zbOomi`5OXfosJ_nrfkYdAFoDq)2ZUO#wr*7{&$Isw|}Om-}yeU^>*-w+nvrkK0Z!K z0|yzI0=Z~+K)l_PSW;K9T5>9Z!Od|nrx!nZI``Mlwfp&JH><6>IsabXg7FA@9@vVK zlH8uRcHB6K$QVr z5fcCd%W66Q4kD|dAP^9yasie8ZpFgPEEozFB@1w4!9#}oCn{DYKyCSDk;RUeaijeiXt7&E zu31VK=1FY5I0@K|Hm7R1z<5c9{D?N$K|=AY356poetDEw&00sUShgQ(G1txPIQUkv zXbG0W>mY12{eaF$&{He`y3bsbzwTzNdc0XlDbBW*?v$^SO-iq)rc7ces)IR_jZ5gv zwnj(}nIufW9(L0rQQ3S|B!qO@6&W1WWMEK$Z)z$5qjpOW7%)IVMh2OYk-;UoS+3QL z4eG=ZI~xEVwR?H?SZa1g#lypU<@$Pi-+RiDjyP;O^0M=~grpL@E#ZzE^JAxmrBe`Q zH5Gv8Q9%-&zTlXzyx_H7c7y*M@!g1byu}P_IO!3pl-^&9b2-Njf@*k)QT5IFL>-WZv$NQ}VizL+wHjzBtOl-#E&t z_~Z?ntA$$C^eOD+VP>(OKWk&?*kBY-dqQylh9a@5imc9>AP|6qbH#6H3gtQx6$+l9 zFNCBi=)x2}RCKqy!wW7jh7^qHv)D~?YcAg}sw}ToJF+QS+sju8VgVp>*ZH@y35!XT zv^{L-X#ArGp-ak-cY%qoFNU{VdMNJ0MQ-vlZ!i(%yA7*@pDOI9n?oPZtLxl&O>(ywAa zv>XP=WD8Cn9Cuo|Z?_MLJ@F->EY73KiX{uE!U1){V;SL?8PsB8{KDP$`?V)O6;r~; zN4*TzljLym_dS#d`o!)Fwf+(e-DnAp^FClm-vK$-Ag21mzy^aJTuDr zHU2ntC;0016(zv`Q~HgPUb}_>gX&t@ydBEZ%vZZLHOFMENEN>h=K=@Gr`_v|e+>iZ zAOHJ;6c#>XVZO7=QX=P@2o)(bpqxR!nQ)r{cVzj~D zK%o5PY0nX~`-z-^VICJZD=eN8pPOeLwgTOjg{}8u?nH@5z0I26!}s1XuDROL8h@54 z@-!BWc5kucGb#c5qj&yLK^hY^7zxwp*SxZ^-F*f$Pr<3P1biIh1zwz`rod@OG7z z-oH)psc$zGIQ1l;X6!5bQ=n9o01b2UMu@?FM3=xtnDlDM@FU%YhlSnJK(Rkq=_2r%btj$V`iu)-H zxCO&9A4d9)VeVAm>BCkZSi5Y75Zk(2bJ)s`p|tFUE!!T1j9A{Gd6a-((TvntSeSm* z1E!w1zmPjllVQ;f4|zXc1vsqur5!J>zxUl;L>HsL2s}+AagcY}Zk=m^6ANc&Y?bD; z)%loL6kK78q1wVnMrdavk~ zrIK~@`7d^BNur4E3+1idxf7_Olmg#Eyn<8^jQp2jbD8(&XnYUmhyjpiERKFJ>;h*y zS1%W0x`+?1+SuA#F~wdTaLqJW_HXhzo%cy@?;1U-mdT(N*S2eWnOUa=YZrW(tv9&y zei_4^VcVWO+Ycutb)JF{k@{`>FW5DL9o+-e?N5P^ z!mo&e*LByLXqe@f&IODS<2gC7-MziqW!E37ezW>Z zAVx{fPzXNMTQB2pY?m1UkP6PJ>OX+D`uhT*{`^z`Z8@c=!WJTVi>s{KU z+a4_FOMI-BD_Ve%PHn`(!$bG)O;4r~ECB8!x|7 z@I=gqf0Xi!idNfSz599mneT!MKTqb#C*kf3zQ12>(Il#3_k^eQ4K-NYv~u8m&Zm3m6OEzgx}w5%Tu-KQMX*74Pm3Bb110c8e$W+R!+kGuBx8Jw>gv{ zLdT8XMd$7=S3@f;^hf9cOEJ?AX_36W*PWeYV56NIQ7_y!$ElXAJH! z9{0R#ua~S83#V}`=17AdFI1c@22tKNIxCo(!QY4jJ@y@40*dhM8Q#3t8u=sLP5-P_L3_iz z232gf!rVX-XC)0iVii?>;p3AgS@gi^xzz-_9euHUd0pZDNrV~BNf9d;wk6XKwnMjs z;a}TI>f1m8z!P9)+zBbc5dJpv7h$V;taIK-9J+|U=4@K4#!_8v{fJgFm(&a3`^AC3 z^9w+=UGBj->?z99JiQjKPbsUmmurTWOYZ29O0c>o&xk*cpZPqt**R5lbCfFEEvxn=&plaftmGQ08O-QZiZDR%rW8}%t zFhAC~<44q4lD6{k+Z=rixw4pgp+&{KsJB?QBH=d%U4B2svTR!zV^Ov&m2~5k8WKbGKrCuMz2@e0Vpb*SGN9=v7&oN#m(4TKgWPunjI+8co~C>Ix?8*K)Yc}?N=FRyc4!PKir*wGg}@Wt*1oDc zokv!#csh~eO5vCNj&FH(rem`tgceglGG3cW(d0?pzhSWYdn$<7ZPo zbrsR@y4WljE}?@&!7nBR@x8y#ZxX0y^sr}F-9s!J3IBe?%lnP`lFE=sLCJ>^eke=9 z%BpC@GI=A)IOn5Tep_qsN{x8^B6($G{M$7;v9oaEGOO9XhFOPq*JtG3jbokCd_$5F zuk*`pv(8@NvO9oLMl~-OpZ6PYu`{AqYr%OLCeGTI@%2pSwz<_0wjXCz2sAS6SQxGuTIC29`XBRFFiozV8h3Rwu;OMrsDofP% z@YNk6vG&O}I7VYsEh{t!5%qC2Ghy*O7_DgbI#E8+fW*YLs&{B+kjYvV5l_oS;25!yfez!L^KT;>~Ls2Z763{0{#)x2wfpP%7U^9^Anu_y)YK9+W?d#JPB zfJaabov@Xw$L`x9>lUl6ggi9g#Z*bFfxXnZw=)Fk$ilPX`b3xSs9z%dMPNC z!v>&wIu;iR(zzXdii(OlzQvNi_Iuv(fZ1!U2wx@lhU8>nH`P^y+CS?&Hti8^TXRLK zK@sGB^-udE<{AL)Rn8gk{G?Rx(o{(sch%A9oA?f0zLJejO-;?^k@GE>Ytp~jUvc{Q z*8(6LiGkl#LQ+~((wtjFU449FB0!ZspemZ5kg#-3^{~4{`pbv;`K0dIJ|w3)Y@nV! z9{RQb$7R`D3P0CoQ7ZIcT`P-VAQfb}7i~x$+>CiSt&7|;q@_&4U{k$?X%c@wDfH!o zMV!NLv737%NC@!EX}G3-yBV%p$KNlz`AduUZKK2I9OTnQm5q zT=XAL6i_{Bl}q8Yw6y5K&<)@|>I9>88or0#OCZOjD0W~Bn9PwIE<1e>EVQBb6IW+_19xFA{WE?AD>NGqE zWQ&>)eU^ot@d(Xrvax%dEvJPbrQ*lKITqXO8NmUy7oq$lWo0d^s3?kVhwP;3pE=*f~6A% zI#M*7R&r=yMgEUPsSPjKm!)Fe#0-T5!@wmerE8`Km%C9KIb=XWd~c(;DC*ylX)r~5 zZO;G?lU&8Bevo62sd_Jg)ICf$03bt**Zlsl&qf#=8(7dW+owrshaG1CB9Lu&xFv}s zKMhzcIJwnx^zk^rBJ`4^4-31D=Uy(%OQaahh!nB)4FNeGW>*J9p?pam7Ndqr3N7%( zd#4xVCe%|cRbhz;$N%+>-kkL}K#Mp`RD_`t!}P5mB)%j>JY8Y;ne zC54yF-}L^F4Z9+fEoe45(16)@EI-cw$tvjmpHWvy>{j>=7r61zKY{Zaz-|r|&LJT@ zJw0FbCZNYqeeTJ7H8UvotgH}wEDv@p&tu|j=vUFO<5#>#J>&mG#7&MC=FoHcn>jGE z5w9gIJgcGvS<7xB0~*I)ld(TrgK6E=AYwC?M_A|PLWiXGF~mS{HK34y7rh|zt8c#1 zv+!;)tJj`j*h>lBLTz~&xKYezTJWz)8cOTngTTgZ^Cl)1@PdlmsPnlzqhf^jPXDE6 zIyAWZtv!s?L0NG`YjGATA!>+S2ebfQVFtAsWBTL)79U^(Pxl z=~-KswvZxHGcaJ_FfMmbiux)N4VtLe7e?S!I~Q_?xwBcT!)Tyt_Xm;qVy#?{xG{~F zufCx_B=K=I(rk10{pqRUO6cn@Rm}P}rz-|33cd<8s7nJHsO4*$vDN#TB_#(17k8AT zU~FU;nD{jD+eqrQ5eoL5YO5<-2ERuLAlM?lWBE_YVKbt}&W%XN*q`@Mby?ZihZJdZ zfz>hD`r7RZhE$9g9|~UVuiUl@hcjuDD6SxX@`Mu^x$m~SzC}t(+14sn#A3JR3CEuS zLkq=FK!-(5?XSdFkWCGC^%&#FAFqe;@eQEkh5T!GOZ%Kuhur*ZifBXm^6*>{#|jTR zs*wv=YC?%^0*NcDU0XNx0LPV)9{s-__+%J!9a&ja00aVmF`&wB6jqT0ClkP`cNQan zFsxjm9S%(J?kNHJKox~S#LjZEy2AVWtL61g`!0MWZNmDR|FTfy?Uf{!uo@15DIzb& z)9gjPslW~d)yumeV$VBXu8_>)dpizI(n12ls{JNuMgG0;JE6~N5CYD2=>yu&|W~*AGLel zWU1nOi7WtSa}hw180LmO4z!{4fil*d# zda3lrvlZQcuE?yCc~+cH0EhL|QAE_4XBR6Qeah>o^%=T**59B%$?25FT4DDgRry*3 zOjwvXK<>Yb{iJJ3{fIK7^Zm&f^EF~?#c=3Jt5YHqx(^;FzZa-TA;5G^wL@N4D1o{P zrGIsvgthopV>+Av;ux976(Y~;`kDCpf}`FRqxeb~{GX|Bd)+~8|8JzY0AMo-gGo|o z*x1*5dfu6tB*c8Ke()Gnz)baASt<7t61Mv3wS4*U3Ymy8eN zfP&ay5;(J?;}C@TSj=5`C>m-oie0%nR0U3G$$tQFeNx-YTlS3hNU3VCpG6aMA5hAQ zZUHo^kOTs&tH~M#>ImtV~RCfRq%;c=VltXerLhs-H z1;)W;j_yzbY7^+@!XXT*QC5I-nQFZ?5wU=0+6g|oJl}Hyw)W6N#2uF981~XB`iW|E3=)qkJ z3}N{e5jomKTh{+>*(879^n({#n|n4we8rl-?>g7Zt=GU)A+Dko8zctLoP6^?it{~! zBvZ5Q5k-$7af~f-l+RQhQbDw;V0H(%0uVj#_dcX?+WlwC1w#Sf;o$|d81(&XnEm_r zZfXv+K*0ExPJnltsL&Bu0=xF+c)1&_+)Ae-b5yf_*fn{10I~=6gH_d$k;A$vdY_k$`H|2)#^R`LW&+N zH#9?BtNC&Rd1`FQ>$zkPDZqAxLw|R>8<_PGEKe^!6d4?Z49{rWjw{Q(l!#-RM5*fQ(y=3qI*2eQN)J{8?tDL?2?Bq0gBMs zbdmX{O-}AA3c@lh1wN^0AUeC;^P*f0mYi&O<=BJ+o*}?ap00I5y(T*i2Vxo%w!vI! zn+O9iggS}Kp6dDe!G`z8IW%|_*g8AE)X3A}oBrO9K-sXoCwYWchAYxb?6Q@OhC zYRYo)$i7S$@`BU8Q0Ya*k0iY~>b(fC>GqXu)sAXAM{U@%r7A@y*edc7+y7H8^PS2?SfPf_e3iOIv;e; zOOH+~*r0{Q7)84Wi5ptI=-Ef^Xv9G=*Gp8!{7V*Y!TGLP;t647t{-N-V8(>#Pqj$} zi(?Y@Up8JS5KORVr8M%pMhw) zQkpWT?{dirY}M&q$IB+!W%>SnGg2G7J|ueg6*81wFD$qM^(7J4-75NLeF~}{vk}t{ z8KS|dGlOa2p|y|HQOTZ^kC8K4p?a8Xd^1^h}PH7 z9rLjhzaIMhRF0KvHa4p*4Vz*9Lt@ZZ@y$FFSh<~#`MdAKKY(B_ER=E(Cf88JrcxJ>F@%IJT^!v6$;Yu*GfPFcrjSiIF z)6=CN&~9rp^szH{b_6xiHHj4KKi%$L&qUQ8v*Op|heGl6dpaH84b`jG-QzkP^P%!s zC?FkU2RSMTx#^sY9lw83O5+M&K9?ErssI@{gKb5|n-4~y7C2*@Ycy6N2mI-(p z^jCBatCAcYB=+^r_#)IaJg%n9()so|KE9iFWAqtnwh%eDJL%=YHMHoQlIEL(Lc{9o z|JWi_BlX`4VOq|(4wD7%OCiPD#zmxcn~WHY>`a0v(P9ymr;Y~#8N-Xn{G*QTKN0AJ zGAXKruY@UYs#Gx2a*6}Rzs_l*4Hj%hSezT-rCbw8Y4rQ;!%+W9~a0RzzWnus1pk1ABQQMthxhToaNOFT2@BQ6d${9OFO-T6c96{De)D4f z!LqW^bg_Xvz@Nywt&JGG`NwC_IzOwxGCFOaI@JZ#=fW%<4zC~ULLwS?CXc%d_ds#a z$R@mQL5E=eG$0{8Z;Q|KVv5N0p+vU-Nz>}=SSv=}fQ5str>k9PqI_zV)58+qVJ7dr z#otM5PCQQxD~-9qi&Z&Yb>Mi5I^>m9|^Tw}|VXPmZ`1l-(v=D?- zo@|`KG@XzG+10hlZd}6FbGWfhg)>GLqGUDs-97W}`Om17gk@`+hA* zNLN@7s|E*q5`enulWg57$$^0u{hEW8k5;MB)>~;MP`&;KNvp<{9jk>GclO)YyACCx zy&=MtE>hRTlxQAaHQ)xE4k3T3>)*%$%!F_vQU6R}g{_q})9%X$$Vo7DuOywzdesZQ zJ?5)qXvtSB5@@C7$Y)<1{eefFxLF%dZpXsVc#Fs#iO(@H@>M3QqNQqXm@F(Oa=;Zx zb%`RvWn+RRnxbItN|p9f%@GQadhx9x*}qk)G*7-r4t3l;RM=kG(X*$A^_AS11xZOh z*j7Zamr5gln;gK;Ph(iuvq9kiobSaXp@JwF=wDV1KVh&Gn~#G**z%omE11gspE~-V z((t4OHQv)n*WZ{iy0w1aM|h<|-1*C?R&H=sGYa>(P0FV}^jvbhO?Ke(LGa?*o~i%T z)H!3p;_nokF7}MBLxK1QOs}pr?7}HCZgwkV@dx%Fk=)c$M=AL%4*$TkZFhHcr(^y| z$Ad^RMn*J9{;x?qc{GwuMg4JAFOpJ;9n-&Un=@1K_bD1$czlL-+Mf5en%}22zaY%z z>f2qKW9nl}o$^yc0Z=bUE&@*#=E^7uI;QgjDh2g5c3-Br2%=Mcv-V_`*lZU@r#?qm^=}Q&yV?9-JX>M%1*&tewUI-v#pv^V0 zZFH|dW;_WH^*T|M)O@KGC>40rkP*83eSCVZxB@3_4UGQ4hdy1%hg(#%SNN?Dh7PP} z9PtvS)l&VUJ@h0zS|^8*fd$N?QkjWz*U`yFkVS9?2IMYZm4-{Nqh)7ROq02{r>RDI zdqIl%^WUHmu@6<{z8!vHO?an~!=faUli9}_&XS@Z1|tPV-RWo?!f4P_D=UWJe-r5q z@R@uVy@BoYgOGPJcEUN%oYPiGOaHNbXz0ghpMmZOn;NMj>i(U3@}s@3r6HVx0p&iY zQvcOrQd9} zq16Y{tiMWm!@?C{yP7@2LA!dT@1T)cu)m$!cQpsXF)0-?{Y}y1j8pD92^_Iu6{a_Zpi^1 z55>DevJoLadC(Rya|w3PbTs&6X~qqGFt*(J&sUG~s~IiaoAYV&fB%Z2lVbyG4hi!N zx7L1$v7=8_pT1|nh*bD=3Z~}VfKI{A589ZI)q0fcmKr{!YeTED`m=qpoHrM{A1O&- z)L9F?q53H(LywHqIZ8saTQxSy;1O%SKflo#Q4jnEwRoU)4*Acy^LGLZBu#j56*>{G z=BZ#i_WZ?KbX_+YdGX{eZjb~jH5NkYHU7_Fm78vhiLZq~!-Bi>h4S|i^m&7%3jyRV zYNXQ}ug#Nog3sPw&x;Uu4|!YvNLeVMW*9(FA|oL=T+iOQV^Z3``a(RuIfkWB2C8%w zFXU&rjA&#T{jZ3V@D&3b-QIoO7QO`?I+nwwANbh^0<(jSZ1EY%$OJ^1@K0AL#JB5S zO|{#I(YVmT*yM&d^f7=8L(aEhqJZOw6n9%?Z}DwG!{dl*Mav!H<)K|Lr$&YJ`ph0F zr4}Z)iKAB>YEiK;oKeO?ukSuKr%y?n$9Ki|rbEqiae+vtW&e-saX#I3mPTqoWsEI0 zD^0$MVRjQrU%4VJDK&CbR5FYP#&Xg4J2WNALm$yR@tA3@LdK26UlYVvb~o1KC^~Hn z>Z#)0Cs}i0;i|V0UjDJD5S6S7ogzh_U0r{fR>cDk6}kp?Sa;CGMbzVsL*;k1I!mTs ztuw;2_8~MMI4b^N4mIWYH)BLp5nwBQ^zmaNuX@#;$Q`-7YCe=yuakanzhC8f&;=b) zL&Gi8=?GG|Te}A?X>F%>AKFkw#F;q44K6ISaSog^CK`xjSgqH>oCEJSMydopM-?%3 zwL$GnRMtV6OR_%wCX~c4$wOS(pTKP1AeL~A;3ax~6cJf?wL?g`dw5hy5k>OsjSaaE zU!+OTr-m$6wEgnuy62wh2y^^EyCkOU#27HP7>t4D{I1THp0HRg2wg)UvuPg7{YzXO zD~q0p3bj8ky=sj@!o|qFF;QE}xJH8g7tykAqW(pW?|nLB8Bz&yE0U6(_a+0US2NG* z9~B)7VfM5|^k1{=lt8+g$8CYF&JZW3I#NrH_%b*mglzw5!r<<=BgP?OYsB5+82Rg}Ll#3&+Dp{mR0r?K&stzE)USQ43iN4NtsCB?}+B>qniKjGgbd45~@E z*>+sUNK>LsnvjqXbaV($dpKZ8C!jKfY?RqOW11pY~_~=N7tyjD-A%twiqD%ebYK!BC%UihZwgM1G#1m*bC^#=>6_aw1uoj{et0Uxv24d>O0wsBIn1g)? zdJb*h=qQR8Az#p(>t)}qAzO+X7k0Bwc~(HxpAyb7UXqCGa+K2|vm5V)Nf zI^D^>CTG+%Q1AnLe-seqio$fwe+gM}d|)+Q3%kEcTiZ^_%$irO@6p)Y-kiPSnSUO! z?cta1$wE!YRf=6m`hVK{%AhRw^<7fByHmOaM3C+f6)EXZI;1VXS&l zt)EM1_0d%QnD+BujY{Zzpa~13sm)n8|pL`9+JfqA_Ob|RQ_0wAkgTH+I zsp8+VXb=-4Ki~EE$l28c`?syehJ-`h`1}uDoHEy4j)U|4LA#K1H@cK;y7}*)s3Lrl z<5-o~AnYbsLaT1yChC>Vy7xv|oOOSFl6=4;Lq6rcq5|`sv-x{ad-e6Yc`a@>rYEPpdNe5d;ZqMDd zKUQ4yBZs$TM{HqLoEtaWiF;-t_Hww5D1LJhimw z7QdwBG}R%TaD4_^C$-nMJ6mjCiu~H(2|Ua1_hJ-}Zg`#^waM?nKT-EEbeep9D{Q;& zHPQ8q(S0i;G_taYIz69<-+%ltYnyJJ-+#F-Lb8ub*`R!bg^B3~Rjqb+JkfnN;v;7@ z4}*ut5>OrwKD3=%Je*l^^Y@ik&=!6X)^NGrJ=jJ55dT^FYs1o|gD&x|x3^{Ort0Y4 zzFizrQPdoR8+T*mVSTC~J6-hQO8Qbp`<%3m6)ZOM z%{j~>gm*dsU27G|*g!{1+O3c#gYQ53A0S4&r^4HoFwV;Nps{;-i}=Uep2XJ!!}kz7 zHCl?Ps5lAsodVMJ_MvYCTehg(#fkoV;U{&sR|zkXmz-VKKeG%q9Ecp3Z+zZ$X!M|K ze8B>`U^g{6l0p&)lJ2(CyH*&Bo|uR2Q^OWXV_|0(gVR{MlwE|mPG=n2ue8VOHfI25SS zpWaZvQ(?D_`Y@vl&+Y-k2%Huh-{R&bICJ9xuR} z3iqcBHJ;s$J#76N(z1Px;Y7U&g+N=)BKbm7%3HW7b|*iN7pdXoz|f%FqoeSn{u^R1 z4m(DEbixaUKc+<7#L6lnwy`!x>(BxHq-gPOQ#c)FcL!~W>09ZEqJSzsVTC(HMAQw$ zOe#LSpGQ99+;q^gYkOjy!JOM>*``*nbwhS1KIdL@2tS2ctr_M2SLQjDeacF?$Dr_-iU(5G1A_taGJ zV=)G<-zZ|9qQx(*4k2lYCJpiC?0U=Sq!r^r^caDAOwyAzQeX~T!Az$ZJ*y{LO2JP+Uz%6r9 z`Zq2Qd@tf8i@Cnj(Vy=>}V4@9O?b4s6+q)j+WH7a~6c9_r%(C# z+5LDfKrWJrnK^gzP$8c7Bde9BDP*aSOqKC1d~Z{@@V@TWEUWZ0ZAnRtx-(KCLbA&1 zt!8u}tfcZuYX2NX@JTI6^LfCYqZVCJU3yn;#iDN<`<%VB(yA8qu~!URq?DI@uXt#5 zu;&WROg@Rify2}7FPT!WviA5+l5me!V?W)a7`SOE+B9?=M+;b#9{qgRx-}!=| z6Y}}Si0zoK=XhmrWcLz>Ag(NS9o=o&s%!E(O%o9Cwe7d@qzV)>vG9r_Z0oF;^y>zo z9M~HEw9`*ZyPPH%6X2I|JWR{mDiYLuRp^@PI;D^5n6m(2rR5V=Z&!f2i(K7@!{-JrYRxUFhhz$b1Zk`uAi@UDk|5cpup!> zz>JPW+H0&3D?zin>@kah(g4-al!TwG|a(+*?g@}A?${OQ9R{O4^BzUwpPUCiH4%h^0{X$F^lFf6;U zf3hT++AKk?479MxPrA2$xV_%lamrS(H$ZQVZBriD{XMzm*{t79MoQe7(yT8MJ; zVU8mIcE07x;-@OjE(z7{kCyKyJp?GRE=1yU2kjoM6lU>hwtbnx=BXvMTD1$-{+&MD z(|oOE+8r?R zF$cV=yw0F3c2$l$JD7Gnx;Wi7wKF(rKnM#9Qxj3r$n?KJB~444U$TF-BdZ$ESaf&p z?w!t_Ro(RDH|yg8zn$FLD$i5+muqShU(06k1s1&~ahUOn@vfm(m7JIK*Y!tOugmNx zz2(?um>r5bzyy(T+<2a${B*}43RMer5Zc}6{O()0zKt6Q{%I$eQ^K5c$T}_$xKWNp6nuqS0cY(C1@u~9H~5j*U8n3J@5)QFd^G& zT$LL=^>F95Uc4^}-JNr}#k*3>JaJbp?8EXX0w~2o)A}3j61~vc)8k_X5MKlE7fb;7 z0djxxzD-+d@ybag|;E4>9)1y zEy~GKhU8L7?NW1R7nhOC5>ye73*K}+0VCE#JOs~-WDG?rYocdJLYu|qm!~%?e4UNe zE*z-5V~u0h`5)_FW(!s&Z-mypCJ~)*Bg_-$*DZ`0&Q);Rx7`Tqqq$w~YeFUHRxSI+ zWzXz+{B7yjuXvx{fDrLZUwi`P7z`zTGc&V$&_2&NjaA#-^}@b?L?M>49q=|Vm7$TV zr|&tdd`#jh-IBx+LW^T_G=^o)vr`YkUwe7BJLP3zJPylc#F`-$8WRYwgL|QDlUZZX|&F;96bx&RuQO zqZe~eE_e4Z>pa%Ci0o$luSud-qDJdh< zXga;pAtRxF-ZmYqTcD`uuP#%`3wrt#QA0z+#Pt6DyGQNwdoNzRNU41QT%&545;UL| z&3E%=ZzvYom5TcQ>IiaHRu(*@|Jp9d*9XEOYqKs(fWLiO z@-ncj`KQ@tEV;5pv-e9cnl!WTwfC^?=I&LxjJX$w?eE73Y&JTavJVnRe@I7#YZP=jjWts88m+~@?xtP;d!9bqZSL-0I#V5*xiyb- z6JNi=lC5FjN-C6@b{X?J`sL3S79flvJLfB_I+7sqwcd#d@R_<+`WlG`6LSostPST> zvM4|SD+B-fs~w@--_+FfMw25UB}M1^d60cx>^eE036O4)?<{UZ@iiPU9#b{8;lR0Q z4o#c9;{F$B$5taUhnXyiTNIS!=t+^7;=RqGq2hif3`_e(05wTN9ee17-g-`cXI)9h z%UYusqxX}6Y)UOHtfJP!W1HJemnf`c@z3o|+kcII+0effZpyzIcDUbzN2UJeJc4dV z;j%XM%t9wM?S&D0n!q-mt4oz4mCnrS=z#zg&zwTh&(hG^$3-suOBdEnLN204UVi1t zj7)wHz9F{*vJ%AOHBwg+RA(VJ+Yte}Qp6?K5B3=l4i|th5P5I#6TL+G$|v`9e#oNUr!>9`Oj$ zGQaS?oCfp3H?`N*XTWaIg~u5vtcJ`ADC+SC$lY!;DGDeYqVT$v>U1e6ac0VLvcFx{ z{UIWvFheCXP((z;1hTWsqCK$2Sk==5>Cr>q7R5wGdGGqmvn8n%jE~|DUq=cwbwufy zZAWB!>mTDbllDOXy;-Wv`%|jFFy`Hid}ZO5Ed8pf)S6@0giW-#aP!eY99_Y8k_~l* zynXMxf3Y#3j#rm!91p+=&yM^NESi&IcO|#FvVR9G79F0Ly)phQBZ)O`BNXOWk7R3P zk7rI(u=t|;V=ueam)il)e7zln-%5(azH9Z3r)~DOxh25pRKPI8rMq}jxl4Mr8v`93 zn#u?P>$Pw8O0T2`=<-Gi?lXqs0`3L|-;97j+wf93KL`_rfFykUs zAb=o@4nxsdyS8|RRwMtK|5v~Jl?O!+Q>8HI#l#M~Ywxbu^$Z?QJAGfN5Y2@0b&c4r z-b24;u0ge!imj@4^oxr-#n2I9AMO|boXoMs^Rm-X*z`>}XWDpiX*b&d4+A$*au^Gr z207#Pn^+IF!snxxu~L2S<#kA}=HBJ-L(OGWh@+0&ZaKvTuESnXvY-F?Gm0+Yi~x9V zC(BJ`6Z`;4g0*0LDdPk1F8}kBET^R&=zH!2rU-u9FI?zBfj}M7f9_O(xwkorst}!G ze$?n_Zdk`s&VN72{~7w*>fMmTp5P;2D>QPd$jgv3Q!~uUN|)iv%LzU$3a0Da$X_3R zt*`YL(Cj(cHRnDtLNcIsy@AL+|Hw8}+y&X`T>bX!g+FVImcowp�=b38$Yl=d0eR z2%JN+Qml3%;mPhRJ&U(*-%hp$NQU9kL;?3<^Q15+ ztO|UTOG-$1iYIwie$S%_Hg;2>09+l;3V!57M3Qe9j+j&TKG@Cl+ zIy&YzEwtFP*8&x4sCQRYb1E;h}-M9#R&RTCGDM8LZ975{Na+U_{*R==*N{0(YilOJ(udB*RTy~X({`n4@P zMk@*p$Xz`85O2d(UYB{umHbS;zIA%v2hVd#KkHPHvtlcnLG=BB;?w*-iYLW9LmaCl zNvY{^f$`c|p|L`7@vDgDoo8FFR428vmy&TyXJ~#|qr1|pI&_k~Rq1NflkZV!X}j-E zt7%dw2^j^OODSPOs-zGf4-b!Px`D?08eYe*gRO$c+*@QO()i_)KM;R}C`iBK>nc>Y zANls>T1tjQ=U1w`Cw?4KIB*(??@5u`578Hgb!OWT=YN{F10sfT1-rFwE@0X(n8 zk3%Wg<|uY(HrD2^`|T~y&uLxjZx-qqlvHIi?Lm7J^EReWlU`3}$Bj!SMG31PSS@Lu zd4^B-v7`GPp{$f$hH`)X8Zp!_<86fN?7TOxGl4;{jrzieJ6^OlS>$FZSwq>asDkO; zBOA2|na>}727#W5$f^lawssM}_ZRJN?~l>L!`(S68fWe1EUe!DKv3|WP+$tT`E~8# zwVRnN<{b%Cx>e?MHsghPn@=K`^TPzqr9^Oem8Am|2nZ9b;P;_(ha0`8D~?OvG8&=N z${#KP1m2 zLjK&Bqv_e3mlcEz=8a3<-)WjIx-XyoE@Ss`3qo{t=qa5(BpUYZ8Y)Q1m)cps&PpeB zA%`q2u4lecd#@l**H;R8Vky(SW8{@?ovq|^Kx@$e&ZZ#B+1{I_xvU3tBcd0PQ{4+Ru9#gH%WC@z?ogzS~=_iWV8 z@@Yq1G8+%#KDf~!+|D}dHnMz95)tLaWi~)!`KW*jL&@Ep=S2MiryZ@s$xIHfy3|^y zbV=vXAvp7{0;7bGY&QA;&xSve1V(J<}e z724a}?wQeeM8g5oPBD`tQL}OCB8N5z5_UiCFKpd^%y4j{PWq0G`RAg|ou8Ji=5sHp z80(BABKy|L`95FhT_-E;&HB1?yt-l%{SjHTO-1V>Rqcg}n&W43BKP#?^c|IAE{7Nr zjXUW22XsNN4UZGqviqg*5o%C)Nny!0j3d5`sO|s?H~nC|rQZ_GJMZ+Q6v=$RAO+Xa znSFZ6CdJn_!QC|6@;0Ydc3jC^kt&_`GqQj5;ga44k(z&Vv-Y)o>W3u5AzqnX1Q}by=E-N}x zc1{jpg~LGk?&$Qib9}tUz@GZHCq5c3wUoL#uBhv3AcJg}(uqk-7m(mZARuUKYfn~Q z(uW;v#u7Q*-Rb?UJH~fI@g5r8Sedq0%b3=U2McHQ8RYf5%#3EVrrj@|R>t?%J8iQY zY}B~i$;{8q8OoiTH+6`6&g30c8`m4wvN>$Km$~CNM_?gavR(?qjGZtSfsxKX!||kGmuCygCN~%G#6v=k|Iv4Lt@U z%T)z4TSo299VgKZfdh86@|7*wO;kqNp#rZ9?wz+jcaB=>sOz>^l>$0iyTz3i?uZ?? z@D+{Q#ANQFS#XO6BFi>p8~a%|DEp06u*c1LN9=^>-L-o2?)AjB`HUR z3vFANAgmRGW!*8Gv2e|24+RNmsioz9>z zKR=kc_f9jr?k=!8j?(Wxdxl?aKVAEw6HQW5Qcgi(5mX4KFk<>+UVo1$&{a@S&^_&S zj{z$FuXRg&#c|QaD=98k_3@xf*76nSLUN-`u~T%Rq@{#e+*regg}O-981Z5A%Iy~8 z->gAre#5hQM@g&QKg_HV8HNzO*-Y=AScbOSN-fJ9|zgRK1((sdy-1= zR5j{0O3Tw?{X@P&qhkxUk&thAGwH>HPn-;R_w@p>7jDumtl%Ltzq)h%)}1L7=9@Rk zg7Y2azI@iCrkbS@e)~%c!+oY9{y|SKN(|kY8ng13KVdbcajUD}uVHi>Bk`VHrf{@8Vs0;cr>{I#ev>D9FJ?=gK5ZJUE1WTu_R zUh+zo(bIEs7O8C(X>!C`(yA#dBLxNj z=9lyy{lMXCpU^+B4!fz)ZDw>1Su=KUJS&Qx3cCv#*$q4>B1qf8N9)`&`~6av*&?q~ zEl=)qTJ27Wef$@mS}PM<)KEsr3;7jue0xJQ)s(XDg0JKV-`P%~xZQb0JeB-x58sDS zg;vMu=NP-|&#`xEn~HLBZ36?UIpkOznOIg%jj*a7*4z7P!E zC*nwSLWM<}&zMQZ=FqTY%Q_F6mnVe|@6?M}wOA;EE$JDWiBnD4Hi@#79W-<%-+r8% zbGNsLe6E$`=dEcQ-?&@07hRXogVNKoIWpOj*0Y(U& zL+Frtqw(%unbGpaxh6$<+#R{c7A7WvU-wpIzh>RAP>>rCevnk_YI~39G~A=7;N`2` zRwjaF35lNv=GC|c5y6d}P6Yusn^wjV`UBkP02<(#Z!MdSz8Yn}>HFk(Udxrdj`%#k zw6oo1;b) z|1mvBC}fyM--d*sbai)=Op)T_2M(n0E&)9lZ*AV&w`QOawEDG*6^c~fai8}`lHfCP z)D5-14&Ju>)Mbh0Zth+cmUJ>;3jX|+L+M>C4i05Jze}<4yG#(bp~`9f8b%c$-Zn&| zpIu|VriCbWgJ^Jjk`Up^#R$=${w^yE_hj&v#8xU_xe(>JGn?~Zxa4NX`@OpI!O9cxJkr*$uvCj8-BvuQG)6-l$ZqV5{AY2S0L_|gnrO|x6lRKI?in6w11 z9qr@o@?S|ABn>}=v{iVsa zt#bYm-vchFe2!$`@J&@AW>{J*H4^EJc%4$*4#Pa?3t3uT*IKSsXfw!9BzSy7Iv#QGxYkdmsaR{*N;5M|hu`uNTd9sQm8PY<{@ z$1v|~3T_8!rrWUe9F-cnAOy~pG9{+xWLNI}dcw&-@sU!?x1!UahB9-uAtW$Px7pST6`Cs7aPEBDckQglM8DsAk zhK3zzuikvj9pgNfI#q}fhGWMwt(&T4IAx-=qnu7LuFBeAOw+hW?)H%*!}D>`-p=kv zKJ1IuyL^H>I0Q_vkY zh@DhpiEi}%+?-gRVv~%kqaQ~-lG~>W#K@ON%Vl~kmX{YgSEI>ymo3#KA_U(g@5nO? z!}v0%Ny~FF>2*J%N0f;ajHAaKb^JGLTU8Pye5r3(=y&A?U8)| zOS3CNu(@fQd^#EP&7g_S4{_V~CRQ0X1(&p|oLp`+gdzzAC)nhHcq``-30VtD1MfTu zvpZ+v5E1s`Le0y4Xi8qseHg~4^AzgJ?=7|BzJ?$|a)`q7R(n~3hx;blw!Cp$Zf2{Z z)a3=CoPy>!IzGy-al_^3)cq@_7eYgifB-eadUD5%_d(w`?CistB4>2yOyrPnmh|v_ zDMBpmk?dSnjMR%>I4ttu&sGR_rg@(JJk}$J*W_e0baiW+_x>X}t!TYxTmO1~j5!{| zo#jyy&pkDijK`0y#i;MkD62gU)rh40VKIe^s_Lu1a4t($UCGg`hyO&Fhjxa>@CvH7 z!PVrm$7oTahYKgj#fpoFa3zHsOjK*crP-NrwB`S0$DCpD!m&7rN7D6`n;^CM?Vr|S z*a%WCKKkI+clX$OJeE8RMZ3FTWd^aH<)X@m{x+Ywj-B&{x#3zrpU51hLcOs7UOBez zXeB$?Q3?;5RBW#xl-~OWaHc*r(ivEVe6;IHK3H zgfKkwGLy9fZmTJ^s`1gt0+bHPXo9F?GsKYGH)5^Qkp&vI-|G3b&nl3YjA%k`QWs~j zna;#4-}k_OeMH@9Q`<9A&^k|efObu&B((H5XG?!=YI4X$DCw8+^5Y(R`)~~ zHy-K?VNyOVN`U;ZuD!(n6=;ZO0 zo}P+7PxK37-=jjxFJHdoZ8eTekO53Eu~$wrN%?;#g_N}6mp~etTH8qvy<6M>_k|2@ z?ut>&*Jp1G87tO|=#b#|jEsfVy0Aq6h`HN1- zprGS3rwXJ%0ui$~@ailC33mU!r{gLU<@<;Xgmi!1iX1bQwiM7?N9ilyD2^mZDuA{8~xchX}=zWa8 z-+2aQ5Hk>ZODXyO$MNh>>Cu5(QvpQTG#)%y*xts|(V1|rxl$*j7I}hj>((tu^&*F1 zQy_%~-J*j>j#Ra$m*Q?0rME%ewfu5b`Hunak1XJDR8mp#uCNEoxvV0^qMjac)w~Vb zKv&hW#qQ_|hZ)h0Z|{jzuJejry*jNszSPFp|F^*`BV%@<8utR-6)u-uVW}s!;!z)A z48@IWz}n4wxC?g@nwNK70z?(brjd|AE_*o?Iy|E(IIb?4U}TEK`1G&fj}%hfe^p)u z1PDQ!V?x~oW}GHF2BDT@?#qYKg`zC97XxilS4)Y=&fzovwdy8OUGu`CIqkC4WYHP!?vKR=7h@zWPo;^cAD6gp*Ke`QfA}4oJFv?1gi;GJxWb?vq<%WPj zP-CMQIM-24WF#c0Fj7!2>m$Xx8asbfbE#Y_9n3VYqx6)NaM(}g!O^P^xRe0&E>M}` z9UUDh5pqVB!5KAFm6W8wU(fofEG30-)szdA413*zEkFtb0!nn=2OAhnOicEns&Egv zT4_8-8!&2skLZL%73?Juv9aAS!aD#7Fo#BS%J`M*Yfhxagj|LV#4z67K!}2XaC*4i z3zYNG#Y_Co-#;*3n!p4^hvB>USZ+^h>7x=77W_SY)?uE8czNQr_hG)CBj zg1lSA0hj&u?!lja;j7{k5ZUJ_#_vqomYD)C>15^O=+)iCBV9!HcIXhsJof`+3jzX! zu`yIPxAJ-${>NkVy^mX6QPB?d(UDqveQP8ZxXvgtDwYIt8x*(({LTXCuDyEoYH1}i z;Hu)~^!)Dc22hB3mV=|vq;}d+^S1tjo(K=k` zXe{XPjokK2F+q)eA}*MB_=vNj+Z3RF>%3(bd&Tza=5YagxFIWV}365C1 zWgm-}pyz}oA?bfc4(tj*t#Ab@0Gv^AH~Krqe;xJy3`OqD+A~i@>fa#?eL(w4eZ2@9 zag@w@$-l#u>f16PMgTQA9N+yBMRZ(Tp0QG(rbR+RVvc@@kwEPk!{FsRXOkC;7~fb@NAHH3O5kG2Nhb}e_4uj1nF$))yGAe z_(^Dg-;2}fze^84VdzMlx=u*-k3XJldzI&2E#UvysQ-+ek5^)G2(I!}ZeiR%Y-J#V z^t>p2E(i$z8NUB8fB~0(Ow(WEI_eViCfSNXhJ~J4;_tTd@YkQm`Y%>&IUX^=gwhD$ zD;R$n;QzF6_hbW6s!W`)(Uk-Lephi&D$4xlH-hNzqsrko-(mcRQAD&UxSm=ORb`Su z{Er7gQ4+)=<)mju1Q#7X-aG-6Mi``w-vyhP5&!-uD<}om*Lb>lbpL61#h`Hog^ZE; zpHH$p6m-3v9RE|0JfX?o4J{G<)zy0gpTREhw-+pOE##lpHXR|7gB~!u%x!=36`ENQ z5;ZwRut+20|IGh{7NW6H*OWzi*F=OyldA>sA8tsHoMCxAKEppT!L+RNA*zIR52 ztrbMAIM2?{<>OxDwn4%kK95}1Mz6bWPLU`pEA!TF&Nes7U?_pM=`~#H2;fDAwEqpn z5h8Hj;j^EPfEai*jwu}^ti?eRhDR3%h$sdL3EIzZ?-V`J&-6Q>fbt3E^&7dTsevz~ zo{!Fhp$G7k#)c2<&tS^3QnNHLt_a7#tU@Hw+`G<3YoxlnqZbuCQ6Z3EQ(k|x34bQP z3h)tt?V_e*GhN(=R9ag4O2`7lLKw6?nUPuOyN9a9J2tF{1v=mf0ULI(@)8ykD z_AN;SM`~f(v9%jAM5d;uSx!F8lKx`J_ne&tz-XIVTB5PV{UmE&cBpm z?C-TEIT{m#4Z54+);u6W4A-2(mEGR`kEbS9Y~S7tnp>J;P&nj7CN{itzPug{WovW5 z0X(*u>F&Wz1@zz>eS~9^nf(VEd;G!TqCmuT_Kl*MTBSKgu z7;d5s9EOFZC1jw!H>iJtxcB3uEa>Nf&Wzro$vc=P2*=3d%GBKYwPWt+Nl0Zmo}S#@ zown?_MvA*#Jw4g7;kcCKa^KhaUO`n3yPr>QmJ&goT#!KLO|GV zz4T8wAn70!CaRtT*9f(CCf>yzNOF)FAT#G%C-F&r<+I z1P)J6^iO3I6MC5Sx{q1`5ta=gmdR>sqTbNer-0%4U`WZO4EU*qwY5krGM*Rp@vmRg zD8!I6Jj8~vWyX2WNq70<$B(x)C|TKm%vq}q;+31D2rMncn5aFmREK7*2~3J+z*)oF zPz~Ak0?k6kO$u`Iwhtc)x>Ru1lK;AjFC^A6YV-<2gZ?bI&VUJ3&Q!m#;o0`F`8=QtLK z>B@rpZE9f=7EQ)$1{A^gD2TwSmUI~WCz4vjN6sn+`Q`_scDj&b{_ydm-|k_H-zllG z6lg`p02#E*ObIC1TnRvvy$ggAB=8_X>j;C85Xr^G#S=F-?gudwWyXq1N=g;mv9#h> znd-+j`2xe=MM*_Gcj$4cMFP{)sjnm{Wy7$a%49ubGn;YW`gY51x)z6>ogE-~3h?^X z)YMeOOABY8>y#R_gErC5#@8Ewv_NreIktF-CJj73)F30IU}3@H>+8$sd$hyR9B3_H z`WU2K;%LS7Hhh>AVhSpsdtVX6fNq~0tV5^^>Xlk6dl{2zC)oC#CazvbN$dhKgV3Fw zCkwF9J6?-+ zQKZ8_2w}OCh7L6;5}GC;``%6d2Bh4%)Tu`dGxK9CuO0L}^>GgM~h_iqw` z8#f+D7#wQu>p>Q`qU&^Pp)*`SzD&$vwuv1&tB4zLVOnzT?KbgVX7$y4_fyuaEIjtq zxdu`HRqYcJyAKuzi8+!m!B6Y$PvYda{FIKF$qC41h!#VQ9((B-KD6?t!J`ok0pH04 zjz`DCQ?#;TgGmw$0^kg6Y)U~9ZaV*gh6Y}?HV}x|1-BS>MI<1sVRI4FTF&s@nMZ^K z?UiSG#p4!mam)%EYA|dMzQCEqD}M0py~`C1%&gy`p+U1Z2?GPepN%M8dOs!f3m_{o;sJvbfYNLi6w|rc)$2P5*xp^M?LrZICZmitAyafmyfoU;I(^T8LiMP8K zZikJ9K1m9SF!O6`7>bIDo<2TH-}|0JX~+?dzp~u0Rr35YYOhUACHD#*&4&N(m&(KS zh29&P8Ls!s#H`;hpSJ~xo~xY?f`Npb;xkXFTQ} zg8}$WY^nU?CRSq>K!hC}9LU$ExHrS}hi-9w_U*=~!qplS1dvwg?ZWyyX*Y=I_JZ0Nf_IzPP;A4927+O3F-ebwVzx5GPR>e>0mtC0uhmo&YGbd zvIFlOu+V%y2X^3ZXf3&XxU;pc%UALU$bJ$IF>BY>$DWhCPgcp($g#aovE7&QZuNKJ z;30@)I&U8zAGZ$;l?~6qd168K!{o={OA+6r@*_kY8F>HQSJUB4nUV0{b-dH$TAKzI zOqFIb9)o8a)EbGWqI&xJox{WUkpO3%g~%HLVRCB9#+TN<;6qJyO%2Jp-s-9Nu>eW4 zkxCvRcpgc=T8h{zw#5O-1u?s3|EW4h6K@_2G#ec}>%V}eQ@F@d7rY4pyg>zbzqiEw zv-s9u1OioLSg5k=7xEYpLqL^CA{}EgIV5QrA_WAJyrOWiI6}O&k1Z|Dfwk`{1qL`zmR`kS3b@b3uCA_m*y!Qi z5n*kEvk5bUb@L;FTF|pr2bp{Ko9L)~Ut-;)!$iGXs(0bVjzH%ry zNf?Upv?Q>XF>x6+={|9GCVZiihfhezxY9c;dZ%;=CK3v$vS&RWNbZ1UqmY6Ewk#mj z3j&AtN{SDTYS`a*%>rjx2Aq{p@P#pfqOL=1yNL+_U)XN)o|W!ZcsZ&?m>C5l~f}30Cpc0;FlwmI9X*v z4CDhJn@o}w+NDvX=lvdPlQbtc@kXljpvVm%5T6PN3UXB&I~gB9%R6eQ%>C7R0GMj^ z(b=ULD8f(xz!uBF!GSlfs-lA6OPMjR&XMRc>`5{Z9vB;7J$UfIbnDxD`GY0#m%J=2 z3Lw$!wd9J z3AXNPo&LD{Mhx^?RnOk1CMGhXBW({xV@X)&-2##aDKt5 zQ^gdU8TK`obgy2$x_5}2j3^uoHVhaT7@WA6kOCOk$FE>uA3&c!0q>+b``H4&I2?sR zj*2$MjxKukMqtuMTG2Llrq`mW@fezNM4uC#k|e>u_aP&i?E9-)=E z*6QnvibM)BI2V^jRU5h|N`a(qYA=ELtA^z0K*`#po>B&F~ z!c4<>Z@kCNN9XBrU@2vvVUTDw}VK&{?Da< z4200X&p*e|$NK(vMTjhdjQD=fXF{PKu@6N5uKdL?#rglcLWCxU4*qXgB0Umtr2qMX z@c)0%fBP5w|DioKHHL~lX|P@$9!{V(Gc(hhFH?(8N+P&nS#Ge}E^l1p+}WpX-a$^6 zF)8as{bvU`ve6Jb^zXOyg`k*OTCUtJ_9F1D;n)3jLDNCHaS+t%O!E^8f!9>?KTC{MwP*3fe0jXtu4p~`urbEA zelmrL9wv+o|KI1g#6gqWMdjrYH^&Q#YHDWA6#rwEkj*>c5bfU>bb1!n}meK z7HbFltJnu*sHLT)=Pis*-Qjr3yu7?B_ZxHTwo4IUSzTNGVJQp-1B5z_wwnU9?SH2s zM5zI<2?n|D#E3TS#7ZJ_ng|O+3I@RsoFnvE!6%LM1Ct_wMq(g_7Q-D)VG81K*u%Y8 zFU)Yp-X4h9emt(^J4uP1o>l;>(KM)5YYX{&ldN*CBUxbKzogeEL~+!c`^etSvmZR6 zG4sd(X^pYX-K)=fSF2okebc6h@X%bMOCzbyyZ3zZz>szhx)ON7Nl#~u^{&7L!(Xfq zrViUr#g5a%e9qm1e6{I1WWc){u=+B@Ak&=#(&s$eEVJ>6(;JUNVN|uDLEx5PM`qy) z?+yMC@{ozQ49mZM$D1kU!~umFqohi-4%W~C}_gzk+Act6%RI5`G_`E=O$Qh#9@8Fi_8Bu70e#b;2rE=5xmiKD@fnAfJtf;nNpJTybp zTib=5CbBnDb?5i~*nko0pKCc~4uxA~`J8Y`JpPh7INuTd!cOY-*<|eA^1MGQuva_% zjw{(_0ZMG2eosbfmvEz(g=Q$xH0TJnQG~)A7zf#54r34yp^vWc@)+7OY!AQ&zjV3R zyq<)1NL64Wi_I`QJ_w`pAkJ%u6TTEpP*gt%)R+n=wOKDLu}mGcG1h)|zqlkI8efKANGEjzzkBd?0pvx(+Sh-MG)WQ+S+)f z&x=KE2kul*vCyTuLhG$&zko#^Ton3K>q?Nq7R4`)1HlESrNDXupFF&zersn;s3o)t z13z+SjlY};Ej6Eyd7H~`(7m%XdaNY6N@%H-E47|Xb z{!U9?x^f43YLOss{;{Ye#eTVhEA)AL<$n1)lkR?$jc^^h=&%ek22W`G*YtDL?g8~z zFj`5fgl_du0~Fv`S)5nFS*oZ3Kh_vk>dOoS{={T?a4*ewgncmC1CNp(!L(Lj*7-B1 z(yQ!-qR(3~qu-m_)t~u6;{=ALPqB3^*0EF#eBqnI`?@Co7m6I$?={a*G*6sI-6zrUk>*LB8aNA^U!l07_8D(ri@TM2Qs&~C`(o9cpAYR9Iu#c`r@l|+z>f1Hkua(d zEL1=}(@ReD$(FM9pk9Hk~o$X$1{gGw4d<@-xa=&w{drI!W zU+u`_tYI&3JjNEiQz$z`fM|)?%kzXU+aDAp1;v?AOSqDLi?#w~Q1!CxXvA7T3bDZw zK^F}$FUCmMR+FDy|3%Y7fe{Gajz@}`Lumicq!9^Y(;>f@vmr30DMNqZOhv{&U#?QW zh%u3^fXL%r@mofJ`}D(T+)_!yVP*f2+EI{77n-n7RUGXbVXUT0D&kpXF0u->cDY9> zdAst_x18dZho*|aIc#gNTYEsgm!19)#w|ot+MvuLt^1WPEcZ4s8uuZ**P4vCb0;^U*<;uGf|A zfzjQI`Pe4#`BE96qA`7bF=W$aDLn30p)p1hq~8vT0&lW?>M0$_KWZSTmTwgkDUI0L z=n3peG&Y+qXdpAH*2Mi4Bnj2WqzJ?hLU^D=uOSpsGcrcfg8vl;5&LgDAcTTR z3e+6icvc!KOQ;BW{Pd=;9)#}1crBl1D%8kTKkaPPP2rnUj{fTf>ld(4iv_dN@(>M;s)GG5EfXQ;!@CSGJ@?7 zvm%Y8j^l7>*Hlh*Qq;gJ1LVEt-mny1MGw&;MO9KyDk95A8$@o!bk|L(7^dk3RTOcBwcm1G}W zKI%mxJ0K|{5)a7XRfu0BFrHVU=8dD$`@YXwMmDo2oA(|UYRFX)qJ@$+PU9_P2}__* zcx@P=slfs7`QIZ_K&SCb%e(!!~iTGjcd60^I61q zAs*E|s)9@Q#lSiA|HXkt9J9PxV;Pg%>@!bu;z1kIvS55xE(kmB7?}eA3jpIcG{Rh* zU2~}%uSS={F%ACC&r?W6m7keo;Ej{`VNq!eFcvwaG9w`geQI4NY~2Z>9K25IuPx9f zHvWh?bkXnblTTUQ9DQ2kkH*lBF(|Y^!E4Ip+^Bch5=kSnUJEL*tTb@-le}=Iax%&; zr70NA;NC%O5kusW$(S^P6zco&ZXtwP3kHe4T^I>fMCA-PmE@1Dp=O_%Q?LcOm4l9c zSKWD!XqG|V1e=vIVyUnV*m=PV(60C+Zppo$C3L`FwZJ6cdy`-j zs=yvwC5jMOQ}IMJ>n0_%V-q&YVOgVd-J~M)im0RhTsSKl&W*nBO4|BEAsE4WgL{LPbduT8hjc`N!2}>=VF3p^0?vZ99T~lgVLfb%>M{C5<^6sDmp z1qLm1N+nVi{*Z%vtY!1T1daK3(!>Tdd7@P%=(W9FM%6jTNVUCUMZcy3X)&w;uM&F? zDgOFPz&4b`2pZLq?QP%o^%+>=%(MDH22=o;i8D`pKr#qvTg(;qctHDpbMzTGHqWby zw|~giwEsmIu%S}#8ya2_R7KU09Hp^!Ffq<=G&*=1a`isY_$?2rI@1{ZHrQM@*|ZdG z_p(_qb=2bp{J*i@Ax{7|^8Hj(bn60?G)|~7j5NL!eM!{;!gGUOLKBSI`LaH6EK|D7 zaRj{sG1ZguehXI4m|*c-jNNu8BF@r zHL)`f|E-C1tON*bx59gHl(p}N*D^|eM&vEU<$h2pWE4d&$sIbOM;5h5 zh_U^IX?HJHlZLgm_^xh<4ipjD8r$7)i4P5AN2J}wU+ zP~PKGJ@Q#gdL(jJ&ymoCLN)J@NrF7}k^S3v)A*D;G_@No#M2{d8M=C0C4^1g4|~xD zfUtDwRp%5BPSo%t@7`~@X5+jQP`**3+jk!cfgqO7Q!`lqXy_xu5;3fMg)7uZfgY;) zV0n@Ya6sbnoj)_9fSID5vV=>-BDXzVn>!1*w*qqr)~pMG2opu=8UJ5n7o+$iP=dV< zL6U)cD-xIcKWB4uGiC(})Z3_Ad^h*{ZsSi)_P~f=f3~^J1~#VPiL3-T9{SPxBZ|J8 z{g4p!24M%>sl>_d35?Q!Q{)-;#*wI1kqzMYROq#W>|&s(Uu5z?SpA8&REOC*3Qv6Y zp#^~y`t7BkVLVt7T3c}VB6KmXGg^QIskFZfr4avXMopQUI6%lcRs!pbqpW&MzOcla zOIGx*{V@GZDjuaC&ru_9Nn;#@hcUan^Ep_Io5P>>@gFfKYQgW$ZrS3E zQm&s#7Xo+-unNGsa`+`HU_c4oJJj9FLnZ1}r9+KIH1h%?%NP-#1O6Azk)-F4Yn*!X z3ly-VDt;cI_X}h*MM;-??MK@)jqNPOQiCs{Sn2*^dVv4sB2mu?eK3^pJfJRjhY}(* z1}}(f1Gw#fC@6l=5*g69f+s^9G;DemzjewyG}G9i_mES*L#l=l9f{o552zg=!M2A% zPaq&~i7t==I&E-oh|Y)+p-`jHUsmqn^Ci<_(obILCx5&oLb1pedtn zv1sNogLjgTz^ZsO$_!{e*ayG$vABGvjDwKbkiz0O(Tsyt`%CVv$Td4WIVO0YzVT*7 zRT~W2FBv6m+OkJJwwN*x$C65d8Z5CqZcnnSs-l}6_8HBl^P2jp^d(h*Fo4```kaR7 zJUo3>BwHf^nyiK^?MfI)Y&Zp+jdUKuD&;uRkOl}!qbULU7OY(1O`(VovB&!Y!G_m> zRuMK7M}B=$J5gi3%30CzXkH+d;y2;)mnM~1BwY9QWNF25M!M~8&11#37cSkl2ikL= zYhAqM1NGKq?46cG@U|5DQLm&rK-K2~&?9#hsmaGj|v5IzZ>8Hm6l&xDa2~ZWt6)=F`f>oftSV!%iG~@102Tv_X(oEm^rXQ zx+&9m9P1{%_0ZEgvl(_kLvh>q0rfc`@|nx=Zq+!D_^`v!Un$Pn#0oXU~Huj3@ zu*HA0N>4u5wZ1PM9Nd<&SP3%j{A-JFwcLi(s}+cA`A*Jo;-AR%DYg;f{FU((|4+_P zBP6{Fk;vi+V&5eNEf0UkeQ5K zRG47gJES4a^}24Y{6qOFwpdT-&yLo;5@+V1diReH>Zt&v>AKYY_&%=rehS%Z?_AQF z^xMae93P4LHm#N$BBrOOf8w8eS}r%7y?HeO3kL^P>3+8nK!GMwuJRW{5BworPj1=b z9SLp;-hbG=ASAt`$2`)`paPNaEtmymIqz4+;QTML?$Js;;3s?AxuLn2o;4O}bUOpp9 zbo+OmZ#*WMZe-VcW5@Fr0UYo6B5o?7?}NuwuX*$$4V_V2`VLS(f1D}Q_HyJkh~aQF z?35U+AYRGuh*jhr$Vq6aQ6%nYZzAVROhsthB(<3C+0v$RJo^r+SQQ)gAe{4_SgiTH zc@@ZJt>s@X0Jas3L_EnHVfuGNn40P5Om?h$obkhJf7aLr#vaa@?`3Y0ZC02x$&fl{1+7r{G4CKu@{lv5xmwy3=OCUm0{7(Y0)m~D>-=(b!A(Ph9Eov zZ#v*nxQ-t!S6iH(czu`webpH7c2K#>n&-82O>J!}+E4n0>YJoDOokzEY?W2f`Zu2E zsf+`WzLRL7^njePJhKqG!_>0>63$nQ<*Ha|qpCnlQF~G=1>?U+Vr~-vv%T)!NM2t|V;8(yo3NPFD zo#anw5IA%e+fVLW5erQ7o)s-SKM&M%(oNPftJ78rd$NVqhW74HS2SMa;8;gPCgRsB z3Uxb=E+^&AtK`%RJ-C5umq<}|1}CA^6&ry#)*G$sFSLN~6ZH4@zXM^JMq}h4zQ@V0 z{f?_)YA8!9?%jCB#Wpu4zSqkrwIG4;*yeI zYK_No+S=MiD!qUa-464UK0|zvN@WfSqw8qWfGTC48*p7P3!mGs=BP@a$fcfQMxd>S zO(V5?Arg94E9b-~yUjMn%lF}(#1H?<5GCjZC-|s2``E=J;m&heON3~{} zIJSBK^^hFCw<`lYJF@4{@d}WK?KT527=ak#6}9TR9iizsB`oUYwXag{^Lm{HCr z<`(Pw7d+M%cVNC;BZb|LC?Z0Kb;SLCGpIG)_xbg%a~~+8m>f)I8yXtg4&u37WW7BH zv8}m&Y;E_*S5a0r3btSrOdieLFrF7#%O@?{u1+*iW!fD(!~BKVT}sOP<@c<8(H$GP z=UPP#1^N{phv!;D9Qc{HsLyx5Itm&f;6kruoU)|HdBwgjBZV4A%ZlMWAHwG4_&_w8 zJ$MK!#ytS>UIRIrD_sJ19SD`(KcNU}n9oP(Iz1;1VuCHD&yROtf9sj14!G@S46eGY zj{()SKjjOwIvwf9m7STTl^v--WvkZlP$ARj)h+RxT93}#`Kb;xwVL!*xW4#^{kv*l(Uh=4BFUdBSdPj*Jqn*Y zQe%k^%VX$_$$&BYBD6ipp&o27_v`ylOg`^t!Z-xGlUSgh_jq$WsO7TS-`M$L6$pzp zUB0je#5lm~UhfC_&OA=SnZ|Yh)R_VCjfWwGPI<(*;22rv#uG)AS*qTL(&~{l$DN&Q zJFHJZzB*Y+dC1sq5> z=WHCt0n@V?26-fEr=5@VkzSmCOZRX(KOBoG@bBM`=h5Rp)l93^8DJlg$zw*UTIm~{ zVN7j&BwVrIy*7x|iH<*uzA&T-_UYuLA)ZZ$QziVsp4sEW4$~)`i0N%;fTHXlOpvM7HUhQ;P35JAhz6jsgg|u;h&=y~AY{dmrKqed(rj!mGK_$w z8{UQS8XmYI;TJQI+X+ghDhaA8Ugg3-mBf;u^~fDk3vHYsnV?v+dH}2*%oO^`)?!FG zqJnCXKd}AWN(b|3ypR_6sWZqplnR`Gd>0z!!2OxmKe&3QCBg+3a5y2N7{N26zwYf| z_nsZZk<}$mgbkJP%QV$dzh)V7BpLp?L>BPn7Q-o5an>a7-NLzAz2sNx#li@u{ccEg z$^6wPKVHz~Q82cS_EXE~x$#W8wiiq{jgLd}0{w3`a$CmmX^N0l=@>k5!L$1nx)Wlx zeUWiojjVX^Su_O60O!bwNbb~6-i3$7DT&L->rvv~)b(RfjTLFS<&x;)OR z6jV`4_f}W($3btS&(zXdG<=$eL;+9 z4VS`%oJ%I)IU0cHWbE+x%xZD<667A})~Z1V?BM>cK9)-ph27Y=d+|RqP_F8`ly1=N zPcAS63a^usleUxlN5@<(uRx5t-RdvTXB>0m{nEBhOlqD#-x)rCV4UOrHQO#&aK^0H zAbBA;7tpjximCO!Ujapiybx}Uci!=?bd*I-+~%f*z&>CqV7&@)Jh z=A(36qbeX>;68l8g6a)ISYIG9@j0F^KR!5|8Y@u;vM^S%CYf!=a|Fsz^chS|aYa{_ z?1Pv_|B(9{vrpP#%^6_j=ui=xJ8PVbi^?L($V$Ce!ppyY{7qEHM=cK1(LT(Z17XJm=wC*cpIaihJ3>pgG)WP^o?IAOurm2)#2W)bIF znn(QFc8pW5Rue@$DaWy1>)KS@4EBlxk#zX%5vL!)JmUP38?R62`{P{aD+>YF0DNr$ zmpku&s_ws}T2y2=H6`!u(VgS#c-_ny8X4IEsY12o5+f@>UlLTchcbCQn$B8|r5@Db z3nzJl6?xY8ga*}qNg4<;3Eh0AjYB{z#9lgyB=O;x70;A!o3T7&{U$A6O)+#`SWCJ! zXnfde(h}HoRTO2(#ubi#DQv!k=$)aq_QlS7*TvP>;#;vgdg}b$F!2{cp|+b3GvzBiLTgX zRBZM4J=>q@!cl@s+_FR6R0@+vYYxMZMgLYrrZf5J^4j~9bNECU);=Kxdn5+d`DVY< zDNH(zuS~Q`E%x{>8*uxAF+kbjnP1Ng(OU%N&?Nh^{--dxRrJU;NWXr~ zLk8MMo_3L2eg*$wT8|5g`k|Yb!kpHOQHR!D4*S>nZ-$*2t2LfGP zvd8yUnrAF>cc_ymo3xV4%I`^4*-ku_Y%~lEHG)hII4WVA#0#04(7|+DmEQlu*ku-&c5K{2)Cu2OzLb@ubr7^$iR%o^S>{&9o~gfvJ|qNyawxNlaV3&FT>?6hZdfj~LVoru{wPiN z@r(uLX@*CaK}pHg0{H&*(<$ABC(t;Ozw0Bph5L!)gt_3dP&K1_A~Bl&9)JKrB}$8T8w1v^3oYyRSvqj zwqZdQ*=W5T`rld-KB|1oEU!-|2sbuHi3MUB3jH%Er5Y}A*?R;R$;$N#dsO-13dV(_ zMCL+EI7NmYhEQ3J9sYbfgT|K|pLZ1v2?7)&&IzCEHs7Z$Z#8>r;n;|k zt0P%B#jD%L?{g3U&i4h1_)n0Jw z0&;(uy3&{##*Te;@fl9fu_NzWqe=oj@h*iwApMinZw|u%Z{dQ$k`hjw z)|dOL7bAhq&$0f0Ni#5RKRK78wC?oH`YTw#lc!u=rXqaR!H2ZbK?=YTCSmmr#@^;@!4x4Rtki934p5&bkx&@2AAji@PP`H5cQ{#LRLPx@&` zaN*C!uNu{(SG(qcBWJ>jWtg8#7ppY5^GuuBb5ok)VKoySnRls|ad)*-5!=b2gM+Dq zj`Ty1Es5Oyoqo71VLc-T(V!G6gwDm@|I8Z_0*b$6uP`c*E{Z2-Yv|2iu4KA$|2*8C z1>I|Jk~Y=%`5>&@Xm(Qu^smaS)ZoI`;JT&XC-mj9PL3DskBJJ+;z-e~AIO`sy^4a19x-3HDp*jO4y-c2`Ia?C2>D6SUPj=t$E zg`%eM+R)!6f^eH@XG8+ zRmmmS#`*+D_*e|uY>jGz{*8oaPBsOVbt^`{oV?r=Dm5()US;Y};?xjeg~bIqWJ??s z$&6d^zCi!YKRfq7KF1aG8IVKy(|vTYT<8DMwfv=8!#=X~<8iks3M3gTq2)X^RuW^o zXk|tU4{Vh2{_Sei#c9u%p&HTxHj%H`LZm{?Y#mT{Xu^aGheQj9`XbhYC88GWqeEdj z#J^;Fkp{oazrwq~Z*yjVexY>O@lSN$R3gH;mgNz1e4b44!D`FnZ((wDT9^n~B{q z({eWE+`VI12;0*wSh##vFEQ7t*t57joMDN%>l$&^_S3z!&iU~q@kXYqBzCp?L1Dv^fwiB&H`;x$5Uro(%F!r|t~t z+0p;z307JUqJWn81Q=AwlT_k^PINiQQ;m1t90-2R{7`6c($(Ab#+zhNg_)7du_0QQ ze_v=68H^8f`}83Df(4Cq2mx`j;21!pZtn=V^}*BMZ#mW398ei3-)D$i(HtZ$tpEB9 zH`PsRM=_0R^qr4P?7TJb4jDb{%WVapV}+D&j;(;0i7Om%he%0Znr%i(f$qm4hdz_J zLYnF7o=b6EoUAA3Tyz(i77u_ypFO(1iojR~P7=b~^5<^J^O?P__NTA$HagQP2P z9){OyeSE(h4|=fZ8^SuS*6-(OHPLTqWmGVCW0|8Im9#s~=WGaKGO??J9T~7r@Ib!t z6QoS7#}hxvVbVgkl`>gfhju(dqX?h&C9S`@(j-vYDMo*+Ki_04Z`(3Z*$Mals$*4S zhC2``>l)ks)4vV{qQjz+Vfuv-*li(zC)BWB;dfO1(0Jzw?8f6E2UGO;VH`ZT&oN}5 z`l~!GI*2pUpmcuMr)6!7rn|v9;59ev$$qnTkCGfV;Inp-9vdeeY0gw0%VMIff4Zy_ z`Li_H5+=LcSY7XgfF9OeWQm{}L9j{A&3&@oMDhzEW>kL%_I@1~3YmkP$`Fk?yS+>gV{sE)2vq=(Q#M9#g z^PzOek?o*wpK@#4JxweL3va(}vd0rd;QkKF>Kr=SgAplAbtr1(@{9qKkI&ElakaaP)3|G|*0SGjHTf9uzDd90`Bc zeARdXH`$Tl*l_3&VLE!iC;bHtKhh^N~tN4Q7GeR`g`KV z!&DY}-8Bch#7OFYKqk&Fl(i+t6J%+5pddLl+cAUieSz4Nj8rCKz9^6d=g9W`%~uD7LfjW&ey^gKgxC5qYi-$*-X2oY0B&}xHE@iXp9<4W9#6&{I=m#> zn=VT>fsy)WTMH?fynbV^Jf27E3MndEW4R)Au04LE6JAz}<~@!!aZ&H#Re4ybE^(uAF74)k zY+m7YgNHwz^hteXux4aJZy!B$6Gm<3v3tRe9I&Wopzid2TYg2Hfnj>s^w*c6#kV|a z$SDPstL6!e+7dUYZ3Ri`ux+vD7({{vFPUt?!alWdRmqAEDAr+VwoOZQ4`H|;hr;6J z%1?+;kA_sr=qw7HEmLX$mZ8^ceTh5C)N3Rus@PHENf;7{NCXa`xtDgc1MY74Q%?1! zMxFmpSF7E{xsyDeDtw@)c2DdXJ>KdR2QyJUIl5U%c{lLK{-w{d&dy=W0z2EWl9F&f z&DOr++b0#~%1#k7jW2`%D{e9Dg&W;3?@=;0~pELPXpBz1qGnsUqXO18;AfRfz33w z*-qRA&MX9L%+|O53RDs;gI?P@w5ZJcP#Lb=C64!{ zCv8&NxLg6aCU-c5KSWDf^Qsau;*2A?h)$0{#M zy$jRu#=)(ZZ_s-c?US=uFnwoggKApaL-vp69en0a^A;IXwlZa6YJb;Z@}wq3uUY?j zo~-WST6KUwzt1E?4*B)}LY4l=56>4DkgcwBybFio{Cy0Ax%n>4taU*kJlDAP%^eF% zQ=nzWe9ObPPUIMCQ`)n)B?~QUm~COLU$WMCW@6@vhRsEmJBA}nM^8qER}Fq}N(T{& z?rgPxWow69?4@0Am%DYBMupkhK*0UYe}Z7j$+=;nroKEf^p^7|T;(W-2I42u8J^P` z_ymo8!Da4N@pF|a%t#uQYt19xnyGpAVvqqS`I zn{S#DqWP5455w#9YGa5Qj$4kONNxpT2%&@7je(>PMeBMB!Q66@AgzDp`eP_^cP=R_ zxLMe}SUqP|amZW!`kJ<6^#V@Z&d08NvuDFe+lm)Q4g@LILZ-(rXv=P!;bsM+Ud*8Y zl%1e}E~fQG@)P_1daPkXS2dTX;#oPJz_U!2-CtsPs}rA6g#OT~)m>1!Qq+t`cTGt@ z${`_5%8<5RQ^OJBl6o*vmQPM!iyAt7xe)%)rqUU(PfZ}CY8h@DZW3=|D9~WKq|7DX zyTaHMsCQ9tE+5z|L#TL4mv0$>IQZ{eY~BU}Tm5jN8y?j~=ODLB578-C|%g05L%-f2~W^*4Qh`yJhL#7pM)oUCko#mHx z_1>eh2~#eix@rMGO_o7El4j-zmlvWVEvT)k4z}KBV&fBdL-P%snH5@tFLUQH)?)@O zcO*5Zms)O&^ez)mL9a>T3&WhT2!t)aC*i``%Y6F`q~7`7V1oV=V(1+UtLM)@8zODD zHU4a@N^&S`P?U_(k?kWlg|3=e)nV%-&%X0|3pGWDxb)Dx>H=DT4Z5a*vFcDXf{(_ zYgOBCM7+L4*l!L!<-Vy$L1ERAr3~%43re~^-VIAp zSLatN4pLOiK+Vqs<|v=M)ng&6xrNS}!{c3Epq`vEm6d|^V)psLt=OA5N_F+;+?H|r zHbkJS!GdaE8Cvv!Ez9vo0>(AB>O-_OAp#QRDj@=(%Za^$LkU4K-2|oje0`DrIBX#B zlH(bB3gEV$nBFeBTt=CiinQh`^(VSgBI+vxZ`~W4qh7}>i3?dwWVqK-q2C~bK#YA zO?kkmSc-5eO}Xm!F~CEmIYh*S3iy36_}<#lP;Qjjn;ftj0=1MN^Iv z^TGUqj%q!MX`u?9YHB16fh>FH3XXlgHH)RbN|E?Mr$`TS>FpY$^D5JE&y&Ra%tfze zdkk_k<9??|(4X0r(UTfapo;W$`B>NHS3q~>qNXl&Xb-&&{@eZ-agnHNs~+`)5^oqC zcJ>NuI%Toq^SXVeSe%$v{4?d4&?_cqGo@JDr%6>0oLGU~v_5z!HTGMavV2iVOKt%x zO?J|n`{1q(`doZ?Ow4E3eLZ^v#-R#4i}gDcxk|D6MmE1lX$_W@BNS^tIh_Blyq+K| zluw@?5S(+lFg(pYxi~+V2cZiS>pQ-+NywI8bpDVWBNGi-Wo5L(J<jAC#^7>$Y{e}sh?A-d0MhC_s);%|^ z5uc!Ybd<*0?p&hBXa5%^s5E`v!70nT1rp2B>2s0r&9U}YK;^=01nCI z{%eEG3FE}Z@rDC17!fqkZ~$YOim|VXjU)0GjPQ0Edr`WYDPrWhfRVNSB-$WSlEz>K zBdhdc;nH#pM%&Dt0FvutdM`yie78q@U;rUcS7G@`5fkrV!O`d#USBcR^>3Fv+>18y zLG3PC*0zD8#Ej>>9i@{?3Y|wZ>eL4Nm!>`z7~Hs&{^&Z#vz3Mv0^m_Y=fpy1>+M%X zvH{N(*P?5vi$#{{j1U@ETN0EnwTq`ZHp45{V*^VZy&PO7>|8Gq+={J{Po=NYB{XTp znOLaoFtOchYS2h+k`Kc&jkK@WUkT)wSo%VB5?i^AE9j?~3p7YJssv zr$vTnlgkfvPFObs`|L{Wq%Mfpj54GXcK2KjtjgQBn}rVRXK2r!+r-Z;Zz-sK)!%F^ zNcjEfGuh+Ud15sNGP}Zs=^RA7k^0XTo!V^RAM_pS^Ya`N`%4UJ4kBu5L zh@3rVEU1HhiT(YT0wkK0;h+dKZnYP(N|t(sGB{n4N7ynz9>8CR*g0(=r?8XyDl8uP z0X*lN>F<4A6+<;mBzqtr)Ckd`E(gh55{P&e#iE_cUM+NE$ZZ|Hpl2whg;9seZb^L2 z69s{4QyVqV71pN%1%bRjK=JAm1Dydc$L*OGqED^q2bA^z&Bk3dS~|`Uv*Mrbc<0$= zS5_vP?&_KYyvWkZ4>Lt}nzdISGqb$yN2##d)tiGTA41M^rxn9W&E51Lb%CA=vBhAL zww~Ed5NZMnlLQAtZv39Duj&!orQ`0)Y{Qdj6>~LH8+s0Qs=lydIUt%+v6hwKNmuJB zo`BG}ROTY3opgKce$!~_+@$zGQ_)@}^jQU=0)39}y|WCus(7$cV^QK)m&(8a{B65T z&t${bT6mb-kGj}6xOQjR`#tN4PvF4Iw|K!=>c#b7-FPz2lo4xujfs z71m@kxX;~e0fmu>>;9zS!lP9k!L=VAH3Ygu4;2bN;Cz{mwW%L4n=y?9WW<5O2^raZ zbv(^oHXW+ENWI^=K}}VpO4C$k(DUC>WzhdHorzGGhafAV`!{X zPFbT|0a&c%Z(Hx%A<=ex3%y-@vYnfZQ`L#{lAX5f_eNW>mubrrxB;MZU6x0&K2p-2 z42Yf&9J$58v=PU+TkM8?#ZY3JR2CuI89>W@AAj1KP{EPRZ_Ud^EbR=;*EF^NH0-%KR?DM%$-OX$AysGcz2`Px%02B z1-q0}m#mw*zDkq(aeanIGAKO_HK+~2NI)JvY@TGjzp>(&Tc`F%CqfIwnM3n8=V2a> z*?Md85$rT32?4}HD$u(!_Vazid@CTt8p+7OL&$~Y?^k`*+O*qaEZBGkCM0AHg7*(h zptVcXhH@IvR$K>2WC&F1&M%b;BOrSvLG*19zAf`$Ha6uuhc{dgs|Cs+v@f}dsW*13^wzg)6{NC-xq;J>@FXb#>N}ZW_**H{D;CElgxE?NN@0D1?0;=5(PpsZX z0qnXu$dtv*TFZ)u$dKkBx4><@Pl^oy<`}#k_3vnfWTigD7FkIZ?!oIRN$@UMx+XL) z<#JFvtPq|TEd;3FFRx)>PECvit!wj#ZvW=t19o;CM{B?>my5RLmbw0Nem~*a<3*&Q z%%ZP+DP==uzozCptQd#=$APmZ_Y3;HjvH)(`8j%yE0j48!0e@aJu&RaU#3mq+Pb!wGO3|Ud0jQdL@5> zG9_qguJ5rMY@oD{73~^MEfh}r)>@3{#ozaNduq#PpE>kL>aTJZ$Z@4idLwhxRbTU<^g8bv}yFdBV@2$^so(V_pT0-Xm5>Y zC{#yYdCRy`mxgv~4_{$4+a)i~GMFPIliGVrYxk;aIwJE~5-dX-YS|8;zBH{m{~yBM zGAgP+YWvq8N=ZmJh;(P=kPUcMKpcE!`m9AUSk1bjL8{bGYwkt^bSX z#eXel$=fq?&iU?r?d$sN;Hz=VjWDSuvk#QrL(Z~J9_0C8>od~Al{03zJV}4g(xE{w zj#BpYv}#rwFjHFUzkB~Fp^ymmZ=km(HG&Zs+rcO3iA@A4!+O1Nh$xL; zFk{~bYgIvfcEwZdkcC7OmH>}RbyK75yR>E2 z@{A)#lR1Jh-6u*K6nyUWpiT(9*lTS~00(PL&VKy3==!M1z?eM3RUY#|DQ)mU3P@RQXh(! z>gTf;5TG2XG`J&kkWDSt+a*SnIe_+n)t1Dh0hC}`2EyIvlZe4f<4Drrc?L90qlny$Ro!>+61n4o>RmZC7=d*yrlj^`G4bW@z0DO}UNr&@12 z-!<-c&BNZf_8+D1r7}2>^EA)D=LyiHp{-bw?F=; zl+?bIqQTC$nlbH16Jxe&1hf1*$VNy-4i|ii*$eF0PeOB@p1}|5x)%;Ic^NZ zmbib8w)BaA!x1=#Dux_3F9xzWn}cdo9O(RcXc^$6vhljg&N zow{CwD-y@DtGV9es5CaK(LC61ptr*t;<18=4Y8Ep*D%Ce=DcYw{uyIK>e)~deRUP} z$}O`MqDGI!v8B0_-F4HsY}h;S#p&$8VPs2}!*AdX5hRfpr40_>pJjgJ@y1oXaJIty z`P&Lxg$(r@)$_kea_bx>;@tPdeMHfdgq)``uK&e-@0a2I%1GMF`JrI*J}Dp|JfOtY zr;*KlNn?>HEQ+E5a5~g&XxKFpV1|^OS&v#g3SFwGKCuDs2gNbemC}3v$LqbqK4;M> zw@i(;ykn#drH3N&#N$95yqBAzw1v{Xy(JbVp+6@zq(Gx2d&luKIWmJ zpY8VPRQLXXtGACw?|IG)+@$T_#qw%j zmHY1ohaFJ8eHQ>-5%?PX_;^%zzn5Owd-b1a@6lR8hvA??499lR4$;M78B=0DxlctW zC&qQ{EuyhG3vRuyt*)wMBPc1|oWUh^-n0>3JVL5VSko7oGEUZy=TNb|&L`67qvm{- zHaD}>cU;I{2y;tBzn-)8wB^4o>O1ye%srS!`ER-&rTFfBu@wgLchvfS#OPHt_&IdH zH|vC*G8%6u_NFg!SW7_YfO&QWaOD(fDpRek2f8r zSC)r9XQD9t_UP2w|T-mNCaU4OLoyIk1klplmN=hqCfYb%VsgFcIU6Ymy zh)3_z>7&KQ{dz@fy_<@7B#8`85Pxa){mq~59m~!zDO_<6jr5Er)nINnBlewf(zH`V zhxJPSN72?(9((Qfuxus8`;LCi<)=M&3mB}|wp80;p6^Zh#4jc~&kk$buM(~gY_6Y` z(!tqgxD!&mpWG*i=fmu6==1NsasDahKi3nAtcS&!l6;M3d()6C%Hroc`nr3l(P-`m zOMkZ749|8B6zeYiV<7UgYu3Z+J~#LM3vM1BtMA_hcQ1e(43NnY9G7?!9ZqK3tY5U> z1fJ_TxF;iiZed|Ck%8xrI2suh1A~=<)S&0ERBlQakR`VA52-(7kGAF zqp5LT6QRU?^xob`nck*eo#FF;|DFDG7&GoMe=_j{QA*WJ0jV-5=COWNSc9TSZ!K{< z^P+hX{Tu`zEwqGjWPq~kyd;LvMV?E9eCpHX3%9sTUKtM$TG9y(wZHaNaXW+Nt;tFi z{Nd!f{8$l))rNc%6@oGdguJ5le8?VC$mhlpNLV=kL*Ht4JGl0JbR;DsdwH{t4fg!E zBaYa@8xy~?wQt%c^gB<;c4eWD(;D=pqy9u?M63)+?jaxH_ihROtRC<6M(Q2DvAH_U zlaP6&71!mslIc8yu0qCBDKL-AS-Ot597?a@x6MgZf z<6RXCqga|fbN7gg=cJBS?RT6a$fT31B-AYn1S0{W8rTrLV8 zl+|F7x}2_cK1V7TvVBy>eqO#Dyik1iiOT%QoFm})AJ;bpy_d2p(|O&MhK9ZBmI{3( zbjRN3>U01^L;wL?(l>excC$V-B*c+Owo^BRtFY&^0S|K*Nq&dC5`^RAg>9_-Y_VUCE+6DN3+s-srI z!T58XRn?YG@N^=ny2&`Ekk?Mvg!|TC*H18;OLJvNro~1mhfyTQrLx?f7N3haHa-3y zD8@qGou2BjTtEcl1z_7_uuf5>I#U>aG*T>{=S*SPOV{ z)@C92g@l|cM}nwX=A((h5&soU4cb(;^#Kpez~OuiT+DqlO2B#IGf^6O=9gCpmUo{x zf-YZ-y;`Z8qF&eiMJnl6v3$uqC9`w7^^@qVUsKb0qrCET%bbTKHZ%R7R`eD}1k`ct zaH5eMw(?oQNhEatY%X-!d;D?FWUTd?dgW&=y0vk)1N;k#)~*r21p#8# z+RPGgL9srs^2SFT8Jp5)pj?%sJThj_69!<6i~ORVR(R)6$9b1LyFO<$6^GtnTal9D0Hn_D z<*X*3^L|gy2$X^{Bg)@z3pej<8rObj)tj(J;NOT+_&5zT4$IZmqoet|_?6J;QuP6y z`)dh{U+&!OKuUOH(k+v}E$eo`eIZH5wVY<+53`0!nL)VN>n-N)!8#Au*D0T9gf0u% zwC>1wzkl;#cq_{!v`Y7LmqsVoEpZXA0sWULZ5hUioEsVF`w69(7p;bCT{C_ZOwsbj!(K!45B*tYvzO zd2Ot-=dtL6{`Uk1juGimWK0liFWg$rI1Mui3Fv3H7;{cX9LeCc(7dRb(=_<7H15G z<~=jUYZ_$(t%d|_A_!@Nkk_!avQ^ZpQ`+D74xhcn8V-Fj0Yf90+>^llYFBr?FF(n} zMn`B|ox|LCxjS)zA)yrGl1Q5)SQXIJepKt>| z*3@3t?ftMgn6Hg~?P~yaBh72E3O&5ZWog7-4mHv&H=E}nNsd>lSjYxEyao|6xR}&I zR?kn50PD+1-09a88@jJ;d~GnHb_N56?8F@>tumUU#A<)f4Sh2a4Q+iJY~D?KmtklJ z0!|O{n4|r}Q!(F3M$-lS#VQ<}W2#xc zC0IjZK1w4)CLhg47UTL_!k*Y4Cj@EJNjQ)_+U2>hd!w9}83|N&A<+T>p0=I)q9;|S zV8sH_B1=mh6+Qms$MH11yGs!rCv)QCZ_lj zJ6VweX%Cxaq@|iRyZ3=F+S1}w*<4D#Kay0KV+K4Vmz3@3 ze(hRlff2KJlSv2#cl}GGj`s=0aw-X+v;6Q$^chdb@!Ovbh{|I`re?m}8wABvqzkkL z!Jh;|rtE#Adb2gpQ>OY%!p?;J+3H4jHQpq|pF%!=bZ2HO2fz#ybQeV!>v00JjtAkR z_nwn$dE#JARTdAQ)-ZSp>6uJkB*nMC1(u3Nv%4yyV@Rcb1m;DjE31`jG9K(ED;o_U z`##>K*`6yZAxN8@U2ByM2i43>O_krvb3h@ zwyI#HebX(g)s`N_RMnz-m!PS6zUYuiUUOzLSfc%hb{9jQRrE5WhQzJc4zeH-)2WSO z-x=}Ajq=WxY}~IsC6mo=%feI0d;cxv-7M?S`DBc6y?TvfKep0#F`VCV5-Fm|X5&?# zrDgAdoX`i=cRd?o-r73)!?W%Zbw_?>gh{LofoDJGAwu<`I8A%4H8shrey6m+xEO>2 zyZ#>Pece8cY)H4tr1e2U^L{K5KvR_m_?;h~Wy)MqtGt$bwnL##NHtgF(Y3Psosi)? zHn`JZYgVjX89?B>(Tf~eeG%FAme&-OXD5|P<{B7YO4B#@YKXuQ5o!>b)_j@o&Uk5| z6-2^=)>7<_a+O58uWVB9Sf?&2$!(O8@Fz*$SH$YDC8zm!oLS0iZz1sQx4!G~^;QY7 zVW`U+#9n9)S44*x?)tKrdaJJXC_R`=-A|&VBo_9EtB^Axt=k1*Y)=}wUM(Jqs!R-{o=zfAN}^`pA3-kP%NCS?7_hnMH}^Q4yDj2 zh8S2YU@6s_;btGpSSWx3WB;at4NMGtKSMtuN;W4;t`%$T?oZIfpizeSY~!9{yynFJ zQKkospS31Ew;6SO0s>_XjXofH-{0|g#gWXe|5amly#f1K^mPE=Er#4L0q6%H7`iFx zx$*St`m)PW&PuLgoNBxj^en{dga%lmt#{VWkE1UUTLZYCLw&UKe>INkdF<@W* zRnV50Vv{$ulAdq^s}dYf5X{)M&}>1ODaMSY+@}aqCS(yfk{x@4z>u>WYR^~Xn#5Cf>r=m~!Z4)lUj zzo3K}Zs3Qj8pEku4B~H{7f#2`8#7TibUjqI)2T_|dCfwxZFy$IxeAs_ej5 zdxJPTdZXP`7w-T8<5E35a*G}#CH#HtomUgM-Jl%yP$KKj{|M6a+I%B_mcKFO#=P)w z6F?2ocvC>aB+ojubw}e&l9eGHy@&%R;ApW}?~SnJK4|~EH9twbA=VhMcsnb0Z?p3r zxjCZA_^*e&Rdr*5o51|FE$dg4@n2zE7Q{~bNbdoE1lCsg&09*J(~tlCc=4>X!09l7 z^!#>i1p7u+Kjm}h-hFUI>4Xu{`yNe(3V(v;5ThdJ;{(KhC3MlmR85)*C|QWt*adh0 zHGNiY$~U4<;Y`46*B4d3dx_byV&;C03M+^SMU;dp!m)A~Zh^OQri9ZARg^8KTf0i9 zl~iXxAs5dSc6J(^Ob=%3rtO#%+IK@Md)e82H3#nLKqbF;J$sS2xN4-?7L#q@#{ATD z^r|dGC~vZZHlsPYC-E(%ZdQM_ZiU$fAN(9XZ%Uk&qUcnzI9={W!YR0YY_1u7K{@R<{;x~6qg*W8q6lsOMH#(bN`vhgu`8(c9UMA~NQ*})i$jK@xSzhiU z9n6jcH~|z&Pyc6uH$h3<`6{!%o`1H|P|3?n7=dV$aAnz`DUq2c&{Ha}PV-leQJo=< zTZwr+c7}0|?_Sz-{LO(23W`A6!^tYv8RBRVm93yjs;QypD(gW_8*fI`-!;C-_O9#eEo6jP1QQ1lJZz-`~} zEjU1QZ=NKiB@IP&w51Mi4z*m}I`USz2~?)?KsrPlgLp!&RTKggH9qLz#Ga-C0RzMjqIn`jka;sGhQCB8D zWZR;JItGIxoOGgn`r8_iy(1dOyv3=-x@v%zPU(0yEi`LrUVD>d@5m2Lf#M-FfgW{)9<*Y6Czm8>hwdR)N!c-!Y z^U(mZp3`y+g7kP-JEdp}81eML4_B=SScXg{7-C6DqA_1TgV$W4iZ|c6vMaohM9NBx zak}La?akRO=Hg@%#+I=-SZJ-M=7>w=gqxuYKUF)rTdK0*s;Lff`Fi_hvbmAjggggl zJ)({bM2q%(d}+Hgmx8_7iI!?oJt*gfyNMJSde64Qr`xjaccK>CO-+K90bSW$_x`Cz z`aO={)0&9rQ>TSumUujr>ftp)$f}K$r{rL_d7@NhaM`%(cO-?@Uozcm$DzMnK_ei> zAC8Gdnhu-G+C@}nAflv1H(F|&r*4O@?LVX<6zD1{=GIoblbUMq__GD)QWN7MWra>L z#d&wu}6KH2lx<8+a%s z0JMXpI@rCAbS6{jJAUF7Sa9IsayGB3eSQBrzwh@{Yqxz~ z6WfPo0jE+0%`DM)u=sU*G1@?2ww8C+vN$5O0|veH>c~Oh^>TI|GgxS=2%q&Fg*(`uQLZ-5nk} zr-4@8O&&8lqQ0Bk79lfsKZUHymX(K7iCw`bwJm^C@4=f|mznIQGs>s_?`p<}Amj zVew;IrC1KyfGo}3Ssv^sTE+;$)Hvj2)Sdlw|?+to*RVg#n*IA-t-{bQV8BV*- z9T!b&$cfVXXcsS^G5>cd?9Whlp&)?TadFy>eX;uVm~t^L0bboy61&2G{rWYay(0Sq zrSQVS0wXJ{=!U@~06jZf5251ryT9=a@sqa>pZ-I0gLb4t5KNi>H*K(W^0O7%Vi)_9BPlNyfys_O|OQZj0Y&aO{P_&H*&h9n^?D zpWDR?tXT#CH9smc$>ugm#ydwjvsp^z&?Z;8npS>>_kQAVu#~b zCfpKAAfa<_a6jgJCrrXAXkwjL?v0#m4H{kCD;V`=bSsEAIaqNoX#)M!>es!=PQpIz z=uJtmj#yQQov{-EVkZax)5PI^1|AAQ_>v2vo9gjz4EWwuMOBqV(D9welGAgo_OfBs z@2)+f%ci0!Scb|s5%^L7_S*|VV0S?(mnm|dbX3>o*)wDAEJWh|2e7ll5AXnF+^Ans zu*G@Rqe$fFFUoy#U|5aoJZyEAZf1xzRpJq8ZA3dzb`N5?>D*PV(vDs-l2^t@w#+|o z*fT|Rim==uriL5$T8q)bd7XF_wwq2eyR4o-i-+I5%#4(gZTOG(XNcdVIIMeMb95d# zowsCXcSqtO_qQoYTbGC!w|%(w*dC;5x|-iEq| zh^L#JnmKVA{PQTIAl|;8&C|zqf@tu(-5eKkFj+13nNeqNiGt0#FDwK$W}cPn5ZV+V z_JDIhD#pP3$%X~76Tz};nBFf2ej=m^!S5Gr?j9aIS6Q6Q0<71gB&vNJ$6{VN(OP$o znr!@1c>_}yGZDq}O-p`V_!W=4#(pZUTusq)*XW>@M^$7{Oxvmhb8 zM%)D8=kW6Lb33kmP*KG$W4#=pi8%#6H-3@6&%2(CS)JipAc8a`%T0o~-yZpJ0@fK*mY?{QBrZE5DOX}YZ7;mB8dp`)wR=87qD zTbk9CyDGqpOhQhk$@IP$7*{MJWl!49f8<<{FPRyfD|41^DOBAb>dmEv>)Y_K+UfSP z6kXarfr=*P_wJoHP!*fD36k$m(zwD$^q}H!oFcZ=uHAJCifS=R6p7nwAHT~Z#0%SH zgWgPRwvDbQZ}g6iOl2f=LCZc)3nk(YI{&cT8lu^tdy~ zo?PiFXy+_6G$5lFnB|2dVh(yj9ZeEWmVS?oW)u?p610V;SW3fd6L?A+ljce;>MKH* z9z>Vctx0SdOimshPQ`-l#LWRY{l>3pu}q(nP`h=1C{1KedD5rtUR_GJrUy=Fn@2h+ z7A$3Qp!F-WIxLNxLh#W=+c?%i>wj@I)C3%_^5mKx;;pzs$3z|Mmb%Y}=*7LZa=XQg zT3KT{9v-WGpB}C!>z1BwTJ)a&E^4U@THU`GgYX9p(%c%)G<($3YuL^P?kv}qCR43G zBF~KaRXiN~Q0j2vjOO296}0lEq|>_yCy3aR7J&AAH0J;QzQ3uko~f3e+Ae0J z8cQDc5b*(|=Y_{h4L%Ti{%t^tZu0qn6`l$IN|dV1Ssl^pdM8}Kxi_q;ttNvp%I>A# zP0wBH)k1djRkQY#G^fo1>I=yn)ELp4AhPUx|4cAAu1t;SO(CY~zV(5ID{%f2_049g%+95~?u7FScdrsMFsIqVJy3*%XAoAvI%_t(CwwnL zGK3^J{46hr+L%Q7eEEskedFFlAu!m!-G{tyg@$o7E1D~_R!zW(Gt-`!p#5G3~(F)3VrX6HnOs4^o5;{4!^ z7mp`#bWWLhZ1}K(D-mtsgUiOTsqxM2v^^KWr#7gduEbBS;^k7aI-s-H20Hujr8yi) za*?eeWpaS2aUCR}YG?b-Xxdm+J-Cp72Pza!o%NnPIg28Z5XHOXk?m2O=Q=ZLio%^z z?CR54+XJS?{q=z-Im~a|Ro_xmiUqhh%jFfX`k4lmBW%@G!hAmBE)(S{ZN4Q%GK4nM zp|#CUiCl{z&f%AH=gAu|G^_uqSPUx+R+OA8lP3>ojq_6>+;*-ciZZss z5hrD~Mw{2n=}6RBEq5}B@B@*MP?}~CTIjHG!8?(kQFRI!gNhNucgHy^xGUwSn_i zTPRVGF=x!pOe#i6d@|LIHKGk4Ei|st8Tjg^su3%zEh}!AktnIG$ozA@c&pGGOYrI2 z>QY~EhbN=`nLDXOv&5zh97XsRF8Z|ZeC+v%Tq5OVz$-gdAFA(k&S>vtLji|4NsjbKe{y@g zIHO;IoYkeq_zHp)iN-Tsxp&&&gg8=`U%jBrbjPPqP7b#AQeJ>L9`f(=^XcLQcyO%W zi_GI`%Y7*C3{Y$;@^@K6B7vm^%J6h}{X1LBS@?W^l0R4JcX)F6__M6cYK;uLwfjMH z?C|=4Ob5xQx-{C&dw*VKu`6r#?bYKug`;j85&FZPCoVzC9TOTG_sFf(xIU^?`?xZNvYpU6ZhiM zeXo7XnGQ%9+bcd}j&RGy9a@!g`h^41k=Xl>3Gz9t~NG>@BjQ0QFhF7aH z4apX~V|g7S#=n@@K179T+R$rxSn*Zv%JFE%^7-@P&)$XD5@PNBanrF=z>gQEC`3-z zk;WsWhKkI>dxp}Zfr+Ca9(ZJ|#Pr%ysUj&L zvGkDufn%VRN#5IqP zlnIOS+W;H55qI~?3Srv?3AR{Wkm1TBsqks}3F}(TBG|8IH7`d>&J(ux)DIoM1B-gV z`7kK{wXD27189B9s~bhM4DPRSn-8jm@@^LI$Qpe+^HZY`$I;f4tXR&OZ5-aqs>S>w z<70wp7c08*zuAXc%fdo@R=l3adX6%Y?mw=_$Z;;NMn zD6?G|Z5cfP<=)!yMkG1wio4YGsT|77qik%de}c{vE)CKJDk{uDnB2)|TxxEXImV5q z{qKPW3h(g)u{T6R)8wPNI&74(yLI05=2pM~w)5mdtxE4<$Fls#_`!33aMfw-HT2?s z8Oli;mJmCQPvpiXbFx9HWT`+oAd&U(uF&-HY`IQP!q!K={}8QmW~hb-=D0rDfCiP; ziuE-bT%Y~&A|hwKJ~f3gti6{rv5{OdCGhAyCD58Gf_Oz3%#&SIEQDUnyriP4R|9ky zUA6j#Sd$CRC4(*|A=5MKb7W#UCH1!c-tIe7CC5#n%F(ZxvZLG0d1A!Ti`Nxe))y#q zt>x9jgEB>cj_$b;w(5NS6TJ4*+plNsd`ljchkI!n*qB2q)eMy_fes$S_`_9NI@Eb_ zClKG2*iLLqP2AdI^u;9<+TDW-^LxeTC>?DyveNl8B38fvr0_i?lgD>;$Dr~d6o=_d zj0VscEP#CpFJcc)oeNC`Enyfk0vPr6GgTv+oooc-lek#1n*(dF;O`Vih@%7d} z9K{-?nCUe!B?h=f;k7_56|a*Ki(lhlTuL&v*BXsIS=5pTAd_XfuwRa*^G`4yEZf}_qaBe#w{Q*AMAqe$>4 zhZsW%i^~`PbA_O@?3)v?-^kzUt*??_(YX<>^TMifXaD*5?i(H7ob_Fq&b7)LpU}2pYSq&{Dfc z{OnhR3=&YWuAl7-2yuAR=X?*sumOTfKqgi1Iodr`Xf6MR#aL1YE%Ad(Vw zx${uP4g-EdavrZ202PyLtnpB(^)fq~^A|6Ol)$gqN#Kp9z4>L)qO8+AiNqiOJ*hV& z5}YxUOSM6CbR-5Sc0b)lu^FC=flOp}`FjvnIR^2c$#uS6i~v~; zLGr&ymX!=isaiPBoEO}K?r1Qsv3NyjC;Id})!P)C4}#l;kC%_^{est2f=%s*IDo3d&!YI9P# zLseOp+teEawK5;^|IflFE-`V(@>fZf(pPrG0T?k0nYce6nM*EfckdJ|OaF<8AUr!y zY?7_2Qv)qn7ovPkzI|kN2;r#2-q1W15!T*|j*s-dwYU zkf8>7+70Ruwl_pC68TD-nzFFB^!DUbh9Kt_EoO2xYbHG?y91}!tG0B=7MNFSbmK0F9wiYY~MnC{nu(e z!eFyh56vmNneR4AkIY)-N7P?i2X#Sq-LPfBOe|3@gTZt`Csg<{{EgxhY}FI-n607# zxpAJedwjR!`@~P#ct(~_x$V8?I45|Q=mhZ{N{PAzx}^vSt?|;6vhDT;sH)~_z?6lt zrxp8D2mzOq5v7z|^+a=QqV0luzeLtks5!Wivw~=CRRTl{B-K=(T4FVeMtTYRk9UKO z0R|#4?2jt5wlY!IXT$7#A&iWmBsm&eoCa22d|%#tMPtnSx!c$&{$PMw zcl5pL@VnvUAJC1Ytxv$P9=HoOhK#GY>GBepNDBU81Kz{r2DLwb&XA55ru-N8&0^a^ zLGzmf)di^(_DiA$PlVu1D|=am2KBsAB7VN$itjeqar+7@Y+7*9TYgPFr>{V?)_C&U zanp_tq0iJ;Y636Y7+xqLmj5|CkBt%g|qrRE*bUC2d95ojxY>WkaF_d^}UXoCf& zR1M>Z_c5kHh8KD?F)cL^8@*D9DzmaO`D`k-sFQ9LBmJdnkx|Kwhfg4ZDl+ZMBQ>tJ zA>*eCmY*5O`mHBb!QWVHblq#3%H#QduuUU$&O)TL@G)DgX%^!Yq5-#K`o}`PKwcZ> z66gC0L8=(D*PotCrqH0FKTU#sHmF4wm_Pu5c_HKGmpOySiEmhNY__~EvuWn`$Ovgz zcl>>UR!c7bT%_?CPu<^EJHCI)$2@PpJihAL!H!Fhhv@zRIn7#x$>lXOJLq>SMl)hkoD8(uTlre;?~zGUJC`vp|U~4WY$@?Ol*nyz6b}u zE|(a#yz1tc8HFlY*@Krjy`l}SVo(TwR#idRU1pO>-#6Zfp<*Srtr@(X^?egu+!?p} zx?3&i^uSQEv<4J9fs2*Pi2j+$Ub@J;(Myd4&xNO@_4U;Zg*WjbljvF%fbk;HmP(D| z+xoTB@cF;8t0QC60|WjL_iu}{Uu^{a16~8(!r?603ce6|x)n?X+>E9Meh7jtpgmZ^Bci znV%FFaEG;F)4qHB5PM0W2Zd$A@FfO@Z~HY-?_FN9u*W?-BO+uOG!7iZDtf6vG;mj&!fv|((7BA z4cOtR!Zar=8(m2q8<3Jbwho&(jW^wU5R$bn&UreMV^%%~! zLT0{k5Hl?Rgwo$Pn!OqIa`#N@Wf&q<5;!H}LkoXLeq}OJ`}%T~10t_W+f$Of%xbkV zGL_vC(VIK5nmoQV!gcAAX2|rL(R8kq81xg6;4Qi?iQXe?reLh&8R8v~9#~<9R9P|8G1>Q77M`~ZN|D5oWLIw< zkll}r#wZvPXOwUW*9A=!qrh#$cZGEqOSD#-L&|?(`oL`RxVB`Vz^3Uhbp`R3nnKL z*#|E~2+`TFTGem08u{kK*eWPRUh$z}g*TTG2IOoRzO=eP8T``qiuNsPmAmQd8jEPz zIS5Z-)Yj~xUyqe0U=PH8faKmsrbbhte-_*kX>cB{94mS!z*cAqH{X$G-3coo0~J{i z5n%y_=qc&7YP#d2>S8hZEV0Me0M_38PlJEwO5mG--R7~14@fq?Er?cMmW&0BskgQ? zxd*_zA_hhejgy)s3fbT(CuuA&NqL(a0h~6z()G*T0f)w{1C+tQpymR4@uM5V)zw_G9SVSdPt71uzFE_pFDFtnP z^MT0HNKT}rf|KY!VKatHHi<+ydl06;qG-xww5L=CRaO-%Rp3mYdnFx$OJc)&2}LES^jHT(}Si$=6Z+!#H^6p@JGm{EQn5P_N@; zFAsIH`uq)}{fmFnC{TY|VaBL)NY`kQ7_qEPA3AM`YPljrwrH`GLps@onimTjW#$gdvK;zI(xhYYcbqRAOe%MyojO3 zEI<05n((Tlsx;nstf#WJSEYG$w04AAepuACx8llB?Qj8iVX(TM-)H?AiP?Qyt7cGz zd+<+Tg0X^(TmZpQ`v-yNhApN)RdT?gPLLkNhr+{y!pT#UH>7C(>nFA@vu7<#p=3e# zOC5-KozdL>S_@!0W2>{5X%Ci7wi;-5hw&wCfoUcZIFUey2=kE)8v~*{MVFn(O$YFk z_yzl&h=ZsP8%XSn(-soYvq@G<8dgHiV}GCBlynTsfE&vdYaN4+N# zTc0JDm*=qDFlKhQyF4tS%z7c$;yfYD-Sl$q?Tvm46~9x0+|? zjeu+}S|7j8c|Wl$+qixcXSrg!ejxB{6)J*=Qa)6!ny;7(ob}N_<1?18x`!rykAYU7 zfS~J&6$Y!AJBPEk&FC?5aPz28h#Hje*B`<9UgTR~xXi^|7o;3gJO^xm8x>xqtViar zrk|5G{f*iEg5XVYJ-+i%lNpmCEyFAZBzep3J1Nzf)u%61jZSp8lmOPvNk$zX8RSg7 zHMmap8V_|JM?>IbTWl4}ufN4QJr9!Gpq76@gUnF=uuO214M<@T4;|K0{^oE*T5RrpG`C9uB)ag4G@&dXLpAETC zbZuTV+~h)qQrJ!J9_i%ee87zF6X>3Tz1{42`=HrlF@w=A=gE1;MPGNvI|i2R*l}Q8 z))(5LhzN1>`EWK??{hF7xz%copC$!3Q%G?Af_+(6DvU*B{o>lKq(o(7B)=zZ&?@A{ zN8wi*UwO;?QhkQ{5m~W~{c@#AN*;|+m06tC-mcrmOsj9TNeTpbR|1|KNuST@GlPTL zfr3IdZ-MHT;ok@f8^My{19ROEe(po2Nat%yMc8-9!jHR{hC225Jr&~gGz-O38EV}> z&HbDh2HLgpNmRhT1;&ueIt0VNxvkBf%BQ$UUhHQ3Uu4L^#=j1bgD1{Tic8S_!2TzO zuJQBKa5TFgZ?W*0joRu>vAgxn(X!!MDVtx+qiK?av{5`#9Iz1DQ_T?yqY9PoEfvsszEx>^{8Wb^6(Y#rq z*?4rF?KH$BBTl=zurS6{bRTeuPqZp1fEZ(-iy#EQb#;L~=68;Nwi1HL`$4|eHKitV zrCO1oRC*$4r~%V}1yGCVN{Jwhp2GFRljOaTo9fBAlQ7;lBgB%00Z>a0o)`HOEyw>$ z7Z7YVATBH~k1ERY3Rf@H$YDeWHen&24wv2ZW}sw$&&CzjCNU=&QA2+$*R-^_2-{=` z?+pDEGMy@}aoguNRTOA(bNBF|`Q_@;1osAme?7w9(%Copu6m!PuL$n^`fqi|d+b8A z)_Mlr!NH-MO(&lScBiUN%PqwnmdL4#-DN9AysMsuVaIQoKiaK%y z(fQ{nw#@~dq;wHDz=d;fDE#SaSS-`7Ar|)${PE+5CkRyaed0ZAEOYn=63U;tI^WH^ zO1&mYV3k%Q@S>&rn)u;;94GkE=Xj~98wj#l291AE!*^JvmWdmP)EdNB^FUuyeG)EX zgi>&@SSA~^Sniv*(ejHW6zX2r>?+fG_x~S~t}-mj_vwNnA|fCNNOzZXr{q%7-Q8Ww z5|Yx=-QC?KARxJPcQ4%?@ALb=*9D*04?Ooi_sp4d&dj)zj?849*-fR?-TW#^N|XVs zaUutKB9K@$1W)bRPqkZODKqaRFzL1q2g^yOuy{*#t{DS|*=QS=(r$y6c9Y4ryt!(W zMAWZ5i9qS`PDD5iC1{%eNbRwQy5sc zHTW-v9JbuT#$~r`0N4?pfVO0vc8?eq#(V! ztK+3PIC^YY+E>3{Vqo?bF&Q6j&jgv84~2Tja9avGxf`?I5&IfJw#JK?>nDHyVejy; z*5I2nuTtmkp%DoB&P@*^tox|&lbhL5@o>CtSiBm*Z9Eo`^zb<0%i0x2M`*oC9f1xD z_0{@yn5AbNFLc@>8=Ki1&TR}MYHchXPOnf;GnhRY|G?SAIIE`vhj_*8+g5v=8`Wzu z#!)LsJd|H~114k3g<49Wb@h9NTG!1pu<~v1<@xbHtM%F084dv0my}E6?}-AipR@k= z82Rx-xO;23Y5T@;j#~W@>GEY&5&SLuhHNW+$9@ z-p$GT%_ezOm(mcrUUR!#n=WG54DpQo*yWvshu}^g62A3qlI2bzJ2=*?4^v2kN-PUrY-M>hbvn$e0y0~fBTA%pf zxJTcZuWo0A5U-=_7v9dB6oJ|Tk<0I~%4{jEMnc*OtNoK8X((#LSGGdxG5J@aOYJhJ zZ@TYarJ(W+Upbl!x@RvYTa_j~uedWM6&;s-zYO;d)C7j4>5JzwE=4)NZeS)d(QEOn z81?DQx5KnkIUeJ8;=n&jB0NuSzG{OcusK0n?sI~;X&`$18lL>(v(-Y@cK4HIQg(Ls zxh;U8WzMY9U^!iGblw}As5S)R6mCzhc=)&l`@bEhR`*k2U!`+(W8>^&s`vvXA_-Xx zyvr5CKv5Gh>+Pg%a3YgoJP(ded-rl#(|x`-$HVjo`XB34?GTd4p*t4mLmrTOR(FW5 z6>G6AM@I!CoAT($8d}}SxT_1shYT%MK`zV`-V0R%cv8l?qg=)wb zkm*LJF3g1&BW}{;3l_9@fTz3f_)($7ODK4s`a|&y-t>aj7i1pPsK(|Np7pIQ(L{;i zj5b9C#BDo>8C^*U4Dtjcb30DI*_;I0 zf9S?GZN&kD!H(u@-lCzQ0V_=dva*P+=PFGvwg-!6tbomcDOK0MWF=9A#mL^KppT~u zn)~LIwqar|r=xH}M*}GyPWZ&7{OBdAZ~shCy;7pQ%9AFsl&ZdanEhlt4Slb1w)bJz zXF1iX;Q1p*rbM3Md12gB?IVU|ij@{u#mGSrF~)jYS2%-p0%h552UMZ#26JK^Q*HFs zkJXUbe(unP*Jw)#IJkklVviGnh@G)#>Sa&#-nb%Z6YKioIt~pj8b_DfzR}UozP|2s zD)i!AB8;@SM{#>Wkg`OM{Yh_(kQ+J45|u9pP~o*j7lMI#`-jb)f-aCWCCCHlC)QYO zdJVg-Tgx-awtQQefFB+68%Qu!K6yTtLa7PY1xDF?$mA-LZ73z67)*E1 zPi3#%CKa!?l;l>vTO1HwOd6{zWsdJ`m-4SU-<=s+&6FlooippTOL=&3JGBs0aJtvO zKGn<}_XxdaW~8JH4kgf+s4?!DY2IJ#05e5U|LdAPm@YA*)nlXn@9q5guRy8ula2T* z;o-tu4Jqn7S!^H7NRqRcZnkteS(DZEV3kiyg-MPXwiOz@^(;xm{HFUy6&f0vXTx(D zj?P2gO$S*BBI`{ndz$sv3<`0R7CK!1K~wKB)B^bqpIbY>&mi}~cs)2NWjx{%W2ALN z=@u67YB{u2)DpRQ7B)^`Qo?@kIS!Ndo}DPqE}fYtnMAG+3M_tf@smq3Zx0X$V}l92 zQv}QfDw$ASj*4H+{Bv@A%JrVHD)^#}2XYPXJUd?YGjnX_y%SHdZTGfI760Wc`K&tm zpKFhuuR9XR&nB`*B4tbC5)VDJka7qsr^!Tb(io~X!*$ZwQBrN?LoVl%q)ejx0|GQ# zT`W8G9{Fh;+}x-H1>Iqr&CSg?&^>XcBp}g6OXPWehVah;SKjCGn2SlTod%J_O#Xkb z>xClECEs_eKlp#=L(PQm3u6JT6($?uYbBmfL5PZ*gnf%qnb;`_v_zk7NN_f)T*=D zE!01UvZ?b~cnyLkhmDv(D{X5h?(OM7wZpku6v6$3fpa{qa(b5UeR{tDb&WgBA*_Y( zt4*c)g7Y@AzWi&Pz$N0AMbR4rjlD&bLmhm-`9KxyDxv;?t}K#WOEMzVS$1Y(;jPKe zKo1_+&e|fZtw!bcn-6hRq&pFY-J$iBr}!%qFX7kR=)*L;&#f&j6GaMHZz45IRcKKO zxc%gdykOS17dykunZ6lkXAWaoLRp87DY7> z{DDBYKHA!5T{N$Q;pvxM`4gES)}LU7PUe%nD6I_J`t_|AIsAUMgSa3u@jhJF)h_Eb zPyUbCK7kb#L)n)qr5dq)G7`#Nr)Yos@vCx2ChD5*9G2-Cp+vvZrpoYtw{S0>S*{@- z>3vHM_l5Mwh6+gk9{hTB2|pC^l7OwuS#1CnKM|B>xZ-764$sMKI*-mKjFisJ4@!O| zeK@t4Eyo4Y-qB*iVV|)-NwwRtmZ+#G64IS7{O{&wZXyBj)#Rggy@iOC6G5P8cekc*u#Nf4%y%@_b{$%IIjjpyXGK=(R+hm}g_U-=U zmiEm_`o$({S`Esp1<@xwm3%PA)^uZ)V#gQfUDP7CDj0$0JqxN^@F(z?uBY&;LSl{U zEL{6C!Ns$nzJg>ws@=`z?c8Z!^?tPR6TdGPZ3!-dC-+3D5!|O9@3SHD;`^ffdWH_- zgpp{zP*^)YjoKd!tjHYDE}qc{&`ZVUd112Zbt(YNJfem`Aa}r8zZS^7QzgO$@W(pS z;lw024xo*H1OUAI6M66J%%S~IXte9$Y>iPLa;w`h9Z?tf<1hGMQYHvWCGoU<+Lx=9 zu19wIXk3R+)U8B5UwT6Z#wO~W(2E3*LKA{u7^=F*s*tG~I%0c%Xlq|@q+pjgDZL?< z>gDdtd^POr7FDImk-9)6=V=Ui5)b%^E(C3qb1@yx^-$vM`SyG9!ZTk~1yN*VgW(04 z-D-HwVaUh%Zym(&dY)PLW6`lMClIdM>+rR#&WGPwoCM}$Cl$qYwI6O>3tWTX4uUXA1MZIH*J3Z;`>tDANQ z;}DjYBi2~JFUx2p8m35}@Z*cjTzgL?fHaJVa{u$wA@x_&5Li|!dx@->8Yf4q@4)#? z-p6IfXE`FlsJtCN%_qSEF3RU?-`g(HVl*sKZ@s6NKQL{EHAvWCnta|AvI@W9mIJ=5;UVuWScAMo^a9E9(K4Bb=2UO&AdG4K;40TZ)GT3FERL9_PyBk_Uln?Gtz z2GtXHSAeEF`ZawZ90M@~3RwH4q@)07dDbv^NOno~U)G9A2Q@1MlO-q%q>*~5Wk}N_ z{WUEPl^!Oc5{TQcmnAANtvy#n*;CN#nOTW?Hs-}^NZCje>nqwkO70?Oe85)f2?x^4 zRH3U}9+WWwv~ah_oyz_g@z$$rU~q6O`_lD9Fa=G>LLn4G4>4oUb+NuuL?Sr#V8zKz z6nQCpCoA(Wj{2Y+_swzU<_H&u4Z z&RIchUj4^m=b)o_W&!2v_%g{Bj@TTN>)^-_<+=fP0!^NShU@!Fau%M9)|Dcb*UKms zR4%z4>Jk-DxYkB}F&66fRr$T^p(PdLqIjW1fazzU0snboLIuijWQjC|E9OEk=f2XO zD0&Q7n#MaB;Qxl6+HPE?Zrm;Gz3#^*h{{KwZ9-}`v*Fd%9279792{#o2bV=&PL|t0 zTgJ9z9j?@UR-=E#H6@^n@;ZXn&QFzvkOLm_b;&rDxz+TP!t+owv_AhBA)RM!<<$7 ziufrWc0YSHVl&ZbEwG;M28Fq$V>R38yEp|Fa}3OgxhyhfryYc)`SSnHHm?Sx0Y-Xl--B0I*P7jUFwW0}&;#HWo#C7raw$=?q;Gn$u z%6VK@Gy2B<(XjiYM#>B4&5-W9XbkOW&~MMveVHHJ;ild8(9%{M=|>jAw|+Xdaa7kN zOV~YK)iWy8D)*tp2z`nB-)or-J+(8E&l{T8{?h3`{H*r_TKneB#MAjr^(s-&Pf(cP-ZxP zbo{IaQ{U-K3Zt>WTdW&A1>Qk=Va?j3sF7!L{#yr z&rKa5Gc(Er1a!cnA^^w_ly&0r!LuRJ5-!<_aSC^)eMDflD*b&&1d(iOsQvx@9<;i) zc6sLZXS~}ZvyUw)`B|`h_X%D6RS;2H6ekqr z&y`TOc&=~GrF4uA)aPH%K@cDKTA_FN{rT9zN(4+}X1k39*Xq+vWB+N=S$b8|M;xZr z9EjKii0fcDSZF|z$_S3l>{ tQjFR5a+`-MkoRW$wpS!dkUUtGc&V|gI(c;+TFP1 zXI_lZz!V{rosL_x@!QKRP2Q3@di}YF4xV<*&;N>vPQQ8v1=T&?$vxSs&|H6A9x71M zQAupx{@ko`?X(g8wk&0Lt#@002>>=G4F8=tEJbVl+w}(1Y*ST`XkpezWUr5uqv4O= zuA!Ka#npQEShksk`GwRsEi&Fzvj4oONrXz(aC^GH{Q+n&%nHi8{R#dNdzPb`)mIZ%x9UIH( zTn0()ECC{9PgA7g9`8@trP# zb#DM|-ff*Mfmhz_Z~hv$H%#zZP&YWQ;oaINd&2|D-KDJ}X@1XGF&?xnccqthEgHSb zH!`_5xZZX#QWUK3Sl~W~URgMgP?ne1!IX#ePmTGsw8pvrgcEaSO+3!OBjs|$@Brc$ z8WBGW3@`I=!kYCXPNZlK&4XEOR@Qr4t+~xh=EQwN(_m_(H~K#Jm@}nlTWM8Zb(?e0 z4^>L3AB2uK{=x7^UduZcu2=@6dAf)ToU<)4dMGhIglntpnhdF~c3rS-o!YI>CFc=@ zb&Yjg6&1gWl%Ayox9$J_di0%QlIt8PQ7WIh=0HWQFVn=g2@$dF?4j968n5y>Jf?yU z&*bUp+s?^*;p{4Wg)E9>mrro|-W?HI4MR#bxi4U?2*S0bi_dSly>6&Je-;7btFO&g zEXj2SC{MJby7&}KzIImPuaefku>A3oSj0d=J(LK5)Y;YEUaqsgT0KT4&%{p>Azl~ zWHI~4|3eR%5U@FB9iH0XK|j?9;LV*rzg{0;EW({#W~Y=hrCNn|bg34p;5;VWc)T?R z&?3@66tF&LzN_*sJyU?n@o1l*Hp)BVq_hgVCr?UY#iW${^~LAO*e>Rr@# zncxnrHWF=AeagRMh%F!D{@kvFchB{_1M;jRzIoWvwjgpLHoJ~&*sjf_@eQQ_#jYhU z?SbsJ63;B_$ER}L57iF9$3HO3P#^86+4p62NeLn7j)jo+V})Lgw)?b(irJU&prI*E zt%bIBo*-r&)`4=^HJhLm@KSD#vkVUo8Z>f`6=lkEA4XF6dPpdpdwbp#E9SAsQB`ao zR_W{N4$a5LDZ`fB@uGMguvgMtl?cG)c2A@sN3FJG%BYw-Q2}Qkm&Y9k4yV?%G_ho-$#)`1m_^WP+bVMC z8JPSGJVLpN(Skk@3V8nu1y~b1+caaQ%R2^)&+*INm;lBp^=zrN*yBNDr!$Y|$qJX1 zVzET~y?1o1^0%LAb92++s-?)gE11Nd4Do*yTnpls+T+*Y%wx*PV zUfbM$XemJ}5U!U&+u##JFj)}>c}qGt$y++<*C^=w_)jIW0p%U3>;(KyWXX2MjI-)$ zNhXf9E@s757v5f#atyEVUnn8~HqRvkuy`ENk%8?J9*t@LV~#)}h=%cn-{1;v`# z-eRp1n>zYMV||4P4UL*k?St_P@xa&FlHi|enl5!}#D(s^fh|1_OuR&rK^vWw5EazB zVgifdVLk>tk#(&h%rOdaC;lDe!>vha6?2j}shU{2^9DE4KRsB)1>~!0^4#<`f5~-$ zD9!v|vZwQ}I6h(%G5sfjdImfJCN6v9=Izo`ggxKX06>{CuHv%?!1&C$K|Bp@&s^1#qaKVP5&;dS>OJ7Zn2+l(^Tn@NUkW_D9FM9##m5F9NGT<-@&voqn zBj@JvF(^->|M5|;-QBggqAn~jem1j6e5C`ZZ38R}UVqNs;)B+!3InKWxIVirHV##9<5M$r^(76eOCfK%>tyHSokoFe&Pj@&fm4nH(D z@_%gPtAwuo9hJ)E&B)3kGPGCkO#rTsy|(pGGk5L5AJf)ZPWd;svPO764LK!J4qe}P zuY`gL%}^Q&2n$f)0`L-;$T;4#rgC%iGDh+`iy&ffwg2vD-Z8dn;40s{ zEft)x7Y=PxY&>d1IaP`?sw^C?^GHacN2_jk(~PU!FjT@rs%<)WY)dQnG|De(v3u^s z@I6|4L(pj5%tMz!!uJOXhAU1_ugR*~tb?3)eTi8L04t{_?`YA@W7v$>4)jqLiq5MN9uE(e;Xw^@7MG zDPs(&n?~+`XoQJGW{uY`kPIO;M?|15r{iUYB zx9yD5?PoLWfg>P@Ack;Q>7=~-$XVwCLw&fm&Yi3Aeery+TvS=;T-2J*|3IFY_)rx= zkpQ|s3O|WRZAnSMY(4aT>S?`Sr`5F7yh~X>y*iy;i^%s^JtMnhX)(E8ILeDGpKHtVUs3RcJ&+8K^)hxGj2NEMK$=DG98On+z7V zZZf9~bdGWfr3}0@Dz4lyBB7b=^1V$k`kW!;n+bGaM+OEWfRdQxs`NUlYX;X=YM&o( z>nx{$b`!P|ofg)WR@d)LTqDFyqIBO$8+z0#yZ&l;BXDTFbQxdXX7`IyNzx{CeVNvf z*`6O_91$#TiFt_cEt%t)ZjC8Py6BldDA<2kV#z}wp#?y&8M+^w2Hg&lzrpzBBMg=z zn_M6J{N4=DChDoWUWL_7M;{U8DN_!g8XKHGKQH!hl>u^6!VAYiDY8ic%FUg_(R7{& zG(p`ztM>tsoaTD9(|9)-?cHcpM-bHC=>=4z~)LOOKeftO>UmwZ#ceCCyCzxhJUOv+%8O|J1ktVDtF_IEpjc4Gt}*5UxF z^qV(t?qEe($sE?$A*h5seSJF(r_T?ERk&Ps1UWf5+&nxi_N)BB4B4Ks48EG`Z#qdf z-mGRn;wn|+01lFhk&$U{KP58&PcjHuGDtPYA5R4RtGh3KnU-qrWW)m=0`EMAf%WKa z9G9hH$$n^WRa|00clX$pWHlV5U8mUvMr1nlwG#Xz$qw`WDLk{emG>)fQU~)jOfuN^ z#>b0qUG{&p37=vi0P}YDYRpe9`@L5}I4eqVpFLy%!hW1K;fU8KAXwEulJ{1qV!=BT z#Dq$vAh_nq7iRF0E3UG8`M#9kOqFN+ggDw7;b$2wOS*i-w#5Zj?&hTQgZ2kQA#3$F z47z8E+wtgb7&1uVVrJqf!g?F$TLUOW{K)`61n5zS+fF>@(98m@1}n(bgd`xN@SVYc5 zf}n#QL1_quN#fNKa_s=F;5Isgqxha-iw&HJXh1tR_$jRW&2PE1=-jc{@eVKVfC&As z);_OcrK-V7T|Nj=_eTS@9)s9sBN{T$lTX~PSCR}2vhI+bB1+<^&QYA{SJS|5=9dPo zp92bU&5zufOVOLn;8R+FLPf_+8i|{y@Uc^x$-dkh7^1(0o!C9NwnuI&(H0yF(As7_ zO6j*sjQ$r+sU>R|kC_yVCiUad8fL%@#XlHImcLR`2ENPqOA?9niKS4A0+FPu z8sJlbi!O{Q2`|m*d5R1bX$0t!N=5>&FA)myg&C!Z|;_8TJI?L^oK?gaJ}* zt;Iy{s|%bFQa`d4E6~QPENC`x>;+M&$zR=_Od_G?YgbJ?;`a)X_$=N3+ zZWP;$o$z-?vS!&U_TSXD%a~5PWUqUK`U4j;DJ4IT!%3q^zgpQ0C z^UcWQeK1PKU}=J}-s9rdKozUWK3Y5~n#o$FrCCk**4|!}zN5WhN=K06DMx=PlJqHW zMpW}(_7kywM{3q6>)WknH|F5?isvRJb&BTJHL9BH8x}HtZHzl057ufC?w@@G3+^XO z`cKUPD=UX-N2luKNXubzq|?3CI|;AhDo&IQI&X@1Fn%AlP^XlnOF{ni#lI&2bq-CH zv)B9kiIVv$iq0#9bN(Kb~p#}j^x0G5zQ#B1vBp7XfZ`4f7ISX9(U|y-M^vP>>vLeUF*B&Ml;Vg z?I1t+;(uiuQ52b9jGYxkJm<3=r==9W4m$TeFWzMQ6*n%r%7;Y5 zuIw~}(0FHrO|K7xDL4ee+hQD-y$PV#?`w409s`%6Gh-8TsAMX-m1qZMx)JqptU>Ra zCvt5mhp^mzjXQNaF8b~#dVlUDolF$DoP?_wb3dHX5`ix1WS;cb%`CrvjQ*kJ5!iWk zcZtzMjY-av1`c5SU`b(8KrSA3VNV(8jV14)&9hNj|J_Q0i#ijNem86t+X(Ig89$rcI&QhdDSf9;J4AL5dP1{kY=Xt&wzkAmyY%Mu{h%h!afX z+i{VG8h?0AKKe$$p^g(`{^+aaeM~w^IAYIr-F4tf8OYXv$3!XV%*ztnHR%jODk`n} zEn~_ILMlTD`k=;$(b4f2ZW{}b~Md%C|Yb`RV}6J`gqk?U6};u>0XpAmjC4?Kw#fC7@g^Tuf)qB{3Sr2Sn7N70j0pV=tQZNjb7hf4qPm*`o4G=u0FcIh2Ucs zqy75V%+E*&Q!Gc7^WhuG$t+xgzblHc`D7feXEYVz6VGHfulEta-{0#Vr;eudJu%Wo zuIyX!pEq^LVhnN^o|>wGD|v}yV>S`XI9;axBEEhOEZ#ER%y-9SseLQp1sRU6do@{o z`i$@{MRKZnBFm*f^!{f&?NruKf+%>Fr7KAoEOQ7&E-LYoPHpXK_j2Xf`Jk&% z!8#EpmfIA4w{nV=o{Y%g4p$YGnW>A=e*F{_BlE_5`&*qxwe-t>t{*nG z%Yp&GvG}xkKi6@4fB15*2Y`O5UmIzCp%KP@<^pc3zs%=W1_0BU_6h$kSb|sohRese zK~>-NuL#+ANEThgeb2}nalqYC(+8hBqS`+CSj9lwpwOzd@gqG*e1vM~0Ab2H8Aa8S)>@T6n zqWu2X$bg@1D@otSaH~JkIZ;(V5rjB#Rb^$DPObB>_7Ac zn4y9JOTb$mN&zmLdErPr4hIK^Z#PBctmrK&{pRqtxUJqCl8@XQHm0ds7m9!h$!(os zAhF9n_8#60&Axk1=61Y!$%K=UI4II}QyIg&xUGowF}-tlHR z7xJF4>S9K{<9#*v@j za>o($^&XjQ)=er(6>!t51}?Qt&2#t}092r6r_Q@W&;=%DKi6$8nAzf*z^@3UZ>{AFsq_D+}4! zKig%=tgBOIF|v>mBv?*AZiBM!cfcqpi{c7q$MY={$leqA?yVd2_RGa_gSRnOTBC|2 zB3U7P_qsNbPwv@Mun0kOpMpZOao<1gPb}63oz8?3Xf{0qAKmL5AvkZVn3`sc`KH{a zp#+C>2nDic)t;OyVfpnzj#1KK7l|b^4rCjo)ELB0%zP~vBF9N^BURD3Y5kS}-P2-v>kiki1w|wIl6!gxxKf(~$Pf_Jv6&HsIOr*@y zZnB#$R($)f#E%28(c*DfnVdC*M=wbXu}tE(?+gAhM;`hR+NQSn z%A5-hAlb!`{(_ex0!mVDpC|4n`!y<3(x2JcBuB^kc6ir^Rb3ar?=INBFAS^2=b3k| zQkR^KE$;Vk^z!nNTTu}e7lCDK*6jnGQl_<^TIj#wZq%^3HEGYQm3}ODC;l+!8*1iN zWQZ19_UFaHgqGspHdk8(>h(`0Rel=Yuqnzl+>q`^3A~9e{)M zfd#syPOo-MDM*!x)^)6zeJfp{w0f+P22DIN+#N4O)Y4roM70xJSgnI$AAC=S=N&M& zsu!a)U*DnUB$;m7i$p*hSlP3ZAW%H`!pd${Zi4(|n@(f91(H)I25ImaR(%_F)Qpk3 z0;I(YM8KhZLMBQUgN}#yu!|G+f{UJW($9`8P6dUaodAz3l71TJh52HQCOd*61^puXEZX=g z^pSeY00){sEVcggU8f9KWT3AmN4d@JLaCu~Y7XFI^B}Nq*Ue1Hq+ym1PJ#l!M`v|f zK-=P8wtt*TfKOdIZtcGKU^9UUFS}^y*iybb-Zm#=_maEP4IZE{!xe?AJFMv@Wbc9F?n#7Bx%^e-FbbZ_bUW);rpeShE9cM5XSZ~g~OV0rtFjHwq(Zs zTvf^H+rHtX)2V!scO6lhDtM8Jl>(intLnOnCCGCEtNn|yysF>tEr)3zIJiz?B>X_6 ztMMo|+XGWgciFi<^br-U55I4iHh_azV^GW(oCx$vmk!(PrpM^PZ$&^iIgUt5$XE^N zYl=f448C(lf3*>R_@B#?C|$bsyZEX9wFjW{&C@3UKk+XA9;Je_r#>g83~rh8(Z%4V zEdTQUH+ypW#dQI(!D1M9(Vf#fuU}1$zRuu9f=ZUaVA@mYF8l3U#QJN)K%u9%qyLn$8U!~Xo$Tc`^#hr5Yd&`p|P~DAA0`1TNqKZn>7w8bPum7LM zK_<{#6q=LJVMwtAR&^$|61ibRe z?3HMJVJVG+FhK8J=y;?kn(JuUK1sXtndb) zI|#OT@UcSja`(ltSIzuM90Vy-je#9J=S_hQ39=%;Gd>m^>spi`lZ`Kan9}uWm%ao5s+DAMWVyrKf?wa$cb}-= z!BMHg?w_v$Z|v?G_(9jNF))*Ny`3-!motqw4IzIt@< zh&}+F1Av+t>}TI}mK?k(`T` zuju<7EPsH1MBXz7{UpDhYxxY9_p8R&HDYPxO9kussOE0DxAuwTBYO`4k0Q0l^) zYMnFch4D=jH~zLVeY$rvp^pbm`DzM9$>cyZFL~@Hv*mFM$F%GZOxyEKq=}=5(t0m; zmP#(i999X({m}$1LUdj(YRYk^<}MDI`M7IeLm&xPg!hK;gS*zEq?OeapEEXGPBcQI zgPR5xwO%E4D|LPUlrQ)?8TR6UiSe_&%7!3a9(?{J$>qyeeu)VhjXMl&ClXWN{^b2I zF7LvXekWruP&M)`lR7X<3i5a5h$7RhknEie7Ixrbi(=nkc;>7;@PxRNxWy<{@(jK7 ztZ{WD@agu=slb@?;fb2p0Js@t9-ID>XNqLK#z&Cmr2F2{DtBD=drwE*L zIL~d4WJ5I)z0;Pn5u*X8{pZ+K5j$U`5G9P9)3KTAc(3w_?q+E3NCg|R)NE2mE9Wz9NKWf*)i2wNkY%Y~8-ESghF*EC5SIUTGEu@Er<+Yo?$Pn3gVT%6_N`qIw@nuP&C5UJn2%6s4 z`LI!Nyli=@7)ydrt&=eOziY}$`(MTgqtQ-_EGsxaAvp282xLmo)8`pnT1Z?IvKVUd zQn*`x{G_3!U1KBrKCI;{r@DCF1PMuZufS=bm2!z9WqeE)GsiXSDh&$@R-{C4_D{wu z!N!7u*p@mW5)O`x+YqSfY_u;cSjD{6&4+r8@~5#8#@+tbJ%Jt%==5-S7$+c&)o9r& z4v_?oz7r;U%dF;1#}y_huu^vD3P7tAg3vA~5Nw!Tk$f}JSN~A@k>H!R z_XVE4eyIVb)7bv!hEe=%fdHS-(~MPZXO^#2((Ki#r#-e7`K<3|aCra7{_OB!N3=up zTPa6kA}FBTc62p-dc<5))3~l)#mK&hOi*yag3{{a)|3J^tA(&kz)M8*tX$TYsOzge15r=S5w-3nj26-rN ze)@S76QXcd@8GeO3;+{S%G5kZwC0j1YF>J*3N>L$b##+M+2#)V(F)LyWr-tnrlJ45 zwO5?~Sz3#c#;8{E{JYNS48#kHwv_%A+Bl`ei(L1>6a|t)@#U3U2hboBMNBJrFlPNN zK%AMO581cn_qLub<|iLu;97z+S#AHsZm060jEu8`o(2cUYxd=aGMX%l)nneKUqPok z(9zrS2lJ*liPOz8qmOP)_~qdzWv5%YMXoS|<)cUocDw-9l_9hem7ynv#qrmWilf7c z^#(rGvP!|+7Vp6%qP95fft=

cFy^c-pfjHMR7384W=MSq7Q%q`tuXeJJnGQqR_-q?t+AvD zsFz!?I0R*8as@z%G@T+gmgDSdN}^ADAsAR`Q$)ezOsm=Q-B|kYOhf!xEbC=TkJP?Bpi4aOj$$aEtn0!M+PG>WcRWW>A!>0#i)> z*q;kcQIBQ-NU_3gEd0OMN)APMWZeCh(=e~PN7FLAsDPXZ*-OW?u~}<=Gq?UbCELl0 zqT=c%M`$4T*Q)8`jeHM56ebPa@pcd1#cC%hVEQfD{ea^_6 z>?B$1m-ymQuGnF%4~dgvqy` z^vkAVa>n{a3Uhy2!*z2qd1x+>#U(4)6HIhP%TtRKu?b_e!uNj({R{UO#r4u6JSpfs z%Rv$UNW?C9QaS37D7I3DS~o5#8}o;hDGdc{I^)q<-y+ONT~wJz)=K#z;%(3*J;_1`hG~Lta5(B2E9M!cs1sLGFV-4)OWr z*%(+ijkMlQFDU3E=VkB6tz1WZ5`@Q$7PAv(3IG`j_P81YKDIGbDdck}P?no}B`k^pKZg`5SBMOmrji-L?hKjUTR{4|o5QElc0 z4O=R`r2@~`ccmcqNeyH6%DN@Jpqx*PjaQnB|tsUL94`y_l9pD?ZODS z<>4<1D8es0+e)~CYMFN$JKpA6qm;9iO51L=v zu*m6J3A?^MRc7wtCLC48M(%H@8X12m`1-u`+3eLP9+#N2XpA1O+tj4=9tX^QnXh=S$| zD`30eoK5rq^KPj!?B&Ty+w15OIyg5Btc-r<F6uE| zZz-|l^DrjJb1&ixuS3kUGI-O%I-%-TssIB7Zu>F06eRd*=*{n#gwYgjMS^C6K|f3U zU-D9YqO{c0(1cx8e+$(-io_xHQzZRP{O?eEAL^d581GSh!@Pg5w{1qVbXqvKrn?wEV_5%SUK>j|~QlJx?a_p?(8fqt3Moz{-Gx&ougB{y3z zF!UgO7z{#ocXm^%W%~_>T=JzrB?dEJgL{*-u2=jVLfwa5aJ6==U~Bwj86U=QGi~v> zS+gI(9@Q`5xT(m{WiEL^LH?;i{*NeC-_&BN1GQw2jV)lNBOf2bR)v=d&6JiaH2$zf z+5WbfPowUsBUmRqV(+=H?LJI^;W<|TJ~N78#VIwbF_Tn4AP({K&xovM|JH`#WK*0g zU#qEhRva;Ik7`+ZrO!2b1&um`0}#WtW-k5#+EicjbdYS;htk_quV-ddYz~&@lm)HO+S!| zBSRprHBaTsadBQkkUw4lq(pHj3Cg>J@J8{RmY@x9@c-C)%b>Wra9cM74G;+K?jGDV zxVyW%y9P~gcMZ_EJHZm%-QAtW-OkFlcb&R*>r}x%{;X!M+4G%ajAs~N5wh&u7ZjSC zZta^&^ce!Cf=^VWgNgS=cDu9bKBHy&;c!?7B4hltd?DI+?vn-tf!WIRm2{{OtLNA@R zcqtNn`O~KghUY52!u3h$K@4YY_0L9Ill@6oE|7U*$;8L(k4b*K#hd%bh6!%_sT#}{ zjCw6&6M}X<;t5&t= z&=BFd7s~)arLF;wS)@zj?HX~IXWk3fI*?uTm*x4vA)6^{=qf(X;jQv`S$(Itor81c zJXN?EZ8j18kR25uL6fUSJ(gDPla8@0YcPTp?mT6b=KJ|uRO|mmTKGHh)tZlGG}taB z0EtazyJfZ{uT$xdx}Co1z^l{&C-9-Wr>9h@00wAoV*V2$_H^g2dl|kCFI^h+!G`E# z#Wh&v7v?PA@XviEbGBk-W68u-O1aE8ddc`aPn1F~<l^|a*yj!6UdP97Wxy4rIfIuChf0SY6JIo^_j+lse# zZ=M)jRWj-=@pih7#ES3E(*P~I!A38;Qb!@f?gMG+NNq#i=3Ouq`n?UBp$OcUR+F9aIVG@#KvFmr<bUh0gKqz|<101wPk<@`=-Xk9jqGvPth6jF34rVp zT%}h?1eoVpXhEt{d5uhg^Ik+dgR|zBUs*E-(xXaqcjEtR0yy5pg0*&l819~y9(Ia;t2OM)pkBN z240T=a&CTdMiqf-k@mL*?v>i6rtQHS0k6&~eH=k^BwNW!7$O(Xa}O@AMQn%o$E2K` zzS_hEt#-o@z=4@?XJ>u!Iw~mF5w&2wUPo)woV%A87=0^n7ixoi#OBI)9mZaupPtX& zM_)F9d2Z%en&9AXBmm^S%~dP^)bu=SYBd$C0~v=md04oxL&*Gllr6yQ7!tN$^>lE4 z{tig+(8LD5m(YM2s1UFMMPW041StU3#;e8OZsic_^#AD%=>#(A(8BZnP+A9m zC<(uY20tmY7;~k(rm+plO*bByTC&8G3X{YeQK)Pi?foncg|r7wI9MQt@!=p&C^T1| zqSci@ZGjXen-v=Z_+Cmwd$UgWMKM0(wapwBO-_$S^dR3TA4EDz=4kZ|hkUoOF9PSf z*U{Au=qP_~JWd1=L^=n?8PAnLMK#uI!q)TDz=3ubSVKeO^9czFF_o2Guj%~vZ*d%K z_BXZbka2<@Ir}44CyN(m5+YGA=g+yyGjn|YS%bV7x6f|+^L^pO5_lYZo#H3PMKl)l zs2xM$y^&e6?GMu?ILpAkC{a8UpPUSEAQz&MLr3og zJ|x*xMm>G}p1PVELjV%gehpX{Z6mKJVTkja0iJGzVdjS*yDR&cl&YakBXRWjBj(k4 zK2o&=@!yo$vUZp(ji(PXXqlaEkX3DhR&fz#K74f6RCB^{P+tq@{ z;$qqa^lcDmW$Cwndui&WGzmoqx91`0ScW?Dt+M{m_;`kG<)6eB)77k7m1F1S{IiM` z&!{fS``)p?fRKUNS1fo2Qjm-jc2=O&pqH7k3z(WF)1)7vo96Y~{jTavEk^+qh4bGL z?=UCYGmKvI|3D@xQm@p0#C_lHiwybkgDiDq%DS;NC*UpZ<+GT!dbPe>EFu3PAX5ax zBKLQ92Q}I(T!GupQE_mF00YGTMU}j3)3#zz*g?`*;iVneD6?DfjsDzs@VhF4A{r(@|ch(%$HT~5n77DdHC6qduEAyzgTIrCwL(Xrq#d0 z!>CwTJ$EWJ6-aj0HD=E=^`C`4ST8URJgpsIFSfeJ58yuZO^6EqG}=hY(bP(l;6Cr5 zvcJ}-4}-y3kuwuZ-TY9r#@|iVx6z(SjoR_~|DrHX&a&$Z&QDKefy92*!Or%!KHobJ z(3O>MyHrQ7-Ei1976fn}?ALzxg?vK8=CH+%iP<-ZzwD9))S`DQ4rdz?yGS(aOb@h< z0UYKE@24Lq8p)a3lNVfc>5N-}z(G(T;LcM-9FuNh!+iRj$}=r1Y*<8o>Rpj` z4HZWU^tpTW%+Z7W3AZ{?$9Q=9YfU|)@8)Ec_gCCXq3GWQT)zW&QbILj1>|z;9GQcojL-GQt(z- zBO&Btz!Ncjnl`6LTpnX=!L+YCjF^L<$}NPGi%Wq*t^hP{y=tj4K2Rs7;W9Il%GBj4 zz*JgVDk?5MU7`f0^#VqM3eDP}m1c)7jvu0?-rIyVk~c7Y6{}9FEj64^zlP?&9_)+p zBqNQw{o1!Q`#V`?WP7NZ$$HLV=8^h4WN2@6!#f7op!(M~Ryp>~jKF;EZ!ulze!PRB zdCQ}ELrz!+aVKZ>si4>co;mofM0d4PeGhc&#@~ZG80yl}Fb7QQpjMo7#=$*qy{W{6 zY1xh>J};kE)YK$#>En}$&;tq}?k!zOHCbd#To236lDP?Kc=tQe7aP}hlAGR?rL#ga zjLH6t{g96|o*OXq{J#kn@0Z8_OR(6!r%i^(!@~oPUr9Er0MZI_6KtQQE2p&ePku^5 zmLu3On!a7#IE^y%d4XJy9(<-=a!G;b?jV)E&}qxa0&gUJ2(_B!+Fgg}0Rx;B_4pF0dZ29fvUIn~9Yz;Mvs?n_f<|m1q=K zNbNKJtodSqMELt*A1gyq^wF@1i27ln=ayGV)rK=LoZp(YLJS(RqT+&a!zZXxRQ!AP z)`&#&#ifWGiv*@Hy`oFbH_<0}SNYJg(HKOa}Yq z)t$q)+C;hUsrRYUAYk@O1n6EYfE^w{zzhQ0LfTiOk6mw1bO5Zv@938Fn*3kz`|9t^ z^yl#Li0e-ZG$)p;JZ}eRIoo@A-IZSm>h@S@Dn(u`F)~z?WWPWm@q2ccp*24mooLlH zXn$NiwZaDXyzpZ^w0!&Q&CVwK9=d+pGi3>FJ^vm;79i(ilJHBQw~y-j!~yoOc_oxt#7U|z5@ZAZ1_x{+Z*lku=R^*uM z`Cd+!H5GaHm2Z@5u9O`0(@c4a#h<{}7xk)orG50*=cE4-?>GM6xC(cGJ=gXA=0nfG zkj`p>1RPnQoja?3yPfm{je|E`hVkqFEd&L*EbHsNWPaNUqco_wcHe+|zJlZ9Vk+Qh z4{GXyZG3$Xfbb;Y$qCGixzrzlhd~g?IoT*dT+(J}#Esg&SU*Qp{zT2I)009_oOVCs z4$P&6O3`2L7>NR-8!1pKsT7Odamv(~H&{v-GBu1|cGZgX`)!hG2nN>%iviqK(lF;c zc6ygFQKb5**?q6QXX|0HcZvYWqOA3vIK~?#8Ax@|P)PvssT#^FmhAS?YWfCAQ%fLg zkp-kx@Hp+`5)wp)5-1F`GCZ#L$65*N>*|c3ZjOAP&ze^|d{R$OZ9hUn8n98IrwjhO zbn4P}&TG8V-D;7f-Sa-P|Ed?{vTRGa~ z{25^p5qMyyU62z1ENUAI1f+mp`|n1D;XYP&t(RQYq(q|sPWL14Y3?+dPI4%UMn-@E z{fb0&0!18d-VOLf7I@vob?zp|SJ+5uJgnm5O_3Xrd25Cd-$-1t;6bU#HOPbERqt6D(4O z0^#86GqddLn@8FF%Xf9VPV%Q^JNZgNxlc?MWevH#VQUA@9TH!lw2`yqL{#xt20YkT zfGuobD)WXm$3ubSn^RLmp@!rq$_;MIn^rN>_`#%J0^sWWLw7~+B7R%yLxpS>Jz~J$ zPO>+F6`fhuL;NM}K-+J#_P)U=m2|(xF-ta15$UZqQ%XqX(n_dmix<^*OnwFr8*HtwwJ_JPrbJ zMnHBD|Jrtd)C+cyqYxxoOcTzwo_yRfqu1=n4Mp?bKHC!Y_QrH;lPl1hBNjMPoFkTd zy)m0xM^JTk>r=PN5Fr015?tbC!mGeKM}d(2DK(TEquXWvgHSWgL*nJ z;2ive0;DlT_PZ6d7;H&1Fy<^KN}o|)%2!UCYvGhj6~OzlzhM=Om(CouINu7;X`BOE z8k#1JX+tGi|F6FD0_8n|Rc`LZ8k?!F9A_OuJDq})wN@1V8@^GsYa72z`G} zIP7p2IxsQX@h#`?Y)FX)YHj=Ut=S)=?$)SG=;j=cW0_C2IfBgHZd0kx!PXNEu`AQ1 z&*W^lmFxX;snej3iyoWp>jOaU$^^*F?7kAw=xp%|yjc>Ot*T||@ka#92pVeM|As~q z$Vrq2*&2LJA}Dr9)EpEK?Pv4e(ho~zi50REpM#fe^%$HT`Sx$kvn zOuaOEV!tk{Nl+#pnK8EN%IDs(W48^rGZnGU;o5Kbh%(<@^6eEi zJO3R<*rEkFUUK8Vl@A3{754fuE!$<478#m-iR{_Dn#r4c($mwc+Wi{6qI-FsLs_JB zpJ?DzTfaS8;ej)mM{h*IcX8#&HvGccbvj&Ikh;`x+oH5TQVruq#^nK4|Fw~uU1@Ys zHRF2Dp6-kRbGcTC(NK;*xaXEz>+<)@Z?lHQQ`5sUdEzYk6CxwB&%@fP$ z5gTv1LzN=&uZy9FnOPkKa`&YtI2-jGXEtFFlNBPwMD%L|7T>h7?Fd#d1B4po6KT-E zvANY&u?75qpFUn1#OIgsv%LIU=Xzo?$ov4zO8@MI#aSgtytt5Tlx?H273YC1ov+DIJPP2f`QhfEDr8g}Zbn|Fae-q#%KBM<1&7f^|idUkEnHqIcYx&r@8R2L>_DRooE?Riv9^L}lZ+#xTY zs|aw7?Ak79&CL)=Q4j9Qi~uqZ>hL}O;r&HsxTl^onH8%Z>6hh5bz37bP(Hj}o_wnt z(Tj_w1yy~2<@?$legg}>8Gn`aGbmiT?oFkY1>%&~F)-%L=HM}-p+UCkjBDu1z}@Lx zpUnuuJ_@Y#!+P&Go)f553t(ehXMYuMdJ6DxYSivo@=@S&VvSfUw!b76h+Zs2tYgEa zM`y9Epr_v2lPzgx{o98R*y4%*tf3@>{NDxU3EO44Ei6uxAL-U?Wjkb`E_PbST&49R zBSYDRo5quBY6d2T2@R4Vk>Gc3Pk>r$(r^DG$>J_*SZsA9L&FQ@PpfEMZ&FGm8i&g( z45(KX*41;at&J#BE)vkC2jvpxfY$5uD$ccGJs?xII#5z&nKgFQKTKOg3upu09!??` z_q#UDH?j{2lH?CU3j5{ z#F@pGJ+7{|-4=KEGFQ2z||sw5`9>6O#56|&mefw@+J2LXfn_ncs^q)VFi5_ zgX*m7-QKqi+K|N-;()%(Vt)aY2SKO2zjb;q^Q9a{_DC>V?{kZ$A}?7RFCzR>vSWp> zy>3um+)j?#)qDmEP2OK4)z2;V7y3IQ1&u`Uj$PklHs%TQTz<5B5Jc@|Yl9vSXZk+$ z4p7zm?swmANB)xE6VjB_5qXh0X{wYGttq-o6Im}6mC&b~!6o5K#|E#X{1HDey9(e2vn=|StY`)y4BGtR8Fk7gg&SRk_mj|YKcMOnbAPTUD!zK zla56YJ;6nD-N3>ygas%WJL{(?X+6n*1`T%iioRLAfXRk5LBK!2#S!s2_S~79;!~q~ zWb<&&vV3QQ6J2!IFv$iM#O>A7Qp5wDoYo&CUz$d05AFvea7;eh+b4#`JnGrn! zWu=K}Chd)lF1WGU4j<*ui^Bq*ncjPY+tgRuhD=e>C83~T*_A|L;HWueS^78*H?7QC zqSc>kX5ijCG2$s~Vg#}%snt00@EBX^i;-t^cP)!=bFCtV)Ad6isKtxrc6x-cxii?3 za^|s0Ut+pa_{f*l;?9{7D~;3HC2u6#<(utT&N2vcc$+${Xc$;3rB@qTlVnxO9*w?% z#h3IRrIaEc%0RDc)Y2T>U8JE0Fix^@$&ha;cMoN!PHNhbe}}rhFMiVdUxUQYRR-NJ zP&l`Dc0yrE33pYqb@vu=v9RD24l!Kb#rgEyo|Wl<6Y(&0WFy1JZEtP27&-;iH06GU zYLm|4eiP0|&ml(jfa#Q4Fz>9S;I(M06%5E(3$lXLLx`BPV7ES)s9wcnV!B-*%loW zJpeNcijQ}G&)mpPJ-J)d3+<~cnMeE*+|X4WgOhq0;2cU+?mIW* zVczVetm>n@)C-0yoL7L|w5J9Kj~RaxEkex1p~@ygd6Qa@X6;tVKU1{Ax{dVA z8>?1>D=g#_2geXDhb>q46b4bcDL8+4P<6-B#2+J*X8~@nZEk<=de6uj7naNf=gj2A zc__ewOasM;NF>A$OlE(SA!`p>JFvASZwt*Vgya4ju1qTiczXs@-{N zFOw$ztn81HvdAk6+(x1Qm$Ufikb_l@y^t~lyDWw&ZZOAv2+um-C@oCAOwn)c+vHw( zJez6q#yM~GVGeH~c<1#yPTlHhQiEp~&t~zD(sEL)KA|o7d>w{5WzMHY2d%=h+OoEN zz_cveK}%7~YKX!1O?qOmdkArXF;!-2h@#ibe9P8~keAIw-XO2@jQ8KvT)LZ*RLdlV z^St`VnvTof%tGkMe1{V7saa|Y6c?WzC;~i6;?6rg*CntpJ++oQ>K*`4$$~0}s2V%dmiu;D#$Un=X*5vnb%GpMP+N0GP-j=Ae0t{|B=9HK zDYQ~W#NBxSZAhjRQ4o(Rs4^R_VUT-XZFCq3)L>|qEXLg{9+KZ2?)B#SC43##XFFzc zwmxKvc90ywI^yI}_qF<5wP>#WEGuh{h%U05(-)AFWDNom4BT@M{xs;faHBIo5as!| z3i&TNM&19Or@7J$#lYO{i(_m&ntSJc)4c{My;U{a3ra}^a7N&iywowng>fO|Q=N0r z_uP-fWQcvZ8X9tGsNoz#5j3fZqy5zQnS7SR!^*5NZ_9p}%)U=>_orhnI!S25Dci2{ zCv|0Rfq5h-EnXB$quAVGLI*k@W-gTQH;VtE_}HXt;Ov>VNB-zNm0eX8>#BKgGv=6Y zpx+-#GeEj{ZM#Ka7f;dtmWz`qH8Q+Ediv%qQ)s8f9d{X!#bWj0% zuP?70Fu4w^AqJWpO__fWn8{s`gvx$+GJhpO$(Fa6zN#7`Y;uPF*t<%AY#HRU7+$$w3{S51wuM1N0Re79A2x>N}`AoAhzkMcj@W{s`I3uTmI?X0eObn2RLe8DJU6iT zuOQ-!udHD@L&#jI1ah>Tl0)*}B9IVD5fzddggM61HTKzzZW`+bw5!56w*cY*+qcvd-D*CFd-Le%&dDXr9PqAjJORHxBsPL5m^{ zy8I5PFXs&&i#LD}sPg5gVFs>?MidalH;=YLbgQ~pk75h9C8Z_v)k9Z@+8yw+)6c)R zFSOtTnuf7r$s6PWCyFaiCy!eoczi8d;Jzzcm9|e|FFcp_9x0y~PSl)#Pkk7YqohD; zAG36c<~#7%=pN-3f5Srw-qevE%J6F*Q=zCx<6Hlo^{I&n%|z?jjReD&hGrYf<*^nx zK0p;?Sq%2wzG!!{-@*52SWh29C3%Cl`M|r-WzQ{u3Qm0R!}BD;zkxA5u@EmktACYs z;izE;Un>X`R)=nv1;@htPQq$aT4IbAYB~Un6g;lSw z>798dqz8(BiPA^Cn|Ma9O=;Pz@O{RW?HnsqrV&sFSFgIELIq;G;d9Oq)^IaMpbrr! zvz6w}3#khT{ z^M4#n?i$Xt&R9n5Y>778)5d8RiBz9}MmeVh)f|DzVs5OjmKVI1v{-B9y@(HB-Lf~{ zji+n+VUPtr1hr>LN=vgo@Hqe|Q>pq+!7s-~^FQMi5D_&WL zg^1e;GgI(9^z`VOrSuo~x5U(gk*IzA7q>&76tl8zj|3fIJgU}AUPJ6xBO{8>o)Jnl zmvbF{H201zu}OqP46nu-LOghKIX+q8tF1<3othzhOq|d)j*|!|7^CrKEme&u2GQlD zw7xUI1^rQR`^Y(cUe7?1VLGIzT&MEIRhzyLFg~hs4Uf@bqlAxU{~Lqfi4UO|0o0Yn zs&ECmdV`yNP_fziLBq&OGKo6gz@d##I?D2&JT*6{Z2xoG`$dKnXEI%M&QIR zmd_=!)a$~}MYas7yj^h#ESNc3kN8mNmMqki8_sO~q3&g0j}OCtaWHy8MO>8)aBg|X zSgbN+8$7JJ_y`7&VlQM1YQ&M z12)022e{nx6iRk~N1uxke~bI6V`g|Bqb7IgmK>{HL{`)4SMm90^!5}>dFxD^G?WvL zZg0rWVEFYX5Zn+orrjob@8bCG{uox48moh7-}nXNB4|C<|4EOVr%liviQ~pbT|nb# zJFv3c(Q4^g(~?~k%omCy_#UcVNpoCmf{q*gUDf(6yu9Nite)wrc4~iQ(lX8G2$w)F z6UR0WF&Vhb4gegVD6a>l(Ch&e1SVH&(5td-6N=RWH@Al&1=GKTc3hq8 zCf1nU4LPX#>{1{v<7%A@Ga88yXZ<^8QM_ZI|kChR6b%WT;*E z0Sd1ryCJ4TjNZ;*yKvGC`>5Vklq~zWm#ZeA8u`vt3ml{(?)2YEh`OfrR%gm*`1y;8 zr{K1Zz67+F&?lSzBGanm81}8NUMF891$3_#c}dWFFgP}RRqV$@f%CC8^nE62|LMJ!d#qk}ClMifvmPRUSPIGo z&Gl&?md3pcCxb9@`D>SIG_H);6w@(fZl`RhF{A1|<1&FCkeDVw#!5MB)!b#@lW6>E zFn`WtbK&K$6%dm0YF=|%?~Z7r(YKjhhXK7v12A4LpIaDh(-yPOQ&02Vt8ud0JvaVI zUQrdNAN}-;X50K}IK;&9d~=4ds+9FH;!jGl0W#fw|%GUH#EqK8b_A;^&EmYakJOfFL)M{-1##zOOM16;*9K{d14Q{%X-H@n5DQ@bg-UYQU3OEah&rv5p~HIqeRl^O=r@O>FgX?FTbJkBI#{`U$M&q z>OOkFV))y;Cw+DVS;t{fbl{I!V{NW>P!*b&l(rhdGODMDws5Qb{hOmG0sCTC8GmF{ zX^`D2DtB`1ty%f+-@yyaMu!Gc#WPL}XGkkM$i&H#R$xu!faGeW1;z0ybf;xcas9Qi zQ|0J*%u8wo;PK>8KE{<=Fsh8tgl7oYi)jxC%9Rn0m#|BGCj73cMP1XVoRF3k^Nmny zCA4U2%UdKBW6F(G!Tv<|~RB{4fwTysyHJ@&9x9Y@Qh2qWZ zK48UAw-uqiPCegxnA|rtwQ0?a>s||CtI~@!nhC_?lb0uxq02*o!ndt(^k|@*?1^#q zw^v2D?4Fn#w}cqZxxUA~=^-@#(cEvaCn;+V|6?0`?c<6V%kCjLE#?oE?YD(e zey6)HWeua1k>%|W)1>anrH!_0rO^7p0~kP*Mu*gyPITQi;dfF9EQCGjRvGL*I5szc zIyAV>yjoL7DrdQn`qnL`3MBLEsuN0;On}h&uB8Grmc%g6BHFfPY(c14m6rgoTTZ{b z@pkLK)dqa8?-~KMM2JKJS%3ZrwYRrx0w4`Q+ur*V2)Vf2`3AcQe4N;Po)>hvCsPGK zu)kvqHRWxY9z);t5f1bWXM04t^~hJ{A|&S@?=Gi=Dvdnoxkbl-Lj~WGE5`b3VlQVd_F-_|TQM;pA5HtVNMVTqR3Y0DYp|oB2GTf=W(gmn zA3%=_WD(BsCQzYGzVe#ji2`dU#tYh0<-a!ju68kZXsdghG*;$k)Y>AyrNC!EWBKgZ z03L%k`KAZnCFOezJOwRW24qx~R;=9N$`CfBtoDIzhJ&996XY^<-$jG!v*8t}Y=R=W z6$K`EiI{!^+qA0Lp!Wl18@ zd^cB!WURn#aYgeJ9aJu0hCe!1-`EGbDLAPRtaU5k-&*B(eL@{QB&@wo?tz`n4H3a` zJA!~5WM=H}CuVK$Bmd8caHeVOV#Za_!OzgBvyJcLx9}U9ibVNn)0P#*yif1sK%kJl z9lG==9r3}QOptzKtaq!@O1~{hnAS(EpSkr3VWq8!Av%^Y$71AgnEs zwNb6>K1UoXRHo(fR{A@2vgc+soAooGH=Z|Mcf>bH*1~@y_MezE+grY+q1o=qtX-Kh zlt|UZ6{%ZqE~njOJ5*;jk_O0&(tDZD9|uiYm^Z0EWXnrra0H{v(b8nFDK}V=Cram2 zhC;cq3@w$Kp0HWEX|n}=SEcOeH`?#u^Tjr=KL{EnH7l?!FO>q-$c3mvyW0}3y;n;ll$PR#V5)(qi&wD24>7a>sxw9DfM3?u>` zQ6ZrZ{{H?<{Q6z~e)H7^6QKxLC7QL{cmq=M@<7=WAr=MEkg{ZiH^oR#cdBS8IhOEaQ{}pu$pkb-fKtm+iXS?QS~~u*j-fVT(TKrqKo~Quc@}4hjt33_ zp5eaHBF)o-FgmMDWvsUSlfVpTeZ0=hQYBgsW93%r&-oTjbozLnf0r7=wL<4dzfa&; z@zlGQ;kZ8-XfVkov->=h*qH?r-dd?tl3#0_nk*k=U%wIp_O%sZmzsn>Tdn6f4Yh{C z1-Bx2pciY_gOqu2aY%VhbcXwLpO;kz(UwIe31pL_$jZ>5 z=^Xi_yO)5P4U;{iG8EgI&7EAp`?C{#GJQSD6IAhXsd9AR^6w27I}>AIQnccf|riocD&AZRY8L>M_tlV@8npWL&=7$P#F>Fd<)#OzNJmM3Pi4 zF;JZ=)PB=_EmIq#n+`m z4iz7Q=TRN#uAhz0&5nfip2HA-w?rF|X#=CvRlC$ux@XCi!JK9P5?x3ukK#b{CNFg8 zucVPrP0eOAmzfQv`qPHjY>Y&I>drY2o^PAa2PVD$(1$ft_Q!D~Bd%-K5KptzIl58% z;;eVWF@cBTTOpTxo-p+!UPUd#jb)!pKI?m(lD7|?!76B7A27#!wkq2Q#r^X*C@Mg` zce{^u94}pDsI5sR(DDLX@Vfr(F(Q+iG+y8kakf$SG=z~QB;eIU1b6|})zv%oZH$Zp zfzghF0va!K)q^6JDz~_>u-zSBK|w*_{l$e=qbdsUcmo|!#sH_3&2}*k*a1;dE}xvE zPV$>fXnY<^1_>0M|+Adbm;|w4au^c`?$L>DhP~w6nkG&HRef zA|3b`ZWyRqE<#Z|Ag=zAsTCoGC9^#k9&+8YDNb8Oeknmzj%}o%Y17pIB`7`X`0}qUm26D9qn%sG;bnxzHHaBzToTJ<7~SWpow< zQyv6zZ5h)bc)U``c@~Ekvnoy6n+1=*llZ%YvvIei(jK8h_gE@@o#@fo>&)f*7H-+r z7ZSF7iC}y)*~=GpYMBM|9nK^OilL*+<0YYh|84 z!F~f(%Ei{;Y-!K=Io})Qe9~NJN3c-V%_660uB@8h$@y>gh&-JFxK16n@5gIh1rp_D zQKxEH<-RXEc>K4>$4|eN`v&^p=om7R55US(Lj$JQ&90yKHM_~0_|_C$7CdB|kd&s> zoap5+22vg1))iunyDLK}wUv+vh_Nko0XxOpErcY%VUtN^99yvI=x_nY@$mAZ5#_c` z%l`-XLnu=QNhi^&MW__ZV?1h7OW(%wr+UFPnl_>zTRW_20nJ##Txi-nksr!lDBhw2q#-@gQS?#m&(sEBVqEJpRVf->hqaW-ha_ z3-hQLr@Hn~>g+KUzq1nRYEru%J!l0Ghi`R{H*a!$j*-^jR`8m&4V!2wi4~;>P z8WjAAC%FpF@)`>j9QL)HhpM%MOdPZs&7r*>k&2MH}8W7byqxh0v`L?#k7 zny97Sv?FV}J+be{m5zz1(C6~!j zYqP)zkk_DgU;gN|xigTEkU&AbbX7X&>f+TmcLr3cz?PnMmmX7JdCH6&blo zq>&z}pU@y?$ly{~SAkZ$>@(`$5@Cqvz|+FP>b0Z~fCk$L{jfdkNCKOXL@f$QlYxE^ z9+jc_TzQJ){qzQJrdOID_IeiA(JQ^BiHd_H>~xV%Zo@d0=+^o?(4H(dGgkfg6?So# z1h(|?kpGf&EI^I#j>CfE!=f56_iT{sjUgN#zfzgE$tQyn4EkNkc^K0@itP=rwh4Ui zop`O)s3HD5qxl!Ol_2j$V6mh`tj(_wGT0G-4ruaQ5c z4gopps0%Oi7hp^Ne^=+R&}meS-Yx@Cxb_lvpc_gG4LA`>X=-BACPx5^l-2*m6S%U? z^}QOxJGgJ84h~*@q2+qTYZ-hg1sxASo>@_@XG?r5wpR71Fq~$WqClMuifS5XhpQh8 z2qg?irh6+(_0c-@@(!2!5v$xc1HJK)676K>kQVe)voVpWZC0psG9V5MP+wAbGT|%x zjm>_MQ!qffrDT-Ti5vg&8fm3X-{T;UpS>aD5wnJ~24B8H_C8dDNl?WN?8!4J00o3!~Fa9Z-l$^Ohj(shzy7 zI;@XGnOl^p6G=+-hBbd)t8;irsFb%!#&oOKyzhgbk28#U-O{p;co$BXfi9$EYj;ScPDR# zUL)43H}sxUP=0C3<@A*cL{mB+>dw3Q1=5-mkM+m1@KzC9U-l3-p)2WFuP@ZBk@W`q zY52$PJZD_uol0k?T{xY;J(`Yl+~K!$7u~s0gDqt$G1?YAsFo{mkvrvGjbZ*m?5mZ^ zkR&tnSA6Q2cnPE(CyXObl~j`48w5F{qjJNSehgI&6Ui4MNiK*RRFvEu^t!V#9dxbB zx|cMa5ZE0A1w7wg54>MyyrjHi{W_y!{{C`&CVFWc1Le(SoH(HuG2ldlnBJDXxQNc-S{0s~XqQv{S|d&kT0OPA z*h2MxEKAh7d-G&u}`1{L*^({r=2&qX5YE^NgZG@k}j?IX`5FwV_=e z0hWghEamh4?&}#HjzKeEO~LRLq9w@KfS_ z_~~eGr+!L!??R5#r3Jcsx&qLGi1UQyn)1XeM??x# z5-Z0jbqd7EN~FlBzD~n0nVzsr<_Xi879?9vN;MGA{n~klNVp*7n$DlugA$t%bmiI7 zQoMO5{)r`w+8RVrDw=`T3!pIyBT_#WU_qc=S@245w~0HOPPm7^)w+-mdFhgPaT_KG zuJ|QLujiQj0CdHF0JB4fT~ug_J-3ULBomued3OpzP_qwSN9q}WiZ`YN0ylg1w;LX? z;1ZphFVM-A6IOmjI_wb=~@%cA)han!ZCmn(8rd#x1bzV zHx7jH4fDrPog@z@bDR3#Tw0j65>$W2Q$FzO{7&|L6sfp-%6?g_bN;nZq&&>M+6A$; zKmfYdD1Y1=iP={pkqPpugl)mYkvLHrIr_3Y(mj5w?_(IiQ9M=i4*$K+AWqKE z_d7ZpsgdNL>6G)9uHK=7y#d}KY_alCqX50@8|D{UC$q;ijBz^NS7po!5dL)?=AH^F zH0FAILCYPV;)vE#Ew&B}j$N1sXbSqNZv|3nQ5H22h-_M zK8jF+k z$RGs|Yp7}T_vqCZck_SOW7wlRRC$s&m^E=_)CIQkX%#qKqIM=*J9C9LR{>ME)T|K* zQmK!VD-F>D0+&`|((UX73q&H7bNeU!#Rc1zjrM|ioPiXoIAmFzhElSi_U%Q z?PQ*7i~QJ^1K#L#V%H|G524X=vtlZfL!}lzI36#P4ZCLw%Wz`NH&g{?i~W5r2HG`! z^&8QH7jnP;fsfqZeT6FHNi(2m5X{jXi2ka=^zDYJU?$M;JF*j`s43jO+XpRjZ-m8> zHG`zHY;T88$@tP!vq#wr`cW1LOBFFoe>nSeu-n@m{1Iv9e;VW?O*^0Yzu9WwC6nGa ze+04|<84Z^JnlH*^4*J9TdGXvFV3A$==_g>j2vK|iStTp#k!xL>Dp4@4YxvhZM!bhDE}5&9X={(SANffkk~6vJd_gy_I%cT zN;f-TN~0l-mjcE=`}OuAAnYY6CkFz`RvsSE>6xs7`&`?N&TJqEWj$LW4BTamZd+6w zj`em?0QrKP)U!&nwb(&f2DJ0B1LfgcK7%eABhGU!i~$WZfrBX@?|D*LROx~_AE{B* zE>B%DxQZ6%Sm}}G%bn89(Q2i1J%;11+rI-YNVEv@NVdJ}kf}${XGEqpSIr283Y>)f z+h^7mH(n5^D$}KxU|mus{(ZxHaWNnVp)*&9TfmV^tXDZT;wjenHViq;lP2-?#se#% zAYSS$9*-GT_GTlGb@NAOHop%h(C#6fLN5hCjB&miegMjdnI^G;tA=9WF;CY!GJy$r zs&eIhx$XRc>zFlQGq+SnRej95i9)L{fxdMs1_4GR>T}4KkCcYQpA4trQk~;;6Ua!Q z{9DO%|J*4-N(?{*(Qx#)4E1w>>&QLIN7T=CEIPXcO%V{>&PK<<$6n8kOc&O7yc03~ zZP%mCe02XBuRZzRE^$Pk#6Q82=pSk}-P6jl`@!O!-0hUs1>}v-O`2uS+!?F#4A)xk z;s@uSu0_|XI7OS`Vs^AbTi|M6G(%E3^^N2j?v&EnYI?J;>#!gnq4eugpM)QH*|xmW z_Acsa-fYTP+FqW$g#I6zt~xBrFIdwp-7K-RfOJW-bPG~aQi^nUcSs2ch%|^uBi*r- zfHcyuut?X^&Hen{d!L7Y`8b?2^PV~Hyfahx`67y$f#xc^J6!0Orpy1GVN#cM8+u?O(_jEXdq#qe_8hqf96DNeB{|c4ARq| z?~6FE#(&QXq9%~O=LLF|$MJOC6IZvN;z-?Wl2n+s=|{)J{$WQ3%cJUpQKm&PO#i`IH+%E-^Zn|sIoWU}Kh(KTk3e_B)0;$TBK&cC1*D$ynbXKw-Yx^Ldj z^-s>tl>#~k8#m!wSXf*qJzXb_Z67tm@i(`&Hd?lGr}=dYNmOO9CSS!T$G80Pe{~E) zd>0tE^oFW18?(Z%Y^1}KF4o*MRnjTrYvf_SIKOvSK;!h~*2}-qA7^DHZdY}n%sp(- z&wK4;YhAvXJCHH4HhiM7%RhiHl`JEqV{E-FMk;Z6`PJ9_uz9$15|>uz6SpsOdJE#j zn#tDkt{gQ*MzgWX8EyjB0&fbBK#-eHiqW!RGcH*XxfvPJfY0_??urfC_k^K~dL2+w z)6gVf$Kz!No7g6E4`-t%n=8gp+Ip~CV@Zt08hK-rD=s5{o#)$zr!B?N(+87`Td!bD z60i;B*hwd4D_i0E2Bz|SkJ8eL>!s{$>!v-nje;NV7j$` za$TU~h4yZ&C?qFz8!aN{Q_L$8J_sn>kPlr#!|dERo)6>^6k>8#F}8_{#9#azhIC)L z^GxDv$JB93GUK2x*Z9eA^gWrI+Y;k|W-`np(>RuDN9g3V-u04J#%^PlYTX!i%pknS zo6eVHY*F9AxP|bOl*#E8RDdj#_Djs#W`JqGnVw#NUNABZK?bZLkfqeU0m_Iyq!H8G zo<^xoLl!1W<0NRTuSY_H$h8GWMMXw>E<|1Pw5D9hIfh5p3&s9WcPH0jH$8)Ib(W&CCm$Q^mN13bh!VJppbW)YKhhD(4e`gP zCOK_5^s^UI)s_G%X9C?mLKerz$CaF%stowzD59}BC1+||&$D;fnPj<_nWQmvzjX1^^?rmc|J)b<87=f6JxuR zbB$59(@f(_K91t2n-?hKR!#@XqX`dwnh{ERwH>V><4%sjrz5d&#SB{Td!kgO#2s~2 zoub}b^)imEMZ)KA9yZqgu*CBP=y;->$sG%ckrMZD|6Z6VTImF)Jdgtrdm6GxEi`=B zn=kzJ8SuX8?7Xw2@bskp7%Q*j|KzKBu7ItKw0C{_7wN>MWxoIEskNzCw)Al4g{xn8 zXt+u}Bd9h8LQJgwrRKD!siJIh@iXh@l8A+E-^v4P;O-O|toufTSm)R&a#o%meeFDz zvo2YH5ri9jiDLG!@**==vKi$~hQBS;z~}T^<+bdX;r+wXNARh{5p@Q>o*rVk_I2~& zx=8mIwBqHxq?-K`J45N$|dpm}sDscn#+LOwOc!%n$xoiH!2L17f z+l~)EYQAAe(Bpi%s#ZZnd;kjzlY6gtW{h95sSpn&(tZpJ3v-g@WM>cgWeqVh${ODQ z%gGtg$`<=O$GX%u71O>D{b=->O0)hLZGNtUg=kN?FU~fGDD_8^bqwiNPtc%$CY{@h z(fe*zx9=*cJw4KX5X}ZtnUXvWnPb=;&fhf;4Mj$&1bpbvrvS{Zr*+HaR`Y--o>ujq z7To52?_-AFmOWeh)jcuJT#ln>5=VK-v3G3Ng^eqrgHoK`0?ykOqotJh*GmGm=Bm^Y zL9F({t}sD;=}WptUT+j9I`MO672ImFY^bwN$yL`n!%%w+OYAShl(EgOMC47T0 z(wce5%3?jRPWJfaW9hG7b`hLmtE-897Skoalk?E zfccY1Vr7M>-9P{ncY5k}B9Y{O{NUHTQKnaZ0)#i-Z?YbGFzNfw#-)>tojb_v=c*I{ z#*r@Q+Cor71pY~h4sl2WmV;mq@y>cX|Du}7RCR3+ynENdqD|YuqQhZ{w)di?7$S-B zeKDfNf-~y;R@aso$=q{t-_ZUQvCfQ6sC3e#_rijV&1Z$pz+mu^k28VO;~|aDgLhN6 z!`==4(%RZeq>b4)REzaJy#FhCIDIeki7kTZ#OWTZv@FgbZVXnn)`6NdWHI~m`Sofc zwo9v|;p15_tSo|PzSXT@9eRyqKHb7$9VJiI`1DG9ph@w&l{SPp-RTLd&aucmHJ+!W zrLvP!A6)SC3>!g=8eRrXpm8?%v-f*%w!G~=5QvG8kYov4nHeOhgzQL#9p*#CkD5`Z zzk8pzDk>^&%o@DyAN^9FugZ{*7U8ki)>KUW4Dw<)nP7Gu8I$h)WSk2({-m;Edp6&J zpITO$UAD(Tucz=aYkG-lYPTy$pQ0mCXn_-q2va1&SO3@+Xs9cBMLvG!^RUH%3ZL%3V<5<_=)QV7;bvWQnD>H1eRQOx>&Y|vCD3GYl{Z(R*-50KW=w4Uof-yp-erjBn zSiMBiAGom*r-qrn59KoZk$h3%Rl(pT3EEF7Uf%hyzr`Y9O1wHR8Ba-`KBP#ttJ~?! zGk3Rg;^$Y2u*l?EiqfE+wP}=)1$emD|A5HN~ZK_+j<*{5WDa@XMHI_nrc;4yES2Z?-7TfXs#wrgB@u< z>RI#jP{*OW#`@I2UN5I4hsQSh$d7cI9y-d+x{f}(>D0PXiQ>7~kW2Eyo}^}BkoWGm zO!pz3ccr_q6jF7iER)+^H17S*U^X1`Ma0W9Z)Em4OQ{RF#hd0J3Nou=Y$RAJb8*c# zP*?j@TUk9+uWck;xNT|s*C5N2z#WddaTigO4I7gY-0m>Epp+xgv~+NKH#Vw&;_GY2 z!x{!6XT5az!c;iYYeF0B{?VbyOk(Qj+5*1T-z{R3I=BOG7!ZQ2IfRhTSYkrU%&HC+ znWPSuqZdeWO3tyA30Ut)H;M)2ahL*EjV%p~UHTrMlSfxi1+D?>f^}PXuG1KbJAHFf zQ4Vh-`?db~5;T?+O^b?@yPTf%RX_)Csf#P_TII;_-fhXEz1|_p!u5cox`+Ma6Pd^h zd;6Z2_u_P_M)U7Jm^9SkW7?h7w%jsgt!UKXFb*ti@G@~BlR)7_Hh;F(pi2}upGGxi zi(f!6qMrF!UYRek$lIrd5Oz&c_1QN1|rO&(PReD@6ATxPf1te}=x zNwKa2T%mVH7SEluhIp-kSCj9f6xYX=)}{7r!`FgU2{~&w-brQoH5a6-?7(>@MwaZ^%%0X$8DMsV(9|0x=;mq2KWfTUmj* zc-+%Bq|MS@^Tv!|lb9%tjv3>W9nU0%P#Xc_P3w66yGsbC0*D~9K?7n^hDo!B4~L&c z_aNx*ALgImi?XfQkd%hYss!Rf6o|0F0|v>#UPrq3*L4r`hz;I0dJe(bMQ34PHosUk-Uy}DDvuU0n0SpVEJlQ!tP=5etztqNB39qwAU7*7h}XFdm8_P(Xh{>he9;h0L*7?}9S zxjqDW8He2?2IKN+7!92D8{;A?kJk!PM|5*f{gpiGi3y4ovtc4h8J6$7erjC>=9l5S zmb~gRme?pLx~rAg$^x??X}h73CuC0Fc#sU^_mvJJ5bZK%k`*TOTy>IMW=j^Ji0L# ziRqkhgWqW<7H=-DuAKZ?khLCLw z08b`QQuXI#o!<~#k_Jbh(WuG{)l3*TtF)C9UrhOuiWA7_>AAqnKlc)jZA|9tnw#xt z5c;l}&Rnp*8AVqI9q|Ov?hmX;~t(=a9)|FBIT)%lzXI^MH2m~ zr431IEN?S4kbj`2sF}Fy%gYtEJDSqBTgQWOJNBMyTFsPk!(Nwm+#YFYIPSh zGU}Y?iGTT}gFmHF=NjCz@A4zptcla9x(E7wwZHXL!h}9hvNLbO|I}3_!U6i=dS&(Y zM+^&1r;MI)+n@ET^2znyFoH&l=`UUtzaHo!7JW7)5YLZHyC@E;R@bU|Bx^eeuWo;x zl#fXA3sHO>*WFN;`>1v4T~R_rl+s@v_4cq_l0dJPVPWHLZ(CxVNs^gLWRM5CoM}71 z@)$dA#SoD!vo5^`inxwVERMir2qBRN)dauyP&Q>&dpT4y+7l?r45rA|xSn1hKxAwr zWRi&yl#?7QhWWyp4v^aRDqMX`BtCit6;H=e^r2Cvgn%0wNN=_$gImpS7yp!IaC+O-g zwnXzCg9&Y_t;giirFp-SIAXY#S^|h?-Ya<=nkM@aiNt4yPymZ}^QSI(oU>{E+aNL1 zDCY5T*KI#38=CfAsy}H}B214c6|q0_(y+s^OLPCw-$qu4aTy0%;(q(~I>@UP#QFOE z`|V95?q6Qlb!CuzZzV-8yq4byz0=_?W3qq{0&wGK5y?_6AWRIRrKMFNu{0-c7O*${ z4JMr!f_2mm6eQ&*#Jb=nXe%vWzp>g(UsxeVZ4i9&a!lA(x_-N;?p@~P<@-_WoRC2Q zrwEOo=dG1PxXr?>m^@pnu_jvNTM`}Ub6xGIpMNhBke&JH-XqSKD6cY}`EXWK2dlJU zJY_b61d0?bwN0p(x#^xHjH_;f8ct5{seG<+15*c5J%86=@ykn72VF!LGBr!tg-%*{ zs0t2Rm>5!b+AUZDyj!NZdKV_x=q%5f0CJyJ$Sdem=DPaE!GnFp@C};0?7+B^WC$?m zUKiRa>;|s-X_7=Ey%5_pmS#6qVyx}5Wb=08>5!-A^_M1d?V0Z5Vq8#Cr1l#h@RjE1 z7MuB`z*6n`O{J*8c3_z9+EMq)@qyx4Dt$qf?m#(-b2rHw112HnpCevc?_LZP`6uPC zuAlqm8L444SbAAHBIa7K(-{UANb$HO9MX<40>-jw{k-QsNWona5VZknsjJ@dW8w(R{{;TyTQw^~nu zf5|dWkG?m%oA7VQ`5)_1mpx+}J~>L;7j*V6rIUUWqUX9MBo^<)Y}Q*?%86LL$uLi^ zfQiyAi#%dwBYnyMBlxY&qWZotxDv~2Mqy#2q%!bhqp-;y1jJ-K1P`vEYod%#O7^eE z%jRX#&LBh1WdP0|wcAyKv~xvnI{zlpN?`dvZq72|vGjB)UVGuAJI52A!f zeYOUEWeW1Qj?Z=Gy^SAi1Vz93&Bk+R{9HrGJUW4b|66>pE$Qs`5|iC z_ug(wRHFWZaMiHD@$>0aiLgt2^sH98Vo=*AGqHMXOgd%|_pMIlB9>WPr1hTfJMN~k zZfudvjnF-W%sYJEE#z>_va%39^!V2dCm{Jm=r{joAS7NgJiPcH=IZF(1x)?x;^fmi z_t0=Tr4^=684L)1<|E4~=obdap0bxNHp;E42QyYS)+Z7k?ipDuupFFzjUfUJ>APA# z-#d|?TmlS;p9Qr(nKVkq-Y|+^SJwe+XH44+)1N|@M7qN7*oxtg2lYWbiv)8s7PDK` zH6QwXBvK{O?+N`SZ+l%qCG#n~{pk_+TR6*C15PqtaAy(q-ioyOu|r+Gez@@&;`UL; zI&xqGF>@qWfwAZO<>SdidocKTi$(5;Xllgqi&ahIiQuK)A4|VNFS*oJ$v06qM6p>7 z+m&58Qlb7NP9kFQW;u48p>OscSdqtZVc;Dp1|vPa=KNk{0^KB<_?CQraow#WWw%UB zj@R9;9P+uCgQzIpKm3TrQfN!UY7-;AGxfC07ePHA>0J;{#UFnqj(%luqwNr9WRnfU zTetklbeVjBWiq%g_Jr>`)KLsg7^c*vWp&t@WCcH7B&fvD!$t973I`5%Y*pB8ziUJ( ztwbH3P+AIXYvL9Os;Oeo+(G(-k|Ex4tNmM3IX;Lzsu;m9t&W3~P#$mkfj=o?_fnqd zIu)H%Mbc6M%(*yE_?q>(gI$$t=-*ukyWXZH1e57A9(z1XAFzRa#-3wRy*#>3;Egta z0_OKD3WUtRZqnvAcFmFJyO%t6D{Z+GkGOB+;5gcUP?hiJ3v~hjy(PYXn`p) zhk!L#+ep@p5a+7>!e6U2_-^&f;}Z!OQ8E%$`zuFoUf#=Wc-E4+8-tFMFYix z_#A`s&creHAJd*U-@w}D-);LZh(H{owp9; zF~@}H=}811;n7jH4DY=1o87U+fTQCzsV#Ej|NhxPz2$PTF1-NIk^QIs zwri#TdwWLUp$xjdBBe7nUhUgB(ZeER4DcGP=nW*kGnO7?UsvtR8Z68{?D;B0Q=P>~lVvUA!{utNzCM`pDuniZA#{vW!V@9>6oBGj8DCO92>{03AKa+Zu+?YC6wDOhwMpIp@O^^IimZZ7N^ zRYnLiw*DLW7-q)vsbCgla3NCp5d51Q8)A5qMX`$opyB3J$JW0W1xjPu@s2f*boWR{ zM}O*p`_f5R=SN!)9@@&bsXd|ON1)*XX+tXJH(OwLCh*51q*}OT>F{g}zo)cyXy|jN zm~6DKq~V6Hf{ZOb@^P+&%{@=<s+nCad%JG^* zMq(UZQc82;u|$0@u}dvybyH%hVN=6pw&r^Mlq-h2CU(y4q(Pfd!Tz=Cj+$LhuXZOq zCliz&zGUfd_UxaB>WUbVVH!!|*Efn!l!yX9uClJ{6&n$9p1oDg49|(KFKPpQeD?y@ zIzKu4Z1jQE8xx}Sc;DmC$dEOChBB8>(qd4t>hhYVug?}~K!7~2H6f+dD>4GE^lAg- z4PUzVQaCcYgCrEGDSqG3^~RWZW23uuMbKif$Q)zHQVD*5Lax4%a{HI7@=2S3PGEkC{^RS57OT zjv_Cn-hHd?IVt7X>T04jFdSSr=IiM4&fT{7t5Flj+Lv{!nN4YRJ$Q52?08JxE_G-p zw?*%(OLqJ@170wx7T9^*^Xdyu+XfoXv|B?2;i(2dM(|_(9F^N*y6ZRr{tJHRa4xTo zeEW;~g2o3?W(1}ARfr9U3&L*scQOXTSlH*oe!@_F5tw=NK|R^&*!!(T0LsQ@tk2E8 z-#zc-wWR~CCwAuBO4cG?bUxMxr46l`ev35HNSnl*0j)usozAY+W(m5{hi$LX28~`% z?NlNA47liW4llj4{_#N5RX}3!n90r=^Cm&$9Us#vPG-bWdDTrS?wC=xRun_Z`udbj zHQga`p-`)k+z=AqKt4OSVP7%02^fXHH)4H$RV+IhG{SfXJ3fAli6bt8*FFMo~Ghe)mPiW#16}qwQnMZpy*CSI>l{`}SSh&cEL);&KF#5&;jln{AN75|vuor<{7}D! zYhA6!Hrt1bW{;)uYTV29y`2R@Q8AE^*4 z^QPz7M{1k_(wJ;-sG6e78yC)k>td&JMeS#a-3XUE6$0hDr9`X+hoLxKeeD4PCC#2B zuY);HX}!wB=Dn55X6G3lb?mdw#hX{74eu=8_0Af$!e0wE*K0NJ<=}%V9Q*1g5Lr!? z(Qbn`boL5_0QdASYJLD>$#Lvtg@@?ZrRt$b$AeAZvFFU+!m+cRI4`A2Wj93WoTR@* zbheaW0lW`&;}Z=@-K(WS7(7MQbWwV4CanCag;rX{C=t6r?kz|bSD<(L&jR{ zsaL)I;-#F@m8I*bga&TF-j6=LP%nxX{3-!zU5^A$*Ai?!EWA>`vH6m@&Ug`>Eivy- zLTpyoUjBVav~Y@Z|8_RI#{ZliW#-))Aqifb-bTSB^ z+%^IbIY468{(H#s4s>VYd<5+mJv@i$IUZ#j`OxV6K0~PY+h^5_yh0g-{$-P^DFY>B znxFkXt`gDyi7t{b)WhRN|EJ>jeHKQ=^_5I*%#DVbVoF|7XU$vJP zH$D9c=vF@3TUFs_t`Z=9a1oLty{HzK8~U56`9NQfPd+IJ3n(P9L`ofn_T4$5vn0L- zmr5Ea(Z?xsld(z>?Uzf>R{VZEfjtyr%4_Q>OJIJaCk<~C_hmdS|60>lHn88=DfTw} zIG~-Pi|WiVzLxT<$p!0lR?ORyS9_9SBh#T;YJ(Zqnnj7jlZj+9 zzye5sNbbC_?j(P+ZT$skoWX68g#jtK@3*YB8v3bmoSt`&iXDD?13yvT(=cps7Ect!dx5yUnXImn z*rIm9;9}&}{g$ZeBbYg;Fl7E?!k&c-Qm+J9U`H}D{`;2$-_>m0vT=Z3$&0Mxh@q4W z_zG@b(ZWiF?UE#s=#ycTw-WsMXe|phK=*z6<1(5+8UD2VmbZA$nfpgy$JZp7^mOM( zH230x$z7&j{3u;&9aLBJ^N}45+n5)NB)^}Pdh=QvCA?X%FCA+cS=VoP5K$kJDHVGJ z|3`aIp$<^$&OZB?|1{NRdWnlp{QY6xm4rSHZ<Mil{Tw7Ryst&9;`@QBl-kKJOww^{T?oI(8otwBI{wg1kJ zR7K32d@Ji)(G`7^kDF^9uOkR81p(~a4Q1fX+;pjqL&1+6UQYH2WUXGj){Y?@*l5TK z-ko}6X&;9E#gt^A>kk)oj{&%hGoOLkX6Jn=c2sq=HK{l8Ye!is!6&s=UFK&#Re-sf@@ZKxtx3en84g~#?2+Sb$1JYzz{l2q*l)yB(4WVOZ|Gb9 zQN(t)a``uG+9zQAjYN774I}fDS_uY|5k53;%DEq|aO2Z;?vc0j$Pp}Em1MS4G*mwg zb3!TF+m0Zd;<+tm-lU;?&4B$rroAz>2NR+#nf&tM$ju!Tt-dQ3VA6&wG$v+x33e-7 zmt^>Ahr`EamsY@c{#SZ>d!wPZPIPW&YG2qsF}GU)a|B^H;D|*MZlx(3K^i9gZaM1d zWgu~N2I$!J>x$54*c&WG<9nOOF`3Vz957vUK=%SA)qt>tMi2vu8rgKw%m9fiIPrjP zj2OXMvZw(6U;Em|jTfeV9L#26OR(w+_!w^Hdl%&1P9QtIRx;L4&~$`qwK6yVwBN&c z&(uX7tlCAU-(xKkaf?mz!iNhk+#b+K$&+{X$zg#N zflO`k2yY1rh#-}6nS#gy0wUi0<+FY-p4IfimDq&05wo~wHZFdGUCwG}Jib)B#D|0H#+d{U@aqs&n7@6QhL69{a#wbHNLRBbqL4HPZ(uYbH<$!g?84B+?JU5Em+ zPzh1;-7ZP2s(Yp}Kfap%gO79#bhfGet4{Nnd`p{o4Xa|YAh(vtx-<>&>Lk~qJI+i! z-$4Xa#Nf1lu11o1#{mM$p+>w&Aj#~ zPvCN<(fn^l9#}CBiuID$pKwgv9tqr>s#&~i4~~xgDJ*Kde&;)~ z4TuGsJPY_hf=k;rveDW?B^mS*71e9d^?CG5DZ`8{-=p`{@JV8UlAQZB1_u`5nbtHm9-?w?Kn(RJ zURVr|KmG?OeAsr)xWH{7K;#olSfcCj)^%qB49rMj6c8Y3TJfR@x`xtk41Hn>w}bx^ zQ2@(4x!KOM0_vI!TijTHk#ERJgGH}r`e;)6dYBbxvKh)?&svcZ*7AYs73%*Clb_D^`9DHtfzavhd1n`~7qU+NU9>g$bH7r$2s%Npm-ZLiC zC!7yM&lAc~LP;GxOqyq4*0oIeXa{nTh)i{~>9AAUO8AQEmj8nkNT)>|EYW~`GNW(q zk?RPO)IcfQN|4uXOPx&z%?6|%nu(&F493wfl0&w_L3@AC zo2~4G$F;27Zu)>oHgn#vZYH%NCj1U)72M4epigDBIJPC-TB&=u84lnC! zYHGNb&ZGD!DEFx`2V-H)`A?oV*<9|tXDW)($gm9%;p{aU8d6I0!jQ9R5_Aiqjzhm( zCeLanT#Q-VyBgx7X3j#7`96gCso!UTKp|D}23Pt!V2aB%4-BVc!gd zLKfbhro5qiM&?n;Jy^G#i$F1}1<+0bbx~Man!cr_#q3avR2=_Dp$9!`@NSD5uqwE< z%koJXx;ff_E)qyxr+Bi!WD~jC=yq)sQ#4U2-Gg?uJP7mo)~A?cN7SH7>j_Y@#w>a> z|8VoWwCJ+M$;3&Zzc>oeFE~1>f3P7Ml@;0ctR9Mraoa~H#pTAugxsb`sMrvD8mccYm6S)kk@_47@hA;(nccBn227ygU{|=xfO_aGfkE`?=_&U(P-%+?Obr{@ zo&GMKXAj^kTV6m||3?bBlzXe}Cl}TciP6Gfy^;5?7~CKE(DvQ1Gs8Ii#l1uh=uhke za)Lx9xFc|g`;f|^$p!{dGlWknVGsQkrRoQG$$x#cn$o)&CqZ-&4CqqWIA9;mTUque zZ=WvS&bPR;J)UNCnFFnIny*&Q0sFEa3W5!oeci$)-N8^&antK}s zD7>Rn&JMl^L82uI7x?yWUbhL8B3lU6FQM8%V?oCo<#nOrtw)~G{F)D)Eo-aKLkU&E z57B*YKC$>9zJZCYS{gIC7(yiTY#hC4OnCjV9-3l4E`2b zi{H)*raSJutJ*>kA5MOM&jSovTlsqo44pzo!U_ukrY|*(&m~d|;m`;>bklk-PcG0> zQc=YM<5|f7=$c_O=Ql4L>S0#AF`c#4yO6nr0{$vL7NI`PfA8Ec?!)|7D(1n&<>vNr z+TaC?;Y)sA))#M&vg^p)QEJ@UR*8RWyZC}$>CGNL=9pEju3!z|o;V%KL!$E3(DRVZ zA8s$ggC0bjF`^?PV9vpJG(ex2B;eR#>Bdfz%$kMtsxp3j6Wr}dQn#gp+uOgtMg!fU z3Q9|{oSJAB78ZEFd;nNPN-OhG)bbAj>pjjodLrro`)P5`k(Q)TD1kn1&=Ee%WN_J1 zxd-Py!LgBKUAVVbUXhs*UE~`Ez4M?9vURvtCT+}tI2o4wN1AFQxAihbbgIPC@37O9 z4ssZVYR61C9A#>;jr{ESlpK1pW~?R~vhBOMxoJLCtdbURjh$%4t5N{-eYy+L`GP|9 zD1y1^R%^m-B+1w~bIdQ6rdd`NhDpeZzS_k{C&5hJIbF0+KqWfiH?zZg>#?YZkxO$; zJR3py(08lGx>~1eaLwOEnNklGab3-*iXZK} zj0!X)YU>8_=r4~ekkO2Ea;^ymbW2CuUNV5)7$KW|+~Y4L6G}fU{Mok;Fg>|(>+kP3 zY<2+`78TXnPP5KC2r~1(`X|UkAJFB+$YhbG<0hh{WymRP!4v%P?z-mE-GsibW@J2| z1;1?t-VKPYR=~&OFKsxhe)dz+M!o$?o)uSlK@aFql2o(FKDeJ@6%p@PXP$ZXY^x2A zjJW<5nv+Rk4tTuTrsNCLC&go)@m7yQPmPU^y}Al>Mote!QeLm_T`#E#O%dPF+?h?{NXqtt%TKaB(z=;-P*m=twcTaT|Ge(m z#--pk2dYh6T1@7DzQa{a#A~-`hSFYyB39MEMzD#t#_4sq~BUu~|T z>#AQ4pZIuYFY59t6DM@~if(WVVEGa+tHV-ISzJ(5lcZo%vhi0M1BL{VMt=xj*L>z_J8`_wQsA7|1aL%ee)J*qNSND5u5jL zU^8ED`#QrbH6^76P(7PkvMvJe5j07Fj6Zuc00N=-=MUspX9lcNc(x_>Cl3Al*Pd>J z85rXTmvS65*)^-6QSHcRV%Ggu0!hGqKcH72XVIpIUX>-?>Y;4tn!4~2ph-WfgZtKe zU!Sz(=OZDV00`}Uw*W-F?8w+i=esIlM*rcjG?#?WOAK@gicD-QB>9tHSnID(^gWd< zG;`tWmu~!<06JuSq9yl%ntT2E%=jWgzneN{d1A8kqVBKH$f2Hj_R}meBb27iFz(g9 zwBJRD2PwwUJ5UG`?S8yc1>TRR$L0Kx_6gTP`Or5YD-ZSuOZCu@?#}#mQT#7cp4SG4!tCmk9hlbs zhuG?g=WD)_fiJfma;DfAM8ak#eJT0&p}wiR$emy)H{HFNUxGK9Z&v(JS?~st zG7qMO!3Q&}1Wd?<_ZY=xNnm=Rpcoyhvu}dnKMqOHk2*9RED|8b+O7BqLMQW}4Bc)n>=nPj1)+SBuMW zR2Ih6aXX-AHj_yMh4~p2S@7`=OzhQ$6HF8qFwZ|X7n8`B^Yr|e4w8)o-c_zpMu0mT z&MzHB{eoMChGvI`V_fE8+xpv4DW$(eZOO0Pd-2nU60({oOD}6yFG0#CkaJEOG9mj7 z1F%Z~O&%5p?2-y!RCStwA&@~G#hhz)E6<9DUaJ0Hs`PART(m|Xbj@ly#3g2vfuZc* zpHoajreE!G3phNnB;trloVPJO#)gLS>D^)eMh1)JYv~XR0%!9QEkQ-zSl!dT^jjfls!v~91Cc1D3h^CKu z6~v>oh1%)^I!pB^zQ!Ptf5G@wIWM~AESU>b{MX4OpS9}bx-2%WzqXr?#@y5k}lv&Rp*Omrf*5Pc#Z*9LGugwx!YN!){U&!qEhV$-npGgf7(H6Flg zm;h6Hl`P*q$_9ARO_Z_}DyC7xSHWz9U}_R36!&W~Btg-G7?Ej0I_H@7kPk0O8>BQL zai(N7ZKwhW7N~;Kb4Vq9KG;wm6S!GJ1~YLI;oy(!fTMU&kEfnc2ul(5S9)eOG_~z= zRpAjVza%B*nZhxo&LsH~Nqf<0ns}AgLHSd;!ytmN5dD^w8F`!;VCX|zIEW`|{S0b= zbeyJM8vG@-wJ15A5919i|;dhw2)e11BVxk5Vup% z|F2MY0yy(8C?5fIW0xDq57`d${t(?A4YyuG*I2YvmrZk+EPnBJ$qYEGiEfVM-Ri=> zyfS()?ZDRs3qM5HEp?w|5kl(!$xA={1PJp%D%vOmfI>X!5pVhI-4FlJc11R+RiCZo zrW|pFOttBvCZuDF&h2iu+X+Xy_p!R%)W(U=z@gol86qmWzS zm2HG6;4H5jboZm7_2{8)y1D8I;|u#r69u}P5^c$2938jzEhJhSA*%`00gvz*GeD1- z<8IKs3tVIWw<^PbJW4;>ed~SvbHZlWAu`Z@xzw}KZ)MEZMyO;S#r+WzNl=_NMnHj* zR&inopEeT1AYALxv#gTx{TILLnBbz949v-Bm!D~<8iAeC1H1#q(@_oy?GC#;D#Ic2 zxhPyChn#SJe%eVJc4|6FzV z;j(@T%ZC`qB#T{ypdG6w^ojnnq&`=U(SSGrXXTOUH{m04Gt8hy1N@tdyjfBUeGk~! z)BGFbu=wQe%C{TUB~c}Xqm{>Q?cXkOn!|k($-xnn06{_Q0vs65`xuBhFf3U^Vw?fd zgD~?WVMVjAsb=h$V9$Gm2?zoV9oau#~&b0KCnN2&)w_6vHIOp{e3Z{ z0kaAhT&$BDq9$pfau9{&Sru!ngu9$!HKPj!Ng0f_+%%-%3ZaO+8@7a6;4 zL5|{0sh&Eb!fC#1t*fOt>^^*H8#{& z!^Y*EPa!_h&A`GR4Ebps!&V|uy4v?N040~zWV%rSP(*K20Y4VHwPrzLJhAjCk;T?&=(c zDBnGs<70gIEVlGX9oTga2o5qqcafi<{c8&xP}xT*cV*bb4?=J$A$Srw@F#KCASG%h zjXqyY`s$(ObwD%j5!&VwrWsM-YYi~qxK79rqz|qy`5^eYdQ11Sn=yRzOFo8mmmIVd z0CS8RK@5q}1{M>P1gErqjwhi-ff~xKKRnPg@DtfN_+Q4ku{-Ap8Hv9#R2R{wkb#)3Eo4M1>-z>9CF&Tu98ozmI4UQgZ!sksX_BkC5)s=)$pCVc6kUQ%7ao z*eO27z#O|Da`De=qLb0%;*-$?Td0NXkBd7f`NZUbCj_!nrR1Jf69{BeLAMpI+v0HNkt&16t3Nm_qO*J2F~58bWD z`Ezoc$k+*7MF{(!qdlW+08l1UiaKRJ2%O6o)-*i%GJLg<vwF~gj!S9B&$UDR zh761MKIY?3?C$kU|Gx5tvv(kWYWAsRHjiJ4MOSl*fe{iAy%mxy1Hd-I_@AUB-2XZb z2fdfKZ6cOvT6<H|2Hy%?5lMo5n7|6kgS`H~PA_#-_Ph)S@K+*~tNGG0oG%nT=qI3b84m?{ zj!Qw%X<5R54Caix0t#-prX+(dcFs=7zwZI@mP*XCTSjvLve2i@B9D;(ZVyO|S=ilPA{z4mC22o;Iq7KX zxcI-AIr=S1p_r9R#X~@~^xC8kPMu?@U@y!OZgKQ8qlNfRZ8ShJYN) z2Pw;#*4-rrEsBMx-(41HDDpHIbbr%9h7gCGXN72{PQ>DeJ>evwkq%IHOVq?XSB%~u zY5$-0t~?yd_HB=SX^_gkXNf{+vF~ITp(es)Fv`BfjIq;@NKz;nN~@A&H+Hf_M2lt2 zFqW(nlYRf))BC>P@gCpz$9Ejx-{1T*&oRsM-0O8+_jR84dFLCr@fNf!RR<`GPEk1O z_C^X&2a%lAt46~o!pbCu%-NE-eGvZUpURODHnVe)Nv^Iv6`25D z@D}El*eWnckh)77<;k)t*_$BFT9RNo6j%BQ6OA$&LwT>?ZnZjdGh5`$a70&0W zTWvAx;o|MNd`b#hJ>X7u-!3Go1uyY_fil`jeqHitY0|HI@xy`3I)5^rQRcXjDLosg zo_~i5%PFzJuzD5?55JC)C9^6;zGEKb0K4^DGaTOvtg#)fe4P;$&r$S~0VL9_!MwywI%#L^McULRbl& z#Np!_`z}*nt&C3a^Lm#Ycn+QHV~0h-gJA5(or!!JGiJ}1>BXT9PxArloj^u?G}&QA zK$FMgZe$-3m2&==ga~+AjgSMX4iXSnZU#JacS)w86wFIBR+p9Mvl5kFIJtDx_ckrU z1i-K2$#l%b-m&y5|?3q{|nWtY9x*B5YLU6cr?gV@@ z{aX6$ATc0+lww`M*CNHVw`syE5ev_DS>=vy3S{p#02Z6yD;p^eG17q|3Em}jWGPR= zp;XRxZzf8r=@aweD8xB0LF=lX6})p%DcwDAJhCYS0fiTGaz)m^1k_;kZz)pvyaFwW zCwpSPUVd9oL_LV{WbG3DS>NGjR}+lR+Xvp_H@zw4DDhjSfI*oN0TuSbL4w=z^Xu5B zuiQY%x;^b9ql%jQlApn9GJc(GgSqwn^rHj|;m2cy*u5aU67@86?@HwAcdzT$=OX-C zupIo_;Y;O>K&vBQB31QiRTV!-<~4zQM;Y|N3;?&?_-z@xBR+ttVfE>Hze@MADj(R+ zS#O>SlxPz63{i6luF_7rk45_OMYjeD-+L<=P*HRQ>=)4Xv%6lL(A-H2`Pv%uO^P+X zKCuGuz=IQ)Xwu2A-o0yU;nLNbtcY6985Nh2d10YqNJ|{l!BfcJUfZdmmc$*MoJ!m~ z@6jQDwx@}ixVX5a>EgG4;U!pC&Vc0z?y&gnE$4t?=kM=3N@~g%721xlKHe{`2_`ut zpwyiz*IHU(!v3$%g`*PuwwHLos8}zd|4~sx-<{S&4YY5%rqmwf*9!9~(j4@r59+a_ z%W{j;f;MpP?grn3VqG#mmivc|R0YCHJvkt>9J8Sxa*H8UqYM8say14lU%3s9F_DdiENDk#)UJ^Z4tip73d7rVB zuiHTFLs6Y;6-%=7jj4|J%ux~_;Rqf}rRAdwqAc=Hs|me1+C>MYBmI*Ojvv;r;$JsO z)7?{h^ytwNNJ9yVunW-F2>yz_=o}v>ZqwYy0CJ8A`~@va!T=HL5&iMA>9ZZ)gK5T+KSR*~H4nHvt?3 zLnQfCGR$P>i@ar|yW1Kd`&K0R>0-V8&se8f%%+tj`dg^1=n2Qx17KUtF|OdJ#(k>i z00H*;8xzOi)OXu`PNiLU94{TX?yR7_SL+-&7D7OaneaSj#>fjGUWJ{0+U+tlwJGUq zyd-;c1c!@8Hr-L~eIL2#_*<3&soxV-#qzckSKUtYuOMvS=o~CTPyyi0^=j3&pjK>d zV{dyAvHpvQ`uPwEFe9-LoyDMPn%WMR&IV+nJD~Q&$W$-w9<|aQ%{wLgH7=)m`I{`ab4&& z4(;$S@uDmFEZQ^N@U#IJjIZgyagwZ@+|`S390t}s${jD8ncY&Pa;<6117^UYD(NLI z+&l|*D>Sa2#T_WYM6PLEQT!V~U0lWr`89H=j(pi%2U`AaAmN;S#+z3ZvrytP{XqWm z2gc&MHNguPF2GA*wRhqH$53Lclt9V7xfG!wC&y-NZ2YRI=)13&va+(N`5aonyYBn< z?@fM{VQaV%0K`{O+l27GSq~rHGRu%5Qz}Pape5+UXAU294dYnz94@=o(b?Iwx4VrY z%E-ttSB^&E{gi3XFcK?8_MY__H8V5AO0yc4`w=xDBG0)XV_(nf8l%zbC|rBpI*CwC z{3k2Tc}?}9rP4!7;xO3ZaZgG@2FqK`#;Bhc)7sWH{to|3MFR>Eu~;g+zSOe_(qCY$ zlH~ux0$;ZEN}SahtY9Al1h<-CeWgQB(}r?cos4B=|M|P%&g6wDIgU^{mAFKvQbL#Z-^XJoD2NfEg-BG0Qvm+ zbJf<|8J)vVFVxwKXc~HZv9$V z!?p-RBM_SyS{N!7=w0?9)uOw}0UP2$`=`DkHh<>$uZ5Ew92_=f!}kNXR<7|12nfp2pPm}1RnH7@In<9QqcH<4K4*p6(!|mPPI<1>sNDQ-qHVwH0X9Sq#pAV@ zgDN#(D2(v`F5(icN6GJbSdkp`+z2$cvR!Qau_+YYc(0$t^)D?Oc`KAFFD zsS~6{0-$3`Zp>c@kvl3Ps zXP`+T{N_z97GXKF)}IEjLBjquvogHAyluk-0$wXGC#NeYIJlg%uXuOvQiB@=78n?q zHSJ$ZJ;y65+Vj{NnO7|4H$9oRzk_6s5z&dL>RJZ!L3|k=)x9nSm|xY2X7^g>=I8NR zy2u{kv*9aV&f}{{l5m$r*rVIY$t#?v#%O(I6Gj20BEr+8X@$BIt{0~l9DEAE@V3s* zz9F)7a(}UL7S4)>{acx>8-hlo`A>O5?`34*wHn|}^fYA|KvH73j;wl|0lrL1Noj4p zb@;C@tF9<65b*#rw|;b*Ej>M*=;CzoB6fV-P1|72iB=|>bQ);a!ouTq&Cu`=m+NUg z76vsy$%ob5!$acOF&0pH+AItGHF7P)l&+wthy&O`Q!}&KwNi^-AdmQ?QeR*OblM}~ z+vFhY@Zj1qjUP=0wN zw_RsrJ!RWJJb(W24T3vm+TGRB(NW2*HOa4cJ*-xklSNDPybUhQ@XR*^8$|M4O5@4s zO^fbFXAY3bWVN74Rvc>l54P)6;nM^rU&w9E>@Voo3K}QbW<{jM1&7ML`F{4~YUcYc zFE6L(!GVCre(CMJ?Sy#0Iz%_pjg%H><)Vu1FgC%u_j`XNAjZg zs@LdPBs5Nz8&6A1)D@gRl=@!+UKNz$>ouy1H&%a*Hn>(s&U6m6_j#7;A7uPCFc7wV z+1XhHBCeq^Jip6-RkmG4L&I?y!94>S1sh&#WNU;%p=fRKe6>0&H#Zf`HI^y#OFoU0 zt0v$RSrhijy3R)mvsM0}b?pD3=`3c$op@=1DPgRUoxsQ05kr6MV85*Pf!vjTl zK9P};aq1b2e)I8yg|#&&DQeqSP56#t7nExfH8nZ85>BFOrM-PCPhnU?fMG{soJYSr z_V?3IvuVQt3*-qnQEQZPM?@35vlC(Y=(O2>KE2KP_Q0VJ9%>OAN;J)>%`5+woRZqq zuxybBtQ#vUD_}i?r-KU%-9Y@@@##}@wlYE^?`80Z2~_nJ#fS}ZqBAafIydZYcJ|;V zPDoJD#>IuR4VE>4(+uNe;Sybl=$Q&4yY6rCdG_K`!C7gpwM-4buq<=}2T_9T#pP=) zmKjVx51px%a=)A6M3=4f!&dbwWw?BSgjw`}3^H(OHG;E5y7quPR%KV{fODA0_RnJP z&U?}e50SX5t`SrwLMf69vo?gh91)>)*f@P^YHIVhFMm(Y1nlC)w&s?Wq5E=ngTS}J z^!4fRdt37l#aS1+PByGe5tOcAFq)uQJpoT{;r7XTIB=tG>!Z=S42>kzM5-d8U%fM% zK=A|^E`my>`hfQZaB9{9U&96yLnAn{>}xdUV3w9pAyq$N0vO|( zQ9EjQN(F(xJ<#Xt3oGVYAp|;DzG1bz!E#R$mc312e zNU0zbJ}X@jN^x8(&D%|(g9G;+Ha-0e6eOh&t!`te{l~v(n(INC^V<_aG*U4?>*fzk zU&{2RVsY1}PlB0ZJ|tn2Hhuzd&lcw9a}mz&?oycD)qzN!dRIAldH2IImNQzsyti*^ zQ(F%cD++=?w15s7TABT-Ia=K5?$)qN@yGjo{rZs&kph;Qm*gcS3zo})4kz*6PqO=~ z_Mnf+JeCI&6sMi9Uq9~D5CzB~vHS0beCnbUfoP&q+f1$St0$rsf2MppOn3KYYccSy zPs+-UP$(2rQ&YVQ7w+{*Fv&YO*xK7ORuWQylr5l(78t6011D|u_4mhhcXx|sO)Y!| zp-1my^>{3n+1=f}(X*6e;|5Tc)QuA6Ok@BNKat&y)5K6c6T~dC3JS(x7`q`5cqpG# zyvg+QvtU#`L()iZf1;`gtjv?c|6Bsn_g|q_FUUjvxniXX03tpu{9={RF$9|u{#>;p zK|c4-Rl)`oaOD5`TizeEhxU{4Q~$dE|KIdat0n#4+H`YY_7iv9`}L7L2zZ$pTN}MI HfXDp@V^HB2 literal 0 HcmV?d00001 diff --git a/tests/visualize/visualize_test.py b/tests/visualize/visualize_test.py index 1c8bd0b3a..11d95a764 100644 --- a/tests/visualize/visualize_test.py +++ b/tests/visualize/visualize_test.py @@ -16,6 +16,7 @@ import matplotlib.pyplot as plt import numpy as np import pytest +import shapely from matplotlib.testing.decorators import image_comparison from ribs.archives import CVTArchive, GridArchive, SlidingBoundariesArchive @@ -673,6 +674,99 @@ def test_cvt_archive_heatmap_voronoi_style(cvt_archive): cvt_archive_heatmap(cvt_archive, lw=3.0, ec="grey") +# +# cvt_archive_heatmap clip tests +# + + +@image_comparison(baseline_images=["cvt_archive_heatmap_noclip"], + remove_text=False, + extensions=["png"], + tol=CVT_IMAGE_TOLERANCE) +def test_cvt_archive_heatmap_noclip(cvt_archive): + plt.figure(figsize=(8, 6)) + cvt_archive_heatmap(cvt_archive, clip=False) + plt.xlim(-1.5, 1.5) + plt.ylim(-1.5, 1.5) + + +@image_comparison(baseline_images=["cvt_archive_heatmap_clip"], + remove_text=False, + extensions=["png"], + tol=CVT_IMAGE_TOLERANCE) +def test_cvt_archive_heatmap_clip(cvt_archive): + plt.figure(figsize=(8, 6)) + cvt_archive_heatmap(cvt_archive, clip=True) + plt.xlim(-1.5, 1.5) + plt.ylim(-1.5, 1.5) + + +@image_comparison(baseline_images=["cvt_archive_heatmap_clip_polygon"], + remove_text=False, + extensions=["png"], + tol=CVT_IMAGE_TOLERANCE) +def test_cvt_archive_heatmap_clip_polygon(cvt_archive): + plt.figure(figsize=(8, 6)) + cvt_archive_heatmap( + cvt_archive, + clip=shapely.Polygon(shell=np.array([ + [-0.75, -0.375], + [-0.75, 0.375], + [-0.375, 0.75], + [0.375, 0.75], + [0.75, 0.375], + [0.75, -0.375], + [0.375, -0.75], + [-0.375, -0.75], + ]),), + ) + plt.xlim(-1.5, 1.5) + plt.ylim(-1.5, 1.5) + + +@image_comparison( + baseline_images=["cvt_archive_heatmap_clip_polygon_with_hole"], + remove_text=False, + extensions=["png"], + tol=CVT_IMAGE_TOLERANCE) +def test_cvt_archive_heatmap_clip_polygon_with_hole(cvt_archive): + """This test will force some cells to be split in two.""" + plt.figure(figsize=(8, 6)) + cvt_archive_heatmap( + cvt_archive, + clip=shapely.Polygon( + shell=np.array([ + [-0.75, -0.375], + [-0.75, 0.375], + [-0.375, 0.75], + [0.375, 0.75], + [0.75, 0.375], + [0.75, -0.375], + [0.375, -0.75], + [-0.375, -0.75], + ]), + holes=[ + # Two holes that split some cells into two parts, and some cells + # into three parts. + np.array([ + [-0.5, 0], + [-0.5, 0.05], + [0.5, 0.05], + [0.5, 0], + ]), + np.array([ + [-0.5, 0.125], + [-0.5, 0.175], + [0.5, 0.175], + [0.5, 0.125], + ]), + ], + ), + ) + plt.xlim(-1.5, 1.5) + plt.ylim(-1.5, 1.5) + + # # Parallel coordinate plot test #