From 085662f638d1a288574e81f68045975c594ee23d 2015-05-26 22:06:40 From: Thomas Kluyver Date: 2015-05-26 22:06:40 Subject: [PATCH] Remove ipyparallel docs These now live in the ipyparallel repo There are a couple of dangling references from whatsnew entries (to parallel_overview and parallel_db). These will be fixed once the parallel docs are built and we can link to them with intersphinx. --- diff --git a/docs/source/index.rst b/docs/source/index.rst index 72fc197..4e3f07b 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -26,7 +26,6 @@ Contents install/index interactive/index notebook/index - parallel/index config/index development/index api/index diff --git a/docs/source/parallel/asyncresult.rst b/docs/source/parallel/asyncresult.rst deleted file mode 100644 index ed7c49a..0000000 --- a/docs/source/parallel/asyncresult.rst +++ /dev/null @@ -1,150 +0,0 @@ -.. _parallel_asyncresult: - -====================== -The AsyncResult object -====================== - -In non-blocking mode, :meth:`apply` submits the command to be executed and -then returns a :class:`~.AsyncResult` object immediately. The -AsyncResult object gives you a way of getting a result at a later -time through its :meth:`get` method, but it also collects metadata -on execution. - - -Beyond multiprocessing's AsyncResult -==================================== - -.. Note:: - - The :class:`~.AsyncResult` object provides a superset of the interface in - :py:class:`multiprocessing.pool.AsyncResult`. See the - `official Python documentation `_ - for more on the basics of this interface. - -Our AsyncResult objects add a number of convenient features for working with -parallel results, beyond what is provided by the original AsyncResult. - - -get_dict --------- - -First, is :meth:`.AsyncResult.get_dict`, which pulls results as a dictionary -keyed by engine_id, rather than a flat list. This is useful for quickly -coordinating or distributing information about all of the engines. - -As an example, here is a quick call that gives every engine a dict showing -the PID of every other engine: - -.. sourcecode:: ipython - - In [10]: ar = rc[:].apply_async(os.getpid) - In [11]: pids = ar.get_dict() - In [12]: rc[:]['pid_map'] = pids - -This trick is particularly useful when setting up inter-engine communication, -as in IPython's :file:`examples/parallel/interengine` examples. - - -Metadata -======== - -IPython.parallel tracks some metadata about the tasks, which is stored -in the :attr:`.Client.metadata` dict. The AsyncResult object gives you an -interface for this information as well, including timestamps stdout/err, -and engine IDs. - - -Timing ------- - -IPython tracks various timestamps as :py:class:`.datetime` objects, -and the AsyncResult object has a few properties that turn these into useful -times (in seconds as floats). - -For use while the tasks are still pending: - -* :attr:`ar.elapsed` is just the elapsed seconds since submission, for use - before the AsyncResult is complete. -* :attr:`ar.progress` is the number of tasks that have completed. Fractional progress - would be:: - - 1.0 * ar.progress / len(ar) - -* :meth:`AsyncResult.wait_interactive` will wait for the result to finish, but - print out status updates on progress and elapsed time while it waits. - -For use after the tasks are done: - -* :attr:`ar.serial_time` is the sum of the computation time of all of the tasks - done in parallel. -* :attr:`ar.wall_time` is the time between the first task submitted and last result - received. This is the actual cost of computation, including IPython overhead. - - -.. note:: - - wall_time is only precise if the Client is waiting for results when - the task finished, because the `received` timestamp is made when the result is - unpacked by the Client, triggered by the :meth:`~Client.spin` call. If you - are doing work in the Client, and not waiting/spinning, then `received` might - be artificially high. - -An often interesting metric is the time it actually cost to do the work in parallel -relative to the serial computation, and this can be given simply with - -.. sourcecode:: python - - speedup = ar.serial_time / ar.wall_time - - -Map results are iterable! -========================= - -When an AsyncResult object has multiple results (e.g. the :class:`~AsyncMapResult` -object), you can actually iterate through results themselves, and act on them as they arrive: - -.. literalinclude:: ../../../examples/Parallel Computing/itermapresult.py - :language: python - :lines: 20-67 - -That is to say, if you treat an AsyncMapResult as if it were a list of your actual -results, it should behave as you would expect, with the only difference being -that you can start iterating through the results before they have even been computed. - -This lets you do a dumb version of map/reduce with the builtin Python functions, -and the only difference between doing this locally and doing it remotely in parallel -is using the asynchronous view.map instead of the builtin map. - - -Here is a simple one-line RMS (root-mean-square) implemented with Python's builtin map/reduce. - -.. sourcecode:: ipython - - In [38]: X = np.linspace(0,100) - - In [39]: from math import sqrt - - In [40]: add = lambda a,b: a+b - - In [41]: sq = lambda x: x*x - - In [42]: sqrt(reduce(add, map(sq, X)) / len(X)) - Out[42]: 58.028845747399714 - - In [43]: sqrt(reduce(add, view.map(sq, X)) / len(X)) - Out[43]: 58.028845747399714 - -To break that down: - -1. ``map(sq, X)`` Compute the square of each element in the list (locally, or in parallel) -2. ``reduce(add, sqX) / len(X)`` compute the mean by summing over the list (or AsyncMapResult) - and dividing by the size -3. take the square root of the resulting number - -.. seealso:: - - When AsyncResult or the AsyncMapResult don't provide what you need (for instance, - handling individual results as they arrive, but with metadata), you can always - just split the original result's ``msg_ids`` attribute, and handle them as you like. - - For an example of this, see :file:`examples/parallel/customresult.py` diff --git a/docs/source/parallel/dag_dependencies.rst b/docs/source/parallel/dag_dependencies.rst deleted file mode 100644 index a94dd31..0000000 --- a/docs/source/parallel/dag_dependencies.rst +++ /dev/null @@ -1,177 +0,0 @@ -.. _dag_dependencies: - -================ -DAG Dependencies -================ - -Often, parallel workflow is described in terms of a `Directed Acyclic Graph -`_ or DAG. A popular library -for working with Graphs is NetworkX_. Here, we will walk through a demo mapping -a nx DAG to task dependencies. - -The full script that runs this demo can be found in -:file:`examples/parallel/dagdeps.py`. - -Why are DAGs good for task dependencies? ----------------------------------------- - -The 'G' in DAG is 'Graph'. A Graph is a collection of **nodes** and **edges** that connect -the nodes. For our purposes, each node would be a task, and each edge would be a -dependency. The 'D' in DAG stands for 'Directed'. This means that each edge has a -direction associated with it. So we can interpret the edge (a,b) as meaning that b depends -on a, whereas the edge (b,a) would mean a depends on b. The 'A' is 'Acyclic', meaning that -there must not be any closed loops in the graph. This is important for dependencies, -because if a loop were closed, then a task could ultimately depend on itself, and never be -able to run. If your workflow can be described as a DAG, then it is impossible for your -dependencies to cause a deadlock. - -A Sample DAG ------------- - -Here, we have a very simple 5-node DAG: - -.. figure:: figs/simpledag.* - :width: 600px - -With NetworkX, an arrow is just a fattened bit on the edge. Here, we can see that task 0 -depends on nothing, and can run immediately. 1 and 2 depend on 0; 3 depends on -1 and 2; and 4 depends only on 1. - -A possible sequence of events for this workflow: - -0. Task 0 can run right away -1. 0 finishes, so 1,2 can start -2. 1 finishes, 3 is still waiting on 2, but 4 can start right away -3. 2 finishes, and 3 can finally start - - -Further, taking failures into account, assuming all dependencies are run with the default -`success=True,failure=False`, the following cases would occur for each node's failure: - -0. fails: all other tasks fail as Impossible -1. 2 can still succeed, but 3,4 are unreachable -2. 3 becomes unreachable, but 4 is unaffected -3. and 4. are terminal, and can have no effect on other nodes - -The code to generate the simple DAG: - -.. sourcecode:: python - - import networkx as nx - - G = nx.DiGraph() - - # add 5 nodes, labeled 0-4: - map(G.add_node, range(5)) - # 1,2 depend on 0: - G.add_edge(0,1) - G.add_edge(0,2) - # 3 depends on 1,2 - G.add_edge(1,3) - G.add_edge(2,3) - # 4 depends on 1 - G.add_edge(1,4) - - # now draw the graph: - pos = { 0 : (0,0), 1 : (1,1), 2 : (-1,1), - 3 : (0,2), 4 : (2,2)} - nx.draw(G, pos, edge_color='r') - - -For demonstration purposes, we have a function that generates a random DAG with a given -number of nodes and edges. - -.. literalinclude:: ../../../examples/Parallel Computing/dagdeps.py - :language: python - :lines: 20-36 - -So first, we start with a graph of 32 nodes, with 128 edges: - -.. sourcecode:: ipython - - In [2]: G = random_dag(32,128) - -Now, we need to build our dict of jobs corresponding to the nodes on the graph: - -.. sourcecode:: ipython - - In [3]: jobs = {} - - # in reality, each job would presumably be different - # randomwait is just a function that sleeps for a random interval - In [4]: for node in G: - ...: jobs[node] = randomwait - -Once we have a dict of jobs matching the nodes on the graph, we can start submitting jobs, -and linking up the dependencies. Since we don't know a job's msg_id until it is submitted, -which is necessary for building dependencies, it is critical that we don't submit any jobs -before other jobs it may depend on. Fortunately, NetworkX provides a -:meth:`topological_sort` method which ensures exactly this. It presents an iterable, that -guarantees that when you arrive at a node, you have already visited all the nodes it -on which it depends: - -.. sourcecode:: ipython - - In [5]: rc = Client() - In [5]: view = rc.load_balanced_view() - - In [6]: results = {} - - In [7]: for node in nx.topological_sort(G): - ...: # get list of AsyncResult objects from nodes - ...: # leading into this one as dependencies - ...: deps = [ results[n] for n in G.predecessors(node) ] - ...: # submit and store AsyncResult object - ...: with view.temp_flags(after=deps, block=False): - ...: results[node] = view.apply(jobs[node]) - - -Now that we have submitted all the jobs, we can wait for the results: - -.. sourcecode:: ipython - - In [8]: view.wait(results.values()) - -Now, at least we know that all the jobs ran and did not fail (``r.get()`` would have -raised an error if a task failed). But we don't know that the ordering was properly -respected. For this, we can use the :attr:`metadata` attribute of each AsyncResult. - -These objects store a variety of metadata about each task, including various timestamps. -We can validate that the dependencies were respected by checking that each task was -started after all of its predecessors were completed: - -.. literalinclude:: ../../../examples/Parallel Computing/dagdeps.py - :language: python - :lines: 64-70 - -We can also validate the graph visually. By drawing the graph with each node's x-position -as its start time, all arrows must be pointing to the right if dependencies were respected. -For spreading, the y-position will be the runtime of the task, so long tasks -will be at the top, and quick, small tasks will be at the bottom. - -.. sourcecode:: ipython - - In [10]: from matplotlib.dates import date2num - - In [11]: from matplotlib.cm import gist_rainbow - - In [12]: pos = {}; colors = {} - - In [12]: for node in G: - ....: md = results[node].metadata - ....: start = date2num(md.started) - ....: runtime = date2num(md.completed) - start - ....: pos[node] = (start, runtime) - ....: colors[node] = md.engine_id - - In [13]: nx.draw(G, pos, node_list=colors.keys(), node_color=colors.values(), - ....: cmap=gist_rainbow) - -.. figure:: figs/dagdeps.* - :width: 600px - - Time started on x, runtime on y, and color-coded by engine-id (in this case there - were four engines). Edges denote dependencies. - - -.. _NetworkX: http://networkx.lanl.gov/ diff --git a/docs/source/parallel/figs/asian_call.pdf b/docs/source/parallel/figs/asian_call.pdf deleted file mode 100644 index 6d0bb701a9094e4792fa8aa5604852de92751f68..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@|2{=^m*Mu<079#0Jw!-Y2eP6QggfbX=XpB8eA}J)<6O~FokQjR-D8UjPAaFaZ=5Aw(}H%0}ED2doSo+=-54088Bi9w3v6 zBrgC>`3iv=k-QyEiDbYAyrZrOk|zd|0jSO~kgV$3shHbf5@W-?jU-ReF6OHiB*LtdH_%pqOZ3f$r02D_m8wB zaPO*q5U4)U$&H}u9SBNGp@_y}02C4diuE5>_&+#lx_N@Cf~zMeuR77u+X-Z$NAz+b zy8>|dKQj7~NkqaiNMKg8RoksSXpX^o%Q-IIUHzk9%l0z~6Pst~Cz!YbhX=1jX>*2m z%}(|od;81(#vA{86EA&AY`v-*`sbG2Er0F3H=y)kk#upFoxeYCSK%Bg51ur-`0)pC z$Pq7tY0t73)va9_o@Z^tMpfhc6haxlVp~Qv_8|J zslB-t%&}Emiq{A?F7u2?Uramx;>E2h&Zoiob!mrR)mz;;re(5b1H2$DRh7IHp&OEzu%DCNnNJ|anSPDHY5jixOQr*jkwwLa;naF$K zFxby}ayc?x5PwX+v92^Pzi%GI@B`Sn$*F%I(l`&;HNc;@wSKB1i63Wu~8{jsrw54u>*%-G0;3Lk7iPqh8Eeeo^nb}f=E z29-?hoDK}${@+t(BQy3hdQ^FN^+Uml!H#P<6W5o=)?f z4cn@X)dt@g_?TLm96{P>9Uqi^;A4U6`)Sa}g^Fink{+HNiLN~%KBk+{DOv6C&f+E> z;om%CjRElILUQ=Zc8QegL1@fU)Y7}%_DGqjw%OCkj;h@&aulVH6rd%OE(Z(Uj*g(? zhnloG&>odbmgKf&3q8-V?cgvHk{LH4VhU<97>9+~|fdb{Vq5z=c{^&{us7B7AK@t&~qGlYTf3%fUV zVQ-0b@-aan)$L91hUceP0u91yl@n&=~lqFQoAg(ta3+A>h2KF1AH@Yn1BjJI;#qD;^*bAmfvoF0edk1}s-cD7_UGE>v zKl;P#TJAT_@pmrc1%07YlC~1^h3u%qslVNRzfWt(IT9XxBKY^*wDm-4a!rK)v2%ND zCz=q_@y~cKqpG3|bwUK2nbCUJxDDM^UnJ6g^J%;>4e<7j!co;u%>Ei}n=e*1pzrbYIso zukY1^=bWQPhNmAYToUnqa^}VuIhkYDTs}JP>D~gd{fv{tT;XX zhCh7p_AbHIHwft8UDl~slJB^?O!|6>Xyx~zhh&ESPB_{w&J)sp1IExaRy2-Xk-s0- z5dQ1ur{a=DLQA!Jy4e@=x`Vbk9aBmd5=(v``1}j{y}z+_F!1M?B>%xCTXG%K*ZbEm&TRLUz3#(}{EVWrD4;>moy!rakz4p~0!+hW; z+)cj$i<|7Q7IoXa;{!(mVV_=}_n`CSCFAMrc%n>eTE}_@C1)MYml{}%uGdrtxc|Bq zT@Y5Oc=r7Tk|$0~YdS?%f6j`&r~7$^>Gah(lfY6|=OWgCsKSK&@nb#LLb5NxyQY}~ z>@%hl%5@{M>zuWRBEK-%7rOQNcVTFAT)dlt(BDhi@4ZaT{4 zUFHu8W2cd3xBN6QbNg`tQ^V_UVqeRT>ly*S*yoSf{i0O5wVL%$dHtt9fMa3kf039i zRzej1uPTVdR2jjHU?>=4lICgU)C;kyXZP`G(>&@Njbt8+u->jLa1Fp?82W5h zsne#j+cR?Q(RVdX;xA9;mU$iZJ2@6?dj0!6;{ii||KkczI{4={kqfs)x$u9>r5~@t z)d(=rP1gw<8mT{9AqRJ_9KHT>M}4Egwpd<`$T_sTF6_%)1doT2WO{O1qdCl$<;|CC z?aK%qz00RxgxsM!RWW<~RJYErAIF1ft}g{|A7t+q6t>z#!mTzh2>9P3qK!J()Zk3_ zTp+wfJGY&5%C@NYTk$ydOpd_0qH5Ke%oJ4I_EhqduA;0S`)!$qa$%O6exj4@nLzfz z>8lwP<Ccn~iuQ7yZexHW|2 zgER_!-dFYnyh3rkbY?L~rM+dK6t{!MUigT0#N;h?yl!_wevWrt%RIX>jcL_J(;#45 z?dz}`qdDT?PBj@Cf#hwIn-GR?kuY){WwePd3AA~CgQ?HSr|Au$+2jiMFAX=N#1EE9 zE33*tt-E!@UW)eTKOC{#J1<(Us(5}Xv(uz`p0{#mmvpIC7v~*m2)!}4!U95^NBCve z%W>I2LYg97DTje1Zy@7En(d{-M+1`$PBqHyMhtOYydc1_|3RkiIeqP91)bjqN5AK# zpvYlj2YnYqNX0wdbK97B0IQl_#=L`)Li@QDVznzs^;nBDLy4A2EiR&B{2YT~<@!~P z9|lsYqB7D|8OE$4UXd$ne+ueZeJG2XJwV`nbxJ=QT^!|HmEh>~FmS#}FE;x0LoTCB zp()HIY3E-IFpCsu>HAMLRoGyr_o?SDBBhcav`FlyjWKZC59uz8;5>=1FFRX5#)9W< zJVU&kDaCrsRrFqPLUiM^tjc`CVp5AJ%Q9=)kc{9*M-Qd*A^{4)_U3U>T(liKxpO_NW$!)A zjQ=fPK&$kglXT1Kj-VrtHe2oSH$2m7--22N0O$17vk*IrSl%#|*(+K%L+7o`tbpfJ zf;v8N@kSRS{7=5oX2n0ZvbKBE`aaLOeU^@IwvSLMXdm6(oH-Jz ze1JRH{^!c;g`nl%bb_}d%rv6 ztuH(Chl!u7Tdlc&v}`Mh#XU{Pa)vR% z<0oA4dz>>F752Sm6!Drwb(pid)!UT3o7s5VrySg*6L+Y{&Uxft6wL_qDsxPcQvKyF|)x^;sImyeF$ct-zq|0g?Pio#9 z6gew?YH7k^vlRX;iblEx82h%nP}rOl!Iia;*TYXeJ!RR-g1oBXmdL|AxHrK znP1h4;XRl1@V~d`x%vK-&L-pNy77k3RzimwGCP73`dxUrFys$_=DRK;&N<qPfpvK z&Kj{7=a(ejXz$(m`lGFW#!ZRgy(J^DJg*m4eh+nZDJ5b<%Qtb&RvSeG>hIF4Z+!2V zI-GUl?M~ZwG!q^{*(@e@KfKl2m=c?St5C^8QQjYqby zIe4_YcbVxI+0_ZvGx`fUZ~K;qmO8~hL8s&h!3G}>)O*}F<;Rbv4|(lj=xl^I$alQ$ z5re5;Z)?Uw!-6=LDcdf#)*8+p;;y_)DUai#MD+KWXkYy-R*Y0hq|d!>oEtCL9QLV0 z(TxV%OA!|26=j(;1}h+@5 z@V0I=hGtyQjnW{u+TtQ%sK3NfNRmr>2m|x-CA1D`cBX9>Ol$%oSyw zJFR~)^WyC8)8yqEF@3I_P-%Pf>k-u-JMIWnG^x1je5@3g@AV5d zl=0$w!oluTW42&mJUR6Yd4KW{vjW%cVXH5pa+&3y1TNtw!=^QR+T(7y?h9+R6rT{a zA21cu;Bqp!ZRK_DRrZ&w5(U1eeffdUeP>Ubj5%0d4`-G0mV)+4wI+A6AT$g0vvGl~ zVey%BK`9>tmuNk|`O0l#_^rMIAdu@`yNq?bK*QHf@O(Q-^IoQ*Ma6JxrF2g>v%S5m zZq^gd-McvhV;^*>j6AmKiOXEL)Mht(Po77J`A(#`G5wL#A$`m;-n-J4aGfV+jvU5c z6fi^pe0_5>>aF%^%Hxfb0xt=d+{AyLj_OL#M(?&ZII8!kR0 z#$08&vX8fOVlAVu`1$4Bj=w4(xyNt?gF@>Fk8q1-^>yF1Sy;{vS^7;^U}l=LiMh7g zt0PeB`Uj(X@oHe&R$$;`vR{%4$qvv?>2FXtr0EmA@32zRVXpKujk>Jm$=>g^G*uK> z8u+5$BOi6~MXNlG%2Uqz&d-q%c>0Z|*SNpW)4GSqIQ%xg=EFV(FEW1E_KsvRigP?Y zmOLA$TB~EmbKETFxZZ3@MOXamllj%2l`k$#?u(Do)e#j-3o|{iQYC3~VEl~+cbWFc z$&31^VJRiGB!|u`$;R`r>V&!D6&JMpp0)L5;iWVBz7$UBonW^T%P=05y!;WNC|>-{ z)*$pt<(}sw*YeGOWi1U|Nc}2Y-GBAfCreS|jQCfDiFf5!;&Nt}=@PD3D{f-Ft+vyc zzjHPcamNVEIVf7L)4XDkG3V_N$1h4t0NbZ}*t)t5~HcT_5RU zTKGLS5p1h1>beNq)JUlu7BYN#QjDG3o~QaigtNEPhX%&o=IxsERBIs=6S_1gNyvmVC_ zWFhK4n(klEk_pWft!jC%=+O#v9@R9rhJqKdu3BXNh)M3)52$=WwUwT`EfaJxXH7Qw z`3$+$ZVit4J6bdnb-5k_tZMUFs#-Hz+fQVZYY$B~+}x*M8BtiSygfjizPOr!`#A&j zm~JhLq7C!Y$ARM*FErN(yUM-YBI_@Cp0jtQ|{`FngMbud~@gdM|&ikaf%% z7)m@lg-!qsZz0 z1%9E$8=Y;HjE|vx^ZXW*#mpV5kIx~i9v(<|c%Zf1enPk;B+xYPVe$Un59d}Cn|=8r zdGCw3HbNIaUKa_xpQrIg!MVT6hCS6yD`jWusVTRo9V5CEQkE?r7J8HXreom+39%=SZ@8auMojeaO=|{ z@jJ#m0iWA!D{Ja5>mY3AHO@ZS`E;Tw<9k3l;`$T0pj7UB1C0g#klXZZmp^>&^T>$S zyn}ymQ1k@GKbZ8jKGT}Ltyo)|=S3~VAh&g=Zg1*B=Gn~dmmM>2)8_fZS7?#%Ptb1S zlr8_Ui^i@CzZ%NZsqSm8!pv31^trs{dB93B-{PSvZyM>CQc=^Az2d?J1Fv1@U_m=_ z^hGVCdc|&E6d>*9RXGGt4>W*Z&%JXsBj)AA-J+7ae$FW`+&bEu!@s#&A}=a5p+Aey z=#MYt$X6AQ+gvGSNe)%6#$DDif`^tmoXpMg4;Rkb^-hsrD??J`xPupDa-N^Y`M%}d z#~&C5X|X{YwM1>X2SluIMeZGMhOthd8Te){FQlN(`ev z)A+&dxiIdNwassplq>hc+&!=|xTDG8-47K_mw5c?leXxMRWk7X;jxt>3IM27dqpPpAJV|Z; z&aa`>jb}tWBRH=bPKj_30hGr4mkbj{G4r$2G@APaLrW|Xb$l24+)qDQ;kWBM0NHMC zy*EeGN9>di?weCCccJFfO1T0fUbwNc~ZWhLLx}QK4&a3R8gEP@h2SqD!NcyW<4ON;O_OBe(%^W=P zj42MztE%Q*)zvXA=m-8Ye1-K_tW>~pMG-Q zOR@-kHl|rC>KdsvY3eqRdYt^sTsz46z2Pj{EGeP3iS1q)WBqqV1dNzXGK$_)kEpsiJAR#z} zCAisXq~D!n7``vKGRs%=;B{Fv>0yY|Hv2;_y_6rTJ?Gc9R^cT4y1+A@XH@DrJS_oO zzPu5AmF#eaEtN*{{&lw4^rF5iF;OW=C40JOwggar6yci04F3 zJ?B4e&FP_}@F~|AQEkl6uJ3YUb`W9m?Kw!cyLGT#&816K+Tuq6&Cp1 z@zPX7&-rvoiwiRha_zKq^-DuZ@m(SBq~dJ*C-uZ#QRk)9zuxg%n%2f}jqU{mke&s64!OGS2bPD!0@Np1WL#oE+)LnDcgU?r%XHgW-OaI`a+g*-(UIt|U`uUqyhUO~&CVzeX z)rxw1k=2R5jwCl9vNs6~%hg#R1Hv)Tv8rz5)uR?f62X+<gFrRBz*wcsPRYwd zpz3bU&O{Q?i!%IV1Lk)C>gz*r1QQzufcg+gZr)A+3I{-gi6n0T>g@%xBnN<3WLFXq zymt2X1D^nAH-GTj7qkEx1A!9VTwFn!yxhRe7&HJ?0Werl0m}cbP$K{bDq{-ZKfy>JRX2L0&vh;P$Ia1C)~gVyyXFbdIE4bc+3lA4PK!DD9Fth8VEG{&vCFnpI(ZiDI;D~>-=vv14Skik6D1nDNnnLFK8zS)Jl6*Q#1xb%)37&3_Dqb$0L<)12RhcO={h`)B zdDaHNz+nF$0QtY3MZ$3a3Unk20|On6129Mo1doORSkU(fEE-IUFe;#7tM@7Ukzn6W zUBONt-2XoTi>I!5EQ*T9z!8wuJ!k+0@<4+jPN^f5duVXQ zfkvXNR6wBrH3Vg)8k@qKVxUz=P>qEK&rpqm{sX9yM&&~J0>iHPkD}Tiexv|;6(Hy} zpZ!Z}^#T-dl>`DwJw}y^VjYk(B@EWPkYX+LpA=A7I7RK%Sir#l7L|ge1``PAe{`cz zfm3Y_q25~~fXCqf1xg^S#=u6P+8U3e#>5{$jfX#h8Y^otu^uRLQLn+Xe*#r=7#g(u zS`2IgcpPFiF5u|D;GdZI2Pis$euq%kbwKs?>ixd}jbHUDWwrY^IsEyP##%myug%O- zvN?QhJeQit;cL^c)MO7|o0DBF2h>3b69_fQBUWcv*J=P_tzxMFh_!;L22lSTrHs)6 zh_z~E3Q+$M11V681!9dYrIsMpxLN>+HI@W``lGZ7r7j@Xm=OWw8Y4G=`ePPI$^$^I zG4ceEYmB@B47tA17zP zf#B!?5(c+WNqPUh11^J*36ug{$z&f{DD*!!WPF`vyohAUKg0?o5uG7m0zgAx|9-%X zj0WB44E&3uL@M=;*BTBE$6yf~aA@?#eQ2*j6$$0B3u%7zP{mVK5u*jKQKe;_&eGF$oq`#D;xX+yuB&OW;KPo1rz`M<(ohvQy*bC P9EU?fL`5|WH6i~6o!K`} diff --git a/docs/source/parallel/figs/asian_call.png b/docs/source/parallel/figs/asian_call.png deleted file mode 100644 index 0e5bac797affc96213363de297842fd809ad78c5..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@poX?j;b>;Y+=AKj7j5= zsvd^n$rwgwOk4|}+`Aa)41WkN${Gel_|J!UCIp_>IUhRif?+Ht(LdZHr8HX%BV!t> z2Mj#!54Cx^8ccL8j#$%u(l>gWO=7z>B;k_?`Yubnb` z)J=DrJi#Gw^O%|`=I*d7ns-;=_5-S+mg`Qa5Zr!gXq@<)|0m5LN0Yde7^gpW1bOiWAwI-6#WBhgs`r~mK!=YB3{||lXcRM;d z<q>F#S2{b>pJ;u$c?RglooYwmY`p4*^d z*cK_xs@uEji#^9&mlmc5pVuE1o$@uzF+IM^aUE>fJn`~K_o3d{& z_ALBUIN0#={OQK5HXimY;Edu=feb*&E*M7B5$QI2l)^jSIIh)SIgHfIN zD44PJug`HNg|6wJ6{bwhE_@JJ^NLo%D9+|R|KPwSNw0C6Y_lRmBh&N2j?l~P&-ddz z{_{_oK*k@_7NzYcyDEac7H57nCTnbD;!!kxeVM7g)OT(?O=&>`w*CvqdCm8`c-g#O zjM>Gz?OubsCWgN1KY8-R>sOq+>&ROU`_>odQf80q>*+nWuHk0dCaV)C=O!}JB62K) zZPxGm%k$q}oQp-qHquj>sdjDC>~v2=W4@Dx!ffBe6fYkPs|Z8-|NOncB|0`XQ}^LP zjY#N{3EH*o{TTi6($yRt?A5Ma(!bpO5ztRzJC3h=2Lu=PaRBALoL32 z;*&&;&HVI8;Z(c#M9b+2_JTJ1+>%s!ZV$>v!J`deK4Kd86nzV~Ress1EuScu;4>N( zQF8M2S`9tWpth&O`Fw>D_w5?{_U*H4E6j_$bxZ2Pk3)^H6Q8CSF^Zb=S_1W0c-eHZ zUW(?HeHYHW>V2plVd&@Q_e%d+c&2$tAuKt$rKRQ6u=tK0KcgZzIXH}l?6n+=M-EEa z)KW4HvqdH^e);m{o}{hb0iQ#4U_<;GOY^^!v}ayMjt~1Uorr7zGuGqsPqKJ-#dTZF{Q!(xO^LidEI^4E?n5(uK*^y$XJwL-4hGn_JAcJo_{`w*j_dtC8&d zc9H&;uiG)K_#hQ~{Bfk&(-fKni{+XXy_lW+orzXv^1|VG;-H?szLb5_&fcFt?Y=#? z9r#}GY@jJSbN_I$zS81!k1&tR?0EkcS?34nv=2sViG6u_zGu8rX;C-4=aI&(9pB3Q z{h#F9gULRLG0HVJQxD%JTpa=GG|`BZc4{}x=!s~3a{7wg#i2*)+@7kiVa-l{V_VzY zn$0e3OY3yccj_qJ+a`!%UFG(0TzcNP7jBVreRP?b%Vg-hcrh(-E%P>Gn(xFwqtwMA z<1nuMh8F${c`$qmxCp}t`Oy$?P7goa5=$SCf1hZ7GFsIu!W<(~3ZI#iC zbSzt#HWJ!OGjK?@4KaB9xz4oPKv**WBFvRa&yOl@)vO zt%j>F9NRKLREVr)Zz>(?Q^P(h&N*ZoKS`>sPc5At5N)pUJEZ5};P9$vJ?CE4su*$c z$(J$aUK(vh?&8yn)4zi6PrE)(@SD{TFP%}Rzd3@TPk ztGLDO{+dbVP~;*Q4q7BAI2i2ZVK~=*yM{-)_x4(aBD+%bofTqZ=nvojM`+~y!=xnF zo-i4^%5W|ekaEfvy(ap;sAQYu>4EcTOjNm|fAFvxa;P=(W7j8#J96K=Q8jaZwPwqn zQ$dlDkqn=IT!#n}ExI(EJo)(KYuBH5t?ep;)`5Y>z6g!xzUjFqWuMBe;MG?&Tv|WcTh;jFv^uiA484?4!z|-OWJKUn z3gIYCd=N~yKf1^dCsiZ2bT$KyQu5nt9D`{Iesxj8`p-jRn=*?a2Q!5(Pz-Wx(bh^Gf15MR111bV-zpeVcfJ+=hUer*da;VI{s!qW|%2IdUAM2f6L$( z$D-fTZoj`BOHWVtn(2*kn`kr=6%?$j`at8151e3Bnx|blb^3I#Y(E92Az-o&h67%X<+zRPFf zvEN`z{2KlJ{TUFx-i2*VgMaovKi%CT@9`MC_C##Q{EqJ~C)d%vIV}*EVfy4$a8Ajj z2}?7m#(Ad7Vlk=f^%d{gJ20~0wN1NBeXj!)ir%Mu!No;D1H!XOsZW7eVIQwXU2UQY z_)LX1ml_4aAp#%8wD$2y6)puY18Al8IdBN@7SmSgos$<~fQ6ZaZ5ktvN3WB#HSSq@ z1^J3O=ugj8Z%lTH-}_9!X4>p_`;oMli`pBLN9M&ucXpOle&#at8kMDAT*zMZ{C$1n zqQalJ9&5!^4Z96L=h{VVXV*pOZmL{rvIX0Nz^i9q5H&kBoEsIz2GRAA*Tld{6UJB) zS)tDi-Es8(qvy{hnYiVRPgjN? zdw4Kx93qeC{{1K5WbXL&dNgPl9D3K#vm*qp${RcDaOJteY?tK zw(mRG7;FJ4MkfDhE3)tXxTMfL-gLt07g{%3lq8i0Ap`Sf^+7Qb*3N;KG2xy)}IoyWpSP52HfbgIv;6u z&_r}hjM2c{HV6R+uW#19dHm50^Hln23)}98?K)HLstkTHZ(Tl~j}@IZyR1g_i+FP- zUvuv6Sx{*MpzrR{EiIRuspN9vjSbP0pXmK1udtL=CEdT!{zua<<|ONl4!#jwOE8Ax zWz{YUxm@c5SHoS(_UC0bs8H|qhdFy z(^QLpx;R1?q8uo_>kc>8%F0dI4G@&L_umhAD9$7@MTeD##t5ot37^ISVcNiul_AP6 zzM&_{6Nn_qH!G9A;8Ubp@=~be?TVco;r+PBTq8IF2ab-gW&~H}e3*s$JA{SYLL{NN zmxXdr_rYGNQ&Go%JE*RuBRuB(tHT8nnVS7qhnp#g_I(Uk72<3VJ?XA2p04HcKOcZp z1w>N$j#a6oL8|wFAYYJICxOAK7|wy>Q!Wm+Zz<7@r>au1MfLxl%g+;to!0;L$L@z< zxcSikCZJk$yHK#Q?ed+1t0O*;y^q7q2TfBG{%LXx7;+iR`ELt;&^8SZ%IyZ_o?zw1 zG%rbzskSi98>Bp5MJ#F)j_!`CPq{XdL$n)DISy+V{<{G?G@$&|z!MrYgL1AS<*4~! zLgI*}N3DbDctHnR_ZLrSl zOxyEQm`wX4^Aa!Haw?8{XCRYEEH`F+b=6pQ1ko2ugTL?v3XBpC{lYX>I)aes>a4M_ zAKxZ_w@LvMLjWSfC^x=;-*OYi|C-1~yYrXKU8`a?peX_{%7hN~pYH5oFBT*);pn0^ zt)7-6ArbFubMhM!FU~l1sHrXGTK)D;9FL<>k4RSn>ccvv_|C zXTT z)zs3`7h=;pdp328jH83c_WA1=4pVYjnaM*yLgJZeepOW!x1TO=Q5<76_-}WOoGLcA96cKYNnFbmLR^ffm++w>YFqC3}Rh-1&)|1Bk@SjtjKh z{?`C!V1P@155P($uKjNSpfNpe0y()n71p;wM#iyKYc}de4HIkM5m~jNBk30{!RqSXO7NGD~ z2OYU$BG;n2$4U=S3$>1q(&_Z~9Q)$~*DUcWT86GJiZTNMa1lH(;h!#}J?n|{SEi}! zR(Aqpf6YmnhG{o0Pg{YO( zsr{;nV(mRrfGn&Dn~f}oBn~1=9s&_xp_Rd|NMC~&)(?JYuDj*syx8(C}eh2>lJS504yw&7x%U`ToAQ+*3fr2K&A|Gy!@6#D-r3gwdymw(=(zWkg!$xoDi+`+mU1I)Hz5VQ)aUx6f&*4-6dMFc_p`Uj2 zl@+*7!`GLYq#!hu%>0bqvfGks9or>-A2$;WWbl-DO;uI>{LGk?WjQr)`bP54>e#_L zE%C-;&oND3ivZXsEwoQ+2|0{cS%TV(6`Z^Rbp_{62#Sbg==f}NmzUcsAz{|G#-ER( z**`a2W_0vu_-Cc1dEVwc+xq3;bz!DTyetc3LTSu_x)dNsCO_U9xOkZ!_9@>V4sml! z7fwdi%O|Q5$R1ha?V>{P`vcUdItU#C=`Hsn!opDQf}w=@Ov~ewp!?e>lknk|An;uE zW>c3iwAD4z-k~&V3^MeM-S{qP!e2rl;8Q|xd~-HfFJ)Iv`Mb~LOpQNt2iI#&!XaTPhZdd4P~WOHv!aXXCV6(j z=3DjdcP#vI*VNRk1Fqeeq7}0t{60C|YE6?DOl7n@RR!L0bLOv&<7 zS2?owJRh)r$e$;&RDES}-YqF_>9*K(Z*VWIV`R|mtknB+T}-5hMnwa5($3es;6qh0;?1uv(dYRu`DxUl7#<%l zrlEQGumOxCdA?gUB`qz}eYhPdD?(}UQGb1!==SXgPQSY@{4%$a+xxJE??iOY%Wj6o z>=Q;Pk-urD@q=9_Uf8_5&Y7Xx6O%jqnAnBOMSe*74Shw}v}}R?LK{EV-1i9o`5vBo zdrn{Wo9!3OK0a2KmJVa&8`N+g*v(2-+A8CC|AnK%))18noY+rztO4d8qEw{I2)6jo`%pQxI1CmXpM$=20$+&ipz!mLwkP6p_RRNSkp5 z0|z+s$zv`a44W1q(r~OI>8^u5*jZMx?B)OSqn{&eJ4rmw3Cj@FqnzmteJ2ayP%_9N z{jVI{)G`wJCY;^BJ1(kFRe8Jdj>xHpg|Gx|9l=d+#BHzzD7K6vfXqPnris(>N5c5A zs}T1)k)?czc;nCkpYkI}SXLygBDSBlkBq2f>?&126HIolKXikYd!?(Y4`Ko3VuV9L zADwS4f3z&EB@Z2c2+a8bDUx?tk(T1-_zgfJzyDYvBCvt@$6Ik5`2WX8Jld}q7+?h` ze1{QPUIqXk4ZzmX{qqr8R2PoGh&v?#$Nj>8>m;z?PKmCz%3l3wBkmO6{}}5U_5}Dy z{wiOp2%}+v5!e&JtTN~$!K$^&C=dy{*Lv_jm zav?woY+rJPYc6lm{03{v3XQ5>k#d=$1}+nIUU{TJ9OCdr520TiRAS0!82fxi;9c;J>f7-6j!F7f4|K7VRdilkFxRb#k4_w{KC0zS#f{58_AEkH-pSHZm4m6tUT#jm7P)>1V#Ix6YE=)<&m_XDyb zf4b+`&%*IKEh(pV`P>~9S5TkT90&P6k;UN6REK}={rlVE{1<1`a_s9| z96;Nbi2-L9+GrhJa9uI{jUdK*H_)A&Yu}Bh&z>>HaUJ+UreL?wZth>+P1V$fUcG@6 z!Q!n&9iKK4cyM&fSh;oC5?`AS=f70#c%ks@d%n`cY{{RWD`Ko5O0tL<>*vhbw>(bd zXP>)WRCMvT9z+t^Io4OOiG-E35Ji@io0$K;XB)(c2C~(>AMJ?T#;iLkAQu8jeZbh=i)jyElAaXl}P`!;wzs%ebVEKxpCt` zFyqY9ZeTFjve&65E}MBdOVVK$jIL@WhlH#ND}xP@`RlB73Ze|0%(8Zt$HeACB*+xm zeXC8bLKCBaefUvyxu5I5kclqKbRQl}KX7U7w^H9CyT*(Z0D-abS01?hHE|6cD>=XI zV(i)Kdnv%kMc5dY3o2?K1iV|#9smSS736)itmz7bD6q!?6WXu52GY||MzkNWS4q3~ zumVtd4%6l|ZJuo7Cl#G?gxg@$y-jI@%H8;r>OhTyC#)%YdU}!`G|TGy`}7M63W9U4 zMMM}KJa{?LipamLEVS+1n8Rsb>X|cVg!b(#Xc@fV;xbXMt>jru4EV8&u*`^!7-D7r_%N!^+|&#FY~ieG5O!_N+Ja=n6)sPC!GZ&GnYa3y1WN z(W3SP4e6ITDntM`8*GLMfEalBtOVIQ-ZQmyx|?xd_{01TzY~oa$MgY-I~MeAY6C7K z*K=LsuyzpBasqv2D&mGgysF%$?b`AqLH(SMZ!RZZY1CM7f(Kyz+Z26_udwi-nvzgc z_s()$9AG86h4Ff(otJV!VzLkf#$aIU22J$uQC8{o6&6t`sl4}YNLaA=3=RvQFXelu zQ6?ZTaCP9bzSJ!95)&51Y0D?g6NAm#fQ-^AuXQ4hL1chP2*H35H-UR<-z*mA)^z-> zImgD0599W`dleH)yHUD*yJF{#3OptGu_6UszLrdWvmavP=1KxXa$xKhJgJB~1jE&Ysj8i!9d&8_Pv?nbF|z&iP`^Sn1FcvL-> z7N$f2?*Z0?nVZbq+ft6k$)(%Yr@{#o^z|juy#r|R7~r#XH%Rhyas45nr%gF#nJ1h| zj-iAckQ9S#6DffmJHSZe5qa&ux(qA=FVm>4z?yGoeP)ZbKDNb8ai@`hqFgGBE3qCq- z)S(jSrGm-YW|TJv?BWqX!>AQm>u1Tdy3cQKoq2qSh;BoK+y%Qt*CD*E43n-c@(oyi4PpSUE`eO$M?~qfVptM zqGY8+@jqT_MvJ8TFD-iYgvk(ZkpCTI1c#-7Sv?0*i0&3$feGJF5xy!J6W%0D}dVfl$%wG@k-a*>C z-bXb;iIkXVYf8LF_d0MXn!rFB-i2+Q_?_R8VNvFHZ=cH!>jQ_KRej2j0eL8I9iXGi zWXa=48;vZ`{rN7F=QsEpb1f|3=ocZ+^1C%3RS#X}I7mbb;6e-F!a8?};?IDo6%IYE zVlZn0@)O;}95XmZ?JLihMuG>%szQRh+Zl&)@N{E>J1k4=$X z9-;sh2%@h@Tq?{zqK##pIY&JlFMoW`o;_ z3fo)Ikrqbg455d_O_?^HkuL7K2yW@f-MwlhUK4r_4p}ROd!|EAI5{~{LbtoSyWzR5 ze%R(c$^fy%CR_f`JNtX(P|u zX>d=j9|U6hV2e?O9lFSS`{qqw;b2ZZlgxKZFYcX|z50(Ub}1^FdruDCdrucQ8aq5YUiAe*c*_Tss!R@}8|KZ2tz$#>*fK&Ts2Xn<;c~IS$qhpS_ z-;9;}yBHL-Lf~TBD*Z@3f_vo(-R0Nk zMz>}&YiCXe);rkOe5Zuc`BANNZH32BithKfyd&Box6=|D{&-C3P~oI+T?SP`MV~$$ zMz_k5<9!b!G9bJF5V(uPMyblFcJJJ-U|JD{@cx#zqHyK;=l)B65H1#eJNfIwkZv=* zF`3pi@nAJYBJ-O;o~Yzg9T(ie31pb$*}dY70P7y;`|@y&wW^=z(8!!zdiBQSk7csn zdQN>$a_gKm-8YlOKyMTe^7oG$dD5#=8uA$|ZkH$>z9d36YZfwD*IT;ap3Y;ZKA;{f zw*RS2TFdDK??3ypEy~P~A3u(2O8EQ1lnsG>aQn~>EG$ly8JU`z7UYws0U5j+c(qIiTcJ-^#pxw; z*}0)-M?M9rWhvpGp6@x>=J_k`t+`Rb1uHID=LZH;&wOSsaLIe<%uVs^k0=D6m6DdG z6}e&KMmUO6NAAn&_V@P#G|ESnU5dke|7Om>hEVC@z1=4RlO8^FYdmIzfB`Culss7x z6qujO$SCOJz9wqza?~TrRPgzLn@W~x_fP>YgI4eMr{LEB!2D*>+~OoSH7`4#9iZNN zqDUEN&dr4tZz|qApqgovYY048%T4LuvWGdg@&C(gTH;*MMAHc{`dtcB-(BwQch50- zZj-3a<7)u>W)i-=GTb!$ij4Fxu^7r9+#g$8gu3Q;&kCAuy@Kk0&r0ZlsN z#p?s{z5txj#Aubc{rvPua62zBjuJ2M;Emvn^xCv-m103%iJfdc>DM86@EyD^)c7Rj zXVBCiY8@F+AK+B7{P%i@TX~Lcv&l8eIL%YORC!uCUT(N}tN~RIZ_ivNn8n=0^+V~69|@u-tq&lQGzxpd z_d_h$w9EK01sNj5oFm$FK9?ZGhAhh+`1&K3e*9Uga^j8Au`xz5M&Q;}RrPQ>-M(7I zXhgz?>IDWCkz-2k%jC5P})AHAhn^A+uz%qTu0(|-il%*4`ugpPBLJz zR6(p%&7=I>vOw6YO;%nQm9~AEDge2mc0Lj*NrB<{p8bpr?V@|L4J9kpR zgH(;LFK365my=|)^&_}W*~}X1Aw3AoQTOg;06!Djvqu*gm0^lzGy|6e@Nktu>ge|6 z^I#5UHy=5H+k58yjX?kSJ*O{&$JOogYQM}Oz1o6T5o4=dhU%_dgGgx~YC&0Hlpgb0Jdjb~;Q6#}{ zHXW$`g$pR<62b9r6QH9}!4o*WNbqU{S(Vv7qw1#~NP zPx{=w<}pkIMnB+DZV#&qeY%%|>IdMoYed5NijI%Zfk4G+zGj=sGE6=UR3qpT>~m69 z*3SBk|MVpQMV39zLl*p4UEK)8C+ha?R21of_ZliI2lgK)$|9XBT7m(Qzk>~YxFu*0 zuyht0FqpNM`g)&hd7Riehl-aId?z_s10VCrbqZAAcc8+W4OU(hPoL2bg0t05e)@e+ z^V_|&wn{tH0`-i(c{6dJ%g;lRDD${+Bdd;Yp%}kn=iMh>@zYdR;F&VVJ=dOreE^52 zoLIFuo~DE@#!xbc4YZJYBz6D-O6~sP;?p()fkAz+pUiiZJuq4zup@Lwj4JMZ{DB;z zyQG2ow1`uuPBDlLf6L1(U6?!pGm`F)pfaO7V7jzW=pWa@=QBA=cL7=$_@c1FPSo_8KnPr&FAtwgm zooS2YZs-Dz9J=ga<-ra=-b+E%*y;LdA`oUL1{&*sR>!*aMjK@SR}Kz80Yk}M9I~+y za8O>}*TY~}cTQPRp99rHc_VJmAFRLIij2^!8MLm~j9kxv9sP#m-?_0qpqs?KJ7Ag$ zJB!t4ttV-qa_mC4!Hac+HK_XBqOAS3+T%4}aQZ}+JF1{5MteL#h%pHyPC?!p;Sn5lPbwUvOpH zc`(Pd5tO!YX=@0MU>j<&wfs1R%wNN?&v=zxLQ6vA*e__x9)e0Ta z4ys`#(+FR1N_@*AY(-_v!2GsI*+rpJRSgK(31D)Pr{Asjogb-0_t{<1GzmIF&UU#@ zcXS}-IxlNCnTv7t=`8N|kU8cho=3BypW5VY^ZGK=1Sr(5vpgVJj7Q$%F#?tTi(?4{ zqNXa9oE5^{LZwmH1=0Kb{+L)7W$briv2WFWSUECt= za0gK~WO3;Je3Q6&7AjrcDt(y4RA)SEoii^TA?2Vex>-C7tX=qLO+v0=wux<5MKIC> zD#ZBlI@RVr_@`)CT4Bv5UWyL!3vMg2L>fkY z%143CH(9n9?7=+o1`$l+?CN7TJSxNEikXsqh&QOP#{KAoq0|fE5C%k)ZsoC)n~onN zG84e+>rv{22X{(134Z_%mt+MVD^{Tz2lY{E;oOALFl?BWtf=lvwgD^0b>Xm|B(h>d z!D~%5_xIq#=SG9n3M z2W!%XC_|H>BTx!RT(qswWr#w>gf_xhDlisUF_r?tfVE?fH{$3X02rIU3}Y3slCe-Q z5Op}q1U!6!b>WoIYK@@>>^q=YDZRri*pM<6V-4-2TCj3Iu6UhFk4^GYs6_DixkMJ@ z02(H89mDYwy3lFp^j4)O84`#jOOW?EjXKQAO%)}Q$W$WBG-nsif=>=>W+hXoK!_wN z@TCy7(Cd&@tX#DHtB-sXObZr{9@Sj2gREq#74+rm!gYXT7Gw&>NaA`7nzP`Q!#bcZ z51%|LCMpGAQ>sSA6d@k21=+9kVOgLAMdj5;8kPmCxXj9hYJ4of)!4(xI8}P&0*#0) zPtfEwV}Y5E}xKCIOGo8NwWuNK)M$h`$LZKv$KXY7w$m zpguYMn&dm4vy@6c{px%-2g!Azx#WmX z`TZ+uKB_k$z6ptlXiC{PNrH)Yu0O=-@cpGOmz=8(FdbB9gM0>X8pB_od;6>7THiNqOlCW!tzS(dkMwVo2huxd!9q=tm;3&=wNxXgY z=1`>HTx&PNW6KPQ9=j%4qqKl{zpoo-~mX^RlK)OdhUEfTgrzr)|%d5Lm z>MRyVIee$PuFN)jUaJ6sc>M!d1trmZlq z-FM0iYp?#X>r1TlohtVYV*;r@s4)Riif+--UD8dok>MZSl(LMpRTXVD^J5SC|{Q z+`lJ&|8A-ef`AjV6J^zp<8NNxiW0i`Yn=&fWFqD3jzVH+u)nit!v`Z8%o@M(rHEi z^J^x}qeq*5CHR}4qRx9)B)FM;;tUqE-#xDPmZ@atPNgdrq-~UbBz@O;z4Q|izHvfx zkMHgZmKRUw9i|pZpdzCS5I*_>@bs=#yYlXxo$*>)m;&1GgcAH~IVy(1P+HJ+YF!$S z>!fJ1yA3vFzekC=V?aq7^6ZW9nU)*rlGmdYW69FuoY!oB8oG!;_u9(|6046<%1i8I zIXM&P+W0U+F$4I_z<9m35uoZt^v={|tCJB7wtkVV3%qF;VDXJX^rmbK!AEB#T`0Vi zk3a6aeEtIKJ?i;5??W1fZDT~W0H%izUpM#uEyc3QGoll#xJIK6hA?}a`SZO1B|Z8% zA7i+{4XoR!`+?&KoEIM9+hG#d^0#_~ zL*>vnKZF_ewcJO?Z%Je>UtfXG0hdl7;!f=g#P7b+M;(NCg;S*(U+%;{ftKWeL{L%i zbjB7TZo7f=Bp#qn*Dm!-N!8y?wZ>Q@`ly1?hxIasqgs%mM-rYwfOtYtrI!cLj^XIY zPeDSiFE}iiM8e1V(aXL$f*i(kP{*&Kp%`KxoivA0|SVI0V=NL`Vb(a)1AXN**b3pZ&PXLC~aU{@ZA#9Kf zLwy7;A_Z%u2|%l>L}p`v)>sFul?|}69L!-1pn-g~kD7vlJ~NI^RVWZ|$OprkKqxy9 z!fYG?LJgu&%({&TXcVIh2K`*_qgbM=C5U&HunPeoAmsrB%HR-Y!UjMqtRTnE1Fq!9 zFlq>jk@^IBy0AWs8iGQvvMZTJWFgdYh#nSS1`TUjw}osDqNnTYF{o$6_QOExAxx_L z6?mMAE5@!)#ZIc8!Ib#qNxLD&DiVk~%t32))+ga{5X`&aYXPz(RSzKFZdLUU=uW+4 zyiRNO$1QDy;`5w3%n`iqe08buxvhTv7y|XI5$~~&S80@T5_ifNdOr#HcHzv=*v3LP zd*7Mf7@)>q+T1&`QH~w_xugQCqB@m)inN7thr~@JB|RKE`}uzQTBa>*J{_4x;!K=- zRoAUs=hYcN|J>#a@1;RYJRKoG#Re1GE>9u{sn5i1=BbpjYd8cU!RYMS)Bv@|OgK7G zR!&$aGlBS}D_+5S(q>_HVzz8)PN`mhnRgtt!7ii8Dqj0GTlkmo_s4tx*;7oACQ~{Y zgVuJ!`J@Z%qkUGG`u-5yc;8p+gk#q>?ScrkhDh?b{2ueUPNPs%9XxzW&FgM5e1Fxd z1mo*PN6ffOc?9h|+X# zP6e%{(y7wZQE3=29(M|-j4#(<i515Ei%A=Lfk&?waGun*oxB_hF0v-c#Ic zjlN6%^Le5oNg>}I7~T<+WJBL&SSE{nGgWoX0hMRsoy&v2=bLT7P z{Lt62nfv)p!5qJazBXOM=&)VuUg39bdxghv1k8jkkltjsGCg&emx@tb)cPol>fkRK z;H!IESHGIuj=nlTqc9$%VLCO(V(IDznOCl53$?mTKQ}yG~|k z_m~c5VoStRi&!bx17VVEZ3Sw_PDjLE;sfyJ)LL9Q1GKXt($Na>g}uL0fyIWaSsGwJex)0Rw_RXK1{)Iweuud zj2@l8N8h;thO=qD5#|0;}y5gK6iW9g{Nnp#cyt10KSl6ZIZ+f=Ok_t{A0_M4>i?l;d79 z!Nv?+!RVf^B`}v~6S=TjX9B5wE2}JZ#{uZ`4&-j9mg6LmhF)^u2sT$?qFa362j|qu*>>f9K6;9knMN7Bjq9fLBgQ==m<*;%IBALog+)Q}}<6$+h?_mcXVRX{tp+*?O$s=#8`(vozAy4g0`I9=_j z=$IJ$50L@`9c5*7c>F})!w3->ndbT`WyV*WH@v1ttHh;jYRPWH?Pe&+>gid4%0;H9 zJx~q--Bq7%1r&nb|7K-nMZbOEHaB@LB`wV!aF2+PkWP%4nY;(TdGhV@$G<})dvcq0 zy*+WRh`-w7eSId4xuMS2v@x<=*Plnj>wEn*%C+%N5;Z~q(NWo-tLt-Vr}nIoo=W@5 za4v*S(_*fi4af9Y&|CK+A|kHcZ`P?(?*O%^c>NkB7~6{6_rF+pEAE#V8p;4%M(zcd zw8Nd*@&1PsgU$9|lGM2OUEXv_f)yJG>BJcizPY;b+cWD3X@`~v%b7n^w*^CMYQ=~N zP&-SBiqkk01FpEKF@GE|*{V-Js) zrLzN>cCDK@IQGZW+o@pbX)8B`{oQY`F|1#2K%r27evZp5FQ=e;yhw!6-3A&o(vHSu zOwQJ)X^ZaNTi08vqO2?l(Qt>E5{5aK!Lf??v~|OVq=p6qtzXweL+idgRF4zWi21X4 zoiF`ef(uo|hjbE;s4@O71`o2>^T8l zikq9qxBHA8K_#QZWlN<`pFPV17*=U@l5#{AugCKHTOPWviUxLD;PNXYIa$@IbS4$$ z$kE+Waj_}#G+^>lXWo;L@)Q*n5w*>8?bk!8zRC!m+)au(rUgl0@hEL=R_J=O&C$rv z&@gOJ7ETvB$6(gz9r$1lbK3hjnR|8a_MDqHKSKAf1qD<7Q;xoN`|KKozW$!Hi#Xr& zu3*ktJ~h#8p7xproo6*w)%P78%Ri%X@ZjYtdp`lMr_vMYR`z`w>0NpA;3LPUdm=>T z#xP~~l=#ioCwz3w-|wjIE$%e%VQ9z!!P1YP zJ~d<=f9AR{>jvJ0q^Kja)=}bow`$L?U)D`o$4^fVcQ~E>bmydxkI$#iar^Ck+g@Fw zKVoC^$g}&Z;3wdsVby0PfFO(ID_k79Gcq~mC1jLh4U zoqWs;Ufb-n!ME+k0rwGsiYLm(FtBt@wCHUOv7f zIyyHBoVx<+UyLWu*?ryORd?rd^XMfO#ogj%^H0A%IeldxIFgyhTtBPso}REaN139F zzb|~dUFvGF>x7Dh^z-nJ3BaM878Vv`<#?7miwko`-lcit{D37$G9PMcWTa!O9lpQ( zV(ZiJNH^7@%rCF>#nY#CBNON%XCZOlo;_bw)zxF2$`+dTOpa9YY>llxdvU1c3k`2` zFe}3f*lLy2hW4aAZpD5JUU^S?DkD&fO=6~fl1H@*b8ok|-+CvRb35nz%k!^CRNCCX z#Qe!j$)8HuKj87}Gna&OC*_%Qm$C$Ge$0d&lft?N_87|o4LA(*^YfDDzDcHyBq#H; zZ`w5QfE}pT|HxV{9bi&d0E}n3c^w#5`jQ?1i_Mlf#Je+B$gGs(;qGO26UMd zUiH+hF$1XyK%LA!|Ha~@q@)aAKlMhp2RVMVk8&9~#NKayh{LZn@D|&#;~;o{r}1so z0ql8MdT<~+J1xOMp?9Ov&qDzB?s>7`9a%K!F*$Uc9X!+ok3xT`iQ&l4_^9vtRUbcU zwiURjuUWIkC|v`c6OATiW1h3x^u^Pa9iZm)UxKpN873*oc*1OM=tja zg4aq(O|@$;_C&?!j*dC%ieFyrgRpI&sTq1SPA(;Gzq^R6?90!&DS~lrxwps9v}KtU z8KM^@qY@I(3kf!0qTe2$yo6G1Y0dR9OKDR1e&Q@;$34{d&({$$&1;2cAUUxe- z=*pGMmoHy_^JqlD;l$4y$$-HM?^klUNYWcNJl$byYa3}WY@Zg(=icz-=~KP*^z?6q zZkedIQZT{i>9=hg6#BzWn%=~E>0Qv?1$Y8g)dJuH$mKaYHPt+rTlPotimFB7!`o6L zsih7!T;dj`SyolI`>mDc?t-r{(9=tbjNAZtE;A`f86pulaF=ga@>et?b2T(nPgnP5 zk5a5ins&l%ezk)KrM<#KLWo}-q~qk=GQPRM#}}(sY)YdsmcFDbUpFlK;huwIKdbfO zeC(BwkOGfr*IIiEO!r)Fbn!z$fvKgr7p=ch{fpwlxIV%ek$qb3O;2~UHy{rj5`Wdj_$umV;app~ngY+}o`W=G?cpvy@ME$vWW^Q>K2kF=uFxie3hmax)km}vpXLpN>i@mZ7_Sqfg z5)~D#F7_O|4!-H`-Me{?TF5Qrc<5_y=_&Q^IOf<x=CAD{{brxAO4txXg@Nr8S?mwvGjdKL*%?6CBjfnuOuab2;FyV#B%i-+S{$6k)Fknt^md=M2a_wL>M3GfMk$a9~- zoZ3_?_c=kS12lFkGV;{u*jP2dWUdHprG*AtX0JMhJcnHhwufKa&ot<3-vuMN%c3-2 z`{U=&d%aaLu`gfBp3ZNresQk#{?7;EZ4j>NV!~$PUC_HE8#iv$KUe&ZzZMY}mw{ls z2mVV1RQyw2Y4+xa>T0)dXFuQH_s%gt7Czh;*6JW#`5MBUuWxQ(AlATiS}Yg>HjqeSCe7I6FV)lyiOb;r)ABhIaBf8!qqh zzAl5JVMShE-i&IM|F4;Ae`?~2!fVu0XQV=XjTHw+!$YCk2_PgqOBIcUpoE7aAu6Q^ z1ZV>Yf)KQ=R(Yt{pdu#PD$1LJ@c{ykQ0+7d2!xbkf)Hbb2muL1NFY6j{saEl{cUG< zcXsbR_k7>C=iJX8tj-y)ai7F2GF(oL&m z6ZEs?bXWa>jZD{JeG_V&K3w{X6jGQji(!rFWF>Kk$QtD!`8b8|Die@fr*z`($= z6)S>oW{`;XBGA35R`s$<5I}F*c(b)Iugu}8+||zbAnbpGfN=s?M5qH=i$(s4lb(kD z#>67m6bAl)2I3(pVcKAM9joo2wAS=m(31W%{{r~0UA=51iOMhgx;lm?kg|EK{M)d? z{jSi0^3l}tiAQZs4f@~BIUI78J4G2}8yh<^d23&$emFxlpSW6L25(paU(v(46BG3% zXxyM(yRHI8vl`NZAgZeolp`K5o_TknDKI*^M36ZhjU5)E5hIKzU@i8gi4yueu(`QD zMH38hnFO;&??B%6y~2myf%{#BLiRAXv@X0mNF;kdroieKy~9=WK=HQIk{BtaXV01e$EW9m-rE-^#Ln&M3AKpRLlMRG2Ip&g`(}fU zQ*Au0VZ2QmyNMuPGX4C)_v}_Gj8v8h@_@# zXkBAR{R&`>0I`qJzIl$Oqj{E|m5^1iC6&#aNnUE@oa}c6ajUm2QV0Un^<+% z0cz4YAm9S~KeZ>qpGl=54pFUL>6(U{YH3w$^9fUQtP~u1y^0=iH(r)B&~hrKs;tgw z1gPyEMWb_qyc{G+?6X3ryx+020mT)d#L(;YB|?C&LqlC9(`c0j+;1a|7J9~g^5S;s z0wSwrl^Idt1tW@MG%hrT>2(^ZcCb^aR@)7Z=v_{qK3&S9@Xw$B4V2&?EiGO5*gPI@ zp^1rWF51%qjbKCo4=EtutdDT&o|&YAjK%-5Xo)xR#B=tXE|VY%af9e++7BO@b~G>X zeCxv8ojk=S<6jn4>lJK@zyec!N3 zHrm?m$nPrlTkUQ%jHA{@g9%6;T{i*=!jTH^d1!g5_jX_3oP!Y&YZUlIHQQKfBS`f| zDF{5>7QTO2-mtIDT^ClNH;kR(l?RmtZ*X=F0g8m86V%RfbMyYBSQdzgnURzxCPb7V zV{$LnnrEgb@>H4z)2cFm@1_u#N$ur6gAdQB@55>|gis)rN@eu=3O!i)j_H$}DZO4= z2jaT?pu^FeO+@Mqw5vpSO;{5W(DnYCO$dS>c6=cbuBvVG=)B|*bsN^c-zCaVqw|PE z!7lSjL^z-g5~|N!50_`osM)Ual@Qa3UURO@`&Y?-{N#f$W$t1U;t?S>n=^L)U^x1p b-}=-@l0>!IUh1V?#B=&K#@0&j{m1_WWD;9E diff --git a/docs/source/parallel/figs/asian_put.pdf b/docs/source/parallel/figs/asian_put.pdf deleted file mode 100644 index 0b2cfb6f0a81c9475541dfa675d7f465996da33d..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@UT% zk>KeHph;gLP<>A~8zTY{Faz(XsDb1OenbGOc@`wAw7Dv8u9|=a09ExPsv8llhy(z& zLBPnt%GS}<9>8pnS95bE0>~}mz+r#LqYUmKxDvep{Kkn5g-Ch;P(y;3o42P8s1fd8 zX+6Qc8~Q<@x&&KCDQg){B!S22_6@SXnRqC9UK-_3ylR-z3;Mw;(J^qOqVp%k zY56F9F=i@Q>QUwZ=b+nX%NTf+-6ac{eZSzZtGo{tkxEwL7aEg!J$p;*^weJ5|;>NI6Hn!1r4&i>TkvhiT=uK*v8^=seO4c=MqQI;dLam}2fL9s6`drRHs;pA2QVe8T;6w_GyJ=@H+Lf=GiD zk5A=Y0|BEdR30a+AGn9-Dil4xx61sOx2Yv_@x$H$B>aX*eB{*N)NqyYIYG%|7#fVo z&#aZp(cjV-twlqHsPI)kM` zCcov33G=1t7ZqGPOl_ZdL*M-Dhf&);<=MAWFVNO`39q>ZjOb?3UHePxe9f2LxI#YJ zBgXOB9x~w{-nY=jYU-u2g_u$nh-yn7=!x^{!uRtqB;pu9pRQ5@;CrR)8xME$?bWV% z=;+befADAJeM4cM9tULhNw!l5PvQ?Rg@1Xla=YbJXGtQ9|J3`K`m|cv)w@jyyVCyFFXcmeq0IgE@)WWgHxQT-QQ*3?AIe# zd=PfXV{9J#jl-xbd@9vSdlVWD#V^gG3GUoBu~t!Iu(rO3C{ zW{=#Tsei!!IqZ>3Bhc#RBpvd5W@+t9^H}qj2K&N5{Q;U6N6$WQhPp*Lno1Sc?=4Go zF{-{=dTTPwcU+?7rRm+!%Ie4FlRUFh^2*=!LEKU0XD zBQ+9;=uZx-m)sQOI4p-vwaTVTYOe&H5?OfA_RP0WZ~wWGnFo6N8%Ch**&*e|R_BBZ zeRD3E3Dev>g30lyt*|h*2pTAEVUy-6yvVY2ScWY~lzY{`!_I(kUu)_ zc6x<7FP3ZUt|1+D?yZMKuNEnLL#7HY6p6hy&nm?;HO0us@U@wIZFWpa>Dd$C`OCV2 zV+|*llq^{H38`=`u*z`G#I<5j+apbLxP5i6w`1CC2d@LK*d(rCUY&VxA|LCyuq26G zP4*!Esx!ms+R6W_{7&y6 zdgP~6Y1B+${&Lyd;`V80{mAHv=>s|9KGaupVrH1zuM;X2KJb0cD0>Tgb~=(OmQLrP zIF}B#U8aB+s}l*egmm-!GZ-Y(+of7F#h>TRFPljfiT-d${L1~~u;+YV_$FOb-A^~# z8hQ;d{pw1bsLahc&t(0I(W}E-Um#>mK|q_}zvo8z?N?!pGkKnsN*a|l$BS-AOv~Re zb5kPKvdyaWZvp+c1At?&=>L$IUDi4j{;xWR#8l|R^kFC%O}yGgh2(2dN|*V$G$>kn zCeG7MhMwG~z;g>nb6+S@jFF;kicx3>X|TIwjD!8fST(wqu@OeA5}0pE6(VGJQzWVU z950~t)?KeA@Szkd!f3?mVkA{2gZM?GrG05Rmgt9ShA}s0b4py#c!x~}7~T1{OmkGv z$Hzmqx10Ox4szjkDHr~4xpZR`SsMXb%7r=sJ$;p@>%@Tm^)q)~Fx596+Z)BHdj2cg zNgFo*5W(TBFPfT|(r64br++hltLryHQ|HFT=YbC>FO)5LTq@2_iM0NOolitR zY0F9J?5~n+C>5Z;=Pfwfl@4TzEo7&al|Fm@!P1>a=yWJ2)^f@*h6ha?J)bX`q!iXF zxR@5?9XRz!kK50Q+tY`NMY+?G&Z&k|*R(?BX56toAJ#*f=OxCocn zyN(Jw`3OAo<)zCyCjU`7`va3-go2VJ^klzw$P2-tyyo!}|11lZD#=})OYbpkUFIxj z?~^E2?_+r&0iiNrlU+dwa|pcXdod;DXO$vHSUkHcF$+ zvmR@5X(aAMe7n7%5I6I%P^oT3GqJRm9rZHv26%=|n|bY-ZKJ9-Ks1lydd?Te`#f>bgF2O=V`71%8#BRit?0<93lF zdm@k79D($ggtCO;>q{=zPtxN#8!r)Vq>D40br7r#h>d7`no*u-)%Gg$)tBEis%C*X zJ9q)HTQ4ASTfBh3Kdito6AZBcLVbEOK2jHk%)h&scm|?eVRAV=mNUt5mB4Q-ks#SH zr+GGt_w#ZmB#JHmgy5SzhHLt(G7-lc?7Qn84P>wY+DVXvg!pzr`riyGBa(a{ZJgz= z9`=J#=xg8^U8S$iA$<78qg9dYi8!2GR7 zR?VIaYYV9#`{jt@w;M2H-Nmt5KQzRgb>8^qXgc-?B-~F?b;G&^%RW^2BH4BBbT6Q2 zG$7&_^t9-PjYv8-A;On0odMO(7umxm6NzL^{2DA0azM|wQ(x6o_pJhaUYx;Pw!cn#W%OC5nR{VeeqU5UzJ-&l$kh^{IFv!32W}Gxr zGmJsm_vU#nT3~vt&)<;fw9sJU$(nWHF-=#Th_@H5-TN&5x{<~!5(f$G53=s+jjaez z)Iyl`Jzs9KgZ@mqX(T40!Nv#C34Ztg;rg0PJE^+A(LgQSwc*@Srk z&3kWhp3_IuhS@XBl`xdlUf1K>Ggg_OezN;*<+gBK5(5v zeg=o!L08mnOV^et{I7I9WLd$5E=L(&TN`3FlYAK1&-M}D*de!HeX2#mR(UkvPZOUl zXMj58CRL^3)lg@P#u_67Ry+Im%* zm6D%9Iq+Ea;m~u9{+NWz_2+oIr8RlPqXp$}iAjC$YPPZIYICkA6>j33H>d0?D3^I~~j?~hh zpH7VFYJ#cvFDvNiUN49U`*juS@1&@oHW}lboTTo|VT7_zJ!(dO{##gOclzDypOOA@{Pz&;?A@#|PS!Y1Tt|yGgF%dE z>p%YIm!!fPW+ohe$&Ez3IA0*J)>!GtyU?DFHYh<^i}uKUUlZYPHyV4#JXNj1W@n4= z1h_B#tdu)9a9s!gYhSLT*AEfR0A`8T!#qAgC*u_R6L^wm$0NNZN@{3zQ+b^Qxbc+; zbYFYsC?fN~Va1o?facAIdK}Rj$V1Zh68>?cenni+kouTch^vJu#?*)^x=BmvG`a#2 z0p^CRBh^v04$~sBc5UfH5f|eHmWO3CGQQR{WT;S|rW+L>V2$Mt=t2lfGiqfyO;Dv; z)qjuhNXKYBG$kgR|mgttcRSOpu z^Xi^zq32iEMBZrp!~W`{xo+A$kFbk^!v>e`;F{g`cnH+rRa4iX z_N)q=VdfpX`Fn~PXa7ukLyPZj%AK@vO+YqOv_O#adz&`HD2>_vN8{IwmCqfLhtDF# zWjn`T$WK;x9%p~VQFJ|3pUZl5&4H?plL!?M>!NvgmB8TjWchs#bBd)9%JQz8rV!W5 zI;3q=RCa8$;`QSPe0ABy?{oAbJLXKVWm4sUi=QCdhc*foszI)}Udx>5(xkXn&qKE% z@zkd*Uwz^=xN=@Bae$6^YoMj3=lz|J-+i#k(9iF0*Z2i9%xIT1P2~lO2i;ftr{}AV zw6Esj`o(-U7Q6k_hG{phB}vIz2R~3)zex~V`Ptd`WsROg#Qf+E_S$$uQlXT z_u(5>#)q94ewu3!z4Bsv!h@3Lyd#6pQ$LZ>-PuYnMzdDe+o*b+=Z*|Bt9!$c@><61 zICiAJy1e!4%4x5%Iv9uP(qtuXoNna`7W!dDc5G(#7v=3dGtM0hxZ744`*){|EQcAu z^h+qLkzPn@ufy6AU}t!k9+{;enL=#}M0P)Y%G`y(zztz26m^+SZ%no|EJop^cAO$! ze+_T$NTGL}6}nv-Q3dF>sb zC+W)7%e>#V`uNH*gW0*K$VanUbh4~fqo(u0(&?q2c&_7SLl)Eqx}xtp@P~Aq5S|gV zd}}16%4&P8%GCAB%gp&~k$kUklh!BhoMVu76Ne6pcO>@EBh(6XGjV<$ zAu;J+{gXcWt?hC7;w8O<;dk4;BamC(m<%*sLBrS0aC`})_#oNPuBbP+UVN~h&eGCB zJENC{mzTva>T#dqc$?Wkbo$EmPK%{l8ID7A56%l4P@TRQI7lbyb|7U9*AujO`V>Ba zM-KsT4Sroz>99;um};Emd0}o$z;u|&BDIfPIb?lA!>GX>WwN}iN<(X zf-Y)QTwXcex+g2qU>Q~!`_-fDn!5MX&cO`4MB3nd!JJOeep8_|g9*_a9}#lGg)=F)G<*sPOsJ6LbGoiOI_ zoQ*_0&Utl*f~L6%*2s_?%PPERdID2$f+shm+Ai&9YN>{x04n%QF&-iJXi zDG%~qwZ6bF0=J@RM~@4@HVm~{7}Y&BVLn~^^l&k`w3A`g|C0Z(%+UsVB~ z?fVZfJWgY~BEX=fyKnuT=d$731zA3~TbB}vi}zP2zIOLX)E$$JRjH|8z3l9fF9lI? zS9AJ&nP}Bo)}fsHk_s(L>0C*1e!42L4xMF-8bjsrDX$MaY@eZwyll9`FJH*r zc586V-_fEPr_I_7Feoo)D5)>1?+eN#)@Us>+~e0R4=pHF*yk%uRai;Q_KX^OR=b8? z&W!F!o8J`170o(MYuqz` z{>iGk`?oXS)Jx|xdRrQ8Cz!(RzKPBUT|a1GF>HIT-^O*o`5edhqLPZcc@yD7Pb`pG zRP%*=b8FOvUQ*#ZXu8|J3JIpdzxpaeeC!c8L-!ga#FAp>^HSy^ofkjXiJHdL)I~1c zGUJ}jDuN;6aYF{qA6}{1Wi>4p-|2~1&=~5Fy5!uUYTlXLWUnGV4sVfZIlnNp!hLA< zZck@9O&fG@ncHNxkgi*)?FzD@`DkqO(T-Bf8G)ieKcn2{!XvN8uB^+odU2iSe012M z5xV;E&SAetxvFnu?S?AM_9r{4C$T4Am~(v6J+3_?exiMB6&M`hkXCX!5qb;e+vYDB zi#SVAakjF*klWV!ee(6yJSvN+HbO3L?`qo7CQ7aJ9+z9d?~YIW1qkN+`=7Lg9~f}> zPIsD@SJ&OpM3^nBUhZXoGSigy%{LWsr&roPnJw>_>I!#Y6&2%+vFSnQv0sA>oxGBMIlccy_u{*hW$tt9dypT3_Uz!4UH|Kf z#%>9}YSPoG;$^Hz$67)=UE2Q4cfF8nRja~{LL#zQ(5UDiVS)U&uN=O@{F!d*3Yv(& z7OG0%@#N)H)Pkq_9fRM=d61nJ`C{hb?V^X?c1h12ySrM?eQ`K}Opt9tPYW;VPOaRO zsVJN>%POW%3|6Sb-O$vB2Nzq1RY%MD4lXFmzx~p=Q`M;RH#f?oJ8sx7r8b}U2K-=9SlNW2Mn;iI%It&+czCIBea<@q#2IU(cA3lwVne8EL05OrMF2AwYUu5()q9);{PKKaj0HFu#4 znz%2vIgsaumCqY~z8(8QV`CGr!_Nk&-S&iV@h(07Cxv_zcL zIjC&)B(eK)6F2Qh3&CT6~G2$@uicc1HO)?R&oU z#*fY^8NpI^&}Fv`8+^-8AhK5#nJD43lnee5^30+>N~R;_#(G2RXSCCYPd}xNhI1+@ zyWMtTx_+Lq{Yswp?SVzn%TZcP9ch+KdAa=u?XLw`;|{z%RKfe?L+Pg5CK2*qC)b-3P9GM?JXLh~kco76jSp`o_VJH-opN_wT z)Cu|KY4O3}bG?g`{UraqBqo2w)bmWu#n+zC(ydGN_&T8-6~|4pO@?!nmm);i_ESi_ z52GG^#J9f0b^GzFk_gY{K-;~RS}$A`+LWJhYn)VMvHE$9V=7m_*kyD<1UT{HZbUZG z`VwO@h3KO@j8Un#2eTr>lj4gG_Af=}E}A{Ih_cc*GaI7vvwO-sIC3q91v&SO+v6mQ zv%Ku590Nq90r!4g`=F&^gyENGAld$o;VxzSJ|$txBa@n`AKed+W)3OR!@qhIC+oQ^ zr;3_fTcnom+Cy2tHWDAx7x-R0+I(nMM|km>V*wxAy+?C*XEfpUuG+zL`IN{MsW)kqHeB4 z6@r(Ir=vU3%@YjEjX|AbR%b!SDmfB2j+ziWt&FT(y(A3X&RV%b$ftCzh@Ot**&Rt3 z3{IZl`JXEb@UWE^fjmC+zbA9T(U$1o1;97vouEeE))06YQ@SU{kvu3)T^2AgDLAW#)Y zJ3E3W!IduygbQuf0GEpfM0A!O`9Ul*!c*+>Aj3P({+8rBHnU2dZHN;6S=203HiKtpGe8 zfZ70X&`wYSxPW^d!3DhK3_x8Va5#9(6=Vv)K{r7`K3*VS0O}1Y1D^0Fsj^{&{}cir zIjD}+rYR6;^q+%Te?Gb-FO!C^$fo(f84Q$~NH}W(9w$BO_FkZoAW&0{4K>jy?4Pdq zBYeo;|1YtlYvo7wI~Z$VwuCBMxo?uig0K8gO`?^Hqm81gy$gZFTyaBYl1zW7^>30j z128by{||utzn(?HaR3VRB?2^jwJya0U+>b2nb+c zVgNMQvf(gD01E~<76%FdLvF03`{27E1`Y=ufgsbw8V%c|0qzC)lCQxRUj!CM1~e8=Uh!BI8IOS@ARBwo01D)R21A@wL`e70;EDr{ zL|Vy!K>ue5(n>Zqi8skW8;&3w3k{wj8wLFbkRy%Eh4cl6-Si(xwLknw0`vwz(3?K{ zkJQEmDBuPO1d@D=EEUN*AZJn-Y;_^YTIfG1ps;X~+8eQef&VQk2}uqn5YYeXMxp{I z+ZsZ?w@Cnx!T$%OK-h?Z?Lf9Q9!HLeKY$z$e*!sHHe+HdkmMp?gJ=H)vgR-}X!p$+ z*a7f3#711e(SO0eG4U^ubOQYjA+KA2?CXvDe*qf5;Z@RV@n3TI^Y@I+WDeh)W+kO^ z_~zg&Ig7(L=Tga;9=VYU9_^BH&_9{;-~FsODfm!4KrE%Icn_nr#yeQH_BiIB09Rc zs*pyUMO35^FgW-@VBr`v42_k5VTEBZVNvqjw5_)d*x8DlwIaH^xDj0(tpRsiJHXn? z#u+3GZXuI$`+Emm5+Ug)4mc2r?ov?b|J;!DvXgWr5JmqG%g>Ww2LTfR8Up+817>72 z=tDc;KO8Ai$#+~gad7Y*8@3IHLZi0ha66m@8;fl?QtWNTq3~O9;0Nquw&IZR?KlK% zD?Jdk?JSt+Fk5AY;c?sf;*sdBIFie@>Oo?=RbLnau}xnvQ*WaOLy!{rRvZqtO+Ew; zkKBqwB5>Pr82q-gNIY_@-(V;hemf4i%^xrn7P(DkFkZLgkhpF1&}dSA+JeL3x1Gfx zVB7X#(1>mHFc{2s91gzC2ACc6#Ui%*4U0l=vpp7v-sVf(4*tcVu-o*&VYd4Nhuh{4 zI2`k*d_+$xM;C%8IY(%^+PML!&7^AR=0-|38~NKYfbieX-d3JO@*@m}A`T7_6jaqy GgZwY(LIh9% diff --git a/docs/source/parallel/figs/asian_put.png b/docs/source/parallel/figs/asian_put.png deleted file mode 100644 index 3914d4020e3da1bf47b28ca25028678b4991137f..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@(AW&O6Kf*u0ZI*>lK7Eay~f+M}+No1F@>KfSgd-SNHi@||46x5Xe8KIZGXMH7d5 zgInsZD;28_&&-Uqb#!#Ffj)>O^};e1{oqfFL4Q*Z;PB{W8-XAFC8aKFY#XD+z2y$>` zZhn4#$_|I%B;@4GR00=_gM(l66rGZ27%sk0zoKJd>m4;@a4>y%CbeViH|=3%&E9TdAL47AF`Ro+BxK>EuC^*j6_9bK9dV0ilS&a(S)XmF%DIV3Nge-O<#|i6xuvCTW_f}dPLpceyP`G|%@_J~eSMwcX?I`g zvizAu1li-jz>4&)Zm!K#o_)`G>hh4U+tBk$akIS49Sp3$n%V5THkOC&zpsXFthzQ` zWqiK5I?V}PD)kA*w z{ARusKKGqS`Q1TMQ?pmiIL^jYAys`pZ)9V)6&uo z6fzvRjy28v-H|o)}WZ~%eIQw`;QDh`e?!p&a&1k0Nj#-<@XVXWyHIfCAPXEe zutUX#VO8I$0kcZ?-u=NLU?Fk)`WGpZR=d5@o|_k1M^)$7jb7!F_4#RtE^|OYK-Ox# zdr!f~q07UCeSMZ@d8T@y4fe3GU6+SLaw;k+92;O{Rqe(sy<5U@2?U>2ak|PXY5DM$$nm_O<>|n+scJdr*4rjwtpB4>yi~oY9_N8GN2wEXZe7O3c6AFG zTkE>+y+w@v7gpweSl4(xx_I%TtmlAirRQgJIrpBf?{9B`kNs{7?cg|g_Sb`;>5ncM zA=y2JHtrBLfnQ@qWJ6Xjbr;*)ix{PgE=_RCdst3RBuiNI^q0FB%za~>TM2G$YddLY z_n@r2yb`QYXj5$jIYG303_%>&+9`64kzM*>--KQ8AMGJn_^5_r+h=7u z3G9!E0y^hrzSIrWct5f8AKjrc|L!2n+*CuOQM+L*_hgQ&)9YQ}7FPDqliDSuq-4{f zvYdWI?Y>NFveNR_m*e*p&A!*w1ua|GaU%#l>c=j>KV>NfEft)9_9KO&**j)a7gz~# zq7t&P*xUTYIq$?19k;HhH(}yW0vE@BL!7=iLkV8&wm|2ywYfp_RWs>Jz!(pYTIk>j z=0CMR@45@>@deL@-<5UUJ^N*%xWR6+cTf6>x9#mr3dLB2auZKLipu@}I6?~DXIo|oS4&4{{C7@Qc9+KofpGuNDlQ9#2<=Nb0y7Xd!qg*Fzsxw-I- z$LO7FDnUyM=T}L&vnh=i>K0S3GV$ci{b-YbaGq({s#pCxa>cPhSW(e>Wo2dHxo^I8 z^?A=97cmHLBL`?v1~~=Ni-p^l7c1J|G?PLX^X>JL>_S(ZfBg9I8(hSA{^xs0p%ReY z+`qnxg{+VoxbTaV(UAi_cWQ2Jbt9CKPt|rfWcmJhZ*lSIrmML=W9@DO6}hd+5;-aR zY*PMKRh$1Bs;xd>GrF@5Do&nFbrEmq-_vsE2Q5MOuG!J1_>H^gho0*xUalPlW4r!* zcP9{ZDzueHs5Gdpl5XD?gb|~81Ais;%6aq|Lq_eX9uCd-o#@Fm%Qp{P|I=djNMlD< zcJ_D_o81T05Bw%AL*VPw4Q0K%(x)T7_$) z!d#owy(%4qa%g4l{zAqiT9PAWh53`p%F1NDziNSc$4;C$@vo9dUK~O*?*~oh-#_nN zFpr|&`+a%McZ3=qA39y;+}2feN+~KjIv=Lv96BI_Ae15f)#dE@A7f+rkW@ehr%GUj zwnWrPB7f3>g9j_Yf9|UUnQyEv-ZEY9iDBfD{{`j4!q6~bpwj*F+bNd$v5wvwB+W~0 z`>KDvKQwIG@jylHbR#a2Pwh)Z1`R+8521~q&XosYn*mdwtBbXI$qU|Wl6o>SGKv?! z#|Zw0h0)j77hiflyt!0;SKjlkplf^j;eiU*lcl})RYR-~o_+UW4Y9gse9GcyIzDuY6lA%pNM1b$%!|JjF)jg5PV#1r4^o<0@jQT8wCD{g!D z&eY8<&(YD*G}lC^JQXzEFqQ&*Ac{>?7&-`9qhh|+h z-cBbQT2k#pIZPuH*kv>h4P81J`=A_mfuwF|oMXiE(G6=NY+E}hhrWfWb7i{KS?_U!zf- zc~k;rN9r;{SM^%1@pM8#&%OBL?{YlbpD&)F z%dAp%1^ z{WU3mK#QGeGERGVd5dbNpBvazd3=0#=b+r#ckJDHdsjOX%lLH&ZuA;j`E*3~{HX9w z!b92p%gfoTixc^P^_oLHVbSTg+Hn`i>Y?%%zaO0%Zm|FKY%D}jL`357VJm=T0IBjU ziXZq*59V%etg(eA0>*fAQ$R=$dZN&RemDrgu~}W9?>_5_qs1@g;y4eTFM#T7?$mOv za*5XGup{n~U{3Dw78iR`Y%V@QJBI2ev=YSPC4+m@p+Dzw&FH?On3PoUs|*e{ww#)p znled-F)`1C^{<%reeB_Cy5G{bT;47flyQ7`HN98iq^o9Tbb!H;7>1=gXR}s<_GqwS zuomKa&^}x`KZWJfUmsZ`@354}qh9zM1`@6@KwBo&Db&UG>%`bXYcCNE+*t>ARz!rX zPPnLW2zy9Exn#d1?lnmZQJ}*_+|Ws&zE6vzo{PjIBK+zj9Ix<$afI-Xcp~CQRv*!W z%NV%yPa`2p1pZlNN8EYM80t|&O~f)0!L(~8P>(5;FbNRJNPz|gVLJlXAWamcl@s~Z z=?DT|3>r8c7%VLc!RW`bhjS6g()1)O^&Adwyz>=4{hH6eYf&8Df#8TUYB9y>@M|Hr z_hPVV6!!32M6xutgMcAOVsX+OGT0olma#dEj=O?jB()N#u?iv)Wn^f-6NBxGWDjSN z*?Yu_Kt}W%QTCc1e{=o{uH^Hd{vR~L0_v_6>|4X^7!*`ft`NvxoEkXiBQc05lT8Ui z>lnnEe$|I8%20I{qrk^PppL>sT+`zCEe*AhqlW58uY))?XOyZK(X54=l^5oxFv#o; zza>pPQj&HR`SJ>f^D2$NpC)5PM$+*SFJ*DFyjUC_Qz*HX1jf32nt_!PkIIMu8FWl}G}BZZj_Oe;Nf5-J4DJ z!U~f`>0p?HFbrW2`bB%}L&3Bdq`eXMDm;ao%W-)(#pJX&R>VO(q7CM+K!f>eTppI5 z*{^0)7Q~^R3zo)e;8HbXkR?Zkl&1T9q+4$9s=S5N-=YIj!+mXy;{SNGVZm){jvh&X z<}44yu(jSsxYWiK0yPj9gIbykepsaUzHBCtDZUCcUoWP^ci!eWzi;XI{a5Enl$A6} zBp&n=sB(FE-cZX+2G(t!z)y-PCwpQ=)nYKde~CKC2G59X^3ER2q!wgZGv^C$;deHKq(7SI`ykHk;DI!v^E>cBa7K?5hc z7mG{kd%WZF=^)lgkULhpbVRRsppKrZf+yhqld1#(VjPIW?~lvH4@TzVC$(Y_^|wU+ z8c9%?E1O)xFs6l!%&q%LA=3xeTJ$hSunPTDg!+>^fV<$BNc6j-gc*>64u z;(hM#?CAKXtaxbb-tuXb;PF!94jBGCcyV9&K{8(G{{%7@j{(_R1nMYp;6T}I<@8W( zJ|w-n2b|;3oSt`KxIU$jqg{hSm4-FE=XH+9k6(-62K6F7WN2oY_LXipz!10A+hY31 zj~@zh^^&e~c)14x=^n(6xsyBVi}5CAwcCP~=RP+6Or{zcsym2-8Ck%L0}$zVu2K&k zIB-BVVD60X^q|${LGS3Hw(vwe!SX6QjAo8AKW)RB?l9ER(4Oi%GPd>i+x2lkW#Se^ z1ppoTsmHH!5&27Y(Dsh9M&b)JVjfBsg&4be`_9@AYkZ30%Bc>O8d`U=GWTu2uD1CU zVCzW~lgoP!WI~xq-OwC$!{I%e!NDMuETafVL=S^)p8HMZ(as`a33~VTb@b1G%fZE97f;BD5YcUWMJU)xw*N8w;~yD#^!&2)aBbZxA^DJA8wsx zX)LaY3e!3gLp3zi9N8ljaKixz<_?K)u$LDPh^B!kGlbNCNI-qW8iI!vf`?TDN8wtT zvO^pqAs^7=cT;13Mhf8!b&x0A8K>%{br9WxIMs zKp9|lf|Tkg9^n9~LqGl?KP6E?0_qRcmgW@#A_Og%)MKcwcp~n~m2pHr0>N-c5&-d# z@H7lZ45NO=88{`bj3$#MsPwEQWx)g2!lpv`A^VO_jyHbl}8B?#I3gzj)T7 zG>8r_6Nyi!;EzZHidi7=GbO9!-7V8KD-Ytp%V^;zU;o#E75i!w56cYtQwT?-@kD-E z!v6~uTpFmTkVPTr$B!S~K0FNn`t>V{F~2J|4BJl@yF3UGek!+{B+W^}ituX?c9C&j z)ffGwsC57FK6K9u*mg!zQquSNl{nk#%QJT99t|Yf4-q>UE&-WAcg;KpDn5#21V4_6 ziJ?r)G;DUu;65$qmwT=Razh{9xBo=c6 zV7sRs9pw{QU9kDpt6u;&lQNs4nI*);a{DHJw%^Ym9JB?-&H7sBp1fyQrXI^ayBC%$ z!iM;oO`ttJh1Fl&{sz(!)4~biLl9g9lIV7tCsEo;c1&PbR#uwpA3&jSZcE99+>5z& zO(&7__tNJJy`QoS4A!l5MuYM1s6CQ>vE{IyE}F*(&Zwt2`5hML21VDp%}t#)=mO- zMS;dK$-+LQayH|0^@U=wli9zXPZV`ReUc0Q>t&Yj7i-z4s3Xqj|M1izZTgxoM>=yj zhXNl~$@?hJOX-Olt8+tRq4#Hg9lsjN!2g}dFJuY~P)~d*r4}WBz%}9qcT8w7tF4y^ z8>T%3#_{x2tsh%M$&Z;V&V6kac7U7twH!p4as}9R_)Pddd><^H_uR01zS8}*nAUiY zO^N=~v+wWbnPkOPfkS++0|}z?@=IkIC%i=KYHZf;Mip8~)7X?du(e<1X9swb9)*aJ z8itE&Y7`2s%7sS?bgixL%3t_W@b~XugV2!B(E81V9JO4>=D23wGl#f{*nnl3FPerF{Zzm;@^~U?lbI^@#?{BZggoLz*YA^Rj(y`F< zX|Z#0jW;8#x#QupUsm1l2mE;mfPKQ!D0MOHR!GuSNGq&X$yrYC6o zxy(VN%K1@+KZWF=hW+j$pnI(gSdh^D&*bFv^n&l-&#VNiX65AM+tmfS^_4u@{Bu1_ zlteo6ME5$n&C>NqllJ|+L&rx)N24;j!B1hH*f)jq>mnI!8k-2RU@rP?glw z8v1(Y=jJLr`VTBleXf>P70f;HLc7HCTjQrgQZEkLMeScRDAuFJPB_<}O7_wR+ z=sH;A4Nx)t`Q@3S+qd`Zv#Bz?Jmj0|=;VZMIQBma?n{7$$Bk(^?5uKrsqfRcyDw?S zy2tl7HwPNR8Zv#3A31JhWPb5tS+Huxr_N5ZVmlRdpLOeRi`wlQHy#2A%-4vbAOG;^ z%Fp-ra%N|}?uB9dVv%rXNNwc=atXbQCdCIj8eBRBxX!%D)^*NpMBd|N#E-s|9pzrC z+vpa-T}Q$_(HRlK&0+|Ms0tQWC7^|ZF>~;LBukS*m4T!U6W)v7=D^~vHOk`7p60|# zKz*mQ0f0M-`bZ3w9`KwkHwLTwUw3{D49;a4AV{3pu;WJ!VO!2d3_;F7FPIDl$G2)_eCI?IX0kpPUngGfV> zWHG-wAqnOYix0m8iaxrA965?A0-{+!^rHkMTm;;MfrLE>FiC@m!5#-KK+m&e4J2|m z7WbeDrbXWFfoSZ&U_0QmFx)0-AvHX33BrW8RYz*}VzBE8gmA0vkkUkIK$tBBA8xhn z7?=@Z9Nu^rIxZ0{Q-4J@#S zj4l#lOAk16SLZ)*I)F-<{^8Cign!G;ChoF~O(+8lwlSZvg;u7$e0;?NmF^QGFR$d; z)jfy6^jMxlI`?QDT~Xt$4iNGx{~yS8?BRm7_7Ozd>svK?9mAfGb(O9>0>xVpN^7Z&U? zX-G=BP#v__ONNZo;olCMS>ayVqW}na{YSzbhuhx1{din$iT_0ck z(dr6(T)y}Ne_J&RS(F6=fgU_ahS9qoO^`A&Cr}LBZDC&+PDAU~U*@dn^D|+{;0i;H zs(PMTezsKoUk#_%2_IuwM9^me_Z5BhpXelh>M6AG{gG@jP^aZYB#8=uH6T4n5J>G6 zE*-p(hOIBW_;Yo2d8RlsQ&3w=>)e|gq}A@?Q0L{j5iIEsf1_J>-tT8)4}c)_Sk<56 z{LnaUMs4=@CnYq}>^d#a>+nk%&D#NUnXLP5pBmj))JqCno-SNixKy|D^IqWZtW?ud zN9`asI$fU)oS>4Djg^&EbA4)Za@OReN4&)uqA*Ds`OhDLc8)zY%TEy$6BidBS$z6b z^ptP68Tw$Er!68Lrg@c_uV}O>nr-ciz;)%v_FJpHti^9M(iy@r3S8JHCHok_%#(n2 zmvcimRyhxyPgh<2CBUQXZ!A@}kd$=mmYiFc=*mXX)`XDZ&(*CckAVukx}fF#OLbrB zf+jYWhpYXy<-u1FFcO++vq?*FF)<$i2VPqEb;5VD?*uTP?%B~M)Ju=uSL~kt@p6Z4 z*v{`C9%()w&&!Vsks^~dhQqe%nkCBU#z0W}RjOz@WB6X63|{iD_{ECH#D6Tlp!8nj zk=Psn8w~}`)Fox2TifXKIS4bk^MeXgL$wwSYeO^d?DpHXFJerp&z~x^EY$$qDK+;6 zRvJawT;|R!WZcfTyk?2`aMIZ=1xVky3YnqpWhF1I`OGE$GP4T~9T1((nyK2<&m40D*$R;2lAaJH` z*~6M+uyGMH_x;xK*0Fgpd3kfs&sE*uuB#Qvdk#DW)Hk;h95|kvGimo&1%i)4GcLWG zh&txaeEWv_`oCWpcoe+&M;4PMEc6wtm3GwZfv~)EsRCjxk5?t|+~+FKyDC9dRTqYf z9;gJ3mv^YnFX3doQZO&(Om%AKCUEccnrQBfEVWDC^W&aXw2_FSm>QTQs z>D`xGBlhBn)WgvJ&!0a7WzO;2`;k0~3uV15{A1v>{Ak+fBv?kdL?cT+&Xmc|)y1=3 zD?mg%>=GIFrqhwM91v);8`?m^bC9y&)wmuTdtznoNAmsqg;EXcCaM|7Wn^U7HlpH3 zycBo6`cG|fZWG$c(N;u^z{;Af8nTL>T=0`>t^;$&!0n@2VDf!In2Beq>UR%aDC$t# z8l29m0gid&ZV;X}(3_HP~39s&#IqYT1rTKX=gkqQ`{b)90 zIB;TL-C~c8b`j8Ph=`Xpr=rew3(I91EYY2(rO)>=2zcj6 zTE=RQtM@-Upl)7lR|tN+ebN9N6+M`>u~glFK3t!)v;GAI8cW`;)2KGL6D4TALtZ`E znSHD>X!-oqmpYr_;Q2%}dG26fmEIx4Qav6;hZcHJR)~zlUz4CY1D=dN)Q8k2sRx-L z<@Gh5d=?R-Ur?Ooi`!`cQBeL_(%Hx|A|;BkDu{!UUvoemJyEta^_dnutybH(?0_NT zgrN)w$S`6Mmy6Dnqe&fO41eo}!=`mlGo(a;oXBlCh!<<`m#c?>e-eqrsD_TVwp)UU zJWA$3KQX;UR^_ihRR++5o_gDc_R&PPU2}1~yR+9mtdNG5X-`1N*5(GL_>_WJxSqck z$&lK_a9Z{O7k1k@&zw2aSBKjZjStuRH&KLYSENGYh#tc`macGO=(+Dn;6Ur44ZB%b z;_Kx1?K`%yx_Aqmxp<($^$7&BIRmTYhXjs;70zv}=-CS0>%5FLew*tnoCnUtoPYL%6)k7z zP5`=<@#kBM&D_EMxUndz7Swm}FoYUdG#KGrk(S2JbNHfG(xtz%r-g)s_67|NKJ!Vw zcQ3!ItE-V__J60CN0R<$cMCm4w!Shiqz6gfA~duf&B;Q7f=~UX23Xh6$U7OZ8aDO= zf-EN?4m`sAY&CtJ!T*bb9vYdpN#vCKG*vxZlx2|0T3_WiWsR!Qbd{0eZvxOgaS;*S z;<}}~hvP4kq2Lms-~u>AEUzG9kNy`m)!vE^o&Wj1^1^U^<1pL$d{po2SFfJxCyS#G z2`-l!X+~1Dpqc@2MWop!m4D_C@gfP+hZABMj#seTo%Yp0^9EB4`aa0 zes|_fyozOkI{BYHS+e4sL)H*EdSfw1d}zT-ztN~;G|F8#V8ZeC!i@aO5t zoNE_-e0&#veI%c}p&8AzH?*f&MId*4NAcp{6$?BhG{e_E5d06gBIc)T>kVpCwj@R> z59)UGRd7=8+p1v#rYd_;mUxXvY5Yg3JyV)ATGPTdChQqkRMD;eWO1_!$VcRvslHN8 zMlN~D^$>trg1K)hIXE~_90X-UYJNyq-`eYCF(LLk*5hr&+q6jPIYUi;y{&^Ifg2a! zZ(tgpZ`9`xwP9_W7cmFIHiH*`ebhvc$6aAoWuLVJfeSD==UfQ5{@1TxD}aGhTtYLm zvRq+(;;vtp3NExLw#z&5R?S6_9LJo#CdFWpJnak znV#=&Z^efc+djM4+S)4qajd|m+DPR1gD!xJf_k-nQzrWQae}!n9S`zMbCX^ta^(Q^ z_MQ21ibdE^H28}yFk#-nUym9)@+?aqXCJ$lE#vfBR9V>;W#&~L{g3Y)ba8u^CId;y zoFic49?cfBdFD!;V;*Bi1(!>ot4qvPYEXFoYNW}BGrs)jtTW6=8T4XNjw2Yx&C zh#m&qQfOVdurii00g$UlY37B1-ayIeE7LXKm_jyJ#+p?X2>W5lu#ifCl2Ly=3uWlZ zJ(*)#Y**Llc>>)_J#!{AST!Tlr@B5dHn!9|3eO4X5(5D2Tsqj-0HF2va9Uox|B|k$ zsp;upZh*X}o?j|;ca_F=FobJEas~H89zw0Vab0cG5{$WjZWZ#vrLp^$^E9I9B8;{4MnU&cU47O6ZaYY^Sxoy=QfC!qb*#mv$tT{GY~Qu)qLbb0GPQ z|7qc~09OJmb*cB%Wi;td^cGt{${sR^L@N^%7Sxi|!vK-?>uszpTLcC^-^t8dfbL(S zXI*Lef{njM6B?cU?eLNSn$p5G$B`H9i!3*=kUC9lZPS;ghw_)d1RXziSGF`r58VN= zj0E}sG>c;K>>}2r(#>ooxSmpL53cm%#}6@J9Y7CL1%Hf_{c*1U$>GHE--ZHDpUn%s;;vmYhkBW3QG9;p@rbP!UK02$x*f}JTC++Bw6lA# zITp65Yg6S>8YJeW$duFM$ZZ^LrSOo6I%UhlkDgz@EAN?C+^{(SsFX3~f{2zw?&OJX zJTWao$r%^+Hu-aw=v!cVPz?t z{0Jasmg>o<{%d?{MY_BJTIjHlFHQcg{&?_y=N_*R%B-3ndxR_AgZj^u2hkI((ad~3 zUAZTx?C5P<7hTlRoB;XWarkqoQ#4%cvm@HZ`;ba7E}9O)Ou0?FGD4Q_h?_or`0kw{ zN)aIennC_XYe;9#@y~V2HIxY&K_Fdf8w)2(XHfgBEzbbc^pZQ@&2W#fZ54s6tgN?V z^SOXJ@__wp&ZRay4Ov@4Pn7!to$cS2Qtfc66=n0?W)}T*yK0EQ!Dt|04L#Z-PF%cr z@zT$C9L+5)Y^wB+F3)^Hi7Oazak*jZ)YL#_c|fw)0dS#DSq3yrDv8{OO}g`TZ1y&7 zt&gb`Zdf{J!<)^}`0$%i3{s=GnM<|4GZzUPw*4 zN|&d*RF(%>W>@Q$zvQpXkGTUa!r}M7O~zcD`>w|W7DX6}Wb0 zTh%E??k3~pQDe(6zKm*|UPFJhsqO)v>y6uac;an?AVZ7G$t^z4_%Xk-%brgoUZR77 zK1oLhZNIOC?&oG@X71UnAL(u33oBr=^FIRAv?}PCmr{EaRR<8t9R;okhh1FqhDj9= zfs|g00!xw}d`kY|9#LC!5qq&dAz@c-DpCxgaSuTMowTbDE6@}F=)*H~uK=ol_S$sq z@qCM7bR!vkJ>uSl`u=I5#!(3GXKCr_+$beyR-UE2zRp(+OVwW|7|AJ2Dj|Zy-KlYw z(s$}Fb4HJmquVU#fn(sS=qnh&FI{R=cd~goQv?CvL6y_CYxtdg@6y)B^7bR67XkB^ zK6_R}?cyb3?`>}aMkLJw1{&Vlun$@4cR^2bqO4c%mhjt|%RlV*otClKEdCD6x<@K( zrH#`2C1e?0asvRB=GNAClai7I^?b(KE1hETzUd6%@6laLs0L}USY-h9$h7I3v(ai# zO|tY?H)g_$cQSIG>nl0UDeXX!_vmxz6d$G2!h7gMQVq56$U(?8klKNmS^Zs`ob)KP zZ?HpOgwfK{8l8Y;|8QtH*r{drs1S5PbB`k@mU^ye*A3v?$1*}!T}NlsR(}bgXMF(- zFx3>npo8(8J^UIYh}OUD&p6;kMYYqP#=G+uVNUvrmqm8!jen^NqWVIdE7Rh7Ms4xj zl>fFbA-x<$Py4?W$q)q=4;APBCb;wjdRhmd5>1g!rQ2TSrtrlWf&xNBeGX&H3i<#5 zaRVxWK3{$O`0+v`gVebnt;v|);El!J)_3nrhwDQ;t%Z~m@!>S!AN_!MUwTd5`k>@D z`4oJ^ZeioO?}S^+H6GR?d<}BkC|dK(^}N?7yH0aH$Ygq00X~AUg;dWSp|`!IxVmYBpgAWI z8~tDN6+D5;q=o0ciVyGaOWN@e!C?EGSNt?^*Z%9EPC@(xG)APg{_SYWV{u-O3(kp25P6GcWkZuFg zr9nDL16dYOM-Exl-zS7S5&seLAlHck~#`qCBV|@u?R+k zk%(pE|2G&b7Khi?!lO?mk^!Z(9|37FSB4TH26F)oWR1wLE^32n3x+D$O~m%aBbXP^ zm;t@CDMQv^b`~%krs~W~H!Zw_3KlmD`ELJ_NUA=>oIChIFWjaBZ9tqmv}Pm1CE6Np z&%g=9Kl@(R@fE%{6`LyNvW!J)`sSuSQCR(ov3UKZr*7g~E#Lg4XuKi^_lmXJ+}Zv2 zYpD}kovM(KHcAAlJU^eEYbC_NJe^NU(~-1BG_>#<+U=9#CW&Q+OIP)}qj%KbZZP}w zUc2aBYwM?{C!Q<-1sO+Ah_lMUAVw&8#8Z2|rJ zJ~lS-J13(D0P;fss}?tJ-jpvQ80k_FX;$!H0S!u9zVV|7MZZbQ?~4|80otcepGKc@ zGUi9zE7`$7`O|j|WGb-|xHCFhZhbgG#^Dhk@EDo)C?spSRigOUUvJ@<8f7ew5&%Z! zCSsA-5S?l9`0zF&32~5w8!PAy)EN|TN5wYQhPTW!R73Xg@D%>~b#8I$v&GhGZ$q3d z8y}xk!?68#^cjHhLi!kfwi#;||mf|P^)=+;b7)iiTJ~=U%i>=RRY?(qKX85L=gc4Ho zLhIjC)x$l&gs?>&9Uawyu@oiA;r0~CNLm@;eSpHp2JoM!$daktF!oIsrs-a+_sMZKjuLTs9S5C8DHGY5U241J^S-k}RU6buc0wRN(@^00s$`sByyx=Qx`Q_s(hP{XY&-IBA7 z?&o!=ZP}uL=9C(C1nRd24pt#mmvUR9A#|g{YgEH?ph6GO?Y{K034CgHNnPO52B90p zp^Fmet3gn)e>>NA9!%n`8|i&swuMk`5lMKW*3olqr*1wjzru_En>^oe{d1ip)vN~W ziw3uVPJ*$H&Q;(bMYFSBj68~_-T4+4O;;JERw{Sg+MUsH`OeIN6DB8}Sa;RXU4Ekx zGqT_6k;G)Zy(s+PUZhk{G5i?(_%VAgX1WO{cvMD4hMt+Z_kl{#!sgSKneN@Lv{VrkX-bQjLhL43X1C>67`QAGXu*m_BmbO zYgZk%6{_-gfBwy53drcBEG2!Bo2otWKi45A|D{LCI3~cBQ4I+piHqI7UT9_5VGI zKo#JBHH-5_6r#bC-HYqYxelFwG3iSr60J)eqjpGOHMofp1kFeUaZyJUcw96Hj{axy zNHIjA!tmTwBwmAwh^6L3ews!_p$t?Tg7`8?gAf4_#ZH5Qc=3^Oq!`!j=lVzuU`GPv zPP{L)S_XG|470&Iqg@0v2#x6D{ul%^5(*Ru(zpfSJ z7K@{((|POce5=0y_FY+x6gA020kA$xMBcnV{8shktG_*H&#nW8GIrPrcaxBrkWJ z4`Owf<++y;J0N@cjn35iPGoOxtVsZLhE)A2&n(}=mS>Pchez0>^k6K#nCf&sz8&cP z*3hNSV;)T!v7m>8AXuaM8R3G`#qTkGlYNg^_od;!&A}|uGY`xH8ZTUdKqO`6p3E6| zvAYHXHaiPzbXqH>+VH-j8M?8Ap1gUT$n_b82hkreR7q~b=xA?+A;(<%T#v9qo8|f9 zdFNA0`RLooR^?}Z=jJ^4Bye5X812T)noqV6?hKaW!TNaBIh|Ei$0dA1pL4u43pU*Oqx~5CO!K0 zZ0td2g==Tm6J2I>JJzPkgU-LfccMqWa2M*m6f=5ZQY5+nbd2u3Md+K+KmsbxpBi~a z%;?A&9JIY>zOx#AE#5M5pVh2%mD96fm?FCQ|Ki09azhOBZ5&v_Z`%_15l`^Ff1v$A z^XMgNEm*IFYukDd0Wd>4@OB7Ff55kh5x~bLKwV1E$ZI!{T=aqqy&$72F?xxA0X%8M zblWHx^z|jg2x1uRA1Mr8iQ;cvB1!!hDtI3V-a|x>_`;1yxZ$n9gXaNlY8c1?LBagTG#eV5h$S*QEv(d>#ehgWyQu3cRmi#%NsOeYZV&8-^oNU>UTPGPLsFG4}6561`yj7dvAhm>Lhd z5TZLVF6c!*z$A3YAaweutQb6I68&=$&5}v&2%Fub&jZ*6i3h?oCOlTv=jS*t39%+1;Dm#LV<`ZuC9b z_xBE2ERJ`hfB7LRJA0r`vIYlGruOoTd0Wc9N|z2^v=NJlQCHEa+Ab6T4n3C}8K?_d z&I6>hy7c)%rNc|?Mp)2gUY72~CCqw|uBjH$N~iGK&TATkRP&cv;vb$<98bm2TVBCh ze~oiZc-)=wSWdsw*d|$gN7l4S?_;`i6D9(p=I&%)U_6@ z`~Dmx3=DlL=O-U*Pd|KxhL(w6NNC3`k>fiN+|Hd}r-y1SU--)a@^$K`Gr8X)z;EWY zG-!t9mN(a{2j4zZ23-!K30?w9XNY$iRgTIeoXTH0HF@V{S+ zfrB;PG>F&MW{7g=I{Q%Vz0jcELYqT-_U!3ewT+D_z{V3EE9N|Wh*%f09=j_m<2KV% z$c2myRJy06vDWF-;PUB}RaCqeex3MrNwIHW0E_Ud1V(;qxlV(eA9^13r7q|j*cE)9 zjqR3dmz&%rMV`30xP)uh5QF&_m4k#s#MB@$i3T(W8QWx%t^jrKFo7#4~Dtp z-tYtQ>)y9pwp2PkiX49+s=5H8w?fRh!ff7!oeo@E@~m*{Zp}PZXwGFPl80xwA)a>V z0&m2XD@0DtxRv>_Cz+Wzz>g6GEaKpFvfOKPIq`@Gql^9)UFia@0QXIl?{(RLT|L!E zM=IX1X@DJk`@RaaN*!h$6Z$Z|4Hf2ngX^Xz|C;+%0M zrnL#18Ta_f6Cw{!;zVz8)5niQCMKq|1J3l^JUkzBPl_Pw5RV@VtPa|~@c;OIBX$3& zhGiI7+khwXb?gSZy1Fmcrfc84@n6|xdeSU5 zD8~o?dlRahjau2-R&U(WFjY&b^_$ua_;@c=6V{gNd~EJL1;mZDWj66- z{mIYO9p`L*W(AiPFb7x-Db)XJjACf)=`pW3KV*GrqUZhh#nq%+TFEc5TEhMP{TfMv zrQl9a{M6LcKEgQk!}+}vj2#{Kl`KZ1e^MyO==Ajd2dW`%=hgtDM+xdVE>9124~Hvi zv3ax9D6J9ugG&aeLRoS4{HVrXdS*>7fi7n7cr)!+<-!TU?f%bOzUSP}-BnwoCj zyB7~LOL_eEh?TMrGGm@cCP0V}lH^muA`1Pf(_N}{}ot>ztbXd!$ z-o)LdlD9H4m|a|4`uh7Hfhl6HUvDXQ={Penob>&glbszeJp)7H-1Wm^_L6OuK1SHN zS0=^1-}=j4-n@N##L#fp=H}W3!+Y}YXBFqcY$>HbUlh1<`}p|$fvF0}$PfV#$kiST zd8_xh^=pXwnTwFY%ZD%Jb-Oi9Tui_yH~g%A=8gWvgKsk9SRqF`1ahp_xpSh*%F45! zFEpT=PL>tth(`AnqrfLy4_p;`%hBS}@!<5QOg-cL?zDq0*FLf%J|@>Ju{{~LD9WYa z?Ft7D9>geb^{6T-aRFVD`SLe%wy(RbU)7H|$p%sHbFdk*6ERG4Da4tnk z$x{2(9$VPd2R|EqR$MIg`0-mY=;+>bbm#^K z1}3haHZlom60$t-@tmxvq@=8?lzZnn*|G!-!py5It#pmsscVP+t1@Lkb%^ng%1+;# z+}>Rii!pI=jZj}p1Ln^ru*)=_*+n@lrYqUzbnGzQ8x{j7M;9(!cz0Kh;m(~qP{dlw zoZAv!BWbA@K~m4{)b7M@0PRZ8yxqM%6Sj3FF_96nq_L@KWKz;@Ks1kQYS0fme-|vF_TQk-ASsKR1g#W9ZbN`1b z|Ks>j0(4F#9;YDV)A_Cb_uA8zu z?_^^bD<&q^G;%ZP#1BUS9x`#QzgP@#E`|J8ueM}un0|n26gWvuWzzi4{tS8?*h-NZ3dJi}4Mq@A< z+mCu&y?Gw_7nJJaqJE>hb?Nudp!1L1kNpmhJigXV{6omL2sp(|K0 z#iW48OEV+tXU)wOJ1q9T_tUaSHP#f}uz^UY=i|WDgPGpCwzifIdS4BPv&&n}ra{i% zB^vY) z4hnv?tzx0o2{7ctb8>RL{QNM%OEYMgoHo8@oum9b5Cf#VA0}a{UelNLnR%KUeW?3VUC7et5m_xIC_l5yT@fOuv_MTPC0|LT%&mem26 zvNjAI|M8D+S~ATMj3l((({YqatX;6k1Ld%?y2|dfI-m&Om%$Hx`gD1uC9~LjfRs3N znm}+RYnia#9v~8lr+#UrF3){-zoe_9!!HY7K13Iu$r6m7oj*vXBo5Js8g_wEN!B(& zT5xR4BSFteWgmbLq+diDa2c(nRE=!g$>{3=#Wrr_0;125$$HC6kZ5k}2!!HMd&;{% z=dClE%d4x061x@`7LX4mjwY~JSvoEvrUV;uCWSgBtXTlcdoND8CA1mRI+;gloz5VA ziW$=y8t0NiWp^Df2g$lYT&BFJCuF%+FW0FwTJ!u9t~p2N>W6G)@y*+r2sS~uM9^Zf z_#68VJvo;wnt0Z&Af@)BLiW_$m5zKjR45?JWo2O!g}Qa?*6B1DvUX)b$DoT?_C+_6 zXCQ4NU^a}QLJ|j%9AYr41lQly)YMeT@imrrK7Mo%3Wci1#yg8Vdq|+X?<6NjH8p(~ zG}m!uKZG#LGUGXw7a_I$+Gj`>p!1wQcy{OUn-Wwiwf*%iJd|gQk^eXf6*xN@4nYt> zVRW5hkiZUFB|3hvE_4Kv+2lG%qU>IWls;a7rJz3fC&+(>r)G@hZUsd;CQB%Fg?zN;kobtJL@fq|l^ z3LX!!gzfEi=TdNJu&)MP>)caehpslM@*05+l^{8K$H!wqfAtN-;Uh{*Pr$sFLV?Up zsG%R^j@D&4I5>bH5J9D;rfLL7Fqx{Fnv&-Cv`&4M_?Lob71tJru;p(_7dv-e#vhZX(uDv>X5tFAzHns2Me4x zv9ZAbzk5eUqL3?rD!Q#29(a~TiEI#e{__uCR4CYK#Q6eR3))klXKTGAG3X0N?CtHD z;o(&9A;tb*R45cmQwhT-W{06Hs;Q7>59*pP40hx2X>GZVFM~Zh^2MN)F;Ih|@%58TuXSqWH~X|=F><)@7}g@6g?pBkco^Sx+!wP%|^J6K-47;SNK zaU<-IbmokN2aP6TjE_^t<9l3dtO5g%gRKLuTHkm*H#Y~=J9@3F$P){&XLsH=^pr)B zY^$F=wVgfY{%%{r^)^}1mR0^e!PP!^Xv+rVNAd$bOJ^~GGs9FI#jJnbHah3SLlFdo(oCzi)jqIJZMtIZ8|#;|%GVn49B+wgBTOi6msWatdDY z-n1q>KBtAYK30iS+ae00HW*{#r6gt}(<`j#~ zCcbd5Kg5_4)-t1ElOHA}B+vqBH)14*qXdR<^XKhsas2v+n)kPEO9;A`)_k;y9zx7amG0>GVzw*4e$J?*-|2AxIu=`LIG=l|ZoJ z3j~T)RaFu)GL=e~f~YuMCIU%kfF$yW?jsL>T|C|fSo&}AZx%`Go8;_UBy=`uY(eg7 NNG5(u$TfAo{WsBt`U3y} diff --git a/docs/source/parallel/figs/dagdeps.pdf b/docs/source/parallel/figs/dagdeps.pdf deleted file mode 100644 index 33bdc9d182553afc7bc9bd5a238ed9a1ba8ef6cd..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@ZM+m{=MCS$~ojwz9MbGXH}e5aVzB2ta2*EbZ-p96wk56zEP4AcH)_&dR}7A1V?1 zU){3(YG>y zZXpS=G_p4afX`RyTc^tW4PS8e@bjl_ucmifEV&m1^2z*F)$2D@_ba=WuAaI4xV_** z+92ppCfbPVF79?SXFgFh#AoH{^4!ntW@N@(PuwRtixW4`L}asRrUy>hFwh+g(^hI< z@)g|>=<9$55Oq$SJnOQPFM1|XeX&f@{I}^&?X4`{yh(1)rkg>~3n!WG1tgsFh&{MdY9R#dh+Oh>n^a}1%k#~Zbb7t0M7GR{pE=Mj6Dj+*s*v|JzgudoS_ zWcpQjti4UNFIq)%Zr<~1@U4E4(gMEOC%ow5Yw=ipiR&Iyq7rwoi>OWY^|P4v>RauW zgIGlOt9CLvK#l*_%u`&Q8~8DaXg}?_Pw}YhFwAAl=9I>`pvPo{To?T#!|v<-I(w)E zVj&!}2%o%X;Rf6%J`;E*-Si)N;h--o-{O|47#zehxT6yh`b~JAQKAgLe4KBiqQk=N zYk&FhLl6ZSz21p4w--oAdCxs#6! z?mQVZ+83UI+VR%jNlMb^Guc~QIxc**)tfX12axM?{p*@HrLLp#sO~Dgr9~^5dZ)+; zgo3jo!VZ4OH(x)i2)2Fb_WUTsyR;ut(;9F{$PM?j%j+W<57LkDI;+Clz4ptB>(cAn z=weT?x1I#Iizq+Xe_U1H7U_C6vn+RM)q=H~4;E2w2h5FS?LB#Y!Y%a);Tg@eD7Zaz%y||z6wC*D_Tna^K~+1D zu`DGj;`O^jn#UxSSy!c=*vFayadUZ@ns%^h6MzqTc z1xuI*X&SZhVB$sux6$cDp83`wAbytC9wqD)+lF&^sqWjd_}nRq!!=AByA|o3kFw`b znVk|~+V^xwqGTkG*=;Yi5J`fd5^q$~8YX?H<|1=3`~4|hmbkcz#WF1F9`A*WBaiIE z3JQ%A@@>Qj1D=F4(Q`$SM+nuEW_t#5512^jA)h8_jjIlr)I*bp4l_ue5_ng~_M;-}EfDKpj31G~`!D;IF#+D|K9Ke- zrG!hi557rcc+X&6jN)HE?*+4)wpFj4MmkRaeW)}{A?D>Z!J|Ow*wVueCOKp$WW_5# znnA6#YMm&ew16*kQ^kqa)j^B%B}5N0g&R?QpLY!BP};+RZS%F}9=xXG)Z`(3ix&5Y zzb0m3?CHz5&pR%;RdUluo^Jcexw8?OHN{gP;tCfl4H4`~=Erj}Bvc##F*o&yan+Ds zCUH-gc^W8=CUg(OhaDVqjy%!z``kc?Ye($gSQv{pXdzPfHDkeS=;0M?|11O0xdhk@ zAWY9PBZeb0|53&m4pLFv?t7(qOl)?+5I+#1`E)qBp{fPszE()ZHueG-7EQ%g2iwz!l7 zW~AqH$WVASKw%K6x8eA(5Ea)Y%RPtacv!Ix27`?EVhK#hl!VffsOWEa`COj%OqSk; ziGJ;k6IXHN6DoeJ`aVMguk43`dprr2PxXSdSH#1XYK0ExsKkc`2sK|VBMx{AzoV_s zL7^%*?+>lYY=swN>~R$%S&nbrL>ofObD*fp5lz7DVuQ@LWE`xd1&U|AoKHN}z^)LJAEB`|&8Aoj2 z2i4?jsQ*ctRp_bB6SuMM>^A{r$JfEIsxHx4te3e0UtA%Y%<0*BG;V96}aaYGd&n{}{E9P~#9d z4OrV5JCevx^@W{&yj^?xW8a=y1m@yqe);x{9($G))DJ+&hs??+!#@qoe`>s0p9$78 z=94zr&htQSMtI5^lR0g-OXk5JKg9S2NmSs|@Ggw}%n6)6EkQH*laXxNdUwe4yiah5 zltB4SOM&m`->{94JLob={ZJ6kt|Qa-^|#&f z;)bSPhhW9ezH12tQVDhzaF((Nx#9X&G!fVo=r3In9ud;^g>7uMYf#&j$2ch4y|C}e zO>?jYEd=BC|A3`t)*Wo>(t_-o9eJX06$3lp2*q#R+?s zJYl@Iy3VN*X3!>t;&pkghS1Od9R>c=^i@_W(?KMJiePz72;uq(>wrz}(+oN)&V#q%x zr@l$RbQU_SX(#yj=wVSFsqt&O+DNG>%8CF8(ZCcHTh*(c2J)bJo7a0%?a9mmX`G^V z>O#|klN;aoTzW~M5~J_5l?L2NtPhpgElSmKySF#J7k!O_*wbA2xUinWEiG*`Ee%1T zD{^P%bV1*F?Fj*LooF(Ln;)4PrW^k~E}EADn3OMTVqD$s+Mx^$~dG}%Yr`A5UNFCWoCzvH@CYWS8w&30z zEWHvW-OhR8M|UyDW#gH#ld_7SIeK&38AI@_MMX3FeXmq#j$t#Np-8zU<*k?x&Vlkq z-f;WtWdxZj%NQnejDatJ#cc9`2V44=KyiLLNQ@3j&?qpf5JfZH5jMcjx>BNlEHPd6 znMEPIKDJ_SG3OkTvGW*}%GM^!UbjgV)kpL4G<~y^?SUlPZ^4Og;j4xlOP;$u_zZK# zLS%b&wq1fthvG*N-V2ZW(l>pkAFEK_{i;`1H64|Cx&aHr8N!7socS&9dS~iU>9Md- zU&6CO$fw;#Q&H3um@xI%=Y#vW6~(qkLTHqsMHjErmYQ9Xg&QhunH%i1rgrlT+>#x4 zjm?E-#G7bp*bqFF-b$Wp2bT@dJoHwb=^AiH3~?Z8Oj)s&(zT4S86kEKcp+)=^!b(6 zNCW?e4r{iJULjb0-ik+`=D2fZ(c?9axF5nc!&*irB+=%Fro&c$`Kon{P0ta&|-Z5)0Oiwmn!B{nwk2IClK zrkgBn$&vEvNM2-w>vTp3l&JE&(+cmAYE0g<&^&V_4x2`PnPHpoI`8n|3qsom!KL4^ zFe&29t6CCo-5$rPC$242c40pz)X2(#qe1xcO!ljIL^MGgoRg3Z-B={T$wH(WTSv~zAa}Aju`x3-FOI%YXe-dK(st@Sr#k0G$_A^S_vc6{J2{hO;DxvgO_Osh8!2(= zX6UkOl=3aAmrn!G=$1NkpD5uH1U0y%)=+sqZwu!7f7b!5*&Ud!VUQIg^52D)N7*+SwMbq+xy&vowm?!tj ziKt)p$JSUU64@wp#3epMoDWysN5=0T4WJvpl2#nUnZ+-RR@CFB41erU6@SC@sps43 z6H)f`;?`Onyvm(*r0~75gW!QlNB`#Utu@`a;idpHCbRsy_oF+P5XceLIxbtwUQG7; zw~DmJ<$I8EL&WrHTOH=uuOoh)LG;Vcax zs^J<_6dq>~^@Yc=o^6*|;^t`#>Bgj_ao2NAkj!^XXTCOUF79r;bodZxuvnE@2Ctoz zJIEV-iZEOD=p_->03PlR8JAfS2hs`cK+<}vSR0J}YN+aBtu+A9PQXpyc<5AC497D7nAv9$sqdPfl-zwNKs!P=yZ z2btC|`QryGr*)V3&?8jVacIk&Y{qQ|=`I$KkOq**yd~^8-vOKw)fJdy)GXI7yRrFD zHNAoKwr#JdE4342JbFmpH<{MsWi`V919B?_WQD;JwmOS7fY8{bgv1AaD8MqWV{X9B z3@WQ`@?9ygmr+k3?2RxNF3`w>(}krifJ@M5#UJ$U*my#t^Q%F%$z8NkGzb--{Zs~x zR_Z2^;(;ACl9SC%dx<`=yau0m#x~KXVpodnQEK9((MPZW;4vvLz&~6x{Ut& zncC!!@&pAB8-^~Rv8rk-P8VU}eO(e?shhGdZ6I$v`uEMlYCeyZGaG`Y)Yzoil;a9Z z5i+Kr#he#m9KIaiuSFNV;$Rp?xw8>;4=bZhf=I99G}hK=nJ(}fv$8H+qWz+=s(o(D zKz=_$@TuTO69#%>R@ot6y7NR?ZKcDXv7nH?Apb_5q%cb)8@T{@=48tx@wo3=XeDz| za3#Wq_f>pE)_P??C05W4)<%q~QO!vqRkdgalZEG^!%nZ3rZ%2`QbRDfroM`!6|21v_t`M!oQ&$kwC2#ITpU4`wz)@e zajF=0x2!Wr$ZV=uBs##A^kwbK49MoZYh#l3c@VqS$DJ+Hw#m&WM=~+)fp5W7PoCrB zwH;B5z&b?8gokvEc4KP%SR??E$;O5kU#*ACrLuJTw zC`(8^d+g2cy;DX#VzH!cJyxzU&^;X2k4BJW8!R(2tx>RRZvG8lO7c%m~DK}p|6A2R*y52U28@mBYtU6+8O})uHzwYuI{Vj zZ71KAGvYq(q6InVqu%tYpu9{h3 zDWbN&4SU6<>matOEkz+&SjkDqGhb0}U&g<*%&dzN20{FVVFo!mUKpg~QB-3K06$}d zTBwN9bxC@J%x_)i0&zj_NOU^`E7-wMLag8Rxjqu}T&depKB>}Uas^cX+Xk~0oVb9U z*tCypW)Hvim28l{=BOP-taxGnO$_cC90raUsDAmbEx>S&w2$CxIB=xa|E zT8(0-e1)OiaIgF91U7Bee*3(u`ftQZ=W6tVjDsj#SUw?SRKPjL-j@$@O+ zEW<7m#JN7EL3ky#>c#dN?0=w@y-Fjam*S%Ejs81786$~HXi6GQ^KfST_z`m{MN^5}vAykFb#8@9s73f&-tqGfVK5);`jC+{*o=wQ zsw0gWH_zsqqI2ki`;%$IN%nNNBMI_6<>~%bwhj z&3quo+}|pal2=Oqki-9kqxLP2ziS@e*H(tYWG6pMdX+O9yuotpfhsiYH;u*2>hBw( zlnq8_2e#{#J_qvk!9w@Yl>g*%>i2Nls)+o`{Hb$9gkoy zL#u?_iZGE#2U#SfgWZhjsnFc^EI6fkZZ(eN!a9(g6Rwjd;Zvb=-TG(>I?q zu>#eQWMLU=b~|;al$~@ljFwWgtmC5+F4kaBE+OTQ6s0aJP+{hGZav%`)v_70^<%;0)bK7;K6<#iu8kq*Vhi_PgprRT)TDVMi4&$ZZ){dKE} zk<2@>wUbmGsQO+(sE!pY%lXgyWwBuR+>B8gshV^O;+~PMEH(nT^4~mUW=&PLz=bRG zJg%f%sM(p#ONs2k&ywa?HS@MCnOMII%Fx^M*W|@|8O1fn8*#m)j%o3R4^&sfhn3Y& zQw?JD+!hA)X6H0#=P9GV`NwdnmV01x>9e;jM%6i@^J-p_A5moT*wd_ukuQ<9us4|` zh8^i6aH&q_46duo<5C-@EX-IVk=ew`(;b$*Av=2uVjUlR7{BN74!aQ&f-&$!6E54a zq_U4W()1%s@tz8Pak7tx%w(oI&)0oR7?NG1l@mT0JLf(*4}!G3f#t!-n~=|gFm#y{ zSxOSN4>`*!d=lpbSZHQd4Hs#_q7GVOdm=4**)fTE^2A#w4Hkg}A(+&f^FI^8w*MxA zZUxY^h|07xI=55CzVSIyGaRi^;l$_T?A_IJ@@d3SjF5S6HourN`sWUW8Zj}LG1n6r zLIw4{I3LILzU`K1B;e$(F>b{k4Tx^F`Kp6*Tk$us6i?OU2juFSuZ0(xZy+}&6>|9Y zcClvfj<;N`f)CzmlwUy%`wf+ZE#LIcK^++TLBu5mJiEHizQgpUCoaIBe_I(?11zHU z%jv0~I%GFsXblje&KAl%%H2v+p3o!~Og>NV&jK(=36+m@1;~>uL}ku}Yd*Q!l+RF1F2iJGtG;$Vw#H>vu&kAlUV)E%3}Tbm&I|4 z0Ja6=Z!%QHsg&D%4D^fQX!D9X?GK!1U>~kXt4bKH$amJ{8aB5>vZVwM6odOXOHY$! z_edKZKb$*^sw>Y#7b?V7Gg(Y-$Gub*eMR_HZyH52iMmCWJ(2#YzmLcnK*`i_X}lq< zDMh3(oW5_c`JI;GW(#eD8-cll+D8pjy?`y=-Id<$5+(oA#2fpvV|ZN}>*E<7WUcVN z;fCa+O_g1-PZqPI@d7`c7+;(x_7om_HAdF9BCffwCttjkQzIX7p#Y_PxqZAaVN#$d zUvFg0kUcEj{-A^6ee|4kzG9xy@m@ZEnO+0|fmF3zZ}1zLSgg1bjhUGbOR{y**-Mn! zW$as&Pn3e!Qx$F&$JCE)hzT_X$*(ZzNId;Z*=>|kcjw& zB?WWw$wx+&*eBCcB;iApnevksLb$H6!#3eGsWW1?w^o@PJ7p(sTL+O8ze&E!77RPv zRt|5e*umCdTI{iS?U;rk77%63`i}7wJ5)GGG*yA@91z<~NmD_TTckDeF5I>Zu2WS> zwQk7#`$`onb%Dad&^8n~F>y}Z?Jzy%FVUP>HLdI#N++xB{ewNsF?Ykzk)o++el%!k zY}b{HDWELYQ^np2<$IUZx~rp(WbSB;!sLKi0Wj#P;t|0F7)Si0_Dtka;)Xq6rd zd|U>&1<{sg?`jdl>nBzioG(z}UgJA3TP(VN61Z`UO7s)GNmjj}OUx-PGPZ1XWQy@w zPm{=ugx;Ux-Dt*xpKfHU8?wF&GQGtT)q^H>gv#IJM`TGm7D@&wc-dWHNs|SZt(ae!tzNXxU;~Xhtc^{xGYo)NM&2 z=577w1keifO3XGrwPAy|J7oI)(tgNtk%C&y(IcZATbIVclX&Nb;G#rEpspwH?JJOj zIV>0;DJIv*^Fpx~5~xR}KouaHs&O_rc0wf~rGSJGk}r%*HwVq+4#sG~Qjj#YYH>20 z5O9WZp|a9$P7GGA7X7z9tVEYIrLgq&$WiH$Y^6!)StCc_Q}H%t@w4HhU>FeE?#x6S zWo?N%GE;N~r7Od5O#QNE(sXmjUQAx>mtckvfRhCW_0@#ajO_^Y&_%8@RI1);O^WJ| z@y3+3T^b0npq`ZOCGI1!DO{p0N5&|ex)|GakqIs|#m&+y$Gp2j;rVb&XD+JIF@G4E zExr;Y>o1XEsR0hieW7Ug%)z2-dPBBoIQ_MpM1o3wE&2$qQjeErCaNX+q#?gdF1j*o zd%0X^GnFm83a^MuJ;k|#^)Wa>x!_X@D0?w~?PO|wU4Zl$QSP+53!17Hz!HDspiohl zi#!;FncnL}MOad_gcp!+wKL$Qp?!iupQfz87`!T)+^c9hO0b~rNYhf_${bi1#8%=g zp9^=ncj=I|8~oVCN5J!Wu)+?Eyc`9kA)8k zulk@t$?`IF6#;CTtw55`KvYK*$Sz;%P$V<&f+&}G0$Apotm7Us5BQPlim1&P&E%d@OGv9 z2X~}h)y_A+u2-3fKoGlFMcO`my&B$=JEshs(%xuZBgo}u!GSdIpr9ZKUnyvu9E9cJ z;6W@4`XBXyUCAZ9IF+lwjJ~cgV&U8@h87ZzUJ>n|%di|2ip#K{5i4HWZ>gdxfDVF- zs=vR7ujSG|Qf<@VR&pbmqw820rdC;0oG&OTx9t3OoqiA_KJc9Y?`m<^bAJK>Yu1}} z`v6WTV+se-XF&7dvh#5B4Gx|{YX9oA^-9i<;+wA+YDP-Nk||$Nyn?mM{kjZYIrSGT zC$loLa|ydw|NZLFx7s_pM#1Shm^~k+JmZK+I4<#(YN71 zp;9gV8zc{lQ`5yK%Fc+6jAA!W8j@yfuR?883wLymxBV09Id4V4IqdDQyh%&X844ii zYhJAd9MrmMgVqZ}HN-6btiYa|LiU%1mYsM`ein z`6dgI+A!wuPpTy{Y?-<7tCen+6|dtL29!;)6`k956in8(>tEvdns&a-(4cgmWoosx zay9ZZ%eLNnTPXD-vIMTe)UsO}zm)e&^wFHPI2Az?xz=hDtS%bHPF*tjgm$6o;iy@A zsS>ZO-kg?9<=%uw$u;@TFd#E|Lz<&uBxI-lWSvLNc%M|MfXO1WQaX4-*Uy!u)V5XE;fTTe@1yLQ=`IF zaXhVOGBXEWNg+RFuu+Y=NMtX)h2WHNSWy6er&!*|uLL;I{!P5hGTb;LjDG9$AU^*W85o{?Ov274OuATQ^Y@?@syr#2<+ zjH9Q846_T3Q>eT-nTeZKh8w^90x zz_C{s7Hw%7uUX&Z^A0qsG&KB}Z_ysOlY#+gdwC1Q(#O%oVGp`Wo_ZklNSy{)pdA^bwgVwymdyF@F{F9bXZg_M-3V zwKmoqzO2dNH?Pxq)^=3G_Y5zvw7x9vjK)l#A(nRL zJh9*lAiJ=O3x%Z6yc?_=EERcHi*Tcz*oSShzlBVhb_KnMg?xuRvf-ROUp(7uVUXGg zcD;d^5%$}o=yoQCQNF;o(Ug9dUnE=oRf>UoOxmZz%ni(Ig;y%IF;pnMTV0*BY*$cf zvC7qqljrqt^KXBTt-ahX;SQsFY&X%M=VmuzhZ5mMMwFkhtfdg_X7QljVlTLvvZnSe zuK5e@VDZ~x8Yfvtg!*T56+$Af3}vSutTNMNY9Nlkd?n(8YVnLJckaP<&nH>6m_FqX z7@zv|%6B};P^A4HUG^GyeUqA-5c2S>AX3UMYSVL+DC4(Yc}dm7Q-C9C$V31{2$V^+twJ#ss)i@ za+sIOlD5UvXGal+_=^lo2^)tB&tE8cw-1lP$`r;0mCyr%De_nh7b`Q$-Nl{S zg0+?1i)C*g^xS1*G|+5p2%3$>-eqGdcy^D~^PM`+Hq&0-csV-&7tW?1{a7uX_xjF| z7y0#U`nGB*$oTb!^JU=k8ibt_$BEt2+vb~q141jWoBmzi+iDbO+E*8U)@`iRO7qJ3 z)<=p0Sm))UwKqlUxJ~N1G z-q=*qg*PX7$!m!q(m*+}s^BmRxzH*gAMy32hX7-r6_en*v1D*jlgQ(bG!jvS#Tf;h zQTWBhECnsyB2?QX^nGN30J!|5cU@uUA-*%7)P*s^X?n0dtotvMtPs?KZih2lTqimz zJYulQKb*J$B2CFduAJKqWZoqVzx8;2kt!U;q4_zwCMxl9O$yROcik-yO_8Jk_xnnfJ}9OtW93`VaJ=h4O%bz{n&eBhuJcbA*z781 zR}b_1NaZXA7z)bDy!U&Bq#?$KY6MwDT_r_J+#!pPnsXC~Fj$I4LUJPgSZSZ0{jlYz<()5yH?@RtV98k0E8M^jt zvclGU#jU-Z)MIbK^LmO<0<04ES*PQNB&$i>hjWp_6Eh+6B-nb^1MXSMk;(7Tt%Jk9 zzM^M+9Xxy7lUr!&9?kegHcVX*bzlAFb48MXZ^zzj;Dds|KHY5AtGsj4%8ck}vj=sTov#zy$P@J*xf?O}el^oP`ZnY+{-GzE z1Q!LQ7{*r@LET)~{bFFhmkiZ{@rK%coB&N(++xnk;|Ec^*U}F{MBM-SJ0h_{c04jeCKAynXet67& zn92d#0dHCo#E3Y2dI3azMhiXjEFD9=M+Ry@5U_sif$arGHpZxln~LyCubZfCQ4Dk=;G=(tm20SNMNW9F6^j4VPG-+Z3WsC0vQ zWkhD%dSA5!w_UKZzh@A0(S}b)d-wDQ%J6JYd6WPt){#ebYaogF8}xLUT@o}1kVWWx z@4Y+^xl-`{17RY3j{+5@#;1|9rv8JsxSF%nfJaJdgdc>h$$iAwj}0;b8>d;ZEcTw{GD}6OA#tj-9}{OxM+*y==<&bkoAJIQapHE>Q400Nfa%A=%rsNuZ0JY~yXMM);ax+w zEm8f5ua7N?TyHany)SU=(t`&yOo$5xXetNcc)mJJ6DjsMS5;I6j_%@%S%-$nM!s?M zo)bmlsKjZ=WB9HXlkmiTH-vaEqZLDJAX!h7^E)b!J#AhK>*xN`aPjY=G-i@>PMKmR z1H{oK@j_N?Rvz57e8=>CURr~|R|->6PG@_NchUKHeXFKvR%(Bwx}Fm|IKYJwj=J)G4o#nr7nt;G@QL)%kuqec|%s z`XPSJ8^u3O!^HSMnudwx@1~)XT&-UY*&7}@%{4t$n)E;fIb)>e*qvTosDdl z3|bt`(ov66)$0EHXKhYx>C1f%&v7`=utmq7DN5yOHWD-;IN}?^9%q4ReQ>uQ^6CTF zTy2~syJmMCaKUhH(`GV;vP?8jZF)b!D>%&byzh|72}Ru17)I`?L!W{?%Swvv3iTzC zB9a$P|3;qA{3-%2vrsNG48PO!Yd=Yft`dnU(v^n9{InhB5FX1*oI);+Y!Q{@{@zYR z8ibq1!B!zfyh1KC4C|J8ft%!=b+)Cky2{Rz3oW~fMn-Ja!_DgF5mMC`Yz%7`+@H5E zuOH@RtK7~M6VYC7tKiqF5mXQ@4xwUs4yVWk7Kxt}~h7H0IdV2yk zm0;YfWx_U-rAmm2Z&hN{K%Cpl==;GWCYjPDx z#H#mmPr^M*nahG4t*@YcPH7w zdv^!7t!5cqXH#5TM>uqWUY#eV^*BJv;X3*3+Yo`%<4@K2P2~cv)$= zN@40qJZg*0G*QXY{p>NO5CNBqP>%Il<&@JT3&w;YqI4Wgi8OC0$^#u@Ewwj0C4w9h zW8v8!tQxz|QTZMyRQ-!;nEz+*|NHSECD&jf2twLk#?n}Mux;j&iYTvnW+l-3IHDbx z&Ont*hI7^>fwYRCj@rB)sU+Ys7>R#x6)okbSDRdSeXNh-1${ zOw)(3{0@R-H*~&|i59Oz&Z1LfB}V>qvXR-KJt#fA<5iO4Gbbr5+7j$R=AK<;whGQl zpt&;{=33VSLAcqc5raCJq2;j=owfvdfGGIaI@4dD%Z0q9iJ5w0pE32Reqg2W%b6pa z0K?HrUcIvi(zZld`&PCat$PVS;lPRHOD8dsrh^D};@YU8oAGjg&6H!RmcvDrGIBp$WRgD~g_0fXS?m)q8s?|aA>9;9_+m}6nmYdq z5p-fx8Yg3Zoc>w>i59VRh%~Dj@u-gi4sK)$`B*np~NiIHSaWjG5jSsK6M3P1~ zO@I(qUL)mW&*@i~HtwpO=LVUAPE{~dB$$)NWN1hj?L)haN6uX?vrE`jn`R#op}1_ttcu_qi|^J<3mUracqUVXoYp?{E$`!5Cs z|BnV`|9hwq3T;4cWqd5?mZJmbNpARoGPcs|IZ%ATTBhEumJ@?XVM*6N04^1Y)?eZ9 z(fdptaILU>SjtXjnWeUa_ok~t;psU7wTz>q4fkL_?#aL0ApYiPR+jdH5IcQa6Ki`b zTOjCXnHqz%t_74oeiQqjOO+wEx(d3Mc69Pq7P^*z`&Cl9_O>SXWoPt^jG+7Cv;X!q zp^J6xAorDT|IcJpObqOe?SP=4rFsks4tnQG|Z_Gdj0b^a;yIMTx4Dj!DaX+aF zo7mdf-%SBB{$z;%XB8YBh@AyU$HdGErOVC^LGJH6jk^4&B0e-i7Bm#hOyO&i9spTAzjKu8z|B7g;uD=x$>6y5=VO zuPlwsA$Oa<`pNShPrr%v*RiM$WMyRh{{sO3U)M52(-an{7qYN20@U00)>6 z$Oe7OnApJ3=*f5wV8);0ck`K9K|fn&w!8WNZvgnKe>e9I?r8i4U}g{y#CXRD)PAh& z(1{%EKsGk$Gcywq4BedV4!}%6CJrzF3P4scD-aBZ5@BTqvO)cjjUCDWBlFMpZk!nk z&=j2wy8ezP2RjF}{fWD4?}cGz1KhRu3^4u_j1}rpkL^ zcAz`oxxqh8c&9D!?-W?rKzCyQ^aWPX-&wsw-a8W%z<+xqAD-vG?<)2er^=6{02@8{sp01En58GRR1LBGnHe}-Jp zuL|h9D14t!$^VMN_ql;Q;Af;}`gLO52Vl^zD(?F*&GhR4y9?z^zfO&x!R-Ei^?L>O z-|nkW!~b*qw`20ZNbtWQS^o{m_HW4F(+2@72WTJ#0U0Dr4DQY$&`)tSe=q;G`+e>2 zf656!1G&A4m8IZa**T>kClezG`VN5DK+H@mOkg@jHVQ^Y3aa~Bb^`}}=*@%DLf78f z+{)hEL=R|fUqGz;ow4?j89KrC#3>;Yl{Gyfq63+P{DV`pUg zV-FDM57|IW;6HJ!;6L=o#K`g|js*<*1INbp$G%J)fAY-C^d~ROVCFw?&{+HjJ!sJR zjTd`cT@!PN?Y$F=SsFs$8DM)uCAT1#s(hbrL(ntx?-64sL0?ush_?$ zfWHu(#bnh`!5=SFlMwLVXbv*k&JYOpN7z4bMWTh45C}CyR^qLid-}m2H!am!GL#d0 zWY2y)Tmm?^Km1ikt;|;H9rbqAM_I1&`XRYibvn|zEIOs?U$j_sP;{2izkl(>)>B6$ zfWwtJdwi4$mB5ps#youx9`%;78+miR6tlE+o%w>A7T!35tB2S);yJ=cSt7sxzT~<( zU4;bx&zBlD{E(0T`wB8FDDnTix;q#F=f5BKXjT9H|NBd&^d^uD!IvTgva+%vVPT!O z=i82l3p{!G`EOYXbG>fQET)QZN%`y|?k@MmUvAucMsO8``h^tbVf+HeNYIc7oGer_ zK3s5}!)->GC}Ry78i0#(rFmT&=x2h%C@MBnv+t)DHK4x4X*cu|lZ+R$zP|p2zE=-1 zi|hZK5V!l|KY=z%9@3vr3rLQ)B{95I&!%>f=9=N){jJs_xL4nEpsZiJzGCNEH`vAS5JPV45G8`hD>wTkLwxL_87{5<-i*_6a&nF- zy(KX|KV1Nk7mGEzoo?;#v2Hv@Gj=rN_bJ946F8!ypvllaO|l6j(s2+ z$DkzDIXD}0zr%FXr;#sE^x%RxlodUg#Ies|&_jF=al~f@FU0H!K*3(!+Ctu|LAT(c zZ1g}4SwQ_Q3D+MDC;qyl8-GU_!@)ME`LtTSV>in$55=$enQ{Z)m@%%Q%8@>)CGu~1 z(YGsCia6vgtyzX+fc*P+K8lm71+Vy(NkifhJx>^6K?zBU3c2luqE8NG zrXInL%A?`$Q9pE!AbT7l*<5k%H;1!Y_|8w^jy+=zb%Joc>U=cA{pvuwnvx8327?|# zC%CR$X^E=J)sWw$%N^UI%o+v15ePTc@#S9o1*!X=@%WE__0v@HgA!#Qnq-?tJyIln zf@{A-YMDjIq+2fcJ;&?x3)8B1r(sY`Rl7g|m!FR_>jw&Zzti2_O~dslpqzXDGvOG8 z3PQ~be_#!%q1jxGbnp50D36HG)d7j21(ufJR>tl~b(jxzMw_~@TT%Iq=M#Z) z{_Rf}$5;redt9;*_E#Nu7n>IwP6B}oBV{AR#-^zM^|1)5MBv7TNx~{kWyjidsb=$G zN5{+K+3R6sb{hl{0|b6PwKC@t?8Z8HEH*@PD>(HbPF~zDv#X2C>&D@CZ!g{J*EM21e7g!o}ch_o)BzW^-0ZBwSSSA@QCmo6{+6??k?N?(pMOqpWJ`v$7-Ohtt}%XGd9P!zTE2hLPsP=8P(I%lb@eI8;IjegEnDua&ki( zn~3}CV>$)~WIp@lAtC&4aON`z`diGw)2;PHevn2-Xmt?|gvBK6s}qxh&5IZpgYl=X zCS1-7rR;a3OZOpY!T)U0kuiz0qq|^@h6ihiD_mOIyu3V%X{B`_$})0t0|{T7nwrkU z+Vz^8K64m z4{w%Fxz-t75<;(!Uv)9byL5j4fdm$D)~&3MJ#)R%P{E88660nWMMX(5F?f?#Btt_( ztE;OJf2i_Aw~=YQ8uK*&aZvNN{YsnqyvR?&x08}SBfVEwSDZXN>UJzigC8v{P*W5N zs=WlxXBn#cQha^BefxH@o#hKoh?jK_M0nwOUl$Utv}{!bvz z1(*`<7RzgNNrR5tBNTeApPv^O7lY2PYG{z|3V!y{++1^_+gO1G=m#n~`j?GpQHRYt z*S@JGuj*HPy@hN#hK*TNEiEl_-5xM6zkm%ki$+-ocBuy49!vQBSpKe*C8E`62xm1_^nT)NM_8yDGg#CwGv^B%V^9o8EYxwl|(AU>DCV-uz9CCHIm@6GkIoIwh3Wju= z@jzIY>%#71K#Zmm^@mx~guzh9(@u}%v@{ljX7^KCcm#xM=k0fm&CNzLW!l924u-{z z(3jz$nXZmkq78iR(0ZdOy7p_i>vr{+1#{eH8JeBSW8gDUTV%F`32*Nyz;;HDs!* zt8c8vaP)qDdOqbsJZ2PO^l76dj}c+J9_r$SB*FA#G~S7n%*jS|aX?NlUA~G^9H#b2=Ma9YW zbuVZ$0i5yN3?Vn8f#3EgtEY7CAwy%DX6V?&xgrrCk!VaHnPOq*GSc)Dr(a(_L;IoN zvcH66?W2Rj$Jg*p1hEGK0s7J#LL(lVnjEP8${JHzV2=7}B`DlI+*GEMN=9mSB%}J{ zx)i^Fz;p3X=XFS6wHPWI+OH%7ZzN^|j8`iwknP}R)0kW2xob8DujijHZZLC%#DH+= z(VLns3~I~gC^8;ibA;4bGo6*@^nDo6VG9y5F)^VQ7AD6FMFc}3Wo2dMe|CCt5f~kf zeRq9~&B(~ux9P-c&_@3F_~^kqzc-eHAo%GZWZroTYPXJcOVo~#kY>?tY{_skYD6uJ zV`jG1=*5K$N^)!W>GsSNl*p(zilRs*KkO9_7dQ8m&x(SiiV9v&1SQA@sGreUxzcRL z5E*XmlHdeBQ6ts-mX*Q5sB*czhBeOhy73FEKh3VhLZ4WhQQ1yPm*5hz?-j$^W52|% z5#h|~te=e26=~O);l^{@!`cLzlaq6DbqYs{1-Z3T!(7x>p1l^o(KT?fS|R-S^Jy*o z*&8}qz`dJ`OhWe_Mn*;zI_RpZlU_n*+XwQe)zd0F;u;!+w6wI;u`*TGv+OOOFH4}e z+*VVlZEbBQS63Rvjxq`gzrj+UUa$CCFKJNY7%sPX+*~c%)8K{T;Nu6F4U0-@^yp^m zpmhKKQrB!*f$MRL1Mtmp>T{p!+G)2R++4FO%hqUC^nA^EN+0J}7R`#62(dt@yH-}H zK*#@e4v5MW@eYf!UHm)Wdap%S(+klOgZzOHA?V|L#&PocgV9o>qgI`jdh!0)pa>Qj zuZ>?;78OG$^5A<)F$&Q^froHb7rZx;-y#LxNlIF|21sN93NM3Hd}s{|jwF4n(?GQo z&gLiL6Jhs&@VD~MY5S>hHIUKHZOtCpd=+{I2CL}8JhV?oOQC^*f$*EEh3_a#$KIFg)ag}biFlKO3VHB0l_=-H*V`@ze>z-XnxznS z$I<`!NnIFtwQ~?^H;li|y@_=pPARk}A>r^U>mO~bf@uPfjsD%77U}=w-5SXVN5UY4 zxryyU?f7mZ?4&z7px_O&Rr2LvV>Xr}4#rH($cR>l=ZT>Bnrf}8mbN6WoM?^O3s#ctvpq=c>aM&|RL~pZWXy$H>q-eEOt;Oe-Z7^s|V)Gz8UK^ohLp`k;$M`-NJ74}3k3 zOsBhWFF@ea+wH9V7fL;6allZ`BFX6X_bAfi)W6_fXd)1Wy42$Q{&?!P@^PWo^79~{ zD43&yT)?L5zW9t^7}DYNQup|rn=rrgl&@Ny;PF)&Jgk=9n!X~z!^f{9J!BFQp|oFa zc|ZSw8mD7sMxzurYaofE@>Meqi+%{|_DF`fg9E3SnApk9={o%8`rcj%rr_ReWtO?8 zmu;#ZT9DXK8Xq>$mL~WKKsWqCLUb%F^807Di}i|!tlLVN!fykRpN-|o;vf9^+0e0a zxIbG7A{frEU%wojoW8WTiv~X<>+$dN1ftGm*a124!@v8bVtW!%6*s}o9v|nER z`&qmCX16el)9ye^A{K+R3-N1ASfq>;!Ne)CHfI1%Cg(5Kxg4bB;Vc(C`xCNnxB(4~ zUocJlPax{=Z(DunR8PrEpQ)Vg^smGJp=Lq_&^_s|$Ntr`jx>a27LnT_&B#=W*}*~N zgqzTv9HB)Pv3W?HRe(YlEqw)@eo5WNSOv?$x|n#Y#;Db8_b3bA$0ig31uI)ViM`v+ zK}Swre)2P_wrd>$;CcrKhq03Rxbku~rLikGI$FIJcU&ONG&D4gz_R?$96x;uZfM~1 z^7bBYbTlp(gd?i$SAPcrWN$o^YAt&q_(f2V;C%U{5^rx{^gGL~LW%79Va2M2RvDFo zvy}$DUyv|x$jKwZp0gNj4W$r^c=4mqDr1Hpt!+dkhLX&^eJ2w{etrsH-3P^7rp0|V z6hyHlb}1&m7+z-{^S%Bh7D8`SXNh`g*!kF;bV!JDgNE%?<0XNRESFINALTld$w}}F z5r5ooG+j>gf4P@eshM*r2o!_2*O7Q>NFog*l4AZ6FR!+xj=Iq1IS?*)wMb%cdEZ?a z39!TJ3XrUk_GPjI9tgNvDHo8NHk#EbNL4Aage|0b2%&lC{hymvFUj8NuuC|67V1+G z2Y1|)S6Im|lrIhRW1~>lo)=6ncho%L)_BpF{Vd(GFcC}rj4 zjyq#Ck(LEYSy9hfG*&@BTP(LU&3ITloo^|!YE?lN>um#abLq^6lKpY%q`anbcV+4E zZtm{Z(3eioB2FMF79sZ*5M#9f8s63CTfeZJmocEVty%~W-`~dN+Q^wAzC90JTCswT zYlu1xc9C605m--1gr_mzh1KjwOrcRFjp3=Boiu95*+tcZM=WP=@VK6xS_N1^h{Fo` z*G&BHqbUgo?YTj&*fj)tdLv*Wn)lkSG%KBz4L8}gQUvmz@l>R0jADnIY=`i~?qU2n z=bR{hF%uKgp3U9XFj*uI!QP!p-%6SQ&(B1$G~BF%gM-GzFMol80I@;E!s_b7sSy2$GZY^LyZfpUQOu-u12(4GGLzhsJbL zHcTT^H|v#k(_mCI23)p3hJnfw4Eu8;8y+n+X*F1&t>stTeiA+o;TQHNnEji%U-wUB z5+x?g&OLCk!9Le&y5uuUJA>DBM>5v;@1x>-OA6;hea$`R1*GgEdZ{!luT{AgG`fO; zy@BvGQ4&lG%FTfU zabSEfb_5tr+YW{tX3&#vzPi{ZlN#r+{qtKSaK^QBxDs5_`LXhdnBiNh;wDs{FMp+*M^;tFVlTI z!E0vSAYBRo2;hz#+-!8=BHUSOh#~2Rd_$&N+8% z7K3S1{$ZkU(o!TKiw z20{bnM>d+CHIj+9H-t!J#J{kN_{ox2*Sf<2!!s#UHm|ba_0(Qm9qO92D59`ZU?h#Z zyoM$gyX#fpaWa!vdE3KN)4fKG7A2LEG~?u1Qq* zBh|v<>8Qv(CZL?1newy`?17i_8_b1=iw)bUd{Sf}CIcD}S5UzGe7Tokz5s%Rac3Y} z@+(txk%tRacX#)lmi894QjKRI0HwXcNfGw=@e1emZohKShS~{$G6dQxHgcO28O+&} zdVhTa8Y=onF&PVGrK*ZyoD%d68AsK#%4+22V>n1ptUBU>@$vES_LUeg&HVNQ`Fj=7 z13n#G3W57Ag#Qkqs^Sgj7L_F96}bd0?&qrmZ5uij&O}wf-H-pym0)WpA+b^7KN*~p zL(}Ybj0Hy7>uTQoGX;b8ieiNmv&=aQ1Sh;3c3T)Qa;;pu%dSegum>JkE(8#g>mLUQiVk6+>ErUlJcK#FKT!amNY@3Y;LFVG&U3 zzM5S_$Ol6jyeiZy;(*ReCOYNnKXd=87)cDvh*Of2UrMdX`l>fZq?1At$Pg~?nc%Sz z@Fi8t(oIzQUa5Ti`0;(CH&;Qx#)iqi$NOWLwEg*$R@r&Q+|#q0t+v5b6Obz(aFig>7u?Oqui-dZ}37TEas|m zX5d0%V{rlGuC1?gIc@a8PqSJM{`o^e#%K4tT(@B?R~lO(L-4tsot;*-kz_^ep$I*o zM_4okgvDjjhr_BG;QqcvfX-g2=phG6!&n6cYPWa+SJW_!D?I87Sm{ zGuKbCGX5TsCNu9d88Mxx9zthwB3Q1H>9WW)C8NuvVt+2>oO+{|E9sdA2(mTG4R-nu zhv8g2Dypim_=<>vVhl_2Lqk*lm*j!=pa3iNFE6*njj!EF)!WQdJe1B5bj5j|@bl33 z6Xb_UKOQ|jy#$6Okz$508)@3vPMj2g3{8+zI^$@X+6UVyAmL0z29EQ zbGq)SMNqzJp2B9j-{{Aekd&l(^$PF(`}h2AN9hZYz2_z`QT{wVHM?Vx{HDcSd1>@H zHa6BDXuwCn!l)P+U0`_J3jzC>$Rb=eU3oOLk9(0)ku2ed*c$YJXM=}g8- z<+F|WiM!3c6#mk$fvF=-D|^8698Ope#UH9{!w7%nD66E@3t~DfoVgt@!(Y1LpdwmK zmpliUJ=S1vP%h|3B=w%RY2XUD*}v0Xs@sD5jX0$~)CONJAE1WYu5hSwWGqRI>(%LnMOGYDhAknYv1SEEn9 z@3`Dc(<91@(xnCWrb^UTV;70#K^_F>ghNOe9Dsstb>Qm=XHSFl_TP$()?jQ%lMGZd zIR|A3_x6L|+O0uWETW7fK^WxW)hm$pW6*^{lqrpBN4Ts%b1%dDE#K!_cEX_=3tG%p zQ25**@^#y6eG=%IZ)>CKQ&2@DfSepKJ8-F;Hfmr?7M@dcWc%~2Dr4Y~LOAT;dNtv+ zcbm)80Dm-oexS$80VWD8aFz)I=LY~_?P7NlB;lSW=j|{y2nhD*GnEF|zP`S!A6kgP zLA2^^ND35EzHk}$5G)FWggD$^*(MmS16B5T9Oc1<4-spYgZ!W>mI)wdQsy3Q4#Nyw zp*y$N@2uF#od_FVw#LFxTk?I0`d( zES{Ck1P3B5t>-Wq0C_BYw@*tOc5gBy1QlrMKQQ|``g*17fB(V(A$9lk?CS1*@$~E> zj~`6nRDmKHxu}ouD0gCF;?3o(!8Det$J%eSTAO)15S_o&)V!{@U#XaUtTbqk0=NmA zVemdvmb%`d;o)7NY}JnIQd-*DAA!gc3wyj(6yLx8?JAV@6_3=dEitA&9H zX9Jh}A3chsF^W-?L*Ys17f`*I9E0QQG(Wuo`!-J(J{Ls))q=7=aKh404{iCCmsukoe zMQqdbY**SS08X%7JlZX{gr@RXZ>3d8M^h4WTf{6tHb8Fys1{&QNcKB9aad|}6yJ6N zP(UIcjQI;RX_P+#%3e!ro3PgnPB;;Vl(I4oD;ryazs%b^Arn*6zh|3+|BdPoDAC8} zFz6<&bubV76YbJC!8K*iDY-mr5(q%+tG@zZssx7if>7^R`h`o-qxB0E^vpGT46&v4 z-tL*g&~~1PT?8s=YL z`93%J)y~+|P*Kry^SIJDI-AZ07)fP zOyiY|B;|2g_+Y@SSrL)tbBFfYeB`&=iuYGAU(9JBtn;ythR63tQ_Bt5_^=u&Qu^32gFBY(BI$X`!gClH&BZ#AIehJwDvGTjNdKqht?D zJeXt>pq%b)S*(&UV#$mq7z{M@mtc((JJF;kvEG=aL%DcM19}a__oo#j+8aSYV zJ)pAO1-R%zsHmtNLn*H@{%kPonwc>$tCs}c+}wCgW`ec_%BrR-1UoChMzA~U&&YUx z!!pEoNsNraxYX1z*f8|

EuN%>2K-0KixB*UWwclsyw zz|TLJnv^gqWo~4BVA4t6*-l3^# zi^8nMdn0wuPJvtRW?!B8B;aDMAkW0abaHmqIi4%MQvPqB3~GZ}`_d$>KMw`xX$klF zV9IKPBALLAp`hpG-t))1eU5TLZb2a-7HdILK07^T5qn@#Un(o@t6}lsc)3*viHeYr z5TFT7h5pZitIGqwBEU7AoSaYv1qFY29B^W=TVs}!1TPTlznI= zU0z;B#l-x5Fki!EK0=Q3-k+hE)rvM2wa#j~^PqHg%r9bG5_?z!HL%(}SUx_gs9cx- z<_5LZ;~e?v-#KXe>0WA^G?cP*z?qy)$-c+e3Hn@h) zqW8ID75YNpSKB*0o~s!d(T-%kDJ`3aZHp+?3`!5F3kmHu!lV?2Sy_=bho2r#+c3OMQ-YFWvoC`f(L=be|QI2Tr?( zrgS1s6{(YyZk zYl4xn$YlU>PVT*7Vhh(|We^n=1;Hb8z%jqDP}QD;0}pZ`s-;S5g_D!`Zcx4Py=p88 z8j{%EVZ%z;#Z!k|rXG7C5PTIwLuww|h1#(!MNLi3RL+m^;O&zEnyFp6?oPbeTWWd@ zm#tB*Gd^Eq&cwzR32KpIo(Uq`#`|_SG$i;lae-#kSufGvlp!*?RVGm$ z4FeC&I2xy=jWJdi10K4`qLv3j!Z$s3j@>Tf{JF&j`(04n?{EmnF)1l)y}9pmrD_3y zH~T*MR9pbnaXDFiJ1{iF`q*i;3p8xw;2?cF+9nA7`A%Ofoup2b$N83}Hw`WciL8W# z=)*l8%TdNz9u82_6pCP2VNMcYx(u`L1LM zdx!zbXUtKCt#YpZ&rh*n#R3Bnt-x?*-g4+Q#%wqVn3|f7PvpxN8+o9>Llq^>xY2ko zP?#r}8ppKNa!}O@sQy9&K1xOz(ZNI6gx~D$jOV^MVJ}^S1ah%0wR$G$>FXC8b%&_| zd4q>WMMb%64m?kA0cN0)P9K=+>kz4^Q0(3Nj)0U@r-TDXyC2jx&-?yr9Qb|z#Kbp< zGDt!%IXPp1`lwHIvv8&;NXaL%(!|QdgR%p)4{y;>W=>Gq97w2ZF5-OsTGhv3woE&h zcNm2H1dl91*D%Of5C##t{>aXb#Vb%t`?lKx=we|(!35BI%l>aKrV5p)oLpR3zZpVV z3FAPRnxC5^(C&zReL~D*MbO>dZTTRw)Z!6$=kq8K8YuP(7qysZhzaM40NGp+nJ5fu zx)2t2@yw>EsV^N8(^~gzI729DVsaAWV!395g@(qz-ez75csU~mM!1+arJ{mD5$FH{ z0)qH$4;CJtgstH;X^^%}tgYomA8&HcdOCp{7nu#Gl3vr`g<631YdRYOMHw4Y-dm}p zY7*2OsLRNi^Ap~iEd+sRtUH`2{NQ2gISO^e<~mTTjh&tUmb0;u9}FvHoz1+8ZCnU& zqOHd>GSUftA4Y~d%Fg!Y391cO`FHKZ{Nh={rvzlU8u}}h=B)LX!Uf<+yz7l zIw_LZc0t0x_km}+(m-^@urgadUoN4@pxuZ2(}C9Azw^=l<>j_M1Z;6}anjdjm~Xsp zsydE0*L$Ojoi+#P5oPkss0e!)rrLdd7n)sJTD|Y{ zx>aiQCMPG$XjbUuBqtL$JFW*WTfMuC1U`3$LqVa)%gd`)`Qc5%Ptv^-wN0m{1tDLc z5I}vwW#K~Zu2+1+%m0;K#PyrF9L#aS&OU*|AQK{)_Ltxz%KgFJBvQLT&&)t?}yYNpVR@MB2K#+Y3tW?)<}AueT*tMU7=efZXk;dG7#SJiww$033kzd@{TAi@t`%sY^X<|8jt*)~fuZ5y>BM8O zDg(AjY`O)!idWQ-d1OptD4S00m~IN_$zqj!xr^PxtP<`Oo9U8-WrQf5I;(Mz-*&gN zd<*90v_R8-2Vgx}YdKjYm%tn}pu70)$?rRM|IO*Tb8ACTY-VP~Cj)Ta`Ptdjc&Lc+ ziHQXb57lc4>FEkWpAND?GZQuoWCO|o<`XnipU20D{XJ`^YSd}h7;Lzr!t{p;^LtpJD@KS{XomB z1->xPPXH}r%FcyVQQ8=rvuI}D=F3ND0XjW%emwIaOhRgOy z2K?qRn08>5f=F^bJv|rgPY=3|^|9UTElF1ae0h!%ZJHs=H{ z@cw*vQ7p2YsS*k%Wf>p%l~HwaOG}H(o;yEiygJ6%blZfCjEw%3mG+lm!*a!-rjupb zHAMi=2dEl=hb1oLI9}#+^ESaukB7Hc*^Tc9SSjX3U^U8z^{1z&%)3|=f)bF6&nT~f zat33Ph(Y?gy2Q5`G{JkNa$AZ4Im`vqI04kXuEJ4XUY-s(Y5A40xw&+%ROEL9pW7gj z`-9izgXTs?Vk=(fim@Nu!E2Qc+W;ObfyDD1E*mDZeOIICN(^x@=CA}IPp#eOp+!{l z3%U0j31q}@bi~0h#9TLu(Pt3~MIi3g!k9WMX>wu$W<{Wj`xh2ceQy4u)ID$jiyTfD zcs=^6!G0z4L+fYtxrSmj*ftMxAdNCF2_}dPymHP_)fH2@-+OLzY)5JW+9TuKUAQd)X)Z@P4MkfU7_V)HV)ka7eBHlXN!Uh&+iGyQ8|jxQdmucTNt4GAg9WM>eDD=DiKD8GICgVeis?*JJ= z;}{et=4^yszm5Y@JKem=+uK_->=!nWp#xFTe*tC(XVsM@jS{J|ZF_ z{+CpZ*|0@tAX=^MA}`Ea!KFu#Q&1EGW1vrv>+kOm1x8(DyI9X{+=F?yU)hc>yebJ+ z=HcOb1*k8z>GoW+>;43|d>AG%_u72?_!a>LE3eh_S_QU%l9HQ?2khHMK>Ae+6mkHn zPehQs?ps<)2gkLzyVz~AioY;D+vxXrd|GI*R|1^G_RahCpMPM=FTmS<19p;K(pZ?_vZ(kp;WF0Lv<#O3tSy{Dh z_lDv#CiZVN?m0j@MLs(MHWP2m;+mJnAq6Zz(%QQCM`L61D)D@ zI5q$3X6lk?f4Y>&b#IDk_AWl2K+tIemF+`I^5^TLawqB8>FETRJFsY0_VQo!J*j z`2;2$pid|mKPWi-B-<*4V7NTcNbEQvaP!q+Ky>=x@0WN2YK+!Go?(%Z>bfJ=vlZ`w zF{8rLTM4F0&O0x!mIVzwfh5zxL~pfOWOBc%=u}`5vT+Q!*@8m_72LxZIJmeu-|T>< zBT~;sv)?rxOD&aST+ot>Ru@$lpqs}}AZwxoFX3T{s{IvQ{8&)3YIrz>{Tc@mzTuJ;l-5jw%W zwUHq9E;96&9x;6jAIj_*6PeLEfS3!=1{SkoW$0-^KtxAF>*up*^t@(QFV#>qZt6DT zvYr2tU$nBN@)ZH+YW$mAKDW_tRCp*D4|cT=241I<6>(uu>OP(?J-|d!p>1yRTDxa! z-57V9Nd`r**(5-hWhGQ?u=`_izBO#xmYdDX?Yf5~CmmOsPRe7ISD$V^nwbyqaHBa~ z)c5h9o`*sjuc9sGJjJ{9^>r9|H3{~iBfVF!%-h1X^dn#5tiegQ>PDUM&Lx0MIE zMrWF!Z_`Q8`;J>Nne(jx-Df}#7GP8fC@9J=DdvEPD}%J+iZ1-`;lcH2B^GG+iqAcp zww6{*aWRu(rf`$8f0-V;rqH(7)8j*e<>T!(75s&eJ47`Bu&Qpo4N&i6;q8twGcGQ! z9KeY$Gw%=CyiRg#zFmI#eRVW7RU-hnWDJN)e`n_x5Co*bT+WtQ9)k4K_v_bNaYMV>tmcL|+LB3AwFj%Je8M zTw#?05={%R;1wtm7_a9=(ehUvkYkR?LM6=tkGl&dxNOi7&r60BrU6Fm!0-rQ+lH=j z>dG2GDIXu7TJurLW~WVblC)$zov3Mpli1b>(YH9LeFFnwn3$LrYrjKvvYxO3rhs=Q zjsCT~ocTRBH~dDQqZN1+RR*8^vhwxO9{{|5pN^Kacm927anHHhcx5xkS+~ogQPxLS z7Ozri&|U!EUj_75|JYazB0OB3-JeuIqq@wg*a=dzl?H`i8DgrdtL0t?fJ;tjE(kX6 ziFkjn{|p^nrGVtkXKwY%5Bi5!K&FpY+AFK+EMeXR&W(VaTmc9>Bd{>=GaFl5OAw4C zKii;SkyArpcQQ=1IX<+=JU%`SkkQYJuTui--%d>efm{V}No^anwzf78P!W;fiMxS{ z3f^$aYiW`Yuk&F(K_prb9jpfL&qqaBCPB0R`0;~Ttwyh)C_~6`4N);eP@SVD2Aq19 z*=VLB7%6qM)b@XSEO?7*v|dTyQAyk6X=>BtipE0?&7^TqQT4YsvDgvehvjcmk0$tzE9;>i08oIixgMD zx6dvwrw7|aKY{B7wSJ3DDVz-w0#VVrn~n}?P+*|)N}G3rH$?c&o87NeK4bd_gQnv% z<+}YtLlFQ?C1E)bNMCF~fOs)TD{O3RiihbWTU%Sq-fpm;(@96s(@H|`Mn#{-zDtJp z4Gyx577&Q#D6h8(fw%^gmHEs#oy!-J1Ida$c2z}^BEh5CT*8_**_ zs5D@71U=63md~cS=?e>fzUcajt+{*B=W@Q$kFV3{K;wG2lyERm{MZp1NL!*?g9VV4 zdlW5yxy@VN_u(>WUR#>aX2`QyNv(I5cILR3^$6DnUYGA0@Jb1$}d z)GQnq18&4^-H&64e z#wDb;I8dnIg1m3wrua@QYdxc%aQUUVwdg}Y%h$1_eiPC(b2AQLk&hNAEFM&#qPZs* zyQ+5^aY}t7BT?*njoGs;)6d>mT3MBx+QB|o?H?G}%O$l_qOx0ReEV>BMHj0qVMdF; zM`Q8MnKMKT7m89HfAv@B4k^xpUL;r0NK(j)sBoaxX;TiCfQN<@003rzaszbALBb#$ z18O37cOpVOuUMg=pkOgsp!hfoO_&8$)J`&?uo9SKoXq7}|;`jyMAvRbX)nH2qXSWv=t2I5rQ zlH&eRz7Rxs|DIJEIy&(~LvDej%C@@_C?DbgGZs`U#qH_Q+sVz1k&&@bZ+)I9QIDOG zj4Vx$F%=BC^%4V!w-AC`n|9M6HRgOkV6oLXTuq@F7Ca1NEC)25vBF6;H=)QmuhD4e zQ5Mezw)l9grm_W`x5lPRHRVr=L==GezPEI`%;}@_e)nf>brlMDU1Oy8@77kLz0Z8^ zcB}8?+c;p6IN3XMABcg4*uJ=Z3TFRxoc?lf>l>0&xRx26^SQ^cUe2&&1 z<}_3SPI*ojwO`o9a$-QgD*{1m)rfo8%>SbLLedx88|G6cK-QdGQycWEZlAK(g z#izuT5C_l|EUv>U@}wx#WePui9s~sh1Y&>w6#CQdYjAwK((EdK*lz|5nY1A^Qa!y7 zb}#w*ES|^G(sHWR+6@m1jT_6Fs1jZ2Sbx~$o>5lkkM);PDAg!m6G}yj(TppdkYZ1o z1l6%vtheR<*okO0Q z^HX8p$8@k{(zXk=H2zR1GBWbTym{7mBAf16%S{%)BP|Ir@rJ-a6llVS`|G&E!onG% zXu!F(7USP($;RakU?ueT_cyV%Rg{vFg57ESe6bU|fQtc6C(Zi)r`s_eM9^UsiWcAI z;(m2NVmnvm|M_w+|DJWjs*MU9vye@XG8Qu{t5#L-fUvyO&!uqRoH_9 z^w=)_`2z<5fF2A^d3jJx!^FfSyFrs9UC;^dz8X<~EDw6i-OJb*NbSXB5YivV(DmmJ z0I7>HXUo9~&{x^MPmeGj2A~p1BOV;@606qY^FRvBI3yxMLQRc;mX7We@Gb;8U7|jo zCyW2T&owbGf?50sGCU3{BE*k~9(7u(BK!jw2QAb5b7XwlIqpfX*J*9ji>n||YusydJMC=^{19G>dxPLqR z5l~T4$K0_zvobO${&yEiM`x#4sjb|%goNj2!>K`N_zZ?XLbR%lkpBA^%6A(Kk99_P zI7UQdq~pV#tIO_0K7W|rS_mqz<6l7dVOw)*%tyb3pr>bnm$kICjMbPcf!u~192_jT z9h;gO2G(9?92A zAQe6bW2l;z4=fb6aT8D|VVjpJ4s09%ZxMiY@duU#IDbAJYgM+vgIw8F^gefWcQ+K|(9V$& zEbvahuMQWTH>Vry4d&+NUS?5=`jA7$0PmC!oVK;V<3M1aFk?}Pl$~B~Y?vG@x02z7 zBL4mRH>TeN%pV(o$#8%y|ms>pwTwvtGiOJ2du zi~*+Gn1YnT?#e~~Qh9A*4+_kbmtvlre~XXL!_(Tp@2tbT!2VS+Dnw{)D4(GKy3qoT+y+zVgj!30Ly`q zo)j92Civ+9m4k!hVrN|Z&^$5ZR%xiyVT|c=< z|FFxcLRk;2Z)Tmpe!+nwLEC*E)U3pvV9x`=o()8PMoLhjXG#v6kNG-lBG?lQ)yC3+ z!NHxsf9LgGCB(-1gWlBJPvfypJl4-DQ7>Hs$x~9j7CTjeAz)<;*MhAqy83MS^Y9`$ z!`#b^uup|;zd(m`dfhm*ZW$29tHqT9VWeeXkjno=$Ig!BM_Y7#aRJ-@@OO6?tT}c$ zdl;37S4aQ~_Lk1^(NSh;!8#}mXz+3k(}cmzrWs3oKO9`p!>4DP^023QK*e`=cP%FJ z&`TJu=Cn*qO*eJ2G@qhvfS`1NnNTO_zFR$9Y`}J- zTXCnu~`PzKsWk3{gMFQq_;N7s~c5-s!2b%xr z&(E(RA*f{r?UZguOTPey#H6GY7f$R$*%6K?5kd%l$<*)P`wwxi+J>#&)|7U1D|fH! zyn%F)^D)u|K*V2Xj}xU{pRaO9C=9`N&qm6o@>mCh!}vI4CE%&5w62g$7V=on;6O-0 z6?*!&FKof0SV^~pgoO0DEyl#)z(YerL%WqHuzNvlD%QA6okE?C&(-?V`-vIF*(w}) z67~=`u!xvc-40)>v()ge*W=m`%Cb(?SPe~hp6G;W6 zn@EM-tCppkV4q#U?#>$;QeWFf*8ZDEm<#)SGWK~twZ-blh-@b{-C$Ycq^z_6F@7~zn zzV^MU5Gw26f6C-TBSS)hL&=7>Bj?A#?e=$NVb11v&@D%(n`u>ctS@ray@r2o{pb7I z??_#T)tN9)INF%>6{_2BcyZ9qiK||Z%=?h*R-xm@Z688xa{iOb&q`kZZekZ3?9HPo z-^6EDAJA884LNNNRQo*K*^FhwfoYMi)=JOiJ?DNFrgo*HUR%3#pFrJ*fMNE}b0Qb> z{RkC4ZM85Yhv8W3T!o2XWa-iY{7$>|vEK?EIz2VgjT!8J6#;?_E(JwoV~+vWu8Cmh871kTs6QjTo&1RVn>D)vNOMryB%q}wnm zDmkK#->>ba_gr0dN&-!m3+CpOl$0JqzmCb9%AFDt6NA(E?3rcxKvO`wX~GQ z=Wds=vAOyCy9_~(E$TI}o=@)m{eA$UOLvN4v;bnbhDv)sW-2|kN-+WByL709#mmmF zuG6hyGJZipqm$KNC+FwlGBT(YdQD%>HV4h^RYPCOu%Aw~PkW6%@ z-tk;%XZj$VPzm%)v0}9_KsKuY+x{O}ZylA@7WE4Ql8Q7)Nw+B7t+YskAP5Kuh;%3& ziqZ%ON_Tg+bb}%(AV{~AfTZxvectzeW8887IOB|Q4$t%Kz1Ez+SZmF>>IKG{-YTLc z8Da|yoUz(3UfbRzE64EBDOJsG4R2}vFeG5KGhTQL*sz3Koy+eP*m;cJ$Gzsf)WQxZ z56SMfHD5cICi+C=teqhdW{&B`nzc}MLcW^Qe-mSC;#F4~y;NIIkHQM05|LR?L>F?N z4su#0NtnlY{KXhyB+%5$l?>iwzs|0%e=SUOrN%AtZf?Tu?d=X1Cyqg~4E!%AaEVz} zJ3(@)-y$8K7+og#!)Z!?ZJ4P4W&GupLy|fJ9Yc^hYq59+mz8DYxv`vGo}q;ArD3oQ zQvU}?KoHuM_oSLbTtb4!C>N7TZ_=hcRi zP1{08pbSwsl~8vG>7DuQ?eGk_P}9C>=I_KzdG}{=Pc-RjyM_b*;KZPtViP#rE?`X+ z(7bNqMPz_9Vvqukd)qG-{Pk$zxGGMv}GMG( zcJGZ+&YrBXr2>w8j~J=V$?0j+-;?D?5f}`0!|UA$_~1%@X2dQI#D(?K25SZq78Vvn ziGz1@-2El-d$#cwc!dXmaoj!^ZgS$e_QAWeV)4z*lISw6@N`Zy$jL}bL7N~%h3Z#Y z5a*xoVT34w2lMZ$-_@&Q6zki+S?zcn%SZ zdiwh8vAzeZH#wOsxE05@UFvw1uc2f(T(dh_Be~)dMNF zI>#l%VUm-RqoCB-&4z#7ysw{P%=m^*VVA3({Q{QW(p z*Wx3A%<%qF&)N%ddiY*ewUj)!m1`K2L+FEivWQct-|`q=-*He@784SBFj$kd_O#I-KQ64UzOQ#)Ywzj7Vpfj% zuJ@Sb<8x&dfpiY)dH;eq|L{C)Pk#BEor{EL3y*{7-(VM@KR9ghxs)P|yh$Z!GT-WN ztyA)=#rMO(+R&ZeZeUe}Y*7Aub)9W+Meq$tJ5VR5c1Oud*4izauk{=OZ@~biyKIbD zZ*_Kd((&_?JbU&GY&~8G+1(Jx_Qln<{7*oP@Q+-Blsw zSPl#beqmwZ*5P5oh=>SoLBVe1tp1;6C2C18a{IaFuZ~g^6BF0lhpS#_fju&Ra@qD4 z3#q|Fmx=Uj%p?gC!z{AGIK;yW8>|!}AQF}|F7Y@b9UL4)x>q0v1w3tUN&6!yE8bP{ zd|=t*-+DOCddl`IS%PQiUK$C4d#9cp3AI+2Uwg6AeqDBeQDD98!OF@CEXOJoc=R`rnIzlqWcRl_6gg=09@YcEP6hh9+JaO&Z;(H6hBEOa#UmL zb~!J<0{k<4#enqY^#0%zUqU4%C30SKY~50$a6dm3q+%NJG4NC*1=<@_KN;jg(m<2I zp9C>vxJ5C@HSgnAA+sNpe$f^#qqUEsAj+7(4!MK4KdVXLv z19Ws0LqkKz&gaGbIoa9IK%+riH%xT5g0kp_Sp^yKL1kOz?C*AHZ?EFv)(?Cz2xs@S zL;etL{+9A9Vx}X#)4x3oPxB6Ps;##dyW{=M2UnN>%AHn}Nf{QGm$OFXH8qKl{W3wx zZuqw5`t5gmobSJU`SQlloQd*ze~f=r6e0Kxhu@Ptva+%!AgirYd7eHqG4TV5!=@Nm z6E%uD4?J;yC`CdeOOX)i9nsv}>{KBiKXcdK!98t&GEMX0EauS;4#5OgowwqOCNNdG z@0E|RnAp~Y1?t#h%hk%=R-q2?a6Dd<4!E+7)KMS8*8MQ`LZopguc%(_{zA@9E-N=S z_+>r8Q3S*9GCe3ND!TYJQONChXST)q?dOP?7!oAbkSd6JXI4p{3v5eE%Xca6uT;?s zwe#P|ZdlHA%sITV`uJ4=-G}` zNj7_XBGnRipHv}z?9?-4aUk|(7^2c(EUjkhc)*$kHn?uJ4-fAf+p6b>?w_6??>esZ zlOo6NAw@btb|Q&5@R_TlvlAUDUk`B|UCBUvhG?>e5|53lf4zv}GJX6c4P! z`|R<|s|!7bwvDt;mbivr;I5C-9@+OSpRY>XyQf-Qr~lYqmqOy%c*#?-$K9WPC_a4H zQEt|Qq{rT#LzCw*-pat|p1p;Rg|)TZ6FtjY;5#8dI&G726h%3oVLpsQMImFLR#NOX zaVv~zWUCK7D>0g){rx%w0Nt>`1;=tIr3+@naeq-xj=LFBu62BzR7OT7&!F}mq}ipG zeDCgDOHYmMPwhXUfU=-13zx4>*HY<%5zJIemE`8R=aC1~Adl&6T8)rIcsw=q}sSI+oRS?eA`w!G|22ojcZtGkJV3y^=St64O-COrJl; z0PiS}eI=8A|D8J6Q$YIp@xsR(L}7<5#w|WKrR}s_{w(*2$3M{J=HbzxzqR4}nNy#4 z!1EAjUD#!vfPsO*;biaGyXzLJCeNS015|4p7`S0%WW;f=%(V>+^TO6v==!=;EbsP+FfmZ1MxvwC1qV*z)zdrN8GA>F zTXy}N4#nX7)XU)s+6y8-|lc`;G)Y_SLm(DW^XZgND?YJF)=Zu z(hU@UpVNcu%SnDHtq_oW%yeAF&7DAIv8H_H0hyVMpgOR9eXpqV2^;F_kfuuHqAqM; zc*cpUuh96rQ2MarRo<@+r4~+_d7bQ`f_3gF(y#pUvW^l#&uUFvEG#TN1B0!@d#Wlb zogkqIAwz?Lu#0a~nPY<1adUHH%hy?XA3po*izg5Oeq2Jr;#j_xgR5)T&szK8d@a`M z?h}aE?kGkD6KiV@R*BTPYqbo1VhWcEyx5GyT3OjjQD-Z@ySM_&NQJ{BFqiLU+G=B4 zZIF+i-<9Nam30SYv{MYdCbOxl#~*)I361231iedfLr>${-sj0nD3S-y@lQNdlNe6Q zemJ#euzcVGkf&$MG}iNhc56l#=9`>^BnB&UkOESFC`qK_S;zZw*i1#mVwIVTX&zxmeZ|j+2~wMWIua=iiUwrB9nD^%oq?Y-2a@s?Rr@z>Y*NXw@r}s z%sUF}-DLW8>B5YzxTK^c%Y)tZ06|F|(f zFa6-bgA)D9RReqxV~tGto7F?Bz{PbCl7ePs&8!%WqA*1|WtN%3>6_vqk<3|YJ zUH%#1LT?3XWSfxYh^^2m)TQjHGV8&MHkXwRnBGEmt!ryv=NxR#wfL4uT4JcnqoT4) zmoQ37ro5qZ5Ro@mrZX}LR5s$ps~`y}XScRclK%D#2XzlX_EfY5)P7!5UdS!3l;TJA ziHTH=uXj_hGRJQ7#)sYFGFr~l$h5MzS3{{PFJFkHe?U%3DwnUFz_kPh;o76{M`{trM8T6Fl1lW--;^4+tU?5^ z69w0Srb#|8&@E0-mIA}}6<>fiSO0%lOwIWB7SUwJa z{TdEQyavR3@Vj*d1V~kFZ7#g4mZs*PtPdCWot${>XB)a8nj9`KPJfT)4hgZ6CPae; z{nFG_XE!TqRPXdIRnohEyxQ&Tko`xIeg_1{_mL6a$K8fSdOT<6=gz?UUT23dN+N_9 zQ^eixzkdBXq|5YMve@GdDlxNe-0&qT0qdBI83^UEPx(e)JaU|qL|v^@XsSs4IMv%Y z{Judz1O)}PA_{WBl;5tili~EhGKiUoq_*5YJeFB81Cv+ie$AVL?f0mM8ZPV zG6gwW4Gpn@^W;9VJgVSKr8@buasx;zBYJmpGvTfP6Dw=3J>`u6CcBxs^t}_}Teq+t zK78o%dy+6&?DhM=z`%(D=K6OCd36s`kPF(7d(GphnM;}c{6QCF6!(^2<~o3!;Y%SQ z#JVx-6d+r9mlqU7!RP?7k7YwjfmMMBV|HqReh)WBu?ioT%7a8Kw;Imal~mNXd+>4J z9e{!xh5-3ha0ek5Up$ZRvwYkjL6x{IqS1!7Y^?{8f~nNm(_{86Nd#FT0Ufh{FeJsu z&8@C92U>+%S6A2lj1v+c9ch`jx7XSkOx$wAHFGdBE-r76^Qc;)`y;DbbG>E03&}l0 za#9X$KV+#VSu7B#8Got1pd@k#C6UQ zg&L$feI2Inlvl-wSG5~V*gby3aD5kTfuur9jfFYShd zi%Tc?GG|fFWJmBD$f7Hl$MW)WZXqFsK)l;!Zu<~JGbf3SIk&~#xZ7*(6o#BD9a(G% zLpm59PyZt|APjyeo!~`WXEn?Kj)H6MizG7(3xlZW6ZVXgO3NXX-fhCoiQ-Va+oFho z60jcY)xHuI6eI)Dua8M~QOdy1j)OD`>W{snQxYE+H$Rg7(0W@Gsi`MoRyH5_XJbcz zoQcZ>MFre*0~Z&U+vCs*mr78jSSvhjbVe*!XKR19mbuzlwghnKk^7$@& zAPa?VQ_xR;RAYBw`_5r9lY>`rfmp@9fTUw+-N$-5Rb5K=QW&)q7_c*ea zbpOLt>T6Vu9BH8vv{8&w?3|xBA+4SR)|@DOthRm9WySuf}R> zA2c*HPDN&~j{jR&CxKy-y1L*)Ro89{jXPv>Ufg#*69~7Wy&u&X^jx+ktV2GWsuO2j z6&3B4S=>Zozs9->t7ngw0n$Vy_SR=Q?2D6qvzqBfhXpj$y~VE3dT~t=8Y!Pa_k-1P z2vu}xMn=Z7v&W2UasTHmz!|T&c#@KmlKY6I-6D7uPNTv16Kw7O;*#$!?xT86;uqui zG0KOjuOC5h8<$7%3kq83>FJe(ogQudn5ng=Wqp*;2`*rGX2#GlRl7ht7!Y;!&&q)N z(dM`fl`snnO9jLXdTWY=r}fO?#plTA=yvb(zdUqwexMjx=!ATd1#Kx`P88+8(sD#j zEZcgY?D<1j8{TLrCt z@U>fw7uu58=qr zO$QRR^tmw7QjFG##pnr_$Mr_P9*>MNq__vX#7)jX2Emq|Bn-OB=QLH*v^>IV^OX=P>AY^zO7OiV#Y*cQ)cIWjc#;nA0b zGNsY(!@qx5L7vvX{Bf^Xq5=3XiUAwFmBy;uKreUvOH|m~nSlMOkCWd!djlZrbWU5d za&nx;@-#x`DqsLa-4h^47GTB@kbbo_5w5DL8d3vDHPztyQZ-R99Du%Gfc>$G3htf9 zB`S=JnO9Ap3&+N^X+&LuV7{LZXUO6BA<8F9>7(1h>Z53L8=Io(M{?r@Is$fV;CvNO zn!uOUbn7&@yokM=u6~(Y^E*@FgRsNA^yb!9C6IWMq_?P)*GX&6qr?jM%Bf8$DP)Z( zM3zA{MO;MfT54j$?#uCb@TJ8-;#^&sK(3Rq?}*#J{2Y zJ}~ewlivgUHRalPv$tpUkOz$Vr8)9LtQ@UtA<-?U?Jz-78m5D`-lMzG$AKZOt~mj+m}4E1R!+ zG3q2<1A$x)4uS;TAF&JuHOs*0rwbi{)YZi|?B<%kA|@v?K0oP#glII!Kj@WYS~9*~ zM!vM!!}`sS&Hglv$Lrq!)Lz)^LPnCH%al);24VZ9I(vf+7BWhgZ%TyC&UlR_%UB*Y81EyZb=YeFKX?$I(OcAfr4Y=qCuTITliat9#`@+g9 zPxw)hRxVy3E=BvJM8SOkQFo_=8oSwstET=~ZH^UilOn)#PxSQ(Q3hhzJ9x~x_uyGL zwi528{}a7ySf_4A3$vUP9{#Atml3>L?4_v7dYbks@|N5tC`X5fR-o1aN|}{jG}PAb zQpm{2z<4M`Q1@ww88>?^K-|~c&q>}htc!dQi1)luw^*;)%l(}!YGmPX%w2;|UlRnh z6i=!i!PNcwmGUTof58v+ny}?J>Yd5*w?9grYPlT^#36^K_`5+j?o3q%{yRT@Tt_1$ zB$Nx-QEM~Rj+FoQ_Okt8#>iDmUB#EWh-3}Ogn&FeI9MvsDXdswkt`*or5$2Ve!8ucl|y`g|H{a2`}%c2AHDlY!ROZUU5_ zmz%2qJpL^~;9+ryMZ>=z;L$22BAVo%JfQ@Srb0!P$hn}d@62^)rv4+C+9l+5 z5r9yM=Oqc24RIa$@x$`nb<#aE8)YF_?`=I-n`8JyFs{O#W^KoXh=QnUfTvqrSY6s<3$Xv>4UE; z7^vKLZ)#s+6r7q3fC=uvH-~y6c*MA_M3#zVRmK)+3rKOqe@Cjly?jdC_yG7 zedOO_;g`MIeu9pUzHBh(juVY6BqB?9u3Ng|9*5Y1f`UkQtkhK6nVFdim!tasI*w;= zRy3ORL@3+Y@G;QSqu$~&8jPytb~P%4WD7$MbwN_HX=Y&~eP;cyVOfV2rO*)mgDE&& zl{b7G)MaWjQ%4A9QUPQyvW$*}Pm_0~61&rNGt!gx;fHVAOG}v~)r}zdpLpUX3Oh0Y z6O+2y+SR&E*m4F;i!>w zyI@8XWM$F8(F72)s?v#w=&!wMeou!D#<#B2KRt;Xa>5evDgKJ9NXZp7?#!2eqS zF*p^cfm#u6Kj3?PPhzn*it&%u8ySUV%~1W+AoX0H0VpDLF>(s`0rrm4LZri8BXY2*XpUV44LeoCrjZYJnUj$Ag#3z3Kz z(dYdn0QWDNQsUxz%gVT4t$&wE|Fg8ZitI!BYHjbH&Z%rGOcMS;Mo2y=q`n7 zOBrNkW!?(xt;G>raP#jco)y`nZJ3IgN=tlJl{jfGF0O?5c=j=2&_Va5q@**HaDksdojZaCc5!iGqN|Oi00IHU>nd43p4H$4sTb~w*d&y&@bIsH z#m6vQh|&EaNRz}~m*^4|0L4>MQ8@#UOwlOVJz)8`55Eth5Eq0%Yu`uKO2C97n9zQ& zP!jfb5Ga)(l#;lgp#g~uXyvNz!~4y}@*sPZ(<0qmt>@A)89)(D199qY%cUX zZizsY2&v2ZWK{HG>?MzA>WQ=}3$;XW!@o-f>70V-4?N`oGW6}~^uxYV!!NNknyx?7 zjgI@PTwk<%{W`%3fk8#K#}T2YKDkpABI%JzLGh==@hUkPcqqM3>sCnsiJ4HC4Z?>~ zr49i5%)t+l+R1~U@2huSvlvj{0iA4EZB2@WN8KxWulj{?djxZ_^7s5I#-BAW2GY{# zXe2zebMXg2@9U4$2#4yDRgQ-K{`lc=OazDX^leZ#i#)uK$0ypEK^q0$Mffvh;qul! z!(O0E4vJccwQ`UiNbMIstz^+56(U^wW7t6?yrCSD^P_q$c5w`8Wif@O;)o0 z;&D{5eOqd{ zto&DoLMxn7KpT&SR?@2%IZ{?H2@I|K)A+2d6C`GJf*PvRe}Tcw#LTS08AY(|qs6rl zclm@5HGk(p+><_LmJRohG=!$!8GTkO6_rG6(d5qed8g>3Z)01p9k9GtiWA9&|AUpN08(w%bBG#@Xxr+!Wal z3_*HIrMQim6g`<#tm#;R9f6PJs`X?!cZc%B7=6#Tg^C56lD$NSd+!h8sX41kk}xq5 za&B_wG^aC-eo(Bo9v{2>#v307^KEWr#TJN9s|srE9j%+Uw|7HBgVSW$GeAbZ-MN<1 z@h?uRgA|`QbV3-Sg5J1D-QL{T$Upp9_?RpC=h;SXs$RM2j^{pTlO;%3_x11e_ntPy z{NHQt?A@H$XxqPkPv&Vb{@wcVq0(|_6(-GnrJt0vF&2zbLu2FU#KhmmDua5@<9oo& zk3Bp*I2M1873qIO43o4pO5x*DRT%=3#M8&6MjJBjb@c(9+XNKjrj8S`&A;U&-e zALR+OWr4wyLv8^F1gnl@XO$^>J9u>gI*ug>v+8nV?6Gi$YpKm$fe<#ll7vC@qi z<+IWqXyQmPwtJ^pCtsH$=<3g34&B}w#t(O4p~a%dSFbkjBZ_tsNRtnzWH;gla6`O~ z^Eiq<=w)kT3z4IQsDy<6y*-DnK2j9jJazw%tZEZ|erGS4SXg+uxg$Z|%V=W z<#r3i(nqtF`8^F_86#$LDdQ>}z9psvhAA0E&-dX@6krQ4Wq@L%RuSYdFE4L2pXE1X z>a1*Si`letR486;jJ&%+#yLM#Y3VFWDG8nvv@S7<90MV;KLD`*yiwxONo}E__wCo+ zlaq1H&CN3)qDs1x!GmgT1uJusSyB%2(9?r&lU-uBvZ!<2B5QQr%Aw0JJ}y>eX1as) z*d;-yHy|omUN-*)UcvM4?**W1Ve?*s8mr+q5Sv;Iil*gp5fKp=3xTvJqiRx!ux@<4 zYoVeN_HDBe9^C@e>=eL?eMv#|r%&Ao2LWVgC{Ezw;!ajPe~2_@WR5d3F`)z0REzdH z-g#Qnom!Gp3Cx0tj&Aj3<10seVqztH(6HQ8?vwluNG9{2HMXt{3{qDY&N;H?AgMX6 zbpv#xGYmr(F0$mln=G=GnlOvq2*>d&HmK2c|7+CZgLL5`Lg|UPT^L)1@VCxuRW%q+ zO%7k+T++U$7VMR2sn7dk7C_omP@ADTVPT+Wp(yKBSrK9c)9?uC3!(A;{UqKpsyQwi z?!$sk$a5U(_EcBQu|Ks&Nc#oCR?%b&Wq!kQ{rt^b-yn2 z-!ZjBo6l1EsNK!@u}^QRp5dY3tw|lsGjFsz;b@_r{+OTW(91SSj+Wb{Fp5s^SQ%lE zP`x42`ksMz@*u{kK7>(Prs(ooMrrAgpC1a+jk4({$hIKFWS;CVfha8z54EA8q*T_@ z(gFwp@5RT)rudRHU=T!00c5p`qN0hi@^ujZ?GV~_znbD<^p}7*|9o9lGPnS74u-^^ z;eNTlKkAn+Uk>`_a?W*H4!So*ZrvcXV`65D=u5b+GFek$WC(b|LGPqmyLt z@#hDt4UINxs;a9|j0(aYhgP51wOAfw2kLQJ{5w0MAR*}l47AuP;}jK5*q*K)ZBPSk zhHTC5@9!&bqhnwYqWlZ!_KNMJ*Rj~(QppYPeDjxin`Go{G*=Cf@)H>u*-Wi{>cl~U zsB1yDh}Z2pXJi#-ylRZuz~HCK`QQEhKGNzm@SM-D8l1Ywm{?XxUBSh`Mv|s zfc%LUq?|2eB&A7nK9V;v9wal-T9|50yvhe22(=taDTmAs!LQ2CXU|oMkKVRgVbaf4 zy&d~me}A#7n&k#C4&wjIo^_Di69?5V;a8_-R~ z@wknZNFCj{Wb33?Z*v~_=M}%VVp4MQRH?DlB>+Yfk?h06!z?=NvC&bpLfzs& z0y~57NF=$18!teL#!pa4`G|vz$QgI0A|^)m6x9jP5#9_XyQ>)~<;tP=7W3waJ6>O3 zUyLFXwS)&hNK_H;Gnc=c$PVAa@YrF@chHHs9% z$YmrXzSvA@tcQR_bcP|d`PEc!TB%>}^c>j%fT5i@n|l4~)x@Sybe}oAD<+}@01WRd zJ-^G^H#{5#Pk_`KI^ShuS2AjF2?m$?BRB|`Rx%01=NgO#w%_P*Ag`>&xu*>EidjH; z(qzOdW*d=b?dZx(M93<9?t=!9Nd>X@&`dJr!(*7(fGNlH$o!_Sg@8GIK7I9js`7=k z_1V)#u1l`;|7Z+ZMog*Jx+I8<2xWiIG;r%D*6(LhRV*kCKU{x!yggX#x&gfY8GznV zS=eP=Jz1^iNoC;RP<}Bwzq_l3kB^_+eIy|1 zbJ1Jz>bah(X^&gL+PYbEicgO^TEEQf+28Gld|1KLqIC^iKKm2hP*^rmctCueafV=Y)HO6i2 zkb^&tNnA!vCfeF0;CP3?6%WtNrGnM3Dl1dB?r3j+gH+D{?+QIQ7@q%Gp+8yWP@~vi z8Mrl3@-z{6qi_5x|LKsY^GKFbkwzvas=HTccQ_Rv&>_Iol=Wz5r|g{%W)x#uzy+|N4MPxOXaj=*ubH%e4#4h%@v zA8~W>-w!{}^qTWRFtUu+XVVgRC&S2o+#qLQWW=FU*c`(6PJ`hneLW2waEp#v<2Zzc z?2qrqUj;@FJ#K)h3}IW#Wonn^j%=Z9Mw6N8CN65Fx$u{Wq(l*vvxz)p#(Dof9zDJn z<<6ZuMTYf60EXRFFGkBi_i!54{nwNm1Rhc!QG8KvTSH^f}o^=fTd1fRhnE}TyE~}&!0%Lv*WA{ zrS{mj{LA@!h71o0NdTZh$HW8~V7S~+io`P$lQiv!tm!(UR4LzXFm&3BW-xjSKqeth zU`dgyi#T+Pf&^`+=YjX!_7^cSGBVV&6bWNrwJ5A_Z6S4?0@h>FkP_vtTe{Wdd{uHz zPP`Bdi6j)#HUh~uU-_5}r;H z@{F-3okt#7IQl+1I$B@^V!_MX8#&G$`;sUa9l1EEx*ECI0x1(HGHx+4GkDtI;{V|T zKD>=~i4M%>D01y03JTKxBIsPxPrS3%LK@?wIdX@HjPKW`T|kL_(G>PI=_*@y^~$8TUnqBfJV|PxcqHUBq!K8?M=ka$45f~|!)crUjs&v_?QJIJ4UJMs zVq#);ve5Mg!!KhQqj!#o2zGn^T>N>^)^8^B;EsBvpG9n&$JSWw`0s$t1j`;b;nMw$ zQPy|=-UkQcgolUML*j(9P5}8KeTYZfEn+5PSl=fPbGi?5hBrPaf8ZU$9BsHi9~~Ll z`u)4Qho|Qq@gSttCJ6hJRYyx+F_+>VP`OXsr>)%AUwOe{3r6iI|v}+bk4nyHoa$OXZ3c4QM5=A3aSI}t>_PL zh${GluRsuYG9o|UHTdN3?;jQxHaLES)Ks8axlq%`D!ZTldHyX$!eBvKCUJRwzSaL4 z)*oaQ*;Pqh)$wRk=hfzz($eG+-GXfqt7A-R*@w*U@kV)a592iaTG`k0|J;qFM~u&% zO#Yi`3dH0iH)AOx@|9OGGj2Z$e^fo8OD^tK*6n!t_oqG6%I?%)*eI&Q$=*VYayBj= zp04M=ElcCu{jqm)H4^mwX5>&&+5L!2&CFKtw^|=G5JnOZ30wr-pV*w;6TDrxiBag5 zjm!0b=ZG$yhKbXl0T(&h)N*+iD)xGZiB4$R^KhNe@@s;e3<2-a_ZU)1@3T%Y|7Ggw z_d_nJ1Z{djaTMI$-Q6vH^%34|+|ZdXVaNM7{Q6Xa*1+mr{Rf5-n$!!=i?VK6my?8O z;1f}HL<(p`+~L+-c}o<&VuN-op*?7o`#F}|o}^%5%+I&+=*Z-vrTyTU#qPzoTt4-% zFwwa6-MKc&BxZwUsI*b@kpWlikD1BIlg9I2OXPs`3k!>!J&VaPJY;)-VVQ$JyE0g`9}OXf1)l zaYGL7Y4QE6czy$w?Tggq<+(k0^$4*2*|D*)i?>HJ)^Q`I&)NCFCjX81 z4a3G);gXV)%72N7f~KhMlI$L1P2P8o8(H7?fAfFN0uYZ+;TN+@&ua^yn{zg3`n5{C zEb;_6NLf@0%&WpT-GxD)Fn-A8!aE!>%-TZo~TL}ocCYNIaBe7 zZP2ReZK4q-e2(tH@0L)D_yRI+v@!MbDr03_M3m3h@j>HYu-){P(h*T=<%dporYO=6LaOo)%EVgn%zic;NT z%C~Rdww!+*hs9_e&avRwg1qH?pDvgJS$9m3SDt6H4;w0(~ox|4zfvJM4;{DSDOWi`0E(Y&PuW{CzemOnJnnZ<5wia^ruY}$xCftBa_`p{Pe_q5MR6t~ z9H9TaF*|r(oqnVpVWI1F9Gvv@^k+5KvdE-8kz*BkCS!RTB#9*S7Oa<*_3TfcsEVV@ z>}U!t&3&Z#r)6i(uTjFDZhxOVflx<`fOx0S?o&coy55lV_6_FDHa>P=`XE_`&8@8i z2qv$SJ$i5jgLbnGEB#(AUZ?HP2R^ZPMLIY*%)h@$b#ig)Tx|xtF{C4u365}ebyXiz zLo0B8-h_-Ok(=;*+(&&x>za1v?IO~vV}I6Sb=khPbH)HoS`X^*dmKlW8MH^tP91Wk zO8~BdwacfUN(x*HRHKX!+>3LHabNoU{XJ!LKVR(?^Yv(|(tlW57Hg@ZQ?nem)5|30LJz4>9nQDA(kFj5(SIz(?wtaGP^1`UV zrel0O7HRM7_77ANvVM+iYrh!HDL1IK3;C+t?b$yz7K5~00^tDKYe4Gqmje;g=(^PnlZP}m`aM(6_jPa(yVs2G z-^tPk@ax9S^--U|&UqYhtbI!!AYxW#>wO+f#5`GPsb=@9N#Cq$4={vBT-?xhFbG62 zQ6yHxKcS45KT0_7PFh{4HuVSiO|~Wc+Eef2!g=`W{)6l$ZWRWUaHa!*Rb)G6+OltQ zG7jv8rHf0|$m`QBb8G7YA{_}45q-iSUbB%`Es^)4;ODIcb!$-?(ps^K4WvS|w_H;$_UTf=v_|HlnSo^0^^P|I55Mdmj0YSpSNFkef+=7D0aZ(!WA^gcZ%`Bz6hM=17#@R3%?|T4`Z^-cRN&X4}vZzD|L5 zUlgjN&(hh^mhkHxYNSprFOQ8mbJwL~x7Pm3@%=Lk3(S1&>nPkjJTedl!__YzYv-w> ze){xDbV%Y$aVb4f{(gTN^Z(SIt=Rmynm{hmn`@R3w3`Wflql%W1pkYGoII$;_GgBC zIOVC+hpwKUCD3iiIpy>RfdsU)_+ZPB@>J{bg2}2E#7Hlg6}_3+SplO$^>j28Iu@2y z;{(vR2PFOkKirG@S7@PGjH>gPp8MP>GLl4C{sTI^TIU!)Ef;eH?0_~PLT zcw$)RAhRWk(Mxk3TM<=z9)?TO``mQ9+c8qt?gmNq&@A31HKzUuRt%T1(e}zvs#GRe z7o?L(ZLLs)>(={{r;SJ#61^rj9{CS6H+_A55z}!E3lFIrx3RT#7B7OQK=$$Pzq^i{ z1y^Lad-sv8zAH_c)Aj$U41T=kF>J}zuCSUDtwx~P8|gQM-GlSH$9=Hl1B#!g+k5k@ zG!E@A?ZTOyc=VL)iti*Z_f0i#M-a#amR*_Jyw* z)1FOBQX09}O5N5Y{^hIyC(R4{X(m=?=4XA;%!rQy2oD53*xK2N-rU@bTsB-+CXlsr ztd1%HWpv3F;!RU7R2zc~n#sqM2c2pIKT48h!CVV(Q+#dvpIh`ptR8 zJ^!k7WsdDH_0VIZAuWm73^HVKghfT$r=}pws8KXabEPpY|A}cG~+TM=Fgmj?+ z2e)Qrn1CH5y8CJx37N^p*Ieej`Vm1YJ~AA!i!=4kNV)W@?df-ulX~RjxP}6{2VvO*fAFB0KHI7JuuPH(~zR?$E7rgb)@w8MQoPV*u%LufS(%K{B$@L7lyAv!*r{lq|;@b%C~j@#1$ zq-YgZ!wdoM-sNvE_0akTC^FrLDUV7>D5wbogNk&gnfQq;-HuH-zIye|$p^*6+BzhJ z^v)ur?)s=g;0Hrg7o^6*@5zOzJB zTVXTBi&VvfhD0(%&}I_l#*G_HOia=YQ6`rcr`Ky60LJ8`rBRUDg<|~UT(wjZJ9&H> z@gT&TTYX0XfJQD+2Fsi8#LFI~XkuaUsd&Q@la-Yw$?*6{sl82B<`gY1RaLHnap&Xbvg3>!g^AmngsFuhCdH%k3+m$e@#N zQl$f3h?Wl2-d9n+cji~0u>b%thE9-_-A%@5sk+?*B*6SAFGf$k8p1HqH7+f zI=nCw68FBq2Fr}V(!%EE*=$qGR{=B~Z~Q%OeS`0*;0XEBMP}Ca zt5Gpke-3{q345>=7nkMOr)X_TZPDRxMGIt6?mxi%zH<@@OBv*@jm&S@a!bj7+wdnwnZ&UEOm1 zFHa8-Q<$8oo&C@1xqenlU-u3V5j`&;*-Vb{pd3vTH= z!(4U}0gej1NhO#D9t``&4Xwt!6V*BzEAyRyRi>6Y$INL{XUgy~HGiN~3_Pjsk}7F44Qvvbxv1G?;kQ z*bg2&=r!jhr=&zqDg_x8BIbV>`^o`vSB5(SUaF*sQy_iJvXx`Yo)3_rqodO?GG6<4c7&82x;RP7 zW&5EZ_2id2*L#tcU8JP%KrJAp)EgTc4zFJ;z$6UU*cy!GYq9=txBppl)5ypO>4u?O zVyM3^(&VUn?PKQJ)x$;uhLf8@Z5gQFw+pO7B2^&v(onO!MVN62OfU@F)O~)zuN}XqArRnbHAG0--5l$-(eF#w-E?yi@-${bU{4~ z_vbxANyYICJv(thJ(G_Vbwlo^P6*dh^a3lQ&f&yC+3z4vSNJ_YF_Fsf>C@q6Z_kCR z*_oO7<>i=NSK}`p0+d2_Nsms2-TyGLsHKFx#lml&oxR=i?=O|8>n2k#a#Q@s$cT$> zYXut#!ONE~K~F4>WIx2l{;n=^7cH_A!ZYA|0SGdr`rdJ=J5It=aJt4e(LU-CK0ZFD zeg*o!^J9fdi?1L`^Tw$)wX~4d6Kw;I$c5DUa*CdZ>&TU+{5F&7OK+-zgY`o{mPpVc zOWWX1x(`l-q?w4?Mh4M_=JMIdlkj)uaY)i4f9^9|r;D39(kLksI$h_Z?|FHOrKe}^ zKD^>2f+#}dF3Y6H$o<1$XR4Que@_uFEG(Ro32CpO=0B+}(EVi$pEFG&e z=BYw(G)#QB!;E zr>_FN5E0eiTYRq!Z^(n)Lu$p5s^67?&v8<|k_?QDgv7*eksfn4lLW|$d#-A-iH%Lz z;h_smEH=bu7s%JW{UrtM;wPj_-Qf?UrTxkl9tT3!7F>7(B9&EFcg3)4AxBY>-Y1|J zkv@0ma(Q&=_xevkohf9a-6ukNjJUY)o0^(NMnAr^%L1_>HY3T+PknU6(luiL@rBwtGln!a6 zB}KXsl$K8EFhGzL1f`MqpSi#9U7zc&dzV*vV&7d0AQi z`}V@Ezl<#@+31r%?%5M_*fw}R`e)TnuL|aOD~w4tzZmSTBO(%EVuKm7gNIkOhS_KD z@oy9@%-Sh4(J2``wuhN|68N?73Ej7t(}oH z=P>^K`GZcO1lAP+H;5q{fY2l zaFC1A#IE$q)Rhm(b}IZ zux%=C*6bSzfVp^N`o;Thjf3v3yb+!kuPw22yS0k_$e7L1hod2y$?HDtIG|ri=2!k` zjnQE|sm5L}!aRC@O^m_+F|l8JoJ?C;OXHK3z6i#cp6J+EOjT7?pR<#FkQZ&i#8>aW z61Hf;K#pywZz$1(FG1xJEp3GT=vzj>9vBl;E76m5gkQ0mskTR!x-Kr)Y3b;YX)g;a zYZj<{${UtgA3RoHs3Zv5o&iIO=$!>(NeJY&y|Z&3)K`+w18RU17f5yBNNBGTrT8Nr z)UYuAwjHPzt4e%#XTa|7Z{oBPPqehekke|BIonT>mo$gH(yyc${3##01dx$dD@v}n zxc0Zo{P^^T1lJYCjimHpNtD%+m`{v)5TneFif-$knfA5_bt-fRTs9&6< zAOGMW#6|Gn*ID2*(`1)Dd&7jf8hlSaSj63^?LDLHaxhfKU7nFyboLk3^=q^e)RD2U z_9q^aUV8rZxeVzwvxe>tj=bZuYlIgjCMI53{#aOuQ|~FSuI7m~iQC$8NlH#`?d-hp z{rmTj@NoGAE?p8Ts!-%gF>p@&=?(`vY1Ix}7T2@a>E7bxJMHr@))#x2hQ_^+Zrb<~ z3^0yHYI}JI@b^EV4=^t1Fvel7>TZUbQY$R62QwtY`Ak2|0lH6rUj#J8y{8Kd6bV=Y z0)o$Vu2yQv{Mb@bQtx!~!Zb?dEiIYS($YL)&vF9(io1byITORqP1NTt7O%w%Q^RgQ z_?I5qN#&!&CB;aE;X=26DbxxBLwZb+(|{R6y@K*f7BQz$j?hT7|E`Fih)Jj5&VbOM zq4i?-7(74l`!0A6-N7#4{98JUNPig^Py!2oJ6vCY*Nj=+cZN|ZQIo)}&o_9U(=x;$ z+M>nsxVZy;a-^gTkuEj6$T8GQTI+I-K>eK8g{{*|(MNC8qi#hQ3fQ)EbzKDFa-E-F zPDh8-#KdIl_|P4B;Oo%#?(MJNkv0r~%W?03RmY%L%q{pkEth}(ZI!bN0$x5U4(AA z!d^r84}&nA@P#L*N7xEXmolWDg*n_Tl6$y+fp;F`{6<7>J%i@OdGYg_`=KsNJJZi= z7FQuiw)XeCVwjbyH%(eE;z((g`#+Avcy$ePDHmhJC%!8Elh*0@y{{i!)emm-y&1VGbChd9L7ng zsl!0wFW#1lNlZj%5v#qCq65A<)?)$}DjMTWMP|lUCmKde5fmXWEdaEYBx2%Pg)k}0<{AG5Hv4XGJo#@Qw@_X{MEwl%7 zo8|YeV9lR1!{}CFSblE8!W0r6!plKuoXdQ^svP^0$O{FDmz0)upQz3cQ_NLQ>OAwk=@943lGQMWWIZ@{_}`AqR* zQ7EEy9b`28cc8z2ZgVpVQE%YKl!A817N*=`oC~e#2?+_I)2o4oBO~X7qa)N-in1FW z6v%(Smw}TLE$Fx8C`XlhZQCG+r=D0=7k77gK%wDA?|q-klA|LdcljjNl29T9%|1V) zLq7m$QUO08;d@Nk+S-akNZ8RG!wf~f*ll5NX@CX_50e-=4Eih57UgK~-SX?pSmk)$ zm%_dSUBFQmOtd1Fnio)Mp&b7aq)r+9(2jAZz;8q(?0Q72ibtEmEk;@Qv37}opE^=f z%-FwJE|TzDl)IdQ0NmRDN8vbGChK%QvxhGe!rdY=<_J$@Ts45bqJ1mt)9H9`7nB5K zKmQeQ9r=+73idBD_KcQpOFbs2-urBkbFhldKQf9umt|YgXpW3lIn;-ASON*U05NR$ zIrH4p{olMCRKSOMV+S&88IbuN0i75bLNBEL-Ip~W1RdL-KHgh51QoExb9SEN14;3< z%fp^oen9&eq@?JzwYAZi+@RquGBYy+N-;=C(E9rNIwS|+;pervuTR~mtFON|U3nil z1c1DsTUdDc<5MtdJ~v{$aD^;1G*m2Wb|CajkF6NFI=Lwl^PITr3t_Wdx^%cV9!xJc zOp~>ezU(>~6JqtZZ;G-3`8Vhl_+YHfvfjCKXMLtd)sf3q_wXuH%sZL=+0oI{PqTMjhhi zqN}UxRD+iQ1&@IrWE*m*TKV264j7MVZ2ZM!yUypZvRwNg>EZYp=*}+WeC#@}fV`)F zO_p^5Iw0dE2=VhTFA%mxGsp*!jtr|STK#p2~4Rv*ONcX^_4S5pW&dtv+B3PcOypO*W%!?(Ub54>sPJcAk zPx=w&tDAy-tskCK6H7^u9{e?~aYz_Q{jt7YJX%g>`hw*Zt>}x}acsE7mJnxkUfXZ= z^o|g*1p3Y^swk^<7w^{UNS=13^=*?69=ACx3V4x`!ODuAf}$eY>VW)JXlZFb1C}FG z=r3PBcE`RoZ}v^+Enb6BMQ5si3L<2r2uJH~X=0u#`8{(fbKe`iv70iyvUKuPL_F8x z2Nx-Bo*r*&Hk=#~O}fx^xlpNVndbk+omc)-=2HEr1?p}MkyT|?l|1nMLj6f!vqHIY zkajn15{^kTGBQBZ!))=djrW<_7Ey||=oi+RMVwt?VPhjTyzsc@0R%Kl&uG5pWejvG zRP6D_`&k@6NTs}t40=KW0=L}~pc=J*$nda-G9>$+?yli>C8eg0&dj6$xU*q^S`jjS zv+?D9(Q!IUTwGlJgD*ly|Nh<4)Qlnx4Ja{wzXZW?xH`)IqYe_KK;k{1h@EHS@7d-d z)RWGYpacK#P%L|&2--h=`qb%rgDCpk1y$$|q@tjZpw0E;+wH5>tV}Q1NSTQ!ugi#( z!2=Dqw#qJkwcfL+DX{o=(c&@o)XRF~eErPHYZjq+hRF6CEGl zo|(yjX))XM?C@}V8M8;!eMxP?lloB@PR`NNc&eRbGKi5IEEy}c8Rcbiw{}8hgSUUv zC|Sq_mTQ{JlAA@8c5{o6Czt#@B0`qb98vaz9Fa90Hb?a5=;Nb3efzmug!_SCE} zIx(>miq|VT@kBu3>{~2M7<#29$*4m@O)X+8qrrRs)&1W1d%#+fGBV6qwzUJJu1b?) z2tSy~b)QCE?f(Af1Ox;;`98iw3oO($G?y_tNU8*#k^)Y|PRxp1?J(ycrD{$~b>C_E zL&?Gx6RtPWU}nxS;jel2CLS11PE(WAm1|}unWr7yS3B@--KcIGOc&oaRY<&MuEFmp z@MCGI69)6g>_Dn;K9r%|-CfoByq`)kq!*e$Ytz!2o;x3sWe*x&flg^qkqNxj7~ z58C}^lODu`m7N_2gaxlp8vZD7Fe+Nw{%;>2+ulixH~8SedCujk&Dy$EY>My_NB*=T$#9ksAo%cx>P&9#O=L9xp$+WXB=!v+3Et zgMXXNmod%`7KkIuHYeNQ!B&6&hM{3DHE(XxszfJ_-gi_M#OX2i-%6DgxywwThEox6 zy@Iju5sOmBkoh4F^RVwFRvpealHPA~inOY=ILIPGLoX4aWw@^&A73NK!_HSvRe~%2 zI2~8p}@)|K3j+YT}D;)Xq_=03Po}AD5im6A*xPx-+Wj@%S-22I}Sa z{54?$;B!^V$6&?l-3z&_IhccbyJ4oI!$VveLx_0fFz{=lWFd}Sb8Jug*^ywL4(IdZ zKV3}8Z@5hA-2yS5fCNkLlX98EIJX7UD)zd>5fG7|g@t8OfIBE;V>l#PBsXregNi37 zv_0g(m+Cwn4QVE89F}W0Y&S7 z%y>AWBWgdwl9G~wmsp-E?5v}ysj0=_R*QPRjcOdQWB~5=)~DmV_kZ6vGNSG&Cj1&f zC17V^AyZ+X=Irc@X#wn})(dUFfJ$`#y$hr8XOoH(_i@nbwDR3CI;Y;-L9fmn2sVQCT72Vba3$VukQ&>`NMBw)KpZ+`~;}o z+}`HwHHlwt^=W*3d@nA^)1-;GzQBOHi>41AwguvIy*UB;NoE9`EEU(!`Flgp z-oJd!H>meuZ*?>nbSIV!H#avjAwy?rQYlrp0@&7j{?bEjQW_c>Z6AJaYz!Dy*`Te{ z@qLTbeK7Q9i80o*O-#wo8XSZ+idiAjJ_pell;q@j?$aOIfixO`l&Nv7#bJ6RclqtS zOjgqs_KJWd(mNA>iq-Y?^-G#Ofdi?jsBn#WaWP+YtL^UY#_Xd7=KAg1H~gDrmhY7R zkC*hkeY)72(Dp~AsNK2wgzb25R8v~p+}u1*UxtSQHGF=pu)26hM`vts0W~`o=;Yz} z0YNOjTcA@)d{0gev%~U6zD9cCpF>VEyv~k}0*NxHf)1{Es1>#(f$04C^C~Q)FcA4N z_MNLpOxX9 zu8{lXtVnGsiYpr*mh1F2GsbAM?!&};XY=%i zoVAD?)I;ZgAHrGbS9h?b-78D%TuP%Xs6vN)97TF1y%YJM*rw;pHz84$v+Hb!=p&b6 zlag-5+={QsIxq6@Yn@3~Kv0klQ_L1{N9s373yv>2JbC(*pNB^+Pf?xk_4e`MHZUA6 zh}bgisf4U7M!*7PsDxn(OfyqcB;9zT#z02>=kp*&D96Mdx4#;RgtF&H3T)aqf9~++{nx*R%ovMI973Q+;3U#4e>Bz{) zlV20OzrVbX3a8*jCk(9q`qlS$u@8UfDh348hYuf+5g!WXD?A1*lHPk;pwwsuY}8)a z$|(>?78oxw@0?@hzq7acW&dhZSYehH2lCE?Vuon}#FmnVrs&bjDG;i9g?9^NXu1=5 zjYlRY-6D9D+lNl9UWcZa)JHmTV$31;-n-;pj&F`&GXZq zj_@mpH^>iRyp$Sy#$&t^qz=JhwGfVI`Jqb)zx|eTwOPvj00>DLjn7SSb`lA#gM| zsFF@I)trh+AakijZ_AQ}ZJU!x z*QlItPG3X8c}BGa$4}CGr=R=+zjZfB&Ax<~n9(Awn!36!{Wa3iI+q`EZ}am}JE?h$ z&*|Z|Epp^JIy$PZsX=|D#?^MMpuDZU&439bR#W@nOCqyU1oBCvx_tSQ_~YO2?ow_7 zmj%JM+(g8LtKF7?^XwhXqScbJO7Ga)ba~FE=Vzx^>t3uu@YH$lKV&4!z4s|d!ed1% zBQ*+$EOKQ6{x|uw0R|3$hCI~Mh-xOG>g4p_rcs~D?b|;hIt$9R(&qt;>d6EMx|Qc`9NvfX8&3QTAY#U!1Dh2NVjJn`}(SFur2 zx^SQ0(0?M+@@EvPCe-NIBWhkg5VVZ9;pr29{P+RUR8YQB?KB+=zrmE(8=S~fy)sdx z9|fuH#TL!&`m_5I=G^*p6|SF+jZJlV`5X*#;J|?S^AknpoOK?J6b2TS0CH|UveObR z4vyD-sEQ+>vo9v8si{>Eb!e1p)mMn6k7bh8lmLwQ3@cg8xozCs_@DXs{O7a=!TnZ& zDJw7#8+FnE!aGWwNuM2WJL6wD{Vww*M5Xf8SUMq#u7U1QR`|L~Z&hA=G1)U(x;mbf}q0Q&dt~qQhiNBxO~-ys$~3ahP_|eD(c)ZF+WzFfH zyr2=ZYiVhbq3f@t6xA;FBa^q{F{#ta!Cv~f*<_U}^Z?b3m|N}0rv{L7XJ?1Z8rLIN z^onpnysN9Lhr7E~ARhVOZ!X+qcppA~tb!tkAR6e`ClDL9hBihu^Dr&9W4ZN9SulQo zZ!})mF3~Nb03JGkdi~Hw%!z=Pjwf!gGlcNgAa{^pkN8PLH>T5Ef<$llAoUpe9}$nsXKLO!9ZK`y4F&<-8ZI zWCS~Gh{$f|@@Qu(WXbz`oU1n(gfPGlAO+O9Z(@?xc>>}@QbJ-1Br0YknpjY1WVb`2 zMpj~~3XF|G{-e%$C=j?=$xJaJ@FT z{c0L1g15PA6(NG?LF$yK)ti)7qGeSeI{}ZmnVDarlkDx(+}+*jrF~77m&+bXSGfFW zlk200i2nBVtH<>|%b))(m_?#f8zQf~M?LYw*@|s##l`2ccQ80O3EXRASye{{1|nbc znPvm(A`?7YezD|^UKWaQDtdYi25vL=*`{Y6Zf@BX6*rJ4PDBI&g0bFSE_0=Lcuac9 zr}35*NrQufZP{iyN`y$ZBPTm52lvHZ@>ledMmTvcuC6~&PYR9jLp#rO5bGKk4ZbI0 zkZkq7Cr=rZKRQiU3f{b#cbDtFmR7XUG+v-w=JnG`U@F_7ZmEY9`CeCn2IAUGP-D9z z-Xz9-0|W30&q>;EuV)#w1YB`xI0qfD<$!LVF8QIZgq=kD6^V&l-&9-PA*Uy+aO@5BW{+ZMkL} zpOPEiKFIQ7Bv7v}B& z@kL_#yI$9Ti*nP(0k|+LzjA30xrE6a9TRiuOO0dK*4CDU@K@mS>=+qho+=BXjQ|XA zW!mc&e$n~xtBXxN#Rc>plu@6UV1P3q2?+fGmb11GC7&I|W7IiL@}>8lkV2JZ@?+Ya z{}~KiB`R4xYb4`Zu`|MIu8MU>wJG;9B z_kZ}F9*d&3PAGLeYg1?a`7pt#<>8Igv%)`~v3-jX;o->Z(B3AIoZYy}Mt$&&v^leC z^50K~d5Sj$1mc=c_EO6$JUu3wbGa-n zoOPu_BMXbnmRB}TPQ@c5sWCCFQ15OC2_=GJUg(ZtKHPXeJM!rhGY$UhTP&8yTpMKM zx$_r5zDz@f7B2&MvK@>n#lv5c*hHuJS)F=wa~C=7;)0?bqRueGk}0@vpZ$nr*wtR| zN9#S@_I>552A18IoHau_e5NLSXp=fem|nfx{lRqc*HFKJUX3Sx&MJ@YTl`x4Aa%<} z2;{C-;vm$@;pypmnbZ+TH7GzXOZ~~%^wQVb+uPqYyg}xp%uGy_l$0C+-$X@3T;^K* zk-=VP#^z~8^14&&beD*sYpa877wpH&b7Sp2Km2pl7_-` zd8GGBdi`bb&nDdL@9xfoBzVnZsAFyQGw?FI22KEWijaVSK!(&aG4pA7I_>GR#aBC@|eoim*D`}c3fHBTBbk9WPUp7#QPm@P?{TA!9>BL=OcrH4IkU7@Y-Da64M z0&Ms$2boEYLqcy;0+%i+#TctA0{h5EitMQ@jZTmUMDChD6n)UH8!>l$~eNgvB}AN10EX?I(48OY68ch zwnj!oh`^(pJdcBMMucIan3ID^B}z4pO`VdCPCZbr6~u>Ok#`OrWZ_Wf*3SK3pR-=h zT+c)6wue3*fI0T|_VA3wI(c}I$bEtMSKPMdT921foehAsIQ2y66vV^JIeq(Z6S=5> zR##F~`~!;j@M+gw+1G*C37{nCfF~FKVat>Y#B;z;N|*Fb1odP&zIKyS*Y)H9ol3?3 z?1Tu9u0B6*1@=D*U<&w~_vX#jbJsaI-gU>0B!pE22VeB(32ZFiL3>Vep(y98CF^9K z_PP)}kieNii@RK#1vkE~4KR&&i*$=RH=F)x9J~kMhQT`QyVkt*#kraM z?+_0U4TNxax(A^yqs89do>&a;>ptW|4|Q@? z!R*GVQU&H;VkSsoWNg&;`r26xi;OxH#MY@PgIecVvjs&Bx~omGqh~v-qjIu^X}nxq zVKCRldL`7mJ3CK6bnzKghhWrstm@Qk-~G^rEVS^*xqepec5`qC0erB0tEs7*RObJ%`B{&fDy-d0t$ny$RR?IX3mzV61VLQPE# z73AgV=_zV=dd+LxdHy01THqCnT(}k%T@(-yAh8%kEvNi!Whr-aSi1N3DflxprFN#pTW* zCnpyWnH_7X7gu|~kD|tnj+Ryg@&w9(+5K6N3+_F!tXP%B?Z7~M{_XK1tB4ANG+Rz;feEooVUn3Pw=2Uk3yoxt2^!Oqf*J5H>b8;`*T!jIUsZv;hrZ*%3yL>o@DO z9XTjTsAB2&qHS_gKR-1JnUH?1M;1`z6UfHecY8n>EAz(vC%)a?-E%#0>_DU2opuv@ zUtb%7baw|baW;xQ4D+S{f4kOxREfP<2gQl$$66wrL}50yBpGq>k4#sCSx}d9nZL4b z)%*98Gjnbbw+WScB}N@$o@+nFmw@;*hrK8syd&T+#*rR*1O6>0F8)i+>_(+lv7Zk% z2N@n}HBI2Q3FH(}-Jl9tN{b>neRcb5Xu;PISK5~{LRTiUv!?u>>PSAqU)Oubl`%7j zERZ03FR$#NW?1bUr9V)>A-8fn!%fY2B#^g8LPA1xYK*%(cg(FPCr6&B%M!*+P*~U& zXi9Q&au3X$4qIHo$sBiqC2D`8rlP|AA+M*Whcu4xgPC@qO8gM>a3ALAj@}r7+U<_; zD~B1ue5iREeR#lRZ?38m_%&Xn48KZ#ws&<^=@#iZZ1w@e6O4`1$I*pbQBhO(g6c&+ z*>Wcd*Ea9@4k^pXU??)hY^jke`qy03CS%lxT6u4KX`p5Xt3T;R&S#n;M)@G?oS;Gc zYi123WNn+xXBqeI-HY$B_VDx^5I%R4ou8k-&UHb_pP+Se^8GE2hd@H)WZYH0q`_on z78KZLZQ~+eYmooeMRH~U@`!G~lPhI0I@lhP#+Mib_FV6C=!S|agVuEz6#zXPzkmCi z*T%e#-`|5Y#yaKGF`^W-9|@C1`q0GM! z$jgHGNpuEnR~rBQUi}<4z1MMhMKu}6sS5cF@pBzoXrUv-_3ZRnt<(1x7zZWq7>OWUg9R-<`Tgb*3kfQIYkeD#DxT)se-rfk*adB~{i$_%O*Iuie zK6?omTu8V5cd-vEQzs)inab4E6cIBJ7^5R2IvjICkAIu6v9nhJX_|HjKr4YO!#T79 zHW4ii=Vi)Cfefmbcs?6@r``4kT@uO zG|19=w`e7N^X4Lyu26OzcDhh)Exj#Z`-?mt@&6^Qc^PVQ#iam$S$sc zx{c{7<;)j!Hy!Rai3(CtQJFORHj=!We5+2AZg{MF4*(6gBCpFqyxZu`eYa*dEe63=fJINtdA_ktXF=KS0J?jo$lsf~B#M z+No@$p>+=9Ty*CC4Oyi}M|rBRJ%obzY1K_zzgdzIbl}~(G!G?RP~e6YX8~c(4ROsp zdEI{zc0}^ZVGP;Mj^^n%cF_m8h0e&!Qhtzx$O#>Un=Y3aULe!!JQ@rb8QrD>FI_A> z4zgmC`bw3hS0j0<0%Bq*7?hVTF_IN*Z*S))Fx>-wXx{j=1A_1~lu2J-UpfA_k&%SR zQwq{hTT?TNm|h|?Cx;pSPu?RwcynZ?%ge(9q7ZjxdK!H_qLucQc;Mu8Iy|paQBi?a zId4EnK)^v7x&i@)WZC7ggq=LmR1h~%f9;)|)ZpQSoTj2dMwTTjA zquq~>HmCunR6twu8I=1~*$%x03jXceH^kdax@@hjT_A|$MBX$vOT#Re6^&|z#>bNZ zpzsgTzCOMV(cf#$AKCU*=gu7}I=TVbmltpkX#s02AhPQ0N8kEfwoUM8@OrQXr6egj z`adU9_)BtiX7z51$iCMd_>V&m2Wp%K*0$(Pf97}#cul&P=gR!Njz!sv*q`%`PC;>T zaoBnsrl?1gYjy0VJ<#1i%M2agmx2#Ki5rbikB~pzTTgc6BMnt}@C@H&c;bJ10SaHp zWNDRK_r#`&c@_>@Q=p}Fe)QE(DM-nQt+eNH$cWM5L1l*pQDl3N)A#<5E!V~eQiai{ z(|b1rpky`so>0=zq&mlLehMbm&1%-qLYbjGxQrza-L#IW4&o+3;C#!YB$hiJ!3yiAz+Q`#J9wpLa-qm+MN%mE3;s*L?R+x&cJYs=-SxAz?u(qUlaFf#wyNJ$dQ2N7r& z`Mo>(HaLhZ6c)1;!>3A&g=?<9K5igeb7+5u-=m{r^=R|E>9XsLd63D2sd8C%{~(@oN80{Km`8wr$0UX%Q{(N+y&JW2m7cuo)bB4|NWdLZ?w3~AusL5 zmNEPBaTK>+u|+Tu9abU()F^n@nC8=?qE3ocKR*nihhGgA4v()f-ngO7v1ddg{~0YW zV|Y=_jI#D7^7f&|t9*XphhI6KwADNSwBhk^MNXiO5*eYPp%Z4xrn1S(hxgqdKb|}k z;We(!ZEkKJTs(aaJYNS3ZQkSUSE&rG6N|fahhtHG`V~_|kmY$IS`n=Uudj{XuLW%S zNzAnV|F7ZWYw|?|w|l3@SYtsTNNRemk)>Ff!2&Jy1q-49%M&(0iNC=LSf&vbK?vEco&XTSu@V&mn z7PlA{=zDx{BVY5)Ajk)j?!Rnziw$CKI*gI5JaHE)xZ4XE;R@sF1cV#rLp71-_Vee@ z8K=kl`c(6D&^ML6e)rPn$A5xV6y**77$%J5w8I1yl$DhUI3@tmb6e~c!>^yIbImC? z9Iy8B_P%mktxhg0Gc*);xj*@i1=WokH>#_uauO2AAFoff-i~9_W{UaT({uYt5ZV?# zN^(K{bFra-ko`z*%Lz=IAzIPWQvu0JBm5ApOrXs;9hMbZfj&n&tEf%gf7X?iZWC>Y zaGc~Lq87ZhMR}Wr6xlt*v1_7(#PHgG3ZaF~l$29$d>mgw4#_#Mae3{Fd2R-ux0oON zSYFoWm=CxX1ETue`3q#X{$R8K_OArAvq_8XUP~Z0EvcDdl9V*P@8y@>eL^MvhzIz% z2jBjgKo~g*ojjy^iMjEN3hx2+M~`eDjxYQK?0yofg2+nNYkLXzhqjWE()vgqKD@7X zW(qEgC}2|p{?JT~qwZ-F@C%>&g_Ye9&99l2U-d67qVwAUp=Dxjp}k9C3QSp2Es%YI z27A}CB6>jE|Ab_DS5`Iz#JwOrTrLY0KD&nx2kYuYFi8rZzqcEfTh?<@-&z`=L7zJB z_ay>z!9#1^7YL~VJA}U66u5q!gu=peqB8BC-Tvn6a;EG{xS}SEH{!z&8l&K+3JEW1 zqaJv!e_V$7ZbJ97ZvEX%Axt6b?8R5S;vE%$er+hx-+7Q!+|6 zG~6imId^;DE)V$v+Q%Xm^q28lXn~lnRES8gYtr}m6rMZ1qQw+-XHFaLLL z$TA?Ar;d59RoAO}GZ)BDMtVuxFEx((P5hCOk-B@HE-uKAAK+V7SXfxdVJrkM@C7h{ zoV#4)@t0WL$022K8T46af(U6UAq7z04h#%zN9Os0oKsEUV&y=N`&Mdd1nKGN_SV+9 z?o1ev0=7dLf7(MYqitwF2Zu^cKaTYEg|n(A_CHcDE-5j5|Il=AW%wm9-ucc*8n3l6 zPV^ZW?(J5e_UF%^oxgu|ywvwMzT~?R0Wtrv_2bj{NH^E^!@n>1iKJ`=1O8cM!WNakA8O)T?_Od1+3_9=b6{y9-=*U+QPtM?Tt-gw%o@@e$S4 zf_&ypCfytSz$D+Qry@&B2;Ye!{mr5qTQPtlzFM;AxQF+uK9y zzIwXd<4}uZxb;h|^EJ}3{u1W3N!t$6)+n;#pJ%0+t$pytgYRE6>N7%m9wxku92*_g z@a}S;%$8TOHIES8$M?}yrb$Mv+(~Pio_VwkcmEOdyT=IU77a?&ZxiO?} z*hRR0P)bdjeCoBvG~jwrkiXWsS~XEPKFCtjJF5gp4i6^2s(1Le$Xga|XSjTsnM|c` z`op7*ln2{yzkYoPud)~!I4U)L`+=>anN-v=)crhM4_!^1I= zG{QEJlcH9g1V9WE8lUctq<9|#-GRE>x0mJcweE&~iBaC)h1|jL-NgoUmQ`g+xe1@X zW68hO{5MH4Fq;(xz? z{}vP!Ja(Yz;Jowpb8l~<%rn5XdZ%fAAlce1q{t%_nbISv@a);M!8g)xAa>CSe)svQ z(0;?8j54dMtMF_KbFD9H)*f$umqcq_P|&Y%$)zSGxwHk~1{TU`*yvi#!gVeZ)AMK% zhj&;`l$pPQNVk-edqI+|6R(>ARk;Z-ZnT*SS#YSUsZBL{KaNcJht_bQ4l7DjHOE9p z%Vb*gtHS-LV~l^+u-$Z;(z2aBiHIQBL+7X+Dkv*g!I-U2l%#5O^5S&9qAPNH2nBNT z&;TMyNJxl)kZ`hg3&8`cb zi`3E#41Q>z%l>aV=dX3LK#GuICJ_;l(?~9^06%{~+cW-TwakZVs;W6a|Bz9_B4l1hNJ#ERF)}*p^>6QilCm;dL_&U-=wl@i zGaIW!((n!sS66g~HQHneW9ABJ4-i{8L*RO(7%9VCx3{Zwc}2qY2(8TFMbS1w$< z=-%~;uAc14;;aW(=xqB9*!(iw)zTeqNh5Jc)!TzNBRy zpic)W!lJp>`=c4<0}dQPx&ehp$1|WQ)H-9dO_lV1RQl(tw6B_#m6d;?t|99)_)|~>FGjM9 zFIhf#!28olEk!UC_zH@>t_Ujm%a`LMN)nKVtxBGUhevL3aB#FhTv}THugNlq#8@dQ zDYEbmkQ{Gwa;$_jUuI;`qmLNU($Z*QBmBy>rPGsthm+>d$vN0%R%3>P+&nwN$l;dt zcx>oH9zF#R>Y)u(G&1E4k7ZSL+gTZ|uCC4n6)z)$@$$tBJ8NqNP%n(~L0bU29*-XB zO+N=2!%`(>lfsdrqNp@V=&2oG@+?%qcJLj6XLOG>a$n!wJyGV?;U=U@DIY}90w9K- z-hjvE{ljm6cgW}@owNq6?XNYC zS3o**|CBZ~GOE-sGmD6bAp8B2fAiN=g%x$wzq!`)rA9SjKu##yYSq-$(UxOA<655C za<0X<1__U~^pmdNYm?T%J$04^*~}T&Q^`5Frd4Tudobz70(bwK^Aw14D00+SpU<`U z`~1Qc6&GK=?fkt^w@5Dd3fG^tac+2ZVe`ctz}gp&T~Cg7vBGL`tjx3~uKlYd7m~Pn zEg&dpWM<~W!LzYTh?CA6pE*y>jd* z6ymy)b#U;6Uc^Oag9)7@1_~t_1bT0c;YZ(-54}z3xw;Mx{^Ue^0LK*$ z>#$7Z(&f5R6(19GsV{+>-N^uLUV8VA1D%(*9Qv_0X|&OM-{EUM`otXDp!;KKAhlS( zEMvwyzgR9kKE54sYO^e;>VN)iHs=Qh2F@sS16{@Iod8vHmtFw$jnlR^8-t_HuHhu3 zz9@{Br(S`MV!0o8>WHK8ldZY3#Hm7}lrg$n8X8NWU{~hmWT0H4g?y8Wf51SIRTZw^ z`HMt90e7e0JDXz~l7IG04mdpcV-?mh@3eUerQ+aMS@X!ykmi&RI?P!5^niI`VL`Xa z_TIgFg4eHi$Jrq-u!yiQl#N&vqHu!`p1=471>@N@(moerWXDQs>eI;RLJVE>pKsUa z@5=;oAxlggB_Wxi;;f*c(5|0mIx+JF1dLBqUw=O;o*6wqWhmmz%rc^Y4^bo;u(3m7 z41CPgya$7wH4F6$N2a^yI7RFGavCoSOKx{3LSFx`V_!NrC{bXv^^}rzFBKxT-@LiX%fl0Z{R2pNb!{#3Gf#%1 z(b6LGp}zixfI!^rv;B07o^%N>eqe%}clFNP=vh_bN$}zjophWi{_$s_>u_iF&W{GD z$7p*u+KW9soeb(xta%UUEY#B%%8b$yP(wgpK-vy&i+F}E$RzGtE%hf)Q%wE*Y0YO? zsem*4XLnck-@W6%^i9vt%ocB;o$5kY1Lb5@Rr^eupND4S)gQSL0q@LJW6Ob;L45$V z&a)XzF}J$U8C2WFXms%qq@|~eKHXU{X=Z0o3XAGKWC|$e@Z5snsAV<(xRV4sYu%)}ZTQ0Dai;zOG=SgBx(z}{V^UtX!%goUM z-2x43keFCnD=KR+vX*GjY9WLGUWb7`LWIKM)CEp^_z{$k{9{-_!?di`^#kRel5Do z#X*MGpDfVD^6bV1NKTs#D_85(!}-JQWrp_haT(ErED4Moj6D6I2nm+^|E*}G$n%iM z@{qTb)L_Wo!C7-=VZg-P6nSx!igP@VOY2a0LP^`6m?V2N$1GZW=S@_5iNdQ^pVq}k z8aTr-0eO8tJ_YYic+It(oA^aUFVXEq$Qz|vb~NH(1$E3XKc8JrP7YZtpw>5tF@FUn z*#s`#&)JIjByt`;w6t_|!odgM+8OCb?xKUQBZGr4W@l$7nWTdVv)Y)c>1W}+c8wV5NqKd( zb)#99mIdHIKmHm}+~Vb7{@xTEV&dhW6K2i6bf>4Mc}n$9K?S0oJ2{*S!0oVvf!zf_ zO8s;@w9WS!`QYiud#4y!DKe@-Zeh1ry=}-^|h}uyAw?he|UKX*X4V?>tBrJaKXH zrN;=&iVZ3-fzRBedWO!2UU zhC#g>tK-$@hl{Uu9!w4lMCwb~ixT9Z2+1Yo)QgT08>uhq=I9R4;Ye3}*BFwidO?5y#&Lr9&*oOrwp3q@ww6y0(+SIJXuRSA#dYignE>rU(6KEC#3Kp)f} z&Nf9tRjVSxP<}-_Y%KiR<9k{2Y2p3{)Ez!JNc8%edFPPyS;W!qFL|bzOtZ$P3;`>j zZB}mAq^HvzA0L-{?>|IFM?fHoxmS?Yj^tCp?K2SPtrHUzzyl`4?Xx)WXoMdI)YROB zsH$*Z)`(Mgn|bdX1wg(n_Ws_dAiFQMCEtBVz7s2k1J{Z5n{D(C21dz$$fr|41|<|7 zpn^_^)>~kg8~a@q@Gi0(M*0=X>x|cFX~m=O?ML6X4i0K8Hzf!yuDzf2efj$JmEz*! z>bu22X)Ykos1F|!lP}lZKrRjN*wJxuFCi*ghKDaP#o#>qw|BFi#mUT!o_Xj?gO@uL zQZn(!zXRYE;fcL^9-en_m`vm~MlHG}*#5|GNb+g50r!XL>1j1H%JeuEGCb`vGfCt< z0I4k$rgxt}=gu8j98OOuY9A{_^%9u@ z?^OsYGGgqCi}LUk-~Dn>mWe{diTAP!nCFmr z<-h$+c^1;u&-Qi$C)tAKAfsQBynuYCX$VIC{t|aU%Ll`_QE#(bD9XuUa_JS@ZAplk zE6fs|)0ZM<{JN73Q*8khtzRRlX;yKeGqM6?ND(Jk6D0{%cxT=$MKAHBg;v~Sg(O~u)nV*i)?~}yJC>mJNbmw(TwMGNc$AubPgK5L z7vSY3EG;cXzB1n%y^*U2Tjs`eRlWujm!dX0e`jgvO_Wk3^^MC#Pj}ZCMMbF~K9!(g zMx<~Q-sLi>b2(RKJES!FR=vhI3c{%a-dk0dLjN*=agY`V&+a2qQqsA_McuWHU5PYgTj}KzhG$WCQH-5-)=PE=>*)2PDv>gzGe-4 zm@Tdyt=zTJlGV;HExo;SrR0Jw-oB?*%UgPzVy9=W*WH)Y42+FmvuCGbES?L&y)=_~ zDf{*vKU(E;hg9j*g-|wZC9^>zAn`y?eekP^}$5`|Z_)F@HgBZhY_k z-yJRf=aYM~>+40^K7ERT*+#7yL~??3fg0UhMk6C5JGGD=CKJCfF)`;hHcDzRSrSyV z^Hj)DKmOP|?S8E1P=mXNh7fu)lHtXqrA0sxf9ma3al{s3WITuIkAWA6Y1J8V4g(!Z z0QD_q1p5^Ctsr~0;M4uzgpeWLFZMUy&mx<~#Kc5{kB=UNno(C5CS>V;1t@Rr?~k~H zf4Vkal;%YPRI%a0os>PjYMekh9^={w?WsbTdUUEuUC$L>CkNXy^X3bT$nM^XL*K2w zL1A#pEk^jAvx)A)fOJAKo>wwzahaz87)N(8ELUmve3P*3qt` z$NJQz0Fs@}*{hKBs4bj_m-olgQV>AMTzlwcN&y=JtDkoF?)g93n6a-%TQ>!on1i-{ z_FP8iLVo+;X?6D{86GwhGjsB+A<$R*=bm&3Oh`j>$G&9g&a0?8oXm!)zUD)n)xp^_ zZ`En4ooAc+|H*5U!L5?96Y;O`A-|5zfbYnR>h!4Sdk3T3*iy;cv@LYLi&(X_RG>QF z3201)fG=CMf->4<@habFXMiy2IRE>cB@bv7cDVAK5Jd*spm8_8?)*=YCKgGUqR-Y> zA6v8vV}xSM606V!gkZ_>uznI{?>mC4l$te$fzZf;B1>?;XL9liv+}F8++GlcR+1V;?)PnM=A)!f(IWi~?>(oTjW1Ww79-k&w6wJAzQ<3H{}|+26usog z^g})l4jE*$K}*|Dn`1hnnI__|lE9UvS7Ov(n52?t*?=}jyScf!Y%i(fU}2&j&0RKD zR@YwBChvVBklS`s<&4h1H&TV2DFyQ1s;5$K479;dPzLf|ym)cKy*?t1OSdqfy!<+-@?R6YpM<+_(Mmia zfeX1jdNiT)kdueU+UL4b1f_Oi!|D7S6fxxLwZ6U%Y=`8^m5XvX&PQ>avf5-5W#+`m zY8TAS&1t25X@N@zR8>_?Y&x{~ojZVOGStnst5O!q@YT>D0)^?PouhQ4S_;B&Zq9;* zjcxvCPaJ`%YMu_j*&xT^ojb^E;kvN!wcST{<1Lk1lE?4wjTh=ND2Q`TO-|~Es~9KZ z;Nr?UIq{$)XrjN5LEPl#=OZ@sbO=y4tw;Y0XPBj1eFUe!zkjjk^h`=(%srfH5&7Y^ zB~}~MJoS>~;c%MUma-RyrJT?Hx5sN&*^)71WI`P7)SnNtxrih8_$)5KjM3=i?DIFQ zZ*HQG~~K_&-^I$QJecb008{I{w{z(9K6 zg?vWV0rHI5+r)_eIXgSEW!grv%J-_Y~jEPLh57Wt!7LYQGulrOR)7#qQ3=9mm zW_XXv;8qHXimko9cxYkwE*E*O&MLe2D=RCjdybApk4ZH*r$B1-r`%NCtiSVC?S|J@ z%$qkupN)|yoE9=}^Ko&x?wDR;R5OzL+|I#;*EdmD3vekgARvI>{?~IVR2$$Yh_76< zoeJl`6E+w1GOkguwAPe`CxzB}1`6;)T}=p87-z+^XGNbYzQh)bU8>+6v0yvnnX zL&*FSd5B%xa0$yc(03oibo}35fO77;@BCI)?8XXp!?jhpjEvqtjHD8(Ph?3GEr4m~} zx}*gpl$P!;laLe)Qfcq3^ZxF=&*L8lJ?!|dnNO@WYle*~GUmmjf!^NMWKlad&}JpZ zLa4OmZw)_|)WN~Q$GXsCc_2ue+s?CniK&o;ot$eBLrO+=hK8nNKR7QgJv|ncdh`SWu>evm_kg6{L%9=x>i_iuy|f0(J@R8Ch4?%!WumD8m?0R<`?N6!mse%W3b zHUPTnS=t)bToV@)qZV@*2#k%TK;d$lx$koMc;U5z(_pHuaUUBL8KF@g+))CN*7L$i`0Fe7o+as@mG*VnaPk_p4n$ z(}A;Y2Swtg)9ARwevPQquL9(yshQb}tL8g>K2i@h|NJ!f^7YMi`&vI>J5b>DqTI6K z6~}k0>dVs72#;x0Mdgew!gNY=^Ll!F6}`MJ!>0i|(jldL$?Xe+gv->#ep>Wea&j^; z4^P3x{%FVnho6^N6Ev@}@$-}FycFk4s69zCUilDU(Yai!U@Wa#;baHvOIY9$EO-HR8_-iymVg*iNVPdle2lw zv~+ae01Db5Dp1ctPEO7&Sdvo8cS_j`0N)pGzQ+kCG^|EVL)?8)-G5ydU;!%I9$b37 zyGDy7X}PuhvY7PuBTzI?Vq?QBgr{>hM_!i!7WNDds;a2q7aJ7?uTPhUVA|I#_xJZv zQ<$Yb>Es<9AB);{5DzU#I8WR(PLNPM%&$0(b)G8i_04H< z8s{EL;!EN{T3?Eb$JN!f(zcVd)S@ol+opf%J|`Df5N3SsFKR{#vIkTns`Y#AiAI-f zY-|LkrluMw+Bkjt`S~sCwF@7c@v)4_c|Rb@ku1d!!}Wep(3S49ay#qO&*Hw+*3_t4 zSe$$Kd!`KQ{@`fu-n)i|_O32M)YQ+$hMi8>f>=yU%&5qapg=brO$-tB*>UXZxWJ5Tf^TBlw@{p`=4O}*&k((|01@Cx@yKO`iYo&e_8>=m^E zlX>l(d5h=cX%q6kf5>T6Q9FO1Vc_v{l!L9Ut@^w)X!njsb*i_QWH?hk0@Z+sz788k zJ*z@7>8kN#N)H}X>(1sGI;Es^fIOfl4QsoVgY)ltA`u(6TGFbpzSo%@{i2Yt)0D({ zQ~0_%lR!3Y?a{l-4XYb!DICvTX2ak_agFQs|iOA1HoMt9fdh#@i@+@dWycF$l z#Sp^HH9LdFr6rrL7{=$C`DlDL2wn;+YDUK1?{UbnVscz!@(ha@0^)O2xf3=Yc0T@h zaz**8fZ03pOz=ue{vr@v4ZTdnAtRHT&Dhb^wT7<=_9oP@ zNM-P)giemJv0FkC-7qYcc3@!O0)%DAuW8`K(6X|!tB0FM`yNPToj)JEf4H~5 zZ}a8dJ=8;IhTcz2jW8!C2kc;`od4bB0Y(HV0yicmCu!kZTGl_Xc_!=GTnAi7^E@%tO%iG(@wdQ3?3OgvhxVSj9DPjEDA`;g3zs?IZ zK@P(igVGA4R%dW3T&9JmJis#M{*|j7^?oVo8ujDHot|44fkdOHkA(#VRe&z_s~mJ3 z+KRu&KR!P2gn!)m^)o8fUsnG}~=|d!_Mper8L&_99Ez%LF6sIS^#HT2WME-o!4Ttf$6b1rP({)EIEl_-Ao&y`1E=-BvjIfx__v2M zgcAOo#Afl5Vg*bjKmP8=AotHC;k-)0edo@d4fsO1`oom(8U6>Y8+1=gzrg~XQ z3Uzrx1XLY=QQb}3a^Gg{mDS`7uA=<#v zPQGwzeX6W|bD?{4Z`01|bNG&NtwWp!rl9Gt^ovf3&B9siw`qJE#7lN0mpy90Po2o&kv zdu0!nR#w{KDL@R_7rNeQ$pv_V1kdq5{G^eX}LWe8ZRS1F$R5gC6+8v|h^)tr_9n4?$ z+q)1>akfh~S~H&tfT7jI+P^bp!;+@1t`7Yh6%|!A9WD5(FaW`9@NAgq&SVJ}I?zz} zU`;`+DzIU0{`v8d>y;MjId5C}&h&xCwVP`bMRz?tg%WC4uTFz`@6T%r5Xi~RWyfls zVPY~Xevszgay*q4;sqkLD%Bbumz@8>-3$R5Qg3e^#^_x2XG%pz=PzGoD7R|*W+9$8 z+xqf1q1l>w)y~>vbX6HRZ)~LEENJT+hb?#K+YH^!sUZ@lv|@$-7bEztJ=9pMMjREk z^A{c&@#OS>Avp@Ce&F41W%5;GtsXvINOCfR-~Lk4hd1_Q010S78}>5e!0@o%$|;fh z&fXo!RXF?oj!#}_`a`CQ-EP)=ND?}I50SPZ>f(K$N4%hx-o!d z6A=-~{q+$P_}uC$nnChn&r05J4+Eh?$nHGeku#R3{`A}__WJsTYFtcH8)4y+Su~U6 zSZ8~CuBjC+y|4uiJ3c6^APr6>beX3`tSsi?{+7K%utl}F+ZWU5^Ksx(Ah5c6Ut&CU zM*!7Fs&4CPa8j9?n{$YY#$CI3`O1}a(ay6{_w$B^u7dFdjYX8LUr1Z}LISn5?M>iO zE;0h~iAzF4(s|m}!^49eLtOFr*vIN8C`MWX1A`dyhhe0&7*^J2VE#AyS|G_yUR$&V z6ObXn+GWxOBm!Es>nXEL_2UK*QX1OYp$cpY3th2{$48($MBSGBiURLEdHPg%@*IP* zhNfn4M1*=u4H_9qe(rL`z^B7YIcP5!Ooht%Gx729+ExKpRxE0 z3d4@;Ok>Kf47!(Y^jRnhU@2g1b0y#uayv*`5_bmMdOx1H%1&%`b!1IkvBa9Vn5X2C zO6d_v{nBd2?5)g$YypbDqhJz^lZmpsB#64_y|)-Hxuspruml4h!z}Y+_XEgO z(SQ@b(D3k!H0T`nyp$9p#KOFU0h-^^e6S|a(b*}QNDg=t8WCaF8_)Ib-a>e*k8Xx6 z2_+>ZY7-3h6+&chciI~11b_>)xvR$GVMs%uuHJny+wZQ;Sl(6pHT{_q6A@j;iTj0U zG6UbWR|r!O3+1m|d3?mc&d%8D1chc4u& z&t1k*B3|!k=3QOfrZ_8!gLC`z6S+qoQ8_nn-;MxMx0!n%1kzOdf~~vzvxD9Bc6jt4 z5`ZkbK`SwknAYCf>Q54B|N52r*RNmFA|KzppAGmI3$&;#oCJUDK49`aLrb>JXj65F4xnIuT;S?*a|$y;&=Yg!jy~?ToUYniy%z0OaIW{~jk@FZw!Q?khR6!B^#0TF&__D{7@Lg5R7a6#6ZAG^h55*wtM zZ_B+(&7+I2Y5+)8Sy`EO{Gr+@LHEi|lc3oS!BMrMwbPGf#~l0q7t+UX-o6zPBe}^0 z42sJhYGa((?)4vA2yOS(+8LzbaMIx$n&X!Ls?WUiq4@E}-ra@RPGGMaM43R9F6rte z#Pe&8z;xUAk@*mXJ`DGr8Y1CK;xwOhLONtZNtNqsP*B~@dV!kmMdNxfe8r~ zEsu|F%f@Kv=+0lbfI$P}CEktqu1HBqfq8GGxAtrOgt}3#m+{ETrWqXf_4K?)yCO;b z>@=i|MOrd4GTdiIL2DYgjdmdPfebRMab`41yeMJSn4ZqUmGrMmyS-1!<*g9aCdWa+nSRS5up?n z6$M~GZE3fqrVrCF!Kfq96gDod)#qgA`}ppk*8cwJw=G8ZT3?)-ZS>wYbWNZDU^XLj zTe`r4ctBB))I3wv2FJFYC2;Q<`^Lt70qpPA{0Rf`fI!_1VY8hjcXW4Ymq~|3M%4hk zp0b4nJltkjReao2==Q7MtMBnAu$CR&-OBt}WPLVvc0xhAua4&4`#p2ziOP9k!(C1$;U@tA3lH1&C0?dARs`Ueb@bKs;kAF z?Qc+@mAr$)e&i=5o-kZ)*+3W&5a4jpyqe*DNxGyf6PS-`?i_eIq{QyHx&no>(U7KG zJ;j^|p+=9Yav&m&OHEH@>pwwS$tfPCe%$ltI4RnM5N#j>wsqH*qrq;nfwK`Zue}vq z0ny9J#Wnw>&V%r~wup6e2M8D>FVq^_zI-_c8m22pHTv$)PZ9~`+>$O+G5g0S`zx8m zBqShL+6Gd@kmxNf6;vA%mzDjJC4T>{+gHFm+c7z&XfP$Mv$HJ&pZfdyAn~q$EIap4 z-p+9LkdEjCber^(G;Ly=YK9;KX>c)?RJoI-3kUC_g)L0!C(T}mBanw zYyZ*fvjiq%yuH1jYj71N*uKQc`%byG{c+91Dd*1{UW$rM3jw3TEDsiwi^+1=F8O?Z zzUwBcn080z)QziiRMam zhifxLhX68xWQ^LJ>gn%CN7W0eIl~4f;}kOtXuuB8vX4EzgyL^rom5E*IyyRHa`MH2 zGa%ZMX6hY3nHUJ)15`va8kC3=*gjU+D053$Z4>CVB=%{3UjzAz?5?1o;7uo|$hcmCytN?S=2Ps?D$htQ||))$=yy5 zIN9e}_Y9ZSTpmm%si(b=?29n#PxP=Faht z4J}<(z|^N^ov3*#82o>y8zj=QMl$)+T3n9aX>31|KM7e1@>HBQ%*?%EU2q#;sWQuG z!Vgh#Lhl2@4A5QcY5hyj%bvOD@i5X0sap2@o^7F2A|LmR`UVF4?%lfz+S)NwE7e*D ztsz9H!!ZCrE~sI6qVTi_9u-(icX76kPfI#a5YzG-DL6R1GML_Kjpx#0_(x^7wDzIW z?!W%W&KOJ0oM<_hDM5IA%u7PT)ptHp{rU5UO{J;qA3)B~&2jy)rS<7@Pwvu7ZeJAi z^)Ukj0~H``Q9wbKM>I6Z08E|d;1GTI!&GQoCPh0OKGOQGDIZ^ke8AH<4t12z#>U2b zTm2%@`QpYj@Kw4g<&OdZNW~KIK85*BzqTBBP97w>Di#i|DF5f%9GW6~Hc!5E-5`pQB8=_w}V`9iVIywR|HMYj1X(=*~ zeq9*eD(D!=RyF|HdeIg2$aDndmr}d$ek#e@(8h-SrMMIBrAwDW#5Ev->pWK89B4bf z0KJ!f54BJ5Nth@rEA#%zeKrIlr>(mi)m)kVwuJw8W8>~nGs9NJw|MG}Tu74ID$KWIzz{JkZgCC#YQifu>&czPJeRy|| zW4s{e>fi7U2oqjxpP{IVG+6EJZxBUb0NcYULQr|(Y!+yw&LPT!!{060M*QCHF5_Fp zhDAmKtw$Y^)TRF8X@VYTL*>b{XGE$7rf=Pt0SPb|OxE`2zW#n?XJ>v{Sy_cAW@GpJ z68TVv{sd|c3^9_SV6R`snCMKv zN|q%mCz&~kS>_>{pQbIBP**1fX&MG{;2TII`;0u2!bj3+>FJ_=dv}LCW}5w@LHUMY zg5SNn>|p!W_pcjJTzhM)V*eut5N?=AmHhaB4&;OsOrh{HSf|vg+r#1c`T3*8Hvb47 ztd5*2Gpn(^@&`T}qDH`)w7C$SGAM^K z#Nl#RoS{?R06Z0n=e(7J={1Qqzl& zvnUqODcEfjb)(gRvheHiR9M}c^K44_npiffNHmK9$TIbgYJ%|wui1x~m8o*;VV_?$ zF4N?-Rq*8?(pH9;Av7YexJo=PnHu`C4U0yy6!B0Ce!ecp`n+p2`Aag2dQsck+wD>jP!$5%$F};U}@Uww%O^TZ{SHc!>UGLvDnrx1W`E^ z_ZHNiblMV!DW%ijF*7r(G@iw&VYi3Jd4`#p;(z6GDf<53$GG0r)wNDdz1UB!b^D4` zZX2X^ma5E~+S;yUQM)K1+Wo~|YVxy^UsJ3Hee9VWL^N9w4^YO`k)nx*Za))`wg_l0l$19I8y1DWeS2vr zO$tvzN5pBi`3f;RniiOP$sI#Y9RlX@#lvZeoPd8P_PQ-u`MUeRv`>=sn|wT*if z5(X=N9qn(M{l=^PHb39GhK9ZigfsOTpJQg$5k7~eKlLo#4-E}njTr|rTGoE)K2^#n zq8LA3pjTzpa(kF1Wcpx#-{wPwP3MW5-$>Clp4@>DEwZ}0Iy6oOD7oNQUklaJDGk2B z7s?c0?GJD|N>XvAYK@VRWx3)LDr(oIkgc!4kIk`edHl|M+adBm&S{KuDkwrI&Kn*~ z>B`o}$NA-x-L(F|OI6=)2?|>`lV|G}CWx!Me|7s%aS8wxMBuG74=1z_h8u)4KR*!<- zM2+H;muuoT-{YivJY~7k_eoyP>Kv-1VaJE}^6^mn^Lv)E&f+Pkg@yg?6<$HXj!UzC zAz+m-Ig)y)t1gZCR-lE^~ z*dO$+HV7C{u`%jTu~=FQOG_IUmuPUMSljabY`si5`wZfLAoMXgsbYVv0j|IrqjUV3 z?XK9fM3trk_*68iHv3yk(lT4BT3%k4*Q@rA_B|kpJgjcJySrbEe25OFf=mU~R8&HT zat0E3^e!(2gCg+~Ssq<}+sW8qXJ@D7A2jFD7glW5Bwg^*RB9(z7Ke{OpC;^Sx^!Ec zZs@~DI`n>_cWxFaH~AmZZ7&bn719H)T)y{BrIMHaPNRXAmey4L)N9LrX^l;iV063& ze-pA&<38K`p(KVwEhf-Hc$x&?=kKpU?KxBdx=1k+gaVSG*)LZu_9lGLi70P1H9|B8 zF-Mgw!H|pJ%0CHhy>s6K@?0_6_44~~yhw?|NR&$mZ-T6}iO zD=1iiMO4d_^PgK@CRCc}{cB@mgNC=E_=bH~(|*x?dUA4dG0OMf z!x3-0aNMe+BR@!L)F}&{@GR7ITz6#Us}ce}GXMDYurN zN{<22ZQJvlUHTYOMUAWF-$pxS=`4?s(BNE6wY84ZlIn7wJ&08W#RT3XR_|+U z09PO0b3-K`A8Ef5qu?>+JMnCJttM+}XKvr-0i|X9)ZWU9rS{IpV6Z_LCCs^VG3hdo zn3hhpzB(Fxch7Fh16685T-?}90bvZxN}i#9t!8J`;NA0-6q4JwZ$J1xrn zc#V#Zc4`jg?w4BVE{QKi8P@@9(zUg>OPMq{_9>4V8r=;gOxAq`V<-;=tZpV82MTl{jd%=o}8<>J(PBe{a|TN zD;SJW5au|%+dfjlWlDjQ%AYQAI^ZmdgbtvNdGmZK!8@vsI}(bNeS7b7Kl=vr=T1-t zWH$RhPfd+}e0&gusWGHBv0X!>!{Mnb5u;I_cRpSWAz4RPfS4bs#W1w`oD^R#F&%F4 zSb5s&D`wk4Y(@2gRn9LkKi|GGz0v9IpPW~E%+e1)+5r*a;)uI_VF<Bt0@~r<~=7&E%obvVcMRS?K&NZ5J z@o}2SzbRs zNnn&TRdMUz=@%JoY;7q4*k~H*85`4WH$+E9Dn581jt*oF|NiCx=>g0M-|K)=3X?=}fhZ%Q5Q=Z{|Mfa?mL|4H;Q0r)PYx4fyT=>+JTUtf;~9L{~D?sRP_XX#sKG-0{_zZ3tW zWz|ya78a%Kk*r?l8}n^pWNe`fs*}PIOh`K{KwdvtqasiumX#si=wv;@eU|K3qg~#X zs^HAs3jcG8VrUL;US1wVS~k3+57F0XdXXIUXDp3WQ}TX$fz{RG=r}SIv$waWAV}w- z``=Y&X^pQk1ON=5knm;4ZFV-c!0r43r|`s#3^W5S5EE=% zX7-&ouOdj7PVT|#^Px(>a&)Noyno4zpZDt3t3bSG6CtCB%BqBjNbf75Yf$)i=8Sn55eHd%gf*S_$KV*VD=;C($Z4Y&mw%v zw9-};9kZFWdcu06G3ww8y28Hn_L4xzcQ^YVnp!^xHQzOqE`v&V9H=<3nxnv-1F4rN zlY}iVzEt`<-%bQX7($g|Pa^#8KGNPx_Sw_T%aFCIdMR#a97m6w+*M#YPgtnWA*0%yrRKI*BfM@_n>6r=Q- zRSy6BL^BgZR!*UbNLu14b&rpwRnDKO`W%;*ta1L8p_X{V=01D;XWlM7;E)Swwr z=`xOlh%qk>6ZYug?%H*DWQ;!r3~4~1Eg4CY5EI`_|A9K8p;{#i;qEu~{g?3yAmhPS zu?q@nuRnTqwT_gObj)X;hKA;SXQyg8*$>dHHx7NlD&nkRJET3=(2#goKxt}spTGRz z+yI+HOG*S}uUyf2#p`i$;Ea~$jI zV3Z)7!nf#XXhJ(WRMM{a8n4JKE-lT2^VQJSR=Iok!uBQ9lh-cGJ_;+#%E}6unfQ+7 z8XECVOiX;i$*K=T1PJJ)e@jW$7ZW-Fi_m#8=oNI~Sxn~y0uJ3QwI6%IeR8laf@u?B z-)jjD!XwH-n~L42JFQ7k6sBhQX|t~nK$z}<0Q=gJ%pgG`WVWIpoeQ5RQ^@V%jBK#6 zV5OF88oa?7fwwd6^|Pyd@ZE6gch7B6GJO%I7cbOx(FkB#+UxwD^z=ZgtCJ;wka;^LPp1Fc1YW4L+C5h5!hVB9j zw*vIuv_yR&j;B{DG;^KCUr9RzSpdM^ee`Hr=A#7YDtuE@(>VY;vvb#Vk{%3_=mL!5 z?DDs0bK7mnuUckuX}#ER^96;^7CHxE*ZE66X(cKpCB-TVb$+{W=fed|&d|NOdkf)1 zQt0BC0^7(ZtLZ!o3Wf^`JjD6w!@IpDWBW3y{UR+#!Qj*tv-Q!IMVf`xCq-XCbU>BD zYXwhx7hnDU+7MyY#*Dup%KdJj39``_V?5s~y+Ey}vEsgmX zrNDMm)6tO^)L7eM1nBqAZ{0b#xClV2lb7|u3!pPCNKG_QJ;9Gi$8WQf{>hUk7rdJ~ z6(Lvh42wn^J(RODgV1R=Clxyvzm*MWcz7S9;PikvtN{?McO9B`TloG$0+8ITs;$y)N7$x z&D#G(Ko5_SjSaiomv=#+IMH1*bmsuP-LvPHNHZjEbjkO)8JaK42@R*pG+`4s( zrsN+`Z1}Th&xV>Dw8k7z?Hh<$q9UUx_%E@)qB1gPb#-;0L`T~VE#+7^DOqnxQM^`B zGjl2f?(_M6ibhqDI{}hB3uFVgcgoi~4>WQQUCp_7uXQY6D`jO3d>|^@RA39NsgVH3 zM8w0x1L3yp`7@#6%HkGoq$t*>@We=UC z9o1+$aA=6uKzD+XQd3gGMR!h;Vl?xWre9myxVa7a2KpcD@ZGs{Ckl(%+gwmb`?)k3 zbV6q64jrVqMDc5QM>bK>Gmx-BK|z<{VZ72!ClwPDll9xffRBe5E=?5BK|kRJ1#XAw zpwSPdE$Ce5&P?MC_gOMhQZ(TblVhC7_Z|P_&(F_j?e%#PQGkGaMLW{swTZhvRi@nV z@FxTP{rYk=Mjebb8UzoL5TOX@L;zydn>X3SibTc4@YvU6b57wA&Vd23=Z@8C2=Taj z@Pd{%N=ZQhCnq;o$LeiCK>;0BR6u~N$!8ar9pAFyp?$_Ma+6z&y%3AUr%y}PQR2k{ zCg6fx=f&1j*bF3#Zv6Rk!s!~|#w#co3O)`EYk7tW?=!BPRmy(8NpxOCr!MbGI69;u zBO^=y8gBh~KP+y@K_ELjJ8jL2Mzyu8tE(`*m^I)Cj2oTfMB$m=oyBK3)PN|H#fh9D z|GHlx*hdA*@DzJy5~io+)PFJYvFdhvSC`t#_WurT8S~ul ze6FPcz$7Li5tY7*8pf@DsjGTP$encdfvGj5`#Rh1>L^Eu>&H)@m|T-hntVK&uUgtE z7|@`jG`i?BtgPjpKj396YHCy=U~KH|!+a(c(Pb+c*W^rJ|~8 z0sDaRNcrlgH}=s6$5YzNr-_Lb;1@Tymile`Ut2Z%rNnt-H8>e0oD&uMu-xQand4a= zm!s&E1%iLiG_})P`<;r@2z~N|7+f2z@A-i3Wu11g znSN`3du0KF!)tGYJ^VB?X`~8nzG39X#$9wFa4Wrfz#di~G-c=IR9Hq9U=%hLp~dHk ziAK%|H<@^J({R{Bv9=~JQ2B`>@!N^}_t3!%Mrq^t@9g@yLvT9`*9@dvh|$DbGEmyd zsi}7G9Jy!1oWIuZ@_Y{4TPrD7Ahxme{#QN^k7nShrvbnrx(-S1Sq`*KLPA0ea)>Gs zHFv_r!#jh)ypM4~$5*_Gck;crmkGPy6H+j3ykY{0%W^)Bm|5oGV%eISNO75IW$^UA zpQ6@@GhL9v&56tB&Ydf*sd6J7$dqTjU)MPCC^1%5QSp=@$Sz%(V{3J9oUIfa$WXS> z)zZgkf^lo>smjVq!gZ8>78VwB%gYYc#**nCV+DGwU{8146i00xKPTt#=Gq&by4e~` z03uM}1)fAK#3w;0W{OkN%<>foAW)mF5K<5j=)4H+4cFGznwgg}GBU=f6VKj6+x}n+ z8XcX*fiZDl0pW?GomP-pbN)i~K&%)lDqN+B({(^oK71xGrx`Wn3JlKib@S+DWclo_ zRa94Zz|&(CIb#>Yc1j|>*!-;9i1JbpG>$ zsh7~4TEf%k3c2d|s3Ote?{iZ3@x8sh(N%S2J8}||*1xj>lvqsytY+9k_p{u9e!1I0JDe2i8kmJ|8N3xZ*N^y;8fG*7*TV_(nkVy7ttD#_+ z2g-w|wK9}GE>-LHRT|T#=Y9a$3@{d6S0~kca^N!aa~Prto+m%H?`GRUFaen<(QV}h zaVaS&cxMRH#zTUmT>MThvH_y%OJPR*_USRG-1)}trwSXq1chdJ*(aU0T_0;JDgf8# z%Ue!@b8|VAl$5-hp1*nXX71!oTi*&+78k+uDi#@?zjB4S|AkOUO3IB$9xrr* zUxTv^)v1&&KKk|LW7bnSp=n>B-w@Z4#P>O20!}CJH3Flf$@q;5-|MqGMlAgN{C4}m z3L@Q3eEW*5Y{lJqC3LTHbaXT(3L6nYgr=@9DP?44J{vF4TLA5;0u<|^hi-QOsG=SN zs7J{Kn>Ku28d6knHc@Ec_2&m8Z&VxFHys(#$K<^D_60PSvI)9()_nZO9NlX-ETRE( zU}Iy0^rnJpU+X<;?$@D~3!=TDWx!giV3i`*`A(w(!u0fi(&+wRkivV} z{{L-#KiA+aG%05(XZB`Fm2|~rcV4;sdM+1Os{l7ZXeHxNik72yPzT_iyCRs;jGuVeMG#P4Kp)rl!utvYxujQ#zb3ljIpFDemn9 zx`3E3Bjy%-9L-xN*u+G9A|j%94GmSx`nT-uTj2{!N=l*%NF#n)>4!gvU0hsL)YaR; z+M(N#&z?~(v>hG(ZbADMAPE|c%OCGA(Sx_Q`ZD+7gDGa~nan<{QHM)XFGf7}H&ALI zt$^|Su`#Nlp&=hWL%;Z8q#W$~Xol!7rxy2vOoAlC0CFlHmKYUL6)VMZ>h|kA8*&iHA7R5t1$o?x6`}^x_J3!B9v%hcnimQuD^y;c(sdY<+$G7;n zxS*nI1#Li?5D?1Yoe` z=`>o;?XFE8<{3T*9}0q|1I(tj)!U>bdbOwLde^^rtPG(eTXcs8FlRfa#rN-NJfhRL z9!hC_8U_ix{V7gZXrjbqc#$S4fP;#fdj8k1(+bCzo<4m_$c_&%DQ;GMYdGUd+At>w znED5zn#M^pt@hVG^bHQGLPE#>*~sQ41%DJ_AuKZbx=3!suE=3NH>QY0+I`%p;lcj? zerC;V*HoFgqK1^v7(*fvTP8bD&t>~%$D$8q=5M!(qjPxC-V4YpRA;B1oQtYwvXvw5 zPvxgnxY^mYOKY5s*F-n}Ar#7qnu-m-ke~_^kkGv&Wgp@{>1E0dHin{_>bLH*ZTcn3ZFeG#*HRW4v>^$bKTKD^e%^=ijva93^dTv}`xV$`+4*jeQn%N6}{ zt1DA~UR%_mUkk$2cxSzGzOJHzj}CY6JJ15YoqZgw7(&?k`E%-x?`W)8d_uy#lOyk3 zPC*c|=tlF0&!5HCOm~V8Yh0$$z27(ue8?^BR7oB6SKAN?K0GoHL@!-ZPZGBLPf(=m z?}F9XmctSRhlF_h9x~v)TyQ6E5|oii6-{3s%a5KKnt{}vUt1#;5D>WYwZ7&<13O6n zqr6kIbFCr$`SRHh^C&4OIP1`J?4&&i2@#rMym>`cBEJvc?Cn%(+wnnq=2*aV{V)KoHH ze6U?1yOxb!XV9HE=0Xamu<^*^>2m9puK`RqZrnh}oQ>YwG0n#LhN$AVx3?FP43#K{ zkDoXxp--0X!-? z(_~>`x$J)+?javV_es18R2sNn0(N{r$v9@S*wL3`Y%jt_R* z0ZdS@5VXH7}`jZqjzW3OT)v2iB zU6w<;gy1G2)n7~81JOuP)$k!(nMepvsu|t*o^AGzZ5}ep!Vd3o3;rudO9oLB3LIa2 zy`;;WMui%dbgF@2q(CpzcHgDYh`;C7MM1ObC;LCZg%+CC@PjsqeNl7_7MLwggZvk9 z63t7(vIivO-Q@&$pE`)NL4GBx&OPcm&tBxXNUTI3@uQy z$OfjQFxtK7rUznI>5QU9hr9sf-_M~NEsDgW4gBSiAVI25qo!n2zF#5S6^Z#I33AY` z94YC=gL;sDLC*tdd_d_C6&V#TZ7Onzh)}w@xq+^|uEe*7hlm?c6^OR`X2Ad5zeD9q z=hnYAT;fcfrC^w?pkf5Zwz$b%r9xX8u0c*>cF7qhdh+je) z!~Wl?X0o^w6?M;egOA@}n|9>hp4Vk5DcaAwH&_q;{4_6JN$-N7WbFH#cQv8#DOn+292NqcSjaSR#<0#sgGRuY+ldPe_Ww5#i zLzaUtB}Q8U0&v!@`#pN}$jirvsVpWbBjYqBCFKM-j}MPc{ZNmm^h5m#mOx6iXDqH4 z>l~X2do!tYUW$v}c)x3{fY8A9Q?-*>^;t;gy-I>E524-}aTla z-M@cvC2MfGLN~;!m-pA2Sh~jR;Ztc8;=39Nxl+K+8u^CI1lXOO2dK<-T18)s-8|ng z8so9NEu!|yjJC)W2~uDVq6xp#hMjMV1JP@EiEnPzPp^?-UZO- z$yc|+$mpw|&c3^cr>Lk1E~Xt+P0h&+A0J=ZDQA6sjG&OvZhbp=a&(56z^yY@KhxHR zd&OtxJ>X|tN=oGK=EKvd`3gj=;**!gv`kDga_7EBC`kxjLPJN#-q8vO&o21j z$B#RLR*lIdZlB+}qdPD+0S6qXN>gScpEnzViRR?w48-JcshZRE3=W3X)YKR>%XPi) z?p9Zq{A@}?M`w$g(nNQntE>m|kn?0Fx8va&6EK%poX8NJZBBE-#2NOAUr)pvz?dSdrvb9m6!9be^^ zz}!tfL!Kv|(Z*%A>&`XKU#mJt>(?B=ex8yxe^i!RGZkdMZrpJ&ITbc({N;KgJ7?xB ztN34a4cx25Q9{3`*Bd()7r!K=F3xPHt$54nS+dCaC4i%5H()4w6xUX z>@H@jFYW@spIyB-QIj=bz*Y$#6awD6vYYQ}I3=sDwe_sYmDuU?j zX>w8}D63jEdMVP=)8{tf_#gh6j3+>I%gW0|QpKIl52@!HRsy6Fiky%>CIkw)Gm;gg zD4_({WnSald4H)-R7fcHlG~T8rlu>fj(T+#uf@_ztXm!v*0qz-(H$)&=<&vBJm3zZ zSM%|a_V@Si92Vo^3ggE{SqB_Tl$Dk;P*JrdCeoBm7twZ**1`*p!V2Fewt|cZINDT4 z_j3Tod7hhGw{Z0mw0QSC;xzNOP!ej>w{DiA4h z=Zlg**$csm`J=nKFi~`^6!dOcSy|nK?}o9nN01TUS64Ok^z_P-{VhYo!oCkC`Q9)p zw>ri$DV9fp8yy=O(rpx`UGkjnjA0ZbJ!a85GAziugf0rM#oi{fS+Da;IQ6$E9nsetXYb zTU*JAiFx0s^+29~UtaD43a9|K-PzqmBN}*#gLSVi03Ffu|I}~}x7dXx0}q;AQc`kN zbbW1c8}w79CYC=@Gr!a@KkD6fp+H3Vgf$PhtgHoxHZR1FR+6y&`cxSjJc_fkwMBJ> z7?E_R-Ne)D_*t+TY$t2Wz6}<|Yg&B4TXwG&a`W(2(jnKP^_13#d|X zxeAu#9yr5+-rjjYv&$e7e0+UVZ#@BnS^?4h<&C{oq_M^`_(dR;$e6O37}1*5SHffC z>nt*S>mog9yVu>9GH)1H9=(hy`n9AAcwpu(c1O0i^_+$iJM53sp|zufEHg zn3P-DYig46=w%Fm<1=_#3$7QXDaaEcCPwG$0-lbBwzlV=G0QkqGwC=f6d9pTmbPBX zzzqB2dh(HP-lO(MVDwaTT{gdU0!f0HTm*OYp+Jwd$(C4E0;K7mwaI9r)8{U@#3}5a zzI|1QTyAeJgzB2l!O7w8?>~MFkkaxyTBrk5p)S~9DGv7bRtJ(ewjV}DkTV*d_Yg~j zpdB9@+p0Ob!k`5j#AUKrwa#LQfQ(K*-w;hLQ=3#ZEHXkMMtWSfTAZKzXPGJ2G~cjD ze6eTO{~0NVgaj5W^PSP0POY+&pY!wCo>o*;RN74IgO_H-d%b#xL9>!56cjXxXG^{# zkNY5!JAlK7g*E^5`SbSnu)N5davyfLn5SNfXx_}ZbJ{rPWFD5bmZLsHLuBuoN1nms zzYlSg*uO-Bujn4;sjOdQ1lc$Te$HM0U#|KyDxBdosod>-P-kd@Q+sD>Tpata9r{Ul zVndg0lwCs4Nk4cJ%%;zsu=%0VF0uEPMa9jaq2{$)2f+tx&R7A@9;}%wnx2FD6~od- zOY4{|E-sFYk0=fW1dU$lJe!db2z8I)_9)ipj)82 zy1F}?o1>VkjIv%8t&_C?Ao2&Rxk>?N_a}=Y?X+E7uxY065SVCqo`Zuzw-jtD+1D>$qG-3vo-PoQm-k3N{9&3-znK%?FY{nk zAs`^2iFS&@{>!_2)m2quj+QG9iI>V-CG^yFfKKXLr3mQec0~{3(AoyIVOX=0s>kkUe|qm>Ujk|H9T^U^%%=l zr>w89f0=kT`?cTeKSnW35}L9RAV<=!_(}rh!LQ~nJ)C+}6#%ZI&Uunw7}&S6veI_a zCQ_xXu#gx144FR3pam9sSNuc>;u`#h35^Uo^h6NNRBZCv!X{JBzfhmo(cOKxqeCV3 zlOVj_r6dvSA+=bhl(a?`CZ;}-=DoJOdT9}>#;k@0-^eibBC;25U*1)!beZHD@k_aW z5(ipSQ&WoyZ#bxv@>oWVfU*47$DZp@Kq_>z23X{H2#|Wtn<=j=HMv3XJ~>Z=Ix?9( z>F(}6o0wc`Sk%#|?yoZ&{_JH0C2Q35_cmGG;Y|740PNtwJ8|EDU{KRq`LjO#j5I8` zKsWv3n&+~@^m4dxjheE4$u{Fz?xajg`J)O`O)rszI1cp}J~gk$lmMVLzkjIAZKZ92 zXxDLZae2xh+P1jhztzjLv$26`FGlNn>%((7lZOVoSIs~&L7s`p$fOFGyr!{R@Z>6` z50^ed23z%yj)ula@rKp&fdOqoLc)u}!n*DHBX1L|D|(miH?iwF*Oc6-a&VG;ZCHd{ zE0D(4@?fg%W@}EOIGATu_gLx0zNx7fE>oqWt4ZJ?|NbNNCizwbokpiwi# zxej-}Ut4`NJ3<@`38~MIUEAfB_u2?_Z`>q=pq2CNuz!X|@+*V4jcrE-mQQoGBHzzl@ z#`)fA+w}BwR%&&Zy6!;+kmQuOFGy4i@-?eE=h zozZ9jsY|G;A^Z62Fx%Ts$};9MAZfPpX+Qh^`H}L@6n?WzZL>Ws?VN7P#jyKzX_F-; z1q}@iqczEz!Ea|DH*~1rSkWH-{f)YRqggB_w^Z{DN8tgBISh=*=z{*6_5FRNY1R`$ zy!x*rEEo-bP{YHYV_vdA$dJkpJUu6i2QT{UIEFmx3^?93F*7%>0`XD4XqFTgm%VL~ z;(P~uY<*o_%8|K2kr4t}Ud|?Q)D{u<<=BD!>VM0PT3-gU(bVJg=z$$+YHHHa{ZnjO znG^mr03sQF1~L5V(&)RJ{)CzgT} zw?|!O9#}bls&VNC&*l;;`1Rer_AGrtEiJ94>}w$Mem8EP77`Tn+F3O~=e$!>Q$Idd z6?{-ym-u6<+}Szq>%SlBUO~h$jHj1P~UPi z)AX&|*VVN(ejiZ~B_JZ&&kq~yu1!kZXCb!->wup{o3ZQ8DJ7MHnyRxAgY^D(w7=as ze3^qI1gP#+ON)F^qmmOyG3tbm%*@PE-dnedjrdul?uUZ2WKT~|*SV;6?%cT#Rk!ti zeSWLAu#F0-xu{554%P&6XFo%pFqq4WylvB29{AjU-xyM=kr|Gb%GKTg0L*9sHnKJvwHAnS*zg3 z^!}l!A&l3whDY$b-8}qFr?D>b~0Du4e4+cj#cdGbEu%r`u+J&&$P(V|V0&?OdATBh#;9h=%#`uxr;1BVpa4C`pU^SI7?~)B z@8~Wc+!J+(eeHy-)-M!FORYA6yye88ay>qdQrHv;sRxz&XoPLf#!S?z6g2zR*>x+^5#s^U)$X>TVNM-JbWOUOdwatEGMdHpK${E_ z)JtR>{vku-G=U|Z8fF*w(E%WQAE%})HG;)}d=L>4;R{U>2V8M;aS;P*1E(BS;{ke9 z&xv`CJj6mXFA(zs)#)~G2b>#N1>wq74ikaA^z?LRp!3EgIgoEhK77c;!oq@sLAMZv zG%x~hxIMZwYO^Yn1PB1+WhbeA)7sj4verhSLEW#%HQCL8VQs^sNA&qk2?h~c=exo- zAm&%*=6aYUT$7hY-~u6U&@l9YG?_>4+>pfTfxa;>fI#|_#1VzweeOmHYe|WSh(zs- z>KIDgvW@)2*mfATeSj|AgAm7`^=%pPK5Wqh?T zm{qv^gB}@*pG%|%NV3*Ymjd{dmX?OZgshH$Gwhozm60?#*cLg4mB$cJu-AwES%QS{ zAnMTL)|fC30>5KqHBq zX(#H_r%(Mx2_K3T(&{$GpEC6I_4WUyqoeBwtWNdM#{i){Lto1*?adev5YXy2%)TWd zF`+7y{_>@2X^z|}8S2&tI*hCg($YwfTdMF0aOayR2X0~o->0YV1Av6zOhV>gz`eh; z_&K2mOzBjhsqRU6A-aP9{&Z_$u=+@wO@PP$Vh_PPHIrM3Iz7Qu=NWm)N=&&IA^lr* z(0Fn}DuiVJ&|26HB<}!U@{}qCIr-y+1U$EQ`3}!m!~I$UmdUaH(0N7BfnrLhJ8xE& zmX_9|AF}3Us&+;eWW?6iR(N+iJw5%muE-k=%N;&5%EYmtG~dX~L_9ZgItJ~B%gI;1 zt}e8D^zZKs!;R}pv#Xyfa7nXR`AM7Jb)1tb{aF8E9Sk2fC5A-6z@HN=&FTr<7F{GCfeNeZO|@x0nU>GH3pQwq-XrQ`$~nx3F?N}W*f#zS?99pl?WF&-3!=Aom#N>1&-mdp7FiU>V&IU>V51_3@{F_0@5K zA`FW;4Rq`*&@%)HQ9!i8uV5)3koNe<)7H}Bu6PF&ajM*krG&H zuRs_FV3~NqyC058yl65gA+1Q5b%wn42g;uOSh$&6$a`*&)t1k*F5}!<>?!XX(rlA- zE@FJoUwqR6BvvP#vE&c8UH)G!Ar_A}3CUx{ z^~#Zlfm4%{E9u5p1o8rXeMQ?uM<6(eziWN^Ty}cAjv*=}e8Gyx@F7NFxwm*>_KkEb z+xJ^%71nL0bN=VB=lJMG59@spFdu=g12ur{E+{B~lMk@@>E02LX;A7-ik1)!pu9=i zgVqP04jGUro9T)q`f(-UMN`xG<_~to&}>L6jW1pxGacKt-)@i|ZQHZ6 zApLCqYM$ZCUbc}j$ehZcKL?T)K1#83^Vr(=6%~8`_9|nKl(Ls~*ZyJ{(&4oDd(s@}5bk2DNzN z?ku0pyQKqyFBN_|Lodb3!@~p7M)LK|feL114{)c0L z?b!C&>hrY35F8$QGgWDOOwZTzfH`q+aFo*9-M)Ep4V&eJP-KZaUo-i`V|CH2mq{DM zGM-D+(9IO2VCYaXxSLZP-umSWzM zH50EWLY*iwir=bQzcsb4YvM&=UzLs_qdR5fJ^^B1Zy$3}V-L_55Tz8@c7EI@z%_a( zNzY&ln>ij<`{c?~ZAg&DrP@qvnL)?u1abn1W;D!xfeD=jRvYFKm5#qIvL$Ab0UHuy5K2pIK5Cil7e<$NhN z9iECxN(KprAs$E#^pkQZ7sbTH@OAE`iF7?Q6%Z1a69=3TFGz=o6c7Cg0hvtVYEx5R z+?|_Ci!JKKz52dTraxYz)w=dpeV6~DKDKDfiaOEv5aVmQw5 zn9-hWNmi!G(hCa8`p&8f&=O~?jb|`R&42ajt`XayI-@-@FraOi2n@>AyvZ|{82iS{ zTW+&fKZ@8NQoFs(pmVv?*w8p1i$@}Py&Cng0rP~TNfh1W^?9k*roB-)#3rE|SIs^+ zSX$-irv!X~S*`V#Sw%YWjiV<<{D!q&+dhkM=vig1vjWvWclYf%LTm)_%BQnEIGG$O z_knxDy8J}hZaNN9vM=a@h~?rCcNZ6zSRJEY*GetAy@GKJ*WMpodSmW<+l9xnNT)v{ z@LL%vv1D&8RtR~fo|y1b0nEeg!jP&K6YhTqWp_vM9!EbC)crMK#*A75a> zCm>)^y5Gj{U`!&2Wv}RcK%18#tvvP%FIJ8=Z0;f|eg;+^7aQBCUi;)~-3JKOG}}19 z0%Y4*^e2NwrqYOCHtIMOx!lL$lRYw}WF*DA#9|*x>wU?%fP-6PW8v4{uL6**B~^An z3x7{{T5bIGdKrynxop6flQMj|ar2bskJjPtx?BAtlN!sW$#MgRQk74q*yur9g<*j@ z$U-&B$xrS zRbm2SN?G;|kA$liv_uBDi-hYdSjEHpig89Wvo_=IP<=FZA9@)5rjF;!WxkvSVA!Vo zw8+A8>Sx&TenX2DtWTjjuS?on2tq>D(tR5b)Ik4px>F%W(JyU&EI14j7|1xc4@Iw& zlL4mxQG`_-&jR1+))&#j3=H!1AtcaH==lB zroI;4{Pa{7)iJEx=nls*?iBkgFXlI|3HdgU_YnhnMwj}f^M(x8r*(Gk?`?Uib9jDt zMC>lAQ5xRX9&hfmVO&eQu4hWb2DJBW-uXem4-cN|_LdgLD-Jdp;a8uE4i8$@yIka& zGfR}Fid*sc91f9~v2pRyqpp`tz?_1EgRAYjqo%QGXWQ%D=wnl*n%{3e zQqLZle_&LfN_U>#Gqlop@a?h>u(r}Hld2yewmqDjG(a51jd`HbTe>$!iF}YW+<+Z? z|Ni~lEnT#iWO!$rD&yoGI-~v_A~IX@U=<*M=*PL{@2vqz0ZZ>3OifKornA~A`It#$ z>N7LzT?Bi-kks(2&c&gd@(3>4&gbvsS{tzztap8Z$+p8wFb9KC{eTp-5nH)V0 zCVF6ejfa{DPW8J#%frw0^90b#fZha>rVn!<4px?yv|($EM?ZW+@2g~G-9tO|X+YV! z0$p&2JQFylVq@JIo`)fRf7L%EM8+U<1ooT}a&<^ZNKNm91GLj#pKCAp`1lxC@~ZsZ zm^qtW;TihxFi2irUK~PkC0th|?cdQ~8r6ml(*uYfF)YU20}9BwCnqPaawl)KJEKCs zFE$w5Mz6jD;0LiEFB`zsApc|ZEVyu1#(jhnCAG3GfTGGy{=2%wk?-NW5z*RIkI;@y zvj+7%S{{CISs+iGpFcU;k8WbT(d+ZY;dx@x*w})8>u(H_>Xtos#0kT5c-`LL)4~|) z>r?j$A3|dJ?M@P_3d{y;R-wM)Bk2GYRqwCON3^0(YLnX@1)jLNxRgKl@$?h`Ij)UC zNs;)%iYddcxT*78_fRs`nU#%=;q-J;Bnxb9ZGo}*bpLyy{T;X5i-;HU7gIVqUH3J8gN&v z?Nttct0)_>zj<5kR=81>DK4k@sw4gXuLXE=;Nt9@%-)SeUM$8F!2E1tO7PlPm1b9a zLqmflS3!Bq?)v9X6BBoOdU{aCelP9nP^fYL{(Vap*~h5Aysf=mLR56*VS+Q1$J@o8D%zD1xbnm~H$5D3ZJKF-U`^$fSMRu- zj(xOZ#r1_is>NFi55f&!2=C-1ME#a#g31UM}DN7RpT=9^2``CqVLnpNO#f0hn(M9 z{BUA9?IEqV1pi`2Ge1#z+}zw8nm2K=SRT2qP1IN|+_j79LDh}$b;34n4^7JT&0BoA z#Kpxim`e|o`xD7n{x_=j-pm1jEE+b6`Ww+q0bp#XnE_)&(j&iI@vmx$D+c#s{ikq6 zQY=jL*Ot1i77UhgYo6aynZt};K#55e24hl1i?MfcNr0^F1ZXcCw#@?zfo8)s+-&t< z-25Ig;{Xee3hSPj)ucX%I(%InkeZzQ5(MOXc~`%o4<81iv2f6wm{)^?sGOqGvdOby zurp|#9-oZ4>~9$416KJ!-HoOJquaM{Q_|4jp#P#2P79}As|&dgoHwg}i44)F12ojt z>#u*8x9$j~DwMt!o0D_7Vafcqv#Tri(9!k6w0lxs^Y9J$f6-V-xXky#$9MJMDrXlK zoHqY$tGs^tBKi$~5#%<+NBWsdAy5?NUGKC-t79pq#8sfxZZN(Uz7 zV!zz-75ezem?JD@8E3X^_n5WiGKP_z{R1SRKX5zNuxaZPH3n6tPny17ZSuT=J&O$L z<)IaDL3la2Gb2T}bk9%tOH$@$94U!TPing47Zx88z@<+(Bam0k$q{=if zIC$b*yR|m^n)TCIE`AZ)j#;4bnsum38cDni<=3xYqm0CVOBX%3L~k;I13cE`77LXL z1b)*<`6HZ!eERbO*63$5&Rf{HC&}k5hc9SflAn~%k9uavsi068{kzv6^bSZoIV|6i zhiaDkK4?fBa%aYX97!@B|3R`)=+ni8IRT#U%2X!{;T&gdYz&0J@jGn*niAGP__TIu zW5cfOO(7SoVIoLcI0_Qy6vH-Wd*E}5k%x@~3u}%g26u&p_E-&=gCc7Hiwmw9+Wd8n ztW+Z8rF*e2?mpAiIr_%#e?t7?pQZOfo=GfyfE%kTD?`(rH@p<176!;NvUx8vDFh34 zc68`236Ud>q(;ez`mh3|g2g-qtE#FTi#*iTu@R4Z{(uXRz}d}BLRQv%K|6#!ibp*Z z2P-f>zMqePzwW(#-WH-4?LcNmVzY#{l({0F|kx;v^f z|12E~%Uk4T8*y4^(>~A@dGxWjHx{TcoE?0F1jN}F7i+`Gh@D8YzfS6g$TrZc2P&UR zZLd*vzB4}rJQ@X&t6z=^^gJ9KdLZF?FvWUG@mpD0p{g0)q(xu=xb}A}8T#iy>y_o? z(EK|-Zls^>cllgvllyj2J|hc~Od+qe`_j7t+?UtCw-s35Jp-Z$)i0~6Mu$=;-aJuU z^p}Ihnts$>p5pTM4pp?p@{^0NhB@$`WWmK#M_Z_`+R{C^dD8m7eO0g5mqRiu$-c@j zD5yW4h^9Vp)uc$}rfr0xoE(#??TU#XCz09^$u1Qx7Dwa`6*4Z2BcMQyoGnrR+9v&rTtKa-9A~EX<&dkir{r!b3KZp`EKMEotIU_?WFi=wZ`nP0Y z{0(*LB_qBSpQCxzZ!xGZk>IhPAv~IktKz@<iyVQ?^WUiz+3#Ux?p%9M%ow$UA zgPU6tmqw!fOjo4trAvb+|Bld5#=wnfw*Rx65sf?y1m;Qi`LrbkYe=EnZo#LFi-DsD zPj9nFW>b?dIk6?>U#KwqhWIn8G?i?USq0OV{-N_B9jcMvUg7-kd?!RdL3qc)spNjP zvJHQpzL;r0-`|*_oTCog)i5 z@%D+E-8!ME^o)2|*wXgZAC%V?I^J!>npELpI%mApC`EyIiG3?`eSa@s7GwQ5(rAEui;sH^$vjkqGf1azxj~?n!#Y zqPN{jw&nVCV(}xUrUG=@>5MTTP@Tpqjggn<5C2v@Cku0P`@Tf7mXHnh@V~z^P_gi@ zugyCBsdRu}+4t^wZY$c+TUc0Rzg^_BY2T${Vj@b>bTnc#15G9B4%+Z#0? z?d$|v16o|URBnnM^7>4q)06T3{Q(81FjB^-cJeYKs77hBpuXF?14SvQLmm2YpblwOlD=V{K{!m=s z+^mDF8LvEv5Bsw;2Z)J@*3Mw&;^M;c$B;cNrompx@*2J*QdUCbJ)*5sbR%l5msmjU z<&W1nx9;C3|G!D-^z`(O4^Stq>NGdMj0^)}kH?&YEJJBuY%ml*lPC^*iOB3TLMI&< z1bW%T4SO{FiW*ud&J#{%rn=)>H72k{scU^pqL$dyb+X0A?YQd|$ENa+N4Pgtz1+kj zQiZf1Cboh2>>y$7y8dhi2{!@}BcaN1%XTqn7 zOQ;hW6AhFTO?g1G|6v1Pcz?mBpr8OGWQ3pj0D?Jba<>*RNk&&EjkV z`BC4)(*q?3bXww)CgYek$DJBgdM{6!Pvr-dn9^!7ae9J^&b(Z45luToW&f5hyi?jk zHd2R=4iCA{og)HF=zHe!mXe)46Rx|zOzyR_czj}F7d6h0y6zKoYim~54@D^+pB_5^ z{_@_QL8e4#SPXTF=C>VU5|TdPNwae$H!oN4+jfM;05^36l+2g$VSj8`z@6zM05NUe z7I;qDdomi>);yed^CnL^%C&w@MT+Eeg8fcK z+O8$j6jD<5cyuZG`HbnzQp9Jp(_ePJXja-EgK6b_vA{IdNB-hKm|!})l&iV{Z`IOCvyYg`!a_^<`gr~t*6T}C+Xd3o0 z0`1}TD?E=jzBW@(QBfhXjb=b(DIZo&{-w1kQjTOsT_1PvA}cs_@K;vc(NNLFH*~)u zCk7$3N1wSEcuzGFu}FKrd>MoDUV1r`O<_JmW?I$XU!3n^QF2?*dhf)Ket=P4V1cg@ggB9si1-8XN>|ZlQ+ig9BC|xco+bAjWl{8XqZ=jYDWG;u91yzwR z?vmQ_wh~h3E;q|9Ek>P74_|pWmk4Ytp8LFsZSj!Nn4Ff@2Pef37^!Z#2{OfD zk-7fg97Vufb4$xdAsf@E_y?hI5(UR2z~|)DROBc5&{P2S2@4}j)<^pAxH2Qlw9G-~ z@fp&DB>SQ}rV73IHL%Sta|n-1IxQd>7YzOJjQYf9x6 zZ7nS>Ufyye9IGnR`OkJYwRZ1zG#F7cdiwrjK$YBbU0q$2xIKdSgcy_tntf&la?f2x z07j2fR!PZHV2Gw~AWw&u8-IoOet%Cp`n$3I%ZFT0P%yi&(5jlGv$9 zl?iXh(E9{8s(}kP%eZJ>F}7f1*tvbU7D<04N}DjD^uNn&Q)w#j ze30saVi>i9g9GZ32j$gI*)4wZV0PBNtfGR2N2VqX$V5+nKc1A=1X9{2`Ag#>L^F{&&DP$lB_}L=z5m1NkZoxYBc+QJS{-qgrK-H01CX zH_ewJP3e2{PCN?&1EmVKoD73oDh)PCkI(K4Mh)f_Spo65<#G14rlFWB=H>hMWN2JF zy`Xt?xxwAkG%+dAwkatosDtf?zucqJQZa{K+#f%FFiJ*gYR0#Op4Ven3`GEj?9lch zsUp=2>OOC%0rote@4`J!K|xZuVEPTVsHmv^wpw5hctLApYL=GFuoQ;P7|uu~Twx{JXCZ za`8-EWBScdsn!h_#<;93G&nidmG z3nlx!lg^w5)+|0-U16+0E#`5_?TLUF)aOun7Q0e-?$tWmMaY=D`q!d1dkE4~Q^mh7 zKXm>5trhfMwNx z4y^ewGz4j95p^7FccjkWwTmhNK(Mi~xgdPo3(aq9eD=%{kWN!>vOvP^oeG6Vs?q(2>ci7@CdAzkPfANrlN8|DWg%{Co|f^D4ls5=;dW zG`Y_OH}E~&q^yp0c6D{!-<$)@qggB;R1X@R2<8a`* zI(yZbVQK>}`Fm*MxzOm$mW-@~8$(!>8K$yxA+o2Rq7};p&K_s7g+3M=NVu6v#d>_2 z@C`N-d0K!TR};va-<<2)+}+hmAg0?^y3Gru&9AH^*Vl`pB>t_E^orb@_wW0kyA98-uOsi7hXAN(Ng>%en-N_I za`Znv`RDg%=>n@#_?X}V#B6+0;yh{K;8nYWvsR96o0J#)NNBG8UeN6f>~Oz@^EWZt zfXCjUuvtowZu=x7MvD9;K~PCpiAtQ{QMD+WUp3 z&oqQ=*g|3(;H%^_u4F z?Cggn(mQsV!gu>-W@hXgqK^Sd>_H{2d@N5hV+{ozu=!qQX7+yrykDi#otOO4`KL6V zc*c<;s@E@PI!-y)Xg+dP(sZXb8Ib#4kat|B4?Yg=kb%(yDKGlq-``RoucNV@fMTWE z96`cE57pwb^YfGQ^Yhg=2q3gwWmM5|2Rvs1McfB;&TsZ*jHBK(eLvjC=7g0GvKyal z3wk=Bz7H}2{|fKteni0b_d{Rx_d9G%cl!GIiG9x1f{!P{N9TZcetwf;QE!i>sHB8- z+)Wzg!F&GvQ%!%>=tqCJ;k=&E9dKaKz_r=gS#caqhPnx?%ZXfuh0+ zmsjx#l+|4_C@bVmtfaj@#;>lfI*#^$+_{U|A(}kLkp-j)_bpLrX*1H-Ps|&*z4W{# z2MYEtO^#P2(CQdQD}Cp33GezFNE2hKI?LbUzH5g~q0d9DeDmbn!+?n4z~sJQWZjeqq5Fv&oR70OpI{-a!|EY0m1bz&-w+O=m#J+ z&gHyDds3W$f&GwkAK@$=Kt&zLe};*oQCD|Eb|-wtNKa1;2)R!;z5_QU#j3aM4CfUm z2-t#9%QJ8I3_J^#dZk93gOc(koGxHac6e~tPQcG?cO~`NT=0jyklKCEOi=*TIzhb$ zq_^j*(84#_TpH%(`gz<(Hr-LhnEc$_vaS8UGdC}Jd3ixhZNks=-y_kRs5FlI-X3yR z4}|5t%*@PpZ{7&(wfs0;j;T&Kn?iYlfAh_Fnh+K(PuS^`)9W`bf5N<;;f!X_P&Kd` z(cq&ypZg$=1Iu?Hoe8xdWMq(`8L{YXTo@NBet!O30;@jaV7sxQ0aYaMVlGqZa>q-| zYGc_4Om50XgjK6vW}&@1cS%8)5y$H!J@p%@h*=z7C+7kV+X2S~p5SUWm;L^o?;$fT z-rm(c{{jL6!v6lYv2F2Az2Kidz$7FT3Mg9Fj9<>4O|(SFD`Q2{OZ$9g`r?q zbf56MBJf|K-TCw9f%a{JoVJWal^4KLu@dx`|=qbs$WB z{``4WDbGZ!0Bf81;YkCKldpcds^dP{a{XxB^T*Tn zeS?b^9|Mg>eOJ5665`_gIj>vXN4anR=ucxHiY}D#kq&zoE9pHFeapn_eiDaGIkh}q zY>n`WjAW|kHJ_N@L8=BRFL^?r)BId@_R?v!{;;{}i;DE+yi19;^WbEzHlq3qJYt=U4L#HD>s}(p#W>e!$6(57+DDK&z57OD2nni2;3m$Vu4P z)I`Vd3XkCpC`ik`u8?1*fw5+JK687Mkea)W*}_dzC{o4N5ZX%&#~F}Nik~B?J-@8D4VKubr4u58J08FLri62R3xspr};z*|TSp4Nf|ccZF>`CW}6e z&;R>7Q<0aKr#3Huwz#m6<=3xYcBu|-#IO#)k^)lFi*s@`Aap_EUtVur7|fzUZIPF` z2cziF!==-#K7jHYX%SGFKk27$v}V9vtl zD?y_+Fb|(oI+&X?!e4w$6tA3ss@A)jkEyVWLCN_ z{1~{$+E{Hy_(xNI0h$bQ>^qM?_rzu}jEEA+vR-QZc1rN<3g$jm96niZqsJ#zYDkGR zP6rA>Yw_se9^`BwcR09e7(G%}SxTOU&@F0G6L}{U(o41J@pOAH+lQiZHZj7PnJcLA z%&D-HvP608!5?I6-{^6<7@b)$&oO>M>lVt<(b0VAYadp!_x^t^0CQ1M5qi`8t@8## z2b!<2QGRp1cv~B>yR^7!(NCW~&F4g2En6Wyr%!3z?C8|g)HqWh*)s}yv^w?^n_F0* zcj{y;(yt&{lZF?AE`kgi2b2cc=UNV*FL`xYQOC`2AlyMkd&{OHM!<2-FjBEcqPkbu zFgJ=MrIWR=YdRiO38G;c%u>jl&$i9FqSaq@hl-jy7WU5RUA`DH(m}K*@BG!&0~`#R zM~7Z0Xe5zqWw9%P$e|asc!tZ)&c6Bg?;wEK2r7EYLf$OM+(zd5H}ukHv^Bsjpi8P4 zO~yuJ=+N^#RA})2T!-HRK87(DXZy!%nvUHGE7{>IbSdvi(Zi#ov{Mc_e;&w@7sziii`ru}G&ItFHV3VnVb8)w z?(Dt(UpE(FG{_7wd9$l*r$s8kp%c{>AetM4s`SPFdg{`)Tx!3* zL)u7zk9Q8zTIk+Siw}h|S+G2gnS+3)D;pb^Fp#8{(wQV)`BDOoB6(hW@uK(H$;($% zrY_I@7UlYM0A*`CwUd*RBg4a45R=~D+oV+X zXK@hrp&Zo~wB7=|9U&vc zyohZ3NXf{`OG}+nmWhg$Zrq`#r`KL&uC-~ugK4>W8U+H1oJqV4*Ug=|q@;vZ)Lu0u zLnU<6zIgi|4nC&2CL@liV^$u1MjE$`r>M9Yj^(q zSpWt=7;U%o^sn)^JE^L7?poA`eR`}tXmr-+hkTW7ui0=)1XPc=3+-r3rsTHpNPL!A#V_ABCddJg(2T7KeHaMz5`<#drQyiq@V&)UmABM72jf zsI|EsNDQfSasW_hl*IH2WT?fR)laLir)rdp3=D%Z3)5wtdBxYA@E#_Z_CQkVJRqgu zP<9Rtl?65)2AMH#SkKS+EOmEvb}G=H=Ws3@b#rTnK?ooH94W!Us<&+N)E>V#^yZBt zs#}jPRtSmmXfOS5kS^iM$WorKA?IZuiH>_fgnkgA|r6NQ)AcY4!#Z`hv}J_!h5o7Yzwg@NLnO^aSeO~+7=gO9@G(4lOuI|H+F;MpPYH|4Z99A5to?nyP%$>KMq({45?ZL%|H5~l6;)r!d zo-gc?-m->pY@hD-Hgnk=|y5{Vk15WPAFJBxWAqynz{oml|zR^)CE-o%c z#ZXa3?g*Vsd@@-xpTC(Q$YPBuJiw&ks=s;V?DO}v;mnn1!ZQfYjq z-dqs1^4c>^HfnL-dRSRWh@QB=&N+)7@>bil(@VI0c$G|bW(1;AQ%kF7W`+X@k&(Qb zjFePDMa5ZWnd|Am3DER-WNm3}*hdg{3e|exl!cA543UeIyE#3OyUzUUk>SMJwR^?kcckb{Fr~iE~Gvn?p zqoBY7(2AWk*axfigvYB$le-6z4Nct(7slI$qy8P1_$>?w)S>70($dm^p*j~YW|kyA zrEM@rPp*;Axq^aKMH^hAJtIDgw0E>7w;IH!!?kPIvUvm(d&kG=E>~QXvOEH)#Zb+? zjKSFspiV(1lKFB0k4Fz{gpnOBdD3OxEmIC+4zg^Dc#G$*CE6LxdDqXLJxib&4@|1O zHw?aScGh0fb4=IcWvP53Ia_KX8H=Z&jMD(AtgP(H7|^cfxs4495)u+;SJx*(g@uJA z-0GH=_j;wiOhmev`XI=7z}h6wBSrtMjfV9RVaZcMu|Y!PZc5gB1{t@^l1`-rm<`Y3 zzUOV6G;j~NP1%rVZ*ljf*qOjKi&4y~|J8e326yK4I4L<*RP26DLJCF0#)}j}$R9s` z3>@nWJ{c<^cQ1o;##Nv4$??Vg0_)kAbA6xQ+brL$PA6xRe+Y*xe0)3+WL$J|Ao-G@ zh{#|p9tkHUq0v(_Ay&oE5#2M@ii?Yj$aESFSH~eBw|{#_2u+H=os)wGiXqC<)6?S{ z5Rk)Cv%yYIPL7OVko_NeI5Rki3@$BM*k8POfeI{Q8-fAffr(XBe}*3}AI^RDOdLJ+ zg2mTgKR7tR%08*BFf70ZKJ43Sy|Xc6=b*+7QG|tsRo~oPNBtSOn8YMM3H+=zu)F>l zO`U_!y?dZyx7wLkQ%^%hO+$0V)ny9J%d4)QU0t#l>u> zy0NrLggy;1sX2wsVU^R4yX|U;XvP3G)g1h5_3x4nnFvW$WlDfxd~TCg>{_ArkPUpQ zb2c7mFp^qXd)6uN8g!U577+o3i(Ma+#?aE!KLWV~F-t-(Xw+)ScjO(iF@2?FZ+p=o zKR0{`oIicAG97qE#C^nrE^Ek)QP3TwJ&W1oV|HYExgQiQW2D>+Ir!W(=zW zeDo~;5sN$wB;`jGB8~2N%#%?1cekUD=R8$DgACYJL6W~aAd4y zVZk(z#UT>naFHB1Je;HVg))pX*IAPZZQ25>c5Y}{@lX>% zY9izAo$pTzs@<5MkA=K>zR0dSN@>y?xg!O>*?%kosSrP{-$b7N8uBQV4_x6qJ%!J~ zqM_P+4bp~>`2_{5yD}dWR#sMsHxl2yGo-vVoo2Hk0dNJkjAj=FQ7m@Ol~NxP#2Qi^ zLB`MXT!!0nzIN>ba1i3p+}zxiSL}8xhpj|p}FYuX7OLM`)DjkRMR_u0nZskY)Aeq4_Dc= z2RDZAdRlgdOQrNXwgoN{he>)FeqZHkHKM=puwqA|vy8y>A~kl5s)(Lp_hqrj3&ZD9 z|51#WddqwFl>@C9t^MBqx~E6&Uy^a0CbyX73r=osD=Vw*?d?Z^Mk`llzJ4u4Z7Ay# zHKl9{!P(v2D*tvqUBYK~8SfD#EhsF^X>OL0^7t4JbXwcR#bpdmWcc7bsj_=p3~CNxeUaxD(uhF&hbG&`R@AoQytj$3Sdj4 zb~pcN{oRb8gj@q_(+BSS;dNMO&od3jnwmW>a24epFQ(n@m&4g`nAWk<|_hngAmp^$Ay zzFDnx)$`a$2xFy){cO+iC%h^I(XQ|BX+f4P>xm<{tgWq$Hy-G;xjCnC;A4Ndvl`yK zu)M7Exz6tHsfwavk?ZjN3!p+uKy$D-R_68QThu$p$H$u*5q87Xz`CA~OuD(Uc@RNN zNVs2_d?G#W@h?L2#(kBWwI4fm86;hF&`WhAeocS>XA{@RS!IpR=M7&{KEQ<&Y}x!Y zy~e6p9l%9U(2$Fri;oW-7~B=cqtc7RV^Uw(T?>&8r=@JUgWG&P z_4B+|{Ju>5hY-TwN`%-qRxb{a3SJ|flp$hnAxgU@dhq!jYIsCV!8 zkJmZpBitY<;M3615XyZcKL7rm)#*||nEPml+{aI!$oTG!J##VG`T6A&=d~(sWo6qM zpOzQMI|5EN78RGU@Ws0PyMM_F((XMIw0T2rU|@h|@K$}z1mt&c;DS4QC@!6ljLZr? zHof`wjn&rH7P2}~Tj1&=aeU3-_@pGK;rmL&3Je3PBT6Rhv1FP51^yCIyyQSlaRZ>W21+c7zpVJ)U--Z#Z}!*1!umuMu#CW`{&*B`7+*5uCkJ?Jytp{A*c zTU1R&is20O3}0FvGhA8IWhC;=36igz(0FB3xU+Z*-3AXq>wX#aXH&mX##k@Y)@2?_~~Pe0h+_D8gJXJyp#ZxCpS%}~V%2UI*XJ=#Bv(8>EQVQMVOfHLg&>sA&_i%T;0Z5_umuGkk!q%dxr+$Hfjr!f!G`4m> z+r$nJu& zLG@-pj{chg4eSV6hD^2voqtqXs;0TQw>JPRX?A&;0Cv2Tk?YyaE%A`y|7@-P9qx*X ziN(~_i6F-)XJ_Z3vmrot*>|qFxZou^hz9?h6d+0#5)sh>_50GXp&qWK^XsktS!Ck^ zV4IwlhEw={02U+Y`a0yB{nd&G$Yx2Bm@H1!eY-Bk+aqD9(mkC`;YF_mefHz}WnWo* zD!h}0EEUzV{2^2z>+A2Y9vB$dMD*az*btg7ITrPMx|4*v7w8U_?&WdN?XM~$&CafW zt|Lh6fAUN)U_$|sTvWA&2-n8pGrcE#bnw6J`uh8|yt@Cvnt3&OQZX~9qPHC5kNJ=t zE_|907aI*dMve!`x=x&140aJQK-xWb?U6G(GVF_vjwViB_;q4(En=*YTS{2nOrU%E zq@ywFIccm74fe2h_{A^6#Kv0x5^tT+iS3)?l#-&`T^q-t;^N`KU0q$}7ZFK{i^F+* zq0nqj0&*&sygV};s_mEGjZ3v-hL^7v1gkqc^H5V$r%xprDt*pwBLxzvYiNi|Ric$f zztQj6EDd?L#Al|0j95q$PIn^i0jorA6<(QFRq+0y;j9D9*Xo@xCka zNL5pNxUuX!8i4HUD=N#HsW@;(NQexwDSn@*|G&b6Kg)503!u#Gx{{qpkzWmR-h1zQ zMoFpDWquJ zUJ^OmM{{X0F{%sqBuC9_gMUpiO1P$*IgKaYzD?cgFw)?pL+L^O@oxEWgu?CvfkaX! z>=L77kWN?fe^gFkd5B){jKKXcdht)`Rid6(7R&@XAnVBWl*Ne8ax1RyV zjjTvPW57Av+*F0t$X&XGy2aNfYDi$Wkb5I9FE6q|Sc3@VJ^zr3ifZL+bDi-K|G9Hm zci;AJFTN$4-h-Hh#E1nK0K(bq>yt9R-``r};J?PbclB}!1wzd!C&xs>AdCxKk9p`= znu0?)cLQ5Mf&0vvppR#7p%Ryb7s#Zr#!99UvXc52&=3!S?R-orsS~*)Y?BJy235|Z zG5x4G3sfmWqF=&fw}A#3+ObVgKCP+`BlgTP(eshZZ?VVPi8RgQyyr29KsY%xD zvO4Y74GWXQ#m2fLXkqeQBTQu9Jvu@aH4y#&^pxVfSvBVF+wnIS&;tp*96n&{UD{IH z$f3&P(_>~-H8i46d4U1wH>?weyJ{xP!J%YeyQ`~<`Rpr&;GY;OE?!v4aatW1Oa1p`oGW!M_`Md3avAD+r0$b-lW47exfhf|}Z7@y*vYRD6$5 z&dPu3YxOE6aRLhGZ%InBvgV~1-{zdXH1_x>83l!ovGFb21yr0&Hx=OP`?5?gXLf%6 zQR9aK2{+UpMtRFR;_{b(Uued=w0C~TcVLg4aNbdA%abclMXyas^6>Ja+1BVSq37q? z8u9Y_@^apYhzLq5s+i49UrH(@1A#Vho;ia9nAr!)cI)`yk7vl299dp;81&CPuXM0fVj!Q^wdEVZfhloYH7!%3hJCfbamcWmDk$zAr$ zK9D51&{Z?NX%rl>MNpZ@5E_9Mb+~#qE`l9{=9dG5$g`zM(M-)FuiT_Y z?-THIQmpi^RM46!A_8zAErqzFR)8s$f+`(XO8*;+(nP$Wp0(X*Bj5tJsHoBU_Op)h zr&sIDtZE^sEPuTNgoyaJ``Pku9m(|cGz4v>RdcQO)dD67*O#E179%4zXR*A!z0o=* z=rQ#1?vp=t7sP#+&CIb|vE~}FBgnn^i%__jwob}YeRiu=|0*wc1YwP-m1OIYi`_HvDaWyqU=7RK$i9Hn$qMk@M z1p&_o2E~D@ydlN)|DCy+g_;w8PBx(TJF&5`s+zumfu`Z7a;)So-OK(#3qH6{{_q^sjRQ^7XvZWS-gl;`X3wN9puv zqZ?JN0d;#V8&XoTO9N}*GJ&^P> z|0*e8{_us5%u`9(E7qcNx=5u$|Y+6INxRWc@?|C^jczqV8 zq`H0k_Uzi4=g!HKLaH;`jQ^B&OEyO_2hrJhHLLB1%&e^Gpl6HMc=-4pX=gBd;#{Vo zrj~q?em5^KMmOL%MVXd?Ar4poFE1X1OMOFw@w$BQ@&`6bD%4n(;05g5*w`2m92B+} zTi!+L*5Z8h{eN7&cRbhM`#)}ltdJsQrpVs1XNW|yLT1UPkiBeB@%$(kn_bQnEeVfE<(sCJA zqwhyG{IPE}J@ZJ7k1Jl`hFCG<8qYGYO11@@zxc_lg6;3?oa}60Md~bJSVKgBr-q)i zyn)S$vkCx0UTHpn)!W-k9Z13^3)q5tf!4Zm|0(L>FZaZeCTeg{9Vmid*PqtDzCL=) zygGCkG_%tui5K-{sB>{<%jNG}tm>Qf55#m5*CHb$S)GMbCA}j*eUgf^!NbMXI;tN6 z<{9|X)5Bx#x%kABqI$PIR$wx~3X$9ZhN@;<{%>*M`rp5QKTS+f!=unMR@zKzG4xaU zbX-EGi(SoD-SGb>HT|Ykq&!8V$%|r zLqGAq!VB&i5l+tFeamG?!WmyM+J%NN(KB`@3zZE1vj|)LsC`Ma5o`;KEZw**=#t}u zQ|%azLJhNldGG(&2pWyEc9~l00G0(j-FWV63~SftFJG>+vMSk#b`V*{ zUNHk#ZAT-}FJ8oks0pb0!Q+vT#UKu>m-g+m5p6?XW2*2geDZ5qobw68YW5+F-0ZKP zRl6M<>73E6Jdod9RxSOYVnmqDx^%M`r>`mC`^u{h1$`1HE6~cy%5h_Q%G~z4w6ru8h_eS1Udd>-#Rtoi zx0o})Qt*k1&$V$=@t6b*@Fk16?cy7HYy~Q1?>JxJj1SAoViI%N#BgQD%p}m}HVA!ES$a3$7Z$RkRBfP<0+z#{ zv<*EqTR3(gK5cGo`J(xW?2r6FVfcrjt7()PMH<$=o$~W7hu*K57Jnsg%5tA4Dx9gE zAf4L%@h;f!uRcPFy1zRjP*DMjRT7>@hzj8o5e3A?#;Si5;fyDI_Usvm=5(9MYJ_JU zku-#Ocz8w5t;00%9M*zYiP}E(^<6lB{ydfF%R-L>GYI0h-S-Py*HxsYFn&VoI81LJg$T0>-I8qL*Y zYz4tI@;3SQbH?x1FXK2~qGD{h0N`+}OMT%zR4X+op>7M&~jT2vp~EpVvdGA>u7X8V68N@veKKK z{;Cxmr^5T{)vNxjyBFg;(Vfft`sQ*uIXRYpDVQLq8)eLdY!DX;BEAZd6pxLKEh{VQ ztFtAFS1#`EZ9P527#&_TtD=UAqbNcaF7_1r~#;qE)Gs;6?uSPhyxXW?O?kl53 z^n-ok*;!dQAOqFwOffJ(?`wS3+Tkpx3}L7)irb?jBTKjUY6~KU#|;S&*TDbP)zt+w ztfl;E7Y0UPVBqHNt{kk!%-UMf_8kZxj}Jc=9dfo^rK8~_)wzZS1&u6M(22Q_619Ex zKVDm19lrnRDdr0Jgc$7wVBSE1(Gj|_t*tG^V}G~3<=HTg*xue|othuYRpqh$aXXL+Kc6IV>s?ApQDq}wJvtmaJ)7@IW_x_w1w?p~ zkX>;(9Tyi@#FYw124J@77sfYgL6f1nkUiUDL|O$bDFS2|y1Toh-@Oa}@k1Zsj)8%J zy|Z(?_X29TnO)CQj_Q%ov{eg>ypt)zr7lHxopii}mA!Ln==nPc^!0=X(#C7P-lq%vq?djnX#>huGn6N4~{< zXJs0|e}zCVI4Q1^_9jSEV`E=ohk0}MnCB1cwa8 zB+WrXr;Asv*|r4amursSQ=he>jXXW@b69RiLudGz+vWSGuZ` zG*u#5{ey#pm7cf%^gg56-`|JV)pn_IS{}YzJo7#}8iS9I&vCI|`cIbwkU5Mju84h_ ziI&g4fvWGRd;czK%9Ij6X=^s1Nx^!UtCEZxWQ8$A(k!9a!0 z0LPkjQLv*(R)V`Bi36C0PNrPk+yHWAoAmhM=OPX!2L{N*-F7j^uH314sE4XuFJ8Pj z3=sw;Yl_@llobIKRjYq#Gn}tU2yhO3FhS6UTB}Gm5W?#3&!HD*Eo3gJgZC`&2TK`zwgtKDW#9O*!3`pIQn_Kl*WUCyL7Fst(Es5o_29H`-FtQ z?Y<+gxwiT3FT^8hxf-`UO91Mra9VL{@XP#lV~zg~slw;xo`9-b)aSZ+6E{WFd9>aT z(Bi`fmf^gI3bWahjqc8$KY#vE#KmVs)adyR-MH>GwZLvD7#Y#uQ&D02-1k*K>WPKN z(+r2sNavvuTHzNs?3~yI7%~S7xZDy-*}e-{40OODMwVy+GT_5L{coK3m=eYIn)~mW z88vB9lm0Ym+>}pObO+)J?otrGxYxN7!$lH?P=FrBPv`Dy=pmsTw=sBi>gc{ve0Q%d;2+5Jlfxl zHT)#R4Ljrh)#$3L=F;POiNyx~?AN5L7%L~v8M_B)x!n-u;UQyS$iEob(DmU#=BGa| zB3S8bjoWZZAH-SE?yXHy%Dp0FJS+H0)Q~@6>}L2M+M+Sj5Y|PCqLrD*(P=A%*x*}2 zN=~14lUq3D&MTwDHWQT(^tAV-hO%yDu>E&oYT-x&SQsZ(FamUqK1NYZU!Ps|(Ik-O zIJS`4SrBK%uum;RLl@<6f>cU(nH}r$nzshl&bQ=UBGji z40vq)I;XC#4v>^SA{S;%wYxl`%*=r^^K)cqb=CUz?b{mmVeUKg5n}z?;}2j_8_O9j z{F9TDWxUb-#OB7vWPj7*xpU_d#N7q0ZERZ1Dgf$9w6(QS-QCW7k8DqpK-K%d1UOhk zR|UIS>gzXN9PitJ_xkoNm`>F>>0U7_50|%7)oC~3c`xoB1PU7^9-*o3Vq#*SxQYDy z{RaSMK%BRAbrtCTR%Uhj>|HYLGn4EqbMaE2(CRr8s{Y+CNfFUsxn{Mx3e>%aTzBSM z02!>V*B2HNfvSZV#;8H(t&g??;{9i@C}G4bA-Y>66kP4JoMEO$pJ)T>C<(UT`eF6-ZS%nbL*ko~`9 zA67GNtWDOZPE=XtdScrd+u5mFSXelooq7UG$n^8WDq2B38_mpa0*!m1sE7|VdjNbq z5A12~_ix#*w;Y+;B?e0ZoQ#a2ax&I}dK*V|MpjnJ5EdPec9&R}RB3?JIIc|yEKfIz z64Qvh(XBL>e)Q~xrd{DPQ+x0rrbEzucTqZ?%P@z|>#y(fa9-w+ z%acDsHWPBSwYB_4pD-91$wTFa>z(c3dE*D&fEYsLVc6c<8pxBhxy8oz@b;I5ozRdE zFV`mIh{ zkCA}2p~h6?_&5|-uG}rst;)b9rjGXa$1c;^_*U7P9doqu>jk5r>Q=+*k65;(V|yDp zVdss--3CueNl8h!!|fa59)Hyew#8_p28V`jadAa~{Jw{=yRLT$fR2fRfOxu?mx=uR z<0g+pF>&#wjpnoB*AfL+f$5Z2R-W{E7-%*ytGUEi)UI8Uf8#lkxvc^Q2Dc(~vGxZb^ zCl+{$&n9I`{J58EGBfA@h7tGnm%Da)fp1!Fo8Nbcx!#`E&> zqA#T8H_;^2V2+_lb52^Xg zi2lsY^;cR9eaOlRK;{n)lv`TLjc&)mT_38cMR!zxHsSfV*>-^ffB|*t2a~0G@;zFyGujg#>W$T--|1QmF4{Y5(WD6A|Q4+0wVC{-PLivI=4MmR8uiHIA}gz{*>Q! z`w6@psnhz8L?AuihK7b}V)dx&8rDK=~_cA`;LRn=|w694!2chqi=(9gxGkF4NUf10IDQNKrsQkMdQf(C0H78IEV zjW2Cr2O3imkdWk{1{rn1>Wvx;`&|l-3hbBt`xaIx0+6`W(b1vmj&j@j)ed3tMNCF- zil`L@DK*fulYjq+2b+n?bcmFdmAjJ!lo#q&#!BLkiDO@JpyE6NC!qJa<<_w`RZ#yn zB5HnonTr;68V}t`-c9mst}1NaW2$+{s8ge)8T-f@mq_;Sdi@5Gqfpk@U0U$UJ%Y<` zr{Xyu*ZG8Ou9P&RbYv=Vw@RfzCzYDII?I%iE>iZ#brc>F&4a>6#45J7oajd6#r35h zwH3PUwvV^AwlK+zAu5rEwWD4r8v8b&2^_>;OR#ip?^WAB1y9Lm51WX%Dr978dVTCC zDosR}%s_j9rCt{i(ami(baA;2XqNr))gHhWDd;wmVE-G+Zx{a&sVXW;>F6Yk{xNKD z@il04^9_lPj`o2Nf`TOp2?A}HMbnReko^pdoE*+TssOD=0@XY;WfV@&Uc;}xL1r1&_veY66u+jB}ciUtBxy-%;m zF;N~gcpScn+tr(5VrFh@Z_lm^eo%z+zobr1PLP5v>N;2)kj+%D<$Mzt*D^Ln3I2~# z5_9jTpewT~C-68Yg2>Sz*k%6^`^_2Yl;uAQ3nF5V}n1Rv>ZW_Xq|eqmuKT=U1cRD2#MGrE54-3d_avD*CwinN8gK>bthl~ zG*Vo?>}O2nalH0XbI{J|x-tg`-~3tFfBSA?YU(s7^5JoP^?lqhL6lHP&xq=w0j1<% z(}&+ig@wt&!x4)Ffs^=!pvjL#D~e3yD4#@2OUwTG^9Lf2fUg#%IiMCl2?+@-99BS9 zex4tE3(5ihe+DHAj|{!-h`5TH5Y4=(WgWU$Aj=qot_x|Ypu)o z*#jQi>7`w;;+`+`($v({d;)_8KKj;sEHfj+9%xHTL*-3*7-(4kf>mV?-zB##9hAI_NETP^Mjsm&JYO^&hwTlH%UIE8KSG zj8QDL9ASlb`~<}QOB9{9u32lqdHUC8mxs-sErL?UCQGlW(J9!Pu6Zu&)*MS>nY&Q7 zNz8J{%5p>D=xnn^J@bilo)&I+|L4lV@eH@!MPIrH;JMcz%UPE`)}dLzAz22vXPOcnJ{~?U?(RbnnX6cjkM^wUoL1gS z|B{@}@jTui&QZBaE&7rj*lLkqKQRsV3s}Vbhq;mW*StXRRGNMv0T!3;eR`;1kvLMI z9a~YsM@A;@b&>!!k_T^*el4s$qq34e->|u9^xp!+)4^_1)cvEY>v)B>+wI5<@0gX<{(nWUhmwtVya-~ObXhK7b* zdwcut-k2d9$8}PC^Mmy%^j(?ZvyUO>#l4R|mwxds_JG5S7ZCWflse>?_R1vPc3B#| z{w2NTe5`c5zm^F=rT*XnS(WwpYpp^ZX`;6NAmXbmqN2(2QM4*x9n_OO-@c`DHJ`i& z8DP;7e&tQ7Ax|&LUKy^o(Mu9`xQXIFFCX8x(b4L`RE7PMF$%nGPSmHu>)#P#?5O(s zGP{lx%Ju`b2*^Se^!oMd#b51VV4!m7uggrobe`FQ<-SQsP( z=ip%M7Vex42y_*z(ZY1#oCXWuB{emk5`E29j-T7;he&mH&!`$S`uN1e>Brwv`IA^j zA?x68So)mW1)7wJqOW*7YD*s1;|eB6h&U~O9Wu+$c#tXYcB{t9@?pGYs?}JrGz$gl zA;hZ9at;f#p|SBfs0<29%Ip068c)Xov{%IDn>>$EBMOijB4ZC22|B0c;TFKd0k9kZx0HuZn3MA&uj-aW_reMRB0 zh72Mib%Sf>88tOj?3W3Ddh8Hm1eR1FTbr60BfLx%X?|&Bw7~>!9=tB6d3^7m% zU(2jLD}Lma*Qm!GNXSg(1XOVtMQ2y)g$BON+9RMV>WqK$2DJlOUtizGc=+^-wxQ=a zZ*T8}9R3bGBl^*OG zYhNz4wY7~r+*w#Te!go0I)$E5%=@%K>4=S$)emI`TBlw<*wEpp(!LdGES2|E=q5_?u4F`zu{Qxo76)a6qBeF3tcI zH@2~f0OTYkgSQO^7z>eOY;fBnfc<%xZQuzQAe}2B`f@dTdXi^B<0@&a zt*==spRej$mcN6Xwtn3K zbLE?OX=!Q6TBgHZ_i`<1;sreH69CInuf9}CRmPYQbb!e!3GxsAnK~{m?v~2V!pw}6 zN)kVC6cVJXzYYw{pc zK5lf21B5Jc&;$Nd>AYd^%l@|G`VZkG3D3HTZP?jL^8rS;%^A#|cfzsz>r={HhD}*$ zax*w=`0EOTE9D#QiG0uUvm}9>5u86ipu@??=!bNnLKJN_ghB0^`StbtiHV7ot~+KE z&EArShlc}TR>Uv*aEYj-Af7A<2qvp6EiD1>`=WG^$=0d9N&X;kK@$ST2k=*U<@SQ} zbaZqgFXr$sQBbIbUFKjB5{d`0dOlDF{bkDS=YH=}QkI5PC9@$^4ysE2lLPAPc)SlZ z&>~jLBDURx2Q#hWS>NF1Y+J-H2`UN-xrN@8p}(G;-Q8Ir`P3a9`PZf!lfeU7^*@%D zqKn3X3z8>Npr+W);o$TG;-pt{_)1BY7&I~hKwwFM6w2s|=UU-k2dsLXo11&z2?Ff5 zmT!p(vJM)Qv1ZT_uL zI}>vo^Vj^mJoq^qHtIePir1*J?EClc(ctu;jH5uZ7E}^p_3cqG@-Kxr=P zYimEj4Y{|=$;};&rUC#9LkCRK3;V#9QNlUA&SF7Hle+M@%T+*bYDq7#sYdsB7ctsK zmo2}Hj0}L1aIcdsh0F!FgZ=%RR#q#lVc4#_i)33aN^(7?slb@fX~ZJnGs=#S>tJi+ zeiI!n1p*;AA%RLsQ85iQxVnEoa@tf6=s4_}-jcxOuseDmZIQTdoGc;ACyM@PDixCD zwLbFHhx9IU2&!nL=yCyR&<{iuzl7P7rJFfdT*edgtVWldUIT0>1u3Z?o#nn#1G;WyNP(4r-< zq$~z;eh0pfNn2a{Rd{&T@bEA}Ga4rT03;}KY{w;X^v!aNWCE7MA@kjdnIn8@H8lye zl3s;7OsQ?N{TYWl_>{aMoJ*Inb1&hUk&D;gaaiaURCMr=NEH(oXM^`51GtGon*i|} z9cVUA=H*jGE5~!jDKQ!c&FIC%jdD7!h@#*IFc7F6N z`74Yu_`th$YV6Y=d>Jf%stlnHg|Q_qbebQcSkzZqyt_L7kga(Jco4dksInT!{CfB7`)RpIH+!OEr1oGEf|5uG@U7EaQ~8~Bc)Ss(BA<8I0;Ef%WKygY^Ov> z$qI{#9_Z)*&-9f-t>sKMrW?)2%Ws6>)6&u+2^UdcIi5jMBK{e!2%4|Cij{@sy=ERkFmeZE2#bZ{@SF~TGAak zd?KPZ_0F2Oi6codzW*;5pneiCCl-$2vl&_$I=8R_NAL05%rKiC{Y1fyrXCi?Q;%GTFtMW#in$@A9;-TQ~# zCu%h<9Ec=wgW3gMEVsUY*YSVy>J9wBNC9PcPtV?~f7m{yrQAeR+-ZZR19AmgMW}3P z_D7nuKhlqx2mhL878gVA#@^IC;LiUqnMEmC(1st^t80+#6!^A0jWW2xpQe5YECge8 z;%+#MydR=!gM))RC@M_KsB9*y1A!TVp~W@*(5te%;a&E#*_+No!tjqAx zoW_#=X&osw^{dl=$J)0Kw*M&qJv>YY1R?O6`ma5=E0KTorb`3Ct>=9yqQQUvx@2Rn z1To#Xajv?$TAt?!pp3_?n+iWrMn_lI1a_T;h2;}i*e7lxYC-D|fUv7s8=ytdg}z)s zNCa#y4s;pYf zD)zh-Jk39MbYwWKjE;zhTh0R9`|?_U=N>N5R<%h4=0h4Iz5TV|x`+sMquZVg#IxD? z`5aOV=8HrcZz&DvU~x66MeQnFwoFLLz?_2@`cgAdrjx-Uy!0EqxF(N7bz1hkRg@(R ztb(2tztm|(tLTfazCIBkmm>rQ_0&h&PY7B!UhFMvqV#1Ro(Cl_Z;+p7WMpJry=LLp zV`jRyJVLO*R!~|T`d>vS5jhhpYN}kLGZ1(3i7Y5BTtWh!7bFN+ zy`9ip27Z@M(ffu*SXdaBF0&Z9!_s%JqorJeKTj;bbqw|n#C`rOS2}LZZ{9EUdq;qc zjSw4`2qU=%7ygU-61%ba|JAIPDQuO^3q|fc`KmDk67{T=}$N)1Y$S6ZK2W{L` z+(uH_&X3G`l5WsF0~R`B$q(X@8g)Jk$vR>kA0H=p`s7i}uI6hzAC#nM>>xc)G8nFX zL`55RBaPOo%84uJA){wYHi;!^0ZGg^wOC35-XEH@&I= z%~tyHBdpAA)T>~dsLg0?qKdU-1??of+O5YbW5MV`If?(gnVA{NxXZd5%Nob~(C}4Q zSj@Y3?5QWLU6(67k6+f>zbi*N53o$krL^I>b{zpG1@%zu&+65uAg#Av#n<^sF(&sF{XIlK}8GqC{6|^1-*-iWOEtoD1X3MXgc{1?vU6jij z#yB%vKwi52Uv|N8jwPE8 z!o`ILhQIx%tKjhANqxfR`d0Cz`J+cyzFP~T31BMMi_j1swGsnybS(bzn8kPZX z-n=n__(adhbo1t~y_GSSzncsYOwOgN;ln;LF*9Em5~B1Ob~0=6J7@3cI6Of*yK{)L z7`0AMQ8(HU{My>uZJJ-8?ln8VbFs0ZPP`B*-g4;Ol=MD3^^}vB_iHyX-k$qr>AXrn zNXTP9BX!89y?<}%M=c*jm&}9jDBJ9E*g4<{c0VNwA64My%wIOrVdvfx^(U|PyE%=+ zL9VSKPv=fMY|24(AW$?<^{+s-jzLVdVA{Hhw$TXlT&saAs8YqY5)5Lot@Z zK2J|KwYJILEYFJS^5HcxF(JKrwP5=Q;<*v*2#^IS#+Wp_pH1L}n#aKUq&5}VE=nNt<x*UU4QaD649m3 znohA{GYRN39X&lZ7RqPf;az{UT(&fC@E%-u@;(C{)biuUwN$U8yy@8J=|*?|5OnLC zEqdwc)2H-|9%ug!+^P)6efEHT`}HkY(QxbP=!C$UpoAYRUySPtk^D+N4GgueJ2^7@ zMb1&q%tE|=-!Qtf&vF3K}7NMT-DT|j~|7)ySvdarMxvENlCh`tu1;+``g#D za&nf%s@b%Q0q%Uh{6-ZStUtwFU0rY6&tP2U)DM9G2%kvsZ-QY zw)k;9b;A^D^UyX+FD(41V7o5lWLX&ubZh)s>aE7==fCCsIdz*h93e<5y;=AvgtnNw zxVV^g=;OB^@A->vU-7%ClB9uec{x-LpMXF{Q4t^Z6xALYQ%!yb7UE$#7bX_CjcAXlZF_f5P*5faZ|UP|W0>j#ro1 z=D0=;8r@nzg&JW7)-lE?qFGbI4)Y&4m>s_LA3S}iuFj~9LC0<6)B0KFt>2?W%nyV| zxP?{)g~!0myA%2FP_W%{`7isMB9FMI%=8OA1%c*$d4(w2qD|+-+s`vP`O7s!t$k;v zWD~7s5_n8!{`}D-&eV7U5rv@OBPu(IpcXK)v%A39%AD$v@vv?g=sCLW1VRr)16|I} z_1S^!^T)f;>3ptA9Kf*DVc~vAyNMzb`G2Km8cY1SA8n^(igc@H=H{}ht}eiipk?+| zq)t1v-41e&@f2cbXV=If(UO1gfXu_g3*Dl}QenEOGr&W;Y&!0cryQ`hit}YGrr3cNO?}Qz|6pf?rOkDUcUGtuX#+y#f zBUs$F?(RaRrvBO4S%O=JAPqPT58v}XCHV2<2hm`>_0zejRaP+4n3x!QCnuEP|3E_{ z0O)z9v_CGvqgpiZLd0qLgNKFPbizFHm8Nh}v4PrElHXZJqMK!KO zMrIr}+nF7k4Y_kg<6to{M5tkb)VoAG!AUdcXF>sV2k(UOUOt;{nCk9rP^~@S3cXxms zqwl?&Lz8};lz@prQBhGnmxDm2`0KD&D|N-|7Rkd0&&d`v>Z z2Z!{@B0V7&cX!jp{&e&HG++7!ls$vesrHT_DoPFUlh8>J1sV4jXmfqgVCC4$D=+6= zmj<8HfAA_QNp=e03{`jag8w2f8^d z1Q4gb*F4YEB5h?|r}{ZhLt-Iit@ZWP*tbGBSR>g1O$Ohj=e)uK~Rr zTe@pZVq$8FItE3Ic^&?t1j^HE6z1eTTD3?c{32^Q*a0AzpZ77kh>~OES(2_tT3Kdh zeciV5U~&TWs^(`BBAx}xjOxGS<%1r1&RSMcfBW_g-ac9>``za)utOK^*WH+Ot!__c zOo41^73yGeadE+S5mEDhknf~>FYJH|3J;eu8R#n_eE1Bgt(4Aig*Rn7>%(~y;1VJW z#a$cznqhg%Wa>1FQ}segLUxe=C8*b88VkYF($bH{UmzmUX2E;5d#(afpo9xQe}8bl z-1{l~w|N0nkq{!*YIU?h4e{;{*!=E@APtp6tuN`-D*+bK@IweozkdCye0_)TGP@7B z+re3~kll-KnGCW)=AqB73BL%~(Y*pD*1lu9usA!5TD9ZzzUL|Zp<-q58(p8P47t?` zpdz6FDxzKX_V6owyPcma61a{1j5@*vFsm#_TECZ>7PwOjwijSz;i6H9^m3Etr5`@v z^Q%mDFWr`qpas1x@-vyo6xTcnRT;2Ls6KcQb6I$O>-QHFJ>j_@XlVrv<*Lfwj9t>W z4^%l~I{5j$d*NE5o!)2va>wLUDLXqmQ86o!E_4P0GGnAp2c7rdwGl+KGVmG93R36( z{DFW;29N|h*h=Sp;tR6NpVUPC!pGWv1)XP}s+YM8h=5J?^G9G}<8Hp@@FZ)==Ul3P z3$Q}S%*-6wjP69hSJ1S~_E(qm=ZD}AyI)Ckg1CEiZ(mvg`Iqe^i1TX1d?RvEwBo3( zD59qPDyF9=hq^W*usMFP%+vywPqeDiS>dVC8D&6luzxf`hU?R+QdmdF zEOAQVwBi#+dr`(zNaY2PBKO7Ae9FAfkm8SIODT4(JT7D#!0AfzRGG$9(Yt0t<+D?gA@Y?L0IfY zgUevj)J2zrKIH=$UMWF&(4b_b6$2;kIYoDU-{_(!iMktmQ=0wq@5O;kvy|94{r!Uj z1t}?v-c(7uy%%1Z8aE4-naB~_3?MB|ogU4JmO(w_{Bm=1r_Vh_r(x^skpr0uR@V-8 zmmZ>+OmQb21X7LtEEe)E5O3N;%z2+GEruMuNIb9XgA}#Ulq$gH(5nv6U=4)Nk>>0D z>2*vD(5iUv9t9IVCTscjWVOxji3_o@vClVWq-}lmfjh^sY0KnkY?H`=X8}~?j!bJA z7(@z9yI=>9cE1xIvJBeE>06uNBNUyD{OIg|AWOclPJ^)=`Yl(W>+m}Ab z-2?dYA@yr?KhU+It1z7W4OyDpJ5|0&m)azKWE%G8u5~Hs=khm%G|q0 z1mYs+03AM(%G6lL)uOEKxfj9;{ib}AdezpmUxP_VNOTizs&tFAb2QS`(Ab+H_g+=W ze-r_v`i*WQGe6#oyW_%6?k*1ayGIyPb*G3@253b4+Nk`62Pyvc=VWkD9SI&UFE6vJ z>nKB?HIBf*z~IM0lhqh!MF%fsc6K%@1%3DKT}`taZMr53$tGTjuQW@Fj5R#3S8#U#d(!6v$|SX zp;^d!|Gn6G1qB6u+aKSp`)E8J#%mpzK~+oPO9QZ=p$90p;rexKlQJrh7ecH9`c5mu zc^6TPK>xzWcadLZrx;7`6<6~KIVUIQ=H6c5$B!SS?Qp7eBc67>eI9z_RR&TZ=OuFC zJ&Q9e2?6XC3${&(e*lq(FpUsiF}m!8+w*`_xusYy{BA|XNZNSCGrgy@T-4|S3|tEE zVfp>5o=sMayxGmo&3k|CG>~I@nl^wG4L|@#7~v#0B0%+eoY7-d**Q5VTLFzK%ao5GiqzEC4__L} zbs!n2X8gYF$9ey)BGX{~*~#I~?CPpMhx8mM1ON~`QWP5?~x{=6$x zVxkM=HO*<`y7*qq73)<-A*=UE2BL;-16g-3as;O4s3d0qzZFcD)zF}jkGz(5;0fz& zn{Irb>jn!8KI-dZVR4I`oE!-i@Hq-Jj(TA#?Sgi(zHdbZU+#b^{_NDV$&Yr1{ufe3 zo!4O{r_+>o{_mL0+1WXTvk&=Z_{PeGGmF07rYjJ!oe9w9VfXMH!PqBrx)p4MKBb;f2RaMsG#k9wf-CHwyy)`8**KqzW$3=E2lj;`b& zsN={hASejsCZi$SNBe7C$2lGQ7%My9P_^PU8k&gwr>J96PqI+39AjCcf+ARF%)58i zqh+uKI4VPCqL`}5f-3&bro`JoiiHL3ro&51xk+WBV`9?zDmo;F#|h%HNmi<5yu2i2 zWM%g_Nsj?G2Jimr_%UzVEMUl>yGJoB9pn_QolD?pG~o zu{Lg<3Nzv?b!2KacZ@;rY))8}B#KRgmUk7k9Pi9q68WBy{x=lV&vj@1{AK=2l$5gB>c#*Le&NsX$BG|gGjtGR2g*EpbOlxI zdV72SX!fQ9YsX=j_$4TVYUe{jLT0MCL@7P5^~4i<9`6h2ws3a`*yeF4eQD=$|{zY z5WJD8uBC+w6dV=YuQWo?h27pE`KzR)gr+W%%5a-?Qx!bB1Z#v25Go>3XDr~LGfPVr zqrV!mvT#s0C(pV#v9PdE4dnFi`1p8P);N=qd`%S5bgQk;%i!aZTr;nx3(qrRdlDxkyZx@cy*-WP zm2=z|as(Hs5|RPOu3;-k-bz(hH_5=Sk_WZoM{`ei=6lZNiNH_bhlYlNjQk9H%|Cs- zH)e<`usD5?5I7KKWMu3IbZOY?xT?lN(SS{M;lc%WozhQ?Q5P=*5PWa)6h-3}-}c0k z&0WQ(bGCE2UF&<3AK*0@_1^<@$6~-KY22p<00>@PweII9PP~`%=jqPLp#y?a(DYkd zTQx3Q8SOhbtQxN%D&bt|B8A{fL2&LZho0GgLl3=fSE=1uHowF%&2{Lgb&d;A`UlyVT9{X0nQnMXGUDPayX-a@2W-%Qqj)B?KS zJc#d2;K5#BUq|<*uuW-N1!!O}qOBGvIUrQ-w*8FH-Gzcz&wqEcw6)2y87&TG6Q2D0 zr_xJM{J8!yW6Xcq;1F)ulad)cb_W#b<(l)Oc@Xq(Zg0!Hcv1f7gr@r4PgqOT!GJvU zbDCu|&j;A{pG_%*)`LSst_4*A0Rf96kAy~yrzUE=ca7Cj{$DP@S(Eg(J-~JcR&>#z z=3^gf*+#d$+s*Vr#+%db8_(4{kN#@N_&vU+J?-b`M?`y(oZLi1`ina1m}_io4BPu< zA=SHh&nsEb2DN>v_=56UHCQhJ9W)-0*?{K;+7nn&QPF~do>;-m>?X@AztmJZG(&+_ z+|54V6m1_+8I!UEXL=LB03gm+97jfj8ydvWiCZtpB}Ot|a=V86uesxPTPL4j+!jpd_2J+eAisi+4i#`hw6Q$7esPT-13jD_9V-ni z+^viO_~--dr9TP`C+OU=X)0<2ZPC@$Wrl?@LabF=UPo+V6R3@;Nc<)AA~Qdyjs&ix z%ymXanT^)<)<8n~Iq&=BV37DkMEtehA~$ZFLxtZ?PVM02NM+prbB9jHMm8l-urqfJkNEp4OV0J*Dt?`Dl0vX6)%WAq$Y{w9jG&5QVz=VjE(xYQqo-0-U>_t zHLtoYB9in&xrdwR{r#80XD;>@+OZr@4L@U-qdg zRUz8|KyC1$T_wSf*5iXF@26s}E2OFCMMHql@|yvl3JDKKaoVo8E!F!pRKoKJLh1L( zNry|^NjYfp0xDquunH_G;o6XrV~t}J6;0Mw4>hK0I9{(W)t+d(GZzw?CCVAwgK;Rm z@iNi6LvE0UlTqROw^L@0A1Lob%&)ao22GU>Amz84{_!Cxok7ffpNJr^_2ycSxch$L zWz`T+^Y&(uqZn2%%wMtG{SrwN;TF`u&cec+B1b!b{=RxcwC zI`0x9HM)KzdHUDieGRpnVF>v6gi-IcSpf|M4k?gjtuyNXxm*<)qp?}V4xxeK@sVGl7FE|I4L zcSexOc>OvVDd{IRhfZ!H)GxfZD^s&T%k1E+M5oNp*)=(;txjNb?%PGw346nY3ye$o z;~6Y6AcjtvN#M5ycf=M}Rtok++PD$)iHV7!oS1`Y_deE3Q=LAn*)S{-Gpul)t zy1$p13O{pac%Y&2x$21M+UoBD=K6Ge(n*-Z13!#t`Dfe zfjgTay5h8%tR696DERSGTV37ng2Z1RKJmGV2NZ!QSt%|7Y%N{3p5RhhOO`lo>|7SUGy$Y6PYFWWP2?05c9f=3Uqg`bsMpbGiJ{$o6&^0tH>|*dXr6QxKK?Ps&pS>GK)_^!i1OAgzT=c&MN^YhXMO8jJUl!! zhW!&vk#%vYF)+Y$Z_B&KXi9|(3>rn^xJPD(bf6G$+PG2kZup8_r3o~N!QS3p3T!*= z>D=MYf^42fMp~NB^)KhsMbBW>f$@=1+%ewz)$TWKekI6PDI2vn=Ac$6(n9&n#l^)y zJAZp#Q>LD-cy<9|I*L>1C}wPolK86NuyTS~w(Rd;ziL*qvn6=J2(cNC+HrPUv;y`( zDf3&6-rK<9;^)_RCcwzdj0ZIJ1HK<;se#DRDG8X{Cm&4gnwdV`HD+{s^s`C4#M8mS zf#Gu4-c7phmY?2dC_k8mg23NKoE=Gt1cqOzBZH`@Xr=8`k~ZlJV93DqTF1u5tRMDl zZ@*aI&;`=2$V3h(XguGYNX?OMSw)RHWO#UpZAb+asc8u)+_M}cVvQkp|0)xU1siBv zPWrMEt89P=|H6e}aD7|b;(_D;I%GWgN=m9e%V-zbIW*ssERD~zL~Bm+U28f28?K(w z$=|Is7J|q1FE4ovG~3V0fIB4cuTM9++l(IVGt#rMb={QU=E8#D$c6dq*Du5-imA(; zROE~YpD{R)UXG@RdBz6L=A$7fY0!?ukXw28_H7nv;6A?zu;r> z&!3luc!c9XYxex#krSy5nt;W?&VH}Iyi~WS1Ed}>6X3c9f97n@XJlrc`}P4bw$sy7 z)T?%*{U<;li45zH*=BG;Qgw!QkNwq0@X%>s^3>8S;9DQ<=(Nw7PgLf0$aIi{dX{C3 zG3rSYFr%?kX>~I;W>CNyt2&2=x1!I@L*y^wv}{ggl!R3sI7I4=0o#Oo?woYG8a*?! z!sgpb;HV9!M=K5c;*N`?_zWW1k9t}t4Lva3-Q5EM1GfYXmG9k?)6#lNzkuh{7JLC& zC9qlC!zW`Uh6?uf+*sJyJ+{oOtgNk8C5^Z-iZ~!}@4dTCc6NHq1vCdQPzEzjDe%_A z9CLQBD?u&kvcYI%usS_C9bFVkm`~voX^YgFp)BvnnDL*Ad_AHz_`jtu7Yimm%fNv``UZBm@+ZD#8 zgBb(MbzUT%^3wkWweLsyrB$!6H~>x^Ag`}L|v1W zYdj$)*gH7*$H!Bad&Cp1K(mu)UqQrx(40~n>CLt05VL`r%wv1`{A zA_MN-yg2+Y+w0#Eu1eS*12=a+`(Aevz7}J0NsW?9M*+s%4Ggv_pbP5o5CtE!snFdf z_tQ>_lnoC38dC61k)OxlNTAP3#$*FD|DXX9z&U0X7J_qBl9#)iK*{)G{qk&rzS53))2o)JRI$jT-w3CZ4-9kQbDyn4Uy z_s6fl-WLz|eO>1`j_W$l<8%yE9{TVx_M!|%#=;_Ru-D<&+>PD+{igQzbrx2D z9J~|1y9ggPd3INKQ2Svfdb*aMJY54vus-MQwnOb=v&l{OSXD#Jk2Hl*1F zIWcOuUiK}`M3n2Ll$BmzV!AI2e0dCHb;tgu3P4@l$7vhl+Gj8;&Yx^D~OGZ})$Lb=Z@ERYJ@+ zo?>Gc@`%#*BW771O0^-PYY*Yj2IfrH5qVlPV%T|aKHjKle4H7)t@h63#FM|?x2VmX zCo_P**8TcD)Y1`smV$<+)x8*E$B8EIi(Fh!b$Hs|J1?n9RXiAe4PF<}>Xd&1UBYot zo)~&`2RW!qCj_o*p&($yIo58BAk4%M;t99o zg!dVd;o-tHL^l6TE&X?0tJ?P1?F|lhW~_ zUQ6KqjKkDjB?H$<&}2GP)Buqcq6M18@N2${@nCLo@&2#5PGB>`?#wE|^sb%izJGi# z&t1)l65FM4ReDCR%zmBcL^H9V%-Pc2#G)qF&nE>q$TZoHDO?z19es-*C24lt?Cp!& zd76cTXx@5`CKo_JcZ#jGvFhf-lb+i@&9^4dD7Iv+^M;-)!Z|rPI@?U|qhe!QJ1-l( ze~gYgy!W@tb|+AR!pe3lWBK&nVz^^JE_4q5l(n_xS;MLR=c*qN7?8y@H8r8*faLUR z7cMB3sPC*#H&ZY(7w>$9u!O=e7Z=wUxjFzEVPP6TiTX4+?BPNPx>&jp^7%C3iGV+U zye`Bl1CU@B5gB^5h|jI(1f1o#EC!Ve{_csdlj_#!>JI`(N5aw&3W+a=7il@n<86NL z&(6P7NQ+_1H>eSDSsmkgb{)flrtab}XU}AidYxFBpPx^esDIr9|MImQAQxCARaD)v z|NbcxScK5hSJ;>gjci2-vDu2@Gb>GoG=a6a$C<8c6P!EG<6~nTt`z=W8ND~xaKFRr z4u(nW5guS&6g)#iNg>Pkxa1xEc$q#mH-`fwD1I;xG>5gNN*T~vUsOyC0oWE~8lWgv z8|g@QJAjm~skzy|CZbgycf=7+O7FwbB@pEpYl#T zLW)bkH9tKUB2=?VJ%;Hx_5Hdg#WG8d!xNw*JSeopccFs)>`==AqOgxc9W9hJ16EmlfJR zWy)zZ_#FOB3mn|w#&bUrm7Z>-@sl>Vo7-M5MC{_?;&!+_%qx;47|13U_@T8mpet*%Ng&yT9^JYNsiA&n3yP(Y zrRL9Rd#_MYc#dX4qbd^L?DoD3WO>nx<>zooWN9fsAraB^kAasEfrUrUwovnv5m;JU zb|+qLw^_vF*7Jg>{4%EWwRU0k2hHJy<>l_eH3<AB7k}#S3Xl>uiznlK{&Qha3PsiuVeV zVlEJ3Z?66&6K^^6Ji(AxiI4w_AR_7x&0>LOz(x3MzD9PHZ_KH_SumWGD;t1OwkPa| zUmHLqw7o;6d!NL42oNeSUErZzwJ^a$tQa@<`v!OEg~1c31OH{f^36>HDJO5G~Z(l6M9V2)UP zLqmfxp_hS@ipnhSo(S`ds{AUebnN+N=6u@}<9jpT-aSB%jVZY0 zcv*q=YhPa<$C;0o>E6V$m=dCYGZi53y1Bcb$m6D_rM0*t`WpZTx@7^18P#b9^ro&; zKiPR{=xNpkKs9QMW!2Tyupm=u%s8!tgAJJ*H%^Gye)R=dh}F!Lz7tzg0XU?Ci%Yq4 zN0A_k?6cNcynl)WJByMu$>Q#55cCuzvhzT!u8{5;@ zcU(b(_AU|G)A_y=jRZnOKYsl9K2}}chWaLfGfE%sZ}$lH5c*cwjbw({VFFEIz(KwWNBhBF2gB-Z+215Nk=RbgfM0nXR$aCJGOVsVMc;D{qo<#9hT1n1J!G| zKFeB{6~=fmhN~WLhni}v2l8ln^TRVUGBWhu9PLy8;M1?d3y?Lb*iSAgDVfl=lR}jy z?P~5L8hUyp)%p*es~3O%OOY~wU%_Py=f|X^q}&cxDxK@^Hu!j>qvhJR0th&j`RG7m z=T=dYfhDZJ$CfXEke^1ZgkO1l%%9Nw7IreI?r8;t9i5a!60KzR+~a0EpTVa*wbO;& zKOj5;X}*rs;Iy=GkaDt|7JFH7kDiv*zanquN2j;?`ubI`(45jK@K&IOGCd1ArM2u% z-qbwDfOFP)iq_WFa(m3Rnqp<)K^?$t4ex{hH1+rQX9c;Nzle{QMXiu*7=g_qqkmlZda>N+9d_QW_q^3}sUMrVAQ;ZNWSRd|x(;tb?xv-@M- z4l(ePonw}vAfe7=7lI%GYYLGBJSLBLroi+$;$`_*4; zgi+;CwSL5>Pq)H-T}R%SM=9s}9jM(2gmBXn9zgCsR_e!jufkTqx*L$Q)m1q)q662` zw#(BB@}{Qj9y_ZB;{&DKD2$%?^XHGTrR81T#oxbww=Iv9JJ(z0Uo8}r`uoS}A=^;B zx92CJ9`o<7DgtW{T>_2{04f9|)XVUb`QvbeEv>EAW|V_A!ua_3uL8D=w6y~rX4{@( z{eXn}lTy;&&Qler`5SktH&ya@qH0^`k3byGc(yHE-!qbJ((hnrt$B3xA9!;0n)-08 z_pJPPWugbR<`0_HGiKg*e*B29HlXv?ibC-6<#xqbFzlCG<` z%1Tkx3zeK)D0=!*OlMfqb8Q7cti7!x!Bpq5SS%hL9bI+`u~Xwty##Dq}Dw#Y^ z@!IoOmyJ8lrcYD5(*<=1hMhA2+F=oWWO1C;TZ!a(lF+Ph`{rU_Hn2a4$4GOx+ zV1Qyc-@gt@Q%{d0fFbc{MDFOSjAgqAUodV)Ss2Jm*KX2ClA_02PzKndO^ z$oG1jNtN>cwk%*niL?mT*Vh5L-1&!GAkjx?saFa%p6mi(@WYL?S`Z7-0mQ=r%nnLOfBO|(47DA`>=^z&1 zmF!$xo%sa(g$DNF)hIQ7pQw|(5Q5J}2o^o&j0Efbu%6OJln*A;c}O-AA{m18z#~;XDu1pB(k8=nMxe^dys7@N{MYqwA zU%>uI*2kfw!FBBnB^8y4rDgj)!l|Rf0|^2wo1QR3piFaq;CE%c^lM6Efk4#c*4B^PfatSKngeUo&lhSJ`)P5%v+~x|(ZM9;sny^7qE&iEcc`fJj_5zQ z^4h4O_v#hZa~DXD0lZ2LZ9yf-vgqFD$JL73TBe>PVL54OJanN3kPQeE2PY>w+K`)H zYzd}{>YDendcKJ=IHapB$~dHZYe*S4)B>wG{o_Y4U?u;LH*AT20;TjzJwOvOOAPCz zHK_j_9&SLW$}(#3xpjeB-;-c;^+kHR{o`67?9!Yu*7?R|#cr{5%d#1keQBslGvhuZ zelvf{((mIeUKvg-QYV*+!b(5s4x^a}?d{h;2^1m~Zp?`jPl1VNDTIn0Dc`setXsDV z^g?$0z4I|G41MWfPTBqTU$02?@PQwICEkrHt9UpL;T?y{S@kkjzP%%bjfBUPP*zbv z$BjrFa(sN;tjQ7lR~wHV7yo6v#uaIq<1~(H@uO~bKE8!(a(FXTgvX&zX+XPy5#{($E9vr$qWTNoS` zHDP*0rb1G)O8R$S4p7D~&-%5fZh@BLQ#C`wGXR!QDM*ac^Ef1T53tp^R_2ta6keZ5ZQL*^Y{9v+^5BB(FbnW?F%r;_dK zkFnwI29^N|+Wt8xXJ*DB3Lew(@gq81Y4ktNnvoF^ zG^%-jt}|wOW`=#&-goeOWyPGOi3uC0dJ5Pn(&#`|elzWgKz>f%sRu(vPvQ3!+~#G2@rj2+aZNovLO)hW3xDyE+{DY z79R`1fz}c=Bp^k8G&>_=RGxx_$gHFv&+Nhvi~z;7)ZWKAytxx2-0698m=)&{!sbRR5;I+%9AM=YJMGNkjl7!Lecv@&nK~_TC_Y(X%yA z{`#c0Gygj!#gtq0G(qT)(V(V#RC;p6^Y=1<$zy;WvGnvEDqRMcD?WedU%!4$FJu+f zco@fLKmzFmNc)JH;r=ZhooD}*-BeEc+$$VTvm1Z}oH(+G21*j2WWvDP*xTEqQ5cJ| zyQun5ITyJodK0XyTXO#4(ZL#|aYkOe+}vE${*s-YZG375kYJ)(l`sve8(||vW5j=m z8Jt|=j{V53PpVWO2=`vC0%QH0A?8OUlbHFV@@f z0q(~O$>MigH!lCO1%dduECz^9ScTY6g07c^?>ANk0h|FlZC{^mo?c!qaw@viY0IZW zFC)0l`6JxE!;6Wna9ubt=!k=yI+H(OYwmZ=_4+24Um_JTmHm-9e(cnaonp4%r6v?Lwk^N{b5%vOKh#B$P(P|2wQ^@G5!XG&&YX zLuu^3y+vn-JqO>8q4xYxTHendsj(lgILzRNJkg9iV`J7NA#2ng_W_W(wYBw_zgvHn zLW-Z7q9U;tHw_>Z%k91<)K?CXL-Fv!(czBKCn3Aio^EYp`oMcHkUmV;>0B9qV$>4T zIeWC(cMWAPfDGX6WnO!Z*{AU03NND@ou*E}MdO8H>ntLIAt99AXLG7NY6>&{ zuNI(+9^xOYO_>{y92#4IVUu{ml801lP?;wijUk)Yi6yT_Z8j1637)SBZMXFFLfkhO zWZ0v9v3|g9Hl->`OQRlCE32u!+w*JD8hriASdI94IHS4tI_i*dcp9(6qgeTHy!*MC zg_?2U!?xG{@cPC_fA&)TyslT1w|dJ#UTr*0Ab3Je$yC{)Ne`&{NJIsHi!D^cD*m8Z9?}QA&bEc3J=>bAE zDOk1EAuqv?ipK+=OAvEl|5j;lf5*Vl`%^r*S*}f?MV=0W!S(Cc(H-iI8#mUsw+C4@ zPq9cb@$vCRDRE?2C%Ha(jYUNzbB@*hQaZGd1kkyy^LcZ8m(?-UOf0XUFb!B_+Hh^G z`m&~`rdwo8e0)%*T#zh#G%^cuadFOViAZ_@zXz?K=9`L60r*1|zUk>KXQaG3>iFJX zSJKx{VYNH9k50a1pBaY+ZEZaUrkE_RBT5APr?$kMt;~K>iX8u~z~}i~m3V|AI_4df zay1P{^fCdRSh@&D*YR%-mm4{hqZ~X+j;8gy#~xb8r4F}l$56QmpZIr29A{bPzG;EblJn0mWqV9a%*@VlcSnx? zzDm^79yeJUDn^>?^6b%Z>58_tJOJEUwm*zg5)hO5LXNiIKA~OQne<9BZ)U983Ef@8 z7k9?h)2=W8bytk6b6%oVj9@}$bocJv+Ra``3-O+7PmWTYltl)41TS4WrLL~7cg~yb zsx17NwQ!=GNb})BvOUQgY-d*&fr5s9ZulvaajmzuBb14WiL`x#TBW8ZZH?y_7lRCH zTz-u0l=n&bL(Fw^69aEYLY!m_f-P;AiNRhB7wzPXFTNOfc~f-H{!XF_ntU6+{0E(j z0b~K*okWe}CnG=ul@!dn;&_i~nN>IZJ@VXI8KqOs{hX8GKhE^x_p_V_8;xx zD7an)h65;}3YfXR~ZPl{GXdVEw`w~WBs$ho;-IYkdvt&*#;lTt4oZ9b`r5zuXS2n0PAxBo z5s}jB=vyQI$FQM8x4mO66%Kdoj*CBEfXl^Mr6s6SJgM$=pNrU>jE%!SstuA#|_z(#i0r#&uy zfd39CEWEf=Gg@iS;^pm)js;3HG7ZEfwguB{%%TLoGYEFpz=O9HjH=Z}mu zHT|lp#87=HVEISR&ZwRK?Y^z3uYxLl-}(ybkER2i;~@>z_P-{(N`h;k^4S(G`BGps3NUw{Jm!RODPfp3Lp&cs)EM5jMIB^Y~vDzyCC!otW5m3`lT zsJLKQ=P|h4_kqqVcHu++NYmOQm&R80;v2qV&d>e?SHwSuleS;>3UOoV1` zK#-Gp^oW0EW`;1j!zcP**(n;6YkL3wu|M`Q=W_J9SiX*o{LtD>6tzF|uNd`aq975_ z4>VyWhEr{7Z7uR(XYB#g=I+LQH#axmtP87whY)wacjHLOwePeuaorqRYf2gsQz?Bo zE}<^?oVR4M&XW#4>L;7&>+es16iBL)=tduk!XvNR+moER<`d@Yi-#l!AIP*OX(#<; zY4kIp=bNI$2e5feZJ?vKS0q%Y=+rX)-0sF~?eA;gR36(ui2!^;?wPa z;V5lbd&RBox;iGaxzHn{6d+Xex}pfuoiBDkOfjyBdR9KrL@f4_lU@ayObMo!uf>fz z!fPY;mdpECDT7f3X|{|KCj*NI6q2=7=QE9hS-S4i>l7nF z0y(4@Hgs8|MkR%Y5M^a&i%)3GPl`43qtoPqTa`|W>aa{71_uXugbM+y_+m||&Tx$W z+MJEN_Dd>IjpyfkDTrv&n8t&(hD%?WbbG_OoQi_KkCeY0+Sz-<}+DafBasef$`el!V4!BqY#> z@4SEf1K-HVsJsf}1=tf2B-9&H6r^Wu%{4YQh6bNp>{h2o7iBnXRaF(Mq~vKA7Z-5i z1cCd3gGvwoyRAic#f+j4(RLMQ4A7(A&ycLQdSl=%88ZH?w4uU+k$J4b!gosgbGVF0 zjrMoeE?KP~)2ezgTw*jixAY7AmXl&gSMK&b&l6?GwC8>H&;ZU<2^t)>rM(@^yWx%{ z0RY**>vJMZR!be;Xc_p-TXltq=JOQ78x~6%x$7!QtuuN2floHUOipP?sM5_ zh26l?r6ztdNWQ^H2Le{S=)+k-K}wZ)zWL&o-^(MHzZBj*wYs_*6_SggJ3fWgB@Seo zp>gA%!=8*b$FNCdoFIq9NO4xt>W*S@_+nrBeI$aL<2S3J8*LAO4vlr*J81CS;d}qM z0F&ae_1)z2VVntl@}5k}RnMWK$${95caeq1Qm+6Gb_jPp{UMSD2tVAC3-IN1D zq9#8`SPT2f|Cmdb@c40bWh{~!q|b+DR=zc45j4YqXQEqPH&4%O=cS?DpM@pT&sL=t z;Duy3C>v1+RKPsgdQ_(w>dq|s#Q;c}OcoQtByRefK3g%|ud=eT=bp~)46tX$93+Mj zJ9fxZ?Hi{b#$Agh>GmLu$cbFw%N@jCZ5oSe$O&-(Hd#5ZZZC(bKNg4>4KGYXk>Den*fh`W1xiA5Ey6}^cy9S8q=#Gk7|SN?3W4H1AuRZgXVkW(gC!E>4e z$;)^3^L*#MuKN6;N3|{BZb%(>cip7e`^le;>yXf8xnoiH<^^6}RJogXGyP%t9xV;c zQ>@=jsXh6{13>2bq$%RRN+E3o0aW$!stpvX7T=xnKP9a}?d9dA8rORcC(Rjy2rwF| zIx@V2-r`xF)@!|D#h2=-($Rl=IwLwLZpePp`hr*XT;dV7KpKM*!}o-zfWjhX#UD=8 zGW4Zgl~Y$g38n%ou)p==YyyWc%UF$Tq||AH8V0UzMU|$|#8AJHKqEG5TwbVU=S@L)8?{+-yZ;{U4kv!FZ%|D>F zUjNu9#a;xbMQjs#I1Y4x45ezg!#1F4<(NkJ3{ud~$YA9i%sf2Uk>j8==}r*%`tAW8 zhONry@coe6&2%Z$Q#X|uc}^uxnuAhzE{9ahtO{a!_|f43>16@Zjk!)L)G-7cA*yR0 z35o@tVu{duXCqUreIFj06^E3^C762xKEUg+LG(3DmhzUcN)o9K+UdLY7YBg_P{zB7 zgPqAI(~!6UiN|yVyRJ-j=p0i%@8O9EW+dWGS_a^K4uB%hLXBE z?Uq;Dhgb7GU~EEaC?XM`s8LW*Kypa{yHSxc3rpl{gPL!)^|pfwbZn@5#Nhqor#d_$ zp(+)?tbi=%ynLBF{_vG{p~Lr2Y^cG2JN9Fd&GDMV8mu`g??OvQoUfswp|^PZ0yWYB zep6mv_Gnsmd9uOi;%;wuHxA6M{qDv8uRGt`F}6*gpUmHN(wh!|{`BQ+RyhDtRd#I;lDg>Z?EINRXRs2Lm+{{eO^K3o$B!RxRAn@Bc|u0}K1^z9 zu<-8q03{h>hG84C?GMb4IXXI`e!|<1X;O<{{yUKhV-lyl-yRVl&)!(laP+FIuQilz z`uq21z?yq?2b-Ja*8b>fmfyOXd+N*;-dv9WC8;tUfL6T52-e{X4O zHYKN2Tl6quWlJsl&J^#UvL$$zoV>iG98+3KN>iZ+x-{1gx2Rqyp93hm{%6lACSpDm zO;5n-+||nBHmTDsw}7x)`fcyANoxqrSo3yq<;2W*o6G)|^?yyp=!$q*wB3TU(Bd%~ zq6#(*zRtK6{^|Ho#-k6u$1L2(P|*$$%zNM$P_OUw12j_ZS#a=l*xkL~Ka3iDm;ta6 zvJpZy`+WNG8w(#VanS|S#okmP_!D)W7Lg7cGYS!2hR&hk;WTqTozLe3wD`R!`fFV6 zi`Sy^tYf~A8=3vfvfwJYgAZFLq>H?>Uy(&C<(#{rtEEMls7egD-gf*w4bH0Y11k4@ zXEP{U=doSIt*)$0f|PxB^dZM>Y;3?|QQ(#(0UiM=PUMZ&p^3j_BqEvpkPGNusZ~Ea zumcnT=Q^VGcyI7f)HzygR!;i(LnK7E=;t?I>y+Uu=V~r(LymOw@IX_VlvGuPzJAtZ zAZtcbnavm6}qk2Gue zN^#CWePl5ZBrRiH;=mLe!L*lK9|D$xXUF`z{6|v(E_Q2DfeqrZCE2)x(<-T``0MkD zCbpDl7m6?1-44IVBIWgLY)tq?HsrBeS#50=muGFh-35fcmEw z7TUHaH|q*Y>yNc*S%o3>iYVn=q*kCXtEFISn#KB2*-Jx5=UGY$Q&mk3s@MKnYT}{t zy(niE>`T}XX!UhdQ+6}K#0ullA1HqM~&R zfy>R2CAF)+=DXNpI{%F$M(5QDhv4y(s7yL1hog||%`qBXmjKyDhFc>fMI5hdY9uif zZ6*eE5T`x}^sAnzj7hdYE2&o6 z3m`ZI=@TJYZkOtHfk?`6$0pIZK~^_`m)9T6hX_m=+)@;R<3pFF)Cxbyxkmy#23N+a zood^VXq=W7HPF3n?e33VT}U)AV)I2xN*M5Ay*f!$){dlF92`&zb7OJ+@%bDFC#PSY zH5#m!&0A4a)NQt@^6ysF56g~8=LN98w!O1GY;^C6&(cuw#tHb$tp+;oy*_d zdiD-+%uHi)|5tJQq@<)W&rAYnGaev3e_tD}W#Ju1$ti{Og zMptUF$IdD_B=5$qM0E15#PKFU+J+2l8l6=jeNx)c=+soZ7a3sMunUi0 z#nI5wWk30Q#ELWi_=3ytf&{Pb8^VZ)2)&Z>GiUBp0s{M`_qE){X02`~t#@a!C)sk# z6?HT6=)S={cxo)_y<*((_ee4&H8naR!OEGc2;2lhf8pC!h9-!2kl}+^d@dw3d)&F= z^CuyOgIV+;6VinPizsiuKkvV@JmL=@`8qn1XkvK;1aXgsQl;GIFfaTjDn;UGcJ%c2b~($2`gW*jTO~a9H)kq$U?1P zGE}7Nu@f8_IV=$mzHwtvN`&H_%Zi@=LBXI6ntD=JRtDg}VYcmSjcdsuel$`h#iC2C zN5>rIJ(Jk#bpU`P$$$c_5Ma^{ub%9zO$L>hUp`-L&s%h_Qa!ZXl5e3ez2xrhhmnyH z)8;vJ+%!CVH>$cmA8A!sB@OK#!6)yG-=_N4Y(r9kD_*+3JUi>paM|Lk*_k3Px*BYE zUtdsi^677t_NQdI!(P2oe#r;hfU{DueDmj|RGz83yF0qlR5@9GbPS!Q>9(J48n1DM z-Bjzf`i07IwTtzL?CtH5m<*HHCyw|r*twZ-(TPucXPWtS-aqEDN>V)dy~67v|70=M z6~X9jiF-eX-)*mq#t+XR77M}myatdovNKn{W?b(8hW0q^$xKVI-hpA&qhk*rK18Al zHZG|Os;Xpwlg+j_zss86;bLPNx;Ts44OhOsLq}uik{*x$!4OX zzkfQ0!=hW1b(b$_%ybmVNhLIt7GU-pk-saWl@!d(K&JRB41ncUb zr$r*M7&fMc4RfMo!dJBc0ReY*-V!zf3JyeFs*hY;hN^Epn5eCu`Y67ipQ@+BgwF;*{6`;&ZaeZLBHgm6 zydFlM={lWL@SP7*kSGK9=f0N2(Qe_kiYpw_P!&SA0ovPgC=Go6nQOZ8``c z6bua3RD(1kVj@8uJcN*Sx1TI~yJ}Gn9~`Cfmhz~q-Ff9lE)#x1=WGbGhDM_w@9zl} zYR^y|(;Ht}(((m@^BBYTtZaiBRcr-Z!pZO5DyWg{TRY`**~Hb-#p3k5r&n+F;)TnV z-OJsn2lYGN>Bj*k3+&cZlPrCBQgjV6B>1ev+VTso+dO$+itZG~os1?_8$g3ur|0L1 zAg56oJA+!Rt zPvN;s#=BMTeGtaCP9L6z)YtN?y>_RAQr5C`nj*8Z*wGyK3m265gA?0)J(z5_D3cH_@hLbUVE=4NJSawnd$&l&^- z8P1rpK!NgSb01AiP<314WlP6Z_Gh_k!Ze$UNIorpYp)Oz5hXGm|M;kL)N$rpwbOY_SxOt_ zg*~kIpADq5gs-5{(b0hvx4R#r6P{;bVboXFP@T!(t2+QBEGjBf?fl8%&O z4pDcp(_-(5ioalbG64J*x)W2{1B7IeV*95`%>py>0dyZbImrTCqS9T7+25o&un`c2 zMO#_IQDQ3ES znpyfi3Tt-U5GIIZG5Q7uYP7ZohdYy~HU_wyhKHh%+U(b|`$aF)v3|R|ZVcx$TJ z(p4w?#7}&?9(hIqQj!ct1~4(IAk81NaXEU}pGAbu6=TBh2EGePd>I-NBIcT4CddFe zq{VY3^2}A!C$5K-OiZ@FYrBIW1F(vTeVuXnVj~POrOa_&`I8W8)m~?0TM#Vn7ec8# zIhg7$HGg;Hel8D2)Hb}5Sm~Ss@Xxjg<}UZJOk-YBYC5|A8b@R~V@zOgfGwQ#^YfF& znAG{hAC$dy3p+D2BUYKVxw+~7!z=vhiFpc1iU&fBUy5|8)RKhCtOZRC4bPy0fHoP@ z%&IDS*cf>wCCr5oS@?WWlWI%LUWo2gz1s$U@x97GE$-G=cM4VOEs+{UdOFM62CU96 zALFy^?DFn=7JX^t0MMzb(okEQ)^ZY932MQ@GBJh0hvOIu_2EzI>+3_1 zdn@=Ok`yVc)z#Ha`P~X@+D9G0nfVjcg8U5qur~fJ@_Ub1oS}i(=#LGmWqAoUJ;(C=Qj=fVOVZ@u`}pA8^}f3 z$MpqY3KAxX#}{5!8id_`mKdaVVm3H+ZRk39_%!$+@d|%id6{Wg{jip50)Hd- z^wqns^^dXP$S-yG^q8mnY$o~tUoC+7;mrKJxy$Q&qZM{UuA3Jn>7U*|eB-t;^Xp7f ztJ?!#E!nw+1wX7GkiAD|CegtN*Xigq2uWDkDS#0W@R5u&;DhDgN83xo(dp@tNPnlV zFET!9eRpG)6-Pf8ig}u6&B4Ke0#Fw1m$1t2Z;#9MJG#5&-Q21=LtWnKh4&$O!Fm!_k?tGbR6f-{lMk&lPT|;Pd5c%NJ-^%bP_s${*3cASrbh*GZRcS|@#Md^_3#&D`hW1cGK%34@(9_=*z9Z3msAAj%6 zn!_Qk^Va~)zUzOF)OH{vejXT5OIm7bZgzL-S8WA22^f>tB3$yx(G_%sEs3JjDbJl% z8s}7l8W#mr;r4=~d(-+pe``-qk96&?M*risQn_VK*C!uvL#}>ElN~i8!)<5vccY!9 zw#cq0N%(RX7s5k8YU2u4b#=2dGJFT)`~Qk)yVMFxbF(EBJ4(H~%Nbb9BcA}lQ%31V zhbq7q43|lZDQ&E{xcK*x^7Bk!zHK!YKw>g)CB(jPS?FfCMSZTy^Lc!H5ZGi+Zf@dO zkhrmsD9}x=pI+gL{*c;GpEsbc)v=K|>?r|b9e>sF{iCgcnA+S+lQhx}p5Lzv>Cjw#c8QgU+MH51)16oOlTeXzxMxnD~O(_FJm z_qNz9<44rFaumu_ zPvy4B;^E_4pt((T`fl&?LxE*w{jU{vr!j02-!6qUzHIo;UATxlc2-3D40~K|=AaG2 z=F7{rF-sHm-pOiJ#YPSF`MB-Z1~q8f6>a#)7jY!%ec7VhSCvyPoKZOJjm{xtP^7Ua zFHg8SUej*FdqSL6h>^T7NC?cC`4XDZDc~?84~+V06y^R8fJ6>~(=W~eT5Z`o>3HrN ztaI8`PuX0}L?-;-NVXTt{w_FISgl`N zSZM0)RX<-{519xO{9^7)-n#6}HR)QX#gk*><3#OR*^1;b!4&iWZL@XDEi49k!%s3x zu!@V1Osxs2ojrFhz-f$HAu(n6!!6Tfx%&o*s5!pZlau`ltLkX+hL-`o;R zg}xkpd_eD6aIk=JDOD4?Zn}H-E-oA*|40Ly#Kz4X;+=;MKxM<$`01#rGad}Tj#A<%QhEUIqg|x)w5m!B za?14dQ^3Ed7LA4zHwXALWsQaIB6D*Rpg+Et1ElzQBP__Yk>g1+J6?Vyuy-UsnUQ9?cbu$UKcBPww=mKO3U+U#GFCWg$F1E*dnWr=*5d&bI<&~ ze9%_#QgU#9zTuVw1ukORus zd2FMz?X48Rb20R}ssWIMWM%OsgTIZ8po7xojhzY4Q#h>4^%i<0)%H)b%DO)RvH3*R zwjbfAg>9%)Qd5b3uoaVAl>Hiaoh*AYVDk=*79C008!En+Ty)l$3l*Y8>v;lN`TY5_ zv{L7gxKY^qf*avvatwE^C+q8sdH#TrPA@K^hQy6Dl>s40zVHVE0hasB-zwlv=rZ}sgh7c~iy%i2WvRnOlUazQ7f zI?d2^#aQ)aq=-^Zm1h_H@@BeYJ!vji#IdQl&KUTv#kG?D{(kx^Zl%J3MFdHC{jUuq zfduIC@E!pF3?DtMXs3&hX?A}2G0Pg*4@LelNezJ3a@G&~_YCnquP#f5pj zvkspS1|$Z?Ql3wqls7Vt<1=_)Ix!2Obrz@${;lVuCa+#P?Qi|4W%+VWB@Qz*+3@5V zh7E~Nu8IFA=ljUf(Ntk%i?rGJHZ8Ig8BD*xOcxcB){BgcoN`AZH?wWw=%niL4^0_M zg1b!~j~@%YjPNhGQGgE7rg}>S0Hpi(82td=4pfDLj?NOh@ZriP2~PUqngBbLIuC45fDpNSjOlc~gic0UFlOB_DRQw2L zP;z`i3+XDr8l>z5lpw#Cltj}M{Z%<u;E&3Lc!Ax-xhx=@8!rSm3^l#Wk2yWe4dpuK2SA%@*RETm13%a9P+DHf!MhMH0JM>MdU~S5?fUxq z*cs-_Gztm|rInSURX6jLv06e1+c5AM)sx9S%kWq&(k-7_T6z#8fD|bxg9)31P6cTe z5VHNXYi{s4L?wj?i~&uNet^J|!LZp){rwaI0s>+lTNjXy&&&*(>V1Ffdw;%0cHoVb zf8UTDWjIITQ?D=iJ_ap0Vjxc(B3Y zpUuAY-@j3ZRsLj-&=$?m9q!nOru`oSFDa<0apqld!6yUIl(`qmxe8$#LTdMc=K|i` zvD#edA>RDl8FOAdycOLl@$vB$S&Fi<;@!?uEhBMu(e=yB<~2yD1_+P=nRtC`OGwfv zK%=z6ydHT6K%OF-PjoaiCSX-Ol9>s>6#||;!w6Y_Zm}8_wV#mp@~SoV1ji?2d+%;a zcgb*0RdeVPBydXV*zm|mQRO){V&JKlmGwVJ7Y;i9vwuN zIXTj~nwjwKSyU=9&z~1j5}bU&!-^zxZ3bVVn$-DEBC+L@diVFHgIK;YM?x~xrr%%< z>};oOOZdDCwobvsL{^~nQ9S}oA~-l$QDJ3weSKPPcX#)ZkMW@b`B3$s+w-DP1KQwWR*J1DkkroqwS8ncK25UWMClm@Kbsfw$={p z4nWSa3=9P^rG^p=kQf*s$x!FW9U;|Bj7jsIZZw;9dTtK4zr9rcYLJVIOF~>BENJIr z>_xZ3ePMKJvfvC*6tWc46}L~e#nHdoz?Q`(YuMxhOFxbsKXpc^<`B$?jfbZ@S6~FZK5XF-h;&4GTCtN+7in`K`E2dP zo6q@gh$a|WW69wCR zQaPE0cF^tBJ3U_D<3)^JZqrRf@N|#@(0n=wN7{*e#8yddPYI6eL~3U%hGVIyZm({= z%0&XASlO>`t}1{p(UD>AiO=KX2A@v11sM741?=1(dv)hxR2`L+9ZU5aFR2E^ME1dy|fF# z0D$(~du&8WMTO{0|00W&SAuKW+Lr>V5~_UIZ<2tf4E6R1W?sf83PjDn@{Q^be~$v+ zANl8lz@39h$RXPtV{7BOp+>ZckCaZp?GgnfNXW)H8=TF zNrWt)S5J{PHf9A-S8P#*FRi0PpQoDGbd;WG6c!5*3QfY22&HJA|88qpeiRj<-4y2ZBV&A8guuSElZ1A0DyY$+~W+6XvwQr4N6nN2?>g`{QU6I z1m&oo!{GjC*iEk_^?!#!3Er2ik^)0RLp%4JoEEyLnO~OaOT8`?Mp~ckM$wI*o-EO+ zOtk-MyGM{i`83ZOuvc(aQjRraZ*Q+oty|fh{d$)bMkZ!vB+3U1<LiO)Se{z4U)1xKZ)jTg%gOjl zMrd+2i`V+oo_2Ox@Vr*YzQv!Bn2n&IV3^N3J^_K+!pmWscgT-Q=++n0pNQxgLFxb= zgdrnq38lM)$`*4~=umMgMnG`F>5zSap@LAgsg^!9=8a-k953p$PRff;O(h4E3Z%5~ zV)JoA!cvxgNFEq&#dtn6vikSRsP6lIpxH9x%-%?V7wI1W%ODGTX4#j9#Kh3u2Zn3p zhjEiW8m%Ua2_!$QZQWd4B|RYYasnrt`2pRo$Ub&{ta?mN3`wb7j7&NmdFHAgtoQ}X zgxm~kMzBpw=3AyAb#+%E+V!3msq#K>X(V)}qoY$_$++Jh!FJ_}{v)!L(Mn5lHhX*f zP?swD*>^%q+4NRIjBl;_{hYiUt5f3BeC9f$Q=GX&vip+2x>IVJ<4SeoL{UJ*oMMq8 zWSbH1y?_6HvET+R4Go$)iNp!a%s6a@U-x*NU{Fj*5`OTLKMPPtXhUKYO`_;q>WH`})1W;i(_r-W4kFTpdyzt*|SO^CWoT{1QW?7y*9%ezg7z=F^WF4{pHP1 zgbtS=9&v}Al(!~hkzxXD4&mB7T;R4dQOk$sW`Fa1#7!V?>D)K8HK80Dt^6n9+wYB3 zuHiQtynk%6Sdx{+?sd35jG#Y283>aSkH7l@IGEboT$I@3I;$9#AJveWixdbNue!Ln z5UUORYd@l>Bq)ePI#&GrrK)Qqkb`6}jlopsKjvKHRE@Nk>8b2E1El$-iObRuFOpI$ z4WFpq6X%J$>%iipChf)Drluyb)E7uG{>l>w zw-!cn3dHdaOS7}Ltrs&8ox{(LW)*R$0&MzEZs`zBJ9MmOLIX4kw5q_(e4pFRKxXyB z`hhhpeJQJ~M75xVqp$B(z8>6GMiJl02&r>r>%Fr z#w@C~&I*}&%)&M=)LK43(7h*9G7d~vP5I%gm*$H$#c^uU@B1IFpRmxYDV9yR-uwS1P=}CJe~yymyOhP2LWZ-6ujy{Q=k=s_Q6UQkS*#G z;qSa6B=ln7lZ4xP#sx-`kSv~%B(%X`eceYBu!X+EPh;caEIzHqUcBqpaOp2y>SNX7qJ2PG#$9>@f z9vdO-m+&_i2v1;YL$3`U^wV#nxs;NUl1QW!iNj&aR2eFTeEuG~a-2s3SB%0oNY*op z?lbU(N3O2J!LFBXqMJ4dFy%LP(I{)8%DeK#a({_pBXR!=X9HQmjcKe%tfW6{yk5olHD z?yegO_xaNiOyZQ91=Rm!wBHM)N3vWaW|MzJd0#$umpY)QG5dPt)c5cCR5g=%YNv4l z0lIU!SDY5eRJs_LnZv<(lN8p(%sQ~>7$BALGt-~l*+^F0I$sAbnrJl*{B7(0-Es@H zen}4@wIy7`_xR7>F6AzT(F;IkHd*=h4s-IPBKVJ3INyTLce;BR9l#<$1rl3mZ_~PM zE|8<*6j_YN_D}QmhxbnF71QFd8q_W5*80!hru&b?y%3+Keeh}o&G(s@n4;3sA^@6$Vkv&2P+1XoGWfR%EjO>btP$ETEcCtcNR<`WDBLDOB{{CHE zSJ&GsKHtxCo^$T|dCs|SZzZZF7ytDD19O0XkVf=+%t@lrWI+Onp8QKJH-9Dd-(yu{ zW5(UCS|@$LZ@Q~?GhFH}?q0CAu}RO&FsSu;Ku9axne*qBUXk~<9T|S8jPkWRmHE}x zzIo?w3WnAHJ&NA0OJXA^R71Fp2@oYYvr-(HKe9FI%HFX5*K>g$Iw66$xwW+nFP(6v z7vd3hKRqH2rVls>D)C+Yd5u`s^j0l)sWw|-v}7+pO)`lpQQeRjF51k>yu z4D^Y5uF+L5qAGzXe{bBGTtTby9}TTC&x*X(d>4p2ERK7L;s5jU+}x{YVe?oD_t=euq1%Z12#0tB+T)?nbV zflQ$f4kB{GKapElSbWb_B0{qZ{zp3(2@AQ9(|1$UHnInS_vwU%dDjhHlEmYvekJeg z>%;m(h>uTl;*aEsb+}rT=>4rW{Xaw5Wxt5Yhy?^pJZX-UP3@Otk0H$+ay-M5l&duc z#q)*=P3ZRgS67C}3l99}ep``?;xTS!7jEr@(+A+n;v$uym6aHX84QldUf}jf;2#4C zOfbklTS`$;qr^A)Jy9zGU#E7Nmj112Ek4lMcA;xNJ9Y&+Tn!=CIB3`}Y1r}#!+2*^W$ytH)q;qE4(V! zjazda|6Obou9@7p@u=ZYNWFYTAI*n2iwFo@1h7&u_Z_<-q%_Iq3->?6K(6Gd2lL~V zZfDP)yC5Vkvh}4p<9^zUL*T&kbzw?;@Tx2V_-Hdw{pEEVO zMP$;iNg}(?J6DY?EMTO<@tJO`Rxj$Kc5tDUyW|If$Xfd8G~C$`!U0=+NL&ckP?KLwop zYif#-KVcY*WKJ&W2jx-+zN?5pSgJPA_c)MYPn~;Cc|E1$oIn3 z)KpRWzFZjL#ftB?sm_((0G$i??l}?5iq`JKN}-$goSYmqJK_-&t(uy{0c>Drb##a; z@wnp|-xLCecj~U7?vs~t;bjE#Kn)h@)_ZfqRm`8~%Q{u&6L+fUQ)=s*xG6Y;BRVAaSrO!V>Py>gUuQ5k;F>*9oSwK_bcgc z93CD*Jtb98v$*+PD0aRpgIQ9t#&~`bo&vb?mqt%u-Y9SH?d`Eq_XCQ3Y*^9?B^%rG z_8XnT#hAlBo(tfZ&tBJ+*`1siGM}gK^BvaNg=k#@`+_neVO8~}P_KR5` zt2!%tpS+^}V48q9hc@R$Jm4(-ftw8>AAs&Z-p{OX9170i(9qZfqKkZ0V4v!~(P@C_ zagr7Lwxj#Al=~JSi%}ghVOCab=h2VWr-2LImt^LCL1Mx8iL+0qAY?=k$mIk%e!kSC zs-aa2cobm%@OCld(T9hthRS(;?h9|~y|>w>r>BuKM!fXjRF5Z_fMbAiWW)x!nH}%+ z-=e6v4ImEie=AEXW4bq)GCqcPh8#OXl0tZO@8_q(CqcJ* zk&%%cyu7VQW_6u%(nZ&2NbC8)O5o`qdR#`~JbB8^ut~T7?*)j4Pbtg$>{-SmBOM(w zzU>*n)@Yt55tkCRJJ$N{PtUd|1~=1_L}FdF?G|!<(<|hxvy+UDA{s;RGJF1p;E@uO zkXQ`(>gwn;J8Udc=4nU5H{Dtq6mlHwd}CS2VfN5$_onsOrZbD+%kwXwqb9|0O{rDC#Lt`c@mc$S%T~vUcGuXTtm-@ zf)F(T8T`2<@lYs&Ht^)=noEq>ZP>M5)G<`E^YcuCf=|oqfFaTfe?4bInRmbDFRPw@DZBCe_4D*VISlyuBR>{NAER^NmKJPtb8|&cUFp+f4;kBF)&qbAG7;Wl zT0-hG0L7@T+7K4e6O)oY27rYe+a_wf*{;mua;oUtK5PI&+a>lKZMP8O-V0Ih>i^ON z1Oy;sI4Is+YQrY>{Iaf6Qc}g{#{f26Czvhq7KGF-za?=pgeg z4uD}av28uE4@3j?O6?p1t!emCcpLk7=gnt7D;zC>l`oEddiSepb8{2tvWLx@G=X?UoZeMy4|Z6$D! zo88^3Hl3x0vP|VO+CGGS2ZsyKfe1#CbE9!j&zG7UqRVX%AG_N9LP(YJ;OMB# zoHaBwH1m)Z{t2dfzt?*0K0{)A=iczuXmO9Nvf`lWX^V#h^?>oc4!81px6>-upa}l7 zk_4(PRCR*P@P7B@p;*J^yf_U+nhxD<{;Kzmc}b^!>z0U^`8e!8WW#3660p_I&JdEi z(_Q0tNb=9Xg!S{am=tY=h7b1r3{RBre`UZYAYe>vCtOnpgx&iQXau^T!!^Hl&+vnt z)|#TH{p{Qv(q~msQL(;!*%OJ!GTj?mZ;7Tv?bt;{MT@o~z!=aSe(}ugYzUP5vY|la zJfSUXSZ>orBQs<2Umsj?Q#a~!JEH9r$u5Eon0o%SpD%BF2R4ff$jA$!&0G) z9tidLFJErtp0KjA8YqNT7Zl(^_O$P~n<6O!;Wlf)7kAxU1p{^aS?#=VBQGdsJx z*y{b7MFV!DAFpI)W)5S&<3x7e$0sKp#>D42yxT}gN#V7YI*kZw5xj$X_bB0Xx}+o) zk{1AACmJFz_=pYmBpB_Cb_7m)5MX(dT#N9%Q4(#M@F? z^~YNTjZICcK86xd{^aTGC*!Z~HSTmp?y!~Y$TP~hPpB)3+Q!zlsiC2vc>URx24hcy z@VAhrzJJ$5TB142$W45zF?3^RhwNkp=iIq+*@jlt_{-N33`Nc3A;+&R0#1$|n2L|} zu?h>PTr+j@<_kYh+bV%mSA)xVrR*Di*kaCoK%sB%|A$X7!u}kh^SG+DptI+0L~LRK zREdTPj`WcP(+Dlw;;=OvWo5LIw5BA(zEyl!aDuXk?xlMF0zFsL>z!*vs52@DtLeeo zL~V!9yX%sY49Th;CReVBiBUrtnG?qe6Ex^tdm{EvrG2}r%430;j?QU^d8pRc^Kpn9 z4pRLy9MU%>)+Aw)!$nmRBgt;ewW7%{^=^GYY-Ob=78X`2+0gT6&(2X&K6Ce8yFe$3 z!N3}l#I;k>ZY0^!6G0)oHp15kor)2%okv*AxWiMs2#LMLWCwZY(QWty8M%n zxj!VP1l2s7yB?;dm)X=(F(T!IhlllLW;#+Tfq4JV<45Ch(ydC3m_ZeL8Yfv?+cgt! zW~kPXQ}xs{DIVjIvV9pH9ko*3hX6sn=+adlq-j*V>6jc7c~#} z(lExn)Jbt-rHREcFfah*1Ke-gil0PQTl;CR3C~S5yF@H|f9t`$vC1HWa+~*2JwW+V z#XQ*F-mSm)p#%~rI&ai2MCOV}zpi)NW&ATT8%dO(vJ#|54#$vBqTiiBWkT1Vue3Rl z^e!N_=ushT_!SWyEvK(f^-iWu>6=;1`9dK8n3Ky}HeaUE`~f_>fX~jN;OaB;3ZXkh zZ(h8>0J=_jGDaecWl)y7|A>2Xxi9Y~d=t_Y4p) z?wvgs!1ao9Il}+W*?A~D(QGFj9i3?HcjN)`^$D}Nt?fBaPfs4>O3m;#Nf8lBDBa4p zZhf*NOhMESsP2bv8VRhp1O(*N(%-NRaCQ@LEU2nv3dTqjA6fI{tc6}n zNKAbE>J^J7S?EZ)ZN`-sViwJ~NNm>oKI_3$IQ3+Tjpl4c`F*(bj*-KKv}iO>%k(7aw?>j)k;07|7)7tGFCgjHf6C-J z%%%4Bg?HzsShLP^1ZgWi|!iHXaA!=cc(!k5L+L?3Z*aNMYVxN2r=+s3wkE0zBYV9=Tes3BZb zLV}r>_d-0qw9Tl1l6kF0miTa;f3*TZ7QCIZ%{?HM@4c0Yn`T*Aoc=5gaCcu~dg&P% zWLOdgaWLQWJRV5cV`A+!ZPb0Wt z##xPGM3h7@aGwteJpEL%#?YQPR_(5e9 zDja0T`1aikmnFZp?`VCNmzQ@9D?te9Qyg*VJv}`NNKoj)Qu9usjyrE7b*?SIshU-E zS+KUYCTwe%Yfpm&IFRchDXF)@p4u5^9)~O6`Uog_k)sZ57wh%aOfiqnK85y<4rJ5x zLX+cuqngM+fjm(>Hlz{@F~Gvg>NYQ^f7N`P%&x+)*tC|0D;fXHnKL*R4+b%t=!WV8 z1GN@BSOwdfn9(wm_mZbQC&FeP3mj%XVAG8AgtcsM6;t~-J zx$!y((X33=8fiMJIQFe@bHk6mBoyTjux=(rX!X`*VVnw$mbx0 zSeOTg1Mhd5q_^P0A^cL5Yi#~C-4czQuPPkKv!(o_+7sD<`!u$<;{hHcdqr{O{Ctxo zcM3ft#P`9$LDKTzZvX=5+=7(37Lq&2Qc~GN2UFYm$k8Ok)i)_RD(ctVob~qP!Cc2PWfhe(j97_m>SaH}7tuLd zv*6ONws?AG35kpo6Qo|@@Pk9|{RG`=*3i4VsJ#=i^AE-bjK99`_)KdGw)X+H2Ip{C zSy@Fa^;6(4%U1gC^Kusq=PD6NdT%usKdjsUddS4Ygb8r)VwOiALPm~B?N&K4zpXn` zAQzVIr{~-2nb+oAA-sC^Dk5Y9f1C-S#+sU%QiRrjbeYV)`U4=X1t5WfJMXev6qU`) z7+l_d+ni||*$}tPa~}PuM`>Dn|2GL_DXc%jq0YsEXwooqs7QK2_a6rn4LJJEPArQ> z${&k{#!+)V<~A@**M|?$$b_V%q$|J)Jrj@aOfj~K6M&60UT*NWh|qR#QxDQwPTR^N zOf4%XC*ZwhRiMKKztx^gjXSBwu8mhW_4M2#E04Z{94gU5Wh?~0%>59m?E%~dX?~S2 zp8^T68+x17OQbgNM)&-%G?JhdWOvJQS@~4wHiH9B9~TiHIn^;g4V)USrLFf9S} zzdsD0g1w1*{yfsXf`_&p_-LOVmYd6*!fWE7T^k&X2|-K?8UC>jS7=t&C1ii+|7Y+0 zlqz9fN#W(bu`y#77M3p%Rc&#Xu8L+OwLILtm60aXrrGvH8RbZ`XN9eMkTy{RZDPpz zDzd?r;Cy@3Dg&Gbi52%c@>Bln9Z9)6WluHQ{VDfame!fZECBX&cODp?0BR?0mx# zq@0H{$kd4RlI!{rdQ9dyq;9nl?I!WsI zGkoqYi*wwu)t>9JFE!1UeiTwvSn{UwW1oaN8U(f9`o7O(bQV%$`S97iUc2wFZ_(${ zQ$y-RS1{tcsOC>>qkEzqgS)`CZLeFJb30Vfpe0bv>l@)z(a=!z^Q%$Ve?$Zy8W1_U zt%pCHTMH;CDZ_z}MA7s>_zHM!nCan`{5SA)<@IAT2o2P;XU~JCp(NI8P-F4Ki76U1 zjf$!cAjrML_U>-sLOy@Vz`t|=XoT#QLWs9X2cJuN2WMaR4JHl-IzLwB(YErQ&*U>% z2yx^@}c6@^w;OO%zB5ytfj#lDmahrQcS`n3$plK2@pH3n(0bc7RLTkBt?Io&6O zeB;WK)=GjJ8)b#ldVeB>OLms5kv{PF47@>|62oLq+hAhU%R(e|aKrYA2<+2|?by&W zf~J8d;;lQ*kDivk`21kGadMJ=e{H-8z%&rUUlv_-H328-CkGd3g*)>PS+D!<38nw? z`m^VZ&e(y&GrVG3_sH9N=wGCDeX(GBVMy?_56_6_mQm$tSxWUPngw2XO?VJPos zddt*njueQI3z?scy3`}22M~M{;AZ+tg1GxE?#+EiuGDds6G5k8{@mTv@y$M_3N$l- z!bOuz_a0;E(RYW6i1>J=Sek3!LarAU6yUyn`}W_B^)9ve-P=?(arDyNVFziq(Kl{q ze_p!n1aP%u?O8@fG|)%fk5j9wT~U{e@Wa&F^aE37M|7-!aZ(vCL(JWtXd*#(o7hUQ z0kGM97|AFoAWD!22`m`YUDRq^fBH8XXeAa9bv6F{Y2T#BSM6Z^Rx@)$c zh2t}`>UVeRTY;ZXt*u=EJVr<>OeiBGlj&p%@Qd$Wv?dE9fAEtzR+glsq!2Vh@W}`W zbNPVXJL4)$K0ZERh)ewMCA~J#8Mergd31byTT?jEnWT{6s_JTwY)TT6#`Z1Djp))y zt=M|^IeZ8ha~BuBbZ2EAbex~39SPhH7oW$FAco38L*oLf=YToB0R16TKs~R+pC1&x zupy>Ic4AoA*m&7UNa%%Og#)5B54uF|jUnArj;Jz@$ru7C7IQJxd_^JX@{K`IkObYv zNqD~PZ3%;-g46;bA1TFOPJ2*`fx7M#rM-iU4_}T~~Cp zfN;>{N~Q>{iEOF!|8oQPqO&IEDc)CivAb$5NDMR*r^#3{^Btx!^+OiM%qilPE>1?_32Jd!25Q%dN^5(5YDh?Sfe|I3`0;VCVa2S~G+-&dZ zQBqV4`xPELGG(^)qEZzohp6Rt;OU8H_x2$!#m;-Hb`oOkMhwf?<_>@(=tQr0;d>@_ zeU;gkJ<_$pmC?~5qu@2Rd!gpS1pqrFA_6yeVXW2{-5%rO@JZ*o<&9=8T-1Lni$Edp;aCW={oVzm#YF!j%?zYIXUtE{{0&q z_1ie_)^n+vunhonVh@scIuaP=cz$x`+tU;l7S^mryV2mAmZ=>;uAT$N8 z%tF$8Khlq*iwu<~y^y8HL{g<*F)>f>|2_7`_<~G=WN{Z7ty*KKA&tx%$IQ*mnU9oN zqtRV(!de@b)OHt zHAwpiow2`s`7%eo3mr|u8$8-wo*B9uh|M^7i{r9%faDv!5-zWa?S&qJz`uSOT*c3? z`%*yt16o5R9Z;iD*$-drT;ZKg%9f}pq?!OUfg!P-Az2ma!F`=` zC#2&4!WA8XL}-Df#YE!`{EBkcP*s%;zi{dPUp-CDN08PVhlY?v$yppietkPM2NM?; zM-fV#8Z701ggmsl-WTTog6aahPXE1yLfRg|F(ram*hH_j^@-Z(gal%s&=HqA zJSY9nK?csH|7hQz{}QSM-o*C%%|g^j5))_P=;#Q)P6CKKGIscu%xyq(+k>>X z{%DCCsa#4*j?KTR3k?lLGcPEf6N<}P^6`$!CLDvpGO=4nLR@xzi5?KMi%ql zV|!k`_d&i!*0;lq)SIs-kT3JfNaD#UEVF>$fopCv{gDEczaIr!nPO%DmAB`+YIYXY zUUJ~iw8mZ?-4uVgqCfG`sKP<_UQW|TSv$Leh6j2SOH&A*D9XwPcZZm9;S&&Cq@_hC zBLL9n5+nK?v=@59SQZbTkLIUtGdEMA zQ-XVAqQtTZ>FH6BO^06jGEoSrBl(uLQuC%^<20Y$rKu(&=^s_}C59EUs;W`Cf4Vz6 zXRQva{SE~IVqCm*scU|Vs_7iPABHTh;MJ=SC{`e&qK&89Ch0z_{G-^Qf7a)thJO9S zRhs{dVaLYDk!MPUZP?3egY>jb0k7g?VhGEdf~bBv13=D_@H7;3ibgIV!=t04nK>s= zvLPJU>{p$}KPPW{i@E-KWMB#CbD{GNLORI9PFwjUaMO1WyMSXM)%jsXbY0%{QGnmj z(hm)s+l)Vtin=%c*-iWh*V)|-sBgitMFX-x=bD?*g*vQ+CRq#H4;&mEq!ge>%bvLH z_PdW2gY`2jKwF#z0i7?>#~Wt{ON_!H^}(0#tc{O8x>F;Bn%L;+p9@mrWl9I4zDHO9 zz5Ek&de0Cd{qd(B2M0$fo{5vPGA@J#o7colTl__G^3WGA7_?pr8=DEy#Q6I;{3r+l zjJ_4-%*xKbOw~gu5ELMwNUNGeiKY7gy#W0}Xp&@S=l-6H9}S})Qi}sjf<_DHI-ZTP z%q~sT`l1=)@}3pg9mBH@byX6PbLjS0g)gGL{s$lTowq_or{WKm zsI132|GV#gsa+^9T@KlExYqZRj0UTEKhoWJp~al6iVS2E>GHk3y%i_93w6G6ni?9s z_u91RUKVQe;&w!UlH={&`U|oVBP+ytExGVB_2ZENO|f{lWm{YjaU-uGyzVeA-8WR3 z`^fq+hXY_)P!7kd*RKg2uri@YkSUl0pwhckPDMsWhP-T-qA3MV#3dv$x(HnG(1iQC zUW9_CW`fz@rvBHrkOalS;bEkzpfFB_A(|DVJ}Ch7$b9u`;{L($;r7U0>b_<@6+wf! zJJHTA5mhX)w6wHveIx`Ul|9L@i8L?J~-u^u!)%f!rFB5eA_ zYdE#Al*K$Nx;CMG->A+{?4NoR?&pWA4#^t>c%*EuaZ0BK01t(61xz+H>1kqdsHv$F zRP&H63y(tw33>@kOqgiQ&wh=(JeN^8WC^xjW_@_o=bHm>bV;p+kmQGffdLye6PiT; zU`%ND!ey*7sJU6b;YdJ0fbIQ*!M7%(cD~4V??H14`-My5&EBz&gTxB^CBFMp@% z<*Qyhevf%I0NS&&RvLSJ9xnzQkQOKGmvHs(PJ_ir#Lud)n`!%H`TSe6>W8btul^>o z-$LCco12@#hj)PFdF_vTBCCh{Zb!XJ^fFw@hRKwHzrF-fyg%>OK!dj&c)WQIc+v=# zPI^A_jRbZ`0BCIZgMFfc$G5mk5~6LTp6jMr+yC8XdHpU?4^qsP@$nIVrOmmwGGgiG zJ0I+}IP#PYou@+eXS3JiXQ9ly*`Kf8wN$T~%#|wT|9Nqn+D7uWyL@9~Bhrw}+SkhM zH3K9VybAb(N5Aw&Qc5h9Kr^gY(xJ#81sd{O*tNE?N!kC7g=XYm0J+D3gs=WqsbA>l z2m7;C#ux71y_ZmM69VnC^`#|;r(x%= zPAvzHeItPyt&+$FteE#U^WuM9Pu6wnK+Vh`BecD72H;`Qohg>thD=wG&E4h8moqzs12Rz?4S-!pg?-3$j)|8x2o;*Q}Yvd;mBA~eMdAT*wEKEvD80zffO2!9B zL?IM~Ol%=%As-nCNMRq|ZC-=^%GIHF&sAOu=6@Lr*@a+ifF(mVz3(THlrA7G;2YZ7 zBv5Xw2ZvK71x|9-&43lu>vGl(I9&7DSv&(to3H-3&tWwkDM+L7)|S#~Id}Im6&!ig z%M(EKzA^gWgnQ&!Y|3seoAbVa1F$QGnx>NhDFZe+tTvA)Q40{6VY>9PV7(#*GqV>X zM!)A#`whA~UAn&Tr=Zqn7ay5@7Znw$D{P@$SPc6o~s4YDGnxp<6@0~k$(EJ;_ zMrP@OXP!N}in*D>^S&Uf4+SE;_#{eEaK{+5Z%TtV)<;6`Sl!m#@->g@q`AuMz@xAxmh6*=)d_Ff+ zsIWX09EcJ;hfbf7A#vi&CZBQTm%2)T5aED#(D21QgYGN|N?_Z1m)K{_(RDiVw>fw2 z++J=o2l3TnG7IuZ>a3@bl?)#g&s%(dAp^yPyFaxT_C^zA+&3?oWrwRh`EVKa@+9^) zHu%jhp_?#B9#bnT#%zhF86qy{}HXaQS{y*m%G$DT1Z!>ftO>=3m1RVzI zm(&8VL340oVg?Bh|H;4tK*`C;iJAYNgrnZ?`tadLhczQbMH~Q-78QFTW?dn>0EyA` z%nJ_u^E5*I-V5)|o5FDXv2k$9+R{t}jb@z+1{_fHrC?g|*u&O4#rkKWa-4)+=4NMa zFg=MFe0j8(8!s9d=<%>;&b>;-`z!=DGVg#XZuebRon=OGb2(Uc@0uA)dtA zOd&r?j6||L;AviJa>$1Y%q=W1^YedSs=`hA1*-?IrFCPfsiU|jnvyR#q3pa&_5I%@ zxQwDcI|Tzj?|XRko4a#!aNK~jHnq6;wXoWp8)&bUwRM_x$Oq?9ioVm+bp|H6JJTW5 z&7|9rloRaPiyE24j2>pOiI4*DwhrsPHf5DkmviH#1b_S3rMISCwdDs)ua_k$EKI?z zS6o^+tOt32pyu??-s)KeE!^|x70k_F_Ie;U9N11mPQ%}=l#uN&lDWAV_U199Q!0MX zWbER!(tzUwH+cmG8Qy1>gQu43HMu#T>pq>PDL&!iDBuvrjWWq?H4Tm!)_Sj)tFm%E zUEWf}!J_y*>mG+z;;?T#>!6*E&_f=xJH)S=_!mwrGcTro<9{(Zxm-SIlDq#yqO*2i z(suo1C6ZJ<;FN}tPE^yA4ln0-+Y%j#N%ceWM=h!k^Al21*nr@1kl`!5eLQvrO6unV z!-_W$&WdqYl;?AxOfkXxE=Jxn1Ajd4esnU3Yt`XO#w3Q%&R-N@XqXPX#G)Y>+oz+c zsYxLepWOYp_=$s=qE^gHu0nHE!#e=Ih%9d z8>?iLm6Z)4+})pzE4P!m()(Q4f_PQ_7N&x3)w_h7KVFq;l*I4gW7eFnVP{xp5NgO4 z+ca7m{qzoyTVsF!Z8Ysl#-*cdd-2tiRSC~EG5y%+)xrp~Q))G9w=vH7Ret( zk?+DjAak!W78MhVyvVFbRZ{IRz{Qx@jye!{RB?xLm56Gq6nPY0Yh=j-!W%g1;1oKu zoIjmWMn7`3n4O(H8h{60l`-$}$w|3>rpx%}yj*3^sYYzAdKrJlCv|KhaS@HX7g=SA zS${H1F1Lr&JTjd4IWnL^NG~OM%c`@#uTMVw!le+|mtUXp%#FA${orJLqD;tJ=MfE= z09hUD6}Ok$_U!yE@knptVq}zgG}XB`@^YkDFhzumle69IGV5)0ZiKq4y!KYo&}r5L zRrrdMrluxE^mEfPr&%vrhm5MARugr`JGev!GMiVf%VX8!k%x!=;>%)A^S8KqTmF&G zCEMG%4!fW3UG%CcCvK=LBf!J_+k9+niWpUWx_1h7 zEP%x203!KmGSn$y%FD|uE;S7+A-Eg_1jPd~Iu8!fWv9*KE&Rg5!p5PYJ6Kp)v!fc3 zY-uI|HdcIEIUxq#5}l!dFAz9VzIl_>dGsUs$B!S87PA9C;Q|z!xL&QF9@ACjrbI|UK&oA+1G&4)E}JS@l{Np?b6$+zPcC<( z-#u9RQP>F7bNbLmNm)7K-&p5SITlcZ9EkD8fdO4df8qVF+2$vGc{itdGBc?*X@hW_n1Bx5nq=d%*`O_T@uV`6p6qL zot0%vj6&y9&gSjyyN<>eJkcF-U6%}0^w9G1asw4Xk0=0z_&1J^mfzV7czSvc9nyZX z>t#~1bg1F&jD6Qz8J{lq6mlu6q@*Md6B9N*88Mm%yLj;;+uVT6rR|RoR}Fy#H$(l~ z85FQedtXsOPRVE5*}K2@apPCRS*=>tYmA9soAp0OTkZX3y%ZLAm51W*R-Y_mPugf! z#b)-Sn#TvTiMKj0P{c*KKSu@x`lQ>3Z9_CpjWc= z_v8;yMmc4cr#yd)ZatT}mazlT|8L9L_GHg_1sn#gj(#HeT3c6J<+brkCY$A)P#Bwf zdc^ndnnk;|E-rlYooUPfido3;L(%2Tz)|=4Y$<;(NHt~&e#49xt2v%9Pd_;k4f*8y zgj2qR=2|mAuZlHJWF2LYz{uDiNrCc%E(>qD#Gx^Md z5k0;jboj_;f9*<=Y95E-hk{f|?=p?+dD@&1zdSdx+BigBP13yLy!!K_GdD2xlD=no zRATP0AgQ5&2)*`FKt#MKwE?wyVD;L0m0Wg;f&3aJu5?YY${mzPJ}P>#KlbVRpG9|20V=^VOCi_8Wo(V1 zPGsF{Bg>ZbW=Ne2Sze+I>{>w1F2XDYKBE zVJ=8U&FDD$gL;W!h5IZ~2?P%yWd$H%*bGbX4_F(1!hd5kzzQoE8)srPhn=VWFemYF zh1l#TyC@TrEL6MbuUY{zdD_S&cxqGC(oibE%th4)!HLv#V+X|5XLStiN(SefgA7SiR{cjDA&y`H<7aNp^l$4Yhc>5gf ztrqRCr;}o{s5k1W|7E@n4ADBSgog{@zkVr$lDAwLJ$&+=m66-`fA_UmjW>o8ET5Mr zf+7gzRcQDvpn-KKNo5O*oQ=~LH5)0E7x(pD1P;H`ab1XZD`5TH)Y!On;xj>-;E4vz zY;Fz)?2mh5{z%KZbm*T=BFF|SwdN&&JEkadZks3Zo&nPUut=ezqIQr&!R*!;r?*SD?xD;!1*|yv zTxly48$=3y;IVn=hyi{2GmCkJp>;2VP*^mRf^Ao-zTv>btvoc&QL#@`FsDOAFLkU@ zhkG-bi?!}(sfey34bneGbE$b#nepu)OzbkAS9k0DIFYRM%F0TyqW-m4?S}8wk@_IO zDZSs^uPfbV!d%_mNdOZo2GXYB6#II6*D}%zK8R6T@akv}pI~k^Aq0!Qj5enL&WXqh+p4& zE?iUxWU#$UL$1>Au*?AePV0p-B-;XWbZr2RqHl$!TMA z6HPEH=e3@`l9G}dtMebV%Yxkfy+Df@SZJ7bp%p;-Oi{OBNHVZ1%YKl{VlX7DM#jcs ze}Ot=6foaO?J)GVq@VZd-@^rZbej(Qm{aq`qu#1o=Yv0gt^$=u+9>_6Z*BY4BqR{S zi$yXn+40y*lS+Pml0YSUbfsl+A>+jm2g9!JFTBmp-Sz!*f-(#0fkgcYRr0duGI3i* z-dJMID7zS^iOu+4mJT2U`X~;O#v~+^#H0|#@A~V8v9U3ts^>1y{c4G(EHhYlci(hNV}x1aBMeoIG(47J(x_xD?!s^&d~ zl8MRiBuGxh?lUb}T-Ebx6GpolzQ=dIQ5_L2zV>&~KMUaD7(x>Z2dD3?iNxOeq)SCz ztPInWQmb~7wXv!uAnbMnbvK{!ssni%`Cy;e{&}wB*^uvFpj^-2tV zmI-NuB9M@dWPQz-!rQOWxZq^r(XU&aMZ4TGjhF%oj7apJoJ;2g&|bEMQ(m*J*>=d} zt+BMv7A(aiB>F!(8#O}S@#E1vmBK&=Pj2+GxJVrTDeFy)g4?g-bmvo^AyG?h7M@qi zaX+stuxh`Z3fXK~b&~w5tYZExi8F>y>?wSX{x`bZs5kI~eLqzHGu58!`5p`1fD=n? zx@h2Mr1G1~-s9!I^=o0lcF@8Uw;_r1_Q8CH3v%hbYSa03i?03aS7gI%WMuT#q*@W` zCv1wj_4?C%(^? z@>Lf}@*hS7_}gIu1bYfoO{}UPoyWVOq!kYdxF{>%xPbxibPhq&)k$J5odVR{pC;@~ z*L^#g z+FFUJsqqQ|&(0%H+Tr10bWpnL!+Q1U)2C=AWa2^JXybl={p;WlLQTKTK1^`_%@xb# zRCaX2dqp^Y5SGW1=uoOIlbKqw(i3MQfihIZ>w8p(4ldqAiRiQlId{bjB9Tap3ar;z zStfB$nUJO`=2xcrhtth?7m0}(FtqYi$&tB8xrww;&`3PJ^x%=M1IZi6vg#O$y758+ zOzWzyWmWp6WA*I75|Hw@w53)!fw;@TBT+(TJJ3s0L>(`dt8PO$Z_XwrtXnL zpM2Ifll05T=ZCAGCfx_(#m+2~P)|QT<1kbhzt61tP)0OGQJEZ<_Ky5}2Kir;K4hhR z#Mf+?jk%eu9y+9%?i)tTvzHBW_bM{^bsWw{`o2_L8tv}po&2#!LP8=RNx~}c>RPJ% z?l&NKOyYkNPPg*3(UDhHy(O@M5lid1IiXO6XbK>L_bOPbAW@S7T>6%LQ%@tlbAKIn z&H2HOY`ab8Dafj_Tu-9zQrZ8=;>sj%qzElg@P41X-aL8ClE0Z&D#Q3wyT@)+=t4x! zmaN5>M`sQnnylk}l?a0vq|s&UYsRwk^Y!2={4?85x+=H2^Sd7%>tGTmbLo-*Wfi2B zdwK~V3F#xRqn$$JW{XvW7hqKDQvqv-qwCw(-yd3EUvJm zDQsio<1LH5x!d>Y&ezn`G(&ymae(aMbtd9)dm;M62ca|b9V&HKGQ~U;F{W`R#F!XL zT*+2l$(~O$(RDE}EO4@7AT_M=`8>dguth@E*gEzxj4Va{4oWeaA?xp^6zOmYxX&t| ziGV~yyQ0KQ@K%!pmEq2(J0Hl9v?G3KBUf3=d0Jtz>pnZBjm4c!P;{7~JQio;4(NaJ z$)I&8`!$X?HA1E3D3CLvB|o!@+oR|pNa8A5bo}hQ<~lO2 zcLN~AHcP>@26&_ZY_@Z4l+KRj+v>{7R%{4jcPy-|c#I+F_^!cceqOQtW@oB^oai_F z2(O2-KFe>< zckQN3LQ1Oh{{y)gGPVUI+K{lYc{@TPA|l`t)K_f?hu+<7o1A=(CMYgk5>Jhx?>(2S zid|q*YGG;lq+{-82OVZNyJl0&vQAn`RYtw>)*ZAuTna6~C<$j0m7*fX@a;V;>{0T=6L(JE&XF&m& zUS7^9s@v+v<`x%EkGmwHUE!c>)06EyQ0F*U+zwj-T@Jy!vpn3IW65Kg8X?Y<)*LFV zAYPFy`^Zg$JL>oA+kK8cdH=OmOs@}=>CZ!C)5eyfaTep2dvWno63ZP1xX{t=fFovw zZx3L8`=Pg}Wz}Y(J4?v<=Z~csE2OMtKk$aUDeOEt1Lg6w^FWPp2wnhn)1u6UNb&f4 ze8{r^#ZLj?4}|WlC=Df#hsBM?rY4WMfIQUgbLK1#LU5lSEVt&}d=@kKOf~OkMR*=6 z@PL;rdUF(zTow`oT{cajM)oZ&QRKN+?N4!c^REMiF|PGVX1|sFLWc{edY(?9b`p;P z$ql1hNL~KhR-i|Z_21LCS=9%cevg=2Po)HZ^sus*wf2c?VQ`YXV$0#Bxt+XDGK9p> z9>4V;YzFK=K}<{A5lPA}8u(XoYHF$`CKmZ>**eM@8`DA7W&yJ79g+9?H7QwIs`>Q) z_X3c~!$)+l$^_CN5O91z7wbFKh|Q*vsqF49cq?1d{N!l&{?ZT5JAAjFaN=I)<-I^j zNqHqr)OWAAf#F?qvpkzx>WxqL#?iEC%S^pGLRz06I4Z_pRxi>k>Gbh3LKk1irY-LB z_4Eb4+w}DGyrwm&xxxUUY{n|xfZ2ui<|>_C3Z>c5!+huwyuHwKTgxUst4}g#hm5t! z``f;kCSgCH=XopT0=D=41{_q6A@bp|gzk-{BJ=vA9sAXrYtAo~pD>AviT!R4f~o}x zy$vXi{zoV3=YfB#CiY};QSVN3BTIlzY}ReMxZ*BV$DvEA!y{f_xRO0mu{2iMA@-rPl@Cbl)o_FXm39W zG&0{iGPkvDgWOWlj9>yhm}pOHqB0AxK#ah^KsNRCW?+rQeJHoo{g!dst3yy0Iqe4^kT`m^-`U$;Sv$q0z*fw2zT$^ zbr>v;EHA%m^7(%I?lpVd2sT_3%T;9!jrqR3n|^yEwmzd>SrX3{7wzi)tW_KLOgUTZ zt&HdtXv$P$^l<-pYm!lB-9bV@k+Oi*JT&wS@*7hK|FXzOvj$A0xAkcizVZqR7pbY+-{&gf@hAFW5KiO$9sd42SS(v9jgZ=tDcAi+YePd& zmV~GFYmH06j~|Nx_MphCIu3&*hqt81m5i?ACj>c%m}u>gxIn%KryQICuOFG9Fo3StX>TC^|Ser1U`Hes9}z8I2U4{MoPa z-p-%!Nt2FEPCHUlQ)9WpdP#)zkBq$=vHx1^17-nyl6ARFVOMh=`Qk@EsII9LZjdMa zE*uRvIxkwW!TZj%wsBlX}Mjx$EfI0l&xYdfuq5FnxrY+v~_+S$`(_17L zbQb6ok^sqcny3+L!@~Lzv^YYb=`N@Wc8S6?5oU=0L19DU_mD=JJh_9)et*&|AyC~HTv~lGq0)XPY84?-*}zpIa&~q%`*XiW_)G?$?p=bI9UNs76H9}y1nhi4@2#;) zEX}o46pweqi81rERYuCJtM30M0i6HQ>j}U<)VBs4`3bYq{2ThN*Yi>WA!A>Y4KZz{ zXXZ``gJY};4oZ$rRUGC_*N*Wutfz9x&1Nt^r8KtRl1avq8i_IQemB$%nD`}ZX`AXC z{pm(D@OD``K+VjIAy+ZBv8RV`XomVtVs>_1Mg}dw;+$L0rEaW^yJco&;SmtXu_4ig zok8!zt-Oi)fmbSt2Q%@~YNj{k<*{UOQRB^h4I1w~STTOfR>Jak3LbVz>q4j9eo`K_ zoeOjBVybz6ll>eVxR4U^fl=}q>KpcCJ1xnd$zITW6s>)ztIb#`C%&L!&b{e0OU_kB z!_Oj^Fd~=Su9+_~yfoseEgIy1k>lun`u#T3pi`U1@roLAsj84G`MPy~XL!}ARII<1 zMwnO5bQ-+9`edN_=?$vM^vg;Xa)yS6YwS)q6Ql`}tyLZicC>v#>^-?Jo0yUw90hlN z9pX(6wiUz8juLd0q|4~ZFPRM134?+(^wxxo)54f*=Vyf@QgK9>4k%BVMGL;v;Vfwh zA37Y2jENEYeaGQ~V6|CGYpcT*2HWn;hVE{Sb>8p5eG@w7{Qi{u&X@{3gSK^7`n4G9 zt6|q12WLk_$E!VU0YI({zh`cHFD)ix!)a=XWwpCBu(LcA53o+qV_xl&V`K#n11Bfv z|Iu_6P+4rz8W4~YkPzt(>6Gs7Mp`7KL%JK3Mmhxv0V(M&rBgbjySww9x$iyJy6dh5 z@-s7M?=Q}ry|;k-u}JxanA5rxvnm2r>mmY2D7*&RCbIaOFSL%vsw_m~hILVt&v>zj zBCls@a(=h^2T7itpPiWiX$0)~@vM1Ph3mmw-7Ef$t*xHJg(g`=MW|Y1f37A1>WqAO z@Nch_6dPL{7?bO(CBNBPTS5R$>ws!u|B{n|1Q|@@8laEx0%6CCOF}XXo{5vs1CSFd zze7+P4z~<~2YVO0yG|V3h$r-s>?RGfyj$wk@dE}rtMj60Chuf}3CUqeMsMH>AB$t*RdVoTpO z=&SDkVFvWd%fOJ@Tq7&PIf#TGR;h)xdCnx2ZGNbz1&RjuD1%wtGu+d6aO-r+mVt(TGjXHSx8z zFB9JX<~@}~PBDQB%+om|Q$tOZ=GsN7-*TANuzRK`EgmxUt5WcEy+^8eso5hQ6>H6`{%HOf5Q>h&0kQ!5hnFqXiy^;JL($sc# zb`1n~1_2QfsK5{8+Ap=D5peceEXL2b1A+zXgALf01%4eYEus@N#VlIL=k{;;dtqqb z+>P8O8bKmo?PPzJBX=s|Ugp{zdEB>?MddUS?c>WojKVf8lXq+&90w{s96xS)Xu$SJ3pC)z|clcN`PZs zW|vIxqV~{!xY)2f9|$K2U>%qY_qXy4KU+OVfY{6?*+M3*qi=gqG|y<%XNkEybu+8sUg?iG*62(uzdK@9 zCS3+(zrf*7hjHp0A*yQRRVR5{s03kDZ*(K|IvIzlc3V!vctl;nQ^hy{O`leWM3XPW zrIB?6_fNmj*gYxeJFSe)T;z`-xCZw}qOOQGo%Q)vpY$U20w9y5DvZ0do88#}f4uEA z=3rrUk{4k=a_s5qvV0~mlEDj&cU5`-ys^5m(G^QB?#Ol66bjZClI6g2b@#>7o-rPN zmyRKce9ab!$6}b`98-ydj*gDQq?_=s&VG++soD}-(Cab}NCig2=9%S)e?+KXl9Q7~ zNtfDu3w_(^HN04M1sW=dwFhsS)^Z}~a5 zDg`MFTVBmtkL4jFpl%8z^}_QtITgfgY-}otYHMp}W@ex^4nfZ`c<#oWDJIo$K#bWa93&zog_w1In}E~wyHM!gSN_xQ0YQZL@As+gTs4KBa#*}v zk5&OfdtWWM0gr)*fq?;>?8sJ@pPgDCR1~MDrw9CnqhRU&E6jKA-ht5X24UjN2n%4x z6gX}0OEe>z_NRpGsgb}CjMslM0Y(Odg5arX#&9M-hxfI^ju^1iI<4Lfs*WF`5jw}m&q`ln0=Wc2@%Z?78Q}ardBCBRp>C~=WpLTu1pR6( z`Sh?aa-k zj}}{AGzyr7ekYr&6U~0~^OvCLn3~dRieYKPA#&dzL90OH^r0DIC-e+`;!}fcG0JTSegXpnXX@-pUG}DG zZh5|a`=*d3lo{~s`B;;ieI{F;+8YcK0oK2_f{sD?IDNP`f7@~K@7SAf=vGJy8uMPd zqvvf#kbDd<_)ypedpQ|EE*{Ei+Kah=a8UC(Gc$A4>%(HRhd0M5gK;OrJS*cIYhZNs zre4|^F6DMGp;E>MU;IrXNOhlI?eN_!m!0&crOkg}iL+{{5dLR}#D+f9o!+9>G0!n{I zcnPGA?a|yK-5PozAx19hk0=PZtR#A(iEnQA$}OkMGAFB-IdUCVe#0XmyaXIj@So!X zY-r9~=XPYs=dvr&?Tf4|I<&* zJwNAGD>7(u9XiP{V^5t$RR=)}p5Z4K7fFh*Q2*Mou`z%E+4>ER;3{{j8vuAi1%w;@ zi6-;)pXwVLcFsN4dtV}AkU(MeMlJ8lWwTtqXEE$0Z-72C_Z>gyB|a(X$nIn@2)P0f z+%vPYmIF)&;|V!mg(mE^WA6MifBPk*i5O}hw!VeuBW@3W+3Mg zXb-3cQGdS8`zCHX5?(1z!T>uda$j4LO)Is~DGcW_0$zX`y}qdl`{m1yj-cmX2Q~ye z&%Xfn+%?Ecznxg0_!1rc5y)GR2fs@)?c@{sjE#+A=?#j^B?3;<31FLGiJ|V7_{d{`Z9;KYCwUxK9pc8&LkJpK) z+z)QYdC97w1xzju3c|(Sbb(k1O0Ow+c&f?22n%{X%`SHuQTo}ccoKlLXuMYOaC z0*wh$QRjT#D><7SKDC_d?n4P9tu6SvC?gEUEYYqAgnfo+RIYKtA^DYT1qQi1p z%-@+P_VndtWG?0fyWo=W#!Krj<2!XkZ}lY~>`DU!b3^#6en_2lh{(h|!}FuN!{omC);XvaY{TM`X|{F#`Tbs%@#WQ{snmRvGR(OiGUw;@DIng%)NF z((lM%f!SZ756y$_l24BhPV-Z0GQn?p{#^CG1dLa(xbn1_#^<^=ts>)&t||Uq20?I^dwq#2V{qXvWbew|D6uO-xL} zA|jyHIGvrHjB9UjP!5b0DZXM76Gt^Q@xOih7KvO&S(#Q)aG|g`y5Vnqinhsf-R~;D zK5o$OXLUQsYGO4J!850c@deIR(vA7F@VcGA0g>W;vyrTWWjk4_mz*mdqg!qLaK59y zJ5dyrnMq8ml+lZwb-Oi^h5h=qjD`jdaOinflRqKx2-4HCR9g(GJBDkQ2Q-HZoBGw43Gpu59jJX6jI~% zZji{gr%DO=-3}pN$;MzVZb-q#_LZVb;LV971y@PDyz=v&CXscT1tMf{n*fK`HaDf@ zUzEIWBgt3m1J()6a4$yqvA5Od4jLBW>gsB*7{J00fSYb}MRrMo z@MCNAC!`J7kv=jUb9y6rBK$#`(0Hl}4EwZZ*ZhYB>H9v0M~XeKITGYV_cfYFIBLT& zJ&k+Vd+D95o=2%zcZ|7oneU%=Ib?WM5_-Kb(BghVTL-GSQaklKvazh8b_(Ktaqr|$ zzTj!ZUVK-qyS#7Qd{=yFi+03Brq%s(vW?=xHnRWhB7(}4oX1R_R*xC;$4z_3P9r?k zCdobl>caGI`iHorgr7l!#q7me<+UmP&=jn#Vd985t0E10sIY1@S9-S9gb)h>hsh8= zjEF`7f8?x(#bT-i-|c8IAHWWyUTq{W0%t&1>T*uI5z{Bq53IJBk9>oE0F)btNjF;Y z-EzT?AFJEjy^;7FPz$or##93rM$yfM0}v`_ryKH2(2%>|fBrm^mX;9WOBTEQKu`gz(KS9EpCcKeR-(-oj>i%Wjd8fbj$&@D`CF>T z{Zq53fBL8SU{C#oixO+tR&a#raBykY)KpSe1Rg}mj4n#w1p2O){OncP2L^e?z*osP z%5^|J&>qKX7iu&SuUJ<&E^H0f6o6V8d3kaA#4%ubwaWDSpe0X!?`wH#AD@;Mu0cO3 z-4P&=5;^$sTG(YoY*2n8e|eLzkM{YU&=dn44hhNd-|ynQp67*&wN|6? zF4Z~cE`>&(tQ@hTh*|RHAC5NLn{Uoa#tItTl|@RB$l=Y0ze#GcjI(g^-@wHF6Z;_i zWfD91@(ynq4=HhufJBCZ{Lhw&QpTLsiN24wH-u93^x z>FKqhuIrbF3)V?pv{jSs8OpS@wD%7Wyx!NWKpx<*80wo>0J$J5FAqKa>uYyo6BCb{ zQ))IgHsJNo_GdYW`=o%K0+FW_hDA-MTTKVhq{{W3<3JKq0;3MQH0mQjtz&@g8~{u{iC}ovQaYoHudlDEsi_0B%dL>o4uA-% zZJmWfD=NAv;4Tly$|42S*NYq0E2|eZsk|iiG~eI^VKHE}T(u(Y8mmN2{Rl^6^4Nh5 zzKHjbwnm+CI*m8gy+5Ndm$v(Qi#6=a{HHXQgN+5PM?}EmG#F45yU(pN;tPU=tuTem zj0{Le0!_;U0vS8g&xzz01ZNa%`lS97<8rxo_@cBJ9C;0>BV})Mj zuo&8~ekemkNexUgMw8ZXDpEMq|HaXp%~CZx!s}W#n`$5KOwdeArq!9r@Af4oB4m|@ zYA|k%Y?sIzGxp+sXJhxwWY8gkUNz{s^cIlnCaOX&6!%4d5Y3lM9BZX}!BnlBB{Y=x z2HX91|IOm}z)kD#f2HNnN!J7AnFBKy_a zFLsaJEC?>1aC#m4u*cU{wB_+nsicQ9`9}aP;j3=0cGBYYbPlxUT4SGfM0 z?$l@I=H{jHRiVM!>fzPa(`6<44RNADh@U{3M3f>yC$=VkYC><>QE;8z+My6MIRF}c z^X6;|hgpBdsO`sL7a*_`plj&gmD!9opJ8o{WUPqi@8sJM;b%~W_}j>Z_7xtl)3Eer zzjmBk>BK=%XVq(WjhbfG8QuEs&cMSDW5=YKENi-Z&$BVu%WSlVK1_`RA{(24;AhnH zu;}Qwb4v7y>_+V{Qqe@R1+mebjqHKHA}gvpfB6TpbsmSe#_`&$@D#r*r=g?k&GB^% zx`OWvuXoytz9l8`?PjnefZyr+%cx$hwl6;O7G-W2j+SHMrN9Ks(}zEyP_) z#~cr=x&<-aj##L z0VLy>yw6_D#_#H4-^$1UhA$nflc4wjoSsIRekwl4M{Ocu93XeAsyLt%T{0r)D|0p0 zQphrnj+Lrvd8!g6KzpK_XI#~LJ|MQRwm1oYp{1g{PU60)vNDop+AoS^!dga>^;YKm zEVE83w-#%8Rz!tDWQMi+h>c^9fZK+!)EfKhIY#ZDF1FaONQtzm->Rb0Z*|^74Xiqm z2;SQCDhog4T~P3PpR+W&>_`>2m~2ZrePr_&`zVKj3jdF%1Lj6RZJ%SN`Xe^fX1BPs z=0pf-A$+F6i5BYn))&(;>yL4Bc;euY#`iYQmj-`wqm-Nr7V+U?b6%$Ck<8h@=c!{b z9C%BZQd3xpG@HJ7Z6fM@fKE~p^6gE7I9sg+wLY`ULst0ozY1Ch3y_*GF+F(0T>o26ERho&kx zyZL(2T&bwz^Yc7~RQCC1k9Z)RPuBaep{k19R-iVE)bdfxhchaAOSf$)K@bVG2yM)S zwVlM{Ww(um#k>*mu=#3EL5YuK7u)@w>aw?XdAeOf(E*eX!1iBWUPAk^@7}%3 z?79b519}M~D=VA8@L$ChBtKDb=#1W~eu;<}_!Jo@Bo>R!Ma<97ANqn&3jEQXnTp)L z+FK;(g$*=bXn>_{aCDvvIvTs=b47f2b+ok>BV1b;bN?GChMkE9%Dz=xu2*I%>^MPM zNBfxc^%to6L`?a=(rNi?51>LWz6)sM1w3Al`|FC)M|vO`K>nZJ>tNyGNgElF)!8kq z0)6MXW%C9yZ-Cevyl*PIWc@+b4}+VkcixFpngzFC_`a=m_y%~gRNseN{QWBLn^SP_ z9A1|;EgR6$t-%yFDk`dGbwW9y#CkUzwNw&>q}JVf&N3{UjmRZmTLhNu(*$Tqu;D3( zew}Q}OIf7}Y3<7nCwX*#l&=>eos$*|Fz()JsR|69DgKeXXlQ6Sn8p`0dh#a%RB9RGfjF||GWqdxLe425I~-u7J? z8DK(ShAsLeK+*&J{~?!1KlAS&Ha>o;B(L0e6${yrm>3Mj^tVG|oN@_tAO6CT2OCY5 z=m595NDnVjwZ{}pMnNIQ5Ix)W$Y|3{D;9qJr2{&JmC;;;QDnkW%m7Ou_+w&c$uTJcSAu+!z zqu1sB%K6SXpNZe)ths)xH$DK!h`?}ETzZLAb~C6otnFNN2l(2rP3uG2|~LL=m`3-4F{Ed6@`AN&rsdKAa#EY?Bxlv%lL*B``R78VNxajFpq8x zUIIzR(>TL>W@ZNJHrpLdY<=v;{8eUqp@|zhak$Z+$f)xxg$v`7GQPKvj6o6EjNDWv zESbhh$1@qPUwfUMm;69no85scih#>=PwwLp@)z9iFE)LBQRn5%nC7{4eBc#B{p~B0 z1aB}jvpeU=`2PPbikPRnm#8Fv@^Vg?P zDSnO_1M=v{XSY>mXGwLw&(`6^kiH3eeVp(Fl4qRJRzN@ifaW^*J;*!(qbVT2AM*M0 z=PouZtgv7p5LwOoaaPyXobrkCPOjXXo%6h|4n5sAkLDY4HAUE;r-ke{U5@o51N-@c z@GVr?(d>Bv^?pjOG9Pi=n_`NKi;L|u4l2VP;Bs5!oaghWl ziNV|)af4X?OooVt@_A!Uk8px9raIHRGv9zJ{uYgGz<6bMw;yEb_FN6ad+(DjLbpvD zl_Cwu9swx%WiwkTK>4YxtPFZ9@Np>ZX^GrE3Zrd;f}AUk3Qg zn}@3}5TmZH=eFqwtxLzgGO2F{ z#5S18KfO=%J_H39atct{)B5ia)C^(2Z_r{EC}-tp(7)MN$>?~rEmF-z1YGuZH#~Xi zKa&r_4~2*CD~=1veOk+#8DULDp|q%=_LIgJ*1jl0v+M35{#}aMYF-vR3Yp?m93&Y9 z+F@}x^rnxB`Sz_q_fF9~_DA|Y+)*&3C|&R(66hf{{Z=vgg!qro)&xM9PTWL`Efo#T zE;VkNQ<{V;0RU6$FbR-amQY>Rp5)1DS4G`B>#AfxtH4MBnQb}A>$W!)#b(m|%WUA4 z=jFboDk%nuK(=f=4IK^&SX7(8v=`9mOA4|yNf$%J@7AlyrxaT4e?QO{@^IML*i?^o z0-g>I2~lnJ_BgO>0|d-vH33BtpDhPFJ5+Gz+VLTJK=m@@1VsAvc5aM}jEvDzs}G{4 z5+ErEih$fS2jB1vVS--9f`EkL3w+AoJH1wqvmdj}4EEv(s1xw(onhFo>gt01^M3po zt1tnem#I_rap)<5H3$)`c)sQMkGYgAAflYu?kOs+Ok(Bo>l+%?TfAOaO%#g8(ifdSmCqT% z?&13xA9k%z*`mcFd+sH#&{xAGB{OZtnpg62aE{kw=lWH*DP0()tvDrYwR#%0uKRzP zsRZFQ#(2U2lbb5+C&Z*%&FWQ_N*>>Lef$Tb^yhNY^na05q#-wy#>GqW>2+dv|H-t? z4FAi1grcgHrGZU5)m=&lh9aT!jxN;xw-dZf5!Vroq#MI{wIHpisHq{f7ygRrrywZ_ z$#84ST~V8;ZH>D(j9q!~Hb?9^%sTpRdig5Pac{z);9xKRj=-n!UEv)Vrr;tE)OFWIbf68eQTIlO9taJhRRJ@-+q<#mV1?|^GME<}Gj3(x<^f>#Nd1JTGn23x` zqn$ws3-zMv;3G$!{s zI?-SLMW{B9hV1{M4*2R!mC!%O)d2K|vuSE9*ha zLcGY1j{n zTJLX6Kh|;jWXx2kU=GUy(&fn>aOpC>8)+8eA?6P)TexWzGf}VBjQ$%P{d%(20}%IE z09VHy@8p}mHh$LSeQ<7z*PpY0Dl^Z^4&kXBe9CWo;gAQ}-d7n!^!oLF5l|ipxqYTR z6tcPE0TezXylGz?HP5TWHR7DN){DA`MI#-4ob?+1=REaq3DMsM{J6{RwO&(vou-`PxfgKSOo05J*JRPfnj)U59fBa0v*~sN4Sy3=EV| zX>CGvmLaHkP;DWzVY7v1O*(kK&@n9NF=MMFrDB@C|10cy{)JpTG&Uur_xfaw7bvm5 zzP`?$9?GvW&aW;b@K`p>+aB3vaVqPqmlj3D6rGU+TDzL7s+`Kg{JW`lY#W0n%M8-< z<&(#X-?2bL8Dq(|4|`bSzU~uTQWL@ z8V*8*KSEb1Lf7jiM6Q{N?-ku7UL6*U6>d@8cKbQqhB-4)!d#ckuQ;_|mLRFQwH=W* zH+`B-HN(@A$Q}!)nkqAh;C0$G0v<7qFN9U9W=H+dAI7qYt9x$bYp`5C`!26;o39{% zvtVlZq?C!8y<{a2x1S#GJruHph(TOpUQE2k#SMYZAAm@PD&MBGlW-H{@}Xl5eb!b z4>OkuK@<6qk}FKahNATAvHjUAQAQ507j-b%?jzL+_^YI_F>c~jde}rnk$?t#)WnaK z!`2Z7I)S$$YfI-}ymiLBG&Dn*LiodUOGQB{VQMLsn394-NJv)p%=nNbCww;fU zzrEC)kzV2P$$Rwgr;b7eI9E^DOX>j6-x1$o{M8M{v{2!W;2Odo-SqR}U2!?Z%h8`f z9TQs~6qJ;@0We6oF_Q>+7uHzWfBcB(=H^CRu1e||$L{*?AC7*#18gF_=I{9iC#Z32 zd;@{c)giIcHvweedZDq=86$(}q9Ej>4FYp>DWOhyzsR6@Jpcqiplg_9WGqsSZrPB= z>4c);2YQ@st^j+g%eN083-h9j1Pd#$FP_%CXaTBE78MnJ&Fe@74Uw|_SNq+d$@Tj3 zpM8bXmJ;#vXP-WOvY7md8%@L;$Ynicu~S^EK|eD$N5Q80Z$&Eott}=2ft8A18n=D) z`noAFCfxGVW{edT6}_4K+<@QA&*@v|_J;ct8Mu}de4x@MUteG71GP$ZFLY*`H>dyt zhX7=R8d-au@$&FMrVW}GAbVKDC)cRmba;4}`btbqO>KE^4;3sy2A@m+w*3dd(8ret zdc^$0;-AsK1G~(3^RC>Gsb2o^@xcpRAd2Viv$5t{CY?%XlCadpk;$i{ML|F&tD2#>|^%b~u2 z_chdrYCKJXpO@D%IPBao7x;8+tWXA*meZ#=WuR z?)TRfG`hDbY$ndZG27b~5U4<|4_F@60wv%Etl-}CR_yZ`-u^7z> zyg}ReL$?DI^AvA+Z5FtRlu_H%^mG%TQlWQs(5OPFP^0h^SOSSUy9G>K-24sIF>Ph- z-A}Sh=)DCRZJu|ROdyPNUh)MK;n2Ynb$IRn=7*;^8`ch%K{$!0K#A`1zt{Qu&9@r+ z+U*(CO&S>E`(k}>`4}pHZ}?Dj;&4U1$Ihs~!!pF~=)YL!U5X5`7Tax{xV_bz&^^z$ zKg7|uG&ff}-?8Y|!@xN7i>Q;`Fdd&ZKjNJ(sgPX=E>9X%kl}e$-I3BZWASnBO%UBso+8ZRAhS1@h10Z#HaBZtkc38Me`Yu7Lr0X&8_5 z?XRkycUet@i!mXosrX{z;?PKqAByR#z_t=h7J#LO_Nkzwxmx&f+fbik{f4;wg(lG; z#1BBNLNCXDEP~91HaQ4H=_n}RfIpS+_7+ge;2|fdE(atY2=@ihMQ<Rc0`x0=e zSHWi69ExfjyaIlY&8mmR)WKf|HnykBNn4*Dy`W)WcUJ}PEFWY3e8%_#+$=V&Ql~%c zv&!=qx2z)HV+Z!7V@NE6V<{xVUu(Ku>`so>SicJn4$cN7)0;khY!MR>5D+`CF;ijk zIq6s}TLgB!KT*CXiG>nYVi0j1h|F1nLS`;5+^vx;X>IM-=tMmJevdcO=G=xz`2Ke8 zq5pmbP%3b5D)h+ff50Lrfi+D%CqCJvai~p)dqFVO0e~yN>&ufgmWUAC=H{k$-AAsU z*P0<#ny7`1`!Iu5^<&A`=;0etABw~OkTSeW8H@-|PR0WZmv{375SF#>>mT}ZUuEH~ zTe$wgIsx``95Bg>rHF-~d;o?`8^{MlbfPcGEbmb^U{s4$QJ5IJy1G`t9gzAwr($PUqjVq=@_uc<*xXmI!iTiXm0%GrjTH1b z>4o&i*)X?j$yY&Yl(1V0^i|ERC`8sqp*aZQCTpQ8ve(xzvM@I?*VorZS7n(N^Xp!D zjCbfi(Fy(MQ#m<3FIaG_1C1_r-~L7?=DdAYfC2Ceh;_-eaBdJ_jvNmxy&G)pK`%r$ z5d3q${7L8L9-ALZ+cnIoPZI@yI%a5SIO=<+G_~ljE|Q)uJ_8@ z6i!7etE(kcR4}K?-^W0^;q%GC!SL{ih^rtBdEAeULZxDi%gZVF zuSEQ=jL=L)7?GRP4K~X$DyUOb!Qfnt^=SPk6M*jB+m}#FY=GS;-++Z>hDr!~du0-s z4G5rvRe#?%r*+G+ z{6&YEUad_SVCXhH$EgYR;5`|S|H@NRwx{7ce-40Li>S7dt%lG-GKqh za}1)}eZl2aA~|mj08^p`%{PU=T*&xJ$Uhc;;pJo;lB3prP-;kILd7|U+O8-rLUWZd zVcs{pi^l2yGJ?h3WOr2w?3hqA>j{Vr*eF2CdRGt^GO7X2=jvf;R8w*Rp*MK+k z;9ng!%+>y^NhROY=lzd#6AS5&M3&uFV+z->2AHufs9dJH(p7l$K@ zEndj}P=~KwzSg%t6jH@t=9@jLHnpv+=&dJzQePAD@bDZ1TPamj;eF%SZ_4fpTr$-6 zwgeBxz`y{XkkDEs6QCPji3zZVh>2GxCo9Ur52h0?DJU0JzL>_#AN1cO z%4rpAMFF#^AScIOKM(K+*9StqA6G(QG$wXSend@QWrxzaK0Y;0etJWkhT`PM7VeL3V0 zL-~>IbH^BP%vl|=VcP7+f^iw{)M%awHu*;}Z)aV>W7{Od`(mRsYG|p@#D4;=B{C*v zWbENi?JIn&4b*7ZW~ucV?BBr}_)!~Xwv~qZWwuMUQB(S%3{-3w5c8JDdF|RzGXWR@ zr%g0jc1A|VgDzA&JfVKY-fM(vXT(hUy^(iTblaO>pK|rzDM{z6RRE#NXxLn@`Yc)~ zL5>;~m%bAOwM8^FHFbq-JWX|FBeu1%ao-uE9y$SF#|~gM@R@xkp9?TNFMj&1{0@O{7xK9U|CF7XIU0yG z9O8-3X!yn|Ek}zj*o;dB%A`U4cnn&RK&5fel@~R*9g)DYGBOSpI*yKx!nXq{u$>{V zsAvX0GKJ;6knHv&e6z<{Xp84Xzrz@PeBVr)pI<9LfpJ^#Ex99pjXar`Lf+SZ3;D|R z8^l7yI^L-Nc%9G&fIMMfL-(MusY$&^!*OdkGw@-q(kwzruqTF;7G|;4M{f)0`3LPv zQ`y`y@gcB`^^O~IfM1f7l$2;*@}S_*wS$~>0@oQC9X<8WHTS5M62_Nyq-(*!oL+7h zSAe7=!em(iF9dJ?}A<^`M*#Oa={2l z+zgcD3#={s2;aWTb^pTf_)ZsEacHv-4aG`4L}%`q)uDFmF*4OpXY!xU-%FfL(sitg%gVW7UgKE^YX_iORHay8~;r_23WnqsGkLe)WFaX{{;WMm8iWBm8`@4&mO zBko3K3=E7+*lb`L5R=~>opyG1zFxSTd7by>|IY$UL(_G9e0+9RRysi9T1VT@*Q+|S ze&e#%3cVQqCYTPxWAT^lrw0Ad3Ao@2hn3$sE`*H{jX4Vz@g3u8>oo3&M#wl(_N)38kZkw6* z@Qr?K7=s~3d?bD)e~x$L!qYi0exDh<{sgrC%7J5_)A{$y?P$^abUjSTCx%4O_+YLE z**~eak)P*P(q@TvS2FnH>owNXXop+VkwA&V<>chl1Lc5DDwJ_S$Z48Suc`zWkJ`WUv6g546Z#p*%2-NbMHf>p!S3Ad9*~|PKirI9SFurayimOko`FM;d-p|u! z18j}ELSm-MMMCl;(b3T@S;|8Y_9lya@HsvngP4@^u@Ex%ygD2L0Jdi^#D-Y2JFz*G zK3i+6mzJLH1mYw0XR%TyUtmz}cWCql%r(G1g_@_Dlj9Zf&4J_?Xm5HBckl1_pyg$o z4<9-h-j#isD$qJWK}H_+$il+L#>d1Y<2xQOW$(~@JcruM6_li>r;ARfgXDd@-781j zcz6w{I?d0rxbzyBrT@mq$LYwa-o8z;v$I1(LmOl*pJ9fkhoq#X$;r#hXF7q0K3-(r6HN@C z&4E~?LBH7-FMUp|S)|eIeZyX$nBLv!vN!ho_irjOX<$%zY-U(V1l<3c?#@CD*?_#; zS&#i3?tCztlFC6w<}aVjj61<8tE99EA|{359Wx&<@29>vY6V5bjlJn|kG&}-kRFL( z*%LLGIRdEsW&SQLWdY=xxEBUmm!5Im1~-$2alII!f8A0{=9Vhn8uir>X&^g-c6HU` zLQHs-D2Ee=l%(Vd&@~zSZp>|Why1!aIxl7ZSsje!qjKBMol7bknHU>yFE6)$6ZA?e z83q>l@1H+Gjtv>mfIe+aT0!B*>)ho|jZ*9Mm(Zaqm{yN78ubIes0;y*IH2`)NB)3o zMR3dY=Ug~C52}{SUj;4$*?+A&YW$@Tz`p@Lm)*Z(V{y>#S0<0Po}RS^M;Fw&+(<`U zLyDM)h{xyFnes5&(sDE>M3vu@3XriZj4s30%a<>m9UP3te<-%4g~X49KnE9bF(=*t z#X4VYss6*a4SN6PeRG=Q;^pCS0%Qc@bV2O^h`@qHZ)9ZT>Z+=7%kuvYRBJG*|A-uJ z05P{WflWX_e?9y&^^zZ+xJHivhyTOrx`vMOfw~U{k-_R3_VRLqV zB7%?au=WByN6~>7tJ_PCTH9%@0+yqtwyl6?&mo}-s6P#cE_pzw#!54qm_G>^_m5Uq zR<4WRVurzOyh$EFh=Pft1_5bkXqa|~NH$JS&hc>&lZX{+i>BgH5uhk0Jdn&n3)LeY zrI~=h#IEjxZ3iE3bqc~0igXxwm%c0^pMG%f9Dqa#%n@!Un)UVd-H#RpM_Y%pgx~*~ z2Wp3-S&4yxVK|+8Bt_3eO-xKo`TnfwF^_2Nm|g8Oh0oPo03oeF?qM9{@6Nr$xvlE(9RVROx`__>YsZeEC#E zGLGQ9JSud;w~;W{3vNr66MFATb-O@#ifb%4`#lMP=v0Eazx-!^amXoeN+JvMb@}>a z4eFRtY658Y$Gk#!cd{ajzdMHPcrvFc#T|ei=J%}`rMfj^h1MH=@t;fe>Ndl18Q8hB z*E!?j<8=UMPyN(nkY^~wV==@zXC4FpKw+|=c10!&O>+m@>V=gd5n&g7dVH|__^}&2 zf6M5o*KA_WDj2A!xgZn3N+A0?Z4QnWK@)Nr_3K#|=I5cp?@}ia*5mvhSXFDPdocyd zR_W|)fC$Xk@sk;K;=-Ct2((IdC1Ipyvx;2yVu*Of;`T>#pO==DRA)SwSy!-IY8|p~ zdwBZ?xw5525d4bqc_$AIO(=*`+|oMtlU2m>OFlpbNj5e(z`Y&)osUiB_3@DoFJV zUZ)?TZRUW~dLr?~0U$OuGyq>6HCDDMErBIM#fja8@$M%!HnvWG0aa!{{mf?OPH>Fp zXVFx&RJ9fvS=p7R$1CB-(*c(Av$OFMq`T{Dhu&Cnno0a2yNO~&<3m9Xv3#{p?f$Si z&#XQk4gfZT-{Y9D@CC37->SqtphFEp&SiJvJFrWn0`4O0wp_{zlj5b7NESyKg}gwc zW@cvY92_uN*!)y0nrU*gA4LvsYZG2-^D9?ZDve7JdH{bM-;flhOt*&KiMtm*L&zr$ zCK8L}_n$w=c@2$P3p#$c!@>KT@#fDudU_DeKu4n7 z-LK7SJVy&vDPO%&>)b|elFK)ikwJp}Qg)2o@P6>i^|gCPBbrOqPs0yMk!S2Z0Bf~@ z>PceK(^_Lc2TUG_jqak`>fN9u2v{{gD(c0l0Y9cF$c{{bMz^MHQ>=y8KJhYfJu z)5VVTA9Sf;B?7^-!_3Sh5%$e^>pJCJl!qDl!dPZE8?N{PHtk>U%~0KB)w-VnTB2MR zP$mwy=R3M2yeN3ggMc+1?=BAzeIkXZS5{Vl(OX;Zi;tq`_Puw9v*gF#)m%6)0uYwE z8{gE_q+|e1cqrWOPh>z|&fUHC-O+DyjdFE$)s25bKz;Q^34ZK|?*62QRD%u&2oRk4 z4jE;A{ftF2YpCD!8_H@1b*LBHL17#3zgk<4Rl5`ts2diBKmI2GDsYx3ulkc&?EeZT z_ND^lwVSX1%FN7+uk;JZ=%~3jUXS+;-Jz;<9$sFAIHWtv9YOHz)bdGC4nhf;I$!LT zHeOI+(zDx%4BK92&}5ZJD(K01wlUBH?qGCwcGl>7E&!MP>2gxHgSkY?{d-^zJF%$c z{!UFL6>F9DJDi*Vb|7Lkg26>WfYu8IsM(HR*8y+ep5{gP1;3jg_ZAsd(9NjVd)~Khe>(j_LLGX97x@qq}7jxn<>-T=eUW3Y_L3l0O zdb)J#UDy|>6>abA6me*$q^FzrPv)s`9zr%;!*#aO4E|W>Kx{)|!j63s+pOm6&%b%? z!^6=)QUEakIc(VD9#TI}D+F$OdO7>Z*z?devCv;)-DRYw>wVa8jfXZ>>ClwaMjG6; z)vgHLE1lIdS^%&>Dc~#BgPRi<6GL14?hBsiqWf!rnEfh9szn+lhAoXrWGDaZ+blN# ztkz^7K&M*ZdjhQ{e_DD}RaR7x!_3XhY~!W@r#J-l4g+$J&y^|*3j`Ka{0`g^bacbr zy?*f?t=l~4JWVK4PzXDLf69j28A{vCKN)tcYFWM3J ztmC%F#l**1C1B_gp$!>ff#8P^SU|UzX!D7g5)u-}S4)28Mn>7)F5kiD@;h(01CX^s z@ViTZ&Q1*v5AOpU3iX&2-RzDgE_Tr$ymlDPk(9bB09ns>(YxUoBs2rC;fFpmccUV* z0gXaRc8v*ikUzX}q!iqI_c!t07v+$>i10XFe_8ULCjJvhkF;jvk@Qw0EAaf`+r>Yl zTY%0; zaM1Wl$uq$Cu`oQ2>oS?ho060|?MDK?3Bzic3O)-es*y{iPivHlCh7wWKuDx=t`5B@0jxjT z*Y`$zBvMsX6~qfiK(#hq)@>8z*HB!S#`cB^!C zRP3eez@N%}mJUeot?gU_)YIznU^5{BC+UrPC^S75oASbl1Ni#Uu=uR3tYv$XlDRK@ zX&$!;i}B%@&@oCTCZ;GWWwDI%aZ|;Q$c?oVR0_(Q#vI<)Nt?rVWa0%6u@} z`}>1UZbw!VabvVTY(oF-VU1<CcueHD zCww%*Dm|$2!A_s0l4Oy_>HW=F2G1u7>xsheIwy>V%{;({jI?-NeT?uDx@dkb^$lHU`qz%-1Of8BR@^Lky^ zInQy8b6T0(9YJWSVMwF5PJ>DEKU(|NnJ!nWXj0+**GhEn-i%gsbaY)`_U+XPn`7tO z@=8zlqrt?iMCNIh+3VGNNv-|*M(I~eOe8 zefRz(&6fd>9qlYLk13Yg4q?sWpq2(D-5>PI+jgNW(XU&_}* z2G1q>-?5;7@YSGim0CSDB_*ZYaYC~C_fK|>v_~mf7vF=%To%Xo-upwnwzhT)Eu|Hp z6ILUI+4bkzf`4x)M$#1O6>txMU z@Pjdx7DS4m#+5$gbz@9*r%Dm>X76>!%KDX8AF*cM%kf$rz6M`Sz{JFSyN|QN;Eb+< zEOVi%XxDgn#6AA#I{qq)1Z!|r%0qa>_W=le>;QW6AtO9;jts5ahZI7LR^2JezP`TM zV==w+Kv%iCg-n0v+OrSV20i2fJ5AE0y-{JfzV;wa+UpkN%r`%soWsTo8U8paGi3cK z&F~F}W*};$BmME!dsOl!X6`lf?TgpLC^q9>$HX+C9hjCX<#Zt6reI?Fu;JbPE%R!5 zrGxEx5&5<+5Aw?`J1!p{9pNvOmXyo^4Jw~5>hb!K7R`Rv|MvBR95{r&ZLE)%i`>HA zPDApD;4^e3i&0)RpPijO=-{hGpyBA~I9_1-eD0Y*F!O(b#r9KFR8-O16SPD46pqI4 zm8OK7^77{z8yb*Pk35pEFi@A1ll#x6tEc`bs#y*pVFs0c!_CbNpiEf7{5vs;J~d^s zeJCUOc<;b~P@^jhpM14F^tR%O$ZI2i#9ipmA0Gz{BDQ~OP`79zN zJlq_%|JtcJ@1Ew()F?^H6SjuZj(BTZbF0G(=W5nNoxBvEBGmU;La1naj<#7 z;oX}R-@s@zyu`mn8IFzt^6~NYZQJ@Xmm1ziWu_^qVKm=)%QjXrMSNYcqZ2?5?lx2?f}JO>+QU|?{Gocu)` z_k)@CSa!v4nx(e)S=iYdTUsvMj-o^TE(pJ}^YdQ=;~6Tk}!bnRRL#osP%VV zUY@#)fPerxEumzUBZo>LRr`vCk#m|kC;j^7gioiTqH->JkI2tfC7vgAbJID`92XZC zoxjE&fkU0E(JJdix7dLt7vGYK8tD}XKAv_|65Z%*`(!bBL4MvLCx`1#+%`W;=y zh)ztrXlG~FRRL_2shx8#{V^?jDEyslpeQ9ZHPooE_savm)YV#-*$XQ_^P|8^q4J33 z@J}|4G#>GF`M* zbI{*e>N^icKs?~IN!3MQpuP;<#!ue|>X2Rl13d1F$RI1no zZ-)KNQ?ArHIi(FWG!+fa4^-YN;Pe=)KkF6_7M3&oE&^iWpJPU{-rMht{APu$yQv1h zKD1=HcgKR-JMz zn@t)jqcqUc667#e0?0o|W%5A-)KZoEYP|9xs+%~_-!G_eKMLX%KmNh@P0_)$Wph^; zx4ez`v94X1p~u^w@3*RE_OoprWZ%m{xVr$qveC1CXebW#sSwB6+TJ!x2Xe6=6}-%A zpj%=9W@!I#*Dl7Uo1;m)Fo=L!KIVdN(;;xPQVcrc4+2e9unYfPYU)*x3a85Jiy*P| z%AHM7vyNmjr(ubFZLSKlW<1cG36QEOlJ2%a^*F4qyfGL|nWkGa&0vl%tonZ@G#y~q zQgf}*2B69}sAzy+Q|vfVNyA(ZC|C?y7e2`a)=Brfhl3_%gulQ41+~e0T3RCKdVbUok-oE|ew%ARA5wJgvQ)WLJ z13EuzvT;yxS$_QU}F`=D%6?)|-XPOT4jGw&9FSP2x>LFYqS zF64oHpl(@z-F5)Z`$Z6hAj#8~FN%tw-i$XJ*}OvpUV(sKA1w|(Io!<-4#s&_qBIQp zn^wT=#gcm4Sg9T1=YY0oMm?^x^$Dr^ZB&(K(iN?u1_uY>Rdk)=k{J z`dtWxoqzv60zynuNtw4qfHs|lS11oS^Y067{iK<#I=o0NWVMt!=jH2*AD;|>=-}X> zHXPLn)N-Ahn>$rjN=izIk?}@BXL`V?GR70gI?;bROzeN*&!fledMlD$QQ;jF8vw*c zC*!02Ag)p6mYSO-N`k_E|xjFkXxB4?@!GZ-s5-V?ezvb|wjdKo}L2I*%*o zyBC29Ux0L0QVQul_efit{QKi&d4?{9k)Jbj3wGDhGN!cG=2Hyx?9aD*-iqAWY`jcO zeel}%(9#v2N>Wm?2y#6|##a;t20V5jW>Z&JSH^X>l}`i9v5a3I4_(ar1nInVO~`hT z1CnB7O0>obhNA^!YJY3%?K{=%f`T!iZXdh4{2#y#Dm$2>*0l zFe!pvJ%wMn7OBm>HSWWR9~Of3sbw(Ny?uRsEPicx*!Y(Rm)$^w-u(N;({HlIFFCUM zO`8ozoQhGo^D`8tK##)mFkv`oNw6jIiWXa}B?lJ3mqNDDtq+m)E4Mf@=fEq2Dcgo@ z%L?ocqu>@cqTXdKtt@@{5}T4o_j(NI@pD(NUM=qOTQd$gxkX7y37*OJmIwQQ*$!&v zN7j4{NRp717-0HetO04iO-@FwPm#W%m+^Tgb_N<5Th1PpF8DwfAc5}4^78WT?CuWH zL?a_TRfh@5ufJ*J2?V7OClRN@D$dY8@A`Zq1DOKJ`EUyE58paLa77ex9zLw_+F}9` zty}ZN``S<%P-S0NS0tELQSnVfdwU+#Ob3DlF!TkCabS;Hru<7`uB&>iA|i3mo;}MV zOGQPqRB2&AK8mR;d1&Sv$)ujHtp0>AU#w#xSzwjr1J%}ms^F}Rm1Y+g3t^%KE_8Xt zsrIA=AlOcA9A3sDn&EE7bAOp@NH^RQYNp-_V!T7yRHJm3WKk> z!ruYWVk|(8pk;JjWrny(OSQpQ1U_fr3ye25f`H-Mg2- z?~1g%zj5P+PY3GF7f3IvEH@^OS_c7n7ON%+X3;+sP;lO57%8#QLJQXaHhxp`$XWg% zuP<_2=oI)AwQ_BfI5sJXTI=4un;isKM0pe#=j|5%j25HaH4vPo=j^Y_`KN%kumXi0 zd3g!oWoc=t4Yb@}@R3>E?^7k+1xMYRT3c5m?NA4%ykka2MxJ}`LfXfAcmP1i{^aW( zla`)VCx*p0B{YKMu7KWv{+eLUBD(^$g#x6#X5f(;Tdc~$M>sHVjrkEp__y0W$VAHLN;S7I>WgyUXZ{zn__9WQUjiP(+ zRY1Hh=IRxf*i+L>du1&9M$(9QE%(2V8lw!=2>)+6q9cy`<6oC;2sV9G?mv)TL@O`X zpAhYAt*@`|?ClNfVIN+CkfXYE3B&Kn6Wwe@!bs1!ndb0f)YPZgI?C$3sG#7z0{iAL z3c{6-iKf}IzUlSPaZrh$mWk;65J)va@OFTJKYf6f|7tvZ_^?PlRWeCu7ZrPMPk|Pf=I5J%qikN)2Arjtx4wEG7e|3l&cSd? z;7lbNtxQ;ens%2}-`m@x_Q&$sS-Ror={YtsvI!3r@#y;nzs9wML{s_WySBfB_0%$^tFnyGf?M%;=(aM)3)0#iPL{ zh_0kPxkfAF^9C3{_x_jo_{b(;an9KG5%@Jc-xIW@LUk)#SX>8sS5K;k%KE?qn1gW>_HYCRbiDq3 zL)>@IezM%9(SmFmAPYHSFo4u}7YJ#Dryv`>{;eBU2R5NftZZs;FQ&PB|nD+R)CF$G#@x8>i9?KIDHs-N!ua zlV9B`T8R#{9BK)d2N9oc`Qwei{#ecBhK7bm4h~(AtwOT0X%=G}BEUN5Y*ti0Bu;(S z=JHq_j=X&N@_3Ek_fJ*6y$oGnO%H{w zI;rXfA>vpW2$R#fLqkJRhcR&C-5_D@{5L>0yXd*Z2OlK22 zyAD7R+p5{n`7Z_)MK|Ol@7fN2BEj5T>O=mF)lx92eJz>SsHzP$=R$i15Aug;k(Ytl zxr1RpUM{dPUSZzv!Rjj8pP(H$7jWM0@bTe}P4zs?rXs{&WqG-UmWEtFR#p}|QRU<1 zb@5Q@XY1d^9vdeozJ2{`#x({d2H@MjIs9T1pLTV2M(w3{eW<*T_VP@U(W1k(fsY#W z@qEUUpH`3hM~khA0bxfWwYqMyOGxOMo1;o%v7hN!*x34i|4#q<^{YXF$+M-K7GP`H zZ1O?sQ>*)=q@++$QMG}kM&p)Imh)D~`c;NAuhm)Eqdq1s@-X}Lyqi{P&YA+ za0nPJwrW%fzQ3U%kb+CQSG?cr?*btX5v|fo`5VA=)nA)gYwXc377HpuT2HL4SjdD5 zSbBQ?qn++saARO&3j!qOxtsB{eoLpH`LZt~q#*Se!Nr`h94+9wkxF;Fueycu{B5y! zu_l2S!^=QOeq~zRu3hsdAncQVNP&Fe_+(7%T?K z@!B;W9xrt7{2S}S;e$u+s6(_~ZMmxR(VoM?kGOE4F+i)pJtwmjQ~b+3882Vn68)#! zKxI_rRo~ltw`&CJX?%Qq?t^?fum;_r&KIdDD$%O7`|2=t4d24T!k^!@wML9hki!|C zd?&udPZRiztstsLtGwM}4IZefMktEdPt`qBRaJd=FJ}(jsL|~FsG7tCu=eA>1=qR8 zU}9{!yXbt1{#O9N$8K)spb&~aW~U4A8P`|<2PVOPd2WSksHpVk8obwl5B${Ex!Nw_ zXFHrr9dIyDd3bPOqtm65z}tli?(*E?JZAPo6v}%JnaDo|b>kE=NQ} zL_<;Xhl!W>6`DG|qIZhKG8`OAAD!Uc17ioh|1R{6jY;Ys@nojId&h!yE>T5V?gw9U zcTZ@9A6+^FwO}969bpOb(dT72u_q5iZNz0^L6zz0=}vU+>($ldc{>T89S(r~>(yy>V77xk)0vue5&Pu#<9E=E56+idg-r<%h9ud*7{yN}XMsjkp@;ArYn_yQP!Qc0R z&_U-mT>ZX#tdSaW4ty()NlfG@UrT4#pzE@I+KDA+=snX{o~^XgA`5x+DnUz z3G;R*<9gLTBJ-{iQtm77G~E!I0F88mR1Who5ERMG%*3iQs`d%}Y(+pL%yGwoR`PM% zr%;W*3th$6$`e)In>jo4gO~80Z6WO1GWI{XRp2C#c^_g%O-ky!{c`>bey+GM&-L-? zKx}--*-yB`D|2&A5Y*dIAni=;M1}9XH=_Td~fX+_OA+`T`m;rS+~OR;>olo zmd7iEPEJnLT&vT$VbI=#QTew%A;P_aijjZ$!Yv~svs)=}O7-H!i@UrDtM`x4;^c?b zfSsk+CaH%Jk9J2%l48&uSqw4zkqq}IpqTI6HAr}GTcpVa$hLmEZyAUBgANP`DP-Q@O-NS7u$ioqz}!R)Xo_xx zM?|2$4>@-^#9d}?vazr@cc)0)BX`5C{!jmJ)SekFHokf7;tewcz}!=0*GvXTCAz?o755=>gaW{CJzuqW6<~gWOB<=S@MxiG%6Q3q?f+WpgsO zJ}NrwOynEOb;%$>q#_wn)MJxaGg9bd<&vpnoZSZscgEcDe@;;=hk_t&=gdbHkidEc5j7m; zKyxHK*=1LhR8(dP&0DERNgMDexE^&s_;mLfco=DqKZz|z0|^n5w#T0|vxT4k1H*&+ zZd7~zg)b^lDk&~r0CSiX8&B-FcSQk^)P1F>q{PD3mJ6ns^O4vW-9QMdY$v}Q2&xW?Me99LjdW2dV2bY zdU{*nu?ND;YWz=pIKwJl-1sm3PLBTJ`!@kw^E~|E@T&}l>g4l%hyK`Cc=1fUrB3^f|xkF zdsvDJu_}L1YwAgt%TIdp$>9Nj6uRr_){`c~7FCy=3b+)RA>c439AhITUteF3C0i4z zV3j1}Tc*fQ?sNI`gM8l4KiFGfp0HLAH~lV!{~&srmX?Ox)^_R3moGKhVl9_cQdGnB zmd*E4yU+Y2 z@fne<$(O`VeEO9gKk-M&#y6bOV`$8GGcp(=dnZ3>GD8^M{P178wYRqiDt1AxQCu4U zak$Wx{6MJh_^q;COh*fFiIv?ibW@r(gd7js3B`~VFhQW@2asE1>L4%NxAk>( zFMd`*Eh53j1n&NCpVk}(1ldM48PIj}JIe#!z$ZOcSB(G9=|8MG5I3(?wfJm$Gcdcl zy3ip*jd2ARh&Z&K3YZqIZpEga@<=-s)ZgV?)P&%zba!`mU_-9t!NGwgr$-}bw&g#6 zI#F-al2w*H-go~VQbO{B)3T^EHkNd8aT)*a$%jKgmEq#b5Zew~q*cJY1)XFWZmNIX zCjI*LYsltH{sD6t?x(`ZuX6F|R|e;3IKE+Bq~>LN4UD*J+3L?#cyqI_e;csVgrQ0FUz~jfwkJ6DkX-lkOS_{f)Pdc z8DZ>9O--Kxv}FO_I(vHF1| zUCCm%2R^7_ukJ6V2cXWC9C0eof1MPp59jHly*!{nvL`JATHw#>XX*E-d(Tt@A|dn* zDj(y*=M+G#PcJQnz)+xePoDq;0j(kczNb2qgc1Q4Y7Q2X^Zj%AvFYgOMqrkPzZ&AR zv$LP;$M5gmI$hetSkRs zPK^)d3zoyZwQ!JVrXX@24SgPBUvACSE5-^42CPI!C?s0}p*2x^o>?)c$)-5&2Ux#2 zbaE4?Tr#b1zQ0E;d=T4i!J(Ojb%B8DDWLZ>faXPfd`M{yu6&MYD#(&!^6s`8!`G(>9*>zxAEd6k_%qhur`BjiWvHi0rdK9Yn^{`E zT>JH{adMIlT)E_;mX;O?Ep5d9zSr}W;=;mb!NI}ZTbrBCUBAJL7nGH?Kv+*LF0$+P zyt*od1cj!lZbYU+@C?l0NRcIeN@^-0msZwI-1^xVjI54g>mJnb8Vd&pT`u3;-EDq> zOJ?HW5J@d$H3gG~_N_pq^+KMDgBn`l4S3yVAqYP{3*USM0W~IoeYb=x+W24b*IPTv zQ%cMx#moiu=SHTn4X)y#t^=RS=^3M1Tj~CX%A4aEH=akQq~y9ui;L^>pP>buD16*c z7|#FJ4O7jNQgik6^iU0hLM%P?>9F$>y8ipPH$`wQ&Li5VPl&DI0t^` zqfZ77dAu@+Yd4%*55Ei*`a%^WPESvPe8v3^g?}XQrLUd*-~s*C`ql7z21qSWKA`C5 zFqSk1>AkN4eFQZ~0SXI>iUK1e2|YF@ukBA@KK<=~Lxl>|s_?#sTtwKBy0XS5gxWu!_x59dCC z@)KInbEr`_0lh4(_PO^#t378X=bZ~Ko4m&PRCD>0Cpm}Eg=lLAjkdX`|M;gGD#Eky zwMj`^7|=+EsPS+7uI2MOw!3^?$*d`a1oeTv%x4tAYgqYYh1aw*QNY>7rBA{iR1J?o z`Q1gYVyiB!`%a?vBMhHTnf9K9tUXOMD_U4ze+9g13ic`_G_)SHD8ES^IskM@#%Jex zeIWMq?Cf*!yi-&4&y`eFJ6)3xmDJTyN83X0zg91Tg0dh#P;Nk~X}(h;Io=33Bh$9* zT-N?-Kn-Gme8L6wi2}ejziTKjg{P^h>2;IMDSk9J9}=}jbk!~uKvt7hu`&Rq=1q3>earC8|Tq=Z3-^! zI>-=oG5{Fg7(1k^=_bYZmX(B3=2p}Nde;-ux~)(frHdcokeFMQ#kNs=vChLGf?oDgX2;Fo5Alm zE}kOcb^+ZYCnUTT$92EJWmZubsNvPCSC0likpS%mgD$_4*N`0rCcngX2=BY+Mhm#t z-p}{BbM?Ow0q`lpSi9_Rnt~{DWdc=^C8~hYTWa?}I^a~g(Pw8=n}wAX^Xc%rQm?I< zky5*ashjaEfzO}2tPFDY?V+;^MV5ESc@3z*Z*&dfRYmtch8W3PT)abZ-OS7k1?1!P zacW0LM-HtI1pcQ7));l~lw+OO#zdsOx3RwHm={p|*qdfKU!8-K@K4Mj0gEfBQ<_fX6EKX6FQKU=+wb;9AdM@?$k%%8$qyy z0*0bKU+8#%y@P|AmwS59^1#Pz#YmdKMHqlyFv8I?=!mWTl{hC?Ug^8%G#JQTaM;$~n#naL>-W7i&*JdKSdt2x=zSA8ptOUY}{yIf4Q zwY7!DRy{@hS+(!KEOZTC(BdLwWDxi=Y5@Lyvq{XC^3MPY8I5b61TF$uhqK;^U&?D7 zxq3uU~*((7=C^Q%EcAc`oU4Is|b!HIbOOQj}XHBRu9wCYtNan#GO zrN5seJiYMa_?)zEg4G+xi$t>5Rb26yn3;=5>_YReBGcaR;|JdQ`nqH*D@CsGLQi@W zsE;(G8kA|Zhi(o7Py66ngj_04f23tSHt78a_EY&)E* z3?_d6a5Xl)>4Pn;>p8Ke4SPI*(sw;pDp>`T_@w{qnG}y zuvK%nk5b-Ke)Ge-p85TaH#hV{ZEnWg!3<$BaiG$BX?_by28jMzHZ3jP< zII73AMA19#GCIK!9dCE=ZN-n$1c`XAk7ISjB;$5W$}lL0UJcvr;HyP=Qf5EeknB{` z4t%{loOi{@$VfX^_w{sRaIyQU4igg-I(7vB%*M|jy}SBTtLBNfk^g~ZJfCql2r=)) zRL}myqO?R(Ruz8hZrU%a4ULT;SMb4F==@ApWlK&fF!Q~h`~Em`!n5H8E~-GWa`^Nq zhLP`@2;lQ_Z|3>?pS7pqSya1OSyyZ}Fhe6EEMUZ+9B;LvzSlq2JYA$}J@~!sJE=Cq*E1o!a8&wSIlY6F;w*)U^Zf&Q z<+`!+3rRxOxvvgNba{H3FG1>AZ4K)?0n;~98b8_6ellYSUhM)QjfMLJD6|>N@Xy*g zF+(^7Fq3SF$9U;X*8C;?kG;k}mWEoY zyE;3YfHo7gdx82meZK$2bz}0sQfslXT4o8ac>vCeCI9@X*REP#OOy59X3_efnyHp7 zTK@gJ))$>?Y#M2*FfNIr4m8$1Y4d>Aswv{Ht-9XIkh#5K$pk9Hxa7gLwdUGnbs@kD z?`N$X`=Z0OJ=zt4*w*(LH%SZjp4t@Z!YDnV^SKTHdK)~f_iEm^L~)lHEs`fqG_p_1 zhs46PKB_l=$-ksOxMB+0hUZ}k$7IpmWoA`J#)cgRu;o>!hpYPs2T0!6*2;bT`V}2F z0?Y+tbY*+7rzez*egF7xPmVTc=xAC`2sn*m;F{!BnD!1Js@$)|!{_AgIH&$$@0&EA>yDFE?c4Jm-bZWSP^*_);g_2s2|z3f*^ls_J9iHC z9!1+PFc5Pc34C2+Tze>ZX=ytRq@wpd4$e+G=VqL?5{&o1spoy)^^!}oJIXY9eQeQ_ zcG7o+Yy0WP+2!khRx|}oWmaQ*6L|FG(Q-bhG~i+X&w<1t%EeNEHeXg{&yL+dfRg_! z&SMHAwr+HFb7Q{!iWaxb_pQ%$QZiD~z^Eu=cV~s4*jfEaEG8y~ zD#q_`&EggcM!)~RX8{NZREM-{m)qATzE}AD^6;SzZ-zGiwmtS& z?Zm~&x62}OaAV$Z|GN4~r$TW>*dWag?>Y;nzJh(OWrI&VduBcaE{gITEq4FI<&Pg1 z29ATPAs}?V$OpfCiCXA3oq$6zwH;R7Cn|y2!K%LnsQF=+W#^5!=Q=GU+```4FZ*9* zkq~EnAOTTDOVrBFcaH}m#Qb=FOI$)iz;#aPM;!NUbai>Om>o1Qs_h!>lmyPc(fB;!qzLY$oka<6nH}e6;;pMqhj;CIQ$&wq#gz&@9Ujh#kOn}Tc*R< zi`N?(8c=okjhZ7~^tXWDs&9mrndmv|H^Lw`GpGeM$W za#*-Ydh5qk!3KQu%r$DSYv;z&0`aoV!wA^s(>EAAWj9#l-ds|C^>GpMj_po7kIt&R zF8=kjX1ZwLpMDr3L_DAvk5tL^ay7Fr7*;+mtn6-WWp})Y_8D?dc~6dyX9$IgM2T6X zrKKmMzkbZYnS<1VVaK_B`!-@a@X#n+s(p6N+GAKn?U*b&6JLW0o?czOV`9PpFk?Pe zVl&s1p6*n85)afsLQG5yGPZ7Kc|aoIv??|K&z5D^+qgLH2M@1${L7H_J8b%1gL0<8 zq#o;6s+1>DK`M4fyu+`u(W-RRjHeWh92bR?Ef&M&@Ry*SfISk+EpR{qq8+BeFAt*L z-$_8H?jSjv+g>y0XlAzvZPBo3#DDzAj+!+rSrd&*Bp4aB zXY}yJk!jCE;x>qdN25iogfzk?(+w|sI^8i*XAnxt1gs8E_@#l^_)imm%<$Ew6fg|| z_+GqtG2}=BVk$kJF1q&gFdR57TEfjr)M2a%hU;Lnk@x^|APK(ATs_)C)cmmI5lLod zCg?nTdU|?PetBcEx;=r9-txyA)83355Ph;nY(+b{kNUFE1@OM#i=Y*j!OK<|@!QGZ z6~;BwzsG3;#j{a+md2^|VQO~P+&wwi?!~*C;J5QmyW|`(T&Ekb(WMKR1Ju3Kb^b@h zRjGLU(INqtnWl0{5s2aUpr+qWadU3ZQyS02i?Cx>cTu%}DSXSL>B*Q8%zXdz{pktM z-)hz8JKV0F$X!)>3xq~ZPJZ+8W!s1HD zrQS>zV#hKc6}ps&v=r?s4FzH)hza-A;bwqNz@_a;-;J%4f4~3EM#*h&wbIM!^kYI? zp)C1d!)tK3mheK_c@N{T@h|t5yO@uUk9!@=Cmbv!JE3bQm1&)54LbS$4|4|)GEOxI zZ0puALSjynSV|r%L*5-^7PWe1F% zj|TefE3wh~UrP%*Z?CoiRIUtiMXrAP?_!S-s2B{06jOJzRfxD5ydG9|3MZcpOjKq) zNBgu>X{5`d`f%$vWMsg4W%~YG4|V)|dbB}CMRjo`O>25-DKQsk9e(xJ5AJ+)o#KOP zQee9UDx)YTC-?b5zN33Os&#usXaAG^`xy~}Ml0eFQz~>1If7m;4MD)df?}~%7t-zM z>Ih6DcrnsTm+DYwU&HTvT4!%Lm$ksb@57%x@Fo3oQk(c=k<voZyq?d@&R*zPU=F)=~erb4w!k^ z=y#1@;4Y}A`rp6lL%b8a?7`}N(E53)N0@(UHaheW+ZMb*|4dBtYv z^AMR_ZMy|p8V6&YNO(mQty<{h8>xNK$wLdJ5Fm{Zzd##*L9C+leqIX6{bB7EW-Eg^ zqV%VX3(vzqzn~fj$;3SE6?_DZXhi`F=fA^$UI7Wbyu7&v75xjVgLCb%N&KerF^dH) z4>3^p0eN}(nTY{LMn;f(s2pQeb#>0&%yX#Ov_cTUldWb-blk1jx(78nGxFQLpPcjJ z);;}nSwGaN#d<-!s4R>5!MT{pMbkx{y8QRFr5K>bnkr_D$`Kn_{vb1=khG*oub2|wegB# zQ>q}eSMX(3%6*00GX-=GtFAFnRQWD=YB9wKD${?fcYc84h~&{Lq5@1ordy)nBMPze!JQ&YkYzkv-SL1ODx z-!`j7jl5H2{Uq0|W6uY*AOH68)DX*diB)XDp?_imMwCUowJDU0uuiw~aZZ;9t(^aO zTawVnF41>$?lvtE)H+e~8yiknroESP##&zWGfbaW+CQ}P-pt#(9P zzd3iQa0Qf;&hHn&1k|KX-$#ObAr(Jr-qBhIL7@mk6M;v;MFr4tXLVs@==9`>Ft*)d z*R#rPQJq;*atr{|DbSr-$VwO_xD8d1>Eo3_&UzmR=ti?b_$L+Qxd6zFq@V{$y&u$) z3E(@~M%6w+wY9acnQs$iL!`E#d*GEeq7$_Nzfsp=fhYUUvo9%)LXK+vr(aS={QLcX zzV32%>i7K{Hv>bRvxkSe@Wu9c=5S1^uebQ|s$XfkNGq1o3w%~@<~R~ioLpdQY;Nqs zhzN@_=083@CJ1jf`!iD5==}Jx@C9PJ6bmV!S4&{~zLkU2)YQneU*F{V-622*Rtg0z z+DtGMAqOMC!cqJC``gf63}ayx6ztz${+J$7G=HbHD#+T6ziKr(GUhq|kEj-oGit>x zPXX8JB@>G_3sH=0_3E*fBFl~$qmEl?SlA3^am{7|MIdgc)XIUgw#vf&7#@Q9qA3-& zd_^zkIMxvKMm~y76}qG@}mfK_xrLP~_uhUtF*dWfXuV6vFJU5X(X?-D9C0~d?6hgu{rqexM?~cp z{%zq%@BJLZkMYyX%Ql0b?{|bmM5yXW#q%243T1e>xe1|5g1NH*ku<1y($MVSSHoW% z`enI&*|(!w5BSKG$u5UCk5v196Y$x2lzOdjiBbm~Twa&dx6CIIaXq+Fz+`)6&rqPAqrayHYvb7_3!b zasz&Cg2@E%LWS3sSxizv{~el1RDvFrC=+w)#^>p{s#f}1r@g3F&OKJy z{i*XHB3s}!^=h6-fOxY8ZCdiE@7(`0sOVHukSW?^1G2o;^;U%b`(0E9%LWAVcn?LZ z!gIoC3DcrdmU&0KYiEL+wkBD2-+rQPU$&DySZCrVTY%5aaA3q~fo$&7cOO4-e;kvip-PSBT&_01mre1i#F?=~TG@ zStK{|tG3a4=aaorYe=6UNF|wA;ux@9@70n;RZ}J70P`WpTj14QTwTrP+FrlmGfqRr zvpoKcl>0f3m)FOz-tqd|C8nj#(N|yp48Zx^U3a`UGz3vv{SBN~2K6kbH2L1@ufB zX=`h<-mW1bDHH=((Q*y%x^YN+o!7WV_4x(Di^Rm%10U3M>`bMj(0$O|-O|c+)Ly2U z(zxVdetl05xEJCg$P^PppJhyRZVF6OrrTooi{M}(w*^(u+wGgvjp^Z8PHeHE=)iJq zKmaNri*E89?yfG66fy&G6jc0%BuxbBH^^)Pqssb_V+*vvlbx-Lr~gEcH`WGizCS0c zDjAW#(4*wDvy%3Qya{3(H53CQsBcJ5N2mUGp$i=Z1oBt_J@^siDDF8+JIs(~Ge&7? z1I&;RB`yR2dPf$tX*C$g%nRF(M6dqLF9!AoLV7c-rt$zFOby+|;E4(eF==>#3+{=p zzEUBW$YrjLs96(-H7(tLk1>h!F!k1(^1g$!iK<(QAt`yNP zH8wV)hGXY15ESTf6!!c&yM3XD!>GW>h^<+$Tz-gJ^Up|Gtj)j&)=G!FcQ5_VfXsCz zCxE~isrm;<(+KGoy|iUdakt8IBkkNJlGoZ95U48Z0u4JxxF?W_!j9vKQ&T38wU68; z8~%1$2%;84`hF(*W%kr@T=$DAe}eo>1R3ISyuSBK7p>#2ArLU zp`OC?3C3l<`u)htzXk_IzUI5oN$n5%wOl?FgssKwq1u}>rZ9r9&Nedk8w9oFLEh>G z960v27ZN;M&3K1< zYj*%5(UKYrG_$bq8*~fAbHnHros3F%ibS4KYc!*RZpow9U8~v{OibGroERj@RaI5F zI@kdPI4paa3^ErO{^F1C~EFGi)52wTz7U$CCaeJ+67 z5?-4O-E`6U4xL4_a`n|F93m`MOo!oa43e~>gU_eB&enXF6vX+ds;=C4?ta%7SNwZp z*`Bk9_wnE3{Pg;*T8(XpMRN zO2!E`dEbgL2ZkH1l%Z>8;G;Dm!b%+bwHU3tQzB?3`d2DPI(3MpT<1cD<{|tGez81m zJ!d?~u7g^#fbW3zDDwU1h`PQ4S&^+Z3ue`2 zF9gV0@2HkXJ{PjMM&wD~wrS__f`E9QkKa0EbojXUPG~zhStmK){Rr*{Us0=oNuSkg z$!>#m!$6TWr-yc5R?*o*&|Wi^d*PN2R5}(G7H_RR$Vj{|FU4t-T3*Ab@IR3RaeTht z7z3@&kCi#xxqcl3m2ClMqPEH=b06hUC@Cu`Pp$iE{7@zjq*kd<%4}=YFUyPZrc?x1 zCEvizr+|wqaGsV2QfSSuJyiiTNnff+zYoBvoo|$?A$#y*;=3mq4b2bG5opm0I6=Lj zI(e5<-i67rVdy0K8hVpu>QL?eZ~VYmjIg~=F>Yt)At`SSeTds!3GtBR72IvfZ$^% zm1o+c8PAiksTNf7GBGjL7Xe%86RMi|s-{^W`@FxuKef7gMU2=4*d09J^xWJ|Q}&QKP7WasI`yCXfl zul=c5+Ny1+QE)N1Eu^iyQ=fBsb+v;#zsjsS@@TIQUcdYujfpSQ;j{BNsFpH#AT<~L zn>W)u@vgIIDqA+F@Wu8rGczv_=8!?ISvQAK=xDX7Y@>eKh_rMa?P`KcaaRg4S7KK% z3w3$Wx~1w{;ZU^92T+50XYrc`2DM4w05TM`{K4aVzv=8d zT|0lf=IQU?rkxkUlSG7K@{_{_rGzQQmh)Aw1b)KW#24<7xPCU;W?)zbd=B=&=+wp*LViv{;O`BywTJ?-k(v)kTql0mYR98`)TI4HHfW#r@p9#z56V6!r8U=G-+4{t%at^ z_!faoMa}p?91Og>+Vd8bS<5%BwQ#V@lZ03l(1^&HxI#ir-M*S%+l>Zvy5S`*9-bKl zCs-TS`#sFc+yqzRyNd^1}8L&86?c46?3s9*C-m@w&g6O)eU_snD)%xTt7ALyb zSBMCjQ{}Sp@6EVUb-fiubkgn^9@6$#2|&DEr_?UwVCR>;sD4-R84Gn#J(#8rcqg>8 zc~#1zWc45&N5XZ^WM`=_$~|Im1rwDYN1_^n1%sb(7Vy^ik!op#ejPdmsI z9X4cBPeILamWIA0Omv@Ag@%P?p$b|TE_`@&h71+x<5t^7z-OCZW!F&2V6cI2xbBBR zN>44@ykB}TG6X}lJaMG<5a*fQ4P9emUZ?YR8(eH;j}OG!wI5^AQsaDFR2bppPh!;P zY+kI90+n8*+j$w-AcMcvo$Msk?wMSzmoZ!X2J^Zu@Q%T;PK>v?hZ1l#BqOE-y zj|&%MaIKyV7!qBTwHHc`hj&wjX|w5nr@XU~&M$G6sSx~0{~Pc0^mLT)@w5w=q+ojg zHW)K>>S3emuX?{!yZI=<5Fw4QQeO=!-CobhtGcLhpkbS=effhC-9>@X>o9HP`^a*Bk&BkXsy*=ROs>2 z-I{|HZlZ^H_rh9}r%p4z>wcQ@icg{FDDwNsdtZZ+#5*L&L^+1EZ6HD5#xiy?a*eKzA0t`{PP#t zh+Es61dJF$Ub1u^?=etzc7|+QcwWCg&d*0eau9XylJY&X=8NWwPe&TdU1s;^Vl}A5 z9BGkp=#XFy%FlNS3p;whGl^;ff#9_`J3T>nuT2|+1bp}Y2@BmVY%C0UZ zHLA%nvfH)arV#8)!tZ3?dh?xcTAtbM@(0zoZ?Z(gLZmwYkz(*J^E}$Uu?-%LD#$cp z8XMg(*x#Ifa=84F;EL#<&~%L%Zi90Ejp~1s%o~)KFURjF5?8p+;{nZ}`eGpD0zs0z zb(w7$mFauN5;bbSusG^3KGD^(&_a|$`U1--@M?ad&E(8HR-+t%_Z@WDz1*1*Z4ymZ zCnN0w22So?-6}?vvWEew_m$%~eo^P(jja!25}y>T{F{;$Evzmk6tV~i%wN4Dy7%W- zE5vKe1TV?!#b+?uF|n~^*m&eh1=3|WbILdjsM5n!-7^Au*_0^RqL`mre`dgXu{`){ z5LMCx_B|1-ZNTXPyQZe5vLihyDLN&E8maLA=lo}9XJh->!c)n)v_m3S#mp-cQ+N3! zNh_r+TLpNW?MdyuM^z^t?&?)NQqH>Z^7-@gLth?PgW*T-(%X9%F%-ODJ3K_zV%P=A z7?D1Qc(-Jp#O3SpULC&Ck>NKB6E<)Db9%;|)JcSH`1Y-VED-})qL)k9Sk!tc7u6Qc zH=ZV)Z@NP$>17@WIh_D}C9dSYNuD5A3f zdPUzW2H>-=XeG?t|AkZXZTH{db2;935wvKl1M%p+JMqzr<*z(p1P%i{;99#od1tHQ%#pmMFm`_s6z7d`5$fBMYdRD0wAAvzzuSmTgAYqmj$VrASyNs25oQ7)&^8QMNC)A7|De8JdMlOA3+@5)LK#I%$BTJ&q zvtdtGUcJ+Dq|d*I!x6Lqu2l4-1@FCR*5lJt{r7i?Pc3s4zZ4b<@@uEGbUjq! zm$>ojY>R77n8Z2JCX)6Wp2d_K_bo1E;dOz79MacCDlC%G>RYwRkB_D@qf?%%18h*9 z_Il4>P~564neBant%?vn)a1vM@wqj_lrn4?JBG>!GnRd3K<_0-eKrur%PJps>Jum;NQEu@yMc%X6T=J#Xg4gD_ z>c^*_@xRs`m5J|v4qiHo&gGszI*~2C1~+tIkSurzJstm1YJ!Q4rG=7ZVy=EsJLnNEha8AO&+|60>wWn1Q36H~MPiPMK6@X#%LZ$j-`6FfBq)0^Lh+PW zZWzoXmdu^`=|ZacD6EZ*Tep0A9b7SrvX5`F5OfiA3R)CCUapuF=H4&WgK>8+EG*pJ zo~~mMdH4~A0CKE$o=M}^NfQggqpoB;Z~%1e;h2n{RgXD!T0oK?sdW1LMVe`Ek;%4le>q@BP<;?7?7Y+8T1j6N8*fm0RwCZKsaNIc;g>X76eQpaP;ZfRNV z)`7TDt%ekzs||r~d?^>9Sav$x_Is&G)sJWOKp9m{KJiXK*Ve#_(~F3L{`F5%YfUtG zivseL>$cnjYOcf`;CnF+%p_NC7%mKUO&iaez4UJ@QKj`-#(lMZ`k*V8TuJ`ilKN+; z0M-@d^mI(5KfWVMzhs?T`W=UI7Tr$spzi}Z#jF+wR}zv$)`7SJEjGiCCYX&*FcWD` zU?$Q(Myw4DY4t5t5Lvm8IR=MqshpS+^3@DnrtFI>)jWvRCubrSOH#k_7YyF!ZKtY>X&37f)jq26V@GuV4v!4jHy z@h2FHoLE>`h~QXV8_I(YRPTmeuJGD=T4}H2C-V72<|R_<`Pc$8ZK{}ibb$IaXjLxpd$_XSqPv11p z&8*~|VUIIdT3_#8*_v`RC|631$)2Z(QrL;*vA|)M#=F@39admYCK$FVH$7g)+ewHW{H*f8`fgmGuFOhM)ayxZ!R5S6GP3md#HZ9sz6ZGY+Y|!> z11~14$$_*L%&-T-qy9;`dGnL&_of_ney8k=&Y?ccu)1XN8I{$?c-@LKnBUmwNf6R^ zoNKznbMI|V+xCo)g8T?)PwIU{u9R-A6+hu?PHs6B*(p{YS$fZ8ZsN-lp2x{hxWy_H zePMNYd@c-5U+ekn>bvVwoNK#uU#_1N>GljSe&MCKooD8Aawta~YL1wQys`vrR-)-C zDguq32g_DETt6%{6bU$ofl>*9!x3N5LE-7AIhuW=OXZKd=XL^_t@ zz}BB+bpiIyh2>@SGPAnf{ry&i1a5WpXndRzx2M4UR+;yI`E;vD*)J*qRkIBIJH|l)6+#i zY0`qSes?^4Nm$_BR*>8xcXA-7t?Zq@yY-s&;#9PRYoe=vZ< zi8xTZA*1fK4GoL)^SfQ0zxVd6drD8>?_?=h*qe<+LQIpz0t|yAnilu=_O#A{eMW26 zzXuJU?Y7Z09vn_(NJPeFQ^AE}@qZNqUvQ6QO z?|43Tw-)%szP@1hqM|I8&1freeQ9{{_xV$Ed&LS*v3N|GG%s%`8hzZ+19)iyLR5XT z+1$)*ciR(35;hz0b3+uP#15KhBpckKgLk(9KkQKPd(n@1QI(CtUiqV?cC z-07&|Q358RCH2oz=PRs^$ey1(>?blkDPz^aZ6xf4YwwN?SNOVY(;TY5VW;U-^Cgtp z2H5`y5{8NkKpDIm1K3zu8 zOiX_O%eRdJY>|ApXL6$s@OHmO+f;3SMMcF0!f-Giy{~?r>Fyi}{0Doo^755_%a<)s zMbfMMWBkQq*SZdvCyMbC=(bWXgTVK!RStuXce%K^|G6;0SQUL@r&%NxuB0B{bj3Ix zy2rfX&6;t%1niJ>kX%;F|va;ijkQdZve+gckCdpG>+wa}CLkyH|tU@|M zapx;J4DujTV5w2Fd_~?lujV#6y+Rn*IA~WK8+Y}BdetvhCOV~`nvz+JQ`HK$z8-%XZl;8r7&vrp$QK{4#J7L!0?9 zVl8Ivw=0+D>P*O*{P;#EMV%H~LN1|BmVJ_LnMPW>wItLK4%G>V+!IG4Uv(kLPAEE~ zNYPESXh1E^Eq7XDxzq#=OO2n(Sb~O!gZ)&9U`9qp&S@gjV?lpicEw3((y^VMxlZjS zx9B?f_f4skV9vDfN}ji7(fR&0C^m=)qhO+CW$nvVj~cIW;b^!d?TR}xfoo{QV!KmY z)gvG0x!M&!@eikFlNanSL!-OgbqUb0NBP<;P46gIsjo^f1XUgugzgI&9VcWoy4bFb zg2uW`257rA_Vr1oIyUfP_a5iB+G<-Qd2|Bl0iICcDGAv!p`2r)Xh+wB@IA`Bbvby9@(vXn&N>EpE2Aq ztdVW}{P;YkmmUC%I1dfXcfNsBfQD(B7;0(FnVI^2EK*L@Mt#2CP6XGFAAvtg!KAco zc+GTwqjc*$pT>H`<#jY3ABhG61iUqU5QY=9qtal+B=9>BX#xC{b~!A zExKz&jR4)wz|O84CSli&TA?@1JBSbaAw(~Orfm|RvvN^^CEj>)KhZYwU*&s%F+k50 zDv;~+y7p2dt*AItxbn|EN=gm-9-=aF>jgM52Q+ShRDq)we9QOyY1=Xe$ZX>e- zXzZHrmkGm%x;-NF%&fr%Qp~^wRlcm!Ue9ESiZk~=iY?L>FHRp2OQ9WLNG%Q6v9Z23 zCbW!vLuF!(eMJl%ppn-YLxapB0m>f{`S$HnuV^!3dexS!nMqf;a<>w9mrp|PnnQ+| zwG}c_lNuSbHQh0Yqm~hgt9BWSc4 ztND-ryAQ<#`|HVaE>M9#ztzpntW9JcJfV8LmX^pANSIXjqY zn!7^vFjaX)C`{Q7Go|cbrQBboGSmPH)6sbG(%jS)dVQC&-94!A@7W|Jp??o7{NE-O z`6JUGb^bL3Ow;X!>+hD|!$V=()@GP%uSJDDFt@g}a=jM$S~FV*XH7>FQ*(ULKjSE4 zRCRWAxPCBDS7$f#KP?#Jz#f@nY~twZW?~D4$y&R*V1COv*f~1bU-ydqUmq&|KOgF5 zBVOXI4mYX$usJChEIDpmYjb5Ot(k7>HMd^X`*EiRj;e;Qzw&ep%`(2lhQ!!00&m=i z)u|-ddawy9-4Vkg#3Cf@DIwv-YD1RnK&2rkUdrFap5?3$udQ#x&khZiXOmo-_hv-h zPKOWk^S0+CG-obmlTRD8EfY{d{A!#JB|F% zZ=26iFy+g2x#r>B{N~f>_#Xd*v4?&aV^{kd)s83Vj}Dl_Uv4)>>}r{L<|@AD*38x6 z>urCJZw88z-eYsV`$g3pwR&A05e-|W9?e^(60`1EG1W#Ba$OxV-kb8N*#iFoZZ8^QNq7rS_EzIG5le9Uw8YrNxf!HIp&=iC%? zbUR3zEJ~%->`J8_*Tk~F_vz_mZ#wuK>mU`f+vOl-z9<$Xb@H)AJI2QY{Y)kG((>Jo z#6|z}%O!aKos*_G4d1H?4TFuvp)tv`wJVU<+eIUPbV~fn)d8-GB$hK>H$htM!>;Cw z=$ zK0d-COk983J`cTm>pX<^*XH}#b4NJpxa@uLwD>M(wMgx9e9YLn?aeN2e<78wLTKjW zCijii;+fFh?lF7#(gswDoqF#eE$XCw3wRP$WQw)>rgZN7TmHkk#?v&FcF|hX>FS7x zt5Ldz=7XMJbMAceQ_W9y>0*sEj{Az){Sp@Y!snjxt-M%4LySy?1~sA(Ne_+^HrmXmTU%{-lS?T}QNN!t=)e z68$qx>gVF2QvCF#m2{n?R@)L~)R>j->6?y9@zRRqm`Qt$VRv}hAu)T;wx>!Ltd`L5 zl9NXRc6BhsnIc~PbF9ChMpOA?tmS)G;j*$b7sYLF`>fa%?TqP*a}HKm`taO^tS`ws z$_@A(-5GN8&h=Eq(f!+H*<-2?x4o=;C1Ax%&O1LUkBAMF2I1rPIf)v>1o!D@9n<0t zj);u>uOK`$+YGfCBngjc=&33Px>h4eB4&?KtLln|6Z!$_s#Zzap_J2x*(uyTI&0Y_<#n16^(8)l%YkX1HC?wl zs6>TcOq7!KL`Awf`z+$KWbsEj*R5IFA$aEv+qrEvXL>Aqi#N|{I&6*@2!!CyDV0M3;7tX*d%A_R0Gjtq>*cpR5Qf;v*;^cGn}zy&@~k(diC!adX%1K_kc8-UG!{KxzMj;Sux%6-45@64va!@?I9f3R0Uldc*=!lQHgr-^JWaCEIcX7!N7I z1F3??+XGlZgiglc0J-DpR%WE=j1aDH=F)nU%(82(Gb>WtZ>>*>0sb?D($IEdX0q-I zy&gHm-fz(0+Z9x=)jVC5>D^J)>$r+5#Y)UYX8bMKoFLdXpoE4o7_iYuT81s_5FE{o zDO>HYOK%va6B$WLXGH*hG!%UH+KE%P=u#fxl85cGB#$sz!TRbK@RMHB+ow01PIDPH zGw57meHD(Ck4tOqY1Z+{aB9QQ*6#UHD}h|orNlG=nJOY*ap!SFqgVVUa61K#C|<2z z5>P|%>un1r2bhzT%o1|xLCpw)Cvg6ho4|MpBpo9tgJ8MfRlX%{}t>Ps5cu*BytLKpaQTECug2 z*+})4W6bm{p?{QhliDq$k%Z@$x?@7*tPSU=zlQLBO<9L|v6bnbejVOhE>H65FBVJF z`zkQgYK4>{x^9QS`pvuy!Pi~28bgV2IFDHVkX@$a$eD!cq_k9{tq8}WhxY`I0Ty+I zv$vdvJNYzRvK)#kcL7cl9i{d=nNHpDC7(WH7=KkL(&%$@7JPJBdgdCw5-<5>JE+G8 z(`7VMoZ_LiA%;4Qn#_IDTTEQzGwqi(u=0HwzVGXZp)IEplQ;ABA`N)kyEexeE|tES z)zW5cNbUWxeJaQNWW-U6f#^KK{@ckU@KjQy7LRxv5tocY|E@ZOV5*C3nCjbY1eSt* zV9*(A@{CQS#xWrg!0fdA-kG31NmCv%UnD%fI#svxV;H;A|9I!hYp?q1LQf9CP(OYy zPKx5!OPhT>W21Uu=6JU5K?JPYJhD}Xd4hwz@a4rwQOmVxC`8r9g&o7jS2=`6nwYP*X)#QE{}LAQJkRw`4Jr8eI~%GolyFDic4DV?GVDbf$mv9|cr^8K z<%$BLKSj#dLUqSM+;2&kZJ2`&|0ak_BOp3Qdeu^dP(ACa`SK4+DAea4~SlI0VY!Ml7}RGoUQ0N0O`B`f!b# zp;W-8g@BGeJO9Js_#9~{q`|r?4&{Ck$#ym!4Wc;fjNEtbe>;XE^JSahN-cXo_Dz4Nfor_B z&9$38XI5I;cvFS~j=nrI5Hk>qC^z~M0}$S^t*>xtVgNo=LvY`t|7CbcC}65DiO&!; z>Qc+r-=m}pYH(WXQ|&cn@V*M7(b$=;sVD&-XY}SZ@Fy!Jt90yIrauN#F$67>q2Ssn z9RW`q3q7AnU=dYIN8dV>EwM~bf}oSQE9-d#H9XH%AdsEOPt=ucNGvrUDwnjPWJr_@ zKjRBjmz6|${SQtl5F&|FL+_>QvckmrB4B=Yu#75kn|jluTP#MwjXD9+T^yJ>Ck}WO5WoL`B>y z9=5gQ&6MsZJlmne3Fp5^`@eDP;_-_ABBVdzbu;XpFK@0rp1P8}THZNIYe48h-#Yk! zuw`5H^3M=@V@1vKleSh{cfN&@-!Nv0N5a=ck+T$##kw4uFr*72W-ibk53SqlB@0gM zRNvG0B<8jA>~takM_WACHlt?(HSRDkERdf}HHve9;2N2eihjt{0G!i7?(O z5_aUMRVvnbYUxY=Z&@D+!U0EtA4$Y01NHWFAfUEVeI_J0Mr)b^LI-T>*qt4yk$It? zy#jCn`CxBnj#q+HvBaPA_b>m72W&_nA4F-4Mdqvk$bs8LVhrvh4WF!d!2ub%0TA^2 zxr+7xc|^dGB;F<3I@Oo~biS2SblS%f=Zi9ybM+W$#VCV^1#Eg5{i!=g`(fw`z+Z*m z6$33_VN_U~aQ7*L*{{S2~n2MV3e&WvZL@2;? zQ#;JR5yER50G(A;c>b-?Z{j!_Y2c0%zhjehK{jcSe{v`KI-eFhf?^8g^aYbe@XF*y17}ef#W;|X+#G1LI z5NP@bmJyES99T&YdK0)klb*<78`pWjR&ximX%_&Mw5^gJCqm}6PUDqC60THXgMo8B+5O_fa?%Aq%Rx~(CZIJ-xle0 zYvCscwnKOu@%j`IG&|+6AaW2FSO=pe9HZe zjo3ePs;7xOss*dJ;co4%%UJ9Ir`wV~7IR%=Q6I0kZy49G+mFV+w-L5~Cfwq?LRo{& zw5RSEy4uP%+vDGR1h_g_T7TC0?5IEtd;gw1VhhK3d<8Wdni34q>pp!V4?ga$J$+l% zm|3*xl{B=ai2=;25W)ldz&B82TA%^xdRz*Ce5dlLe#w#hfFB9lSfLlS_;OMfOpcyT;U;&|skCc3{^=z&!<2$HuZ#j+Hj z2nV@%ZN{Gb=!vQ5rDvV%A)T^_5Wq(Db<>(%=L8;aRJV7-yDxXqtkd}b;xC?aW-CwQ zodaBI%KJkB5~^D9L>#Mddd=qrt3+t`a-(8E{TDFz)>pCZ0s!`4-^tUIJN$ z>p5UYLI9)yHDFD^d{n_YOvo-~R6eIgRr~GRvoi4SRz=Ma3AZ$EsW4aI9&a)1ga`Hm zn>NWMZk=7o7dPXcuuyuC(~=rTdl=sG#JN2U#%)M=(|}i`HU~cX*mc?`^6E4%M;d{o zb5v>CS=5~Kr|`JyrpKV%*ul-~RZ(gb4j=%I&d*^X{Xzij?8ubuP`4;R7@asl)Y1*R zL!VaVRD!5atTtdO2wJRo^Drpw^2Y2zRguX>cjX4 zTdSiP5SUrQ%XNGFmhE^kDXMsy@5a&x zJ;k5PxD%jXL8+QfS6Dt6iD(#EuH|DwO8Y(z23XF4fQ0<>E9?2iq500TmX28duK_uo z?>RB4#QDLFTaZU%i=t7@1W_sh5R*JioHa=rT|Ct8!RVAMQX-G&5dfXfC$ z);Yn)&E9IPCo&|)&9Vr_^&SOC$sgqJe`};PO!f`}&beii4_M5kHj!|^#v{kO%t$mq z;3gxIxyh$Iwip6zf_M98K!Ef*z8lbY3f08VU1?sCq8M$w16F%U%CG|ur8?=2CqO1g zQUKhyY{&>m-y(Y6=H2wS8sjFFMJV~4u*vy`0F2;AH!*Wa(dZC4 z=aZr+wU6Yf%j$B-7?D%B>eH9Joh+o`09CMvHMmAR*Wn=<3a$8}^gmy!K|t@{0Jd5C z9Le>oiV7WGx(+tj`M#L=(ZHR%Io-r~hsMKRgH=pu%dE_%Bm47Ug_rgVYwJnc=w)v1 zkmwn)Y6`jM9)c9|hntfW(eZZh*sj_5Ez!>HEqGGJ)@;m^=gE_an>KbT9PkfEtZ^6c z4_IX$E0_CaHdltsxRdTnOx(DWH@aGUxn(AN9gTpCKQ2dKbk1YJ@tJXt=q;QVQM0s* zkEUYGocAB;NfYmgeRy)nAhEeP9&=IK8DOe(qw7~DZlE*zc)-!sld{)c^y?i{5ll1I;< zi25J8KI%)6N`7c4=0DoCv0|voWoaap@RTP-isqdQWnWJ0SieEZZu`cHOEkgC+ygdB zSOa~uuwiqeA&~;K!Rubk`Esvtpz|+b2SoxtJw{}>h~tYx0&!8KAEPeh zkRaq{(1mOgwn_7&2Z#$0^}}|*7H-@_f~QHPMn5#mjM94}E&@~ET?AV49TM0B4+*;V zHz^a#Nl}0p9>Ozhir#V9s%VLkK;?nhkU@r8EGVhh!eK*QeM#qcrjt{EdzG{%GxiTA1$qnZQ-D8-2~c5UDLQx?bKhLUfuQjU$>(1X}m(e8`gi$y^{g>b;!( zI-gmj7p;8n7oM@G553&?qQdViYC_{9x1T&4Sz4;hm?5(ualGge_VDte6UVVT_>t^z zyN+ikECUlG>bHHNv0|~OuN3EjZ%mp9&k5K{1bZnfQ|un3rp2>?8tjjIzuE@OIe&WN zO4(d%@GpD}0pxi936(8qN;ZK!?er+fr+fw?GLwFOP=WG}in=S7nMmj<(=#3@u*m-; zn}>vG)A?f6`-+ZQ64;k~`ZF$gfy(x?LFrs_s8FJZ<#*4TJdU?mD_!t#90Fkc^?Mek z-Ff6Lt+5v|?{?tt7ca6^(x@SX*fPZ{-T?)I37LCNT^mXxtV_t4exM=$`Dt?K*cVGs zzn}D7`5>7L4g@3aCP|+rZH@a=%B;n5T+gk}4TsycwwDNw<0@Eqve1uEecWE%L;SB{ z2P?}!k|YRkaA4$C1~&4wo7wSuV7q`->Lgj|+t#X#bSIX9$a|oLMw9Qi50`5MIq+xF zo6aO{2fRG#MYtGj;)F>yH)LC~AN%IpnRym$O||WfBrl9cRn416(C1*{c6~6FY*RMS zpuMO(#^e_6_EBf=GLo5Kn0a7PfoftFKVenS5nWY-vOz(05o5?MOt$hn?BD`Z?I5nh z)|w!4r%w#~ zWhmzxi4EC9UXl=}5P>}>kvy=%t~Y?TOI*6Mk9*NG*ctBfgejSyTKvG{wgHKfU-G(3 zr-4JafK~DFUL-O|_m5>(_R|gKEr84)Zx&zF@R-)_7nyyofAY!sL6sGKJ9^j=+PVV5vm-hZKki@{Fkk}Y^m2Sd>?|hF@6GWt z?ldSv$0?zd==3p?;PhEQ6e((RiV?%_KGtOocs%=|B3|Svn2K{wFy=g^H;;+Zb?3;( z1~6GejA7keq!Pm5n9{2sYi}1ra4{3DhLB#*nC&`raiQ$J#SNvx;2qrMLhrTg%OUrl z9+F_4Eq~-pGwH#I+PLluNJ&P^X}d5>U8+Ke&n@MmGTOv14t;u1K2j92337||5Rdnl zNyG(c;DC!`G5-M{+VU1dRctIE>-V5&zl**atPWXy;Xx*{-s z!{G5P_eb^qy*v<0S3M{+ej^n`hRI=tPG1Ok9{iBWj9>HIDbu#En}0tNu=06H7E!G@ z2ku~QE5Vjk3OXRhtsbMytiPmy)DMgWzZoNjd%Avndodc>xE5M!bBlq83aF(A%^RjL z@+OrR0TJp!T?H`qi`a0URjvDjI8lI{US)imsGgaGKaKu`s5Fm)gaqQ)vtA||%9W{feKpC&=CV1yT zH;jG9Xavb$@sJtwtrHECqYFuw8`vzA@1-Wo8X$6p!2^zKgIN&`)h+ZyO%P_Woo^Q;Xm0Shf=A=o z3{%`d%INO6yiy2YXV%1By+Ww+-o)7CyQhZ&@cy$%)$O?<+UQ2HqnreTv!mO}qz73S zBp9crx|Aqc!LSbHBo&6OSpQgE6+He#|7TsyYf@AqrO7)Ju*hrf9O4si>NoVj_Uj1y z-`8Q(=Q=0IKp7uX#>NcHuqgi3*rK=iQ&{{*AMTUy>W;FA1L81=iKdxed)F~N9EHF6 z%#{j0BQe?)OW7$H^S&#R^=^klxoUFTw)W`TKSw zpM~D^f5cvclb07~M!p9lJB_&{lp-u}1Qtvs9#Y~vA5y&+5L<@bIz>o34j?=W7;*rF z_O_Mb*4*-hDI3C?5rxexzj;|nf-#a_UrR@UK8P(!CaxphZLuT0OWmQqK}8y{jyF{l_|-?*Le5 zjmL_kq}3uf2?Lssk#tP2q_Z@{6@sqqE;;Oea}nKCQO4j2>ndgLYHLQ_B}38HIGK3C z-n0ESG76s+>7Xyd{zL_gIO8@fl>! z!i9QcbIIwRkxtQKf=xZQZ8GJGKHpiug8&?hdI($Ro6&A@wWz6|0+qlLdHuS$Py z^jAxYTkoJ&Jf;U67Ch{Af0b(V`*vtA`<40`eOxj6uo%ys{4$=a$f(kJ>%$1TvA})p z+{?u#VRX~RhFcwLaD)k*2ywg*=wa7Z-4hB2tSEbXx&OTqFadxo__)ApMySL{0bv*W zE-2^7&wb1CbZ1>+4_RVTzwPVVb09J1bC{4{Bwy<^A?541FSdSE0KK|#$MLm}mL67t z$5~Z-Z?ce3fgZu>>!qGY%Y8{R6^*6f-Ur$tq{d1Jxi})m!nCW^vLvjPh*~MSR@R=8 z3cGSr<38iP;eVO}6-$P4DgM~aHB;qISFx8`T8Nc4;dgdHG^S>?b(AcnpEz&`c0x^Q z={uc7U%8;hQ@<~n-JiUF@z#Fm$ifEieMy=9Nwzvowe3WMpKsgx$N`N|!Ca~7S>7|w z1ej4MpUZMY{73c0IpXfiCFW3=6x9ebBT^pG=#*6NJXWxzZkl?zR!dF}OQrJq;)O=e z3OC=k+)C6vNVQC2p%E^o1f{UAElvDSk;nQ{04?04U-otim4y8KPS}lJZr^hps`Mzl z96p{Qd6DjU5`!m?*wHyCg+25e%T&er5K*7wmhYUlqLsf}4l!F3Diq95cDI@s0oT(B z+3S$dFsy3<<_qm+W}G)yV=m4nwSfGFT5tI5*5AdkzfJT$;-(?4|1@LiZCX}WCLkuq z_-FxbewIlK0(&05vdPaYqHDkxoqzGbQ252mSW9`9qu{~Lq<1XO(n-vmf+qYucOxdm zfw;swDRm$Hhtr(o;8lW+H8yR`VjFetjhAoi?9N)I;b`&g@B7P1yi!_j=8ZW7z%?G#dT17>6*n%=x*37$R5y>%-{K8zq{6_* zhwm90{l4M)SDZ6Q?X`BO&r!??+p-2iwiTTMy>={lG<$CK+>URlvF}x3M0&*fdbwW(;p5Ct)Tm7m!!gw~YIox0WVkC2n zI?M)sAWUYFph}sq3a?0T+K>#D$WG*VlA@*E_#(_m!OUGdBxUa3es^vf^LHO7+qsfJt*UN+UPsqpIx4{Dh#FXq*m%OXUBdNnEktT&HX<=F3N zW{C|(FX9q$+!}r<+~fVOOzOqGy-T8ThdH7-X>ZySU-jO4srqBO9lukUny47NULf%E z&qHdlprvB(y!E7|91Z)lfy(uXXNRO_Yxipv%zg4CP2uVIp2JwS0SKD8xAda4ci~4B zpeutKe}PrUOTxMKQL6AF$hHg89q5$$>9WjXGS_)&bz%j z4UBMrTj);>WgbZ$z~0PW{#tK7o0|21$tR?-J?XZ~W3YL5Q0CsfDh?D!edj~__0_n8 z#P7#MBwn3ri1`6hg5`d!RB`wy;m~IZ!M4!R&82V71gjT0cJuM%N>yqMbv`6MHfQ?> zIjB26a(LYne(7qdoDWwHQblekBZ!n(t8%GxfrO$trmaG3gzmd5V3CxB=|>qX%Rhga z84~l2I9jtM(Dij%p!K_BTE}>*2u09ILMAQV-{955S5EW6QmG=l9b-mkGpkA;iq95D z=QV~MB+u6zX4^kTZd(lOTITslHlDmnb_fYTB1D%Jmwvq%b-R zU$6Evo1bg&m^JcAKe`gC{lMSCduCh6vM0MdN05o;osuz62? zuop$~<4j}bJ9h`kR<5sCdwVD~$5`KzT#o&$h+BKR9Q*r~o*q42JaO%mz6}Y#J0AcW zzSuLk8_B4f@QNuMTHTP3gwo8G9!ioC?(~HUs%C~9!9FF?!QjLcI#yz#sO}Dsgi1uM z>>L7%;b&?27~o36v19CVC4k}5uk*s6>hMPsjZ}4Z|5iOoqonnKJrp@jeejXjWIShM zSdqV81SK%kN>0KhB5GY1Th0N@=J83@`KC&+PO#E{>woo4NxyvnzP&>_3rBg?!;>+* z9RMgoxW2Js&(Jm5&-g2Q{+zq{!Ca%mrBRdRY+AG1YTD)TJVRo`6#KN_S+E6{`^mzy zbbi&nMZNb+tMR$j+C+x-d6M>Y>#2ElzPl8~M2614K4CjX(cm{gu*`hh?$_WEo9Qi# zik4djeE%S7+IsASju42eHvjb_-c89j9|LkTF*sJq1g6G1y`!%{!)f& zaz)$X+7R1V6)j4VgYq49C$@Q0!E}jQv*OT%2&lkgTq{=sCqiS_05{zuOugZ_6S9CM zM)acgOAkRGRghcl_jbIcAU)`-rLxIPVP0NbP3-dVEecx)#aE|44IxMwlHdUI;fVLr z2oDl?&63pIQN59Vu$8%4d(An*5>`mTbV~+ET^E} zaC_YRExCsJx15(&+qryB^!91I<7%>Beval&sT0T%iST+Hsxcx{T9$MF(EB)ZwQ?-= zvE8WLH4l1NfPD7RP2YESGNq1;-dz6b=#fGQ*Gn{IiaDZ|*eU$1TJ)gkv%XsY!?E(q z#X^I*!4kLkcP*zx>gEgc)=QV_&X+VkJet|kkaR!m@36yVc7eYf6fqTVIKDeBEN<-* z$|h(x$7eH2`0A8L7vxdLty5xbXk*he--b&=Q~f`CW4U_Hq3`w#Q@oP8{AGOb{h5(Z$F75))y95O{%sA6>7AX`IZ2JT3tSVWL}Ca# zd0qU3y!0FmNAl*|YAFSO?Jq7aQ5mSqo|~n<=Fisn|MizQtu=c;+R4wtDh?ukOY0Ohw|ky4s8{b`K0Z5r7VPC5fWMJJ!N@?9M#Kjn;2K zv?8G}jRN2y{BU{$e#D?B=r`D!pu}Z3bKm;$Uhw+IOiKrB(D#o$@@eAMf&VK$w%br_ z0pB(Ra~nz>#YGwZx-{{}7OwYoY%yv}4Qo!@^S@duxZ3DXE%x3hbnvp6UWloE{ZhZe zad!A_+2JJ9@R@UONoB7^dm3Xg62bI`3fjPctQXRWmQ%%~jE#^<{v z^;iRuH~Y)gVi!6hZ-MlYrKG=O2ge)j8z*MwwbZo17!kL>gO8=Bcy3Nlt9F&_?iVN( zZ(htx?HscEyHBN^7t`cl&S!hf-Cu1V*|2F#%_=Q0Fc9{ePAoN5)JWkaHv7(*srZ&k z$f-4ds;UTfon}4J0qOVM6n2>cgt-FZHFy%8uNMk~#Best%Vtf!1wT|HOUK*Ieg$G$ zvDgQ)V&f$AQXd`?(@Cu_el3*?U*e6OVwwBDeNg&2FuC|2rkt(Lsr{7Y)N|@)vmVd& zp}91p$?I%+cjpbMF-to_?u0~Znc^+gJ+(h!YnKQnN#PO~6rptHh3Hn z$2?(zUT24QO<;-!ux4@je?_{iAfN3@&G01w{|P6Hi}Q&g8Bv!@+xuQy=eq0@4|Z(6 z&u?z5#CC`5Sq3?8x1K!RJr(t)*`+B?>zCn4@n=rDGuX2fIR?v4AfTM%-Ch1hP}@l} z%Ney0+w8R$nXZ4{n>;W$JPrUwG1Z)|=g+}48F-Ate2G`3=itw)!r$EhUT0;hc<_7c z-j^pU!T-*;et+W9g*Xanaey0&MF+wQejPM#^uU6-&Iw}&)dz?GteuyWEZ3U=y2udGyO$EZ|GXSyjd4g! z&n2!Saj+LZ%bVLk9FTs5KdEX`pfs+cbg2;|@=WhPvO#<%3R=)st^GP%^#lRvOKNtX5nZU`64R$`^9kzlAlAkPaa=ZbyV~-z8=R z*WAD>iJWF4czClpk_D--k}{X-d3vL4j)#-@dEYh_hNm9b>$h(hBVVYt(EQR~5E*_qEBVJRt>9$dq!X@-1Zq9qgl(JE%T!{e9!pAJ2SW z=`eLgpsHm+YSgfM*?FpiGS4-+6qC7ImJbxqX>qDwt-2!iWlMGOb5k^Bz@S0Te{Zb` z!Z=M9FL=C6RTX6I&vBb;EwhagE7P`$3+49w*?!+0*H`$jJ1wJ5+{V8jiu9}tj%nO? zFU-y6e&v}{h({!3zENtuVDDlx`H~#(P1&|ih59ob;IfHc(T1ljmtZeu!PxJ8u)`CY z%|9-YFspTfskZXl|BRfTN0t73kVfoXL>kKV?+ravV0={s^A{b&;Y9FK@K@f<8XB0I zrK@}*@ne}H7P+S*{y*%M32uNI_-h)RMHxd@~j=OV%%Xe6JEn4Mq>pPR7s#xhhk!9+nvH0LcoyxxWtm&=C zdKx7MePi@1UZx*R49ahr=M$H?kEu!dhYtzl%7VvtpLin@XHp#Rl2)lJBdqh=S_FHK zf8b2-8GE@Y*3n!ZbbE+>aaS~pdVM2d=S39sWZv+N!oOhwjFCuL84>=P(W6}Xg|kf1 z62f)-Hq$YTOs#F>hoDa6>@sNqlbV_xUDcC~;_k{i|L>pev|bt_QI>~R*$0*8Qx$i= zFOSZY<835o-Pxc=WP|Jjnd>%E=@sAU45@CAHkE%5eS1pv;cu9fUWRRbwg>7G z>1SQa#c@19+#RR+{832!O+ECc2h*FDp%N_`@Tk@|Rg6N^u#m&Y$KPZ{TjJ#l)Mu6- z5Emr6W0Ly=8*R_rzo8Y1;Ui~8WER^~bIml?)Oghd^|tPOMuFTwu+Dh;KmRIZ9sqE< z#fXeyxxtkGc59N?2Ck&TtoK||@tVb!!m9p@8x$zw?L28d8{mkdMqfMH73|7QDFU-bX|X$b7$AA==8=(ETS`O1hO$63bfqdr!= z7!GH4Fl_jbjfm1>OsHSvEF8#}B4^lin=Ld-YbEN75gF zMfmIEGIhybu_0Ib4MqIj3oa2%|3f^-^ujD!JjbC`th_WWZmov{HrwPwXhzEgI?5P-fAruUDUV_jbsaRU zn<3x=?olZPRE*EZD>kwG3RiZj==J7&O{?J;0ucMElBYn9D$nV+X~|AEEOQXlT#O?G z-o9C*gEap2m~%}aw%b`AfkS+gx}LU0b&&_c9(b1|MqG{=MpN44+V#`8f0cr59r(*bOJs`KDAWAIh0p9stsYBrTn_qUha>H^s<}vaSVOw`R1l~aptWkofoU)x4@359KSuS9VaL0y zFAfyy35^u$G+7Uwl6R26L)r$i>894T3#V%`=8sF|EFUr)(X!~SK`JVR$h3j1{mH1G ziHa$7@g!urPli7*VJy)+m?*aA#3A;OWRz~GSm>ev=s?2o9f|5 zlha#8b95Oj3W$RTE!DL;t7b~8dLc)QVqPU!?4}9!U$Ez0Ygqf=-!>7yOO#ZWxOfsy zkml#My^v`^NPGXJWyPrRC^u$?fqJlTuDp8o>T6^p&c$cA)cq)@khGy6vo&seA4U#n zMuiIu%Dpe@1Ti@g##{_k#>9JJ+Z0-Udj+$&K5UlRl6G z-9J;tGqHYBk)zRHnm3he?Mf*2WRnH-Iips{Q2aS>GmXjKaYcgKwm$gT4{;XT-d`Ei zdQ(2N@NpgnP+$(EB#?ah5g1UmW%_SJJKg-3p%R!WR)5-Q^y^3o^k3B5XB>*SFa0gH7q)oR5KUCU`AqsG_>$OU!O_hjS z8I4=TlB)l*_>$%s=>d59S-31>yj){gf96ehXnb& z7Y)Mi_j44FhZHss(zX!QJZh!0%#vYjP<$5WgC8Ny0+jUKwdyN#ajq_k(|ck@Xx_4B zc}lJ1y0D2Inp5xwE8Qyb+KfoLzrrCiMEZUO12`^ z$|3&(g*4a`JuZr6_+fbOmr1o0diY@G%;@aR8B@p~wH8i81vxjgq>r@~5HzDQ0-iII zr)^<}TjNb`ZJ{_N2mn!0t}dVdY)U&fP41n?_i;d&%m=nU~ZU4a(YB zG&m-rRvrkci3pE-RJCD5I}ll3pF(GZl@2j%&@mp|@anM@v0Uxnq}YjOc@r%CN88Qu z+L(i zjA{gme^GTI@G6faq%QlEjMhgz&~`@>?)`Bvx#Oey>Z1>pp43LfpZDAX+L^-+3w0Zv zm%4A|Z)gVq#zN?t^R-6in;;KB_YBL-1{!M1tL-No_tAbFD%YO7QRL2oq`xw+h!^3! zYw_*H?TH&?ma1Wu6FNk4iW+;tm5AOY`-C`|utEV&U}!4t=tJ6OR^PMhKN;b(g*7F`sO~1DS}_JEOcY2nIl{9d)S{*1#k7gW-(qF zJ$en|FSE%d%Z?k2&K)USfpObNG#ht>C)iYZfvLuKsvR~&y)6V!;P_HG0~u|&Q(9wV z+(udi!;~Vtib2|i1woy>)3msol%~xcZ|OgCeZmCg&piZNZ_!$^-NBv!k)@skac)R* z#S;euzO$|psbj$K;Rd#tigH%)3HS2|-!oSl==OcPdS{_#Yd^`xiN%kX0*R>w9iQ?l zBp$rS8qz4AaCu$w@@HOd{-A)m!q1JjCN2|<>aIb0ujcQN>MdoSaBIHyM1A z6n!%?Y$RrQlXaI$;kh1I709I45y#?JaEHTkLU zYHL;ydw+l7lz?$(O+7um^I4F_jQiCB(y#fXyk1ewsPm)5$F!m23_0AxBHhN96J=RF z#v16@ZzBYhT!~U7X0y|x1eD)HK9aD%rTcmL$%6{)zB7%_&YhB!zNmp9lEAyTdwQbE zafbwK%p)U*f%Y5wY8&62o~H;k7MT97&!b~}pd%?W} zViQ`*h#&XPp+Gh?^GY0?cMJ!611m$9c~0annf+7an| zlPdp@t?L9-wK>T*S_YqnqNY(0h;=T|yrd5jw97B>PD@TO=!R0(To!vO25pr@YmfhX&!H9==J z|A&#U3aB#)x`fLGF7EE`?ht~zyIXKVaCdhnXmAM{+=Dv=m*DOif;$VD`DfB?h2D(FX6 z!a9yuxTVVec~(&)r)Yx#+3cv2FT_|p12aK9R5_}45dmH|)yoTV>St2P4i8QZnjxv! zJh(G>A6*-z4Ej}O+hS1danet{=ghtj$PM#k=PAfJvq7*?=#74O1}cxj3KT#Letksu zvW1StW`2-exE2#c@D_{*ZV<%&L0&V3cBA^kTs<`bc!JI$UQl-ex zXlPUH%q~m>dTG$$b4-xnZ%~!aV4gE2aGf4{C7Qgm$__ca6INQ-Z*&ZL9-y?t`3`LE z>Rgz$2NPside}qS$omOCB6Bg;nPux0gDLgBQyduPZ5E90rE<-tH&o!@>T~jr{<9>) zEk1y|;Mj#HFu{8i<`(!K=M_vlvn#6x-@M~>>LMuj?JgN%nY;8&towcWb&Cm2TCrGy zXjBt2z;4uAeo#nb6vxB_BsnRQ%H}qsP**g;ASpA!IGan%JCAa57?KFyk&?#Rtz~x5 z#^8Ti5X$GbemUfAW!V{6R_;rJeYRr3yx0;tq{!WUrOyOci33OiT=rcd4UQ}K@8N*A zEqp|vhad(oy>%tGs-A}a(W*Hth>lJlBM9cW)nK^2K-1xEDZxN2M%|p%01|v|+9q_U z<{J7wvQ9e|xyDpwb6JhdZCZMOopvC=AAIr-;ZioTo2**&V_KX3%C0&_D-7b)v65vI zCmY&&_jN5wb76V;aO^CK>7ckr=+GKmC4aBaDG*xSiY ze^h=Kn|UzrZGr2KokMY2ndIY%iE(sJCw5i!YF`e4X`Z{!6Xdd5U6NS^qG{C7W)4qG z?U*q1IA|otEoNViw1`WD9OikE@q;RUv71=gS)0XF(XClhq7kXEEpCfQs}?q#K)%Qr ziqqmC?>c_D)G(Vp=JP!ms;>11d)YtrF&WP}bN076BQy!SL4AO%_+ISM^%dbva6Ks! zO9SE|liTRsgyDAQ!;&@|I%6m;%Iid04`3pqsUk)8OT?=~8{2S7h9F20za(7We5v@H ztqNl^yiVlJ0-C##ze9B> z_&>!E-Ow_dxM4xH!Z3<#I25CzP!od7kMb&;9}n)u3?JZSEay}c{&Uc6GSqG=PLc5* z3>^VhpPo65`Fj%vlE37bpm=f09}$KQA@qupm>_m{m0fyW^({I>MIC*7X95evYwbyV zKBO1(bH(@h=A!Z=wnaen8XndFYrnz1hj;#r+4os@y#)?yY^l|LrJC&F_e9szw^!01 zaC>%npkh9jfv5nnI#I>@mzVSHYAXe?iOA^gu%d;Ts>2m+%qcl?>?Oo7_rLR@6|0(G zDL*NYdxIW4$3pb%Lze`D5y_@HJTQz(lva@p0iT-Hg(id;Rg)FAn}+zR201le8Y<{+ znbKRVCwXH!Wz}JAOW<(Tb^f;G@3DnOI`-dt*V*HX#hBXIZgdqd^6A|}dmF=947?jw z|8jHf&q^I{LjyViS`TPJL*pLWP1<0J&Jrz&!>Cn<9~lLW-9vaAtPn{@O5DvtnCYr< zz^DBU?-T06G^J*MTFCP&qG+#(YK6$1Sj$Ch!=h3CYd~gI&}kt|1c1d2OXim#3cfo^m`bT9HFjANXmQ7<(e|4AR(S`p9>eX!~YgWen2$$BMcn;R74zYw|!y*Ix zR#xJrWa;o15d9&PE~+J}ZM?iS;a-XdT}R4K;%q-{%V_BdO;vGUQQ-K4f`5Y^^}M2V zgmMFDy)PhE8%K`SQW^yQKHlV5_zb<17=#7Z8zt6DGIDaa@1?h`60?263>rz}h;EWL zf?;NEi%R6bHcW^T<$)+lsOww}ic?-KT@N$9pdrRGXMmUQX?HtnLj#?W(4oFXQL zk#{~^vq!380^F*L%QKe#Rvr(8IAZ@%Z`l_S50>< ziyTCUVuVxwAy(ToN#IoN3ZO~Ma9eo@cn`%OMT});d>e?f)jpYxrb+8RIc@{=y3oH*01LFg8Dse0J5dk-5q+;*Ng($)$PNG- zI)ZUHN#vc4TO-E~v!y?obNCKOL@4nb@DyxtB!YxFTV(1J~?i#2=0dy%}uHwx8v&m&H z4%Q_78^qkpJ6&BegEOr*;P5-n!OjuVaafN*xw@IFfSiXE#!kwLF-6*t%)6Pr@OX(t zlY)q}i_%o)EwX; z%eFP^Q;MRL9Jc@ZG^fHL+ovRrdh-4y=iSsvvTnI8m}){{TLRHs!e;gsucJ5P6H19KdkK>V>xk)9z)_!6an8!mli7m?YcYP<(k6r%8{_Ts0L$7N}L#i zKTv2=K&wPTUlE4yRL)tyRCXBK^FH-K=mAb@H5?jl8xga~}E$6Aspw}t`P62J*3`%yMZm7~l!iH2ZqSi_`&W|P3 zNHt@NlTf|{{OIF-A!qBm2_8;e%e~s(nE23+6nc6^7&xTw?wCwNxG*cdZ11ic6@l0l z^Ds1td&#`{8ZqQckl?8@icD_;7%|xb6NQUm>zLd2fSM*NQ|{NkN93+wWHI&=!NS~> zXXTvOkxX@NWFPHvS5>e_<_7YeYCCG^>>yr16xMAOux8P+X{(=l&;e&ldUXtuYbenO z<3fj0gPrxR2sdUMLSrZ^e4scL+YFbFlfT=houc6tyVfZqUpO(prC@KV!jqU+F>V3z zw=bMxwdm-Nwy@8H8rSb3Yy=aZg5{~uvgppf@Vg|aoJ^#ig~sew3T~uj0lIXuKKi=r zuY7zqcz2~h4W*r8lt@g7n9bOOStj2_qM{eagi>&l+iP4HaQAhm)QGm^JxUuQKJB>8 zu0Tmn5O=w%TSjaq?*4m6UCmT=AhiGvkID&mfPwNY%S+ScZpat0t^{|6JP8tHE^%-` z`MP)Rs=xJ1?UuMu520O^xiCK80|a!kfDTy{ylDM5;>0Sy;NA~~Se`isVc0IP&WQ5+ z9w^*b_T!yN0qc2?AM$_G%j8g7fZ?;s6h)2YLE@uV7SFRNBUeX9eum%LqW8#3qzVWR z<|YcXdaBAM9trBW`(-|u7#*f3!G7nihf@}4^I@R6Bbc;vBG}1<-nrjtR;r@=O)J6{ zNI^8I~C(BH#jLU3okEU65IB?U5oQpHu`L)pn~WO;EE{xA2fms)g}uUG-OS@ z%<OfoQ)>d66u=%<50#r(YjyU&JL>*Sy}< z8V2VhyYEIFaV-2O`En;H>b_M~;}j-`!S8<7IF-@PdkEJ-ZGNq!#K9H6xfc?HDzTiB zK9HBA?_^E!icu9=6gzUUVnU^sEsSwZb=MHA0Wha@rcq*$ z3qeOV_R4Orfh2o^V;UlHFza7g+c@|7O%QT^KcVrB@lX2W?iJzw8LLO0ukC&5TnB z9*1DM z(X0EnyM0{C+JND=yFSYmS(fh?+~96=B<<|tmKC)muo`-+dsJDDo%@+S&3K3Lm`o{R z7(V+YOP(}v)LB#nd6tG3r8r};!mJhX>DlWMozIvNU{po2H2iYRuG@ozVCcr3F_?6Y zqmtax+3|8Ah;uW=x@we8QR4JusZXlI{m!e_uc>swoU+dj$E!&l9zkNu%rNV|`W!I> z9JldjHviJAL##`puU9DBpUDn8ZBXC25f%NAIbVWjR6y~I4jzYlJ5&5tD!+& zrp4^Juab%VIhXasOz5itzWQOWJVYr}id%d-6}A{l3M#g4I<`ELf4{dh9}z4-l@Ak@ zPuxgy=mRk%1Ze1cL7X4nk?jDCWCSh7LTl=8}(8g=vxrmOUuxJqFImU~A{dI(TM zWIxi8{XFoPK5*#L4R}BOwoY4_v?j*3*!2uBB6FNvg~~sq2HDzv5aD5Oq)Bm6XJM>N zPN1?!!6@r!;j5cZ5+)K1?-6Fky)?Yr8UW}!m~@MvMJ7E9RG#2GBX(cYt^DFR2Y2MB z9k2=E%j!-5ryKR}2|TJmq`U_wlV>B(ffm|&Z^|sCY&fg0^kM_e!EroB7!i+!%7@DUGvj#LG88kC&+xjJ#;U`_J%&iDzVrUI% z$Zo=8&*UGb$Ji*MP~g0?L1!!)?oDAw{#)j@A7S#P&E5Ei?naQ3kQi9X`al2TO?_ho zBf(D$=-`a37shodB{9P-hk=|aqzD&uAyK&B7z#BvkB8A1$X+MhI`^N&4wH+G@6sIt zOKI=G_I(enCWVB;UkoVOD#{N^b4l~`7}eVs zw&aX?W7BJ1$Y|vW`Ba(|1Ep>6WLU&`3)Bxb46t*Q4b`eU5EnlJJg+bvqIikG$AZ~+ zjw9KVuc=Z88CVP*iMKF8#nX^ppQJP^g1j9GkyF4iQOFHXCaeGi3^`6ANbe!@*e=;$ z-ovU7v7nbH7|-fwv5F7HWBv7+X%ZDz1~xdc#u^UBCytTp{+Lo+zFKK0S&oSC@xzfD zBeTvsD=tn^Wc^(PF-qdQ_2` z;tGtmE1+h&GOR~0d=%z)4XalPRK;h9on3Tc3eDm~GEBS4+IQ8T&@syi2BT>s24ksT zV@6x%t?4gq_rCo2`2;ra_+)iK+S)HPE9KJT^Ih@YvQgrOIYB4`GtUMF{H3JHDHyMJ ztHw(zz0KHwfgI~?Z-#(7p4~|h!>~Ms3Xe%{nND1h*k=f>N9fJ2?OdN}F<^AV7hHCi zJW2lG8Owp5pIM9!47Gw{le0w3#D;;);&oM$KtOp?vUlNAho|VSL|^6S~1Y9OYzd!FOZ!y?|euV>>o5g z*i$#`9U?zkpo|ZkgJ;5l5zAo7ZnZZ}PSVrk3xn9#Sar<%amTzcwC_r87axqV$4E** zC{7d+F!l+FU)Dq1N-!f6zgs$jenWV;FHip0y+|#ub#*>lZLFD}QD~rOW^> zJp~PV1!&=Hr5d{7lt1IDxS9omOAq^pm-&%;`d#E&C14@@^?}x2DTfv^;P_{gPi7wP zudai^=TbE~&}!faW@fdCjz{bK=HU#dvg*=tIJ;pKZ}#?DJh>YA@1YI~Et#_~MoPo! z)fYUe**+UFAK@i7Tm15YG&CFZ?0BQOQjDMs8V&oeA4M-{8%UA(nGUYlFOF!; z`UdGFOz|f)8kc8JotMofEuxM;k_n%ofrXWAMYQq{Ig2J_lDe@8#u5bBVL;LhlOAx8 z2_?L3JlGuy+8jo83;X~F*K8J}>|~zBShARr`$UNpd0BLw?Qc;`OAqRdG(sXB{EfN`C}K20d|iiDS6OfL~FKvq^`0R)7 z4yOhqE$o8(7DMkxdc)YZbWvRcT_E?NZYgg6qT%8YgYKN1@`-90O&()Mv7x?Psyidw zj)k(&NkRUHhxgE_XCv!D>;Ve60ND`l3( z{7_<2cMjYt4{LZd%H)kKFXdiNh2Sz%2B)3WlR6LUi)3NXR+zg8-S8+SY>t(c*pA_j;KHv#F4|W9cu|`o+C#{ zL=Q-#gu;@Bz_HQVPU{U7jd8U_ICPUzC|St-6fu_Zrn2zwUzr17Uo>a3i}%Z{O6LY8 z;joj6OHbVSYAV+IB2%oLvVL$wo2BbT8TLBnq?3Dy<@XtVOh+$gNkl0XSCzwa^Y=f@ zLH1iI_qO}$yQr)eOcTM?c}1tn(UhhFi_d!dT3vhAzZx5quzf8%RX$s>gMpJuqA^-X zI)OsN;}v{6LED?A(5A^L#xPO1GCNpE48Je@rSAV_^_{2Z+Z0^ptq-{OF7SPaxCys z)-4e$!S~~jyr45xcx~%$&oN^~)YIBJ z4mrPtLsrUzzaWIgMD$uUV497Y*~5$9^S--we=94ANzH)ri67z1cHu|X{7UY zfztfd>ofaqpuQZ7=Ja-l3RnS+DR!J^W*+t7_N>sHr}ZN?L1Ae#qH^Y1*svl!Gs*^iInw*}FN%M7&?;YD*Huu{tSJtGu{G&F8^U-f)PPQPX!lz$(r z5y_21N$&jdn?W(=X>^AOc1oZ;#cSA+b5{V3TU`wpR5 z(;zcvI$=DkHEBx^s$^;)<;J0fvVi#UxQuNhGT;65=|XspRUPYIg-7W8U2Vatj{!MbzPqjgyB|$xssXcdKZ>eg z>yy#-edY%l#LY8>;a>WuNclNz4ucfT86Z@v1nt-smXHbsnTm1T&WmLHynlk*e!@q$ zckzMQ+Bp*{0r6Kcf{}g?=9?(t<|B!M6-m7!FdOqTI&DnIl%+hsBeXFo7keR^&WJdn1|G>ebZ>%fzBPhSU`qEO9*IH7TXk_zByH^6XQi?>liDZ4Nv!x~xwO zN$U|e;ZZ(iIuwSCT>%ufcHcpn%S_MXU8;CD;T_s1R}oaR_GwKGN)!Y*IrH=*E%kPP zAGtyFU-8&7a6yP}8a&J`lFD;TT}$<-QBq>Z&5T2Q*B++0jb!n5>H>?R!eGF!Xk}-pPQX+N7R_go1!7x`V4r)Y;(f20Ak8`^h?thg?sF@mC4iib2Z!(ABXEU?`) z{_*}41(&W|uYO_eDI65y3V`&TsNV)HQaR1zC(Gp3fljh2Q3WZZpr1-QgRzK%A89_6 zN9L8I_<#62u{{A1zEdUTB?d&skH3CRuDs!8ficd3dH?aWc6HH9L z`{Oq;k?QK(Kj`oj_5_9Y|3&cGJ03OS>JLT|8BHMG~gkIitgdx>r$WM zbg-c`2FH!LQa*vCuD%tsqn~k0nH9wBcxe8)o(#^vgko#d2~!lA4}%=cz$CbZ5EhF+ zc%>U>Eht~#v=U_|56If6m7MJ^MFj~s=;W!Gn^AS-NZikd4NOByzDC28RvR# zmDoZFBW)C?4r zw0JgoR+==;2}@aS5Cw^ZXPHf3;o7Y7g>O-&FS4HldeR5-zCdsSaUJ&bQ*FadyV!Q-fdH*(l8qLKFT zs)Eu8j)76ku*6-nl~%%ckg#DsBK#?nVWs69|1!65~U{Pnx6>^xMv*?n~%| z#}U8&^&9~G-b<&PYkHwP*H5E=^KiNQ8>e&MJPmG z$2zrft(?IH^+TyWdy#n7H*aTNlDNFZKm?>z2MeYcw$O;klDR45#sX6L|1V;?wx!eF|ob6E_uMbzB&^qegH} zUmWpwk>SEp#Dt8zv~2Q2=v!yP0#uFYW2L*PtcCb|mPpgERO*pr*k;kYlZzYX&jCF3 z)gjOM5bl0WycHG^!@rRL>vO+gVd{F*^6LW7lSI7r@m@!;O`Ci{3Yq#nct}ZwkIx0p zxN~rAHY3DwiBy3iUvqFH`Z4cU!_BTm1Zo5yan6MvJ6e^{^#Uk~jI_NeL|%X)TiQDD z_+XihfnNP^KOL!(F!a+X7|Rx6gW(N?3;j>SA=1K=rQgdRk-++D*}_z}Ly0MZ`S4ac zIs+<=uxYX6nfV7Mh@$WX_aNd)cyq{14;AHH9`*b^ZngYRvs+O{89ftE+rvAAj9H|_ z6+sNO$!vzEm{6vNO4BCi7ZfVjaV8&g1Te@_3l!QlF@*SqLHFgNo(Ps zsav)1WRaSKkM66iinNVToV9lGod?kg216PoZP^#w%Q~1%^R#V$$em#gZzJ3s)$hTU zL&l`z*vM1)!@??~+k!Ezlxa8LVGX}hhGX@xKFi7hgDYG&vYHY;6J2*(@a7+2?Slb)j6+9D7H)Cz+@Rml1oH3E-n>%? zuIPiDRxP`ga80jYagMl-SXatq0pwNbVHmA*6k?QLQ7{bZ4Xz(X5Vh=E^yxaG5Lu*$ z1o(fPn2JW!%h{lnEz~Mzu)AhThOrs;TZIQ_P8T6u%suwP)~!(VFF%e@QZoo7>J@cn z40@yZ8_cZ91Zm44jlRzKf?Oq)$uZ(gqWh5|#(7Ol#nE1)Guon`3) z!TvtQSLm2}Fde~$L-VSH;+=C1c14t)a?{L+nWqQP3pCi7X4t731r!Byc3K5zG9lUL zMmw<&c{l99BOGRb#{`wCLk0DjzOF^PC&+CV#EPnbn|pM`?}#aNK4ZcLXP(wQX9@vg8(qt;RhjeaLgMoKYY zj`)JEdWibx8T`w`VZjimDC<3@Q7M5f=DBH5SopsbGlFYAUu?toB+qt#R}evi(H1tj zj74bkbJks;6Zq&!+ez{cBM|f9N0c+gz9AB~wXoKD+|H17^L*hJt9B%V@>B3|oTR<+ zOd(Z^8fS_Xpu7^^xsNDrb>9tS@J)t&Ww>(c2%6)$-K>=sq~0G7n+IBta7kdLn~a>)0q6WSH1EtIyzTTGg?Bq>uY5RoePiUKsq9$wGs6SjLPZ=^)vs z-|hCPo(xUN*5g0~E7=Rt1%jOhvz1RXPUL*7Q3aFH<6TqnpIwlKK%gL-g}~%WxVIb5 z>lTBa?A+Rhj39VZAcr56&{JU_(b&>UQ<~sFPXsg7(bC7*I>J-}iu8bTC`xW0_O#ma z>T_&lD+Zc!J*&JHo+v#v&f}^{H}RPv;fMfI+7x>`iRkddv z#?ugw3<_&=LCCKP-*5Qmpw>-TnpL}H$yZGw^$J$X;FkkrWQjr(#D7lIk*;@Iw^cK0 zkkLWU494eu$bn5{(IozS0(-frWhqrjmdY-Eiw12hZgR`)IHqVh-&>a=N3zxRM!j9^ z5#d!bd?VIcF6i6>7xHW(xO%{8$`(3I?E6A$zbNbCMfqpfmk%Y0lo6|@Ton#?t!D(Z zTp%>XrJXDFnUG}bqBAwhcSHGl9tsX-qFL;wPFp*V$>=z-dMla973bLn=?05CUNwun zri@*GecQ;1ZC+HV?=$+Cs@#W{-k3D2qmhBvifykulXHZWHJUNW*j{`g=N<*cz^@!| zq6|0XBWpVt)V6~YZDU^M8fF|6ngL<-70&tE@Z%!aP9yBpA$sX^YQ;g(y&c!g7QGRl z6LJ)$oy)HET2@hMW(azVkZzbO&VzJqn8!B^_M?bgVr|J*iV8qdAgdc#4elMv&NyQ8 zM|M|MQ)MyUQODoAsu`!wz(f;ZusAs)owv|lk60SJa+uEcyc)jd{Q8+HIUJ4t9Kc0# zeP9y}EHs9d2%3cfuxI9&*oVtnFGLiGzkTFHE5W6}lhD^9!M!B1_(gh0E=MY90sEl8 z)?{Yo#dSh%RO|_DAtyXmw+Hb+9g2#M4$lh&_DSC0^RWDtpa}dslWq^<16uYttZ=Ye z8%!b7{q(7lA`f&~rlDx`GtQ@7AMh_Cl^}#)XJVM)V6JY<1%W3aU>V4ym6RtxbEM0- z6~Hb=^erv=8Z_*}g2fR*fIi{ZMIGD1qy>{|7_j12Ar1(PKpJs&1rLHozz&>-X@BR6n8F6iwc*XyW7F2TL~ z1a!9&g-=~BN4=cH*IvVc!NoKqh+KL^)NMgtM|{^b#qrO3!Jap=3ICauKs1%*bm=qB zW(oaqB>2ich}kuN_jh-bJYpWXgdoVyp}be+UnaZ==TC~VzUe~Mt1_9R#YEP;y-U-@ z?@JG{hM=@e=rl7G4CXo$pXBq;?l=L=TZ4CGom$A0!bgu2z}arOutS|TnWSY&aNq6k z>v;lEY&wZ6h#SM03@iX)KQs}Fn16THCv4uf!W(sb3pQQEUcLF=&6EW9FQX=X3!Ee) zz4$&(c9dGNXqDSS|@Q;AQ$Bwyg?!1zvJRY8T>OR%itX@j~$w<HzgbiWya4`SBiOEeMX z#8u$N5faxJP10jDYjrwM9UV+p;SDvKxi6lg5!ua8h8bw2B0$ARlL6U@A%0=k{^xbB z$s24~7-Ap3>NB9Q8172b(tPGmRT>EPAJgs_%)ic|4Lnjc+fyZlVa87UF{@#axvcf> z@29lVeqb4CvwaoSLhX?L4&uaj+I}>8m_Y@!Rp+nrH#HP%2d}Lvj zT6x}DA@!5#yqLdux%srlRT@Ddmc4{H+(VeT69>jl*w-HI@5^VLfX5Mfd`)C(9blD_ zR5FCTi#9P8TvU<0(Mi z8wiO%F)*3w#^4O(ZkPNOW>lyce_xEyWO9)E%RMq0tSn#<>zp)JT)Yg9jq|eWTiZr{ zmHYg%mihT0pYivOpl(VrBr_xZ)Fh#lFA0GA>DB92VKOgIKnMOiIQedF-*K&kzcZae5Nv$JPAsrx zTL+oi7iggrWC=ys{m1oJ1Bx_)?;rt*7w0@Z{6?_33eI^&+h}u3B z5aF7B6(g5q@6kzM(ZK^O>ZuQ`EUc`oe$IB5?DAC!I66Kodxddl zrJ>-&Q!$*8O?NMkEI+alwMQks@c4J$p{(O-QQ>XV^7b^6cJ8Ai_gz_o_OD+nf=-gZ zhyY0-7+NASz+aFUnVSJ1jTD!4y8Rm$lz|2=uf#}!x*lS?|Cv%_a_Jk0xikC-24&)4 z;H@P%Bo#SuOsZ1V_!+nED~%1rn*k6IQAqH>-)8I001-H2qH~QP?2f=j1+Hy%I}F&%ZTFU~SY zt*GuCZPiB1FJ44fAJqqO(q1rl5BB>R%}G;ZTx-2-kU1YONCEcSWzA^b1M zIyt7M;Xh5$$W`Pu>Yx}p!G>*mZ~~n?w+p(z4R`vZIfzY26$`14=U@6h%+Ob4qD-8`C&D(;<}Yzk72po|27Cdh zwf=*C6W%NO6Pf>@KgpF6B5&z{(Y6u+29eRo^kCe5-x${S{v~)bPZM$Kg=H)L6Y@F= z?Zd&FOB?E@t@8TPepJyt^nV9~2r@M9?-B|?aUiyn2ky=RzOqLp(Ta4QFaWU?yi*v# zIGR}bp3X?n^q04Uqi_J_zgJ0{Z0nI~U}q6P@G#7~YPx@;iWDtawI;Z}4bp9CZ=mQD zIRuLH&Ag;lPtT>q>c4+tYxZ{c9tF-XzL%-E%8XR!*pE&)>n`D^;WFdDxt+g4+r$Tm z0HSy>HHiO)>g`XFFjxWPOC0LpMYMunDE)yP;1TC`|3}e5ABr|bNp}>Riu{M^p858s z7MBS0bWM9tK7b4m+YtO@o6kcQk5~T$+H!!g#V&(+@;|rn$7|i-&G8o)9CoD~r)ATu6OnyFs z64u||?m|J3U$uqfE~Lpc- z^?wnr)l8zPKO6>5%&0woX&2I!tSo9_B$Q&|`vC(4XAE1WMS!W2uX@duf0_%flY{(% zK2jnhJ|NoV>cv!17S^bnHuVkr=xKWd=rmRHQWdh8RSJu2wj@=!eLo}7j|AIA)#WL% zJK9McxsxRO*Ox4O@bg3n(Ag3_o#U*V_yecvUR9?REZ}ilM;cz>AM6AGOQ?q4_lq6+ zLt~#``b8G$HuyRb(B6a2?linju>Z&0J01WY>N>=&x|2IAuqxe#suIIq!S&^d z=<$fkpqAzFUp$*o{4+t!gn;a*bTQr=L9kkTG{EER-iyk!H_6NMail!~l#bQg@$pQUb%k;e6 z==;#v@$&R55aQ*+_Z}(ReW8E;@3gRy07Ks&g$rFgArK2fBlVm5sE%y&$bg&`qxS^7 zwUSu#9F!pOYYwXT1KiNv3tq=>JOiI+0df3W-}d%)A1XcM{>kUzaYNXr=Ij@|t)CrF zL)ju1b1&yjS2xe+nkLe3KkcT;GcM24F!9r`62IhE&pf`Q`1nNIc04~S_*_mZ zJO_91M>txR8WH`eyn4uryR{A>A1cK^HX6^3lL}T{^HBO691%S&8}KZAjc_zt3MKgh zEz2fBw3K6q-a>jR<~O-D9Hnj9vS?3X#=e38zCve1-bvgj?3V=b!tIT7d-3u-8!PZ| zIPkJlM)WjL>2vw3{eI&mbfELe1XFI)n(IAy@>SkQ6ew$_)PoE=GZ|Ia2xY+>RvQBXOup(&ZBJ-6U@=g@DOzO;=@>dL)dj`X*i zkif-kf7uy-sYHGr@3=d9 z8F;y#JAciiO7E*4--}tK=UH@c_4`sdL6}cIpYIdT#X!xt-N^?#2DdF7YC!IK%Ese) zv4`f$EgFlKTXw-u2^EDqYIb_DS!=vJu0haM@+H0BM@fDS4eL3wx{18ElG-Q&1$^4_ zE`>7u;{H*qz16=$dy7GU_}KF&`vvpcs=2;GmNQZ$5aWEIdRSJ;fj%GcX>Zvv5)Po- zo-^NvbBUL$SKRk1eQt@`A2*1|uOA)^p4PK_`oE*|*mG_eZhOvWN^-C{ z%HX98&kpEJ$)N4;H*$-+ps;SBuO4LuQ$kP#%@1g|^Mh=jq+O*#67`=wQNGgEan@TQ zj?T+`_+dF+s4$Cm@R->2J7>9=U!4T{&pP-4`1x*qzPn*qBuKRZ49J}rCt1uQRp?IF`i-=yr24!IV5`T`+C!eiKi+~wvf zd-CNZ0Ik>M_8sQ;Cu;AZt}N@$_$MpbAGPy879?D>`A|oX)nXdnvBNN~RZd$-Ei8Oq zKi+vwMpg{sYIUJjvs&vuZWuTlhVpDNpL#@p{#1wux- zCAEJMJJ`@1m?f#ROXZYP>J|8)$wZD-_Ga5YPwQ$W)fnorpHz^`G)=V$DYxJcUX)c&=U~P8*~FUS)rks}w%-|kuQse_riQF_&l{@~`D;~(0=WUA zPLTGnxP?Z{GWAI!t$)Q)4rXh3|;Nj|Pv)S^bkU$~Q{VgzinY9+@W50wC+)4Oc zSo9J1$LrxeVX{hI7cBE+@~HKG*!MPG_Mb5FTtBfAeqy5S#ySyZO?2Oljd)eXMO#t$u$R6Tv{@qH%!Hc7|%x zm4m=jNV>t(tN{k#v1fdn4q4z)q2s#DcgYuW^T)5JEvAl#mrk>NnNtapG#uMrt8Vxo zAHAZ%@c89rs1`nUZu5nG{kAOY6kF<;y70(QL+`>g-KcVpGDJv`Uv^(8#FUeg`@^EF zYqg%Yn7FfC3G|v}XUrh#i>~UV>-+O=GJGn~_Gwd>x^+<1BJ(unCw65{&HS)}6icR2 z0@FoHP6jdA*Z{VapZbjOVRg_eJD0=Ab|&j*=gA2~BX(9!x+#GH-d{^F040}B_>^(t z2K|KtalVIBAMY6{*>Oy7sGCa2?!x5*L)`$amlJANyxX!dY%0%ZxfW0PTS%3aOj8Mi zRknk?YR&2>3vG4nUeb6N?{C{p5K6Qk8Y`L_R=?!@RfCpC+6tF!eIJ$#I}9GzJG`EI zUT*u4o>#EeUK$O2UJSf{x4qo_`1L&f3RrCWeAHDGF(76I=oP5y%0+b=&+_+~RU*)yyK!LV-Vy7jLmSqO6}sPiy&(a2juTb~1bKomsaP4?ZTnmYIwMVjE zQP`+1cRNU!TM3u8k#m=;zeI)8t?1Y2n1(cnPS#E`KeUN!rANpXnae9V|{l@ z-K-lb_)S@ux_`yivF&iy%4Lp7H;UOdkpK`saoks)71A=`B=xX_fG#vTF}HGd9u7gf z|3gQ{0{vKt2z%ydsmuISNt|G?uJ_YTkf4hgMv%Xhp2U@^mZs^}RPWVQmC#gM-|k42 zoVKL^@m*7pGFgMHDJ2BI=G5FBmE^88`+p9~tbx};Qo)BFs#fUK(gt9L%At#|)vunj zll%px&DV*B#u(M)&ZGn`^mjA_D2C?y7M0VON-I|-)$~yuu%qI(nh8Fx38xru)3#=b z`sePM!Bd&<)dkUG=y=Bs^et@f-r7S-$2HgU*B97cEZ@hQj@zvc=r2PS<2K1|2b+6N zE9HN)-Xc-KwDDo3C^XTSUzqs0UuXLy5I)d+t2u%#tSg(4pQdi+xDRC%eEfVWEIFs} z%;S@(iPpqy_+0(fId#E#s9-{mpDgI+Fv+q3@xt6^h(Zfg^} zlBH7t3F&gHPxNR-Sg*qj^cBU*(4Bsj%a6>(^6PY{yNdz{}|`-`^{~&v)6+ ziQ_NZL_W_0FE@L>k9^rLlWQ-VvCpemzL$7aX;Ih9X7{QK{H-hIcH zkTE+7!_YO^?9tEIV)O8*lp-pKUGUXX^!c$3m6ldWe$!g7u|FPEG9v#^%7cIu~zh?ooFhfG8}ja+ST# zE+d|^o*&aAAN7kxu1bd3{tY;H2c$cb)AT4zv;Sx=5IZRD%`j17yXDW}d^F2d2W-CJ z71q8bV3>NZWZK^mNmo zC(4KWjgyO*xjEtfM^_03g53=@0B;$s>3Dev0I7OHeqSgs8~^plj`K|`Xb23pE&g`W zJ)=SEzC;9gHE<%Uf z;RU(>K5!Ysr|HzK4~)xRONu-F9Y7GT@lPAd`Y_`EwpkAQ6X$$l9>NYDv}gT8h=|)- zt{*eh+hz@uL9{P7)W6{nSCIg=sg_XJub`Xh$n93_d;AU1ttd7u&Ou;m%MNd(5X*?L z|G)N+gZ{M-8)WMXXoxz}StERj{$=v`V+}P?!H43h>uBx1FS~zq{CU&0lpD<#&a;Q4 z^_L>fJsv`zL|8xPLkvMIjdOKNIYL3@|XuAs%$2eehg! zzk|wxpHuK-1ApGJzKb>pNqH}o{7Z>kIkST}p8n1>JaiZJMwZYmkMC`EXjxtU6lm(O ztZnqK2yXLSAbX#!mkr*p12yQsj7skHPfrxD$$vTV5?<-M`O+0hMFT$rm7dRt*XKG# zwtTtHB>lrH#O4O2A`(Gav55=`l9-Qp;5qAhj0T?> zs4~|?NHnD&ugki2Tt%L%!Fo^W@XIoyYlCF7%`HMe)at2J&B{ys;EV=$4H3R3L<;j7 zbn88ni#I)3B_(4QoZ9>pV++F=9{-1zw+gGHX}5M^GI4hc?(R--NpN?!;7)LYLvVL@ zw*>bP2<`-TcXvX5NZ!c%t-aRz5BA>2^Xl%Z>Z*F~8e{YvzS#QUwtzAi$wd20_Y?8f z5|vFWhdPPETdYvZii179hraEj+ZlaOB@{5Z7^|+Lx`(mbnz~gLyUAI|xQ!J7F~y>K z-YE`qc-#yMc@#9z@BS3lSN*Svr!q6GyV_=MO9`rD zFe&M_nR%I~@vYo56fqw>_EJYdwNBch=G%f3iSsd9oDsxFvL5T(X1WkJyU zLF7j-WfqPTqLU@+Jej@5X1dm_t4K%>GNy|NF{%-Hj&qUggD+?8ffuYaS-rNbkF0-tH{?-nW7AA zP&4T@N0SM;rx0B8E96N1WtQaoc`B%FyNm+eh4YaXPur? zgOnA+wzllI6%tMU)4RtPRmT-oQ||_h4a{~lu<`^$dVB8zjK=mW^Tfy(RpWN!o9l?; z2v@eb93IZhANf%65_svqLSYoT^=l)Fvk(|UId_8Movwp0_dN~JA&Q>!LmQAas{Jsq zxZP;pyZgiDUT00d24ftQ8#bRPNqbFdyMv}ShNN6%{bxka-^Bs?X`ggkvlR8Vo7Dbt z@f9zU`?%tHUStbkvHck_Z1=d=2(t}ZLk;7qB;%-h*||c8J@Cjl zJuK`iCQ2D7Di5X)~T6Xz~qF4D!L#TDx1-k?D1CG*W z!pWJzd#QZ7wUF6u@o6kykeT0?x~-X)3b2SnH;oxrE>IYzbDBo?5 zhAD=)*-u+;ybzRVr%&!i;Y_s-+a(dk`d$1`p`uE6-hV&`?cs9AYi@on;h!utfgP`r zqJHe^`n0yXYz}$#xASC#PBJ79qo?$)C%s>~ZOUP_VaecoB&4tk!kLbFtq^a#mpkNJ{EaGRkMyVr~-D=QD9v0J zNp0BXx7CWaLk|&HzHs%rT@5a#yY6V=)9VRY*sm7;0gp7)U)^)5`S3aV>!m7BMUb}T zw+m5xp;nJ3Q%3WKelxV4#a+ferk}Srf&P!%%U~50u6`v{bosX?urH> z2Csg=)F3eMK5Vvvy$R#(p+VtF$}Kiyi=B6*rY|le{?RXc=+_3$xU=K5VBK#g3~*B} zDov~CTJLOOG>c~Xu^q7Fuksnzm4;UYXgAMLHJEroz}dW5Sx;E$@d_bzsQG47F%KF>w3hUSTYUNk*#`R>kA_e!zKx{Y#+pb=dUj=NCjxm`OmwQV zH^Y5H|9O;ec9TJg)UO2A@ROkTJ&eJTVBa$)jtojYt$+aOzrB_a@0gj;Q9^$C<#H%n z+3>naG;<62;_MZ(5~_HR#4qhab^Y&rb9aU&v1Hw6HF(qkrx{2c3tc=v8_TjP^C1Wf zoq(T!e*29ir@7-}h9WOVsCM}$75o9Gmree|u!`qF>uZ4PNLT}U+iE#Pfem8=>G-kB)YC(*+xXBq$;PSv_-Nk3oFb3YVK5H}lO zfith{FYzEpLhfCpHu}H^$p|}s4avmdfKrCaDEfsOS0=__I!Y+cA@CqjKUWObw^6aE zXiTQV8tV$$B2TytO1Pn@_0C%K`P>ADQT_H37>5Hx0?_iT7i?eW`6#{|U;L=sq=Ei) zh*BaNBrEz^{gR=bQ(Tk#Ct#X<@oBavo^EO&pPTNz$Y?ofD$M8%gU&VwJpVKVS*!XqSd69uTC%|)TPR{ff3>sZGr^KorOgBL;TPZUU2Wfv6ZI^W9)^Bb z@~Oz;*&O7T4MVnr`nDsaNK&OllFVfd(31alx=`wln2HTlG5^dDh>%`M!nw34pXL=D z!?f7Ih_;^m64#fQ#V`sTdjV}j%J3EH6c133wv)2%k~;?PjDmMoW%e2x(@NpFUF7^p z9q7|j5vmvH^r5qCJyzbgAGi4KNyKJq5a|YVD1`fevmgGR z@j%w8IebJ@=&5@rHnE@+&=KFbSY4TqQ%lg}ENaN?V)NBBWuE6#gGDx`1*ydww@MNm z3(CfImm$mRF3}(lbt4_FlH0r1)nYFLTLWu#%yOimrirVRauX|Oi#@G2 z;J5U3?{pmW+^+ZBipA(aF)A+mDi7kONY7f;OJ`a7(tG%j-!_Rk@C#cCo)`A0gG>_X zejHrQx!P++2W`6(JerCi#J9tXczVnBE6+!$Hzwo@W?RP8v2x{{-~F&WDL)g$KOQi6 zeL3tqu}73~LR@Vsh`LTF32kz2zX~m*+416H(MQ#IA@aSizAcdH-NlFYn*o=CbpPXC zwNX;%1{ncra`toVhc}i97NjE&#&sJ;8!8nSz10wP=589K@I}nu>&I!QcHRuE>rR^` z_q{iz8@eU?cKl67dqE1~WLKf`A*%7Brp0GxFgoJt-Hq?tM+NCRO0wCfT9riSFfG{P zyfQ29(bzYLMRve-Um86_1m~8lXWW)xml$`NwoFa4yo_8mLTlRmM2N>>hU4_1hycME zpQGMMO#8k`E%)MlsIgThQJ7D}h_Z`qhkwfy4;I1srQ6dwuoC%SULD3vaRpz6_(DRa zahI{tX>y5B*bC@xOhy*{Sk3LRijE$Vqkv^Ssm@de>L z7QjN#lHW|r0|AkkVX7!6T`1||)TUi3O^oO=$!K=gDBSA4fex1^>Xy=y{=B%h>bN=`4%_Jn++9I8~NJK^5xg3DO2c<(`nVU1}%eWB+4&Zbgnt3 zTv$MRhBx0ceO1O3$vH;)rz<&BAS>FvF)puK#Z#LwvNcyuT95q<@BJQ`Q947|6u7WO!J>M^;zWl})vL)i zUY$29I(i4)Q$QhR-_G^4(mQ31)S$}5Zi+wuYwZ%i|6f^5AkL75V z$V+>_+g3a&eNfZMtiiDs_UNr#5~B6A=>Enrg+I^7x8IE;{~<09`{N>$&@wC=8f`G) z2S!kP4-IQl+OI_+@A`DU0F;sC6rEq}cW^z3sX=7Z7O^)BB}2C&+~&yrS_NBv&{}rd zhc2SJt2JDJB+1~uzsnbSXE|s4-Hj`|qF~fgrq}9(_v)U7im8q)tWjas}) z>fXk)d1d)gsY!i$hz=&5ZJ@MZX0kQz#rVb>qjX-k{djeHL6wG4uOe$)*J80i>U!{i zdIFw{D>Lmx&G!B~E0|XZ99K)@W<~~OiL}m(WV4Qm_%kZY^}7!APR?VWY5CjU>Oy>_ zV1WUI!NaGEYPQf%?ew=+z=e0`uV6%{j5VOYpf%OF5wX40nj+HOK=_}k}l@s_B^^BEyZY$ZFn78(&8lkso06_9IBa2c7KAC{qpZ zAzLq}`80Gg`AH&t+ySdwBvXY-gt)%L z);I(oG}wm8l-x60SGcSv)!&Fmf+o|=5^AAy(QHr?4?XO4jdo`pHfX|noh2dBQ zYU}BQF24JyN&xllLf(s1 ziUp?kwQ=o7@h>_-2{$mGr)s;jd>MY?Em6M6l`Cp2SH<6vpadkjVOx9v?JgZ^{mFTuTTCvnJP60y1bU4c*6AN;w#ZMh2W&-D}{Kd*nH zYWeg@yInSSN8YKISIQ`<8E4~zK%1W7a(OhJ0zs&AC_Vg7GqE}hv9lFWwr}=5+V!#j z8~|j4z3l_fkybnl-?)tL8#B+N zgC1FGAK{~WrrDSq_UF4^y}4W%04s`53W#K>+Pve{l2lr~AafrRjXQt%*tChVPU!}p zs*#PbsmTDfwulhJ?^#`*i$4aMt2UeYMY=Z{vMPLy5Gyl(z744rLM@A#HkiYEuv8=2 zkqQH2g*cpx?ec`nRB=4-JLfxmzyc{=y{vD?BQS|)^V1zC(I~GsCE@FSH2VGr?#j?6 z7wUD0k*zCYO6$|sqFf3VhzhSE)%urPttQwN)Nvfmq`}uTXNSlVWo*US7*oMV@xuLx z=~N77wc~@Bsd?G9l-Lr-E$la@&2TJ2sP;@yY6i7nFFLL)7M&sMM=*9A7d z@Tr4QNgp5y_+kw;iO62<+nX|X7LV#gkB!;SbD{6K?`kxtB0wbT9bJ8fz>xzcR$b$9 zR{(a#BfA?hkjEfWDQMQq9$n0$Mys(-ygpDj%oCd4BaR1*(Hj=Gwj&$rgQ_yYs2m9t zKw1&(ZY-hd2xbO%BOfaL=HKTT_I0Fv7nX1DGLY;RR5+;0TR;&UlA%qKEOA09e^;`~ zs93Np@G6T0JTj3B2vW`;IZ&?mc(z7>)JUy_UREN9@d{cQd*(P!+<{(eZ`tX3^-|Gl zLX9)b^?k8qZYI05!2xMuw|hEG{zRgxB!wn56{W5Z605#WT?9nhDpt2yY3UoPum!fh zh7H`%L*>9_y$V)ced}x-F>{hHt%RfKInxcY^3W{X3MGoiM&+;%pV7!JoKza8U%^!5 z<(fCWP>|Us?MO=JYKC2|c-vBy$+!&eL)ZbP);LUb;`q@iqb?{XKJ$@`#o1-m5lK0J zEXh!Eo_*3JO0I|-h!Rr)$Lnxts`GTF?~F0l{Y)P!*AgJ$&^A|I>Kn{!U5kOkIv}$t z!X>uYmpZM%7onf1s++Jur|#aFpp6em$y%j(S0)R8s4RTvGtcae7Dn$n!H5t=r%!@H zA1Gzbo-OHA0TNP*Np#c;_PMU2bfrKq*{2ie;}(OmOJm86?0d|~3c~$+Pm2R}g5o8E?jh&0sM=A`)6@j5)7nOB zk*~bKiBDt|_ViNQyob7_1M&AZxB!sHlxOg z(%0<7n_G%8fm*xdD}YBQI`|@RDR}Hhx^8I}k@V5FsJuY@GvPc`lUHE%T>-bT(;4?u z!>i;vF{1RpXAeSM1f1YxY02`Ro>gOE8@UuELk@`VNnytF%Pe_t~+ICY9ME6ODCsa*d1N5uxey zJ+lJAZeye5U4SPo7bPKc@IqZ{h#7GQeMJ~_9hmJxu*jsILEF@n(P|e$O27AKBna*~ zUJtX&B#yo}^Ds!uy1lSZeX>p2QZzx3hqIR#K{N)m+xc)~j@~h_43WCmM+Q`UY;{lc z>y}ne4+GKtMtE&5E=;l%DMAQ!0^&*U0J8)oA?4<*tm~B%%F*SO>sCjs7j1m}YWfN? zRrW!<5Bwz_#?g7Ph1%Me0SF#x6;?h%Qio=7W2o7WsKI&E}^J@(QkPQvTmindjg+!97 zw5?(32fKc)b++*2vdySDg=q?s4(V~bds3){P!N9Tv|Rlb)8y4UJ zt)c&ytIR=U%MJ*GRGtohGc4b@JG^`i4e)S<_5;z4Pg~W&XF%}+~a^eZ1ZcR%z@)tlXbVPv1;zz{F zzrwu$pAX0@G=YrALMC$!a2cRHiXmt_Iz0Wk2Dj}tCLETvV((Xtdpu-_piUgVz7)gz z)z25cPftD>^jjd3+iSQeq3?fnPNE*V7XLoF;O!S_Dg{Q>+o`afYUo!wJeHS&ErUrT zR6tO#;ifM|zg<*eBu-q=C2U}R8oHqq^%pff4!RtcAzdFi>2sQq9Y%8}&nT*6-W_qM zcaVUzQXg5`$g_OZLG<(zZnG%YCi}Zu6uL;}GV!Fy2`(}8f^6>ollYK>d4zMPf0pU>RA_mS}!VJycb=VuzAxwfpB*gJTJGM~w#_=!C7pU7i?p?gh% zmbOC_$H9E%2YIw4E`u$Ey}hl|qcTRSDjNHKo)D7L1k6WGr}Ll-u7@rBBI^c_c3{UW zXbm1|r*QRp=#;1$gN3a*{-KoH`{3XdtGgQ%3hjgG=dBIC&E*|E@QSu)s4hd%>iVbdJjl5p#x z(F_#Ya1*wl#~n3D-3eXb#06TSCUg6B=djT;w^{DDe3&uwm=q+0-tySMP#sST1Mw@e zus^+1f?9|MG4z}fAB+_qRF(#XRxId{C;f|1wo(60D93O1R#}zJ?oepei4jts3B`~o zQ!Ww-#OsllzTWqCAoQI8Y0AaEX9JXyqOy;bLNW?AhjelXx%%s(g~gz0*(nXfRmLr{ z0)ymZhHfbX&Zik!PhBZ@(@w0VahS|ZC&4pcib83;p$oRquZS8R4T`bO zF8#h);M83iND$6K|%vF(RJ4!S(SsJo6utc~+fCfGs!gPz}%YREL z{;z*h%2Qb}greU@$^`ehN7AExq3Ib3Li~YBw9wBFfZL^l# z-0w_}k-<7`bsK@@d(yA#L2dpSD=c{B#skX;H=8kk@QuWfgyIo3V*AkyjdB45K)%o0 zSQ*9m$}wO?oUyiUM0U8|Ia*8w0yG8XmA;hn;9&lALmMfsgVm%lbADjl)Du3B zaBgf1t{?zsDvQ5>Bd(A0Db-|b|X&Qv*HOJuuTb8~kaq)vX=x(vKu4AhQ4Bu#}EA7%Cwb97? z2)j&awtlFe2Wsz(omWij|qgKR#&IE5g~n<{aN7IKAo zUQ`w(MP1B1nU-m+Pc=_1*_e{(B|M-RRZr?_wT6@BQ=Q<2c#_eO3PR^Ivf$R4Ka_GK z&<(w>7RDlp8Z*qb{$TwffU}Q`Tyi}U;w|ncAOK`0bI6`XH)M!=A*4vT_o?{Gm1nWC z7UWApD?bvbGsiQdC(^D;4@|?rq6V7mP!Es{NMTL_DxEUmi0PECgUJfsgETiV)6XDu z*pbwDz(8rflE&cM$SQ_=1?R+?GZA6}ZR6S(SHO!PujGC6D5N9s)UyfJOlF5*gB5d- zAHXuVWphqvg~GbkI<#D10z{#2$TnL0QF)R?FqH0!*(asTs4HoKsM$MB7J-sUY|}eI6Nc zoxTiIzIcf@&%`nf6M}ho4<7TASRR`bz!^e^Sy|(hIA4}2b8|GRX)sKxX*gwU6)~Na z4SshItDxJp^>bReK}sn!O6cLk5OMG8mTR48=!5StMOAhZRQ!yS3^a#-wQOUG1H2QG z6V@NfuMph-q@tUcGdaTU_4X}};%`>La*B0c-~)T=+sd1clW?XdTEX2K^AH2(1ivZk z_uE$bjuAZD`B^DVl=@&e6eJk((epfY`Qc_gQaQsTAoTj%kF-%Xv|)iy4?hD;^z0ba zj{oYj0pUbk-frJ!R+J0r81rZ+aayx2O!1m-JV}%=gfmoW<}ge^syiJt;^bOX;B^4X zq?7O1$C%8b$~Wy%@&1erbAw@)0~8&1xly?ho{Q8N_+Lf@PLeke+3LD)VIBA)fc9S*l6o(S3`9elnoiRTlj+XcOsO*6Vyzp3f> z>ofke0Q~)VhL#ZNnPUFH#|$XwCY*#pAAt$*4E3@#00b8lucb1=C441hUGva^yp*bp zwXM^3*;EJmfj*USlac<9y?Bh0gQfIG)vyfkwud0AepZZb-`_30@(${9-QPz-@0`Nj z9KDsVP|eoA@UDl+eoe`8=~EN^P;uhe>LGy}&UFwBS8uJ12+<2VR;#LBLb8Zd5~OO- zuMhW6tI?n)Fz47NyGT&L{<3u!k>vhzN&TQ1XA6*D-yW44*2|P-Szhk)O^l!^8nH>V z8+E@=uBLyxp-@BbY2$QWq-$e^ymZ)Hqw-Hr05~bFnn?zFf5ia70sYuzd8>A!!lJcd{B zLaghDyejpoVd4M}6jd1dPrDD1|8Dm@w5=%5gbi3A1lU#ODLav%V2Pv zDO#6rUuTA&Ps(;Fd*jH%qx4j??)4{=w$8E9^kH*V%V~cPZg4b;X)C1dSsFjB(lsgZ zf_2KD5{7-+JqgoPaq}R3P@JaIsIq$EsI-)B_FL%p){4V$c~j>@vl_aub0RVZu^R5c zbr-Lau2YN~O5~OfVhEQid+Wt1tH0)XoUN2eV=0p~sUlGEI~KI`PD`-pTE+ynly)fu zj`LK)^Ucu~qLM-Rl(cA69)Kl%qen`Cz_9;mA&vgzo5Z~}$fz)C(fAzP4tHc{iVkqf zl{-RHWqF@r+X(GF5=s&Vxw&Q2wFW;=OoX#$Mh>S#g|EQrMY2cl z2l!No&_i6M<(gvgIzMYs@P*a3Sm!8;oEkXaJ{A`w4A2xRb4$ZO=cl)|%t6)U$M~M1 zLt!)i;XHORQM1(PjC@AxY0}+WhWaGqzN$_wv$jtQLTq71$m@$Fqv$!?2}g=bXO8sw z+*g!xhV}HLA^!<_W28e|P>j=FBpXt)kK_S!h8&!?RrONGd_Xl=W6j%y+hdf_eXa9h zi!Kc3d=bs1rSqMdN-SlZDT-x@VPd$zJ(CIA5bDt zJ%*#!0YUv^(yZgCMG-d;?&J8Vskey^q{$i_;Z}+3sCyzSTP)d}+M9THcy6H;$G)JK zbDDrTzWzNRaE1(fEtc4p0Fc(vy~iZuVqeubOm*Y$oQEws8DX(3Ajh--OW6;Ts)2kHd&cuYxiBe%f_u-t&;5f8k%^dC314 zVih%16(rS$A5sGe=-d6Htj^)L15PrX?pG3(@~*F0Ci#2603th2Ys67zcYYyYB*7Jl z$>@v0-M7$(*4zC0gW$%c?V?|VwofD6q;`t12FLB8&p9e=@OwkoG7 z9T_ZGhwS(b&hS#&sef<7iCPg%Kiij%ueGl}(^A!)t959wtI1`Ku_*CRN$_ zut8;U4#L2JM~&S$5R`s2z!B>Q9VxnMbDvhN4m*WOIT2*7d~?g6Ho~^CUI;F@+Gj);M96!Vi=ifl5M2ovRIv|Iis zR(iQ@fW~)a@L0)0Dt-5BddSe!8aD2n07q34r{+C|xmxlz`HJ$^hIybw_`h|TVJ&<`?pKddi2w2v{ zkJ#{BjX}~*ij|reu(rVM%d=d@bfhJ-9y){g9H~++mTPHU)Ex`5v-3Xf>X(nl_H~cD zW%rDioU@9DN53(CTsCyHdL4vY2KFUrl$VSpXAXAUqput4Z~hYj7K4~t-s=cY5RGE` z;=qI}=6?w<6`TTc)N$h$4rZ!MvzpW-2%Af4w_^ep!q}||V10OyR=xm??k(rjP44lD z*N&h>ke!2WZn=xz!G1otF{BFJQnjLnkX(J7Q3H=zx*|Cn} z2`QF9L6>lgg4<~TNkPE`Ko`|05|=;xL1Ko=P7?_e(&w>Z4W)5?~scAMyc4X@JWDK&t;AoanYJ^$SGAh4sEs6$cK z`z6Itq;q2CR7t1(eFJ%ZC~-KQ@IDe0;GhGF=?_+3iLNXntxzSI%ap)z@UKmge?t_` zDLFpRw3;??w?D{1A0s_p{vMKCY?;|d33bAv%+vGxvyvBK&yT|72ZcBhQ@N~v>qbs% z-yNw=UYOq;s${_Zewc{%SyhKl9)AODxwDOn=A>L*Bv6Btm-@WV*z%bm`Wx)u^1zg%hG&}bX8sT5>9;@jvNmn26-lql^HMt@m=2{| zKv1!DHA9#a%u2S-&FH?N3$lEsD?>W{}%V$Esk93zCe2 zU93XKMvV_n=*6AB?^@pxUQ1^2xLL{g1({ln$P3n6;+kfpEhG>xFW4W-l_bRUTPu20 zczX6LE>_iS+9(v5o(8jiC04kM=KGVB?{8{*)P zx;k{7mdSM@NIvSefre=`ooVsptRD|k&~ldQ;M$)tMx`i#dii=xXoC1R#=L#P81(N# zVHH4w5R^Oa(gh1raMf{ov>IEk4P>$*MdX#bIJhlEas%}y<%6TMm| zo%Fi#l=^Fr1Y_OPGS(7VP@2|dlbT}%jcjKqQc_7fG)u&+{=PDRM^R_b;=W=&jqdcj zUuD|(>Ie)d5%%IHM z_kEyw-ekcD1=WMD`d9X4eM4fTpyx-?hVz`CrTi#@4s~d|1V2}prFk3A86L3=w_$wX zgy%+34)^v^`S>hZ9riyYO$lDT`}VzNWYS1_Gzu*Q z!5vG$qyhg=K7Q$kDUAvz8Li_MN;>0kmk~X+;yK40Mv>m)F&7;_?WjATP=+u_!<{16 zv%7XwTrjqu-CQNmlO4Ft+Jyk#Q^+vHC>HN7o#JF05K9OO)`Lv+(yU_s49^a1H9pe< zgUtX+MOqgqj^{}uyhx3f5OXV4tZvqy4u^X3Oe>>=vEQ#Fac|3S`TgFh25+sFczW5Z zUC@vB_FqK4%U5A12u*Ihz?n{T$2zE$jv0@ufdOb`qj7v8tl|JYx^6Se zdulW5|M#96=y?I(F|IpMeSAg^`I8r%l3FfnO=Zux_5Xw_*iHKN*_MA$`bi&0a=`wsignKxB1W@m7S+T}=hHevWF)oq? z<*H&|SF;f+djyd1SN6WsI2T|683*N~PK6Mx6Ip9KHG_^mdxr4`)9B@3hZDc~2YQcJA^ zoanPIb(I+#9aB*1oR96R8mLMMJ0QfL=F+pNd84(3))HNIyI0coAcAQVI3#>&DcV6i zuoPY4p?9++gij(jI`MX4;EK)$Tk^qWR_`xHiDZE}WCrZ^(hQ}YSbxQRA`~=62B^7f zSW?jfMD38CN8I!#4F)aG9|DzWVA|i7S{N_Ql0@o1ca8KHz zkp~*#OZs*4%!sok<^qVlG<|T8Mfj$+tsV6VRh$9rpYZ*>V_?XN_JO%(Wc>2FBVI%_(E7HuTqgcw z`y_-}sDaPlrhI+>@i9bxd<9wT1=pW1C_D6_DBsBWN<1=>L}eD)Agy#s+|YCP#C380 z_y{!_8rnIf750?@(qCE&=HFTiF3_bC=B2on6c=3Fk56EdqihRj9rQ4A{|fNX{7XS0 z>`=uZTtERN*}H82$O4m-E|_6t{p+(%-@lb92v8kRu9PJa5Jd#`zjUz!`afTU39Kal z$1_HFL#+vT3SRjB_-harRFosu=9ihle|->ejPSfO{sP#$6ygRWiCZMH?`G{*c^llAQ1oSA5N(=LxxROyvD63e=p?QOCa(Rsh4y)fE z#P*V=z3GtYm~DVjCA(#oOt3{a+9p!Yp!_v_ZIPH`j*-kSn<|X&Tu%{$Mb7V%+wNdglqq5J{7c~Y`i+I2<2$;a zwvPB(yh^NaV1t+#n5KZ^7W`Hv#hWJLGNq0wXn#j|qCmS^Eb$VoTP5WUQBiC%G*m!hJexyIJq@iIOq=w>h4(S25&JRa0zBh$4E<04;{7mM#L$ zmE?+lay&;@u2uu{%{(o(+`(`1$C9Y@@~`K^<_3+h*rEFrUVzVo71=YFf)JQj*6s_sXg+c^-TMqoGllaNl6m}+_S$#Q( zD8M+G4Nkc6Fzkm!qS(~%SAeZWk}q|3!O0M^2=lFKfquc-6P%y}AHOWTN%N#LvBPnE zQGx>sR&I(5KRT$Hp3Dgr>{|Cj7@2A!1MuuzDEldjtvL3*sdM8i%^n~sjDMO^<*!b? z2%qg44t9F%LZ19y5vm*3U&07pxJ9JMvP~~OXe8;b&(9Rk1++hJ(9>iuv~RN-g;-RS z&Yc!^*7pe$h95Bt#DfWw)lJb4qrOgI-Cs#T^u%I}fZBcSu$XWhj0<%P$%+2Iaz<_@ z`?p@3q3_ra%|fiQ-iPP0T{%B3vHlH7YXurbbQXtQwhD%8#u4FkAUA3wyahSc&`k%h`4yLrg^9NIwU7Dh0cpjgmQ7@6_z&1dNax%bUb$nWTX; z-SJGFZ$Tn(<*`GPY@FECZ>szXmOQpj3%vr;$ElX3nt!Xx3Dr&G)r4m;WC z{q>!4=f=31#LQCbK<8RPnJ)TR_SR*^l%o0B6T>qeQdPa&q-b(s z3Df!k9sKx0_>qPiz8P1M?z3&1(hLud$yF0ZqU&G^^s8&zwe^!+c&=n16du&^N3eme zK3X)CIv-UhP$>EHbDnsE{F^f!tPV!HnJHzlt(#iug^_*rN1dYTk9)jB@`fAg$>Z`R z6)Ay^4V?vVVGm8%3yI|q!4b#82BBI{8{Qj=C-l2Z2Bv(#ZNpWJ3YY_}?J6t%Dd1>K}~i~Dm9DJy3QJJ2QU9N+-XgdJbt4tQIya64S> zL#4=(gNbDT=qBe-lkMOJUl|J4XchFGb$|lAC$isDQu|{oAB45{aNj{6wXk{l4>ImY zkyFGE_w^MQnb;P7BMH0V<64VbLr3H~^1Iz?6+z|*Vg={~2}pJC+rn1H5@)3mL7luF zIA=A}$2TYw^v*0;VH*8ifnNcAK?vS^U06W@LD@;yUj8YyZ^fTh#SxM?Brt_lKQ@>tG8ABe80A`= z5D9n#HJLl|yBV*aetF0X;GeBJ7WBTQ@xbs>yy_#QYQJlHFu%T_8Jb(Zwr<}(kPmd? zPP2I(-2R%s#1=Np{jN=^{d?tOv*MKQ>sPNYQo0xRaL+K}&xQ+<9V zT|U6+p!cV0qkO(czrBJY`0rCCV1&Ec_&FP`*Q;KGHa^$XB~GyolU!|`f6X{yokOD z&B&~>v?}J3UHI5LWq83_4mb1^{!HJt9KLM1%+g`eg zJZM0f-sk=7=S`@Z^1xv;d%dOTM;$Me@?nbIn!?|0h#b4Sy(V$h$kDM;ODLrNktHmE zL0B4@?EIq?sKYOkRN9GUA0q!N=7OV1j`NBwifDs64jiEUUJGtqqf{#<-oJm*)8(5| zml^Ggo|ex_v<`n9knvX`QZ41+q)fm~wfBiQ4 zv@+JjWBVCZ+rdilMCSh`-C!t)4-QM*|01u^dcgTJy#F;=S_lpku(W`|H#ed!KHC}{ zMzYVNV6u#LQzj7FCBJ`Cz%*)1Hq~pRe(O8jqc%|rMaR``pZ-|$D-s$%5aTm4j^g;@ zkpEscxRM-X$TSq=nWaI^U%~qYCFfoE%i_H@L@Uw$qkm}Tbi_Vmp|rRT)26@khb2aas9bMX!O=Ed zLMmp@9R=3ib_?~BnjI-&;nx8ZT^eM@v7z~wLgD$!+h!3sBqRNC5eiOIta)8liN%XT z&B;T>Nj>ybSH7kUjab>vI2?8dz0Ak^N@l~>H`a2lyx~^M7N*=k;x5^CB^OUseJab` z7gsYqTybtzdyqSv>Z|=LtKxmaf9l24@kTssU&OPHXXw2`sFKN3S%0=TCVrN6y1&Z$ zaq9BJ))#_zWoH{SS}n)29^X*EBT8ejz_b3(QUWHyS{iBnD?=0?$~96s{W=Z+6Z*9n z=h`wlC>gqh+%&Yl?%VZ|o%Qps2^M*?n39BVSt{)_QUD}D4 z@v}c`#NwFC|MEJ{h;?a(JgQ&gzy!r)U;LMt?S;rkd*mQ3QPk6nQp=du#C0V357IyA z<3rceK_2(vnbNOGJ1z|)z#zY=OlxhSeSXFd4;rP9$NoR?LuOHQ#sbMyrKQ@b&Z9N8o(@22ox#(>$PENfTl?lHQTrm7Vm=5#KN=RLna&}F)RE!G zZ@ti&(Np{I17}JB&xydFDgrmBv~o%tP%KqZ^Un+v(fQVr+1hc}6dc%zhPY?-aae+wSm(*FZ^D8<#e9;(Bvzm<+zvIz85L6QiB-;y{--@+)- zCnaDr63(I#8KGM&EZW%Al5pBfFLUzAOv>?Z8>YU-dEFWBs3e^zjQ@HZ2wKi3Zp3Pm{TI99kPs=4 zZ7$Z(Yv?5Pe~(%SIcVg*F7#=OadT@W&cYc-eBTF33j2SUd+VsGy8e32;gBC!~3*3 z-cSaeL0i6cPBjt$ypEM6gn?AvV|RoHJ5S!)7OC$s?aFEgTHr~@9hz3KsJ0nl?MNXz z@fl<6ugcI8hvr0&38l5mRlcGnpZ_;8i$9aLA9^G#yqQ^A-TE|z#x2p!UhPw5KI{3$ zkB6+7y7ksu3Pr?2h)i6Wve!r)*tgaN*`J&F4*ldG6$g7;F)b=))@0yB6fKR!7tDyf%0AhWo3Nk$i=>eD-y{V@1Di)5#3S$TYp*w{ z3Vh^v-4Mm_N7CZ0=AVkfi!j2+gY`|R4Bj&$sswTPox)OSq0Hs?52?;=bz#3=B0qzL zP%DLT?}0(`2oa`;^_<5`+&^;`W`!xHyC>BniT|V@0w9OfU4)qZuTbW323FD#8ohjd zae$@&j^KpoHf77;CDrs+XvX{Nt}N5~MwLUBqJ9^qkO9}PoUNQ%b1u)cVzxQ*(r?~D z;5>KADg9zYEGbv!M*l-Vl7s~zp)6hc{V6(1u0IpDE`%u$^>xQ`yj7x|Ws#Z>`)!*X z4uAp4%1T-1(>Q&O@rr#uFJ;2F$maLvv)N!=xP`x|`sjRU1y3khwih4$6cak4%ZGYt z|INZcfE6^+qu#8Yw^B&Z$!Cic#&*Olu1b^4{=o>Yefp&VOwM7g ze4o-ZL_3s&x7bBNK|z8ukbj%hxcl@yMiF+UN53QKAouRWhz8z#j6FV}37tWxu15wo z1Ykw{6m>F-WRMTRPaqJ>0T=84+XIlIfNblfkMisxJO3(jjNL!10e*mppL-||U$QV6 zXb&iDjCsc-?aqTh27>_Juv*4VM9}tuT!6bsgK(rUcnSAK zgAl+U!n?BX`~2>PVg%%0s2Q)`hxi}>t~}Zf)7v^Tii-@brhc@#UkX?tx4~SQCO)^= zm?#jT%|)^(-IF`MyxDBy?|Imp@AbDz-VeL56;jZB^7F>M21MSuA9!-Rf`>)WQdO$g zD5s+KFe#dKY#V=7(~R6!({%6tdN(r}Fdrm~>F&;ho(W^JM|1czxYPARHjJh?WNRswpI6OmglAZvkQ zQ~hTZuPr?dDK$YoBMnhV0P^Z5X5_B|yYx@q0+9aG5b*inJhbpvy-c3NPa)y^e-{!I z{OnkxaXWJ;4L8zDQvp%5szyP#Dayv!(GyB)Vz>YMYMGrE)1tCDJK+D25v2Z<5d;U! z=u%CCb+>l9wu%T9{$4MmXTV!NW~Gv#U}#_moK=w#IY$aY!THm5AU{*HMTwcDzh|I<1`7R%OoSqM{Tx(1ZCQ1n1(3*_B4DqL}S zEcsb9nGa#V)BLMqCeLyE#rh@cEaguizy1m2W7OaSVnF+3*1-8&5h52w&S(Sl`CvFU zG|opw1a34ef<9IutRxV11doi{c_{LKR`)(7dq=vYHW9{}+zWLEs8C!>m9%8P zu@{&Z(7LldZikl3hz3SIpF5&#4_PNE6T8C{zAdxyr)!Fy8myU_8C%pD+&iChxPreFCb< zug;+edQ= Z!8}&9IFdkIPZ}HuXM6pe^P41wrp-+GfJ!`z^KG9v{c&)PC|Xl=una z2RS`oJ?@RqMk(wjLSS4YP>X+;;UtxAvubdNnuuB+yadpf4kfSRhJ7WGFg+&3<%mlknT zDkd_$(1MvU(qEa$)Xy4~{~;taMRL9GDmlZWTr}&agzT?*AQG$0kR)tIf8tCBG8Qox|xN&@_=ui+N|#53Tf_ED(+Xm=9VlPLtin68^La$lh(1 ztE>DQtbaNEa9ip7{e>uD^P7`^i@`QF(OtHu2OBFs8FVBMp4z>6s-!(RbJ7x0D3*O& z=vyQkOT>*>O4U$3Im=U!G2c@*o@~MxI`OIr4e)shyIzXS0RiCMT{Sde(LA0`TiW`1q*M|86F{GiP3v}GB-R09*JvY)G|zC$zo&?JfW&u+cCnAd*;bw(00QAHI~r0){tA- zC;EpjfwNrD@g!QH=8vtMt`xLZHqx){lp5c$x^+%b8-9G{VpQcu4 zbBza#`|lzHnW!!J_J15t9rX87W18(jGJ}fhqS_T*4^U zx<84+j}`&%uE-|oTPzi&a;2f;s-m&pDI9j02Eaek5~u&@)^o+$uRor2 zB#0ILQ9p8i$bH6emHRzsJV*8ilKYRQlOy_%PCx1}8PVA*#6;#B4qtcn`aLDxDY&@y zJzmWCiut6zB}BelDfFNm54isn;r;3<%rvwDI@8~Nf++7y22+8+!Ja8lg+XJsN3Bz{aLrmW|W*%o(F5eBk4G| zITjQ$+C&xnx}LGi{ulpPy%f~3)cNgWEc}O$k;1d6kM>L)>K>Qde~r&BRVRkg?80VDBPO zK-SQ~(Zq++le};h&Pam8zku6wUg&_no*05WB!K%edAtV-S87l%!%aKrt30$=J@L>k z@a^*m@omBuYh2uZo(UCj27c5o)XmUkee~1Km~3}jGx>5GO#l&qb`ikaxsucY>f?AF z%2JC1O7%#=1;Q^&|1>km=qQZdX{$>L$yA0^zSU>Y+hMsb5^`IxzbyE04j6GzHQ8MvKbovyV}$`(4kwQBqa8=9zK? zCYYJxCY6v9;Z0{W975mL=Mw~Yw8UB!2!k$Jm0DWP|56f&txGpBSo^sGDzc2rT8kC5 zGu|nfS(7oSRl%9g_|mWge8}Iy(@c*mzI!LqF-kYyB%Sjp82TM?s!tfFWGHeeq>{D6 zHN~Nc8QB9EY-Fb&nqNEk5OW=^#@Gc~q7{8_*MQ$kWmx_wSxR_Q5+f$(Z1Nr43l$Vz z|4mSkJ1@UWLk^q&|1%8&`ENaQhXmC=`I+*$}Rg)gvq6)l0d^QvAVslRNDMp%5i+!7|sh%howv)6>5TBk=` ze&!RF)ixZLt(AVM3EO*2<{7=%HoW<7CtSfx@I?&*0I2;(8RA+f_$lMt<3- zwLenrv)e@E7M?0pT;OL0kljBk^8F~k`d;%#4%2aT8_<1$P)O7~*;P6|UUqF|MNN&p zVf+V%q<0qa&pO@H4PMV#6bO$oSCY*B1P&|qAbS4AhYgs(4ulod*3M)i85E1+1?`RF z2*MNpE_LvS?BpqxVg+^orQibcPxIN)?Rd~E0iddr>g>K&CenP1}}~c zEv^n3n)fbh4KIFqD!)eD-GRR|@1tgHA7meMa~Cg6`qy}2gtc$Q7kqAVsZTfG(Tyjb zI@WVS!vLrk;$|Kc&+hfVD@l||GBJjQ5H(fyr_e$P`K$ZC-qbZBi@U5YshJn^7>1bP zPW&@vKSnd853ulz)6Y-=!F1#!OS7L1fMblUc&iA8{~rw*UL#ha z4VA}Kdyv8F-x>tn2Nek!_B1b7WO*JFZ|2QBlM%}?} z*xT&wuMHJVYhpZIne+z3fs!O{V|q>Vk$NE%L*hXA(!CDxMp z`#tGL*da~Mh0?Iw3A7`$f4BsJYL(m!!ytI6XG}S_I4(c&XEOJc4e` zsuEFcvWIGBd&*2$sm@TAdOM8=BaJ%Cozl_;J2DmU9V<*VwJSbW z7B#d;^oq`3lI1HY{6LP*2;nQtxO{{^kD8kLr64GN5*r;*ym^_z|IR?DRzN(!hNJbM zFSum?)8i==HYD{(n5qMbks{065=`~f9C#x4%H7BrDvVS6zl4MreT+{%!pvuj(`klZ ze14xMmmd3MW+SKyGlD|f%b#R}jDyE8&9%hSUgmA|yq zsc1lr96Hm6Ai4F`77HK&mrD)$tO9+A=kc2!ECd=!?oj0F1N5)8Nj_sZ5U#13JlKVKVybL{xMwWhB^Y@NECCoyjJ!!^m$^yC= zRsA*Y`8Jnt;tWu*)p*M9o~H@;qm zb9PdWrd~H;H<3RiYX>pg{O!?&*k=tYKRvf;6fnv3JF#h|u9t`G(Z4n2um%bPqG0^H zA6W@wrXmPqHnp%*va_+(Zl*talDIQ(G08{G#zw*BWMMuj_-tzeHM!JB0A8@>;f$49_>`V85V!Ollx%vvStLOY=zEs5z`B^Y5g)lIz-3bFcMD{@ATr4vC zO59t3RnLzLO~;hVTfrINw=zv(Vh?(sX&Ka{+W&ZONDvu zTLrJ*EsUhd$jq%|?I1q~c=GB2 zQXSwb^;bE-yA1Q5i^~AoP)XO{Bi|Zsd+uRYzHw^c94*+XPddFrYNa8#DxbbF-y)ZAtFb!CQdx3zGaCz#$vphaac957`=}$4h!)E` zbSwD7zIvWpDMH7>6NIJ#FGihnIQ_~hZOuyLYQkX6$Ha>OsA+*}&*Z(;n6vKbE%kim z!_X3donkMjh}Eeby3hS47`Td(14viX$RSr@OBtp=R~^8h*<*-k+)fyyXjK*6UAJB; zvAHj7+CzA#GmdV6JCOPjv-{%VvwaZl)Pv$|T3DN)_w3F;@m1w|9(v@as8q^ZpbegtG_6hNR zF`+h4Wk@8ov_ujBVdohw3DDk`j7OCh0Q$TN3oPLYam>r3CM{_O!#qFnOpic26!7{E z|6;t`j3P(;9)T!+@EhT5xfk&rlK6%B`x-R8-<~c$qWSUwm#O!{sc?ubUs*BD);i^# zs7|qRrF8VpY?J`#l_=5}BeXNM(#;M%v-KiQw_(MvpI>OOM#2yN_VmTLeCa$xDfR+bX^jfjZt`tOSkeVVzt5ms zP<6C)9W0oHkYJRS>;O#)Ilpl&FA+VVDvAjy9>568erT5ioBBl!Pd*B^o8=S3dR=6e z^(3@d^MI*CUDD{rX_4jdoFRlNH15@O9890cSIFFogK_t(w9$pLQKK)HToIHnS{P|K zcxm~mz!sxQnogif_QfYo##dah19l)7O)qt{9)R75z$mt7TPlv=!G| z_^Vlzw{sLSnya-GutQ2F#`w?| zo?yh|awv@+lj03iJ9{g*%psO!N?J z3$f#ID>-uV*esKD>%>cJ6Pqt%MYV(gc|@eFSfE|at}lA(B??w8S63`WWE1>4E6i~s z5E-v4NgXYpLj>EwKKb5iD&3acVR7}DAafyR~$7o@8u} z=|_vo@876htIc_yg&Ejju)N>-{KfD~fU$1g=V)P3#Z6_mBKuQ}s_v{L%J0@}B2Vs> zq<8M`*3B=E6dotNGcCbd7`zC37C?LtA2(=j8o66agVa@q@W#0u{}E%;Yh|&d2!&X! zEtMFjnyB*ERE3Fa1SAh7lM@9=ayD~mr9=1LD?Ow|d^)G4a?#p6rvuJ9agSDNcF~-5 z2|6vTqjpH%NmGD(Js}{fSuZE=FDw8qQ8s>w9JR8_%B=rpYUXU0O9k!8BN;4ts@0_} z@9_uia0(1){_RbmJ+KdvOxkLS`2#D~Xl?Kk*-!wkT^hJQ3oyC@pj7D5$hYK%1}z=> zeVwry_w{d-lg_edS6A++GiH}xQ9$cz8;TDUXj;E|px%f)e=gDH|Nl)Be zAU5E4NZww|L;CcHkQUHMAnhl`_lTd0aZv0i5$Mr}!ox577Z^)J=2ED5mYo#jcS_8w z2fvAcMhpz%-T=AzJygi2&Fv?SbqC;enabt(3vdZa==HQPNDMnW12`IA|s1np`#0_2dvQLv%9s<*~tC`_= zUN_TyJKT&A&k)OQuca9Z8l`Au=X}!@6y z{L7J*04hji{!L*)KyA2we?lEQr;SK9aWD^`ja7Q|8}c}NTN5~18@f>YDQAB~Gu7g* zxw-xRm|f2~H=NZEU-Dys zLGxMh2BUJ(GJ{jOh#2U*;SN#ZTpuvMm7X5cC=jD32aF#9^MtnNm`82;^3x;)7wgJ@ z;Ue=|?B0SaQgyj1E|B5nfZ9)FeAtmi0=r~g>6@dKjS8Sm6^)&Qksk(#L`Qz!$o(K~ zJz1zaayFLU`YEL_MhTvPbcme;N0tiLE%mTTNd-m3!(J*ZUotA@J}nOyDQXQdIcvc$ zY*$-H5p`lW{NpB{W=HC@Y$-;g;&`$9Cn@ibVSW;r6;6fq zKS>JvH)-eCzeBu;Ar#_S@a$}g%|Rx|T!sC{2!o#oiH<`ofH;KXK4wJ+^};iS=}5$# zC53er<&0GQ7aLK^nzL8Ak&`&Qc{A(*56M{Zg_^;y5jw5?oP0>C;b~2YOUHUp6AG#z zUs)YhC^tMJm zDKc{zo560v0IgdUq?>%RvU?w_P`T3-Y14SZ3Ir+yta*k|XNa zg~c*>bk{M1X-&qmOd_43D2B90kMTLhR7G}bP+UY9_A=LsMfBvS9+~i}D*DOmO*7B9 z`91N(K9nJ25TmQ9BIhqr2~E#A>fJCE4-AT}GF4Gu4^=hwn>nF5B~wBV8pU2@6ALpn z>V=U-fBpsFn%>sIPb9LdVx=-O*D^qU^1(s^vW_i5*Rd>^=3oANM`OAZlnjDhDkVXoGIDWu<8n5z8jWE0lVa1MzpOI z=(%=Y=DgG!grFsKX@2UKO z^>Tvn1(8#8jxw_6PoG#=6of~}@SgE4av=T!5hlPR@kPlo^Jj$wGCGf+-~xHVYO^Ii zQ2`H%ggF}9!&IwrXy>BwV8Q6b?u$OB75dHMPrXAUkFTe8_`mzp)r*@rgbNv9C(n+6 z`h!Mgf^!qiDCD0{pHt<8?2Jgy^{LAmI{I2ZC}xe;fLyvB4 z+XTAJDSy)$7D_rkPB?#)z0(;;{-HB$i`ADCb|;AW{-HByj8w7T=?pdh)ENZW`04K# z67&6`GYoacwEUqni2p-p!0<@502vMB+_ligO@;eIXIKG&EWnthS2+?&&na3TwDVRl zd<=mpBqqM=Ra&{74i@ZRZTL~3<1o1!N2q-ILw7t?G>kjdK-b9$Me6r0Y?=SAWh`xT zGEdDDJ?7;ozU!6m$!r(>af+Zo?9dK+Z6={lK#SnqywDhfX&SvU`BhcpT)wjOSnBB`m$aj8gr2@l?mhA zt)W(ekUN!a6%~aR_7ANg_mT^t_#pM{wSgc)LwjV8E5%Qe(jdrk-E~o#)XUeru=vWr zPtC7= zK_L#R@R{nDgI=Y25?_@n=<5#ihiad40igtn)#Qvxo#@EWt|ihLl!q_j9ikkga`iY# zOnkc~wVCHfL2Z{MWcM4k583@{DEbvRXOuEC7QteyTk0IDbP)6~nGT@YmrVKp)Eq{+ zK3R&BEzWc!sZ6P%88+p<4d%)z6C;_Lijl&dTXOSzQN4#Yo(Jp6YJ5JSes6_4Glz&N z-jmE4HAHfjij5P#B~YWG;Rl>9WTzziB+m`#)Daa+|8zM)11IifI)_2(8sSoQUeiPu%FT zJmJBS)vf8pwJ25-<5X!nRF!cW))Vw9d0t#k&;ttM0$h-Twpa$mVqa3KM7BKcctQ$S zu=;MAL1I}$ok_sUS?)V9S!rgAEYFFj_P$EAm(+EV;?pzD4-SUkIOcDCM!s z7d$gXiwwY(F)Puab!sl`dAT$k1LIIP-KNAa(rYEm5ez-xG7~O<5U+7uBI(6MiF{G^ zegUsfJ-a+f4hoxKx`icO!efT-9BZyQ`S<~Q3o&4sXnYa@6$e{ELQ`H*6IuV^d{#O2 zoZ^w|cgCgI+MHnQL>Milg3PrJtxeHvLeMo5)ztoF{C>HK*DO(f#Ov9?Y>pqDyZf;-;+u8X9HhNT`5Z8Mg1S!76Bh@p3eqD zfKKCH0&-?J{uEho6s2lYgMSV7lm|lfl&La*=IGQ=6R8H(VyHiy(DSrUg5XsC^7K*rwKn zZ^{;A<)tCB25Sx~&{$5UcmizM9DD-o5P0A~n1d~o(d?40fU!2QfV^Eq zk1zq{4L%?}BJzvW?hA6Vbbp|SX;;niSjQvrEEzxd&+WBcf02X`VLzY;Xkykp90t)L z9Q5Iia14OSU=0Y~pgj5|IH=yK6RbdKKfJEkg%2W-#=JaiNWayI5kJUf?n!fK^FkWY zhbE(fe{%&4Sj?p`pirndq>c2^EZ1Mo14#%B;vO2&-U~N(ePF}#mqexLBUob(*=E5H z`lRNCie=Ll4Sgk<2!63H-Ssj$#KEKJE19;>)^6Nolafzzr!3WJS8{B(QAEl<2|IbB zIV?bMY}E02Oty%bl~1okD3z8`}cu zZP@N()NPh0OV-og8fC1NoYxL!Ic2j9B4vgz@nYjl3JLY%|d5zQDoFKn1)Ksh37hy5{w`Yh{iw+47?h9)ma;fztPM5?9z@HRk(tS_?iJ8m>pEZ! z@J$%oZF@lT6JP%4kdF`euIZ=GA84Y)S&>olRTb?rInvjYpr<2f+w=2`ET}^0vaJp;8oue-IZ9 zhi407L9+4}PNJX=jAnT(vs|te^>M!SnNp_=Lwdx~>f;PE>AXy?*$K91!EaRZ3|=~9YVIG3w1VUI@!i2(Ep)Nm?gsDsA9lWoRknpz|E1x<2f65z#* zwt+my986vL1d;hE#YXIu>qJS$ykFl)_t)0TK}K=#Atp=3`Jh+e~o-eLVZ* zzk1B@%uxk%0bw#*xSDgDX}Q(`1F&DLfsx8#24gj`!~o&t2kvmgoUhDsC7Jd`UZ-NU zq{=9*jhPXw2V8WoWc$4q(W|z-1^us0f*o(~5sy<+%d%LsmTA5SM*XCm$hU%GOxA)r z?_P&{NO5kI25a&u?{gr8(nzX$e?TFBDT0q(6gn1Y*dR;-&+<0QTqohH#g&d_$bU5? zl;#+1uMo!theh?v2!^X8t0~;EK!!mHa&=LqkaUh7|CQkF;b8_PC3<-keANz zguW!)YW106u|GNAfz#Q}k+({7ZdkoY3!PH}ka7nDJEXJ`cfBScVwF-PFY zx;mnqp+=+AXeQdJ|IrQJ{QJW@H-j3`Nf6Xc=WB_PkQK&^xR-uUm^&7xkXZ0eK%jj6 zo0Py{B>VmS7LQ;}HRL6rCrI)YE4^|05ERs$DsLA9f5&4KB>yghEWEF^+;4p{Kpu9N zg@|110^POX`e%#YcvDpUt^_gqyL%i{+magaUPxW6Q+_^n-2U;xeD!c)*?GwGKFk6- zybZ1t87UzOoRqPnQWBA|;>lIptwb?SWfQHDD0+WjY6#rjg!-Up4Q5S%FdOgWN-uj< zKbUy=JXWq!*jAzk3dE_s{p*b*gu+vrZ`mdvYIno1Tji>b`uw*zgr`JVZ6B)L2Anh; zPjQ*3SiUJ+mgYfG0wt8KIDeuoknk=FS{R*dSD$|5*B`<8t*(&t9YX?V+QYD8xr475 zDrGV%B8)Zn%jpraNC~kFO#5WncFUb`!o?aZCWhkqhMQ)=uMu*my2HLStJ#hC&K@%j zkw=+e?-NM!%I>r4qhWB)Ozi6u-;B)~b3ABw>^|cq1C&y?kMY*>jZqL*En=ljp{P52 zt42<7G9lKeK=XIP{<>aPAt9Mb;P3qei(Xn=mDhVCVs0u7(TrrX>aE)&Hgo!H2mbbc zEsxNRQJ9wGD(}q_*aM>B5!56Z0dO6>Se`9b3Sr=a2)&-(O+fiRnn^*mGC!cvsJ9Pi z|9}wF2sUsxkb(sTHpVw%bn8ntzFIUi7C}WCHZ5pafn7al2<|*TdzatTfMKQ^CbGq^!Pe?PyYYaH$M*Gzhx2FGB zTof1}k0INabfH__cZhs_lC{FwIWwur!IK-0S&t;$qVPqspiyCc5kYnFVNRiBJ7o&I zRQp?)i0>cS+W9$o9H%cl!CM@!Qv!q?eWE1--(sAmgr}%McnS@Jm_c&Otv1o<_vJf=N#AoGcElZ$ zSEsn_-@~-jU8%wB<*fAt2#fgaysjLN)nkN#j8@2~BPc~pmL@1ThG$S{&h(*YaP0oeCvYAu+K#s6GViX z2AFou35)<-nF55Ls>B$Ta3dnnQ&tyC5L?F#{6*6m95qxf)RQ) zS7m`V4eMRP%RC*sw~|DI|K0*xQNAQfsQT!u0LqxR8e)ue4_;xOJtnMG!y(*w+zuru zK>&jDw^m-QmOuDA+6co;5O|*ZvT05HG*HG?4xc_P%cV<^NYZ&S$ClQiq5EK?#2bQx z1hNb$flwUWfpC&4$va9C``;)@Ma_Rul4S1l|WCtaXFU7)-_j z%)e=T6c{7>fMI&=(pyq`kkIpfQykjcloj)S3Ir$G&YGDBVx6Y`m3E_{$#m$dSMN{7yb?C+q2 zey;0ZasfY(vgL1Q z6_E9D{Pw{UM|-AySNXc{Ag)LX4Gt{L?+92*dZ1uMCj!5=>P#$foSqS(&8EPyM zvk=QKO=1@0nIs$EIklsX##%8P0p#iI7>32r5`vYqnAh2_bO<1>y2+5=V$B{v(X1Ec= z-B8&f0LCG(F)I5|#fw$mzmq8u8q++>vgui}8kLA9Y*KUa?ADo9N%$+MIlNB8+F5qA z0aC}47vXzs;p2m1XZ}_}LZS|rL7cHh@^y4`>6_ht6%YFXB`29dZ%JDm*&`vrxJ=s~+`qjpwDZ*Q!F^mfT=EAiWC0~rR-e5Xji z*$Q(;_AIVD3KAnB%yX|F9&zt8F=qZLdT6XM5_xCIYGeF6ZQ{gk3gbjw;8LYIzZ-Au z^6y5FA$Jl8b3w+H69%Xg*Q$FbowId!oC;8nmf0;X4oR9~|@2|cf?(+cF;P|D5_uWen04DRqlKM{@3Ns7IlFg8vz&L=bOcU` z`L%tqIRY^#`2F#dIwNyE({TTB(XHvqeSBU(B-T<7zoiW1{<8|;D(N~mB4#bO=(~4L z?9Yj@WTRPmh|dj>BWp)?A9-m&PhXosX2fW@{dFq<4 z?W2@g>3ohyD{E4UO{Y(a6o~mZVwd{_uRq#9za+ic?;BjW@q4a_ z-;4Z8pYr#V!j*zNs98NHFd|UQ?Gp69G`9V7BDksEnIdYYhm0RuYB`; zw4XI)bJxB6{JKvb9W^$0lk6*~EELA~*(zr23reG61~)$vShwcZ%zKLsz|CgY<*!rG z$cBcz$1CxQ_XS}dG-p=m=;9jJj=@l-2(jTvg;x%ktOdo0&iIX zTjcGUOoq^bH-T7Ao;xCUClXB$+xs{hZ(Yom6Is~nU4P9xU3_#j^&u3k^=OX%#s{+V z*`2?9`RA1-_;TDtC(CYt-l8-b7|=_<3ieA+T^a0kzx`w_4ShT}5N4GcNA=Ic&whr- z!7?}i6edHy;U_B~Y~a~g&p3C5q34%bp_aYRS*?w3-?lzb4`&HF?L;avW&SuCI3KRi z=dC&ZSUujic=iSTX4m(6di-m%2ZF20`!`nU5hjI)@{uEtecpc${-7pDcsszU5J)dZ z($h1}6d(^$4cMJ+_F}Vulu1Lfdetv7IlR)WEl&9%Jsz|pkNO}T(E?n3OS6COdVbX7 z+}Gy2>+Yz>bGlK=ynT5dd-J0;>*^ci*9o=IMKd+&bm?{YM1nE{d&5>*T;J+4NG^?yVdm?N}hqb%IRh@Fc>ks;iZQ#!?oo4DoBFZ%2*( z=cr-z^N%GAOI&;)J6YFshW4J`l*fL|>6Zb0{TTg-dqkQ{_gfsk1(JUD>Ocez%h+%X}ToV4%8~SSp?V9(eXSCH|3Q zjIf9wbLRC~8ne*C>D80VOy8r;f-b{M->s|n_tpe`SFhe{4wEdppGRIV>UplNP%F-o zKvuQa@v`4mCS)v8BdiRu&2Zvibh~LFi!+N3@Cd+I#MTP=^GJ+e#a40BbFEDs)ym=k zC!GC^$9}_^f*n6+erL+*+luEN7l+ddq`s?Z^!9f8US3;sX}Z&n?^<2A>&k5^_1gBn zzK`W*gf(~<$X9HtppX$XCHyMH+EzIU2C?d^m_KCgVWlL)n>wKvWDJMFXpg`JyI7s- zUz_=arzB1~)@18Jww2%|W@a))pFFz8#ZZAK(1=a?`l{btB2p_q_O~ zZH@H#VY|@PNr$iZdh6n&=JWokBSo{R~s1^Jc8$2$S zG}jEh&a!;>FMY2z5^FCNeNL`AG=ChHCuMnDCJMDS?(S3WK7Fe1{jFOn_U7YaevvT4 zf(YbGqb^bqwIPcX<%GO)ZICrtz|hrPYnAB>=(1MD1zee!a4IiCh4di+=2a0=jT(RD z_y0nuoMx-v+@~DqSH5|(a|QMMs}!nq{3QaRv`WY`Qn@)@YPwYX|LybJ{O!+ zk>R^P7ra)P>2)%9Zc&+Wxm#+H)#`atTsdrOAaGfPMJi~L1*pDV@Y2&C-HX)G#x7xq zC}9R>oJXGo^GDu7kUAMzQQ<2a0Vo*)1FJCAli$%DkD;^EE1rz$G=wp<#v|?(4-2hA zp$=B?YDjmQdAaXt9bEgN|i_UE{bHf1M{;pFHQU9s;qykd1KX0}%>g zhEpfYHcJme+p?oob0id=apEYRR&Gio}=6kd>thh<~uq za#>Z!f9!FwA+)=AQvwAp=o}&{%1y=@zn?>BnA|d^mnZP?7RPObg%#u(r+uItj12UK z`LVX4)3Ijb3)gI%>L8fK_w~Zw&yU3JQ%Yr%wL4?~S_7d8WYdGlD8%=8P%5xwF6CDS zp|t*PKy&?FQT(9pp>FPk(l_9x?}9&k zCDDt6>B?aKBR2Gg($9<9{DQ)--vk}DHQwDX*82(#@5Vb<-t6MG5e3n^tFDi}woZ>gZ_{jue z{3QWpUY-J-t$_$*`%_z&=Da6u$DZT+Cq$Qr%d7Q^$)_HNiS^5l>mN1EdC*!tU!U`M z?@fO9*kTS%a(s7qVpGbqAmCy|+vgQ(FdWlW**5L{&i5>OYB_^@fx8c3_Z{!e{!Rz_ z;Qp6p1l`!vg^Q~5v-Otxn&s)b zuNk-jj*7XIHKjH>ZCU}YSq1_oD(*TinOgZ~i`!UJzSCq{R$!>$7EW4b%_Jp)W@;va zONxrZ`%u&S^-jOv_kBD(zk50NoO92;=YP&~F2CmqZ?Mqqm@95!GCH|o=J)K~Slsfv z{(YtuNlU`#1%5(hm#H@{o-;fDA!FkcUXPz!M?p8v<-5_To}TXK6mf@lovFFG^Ya)} zw?#^FB6aDVfLFyU%o>^rsd!3FoLjhaW2kMa`{qzb?$BvD2sy2F{N&dhYMJmB5Is6 zD7d_YWef@q^A_q1yC_pj^+p9NMz=m#e{pMRcR}7L@=3~JR*bFbMdXo7!>qUk|8dIj zbo&y^3*w?CSKmhp=hSxbk*7Ne9L>90b9t9`6FHja@8Hi4hR?0&+&{OXJc^HeyYLEm zsgB4w8}tgfr3AR`=knf^iVg2M-NAP}5gQg)1GkfWI|VK_bl=~ctVfF!8+yI2#doL% zR18MIpzqv@*QJ26Lww|!5zE{Ei=9ZZ{hTwPWH3u>HDNWO-*QB|HkzR7t{#BPTLoYe0hq+51n7-u zN5AlCX;5$Jw`vYTEH&yjsHZcxy~_t$hzx!J1M;lPG)dLVbmlthZvt-u`(ivM4K$Sj ztV7A*?21mG!N%jMEG6_SuYL!Oy&M*DPJl^0tJ zlVyy;$Bj*ddf%COSCgw?Pa$g*@1AS@BtU0E8yzkBHdk^2*{p}WR^u2cn(uMuDF1~T ztWuI>Or_+fUg6Z0jwsIZc;kXvnmKz$UYI*_886*oBgCYS+;PUlDvwuC3AzLQoY%;1 zaI*Mze!ol#12;|FHW$Q>*Wf>NdouLegUB1fBO%X<7q|TdMyI%%hktZE_`wr!aUxBR zuz;aWQFLjp>X2U!z-yxi$Vzd&n!H^8C*H|;w)*Pf;K=6Bc|-zkZ_B2l5ZiWXW; zonc=ejIY-}7%EegF|JBob>ud|-&&%D%Qm`5fi$uzKse2`m&o(d||Q%N_xH);EjL{Lu&^CKc)We8c6BoZ5mBgCdxonKzdVazsgFPfXlTpp2L4 zpbQP~B$jvZ)sgCyWyPbi!U*Ta@+ZNDy}ARnHNP1%dE@n@k(}y*HIMZPl`NR>6r+Bv zJ}xsKAGPq9y*JpJfwbgin<>EPwDsU7Wo|a9aiTJ!7Jg>Tds!80GZG87-&gcn_@F7TgqpRR|v|u zWzO6{Yvzua)r9ER5iZiCd1n(7QT&J5l%|M~Az{jl5`Mc${f(%pj?&9v1*N~R(N$8B z4R1FM{+y|yx74raTZaNCzh#@qmbMC&lkY3fgJ9E1edSePiy; zamg}%z1!LcC++_+P7c}o(0X6->Wk2I3{D5?4qg{15S9&Y_x0GoYx`z@YUB)pe>qT3 zvFN%BkBUu|xy79jfHnGOL-{9_LJnRSzXGb%do+zst5@q@Aba$5|O$diJGHPU^d<<(1@C4DcvRD zIeDYxr6@n&+(og-u;5PP2X_Lwdlug^<<{(@WOfYu*4PO>2DGD}kgJXxkC9I9P{I9$ z-awqPwLz(QZN@;8m#jSAZ7&HQxHt71lz#_bk8Js4t4Hekc1IZ+n^3Ax=;_#0Tdg&n z4xRrMMqY&h(fc8lKtG$b79v&`fJ&2xZa6>80`)Rl+^-d+P&k#=u?g~bB%fSs_bWoBMezaS<8hDNl$pEqYl1{EpQ_ChjEN5hpTcOZ zo&(%x&=&E8AzS^bP-Ws$FvJ=0puj|} zO#V=l=2>DSTnEHxb5)yYcV)6l(w66HLh46`D>Acu2=T9+&8e%*6a)C$npfnwkqpe) z_5J=KnyB&xMCIgB6VEYh^#-o=%?~Epu1R-F zx-}W}GQ$0BI!?W1Vk#Zphv(WLdZBSv#>zE0G0av$yDU_CKy*sVbRVFlnv`odS8bcL z(oNLzlG-#|a2+{iHzR*x-!}rDcauKusm*D_2AVXr$p#rH;*VapReTr7Hw^8`HSewc zJlJEJ(F)ML(hoOAJ$@Ml$zeZNvOr_^n|4>SPo1qdA`k9_2Jy8`(CfVK!Up2Qhw{71&})&C8wPE%8q5WWO2z>IM50H9P zPv77@ABzr`G?8!h@y~`{f}$7L3OqbmW%p0fOIA^mEK@ zKy@XUcoyH~P6|5A`jicO?>#v3VkiBCy($~_tR_@8&AD>Gakpf^%KRD*1zW{1we2uN zHm0hQ(fJip3dT*3!KkKxrlf6XSsB!{ID^sqi1d&uU)HrU$;;x;`%(ll7qhH9l1+K^ zFV0b__aSybCp%e3*s)2fzcNA9?N3%)F#qe&<3*5fc;=ltd`>TM^WTm`I%x^8b;eC! zsQdIb16QcrcKJ&cssFDZ7$iig#+fR!*9s$r(qgD##FMHXIrz917J)*jS_~FzkNQls zMg2u}aX}#Wgpnd*jv;Jq0h&Jo>5H&OAl;*4!l)!-Oc(;`6&4#A66Wvifk5tvRFQ!; z3K;PU3n7PwA#gaYzb1?WR~Px@z1X`ZOLVUzr?|(;zh6_&&F}}0z|e=|d-{yt|1A z?%S`wUG28HT#~hPh2s2{eukHDu|3(c_~bRRT5d*LUDnuGoBErA!7&5d&bpI_JRett zCc4uPpY}<%z_l)VYp+G&v!@t4SmH^WkHbVo6`=o+$Pz#GAu)djIvuT zFW^>&*hyNOv3Sk7d7q+lsXJ}o|`nj`$Z8v|sy}$j&`J$O#)=&!WR&&nW z>7Xm+R_r6}??bXA(gOT}jdPElP}|BB9+ttL);&iv7cU&WV?f~@Ip&qPo86-I*2#zc z=NZ1yWF5!8H}Mvxk$UUU*sr&a-KKcw?{8yf@4h2M?VfrqcF$k-J1mk}Pc8o7VYKg| zmqR52W)#17WO9!`w4e!8{xqC+F^C)xao}=9&BDl$rr!2STK5E<(S-F*`Nb-CZ4k#I z_w<(0DOmo)8tB(p{Rlx-#}WM>s5<>c3PK=vd3t&fXOUU@+R@S85fP5~M8l%&&_H(hI6^{v=Cl2ZhDF%|Qh(<|+1Y(9 z>xlY_W{3Hj&mL|2HyQ@;&EMz10&8^oiqF9o{WTxv?|i`8Y`<7X43!ue6-NE&n}EoK zFkoL0NPjXJz`!ThBX^O)$%wx);4Uu!5-wO jaJYkG7*6Z|X88muS`6Uxj}F129BffqmX_Q7c4++@&@$M6 diff --git a/docs/source/parallel/figs/hpc_job_manager.png b/docs/source/parallel/figs/hpc_job_manager.png deleted file mode 100644 index abc1d5eef700a39610f11463f7ef4a791f66d5f8..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@ZuNul@^7A#)Jj}0)i746Oso40xbgq0x^IB`TfO393S%c3#F-`pscu{Aik`f zwUMcX;qM>774cKyb9|^nU8b>U)MYgC9Z*Q#xTOJ&!;gy_jcxOA4fW)J<^u6m2g})% zd?gixH&&NBd?>f;Z6#D0cVr|mVZ

  • rO(y^FdZd(l*HOWKROd>~@c%iFQ^-zSrPO z*FIFBA-Ipl+g~1ght#e{D8aT+qBamkjzrh!X+IK)70!=T#LkzJC8-usXPBPKWl%um zqrisV{Kg{M{Fn!w1!;*RCzh)n>KAA>IV3};=%_|rJIc?kYJeEBttfk_q*|!atboKF`e68>nR@KrWi&Ldl zm|UGY%E%OVfIQ`)(g%fP%uxNhG^dgE@DyOH1s$aWZ60|dt)eEsWe~54gMJIQg4k`Y zl+@fl7|toX*$Z(o{vj_6Q_;=-9Ooh8g z6(!MCC-3oEZaW|A?C6N&QgcT9U6_0?-qdYTf=GoV=x^)!Vk4$z4+I2*^49|ll$P-o z2nZiYT!>%M1^8SG(nE1zF&okChZspNX)ftkFfb4>C>-I^V*D`tiCfv491mze9x$P- zR}TtdB!1bG;(KH>AF@uc*%;z{S$P&>U@#Ekx6Bs%w~n@zq-w0m50W-U<4Jb=L*6>~ zsVw(P%_dS5BNQ$~U?CtRKCr(FUq}dF3WRYn+nf*}LLVr6kber{oKozd%qoO4!%?&Y$qrm?V`&Xe0HJ;8IjW&-6YB?08o_#-EK z6mf_;X!kJXZkpp@S^k|RVIGNR!j_QN5}wf5>cHY95t;f5Vs~hX?X?sN_$CKv3Sn{lIZ&%$-_$abW54@BXQ`OiNBHi^ZS%p&BeD%32Ubap<`OGX z(PgtL(D7HNEzv5n2g+x+d#zH~7Ap>8y5jl*=NISHmJ$?GZ95!y$SP&<+ytV}o5$Be zeR|00#+AzM<{aM7K+_T}yu?Ywhm{(rz$tKBa7c;s6`PQ^Q-gpSXUN7jn~E&`6|#jjOWBIfE{3qb4!%+SNkQ$n(nE)GPt9NkRqaey%9{{*jE%+Dvg4c z5b#hk%b9r9j2NZNvo0mnIoMwak2sU-$>B5;FIf~yt#?Z5{)!gD0Pd$O?SC3*j-q&X zvE<(=d!m@64a_rrMd; zr0w>EQqo^Jh-?|SlI1l?ODQN;l=>7AG(aiIs7qo}`sin3c&7yDrYbm&tY^;L*1b8eZLbmc$`qjB|i?rD4WFx)F zYLf{w@^Zoa5N$o2+ne(O+7J=`3$?G`)&JO=4+?>7A*58tT8@vI3><8`^OG`Pj?P{; zA08ea{^7xaR=Y!qE8k*j7qm1n6kT@jqV0V10+1AT7g@IrXc_6!B{SHGz2r0$z1)*L}jK20#23o z#rjO$F<4pk0L7mzL_h~Yw<@l-J);Q%_#^h_RO0MH#E6OaM(Tfpli!@f{i?Y*s6rpuB#R9 z3;_tl3dui@*JYXW)4Oi);uR;}5ZCA15CP%e+R+IS7jx6eC!d#53e(PWlXrjxFKLN+ z`R-X6*JLY{FXa5+1dP44#x?5mR)5(xm@kwnDH=2<+1HvUORLn@G1}iT+PUgmB|S#V z;C!PRf8$rIdhfFT-A}lNuNS& z_4Lg>gt?{Tl`!u)iW4>=+FSEhfHSW8wBkEM=4@bJ^=Eo@(`*1HISD`SWfo7j260Tl zm2rg`hq<_pjKFN?MeVzPa-k77o&j6+`_4E(7V!lZ5|F<36zimyi3a=Wd3RI63nN5y z(#d&9A4+!eWJKGa&?E!XF4 zrA${3v0$d%9>;EGGoR@$ z;_S>S9jk$MN!tDTaQf+apx1EfHIdG0dEV#V?f0fp{Z#QJ;`ao0iGqDqe*{K(O=8=& zG&d9Ot^O*|RvEATW*FJPO$In+&2k&m<;7x5kPzSRnTz%}M$oqYq-_zoJV+fV$40%0 z6WW&)?}FsoTTkzX^o3c`MWPu^)9Y#hd{m{`8(xKKp${(*v33+aA|V)<_Pt`dOXnZV;yN;-w;T96{y+1WfxGt`}Nq)-PTN|YPj4bbqNTAMv0$Y zb-WO_fK%mpn8F3}+35}vhZL?#x$gIex0?F6bJ4G^9WBl*j5#{pIJEf9Eg*9(d-9QPPRqta@ImU|GQ( z>hd$JlUK6?``XYFDj_`M?T{6>B8>DR3mT<0-qft zfT2WXj_!c>uIB@MsEL2=+cn1R=nHvXBdILQu%F99-bUA!r-j9CK4Kr>(__{jKnULs@|RJXiCNokkR3k(?45@grhE< zlz>Xmz<*+(r?=*W_gyTY-t&BRB$_rW-LE@NDOHh7W(n|?(}+nuK#(<6Ev9mgv~;{Xy=T5QWV3P zbiagt{^Q5ymTCX&Rp16tWajH7?$W%?bCIYBplqyFY8MSKct%({vGtYGWl)b-^$+A% zB*b^`HXx8{l!OEdA%mg#+bb|Vd02Z2yV{hT5{nLHw|%uy!%yS_^3zjFVp3X zN+QSml}k5qybe@ju3Nh+8HTOvYuIKah%4?@*;?;m7dV~v~CheP@G$T-gGaa5&Q#S%1qrV>F_7#U*+O$?j8y3XOabqY7ME;OprZVOx zO4p!`(Puz6Yhf|l=S*yCU8r|2Gqh}AUKC}?T^CJ}&Laknw$PqqH-@n82qyKw;P#?6wE*b|@7b*Xxj+NP#>zpVrm0$YN z{tzVD+`eJ7mt9T{rh}YLK5fJMU zT+>^-Y~nRPWoSBD_b)xb}5az#Kv}L}_HR zb!?=Qu|od^ecJ|5!}i{}7P%4Nl6>P?{LU+=xG&Y(o5-5(yZDK>OPzMWD7etE5Zv$D<} zp3~Qfk3}%J^72nsJ?{G=k%co2E#Mi{JjdbO>zTv{I(i|%3(+U(?wHqUaT+=WCcg6a z+n-PObhCZm&0)6214p{@ntSXZG*80ll3+TD8e_2GqSweLBM$bi75q z&`6jN1(1mdcU*}`tP_$7^9u;9Ha^XfMBUO_ejXDuQ<*(`x29i~yQ{Kwm{-v4v8lao zIec$8TmPnQ>|_OB73!T4q;iw8(()|J1SAbA zV}xC}dk5<){tZ&?6CsJ)(Gi$kDH9r745F6F%&I-=M}X>lwB zcqoh33Ms|$>T#xQ+y@T zxwiE-=QW#Y(|I)5>uF8f@BIj}xB8jwv0iuFmTh) z`f3>hO$NCa)PdL(FsD}ilxe+*=8ZbdwLMgF53uGr6xu0(W=CE)LEeD7co9~~GM@Jv zi&2N(k-Pj(KPwdCbX%{U1}RmCqI(w%e^toHvZ2Ci=OGK`yD|Oxd6x$}*mDuYQcU*y zRh#XVz?irTE3K_E?3Ms?q(tuH*a`9DunSVZKot4+cO%Mryc3xO<})K^U(Ou}((^+0 zc^k6z6y|{I z-w%t`6js_sTKY2Z9tQW}6wJl_e51qtZL@9&x#!83cc5p$mE;%VBii>_WnFw>N&(O! zA!;et1lWWh$h)hGwAlVh;cEZaISqtZCDq?Pt>s~d*q(-#p@v zPChd(XSPR$Uy6o=~Mw~a%gFogwx8o{p*5b zrRZue&ilM1g~0^2Tn!7;dV=sGaFs|7lsdB>EV_7uL=;8h2W7ax4_SCeGyh+ug1cXd zNqu#4#2RHS84!yp9z{RE+0%7a!>^2RRP4A1{jt6~Vf1?L%$X8J=7?K>A*DRx)4@L79AKY{svNa;@r z&+FM*_MfK-V2SXZ5^V+R>*4n__tY^BgK`8TV7}2!a>erS6=?NJyRwcX=KHQ-5UY3> za>xrr#Z=oV58A~P(%H|w<|vq|iB&hA(AK@2Lw$^C>A2szP6)RM@4qXVLZ1FK*F9J^ zWQb$;2yguHYdQ{ArISAg%7enhRnYLREN<@`+ktG7k|8rcyE#Uy0qlG6j_W`Y?;bS= zW}Mk?FPWAHZ3UtvxO5I5mn$6p^@rtRN5ogU>MRMG5^ZXvI6T~wTQPsPhAK2nY0Ys5 zXJ_l6n$X8qh4?(aD5MOxn#zz$7#_&h);kGX6pO~1w|HPyS z!TN`AG}uVZUsBcA^7ly-FMxI0#G|sPI{?lgTn~{vkA!q|#6E{Ay*PH>!~=x|1)r%Y z-Ygx^)jPgWY?L51Q&AxY7ARh|yI0J{nH2Rf|L@M%?T8c-7FIjz@>{OmTE1e?Z@Kw!~-7fyoL)i~zGm0zbtdelTgW(WO5t{V&$_3bE|BXK&K!Z?8=C+HT#b}S- z`xL0ExxtH1#d5aY+PNa2KM;ZZw{{eNcRr+t*`9sW32?)|GMGT#m2(+j>rvH+(2;r7%m-nMQ`0zb~khQ7)BdpcW{zXBU>E&NE4ZHAshplc33q%NrG7 zip$Cus>~KQD9XyD3fa$}#xdEE1eYkmueH)s8Y-cWmYFr6!;B_Y+m4Ydm&$1nsF2W_ z&#O~>SLsbe^TTYwbPCNuOc-_}iBzXFc(}h|3Z|wr#EX(Quft6T|B3B1OhGElXebeZ z${d*UOITs1xIsXh6HNXRAMa;+w08ha7tbFBk%aW$;0-UxF|Z1NeGrN8KVvf*-|4o)q@E(b0BZol(oq(NAwDZ@sj;a|17Ai(L_A-OY8=UvgAD+3B5 zUT;6HE2T%EqQ1K|h7oU(p*dW@bECaG1~_D6t~b1CL`_@dM)}zXkG$QD$ZbL}%4cb9 zxvojsw=ns>tzC#kql8-9pv1Q3YHdZU;JPIH8NObhv%KNVRV@4c8Tc&_?B=J}rKTzU zT8&B!pc-`0lrIwzys=n|#}+?S)a(#&YrI9x>y>pmj&-`f(qXzMFKXIK6F@`5)ftDz ztUyPBj*E`d_QZu(b7pIiMU>b;Tr9CvEn@kZ$&!zXs{@#QGS?1+I;*$YL+62j?b)7= zvOL~GH-o^y;^~Z)eEesg$QePCkyrQwqM*VW)k2sH-*QGI-3Ug@Ytl+%0>UzY+PcHY&2nACV1T{kzzAC zxLadY35YHAvnliTq-SGHdb}~b-Af}G)T#EU+Kx}w^c*dEsCHA4-=?civ1m9s3~l4P#a7+(-^rFn4Q`DHDjzkF$NOJy>ngj&AWPH{-NPdi20y#t*7 zI4Tr&cmS(%n~66#JIP1f>G4+Ra?6S_t!s5d&r(l;$jrAoe$l&rNO8_%jpEa5r0VoXDj!=6^J~IZyBt&Z5enHYyrL?3PmQ0<_>(X4FBQtpT);BL= z;HbV`^O*_iAm3Pz+gKpDJA66U3CyYEQIt+*z%NV7^^klyC+HRVK^fqazUC-+s`Jq^ zd4k~^2PU7cVaY|Wi}~^zn1dr;Gd~HJZrOz5_U5IYe6{m~ElYne4dy21xq z<*X*vW-4&@Wa>*cncprs{PKf9kkyfkwKZ}2zaijdAD=zF?ig?+X9nL-EL^Ilg6E77PzvL^YV7yvcUNP1F@CGnPe;Ty@?lAmPwYXx?haFo7vkc+b(j`# z;!nG9cu%Z?!2+c1FORWr!RSukYi3YGvMl+9#ok`b@sU70m~%W9@H7P!M12VydzU`g zIl0&FUA$;ir9=1#;6Ss2ON*T8UTnT&5Wu_Y<$p6Q3s6eP z-@Ic5ZSEu(2fSynO-g48w5Me95EuaRGy~WS#=p0ndw8vs>@$*|(;BT1)8*l_CXQqE z>UAT{b-n=@T$bN&Jf@t+pObI^;g; zkHw}1nRY30r@UOxsi8(CMEQY2JJOukE9AP!)I|$LiUQ)duPf#29!SJ|RXdC}PMO>H z1NJdmn`*SfqlB(g0(gh`>e=e|WN!i1Um7`jn0DKkP0d)zuaaLIB45w$O|ZzHNAj1+ z2-Mdb`|=DXqln)!bSu7Wqj#aq$mV18hX_;s$un*9fnj5SvgjuiIZvl~pC2J>PuQq! zqR!?H?8jDtIYY$>aSSctjQCoq`1^a64%%gcT2`qcY={4o*fGI3UWO) zJ$x(#PocRqUJ7fk4jl|jK%0W8v*CBPy$*O%t+2ip|H3+yKLD zYJ7mY?241poV>W^Q~JFoZU{pys6UnX?PhY;|cwNj?VLYA> zgNGAz!klzNI6h@<8rboo|M2oU063%KmZdFuY}CDBkqsAZtac19^Q;28oO^U_N>sX* zEt&HsUZ`W+lqT!e;_o=QR-FKMcSm%b*<64Lze}8ERE>};zf9NDPN05_*J|wbqprv- z%iv72iF(|3#qnBjq+VLE5J*YaZoS#-^~@s!em!n#F~L9B!W=2E-wsJm6K;+E(OI9a zjLz@@8kEr{+6b&wSlTyoliDDqiL%P{D{(WWRpUVPf}DKWs(fYh$nq?ntV5$N++`R& z_Ea9pbs|4ACm;1mKGubRQn_u>Tu%iUGxo26n`okiU1c^N)QJnHihiawHK?=|3|e7n zQ+oW|mT?S}3u1n5W+Z7M6$O5A&>eAk%E=Np zW~jB86Uh8|i}L*9;5zb9X7gstBz^+2glCCNW)(3Db3=33jok^JY!Vd{ZWibPw#x)% zDX0?(MldMMX*f2GRnx`1e#InEz#N32k%`i&LmV-WZt975TdB z*4o0{A;4QD+ucRBK{++`eoc%0J?`Csh}~bSVSb>eh5bjuHW1h}s1r~~G01;N-QU&u z5S9Z;VSWhzhw8Nf`VD|MfrJ!&|0_iRDhKjhAU?40zqp7E2sr%F@A|=7v&hO5@;-B{QP?T1crBu)yj-M-0q8gq-$V? z@V9qqt~=bHN)_o}eC&q!0@M+KllH4f|IP*YXRO`8Mjw474apH7FkR5m4$a-kDah4b zZsPCTFd$e%JZ8LwHY@7OnrMwS**Ivu?73%O{U7hv+=EODM$_Y*2sUDjiE!UKL;t<%vMFmHB$(vHMjpy<>&NBVcN$BBNA$GBcM zQ4sfH_gwnvY`{VH2adbfJKxmi2e*jdRk{}u{ipKlMI2Vc#s==qeVZ4n^K4I1=h=gT zdsUddAHgHK^Pxo~CiBO~$CaI^si|oqh0^I_1q>0JI|~6@vGCrY?_qAw;#;(jQ4M|k zB(8?-(PYQjlGVdEo;v`R=_-h7@G)?D5TwRGsS0mFd@FCjf&d^+=&Hk>Y}xotf>+Ld zqS_Ys%m{ODBh-(TdaE&nw(~G(kD$mB?S|71|8}ygELE5ELc(R2ufL2xb?STcb^`kI zA#k%A&gNSj-&o$2Y@MyQcXqTJD9(+6y&q1Oc%6AjI5~&(JP*269Uhb6jKl9yx0)KZ zJ#fml*&P;b@L7z~hN5$TEH5uPA-MT#O+sU)U&ncHK~O zcH*Xmx-3twD!Ojs2tB1eL-6w*taWiAVQ*=9x=i#L)nK*m-OAk6i-v$}$7HdXZMIc% zcE;>u!Q|%Vn#_povVVfFLV2I@_I_x&cmAGd5kFeL!sS1LM6PW3bNsgWaZCo|TBz6y zO(B1qPOc^c1vO+`uO~nmhap6$0dM@%a&&s9I+Hlt*2Wtz+JgI+4Cm7-Km|^vj=|n~ zKeH<#ak0)b?+cL|m8PS>Bo*Zmj?2{2UB@w(0t$3lY(p5hLdN3U)h|ekxBWcgf6luo zDAhP{0>`cCv8z%7(NdIJp0}e$<_?C+Ou(BJKWo>|Jq=H&3XD&lCZap@L8m2Ex4io1 zSe=TCoAg4*42e+0AkUlRuEVEWKRdwA6Ay33)Tk8SQ=+BFxVGargZ_++_0Q@7n931D8qBI zKN87V5B*8WRNlY6JBda!s2RfIA}Q#^DN$3ck}?~;OwkH6`OwU=!T~6PXf>AeTv=AA zs!PBg=MyBq7}Ko#uXIQ@so7ArxLbeB0+Tt%ec?U*J|?p)%JUI%&TD?W5KO~1(bMX) z6x6|!HuWPcXut?$(8n?e9{g`#($`Kn=lm;OTMpO#3_l8~6p(`AQgZYWZk3WezO%RQ zk;e|6obMi<<>PL5;T!}@rd!$l=7Rgc(OrS$LcXGGeDaH< zn0BAS`%(t;E#ZiHhldaZf9UOp8UN13uHJF35%uy|GyFS0KrpKZNLu;}GZ4N4>0r6AT%M zg@#Fzzh>CckwYcBop2-xFYJT|q=Pq;%VP~Hd&lv;9>IC*^OOKh2o}kpj)IebTEyX~ ze!b?qDzzjuK$F$+E~rF?zxw6rhew23-0r;HD&Rdc`r%S4d5w^g6~WuF&yY@ZBe1f0 z9-I{{6|-iTsJFv+Xzcik_WkE+x}Ok$zInS)K z%~8_WW99@#NUdXH2Hr;%Sr_1SM41P0RiXB_=^kuS7`Zd;{@$yR-d}o!6Q`T5?x3_o+ zJ~}7bChfvA<%(l$f^!T`ZJwme=SWCOm@idBnZ-q&$dH=AWKLtYOpA*HS*o|*q(YZs zz^se@xL%O+?b^7;NH413KK*!3kc%8?2)HnZH}1fecD=<*y|t6sZcRwa)CP0?mU`6D z*FIY-@q3oJ8MxBEN}dJ6yR#=K*xxLB>(vPy$Pbna`bpbS+s=7iCrkW@7OV!}Opn%1 zn)Wh&T_F(o+RR_npv4WfLdOhwkG=14}}^_BO}g_(T}kOjW8nOTf#i8CN18!Y|IffLfgiGOgzO=VtWS z)O%;i4wfWxbUs3|r8-E(dMpCGO_vI{`kUwNL$tB>1$Z*fE!r7$inbPl44x}mr9d|( zC*&E0>5sJ{bz2zP&*^p+^Y~kcxr4MXsLjv7;r5pI+bSbR`s%nNE%QM!`*=$Sy{89l z3SB>8RU@Gm{|WmX@pU63q;QyWI$iiLi9$Z9q-#lid1<1p`Z)7E1lwwNwmceG;0u_h z&0iNl7y2oFqoqHx)#BWZoB_6g%B*j{yF@XtM6Lnvg+nfU`(s_ zsZOcw7eCcGSF2`KZ$oCB$G7AeBA*Dg%?|dV zeI%gE+FhUL8;B_ULc!uzAOuwsc&!)&p6FM;>ARks(BF3dSUn~h~%%BPU@`|A1mKtJHE&ooIx-D zG_}R)k(%}+Aali>nx7ssTJCfM%POdPrb#$OPn+T08# zk2Fyn5eE=W$x~nVcD!a{&ExH}Oi5VzG&;3B+N3u)SOJ}}2^szBJ#&`RIsCf1_=`SJ|OA&3uQ!H*Qs|u4L0Pmp;BC-sqZFBhZUygQj}e8N^|*LHU=wTjq9L8o$pu% z&A(_Y7BphAni6w4?YYgOV;&Tc4&NUql1r)ui}ovMVc^L`=6lR{am~7pt&|`l2Qgr* zkW9SMEZYKsG>3kR-M|CoD5}1`HA22l&}^zK&*%xNJ$`0TgK3i$KY4&@4&8Ux6yZM{ zMM!sXOVAXvDN}!#y#WoR#=F5~;3oG4?8Y!Mmb^cMjwMy74t`b=&h6@4qLFI2x0}WG zq7@VVj7qVFt+Ior4(75ax%+mz6b*Jp zNr>$aasSh`yPTpE-i&Em6MmxvNUx)f_VZn7mg@VHDU+Ms7<B^Lz}^4#q1*7McYzJ9rnss9D;x+Yh;N+ra950zFH*QQhC9oCYrdHQDSd_Gsrx~H zztN0@oQRoITOqJSR%@hxg!g+Y2C`~Xz0+Qd{Pd|@^xPiCd~+23K#TmWZpq|)1feS> zbs4-uSss6p-2M;xORR6>hC-+XxI08W{fy1#X1iCmYFcYzJ&I{5?!<|%eZMy8)z!r8 za$efrcXs9s`sVje>O~&9zHLTWS3mz~f@!HQhhbM!N+Rmh>mERO;J|y+(f5!V%$mTs zQhspReHhQs=#KQO}rF>K*+NZ2tle)#mQsLCL62GqX zi+%1`YHc)vfg_~OlDXGX8s#>W*g5eXVF@ zK66!;=DefQaH#q3tq6~rH*-&-1fe}zzYWSTiUh4CZIdI5aP+z{)8ou1dUO+0;ASB_y`dUD1 z`;%C=Y88VYXiZ~(*}x%od1g~ff?T&dJufe`l%erB(cXZ_(l_2$xgjJGX`;9f&d5lW z(2U%&e&0z<0% z&GCfb&~RL)otFUrq3s48R0D_7=LWqfgf6cw!PPZuP4?T@lsP2s+8` zFNVsb(Avaq?wEPX`e#|+JjFzv)wqNjV^Z0II#uyZ$+STMW?;EUozV1O)R%luGV1@g zWENJe5~`FNTDa?i88tf7Rv82^w^OK*X%%JzDfryvkpF9>hO@A!Xc5bq_HW2JIzWL>SY^j()xD&%vvUBI=** znoLUq^hdh!GSkzS6K}j9uaQ{Zl7$~m5>(djQ)_lcv0mOVDd4u=H$$8MKq3XGgbQH7 zMj)uC(DPNQVmMS)rGm;x=Q3&;%XQQy!-rgEjH*n^4oQj21c+AfM}!kr+f)0<4p7Ge zMG0&T%eBIT14{N1Q;hAJuM4G0pa;&E>%h_ZP8aGMtxguQU0ws}`^&)U#T6_1#?C#F zww12MhsSNvMd_HqVRNV&;BzyemAc(Eod0Y~0)HLmFZ;_dLgJ$&xGXb)vG2-B;s#{9?2h(1z?a?j~+kpQI{3}C! z&~U5G;bZ126tDmu0SP)P&ZU|T=oXA?3uG|*-Hj8R68|{;2Y&^hs-4moZX3Tm5P`q~ ztLV5lG@YKmPtMaxQ%}PN=tlnHa=|(?&B@da^A|)q2n%-Q;n07` zZDJ5Z_io*Z4Nm9vGWCA7*g}=XPHF2*MYUj~i)Kv@m|tcKW_dwyHBQ6B(f@|v(0qIf zyr?rKDZ4SxL6C}>pcEaO?)#KXgCaoxS?8MI!0}|J%k;}igFa51&R|(zd$@U{)=XYI zvHT(a4Cdts@ZBqY-N=W8ok&ehrTAG+2%-*_#$ri9=GF2N)c$9#5FgkjEl5>FX&FOK zSZS2fpFjSJ_1Y2n;MyEy>0smhH$fj0_}*tBL>K3OYwOY=EMLYxW!zl!+f2vRxdYC1 z7|xZ0q5tP93-B9K^*ktghFZ-~vl6X`tztQQ&h+^RxIM&+ZCFC9A>6S9C=Vg7L<%+? z_(7rGcz^rTs_iOVS(e7VlV&OoI1S*UA@qk2wXM^0DH@miQKYTRLy(>FeRXcvP(lgl zw?Ea<`T7*7A&Pdn_;M;IUUZ}!k3ieG3}qoZ*Hz-A=upL0@2f*eos6yPRIj#eZS#?_ z;BsBb+;(1;>l3iu*rF62GvWV{>#B(WEUDj(#>sFBf@g?i+~ATV-ejn?wIYU?htCBdLT&ZXWtH@ ze)Gq;V2E}D<5s&UW%1{_TXvpBSRYMC=(3HD8w`((+@NUbo&p{955!*EkRz6#$`&XL zFAcABaJo<9I~E-pmU#McQNsjVNR1k0LI`(hwn+&MR$YoO5<`7gq+j2E43>F+Tnp9x zB_&U{oVqzwUsM9KJ40+?@O(voEBS@NSz#X;`U1V*vlfVAsE3}UmMUa9HjOEiT*tfC zr*&1}S73r0evMe;b0JV8EJ$L zHXs;W4ZD!D=MN&)1_X?1!jI07g3X-C9b=s_jhNq_xSLkv+JF(fYYYFAH_&L8)npP@ zEzaLBw#;B?@DPy)$uAtp*x0zN_N!ubf#28VDQe6ZVFN6LWGkMO%1n1PeK6RTWzLA zSR@wQRj}8JZp0=bEp%*TWX@5?(&kq4Pp;( zvz|?sh`kLip&@y#h1>oz3m(VAd&6>@F9SDcHA!yFRV$C(Y%Pb(F$n z;T}Yq8WW{xW){+BE*{dlo`Bx0T{?@kkmJrD3`1pvkCqyuUX<0Np;uKM?CBGK zr(ZVj`ta18!L=-FOd(^62|61)^)>|yj8FRZt`jy1a5VIf-Zm~QzMNF=)fYB2D?8Jo@qr)s;OhAYZSvxo_=8O@|@g{h)?`ojeqL)oWrq0j<^LjBuxN#^bZ z7jX;vA>kX@3&EEdGyT!8bNrndLH!$8_(0?Hn6rT0hQT5%F=v|wPmNv#mPbmdIUS)G zYok{*l9szcyxvFNCb0{2%GBzhfBQlc?4yNSojOw+QuYm^?gt`O)>mA>F_ZUjRS0-6 zBVP}7K1DT{ssf-~K&X6~Xe@z`rMJmn$kPc8yLgm_b5urE%-84n%-nUa->X?Dgzc&T{VJ0Rk0}KLR4rg3uMttE0I7A$!w2!z zUu^i6S}^9c7l3HoO7bl)sx+TOUO@dcequt>!`?@9e@f?xvB8-^g*rjB3XT76B+As3Q%9a2t9|yHU-<}HUIRGiPv&a=TNtOpk&9egG z*K+Is7&!o^TungZF;o?!Q)aPaM$tO9F%y5S)w~T%N-cu&Um(U#PoP`T&8E0BN;|*j zVd6ukzVm6BregLfq_GK_?yg7}TO$;6j9x9c6DSR3uNwf{y1Zz%fKCGe4vrx#Z$6mJ zz+FU7w)d@rHq&&2fFn2>nBm<)=V(>y2WaWVG+QJN|6z}lp+1hd)iK@BBQ2wCJ58KVq;QT6mNYvdM46#`X4E8Lm(_7raBV3OSfbd7cBSC);pL3i z4_<6$qD=DsXt8iK9PX7yDtrIg$GEx8wj7c&oT2;mT#n{K6_fg6w!cEjsG>$RQI}-H zCCUn_+`oCHld_oJhInj(#KR=XkuskKF$t<>cc4kxrUa=rL#vNs5;Aimi)Fn@&?OElxRO42{G9U*nApQLOX_b=M?ngR{r(VA< zi;yadj#Z~zNpQITALKNK;C7;%V`>#hl!SwWgIV3>q9K3tvP}gmM(@UK9&-Q~49`KI zo8|Za;XVWYB0F{hjFR)jZxi5PvUW71l5))cd-?X34~SbAyp)Msg})p6e{RPL0@dMD ztVQg){1@ho{{~Oht{&BB|3yi)1iCaZAeT2)7JUOZ3A`XSZH6z-e%ybyNS71jkV|(O z8cSrk5{rbA6GX?W5wUS9oz*(aBd2;Tq{@4b!|`k^R8{0p!G1{1F}=LdKrH+Uj#@#G zu2EZw3_%{^ z^9{^wp;DhIDeY%B>HomRW8f{FcgmkvU*9VN;==?5{=r7*zNHJL=9Z!es^MSc&jo$# zeOawH;MGMUzZzxJB>dUdZW=JN#qx?oXAlIop9LDrsI`QfUy=GSNQ2Gbm_z zBkW}}Kj1c}Dbjh`%!hvRN$rv>9y0gMqqI?|p6PRpB^es<5ruUx_bp;=Xx6JE_ZSW0Nk@E#EeJ>A%Q?=m%Tb2rS+F1{kWh?c8;)E7gaFZgi2-|{aeQv4d zM;E3b0^x8zTDt^pYiUXC6qT`LdmfONeR>6u}Kw46!Hzh%veGa>7^z|7zk-mZ&x)e9zP-* zW=OhB(tIv*VC51R6uot9EW#MJ^4xhFXiBrjPb#(6LFJqi)M8jYrmZim`g+#4Q?lg? za`9KbPTI3XL;m+ytPPi|n_T~^aJc0X5~$%jB_AE71|iVfbquh2#)5)%j6RAVMe1A) z2@;IUZw!dkS?XaQK_iYy2??654h6->>Kks3n2->PWy(J)@zm|@;lRNInavkX)>9hO z?hN+hRGpB(9GZ%2$3PpMwq0x5x9Iv6*l6$ZV zvJE9qCv5w|Kpu4pq6;|HY{P1pli#lS`kc!P3et9!1z~eKhPGVo} zpxttpGf>7b;Gor+>~y_TzF2LzLfx7Wo3hw!S6e7;{{+?A|91Nccr(i6aJ1T@k(QZ) zg*5>)Y+xx@;Q*tU1x3f+hUeiixR%ljhZ&Fit}HaIaUejXj2J>PL@b3%^CMgaXyetz zxjHH6?_2;=kxR~r@38}cGYCmQ6rad#40QK1{MtN#>GaD$zuP9iv)t?ZQfhw+kt|~NzT)Gki z=5RslV@dGbpVt{vBV~8)u4)uM9`Jm88RUhMN{)Px#lJlMpJ|kLntB=PT;Us(y7I;2 zpjQ5EdZ-ns@>HUHzdO6DT(H`><@6URyj#0esnZ4zIEn1C#@JFm;T>2w@S}imRp@X- z-0A>5fkTvca&``Gwi7Wj+8gu@3>0p%!tk#Gv7%?An^v>Exj0>D->;=;P<0drb0C}7 zMo@KdRSKbNZBGoe9tbFlFi4t^2cM8Ij2BBbVtn>M(>*l+j-<~8k~gY-3rgBE#e6j|&*InJ9a z7ey)2(cS8-J$tuV?|IH%w4R1lL$(GD%H;RjCYT*Z+FklYd*jxUb(s!6opH=O5Q?1( zqi4q`LziI&AACFDA?O+FoeCOg9`13V(Zx23#FROBlIh@RctZ%`NOuxGzw*8bZMv=c zKWuzseC9j1c5U0XZB1?4o!Yi-8&lhy+P0>)J+<|A_OqXJ_CCM&Q$F0u%F4>ZbtSp~ z>u;~C8*9x3_Q``A+i-6tDtx#t!Vq@;dopDT z8>2(k*=Ssxu5t;NJq+wNQjk|Al*tz-B%6@UM0jC0*oS6ZwV+xx>Gi-TY{c7p=xM2r z5`=u#-U)NP?{;{E&tfP%a5Vy}{YTx#icLCX6S#9(Xby&|liVT_M8S%XsRY+?pSIoh zJD`gxU5=X;Xx94ccyZeCXL7RsZu5D_cw7xw%Ivr=RFgmBxOO446xF=_k+0?UPg)(z z_MlBKZDTllVjWayw8w3pCpgD$7KvMe_5HcVIcen&J81eYp-y3Jc};sS`@uob!6%ll z@Tz=PS{=7@2{l?pnj>sYbrF3mA=-N1bsooy5rtmv&-G8H9mL(tRtp(9dgBCO=;#Oh z2$5i3asj}f+F3eVS}@$a-n}XuWCU%WbU6{?jDw+p>)F9*jwx?{3>q3+vB>m3QHteq zXU`HVQ`oWc1&xo*RY=PcoW_OW$!rfl-iQI@cW-~BY`{amOzB6d!Fw~htS|xj&iioQ z8khwjFl5&g8rawh_V>SQMdRKM{dK1}Z+GMWAwbWqt?lM9Zu^0JC~GyvS;{?s)Mp$z zp=8vz-bxhgJ~$CEvE@*3IECBSu`?fx%*~45r;?ZaGF$>J7U1^tvcmBQ$*vL}Np(3v zbD5IEc|1K-_XjuPO$_IhzBLrnSs$zJH15jLXXEyLW6Zhl)j08yM-+k95ouFVi6^D} zprqkQ2(0@D2_4*&>Ua4l4{+_$s8;Bt#OpAeYX9IfjgzB(>tR}q>g=i$UNfo9c-zC- zXQYCGIgnWiuZ%b08US%ea1CVZ1ordsQ9`|`HS$TON>EP5xt=4nv{^83!3r;Hc~9+| zD~tKf%SuB2ErLp48|%n|J%fOpIKQHG%M@=q{q;&*D4(4j64^io@YKUwQmE@6%0xXm z=kGIZxZGl}xZgWOByTPcQFXh#-&Zfb!b2@jZ)?-i=f!v+4lwr7ZKNDksX!Fg&aQz@ zw@XJGhW(@7^PJ!gT5@|~W1~u9Pr%o=n@Xizy$CH`2MBN@x9f}LQ9&+~$_o%v!vH$p zr8;+5S!q$i2AF&sIX7SS9C|Si`YN(bi~N>e4}o5L8OCy zznG1VM-Gz~h@bL`O>dy{emR*1i9gd)dW$<&gTX2ytL^9(j?h^jxZyz++t4Wo1IgzV zOiWBnAH5Grv4NJTJEG%l9Rk@thgk9Fh|kK?+xq^th-{A4`$?G7NH%H;c`Y|Z&f5Xw zUdT&QO_G>pm7{hzbsuo+FxQG$RhHO62=5~!kOU_F%NwjD>Im`vdoKx)0dCvq+ODD8 zNX6mUc2YcjvTQkCI|n)gFLq3mK|0bL$wv|hI)JEr4HaiM_z`0uQVpKrOO6UT0(JQF z-7M9cfh6|6V(DT?Q60~>2I5U?G4(}HpPLn&PYU|)aa9+NTHQQrAIYurogDl*kqEJA zuMzNXOu3;h=SM$3k~Th*TfG!ry5xRh8OX{4C3<&32qz!K_>rY`2M!Zy&2uKWCC$6$ z05pT|*n8t^ex6M!^oRbc)`2E!Q7NAhL%54Pz2C^VpXO!skY7T8Lpjs^f{`nY65G#7 zEF&~v@EACHSFVH@=cRLId-KYWtxp37%xN*OwKlKNeSj1P4h}GhYJOEnmd9o?Ch9 zEi>YOQaDmg+_sreJ6D&A?f*E!XB|2scxs9dvGTR0L%Ce)g7r@29Obm`5*BY~|n{wcvy zwsN&tU*CrBFSp2G&UJ(D!GL|b2qGd&gkUfdJysptAVM@X9t)?nt(x}NKd@NKQ^Da% z=Q$B;sljOAB0`-_^t z7x0MljZOpu&~bDDiO59?-#&ilV^X4+O(w-MK-(QB)DQR#K<`~#Y$`$?^UJ#$O?<;t!wA@&OEEj3bkBz9L)|U^a8^1JvJIjr`>Tn z_gkQk`YSMkS4St9D`cyhqUOTJsWzycuYp`+WNJ0a79E&M94ySNo?Y;cU)W}oB|BZK z4kW}?jYdI;p=gX|79L>5Qrzz_2E0n>@j&Syo^42EvgLrDdKwSdh4GsE`a15(EDQqH zKHp73WW0qq$d7JsKHJUH^E_fg*xrKqk-U|Pquy_UtsP1p5yT^u#ZlIHy;6aKJ0Tq2 zy0Nmz@@)dh#ujS`x^`ng zXqjfzhrv_ZH7?EpxAN)Hjo;(9#yR<9>qMqAcz?}{Ub+1+`wimToaOGGr_$ygUEpWQ z)top3R;OpIVzHe;2IZ`8Xbj6OhmJV_q~J_b>M-dVM!?sJ>ce5T*k7b;aJIZ?{q8&V zfGI@3+ElU*+YDo9yzNw`0`GKDTCaDnCS=s+aD@8}%_lhUprIfnt| znv1V9j((zg#_UFieNXA{|~zHxt2~3 z;b%v|8%~uyn#HCc5i+tm0OWZ-Ri~S}c(ef-fq5$H)=ruZw>R`UZ7|t%6o6aJ7OZZ+ z8Lusl0jE;~#jl$3Ew_pEx?Q3Tb}o;!N@T57hn6Ix{yGa8+`0Il+gyQ_7H9MhQ86)m z9yfWT9v~tDF@O{(8VtMmYz)SoE;B zu0MT<+-LlJ+Tn4)LQ&biz3y(5wOKjjzd80ELxvwgK|v9mrH1%asF4rNiAKK}ByMXp z+ZdZ39ipQ!khiE-Y2IVAT$#z&xHl9#1gpC^gH#_LeKZUQ|03NY5X}Dth%9hpE zawb_eHxCO4CLe#B29=}`L-m4-`QyIOkAuTa)ZHwvwvH8>PMqUnl@>NokL&Nb zu$o!*-OIDRBk0&piYkqUknV0d$bI#sq|G*OXtrQKQ>Mfh=l%L(&mOeYZ+^j_Du-M{ zz&|-pO&W47Fw~v#K(@u$Fqq8*@IU=bjK7~yFV5#?o~%c<%OdRPA9HoI1A?J2x} z7>%XqfbFC~v^eR}!fshn7y=8d+0$8!H@R$1m;0HC@(}}bRz3vv2&cDq=gufPyUlus zW6APbdtOcsJ;*i&uvHV7IlO$eO9Pe_=lR**#hFyafB2bx0esba%(b62+`%eMDQ-As z#FH1tb^3%!THUBD$N+uJI6D1u8Pwo7DxiI_I(@lCt4s9Q#karA$NQq78d;JOK(P|& z_eG;cer-|B0DpwIK%1a^X%m)$jCXsuw+D)7)ZEtO-O(xXm}=igW>z~M#5gVA>_Y2C z!n6;mwHaBiRLMmS6n9m{I>CrnJDH~)33?zWPG%(1F&j~WLvDrLlEjDcJP&AeiEU#e zb#Wb-&TJhEc7dbJBx!CA8D;j_Yk0Lv4`u7)uz6z4OuAZ99^pj8feo~pKBt&9X|hx= z_NC;mCb0vXWs{o)<-=O#oJN61(@-=vV^cX9!D6*egL}hJvE~Ik80)$oNQ7-_Cb*R& z#S+uE!;jTdmqQ&{pzSrVnRkXFa>g|d^rzYbCV%D>ERpOX8KL^Q>Bxl$%AWl4v>5G9 z^k?Z_b!8Pbd>zuCdS4cjB*pUqg^~H1UJ=kld6%y7&-C!!JWi{&s1_~s5G@uk9JZIP zN)Q8fTbQ})^EwmO04(m8X|BnpQ`&7#lyb1khtP=ng2h3tGU=_Ra%=v;CAA3kOyv`^ zBa+PwBGl2WufM&4Sp>innY{YNy?7uEc@P1NtEplU4XI_~$9;=id*4pHZmQ21` z_ds08T{tw+@Fst3_Vy!zC@U3|Yvu#Gj{yTNU-WipUPzl$9$Xw0ZBA<`##y5ewx@aqKUcnz&XrOW+_dq|F4!PaH_ zr^L``t7k$Q^y>*gPEazBRG*}s9;rP=s{Oep2AE0Zj2-1G(PH_+v7>iD8lN*E>FmAO zEkLxN49-*rwJhh9j{7tgkv1a)_fPa|qkZ+J(n(ZAiec^@8rdV2J(C7~K^SLEHQ|{j z3o{UoVx{5%66u)jJI5)9>NaW-9lB~W1{IA}mxS3T%EkyjmObSM<0eg|jaDYyZYOP< zhc+h*c(%QP*7X7ZUJlm-UdymrYNDtH)y;-OhnI0i=)MH`YC2u%nP1e%*Vb%_aYYiT zx8kKtu!3raoQS4ud-$@dvMzHaR*w$bmcE86wF$wyr!x*MC-KR4w zPw0nfAToto{|M?|GVLiuH9AT1hX(JrfeV1A8T1wsGLB!ufG!!xQk#5UMLSifOIND+ zUe%$pEStq=4-Ws&)6pyd|24XHbm3zoL!P|WE*8QxJeK#=gU7yi>m&g7^4W`7B(s%- ze$yUqPZK&^3iJIS!O+WePUCGw)CDAOp4cu;Y7}Lp#rCVh`|_9-vzi2gfc}4+)V}%) zER-+22)p=)5>{}zMrD3Cg;6(7)J4tGzZPZh(lIq;!c48CSOby?9s8N2k2%OiwZL5} zfh8ysNrHvQIdRKxcl^v)7TZnT)DPIZk#>9wRG@GQ+4_|Y#k~TZd)*C~XL{=1$W_A5IiVlu#=(HgeDCX@1 zP^xA3xXB`D@%_j5A8k5M5F==#@2rrXsl)_Y6AVf%*$2zVNyc_3h6iEvJxP;u;enq| zR^D9##BYtr^xfv8JUa6^opXkatKrP(`qpA;xVKE%*;6L5i~?5Ed+J7;f+|Wqv;0u^xvSo-^jw zk42necDXA{t=0+sG(A|eC^Y2J|MGG+Xf8DOUxyYDZo<;4**eL>TVSFLu}-=zq(-|tz^t6gl3)9=ro$=@B_Jjmdf zMamWqUV+lN3!YA)ehe3rNt>FOrL-Kju zoTCWygxN4!;{Vz#Vph?^wo*KIQ~VX=*o0bDnmuip$WkOMk_mUCF-1witnO zpl6jne$cO{R-G&Iz{5-cEt- zA$c9^T-^Cz%J29n9m>GVX{t@t7rg7m=50-A`IyFvSID;GuLY3MdD)9_(>4PRi)I?s zJ7Q~ZWR8zELfmxT(J;##2fvVroydUSjt262-Q0RXEGF_aP^>Xl zCzo{BF}8I3gB9|%RfhkEIzD~DmEMc-s>^*n6-hBUp{x6WG4JM0-U`=doWfZcRd^hK z6;!w1;67j-0I}ci#p;~7Q0UTr+k+;?Q4?R1r0KM(1t@aCDTToC7phd9D3DU0$M$`O zs$h|R`tCxw=!{)i$`wgi%fU!l5>i z30jmlTa8)D{FfvMI`1hM8q4yQspCAzbc7~Q4L*Oat$ew9#JEvlMZ5&-ia{Y!BLK7~ zGA#H2Wo=@pW=L%lQd_BUy$?{3jqSV$(esHm^uVLpOKqq1Qt{0I{b3=1>edELdLdD> z`jW{)#u9gI;0d*U@f0*PfrUTAN=}2I&mO zjB611(qJoC5^M^NJhvE^oP%OXLQP*IHZZbcU~gV<;;t4RTeL+YNhuFp7t0Qrdco#t z+4wYR+u(!1VogGbou}j8BK{Ys`|CdKI~k#r>tKX}4k3edLBH+!MmtlKV`53r?8_Jk zA5lkYB&g62Y%b#Zky=IVU*$m%mJdV-eMIqgePA-$ztP(#D+oAEWa8LiRUvz6!xcqy z?0AhuN5mVNlSf#T3tyo(xGXxdH}K%oy9GwvksJgtqv~fVBLL`M)8Uk{1e_n z!Jbm%(@Z#WHTw;@$BK3CZke95O};5b1_BNfRQ@>n%|NE8^WFTK2uX8ql6#cR*hrs} zCg-qQ&$g|Fik4uVJOjPUlA@g-I6OX|`XNx@Cluc01aE6xkio>pe2P;VPItgV8&S3* zS?CQK2uzyrsM7aR=!x&6)MT(%{v_eGlpQQ1w74w@x1??ZIB#rN)i(Xk?i>d5l^izM zp|f{P-uts*#04!%9C@jNNhrM7h1xm2sbbj}Rh}73i52=8{X}f7{Uex z=xMlc+A7*&9B%!`bcR!SFc0Ssr>aab8!+FRUji&a@5WJ>D0>&?qcklX>I^b|Fhybq zh7Q^iy)oq`QfnKL+cCxm*}0B>`xTeg@%=*}z=W|4b+Ggml;TWVb6)@kDn}^Wn3I+% zWlZ7M^Z7XcjTRjQ`aCT+H-kLN@k$i3kD~N9v0JoV#il2aYg1m1*jr@s*M~z&EXr6q zrEWs)sm<+vUUFfO$gMXl+2A#SpkRZdcs!j(AR8Gnar5#2zIpgfa#eREEcPFkPpw*q za;4%8P6ujwKMyEOb?5-c;MSgB0sT=GK(-JjfbWxDo-f#yMK&mq)P^FXJ}dO+L?F%m z_AvaLsydtF(Uh^2xLm&CtbXk|@Qq*8Que4&C5;$-T|G|4>!5~$Bgm`gKxn&}Vj=@O zYH;!lewS9PAMsJx_lU{H%`xjL&2?J~puYE|yH|_iBj{q1#P*szO z-BP1%pV|7l)A$qww*}n0N6F}E&ftESy(8$R9!4;qR!3t|sp5z7KaUgo5OQDFqotmU z)kr(RtNZK*Vh{imAvg|YIj-b|e}YQ@_``Ko_0)+}9Z8+-(IK~8G`5-4kl-@YOewQU*D-+>WVqj9T8Q}5 zvn!GCGGMxrqj5kJ@q*;oj+x(NL58I%^AjgYt`^up^7Hepkew9Dz^ywTq>=ysm{;|M z^K`x>7E0?Y#(uVT>qmeFY?oq@k5{GGIux6e0Q0e8@uRLB}7U za1o<4A7f68`WjsMJ_TRPeC|m6SA+X2nF8uOSq+rt^#&1$@D*lrdAXuNm&%~Fc}49} z-BqEGPn0GU3(61;;>tdZJQ^S3jU1rLV5GREuG?Fo3JUU;xC3_Dh9*=|q<6T7aD^jb2D)(ay3_dF$i@X2Wtnb)?_rM2rbmQ zv%~n6j&g}ra+MG)3yq41AERq@W4 zLCHAOe5CP-yTTnb+?l1*^kr*eSEe{_1I4GWN|u2sL>X1H1-z+{9UcAU06~_(@y|$! z%1HbhH#L*jhB-3KGf&Vs!M?b<?MOcM%Q9L6*E~a=LpMtgmU4N4!R*v znB@oc&?U#msyY80s3lo8=&uk9!KI1-WT#+G^V6;r$V}H!x(9>c(ctZ0NQmw4AUA$6 zdHOxM`O-`JgNH()XgV(j@>MfydEK-wsCqc1gUZ4Dl&_qLW8%w?1|NnEpu3Z%^pvlM zB7%;0BKw&}i>^9??+6PoftEV(M6U`mS-TQ>fBwLM=$p+sA4eTdo9u18$|ZAkrG?d( zMm}muSy{zk0{z5!6EHy=ltLkmTXx54`uaLS}PJ(h; zDjT<#viitux7)Dhij~YHVL4P{YyxWHV1vPo8FYcTM+n#7#>w4Ok5hd{@N4Sg8yF7s z!3SkA>c55B_WB;H+6nQRRq}ymM_nl zID(;7P_i(`RYnOD1oZ=L7ceasr{X{ne*g=FAYs!qjQr|pl26+O;hiA?pXVI1s6q`5 zzp4b=RWMVMpo`(ZaY2-CJatm;Dr2=ysL?d3eu?i5BPpZ_XTdYZ8^ z*K>zViGCyto>b1PMoQ?TQ5D z#eKV!SNg*XL5(ONxuIF~HL;1A&Njdf;_(MiYQvUQa)*N`guMRw)rk%zb`%`Bj9VJ$ zHR70iIczkvVA6MV4JHmNE{HiFVjeSsZ$l4Dzee>0ta>Q3H>(ASUD8Zf;)4^y?mZ`T3g{QC6lS2!#)hZC2$iO zAYWV1Q~)EBtgefSqFs#0XCY?x{uWO`r5Ot65nL`@JG)qB#Ow+1tIMzv(D#e0OD3=j z#R1i&zWxZan*Y{sWxtAa&XL5M4h9;RyGA=ILqZI0G^bj?Z{mU+`kM8s@>pe=peuN^xy>si*-8B8E&kkLA{bq(sOi z3fx?P>#a1o>hT}L%PK!~gH;9q4DZt=3N6hNf0feqpbGlY=u;FnZ6f;%98kWC2)b4y zceGfRvz>s-*e#sSx6M#be*5Ru9`8pHTar4H67Q$qyT7^d#h$tOki8!_uz_9OD%rQ# z9k6Vxb`_9f?Yz&zz5!^3=kt(WT`{AlmcQ^hO7-@*>GHkyz5DT_K~M?$Q8%me2pJ3! zX$F`Y|17XY(Tg0vC)^j521PYu3j~NZ9C!&6bLi6%S`LP%*YQXo>d)4}u_x|{N(v#j z!XBj9Lo~R;<@L_F7%E;`pNC&ViCm(0e;7oc>MFg(?{GDm2H>R`P{xHpQI~4C?BGP| z+(G5$$<@Gm=NApkHb||(Ten`b6Xk{{nh}biIiIEWGY@K31yZVz0)JO4pjdtHfv4+_ z2xc{p!O#+tl^6@J49{Edb>A1+7{i~B2%>M7ll9#pB`_xAttx6<$IcUbeN;P8YpXviXl0#iQ_4|qx!(=5Ep8oxK z%yBq|WNnhgZ5Lf%i((S6>$;+%o1+yP8r;YHXkRW7`fYy&U8VA2)<4u6dKt-F=fvsk ziLo!<_5HM{^N}A{MD87ceoiH#90deJ6*l*PcCc-2#&l?7&vku1z;tjzPdOzV5v|la zioTL2Dv+ToZW|+LB08cKRBOcQUZkhXAkQQtvF+ngF<4Ir-5&9hPBiB^DGFw&-P|J1 z$9us>-r9r^qGO~tv**Gand)PiHpR@CtrW0r6&E;EE~~>!Cg;W%91!$a$PXNotHXeng<+X{7>j1v6sLO7fM) zPp^!iY4i%FplZ>ufd-1f1Pd9d!8V>zBk!&&h!<~q?GbSf13X=gBNXRO-`@w1aH0j|@{aXy)#aDZIKs8Gh z)3wy3PXOe`L~}VPK}@bJ7|V_$yhmpJde7UXnl2{@F;TfP9jnsWzw_hn2G!F5+=SEF zr1x{Bmqz{Dk7Y2pEw;8T;icZYU)gFEKI(PtIeaQ8jEJyrbSCf%2{IF!b5Or%0Sb>r zx#m2mjBJx<%>cConFa_^u!w}vSwTTAee`|6q{UMI|7PoHg|~&Z;{<#GU9D zKRswLv&nXDNzo!1)*A+w(gz%fP=j$64;qI#73lewpAIIE@CqdWG@;W@{Gi#mJhkq} z4eh|g?x1ics1q8@i6c^-JX1SZ`xdJD6@T(56oxe2!{(PhX1}7+ddJI2cU!z>)ZfLA zI^+{DwK@d0eWMsL+eHFHqbxVDva<5fQ#+2>yFzM*0inZ#- z!CYdKk=)*TA@GA$l1C)_Fmm1)dZ!3#wSN#3D*23|!>bZ`>C+Z@)*J7BG6(DgN6snoL?ZrU*IZn>m! zfd36w#1<8RI?r%Szwx*pTiX`g*mKCo$Kjql4rih}dQTe*x#if1Ut4L5Q%!v)$u2|$;!=-mL^RH;m2>%^5|7T$ia?_3S}JDfXbBohIpOI+ELf!{T`q6 zZ8@HwKCg$;aM1S@;kGC*i+R*Ym*fXw5i=*YqSL?6e5Ikpz;XQn^|RCJPqE3~h`WmW zD8gd2Vs}m|VwSQwmOYPjs8hFwT46A|+^%lAe&kP2J8mipY5^hu&j%^$c_%$T`Muk5H)*C>I7K!HuZ zf8T|EgdcS=SkB@xx4ukkXmU6|Fk1aRh&bZeDrXDdyn(HC_Q05?LZnUVr&6z0=5<@k z3^zHCUMaCg0PrfjN+sUY(%E+Vd+{1@4edB$&5(D)Zl$`N#gUD78T7H%5WM|>J>_uJ zmnK4@`lRW8r%9pE6wD(UN0tG|Sr|YUut9-`rycxE{r;gMqPMbMt^%Z1@_{PZ7SClU z&;2EU)c^#--+^XZx_X_YhtzP@7D)^a3lxO@F|L^-VgxP(_D9#-24g%W2$7hGb`l~5 zHelVj>x$r-3SOXw@w6JGe)72r)fUfrl+f)RsAV4n0?{jZo+1i;pg zNgFp#v|6X#RR`u`X2t}3*8xNfB@Y=@=}2jJs|>c}J`9b60`c?QL$qkKan{)VkzM3} ztCAv|n?(Tua)V~+Z7}qGff1d!2Z8}83gEwud<h8u|1epHzzdP z^^~>Rp<2ytE&IE;2fDZTw>`iVN)z;2u|{?~R4Hvi=n;`wX4B^+#Cu~L&gjcF!GtX3$4=Vp&iebu6 z`*buBfWUV81pHoI{_a(=Jx{}(iPL9i81(bAIu8>AAyJ!oPTb|Q0`q2@p?b-xLiw!U z5<0g+5iPAa_rcA*g+9Pq63w|JC$L4BVZv&XNf8u{(S!+h+dFymFjz|cmO9sQX?R%! z#)vpFMsTcVXZf~Ru`C0gx9L&r%SD?rd`h&_5DC~_=D9X#plKY~DddiVsld0SZ zMbsLZ*!i7G)iRvmprMZAJHqAqPH&#*)vtP~y=M#gWcrSv&lmab2YP8&nd<~eg(6gm zlaP7Foo3%+IUSuVO7i1^ZX1KRVHEECX5H

    HhJ6#7&ATv^SE7Du>LCIM5h$!L(S}2|8(vB6x|-m_T=M z(DO@O<0shRHk6%;6`sjttOvd;U~O)Rjmfeg9f%n#HP^wQxKK>(^>qxK9MRKl+bWs5 zEsWN*k{;T+?R(nSAvVk&q?t#`c}AS5;?^q`*a!!1wFGn35DJ@l1vYDdXTN*kW+dG@-m!K)!@v~g^F4?!chyo!prxC`^H8dQq zkWl8+C+s0fA%YTWG6j7_J%$XNh-n^*$plf>cq12((WA%_^1dT4fOfo)?Y?2J=W*sJ>K@W-#T+XTMulZ79{@%G0aBdE|J z(zsT2d@S@OBd7%jVo~GlbjAdI7rB1wtOVWDindzGpD9=ta_| zY=_q|clxmQS9FfK=tK=n_G%%TM_wQp9D0feM*WEXD(Xbfp-OoE5e9weu2Kxqx$B&-fpXcbsp z(4f_y)sF>hmM|P3qfR*1m3M+^cS|s^p@*T4vH6t(Q}mGuK7OUAaLEiGCrj$xgsa<6 zk#-_sd$LIrITUl?Q5F->iXW|>SB9ppkEW=?%F%*gZfn8e#xX0bHvImFDOFdXYC`Hw zTBKOUYZ{56vo$VZGnG?q!g1A&neg0GpsOH{s2LUUMXhMd3C#UZIk!}t6##SUeFnd^nt_n#~qzT8GojqQwHIvHo zMwpd#l=5P}=td72%8%fL@LB0+3AsStYtscnUPQ`tRZdwpejvBN9P%5?i!zEnEcn41upfIl|@nfyD&z9mO! z2&hn&)t#dp=oh=!sc)nksFf>F3>=#&zaxy9@U6lYdT#fG>f*_Sg*I-2!~tj zR@wga2+418M;SUTRsJd}((?iiWP)&_x8JR>MO8^}WH?FZsfI_3#Q+-E6-dZ+kBdTW zKJWBXm0oJ2otNolU{9Rp*~cit{3QV`e=*@SDol&p9{KMrKSWQB=B03G$cPdm)WWWe zX_ton)U2TRMX|sG$pfMfH2-2*<~f|c0Hok%^<%dMxxVcGk{_x`h~}OQq$-gVr~zPc_a{Gguv)2S?M#< z(T6MAs>q_USl5AK6Oq>w_~iuvGBYw>2fv0Ixx-{8lFOOw956)*03-Ck8rTzbC9((v zqSe$(0#q2;+FyOY#|*`QmSqI`3cO`124($q-3@owvnRhMIe8C|5(+9%@ZjvCb5MFR z@fT5*T8;;tq=Tyn2>604inUjS#WL^~tS^jM$_~W9eh0{}AT=1hgk8S>QvL^-8~xCX z8{=ryFR2?_!}5}AF>ZUE{pdxMj zg;$G3{Ll=eSgKrTbJddpR7W>~0F0I5?MFh8Q@?|p1`8-X`R(L<^X%VZK`4Bt{?V@W zVxJ73hBKsP4W6WmKacru_=*Vh=MaE4(trqa-e=xO6B@z1B%u-bdSxWTr5iOOn2q4@ zb3jUyRNC}kz}JisWUS7w==G<-d?e%dJy$OY?MjF2!g~*MaIzm1vg%?8kvgDebwt5% z^O|qJn#Rq6(x?7~s%Ksx8U=Ce1n-h$GBPrd-e=4M-aYn8`B#yRlnyheBni@aWdGT} z2g1q~L~{fSvfv?l(oDcm1xp99mCu&YD;TaSxB0_o1jXeZS9n5Y}%iw#|jrAE`CZ79Q` z|7`~rfImEL_0_LvMS_hA7xVlVnEt2=)4%#O0{xkYK{Aq+4V!pkt83Qm{Edso+CJ(I zts|!1-O(ePP{r9HS zLwHr9Og6MQAX8IKK$zDWwu6mwJir^!)L5R55j|U(h7^If-u8?DG9az#ry6AIYUP}& z!eC3?8vMS>Kw#>bMaNpa`}|5FveS2tANv)<-R~2HatDroTVjaNkNY+l8r_chvh$Yi z!x$t3&Hp?VBINGl{q_B(8IRlGBPEqCKGyLB>ElBgM<2j=99XcKCQ)60srX$I?dDn$ zB`6$-tX>91RwJH%qamdPO(L>bxz-&O^3$nxK>LTp;Dyt~W(p;zK7-ns5Fh&1M4mh%iJkQ^5UU z${4s=IGQ<3c|A-lg8R1GdZ?dDJ|5r*O$=NfCOZiBwlouT_wWQr0fHnU?8qs@;9++(dL3gqqv;GNy!cT_Tt;mLHktUM)G`wA@K>;D*ORpB*X$tO=@! zVn6!ZEx+Kg4EOcMn+c|+IzC8w_W;&8@YFg$T2Uskjd>&!D=X;@mtjW#cGgHjW1K9L zc^PAkw#m_Q1SXmzj~GK+p;QG%r~qn5v27b`}9HJkI$ z806GXV3jptWB)4#L=+-_QU~XWBl?3F@kHXQDdvW zq;b@drcNKIlOKHU)4E5f1Nol>*NI@}@Tr%GZ5pMEi%|LzP`Ssxqo3^pD=Rj; z{Cr;q{G;$?tnz8VPFmbHmWm3>h%$#R+|eSoXJA0MTJk1knluZV`9Iq4i}=Y%i{?Hf zmd?3R*Z`_sy{bY*U|>fcrn15HfNZLBG(`Q9w-wVqCC z@uk|){hdSQ0sOh1t}?cIzQbl>`kzLJ#%RUM=Z;euSxpwTf|~jhYq_st6R;JH)Z6GgAF(! z+owgMH_&VG6_-ruFJ9MF$NFcoRv{v=M#Z3Fu&Mdo(VoSzt<7~0KM_S&T{!{!0CQ(K z^c9)R3M{-F%|K&Ab3AW-%>7Ktg6P*DH4}>BgA+`ZR|lAOE|YPLlvV$I3xHI?q5ouK zQ=Jp)>2Bv>0IX`iMS9ejmaN-@zP z$y983f@qPmOqVhreS{wl0|vRnM4ACG)XbsYKT8Bw3;;?Gp*1Rr{(9eC6&qAvBv=R~ zX#v5xUOlfp2O$h3Njg6>Gcy-g`5w9v<1KdNadv@-6GNhy$9)7>7ET)-FfE0bU0{lV055pTh+Y3p4K7L*+ZjqsRE6Ke9oRv@6zMA`!c zeYP~M-20mCE!yQoS^q9Wwb6*Bi{M$n8B@SY>S2crZiUfj6-l%mtuCA=eNB`}4{1u` z5`$h6UjGO4h(ahE1NJv-k|{Hd7@WTm-dx}OTW}A=FA)D-G`nhyE$KFL4rk_T`@9s< z?Ns&;v5XH4!*H!QBA;N=6}KpfUhyNI+$6#2iOBHpjn%X5bK`PmrAb#QG%gQ zV$d|cN4_5?zB=xYotE6TozI`I_@5nBfZIci|7(4nzW~i`bM=p(om7$F@Rge}X3VQW zh|<@rnfUK7OWj>Z*`AvoXH{}8zPkl_pWSN}8|zqqm(4aJgx_EYs=hb-5>|JZbLsW( z2o$FDVSRwT!I;f@a*fuJKCf$AeWxmu=%4o|wja+qpU=_kn@`6Du|5x5ia>-uFI8P1 zoxX23;G@UhSEu-omlv;xdgMo($Xx; z;5e_JNKJ;{u?YkW{cyVXUy2T?q}fvNu;_C{4c$Z-ao{;T_3{}Lv6!}39PK-^zBxT(du?$ir2T5`(Qo z-aF-7Y*k36LZ7*B-jA1EQ*xew5w_f)7dWWJb$p+%d&7@Uma@G8+WrG{1kMQTcKU)@ zjFmdN?L>KAcr(Se$gMT+Ph7iNA1A$2hxm0m3vWoaTkXK$3j#UuNRz4Qb#klWLg@LP zQ#Rf}@n8K|-QK#tLG*x2vqCegKL@b;V*9r|E8MNcek^pqDCgJb&v*VFm~7vRZob>eZnwkqrEK>@`W(*poPx=%8NHPL?A~VD z)o$Lrm^6n_y(WegOES`X$!sh7KKwP7cF+meJ) zU1JA7Mfb~n>p#9I;loF9xj$h3%YicR{i`On4s8J~F(mrg+n=FF{&0fW?7pa0k2Nne z8!tlAES6LbI&CT-h}-0xMV||?Pgj)p2l&sc$L^P>Z8iMY^}X1O&r`Jr$lJ#yiUyG% zwR8LbkCAf>(kxk{b=h6EZQJUyZQHhOySwZz+g5kkwr!)U>Q>F1GiPSv-iZ5iN9_2% z%)NJJK5M-z6NYzv%Crla=iLl@{3UVC7i8O#?A(9g-V`#o-ZT4gJQb<-O;4-yT=M7p zFAyZ(^WEvf8?uXl*N2Y7#p~%2**;yWFJ_0APl{7RsrH~*9H<>E3>a#2n#_dHLnQ)f z1=)OeDL7B~;W@wN>!!9|-XR$#@!B~Vu2_ZX$OjNDuhbEhUT;-}+H#)s7iSdtP#h33 zgCD<49UoQ}>$cqHeE*_0q!$Wfv{8DmbI}8aAx?)jNALh{~kM*&X zpaq(ORR!T2WbB)0yE8>0$HsQ!7vqb(4NN=ke4=UD29q7pu=U^K7N=b6L|U%vY1!e$75aQ z13OCC2;%(@nz4xTjsxAk$F{x1u41q7waz^O^_P?#3^!f=Y10rH#k-sSh;PxsL|8gPketq(_nxoKyqr| z_{Cw&r?={wvq1p>(e6T~F4yCMY@f^NZx_DqD&QAy#Ls;T4ERrlc{*Z9b1obdj|S z+6i{J{=DWlH;3?$q1hp<+55)qRhQlcuQo2h9+g`mB3paCgs%T~A1z{duuu%^L^@I; zl)RyFendKd**BWZj&%K4h692Mb#%r&ta>C{ILXSK^U?65}??3zXcre$a)=&z4giJzm1h^x4k%e z4wNrudFx{OAj!Knb$3~Ex9P5v)z26gl)6Q%Ic`E5WMVuiu0LSrK&v97hmMjck$LkI z-%I)u7oGAxRb6;onBukHxNgK|z58TeapJw;N4P4ALG*bZj9qLvZW_1X!cK(MH|%5q zUCy?%I5gW5_I}-+=*nLKlf97*BP=9Ioib*63&nw3QT^T}X1YsB29=lg1dUQhZ$q7d z5v})*`!K4DwBjdFo>BX$w0U6@@+wDNdVsNo^SzZU^ivLdgHJt@L8TMQwIndB==R1d z(-;}IW`)xv8RrOL38D_Y3J5OKH@bHu*EhP-UT8Bqecd)=e!cHz{d%kFh~;}e`t?5H z!|t~QR>Ua&YvLXDq^7g}VkZ99+vh?Wq3m*|soLxz3;10`M|?#c$jPDRB%}|%^X9?D62_4^ifEaxV@+y+gPr~nm z8c^a=kJmlhqw44`pG2F;Ha>UBB(>>#FI#mqv_G}Q5`48a99O2S?2{AyO*9}AH$@-9 zK=Bq_u6;Oo7Rzq`kc$$k8V6hX7Vc3d%CR*A9|j|tJR-83&Q_`|7x0Zzm7sqy2CY8B zn3w_L2=P#rRAPv&%MIG}r}=QIJWox-2EFr)sa`!DiZv3SayH8N^ZZ(hnP<^>>HF7T zpa`=q$?NfVH->tF;O>scezoC)a>1$`)2B6yv$Ma68G=H!RRL>qyBqU!z}XOP;Js&S zD7Ntk5q?)cS*rDI!>Nnewl@D5a|+ECB`a@JREjcr8R*X@xT@+| z?A(c0PjIxnUGgwL67e}IwIx!W{M% zc1X&uOWguZ@R;>_uC8J~TJbhtpQRMnksdxy()k*_18EW(a>LY#lyT!XK_d=%_~2i1 z`ahF}Yeh}LJg!!_=z;Mr4!4H~{Q$(#M?7$~bMXj=ptqcRjQDzU21i5qX?$t+3_C3SoF!f<*LqbOT4N z6LoD*nu%5i!VYlcHrVW-f--T9$R6Gh>kvh68^e_)z^eWTOd->8w7zR6UEQW2di44t zuxhAbG>3A+552Hno72Do`BYlrT)mhaqmmyrp9CQpkQNl%H$e8MqGkhfr-pY^ z=)`NSR6ns`zFkcQ%k>?QmmBM>k1d+!BwEDx0!WZa z;(G^C=zuk(Xy=+3;ixkl1Ai(6eh9CZZ$n8FI!fJSJsA4QMOvH#*Nk-uQpTZCx(ot+ zq~BRx^wk8F8DqQ2OXYBC2Y(I#!i{I21ljLF2#(q$5yOSWI5cYW<+VSBV>~qb6oMoh z`1g|t5p()QU1E}c47|v1U1lkt%|AQmrjMczo$47Puq4qseKBQ7#GIRfogZ=-5oxx`nCRd z<6PL4yCv~_Rmj9Yt$iq>NuU=%G#f0Ye|p38Km?!WFwG$_Y_8tFTxd;vIT>W3=xsmC zHY=tMU(btnDxO5gfBMB5Sb+C{O)l>>_y7D=_fG{G0>^GUQ0w*o3et?)cXKEF>*qi} z?d;yl)!wLz0J@W*e=24xh@?8iN?hK}vZ{L=4$w!^acxcqPt2%=@jKruBd6`;!oUyh z(kD4_?zuYTGj6s_&C_yaU`%#Zuzf3`T;XV2~SP?-Yim~>jC_UU30 z>AD;@7VcMxWhvj*>mRQ63V%_dZjJsV0=Q|aVLi;;kq-UYW`ljY z<+S9hpIir7F?so9q(eX?|!{n=9M=5G1b-St@Afb85@=^!f|Jg8`oG ztKO5pHfxV;UkM);&uA_+FYVtg8eSmjE#Q=_%}Z5ED(?<@<@obgEj`R)j5T`zV&mQha;7Ij# zp<=46zE~yH3x6vT(S&>qVEWajf#pp9t7YSBPz8vfa>3Y(q8KtTW*!y95A z6%zT9vvFmj$Y66VWx_S(T9T+GVKx`OE;X=$tscsC%%LNHwPTOqbFeqst%FoB(VuhH zIvs_LwHi(&N~UHdA*mll3 zRQz3G-jZ_#>29;F?_;s03WA-MVj&gFm}O8s{gM%9hba>xiQs{AFxa_bK+QWizPf04OlzYbLK#|GmwZvEUoHKfD$6BSbLZlc+-Ql(3nEIbR1drlILVw z_cT=9u;E9h=_~^xxU|WkphB;zA}SuubMiFKUtiX z(a2L{W#e-^iyX+eMFJo;w140zJsdk&@6y%qH8E*zUk0v6T6$|?dDh>iF z>6grk5%r9Szgy%Zdji`=@f~*a#qHPnY<$?D{cQFGbajCicENsw2#C(qfydOpN`mO0 zGj6bUOE3l&7`p1J7>LbD5<*4SGw73F!-~TL@C{QnULGwjZaM8dj`?_8_XApv={Mf#?z|Gfr#)W$w zGos#WYx6!Kw~ri!DyIsL<`vZ0!~XRe_&|o$A;DE`7&IFh4JCaK8+^PMX<791WAXGi z;O18Ii?3sP&5PCya=1PKHKl4s>ZB) z;qCSDdDF9E+qUP|MApzH(_^?n zQ${nP7Pdy6zJ=)4#L$dpn-akzgaYa^s7TA@4i|T~+)K$pWAych5I&DsR6jB&ZM&>l z7$`D9#;raI*)QCMCdYC_rPyqmIN zSfXz`EeEq_}o-q(SbsxOC`kbQ^& zh=eBc3T|nC)yHR1{EO}Z7f>K8qY&gEPB|UU8+jdQ_}Cq<@T~-bl)Z2OVFn8a*R-di zbt8C+W##R~<)fbQQkpZB&08$fA=KXhX@rOv`*}M({~La9arWM5ME&~C!^fsor-=uF z6La2yjwVblSnu27cm%$X41`dR+5EcfT+%&|9xc|g)VSoCet659bGwRj)_PNNn0rqA zvS{HDRQ2E9d-&ueX?1ugUr}8r8IW+A5dJ^z-QhF3KgXja3L)exXoS zEinp{jRf4dJ;{tvWowl(qHG*BuO4`BwmP@vIB0VGXISNk!_(h~du?m2xx0Q!vnD6< zQ8oC=lZ{3T}EuF z#}ePwkP{h;7Un}223NB%=-{ailuhH#<=l@p9M?1j(9AZu|dyvc)@ARSivtpmOO}OLtn`IiJ=QA?gQdJc!y0A zxRHE@3#jIg1pmnYZ-W0rx5}&trXz5FhS;a*imM)1Nr;8bfHM4ds>xTgZS{R>_94I8a@`m%^ zZui*R9y^%U$>=q;z>k3}B;wz{hy`EQ^3ZA@o@N7`$fP=eqES@F#k$f~(vqmV@JieF z{(<;lkyDwTpxjtPdg^}eEaFdGkA!PYejlw{^qd}5Pb!my1S&uJ8hlA5D^mqGO438`=&gz;4&EoxY=gW?n zN&o2XBpaxty8sOa8%!1^h8GEy2AVw=Z_UdoosV*AX@u%Dq6Dg~PPh7ur}jzgy92de zvjgxZ69N>INy2z=BN0$q$RS;F}EP3^+#54a_Csu3dh8y$SINqsn^NEmefJcGP>BD!(k&jrlFP1DC3Vo2mSU!tN{axiOX8@I0Z6qVRr=+F5vywuliZBjom`Fx~j?MK$yl5*ArSv<>}J# zHtX*_McJeZrq9VuTFCIRSW_at$mS&8PgnG%#+1K0##?g$@;mWV6vlt$-r@4>2?-#( z?4g>J&r)SHRUk|{GMG%CAyx4?tWZg&y6jl2zJnFj37^>WJAJ(;pq_Tt9LBGAh;>KA&Wj|!{A^ur z+&wyFb>cW?m`r=E(`6BPyHvTR9AyDPs<)x;dAnKVWc99!c8a)oTPs^7^;%nQr~vn( z)K_W2b%(AH_SRgnC@F-xhtur=!+77S%iRU*b&8jc^Gvw2P%#aqH1oDhvnA1wIofW^ zZoM~(^)bVS4rFk8E^;v@%ZEMS%H#O$O%aZV?R|F|w;7z!y{qqg3-(yq6BYS}8yT1E`cp&rEHs}7vqOoic ziFhX_`jB>t@DM^*tD}Yq_hN5uPKY`;V?G1|SL_T=KOR8kZ#kte6dwb5zjvrGc8d|R zI+SP5D>m!DZb*wqD6}mR$ZE6Cvt4*=`@rx0aMeL@7}fp`tPONd@Ys@9t1`cUw64CJ zdR9?&&WqLyCcfwMlO|z=W%S|l9Ihu57u7-AgYuOZ(s9~%3n3XCfUx0i#sp_fst1wC zi*@o>k+sGRw}WV@$yO~rgo_{Z(Q9J%k|xP;_f8~K z%BII-$#%)NyKK8585cUKWi{r(!0^*htYL3lg|nLM8BO$t6c%-H^Fo`AGDk9xb96fV zz?Y3QKou^0^n8J0VATCNYRomwXJKI*%dPPSE_c=HE_Ezl-w^i>y=K;Zn_i9-XDv9j zz9pc(5yGAxmW(){;OHkKB+5PfF0t(waL|xIKZSuV8d82IBY>Y<51Gm^p2;%a&x$^$*LirAx2j^_@=F&0p?Z8( zwDZlBVpvgQG|NWCPK~9F*h3*vW@LsV;0L(u8+tMbVdn6 zrJFk-i^%9kae3`%{jfxL&LxQ(spq%#R8fmA4ylggGbL&(((Hqm=v+eOw0pbo5E(CZ zv)q=4)iqioo>CT~ljTeUM=B(s_7HtY4h2JeG?|5l16n`;zb$6hx8(hS*Y=U9Vfvi| z#}K{nNdPrC@s5UFIQ|wTsaxm6+WWV15eYiZTrNU2QVffEj+P%k(_Ea;NH(6bO z!>}D}oEa)i506M0F8iuOH&%dok_W%ZYw?!b?LDjG4WepRNun|qE8}Rk7_ty=b^U?U zqwBzW@%Q1opPMNi^6;TTZ%hn=axL&4P3#pS_t@eT857ade*V*DOo8}ZI~SAF1MR7@ zZGP+TBsZQ8Sx=d@e{0a<(vUw$0dA29Ziy`gsfImW6?Fz^8K#st%3pC6^_>fNc%sZL z!}6r?R${Y`R8F$YYH>jM(7fNYTErueje@$GEbTO)vAMci$Cy#p6=Z$~EYLbR>z+>?hb-=U7W8niDtI|)`5|uUuJh0nq4I~HO zG1L7;&H&AI-#xp(kDLjq>1O8u!AhUm3eNZGM~BZSwG+Npnrsl>H%D?nUGFff>t_K1(Cf37A{b8~Wsb1fKQU zh~&m4*qa?90ZIM{ic8#}jcbF*Q%@8mD>$jckQ^;qxQ5Xf*|YxBP(JzeD`8e@(UB7v z&e){)pTA!n+i2-ZQ=xo9rtJr0>R>K3IKuSLorJ%L7es8s{1XtZ13&$nWZunov-_C1 z16PmgvV6nZ>2<&kqEA*O6oM}U_AGS9Wrt1JEYuEsG6MyHujaAr`pMido|YTuc}AM~st*vFXSS0KUUUv_E zanwLX{ULe~n>ZnXy<0WB3wmj>KT{47goB_^K%MquivCVY4q&RtkgE;RLg`~2@u;cu zHH*rVLMU6Fq47}P&;f=L$2mqb_JGUO)z+$^f^dRpsEtIEPBjGFnafE73dV?3{-qVg zZwN2e5f~<3a1{*7GgP1xw0BaO;o4h(By(r$A#UqX%J9W{NW=I-EY28s8UW3y7|yXyD}DWFIRj|H0cWVQ+H>*i7gZ^iu3CI1 zrSZT``!p663Vau2V88OHQr;}%fkSy5y!z2;0Ip~eV05f-<}6)A z$=a|og0i~*?o=qcMNGu-HxcCDVBw@cGhM|E5!;V%UXz8Z{1OI9%A#9eL(j38e~@Ih zSHyuRaSS)VmC$73LYlC80f z&Nea97OuF*uml_Ud`1HDonN@gsQe0Q;2a^0JX}Vz@Z?NOc8~{42%_boVW<0H>qa21 zQ}mSE%A5suw>VAUi%M|x7Q;-TE+>-O52E}Vh=M^UJz-TinuFee%7(0;Fr)v)rEiye zf*-FJAuLdu2AYc0;4!i!pWz{eU>`EkmQa7l+}h51w;SbkO{Bkc>GX zIJ?~-WcAg2)k7gkZZayukFHiIMzfB!6g}t&RTlO`3q{tpiJv1G$=?Ria%#8HNDCfY zuO|NVr9RT=xSh{sjM%}^JuZIQk&_LQDrsF!AeNVc@6*Z7uGeyC6&_q@pt37REj&?_ ziE)UqM4~8@ll+Qz1OF`=KCb-Eu0;t1vAsn_z5Td^Ol_5q5ooc|*`7r%sOhe}PKcQ7 zj%#<8--z{5f>xc#;$!4lJsLctm{6v)g^?{KjVG#oW07oicu_G<+u6Uw)Y6;QbGnNPr0q+P_?5Lq z;TAW?>>yxw&CK>y-FQ+7;xrf(r7S~$5XC;fx*117u5qL+ObggS%Ap{vP$e_CAS&~q3VBm~Ls;fiq&wSp~ z9tpItIPQgts)ouZF(;2z`^rmxCX_fTu&5@-BwbdyD9Ugl2x7_}M1Loq*Mwd(RQv9* zylzw_`;$T}cEFEeGye)wRLpGA8&u`pa$rUYnh3R6y@$#=g?SXs0z(fM2MIu-+Hs#4 z(jmNy3ST1K^bD|)s^9!fO%?gr7;v)%y4)c=@Yu_$!X@RFq-M2o7{wH)$U?!BzcX)0 z7B%_LopzH=q_jHiZd<*eihf8@e$fCSP++6|{rza?cnMB0Sc#32MTKK-UjYkdA{yv$ zVv7d=JEo*wdMB4@4rHv(-Yg}~u7sn^`dNLM%!j@*AW3QcC_$iSrG%Na6EdtjBhV9`Zu88zzN}JX_LM(z04CD|dzA;_eCP53#hGq^0(u|azht*ht z*s(OGiyN`xf^64UDzs^+d@XtZftTMf?7wK_rdv)}h z6R^DUU*&KV3CJ2E=y=B~^bU=tURuWA=zglz@gMI<5e%r%P%KPR>(-C;ng5ew=J`Lp zvLdsZeG~npm(fM60y%9p5r~^_u*>209`x%vBoQH(bGXl)6ZMMcgN z2c7c5{2Zy@tWN0BEb;V1BE2E!QUfDc(*CuF3p1L(tRIkU6GW25y^LI+dMA?tV z+C5UGhjnnqS9kfxD4M@X@YygFm!qhZcS>6lX>csi4*k2Ef}h>2ff)Es^TCLPQm5tA zgqWx7;Lqb(mGPa$s$1O;S#ew*U>h4fH8u2Y@Xkbtg27_&V?38nxbQ{*!9(Kpz0$N~ z7NLHSUE{U#+Gn$a1Q>Lti~u;0?Q=(8&*}~kTaYBQ~Yh8MLuhk_I15n8`i5-Z@TP=n6{NQR9PNtxDw$sC2CM345LI zOpWZOZa+X&)l1tlfp<-Q%dWW%OrJJTu&3{wOe!j0`U14g? zr>|dc9EW>>10Sq+tq2n&lgTN6EH`U;-xPc0!1;M*29=kBA$XwjQ^8ErLR`R}@+aQ0 zK?&jrMyRw!ynlS|{Dn|Bwbi}U4Y0MCFvb=U^ZnsE@yz;)YT{+(v}QB~L^b_ZO#LIL zPL;pn;Mw8}QM5?$fM(%_1q&wnJmcw~j940(O;F*jbkx8Bw$@#sBn^IofRrBLoPP)5 zm&BhUiyV{8|Gi%2`~ibmyB0!E?ROY3(>7{Z-_%un{4pB`ZF5~^T+LceS4So-=lbA< zsq4ebqcaa%(ubhomAZqhAcDM+6$*&ceq7%S3IIyg$DW-^{E)4I4}2*2$=tEr$^Rb| zydbW*UAi22j7Cf14+W735Of#+=pD;F;DI%A>V^-*B#^K#UmU81@iC5&6k#+S^`SWF z9U--@tG)JC_y2e>c+$MSwAPh)P$8AM8+7d`pgtikka{Vw771%@Sfy;k(b}Wf(h*8) z#F_Y|_gtVDZ4`7nf^p3VRRt^JRwiL_NnL*Ju{YvWiGnKYAbDM_#P3lWow(AV2(d7Q zBNfXf;r~j6kuT!Fp+Fej!^igZVJyfv7A(Fb1xtzX&^LjDa5kv;ZYQc%xlX1L@XFW-kD z+$yCHoIIE@RaB$+ypJJ->4>%PQ^?EGle!p-$kC`kWU9{lQPV$DfRkHN@eTUnUnAzd9JD~cLc+SBbr!Vyf9arY+7EGGqm zOLobHdP!X&gn0s50*S0avX_;EvpWbzP@hjxIpvXLC88jFXn^?=k@UR$X-_)BP^E3q zJmIA^;sq|vB=%bg*?AFCf;-l8@g2StrwSd96FH25s~Ebwncwz5$OMa&v~9!_$VtQW zt0rVMXgSshcTbj4*i|B@?dex^nr$1yA7(zmS&k1-MR1P?e{$N8DRms4q zIVRXv7|GHIkC5U`0hO6S(4L{foB7~m0Y!ppG*qSX>vl(B!tu}pgrLn6>G@1>Jm~=n{G*phl~r8;Mo_*SF9pCOBm6q636iyN zJ62AMfdzmizaoNGD8{!WCKRT8)bWzxZGz8npBq5Yh^4MMWv}}_Q)mjQICPqce$7ZC z;+N5&@`ElD7FOn@gL()OEB5)%US4Z8bKd zsYD$$A%OdUjDYwJ@^#(?2DS*Fhc_fv@OIxDt4(d!5p$Q=JC~sAy4CcPxdTg3H`+S= z#2763o|H9Ze^P@aa`-oU@48RbEPX8!jZUZ8t_N96Qjfk4Ap>ljwaD;?UbmE#l-Jf9 z!IIPmBaTnoF|Es?A5l}EDTDn75j|PFU+Po1>|bt;XX-(8`@=-6ZrBn{xRIH9`h&k? z0vhJ`^1t3QB`!I$+(RO6eyB{Fdq7jsSV=~pI{|=L3h&KiE_Z1yZ{{rxD5CC6HFQps zQ9piLmz&g312FCuG0o4d|53l3%@5_R!Ww!Tm|K=WhCD$-6-~ZIO3r}+cJQMjQMET$ zu);6sP`VnNG3;Y95_JDbs9!#d;^U}5`W@lJ(p`=_){>JlwXHT0V_**FyoO+Z=brCh zK6l?W@*}+!Gb?n4@2|7|Oek76E`(^vHEpv-*6ZmJ|0gB^K_EBz$zw=QgNf3T7!3w8 z=i!)Es?%M_%^0t&>ksASQT)6M6*pCt!f5kj*zAa~8gr5ZL*(>SpINg&+G5Age@XT>w!!lc`RYIIO&Z2eDkW(bQU9Bz|2t{aN^(Y3OOyDm za^Ms6i0W`sjBZyD@53?4MvVzR7rTq4CD>awI3SY3G$X&kA#v~$`Rko$a*Lftk+!=> z#nOla9kVB#a9zy1-XDNyE-c2N?$e86e6SC1P{%?Z{pzP`G-nfuISI8|&_K(JKBPVw zZ|lda)W8GBMOeTOd>eHn(FQQRZ&xYRhnPAETiBY*P$W%2T8%;U>7Tc|MUU3)9re%%Z(!gNLxXe(L?07!LJnR;so$~6j_12r)xnk zPHADJy-{6+#HPN;ZE(s^vJPs5MO z-zOK3@1h}OgsvU8Cz}@h1QkM`g)yG39u0o~l+@~(grZP5EA=@s0i5Aq5dBS`YMtOD z+#o(E*2-=auNL7yQrS&uL~?dHRLm@<# zJGt~wL2`U7f+3+RdE@|OsJIvE#B(JNbbkP5Y0Uoslac2*Y&+2af*jlqs?HAFpr131 ztony&!)t%yd0Cub(beySG)xlO+Vm42C1b!5=*5=`Po(Bv>llDFfHpACl%0i?6!Yp% zODDbMiDn*{_)2X1wrpIjd~b<<7(|X%R#eg{9pRpWuU^DSvq%vqUvI8($r-?l6A-FB zb1kje&y455Gh7nvxg;YWj*c>aa6I}NgK#etIdbw~>ZfMAjk8E2dJt>@)d;Dt70lcA zBlF}&%IL1SXHZ6hO$ad(WUc;`7If@tj9kWp$@QReyhbGZ2Js*^t*FwC zOmy4bh+d8=p!w-O8q_i?6>TM{eZ{*O`?~Oodz)j~e7*7&a0fuf0(P}&ST*cd)KVRl ze=sK_r|%CoaWSzzB~Lh1$*nZ46MI}I{UuEK2+i*8r;OiHUT1?0tXHX8Lx9m@xi1sF0j{`lOl^?&j{j zfX{!k0E3Vewaubcli?|DGAcsdj@BB*nAYDNr7w7DPKmF8rt(g00?MG4)&6)63pSF8 zaUNI?1y^{IttxaK&Of5^j((;-o4=tad!Svnmdw(KBM#so+&}*=*h`q95$vqg_BU)G z*UoluNK#zA9x+X@G(R-NC9FdLN+?03Rf6;fv8`0buJZ6e)dJNxe#bIeC>N}32YYLX{lpXTZ_xPzxvWREO7sY=R@H%s zkgv?8_Ge_|k1S-na#ZEX8Xfh&8ImQ)_j&+g9n2e@cOdIpRVDLvpakTEF)N0-Rq1!s zE4b)?foF}HSZ0cD$fZT)lX)PG9*Ey;d$^Xs2qC})xOK``a1KpMH&l(1a1Rxg`Z7Z= z8ydOJn{NAvTcop}>l7$4XW??eU<;&?`^splMqY(}ucH<+sX9MY?`2@zzabLwk84P3L2ko}lcvm=&iRR7h#5e~3qC84c*4_@$Yt4XNYY0JAMhu4+ zQwksfI`ViX37(?f_5%cL%&EPIpxErE$-{|AQlaN5#K9po=&+0zRHR5#^7GG}tqz|T zvn|*6bN7=15Ti-5BKx+eDP#i}zid_pSIt8aQZ_+&pQxNl%$c%&Mvtl-MQ636zx+a! z({J!1QfKv?T&jzLf%AFv&Z4g8w%$diYlW5%RuW#PV7j07pFzta05WtyEI=3(n6&Wl zaJp4K;v;lcQtMPH$@HrbAhBW;OI=P}*~jlquSu4=)EbR@tKl>&&SPclonZ*kyPXV| za#riO#$&aFdR9v4KQ??!7^%|fEepMYzJj)^x~`A$Zk`_6i;Lv<oY=!nHe?YO87D ztu?1aLD-R*fJ8*127hGEXzpq9`5 zar?eNwK53Ll(f954MF#W+ayT5sL z&tt=?H)^6c)|blJv{=wdjjoDYL7Rp|K>yveocs>Kya*H`kdDIELWb{BRa|&`w63wN zI_|~HSZ4L_L#}u~Zyw(TZuAUv5$s7}$v=ipYV=I=>Z_;1IlCw9Y|Q7|q7@{Jx>$6$ z)(}?)XMI91ELdG2S{qjxc*6Tvt(Ra@51Ks`PR%fKY#=^ENAp+l?5`J*xnI&(;e$s# zL&22@?BVg!vn9YC;6-`{GXhG(88HgDDzX34oKL98{HhTSKQnXy;;Irhb6rIJOZT|0)?|0i1 z{JOAhl+ykBkJj-A-m53|46Ti|M}1~;%-M}z!VhW zv*v3yb*%X-9CWvzy>)EOfWO*FpBESJAs?7c@d{FuyFrx!g^pr-3rzvuxpY_$-7Oz~ zmY~3_q3m%(4;uZF|EYc>$i+GS z`YG#MDWAg1;=F!!2ov&>a_<4r+KP;e3T+Du(A+Jo>)8AwDun>vBMV*hc4XI#=oonQ47wakrN2Kx|O-5D>T+WXU&54bLC;vDD#MFLLR+ z2-6DiKu(obCQ(M){LAKY?xW5(0a}j?xf0T~VtlIR7zhsSN$rq(dm1pFNT@Z(7W}?hRpX|*k zsBlkEb<`*TUY%$aC!AA)eaFU;pmC(lHtZ*)%GAD;5RCboQ3xI@UZT9_GX$Wb602xh zo_i=)_C#f$0+)OwFN&Ov{FR@>Pccooy~NU(q*~62GNkym|72O5)n1HX#?42ZdYrH_ zq?tss2dJn?=%hMR|GI+TR3WC|2V;n%MZ`KT@!Veg%w%njTX;<^leAoM6dGx20Kh8F zl*7q=;QuHO*KgZ}kEfXxAFSqkO!2oET%O`xw=Sgr)R!w#JyNDARs_S=ptUXg?zIPO zvf#d|I5VW(A z)0><~F>gi^&*CcTuU!pULogF6wQg~q-g*~)0M$i{{jw4a!0K1pmAzBKc38k^+e(_ z8uS0K9Acu0dHr83CoR^=&plM+lm*h5%?7*Q-l@#8z}^mqmd1>(&C?b|s4t#8$HWZ^ zSNmOr79yskFe8Z3jB<3jCm=$3T&*Nh%9IixW5B)!;1lHJeiA)WXFZh#`i4t_0fZt; z5(*MKnZ*iMd`+O)g=n|Z{d18T^{Jn4;6X_lEsqzpNVLtZk=(C^C!xM zi~bYk#BCsC4|WNa1Zt`QEAEQijtSfTU1GNWM~S&(>R}r8zHA}?7J7+FJllJkwXTuI zsexjXc|i_&x&KNdk41;hOs+&*9}dj#aR25#58?ypWaI9v1Rx^9cJ9>IxOE(PN-Q5j>ba%IOhjf>Mba#rBbO?w7>JM_7MnpazX7=qskjYc*t>jU;vk8| z1m~lXekb=}5P=gZNPpUw-$j?Ld!2E8UJ>&B4duYjM=WO*EEaht6$2B%0b3Ofu2Ol^ zf``xr7y=1s?D&^|#d6T;rM}us`thnNT95n;l_g1q2o+$DtP?$nZhk{Kza}YS$RFGC zGXq4l$B%LNgu0**PxZe9U$umULV#v}<%YZhzv_Y#(^v(O8jk6zE3 zX=wEN6z<21^iQ?ny~ztd3$mf@g?^ZqWdf3KzQ=(d{$vkt0)N=Ubs&j8$xk29N{aXT zO~FyTg$2u+JlI~n;gNLzriFum9qV)_W4-He3z}Bjw{%6XXDB4tVNu^Axj)E{z@TGV z83H4t;2Ggd5bRm)Q-2<94;pVt*9cw+zbtN zQ<)$D-}hv!(=B3~uFa+pjkCvq}73Oj%iH04Po!9Q8MBT{!LZBtrjwShOOX=wMTVh9207p zN={)|g+k$jAJD2Oc{oClGb#lw4x!tL%U!i*d{x)!D_zcdB*y%scg9lR>`8B&mp$BY za{w2Sd&qxwVDl1M&}pLR)$(k`*5GOZ_~&!r;O7eNHwh6gB~6jkr&MOwB`n@^9+!_g z6G#w+(Yew-*4uR}RYvY`)IDm$yrZ0QmfxE;{$g5QM)$X3W8}mw%3*o_aQkde1{!y9 z3hnIU-pLPRK*~D9nlnDi??u`uG$jgndP{!nlaX;DIgEbLUl~3QM|^L3Ci7%Q2&e0j$rg>nxLc}##1rD5@Cr+OSQ8X-~S~wNpiXAULM%sg#6?Abm&GlpOK7L=i7_r}sQq^*d(L-c`NP`r(1pH>!)p^ARCoH1jRXfyCI zHPz6-VY7~VD|CX35IkAOyBW8~N@rzc@${ZvFly8s>;U`;QbL4>p|Ql}{$bSoF}Uaw z-pDiC_v-Me@c;}1UTG@-c8??o184mHCJ$tkX?>jb~fazd0 zmrP`kp_!Se%O*Tctx{oyd$yXVQ6XT1!yxv_JO4%H@)_p$%qtOr15##~7o5xpq4hSo z2uMw$3Sc1G_WYhnV`DIya`BB^A0q_55i_+7T7t4C$l@3;(1q@4#2t;G7nXKcpV|9} zLU$fi8zu~w_U2sL&@!=kz_#k92g81q=sjE=iEon_n^wnD*0&~n2elFA=91p?yWRCK z9K4F>Qu*FLZq={APvEbU60BZXOq&6h#rYnmbrH&G@*WN)CYNDU1s zPUXgSvcvilW^m`b+UU^!XxShm|7NK?hTrSJjI*NpNf;%5D$1v@BKfl~+Hmi`_eGpD zXhce7^i8Ca=xDt!=igJ%#Z=j%d~i8}!z~xxyG~5V&)o3vew-Zqbccu;hlp^S^6i`= zYI_R?ei+h*FQgiTsJqrUx3q|(VwW%oLBtY3-l9EPVhuk3NE2fOW(ML%xhBWwY!$}+ zyrag9T%&=Nnl#Y3iUq z)=5blt(r$B6Uypq@bDa}Tt;N{%vq(r#_0WhfcwHu5G!WA&V8r)AGb-#M&AQ4W;F$5 z@DDF3-2kSYsIU9sq--tOJtZbacIQGIKZN>YsB5t}!s7Tne9k;iy-tn*w-*Hl@|qZJ zvQ>g69VmryvU)BlK0+R{?-f-2T*gLe#6}W5GLa=;=bS{M@ub=dl1xh^B%P)T`jM1G zd8SrPs_+IkVB`7z<$$A!*B{DAYFS7v0|0VD5dCSRTzdRbA1u`N={JUOf%VZ#poXv_ ze<&YD`y*o2{*T?=O4YBNox$t{!uo{vFGd93EWpaO?1L5oRfzmMRb&A7#o|%N-R>$X z^4P{?l{vx2?4-v>`}ZZ={voe@Ch?cuhpiGrXzL#+<6ap31!d4`(5n48y}e@4p9cg(5go|6VQ@Ys{o76!u!7_LAT2jeF~)?8P3u$O`^Ru>8Z1zhkS zx_g&=_lsh@DyQ!$#ltPr>p4#xR5VqF2##ZW_zPuVNHr$N9MTat`AXQ-&q99?Jglpr zjTXE9nJ{=|yq*L9Wy1E;N5gXVz%0P%|1nQW_P=DZXfxJaisV2S;I34^nL2aV#GSwy zt!H>tx$1b_J9pewG=u+Ro=pBP&XcD#jn-@&=_ux=4~ZHJ%|NS76qwt_+!KeeR>E%K z8hS=2GP+Q(8(*!L)9NO_@&q-qK72FWY3i??ehwtc-DOCgC>7IRc%lRV-soEn7NhYe zwS;_k`Ja6A21J!qqf2N{}y4+*_WdK)=|;o=Yhc6!s( zN5|ecTp6KTie%w%)Ft!!gv)t$iBBWMgN5m|&{-$Ra(WmeQTant(t{pdpJp`Qgxz?S zeLkG)GwXYJs^){=m5S4oRnzA;oZ-N~0}kFb6)fI0J{->9oXR+c{o{2et4fsaevJMZ zOrn>?ghSVdLVB_M7k=ZMu>7+CXkFiJ$)_gI&ySf-sL zW>r#W=}c@&++mH4mig<~HVWvzXz(Yo8-?@;pU5E8HTXbBHNp5hb@w_%M5+>fLUA z-4~;Xg$r=PzsFO%Sfn4kY-nW=KkjlBGPOa%l3fOFTuYZO?uZ5)td{YzacCz6vp3a|q`D;>NHIn+^0Lpn{rh#^>?&R^XXItdZMZ6a> z)l;wkdectnGP>MOAhCkYXv^jX#@0I#uba~6%SEW$re<6pu2-EVPke7f!ev(+lnX> zr#qS^n@@V1pBn>Teo1|GzhBMOjiJV6&YZ+5LByr|O46&bP-}Iw1tdeNMS+=0UZC~2 zo|a*>bpTT#;a(P>uXr_L!l~3l9oMD7i77vhPixQw;?A3Dvf4Wa=9O}P2Aq**OnIQv z)R{`E*}g4%XjdW5G!>4`%KuJ$Q+PAVXCqn@>MV}}2qi5|X>cN;=amIg`*$_iz zf{e$`eF0;a7m&_fV-N^nAs)M zRLY-w73v{E4wynDxsjyk&=Tnc5Z6sdBkf+AIJX9?>=w#~b&?L&+^$BCiL&*lWUnUN zlBAaOmTkLbw^BG3kn)C_H6mTdKesO_FCEiJV;y^jQA7w9Gv zD2B^obaHZPddp5UyjRb(TxC4h$n{pjx3RAGx+xQ1?!f3;l;ulAZj%=x#mB~PQWkub zp>Z;7xNPgnw1q4N%ECaINGb6Bj;oRP)m9s5OF6BWAu%M-nJ@531#?({yG(`r7fC!{ zLe#QqfR(JWU?6L3Jn9`n#&rJMzS7hH3X$vhZWZrED`#xrkc{thIc6182!rJ{;CgQd zmS7$U(4N{A$b!8m2p9mr%9++@hVcda@elw9g!;mF3#%Z5f&X~;;gkBpG(%@WB?y86 z1%5o>kOhF+VEASJV1Io11tGXdH{UL6>LUOl*pG+2FBtJU;8eb06zD$s;03Ho8GKZ7o5Ex;H;E>0J=BXJ4I#q^?L=#l}&(^vF!8^hmD#Yqf2B8-Xyb zO6lc`r}{OTra}?DEfuX3@Se-*jbwSBjYEF40D*Bnq1LQ!Zz|Gr$qzA!k$H&ebD;)U z-VjxR*<{3cH7-)C3elLCh^WDF?=2A`IY<&J8)Kr_qj;7q>jLUcWk#QwUrroXWT@xF zu$Z|OeBm)`8Vh}ynwTc!KsnEI)OM;&GjWhzvhUe*3Ce%-nk@=-nBuvip=ebIeQ!WR z+81p7T0+ZS+M0o&usE#g>21r*^P~9Syq+8moi+LpCgUJFw}l~QX9ZaYH7 zfJUrsPRMy?gW>{S4PSr6PI@^PmM;{Xf}mGy=kyV6G1fzDkz3Z92w)4qE_2QVd+x0~ zFV(+nD;kjIhRk%#+SXbIoi>AM@YzKznrAWx?P$MiF}`PAnP%h|4R4AEwf4{v!(QRI zg-|;FVj{O9?)6h}t&$8uOO}O7dYWd?zQpyb%bfR+PJW-tA~S;DV9MxhbLM8w($j_Q zn5xlCl`5v-y-!+HxA6Ux;TZp9JFnJ4HO=HB^o7Cf?o`>+m_*XO$(kTU-dlV!6x{M> z0%a+U&hHqYyDi)ttqi)Kl^P-imC(l0Ul_k-)8HShXM9RZ4;SMh_1KXyr1Kcf&OFs< zqd8D`GYKJ^Db=1XI)mq{AaKQD%lxGSz}Y)eCcR#8^Ri7v_$?ch`NDVspA6Ak`Q9TR zgLdvB@mS82hBj{gr+NK}rrMiIq?f)MW4%M|+2-$5dt9l(=i!BC2P@FMV0a}rP)qq~ z$6XD}_$VV`fTgl_ZU)?G&i&f?LuJ10v5tP6Ww;!r%0+aO5UpDmmG6{zyE7tRNNxqY zJ30ZBd@dxaE!lao49}^DKcJdrv96Mgf)>qfD)uEmR6t{!7nMTW_O4%qRv@e|;45IZ z-$+`kxk*(75uGoE9Zdv)w;rpvpJ=kduGeQPT&v3BzkT zB8E8lyf5Jfk`d{)_$sE+0&_}dNBdq>g?jkNSc&3QZP3Ljy0AFQSGs^{QlGFrW!jb; zVXh(lJ%$-ET%0su1tukB>PP7HOet`CZqyWsvz+#5G`!1&3TZ+K8}7Dr_Lvq^FS&wb zMF!-`As4j5vH|R35v1MtX_uubYl${l&#A2#lNNS{Hn*84Y-66=EDCgo5)l(v z$iwi|jQZ>c=$npO@$zh)u4K)gGK+BWFHvQO)ImT!Rm{++^P4uKOi!L-h!v=dvo+4I zHTIdBwYOCPIaSE2T3Bm9MRsPnPMOe_TH~hi%3>L_MXr!$inV44t3tB6_^e5zB(iaZ zh+&)!J~9OimLeLW_$6A~lA@sps`#I($$j0{bOhLIZLJPZdj1K%1#yiNZ`S(Y5 zZ5-wLj-e1P%HJkAhRe%_7e1Nz+(E_XBH6wMNvwRdU=^h@NPWG3p6GONCf-Ds5fL*S zzrfh3=^?hgi{3Y;wJiBD2v_2GYIxjvq{0Y()fy_(F)REPHjke41^KCe@X(iVz9-<5 ztNq_bQA=KcC3l(2k7HoRJdWA?J1W^7%g9Cs=kS`!(KUlPeH5yj3CNTcj~N;wSRSEQ zBbn^c0-ee5e+A~3=Ta65e{vBLihuKBe@pjO`hpwGY4g6P=vXy6UkKarN`17N_Z2c zR-$0Ni6S+GBV`lfM;T~jNkkW{ONEw!*?p|sc*Ts63F!Yg(DFilmntCL{q@pnG~GV6 z9QosgU0KTu)XGu?D}!EMVl;4zkhm`e32Su3df;)37X8o{*Ua2Huc?zR_eAvKx75Gd zimRohZ%WtHxciHfsUE%C6Fm_bt1sAwhN|N8NKv>R$ZCql=Th~!1tjr)I)(e9qou{; zcASaQ4F%H-+*Qs+Gqtrn{MaomoYkb(NNQwfzV0pwzZV3%uNJLk)me~Tk0NLD;XIGTf!V4x9L zI73;KC!+*kH}NeU)mY*C(y_ zU6|{co7XlJGto9g48rN8zA}f9TCvnwD!KwMHzE0g?~;po(a2^a4MXw;d6DvDzZpEZ zd#Qoo9z7ZdS>7Z)pog1D`tRs*eex&tFa@-gpV!YBMm^0S*>oivWp7&IzP#g)g-@C` z?+@p&@LpvIIgozm4=cPtM@z?!bw zDYWc**xR06W43YZ5Tl~XK`uN_%md8^P7V%AqBu5(3Jb6GUvSF^j{n;TvM-4Hq_E5$ zGHDo#mz$}sp(Eo^8B+`qj^SY0O8J#0MKm0iF8i~r&e26VW8obvlLOY8Aed%Y^O7kl zfHNBz4G!-YKMZ_5+=EpdlN~&fN5rF5Rr`YEm!j%Et4W(6)?JadYr95cM$TC(f};S} z0yk3Q#Vp$OycH+GWYWD{VGWXy8!*k~Hsk{KfYtq4|AT_)0tRg)PhCdL(CVRP3-f0^ zGb+(&LmEd@@#eO!4a8a0E{hJjX;Dc~p@MvgG7+!FkRD$b5OgnTrl5+^oqV?k}DNL+?km7 z-atTblEF=}H>V{yft}xIZrLQb`|B?r4TVF<=ssK;_PF!I*rSuJbcPAvW5m$?wl`o1 zH)-`DR9pAXh9Od|{{jY;qV;eK30o=M;YcQK1|pmXjfRg?uJ=e=yh(@QkqSkf;vvx~ zX_$1us)0u%8qd-=zAdeUjb|JD^k4zcPWr6u2caRzjS|O|0>!k(hx>C=u-qA#9kUO4 z9L~nzD6GuqNs^AC=u_j+(Q?}1&pH(eMP3DqR5+DUDtwaJmjV!@te4$UPcrf28o+Uv z^G|(HmuIt3tqca*T@86I^nI&%FizT3WdWR(W{I6D({FZ}SPHtFif>tS?a(^uC^l5Wz!i)N`6XLNqp4=y=6p7WWo>k!amF8Tt_S^WIJ3?`8b|1p?w%oUdVnYr_fbBl{! z7kx$a@T66MVBB-Gp%DeHu-D6Lr-HqGGMgVl&&x)T_j1m=sQXsHZ(~pFnD6G1@cC-) z#iC&rVVOr?iAJh#%F;+WLgrK9$@(lGKVW*4GYL)-*?B^heub$WonyL@O|29aBNpSe zYq%ai3|mdX)Kg}UbmjreCoPhkUN}p!fpF&gkLKB&NUrYD#9}}hh6kuv+cGveGx|~r z`Ro2*m$n)RELs}3gH=>W?#Mxk=Vcg7Geqp9NCME`L&)-jR>F{HF*ZM`yRq{L(sQEu z9-QKQ?9qf-|TmSRJ<0I2KPaYHUq^JDlL=mQ-> zq1ot;IrYa4>zrds*<%__vPhqu!4< zVA*Hl&(_o^g#@y>b|&x2u0tXu$=-v>UgGvmQ`R-C{^tlNm!U~?^tdFrvWXPI^zuzp zeM+V3qP<<%ZiO&!bmcg@2Q}ZzO1ATW_%$}EfEVvb zEBFqKkmlM10(Z6pt~GHqB?G4`H=k`Yi59oaVEQj&M;GumG{=d^_!WrlQUDfRgX4+K zG0uHq!8`niKI#_vDc#XM*A*HZpNTx0oqF4Hji}D{V8JWz3vxEku(_F%21Y~txG>-P z*8@INk|!8()xHCV^_vi$-dI^x29K|EJ@XhO9ciC8<(Es3o)wy1k#^mXP}f)@$uW5T zpNo=~cXsqN4%9oZfVqljj7-#!C0A=KFW#!6y_kTS?cjWd%e8)cK?n=TA`*z9`jT6{ zvey-M5J_fUXmN)e)4TFa(0-G*?-)RRxV%JDDZr}zVcq;`LU~ibtyg?0GY-u1M{+QV z<53t?Jfb@`AxWK-KtdHj{Lcl*<3GMuAO{+j5O6G5+++MR?f`(u;F!K4Wk(eHx?A~b zf|kz{AhmLWY(E99I}+i2QDmtLM`H-s^!6;$gRDs`<8GIyb}PWDBV{0VDR~ek%8~yl zOd6~U-saO^_}fk`B_oSn6V*pe>YpOp)w8{}1H1d2gW z(R7G%=e6$7l&t^CkvLqTaeN#(U9^Mu8hyCqn~y#qN}udDv)j=oDT+$4s+ora|JR98 zW!^G3web?Orp}HxWS7||H3$x2>}}oO9#qyWJK8#AA4T+(XZW)e{OG2E2V} zq-a`YxAZxgVe#vxtRl8tLpVR;H9spw-^QHKpBM!S@SiivEh#>}6qAI?J2*@4S3UV? zELzKLgCG}!t(?=^&JHm$mlr2-2x(@@;ToSKkip-ZK@Nh@)}_r%0?g1!o!@G&AC!sn z-wTq^?}9`*PwUTMl3&nj(0CCYNV_}^pdaGHG`=GU?nE}ng(%&Rn!gK@v5DA=paa2i z_#MER3Kj=K6hmt3kb@9cxsE34=xCK{fl?to&lpWz%@o)f$2KX`kf_OY1@rJB((dcB z$wC!xd@9MQd?R=~_fLFM#GI<1eU%w(_Fm~B`l_hDwp!JE!l+laAWTFJ-#Z_qIwNvWa34`BJ55Lj$z6qUu#PY}Xe$Q4=OJEy^gO@$5m2m{U3@EuLk};FDnK-9 zG3Nvug7wgB3co1Uj&j4bi%}PEnnWUVcS$FUfMC){O1J4JIWn1=bI3k_tGUXh@%43q>P*X-h)&ClCdIo}n zne};o1uO7^W#>XY50$l$i7tf5wYC(^U{T1^Jv=ub>svC>8`x<(;+idg z#BIueLbM$&+5<0?14uZyA{L4TU^lFmHn9fOwoB&1)u9svjAF)ERne$X)#4hOuy`qE zsOolWn4*etno=IL^WYx0jRm_gfz0pVQT$&sB2QH17!L@zAQqxr_AJ-2*2e0_6yiD; zFYjNYbAL{~G0+@F6zNOSNUd##kx!1mnKQ{%w(YV``bR47MsZq(Q=Apln#=2CO z0AN(CH7;r>{lPKR(HeG*!Wxr%&RCL6sVS&+F#f=55&b}SC+ybsQ_gdsxjk}3-M`OO!U1e~ko-kF|R9T5rJR)YRZe2MHD5Z;}boFMy|>V)7Hnhl0JT z?S&<0sqAs%!fKA6&t;n;2&GK21|5RCi=(iZK5YK(UR;LfRarx=A*$z{?P$yQb+^&P z>C8a`^&UCKOK`LD7CfwY20LRR23G^mE4T-#|2+>Q(khsBZ?Jg?#lF z;O_9#4#=qDVf<{}m5Ky)^DZhnYr&Wy$1Zbprxxrz{Pu114n;9s#QSMRI)_$Rw{(v+f!`?3ee%q2fxk^wPD-D57;JK{DuOcMQZZnU39nAvQw7 zj1uemWKoWLZwZ! z^Sy<>w;+30ByMZmo?GhMXYk4&)?d?HxY^hot+Y6af#DFYqvj|Dfl^yqT9)lHVz-@_ zQf<_jt(G(GNClQP48LfB#!D}mzT~BS?VDKU3qkW*eqLCgt=cP5v~tRklEnGg$-rN} z6gKrq5@5#bByHTTJWS3!U|$#aX*90Ak7q2Q@!9Vx`3;+p3_@MZI#t+ZfJF38U#+HEs{{tZ?1;9}3!QD&XepVv^cU19rJI^d4 zN>0<~UC~(78q)Y@YN>Pwv3M=%x&Me9LyKYBd`CJ&?ztD8TJe~1wRI1`aY0Pa6!Ho| zFUhMOoXoa?-e&s7ceXapC#H1*{^aZ7rUbtTdwNFBagZL87ajS-AVWU*W03jTinJd6 z$%@zlKB(@|Hj9+U*=4PkPMY1D5EP5XJ?|{sMJq*Ft1hJ@ zbr0K-!&O+=V>5$OeVZ*}*+zL4W3dO&=uNjLW|jqd%U z1X+fiXbp2#u%S;6b}fUqoc;8$#NavQtl&UKkv;lqQ@qk~#C8zw4qast)8yf&_a4Xg zrB=ZxMj71b?#LkFX7FfVpX_6s`WkTqq<}BGU#(-z@RnB9CEX2l$f(v-crD8f%4Z** zXRR!p!uE%OxbEYRb0eqn;U;BpYVrqYi1=Bli%V;=8x$@N<|CZNF9ktQ%?P_TZ2(GB zg$o8s@zA0f2F3pMfP8KQaD~RfTwU8jr=I-zbk(XL-L)ytpC*`u*tq9)WC1;;Iar6L zXt8T?v4zUNPB7M5_9AF^H=-U}7mXelMe!-j+Rnws@9qQU(eH?%`3qtca}A31y-iH$ zrNm5kkZHT!4B7DEo^6B$(##XPA}`Eg2-2y<|{yPn2Pks;z^t2 zY%|8v7ryjd-d3N`kxt1s%}`s2vR5*@6JO{P%epi7?x-YhlZ|m(w2G%^)lM#{&nC#A zj-}ugX(0cXcNZ*}`as_->wOXR##sDp!(H>g@EUYA-Y;lsbaQg_mk4~FTJgb(NgTq^ zk%kU9Clz8wTY>&FMRnyC=c!hWS0a{Fmw?GKZ4QO9@Cpa1`b%xVJW7_JDDd!&0zQ9{SO9$5j$3KtGs!v1-~cLJy)-xG)>d(6?WU@APQIbWVm5JQ zMePs?k0fr4;1MI{Hm2D2BLVsZ0V($RxWa1BeOS{kBxYc3HS{_Nyswu%=D4V*I4<1= zrj5d|eI-+@w5W*J8*_s;*pcnctd}fAZOlvDl+y_)<#|^JI*Q#q7fhwUlZK_!fxKRf zZ_3iv#CQg7g=NvWJgen2L#(q(kz&;!xKa8i++eo-jvI`Q3HFYcEM2j1<}-;C^`7X0 z8VS=t#i3`+0ciq?WqFjCeu>t{x|gr01wY~3|7|FSO()JR{>WK~w;%#s0Ut2Wa{=z& zbYb5*6+dnOJ;!1_6ZRJuySlqAIO4TCaF^Yt=MFW-FE-^ETd~6xxdZhmNJ%YjOF_qE6=B{XU@_%YYFoEb;O8T%?=&nv zXYD@m9}NY&rwy{RAG8sY@bcqdh9Kg}rLZlp5Z?zy)nsP3(vWVK_Wd!y_}C@Y{b&LH z`4~e|30+B(U-iLQ5j;S5U+iZBnM<2{k-qz#Kvv!E2!tX3R{}Xp;Qs$r$A3$8;1LVh zoliy(mSSwiBc|25vD8l>bRlcg7v$?%7O6dzb;rUzL36gY`w~kD0@I}&dpU}oyd_$o zS?b=lgUZ6*OSU85{I1+FhCQdZa<0(Eli;N$`_zd7rl-Pt+sykKghOyOg5KaT#nkBT zrrGPyYlOQ2H_`anU9G6pkgVQ6SjxGuo1hBe19A#bNYoVt95Xkh^@yC%F6r1`+Cj3- zhBD{*&LK$lnd_Ks7K#BA6-&^DM3vi;QgOgC2s~dt3AS0+zGIpauenIU@bi|OOa&)= z0JIg!d!;z~Ss@h#h%9a_&PGn&(cuk;_1^$wec|M5Uw_0-nV52v3I+wN z(}vpIebFN1SMi6RP-7NYWrhUi>`tByC4Ei*P#c@Oy>V{qbiMbC#XqJX@qIhe`PwJ* zi~l4AnQy`Q9YG2u+soZquv42s4%(MJffe0MXhV=L**?PjG*x&sx zMFBdZ4YUV@3KlHRs_+dIbixc*w>hqa)ppgFe>0UPmd;$p^UJxH8%QSLnA_R#wWN|r zcthA+j~;c~!ub(4U>&NaJl3XgA@wFwNwYclo_};teDW_X$E8TDD=Q?MTsgE9gKJLZ|zmT{2r2a-pND`M*$@I6| zVCtfLx(9Qwd_ODp;ln9t5N6XKvWg0j`LgWOM3b1 z{XEw;?C3^2>=FP8IsFwZbNUjD6YuU-y36bKhedl@&yn4|$}An(jDGF94hlu-KjcQ# zA9AB$m7LGwLw~JyM#?IWW#s#_F$2i({W*R|sFyegQ?uPH z?OA47`NZBz&qH|ml1so-om(1{hyk`Znv_s}AY?{<`5gDwI4?O0>w_?M$_M7y4|{s3 zM$$23I%mCpffWuVc@2qb&OQ}ot(-g}*NQz>IV2g?Fi0ImH|#svG!1HvBuk1SNhqcY zs0fbB2%MI1a~de~EgBp5qVlgLe?Kum{4}jchLCGkkd`<$el*J1-~Y#uBK*oX_9#24eWxoxB#94Yjn>9mzrF>{R zA<%WLLsbkjTc92ep7l0kN-3rH_ZcOrBCqmDfEQ~Q=e>M0Hjml?+n$r_*ky<$Cg6N^_Pp-zIODI9(^1#LNzYJU95N^mWJ)oC z-_s74UmMfYgTO%2DE`^OjzG4W6XbP=*~{=uJu3a|MQUCex-K+4;g?t_>&BJmMWkzZ z#V;z(&;i%>sB_tu-)Exp4}#v62$iI-_U0TqKMXLl5veV_>wL+C;Y{`mTl@>2D1@M+ z&AaCbzoEf z;XD6q!*&L1BflE)x<3wLOb#iYZ~_Z(kvc_iJ(Tq|qj^l-Up4)X7ucf^A3Gs`&pSqX z(1^Vy*ULH&*|-q^Cgj~+6lv6TelKn80QMVek%W^d0M5re{#a3WxUl8xHDSSs^)niP zfj_)&rvBMXAl)|~|FHpCA_82n6Li2R5+{qqpTO0b;MJ0-{R|hTsty|__U&?9JaOg4 z9W+3O#5FhR55$VDs_i;XVQIR5PZsZ1UwGs0g$#%}q0Mxh9vD>jJ-i{GA@z8}+50%h z=KQQmMyXHA91C3FL$EPP~lX0W@a@12D%M$C!t(V@bOXqPXyj9**_Kacn?q_JqX399zAXSpv< z+Y0BnL66lF$5%B+|1cdJ?>`*xr_p`>G~G1c9GIM}#O#a>G!wKI*3KKHKjr^k@*V-r zS4CQtZ0Yxd-Szq++x6Qu-L(nmPQC>|i({1W$S#YoezfC}wG!$>2Z**q%ol*!2%<1( zSa-4xUHW9L5+eZ9BTC>7Tz8CP9bWHjY!nRvz8eqkPJ*^8v-kFMxvNo0ftYhDc^f)? z`5->)#?5=%QQ0EJW7OKVuH)4sG zgr~SrvcE>RXv=$lTFEKlkXkXsgY*D5`pQ)otd)3;VdDrpgxrv7E#-9TZ zv~Kf#KO81bzC0yXUn4IOozr8Ax$I+G4S3<52DIf|Xb9)khG%cij#eyo@3EjGytsfTov<#zSuCMV zd*RHMsg;y~ZIz&ct(6R(Z&#ea!z!u#-OU;mpD&TXPSuCw$g;qOkGj0|rFIlG(wbwq+4UL46CDImD!fqOeAIbO-wCB3O7aOm|b+TgPPH zzy@VAmxOUttR5}=h9PSOVhl~0e?P1|U`YH2?V^W-BXjou(+LMfD--8TTJ-UI)%D&l zhpWd|HmuJ-MJUzW9Q#9VliI6rjryw)PV@smU6CqzuYB{Kbm4T+Yj)sw1{81joDyG8 zAOZ%!n*ykve^wZYDR%(z;TkI0@289P0e2T&<%2*!+lmi&Orov(www9qi>}Cbpn`bE zUq1^FT|lVs@Bxl`5$weBvkPL0Fm+VPcA60kix$OOIr!CqAa3_QoEwF?>mcXmf(}Z^ zp++olhI#~>a&!id@>S&r_IR^_>O{G6s?s8kBfp_~FvZ@1q)vykcU1!4ae6%dH2Ol= zIKPEuU-#4H%XvdU4ao+oW&B@xjhyAb@)~1z?D1rDZZQkn+nlaGvb<#r#?cEule-<40BW>koGYOh+bvNTZ<<1v^n|q&3-a-+t?=0q;-uynTB=629 z?*r<~BQpZFSD)~5*2=G1EIoa-{?;{pE-;)5c)zYlf-m_K>((wjvq(Jn!rdl{4a175 z@ObX%-`H3p*`CujCEMLUS>t^4yrJzl62H}>%CvX6=+nxNt8(TjaQ{hU+OffoyeLpk z4c+5Qvv$Z%yly&}tLp|k5v8nWu*ycNcJOn?q50>GBWai(h6#KR4^{(p@VAVkR@1Bk zb1Y6D=M&ENx)fW&4a)zwy!7emkBY-`K#kI@L0USmWpOs#xopOy-@}Am6`SyDQ6{Na zONn*5ifP&xaBp?C*7~w>5;93oXX{)Dq%LtuU_UiM?0zAg&ZlAUm*Jl6bCp5h=Y`>X z=y|mQygCaO;l5H}W-~fZ2v9MD`gse(JsI2Nc+)Dvr8!x37mFWd{_Uc+%28TJxX}+n$#HhJ9W!a?To;iM|>5%Wl9)V(Z(f^C* zTwp`r#b&)@DSRPd`ddyKQVg?UcB=(dEP0E%8LjRp7~+`NGo@D&#mUYLtIi-V&v=B? z&6NaLcP6Ee+Yt1?qu}1J(MY-DOJ`R$8+@nHkGii)3uoX(${kllN~vq#P~Dd+&RLDD zI8(L>*{q+9G^$32kMY>voV%NGM1T0?U`-*LrfBmyzCvN;8|D9ObZJOHs(c<_0{74N zmXE0R^nD-Ml^u_EpyANvI2=!?Jes)8@C(N=4uA?-EI>L@VEYg8A*S}f6CdlitBsX| zT&%UBa;A)E5+E1k2$%w6Cz7-r!V1*DF3%4P^YLiDo2cR>vT+kiUYS#f*2I8gFk{w9 zW>4caReySso_~x${77C4{n26@A zN1ULT{e^{6;rpf|qVA3KpN`z-S=&yiyk8XhJN=>FP~c+VK>L0rth?E;Ez~#SO!#OF zHK+R91qLe<$%|J7XuqJYhfBL*zPbcLBR?tK>p{~dYR#}C}M?A3GGz~E>LuUerv?{0%V^q!N5iW z4D={Wzf1c5v@I-eIvpSQ)_>vD3f9l2WDk}QK;IFePx$ji>AQ=zR3J(#cyP~*7+s*` zK{2t}#f9T| zrgA(9mDoJnS}%J7p*k#f&9^Vapm;ovE%gwPV!1FlBiz2l_zoYbe+eJwe+3_tckn^Z zRVk?Sb$nzoEB(`9<|=nSgsT!|^p9R_nzY!^;Dr| z3AJU85(Pv*Mo6)T1}`G+(qeu|gpc5xFKI!{f0&M5vwwS2DKNW8es;UJY^5zEJxqng zjo@EL*hoY_X^Q!Y;JZn31=QOT>nLYL=nA)$pVN>;1f^77IyZWlovsfExfJh-!2~>C zw$MbQE<&c6 z%2ZA5k}%<#n6~S9$bkaeIqzP2Fh9w(d^O}#N!&p~Bn|be^|(oLCi#N+bK+42&Bu@m z->YV_!phpIzfau{yItXGA<4?orWprHYCYtv9(f}L(ff1Z!BFg0gSz-|&Q=B*^=IqR z%Ig&gq5t?&0)M}{fl&S zBUjzI6p5Hq@2YNS)_qb2GA&#XUYA5okpSHvZMkBb$8e?p`DhDm3}z{c+k1e6GMBBQ zu@U;YfZdUd%3Ttk0*1w>K6R2E#e}mXd}BymhD1QBQC6B=AT1;Y*zS;;fDI zm#DN$-mPnMyQ$mL&)?tTIoMduQ!tSD1}YVP;=Ds%K7NJ^EU;A8Ol^9HY2NyTEK^ge zL!h2|UN*6e*eVm1FGm_QZz276`lH`<>PJ;-&-j0KoMpum@X>YPZ0%Dl2l4dvj;B!m z?`LiEoU$0>r_7Y>bGv`E0QX)5l?(m$7{}q`~1NPS_ppeWc zBbxY0p880f4(zTGd=;t+-~frUrF$*51$D+g!P`XUY!=2m^zfm;ur`08=BAjjqEyo+ z2=Qg#t?)KW{og-%`}yYP=aaYOnP#(?t&w!jby)U8F4S;VhtKFHGwvghE1Ekv5pg5< z#vz^K15p2(Cz$2P3Mo3WiTK+Im!~mQzn*aEW8!$RVy%W<83NO+U>FPSX9&Ebk=vTl zI~q~s_=!detAW3rZgFvBFpxdu0lI6ubP&H+gG)7Qgd3L{J`w3hwiW~a`WYZkGXopU zybpUkF+(TXpULZ43Dbnxx4L9j^VZ794m@@hVX(d^BzgT;U?O;$5&DR;QGD!6ppYEa zOfOF7QRQ0xU(PbBI16^ypNiQMcD8XXe%@t@n-a>T<8g=I9_?x?J3XUf$Joz*m}Lx8 zd{$WQorp}z{{@nm1boY6-%!3kJWEEdZ>S6>f6`(0w5yQ(X)Z#Um%}Gc$L`O2f~Y`l zVPAZuYhk^X>E~$kSkeJ$r^nj>< zf~Zsh3!+AmA~hhrTR;?r;1NMZ1VlO{ASxmPBF#e!N)r$wB0U8`#HdJ>PUsM7LJ|n+ zH+as`yx)EAc<&u|d_TU7{K+1B@3Gc;)>_Y8bIvEl#(Cd@rUQZ{?7kViNV77_x@C3yn2zs zhySRp{!58b`nO69{NE`tF@hQ2)K^!Oo-WrEs50OCoh%o3qy8>LwuEyScFY0HP|B;A+y}0PVOGvEG{ClyIYw5$%S3VCKVLo)lv zC!1d87(8jfNf%&Yg_i%6-Ga+M*|>O`f*|Jyyr2Kf@?{si<%+j>=m(jl{lER&$FO}= zpIt%xt$;3#g8tpwg2>7fe>*+OAG{=YL3(l)A+4L`EJITuxAFdno3a|rRq7k*a6JLlA4kB~t^AWh2)l)UYpnDBjGwGqay zzu22#;UiDKYR<%bc(JlOrRv8wy~n#vGhJPO#MmyxzhyM2wdK5q{WN>5??}oX&{a9W z0U=)xR7J(#?GU{5ydZY_^#s|V*Vhb2ZMmfvKLcFohbxMx!&5~sR|U^I>)8Kyav*k* zOGW<%fczH<e}KrxDU-CfwoDC{#fteKuCmXl4^Th zU!mm!ui4~@|7#Lt^hE#bcZdH)eZld%-lg>sROQF*K6R+vHPNrviB<)L6*z0kSM)4J2a*cj~0j^3P`} ztHU(8k;hTqu-Vt{W=S=veU9qi?6m@wj$F1Bb2xENV`@zOjA zs4J_+`}B!QO4`!-{Sp&+{U&-46&SXP-`1&TfDGm)E1Y`oP@nj|We_5K$@CeQdT_ z#*%D%M*M12Uceg9uovv_MAv)2b&&uzsq zu&KEXDsFf_iPE5@>QAK}Qju$+U+UL3@`uygTidQ%-QEo@*N+dp_vDYc^5u_K*8$RZ z73NTD1o=vL#C5PTrlB!R6BP2tNO=cji@=v31D^qMw5!1mDqvQbVg|<6q z9-_8(Uy;-1H~BM6)6T+yC(-(i%cky<9 za5H=juYQ?kdTLbnyR-bIq65=g^zKV*J$m;`bh)SS^QN%#cV?9$@ILmB9W#zyL^*YSpjoWEc%pG z0O5fpct>3+Fg(FN#^_HG0^X|V%WcKm!&yApb=u07_a5-rwXxhI^9i z@%GAR=Z|gCh%V)Z3W{fx_|}xh8}X<{)AVLZF1dwQ{Dxq3n8fjS=yJuaa@^0%D4hZF zr2|dXGLUbD1h}b`ClXD-i6^TjKHRd6n{p>wf`DhOkmg}z=f>LbUffb(~aV_qKHQ3}q1DZx>68pGGo(8i#x9tPpl9$u{Zv;E=f!Sf#9sZ>8 zX^$Lt0lRnP-=Re~T;&E^{UW{bQQp-q{mU`D%LjOXwOPl>zo1-d0*})8yU>E3bVd-#F1B1d|E^(-~b z2r0ZV=#?yYq-^Zma;ZT;yCxtvV9iOkXS<4(kGs2K^7(oo7&41y3`&E^ucXmS*ZYN> zCT4hqgMM{%-C#3}o{!hl>41tlVpB9YY=s0l`w{KY_!OeL%l=jdbbY}YNd%0sS-~h0 zTgdo0V&t;hqv~HVY8B~Cic01`W?z@T_ZS#;WVS*->kKVJ+1;8CT$BJ~k-a+fN#8)! zYB0U3s%(rpj7KaL0#ABgm49m-z3taTFx+VB3L>ZVsDh8QZaHt& zr?)6Daaj%#q(U}MA#z4drlX#w6B84oZ*^aAVum>xM&|z~Zi)&V985j6_FU5Jy|W5` zhIa-qKCUU_CVrtz$Sn{zKE@`;rtXlBYzKvq;ixsn90*VCfbs^G=}Y*{tcp@kpz*c# zqnqn6)N*sAjR3-*FZbY*uiZ0g0dtzEFF*vpD32ufCqBs`Z~BF!70OxCwnJimoclI0d? zMx0V$5=MrkF?s!{^&ex9$;QRSF$8f-=JIhu6^zNygi~Xu&_T?q4A|+kO!NJWYN%t>fOX!#ZxS`KHQj zq#MoLTa*V@?A*>*;(XTY{y1kXToAPhwEa^Q2qKZ@K$I_FX4;9&IYNBLo>Tf^?PV48 z!l9~;Gh1y3!L=a8M!=EpGcRZ5YnUpo=`I+FU*U{u zXwY$~OEBqf*)g>W1hHY!&3vbP1!9u;1AUzH>PGcFb5r3Iy<%(b%*Vl zfKTne&6$JbtuS-u(m{a;#rk^TllR1|*N+MNTsR#7l@O5GyBRW^6yLV% z=ymUlF_35@2;ZfQphhU4Bd5`9--36q*Sx7sRT)sonp1~7tqmBue(4Ku|8`ajxQ_Tq zTC6v>Q250zTSLEb9n8sW{-7AFdiWk=KXfhzr!7oA9?cMgY%U`Y*M;Tn(2`M_#M_*s znb(!Rd^L^o)X*nompuow6>iEON3xa%rICau-a=3-1pR4n%GYWbJG&X|qW0azb?B0K zx2eE~KBoabPHP2!jV|hqo;d4V{^O`?MC9euaQ!JtUL0D}Wj9rw`7Oci(I+b~P2B_< zlH=i`RS}C7H2#kJme$$m7CXb4T!l(eZ{#^M0K&K0I$RkGVG8fY^C!BV$3CB9H2>%b z$2K(uw3E=8rC68c{Q&sPmA4zI5xX8}?0{}= z$a&7fOZ~?MnS9Yf;<(Ac1mU`P!sQY2T0a=1ug^$=Amm ziJk%s6a1Co3_1DFow1`LLf*UD%oPT(9sA@mdJxC|8zO`Wi1YU6_lUJM$ndg>K=xgb zk-5UJ1ZK@i(*g+cpKQm&m#^A7h~GF=Os}a$mLJp=ROY_vWr%W({z*O*eWmf*&D1EP zNIvq{8XDgzuHxLBgGTrp0W$4Rqxf}d69+CVs(!wUY&flw<~IJrPFkWcc?cnO{+@2b z-kwQE+p~+(4>M&-7QKn<-xj3YZcgM}D3S7R*Xes8nQhYLc~N`ETS3&2&|w#;u&$vV#8}hK6{eci+%Obogc9DEZ!?6DXIp4vbH`}9BS@R1 z$jOw}S5D5uxx`XDg9E7RuX+OX(|HIBIuFfQ zK?5F=jv3IDfYbr)}%tb$q_=-y&6?2LhGVq0~x3AR5o(vv&1T%bbGGQ z0<@l~40o))I6EvR8#)u=Ui>;9#3e)S=c6jQtFMf*SwL<1(E_M9n}rF+UI7ZPoO5`h z5q>lB>U1@FRl>sT%4q-^or9Rs1QsONEEZdA4<}j?CqRRYFFP5&>vf6AXm+g%RFV2& z{UtDBEp7`le7v(4nzylm0gREIVLx~tIw^_)i7JmycT;=dDAqdr zhvuonl>itcjQ9{9Ns=MsJJ>C)u{uT^90;d3_oJ$-SIf&gTq)T7JKvQZb}-Ckh{(Ny zdc*2BI;l1eFc`G>Fg0ZwCN!~xVJ}vex1sIW-(FHin3eHjk(WNrX2>(A;)4-wnfH%! zQJVtM4vdMLw2U9;R)hx*g-qBf6ew=&vnRWSk#k!tlDg1c%9O{`vptJ22s@I3X4_dL zMoxAW&mSrmKfuD|yFAP~m_E!1rhah1YJ@#tV>GUxPEoj1Hy=i$^if6+mb$sHgZsw_ zLaX?(xV+_VY9VDbm`%rqw8$9Rx1Tp0(6e5j-%%cI~JezLiqsUaq zP{FjqMYDQqPoW@ONS?mQ`W$j$j6y(RE}^$e3ZG`w^=K4w3kC z))+C?y5as5*@g)Up1wkPdZE&Pd}B!)&48lXRJYok`dU`i)sJMl_FJ7jM}K0hj!8#s zTz@B%-Oemf3K-Rcm|&o6Jqq#<91oNEdC>zCXaQlPmhpPaL+y)+5lbkat8*V@#-6|N z@fT(+bGAn?HC_ACp4-1obVdLXeM%_M(x-e?_(d;*khy3`cij@ReS~p2OGX+8o*@BY zx)e#d-QjqJ9K=)-ioEe~te*PtUh1y&Dd@tDQr-pv3mrNiu281Wx;R5pXrRk|l};&^ zj~J$JHy{saqgVsltVy>$1#-I^Nitxz8jI5TwV0Kispl85fK3S=q0hkCKLBmV3^w}k zsPpp7_$g?;>3QYcFhY5O@n`RC4V6VKC=m`)r?^P%DLS-)gU4SICoP7Z`;Y=GngtvY7+f@7#xikY#+Kg_kF~ zcY0&8^iz7zexY~E#(EPj7N@j>unA@Y&#^(h4OrdpFzS!@E$uDYRk*bRGmG_y_m32g#$(zH@3yqP$HiiG z(ylz!ls&cn0d2UeBEERBm(9ksfoS0tsOS3vaIRV4Q0b$6nVk>D9bjymTw!CP0&=x1 zk*0}f&IeyX+aB9A$&WV4%mv!Oi-vLKp#;fgYw znwr0Xf(E9LS1}F-K?}3|8S+wX+ebILf*C!P)7PN1jcC*KQ%-NWJeSJ{3Be%h*$c{c zW=#%IJSG@D?R<)1z)r6gRfxE%P9R@{ZM+{7h(*thA%Z4?4&s%^I5vrx8nDH^g1Nk=$gXT}GoGloi&pF7Z+CZ;6Yy(2(<<6OZW{a8ULTELN zZeaTh)#in!LcFVfD8V^F(&xo<{x*9j)R&hBn9uH%GSZY$6VaR;rnhq8t(~EzvsFplj#xRKj{f zs?o7bWZ&LZ(C_TlyPpsXn~p=HnbDVMY6p4GA2?NQzOza(mo_rYY7g{9$Hn9ZD@cR3 z+8m1{A-=4gn_!MHqiNdDzZq5j8NCccnU ztSol&7knd#ii~9`&_-W46A8|czzl56x?9S8L9nqbtdA%LopA+1Fs<5Xx9`DBTnl&t zaS*L-hY5I*6|sKO_uK}yitJT<2RiOeUO8Da)dF>yD3R|s+mC6DbqiRum>0*ehYvZ} z;P2OkK9PdVqNXWmf~MA~LzP#(@46qNg0UgWB0aGWtOg57V9%69?-WC1P{zs28Pj6{ zS2oh7*&Z=6P$CIVTN}$?!0*FMErmyL4fJh+Lv-(E&WYLcA=+cTsrq23-(`q=J?TPN zAU`w6PP&&mmSw9qzWk$PznEF~ADJJ?08_WY61kFu!@AAkw>R;s(qThteLr;hvol#n zNCyF@uCq+LMGc zLyy2G?3&Xb-jXTtt|p`xmq=*3nSs6Pq)UAA?!5jw==(!w_Vsl8h0?WftWhoVN%X@H zcV5>dH=qtXoR7JMXh6C60?%dDzA83b9w>dDoyfz(OW5=RG$arGjWpkvYgC6W7R^^( zFV}B>)0duuH2db=aHmH~kY_PN1FrM5+3xZQ{T<5|nKG{z)kufUZ$)16?I^>^#RVx< zbD(W1b!~6BAuZ6Lnq~i5E7%O2FjAGKEPQja=G%q$*Y{jbo{cU>A+6qt86w_s&L;jF zA)Ixpo;lRfI?24AI@C_T>1YUd`^;@VuM@bj0?%gIJX{H4Qh32LrMRK>=q$(_zpJ;t zMGLtUkX!bQ-t#)*POG>87dn0{+&LW!V_Za1qifnPE8b9gFc_qkrpy;~v{{RbFys-Q zRv!P(46I%3;5Qe@PC8cbFTOLYCJ!h^xBloHZ?Pxzy4Z2Cy42hUXStbHALY(_+v{dC z9ZBmW$|b|0g))v=L%X(cbC^a=%2Bd!WBK*CpQGm*z2MKy${MCbngh7+ru`Wu&AZ8e zt(_Dl%W;d#3c?{0$IG8}iA8dqyna5xGs{bHl3iqr1*{}=qg-tYhb diff --git a/docs/source/parallel/figs/mec_simple.pdf b/docs/source/parallel/figs/mec_simple.pdf deleted file mode 100644 index 7adf01c52611fb9553b12faaa0e1fc7b125d3ae7..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@63B7j^ zFtiYm7D@=5_~`pSo^oB^b$#d8`N7_kHGB5lvu4(;weH!lXvr&b@o@{>VEKyLMWGA! zvIf6)-VkKsWpcH4xFIRY#G?jsvGaVvBt#JDF!3nbJ9&b@gu9cKCrBP-YADFF<;}ZXhNeEi1c!u3(UhCzHT$a5^9l zS1+&)$b(7vw?NL-#gkC)!6f+mw>s##z136KmrSO-1c8_UFO!Ifp!p5L0RHqN{8v9( zU{@PmkSCKVp(wA&#G~v?=b9c=i`mo@XF?yBD6nApaVflPg%)&B_LJ zL+tl^lnFxxySe_F7bZ`z7wETypd2185J4wyo?cc?OgvBRJv|7&QO$ikRO{b5Y+z!g7qwKWy!dchb z^5Z_`7k|J0!CXE@&|%2v!-o&7wCvWG3i+Zck>BxT8_`($?H8*?bMuZEeCfdHrqIgE znVnwP;c15NiV0em@vu}A6msDT(}j!IpIo?f`_=zad@aZHGh603Q26iKG_p$*W*$*3 z=3h8hT^RmuBN}k2tE=lRQi^dnUH`8ZX3sAb&PD|68%zBAX!#XCz~TAHKDxFFA2Lw4 z#Td{@){P~T*$bb=h6W!cyEGh9NHaTWo`(9%>`+Lf-=9Bo&BT8W-k;Ju>8hGrRX#tG z);wdYnmg=1|LUT7To8myD>&7K2QIBjq9|lmi!zT8Ryey%oF3f#d|->Z_8b>9F@xF5 zSb_To%#Un(2e-_*#o!ixo+n}UKn37^V%M(v0DM7RQXH-p({LNf6@jHjEy zAo%JehS>^N6E3+r!mvB5>HlJK>tJwo8e=uEH`5X{xwnaRYoR|!hcgD(FF?i4JR79W z1x~T=R)ZBMEq*4)y!>JpWIw%y&*P~(Ol;C}%{)NyoR;#O-%fd|+z8LU_bR*2`!tSJx^v26!W48@==z%Awe-K$fWE)4d-yCHbe!tY!u z47100tkYobSeuxPAvwj8^58Btqz7a#H1GT%X~*vJoOC7z4~gVqE-viv5=m}Q`uTs) zwb*HO4a#!@p7xcWF1hl}lsxwz%ror3jFHvvZv^kT9$+beyJg2%=W^eQ`DVNjS>=qn z6)rlJVV7P+YScx>9`KP zGHoudM>;K1XQaT5S|0yXy5`Ltk>DwxJWNjudWGkF%k(+!!*(-@qq)loj>JM1{2gcK zk01-U&T{^l!)|PT`AM@#;6cmC45a+{%n3KmShow4`KfD<`;vJg-q0lGG|_a7ZpS8+ zw`_3%&*i-RKRan2tt&|{7L-FU?_~lp6v3TN3rsU{K`V3_`{SL#|@ z+h1jp;UGRUa8x&FOIwq4MnvXdb<-O^(1YcgI6s9;_PMtF(femh`bq|*T6Bx&_@!v^HPRW3d5;u@T`ka39ZLSS|V{Bg^fhtXY(;h2W#g~eK* zpozV9?A$IMwU_Su(;rd1-KH5?se=DOXqmA8#&Zfe>L)Eu1Y#$~we zrfSAxP%Xz_6VF%THoY6>Ebi2@wJc!?fAEY`WQ7z8(gK1T;%gT&PKp<5XG-wcvx4Rm z`~(ieHXqzH7qn_0r4I-|iT67?wKheVo70bQ;%E0H*`u{6(6vm#d`kUW{%t z+cJ1BZ~sp80hVasWjmv!uB*uTV)X}10@+!`ybJz&H3q9><-g1*g^LQ_zu$nboST0R zUk$^^NFJ(8X853FCNTxQSjIl@O}NN;mrVn{dk>FIkns(gJlntOdOSjX>N#z3G!lH$ zmU*n{hl?d#Wp>A9;xI}JCw4L?)wZ~gPCO?FvJOl%HGY;}2D|5n`xz0;yb!b_(<1MB zekOBXH+LrK)Uv-SbEX=6rqh6@ZfNRr;USp`4xE}fL-zztxv*8?kxCjtsE0g>m<=V1 zpo84LwRh52!U|hR!nwm;5S(jK0wgrL0o;%l?f^cQ$foNAeh7N?ov;;1@ zo?}usy$j~%8EZMVTlSE+?fP8_D_qe6qQ|8L=Tp^m>~p@=*Rl#f-&KVrY;Ds4*?Ei9LZgckDhI5Mut4X4qsA2o<#fW;q$~m{WI_#zKze~i z;_4K4wh&*1Fxg;40-E~=m`lX0|JRdIUw>UuU~T|4#PJa~z$XiA=;xE-OFdb9W}#Y6 zEtCre?rcmzYsN&x+`8J>Ji6Kp!Ch|}ykr-kmYuVemRqLZqpxlm{XFDao1yGYlA!7h zB$=&jr6*Zwev5Cm`LZ_9P3MPCzg%(>fiy4r5R;;Z2*v`>isATH0U$_icVul*P8$KA zwK@m=%odq8_2BtNPjXnlOYPmq7?g-$PsD-e$`G@Oj@$jHW-|{T?n4w92yGA|$T6h# z1o>8fln5&2;sh8!hrmcsmBy#wir+p(F&r?Oq-VTA;@f3Tmb=wUW^?_UFmeWZ9bNRU zd#+Dr;(RiN^tR|^X#KqgeDG%n!0!vMYEykOrPk;*UIcF@5UDreHtn}@{v+e&+YKF! z2Tmt*cH3Z5E2Oq)+DYVb;!;z#fC(d|)lM zVIY!U3mvHmmsM z{=>%UfTYPG6xpmjcKf6bZ_mhxI3ABV8k+M7{C$L*c)MrUS*h~C$X6FgWx<9Mr5h|#Yr#?-qu*2(s3CGQtd286#oX^5eiQ;V7P1g^A!>yRP z-B$%Nm?n+R;3Le+9=IvGX<1zxCEkInIjpB6o5!8_Ltl11EdpLFHWUFA^q=z8sd=6o%LEIy@nQ?6)M z0-CZN_U?^Ad>LNlov3k=lr&M-gdAs%a6U3Ufl~5&CQx03_H6T>1zDh7D=IjVN%eHg`Fu1c};3Z+#K~E(&;?zoX zY3TIVyG+VytsdU8{SGO}9I_F}&20?Hq*Iz&9kT=A$6M7e@wHxEZxDJ7 zTQIY7$v#Y7lmykTBO)hUX#yM$IAjQspxPuQ?wJ6$!$vp;*35g%l~J8eSk<6*Ox?<4 z9i1ne{?=ObRVXT@{18PK)S}cpKXJ1z0o}5iC_zr4EP$^v`Eb}_r0U+RQ?}d%IG&VkW5h087+k4jqca%n_r(_gCQy5 z)>&ig>;V=o+JO}%`q1-t*YI1_O(%_J9%2*0P221N9P)%c`f#gS)AzeT--^D=sn~%p zVprLEQGjZep5%Pvi^0MP#$qv!YD;)qf&${tv&V;U5g-@`JRBG0`c`z&l)3j%_J~mY zPAC~Z{aJQ9fFtx+`g+UGuhLgS0N`GY;K4#NP0tLjbG=Hn3Dh4qBXc?#jT1+jvX!H5 zeJxAULS*hMXo{rzqLXJbcDl(bX4s2nk1kq^NZy6uh6h@(AY0s}mK|S2fW?+>5LP?D zf;%&jV7I%zi0ul-gkKg+)-$)XilU_vJFZ(vag4M`_Y`*N1VT~JJ3>X^DDU)zALP)R zKjOY}Z^C9ZgZ@e1uur$bCcuV-)wT-enz&)E_baAAvp|oJ-}oFyZA&jV3>*<$W3xaD zVM#l-;CinQrAs#=&0$|peKOx0nft#YOvd~w2k`%Y!qo$tosd~_5AttMqRJLr;RWxT@z8D90o4Kc(|bm(I@SPxip8uKOJnf3pMrPoGF9eA%~gK|2@E z>bo9xF#cU@_pH^-Awv(b%Wie^Z#uyZdBvb!wyn@nZ;PFg2`T$8K~O5&T4Lbg>%FtM zt@#86y_kIaFAhSNHA}yQhD`WZE8735mHGupgRuA|=70OZCR_mcxRQ}Z{eM07L>HCf z(ic$a4&0h&kf;5N19^OX6kvE?3-RX7#ed0=R;xRY^<0J;sp`#oxV~4A{5z-$_>~%@ zvoQNpYRJrw_D6p;VIUs_7+!Jqc!iv6Z&y z1QGsHmhZoFz)d_GcsTdK%&v3E>6%%OR3Z;C)z$yv=)ZVTyG(%G5SIlW_%dWi{9n-D z8_5UTylgp(??L=6faIkl|I$I1FXfonJ%VCoQ5hk*1LXgL@MXz*i|#ej;{zNvHa{|= z{&yTiSL9*+&&)6(NGT$vOqPG=dQasE$wYExp|#$YZ=iAo_rJJrU4Q409$PoP+N-w} z5*;1A?7h5yhc|=V3*$NZX*n;h1m4vJ=~100a`GXODx;jXHq_)!7lZZ~E>$++v6K@G z7WX(5(~mzWk#Y`+hO06xwqE-O4AGO{Jub0B{L_aMx?G%Wg#%tf9D{@z;q>%#fu8%> z`IxnDT`sDq>Af@KV!kqoHw+|IfXC5Z@+l-`qsIQVa=s(>rkk7yDtvjhH?_xjgi*nc zHRixYWIZ8qwoDiP_2%!9XQ@BYLq~oclhy@HOx#Bgdjs)P7PaW~W+A{~zpf6#jtl(o zK?%_f?IhJJ)^-w*^&a~8MFoB~qeoJqnS;vl~U&20sO_`2FtV}#= zSWWh~zL|gPduP7L%!7F1y7``{Iz)n<-si-j(l6`w+dO$U+*{3p0{+nkn4JW>aC&XW zO3GZ#u-<7AG_W{VxgcGzIqq}R)pUb&Mf?0e(|-H*nD|3?*g!sDV)ila9-O{Gf@WpA z0%P6-c~}*O6iQDL?j6u)z?!&}f%{7JU#z=a!Ypab?MPqZJG#wiWgQZil;~G=_V#h< zqc`d(al?8*o2Hgx-aa)(M^T(ZBLU#!Y%cAvipwxBT08vo%hMZ z&diAHwVR;J0X(U$1Ev)5p(1@W9~}^^u9n{~qBR2g9lDc)B{{`PC!Nv8WlY=c;_w%R zuduG6`yW%_zA38n702UmlKwI7*Cc~iiyg!)7zo5D(RiCLgV;t2fP>lf;~ zEEz{0f!|LX2SEf8r9+>L@E7K0X`#%XxRXJZQ8Ee=D-P+v+%*f-9{F>VpW z)~t$e=QveZc*2EysdtH=)_GKmJqJ$ga#VJ;r|KKF3tuCa0|IoX)-78;fcq4!4DX{R zty)t%Y$YrPS1y>SdPkvRLo6WOUda}Wi5eOoMD%Zcs#P;@>^C+kw+K@gDm!_8{kPQ^ zu`(5VDK0r=auu2d;>W+4Yd0=KeX_w_loI2cSGc7$Sl``rXLIDC1^7rTs*x}CpYlUK zJ=hR$ePde!Our$9ieJnpA)UJfu8qGGH0Y zv`Q{ERgaW97UxlT=9QKf(9dc0cqAq6R(%LSW!fX*^l?E^G3i(-eCmDOz3$|;obFyd zu9xLs2HwAWt?FDQP|Q3R>tRp}PWP&kT}b+4^IVrq>iQ!UC|zYy4#xgaJ(p2)+Bzz> zAdCKG>rXUn3Z}-MouakcD%_LyiQir{AAQrw10AsGG2?9g zzOa<@UX7lMUhwopR9=OCl*0230EsGdka(F+3ibJqR7Fs{DEyjmZw*L*8k1KQRR?t+ zR1{G}@w7wic}sJgisrSqBvj+$hnttNu!7K-YXTQ9XHE;Qm3wlVtKte>o&JDeC4|>@ zojD)05h&lOJ?8;{I!CyyBqpmM_-lhqgxxtTXD2J`vV?6A9OGU92% z4hj&C^8?`fSvSKcVwvK5>1$`3qFlyQHusgZ*<+%;tNmoTeUV%I`R19APDiCcVcK-L zq0GuO8K|u-J?%@Z#-Eo3L3;=(v7G2v_sP1KZm7QTrt^IE#kWC$9I--dbEh z7!ZQObcSTn=h5naauG<4sP>6Y^Zl*H>zLP^&EunE3JK`fp#x z`{0iuvqL0`8==lS0#w)D`vZJ#gEiC*o^z_!dek2^nHsPkW1+INZ+?5(`%M2`97Hc` zY z|B7U4W&dC(oOS-rM)X%qqH+CqN0G?6?j0ufziNd4_;w;l1L^6H$;+3vC~nOjvi1fy zr$j3Q)hdZ1rqEQhKzzjne)#@xbqN1a2OA-ISp#r9K$i39)b7TWov?E8AVb^b?p!kE zyR6HT=imnMIv7SAzZHJkJ$@<0UO$4xV!6Cjmj=>89SVvEKUVLclDl%;fNwd8 zEQc7+5AkPvKNUPba^%?mqr*wNKl|%I;cUR-$^G)K@t%ycH-q<*KEyp=Pfm=JqCn|R zoL!C!<+tJy zHYimtl@c-|UybVavS2rLdF}ao*}T4fuTs3l+@nuuMjOEeBi~29Vb^`gfsEsaiT7TP z+jSt*FQpX+`WsNwk4N|0_8h&4bb#iOo2fyEk%Go_wrnBy9KU%y%&vr~;68SQei9>1 z5ZAM|Kon=I=8X&S<`t*MM$tc9zml?E<+9+>Jq4=bp~ihXXJ4LJ=Q>+eYe)~Zf_0nx z81B%aLo0~Uid(^In0X@q?4(iGUyeCIm$;>)V`4;f5m+bc{z8X)o^8sFsg{;twiVAM zb8YLJb0wo3PxR?atPs$mP>isSfyD3yCmm{vFDC$YCT^3T*I*7(ZMnC_`a)UDKJdOS zCSHi+HzW?!ozg@z;7@aO!z)83vqWtTJ0l9++e*D*Ho6_QfaSJO*X7+ehP;RA9uXll zckJ?e`2i^k$05|@;t^JK24)hSZGDB7qjeF%7g1cd?kizz{v;nxuU|C_OEecYWFx)U zS_)Zy%-Ri9y69-sUXG*okDDjRqX?KOr|7nqxX^P2v-~>V(T9x)Q zh9!0=u8Er^9+-19z+{-E20ihTqs+U(DPP2NXcC)?2&MXSW@{;TsUR1O5z~e;BuC?w zPrvqddSs<(5wSMtWp>*NWGCjn^SEtx!;W}G)kPftk=7m%os!=Xnw?q~wpeeSx9Bma zC~adXlTEI8v*hkP;<=EM0B*HY)GBIvn%u|~>;69UsB`r^fk#nr)O^AOfgM}U! z<0`-VGqdrGYF7)!OQ@o-*S%nbb{l7=Gl$rW_QB6F|GST%}EV%wfgdJr!X1W%B>HT!6j3eVxO_qyqp(U5nN9k;VX&++gez( zsIaErEwD%y3F+u9CZSAB$lA#3wn_y&<*%Kt2m+}rsJEN4a9QtP+Gw?XO0NUEJsRuU zq%mpk2X8MmF^1An3Rbx08iC*K!s;ZiC%E)~w2$Fgi^-*&4XI4?h`nI7Xi4sLS|96Ra1Jd-!x=y+ES1-%&cn=280 zMtD3#(n*l?U;oYf=oONF>C5%MD435|v=BtTlP_rhC2TC8U4Te@4Y~8L#&!@o%e@+T;UA6B{ce~~rJ7xlJolPUfs2_b-x`qr*E@)rRjN5IO= z5c!vcNcjT9|6_Pm{$HU)7y+xCVMHBHwjq7U-CZvS91Rm0fa1r za7x&})X6;p)>}K4f0HTyZz(Li0L3JVc7w$NsxXi9S;n3be2W$p6NJ7n^6T$00 zieYdy*d9Y4XPM*RhCTOjyaU&eXr8d3=ghEuV{zN?Y=qf_Babg}yv3IrHkk&AK<1az zUP^tM6PaF4BNf#Rtb#MlK?IayEET5z3l}mTLq<&nzeZDc%yY!#sc5$+PB^Q^(JQg~#m{3uyjNlq zO1R$3`n=zY?$o+%zFNuwBi_!!!<}VVF0gGOiIEn+L#O5nJ1%1-iP#wYsr30k>BZ%H zp}(eA>xy>?I57J)w|;u>E&r*=uR^K8_uf1HaN+XQM#O3vlCp+#MHxuhp9lcS0kV!7 znKvX3#7A-!rja8crT5-;9HZ@daU2~o8skP-lR55D_rQ!Bs;2hz?ud$4knFkuv|tsO zg`#3?1)joLny+a?JvJ`;>?UCiXb`6{LQL;xNkG;pDFB9APKUio!v?wfnl_60W>R7Z z@&go#!%&ku)&Frmi%x-sUA=>$y3rRwbAyibX}70CWtE$-X~uCH+6lk}naN?6b3>Q& zD!P2qsMf@(r2FYiZW{I-=5TxJqZDBsShf(SB_oAIkkXybU0WJq#}ZEd6JU~ljv}*> z_xA0lX}(D<$Q9Zs+>8^^7THUz-E?Yi=GHjS6*PMc$*?LLf3I{^uwTNtq%V#)iKPp4 zmG@T2N#$ocb;`Ier=HOUKg7RsJ5E(&3VRJtIBSM1;{EAssw6_xX{L8cJo>sFl?r+{ zr$54)KK?AEe_^+W9DZ|Cg?4!4oA6BPkG0ESmPxBC`F=?rhkE?@}7A9g+t}I5b zw@z28FM<;gRrya7hV3NjRpB`%Q|T=pTbyF5&jnsUzL$WwBZ$+V#!Y-g8Wp^c&>py4 zkic$QRg8+UHi;DKV?ZHAOu^qii7W$Dg`7v0vnHfc?^)*zKXe?5@5`mkukBuOiXFIA z;1dv@&oZO1Q!Yi;$i_v{sQ4JG_#hX*39cil!DlP z83(sI8RC^_Cf>zO~Hy#k6X}u(|aF^)hirYD|ho zPxnOZiu#MWu$4B*q~^z(^>cbaU{1xuY@fH)x|X;+I2!hN(qT5X)z`eR+qIvr((phA^9IXV zCA`ZEy?5)fT)5mHN36j4pDCYjaHZ>qb6eRb0=8bh@EvvRwT%n{VUyHxM~Gq7G1 zJfAxnWFw#-bCo4^ckH3Pv{!bDdfe2ah<&_n`sl#gcdS~**W($O!gq1^^j;I^Hyd~C ze@uB*A>12&m~mSC+S?Vc^rs?)mTG;=-`KeU03v7WJQbNMz};k%U-Xb@6r?}T(VnLw zzG1vc{ID|(1Qjihi<$7=fS8S2``Ox46>I_BG#Ph8O>!0#D#e9%!U{Aop(x?WzGPBzj%;e=gS z10qnbvtk1*E;fN%a>%L)KK$AN7pjAwi&H_# zQnj&Sh;C$c%DYM|BAVLKx!4Z8x+yZe#d+Un@gwj$M%Z&>gQpD zmWa<@q2sBhP)L0_Ku`_Td{93cAD@qJS?kkmlLij#~Ck7O6 zLPPPfiIx8BDktCMb3#*OE%Z!HSXbwab*Uua5Bu`DKX}!5jNR*z-e{p?&#lSH4>&y? za(C9d*~9($6U|-pVE+3`2d_3d>R)j}$!$VZFXS`Bu$np>;W+QdYBTb4j$>a)yD(}7s$W|mPLp(k1`KFN30Nc;F2B1b zG;w{vQ|G4p(WXYE`Zc9F{5N7d24>DwlGl7Hdwcno?y{9o=C}hhC53^YGOIS2g*M(~ z3_Zfl#f>m^%$CFX^{R9VnaVM%&*^PBix*z1B4%6;c4#fyUW=uV5KV@ykb%s0Tc78s zI>L*L?0-5*c;M?lbL&o(R*yRJE6+r5&s3|%{d_K{>&+&ddGprWE1%~DV(tlNX+s}^ zQtlzFi@wQU`6sx}C*CwbX}~Mrferx4|F&ghbomx}4C34LLU&S#}tHE#HYG!#j z;h~LquNTm5R+FfLee+E8-mepyNru<$x`-K5iR8bSw0;gk0O%`K_1B5o|M_!iEyU`< zx2nHR#9|3CC(rJX9p>*tx+kcNiHAM)w#0RCT)3t}QebLBv@+v;Ueg^*d|MSNj@%o5 zn=~n;N}~VyujtqfO1x=;>Llx~e2^n40xV#12w~ne7(VBtGn><~D zvZJ)XenZ6yZw>pdSxtxw_DSm(s=P3tkbLYx+%s?+qqOe&4j}Ht{a9^!%g}8=2LaJ! z{B&uoUZMI{ZIggmtju7+(Bb#2n-&)sI^Bq8RurUv=Xt8a0oaKev# z3{(mZgK}+kWTY)EH|)$j%<-WXtQJ!CUiWg$a!1~HhQeR8bK73Z zRbrLn@Fr0d9&!C{lVn5VlUF&o8mXMnO!etrGlHIhO6VMJay3kKY)~>rje}{&S7o0 zSom7L1_{5joTePA*d-5pMym4BZqy2w72gMoO|Y=5xq|#Be`z(Q5T%2dW`u2a1HR2( z)y-Edbrt5zH_kVh|CdsOLA{;$Ogoi4B$H=Wb;cW#?#m_TFDRb#r2?f>X;zB@p_#f`A|E|i*`;5SAR@VO%J+DgG^qV1c}`=-m{;ucKVhSumu3F zC$L$O{j(mqZ@$*mLtx|YYCLmTQy7C#yxgJ8!BJq%lm$CYq5aD*)eoIRKI6T-hh8IQet2A20+z9kY=5HThyxL zt)N|x{@qW$qA4b2J-qw9QQmwzq7tgpW#d!Az6QHGL&WL=E+S<|!`&-V%x(?<5s7N#luADcY)zYVDyFLu z$SptG`t?p6Eo}RLBin}a66K3z>Ci9NACXU_-7R5o!e>R2pR_^69xnFE8A!gPP1=8& zVv{{u6U}C5la%nu4mQ^VC{s?*ZCnvJ*l_46mjme}s5x`jG*MGZ*iAO7mV zFAoe1CFSgf1=;rYH-8`LDloZ;112)kM}-h>E8>Uk3(lWL__?hEy{G&^$!$1yRi2btHhkh74oF6;zB2X^j zbvGr6bC2$IU7BLnKKW$W&!Rq5WPj$AnXdCCh1fyGtFyLsepN>}h<=%_z;7al`fV$F zp_xyAHz+jogPmi~bY@HM`yk8W==ai@2AzJ^Zo70z8r~=*IfpZQ68YJ#W1g+us}u_x0E5C1(D# zNco7%rWxU*V$PNT0C0UX)?siK24PsDKQ%x9IM8C@v{6-c95Z;kfG|+%sJzAb6S;0Edc%Ky|uk+ zf=Vx`nhx@2>C6+?gsWbKG!rY}{1-N73JLmE#*RjyGO=<_K8fGEyZd#5L#wB7z(p1h zz&a3)mY*&!Ki#O#nluf`iS(vPsxiG^4u{^G3$}1*ALr5!i72}AB`G^%eaMt88#v7C zjM#7qZ*Jz)#i7Xi#6AG?=Wpm5ODw?qrS2i@n&4pOzzZX*sPTwMQpnX(JEOhUA000| zIj6ndkqIq0&SfL{l)0)GQUYrg8WZW2UJou~J}Zwky&RZt>~FvKTXz>;n-`n;RPjwj z?J6;=Hu9hasNgp#SHKesjUVm_AlyVsy%0xgNtQ+U=neyI$Y zJnS>_(?B`mo*ny&j$H|>o+z#P=f;D=nQRsNmv_^>bH|xoQ>(@dHqFMD#JOni+Bjy_ z4@7w11YJZ^ZIG(fRtfa`Q6sLEPqRbRe#mpUF(`9-*02PPw>R|*&6$KE?yan zj&{xim%I<=ly^3m^kHUjQ6_ zjA3Z{i|MK%IQ$v2q_=-@Sid3#IcdNBX3|S1WyjU7s|$*A`ruH8nT0nMDmiNn2cdjB z`_*ShZ^!F3O5_5Mj_V>fe@@AbiVG%>xOKH*PBjkHx8Chh$y}9W!P>XU4g3>gS>{)*euF zgKHeNBAcvgbUHP<79p&df6;FyFqxgf>T0LAX#?pl^ac2~eiP>`g+Gd8? zKc1ZhCaT-Vi$w&Uf12*0)*Z6@tq-?)DC(Qi$^|E5 zcFBD}yJ0zmI3={W%yUdqgZnMJ2($kZ946bm$@O{8uZ?S8uRyenn;Ok2{=BJy+S)UZigc#4WcsB#cVebUQ)eu@O)&)!rviY;YJLy8@}TNn8@r7q;7LM;uh^7;wzL;U zhFAG$=}Ezu4PD{5(6{PY#cz%y>n)5;X?xD`8R?OEsV0U)y6XtPHvW)lL%Bpl7$2{f z$wzy-lzo*nZ?w3WGQS~ZgtTcOw_%0*ZW-HbU9Q2KkqvNVe@@6o&_wxFeTR@m0Ea_@ zd&}j-)O<=-qKfJKN6db-{9h8;&=)jaj}=n13FiW{ML7snRjHu+1xYOuJl7|e0(mCG7~FYxO2kh&9xYX$znWA7{HE7qZ6hy?hzbQa zNq`bqyee5kOl0X-bUORxB5&MQ>GMQ7>?Lh_h1;`c^XBF}e`4I1U*+%|S7P|!mT^aX z<;)`gJo9bPO?43IXZ-?$w4a0w%sDY@*f?f(Lx60Y`}Qakr&-^(3VX1^?6$>=N^PE_ zXE`TFQ(kK;2le}n>O)TLsBvvE(h1oYyp;TB`KFAZYhT#M9F>xF>b1a{O?j>I?S1Ta zsd5-wF#)-jv~8fmMu3A!bp^;=w>GnPfqC;gX&-zX)GkP-DOTz~X@$(Ei|i6Hrf9b+ z%OPv3wW3RBnK79Qx2WJAb)Dy81HMn?AF|KOFh5$~yH@aH90?)97BBjI2%D#$3F}$A-7DssY*b%ssz*^bZioy zvQmw6EU95;XAJX=l=cf(g=kI!*v$>5I&g|{N-E;C2ef>ATyZ=P%5D3!ibvg1YU2U0 zI171h5X~lfvarS={ox^;>cFt=sxg^IyY6lD#ls`&ajHIwp2#0QL_AnMar7;^B`X^qBg7Q|&hmh`-Q3{Y?dw@biE7}!@pf%QiR<*ne{Cl z^-$JH6exJbAE(aTl`W{kEb_uwQypci3X^b|s%4?6^SY^a23K}Npb9%yBb+y3j(eCS7N6V2KcXTzdc_04NtK3Q%`JN|lyH>M%I0rDH-%EQz*Y zi_@{}$8`A!edEYVGleAWxst+R<79`9hmamGkn!i>ZD?Sb@&WVlX6xHz2pK*2IJh|pBF81A)zErdn|zmtnUy7) zEk;pSf*f93z1y>3`D{D$M3cfuaMzqwqFPBxgECgRo>rK zjV!$Nq#9j=62Q@4KDODsJ)K;M9b%KBp8uj%Oa4L3QQ|4T!HRZxUiHBk?2)5%k{gFW z$rV_U8C2p%bIdS;(|lT=UdGJxB?SL)h_T`xeC`Uq9TB9bxfMWGCVI*#~xGR7f+;h+%Oh@JX_vGRt5EyS>j|()^=xg zol==nxDoNJhh}WG^?6SE7`KEg%;8Jy`@q7@%8R~RERnaYc{ohM0q#?cd)Lcsg~K_q z6VLAUbOBtX7L~5|>{9kUuPsfO8JgM@71k+Jf-iPaaC>QuM++DV2)jz=Pa92)jO!Jr zsk@6;A8Iz+|KMT=fS@s88%0E-P>#J>k1?k5-EHfnKyEqAEFqm)&>h!$A<%58#`wm^ zvI=h-!@Ao0aK^q&M)and@r|ZsiFEVC=*{R7;VThj$z~PXYC(+ZPO)9RdU^Hg3ak4h z^J@2&3;gbTy`YG1Dyen@c_>-N^Lmf_6B2YQ&u9nw&M%V`a-d>xnBwMkR^aEvmp5Yg z`h~>qHVkn{i}VVEw3+ivCBN#o5vF7By6oo5%FC-pwi-iG6Kh#c$pxNVnBr(gZt-WK zd!<0W@n+Wcs#*sN(!AHak8@Wx@uB+7&5p(nz6-3b0v=t)skSGD0mX(9geQoisOSwS zb*LnUNlOgtlXPA(h#b9zHRV-I+Ka^v>-Qt?<~GF~OT^N;_`b&tt~Hv;7`NSXvgV@P z&N?SoP75=Ds-l^Ttk7#M?yR~ka*p=PT#oDa@g~z8Q0yG>hs_ORd`Jm&%jF zpM;N7?UVIMA3sQ+s)^^U-qTng`BtE;&0Kbb=0-lo&~?Ey#YT!z0lgP_sLaErA1I<2 zG-aTO722{7>S@Wxqg_%xP6q)-Z!nrI`=_2$ALhuMuH}E^mxd)UIG3&RSMSm!#V0aA z8@cIc=@Olf9#B~x7oLSZXYY~p1`=9iemFs8vJ6S|5a%BLkfnK4L*rSE)F(BUYG~Q* zVf6+K03v!(!D>RQEa(5k?lGyG5VTL=Wqh2 z!g#<${W_IL$qa`8N8+^Jz&n3?fCMLo{2o!nts%awk#cRmF=ZXbJTBv6IU!zUc7Y0) z%Z(se#_0?%;Z#j7N9Lxj=hjZ>;veEUybyXSTWaGIy>dHDR#&|XANR(-{pfLNIj$)& z>qp$w{vvtE#>2NA-C#up%6w}P){24Y&t219QTkY9J{zs_X1vW{#gvvrnZ<>?ME)5o zTzR4L2xgGhGYQP;NSUuu#;;P|vJi&VaU34WbvLg`V?S)S?$w1w506oE+fhUf=h!FK z-i2^=)feS9?u#Hh6Ov1kr)5 zo#5>lX50rSzk6K-ac%N~@uNIcoog(NxLN(pr_yY~xbu}<(?f%3+G~zgi0DsFc1cPM z`QOo|Ag7O;xs2Ms8PQSi-6qzmDI6Ay*oWSLrk&`J{-C^n}y#UEg=E`QMb@wLM2^Nnux+@^c+xH@AYR9LZZOJ<9u z4eLQE|K!xgs5Ga=wV$8O#y3@`zBP8tCf_h3EORk=iMqLUxYa9WA0%K&_4kaxO%L zQH5WvAMW0ovoOokytfOZ^~$g6leB7%mu%hYFv%^f;62nkK?IJ?jIuvr+1ZgYtCv%F z2;80XS>XEhO>Dnyg(sItt)0c*M(l<}*8C?{{Q{UWC~{M1q2FjMR{H5t>!`AAzCQIQ zO~xyb8Z$$-q7NS<%dVQV@aJvkFP43x;_KJx&FeQ%FLV>Ef98wUhRZ>Qe?At+C>{eR zE>v7EjwqlpE!&z+&{hr@`;h=IG}HI@;+ReXD{~kRYe}Y((AX4KC9^jah}RlJLTZxw zD2W9^X+MzYbd!h|$AfR69eDf(J6k{BcssuQDN({{__|bQqt{_~_I=m{s8Kvjmf$7I zOfGfTZ|d#M*~YSSrV2BeQVH12ePZ__{~zqVXIPWl);7A=S~gTHpdekPccn@f5$Pbk zhAO>>Cf$ap2uKM%fYMv2A%qC1NDEDAp#+c;T1Zfk-agkddBVH*`(EeI`ObBnbH2af znQhE5?s1PX=A2lCH@5ESjJag$*ox|Z%{<4eNmRZ{;IP}rzi~T=$VpJACw}48I4zRk zuQD=^su+y_Hv%lvN;|ti`sI8Sg5L- z%q_9bSm+cDf$l^|99~W%-goSBKFcu5Ie&go9eL~Kx}vjFOFWb}Kha>Ml=xXR=HP35 z+lcji+_@K>^x+S_$`5E23AE^morm~d;~Ns~Rc^dNJEp^1J@mx1w8JTXS=;RvgT;$u zxhF)YOUWMwKONgJ++Q473vlUQz7yVbln?i=(t zW+0V?ewSwP{hbr}{cZs|qqn*_J&Tg|_f7YdBqKJ(4qp))hX&$R+N`(FC#)~*nMKpA zbk+WdM_^OwV4`-qErnP?HmW}8<;Q{t(S-*NMzoIbb|}V=A0*#RcpnQtQ+He-GasX^ zlg(*;Eug3EuYTvMu>=WipN_F2`&_O0_N6`1hh;iRC23z6B$=#sGZm6?jW#gY0Pn>vkvR*HA z>%3`R7V%~Q<1v5LZ@*TM=}_kP#?R2hZSVHscUZG+!xi!|XZ#=Br;nVlxdfaM4nD0C zNpmE5g1<<qWze3mi<1mz{{8Ck0S@0S^xOI7-l}B5W6LzybIg<80nYs zDQ+RL!m~p5+2;M{0mYtAr>5f(CM8Py0|h6`n;$O@jA4~OdWntC>$&}0m0HR6|065o zpW2QjX_(%ZXlfM<)LBxxr8v36C;{H6c6V?z{Vj%%TCVZjFK>H7CC3~u=KPDrwH%yK zJDJ~76TEDF-fzaRTCr{Z(!hzkr~c0Rc-c^qg)kP{?Y1k1%HFOIU5>O7WIS0h3m<~} zs{Y+LuQb?gvauZ})3veX)z3(}Lr1!bg$T~Ag{k;oJzn4KIbOjUy>GP|gg5&jqbhwv zkYn6&?c9NskGvvbO)*#UpPPOfq~qMxe3;DEX{AH%npDK0Zfe))a4SwJ5`7Fwq=3RlCvxHZGZlw74sR7ew&OwA3|24NHk4+ zBvK(=3z{0Ddh5`#A!r?qyX4@$Gn=-8YJbq^3%1Qo3d_CgU7JzKJKJT>X!jldRK31TpESbyzC9C(tP9n_Q#iyVgB+>hW;Hf)o` z=?Fi<_97#m($GF1ubP5g^^;1=-huxe0%Dc(3EB2l@KwzHMvNPKXK_Ht{PTE0!@aO= z_C&|z1|q+@V{cnr{NfF{(Y7A@WV4%JbZW9|=2oXk)q~^Lu97haubng(q!;p_fGwal z-X~cmlKV0Z`>G?A_sa|fbX9Gchf{TpOW8a)pdo=Fj_ zId-j`M^(b2=FdyI&i<1R{bozD?}vAA^|bL)ILBBXw`zS1vk%jBPs5^YepPPAbbY_7 zV9O`z;a^c+alE&e5lW~`WT&IFg{zR2|4Td5cX*KdYZv%xp<89nm&)ah<`6GqP~uf{ zB6Jq&obXoLtb6#Imv4PwqK*@Po*KI+Uqa$W9js5McfLI7-t$(2*X3HZdh0JvmSUc3 z&Fkg04@0QEXAIP1ck_#wH*(`!p|zJE(XPJFFyU)U^E*TSC+Sj=W-<0*Uzv$e zR$1D$hUyA$ZAZxjnM`E$HeZfr?(i+co|+v$c_YC>m+>cM$0~?&Aqv~e^jBW?$<ZdD!ztAm=fmU~^Zz*nXy7#mnH!FymP?WG>JA zkHBcG0;2Nw1r_>NByi_4fGL3ddcuFrcj?yfn+ell8T0eIJa-dhR*E`)&gGcocsm&A z%QvbsJ;^IeDP`yA6#6`VcFw6V$+v>d@t0aaYVRuHHnm+kI$4SrN@bXezPYB0`jrh; zC)8y2IASg1+dPcd-y~&7I&Rt;WL9{;SiNtW1QoIj|Cn@g!HmX&?y^$CU8Dd`Zu?c= zMWNi?UlTVRrLoMK6nw9hr>3F%y~xl_^s4#uS3PqhkAGi9R3TkOWPrFjwN@v_i4d>N zAL6PF{RG@pHwBg(K*&P~&79o}*LI?+8~1Gp)fQI&PY77_$?vr&ksL$<-)5rXDD5;-zIr5KPs;3D*N-&w zs($5n5!&1KDpJ7J>sS)f?iPaQe||Y&d1fe`_BEnpRz_p8V@4eQz<_AVs^&r}du+TR z?XrIkxQw_ccY=P&c37$&jf^aZ5a2aWXClz!6I0h{N#5Intih6en-(|hFCM*=t_9pn zs+RX1h@=!z7J!@0WA?B9IKl-=0dE^T6dAK~q%#odwoMKgrFrw{(|F>P>(e`5bdTJM z&(>^T3LTP(dwz@5{tF!hu9EbU&JU( zxXT06W_baEA6U9yQhR}gB@hz4KC3sj>|ktEDC8X1Pj8mftZ0`42>lT^aLW+y`qOtY zsLh&d%w3x}bcg;IQC{P7QHHpVr_)Db45tm1G%0H*Goj!za5rPOAIQfK@h}^F<|>{D z%LPa3)$%{WxJTat7H&=24@Z57t4Ct!>#>+|=-IV^;U0@labs^|J!C#@|MP9BwHx(a zdl;0yqyM+VNsv|1PcEPJD!)JU8KMq9tPB}llP?lvdJh*om<(Uw*+T1!1>l)k;8mOf z?t)24sjuz~B{6C*esU^&%dilPw!Amv^&#i!<|mZJpIQW)hBc zQbKwrCG9TPt)fK7>|L)hgU!tC%#2H`T-og?@eduzB$nZ5ah^0u!HievXug_TtgbFn zx^FCHOJ!E0;%92Fml%|d_BnI8lzj2eG1Vk|It$pSNgUa%EjZbge@2Tz{nQc5 z+N|8^_j%1(e!1`cq-AMic^JFxXiT@-aQBB;e zQRZ0X5^b9bWudI`97#J03}DEyja!qmmKJM6q73P+l1;)G?7Qry-BPNYfVNK?1~6WH zO99e@iFG7znCD`d7Kj->-dfkCaOf+Xr7QJ0<$ke2W~ym~_*CvWTZvr(t$Yivxbc_U z@gG~%9$oTwjhPT(Iw4f=C;%OyAXqgC4@C38jwq9sUVg(hpJ){w94v0h_fE!%F5el& z;!m(1x%R<~p0@?3$<5L!!7RfTazPzuMC%jSgDn}^{M2yPaYBq50GtnGz-i^%eAwct zDJrSDbzyC7^r^Jv4r}Bx-4k&m-8nGg$}={ZCf5&i7-jUn_>j^m3c`{`+Uhd!@Z{_| zf^oO6(vY!V^7<^pk&7=YlqS60$dcHV9_AoX8wEp7v%Xr z=Q9qs{4_g1w^JT^%b%?#yXp0HTa*2fP%)#ehfkLOayQmdKK9S`X0_XgZ@c8}a3Mm; zhQA`5;Cmz*^$QA_6+U+s_HV2F7TyR{vNtNu0f}(d$;?T(1T!?#g9)cwSWr<}(Ictu!tpczsVgbB4HBA37nl zn}{nRTXw{Q3PeUe-?4%>vsFb1$l5#i``QxqV}@x<+aC5UH<22($C2|*oTfv}{hk}| z-NAv961(?=ncK9Jmea<0CUt8kqQ|OBsLLUp(e$-KbXXzWBO@%+0Aq@g01bARicqy` zcRd&nVZ3R;fOz8dE~%t{H^Q$~3sXYZ^3NTFvn1njG=Rmy?-?$&dC!ZKZv2>e%nUL> zay3U{YxPD)1I6qPoiO!p_w*YpnQu^qKt$FG5trS}b<&|7#!k6lYN$Ksq*46BIYj1t z?#&=ucE$UwLtq7d$!dLphch8Y;+vMk_F!|=fnoZh^wwDyYEAx2_hD;Po%Y2X3C-JP zt)h$gj%DN+xU3@6vZy;bUGg*Q--^IMA{wc>$Tmp6cs*v44)2)=IoFMeV{lyio*dp? zH~e!G(p`v^G1f&kI$djbmwXzzp96vhbvDgz2p>FmTo}HSD&6C`^`1~;-s$+&w6P&! zP8~m?PGk6Wwj`!O#Pil`jY*E^?l|A>R+Sd6b|VX|(s8#zbE&DMcw;MsNvau+Ate!W zy1C_9)VZ~mBt5~AdHx8E@6q8;T8zs=JyHk39`f{Eld++RULH9>(QR8~9ES=iBBI zG(J_^mnZ8#Angnrc&io9YOWT5t5Q#+`T&tGfsQ|(kbSF>F!bK$)6$@^*1(z6j3SXd zyYRH8yM{~&gn)56+9f~#>MjO47xzj%S&rnWRy`^im;L90KTT%s{+{Rue^U0#Q4h!X zM-dy!2)TNqW=;#4pOB9pWa)_^uo2Xy+b4r6JqVt=Lo|!WN5k-jPO%-88na@CEe}MV z`uDpMpknYtKD*@LX7SxYbdd!DrOvN4>CUz0>KCb;=1vF7^evhle*QU~%g?^#xOqJ+ z9^Rf^l##UCBUfzJA$xTH9s&?vrNMZKiu4o68=Kbium2!E^k- zrf1KJoSu;1Jp6=tAn^}1M}qt>C~!}JujvN6|d31 z1!$V!y8N0ZC~+*XWq9Zw{BvU-*sm<46-Es~wVru?;TJe^lK`!{5Uho2Q&EXPi%VYH z+P&Z()b@mT9OZ0-;KS@U^d7YD>TfuBUI;iTuK=kl(hA$sM)*#5GLHDRD2J@%rVd)T z7Zg^QRjk8k3}{Q{eJ`5JwAWrM6aNL@yBanUHX5BAu_L;0hr_;s5ky2l?uil!huxKJ zKiZvj_jTiPbB(ky#!qQBarK*M6QXXK{Xf9%O5*I9x=47gY)n1kKC%U7YRSUyD#10Q z5S9^*F4O*FLuc2&$I)C)ZCLbct$}(V^Q#0)XUoyevXKpRoBv%1rqE1D(9dA3(@vL& zx#%P6K`=LU2)s}`Xk!uC-2}O3j=9$9Kse|Le~EtQo#(0$K(m9{Od4*PlZL+=kxdpp zWpCzfGPHVzFWi(6*4QrM(Nb0Sx7#s^A~_F-U!M9+aOtHY-2#WT^ZOHG!rsvZVJRAo zEw4>}0TEIW6Ov-Gf1~oiwo1aCFz(1zw41|r(1gh#Zc`m zJeONTgSiItkqy1_s+{eAmHcp1vts zb>BZ3%}LMDxfV%h8U)HBjQJhnr9HBZ>E(V}cr#axE3P4n;=H2Z#hHw_;=?)gli|O! z6cy}bkTpP}oKQtz?laU6-iFER0ekrub?`8_gYu zg=QRz#2<+|OKUwZlhNlI`%L|}m`(seBdh?t&zU&X5+fdaoeFcT;FEQsb*U6qx>=EJ zfbm1B7?ewCEWQNM(iEJ~`FGp8Z)BoS%eQ%JqRZODFD0;j{32IHowqI5`>7cnngazk zZsD%yZ`4-qb%S3$7O};j?flav%j|S(T66yco`5O?gk$N5tj%v4PXc9z zVyxj%r0|i@SD6Ed{**(I6%Ldj?<%kg*7l3}T9iLrq(r3`t%OP`oQe4q<=qzWGiS;x zdKPzqXxZ{}@)=jkUFDOMw^bf9+l*4KEYnj+7X1(0r!*iY|M2(%@HpF5l@y6<|7R)x zuUJZ!s6O(%w6t{0Sag46*F*IIc)zYsOmaCkY!}k$(>R3h>lhrHv6J_><`ThWxbVrDKU2Q_Xavo&08h%~aZ zltUUwN@g&qNFA5W8aOkT>C3cHX_$kbSsq&`?YJ7Cs+C-;GUm4IXT91XYx6_r^0N2Y z*zFm}CkFCsiZ_nDV27wI)F?o~W1>cgSXYQlQi&W*GfzRryMN*BdFD3nSQC|Lk6&rP zf3R$@W!qRnCFO-Cm=6plbZ$He^}he}@oA5e16LJ9+ZA#kc#*Uvn+CXvISyD;hIx7L zc^J+tPya<$eXond1vt!LAiktHK$;d`8zwy-!S|GliA!lPYHHM|XZWw|h_xcvD_inA zf;yy$rWafI-Nc=sMllX>(*V-ms@t zZS@djvaeT7jT)?Fj15rL*tl^~351_BBO0#VkmEwIHx1Wz81orV>6cu})DReSi&Z15 zsKiwg2+n-zUWGKl{p3${9Owp*fJO^Va$#TNrtQ z9>jP?V=uSJSnBKGEZJ5JZ%maGW4&AYT*TD}_=oZzm^iP3Tb(!pc^p&CS%1D;+T%5T zW4NI?z{4uwQFtSz)#bgsuji?Qk%Ci^tLZ&-|CHQ9ORhY6p3gwY%C zjt6A&`6q~HTNFch#!fd|`e+}-I@RElt4(*@R5owD?u#k=K~red^~qvHr!FZNocI1+ z$stwE8(L8y{X%~9Fs#Tz*tHvHad=A~GS;8i2#0A#HArR!>q3(HzV z2feVa+E%k3TuuR2Jr0Z2EKuJoc`QtJ^fG@AzA#PW+x>xXe9-m@W`AZYS^DF--#Ad0 zO~S1SVTdbidZ)L&EPUxN6tvfbXW->{^qs0ciTZk`0DCiB5qG_=vM?W4?ewVYtD=Rs zPlg!%)6Mz5)Y4aP6Mf5IcJR+8+2@N-r>4C4MN_5hHq+ZUBW{pmZR=3-J_gtc#orZq!JCOj!--#L@a`&1qL`$ zA5(;@NlGwP8z3b&42eNp2E=Pk&lg#M=?+l3L0F#nFRv$4wv6x9*`sd{M*)0c*YE1$ z2}*kHHXzIr9+4w2)eH**q=blhoXbR!;~&6|!QQoBIFhJqqP(bQbu!-LNGXV-7O$== z9odon>j1q9V^OVt{C^hm|Eq;ai9&X>b8=?t#&1#g|7N1|6F*iVW1dZ5q}kj*?<=b` zTWquS-F58X7qWR{Z*5k2ibx*7?SFbjnJzXxHipd5=EFAm}y zz1T;%uqmT)uDJ2S&m^UdFaB)r9G|s);E)Gi4IdT#IaJkOByK0DF(QOU*7>`ZjK;KH&I&!Wq^{@kn_f>t z5OA?I7u@?HZkVAY*-pPY%U2hebTzx59nUgq70Cc9yZ$Qw-P6S;ICL3uT?=`_b|ogl z&=96;dhdpmVBq=^q|@xngTD467)K)3L(eQ(TYE_|3>P`7eAXrJLFy|X>TND}`SGky z&;H{3R{a?TH^*$yy}C@t+kj+=c-xroOv@x_eK6RSsfa7agE{TPk8EHw_BrYuD!e zk;Dsqe07PAd64gE?#rvLhHT1^52h6@PFhZDesi&C_z;>jLzVph0Q>?o(Lug763mAv^rx`4-&kL_UN67T~0S zkO+iJWAcsuBFHM!lq5r=5dq^jb6put$wUjT@rs+&>Jl|ZjSL|L_Lk1D^iIZ_B%_!z z2T0J0>WE0OTR+`Gp)S7u60tlD13&5gm;MOzE?~A<7kI zrlv`?IyZIM!0Y8juJjK3O_!%7x%xpgaw86<#g8_%6zo1qTdj87qeYH(mz*{|he4R@ z@4c0^3#Lw3L`U#>Vw|8lHC{<&uh&X^h4|A&?kocv0OY{*kSM460{4~SYNXt1HLutf2i~ku49|sw7cMk z+;S^JOO*@?$n!Zl_|;MwtWUDt3=7p<;Ck3xvaDI_)y@xM=oi#v$3mb1Dt|? z#!zgrA4s*1P!fxcKLl6XZ7QBgn3Vt8^JJv$+s9?>t*F!Zj7J!bL=qV%$>&LmvHkCpN@CmGwHFwX=Cb#Z z$1nI(m@|?L-O3PGFBUeI%X|Sp8Z92nzR78Q0Hca!n`@@)!dVy)Q)rAROR%H@Qr@n4 zLCk)h-c}x!u1=Ur@F@oa*mi|Q4jA8d)t%6F_Q)narW8TN>A|sse#SXBy64z-8k{Ys z8Flt=7>7nNR0x1UxcQsM<~*Ii6HOnr6uJU(wa6BO%$D3|MxWMEk!r@g4Z{;>Vm+FKaEwDk63vWnNJuRc&Ln9Hqzi$ z2rRKt0kS4HkMu--mD^Dtg6AMYIz6a~LBe+enA#GUkC<5!NoMIq76q>T+#y?GQ9H$KQh@F%KyT@m2Rlojf^K+w`76^;`ex!>dNsJgY zoCY&qbl-9u6s~;th|b@pkR)0^Q6au$%=IIy*&wfm9fB8g_m6zi7-0#tziPGK-tmm0zVFv3RiKWT2(K3YD z;3GsiDHWl>^tSW#1{r87qd+i_na#@NVis9~X0d2qgK2|MbzbJ`OMd~ye({Ygh zaOLvvuT9V_oJK1Dd%oUEOhkn^r0BG;G=P?Xc|JdO9UgNRYvJRGF8gB>)7Benb+{_n zsDx0z_`BQNk3Lk~J_lnbsJ3k8VHd}O=Y>NHZ7|i?solIcq@izH-@U4bSN+^A{_B(B zv_z&$jDRExsAj)O_r(|p;4=NsYu+W#)~oh*?oix|bk|&LwP(aOFduDN^4jDGtSK+Z z1AKD>7Uwv5dhH_V>r)wAZ=T{+W%Mc&gGc3VP^LWcXPlYJbq`peFB&TE>K4?^Ch5PS zoE{7G*L@u9#p0~O*C>kXxmJ5@gfMt_bmyX-epYW^=vve5WU^QvJ|oSOsEPawqxaM+ zA>`x<-fNT{ol*HMoLFt-TD64^ct4JYJh_lNB&nR&M0TcMmTletyf5~QJcaC2zXh}R zAraq0UjC^IbvmR*dc@H0_h`w#%ih0w5)TL|Xp8 z9-ll-mb(0RSV|hOY8oW@FGrNt=JS4!U&Bmh}HqlTp|1LZl^r%K3AbJ&E#(x zOSSTXKr_$lzxV1#C~tsz;hN|uqdI#X-OmF}s_OAIEN5x_7}hz zT~#1UY|@ClD>_Kd>7f9=WwwzalwrJESZjJ`F4lARB;gYk>086!LZ5ES$HxA2z%pB5 zP)6*;yw@@cgYFZ{sF<~MK(gkiNU)&Gi*Oj7qoq-Q=YFtOjm(uA9DJCxD|qk_#6kY{ z9m$|#)sd)P6P{EF?$Pa=9=o~z@{$ctZ8lx-LLv)*LOkRr2|-o>*RvvNqCkfTMt#!# zELX>-(hHt{D<#Z!*7p@K55Z%AVzbJHYEg;#6%~n8eYXSS_NLEyw9&t|qlYn*HGcYD1tbq*HbOe62ybG966jpHzkmT^0-wO%xL~BiYNQ5Vw9&n7U2cy+> zO*`2+A0=G+_UyDng@(6wW6 zju?g{i}$Slw5`Py(DURVsbjOA$IG{_9MEi67f_533i~wF7Q~k(mG;#ClVp9IPy|^X zSE(r4GdnQ%2f=@uXI4Tdh<#(u8Wn9N6dZ8f+X(=c_Yov1Ip$(lYsa?Xa_iNS4YEMf9e(Q6IxN(+M3@GiV(zklz{`% z5>d>;I?>^wZnTa4(Y}I!K-5S(Qjm{*sN_C6GK!^f)v8)#IlZW$5Y_g6tfp^I`Kgd&j%^9KF(Qz{n5z82b;7*ihe^6?Yz=d5&&&D3gU+ewCzKlD}{l#qi5PoDMJDP$f5|BQ@31Bi=~7L(xc%->n#V zH_wdQn{$%IB}o!j9(HA;U^<9wf>x@4HPF|0)~b_w-|_%#XOf`PvQ8Fz;~T&+3;QO! zL&#DcC*g`bCr&7927Z`3`t!JB8`~=Uk{Ek`K*oN_cH@ND*q)y&z5>*Cz(1(hA-#m! zkFK*MOA13v@f!E~NM6GfaiWt`@0ZtrSH(FZzM1N@*g&tZdP}{6`R5Z04O%PM0@*=t zm4LMylV#GFD1&R0(yX1TQC)W&{g%q7uJQmAX5fQ0utYL-XQz4F9q{M)0-of32HA~k zAg8{Z=v?#-f5$Pf7qYIRmBo1-F#;b_=5cp)=C>m>>Y~$5BF7Z1mQn!q$Rm-3FavbA zu1`-fTX#BR?ST+#XgdDIys>s+9ynO}l82`zOH*{3qYgU)=AXe1Oc_{rv%ZHKRNS=3 zbkh;uNf5#%9gND&kGPsj$W=zm#5)Rc&xbHo{~W)m{S+AZIC)?<^!_h1n|my1?NN4p zBo8Z?G*rclzjxOi>$*bx=*BRfvFtE8!Shvf?h(+KlZ?!TiKx2+iTBwb-Lp$_13O8z zSJohT#x1&gZl^T;J_e@9m< z))WcEvJF9wHC>`u4d{i;60xb^tWfBA)AAFup?jh2W?W<=xlpG_=1~D*Nq99Pb-24a z#aWSd3Zea*uZ0d}75R}NOp=5Vdu95>=yo)@(XmVcz#KaQ&|m=aW&rz|Y3KXj^z~#G z7_)MYf6^#P-fv^U{A=2iGn21tnUd#9S&Oa))n1nhq`X1d$ zu5JP+lNEw%3GOEx%KIv{Q+hEQdAi-%u)@W$?uBCj(48SWPb)Nm=0Rv_FthF$%){dO zzJ+n-RNHs6Zl06C^n|%dBcOh{zl84QvGJFeiyvUhz|y1VhT?IXxWr(01JRd>V_vra zum_RUZbci}J$7a^gdt=7XOipuRr4^R^0Ja}CikElA$|q|hKzaObdfSq!DKGCR-pBT zhl=E#hk)ldPu$Hewb{6;x-k;a1C5j1C4Pg>n-{RL7~+Q%ZyLMT(AI{=P}qVFiRA6- z5s$^OLJoGeMw%ktszP3I`6bcDd7tM;cdQmy`ZCCfxlCwPkIMG1is}se{&!h#YlsXNHZ1X}r&fXc1xv5B zg~nn97<^xEUkgpU5gG&RoTV1ojpkt)rPCeD624A#EQU~}>y9x$7?zKhi0J;f+W4|L zH^X6>yA-rOTbphGqgY4e5gWTABUc8sj5Cvb)odUYQ1H0BJtXYVT4FPQeRVNV6gQs{ znBJIkRmdZfdpk6iP8e(>+oW)iCp#)Un zpbnOo&0qjipkCe;3J_#FJ9Jica18MdZdIJ5p7u5idA=10<}!FmcCf4OLH$zY$Blr2 zf7PF<*AM_Ty$<-JV@5hB3e>sx%Mtn|_|bN42adJ3PzB6nP?V&R9C_zsX=r1w6Jvkb ztPU@>&;FtrUp+&8vu0qW>rzSqk-j^}6(v}AYsw>o7O=u_a`+jLk8MxhS4Mb)L(kla zL2}wA%}BUdW>jd$wQcez&4dj$I)HrS!|lt$vh4t&D_o;QYubgl`PElf($;1({vuON1zdiBK<*pUJ}2r#oQ2qs zq-5@=4O1es?M(E!(D5H;=>f3G9-*?vHMAM3QX7!o9u*l9bdVR-I{j4YpiFG8L(ux# zH%R!i`UnyG%qY#g6Q@rm-Li3jlfpU&^ zy`)t~Q5Byr+LQi*qx4Bd1?i4GKB2#UsaW643a>4lr3Vz6mOKMVoKWoDSHAE4w}7l6o+ z%3TTQC6k?`z5Be9;VUMaU#su|k%KGjt_q2GbfL0a(F@+S7h6xN*UkI=p*P*q1Ow*Q z#>y5kd~$(nZ8^0+%zy#TUjzs~;&bzhN8_&24R(jJgY5^3X&FQvOoFEaQgL3b zg*?%{Wrhfp5R~3!&Y!|CEMNB&cR8gd*x@oQ7R0)$<}jnaf2iY2O&{A@-%c>dDZiQY6C{kw!%%<|Z4KIO%`Qkwc*kK8ZF z-zDUyx}5VLzRUuH_k_WH1Xn3w;6`@3sz}a1iTzIW*8>j6F<%R}EmF(E-AxfgZjmZ) zQ1QJmxVB}hl@++`C#9_>*~_PcWB+{6P_ez}{GeGP(2{vDZMokbDlSKG$K!QTeLK(# zm2pom-drwR`1ES+vc+UaUS0+_5D#9W1TZQi8s{y?CIs))&SSoshg+-(;WnuJ%iJ8? zxLksU@?u!KYF+be+SL37o#@OFGm?NvrO3!CjLWRvE|=2K!nR%9a@;`iyigO|dOROAZ4A{+#RO3wg@feHZo&IG1x{OJ8?|QAkhOqi=AxjgyB4W4( zNEGsrTyn6!NA$}k`LM9PR~hxImR5IfZ?pwX*Y; z$^H1E)!@xpzvTL4saiCD6afV*hinu91kWpyl2>#+D}WJ;{2aS)eqyLm2nIVB7_*Mu zL-h>DjK0!v<-zqZrGMI7b>Y_J_wecEM$F8>`|eY+Ju)P#U;CbD{-<+v?C!~T{p+lm z0$;tuK<&_7-R&;#)vn77^_f}5V=6OdCWr+8ct>eV{@!wmwFZ*o$aJv60kWa|YGm{J z9Sv2@ZEv}T1DMjrK1!D`(AH61mTJrcS@W43Mb%&i@heCU!dvM4!!m~xlz1YGj)cKE zdPEwg{+X{dr}WJ-gy7V#BQcF^zBh{brL{A6Thu{eu1ewW-73a^eld$op5_1yrkkX6 z3Vb-?CnvR3_xAAu^uB$-TQJ{nY_Vhhhx+im*9~L62MX4BpYO7snK}Cx#{C;=J;FID zsd+3p6BwC?m5AM-0taf3woZ)Ouh6-qv=foO|gSiyuzQm%f(yU~dbaUg}Tn777~i1h%(??CMg$ z^96aJR&%fwRrJ?>$B%P$Meo7gf%iRMy?; zFm7UH(8C5b$L|9r$2wDz%F*f*)94Z1o{r$>89T0w8BZ2h%~%t(S$sg-Nc?C%sMRwE zrfG5ygl)}(xqo1^P}uO)xussCGQZjg2LezJa)yM8H=r|DDgd_q-LWA?kM_LhJimro z06um8)y$cqA6q}Co*5(J<~w8r2tk5*R~g5T&wj)=NJ}G*VrDf-UAS|x!*1OVUHjbs zvg&!Gzfb4jI`R|iPgM&7g$*-y<~mk;6Q`dU*LovMx;F4LcHQ;;eD3a`jc)_Grf#~F zWSIk*9;AYOxS&s`t?&_Ii|~7W4=qs-CbsLCk{m4xq*arXxtHhoBk`Y%>z8QEaW!CL ziw$r^Y_ku(@xPJU$vkZQ=~yfM_GNZEbX1Wk_09|zO=MpSRk_8L3mucG;Q8TNd3ZE4YRsBVc-|sNR%p}jv4mrX`$^@Kr@7~kYEL>3huBMMGi6B^+0T!A--2JEKlQrv3s+fF}1A_9&ne!hE$qSg! z0~(nh$kp+XkvaGjnLRYNu{|mQ^0j#YXdw22y>!VIwt0bE9uAFF_?NLF8Dlg6Nb=m? z{PvD)N-Jd0;N=b2PAuJ@|B$~zg;%(PNBJ4%G<*r(+eV)LkKo7?T{cDdrxK1@87!0X z@9@(YvFgNyHw*D@Du(ZnIm?6@C2y2yH1Almdlr+$`_VrzbC((wwznX>Q+CJ8Q*%Z*tW8t{o&hbXtDJK7YqNxX`>0!W!c0pru)_Cj05#@H1$Q$`-mN`tfKG2|y z-S!Vbz|z18eFK{JJF6!aAFTYOK6nVaPLUN*oTrz}opE@awwpd1ymsjXpmv&olTkjP znR9H&oNa6;R8ap%74l$PrtW>}M?0)SIR7$PtHc5SXN-bu09oz}K*p%~K4sqq0mZi> z7>%AMbC26V@`_rCQsy)UjyZ(F&7Bp1%>sg7$+O~=45b!X)AT)dXsS1&P+*n)zVbbr zitUmQtJ`~i&IH6$LjG8{sRvrm&l{c3PMrQ)C}wV2#E`O4b+}iK>r4BiGa%h>-Zqpn z1tm(ZTmu`mU{r0zJoo|0f^(OQz*)0h)(DJ_Y6Io%T3bJucOTcgtkV6-K4wSyia1mO zMv$%-6pB<(2+LFMzg`))osk7B07JaMzzQ&*48spae2f*62NstkK6_@lLBl~t7Y9hR%E}}UF zF0<5uOuFxZ_+zT(eiSacRkx(Poz!Dsy%|up6ouZ-@o{aK1g6wR34$@7Z>@Nrd&GGx z36mrf5a=0Ti){6;51I12%cO*u?i)4gY~EM_*WGZ*e79#|Sve$OO$}q)MQ}5NzI;Xc zds33dL1c7K0lV_NzBRmDaqs;@=~0IPr0{&7Ac(cs|GR~lW4p-SE!>98`&%v(ikk6D z>N?|wQuNUt4F+syRp#I6Q*?)PxMR9nkC<^rIJeKaQ+(Ea+$S*f{tkX-p7F}A2L43Z zc$^r9*8PdV_{IB}`1OAJT0vh^B*P$cBCl-+@<*k^cu@)HJuJX$sjzftM-gzdrsSM) zE;emxT9@!ch@G2=3P=U>OI?A-z5#vx>U&b=y+koygEt_Pr(gj@u=x%FBhrh>Szn+I z`7F`gc4Df(|NX9+@AqeZ#k`<4IbKk!#qP_w^-k6uj5OY&lC@hO#4^ae=$nz|_YR!F zdZ7(@5WnN?tw<@3(;o+bR_^qhUC>amgnf^)`0o0(o2@I6pz^GfNxIHul`I>ksMoJT z#ZSV)pl`qZB0asd_?&xdJW_+~XTQ522eNZR3quNuAR6obWW9OcSUqDl{9FY>d*qz? zJL~YOrbYW#g=!jQ3EE9L!AxVX`3lzB`B7c^@boN z1EXP*hJSYfyllBYKLI!!aTNfi=Wi*wyAmMGZX7MEVFSz<$bT_Cr--;5I2N_*g6Ina z)D}p^d0cS;829@$5~R=PVt?jYjdM2&WyKFd-J49^FvzeKlm57&;qWNa{=lDc7Dd^q zevNS&p8W~;eojLC^IW%^hjmP@r5(2%_atw! zCF@{Gz+V`m{gbAlnaOZrFBaYSHUG=@#9J=4yEE#T`q_`qe7s_LG3reK1%golr#IY1 ztR|)gZaQKZx6>YCqC1Wo-@|nj__GfB!PgKfphbzV@G5>+7GJ@FdaCoMH-o)_Y=8EV zi0Ku0QOd14Z{3=H1^v?D3-Pmu^|%7nqk z=2NJR+3ke?Fxy`YfSJ0p7w30DHsA+wlRIAnds#dg6nuV&PuUfnadOWg()@?Ta4F46 zbHfZXrcjJOR_o#ZlcB{ufN{1TNtUZ*N2+;*S9KSz^Js}!4TTxhW1D;8`R0vdn$|`h zs*c5UsepL2N(OmXGt8|f{p>$s;ab^1jmGPUx8P{6YNFY#zy0vaii@m;=wk1I;MxAW zkvVjapDHJ1?v$JZN$R=?FIRwUjc@5ldHO;Hh4stf$k7toT4?v(bAa9mQIhCm93P(k zYiIXiz@;0)vGrJ531|8userbZPHyw*w`8F(jrF2XA%%r{`Kb@J^QrqlUFZ}!395k% z^~J|_9>nytG-~AJHp^RCvKkg|;<}%0zXUf0F=GPri#E#rgne3q21>mK*3+r%rW~$Q zk^vYpPqRW3Cf?nDV!7soaNBlyUjjv4OI87u>f93d@R+I@G4OfQx?JTCoxP=HwTKo? zs&c2tFywo$m8x6{)N?1B)h79T#zZ3OU~*@T{VQ|d-0+Y*A85zbXgrn&v5YQ+ODeam zb0Knep44FFpUv~yTC-My6bX%eaBcBJq2O0k=K1#MQt^UsMeNkh^F9EJeooobFeO5p z1vq+1Yc;e>+5tGS!2%ErdSu6%sIAT~81Ww_8U6R`0M9twW3iYxHg%Jj)pXha-_2H! zSTe4@dyOJ!G8MKd1iZli16cD9$L1*|He03(b9AyL4ElaHj%rz$8*72ZL|yAA)ZOCq z7_4$*9eC{`y;L}Zmkuqf?+RNVt|O28ZHx@J6N%=uqvf$#Y)!CGDT3ZQCSq5Ab)Lp? z?6dLzYTrtun#!_ut5sq_D~?d8z%2nW4rC$;7!ZdDA_AJIOd>`I7={Eg03wRE1D42W zC_tbnTLu*nssuuafC{vV3>Hu#CLsz!L?D1nG9>A!xi@yv>%HIat;)(;$=de}``ok7 zKKp$8JLjq2h#0K33yWgiUlf>_5b5Z)j`o_8Xw>nJk!Bg&`a~hyQ1@~MxUM1{)MiIA z&p@A8BU?gy*mGg4M!m_~@lo@~x{?!ja_eTgEm|9%uO--vX4=?&71O+#?$ldpRhE~N z>Zmq#^L`;g`4JF4oFUToE6i?r_QB^N4BF)z>;&B}LS1!Nd5;*n*d_nQj9rXT@~WPPk~Vq^chGmzI^sZuQK8l#=Vt9HY@=_z(|-e(_nvga=9*@V9wF5h&s z>?)r7B7`5v!y^YLx_Ci`C!@1G`cEWQa?o=C&BwXIEh%Mg20$YW zMvQ&vL#CdvDLmw0I*`u6JDO|fpNx>h-%W2RtC8e5dnxq+S|C)%4`eICdU_R`Y^1F_ zD)PTW)xDBi{0qBc;*cPOn)B9uN$UW$?Dokvp12D;X%&GtD|9X_^~x5dg0z_jT#&V_ ztsIsija%q&C3+|(Gk^45%uW9Trwfh zuNuvV(Ji2*-wg#chGC?JebAD{^RhV~J9GOgeH zw0&^1q#}g(L32ANwvF&BP4+Wbs#oxU}5r6DI%SYRi$L=pI;o zOiZ0HD?OOoF8Yyuj*TB3DGe%d;lECrS&zjI{Bx=tR@YrPoTFRv-<+SQtH%@UX;fzy-VwUv~ra2tU2+z@7V?5 zi1FZNU(4~h`BrCOW58lRX2R9imI|+_1Ld4RQHV|4`XgHcY1oA@vD)nw_3d_ zzcEwe$FcX=CGTerU61~Q?_>%gM;leU+IKLnarxL7>jx=Q)U&~5V|qro6*;Wm|A0O= zCB=HI=r-T0%%;;)kLHIe#BwtWtatsxi+%o{x>nD~1<%*Mb)%;uE)C*r*!n+bG~qVkH2B5_ zTG_Ul6K5@xAvSQQn!iMAJStn!cDXEwe&xh%qYsiuXQK1X8*asml!Bvo-nZngvg<=m===Otk-;z`{rza9pY?OXU4{}RR%OSVaqK{Y%IlU<; zIFg9}j)n-x8ET?!HvZUZNXgM}K_A&%t*2%_S=d7mr+wH1b4W>v7IXt93f%yKu)#@? zOT8vNONCB9$Lo*{!gQt*$h4m2YGec29-qU?*zMT$; zT_rFS@)4uXTzsj|KV=b5G^RKv|6KZkq#ibSNz_g|diNfm+gc#a^#0?bk0&sQ1iQDjf= zWY1pS(6nhkl(AZ%(z5!hCV8H~J8Zq4O#(ysc!;I--tW(C_*7|iF5%UtSD zci>NWL*1V`ce+0FJWV$wM`)dihQ#nq!KsYNxuxg9!suOUX10rN0;76bza$FMt@12~ zk5j|5uk*DU=;fK)OakAI$4AW?<#kb?uzIU!Cl%H*L6+h@YQh;BIQ!e&)QHxAEMIMs z^kA>yJg7~$@$gWT;#B8gjvtS7PWP(^roq-dXKvKe@*xes*?La70rOGOYDrasa_o7# z;PW979YDxZ0!E`whqgvN%7v~4oqZ6a)c|XERu>#H9#+gVwuKdFQfNL*7K1_#`t*-} z++WiIKmeb9&9OKP0u&+F%Ug5RofYxK*Kdz=GEGshJi{vkF z>^%`vu&AYQ(AM)-j^l_%_?~Mex3ScHEq7XLB;~`V$s^-y8-+4*mLy!AR|K?gYgw^S-edcoaig$nNgB{t456bVH zYznM2yXK=kGom+tW~|Tr89VTxqGI}3xA0zaUzh}U*KuIkN}j3b^`%QuZ!Ovu^PZIJ z|MuwPPeUKGk$M5ScUFjvn#%XyB;4O?)vXZM2K7Sw0?SQT2D)vdQ#YUp?RMq*&`_BVpJ)z#f3s($lrExXVuC$sq^ zyK}ma;%Ml`QzqHsh|D8D<*gu^6%Y9>4NM9hSXJD!@L`eNj^fgt%z_00xY8T=F87Uu zaP8TC>jKM$C6U>ypL{fsW!6*$Cx2t*wtz#~o;&hGY~GRu8q)dfgzC!#GhGo``|0BB z`c-Z^=^ghEme=YlM#(%j!199!X zlK}%!UDH2%#kR+zHYW5f|DB+7a?ggdsA#{Wb;SzUaQONZ8$m?o)?XW}_>DN)Xrd>5TfV*yA2 z?m+cn0v-VBOM9Q}8B_%|r_Eht7CDga2R4rWT<5DAUsc%8p!=}Bm8)fgBiS2pCIPNW zoy{<27Qg{EnZb$x_7iM((P=D7I18q1SoscER633DX~}IMY(*gumPjNDfkGiM2n%-v z!c_T%X~G@pKL2x(ue1qgP<%BJ01~ZHMg82L*bBfWN7T4`!&a*k>+#zMg6(1vYc`RbIKv+l(RsZf7J(z zL8b;$7@y~cM2(;*-wOaI(&7^{d`p6C@`iij0Vd2n7X&EG{Ob00s3b^Y{Jw4b1N+COD;3P*5;5 zW`crp;(~(2a(33nW|l@!P|naL(IX)fe3(70W|7+EbPW<$q?@Z{g0Z96bIT12PVo&t zR7~+&6B&uH5{+Xz5DKkwlxX~Nu(r>yPH0Jcf$q!(m2TzEXa0lk z=jW+_i{(M6y_4J%6h$Zzon8$K+WndXz$DlTzx%UcWP6ht+>>2ZL9}52P~qnI9{JZKT{ndOaGd}AAZUC2JXjO8o0<`4%BJN7eoTZ=*p$kLbbwi$%w`kr)UZIVY0@Q` zy{eBJp5Ea&xViKP#LaRPBdd&L;dD6hC=JD+`5X(D8uny!vU<0^*Hj}L5iu2hn7 z4M2bL>H9DlAgA6Tg2&sAk^l4blTSSL+jQ5J=2d7IVyJ&FO20NYqDOBh z`@XchnPm^AVqdJ6Kj$U3k%e;!Z1(^ethAoacVwB-X5YPNz()TKG2o_Ciu^4!G%D0T zS0KX2OmN|C>B;j{eM|SeG(g_usSFz|UX;5@VIhs3j5x=&l&IN>e3?Z38S9*z96-X+ znob=nZ2)%_C{nLNTT$Q;98!sx$N>T3iRr--tFXy(fht|aa0_sNzqAeb?U;{E*uatI z$u#0XyAKRwIr2mnoD=Q&rXR@{Gzu$N(9`or;!G8#Xz$W)+PTTN9W6YWpRWq>y>)K2 zo6nM_dM7_#MIjfzYiLx~FTo3w! zoTO*4L2sI^>J&w@Xdc$gk#wE&YeVrS>YNVi$^+`*9EUTQHl+@C9-3Kv8&26?IJV^Pw zs3O-R$L}gI#3WBU!Z`o;TCgu;@G5v z7-AQ4e*iW~b2{laDU{X7r)g9>lkI3L`lf<>71)yW3=k9&Y7+5vRTI#pIsX_01!>wU zv)5TS-{cn;9^)O&2j0XBQ=5J>2M-(B_Ftz*m0As(p|79UaRsg@D}xtzwx3$P9GA#%QlD?} zr$ox0&v?6@CM3NsawQqvPuwRj?p7WbtRF0^S%YYK&pT9CY~6}yYevf4XA~Cz>%IXq z!29pdJ10)MWKXw20Imvb;`;|L*R7r7yL*cf9^0K(d{`D$X>88}P|E}Bx@_7lk>{2P zdeG)Cm{C+%KB&JhiU9BPa4Xd>no-KrJKM{SCX@>#b(=fSLyU!X8ykck##g%TC&Dzz zgp?so3jm(0O~2>Mea_=$=kxvRbFbbShf9B1NJwbjWd1~l-DS)t(*F&o5^A~jl$f4u zjB3qKoymYFr5jYDc#iwUMbpF6*c&g0$n|>0r|Ytoqv-uwyoLie&$B$XdZr zJ8~Gg&Lr2LK>g*kfZHp|#^;F(Ubnj9s8pVZ+d7_GQLh7!=Auc8{jTAI=QCP?$KpZd zRi~$|R;@+~Ag}#F$$<6U6AF*(O`?Ua+8wCs15PJKYBnRQ4+WZM*m-oKY+I{B+@-))KGaiA|x`R>nM2@&MeqQ+Cb)&n) zXwVRTnrnY|K;+uv)qJA7PW${+`wW?0dEVosH`CREv@m+jP#$|tB(^>tdEH&`UUIJI zp4_I5JWr;YlzN=i={708JCnY7{$BGyohx}gaUKjfJn;m8TAj)pE>Eax9;|rJMrKa# zT-7N{xf`!gJoiU{o;@f}zZMqO?{#&OA+A6dh$IRm`e~vNPKW=W+2{M}4ofPlS`cx- zkXKFH@^cm$JiCH{a)Znc_V05;;c@bnbXvY^~fchx0P(oOOHEJ{wRl zxoqEewce1?rgNj~A8RAUYm_~qnG+AwHC;eNpjhiS(g$AGt+bw|n`{%gx3k)9M7LujkqBiC z&&NB@$J#{B>$HaL2P=2pW_-&>+C-0IBM@>d&sANIiFwWkL!YnkH$B#F9T=WOGlAvH zWgfOyi?YQ$lHdfpS>e3q9lH|Y7`k0ei` z!uRh4q`;ESuxXrGD6VctiAvr;=L&;s3E^j$2Yax;h`70=Gdrv_dx@1@AgvTE=r)Qh z$7tw0?t8HoO+VCFj2mo3S?EGqixG7^dKe!&b+zvAisA{KnR^IJw)UT!jqcWY?E#I2 z@x0HRDj|dWiH(4krc(F0yD1!ptHjp&S(jbQovd{R>NO-crKewvkDr@|R~%*Pz)svu zYxAnlS~$kbo*N@izWu{Z=O@PI4!=UZT%Xe+dFfAzPY+|1$F?=&Tj{sV=Y?H~Rb`m6 z?*4a8_a~70+wPNlHpHQ)z7w9c-G}v%Rx=2f%k7nw`OV{rhmQ`?Lo;-9%l2^NZftxJ zqg@LE_P-%K;UkPZP_TM^hJnS*hf5nhTgOZo+^RmNdv`&0mXxU3dZzhJ4A!BF{vf{T z0>{(0Y1|^+<583FG3#pO)+KCaTHO$M%m#*7=Bt-#ho@L7vJ~GWKh;sTtYsC5hGK?a z0RY!tcXM9lo+E(fwXAhk6RMk4b&N*(;}GnBWA!I`*h6O)pJ6^G*Kv(ZT7`@jrp4xVNl=mpkS*EE7>F38=$o4oEb0C6+-gHT!b<5RpYeO+mC zue-&ar^zXD<)<=b*qbZ-Umjw@POZI>+H^0r6B$02lxqv;mD9M7>3E`^B^vVngd}id zi&WYqSVPL_u_qR8&2@{93!p`Y-2i=Sot4M=2For0=EG?}V4U1^ z?!$VMXi-KX%2RX*QvC2p>zPkceAsUL=aKWx2d|@&bdS{`YxmVIMmLSSLf}&!kv2G# zf&U?`%=64GpFrF9IyZbY)ZasUy@9#x8O+#}2523BF4fIeJM((X8G&@9KMapbj_R|U z9}T7+xPc_ho?9MlJzFatF1yMWU7m}?pH9yGO|?WwmH~2s09ypS_@05G)<@c+x-oK7 zYe0)J@oXy%O}GY#=phvI55)h!<4aPW})d;?!vKK0vpd&i`$N_ zTb(Okm-fnYk&=KczuQXqqs`=Ss{jCVfCo-Ghh2zZ=+1dBKz>hJ-pQLT2w)WMU~>G` zRm24@w^Jz_wyWz*gHEe3gKeuw>HCMIZr4ud=!3zC!jN%lpq{y7-;i|-NFxHIee0-h zf|r2CtkP3iO<^0}+Oos7V&=oZ@3t@@yQdLne<8hcE8nu>>-?nZdG6)jo^O3`<};mK z)2|SfoGTPx>8`_C;;d=iMK6^Ti8*7Vc_-_n$Y}PBj$uO3Y4Ye!noX>^SARmW^&OX)4Lt^)yy&wRfb8QH}mhV#gB6iyZP9J4-QrH%&Ol)QzHyO;IZ8 z$!h0D;q^k+c>KoE4~7qYq%VOapa4W8p60m(y8v@x|^#C)n*xvMv0YC zy3Rv*yvKxPdn%KY4ihH@p1G4^IiMOF|0xw9u6zRmKn%05q`p%rDJq8HEH@_pI0avK zpf`Ba*z7|Ud4Z=$(%~S?V3dOIfwbz<$Eo&7JTzQwsaI2}Mbe7uQRpL%DkyU-SMBum z7Ib33Zpa`7K*36pyiXd~LEgZ!Z(wDj@g6HQ+fY-IH7<@nfqE?WJ@q;FiNBGs>;Ckk z@za4a`^V(hSMhwdZ>~T~ zPiM7~q&#)^TMDCFT5thcX)-07J(UH4p~bpc(jP1uQp@JT0$Fj8{qYZw=BAf!0WNq! zZ%bv9itF}1H?7ICE-WqOe22uD6LBBb36!-yJ9_cCPE5?0F8Z35GU1hBNUw70JTx$4 zhC|jF8yR?#O^<%!{||{S(E`)fKjgd4T}xQj=tN5J006GLf|Gc(Id2|^c6iPj8hL+d zEAaYDh<^@!o<8p49MO*9ZM!V{q%0_o1cKbOVnGC0hR$B3Qi3ElBiuJJQJS^Q=sG3w zB?%KlLlh*lOXdGbw>S{;vwigzbi86lIqBanp!dSRfMzJ4*9e3)4PU-IA-PKFbxwJd%)D6-?hF9_vT;TD zW%u$QW@M+4D7;Au>?=b#BBu_D+2sf?jQhj{LxSQR7~^u{M-(`ng_W25p{5P-KUwIH zG$`&SI>S*>LYI$qxQmNgbX2e}I`EzsnscVMn63V&n!3Iz%FDLlU{|+getqN@erZqT z?}u^Z0oN}xRz*H2;4!8Yy3)&riD5uZK$4VKi;FfYrvI^-4W_>b`Nm;wJIt!^)2A24 z@)1KXG}g>;FRg96u4W*@zS!s=VJkhYYCjf{A15ap`J%tH2!T{?Kgcw4IdEHqsvPF! z%-OwZ8{%fSN09utAt+c<7#n*sOtqJp&lh&sh-5drZS=So35_`EX)js$178nVNN_wU$Jhr50xOGF7dx;Jc;u3uxdo-ch>$peu7plR9(E8_rxaR?GGd)qBVJlYuAv{u|;V_zjD_i}hX8N)@5fI1+^+a<&hy1HZo2dJvj^2NKlr`Q+FiMAqZc&s zTv6Ll?B18*r5kH49c2SQ5jf%bz8#@yft(SvX@~d?;{G`C0$6JsTtNafZ(e zU=cnu@7dZzAbzwpcw z>GqDQ?vB`Bly;-GZ2a`Bv_vQ{qq^62Ey9ac8uV>sD=!l&}2^U_^H>scD!hUt(x0 zQ7v_VHWP8m$hvlB>-2QHR&D#+Nh ztB^pbn%6ipJ()o~OZ@uaJaJU~A(o*Z;rPDUj`{37dtcR?bUX$h{(B=la5nYTxe1uB z<2`36_Sed#W!6~S<_(wu7$i5XboDBZkCTeX7Z#}$GfF&J_=tabpbVo=#GBG33duqd zmUym#c%%x7XCRud`%r<}u7xJUW=t^Kou3`p)L%j~m5@CMBCNrN61K2ZqHGrb_>^0$ zT5}0MsXFt9U%Qt*ce(_;wKd1Bfp+9FRf0evY0}rT)q64Azsy&?jlEufY+g6P!LwVY zIOS4O;gD0E5#8%!}Oi-Pp=^ETji+{5i#lcT@Ao{Y7mx1H6^+bu$$>^&Io zu5>aIU%cP?mOg;cZM>WLYkf2glW8H20P%4BO)1;_u`&zxlqe6d^GEP-O^$47L)i^8 zFZ_A$K=++FCemBEY9S0i4(m9BCcCmRUi;uvjWulx6WX6qOEI=`Tx`pUAQhGAqu1m! zA*b825`Fxm_S%eUdi=ZBWB%;>zBN8ZtE(LTmNjKm z>$H0O0BHPDOKEc6c$>XV?4Oiy;lwexZ6}7s@wR8VeE+Tu#rgY3U zw~txh|K+utPotpsAZb%vAN2U>Khd=xjq1Zt&UFE_c|Dj~eAY6K4|7&3C?{jZF0X?c z?O-!Yfv<$Uj)GMoR9YcqLah-8@Y>c=zTZAk*`>T2PG#C~kw6(J*`Wbt-N8rl?$1Vv z6ZphnXMoXIT4ZJ9C6ual_w&!+3>X-dlC?lm;NGV15 zlm$`2Oi^=RhwUz4XzisOe%KY{_>wJH8J0>#v#*7YsQRL_{T-m&WdB(4v`0eqV27)P z`G_(f#g-f}e&{${ZG%&i8TR2P$uE*|c6bd|2S4fv%ZiH>M;KbxgRt$v%KgUux4V+U z(#;YYp(MHU@hg^EUtO>&xevAWIh+S%$o+4ODyzCcW(HX@Pg2NDTd^a)LVxWVZPb)s zMa>1LtLmG?kx*70B%R1$8PGT+f*SvZQ@ep;mj{|c zkF8}rzfj*D%S{uMo6Kp`ZoZ4FADcmY`wnT(-#6dEqC#v)KZx}(N`9akCdevBx`%7Y z7hjiz$Vsmp+O<1r&MGHJR1xg-Q?5kUtU0dp37LRR_ zX>^LJ>yz|7Uv<>`w6zrr;Qk-91@q0B0@(nni%u&Ym!Lf`|sESf=sU)aYs&ca2{da=WbA;g4k8^>Ny&>JQLlrt5G+tX98BT(yDSg$b$ zKD)f@qFl+F70Z9YjWI*_^No@&4eG{ZAp0BtjMmBl10&9q!Rr{&3adyf0FmtFgfm8TNrtR0^q{;vyYJ z%zv;i5h@dGkOuYkKS=i$<|+$J)(UI&{yp&p3r2amJE|)ZVx#P-AiE5+p&94OuHYpO z<0@0HVk<4wU+sM3gO~z+k}ZzEc1>p!w2mCO?dskpIfG{jF4YsVJpD146zxTXtHN@bNR>}I3U-WunR zkGEtX!s*t|$%L!SGM~GB1Jr?q{U?Tgl7cbH0#EYfgfRl*3DC##C^OH-iAE=+>Qtmb zd&LpFoderGyO--GcHpA?+!+#Heg?Wv$A+8R&CzZZjg55I@4}dC(h8*(@-s5E<)05F zD)1yf?99)34xyaqKfK@MKk1k2!DgcQ|)&WPVf?&i{ER5 zmTycs%CN31S{ex!LBEXb^)-(HC39>Rn+ILIuQF4~Dnw%|;H>`V8#0K{SgFYF9>4j& zcV0W9I^w8}ygz!5Iqk>SXXQ87_MmSLcIQRI!+{$e&^1Z}!%u5=CdYK_JB?Lyc-n&9`|VC(MD z=08p2rtI(<;w{k3WVlnXp2kt!Q)J$UnGhV=tcj;tWY%b&-!Z0OXGg|ZD;Fb+?1UU% zT1{=m@WGB_nF(#SfPU@8zgS|T;mtWtC`^N%Lrnx-a+bW>xWQ9h~mNc)ljk@Dj zBF{SEkpCV-zQg<^z9F|v7U3#~7s%DY&t%jt$C7#&g(#X7dC1zBcV+4r2iTm$LEqWy zQf7uvuEd~ZV4oEJ{P((h8ww?CkMykN_q_ppSR_y9#EYxBVQnx>RUhHuXC{ zGwj~jk8#IPBch@+Us{<|fN|v}Lm5wqDJdh=vJ!1XC29@YVYKKW+uQ1$clSxjN4sLD z_&(zl4uSE&-ZAgRv+NF<6jhDl3~e~2b*?)@<|T2&F9}Cy_@>s%_mr_brVP7~ZPTj@ z#q18#(drD_A7%@yN}xm&9|)@1@N0RSsmOd~FPMjG3)s(5)ShNkjEj``7@7DnOh@8t z5Rs_@d(%I0FB|oZgofM>{RCQ{f63B2Vb|>Marf)PWu!OX+as2ikAdNXd1cdn8^F1G5JQ_sYxq8lf7?^doE^O4976DCOA7J=uHl(e~I+Y{XJvn)gqcn8F8xGpeA> z8#d5&>~EqNTs`x$-&p>Wq#L4BIobEAukw|qa?!MQak`JdZnXAA4>O&_wXPB<3lT?l zOB_dBO-ahwEZ5mMTEf9d&MS+DQ&HC`Srh4CXQw17kVc2bT42V5;W*ykv&5X)Mq^3X z)1>O`?cBNEfs)mxm@M9H4FsCz)8~aad1_PjAQl%N?w=^94jUYWy~_ZD z@4ZhsTsXj-Gd*>wFRr8Ajfa#XrO;sq!Bdh<2~DBK z!d@sQrPmapfj>a@Ym#5hD;t14V~hjyO>H9%1aG{xK*<`sP!IR>^*@JPq24n?p~F0R zttnf`>GRr0#Rbe49FR#xqdA$MN-kEC8s$@lfkn!Pg_&WosI(A#iMdUr2-Bb=WAw%# zDfRo3HjwGXS}1yoa{U*H9z*gASc;gLHI))yyaCEjW9rtTxojjed!}i{#B;2>n%4JNg)u+)K)vK8cr_625A0 zr6{G{f7MP#aC~o9+}Y?anL%Z!^4WQblT7SeQHJ+o083){e& ztpv?~Vd)fV8Xoz|^~mm6zM^zPSCSAJ&ug5Hv*SCLibPtNUO9A77WoQk9pButLOXUG zKM_k@UVO8~C|}dY&^+RRT&1?R}7#zC1y<9Vb2iK-g(pR|ZUjiGWE z&T_^7{8tH`Z@gVe=0nWu7h=XKhIjJ8j-SR$$)VsQ6aYk%hb-auf?{qF+J>$!_~~D& z9ZKll$(*qhuXA1k(j)BZ_WfN3_Di9K=J(5~{bqjSFC`XF7#n+tyWD^DoY+5vuB~c* zvlsS2^Fr5yJ$e2Zw11CRB!0h~XE&e0^1>ePbf`rwUZP3g7iLS5|9)AK-AWGcg*|Pu zP{7i36!Vv6=SD#-E*7M)QN2(Bh*v4005c=-HUE*=#G!!4|KAUz4x4!i&Nt^G+zWCN zLgs^~oA2N1yQ*)aP-T;^6mMJp6oVS!AzerZ)UPE!;JBs6^%hCgq!bU4Hge5}jc=lb zDhnA1na_@@lSfu{%vmL=&E$&9U+bh;+o9zL<55>!pJKteG$M<;oFpjIT$tJHQ8@+D z;ANrw(IrzD9l#AV2~aw!fu?h#FUnkVtRQ{0md-fxtF_m8i|HQKVu~-|FTx~#xskyA`(D0F^eT= zRT6hCR!GGN#bQ)8+}p|1`^b_jLZV|nY8CCdN2Dwg-My?@=SpB(4$i+x`>|NvrJ71T8{mCmjT#JY6zJCcrKVk#l*`&A? zBN|J{rlg1-P10LgTG1WV<2QYK6qyne8(#RjQYB31r!;_ps@2^%aQ4e{nUG5%8h$2R zm{aW_dU=%J&sb;_oOL|C@4B5mE-ni5@P}{uw{>oAFO$GR3jCWEaQvP9<~koR(M(5b z!%*J6E}5%Ua&`3F&hWC~5`O(dW@?HamzY)0n#4(k;q6K!o%PCiH<*q5*N?$y_J*jP zt+<&+r|=;8>{@c^H@!I(Rh0l#D?5ke_s~p#olmsD{EIGgW3$fwfl2=` zuK5jtKZEIS7RyH)A|E;55-9F#)%-@RTlH%TOW@JPZ#^ngBbCs@z={yRZaXgCc)vWr=zQQIY;ME<~bC*T@G6ruoe)^i&V8DZe(a;8d>aF0s<-RA9>l{7#k6}fe+N@$OzeZ}kS0$P4&%gG!4!(@cZf^1 zpX2cze#v~h)@?EX!*bl@=TtEZY>M=n%B`%+8@#WgYd%|4H;mrHiJF%b%EKX|jw*8) z%#U*Fp<1NW{%rR=sZXHW)OsP%%1!+xe;UNtPY|i*EOi}mK7M*>uM+voCH(_aCiR4a zl+|t;{H5&m$~0B>XPS4~#o>Y(_Tia_VfsIF zG~OD;c`ScPEJpc`uS$uC)6XFsxx`ERpa+40M3|-UiW-zbN55u) zp6PwDqLwO;zPO+g2?O$v9|7)8wgWW$U7K$b>FDk zI-=&Yg!&Y#GM>*bsdY)$SzY9nt(UNAKD6b)VE&g=I^Sm@)Cd zpGsClH@Bi5#E(n00&MAu1SKiFV{DziOLSZ*QpIB<{;_d>HH0<)NY7GAwj_EuB%no@ z6;7*-lA4puBx}r;@OD`#)vaoNZ_L~PT!Tv3$kiO6P0sDDhoT_ELrEV2K&979>`nW; zxVcrZEF_XADkT@|R-AEs7rNP^mQw$-3GCYjpiOW{G|HdY4BVuZtCW;n`=xm#TSWcO?Rr~GJDy@v6KmhqY2;hMF3p*$qhe{y5yv)<`uSt9jl6 z<}rKX7*Tr)(=nlo1trm%nHeOWbfc!`k63liA-M%L$`)`IVqMw2p{2PV&39J9{?VJU z%LS$VE8%p3mSA8_6p_d#NX+~x@^@dps^~c~r8k$es;kl4Fk^hnfy zzi;8^5FSz7sw!#=xI#)c*~32V-hTt{IDpK=-dQklLA!t?f=%5l4zN$2I^ymhz`irb zyb7K`Q48G879DgW6a9f7+p9L$siwuElE#&opkW@afcrMBf=jt0(a3J4K|30h^l3cP zf|z{2>Vrd0q8NbyGzjrJ;jo~PpRCAPET}&b%glP^w^J+g9E$bL6n; z?@LZ}5MM0$HL{#V_~%fVTO6DfV|pHBXa@F+Ub)?O7H85}cJnFaq=)d7mI8Y3-bms3 zNRAwdE*Izmwi-P*JHkbdl>0hA(%(*r(!crP=lxchd>A2IFr*?}99p2|&dPykp@Nnr z2=Npnvg?-({ab6(SQxaY!|LDoXXHH3$Mi-F z#=*Ew+DEd*eF>FX#^Dpa>}4Z`;0(tZeO37^tYL97qRc{Rd%+auIW(Kz z6p@-|myR)bp$wyn@q!uV4?78LzB5IXLmMarbi7yii>46~FzdnFI_z|mkS)`xoYvk& zcXH!r*8=*A618;)XoUkCCiI;^AtEShgJ9&p&`_E#$iy=NC(Syq|%CVU%81L z6R9X#DDQu$UAXPlG)D1=t>NaG1r=nKThOn6L}$p=HCxaJ&qUsJoJqMAViIyBjt{?? zgkz#9oURel^icuD%XId3)lBH$YYaec6EZnnN~O-d;fPT7X|A+wrDtT zZ8?xaP^ZFP7TqF`LN!S%=#)l-o!8-7u_?u`#hS?~X<)%>rHX8%gjwEMbu2g)QBkoW zn74zqr$zjU89vchEK27LQOVZJu6lF)U{u``>(|ZYxl&FK;lwpMgb-C!^?d2`o_>;L zN|%ynct&yP@?qMb!zyN&5$(h;^{(X{8_Ku8VYGNL2#$w56CIt(FHphF;TRqTHS%JUwXqH1j;R+SyIB{R4dhdw$%HwS_blIZ|O%JS{(P4iwn zwPU4ez~E7i)P>SqZMbKuHp@&q{}t7mK;RY9CR#Tq$Ck_oQQczQ+)KjPUq8QXsh-K$ zyN~M5yxJyz+cmsB+#hVVt59CP_%ncu)!CNAI0Tm3tIMRM6 zd8(6ay%LgUBSA2A-^s!xNY@h!%xi_HaODJY>-28vMhR=QpMg(;_qr;$XsGmVao(`D zTgqP4tY{l|idFR1ILKbSzhD7X88!e-IB&AvaLA(*O= zN~>ASKvp@7+h4eglkaC>#%r2Xy{|O{T6shc6@X;N%dFZv}I5GH({+>C+bFq^wXAV8+?HX87imkVZX9xi}sB> z7oZq6JyptaTqjN-C)4I$JgRh39v9IuAkVU+k&X3ac;kfURKi)c_2%8zd{T=u*iEsD zU>Mk>X}xHLkE1OexDRaRXTO~qcc}Z3ft95WLwvs-n}P|ADoV0PYWMJ?e;@rG%6?-~ zcHtf(?|jhtfr7M!wVlRWaP64>xqA^}+M{}@Iqv;m8kiIXbXjtd%>GWN&E_BasmBLx zM`NA5bk{;U7)*&+)v-y)dbLoTT8X|Y!kN4xVl)M|#N4DRe3uh*(9+T-^0$!pg%%_0 zi$kV-It8S12vnb`36XOqa8{^>oqD;Oxs(wOy6b)?)I*@QgRYw}o%z|Qpl$Ibb~C>d zuIU{N2o}yBib#*DLSRe#h>C$9Bmact1kfgn&@oDB-M(Wt9Q4okA7S2U^2ES1rmXh-JXRj!rck0jLf>QSjq^Ij7#@R9Zb%#pE{n@RRkNVMa zLTC!sutiyc0ZIj2J)XootYMm8Ys76W#0p@1x91M=#t6x-Y>L*f^WP?TtIGJU7O?G{ zx=bFe(bN0F;-*H>-TCO2q`9b|0-R**<$ocn@+#qWZuVrpcaOy$_s&V zvvIJP7t)ZQ}DSf1;+e_VO0~Q^&G{iBDSyZ&G|-?FT`6 zzY~Sd7ol5^`|5uDL%Nf}fObLRL;t11nZia?e`2Xdefv^zv(mhbwQi(rS(%{ zNcpm4^q;Hf>B|PV$Q-}HbyBe}0h^Z934iv7qHM8&o%16Pp@yQ%OzkFm>^`p)(jy*M z^9498XgJ+R3ae<}^9UZ(z?c($GbYT(&TTkOQ1Rt-E7Yo_hhsKZb2MwzS~qm@!PBrz zg9htgOqENN=po&{kTxdz`TM!r0Qdpek}!BPS1U{L@wfO?>l@+Kg&BPNY83MA_jsS{OysQ6EKD6pS$PnvjHtQA70KgRl zUzO6Ku%vD@)qgZty*cD*rve-bUz{YXSd;v1$|Y_$R(V?~Z=z2#*1p=yhyUC#4({FTOh2 z(CxXuP)vy-)4P3RBhmhYBsB8(&3I0-C)jomB<|@yp_YK*_T-!kRdyCIIatxv zzZOjlL7-}ew3pUJ!BHWf$|biN@@OWeY4Q!@r+Aw+io3_V?ebW6t0eI%o!{p+6vesG z!U4jr-W0P@6Z)LXtNRTEL2_9ajJrIV*@o3QMfJla61DU%c2DJYmnwxAS-8(&Rq7g! zgrGnsTLNRB9oBz-c^jkaeb6h_2xR;$q+RMd=1>I*D6@hXe76-jPOfK71cY1y^n2yQQ)a;D$G- z)27iBDc=_MFr)|jn-@EAmTdSPIgT9}$3#}h7B2k|^jI?&@};lXf(@34UZ1ep>6e#< z5Jo+GpPJN&y$?8I<2jF;0~e`YqwK`(?aaui1U{P1q!v%Urm3({@-ub9Tu@?cET3A+ zVJ5cwEMR4uDpxTB_IH8V%oWd5eC z&wTW<$bz`;d|Ztq3)AbOXes16@M-Q#9rH6rn{*4FU~6BTZJ(KpqTGUle-vkJiBtdP zBY%I)eI{6({b(+ZofBAc-Z|Pc2JP=^)H|%$weFzC7?(mFSR_(yY-U-KdsO)I2O@#h zchL}msfb@=8-hDCj@kA;ZG-rRh@|4KU9=HAq*TYUPib1N1RN1lJN0?-c{JQk1y+bi zL|ZAJSF==hHxs*rINlu%FR^*x_X~@xmH}9qRQ*OtcD?VKla8} zPaXGgv{1Jk&~OckcBVmcFv}0fsfui#<7USi%j_~Q?!Oph(?+p7n9<-)>VWv-n?(Y3-4>t zOv59@gR9~iC7SuO?6XQS5*Ujz`{+Rym0YL)d@ehQGm$~Gu+JBte!Tr^kUGK%@rf=P zdi8OD>-Zg7Esc%#Z!+V?gx6Ad3 zKrKr=PSYCvE{{!oU%rsD=A-DwYCR{&Bg3u2PZ0OiI4Ex{CdPviTW!9yl15HSjbbaU zZ1uw?^AFZlZVh9BPT{8-cOO;?a@`C>w$q;#&Yr(>7I|4Tc(UIqi;HaR3X3ki2jXEN z3f4q$IP*KI-lb8@!V{+Zw;IO|_3R_>$*^BxT`QW@cMOyLQwwnYI+wlK9yObLp;n^5 ztdRTDF(6P?vJA^S0n#kb@;bVbDIz!tXWFfIpk<4d4!=^%kK^q{>`kH;LYZd9WB15R zCceL=1xH|mw!PZNA_C<&LZ(o04o%L!(w~~ZXafXXRxTDqV|J&jY_y;W94r*I5Ru|a zuTW2dl!HFmf=N|9lF-}sH(`h(gQ+m$D2T##!!RBiJE6VE=OCy728+0*^vrp~?*ZFI zWUrY6RsC7xl=pFqXsGCy^eS1Mf|Mm)kYf5VSNS+r`o4h%_%S`GQGp0QG_en7+kbsR zk1${ov^=Nvb|Rk%BPbYql&DCSt`cl+;YyDPmYv~-+nicHY-_fVW zPlSsNdI)5pH*dyyLuaN+t}M}*X@^OqlNIn38T)Q4X@Aqrr|mp?9fN9PV|#|fqrac= z^&Rrw!PbgZ)OO5bX2(8h>g1fH12ZB8;?QdoEr+dux* zCrg_SU%#$CNO{--7FQH-_Y;^y=X+bFYpf|_Yx1ttqU$wAkD?KB#6ykc6ix|t5`M18 z*r(}hl(XE(Wl-PH(H9hUHep3cZ0pR|;HsV@HQuE(TpX!NwE z(otr>FDPRv3ptjiE+iNxEY5}FG<`&j6+axVZ0ZK)mBl~Q%5@1N?C*df}y66gdj?2 za21^kn{(TI|3!n9osuYzkJRpus;mxEA((Mmb)N<}lo4Pd7uR^R!@lt>T_dk>mHtMQ zxih!H6s)qPU9nptEBnyci4T>c_aKV2noXFBZBOlH&O1{1Bj$ee-Xb4Pr$W`HyJdLZ z4E+3vnfm0KZAbg95n7%He6NL~Qgfh`T_Xo`*+n9k@^ty-2jyJWJUC71fO?ItQkwnU z;>%vM%(wr?-dhIMwFTjV2^Ks!1SbS{cMlNU-QC?i5F|l^ySuv_Gz52dOK>N6fIx;r z?#(%O-m9spS2Hy=Rqqc!_St)_UcFkr?zOt1ERc}0=7^n_;qxr`n2orlxsVUHQUa?C zAt@ayF5*$tljyU63;_B_1D$*%Zr7e={FNJRx-%!3r%MGHn zd;t`kI7Z!1i)0b-XKiI)gptrEr||LwO$9d3rJNmm@pq<8ER0C6cZ4)kj9T8e<|fk8 zOLfs$nWWm8zC)#%va~Rg(v4P&%8oYexRa*;l4@5YPMq!(ZhM$iD-x~gL4@4Ukl{i& z=K%Rm4)f)Jht};Y@&P+Imf(M;-+ zAxIFH3a(g2E30B%pZ=wRpW#xQqWe)vn#SmF3>jBRTa~^8oKpTG@7Njf{7V%7Jc0*0 z56(C3obCeo=Bzq)NuQE8{UDlN6g3$wK}?Zjdy6gTY`BQFA4byM?Iiy?tQ`X;;DbAQ zLzCF#CIg%cigdh%-}6`$Ch~F$QD|HatN_FC8e|jrF$U8yzgOjGC!bzg`;@}@!1O7_ zqeRaaS*i)YGt7;_g@fBe;t;Vc<`22`{~2fA_{B2z>mJ1o&ofa3C?Bb09nwXkJi<|3 z=1ej@{S=uX8}46wPJw5Z%4^}F(J>_kWju`>JZ_3^gLI9P?oBJVK{Cxq($i{gwLcV% z^=3*ccxaZ+F0zJE3vxydhT1f+j1y`gl$>H_#$iXjb{LXfrEZyK(JMd34RbR|;FkgR zj~b-5ekRl21rDUqBrS6pwt7e|nB1@)Vv)_BALckI)M1P`eiBkv${g^pREOM5Jwz?y zzStxby(2n_`ouRFqvNYWfX94Kxx%F(s^=K@jgSC#;(2!)Z%YI>VGgNrtgWwE+;x(5 zX^gT6(PscF^+?Uh`^$L~t0c|qq%@R%wVLisc7IkyBQEGgOq-l7-Z!!Ce6?k`y*$sX z4EaTsG&NHBTUBePOYF)lvksrfke8+`&*$0oZQCZG$CHq-K<@^>RUPi${rnqF-_mK7 z=4c*{%OV!e@TT&;B~QaNY2W6M-ovk7RwwkADU6@kZCg$ZZd)#vA0qHLcH=k>ISd}EY#G86rJ{r9| zRgRDsYM)Dx>QX3S3Nku9Rr)D}9q1O9nbSo?({H@yjqS(ifY4{Kh0a^oyhzSbmh33g zrB}OJ#$l0dU_*ioRS^EZReNcaHG}!SYer><6GE0gB<$@_tl0Z8eQq>oK9$@&MiR^L z$<5$iW-bI>hnXLdXG(Ra)g{S?`AKD)LxFGi=~V}?a#wMi2gs19G5hkH>{NfrU<~F@ z%C(*7Vqz6s7V_U97Ve!cAkY#soqWiFK#aNfsk(Lm?sw|Bpr&Z{tguVh)w zcmKRljKT#i3me#bB=;8v!Irv;={sLRjVP!vW1ODCiw_(%M!Pf^eRNxUF~U@KSP}># znQsumPiN#41mglxG8(fq#i*LzX;Kd1AA#Ro3YN_}zBCj5GD2|s#^Bk1D;6b9Xg9aF zzmCxT58phSSk5NxeFlEwlS?5lkaFO`+r2wNC6EJ9kM=UPZPC`%KIi+%JOt?aIlDR% zH6H%fr_B=`5kbb*zRWbdlA))T$g^ZWisw1ng|(!NJuIknTi0V&!vvm{g8?mRP z@0e@ER=^6SLR`hYR-s6g6thnKPa zxQr3X)eOPl249Fo4a_Kg!9c6yMsZu*>L}WE%^omK{>kxia;-h@bwiY99cH$dyvsk)^z@ z<2QaxuBfV&p7HBJ5m0?}JZni}u`jH*8Yi)oqNSU$vJtn)o<6o?EgS8wdi$s1tZ!|s zWhEIh_IVQ>R%poCp0Hl`3cClD>BJ~Qy7UfO@@{H*yf2oIPH8?yMEZT#MjDh(2yPi5 zig!jO=X(l+xNKgC*o1fVbL3b8qvCvJh;2PKBex@2hao1z0bLD5GB3WKJuDPM2?uH!SoZTGrz7l$eV zF6K5(wtegORE8PqwM}*5RZV=cIG(uY+w94HNJzH|AARqI1(Jz`Azbp6-5b(5EM+wa zi*l+RyMKmx*Oqy17k^KDMZi|PF~pI8SLsE2?_?6~?u4RAcZ#}yOld_uuR@GE^Uuj_ zwBWsY#ZIu{VUWY7Nuyadi!T*66217U>8^@swG$P~tzm~;#@4YjRgDyLexj8yAm9?` zP*g-?P+3RiL$yh@k;u;u0M z?H3(Rp6x>v`IA}Or~8KXtd^0DTPioDyeP3R6E5C^Y1c@wIiLOp|4Nm;7=7RZdG2%z zue6sio}J2i$wW=vt`6eQAqpGRpqNv!PiREn$X0^FGTBV|jZEkoog4RAB-EzD=R1pE zi@+S>{HhD25ly9bGlEIl3O8$>-aG7^a&aLGWU2Ebq_Y|Oa5hBT`1jm9Gzkf2j@o#w z>`de@tngRInTC9yXLnF3DdHQY8@EzH%>OCIPND~v{AA=ozj`H=X--6#xl7C80Z{k~ zfkeTAH+*wY(lvB)=4|GOy=zTl2JeIe&@YzxFxI8z@#@rGgN@fHXsVx$i?IGG#j2gQ zQ#Q7oJyK=Md%)`F3OP%mDt-%@0yFcgOk;c4O2y@0>KPgpIa!TSX0#l-mEGS44NgKj zL$gT!9HrI)tMf({cO0A+B(e{r))D+`+EVGh|B`6V2&zDq;-tpFklwGZt5(>Jr{0Q> z&EOtLRZQW_{i)5Mvh8;=S4fi1UnpWz`Wf9)~9Gr};=bmO zqnbLJ-(=ZhG1-To`1`@MsbhhxwhOG_hgAwV~hQ{MjrB`7Qm zHjPyqIa!+sa3k>mzDS7uJ8Mqp&Ul~s98nF!exr`8D|Lt0r04&YJies=KS!yl{ zR6=h!Y!GXL0hg(eyRzZZo1^8`i z9C&|9I1*kvlK21~iAOvj1eFc$r>DgKl*C<(aI=CgMf;=6W%=6DFE68a#C{P3ySmK} z@o`&rEltP>92y8eKE!%03<>^hkMzCy&ne-V$rt=?BH_HAKB+r|a`*^Rus*TUkLPbZhpHCV}`DPkwVo zd#XRClGo)>^QapH409JyNw9IO(Lvo8Z%qkX_p>ccvBkSzqt9z_b!^xvG`qTlt#@G% z>Po;C_(O?CwrG_e95*@aRgXUhVbr8YFLyi=3wuVVSga|pTf0`5DH6Azr zPPTN4RL<@ETN7JjD{qT9P0mOLF5TgePY*eow;$NaGR3kbOO}pC@vZk4ZK_dJM02KS zn2Y1_#Q_&Dlx6T1d0fLq2c9jb)UWrN4ulmHh-q~Y;|*mLQxnpt>QEbMzEOVje869I zXK(Jy_lHP}blXdWu@D7VPt^Ywwdyf19e%|98{u1yiz4U4PZbUEa-BeYjMM&At+v^y` zIry5&mLxn_%o2@R*3@5du^~*WFWpq{Tv+f6*h!ImZYGA*C8_)SZx$W z>D~_lXRmyWFh9|0Fr**l;>W#Q4vuYNu7mI+o9_kb9fy0WCioGoLg&F9}mT#EZKZOXP+?^W!@(jTXP_QT6z zyD9JTXNyF?~jX zcj-FD*(TRfa+09WkkCUv2Ju}8W%c{9quMC*{hyod`MJZERSjFzE9wm`OA*ce%%tNS zSRC3NRUQc$?fStiD|z9|*mttV!fT<@X2g^lX)(k|hMl#VVma7k>jiePV!pPGL(f+U zd`NT*t+%$0w^Ya$4In|{Ao-`wfyGVZ$~EJ?j;HPK-Uz%4Nk1zqD`%}@=azzoy<|%( z;c=@V(aW|*;V~u`5^P5|4hMro+5srdo#VxvFhMh0^j%>f`QON#6)OV;#cI#ZVrxO0F(O(8A6YuYoUqkk}@%%j@)v$=$oIUmns#gIGi zJWn_BD1EIWRo>KFGi+&2;Y?*0HNC8`S0mLm@nO;Hg}`03mC2YQ;-6c9`{;jKWC-~H z0Q=cSn=usw0*+c1ChiD)Yijr9u&1UZ{Cus^yfIrZ_AB%d7Y0Vnl6Em%fC6VeHPfZwm@WXT1dR~b(r4(sf^wy_?$z^)R%%$KI05i= zXwK7A`PaBN5X>*nSz8zZrf@G7zNfZ|3M{@}pDzoxWLPXc{f2l`)!Mn`Ql6N$t(tD3 zk#47SF)=@Mrb*yAD}LEiYZP@xd{(3|!k+o1;3eOhdc&0reteIS%*Au7jW66!4Z(m) zVzMEn*`xvszqN?4)zhwR8(Ztug1OwL27C5tE->pEBi}b^x<+**Ahapq-AoTIsD{91 zqx9H}f_AlMQ(EoGIHiZ;c_Cbt*+MF}47ddh?WHosY}>MNu}PVk1#(&nW`c_NVe;5$ z1GeKw^IlpRzMd+zYIE8uD)eoCM>ch5V$sQ4-WT$rXzibV0QbI2p9TlZo7@iTYDD-x zE?dU2P*|=seR=2TO6Fb$6FK;`I;YJQ?d3cz53tEZ8XC|J%W@=oi)$*HE&i7LsOC8_ zd1<^KQxnn(0O-D2Hxh0Y{wRJQ5v;J3VI#WwEL|?Iw)Mq}zI54i#zn^II^#uLtsWJ% z+>_=K2xo!FgcwqZ)8UzdR_(#jELuq2!(kylT>yt`Yb5=YQj*(JiILJmF0D*2bJWYL z(%UFW($L0?1DDsaTwGIuhAJPh;WMKA~G^F>GAJm!e7hUW! z213rV;FdfIPaH5z0W51zzUIxtEvacF&+CpcF>2#(`1!#r9F?b3?7OF~HRF5R+r3OwOo_*hi~(CY!&>gYVZ~}faI`62mP}>i zy}}_<%SdkJufmh*<`x~~{OmPe$D;eYq@@?158G@|%S9!gGV^=)bU|Wojv=#ZQ7j8* z#S+oSMKxS8*{Rn@D*=;EmSP`ueiZBwJ8FDmAeznIc~$?Qu!qWj@wlDrPurRG9+(7T z;YbuK2y1?5$%DXH&JP=?k)qLJjUYQ4OdC~j4r-B4Jf4<=H^+g|VPCOO5S--PKnklQ zmDREDHt5o&728gll`Wn*+l2kVO>w$_YNZ7?w-2AmjTUct$oNsn8`=mlYcPetIv!UI zb$z!B@dZ+M+IhF!kWgHqm%{=Sk!R1~PCd@U^HdJ%!6yj||07|`0-q%iCJ4HBOPC$K zGZRwoqrLO-XvcGon~Bvnu;FiG#950K72GAac{iVS+;VPpLzaKech>i;>CO`it;i#0*kQo39s1!%9cy zBh$75i@3i)p*?CJ=KqMUFud_H>Ng+6P}gg6<=0*eUJclcF_oi{C`-Zk=pCvaT1r%_ zl8gr^IA9{u1k^UOjgH5p>-MNyyxwXQACTuibZfkV#2&)?L; zt3_J28E^QOKe{@bWUzCT35`+FC$BUp+)t+e^e)@kjwG>ot^|gno@%}o(1hJrg{h&j zB@leS{--n^2NH;un*c^h?1Kd{@<`$&@i z952Z{F46!!*c*HvCX~l{5XYI`fG@HN?s1XUUqAn+R};+RJdw}2ga6a5ll^g#Au>2; z|KBhZn2Q(+E;rPC2tcu8Gx;A|LUNn}i~KQx75@HT6WHmmxanrxQI;#S)ZoY@S&`~? z-*S*@pC_K1%_+I$M1SG@H~j+x1Qh?2?;AFO%J)xpZ-cv2 zCcg7>!()GVaP*kUID?uk{6Qw>9#w>|#bzdW`@kEJE_m5R^S2c#ihs?7wq<6Fmy;z= zwFKc&3d&~8q;O^3>c=RWEiS!L9xL)}Lzi~C$d}hrH%-FsUeyT8xEEbM1?lnUsgD8E z@$CK^lw@UsS%!-!?zWY%l?75JKZiuWw2R9VSUJp=u9lV|!;^2EMoAYA1D9JS=Yr0j z*c=JW5%PaGaU2n-Q+2jU=wR-@#le{z z1DhaznYbLgzlA;%Z>$`vTQZEAJzPVrpuQboa%+;1dGTsu;8P6xc#78h%+%*W5dYr# z4+gp`S7p0N;RX-ov(G4c@pz3xbBO`9)}(L%8au3Y769hz*MBoctER5`E?3E6FI3ZY z;`wZB*sKj*>X$4Ch^!A7b7PXYOe)}G%mz&Mh0QV`nm@JgAMy?%^5@H5oh{tc=s5B7 z8#ogpm1j*i%&g>3n*xe_YbGU4^q+q8xzYLU zr~5WO)hmwNAKVl~o66C5sb7nwNy`wN=$PiiEV%?3pzZ)XJOxOre^nxdlyTOa-Xnn_ zF&WY7?3VG2&5Hg}Iu$-PPRF5*r>CdA8mv^2^3!+uPVG1-EtBe~KM)(|J3-HomMjru zNyTd+Gr75b7@smA*1(N-;@-&-zXX=B>=$ ziva(6oFwW)Tq)R+?-v@nw;xo^0E}c`5G-A!Mo(`ZTpa4$GUC!d)$sDF$R->uByhI# zf4}?#I2BxgW28UPDq*nXKbdHD9^QX2y z*}ry?u?~@u#MrOPYqkg+aIPQ3lWNGRJu!USc$Se0Yj#WjoE`+8b&!Y zwO2GKZx>CO7^^+aQ0F_%DtuY91npnLqpVSQ7xT%rP(-3{=aK;;x!0bv=ry9xU*iW4 zO!dk3rem!V)2*Pa2mkU)Tvk2^LL6kD2MB*(c*Q?giRD5Ut(n*^&9YY^)_ToX9yX(H zx)~EIk=%7;Yl~LJKx+e6(!K~Ak$sodlU0IVQ0goP0eM{;APAa+oi70DcYz6>U_ENC}b2|McL`dm0 z?K5REz=G_6R}0=4Gto?~$DWG}EOqjO$$da8Kwu5h-;ROU z4kxQTr(4;h^tp#0)FtzB2;)0}#wnfpV(K-X!Ty;@TZZC~Lqqk@Gdc`8oy2=gm@o;d z_GTtaac6vAty^6%B`;q>#P2IrNxa^AZD&;=!y@pCGQLq@+=Ne7&%RI^J3PShzbXFp zhC9N74ym!DwI+uTx_fpuHW9Xa%ABq}Fc)7|*+_QlzvkSoYGv=daf{ASnGB&*RtvV4 zx}w4eg#mMyOi*!FxDP3prWB+W28Qn=MNkRQ*_gVXVg8hE`)J#aIsRM*%;^n2<#`51 zRH#rcDC@rjX;#2xPf|d%NGq^NB7fTNg2$G#-SBurry;k zXtgsy-N)+?(kvM)E~ZjoLG9|~SiEOt1xr{;ym^#dsUs!RaH^ElNr?ZH78C2EKH|)v zRIBgZ)Zk9q7zKDxYKine=??wq(vv8jb^WK@=K~PoWWgu@Kl&!n(f1R*WI{x=!(MkK z(M4GwFnAXt4Gv@!fPiVbn~4ydcGyRNK|@0Nkte_hNd){k5a0;Uq z3PcrTgLn-(#!60}YXiwgz#~Z|{tES#eV6Xe z?e)RYPevPz8ZDPpQ5p9$4G~{T^iGJ<4qV(C-)>U`{7_!_3i{s$jN1RSSN%LUqC!~i zNM9RiA*o23%E9(}ixt+utU)wVt2bFE-7ak7!+q?|hU9NPo0<#z9--ggnwAEVU59FA zW{=C#urbb$ZObbPjlO4;8#mkX!H|MQQ4}b@G zY^A`T#;E$V45#h?^nljNj@{m;d|b5vAS=%qo1e9MpPNA5iV!n$CyDG0f(1|J9HH zhFKt+Mb6h&EVQuXc?HVf|LQ0IPQPqI`;1nPzB}btizw_F+W`YdpuAsP2~TVO%wBY1 zi--O4)7`OL%n4Jo5Ui`Zw|)wA_d=;>9J%I1z}`%h2P$++h9o792m1t88rD_@VZ5_F z5&7>>E@Pu5OV)r*8_Hm)20Y+Gid&&(BeBm`sl*QO#{no(jb0=8p8 zKy(+82OavYWK)OvsKnXhVE&z2s)Av~?Ok{){?SzDI_XOc5to zN(NsN0`f7wYjY7%p_H}eV|zpnrBh10pF-&tG()}Xw}NAnUe#F8&GIT6p`-moFa$xz zd3x|wF;SIIWgvJS;xBAY0>)SaJanvOHm@8o2;1wW@3t4kI*0P!VaiD-%q+$5+w!LH zS`g7XEI+6rZE;0s(I7=cj4esm7MaxC=6}X2Zs2>UEu_}NlKdOx;JyZ)H<4Ooli;28 z3=h4x^a=aCs~)~q z`N$khRh)S4euL;eAZnrhyM}cu9)>D&V*FI9Q#`{&nN1_2qgmA1>9`|78cTL}zgV)a z3+As~wg)0MPbVj$D&`l!<5;&DVCSFM-GEvSyibW+_2#BlaVOgo&$jEhBM8zpc7~Pt z)$I0v;xb8bymG8>2vc=wFOq~J*GQd9^r}@Y{JHE~7EnxHSh;lMtkyHyOafIOqcjWA8e#c0w z9^Z^kh$*`v6RmzI<&JxB6c8jG+8?1q`_nn~H8ZV8=Li;coZ$$%J2KSkE*uE1H~8IX z8>)cgsARy75)Thg%FMAJ>g3_@GSPXelD76viq~ek<(%Ze2@-$9(TUCYnGahu?9ohF z)xdB?Dwiz%THT@;H^*LeXE2~__}hWDIrkUS#I%Mnn;Ar1C(1cEJygMG&!JERvq+!g zrBwWG!5KL=o)8w-^qM&u$=4vGL1$}s^*5Da)u3OGPt*C&FGc^!CpfaOTmgh6+>(Sc9__wSGHI}k^; zfIz^>ugqst;?Mqhe5H`(V?%Fn%>U5xE#;q4p831c3$kCQuL%}JJW z#G85$EAIH%BJ~rnT(!!Hg=cERu z*3P##PUi`0ddwZMIE_=Nd-$LQzkpseb2|9CyrwA0+$2GMDTnla`sELyzqANuDft&H zEUz2yhhq84P)Tgv5*3HttDNfu=ujoJMMm9cD59YcsYyH=LKr<1*VQ8TI^3y@za4V- zI`BKnLW}-=I@?kp0`-?O{7{ec(R68lBG{@O)SdaQv`=Jmz1co+ZhRG8lQ}cHy{$>6 z=ch+?6CI_Ol!|Wx`InGyf>0@@PGR+cc!LVexQnAypS(A7z7O)nTKUH25)_r^5{3sZ zvfKEexmK{vGe^oxN8%6kSjLwtrZXuo)gtgqyhU3@XYR zf52pR_gS`G(q&_BHkhvhtx9ATpmpa}RHa zZvSQ!MHqlL6ks_BTYyG?DC|st#@aMe(_u{AW01JD)&B9rOfsFC%xbsdCc1E|Vg!L| zmN#?iU)rBTxoSTOLE|wh>nHOquBx?&Iq29Ufe605yziMQqTRkj-R&JeW>ISk`;*bI z^!j!>nzNGPz7HCi4N!RC(=Bwt{JXyQU%tb#j%>5*T4bA|e%P!>O=wXcy6clU{xD5p zt(_y!GC;2MO&i2C9aJFGyrFE==%YRU8RGE|eg;q#6^bg%v)!*6uHM+m$6AIM;x=)H z>OI`COYvdsd?5r4!h!xc$Pvk~jqxJI=y8&eah;Fed8)HF%|neNI;T z^@{P<@>gZDHJ%u^=Y2zwn31*M>z4F?r~$+)IldV7npCcc`Cc!EFAidwAVRAQI|oj9 zKC@8qjAQvs*M(s-q=#SknQao)+*Se!X!ENwfIPAiMW`)3FF2sE9ye|)-J%7}0|^wz z_;V-b)bhH|2Z5DfqGhf0sIiHRZmHKF+CfWbcsc#nw-S@G)_sm^vMpTKVyddU1PZ z92;zB#emMGeoiD#WKA2{ZZN6}8;p&!z)!X0(vU$5Kq!HWm5Xw^KoFuVfFNkR0yB34`FkvjP1)v5|i41gF99kS|ZO!(_hx-O~I6?>f4d{%verZRwLestYss{Su0Z1F1(_Kf{FqqO(JPJXo z6}=vuQyBRnXs>oP9(gv#@%}sNUv@X65T`B$QTx0Gv6>c$94zyp8=ciziF8+u-)xdu zmdwj?IGDu|)%l#^fynQGex$ImaWdd-Q&b^C|mP#q1Z~natFtfkM zrx_ffo41$0jtK)v`#Yfd*P^3L7$#l$*goK7@}cwG+x=M5TE^z9Qe4Js58d?sOKjX) zQ9vfupiKPyUki>51b1#r2FHh|d$Df;do1SIed4}00m|PZUz~kjTpqhf*_k%ps_rpN zTOFAYhWFCo;J{Q8$9hT{nbVER8$|d#w*P7kfPL3F++U)V+yoY_j@sj8plt78Uzo*)nn1r5 z$syC!Do^L7+HIe*2vny&t3s``w6-TZ4@gE=Yafkd#qIGO(dJGe5s{v*?q=gJZ9ToA zyCK&oQQ?E0*B-fx$0Jd%K!(*?>Pv9J!Ebu8+SE2eL#=bW@hBN+@iNZYFX2l64(xwT z4YZZ5qvdnkSRv+Z;tZWMQRNak$Bgu6HY*eaVDeNYXjc!gvt(}J&TQLzj~EQHIZu-2 zkRRlxR5#ARnhUZot@%&r;#g~yp%>&&)ukSted9cpf$c;fn5W`H_&joS1H;G*GRD{t z#!fBr`EuYk9B77gz^=qWB|E;`@|fos4(`;9+t

    4%)u9t;#d zXtZ%sT-!J6&IFBs(;oU&9WYi_0IMkr5MHT=ZBzVFJaufbXR5DIoSLj6d+gYKz+v5# z@NoA0Q0D_~zH-3R1uO50FmM~S@ToT`(196X7$~&>3_vw;Qnh?=eZT3On3y<{Zy~^J z$Ql@=hi$IE^I?#k>aY7C>pN35@#d1)M-zn5_|Z|cdncho+^^c$-~Xg_s>Yccl&AxU zk06(Jf=HSAvqIg%!s2eca!ikrPZC`K#r_;tcu0`*e7&EtWd_oxU-d%M8G|?l=6Mc> zBQF)mkr(hQU+JjZ1gQm^EezbHa#qk&03fPufaF~PGQ~cAehe^6e{-1*6-MIP&9hb+ zDq|EuZu10M!!*m-zrq<{hC`*QPGN^|2!k(m`kwjsC;fhq0jp#Rb`&= z_vzdkD|IlZ5c56c-#fzI$Pu9906#)cQ9fdu)4K(Gl6)OhvkmGhkr zO|*x{i*Qd-!MGg}w~lfeX`kg6J9%HNcI|TSgg39#2)oD^b12-`vJWQvz#mo=~ ztFcQ?=6P^Q{Yg$ZXKGt5Z?yeZG#bWgWnE@OP&fYEGB{ z-VU7Xim13V0ZA9Jx#mWbZB04?gjg2l o$bVee{MS{_{~!Jj58wXS8y*x>^KLZoE)2XZ%xp}H&bmJM3!Ir~L;wH) diff --git a/docs/source/parallel/figs/wideView.png b/docs/source/parallel/figs/wideView.png deleted file mode 100644 index 28829c675bf27874474f5e00ea31ff2497930770..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@V*JcMYj@ zBOOER<@?=pc7NI3KVUuQ9=UHk?-QS=;Jx3}RbNq4+@%14K-6zu%fAPK2u(mBA|`TD zV8k>KUk3cg?4SU5(6B{1I2(O71wA*hH8y2`V{K$+`rg#Y#MQ3TR0;%o&G|4g}z)KAp+z|pTAv}ZoSmq#%Z_A7fz zOXC+2YpbvwrB{t-Z3h_{L7b5@@zzseH_1)pjz!9?br~A(a>`y=nyc)GDf&CO%%>d8 z^jn2RGBj_to3v9A3#M73Q|c{xm&<1>xWdlQF+z9in+{g4ggqZoB4s7qT$GNmlA+`P zHM6#YiHVw>lZ&yT2R)BaLg2csSdJgoYC`3vauLtkZpmE*mG0YKXu1uGTeQL_ayiYi zqrCC?Yq`?L5i(*ICLb2aVM850sRtH0!&a!QrG%#C6+I1|bQA6yiBXF^}m-M4c5;On~9 zLm!8d2zp7pJqJsy4V`w^QG zpZhRMiz#0szx~e>!n0%WWtZj=_VJOJE-7%_`;p6gR?~-uxwFQDN9-*VO5T^_W&CK| z>Mr46@#bzsqi(5eLE3j}f`eogf!|QB(2IQUt5+>d`@zQ=BOL7{95}Eum$M_tmkK`8 zzS?LY8rnu52VL)B8v5RxCsKI)mZ2*F2d-kK1-J_cd#dFR7D1E}$D|sDF+pEyPZK## ze{I@(_mcEtWr9cMqT`FCa>IU?@LsLKaAm3v$AIivN@|E2UwGAbT3^$XfR0;DhTk%~ z;?{1p=kOq*3!)!7hqwTPN!xL*#r7sC|3s4?XqVV##iuy?$dUe_S5moOl;Fped{3+J z$?PkHA`t+BFRP80^W7iby)i3r>#f}VYr#nX=%HCigQm(Rh&cJvvU1&ztSCUBoIf?$ zH?tX&?Hhg5gdUMsjT8D(f#leU{`1`G0R8777X0r6Oo9HlX(svXyM%^Myc`Zbxh+Q( zSINj;q$|x_-2&!NzyE%79~vy4jZHZ_gX#EMp+}2dt#u9)EQb@8Ss11IzE9a&2Goea zFy@1vjQbPTn2|G=BkHQGVV2mZ)oRdv*79fi#DnEnn?i>kv#iFH6u{79D=Twnxp&%+ z{#~SM?^%v`DFY{wzV`o$l|9=Y!~RPz?^iR^KNHf1*FdiDLAu_~i}?mt*2Ae+-?jMT zY{wui696#YI)(C}&Kuh7S|U;;>Q`l;z0N)JF1x#Jv3i3P>CkZT@#Fp9kHGmCo&Zw$ ziH#sge`7@mGQ?PMwN0BTQK@IIbyICOF5m_3?KAIljeV~jM+J51eNLLErz;+~MA0hr zX{(E(q2z{&F2gj?36U{7P7S{&SjC!1M(^ zW~m+pmBh?>3`G(3+v7Ujeo*juL~zz7&EZMq36Kh;>`x42Lvsw3r@dsQO@3| zbbA-7*7KuH*?8nT0e~y4$JK@q>>O~aPD2Ps@FuSwAozftLP*G|o4Z}Q@mkp^f)^}# z4VJ=&wGDoVq|=MR+YjKi#9c!{RBMVS;R zX|H))?C~()S@oH_%+Uo{{}`})qPHXSw+jl)JvJS+EVA~L+8gDgxFb^N)oZD%3&HEu z5(6GnCeka0Mon{sLbqhV_qS8McGJg1H;sxs*96;1faAEu@qzJ**#dPMnJBBXeWBy# z(3T@3Obfr)R0DuQcI7MJx-dF9ii55iF#rs_56mr%L(L?NOI zp6eS1s%t_^m{^zX%mZ3Usoi)jIOGDngj9T+g&Rt}R?-O542qHW5xb=Eydn|0YS<*wB)sH)d!n(Wlut`o2%2{U&{? zmq{Py>r(6LP0T$pLO$g0lz6w3Q(TG=UqiY`B3<`qQ;YU_CRw*UH(sa|b~6oja1yM` z+Iu|hi1%q@rCd%};@M9!^*Z7%hV53@w5PGmf1z5TSd|enk>lM`icu0*%>HphB>85Z zlDPg%>Ws925&x5Qvj1C@`CmaOtx9FI;SuMxk1&6?^D~DlQojUVKBc>3uKvY_5q7U> z{r5fjKgo0Rdj#_hRCksYivSgSBmq{%Z0cyo3z;8fSfh-biZcQZc{Ygpedk!2XWJ}( zI@wx`nG^`%ciJF0l=o!>CJG2_|Mm@}mU=|iaE~CSL(JAYg(T#duD#g;EmYeUm>@nu;;e1JoF6cjI%5t6peVw7?G&#} zJv$r4&;M>X1@9;eIhq9He^ROn5Dy%0d)l0Jes4S$OSNoVO`;qczN(N+PVki4s#gl7 zs%$IRxZ{0}$wu_c?CY8%ze%C1C->A7p6roHbWkx<1@3MVyY&KbH8I$Usi?^$_d34N zb~zzaRVzKkk)3qMesZJ`LyoDZszTjy!*(wMB#ck-l0rYdx(hJDKB5T@+ho@X?#LYHT? zB|zHfbY4ZCALi^z0sIW!_0GO}h(JhD#XS*=0r8?T|7KCwO`I8wDIDt4aN%$rSp!X4*Hkos8DP zELW~ALM=ms*-?Oqj|S^(xO?gTF)HBe%C<5orGzI9K^h=+ZOc5fSL$J&89A`rlP#1 zkSxKxFEo3+!m75>=hQ0Tz(+&%y`Yt``g7`S08T6 zS2`Zc)~~o_H%LK?#^21R`Kgl1?z?+)V>BDYd1b!qAc1{jof^IUhTKAl^ysX%kVDE0 z*8$zv{!NHLFsSQYhwO<_oieL-yzzyTDRSg!1xtczD*SHvthL~^@I?|o9g%sN$wc_L zw=m6W?&4(#tJo|I=6(ZYXk_<78vgfzvNyMT8=@yNCVB9#Qiwr3Gj`JUgaDW=bKsi( z!!s2DK`LRD*vg~2M!%YS6DXN<-X_&ea>*X1v<>_Hr$%;4^v87Z=IsT|MiEAwEk~{z zv5)wZMex&IiJhmXjX9r9P2zPQgk^tbqz5$(;FceVI}p@c4de|)SOIDAl@?l@7ep2F z49C3)mZ?)BE#wv>wf#ZmwhbasN(-bS)u6MPLm}6(Ol*Uf#ucqzrW?I2n(tp-*LK<; z-Z2XyC{Ba=Q#6YVF;;VB+(!9bZG<5H0lGb!Dwmn=vCmL*r~rxqV`dt&Lh9p-7OBDQ zmq?Tai!2f}$=!8)@gRn86RfsGiPzwURTuzl@rT?MWV)wt|LVt2 zCJWPz-^Q4HNsno6MoJ*kP$j|LEFJ`$_s|{1-cW#2;=BC|zy0!}^|{Z`Hi8KB)oes~ ze>LqGjK(Xj8WcRY8m$9?nwpsS?9xrDe^4txDe&Eag=HdEax6-yfw}nyt{MrstbQ+W zOC9h)h~!HKmB8$`n+A?g=x%kS?EozF32W351(2(TMK>2(7+o3r7FbcU3@mHD1bOnP zhL%nraKC)stFC#Zr34LU!Q7i(u|-W+Ss8i9APC=3GauwzJCVBiOU5F{OK%?N#F<6qd$fq%RSL=RG(9+%db7_qw)3<6NW$e0`Ot*(l$$M|W` zKy3T>hb2F}i>-K>_wpUa=YDiC9uYM)eY;~uXCX#S!X?b(f9zr)@^+g=$N;ajnT?Ru zH0->67WA-0QviD3M8(NyE>F4-h`Vn3Ng!;r?t{Swxv_#zn}T>)1N=HUtjr`Ji}I2L z=^UOt8@-`s+A=FI_>wfU#_{$+~YTx8UV@4vMn!m<<;Xgl(HkTEq+PBkx6tX-Jp*!{f5d(?h7Gf`N4m2-I4dC}!`#Mhz~ zp9ZbOG6Us{TJWSmIbsCLbxY;fUbzXhsKUzaKfA`1kyv;_F2())^*!Tw)4rED^jJ55 znggM7gab!pj9wr_Bga6bN#y}d=ZhSvXF+^V_#m?>B+wB~-b`}H7E|0YxNd-P$O zCbw*&*1hBOo8UVjH$|b|Y2ATup{ieXZNg$FimPE3F~{cd?xx#sDey+`t|f|N&G>#Z z25?Db9V6}--SCkRpf_BV?EU2w+82DcjGF$)T8rGol<>o7$aQt2m4p+JDD3KijUMa8 zgT!L;^dJDICF%36NT*QM{Li|-@EVnF#exJj+_^!-zEo!&DxCmluu9Q_U_k=aDgYX3 zw!(YgQ8v-FA6Q9J_$WFuOK2yahp3nx6Qko^zeO6=Icr%uv@L>empDUw9ujIJkE9a z9s^*a8)4_aaz;sber{5YYUXJ%Y9YOqP}j_>_o&IPDzXFJ-751S)sfBbCW@TNzVzXT z(aeH?_FuKY?To)HX)UdH=4x8E=Wl-gm45B8ZPow`S7{UonMhL_o>h_L z9bxd&+XgI?Q^bR7#+oU<@r%YoU}byro)fDX3tz6Aj?vD~Tn$FGCZ7^sk0Q&u*u=b^ z*x?@lCo8~WCQ)sfw2QYK+oN|QAi}`Ln;!_uG`5K3uEUBrtULwo#51xFmNZnYp-3y8F6QEr?3(c}Ptn{h&o1 z_rkME9B6>g^o0PkoV2iAn+O+a?M_AX@&VGX_-T#7?@s_6x_`#^L^gl8c>_Q|^Jiw2 zbu8#wtHS&ISy_Sl8cWjRQApG*0YKGGMh-L6yxn&Ba>mTm-{z?M_g{oGPTzgu5M4h9(9cVR2 zQKB@gY1wLO>}VzGmrs0*2)+x8D8HQk@TU~ZEd#?{(70*;kq7+9Jgdz5724XG(ja2d zTMT7gM@7q15RairwD<6I<{r;WFZdRX-B+Rju~vzsGEbzYo;WR~V#nL5X?P$l{mthW z)z)KJM2LSzo{)(>2}boEBZxs{(&=+zL;Q_2Myte?iyG@OuP~A?!>@Hbj+EH_5+K?w zLqO-4E8f^B{lqX!Y+AH`d?)#EC2>z(L^96$ZL+~Eu}?UQ8efvD%Q>WLJ7>$N?ftqpw#XqBvPN>v}_ zw5os~o)@a_btS}oz(*`K+n9vQiK3Pf zEuS|Scu1jw%1*=Q{(Ww;1Huq0N5GN=$+!g0{_ez>EGS}$Fh`qB72=$ZIq+=?psnt0 z=ck{0$c@^fk>y)+&3z>LScoV+X!nx@NfLEve0;^I9s{w6%$^sz9~*@ zXqu5+UcFA>$^$Z2?6T#w^wXB(YRS|ZZN2;ce&lo4-Nb)|+T<*!z59JC#gZGDivFg% zusQL#%Rf^Qubw6LsVzG*#gHg~f^j9KJjM0gg$5WIYbI&^$!h1F*$TcXHjjV44vQU8 zol>_{Dx|$EFLxTG;k{!x;6Q?VMdd- zUv5I}(t75f=4uJKHxd(8Zfyme(XONUZckDOAVjxKU$XnPZB<*C^k((zUEWdrlCqai zbEV;5Mt)A~EcSXxoj$lKGaGn@1pyMdVu%Uob2 ztanI>l!8@Vg?yg}Vk>-PBET%EajV$iLIc^pDlVXLBzrkCm;EZ$3t7Y*Z#3NVVxlNd z2m$W@0{1Uvv0+le{0kI&%CurS!1^o~}ochiU? z^$m?ay26~RLQAEy$``n)H-gUJ?FoBzY`CI>ditnaYFGj|E6|qdlMAmbe*?rS7OBb;=Nz*sOX!*xHIg0`CClvrXBm#2_-$U zeLk-%hb#mH6A4uSh43@_LXZpk?puz0)xrCPr&v$-<8Y6o@?)#M6k7<5>B5?ey^auK zpq+}DQoMQvGspiKz#z*Fx5*4O+3%v~k5eSCOJt zIZoZ9k2fPSyOf@4r_S1UyDJ6NxJ(DhoHw65i@MmI6)vyP_R#;(cH?C)74yEiNg}_Z z!PjH+4-TJKgZf1R|1HjTe0i74&tU8XK{0LkmnPcIPAAZZ%py(Olqb!0YO)VcHeC}p z__XJGFyp12(%%ughmZ&Dmdj76$W8diz4z>t9;`AJe`w&YJ)tpW&wn2Y_T3Dm@Xfm= z^kH1zU2lz_A>ay}5>Ia#P+fx@nRSz@5ZP{Y#}~Rke1ur;(PLtI`-p|m=kKlV7~076 zaX9_pUCw&I=G>LuQrM}vqYd*5t_@vB3)*=Go!L-aZFTjZqeACaWrOK5^F$b>FO`pP zh3(wzoozF1(N=}IQfDo4L}>-{UtTmfBegs~{&&QM9mG2PhAFuTC^95ppnEJy!6k&B zLCCnYUi%esbsVp5m5rW%S+70;u^@=JjEwCuYtcOE676)JaCS1^kBh#Y^Pm%96d#K| z39ukg2V$?tJ7JvuRrV>7G!YtW3ysvg zIW^ux6p3^JY?t_8!LsT#7;WuSyWYtAkpv(hcY=V4|2zQg>!(RhV)PdON14+T%rDt~ z^gnk#41WUv`pSqy0PmT{p8JDiE11vQ5t(9UQ=g@5T`pc;6&~)!aQ`o|ESf4A*@J0&B?&F5#%EgoaZ7Hq>i6=8 z@#vkaMo4JG>2&!pFJtnfxa(iBK9bLITUv)^{+{{?mWjO_uA=!xc9T^#weI{;fZ+9? z74pat*Dnk+d?;htt7N}Ieukfr%k#6K#;D7)QCZVl1X@1nUQAtooRF6BWu97)7q}p{ zQ*<){P+2bBL^@xbbf;eJKiUtu4OAjNrgShJeV6vN!hW#lS^O9&P%1&nIU*}x;DluP z*{=)x=&_Xfw@TM1JGBWeDNlt8QIj_b4j&N)P8)cx{Mq+~taqkO9c|4d9&Jx0vdMl* zJ6wV0!?F)I#7v7&PbTc@b@x**?(WF@ zQmx(}oS*l^vzZ5!{d14~;PArk3N-PNnp{BNfk9;F5}Ux)>wmXq;b_?ADqIHK z%He;3%PeO4FbHcS z6ySvP!-O?9y@v~mZTrzI_*Jv;R7V(}x1R#7cRW|eAhnRMl^~^^?V$k^VEC^bR+WSn z=(f-aJ=}QuG6W?K?jW4p0H3wr5WBbY@_4y9KZ>l7{DXjBg?KMSw_US$)A*_;e6WBv zIBUI?){mI*aOd+Q2><0|wo;P`!&!hwE?+uiO!&h{K+<*Y80|LO4o%G`iu z^Z4Vd;2zdC7rXjOG&_ns*bVpasRbX3Q)648;a+59e%GAe8u$Q}f-IIor z$CsDF-ryW#^j4s@0R~Azq%A}#RcC{_2v=|p)vge1E*u^+5WLed|F*komLEN${tOkg zfvdFNtz7+EIUy(idO{Stzv(iuoyw-KgTas*?CIEpg-H6N|0%K8VE%>A>Q>=UdQIbi>MEY{x6x}E%EagSb8)pPi_QO#VZlEP1De||0hT**DqCzZ>yu*HQs z^Pm3`f&!AQBN{SzbFB5)3pV?}vhie9xQMwVpt7!#CbqG4-wZp&8;=(pk9^i$?}ss2 zTJIU0lBl0zQp#M@oNtAd&s}-=kjir5~b)Y{_*#!oU8`7 zScMAF*us+)`L%)@VY-Y%TpV&EByg@zMbXHjgMGzNO0Hw z>@FeWE-u*rOzl@qZ0mLhSTY)OR8EA;LbFFLi*NTioPUWrY7$HcAJ3Z+=*MrPrA~@} zWS)DJ>k0Kwh)rGc_8i`wP6T7(1AlNStwzSZ<1SM5_%rYq!14I*>CU~YtId_zwZOTp zxg8QeN6JhIWa_7^JwqqE%hHP-u_}^kl~da@{FLgyTx%zjoDdY}kBh(9%W4rx2ICt- zHZgQlzHRvMu)h7t3XEd;aq`A5%!H*(t=z2-kH1c1nifJ9`j5|S4Vq(3b7ki?Q!_T( zsO`h9_`Tp?7u3v6U`5oO zVJpj_{^+9w?*~kUNUuRg#e*6BGDx|1MgC(>)MH(-TbT7chjBe{e9hTjGnr1gbE&_! zeuy`~G23+P+AcJLaayAi$(C)b)3)QzJ4N`xx4HgU;Gl2$>xQ ziVGz1r&A(rqrn1oP%d?a$PgAUMpVALmq&k_r(~=U@lnmuWcjn^*62R#HJ7V$+`9e+ zdX?%`RV?Hx^~yPY#4i8q7y}qT0j@&vF3iRV=pGG9rL_qz-z(~ql_`7Sn^`dE+PI@% zIg(l&ytQ^Rn$^Z9Ms70TT582yZXz&6_jf({>ZI3U9OLDh>oYug1#Ud`xWM%^Jgl3$ zC)5IWClAHzzVF(SnBOMJvo^hnnmw%LI`oKUj!gzS9 zRC-T#4kb0v#vo!Zwus45K8aH5)W8DwY z&YLJstP%(|9jyMuZZR6XG-AR z#W?$~eQY#dngMRZ`X|;%+^g}#*-qtBDskVNrPraJacYtOO7d1m+HVf|wyhxj)S$As z(=$Ua_w?#<6L-mPCwLqqh%TbI+=}V%dZzbvGCwL_eVI@agj}1B!f|GLBCQ zh8C$&3A`5V^DlgstQ={Z`H(xPe0}S$ZQnk6On9x5!+;t^_)EiL^daRDYX~M}sT+>o zY{uI#RKf2q9$_t=$&GS6XEeW^&BVmK||zq?&Ol9ji6a=Z+C+isU1 zSVj(`bxO~IB(%w#_0Z^-$h-Vq%QnNNO@XEZ%8}Vp{#ZBu8>?2MqD-yZJW)P0^dZz!W_=mCwI}sjIbW7)!o>pi!BwZ=SBKfwu1cIMT|uDfw-9j2tNlN?)bu_NSSQVVZBfm#yd6 zoaS@6>cl=t(4ed8wvx!`(dmmY@8Xn|8fUbp_dZEjsX}AW={Cmzo1r3Xb%iJ2WmTyz!u`u}^E$$!AT(+a4`=#;t@PUz!loo)x z7tH_WGdeHh`;JdKN!TzGrLkxG$(nn-{4o*soO20lC%2bcORn&@IzVtO+WNPF#iw+= zFJZ=_rh=n* z@c)8jsttK@wT>G@>!bMrg10(W9|d`xyz~QIEQAx0-Bgx;tlJR-(~ptCQ#ug`Y5BxC5gQ>{-Uo+W5+eX*@dLh&6-_vB}h)JrKK^1%Q;@=VZhQ^3+ z{TQU#J6_XF(5_`c?(Q3un|=Pg@}G{p=*1N|Tx^;jCG*esI9B2hS8RdWclU=4opS65 z5|#7Qg)3vaRo7FzL(6L^a95G+r$0?$*KUwKySHp$!}|`+c#ef=!>wF}KDdrT%}aTn zaaNe#FX53@_WJNG($_ifz9E6L*WT_UtWC{oeZ|p;MkuND+5kst7+B`!ZlPS2(eKqHJY7VX>CkDo z2CVVGt)sg$P3UF&i-+akXIjA?Q`Xw6db^jQ$L4}BMN^Y;P6)JKlJ%p^_{6FsK z0?^wTaiGLjEaPbjHVVZ;GwaIK(UI3Zi5eqHbbsl6F)vYn1zAYVmG8?rmO2ZQUS`G= zyV}9DZ27H;;)^QJ-L*s9vRF`C*wPd;&dC-nooww47XQ4c&d}qv+)M_3wm>F(@?7Gg zVtA-q|EO#QOy_;s-9P)i@o+VxkgKPrRapzd*LQsE*xE)6#<;up%wM2l!=F1x-%soD zo(DR0)2WrGSDgo4qh@!h-5!QET>i9e-GujCT8VLFZuX(!&Y_X^c5Z(aZqbg3F5`tK z8)agU>(zJ1_1$My-ECZVC~w|_St~Y7K9V_QETklpxNk9Cmc~@P6{asiEclVq)Y}P% zQ3X1#Z-a&k(%1bY41D>@s2~A}-m<{&8zaP`t;zQPh>jjr>ai%kdNsG7a@@%7qELvN z^>iQJs+ucZv=v3k+Rm1_HvStkTAR?}zGITyR+@C}%WNNAAs6yVoF_@kD zW@qa7qt!4Dzgy*B`qoB8NXTHz*YYRj{n^Bz>c=^$9T*0sq*S-_CSRe;z4GI8<)c#i zuHdEK)cS*=gPQ&egS9`-n5n!c`8+7ut19OP&Wk@}vR}tfc=RO#eVGOGEEcayBN|Sp z!Ah|30`uOuT)vFN`w(O+TarwYjQH>@$BPN;wUYwsrOTP^)P)U3KK^k0K2~K3-|N_u zSY|y8I2}uDfx+CFv3~`;F_cGaF0yJohl7npdgy3thNZYX^DVL9<6ZDMQ0C2=v_=ka zm42W0u9%l7Q~KY%dB;$Qj6bE8mvux#G7tio*z!SEych@(q{{- zctU~Lz`k_6khFs*^rea$4;QwN0UzY~o${$@0PMjyY3lfr5mz}PmgoytcO4HjcQ{6t z)wZ10dp04UwA8Y=;c1&zPkLp@QYX3bpobICL2I(LI=OX%ayXD=5xo+w&-s|UiEzv3 z{n)({;S}#i^OWO*P3uzaf4%#gEZ7hn+HYg5P!etAaNy57=k0vyNhrrVwRflM=F8_1 zlfpdgtd{utL52||Cfm$5k;A>MD6x37Vp}QXC0CfB88sGW@OA$js7U_MXZkbQhBfUx64;qs;j26|^g% z5x!tAE|%CQGj8X>BJoREvN8#LAI#o~zoA6NYQMm9M4zza!G5y86Z74`$C30(X#(HT zPv*QKtOhMf7nEI>;+MU`^^nM+&Oi`1%NuO0jZL?#;?A$N^9Q09UzyT<7 zCcYI4GszH}3q*U0_1LFj2tOLKYRo1lN%j5I8CN+|W2 zgWFeZXV3j}q**1jAh7nWANn!jb9d|ouk0bNHp0_XbsE$JO#|>m>maQ^t~)uW&iukX zkpxr`@P|qK*H^&?!1ENHxfJ;PWMUuz-3-c#3id77+)VsKO32)#z7fEs)SU$^Q-9A{ zW6T6(83~ID3l%fT3R-SZs*R}x{(-&Z%iK&q3OI~1>V%tUUFJJ|~ zgQA6h+FCG{k7e3l0LZw3?_=^GCgz?+8{-zlqLm}sqU6B?xauc~sxhx{_hI<`(n+A^}V_bUzH9f`Y0P1J@{%K{& zyBi;ja0R#i+$FrG{yV2D6qcNh=f1D>PWC_g)xIAI#Z^g1#^h3l@Moog0b%oU&;5xS zevv=d;5wd*taT5_3@ib&=Tlae|C|!TTznFc{!Tzx+TwgLU6^I{+ z8kEc%vr@408s%y$>yC81mJ84z`SUyUMAPzNE9wI@gv_A*ugt||tY<8z*jx(0F*J@) zZz5dY0P0z~^(ZULDD9Q7MrB~h9r}p5Ey?TK2P2<5ZVkLNvf_?O-OUqB)LIch0S6K> zb;*gov%9hp@#hWSLcd{;Y%cqHr;qfv98Hdn?AYr=inDI1_Dv>olahjphBTNwd=mH9 zPy{bvYSyq`F??OAHPRrUDDsVw2>SkafnTmK7ihQLC^2G!8?k5{o|WeLn!oJ4#dyW0 z7|o>wLg55nHc?C^TPMEVp2|5*k%sTZMwD7jEphpNzIMhy@;9aO@Juf&v$mD53s|dv zn%_LT`+gAsZTg7jXFoeF)lna4m6ugIC7w_YyZN^Eu>7-=$<#6h9$c_XDPNDpzTIT3 zM4FC2NYhrY})4aXe`f0Mcrfk zz3UxzC=0kv>4%!!dH0HI52_f+8CE3%9N|oB6livA>MW(yaHzYEQ|3(rCrwa?hW)c zRX3|C>-%gBkfJ@fwisZA)rwb1k?@C(C?01mk8qB!DyWI7c(C`R5>eAz79}_SQmH&) zKWfJ!AhmSy!M0y7*+|_4>5VHV{4SH)Dd+Bva4asGPVE|%XPCKS(Z36Fd!7_|^Db#^ z!P}pnrQV~H?c5?32oWMM$RSMM#9{b#o>QgC3@)F$JLV~pAZmD;}2iz~XfwVT<_fgCWp>Ji-RC6g?y_Od2OeT z7R>n-9gmL=yU9S(`F++FhB9HAg>e|0ozlmBbAth%1cnM9J)b|a?yj;S&Ub=Z^rbsl z^(Ya^@r9rW0OoJzOvYm@O1L#^pzmWmeQ(npzI49Vg$|)2V&z96DNeKBZW|Dn=Cz#< zzDKxsdfL9$(E|;TCA`_7lt6grq0d>BVxTOQTFC(#oHyhQK0Z*AfXu+Ty(u&1Jz**Awb_76YfhZ6JI@)rYqc^R!;CcjeNzv;pj0UZ87FC!$nQzcAMOCWqdhbe^ zn*F`&HR!XgK0-4i6f=TTpDV;UnFU-R#`50odfyK|-6<;BInunCjRTb!w-5K+zO4zZ zh{+MW1Fbxf6@FjI%-41fI!JydUON;mkvDtv5d!78dGn6n&HUz5!RdtLa5rwH8YWI*aGw&E;ruA5Hv%b+;;L zw}dlWa-xqE277Fs+de_7cHrgn z3+vOtH$ZM$LN!ZN_AL3dMe7brG*BeAJsKwfB8`+$?GcR*%2(05`RNHX6`FtMNg!vS zKGAQrkUI&{Oa_g!m9%sF%Lvtis2)_M{M6&@rQ3^e5@@ODWy?E zUjVt|CIzm)7#k{0W$x8%=vA1RVhn?k!_NS|=%&8}{vg}uwtlK;+31`{TEP968g!52ohx?JoxM!a**BW znV-vOd{J${`OmkBA$h>jq%V5pLsprs2hPW*d@c)?ql^bsLY(zV+;BMX|G?!#}nb7AaWBKijK%+mSz^EG+ z^5?p8k|-mHs-c>s5BZyaVErj{TWyqb^VJ?UCi$Cg7YPxFpC8cvx98|-z)hwQj~B^& z(BJv|p0o_2??&X7YvPngk#)h^&p_<5PeiGIH|3UZR*z(Mm37ax@e$5CgCawif7t!z zS5Ft+faf_iD<)&<@}5H1J7_@Vp@&kG0RO!>mbnh$)|$(1*dVUd1x#fFO*R3jX>QHKb7Z`FVImhgu)CwnK?i2 zqIdn^C6Uihx=Lw8;LjbaeA)ukdofY{-P83WQDD46{7Ln;7$VnAPs{GAL!vvV_q;TN zJ~e+WlhEh$-A?NtXK(zI@)XW#r`L~I@^!M&KUM%eFN?mtFcKc+nKyVl^)1iQa4I_R zH%L9?h_Rt~yJy%X&!E-dkkF^}R~rdvWK3D8+~mNCDc`Nlm^N~KI=gHgF&ai7M>f)M z7QW3>lv9xYkxBOvJG22LH^T&S`1cEg<3F%s%C}cof`_f}Y-@k%EAT=diUS zqN{PJuis_`ok?iQQ_48ICe?Q1Fz$|}8p&ebp@E}iF9p@J9(Mh}k{3#}x} zlMv0efV~!de_{F#WEjPsX6fx6R2pUK(wF%(gb+me@j*B0H$(gShp?I-isc}=8+G4J zbG#@J3%Opbu;hG!*xQ#NpXh0;dhZta3^qXVa-tV7(_bzkpY7o9g{IxjHxZ6S?H{`K z2|yxnG+p~7Z{~(9Nd3EM_cqH;27guq38=tFvCImmGUYD-N(7pkSF*q)SL$zR%W&xtM>{p-{8aw;VE-K`fxPW_6#b*m!{-(I%0 zF6ASlrRVj0BZN=FOhsaAx>7M)P0IOT?chKx)ymWB;HPa{(3;eTtscKohfaPp&)o4@ zbj0;%P+8A*+oR`I%<9jRqM}k8AceK(=RZ7cOh{XY=R7zlkrA0|eA4$))mEA}(ZWLZ zqOpTgq4Wedfx7x>FuT)6UN;|;IGz{w3tC*?^p&dG3@n?Ja?&~{|188%bbN0Ko}fJ$ z%8s7-dR?)OqcyaWWt^JHL@A74uC9(Z#x#2389CBae#LWj-a0gXXX&K!o{yB=WZ;6| zslB_O+0tW`QG=l?v^~;odsWDM9i@g9MA9~ngb>6e8Q~D^SwD( zPp5JnWu;sW0V%C^ioi2zc1VOCRigFBaB@*ld&{AgIr<_k|KbHt{2ZeI#}|CDV? zQWYUq$En!Sn~D{ug--r@d@rJ~;eyZ;$oz=Y&uW(|ogR0Fd|Y$y`>i{P$sB}aBtM;x zaH0sp)Qd?U4pa?w=BwF~G%~LI-0A7=7hCrGi$fX=0B(EPP4t^?b%gX@rffugvzuKn7sh0fl#xM;V;`)d|t!h4D8`Si*>b){{};0uF(-d^kuU`agcG_W$^n4Fsy) z)O-oL_`7B+6O|%)rksgQ+TF7sdXldy``6Mg^qCg?u#3{dlg6IaS!NEuH@j)4mbGIR zaq(`W)XXeGnzLasSV;%F*1FH&?L8@OIULfbr*XFOq@CmX1J=FGg`i=YlxLdep?O|3 z*WVmO5rGq5zXG3WWnzT^Tl10Y(aL4noH}gmmy0$?6uM7|#9)GI!X>A^r=EO1>+8dK z%E+TzM%IUi|3cCf23+Uwcn?!NU8!I4e$6TCj*CvII>D1`#d<6jW)i&d(v`(>YQ_YXcL)b>v%x0-9bpe*Ef1nlFuSc7Req_hvr&-~i-Y|oaDr_vT^9s!bn zI6@scp`gpMnd z;TS`YkWiS+?jrTX#O-~dp%PY zufcj6-&c1!Ic7DNfpNE83SkFqZm3WIV78E}^-=7ze7f#%S|5%@XiZlMym52nHlimo zIhmwBM?>;oP+ff!;9dufaVoX{s>GI+Vvk2baxf{r4#mk{GvO)# zPzn@y>GTJ2h>S_`od4uiQ0_i&7JL^?p7;*TSZ)ex=z*dJ%x<3lmCsLwF+(S1TciID z7JKGHl^9@jjlbrVVFE9;&^XH~1*W<`L@c^6J4I<67x>h`61?#z_Oek#)U?1|x7@7# z`f8bs!z^lJsL|Q8UL=2{Q;R7ep1Jy)DWwoC1aT_(0-3FA1OlwnnqK*`%FS58*AsHs z7W)3+&W3~EsH@*(W4tcdaUrkc<1hDvpIDtj{=WM2a~%XD%!k5WPAvC6k*az{%U7-r z?n3_H_`-mqkx);L#opPz>R)wA9tu36ai_x+L;x3!*UJd6%7A5BjCP#6`opsn85$~| zuH$}wuolyO9it!dQ0_@R`TTGCn!s97riL?VAPO|ynAA0rAD(Dy6*MERfv<0lPBG9I z@~0aWXfa)@Jm9g3f#WGjp-!0~wH88~|6tuZ1faLu&~{AD9!cQ&_siVuiO2JE8aCOA zKaHgjCW5EP)buMDU*C^5D5_tq`QrBtKK_9_6%9TzLKmrERW<1Yc&=y0fDGz(EJq7` zkRqd}07hI*ZYz+1-qE`<%eUcK?@ssgw&OzHdqg-mj8Cx=`4EO??0$m0ylFOPfNPqt zpum5#z>?kSFpMP94)}5qSEysbPDz^=Oqy>>_~FB?TfUqBW1aprJHHlge0q)}OL_YI z{cB|3J+AIi+mY&&cIBvOxe_qM@+?jYIHVre`~7FPw!KDLcZ86|gSA z{Iccb4nY&3z=k5VW&b}Pc4Gu>W4JK)a(tDA?e8Cn%8Wq0+9_JM-&K4mfA0&dCyr$> zfVPv|`~KIbiuylf5lB3K)&bz@jQL3RsR_0+x=+C7?|jGksET_ukz0 z^o8^NTT^nSH=m!qe2rD@6HvvVzTV1q?zGm;Z(gsR1ti>hgl)cFNIv?TL&8a2lIg`N zw|%{7w>`Gy#(dwF?RNgwmn`MOoc}%^v+q)U|9Z23xfCxjnBR3pZjN1lRuWoEUZ`$|g?Ufgxntg7~tW}MP;^8lju`14-e|j6U z8w;?YsJ!$4aI^dR(@r<77Ut|YDl7lbk~=xlqyN`oeF@MZ6Hh;vY^&AcPJPW+S9ku! zOYuEAM~{8z;I^K3<6r!x$G88TE)hFcr~3O+yo9JkUe<|()ZWzF*D|ISUON`Pe0t2r zdmTI#0>9s#+wXn<=FjaPf4a=tX;gmd1Squk?D$nwyzTA>U@dNPEoGrj)r`5oYUzui zG(({Bw=etDqviL1f4cYM(j8r&&gINDumVQnUd>y{Igs;Cl%@a+)hOl5>GSS=cPX5I zd8JLw-TCbsGZ%x}EA_M57U=t`o}M_cXS9r1V36{!o{^2=Q;Q - - - - Out[0:79]: [] - Out[1:79]: [] - Out[2:79]: [] - Out[3:79]: [] - - -%%px Cell Magic ---------------- - -%%px can be used as a Cell Magic, which accepts some arguments for controlling -the execution. - - -Targets and Blocking -******************** - -%%px accepts ``--targets`` for controlling which engines on which to run, -and ``--[no]block`` for specifying the blocking behavior of this cell, -independent of the defaults for the View. - -.. sourcecode:: ipython - - In [6]: %%px --targets ::2 - ...: print "I am even" - ...: - Parallel execution on engine(s): [0, 2] - [stdout:0] I am even - [stdout:2] I am even - - In [7]: %%px --targets 1 - ...: print "I am number 1" - ...: - Parallel execution on engine(s): 1 - I am number 1 - - In [8]: %%px - ...: print "still 'all' by default" - ...: - Parallel execution on engine(s): all - [stdout:0] still 'all' by default - [stdout:1] still 'all' by default - [stdout:2] still 'all' by default - [stdout:3] still 'all' by default - - In [9]: %%px --noblock - ...: import time - ...: time.sleep(1) - ...: time.time() - ...: - Async parallel execution on engine(s): all - Out[9]: - - In [10]: %pxresult - Out[0:12]: 1339454561.069116 - Out[1:10]: 1339454561.076752 - Out[2:12]: 1339454561.072837 - Out[3:10]: 1339454561.066665 - - -.. seealso:: - - :ref:`pxconfig` accepts these same arguments for changing the *default* - values of targets/blocking for the active View. - - -Output Display -************** - - -%%px also accepts a ``--group-outputs`` argument, -which adjusts how the outputs of multiple engines are presented. - -.. seealso:: - - :meth:`.AsyncResult.display_outputs` for the grouping options. - -.. sourcecode:: ipython - - In [50]: %%px --block --group-outputs=engine - ....: import numpy as np - ....: A = np.random.random((2,2)) - ....: ev = numpy.linalg.eigvals(A) - ....: print ev - ....: ev.max() - ....: - Parallel execution on engine(s): all - [stdout:0] [ 0.60640442 0.95919621] - Out [0:73]: 0.9591962130899806 - [stdout:1] [ 0.38501813 1.29430871] - Out [1:73]: 1.2943087091452372 - [stdout:2] [-0.85925141 0.9387692 ] - Out [2:73]: 0.93876920456230284 - [stdout:3] [ 0.37998269 1.24218246] - Out [3:73]: 1.2421824618493817 - - -%pxresult ---------- - -If you are using %px in non-blocking mode, you won't get output. -You can use %pxresult to display the outputs of the latest command, -just as is done when %px is blocking: - -.. sourcecode:: ipython - - In [39]: dv.block = False - - In [40]: %px print 'hi' - Async parallel execution on engine(s): all - - In [41]: %pxresult - [stdout:0] hi - [stdout:1] hi - [stdout:2] hi - [stdout:3] hi - -%pxresult simply calls :meth:`.AsyncResult.display_outputs` on the most recent request. -It accepts the same output-grouping arguments as %%px, so you can use it to view -a result in different ways. - - -%autopx -------- - -The %autopx magic switches to a mode where everything you type is executed -on the engines until you do %autopx again. - -.. sourcecode:: ipython - - In [30]: dv.block=True - - In [31]: %autopx - %autopx enabled - - In [32]: max_evals = [] - - In [33]: for i in range(100): - ....: a = numpy.random.rand(10,10) - ....: a = a+a.transpose() - ....: evals = numpy.linalg.eigvals(a) - ....: max_evals.append(evals[0].real) - ....: - - In [34]: print "Average max eigenvalue is: %f" % (sum(max_evals)/len(max_evals)) - [stdout:0] Average max eigenvalue is: 10.193101 - [stdout:1] Average max eigenvalue is: 10.064508 - [stdout:2] Average max eigenvalue is: 10.055724 - [stdout:3] Average max eigenvalue is: 10.086876 - - In [35]: %autopx - Auto Parallel Disabled - -.. _pxconfig: - -%pxconfig ---------- - -The default targets and blocking behavior for the magics are governed by the :attr:`block` -and :attr:`targets` attribute of the active View. If you have a handle for the view, -you can set these attributes directly, but if you don't, you can change them with -the %pxconfig magic: - -.. sourcecode:: ipython - - In [3]: %pxconfig --block - - In [5]: %px print 'hi' - Parallel execution on engine(s): all - [stdout:0] hi - [stdout:1] hi - [stdout:2] hi - [stdout:3] hi - - In [6]: %pxconfig --targets ::2 - - In [7]: %px print 'hi' - Parallel execution on engine(s): [0, 2] - [stdout:0] hi - [stdout:2] hi - - In [8]: %pxconfig --noblock - - In [9]: %px print 'are you there?' - Async parallel execution on engine(s): [0, 2] - Out[9]: - - In [10]: %pxresult - [stdout:0] are you there? - [stdout:2] are you there? - - -Multiple Active Views -===================== - -The parallel magics are associated with a particular :class:`~.DirectView` object. -You can change the active view by calling the :meth:`~.DirectView.activate` method -on any view. - -.. sourcecode:: ipython - - In [11]: even = rc[::2] - - In [12]: even.activate() - - In [13]: %px print 'hi' - Async parallel execution on engine(s): [0, 2] - Out[13]: - - In [14]: even.block = True - - In [15]: %px print 'hi' - Parallel execution on engine(s): [0, 2] - [stdout:0] hi - [stdout:2] hi - -When activating a View, you can also specify a *suffix*, so that a whole different -set of magics are associated with that view, without replacing the existing ones. - -.. sourcecode:: ipython - - # restore the original DirecView to the base %px magics - In [16]: rc.activate() - Out[16]: - - In [17]: even.activate('_even') - - In [18]: %px print 'hi all' - Parallel execution on engine(s): all - [stdout:0] hi all - [stdout:1] hi all - [stdout:2] hi all - [stdout:3] hi all - - In [19]: %px_even print "We aren't odd!" - Parallel execution on engine(s): [0, 2] - [stdout:0] We aren't odd! - [stdout:2] We aren't odd! - -This suffix is applied to the end of all magics, e.g. %autopx_even, %pxresult_even, etc. - -For convenience, the :class:`~.Client` has a :meth:`~.Client.activate` method as well, -which creates a DirectView with block=True, activates it, and returns the new View. - -The initial magics registered when you create a client are the result of a call to -:meth:`rc.activate` with default args. - - -Engines as Kernels -================== - -Engines are really the same object as the Kernels used elsewhere in IPython, -with the minor exception that engines connect to a controller, while regular kernels -bind their sockets, listening for connections from a QtConsole or other frontends. - -Sometimes for debugging or inspection purposes, you would like a QtConsole connected -to an engine for more direct interaction. You can do this by first instructing -the Engine to *also* bind its kernel, to listen for connections: - -.. sourcecode:: ipython - - In [50]: %px from IPython.parallel import bind_kernel; bind_kernel() - -Then, if your engines are local, you can start a qtconsole right on the engine(s): - -.. sourcecode:: ipython - - In [51]: %px %qtconsole - -Careful with this one, because if your view is of 16 engines it will start 16 QtConsoles! - -Or you can view just the connection info, and work out the right way to connect to the engines, -depending on where they live and where you are: - -.. sourcecode:: ipython - - In [51]: %px %connect_info - Parallel execution on engine(s): all - [stdout:0] - { - "stdin_port": 60387, - "ip": "127.0.0.1", - "hb_port": 50835, - "key": "eee2dd69-7dd3-4340-bf3e-7e2e22a62542", - "shell_port": 55328, - "iopub_port": 58264 - } - - Paste the above JSON into a file, and connect with: - $> ipython --existing - or, if you are local, you can connect with just: - $> ipython --existing kernel-60125.json - or even just: - $> ipython --existing - if this is the most recent IPython session you have started. - [stdout:1] - { - "stdin_port": 61869, - ... - -.. note:: - - ``%qtconsole`` will call :func:`bind_kernel` on an engine if it hasn't been done already, - so you can often skip that first step. - - diff --git a/docs/source/parallel/parallel_db.rst b/docs/source/parallel/parallel_db.rst deleted file mode 100644 index cb22457..0000000 --- a/docs/source/parallel/parallel_db.rst +++ /dev/null @@ -1,159 +0,0 @@ -.. _parallel_db: - -======================= -IPython's Task Database -======================= - -Enabling a DB Backend -===================== - -The IPython Hub can store all task requests and results in a database. -Currently supported backends are: MongoDB, SQLite, and an in-memory DictDB. - -This database behavior is optional due to its potential :ref:`db_cost`, -so you must enable one, either at the command-line:: - - $> ipcontroller --dictb # or --mongodb or --sqlitedb - -or in your :file:`ipcontroller_config.py`: - -.. sourcecode:: python - - c.HubFactory.db_class = "DictDB" - c.HubFactory.db_class = "MongoDB" - c.HubFactory.db_class = "SQLiteDB" - - -Using the Task Database -======================= - -The most common use case for this is clients requesting results for tasks they did not submit, via: - -.. sourcecode:: ipython - - In [1]: rc.get_result(task_id) - -However, since we have this DB backend, we provide a direct query method in the :class:`~.Client` -for users who want deeper introspection into their task history. The :meth:`db_query` method of -the Client is modeled after MongoDB queries, so if you have used MongoDB it should look -familiar. In fact, when the MongoDB backend is in use, the query is relayed directly. -When using other backends, the interface is emulated and only a subset of queries is possible. - -.. seealso:: - - MongoDB query docs: http://www.mongodb.org/display/DOCS/Querying - -:meth:`Client.db_query` takes a dictionary query object, with keys from the TaskRecord key list, -and values of either exact values to test, or MongoDB queries, which are dicts of The form: -``{'operator' : 'argument(s)'}``. There is also an optional `keys` argument, that specifies -which subset of keys should be retrieved. The default is to retrieve all keys excluding the -request and result buffers. :meth:`db_query` returns a list of TaskRecord dicts. Also like -MongoDB, the `msg_id` key will always be included, whether requested or not. - -TaskRecord keys: - -=============== =============== ============= -Key Type Description -=============== =============== ============= -msg_id uuid(ascii) The msg ID -header dict The request header -content dict The request content (likely empty) -buffers list(bytes) buffers containing serialized request objects -submitted datetime timestamp for time of submission (set by client) -client_uuid uuid(ascii) IDENT of client's socket -engine_uuid uuid(ascii) IDENT of engine's socket -started datetime time task began execution on engine -completed datetime time task finished execution (success or failure) on engine -resubmitted uuid(ascii) msg_id of resubmitted task (if applicable) -result_header dict header for result -result_content dict content for result -result_buffers list(bytes) buffers containing serialized request objects -queue str The name of the queue for the task ('mux' or 'task') -pyin str Python input source -pyout dict Python output (pyout message content) -pyerr dict Python traceback (pyerr message content) -stdout str Stream of stdout data -stderr str Stream of stderr data - -=============== =============== ============= - -MongoDB operators we emulate on all backends: - -========== ================= -Operator Python equivalent -========== ================= - '$in' in - '$nin' not in - '$eq' == - '$ne' != - '$ge' > - '$gte' >= - '$le' < - '$lte' <= -========== ================= - - -The DB Query is useful for two primary cases: - -1. deep polling of task status or metadata -2. selecting a subset of tasks, on which to perform a later operation (e.g. wait on result, purge records, resubmit,...) - - -Example Queries -=============== - -To get all msg_ids that are not completed, only retrieving their ID and start time: - -.. sourcecode:: ipython - - In [1]: incomplete = rc.db_query({'completed' : None}, keys=['msg_id', 'started']) - -All jobs started in the last hour by me: - -.. sourcecode:: ipython - - In [1]: from datetime import datetime, timedelta - - In [2]: hourago = datetime.now() - timedelta(1./24) - - In [3]: recent = rc.db_query({'started' : {'$gte' : hourago }, - 'client_uuid' : rc.session.session}) - -All jobs started more than an hour ago, by clients *other than me*: - -.. sourcecode:: ipython - - In [3]: recent = rc.db_query({'started' : {'$le' : hourago }, - 'client_uuid' : {'$ne' : rc.session.session}}) - -Result headers for all jobs on engine 3 or 4: - -.. sourcecode:: ipython - - In [1]: uuids = map(rc._engines.get, (3,4)) - - In [2]: hist34 = rc.db_query({'engine_uuid' : {'$in' : uuids }, keys='result_header') - -.. _db_cost: - -Cost -==== - -The advantage of the database backends is, of course, that large amounts of -data can be stored that won't fit in memory. The basic DictDB 'backend' is actually -to just store all of this information in a Python dictionary. This is very fast, -but will run out of memory quickly if you move a lot of data around, or your -cluster is to run for a long time. - -Unfortunately, the DB backends (SQLite and MongoDB) right now are rather slow, -and can still consume large amounts of resources, particularly if large tasks -or results are being created at a high frequency. - -For this reason, we have added :class:`~.NoDB`,a dummy backend that doesn't -actually store any information. When you use this database, nothing is stored, -and any request for results will result in a KeyError. This obviously prevents -later requests for results and task resubmission from functioning, but -sometimes those nice features are not as useful as keeping Hub memory under -control. - - diff --git a/docs/source/parallel/parallel_demos.rst b/docs/source/parallel/parallel_demos.rst deleted file mode 100644 index c4f2044..0000000 --- a/docs/source/parallel/parallel_demos.rst +++ /dev/null @@ -1,208 +0,0 @@ -.. _parallel_examples: - -================= -Parallel examples -================= - -In this section we describe two more involved examples of using an IPython -cluster to perform a parallel computation. We will be doing some plotting, -so we start IPython with matplotlib integration by typing:: - - ipython --matplotlib - -at the system command line. -Or you can enable matplotlib integration at any point with: - -.. sourcecode:: ipython - - In [1]: %matplotlib - - -150 million digits of pi -======================== - -In this example we would like to study the distribution of digits in the -number pi (in base 10). While it is not known if pi is a normal number (a -number is normal in base 10 if 0-9 occur with equal likelihood) numerical -investigations suggest that it is. We will begin with a serial calculation on -10,000 digits of pi and then perform a parallel calculation involving 150 -million digits. - -In both the serial and parallel calculation we will be using functions defined -in the :file:`pidigits.py` file, which is available in the -:file:`examples/parallel` directory of the IPython source distribution. -These functions provide basic facilities for working with the digits of pi and -can be loaded into IPython by putting :file:`pidigits.py` in your current -working directory and then doing: - -.. sourcecode:: ipython - - In [1]: run pidigits.py - -Serial calculation ------------------- - -For the serial calculation, we will use `SymPy `_ to -calculate 10,000 digits of pi and then look at the frequencies of the digits -0-9. Out of 10,000 digits, we expect each digit to occur 1,000 times. While -SymPy is capable of calculating many more digits of pi, our purpose here is to -set the stage for the much larger parallel calculation. - -In this example, we use two functions from :file:`pidigits.py`: -:func:`one_digit_freqs` (which calculates how many times each digit occurs) -and :func:`plot_one_digit_freqs` (which uses Matplotlib to plot the result). -Here is an interactive IPython session that uses these functions with -SymPy: - -.. sourcecode:: ipython - - In [7]: import sympy - - In [8]: pi = sympy.pi.evalf(40) - - In [9]: pi - Out[9]: 3.141592653589793238462643383279502884197 - - In [10]: pi = sympy.pi.evalf(10000) - - In [11]: digits = (d for d in str(pi)[2:]) # create a sequence of digits - - In [13]: freqs = one_digit_freqs(digits) - - In [14]: plot_one_digit_freqs(freqs) - Out[14]: [] - -The resulting plot of the single digit counts shows that each digit occurs -approximately 1,000 times, but that with only 10,000 digits the -statistical fluctuations are still rather large: - -.. image:: figs/single_digits.* - -It is clear that to reduce the relative fluctuations in the counts, we need -to look at many more digits of pi. That brings us to the parallel calculation. - -Parallel calculation --------------------- - -Calculating many digits of pi is a challenging computational problem in itself. -Because we want to focus on the distribution of digits in this example, we -will use pre-computed digit of pi from the website of Professor Yasumasa -Kanada at the University of Tokyo (http://www.super-computing.org). These -digits come in a set of text files (ftp://pi.super-computing.org/.2/pi200m/) -that each have 10 million digits of pi. - -For the parallel calculation, we have copied these files to the local hard -drives of the compute nodes. A total of 15 of these files will be used, for a -total of 150 million digits of pi. To make things a little more interesting we -will calculate the frequencies of all 2 digits sequences (00-99) and then plot -the result using a 2D matrix in Matplotlib. - -The overall idea of the calculation is simple: each IPython engine will -compute the two digit counts for the digits in a single file. Then in a final -step the counts from each engine will be added up. To perform this -calculation, we will need two top-level functions from :file:`pidigits.py`: - -.. literalinclude:: ../../../examples/Parallel Computing/pi/pidigits.py - :language: python - :lines: 47-62 - -We will also use the :func:`plot_two_digit_freqs` function to plot the -results. The code to run this calculation in parallel is contained in -:file:`examples/parallel/parallelpi.py`. This code can be run in parallel -using IPython by following these steps: - -1. Use :command:`ipcluster` to start 15 engines. We used 16 cores of an SGE linux - cluster (1 controller + 15 engines). -2. With the file :file:`parallelpi.py` in your current working directory, open - up IPython, enable matplotlib, and type ``run parallelpi.py``. This will download - the pi files via ftp the first time you run it, if they are not - present in the Engines' working directory. - -When run on our 16 cores, we observe a speedup of 14.2x. This is slightly -less than linear scaling (16x) because the controller is also running on one of -the cores. - -To emphasize the interactive nature of IPython, we now show how the -calculation can also be run by simply typing the commands from -:file:`parallelpi.py` interactively into IPython: - -.. sourcecode:: ipython - - In [1]: from IPython.parallel import Client - - # The Client allows us to use the engines interactively. - # We simply pass Client the name of the cluster profile we - # are using. - In [2]: c = Client(profile='mycluster') - In [3]: v = c[:] - - In [3]: c.ids - Out[3]: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14] - - In [4]: run pidigits.py - - In [5]: filestring = 'pi200m.ascii.%(i)02dof20' - - # Create the list of files to process. - In [6]: files = [filestring % {'i':i} for i in range(1,16)] - - In [7]: files - Out[7]: - ['pi200m.ascii.01of20', - 'pi200m.ascii.02of20', - 'pi200m.ascii.03of20', - 'pi200m.ascii.04of20', - 'pi200m.ascii.05of20', - 'pi200m.ascii.06of20', - 'pi200m.ascii.07of20', - 'pi200m.ascii.08of20', - 'pi200m.ascii.09of20', - 'pi200m.ascii.10of20', - 'pi200m.ascii.11of20', - 'pi200m.ascii.12of20', - 'pi200m.ascii.13of20', - 'pi200m.ascii.14of20', - 'pi200m.ascii.15of20'] - - # download the data files if they don't already exist: - In [8]: v.map(fetch_pi_file, files) - - # This is the parallel calculation using the Client.map method - # which applies compute_two_digit_freqs to each file in files in parallel. - In [9]: freqs_all = v.map(compute_two_digit_freqs, files) - - # Add up the frequencies from each engine. - In [10]: freqs = reduce_freqs(freqs_all) - - In [11]: plot_two_digit_freqs(freqs) - Out[11]: - - In [12]: plt.title('2 digit counts of 150m digits of pi') - Out[12]: - -The resulting plot generated by Matplotlib is shown below. The colors indicate -which two digit sequences are more (red) or less (blue) likely to occur in the -first 150 million digits of pi. We clearly see that the sequence "41" is -most likely and that "06" and "07" are least likely. Further analysis would -show that the relative size of the statistical fluctuations have decreased -compared to the 10,000 digit calculation. - -.. image:: figs/two_digit_counts.* - -Conclusion -========== - -To conclude these examples, we summarize the key features of IPython's -parallel architecture that have been demonstrated: - -* Serial code can be parallelized often with only a few extra lines of code. - We have used the :class:`DirectView` and :class:`LoadBalancedView` classes - for this purpose. -* The resulting parallel code can be run without ever leaving the IPython's - interactive shell. -* Any data computed in parallel can be explored interactively through - visualization or further numerical calculations. -* We have run these examples on a cluster running RHEL 5 and Sun GridEngine. - IPython's built in support for SGE (and other batch systems) makes it easy - to get started with IPython's parallel capabilities. - diff --git a/docs/source/parallel/parallel_details.rst b/docs/source/parallel/parallel_details.rst deleted file mode 100644 index 882d436..0000000 --- a/docs/source/parallel/parallel_details.rst +++ /dev/null @@ -1,656 +0,0 @@ -.. _parallel_details: - -========================================== -Details of Parallel Computing with IPython -========================================== - -.. note:: - - There are still many sections to fill out in this doc - - -Caveats -======= - -First, some caveats about the detailed workings of parallel computing with 0MQ and IPython. - -Non-copying sends and numpy arrays ----------------------------------- - -When numpy arrays are passed as arguments to apply or via data-movement methods, they are not -copied. This means that you must be careful if you are sending an array that you intend to work -on. PyZMQ does allow you to track when a message has been sent so you can know when it is safe -to edit the buffer, but IPython only allows for this. - -It is also important to note that the non-copying receive of a message is *read-only*. That -means that if you intend to work in-place on an array that you have sent or received, you must -copy it. This is true for both numpy arrays sent to engines and numpy arrays retrieved as -results. - -The following will fail: - -.. sourcecode:: ipython - - In [3]: A = numpy.zeros(2) - - In [4]: def setter(a): - ...: a[0]=1 - ...: return a - - In [5]: rc[0].apply_sync(setter, A) - --------------------------------------------------------------------------- - RuntimeError Traceback (most recent call last) in () - in setter(a) - RuntimeError: array is not writeable - -If you do need to edit the array in-place, just remember to copy the array if it's read-only. -The :attr:`ndarray.flags.writeable` flag will tell you if you can write to an array. - -.. sourcecode:: ipython - - In [3]: A = numpy.zeros(2) - - In [4]: def setter(a): - ...: """only copy read-only arrays""" - ...: if not a.flags.writeable: - ...: a=a.copy() - ...: a[0]=1 - ...: return a - - In [5]: rc[0].apply_sync(setter, A) - Out[5]: array([ 1., 0.]) - - # note that results will also be read-only: - In [6]: _.flags.writeable - Out[6]: False - -If you want to safely edit an array in-place after *sending* it, you must use the `track=True` -flag. IPython always performs non-copying sends of arrays, which return immediately. You must -instruct IPython track those messages *at send time* in order to know for sure that the send has -completed. AsyncResults have a :attr:`sent` property, and :meth:`wait_on_send` method for -checking and waiting for 0MQ to finish with a buffer. - -.. sourcecode:: ipython - - In [5]: A = numpy.random.random((1024,1024)) - - In [6]: view.track=True - - In [7]: ar = view.apply_async(lambda x: 2*x, A) - - In [8]: ar.sent - Out[8]: False - - In [9]: ar.wait_on_send() # blocks until sent is True - - -What is sendable? ------------------ - -If IPython doesn't know what to do with an object, it will pickle it. There is a short list of -objects that are not pickled: ``buffers``, ``str/bytes`` objects, and ``numpy`` -arrays. These are handled specially by IPython in order to prevent the copying of data. Sending -bytes or numpy arrays will result in exactly zero in-memory copies of your data (unless the data -is very small). - -If you have an object that provides a Python buffer interface, then you can always send that -buffer without copying - and reconstruct the object on the other side in your own code. It is -possible that the object reconstruction will become extensible, so you can add your own -non-copying types, but this does not yet exist. - -Closures -******** - -Just about anything in Python is pickleable. The one notable exception is objects (generally -functions) with *closures*. Closures can be a complicated topic, but the basic principal is that -functions that refer to variables in their parent scope have closures. - -An example of a function that uses a closure: - -.. sourcecode:: python - - def f(a): - def inner(): - # inner will have a closure - return a - return inner - - f1 = f(1) - f2 = f(2) - f1() # returns 1 - f2() # returns 2 - -``f1`` and ``f2`` will have closures referring to the scope in which `inner` was defined, -because they use the variable 'a'. As a result, you would not be able to send ``f1`` or ``f2`` -with IPython. Note that you *would* be able to send `f`. This is only true for interactively -defined functions (as are often used in decorators), and only when there are variables used -inside the inner function, that are defined in the outer function. If the names are *not* in the -outer function, then there will not be a closure, and the generated function will look in -``globals()`` for the name: - -.. sourcecode:: python - - def g(b): - # note that `b` is not referenced in inner's scope - def inner(): - # this inner will *not* have a closure - return a - return inner - g1 = g(1) - g2 = g(2) - g1() # raises NameError on 'a' - a=5 - g2() # returns 5 - -`g1` and `g2` *will* be sendable with IPython, and will treat the engine's namespace as -globals(). The :meth:`pull` method is implemented based on this principle. If we did not -provide pull, you could implement it yourself with `apply`, by simply returning objects out -of the global namespace: - -.. sourcecode:: ipython - - In [10]: view.apply(lambda : a) - - # is equivalent to - In [11]: view.pull('a') - -Running Code -============ - -There are two principal units of execution in Python: strings of Python code (e.g. 'a=5'), -and Python functions. IPython is designed around the use of functions via the core -Client method, called `apply`. - -Apply ------ - -The principal method of remote execution is :meth:`apply`, of -:class:`~IPython.parallel.client.view.View` objects. The Client provides the full execution and -communication API for engines via its low-level :meth:`send_apply_message` method, which is used -by all higher level methods of its Views. - -f : function - The function to be called remotely -args : tuple/list - The positional arguments passed to `f` -kwargs : dict - The keyword arguments passed to `f` - -flags for all views: - -block : bool (default: view.block) - Whether to wait for the result, or return immediately. - - False: - returns AsyncResult - True: - returns actual result(s) of ``f(*args, **kwargs)`` - - if multiple targets: - list of results, matching `targets` - -track : bool [default view.track] - whether to track non-copying sends. - -targets : int,list of ints, 'all', None [default view.targets] - Specify the destination of the job. - - if 'all' or None: - Run on all active engines - if list: - Run on each specified engine - if int: - Run on single engine - -Note that :class:`LoadBalancedView` uses targets to restrict possible destinations. -LoadBalanced calls will always execute in just one location. - -flags only in LoadBalancedViews: - -after : Dependency or collection of msg_ids - Only for load-balanced execution (targets=None) - Specify a list of msg_ids as a time-based dependency. - This job will only be run *after* the dependencies - have been met. - -follow : Dependency or collection of msg_ids - Only for load-balanced execution (targets=None) - Specify a list of msg_ids as a location-based dependency. - This job will only be run on an engine where this dependency - is met. - -timeout : float/int or None - Only for load-balanced execution (targets=None) - Specify an amount of time (in seconds) for the scheduler to - wait for dependencies to be met before failing with a - DependencyTimeout. - -execute and run ---------------- - -For executing strings of Python code, :class:`DirectView` 's also provide an :meth:`execute` and -a :meth:`run` method, which rather than take functions and arguments, take simple strings. -`execute` simply takes a string of Python code to execute, and sends it to the Engine(s). `run` -is the same as `execute`, but for a *file*, rather than a string. It is simply a wrapper that -does something very similar to ``execute(open(f).read())``. - -.. note:: - - TODO: Examples for execute and run - -Views -===== - -The principal extension of the :class:`~parallel.Client` is the :class:`~parallel.View` -class. The client is typically a singleton for connecting to a cluster, and presents a -low-level interface to the Hub and Engines. Most real usage will involve creating one or more -:class:`~parallel.View` objects for working with engines in various ways. - - -DirectView ----------- - -The :class:`.DirectView` is the class for the IPython :ref:`Multiplexing Interface -`. - -Creating a DirectView -********************* - -DirectViews can be created in two ways, by index access to a client, or by a client's -:meth:`view` method. Index access to a Client works in a few ways. First, you can create -DirectViews to single engines simply by accessing the client by engine id: - -.. sourcecode:: ipython - - In [2]: rc[0] - Out[2]: - -You can also create a DirectView with a list of engines: - -.. sourcecode:: ipython - - In [2]: rc[0,1,2] - Out[2]: - -Other methods for accessing elements, such as slicing and negative indexing, work by passing -the index directly to the client's :attr:`ids` list, so: - -.. sourcecode:: ipython - - # negative index - In [2]: rc[-1] - Out[2]: - - # or slicing: - In [3]: rc[::2] - Out[3]: - -are always the same as: - -.. sourcecode:: ipython - - In [2]: rc[rc.ids[-1]] - Out[2]: - - In [3]: rc[rc.ids[::2]] - Out[3]: - -Also note that the slice is evaluated at the time of construction of the DirectView, so the -targets will not change over time if engines are added/removed from the cluster. - -Execution via DirectView -************************ - -The DirectView is the simplest way to work with one or more engines directly (hence the name). - -For instance, to get the process ID of all your engines: - -.. sourcecode:: ipython - - In [5]: import os - - In [6]: dview.apply_sync(os.getpid) - Out[6]: [1354, 1356, 1358, 1360] - -Or to see the hostname of the machine they are on: - -.. sourcecode:: ipython - - In [5]: import socket - - In [6]: dview.apply_sync(socket.gethostname) - Out[6]: ['tesla', 'tesla', 'edison', 'edison', 'edison'] - -.. note:: - - TODO: expand on direct execution - -Data movement via DirectView -**************************** - -Since a Python namespace is just a :class:`dict`, :class:`DirectView` objects provide -dictionary-style access by key and methods such as :meth:`get` and -:meth:`update` for convenience. This make the remote namespaces of the engines -appear as a local dictionary. Underneath, these methods call :meth:`apply`: - -.. sourcecode:: ipython - - In [51]: dview['a']=['foo','bar'] - - In [52]: dview['a'] - Out[52]: [ ['foo', 'bar'], ['foo', 'bar'], ['foo', 'bar'], ['foo', 'bar'] ] - -Scatter and gather ------------------- - -Sometimes it is useful to partition a sequence and push the partitions to -different engines. In MPI language, this is know as scatter/gather and we -follow that terminology. However, it is important to remember that in -IPython's :class:`Client` class, :meth:`scatter` is from the -interactive IPython session to the engines and :meth:`gather` is from the -engines back to the interactive IPython session. For scatter/gather operations -between engines, MPI should be used: - -.. sourcecode:: ipython - - In [58]: dview.scatter('a',range(16)) - Out[58]: [None,None,None,None] - - In [59]: dview['a'] - Out[59]: [ [0, 1, 2, 3], [4, 5, 6, 7], [8, 9, 10, 11], [12, 13, 14, 15] ] - - In [60]: dview.gather('a') - Out[60]: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15] - -Push and pull -------------- - -:meth:`~IPython.parallel.client.view.DirectView.push` - -:meth:`~IPython.parallel.client.view.DirectView.pull` - -.. note:: - - TODO: write this section - - -LoadBalancedView ----------------- - -The :class:`~.LoadBalancedView` is the class for load-balanced execution via the task scheduler. -These views always run tasks on exactly one engine, but let the scheduler determine where that -should be, allowing load-balancing of tasks. The LoadBalancedView does allow you to specify -restrictions on where and when tasks can execute, for more complicated load-balanced workflows. - -Data Movement -============= - -Since the :class:`~.LoadBalancedView` does not know where execution will take place, explicit -data movement methods like push/pull and scatter/gather do not make sense, and are not provided. - -Results -======= - -AsyncResults ------------- - -Our primary representation of the results of remote execution is the :class:`~.AsyncResult` -object, based on the object of the same name in the built-in :mod:`multiprocessing.pool` -module. Our version provides a superset of that interface. - -The basic principle of the AsyncResult is the encapsulation of one or more results not yet completed. Execution methods (including data movement, such as push/pull) will all return -AsyncResults when `block=False`. - -The mp.pool.AsyncResult interface ---------------------------------- - -The basic interface of the AsyncResult is exactly that of the AsyncResult in :mod:`multiprocessing.pool`, and consists of four methods: - -.. AsyncResult spec directly from docs.python.org - -.. class:: AsyncResult - - The stdlib AsyncResult spec - - .. method:: wait([timeout]) - - Wait until the result is available or until *timeout* seconds pass. This - method always returns ``None``. - - .. method:: ready() - - Return whether the call has completed. - - .. method:: successful() - - Return whether the call completed without raising an exception. Will - raise :exc:`AssertionError` if the result is not ready. - - .. method:: get([timeout]) - - Return the result when it arrives. If *timeout* is not ``None`` and the - result does not arrive within *timeout* seconds then - :exc:`TimeoutError` is raised. If the remote call raised - an exception then that exception will be reraised as a :exc:`RemoteError` - by :meth:`get`. - - -While an AsyncResult is not done, you can check on it with its :meth:`ready` method, which will -return whether the AR is done. You can also wait on an AsyncResult with its :meth:`wait` method. -This method blocks until the result arrives. If you don't want to wait forever, you can pass a -timeout (in seconds) as an argument to :meth:`wait`. :meth:`wait` will *always return None*, and -should never raise an error. - -:meth:`ready` and :meth:`wait` are insensitive to the success or failure of the call. After a -result is done, :meth:`successful` will tell you whether the call completed without raising an -exception. - -If you actually want the result of the call, you can use :meth:`get`. Initially, :meth:`get` -behaves just like :meth:`wait`, in that it will block until the result is ready, or until a -timeout is met. However, unlike :meth:`wait`, :meth:`get` will raise a :exc:`TimeoutError` if -the timeout is reached and the result is still not ready. If the result arrives before the -timeout is reached, then :meth:`get` will return the result itself if no exception was raised, -and will raise an exception if there was. - -Here is where we start to expand on the multiprocessing interface. Rather than raising the -original exception, a RemoteError will be raised, encapsulating the remote exception with some -metadata. If the AsyncResult represents multiple calls (e.g. any time `targets` is plural), then -a CompositeError, a subclass of RemoteError, will be raised. - -.. seealso:: - - For more information on remote exceptions, see :ref:`the section in the Direct Interface - `. - -Extended interface -****************** - - -Other extensions of the AsyncResult interface include convenience wrappers for :meth:`get`. -AsyncResults have a property, :attr:`result`, with the short alias :attr:`r`, which simply call -:meth:`get`. Since our object is designed for representing *parallel* results, it is expected -that many calls (any of those submitted via DirectView) will map results to engine IDs. We -provide a :meth:`get_dict`, which is also a wrapper on :meth:`get`, which returns a dictionary -of the individual results, keyed by engine ID. - -You can also prevent a submitted job from actually executing, via the AsyncResult's -:meth:`abort` method. This will instruct engines to not execute the job when it arrives. - -The larger extension of the AsyncResult API is the :attr:`metadata` attribute. The metadata -is a dictionary (with attribute access) that contains, logically enough, metadata about the -execution. - -Metadata keys: - -timestamps - -submitted - When the task left the Client -started - When the task started execution on the engine -completed - When execution finished on the engine -received - When the result arrived on the Client - - note that it is not known when the result arrived in 0MQ on the client, only when it - arrived in Python via :meth:`Client.spin`, so in interactive use, this may not be - strictly informative. - -Information about the engine - -engine_id - The integer id -engine_uuid - The UUID of the engine - -output of the call - -pyerr - Python exception, if there was one -pyout - Python output -stderr - stderr stream -stdout - stdout (e.g. print) stream - -And some extended information - -status - either 'ok' or 'error' -msg_id - The UUID of the message -after - For tasks: the time-based msg_id dependencies -follow - For tasks: the location-based msg_id dependencies - -While in most cases, the Clients that submitted a request will be the ones using the results, -other Clients can also request results directly from the Hub. This is done via the Client's -:meth:`get_result` method. This method will *always* return an AsyncResult object. If the call -was not submitted by the client, then it will be a subclass, called :class:`AsyncHubResult`. -These behave in the same way as an AsyncResult, but if the result is not ready, waiting on an -AsyncHubResult polls the Hub, which is much more expensive than the passive polling used -in regular AsyncResults. - - -The Client keeps track of all results -history, results, metadata - -Querying the Hub -================ - -The Hub sees all traffic that may pass through the schedulers between engines and clients. -It does this so that it can track state, allowing multiple clients to retrieve results of -computations submitted by their peers, as well as persisting the state to a database. - -queue_status - - You can check the status of the queues of the engines with this command. - -result_status - - check on results - -purge_results - - forget results (conserve resources) - -Controlling the Engines -======================= - -There are a few actions you can do with Engines that do not involve execution. These -messages are sent via the Control socket, and bypass any long queues of waiting execution -jobs - -abort - - Sometimes you may want to prevent a job you have submitted from actually running. The method - for this is :meth:`abort`. It takes a container of msg_ids, and instructs the Engines to not - run the jobs if they arrive. The jobs will then fail with an AbortedTask error. - -clear - - You may want to purge the Engine(s) namespace of any data you have left in it. After - running `clear`, there will be no names in the Engine's namespace - -shutdown - - You can also instruct engines (and the Controller) to terminate from a Client. This - can be useful when a job is finished, since you can shutdown all the processes with a - single command. - -Synchronization -=============== - -Since the Client is a synchronous object, events do not automatically trigger in your -interactive session - you must poll the 0MQ sockets for incoming messages. Note that -this polling *does not* actually make any network requests. It simply performs a `select` -operation, to check if messages are already in local memory, waiting to be handled. - -The method that handles incoming messages is :meth:`spin`. This method flushes any waiting -messages on the various incoming sockets, and updates the state of the Client. - -If you need to wait for particular results to finish, you can use the :meth:`wait` method, -which will call :meth:`spin` until the messages are no longer outstanding. Anything that -represents a collection of messages, such as a list of msg_ids or one or more AsyncResult -objects, can be passed as argument to wait. A timeout can be specified, which will prevent -the call from blocking for more than a specified time, but the default behavior is to wait -forever. - -The client also has an ``outstanding`` attribute - a ``set`` of msg_ids that are awaiting -replies. This is the default if wait is called with no arguments - i.e. wait on *all* -outstanding messages. - - -.. note:: - - TODO wait example - -Map -=== - -Many parallel computing problems can be expressed as a ``map``, or running a single program with -a variety of different inputs. Python has a built-in :py:func:`map`, which does exactly this, -and many parallel execution tools in Python, such as the built-in -:py:class:`multiprocessing.Pool` object provide implementations of `map`. All View objects -provide a :meth:`map` method as well, but the load-balanced and direct implementations differ. - -Views' map methods can be called on any number of sequences, but they can also take the `block` -and `bound` keyword arguments, just like :meth:`~client.apply`, but *only as keywords*. - -.. sourcecode:: python - - dview.map(*sequences, block=None) - - -* iter, map_async, reduce - -Decorators and RemoteFunctions -============================== - -.. note:: - - TODO: write this section - -:func:`~IPython.parallel.client.remotefunction.@parallel` - -:func:`~IPython.parallel.client.remotefunction.@remote` - -:class:`~IPython.parallel.client.remotefunction.RemoteFunction` - -:class:`~IPython.parallel.client.remotefunction.ParallelFunction` - -Dependencies -============ - -.. note:: - - TODO: write this section - -:func:`~IPython.parallel.controller.dependency.@depend` - -:func:`~IPython.parallel.controller.dependency.@require` - -:class:`~IPython.parallel.controller.dependency.Dependency` diff --git a/docs/source/parallel/parallel_intro.rst b/docs/source/parallel/parallel_intro.rst deleted file mode 100644 index 763790f..0000000 --- a/docs/source/parallel/parallel_intro.rst +++ /dev/null @@ -1,307 +0,0 @@ -.. _parallel_overview: - -============================ -Overview and getting started -============================ - - -Examples -======== - -We have various example scripts and notebooks for using IPython.parallel in our -:file:`examples/Parallel%20Computing` directory, or they can be viewed `using nbviewer`__. -Some of these are covered in more detail in the :ref:`examples -` section. - -.. __: http://nbviewer.ipython.org/github/ipython/ipython/blob/master/examples/Parallel%20Computing/Index.ipynb - -Introduction -============ - -This section gives an overview of IPython's sophisticated and powerful -architecture for parallel and distributed computing. This architecture -abstracts out parallelism in a very general way, which enables IPython to -support many different styles of parallelism including: - -* Single program, multiple data (SPMD) parallelism. -* Multiple program, multiple data (MPMD) parallelism. -* Message passing using MPI. -* Task farming. -* Data parallel. -* Combinations of these approaches. -* Custom user defined approaches. - -Most importantly, IPython enables all types of parallel applications to -be developed, executed, debugged and monitored *interactively*. Hence, -the ``I`` in IPython. The following are some example usage cases for IPython: - -* Quickly parallelize algorithms that are embarrassingly parallel - using a number of simple approaches. Many simple things can be - parallelized interactively in one or two lines of code. - -* Steer traditional MPI applications on a supercomputer from an - IPython session on your laptop. - -* Analyze and visualize large datasets (that could be remote and/or - distributed) interactively using IPython and tools like - matplotlib/TVTK. - -* Develop, test and debug new parallel algorithms - (that may use MPI) interactively. - -* Tie together multiple MPI jobs running on different systems into - one giant distributed and parallel system. - -* Start a parallel job on your cluster and then have a remote - collaborator connect to it and pull back data into their - local IPython session for plotting and analysis. - -* Run a set of tasks on a set of CPUs using dynamic load balancing. - -.. tip:: - - At the SciPy 2011 conference in Austin, Min Ragan-Kelley presented a - complete 4-hour tutorial on the use of these features, and all the materials - for the tutorial are now `available online`__. That tutorial provides an - excellent, hands-on oriented complement to the reference documentation - presented here. - -.. __: http://minrk.github.com/scipy-tutorial-2011 - -Architecture overview -===================== - -.. figure:: figs/wideView.png - :width: 300px - - -The IPython architecture consists of four components: - -* The IPython engine. -* The IPython hub. -* The IPython schedulers. -* The controller client. - -These components live in the :mod:`IPython.parallel` package and are -installed with IPython. They do, however, have additional dependencies -that must be installed. For more information, see our -:ref:`installation documentation `. - -.. TODO: include zmq in install_index - -IPython engine ---------------- - -The IPython engine is a Python instance that takes Python commands over a -network connection. Eventually, the IPython engine will be a full IPython -interpreter, but for now, it is a regular Python interpreter. The engine -can also handle incoming and outgoing Python objects sent over a network -connection. When multiple engines are started, parallel and distributed -computing becomes possible. An important feature of an IPython engine is -that it blocks while user code is being executed. Read on for how the -IPython controller solves this problem to expose a clean asynchronous API -to the user. - -IPython controller ------------------- - -The IPython controller processes provide an interface for working with a set of engines. -At a general level, the controller is a collection of processes to which IPython engines -and clients can connect. The controller is composed of a :class:`Hub` and a collection of -:class:`Schedulers`. These Schedulers are typically run in separate processes but on the -same machine as the Hub, but can be run anywhere from local threads or on remote machines. - -The controller also provides a single point of contact for users who wish to -utilize the engines connected to the controller. There are different ways of -working with a controller. In IPython, all of these models are implemented via -the :meth:`.View.apply` method, after -constructing :class:`.View` objects to represent subsets of engines. The two -primary models for interacting with engines are: - -* A **Direct** interface, where engines are addressed explicitly. -* A **LoadBalanced** interface, where the Scheduler is trusted with assigning work to - appropriate engines. - -Advanced users can readily extend the View models to enable other -styles of parallelism. - -.. note:: - - A single controller and set of engines can be used with multiple models - simultaneously. This opens the door for lots of interesting things. - - -The Hub -******* - -The center of an IPython cluster is the Hub. This is the process that keeps -track of engine connections, schedulers, clients, as well as all task requests and -results. The primary role of the Hub is to facilitate queries of the cluster state, and -minimize the necessary information required to establish the many connections involved in -connecting new clients and engines. - - -Schedulers -********** - -All actions that can be performed on the engine go through a Scheduler. While the engines -themselves block when user code is run, the schedulers hide that from the user to provide -a fully asynchronous interface to a set of engines. - - -IPython client and views ------------------------- - -There is one primary object, the :class:`~.parallel.Client`, for connecting to a cluster. -For each execution model, there is a corresponding :class:`~.parallel.View`. These views -allow users to interact with a set of engines through the interface. Here are the two default -views: - -* The :class:`DirectView` class for explicit addressing. -* The :class:`LoadBalancedView` class for destination-agnostic scheduling. - -Security --------- - -IPython uses ZeroMQ for networking, which has provided many advantages, but -one of the setbacks is its utter lack of security [ZeroMQ]_. By default, no IPython -connections are encrypted, but open ports only listen on localhost. The only -source of security for IPython is via ssh-tunnel. IPython supports both shell -(`openssh`) and `paramiko` based tunnels for connections. There is a key necessary -to submit requests, but due to the lack of encryption, it does not provide -significant security if loopback traffic is compromised. - -In our architecture, the controller is the only process that listens on -network ports, and is thus the main point of vulnerability. The standard model -for secure connections is to designate that the controller listen on -localhost, and use ssh-tunnels to connect clients and/or -engines. - -To connect and authenticate to the controller an engine or client needs -some information that the controller has stored in a JSON file. -Thus, the JSON files need to be copied to a location where -the clients and engines can find them. Typically, this is the -:file:`~/.ipython/profile_default/security` directory on the host where the -client/engine is running (which could be a different host than the controller). -Once the JSON files are copied over, everything should work fine. - -Currently, there are two JSON files that the controller creates: - -ipcontroller-engine.json - This JSON file has the information necessary for an engine to connect - to a controller. - -ipcontroller-client.json - The client's connection information. This may not differ from the engine's, - but since the controller may listen on different ports for clients and - engines, it is stored separately. - -ipcontroller-client.json will look something like this, under default localhost -circumstances: - -.. sourcecode:: python - - { - "url":"tcp:\/\/127.0.0.1:54424", - "exec_key":"a361fe89-92fc-4762-9767-e2f0a05e3130", - "ssh":"", - "location":"10.19.1.135" - } - -If, however, you are running the controller on a work node on a cluster, you will likely -need to use ssh tunnels to connect clients from your laptop to it. You will also -probably need to instruct the controller to listen for engines coming from other work nodes -on the cluster. An example of ipcontroller-client.json, as created by:: - - $> ipcontroller --ip=* --ssh=login.mycluster.com - - -.. sourcecode:: python - - { - "url":"tcp:\/\/*:54424", - "exec_key":"a361fe89-92fc-4762-9767-e2f0a05e3130", - "ssh":"login.mycluster.com", - "location":"10.0.0.2" - } - -More details of how these JSON files are used are given below. - -A detailed description of the security model and its implementation in IPython -can be found :ref:`here `. - -.. warning:: - - Even at its most secure, the Controller listens on ports on localhost, and - every time you make a tunnel, you open a localhost port on the connecting - machine that points to the Controller. If localhost on the Controller's - machine, or the machine of any client or engine, is untrusted, then your - Controller is insecure. There is no way around this with ZeroMQ. - - - -Getting Started -=============== - -To use IPython for parallel computing, you need to start one instance of the -controller and one or more instances of the engine. Initially, it is best to -simply start a controller and engines on a single host using the -:command:`ipcluster` command. To start a controller and 4 engines on your -localhost, just do:: - - $ ipcluster start -n 4 - -More details about starting the IPython controller and engines can be found -:ref:`here ` - -Once you have started the IPython controller and one or more engines, you -are ready to use the engines to do something useful. To make sure -everything is working correctly, try the following commands: - -.. sourcecode:: ipython - - In [1]: from IPython.parallel import Client - - In [2]: c = Client() - - In [4]: c.ids - Out[4]: set([0, 1, 2, 3]) - - In [5]: c[:].apply_sync(lambda : "Hello, World") - Out[5]: [ 'Hello, World', 'Hello, World', 'Hello, World', 'Hello, World' ] - - -When a client is created with no arguments, the client tries to find the corresponding JSON file -in the local `~/.ipython/profile_default/security` directory. Or if you specified a profile, -you can use that with the Client. This should cover most cases: - -.. sourcecode:: ipython - - In [2]: c = Client(profile='myprofile') - -If you have put the JSON file in a different location or it has a different name, create the -client like this: - -.. sourcecode:: ipython - - In [2]: c = Client('/path/to/my/ipcontroller-client.json') - -Remember, a client needs to be able to see the Hub's ports to connect. So if they are on a -different machine, you may need to use an ssh server to tunnel access to that machine, -then you would connect to it with: - -.. sourcecode:: ipython - - In [2]: c = Client('/path/to/my/ipcontroller-client.json', sshserver='me@myhub.example.com') - -Where 'myhub.example.com' is the url or IP address of the machine on -which the Hub process is running (or another machine that has direct access to the Hub's ports). - -The SSH server may already be specified in ipcontroller-client.json, if the controller was -instructed at its launch time. - -You are now ready to learn more about the :ref:`Direct -` and :ref:`LoadBalanced ` interfaces to the -controller. - -.. [ZeroMQ] ZeroMQ. http://www.zeromq.org diff --git a/docs/source/parallel/parallel_mpi.rst b/docs/source/parallel/parallel_mpi.rst deleted file mode 100644 index aa25896..0000000 --- a/docs/source/parallel/parallel_mpi.rst +++ /dev/null @@ -1,154 +0,0 @@ -.. _parallelmpi: - -======================= -Using MPI with IPython -======================= - -Often, a parallel algorithm will require moving data between the engines. One -way of accomplishing this is by doing a pull and then a push using the -multiengine client. However, this will be slow as all the data has to go -through the controller to the client and then back through the controller, to -its final destination. - -A much better way of moving data between engines is to use a message passing -library, such as the Message Passing Interface (MPI) [MPI]_. IPython's -parallel computing architecture has been designed from the ground up to -integrate with MPI. This document describes how to use MPI with IPython. - -Additional installation requirements -==================================== - -If you want to use MPI with IPython, you will need to install: - -* A standard MPI implementation such as OpenMPI [OpenMPI]_ or MPICH. -* The mpi4py [mpi4py]_ package. - -.. note:: - - The mpi4py package is not a strict requirement. However, you need to - have *some* way of calling MPI from Python. You also need some way of - making sure that :func:`MPI_Init` is called when the IPython engines start - up. There are a number of ways of doing this and a good number of - associated subtleties. We highly recommend just using mpi4py as it - takes care of most of these problems. If you want to do something - different, let us know and we can help you get started. - -Starting the engines with MPI enabled -===================================== - -To use code that calls MPI, there are typically two things that MPI requires. - -1. The process that wants to call MPI must be started using - :command:`mpiexec` or a batch system (like PBS) that has MPI support. -2. Once the process starts, it must call :func:`MPI_Init`. - -There are a couple of ways that you can start the IPython engines and get -these things to happen. - -Automatic starting using :command:`mpiexec` and :command:`ipcluster` --------------------------------------------------------------------- - -The easiest approach is to use the `MPI` Launchers in :command:`ipcluster`, -which will first start a controller and then a set of engines using -:command:`mpiexec`:: - - $ ipcluster start -n 4 --engines=MPIEngineSetLauncher - -This approach is best as interrupting :command:`ipcluster` will automatically -stop and clean up the controller and engines. - -Manual starting using :command:`mpiexec` ----------------------------------------- - -If you want to start the IPython engines using the :command:`mpiexec`, just -do:: - - $ mpiexec -n 4 ipengine --mpi=mpi4py - -This requires that you already have a controller running and that the FURL -files for the engines are in place. We also have built in support for -PyTrilinos [PyTrilinos]_, which can be used (assuming is installed) by -starting the engines with:: - - $ mpiexec -n 4 ipengine --mpi=pytrilinos - -Automatic starting using PBS and :command:`ipcluster` ------------------------------------------------------- - -The :command:`ipcluster` command also has built-in integration with PBS. For -more information on this approach, see our documentation on :ref:`ipcluster -`. - -Actually using MPI -================== - -Once the engines are running with MPI enabled, you are ready to go. You can -now call any code that uses MPI in the IPython engines. And, all of this can -be done interactively. Here we show a simple example that uses mpi4py -[mpi4py]_ version 1.1.0 or later. - -First, lets define a simply function that uses MPI to calculate the sum of a -distributed array. Save the following text in a file called :file:`psum.py`: - -.. sourcecode:: python - - from mpi4py import MPI - import numpy as np - - def psum(a): - locsum = np.sum(a) - rcvBuf = np.array(0.0,'d') - MPI.COMM_WORLD.Allreduce([locsum, MPI.DOUBLE], - [rcvBuf, MPI.DOUBLE], - op=MPI.SUM) - return rcvBuf - -Now, start an IPython cluster:: - - $ ipcluster start --profile=mpi -n 4 - -.. note:: - - It is assumed here that the mpi profile has been set up, as described :ref:`here - `. - -Finally, connect to the cluster and use this function interactively. In this -case, we create a distributed array and sum up all its elements in a distributed -manner using our :func:`psum` function: - -.. sourcecode:: ipython - - In [1]: from IPython.parallel import Client - - In [2]: c = Client(profile='mpi') - - In [3]: view = c[:] - - In [4]: view.activate() # enable magics - - # run the contents of the file on each engine: - In [5]: view.run('psum.py') - - In [6]: view.scatter('a',np.arange(16,dtype='float')) - - In [7]: view['a'] - Out[7]: [array([ 0., 1., 2., 3.]), - array([ 4., 5., 6., 7.]), - array([ 8., 9., 10., 11.]), - array([ 12., 13., 14., 15.])] - - In [7]: %px totalsum = psum(a) - Parallel execution on engines: [0,1,2,3] - - In [8]: view['totalsum'] - Out[8]: [120.0, 120.0, 120.0, 120.0] - -Any Python code that makes calls to MPI can be used in this manner, including -compiled C, C++ and Fortran libraries that have been exposed to Python. - -.. [MPI] Message Passing Interface. http://www-unix.mcs.anl.gov/mpi/ -.. [mpi4py] MPI for Python. mpi4py: http://mpi4py.scipy.org/ -.. [OpenMPI] Open MPI. http://www.open-mpi.org/ -.. [PyTrilinos] PyTrilinos. http://trilinos.sandia.gov/packages/pytrilinos/ - - diff --git a/docs/source/parallel/parallel_multiengine.rst b/docs/source/parallel/parallel_multiengine.rst deleted file mode 100644 index 0b5a91f..0000000 --- a/docs/source/parallel/parallel_multiengine.rst +++ /dev/null @@ -1,702 +0,0 @@ -.. _parallel_multiengine: - -========================== -IPython's Direct interface -========================== - -The direct, or multiengine, interface represents one possible way of working with a set of -IPython engines. The basic idea behind the multiengine interface is that the -capabilities of each engine are directly and explicitly exposed to the user. -Thus, in the multiengine interface, each engine is given an id that is used to -identify the engine and give it work to do. This interface is very intuitive -and is designed with interactive usage in mind, and is the best place for -new users of IPython to begin. - -Starting the IPython controller and engines -=========================================== - -To follow along with this tutorial, you will need to start the IPython -controller and four IPython engines. The simplest way of doing this is to use -the :command:`ipcluster` command:: - - $ ipcluster start -n 4 - -For more detailed information about starting the controller and engines, see -our :ref:`introduction ` to using IPython for parallel computing. - -Creating a ``DirectView`` instance -================================== - -The first step is to import the IPython :mod:`IPython.parallel` -module and then create a :class:`.Client` instance: - -.. sourcecode:: ipython - - In [1]: from IPython.parallel import Client - - In [2]: rc = Client() - -This form assumes that the default connection information (stored in -:file:`ipcontroller-client.json` found in :file:`IPYTHONDIR/profile_default/security`) is -accurate. If the controller was started on a remote machine, you must copy that connection -file to the client machine, or enter its contents as arguments to the Client constructor: - -.. sourcecode:: ipython - - # If you have copied the json connector file from the controller: - In [2]: rc = Client('/path/to/ipcontroller-client.json') - # or to connect with a specific profile you have set up: - In [3]: rc = Client(profile='mpi') - - -To make sure there are engines connected to the controller, users can get a list -of engine ids: - -.. sourcecode:: ipython - - In [3]: rc.ids - Out[3]: [0, 1, 2, 3] - -Here we see that there are four engines ready to do work for us. - -For direct execution, we will make use of a :class:`DirectView` object, which can be -constructed via list-access to the client: - -.. sourcecode:: ipython - - In [4]: dview = rc[:] # use all engines - -.. seealso:: - - For more information, see the in-depth explanation of :ref:`Views `. - - -Quick and easy parallelism -========================== - -In many cases, you simply want to apply a Python function to a sequence of -objects, but *in parallel*. The client interface provides a simple way -of accomplishing this: using the DirectView's :meth:`~DirectView.map` method. - -Parallel map ------------- - -Python's builtin :func:`map` functions allows a function to be applied to a -sequence element-by-element. This type of code is typically trivial to -parallelize. In fact, since IPython's interface is all about functions anyway, -you can just use the builtin :func:`map` with a :class:`RemoteFunction`, or a -DirectView's :meth:`map` method: - -.. sourcecode:: ipython - - In [62]: serial_result = map(lambda x:x**10, range(32)) - - In [63]: parallel_result = dview.map_sync(lambda x: x**10, range(32)) - - In [67]: serial_result==parallel_result - Out[67]: True - - -.. note:: - - The :class:`DirectView`'s version of :meth:`map` does - not do dynamic load balancing. For a load balanced version, use a - :class:`LoadBalancedView`. - -.. seealso:: - - :meth:`map` is implemented via :class:`ParallelFunction`. - -Remote function decorators --------------------------- - -Remote functions are just like normal functions, but when they are called, -they execute on one or more engines, rather than locally. IPython provides -two decorators: - -.. sourcecode:: ipython - - In [10]: @dview.remote(block=True) - ....: def getpid(): - ....: import os - ....: return os.getpid() - ....: - - In [11]: getpid() - Out[11]: [12345, 12346, 12347, 12348] - -The ``@parallel`` decorator creates parallel functions, that break up an element-wise -operations and distribute them, reconstructing the result. - -.. sourcecode:: ipython - - In [12]: import numpy as np - - In [13]: A = np.random.random((64,48)) - - In [14]: @dview.parallel(block=True) - ....: def pmul(A,B): - ....: return A*B - - In [15]: C_local = A*A - - In [16]: C_remote = pmul(A,A) - - In [17]: (C_local == C_remote).all() - Out[17]: True - -Calling a ``@parallel`` function *does not* correspond to map. It is used for splitting -element-wise operations that operate on a sequence or array. For ``map`` behavior, -parallel functions do have a map method. - -==================== ============================ ============================= -call pfunc(seq) pfunc.map(seq) -==================== ============================ ============================= -# of tasks # of engines (1 per engine) # of engines (1 per engine) -# of remote calls # of engines (1 per engine) ``len(seq)`` -argument to remote ``seq[i:j]`` (sub-sequence) ``seq[i]`` (single element) -==================== ============================ ============================= - -A quick example to illustrate the difference in arguments for the two modes: - -.. sourcecode:: ipython - - In [16]: @dview.parallel(block=True) - ....: def echo(x): - ....: return str(x) - ....: - - In [17]: echo(range(5)) - Out[17]: ['[0, 1]', '[2]', '[3]', '[4]'] - - In [18]: echo.map(range(5)) - Out[18]: ['0', '1', '2', '3', '4'] - - -.. seealso:: - - See the :func:`~.remotefunction.parallel` and :func:`~.remotefunction.remote` - decorators for options. - -Calling Python functions -======================== - -The most basic type of operation that can be performed on the engines is to -execute Python code or call Python functions. Executing Python code can be -done in blocking or non-blocking mode (non-blocking is default) using the -:meth:`.View.execute` method, and calling functions can be done via the -:meth:`.View.apply` method. - -apply ------ - -The main method for doing remote execution (in fact, all methods that -communicate with the engines are built on top of it), is :meth:`View.apply`. - -We strive to provide the cleanest interface we can, so `apply` has the following -signature: - -.. sourcecode:: python - - view.apply(f, *args, **kwargs) - -There are various ways to call functions with IPython, and these flags are set as -attributes of the View. The ``DirectView`` has just two of these flags: - -dv.block : bool - whether to wait for the result, or return an :class:`AsyncResult` object - immediately -dv.track : bool - whether to instruct pyzmq to track when zeromq is done sending the message. - This is primarily useful for non-copying sends of numpy arrays that you plan to - edit in-place. You need to know when it becomes safe to edit the buffer - without corrupting the message. -dv.targets : int, list of ints - which targets this view is associated with. - - -Creating a view is simple: index-access on a client creates a :class:`.DirectView`. - -.. sourcecode:: ipython - - In [4]: view = rc[1:3] - Out[4]: - - In [5]: view.apply - view.apply view.apply_async view.apply_sync - -For convenience, you can set block temporarily for a single call with the extra sync/async methods. - -Blocking execution ------------------- - -In blocking mode, the :class:`.DirectView` object (called ``dview`` in -these examples) submits the command to the controller, which places the -command in the engines' queues for execution. The :meth:`apply` call then -blocks until the engines are done executing the command: - -.. sourcecode:: ipython - - In [2]: dview = rc[:] # A DirectView of all engines - In [3]: dview.block=True - In [4]: dview['a'] = 5 - - In [5]: dview['b'] = 10 - - In [6]: dview.apply(lambda x: a+b+x, 27) - Out[6]: [42, 42, 42, 42] - -You can also select blocking execution on a call-by-call basis with the :meth:`apply_sync` -method: - -.. sourcecode:: ipython - - In [7]: dview.block=False - - In [8]: dview.apply_sync(lambda x: a+b+x, 27) - Out[8]: [42, 42, 42, 42] - -Python commands can be executed as strings on specific engines by using a View's ``execute`` -method: - -.. sourcecode:: ipython - - In [6]: rc[::2].execute('c=a+b') - - In [7]: rc[1::2].execute('c=a-b') - - In [8]: dview['c'] # shorthand for dview.pull('c', block=True) - Out[8]: [15, -5, 15, -5] - - -Non-blocking execution ----------------------- - -In non-blocking mode, :meth:`apply` submits the command to be executed and -then returns a :class:`AsyncResult` object immediately. The -:class:`AsyncResult` object gives you a way of getting a result at a later -time through its :meth:`get` method. - -.. seealso:: - - Docs on the :ref:`AsyncResult ` object. - -This allows you to quickly submit long running commands without blocking your -local Python/IPython session: - -.. sourcecode:: ipython - - # define our function - In [6]: def wait(t): - ....: import time - ....: tic = time.time() - ....: time.sleep(t) - ....: return time.time()-tic - - # In non-blocking mode - In [7]: ar = dview.apply_async(wait, 2) - - # Now block for the result - In [8]: ar.get() - Out[8]: [2.0006198883056641, 1.9997570514678955, 1.9996809959411621, 2.0003249645233154] - - # Again in non-blocking mode - In [9]: ar = dview.apply_async(wait, 10) - - # Poll to see if the result is ready - In [10]: ar.ready() - Out[10]: False - - # ask for the result, but wait a maximum of 1 second: - In [45]: ar.get(1) - --------------------------------------------------------------------------- - TimeoutError Traceback (most recent call last) - /home/you/ in () - ----> 1 ar.get(1) - - /path/to/site-packages/IPython/parallel/asyncresult.pyc in get(self, timeout) - 62 raise self._exception - 63 else: - ---> 64 raise error.TimeoutError("Result not ready.") - 65 - 66 def ready(self): - - TimeoutError: Result not ready. - -.. Note:: - - Note the import inside the function. This is a common model, to ensure - that the appropriate modules are imported where the task is run. You can - also manually import modules into the engine(s) namespace(s) via - `view.execute('import numpy')`. - -Often, it is desirable to wait until a set of :class:`AsyncResult` objects -are done. For this, there is a the method :meth:`wait`. This method takes a -tuple of :class:`AsyncResult` objects (or `msg_ids` or indices to the client's History), -and blocks until all of the associated results are ready: - -.. sourcecode:: ipython - - In [72]: dview.block=False - - # A trivial list of AsyncResults objects - In [73]: pr_list = [dview.apply_async(wait, 3) for i in range(10)] - - # Wait until all of them are done - In [74]: dview.wait(pr_list) - - # Then, their results are ready using get() or the `.r` attribute - In [75]: pr_list[0].get() - Out[75]: [2.9982571601867676, 2.9982588291168213, 2.9987530708312988, 2.9990990161895752] - - - -The ``block`` and ``targets`` keyword arguments and attributes --------------------------------------------------------------- - -Most DirectView methods (excluding :meth:`apply`) accept ``block`` and -``targets`` as keyword arguments. As we have seen above, these keyword arguments control the -blocking mode and which engines the command is applied to. The :class:`View` class also has -:attr:`block` and :attr:`targets` attributes that control the default behavior when the keyword -arguments are not provided. Thus the following logic is used for :attr:`block` and :attr:`targets`: - -* If no keyword argument is provided, the instance attributes are used. -* The Keyword arguments, if provided overrides the instance attributes for - the duration of a single call. - -The following examples demonstrate how to use the instance attributes: - -.. sourcecode:: ipython - - In [16]: dview.targets = [0,2] - - In [17]: dview.block = False - - In [18]: ar = dview.apply(lambda : 10) - - In [19]: ar.get() - Out[19]: [10, 10] - - In [20]: dview.targets = rc.ids # all engines (4) - - In [21]: dview.block = True - - In [22]: dview.apply(lambda : 42) - Out[22]: [42, 42, 42, 42] - -The :attr:`block` and :attr:`targets` instance attributes of the -:class:`.DirectView` also determine the behavior of the parallel magic commands. - -.. seealso:: - - See the documentation of the :ref:`Parallel Magics `. - - -Moving Python objects around -============================ - -In addition to calling functions and executing code on engines, you can -transfer Python objects to and from your IPython session and the engines. In -IPython, these operations are called :meth:`push` (sending an object to the -engines) and :meth:`pull` (getting an object from the engines). - -Basic push and pull -------------------- - -Here are some examples of how you use :meth:`push` and :meth:`pull`: - -.. sourcecode:: ipython - - In [38]: dview.push(dict(a=1.03234,b=3453)) - Out[38]: [None,None,None,None] - - In [39]: dview.pull('a') - Out[39]: [ 1.03234, 1.03234, 1.03234, 1.03234] - - In [40]: dview.pull('b', targets=0) - Out[40]: 3453 - - In [41]: dview.pull(('a','b')) - Out[41]: [ [1.03234, 3453], [1.03234, 3453], [1.03234, 3453], [1.03234, 3453] ] - - In [42]: dview.push(dict(c='speed')) - Out[42]: [None,None,None,None] - -In non-blocking mode :meth:`push` and :meth:`pull` also return -:class:`AsyncResult` objects: - -.. sourcecode:: ipython - - In [48]: ar = dview.pull('a', block=False) - - In [49]: ar.get() - Out[49]: [1.03234, 1.03234, 1.03234, 1.03234] - - -Dictionary interface --------------------- - -Since a Python namespace is just a :class:`dict`, :class:`DirectView` objects provide -dictionary-style access by key and methods such as :meth:`get` and -:meth:`update` for convenience. This make the remote namespaces of the engines -appear as a local dictionary. Underneath, these methods call :meth:`apply`: - -.. sourcecode:: ipython - - In [51]: dview['a']=['foo','bar'] - - In [52]: dview['a'] - Out[52]: [ ['foo', 'bar'], ['foo', 'bar'], ['foo', 'bar'], ['foo', 'bar'] ] - -Scatter and gather ------------------- - -Sometimes it is useful to partition a sequence and push the partitions to -different engines. In MPI language, this is know as scatter/gather and we -follow that terminology. However, it is important to remember that in -IPython's :class:`Client` class, :meth:`scatter` is from the -interactive IPython session to the engines and :meth:`gather` is from the -engines back to the interactive IPython session. For scatter/gather operations -between engines, MPI, pyzmq, or some other direct interconnect should be used. - -.. sourcecode:: ipython - - In [58]: dview.scatter('a',range(16)) - Out[58]: [None,None,None,None] - - In [59]: dview['a'] - Out[59]: [ [0, 1, 2, 3], [4, 5, 6, 7], [8, 9, 10, 11], [12, 13, 14, 15] ] - - In [60]: dview.gather('a') - Out[60]: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15] - -Other things to look at -======================= - -How to do parallel list comprehensions --------------------------------------- - -In many cases list comprehensions are nicer than using the map function. While -we don't have fully parallel list comprehensions, it is simple to get the -basic effect using :meth:`scatter` and :meth:`gather`: - -.. sourcecode:: ipython - - In [66]: dview.scatter('x',range(64)) - - In [67]: %px y = [i**10 for i in x] - Parallel execution on engines: [0, 1, 2, 3] - - In [68]: y = dview.gather('y') - - In [69]: print y - [0, 1, 1024, 59049, 1048576, 9765625, 60466176, 282475249, 1073741824,...] - -Remote imports --------------- - -Sometimes you will want to import packages both in your interactive session -and on your remote engines. This can be done with the :class:`ContextManager` -created by a DirectView's :meth:`sync_imports` method: - -.. sourcecode:: ipython - - In [69]: with dview.sync_imports(): - ....: import numpy - importing numpy on engine(s) - -Any imports made inside the block will also be performed on the view's engines. -sync_imports also takes a `local` boolean flag that defaults to True, which specifies -whether the local imports should also be performed. However, support for `local=False` -has not been implemented, so only packages that can be imported locally will work -this way. Note that the usual renaming of the import handle in the same line like in -`import matplotlib.pyplot as plt' does not work on the remote engine, the `as plt` is -ignored remotely, while it executes locally. One could rename the remote handle with -`%px plt = pyplot` though after the import. - -You can also specify imports via the ``@require`` decorator. This is a decorator -designed for use in Dependencies, but can be used to handle remote imports as well. -Modules or module names passed to ``@require`` will be imported before the decorated -function is called. If they cannot be imported, the decorated function will never -execute and will fail with an UnmetDependencyError. Failures of single Engines will -be collected and raise a CompositeError, as demonstrated in the next section. - -.. sourcecode:: ipython - - In [69]: from IPython.parallel import require - - In [70]: @require('re') - ....: def findall(pat, x): - ....: # re is guaranteed to be available - ....: return re.findall(pat, x) - - # you can also pass modules themselves, that you already have locally: - In [71]: @require(time) - ....: def wait(t): - ....: time.sleep(t) - ....: return t - -.. note:: - - :func:`sync_imports` does not allow ``import foo as bar`` syntax, - because the assignment represented by the ``as bar`` part is not - available to the import hook. - - -.. _parallel_exceptions: - -Parallel exceptions -------------------- - -In the multiengine interface, parallel commands can raise Python exceptions, -just like serial commands. But it is a little subtle, because a single -parallel command can actually raise multiple exceptions (one for each engine -the command was run on). To express this idea, we have a -:exc:`CompositeError` exception class that will be raised in most cases. The -:exc:`CompositeError` class is a special type of exception that wraps one or -more other types of exceptions. Here is how it works: - -.. sourcecode:: ipython - - In [78]: dview.block = True - - In [79]: dview.execute("1/0") - [0:execute]: - --------------------------------------------------------------------------- - ZeroDivisionError Traceback (most recent call last) - ----> 1 1/0 - ZeroDivisionError: integer division or modulo by zero - - [1:execute]: - --------------------------------------------------------------------------- - ZeroDivisionError Traceback (most recent call last) - ----> 1 1/0 - ZeroDivisionError: integer division or modulo by zero - - [2:execute]: - --------------------------------------------------------------------------- - ZeroDivisionError Traceback (most recent call last) - ----> 1 1/0 - ZeroDivisionError: integer division or modulo by zero - - [3:execute]: - --------------------------------------------------------------------------- - ZeroDivisionError Traceback (most recent call last) - ----> 1 1/0 - ZeroDivisionError: integer division or modulo by zero - -Notice how the error message printed when :exc:`CompositeError` is raised has -information about the individual exceptions that were raised on each engine. -If you want, you can even raise one of these original exceptions: - -.. sourcecode:: ipython - - In [79]: from IPython.parallel import CompositeError - - In [80]: try: - ....: dview.execute('1/0', block=True) - ....: except CompositeError, e: - ....: e.raise_exception() - ....: - ....: - --------------------------------------------------------------------------- - ZeroDivisionError Traceback (most recent call last) - ----> 1 1/0 - ZeroDivisionError: integer division or modulo by zero - -If you are working in IPython, you can simple type ``%debug`` after one of -these :exc:`CompositeError` exceptions is raised, and inspect the exception -instance: - -.. sourcecode:: ipython - - In [81]: dview.execute('1/0') - [0:execute]: - --------------------------------------------------------------------------- - ZeroDivisionError Traceback (most recent call last) - ----> 1 1/0 - ZeroDivisionError: integer division or modulo by zero - - [1:execute]: - --------------------------------------------------------------------------- - ZeroDivisionError Traceback (most recent call last) - ----> 1 1/0 - ZeroDivisionError: integer division or modulo by zero - - [2:execute]: - --------------------------------------------------------------------------- - ZeroDivisionError Traceback (most recent call last) - ----> 1 1/0 - ZeroDivisionError: integer division or modulo by zero - - [3:execute]: - --------------------------------------------------------------------------- - ZeroDivisionError Traceback (most recent call last) - ----> 1 1/0 - ZeroDivisionError: integer division or modulo by zero - - In [82]: %debug - > /.../site-packages/IPython/parallel/client/asyncresult.py(125)get() - 124 else: - --> 125 raise self._exception - 126 else: - - # Here, self._exception is the CompositeError instance: - - ipdb> e = self._exception - ipdb> e - CompositeError(4) - - # we can tab-complete on e to see available methods: - ipdb> e. - e.args e.message e.traceback - e.elist e.msg - e.ename e.print_traceback - e.engine_info e.raise_exception - e.evalue e.render_traceback - - # We can then display the individual tracebacks, if we want: - ipdb> e.print_traceback(1) - [1:execute]: - --------------------------------------------------------------------------- - ZeroDivisionError Traceback (most recent call last) - ----> 1 1/0 - ZeroDivisionError: integer division or modulo by zero - - -Since you might have 100 engines, you probably don't want to see 100 tracebacks -for a simple NameError because of a typo. -For this reason, CompositeError truncates the list of exceptions it will print -to :attr:`CompositeError.tb_limit` (default is five). -You can change this limit to suit your needs with: - -.. sourcecode:: ipython - - In [20]: from IPython.parallel import CompositeError - In [21]: CompositeError.tb_limit = 1 - In [22]: %px x=z - [0:execute]: - --------------------------------------------------------------------------- - NameError Traceback (most recent call last) - ----> 1 x=z - NameError: name 'z' is not defined - - ... 3 more exceptions ... - - -All of this same error handling magic even works in non-blocking mode: - -.. sourcecode:: ipython - - In [83]: dview.block=False - - In [84]: ar = dview.execute('1/0') - - In [85]: ar.get() - [0:execute]: - --------------------------------------------------------------------------- - ZeroDivisionError Traceback (most recent call last) - ----> 1 1/0 - ZeroDivisionError: integer division or modulo by zero - - ... 3 more exceptions ... diff --git a/docs/source/parallel/parallel_process.rst b/docs/source/parallel/parallel_process.rst deleted file mode 100644 index e009f4c..0000000 --- a/docs/source/parallel/parallel_process.rst +++ /dev/null @@ -1,884 +0,0 @@ -.. _parallel_process: - -=========================================== -Starting the IPython controller and engines -=========================================== - -To use IPython for parallel computing, you need to start one instance of -the controller and one or more instances of the engine. The controller -and each engine can run on different machines or on the same machine. -Because of this, there are many different possibilities. - -Broadly speaking, there are two ways of going about starting a controller and engines: - -* In an automated manner using the :command:`ipcluster` command. -* In a more manual way using the :command:`ipcontroller` and - :command:`ipengine` commands. - -This document describes both of these methods. We recommend that new users -start with the :command:`ipcluster` command as it simplifies many common usage -cases. - -General considerations -====================== - -Before delving into the details about how you can start a controller and -engines using the various methods, we outline some of the general issues that -come up when starting the controller and engines. These things come up no -matter which method you use to start your IPython cluster. - -If you are running engines on multiple machines, you will likely need to instruct the -controller to listen for connections on an external interface. This can be done by specifying -the ``ip`` argument on the command-line, or the ``HubFactory.ip`` configurable in -:file:`ipcontroller_config.py`. - -If your machines are on a trusted network, you can safely instruct the controller to listen -on all interfaces with:: - - $> ipcontroller --ip=* - - -Or you can set the same behavior as the default by adding the following line to your :file:`ipcontroller_config.py`: - -.. sourcecode:: python - - c.HubFactory.ip = '*' - # c.HubFactory.location = '10.0.1.1' - - -.. note:: - - ``--ip=*`` instructs ZeroMQ to listen on all interfaces, - but it does not contain the IP needed for engines / clients - to know where the controller actually is. - This can be specified with ``--location=10.0.0.1``, - the specific IP address of the controller, as seen from engines and/or clients. - IPython tries to guess this value by default, but it will not always guess correctly. - Check the ``location`` field in your connection files if you are having connection trouble. - -.. note:: - - Due to the lack of security in ZeroMQ, the controller will only listen for connections on - localhost by default. If you see Timeout errors on engines or clients, then the first - thing you should check is the ip address the controller is listening on, and make sure - that it is visible from the timing out machine. - -.. seealso:: - - Our `notes `_ on security in the new parallel computing code. - -Let's say that you want to start the controller on ``host0`` and engines on -hosts ``host1``-``hostn``. The following steps are then required: - -1. Start the controller on ``host0`` by running :command:`ipcontroller` on - ``host0``. The controller must be instructed to listen on an interface visible - to the engine machines, via the ``ip`` command-line argument or ``HubFactory.ip`` - in :file:`ipcontroller_config.py`. -2. Move the JSON file (:file:`ipcontroller-engine.json`) created by the - controller from ``host0`` to hosts ``host1``-``hostn``. -3. Start the engines on hosts ``host1``-``hostn`` by running - :command:`ipengine`. This command has to be told where the JSON file - (:file:`ipcontroller-engine.json`) is located. - -At this point, the controller and engines will be connected. By default, the JSON files -created by the controller are put into the :file:`IPYTHONDIR/profile_default/security` -directory. If the engines share a filesystem with the controller, step 2 can be skipped as -the engines will automatically look at that location. - -The final step required to actually use the running controller from a client is to move -the JSON file :file:`ipcontroller-client.json` from ``host0`` to any host where clients -will be run. If these file are put into the :file:`IPYTHONDIR/profile_default/security` -directory of the client's host, they will be found automatically. Otherwise, the full path -to them has to be passed to the client's constructor. - -Using :command:`ipcluster` -=========================== - -The :command:`ipcluster` command provides a simple way of starting a -controller and engines in the following situations: - -1. When the controller and engines are all run on localhost. This is useful - for testing or running on a multicore computer. -2. When engines are started using the :command:`mpiexec` command that comes - with most MPI [MPI]_ implementations -3. When engines are started using the PBS [PBS]_ batch system - (or other `qsub` systems, such as SGE). -4. When the controller is started on localhost and the engines are started on - remote nodes using :command:`ssh`. -5. When engines are started using the Windows HPC Server batch system. - -.. note:: - - Currently :command:`ipcluster` requires that the - :file:`IPYTHONDIR/profile_/security` directory live on a shared filesystem that is - seen by both the controller and engines. If you don't have a shared file - system you will need to use :command:`ipcontroller` and - :command:`ipengine` directly. - -Under the hood, :command:`ipcluster` just uses :command:`ipcontroller` -and :command:`ipengine` to perform the steps described above. - -The simplest way to use ipcluster requires no configuration, and will -launch a controller and a number of engines on the local machine. For instance, -to start one controller and 4 engines on localhost, just do:: - - $ ipcluster start -n 4 - -To see other command line options, do:: - - $ ipcluster -h - - -Configuring an IPython cluster -============================== - -Cluster configurations are stored as `profiles`. You can create a new profile with:: - - $ ipython profile create --parallel --profile=myprofile - -This will create the directory :file:`IPYTHONDIR/profile_myprofile`, and populate it -with the default configuration files for the three IPython cluster commands. Once -you edit those files, you can continue to call ipcluster/ipcontroller/ipengine -with no arguments beyond ``profile=myprofile``, and any configuration will be maintained. - -There is no limit to the number of profiles you can have, so you can maintain a profile for each -of your common use cases. The default profile will be used whenever the -profile argument is not specified, so edit :file:`IPYTHONDIR/profile_default/*_config.py` to -represent your most common use case. - -The configuration files are loaded with commented-out settings and explanations, -which should cover most of the available possibilities. - -Using various batch systems with :command:`ipcluster` ------------------------------------------------------ - -:command:`ipcluster` has a notion of Launchers that can start controllers -and engines with various remote execution schemes. Currently supported -models include :command:`ssh`, :command:`mpiexec`, PBS-style (Torque, SGE, LSF), -and Windows HPC Server. - -In general, these are configured by the :attr:`IPClusterEngines.engine_set_launcher_class`, -and :attr:`IPClusterStart.controller_launcher_class` configurables, which can be the -fully specified object name (e.g. ``'IPython.parallel.apps.launcher.LocalControllerLauncher'``), -but if you are using IPython's builtin launchers, you can specify just the class name, -or even just the prefix e.g: - -.. sourcecode:: python - - c.IPClusterEngines.engine_launcher_class = 'SSH' - # equivalent to - c.IPClusterEngines.engine_launcher_class = 'SSHEngineSetLauncher' - # both of which expand to - c.IPClusterEngines.engine_launcher_class = 'IPython.parallel.apps.launcher.SSHEngineSetLauncher' - -The shortest form being of particular use on the command line, where all you need to do to -get an IPython cluster running with engines started with MPI is: - -.. sourcecode:: bash - - $> ipcluster start --engines=MPI - -Assuming that the default MPI config is sufficient. - -.. note:: - - shortcuts for builtin launcher names were added in 0.12, as was the ``_class`` suffix - on the configurable names. If you use the old 0.11 names (e.g. ``engine_set_launcher``), - they will still work, but you will get a deprecation warning that the name has changed. - - -.. note:: - - The Launchers and configuration are designed in such a way that advanced - users can subclass and configure them to fit their own system that we - have not yet supported (such as Condor) - -Using :command:`ipcluster` in mpiexec/mpirun mode -------------------------------------------------- - - -The mpiexec/mpirun mode is useful if you: - -1. Have MPI installed. -2. Your systems are configured to use the :command:`mpiexec` or - :command:`mpirun` commands to start MPI processes. - -If these are satisfied, you can create a new profile:: - - $ ipython profile create --parallel --profile=mpi - -and edit the file :file:`IPYTHONDIR/profile_mpi/ipcluster_config.py`. - -There, instruct ipcluster to use the MPI launchers by adding the lines: - -.. sourcecode:: python - - c.IPClusterEngines.engine_launcher_class = 'MPIEngineSetLauncher' - -If the default MPI configuration is correct, then you can now start your cluster, with:: - - $ ipcluster start -n 4 --profile=mpi - -This does the following: - -1. Starts the IPython controller on current host. -2. Uses :command:`mpiexec` to start 4 engines. - -If you have a reason to also start the Controller with mpi, you can specify: - -.. sourcecode:: python - - c.IPClusterStart.controller_launcher_class = 'MPIControllerLauncher' - -.. note:: - - The Controller *will not* be in the same MPI universe as the engines, so there is not - much reason to do this unless sysadmins demand it. - -On newer MPI implementations (such as OpenMPI), this will work even if you -don't make any calls to MPI or call :func:`MPI_Init`. However, older MPI -implementations actually require each process to call :func:`MPI_Init` upon -starting. The easiest way of having this done is to install the mpi4py -[mpi4py]_ package and then specify the ``c.MPI.use`` option in :file:`ipengine_config.py`: - -.. sourcecode:: python - - c.MPI.use = 'mpi4py' - -Unfortunately, even this won't work for some MPI implementations. If you are -having problems with this, you will likely have to use a custom Python -executable that itself calls :func:`MPI_Init` at the appropriate time. -Fortunately, mpi4py comes with such a custom Python executable that is easy to -install and use. However, this custom Python executable approach will not work -with :command:`ipcluster` currently. - -More details on using MPI with IPython can be found :ref:`here `. - - -Using :command:`ipcluster` in PBS mode --------------------------------------- - -The PBS mode uses the Portable Batch System (PBS) to start the engines. - -As usual, we will start by creating a fresh profile:: - - $ ipython profile create --parallel --profile=pbs - -And in :file:`ipcluster_config.py`, we will select the PBS launchers for the controller -and engines: - -.. sourcecode:: python - - c.IPClusterStart.controller_launcher_class = 'PBSControllerLauncher' - c.IPClusterEngines.engine_launcher_class = 'PBSEngineSetLauncher' - -.. note:: - - Note that the configurable is IPClusterEngines for the engine launcher, and - IPClusterStart for the controller launcher. This is because the start command is a - subclass of the engine command, adding a controller launcher. Since it is a subclass, - any configuration made in IPClusterEngines is inherited by IPClusterStart unless it is - overridden. - -IPython does provide simple default batch templates for PBS and SGE, but you may need -to specify your own. Here is a sample PBS script template: - -.. sourcecode:: bash - - #PBS -N ipython - #PBS -j oe - #PBS -l walltime=00:10:00 - #PBS -l nodes={n//4}:ppn=4 - #PBS -q {queue} - - cd $PBS_O_WORKDIR - export PATH=$HOME/usr/local/bin - export PYTHONPATH=$HOME/usr/local/lib/python2.7/site-packages - /usr/local/bin/mpiexec -n {n} ipengine --profile-dir={profile_dir} - -There are a few important points about this template: - -1. This template will be rendered at runtime using IPython's :class:`EvalFormatter`. - This is simply a subclass of :class:`string.Formatter` that allows simple expressions - on keys. - -2. Instead of putting in the actual number of engines, use the notation - ``{n}`` to indicate the number of engines to be started. You can also use - expressions like ``{n//4}`` in the template to indicate the number of nodes. - There will always be ``{n}`` and ``{profile_dir}`` variables passed to the formatter. - These allow the batch system to know how many engines, and where the configuration - files reside. The same is true for the batch queue, with the template variable - ``{queue}``. - -3. Any options to :command:`ipengine` can be given in the batch script - template, or in :file:`ipengine_config.py`. - -4. Depending on the configuration of you system, you may have to set - environment variables in the script template. - -The controller template should be similar, but simpler: - -.. sourcecode:: bash - - #PBS -N ipython - #PBS -j oe - #PBS -l walltime=00:10:00 - #PBS -l nodes=1:ppn=4 - #PBS -q {queue} - - cd $PBS_O_WORKDIR - export PATH=$HOME/usr/local/bin - export PYTHONPATH=$HOME/usr/local/lib/python2.7/site-packages - ipcontroller --profile-dir={profile_dir} - - -Once you have created these scripts, save them with names like -:file:`pbs.engine.template`. Now you can load them into the :file:`ipcluster_config` with: - -.. sourcecode:: python - - c.PBSEngineSetLauncher.batch_template_file = "pbs.engine.template" - - c.PBSControllerLauncher.batch_template_file = "pbs.controller.template" - - -Alternately, you can just define the templates as strings inside :file:`ipcluster_config`. - -Whether you are using your own templates or our defaults, the extra configurables available are -the number of engines to launch (``{n}``, and the batch system queue to which the jobs are to be -submitted (``{queue}``)). These are configurables, and can be specified in -:file:`ipcluster_config`: - -.. sourcecode:: python - - c.PBSLauncher.queue = 'veryshort.q' - c.IPClusterEngines.n = 64 - -Note that assuming you are running PBS on a multi-node cluster, the Controller's default behavior -of listening only on localhost is likely too restrictive. In this case, also assuming the -nodes are safely behind a firewall, you can simply instruct the Controller to listen for -connections on all its interfaces, by adding in :file:`ipcontroller_config`: - -.. sourcecode:: python - - c.HubFactory.ip = '*' - -You can now run the cluster with:: - - $ ipcluster start --profile=pbs -n 128 - -Additional configuration options can be found in the PBS section of :file:`ipcluster_config`. - -.. note:: - - Due to the flexibility of configuration, the PBS launchers work with simple changes - to the template for other :command:`qsub`-using systems, such as Sun Grid Engine, - and with further configuration in similar batch systems like Condor. - - -Using :command:`ipcluster` in SSH mode --------------------------------------- - - -The SSH mode uses :command:`ssh` to execute :command:`ipengine` on remote -nodes and :command:`ipcontroller` can be run remotely as well, or on localhost. - -.. note:: - - When using this mode it highly recommended that you have set up SSH keys - and are using ssh-agent [SSH]_ for password-less logins. - -As usual, we start by creating a clean profile:: - - $ ipython profile create --parallel --profile=ssh - -To use this mode, select the SSH launchers in :file:`ipcluster_config.py`: - -.. sourcecode:: python - - c.IPClusterEngines.engine_launcher_class = 'SSHEngineSetLauncher' - # and if the Controller is also to be remote: - c.IPClusterStart.controller_launcher_class = 'SSHControllerLauncher' - - - -The controller's remote location and configuration can be specified: - -.. sourcecode:: python - - # Set the user and hostname for the controller - # c.SSHControllerLauncher.hostname = 'controller.example.com' - # c.SSHControllerLauncher.user = os.environ.get('USER','username') - - # Set the arguments to be passed to ipcontroller - # note that remotely launched ipcontroller will not get the contents of - # the local ipcontroller_config.py unless it resides on the *remote host* - # in the location specified by the `profile-dir` argument. - # c.SSHControllerLauncher.controller_args = ['--reuse', '--ip=*', '--profile-dir=/path/to/cd'] - -Engines are specified in a dictionary, by hostname and the number of engines to be run -on that host. - -.. sourcecode:: python - - c.SSHEngineSetLauncher.engines = { 'host1.example.com' : 2, - 'host2.example.com' : 5, - 'host3.example.com' : (1, ['--profile-dir=/home/different/location']), - 'host4.example.com' : 8 } - -* The `engines` dict, where the keys are the host we want to run engines on and - the value is the number of engines to run on that host. -* on host3, the value is a tuple, where the number of engines is first, and the arguments - to be passed to :command:`ipengine` are the second element. - -For engines without explicitly specified arguments, the default arguments are set in -a single location: - -.. sourcecode:: python - - c.SSHEngineSetLauncher.engine_args = ['--profile-dir=/path/to/profile_ssh'] - -Current limitations of the SSH mode of :command:`ipcluster` are: - -* Untested and unsupported on Windows. Would require a working :command:`ssh` on Windows. - Also, we are using shell scripts to setup and execute commands on remote hosts. - - -Moving files with SSH -********************* - -SSH launchers will try to move connection files, controlled by the ``to_send`` and -``to_fetch`` configurables. If your machines are on a shared filesystem, this step is -unnecessary, and can be skipped by setting these to empty lists: - -.. sourcecode:: python - - c.SSHLauncher.to_send = [] - c.SSHLauncher.to_fetch = [] - -If our default guesses about paths don't work for you, or other files -should be moved, you can manually specify these lists as tuples of (local_path, -remote_path) for to_send, and (remote_path, local_path) for to_fetch. If you do -specify these lists explicitly, IPython *will not* automatically send connection files, -so you must include this yourself if they should still be sent/retrieved. - - -IPython on EC2 with StarCluster -=============================== - -The excellent StarCluster_ toolkit for managing `Amazon EC2`_ clusters has a plugin -which makes deploying IPython on EC2 quite simple. The starcluster plugin uses -:command:`ipcluster` with the SGE launchers to distribute engines across the -EC2 cluster. See their `ipcluster plugin documentation`_ for more information. - -.. _StarCluster: http://web.mit.edu/starcluster -.. _Amazon EC2: http://aws.amazon.com/ec2/ -.. _ipcluster plugin documentation: http://web.mit.edu/starcluster/docs/latest/plugins/ipython.html - - -Using the :command:`ipcontroller` and :command:`ipengine` commands -================================================================== - -It is also possible to use the :command:`ipcontroller` and :command:`ipengine` -commands to start your controller and engines. This approach gives you full -control over all aspects of the startup process. - -Starting the controller and engine on your local machine --------------------------------------------------------- - -To use :command:`ipcontroller` and :command:`ipengine` to start things on your -local machine, do the following. - -First start the controller:: - - $ ipcontroller - -Next, start however many instances of the engine you want using (repeatedly) -the command:: - - $ ipengine - -The engines should start and automatically connect to the controller using the -JSON files in :file:`IPYTHONDIR/profile_default/security`. You are now ready to use the -controller and engines from IPython. - -.. warning:: - - The order of the above operations may be important. You *must* - start the controller before the engines, unless you are reusing connection - information (via ``--reuse``), in which case ordering is not important. - -.. note:: - - On some platforms (OS X), to put the controller and engine into the - background you may need to give these commands in the form ``(ipcontroller - &)`` and ``(ipengine &)`` (with the parentheses) for them to work - properly. - -Starting the controller and engines on different hosts ------------------------------------------------------- - -When the controller and engines are running on different hosts, things are -slightly more complicated, but the underlying ideas are the same: - -1. Start the controller on a host using :command:`ipcontroller`. The controller must be - instructed to listen on an interface visible to the engine machines, via the ``ip`` - command-line argument or ``HubFactory.ip`` in :file:`ipcontroller_config.py`:: - - $ ipcontroller --ip=192.168.1.16 - - .. sourcecode:: python - - # in ipcontroller_config.py - HubFactory.ip = '192.168.1.16' - -2. Copy :file:`ipcontroller-engine.json` from :file:`IPYTHONDIR/profile_/security` on - the controller's host to the host where the engines will run. -3. Use :command:`ipengine` on the engine's hosts to start the engines. - -The only thing you have to be careful of is to tell :command:`ipengine` where -the :file:`ipcontroller-engine.json` file is located. There are two ways you -can do this: - -* Put :file:`ipcontroller-engine.json` in the :file:`IPYTHONDIR/profile_/security` - directory on the engine's host, where it will be found automatically. -* Call :command:`ipengine` with the ``--file=full_path_to_the_file`` - flag. - -The ``file`` flag works like this:: - - $ ipengine --file=/path/to/my/ipcontroller-engine.json - -.. note:: - - If the controller's and engine's hosts all have a shared file system - (:file:`IPYTHONDIR/profile_/security` is the same on all of them), then things - will just work! - -SSH Tunnels -*********** - -If your engines are not on the same LAN as the controller, or you are on a highly -restricted network where your nodes cannot see each others ports, then you can -use SSH tunnels to connect engines to the controller. - -.. note:: - - This does not work in all cases. Manual tunnels may be an option, but are - highly inconvenient. Support for manual tunnels will be improved. - -You can instruct all engines to use ssh, by specifying the ssh server in -:file:`ipcontroller-engine.json`: - -.. I know this is really JSON, but the example is a subset of Python: -.. sourcecode:: python - - { - "url":"tcp://192.168.1.123:56951", - "exec_key":"26f4c040-587d-4a4e-b58b-030b96399584", - "ssh":"user@example.com", - "location":"192.168.1.123" - } - -This will be specified if you give the ``--enginessh=use@example.com`` argument when -starting :command:`ipcontroller`. - -Or you can specify an ssh server on the command-line when starting an engine:: - - $> ipengine --profile=foo --ssh=my.login.node - -For example, if your system is totally restricted, then all connections will actually be -loopback, and ssh tunnels will be used to connect engines to the controller:: - - [node1] $> ipcontroller --enginessh=node1 - [node2] $> ipengine - [node3] $> ipcluster engines --n=4 - -Or if you want to start many engines on each node, the command `ipcluster engines --n=4` -without any configuration is equivalent to running ipengine 4 times. - -An example using ipcontroller/engine with ssh ---------------------------------------------- - -No configuration files are necessary to use ipcontroller/engine in an SSH environment -without a shared filesystem. You simply need to make sure that the controller is listening -on an interface visible to the engines, and move the connection file from the controller to -the engines. - -1. start the controller, listening on an ip-address visible to the engine machines:: - - [controller.host] $ ipcontroller --ip=192.168.1.16 - - [IPControllerApp] Using existing profile dir: u'/Users/me/.ipython/profile_default' - [IPControllerApp] Hub listening on tcp://192.168.1.16:63320 for registration. - [IPControllerApp] Hub using DB backend: 'IPython.parallel.controller.dictdb.DictDB' - [IPControllerApp] hub::created hub - [IPControllerApp] writing connection info to /Users/me/.ipython/profile_default/security/ipcontroller-client.json - [IPControllerApp] writing connection info to /Users/me/.ipython/profile_default/security/ipcontroller-engine.json - [IPControllerApp] task::using Python leastload Task scheduler - [IPControllerApp] Heartmonitor started - [IPControllerApp] Creating pid file: /Users/me/.ipython/profile_default/pid/ipcontroller.pid - Scheduler started [leastload] - -2. on each engine, fetch the connection file with scp:: - - [engine.host.n] $ scp controller.host:.ipython/profile_default/security/ipcontroller-engine.json ./ - - .. note:: - - The log output of ipcontroller above shows you where the json files were written. - They will be in :file:`~/.ipython` under - :file:`profile_default/security/ipcontroller-engine.json` - -3. start the engines, using the connection file:: - - [engine.host.n] $ ipengine --file=./ipcontroller-engine.json - -A couple of notes: - -* You can avoid having to fetch the connection file every time by adding ``--reuse`` flag - to ipcontroller, which instructs the controller to read the previous connection file for - connection info, rather than generate a new one with randomized ports. - -* In step 2, if you fetch the connection file directly into the security dir of a profile, - then you need not specify its path directly, only the profile (assumes the path exists, - otherwise you must create it first):: - - [engine.host.n] $ scp controller.host:.ipython/profile_default/security/ipcontroller-engine.json ~/.ipython/profile_ssh/security/ - [engine.host.n] $ ipengine --profile=ssh - - Of course, if you fetch the file into the default profile, no arguments must be passed to - ipengine at all. - -* Note that ipengine *did not* specify the ip argument. In general, it is unlikely for any - connection information to be specified at the command-line to ipengine, as all of this - information should be contained in the connection file written by ipcontroller. - -Make JSON files persistent --------------------------- - -At fist glance it may seem that that managing the JSON files is a bit -annoying. Going back to the house and key analogy, copying the JSON around -each time you start the controller is like having to make a new key every time -you want to unlock the door and enter your house. As with your house, you want -to be able to create the key (or JSON file) once, and then simply use it at -any point in the future. - -To do this, the only thing you have to do is specify the `--reuse` flag, so that -the connection information in the JSON files remains accurate:: - - $ ipcontroller --reuse - -Then, just copy the JSON files over the first time and you are set. You can -start and stop the controller and engines any many times as you want in the -future, just make sure to tell the controller to reuse the file. - -.. note:: - - You may ask the question: what ports does the controller listen on if you - don't tell is to use specific ones? The default is to use high random port - numbers. We do this for two reasons: i) to increase security through - obscurity and ii) to multiple controllers on a given host to start and - automatically use different ports. - -Log files ---------- - -All of the components of IPython have log files associated with them. -These log files can be extremely useful in debugging problems with -IPython and can be found in the directory :file:`IPYTHONDIR/profile_/log`. -Sending the log files to us will often help us to debug any problems. - - -Configuring `ipcontroller` ---------------------------- - -The IPython Controller takes its configuration from the file :file:`ipcontroller_config.py` -in the active profile directory. - -Ports and addresses -******************* - -In many cases, you will want to configure the Controller's network identity. By default, -the Controller listens only on loopback, which is the most secure but often impractical. -To instruct the controller to listen on a specific interface, you can set the -:attr:`HubFactory.ip` trait. To listen on all interfaces, simply specify: - -.. sourcecode:: python - - c.HubFactory.ip = '*' - -When connecting to a Controller that is listening on loopback or behind a firewall, it may -be necessary to specify an SSH server to use for tunnels, and the external IP of the -Controller. If you specified that the HubFactory listen on loopback, or all interfaces, -then IPython will try to guess the external IP. If you are on a system with VM network -devices, or many interfaces, this guess may be incorrect. In these cases, you will want -to specify the 'location' of the Controller. This is the IP of the machine the Controller -is on, as seen by the clients, engines, or the SSH server used to tunnel connections. - -For example, to set up a cluster with a Controller on a work node, using ssh tunnels -through the login node, an example :file:`ipcontroller_config.py` might contain: - -.. sourcecode:: python - - # allow connections on all interfaces from engines - # engines on the same node will use loopback, while engines - # from other nodes will use an external IP - c.HubFactory.ip = '*' - - # you typically only need to specify the location when there are extra - # interfaces that may not be visible to peer nodes (e.g. VM interfaces) - c.HubFactory.location = '10.0.1.5' - # or to get an automatic value, try this: - import socket - hostname = socket.gethostname() - # alternate choices for hostname include `socket.getfqdn()` - # or `socket.gethostname() + '.local'` - - ex_ip = socket.gethostbyname_ex(hostname)[-1][-1] - c.HubFactory.location = ex_ip - - # now instruct clients to use the login node for SSH tunnels: - c.HubFactory.ssh_server = 'login.mycluster.net' - -After doing this, your :file:`ipcontroller-client.json` file will look something like this: - -.. this can be Python, despite the fact that it's actually JSON, because it's -.. still valid Python - -.. sourcecode:: python - - { - "url":"tcp:\/\/*:43447", - "exec_key":"9c7779e4-d08a-4c3b-ba8e-db1f80b562c1", - "ssh":"login.mycluster.net", - "location":"10.0.1.5" - } - -Then this file will be all you need for a client to connect to the controller, tunneling -SSH connections through login.mycluster.net. - -Database Backend -**************** - -The Hub stores all messages and results passed between Clients and Engines. -For large and/or long-running clusters, it would be unreasonable to keep all -of this information in memory. For this reason, we have two database backends: -[MongoDB]_ via PyMongo_, and SQLite with the stdlib :py:mod:`sqlite`. - -MongoDB is our design target, and the dict-like model it uses has driven our design. As far -as we are concerned, BSON can be considered essentially the same as JSON, adding support -for binary data and datetime objects, and any new database backend must support the same -data types. - -.. seealso:: - - MongoDB `BSON doc `_ - -To use one of these backends, you must set the :attr:`HubFactory.db_class` trait: - -.. sourcecode:: python - - # for a simple dict-based in-memory implementation, use dictdb - # This is the default and the fastest, since it doesn't involve the filesystem - c.HubFactory.db_class = 'IPython.parallel.controller.dictdb.DictDB' - - # To use MongoDB: - c.HubFactory.db_class = 'IPython.parallel.controller.mongodb.MongoDB' - - # and SQLite: - c.HubFactory.db_class = 'IPython.parallel.controller.sqlitedb.SQLiteDB' - - # You can use NoDB to disable the database altogether, in case you don't need - # to reuse tasks or results, and want to keep memory consumption under control. - c.HubFactory.db_class = 'IPython.parallel.controller.dictdb.NoDB' - -When using the proper databases, you can actually allow for tasks to persist from -one session to the next by specifying the MongoDB database or SQLite table in -which tasks are to be stored. The default is to use a table named for the Hub's Session, -which is a UUID, and thus different every time. - -.. sourcecode:: python - - # To keep persistent task history in MongoDB: - c.MongoDB.database = 'tasks' - - # and in SQLite: - c.SQLiteDB.table = 'tasks' - - -Since MongoDB servers can be running remotely or configured to listen on a particular port, -you can specify any arguments you may need to the PyMongo `Connection -`_: - -.. sourcecode:: python - - # positional args to pymongo.Connection - c.MongoDB.connection_args = [] - - # keyword args to pymongo.Connection - c.MongoDB.connection_kwargs = {} - -But sometimes you are moving lots of data around quickly, and you don't need -that information to be stored for later access, even by other Clients to this -same session. For this case, we have a dummy database, which doesn't actually -store anything. This lets the Hub stay small in memory, at the obvious expense -of being able to access the information that would have been stored in the -database (used for task resubmission, requesting results of tasks you didn't -submit, etc.). To use this backend, simply pass ``--nodb`` to -:command:`ipcontroller` on the command-line, or specify the :class:`NoDB` class -in your :file:`ipcontroller_config.py` as described above. - - -.. seealso:: - - For more information on the database backends, see the :ref:`db backend reference `. - - -.. _PyMongo: http://api.mongodb.org/python/1.9/ - -Configuring `ipengine` ------------------------ - -The IPython Engine takes its configuration from the file :file:`ipengine_config.py` - -The Engine itself also has some amount of configuration. Most of this -has to do with initializing MPI or connecting to the controller. - -To instruct the Engine to initialize with an MPI environment set up by -mpi4py, add: - -.. sourcecode:: python - - c.MPI.use = 'mpi4py' - -In this case, the Engine will use our default mpi4py init script to set up -the MPI environment prior to execution. We have default init scripts for -mpi4py and pytrilinos. If you want to specify your own code to be run -at the beginning, specify `c.MPI.init_script`. - -You can also specify a file or python command to be run at startup of the -Engine: - -.. sourcecode:: python - - c.IPEngineApp.startup_script = u'/path/to/my/startup.py' - - c.IPEngineApp.startup_command = 'import numpy, scipy, mpi4py' - -These commands/files will be run again, after each - -It's also useful on systems with shared filesystems to run the engines -in some scratch directory. This can be set with: - -.. sourcecode:: python - - c.IPEngineApp.work_dir = u'/path/to/scratch/' - - - -.. [MongoDB] MongoDB database http://www.mongodb.org - -.. [PBS] Portable Batch System http://www.openpbs.org - -.. [SSH] SSH-Agent http://en.wikipedia.org/wiki/ssh-agent diff --git a/docs/source/parallel/parallel_security.rst b/docs/source/parallel/parallel_security.rst deleted file mode 100644 index a8b21b6..0000000 --- a/docs/source/parallel/parallel_security.rst +++ /dev/null @@ -1,251 +0,0 @@ -.. _parallelsecurity: - -=========================== -Security details of IPython -=========================== - -.. note:: - - This section is not thorough, and IPython.kernel.zmq needs a thorough security - audit. - -IPython's :mod:`IPython.kernel.zmq` package exposes the full power of the -Python interpreter over a TCP/IP network for the purposes of parallel -computing. This feature brings up the important question of IPython's security -model. This document gives details about this model and how it is implemented -in IPython's architecture. - -Process and network topology -============================ - -To enable parallel computing, IPython has a number of different processes that -run. These processes are discussed at length in the IPython documentation and -are summarized here: - -* The IPython *engine*. This process is a full blown Python - interpreter in which user code is executed. Multiple - engines are started to make parallel computing possible. -* The IPython *hub*. This process monitors a set of - engines and schedulers, and keeps track of the state of the processes. It listens - for registration connections from engines and clients, and monitor connections - from schedulers. -* The IPython *schedulers*. This is a set of processes that relay commands and results - between clients and engines. They are typically on the same machine as the controller, - and listen for connections from engines and clients, but connect to the Hub. -* The IPython *client*. This process is typically an - interactive Python process that is used to coordinate the - engines to get a parallel computation done. - -Collectively, these processes are called the IPython *cluster*, and the hub and schedulers -together are referred to as the *controller*. - - -These processes communicate over any transport supported by ZeroMQ (tcp,pgm,infiniband,ipc) -with a well defined topology. The IPython hub and schedulers listen on sockets. Upon -starting, an engine connects to a hub and registers itself, which then informs the engine -of the connection information for the schedulers, and the engine then connects to the -schedulers. These engine/hub and engine/scheduler connections persist for the -lifetime of each engine. - -The IPython client also connects to the controller processes using a number of socket -connections. As of writing, this is one socket per scheduler (4), and 3 connections to the -hub for a total of 7. These connections persist for the lifetime of the client only. - -A given IPython controller and set of engines engines typically has a relatively -short lifetime. Typically this lifetime corresponds to the duration of a single parallel -simulation performed by a single user. Finally, the hub, schedulers, engines, and client -processes typically execute with the permissions of that same user. More specifically, the -controller and engines are *not* executed as root or with any other superuser permissions. - -Application logic -================= - -When running the IPython kernel to perform a parallel computation, a user -utilizes the IPython client to send Python commands and data through the -IPython schedulers to the IPython engines, where those commands are executed -and the data processed. The design of IPython ensures that the client is the -only access point for the capabilities of the engines. That is, the only way -of addressing the engines is through a client. - -A user can utilize the client to instruct the IPython engines to execute -arbitrary Python commands. These Python commands can include calls to the -system shell, access the filesystem, etc., as required by the user's -application code. From this perspective, when a user runs an IPython engine on -a host, that engine has the same capabilities and permissions as the user -themselves (as if they were logged onto the engine's host with a terminal). - -Secure network connections -========================== - -Overview --------- - -ZeroMQ provides exactly no security. For this reason, users of IPython must be very -careful in managing connections, because an open TCP/IP socket presents access to -arbitrary execution as the user on the engine machines. As a result, the default behavior -of controller processes is to only listen for clients on the loopback interface, and the -client must establish SSH tunnels to connect to the controller processes. - -.. warning:: - - If the controller's loopback interface is untrusted, then IPython should be considered - vulnerable, and this extends to the loopback of all connected clients, which have - opened a loopback port that is redirected to the controller's loopback port. - - -SSH ---- - -Since ZeroMQ provides no security, SSH tunnels are the primary source of secure -connections. A connector file, such as `ipcontroller-client.json`, will contain -information for connecting to the controller, possibly including the address of an -ssh-server through with the client is to tunnel. The Client object then creates tunnels -using either [OpenSSH]_ or [Paramiko]_, depending on the platform. If users do not wish to -use OpenSSH or Paramiko, or the tunneling utilities are insufficient, then they may -construct the tunnels themselves, and simply connect clients and engines as if the -controller were on loopback on the connecting machine. - - -Authentication --------------- - -To protect users of shared machines, [HMAC]_ digests are used to sign messages, using a -shared key. - -The Session object that handles the message protocol uses a unique key to verify valid -messages. This can be any value specified by the user, but the default behavior is a -pseudo-random 128-bit number, as generated by `uuid.uuid4()`. This key is used to -initialize an HMAC object, which digests all messages, and includes that digest as a -signature and part of the message. Every message that is unpacked (on Controller, Engine, -and Client) will also be digested by the receiver, ensuring that the sender's key is the -same as the receiver's. No messages that do not contain this key are acted upon in any -way. The key itself is never sent over the network. - -There is exactly one shared key per cluster - it must be the same everywhere. Typically, -the controller creates this key, and stores it in the private connection files -`ipython-{engine|client}.json`. These files are typically stored in the -`~/.ipython/profile_/security` directory, and are maintained as readable only by the -owner, just as is common practice with a user's keys in their `.ssh` directory. - -.. warning:: - - It is important to note that the signatures protect against unauthorized messages, - but, as there is no encryption, provide exactly no protection of data privacy. It is - possible, however, to use a custom serialization scheme (via Session.packer/unpacker - traits) that does incorporate your own encryption scheme. - - - -Specific security vulnerabilities -================================= - -There are a number of potential security vulnerabilities present in IPython's -architecture. In this section we discuss those vulnerabilities and detail how -the security architecture described above prevents them from being exploited. - -Unauthorized clients --------------------- - -The IPython client can instruct the IPython engines to execute arbitrary -Python code with the permissions of the user who started the engines. If an -attacker were able to connect their own hostile IPython client to the IPython -controller, they could instruct the engines to execute code. - - -On the first level, this attack is prevented by requiring access to the controller's -ports, which are recommended to only be open on loopback if the controller is on an -untrusted local network. If the attacker does have access to the Controller's ports, then -the attack is prevented by the capabilities based client authentication of the execution -key. The relevant authentication information is encoded into the JSON file that clients -must present to gain access to the IPython controller. By limiting the distribution of -those keys, a user can grant access to only authorized persons, just as with SSH keys. - -It is highly unlikely that an execution key could be guessed by an attacker -in a brute force guessing attack. A given instance of the IPython controller -only runs for a relatively short amount of time (on the order of hours). Thus -an attacker would have only a limited amount of time to test a search space of -size 2**128. For added security, users can have arbitrarily long keys. - -.. warning:: - - If the attacker has gained enough access to intercept loopback connections on *either* the - controller or client, then a duplicate message can be sent. To protect against this, - recipients only allow each signature once, and consider duplicates invalid. However, - the duplicate message could be sent to *another* recipient using the same key, - and it would be considered valid. - - -Unauthorized engines --------------------- - -If an attacker were able to connect a hostile engine to a user's controller, -the user might unknowingly send sensitive code or data to the hostile engine. -This attacker's engine would then have full access to that code and data. - -This type of attack is prevented in the same way as the unauthorized client -attack, through the usage of the capabilities based authentication scheme. - -Unauthorized controllers ------------------------- - -It is also possible that an attacker could try to convince a user's IPython -client or engine to connect to a hostile IPython controller. That controller -would then have full access to the code and data sent between the IPython -client and the IPython engines. - -Again, this attack is prevented through the capabilities in a connection file, which -ensure that a client or engine connects to the correct controller. It is also important to -note that the connection files also encode the IP address and port that the controller is -listening on, so there is little chance of mistakenly connecting to a controller running -on a different IP address and port. - -When starting an engine or client, a user must specify the key to use -for that connection. Thus, in order to introduce a hostile controller, the -attacker must convince the user to use the key associated with the -hostile controller. As long as a user is diligent in only using keys from -trusted sources, this attack is not possible. - -.. note:: - - I may be wrong, the unauthorized controller may be easier to fake than this. - -Other security measures -======================= - -A number of other measures are taken to further limit the security risks -involved in running the IPython kernel. - -First, by default, the IPython controller listens on random port numbers. -While this can be overridden by the user, in the default configuration, an -attacker would have to do a port scan to even find a controller to attack. -When coupled with the relatively short running time of a typical controller -(on the order of hours), an attacker would have to work extremely hard and -extremely *fast* to even find a running controller to attack. - -Second, much of the time, especially when run on supercomputers or clusters, -the controller is running behind a firewall. Thus, for engines or client to -connect to the controller: - -* The different processes have to all be behind the firewall. - -or: - -* The user has to use SSH port forwarding to tunnel the - connections through the firewall. - -In either case, an attacker is presented with additional barriers that prevent -attacking or even probing the system. - -Summary -======= - -IPython's architecture has been carefully designed with security in mind. The -capabilities based authentication model, in conjunction with SSH tunneled -TCP/IP channels, address the core potential vulnerabilities in the system, -while still enabling user's to use the system in open networks. - -.. [RFC5246] - -.. [OpenSSH] -.. [Paramiko] -.. [HMAC] diff --git a/docs/source/parallel/parallel_task.rst b/docs/source/parallel/parallel_task.rst deleted file mode 100644 index c8432b9..0000000 --- a/docs/source/parallel/parallel_task.rst +++ /dev/null @@ -1,472 +0,0 @@ -.. _parallel_task: - -========================== -The IPython task interface -========================== - -The task interface to the cluster presents the engines as a fault tolerant, -dynamic load-balanced system of workers. Unlike the multiengine interface, in -the task interface the user have no direct access to individual engines. By -allowing the IPython scheduler to assign work, this interface is simultaneously -simpler and more powerful. - -Best of all, the user can use both of these interfaces running at the same time -to take advantage of their respective strengths. When the user can break up -the user's work into segments that do not depend on previous execution, the -task interface is ideal. But it also has more power and flexibility, allowing -the user to guide the distribution of jobs, without having to assign tasks to -engines explicitly. - -Starting the IPython controller and engines -=========================================== - -To follow along with this tutorial, you will need to start the IPython -controller and four IPython engines. The simplest way of doing this is to use -the :command:`ipcluster` command:: - - $ ipcluster start -n 4 - -For more detailed information about starting the controller and engines, see -our :ref:`introduction ` to using IPython for parallel computing. - -Creating a ``LoadBalancedView`` instance -======================================== - -The first step is to import the IPython :mod:`IPython.parallel` -module and then create a :class:`.Client` instance, and we will also be using -a :class:`LoadBalancedView`, here called `lview`: - -.. sourcecode:: ipython - - In [1]: from IPython.parallel import Client - - In [2]: rc = Client() - - -This form assumes that the controller was started on localhost with default -configuration. If not, the location of the controller must be given as an -argument to the constructor: - -.. sourcecode:: ipython - - # for a visible LAN controller listening on an external port: - In [2]: rc = Client('tcp://192.168.1.16:10101') - # or to connect with a specific profile you have set up: - In [3]: rc = Client(profile='mpi') - -For load-balanced execution, we will make use of a :class:`LoadBalancedView` object, which can -be constructed via the client's :meth:`load_balanced_view` method: - -.. sourcecode:: ipython - - In [4]: lview = rc.load_balanced_view() # default load-balanced view - -.. seealso:: - - For more information, see the in-depth explanation of :ref:`Views `. - - -Quick and easy parallelism -========================== - -In many cases, you simply want to apply a Python function to a sequence of -objects, but *in parallel*. Like the multiengine interface, these can be -implemented via the task interface. The exact same tools can perform these -actions in load-balanced ways as well as multiplexed ways: a parallel version -of :func:`map` and :func:`@parallel` function decorator. If one specifies the -argument `balanced=True`, then they are dynamically load balanced. Thus, if the -execution time per item varies significantly, you should use the versions in -the task interface. - -Parallel map ------------- - -To load-balance :meth:`map`,simply use a LoadBalancedView: - -.. sourcecode:: ipython - - In [62]: lview.block = True - - In [63]: serial_result = map(lambda x:x**10, range(32)) - - In [64]: parallel_result = lview.map(lambda x:x**10, range(32)) - - In [65]: serial_result==parallel_result - Out[65]: True - -Parallel function decorator ---------------------------- - -Parallel functions are just like normal function, but they can be called on -sequences and *in parallel*. The multiengine interface provides a decorator -that turns any Python function into a parallel function: - -.. sourcecode:: ipython - - In [10]: @lview.parallel() - ....: def f(x): - ....: return 10.0*x**4 - ....: - - In [11]: f.map(range(32)) # this is done in parallel - Out[11]: [0.0,10.0,160.0,...] - -.. _parallel_dependencies: - -Dependencies -============ - -Often, pure atomic load-balancing is too primitive for your work. In these cases, you -may want to associate some kind of `Dependency` that describes when, where, or whether -a task can be run. In IPython, we provide two types of dependencies: -`Functional Dependencies`_ and `Graph Dependencies`_ - -.. note:: - - It is important to note that the pure ZeroMQ scheduler does not support dependencies, - and you will see errors or warnings if you try to use dependencies with the pure - scheduler. - -Functional Dependencies ------------------------ - -Functional dependencies are used to determine whether a given engine is capable of running -a particular task. This is implemented via a special :class:`Exception` class, -:class:`UnmetDependency`, found in `IPython.parallel.error`. Its use is very simple: -if a task fails with an UnmetDependency exception, then the scheduler, instead of relaying -the error up to the client like any other error, catches the error, and submits the task -to a different engine. This will repeat indefinitely, and a task will never be submitted -to a given engine a second time. - -You can manually raise the :class:`UnmetDependency` yourself, but IPython has provided -some decorators for facilitating this behavior. - -There are two decorators and a class used for functional dependencies: - -.. sourcecode:: ipython - - In [9]: from IPython.parallel import depend, require, dependent - -@require -******** - -The simplest sort of dependency is requiring that a Python module is available. The -``@require`` decorator lets you define a function that will only run on engines where names -you specify are importable: - -.. sourcecode:: ipython - - In [10]: @require('numpy', 'zmq') - ....: def myfunc(): - ....: return dostuff() - -Now, any time you apply :func:`myfunc`, the task will only run on a machine that has -numpy and pyzmq available, and when :func:`myfunc` is called, numpy and zmq will be imported. - -@depend -******* - -The ``@depend`` decorator lets you decorate any function with any *other* function to -evaluate the dependency. The dependency function will be called at the start of the task, -and if it returns ``False``, then the dependency will be considered unmet, and the task -will be assigned to another engine. If the dependency returns *anything other than -``False``*, the rest of the task will continue. - -.. sourcecode:: ipython - - In [10]: def platform_specific(plat): - ....: import sys - ....: return sys.platform == plat - - In [11]: @depend(platform_specific, 'darwin') - ....: def mactask(): - ....: do_mac_stuff() - - In [12]: @depend(platform_specific, 'nt') - ....: def wintask(): - ....: do_windows_stuff() - -In this case, any time you apply ``mactask``, it will only run on an OSX machine. -``@depend`` is just like ``apply``, in that it has a ``@depend(f,*args,**kwargs)`` -signature. - -dependents -********** - -You don't have to use the decorators on your tasks, if for instance you may want -to run tasks with a single function but varying dependencies, you can directly construct -the :class:`dependent` object that the decorators use: - -.. sourcecode::ipython - - In [13]: def mytask(*args): - ....: dostuff() - - In [14]: mactask = dependent(mytask, platform_specific, 'darwin') - # this is the same as decorating the declaration of mytask with @depend - # but you can do it again: - - In [15]: wintask = dependent(mytask, platform_specific, 'nt') - - # in general: - In [16]: t = dependent(f, g, *dargs, **dkwargs) - - # is equivalent to: - In [17]: @depend(g, *dargs, **dkwargs) - ....: def t(a,b,c): - ....: # contents of f - -Graph Dependencies ------------------- - -Sometimes you want to restrict the time and/or location to run a given task as a function -of the time and/or location of other tasks. This is implemented via a subclass of -:class:`set`, called a :class:`Dependency`. A Dependency is just a set of `msg_ids` -corresponding to tasks, and a few attributes to guide how to decide when the Dependency -has been met. - -The switches we provide for interpreting whether a given dependency set has been met: - -any|all - Whether the dependency is considered met if *any* of the dependencies are done, or - only after *all* of them have finished. This is set by a Dependency's :attr:`all` - boolean attribute, which defaults to ``True``. - -success [default: True] - Whether to consider tasks that succeeded as fulfilling dependencies. - -failure [default : False] - Whether to consider tasks that failed as fulfilling dependencies. - using `failure=True,success=False` is useful for setting up cleanup tasks, to be run - only when tasks have failed. - -Sometimes you want to run a task after another, but only if that task succeeded. In this case, -``success`` should be ``True`` and ``failure`` should be ``False``. However sometimes you may -not care whether the task succeeds, and always want the second task to run, in which case you -should use `success=failure=True`. The default behavior is to only use successes. - -There are other switches for interpretation that are made at the *task* level. These are -specified via keyword arguments to the client's :meth:`apply` method. - -after,follow - You may want to run a task *after* a given set of dependencies have been run and/or - run it *where* another set of dependencies are met. To support this, every task has an - `after` dependency to restrict time, and a `follow` dependency to restrict - destination. - -timeout - You may also want to set a time-limit for how long the scheduler should wait before a - task's dependencies are met. This is done via a `timeout`, which defaults to 0, which - indicates that the task should never timeout. If the timeout is reached, and the - scheduler still hasn't been able to assign the task to an engine, the task will fail - with a :class:`DependencyTimeout`. - -.. note:: - - Dependencies only work within the task scheduler. You cannot instruct a load-balanced - task to run after a job submitted via the MUX interface. - -The simplest form of Dependencies is with `all=True,success=True,failure=False`. In these cases, -you can skip using Dependency objects, and just pass msg_ids or AsyncResult objects as the -`follow` and `after` keywords to :meth:`client.apply`: - -.. sourcecode:: ipython - - In [14]: client.block=False - - In [15]: ar = lview.apply(f, args, kwargs) - - In [16]: ar2 = lview.apply(f2) - - In [17]: with lview.temp_flags(after=[ar,ar2]): - ....: ar3 = lview.apply(f3) - - In [18]: with lview.temp_flags(follow=[ar], timeout=2.5) - ....: ar4 = lview.apply(f3) - -.. seealso:: - - Some parallel workloads can be described as a `Directed Acyclic Graph - `_, or DAG. See :ref:`DAG - Dependencies ` for an example demonstrating how to use map a NetworkX DAG - onto task dependencies. - - -Impossible Dependencies -*********************** - -The schedulers do perform some analysis on graph dependencies to determine whether they -are not possible to be met. If the scheduler does discover that a dependency cannot be -met, then the task will fail with an :class:`ImpossibleDependency` error. This way, if the -scheduler realized that a task can never be run, it won't sit indefinitely in the -scheduler clogging the pipeline. - -The basic cases that are checked: - -* depending on nonexistent messages -* `follow` dependencies were run on more than one machine and `all=True` -* any dependencies failed and `all=True,success=True,failures=False` -* all dependencies failed and `all=False,success=True,failure=False` - -.. warning:: - - This analysis has not been proven to be rigorous, so it is likely possible for tasks - to become impossible to run in obscure situations, so a timeout may be a good choice. - - -Retries and Resubmit -==================== - -Retries -------- - -Another flag for tasks is `retries`. This is an integer, specifying how many times -a task should be resubmitted after failure. This is useful for tasks that should still run -if their engine was shutdown, or may have some statistical chance of failing. The default -is to not retry tasks. - -Resubmit --------- - -Sometimes you may want to re-run a task. This could be because it failed for some reason, and -you have fixed the error, or because you want to restore the cluster to an interrupted state. -For this, the :class:`Client` has a :meth:`rc.resubmit` method. This simply takes one or more -msg_ids, and returns an :class:`AsyncHubResult` for the result(s). You cannot resubmit -a task that is pending - only those that have finished, either successful or unsuccessful. - -.. _parallel_schedulers: - -Schedulers -========== - -There are a variety of valid ways to determine where jobs should be assigned in a -load-balancing situation. In IPython, we support several standard schemes, and -even make it easy to define your own. The scheme can be selected via the ``scheme`` -argument to :command:`ipcontroller`, or in the :attr:`TaskScheduler.schemename` attribute -of a controller config object. - -The built-in routing schemes: - -To select one of these schemes, simply do:: - - $ ipcontroller --scheme= - for instance: - $ ipcontroller --scheme=lru - -lru: Least Recently Used - - Always assign work to the least-recently-used engine. A close relative of - round-robin, it will be fair with respect to the number of tasks, agnostic - with respect to runtime of each task. - -plainrandom: Plain Random - - Randomly picks an engine on which to run. - -twobin: Two-Bin Random - - **Requires numpy** - - Pick two engines at random, and use the LRU of the two. This is known to be better - than plain random in many cases, but requires a small amount of computation. - -leastload: Least Load - - **This is the default scheme** - - Always assign tasks to the engine with the fewest outstanding tasks (LRU breaks tie). - -weighted: Weighted Two-Bin Random - - **Requires numpy** - - Pick two engines at random using the number of outstanding tasks as inverse weights, - and use the one with the lower load. - -Greedy Assignment ------------------ - -Tasks can be assigned greedily as they are submitted. If their dependencies are -met, they will be assigned to an engine right away, and multiple tasks can be -assigned to an engine at a given time. This limit is set with the -``TaskScheduler.hwm`` (high water mark) configurable in your -:file:`ipcontroller_config.py` config file, with: - -.. sourcecode:: python - - # the most common choices are: - c.TaskSheduler.hwm = 0 # (minimal latency, default in IPython < 0.13) - # or - c.TaskScheduler.hwm = 1 # (most-informed balancing, default in ≥ 0.13) - -In IPython < 0.13, the default is 0, or no-limit. That is, there is no limit to the number of -tasks that can be outstanding on a given engine. This greatly benefits the -latency of execution, because network traffic can be hidden behind computation. -However, this means that workload is assigned without knowledge of how long -each task might take, and can result in poor load-balancing, particularly for -submitting a collection of heterogeneous tasks all at once. You can limit this -effect by setting hwm to a positive integer, 1 being maximum load-balancing (a -task will never be waiting if there is an idle engine), and any larger number -being a compromise between load-balancing and latency-hiding. - -In practice, some users have been confused by having this optimization on by -default, so the default value has been changed to 1 in IPython 0.13. This can be slower, -but has more obvious behavior and won't result in assigning too many tasks to -some engines in heterogeneous cases. - - -Pure ZMQ Scheduler ------------------- - -For maximum throughput, the 'pure' scheme is not Python at all, but a C-level -:class:`MonitoredQueue` from PyZMQ, which uses a ZeroMQ ``DEALER`` socket to perform all -load-balancing. This scheduler does not support any of the advanced features of the Python -:class:`.Scheduler`. - -Disabled features when using the ZMQ Scheduler: - -* Engine unregistration - Task farming will be disabled if an engine unregisters. - Further, if an engine is unregistered during computation, the scheduler may not recover. -* Dependencies - Since there is no Python logic inside the Scheduler, routing decisions cannot be made - based on message content. -* Early destination notification - The Python schedulers know which engine gets which task, and notify the Hub. This - allows graceful handling of Engines coming and going. There is no way to know - where ZeroMQ messages have gone, so there is no way to know what tasks are on which - engine until they *finish*. This makes recovery from engine shutdown very difficult. - - -.. note:: - - TODO: performance comparisons - - - - -More details -============ - -The :class:`LoadBalancedView` has many more powerful features that allow quite a bit -of flexibility in how tasks are defined and run. The next places to look are -in the following classes: - -* :class:`~IPython.parallel.client.view.LoadBalancedView` -* :class:`~IPython.parallel.client.asyncresult.AsyncResult` -* :meth:`~IPython.parallel.client.view.LoadBalancedView.apply` -* :mod:`~IPython.parallel.controller.dependency` - -The following is an overview of how to use these classes together: - -1. Create a :class:`Client` and :class:`LoadBalancedView` -2. Define some functions to be run as tasks -3. Submit your tasks to using the :meth:`apply` method of your - :class:`LoadBalancedView` instance. -4. Use :meth:`.Client.get_result` to get the results of the - tasks, or use the :meth:`AsyncResult.get` method of the results to wait - for and then receive the results. - -.. seealso:: - - A demo of :ref:`DAG Dependencies ` with NetworkX and IPython. diff --git a/docs/source/parallel/parallel_transition.rst b/docs/source/parallel/parallel_transition.rst deleted file mode 100644 index a4a5557..0000000 --- a/docs/source/parallel/parallel_transition.rst +++ /dev/null @@ -1,245 +0,0 @@ -.. _parallel_transition: - -===================================================== -Transitioning from IPython.kernel to IPython.parallel -===================================================== - - -We have rewritten our parallel computing tools to use 0MQ_ and Tornado_. The redesign -has resulted in dramatically improved performance, as well as (we think), an improved -interface for executing code remotely. This doc is to help users of IPython.kernel -transition their codes to the new code. - -.. _0MQ: http://zeromq.org -.. _Tornado: https://github.com/facebook/tornado - - -Processes -========= - -The process model for the new parallel code is very similar to that of IPython.kernel. There is -still a Controller, Engines, and Clients. However, the the Controller is now split into multiple -processes, and can even be split across multiple machines. There does remain a single -ipcontroller script for starting all of the controller processes. - - -.. note:: - - TODO: fill this out after config system is updated - - -.. seealso:: - - Detailed :ref:`Parallel Process ` doc for configuring and launching - IPython processes. - -Creating a Client -================= - -Creating a client with default settings has not changed much, though the extended options have. -One significant change is that there are no longer multiple Client classes to represent the -various execution models. There is just one low-level Client object for connecting to the -cluster, and View objects are created from that Client that provide the different interfaces for -execution. - - -To create a new client, and set up the default direct and load-balanced objects: - -.. sourcecode:: ipython - - # old - In [1]: from IPython.kernel import client as kclient - - In [2]: mec = kclient.MultiEngineClient() - - In [3]: tc = kclient.TaskClient() - - # new - In [1]: from IPython.parallel import Client - - In [2]: rc = Client() - - In [3]: dview = rc[:] - - In [4]: lbview = rc.load_balanced_view() - -Apply -===== - -The main change to the API is the addition of the :meth:`apply` to the View objects. This is a -method that takes `view.apply(f,*args,**kwargs)`, and calls `f(*args, **kwargs)` remotely on one -or more engines, returning the result. This means that the natural unit of remote execution -is no longer a string of Python code, but rather a Python function. - -* non-copying sends (track) -* remote References - -The flags for execution have also changed. Previously, there was only `block` denoting whether -to wait for results. This remains, but due to the addition of fully non-copying sends of -arrays and buffers, there is also a `track` flag, which instructs PyZMQ to produce a :class:`MessageTracker` that will let you know when it is safe again to edit arrays in-place. - -The result of a non-blocking call to `apply` is now an :doc:`AsyncResult object `. - -MultiEngine to DirectView -========================= - -The multiplexing interface previously provided by the MultiEngineClient is now provided by the -DirectView. Once you have a Client connected, you can create a DirectView with index-access -to the client (``view = client[1:5]``). The core methods for -communicating with engines remain: `execute`, `run`, `push`, `pull`, `scatter`, `gather`. These -methods all behave in much the same way as they did on a MultiEngineClient. - - -.. sourcecode:: ipython - - # old - In [2]: mec.execute('a=5', targets=[0,1,2]) - - # new - In [2]: view.execute('a=5', targets=[0,1,2]) - # or - In [2]: rc[0,1,2].execute('a=5') - - -This extends to any method that communicates with the engines. - -Requests of the Hub (queue status, etc.) are no-longer asynchronous, and do not take a `block` -argument. - - -* :meth:`get_ids` is now the property :attr:`ids`, which is passively updated by the Hub (no - need for network requests for an up-to-date list). -* :meth:`barrier` has been renamed to :meth:`wait`, and now takes an optional timeout. :meth:`flush` is removed, as it is redundant with :meth:`wait` -* :meth:`zip_pull` has been removed -* :meth:`keys` has been removed, but is easily implemented as:: - - dview.apply(lambda : globals().keys()) - -* :meth:`push_function` and :meth:`push_serialized` are removed, as :meth:`push` handles - functions without issue. - -.. seealso:: - - :ref:`Our Direct Interface doc ` for a simple tutorial with the - DirectView. - - -The other major difference is the use of :meth:`apply`. When remote work is simply functions, -the natural return value is the actual Python objects. It is no longer the recommended pattern -to use stdout as your results, due to stream decoupling and the asynchronous nature of how the -stdout streams are handled in the new system. - -Task to LoadBalancedView -======================== - -Load-Balancing has changed more than Multiplexing. This is because there is no longer a notion -of a StringTask or a MapTask, there are simply Python functions to call. Tasks are now -simpler, because they are no longer composites of push/execute/pull/clear calls, they are -a single function that takes arguments, and returns objects. - -The load-balanced interface is provided by the :class:`LoadBalancedView` class, created by the client: - -.. sourcecode:: ipython - - In [10]: lbview = rc.load_balanced_view() - - # load-balancing can also be restricted to a subset of engines: - In [10]: lbview = rc.load_balanced_view([1,2,3]) - -A simple task would consist of sending some data, calling a function on that data, plus some -data that was resident on the engine already, and then pulling back some results. This can -all be done with a single function. - - -Let's say you want to compute the dot product of two matrices, one of which resides on the -engine, and another resides on the client. You might construct a task that looks like this: - -.. sourcecode:: ipython - - In [10]: st = kclient.StringTask(""" - import numpy - C=numpy.dot(A,B) - """, - push=dict(B=B), - pull='C' - ) - - In [11]: tid = tc.run(st) - - In [12]: tr = tc.get_task_result(tid) - - In [13]: C = tc['C'] - -In the new code, this is simpler: - -.. sourcecode:: ipython - - In [10]: import numpy - - In [11]: from IPython.parallel import Reference - - In [12]: ar = lbview.apply(numpy.dot, Reference('A'), B) - - In [13]: C = ar.get() - -Note the use of ``Reference`` This is a convenient representation of an object that exists -in the engine's namespace, so you can pass remote objects as arguments to your task functions. - -Also note that in the kernel model, after the task is run, 'A', 'B', and 'C' are all defined on -the engine. In order to deal with this, there is also a `clear_after` flag for Tasks to prevent -pollution of the namespace, and bloating of engine memory. This is not necessary with the new -code, because only those objects explicitly pushed (or set via `globals()`) will be resident on -the engine beyond the duration of the task. - -.. seealso:: - - Dependencies also work very differently than in IPython.kernel. See our :ref:`doc on Dependencies` for details. - -.. seealso:: - - :ref:`Our Task Interface doc ` for a simple tutorial with the - LoadBalancedView. - - -PendingResults to AsyncResults ------------------------------- - -With the departure from Twisted, we no longer have the :class:`Deferred` class for representing -unfinished results. For this, we have an AsyncResult object, based on the object of the same -name in the built-in :mod:`multiprocessing.pool` module. Our version provides a superset of that -interface. - -However, unlike in IPython.kernel, we do not have PendingDeferred, PendingResult, or TaskResult -objects. Simply this one object, the AsyncResult. Every asynchronous (`block=False`) call -returns one. - -The basic methods of an AsyncResult are: - -.. sourcecode:: python - - AsyncResult.wait([timeout]): # wait for the result to arrive - AsyncResult.get([timeout]): # wait for the result to arrive, and then return it - AsyncResult.metadata: # dict of extra information about execution. - -There are still some things that behave the same as IPython.kernel: - -.. sourcecode:: ipython - - # old - In [5]: pr = mec.pull('a', targets=[0,1], block=False) - In [6]: pr.r - Out[6]: [5, 5] - - # new - In [5]: ar = dview.pull('a', targets=[0,1], block=False) - In [6]: ar.r - Out[6]: [5, 5] - -The ``.r`` or ``.result`` property simply calls :meth:`get`, waiting for and returning the -result. - -.. seealso:: - - :doc:`AsyncResult details ` - - diff --git a/docs/source/parallel/parallel_winhpc.rst b/docs/source/parallel/parallel_winhpc.rst deleted file mode 100644 index 346b6f1..0000000 --- a/docs/source/parallel/parallel_winhpc.rst +++ /dev/null @@ -1,361 +0,0 @@ -============================================ -Getting started with Windows HPC Server 2008 -============================================ - -Introduction -============ - -The Python programming language is an increasingly popular language for -numerical computing. This is due to a unique combination of factors. First, -Python is a high-level and *interactive* language that is well matched to -interactive numerical work. Second, it is easy (often times trivial) to -integrate legacy C/C++/Fortran code into Python. Third, a large number of -high-quality open source projects provide all the needed building blocks for -numerical computing: numerical arrays (NumPy), algorithms (SciPy), 2D/3D -Visualization (matplotlib_, Mayavi, Chaco), Symbolic Mathematics (Sage, Sympy) -and others. - -The IPython project is a core part of this open-source toolchain and is -focused on creating a comprehensive environment for interactive and -exploratory computing in the Python programming language. It enables all of -the above tools to be used interactively and consists of two main components: - -* An enhanced interactive Python shell with support for interactive plotting - and visualization. -* An architecture for interactive parallel computing. - -With these components, it is possible to perform all aspects of a parallel -computation interactively. This type of workflow is particularly relevant in -scientific and numerical computing where algorithms, code and data are -continually evolving as the user/developer explores a problem. The broad -threads in computing (commodity clusters, multicore, cloud computing, etc.) -make these capabilities of IPython particularly relevant. - -While IPython is a cross platform tool, it has particularly strong support for -Windows based compute clusters running Windows HPC Server 2008. This document -describes how to get started with IPython on Windows HPC Server 2008. The -content and emphasis here is practical: installing IPython, configuring -IPython to use the Windows job scheduler and running example parallel programs -interactively. A more complete description of IPython's parallel computing -capabilities can be found in IPython's online documentation -(http://ipython.org/documentation.html). - -Setting up your Windows cluster -=============================== - -This document assumes that you already have a cluster running Windows -HPC Server 2008. Here is a broad overview of what is involved with setting up -such a cluster: - -1. Install Windows Server 2008 on the head and compute nodes in the cluster. -2. Setup the network configuration on each host. Each host should have a - static IP address. -3. On the head node, activate the "Active Directory Domain Services" role - and make the head node the domain controller. -4. Join the compute nodes to the newly created Active Directory (AD) domain. -5. Setup user accounts in the domain with shared home directories. -6. Install the HPC Pack 2008 on the head node to create a cluster. -7. Install the HPC Pack 2008 on the compute nodes. - -More details about installing and configuring Windows HPC Server 2008 can be -found on the Windows HPC Home Page (http://www.microsoft.com/hpc). Regardless -of what steps you follow to set up your cluster, the remainder of this -document will assume that: - -* There are domain users that can log on to the AD domain and submit jobs - to the cluster scheduler. -* These domain users have shared home directories. While shared home - directories are not required to use IPython, they make it much easier to - use IPython. - -Installation of IPython and its dependencies -============================================ - -IPython and all of its dependencies are freely available and open source. -These packages provide a powerful and cost-effective approach to numerical and -scientific computing on Windows. The following dependencies are needed to run -IPython on Windows: - -* Python 2.6 or 2.7 (http://www.python.org) -* pywin32 (http://sourceforge.net/projects/pywin32/) -* PyReadline (https://launchpad.net/pyreadline) -* pyzmq (http://github.com/zeromq/pyzmq/downloads) -* IPython (http://ipython.org) - -In addition, the following dependencies are needed to run the demos described -in this document. - -* NumPy and SciPy (http://www.scipy.org) -* matplotlib_ (http://matplotlib.org) - -The easiest way of obtaining these dependencies is through the Enthought -Python Distribution (EPD) (http://www.enthought.com/products/epd.php). EPD is -produced by Enthought, Inc. and contains all of these packages and others in a -single installer and is available free for academic users. While it is also -possible to download and install each package individually, this is a tedious -process. Thus, we highly recommend using EPD to install these packages on -Windows. - -Regardless of how you install the dependencies, here are the steps you will -need to follow: - -1. Install all of the packages listed above, either individually or using EPD - on the head node, compute nodes and user workstations. - -2. Make sure that :file:`C:\\Python27` and :file:`C:\\Python27\\Scripts` are - in the system :envvar:`%PATH%` variable on each node. - -3. Install the latest development version of IPython. This can be done by - downloading the the development version from the IPython website - (http://ipython.org) and following the installation instructions. - -Further details about installing IPython or its dependencies can be found in -the online IPython documentation (http://ipython.org/documentation.html) -Once you are finished with the installation, you can try IPython out by -opening a Windows Command Prompt and typing ``ipython``. This will -start IPython's interactive shell and you should see something like the -following:: - - Microsoft Windows [Version 6.0.6001] - Copyright (c) 2006 Microsoft Corporation. All rights reserved. - - Z:\>ipython - Python 2.7.2 (default, Jun 12 2011, 15:08:59) [MSC v.1500 32 bit (Intel)] - Type "copyright", "credits" or "license" for more information. - - IPython 0.12.dev -- An enhanced Interactive Python. - ? -> Introduction and overview of IPython's features. - %quickref -> Quick reference. - help -> Python's own help system. - object? -> Details about 'object', use 'object??' for extra details. - - In [1]: - - -Starting an IPython cluster -=========================== - -To use IPython's parallel computing capabilities, you will need to start an -IPython cluster. An IPython cluster consists of one controller and multiple -engines: - -IPython controller - The IPython controller manages the engines and acts as a gateway between - the engines and the client, which runs in the user's interactive IPython - session. The controller is started using the :command:`ipcontroller` - command. - -IPython engine - IPython engines run a user's Python code in parallel on the compute nodes. - Engines are starting using the :command:`ipengine` command. - -Once these processes are started, a user can run Python code interactively and -in parallel on the engines from within the IPython shell using an appropriate -client. This includes the ability to interact with, plot and visualize data -from the engines. - -IPython has a command line program called :command:`ipcluster` that automates -all aspects of starting the controller and engines on the compute nodes. -:command:`ipcluster` has full support for the Windows HPC job scheduler, -meaning that :command:`ipcluster` can use this job scheduler to start the -controller and engines. In our experience, the Windows HPC job scheduler is -particularly well suited for interactive applications, such as IPython. Once -:command:`ipcluster` is configured properly, a user can start an IPython -cluster from their local workstation almost instantly, without having to log -on to the head node (as is typically required by Unix based job schedulers). -This enables a user to move seamlessly between serial and parallel -computations. - -In this section we show how to use :command:`ipcluster` to start an IPython -cluster using the Windows HPC Server 2008 job scheduler. To make sure that -:command:`ipcluster` is installed and working properly, you should first try -to start an IPython cluster on your local host. To do this, open a Windows -Command Prompt and type the following command:: - - ipcluster start -n 2 - -You should see a number of messages printed to the screen. -The result should look something like this:: - - Microsoft Windows [Version 6.1.7600] - Copyright (c) 2009 Microsoft Corporation. All rights reserved. - - Z:\>ipcluster start --profile=mycluster - [IPClusterStart] Using existing profile dir: u'\\\\blue\\domainusers$\\bgranger\\.ipython\\profile_mycluster' - [IPClusterStart] Starting ipcluster with [daemon=False] - [IPClusterStart] Creating pid file: \\blue\domainusers$\bgranger\.ipython\profile_mycluster\pid\ipcluster.pid - [IPClusterStart] Writing job description file: \\blue\domainusers$\bgranger\.ipython\profile_mycluster\ipcontroller_job.xml - [IPClusterStart] Starting Win HPC Job: job submit /jobfile:\\blue\domainusers$\bgranger\.ipython\profile_mycluster\ipcontroller_job.xml /scheduler:HEADNODE - [IPClusterStart] Starting 15 engines - [IPClusterStart] Writing job description file: \\blue\domainusers$\bgranger\.ipython\profile_mycluster\ipcontroller_job.xml - [IPClusterStart] Starting Win HPC Job: job submit /jobfile:\\blue\domainusers$\bgranger\.ipython\profile_mycluster\ipengineset_job.xml /scheduler:HEADNODE - - -At this point, the controller and two engines are running on your local host. -This configuration is useful for testing and for situations where you want to -take advantage of multiple cores on your local computer. - -Now that we have confirmed that :command:`ipcluster` is working properly, we -describe how to configure and run an IPython cluster on an actual compute -cluster running Windows HPC Server 2008. Here is an outline of the needed -steps: - -1. Create a cluster profile using: ``ipython profile create mycluster --parallel`` - -2. Edit configuration files in the directory :file:`.ipython\\cluster_mycluster` - -3. Start the cluster using: ``ipcluster start --profile=mycluster -n 32`` - -Creating a cluster profile --------------------------- - -In most cases, you will have to create a cluster profile to use IPython on a -cluster. A cluster profile is a name (like "mycluster") that is associated -with a particular cluster configuration. The profile name is used by -:command:`ipcluster` when working with the cluster. - -Associated with each cluster profile is a cluster directory. This cluster -directory is a specially named directory (typically located in the -:file:`.ipython` subdirectory of your home directory) that contains the -configuration files for a particular cluster profile, as well as log files and -security keys. The naming convention for cluster directories is: -:file:`profile_`. Thus, the cluster directory for a profile named -"foo" would be :file:`.ipython\\cluster_foo`. - -To create a new cluster profile (named "mycluster") and the associated cluster -directory, type the following command at the Windows Command Prompt:: - - ipython profile create --parallel --profile=mycluster - -The output of this command is shown in the screenshot below. Notice how -:command:`ipcluster` prints out the location of the newly created profile -directory:: - - Z:\>ipython profile create mycluster --parallel - [ProfileCreate] Generating default config file: u'\\\\blue\\domainusers$\\bgranger\\.ipython\\profile_mycluster\\ipython_config.py' - [ProfileCreate] Generating default config file: u'\\\\blue\\domainusers$\\bgranger\\.ipython\\profile_mycluster\\ipcontroller_config.py' - [ProfileCreate] Generating default config file: u'\\\\blue\\domainusers$\\bgranger\\.ipython\\profile_mycluster\\ipengine_config.py' - [ProfileCreate] Generating default config file: u'\\\\blue\\domainusers$\\bgranger\\.ipython\\profile_mycluster\\ipcluster_config.py' - [ProfileCreate] Generating default config file: u'\\\\blue\\domainusers$\\bgranger\\.ipython\\profile_mycluster\\iplogger_config.py' - - Z:\> - -Configuring a cluster profile ------------------------------ - -Next, you will need to configure the newly created cluster profile by editing -the following configuration files in the cluster directory: - -* :file:`ipcluster_config.py` -* :file:`ipcontroller_config.py` -* :file:`ipengine_config.py` - -When :command:`ipcluster` is run, these configuration files are used to -determine how the engines and controller will be started. In most cases, -you will only have to set a few of the attributes in these files. - -To configure :command:`ipcluster` to use the Windows HPC job scheduler, you -will need to edit the following attributes in the file -:file:`ipcluster_config.py`:: - - # Set these at the top of the file to tell ipcluster to use the - # Windows HPC job scheduler. - c.IPClusterStart.controller_launcher_class = 'WindowsHPCControllerLauncher' - c.IPClusterEngines.engine_launcher_class = 'WindowsHPCEngineSetLauncher' - - # Set these to the host name of the scheduler (head node) of your cluster. - c.WindowsHPCControllerLauncher.scheduler = 'HEADNODE' - c.WindowsHPCEngineSetLauncher.scheduler = 'HEADNODE' - -There are a number of other configuration attributes that can be set, but -in most cases these will be sufficient to get you started. - -.. warning:: - If any of your configuration attributes involve specifying the location - of shared directories or files, you must make sure that you use UNC paths - like :file:`\\\\host\\share`. It is helpful to specify - these paths using raw Python strings: ``r'\\host\share'`` to make sure - that the backslashes are properly escaped. - -Starting the cluster profile ----------------------------- - -Once a cluster profile has been configured, starting an IPython cluster using -the profile is simple:: - - ipcluster start --profile=mycluster -n 32 - -The ``-n`` option tells :command:`ipcluster` how many engines to start (in -this case 32). Stopping the cluster is as simple as typing Control-C. - -Using the HPC Job Manager -------------------------- -føø -When ``ipcluster start`` is run the first time, :command:`ipcluster` creates -two XML job description files in the cluster directory: - -* :file:`ipcontroller_job.xml` -* :file:`ipengineset_job.xml` - -Once these files have been created, they can be imported into the HPC Job -Manager application. Then, the controller and engines for that profile can be -started using the HPC Job Manager directly, without using :command:`ipcluster`. -However, anytime the cluster profile is re-configured, ``ipcluster start`` -must be run again to regenerate the XML job description files. The -following screenshot shows what the HPC Job Manager interface looks like -with a running IPython cluster. - -.. image:: figs/hpc_job_manager.* - -Performing a simple interactive parallel computation -==================================================== - -Once you have started your IPython cluster, you can start to use it. To do -this, open up a new Windows Command Prompt and start up IPython's interactive -shell by typing:: - - ipython - -Then you can create a :class:`DirectView` instance for your profile and -use the resulting instance to do a simple interactive parallel computation. In -the code and screenshot that follows, we take a simple Python function and -apply it to each element of an array of integers in parallel using the -:meth:`DirectView.map` method: - -.. sourcecode:: ipython - - In [1]: from IPython.parallel import * - - In [2]: c = Client(profile='mycluster') - - In [3]: view = c[:] - - In [4]: c.ids - Out[4]: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14] - - In [5]: def f(x): - ...: return x**10 - - In [6]: view.map(f, range(15)) # f is applied in parallel - Out[6]: - [0, - 1, - 1024, - 59049, - 1048576, - 9765625, - 60466176, - 282475249, - 1073741824, - 3486784401L, - 10000000000L, - 25937424601L, - 61917364224L, - 137858491849L, - 289254654976L] - -The :meth:`map` method has the same signature as Python's builtin :func:`map` -function, but runs the calculation in parallel. More involved examples of using -:class:`DirectView` are provided in the examples that follow. - -.. include:: ../links.txt

    mK|J6gM5q7;AIJp9^%huxS7BgC31zS^FG+*UjP z7DNE)6PVAp;~8$_%KkFM~ukpr?C2WKqB z^qXG3vEJGWN)GzHOS=&(g4>-MkYlRC2BN@Jddh_FsXji0rMbq5#-3AWni>>Be17Qz zox4ktL6B{*T>u{IL7a@&8YaUSTfVYdWIo9ep~$rqr(jOP4$Ad)Dvd&kZ_;pYjfZBf zY=F<0Sieed|1+)nvdPzGYVv;NC7L zNtjGYlO=}Fy{tL^uSffc49F6+|#qDOq^3WH^>eoSD)MJkx z4Wf2aR$~@~DI~J39=AEhm1TGc$d?y*)gl*Up@LeCSFkH^-LtPGZJ% zx~=#QFWx5OgBHRK!Op7l+l?t@Yy!y9J; z3~jk8*O!J558RMsZ+P5S;F1$omqwMhXWDe_W_fH?IrWkI#7D4C;)Z>fP&+{C>Z%B| zElrbO3k)hgNz6F5Ye&Fv;i79aCn;vKw|A)QB)dH024u%h5gEolZ33VT$)(tp&pE+~zc7(!Hk_Sd?C$c}J>F~X! z=HzPmG1~IS5ii^Qqt^I!tM7i61-#6jvy718asI{p_%%iXOrO<7Hx*c91`lK|MTW~Ni#9~5i<(OnpA^MzLdt%;QbA)vtv%NuF^DI7S zkLL-1xIrcis|4}uOMgv1(d{a_x9aq2AB19(X1G+T=HhXK2l`J$&KimOK1>*XzZ&GC zC$S!bj}^gur5QV@Lq}wGml)Nulpda%RX#5tkN6o*3sRuOh>TgmbTc-z5C0|lo z%XF5>&P%?hAu2YklK7^e&0C7zv3hGr)jV{2>+2XtQq`Qdv#&q~ zWr*m2*zsi}`!(J1OCzxO@y%1D82G;yDFPiD1Lbx{+OXG*#`e8AT$EdY;wsgiuU(-{ zJYmgR8~QJiRonaHZ$D=&k`)Gdq{;ihazv3&R#i=No^hD1GyiS;&Mh0@cIe*5*>*N7 zUhUpgFTFI1&?hWSdzsNKhA#z9NeA-0uq1x9a((XiK0{dX+3OYSUY2z6uI zwpXx=o2+pt%%f?m!-=K(j45#v$!-y3mAI+W;sz$PTC>ZCrM6^DF1R!M7DYemoN?oQ zoWMfa7f;qZu}UGy%fUNORU$yO_)+*J2?+EsS~8yk2DclXPmxm$J+U-b*0Uu!EUsXP z5AvS~E)JeQP$TOra=tXRTfMh)CH@rGw;hJ>&eirZTQ)5Xlbx3skywg>SpvF)*E6aW z)r#Lk1j{pWHd_v<4#s&#!LWxc{2%YbF}R&_X!G-QHs6lHRsbmgEiEx}m@(U9;N+4jA=b4q$xu)# z-7-7J(O!&Sp>|CY_;3QI(N7|kc4ul(aj`)rHC7oHhrsLSQV-|)`LNb(;7dMc>%fG& z(bXl_Dy!dt*1)7GcXVp$`+n!oCyY*?8Nf^r`M4T8M_<;ESuVpd7mJs4q2u{oj$KUd zrKIO&to67)25Dt|igcf6kw?KG2ZvC;8ID_$K(8BEZV`Q#DHTuY9kt4AkIrgO zX;||8qxoxatgqYQ8^7A3YR^$RkS z#k0Qvg`TYLy>(|A`#?VmMuY}Bl11pWQ ztiDpu(rg+2MCW5I2NvYNc%}V4lFZz1op4hQUnrYlRw<$J92g_+Ekb8e>tvMqN6ljtG7a7W>~(wx~t@ts$Ygn z7P~E)WArP#{j5bqJN1Q!hhV0Sc;x7Z>;UWKs2MuQKw&>&JV}Jq5CFMk+|O}8x=Nvs zFSQ40oL!)}pO6ps?_P$zk(8bzc!K8LMr&I1?KHY1bf z?+74LiJq(+e*k-O`^&Tq6P3`Vm5 zMM#6L@q2T=)wQ1XovtJ5WHt*R-|=G>nE&s&vBBAvmF=2wv=v#9F8q_IeIvg4Ha^0M zB3DS>T5BQuEkMPHN@Brusyn&ZU9ZMS)oqu}0Bq3$Psx%{EaxA$zsS<)v9jBK=0R}$ zLMfV2GQLU)4cOUoWW({c-$~9ZPouS%8R%zc>nP=!RZ_Xjxm-pJvd-qy;)81=$K2vw7g8AB(mr*M@ue zo8F}=s%t%{5 z^dG|}rN9Y8rpeNU(NdnWS2Rb3mQo?J)SgYJQH}fKCm(GJ z*L;XPNlLNZ6|81;rq6H zYfVva*VvhU?AYr#JJz34s*$^Pyr7e8PwdOVi!jNx-y4_Kb#w5;OD?9!tp=TKjJG{` zn5Zm?!@V3$K!56uWB%8vPk>dRqZid%@1Mp;;1AqZccF1oH&c9s0OtHr%hxdijxagqAOWg|hiinQYM@qRq=D2X}L)mfWEG z@E4XI*oER&ngfqE5ToMJf2~$qDFR9h#i`!E6ENVNHPlRY9~rK4E#o{-yU?4D#y0>3 zEm@@g>HXXLKa@SH3tJi7+$l^DkI#Rxp~v;MoR`m1iB%PUf5CtkvCP&53+8A=M0E7=vTu?9l9wt}t4 zBF7bNDa*$wDz=te+G-bj$AmDa)NnG?TV8k=qts6id4zd=Z)DPud$2$<*7$TVq5zG) zvFZ_qnlxOj^-FNa<#NOLbi)EGH&4aq86L+Siwp&%E#uEm!weWyT!PR z4qZ}c<*hiJh^~4IsE;b#vwdADW;j*7j2Nf$f3)+R(QtqN)+t0piReU0(V_>Vmn6~< zC5XZ3(MRuHNJ0`(LiFe@>S%+}LlBJKdk~}d7X6x$%*^`Vd)NA{|6TXRUC-mKF<<9= z&)H{x_THc4l4SMc_p@V+a&Mt>`ksO99Yi%|QDC|AvJp7|{al^5VB@-a3kS_ES-!8) z>dFb}i1`mjZfSRAX8L*Res=$m8LMx6sd2OD5F##V5_uxuYXKPo>M-FAVJw-!pnJMQ zT4atb%yW;3A2+8(B?7Nd^e!I>ON98<0dhknTZAm~#dqT+ie{tL1#B!069qKKZ8#y) z_(uM3&xgOCx>yvG7dYL@3fI9*gdp;CUHH$UPXJYMbiYn%xW`Je$9?~*Y71_3E#o5h zH|=3{v`u2|x+n3`sOURXv2L4}!w)T_>>xp<)MYQWA3^Cpd?1mRm{b|1zY2*bK!0Rh zIT12ET3Xo{M@F&sN8{p5R8Hx_zM@u}s_C!xssRu}o}o`|l}9~SO-{DGgHYl(lA7P_k* zn(OZN9cIQSiENzW*~A=~qjNL)HWfvUfV#KFv%aZNyaozuMf+oC}%$W=&$SXgc6)L-?{go)zZ zAr2vZl@`eetV_9BLMPyB|WNkVe_>!9Lw@zyZ4TX)(j1 z7B1;(xw@v1Y`yDxtVwARo2cgc>9_IAhSzJD@6z-18EZuh!xH4FL>qJ2uPe>$X=+o0 zC7l&nryGtes}oB*TPRv0G7P}vj^YvwKcr0s2Z?6x7d<v7CMnSNmKk}1c7XQgBtKbNp_6gGxyWwu1*=j9dv+F zY71@GojWmpTV_0bJt1&vsdD$%^J!Hc382}w^{!uT*p!rr&y3W%eQn&O^o zDIXYG;w7>dpvB>?{7t^qu$%@fU=!Cg&P!jy9zFpG+eRjn{bgdp7aAYeORQcq_Y`555hcx2*>SomP6Xx z1bFZC{xUKk^}r9L8)E$t3aa)7}Hd{qVweaQ|x-#(?8)WJnx&`Kf6Yo2x_K zuV+pe(Wn=Hu+!maqQTUuXh6ERZC)>UNY!QtJVqSxh5#-52$G|AM$z{0=oATF{u3Tj z&fwhK2F}tf?hmn5#THMK)kD%KNi>Yfp~ze~C7b48+Cj4x z2FX66%02Fr&sd_R0t#Tyzkxj>+rjeaIqwOU&R(xw!%VF9<ne&%v# z{bhH7<$R!_^W0`o^`m_`Pk+Q#s9Dre`gRlVc+g2>SlQ=02yQrGdc@|8xxhQcSsu(| zP(BXG1;-NQeMv{bY6C_TU*Cx7xNW`KFeH zbxZ$rnbUFT8u?qy+S5O4 z=?_DD2)^1;Ey+O~cenIS08`q_eqWl$_UfiD-V-78a|9}~{ZPvw>S;%BBy(Z_1wLCH4iBVy0 zc1Bb5i0)XDWRf{;xPRT%jXE6=aS{h50JMz|v9 zT<@%`DcpK;ifyz_*=|pSMUVK36DrbZKW5kt3rT7ZSuDP$k{obQ=MRjLcH-3b%a$YO zW(+I9A|0nxPNxXAG4Y$5%~O1hd?NHy`71Wm`TW>rY)k{Rk(B$bhhQQwtVby0kJ{)myp+0HQL6>B$I_{$>IA07RmqFS?|6k_62(hV|P7 zlG#41QSg6}LP00=2E5);=T5%BFAU>eyL1+_v{DWrP8*t(}>_W6zH(hQ?n%$2TI4 zK7OY@BAq)nCG-0eTQ`!}t1S$U7=+OklQ0{~wYLh$WmXY;Cf)5~JqaOaXLBuSWpZx2 zZx-3RHm)^J-wI~Yq7|mPh7`}Q3WLQs32XX^?+B}rhAkWxc^u*!bBpAg7^Y`NhVbUX z??p?qFkJN&xTOo`{(@GM=yLuWYd^&Z4?NuVRxU&fDyu1Uu^X*gt;M62^uPh>N|SG; z(G{7nkd`SA(S6IuCgf<@dkm#9^VnR6!Wwjj!YedzK%x~2MvsnH|ysV;=|sSrs02(YYqguu}r zY3SFVXV9E}YUf z-6NE_vC^cIJ1Dq!Vg7kMP^?xOGJa1113qlXMCq7C+S@`{nWr&+fsH_1)G8|Hu%!ny z60Vg7D6NEWGIJ(4m`x6VY|z$5{t5DksM#9Zm3r6XedJtYauB+Fa;WQ-bQ{u;+}PnB zsbLqfTg|^}b4+38@AOp4TIezvLKbSATviscq~KHGcg|A^P>!_=cNC55Vb34zOeX+pu)d+gr5)Mr(&z!WYrNq zgkIOy%$?PO&LbRLm3`r>^}=~N_syyOW+0zO`~!Z`qGw7TCq|8vyy*sLru$mPxjx}Z-AO>Iwt9S zkhP7g)Ql&lhuu7$wG$A&+{4{BM#N0x(Itfgap6PDrEt2ZZl_iBRW~kvqN<}~a!c=( zZa$(>P<#AreQT_tsvw5S=%94#yyATQsO)J803)&dQhE(%dQ0#xyMp)%LNex-B>S;v z-msd$_OZ|cp~w<`k>u%y^`qQE|H_Lc*T>f8K!!Dg6Fc+-#|%B5V}vumLe&a|;tl!Y z%0_;_B33U_DYjmE(Yj{`p#7e)iAC&RqP!x;`(cCpf#%jsl`50-zo4yAU;IM9^*v8M zo>Tj#r`m0P#xqP6T2J^2%y!cB|0ZpYVUYIx;&2>TO1{A3(&@&cQWbHLicV>T^y#pS zipjkf#utta2Qe15Dax2x@~G!69qd|kN3Q#p);eU~c42Pt;fJCAefWnCl;sX12yc^N zu3)D0?Gu1;v1JhFTTa6PG0DU12(pyj{zhOXCrizzJlv|pTH47rd+K~76_}S_ za;wu@a6mjVEvq{d8Sj~$H&_1~@8La=k@#`9=EKeR!K?8KjkY#RA{2#{d6j~BJKGA| zf&}~?X)iP-a-QK@(MEAN3Tn^sX~~j{>!KYtA7UK0c0|j`_~OHrLY9?SPtP5Q*n2~N z<@T)9{>i;;;46}ZXxCbfagAr+DC@?5_ikA?6Y7FrXmaHwTa)Hpy;SHVO*g%7L^%Hn z>qN4+k96(oaT~TqjeLB3#3KN~)79OJcZ1Cz85QJo`zOQe4bvpb;!q4@gD~nN&vLjb z1t;ZnaZ)c%a4N8Z@Zk_47}UlbMO4Mi057r;B=z>#7oZl;=tzvlTi|<9H_wF04w9I% zo@H|`jS9e_Y3FRkqZbAC%s&`ZvA_EDO2^qLk%?&OZEo}ZqO8d8S$njjqqLVpY1)hX zRYEPmT6Icy>w%gQA1QC&VXVIUa^(A}3I7MfsF_YA{kT|GhiC0KzZ7fP0H6TStQ*tY zp}pLEJY*_Z{=Cocd0dLe?^B4}pfU?bwv239W5(=Zbjc;kD4z!iwQ`lqh+E> z=wFq5Vr`qmI&f36vB+$82|PC51dnD$V_6)kGGRe!Q3i@C=YjQ~AQPs;M6+n$_<*$& zXt{DMvt#?HFla3&*p>zje1ookj4g7mr9*jRU-Y>=iC^4-AVn~Y*U;us|I4Rwul?KE zqcLBD@x_|MQs4IWn6%Y$QfPZ1VD?RNy6Yq1*>{tO8c9f&e!DYdKh>2315?M8>c8X`oS3yCdp$UVK z$bdDpPj|&S#eTPCqD5^ZXlzN&#<4!d`qTWd*jF*?iHWQ-X{!8)w$3(oubcS?StoPV zFFfS;TMe?bE^FDdtt6(_|0eOquq)cjNP%_#^01-km8vgBqO)jis@u~FY)30QwbhNA zD@2Ni_qyvlU5;7!V&j`oBOanyWSHqUN#iWAy)(|n_P~tf;ifCOP^UMug#uZHn;*M4 zls`wz(4B3$bM*@r`Ty-4xg9e|Eyp@?j;wiI#Lk`mHqBF={#98bcQx zFL)Z;Yrn7@+xpNH8s)%7Q7LPFA-*Pp;s*Kkg|r`%Eo2r~`y4Or&=iLirFtZL_|1H? zGk&O1{Ox<0a|8Qys5ICiYCaAtQUF128LN^+^)2~`8&9bKN{D&L_H8wHjdBk`cF&Kw zONEZScb;1fsaP9j0NZW&h-N(Elo>LX9}{Ri;nWd+pyt^r-4<{+FGomCJe4P&v6&{l1o}ksq|$Z(Vcl?3M#+R*d_X@vAe5(Mpil_(`3oG)Vt?Ml z*>6ECP}Hsj%{UTrvo1U_6ST4yy20zJoM{U-w&1uEM} z2P8C0pHQ`?VW>SS`%p2KBUn0k)jfuwj5f&Q=<#NdDO#dkioNFzg&nXAHEsV8tt*mj zGqmXTQ_NF{+#IWhODK2&2>o1=J~$7z}Ou+8>sjz2Q_ zEuv+w4PxYozKT_$p-vqS_cTEQduASYFKBx<(J8nDeH_s6Bc2IRWn101bU94g>yD*ocC!PytQ2Xmq84Nw=gRx3x}e|i ztyNG^cu))4&a(+Y7PTYUZMm}%3&71TeZ*{GF+_eq(#8K*TWNhoarf>XnC=|MOy5=u z4e44sv>1?k7<1XXgvI^3*GB?Bd5zcJm39YQO<7-X@X)8gYZ7F^m}5E#7-izEau=m> ze{MFKml}2NN#o8pUa}=wUa>$q>M6AiXQyoq;Bx$zXxfWu>>yb3=(ERz+qWkd#6zEq zS}<8Lrfgs6y?84pRtKsXC5aQVi9jzs3?nPa-4CVktuZU9{Rh=rU? zFJn%wKKb%6B9+^VPO7Es?^BKxLU}#d0F4XMiHE-myba2aB3`DY6r!^zbjW;$RVfsf z=KRP%k=-rimEgfTe^ys%_?066F`+62-w)lPe%)#aCXLo-q~Fb0)5`}SOHlu%I)b-D zsmtBDrF0zh;b^A*bL~&VEWJOB8*icSXSqqo=oNx>E`I%7oqn+KR9n_l^$+CF`Um=M zsg{=08BeKY3Q=c&lL%+(NfW2rHZITkIczq9=g$pk;8O%IPwy;{*COW`YiGujjBjs>#kwN%>JT zEXtROVx4^dM4&$f_rmT6RJ&=O3F91`e5);{6Z{hB->=?7795+r1K#>kyX}0r5%0VB zcy?OoTA*1=ol<&MvUy44v+Z~2)`!!ZD&x|nPU65$Ph98`#>74l>o zvo3e%cEv0BLcs&oYqyoyKr2SV)PDwc-47i2c;?KV=AIA`5OrhR6o7x&BVa%DVFd2c$#>6{6km`3?7)MD6vlo z>zeX|g;m0^h)@Uxa-XhU6L`O*rOH889?b(}7mtgAX@7~sVc$0}82zojcC)wX6!m`b zS@K$da9@A2Ov@7MCWcMr4Pvvg^Y%CYY8S;S&0BK9~A6)+9H2p$N0lhzQo zNc6maazCu2#OiL~HcP7pdYMR~5(MhSAq|95IOf~rLvf)aN5TvrDV6*5B$Z>Yv)Y8) zxoW#VJmFsA_2;7>mXPs>5$3i>w2&y1-L<_Kv+208y(cHE&G}$c+eq#WGpY4p(w1@* zSl?f6CNCnGUu+?}CqH8y)7y6grGw_QjXe+q;>D28G=7Tnax?#v)98Eafds}%$9a$n z4N1c1z1USHDuJ@#Esphh&(SA&_ipqA1Q{yUFfI4$i96zwra!nPlCR?rRv2f2O#9-B zCA66RN^iyLXjDg5B9>9$cu1(~yvfnK=%XKb4K6o0E)VJf>y)W%IeZRTrOD6Qb z{$A%r@!CwMTYt3RFizVu;_SPf0ydLCWS?RV zf1twytcseg?{sJaUO<7`F!;5O{-ET>Z<;<@!Ie%dgq9`Rb>e$YA z^1-uLl6nvkkg1&l5QC?EBnXS#d&&+}Q!kTYy-lX=PV2={f|eYlsgPn;Kf;O@F+A)$ zI<2?w6jiGLArs_Z*U?yFH5n>pcuFgbe}zK~KKe3}L-1|}6ELiQpK0v1tZvB~uja>8 zlHZN0DudrwXW@J4)0gO3$nGfU5Jww*zXBF}TJT-7=jpyNCT)PCp^cE2Pa`=xOY3o} zl)olgtu{4_UUGs|fmkF7;U%h~ggtgT*O^*;LWwP(T7aVO7JkcJhW*-Yn;Ba_5^mq# z52qLxpmmsow#e&TwW{BPIm=kd_Vwhm8bSsW(idMzp%?x6EB`eMCGTWNL~!dA;tT}* zzE-XMh0z`@Ux;4IPnzGa3FxxOe$pulV-dx~goIs?sB>#D9SUoRA1snT4|({2A#TLD zV+(ycR$la}Hn*QR-zJuj{8_kTe2(c*f%z@0JL&VnF~UtE^t*P) z`y%xG?%wJI3+}F##7~i2!i3>|SjEmFp2KXJD(2nLBE4R~ z=J3zXlNSq&?rj!74p_$-u=*8@K?hgP_Cke!+-K8t%|>Bz@q+Qp}pE;65!B4_X}~qc~HQ#OH&H zD$LvA@#?#l(`6Cilnd%2=wrN6$|tA@wtDpq4c7GmukSStjjp^)#d+XmI5VcDR%ZSk zc~j7fCai2szBOvOJR;Dxkzi+*l9vKMu9vTv@xY8bj{HnF7$}fiL?F@|vCcthBvWCA zOZ0k+X`!$8$gf8^a&kA}Trv50{||56|FihE$aPKp+_{Su$SlDBpR)hGm32h$G?gPv zeRg;Cuzi(0E+c)cnK`*27+x_Xe*De2%@otS zfow7(L9A?y>04o*bNvbl!s_x9e$4-(O_?a@9Jxwtk7-0us@dyk|8Pa>=(qal{OZlv zMQ}b=d$|3DhIb`p8Nz1&!VsL~YJqgz41z~2jQto`+sI%)xlmKRkRp<1rs;)l4x@95l+#;g7b)+#BO(?6V ze(!a7k0WUD?MLRiuR_hkq;%(~8`EWt?1Reheh~bd5bHLV@Ov?BmV2BaAXzH*9X&AwWxS9|;5pp9R~yKC)rl;8}waD*B8jWxuD6UN!Xh$Z&mv~$QGnMVo_^B(B={s$uo BmgoQg diff --git a/docs/source/parallel/figs/parallel_pi.pdf b/docs/source/parallel/figs/parallel_pi.pdf deleted file mode 100644 index 5ad1fe2068c5f929ae4188cdb0caab9a22b7e37b..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@H@b8++Jh;ad)J%|Bj-Rv_R z*y&Zg>)XxXeu@_GT!TgQG{oEaqzB5?F=53M1{4*4mdO2srMqFi5JBl%4$wb;{UP3g zg7QDuy8{XE3G#P>1PEUKQK0SP9Z0DU5LEbaZv=66bGYUcDhQUL6v)cUDhMjeT(&t) z8N&&o%l{yB%iqVz1QI9+rd(dv5tP>RqR_l{@~?gJuP10DC~aZv=nioT6g+-P&r4QN z=}&U%>VkiFtn}|mRsO-$kMaEMLfRzAG4RilKf4!{Hg|KTwEdG;=^GF?sB7Rc&&Ol) z^zk?Gb#Q{5zVf3ZJ<4GHeSMDCMljGn2=b$ZGCk6_Ae3404GePd6qLT^78pRe*Y@%9 z_3=KgRsPR)J^jyh#W%TC2VqV5I;PH!`^}2o^t|E76X%xHn$AJqf)V5~i>3rt3>Q(P#VCkPdi#S0rxeeA=`i8~crGygZ&bWuPAY^f|e%cRsMG z(!H`8k~$e5K!EKuDNWVkT-WLsa>5Jt*374Df^5}b(<4Vq4Bv`q;n8fjsP#1&#i&FI z|Nq})UX9r~_!ho(=fB!iX3~1UTQ0tISa2~sDXLWZKYJKwtJ_<6st9rFnZ&fzq&@l% za@JT{1;}_n#L?P#OL-mAhvsYDf3(7jP#IyvdTI?*NZX^YD>{u}YLVYo7)|VqbNAmt zzOCp{uJZTq^?VsAqg>_f-y8cf^7&PB!a<`*A?T%&G~BELF6wZe3Y{6 z{dWQ1R_aacLMWa2d|TNwv6If)e;593DJ}j%6SvJiroEsLtjQpUNzgwZ*Pyit{5?bHANnb@Dw*sDsOKWzpfy^YMxZx-bTEx zD9GF2uc!PK?B84YGD6{mKWqOUg_AfFJJzzJd!5};duiUdmywPWFVI!^7s;cwpT49W zjK01=_A}8Y;a*nlu{~cDPJt5a+UJsqkIF3fw;^n9Mu=n|!YIi<3KLfTHA zQW;F?d35Ehj;2()~#h&?{6oC@{f4$-VKQ}w#;X^*6RnQ)f?SO{R z%wqf@{2*z3&3Zd0oVpx}{r&~qkKB8W%7+k5eAF-TVycg2uX&zf>TcgQDr^4?gC?)`O` zZS6VoNF)vguJAc{47Fr5XSaiklbca%hyASrjVR*oe*7RL6akxh8ZtG@ur^ZwTDmKSg>hJEkSkWFd*xLDVxXow|@9Qw28XO65r7Z3OC ziQLVMf~*JO;0Lj&afSOMV7mbzI`v4hAqz=pI(qzh?CsQckBV!bIvRfPoFQbUaZf!m z2^NomVndn_wNxhCDq5OKxx1@~K@q7w8*+9YJ+?VbdyDAKw~>z48nS&FVl1TvTohJt zuRZ{mE_P6O{BAOvMERreeW>MUfAE1a7G4dJKKnIs`Gt8>+Ck)j_&86Pt7AMgfW&CB zXbQgf%c-dZN1j}jsRy^7i;wH#8SIWq`#cYBEZ;Bo6ex$yMy@c)LJP?7uiWLWb_Jz- zQHl`hk3&ksofkdK+Jean9$b{ z^}2>N+ntuV{FQ$A)ZXvV@m&~LcfDtPbtg%K{A46NgoOb6Dj(7k{=FS4S_xas-thtre&q|>o%Ta zt<7m8q-paCDRe(YzI9tFT;F>R=F{NfKkVPe?#0}v1c+igs15fH>nkbu30zn&H~$)j zS@ns?oJp7rT*N-4ke;@wxc8Yx$#X+4By>c3WUOpMuVG5|a6(CStBbE`Cgp2?@>B>( zemqso?qGr^DyQ-A(T0j0tgUtO;9G+QXGul<%CHI{YG-Y9M`H&MZ7T?0)omrbH%?Ls zP(vk5g)Xioyg#_uQISz5z}Mn;kKbkkubQF=@#tBY;kGcTE%r1VW>z@9?aq1okHw&@ zjnt%H${MO0Il zi-$mlK;zCn{G+@wldV6jN1dm2)>HRJctS2#zuq%r{xZ^?V0-UU#^uO@gT>*I#f^q?V=VN@hD0nUPplU>7l3pY zzwrd&G88Wz&vJ+JN6q6|<}Z&?{KqV3l>%LlMZQgOeeWigq^F)bsxvkUZRwuqcQKGL zhZaf^zPzZ!0<$e{sY9F!gVE;s4P+CNP)5z3<7_iYGJI!r?3HJDhm9c?+Fw(JeuW=j z-rGE5LIM+NFYua>6n#lN{W&I=`P27P6YaupHHZHWYjgHuin8~j*{*?ND;jb88QxJH zFfZm7zn;ihgT6>Q?6~chT%=8<3PsUIu&8}3FUITY5Wq6GrVfk02COO-9H2%8`}6%i z3#W*a<1dT}IE;TdGf;qp=}hu%KO++&dQ4n5tVq%vkmMg+2Ki3kfU>Q}g;iKwQ zIu%(w71`0U#ca`XfR8;SRjmkAuD;k6l75PpVRW?Z2t6gj8ZCInwI@FxdF2k%L~~Xv zMMHeprRWubw+9UE{R^)55NfgzGDXw1baogg33yRP%kEY!S|>vRHmg;-qpbMiP_l>{ zG+;aC6=lFn@(S`0yYTXZ0h)%eu${oC#h$90wHNm18xjaP$b!cSOTXzHFKB)#(BsDn zR{ptdEaitON{c5$k;VvX?$twD?oaUO$U$Pxjo;|+p@%Y%2*2V>h?3)Xyo|6)Q`VG0 ztF|=nE$E7_ee6dbFm7Yvc@&}T5GU`e9!fra_Ou__Kw0np3Ziim7)L=Jy8ONb+{F&N zdnADnjnFA?uBh~*#Zjm+qT+yIY~DDj;6Nj6#xnR|^xnEBhHl$HfqbKrPvIe92yV(L7fli7Apjfb@ zLgmUoZAD4}8?^9GTR}8_BtLANL@{N14DB&LY{hrDa@=={@mP{)Zpn(0UCKsZZ1$z| zakAf&R8f&{v&jnvTQnlSF2=1~#p#Ue!ZJe^o zZ$=IYm0o=$hdmgpHI%Y}QIp>^j47MspzWyCW;V^&4&~Satt%<f;_+F*AH&%tujq09IhBUMeZ0{Z!+j6~NXvMN7RW$D^z*a+&$ON7io$bTU zR|^Y6QJuS39}TCE8ToTZzttX1R#gdb3DgZNHBt`>xyMqb{kmP;mLwSuyexH?JH{Uo zS5F1k-um^*{?@+E*IlBA**DADds!9|+kD>9m z54Fu-@z>t@)5N>?tQk&}FyO1=U);ow9I-ZjKkD1O|nOZj=7|6@vG{;@?UcHREO%%kCITi1z(bNxv3<;CDnRrvLab5Ah1h9@$o` z+7=pXk9qgYgtA&{d1x?yXAV*kLi9aTDh@WeEb2l3=dJTci+^Z#ilRqf#F{jJyVxP? zk=c)ARkEzAI;NZ2JEZj7|Dmn0?*BKtAl^T64?)4JT3JZg>yrQS1!HO$M*~dB*(8}D z+nS<;c)MRa`*R*V`7ggwQWVWzRE$@J2yC?!XV(9ht5;0x`NtRd$Nm+Jc*FOjc8=Ho z<#ei339vC#kSdrIAjF4W7AB;kBl+h%cmLH}(#2_$Dz$vu@5llQ{^!%73=Kz65dSxC z<`<|UFR!LTz~&Se^20D3cK$GFiT~g2aEz`!QqV=e!K0%42g1=bMqd3JI z#nA-4{sM<(A1W`|{<{ee`vBaguMhXK7@thgthw|r4_nHFdLHhjwA3bKw><^Pe1R&) zW41cAcAo!>-e{I)KGLB}sMg_FrZ*wnBS z=!l%QymDY-<-tQj0@?Vj2i4bgp z>r;&1YHHG&`M;hR&_j33ncC$b+gdKU8es`bkwMKu>_z@1i~==V?6>+3B1m99LzS)` z`6SmKowT*+`QI!U-r&6h`$?Z7oMG(U}F2$z%t1H3H>Y!+LrI*V}qHSZEFYaXFagS z_P7wcsl>>}HxeiO*1;Kfzj(I%8oq&vQnxlCO~Y-P!J_Kk$<@xu^1+}~zrC(p^jJ8r zUl%tN|1MbNGZa-LI?lJ50_x`|;OodnydnmlF^iENrvW0oEz%t-8n>hx7Vg+De2?p% zMYb5UymOV(x?yjS55CtXTmARWk}-NT4`(N>Wf0wL(|3o5{6fZ=wiHoF#p8^JEQ5TyVd!S9Szs8 zq4F}6uHArKziI?vGewN5vO~{>SKeo|3#|;~wrLyrO>2F|cG^C+P4lc_VFG}era}&< zOk8(}))9@l4T+YZ;o#B{UvIvy7~Nb~%FUQ@C)ynV^RxUYtlBhZfQab^Ag$#(-b~Zz z2+?qc3lURPOySh0L~S8*GSAfR?s3Ii_U5A{mn`UjV>_qbb6AvrrB0@z6{wKQ2HsT> z`5dZf9pGaCDEf!^yRi+x)zoig_B<9J*RT$nl;7P_eC4*sz~4ZNej3k)7*LKA0T7pZ z0QYF>zx7HOxxHtJ<9S9GZx7hqX#6Eq*%`fmt6d79g*I@Fb(r?*wxJ67P)|!QY7e;8 z1KnscGtxGSMtOmwM%+Bg^jx14w?zw!%cJl`{d4Htr{l0~tzI4KA~W zJ_%cz7a=Q8L2rGWy)|nSZ4(EfmpS(jg=R@j!J^o(+zAX^ZMXP+LUmz?dRnb>GyaUT z#d{etMYkyWGNHkm?_J!oT=H>U{vLA(9FX%e0O+q;M?Z;w(rx~uocP6 zm!#)m*={wNO`wfw+q7(B^*DJ4J4q^gY6duOb@>1T05%O{B;Eq;4gUTl30v7t1RBP1 zjO+l}QO@h)iq>8Z$_#)eqQ%u{<@LPzI@U`-C^538V#l@tSt@KPSW5ekt*!t`W&Kj* z@7H5X-Y7i^me6=wQ){0u>(i?0G%VxomL0qODLu{J8L&H+py5RsJ zZ%cMV&u(t}E;N^KI8xV3Ep^4P60$974%TQIaW_E;`$?^LI z7-7$MRo)MqZbRZ&6WHpEo3B}WI}dTBb^xsQd*$1dxuo)2!-+#Mt3HrAK}zQ@O;_i8 zVxy265P{i%U(_)(ABV>tgmt(op#Nr-d8B=HbgDhufxXQk@i#RT`pwY!UH^*07>!gZnbJvR`mcC--w3975%Dg8^D3GOjY#b=)oGU6YrE@1YXN&~IG0i8&Hk1HSBe~TGJLy(%|>== zT%W1JPB(}xVUnqVh|z~(9cO6=24z|}51cQz9DtRwvnD#>8zcbpk~w0j2k=?d-HrPjvMvc3lK2X^R!V3XX6#9 zpP*%~!K7{e**=J3ngjM52qMCmaAi6_c%GE*tknTA(6f>brNN#~!c@|7&FCt~{PGXM z)jbhh)lBj6$?(JOkLBp^@pEs8*;+52&WSKLg_NA{)!!dQIb_+IHQYsq--j|wx0*~(3fnQep`s%DfshJi^>v*b{5;;=?5gl4URP{eD$ z!Sc~-e;dy_Ly8#i3;bbljPerxV7rexs}MtwZo(+IvIfar%ER@MtmFwdb% zI>cnwcx#mgX4)R$NYg9tV#E-RDP$!>dmBp2kohouykjm9AX?8P5?v~u-9&gmQynev z!c>ue(fUhW^cnff^y0g+_O5 zCKAhhzpyZBKV(okz3hUTzTJ?UG-U>7IJgISM zKXH3=dN$1Ti=w}EZT3%HOF@U(lfv&Z6Q4#$z0~O2ORXRATXSt`DD8nh32j+al}5q7 zZb}rG&Jy)?$P#~<98M_;+?mI#-gNJ2_9g6H3YvCeIoCO{@@ph}ClP3F`+?UAIyqvK zN=~{2hH_N=6Stk;>6tw!5gphT7J5ub;sH)|oX);9O)2ZNwJ0@QDSjj{d`i!8L{TY62s}n%L^7 zkSSN+SJ5#b?IkHH2BWBD8`#GyW-3Y#*w9zc)tHGffucR@KHV(w$O?`YX~^Y96OMo z8K*88$C!cRS_L|@k2ptysyEaDkMw$ay+)*~Ii4n7i;ZmjbR9mHNr< zs!{U_MXPzg?UCS(%Uo+SeAJ1$G@f_ATUK#2&<>E$A1?+;YZqdUxH^08;|-MvzyO^n zjVr)9Zk~3D5G$bqWitd!K$P#ofC`;V0<`C;FE8}T_@drHX`2K!M(Jx$yU@t$MfaFuFkfz^;Ndl;z4>U#))>S5=;{x$_-O+W-7## zi>f1+H#s5z3o2PCj~XaHGiuRB5K{z`o#zm#uizuAmz8CQOzZ$(BQLJd*m-kyRR$`F z@{K=HlAD-~^K@i{GPF_+X{mR;XY-!7mE!+IJKiXHko`gGSqMmAOvPYQ4buZVhMDQz z=R^gj3z<{q1o02P{mKeic3Ks&OLvgAeK%Qd$nBCZi?LGm;A+UvR$p5o4>bq;!7|xJ z;zOydck52j`+W4&od^w?$tq&8!8Ns3BQvZDv#=}t-54vW02qS$!z?amm3 zxJ7J5602au)f1&nagx8gcptoI3u{E5$!tDA4j zVN~@3U%rYJH_AN=l3}RgfHTOm2Yb71+D_1A{APKUHscnB^o6$c2CE`3at<@yu)@(SmVuM6zQ~nE_kETM5G2tR@mr2Vshd zY3?Wqp6BR<2yIQ?aj$&s5i8G2tx@N>y0j|OISeXpv5CrzB%FKWkvcM%8Id4qz`nyI z5N$u(XhSn)RU2Wouihe!+GrSU#sxF# z6TH=(Y!4WHDQsE!@M~*1NTfEJ&9J0B^x-iG^^BFc0j;F%(uXrwzq82jTXOgMG^;|U zUu@iN&g#Ry=eR{(32+9KW_PRyGDym2O;RVX&o$jroQ`GF93JFiO{Ot-QSYji^vn7! zW7xqe;xaF`q+%KWgr^lSCj`WqHr%|6;SklWy{y(Z-8n4np5E( z^46v*Y&kZQPQ)qqrSNS&sx|u& z1XnCG2iPKQytPhJGTT{Tp{&Rx_JSryoZlG)%Ya3!VC}qB2EH;6c*Xs-EL#JLwlpU6 ze6)N>Om8&ALv~_d$*}%9BO21!JDMHQ&JoTK5ub7;1+JKP=WHr|Xe5wyI=Ru=n!lSi zrgJb{g<8yD06Vtz$JJ8?T>j^|Oi2#@)HuL1R6B#E2iB*PPgblb&YMi1sT`E`dYOC0a2 zRUe;34X_2sjf96=IYINS#M=6sAaHj zez3ZChiA>zZ7~7~ZjAJM8%^|QEISsGjMx!N{*&eQa$KM0q-4skpsT?D&Xipj0;U13Y6xi@*V57crE-%j(UQ! z?>63mIKFO5t?T+Q%}u6jh5u0-nh_?x1jeM)NnUXqu^*+_6tbM>eF$TOiu8OLIKs?@ zetiB;V)kTt4JR{IrD7H{lHL%obmlvMW+J!_T|Ta4Gl8k)`UJnIB?NHJZq+f1Ev21o z5W5tfyhVB}aS52&Bvn~r&beKrr{_}A3s2_rf1<5xjnJf?7S7gk@V_STnkNE1#N!&CRZ^HE6MF%ZP9VUJCy$Kl}vk`~0p^O`jVWUS#MJpSn1-*&{dI3{K1DGGwIx+GG28G51vAM^qjrH2fb@7*X;$Lv3~Qrz7gEC-eRrp|S( z1+mj%#_8GFT4<_khM@Ru>dq}a`kit62R)mzA9An#9j@>q+&>gRJ#u&5D6-kJ$?P7O zpG|izNU91LuB>0KDumqG6veek6jF>dHtHtMCKyuk+r&4Cy>v;GFT_#~NiZQH zgiEb>&TO(TGWNk3az8rn4IkbiN z2$ET5R7*ZQ%Vf1iBr!wdlJ+*4vw0n+TTV^86pF+bivS4vl6(|P+8Fdi9n>ts(uqda z_)NF4t(Itp)usfz?o2t5a26^Ip!X)=EhsaSjrZXeRjDH^B$op>c>Pv*b&7~ankJ-O zO&f{SD-fJ9WH-+85ZEh>l3xh1Uqia<`J1CXZ5@ZT(ZVusfSNc!EEq zO^x!}-YkYRJT3)(0F~hBAsApRAeMg!O=cTnMoubb+hGDDt`@b^1XSQQ$F6`>Dw)*{ zsbAz!DX>@_rqMC1Gsn^!xT2i_$uy^^HJa~h1Mp|{Ew15`K)0!BKAt+Y8n!H&%^;7& zJb%;x>Z#-m?gwzwJnIqZNRzGSXcGqPFgn|A2LB<~%@qq6b~j{YSfkTXq#1Emm#K7w z37UiAT0r$*OL~=AA}%vhubrOtRDWNoXTbXLIY6IbfFVC~fXhB#R>6>-nL?|naVywG zUlp0?)?<4yPTP!LYZ;-4GYn&{md=0W**{m?uOIq_{MuQ^I|X|XcBMJ>9n;Ct ziO=7$sDmoq=CvIaG1Lo@Le`9gL@O-682CGJQS;FJ1BWbk-LI$!B@_{Xr?n?tj(%*dec z!uYn(iJ4t}^^3TO^vI!Yp&Wcf5A)PHTn&_D+feQWR~N3FZB! z@y$7j58g2$xi!B9zZ%=rb7>5@-p$=nmf66o+u{7mipgy(`-*|i}=D}&jsSVn!0YW;yE&%5sL*SxuEd8{`b^aawit}OM- zSpd7U6jR8i)lVgNka6Vdi8?EHBs#0oX_&Tkj9A%RZ6%BeXS7M|jMuwGUvM~h&j?Tw zU9W_nO|}FuELmohU@tDIV1_v+Vi-k$AQ}2 z!cM0Eb?#iMafP2wPTo?oPt0%r2;3_wW0QRU$Pv<;19Kojdk=f%Fbi_Ro|2KA>%t^N0+yJuHrc2IM}P`4K7}2^Or^&k4}|*p&iVexuJzKHIvgJIC8@2 z^%>U9AhMwsi8|R1kjksr`Dq)t+{L}}WX6!O5%guH9M&EB@#GtUpY7II=fYDam%91$Cj;%dbUY}L;t+1NZ1i5sK^Jv-;994$NT>>86!6$0s1$0MF(cQ@hfO}$$m zYc7yVV=PWWuPHzMw0sI?@L@i@bUrE@Vc$adbrLl{F(}iY1(WM%b_#qV{D!LfgHXh4 z;Keq*n^4QiYwDBFd+EwbcxnxYH(^TU@x(du7?XVHA;MD{>YAP8IW|}wI*Cy%y96&f zpHW0J#s}w4(`w8VDUji*eG|iq!OOp|>^|jUJj^42C=JBN4lAzcX7v?A#51yIVBjHi zf{2Q;ixyMWpkf5XIM`kthwx96hKOXNI9~jSH749R3A~KI@+8;p+dY`KdnodVBg()x z9339jU)|TnQ$umOZSg@HZ#YQK6H0I0IpQS4JN1Iq#jPp)&rtZEKkp67sA=S>efK_i z=Efgu=c;eA?N(0UsIHm`J*`y$<)Z?O!amBmFf$x!W&CD23c<+b%2?DK^KUO#=bUk_ zx3*MCUD9%Slx|)zks!L||3nQNvzG+!(Q1Z2ah|kF`VlDQ{q-bHs@g}{ zDdw9YQ%B!u!+KlvbV=@RSs|VyeXwV=egh5YlCwKny1fmw6WBi#B)bn=``%s+9s3RY z9KH6o$PyFMER-hnjZ08OfqO(#Qc7VudahS_CXhffa&m+U?^ z0_Q|9H7l-wb9`@jYrPg$8ES2suH;L~9Z+bzt?oQ^KU^itXn*t#9_J`ppZ5e^PgmqN zfUTB<$jL`=RgBdblZ;9;>4cPhMxb>)Svx(AretUAmU`b5co4{fMlGzoLgl%ehp~kO7)G;-Zj|D^jmH(a%U308Y-b zAQwt{Dm2ZpBSeK3EfvJ`Xu3r~o*>&E^I%-?0uY+;SSlFMXC`(lr5B`j7k(DWek` z@C6QYJCt0~`Hz=EP9ov@M%eMG`~LrtCzSIS?jjFA*;g;a_jkpo{cQw090t`eOmz*N6Wi zV;}xEA|pS&^{;gki!t~aja7u$h90_SW4ImSyV~mhsplqFN{w)ydZXYrMUJu87d*X7q10-w;Igkuwu{M zzhmoy%5eOSz8Lg!Q-*UscYcQEN{BS)TG{!v{cn=Q5cf3|_4Lu1T;1TzpU2^vKW$n< z7IO9TwcX3flH>x}{h@P5O&;HG%m;Z(TLg{iDwG8iyiAP?2ooy$!0Bdx#w3qQPb!N% z(RHVS1?=u!3ay9*j{Jtq@AMvfJA3tC$@vN8wx#lmgkQ2A74Gj$R^0S_#qo2DV79+b zaaN~thNlii2rq3$BEbeqSz9G(eC%*tiSBljFwXKK{-JtMZ@{~^s{OLvhfOcIQ-0aq zBxO7Emfnnd^i|@J1O{QN(Gi^BtDQV?bxR_Bxn^&Kqt*a3aDAFQ}0 z`j;Rnp9r)+!K4;8wWto-YS; zF$zvFMUBkFZ`3ceAB;HpZde8?9nX$(-c`ko#4zGLs0@O*kMKm9PUtA8^ zE`dQ!exR#9$7;uee+Xrnl7H44+|M$ z_u91WBY@>IWw9Ixx@2j~Xel$77+FcKRxFSi{m^(IX)DDwwoLld62P1zu2&F~#3(nM zWbY%e6BGG~mmvV+P0J4821}+~CFhGcy^vr?M0ZZL4GVqvAHfkC{n$gS-PpmsHIZPj> zEP*&1=MXIcFb8VeNAE>nU{aOlRD@Bzp|Vdzj}ICos`65ICG!Uu=um5J56J2BLm4 zt{hq=B3TJV*!Ygh-q=39*f0y1lE%!Z0k~Xx8~UpZYw%rWErh{n$`eaONwLGA@6skD zjn2q-UBp8_qtUz@z5o;PSzV0*Y8ZQj)IQ*e8|b2Vj7Sav(lw^q6&W-4?g3NxI*Ff2 zKY~Ba2Ss%dQI9liWLzMLAx4(RnM$hb4%m$ZZF51OnduP_R&(R0vaq#Uzcr6fDWoTfNYWNzlQ)Z0@ zOJ@vxoYQ4JX?%@Va@6W!9}2dURGN;_Z}(w&x49TuRBLz>s341K606d)kHEg0E#_#g zqY;Rf_4zbwV`4@FM98p4SOkBc5&WqR1W(LL_o_+oZb~)ca3^vP)q)Dt7Zp1W^5+V# zJ6u7klmaH4rOnnAZgC^+Z?RiNVCAIu((ikl>Q2!wN+?kcs zM|;CuL|_jwQ#gdKcY&%3Sq({-<(6MI3|kGfd{oBu;!?DK;s6)I*LCA;pyn&oF@kK& zGsk!!WHbES-Z#kit@h##y490l($Jnu0xsvEi#M5k%zO5|kF#KUb5c0fCOuOVLPC1}LzZQBjP!+5nAaB_A(vmvkK>DcBP>y^)+!n@1oZSy2l zsgT;Q;O)9Dz8+NTvOoA${X-gJDA&Oe!;CSNTZ1rX0BT)z?zIJ51mDBl5tXM2pgE9$ zCn6EiVI96wt<7+J+o;k#qM#sznX;JF4jIu50TvS;x9!P@oZd`1QNHn-M$U_1Zf`fY zTim9E(?K7a} z>PrO|j+x?<<3iR~{^R}HKjUl~5L|^1AoA6dD32<^>1KW~z&9NGRBwx3#-SY~!UA5G zTe^K(6>*jp5EFCjeY&C~lWOJw6F@eLxiIFuJczmA&h!xSgRmjBuaO|p|8{(nzciQY z&C|OZn~y0ATQ1%0*`9=&^B9(K%Gz;cwiJY6-_^d$6{wDV6w{u3m3swJaxNFeWFuuE z%mCX*`b$qN5*<;Qbr6p%o*J7INhikXC56BYX^4UgK+!GJtB<1PL7A``tjjah-iL`ql z*M+8`jRD<0jeZjI!GD4QM74Er@x#mw{H?X23)tUb%pvdei`od#c&%|C4LkH8dynEdH(;j&K#G-lPPc@ijCN~f65Ui=YqRR6c?CH=$ ze)v_~{(%H5iae9M^Aznj0q^kh&!22>(W>j)E98rYX}X}1T6j^AU(49Hu`XQm<^7~; zrwZ+<dJh$hN6Npl3rHqLc+it|Qj@WAgHS2&Q$q zH+LPsRul}EM=*V^3nGYUGzBfk%kPw=t#TSpVaA+zy@XUo>xJttpI!bjj_IF)dgrK~ zzNvc$U-RUza94G*x{bG_j`P*d1=oG;%aMl?5&$$ z=!sNpSWUdr*W8JnkI0x93AwI*;xnu#!Eg*%D@cXs3;9D%h?i%Fbi9CT|yXJzNf zxBavNVB};;uX10+ROh<^Hn>azz|cdw&eGtl6EK)jf3oC(L(QrE@Gunu(zQ;^wf@Ye zB?p&Xyod66D+>;VW@oB*7TI(im4G@=R?}c@H_(#LoOk1Gg962lX_*5FLM%sgr4XW( z{a&!sM=PxXkCQhnUZnww7c>rW8nzFNN}<@xeylgKyG&cZG%sImBl#q#!1dm%0v^&# zAtfMM6NC2BG@#@SsQ@YzJOaazTm%>b2(mOv-#!!F{_MVphmH)lyk@x66`GhBL`NtB zG>c&6wuu(eoaTg;zAciS^s-%CRFsH#|8z!>ef^Ktazu^@Tz0#aITB=+bUOU3}57-l#jR(+d`R z0R%){zSJ%e?A^EML4q>;D|?{}ZS-CdL!Z5QW9dx8eGzB+YmAsuhxoTB8Jsc&zYXF5 zRFzQ6o_NO-=P8iQLdDTZLaDHTOW^yXjrJCI2_8ZgF$(dtRYcmmFD3A=Vj(o#B=w+Ri%|4$sD&M}S}p*$%zX0CnrPnK2Vx zruGQgctD|PP;(=q3E##w%i_8$Uyz-$>iBwoc-BChGsNnuh`i+S0Co;Y85=U~nz3Tmdkc_{N6pJVm?6sE)Us zO)1M9=0-F;{NcdGBr`5qUQX?0AEmw?Pyc-{a<@3}@Fuf9h!svTqv7b&g1PnIgQ0Az z03r1vdKQ2rO*WNtJ*~@aniv`d>SG8%eTsXXsIteKKIFty(NIY$1{-)@Q#{`Q_~F~YIyo2&RH*92*t8z zD56|@)H8Qh$BYiDI>*ZIq^8OOw9F`Y#C-35ljo!0=yS=5mXCtr06`{h@beFXU3GKH zr}PVcOJ<4<)1x=CSV%@|T8_D}B~ziHXOHKO+Xh>K1m7Z!n?DN6M64FZ@6>SErr=te ziVyaL51JZ#_F4GPC9IB?{hfo2wcF$F1vV?uoUYxCZDjk?6%rc3kaYgC`G4w-`^{UvNKxL3NspyYRpmmeLo0=U+pPMeeWx zU(=7o%>DMWT$7sn?YRekg{Bhoqw^ueF4Y)mY!yCWFDpU7U*5M+;}*H8LWnn1CgEUm zWV%=g`T3FST=n4pgtgQ}|C-9lUGF)+-gO<6nM$x5V@H?;RnpFy%`$YfVO2+4I3TBU zJT%1J{Qm~d4rsR|pXx3!swzRow>}*;8=5QiDe{bu@Q0K^KCH=z z^&yj2vA!x*Y8k80wEqbxDtA&k3U@>}_5mMvWVvl}Cn7Xfv zAV1aOxVr!Qnw;d2>R^@S|NH74`n3pUD5`SC(={fw{er=2H6gJDi(Nv4k5N_OTYRfm zA4jcJgCZRhYe0*2K`Vb;41GC#yZ!&ZzZj$aQ?g2PkTAg8OHr4!{vY<<`mO1={U0AK zl8VwPrF2P1Dk{<{4blt{MhQ{_MhPM*jkJm=&7^B|3kVXULqdtsgR%I`df%_t?fnOQ zfA}8T!LeiTysqf7!qF^AMo1pz%ro9h#$$o9g3Cpup#bU(<*Q-b zrE^^@o(u;uCMNqj(-C!vyeD^p?~>I;+}#D-w9*s><}g(exudXW*IIEXFsI&j*yao%+!b?@bMKoRN_ z&v5gmmfz(*ub~0THuiPK&8WOYcj0<;7gT#YUFA>ElIwKj3Ee-q=K7b^Sp2G_y@r8bE?5+EB=K=?Mcj!;$dKXt(TCzwWJ%qB)9GjlyO5H(Ee! zG}KeCi4&MM%u=>Fm&Rn;L>wve5FKkVpD(M3(F|}-{MR+n4U^+eyHCQ=deTZs>oR7W zbV>&?aBE8iFtfMWBh~S=(o(LwVA2svQxeQEZ=96%Wmi^Bz=7SM*;cfJE@*wtn`(Ry zxasTOO3$RSlINB((^jFo(3!l^Z}mCy6O$+RN)riVD*1n1nAOGO?Pr(Min-Q^d)!n) zI+}L6-5{zY+ab*w1{@LV^L+r=tGg&{rn3Hy)aA6*T{764K3J*(&nA2Vv&~E#HZZX_ z(sGqipBg39Pfrq*^RS!8cJ>y4`_;(ng8wbrZ(4Bd(rlS;*i*)2K$D=5JWpB$x5_tL zgY~e%v@qcf636Se0JPp@kaJ=|MMFDnJVK@7lER}t9)a_fhar~_XXl+l>WHQalVdZH zrKEufC^#=rVPEB6ynQ}c>3|M6KwYX&)?AP;1m;|4&`jQrR0e7z* ziP3OAXDGcTpStzY(Z)uKv|@v9P*pw^pKAdoWOtIG#xeiiVbJ=+wJv-~QSyX*7C0My z_jgDju6X|#-rlA%;eOfIqufK#S0}7Zk_L59n&Q(&*ul-5_Kb))x5R_M2N+Q-tT44I z(PH0mLD2i^5ifi?dM@^dqc&wB1>w|_3PXei z^{j;3UR`0cu*3W)`1zS)_4X;|S*a=XRRPA8eibcbXb?D!v|sn)44$yt-~0 z0ErGVf=&C(KU6Fatj+S%L~!jOX>-hWJiv(6#y8s;z5m<|%l;E|y6{zOp10CFXdd@R zH=E*DY^MD~@=M>7X(y-6Tnm`-8U2DRYw%53O065rZq@`1Q^FK6)&%Zw_M)wbQPWmF zKRtWXDeuFFbwk-abt!!Ku%9Ynyz1ob&L_x_0ZK80`bAsUE_U!P=I!wo0fZz+Q!Q*1 zox}g(_kL{2{W26te>a&<@a_-+hf2cf==J(b{(c!Ou(Fe<@9$M5bObUU)t+| z;T|$dENA7*2i_oq_^9~Ymq_RO|?H2i#UIC-E z{1`WFf`}vOw+5Oy<@3Ifji!}4OVe!AmaKkeRPjs13kA`eUfkyLnV%w5)p*|`Fe|(3 zpIe=wf086t$9|Cool{Tfz{GyR>18f)LakXh!S&JeEKD2c`V(KSTHp&IV-h7HbHhaU zt0A@F&L6fCN&_=E+G=B?;}v$PanmFmY-HCs|=nz4l&b=5TkO_KT9 zX^u-oRbrk0N(MH5Cj-7`$%e`k2LuxCsgfK9CCM z(jy`;P7@V5d&_$~|8$^t)PLJ6TnRX{KG^1?xk>loVD;(9sX%YS@ZqPLeK)4#qu)!% z1QJXQj~*p%eSE&oy1xf{qZLXXth>r zvI5ZFmK$@;`E)i@Mq!Z+mRmyq^p12|zx|HcI}liT@xTtSRC=+f#xBI@Ba3sH?A>6q zCn`f>e1VE_#H}?zH@?p-t>Kqz?O4&3gZ+0%n+e>xHFP3)lV*WaDIr@znt^=TeUpo` z46V|=p?%8|Rkm=a&X$|O-GI=+)SFfVd3}TqoGU;IvdX^JbN|!;8{Xd<0Lp@H&n@T5 zoxWPQ_2}u~t3h{zsf$yZw~Mvzc9ylJ!1RFN$nYqF)eQKVrv!B1<<|9YF3_b@LM8 zy~Pv6ixtH4%*%fz2ftw6iaukS(jA(l!>LxKy*~{K(M5NAG||cJTC`lK`@kI*%Ve<% z=D_K2*#+-e7+Gv&P0oWfm9s4dc5m(SpOp5<5OVTIT~wKP{wt>qp-96Uv98v{?32@X zAY63IflfDn2;heBx<&hg+ALx|fP~JCQU$!-7L%p4gRK&)eQmWbOd{4!Qd9TtEGNqOY zsY}aIAKQZ9&W#PHTO4fK7%7{I^YR930cih#)lE0aM&y))(Pg z>JA0lp`xyjYa_mAOf~YXDE8H#mv3bq|H1nRGAsj$vllAXnLZkEnAw4?zF%z?<(s(S zIZ#@#FvJ1r30T8(50iKGm>JDXnq`m-D)LyJg=;|gw{Ps2pkit{?)jnh*dRSbcVt|_ z4{IN>cdIv|v|}B+-Ed!$SLd>)xt_BB)So4M^xBH*du4{wlg4V0EV}Vxsc&7T9AH%K zduy8vm~a~D<;)}|U2e_YdV*@5Pe%wIOc4e*sz_K7h*1PTAlXRH6JM0D4_*QUkD3C= zNX0xxQy*QYBv7Fxjy2*UwNjENrt_jAlomDHj}uY_CsguTT_tkU{4=ub$}7Vo6$NT~ zbQ@6xK<&;&om5v+rT7T-`cWuK9O%AJf~643{R`%ls%EC>Y!h~b8~=Q(OqnJzK^&6$ zuS7okS|*NbkP)HCM-;&a=rvU!rZ%S6Fup|;K~TgS3@ynKlJfx}`eiQrrjrGCw?-bf zlw9hdZRWiS){Z&`Xe22yvHE_C9V8wc$`9w28nPm9RcK&TsrPAZ6zjgLMM|j+NT~Kb z$66tjToF!6Nu)o_wy3|vvq%&ywA&QU2XOq?gv9`P;;g_&Bg?9d!eJ5=rV)7eGdtS; z4*9UfzPLo3RH7VpQA3|9m@@b}S^HGwit_7gGoRB5Ha+nGQr7yWBh?kT!#DzHm6~W}sw78(AQzDUoT%w*@4u z{XPSYNZEpkW+A^LrbZ9^9@$RbNhD!9un26bORG(j*oqd`sO;lZ8SqfqRA@ST9&r>i zaMmA@A)W-S?MN#y7z)~-Xt7{}*=%0iwcxWd+qh}pt)bI^uUM&Of4SCQ2DYOMKcz~= zMa@md=(FeM!pdmpy$M-%ALpZp zW+*6uT*>%&xNqHIFjHc>DNp@C#>CTYa|c{N#EN98UhFRSs{pkh zUmi6**~yJW2rgX6l{;~NvlQe;>yx@A847=Kl+C?L?^Y$4#`>m{bKrRB#5-{2g7!fE zILk=|s9tX2LfX#_*F&c|s1@yj2zR=R$9A-)BCQY*e)_l1#{G6ww_fVphn!q$YK`i)Us3#qsR3hk%v-k=}uQ zG2wN3w}=AW`R7bMY{Np*5l7tV+Qu9u#@$n9?yDEYiYV_Z((X2+*0^7#sus)aTEm}s zws4F5SlFKWOtQo*6|FfBB>u>?8B3#Sc*Faq-zOXKpC znv`>jUs{KF=|TJtY3$FYWV|dZ@v!eK9iQ=Wl&d{y(loSx2Z`8XI&?i}21pXO&uxw5 z6%5Juurf+E1qchbS)9ByzbjSR;ahHQlF(;h=GFQ0jPS}24^KUNJ=D+g=Mm^Z@M;m` z?=xWkSGOM1xKPjHn5dy>HUAO!#+BLXDVtbf?Ezr~_;ZFK;RtWs_%M zJ`nEHOGqv_C~XpI->fJveQ9J`p>VXA~kVauu%jMhvf;k|1FpbaCl#$cU_T%IAGSdGYbA$e<*OR8X6J1=g;Ch9~_0{>_SrAePqf0Qsca<1aN_|0#mk3JGQ#a{CpBg3Z!Jq@l{S zkrzeb`D27k$R7*%?gjs;bmu3* z77xjEZMdejJin}b(duL^(@mO6>EhRVO5WfWKBKl)YgS)3&4u!shMI#OI72-_iJ}~{ zq_HzE<~AYw+3h!`KS$}&ZB@EBbp<_|(YX`k*j#;aG8vKC-1p^^8MOaJ%5gHX8q;UJb6;_do0J zA%=v7lE9hB$oi0r zEep$oEZzC$9rV}oxn?CG(toEAjai@nT3+6`sfRf_@(KJtsf-xgI-+WvEQE9%C}UX4 zo0V2rEO(i3R!Ec<7}L>+IWk%BLOKMFQEVT<7q-e70*_^28=fs)mPm9q#B2MgegU=Y zT>N=kKgI1lJ-{r~ftycRI2yqiBCz6)@G&a#*uSYcXu@LQkQjoQ zl~G<=Z#j*^qE6lFSEn~Q6u*^XQ4{>IBePtzG$e3FZ~oXt*RR!LA*dKOkKNV{Jo7o( zd`uI>Z=nm>Xha{4(I}z{7b?Muwn)^D19}A!w6=4kc^wDm- z5)QRV0z0(DHk_pep?56jn=R_Vm`(}^Ue=$>(O-9t7SLZ68z*()n_allX4jfYygH5d zpf-77sHrscSPy)&Wo~m1iSdbte5;&B4uUxr#^EVU^(KW0{;9FeY9XJhyXnIJYU2i$yJXlpT|NUju64t~apM*~ z=qwoalua2qoO^J9A803FvwG5V;aIe+nf-*pM{!pabJSFe8(43~_;{C-LDo+jClN}x z{Dr^}*!*6(#cmwrX>BvMvKf0sfjOeUq3*zT-Mq^!XPb9UyA~SPbGIx+YbND!rLdjA zbyzdf9M{-vVN>oiv$=rB19`HE^Zf=c$1CYB&TqMVEEjqJxX2jLYD=rc|F51w6}sJn zc7n%!1`ftad(Z8gqURVtsxAgHm6gb_7PU|^Ti$|~-?HZvtnZfssbaQtL)GfUNvj>;2%K9t?X>SaO?3aioL5(-1>4%P3|Svd$~TR3~&0_-?B`Zr;qPZ!oGnE9FBD_#feGNX?#nCs%+(!JD7Wb;MAykDe|w^&MI|%_ZK%m!q939xUiO3 z4#>~$+`oSuSNFgtIqYWWToeb`{Zi*}pKSA;U_J6;n1XK@4?j!#qKzBKYb+eYjN$QD zES@C(==J53K`LB^kmPgiThwz>X&BUgLLuqc_VS6*1Ton;i3JDuOs2d_1>Je^fkk*_ z|Est>3;O7nSk&l6^R8ARFBI*J4aa=Z}-9ADF{yLn9ZnDd~GOmjY(P2#R5In-h> zMWalz%8_;X~S_L??4zIxTRm?kDlH?x<2QwB+s3iWfrbbC<1+UUTUJ% zm!L)K!;fBo`!ZZB31m&8IE(*W`B&2-(_G zH$pb3cyhU{-0T85BE9K98YJxPJ)w}f#l-4s^8Isfa3i68#_qTlr!E|Fs0KM~oxy!e z!+kAoS@tMDDdNWrPAXsuERkDa2+}8LeF3+`v3R7u5EO5n16@Fn!2CLBrZMx4xwuxC zpH|2l68+~CIN?iY>+RD&%g@GOP(OfRH z`K64_+S{C8_=x{ce8LLJTN#7r`zp2);Nck;w!k;xaAxLUD1!kR9kXn>#V%?8L(V`G z3wTj{n8P(!JUD}VgOc{2=x6tY@B)@o(Og)b6EKq0bG>m@5S$?tm~J=gWcTTueXf$d zjL{8SBUehho#pu$_zRDL$m^|3l#3)H&V3$sOYFPtdJH$WcuPaqg^^q4r0U+*)L6^0X^m>K0Ezs2oE1z?)Z zS@euwPFjZuHmz}hk)^|Y%Tq*ITnWqd7WcvJHM40y&5I05^PnI;rh_?gL|xPCf)Xfs zG9^8U5b2Qll%it{nQb1gEtMT-GleD@Zw9!&7}WPxvhG+B&XEqjNt*kRuD2pQ<)8)h zm@@~k#W6kbP(9+VMXG~H-)st#vz^3Bb@J%>^ENolROg3`28qn@W_HjV*{BHRbRA)U)FdV}sqYy8q{ zW;k676lC8&`rQ`tM0U&QY%{%ZWkNURU}1W;rRQ3vGGfm=uKs)a^^7H_?m$eZ1zaq% zN@~eh$aYX-Ere~+^!tN53`WDF!%8=mVq zfE%9AY=s*nKVBKnjs>aQ;v`6x@n$77E*Hl{>X7BZVRmx_5r$Q+6~r88PP=AX0U zJKDMa4d1go5s_|y$a}=a7Sa^ViU>)-!17 zY}q>~?mnEDI%Tez1zjt;5Sa!vtH;cwA$;c3v{ODIfd_%`0L$ZkBYQod9uTJ~EWl!< z0@j|q$l`6O5BH`|%X!_aHB5HK{#HZQMUQYX<~DbAsr7WZOYCQF>h5LXha69HSmh_u z5R=WVcb|~0=(`}|#y*gWC&EJ|ReAc?DA{?fE3PjktB40wNJYI2tF($ub{F?@ZV_Ix zk*%D_UGWkNGH6K1vN5h8QW@7J)HO&aA-1KE3-e+^e{{K%J69br@g=pd&W|!Z6emP@0yNq4-&!%?mVhUV|%>pD0&$>)U#=9rUN?GLf98i`pss zOB(t8?|!~o)&+6a6h1M|1u@PIrB2O4X$m*LYrLInH<8z5uUyZ6v*z{E z^M+jdT1<^D^2+yCanzx@$1YJ40ak}GJr_)obKRa=V%4}lb*>az$&Y@o=BjY4H<`2h z)u1o{JK7(&x6`}~&0@0{5V-@ib*Os?_ZDUufUn%Q_v|^bDcZv5KtMQ2kO>sWr1>8D z;peOR20hEtC93>K#EB`A>~2XvBR`nxEs<^*a^sx4Bl zwt_@MeH3o=+msZhOhN>{!y!VtUAtpO?m6>as$Un)}P zYA@*($JWg5eaRJ8R;8ARh&nYwynWf6MDT+h6+WVLx!&Xsfz^SsCi;E2sLZU_W~|J@ z9{G6H!V*Kw)K^NDl>2ad)L64<%?_$#KYGYyOasLF0g9}5JqUbIrj}8kD=afOi--_D zu3haGrrEeQE3Sn2jL}i^i$MZ&2iaC=g3d-GL8n9gnNSYw5HO(IcLCBZYX@2zW(RMD zL>uujiY)?#8zZh3Z4Ij5;kH`+{t5MQ)uH!hx0pDDo6%n97w%WH2`qu}Q->u>nOQIO z8hDRGiv-LjpdOaqKKcDE-l+M>p{ey7X78cM8>jirIv%I)Qe%V*)_S zWWV_7TPcD22E(d0dO*utDVS9V>}Q_D}n*~J#yv2n~&}}-riKI;Uf!?b@6&0YHcMbi}v#rB8kD{$_V1vVIVSP9_ z=WsEH|Bb@!lt464mjeQq?6JfSk_!%epw1oO#vbuV0g*DT|u)+5F9@s#q#uVa)waJOh;!MC(=+1D_ck@NA>n4{(4xUxlwB}o6*G}O zoKD#n-pMAKX*Zygrke^qxXc2F4qVpru7^JKE=`X0X?9wXOM#O2yBfU#ISuTvW$w&Z zGWD}xoz%JmA4}EMnsEl^_s_3%k_nKYrs<2eG;?#zUg8Hpvn_5*hrlNcEtpgglik%Sp-yxTd_hy^D_IYv%lq4e7hy;Wg; z%u+dnEp}hAVp)93*36uxEiX3)LJP``O8`|%Vc)oZ@R1N=Xsc2Tl8;_|`AZad{n%xy zK>DPe97+mj2h8X&mMml_oHMpv{31pc#<#$&qkJFyVtVw!$UTRTT+A!rq8bet^W$yf z8moKl-yDt=D_f)_BGkQN`LaW#e`Cc-lzyjoYU%F`dJ^E75IU_EQ;R{2E42BUt6> zoiR7U?tVA4@=Bue$YL&UyMy_*w=pQ!%lPiSB~ml<7mtSWcs)@ZyNcEPHIp4@t4j2H zkYMBCgLkycmuM xF1_RY_X68E<}JdIHMUSiyjpKbW~Bdmgs!o}6YY+|am)(%FuJ z<8f7rAV-C*e1<#zb~({vDk*H~4?f@dJ$7DX2wvxVuZSOxTMB+Cs<9in*SA)sVE_;d z4Pmx&iMrg;^H#CpO_i{@Y{U>kD*tu06Ilkw6UMrxPf;;rca)9S0w z2#U6H9$&)o{#HO*t6+h~AI2pnXcTu4Y`M2uw`wko!ZYTa3w)gL0AEmG*%@g?vw0rXZreA$^cK25O-*UTL`hF{3xhM52vycw+ACgR8;Q4Efc_H%Wc}2=E zCD81F=5r6X84BHujkWYiF^RW*9yACypWF?y^hZBtDNQu=zeGdz=Lz9nfPwe0)C=4n z($9(Af6-6f-;qbBN3vP#N$Rp`a{B=+PJ2qa6rvSA^=``7CWM*e;|1qTcdspDQ&it? z{HqB67O*AI`NMlr%tX23#6*ybv)!L@ylw@kfE0A{^sg(~n^laZ+2!5*qt3v;QN{<8 zD;F^tDiwVm(@sLt3kYuK|ukx7>RpoPQAQ{~LGq6mtXi^Q|&lU)xZa zC_FE@`O>;37!7u3Sp!9Bs^HSh-?jx{a@58v75Lo)blPtfQV9-uWl+x= zUaovFDxgjr%(q=t!?TyEvDdlZgO1X1c@Fu)HG00V=6ZzmA75f<8!R9%_U82;ZB(Hl zs{XK*$3uAo6BY6-%JOx9s+iblDYHrZHuAONGYQSS*e6BqYrf}??uq>wV-0WYbCR*k zus@g*Qhs>@&DN|JWnlvp-Heef|x5=JXFIJ`HH3 z_v$%VN-MmC9c7MEzBMz$ZP{>__*)ndR1O~g1R8bzZ~rLx9#pKMkztyA#a*HY|9nPs z@-0p7M13|$Hd@MNu;A;ULU|E7S%Q)8XDlh9|I7MEhV`ZSSdNM_(Uf?9%(rGKd{FQ@ zd%A5U{oG(1PrF&owSy)JYhmy!R>q%mw*95|DkYJVKf{FWW}5_SeUG^ zR?+l`wp>l8Q^iV^_LF2o=jRLJQiG2Zi@IBDf_j)rx+RF)yneEcqW#-uO@Ps%?v#q^ z?ytPY+pE+-*#tEwfgLx$XGOic%?=~au_`JGe5@j-ULm@vb+{qZb*oBwA}y)(>LB@W zIm-59WeW$px?l$#4W$Pvq7}`zcd7lH?AR{2kCG?mCsNCJ?Llh2IT8J%12Z}lZ>lh3qWgF8&Mjk0W{wV?hPz2a2{mJ;#!VWuD9w(;TFg#5JIwz2aHx^nQ;cC7dJ zEE#@6gK{W8Ru!>&D=%Lzv%*+-qS#z^6)NHrXOQ~24v!n-xASx!j#IxYWxn&vOppFj zKa~}H;>(EDZ$qB3vt3RWxLFwc0yu!|N$}VI*77^^`Qq*3hrYV-2JEqQ%Zi`gfV?(B zZ`}8X1N6$NT2OyoeDQsDoN)T+4Sa{LG`FNr+MrU~de|+xET^)hF z=p{hthZi>5Pqo|H?&(CQ71_$dvkX7n5X+XFN?!3wlsB-u`t?GE^k_##FG{?U zQts5Y@|Pbn&H7tb9s(?q#KL~8Ga1S}rY=cgG=|wc?@<-3l&@KhUHr0m-hWrXr!|f- zQ-t*Kw&zq5pIg7A1{m32KuMGXK=(*fe#W zOoQ}i;0~d8_+ReW-U3r<|JXi$t2kGj6FMn=`1pqQ!*RyxU!+<6?U>&~<$&Ljl+W!Z zB0MJ=)Inq&0>4bk_;25c5@;MrewTrIKhy&9&Hu<<=O#{j7J>H*hAZ&Cdxk5FQ`dhe z@AJO_xvXE4y_6==c=e8uU0mT%iv;-Evs5%ssa(+fsH1fHm7I>x810~Z z2Cu29kw-L1@(18B$OZq+QsMoBTpU_kX6|rQQ*@R1A`$6M-3s;nX0LCf%u~L*ZDceG zyRGhApUjf=ScU=zBznl% zs<5a{v)%pG0R#+(Ww7w&;y;$mJssp%K2?uyI$4g+|K>CnBNuq2OnHxVoUFoKFDf=A^FIq{ls?d)p;-f3a%cEe7?=5Dij z9li`j&hcBWp~oh1B>Qikv!27-o}4l0pXM8jl?Rq4yqdG#p&3#b@>w)7hm> z&0M}pyv=GeQj{nBVYEH?Cu*lJ?PWORd{+Iwu@UTEhljpe(t2~en^aUYO%AFh#3` z*&9Kg2oK6{P|wtbviw%u*CxTz2_IU zm`htM6Q6UbcixjC?`94PBDj}iN2hyZB7|VePQ}1~kBZ<-`|zjnhU4Wo&1bG1-JY10 z`XC54V)D`cQ@hg|UhjNR-wJcRM%7<`$zod(g`xM!`Lo2lw~T{pXP*p^vHJotMC-p^ z%+#wHFpY}kJ0%x!vYn%KqHau%q+|*mKi1QcyVD)PwcT_u^yY5tEj2Tj>TyNnEVs58 zy|AfN5Zag6wFYiKl}2r51EdViRRkXskg;-(^XCRUK{O*Rz}wZBxzDu0jJw?N3N~@qAD+QTw()nRVLCGw@z6pG@Y%7aiAAh;*~|Tryc}{JC{_Fz83ou zMx$i>s><3Z>)BOKaZuK^iFa)@&ryxAGx=DWY4Vg<^vylTr>pBqNICU$5^WuNx{5%> zioKN9zGcrIlf|u^Ak;Tq2x?61ZVY4PgsJnVOc`C9z&DQ<$|yveXdxT`qm!Z5y2Vfm zber+;Cz*v9414erg|x#EYgY78nCEGC`#G$6dyt4jjvpW8S$(kaw_Y4doi3JONad4& znf*!}SDF>0PEwg^`tkEp$*(-*%WQ?E8Vqq&S2i&E6V|`@xw%qFCIrfe|F*dvO!JbP4` z{PdeA7(VyT!SC}EZ82OyLCClPYF==0j@K%@^^mO`21#juI@fZ!i$k<=;qV| zxEkBjFL^h^bmX_CuBx4DrIMZkWK{Rp)Ix2<*%~OdM?QN;Ltz(~r#a-4ln?W1=DcTI zdc8m2VYvBq`ogk^?fd%e+68Pki`#8MFWO7uov&QFy6x?h(7PR6p|sCF$Fa&iEC#K6 zo6ZWvS%8G9cn*)>nmk{(=*o7e?LAI1=qrExG>`Dbla*MR z8nZpo#x1BSjp7$+E~0&vVB0rG%U#j=o0XazKJVTfov!CbUh1->Y!${Dx}UD5ad>oI zknWeeA;2QQE~BBE!!2hcZm%E6oXta?;)1x|-FiG_8_%EPdyBC04l8%EKn&iZnfXOB zyRBDfsPQT|iRUD4Pc>twqJw(sRh-MX6*&)pwlSsg@q$Qzt{7#2UEYOUp%xy-9HncO zH~ExG@K{iBoiH!1kV;yjml+6JeJE+fRoKr8sOGPR43j`y5^$n3u8qPiS@BA!_n&C6 z+2y&1nzq4`_Z#}Vh0HCV2hQYv{gDEJs&!bek51oIcooV;UYH94tTdc#tOuMDC zQoT)Psw+nR%BFIZIQUa5_s=roNBJx`%+BSRCs?_|%JTKI8b>UNG29Nj94&h56N!Pe zm~m5wEtDtaa+4`=U~IT(K8>oGRF1C6jP(YI0I6A;i<+1;+>WmIihgA}wKj3~Roe=g zQKuAP+X}`~C|B*IxzAjAz^dTII1-aXV6h?4HmteoHF-myA#%n|S?qMyb6CBY@x+;k zU54M_YY*p5A%*)BvY&W0Q|~zsy6a1)YP`IC5)!A%-V9w%&8;bVE(qNzs@il9VBp*gp1M zU}Hs294th(nXGuMP&ZAN6@VrS(Mok8KbEJZtkMY(!QvQBZ-tVrZ>HVrdPmTuq9`z9 z;dc~cKGQIcI(lGPjd`CnVXTkA8j~st1bVkvf^Fb0P)~=_*#^i1D*Aj->~m=@v1}w6 zI?JtS5Pd=h@#4dTpo=}W#g%Wel4Hp3ZBtI;<&oqFtzc9+D`k`azSBux;p_O*8wcPs zA2aW==UuYr&TnYki<;te7)&Q9_+VC9AXjJ08eNoNdQw9LaZ0Zj`i9mf zGjU}7C?bxN;OffIsA@OoP40eI?!>kpOW>KE{HP7#dTj2nAU)Ofpwy~*aS%9kXrU4pneP59cDE>aI zbOv%4b6=+6JgLiOArSLDvnH^D5mmaMtKEhwOYp$OPKYZc#(pn1!ivyi;sp(|Qe_tl=nA1aduPcbRD^ z;rIO#79z~pgD?^vMQSEmB|Yu7skXek%u+cR8bh%0bJZ#sAMYlz6mJRJm{3s!n9`oA z&bfC`?x60|rLYlRn+GGhc6??@CIK&t|1<_QlCyq zf3pv2RG}WC$mI(XW3TU0$$f?K4n(hTOzJ4uu*H*9u;b+OURLbYpWrNa=PJZ7&pZfC z*cK_Jbby=imYk%MpoNu{kPqLhf{kkeAe0}-5_UAXZU0+ajT#IR46Mb2kDbjV$YP-h zH{xqt3S0PP({C-_9=fg9K*9EYyVLQh9u?P(tRIU*L_bmn`YgpV<4Qt7*E(wxQAM(z zsPVhA_QjbMHZ1z^)iR)FyswF*D?yF!oA&;4bC*tPhuQ3HH0RgK9`>*)trDPZ6n(#W zVn^`)#rhXVjvJi(!bN!$_bja+e-01)T=&?>p{6FVj&=z@kJ$P_cEpkHnV~5$>A#) zL~s&;GaPT#hd^r-#R@U>Mk~{Xs=&+;?nqoVBdU*>{L2IK!icV4r8+UDZI9Dzuw4FP z`byRKZ69WiaPmB?H4kYR-yFC^G*;aq$vS$eM);$N>w{FBe zE3(-|xt)8Ly5yHi67jjeJ3jY!t%h@VcI`AG;$r&^+*Z1JJ=TR1e4VNkDN2G15d#yM zk#tDl%uLylUd^bG33)tABtgeTg)fe@@p>IQkFv6>ZXkiGyab&4=QFE3MC;#!6slR` zw-XK3ZK!?#MlA1ZDebD&?XtDcBgJ2+cZAd642J60%<73|uo2k?kEYEbeBa&hssgTv>2$*#Q*x(D;kzpzK98`~pWvwD3KgMk{ z_OJtH=i@lgA%qY+KyJmV4ndZZ4xO%Y2V*Nc;KVbeMLl345ZU#9H_A#-DTg;Mo{>f+ ziG~7WXg+Wk7CL!%ti}8!VlfV!Rfln`NEMDg@>i&+^dMZIot32_@>P&x4}Z>%{2^E+ z1_dD<93o-ItgZG#<<-k*=^5v-+W4)ZuI5f{c{JoWMOYz94Z{K+)(|M*45E z1+Q|+xCm3-d+r^kIF72nrD%)h5+e&Ml8WMD{JrAM^V>e8B)o__Ut&Ms>SGeq7xp%> z{lt*@I$my#aW+tBGk?V99(Du*O1D@Y0nW42k%2!{>R~-qY$9LL`*zCZv@_Ps6DCdczLJ z9mp`zkwGh7oRwT}I04mK;0&JqW)_T03wDEAFN3AX-3oBjrliz5BO72fn3rxU8_n6+3qh5=C5My1u zzz1iyrlgrE)f=%>^93OTb(Z)4Et6kQql9p3;OpRu*LifsUD7d3>JXW7$DJWr8k70) zU&-l5BaF0P1=-F~TrfpB|N6&&8&XuK4RFnJpeA=KJ_4I<@@u{w?zzZz8XsQxA0Yn@HR$H8Ic}cTiRLVwGM=lLBOMJ=FVrUAJvT8jCMPcX8&D+y? zZ^=7le&y-@;8Wf$-Qq@b^QMikDVko_?5i2g9xSkXvue`QlwP9=lCFakDIa{D)AU%u zV&+S#hSA?NkXJfcZD8W<(;o2E9o41G#njD6REMsz(k>_b9q(x+if)qCPU_Mf5Gurj zKs8U-S-I2RH?OBcj6e`&BEI}mQ{N9)uOqi!MOrTZg#_E#{XgDg9ILmLXW#Kb;lCjY zXD@n{%{5=}{!P7V92a*{_VgE!_1Du3>v;heRIjHBu|62MbKF5G(9tF@yEYL%0hf!9 zxe1)s^h}#0o2Ak>Y!&A;uscQlf86o|=C^J8=Io__{+>(2hCr66Po5~D?j5L+ICTtw|7W%9+DSTPw#s9);a&fzO5stpA~| z$1_Ubl#Bhw2*iuy6|gxj^;J63X_-i66$-p|Op5$RYkpb1T8gD`bmQ-(I{FjIDmDaC zj|CG-W5KG?u(whKd#UqK;G|}4bKEWU_L1lAM_adFac2lC@`^yPOPw$A2>OKarOwew zIgj*TYuG(S!#LciS1H!hQqHjQh2UDDud6sTCTr#5m*&6o`gKw@H3rym`JKz`%KVqJ zYJA`Cse;g2+C{wTiy2~YfFzZU0W44{w!SbdL{lebawfTG# zhK1LIbX%Li)GmdO!*nc7QY0w*&ttO4TRaNqckeUl8eX6@)fi>$D6T6^N4B>7dEBQ@ z*6-Ii=|gvX{T#}DUL=C2zLVqe@R)2*nzF^yY_AAau};3-Z4>El1izYRzV)9oU0NAa!6C=ihvhl#RA%nnuwBUWaX;47>2gOL*34f) zL0|9<+C_B?4>BqyG4z;lhFCfB6vr;2`47&|MvMP<$H>`eMN@t# zq?;##IUe&hKXl%*Z{D|ciPk|^Z`^bK0cd3sv7z{#tqV*%KMUqJ^To#Ol8eO50m)$3qgS$fhQZk_Z}VT(g~ z^jg%zKZ?5(n-?th-n^X=g$7$TA4CCHS%IFy+<`V^37f93r&|cdt`i-Rz!KiB74nF; zCA(7{#vgZ1h3VUhe*b!~Py;pvGfLXSNsE8ddGs~$+q=G^z;+l%F2q4&N)-)CWbK) z-+wASjxgmw8-Z#R;{et3aUj@eugE~W+}+O|9@nIMfNK$oe_BEql4M$(F#hHt7{DL0j`|)VZ+A@%0N8R=} z|LK07IbD=qmZDK2!8E)%9-ksn5Y~nv$>(B>o7M<~Yjd1ZT6kmWFy@;P!TK#$o|Fs< z@#4+lPj7d01y@(tr4`+A^pM=++*uaHP4$@L)-QmM>DqVQ)5x8jJ{OYZt5HS6G@wCqAVYE1umt9$e|koR=Ez8mcgnP$ z{1vtA?xN|E9{Y){KWoe;4qtD#-$aQ*MAGDnnGisQW zg<8pSt@Sj?M!l%Lu;K*`V{V}~D0-~^QAMG7)VN@;V8MkdPo8U^YB~SB8x^RaG|Jrz zpfxmq@t&(Z9TzL=BGu5CIQ**OUn^!dd*(`&40iyDP(5^6M&Y=Us2L|J0`L*alAj4? z%F#-AGje+7@JYSvIb8>bw|Y``^xnWLPN@x>JwT360a7^)_-}pNN4_@3o?9jb?+q_jt+?&KlBQ++vfTkpD*jK+e3>y-xN416qrH4S3aix8Z!hM zh2i8R5{wIXXlcRJvhoe@rrWP;aQc1ubCcj34P{S=>A?P`9~OO2kZ9f5OYldeX@lJt zI8Ct!p0#2>Jy_t?JF@xi`cWyn z*TUc4Z0ouB)%7luD$N0avMRT9#(QMvA~a(7{a4-6OiQiKa)W}a`ev6JZ!K7?mFR`uMieW8&SM!>ZWG-8*wHMjpy7neIhOkNvLS>?sFhI11NC zu8_>~oKx;IWVYRq7Jb0N>Sj-PbDMNsm4SRQ_!0`gD)y+Iwr5?FU-DzI*haGQ0ws51 z=Y>+$wD(dSeDOgQ1X08(%Xw!k+hRQ>x;>Vh1ViI89)@>xOgs2|c~CuMXj(az_n56$ zv<~mOTC;cqbY$9zsryJ^zk?^GNyFF;D@v0NrhL~#-d4mucEy)stuoJklDcM#kexl3 zY@^9gq7qapNOT1kinH((o>dxulnf)wZSQZnhCTt)*;|-am@mIebw$vD9@^{0HpV7oEcI7a) zEbY~wJIPlK|0r+g>&|$FNc1W&dD$LAVKUyWm4^w9v*AcyN>>Sz9<>a@@&weUrC6@J z7j`t36|EfX>}34vSk>eLd44dKT{ggFJU^&7M7@wVnB6}gDn+k)|8J(v_dJu1yv>P~ znk{>pKO|Y2jhYb+u9o(DN5>2%=_0{DRgSpPRKeHAol1+zZdqf_^pBvzL9=uw+Xb5ikGicmzvzuameJtkQ z)H11a{1=nw7L||o;V&JQ^uGuanP4!Pswx(d5qFF6yfQHTNM@O4w1~g^s$TJI-oF@q z7s*(9NEk^|aRWI?r_@~boMwmdv0Cc<-HAK4!J}Y0rujx_Va`k=zHY6tE<~Y-({(93 z?!MLT2(g=>^`$w8wq$7YG%_-KDljT2FP@7c%#UPHa^N##_$}O zq;2aIY}R3SE6iEas;i5#-P{YJB5(Jnb*H(vYURqFZc^7)OAk%KwXyWT<-+nWVA5dPp(J-*gJtt6zjQMG zOewsfM}GMy@6nzn3tm&S=1f(F*t4>%Tgs7lX(6DUZOnvW{q^(8&pV_1xeaiY-S-~w z{kXRJVCXo#P#R#niP~;Gz$LEb9}8}G_$+P+d}mQq!!NVYy08q^cq)NRQ zM+w89lC@6E72Z^#C}7zNqfR+Z?7@?BJyl1FU{2C;tF!O(-rl0)AHZ(i-@gST`RpsR1lzGMV^Kl%MWn)SIOaTCo#s#B#&fFte z*#)+Z^DmE})pAxy3ert(pXQ^c4YP;XRp^s1YN48M>J;?c(H5_;fHJ&4%)d8XXHa-)KNOsdqp!hRY0dnhP3I;a_E~|&C=y(M-5?)h?|%B z;B@eYu&!((aly<>i74I!xn!*l@C&4#7&NRO)Ce0lt zIG!fZGN()RMtu3|OL~3gOL)BuKfdAUm|Q{Ob1!QzSQQScj5!SPD}SCRB>jvwoPM+g zY5pjFO^6D%_cK_XRvsNyrcH-nDkzYD3|0O-m?a@=*+j=pSJM0;7+(0lxIarGYsK>LfooDX1r*<-*=)UQ zr+f-liPCTRQyMgN9$v^;S4DCWtMkiJ@*7i+ zfaug>S-o01&%#QVLt`6T%dpbF5nukweIH?2)+_G(J*99z;UJ|tKVYmj(G5BYrsrw- zTB0i1RVqQje-@QKTm9HR)nih&#L2{G=(@Z+B)OX+5(NGtl`~jTHCeA0&@{cYY6`zg zX5|)@85M2J@>aPD|G-;b@|q^IV|Ywue9|HrN&Ei}LGxirv{;l5)fxOx4}Bf(X2&m; zFc!H()&WE}p|#9DU`(xG_4}K)e6WAKx0N`xF(1>y138e!EXT!<$1Q7CBAR_#syYsAX}8U}X9s&f3Rk`9!1$R4%&csgCg0_trQ{Fm@m%4N z`ySkprN_Mx5saKe{AelkiqIq0|5@^H#n}5sUz+Y~xda?7SYR8mZQ=ylX@SAg?489-xH0FdW4Y>B>vzWf zfN*9_lwQ!ZD;)Eg;4k1jULmScF2nnZK+R1y=nTC$=2$~ zbc-$~7AJP>kN;qm{Zlk8S;Jahom1wht%oith_p9fI>^s2N)B+1e7(?9yuf_>;O^C8 zGIHD4bbR1=|1Vv2Hva)oj&j}N?My{P6jBPj=J|G+bAZHc5LIfut&TjeSm`Ta_EUEaSrt_CHose=5p|2*ZvNjai>vuH7$?4z=6Vr z%^0;D(?Rg><)YL36T|~sEFtDK{J78tHKDw)_(hCQ+87|UuYV~=DXYvecF|uQGJ@`{ z7h7S~)m(buI1R#Sj*q1}Qfw{O)1oWyuZP3M$7k;RQwp}@|EoR%@-z_}8GekMJjY;; z{pj9(zs|W3BH->`o4GtulHg?aXTxJ(O6Jl}4;TwR(9rH_Xd5R%eQCb5W*%IBN|1VMg`1k~PP!NT$FfT4b zo}7dmN3Lfpk@5E6*ptl!3aLjuO`Xzsyvd@|k>s zj0Bch2p!8uiB7))1?v(9uk8GLs)a}VB%$D08nofR(#4I9HTF}$#!o{h(n}Gbr(Al6(?UhC|Gz9# z+Q0S;3PM`??S2&`P5F4Lf_8*3B(SMzKPB~e^1o}4rn&=8!8B3IhkK=9Y!oZNDwNC9 zxYj+ttL*=h0Xp%CJURPIYLzw4g3KHAUy~L83ff__O$OKxWc5rX*n(jI}u!ml*tnTRPGI{M`WB^`?^ zdJ4(ic7+xFtI?yr;hmu4NWoKEB5#1(iE9eT`Y-j+TO-M&&EBfYO2vcUnRj!?pyl1y zL`)2{Ai4p)g>Lz5lFbzeX+B2rq(*xicTh(bv(2dRpi&2YijB0lL-wF_8)B^91nYSg?ODwNpgGFC49=7F}RBh zQ-p3%59-1Q2J4KOmDsyYZzqUE&gcA8=4@x49i=TSK`KcaYFp3RrZqM~n4^8lw~~)Ot$61Np(0 zQ5uFxzU#(pd&3sQrMRKn#O^v%1DhL>$W&(-^D4QlOy<5HBIaAWF%!vd-fQO|PNZbKK!A3?*okncsj=Bro5ppFQ zO-5eozdNsyXvmh83dpEhxC1J7*IXv9M}`TL(9hRR?bel4Qb=F31h&a!=vtQqRq zreZzk&(8qsp7*Y-CHRXCmMn+weP zxaBG1{{E!HZ(2u5Y~^_wg}F`6(*7+Kk>VV}Meml|OA^r0Hkr8yME*^ zEFL)=ZZ$37%exFs6Prl5`u&ia<%^qRoi?)%HovPvQ1}!l1_vf!?IY8Wt={(cxv2pllji3BFuJ0@8q+Z>|%gcD&lkrHcZ9OOy7GVJ<3Eo)@0a!%ynJ*(jy@uG^4g|MHU8>~4mgxD@Eli*c__LxoLZC-vAePJ%XI|1|b`&0L$*-j_3BdYJqQ7hxIOK|0-dz zE&TH%(7X=SO7jzQp{wG~0!v9^6S+@VzPT&WY3eA9Tw*y=Kjfl48lzV z76jTTkXFBGAZ|LF-1Xlfjk2z=kun}%JRsqcl?XA}t>@W8NQpn1%?+NdvG zZWZABIU;es?RthPY5O~sL7|LtBu87hH?Lav^oU|9%d$a3oXCd$+vV0($nys)`hsr` z9BH@DJKSCkP-rbw{6X4#XKpJ9t9%PBeC#YaCXDmSE`$@I5`JIy$D)M_+;Wq~7YweI zX+H0CN>Z>NJ?&*m@kW`W*NB&Un!QrS5CmW$kNYf{4jjVjmIDZ7lNgTY@FjspN~F?_ zPN`dOm|!@^2Hg_?L8V;jxenmZt1`wzOx+2YWu*oU^C8C~t%1&LkEDtlf1iREm_K76 z#)iKt2&)*%CX7aQP23WCA=3m4p_d77v_Z>`;$7g*_zM57sLfXeJ@i5Y&qU6&fE zsX;zJQhbab(wN2G2}0;M>MGLM3~-Ycm$?7WfzszRG-Vwag_qxg>0B*#j2btXC*u5f zC%sBC%5pt(eh_{r8xGIqkiM`;Kpo4cCT)Jau<1J6(6hZN-hy5!8va}su-(~#o?V02 z85#DbLY(Rm~T2A-DZ`RysLo(&1i8$5A+s(s)67)zrj<+uQxaxUMlr!+GhQn5Khj zw(?=Y_y=QolIX|#7-hqQa>wD}@|od<^}6oZ(D=#T<;axUxP)q$^N=3ysfdRNk%%GH z{{>6_7#)zco_8)ifp`U|c>lA7-=lFo*(eW5`!NE#m|?=N&Nv>=(HGvBYOMnNw+|Wx zQ0Udr2Q7y$FZZ-8#=DFpT=q4JEpL;Xxh!E_K84y-Xu<#^~f18)W?n9Heb@43|F*0?MCid@Y?L2?_bzv5_ILb zfP<{CV%1!p$j@#ETv?fD?2J+^X@s_Nlpyw|WM(+`3uHpf4_ziwU~41SjKAgOM7gj? z>s;H^T3+eZ2Sh~TspC7DBZ_v&rC(s_|)zcO;bYWaf1(7n5VVN5jX&?`b7MK zpR4L&4Qnb81(RmKx^BqwLO@MpWPL;F1sB%q4HtPu%q!E3!qQB{k*l}P*=fgaeMz~z z^SS(`nz@sdie3#@rHQm00mGnG`;tBvOI=(>m=diQ^X-ZUNHvO$7eky$ndWCFKULxb z4s=QiF(x}JRojN0Ae_)hS%7<^-C~Eyj$-K8pZp`Ywows`bB(3CeUU@f{1=nX!+w+_ zZg;B?qPfQ#BUA;|l!6%O<2*%(>IKD+>4v&yb3znj@$;Xe0U|_TfEcQ#EY^QK@@b_S zaX}(v$}eRu0#u+e7xmp_=h`F?^YFpk3rLcY=B=NfZm$|{?P-_aqc{X4;1P(ow#sP8 z9sNgFx!e(_{HoaK!FVN}SS&dxBdxse+IDoX$xJ*fcm<$qGkeHR`6@i%$AuP?oy)rh zsL%=MFs?O%)zOCAPU&Sm&U?{ZOW#1+spGJB_Lsn3CN&7nR|Kl$Mn)dNb*P7=Nbc^7 z8nh-6O7h+o7UAlA9yE^2!x-FMGyCT(rxnT}-hnZFMmiRUz)#!x8uz;cWw}(rCVif2 z;VAAb*ifqBmm~$j(2OxwyN!59jx3&Ai>oroU(up|s$PJvAatTyjm@x$^tH@TExlbx z(~!T#&PaE46lkqesku<9#3;;Hb9BJKLxh9sw_S}G(W|L=B97d#p_UKLTjS?^sN3tdRBum(g`s-$SOv$2BMh}ZYE_V^`j4Hgd+oHe1MlM~j~ zm&P}U5sL!MeJpn1b@81&c;paEn$ym7WtCuQqn;W2oXRXEf-&y zyiyv6MJbUf7X~{TqNF6G3L+m}F{C#^f>t-IezONi5ZV|vbv`Cyt0TA@Fzk+6X-edr zB&UzlNxDk=^E>0t2xX%vF5pfplkU|cp_2MHP1fI*j&A9T7dihZECar}=_%9P;5u%2 zfeVImf5gso^~WRD&GE(oIgy-CnO&gA?Upo#jkbogmfn$ zN~o9U$MbKzfPwQw1OrHsJtgW^#BX{)$1h283+y2*7w#-?f%j(^@6PRNQnIt3zfgD& zmZZ-TwP}DuBMF<&Y|?c%5@hywS8XE#imi0N*%&H-Nx&P~OlnabjjK#H2U{Hy7~qlR zwPbr6SmjfzqqQ~qjx3FZLti0`X-dNYFxpV_XL`fnEMsIssnajExqt?E!CN3AsX@sS zd$jyElfNiZ#_z1^m7Y(WtI=KIRWcImt!vBcaId78v|^=Se)D3#vc@7`{B z?H3PH?P}=zl4-6tiu2y|?4DtB)OL$rO&*$`WP^Qb4Vb@sV`NhuqKf7=B3$V9(*ZFL zR2Eqq&+jOPE8EyWpZZ|-ECMXAaXZ`e=24V(gXH4Kv{?>ehL8tY1Q~fl`*y(ox*qm^ z>sAtQHHv1c4u`s)*-0mx(KUnnM9KDTfvZaCErpezYYx4J^pU8tfGHdJ(3D{Xsh(&u zTYwiTuC}UMK{Fx!yQM}ZUbZlZHEdm}*gVVfT-fx)LIuDi&a0ibkqf2iV5v&%^pDKjtU$7Kssr(S=iS3|x^SX}4Eagd&B+#MB{k4Q9w)2!bbjI!%MF^!Jw$!Am$6-4QiZe9oT%$=JViHxOEiU4ke-$kM*r`eC4eYxw30j@}f)q6{>U{ zL^?Kxz8~HeJ9{8X=!;uRDn}I5Kk$uwft*ucO!PX;zKM(kmQaN5pEIHa9gn7>`hg2# zo!kISmy#=zql$bBO8A5-J8I}Ap&MTA?>4{Ynmay2gGKNlytv+Xc*0F*&65g>YtQ!p zSF2AWqJj_5frtRo90&Bv>&j@ARPh=p?(Wys+GSAz-DM+3eH__m4MrD%t{qq!|jx!=6$6TVTNF*gP?j(#x^m?UP;>E@FE$UefdT zOT==Tezf}{+j$r2>c1tiJp9wLb?JJFfsPRB;`MUDN$L_9hm+!=p1`gtS>X-K7w_|I zS5{eduCU#^s0DWC*7)doAU>TbaTBWe(fDJ$addwfHmgAygX-NzJpBMT$CN7llXvSXwKbx~9vk`psW;kzm@!Cr*$J zVSMD>XWep^Y3uiJ{0hA)>J1A*I;-*nFWVKpH~k?P)28iKXtU-Of}N^~ziP_>nmb6% zp()KmLH@xwAaIY1kCmfE7H&Gkwy|OZ~7dGIIHF2 zL1~k0b+**GXq1#6E65X?sE*V|nvD;5s>T%swb#U&9SnHdpO?4IuA}IzQ>rU1bTKwJ zH1Tba(65MQq-Jm-1YELL?J|d#mvYJsd5TGWxep36oOtX1`*Y}fT1VVqj&=;HJeE8P zMrbe%m-Wgma^~+agSSyo-~H8h1!fn%0%-Yua)y~n=HBd;B*}#_*-;O(mG`4I?Z(>; z1EgXn4z^`y`X~2aH`019Yt6fe*M?WD*baM73c{CL`(L?=Uop*%#>Gk84@jn?O0@pK zo&%$9y$cLP4OzNk?|@(i-JEA0g;*BIp3Py%9WoU8T6LCQ73`;MQYrD;%kruAVwHHf z%fWg1TO#xq))jTQY1uS6I&(HzDuevxbn+cC?bP2?X=JfWN~(=t!~6cM(&3a+Lk-^% z&yTelEry}uMa;%|pT$=~=x4VWn!g^`h&TVbwQueq#Ste`8%r*@ydcJRf#t!Bx`8ye zONc;H(Qyx6(RKcNW|aK-CXtnv?kI(gN8}_Xc1~Tc074r}(Pl=t=tp9ifL8qVT?m*_ zj)KLAt92gGv@gW8j-F4))@GeY?5N5e=1Isn!!&9*ezn}gQQq`R_j`i!VDT0%1u>SitjJ8?DR=8uA zm}>bArE}bLdqgeE`|2jZ)ar$umLi<1U?rI($C@%Y2LH6(8dZ8**-g*7pT0C2yD?8B zcfkuWcH=kv5o=ZPqy1~8+z4*nu3^4UdU7f6rvaSDb`_<5QvB9NPDVUjc}mGTfMX<& z?r*=U96`nO8D#`c3H&ZvSyyrUs)2N>XjD?6@_xH+an;l-Z;7}~Mt`Ha$za!nK1;>7FcP2PDV#g!g@TI#?)5pR$R7B# z^2JMPtw+6R;SxYKPVesNC2%L5$7(59*6wneQY>&9F^tk-SYL66hxazmTcds6sM8^~ zZ&3j@qOZ)dmeNzk$mZWINbnIBK6g>Rzi!7A=-tI>tJJkNf^lfFj^PbckGO7b(so?A zC;W5MBQd$-kj%OnfJHNly!(d8gDzIxFhEms2x?l+zNx7wmikUc^KD3T_5N6+7zZQw z$XX{R#4XQNmUe?!_Up}sOfabbkHOg`qCXzUkqFH)>Ow$Yki{DTE)Adbd3 zLh>x376e5>ZI$kTPU`+p6kaK}42X>{_Bc=RBY~WSH zy6!Wye=g<5JxINNMMt^mI+)A8DVP`%gQfk-#|k*ZpL#!p@@Eg&v=Uo->p9UscgN0D zJq$+uRK)sBj6m|+kGaiZ=6zXU|157#RmvBDrylgms_bjQwnSmOopZ>Vg>B!T47UdlnWL1k$&#zJ1cj|m?cS4*h(UM`G z0XIs)A%VA^)7uZI)q?mWR$8rTw57uk?S$`CeqSUZ>>rx}?$v`gK|Gm?jUun3qVHi6 z2jEFO@ekDHSeG7dyvzMSiKkz$v_o!2@$$~R-t*GQ@Ww2zG4`oZuc-M)XEm+{V{ZO)Y5t$Zt-?482X8(jknfeC0Rk|Q?Tq| zGOG0;s9$?*XK>8$n7H$Ye%tcHphmWDd)4v%DW%uuh>q*BlV>Gv)@n-1E1TJX&d*cDPMM0pWp(gLpx7sC=Ccsp*mA5Y9gB zT<%}(%fG`+YRA-9cWvS4@&c|{Z~W6I1d5G??Q5k3Z7q&R<@S(@I8!BT|1@u ziPa-SGu1V6m=jd9INAq|y+`@U?e=k*F#j{mh4s-<)1xZ+`~wRl1=CiR3D&uNUOF(| z?0}hFNPND!lsMA0F;vWz_`C~ImuS{Co>P;(Jd)E6*)4{23wwEXJG&gL<6Yv{Pup2%O?uh%Z<8-p(H9t)4{i4+=P`@8G=lZX!6P? zmke}MPF4?ye%w=uzrs@2Y2GPqrhhz4aD=TGvP(MfI?C>F`mGS${?FxCTgv}qC}rs% zNO5U`$~r+QwrFVGd>MMHu6CdLxMf)v| z2To-a*)1jO)$~01|M$vN`&zW%b9q~e&JA#iO^1^K|C`F|2J=(pPuj#3B(23B_gm~4 z#M!>qhD9``d~d5f)q?z)GLA!@@rCO@XU50~Y81Zj6KXc|?|YU-^|Y~1k%eWpRUWW$ z^9uJK)bojBP73Ff|7DW@VYA?Y>IVUor8FI^^f&DvsL}oz*40Di=MOh=s)Pt3(l=#Wz6@e8!%d8CYJW3+1NBq;Uko;IfY(G*#zDmrC*ddWf0^5Vc<$f2oGLAH9NEdpcEfhGMGBs@-B$x*cv3I_(;Nx8 z`*)B3ujr1=atS;92-?xfanzxRDDkg|s*Ai@I{)bZ2yi^e5 zm6-{$$oxZh_%HK3raSykLz(J!UjbFSubvpn$tZ@DP;t3`1U$r^5I!FM4cg2y5~H#O zpF!5_Yj3#v8n3&r{{KxctVe+;l_Q^@Q zjZC47@wM0kJ`6pVyzBb>3P!{j-6RQ;Y8H*0@Ru{O z^z730{w>`h-AyhTlz&AD{Tffb%M%Y)i<17mfi-igS;W0R;>)du^W5RyL~9@gBARz5 z`g1mlF3*>({<#f?;w+@-_#Ij+zHBRRe@Q6MWK%@Bagk%VwQCONRWd^~RR%*AIR%UC=X#3wms~saiO{>Y zZ^!|kqiLrrT1F$)7}%7~VO5RxEq z1avZYtzVn2&KlWJwKUfBa%rN@^>b#&i3JmPALO<5imLA~Si0(z7b?j4UsgTooKF8m z29XowaCo&8+6^X_WRy+IPDZdkC#XJY@~mK!YxVPWD()*rh4(&pSr60PRa_`l{2YH~ zg0LKes1E4K2#|%YXkeM_T@er<#ZP~|7wb5S7~$K-#K7$zHSP*GD_>k zCYeP>rSaSwm0oF2$gFQPPRSVa%Ns^^2d^P1R9D?g|pe~DLA$7z(>CycDw61yWt_xx%%I)fUz3mQ%yw$qTwEWdnw?>z9 z6+274D`G|Ve7x`bE2iG7V?`QZDcIr>LEjXtGt|Nhf1vD#KIJ|08Z8x~y_YMNwK+OW z@%hG_W!1Nui}1aqW7?6!6U<<*e63Lehhkb@5lh`yE)G+e92obzB#c@JKKNNK-koNA z%)!SMqecJkb&OHn1+E5Yv-prt!;UzkHEYkbQK16eM0=g_vMQ5B6EtY}f;sSv!+irZ zD>yeo)CgkQ?$_f;n^70<$E^sL{p4LZM95_>t(e*$qu;s>0+{;-5Q#@F3wf2aBKw5c zSuKv5Ki=(*)JXD7%|gbw-~}9{7-G5vV<~wUk~wx82}5o;T9`b9D8CHHS@UfkmYl!s zSXAxLi}$r@^3>OY=#oZfGOLpQgtjW!KNK#yU;%tofDd9>6Zau{WHayZR?UmrF6PY< zO8lP|;Ad#pOWu!l+n?Wjvju=u4L8BUjm;yfFs9F+BOaipJLcA8;E zhxkY8+E~=FR4PbChawf#5OfhBgWMq?!)y)8^hElP4B8CSb~8>(gr-hhMJoP?CtwP} zT}l`~Gck}+W#wTcE~-Q6;K}CahHjV81efLbJ2BmnaV#<80J%ak0I9e*X-ivDzEBa` zJM^#Rhm=%Li5PKPZ)~5hQ+SP)qar zSW#R$5~W&|a%U)5udG9<&z)<`u)-al=jxGh?8^t`9XevxbB_I&kBEV=Z_&yOHrG$w zI^>yQYI5VdlM6$)!2fDuDuyAp{GqmTSsD(yGKJa;3MqV?8+q+nXXA{F+ek|7LStOl zdwYjz3(!^5dru&lOGCTpra$FL7kO~-X&ISbEl_61A!e=XAf~&##OPb;2eXAJ!cUVO z4vb%usrJ!Wyio00&*2Da)`SWGDI!O8O!?|S?1{~$LbC_7B?%tb1a&8|>lK3;qiBr5 zPK2(7q+R#rx<<0Q&Xw@Xgd}NBB*XfQ*GdGCeLeI#C!*SR(Y@M9`<<1&tHF*u!hA%@ zsq0{xI6J=^P_`6sL%`P;VFsR+g`1kH5m1qGp1}4Og}lYmw4_Gl-7krJ+;-zJ&&3va@~UHgRAY zf%9mlw|Fd|kT4*dQwG};4K4KF%OE7=I~d?bh2Wmpj!~OJNawJNW0&ND&Ez*eJ7Ify;v?S&upkGc+W1d=kn7!ZYRl8XD|vXnwQ)$plB3y1 zOy(um_GR^ErHw-~rkUD1yzjHy^>FJY{+n-uWD2vU|>tBJbY9l|EYI^SB*hd;HzQD==>*$M|p5ghU|iC%uL!*7PJng z9-zq|ucL~BQuxi7<2~g)c_U88I`nu28S~ z>%wx$n7_`Y*dQlM|M=qspiT?hb;Pm~pUwE~oT5sskLk@b9$)V0v*%Kf505!99-;mH z*uuCadJ5$*Ki}PjMm~P#MV>GKrNXa0?{q?UG%m~)cPMQIJ`ZC6h#ttiI0M@8EKv@8 zxW!0XKYWlrowe=!&C_6K%U@<6t)}Na*s{I=Z7BS+QqrpBQKj*y)_jym0x5DS6vh|N%*)Ob+4)> z-}6vOGeU`aM1rJilcwzj;psfV$Wj5nec<@y#(?`)HED9ilFyoOVK8+MXDDudIPMwe z?-29Zv4T8VWoxJnp&rTxtkxecdUdIafzVF^)+XOan$22}kv`jT$c>JGgws*dw47jb z;@Y2ld<>=_53kIz=?hL>hGX`4YGIG?zc8aBvrWsX<_PfxEGX{F*$?JH@U;N?)Z2#x zi-L>0t73xE>&}PeY=De1O-{ypEx>wAi6eJYog}hh+*hp2XAxIqUVG7ORunpVBbl&M zEajDYXGn{$=w1JNV2QKOVnw+*N+D-$*lV#l#H}RU29Z{}15pOD?_?`0zM8amRIxLn zOyd|O#Z3G9Zvch&j>UTPmiwaz9RZ^khb2wCk!i>43)m@3z-u*Ts2)%Kv!BL zBj4h|=i_?#s=*4Lck=dbeuo_V+XKa@T}OURV8!60^NtM0@?Ad!x5;M zygV%H>;^$oaBY2H(rl9l>$md0XIN&td@W9bquHvsi>RYO1ZJ_31XN7Tesg~b-Yku2Y9w18Mq!gdhHwL(;*VOY|7YgUznhoO0J===O zYyqPqJqBn}zF&va@@VQP|EHJ+xX8XqZKjcd%f~4$!>M|@S(Dn^&mcUGwK@)z1PxK} z{N>+-^!4B@zWnAEK!JCWl1W>o!^1P5Jc&J)spMkSjyDm%+(|m1Z*A|W-yhuK zjc^w>k&=C3)D5OSVC}lr$!FPqog0wVE^{U`66J3%4m&YnxBpQtdEU8dVz@fs$#A!( z=Th`nZE;Fk>ZUz%hoX&%j#||l$JtpcP9jj zyQV;CkrpSo7b{)@1SnoSI1~v`+>5(2q3?UncYfc@nYpf+YyKl#Pj>d&%kF#awfCb4 z@;a7R=ViAl$%-1ba2YQ8@UtLtw40%P>lJ*^Y{!f)=z$@By695Rr2bMY-3Ol!DmVuO zZHn&?9!=T0785EJH!os|X-9gcs*RUTlz%=zpIFX2G^b)t1fPpj@b!PEuK2 z&-we7mG4ylYw^JH&%)~Gjbh{$v|sR}u#Ax+IZ9uo%9D*h^N*PBTk276UIe2SP<*_Y zIJl?C$vRv#Z7&1n^Y!0K$5YN(kzA_;2+(ly`t)o5(F%er#12{6Cu7XsAVcm{z?p{r zxkey&V5Lya^i%7mo7F#8tiS$G#@-cf*K34=IIm7Wz)^!#BeXyLQ&Zq_nHYf;y_guK zSLVOy-Q%E70f@u@p0@>p{~llb@ALSvDc0b;nLb3jT&XD2X&Q}yv$u*~CLI=|ebnj{ zK{GtLLY%Ew^|Y-VC&zbNxW-h{d0gc zQ)G#I?VcYjzm1^a^*`T7R)Oc;h9pnVR^n9w^)rqQW%X;RHq-87%2_^Zlz##?azgKK zcM5!5V>9yXBL8yf3pd^IUDX-OzN@zO#JP{A$sE+@V+6{)h(b zlE?_JctdKV%a35RK2s(zd;#*~!VgWZcNJBv9HOa;7m<4|*-kO2V#wMX5)>zCDg9EB zq`gDo>pRS>Odm0~FPbb0;j1tE$5MJIBDV=FvkdDvjLHV9ew6P6H4?lSb{sC1r|`WP z^6lpbOn^u>P$4u!LkQ-4Bi+W9HplhecQ@A^xVrUm66Vx&G7(DW8=xbCzA5t z7|!{)*Ra>T*dChY{1fN(=zc+(qwo1*D2^IAj*8eO(@)_!@8yNIVD85KS3i&U9Gv`S zRK$0VTQP}ZTzlh~@yNNXn&&gVC?oxa<-yZ#>lut#g74U+w1%D-Atc0;3V&D#6nBaq zU+}1c!MaSF0-^kA-8MY5zHR4$V-u__a}y8OV4d5g2I+jPDR$<1Wz}&Mj&V>u95sx< zR?(zV?C)co+0ks;>-xsJ{l0N5C|PO$mG$O-%IbOZQ!pJ*1zDJKs9zsFdc~p3nrAP; zp&@3{;JH((Ulo=^UbpGt07V-FTy0lcc3YfBc{N(jHTnqTk;7(YW+p34hnRh78;goI zGyQghVDv#-DCK<~s{P=;Rty0@>cZx!R_q_9q}p^k0QH%Le0b4SmH z;uPBy#e=VbdTc|daaP(EhLqM;+?GYPCGe0FxW*+h{6WWyNX^6|nWQo$rRgAHmxmgN z)8Cse2%+_a{?64d+S&wV%jiSNg4k}@VLJi9k&AwM!BXeqiU6SU(sX>GecQlsMg9FR zfy?aD>2JC28mqWwtVZ*i@zHxXM8U_N2X3i{booRZf~AJFQFCj`_1;Sz;b(Jx+{$8> zT@eW!y7#w|9~18Hz-M;*`G-~#X#Drvj>S+OJ@SS;HZWw;G(fT@;H1R#O*p>PX=Swe zRJ61@8?|ss-3I?M%~z~eKGAAk{!>cL6^zmONs8Qq6X4vYr4%s_Oqi6zO%w~;Ojs1E zrxQLTUNc%%C3Yq7*^AITzj%RJEp_W?TcBKLAEN*k6SvEAL4k^NuElChr%S>-=uX3!B3lF9W<%TK zv;sTlj)F}pno8Rr*l+Dq%VQs>t-W*aC{UaK7N$%}mJZw8Sz2EM01I`?-*}D|s+#OI zoz2Cws@|>%x6}^^%~ZqTu1d{^2#!sUEspZK51CSDzrE%mr^tt@d9UHs)x-N+B^3ow zg3Q)$>bWl(6$@GxUTFyJO00ThDOfYHV9TN@U>oRF3~E#W1y+h7*7*a9U4@n412*J< z{z-~Rr>i!uVp9iGJF#@!_H#vqs2j!ZYOw^E3L9%*ooZhwaFmNT7fYi5rReW%ldR|! zW|oJ79fueURi7T5)<0DRJFNk~;q}E3e%6wGk-+fI^ z@FVpRfZ)eMa2M7nVPm~`j0Sv9h&z893M*0EU;~k7wrL_xC6yJL&uZ*_8_q8(yPv;J zC3^XdX76{6DOdpQALHW?EOh)(ch zDQM^E#sISpU{-N`%e$HbO?b`r(E>*-8Z-9nPl;)C2JHL6SV&t33ax@5r<>tJ$L^DCntE_rp6@eXcfOZ?p>2qTLrE{hV3m+2|N2(q$1y*Eu zPlzNiSPGmz0bs)cGGzW9nY_k;$Q8;l{qk7_U{GX!VJXmL={q)FOzR|u$z`A1rwrd1 zti0$IQWf!imR)HevRS+d3e!aV6&AbEqjAA2qJn?*%e}9=ap*GU*EXzf=3mC>P&1ejL|PF3qrIlM$aBA}yCOirmTpOk?;|w;2Hd{eU-BS{$fC&)Ulw zL?VH%rv&Cf+YcZ4##P8DfWN@)!@4>4@F|O-|Ce6DB%{2aK_D|+v~fjQD8+EST;%Uv zOP(54wFjmdV5KD0TyHwDp#!3~K3~-jlQFb0K0|%kG^g0&^E!&jWwW}vb9sZRF(c=L z?gcM@n|kU~Fa(-hzFBF0X(R=>9(7wBKQ@5x*#ZxnDnMCa1o=7uNdLZlzOO*4{*8Hx zt3W6CvR@G7kh$>zk1KmmGPmW6@;VA`kXMb7XB?m&Q#Hx*-6~qxbb62aw7a$SwR*6Z zcKkh7@q5lRr|S)xx;k+uLb9Te?KLJ)I98C4B`}C>m@YR+1T7t)G^#In>CGJ99w=qS zOZBvyn_)qLS&8;L!4O$_T$$>^@_5`zj3Es{AOHF2luJdz&(TAGn9mGsAp4sJpU0Q{^DRD;; zQL}%a8I9jytFq0U2{2#GL2t}8Z}oO_j~5Xh*cBkfnUA&)ixrV|ZAa+Mbyvk5Re^)N zRE8m^jjh5N$KfOLO+?_!bF7Xli46Y;)rgRR9QVODOjx+m72cvBL(qYr3mJicY#RHN z9ZIupPo517%iy1aJov$_z@L%D1`W|W43tW&3gL|V=ufYTRZK1w@p&ac2|QT%T4b_p zmKuB?$-?CxSS7Ld=0Mxhu|BJ|qZEilDG+iN!v>m+D}XfpliA_ExIPdD^GgT}P2n??j)1wo<5K{=YVUtqnC(eFBg5ya z(aWEx%_{e$ii%<65kqHel_uUadL9v03ez;Y7G5a>ni`P4!pb(;Gh5~FqQlwq?M*ex zKdJr`V*aGTxcOF9R{%irmPOj-W^iX&Vg(myaC?A85We} zhV6f|m6H-%L!!XWALaiVg?E+1l|EmQJ*nZ|f?Z=YPA8njp>&qhLGP32L0-c1K>dESE}2W?ag$TPyr((t@TN0Y)JQ)`6oD$3$3jHFQr!kF-#0y0*(9k|w* z4Soj=3{@$S=j&pWBjq=aAhNT7HdE$fnisy5Tef$P3mPvD#{d@c_sG*T%lerRFOSJ9 zuU(E?*d!yDo;+EVT|*#5jh|6}$J}}-BfFjlw6=q`u3HMTSoh7{tFl)6KUC=n(L7x( z@K@HH%XRlzeU*e-H&-=m>Nf`f##=7 z9Ik9UUTeqht6prlNbA&&nH9M_P96hxpUEds1N#AwX10|IX?|=by1n6pjv$R2{~l2u zrvNtXvoRkxdgHaBUrz&LIUeFLl;Akk{BQKNDT|~=t+c9Ec@P`uitFJxYAJUTmwdiC zzIsv=@-mUhQcN6TZ_@jV*b!eVA(WR2ocruKgh6xXKz7|yJ&y`jAK#yz)Znah+1U85 zn`g8;5s5E>8Q1`oj)hl6haceBX^jhOaUA!$9%%brdIp~x;Z5Op9{7<|l%BQs8-;5w zFjf9?CWB$YLulpMX1oj&G(0(Nrzg|?OO3XOtU(BLqR>g|$QYO1pObCI=XuZ!4;r&& z=3vL5WYl-wM^e|PYnw_|5pt&?l|!7fWaT&elg11O>9(6!gy1mmM85m#s$dk*Kr~{J z^|)~~&mRwtdGog)lrGU8p9{*3{`AdSN^dg_N<)4?|J2H>}^zgK~1CljtVFGLl?p zb6m!o=`k%aDW;jNH}E5mYkioH2zX;vrTy=XIBuvLm7B1qSj_Cv+WSdx7*5fX&#~gb zl`xMun4-BMeftYizaEyjhnUjZUG5{ruhG^i^-HjWfV*D*rZ)P+%#SOsv$HF8KFEQ+j_4=7=&J@Na)ZX0qKgU4?I2- z?6UE1iu1ahBEpK;9_T2;>^$?e7Qt zOt0!SGTN0SY--2Pvd4B$<8|wIi9R_X7HM+;kpc*fz+D3ZJH`cm$@<m4;KZb!3H zMXypBEtNIn_0POR!jqrTq)e6x@z?Sj?^x^Aidqm=ZMub=cx769W?5i+B<}`UBcs-? z=>M#?J8BImA(tm<=S1CJxlOiCm`mnH=`}l#(ayq_CD%O%Ddzd=O6qenur!_g0}9CS zP<)IEFb8++g7ZJD@v8A8p#FaKc)4QEJ#e(5$(PPyONP8(tI>&KaOC-9Qx#;5aKMGi5{Hr)!ix9Okn4mx}-FPdEF4ooX(*7Di@0X54gn2kA-o38Uoicdt&fUG5(M zTb&;dxTdP>>k&>42=j-gl?(CPXNy{-BHdqAobT=NuMY~(xTj>ITTiO5Wf2mlw0=iX zPBG1^KRwq_?MolPpDi~czQ$XM@MB~jX4)7bS6q1!DLe_kKdF$#A&WyE`lxqJI?yHFm! z(b*8PBOI`Qh@6F8;nk9~d#@!87KV!6k!SU}KM&%@3pRD@RUwybAR?%M9JC^@A~Tx( znSfYaceOWiyTgL-2V-hY^^_2Fklx<-tfpYT!(;N6iKclv<32AL#I8YQN&n!1NP5`1 zDeSIoDDw>!?#Rqe?ef%WyneuO7S}F~xJ|91F6|kDHB9sz45mMu>}%KgX8n5Eftyzx zU^vq6GlD-ibo|n5qwxK2ftnQ20B5L);zZmYUQ1>jq_=VnIiy8${N*h9#*@Dfd{(eo zqEh^N+jLHk(orJomOtbI2g0A+y+Yv612Tp6NHoCXvP~sMwuMJt(od!paO;^B5c0M_ zz##7%lY)kU>uwjMOv3{7roP~?Y``aabR7kprsJFaaev1-@35uqHEfjbayUz2qoGq! zPf_vUW+(a3O@qfj<-B{y9i(bGw4@13tHLD}eQu6|cN9Nq7}RiWhRKNRYo(pIDi0S; z#B{rJjnV6PRb|mk!?9lQE<9ZuAw=W-J6H;uBY+uiyGm8nzo4*6xS+34y^-qB9mU8E z+cD;m6XNtwbS@I1)wGx<-_!xrDd6MY5E(wF#wpPtWQ zM@)@86$Zi%*pMw~8hD(4w+;uw0xn73D!}=pdOL@=kB8r;P0#RHeLvnaO*vV3P$t{( z_(y^?0my2wgWlgp!O)N2O1R0l=NI#H6=Yr5S1)xoL+f=MBIEI2fNX9MN@w{j*w3%6 zKhy%;EfoDY`qnb5&Za<3;o?>5I96DLt(tUv$~%Mu!-64%9BSez!YlKo5!b_=6*pg- zS;T!3M6GO1OX)tjCoxqy)Bz?l_ZOrG@JRiSb zVK@r%Nm!Pw;?PZ-CgqX>C6o)V&bZO%{}~hS8Yf#IXs6N?nvWhqHdjdZmb-=)N*t1tTgazhYQZ=Z*gyb17*8I} zRQ#aSgnyrvZYLCd5dBFxuo6#Elng(}7p7>MVSLm2`4B2*J> zAR;MlVWffY@?wyjwyU+du;``xSd(7T2D7~{W17iexhw(ziPV=U5e5dFJmdFF zzCeNp=IQyoGVJ8=g#sE;-UqoHv_24OQujT5D$!s2U;X zAxe;Ajuy}>u8;-z&VyVsR4T7uc}7O~5>pfHn+es|j=({|ciW!y!A19~ESAiOjDzZN zDIL7)0p2Uq1$QOyqb15z_|)423#;BNTKeeKV2)$vuz@utG2!epLdG>tpqclOB4j;ka z7D|#BONKVZejSxQ>R%NDNqN;!3QqZl0Fr!Fe?3;|fc;qRIx_en?&)J4%!I>zF_Xkv zCKU_FZklNcFiA+4eZ8h6U7=63?Rc}n&!O*wbh{#?o^%jqc9H}q}tfwA0#iywbIqBfl_sQu*S zl?>jf>a92e(`xusys=YU)tu3KkcDodieP_Sve8WbQN&o+fx4-G#nxVUBxT%qCY%$5U_O2XubRNgv$(5DpEp;=p%^bmJ;CQE|9BrvQD* zaWh9JHH=Qk#R}B7khV@jkuP53I$V7W6cI=1yrHNlyjeFL5Ib-uCN93psS^cNe%xTW zLEXF*VbW*f;b2;7;+>jOU*KdDYRB_v#9aDugWWgLGhW)tq7uSAio!6->XJhldk^sK zmlNw5^EJND6fTd`tOgnE18J!M$9!+gE)7-S|@q>3P;D30Z zi}lBj^&7Hi4YDWCw0|(|Ywm=$OrfaJZ;krd{Qp6XE=)L_*Zd-s(0fr4IpU^7&p!0Xp2Ag6YLdR1b|J%h^dcUv`c%X^=X@e={xH zLorwrOFYD;FnC6ZnF32$8pn5AC(>c7%Fswl&C|A8t!JkVnf|h2a~FF2s{UMQa|+F8 zZ=8r3bU26!CygXG6M-FoJ%zU&EHWc(SBaYJkFR?1JfOD+tJcS6Rksuap`^7L9~`VN zIl-ur;(-y*sSN~m-$G8`|=*N zGdw~Qf52fq%So=*F?ZWL#7@^f2Zh|Rwtkcmd93Mi!D+{4(X!Kfrm$M=#WjqIJ|GR^ zRwTO5l_C3Mzv+0w)s+ezK#}Ab^V?q1YFf7Q6Pn0TPOuJYBF7-eR{@Xoi`lEINPI$huUB{!?O{s6EDyS9F#5KKmVzMkR`x$9ll)?RCr01ksgQ77x`D5H)MX> z?|k2V&P&Z6(EjH`A?@R<0^NS)J52>7IADOdc~v{K3wW@o*0@-QnBRxBAh(OYuwNI> zCvaPIHzrE@wEJyXP99~NRD3v!GBv7Q@Tw)QKd(63alSY>wsxgsPm#p$Fz2FeG6!E$ zo2*MUC25r3-OTt#lj|s(h@=Bx1ABD3e0~%v9hSoB3IXkQp@mKwFq~+U_JDD_uD)mj zzdgp|&27s3ZfKVGA==!usM&a}iaOOi&vS<8 zd9@2_ld&w%z7QI-5ZX;H?KGHhW9^}EV`j4ftIg$B6?0WT-m!yObn2e5!^X@I;091O za*-taNUZL*n&+EkKyAAw&=XXx&gdkYKAf}^t^7fZ%;L@6 zJox>GkEqc8kb2nQ;jGxl&AQ>?UciGUnwim#3R**85Yuf}-&os#;bH%?j~HUnWaATE01;Bs&@zLsI8& z68X{A|HP-)y6{6TzfC!sOx305VgPAAqaD`xE8t|MsQBIXH-zcoGgqrnQOCEkIWvR5 zgfyKI%?(A@W^Qx2?p~{}Vomx^jR`dng!A%w@1}#QF>N1G!7&G+zrQ2LUfVug^7^Na ztA!w3S=|DbGtiJGmP~ZKUd9l--_V$g>OZmGeq!Xr!vBPvYeRA1*2XBCg&#!D{ir$7 zfpyg&`Ge*ux$;F$LF3!aF9~1dfXL=P8BR9w!w|LJbn*kGNRs_wTQY?%kq#S+f-eW= z$`PZ&x$X?x&`z85NEN>C27>C+o9@_@%cQwM<`geD3hQF2)-jlhp32HLuv2!;f{wyB z---v)Ljv^qpW>^XAQoG*-({8MRjM>V|EaBRW3&sFZY32!22Tcm!2_E3Yj#Y%!v+Oj z^2l`SkxdkR6WhDNcbT)cBx;{)I8V z30IaBM@yUl^t?EZslV|VwUGVFc4T^qIdu=|fo!f@@VbWzdDV~}Pv97P{Obm+6yvm( zKzbF)34J2)p%N0orJoOYN9v>_#UFuLRt>Oj zgh6AvS*rmH`P|y&2Aeha`w~B(ku%gDirL=loyM{6dP3r?l-Bo+inpkLDy!sl@KTL0 z(a2p&uL*=RW<=xM&VJ>*6d#`(&K({7d(F! zl``2tSB@nb2reF@_Tu-p)9XfiN)A_(;+iwJpF%g3+A&DoBecmXD<=|B%4nI@y0u1G z=gN>? zw-gxVk67HU_K34bQ6YZpju+@F@1n`8q%!I|MKhR~6RUVs!OtuOV8Rg)$JtJ8LreZe z{m*58g(>6tzY->=YDD2{eoNq`w1_D2k;)i0X#{Z)?nn)n8-S!hDW4_jVUCJ ziCG5&ipJnP$XtTH?H)|0jmA~PcpQlyncfuZCTM-O@-l5Gx33|t(f9qYagScwnRJ&M zx{R?D1u@+w)_bLt{XZxLC2k>G?~$g?CZp#2XJ<0T$J{6$c&52@-2<@m(?0s!ivekL(5kpc9bCtBp8p8w_ZVUTpi{_U@t$R zuEO&NB<;XB5?KaxtoxE}kav(OjtPdK;)S1X0W|jfEOQseeEjtv*N77eG0k@|jfFs8OD^ z(D(CXc?YG}u6qUZ$+|3lNWKqm`SusTR@$4`(wZ-~vs~%(-?EcOLSYa;LoF0^LG~}i zafY^{y^NQo=C{n^eZ$3Y1Bv9NGObw20Gwi?KlkIW%eeFaq{>A>&Y=hp~+YhT43<=4x>**flCRQB`M(5f@9cLdvel)!6|Ez0oHxN z?`B%&Ql?M2C0>K6o+f8omTLUdrXdUp7=UKIL-;|Pb?R;Mp!e4C3S}L>15Bnc=KoI} zCzXOPkb#{-L-?il)%+et%XNJfE6YtwYM9BpRx6B6>n|X|h@#?Y2M8IJkb2~(zH)KM z0noAfL@2kQb-2(fb5M;0MUH<`>3dkrB!b{R$w_OACdEKr^L$;|M_Rd@n(%kYx z#-%w`=_4!-CF}y8Uz!FfB7ZZJbC;|X0JrzX%sd;^FSK}-*bL`@3hDoM;aC}nJS^%B z_0v2RR=(IoVVtytlD8-iYATZiEsK?Njn!RZN~3jQ!?7bUHb9x7r}`e|-=^CX7sjTl z&Y|0Dr9WQ}%1?E3P=@e4d<4aya__{P;T%p=EcLHT8vJ}lFm7a{i?%b2c@AWf4o8=; z4f8|`Yny7F2<*jjc4OBjlSSLI*cPuU`_&iD#9gUM>KSj$i`Y-Kq*;kL_~RueK9iA` zuC?g90mHAFq=A+s`5B zehGf3w;-|1D6XuQz)F?}=M3 z98dWfkNhtXVgt3@RzJC%pM&1K*1QP4ul159;5`!k$TIcWt|rgk=qzJ$Lz;~I=Kn=G ziKHrd>o~>OTLf+P+0YB#?5a|}!Tib@2)=y=Mgt;Zh1oNehmD#n5o4z9w3f1gqoPoC z{(F5osi?wyFmp4VZ&qQnZl4>%e$*NoO|>?j`x`}-!bjdn|F7kz)5c=n1c*Ns z>kw1MDwXRZO4(jf{(V1CsO5go|r`K-~Zz7ds}zS>N2&zfVZOU zkLL(sp~JeCM%CbG`b4n6w)ae7P2j!c~ezL61TzlT!s>j;&kGw=nltxn|$A^UIRbLWyqK_Y%&9B)P?1@*bWXt!t7SuEnb{#zewVu*P<3SORa=WqMw?RBlU{q5uX z+uCav4IqSvtZGSx9-Y6RqSTWeleo*J% zZ6jZ5Wix~aB?=jRn1_K1+uGtG8xJfoZ7c$R6Jqa}*`pC)K6(<(h=pr~D^Em#De@vS z#BzAvJh;*en5A#EYb+n3WA3A&=q?m3 z4?Bi4DS(xD%J8 z_s-(`c7on1kWLSGiFcY(gxXSIP)>oJ6rW#EBPQJZ52kYrM$9<6?HiOB7YR90#a3k3Nm7Zb>gU39-c$7F2P1~kUR}fpCosBm{ z4;u}L_5wW{E0E-$KRN<0yhqn%316VUm^o*pp_q!iuN1flv18mh9_F*P#9k0A9)?yhwxvt&IQ|?Cv6iaF8N``lRL_51T%lTUUdE) z0f@Ze21!{WS`ZLuW|5KGsNFpg10o0gNUU(dg0Z#_M+twyFnRCpK9Br@g>Yt*8@|pi zCwfRa?vZFU*W&r#CUmEWloDDsT?YWA%8ly&cJgQ-Jm;naw#(yKUCVQ%VROQZ54dVn zbZYjF5}QJ6_EgL1X;jJQMk$ob6>52SPeWyl>1o%B|GeyN4A_zW7g7J)DtMa&+r;Y% z7=xa@kTk4!&PTC-n)?z!rEO~yhjJ71z|u@_*ZyJ#zOJQC@+4ygz?$G>OyGSDFMpTK zRxN8<75^T71~t6rxXNZq=PW7wzE@c%|DR=G1D&-%Z`?F*jdyd8j}Xip_w3?cI!aS-jTTZ)~Yrrjscx1>WpP-yPas4+^~Rx;-I9 z;_9aT%QOF(e#2eDYCL?Soi|4 z*y7KHIa>tcJ)VUmjvBVhf%wc1Fj&-da%3v7M&BN`YP2RRe#}9C-dPNk)lZm0ay|Ii zPF0SmsxW@{h(q7I$Jf&=zXO)!3+Sri}~N2HDI$Nq7iYvxjgyE=16*fxf@QvGWC42h|AK} zcnOYL)SP3(jtbzyYH4#Ghc#VVHV$(0$CMQvbkt4f7om9b$H)VrBWz89NF#_5ih=RK z{n~ouSS%^3F?+boW?~e1CDO?PMbWjFa-Q^T+E;2#Yx8KxO?CH?pjZ+idJ4PwBaTA; ziEJyIBs41Q7i_4guCNfVka-ekj!)l!#gZ-4i*3VdrklcMw45$K_;ZR)Q}NK&Uf4p* z$wax|2taT!xS4L17p}@8X(^zw*P%k1Zx#8>_M3NM!f0zpw`@%71RV1|D4%K|{_Quu zGDX}*UUVzgM<)d=zwbUrErb%c+)%3EmrU0A!)YlA^HICmJ^yuaTlxBirlyQTk)%Pf zKcxRn=jh~Pz=iUC;%~sfU}qDig3YZlFOQ*EJR3{t zu}X?6rc0hQVwhSFg`aA~L-%8)+3NG;so3cVHHrjYTzEesnVRlc}=5m2^0zxk{Ek3Rct54rVWA43Y$U2zjy zO#^ODe!b!TBz3+JjOEyPAO~ep&3sAQ>U5jkb-#Ux<6NcQ6PY4#V4lg_{Fw|p&^;bT zktw+KQaKRf_)?AV9fd6hC7ORLF&bOYlXHRLs^rjObpi-gXGsp9di!?~BM?VXte!Gc zCzG2___1imJ|Hsv?-o8RSa~`konzmb;Yf64)tn+3DhUCLoELH-l<_n2zT;H|7PS8)^6jG z3eQ7uPS(N=L;$hMVEu40x1%aG$`ApE3z3P^mW&XP)Sz9up zSfH6+5F^?@1u{+9eUfv5&$_akX3HqiKT-D`ejecp8e$4Lvn}5DGC<}H^wdAn<=hv% z^cJm9ZErlH8RHU6(JN<+X#W%2loD@^`_r+xcxjwR!j{Wrie0-l;;*oU{~_#`7U6)a zy{YB4tNx-wt*CgFZ$`u0P-WF<)7!%&wwD2?Rax2&?-8rtC>rp-RSQR*e&b zQ)S`bA4&30G*um+ckN;?cXn-8O~qoTv`cb@_0?#7A{ALM}-{M+h4L&zoql} zs0hyVVF4sbTK7{lUMuf077l?--3A1mH{NC^LY2>q7aKmka_r9wC+Y*qM-FIe$9-(~ zWezd9_#XZYKi}we~)Q7(aDdRug`Qq(Sk}fLX-(7TD|LA7~ zX=)UxYLB@scSTa`mg>pO6R3Ej5+Jmo;>Q;I&qML9&4HC;q{C%0{DyX!HPd_P{9t*r zY}xc`dUEdew6-dGkIl<%twa%7onHsml%CW2$FN0QHEOi*K@CSaAY3R}2=0q4gS9vv zi7!@5yuRZayjnU7WHEf&KY8S2Eqdx6%hCr*1(vMyZ6JFWx87d(=!RRTr>8w>`ttl> zJvoR}Nio`XQz$qo)kjquC_ZN?22P%6E2wXG9}pOG+#b^u^tNJIU0kP`5i+-TQ`L3z z0wpCi}|<<72Yb z*99#}oO^A*%HFIPr*CP>;l^Mq*Ipa5VUb*``diOlF)($cIkg+9e@2!(kRje@9Mj3L6@j;;Kv+; zoT@jrHesHD!s?{;)_$MjVp#zFz7kewo1_(tpjMg7soS_99L%X#m~;`OFX*YnK;g6h zjy#rpmK1*c`R@!{qnZNxzlV9;xBiv8Xly@crgdI`7@QM2v z)S6<-SJ1nC`lUynLZw41<9HS_c6;c6F=lcxxL*}zODRdi8GpNT3#aX>8A=gb`WY{6 zjUoO(aqW7Y@OH&?PNqMhf~M+BzsgU}i?{$P3F_2i>-)qH|5=~^<<<&2LQveu012L6 zypTfudg>x+225A-tWx&&knMACX!BtTCAi6BVMB(GkJRMgWGrpQfbg^2pQe0J*5G8?>)q+S;gPAhp28%8?DFS`5ByTv!( zB-!R&404P`iQ1j-k8pmRhqQ&^Xg>5`t&PXY^17kGT_C!7`v6SWS+G5SQ@^v?Le%4@ zMs9rdPW7_6aO`$a_r}1J(d)_SO`65w;LjbOhB&|u+MYD#`v5AQHWoQ;PlJfu!cKA4*Twp zYJWXz${X=N0yk1aI&n8+XYc4DaXZ%QfE&~S<&@PM1e|@hj-I~5)r32Ezn@(;$y|tK zQGRAjKAm(Tk~*u4dgGRya=S$&me@bzxy&k-v}a(3kn?X|s_5Q!+fCmgkK9s5_WenO zna+O}wr6W$Z?LrO~-&47m9fwZ1E5F=Ex}RBKHx_JopRnr*6k_GYq)5a4yS z`6VP~p^P7lB>BPo?H>W(8{fgNgj6bXMK=*8Z*yH5dL39z z1xVV_UI>At?p&|3?s$3j4zBw$+{+YDphI*jPQw$yebQVu4ZEQ}x*AK?hi_+T`MTc| z?8eQ14}9=}R9kLJCm4S}5flfjOx>K-s)y}n3fmqEvOZUKy1EUPE1kn^=kb=cdRigU z5+rr$ImVku;@I6UK;F0?qCu;1x}&RQQpU2JqS=pkmp67CoK@DCb-hae&g7FFz9mU| zic5nnt%grq>Ku(qg@v2^>`g5htf=OYa9uR|%|+ux7%?r{%qsr<@bx` zI#DJ8zC&$(q+Ajpdbg{?C`L>h#qL2G--A7(LMY_dfZ{{<8qa8&DgJj0>EonQ*Cn#V zU6#_Pj*aGu0j48o+tzaQppZRN$5=zBwY=;>r^`1|oY^gV(vdh%T4I7A-&{Ti9wn;d?h$#4ye#R~ zLDBC^NnGETCp-b9lH=SVd!hMOgAclGh96Z9Wamlig}=jB8$2au@eHTXqU^94{%L`a zNjR#rshw0s#h`g#Xn0d#uQKq(}jMEFEXUfr1dtr=zL+w2H zbHphSwzLaH6TXI0!I?op-R9}ZH^Micnk{KI&-3?EY91!n^Y@qBO_P7yyjjT&NgML7 zjt-i82s>gh@&3Kc%|}j-iFjDO$=|7lEyG|`G73#<7PZ-F-f=4& zDVaJJI-GFHExbPXb0UwVN$2*n-6^+YjZ72Y-qMY3SP%|1IlngVFg-PW%L%Z(TyPMR zx|mP!N_a~bYiPcb=&8h~?2sUgJ-j;-P?Js6ICLRbs`?tS_N(zSzl62)H)Lb>Ahg9- z()D=z%lw?A&yx^d20p6z?Zl)+ZbNa;t9nUOUk_%2&ELz%cj1W>1wqD~#{~!8S;_87 zsZPxTp!u5Mf&quSwvw@VkK3>VO>Bw%KMKd_J46s){DFomfH5xs6}C*1e%xv8_WE7> z6@B3%{d*|tL4o}hoY6U`{B5t#vU+rQ95}->J2A^liQ8_&sPN>>Yo_%!+bXzA;$3Df zuN$)JiMU^-#P9YEZVXOsA4cj`iO`g*@AUO8h7F8I z-=tUzfUmz*lsK}bX&hw*sHN<@Jv+1BGL^80(>id8KmR`%dCQ=a18`^cS-QUodJTo26y;|-10u>oTuu0|LiKH*6!}B?OMCn`q)F2 za6_b_e0;hCqF-ozkaBk&;Yz3&|4waPN<&Pd@Oa+1E2{9YW=kBg6Wx9bgX7M$nBQeD zobcmz!(S-8;i8O`m}0Q>`Drxz2dsjRp}lm7Sk6xS1wC z;qu^4x=R~6G?4d02}eo=)*pcCzuR~s_4R7Ucj@+4S)pGcX_RJhaB|romOLRjk!SkK z2IuV4`i$xzWH$?s`Z~wEE}*aI3JIOC{S;cWa&?X~U+x=G8sj$+#_276Cm6ercL=qB zA8-v#D^`hd??KtEjyyIaJf$C+CYkYmsDJ=P%PE)Ob?--UDFc204z!2*qQ&N#3=nI7<079`98d8onED!QL z=7*`S*2SCt+0#t{3SNd>pPZiI((*7bx%3ZoCrz##y%)IV*O&*PhX zlh3SSd?}GW+}1tZ;Os@t<-2vW^(^Mtm+?>!nu{4~j3W`d@3BiLwxw*mOIk-VXOE{XM-h3=qpMZUtuOoyY~bAn1)b}e5GBbkmD;~ zx%<6Nd2`$^XrHeEpZd);5X+WJk_KkSbW>&pZ#&rm;I zV{S6>_1l=Zs`l{M;}h&W!AY4HljuxTg=IuA`?zs^cQ)iRm;u+|$2(0?^r>JMhcMJi zo9!NAc9Dvt7QHitgQ27~AtFb$P=X1~em|Zommx#7NAxTLWJLK>HhaGx8kOSIMG?uR zw%AU`PJBG6|BcpoE<3}1EKq0yYUt5;(!Xk?^Pi+Y+x1pkNDQT)NiCJTmSPWh`g}=K zdoZz`=U)^{`XoTUv>2ctX?U<7STOiscj^Q%C480IA%cV8++TWnrPZ?>^?QA za%%$S>F_nTSsxvB?AAzah%3k+s*7UFi{XlRQnF0-2(%`Xp7_Y!y+ z#&oUJo@8^fP}TVOa)=>j*&jqoqQ=0DrR$9 z$RWmMiXq0XE@f9n56>|S&7R<9of&T8?B2Y5G}YoEwy(8PxF5)x zt+={U4x%DyNB6Ie=s+kht_M_7kD)d$&J0_$9hAgjl0kHo`tsckI9nnI=%F)PU8W4?Lnp=aRr#5~m~B`tn=D*nzoEQJpY0k9rrFl9A? z?ce~>$l+NjgphbRRE>9w8G&A}tfc6flaTD;$Kay`Ig@<^2(SZ|5tMS_LIO7_lh{ZV z37Dj-(H3PEXJ>DgD6;<)ZYsb>vmFmDQw}C290hQ&hOOrrTpp+nyp=H@)Ka_VyA}kN->nS~={HIj8DsH%9ab13*)95GVyvs4I zp{R}rpaLp?)@UTML{7wNf_~zSzAj=?>s11Y(2Yx>$TJp3{Lr**R4g8Y1G8XNj}qAL5-Z$q4!YH{3rF~Ur(u=FQi}8ob8eLhlWzoA zGtbfn%cvMPQ|#u?*mJ~q%4XwXapLC>a%bSSyPR%Ep zX#4d*aHuo<=7%0P^a^^+goub4G8k?stn`{}+Nj6Ivj$JJ{oFU=FQckIwqt9K=$lS* zPd32s3P1!IN5$;;D-7{pJ24GkgJIa1Un%~uQ$Ud_MjAWTsal^IzjA*qwY_1YF41m; zuTh%**~^6B&$fQM4bIJILx)ITGgmBB%3EZpL?1jzMe)u*99j27=>P)~IeCV97kO07 zxUX;}k5f*5$mkp2;!&a&HadkOgVW>92-%XSRs-tsz(2R#^z|)C zn75j;&&Z1ku}1xw9BPzGDz0T@N^-1_uMm|-6of+Z(Y)mQTBGs0WTSY9OPS)0&lBV& z4y}Ac#n>S#r#h3dq~wC{q3$QX!NnFE<)0Jn*2{(mep@dkL?A)M?;FOR{qpEJqJU!K zOZIeH0BL8+WoY^HZLqV+zc#}-y<69XZbq*r{&E27*<3f~4DCXJf=~rgVBce|fY8Zl z&?H=o)n83eN=@e6Mc0;oQig`ly%TB5=bkkyeQupGUvhA9~@>hJMb1zLVKb$YFLKX{X+|2*{A>uvRIK1VxRi!}9NK@>bmrh1U| zyl?BjmfhIP{ga%PK7mkIu)i>`?*=17;kqCQ2^Ex-S>UtMs=wB5w+Y^5gVgpA%s15pH92Q~c|_r8h*p!`QKJ z-tN2v=MkB%1{D=9ZmB4o-JgvXy@fUNtwGP2LfOSBiFbbw1V?!zLFxKKE5V4+LTNI< zTOh`&_0d2}p-91hr$TV%r|lLh3ICSyS$gnO;96Ngjfxs_KJs^%8B0@Kqbs=Lf><#N zC+Mw8ul&v)85|OjWEdcMld^#`zPkD_kte54_B1l%gE5bkiqR|!exJh|*e&L-HOgmB zZpGEr<&mdI)`um65xUY%GBS9eiV+->dakatBa9SXf>7vrL@_ARO1LXFGDCEn94pwp zypkF?-CzVp7Nf4V_pseUn7k+%l&!mrxn|t8)Lde>cIZwEO=2} zZDEaiix#4~Ou}CHUuYYG-1K`K387Yj(v!t-NMt$z$^fXWz>-NNB;ybTb90kzms52G z|JYQ_YBovr(7xLyo5`%9*;Up)D7*z@AXZhPk!1bU_^i2=rXe>S)zsI^*y1Z)u@ssd zIT$sjK}xV@Gkl2Edt|^HDJU&h<3bDyk)~vTOprbl<*HHBzReyk1xYfT)z*trec)Uv zf-@{GGz4ohs7ZuaFr^t;tVkFvCC#}Nj2F`nUd+vzTBCpGJJe5ko&MC^(HF26|L>aX zW;q!%q6%S<^g1tu?Qyc6a?qs7d zn-=VSPnaTqtQ*VB zKn4AHBkoVOP?%~k%z=}J0|dzDFud?pY|t-1;f)Vqun=Gy2EHf%Gm2Hp16a}Z8WP-6 zL*W-PmJ5o>17%xp8WkiH`jpYGEUe}o<*Nk67{i)HF7};uL=}?erm9sSN5tq zv(fYZxm8%!FT>tpkd=6yQ}JPT)tm3=#3zt8y<#pg`#Sx)GKnyR+kVD!yMwrBi~40^ zm+x9WL+Jw55KRrygVeCSQl^cqY$_I4iTYe_(b$}MmeKiC2%5Rua~sE8I-VjyjC!=r ziAhmgI&c#^iH);ZFWd;&NtCM>|5^+d9la=?D3=&Yjivd|bWkU-<{++v@ZUT0US{ng z277z02=J>dEB^e-=xsU`9T&hqkK>?qi`O&89%wcdoOkv83?Hkk|t zw|}t2CiHE*e4_LJbA5~62SwV}-^f`if35&~0AAKl9u|Vm&qxfIN4}Lx%7C4ODVgX1 zQ&fl*bAc)koPq)pW}I{4(hmiPA~T)TYm(+O(jBxhEuC^8{*YR2w_(3K4k1NOiFe(< z39Pbz?u?DDSz*`W+NHRo1j56~T-lk17gOd`%MOo&?dp2lNU~M5Me&i0x5FoXyR0RC zTEny$^a-E^4C&B@{WUscvqHZbyt7+n^w%8oE$usz8}6noMzc$D8Bj-f|5Sa zyztY!{}{f2JgQdv)tEN{9-I#)DYJLx{M>**CTv1U zyv-nI@>yJa$Ch*yTH!zO_vf>>U6)ROgm3?iSbklca0DW zT@=w8Lya$kQRG%QJZsA4^g8TFQVUSVL6)d8$o91)Gh{RgPwO4QVox&#WgaK{hOSS* zml#EpH#U89r5+p*vVx)vqeQT6o3Dz13F8SbV=#?=kR0Na`C813`*U2t1s)x8sZ^H` z&;8Q(u07;H7@5eDbyj9LWC%5qWMctRI5fT1S|c;luZOj$7WMEP7uz<0fnfqimB4os z1g1%$7*%+Xi|Ae+LZ;*$EeF8njNpds5Tq`xe9aykR?B8|^;H{61N4TLU) z{TkH3b<5CrI2kHg40^3?r7JoHZ#ATDJe06}hDb=k+yA@ZMNN-SJGJ0N&LH%ROQDbR z%hqTZ(t8 z@m{eCA~Mutrc9)?A?1H%rQ`DdnMKkA`Bl{|nrumU#vsa`@5TRh6pbLZ1~%DgiMME| z#rM1mhSb1YjggGSr9xB?o%2ijzAFfb&@P0Y=dK_gQqyP^^^3;V6D*S#q8avU*Lym? z@t3Jus#u0Q69?Z&s*9D)q*>KKK#Xel9YVI}V_X6Vk)Dt;2@S=IIy3_-#Plv2P3yU8(@7$Y#}v zG~j?9E?WFOD$n5jNY*ztLLt)s4|0$B@CM8$ao0_qb+Hw=|Mc7q%)1@3oiXNLQ|PQ6 z8VW~EeQKpho)iLTP2UW(kqN-J@^X^pQwg-%{|MI*TU?zJHmQSxkWMsLhbIv?=vsNj=a=_+Sr9lSvs%kpN*9t5cm?0?aeqtz|U`J6$H< zRlYOWsC?pdVr7WPo-V!~fnP?1Ip?D`_RYa!`9#SeecJIYV|wmjBfsz>PGC($n)YZ7 zC!t1>XARCZ$Yni@nvQCY)LouMD<);Uwk%do=AmDZ+8njqw+r7RP-i^ zOqUW7r>HiA58>V{t}X2Y>K0aw#F=OH1!58vguCGQ*PYzhf#3j z4oz!?tIw%Mbt~Crn=oTV^rkHFeh-#yyVhO~8wRW7 z4E*Msz@rTk!kBO1GSQjIRc^N$aF&MfS`1QVP6Z;1vI^5NjNgItFN0jU#AK>a`EWC? z(qE+xGX|t<-pL^E+9-bKD2WR}pKn*_D;yg#v9kMQ?roJVOy51zW~Z6{i>5G7+V^v= zhmCB(H+w`M0sImSw7m>oTsRQ4fJlLP0c=?Y*_44R_^u0vO_oCG2@k>R+i4&pCt$^G z(KZMX?dlg>@9+N^C}jey=xCqKoQ1dbx90;~qF!*cq@e?x_b#||q8WfD-rxtcbliI+ z1($-tLp=ZD5^~Tak(i$vp$ZczY!_25Z#X7LUIuzT2TM=d8Kq9=up-hZG+WV~(;!1{+Hi zCsaboaxwCgQ8RJuo$9LfaPLl9?{%mTRk%j?fa@LA))n5EHj(ke7OdlbCWY(mjRVq@ zBY#M97fx)A`AFJ~>7%usozQ+!o=>A3tIvN92wek{eDm8hmN$-pH9;D|+A3TXCs0?M z1e8!ZChQDJ0t?WliL5eEDzGZh#bG~|6hKumCB`&`hAM1ohCK8+WiPiy!WN6T5`ZOA z1Vu||H__8{MQ(@mEi0;k0OOg6Z#Hnn0p)R#QEL1lN}rXXV32a+O!bj5;aBrKcq8W= za1VU(?2O28bE<4UQ4)Yk(43RY`fk2(y3J(uW+}71?p8X5M`aC08)!BriJtl@pFt@N zYNl`-r6)v^6|9;xd<6|ls;CC^fl`-&A`wB_L??iWr)H4tk_mbT$7=XS3QWjt*LFV2 zkBCYnW&Tk5D3SV~&V0g9?vc~RcH(Gmso0`F{Zxk^S@PJV`NAcV9d8jFKoonQKEuT_ zb``NfjftpP7QwNK71q|WI=6Vx7YYvyhiT%I(~EET=yF+(0jz)HnLr`ivdUo0*T_jW zus7(iadt=ou=mITAZRg*u20a0xdC-5lq53HCX@*<;Pq}5(!Li)f&1SXMKNYr;!QwC zGH1NwYHZ+^35%GWFg7wEgTGOE;6_R~kb7zOq>2 zj;1K{`jc%6!4#?uG=CNR_d|#QW9*_v9UsqsvC;Ys##3G-otIX$$ejHjfuo{*+k4jG z8KWahzvq;s($EGc)#h1nIC6_hk)JqnTbMAry%cyMd$5!wr4oElml}7UWcqT63pB0w zkI(Qf{2b<^8O^i8p6Q$2Sd;F*T<2ce+hSWq_V%UKyq52}vKouB`3R&h$4mW8JXa)1 zNG6rZ?u9=EE_t{>%ZIFZ#z4;7Vn;1cVD5>Q=NqL z*CBG0n4(paw2C8_ARBX77_o*xBU+YTlniOvwoz3@ev*0NHAh|B&9FKmpo*=hD4{7q zuM3Mi4tE)_+xrT{snt;VshRlX(gWLWLfTwF%O_c9fu1pA zg+SuA*iV@?fTTE&+7?m=$=VUC;I-a?DA#p|)-t}uqen;3>PDGNd}6#ZPv2_-sFVOB zsAWW8R)~tFhV7!4wa?REJPRUE8?25eXxSu2P=Wu5qout>5WuV{SWrBu`}^jnH>h-% z=j7lG)$sAloR*u_9O5xJb#VCnV`P}HS=&{F>!CFxDTi4aYmk8n>aYn0X?~-Q;1~yI zxz9SX75LzQ6tCT9A>dnPx!zH?duG*6ccJ9nrY!hZX_O_~Ms|_QM6++SC5crUpWLD; z``M&asjjqV`b_JjiSAtwAGrQ^AR0RF+B{`E^6CxnSKU68lilr^*!1LCm&U8~3Ok`R z^<&JFjiH}hoeq~YX`Ac)?pu?%Pjx<(?sn`R(@=L3#N6!%Y1xc5IvH|4pk?1ni?q{R zY8<7ZxMaEfFbDL`=VDCbGN=4Q)>7PY1ty;dnB%mk(|Te|NiKKfob$+`nDDxAw7Jq` zH9xx;1M8+O&~<8H#H8JHzI-0&YhpQ*xz)HMXvc7*s7O-ZnMLv^-1R_` zpFEGkny)u0@^em8lBaJx4+KrHV}>9!o@5gLKqC^;6b4#}N}pkfiFCctmvyMCFq0*M zVkCht|GEnV9yw5fd&F2eH`)n4b=weA>tXGfP_n*P@yW8?uNK!@^RaEKDBAmJ{_PQc z-p_Uo%pSS%HQWzoV^^a|*DGpBbELPkKd&m1VtnmmhC}t{CX!GLCMsbl`Dhn;{~JX z-@U5TZO+A$_aSk6OyQFIovU}Z-(7|YTrq0 z?;G1+J^>ybKL~qI{$}sg_Zf;9I%1;6#Eg?Cnk4 zun{EKEE5+-Yx1VMxvpU*0^1KB%^O@APELPCATi%veWbM>dp^@*wOiAT+$SbwrQeyd z*$zWV6!AUhV|NPmyn2KEFr%0f2s%pw z274%U7@deG{Y-?+w3k22s#fpH#zf&_K^qmGp>Z*tRDqQ9Vg@3}k zSK5Dwu~BKSx}PKu*zWh}MZ1ByPLtX zUOrY?*iWN+<@S*&!?!o?;)7dtC7|(XsB+kCLnr%|R(>u8=zCrO$fH7jSUSIu@NcKR z-y9pps}<|_eb(F?o-mrk{YvS-Q6RYYjGOK0$2($CcnGVo;x}0llrI!u;>2pHZg)r2 zZrHwaJ~vU}1j_OQ$BAt#e&Aoj&kptCCFJFU;_?N{;hAJTzaN=RuUTpMdfR2>TkUnC zH*#8f7XsRkqo*_GTNZmBEDQZIq^OlmPwZgrDZd=l@>(nC&qaaNw5@07%Nb9%KR>;* z28NZPcS|MEkpOGq52(9T5lx{3wHv0sa12l3YjU2kEFIe@f1eT^Rk-8U%bU#z`5R7y zKX7W*n*H+Fh-#{A-784n-LfIjcOKz1>5GI$`&}L5TUKB1`upIS2H@`MO6)Z74*fUd z!AO21+y~a=ZBm}QCY0J&-fb16BpSNTD3GxL!H7LF7(i%4dfP>A z4NOfRy8OS!GYt;AAdHQlpMOjKt&z;gFftL3QliDpZeGmt{avT`ar0M|t6*IHo7Et+ z5BQMe=f1dvFB{_MAPHKwtbBXn#5H*#%{@%Q-i+A|6)Fw3=Qevd7)YwqL6R zoH#C?<|WCkRmnMi$Uh8vc99qZDzlGymdZ?Z7=7X(@lM~sub zzQzv;NKMAu+r~@*<3SFyT~>%mFDDE6`q2z-&xb-Q+miH_`1^E(oPDQ$N@S#2@+pAJ zJ8v3i3!hU5W_SEo9-immNf4q~#e&uUHxk)Y$D-W|4*)sRQz9+KThAC{6uyhmS> zz>$vbs&#1bfh9DjN6Njo^tv zQW`P){oCF~<87tk_H*|Jn@6JX>{@Dx zHO*j`4RH+@tY#c4_R*>wR{gs`K&BHt{lvLO+;~L8`wsoP=zSDe+WCB}Mp_e9|5_>b(m50f%&M}kO zX@0^rtU#4l;2U2eU#*+=a}!TXrwNDB@JTj$c<4kUi*S-1u%Y*?ELL*Q}TtW(u?GNr_78ZI^3Q3&TjDl+nl(YN_7RH%R6l~Kp1ZvYm;aopEvz}mIZz{JZ z$WYm%YS7##LgmFHDBUeVId2{_$W+zR~#40|#nAPY$9A3jp^I})6r?R2VK z?wKc}mc*%Y>qj1Sl65`?*i3M^5AUU1ho8UY&O8KJDjGD!$9SC6gQmv5um%|L(i?CD z@rgFS{DXhbG4;vXa4EAuu~NhJp83decKkd`<>JQ!-sPk2%R_GO)rFi|$Im%?0jMX~ zV?((KtyrJUa<-Xivius%aAt<`BC%Tb*$Ae-@^PVY16HW@YSl<==eVTje(#AZT>)uT zr^`iso;Eco&(4|Z%ttf%-Os@FevfybYhsA`)ipJFOb5{2Qt}R_i`kvG|1igTm9#|{i@-i9UKfG4uDy5qjKM4ISiV|M1A37W$A6G_PN@&dbG1B;>Hv_9K z&r?5!-a?=;iJpB*`hueM-B?qvxfUG}}jGW2gXG&wNFiUgGi6ce- zBEhmBMor6?#>Ori^=zS{@~d_`6mG^bwkDa>;wa4Rw83HKCLpXh3wjPaQd`g9Be<<} ziKs%Nk{5TyA*cK}^x-+;>CKxNrS70i8ocUQOU zBnfV0obCf=;uK#A*$ECun4k5pNSb7|3bz5)GdBm{sV08LdF32WXC%eUA@)-Ibad;# zk+i%q^DNVA)gbusl0_EIH#6Or2Mbl-uGL%mSx{u_-Ez>=q?1~`B_tdo{4!lfDVtRE zJTNHlr?x(sFFSJ+!Q3%mNyu%7RVxv$iVvEdL7)ryZO=&(E7K%PsNtKpvfx>^S#-Ow z^3*?hWwmpCU7xz(S$E2EkNt#aoa4|#jr(?HZ6#OMHF6z#3I^eEXF5Nuz>8sGnvY8F zJ)>bX0mtn~x4hR36QXlZVK6Lw4ir|XE_?|xz`4G`c9Cnj*keXbfeBI1z8jrPd9Lt?iX8sFWK2ee+JiQK zw>G%?X<6`6Zy)pd{)wx)#rUGBHY3daecqG%bL^D0%uz&Zib$)Fpveu``|f#f`wJhw zy#4NhaE|~+MnuGOp@3}LbcfPxjkTaW%Ba#&5a7*{u!_9CV|3nU?w~QVz#7EIlZjG= z6&))Bo6VE?wLQ8pCtlgS8soLw^U2YLw7=Fwm%<#-O-j$d2;Wmc*@)^A6GEj6@-Nt1Sw({|;wg+-D|HGD#ffCls ziC-5q+J^)a2+Q}(FIsq=yns7)HnF>>vv+88cZ}!z@a6N&PPEFPX-T5|3K23S6_H2z zXp-2^9mm~}{)SP#`n}ej&TY@6Pza%e$Ft>x-1Wc_!T~}K3o@q$8}QH8AXH+$p6k`B zJYQo;W#x&bW@ibr?>wj~Tn7xX;yd1ByZN0D&eNgCjd-~c*6A%o6Ijt{WnA?gQidN1 z=k6qV7d%pY^I~u>Op0J(QE^4rZpO?eDdQiVr(Zqe@NP$Yc04~k)xrCNpcsI=%_G+!{m&T_;0k9jL$VYf>|B&5iNp zy>*cD^M!v6ty6`L=xr;N9RM-;K5Vq23i<;JB*+E4ZC=k8dF!kD+C%gN=z0HF*ogNFO<#UgcE8M*J9 zSQe#T!%mF_1Jn8v}I~rV7 zJYPx6#AG$*1^cH-_q@incGgt8>^SUr{-woo5I(=eu^isj`NrH};`%;wL5^IQOqUS; z_D#t(!2c1ZzNoT|fnP8+f>oxw?AY0T-nCPMrztj z?ZHNj@MxvI$9AfDQ*r*GbOKeq4Ok^3&{LMTn^XAuGk17xt@pLvMDM|B8?hb-d2cZu zp!7o7P3G#clBd!dfAc9m8Vo_a?x{n)N(=NuEED3QS*&=Ys06{UqVHoX`tYl%-~C) z04pw2^13CAZ!T0*F)CnyGu-c)ucw9syEDjCR$hN9@x5bIV^@(A=ezW}0 z^KF;Scx}8lDu55m(VX_)&hpUr%rt`Qz#*GtjuUXe*UD;8=mH!G&CJMXgHYN_anQBu zc`jGB#SE26{XFZaHMqC8cipE{XK0&SD3nQm2=&HFBF@2)FY%jAAG$3{j!M|8@PbZq z$uOq3r|xtKdC_V+$UHGjG-*!?y+SF^MXx_j$C$F|`fLaALVvXmlI*T`EUy#{XR5Ha zVu!s`Kby%2=$(Vk7)ro<=Q)TVIPGsKotVd2aMY-Es_F18V(mej8l^TRl#V9SyiTrIeSFN7#S+ zf*;&^K^dw3an;y)Hc6iV=+7&;T3YFu!eDf=N z|HD)+?rR9n5C*ISPs1-RflEUOWb6VbnJ7R2oO$PfmqrD_l!+V%Rc|RYRP3#LQq2jF z>KD0UqqVyX=IsInjrY^T?Soaw{Yj^RyBnkT?V7&dz0p*G{B4r0>ot!sMtN10!+e#| z(->Yhm#wy+pO8JV|6YDF0vgHi7~b3n{@an49;n1P^s2D|xeA8Xs>2N-PZ@jYG+UlK z<_2d$G4~M%H|*qD;z2m&#tNd%d#6aMX-YUb_A#XSQWS&-miI-@b+Gk*T^xGj--{Ih z@m+dr!>rE~yTLChNZ00dKuwgDfD#wYB93mvrjkS5ZH7^o)vtFS0w<}QL!t|!%uwOw z2}kxA04r4T`qX1p){U}rXZ6xbT$Nhq&b_zMHkV%wT#x*-HlxIh`+2UQ9EYeYYPvY*5w5t^tVc>pFqJoP;mD?=Xa&Qz(C~L27KkiwK{fK{$|pi&I}aJN+r~ z+vThOKO3jjRO(TW)mS$s71|u^3|hr&rPkY=vyo$jabgJ9-ulB|e0T{>$odYtFV5;S zMf&`^$nQi%Xbx3$A=O%;ArS-k{p9<* zsT1H1xPE35xq~FICaMA}=P=@%?ho@n=7GEbUG()Qe2{{i+%&cn^aBIPZ5V3i&IBYozYk}=DX`Wx(x+=o}s<(OlW=$eQK+;xtMNrlaE%brZwi zaxC+BGxHA#^P9Pc<`(M-^F4jQFaSb50uk`rPcy4|{{Y;ChgHM|9GRK8I$G?HA@zUh z(oSp_8}MgjaW-D?g)-NP=6(A$SL17!kwqH1BTY-BCXb6FIYhA~2)d%$O7EHLtp&m> zKjzrvmBP~88`Eg~#{b7P#baLzbkytb;l2MWgNti7edzd6!I+41`p4ka|F6NJfVPk} zADDR)(@BwePiHf$??*W-dEx1C1f%R>n=7|gFMkGPA!JPGws9f}o(dI0Y8;89wc(Oq zw-((((hvkN##I=+V{WvL$Uh*yMV2g_l8OncVGePE&xZcn8Aae|p+H=8&m!P&-%ftN z=fd>$c$#!znBc$H+HvOBBP3Q=s6R-wXTGkGzG0#cTOQ(@_5v5QV zM}qiY1%C>x5d~wDyC^kmAftk~_~b1&_GzsH>uieKKoyKYyH$uQ=#&=DA_5GMw_Xdu z{$)i7w^DiGR;r4E`HbQ7*D<>o!|4!kASuTpamf*aKRVFXuSUgth~_>d-ziKl9Sy{l zhzBGVRYMV?`)7>^(Lg#eFcK0{3mq*luNH3g3>+W`B2LbsgAK8}OaG1TUcteZ&d~yq zC9gqDRg$es6x4qc!_CL1twDs(ab4WlIG4+K4)O0*Lh}x_Cc_Ul7Y`R~EGZ2dM8J~C zNJ?&SYMeJk|HL^H!b`O`@II>7(D%&m-`HDhWai&j97ABgqxUl~v9KwGUuGDqnY-{LWmxUOaf1SoV&1Hz_)~=OH zuO;}8r$@m57f%nVdAXLz_x{Q;%H{X!4_1@DNK)aa@o!?1lnIGEkgSXXiP?`t00a78 zT(bJ+a~@cK2@)cs?1mIK`a$FUE^5z6fG}I!?1Qt+&zsc8nCMsk*nU9c#r8%3!m*6k&7>pog%!-e%ao!nyyuU6iC?H6bQ(yn1J0Xxb5a>I{;hCqG zPV=i*1N8-mZz{lY{RG*zC99J=8)5!k<%jA8;aq;3abDM3i+?gp0E{@qAh+`RA7eHR*9&%#U8QZPIVk)a|Y{u7po zFWJ`ZV743)8E?GWq~GuH&N2UDT2&EXX7+!G>#B%KoIQm{d07|=fLP%! z1L8_TJeI`zXT{5xJqxZAj1vg2>15FH4a608((Sd)E1|Xc*PyXAbBaLHI_tdemp<5V z5Od;wkOfl$%1T`6)Dw%?Qz9={NRLS;P`Fc7kJeXi0%88~ClI|7fW{kK1NazC#99(Z zhyEYV7&qB>dS=$zmv;k#q?#6$2NiFKJDo1?^{11mhOFkwhx39J)|1R$n_JTO=Pf_p!LEd*8R~^E-^-@@QwtCa@ z^C(I9%qa`9^?w8`sebXCi$6^Lu(vl@}r?H(DW`#?ycx%GCT4|?saN5dY%%aM@K7k&4f^LOm<&ud|SOYhn zjDZ-I7*NyfI&rIZDuf11c+$1ysr7JfI12yXIek^o7$eR~5x6BRJ)J_6NRw4WJ3$U` zJO?wuQE%lUZAQOSR4I1-l}|dEm3*r^T_R4JO@kO|6JMAzpN~o4VZ2l=Jy9Y*Kcgp4 zQd=G|bcAs_%1)RnmwN!A1(P1N_G=2& zDP_^wm(r}7inwD!M*Di}Zi*-WI@s)QFy;%Pco=q|?Pokn9QAx&`D;~UJ{iM$JD{?z zJbSh(H+I^;y-|S1OX4=^kKQVbP)ubDZj6q|22I;1(Rd#Yq-@DP{NR0>e*=s~e_r=H zHeM>|`SL}${UCdrbmGijMA&*gv0h#A?8M6N?6f6@!S1g0D>mq9M)DahPl|{e5du@S)dW8%|nvr!k;UEOZ-Q zM(0@KkbId5L7IEwJaF=1T!+j-q;Nvqs*?{&w2}E+opIXl)X5o>h@Y#N!f3Gt=~K!e z5(YsQ-DR`65Gk}X_-|+54N_H)dj%RGDYk3n#tIJU!61NTz6(*w?O*=4>%3XKluRl%sC7@=iO?IX}j0*FS7G1{v{P_5Z zMJZX>JsqR^LqBF1UNBzno3_$~=UMdYmC&1Rk2a)!PRA+UawRtg`&5O(?=V&ZF?|pH zAJ>n#m42|~LsXzP?V2q)s!UmTI1=Kz#oG< zd>37FWwYL98IvSgp%~s}P(b@8d-6-#QSqK;iGTfM`b2ESLJ6rwy!P< z8YYt-vss*1MB_#vvkBuV+U5Z5;XKP{+L19EQN82SDEZ=#mtXJFpbOV?@_>RO3v8d3 zEnliSKBTJ8MbJrr+ic43*FvpYnid#X^@r43Z@B&bX&6KT&t8}#h>jje{CqbQX7G?& z%)8dky_8%Zv%mO}(n6#C=ls`WY!2df7o$%xb`UIfW5J!^!}gC08J>X~j6&el>0(dq z&LJ0G1ywHl`p2$_u}X}3^8Kx^lSE_hTe_K#$L6ehfT7qRGoicW-qIl%Y*eN2<5%5r)tQzzIsr!La7`7Irpr z=^SmLRwo}Ff3gps&*h3_mH$qo3ICV{FfEx3YUx#lgup9eMXwl~3}vSR-w*Zt%F3OS z4|R8&(FI0`!0jT;&9K6_{?Br1eZM~Y!}6T~rtq1y{8fVZdX+jg1?5-LykqkFfPZDQ}=&a|9Iv}5a~(plV8)mAb49%Kzd6eFPOJ_KCf70Moo99 z5k7gOuA~i1aE-f8Sl4<^VuL%ghiL}t(DpKoZ5yh%Ol~+!goZQ$yhT`mWFX_s>%s>$ zp5Kh~Ry9oQ7OKSgkL85#0~S^$%&g3nd~GX#OQeN%{ZAcldtum23=Er-G;=3~W+Q1Y z?OYQ!X!gwMp_G|*jVep1R}{eL{fju4+iSM2Nc2&Bs%PR|t!M4tB1muEc9d?Mao7?x z`}6FLzV<|gR;L_L)+Gqgvkhi&sAk?_Jb60?M=_fnEfca&^ zYYx7{el6wV}biNn^6u96K$`HEV(4+jl;!WQpE9+UM6>jaQk1Up#~Lo1eLd57&P}PwbcMj zg6b-N-FzEYOP$41m8TcSh@V)7r6c=K=GEkb>9qGNDvAx+e5r2+GU44*m;|8baY z*z>33UWJ?A?#I!|l6v|ri~>(LqJ9+~4{JM3Ltyhr+@sd!Bi=3j!=&tE>HQ^v{A z4$YK%g<&ZUyhoMdnPFbZjG8Bucf$wS=N&P$#bx+5KiO_L;Y|ISz$wl$Csm4xmj`Xj z`KjHC308AHqTpoZDT(~n{vi3HEr7p2s3XgIjP~029Ov{d)0yD1B7b|B&#Bk;nLEu_ zf8m&~m31YvU2?M0@qVm867B)P4dEm&cn4UKnyqp)`f0wE!}fs?3tP6^;8U83e*P{T z!K2eE{sT_aNVA6lU*`FTi$cyKXXHz!P7@yyqNwP`YQ2mYKw!iPxz|{_+s{^yk!ymY z>ERfm)-Str%T&*nr;N{~LoFba`u~rU_l~Ff{r|_4Bno9DyOJHs=9pR8D|;0V;n*CT zP+6fk_RN-*gJaV$a?E2N$H-m>*_+=vm3qC$=X3jgKmI(f@wguQalandlccX<8W9~G{nAvSjSyG|aQiNwzM)iREX*&e#hj078GN-g zvPx1Hw*1g`>j*ky>Z4PnlMKLK&oH@Le~uELi3iFrSX!tt+=hkoVroy0d2pd>L!12- z5gL|DS?0{PjkqF+qbmhvGG=ui@|mn%E1|+uiBGi(ZqZ*0D+u4ap?wWePw6Z2ZiK5l zeEwj9adY9>wqMqp#vqkj*TQ1+LbkGc_I;5XH3N>dP~$QG$0g=Hw@N3Of*E{U*IQKE zBi8vEFmwG5GA(JR@H3paCyRV%f~DUij7rd7idb>gpvR2sQ0>go=~o!%Dhb@mXn?!) zRC8n{9E#Cf&=c7vYk}i$%^|Fg<@t84Pp%iD zPgjXxA(M9hG*z3CWs7XcX*+@+p$)i~oEnQT@v($D1B72lto)}25@E$+GlfO!Fkv3u zjA24bK(aYegtjDj*8Kr1S5?WX3{-+ASZG@9^ZQ7>Jo7xBE;iK0#CLUCNYX0vqNGr^ ziac9gUd0jNfiSlG^1{cIU$ifvh0?+=*RTBE|9|y$4m29^C^|yF`nh*vSdOsA6+^pfp{XYMUxBNxE#NAp^vb$Grm?RPp+d zcN}QE!oGn!B87a-6Z9Wsez*Xv0wJN=$fzIMZ67V6y*QYP(D0efS&BM_;$zja@*Pjw zh38uYQplU#dfbJ1McsY<<8#vB;_&9E*O*cfehm)(xcuqKpL96rqV@|Y(bX)t+Y3yw zdV0x@=^w0oKeAz>4vURR^nx$n6B}3YLzKA1?eAD+fTRPF0y1wtcKwMMHk>)aMY>HD=~eP_{+Yoi2HS24W* zH{M-k1KOxZ_|0z2mV=xs+Utc8Vz%gV}*y$`pSGHr)Tj8{i1XO7>zdE+$G8oIwR z)7JKe>Z{b6&1BV!wef;S7?d=`( z1Nq?sEvxy?#AW^F_r;^JV7g$mG zow)y#I{ntuQN>`cSbrckMP0uHEbO-*`6#7?tbaS6ufgafvuo9v@L5IGd|KRjHe|E~ zlolVKcUV8$;JTza=)ciIDQq{>8ezi=_4`jX#8^uUJu3~w?p48w%cHJ=(=9+t_t1h< zN>&%kB_K^|ZiN#@ofSpKbWSVnVu-hZEh$ip-bO$1>Ik$7YF#eX|{-~W1c6FH>(D7>l6wm6&7 zr-3&QBz_aOvTY_bENpsmYrab>O5D2do}WwR{yl*Ennm?QojbP!xs}!4+IVL8`c4`T zFzmV9TU>Yv@!a)B#@`#`;8R=x(r9~OQF4mh-5vsdt)rfGa)4oa+iytLHL0(4P)q0P zlAi5>Te!~IkJsoGIViA;9v)BO0#B3h7oW6f@I3;HFT(6lBc>mp;vBu1z}`y6EDm9z zL=8lXEi$l6_Q73Rby$!#es17z+ft_^$80_5VbjhoCcXLY2Nhk+SJ387!aR*QT6;rg z!(e$U9v2{CX-n#fK8(YxJtk^X5On^Jmf^@werW zaXk@)vR_9DKf4;zXMta$3)GdwUq6>jcRIB-`|Ta$*4CCgdgSvd7VWe}UK>Tb@JN{Z z{JQ8{z|Y;dJ|S}2r^HP}FPf14(B8GN;oHoA3ltyLB#{|tLQ*deOwl(k+Ibb}BZT4Q zt+o3=N~NX`pZrrXdCI;Q%TT{3PSQb=|CoK%VX`TrrEn0VceC-PZOzR;)}?|j7i@Rs zsW%=N_?m*fylQuSk;fBUCa3eaC*m=OC-{4KbxF*wmw~~7xe@ct24Gf!7>uQwqQTcQ zgH-440|noj*xhR~9}dgWJ;=O`snUz|>}K>jZt~;O{#oHu*iXlK!xkx*ZIp;b`HTZ% zb=vNTEWVUNjC{Ui#a7q2jWRp%{TaS+eub}M2-&y470XNP3Q$6bF;$WP_0^v+rrS%* zk%wbVO1aMvC4(_03*i?r+dE%?|ChZnGwo#HvAm*4)M7Gu|Ac> z`cr*8xWL^xc=Inz_%Rzm?aTPw{4K`h7;-6fRRz&jW?Af;aSK8L}9r-k1tjd^J5~%|xn3ep4V?X*$WXUxZ znh3m~819`MG-!!Lcry>Sie}i)yzom1vRxPcA}t>?v2Lm8B9P{tGjRG3OPGAsrB6Fc zfN3W${-0RsH=os+E>UH7b{O(MpAO?kCyVsUo12?wXJ<={>%!Qt{!@~@n!8mDRw-v+ zN^<;<9-4AXBBzf_UH;>^0XC{g8UfJL>c*2@R86i37(FuIl`QM@?;L=XiYuH<#$&O2 zjC47>&qVMcoHmz*{sNa2cprp;g4TT&UtSW_1}fTNg8t(g9;aU*y(V1sc#~UU(ib?a z*?4>vOAbyc9_=NdAsfqE+&_im6}%6;Kn4-lZ>!)aIsmM?IzhL>b8_EzZ=B`B{S}C> z8Ic?45gP#{O<5Wc<0DgM+>y^36+K-56q~-pe`{NiE`}31N;Xiz$ds$@EaFD>;Tm#N z-exkM$2Ph{cEzNOFLX~&=j}oB-DSOW&1p8VfY-1)^iXehxBNVrXtM&thYfC7q!ng5 zY=F5-o+8m4uZ)(+d7n_l9+S)RGwZTzh|2QkWEbn?88F9C(6|NKxMh!!hbiT~mhK>0 zs(klNHdP6Zr!wCe8vyc<^w&>8p57o|bcTp=bF>lMksYJ^yDywuN*L)<$zBcg1Lc7?YegBDJV?(1_yKQoRR^>f%Ek|vZ_93O&26J3vV%*{r#9uRPID2|w5RPaZok&| zg^`r=kSt&l;-@Z0p(#Uj<}sQ^1xst<(quvlLFt=$lL?xP-0TmLgXrjl)TV9%A$3Y0 z!w+9sX5nNdUT{T`li}GjAG={vwX?x@J-55lwL5YC-M9mmm62*a;ln&T%lVyM=iTHFd=Og*AlsG?!L6K7IWM_xrXv$zi641h6- znCw9>4p-5uM@OaP1y5+Ctg=`m7`H#IlfzBUIFz>Zve5CRy5A2!(c)$HNXV=gsi(-Z zkY))A`g^?9+0LrC6ussa3Dq*y`7Sc|;tL{ifo+wpMd2)vr;&?kW!8!ut#UL%`aJpj z$3^NB%tl{{S!o+)MOD1o@CW+UGz`Q(AfiP|ckx<2y->A(0Pp_c_qhU>P<|mLuhU(T z4Uik`1|71zEIX4xnPy%cIZ+cTs}Gue7Nvz4J$ zKp=$>I-3ioDzRm#4(6pv^)Fuos4c#pW$=BGDMr*Nni-A{GLV{i#%hIOxpTY1PZ}GpMbT{~3)bH@n)Q_O+6hVVwVJbwZ9W z*u1BkLo*?Y3JNuIafTHTu|f%BL7B3zRd}tl#1YnmdcMOiCz_dcO6mmilG~1w?yjxt zWzMwHJwImus+`A`JY1x^BgnXTHc|Taghnu7E(B<=WQ1OlBq+Sb%j>UsA?2Zwq#$o~ zDBh)K#t%wy-ApJhWX7K=yVdr7_k~Q3E5IYyBozuP5{%@K<2zEVj#qDzM;NbiZQM7^ zR0^-P52$ltG43_vy?xa-XoD`vsyHb(V)1zPy%^F}Dl3Z#8rx`&I)Z`%tSnSXI>2W43@ zZ4lIKzAQZb`gD8plzywU9L%}q;O{=m8{%S3fpMOhmM{LYO;003L`z^efZukA9MaW+ zJcV$Inai~;q-C)Rax%!;g+VCnCInAMFEcf{-53XS2s(a#O5N8!yd7+NTJrdxyvJGNxBp@y{F7Ju0&Kz5fcP~XS zNBwm3A;XrA!=Hl4NNt&;j-H;@r`xaASy}k#e5vrCxaBIKdi_3a@4-oph=vBAxu;Ex zz{C1X%*oxG;yMzE3}q%AqoSZI16%okc3joFf!!rQdH+MtPQhs7EuTZ-|5f{ifjtQi zgWTV&kJW5pN<&_&ZVUK4o_!@$lk#;Z+tF4koX1{@ICV^slDI#~mW}^ipF%#M<2Jm#$A*AMiyk8LifRGnQOpVcWXM^n>Mb&Kn0`<g;?+~xe)0FSqkMbm#9Cn3o}&gH z#4XyHOC7p*b!a~hDv^V3VjJl6JHF<;pb>GVcgc?P?C_|J;q=`ZNA2cH^YL2O2=Ana zJ=gmI$cUO+&GJyr;&V3|;mJysjSWPP*o=he)8>~UHHC{?(mu_Lfk`{6;{A(X)@_Os z*Hu;6Pj_G5iuGM7TFey5q#7WAw`hr*!sV6O9?x`5ZE=qcd3ME?6*%#pRtDmmK(jgA zYsA(Tn{Q3<(YvzqOWk&q4BiXaI_uda%rp^A+(W!NUK!42%BwXwgY9-w6yOnwa-T3o zIrN(BJiWZ&x=cptc-gL3A08>PL((JBgXG^U@c)6$Nj@4Z{6|_Q$)5+}%4v;aNKZ^m zeEas3nuPb_`(PO-;45g4_}3jkG5rGL;u{Mu%N##W@6+3pT8QIz1DcJ`(72+?)6;VJ z9hRb9AhT8PvX!sOn%i0<$mG3FTd1rk z;HrA79ka2RaO0~&k(p(nJ}u&_-ZpHb)i!Y2g*U-y<4_mbp$-lmUQ^a};5HuUUY{T7 z@3HY9iLV%y?>)xrPut~^6O($ zHi$3dIpJ4oOB>m3TKTZAS!$~H(HuU_MT5LD22bQ{R;`9Vbje9HbzSIQkwSRP zBV&DU6`jZhl@P1LU;3 z_n(<2Cb2dZ)29CT2zl+Bn~N{jW3mI)&{}Ja=R+g;8 zY)!f?;cHdW0Vn%KnlAEMt{3Nw4G72QU8p~PjCz-~9Gw9&=@!UFpETadbx9(7xK~R^ zcnPx`>=9B89YW1(poZkl!%tOIxdLxNxY-iG=jTA2z+vHP1O-k1_v9HVmKy|8?-R&0 zmvgUT{}&7G4=?w!r@#N2G75z7@$$yR8`s`mZ8aARK3nf6fHx|hO6jc)KlK$4Vh`Z~QF zUZU%=z~R9&1NVqWNGpLphj{kxpg6&>@GQOQ>6dj4fL1k)`5t&6zx4A~D#ZzYo~)4fvVVl$5QBQ>(miYt$LS8MwQKCTpoxdwQR0PzIX_0Z)?_MS zKcegKd{9p0no5C#K`J{dc_Bfnj;5wcm_qJo>hmwCLw;NQ zbiY>Gt~kA2yexpmJWBE2vl}%op$sotdwjxI<@Fg1WI(Frfvp-!lw00)kUcZ^YQFh7 z^X0dTZLkfO9#*z??I+|XKZ11THC&1^oQB{9X-WEPv(5Xe#e|c7Ms%9nE#b2pV4 zerD`A1Rp>r!3)b!u3_Uxu+8oA1&RE2hs|k951>U|u&S!X;t&zRh-(7$><6c>*92^X zRUL+Cxd16Hp!)u|IZX$Ppi$@yv7xRca$K+a($YPj@X3v}wkWd<{IE8;As+yZ;JTav;%K?#{I?R1z+xz0u)z0F z>2pJwoga5$EtR0W{n0}MSkMLfpAD}vl5~y+!E8r+R!g&Zb@S7|w1(ACi}%y3KQK`OQ#3 zYccshK_@;eyh6zFv$!XM6W`Fc&2vkD`ZFTDq32fdzno8i)iC_)oz2u7&~WL!y>(!n zToblmnGhlbe)I3inIuv!hvIklTX0BGWxt3L()Cehl||jW7Zt?Ll?~%Mz5eMswXv?# z8t*6MBZV}eC4RRq3T$GFF$NH04p069S{z6AE$Cn2vp&M#4S>=zL!;IhnaAHdEC!)G z$k#dqYHvMltIogm{ck86`lU|48xV_Irmi0lYwbP@_2Wbd(Bok?xrNyzmh4;Lzi#s7 z-!};&ZMge)hHT3}Ws-}P$wy7L(7(MYnph_9(6a)_x9RMgE%QmZ&9(UJk?T<#D#ic>h;uhb6hK)oC0j&{(c)%>Zzsv=( z{Zq35*9_ZI#~-SyDQpK~CCG|eG!FigG@bNnv(uKnk$v&;g+ z4!>=LyewrYuqRnijgRpg&VQ=!-^Hg{Q9EyE{gh$0+Zj2Ppq(kpudj*v(*&qm4+>_m zcQZlZl-xJ>fD7~UVMkC;65+{s-}Qz)n>M*H5;#m-_cqlZCxR8D=ifGIl|6-$VyN+q zh7UivE%KP$$u9|+#Bb}-AqY7By3pQ6?_DGpL49n=H7*ds8~EI>G1^{ZK6GXwLQCTDL*{o^0y{I3C$9u6%~U3<8)+7_G;`or9~m2XLXyCF z*{)$q*@yAHo0LJyn-%v-1Mh-kL>0q0D)(=#QyQr>8OU+2sC(UY%Fe$${;-qy1AZ2o znTVCGY+!n(Ufu_RKi^}geV43sLpHF_{d%*i!y|-3PVQ;fHShS#^+m@UAs(mNQp{{5 zoAZ2hsO%B|n-qWiUR3UB9l-N(R%v9m$})pCV^EzL4aH60k8M8mcBR5*EP@4d3SnBD z@FUZ*1wa*F!z%R+i(p`}L}}E4Xr`c$nHE`QHqX|n#KUD{AmoTE^Wxn|^0(e9KRn@% zCYV~CB}*YlENGU$7SA}{ zC3(V~E>e}H@YPq!&QEgk^6jd|cRWdK2g=CyR|1zu--9^mthm$3QAOhNNj_(`V4nGF z4#(^9HTuW#Ry4jR(E|Nrl*cp!))hXIishrV6&&I<$zvrQlP1OCH2lT=WzkEu@A4BV z%l62a)CX3=7H(Rk4(%gd3^MF!>B_BCMlPHw*6=^??-I|T7Yi9GR=){NHR`ze zLUdJ>X;yPVy13YTGHCp%jvy5z;)lZq|*wA zA0g26@kjBn-1IX!ve&O(L%r9T)Gn&TDYBvHvLxM&mMo-wFPdbsU1a6jo`hyH2;N5Mrr3 z|Fi)o!jSui1~|22W%zkao{GRGCLKlHGhji%P?+p1{-QcKJ6?GI_?&ruI6t$xSTQ&k zdd~18*J8natE)+CM^|zv50dWEe?vG|)JzsqsH_p!7bXQgg-zX4`62^1;^!q)~9nWI=`(GC-N#|GO| z4|CeDBJUs{n$%J9CmAXBlbtFso@MWAol3_S>Dc$uZza0*3b2?Vl1B=C4`*>~c+0E+ zjmbjmQ#953+oxn2$R*FH`;>`NbS|tn8~DBWIa9_|__XuJyA#tO`vH?;nc>NNoS9|O z^UJa&?TtQra+%NXMr|4zf8WKmF@@%KgoL;`0Y7^=8}g5Mue{wadWl%?O!S|EogTH- zW@Yt-m%AR|BxBNkPSSBs6wL4!*LJzp6TiRxca;l*=B3|_PiC&y4(n?Pl5U9eUB2O5 zw^U4oQL!Ucwzj&hVrRaFIi(N%kdg#_uIHV@Hc5A`#(%C%a$M$Ww2PlGpt_ZVUy)nW zaM2wvVUik{epsp7hnoZG@@`Su7j~W~yQAMhKX;N$wW;$IqUxYXw@xs|B#>g8lA+#7 zK%^@6b@JncA!=}TR%$$RWj-_@@v0mX$s&7_6dl>!o5s2+1|4S<-t{?62O@<^U%kq` zLispUC9e}-e>Or7)U2wOmpJfvTGMJz6H9^pT7 z{LJ1#>bp7N9jgTEMw)Al=v?!H7ILd$C?!dbfUH+D@sz>trG6?=MD^1^v2>x$!|Gt4{}-~VqZ5LO6z5zTX^$Twls?@tGnSD+fU{M4ULM- z_-*&SaK*QkFL5HAI$9uutq*uFK~gI{jEs`yE~eWSrRC)Y}NDDY+X(idEio zmG1?+Z&G`eN{p3+Ckx^oUv@GI4;|fiHfo4vc~1}m=42YCXv_`4cUI2ObFDNUYq3!C zFv$zt?Wha4AZvRDH@Snb!+7rEOTXgaS_iSWT_El`HW32)Wmwv9lVe;ai~iVTUs^FO z-`4#YMT-G~IjR}6L_jZ>)1;*B9`NjAI#kPgYs?vPa#G$Lm#$(s&(^Kh6TiZb^r5GX zaX*t}L-LuIbGyu>vlbE)HGZZn`!s9=r4PWpvrA&g3P==C+jiRiys|h;r?}O|Sz*rJ zBHN$L;nN^BUm=NxgOfJG?|KcXUnH(} z5-<%dSg|yn|D>x_6=Hg1YU7{m+_bycwC~j-iOa%DE_g6i1yB3YB^cH@-IKQ9UEvuo zByk~Pa%!%m4^j`a7W}2*}_(X>hr5!JdDhZ_C zSMRPFju$AXG+i(|Pa6ojvarZ4EX+BsF)!LT(r-@|BbGwr z(Fydf)m)#`194@>>OwWymI0=^1ODy&N}jVqEo@E3A%n-meAtj`1(5wL`il4rP^0xRARVqoLC#@~A>9KEM z&>w9!!fNwimNuLiCTbkn7{p{KV~*c{zpqToIzVbfgh%&w|3x6aQFMu;dPmdLM$n_O z83GYPVz>Ug)PMxb?w0Od5oM$jlK~rwf0*Yyj5Ah!`^@t1qLW0bzN-Y&tAkmqQBEPm zBG2;63Gq`0>NzFp)wp6DA=uE7}43?N&@2Z2imuxztYbPOkM|=!vYQ> zfv~=ckXGW{M3=JihHg!m?Yr4V4VZ1k^sFrzrf zJkJM<#L4&SB;7=eeCBiE0>g%%!PD*_e2}oNpZ-b``ObLud;d8qu`f&hn{RpF3;-n9 z9#FhOH(}!G@|J>>x#wF*+FZ0XY1cbDlq*(v7a%9$1I$9Ke_l1~{HDCp6%8SQUk0vR z8CCoj(QDmH!iv5U3&Y^B0-)ivK3?b5T2shx%2&ztZ5MDbQMLGKC085vLn^W5w07dj z7^6?RTVn+WM=<|iPOcBnC5X2D0KzuRw(n)cCur{szY zjG^~!UGCQLeEQ=~F5t1}UC_nL6nGkJ8){>s5?V?E2Zt3^Zeg3Mbv_!z&)gQr`PV|Ar!8^SM_sQ|U3S?#oX zAd)KQMGG-rwPEymcFx3Dt>0fJkd~T!CI=EXO8C!@9sK-ByxB6v9Rf9GWZLsUmLMLV z8zYDA^QV000=3D*qLdX_eD{>b@5i`>7Q^@cohz|eUoc9lA6dgV&`_M7hDK~c<1 z?cB~!dVl!yvvGar%I`Vv(f<3y6cbE7`T`^Kd+C!lsK zzu|HYEwiWh|4979zwj|63#6;t?pp&I&gWo7EoxqXm*fuKXcRaf4nKF+=h#-Vh~j`Y zhLrAK7GB50bh-6BdgSL4K5>ChR5_Rqml(%HM^8^rC-K|ve!?XQQM~#W3FVH-4+o({ zUi>tlpd)CZ^{bbqMCXmbnbaqu%l<-Cb*VD( z?clCKdI;Tx64@&dV+1Mg%%899XknW|D9Oq1>wT2u%%S())`;(@^gr{%#G8GCRF_my z-cFr|nkAjAcZEAGv6n^t4~0{hC*_~P96#+C)NHd>iAY!HoIM!P$y5TOT0xP5o&@>3 zE*Ryhc=ToXkMd|>w~3+^hH4k;C=ba;(o%`IvN}*x&czN^q617dSKpJT%B9J`mmfDw zX1{})#jj>&-`%{YVW70^l*yM5raC*7ETJ4QIpAs9>urYcx%*@mYPXGyJIrsqwK~(Q zQ<~gICuwj|+Ii<#_A1CcQqQ12ouk8(Hf+mo@g_Ad2MpCMcQJ`(udKBr>6Yd4nmwb< zTx$8N4>_5hw-nvp{lLvqam#>PoRgUup*8Z*{WMwHV_-k;aF$OsN+}{Va&K0k>sDE1 zU2K6+8zDEty=5tgGP&A7;B$_5;DJYXDG`-(L8F&a9dOE;?olg3ek3 z@-)c;8F#fzHRInyAaYKj0~L(pd$~N>ldfTEn^b3I-DB5%KA1x(nol>u)T3d2(`*l4 ziwtE6mg;^wK9(~W3wPFH6;Gm`@7;CMu@(~omL5kZk>u?2g(+lziR4>X0e(wL&tHgu zM9Y`8KRF^zI$8O?^@G)lt*%lg{u`{Ah}AIV2v;Zr9Ts=%);W}wk;Jav#dg&DUb@(@ zYMu$5pPye}U%!f~3cuLF4jiVI5f-!lMn!$f$ZsU$B+NH$wY*~(rkK%T%GP3c`3H`F z)y2_^ekv(xL8KzvZ~Rx4Ki5eNrB<`@^Rg_Tq%Su*LU+5OEW{4#46bpZ{O9fg7f5XM z%dNg@SPexUIcfFFip@A{ww}0}=E=A12tV{6J5VwAudZqdYwY}r4X~qLAD;*^Av7LP2I$UfVJ70gjDP8Cv=|Xw{&6 zH?>j!*TiR!hwo=@(|Ro}I7>FnvwCKRJ{$W2t)_s}4+MG%Wb@iCwnbFrv&`M=SKI3o zlcs1Euh9%x@g0sv$*xa6C8!AMcPf_}$Y2?Fe!X`1u9h=%mKLw<2%-*t$a$tr<=1sH zOeHf}oJ2gf95VhWa|jbFDlzVPWw>;~-$NPmr>Z)?pqszYnrvTNpi^wHv9YnUGQ4of z>C0H9t!^E7m6Vi}hli&%f`(;U`zsDmx1W%}l;+%r%2MQaLwu*3Loxp+p%wb^{c})T zB%NWctF@vce4@d75c&}U4Y$6&Y6aP(0G5W1_n!LO1_6xqs8-TxL}vA<-`?{jo%zNHIwH9}CJFr=iu zWtiNsS=(y)*|Jxv8J*R}L9&`q>?O?|$eayZ4eA>>BB86p|1}YfzyqU6zoXUTg8l7k z&n-)^fZb>_N!TpcE>#uMf3uxs@a2~;U+zf1cAQTW^Irb->D)-&LI25-ay-Bal(;#V?t%dX8mGjM?>{0ACUXbvMQmzzZze9ehg)a zCug$YTPw1`+tiP?tyY@puD`7Otf6EBTTbhw`QnN68aYmxPmQjwayn|BFz4m26Nzwt zvmp4!5L#IR4yj>CiIl(pK5m=>D!wg7l&IDv5=-+%X{7#bR|m3NV>jAlpaI9%m&La! zVBS4Xb%#7jTqwpSmsDD?)OI~lMqgpO2SA&NrdP`Mb3etuT|48w%#%(CVB<3`$0Mq5 z3m#0|ff&z;RPQ>7)WwaA?OQu45U`?&BTF)PYTBS87jh2jgW>2-B*B_<};pME)NMVi7uiKx{Hm|d~~ znL!Tv*#c{@MyD(n3DaO!p}5Xl;R12vT9uEy{57G@UI$6BS?H>63KK6++Wv|*>B<$) zw6lEhV>a*Y8lswb!Py+C__ow1+_vB4IVvDx`!Uhg)a`Wi)Hy^+`&dhIkZ`v{%)y7; zFE4j`u_=kOSMeT~Fys=A^@ck1Hg1%fzp?CXt>m+tZBlj(bteG8>m+=t;*0jYoc7co zvmT{TP9E4hkZ6cyM%7E6upuVvyQ^e)LpDQB&2Ln6g(i5LiVnlN=Gg9AL)v0>xxsC1 zUBY^Wenl*!ZfyaV(GEfgR)L9zHNCIcPV>)8`=5kud~2YYv~%y1cAl@u&%IWzjkTeO z4NsVcwP%(uid02%aqAE-I%zfBKU~b!OtL)G3G!(Yz+@Z;^Qw+~jjOa2o=q7jY32TK z3C-8r22%P&i?5ql>)L|F^J%NA)qWJD8vQmxcn1wwvdxt1m)b9WpEm}TqGTaw&bf# z!3=&0>mBpn*F0AkCoQYZS_n0W3^LI-C|R?_HcB?%pXE+1P(UNwvjg(j8u%-bvtMmY zX69M4slHY&_H8;#o<&hE3pg+UoOR&IXIwt(KI4W}z&v2BT1q!%yU{S9I!^5L%ZdK# zRhsT)k;BQA11_{GsMipZK)0M5&_*=cJO-a<-}z;iS`# zIu!$U9V{_c?L6*$W9aEs&sAd?-ifm!vK)w$EN8(vT}sBkA^rwkz1N7QkSUPC4>2Gu zE6v?7fVrqi)JYDcg$NRyB`?;yXL&FqmNq53s;sy2JW70e9cgNWshfP>({US;Bx%p| zHlgSxChd{1+JeNiJhduzo7mpkV23uL$vQDtlgNW7nSxhtGc-s>jP}3K-#%_y`sQg+ zAEC)(-LurE;S&T_#ZfUNvmhmMPbPb~XEGwQdiA*u<>8*eT&NYQRnzirYNNL2HWjyx zKe+tja4EOu8p7|{Yo=b}z*cwDjN@In>bl{XihF9_4HWC07@ZUyACno?Lg`Tb0WUuO z`bP(=O&-PJLQ2RMQvNtQ!ysqK$$*yHL*|9qS@cL*(0Wm#xUa}$>dBZ(&jum?q&}l+ zw9lCv3T9W+j?s@2&S`-A+U(Ty8qJL;qkq3*$7E5c?B#M9sb!!UX@|U)41XjM7+aH6J zc;`BnpLq*z#`KQb-D0jS62g(vqp`@CFa3y)(YTwClKjA4%>nU*&aZR-yGp9t=NBqc z{c^;({M_tY@XE(e7dbaBAKdx=VI$gwRzpiA^6{>F;QKO6U=&AW&ylVo_!4uq;S;9f zdQx!93`+%fzrIHgoaOAd;p00;s_;Gy0S9JE;d#~Tl9m}dr`IJma)7gaD&C68Rdm^l zdS3H1rlptjaW4m9iDvjgwyxDZU~zeQJSM;TvK{^0*X4J1XH5-T7osv38GaaLlXX5~?<2ottw+y=Y&6ZZH^HlxhQ$8uMUPJ=Cyr~EiuyVrGWAJp?myx@qVd=;sl0!nT{pLP zvn2~C1n|~a;O#X^8TCcv#jUbZkZnILif`BOD1;;05}^&uy3)c+)_KhlG=gEw?&uK> z328Vlhg<~p98VnQI{7q7p#aOw7i07>Q-z?FCJm0CGE z;x<;U;SJzEQ=E^eI!ymST0*;5@Y+gyJgA$}dvIcg&(I8h3F6 z(fXj7#*AF6Nsvc|>0wG@VfQXLv$`?fLv}=ub!J%qs)d(GQA#IGJbr2=K`G}}>ruKL z-QfnWgNZda|K!2RoE6IxC599oLq2;Nhl%k(W5r#LSi^!i#Z}E^$+7)P%uK6{P+wc? zAkDeyG_jH{dUxcQFCvDzW8V!Y=L;m-bH=QH%4w^$hrLpzV0{MG@E*ddW|Cv!ffy)? zC@hM=&^xC;-Su^|y?!J0%-c-egWw>QK*G>|Xo_d455Np!<4o=uIdXihEY%Mdvlxdo z3Ybtf>SAcGA-aEySFB&!212yQFf}PxTDgq zHtdOlTvbmyXzDB`_L1+q<<@WtS)Ex8q9x!dS zw&bFk>7JgIFBjX|EXH@+$)99?0J}`&imj=Us3-u_4Pfl_S&FTrDv{A=w>sito&{XQ zbM1(m0(C*LUki7)T*-qw&%xc+#`JH_HG&d}E8JFe?6l8LPinXUZ)XT2>3*vP&V9qE zTgE&l`mo2_yzkf@I2XLj<_3+C9RPf2<$IfU3(rqW!<&uh(Yku7Z*d|wMT$xdsPyxl zi?1aH(oyjWE5@q{IwiW?_C`_4HkUHt;R*XIQrEFYHHON{?U|N$mcI+y9A@WSZ&8h5 zGmhMRHLHTu)KZkGN`2+7_4UNJ%iuv=8^;%}SH5=*As@6Ki;5WM^6~K2k3(xU-=BVK zb0H^+6MWu5hs;@_7&6IRg+8kfU%QDmAuSm&R|JO9eB{a*K-rrQ@tD^a8ou`i7=$AH zRW{!_aj!<}ns;<|D=$}Sx zsje1yi&Z`S=wQn@G$cp-q*Af)`!>6lh<4*!m)nN$xo6M0#nw{9xYj$klB64uk|+FM zDb10YtqqLY1qR*jZaE#Z6-%&=6oK)*iY*lr&08t*+G}WtJ==DIk1evr>`AB|svy4* z*mSsD$YX9a@3%fyqeXv7I2eG!Ho0_mr#Ir=n(`iqXF#XRheJhL+tQ};OeT&A))_9h~I zwfn~dV``h@7+D&jf^n-Tk+i{)EP%J^=c+hkRym5$%4AwuBTmEamvkboZx^KD93SVF ztX$?h5#14+Kf=Dex@t=T?KN4-iRCtgDSMlOBWZ;_OajZuJ`-8ANc%UUPc>wV-EWDg`bqr3{2B!=w2{!=;PKSULpF{#QEY z3}EmZGvBCe1q;yUN5KbYG$W*cEdnC@1nqjnai69`VC(sc^ZM$DF8?^EP=OLi*m;`6 zd#0taI3|!2p!5b#Z7V1YeTKA*zjz-7Hu`+|w-dN>eilPi1=7H@rhISpUZqxDRl0{0 zY%tJ)Xf$~U!%h4)A!zfc3OjF{9hmJClmPOZ71uwiT<8$ETKo}oAJv&v+|f{FZaU~% z^*x)bZ0=iVDLR7k2&M|J1j*+nWOSB+W8fjcWMjgQAe7S|Hr##zOn#-KClF_6*KcX- zJJ&r?6*Hi^I^j3ng4DU%$p75IK&d9KxUV(e6|(>%?*D}XLKvFwA-i4Csw=~<>2_@t zpbP&m+5ijFh}5fVzwz=H{TG>j&pj7F7qqVJ+BzLT02!@$rm#j%R~Y@!_zh=DC);kO z;ygrR*O@18#6jCRFO^+@svoxu(Vi05-1rt`ZLdrw?9@TfhBlf79;EtT3j-GFq1pq0 zhR^0zOkn0$1%8X^k^s(q)cuMt(3mfcG5Tdd_x7R@Xq|-)2x;uh0ekGr!wy4pBvKfH z<3VAZfX%BN;My7z+_QeQ_I`V%ok$m_TL*kSEwKNw>_1iY^IQ47S8z~t22H*=v> z9pDFXb}~zGZ5aOCJm=395N5ogs9WBJj#g+Hs9(dm73wRPGgf7eobHg4!pOwzJ_@aP zUH88zrWsZ-F|*JX2_kET9XCzELT0PXnBk8yV$G5Nak}a+m<=#9R72zJju2LgMaQp= z2@aJ*w16uT9 zni8yTD0^oi3l0qFHlHx7_x@QO>tzMP3(r^20Q#2>a2_pvFe3c9@&l|BBt3V6AC<7A z{Btnf-lre83?=A@k%XAx)ENE?LNmmFd79h3SV!Z8HBNJ+9+53HNE zQM_Z5+dt##$cIHe@-yZ}Md!IvBpshuQD(Xd=^vzNFKlG1pKj1mX)Nhw!q{VFa(oo1 z!bWGF8Y14S6J|2`^t6mq$u#>EEr!r&9S^b@D917;$m1sW4H zkybY2!%=+I^ahY^rRCX!xxoIe%4I23IK6NQq*n;P*r}mnus^6yYb2LOC1+4+ijX_c zPTvIVdSvXKJ;(-fB1zN}*HlP)TcNR9{B1a??cs5Sei@;fNJ*|kyjEX!zYu%kPP3c# zH}W;c)RB_-V2{#Tv0D@?JhA&cbQSK$pA%6pVZhe0Qth`Oi2=b@0fgr#^S`hGUrW~* zv5&8VT;310!b!{qDz|_DZ~j>vtHFqZ62Y_6tSGqrDC_Lj-L9Aiil3eUVcW(A9TuYM zX4oCBl917#Qco1f>fZZvKXRPG;2?v@D!VVnxDyMv;Qzpl=?rd1TfH!X;26Kpjr7oQ z%7ep|@-`2D4s3>1dqUlJ5PD+Eo9S3l6K>-kY6QscNG$A#TBRm2VDqwW){3?J(odc# zp^=-Z4vekJ?^nx|Wi3<4d8weZS(qf;gIKQ1`otk<1PyxVra@I%ki3>po%==ksDKHo z%_sO!G3`Vhgn;&DXi;#*!%c^SgzO9%8Njbd$N6g_#+PezvW znbzH5P!hkReVjs|^WLV{^H86?Ninz66?#2U$rQwtROX3sB2EY?{u&Y4 z5Lb~|l~93q>2$Evrlymc%|u5Qfs>?3iR*?rNeSSj+Pi$cxnxdWa#zy`RkN0r-D`F2 zzIzS4ISU)L63S_+cFR=D=de_|F-&ZCC}*?QQX=8xdaCCM$E}4kQ(y0*K>F{@oAI6u z?^=Ge>gIjV8Opimp7$_K`R6A_w*vnPDVf{P!98@-K~##|9O(lIYlAT_9P|vGJ=Gd2 zivXOyU0t2dW3kL@_eyVABB#EC3!fyhr`)d_E9<5mI%JD9_S>F+2@Af-yk#cgR1NbT_$j7WA}W~FnoXu}IW=Hsk?K{7o|<_hdWZ803Rba}E*c6D&t@WWA+*HU zafq&UMZsPfG7H)M>i+0D`7Wabozm4n^TfiecVdmx`Nd8(xm}usN z3kPPt%-J{5GyBsGOVK^y6&iyb#~kW_bs9!eN1yGf50Yz9;Jf0L>Upf#Np-y@zZ*{b zWCo<=BPwTHRnX}GeQYZ2wcFLzdOKWXvD8-nOgijzQVX(uQ&OY;(q{XDUHAsf&r`O1nR2s5xM0GqeD0*8G0Kw+?1-v{iu`3OvrVNm z;nP?tY?I~G(HSP}^@-o^I4Iz5Q}(d>wN@kftq>(>du3z? z$#E+c5;0YJ$iXK!Gj<%M5XZ$5KrL5Dxwtgc;_i?HZGu71ILh{PIBesYzuf6HDiT~{ z=D0Jp#pbE3RTJW4T|_kwFGbtiCsv0f`^u$3Ib69qZ&c6s2RNuz!g9UAYq7d4@O)Ue znWI*#eKn9qCSAuSv=QnM+bG6|M zM>6mucWO6iLj$x7f8xu=^g!Q$J>&sf*5_yUL8PDLJ@%W1eLc-mPV>6^fg*fBk9=V- zP~d19%By1}v*>U-S5KUTcs7xr>j|eXCFac?441xY(m1-`k-TO1XV^yRK+4lebbJj@ z53jA5g^er9WPRA*+h6z-=E#F*xuz}&-#@Q>EGcO|4{ZDn-b_9{koU#vrdGT6e8xsM zr1J_TpXxxtYI}|31nUrUd7fBh|B<|LC_EDwN~QzI{v=*tE{NqPSb{jX6e*r<{7@Iz zk?%k024#qXa2hA3`ee3u*u{mR0MSh)uLYxw=I&E4&3b1MsoM4lpWcoU4EHJ*dbiR8 zlL@EEPsVIm{U!4r*z2{^ZTaG7VypADLaBr{-(P4Msgn+DlPsD|RS$Aa}RR z*W}9FWFKJXvZzTN9fH(O=lW#DwnfR!a%LD)Ew_uoGb1}$V?eSVoha9Wa`or8S zIt2W7u{_qvpZ$VX2`J*VctKsYe2{{noIVCAOp)o?o=Dff!DTG|Szkci+a>qOL4OOk z_1tlJY&%I@jrL@)1&XfIyO6rGJJ(q?Iq`AOCSD|(F+Sh5x#F7pCm4}s{BD+FDk@D5 ziST(+=F_>@6NLXI3YwLUG14Ym7mnJ@_U}0}=(O6JYx@yxLJq_g9d}XXWho*ARMlj5Mc?;DVLM1{sKv!v1B z;UFx$&CfYy>(cDJ!LcEy0kx!4zHRKDB}&$LklKw&vg~^aL88=X_Uc5LW4s|o!DoQSH6;fSp%EF`IR&$`jl?NV5V&hb~4OLYVSX*j`ib6NZ)QqlWsQbW zT%3WCW*j`vjznunyR+uT^MLBE_!(~--d;}V;h|FGY7t8D6 zNPm#%3$fK`*cyLGA(jQD*O1MbOPjC?)qY61*TU=VzrW+E{0dQOqUHO{-Ep}+z+DsA zwvfokMf51z(`y!){(bf`ut_daZ$?~icb0LfYHSIiVWgj*8>?nSF-cJgDfh&7Or*u@ zQ6M?pbWOC5HklcrYtfD7ae|g#v>(_H&3)+Vk>p>IVw5gVnoTKCGN}3(0!O@+X&MhQ zQeZMEl$<|wRTo}VKUN=bdE>_U;NYN6i0Tx@_aVx5hW9IH{g?}0Ir7bFC<5+qkTPmk z-TL!AHc>6fyKI3Hyh4zBzU$y5pJlr`-nOWnxYBk*?z|c@QTq+b0oj4rAurp(F+aI6 z42+Mt5d+I+iB-vIca9`pBi_3Y==d~iHvPfU#sIm!8xD-rOWVAw8UIr2+f;5d%e;L} z11!PAg)l@RHF@Hog<=}sZ3Z4_U=-OTz0pRAW-&ZM7^lP9q#A((Uqn!|0x0#5BBANM z(Tj7AyGsJbu+(ae>Nt-0FZgrr2)-&WGlATp+99t+0kE%$2b?kb75-ebD0Ftf=v(?> zi+zoBO35?oJDM4R^sY>DgFoELa_7eCdfRixk>a@@=Hwp&M0Ydb2HQq(qywzbP^m#zHtrtd6%GqBc=8KvcYIM(m!S(m~n_r1l0E*1oACs2)EK#^$jeEsgJs z9ZHZ`9bKkjzkFWBGL1abkv3LGO;HOC^R=5(zR~qJrFyS(g?S!5Y{hqvRfdN-wY5T= zf7PbUnz>+!KV(!Oj+Aee{fy%#Es+g*_41kv21sqYg!rOti3h{mT7Pp&j=FC3qND-8pIBu!*=xq-{1wrr<-$+aA#ljB$ibunsP~FyLqy z#}~r$s*u}R6-hS;=xfp8vCNQQxGbvhi>5J)`9v z2|FA#IZ@-ig;}eUq@(+ec8Fg>7CR(F{WWkdxfj0*HAKY@pnQ~5l4Z0#Sgw_6=rH0} z^|={4^D7`!UBL+kPq54j(Dgw09b6@({E|d{_652U;KRkf?1Usv4X_A=Y9aMMF}D2q zq}5kfl)y&*(VXc>5DYkWR)H;Y;4tX47-3b+nN@HsIxA@`B?CcYEJB{5q#U}RQ>YbV z*+@u9vjA81ul|`QJ-?0IZTj@zsF(r?*%~%No~Y)O?e@vJaK@09ZlylEONKOtJH-3@ zaF`(c;<${q8y_J}Q7@?3oR7{6EeXG7<>7%G9}Pxa_x1F6=WVi^U*K`9p9ejo+3lb# z0af(~H7=dE=JZY8=mR%$;xJWV_)TYldJ6_d;FJ{0eK~S3)&L9AWg%})?IjCnA9rSQ zxZ=&3-c$p)AmsQP9?e3w969pr3-}TDY{;u2oMhU+%jTDrX$1wf>1oN|GU9Oh@rq6~ z=z26tsARezorahP3_MblbH-p8H>G1pQmsn$*Ag_*6jM0z#&e3+pSm`s4kGMxT`4AY z0N<^-4i}T%Fmk^3PDl=73<5;P#t{8ykw-`R*Gy5XYIG3C*&f|p84Wy@r6~KoU1C9o zaG=38uRAvlnn&|N&9GUIrO%&%9?|Lqh8)!fvh8 zz%$Kf-z=4R)Y!~&fQm?2%k|9=^Uf$hm|YhJ|Ek%R8;J z_v-jBsx43&u^$#EcR$oWFyOHm+sA+cT*#9f%PuD!yLP4_ zPM&tbhsQHP1Y}LV*QDOuVAan5SaVG{;N%F5*&SG}+3FM}65oCwcGtS&(@wl~a!(tu zX8#1U7WbrQms;G%CP*V&Iks`gB)~|vmCv$ey?uCF9G(ca$9`)@?{2S zGoHud4V*;sN;H-k>VlYOr|^U(EDGubb>Tb?v_uz&c5+yEA!FH?8>2`|N0;_AiVoNo zL(Xs0jYs2W>ZjEEMJ*kxjVzJH4~&ZVcUidokGw>BJtx6B8ScYHX0Vmrl~L=?MAo36 zKYywVyDg};b|s1GWa!?HsnPZL#BV!NYP+?Vozj-@Q95t590Zt!rScEw>+!Yb>y^w! z$x+`XfVjk|)cGGvr_6Vy0A_nX^Us=ht8*Qu@L4M_*33-$ZFQ8|_EilOB#Sp6*r_p>)%m%E_6TM){FRJ-uN!*p?fb; zf$!d``|@C{Ogx-Zs>!Dka@(^|HT9+OaG{Z?qZ)@O))iLO>@5xCxy-hyJ8sUjrqyE| zWS?L>zpZ+W1qv(rxRZsBcVX2OZj~;x+fQ;>F#}{f8%|bX%QsqWu>Q4%gL6%o)HSD?bRtkAofF5{2cUZj`P{G$3GzLQf$rcZ(wWJvvi zX*N>wq@u^K%pz`a?6BXNHHv59dk}%5EQf(rg1!4pwo^4PnbF+)P5#?wnkcu2l( z?5ArjH;0ry@kh~rU>)T3U-7rONg?P)gCt#pI9u1koH;~|k&t4Ccr(P=m4)brFd)+3 zeFria7J8^F$k((3eG@iTNt>15PoZ!Vp78SJp*a?4PyTN}dqmC26-gL9S_p(xh=KgD zmQPnV!Z`q{-O*khtDHqR=rL*_W}D_kT<2P%?Dl|2s%~|YH+5wg*sPir@3q45d~wi( zSY@igo5)NUN*C_Hvdak?>Rm-b^d>hVfJpHn5tkX=BGVV!kKfdFtRg#O+2eLEmH(^{ zZuT{Sixn1_etQY)i@_-MxSHI4PxiG@&jTl*g(k#5`xUe*#%|b_v#<_4*vN*aPxsgO7 zU$OdW8UwyovnoQ~a3%MS(|MISW|2C7>uDwKA2Xw4DE51{G*uooL1hYoS23@MB!sd1 zhh{(xB`xkz^q)(>1FpJnjc-Ecrn5y>W zuWrc)fq$44M*gmx(BC>cb9mGi*V!%{sp(m_wW=KS?`{=rAktLyLhOPvYV2_TJB>Xz zf33Byf+e(B_a*+t!w zM$Aj~`*n$n^{^Xu8_SS_JiT1RjqBGpyv#CxPj*@Ps}1UoLuHAaE3)^WyT`g2cdTES@>~sW@~hbatAFgD4BBA% z#pP2g99=;*;tLKYZoR)Hv#mg&xg7?YCgtQvbtcPg4QvEP9-6lub8Sn}UOBsnaDWy0 zL<33x1)q=7?v7VtpOA{P?3VXg-Hf$uH^Sd(j0shg#O3{!?WA0SDE0roXC{QppwN?~ z*tIX{_6;^Y8-GK0Y8<*jA(Z#NXft3V7LpYKXh@H=DI8*Bcid{8~}^;02H|=W!M`|uC;!V;+*i7+}wX$+wgE&sjI-C zNHpi`)z`9k{FIwZ%7)aMRB))SLvE(S>pRZOYN4?83Lb}PA=KwZ*$P@~zj0cX|>9LL4 zjb(0*2~d0rk54MAUx$e|tC%bvND>W-d)khftCb#(B^FM;_B@z&+mFnvPSF#Q&C56A z8SOp}^+(80%TasJ?x@Fj-t#ouFuIq=$N>UNU$>7g_*FTl z`@kSEyC_rTGIDAhQOW$HH|#;KSAE#tNsy6_CUD_KtCR6o_5!9Dr&s{$Pg zodqfWwr#FLL|rFa?U?e&n{}1deJHcpvNru`D~hUsp0we*lf&hXiY`#yF)1-|2{yIJ z9u*t^;rB`~r99`<>Dai|$EX@3LbFHCXVor61QA@N+mN$#=wQTh#TBdf8Vk_(cX3OJ zqjt1n%PuyDM~|j%otc8-^EAEPptq6R9VXA+%a}y%5v7$bTj3=4p?;qS+wKgIk>s(Z zIXXwe0K*4~c<0`T5*;H1&VOyxqR{%mnabo>cslR%bR-996 zefOwCFf$zqL&Gr4ZBD~e`Pm6#YP5uvscu3hXb@5=-COjYQOcf+nl49n|Hu8Guk75= z+f()9vSl=)qr;yRCk{gl*-EaR0hjd*xO8~Giz22iASf#h?Co^LIgzC_ZLqOL4UF`B~F zmfZmp_U_9wX_6{k2(a7mn(ss7(UHxu(kABlT`^a;IJjJab4hJ=K+iy~R%lq*(Rw|R zyPH;?HmB2mi|Jk-6p;&!Z4V+Kvs|rkCL2)>58v|xIj0+^V^lDv>!1A-CIgnEMd$@P zso|^RX7*Nu#sZGro2*wP6T3Y(M8U@BZeUxQK&Ji<4}9*!(0xx<%iCx7uw3qRD@zaR zXboQYfJ>L(smG#%GJn%Vr~y1Yvxv48T}1Rj1^x21Rza^G|L(J)k0-|(cUK4(KoWz8^WPr9C6 zH;l2VX5(I&i}O;tT;!YJU{4B+SxHW_L9K7vN@6q>S>j^Vf?;GN*S5ZQ&gsbM4b=WX zNP&sUZw~IkA6$a9_LQeLT9FRSaC=3j{QW7 ziH%YCoamDg4^Cs3lbBY_-ddc2rwokC1mX9*E4c`tWR4V?uR`TX=ID7_xyWRhVoChj zT+_~Rm9-sVJme`7qK2-GnkPkzRtX-qM?^EzD<_ROZ}txo_oPV67D~8S9;Cjap^_{y zKVAw|G_C_%u6K-6`44xaw_nR zwBa30fa>DG5H;w;CzjM~K!4BguyI0QWS1N+Y`zn}%&u%AxpV9Y;H>Wa+IR!KOi;DK2K;;4|e@4PS*F&m9A>3P1EKbOE% z?hD#0T$EFhzwb(`zxLL$v?&}5G-VZl-_%>?xy~faLVBdO{ls*p2s2G#U!iWX`7AOH zp!)eyyvt37+0G;brtmm6t=ta#SA%|}TZRb{fZFX3LKdj58}Wx@A@Ntp3df1TPMBhi zg2PDYu=Dev?#HuIco2J`A5k91285I*d26^F2B%ytSXlWhJ`ydv^KXE)p8>4&nw$nY zyi8w)AHCg1Kbuu6Zr7KkV&2(MZ*krP_B&A=uvIs-@t=Y29>3o>X`UGuPElB`=2y!)d<%|j-8%ukuBaLD(e zNh5~n%(9rg=@vPkaGKN9W%g_%A1>F%Sz|Ow&%EWjPt#B0(@N*%whqa7 zwHhHZ7@}xu^LmwGdT=qpnr|(hTOO5LOob>iiTT7n)gs%?iGx0#i5snEztY6wo586-+!2Js50KqB5 z$Ye2Zn2mcRwfKYq1uH8*zh;K-##AHBZfkaO+0%YxD=%5k%F27{KtY3f-1|oY#`6Kh z$g?{}7NiUnb@Qpey(Z}8nq_HsiHla?2FyMBCvYur{kHSQ`8q~O&2JvQ(@ zf&_X%=v^)Zb_r(?m*HbixK`KGpPzY&pwIyqxmOYN$@wGn=$!!?=(~`Rean-Yj&$E6 zZ+{d`_GGpDc1N`9r?4E%aMVglvIO`c+vad7YcxiOMW|YHwkThOo|Ln@p273r!v|^q z?Lr07Rx8vBQ>XnyA8iB|s8X?1+uRJbnGCgl)8!!Pj36iVw$<7HHoY7{J${EoV8^sS z$i%*U3C81+$zrL^Hlwss{N1ZJ*a6Ruo$cPrFedBj$TJv;vh1xr;i$H%lmAsV^Rz~y zohy~9Whbu>_(bOQTezVL>1nP}>2GH~J}~yWf*cIsxv*xWo{5$o!S6W#LSQ50(es10 zVpBP}ynCV!>+fYkNsssI_h@zlR`wP|PHSs6BKt}}R8;=1Ye=0Tfq**S^5vm`sB+FO z{rzvLjugi1YL?BuYvdOHmX?dEq6BKp@$ftIp;9O5!=uIx*YKQ2Luz_b!DQ%%3RYpB zANf^G7+sNyb-NK9ZE#ZE1{fK&F#NE^%=^p!YjCsjsn;=DMX2-0js7s$Bm%tGcfzhi zf3md$2{p+-Mfc*#sT|MCndrmY4+%RdIQYI+OMB+%&IctU0q+zDetJp5?B<06v=`M~ zr-+D45HUMJb4qZB8b0!g12TtR;rDYk}NxBOD)CI-2Kulbj90 zX-~G}blSYA7vK-yj?`G2c*u*Mo9GmR3mT8q1&du*DnWZq)BQtMwy2TI?*NjNf}OLb z9TRazS@Zh`_L9yy9HCs|o)JJAVfg0yHvzebFcf%ye;_5T(Aamjo^xdmYR~7nLr|h4 z=uEW9f*rl?2r;8-^$cf|eQ!Q|@RqczNjFDm~ z&x!68e`$3(h*2?SG_qDOOJR7JO}rVtCb?SKc}(#Ju`!0cLg9wiDK|=aPgeh~fB7|# zfc*|u4yU-KTkwDHS84ahb$7xPzwkYu2@!>i=N+#^Yn%%6&3kOmOcD_tI(jx!7*JgO z46I)7A?@H0ooG{EFh}8~D+9)TO*@J$kVMp!2-njWP$>1`AqIt)X1x;msd#>W#z?Mt zMRoA{thyErk$&D5hc-mbd3y49DXnO66+9{o()1Q8#ApC3FmJE3dbJz1~Y zgA{(KhBv~(<>pm zDJ36Mlx)}xHovT63xzkAs(HatR5(-=!DO03&5=0-nM|*-rr_+@V2*^m@ zdK`q92g^yX*6r@;)HNH|`5O)1S8K3G@iHHs5K2)maBsgLe3cC_)<~5Nr32c9ns*)9 ztTYfo!jq{^zHULy{=uFvv5qRNDehR7#EEH38Vb_i z1B}g-$)rff1RVZVjP{h&7Zveq9Nr^~{K&KR(+X;VIt1M&$3}rE*KKqt|4SN1{tLD5 zEsD^)SUv7wQvHR9wqq8jct$@>46pasnWKD&qQAomD29fX$Sb$1RENq-f+H$085`va zyZ6|k$Gz+g32)2i@zRu`W8mjYi0M%Ju0j!C+hgk#sHmsy4vK&#MWSwhKYljKIt@{? z(M)sdO5U=Y3al$Ltq(hvbg0|5pB_w&)GjbC*1stqo1DL)St}drDMNj7u=Yx_d9{`l z)3{bFuf` zg3^T{^X+`E$F@QDxkB;t&+19<`*DjLmP1~a{il@2z|=FV-&KLj2D(9!6%GvE!;hVR zH#xTVPHYcdo>TyGuzhYZPOOOWEElyfv^V)4i|dyW-Q=%8uxf$o^*^sg1gSJ2#yOih zdra1}Tw6+&L_I6|olW?c4>pL^_;!;!-6lz`L`JYo{SP z#l#@gU-)<5lTRCzJJtH^)JKyArql~MkAaTmIRp_@;y;w-0X@$bLoLr3WstnQ zA}xLNuL@TTU2jGsn@Du zSPL7E?wBq^W8prG*V<)NlG>TTCtZr%rIZBE>c^FBaOrRRJ!?Ru1Yp+YCC4Cp=Ezr_ zrEbSUL%zk~^doN*d5p8QJLIF8T03^grX}LIjPwzH-UFmsDWZFZ&5BgZN>CxwuYmx> z{uHvJOUF5dT_-V;PKf$b<8AUhMh>Vza*-qItVkQE@@E+gm%7SunLN&BCKK}YxRNbPHPk|K65r4qkN zWK`la&@pNLCRj7+$bpel$?j;Op^0R!w179;U_nLFKY(s&Kc>>vNU)z&ye$r`v!v^n z@p9K0WCDj3IphE+^h-JNR^edlN0Sut_%I+Wp4j{7b8$BvD9<_6W6CH~fO?IM zHAYI%U{?J^VMtlPUaZ!7-YRa>i|oJFL9M}BK+fMD{{1y+PcHH4JCIT;UWczUt@=LR zGhYbn-!v!Of3xF^QZ?9CN4SlK3lW2m>I+2S2|FECW5{F!A#=F4{g^`mip)`a5_wkB ztwBE+_=Utbe}=6SXTo4$y5>A7NInyqTy5G6GYTyFRXW=E(_)vpNwj$HJYi^*OXyF! z%c+>aPYuxhW=^V}H3k?#hp?Po)qQ^hx0Ic5<6n`A*;^;n6wptd_;SfdzFF#Y)NQr1 z8+Wwi*Gy4^xBvPLr|xS{b<+$ycwe)i&%fs3{gdmas0QWVrx{X@o=}a$rjxv$J;0@1 zhu-=@v}N+GQ~ALU<*)nAEUqtVD&guEp5?_OrXS`gRyV&FPExcxx4EzG=BzCU(_PD; z#c7h1};G?s!8Af8K0L-F|;Mh(ONIMkQiNcHCV?YI_PhEAR) zB32f3YTm7<?QJp9^JY9T+LxR_BK-a(Z_F0=Q6&;K&yuT&F@Z-9Y4W~2CS0#c(#X0 zajw(+-Hxb#MrlK1>`nNhe5gbzNd=yEq{-+HQ!b7aQEYJ5L9Q1r5WBjhj)$jm!q z>UvH@;H~#XFH9%I2h(tIP9I|Bb-Du$B*eXYnXhs1^iI%K2o-JW?cnQw3-~F+Tb-0P09+K4Z{#D1t4b~@*o-n;U=)W)IV#xaG zQou*n!{ziX){ww5a|_hvJA}?3&ml~6=l!D)Q;EN1UbzW8zqTGsE<7n9cL=z%Zd{xh z9R|d3AAM#$CzuUuIIpPN72gnH0V;{hzq6il(oK9VLjnhmOM_Hy{CO+*>Ny-9Tuuj$ z;tT#h&SJsQg%i~iefs-M@LGmB&K=s;Vd+Of@{}CslDmvsgw~`abhh~qVcb&Rul_!3 z^J2Jl=gw5UBDc~-DEgl5`qQspf5&Zr>ltmPfv;Zv-cD`>{(rws`g(drgy`-fKG4b1 z)y)NH=6LoFWNwEqOv_Ds_M3-SkXu0LqLqjHyje_)7Vr${WbI}{%fo|hQ>O(e)AG>* z9y_=JU7XC^fV2Q2ak3GuOEYxny`VhS}R52YOk^e1Z_npC~WY%h3^k^@cCC2&B824vGFab|7}PPmeaA7sffrr{#r+ekzaV(_MnI7JqD|zy z$$%ChFD3QF%oS)!`wPD6v_=S{_<}qOGMXtpP3X-xHpp`GOYSKPHtjb2D=QSzpY~_v@K|Jn@eQ zR9!%p?iN^EVNo)(pjFYJ)x{FcCBP+2tLARz;^srEDlIDoa&iNDxv^p=#tOmB7UU#- zW^gRh4|%z{MR<641i6KI1o=etxw)CKFIIej63Fs@9`X-ryj*}*_-8!hbN~LK6%-KQ z6QH%C{nf_9Dd_bU(pqV9*PmsroS5Qbqh?|d(kDprt|NlMYZ%Dbi WVRimXAy~Qu`FZgf8D&&t@&6AyQ&K$u diff --git a/docs/source/parallel/figs/parallel_pi.png b/docs/source/parallel/figs/parallel_pi.png deleted file mode 100644 index 28962ed3e54529ea9328d848832f677fd53dd8c1..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@{41>#D6p-8T*?=~Ix?+oOX zZ>Y3e=^ExUP_d4DrP&voKH8{?)Yc4*@%3BNep#o{VrQdW6SqZ$xlNiS70A)9OOe(L4a) zw4!>6Aj}^X`*_ug`(+X<19ujIh%LM zlWHP=VE7!3pR9-alw%~EWX_fAOEC-|rAP7Xo<*qnW>~SyOyqXjs#^q#`7l5 zm(MVVAKd}Bbdc{s-;y-pvbtUWDT@KS_5@dWJBp zDr^|4V5W+kQsKYohI?N1o$uM?<|X{5k&IyRg?U4$7~!l|Dcu+ZVsDkGKp8nzF$QZ| zj4Qa)ymv|Kw^Mrgv`O^*O=oVbSud^saIf;LaNS8#lwm;Uq)hUZuzuu^#HBR;Det9b z|KpOxqxH7$T}xMO<*!vd=Po|5&(f3&EpM<3Y;-}10(ai3pwIfcKpOv2ivVV4>i4YC z{py)gMOM!Fx8et!=L=4ObSvMfn!hepye)+pf1}72-uzrD>bRHv)wfjS$GrPSZl;B|>7}LrN!mjk_W~n^8@h0?7>XlUI8)VCA#dA}7-90n;6ZHG#WJ6M;o9 zV(FB9Ryc@{cLxvZMBctmj0=gLbiNiPl>PgH6kMhG03BGJHq3Qg zqA%*baf~zWhW|}P#84$_R^Qll*z4-3uoP;(iBr?Xz+^AqlIBT0ISApltK{%D}vE98W`2-BxDza!UxI;KiU-vp8yH z+rPI1MlCjVwXicUe7p>!ZnVNjI-a9KC;aVP*DH;#mh|~{r>pIjI;ulcXG#-O@`*aU z(B2!LjRU?6S~YEVB6bTtbl7!E8ZkyytQ@tI8hcEK0|u&U(wyrrx=#H00@izRnhuv) zJ9b!LhOPr2@*2KuP|-H+jA$F3e=&DmCrUfc*5}v2FLtlupedvAW*S3IAtR&tv4 zoMwqijNd!!u}E)_4%j^#TuV7znjzHDPu{LyI!Lcwn2E`b{IRh_n7-}vVxj|UJl6Pf zG`HrBOWW3atCX{B*&Ukgg;Jw{jmSpGYvHBX&fI9b16Hi^RMw@x zW^Jg17zb?m(DoG@@6;c>OK;c^@+~3c-(QB&2tZFqmbU!9tNiM_cy6RrRjVD=if&Qd zYi&LhTd(%rv8bWP^|e`&BuYv{G#$VjUl(s|ju>%>nDweerF(t4zne<^-Tjnl-Nxrk z(0QVd_G0~W&2Ew+ugH&rlZ##)v9r&f=kXYc==ZWnUxrNFa#bqfG5wpF9Z*BJto^(TJ z0>0;D53W%e>wuMcA0BNt$`=DM1q=fZV_@^&zAnGaP76eRGNR90$7gT6P}UXMKkZa3 zX@+3XeyyVQd)t-vb+pZ5``i&-exhO!Xx9n2Z{%~;$tLu}%(&rlfvI%XG@-T`MnO{|Xj);MAO0xn#T_RxS~gzk{Mrni}qeJ+h9^j zTsIa$Yzbwxf8u@aHF{tK2-KcBJo>tmeueUo`S!&<8OL5&^~yqe*)iZ?#;$0837>Db zVQ;c6y~<`JzFQJUOunNj(8p~&O}%J}H1hNV?M(feJhFVAG(ZEX7)bE^lF5tldDy=o zM-21(l?wB~5o!hv!il+!&B3=p^<%)i9=yib!yIup7J6>ct`TI)#3qR>PrH zD;J&Ak5w+WSN*ZamF{cDME(|%zD1?;?&pX;72idT0I3!gPjtWxap2mNcJtxhNT5~4 zRZnWy1kY8v*Sz0aJcEPC1(O)}2aV$rp}n#nuHpleXO)YxB0oM4Bwv9^{!La^Wm>Mh z?Zdr?mC@nDw3HJ*0@~mVW0y%n_+InsxbHGfV|u_vxNl&9?-{m!>+P#I$38t*2gyX;D()(T!nLdX`J(&S`oSBd_TClnfsTnZ`z_n<2?v!# z(SoLv-BQ>aDxR6NhE>mj(Vb67&z@smr)X5$$t<~d7_~2=%+Nr?UUB(4L<#scBG6(^$o+ac6*13)A@;M=Y%dY|Ko{LJ zj~}p-sq$0l0sga`bRj|3p3>R6%NU$qU0M%Hw&I2KpgX$|e2`4!SxpeftnKZXvBD1TtY(VwgiCywDw3WNf ztHW-k-u7)cj{H9wsE+ylHYx&7httON#V&{RPhRmEef>mr@+yja79kN>duEq@ruwxL zPW!zTXFSmU48g+Q;Gl9@Q_{5FYIm%;BfoRmNn?C5aTMLyjpJ1Rb>1-=y!|a`tAu~x zipgBp_v5V!k%vho?+90&NNd;#`6Mio) z$I+*C;Hn)XnBVeMunR+cGv*HH0G6VpO*GChcCs*ZGEs8bb#{5N9qJWwQ9lAtznDDJ zHxv2%tM6@LCbjmMbpRMy6dE2I`Ji@(L#ic-`478Q;?0grN@vY~_#F^Kkw^UI2ZyEh zzTfTmN@?N9sq&;>Hmz3Z%L|4SJ%?(zQQuaf-W`PB;;PxP(EO!#Z_SQ`*WnkK*zun6 zE_^A(`0Bgtb4Q{%*P+vz!|~kKb$ubWtMy28^kH*9xi6kbUtUqPr@^n9jRQJw7UUtO z1N9q|CLq<6_DrAebZ$G%4Ky3uGVKZRN&m+6<}OzGh&V1e3~x<#wXhyj)Y8s;_!oo! zId>9LInlnW&)PpmNt}}P>HbH2qf0FJu=11vZ55Q9_U~|}tR4Gmd*EujzNl1h@lL!w zt2Zis5zJPX(;iIuKSG)pd&vIB*pJ@}S@wcdru|^QNn=Z5eMCDIfZm#~N{VeYqj@PsDT;ViMlVqp;kBBfD z`vpolYXS4Og~7nB0<@TU>OUWi`F+*IqcNhUC>?)FQjZG(rb1shVghk;A*>}4SD|9lKz?#p)NfKf}qnlLD8%B|^!y~@A8vPA#2exlhXB?RhMc)dRW zFoWo+Hm1CkXk7;++0K~LI|LnTZd%Ig26$*y>UAv1KD1o(kx=cxZ=pf!zT+3~Am)vC zCn{*FmnT`+AfCUZHOHPiFLCSfYUdKr;i0X3yz`(-wrX?0(<77yCk^a?3FdbUC$@m-*A-4;+QHIR7$&!~KwVp#tpfAoVSFEc5g1lygU zEasY*3r6^#c@NEj^kr{SimV80q9R_j-jm0Dzx|DdXJ>SkoypoB&G;S~YrWm!5Mgrw zw3`w9d=CWt)sn2~2QMU-`k#rxmdxt)`-~Oh;(I3qalRK3u>o%1IiNIDg4h_XRVh%- z>?YMvtWo35qO@L4Cd%Q)53-EP$yn_37)YDS6C+}nUra;Vb*is)s^yDfb$Is2Rx_gn zCrvYAF&6X3Od7M$2bHET2y9M5b(D%_K((A;;se6P7p*f#CVTTmlTv8bnmP#m zH!UL_=byd1Rzd}qi5`K8Hb6_l7V??t4hm3KZWjc04|)LhkT4cC^;+9zlcu#)m$!Pz z>YmiZcD^|Vi<;5y8DBx?CcL6pLxKMx3=bwe-E!^5LWr*nkn&OoXbe8=$D`e_hjT^P zw#)ACSA_OAT#$&8SjSbSdgA%$LW>n1bJyp{vuL=T^EBh-c8%U)Ez^7;MOBa|m@m$y zRvuUPaU2H>sZE;PW_II2oR@7bTAbh7|r7d_EJ41gc%0RRss zDV~`eFvpj!=Mr}1V-%?uxg^ve-l*mKOuiN8;uwuq{pkHYV^FUE_=9{W1tr)Uja2Mg zQf%#&p}qU2u0fMYVp62)4p+$sywSdJxcbfY-Pi{D|2m*C`oYBn!^;g;dY1HI!2tfs z^n-TVFa&HQABBf!c2qtyF&QTtqin{W&808F>jYb=mCEh-&Vw9mk{^M0x-+LZRN9Ndf^2AZ69@d`0n6mQ*Z{EY7PQy7!-LbC^zDw zr#Kb3wdMi4McT%qLyfVs5)>`t{q7HE-f;e7s}KkMq}EZ!yI5K<|JK6g5JQ-ZTk+?I z=Sh!k6L8){H#`+Im6m50HMEQ*d@oNpf=@rx56uZ4Eqn{+?&o!z;#dEO@RRqVZ>%y5 z2w6cKKzi7+N(Gbw2XZGoD41LZjHJqEL&O&HjPsws5i344vb`VG^*uvtUqFSs5LQaj zXbTEn@3^H*$eU)DUV zIiVLF%N0eDuVz*rr?K}5vx`@SQ7?wr3KH{boG)`jRb~7YqMeD&ij4QT zF7sA1t11*{brL|M&kR|I%q^Y4P&xtsRrTVp>bm^QpxdA@!+3KN{av=5VH3_TCJBPK z0iw<_94OxMYSZa*{C_MxcF=0x)OWJb7RTaqSwR=){$2IyDYii?a~dAc5U7iMsSGJY znSP~jjkosji*SKV0<=AQTqtEMvV|G>U1!F5)w&~I&Yoe2KczFS%VKm&ub_imPhyhA zz+=UegT)hM5O4h`@|JTMToPbjk>ipdMS>5<<3gBCvN#3H7l+4JRrm1OR=+J!h43jF zi{4Y-Ow+s5;VGf1QN#1=9;L+W>)h7Tho6_lmEvgwNCQUQDg>3P3O|Tf_4JKcX9eez z+h!N7K=&1DD0f2T?cZy!YQt5yJvG9CC@FlF=uEeSf-;AvLu|XOJ9;o{N-Bvjs1Ht5 zvESF5Knl99zD`16>)F7>kL0Y(3TKoV?Rg*E0p&n_r>$Yf%01iI&Lf&b{y%as^PR&xy%vCi>k!S@Ot(QMRW2{UJ7^*OZlel7;kmq^BKWX_tll>GtZRl;ZQ?-FWnON&|Of9EH+0} zi5?E41BhG}{S1cz|K{R+z6&M|lWklQ;z_AewxLft!w7y1?58<6Zadp4X8@INL3?F| zETg{$bx>{=_T@iCt@)emnrCvwO5R%V97NwKJ{_H;pk;E`Vj``Iywy)Hs1gpejm!}o zRk|HBb#u~$|8e}F$f$`;0tQ_!(1xrlWzb|bmI|9d&Lr{ns8}Ci;I~-k4~6xuBnP_I z>LVZbD-#~C2!v5&Rq_yyGrpNVPTS@Wi+xQvWF8e`CwnRbIca33*0BPwfPs7J_&*|n z1^d>bN$vFLApW9J3-<_X(8{2b=$K&K-mu7u%>l^_*kLVt7nBm;I&<8SK08RX@B;)^gYe)Kl<6(sJhN@u5q5reJZv5g)Nq7lU4x#Q zlC5z;gF{l3A+li-9vs0lltc40Hk5Krcncgs=I{!FWLFC_lcYG30Bwehbzm4~iB>S5 zk|>#F;{_digh0M?$D4#O<@R$-3KwwN&&}OWj_Lq;lVvOMK6@j`C69@(l(BDvxQweD zJZGm6owZM3`nI7KG7n!Bm9H)6_&|9xbL}?QsnhFPiOPfqx|T9w6j>zHK}$$3+eopU zA>}bDcDtz5TfwIe7i|$P*_`D3l4C@>b8yP?kZm$zr>F=(3CHtqjW|m8p!OuKMUirLr3_^R14Sc z5^_3Rl?g&`##C`OF!z%Xti#N>K5?fQ(^*DR3DeF&KN$+4sD3A|X>JtCIw7C6UiRB_ z9zDC5Ye*?3aj7E#tOqN4s}7aS8pIk}vN&;X8OExBG;;0T9;9)hZ}!P&7-KflR34q& zJ-0(yY&&tkfzLS-V9LwzXk~;d-@{YaLX^Hs%`0gYsNbaC2H-hVOy@XcI@H&?uoGBS z`KK!Fg5A3)c&ZTvH@<2~5NpYIl*rT&lTYSUJCL6|f5Ih{zRsp_%S{vj@JMoA9b}jd zrC~RK;1uDCv?*#5xgp=?@RVa-8-N<8eRk1eHl}VUh+D;me$So@nCTEj!51cImauLc zg+8yq6Od&{KW{Q;PLwdJcWHDdHs=v+i1BC`rD&BY@ayy(a&>-F5>L zMQqqdWZx%E;qek^@L9c+b6*mnS522WsO)(24IBfaBMoG3W5&AXPqvtGo!eivZH}-_ zGr3^k6aAN@`I3z91ci!JV+JxjSZMEN51zszpd<-Zo00o(F=*6gCIz2LIKVR4!wfCE zMmI~S7R;&7^zcr>K%NKf#BwilsBlGzGkTct*%v}ELMg1s^>0`b`kUyGWKiEIv=^dB zVizPDW;>JEFv~OGGcXOkg7AinuLEvGYcZ8CKXwBHU}Z{)`H!j#S+gjah8hA`DJ)Iy z-0IzP{89kgasSd`)7e})>YMFiN5P-1*UDO^0og10+B9Rt=Ey_TPL7p*4@>T2E6z&x z9p+>5)(>dN_lS609J(O2yNn{1vVj)U^9cHT&<1X%pluB^v@>_}1HXMv69YUk)kCszou@iD8c#7D28W!O*&RLc18RZeS{sP^{LcL8tgv?IU zsqoQtg=swn=t#d$FH>Drw5O{fYm8-^RMs5iobpVI_8dxdpxf@^jBRMJAMO~|(>f~Z zg(>Dzdc2<$s0Fil(s}IN#GwIB*GtibP7)r{;d1D>dkrl|0NJ-8uI%Qm7fqH`q4})4 z0q!9>)zu(BO?w^(Gl%7rIQ6|oP$lFfX(+$IyDHV59?-R|2D8ts@77M%bmMjnD;$Mr zuf$>*Pn*s*DOh#{z@zLX_V-=8gK9cF>C0lV6{4mVR;^C(hXuh;o4->b^UM)tQf5bN z9S=N(^K5)|`AC4}JKR%C_O?b=I@%UB8V@HppPo2r_P_Bnn~!bz?!S}y7ZXGa9Gl&1iu}C1n$+dc75DD20$wC*R;yn*UEVN z0c=c&=@PK)nyS+$nZJ4gm|$OvANW=Q43Dd0#btc+_$Qf3ueFVwM`U#!P6!7a#m7qd z%On`|C>?$FPIPqF2cC84@MC8Ch`m0f55b+8ySrXQW64c)s~3BPis&_J5}}7#GgaLp z3~khWpPnNX5=og++DqgePO*=qa?SB8eb!GmtIg8-q~qSc_;g8OWx|&5wDb}}%fp9H zJhOXyHKHHuyJR$zRQW6j(|Gs17v1+xe1p^1=m47ObTWT(ekMbH>0icv@K{Y7WuOK^ zMP~6?+=J(Sc(!g$7_+_%NYN)>ovEG%ciY=envH0Y#=q-5A<5mL3{Q?TJy#xo5&mo| ztZ+Y3EgE;fQT0J8b`fQ)wW|8${WD$cP%g3_pTx2pZMroQQa*?5ypfX^1tY6C?;#($ zd%NlBVrtE!Dm}_K{SlEfPt#@NvTy49YhXV@XgLgC*CZ>#r2dY|~lBe$&`dlzPF>C`rR<7afVc5>TIWn#Q(tty;hLx%TvpA_HW5&?}; z-F5ijBbLu!tykN39pI=mVHf51sod7pd8247vDavlFmGlX5GzS+X)Ygq7F_&<7)O7F z&4Vea3i5tKc(4W?VEWiR;W5gDi9Caz$DFw|v|caE1#9`dr?ANY(hM7Zc1PpjWTphE zZ>x;Ht);(%zqq^P;qDw$3r_e6UW~Z0aj`{MgLQi3`5mlr#$hX_z`b}16+De1rhzhK z@0SX=TOr-Pvy7$DCpqATS404M)x&NQhHWWjBC1lk!`_Q%&V6gt3lAT*u^a0eMU-*k z;R{(>-Ya@W%1r}$vs?dsbue$IoLcsmsuR7Dwq~{AVtP5)#9l;t zN5kGZ^kWlus3C%P*dVjEX`>H9PZik}jk1P3RkMT?-*@APKL$}{D-f*Yf|+i#pSHx$ zJb(<}cF}wZxkJgLY;u_jIRQ`L!=}k#!(AQgGq${IFTr-fIf$0ru?$~PaR$0dIT)I@lwZ*UBLUll4=HoMGho;c@aEc-)?t6N1&Y{sy@0 z@+RcB4==cp-?Ys(Vb58{)ncqG;&v227kpDcO(f*Q@9+d_Xx+S@R0cHkSKkm=B7K#Cd)H%kra2FLXd44Q)vX!6G=8>n9!qlf0A?V- z$t?d8`(A9zg8(E|8v(x0d6rp>6&Zfa9|2F1;+N?i?ZsCKYZ+^uCrw+_>pYcaGu@}H zxduB2HoRgPPgnF`B|o`AavS$+4f1_=memWD`11hdP_7jq5gOZ&S2GPQGB%XS26mt14%K z&3n3!t)MMBJ~7>28Q$&ca9G1>ls>)FuyYG%#H$WpaM^YK-LBs)WSqU!pFv?IT}$3n zr5V`jKNG%xBdxsCP3#4GhZ{RT?w?`kp>oE$jpv@B&15QuSeAzse-75(1V>f3_k;eT z+0ec63p7KzFzufihvM5obCFXE1L1W90gC+}?lc2l_oyx@7P5nVR(KW)370Ij5|u1L z{Ucfh0@w@Dr2HUdBH9lY@sHdntwf{2itoHpXvkP_d}zU?kMR;`HTQn~EO9za z%X&hjg}%&nNAr<``%R}-mqZCj* zazhC6`(n>^aRBk58x&wWp=~XbA)h&~;52ct- zc8F-rhlA^T_r0@1ty6JZTRCEwV7bp4W9oYS@R7Dt)04JmZ{f|*1zNPU>2QyI3W$iu z^j5WDaJ~b#P2yxNk`X_$8>x~lpOpv=XL z{jRvvXPTvaEA9=-IP0I@Kt;N?^_TGkEb61ZH0w!{{TdK?7>gDiiaF;%*Qjd1Blm@GcO|igVMb!sXKke6pDrT?vjAry_s&b?^_k5f!4VpNL z@=POvj?GNo`N9SVk-{`}q3t1@0}<%nXf%v6jG`NvgB)#@0U{KZI-)m41g&Q3r@0{O zsFh)liB{Ek5Vic=ou?Y16!J2B$y31zuK;YM4w^$OTr#%u`dioGXVo~oCwE3#A>KB% z`?W@BqfZJ0_W){qDcbD8uHaZvY2#}eNitI)59Gvep~;?(iNf{SOwwO@MorT7gV!D3 zb_|;7>i0g5(b<|dJJP%^U`c19<%>R7U1Up5fURJ!?u$n7u86QU+o9uz^xs!N-}dfl zR|${3JGI4JE?)1MPaMnFmHX2*u*jLL=S}U?paW{d143$orRxBIb4pA0XDS6UQ-oY? zuI?0L=Yx0Jl7)~b36h2rU5Ponu$Zx<=McIZuF8*xy)3&Jjv|##IsPsOeYt&j%B^4g z4NV!e#Q@vCq+&Ppc&>Y=$TAk!cf%f$I#LT}tR9R<`iGNHU^DJ<-tKEtjM~A2x8$iB zv*J6wZ)93QWUA=sXWzGmHU!_pJhSVM&xbZ9q3P)gb!jTOFq{+GhTS_V}rR~i`R@9)fQ;}RDs)A_Je zu8g_Jmy$pUF#xL@{wDnT{FJX7TM2qtFlWk**WQ|f0HEYZTO2L_qH?ewh>|apMrLW0 zL(7JTcMs*;jN0yv9QB=V$OOE9o-h%+T_hEguA#j{&*X31sD9;e&?~6Yd|u(jdn9TP z79Bkia$Bdh+-_=xB$q2Bja%-sCgZ@}?HN#+|wL8^@bc#N!QQ z*s{A-$9YMsJ>jbm&j>8zEY_wGaC*#v#|io*yN@o`30T16KQ$$7Nd7TP6@_+ z`qJ9j-F~pvv3xgfU2A?4U3Yx84K|N`YfxoDzNlgt#kU9`SEG-?TSO$#*FLHI=Wi}x z1sQ8N@IX|uM5gl{P)HfFt6PGKAma(YzGd*_Pn-*VRA$;sVYQL*8(crKszh{hjmb9K zS;pTB*0k-?I=2NVd)TAwV5;{T*)#1u6HO6f$kPqQUn+(y(tl$2d~F)-{CSC6#sn(T zfng0F=2|_FHzh2!GXLaYrH#w;YS%gL-^Em)Yt&8e>!)4bFKV>6WCO08Gi!U!c9}r+ z`ULt5^c;eo|5`TvPrd6Jr#mdkey<3>Z*e94!s%PL$L=NjduK1>jfa&upZhF-FSGV4 zz3kjxX=uH{gjwU_z5a69|6aQic` z`TdOq3fFQ-xKvX7Kb_by%j_HgX0RBWm*R>CS}0`Gz0*#EwZntIW^^k=z7rRW(9QZJ z%$v_v1w4Rq=??<ynyjVm|= zZX7J64zms{28=br;;-&Ghx|3D4z}evx6siL{eWEICf)&}QXfi4t#q$nwc?UQ$rKqH zV{x3OSK%GLlj|s!WWW!ie!+wLbP?%w*NSl7aAA)=6Nq}+IoIaTDf!ntFfemfDv#!; zwq)OqHaB~DllN-FWcL90v%DVX4ktS5kSv=SFSWzdMl&8CcJr}Sho>{Ltg8Gs_UVYq z?$*qIh-yq)+VE9$nhI{3zg6q9w6L`Mfw05a8mj?kGWf5i?Z_5_bW5ZPJ^t&D&R;HM z#SK}jvWo9xE>I0vzG(IdQY5{$^m8hFoByiiB|!CzduE)&kzUomzGDp$AsPPBrS&HH z=#B`Mh5$F-J+k|qz#zb*m&Qlnvipufe^;-iZxi^S#@iw;QOls?s*uUe9m62;Xf-Ig zb!JRxaBSSp%!4BM;oCF5cp@feQaw?}Ze{YG);>KbTKIru?Q2@iI3lx?xN-G6Gv z26je&7slM_IofC`qXI(q_}O|=>yTu+3G#r20*R_Y8xTxyS9Ht#(9HnPi_)_7Tb4dP zew(5-xn*l12dS0?h%qXXHI&)8Xm|LmZ4h{0q-0XFiayER`5Cmg7R*G%wVBwHolRQX zn=hXV)C=YGA!44E2IIwOS(+i)lWRD+hv>DeD5dmeV;nlyKhuwmCL+NFcw7ZJc6V9b zDgPF3RX88$K>LcS90ZXpQX#(DXj9mXS{=&Cghsw zhNB{ba8t$iub*V9qPVNWf_&95_Q+G=Cv!W4uzi*=(+Lf_t(mA74981hwKb&c?(GG% z-D9Hzu+hQBr4|eJ>MOA`#X+V<(F^$fg|O1=J6&?rJ)@OUq@GrPw{K?P2Z=^aEl?jL zeQT!yW~qSjsQdkcw&qNLN(g|msHVLCOOoEF$>)5wmU~creE25s3@pmMQ@_>wd0B^& zMEIkS+ereq9AyRJ^cvXiqio5T%dLj8zEj__FgcxOmSSpAJ!sC>$l&2IfHDYHE}(T=%;3JUl!@;;4g zlh81QWqBzDI#>(gaKaPjYs$xX&?~n;43&FSM5(XK%@#W~9ZfQ%h@%&{YpDKQpX2XV z4IM&E|7)KbB6q|VzrPe4pkq)BCl6@pv$wtLWq8>HXG38W9~0nfoM3thJl#m3ur#K5 zUCg-GRJyPy{h2o#fIfLxZ4v!n*i^^1{H~pmtG7r>6dYS&Hs??51*7RxOPiKHq${95 z3f-T&xdmrqvVZK8H>zkGqCERz$}>%-Egu6Z2TkpHog7L|8A|cAPo(9dLgGC7lO^|Y zguRslC`A`^%`&nNVy&}6-4qE0+$O;w(~A3)`;Pb1dCtM~gJ9fkI~lkGK9$)mY|rY> z$(>$9gl!H6lE2DU_Ah?>R3vCPZ|WFX+94V6(s~AbD40W|zh|LewC^Q8S=4Y(!73Om z#2c*_3N8vV1&U{mwO|+BeiU*m@e?K=0heDSy^BV+j;NiE*F!360P zpTg(fXraKCyZJUeQEzvexOXuJ>vhwk{o{z7kgp&PzPfxuZpMDo{iM6ro{1N82mYN6 zr5DQvfIo>3`D2dPc~fUoPcEcxE+zu3DMRw*xu>kh7>Q>F1(NKml1d-Ve)d~SR6ALR zyL6Mi)eMlyjvVLhd7QLe8~RWrTk9tQdjWHY(eO=zy_e+FB)Ah3^Hgc$Lc2L)Y*LMb z$uW!ARi+EszU})*Z9NOA{tKg$uzBqTmY$+dPp#6}K9w`1xTD9k<(+rE?{`_mlXM%IvCt06X`>w-{P>~4u{<0 z0&p;Y2chy;H{M-T>=v<$9#W7830zSY+chpWH*ID>8dkJY+-`El|JCKdj-8Zlxis?f za$+Ybwv>0OSDd?>l=zGPrwQLY$A&2H?NbN{b)efm_PIV!5bnJD9lvh*1bgC{{xuRC zwah8O7{_plO;Eo>(A2+MeJ>5jqPw}>FeL?>VNkIdTV|ZHl}d;^MFoNGQZhtFw1AhreyN(K6I8|!yQnB zP&FSKk61tG-X_Vduw;$a$AI?@BT_U5BoN*`KdBhK&|y4|$EZ|E&6hcq&+u=99JNS0 zpjuGOBXl&56NaDzIZo{2$*Tq${2Mvh_rhscDUk|!O7 z{U5zyu>e?S?yX4}i+hphgBik=%oaAzKRnh0+#44-^@n03kbMvOm;tYdtY*x<$Txf0 zyXQq?91p`V9B(-GVE7mLhKBN*nQgZM(79c$1h!lfRm@4K1Tr>hhirK(oh+uOHdU^e zUQC9q5q30<5n9qQL$37MfY9!If_@K)QLd!ogBpmMesb)8G9YItwlo_dt6eq=4O3v8 zJ9bv+z7TVO2J4Wll0haimPFGg0$lV|UWVs+bdUazdVY5V1y$QT(1Du#QTLzwMiX11 ze@u(3aAA#K@nFPWh`LGXqv$&w&Lsr)%L(#+7-FY{v`1TMQ(H+dF_{*oWybf8pDaT= zU*gsk;6|Z6J5y{!19yS(iuyjKRf=>*k7`H*&rptEwfqEQF0TG$1lK44^_eM@nZnQ#mk^Pr+8frYn;zdd`q)+0nT45l<)+rS?8hkd%y zJ6}7QDGhgd;ZB>*k$NO{^8!Ub&J%f(Ri}3oz~0aIHtrrn9;&VdppCi z2#w?6#&&a0e|TlP=h6d|Eq!9NgmHekPrD<=1Z9O{1|amLw;JDp>ZYkYEMlegu3X)?WL1IzIY2Fq;?> z3|6lnC{c^*Pw=KE@SUZE|4EC#+IXU&tDMNlnUtchH}KOpKZqy!%7wt;#1~b{{$JMx51omb~*M;;BsQfiAGMdG80GDsNf- znFbJl`_fR|>Jfz(7bkwja5|R+8at1p05{npy#Wwq@S}4j$Vaw=6*shRD3BeFqg! z&{mXEb|_ESr^9=PuJ=s$EYOr2)aA_b(@fa z7N<=;c@+x10wYCZUnyv-D!Hmae;zV5X~I@WGtuw!%cD^_@l>hoTH?&>q`6YcV85yaurquYeqc7X0l+W zWp$Ttlo~etn9?Rpy{*n|bJOh2kzyPLPo<`4;3$34(~}71?6e{Css;zprhN==e=;Al zq(nk@&ES}IoYM4zuxp-A@drLd1Yx9GPM|~o)6c~+Aa>x6duS{z_aC@kqrc48wCZF2 ztAR3OUg*Uey*}iCVa#9sy=bIYji62M96H>!6A=T$m0K|S&W$7{v-o3QN@Kt1U~84S z`xjTj4AQc)7cgOOO$$pXN2m8ae4dr&gIaM*^ZzcE-N}EsYxgn;f6uDN4F&uT^M^B^uq+xr_G@!u>tqjm+|BUghMNA<7bRTONFyrCYF z5#KnX*#uZ>m?;@vnu=NCl&I3?F5ohcmm)5ij)0ca{egERXB0QTi0O3JL!~<30msBDHTlKY zO}Kc&GL;k}z)%<5Mr^}q#CXToC}4SE&`52sEp)5(AI*=Cg5m(G``9zKTK8gSUToz} zeP@i~O5>M_;oYm}HF_%`och39=;d)V05;kn_zLWd0Dm1AeJf*xz|%6s{1y>^GRHWb z3#J@4jQy(@Kpm)fC#qp4ba`bZ8WckB5$#+s_6k9rMiDsF)vL8K6RvZ!#JmrK8T=5`PK(c+;H(^3vPt<#`vvo-(L zZz1i3bFEF|}q^BSKEeMrZ+uPy&#SDuR zSO0atsf=Rlvn|xG2i0T$qxqO*5^EP!hwQ;R&Itrd5dSt@*tdbkcC7GReQvkuc0^y^ zvgHwvn>@SiFJ=?^pUqw{Z06aWsmy)cCaACp+{#s09pap|hog2r>XG*=6CgY)neKH; ziEI&^PZtmZ9UT!(7Yid3yq&8dcPxXOEc>gzko=OYBWCmtcHrqP-`Yhop0NxbVgUQT z-Y^864db>p6wADJ^Y)@(4F|S8>wYC)P+chvr;JgX=_s7SetcCY{ znJUOsoq$u(y}H57XbN`v-QWBfUk*|+NU!Linu+t^p9wgye8$emcJ3?H@`9h;yQ+}~ zDpkg z-&k+6P)lnWf>8Vthaf$2r7YoQJlzLU_}SfMo}P(Dx152y>S65NvD=)7;Ys>M*5Tyt z;n}N0=1t%#`XuTo754^fkQmpmo9hpUyz+}fR{O&t$H@Eh>sqlw^!kaujbZ#<5Bd8# zcv9wjva7}5kT{ac=w&bDZPYeU?zAzoEfCo?{(E+_jnvwsBOdGcD`{k<*+zO_iSH8{ zcq{4t`X)ao)T+=ZKpdl{WykKGR}L%)odShTetGISI_b|AJSR~4sI6|6pBM1o?a4{X zczQ6Y#kJZq+_*i-Fb4RBLB}ff zPJp`desFKX>-N*Uc{)z}&W4lLsdyXqQ2mb)zh>VVetKLvZ&b+=?;0~T-MNU(fVcL) z4+U`mF##%Na7)F?0k`aKcWt0MD;o)ms4!I#+eY+wmT!_Sb! z)WPgye`E-5zb&2b=dp-5+V6L5rPd2c_^>{P1R=vOwPm!ljo|JmlThLNnm! zLtWq)61n@(YC~pPnp>fpSo(MEIuc)lW;B;#Wwg1BITdAMjBR<`<`lGd@Gtc@Q#HtI(i{0j)DA?<> zjFt`SYZzx*AIc^ST&!ac>ZK`hj#+fR0aR}Q9&H7hQ?h;O8%s28{d2xDh1$q8D#I1f zVZ)@3$;>+XJd+FRwQ$``LgW+=?c_%W=Z|sIT*@pW|Ir^*nank0&^XF>S)$H- z)s2XwbJtILtDh)T{;DdkWhJuAzDG6IRDACQ;pvy~I(+UyOwhBmQ7UEFthzt(%<3Jx zt(eQl!KO_|CFO-4_wfC( z&7LImk8B8>Qs=y72~&r=S2@mSlgNX;J(VD5Hg3WD>OUB!H5#)*u1IPHFza*fA_+yQ ziAEeJjS_LJY?o4-@7k&`a%K@W`AA6?sV7!Y$$0LXz-lowGJ(F$5SJ*mvtFWaax*#khAHaUJE(@GVEj>r%16`u+ZfsOAR4FxB_h z{VuZM9fYu){TLP%uh6X$3No3dC%Sg_`=_FCw$M~nxp0jCD@ud#7evFd`jJ3?cEQGb z!_1aUm!yTVU;N!DmkrLe;(jNJe3bbSHyiyoZl0seQDG=d_}Cz|%OM>mVFfn(g`!yb zYDP^mzE{e+{*}yEx>JF$_*klaG-s6w|Nk!J!G2mJa0($P)jnP|-FIUfYpdn!x23sL zhHpc)HzT0IhHS~%4}#mO^_Aao;TqpH>1k8O{AdJh{BlYpjB7@3)%bUDfjGP8}nJgRR`iV)y^yhBn&u4iF z^ck&PD~Au6_Zkdg!mPKQ_jngiFc&=LkiH=wehfieNBaj+_}x2B0*x6QON4}R5i13BJDdx|uXmCMe!Zk*87+fq=I1YLE`i1f|g@y70*{%tI7af*N6av#u8L;W| zrCUrsaK&EW=d)nTHHI!I<#GUp9&$Zr1z0&(>QPl7f3rRR-(-6rd2@6R)92;E@sg&i zAWAVpS_F;mZF@mFKf&vRpFKA-5!LJKbI2uEY2&&T@N5lVyDD^iD4wb%7kJ2C zNL8#u$i`m1%vAI$Ky`(*A(iyEPmRY2ai83ZZ38` zy|Qi)$SfRyu!Ut&5sNIp&NirP9PQ*mg^i8W4gg!sY5;mmr%-B!d)crptU}G`C>3*6 zHEj&FvfWec_vN=@6*M4SzrA+q#&FgdCZRrY_WFk(1lbOJ@+Vf9G@{?HDq|#n`30Ca zwn$eFH6uwsxRqDti>46!d368cb!|B1skaiK&})Idnt(lwl9jR{w#dQV^<6E)D#PhU zxY9Y`o9l}OzAV$_{w%uwfDHz0dV2}i!WSdoStEfPmn8JtiJb)z+$R%)((y(mB5W^Y zL^q-j6uq;1%tBRrVy$UN*(1Mp7$suXnX$~|s<2pSC5H7X=7{|qF)F^6>fBmc7y^Mr z4bQ`w(MnmQgYb(P!)B93&qs__VG5#KAs~$Fuir~+nM<-IN?4x4C>nnu5##qi!Z`&8 zAhzHO&mzk8VwtbCP15F0a0*4OF9O2OG5voB!j_gSvMMD_jioU1`QG4Bw&IoP^t{%V zxRgR$ZIA*2lgG*(-tDtRT!b^2$Bl-vB)eAK8Q17EQ)q`Li<(wT;&iLY2xp80ly-zU zSF2`KdFGAxyWrKia)wYZhXIUAB1 zf?6DM(_QqJD1O5EzeSN;G2=F&w)dm72vl*?OnQ<%`#X=>Y@dsG>25?LjtI7lf%EJ4 zJ|z3<**!xW7r8+v)e_U4kC8YNofJ_nm;Lp4aC%#Lc*yZC7fXn(Iw!A}I>X(et5OE+zpHphsI5D*Qy9 zK1@%RY|?or^Y3z(2>K?}v1Kz0NM3YH@~35i!(PP5iCO0&Xmuyl={UnrI^(--fIPKX zn!v_VAn>u3DPOAR-T69)%H?j;IKMC|vi7B_0KnjQ(q#l#2Bwj+>MFOtC5BGCJ_FWQ zc0nOa0l&$~Z~nf)zBzRhFEHS;xH)I+qy|XdX&=^R(P!BqrCd)Lfb(u?o*rt+VA zk=)y$B?c+V$we!jEMUW8a87dcYX$WFG;8HlNy*Y?#ZM<*5BDVkfMiI-F1Z{O`H_&~ zVETm|OzOmoP}99iYVJ)dq5JN?0BEeqTm2w%f)8=dJ^g%TX=w;esfgER^1q5j4F~p>OM@yY`5`=VToTvKdl5|P zW?yodsJB(JD+gVQR6ANbdC0cmibtj{s*1}n609!++odyE1LjRfq#zZb8O><@%l=k= z26NpoOlO7>QPil;cxyy^cfEJc8NCe}a2&b-}lkD#O@peSp+^;jp0 zM_5i%c8}NSS1h~+P1iz}$FF81vldd^T;M6YzC^v=<#*H-)(&*#rqiYyT)xAXOv){g zOGIN0Ox3YG_fG*UGpkx#vzb2&x8K4r>7+=uVk6BLx-if^C03;DLBr4qe>B(YQVN@9 zEQk2N)4rY}o$AkiFHZvJQ^c{9586Kp820_}<|(~v_-dpy+t>}VVY`ciry&f7`rfZ) zA^3;P8Xwx`&;9JfZ^yoMI{)5j z__`>_C%MTB;RpHuc$uD#1Igcm)q3Ku5Sl;kI{daAjcZ(A>$(hGm}yY{N z%s&MI2#f#S=0mRsIhL;tlnm%nXyhlU4pmV2!@W=}`kPU4L{2-;sekzQT`AeW{3Ar- z#}{t>3}PSt)kqKqxdiJspqu40nY1^=`6CaD+drCWO11j`#{hma)aX^}1(L|=p9Rzu z|2sou{wi;u900BqxT>o_!K=s=|#s7aF0POAe1`419(a+gcW-uO3;2%k2k_cC9 z-~$`mr>3Bqzl*0cpePQpmY*#5o@lLh=nR}5O=;)KE ze-lJ8d%)(DIN#Kbtu-*Nzd%*o6AylbLR)FAwX@}W^D#mHJSFy@7NAvD)-6A5U9DW2>YMkS&p%>zavWNp>q1nTXV9=HHR-wO~Zg3NV-%GD;kp{6B@f6Yj!RObBX-p_d|D&1FbeEY5~N=8#@Z-`kCjzrkJ@{OtK zcYmS!9+UFeSa$@W?^Ik2)w*>cK&PrHL->1ojBNeKK7{67JEM{(d6eEmNk*G$l`wfq z#UphtYIljP3PYF=llKkFR+=NHLzy*qW75$($|lS29d%kkUi^Hv+nLo-iTyuoVMfw8iIdVvC!z3?|7gVpIZyk7oz`3er&j zX^j1}E|1L1^cSG9&P3emz|)di9nxPwK9}_KrYSlTEmF^&2si%jK~{S8;8%kecrDI{ z{49H3jO_h}xx0pb1xZ~&K{z}mGIge%wcp>hTFDRLX6{8Vsw%4nIoxEmTMFS`r(IlL0POihBEEbmMtX5?QVQYjy4!-g#cJ|D6sKS!|R<4H-DwyV}w~!j_dCTb+xa&(C@!^pXE@Hedjb`UFn`%mkA8 z&c~D(o3B>36xrV0Og5hLX;{pDC>9>diku#i^Sp@3?aYo!pagu&VxQPny0)_g$$RV3 zN+nkkP?SnXpH#t{=@_F7J<*jmdw zfu=6%apYx9+Jgt!DbDeD8RYwDsyQ8^#$}!6XIQE;QqkR04xKa|#%$D&IAu5b+8>o) z%7kGgwkGuEtO|9TkgZu9V#aBjw5+RO>eE`ICsmrfzS#f1=y?kQ&3Wf7egiv@!>+vvs`rE327~8J0g|HpeYd z!rFJs(8VG`r5nsDcGh7ZlBcVBRez{?Icto^2~N=Gxfp+zU*3$?wY18C;4cuz_{KXMNB7%pbSs(dJ|F_k61ZkcXuhGOID-m`WMLQ=~9_Ku3SlEg8) zY`m+p_%6wIB1q3DXef1^3I$J3eMddoM)$`)a}F5_wb){iYA_4w-v%lYHb@{cvM10? zK7&J6BvAWxjK!Ksj-~_A5#~sT@of93k0^CbHdkV#&Ei}5Ad79SnH}wV*T?| zkws!?RhM@N4zMBNt7|P6*NYwVm@G&c3neUu+ZOb;tTULn0a|*w=-uJ%x=?=_kMgC27aJkPLw_{DqJawQ0zNh-gGBmi$!uRE4Zn_V{9 zZ5Q3o&wMX+&PaWoXT0ufhjQ};pwOAS2jbnyJF36!UJbb)yh|}F=*;YrZPo_~Rd91! zC0s-XY|UP1-34kAEnlAyB?Q%45I7F;@CcJ~(2NAYcU15Q=`v3iTIJ1vRI=t1AUqPZ z*qD7_^T{^FMj8F-7(C~wlsFM8Ab-l9zx#w_l=pz_Z5{Fj@} zj;BLCzr1mqJWq)|DHb1A1@B5XWho~!E(3J0I%lEl^P~04=Oxe^!V~x%Udr;j$Vuo8 zs|)aKF~Yqg!W#&^y?nTlfSwcUUIh!T{AhqBP5282_9AbwT952Tfh+93%T=GRk_o^C zrS#ARt|(JlJQZ-xZ2X*S&R$m~vsY#fHJU1>U=5YHIY*0p4R}~y$n6Ep=gu^I2Zwa@?1P;^qk1+F&Z^*VT`OgygxVnVmFE@ z9^~*(gTc&XKY^}z2Lym>u3WX0fWkWa^?0;K8l@qg4vpN5Sh$LUKiBt@iAIKlgH#8k z)9@sDjDsdoY}G(JNiW6V9W(2xb`wd-ps}fGMf+90r}Rw=e=qfQmIJIn2D4aplvMp4 zmYvn;1D2YqPs$}KF6?Jf(m7jM~S|N3d>}@l9dO+gKM@b1$xKbyo^VcYbpIU z#R_`0BNvIAUeo2)4{R1u=!uYIbJJQ%vM#2HtwZ6tAh^;^M#Jps3i&4&0OmUm|5u63 zWSGVN@hx>OOSoIBsiX7qL$`s63|V#$r<O~z6PoLssYsto&)b8#L!*p)su*!s!IN(NU}74oU2zicHP1+as>9~nZu7YV<5liM zz9XXRq=TlO&kH9B&-*f#7MQr*Sgr#}p@M*`ivv?2_2#}zo!1R<%%KmoujLHex4uqq zNG<>xY3jY^`-R@C85#w3?-zg2fTrkqQf%?ur$88WZ0j$Eng-q&{7pLC5PBoQRduQ> z&FVG0CXxG@Q@DYFr%_$n9*l^IjTN|ygz$5ypua-J7;dw(4=c}ogd!#$YM~Fe)>9RS zmup==C)F6B?M;B^v$k@w;0uUaIrMoM>D3fz%Vy-7oO^l7QO4hBD-+@ARRgNjGdsHt zqT&{={Slf>6931tcn}uOBXwt+Zbzc;Wg~lU*?fO-xjBqPlAI!QtCy3OUWx&93jQjD zR(}SUpYCB%Yz-POcGpqiQa|Ms)anqVH8W=dAzUp~u>G#AZDqlpA`^Tm@C!<|#bUU* z@LS(%ksCKkH_>4-%Ngh+rmx>tPFon4fLcUZVY0xq=<*9n5O@T z)htwePG46^Kh`+#u>^oMrP8TBPP3*&$&k^4HgCoI+^3o;;8-cl!bZ8=JrL#|!uVPPyb9K64P7&NNsg$%d#{zlEM5}FTsEk z9P|6dFhnUElC^*G%aU3hBYodId_80y>iOq|4v$(tspB1IIk}R!Pt(zNbfoHVhQfZZ zl)%#-SY`Je$O5=UaUD_H<=MoLO_O5;W5iSrj7~OhiTqW7Cp0*f@o<(;>b@2gH^a^; z_4oYX!`<%JExsYV*VXv7$;>h42CWe}sug zAld8>7BJ}x855Y&{sdoS(`F-yIcaTueO1p%^zYQGk9t3l(Y*U#Cof-*rYWf16-;;M zuMu-Q1TB+DaeP4kw^JZ2Lui|MHa(Qh#dNj3R5GqMnr8R2O1^znJCLSY6{JQRBUZT| zjjLtM^%AL-Vod#ccq!rw)jS(jL|!fmK<3+4mrkO}tB=~t5UfAPG=gR3+7H2G^AHH56bCyJqwyx6r^1PQ zX05(mNoEJ!{JU9jYc{r-eZLJK>DN{g;;al*a$X4wKYyy&sNqVZ#<8jXKbs4O#XssV zudhHSELPQs4c_PNf@S+U4^-+{vYNPN3^Sr}J-+{!xd{E3xm7OIag9MG(zAu?2~ngZ zmr{K8-pxGWHDDrK{L(l{$d7_0v`T64&s7-yn0al^A^Vw&G*9{zPD6zjFVCw)XtmL? zH=n}RGj8jYAdU4*RP5R7pL?Kq(zxP3pI%KSf5xUopq7eg59*xDl1TJ-n|L2tI*t-_ zfJNvp#KIBe2m9wzJWh>IGBH0!P|uNksafhTov(QmtmM7=yE|foG`{!%rTOGP9D0vu z@|!2+wlQ#>DPh(B!zK7c%21x#O9t}dKZu5JZo=0bOiA@UPpm#NQRzNGI4Q>27gPLI zUoO`6k)xgYUoK5Va;Dk*>1B>J^-nPp^*mlCR;Orkncs63Sgt1#Q15L~Bwc1y;VE-G z)avG+o&QTPek{D3#QD`N5t3^ZPx|$&wCCOJob>N;K4t%JQdE3OD;#Nc!Yw4s+V$FZ zEUFpa1#ey{TgPgLs8hc zxw}UchF*FE)l>#%yQf5{OHou5f2k}|>CTtd7VyPyn09f&sl-_u=orVsHmhm0=B0mG zti9kI1=J6rKs8>L?Fb`mMcGr72-Bo>k);rB~MUQ&5nxRLd#OHq9#<{`Osa{^^`v+V)@7M#o<3+{s;8_+=6;o;qJRvx+k7HrksfoLCZ zgtEGg)-2w7AlQz@wa|uPn_(pCkBw3DREf)bSezewWTx!u5k+IEVj4~A_Ct-Hf7%=+ zGv-6m7fKb9antCdD6$y>xU^|=r*VKvNM2PDi)Ek+x+GiK_d6D%^2T_{e@V4YHat7J z=VRZ^jLhg<#?|`eb6T&?Ozw})LiagH$Fz19811}Jy0~4{U{=94m3C6fQ|^rr7XI!8 zUJg-j16r@trv?S7)WSFaS|%>Id%l4Q>jYAc5*81XDmdns?5dfS;~z^TXh+|aqPh0< z3j6Df*MkvDMQG^){l7TF@J7cN$7l9m1)K_no$Lq=bRb75!171}S+|e?Ec#25!v02* zY$NT`4zJUbT(ticHo&9u_enQNAZ0>{ds|(O;-W~R8rZ{xtvbM z-fM>C&b<L8+Rf$Hdr%#X13CD#m6X0j5UB*ixJTIsE&Ae(-0Bu&!4)eaNxcPf$1 z`5miV!qODBY{S7$F$LFUBdT2hUf44^y3bj_39*~kD6XcFZGhxq|KDj>>N3AOs%D^5 z)bCaGk$9htjElDYowol?=%e1E_a*<`w=M~w+%PXFjm}uu6}Mfjy)5>~`+3`?^FoY#oLbPU=<8o{`*UN} zU#)~f*W@175`4B3fEQH>J(De0p)GDp{?B_i-J!ROk6h=juc+nr0PK50<$JPIT+Z-L za5L3$kndDla@s~ah{KC`n67g{anTKQ=% z1P8=kV;cSYsKr>_);GH?50>u5jVn0iS80paX|!ea?PV8)kBE9Z>L6@a`y#vexPTeA4$gRF`if(NMI) zaJ8iTK{+``*OYHLgEnbbGHn$IrdtI=P;p z`w$7eiY)iux6C+A-6V1ves9fb>5E)bn(Oln`6zLIQ-<`Ugx#oI03Usw9W4XERoMGF zNS}Qy&6M=-0H*K5rtd=l72kW#>&8ufxs~c6f!kkFjNaFMy1@F=d9Z7-1N8nf;Z#h2 zTq)y5IX@t>@05k2!hRLvFjjVF>U&|Td%vS5rI?M`buAmbddWB9y*utp`JV*VTO1(+<5h zk*QM25>7HKVn}c9yTt`ghDBcX9yL=~hq~>V-&* zrNk`OiyN~eYu9_01@Afp=X`GWe<_f7w4CKK@~?)mDl?Mb-!DS%*(bG6n-0C@NKTtK z*vq*O>Q|j4nthhwNv|GP%Jf>|s#L44_xgzV(5;JB_gb>_CmKed(j0jNmvGQnzmDrX zAo5ZWdOg&qr0ecRt3s8*ch9)nEd`=H?M6PGKlHhT4lOvhN+=i|*7@tG>%jt^M}@(m zoQSV8g$5^LemLvj=3_P;7EylnLGCOp6_zzM{VO%%tM{F#h@#AIGLal;w!4$&p`1#4 zIR!i0g$LVdY4||s24|zk`NAd8d%pNSuc){Uk&^ZH^02(T?cvZDdb<`QH<-w5c)l}! zzB}0k6{_siyf)D1@Om@@yle`EpI!sum@FsgN<<(HHqz&Y&aKV22fIHA@R5dD72u!0 z*qbON{0NyrC~57I==|ixu3P$cXOV&Z%}0p7RuN!DoxBw0^z@XuEI-4?qbC}GPQd1e zB{eX_wTebZm%(O^^|2$)t^=KO39gm>b5@qJ!1nhTS;2cJeo`IT*>QIJ6;Zodvyr!G zu%<-0CzV|!#is2iR2g2M9K*j7^n5l-?KBxk&caP)1UBM*GWg8s>7vYG*VaQU=yP|n z-e(WAD+9ai7g_D~$z9@T;4$HS1e$dCAI@vYOWwZ#9{w^EDo@$gIdDM281fQcs;5dC z`z8A>?K>Z(`VBu%wZs%+y{2pwQ+Oc^Bv>W|Nj=QCG z1SUmacc-hVP^zC^Hwl`xQ7X>duN_8xO(!IJ&cw9Bpj|Jo!UZGx!Q*;8!I0zuLTF1z zLnF-Zcs{OX_}+OIWIYnP@%g2|RJm@;=NCLkg%9hDzVCbT^YxXZ&8iUJFf?BopuGmr z`Y5>_HeFT--CWGtF8V_6@%68cmSMUa2MYuh9CBWD*$s#45-o-L>wREWUCp^ZpVXx- zf7FS^kLQn@=GmJo02~p}W!ji}L*Z+=Mm6GxcU!`0;RNhUxsvuT5!41Cn(scGq>X;X4kWQArjN$HUKqz|8=}W-P7nlf{=RQ}< z&r@+zLmw^TGH$9ki8}%sHEZ*f6Jt~$tQ=x$ua%q}^*Kvxb^OHPZJhrvHv-33Ich() zDyLYYTJ4>w;k)=VL>18ZVYtgie#&HcO+h|_+z>3c~Wxfrs~g<$=5F zOc;+YwPjD8dn1O8Bxype<>y}|J@&Jrx7E*BmmK4a3oV!UZH<_?Sf&t{RrzNa*vDV9 zU{v9uJ}D3xnh_m*fusCKr=2n6n1XZ(12~N8l0+|6$EC!OpZ(uWlfvJkf9Upug_jqG zM=@r~LuWoN?l5S6B_os-8|c^0HBvoYkgFf2`GKGL1slZuY($({COqW*l1K;vj?x76 zOywEz2Rh2|mjYLMv0_`o`@!l3g44L4df!i0gmFv9iWPLps|zE${)_~gJnG|gt2m>g z@bN|4bJ7A9LbmKr!ciJv7whp*;*D1<8_xQlX_VR9-s}t|06maTQ>hIm%XK5~6v}dN z9ZwQ#)Jz^0@tz@untsO-Ohgo4k8Dq;lD(fl2gXjQtNOJ~lxScp)stbgyvk%zrcGsL zwdD&aK}6#JoQYr@tDqhvtRH!9k9woxPFZo&9bCvQatN4 zR}Qa`a1K+XHYxg+T${@%j%pKwAQ)5eRS{E$GUPzGnV;=*F$S3slOB3M8=KCr2pV+5 z3b9dsNghX+AxXMGSbZTp48*slFj8I$w^=lNDTBJXb{Q;HCFp`TuYT$i&Mi|az;>#?5Wou zF;mDWx<`iZ!?k63(?o^z7y@)IcS7wmXKtHB0ObfdvN^cn$f&JIrI?909B@EJ3gDzF zK`r=Ji2_d*8kbo4{7ndnnJKGI1r&HB^4W&0ifO6a&oU|Pm8{J{jAAS+;(OXwX)wn( zLB;kgL^#-du^x$`s2mN&R3`!>!@=z}aRcNhW&akAmg&?fX~IVrj;s#6w|t2Z6Q9U4 zajxyKE7@(~p>#NI+`(mzjYFquX$X9ki;1EfE0HMMsZ>rK-`m?;p-CA0BHIL{^1^v{ zVx2*{aWC6>d`yHRuZ=l5PAkQ^V=ShpZ; z+7aC%NCS{#3*~O^v>Tw)EkLl*EhdOthXG6;(CY8X+ezQdSat}i)-*8~2Fr-) zWH4|O(goTvV|;)2*TM451d(Y!Or<2TUL<_;`pdh`&lV`B9diMCY(J#Nb<}yvUI&Q0 zO!5>#O5}w2uV6c-t4H&@9WAv$?+?{m!z2+2Be#_%(8}UDck#1N#zKi=a|(VC81!>Py#aR3<9r970F10V#I2>`q|eDEoxKCR!(dn4GYn@w5j74CE>`%KbFwDx z?wnB5L(Q&I8}{X@37(V2%_5C-2%hWZ}22_WWx^Kou{uW!1M?#pm`lOF{GSA48FMZrGxnNgX~v`0Z%)# zfCf>1ME@(^uHJE)nXSbjI<20*gp`h)M+1}eKM_c^RpzAl7jn3nQjdA6vqjL4D&!aP#DlYO z_=eI*-~#-BB_wLSz$TCPt+FOX$UAoMew79JvCdr>4maftjkxIK?Tqi#jrE{t0ma24 z!7uR020szJm{?xDd3n|ezQ4>CL`jc@Vz7OcDr3PIumTx$-9vQhYG{efoZ$UtIU4+< zoe9N;2b7~5@H3R>`#FX^_th_^bgZ~)h$FyQ$PCvMC$;B1$?0fD!Nb8Oez#MZeM}p9a=5c!$o|$x1+*o1^H;4? zQ^+`U<>+GfAsvI*wubE!y@@v+56cA{m5wYXpMM~Y>@!=3($`mNyrRJ$!zobH^}Tn- zJ8CSjDfuc*Hw<~0EnrfZCdj38QR;F5#)~^yu_6lX zsRWfa9t*!y-f(;Q8uYva3uf<2go2?$1M}fNeuU%29(!y7)ws_|w?#(~I@hgT7hA1n zx1aae(G^>-RDhU2x-64>sLaeOB(AP9t0`P`0QKIY+ba50%Dia#|@bE}t8OmHr&RfB|cCdPCe5ow8X(>>=AGmwlzKm|kemwy)Z)v7< z5cK`J!W5y1`i zbE+U3g6EtXLUEy&va2{6Q{iam@H7n44UdQ)Y?V1QxO{9Ldr*K=d4)fkB@%?@kErsM zB?v&6<0is2W<~8bjOuCFXOEX@@iQex{w*BrXu8`#vFZenX^jrlTjiW~arYpav_PNkTRWvBxZStpfd&keB;ehm=i;xErAlw_MMz-oU6(zuplk z&xo)r`+?ZemS0dC$*B32tx%C#_?0$8iz`iQzcB69m*_H6~?@D*U*{47-U zI6s-a;~G8}hE`inw)Io9v9V?|s0}?@rf{bA8xpQgJ*N7*YsqCVa zM-y>f@3(3$eRO?~Ns*vj*x6=|Ve)%M20_;49NVdoI?$+~gtU5S`5HYB{*k zh_kR9&xjp9vFInsM&cJ)WzIZPC%136-QXC_*F&LWFPcfPL%sWrw zdzhoZKcMLW1{rccR4Cw_HO9AmCVI3XzIxj@f7wrrzb@T&hyu5JtR-hI#W>FYkV9_j9Wun$YZt z9`qsP>3@F*iH>^~m2rOtljpWD8e@bbhUruE%?p|Sacua5FeHmVX+KrICiYCxPdXkE zCkGGS+ei^6?rSt0@Z7l>Ox_4}Ms_i%6B-sY0KX z&X9(M_~S(W2j$9X5-5XT{zT;j@xhch4ERi634Tw>4|k*u*Ymm8?S36~ihpDi+7Sg3 zurye5AxMQldfPBqxRDs0u`U?j#gcO&JE2?Q3=zJJ@l3I9-VQRK&x1y0-oOO2quu|u z(mpJZwU3H3x?X^6J8V5h%*K^F{c?`7&D5zq@+J2#z+am5q);k9VL(+~h_~t=quF2^ zZD3}%4RM8l>k*S79hOV2{?v^MvKd|{Jq6?Aw3iiie0k-tp>>FQ;zHDwT3{6ad5p>~ zfr-*gfv&vIlGoe$83v5rdm06j_FN}YlQEQ(h&=FR#-NiZUgb32sKEbHtiLZG3E|Zr z!d>T=tu3?-XS0~0VYq|PyVIeqokuPVx)(POpQojgPV`F{D#Sg}7nGu7>H1{%YRz@g zo0FrsOAAd;&=7*w*!E!SdrNo$75@=&31>B3_4CD>6VEz0qTsucEzY`av5_9-jE{l9qL&*wFI6s0MTStF|z8!qb zfD?b;oTc9_+w^1wb7pK(85>&!msqT*4B^0wQm<)6&W{MYg{BBiYU0)CXTbSBanSo% zdwFW&;Pp&00e8uSf2<1`+Fn1}+~YuEsN@jgE#BTt8AhsDEpc1NwlVZCH63{0Ui`cr z!WVTPFVi6`zj|_Hq=O;Z#|urKLutIYhj`+LN6Q_|k>P4{IU&~;jS6041q#-)Ae}}x z=JXHZ^raZ`xy8|hk8`wO?iNS_R1CcAF?7DsvTXtwgACpcyPmM5*mC;!Ib>_eaV$|} z>KlU9^sD?yggGbP<4x=8xxV%?z?Xm1j*sL*H`_X~Rp?+#(Zi%E-zHlaeX=Y>N2ZdX z9u$5s_?g`*b^&z8X7~*$umCQwwNgCXKCsnZzk@ZNWN?(M-RNzA1Ah6`|Ludv%Th-x z&M`cq1!~QtuJ3%;R5j{L*&JnvD4R!RAXl^C^%^$2Yq-ot1vKfT{quwy4(Ue0NN4(* z>zsYC$1s88m^#J_+}LR*u7mnjL^Qli?JGhZy3lVZ@I8HdnOo`XtU_1uGaPn52wf`e zB~-dbSoL)Wu?dVb+0r3<#%DCR{I9hrvAD`!7%$at#!!FFdQR5G-cY|C^K!NxiJ{Vp z=zBiZBm7eBsSdXgE>FSd@IacCKBsAN7_)ZLb)6QfIQ55(<%$I$_|a-a8koi6dv3>v z7_A%l5pq3nQwU#-5hBwP4*Kix4b)HSFxiFK|5y^`a!If=ApegsXoq3-<2EI7!ys^+ zce{RlX5q|9DAWpCPIL)^A++L%_^|pJ5nU0{4I7W+Lx>44htlmK`0Bn9 zT|Zv(?lC;vk)y_h!c=%YM&a?UycWmGgTJtFW`PH_xL* zPO+)K{^MQwJz|Vcus$Wp-U`zKr~RyE*}IP?W@nwI{=VC0W z`HK`C*Lf9ld8rO8!Vp8O+p0bW-m9h0aU|uF5LHw4ga|ki)+t<|+Z&QrG2C8r<@16X zTzbubE>I{uu5q8M2S&aNg=vLW5m~?klK+PchLTRALBsKm^&DDzYM}2K7 zYh?4;A^>n&&zxP%+SZ*96A=jRl}(gto!&Tt)z~7?_8N^rMX-B>H{Wahsj9`SFibBhP&oNBmN-C%#bxirS3F1OP##uZ$KPy_!nT~8N{Hlc>TJ)&kD5G_JZ zfZY!=mQ+&DFow@xCm@4uOWg3>(#fpU?bNYJ%tUGYxJ2^{N{C-b+979Wy(qc-uf4x( zFe6AP{;vgoj`vYFDg0K)89P;>uHA(tM7GGrd=Y%QH8l?!!Hg}LW%^{3H|)d;nH;c! zZ<>tA75X$|XU0q93c%7f0Gy1U_hZqX8`Z15%%^i^y>P~KDzGC<#R)FvBjVQr>{fDN z&-VwD&P#VK`%~aJAakG7`z2Q?xK9!buR-S`kIu5U=cN65wE*A!au8FL|` zTE7F)iq~meMUCBJtb2r$wm;o%C1iUv-w@Z>YJMz7JTjEAS=~35jW%d0eQh{Pgjv0j z(EPCJ(&e%jrEf?ON`y-T8fzy9yS+K3ubYd;F$YtHq%~DgdqBeQ-L&xuEmwtq%IX~) zOk0M?3?3c1)ZbP9NNxgXaTTO>(s~qw>hMT* zHv!^H@@DjYS^2!3;YY>&zz|~KE(~C~m;_TS>7Kvy!cG02RDXw_C*XpMAeW*HN&L!q zx{-u)`Stfw3elj25pvqh)R;%|ogjUc^ICldni`p0Kz1Qjm(8KtepwG_@|e*2 znr+@CWwZ_?zFTb)zRT=}46K!hw1P)nsG<1zdxz`$Bm9z)^~k61pbKT>MJ$=ekNGvt z(NE`EJWB}Bv0_3IXU#ZnAgiCc3P74!#~U1>GjpoMebO(Oa!A{2adbis1RPv#yEbI1 zR3^)blBSCpTGK@C`?Jw;^_{W8&y&xx)&`TZw&B~fsV%A>+09EZ=kCqiH|82_IX+Bw zjvys@`Qb7h@El%(z}G-j+?AV7)UwP@*_kOt&-0z}dNb#gxtPa8kKmRjdu7RR_M?-n z7o~QumFtPaohhN~+fGHi0%1h$ysBa*{@+;l3CHumKT4wUcrGpgi!+(RpL}+W9URVU z{i3a3=OT!CO-yXwnFQ9+q7!jpqGuA2Nm9KSea_S0g$W#-FG(;zp8z zL;fsN5^%Qo~OON zR=H+(_()7C1G%As1_$Q`OZe;;(tT8ygY^U>gZ-z2d>7hH>Bibm@s@S80yr(-Ok8%C zfn@e#zRGTFp>XdZ{>vqmrYUV2hohoroesw%IpVsG1MDB+*QtHgtW`0^$`#;a(#Gm+ zb?Itb%U~00x*CodTkcreF;rdzV!NJ?s~v)7ZEPElA-so;ju8C+hmETYi*nuCDhenq zl0%9}Hw@jSAl=eEz|h^@4Beg5;Ly^IbjQ#k-QDovKKp!U?{oIw_gdHcM_=E zfEh|A(3hTcj>QPDWus^4U{-G9eeM>wrmOrh)Y%!u#q0q}N+cAdPFFVBHQ=z~o{c4N7p3!s5$#NmWRmG`l*>$S5| zRp<-JLZ%eR4_VxKyKyNr{=4tyNqP7hc{h4a=L$mc;pB3&{qb}i?N>3WWO zq-d(D25G*13)@WOD{mxF7#HM!)ke{38&-?n@%my;1YVhew40Xx_cY+)CoFBRA_C}g zN$dUog~V`ptsP}E^G+G=7lkV2M8M?s?0I_4dIO#GECqaikGn)B{e#BSA>PY*7S>N6 zxg8D{35{h9gWjISDoFo0sNb~`V&UA({6Xk>cU<0lV|uvQl)`G_b6>l%SZy|)NssOh+AJTS}gd3D?#Kruf9vM-Bfg zKjtizeua~lNAletCWATYIc=L}gTuZkj%Jnhnph({pudQPa}NE-iZ1vIauM64RZo%r z9s|}33Vlu4xXE&DZ5cFm<3f~Tdqd^^tNmvYEE*oy>#A1Xj+GDsPUar?AUrTn*!@;c z#KqwfaZ4Pl*%b1y$zk*Dftvf&d`x+Kg33ELQx}>(aADPgTDZEHvJn7NIW<5|lal4Y zKNFCNBNZT2PQR=5z}!gi#Nxf-wev<@)i$)|#Cn(p&ghAga=t^tb1o}N0N)dGmY;b1 z8x{~pM;a!J)t@Xq?2uswQd@>$!s9QKusx&dxFu&R(rdL2_+2^cI=)B7wMp%Rz?^4U*Ga%(wUw7D6M2 zHIDD>v^A#|)XHf{DaHUs4}<6=>GbImk0Tftv!muxbyiA2Yk0E?corbRCJxq@n$jU1 z-F;&qczKtbk5VLs-g1h7!Q2DAztD%@q>B{Jbku3&5IxS>kJFe+(V!B><8d$jwZ+jG z1{6prGoaM8f{yNE_Hu$qaQ*V1LODFcYS2&T7I zzsc}{V-!aOb--ar_;Ih#`sDE_)ezWOf#DW=R5UnPQ7Fg+j|4OQn$Jjj>@R&n`Ls0Q zgI*W_CjGS7S-@u_HAy>4F6#wzTg~Cj`JES0t<1@Yf9E{jxB~k)*>@cqzieI_l5h@t zTQop!ZE}KtA)_Q;G}Tp%9{w~3Bv{uk`w2_qFW72)ZX&q0ZVT=cv;GOn>ght1D6mPD zz)xWMa`~-~VubCmH*2j9%yOx?KzA-k#XwfZ9jp2V?yp1U4hevXxUVW<%qfIE*S`!M z5J$k)g}M0L>H!%h&e`xCcx_p4W1?xtrDcQMuE5mVtm{<)nQ|Jxb(jT@l7^-u#rr5- zm&ZCS2~R@#x3a?_>tq1I;%>Ae#4B%Q9bZ!dMb(3_e8uG0`X%FMQWlujf%6Z!-V* z0EA;`zS4Vg55VrSD5fpw>)NCqUy!v@5eDgc_Jog8-@&2OGsKi-y4I(ytTfU7UT$j0Dup( zm-AktEdE47Jn}bqvKOux_ZNa`=vsw!cRx1hNar8fuJ+T(!jV^;F7wy}k0g5Y zKIC35dyWMy`5&8e*=ga{zH^%bx&vb`=R|a+^?0TNWHE%fO7DIRS*80P=3%J#TbHsp z8{*bl@d1=azhlom_+p|8p0@9#Fot&b_pu^lr2S^CgIJ1V@@-VdL1B9aZ=dhRiCmq9J1qs+uJpa~CUc5_mo}n29Isw(OA%Pq}$_yRGQqFVXsX0Aan%JZEn16~i z*AsDwjU&Jom_^Zh1U?T&<9{G*MtXq;jAU|Eie8Qm3zd=&AvnE^$a~_1gm6DTlms3H z+Si`-L}~pw5*obe#j)&0q-ibRzAcD#QFwcNOg%$*Hf{L>QKWEwzd7X&1ZGh)S89-d zysyC_S!P(nl8O5Ujug)-sSouvoyEUZQb3GJROt?IpQvkjtLeg9uF|Ef)iL+&)H^yN>XtAvpbCB?!>KVjnh!>|=$ z&j%y}ow5=Ji~>0Z<&6SKq%{2gH-h(*8D93*pYrin6O2^a7BO8|1mmCn=I32xK*Heh za*#w@YYQv3LYCk7CE9zU|C!w%A;~@gU1#SYHD$G@rR4fAbBesP#`vqtc#Hc4a;_)6 z6iY6Pe=txIrzRr65 zo0RLXC~+;<{pyXulqIJ%$ol#^kwf;|KmGu~l|39py`y_vK=QE38$caOa{A9yTZh_O z{a#~AbMIFLpa8J3v9+w)UhzNPotCIoI)rESQ~Lk*ZSh)-jQp>!z4 zE#(kjemgW9MyE)JmGzRS&?^i!=P(K4tmZY7wj#o3 zAMXUNFUL6#4>G^xJ(pldZE!bF88S<*(ps|AfwgCN*PM4mOifr+eY2)HS6h0lQWR2c zHWabMT#&Y78I2L4p+*)s;13GGL?ORH8nwi_nRx6fitM!>z!0f>uhNad|3N5*zqYed zf>#;&xhIaWm|P58;n`!sp?}qK%bbolpL7GUH2H$wk|RHcREhcVBCe2d%E);hYdyn# z`6`;{4rP6{(idlAiexsvdZ)5aPH?~r7Non^4@KtFem2w6eS7n~wamUi*-^QESHL?^T5fGiV@!|rqz`zxg%uA)y97Bp%X z$}9gNJMkVi#ZlU0{ioY&YbG$fiL%)6 zw0D4IBKz$@zN$Oqua2m^_UH>-zKg+F`J)76{CNqRV?A&tF#m}%dcs>5+H9_P%S@Vl zx$&4j zw&1Z%J>RH;_0gb61cnk>ef*Ykc4e?>*LjqiyT}>c=(Wf+#=a11JYp)*C)T=EThgvi z3pCL>&+x8aHt_`Wc|^tEht5{#>NA9=bxwaAr$ZaBYZ<8@-o9?w-ayzsr^0yU=J~<> zm|63hX#pCxQ=8MX>Ul-XFLemXJf#@XEZ(YX*iKR~Suw`wvh{B>GScO9>uTu6;ErZi zr+@KxsFZzmadW==1MLq-@CP2|6F*og3vr)ntn^I>&=BQmA}Ca2$ErZ^=Rc=xjNEKj zolq5x`bx+ItHlurRo{+>jP6BcAI)Ie?N3fLaw-*z)hT zgnBP$X>7TvP?WAHUdHi2(pGuwY^gvH#T1{Pg%aV-XQg9b;?of32yaJ5ZZLG}eg$p1OY@ca0) zC(|{aYKm9zAEX>SK$A8eQFw&FqRI2{F{z*z|a&G`RJvx!6~&w(;=G2_30UjlX$}E46D8=yipCtV?Xvzm0(NmU=dLf zlpqh%WE`Asj0G_}oY9F1aTRZ`AXV~k>aT=}j6Hbw)!D(GwdlHDSe_hT#W}3kO}`!? z*&kL7Hsr$FgG99lzAdeZ$7F1E$mmP<<=+Kv&}Z@$+$-=;m4}tSwbY98lzYv#ClG4X ztsK2I-tLtBYjYS=YDw1u$(t}|=PO1)GXEa#`0Det+-xhXWRp^27Q*M8T;QIpZ>l!ro2lzf$5 zz&4r@JoMovaw|r$9n`$@hUtB`%sw#3@`#a5F0zFUWdU2IGoFzw4r8dMgmkM4zW}8AHfb z2grS~v*$(Z)Qb`8E#w%en_Nh5wgVCY%uhL$4KO{x8N0&pi&FJ>CJLYN{fZQ(M({8e z$8xFMeIvUmxlYha?7#UcQ#_ba*-)W0-#l`SbD(dC0`AzIvac0P_9Ym>LIXDrqrJ7H zF-R=41cXY!VYNS7jiYHd+6@65FYe7*w(zRXUgt60GVe>*gV_Xwhm}h&l=^f=7N@G$ z*e}ecEDl8>n%wDK4oY_NawaA6vyDcs-hTKE1y%JS-!G;o%g;SZoDXYw#m^wrMkbB( znhJ6%aM)}Ph069hTZA+3=^v&3T?-J7} zV~OoH2hIF+K2}g|R_69Eo|ZM)zk^3XBd-0ERH{!v7g%zLLc@BmL)`BhD~32nBPy(hLOwK{jXE*VwJ*i|{U*-?XF z7u1DL@cIbp>`3)yRcST{#hoQVx-sm{$+k?sGOqtat;?N^G(#49**AQ9(4(!%0yDnt z+fr@8hC>-mgprd1?81hPkXZ(SYZdR1`(DSy!19s)7Cz*=iSOh?vpiB42tyVu*L+|CZNy1uf9OxJU*PT5e0fL@eI zGgZ^($>5k_Jc?@qMsi=-J$^Ags-4+9TpF)~O`KWt`bXMmrOAWsm4RzW>k%#u;Gsqz z`ZVEo&L3IXWs+3|?buj{(O1HwQZ%f0mLe_Wou*DAcb2c{->-%N%RujMd=OQ_;A*7J zO<}Qo_onK8)w_DbI)@A1TCN#4k9^AdYcrK}X;w~OFx$LC>a`@lsvZZnSkuv^OAXd{ zN1`>vKkzWrFwFX6nq0e?x`JM=_y{bwn9MMd9*Jx3HtW}A2?r86%;;*nVKnIR-|kh? zlsCQ&^}4y(57nmNe{i}T3U9eP>9?QObUYgszdT%e?4`&s2&<^5=pptbkg(JAygzTb z#~!7Ahbn9DGd_&hL4Bg|!n3kDo4?N!)7zHL{4R@zw^^;6Y|AEA?W?Mr&6n@8``{5ljtI+#gaV9JtlB>iZzy0hhx4&|WM1$1v5lUYD zGS5vvCD$3c=}hDUPwZ@U-qJlid=+UkEADWn#q7HnD2C#Pxh(r;&?BCsl(~n~T(nsA zgL8+v{oJ&ri$L+?pw`JOMua0rllm}sI5Ha|e}3piWun#T8LQA3!uy??81S@>t|TzAY5k5Nb9@?Zf83F&zJ7leKBYC=JV&1?$1J5?$ifDALva2E^1 zh1zY8nUyzTb8EN06@0>8cJtXPaUy4f1WkuFc8wz^RF5|^OdiTLZ=*Jt5_Pe-5NTDm z#_r1pd0CGir}DTldDG|L?SO-5ktyNBQm#g-t{&a-BDTH5 zyGgZFo+Ou3vbMeUJFp>)E6u&;EpQ{8+!7t6=!93Fp#DhP9OA*5P{fw=QC|-bA#SH( zPhP4aia;Q;JEbsuzfH_w(Xl{Yv&x~2f?Cgd@xufW1&=`Rr+XQ<(|8{W!?}~rY5ky- z%f82%U*)qKSen8V{nzVtIO3HYJ%XFshkY5y@J1fNX?+tSAnV)-GG!i&HG}Cv444=; z+Ya#@FW=Q4r_*%EQgIn?Mo|b?d~T)b*e(X*?d~E2X1(s|=E65ayV28T?KICeq1NcQ zQ{V5C>{BWI>N#>KCx^4wVtI~}Avy^?KTS#*ZmGNTeC#MEd!>0=lq5nVJZcS*S3;iyHu6yF3F;D=Gd0CCXop8%HQyd^ z?^lh#TNXqxe=OXd(T^ZxF&emB@{C}1ohngF9DGK8#KTK(_V=dQxEY=R>Dj6*!v{2*HX6I+1lfXD7nndG8P5`n9A*~{% z&wc;p8TY=FE@N{=+t(qJjnq8!&G&IFor-RnpA#m?{On8)cPyuGcr4Sbe~2^o(!x<#$=eR&JM0 zzMJD7Uc?LuEvTUrHr!T*cKPwpqA7O z;<+k@t*FCl(A}czVb=i`1aNBlNGQ8Gm{MyxNque#|FdDgMqN%Wssc1!Mp$I=#aBNb z0Qgd4xumsStWv(1EgJg6cJqMN@B-D39E2RYJ6UUyy?d?|uST-jaoWC&KUX=8$K6PJ z5EfUt$y>Igq)E@bnFXk1ruMcq65zhh1*T@{nh4-E1%Ys_P#<0d`r;W7aG@rr9|)TB z2ntbZo;)vM7LE>RN(ZKFn{2@&X9H#=a3JB!WB^#Z{BTbXlL$`F$?NBUN39`Q3c&|Wilg;bCXnkzKM-;47AdUNC@TxM4f~9ecFtQdp^Tk% z&&+Q`Q!&BZWDb`kI9Uv}K523NePy}DfCR>$POSqG{F{&yz1yT$Ja3MwdZ!58p0=xL zvRFm`#2LX{RKF_(t0Mq~dp%Y`7APFp^^4r8L8nVD2Oe9zGuDX_;IsJ3d7<7OD*$$1 zzKab?;^{*!hr-F_A9%-x(j&aEX1aLE9xFCZK{F>my~Vt_QTS^S^eRD>9w=wHj@Pfe zgRi;43eGDVHFOA;IC?o97x|;mzyf~In-DXOresq<0ule`X!@yjmCWb>sytO zteAqX3w2C@r0MeOVj5Cgh2HruZ_=gV$Y^p3nU59gKLjJCl$+zY$^dxl>0R+@@^X^U zeC%HTf8$eP!Vm+4?OkI_-d?v9bhy+h>W72QkE^ZGobn$V_*;Ezmlb7iyBaG}iPwVHJ3xtEAXlCFHy2*(kypH^3zFiJqCiFrQUCGt`Vtp& z00@}{Bt!roWX$(QxmM9gVz|QGi$1TjmRSLxyhHQcX14DOOrUT8832_2;N(L?-t3!A z9`g26dADJmpL92-l(%a*p=JrYO;B#3LeYyAbrqX;!vmb`9k2cv-}`E2D?R{^V)?yO zx4gtq&#RuUZYJYIQdU$?*U5fsT{PH{Pd88>a3SUE#fpyOt!PJ{W0ISXd}K~glcY=X z@8WH+!81!*8mshygBTh2RbLGy=?Ig!C-=INN!xupFM%13eZg*APMpyGxC=+W*lN$J zX366g1)nv@b*{>!Qm5@jBQ~^-<6;)b^L-)rGbUR;M7-L2sz`}uOU{x(qfWMz#dv8C zYfQyR1zx;xdM3)iaDLFQd&2tNr@Y0jndQ%HsaZ^79it#>{pMa4w}q59-fc?EJE&s_ zB1zY{nf+be#BELNa$a{6`{6mnRelz!80x9QqYVBOIQ3?( zR|I(`WF~!Y!U#Q&BgKV|C<-HC&=lriAd!Nlg6h)g;hB?NT#8gokR@fRsO9iEZBcIo zRMp5|82_Z=jNS$*llw+z{^{5jGJ0Ji)g{0Pep*D=}<9p&SGZyX|7D1$lD% z#MYe{PH69Mg<318ocsU`2kq+3-^V!|aQGjt*5aNoKD?s5nkrU70~E16`NWb560UGr z=?d%pY8pnypCF|}Q6B6ueJF3%o&m8^`&w+?2ccVdxwYU5!gC_5*xXYBzA??KePXfY zq0iki_%}xgzKMy}Y zarsGmya{CyQ*8opY$ZgN zl@uL8Fzb|h1;li7e`ua4ARNX}co$C03sD5gafqRM!@p&%C*v2?b)FG)kXj z^CbwI=b!-|L3Q>2jdV8Y&nG5_Uc0|sQW2Q$L6eakFp41H96M-lzDc|R z8nu{Lf+t?iyf9box>7BW1>a7O0HiuN;yz|5|;4Y;Ce%2Jea@Wumt zk7g6I+M3kef@Aa6nVCxrfQ+)vyC;W-Q$Lr{&wI(z?VVY}%j#B8vTT^!1CRa|hD)E7 z64klNql7PpDKT}Vqo!{#1W$_#PcH>G52`15S-k@0)yI>_DRe{0Gi5H(=c{Qdwf6JD z%kT7QDbGnlSzQIq3Fy<9AED#JO@RWQeOd4yCPM-mg@uO*pW}CLRW-ezF31$4ot!w; zg;TEhcoO?k_Rr)7H?F`j&Z_UFQ9nkc_peIWGXiBMYZPxZVPz@J-uRl#l&}cL@`F20G#|mO^KX_?-0*-ms*7LMm2gyt4*DTXHS0}6rplXCYNA~TEy&BNJ1oyT*Oeb z-m(nSx@Q~{NXQZ#S1?I=HA$%o&z>CC4Ih{Ay63InpT~!UOG%l}m_duH_APIVHKjC~ zD4y1Fu662Jhr(-K;tti5w@wwa#kL3w-wD5(m~S}(31(z(*y9p(V-Q2m(eDmxbXyZ? zw+;eQCq5Q>zxc91iy`#Bi7E1n1s7`D(m>_30v;9?{W3j}^yJv@ToHfy=_)IBr%Mo0 zjAp3Hixc`85;J7bJ52kF1XBTUSaATEoXOiiU=>I~p%BPkVK90hW=5O|l3$P*?c=w; zk*QSBXZ{@S0FGtVu8%$$912#wDqgz5j*YkxV$`^$S_^ue>UO)#Lz+&z zyW2MX+izrH*lUsHk2%$2@29>d#52zM#y&c9T!?+m6~=Fli|3g0nU}%&#zLT1y?3QK z`#!$(Yb9elW&zOvYO;IMW=_4JoCCcpRi*8|+u?xY486W1bj9p_B$F#NGMjr%gvP)~ zc{Cg8=OV4fk$B_W_h*3^G_Ag_282ve6tsp8zheI^$@sfuQjb6#j!Q2#sBJhm7S_gziS|!P-|*)p zxM)z2o21$lN>v|bJaa>zjQ5BC{ad@hI*Y6oaN%}tN!!B;? zg|Ty6=*G-TC#&)jGKw+3yn*mo>F1dLAk2b?c)7U8TnL5Bkfy4HQ}~Gb4+&xeVmNYO<3;qq|fb<$^e3CICi`?&Ro(OxB{tw%X_fw!`09A`Mp&uLMJ)CEo#5>?q!xsPf zlRu=yEIQq=*~X3`E~He><+{ub{+o1Kkq?2*PtxG*A2T0LCeP(owi4g}f4R3Ho|6fX z_lR>)L&yv$2b-L0TDlD`d+_p56_hd?J<_tX3EbDDlF)8swY-6=#2(bBHyPY;?R&@_ zQNFJ~SP$h>WwnKcyegK#vsI0#d>?vwEy?e3)H)q%M88yLbgJDyq_EQLYB`!a*P?pX zRY8~1hkqz{xiwdR=xlKMuBYojLHp}NA6&~|+7E~OcpMfS+t={*uk`g{H#`LQiZI;uzCR^M`VDUWqgE z(c~*}lY9(9QN_ylA`I^nMQs~dy@{NBj66imrsQGeb4&@edAot*osK38E~bmI562w# zJ9SO$SSG!a#PlvY?a4{}V9m;hWFNe%aT~0U zH(X+zD3X&YzuB!c>{otQ1CqbI=$Dk<8r0mz)C=v7QC3jqI*KMEfg3V(5YS-4`O6*A zp)k(Wvd5o@n=;QjU4#vF-o@G7Ik{AzrHw^>qtDgX%8SpdvW(e>FZ{%|gLR2N;XGbX z$B@qMZ+&u7D4c;Es5QM0^FG`-2ETO7Cz&Wvu^Y+c#W?Uk&~x$h^+RIJ)F0|3);5S~NvZj&G45bhe}MFR~iKfs5^d0_Vdofj1wi(8!fi|VWAYnO}7sa zkE^X|@$kf%@A?ZvJv9ctBSIccW3#@}blSDLFlTnApUL?>`hu82GQcr zS{g^sHbWa6^?X@hLz%gqD4i`GtcFti_jIkn_uNk3b%?0r_hYs^(RLj1npDI`3;_zP zal_9(LY<>I@I%g1N!{aHjEizA*GGs2UJ|cOa9N)r$sIRYa)x72cF0$ZovD;36}P>9}cBj>IiZ zz@@)pESW=H*>D+-HO!JD%a_P#^D_LU_iPbE}p$ zc`keO!6Z>R`a-4Zb=C;0xSSn#S!Bl@aqdk1d%cpQhu!@-4*?LN;QkN77Og`IP)TA4 zp6lUS!l>ocV!qV=quJpCp~jr<+)|gP{dCt-DQLcs$P`SeerY4 zi7gp^%I36JiK{15npwjc{WUxhq(RsMlS;U~?xdsGY9kwc)5sGu!3?AT; zdJO(NcrJPISF}?kh0~_ZI)DOh&Bbd2SZ%FE$u=J}&(=?>`+=;7HD>r?4qq0AJ+$w~ zi&1Y6`T`v-Cku1O$fSv6kTys0R7Ae&-x@%cn7?A`O5ZwVnKQdCqe0Fhw+~hp^Tqc$E`pB%F6-+#OW3KJ6s5(k`J~n}qu;l&_ z0dZv5nW(HOcQ#Fn5R>dko>9q>Pxc2Ck-Y)k zqG(>iu^9$nsAqOf#Ce@A!O&4MbzHBfFUP6^0_z};j{pw(5(SZ$M5JWUapySFksvsN;k?(b-^$6vgm<5O~KB(`D$}B#dVDg`L0M;*Hf{``0 z0msbx!%=6c8o{*%LQxd~7$q~$=^q~E1}~Sz^w6j9I5@Az!^r4!JT~Q1c=d(H^C@Y} z3Q&TN+Po=p5qd89Qv_HGDzfGFoc9*gNBoUD-|tmZ+^>ivA4w(^dZy_ObyPZ>KROQ+Z=9TWV5_xtFtu@l>c2bYB2AF@7QFaw&0Xaqp%y$n z;p<3K^PWd3gyA5UzK$78?gep}a*=ZG;grJb*LSvWc^&x)XGkubZx7F=IJj8rn+9n} zmog(4>Jy3L_;iWU>Ml|;l%*f*dqv}#^$13dAQ>%=k5dIuQuf74tprSm$DQiyV_NFn z;-TtIwiNclt_n}~R1TN^JJCtBh4PB`*UNfZ^^E*iJqU93jd(#8K=l>0@pekQrF!|@ z;de~+XM3-E(et-@y#(CC5b#ol8^#V|K6)RG^z#R#`fwrkjrgXc1icqeSbIv3+(_ z#z<(Ti2y=!g_l;EqyoGM@I^`TV!g@kloa$nqy{`6GWmTHJsNZxKzBvYK(ka~Li5YV z^!oZ0#z1v}Rco04OdZx~J>uou9u^wmu|vf89Fc3!qag9VcaSZSQhUBg7T~H`q|# z&a6@Ip;&^~=4~6OnzHr@utsCgR33`bcckbLdWHH6?d@Ph%My)`j#ujy&^%k}*bBhk z4X@b5mFE6t;hco`m?zB@-<>6;yII2Vo-^4>fT~ArzABHF=&g+2+J_C5rJ8Iw1y~;M zWx-^gl0n<502a;;swa*r>%%$?{{=^}X2*rS=dDFoLix~A@zOz5XV)`9kh7cDI`nz` zrV<0adacKnc~mWUCjN=Yl20YIOMH6g9_Aiao}|0}r=96!bvO z&g>IcfM(0PW3+RJV&1x6OnG+|&i-5ft_A4vCtg0i)#dfzXZ69qS~K2gw6eHU(sFiI znRa@!5^&GByujU}0R=4}pt<=*;7_-OthJfxh0s|N&h|Ww-gBlPd^-Ileh;Ar zwtV)Ce44;+KBu+mYTvCA1?ujUla>}<7Uzo}$J*p4CwwK=FN6***AjOc*yig!)+~pm z!*?`cF3A~ur}s0q{6QusCuOC_FPj4&oOYsW?Ut$>PJIztnmxL{;oFB^>@3~<)LpPI zA32#d)>3ykfKbo-;A>)(!6FVf;wDsW`jk{D(^XVe?~m>QGM>#kDvgbF`v@LdNXJO( zL47>?Wc^iMacV}!v#R985buJJ$pWjYi5H;`>%_R(MTCm`g9aO|K}E@O!3_VZRc5qu zFmCVRL$&;@ooZ4{Hgd+%K*k3g;Wg}*Of-*SOuiqsh=^EmzDe{wVv3bxi{NQ^&Idnh z?FkNw$O2qQd#T1&fZJ#z!Qha`VBzU=6MH@WF@Qcto#F$Lc#W1a<-!bOtd z!l`K)i8IIXmiRDZQ@?}VGQ0scDX!f}K|ZnB!)YG!?G#welg)BA-0s9b+-=1d_HT#9 zxzzalmmgjEyM!4k@_sq0JfzG^i@Vl2J^`j?e=??FQHZZKyZEIn%yK=`hNzKt z)N|vZ3*(eluM88^<6>Wl8@M$%g;L|;5G;uGK3vZLdEOIBK!&`=P{0HZql1~O0-2*I zZ&xT;A1#Mc2lrIx$$kF22wM$Vr^_iwbnRquZ+Wxh#{ep78XHl^SX7~LX&#PE6vc`{ zKdjd;ln5(a-)`87uj4EbWq%887q zQ0qK9jU`dpdJKXAP9)9pt~x7@Zf+iIE$~MtC$sJ#2(v5Jr$b zxWOgJz=$rseO$V0pJX1E>jr+&#jLacF$bnuVhz>RCvL+C97KNW7RlRy>=-Z!(FEJM z%D^y_=zdJIV7s93a^w4ug`0n4J@7uO6SF`r1K0H$1?xe*SGI^GYrjwfR-$L;;JIF) zjRP_NJ{^HFCa*s%NRL)^le^F@w1+5#$N6Muvbev$f3DWj^Wl2a@n9ZLsjIx-5;wuYn$a#By+Q*&b4_HqFK*sF5MCZK+R2F}8IDdvE(WCde-r zE;xQOcZC3DZ)FA_hjOle>Y2F8PK6}mOr6zFS*~V!?$wteU4o+j9o(Vze_jpZ*}4pm zb6#q8?+L?Wv0m*wUh6r0T92vE0!iZ!3Mg7A5E9*g03NmF7FN|Z&5@JEJ=ua~JqH-$c03v1I0(KqQeNq& z?h$Bk{Q6bv!=3l*STTQQ!ILY(wXgiMF-PYO*+Rlb5b+rYa~eke;v#$63i|E|`(u1f zP%%&*ykf5?{<|lR_&mH4_H(`IaWdBQ4l0(MdLn#oFrfGnP(L^np7fIGhQct9=o zZ`Q})$@*A&_RV6w)Z!*;TI=bHqdB%>lh_^25f|=enW;Z<61uAMcGp$j=Ti@$bf41@$ zgfG*pIM6N!N~)7@9HvZkFD;~z&y9)Iu+=1tF>VGR?V^Zp!I+~^09(y{Gx?J28}ndS zVgfNMsP3ATP$o1GY2~1+cgv27yg6=c9G+D55I20^U5|=#!3(a9*Mtw;LA5PQ{k%p_ z>dA?uPK`iuwMNAF>pc%j^d<@IUP=|52rKk zPn7~{SZ}v-B4mw(ALlGvp!`KThdJo|K+%XCY=pMCIwiy`_`#ARQFACcl@w{;a ziMTdL#Mq0^e6P2omQNg$aTo@Ga-83up$(tHzt~75@6FCHPV(r^lw# zI(R+FKsGPUO4g4Wioox(0pFn%9Zje>JaS+^{X0`8N9+GL0D7hzrZ2?31zpRw-op#$ z9Wb3Ns&>1!p~dg%HkvuwOVkhlu^K}28*|(*7cTo5TJFxqWhRGKX7mXp`?TGTyJDod zOdjs8%Ud3}wC4S!UmIt?!@(u$)LgL4wY65tA=d88*y%gqmk%v|*M*yM)wjO- z8AY~IwVCd^O0HErzZ z8)1lJE$j(%vpHH0>UVj3jSI&L2R2ehMcBhfDk0K-^3)7Z=Yqqm|1rdD#@Gq7g9*MJ z&Te4dUl<3_V-;>x7=h%S_{R4=S>S~JkJB~c{@;ZixH{o%D5%%8r;O$yU=+YD(r0}t z$6*3H132-+Hy;|7>t;wO2NXe(IlmvQ{Y!oX84gM}B6MY54qXYG)^-&lAmHDlFL^6| zZN3Wy-R)fII<9+tbWR#{biysAKV3fO=9hu1Q52E~bO`jYXWpg2qq5rzDC7Uw20q9k zi{}(t9hJVoTZy$EQ9U~8lmp%EKPg4EJpx|#3LmP}z%8BhITEyA|(R=FfZal`eFtf-n%yRfp9S0RSErQ(h~qd9XGNZ}C> z6iWQRn(l1fXQyM(!fh{c!M*2T&KFFPjROvT3Xa8mwclHAxLwjeSA4@ zeTQk=c3gEF7^n5uf#vm{(R2&b;z#T!*L3(fNO0~E4E6Sd9~q;3UOa0NSj7>(y)(s1scyr9LIhJ_v*S zGQ1f284~upwYMnzc_DRixNGoVa*~{b0+CM)fkH^4dtakYqAb-}nhWOG5s+l=)fhdC z3vWu9E*qYs==Fd|52RnwusVBwV;o1B9sUd;gN~CTa#gcvtRY6SzMB+{Qfx+Gja-TD zttg9=YB#&3=+r01{QWiiMS)eM*K@4*8R+!szdk5^qmv!`Lfz5Ifq}Tfsns!1!-V{H zMX?+GrNV#qa;!}N4E(c2{cfHk4tCL$@a84&Qi1ax>zCn9VdCf3l_rVs7cb*A)CVoyaY-VZh}(;*DQ6` zW=LuvX}Zdwy)3*tgD%Rw50iCgnC5c^Y2AEkxI)t5th>^X548VrP@c!mIN3XlkU8lR zu?ii)C>ScQ9|r0U6>M|zON*|bm5Yvw8f#Y!)WDbfs6zT`rGlJ z4aqd*UFQVEmvv{29`GFuszmOt)(q^+@tIj<*Y!Uq2kW*{M6pbx>}dfp1^<$pjPs5R z?KVWJYNePzZ!)>rPk57Uc4x`1R2~X}q<+G5%EVi4tu5uU_dc;%8R_~cJCfUdVFi|w zN5`Gfs_AAtWj%_(3L+-dPQYmYjVJtb$cK}hqwB~ruEvrKo8=v8`+j{+SVot98dFKZ;?ECD5^~98N^p)zumOpUzM<6#>rCkY^|*re2&>G zzoWy|TaSz{8sPt<>Ko%LYnHFW2`08}+qONiGqG)(C$>4UZQGfNZQFV?_ul7!@B8I^ z*!!H*Ro$yrud1%!-fsoJHVQd1LABa?+LjpV0QN-Kf5^uo?yXA2w{>;WBuv0u>0Km) zFq8Po1pWq)Vsv@D-2%edt(heir9X`S(vihp6;Dhvub`seesug!Yf{ePb^ z6ph77)f`Gwfc%v`;+W>rpC<|%B9-lxK#fu39) zPRQPD*~t?n7J~~#@L7BjCj-QEZxKT};{20^N!@d?lnukZ*&BjM?9m0+IWupAD%#O6 zXR-xT`C`sS7`uG=ubYLoKE-toCmZP(d|4h1uo36hpS!a1^thkZu(!VB^i@sLITzMq zI_e9*@MKat?zZ1Da#o)%6e= zIjbykMVFmoTz)uDeOL4Hd7I3VYiUiWf+zoUnI|qE@~v_Ipm!hqZE=6R{Br>{INAk# z;WOLAXx6>|R=O#;%2RB!7+w#bE@=CHR2KOVkkjb#aTBo9ci_$Sfb+Y$P|@1B{$$wr zv(=@~w`78HwWG1Y`MqHCRr&s<5$2I$Qj~r6b7;Q!IZ;i<`9&d8QH9ng>B9+;*3*Yu ze_7MQo}RVMu$`>JX9tm*oV2(rsZju8PGJlAR?(y*OtBYj!2TbsAQ~ z$kLthA-U_D`&|C3#qXt|P!U40AYT3P4-?jlt;Y$rW@j4LLi91bS#fKTxJYM|{ERSK zG=wpYNZMp`NchE^_QkfB70@^#5-fR~V16RfcFPepH`-NyQ67>cVFjd4XVceN;&)tde3Pn|O%je~8$q7n3RgZ#CP^}o{n zFTwYs_xZBe14=`c2W(VokFMFCsLL1m!52G~fdr~?CGT!9GNchNcMkaGJAbX@J-dZW(VP9%LaEWqEKosl%q# z5jEu%0lh4tWFNjeWuL_@ne+D?7(3ghpTD#%$-&E?b1OnTmD?Vnr`#|)yKii3Sm|)u zcQt+A&+vD3$#OuylJad9Uow_K!^4=PR1$@8}2>lsVcVxay6f^W-9GAHLJ%U{G5N)_p`# z^~u0T^ZSo}%GkqmO?4%wrzPgEY{sd7j#YWe!{DZ;1d!zbC9_Dc!JN1Fo<+}nG;=6N zU!iOLyx83{hfVa0tvg5)P!vzs;7&QoAL)Z3fxDw-J}wT0?_A*lIKUBYhk=PWH`h~= zF@jJ|QEhM{&2ol^?FcMh!)5j|6RH^c*s`(M%+yVjBj1!;UzyRZg*V zDQb_y{SzKsx!uS9QhJ4N=8{;9mYUl4EfXN$>UsHym)bvu68uegN)a;n{`A6QboBd+ zPBU&zhgUmJ)`Im&6O{IZifh}RpX)1cX^rVRcca{Eh>q=1WqP}l1(L=D8LFCj=@iZT6A1u{yPeI@U5m?zU9OCjw!MP>5iRhXf4a>CEl@72T3p z6b=4Z=ngfZXMj;F5{HKSnHuySYtZSivBAxyi(oMT_|L!f(rJ=Fs`H>gqP=YI5XS&Z z;b{dOsw5}0ITu`2r4JBl7!_2|1TtBVt6qrO$tPXU^Zl&;OK}C~W(S*%pBAe2kME}` z4bx2)RNq#e@L!CJ*?p*1s>zj4Bf?6zTAt-TB0L(d8M1gHEq;{5B-L;{_$HVpKP-K$ z_J)8*@~?W%{9!%)E+x&?>6MVa{2)OA{+m6)_tp2I3REt_(0x%C?1Ez_j)WYMB5uv0(w`IEL9@uZtp>vn%1wCpxLB6QqE(oQ&wA8lAI3hJ61 zTqGpcLe87BWqpp42e+Y3b%NLi5SsLN1ksa+golu&QtUfB@8B`2iTHKvRfY4BVamG6 zFp#xML4FGj)I+lwYncf|rJ8E_t*!0e35!sU>JTn(OJY+Xl_FvzKJ2DSfCep-!{>do zHwxf=P(S?>tc*Ktt|}8Ky1O+54h|N2RV90@G@Ixo0O(%LH@_O>aLZ*V=-$IxZMZa8 zGp*U;w-~<6*bb@9^Qetk9?MCOxY(Fm2Xc_a~ znWk5@+L_k;HS)UK0IL`My1N0sF6uab`Fg3UGJ>GTC}mqWqH@EymCYjmGf!ISGF%Mu@)rn&fWjAZN_Boj2+T!BPx$WGGsE?)?^ zJo=O8J80Dfu(fT-K+uf!YBhYY=62}!Uk19X^M86;jBB>y1D?8M4JPRAe3Z>pFv(~_ z`RjAtkLW_5Y{Glwu>gP_G2h8tWWn}&7Vd6Hluj}X;|auDswbq4!fl1Dw$L^jSY%jP zhUC5MtQQI=c@YQb+HySxgeXX7cxMePm$v}%i{EL+fT%>|Q64f3&ZdRsI)XY`P{mBC z1pO`yvOTVEylwL-9z^j+p`jPy5{4i(1*o9Sr>q7hFw_bMs683A@OV6KkL#|F(6*hP zj}II_GmYf&fz&30+Hj#Ul$f`!J_@Wt9|Xbm;IIAfKzT^Ij=1=CHrL@S+ZKKAZqgZE|1;?$lFp~aTCDPldGsc-LP;z^VqgcybKXxJYs#z4Ff_p2 zT58vWV|Zwz@Z`ry7Y9qKH^XZreu2CQ499Rb|5jEuGsMD~g59>DgIF+E37hpo39R9X zv+ZoIX?eE^9eD@*x2f7iSib}2Jf+zJ7JkT8a)AR`zCsEq|1U45dnXhH#3yUQuO_9` zAG!8?U~>4s1rGImcF|)Yi+(>`0_6)$I}{F`07*v7+Ritz8-h?UC8AjZJ7ft+M=g-p zqGf4FkFK6_Y4?;?ttud@HW@$6t&^=AH8oEL5`rcs5(6H2gHCc(-p(tQk&r85!`#gj zg;GfmfZ!J;BFzG7pA1$^<_U=AlVt#FVn#u-c;TkYA7uKOQP$_w5>Cer!R?!!Urbrk+sQAZtp0TsN&3Nq?syAxx?clz`Jf1}RNn#vx6APrFXaqt~Ij#yM)j z#MCpg&M2Y0?q@P^G6^DZvf|lK@Ua>YJ+JFv_yR2^@DFy34^~jD9GApO8_y+*$v8IJ zrk3hgij|`Kdz4frjEi*O%EBl*&WUa1gML|AC%S)n0k%dNjMR_(O>dfN*TZRSjpWG8k|r zdhb2jx>$WUZ*sfRi{ANHtns6rYqELXf^I(70JWQr4QD{`&)W?pn3rVbCKEO9p8|}# zJw5LeMZZJ%x=lr4pJcn-O`~ya4h;j)32#q1Z6(?qq2G8h(x?5#Rut1&A+GYT)88Wt zW7-(^9Wi*&OrnD33&;CRX@c56pij&S7`_#3(#b*BLtfbnyQg3+SkF+5~%nIYqmz|y2@J`c*hZIqNs>B1;! z2>nv%q3Rvkuf-Dy9(&wZi$iobOi>%Dx*9%e595&eRs*sx?SDBGw6WqmX=SExH}PJW zvGu!td*EZ{>24-ri2V~LrE4F+loRa_FV-`&Jkwz&_LDzT`3j+6O_&fnhc_GHy!AGf zlVL|E)w}w|t=`r*@D@K*oGvtD`r1@|pw50m{8UWFoclE|YD#pYy6HWzn)-8h2^yB^ z7H-c9i}`d$Z`I`p|;?3LAdNSRIxy-s9ZSP%>A2Q;I zQRc$2v@~sL_|{*x0i9aUcil!5<&~3eRisq^>93T$6?{@CzDrn-OZQnban@0oMW|3t_g=gAh&+@eVE-XYYhA z5zSWGDAt6cE0|rw0=o9{M(4I5x;V5Uf z34B(z(1^g4Qiiz~2;d?6(vC&BYV+jsAYkN(8Jp;veG0f4ufC{v*? z*ahX)(sqsq1+1}l&Fi<8uJDry5MY8hd4c5`ZBGwwN7qy^HoWy2CTSUSu1xt398-vD z_qE1ms@w^@GoZv=K4QHwdDUUS;RH-j<)xVLyCp5_<>2H@C0}_x9R|Q*zO}ZHCfW?j zwYZ^KjfF%=+W8>6f#g{0GVZxx~F za7cq^J(@7?Pe@Hw=OuRHiNw5H5!0D@ux4$yG8-uP0sydTE(Yorrwe1mbg71aD#ew; zOmfruzF+(0DoRFFT6Av}bp%$xr8}49RW%b_UG3TdaB9YM;qn%-ut4YSl7S1W0 zSNCGZqq?i;F6@ezqP0bj?V_0QnYfi9A3w+>JT9?gs$4xSy6zpb5O^_YO@0^#IKejq zNmO?)gCGJY6NcW@Lgwu_h$HPJ9kDcE#$*yQ3~rzGO9nd9xUfbV$&w^qvM+&=Hs7oI zi{^U_`B0w9Y!OPJT&u|}wdWqiIzA&Vs9~kwbBd5&r@KT&r0YRR0MtRNL+}_g{12rj z*!E9|v4>yoP8C4ZJox|Un*7P7dA!}^Ve-k37Raf?jrGN35Iq$Zhmm85M14d@g^Lb z!xYB4Xg6LFS53pUo1=yi{o}+m-c^su>{2hNsC9|^o1HZ2Xje$|Y-f3M6~1gN zv1<9{86FSZRR4cPFjGFzR7&R=&#=q;ySVOTv0m*MQ^3`3$ythZMX=$18xBKI^8iKb zPdVv~B^uA*d9YmsIh_z5Fy(I&JRu=Sat#hGP+~(`E6Ec^<9U+A^H)hnp)h6d9dU!u%5xA%uAv!8ncnR7biR=JJI%L>zK{|mZ zMEyRafIMvO3G)ny zYLnHX2sbu-M863#jCK&Bm*dO{!bm7GLn1Jdy*w;Pb0N#G3hpZi${xH&WVFsy+|kd!wk&+Jxvs=J;lh8ye2E_D9*?glh6o@Gt|MDt_FB z{huIDMPS0>qHMC4+=Hh=dt?%$|4fCHKS;}vMcV{b^ico#nv&Bq3$c7Xt-K}C$4YSm ziO|W*ior}Zi8H~hxpbX4rrKT6ia7;yhW<~lyQbC4aV0dOIL}#1_F9zycRDQwf=any zJgJgLDopU6_|RA~43OcG83-Yx!YD2=r%?%9qeW>6Oo7%J28a>G0kQ3>UliI0iI^kR z1p7`d7&qM5TuJfcoZ1(pRNUV{6cPg#fWs0Qnf$CU1tzXpej!PfB^H7v+8fM+89^yK zhz^W|kNlA&x*-r4R=Qw)lMG_`l zqPDFH{m}bImzT zt|S3?S!qq_5+R!aMWLPL2Ab))Qk8vRBg}k`q+$t+W0e!d^kl*aWpkpy3q`Zm(J#yY zt!9Wuy;tLjuENSs`pUcvLXIVEUPR@QSM7gEJs2;x7jv71`U`3#3kVHk&Y z@D7S$Qx%?&6&QuBNCC1ZNH6Weg(btl%wEIsI1sFO&;ak~$8tzv9u3QK z%pxQmVU*1v5oZn%*Hfwt2!8_!OUV4G9y0FM?SNR4smO7y>|$u`Fb^jzJOewf4JpiT z!_fmzxkQqd#6H|rP|>NZj%Eds>$9|VrYfrJA+ome$vi(MZm0lUsyy@=X8 zT518Ed5BsgGJ3cTAfyz~v9&OId48UD>6 z{!HaSRVJRP%)1~Q-R!ITjN69kvfbV1a#&zJRca_E0g534?xUBP0bki9-@#nzOaXw- zaG4A%U7v{T1_oib59^MQ+c6$1#6O5!Q_X)$zZ0ETN^Eu^P6Zx|37w$%#2;!+S<5^_C($~~Bx_HSy*MHi)ya~!k3%+Qr0ph%TC$n zZSt9~;rV7+lBAR~sb5W>*RGOOHuJuBspK`r52Hppu-RE(YDU4SV{nc2%G*B7&?z z(+_g)p0AS+aqgl<>V}&RVcN;@%o|jFJFEa`4ZVBb>YrI`&TXUa;;Gj220f|To0Bqm zfN2is&AD`U>?;!?N97w1bU=3nv72+Klw9P|N%xBgBS(?8nwIcEuOr803Z0#(VXW;? zuEppfjCCdk7=GpXBtTe904TAT`$dYI<@UV@Z|Ai>oReBD%pT%!_?SQjJu<$u=~`Y)UP!({5RKB2s|qh+(EK< zIXA6lZDyRmFobuc(|!`ASWA)S1ZaUkQbzq147b!OQ?kLK=}d&2Nh?329MMP>%%Sn# zP{I?PK+f3E#WZdp*B@Y+O0+a$4<3eUY_V{^A;zCvW zLF*pkF>7Su6vnOgfp9D{*QwQ1DZ%+zv6BnX9${49ajSX!I2bXyen}n_08~t_m+jxq z0a52t`P~}BDz(2q82pukZ{?U?E8o8e(Ic2<%0 z7okB@L6EyF7eyX5NB(}#2l~=D!MHulNxww$eq_4r)#*VY27P_&%N;2%tFhlo7Fl|s zlo;-OTM^_$_3;w6>CCCb_cVL8B(+XTVW$1@f98%k!NLDhD&@e`6`Jwz!P%lCC0-Hb z5>3`rxQqv_IcmvVL-{Zg*`hv_!k1NWYE~iH{TZ=p5{OD)dds7+h1NQ^r6HmLeNm^)%!A}<#mmEItHj_@hrpw8x%YB3W@z+JX7RrrClVR`YghvNn(d0wIsz(#o@;Z+{6&mK|ioD;1-cphpF_`9b;Jq$C1d@<%3#xma zca)G~|0S2fBT<=;8l&5Cai8!Armg*!_<^ZYl%~>9}^?o)fCs{ch>Ft3`Q+oK0hIlI}QU5mhWv z!n}hH1kdpcKNT0icBL7M;)38rRV1w#alwnjDESlW|Jl_m1njB&YW&w9Kw{d@QT1WZ8@IFFsC()+-KeLY|IvE>Or-*5>E{NAo&xAh7zm;#*0ppb+wN)iS_zv25|F!$?h{p;92taG=HvYLdj0Sx{f1jwd z+Dy;S-)%ge4Eha*>1OKmIg_opzb(rzOA?)-%DpAVfe{Gz5d9H$6E4h7L_$mom<5)i z!xU%|3Lwn?{vL#giCQ>UzK2BU<1IEp3WR9sQUxIyCJ2*kmedn=Pp|=2FympyrA8qp zI5=}efe1X(|Lwoim1qEdlW=n@d*~}}tROVSec4f7)mCOW7!eAOKjeNNhDcm2o6+R; zd{dI`aWX58e?F53I@NsH`M9yD>shHODcvH?s(3_bevFp>jAxP){<5U8(!a21X)SqFvs zQIpHq4`MZbehxEkjcIJAwCCtd<2n)xCX0*#S!Tc=S-^Cj7c8c6yTX8FIZ2RGwzuL- zmXQwCk&FvS7w#;88Uw79bBhu@c(IckLgb`Vg-L_Ng`4&fZn!yQ85~-QaLcyJt3^_3 zO3lLoM+^PV@*+sz{s%ggszBtvPcC$eo^jw;FZZXrIM|{+`(|FocZ|b0foxqr+O?W( zIEKaA#Q}K3c%EmOoQ^ZPO;(syCh#~M2yrdy-h-%W6RC`#?=6#=oVQ=N87OsAQksiq z-)J%D{{|LW#dL-FT#f03Csq%~Xm$4`gleT92zuzF_q0<%GFrm5&6f6)A_ZkAiW$bL z`@jJ45`@j=${_{@$tv6N-E+^z@PlJPkbk98Z_pRf(%Vxp-0hNOnn8AehCsr?rbRsM ztAnY(AQBsjR!SGA%fkv%8_PL=*q6o^TbfW-+{ra8SFZ~*|9u%L} zQvIK7m?1pL8BvHTAYx5$J#@?FlBZ+lY2Ptt02$d|CJIayv6M=~5tbM#&=D!-e_gf9 zC+x#zfc9NWcaT&uU8{2>`cIbjH*3-bzXA1YU!~>G?P7nuo#y}BjbC41kIiavx0fJK zw2klkW`EIoh~yZFM*Bslfs>7vi)>a)45Xx@PI>sI>k#mG13xaTSDUt35BmU%3G8Mw zK*B4Hmf|EuD`7m7#oK9_38RO07{6G;$CeQkiL$J?#g98ZT-FQ3-ES#&L=q(O>MF#y z)zVP{e0oE2xWpt2LBRkZ#12e%0_(#1rovDv=~K0gCxci)AWz5Aydo6n70lvy>Ng{q zW*Pd42o_Y}6taSH`m<4Pzee1eo1j{i3g=iRDDp+PmR0+R{}h-m@Ur_n zNSyn1#(rmu=Vm9f%MpXbC?{ZLV1yPG?BaPVzCfp^bX0q@n*#*H#Uh2}UhU^N~p zCEDE$y+Z~Cb!D}yzKtub2?J6u%Kd_)oZrVvA1O3D0^SE?PfKf1AFJ# z)a~~1zCD->&uhRgW=iR41jk< zfGp)l?w^b8iFQS$yUYFmoz{J2e_|**62dK)X=w^3)3>Kxz~kj60A#1V{R-~9c)L1^KFAz*K9T|QUD`jGFq9!443d{#A6VRLJ0Tei~48!Tcufd$7e z8+@h%^sLZLeCLjm?&Lo?Zg9Y`)B^Tk?JuY&bZawfLK%hs!6K6d-u|G^bhLzp_s;Hg z3~BobpY02)TIH|Lm$~#U8|Pb=msjB|e!n8$2rN89CozjRN|}?t^<{5coShpo7`*Uc zv4St;!nvNhQNyPVHlN4kg8Yrk`5=9*(6DM6U_-TZeD>0E@w;;K#sB(Pk*)r+h9mKut7dp4U6J?h*#F?;F zkJvko(-!|kl6@bH!RtCtDD`~280&YcWE0@O)U*^Np@I^jc=6liH2HN0#UDU$;W~&Ww(1b~jkuPtl8Uwb}H#oox9NeL3l~ z7biZWVbU}*Z-qmZH9FcaRjs0b4?hYG^h+iPOvF}C<|S>aXAu{wRy0Wc%oD4q+Gf)Npgu0M5|GXfLC|L3r2Y8`VF})V|nP+N*$1 z^jRo+KR(j64nCNXoh1{73f)Jo8Xq z-sIMwK6an9v8qrGaJ?hwTRW@zL^Ki3^di!C=Qr*QS| zZj42!!ix$+oBOAA@;-3w*05t0fa}x*0&E@oir?j}9er~O8x}e;*Nllve7&zzBb#_u z&Cgg{B3GKcx*T+?53zJV;2Tw{&+*<*bsT&Xpv@&i9dC+bv|pD7rFGXGhK7y)?Bcv` zyJy9ir#0EF{2`~;Sh))ti(dWlkiKW8z4`G2Vok5!P_r*DbE_qeJ4Cl*d!Ck-oVUa1 z;`Nn`-b%aK;3gE=b<=+1Hc;$AuZR>$+ps1#bGqR1ZeJh(I|irQl`Xjnm_|5c@~tA2}qw5n$)Bf_JnCdi~cTQ zFP4=EIf)gLzW7LOx5M8L(brGkTh=)9d<1eet4ps+YVPMx@(Te^-@<>{A-es62NVDp*@AtP0jwhZM)SV$??q`pr>FU~wh zwuZgAs1Q5bUy3$wn-@IM+`7YFOYDb@qSjMCKYIA_q>yFyO_Rx)+OYOao?#XU)Km5d{7LEtv6VpnBX5ivvnLkchTS}9mwOP+#kxn@qc)p zYF)h&aKwX~SLW$#137+#;I9gA_()9nvEe^)Ob#j4Z=`n`&+PVAyq8vHus!XGD!yHy zZ^)JD5by3Vzh{{cKLczly-lj=4aL`TaF$V^UwP&JHr==Sa=)dDEzA1{25EFc9kEQPvg07*Yy4)_aSNBetNytb#kkA+!Jut@)S($2~VP0 zC82>dPn{o{&WAy+3)NzJ8Dt)4AcX()XxPCy2cd}_K|Kwz=6Vs*3lPZ3(7z59uYd1? zvuQ!ke&he8)Iwz0zdfh(D%Hd5N?w79lMa#Hf&l`hkVlx=#_eSLP@JMaC~CJet-yHq zWT@9frIsD~8kgnS1m|Pnox`0$<3sFv9+D;B?H@w_20bdN#@5g4X*%^9*p0pVI-eIw zKR`WnsWn^eQE+#r6Kb;lxO=<)@z`VgDI*JC8TnF=8rR?|F-Od8u*z-s#$v`z?d17T zx1o@SsB*e3&*e9ymL2t)m-UJcpUu@h{hb$`AAy2L>NB+=SE&HYdCKBkjjq@6CCS-- zv;Fp}u(z9c?eMS!J;%$idV;yCio4~!87ka=Zy~6+8egwb^+<84%j!@^1N@Pf8^FWr zcDl83x~aZasI@tE8MExY@_g)!P3p^GFg?WYc*;(%e)m9HKnSIK83%DekH!AeG_}xg z_|xUMxlsgF4f#981J(|gz8o1PL6--Q@_?)ZI^**d1ySf9yBUb~J6-9LAx$(KpXkIG zd7X(l>V$Q5lmaJ#&5C9N>rq@-JES6$_~d2IJ-<$tdcLBSY%B{Mx#m=BdF?Fv{mX9jNSTdpJ=imPD9Ju18gs6!ME7QgGPE90@nM*- z2?ZP@)kfl^D3GL_Czhj-Y_Xo_A-}{p{}@%uIwz0iy?;@3YLC9>hWWe#b(^udF!`t* zz)&DI7G0oKsnvElP5P>f-So0(`w*q)x&qN^3V3-NxDHf(f9gK}IH=SlHeWj8Do?@d zdmln%ZP!zA-@^3GQa*glLC4{E&TJ@SMShnx?L!08PIc)#6x=J)NI2VvHlj-7$wBO{ zyjFIJx5!_ti)0`R(c>X&#ZZnwL4XJm?nMNKtKH8VSHRyFUt*vt28qB*?Bn@)7dgzs zY7*6Db?d|^G{=}5CHiC@#U%r*?@oq+1@1pe3{wPig6cLaT??)Lbgg`i9A2~y!!~Lh zfLIE3T!w^Lw0JyWk`|D~s7OHX^xK$#ld;l!-aFE_1mzX|Q@8RkeBo{$@*sE#>0RsA ziH43ola|xVqSXoYt^@d@73!j6ijiz(%1){SQ)}IBkdEv$=y_Z4TYLhXPyO9h^=Z@k zJC4cJ_=>OHY{YwgxB1Pwr3K+^W1xH9vZrC);EEBs`_ok53e0xKow)q9jR`o=m(y}{93ypepB#~bEvbnk}u z!VNy&sG1rTuO5zc$)^Fo!X8|}VjphCQAh4^Ixzge>yVWU?ZHy;@3ar>#A;V|SgK17 z`ts$M>Z_Y7A^`sd^pzk6@#wkSyeJo+hAXw_GPlA#;xV3zq{~KgYsayK8?N@K1dE90a)I`82nAV3B`xO5bi%urz)Fy{ijjodArPE^ zE6dk!roS=g+!JHdWZtdzR`g3Wx}Nqv+Gwd)>)f|lmsP$vfwIkp>)^wD&{4AHi9XKk z-n}h5NzTWFdVm^SHrH6nQ4D5-*PJTwNFQb8woB9r{npX=xy8B$sYf7VkcRr(`I!YdEvz5^)@a_b^ z&L^$CToS_9#x|ADe7dV*2A{^ohWBQ`T1%@z+SCI9v`g zJ&4O=cs+r9q#}}KJY)2O^muB<>L0e@Foo8&D*G0Y*VQwD97H4^MQuuRU^2o4h(ux< zFh?}B~daxz`F5W42eJ*JUYC*2{R%QGF;YLPFsdAFX0Gh9@ybgR!R z6uUYnzb~iALU=hpY=g$ef2;K9>$zevU*vN8W$tDMjDhV@h^GBa<u$Z**MC0=hCokiAb&ieK?#eUgt3!ekQo2i}_iIWg zmB~}HcC~aw!N?JgN77M!vM0!9}LD4;xewQqFpk$kNc^I@3VTO z%teQj_tUMVTZ}g-N0Uz$FJ0)Nw&R=#1FjxfbIjg%nIR+fj?#Et%a*Uj#HFa9B{?~K z50N3GlxT~TZsTTn!KZV0$;E+N#^!%I%9z6MI3}CsiFRzAKqz3wFoAke_{9`cthoC{ z=x_@ba@qH_9jfJuh*6_}a+L+C7&s$~DualJ;(NgkzKfC9(n$Ji{ITNPFm$3~&4`j7 zhD5@t?klFqy*uF2oO>W z;kJtIYEbGW?5VZf5AHRi7*CVxK3LbXZMGIq4Dfc3e4x(Qx5j0OH#h6IC1XmdI zYS(RFHYyAbi3zd*s0I@;u+}5-io+{{f=HZXStW`AM}nq3O#JeaJYD) z;2Q=JkJ*SEGS$$34>tPbv4%sV+gAhMAXy%VgQm-upH4G<8mR|k^`4XDeK0S3i2Fnn zg-Drm&)3TRaMPgy645z*^7p3B3dRhy#u8^|1NfetQ(3DTr0SwiT570 zjtFm)PUb@I+Z)9FyD!6d9Ald#iiZxD%!Agw=KFigs3Mb=mlX{Va%)-dkI4W%IYB&c zKlKnD`sXC2QTlq$t1vsnB85>Hhu(-y;d#zDh(1H8IB^3?Zq?wwWjKbQt63Om$+NlE z{6-ovhTW1Q*025C{zodaI?6%Rw(fuG%r^xB2uQrzz*FVRcrge$CCiA^VTaXT`wL^$ z3ohi6Qe4uMiCBrn#$gvKNXu~)3|ZpvQAdJ)P?a%pX~C67chHfG#EUdk;a}JGTM`9| zC`V{PBNc%a0mh|uSWFYE2zw}fG1=sQ+9*-Sgu|Rq;(My2(0}*HK3_P&sM6^_QHpK* zAp!|S6rZUW)=K+1^Sd0&LDXbY=SNQjM8uM{$}otS8FIjgQ_9zHZpqFuhWzJn_l_zS z-zOtw^@VZF8gh5nW0qsA@@-5l-NzgMMKUUTrCJ+~C)t=|i`Yd2Dc#Zx6OWM+G(y_n z@U3e=@JAH5+l=0NMw{L6PZ<~Sc4N7F=Q7h zy)K<+iWCNh(}}Rz0AoK)nNRz&VkEQ8S}j8h*4gCYAAItH-w@9B6VKcb-uW3#|xFo82P0V(|KJwzz`|P%Ow`2D3_<7SRCcl#0#-9`y%&? zd`|gaRcvQDZb08I(Dxq*5VcZh>i zyGF|a5mJpjJT+=oF7CBz$8)@3xpd>&ASMBXLTvwcgmHulxtS5&Y}&q2Ag{B5A){7* zY~=?wCy)Cxs>V6$f>4M_#tlqeY;2+~$BY+yqyk~A^_N<&J{RTzXFJZXl334RYbAgl z25NubB?aKd zy12^@ks8W6xc4Z8DRo>?%e5=k@LaP!;$~6Q=f8>zz2AY&F>& zg3x%gT6Z{t48P5mQ2_}1+Uh{{XgE6;H=d69Ez`j8Xfc>HMA!S4;1MfOq@xgKsC&O40&p0afF_M)3wfX=Z181wiOubI~vW%_-@9X(B_Z->w(Bgj6-X_wAr{l9HLE; zNZh2ZlE;8sL%FPf-tBs$oQmK0-`*d+E~M$GlwR&@nb20Oo|hKmwQlxmt)$=eCX-Uq zktf|)*Lr{6DpZd#t5S*|FL@n2k~Z_J32pKRITZ~J4ez5+WT;GLEU}#hSMTz#mwt~W zEG?OjPZ-MpXB)M@2t9wIsW~vF{aWH{Oz}v z3S)%s2{fHp2?OQsEyR-2g7i!H~5roHs`kW@( zC8wx8c)VY-QIziw6+mXXMg7^2STYPm!|+0Frpf>{hN>@68_YN^yZ_yw!}PvU{}|N? zQe)Ud*KgMisNELy$2Jfm4cjcYnQFP^ffp4+cDUcVo(*b`S>NFz8uR;8!zA^sd0W_p zZg|r+Q*3mLjc2O)MlJ~0hB^xAbCx|tY*Zhwi+vRb8#5e$`FK@$O~7x?Q`bP% zx7)d#+`azeLcOWh&#;;>dDqB>9DG0xa2T0f67}Mr=b5?GTCLzu;oNVR)jOw=S|js* zx+rnXu{apjt?R2y7npaXwSkO}fHH%9jm)-FS(;^$p1{OGbq0j??v}enn^Mo}mn-k^l~d3%D{p zu76)(&R%V#F+ZgMQ@l7k%)N>}*@Oq3FK_<0A_jQMw;e|LXv_loRi3PX!b`bQ!6#8` zDRf52s5RyLjpPAWXCjpieOv}U>BV}K#mG1 zVR$m^KRa9nknYF%HuRMjWU}dONA&u*1>5__Lvnn> zRQ46dgfb~10p2k=N;<;pj+jkzhCj&fAFV?NZqs`ls5kjyq;QU39Ds3p@6`Wv&*ZwH zBFtMg=iqGst9JC$KrPFv)hB6QX9CIpKgPZ?D6VID8wgHtcMA~QU4u*T;O_435Zv88 z1PH+)xGV$@EbcDBZE`~UJ*P1V-!IXg2w-P8T_neIMNj#G*#uJIT)^Dj;~ z3vrKZD3s@5Y80QGPvYg&ZuR{TFWn|bHIenAr-_cEm452Pyijp#ARC4kPj2Z7>3z@*2b98{1asNf$Rl)%`snYM)wO6G3qlB z+$2bb^lpyy*WnF|rzs4BA{0Vpt@vK6OC6AeAEg<-Xxs!ZOzqFMc~!V9psUQSUbf>~ai$!32=yVB=Dd z5(CTu$$>LVy96)VqMH_Vo$DfN3bZhGML_+Bysklr1?miz2&FTVCJ$%S)C zBlORQ4dF=8nLc6BWkTBR>cbq3fAAEye#G+sY7mYtNu6$lMgNLoku4a7S^*}^e>nsb z8GR3j5-KvhZdd?Oa!i5*@n)iiQVO8^*+r5>8ITDY{+pX}LO2X*+xh_%qd0w-=LKCTc_$_&v2MgNwFI#famIjHXti2XiWjo%e74 z$*4n|)?GUmxsluoSTGD>+^OlbQx&N~17O#?#4LEBwlu8Uk_oAD&5UG`WvAH0J?J8j zq_Hwai{KzJU{mP{8l*K<=yCiwB=9pPu`q@sudIj&UF}4-{;@%FB;tcO zeejS~X0-Pe+V|vlc<99s2x!Ic)U-;*bJMQgvIKQ2o+rPX(LPsVCUoeynoZTvr#)nG zJD8@gY8Jh&0sba#L7fa9a(N|=75>g%43Bg!x?kDe2}7inUjAIlYLAB0`{1o=Mu<+D z5r$=W?Hi7{akgb9js2^`o@v2iW7iK{_|6MEYi&f>7CKl~S^+uqtcs=Z;I;PZiStU%-_Q?Le<}AWr@I zP>Zzh|!bH&Ty~){!_vr$u?X_0@RB@v!I6MtcW$kPasVR<_#4g zT$;H~V38S@#q61p(|wgaQ)0i@^+p`a(M+9>Q01zT<3PS622D#mwo09{jmQOU4>Uhr zFO3OYjO64HJ$^pUvZ>+)KVA&S!wabVwlGRTpyYncW&d-e4gn&8lJbRnX3wX&mKgNL zxCue;i9g`eP+%Lgp!zyo&X2ci-Q3S+|Ki0m{ z$e|WU>rwW6w4=i>qYXP%VoxJy`GDG&G~m(GLc*J?8&i{Njb7nn3Tu=N+LO-IG9SM? z7GMh|rgrylF<&T&arS~D^D)iXb0bS^Gu5Fc=l@j5qN!eN_{9pLaYUMY{>89T(-o&b zLPg3$Dj818g&>M-ptHb;$;+{@rVE-(e^CxcCGC8^KcrF2dtX$p+v2RPO~ASEcZ}`Z z1h^MZpV$gb7w~GtE~+lvqp~ict9otxl76kSZWKoITAL5~!nmTHR(ZbIv&L$F+Neq( zEvHrWX7B1Yl(lS)EnTL7SQ2fsyNFcSz2)d}lr}{_RNM-&rdW03S5Q=)Y9sCJq)bOG z*HPW@uXLxkLzDP^4c?#jcwvJ5WANGd|HjEX21Y8w`gE{9eUf=ewuWVC+Y5J$-K#lH z(i>k{hP@ebrEPXSPMp;gwO}-=^*a=D`RXmk`V|*F{cxJ695Kf-uF09*934HGDjh4=5~MflJ>3wYhpPV)c#CIqF)%=rIC$Rg z#NE$MymQbb>&K;Eft1n0?)rmx?6`v?6Ej z>!|bi;7vfqT>WTOijg-jd+gczDy4?T9m73AL`@8SWMt$FyNaWdF>FVpGVV9M@}su5 z0+CmGD%1>Ph#;b+8;5*w{Q1jQQ<%+)E{lA>uqj(zAPV&K+ekJtY=#mtf4=7Gc%>W85_qJ8;PuOLW)~E@rYA zD_EZ5o486fJV&<@A|#hl0a^>mf{Yh-_)q!|4ML5g5nvtW&tvp;j*SecgLOpOIo6IYl~H3 zYxHyx*ENa)_*BEz!*7u6k3wOk?2108>-=5lS=*CEVkJ6FWmaqf?qadcPw}F7~#19aw{Q%Ao zK{?kiqzg>$7*|iMAKJ1g#l?jL)3>vZ1y1Yfz15C~A)0(! zt*+htfKG?CP9)~`@w&Oxi^DQP)DwOTL&Lnull4Vfy1XU3G^(4Sv$Y3o-Me zC?HrFh+WF=iQh$z5VSi8glOHY42GeS_Vdp;EO~Y`U7HAL@j)fIIjuj;bJG=--OP$K z2ypApxX_6Ey4;>dT87Abtq@A~d{y8m$BS|h@OtP<^!U|U*L^+t6|^*W>rH0@#dpAA zDU(1QvlJxpY6BllpVvRJ0O0ht)ryG*7|W(NZ>5`n>u{$%{#Jo_YXwHc zlb0tKH%k3sA5cR0`Xs^{s;=TX1K(d0ccQOn*eg|%g4`7 z+}7BJ@?f^Y_a-SN;k`r{lrTpnxfHo$omoM_zCI|ZmZ zT*6lIj>04uAjO?B9fnMCL=0t3cUSrZkUSghB50^?BQu|90uZi?eg^n8yhDgY|=07Dmz}^-k0*hK1@C} z8r&O?dn06jyR~6;QyX$FitWX@q<|2P5Thr(f0g}y$e5Kck=whh>{%15%*9(ys)qx$ zX*&FSdF{Bcs0@{|Eq-@C*FeiWgq}W~G`)00xr^dUNPwuC}=Bf}d{yxO%RM zDw7U?r$&phyd?)f?&Hl`K){Q=wePr6KQD0FE~=yuvhw}jWiU#*$WX6Lg{a%)>M(^F zKT1lFpTHXML-HVYH3McGroj4A-2C+#s&CQNxXUErOijq?vsq7J?!t_srRBomM2i{O z2U5hL*lEy=8ae44U2?&RxU^l-wdBOJ)jB<6__eIf2i2W<4nL>sMZ4UR<@RQ<_zhAB zTe9`;)5B=U(g{4rTe`(GV2ho$sJ(qb4+6rCP{Q~IG$%vU_3$eVeV%Vlm6F(zTj|X1 zGyGh~nE{MC_Y0$l`!a%Xv!@=4m@m`B<975~E0hQEq2$utD1nAGxOK1QYrQo%@(f@V zEV(WpWn2JmoS1ksWVW8 z!S>moEiAf-xqT;Z<)&|=Hj^^mmsc1iZu-NCcoW4((5ZjvZkzqAE!V(R8O-9n9q41^)I@zSCDN=p3YP=t_ z=<^QsKgl(;paIf=7jdz%ocug=FjGF!rDmU_aHy8+xf!Wis(|gUJJ9(8yuy$PXKPKQ zi1&}QKs#YiZO&uF)0$!1NBk7(@S&K;!9Ff#A{<=$YB89=0CBMm>gzFXfN(qg!~DAy z#$e~h(`@iqZRM#Df03D;Tp+H+Y<5Bu(pTiV2)h=z^Wd6Oy?FtMBto%1RR)$5y#TBUZqea80QDvGJEj02f9P1)JnWl4(e;&Ym`GQz$?WaQpAN^))J2zjN%{MUjo zn{K5bCEU!b)fgk%&&7fk+|C%i6A2s6&2?aQS!z^n|u6;d01UrJi9q}H#iHU@MX>!%Pci6 z_qUfkTW)tDa6@b`h7~ub3I{D)LC$CSVSbM1y*4S3h@-(eb)a{ap5fOB@i@75;>m2T zEw?q}#%?@j8D)EDuMiTPct2l3w0kYZBQxU~a2*}TVTz?kky!OnwPyikaQW z4xb=rR+UWTe))4SB}P7RuJmYt?OMF+tx{9C-4(SG!W7 zr@}dtoPgJ35;}@?|9c|jt!~VIbtlD&iU#+lr^{uf%wEnb(Jr$ck5*V-h@xlCXGYB3 zykN<~E=aW^y1%gVa%dWE{ae0w!# zum%VKi=hgBkS4wN*y@j+Dv?hHS7fHAdz^OMa9NHU?u=wIcU)pTYdpT#%cz8=HGe`d zxBuOCy2VI_GQj`o;iRp49VrQ4uGH>ZR%|lP9d|Mwt#`^$%p?{$G$kxC4pmr&pf8L! ztF-79S|Jo=00MUiTUy^zBz61>xl&jnd~X@FadIm>5x>}wedgOdykV&Mzw_78EMV+A z@5}{ody@rn*d3M{k#W^P6pj@}+dopN9mbwFqnQP;+TADeI+joc$FFpv{63w2I(Z`G zu+FdD9M1juXyT-vjLG%|KeiTujBp)05{i^%6@8s(Xsf8jWujGV>BevJ%4zfQ>uJUg zcaHbwRJtj+!{uaQZ06AIQD#hEvO@@uH+p^0{kHs2`75$t;SXe`hy5awZ|7&MiZ}s+ zv>#b*j`S}F3XgpN2i~p}wKbkWZ+`1~5~@k-kh2vjAEwlmQw=Y1($vX78D$H;j8 znhSt)G{^Acd(4fSo-{t`VO#S6@>R9ZJ+z> zUTC5q;O2>*Yr3P^WqV6BK=#XWtA8#Mzg=$amorAGKALuVlL@-{PPo=pZ;mggj?IOr z0)9GsY|hJl?gxzHD`QCD_!5^I5Zo(L_7jMjqwkq5M}UK`<>Hv&+X#>4^^|OHC%5}Z znmjxn$AZU^XtUw84QnnwOiWCt+WRQ_D$lK0Zl;b)m6-3~me!{cF zWcdC83pAsB&X|$~9sx6L3Um3}vRgCqnqg;Wv;CA;6LArV7l{1E5lP?ctTgJWcuEvl ziM%rGr+8Ts)DZ!otHv5_Wth>65wLbd2dmZtxek0Y+b<_RLW8`RiO{@h_LLsN8 z!(R9x&u=;Okc2Vf$5{UCdY&q^p3ZKCx)#8$o7X+LoG%|_a8=^bMEk+FxV~_qRn$VL z!VbcX=3OyK4cJ853Wb)DTp0Jd6B%wt6o?*L^X0kH?fPuDQjEMu$NzZ%`9#2JGH`^X zGX4o5bm!Hbz%2|;CwJJ8*gDR8N*9s1z~?FQnH(EN#5=!;|7MeW`?%M&zw#03#gbVD zYDDgm3g8hvU_3r)h>lUr3HvB4ZX6M8&E-;mcbae$3BC)aZmVb$8y%{&uSi)?k&d%&x888Xi>$rDmH}jj*ATAza*Q zPM}RM-p%Cg)-r69Z2J)qbDxaARwHyvijJ^+qRW1z~oB{i%mg zc5&S}!xc5h4TESf2+$;2E}7tmmY0Qi*x04l`HcLPtawYc%n>~gNf4re!o<` zGERt*c&@fwt=#?P>+sakUx|7NRfN_PpI}B?QAq?M%9n4Y#?ly(;^^D+h&0;gDzsEP zOBU*~EVqsZoj-l*dYw(}!iX7T)Orq~YMz=VHcNH&*f7~$;G$hZ-EPLrul3K7v*z2t z3+q;L7Mw>u3ukNND{l!VU*O>TvJX`FH%9FI9YUsk!%ykz!X@7;lb5(pe~$GPHT!=W zQJ93F3!%r1F7#C0k=l5A9cb^}$0Qh8Hk5jRT_(WEE?6vEOnT~jv);b~h<%3gc;|I~ zTTW=O(E|;Op+a7`$JiE`nV^a7Jl8YZozO((8f|B-!(&eH;gXUVBCgiB!@7=zHZxWA z>!&KIre0ZE9$=MbQv{Y&+lpq;^oK91mtiXeoUhcr!UjCkp6(Ey<=II~zy5ZbaJw2F z)Gxn`wq%^FiurX8b3huhMAlqZJJocV^!7GHw z(t*-mX=c2sNs#W}GYyZ7SMKGlB^3zde62C}KaF6UHG3i3_c=w+0aV)-8Nw?9w<0I# zEl~ePtB=?j{2uo4B!WVBKQRRxhPF4oQ!K{#yM?fp8l`|V>5{@@R6;f;pMR#=4IP(y zsnx7swhsS1bi7Gkj4N036vX!_M}B==yLJy_FqfReaYwzfA5DYLEQI0^*|Zwg#+)klpUuy=>0s>9HHuy6e)T4J7hT4>uXoNpR|1HK@AvT(ey2Bz)^1=q&?g21VR8K< zly^I(&%O<-Ja#5gH6Ay>(s!GNP~EQ%UFHG>_qjj@-!blKT2)c-e2@~D%`L^fsv4Uf zz2?}1+?>Uj6(TPu*VABQjYyc=oE59kg0wroM`K#XMWI;V2Xd^U7*n(?`TSb{W>^_s z-802;Sl8d^a`A0$l4zOMJ|luWL9{-d_ZJN&H6Ako@1N8kueu`e5S73DoUS{@VIHUh z{+o`kv|c|Z)MLdZR7q2?qD`=C)fm3X8}j=A(Ez*a&?ZXPcuQop)q-*v-O=#0@Xkbi zXi!o3>9P;k!1s0|d>_ie_rtGB`QYaV2j4t=3a45EgXr6*o3$#H5cjv^E#7jwh+#_$(e68$tX|~5V_=?^;HE?=Sb0X%zdx+B!}4@=%-K zGV@5|=$DElW38u3fWH#aAabJS%2X{jdn0e({vhUeU!UrGxIU(bVs2iC@^z!=q(`6Y zqIsVYh)Ot+&VXU@n>$XPJjI2)sIjxoc_#ZQVie~YKkIsxaE$iwR>Y*K)E$f~P8e!Q zlq)G3*q|{v-?Na2E76^Gb&>zcT>X>43QF!jLq|SoB*V&N-vrLTcm*D7eocnmNTDwt zHMlVLROHR-&!4946WY2Wc?k)iy`p%bzw_yih5YU#24X1jb~l<&Vy7H*5BqP-x2X1d zl@?@dou^gN_VLajcSpPq}j`2;*jzh_G&76gsTjIVSu!sXSyQ9p(wlrJn`s|)Ps zZ*qeH0X88wn6j!kx z*kJtTKT0OEBA#51uyYGBcsv4 zz?uQDq$`L@O(7~TG=2sAT#6NF`Lgc}a1;AFKB+m4@_3&I@>sMx-qJXYW`MnQ^D|}~ zrY@XF4A&cZNWO&MKz%rK2wYvwCZ1!S26W@lU@F!}tNM)s|7%l+J9?O8MQrFjg10p^qm*V|Zo@ zXN}hT8$!UDK#h(SRfO+xG!(5I;$duaL?Q+bEf^JRX1+Qb+M;%dq{uS-{BLnK4 z;wf-v#uhakQn6kzqW?d%k&-pm-b^{}?5}q~)sOO(Ph$Z?f3F|fE1335^YHvEoM7u8 z98`++!cjmFi%3@Q;1XjaF8ike#g#qq?ZS2y+gD_%$#aow8h z#C{;U8q$UEyXThGb#Rt?t5mS3>)uE!Tv@chkKTiL2Je)UcOFymIxnuPVHwLL^91q3Yu^AS@Y7;)IZVhZ2l$&q!R?aEqcHkQ1M+iH}6F5tU;f<;-@4zw$ z7!4|jm{-jd??L*vF)o;0Mu8;|9*~zFQnumG_k6b|bZ@ZCkJw1EqGCcJ=?wx&PeM>A z#eAlh2IK|BOQn9GC%#UT8?+e$&?A&~YwKpa56hHicv#SmJUZva;-y)zr9l9X-EA^j8rOwboF@G&HSF|&LD@yCxiV$VkFHtS!PxnY7V@>}nz%uFimZidv^tlC%jynV!bED{D z-JqPTqf=e&HSz80QQ$+d73y5(faB}p5WcjjqYT+VVTK=JBw0c9ddvS&KIXi#tIllr zV7jc{^UPQ)EJLxLRjadaLFVKqtqg8%yo>G8z}4}xOf|9B)^Uo@GvnOOO5+dBTC-Qn z9WHzl+ON^p*=V75xp=1ZUm3Exr5Ns%m`UDKO6YsK5trH+|FBay4E#0{VPKEe*+Qb= zjiDav4)4BVc7+@!ZTr;`=zwl0@zlev)IpWwtOzMkA1jfgk*?NBp=(mV@exs})KD29 zojw<4HYyCMfH+p0ctr#uU^{!q3Y6q3ceN1?Yz!84v0Yw#9hgrNu2wBt`XC1Mv|ClL zzxx$VkgviIyk=2vOMpY-AAIWy0{n*!EXXq!lht* z7yW%9{e4MP*b5{Kc%IOu5l}(Zzp}$`?z{R!m1r>)NMMhBTTw^>fG5zS|DbeWC-!>c zkAyrWQ!<@%Lvs{g-J%HggMO^QxgIIGc#t5>ridV=uT;W9a zGAX=jQkS|(2dRSuBBy9tOa?7eJ00pO~CrL+n=iG z+>Gxl;rL9wVH?t}A_M@cEvP!Ms0+#KE1wpiV&7=xok-p!Hw0tO1GUMS=bOAZsZ#?- zGv?V{^2!OqaAAo_{6UIi%6v**S*_1{?R~9xnXA{=N1wp1#=IV93WsZ!m4g#UbHtJk z<@}92y3-X0U)E~v6;YaW$5Kq#T8gHx?(1Tqr2~Jrf@w@VKG!`B13yknrPY8|FU&O1 z`psIjiziZaq0y^scRz9DF|ZGNkqNh)N*z;|!N;YvZ{K`-Xv^SlmqceChv}?^VkvDq zI;_>ogj}X4(kPviR92vfbiJ{EL`^pM>z6vNa~9Af9IY$MeQGugAn;_U&OQVj>y*tv znL|_tz9H*+R~_zFc`INT8O*)ysAtz;n9ODvg+{Y&Qv92<~UN*YX|}$ zeHhF(T+nXzq3*Pg9C_mj^S1k#?ih`n>8(-+`}ekuOXm=oxAQZTnh0a`#c71*_eI-k zZ!*yna39!pSZIjHo&@Q?Q*ZrL)N-<;H=1pDdV)N2fZ6xy@;6L&1G6JA2wSXBSE||@ zlm?^@ixFrd9a|V1$(d4hvqLbJbftt+Mowr{m~%WI6r#Zd*EQUS8YXsSYLK zUJq7lKgx3tQs%v%hhbV-zq}&U-J-%EgZ$lslH}JzaZ?6ohM9-sbip5u_1w!H=DXUN zg|$9Ft=M~bbgBhU^*_+x?;TyoX>}YXcBx9>x_>QQ`Be0+VjL&n0S6n&dD78~KS{yx z#!r1GZV$qtz#|ENNgW;XO*w3J{h2GxCWitz!S( z8XQi3W5X|>PtLQ3D3fAv&Donk?ffS>P^0mj~S^*Uqsacc5)v)6%*Th(4WzSK~1 zbgFbic=hH72fXl_Do~w5&Ay}W9J)h=8I=6_FxU1PSKz!_pmO_3aAT9; zp({XgzmHLL80GZNI<>bk8nuG*E9qsKG z_*@5*#pug;KWS21!aT{;1tc^QoUkx?KK!9qQ=;-=x3_V_ypu(X%4}bOTSt&xHsN2s zh@ivYR_N$!GT%I-{!pG*D_uIYdpdP96YLSy$>P?#NwSH>5bLzRJ8P}f=CG#~kGz$0 zUj8`gcL+>fEyZ7|)v2^81e>3CqiPSGHJLLKkTCjwbbAm(sT`hl4z;eZ4V>6Gj23+; z>je3cV{B>%Xbw{0WJz=I79vWe{M1*fdA7gIFxz5>2i%R_4JkO?NEK! zdWWvq^k0LMLM}i7BXPZXH!{uW2Cv*1T_Jpv^~fw35PxYkvuR7bB&i z@+zoGwR{!fFQQr(icj;LCI21oAC;C6*bb=!C)PciojbhL=r9{PhlEj(t(O2lCiCCq zOBYt4d=kEd$@VQOkgZPWLOiHS2`)hx1p#bep*G3 zjgG12GI$Dfbab(>*Is9RxOUZYM7++Xu>_o^HC9$uLPA2<%050mO9Xv{=}}u$Wu>L1 zOFn6rh$}}){&2kh|Cs%MS~D-C44CO&VQc8novQjlFGag9mRqgEbzfx&7Q7kF{8gjc z|N2Nv>vQGYq0i09@!=tTtxa2VB~xsjxefs_b7VZ@@pT?mhbVX3=e2in`TwlRIw_^2 zk%m0j__0aJ;_b;(5QEDHxK7;`{MN`m!FM68Z2A_a`PH|f?8Z!kp1Bbo?-ubV?oW^0 zBuBI|Yc+pXd`WihVO^4uxiT&r+Q9*D zekjCz5%G+>b<%BmZSIp4_Upr`BWu*BkXbwG6rk&M0g$$B)0w{D^NDA&Cn zKPBTZ#ymYkr!Oe!e3i@ZqLbLl4=u;U+*<+pm)BVk=kK(8s--_SO3XSlu(w$lv zjOhEdCIdfK&CPzKBn~!ylO~lR4%p50C{fI3QfPqw=5x8nYS;yl&E!?vSg}mPY8=wr zy4|th&~cSk+2Q*5Ia`nKgwo<2)cMcmHvF^N;>QlXPYYa4 z?Ojx7WBGMyP{+kvDfaIB&G9)f|0|oz5rJPB$B&{aSREhm=_M#cxZ9*N<|F@)Lgs+1 zKZmuQ$#xmiKEV(?3@`<`)`QWHIAs5KLVdC#G>2u;AdDj@6S@Qr{dGFUYPmrBYq#2( z#Q)PPb`TNXl{~-N8cJFT;BST4+ovAfV6RX3mKyRh`R66j|SAOTKZ;Jm*MpK>$ zimUgPPC@sld$pw|e>$)`(hJ4M9uZrVkpDCC9D-)i!q>IYzRylHgHu3vC;|!T|J5`h z=q#C6IQ7=tgbEQUEG&zt>GqA+@5}yOl7eZpc|ZX8Me7xP`gG~-H&r5Es*tN~UD6-< zi%ag%BYe?XZm`XvGFu0vSgi{OnaUsk-LltYj_X}PbNW7Zo4t`QN|!71y~Suwi{K7W z>qS^o6riY+-&wGI$<3DNh|tC?t`=T7n)FcQrTmuyJNS`I_ELwn&P|hOzTj@9a&<<# zOBJMFi}r{Ko#Rq}?v`7Cu&Y`t}y zRE79l@-$26xMV979Jj&a#nzdO2c&&^2p1l|Cob-Dz~bwOUr}BpfUe^vuVvhXLesz* znnf^w3JJN7KQ;Vg23ji{Z4M_L z%CU?Aqhg0`hkQ0r&c8)!Qo7Agp031hsjk&+tO6$uU!C0tgqE#v(c+>q_BwvBLR+xh zPfAWVhq}>Lc9QE@XvuwkC@_v@*!}siFunL}GonfHzM+Y9;0m~9;a^?YcacpIVEb@q z0jX+{>StmGJ{7O$9r$)!%n2^P9iTYln{Jr?GHha&LeR zq)s;5`5Y3L3bsBWeNu{!_6ZoC9@j-z+aKYhK}o(BxS)tD#qu!WXv135RruFY@A85w zD=Wi^-cC30_X0oNlz%8Y--;LRd^{gs3jlWj009%J_CgW<4(r(ndlQJf)I^PZIs9=O zW%!y;)O=hYZuJIr6Ko4-E}PX~1C2^#)*H*Hkh)CRYB)04mr(nZ?) zP(9Kf)B&WKaKP!r44z@HvGDlj~4fV0uTy6v1bOsS{rpII_PNMp+ zbrr!e@Um#p?9IYL>J&1UzWt&7$u$9|snz-tXO-KVJ?&B~-T`ewOn_atR{NWqVnlCV zJlZ6@Li?LCmf(f##CcT6wXR{l?i>LZ5@Ka{6C=^8Z`lD4z}s82n=xVb~2WSQw@(cay)l5(N&x3A74`T3jmzYi-%2&OU z%gv&4lKW2Isi#QW7E2%W0#cy}L)?XSe7{+@sf(AAoif zxU^%gfc68=;&HmZgSgE1-ZV-5K8BT)tyZo+v+w$X zQ&ZZ{#KKW{NBuT6JdGNiE0(tAa}3f^ihSsW8nL)vWl6qG1y}Zq5o3|+{3sZ;R7bj) zrFXOYfs1*zZrL}GX6z^?u3D^8%+)F!xd=>YEiv0Pj_K5SF%)kxD@s0uHA?KZ{wND4 zq;{85fsHfxu-HIrg}EW9{c^+J^169$L7{V1ydCSiT@*dTlQL>*Zbk8niKuu+iPJDd z^=Or*j9Txvd;rvHGWnyQbTXOnYrij2@8wyb;4oJ5?6E2M_1N{YZ<^>Jx9$_t#+#3p z)?cD?uJp%Zlj=9@levAg0O%91h*qv; zH=ELF+%`oXX2sc43N_{&uDm9frX>URr8mVS$zSIo}<&07ke z)k@T7XIJ^FqLx*Fd7lz@AAj8kE`9tFPLMVtmwN9u>~P4o>PN1RqU^SUGRnD=aiu`C zY_*KA=vto}D2e{>!s-|1 zZ62qbHnY9Gy&1rreE)kHX%4H&&wBzGDk&BFcZ9Wu6r28{`CNO?beqYEIVi&6mrHD` zve8^robM27pZQ3WaSWY^7O#~*4Go?opPqxU3HTVvy&P6d-n$Fpm`m= zFQ(L{nj>kL7pSfVERN#K<(v=G28(`q9ARq)rK?-=0K3~Y#rBfN`=6U_7Q%a&D*Z70 zEuV%EpsmQ zRXFitnO=z6;{5);eNaSMOC|UJ}3tyL}YGe8Wy68IEuu zur7#me=w;3N&V*P!AFykizuv4J-U)w#3Jx0qR|_VuN`3xtvtn)Z?I6JR({+EZ@FT} zw-R$?6;TZD^$hl_`#KO98e?W`)-t#8Dv?Xz{)-TWD2`NftiOI9{>3#h=wfQkEuArW zdAzfuQ_kWdt3i7N&HIp4va4n_uc17;Zyh1n4OZ-a){ko&r=HhoG^xPi+Xydacjk1~*~znxi(l#qvI?j^)}cAK zTuw?t^#{7H=f7c@*3Kae;u$l-K9@MY`xI+qc$$BA?4wwetsY%63|%0q*=gN2^hnKU zgHeQnG^(*@dA#oBnjHyt9hk4WBj)(B|Ed6Wcy7y*4WMRCEuw{7{_YG>L`1WbBwNCS z;CV5w8FQXTza=I0^P9AMt>Esqb00p9WP~UwJLXUYC2z~E`Ts}QTZYB8G;71bL$Kf; z+=9DXaJS&@?(UEf2(E*>JHcHN+?`=?cXtN+vd?**Ey>yM_h(%rJ>At^UDZ{0-D}Mu zMo`T=U2CN-I^KFIk$7q>q805PFY4iIv~M?9qm7^J=;| z*GPIlzQ7EUc#&uO+D9gvQ&|IclzMUoRr1u40lhYA^tn?XXpZDf3eF0hr2otoUeF-P zyp2x0MD=3GHAghc5lfwo`KAfO8w?K(w?De!t@`6BEalDA)3l2l9qZ_P{V4m)Co&0Y zioamxMc16eXYCXcvEfddMR7 ze*ZjW4!*_x!yIXHxj+sD;r?m25AwVA`s6It{tPll4+awz$Lgj9jb8BGj?#O*K)NAWRYZJJY;b@=jZ z+u6r3c~|RqGT42;*Q=%!$B%A1oL}M(jde6~e2F;Dt(7jq+s0GpJ3oG&!J*LSzlpxw zSz#=#<7a7HtI+|Ezo-ZjgEUy>pSeWe0t*ju;B!`cCid}rlt|8_Y z@!Cq!>B?clfK8hp{K%*^Gpzi#q(pK}9J=o|WGkrAAGIXK0wc=Rp6nZ<7O)?CGr`?U z_p68~MR|JR@?x6_9aJ9~8O-Ja85t%!-ukjDHTu{2T93A17Daf;=b|*_6eg5gWVQE| zfb->;xX_zZ5_W{hQiEj;Xz!O+PDx}P$#wk9u@EtyWONzx52ip-n1h3>dFB4l?} zp9S6)=1F>^?r3&^pWwxtkz4om0p}wh5%`_!+B2_?A{gu1sMaE zRISelQJmjwRG_<92i45Mhoxm)1+h4WPI=dff#fD0T5V|50~asz=t@dJ%ihHFs=(~P z{*5db2#A)Q(JfUyZgeW#5X9*(!7bx=iaz!gbgOX+cLl}{==Gl=8j^`(^$J#UN2 zckzuGiYiz1d^dNsaBB`NIXZmZq~{clU(97k8GzJR-(5x8Kee^`%voP111|CX)8p-~ z7)}>0M2CaN>%N6IDdTbo5YzWwXgtX5m+bIF@^xrnZx9u~Tw2`hb*MAwGkJO*^4wl! zHdcQM2}!gE(oO}~re$H4l!;Jva4tfKqn5RlDzq6LwwR^IrA=l#mgT|uCk^EmSaWL2 zpkh|z|Cz7vlR0d4F+9A$D#ugTZ%hUZCciAgbR%XSS4-__PqP-=VfSapv%%vcKke=sji{9HC}= zAxh1llUV&Mma_OZuzdP?v;&vE2C0!sRzE zOstk|uVP8lr$!kd$=yhP=`#>bzKb-+=6ce`Q=LCt3-V_gj%MutEAl}d2ra9~XA2Oc zQhqNspJB(5^{Z%TO-QdLb+mjfv{p>|a}!@J+tl~WXZ;4Xyn_gp8O~`)o((T%R|12l zM;Ux?6Ie-q73vc-x$#m;zT*j--rKFw@qM$^bX4!(z!pp5Y`+xt_`Zy$(|-oje~N7h z?evO!28%MXi~@Gz=iw89_8Vrt@tUh1CKbK45WvNhijr*Cup?O#^Q+v?zR=_h$D$Ss z@Ui}@GvS`1F16vfT%)o7l_lXFB*bFe+P=QcWpy18GmSotL^lTPn$CbYdEw`%@YcPR zNvBBEHMBSEV;>Ic+x;2I4D8a+@nZ;ON$L9nO6@V$XyU-0SxIve^yEVEjbPslr`r3K zBYc+jXR#I#aQBDWZ&Qf3IZN()QDTxd8vWstJvr+_4ZRL6XA5jmzB2M~f$k z&Od$yrpO>Xp&GohH2ZJO%KX*#%*xEg;eQ+65juUrGW~SaZA0K+0jZeLku62-kpr=r zRBGR+eY2zv?;+gSU$rO<8OMC$HFdW$nwCVT=>)#okBEqf#OGYFIa+RYe}24=jg1x0 z`{S0@?qDQqP))({RBt%8`AD+k)t(X~V-?&x4EhQnNF#Tr)l;#j~H#z3uD= z0_OXV)La{A-j$5iWV>Czg7X2;VX{Iui0b|rXCqIKk3R=ywVI)pD6_P*gn~uXsI!v$YP*o0Emcio)PDw|qfQ#zO1Wn3SO%|pxyEFyQV24kR-@hV`g#uV z(EH|yrt+>tr6|99y*q>=mEY&i;q!Om?+3!4VMA4H(J}fTVkO?e!^1l|J9~roi(bHo zjQdCbuhPfl>-h#D=MD48nME(D0}m%BCsEO$bm?}jdaDh;MTVbql4-LWD#wNt$TJi z>#i{(VKl9;O92e$=jV(acey428MG$39w1QN2OmCX8^^QX{0KQ@A_12p#_Ir?4tF=V zhPEadS!uDbk3C86_`T|Ef_Cx?o-8kN%;~jz(QAAY zQnLsz<#yf~Fxy1J=cvV9Dw1BRU!U$nbJ@lPTE1F+u0sZ;Ojr~7`8o^mWPv8 z1wX&rW%msx{dOiT)G^v&I}`zk$tbm!$5?{tv@c99n30>9T)%&i}Y2a$kFQOzzI zhxvoi^2N$g`V+{K5W1@d+XM5Ors@ykhc0*uutSHc#hVlSuy$&0;_KZnOWj_=@{4RZ=z3W)vI_i#DiZ43}JpCl-yS-%{Y zxvxi&e~|0mjyH3cR>z8Ti2q1M#=|h43retT^FFPcXAhC@sQppNKt*4+b9u{lzvt*3 zE(0KFHuU@mfZmhExe*3J@7x+ZBQ_xh3B3?pq3hJdQ9a6iPNA6$ZD0)_jEhgX-0RpK z;w-7N@3V({Ze?X#YVqhx?91h)cqtZJF z2|SgGGxvi-vSKBqyn7-)(u_KzoUg~>*B8yJbhzvaW<2w6XWGPhFK%Ig%ykf>3O+ER zTMVI`b)dj4>(5b+F*1C}YTAWjs|dEkt2pOtA@N_U>WDTyy!1V~6OBjwc$5;$>RzA)m6r%z_1l7j=*D_?=lYEup;_~7uIl?Qq7%RRTU68wJ;Kd(N0ExC zK0=Tg5=M_fq%B=9Up$QhXGZHPCldv)U)g_l5;heh#P{%OVJ2jK?rGJ0=zCvtQ$Nr5 zR&cH-iid}ARX_iDwyb74sBC`=!*mF`(a3|UKyO75*x#VBRv1!*Uz(u0P*2azeRm;& z=+CBqc&T!>g#PvQ=lR)=0aj-xh6C+btEwj+yq`_r^%)p>ABCF}@2=m&8>v5@hHn@T zmqsFD~jnajEX&fF)eaNc9i(m+U3fIjz)3j-#o9}gV6*<`fPl- z5f#R}$ENR(wPwxyLjv2^?Au)(;c+f`b~>t{k9xhQxG+~aHa2Tfncu!s%NM?8UV96x z-;-yql!K(^A}(F0c3E>6n$=G3u+|Ry!ZKwPCL^ueI^8&(aa~zn)p7JxHr*Nh;*`=} zqy{Jk;g=z|4KJTFKr)BBr9~E&M%T>^4Y7OC)#l*8&H$8_kIpH4*|$sPGdzKPV%x*h zn+9#ich|lYvwn*$>P)gI1+}h(-ajy&b{bS`kR}m^gWTqlOWWYen!>q8#t3`)C(!Jp zt!rf->9_tCqR&F3kviIu!JZBg=5sA-(%eH~RW0sFZ*w+lg|~f;4Ec5_qJE8`D!_pz z!Lf1N2EWjQX2e`kR`cOu(mkxSXyA#I(RkDGC{;&MC|&Qo9s9A8prT$AG1K}3BoN=- zKs~dF8_bS~9{`@SN3oOY^H3%?;@J4km%l>tGgk4&Wy|_B@a3!4CvoF9W2;{-%Lh8A zI8I8wSy#%1tc>^bmm7i1-zBJ2iPu9CwKJODH`FNXbezn?@ZRT^#3nJ=^UZkz5AWsX zQtwt~-&r5-Y-(ofepZnor^7cK$a|lbHE787T9;oV>iY~flh8{!Y;gH|G_uVx`v@No z^~xWx-Kpk11yu(xzG_C|d%Ck$C>F^Wm{kCJOfM6|25>z{`c=9Z1w;$zePA{3U(r!9 zDRItG4CRoQjW)bxgvFrZC~dVjiRWf27QE^3m^pnN3JErgG`wjDyRhgAbO8`x(dLMf zx)Pnk`X<(~MDqiv=2A2K?2tB=evZHH8Abi)2dy6Aea%=v``%Q!yPj03jMPH5%EeCz zc!f?xX_0G`uN{TFo|>)ZQklF%)#Dcg=$&pmZtS$EF4wYv7C;^oB6e>TgZKkeZJpXz zy!RR-v#av#_gA6TvevFfiE?jKg_0yx(FRaZWR+~kTqPf$C>2zM=V2G|5)y1HS)cY_uD!S?3SnUeTGi4sk!lr0?xTb zM;KY>+CUXo6EfUfE|7oEm+_`@sPn)|E;A+mQgIbxzt^@|bAuaq{+2^I_wC%YDlPKG zj*an;Hh`&wBo}8RH1d9|GmRcvFGV-^nY7L&`` zwK-G>q%tfE;Mz;#oJ3Cr3J#l| z81X65coRW`AJGqR-lcvYXh%;>w~})=746m{o)kSB80WFYN<`a#7;P{_26S{SsV}>FKx>G4IHVB<#0M$@lK62kNG*Qr!sa6icD? zAkUUSHHD=nuXB0jF0Y>epS>(xBGP7$p!jD(s;um66YAJ_Q*9~8G-$a~Lg{of?p*XM4_W^YP?ffk z>e!w?^-rLR2Ci%W&uke(er+I7_vQsDzs7cvBR(;9;s?^pVO4%X!S&uG)MlI$CkJgJ zg!V!>nP$0Ik|B+}cVfauCUKZ8>kVI2OJg`@NpidK+zH=i?^SEmoPA%*d6U0eCwr#n zx>`S8{i2P;RO}#_Vh^>`;MLH_w*WCIeS`4G-jQ_Z?A)7XZ*>612Klw7*tis6kz2$nM z6`@nWEIYUT)}nOOU(+}Ya$@UR`ruEIocz1;o19`-x5zHFFJnRUzolUZubC{{n(Szn zk2Xlo34gxwAM+i;f;|H5qIfH<$7Z3WeEH-j4k05fh*C6wv`~69`_{-D*Uy)a~=?q?l557fz^mMSg7vBq82k zJ@7T_;C$dAx1ST`d@u|0$oOlpH)L;-ny}sE9&YkZXD0Oak=O+SH96ZV&wKYh)QlrJ zRe);h<>+l72fM**1+&N&3NHlp1~sFMrak3>H2xXNNvh5v9*BYh4Nnix_uLvAZr-3pQdcizUav> znf+^{iw}(Ek2cp;3k-%jcHbTL%~m0cKT7?o*%uDTi=Ufg-G(xf*AajJpVa05+QHQ8 zvvyFgYyX}ZHn!!$Z>X<-RKOT?2H1iFXvXWv3aM;^BS(Y&gYD}~Ket0VF)?y2SR@xjX9Yj; zbJs*X{fXh(VMFeYXPr*uh@`NXE-fvcw4QeK^zFYrOng1NIs*jyb3ni=*V^%~y(>yhbr4u&kobA~ zh|rB6+0wNGx>aIu!&%q?eQz>mOX%BfXXn!!#e1JRNV+ZRW-O1+FCx~0>D!`Lcz^W4|p%;*k&l>__E{0PUFPmbKl?gMC#?CE!yYRsT`NBP&$oX?Ae zgV2`BwJvXo=zyfM87n`$srm~UaqExAk^EC4cBCVRuQMkLwT9oo`G@J;E}Y~eSQgqi zJ0QJ8F|t{4%hp~!bFD!cM6)>>0MK`&wm?DOI3S&oMLQ%f)~ zq;n3QdiSK1InBq1PT<{_C;S*=(a}B+H`s%Qo)OgfGu@8o5w?irC_m#%ZJpv?O5>Ri zHeB#|@R4N(;`()nB2n;Fb#57Q|Lq;3z9=QMn4g#@w<7yKOdHaCDuhNl|*081Z zL7*U4m2ckfYLpc_kiEu*Ja{E?Hj2Zek9%ak;f|{L+vEHb#BYQP{Qep4(4_^A$mi_& z;dHgxdH3#oQ+3>Xyq1YF*Bk>(N!-NVaQ&$_qKx;fU&Z1c23(ZAGCV(rzQ3z#%^TNQEFP3#Xajbu3UoXjR>~3SVZ8NA&q#NKq9|o}dOVto=qZ;{if&I~D)%~k z(V|7`84qrO6l6~nd^!^*p9ZVBcvH=p@0{8{y z@wMpdS^R;rjw`yD*P;+CU*?3W`1*^$Z8E7bNNZadW{>U%=^pqT}sN zQ)zJvR1PC?wE9cwL=fS<7aQS>YGrD++e3iExeD*c^L~lwcfQvLv(}OX>0h51sr!3f zfpv=t%JR9=f*#NxPNVQdVm)y+9lt&jmGTF@Jx>id`22PTQR(ssjX^C}9li~eKtH;!!%4% z-ZCOAN@Fm3t0|Q!C1KL*3Xbie!5;A^D-Sp?yd@<1kU6>b^w`W8OvPr|6esDgdOCKW zTUTf&rW@0fIBv)MldCqE zoRRLRxujy{xk7l4zPGbe*=cXl95mdw)s+5a+PG})#%oIuz}JT1Ptq0`ofJ)?-`Bfv zA8)aWVhXvw6J;k7>w!yi4lLF==hnLYpt&7RA~!TRya$916mZ})*wbxF54&SaZwk6$ zSK<||o@j*s@97McCbhXKAj>m0T*%QHCZ$tDN(dcA{{DFi-&;QY3nnJKui_c z&wapeF_EpV=ed1h3R66266f_-ZAB_<;>Q;R1Zq0pB9~g3RsQXWKVt+o;!m=2?0LvZ2Dsh#JGQ~8m+%KbBYM>-506rL8pff9Ap2Th?`mzPJ9o4SKUMi-Vq zZXx{a^y>{fA-*4P)Tka^{M?hQZM|S^wQ#arW|K24_1JfZ2yKU;6Wv!knVWr7qeJ=S zuivb2Hl5_mI#)H>^a~3gX3p2Vl~Rw*2%UAF$VP&+ajv_GO}NMyo^%fS98fl!>29zt zpd%+%i0a&sC&xAPkYg_L=msmn_&)ZS==Qz7u}jPdw4C(kOs=N4mgN7eYC46BW{M^>nTT-RVkt=be%L#l|YSvRJcwk8;(r z#E(7OC-c?D@sx7;e^e#@cqG>GLcMZQv|Om!Pi5(NsTC^<^PQOvZ!wl6VE+uUA7P!n z{xtG2)Yos`yw`3hhqhv2VIjvOgRlib()01@WHj&=3KjLoy`{V8{(>o;+mw)w(Znk% zv^>;h5guJS?Yq1}RtUX+z4z9s60iyyrJX7oi}gRTH?(Bi_6v=A!nwF`_uCw+;#%?= zBa7;bdueOi9K0W0@t+_Qf@il@K1rF!j_WQ?xhx}8Xu=cpH+eO!_CxX7q0 zI!Rf2EQ15~iCG4JoYNilA6X7$=&}!>Z=lwEUWGbPN5%N^9ivS6ym*^L)9|`ZOuEo> z1`i})=h{Gl`GEygPxHCx3^i9Tie%{N1CZY@HG)a=N7ERN!Bfy{quU~yH8SnTn&&YnpE@IoDKeAO{~(8_haLz zLF^&yHsc%RBM zM_ofB`AvI`;AtPjSy{NBlm|5w66Ge)ZJ_CuyFU)04|(q)vSLodS!LYbvq@6;x+}jM z#h2s3*F?pBWFQ+xp|8B7Mm^8Yv#s z*2>EfFyoT0xreu^mHmV!o!^S7r{r=MXMCm)=jOgQCFeuklQQUjgkfXHaF3}$Nzt{F zOeXgzvhrh3r-!`qL!f>jeHW9EQ90T?z~y{>&Z0r?zTWO@IBai56~b2qTE77kp*`JK zKg#poj-m;_K*!M7yYxors>O6nY>U>n=#|B#R*YK+csLd8E)sTnkt{BbPkhr&ndASI zZ$3TtOy2@?q><@ueq1B3wsmUs0sCV`xT%yzMqodsv5vP6fLkk^ZYuHa25OwE z=-aTrQX^#CibNlxYzNA*xlrbGQlilVZhFR>P5<-5OAk8|HNxi1wgrxA&Q^pE2OE*( zZSjGX@#mJ_hEzcRL+Rd~MrN ze3z#0cfUQWt`BH(S!}TVK~O`8SHcanS_z>ud9(f#(??y6{K~M1k8n`#`oG$R7ZpA z7@gR{(y0Z9+e2d0vCEp#(MV_4)2+?>V8nB0XW;QNWpjUHzKM=(OUr}KQ?>5WQ=18e zTTjef&4-7n21#Zt|Ff$43^NX#)%x|}TPq9Rdn54ua#C;X&BY~C)4n!hNtruP!nReT zE2!6m*~8*ezcSxW=FWq7&006@Dd2inZ|&_FvqRQ(4A|#TU=1dCeWql@l#_|Wp84+W z;hSSyph`icHIe(IhmpJ1OLdNbAMEF}lMa$?q>~mAZ51o_(c2`OIrc?9#uHNc6Y0mnhq%5|e7ANQUXU9zd}|(a1M6eknpsy&>(52dCaXS*si|)| zVrJN`bZ{vxfNo)@9>jL^<6MaTlH~e{KA4)eF0X+m-goWg%!;j0?|Zhr!#)=&kF|k( z-153=wQL;6@Z009r>>u)Iz9>6zdhVDuHdXxGL5aCNNU*5;t8x z|87xvYg8}v0rfcuc87cd*N7V1>h5_n|B9{FhNMxZ~=*5w3%*pY($ZRWoWEM zQnw+_Z8=x{YnFTQ%Xu^>{&bDWY4x=J=}=o7-pseDZ9;SMq2;Y>xE?6?<*>Y97Lpae z9Dz<>A9C7JYAknuUzTGlGmGw;5Wgr{zO2#_hUKRHCn)$`<&!ud?l052h9`W8Pbdr2~*JN@`t#ra1 zP^4D&D{jh3rvaHN*k*E{NC*umV?*eu7rsLpzH{XPT z23QJeQP85ze*b`E{BrfTXKQjj;ii#EEwxcKH;GH^gH%i@7?kV&e(jjV0=n*Ju)Arj zTb{IqjwZ;GuMaQ(WwZRErHT?z&!j~u3RT`9@6@FHK?mD=ZCeZFED28l9o@r96w|ULL%xf)swSX{|9{L?H zC$_rL_x1bhGDgPn5gnn9@YsU3ivlTa1N61i2yo}1B=kcDpx!((`UJm4KQm@$plOePz$lIgY_oYcWP(=%vy!*xivGwzH}a z4*!KiHVKdXQ@ay%AEWRd?L|6iE?IoU{^UkXJl5)Zsj5g`9w8KVf6Y}4+e#D~JrA@1lq49Oz`75#xll(iz4DW%d z)ZpSCKO0a66)=-6&U0IrI*+=Z$TL!AO z^ba2~t37KAR8hUHW-F#)d()^JjJR`XIkY)MT4b*)OQ%IfWc$h>YC;>sHRqa%Gy(D1 z>QAu+A~oAS-rTW zuY4%@p=eE$Ez9vOMmbwao+9;W#ryQBy&a=bQtu7Iukc)qkR=r{ND}CpYR_j+C2CiG z#?d6r`M}XMm`?g@Tdr+08D#-N+xl_jf8{}fpeIAIYX`m2G-lAU(<%~i9)4qO4U%Oa z;hywd*ieZ|zr&A|kmb}i&i*Lz8y+YQ$^ET(HAxq8O%_kxn{(f+jH2)PH#83tUL$*D zxNmheO&8K!Z%L#uO?RosGWs`8Tvou?(a3@gLVVxs>id7*2l}V@co5-}CHap0@qMbR zmMx&tSf$^%bw8(AG^Y{nJofKoP~t!Wu4=CTDa{rA3S(x!^>8~0$$Zx9?b|?JuIe?T z1x^H>ZPa;`I?iseQ8id)yf^#&y277d33K&vSdSWmA_2{3?#55GDi|RO+C~JNP(x7h*=CGw1kDKY4EwKeEg$(mzjJ{8ZMZ}D0gkg$vW2Vaj3&l^0l5vKU3l^c ztl(^`i?NifbFZ$8(saQmH0Hlq1q{3fof-F=hLt0oBJ`3p*Ntmy_=(YuM7Z(aAbJ~-@=zfJQ!gw%^#21MobHdAWFP4M(T@!S7)MvfK};W#U` z8DYlz`zH94qWd-4R$0(uHnZ6ay+H1hottHAUOLLJR;Lp!giIXL@+05TwXMAUU;6s- zdLVP%shF@1RIc^^Q*tt>=0YEJdq3Wmy}x*zZg+F+*3Yf~3y!`RAK-jC%Hde#SRWm( zSMll}MvM_F1P0X2LiykE-9>5!PODwrbFfnmQsO)v?%zkgJd~^+>H|~!4vMsHS#La_&Cg%=iCv~N_cZ3ph*MBD`80O691F{*VtH%i9#6tOCX z*Cw&%I~pun!e(fn!z_=wni9Wbr^56_964VrN7Q6ZpHyhJr|MWKaTLZXjPTbRnRlk? zkn4&ax=_4>>L+cYfK1C7m+aAL5x2RA-8(ec^RKjY+3xY7U~pX9lleZ%0K*}*$NB>! zZ|VEdXsgjRYSJSfC@Kgp)1_Aw0z~VGb4T|HpZME5Frvsv@6zFvz!A(x3&hTaVj!x7 z0#=Ok^OZCyY)9Z49O^uRZz1tcY3{-C=^BviWx~BTSs|TMNr+`v`mr~VQ3BRI0@21l zXS^vrdAI@j{B$(@P3ueDxb6k(`jaP2e!75MN8I&(*J>7$9y6cAeS`q-hB1px>D<`e z<(D&dg$Kq5h0oXCNqP=iod}<#r%wT#&RvNtU@ zr4}S_4BHd_eRML1*N7Gd_AunO?Y*S+oO4=j%hJi+P{#$S^vU2pL$oZ$&$REZ@q>areTMz@PP~`0;hG@#cu$V)%$EgVr z)8$y55=W%a4|%)fF#EL8q^71P)u+xd`yREl#k>J#Q)<~0!~Wab0b z*Ur_FKRG%%T;JJV@zMg)!ZGO0`<=|U`R34<&UiM(;*?F5h>Lc@hM0%TluJoL`@!{0 z-$3vMI(9J|peQ1HAX>m$fIIb-`EKmKPsgtxBPcLNqzA{tIT-MsoP;CuCt$U|d&(3R z(j-_d8@<{X^|u+s;|7iQtDo){;Iq=N-9c=w9D_`U@!x-B`3mo7wzRai9y;-UsN_(L zV4vRK;6k!@{pzBpj+x7WVDZxI@)6(TL`n4HxO*TG3}g-G86C2a(qB6EKlpgBETm9t#lG*#hUegwVuu)Lqv>0!m~1!5)# z%VF2x$T3`vLi)9Z;`9Tq3|=6T84ePa{>@f`F0;Xy+x4}SWAWll_2_;JedVEnV#*Gffh;UtpUR zWLL};p$|;@K9aGTaU(OkNpm={C23X5!m7|n; zEOaa{;JieP%{M4$O>rJ`WD1;4S40l?C7gO;P&8y+EDl{QJ&T5p@78NprO{9AwQvLQ zwpfL)zvnvwVgSF@t(&+ZP7Sh#j!REdTS#cRr;`)goiD0L<1^wiGSau#sd9FfHcobF z=snFDo{=F_pPs|>C zrNA+3r+s(DZ#kO0(F%o>MU-jN(<7`@wASBLRBTo$4eX7!yKw=l&n$bhMd&xDGq5G( zN{!aRC0WGWn3ns=be^}6oS1)*0kL*E@}Q4;eW%`A>JSlZtyFp*%)F$=tBhFgm&5~j zEu^GaXTqu7EmQ}3b+^au&MlnHeRd_}CKt+&R4M1tRLqIFdwIU!UQji;q4U)D0lGCf zu%}-_7_q67bQr%wSh&L#`hDJF%QrQ+P!Aiz@YK2-%B^5ZJ(Emob58Qd{{+>(z#f^# zvzU->B|rQ%?J=d8ttj7w^L_6oNPBPov>JINS{<8T+>6L+-`Dk9${i^ zrZqMmPmu?mQo`+iQ(0&1cLjP1-3U3=bz9$RDEnXS^yD6h#EqzG8M?QCd|>~U4kw~E z`L7dyZZ*{F38|S)@%M;v=O*Ijd*rWGxyTSQmQJj*;DmFk=TFFy&qr#4mAmSu`vAB+FEHXYSYM*R2tL@1DGB* z1XckL-{I^{gYCuv2u_?CHTq61HD_c^tz@~h2QDHWm&wTr1U4~MILNUc4$u~tTkG#p@RLlh zSA;U|D*jS|cmh60J=80$?eJ-e*5_8>=0QgAUMt`sx?N?jSsIdi3AbX;4r8-2l8;22 z&9S)`|1@dC9_0KmRK)c6M5~LQWDWno{U!RdO)2_w8~C9vQk4fN*_wO-EM#@_PP*w! zu-6*&J8%-?ChW#_$hkKWLTq>|d4oNvriI~)MUo+b}Aqxc}i$Mo`c zXxJTC1wwfMN6bXg9*Q5BiVv=Qs)4EM)A17CFE84($0GzuJUx?^o^qdW)*=$w$)+-w zY+qBDijHe}Zk+0#uN=%G_#LrI>k6Nw!m(^`)A_IW;y;*_gjTc;>dswUxbZR@_AE~S z;C?A#eEFdn*g+QX3i37a&r9Ij;sIJ#Kv{R`c5}Z##)WXFB{uo3^f9lg0K7!N>8=>l^bLQ`Bz$!n$^aPI6mST*cKReN-IR_3P5Y$u4k zL!;_?n>3`g5iO_Gr=Zeut$g9H?B`nTbT8)@U0rbTgU{Nu8T|8rsB|4m*hDYvbv?zb zKF{iV@}A+XqsQt`ZA5(0)%U(8*MuGu)Yi*U)}u<*&X!HdlTFJuxlwfU%lCPSy;#;V zeb6#pve*Vs4sn(}s${UA2DDcSSljvaCcqgL%1zxK*gbE^?9w@gR5yT2OdFoy@+wLXkdC&6*d;3q!MuxFgMQQL>(Njth4KBX%s7ZCGQlK_&Ka#Zbz5pq86^p)vKO}PGMS?5fjvz7(rT<@wMAmqLG|&M9JbD# zp$9K;0gwHg*v>mOdwp5FTk$(lJ@Hy!p-l|vw?eNVeqORQA;q|1(soVKXswNvH^FlJ z{(E_vPFhB{TaMQD4@NirS#r9Vt2B-y_?&}3Hb>uAYNj;M43Xj*R;1AiC>2&^@|D;x zM~N%#%(b7Cc(>gQeinGS*Nv(%i2_42rqD8s>vUWy)#r0!m7q-MoyUQl>^i+wn-6-5 zpF=V9U*;2ywfKsDDDKBJZ*a;*rrle7O8DqAakJHqDG_dau~p*?CrYOa;BhEk4X$-= zpmD}3<3t;FaZI6p-jl80XX!a!F!8F5xN?(qr>L{&kE^Y)8mo;OvPz+S$Leadl-C)% zVKQ2Kp+Dx9pi0eS+jIXEFX*e{?*_zDRXN>CuL5u@l-!yP>zw~Q@+7wNa;SBAX^1)t zmTsHC(so6BOd=_yS(Jjd+=A53daCcOXPP%usy@DZ+75M!q};CXr(rDSzqvFUxj)%U zr?`>+Jc6l^&Lgm`+*;w?& z-A^uw=0c&OrJ~h7{qcy?V!rZpi~H>moV5T*qp_ra{y&N(ri1BN?dZL34Lq`0s2ilb zbOf1XFn(TNu&&BbI@kD^t8Y(oZP6;q3feq>MX+>20FNRx7>U_zu9(yp2bDZ0Q%Ki% zGFJ`kn5$6a)^U-i1s2a#^sHC`%=8-CXAhjzu99oM%~~b6&YV~^-sD9KgoTG&OBIay z*I-a+=bg6@gmh<98*8rwC)NojkI(MA(1ae`dX2sI(r-kq8Mkm_(q~x+{*T-E-^-m$ z*MY-8zT+uJ3foD)*mGMMuZc6dS;$dA-umB~5eEcdL%K!w9bS)USS}%~#cRUXDoCGE z{k<#V2{#xvytKBqWQ?!GtiebH#q%}))_ei4|o zLK5(ISxN(-N8DP0Rl%|Mt*0Fiz1aF~7ell}es_kuV;MxATc~i;L;laGWFybbaHs!S z@c+F8Hqa2W_L*8Nw5oSYZCV2>+pp)er>Cc{y`D1MS3J+wzGv{dH^?#Rdy6F>ml5p# zbKD&AHQj(?#DQh;+Oo1T8EI)2R@RKCsHmuusR9{0J3DG-=#Gk|G(rz!tG^El0X^0h zz&dhMNobb`VrOS}^0ToiFT()2Q?@A28?vR1|FtfqkoO>Ot@@6+Dmtpx>qDDuyjsqB zr!N({x;K4umDSgWtR}m4eg)<&;#K0cok|J713mwWRU7jFTQ)r1P&DJlv+9+~+=Y>- zqRFEInM_O8r+l*i$}bf28pGuDSm36|XPDSBE-Q`1@aAi^9|P+^*zihu1R<`8?S-{7 z`N%uop(+YkeM5E-x1+HHw0z!!SjH5vAni^*Vf-={N)ox?VN%89p}*GNrv#1m9DAKKaiP761paJ8eAz zphWRZvX}V745=>HXhXI92rJ&w#=jSxmvkmSU-BWv~^f(C(^sM z`K33V&$H&cL9&2v%b-czu9@KdR{Toh{LUpOu36)K=CtsCwcKS6vFjUJ<*K=*4bPi+ z&mm_JXg_=JH`m*d30`3#8Y9@~<~Bb`Fg?9fyERyqzq~JZ>&R?AlG7izIllCHPJWL$ zymFaS?SAhdKP(^X?_g5uHaz5zY3s_BDrosA`lV*7X;Gz`9dDG-HBB&ehGWkf8)yYeYiPoztxkKjd*Oq#Ud<>e@*N_32j24ZDex~*RKG0 zV6j|UKQnx_q;QM`GLruSsy*?gHt`njM*WX}B8ChC$yHm`FVxl56-LEH{jUd5*qpa= zX2UCMYqP~MY-lu!d-<5$UZvesQM(I;T}1p3YayW_hNwkhcK&H-B%u2_+p7|$R@cJ< z4(NYcEX?fP_OP@Yu@1bPAHhjSH-?N@QTBLqmS5Spw@xR&1M zDtV6jmV6@+*n;r?PfbkAJ*3WfU)-W zyq_qmA)}J7KbmNKc$nALk0mHRz&;NY1k&>te_h*7xe5K(lwz=A?rQV%Ma6w7`Vyn^ z^Ye8)w@bvX1s{%Te>xcn*hqAAbpP{keI4&(ximch%Y*T%)m>;3ZlgqGI=Znc~)Ow#weZ|rC01|Fj{X5&*9+%x$0WR=f6f0vRBai)p&*zVq<5k*?mCus(Wk||jdgjq0Wia?1 z*1CSK#cHKUWk$3BctCStq25{|0;k&Z|7-8M!kS#VwJ0h`6+{H23y3u7N>_SEN+JZ1 z9v~FyO^N~{(v;o;(xmqQLTJ)EA|-Sbgb+xm(n337!#@A-KIh`xoV)+KoP6t>HEY(q z?>lSed9rPVU`9r!KJwYMJK(gBiMTV>&tW*{%@3RwZZM3OAp-Kw9jYf{;PhaY|4!+k z%mDlv)p%|cqBOm&*<;2HK_WW6(Lv|fb>)2yUm>uxakGOC`XoPSexWle;j6uJLYe!o zu8&!YQSmN2-oCg{usI!LcYLwGYmc^iEt`O)#tR)0F=B0qoi_i*Xdo&LZ zkNO*oatwPdlm!(+O7EmhAKh2Qws!0T+gAK2QQot-V@9grqfYD@_kXq;5&VW#Pc7q5YCHc z(bn1@ZVyT)90^=HIo_L7?X0Y*@H^U6OcLWwa&d84v_fH3^MzwSzILLK_um->F0$L} zzwO^itE&@|J`yn}%c?20>^%-NbU`3HQmW zBocIi8%uHrxq60Y8_~N+iyLoWF;lSv{7~#!6Mm-I=EBNq1z0qhBJqqGIxlS>r?wcIA` zPK`y{yz0)2PVuacP%oS{!$i|^W|+kjXXsj+g$Xc?S@vz$)`D|k?JqAZDi^vJ1AlME zQG{=S4J`8EQ(c8iF&MkOkg6+5p|2O?w-bcasU^`>Lvt7Y&JTT)8Q%pg32ik_SwyS5 zTL@{gkPqg*yoHBv@WN!QNMB&qZ&VLh?RRWW2}EP6X3^PGIiH7BBc%dqnU|(635UPzQ@**e>4ZkXc3ZI{ilQf zbnu@J{@*)T4lEEBx^@8xZ}eqKk)k0cjZ!d@ziKyCS80!>Sx+nNFugLq7a}6B`RHI< z7PcrvcMj0aglc#Eb3i|XCLEaR3Su8m`&^6@n7=lfvv*sSG_9s1aJ&%c zpPXL5ZBh_Qi_$&sy#*A&_O0a*JM8nPzQ$|1@h}+!)VLvgZicz>n@)&Z2HM-xGg)SO zB^XYKpKOVW22b0%Hj>N`&FDtaV%S5^hW7)Xpz;b>wfo$2nDA?vKDtwrehv-x8>OdC zHuUjW;juZg8OXCHYV=ts!72gD3t*Kr@0)*aekVWS;!0Pa=Sqn8higC72p`%Usdek{ zorlyO(EKuQAFA)6>4`ds9e^HxS4I%8D5ygAo4+em3dh~~)?ySliH;1O5NBWzWKtPq z3Q-NFKO2+%jSVv2srr)NH_qb+pxj3vP&fKv;!0omcpc9NYuo6ZWatU5iAz7;W+amY z`0c;!P5JqlIDShr<*O{6hR>Rfpy&PilMK=7rM3HFjTWtBJCq=sQ)}ZkY_1Ta^jcZ+ zF=#=R?-V8KG56xRXIE3ZHtktztXvMa3c*rkAD;&))%11V{+AciJ`Gj2>r;Hig|omi z?CfLKI?_mlLZ=N2LgJyv(R^;SnEUVI(0(!}=;H?3F;eTF4#)l7T%7j{c}wyp0G@Wo zX{}j;zW7dDyD&$#k}=<7fEi43=RFpbo?Q`J8e7+5E8q`)Vwi<14 z;a%}gYa3U{;_N9P&QmsUIW?T?fTb{AgV!OBbduADLt2b-A9<)0*t+Z{IP^%eI1=@e ztouRz%j!FLG?`{?iK-R+%fGDtV78$qb{ko0uPz-$KSzP&Da?_-ep!IQK-{CJr>Co1 zWLUd3-%b7EU@I;Lti}L$MN95YyZruD4R?T}x40bAMTTou9ub}8yc^D4+2b4E{Vo>Q z(@!v_-Oio4sAZ=o^->)cMS9#;<`MiI8H`#p8Y~#6u-n*GDf_{OIIz_9c~jj16<@Ab zW7k1k5mqU!%)!>e$ww6hN$d9dzKZc0g`3mVWQz8rMsbp3P8FAm=as&VSyREcZ-r#2 zosPcHuG>|rv(3z^9tU`J8N1{aNlenlecslx9uA?Pq};5B38VpUZMgeQetxR4o=WZ^&dGPL^^_sVqk%%DsgNP7+#wv)Xo|Z@dpJ z8y%xQ$S>Fd3j3`@sq|(a7o1l3J7^PBN?JP;;HF+V;GuY8$u;{Y=Q0id>fO;QzPatr zn@B_Q9J!M2Ip@vk$E}@)%(BVyUS3@5jqpJykhl>{@H@k)&)oX3gH*Vq`9MGS9I|DH zR(d+0BXGPELm1q#lDEGPvnZC$)Pm30*4VOUslq0glWjXogd5L}Op&F^;MP7I$%mo5P+j@Ec;WLCaSjw%;; zBz)LJ0+PRR1}rcf=REPTvA%OrOJOqMzCXE#daEiB(r#l8SUU9>_x12#d{`zMLdqV) zS>=KxFburU)v_J8t2C)N7sjb}zxWEr zaT1mj(#8OW#@)ONJ4%ME)c}QNoTZ@}+;o_z#8^Bhb_IrgzRjsJK(jTf8c17^c=pKZs%cbP75Yn z6n1Ij$*F40)<1892bTG*U#h6QS7VMJAG8zU$j#OCT&tzpn-MJ%c`!iB-<((SZY)&^ z9t_>}>Z^UclUDswf7@@#G`SMHpO{Ykd6zJh zVpi-HT)sSsUL>Z~08;h5|Lw@{wCmxAl-r2)$G3GX!+ROMYlN#C%=8L)c2^f{H9_(^ zG!`BEk@Vv6JfPbyyYCo)zo&Lj=98z@D>giBY;2rYm>w7Y+Cb3I(5yQgE3S$ux!dHBkvM8cEUAlUVSK9~ zE}`A5+92wVts2tU_g7(HAYTJB@3t9`xz~TXbljJ$^6Y=ZdlXBp(?vz%=Bik7s8kgz;xaJ(@oMwN#F0m4t z{#a@*MEm;L`f>c`>QskiQVy$C*pX0D@m4On^jM_yXK41>I{C_t({_Epkm~coJ$d$J zVXt7wn!l&+`pwN}EWYu*@nDiWX;}h{5uLgbHD)kE)dX~yS_eeq=TTKH zy+vJ*q%)o_gFv33Sb@Z`1k)I9BuF1vU-ntz@#e^vwfqKej(c*bC}7H9!wKq3Y?pU8 z&!iE|Gt~40v#Ie@YV`!DK^C!;suMpyKLxd-oSX$Iiqo-|tgWlaNm)o&Z`o}U-?ybU z5N_}5z8VHO@mw7WHRpA79u=*PrzRc7V$85m3>! zn0$Hq9~Ng)Y4j>VB?y{&<3d^bzSfJ963IjcKf5`Uo^bk!(M3P1(KjY0ChBxQuzG)L z)qw_8=2}A+w&!rTRq9dH_-bIdoQ7W99VPSw;eqkq<^zMw{2sZRw5W#3&NVk&4@3C# zJ*k*hLHm88S%(x=uNd@3lSuc`3^xs-x6r(baJ z?Y2u8vJG?7ZL0LK%*KwrRalK{n^D}eb{NZ6$aeqkhBdC#Y~=pX*3;8t1b5HL$%(Uj z!Q}||SZ{PeYJds78vvz4d+$&mlM@T3OYD43#mP*o+Y9{Im_5L~&JHVvPNX z)r{_5JAQpTfKKI7x;O-Rb}mIuj04-RFR84rT!1b6LpviV>vn=V+#YXyyk}pOBaR)!Q2-dE58X4>Xpkln7E1D@g&*Pqb zHa&ELAI75u8B&dE>$jfQm~ZjC5$y9j+U%q&ema&OlX#G~lQ(KA8SiVSgb4uo3zrY2 z4#-u?$BXMEXcmG{eI-(Ds$$l0{B{!-4Nh?EuwP4$?Bly#}!TDuCLqyO+O{IS2;xL z_{uATCIr$ATI`avc(@`?QQM`&3NfR&VXL;Fw+Gh7bIld9at~AQivnw+Y#19Puqi~A zHk)Zs?Mz8(w%%}vZLDVcDQwFzj_i0(DoJ^b*}r&#;*g^X2f_0c}RS8T#7vwPp; zbK|=G4jT3+V zeUJ*#-zPdQe!86i(S z+b9$8CrnHA6suQT>>TMNOpoFiiw@eRDh&^i z{VB*v$1jxMTIc}C(pz|uLtQFgZ8%sGnW6*O&ez3Z;VCMFX$SsDF( zA#0?)`AT^{b2&i#<#^Yg=qXc7>tb={tX}am7;OlCubVW6R$Z_Oz$us*&Rz+~iV+m* zNY0MEcaW)&Yy<)oN_7=F45#l~U(FPa4Lu|1v(=$h5gT^S&-;YSD^}r(d8XB)%VjEM zzE)%JW_M=Bnt%F$_OlVEMy5i&Sn&7kd6k76K8u>L(C4__NKn49u)q@tOtCYGi)-+G z1XsRLo1$VQdS<4UH(4%Mm>rU>&}}zYtEwFYZ1;}SpXBCB?Y`1`d+@kFw&=P;d@Lc0szCh#|Ul!k&Nt}5FAb zMy^h7uE|pKi9;4TLKUPn8ZBDIS*nI+xxd0ol(7U*k0GDdYocnL547ph)6%4@zI_T0 zcb#})COv8IrE&^8naP5$3$9I7SgRV?cbCQL=mB+wxH}}}ZwL7}ZJlysUBRwFyBkrp zj`eWBanYl@kkhz@R4Lx|0b54td)ui&dGEyeRxo~2>u2ZBCR9v)q+?vN@bfwZ!A(5< zH>(z^i?e83`7EG?I&YF>iNa(R2btG#F4@;I!48K3YZntZwJNA_UT+b}ZC`jzkEg#osm&uw)Ekp~3sTIo-C@rTUiAfC?JqR>a=>3*sf@=n zjY*DpB<`y?wAmui`hgdt2zGZBU%`L^)eol98Y0s4_V8B}=BFN1sz2V;tx^~iSD){r z@#s5hI<#~d^iUcK|MnxE35Hqty7@kUu&x>>l$`X!g;8mDH9Oi-4GJU zE7YPi=EQdW&5p}dji!xf?AdK8COe$4Y2E!k>~vl)IAYbx7_#e@E?XRx=0d1*7ewbY zPPd{`sS}jdbEx!y#PrLuaTF5b3#Md9Z#onB`y19jOAIU&9Xitd)j=uL$No(RZpTs; zQGb>1Z!z^P#r$3RdTmpXIAz9 z_I3sCZLUBa`iny5gEH4{!Hh}QNle5g>Pb4Dt+OMC2m*2|(Kk;on2SK@mPv`DETuO2 zBc00?&5bVVcqe9Q`KmGv1dpy7`qQiil3O7VCV!uTNDy|tpGzZkA;!ZW2)g9YKNuwD z#_~g1W);QM`Da=2?7jgV9uAdZU15LLO9KKFaqUqOcjf+%@5?}Cnx3?#hTW|5BDaFS z-njjz*`?RR1WMtO{wGHYf;X*1d!DlVX^tB*k>|VeMf?_Y$EcG0KRW%C5x~{qu;Sz$ zG(j??^yHtv-h7SauSSbT2M(bXo+XsU0{-;+o8fD#j&bd~F&!xo z6{&wXym8A~2xo`hIC}UE@{iwc6ADq8t9oZG3M9|mCkp+yZ-)CLGA~`ilRLW$@K?iq z1~a?0{-y2L{|qqoWvRAtZLzEgWAYfPKV4>0!`GlQ7j<*2mQo8?X1}n3X_?H{d+~6; z9=<8lyngwp{kJ&hRhAzV<2y3|Ak)l9BbUoDeG3{(i@qp|%fwvXqEm?Jd~{aWRSIZI z1QVp$-rTs?ob9A3c31YFapJ;LsBD;L5j^kCl;hioK!NG?Cn4wB!#WL@x7(>*7sT@X zMqk}tMj2WZs&H=Yfy;|I%p=P40EzIGl}^1AnNt*dcRpJGt6xN?n$lwbypP62K86!% kroIO#iGM`L|LO^&tw)f5UkT0EOSnf_UPG?rsmYuF0#xm%00000 diff --git a/docs/source/parallel/figs/simpledag.pdf b/docs/source/parallel/figs/simpledag.pdf deleted file mode 100644 index 5aadf0dfe2732f3ebd5fdcf1cb363c09e4b46023..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@m2{=@1yF$xB3sIsvDMe-GEOTa&vX{vkLW`I<7|RSZhb+;q<l%fyAIx@$ zqvm;1B8r4LN(P>xq9Cy(1m-H)&y`9j81JPHim2#g2PjAhC5Hvd9ZG{}J7Bg4DVN5` z0)a*RZf#|NR%su^b|HhrB3o%3(3a*%@VGDs$ADU2MF~_S%@s!gQ^6Pk^tC4gr9nW1 zGbst7LSYo`)=^H$NKqsdm$SjAUUDDNs%)J>MX*^8n-i9*l@63?mRnm@MS7|W*F07< z7f+d0F@-GJn6#i&FlA%)iIN+G+t$UrD?Hn-?fX;lPLIR;*d2J>;pTwO&t&`6iN97h z-Dpa_Cw;equxz+{#%4_9g@h3k&!3#ge%yM^x49|u<&)x$GacK#*G8Ra-zB^|FAtnI zTRjGk5ssf+uHkVg`uT=roB3Y0_D{5oSsL@N`^tuK6@xT#oPImhx|pry1dUz2@=DF6 zve6fx7ELoYH=8u_ha1-~9#_9S(627HK{P{Qac|JNaIc(W7c(}xP zrz)cJ7icMt-E$UaZ7(Sj89Yx{97y+66q!vsa$!Hmfa|tKyD-%u*K=X@;U}(d_k}pZ z6*rs$Q*JMFiOkR*c}y!LZ+-ktDmU-9?`|EqWp7w^I{jo}+2g}mwIbh-V>Q)fe-C-F zI6vzUzwS)o*guz;?RmOsOSMJefUx2BF++QS^QOk>rsl0Hr)^qjyi3bPc!;w_%FS`7 zyozJWtTUE|KXh5Nf9-Jd$GgoIJk}6w`(P(|XEjuokrG)vFU`D0bkITYbAh(zzO-xu zD)^9XOvBsjymfcXO!k)?DSmsRJ#5n1_~Y+KtY235`BU?Qs{O*6?G^sj4IN_)!o(Nq zJ~bB=rY>&H(2=E&9zA{!>!Q!I;~s4`Pcy}nBRh+Wgid;$0&(FQ%cye}B-VPP5jf9`Tr?CTF2v5BwCEAF}Z=fs4vty&|z(&wie--%4$`4p}A z^yljbD_4L2?sbHf|050ac>f-WHO1y!5n3QmXSF-h_lxg2?l;(+9MS zI5RAu&gcCDqOxL6_NtWG#*66_+I7~t%R+Zu<8z5GIPNzdU;)zO@Vcbg=v2W&)m~N_ zySdxn?4%MDo&H4)!_QQ?4%)2mu=Xtx=7hADVS3^2W?31#sum(kH5=Q1yz)0Dbl#hC zJMom-y5p~+*C~X5y^Bs5P}Gqy_`wK;k+E+-TJye9Lk#VyBH>=IZHEr62!ZqqMh{vO zl>#mzUbDCq}JmMtl+%aR#BQYi~u4KcxGhXKHK7Q=h zy_SHeaZ{JA*5?I06{n3OsE2D0vNCPg)R_FSdu2@G)3a^{abX6sSoKkMbpgY|%Jp4* zOD*?pa~;^ynOxm&{wQzzn=8479}RQb{+LxFc{nXB*7%l84{Ipl)Q%mh>oCDG-r-1JfM~C{?T%S*SV1T%CmQJM!`;*(2gD3YfUu&*4ov?GI|miZuR}-6|)lp z7N)M(8CXABH$QxlMMZUX+Gopy1Fc#{$&UJ-G78jl)Gm*1)O%_7CjRm`I5=zP7Rb+g zvwpJ8s~_eaNqX<=|N%T6PV#@w{Uy zUU~D--aylA19HO(qiiist_!HzD9t=iLwSe}7gpI=R}bpU`~k#fWiwhQ@q>V7r>l z(E2BO3AXavFOSuyzwdkoT^YD8#SXSGk9NQ0Hge~Trq`DjmOgyBd+hlY=kuDc#2D%e zM(Q~##(KFF_*G6gGbGk1c+i{u#LRUDt!h?*5HBG*&iT?WZ7~Lfdg9%1w_tZ{#+c~3 ziyEFW_b%_Qb~~7=*|zkC_T|%~?vP{m@5#KBx_+|DBoD{D=Ti%Dn{Dd(MGNxNjB1jf z)lc3lS~xjO>#wCwzuuMWULVJqrC($zI55vAr@pR6bHOT4PZ(}`8f`OdLf?WiYC2#MrK) zNT8psm{M-_CS@W|kwk9pA&nGCAZC|~h?0q!#)^d?DAQhjoq@j3RwO5x-tIrM@ev16 zp>h~iHlu9MnB^4H+R+Uj4*I@Ok&Ny(0R^Gj`6;>170culO#&lIg>035o;k|rz~&gv z1$_B@Sbzy&KZxxh0WPPzPTFXDad0pR+C;i-TmpmiWham_Da@8i0C#Eym{FlJ63l}^ zZ%Nytl>3DTh!)#f)FmAw2-U_FS8*=wSh^WywD~6;f&CO2=?%8iNfIK5aSUSnI+Eg$ zPzokEJXPyeBF6mxhj6)w;uu$h@NzKvQy{8~Ee{9Mgy6$K9B3m6i6Cj=HcFjoom9-i zy3ASva}nhK0nq=t7YBC+2c#K?i@hv2IoQa$S8m)4da45qxTX7(!~SN z0=di_=Kx3W86bE9W)$!^44#W(kdlUgIY0)10mle1W{m(NA2^8~8Ni4yj-W@z*|coh zLCQcd&LY4b#wmmfFqy_kq5mMfuK3ZWsl<^6LJ1Jj6|*m_loOz!k_Cn{+Ze5A?*Pek z8uSh!?JYu;1BZvwW-D`ni}qBNMl#6+fatc3=7KW5hM2W31_G|&3($$6%z?hZ_*%ec zazX`|d{6}@SGsbdH_&=9bFfzx7|Rg?_`NF!`T+qSQ|1Lq^nmW1=my#*5O;_fdjS(` z<$4bw1j?w=qu-a}K&aF_revaB-}X#dMZ4Y+=<3Sci5}hc747==B7kT1e-D zuyJ~=tK4E=kwkw;ZhuH#e@F~geRYTdWe|ngPU0Z?nn0DR`>DP^$W`~MzPZ?eGE9l3 z5_|gH!_?jaLr{>xC=bODKFTvkc+(JMni=z$5)=~%8Uxcv5fv37r6R=3;i#Zsc)2Jr z959Aud_I8!LWZHVCmqT{S%^GVG7}D^s3;3I`|BD@9?X)El$nZtaWXO(0wofIkS{+_ zp9m1mVE7A;jvTWh>Bez5;NLkz=P@!r0#-uLR&_tpFBy{gYDi~T!$?X}k4 zd!4=4Z=J+CY_ppC7$$mhD*aV#o!0^ANQvf z@1sFw4Cn-o; zXOc*FH$O2_H`t&&C)xtM{W1O4Hv)oihsiK8+?YT_kR@BV(D582BS@Y)3Z3(Hagf+c z#1OF-^=1Xat>062Y-w$6?JgG=JN{rtsmbW*Xhv4n&B>QYzKQHt zHv%y~J0&IMmz67f##&r!UrUa@xxJ@!SSWksx}c}GX!iZ%#pdDb9tI8F_`DU(SCzd| zHi>@h?l86)p$neJsg0&3E*4}I`4j~PnNGNr@*gI5q;#t~B}y&$Ym>{*b^qmRcynN& zbfPM1DnV2eSfd&2c)SmBe8E{AhoH-fD=Ko54eWbrE61FrY6W`)PAzYaM)D*5;@YR_ zg5~UrcO$*IUr&Teu3wY9&`tCVdeh#HlvQz7C&S>e8QDnhMMdqpIKxNht@w$-@y!G*}~mz>pEkq>dNZ8?k#HMbK7XrgoU%FOPGInm{luWdqmGJN!p zY(e^A4p}}pck7<=5aTel1(L>3wPt1?0+|=On>+S27_RV|817Ux-+=5W)UG!Gx$v2H zVMSlR4VYCvNNv{-AD-Y34owu@iHxj>=&9og=iw=XR->Ux3miILzTDbyVPjT-pRv|# zAYZ5_Rb|guo4(sKS)eCvcfK(DfbO=-xmLdFg@vom9h#GO;^}Zr0%xtpY?Ca|d9e@k zC7Fr`#Kpz6nQh3D6|eJKBgmmgZWKi3c8}28vbvA(E6bkyYFkUhZEdjeXG8BJ&Cl=1 z0&dNM%!Temy^Mt)LuAGgt|xz(AKa21+;jWN6-IG=dslLIBwLdBVBPRzx_@V=Pet&| zl<9~PcYRv}XKE{-!_T#s+@jBpkc;nXH+@=2&daw+Tj_Nm)GRnL;B5OD#_%xRrna^; zTq;qYn1gE`_F=l(N|>IaiST%dX0XiIg+N?#Ff`Qckkjq%+Y~<&>%!FT*=>@;{K~Y1 zYfZ(H>-3R=Tc4hs`stF}66F4>e$G@b`>dx(ZT`$%%1AB8HqC7en}5HoER!yMh80WW z*fX^^BfD%QEquoMXG0wEX&EuEbW3OAnIf_IlUa9-2`}bV2#fm@DfCDk4gamPLHtU7 zcMV&s;7cZwU*NB2mfU^oh9NIYg^K^WA$Zu9KSdSXsr=Yyzh~N-AJG;v^tq*oqL;Pt z*346lVO4I=q9Eow8;Lc)@_e`3i|X3oI%<(lEvkFs1Sr?vyhZ9_6bG=Y_t!v;@ zy>Wy1TJoO;Qn%uD!(nXmHzPj6oQ?ZBG?3#)gPbWN0kgh3@yP6{L*}l6>Z0Ca18KsF z29NI^Z?3Pe_wwMF`^N{It;|iBIN5Rcd4NBCS9-4StmcO5lC?;`d+YRM8vjCV^+@8k z_o6-gX?D+T&dk`~8lDd^LyQW>Pe=s|YBpX-n24O}q|Z_{MrJ1i+d?*di#*?*=y$YT z+aUCQOKtDG#p<&s(fm^$F2HgbXxxygc?V6 zy+f?9E6hLDHF9GwoC57U;j}CN(KKhl_=vDrcp>9U8=B9b-fxZ)96x@19w)sbl}<_T z-)ES72%Poi_kNo$pKjRD_9(11_x=yKs%;=sYunL-ek*&^QU`11%U`S57T2&9ktGjO z{pr#kqENP#UzyP@dAqw|a`lR$gQPJMs1EE`@YOt;Q#W`JV&b!)b+4^Da z(Q@#AjP7(>`c^Ee8ExH{m=Nj>>zpYQYnYgn&Nf~wKl1IEw@*YOCv&R(hu_Nr82kkH z5UPfKL}hV8U`1L&n#;zd0g*2I>|!%MXg@6a6KNLQ8y9`J*;@j`8Ik?xCzn)JdgP^N zCDh!{fy1G=OIRdGW&W|&DKXSk!(To8c30)602(o`?P{s^wVocy*CzYkQ%%>Jx;$;t z7o&vvcmE1m%;YfqD@V7<*DcN4TOx2ZBzcR*O1kWhiu-GV3phiM>A8brk}DY*zYKQe z7I%dj)Ff(Gev)p+a1*;QCY)TKURi06)md4*Qy|!O8i@jiWUF`X+*w#slHSD(GmSj* zfdzNO?2{XbV={TjL43UU@bpa4p_bdeU24eKj-$*aR$OHJ8b9)$if}Wvm3v2!hB8VaH15%Q+Fl>m$-SO`f}s^QXgs2X?$5h1 z5#6Ust$OyC7sC?6i<-Td=_^r!tz&2PCLXeSQ|EYe9|gLbkITCs{dJs~J`cJrJ8Pi3 zd3)zXv;ao8X0FnLHFM1@)V57U(CXLs#AF?0tnuEo`%xlx$Jb7iL?Jlbx;m_wtb=oX z4}1%WA#)F|j$o?iBIuSksd8zr`(8}-M1Zd!e24dZnXM3t%C~NbbXdsMo3~_-$6+o@ ze6>NBk*04KX$zeBD~`+kuJSw%gA)+c^soE!!O5@gPrHW@h$UBUpFM-2>h?|((H}7K z`>SQ<;HP_7S%vmtJ1(N_!7v3!UbT`=gIfdYi371@?gv16IG40AF-uhk$tu#0XK@jB ze9cZUQ{P6~qK6|QV>*R!WTWhH5JvvIPGr1@Lb&soa|aIB^>rbK6EU=`fnx;Ar0K<| z)@5;T7i!1baB;WKms9oz}fW-fk4J+Tk^+S^F_Y%XpE2>P4> z*}*vV#8sA9qv?3`0W!7mX!WIED1>{brrmcFv3u#_{L>hk3Fhnw#NC5d%x|w&%+`h2 zw(O)7wnb`iZ?uuF9`H6&SH4k!xt}nXwF!GVN&{OW>O;;47LCw`+lvjmqz%E#%4qU= zUwv*uZQNUPRldM2FmDyZ=giYB%XmY(7_`zxA_I1X|^}FwuMReP#Wt zOI8K4#d*udqkn^W$B6eYpb(l*P3O^3!U_*YCYy)sDAGQ!kLUdmZ&egamJ2S!$otoc zUd^Ksm(+6{ents%y%}#e^N=g8q#JZR?_#{whFG%u+d;)0s?G$mB{&KA`2Re`>Ku9 zzmZ8ag(SZ%JjD5~c5^lowP=;rVL-)unfnPSVa+~#*`34l3Hg4E9z>v&lM*8^@!ss!$zt zM33pQ4oB`297TJKn zS{5J`=!+%iGi4U-fC$hB$WUgXhLO{aL>8(sz z#B90ZJb@+VSi@=DOdwW!GWIJ_2%p+WWm~yb>hX%cG*;eX7^XyS)fZW4#FEp^Wfm=f z=7=n^0BOlk0&$Bs<1>LmNcLg6M>L&)ZX=cCAW=Hd zXUnS^ZzD}EK?%-AT2z+%hC#)S3rLimI>=K9Pm8pV93l|?9*0y}#gbbyr@8e?*QyJDn^RaCZKQN%lyyy=w8VNSC31QK+j^#oTd<&Utrc-fjYK%POr#R~qj?p|-iRCGGMnR%f^EX72ts>ITIZ5wI7KFYcRf=g+a zoncrSa&c9)Li%dT>$&3!nRZ+Uh!fj5?7&(X3fyE#LkQBO&w2|hv;iakzDf&+VJ?HP zG{{AD5qciF9&_-A&}F2B@36Ek0{zosC^TJdI1C)~Hts2G z_--)Qys1fUpoxa>26N3e+rJ|^zWZf}Jdye?sgLi52{b#q$dMkFlnUnR9g4v?4(2w4 zxuRx0Fz&!d4nTZ0+U}5>+p0=kbENO}m0t`EeU2Yr!!8W$ZKx9pef<3V^4m2?T<>;2 zUMndtmT0~CUrA<*Ti6QViMt*i{Zz&rnK&WOF=wI`<-}p|?frqPy z>5<6DFUu84^Sr&i=P9U?PYqW4r`8P31p745p8GZE59s0k^Rm@J0xCP%f z$O+k-sYd)JYV&te~^EO&yL$GOPV{h8bc84H!?L@&#Y>N`2n70D!RoOE{$@4Ld_ zcMIsu4Ij;b9e$z<>C)|C6Fs*^dpG*dYuu|{ZrLAQ6D~vVokB7S$HvCO#Xq^dSZ-K( zK}|7wsz1F~=FNArDZCTxUop{>m64sDUA2SYuy$ZzK-%mQ?A13VEk6%Sv4-)@woQ<1 zF#6HP(2j1-Pe4x?3!Hm}y%|0^8C46>{7dpm%PpnnRuDShz9_$#@A97)F7Pa+q@~}c z9!+@njkN@Fd{-3PO?HgvwY87N|8!@fw)ehG@9d9u{Z&w}9I8F8 zkk3zZw-dMozsq=-nkwm7P&3^`pPicP_V7aYS^Dfj(;S_)x@h*hveAa{ktykri@c^V z$k{WH>m}NiRFk||Q(_8Ae)qwzzJGniX4h`lhR#ik!}f*K1u%Rof7Umqy(`=EK&V-o zp_|qx6*T|iuj8WK?b2<3Od~gF_*M76OBufJIBNv6=eyHRuN&Xae&^;~d+H~(2ciB* z^Yap!FO(O(ZA~2zDzXR_RT|nAW-sx{3y~&>0&F@+)F=dv2Fh}>_9vZF*g4kF_@cgl- zx3_6zOwxlDONS1bS1_IoRit(Ao92uUwwb)tBRFhoZ%Z749p6EGF~9C#>?|a&DXS(1$#eyG**7x4p2ikl*<* zxHniansHAMAmdL>cTD+|2=_lMp`JpzuaJhh4_HDvM z+Lu~K-^G>~c6|(z?>&<7$A6)ofV{Qk+P-=or&bi~p+j=1xR9)BKH;w)db>;5K2n|x z&e%^5B949kq2loGcLgF}<(eeg;ieixA>!4MUs;%$Edjn;XKv?8t^4hk|A=B`hX zku+Z_u(br$1O8THuBNU*W4QUZ>aV(1XS?B8+vmCz+40aAj)kuVRorD3i z7dM5@G%ppSjxTi`&}k0S@Pc{vwOr16p|IY|zcSY+`6B1pNBcr?)7J5ES?IrO5q=A_ zTTVRa>Kf-<$jqv3vS((iZOh#jnY;pBV!@riYQu&sEA5EYy=ke1@?z&|lVtnx6QM>L z1vS%t{5U6OMcCLOlD^clAkDD8&J&Imc_9ZTKe=K=PV$>}iUX!5#qx*k?-ECCY(l@j zvf4O`HlLi}I(m9}>BYsxNvDf^MitdodJerDGyL=0KPq!iNu}Y#RZ)x0!zasfo6PGR zLhUi!B>r2vIb6)mQONbE+BC!7C#Qb;cU?Sed{6*X(JxekLTC&ZnWy^uFp(Sj_##_y zBCX~~-pz9LdyoIFOi;z>u?*zEI*|S4BV-EbYXU6A!e@$H!_dzUG-?)h(r@R3P_W zu_Q?8ljh0G4KXAxJUt7|COvcHv@X8hl84xynMBlckUn(^!DtuQTTQqeEw46!@GB5j z(LqFDuN{P83WpOXkydl`HSC!CY7k}+h%k&UM&+ry3WadzXJ{@Y@JO*_$Y!*WWL>=E zEQXfkOd{#Opiiv8`?)YoLd4brYrG8-O*(jq9))l$1thc}MY6;i*MI~h>dx}g0eI1; zN>v6%>uX?+yd+bV?Vt(Xzoby(!Fyj_XhI$bzWM4vQ+yUh5Jp%hx*jH>Mzepvjk&MOogVZF9PTI`sL(e@ zuGX4Rd4xYQ4MfXV;&rdgO%wz+PPy5!xKPaKzSaL|mgCS>7L)C;hJ! z1LUO#Ao`<_F?7Q-8-7P{SHwq!JjC$v-h;O_CkrBm4()K8hpQyoAv*@(w7%D(_>}YY z^Q!@K#r)qVk^CIUk}WX@H5j8s#I_r-xHn*rzmci)b)X3gc7j5kugl`Tex`^|L$(de zxD;e_h}d&^DFB{ED3O;c$UIcbQ;P<@z4b1ri6HySa0z8Gy(Ch%T@@E#av2K0c+ z0(zj0)YI^M2+R1b;mB%WB|9xKqhCPSmcV;U(W%-Angf-{2iZXRY37KWA2`#9CFdrQ z{SX|tV#)6nK%FM2GhiVwObgf%Fnbqx=t9I2fbxfd1{p?Pw3&wo!#sjisH@LnQR5IL zLwfjrI)yL<8~@gh+xQP4^H$*q(144tEU|kK!Jp>4vIAiyq%y}?z}TFJWw18 ziYGAgZcrQuiXrj82a3Oe;!aQu;Wq|~%RupN8nGV~Q}O+4;2{K*H4)RKvhq%RRN#^@ z@_Gv%e*Bpt(gO7JG!`X+=2~d}jzt}nH+AvPiz$RA2-K3FQI>(6uZz(tZy>ySEO)uE zGlhCA6N?hS!Ygm$HipuO)gY{%ibTbb)nOLy^9jV;Dmq5%VOTy9+p~#R^#z7OGXH)K zjrahovmy|GRMk08HAnK7qlBNyI=0Cm&_Ki-EqO+8xNyr~!(GEtc3NvNp2%91@jD(NW$Mjx;(FhzG5CcNT)n@LkL=RiQRgXqOj3|7`<2ZKHhKUX28qLVARL<{fYmfwj1pp! zjKO!fTu^>YlKcQMT7(k9t$FcV!jY=aMC^zrWz}NP0GA6lk*p)XFz!SUh$TxYM+3oh zH9Uq(pamYo^+Gtjm3LUKcp-t<`df>xCFtmu7t37|$e<%x59eMyzJdi_*yhM9>?s&T zmXRibsJ^THyYN>Kc7D4^2QdsAaVcd*BOpm#`B?i`| zkcb%>+r`O^d{QF2|BU)<3U*DpGDBCf83_PF68ZoahYYC<>UH6_(uPC z;eHD)vfb(UcVUwJ14}1XdaUoa)U>oB`FF;)(m)?btWDOgUE4hLToGxGL(tzBnzH_@ zOcti$!2J7zdgsxbMkOKQy)%+?x@Ljnhl3g#dMcJX9S!C`{NJ}3QuZk)Y?xipBEPMg2F4_{l~c9S>@I2c)P{-9 zwA}DnnH2KQP>#`y%B=2TdL%<&xMzA&AX@VZF!bIQQkB1qHp^ zgF92MfYfh%H_g%TE?dbV_JZ-@`iXbpCPhU>A~!l>^y{02`E_#U`iA#W*GVYe%P(%o z6`BYcCQ&8?Bw7A7PDRboweH=iQ;cKMquaJkc90Cr)~ro~WU%c~*aS~F4~gHzMN%gJ z6QYW!pGk8^pWpiP&+fXmB5D5uvDlTb%QnyG_9+yLLMqLkN&RgkDfjPRFbgwXzI?gJ z%?L3vCJ>kS1q2vx@bL+p1rFKH-ewTW5JV;?XjcLUojn*M3!w^Xe0+*ZO4c=8At0(f zdjG%!f;&TfhIj9N8JM*=&{XiKEhgbmS6&5E(9WI-crY{X<^Lp}0V~yzbgGbxY<4L- zwp9LsJSI!DpJ&Wl4H`knIq1@|aD*kKj_t?@4_6_LxjV}%V zYSG_tGcqD9M)u8-KLMoY!;@2#0u>~E0YvVQis+R`k_%>^tck2hag*~zdBFek zcO~=h|C3EVST~&5(<3}O<<>GK-N^}g8bLt*QU!~nqoaKjCqe_`MC1CqwiR-ow#>fo zcT+oEQZS+?g}i%X*m!(M3Q~0sBj@FpmX`ifC+tmFarU91MrF(w=e6O}j;0*r57*9= z6s+Y#pAY0zx^4#F-}WVbvyY?Y-<$1C&3c4%>018Ob2E}#~ik#UMXiHh2CW?>E3P+ z=V-o;@IU{&4Y-%LkI(4T_3iS{%8aD$ zbBD_#_c@MuiM*Uh^wPh-6~oI|*oa^GHqCKe7qQ-+IejcAH>>s?hbh$0nu&Qwnxbnk zhYkX9+a4Gg`mOKUC~(ET30c#l{fK*eIq|3b1jt|4&VJaJ_z7MI`ENxc2VSOhWOr|8 zbHs4m)K&Yhi_{f#^^FylRpf+`7QcuL_{f`pGgbk1H|T%=BwRWyWWIqHj$@v?;Ry8% zNqamD4ps{y=5PqYw&B!IYK4Cvn&X3Q$(kF29K*eks-S=Vs>z?F`2X;ass3B||5|uz YcK!UmQ!DjF^8q33&D$(*v)oVq4_sE{GXMYp diff --git a/docs/source/parallel/figs/single_digits.pdf b/docs/source/parallel/figs/single_digits.pdf deleted file mode 100644 index d62bf3cd563a6e2e70e557d22baa073dafec929a..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@=F6V8Pwp26uOt;2zwQ0Kq*t!QCae1h?Q0LGR|x`<-)c zo%0KB-Kt&8%$mKsd$m0M^qPW7QB?dL3nLo>RnPYM_Cevr*NL7!1a?wpQhOsS1U^1e zCRtNEa~BIz4q!={lu6vu#>LbLc(pNfF%>m6wl^^)6%ashc5yN_v_Idt((-7g8PIt*AIDlawu> zQuyCjk$+#MNcBjWG!=}jOpRSgU!Ib(Wg+GIN1K2E>3<96`rrQK{%h0U?fgdslZva6 z%Rejsh$m&zurztO7ciAc($v!2!sW%}mz~+zJE=Gr8k-{U{FNgGY}LuZ{v|4;E>5n% zqbhQS&eo(X%zwWZwsdh;G<6cOw{@_$dvO}~{~1e!{~61}Z1_gGnfv}q&oMsJf&oQK zR!d|6l)Ky=tjWH=>w!2I4pKQ}vyMMI;cz zI@C&3i?!=Y-g+9%Jl-8tl1>yVkkkgI}K8$VlwITxgReVX1i(sYIc1-d44)6Z&+cK2{KP+GatiaGfQ)~X<;TL z4nqjbI;|{GD>XyNN@EQ5ckM>vO546|&TCNe@Ob}Dr=Go<+ZP%Kr$F*~$a0L~%Re@g z;(;707=IkHy2P6fr?j5+5s>)ZuD>Ss_-eaU4}*wpGh3Ffb-vQ-&1JV7?mzmTQ@`;L zLRBzaZQL(paDRPNu;HNeur#?u%U5Ny@V&QZrD9IkQN!xf9K>Ht7Zr+L%0`4;y2&oc|k4~`L!0Ah}Y-lm-|i>S;A)C+lNpjf{NB_?eMU4BT3~N zv(bafc49fRHUhuEx$=WbV$UtK-tY_)dCwF{|19r7^)_459#E`N!#9eFbYeKL}>eTt>skB81KQ; z{YhAA$a`9ZU!`@l-TtMT)f@ab%Rzj5mE(fX4^s+)znV$uT26rvgaTL(sN7^I{FkT* zZ}pnl3Cn?G)XdnXCSYYo0}|sY3$@(jTzICg-t~Oe zPvT&CzBBp~+ZJwzwGKwT=8pB+J2SJ^9hj}!igwnAQoCQxSd6;3*7=Ia1)1@M>gC#s zQ$F+$UCgfTZf@f~dix52U|WEwxk-_5ZqZPtIU8gQLl5TR1EP<_OoJ zgH}$|w_A_YP^}rKZpYimE<(Ih=|+DT_c7jMmnk_e zvLzt(?B4NgEmpBGLs~ql|Lg(1tvjk*yN>llG-=sq2=QOUQVfP#ri(uPio=E;ipacy z#;S}t*)FURj)qc-jhpg;Y{wyNvUDu_{anUw6jPhfXIkX(CHwZ6HzHxkb!{OBgNZbo zPhBC1BFC8|F^eL+jw797m1CNLZgYC>>Dy}{KT_`bZAfRgs8S}U?RRy<*3g6SKaHR8 zYBeCfSP8~cf$?mN&j@)Yv*(ktvXJ%m(TVjk9@O5t`x_^i>U!DaDicwy^vt|AG!Q7M#Jr-s8<`{|Islk0AwFGaIFc zM1c+3BfW>I8SEyA4dO9L=+vo7`hf6;U#rIO`x`b1r3ZT1$Q;x%&_}-6=~4}*W&iU* zn(}-9gl)L$6-OEMTMw`-Ii^QP`#Dj`rXOSqMS5A}tMH zPOSuqFZ(z43uB`hydWF0C#a#8zMpNCKwB6gaXrdFecY$0j@CE!_|7@pj`kg-|v-pLCJZcqVY~EtEs1IPY`J-;e zC}pYDD7RQ&ea!WKi+j?A{i|K77whprY85Ty`^ z@+%UwaWPx{CLTW34g^m`1ZWZkSctrKmjg<=pe>2eJ!{u8n2b41mtY)`E_?%M|I7X8 zD-HJ*&q6I^#;T(COII42cp(YK5&o{%3+5DsuB{DqjJn2KNI%{P&qDBi;E!r)Gqg*P zH7q+tUHw}1f97v?Gcz-(xzk`lcpjwrvL+__m17vb9quiU)N_e(e=M1r!6R0Si-py4 z+%aBg%W&L_mB6(IAE;Gh=6l-tIt`_Lwcm0HB{GOF}BGc)eq6j6EORM zek6*l0<=L5kcAOCtO^$I5N;(huF<$Ya;qNb`Bv`+M~w7pYbGz(zNZhWH&=6zOffR) zS1ZB|#HJ4j#H8n6l`qQ67^_m?d8!j9oBdHoMjwO1eL~*Ms~a4Xh+;s2z|6z1u@8%T zERykJ5ZtS_QJKU8EhB?%)Su~cPaS-ppYH81uyhSD(U{1!KLSb4yq#J@sMA&fSi5b z+ZiS8{4V?wY8~9Q4&UM2v4;MU!mvC^%gxJ0oX9F_OhQTUs9%jb63eB7E=0K*$EwdBO*US@-A*B@UU6_y_EN)=Fth}^?SV{a-dIl8GHu61ZZSz;5 zSA5~x5xqy6$H_2OInj5#GOyU16 z-~YN$H9_|`C;i0xoVJSwo6I|CBXYCUs5Xeg9oP@r{bUr}HXErBKNb=^oNy@*fczU= zF}RVZ(rYkoNvdScgp{9o;81Ny^w(i3t1+w89-&L20bcq6{Ouyo%(38j!nT` zug!-?pJn`GgBe>z^#X!YRQU}WG(nhq+G}%7lCzBep3c}QP>&(D^HtEtQ(J?H{8>^7`GQKug2KW44E*K`>V^2*Da->(vqW6Ezl>cdi<4jPRKDpc-1Qnr-%w`|oJ9 zQ3Jy8Xhzze?he#jqq}t)>{nwm`y6e!DPGaI``rC5|}Y>XuHJ8_qZ7+xF#Kg z$JTepE5Ft&N2q7m8c_l;_z3i>l+O|Wv60jbw8uXgmP=FTR@R~(CIos)uBIe@ot3U_ zz|YrLM(lTMxE%4T{iESG=J@{vkWw0ozjy)XLijCc{YkC8@5p*)D;2ibSc;*c&DCg|jSuv=fPR z+p3DVi9(J3Ay-G5QN(R+tpF$P)2T5Z5B2AG>4>Ph01EZK2@FX-T|ZcI%<>($b9+$g zXzyyDb@K7GML(^>E;v=~7tL7U;G}-U|sNu9xJeJVXq+`Ra$9(>~Y1G+d_;^6#WOUq4``tol zazt@~KT}cckZqyL!QMASo6!AJlzt-6-Br%9gL4kH=u;Lj7+?OLTE}1CV%4QEbVE@y zj%226v*?Y)Du3O(@xamIx@6nndpRiq$D$3;6GESQ^KoJkn_HW3Ca*D`-ImAerK0Tw z8OBbd+tb_Jy9L;G4ZW(R;8KGF%ILA*I1B9Z81e-^_42HjguWW>0@F&mcG$>qa02M) zDFvB0a8y&EyE{b9qF>FrT}WlVBLUVpA{G6t^^wE|8qXf zRIV^e$1R8(E0+EKL0_%#T^H44v8&5Zn0I2XU88E*?|JKxAL(5Wr8%T7YmkC-6p@@* z&lR&x_IMsE{&BE{d&y?)8I4NYKMu~29X{8ihh7X#hOLzPuf#eOF*e7l&8m(0TE~4w z^%oGMpzalaNbYMO+lsVv=8ON$>|;~|l6_=z!CB#@Q{z%4v;R=yDipOGtm&k{`W&+# zigbThui$~z_L!E0Pxb3qp0hH4`Gz~7>~ZDe*r39aL+m>l>VK3?WCF@sm$>kbEC>cC zHh=t8_JO)XfPJ8xM9+Ou+(p1g`rqo(LNg%Az`|Q8w4H$cPi?ROQZY8MgBvUeK3JIU zOa9dbhQ7{`SDeX{T?{2Yl6?2~=4F}=fob0zzvB4%_0*KytiM7_0HGz?QAHFewj$Z} zUn&2tK9K|WLXNfzYHN|WENdA5ZY&$v?o2Vq(M(9aA(KLi_+J1f1WX8;nmx0UUJ6ge zy-55QK|cie(!L|32i3-u4V?bx&_fikft~jYsbIb>xaq3+{Xfe>tl;@DY7vDKcS{1V z2BtcSe_Z1b3%F)?{;t(zF?3bu)A?Vy9%2E$MH*W(m8tbPegsOwe+}b!@pz4%>Zi#1 z9ASDz*uSfS=s?W+)tx2G7DL}>X(9f#%MVbtKUd&pDY{e@MLA6Nk1{xXz+)e*&*rc4 zZF|NddH&6i4rxFekTB(73j%fg7V3XNcOFm|ldU%4^po@B?8bEJ-+LJWKOB)4LwIVD z9v74F|6)<22q58o)}tn(ZFgL`c=}(#s-ztPsv+u%DzJ;88Arm!e*-iPI7ju7^ITeZ zF;rtqi|MbutAMgAZ$w@iLECPgdWQ6WlnL1b%C78IO=|OODMjK={&p^KI@J9HX@j53 zFH3^SKc{d1b-D@QGYfSSk1zEf2>#PIdVo;MMeCrhcRkg!}~!kjui+* zEk)hmn;pIYfw)P(&lg_|g=j}Q{nb?@4s6WoU2ZI2Et2cv$ArJCZeNPWzb-ZN=TFY% zZ==nBH|7FllWO5?tp?6wXe*x<{@-3ktwWZKE8d3N+%VB{?)CQNqO>llE z@4o*}m(K=vw&(NlA*mj1Yqs$C@A4o}lo@aMTUYaK_kOia$AWV)Bo!1+rfBNqvynNh z-MZQv`?B{cUmOu21(+N05r+(jB$*H}Fnts;=#M4hu&R}n(n?NnVxllLTb4+WL-=c?yK+Wo!5;xt=4R<|i z>YEb-E(SIn_+K0T$`2h2v0Uv@ov;L?XHy@po?8+;*}j*S2T7r?-IY>8pSuEyEln^G z31v$`&)T8@TEyrO=p0I}_Gdnt9{V7RZ1ilP-TCpI`=LQN>=D5igvFO6)&M4^Qr>n=9BI|Kc^P_1xFqe5rg$EBl4>-RxX?92g`Iq)P`9Y2;mP46Va$IQWwK zbTf`zgOSD0hx(m;ixMUygWn&jDLFqNIl?7@n?)H~;6b%W8PM?Hl#Z*psPpaK&Y*Ot z!(a3z>R6*05u5#Nzjj{(S?2)ks5|{M_CrAZ2N}{p1N8Z-4_hN|sb#~zKAvxrOCYn@ z=>|)*hyfgt3IHJKpgDCwEp_b1_90dIWRco-QV!n&wnA|?1AZ_%HG7{Lz0@*?Rrg(~N{PNn`Luc04 z@ZdxsHx25&8MLQ3jdFVUD8FI^T35us2gebQ>K7XKi{^=MM6>k>KAU_==aD3Ru>iJe z(pWXU9*u(5i~^b;&gUwbujfw)j?s+S6tz;-*S$HW*@qDcP#{n@?24mAso!g38XZ{J z;BT{qcE@tXW71$NW#wq(lNc8gsCJNE4&EMQ0JxR=Z@Ar)Si2a{FTDIIb7tvw{>@@e zUYz{#pz>DV#14JpGf<>QncRjjmIUy5n^BZ&??KtT5p3g_nrc|~i_L17OpIQa;Wzv{ zG|;0!9n7=@CMw3&$AkIWq(Oe3~yZfe6T9?&}_|wzvB~ zKiMwUzEvwxjV0s>MIyi^C(tfeD^(9c#9>q~(@bU5^Bde~nK@~@XS82wpy%h5DRWZ6#5_23@6VPaDllxh`h2quW?LshpNNCXBF}Pn ze(?C7@lK!Nv6lAr0i_P~Dh)K`rAIqC8>-UvwDYw|yQDb%UHJ2@*CvuT`;Q|| zJTyed>a>5#qQvIa`qK;$ur)-v&wLAXZdO)w)X;Gzg!NwMTZ3k!8Ls_aaAaMNrB2&J zcyS}>*bJHhtb(^|uP$O8KPB*o9_MauQQE~ewNPWOGu*>rO96%xOaMl+s$=vZjfkZql&jD0xTjd}nH~tPrRq4NPtN3AZtuEt zW6(uOU+ccR)~>U{i&QPw#!B>EhleJKeq*~-AJf?8yHsyWM*DATe$GWDr_l3A+yxyAv%CknNs#q3dM5E#T8 zLqzYig&Hq>z@zy#iW=JWCB+Nhl_fA}*IJBa@o0*}K#Fu4>>9;+Jx)o_4gNDipuHWw zYxX2+dqP-xGkTjl&oEo5flHdT{ zp+v2BrIoickC76U9%zNt2~J#Jct*oI5c^C>7*VCCKY_|anbkuOu;>5_k}e!S;XSEI zKDaHjkM+OR`c5fq35;LCyPJ(m^<^<&K57FnNbh@(Ba7dY7SO2dng`D!HKE~YB?F$4 zKgQ&SOV%QZ;eRyx6c7Vu_6UimkA|#wg|NGpWQF_e65*5>VNrg?2CT5E3zPmi!KrG6 zG$ahVM(xO;=jJn94?cR!*MjNcNc29E)wHKLz-N8jGwdb00;)>|a@s75;y>ZE0B$4( zwSs*8#z-saeUL`z`Fw`%_iua43p3I)8}gPQfQeX;X7W?#TN1Ds8d0O4qCkuO=vu=f zhcsoa_^8a@pAR!?4DU;J$N-?)`mNIKS1nTAQrORUAs?{A0BM&Wx!DhzVhtw8MN4wy zxL6wUDrIzsWB>~_9Pdk57egyEqPh}5g zSicCigLXYAv@KfVOo|3?PzH3C){JA9Yxn-iC|^irOh#T|8=u#vMWldMd#S2A)0Whz z`gLCdMG$&bL>rj)3Hx_)D>0;|a>!m!(DcvP2iO$V^tcgZCdQGUsRkcFNUdKcc{6hTCsh?g6p zGQz=k9_~`TX2B8<^!52LtK~+i67eNTbW#WnFsikjM-sMZH^{?iJtadY2Bnb)&$;gp zc!hxTXkU(`u5&oMrpss-L(Pz+T|ts-^DK@#>A5O2+p7KO?hG#dPVUs`6EAMo)8X`N z1;#Zt6L`wCcY&$;2|*eVpY?Lgcxw_t{h`pWNV1e)sQ`J}oTcxiCpm382ZSX%=s{_r zrTTir4~1sJl8nIwViQWi#HQrXk1sP-rQFfa@OncWsT2{=XH<`M7#^X^tGUmr#47pR zjIYCX*7gXgU;4wn;^X2pV~hoXTf7Mm<(fbsg@ou#$wr3tawSh2zWK-}c~ay6GjizB z7olYzY*oYR4Jl-?#XyW09#5X}6k)eJ1gWJlKbjM1w%?cyCKxT%H?D3YQhsFx%%y9H zZTLRP*|I&pC`D=r3PXt+N*230hR0dkkNW*PR~B!wIxnEIR}{1e(C!jBmBk7;+itgS z44=TuWXzTcge~WjEdCd}!&+UIQ_G#*+L9eeK(u~+Jsjt?Ab7Ijk|uHig&{{EVD-4p z{fX|5;fm}E>1Aram9>eK`G3#09dTf4SyUe9$QS}&>id;erw@KLW}w%1%<%!RFL9j+ zM=lmxa)4uqqJrLqTkA;&2FIJFCwQ0K^9m)r#k2SB$}jngQ{w-c4lrpP)&gjC)R!HCHjKnEP@?+xXR&ra z)1$UWMSy+efV(R*$CcJC31T-)*C`F&2hw~-ZE}wK;$Potpn=$98R2;z-WjABkWajU&=RXV{Fh^ zUcncM7>wZZ99}Hh?@J~%QufD2h{uS=;2S+Z^&qZi0=WkSZRK2}$!#%os9a0OC`rwwH5D3F$_rXw`Sui-rG{}k_b=%ux=oXv~=wEtVa}K^9ii9 zhc@kdW<(Haga)J)AorN~EP!+UF2KKn z2fd8V7TY~8-)t%SV(jAshQY+Xs$0V}^>(gJ+FT_;$__-{mkxQ1vmZd$z|>;Jq>wG0 zXS+9@F)gM6^1cqw73<}{*(>?tam2wR6Ap064hZ0`yVBO>q?Gz~YTH>cPz0LC7FxVu z`|ZVe&&qYb&aWTCN(}E_?>$UHC9#sdoPTs-ho@Q)1X`HU{Wb?_rnxLyZam#TmWjOi zE+SXf)uqi)Hef^!-TrcflbYfLkzWkGAJL+K?-4T?K*j4ZxW8`HKQ}cyB=2D$bHikf z4}bvWb0s6w#6)A;?YmPJ4>qEyvQDMd)x10*xhHrUi`dh5phm-aNrewUDllaXVvt!9 zd^Rx8r$nU)416V)BMgw3zQeZh&{qMdlSGcc(0*k{{O|eRLDlBjtuimUSZNP<>Sg=m$)m|~ifq=nVSVzGoqy^*AB zUyn2UKaSCb{s*zsf5e_A}uSUrGC|LdHl3cUl5g?q@e z2kxLXK>zun=FPL~lpM6$7pqbQz_WL@Tgkz-NR0N8`C$6DVvQNiLzMNhQYL>sMIaoQ(>~>(nZ%o+ zE6-r1%Q5($4i3UJ;YdR|QYo+dE#f-_F|EF;iXnRMHeEEyN@c1hJtXxoEhohjXuX^h zmH+)nsXiQR*Q%C8M|FJ^b<6yftHBn7N+xnF+w;;{2uaAa?rKj&jrtI>a9M>Et)A^v zvBmdsyPbXc#(qli918vRN+X^o4wsEOpu{}yJkx$i@Cc9X`(R%`bIH*F^_x!a+DW*xhFESUYtnj zH4i(hs})-Q#I~&X0D(bd#~^YkKDn6q3bsQw%@^bmuRNLk*{7SVNG~< zrZ6VAf9{LB(MOklIi>+@t}np&=jmC9p119OX=UU=MPiikSzR>$3BPw_I$Q5pwtSUI zI^`$sK)KAVH7x!x8+h__I`Sp|XWx1}fEX{6ew85Ehb>;4$qBPH__9{~7-U)KhTN6h z_0-9J@bn>CH$Q(c&uLr`!mG{glILiQ*M4>}-bC@%L%i}^pQf(M-S3UH4^$y4Qnb-0 zGbL1vFT|oGK{JV}=*2%li(X^<GguIv%?}>QG1s)XnP6LYcba=IaCXn*3x6#pQADRpaKr;?dT7BQpQDfO0$HH_O z+!&TF1Gl#93wGPyDcZAGY5m}=pZpflxL?wfxt9v*>50e{dEHd|str3fsrAvV+JOv* zfF?G{zE5)P$H`Xk)z%=3nK`Ev)C+&<5hXKMwM1P(pC~}N!p=*nJ1`{Btc)eLT4X24 zfP>6AlsZ5WzUXskSZu%<=cic<0GJU5xY-pWnI18^fVEc)YIEfFqUVL$oPG)*_ALs7 z;;7I@S@QT}`Wx}_PhmDv$Xj8bK*6)%=!T$TktF|FEdW`2zndN+9BmPvexI#O6+|kK zh35_h&-A;=JQ$K&yuyI@5EF_Mn5Osgnkxl@3WiFA8KYwG{qkO8*(Fi;P29;vSID-K z1umoUsq${x>u+17mDn>Sj`X@8%VUJ{ZvO=3Tf^}Wi2_7uA`j&XoPC{aWk8@A5valz zisYPE&RlfWi(|AUiMImXjeJ_SKWBcb%r#)G)t?HH#^|zBF9?QTYb1R5L(vQam?A6` zBruI(_n}Dj)lvtskc;vc-yJt+!%3WvsYbgvT`9s)uuQH$pdTP4ZYI-3ot>p71n6M` zn<%Jc>S>Z4z99U|oMRD0$ryZ~$V3en$GRy7N7nMW!(Xpn;LaJH{tS5dLzzeIht{FJ zM!-xZ1(i1hXCB6eUvDe(ow7|H$OcKfx<8>mei-qhdWChmbJ{K@(W%i%#1eLQZE)qx0OPed7+Jy-5IqOCJb*47;!`&WJzsjJqFNT0gWd2NY5HPZjz=?2e z4npyE=ZiN`{q!30{M))xM-0#ThN8oQR!Tnyzyg0n>wjnQ#D6)rV+EhS?h?#0fja*M zhP!P>krRSITFwtD+q)dCCUeDB+kDp{NF)Nwbk`_?4~pL;<99|gne1kpe{DN|QCLj_7NiT@O5Y(M{|Q z61Zmvb~^}%+J!4g3AHjo{$icAMx*~so%I~6>5xJ6aFNBu&Zy_b4iU3Kz}cirtt?AL z(@utP2m+B9?S+cvMo$E-GhlXK|7L%jaaE~dcc_`)MOS-$U|navbVT4QIkn5CBCVQ4 z)A@Zt9K@R|CDug=am*Ax|5cl58aNRS*+ox)>Z}BRWXPJyR{I`DuFZz^=$Wh zywjSoovR?~D=Tv^o5LLzCR=K-=d!D}`_=4rv^e`FPa;k{RIoc%=(^GtH!4`8qSmT- zki$RJ`sb(gnU32ns#G{|PA^O%2KY8?6RehkmmT1LKe6Za`;2|Lz3ZIrRydJHp`I=+ zBO`;&e2fCF6!Wd&=W3gU?=);}jl;?GbFJR))_pLD*k5HwXteD&7TfDtJgTDS%eIl- z87bhamH7pX;3;7%cgE*L2(aqbNMa+)bAQM_9f`Qw;}t_1{p*~zrEi5R+n<`%9{Y*C z-*Anh(H-O!s}ydaVVkCNv83a&J|w54g!0vxk8@t&;yl$MF&Ir=DQX;I@YVf2!gm>( z7fkDW3?eHysEoV)Jyl!WxCTPj=b5(yJcr5{HTLmkPYjqp_uUenW^%=%*5q6dW=9dI z^q)(B1j%NAFWo55f9uieSwo00a2QBOYqmk2epV?jNMv2jtLte>7sN&>uM)_$>JQOA z>03x!%gRMiBK6>ahWE8*^6bUksi9JC@WA}S*TUFE>yXY;@fh%R zs)_8Hb!9a=LP5ch2t1oV2OSx1$V3EGf2FG3sKYbD82U%`5ZO~hU+;45y0S>zF}3^a zqfy(SovC`;C2`%=ws(gCo?jMW$1*GzeyVC*L@n9lVA1V0{gk~(8CJAEGve{6Gm+{u ze_F)?^^wKNq&6$#(Zkb0f4RgbhAIyksu)V=&A22yz@jfx!Lhw`V!8*|- zh?`Njo-JcJ?=}?iffdE$fN(KASP(ovP>d7$oJ*;|k20y3C$zHtfd9hD)>p>ZEXi)! z)k)t#fVx$xhS9LR;nrHlqzHbP4};AKta7m$%i@_TR0v}VhEZ)4=M87u5AMJ;l=PVd z>XlqMC2%`YLEr;anAJ?l%g^nl43+>sh{JO0nfWLk;vFtGv8kK*KAiQht3Fx~0J#1b z6GPBlH+g~F{BlSSS1`0C0Xk`;ALX#wtsqf5`!bTI+0VEc-5Btc_yxUGp(74p&Z>#2 zRe=1{vQMZUoh<-$&oimT@6sf*vH;*nWURl_kaxCW#JwDCG3LTiI)wpVp-d`~nm0Qx zh~(QT7bsag8Z`tVBHE!QQ2E#DP#2fLv(IE1-s{R1O9=+vQ0My<@0IB>?I59mCpA=U z9u^{BbAr7pc|pBpcZkvc-POCS>TtV_?bJs)e}iqmd)oyE5?@SBC}R59$|$xmRIZi1 zYTPn?V^G_H2!|cwjOs6kVdO5z{`)$h=-C8?a^FW4SOAw8GxbryHJ8f<~ zl;JpWsKD?j92_mMS?o3Wmv|utu+LmrUoPgwyl{tmeV|I2!uxmOt0_z^q)uC?I`#8E z4;gxpK+d~EtDyK;HTOKXSwqy@JL?66Xg+aohwy-tJH;^Ws(A-cTTKislIUE;y4Rk+ z`H4O-aN@Fw`^#NTpayAN?K=)k-uLxjl7W^kkB?d@lZ0emOs}(n;YdDDwOxC#dce$P z5s^!Ym6^#4D^dxg&nMcok%8gXg{m*v{R9tBM?`Eg7nI`#&_XxR)4qtU#upfI zvNfiqGy%P_`20c%CCOchDC|MT%w6W9)jn=F!p{yr-1cSg;o#dJ)t}Z$D-bc@=jA&f zzC}m-H666z2U7yQ=5Wam%6WT*GZa~uO7&%pyTs*5Kb7$a*CLR8udLoBU*s#h9z;Ih z3qqvjbFgUEDg{&>(=sA4E#r?dOp; zd9DYlsceepkEcO4NewFqNk3I*kw60bBELF1d4Xt|5V)_tqf`-*1sexrHx3?|V7hp7q^y z-k`(L-*2MCvlXVX_I`matefVRX!LTOY^s@+zEf`k#uWE~ES@&CfRFT29ZbGO38(Bh zLrnE7Ze_HJLWF!pp3Xf*#GFrDw)n>SX3lXPwU*ysquio@xN+!*OnL6Yu=6@T6y1uK zfggT`^_8GpEJ$=P)jJMS<*Lx!PhWdVv6&C~J?wt*tq9fM*bM$br`E$Ux0j!+zsUF0 z_>g`*F6d<`X3IylmMSo>oBTkk3R9oORxAQ_9kJH1 z>XR2Mnnald<(IG)Hh8#@bMq%1j86LL^XHX91*xB&LhdE`KGRkvX$+eXKEbrf(?Z8Jz$8ovB%pRF(w;o>J<6{zQI`_gG44 zxPRBo^icYl9|l{VSqt9hHs^tAZ1bp0mapYAw-U0xAr5Tf2Ds`Gd-vPPQek5nrh+R7 zw~2RKcisEe`A(yxAw}Z6_yj`sRq1z@xbfk`sa%W714&=JvR)s2KSdXP;aA$3btLK~>QhDXZgkPxW#eg{zGy+)tkev@-I%r23XK^HjweS@R|4U#<^sUj?_hJDLq=AxE$7nre4 zQ`gV4%l<+Py`#bI?qxQ9`}Ux*EgKdsK49YsOTB(;uzOShEmMAFxk=?t<7>|rH8jOB z5;dH3Y9D?yvIZnO^1U5GM{@$Dflu|}O124$5B~(%?NE|QlliK43ip|A!VFc+v-h#I z-c~G=Q>kZ{!f`tpR1+*)fmYSi%HoES-N9-5kdPm>t&KqmK|?+h<%{_}mB zV<~tIW*f`&ksjPar=xy(LXs3JDL!7yzA(w8lOl`f!=(-)Y>!M%I{(Ais#7h24EBwIeUJB+zLX8vO9tktDTly&tnHgoQ^A%CY@m1|u!e z^k)EogHDkSOPolmIS9vSx97vpDV0SFVa@#?IZWk*@D2$BzDIs-kVY&J1gduYG<_&yJQu=~P4TtB z)@A?lWV+rt@<8K!)j!JTPtSbyon^r%ajsvK0QDf`$^9gWNhJk3T8ffkl=}XrjhF$1 z+r#Ppxnv;>wv=CWM*YJQw};{rJJ8wHOb~`=$_WZ92yKW*$k&Ae`$^oZ5U`H~0&yTo z=G$vMgw*KaAsv%>PHdCLagUiAodWFG@6!5VKnRO{T_H{guox_|XXu($Lb=_GP}DSV zZ}7<5HEs?ab8S+7<3Y32axPvFGLGYS*ke^{Q?;9ER6c3g!Q3mhqs^%6!`S9Q1eMD1 z=TK;joNf)(3ZffN+C*2j-%rAmUW)-cfzSo-?&~3NEpdLc{ z#29caNvd%Pzt_AbWt4Jw$4aY{Jsf8UOT3T^Xr3)i(4SgGsT?JSQSeK%ln}=fE{8NG z-Q`J}1{aTo3JxsP!E8Q_fwT8mIz{WO>wyhpN^h~q+7P{1cj$h&h!iGOl~2o(@+c=h7k2jh*WalQRq%C~&JYpT@zZR`pi=8Tyqe4nc^6WRDh5B2L3J-T z_Dr|PHxwQcw1nD3bhb45O`F6Dp$~B!p4OCr8~F`EKE$KbneGW2icCBZEwDJu{NWOfe=@UAR-c?rlodDi=6)$#@;6nI3@KK>(~JP+dKTl*!vPOOZ8-c%;#U+CA4pq@_d+r^y54df>KM9F3@pllDc}r20_w zF%*Y5o87Q*^tL$A-tGHuW68VCPkkcbbYPw!PS{U9zdJau+$sDrotlL1B?3iIX+XB> z|E1V1|87Dy;VftlJY9{H#pASSX>{vQ8DXI$=x1)2*%6MWO}kl)-mpS9l!6t8>`4cv zcMpMjvO>Vd%#-*5j5%jyfzYo+o1Aj0@n(LD_)4le$In#9m=13#1dR*M5jI-y>-o2G zUyMvtg66E|@^XpZZ)Ie~Q(R4iYMUrP(a6qJe(~kpfun|&t-L(MD{1ESwJ0)qIOKqK zwRxq~@94yMZN;)6Z17w8cjX4{>w;i-zVmRxiTOJEb^FH5d^$WqZ#f~fr4AJFwBv_A`kND_Pl2zt z<2~WHN0Oid2NSo))hgWNp|UF>P1o9v*9&d40bTEfp(NteiqUgS#O@~G63$ZQz?gt< zWdkqXR<$J!ii1{tX0)5|78gpb9W`u2`G$j zL#$r$9mDSF#AtL+38?DIvygyBu5~Fuh%R&X@zy}R@n{AI8GgA=10&52E~Y%)eBWn& za`)qjueJzm7l{_*d=#%Xj+TGZq^o_p+K3XHDxiZC#^WQMC`~O==@0VK%Kr{t@esMw z;KrxmE1n1omC0Yo4u5Gs*1sX9OB3Rn?W=ynoD^(5a!_cnYd-{TbeEZ6|Af@C|Iv%| zBrh;P_qfrsgj)5%kUc7P1%u{kRZG=_?;FLQ=~!`ePQ))O^*z=@HZ%>(9F#jbPp#t- zrL$||<+HcWdSt6HI(Xh{`k3-}aa_BntGoh*yXw{!dE6Slp#L>$fV1n8ZG4n+4oVC| z`t!-l{~rUB=uC-PkiYBQ@50S4+1v0;J;%MMu0iLe4&jXis@}Cu1h(@g3+J5yl1=X2 zkhj>NdFJq`>gStw&2!ec`j_7!IILL-ztkTQq#C7R_h`@-z)?_--%o@q|8~5X(SWo* zsD7lMskKzuT)b_NNoDK~MOq4)5ksIEw>93Dwroy|H*^YznmyR)zx_mpj8&;q?Y>Ob ztxtxGuJQ?;7!qeJ2-k%x4MVl=)46bhBn!ZE0fFqsTJks(#wt@2zK!J zO`fLg7+T{two(%-P0RP!(TYbf2o5Kj*I#SL9WRTbiNfq@sL_QqVZr7Dbe=0=W>mN* z-try5Mu+ILlKQu30~G|51^Wc=1}3FlXbEYIHaj}Y{EGI!lDUSbcgS%?;B#<`;j%IL zvZ67;&S)zIx-6RzOLH8KSS}l z|00zCDe z+g*v%_K;=>)@QzC`plu$x|j$I(@UtV%)u>o=pGpcWzjWR{(>?%*=#zE`U{)YvRm-c zQ?;?v@2(&eSULOs%m|?MpJ$cP4i~i^iLecpoV;eRt5nMCd-!wV4@4WnMw6U;J~)QaqlYQy zZGS&ukzjer0BQ5N@bUPW8CD-S1?#x8rlMeJ0=6psn6{OwS5P0mB4r+&)FaG6jm`|u zphNAS9GpFDD6ku{176ckrKf>?6JAgd=4-)Ted!fyq49F8dg5|E!O5H#b5bFf>C-<_ z2@-s6A>4bqP-q`IDOw)QjOvRaDh~{~kAu4AFqT?*g>tLlByEEjNaFV?d)oU%jDDnB zfIUOgi=Tkc!(p|}*S9b+tR7lBe64>AKk(O&?SOR*g+}!pdphkO>V8pU*#`uHZ;PzK zcI|qqB|Y=h6=&+DI zbzh_gOTX~V`Vwr+d%jg3BYOX*ria<{^wOD-9moNRkp+N>q6$ zeJ(%v6=#K8jFrhOsOy#_TCz~&QE|CDjRmOhn`aVQH18wbOWsu47~eWLE?R; zLapV?IP*(UZ|(6qf~YApOg?s@V1wL$QOOHts{~_{cQ!tp%kaPjK#%MVmI|;ptNN6H zpet=&z1RQYssb&vX3}_X*F*tZ?VBb9W&INY3mrvJ7MJo974+t9P@Lcx>njoqDJbtH z$Bgdv?giRiHIj@N%}&1-|L3Qt$NL7$sRGqvJh!2Sfck{H^(tuh}aDCjgFh9^Ol5fJ&g#K>IYY0 znA!=YNLQTGpf;3VJ#F+NYiuTNNW`UBKQ-9jL^NVfA%fCqN)$gVdlurj*2tg0xg64J z*A2CKDcnsQ_Wq>*f7p7&1%cWvM2R6Qjgfk~$oOt$?^L=?pzJqnGnj8TfA!l`^!k&R`oj29Bq(pZfk_FmomId3kDDb57H| zFplPhcKP>s+Qoh%lg@!+TB+BueCPUfci!ssj}5dq`P){{)d)9(JAzzR2E}!g4P0Vl zLBWM~c&t^bH$3QhDkAO@^@FQ@5sGTdL>7$9m@gS|a`IDdxdT%tOXOggf(oYjK8O{M zbME1#-{I*h|Bwp0Q~!BDqmV7o<^5bv-)OZ^`Aw|3IEC44E0Hy+x_70~x)0w~bC3p{ zR>AByUSCh;iIenY8TOE^H6eV$F&K~z&R6^Fc8uyrr@eExd3Eqrwdflw_E4F&`uD^9 z!tV)Ebb#ulkwnqIRVEFj`7Af60!TsUWxpeAh!-}z32-!{HrBkZ=hSgo%#n3Z?OrXx zdFCvLTs{-z#mLHvL82lah1WCY_u(UPUr)ftiqBHXU%l3x7CyU-B+@M4GkVcl^!P)$ z?gk+7RjfWoZtTdC@FC` zwWh_dL`ujBT|zOR5!3N@b54=tb?HKilq`oZ>5Ze1*%4J|S?$tlaUk=|S}r#n7V_Yx+9Mp@$eBM%1ToVPWCwb#t^d&t!kxX>Cx)>08>Rn{>b8MB$fy9{ef85z$sd@DuJ0v2q=ormsNJOSY6|_Xvq6tu=DC&!H-9>A z|7d@qG0!8%cq)6_C0t8d9v)5Yu!S_0p;|_6w*!oC0#?^n83-~u zbbX$$_cC0*1pny$Kp!}Zd7?kS!SA|1No1u6Ghi@|)LWwL=zZ39n!jdb89eL==x`6y zY5;Kg&eRnZYb84JX0BvU0K1_{0&`7OOtM(DpSJieLMiol=0j`2ojrlwsx3I46qJ%> z*bjbQTH?-{rWjm`|iP+)`*>{-g<>?3;b^YQtXiF z3b?OCOfzx*Buu&`o($9e+Ii(fmqw~nx^QX9W{cV45N4Knu7eD>!3@Bj?9TcfN5+Si zwlyf7t;sx9AYD%1vKlf-jd__tjC`WM$tIRHl0=95-$_8|y0tc!5D-J4S7HcK^0k^l^{!ogiyWToS zOba+4I2?v7 z5YgW`O&ANO;{LG@kwfAn7*{1OtoAM(q7Y_+OZw{Mm?nn`!~;aGVXEBjTRjrqo)Ru= zUu4h#+hEoCB{@lje%BWlJO1t9@K={HHsoZa?L*;^QW&CNOuWzacoRLd*2t()=tCQQ zP3zEt>WBO2ke*=}bkxYiVUqj+pI17p8kr27kZ+aOIrhKub=B~&I6esCG8ZN5dw({Z zV_sMO7jM;QD1t8dgO9ubhR}eHZALaVKS3c1CLlJ%aUA7%gZZtrY*-Hn0+ z=cB}o%X(tuRa3HxFNRrHy6tCH7s{o|%#uDB{yvYl-X8qz((pLjSiy1H&XH7M`Oz0{ zNzCBRt_7a;60*7xW89yI^lb;eeAeBeO9fJ-JUG!se`bb;U$%#1PSPzXD%#d>)^2gw z#fd!Vz5)SHLegLIEXj^m zsnRgYShl53u5#?d^7a3sQOK=2jM9nygu2x4&*us=C3qwFp{ABmw$(PPm(ZUMM^3fR zjS*+!k5RH@ffUaY>7trV*^S2NLS9G(SuH~q?C%tk=Q29&t@yqSJ{Go@#h@_tE9+5-NlNz z3PgSy>oUv8&Ckw?b>CK(n`c4>>5?$%34c)J=Fw|Z6Y8Y7tb1YE3swj&^j*4o4?(ST zS7Q)E@I039wJQ12!W!(9YO&hS$ZCE&yZ#VZ!hg(C<5E?Xn0;o6a(6C%9}gt?0wynD z!aPbvSyQ?zM1WI9xx9MXvqOa@XT@n^h;_SJYD^y7d5|V=E119ip`?6EK9x91m2Wn=tm4$&f*sIJWx< z{#VcRiu6P-ja6@Ojbd`G67=|W5xUoOp(M}0GJyyOa{Kn~Xld%=?tDpEet5XYbwTA$ zQF-Ku>A!O0EZZ)*gj;p(cgl3vat+DJh3>xac9LW=797^s_U{MN<@G&FBfnzilrc`Y zt#N<4QY(uY_yKD{xL)oMo_IZ2+mMBd=S7jRVy1%&IdBO} zo~J!RY=}h^LW7adz32POaIhtb-^Y{v-$RBMfO@WiU;ee5 z$rDR)tc8#h$A3Nbe7;_2aojtZ%z2BG6uwDAi?u`~g3 z>Qm>l8do^;w>v1F-76ZuqO7F4!!QJ|J5{reok98Pi(Rz!z+H2KQmg}DgQT?dzr`A3 zaE%rjZx4q-{e1vKy&T+C^la&Pjw!C}&r0ezghh;0Q**(Ou`;+Yn)LFdj7at4^ENfR8m0z7HZ6RV9;y7MQ{8i#^fR&T>kAOW zz7k1Rfv~gi6XYJqcvEOe*5|c@sZ=Ru5yqe%Z%@QP(BB6fJOPG#9H!grm{-X=98d7# zzQ=!#=}V}NyMUD~VmhAoTP*4Sgwc}2Y)b{ZIal@<($HjDxc6E)qF`w$K4|RlrjcC7K9R#LbQNx z9&QlEV4r(+=yD8~G>>B*ah!F386g~ksy>jz$71hySI7j!tBq95+X4LS3rU=c_wSe7 z7{J;^#)PhYO8nz0%ypCHa{`t~#VIUk{p$x6xs)vrQU5{+wib$e;b|}pbA+6NPQ)d# z?ZI4WEIL0ZQ7XK9zvC>8(A~U1O^fu8$vaI2(N_hP+e zC}Fl_n<8YA-Gs{g6VUl2LAsh;K8lE@u2|6E%Dg3NcYi8B-#!;fR*JB*{1YSv=)=8A z$uvLdy97XV&R6$;Uu`z|SKEOkt47#a^$Bvt+W0_;v*c<3Ys6eaFpjX=y8|?Ke;H5N zo2Xv1Po~e8RWaxS^@+wl5n{Y{NRnoPch9n*oR$$V=rFc(i?i}4guD=OT`304k^O1M zg^n%(UAS7cVghQ3x0n6(oRlQG;LjXk(HtQ_2QC_{t8})P$5eSr6LIy;Pnb`*f|fl#7PdwX6{QsJ)>~ni$L_j}Vmefe$%i#ygmo5uKJ}5r+R=cF zCm$B2?|RzOfTH~gG$Qv^9i(gJ+#SvI1WIS<32yyAX}NB}y3Iq#Bui2N zeqNYQizo&$v_})o*sP&rL>ocH2n7)=-1(~ zYco%gr6Nu&g({V8C=Bkg_s9DARu)6Z$syL2l6)f@89ms18mLyrhvA%OWOKDxJ-koI zXu@}&6KM*D?K`rdVCfSH?dDVgyd3eVzzqmv%I?a(X6qy2xqi_SRC0qn>!xc?WJzI0PLf#3)9991uF<(F2uoauz@gL}qSrv0X8#DMMYGQ=ds)deD|0_wN}C`R+L~dodu$nN#`6*VmK&`3h!&FgRPgx{ z`o#c^i-V@gVQLj1^l;G-0z?o(~pI-*ZV3QCfAsB46h8X*h)w2 znncRu@MtndMpko{(TOBsE^_uBB* z`Bi$lt6oiG%cS7xw8#<4!2)rOegh15M z+1ar63>vmyBwL-{k9CehelQ^=C7s0J$Z-hnqla>wS8+#gHA?{usReG97x@qx--85I z2IY@B;H0ua5T`pr^2`K(L^>ywkqASqZ!}E%W93ua(_dVIu=1kfnW9mzp*EM5a$PW) zvFU1##5Xe7w}UBE;?bq~sHXOr-M?a)oQWIRno~|%r4wkW5b^BlI!>HYHqMnjl zu2kfm=Yw1cw395hF=Jm6osEj?T{Wfl{NLhHn_pvG5*z4{<=Fx%@qz)N zeawJ(icw*)bdBj48G^&lh-yc0ekP#p(z5;mtTtjY8pUXcDB+PTeV&(Q+_;W2|EJ?H z{cIW14P`*6ali&dI`LKMef4#-B$_z2d?AvP2q9+aC%-`J5B9on7^r#TGRn5Il*BV5yi{cy4x4X7LQ1ds3EQn5FsYD0M2*F;j;zvA^l&V=dwSDWTMzey}@(=+{0ap-_-yIAdH+kFLM}i-xbblLzx)=0E zPh*hy>kFzUg-}m~h2gi%j$ueaxGsOFN>%JVkA%4YXi)`z&C}tupWq#*o~tb|pY%=o zOKXyJ0`Swe#ZWDqj?*Q?*Mf=~8aToJ-NF$IrjmgiY)UOk$hgu?4e(UlNJlU9MHAS6 znJ&Qp^mbC;Ydg}{xbT4sS))-VDz{uSFW~FTG-Mh48S_|9f(F5139APjl)|ffr{j$YyH&yPR85QV*}YClhgocAjHc1Lu1O_H z4Dbc5`O(G=`AZSZngujoWn=-Z@er4W_WwzR*PX)wu0=|PQrZ)!=cU@Z%KwbMuC3^> zt&QR}Da$T8+$&DHAq~j#rhe7Ho*2s*eB42kT$#f5g1yQ)*&o;9p+K&(Ho$DtU_Adt zk_j&diB4>{;hR2+%l4Zs_S^56_3(8sGi^WGP#`*yZ)_PH25{>mQ;UGXo!ye5q1Jp0 zx-G$BIw`FtE8u*2@M5=iTf0e)m6tMl2x!wRI9qHee+S@s#Y2nSw~_=Z8?(GCQ_;#q5Yl0eqZbj@xZ3ggcu2MtMN z>$W*3(x~(KTdNdJ`+fL0l1%S&K7fTwz~~C)1N$XGbGcHt&2BIAN1k)n^NqHrC!XIN z(==Vvs#3K<&sv*{+3MZxtNqg8-MK@v)9XtN(_Ji(^zFOp$!$8P>2S3J5% zXE_fft>FN{=tlxd`r<4o(5%Gw)01X^{dG>1bRV1%p)Y3-pVxy1vr+fksh$XkYrcZ%PsBk?#w11#`uOG~vB-+|wSAkZ ze=daUD*{cZ9|ZYF#x0Yv#WojP4haI2r;UU4E}!$Q0W3PLz?_N-?WR9=eF$XINvqBF zdFN8mUwB87=&Zb+vwU89{t5T?8V=duGA!`8iC~U4m#dz0H3Ks}{Q1-}d&V&}D&m=ni(-PSsgB2n6HD|`s!#)snzO|EM@vN)R zt{WZNBh7|_ltIa~4{kmeqf1bf54#*kThKoZ)z~K(>qN!c=T%lxD&NM9njI0cCS&;a z8yjdA6QIoLz+%1peWTm2nIV^@T)PQzVZxA!oW#(#OfG|KQPh03`^g}M$&~5K$SVaW zf9TrnVrWkd6pfOeI4Ofm<&)|c+kK~Wcwd6F4i9nKICe<^d4NWhA6?Vum7iC$Q)m^= z$EchRp~-psK8FNX=@TqS z|CRx~ke^*ITzEKb3i(*&WM2(dwU4E(A=3@=%_1mjhzkK5K}$;Y=87^{IJR%QE9|l| z-Tr>AdqYn$^qarm%d%bdQx7iC#D-*MUUmOh@l$@a&Mew(s5x|s?Tfp_*MXhNdt~<~ z>{x*=ZwChI8^YJ0lqLFE+R7xgJF*$D-4`e|OF0&_89k;&EBG$ITGU;Xes~pg_f{uq zz!3Uk7}2)h{_!C2c{=Y8L!(hGodtUp2!rJhuiJ&m_FyE+1RRkt3g6Y5%erVgEr-h6 z<`PZU^-izIyWG%!e6D8(Jovos_4l*wV0I>-bzL&#{~@np@P5`qJUeXr}w^(hFN zDXEkASbDA6F(3dni(*4jxo(#b)!E@UC<5vA*d65k&&3LUikQd3 z6LC*s5d30rSePjkluv~LQWskr9PGld1Jfa;fg!cc;)L2O-KkYi_XExLCt>}mSA=%M zWVzNWAeH-Vq|cY(^N9%LeDkTk_I7*iZdx=4xegqz`;~30W%Mh2v%HEL@kYSf288Vd zNY4)pu>v~4LRmCU$8Tu#=!SUV=qNs~`071idu&DF*u$I33$c-M%bfrh@3D^T8FQdV z1$mBYB@7r7D_jo6A~A$YUbUPGPx24#a_*g2Ze`-ZHK#j4DisYs@Q1+n zmAgZld-aKK5lCjZm03{(%SEK|8U*=JRqX<}CfT5X%?w{uUv;}NR>--vuMOwQh-s!u z%E#37g$}v5IgA)RGO4JcHn=3>Baw7GU!-RSU3BO;6gi+TJ0FQvSUjAQD%As5+eHDb zXs%E8irK!4UHUG(8MC(AV)qrb=CSckfr0jxRAuiYiu~IsOtLogg7d5&H%g0 z4Wpp+^1!SVEFD6vhT0A`ObLKDnL!|nA@-ih@&wFWXi$bt;l5XKT3q$lIT(?eNPO-c zAwgO!6JozWSkL={C(+Li{>K-)7k{?~V3S9%Bn5;4Sh}QKF7pcX3o3{6vMe@7TGp>> z=mkhl+UWB|*nX6a=hM>DT@G|`l|}}XQM^C~71gTDZXp*dp?mSTq36xV*;!%ja9)*QPMcg_R5fqTGD2uhCFVz{0eLis>H0S5rZ|{HNYuDt# zmVv$MTYdn|I z(U%S1-tHsf<5dc`Z7o#9dmj{Kxo2zi^UZ$X)F^NV5-$%1BTTEUd#Ur;zncmYQ+}B^!SXzo^RQdq+L&2Qm0vL$??6Un2KGiRhFAtCACig@=2{!1 zG06ShHOvbm+SMik9?l-bFgloCSIKR7OUS)l>~MD}{~3EP2up$(5pcX5Hu^P!q$^UB zV>XbxOFqMVW;d03p9I3~|0@V0 zy83@jTF|99Tu@g~3g1x&EK-E7`BPE7AxUf{liwf}+P`M&r^P$832jVEyFs{@XV+vy z^;ES>ZF&`}$5rdi!2~W2))?oCz@ASEmxf8YJ;_3R#T2VyPz+^Nzr$MiG`?|)S#X8; z2BO3n*kByeH+R?N3IvIZ%$sGN%f!d<%`$Up)VKqMK-=;1J0drSbBC}}VebIF48ZC; zxVQK6h(CJ6sKY;eoHE-y6Rc8_AUI6KE>{->5H&Iy`11JUeT-%P4>HzO0-{LD&0!-V zgqlL(I)>=WttOF|Ie_{MLl-u1QEaU>SDrxEsX*@?=@%C;Q#dT3!BHDe1?M*yDcWSC zn92P@nUCbu&Zo9P08m@G+r{FXeE6I85}O(K2Homg2z+^vhIYte5LCWCQm|U*JI#aD zd{p56ZuI#9xq2D;CFXJm#pCuc51;iN9QPH~d|i*l>aYGeezNDL5GQ%HMf^5~Xi4{S zh}iI;I3%e-1A@pWn>8-qPsL2{(6AC41<5<;oAVXaBZdAlB_+8+Q1%!3$+a4f3iP`M zYlkQd*2b^iEu&6PuGb>@BJTjN5&#a_4~}q8TH~eX6a4yDhlz8-$tP)E#nRU`IIqYI z*4q_LI|BdY`R~QQOT8l^YoQ7JY!1gzhDSHpXoea4aczOU>Tx~*6TRAQdXr88~~0>GXFu&QX_BlWK3yqj&qAf;!M>wpC`N|;wC(6h8W^j zwO??0!_exV$m3JK-z#J;4nZMl`a@^fFZIW(+(xH!D|s$*F6$ppM`HTrN5p3u54S^= zR72dR)eE;8qpf|#43@mF?^-nmaFjFm6)|PdxcNQu&5w{zHQ6RpejBSTX(kQN@ks>o zjOnw2@|=$+Jgz2nluO@n_4$aq&&wzyua~W+yOfBUd7sND$I#EjgRS%PJ^38JbxSIE zyZ zEu>3GO44Xl@7^3AJW%78ebZQqx;~~ReNd;a_fKWQZj7a0AGoUsNnx0p-&n|}B^*>e+37M&`6dXxe z@w!ez4A^rffzY2~C~&HDKAXb~)(D3GZkgmJ zVD;$ZR)pw4xDd)|FBu`MSZ3b#Ss!@WO`J`>r$!?qeOjUClJ;3Ot1x+hK}y4^Cm0HM~}MG zHj6qOtd|0^*?1B#BiHJO4aj6~_j&m-05n49^23T%B%iL;7nv(;zn^}^VO5e4eo%*F z4K~U(xl?~b1BhS3u)+&}zhy-ewOgnhl}uzP3LqT^h|9J(m^L~y2%0VMDNrz`Bo8;l zohxO0Ni;$bwttU7+;87U1|;NpVs-g+Gkq>2XI&1Ig06D@8xChJTmzlM@vgFuelO3W zC#yztr5t+aw&3W7;&vGx@DXF$*Q;14GUq2{J;DG^;MO~SGaj%Sxy;^JvBiN9(@57T z(R_*+k>jh0DZwGYBuhMRKY1{aoHU=rrWPNa|%vOChCm zU#KO8R}@NEDc{k#Nrg5tTy}c%DY9gCbi3Lwm&}xgo_t4+J5(k1Cvq3|=ydB3-hNjz@- zsjO`11#&1PVsD6NHO7Y$S5>6{H(e08$J#)^9SPECb6HVHB^Ip*QSI?!$Q%h{fY3!n zz$2%T(F5K_9ufNnX~19vnWwws$%gtK-(Q5CZy)y>n{gfqALo~-Yt|!lEXOauy9OzP zPp3|GexW?7Ej*nzxszrW-=EvnUlZV-a^$5vpmB4;IdAq&{V@oBk0)ROpzEMzMy?u0 z6SzwxP?O1}!+2zOBi!V`vH0f_PqLv~V~2~r!*8R2%@7(vWUka`B6A1s;^CNFR%D@4 z4?b4(`AE19qHkqYTk1c=ackJ8hu7l_*aVD$>yQvp=bqSKfxMx8T+k~1cqr%}C?zFG z#kR8zV_9QhjCguTL&+r=wis*0kOM{7ppr!(dkAy=i+d1sV1OUOeeqsv;V7?O7rswB z{~i0$C*#sp>a9$IVH9uAr_U9G&8AhN~mLTlqc^K|sQY$ZhDqI^6QVZX%80!%(C9HA>K_kEigqO{R&N zOo!m)K$8S@v;9zk7ZQX3Aj70|=S8>r$;6Wf>45SF+=je;oe~+GQq?l$BDpkn+ZzH-yN&Kp6p}aGJ45Hic>63fgjB)Zt{+qCWj9N35)fVUvYou}Z&dBjf4Gvqgr$>nfIM z*G9EU?>QLP28It=1__U&`rBBlpsi((Ka{)I@p41YP{JS^9KsZAJH7ldV3d1dV#7%AZtLtAsE7-cOS`!mO|w zB}!yt7?!_BeAylBpJ`{Wx`XLY&%|AuT7#GU-3cDym9M%#5h*W~*iLWJoz`hK#DP}6Le$)>8A#tJBEqo)x783y@Q zjqwnh^>V%Lc79Zz9c_!YIE&TG`f#UJWefRT9H9QnH+h>k9cTT^>Sm7z>Iw`KDFP&n z0AU_Xu{7taXOV@n**agqas}0BFhYi6-Y3)&O2vKQ2x4RDmneL0bnAixA$^16xtREP z$GbB_dU3QM1Y9;1j-*@rrCL**4Xt|f*w=P8&&h9^6iVdFH3$SKux~E@S;AlxlO0*Q zYeD%Tq`v2FkAE#}6r3p2AjqnI^40H@e{xfraoZk@RBmrgf|JYOQtgcY`&dsGK%eQX zHHjm9%-#C^K*>${0^BKb@Dw0ajq_Z}&|&K|SYkXzJgiE9e*&yrNI*2t)&uiQA;vGc zm7&K|7itv-D~Sq9%sX|_SVlH|iZx10Ib*eD4?&ubwr$63KE)%+_d!^CF+K%9X>>2D z{KpeBrw%xm1611LMoy>iIeKbnyMScXk^dugrg&dxAqB$uU<9%Hmu0Jr*EPdmFePvp z{(SWcv?k#Yjeeis8S%x;qd}I|mMh>zmYzv)I^<~jV;Lg1FMK?y%$48IHZ7RJ^%jJ% z#RU}QwMYtr4h|6dmz$?D%6VFn8|_1tpmLF9O@*SwAy&Fk3Bdyex=FG{6)&s{<>e`& zCF569Mg*Gexq|LTS`UP~P!$LHe63B&4=p&}yh#Pn7tEPR!(G*pxdqLm-*6X@&+J?q$IUK_iZ^+f&zXT%ZtqH?7V&&`ktF6X53BddT>26mvCO@?#(L- zG>wJlsKzmGD1v|oOwPgkRY?X^dN74=Kin1ovXkkHk8+rgk ztF!;Wxg0|M_uoldMyYB>p15&kTfnZj|4?&t8eQ_ocqsjFE&~?L zsPt=s<-V|R&(B{%)sZ5liDGYwhmso-%4n{5b7yY|J+#5Of}5(v+iM9bx(fI(d8e_W zhSq49HW-8T-?}hq?YuHSGjA2!uX5bxA58E^=T%l8W+Nd)m|TqXu*DTAYXRRpLajWv}7tbkx2yiMO^VJ$6lea4iVHR*FnVkCi|Z-czj3DMyytt)`UsD9q4jCryY!} z)a76f`-oH89jYUD4iYfmQ)6hf8Xz8FKC3WiR1b(=%_A;N`K09Dg<+keCE^uH^m0Bo&YTJZYor4 zmR|_{?w4cAo)!B;D-Dj7ZI$~g(Cax!tQwpamJAE=!zFTI3=yH-Sc8 z7h%es?aWq5*64C0(gc2bK=`-}%rQ?2z?J`Ht}aH3SEe z9=YsjTaNwDK8uAB4c>!-HY--g>Y~`yj}pi?YhZ%?guS6saoB#XmZFuMyjP4TP5+=E zje!-gxG451rUdXdh!_@+Yv&g?wKU=U$=bs- z9avt)9jy^s4j>ZC-UOsK(>n*+H21uPi1P&8)UctO)WoJS;FAQ-1?gJ#>%wSP^_MX~nwlJ}@3hI|I7si#V69F*$Vak22V8VH}|PTHLe(JHLQ9vEOV3Y1lS z&jF#njgAY2C(Fyc*Qq>9oX7ROx>d6wvg2Uu)#N@%1Y0k?k7WorMaLKbxDph$RhGr; zyXVT1XIdQncxd>iL$pd7H3Gq|(<4LnPB1|ri_eBI$=T($YI`W-2xNAo!QZz9^eP@0 ziO~2CA~EVlf471>SW0B+J=DLuUYxkih5_8g*Q<__-9iMZKsvD*Xb=fbWda=Jn+#ux z&gQjk26Z2-~WGzHfudDY7kkUZZrNp3AmJnp&-|a@5M`l{RZ4CC-)JA|ND8s6gE}-Vc3h z`mGuxO{qv;#dC)dDy|?BrFL}0_Z1U&-(h@hV`G0AS%zX$dwU}#r(7AI?AGQ^9j z`@J&v+lplfvz`34=zbtVa^q%B7f&0Q^Q$ZGS2DpV5K)3%AH74LHr_r3+ zo3keJE=8H-oqf^(2rqM{D{N7k>PX6BCGz)&CIHBXNtsE9gXK``geY9wx2ymb#=dZk zUoMORu4pU~!TSS31s?Fgt$ULTT@XopgZ#>yRSRU(f=7-D(J!4E;SSH!R|LE(bRT9i zL~LmOCawlyg*Ei)eR|ASFh>W(w%#3!!S`H3LT}@J?cYHK}}2J>3t4MioSMSO;f9umTNbCRn1Sc?QHRWez>SQY1zx%So8bv@eqSk zcY^nJwW8^dR;TCv`S#F9g0t!2y2wmkk3zPYKX|FewI^};8Ke!OY{HIrePJO27Y~!J z%>^|{qx4^A8R&ZmEl`O9nQck`oCC??qMh%XXt z3;@U2#pv>+D#qoOq}a=hYTU#Bgd;`qlMHYYr$d#i>pQ(3M+CK69161T|LMOzfZHCm zr#Wyl4R@!$pyy#NCl~dakNOem%Pg}y+0T;i7oY(8TmUuOA;~hM6uzLLf^1B%g+;w_ zs+gx++(O8MthD7;`{nrP=;)=k%hTOCxbGYm)M~cNNxomUs!}ag8Fp+^dVagSy#cf| z?XxER%k1r7mY+<}n3<{R+ukOoI1`-=E+;85;dZr2y!eI`(qqyRy4ugFeFSnmz*&z{ zB(KdNEV!!*PnM+aqoulC*+{Sfo&M=a{fo;6(ijNGNW47jLz4bG!T;KBz0&CQaCN>z zAK|mR6#P2?{y%qv@KZuokhd)7_A@8}p0xh^YCTSvCA9#yKpyuibFy|_oRiMS6XtOa zL4a0Q|<%*sY!;2FvRu6#i?ej{6i;`rxmt z&_59H5SWc5Q1vVz;c+k+^@qA&9}a(1E^hClWxV?#YQegfq-`@*I$Y&-Y=twT+((Dn z>03;rR<3ZT6HhKH$9>Eqx}I|Died&h$G*A|hr{!-Pl+)DP`3sZxO zo!xF4IF(A{*OzBg5KdZTaVtl}^F{#D6}&`|G8F^UxVv!q=w;RS$p9|+*9)UhLgi%R zxqrvf-md!k)8WB?zZ3sp$YeH-=P`8LWV3ciBN~>h=YCLLH$L6+g+eYp6wQLtspI}{ z+A^U;9YZw#OY>DOjG>z*|6LD~5Eajhkd(Kt?o+Lzu{-R(fbg|_4nvK}}w z$)sF;GeqfxW~*WL_xDm+t)M%oDrgc)te)7)si#$=Fo#Qtz+9BJ&6Xq1D=rEgKn$7`<6rs6PMgnl?XiFd%#yJpDt%!#%Dc=2s^&M+;&-m ze*I)L&QJAvyt(iF$AH3W1{S<`lxSESo`IR7BQmQ90H5o7^I0!^02Fn)-e8qMoIzpa z!Op$f{a&uF|BtMk)|*+Ky^R(fwLH?=RS_m(7L09YYqQ(a;|Ez(48kdt`${d8#>OjP0m+ zkevkng04%(d@s$B6jxl~5xxcOFr;&1F*Ii%Sxj15+1-Re3b)Hif=>a%kN?e=Se$UJ zVIMT^+~#Qcv7m`T>+HYhO(dVQOFG$KYjYQ9@~&miWefT~y0}>M+Kn=syx}_2H9AT$ zNp#w!$zV$wg;k{d>vg+Ug#TJ!EWZ6|IelsRFK{4T_*yyZJO6y&AKzML&071no_XG9Kl|O!`@Fy3%&eJo^Z3=`*a544=SjkYp@bxo z*vBZouJa=STjF&SNAZfx8JIT3pf_mt5lTNNJcubU-hSoIW80#u{sr#0Ge@^4D(7UJ zy+tX1YD+b9)E|Df;mg={gZCxFxqKc1u=6Tj9ZWU;`ACGDVc!LtD3tKctV2hpN3)GI zdf_%woKB%;x)%p4de!sgQ_8_XY5m!cD)s#AP+w!lFwy<)Azoy39ovR*XyQTj(RUXMYFlZN!Zc@=iqi6&f!yHvttG+IY^iR%p%ce6ShGJTOBx(DvI^W(=x zSumIQi-_M?!U@)8msxZgq|^|5l>@pJl1T^ktz45f?Ox{H%+~4?(JS72q@Z(^ZBg`6 zJsmc$$Z4u*$3sQohiVM&6(F}r%6afa@>Q3u;-7st$(VK#)j?cd7BnoVb+F<#+E$%n z-1sQamsCviYb_f3+?yU{WnC2(+Fi;1QYIB{pX%nESZ_RmxreRMw>J&yIiMA-)=ai& zag``H@2yTl*89en+9i88BgL2HVQuugVp9$`WW1+4NiUIKm2`N@+?@X5B?obG=;{;R zy&gpltEtE+uLm=FCreyXv9mTNGwO-|Ph`hz3V3HM;emO5xxvt5**GV={sLBzOLz8t zW$rtkS_vMzXU9ptzH?LvOtxrXbbYNAEIyKpxkjpKTZ0GhkJI#S2sa)o;cUKS$2t@@ z`YxoQHZWNElxcAxcxQtk(=I{oihJ0|@NmHmoq>F|iHLb!@}x+yU2+Z5N!Ip8OmO{8 zx4So0S@PA2%Fpu)+y#|#Q}SGiM$YksgHL=%f=i|Lo0b&1TtDY}+uNO4YaRzVRA&lhBMkL*?W+{fjuZnk#A7)|_%&5fyB;-@>d ztzD|wOJmIlWhe3|qwj9s(ygMkhf)c(>7|9DXJ}V0rwc~2Qv)Rn>oP|**1W2t}@AaP|xef-a+cLb+Rr2e(jl%ZJR#<|?DKXecb z=)6W@$3;aK&qV<&7wb=3wOrwmO7|Bx3BSy(du#k8w)&cTF(0m(cXvjQEjN7eW>sN0 z+-bvIrVrLES1~N?EvTU@xX}Ilzu5U60DSC!2F{5`Q8hAVM?ZVo)lLwi5!?D z#VLe|&!z5Sb=h{>DxlUlMKR=MMw^wwd6l}bqAZJq%8H5{r`)}8VX{IKs!0v8`skgDJ}mc-{E$Q%*>^4`%O}=oAkl=UYtBKc%a$wXhkU^(HLgP{dxE_HSWl{ z!P05LRhtVm!&_0)g8i~b1@#TNZo;3gB08snqc^j*pSsHB)Jf0H;WOFGQxd zl*z>Qn9c<5klkEaDtw=P@|xaYiT&;+Q(TjB-gT$kxTx+8>Y}q#a6)!7oYR)l6EaHP zK0bqQik%~l3fKx!9Od*D$|(aU>q)kgV&6x&g-`Zc{+m~N$$pyT5`%hRCA6zw^xRfg z45RBAOf%D14X#{g9>010C@)#~mlO1<4tO)496KhqWa+2%%WkSTBwF#G{$3FIiS4}q z_uApjLq@Z;D7CTUvk~J6)A8m$SHC4J!|LNwvL$DbyiVPYjYUSs_%1~-i5a_cRUGx( zdsX5tD`fdW7Xf=czoz_*skZM6Ai5H1uP{MUfBmbk;%rRvN|>%5i?}T=z52K#(ES}T z-jD~YL0F;jTyB|+#KOcj7pAZyJ%2Rm;9gZ7=9|oTu24M!v#A`@UzX{n*(#MZ=DIl} zB|-+8F-~gvt!Eg&3yv zfCKbED3A&004NKpKkNn{g??rbh3*9bhK7ilD+v`Hcmaxvh=@G8EXeU$suHt}{P3_S zT-IyQ9t&UrEPw^D02aUkSOD|Dk(!4ht;-Zy^O@0C!XpG25G2eQF@M91u-}-`E&vOl zjD<`kP)KKHc#hq6lYb^K(aAPDcft6>5k!3|DXVT;=m;w5IdHB7(b-C0yun!dJ=nv!e|uIVR2k!i)QVa?$N|Cn;q zi>oh*I^3~O!YZHpSyk_uruhaW#SrKZZZ4=8W;MQUT!uC6=Y?narcPrlI&K1wz+dn@yC?cLOypN_l9eb{L2 zDqh`0Y6(4sI2d|*H(%kNTFJ-u8&w>8_lxSOuN$%p-uG=JoF4S4x@5>O;Ek`n>!ah* zeK=)M38BNNEPSi4kP}@Aih@s~-FALZ7qNcr-AMIj~C3N;-_z?k3Sry7} zX%X6W97%}wSm#~EO=#Ra{|TY9*X=o<_hHXO1mDs|y)pl{P;ZSd5%_&Fe$%(P9xwB` zpSluGYw7!Cd~{rX{SYm_8DV2^wU8S?Q)o}TF4n!S>>@i>`bG;hros21q_$OBI(x@= zv_C?fnC9#!OE=tV!(5@*@y2vo_+4$qiN$ zrluz3Ajk{&x=if=_gNq8cdPcBfU$+uN)UjufxM_>6M87%CX_rv*#gTIccETk!O{Z+ zP&=t!L4X@D6HmBkXH&t=i)l(`lKtsEv%zQDf)m6DqS6Ba6sU#!e*AaCZ5ebg76on) zn{CJxV7EQs0)S{OZ7m&O4~xuTh6A={7N&GqDupsN;M2e}!h|E53A@Z@GhGZCO$0$u z2ZO&zRA zh6m5H5s5#>gXaMI-SsjVWU4>J_<9fRso@Yje*nskPKPT8_wD9e271$h8Rcwg1{adP zCl2fFiN<5GXq>mFHmHro5Iw!fUSxtd1Yrqe9Ye%FyL>CeASPTJUvC@^#Nt4Ny1Myp H3&g(wpQ5r- diff --git a/docs/source/parallel/figs/single_digits.png b/docs/source/parallel/figs/single_digits.png deleted file mode 100644 index 2845c0e28bd70e714dc85c44ba19366b48d28d53..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@_&|bv=7;gB9gpVPlYEKp+ro8EMIP5C{q_1cI!79}WB^ z+3~YA_~)M83mN76;N^b*LlAiXz*<_v4g$e7K>Q%(iRGF?AhZw}$>++>satR-XCkB7 zpZmKH9z1*zNGoNEx8C5bELHIJXyomEhj9;7|LS`}!3`nznciuuN)mr~?gO!fyp@6Y z=s%2{%`V{)UlZwV@)CZ6AFb~l!<9RevDt?@KJZ~kM1o(S)g`&3f&~-r?!|Y%OvpP3 z@jAmLqJ<(}3%pF?l89HQh4Mci1x@Ec{yDt%Ez;dFP|GajyJIA0UZVbUOkEhp!@FZ_ zDE{AGXn`O{AwynV9CCX;>~*zKjl`r{B>nw$oGm>pQz8%~SpRREPpv(5Jtq6);_L{c0YQP~7Go!_kt!osOP!zh#*>`f_R+;G(3 z5z|(!Y4AoTrEKXa*~_c*j*pglmpkxAM#Zn5qmMg|&VtgQijecR^4JL%K;_Upfy_M|%L|De8+6dr1D*o2VsTkGd6pnMhgLFP6e zW9g{b`YD_p7QydzBRnj6$+Fy^z~FUrrJVoHzjoG@xqrNtC3JtWTPf=$_Ge$;`surq=R)-aOqv_XY>bd4TPIbbEql_0iga3fIOXMte zN0_*59sl%Z(Q8S)+-Z!6jC}Yy_UUsF#OYeA;R^G&s)pjo$jFJDhG>vDCKV_xEy$!d zMFV?==LKW2X7xAc{e`8$l!OYS{@>N+PqXjAhDSQ!V*yP!_6em0I6oh53 zR$ERQNZ7QcW1h%8RWG9jM&-VWpuXDcz)foD&S-=O2bt%iN=gdLYmUc=xSh=Gof`8H zFZ9JRS6NKQ8+M2P%6f&1@SD$ydRXjM7%WB0#KhEbibW+D>vg@U7t5>`-c9ZHc90;vrO{v$h%gZqGt{?uGlNCmok6(WI`tjE{$hwzqgpmdoC4VFtm+?b#^4F(3 za7LX5?$)aVOlH+0eQ@lbQau{){seZg62(}NhQwep4;k+#($%3f!=0J>qjgx|U(QE6^GfQLonRV&n!KRX&cNP$$7HoR39w(kBLI7AramT`{>{qTl-JF<2|1tTK)v1S z8mKXqLRESJfuv@)(*=7$G67pU5c^x$rG0Zz41a!9zQ`$ zhR2GvdQMlo{{6CxlWp_CG@)@p=e@rUt*eU>Vl|XFfyWuQR}38|7(`6!IDs7- zv(1fh(b3T@*Jt~Ss`>A}7lEQvN7Uq8i|esj|Gc$&wb^Kee41cf%k{x>ziNLxD{Ekf zfl7h$x`N&%C=OM1^+c6yX}rzG-Iji9_xJC=5fKv`$Fb>5HGn?In2i7}pb5@Ypjw>l z0GjM*n}l7rDw)?Jc~Lf3A)_XQnAObR&re;e)^gDLDwMtDqW~oiGc9eKp!=Ei#fdLE zF5=td00;sWFHd)^1SrF?x>q`58I@Ro9dNJP>#=oMF4y+$cJ18n+nZsp8<;IWrK+>D zbAVUloag0WfpUKIvNeAZkNH@(RYYiLB?tl$6;;}@xmup$qv=aRO3F`N-Q6Y=r&H#o z8sJ>6o5i)yKDEwPN6?7Pg0;rLxt?t|+ONM0ziDReuK?d4{U#NPH4SRb2w^NY_n)a+ zE4=^@VC-Fp*K;#g)~-y)sUAMmX9cC)(GpC+fN;YMbY{Rd-=!5B)Rxtu9Um_O_Vqc+ z%0Q9?D1sy&b7IhU*|y7lu`C+V0CX!qO;%6{W^~N!U!CpWyLYu8uh!&jBj~Wv30$6R zbh5fQsbYHrpo8qE;yqMUPRFeY%GMQ7g8bHhAsvCZxu8kNPW%G`4hFb}_W-h&zwZhW z6B+NO@k&i!-%t&3KR@8KoT;NU(X9H2mn)z4e&p-(BuydUSllARVeR`Leh>I5adPBR zUS_`Vf40pI(ta_Q3*M#+yCiZLyZ|A7_x<($#b#+P%_4@!<;nNASue?Iu*tda{|#v9 z*J*Jl>uLB-Yc<;>U@6j=j`#Sb^=g`v@q{Cn1`-I_umrA1tikk1rbNDOvtW67`GzGu zwEl%o8JL9*pe5LJ8Xl66bWc^APd2%5fn>6Ba&mTdc5-|iq0Ny`OU|+bbtc%K`^_;iFus9V!KXa~53*YwDmU!L*=ahI2eo7iHylnC z=7&(o}C0%Ntmsukc<8_l?V;qL|y9af9B<54jhuP0!#=H)#Nz@~Wl=@ScLEZ8jm z1QP~EFQAh|)N^3MWN}%d(|C4sxyz{6aupUxh*yt;AQR=tC@3y_?dXUfBrZ?=U*Dt< z*kuaK`IWE40Fr-{yV|>xZ#SiM92*;ZWC7BKTtPkj*P6c~HJq2()VE`GASq^>6DQCY zSbn`;|NEKI=!!))k)3AOO^rXbgkRx;KsKuh6@FK`SM|HB$GOZXvWD)O0pz}O&z+xLy3c~(_lZJ zWRi|V%gZ~qTpBgD&9vQdFv`;3w~t;?^Vtjgs$<$xLk;_SE+jZRi_@of?M-}e8DlcqNx5=4v)xfG<!E`d7sx|098_E#N$U6K}ti?Ai3&xf4^~JG3`tnnS zbm6wJYYN1mEmUPa*`7{V<}OuZR?d5f_$H_)4SDtyRreenf~#Mj4}qU1f;V2bmo&k_ z!2(0BA_C1PfZ=V76~FoLfv(bI7)|#1hD^mp5;A~PB9I-B$~wNtpfglN)@_W3(+9`( zywaA@o4~B)H0mRSP&@xcN@#VIl)R^pW|Sf7A?R@l7!OQK*Y+F8te?L>r|IwPPg-U* zpC+TTat~0@u%w6W9cXStN!SmLU8+PDzPO)SW*+KYx8Xf=cLTKYQz!j(KSscWlLG zR|ml31_1Uw(|%)X`wSpVYi250ifwl}&mkU>5uo75j{ zRWogw1x5p#DNo~U^>8AmFQ~dXK#;$X^Oymij)X(WFD@&Kb$+<&Wcp|cgG$IT8&NQU zfds_FcjSUZ&;5BYK7FFFO9gyivQusH*?DPDj{~KEZ71lF)X{RoSA}3ysJ6JD7d5#Y zY8v&&R|CAZ0x4jIoyum2!U4hPslt&4{&E#xM?PU<>O)WtAXVZF+|0}hj&~Y&HNmi} z1f0PHbjuLApnYCkZ0rXxj5I;i27j4r#cLcc)~}{lf}vk`f$yd_QT|9mU#_E9C@9ba|;BFz%9I8Oh6ah!o zMO=@{C~;l|91B!vp?6lWY^FKQ$_&ShYSN8!0SQqEGN&2^l`3j$6W=_UwyFiB&cI@( zjA8EX9vH?2yl zCAtj8K!m6+{tPPy8sp9jKux)dx!!BU^XRvE%WifC12Yy%WElvB?tJ3}I(MAk_2^@c1z>ga z`MK%HJ#i&^JBU65<2Baw5)8iXc3<@7iz%Rjg+77~?co8Eup1z*>0|{x(6LZP#$aH+ z&DzK#LC38`(V8}jVy)Wn7LUu{fG;zt6m){dRc~};MNDWSW>r}luSZa5v=%~9YiEIM zf0}Jdk_siZxjM5!C@)YKfL$kcV?$fsg5R?MJ?`x8CLka{5kEgzCgXg6kG*N{#RZna z!ZgTac&;`vo()eJ(!W&s{yHbE$#6RTvuDvjQ6TvIzvL5jqbcl(X04?h;3`j5i%8)O z4vT-=eKn}v&h`v|7Lu&DUG7QYV>jxH%~Z;jPYM?TED7j_?;!AmOv*uEwKA7O;{@HT zJB`n`zmB{#QEupdHXo>6Z|lFeXYI|BlIpZOD+drpMqb_+NCVjv-Y`Jxe*^pr2S6}C zu{~X@RH`ciG+S?-&7yj}Ej_@IzAAMXP*0{)Rg7X+dniDNa%Om(kb#2B22yVe-pF^# zrg^su;d?GeQUnwz0dNcSd}-6c>i`b`Umrl6w&q$hKBHnH8#fGsnD0e+UHO7VQH+!O zfKqXwqf;s0(cGdjPzU$;QwH<{0PE(T%zR;VNoyh2Hk&F?5 zBM6(({z6xFPR{HCQ7|H0&NQuz;uV!%x1OLHd*DuUX{LJHQ`P4{*VVb7Khwu}=nahj zU7{ldq&Z><(5xSZ(?!p~k7J!|E-fcWlv}OdH0zm>HWY-mjwJdan8fp+T z$fy1V!1qRv%K2}b4`N3Ipjeci*LB=#hF3b^s1**Is;?8+1_5A{u`o~DsVTS{uy<`c7Oav1#Z zJK9EQ2IIkG*>vF~H9e2xoZ(jYb6cRR-1-HiK)UFhJPvvpgfG^z9J}{kd+K>-vo-*b zi#64I_YNOScmSbB{9yeWvT%S2}mG3EQHoTQ>+5Pk&$Bk5#$ID^I; zup=cfX;WIC(kNAZd<%~-UrYax;})H?BlEI>CTacOZ^nL$*7k-SUOry~irju{A_|P# zp>&aymg}CV$DLhWK$?ypS>TEsJp}6`1U1QmhFKg zE->;&0GUNbzPcH^OF7NKxk5Y8mWH!UE?~Noa&-Lwa|f~2K*FXCp%oNNK3pA!WlEs8 zoGpOrR2RQI*=AHJAXE^$w!f$kA!PhfSlSW-TVJ}p*}X+{9Vm4~lPl*b`eaH3=FnUM z1*G^*@&Q7100N_4^NEZ~(EcwNPm)qn^~cnAE$@txvHSV>Y%#(PAVyo!XHlmeZ7_~Q zJLdlaAc z_2_9-l%cfrgp92%H8P6Q$C0mShCe0o$;r)}gz@lNvk@n9fA{`9R4)0*`1Xd+o6{Rb z+Gus?Udwq7$^L#u!F@cua-Rl$fXfQx0tef3p%E_=7f=RDn_q6t-6}vIcTbSWOLj&e zwr=qoz6S-}-o;mRJ&@*a zE9j1P zaT&=&*`N!mcMhy>O`>GDBeOR_+S`*(N!YMpxgE(oIiw&Ar~jO1wR-&PCk@hPbeD$7 zJifWH_o94U__U9!5N-tp%T5s(sg|R&}Z`WPd>`qw;ZnAo!zTu zAid8K)pHiP_AyTp2@R{Re3wE1pPbt}=sv#_o7%VFpq|}-B0N!nx-#gSpcnAEY-Dw zJy9?FyP_#pa^iK1ZZZ9%%_lN;slgozJwQhk?ZWZ5Z?c#_vm$1vTqtqQ)*jb6;|1V2 z$Z+G~)dwKTd*5u%13i?aBk!#-OLsAo8qO1i00Fy!1W^9*!^HmsQJa)KX!##`+PKK= zP?}J00y_;764EEY$YD1?FQH+Pihun0^wFb72q88xp`M_f5)^c0@aJisDz@vXBV54k zG(flc?|%1uZicp#F0g3+ztc7dV39eCj{hg(wp_3D?j0%j$A_7jnP51}t~T4R;}>gI zL)qBEfndrQ7Q0PFD7Zjs*B~H98gJf9NnZWAI4-l#XMAz6WV2n*pumesghP!LzdU6Z z8g#}*!ma9-6GFsnyU_Un5>6vF1e8mq@J^hX?jwGF(p;EK`)5?7JfKrm3X~1DCd$81 ziwMF_n=W@6uMYazg->VfgwK~^l1{vie!T)8`<|USlknsI@RyYov79guS6b%mj@Nt(*i>FFx7pH+sOEVs< zcz9la$5DIs7rT+30)wfI08kZ>pYK&*p2x3@ncEL7$Cb( z!LSan017HoAw#tOq5%q>egEg_S-;-bHzcP`x-m~UY_nb9fiwYv4l{=h(D$X2l_p$n zCtFz4^6A2+O5}6%HDbYZ%}719Ly2rxJkCFmT8j%4{M>f^6ZCiu zB_t)6ex4tbMgqYM)StAhEEZ^Lxj9cDMi&+q)&L>Bs1dMRDFdt$OYiZk@O%1wv5YJl z6?E4Vp!X16_u|EiiyBaUqUTEl%YIltsQ`WCS4fnl|R2+TbpdYN}j5oKOQ%j z;pf5u)Y>vtq1Ky4tLBT{>W~c(Fl|-u2U7TOy-&8M2`DLL?d`dbH^*}&0&x(HqFrb0 zqo(WPkJySnf+^%?Y;G_*!0tABHv_ccMrI>lpUWn52UClt$Cu9^9)6oJV!|w2FSUI`rYO^XJv>N5_QKO=w z5Svb^VqWQj4jW~kCZ8qqT5KF_65{Qn_a{iW3%l?8ixktC9xVB+!{*c7WI3Y;1#7{~ zzz&Rq+kIa(`S-m5Odbo4roPF%mNR+J*Pu|fa+Z&OdfdC-@;PitTPCy@WenT&xiY;=5XqTB^tp<+S^1dws6kU zU)1`mim}Sf$SGNjpK@zGyEquwDv+n@UOwXWUH7BQECd%6H40&~DNbF>#!7%l%`E}h?DEo^vL1WihOp-16$Iu0hyHVXOEgzt! z=O0crKkK$FZ+H0lv;I#kes|Jzx1qaLr0!PvqEV?oC%S8SEv?in_=VbH?7l|%kGsz$ z?mqWpR+HU)|34sp?WPNzNS`fk5%0+^u@h8;;wsx`G2O@4SiZvZ`d#P~HWs{Iy4%+l?G2)G!pm=zfcWhQm zE(PuOGGn*KGy4IyKd#ulT$pwxm=1Rlt*LkZRplvs5R_CiHtw)-&ljyd2+w-&>zy5U zwB-|*1Jl(3X463kTxMn!?v(jKW^In<-MhPxdfpjAOv2ViVI@A-Vm+?om}`^q!+-GW zC6Bo*CkTVpUC>!`WPLg%ozIOLW9sxOjraa2?Jb0sS)?FNGxG)!k~;YLA)sB7l5J^D zQ)xe`OIvYN3KAJz+4X7=`Txh2+RMKv{GOD$uDv^SC%qYSEb?`B43e*=5i#+&JCRnJ z5V}<}Dhm3G4MgIW zMDG&EYckZ9$jRZ%p`54hL_YkG^gfqy;(E~I$J@Z;f04#%*+l)2ND|#Lp1Qg1kGGF{_putKh#4`p`+>}T z>}sJfCyWQ2h1m>ri9}0MlI}itRuEaWVk05#9l;zK_ATX-6DK=fhJ7APK?L4*^DglH z*C!ORsrNeqC4%uCbN4;pzE!MzaU+hRb=leyOiZ?3H%h7k0~ zzM-@S?uT;h3yWg(%7w|n&Z&H}9RA&91|X&$IDw2OW}~0GseR862YJCP{Yw0Bpa1cz zmTR~DU-y;Vz0coTblzOw(mi|Ej}+>hED@+b#qE5e@l?5Ihx;be-jr+BxE+~Gsx&C5 z7K|5ahDQbrBOEEs*a!`pzLasx?K>2RQ!NziwLUh;B7fFNkb{{T6vTIT?7u~<_hR?q z-r?|$EFE;b(o4+!ic|PBmCT!M=lJF_XLA~8o@6s8a=a)pfP=#F`uZ69MwNVVbDnQ9 zwFUCDNPtosEB1{gbb3M$VXtbEWj}!NhSl54;fJO+~{tgUlIMo@!kj z<+m4UC}yDnE^a;Np;$mDeDQQ3*=VJk1n+dBcKC~!^Nq_>#Wvt)p$aqC@xI+~dkKIu zAgur{EZF?~5=_Ukg-S~;y{Qn1(Mdpj0$uEWb4UY|G}!;qkvig8`vX-nVM>%kqmgOwCT1gy5jF(a1lO~(N72P((?=vS^d)^fko zQc0uW+pL$b(6EAfxlygsg-7bj&mUIVWNG-jY$yW~{_~5E>+x4@0WOo9t8?p%Dvxpc z1@n_F&f@T4G2Hfc$J{7nR9W*sD}%=GK=UhncM$Jm|V z1LMp6Wsa;Y8pv-Fk{Ms1pk$gVeH_P`stq(7<#uZ68FW2XIrOsZdDs{uoqTaTI8isQ z$G2;9yg8jFElI~!?H%;WR&c%@-KyxU4$!KRZ>V3WFom3c_@HojHo3gJJm@#Zl3DIE zo*Mc7X8y`$e3@k50erkQ36Q_`n)C^!zT8*=v>OSV5NcCEfggvXU%U!RqUdR7JYM}YDKrJvggI7sQwk6LAftD0-xn8QMaJ64`{hC;G6Z0R;efq}0|N+iVfM`hO5Hnj8q6B_)GnQb6v4q>ET8Ml6NsM^&ehsH zX3@T1+VpJ<*Xnm^hUuus7AGv48Ty_Nw87g{d9KGQ-XvEaber!ld+V;JOsJgy zKE!&T8V4OT*NVtysn@749$t9{iTeP7SGiN^`9bWC8XuDdUg!CtoLbR@`r&g{QR)UK zK9otVnkz#ce2@DNttt$BUBo%eVl_sTn%;cOa}i&#PnOb2%QdBqH7T5%c!R zxZ9|hQ)!*YOe)X1evV`s8!goFS3(w|=@H{lra=l5c3q?+WOr2^PA&5K!xAYzzGHN1 zYG7L%Avt$mdm?9)UqC>^?YB;=&hC_B7vo`GxO1ml^C6D=`SM$GK58(Igk)rXxdjK+ z0ZP4pKUcneV>BnOZTvgy=ZTWEq%`AGOQkO?I%eszI26X|+_mN=7|~#r$;{?6vR zJZ(k#fO+9$LGx&?Wiqooh_u8Cr0#D?1*Z z+u0|QqDqrtd@?eb6kdz_*x2;6wBBoLYb+7)DpP`Dt=b&L%ol{rs$YPDwb}dIj@7+2 zSs9oq5%{i9l@){Vskjd^YMx%JC@fcD_#ibnI2dsk?8t~B5QratXFn(}FE444&DdW~ zh)n$?YJC}#%Jx~k^=7)2geHuGhP3VK^k1XG_KOF}BT5t}E*n?`bq|vx*4aZPgYLN!Srm7PU-6MlsA;S}@!DzdzSzauW5=zD=kD&p*c8cp7b}A)cEcj456Q@SFOE0umXn)RUWcrEa(@Vd z%Lu=jf(AKkw0$9SnP}v*L$bIRnOgJ;w%}T*nlw4{{(Y07*{5^6mF5?_^w9V0t!HuX zjkxAaZEc^)=f;5KekY-UEcYkmN`(@$sF%@tX!S$w{JcH{z; z!gyVG$Wm`iV2j5k;_gQF)+^h>ge4_>{DG=!Dk0Dxc8E>o$-(KAi%UerkyHBx&T1h*fAov5Z69KN!V>q;Z7z~YK@K-o@evuYso5*TIXJ*BsU&s7Dw!%?^*D=wO)I)25okBB?UkF_D$A2^$ZPB zGYos1$V>n2dZVfWr-h5~Y9q z(EZOgx1WD=59r(ze}W7{4dbm>&8}uiM?8phEBviA6t|tOFzP22w0|n%dep%I=GK}emo!1I8lP-UlGUUMyZp}K zZs{n+jKrsZ4f#OY8uf&c@j+n6^YZsy&$hK%+yxL9!Y!t229kN0`wxwsh6?rggm#-x zsqb#q;BjuGe?!ahaH^^tkbX>T?B&IXIkdmO>7Qzi6_I=!#$0%9YA8m|>la7^`0P?Z z;oKWYx(BiGfH#XLJov1+h#F!wRTb=dyfGQu!*}LDQuIGxx8&=nvu@bXgx^H7+W8ZANa0v=BnoXx+ zuMGva%zFOEk*QND5jFMD4!luDT3UK8J~efKA;bMe*2}P`It}(a+K~wYPD3m$lL5TcE|qSuzCGuPe9{>S4c^_yr#8$4J*L8JD$?Rd*&*TzGCUHyo zjsV5)A?t#_3gSRlkpKcl!P};$mw()m!B3e(^kG9eksq(ZrRE8cRq?om>gC^-t@#mm z*P`CL_u=evz9SG8F0@6C~jR?EyD_NTSqwJ zHr%3{>q{;A*Rf?F!^KbJlGT}2i|QeV;M^hEv5I#(_k558{3l z1vixxP7(9a?Pv8AL6h7%ygmi`V8hd)kV)0gcu*DzYFqhEX|RE2Fs1NpPt6owM$FiqVjahfS1YIiJxM>Zf!oChM+Q8rYU@XzCf^&k;NOlGlBDt*jQIeT zDaRzE^`6y6bgo?u5Vp(zKYSSSw|RZ=uy}JfJ{@ha&!NPhi2Z z^&0KLgALDRCV$M7mdo4oi1lt(+s7+|zT4BI7mso%R7-Vpq_%$3BRC#A5RaC%_W9>h zxhnBG3{Ygp9Y2JGh0fB^cM(!sOea^1NxGi+Ddqm{X9s_VwgBQ=mj-(fM*jR`9$dz~ z+ZXqTMXf1E!%X6^D3^bsrWl>vVDicvc$p*}A8@y}!M;~mL+O-x90SYm6%Eg#c!@R$ zwX<*4ScK#Dz_)m)sp|XURJ@l0Jg@(*y>&>7OidD@IN5r; z8TetWk|9+9MbF*fKL@AE*Dd03O^4KtiJT^07Fenum_*0O&Hu_L01OzEEDSI$r#b8l zPqTl2#exNsn4Pzn1}6}1>K@TyfR@Fsd5=M1D($84Btu3Uu9&!TET|@><1N$K(&3C+ zq2Qo1C{K z^~BUGf4cV&)=w?>=NxCbIl;R1mRwzrpY2Ys4o#*>O1g((JhTbTrc-ZJg_q7`z9D(4 zK5}$OQa^RHZoPE>3%L;}5i}9kHh;{V`*?W#u18N%&_&;z?kG%Abs;udYSmk2iiAd5 znn4crq=Q_3h!_Ttov|YuW2XbT7k$?UtFfAheHQGlC-RBw#}lhY{qPuFM9Vh zRrlQ@)`D_g3y9601sW(+|JE}o0z}I>BtrBvjhCOAE&zPzm~@dr@gpu1fN1YaqaM%Q zU37lwopaCxazQsv&(Kj}1d3IDFgfX1m77$jt?1+RPYUDss*TZY`Ny-_uW%0!E1k>X zGLl1qOjF*7f$8RMD9#OM*eE0R~b3+{S6RijUH!@t`0&q#g=}mH z|KT?&(8%QqcNev{!{@n7hTcXhmHA?9jarv|If<$d~EmRd*;4 zny|Lv+Ocj|bTEMa#^OJmK)G?zS%io-x)6xUue6ndwRL*Cvn#^_c3Xpwc4BxHJO-1u z^Of@nf`hjO95yt<3ozoeMhZ#X&%cumGb}{BkdV-*-BH3I49c{g$8+r7cLl*#6G$6r z5+G#y;DmpxT#>zg!)uoV3Z1GXJ=b$pp5ax5Ck~78&6Op$<;)wYpqVO5_`sI{Op>WI z$xcy|;Q-s4t7*wstyWHirMVyhgGpRvw%>tgpjao$kQ}!wgo2l9idOS+A>`#=w_?Fx zC=K=a_sxv@f1u#zQN*9sPN;LGS6k{d#yE=s&&*qHrm(dCY^R{ zUyJyP6~fFzU?yCVJHzKJ1^8CD>Tx>xuM+_cXM--6Jdq{|p~T@L^_Uf| zvzj$u%~wEOc!22^#c2rL#$*u9G*>(HeCE{xihPEdcT9MISrJ&@0`&J1MlJ!hCn+)t zs4`Pfrj;f?0i51kTg0=X*VmIn0Ua7^c%+T8?(pbgaWT+(9Hd=Z>}>Y>u_x z-k3PyN6ipWU=AjmY9Og0;#FypaxRsg~WM(L!uGpLxu`N?|s}oKXYApUE@$`6V)-E==AWkmPB=u(XMHtM!p6h4Xlv zI;jCoSRVsZ=&ay)bACZ8?6wCRM9B!~looN=9~aTUj;hZr+V^wiCxO8MM(xv95{E0+ zyUhS@y#QBnzhtEp1dxI^9va32lb`db1tTQ_OsC+iSA#Lg4y^~&5u#?v2|S@;PMVFx zK)wC&g*vW}ARVl#@v-d7+1TVNqK-^FnzDASmpFwonhg`*xn5Icw& zUY0*S*LqVYicJ*Gc7!Hc=Kv~{R5})G_$i`{*adnz^s+X(lf|>EoibYyQd>U3Ia?w? zEaH5sQyJf%6@dW1DsRH4UqK;ifkKoRH5&zmn4;|6!>U#Jvq<7Aa_6O=pLnfh4n@2X zh>$Im6Yu7b#(CiZ>{PeY^3kJ}YrRnX5cc3O9(ZY0iN=m160~+;-LJwZQ=ST(X%Lv} zaXBE%yKw$QffrtKbK?Zs=qeM~d*e3I2sj3`cIOY{MBUp(G20l7hxJDCxu&1Tm5_J; zGzrXjHlk&@`5vws{H7!2z7J@#P*@MmR5cgtBl0h7E&9i1(sC+D(RbEPHjWF605^Bz z7;ulaG3{0oO1qtZ9>s$e4(BQIPtU1QOp_(U!6wKH@4=#e|kypfXP|g zxz2qnBk=;UDfI0ncAlC7yi9mvL(E8T zZwNj>~m2J3eXV6;X3W*A%D0!+gC174(^L%MnOE{vD_EO zTp}@O1>@);|7r zwKHuse`XVQyT?N%n3$WuW%46M;U~kt?*-T_1^5G*^%yTY$HN13Ix2O2k|0Nc55;A- z9xz#`011i7&8OL!F;dU=ER4uk)GmJD=brb-*p9|+X)W#)h2%#IF*!ai+XHKuU^THTCklpqp6OGpL;S)6Wj@!d4>YiDG>P*_RUIkC)m_ z_X(b~c_X=!GtB0yv7fCyo~Y_A;-p(x$D#I<2;_#qb%bjmh{u1^1RWNvA}+m1-mJ$c4189VZ@A2rZ?|JRIqxS@#G^;rb&(#ICpLfEd}Q_BRzS(`EbX8z4Qn)YHfn1|4X|!|8Il@@ZS)P&I&r zR}3D9a*Z+4mKd16mpfeWvWp|2vTijR2px9=@|6%33do8dqmq6Hnw&Z`eXwG{B<1EB za4Iq38q{pbV0=OqvJD&6BJVc|+}9;yK|vga@Y@408n1>Y%17$T8Ih%$R4R>)eUw;V zKTWqBran7X!xnd9h+q{*!y;|lnylOoe>4vCKtd#w3TVyxVnB&g2Jf`$ZG{0!ktXV} zup!8#Rty8K{jMcO90cc>R{gz?a!cOSPas#EV|Qm$+rY0#DES_F6ILi$<&>YLN4{KgyLi|6H47r`GcB{P}Z=>Uqh${fqe@ zDk)HdBM(1RuN${61*>WkoegOga4bvvTqUf0!NvQNh{My6s(1R@4wH922^?J_q-ymJoVzh}aFqF`c>fRfOx`uMy*p0)Do z^|X^ncR1DJ?PTL&U0%Tr?%xapA|j%PGIAaCJToMO)emPz{`6sgi>8A~avevFXg~8z zt~XB75HU`EBbj`$RHw>C$`rDImY1YSyz-fr>3)x`mlx$DJnjU8p|tvp)6M13)q1cJXXFAx%xfN4s-0-fI-~uwVj)zpJZ(S6A*uI*r779>+xT>B7M#=`Lsq z?0RfAJD0ny5jKlI4Mx5`pC~s(e;G#ZuTg1ia749BYHMeQc)pJ`>?Mn4)qTXXH^Rcg zBZX@0h`Sjh&iZ=FjY20LH9A>M%Jj@kRUtJsb*9rQi`v@xNQFw4ug*Ub!j3YXoCq>L za@d5_SVku=t%jgVi1QgZ{MVXZ4f@H^Q70G?5QwR% z>Dd9BkZbehPNTK0?PuLmc3sm#i|HEYgI)$suN(J)bdkn0axRmh&LF(U9Cj{zwY9;RSc8bmGMZ0TAa3O^bK0E^^w7xuwb_-c zK3do>|6(Nv7R>iEDyps8{2OkNEHl$A$uUl`PoLqB(JTo&>kr0)F&yq#727nv4>F?~iGYCXWORMRik2xqJ zqT2;?dXkk-?UQu(y4uw7LBF^>&ffKDMT|O)6dncc$tF6tDO3pi?fKdWQl3@hfep}yUy0W)p!Prg!}%i$9U zEhA(8+1WO=+ZLyCsV-G-Z*Nz3baeENs~m)WsQR9e6S9T|i+I)6es>pxWNLts>vRoL zZ|{tAWKoLz=`eTEv#BS+*&O6ZdU|YSP~R>hTFBnnV#MOwudE37w5lp@h<9P3dH%Gv zj!x#&*TJUR;o;#Rzf2A#p`mZ~t0A-^BG)D3P1iQ8{<`d<^=4zTj`-1xboYXSk%rRa z(mERkGH{*U>>Ow-Jbiq`%?i#GL#1nGwDrf?+UE2e@hvKPlC3%du&r%uqNuWF5OpwG zpu%j!!p~3Ij$cE|K6Tw>rMLfp*mT?*NnD+@%$0}3C}fL!Z2s?aPE=aKWHG%D*HhIf z8>0ksyYPlyc?r#0E1Jl(>)mUbw{PDDg@iEKusnX8MHyr2Ylay)GBWb6P?d;~kd~7Z zFA$gJ=g~Th=A3h8W(E?37b^5UH&-GTMnocLX=&LrI4A`I&ZL~DxS?%jwTnOAJk4X} zHPd*$mK8CQBbS2i_H23S%;xXuoWOO6cVC>34@y^#Ukt+`b|oW=I>gyEWFfp~ib$^G z;^56+m_mInVXqNKP?+AWMGU+`6e8-pM>|zxp%uPflwpSXFzc6k0i?XLvSTqqEPPn( zmh$n-FV0KdA4k3-0iMv8Iuw_f7{rj_j*o+b15uoT*&MCCt+JYHIcvfsVWVYb#U8Xw z$@tUca@eR#ARcTtDql*H^35hF8lvCx@U8dO9PZ4Cp*ZgRuviyEJB?@0d3QF|^XF}; z0tGFR@={{i5qar^QJ2yuL8F zzBuj~7+?{-S{n}RYa`%BHiZ|vq@)DYIQq%%Tm<+M7L6#S zoTZl7VfDCfM{b5^NV_k(;mOvdwUZN|Q*RLepTs-^=9Ijk2-QS0#o3kJq>MD{Ckr1n zT|A|yqE`>=c*Lb~pFT!8+x7C{H0=Dt3oRa5?|j;mn}M9+@pJAGUH1-LT$kF!N&0)< z#BzT^9HUasQxJ#OSuew4<h>NfWF%EBTdaljjTF|pP^E+p)_ z%DNuMDqVwvayGWM?*tt-vJp>-pAMu%Mt+4T0?D$oc^+5GV@`;w7#m9nT#~~l=sN8R zzy>f?Qg27pHLLsf=0?jAA9^TcD|v-8*`(o!|GPjYhOnzc;w=Uy&CZRPTdQ%feTZ#> z&IO&2(+(v#i62<2>fud#a`XMK*4{d-s^)(eUTma6x{*z{ph$;=gtVlDbRz-+(y&Pl?h;WEBt#IA?w01v63_X4uT$@Pz1QnMk3M_NnprdV=lCRVo!dwow%*iMyX0tt~6Rr)F%rBxF)w%9-b4|uGwiT#ZWY9~dE!oZd5S@8P z{X#B7>n+V_PmBd0CX-u(54ng7>I_+345T%ne49^M1`dkbFy)^8`PmBu3M=bysHAU~ z#1jezos=1~oXUGm=>;c+92URZr<;Qc)T|2`6WMRvYa;$pbq91;#<>3WpD2v*2PM~~ z-NU!NgF zesRc%nV#7Wjg)f>b+dTu7@@p;d@O)qv7UZs*?V>5x2Jmj*VUlg{_k%KO&Q+}*YDYy zQ<_lX={-G?ULAel9fD1i$8d4-ay%xZ?*TsM&Exh#_j#@L$$>EwUxM9*!A<~gc*A~v zK>-sW#w0eijx15P8;;{QCWy;NmxnE|+|^rieV4}wf!Wk=HuNAFaM>$Lb0VStB;_ZE z;*jRQ74&G*ik-3iy&tuR>$BmC5$W0!)U&X#-+*BCE6va-c=Yehz9VKy7-vLmSoaZ` zEo;HqX6(KP&Aze{@qpx~boBAb0rfli^nd}&3@mI{BFVv+J+u`-#L%F{N%4x~6tCPG zP)X%A2j*+M$=hwaicKwpfrkfQyHH(TU!Mw=4MFHwOxLfgS!k_3Icqq4h8nI|3UJ@x zp*b3l4sd?y$29$*`Md#;*a`_1wv{!Sr~MHNKWA`I9@61e31SZTzwQKPMIs_1moYa4 z0^tJaoX4bTJi7nw?_Ok3lf)28eb3p^5m3nYT1S@V%!gyB&r(>^Ug$+y@*XryPwdBu z?1mLoJDIpN0xt-%MB2{@Ywziz<&Lf1^gDDJpP2HuNo#JFREVYu0x~=OX1d4HzD3yg z<9*QQDmSgdy^_v439FNehO4bDeEN-?`_*Oh)q{d&oi%I<)>y0tqZPKleb#WmZ;;o; z=<82n|Fyn;RZ z|L)xel>7Tfz1wRiDZq~}0?)m(L>?o+kE!ure6q!{=)}5~@9%BN%Az{Mg1Y1;lt#?Y z{ciqzuSf{Tz-9zHghajxm7ni4BPuP|EoBqOA=mt7J9XXgZ5zl;L=+UE$NQ^!KxxAp ztRNsq0(${Ab2xBspRC;iJS^*KxLWO9lP2pHM;;%sQGA~-$LC4at>Yi{)x&+sSv&oPMyHvp`FgUq%4{6fTa4m&qD zmx!D^Bu_Ce7btTOklm|41_$Q$e5#7GN=rfa7t_(9C{3^ERbb-cS`{X&b`k~|)^@GR z$o;YX!Z5R-rryakEapuj68M5($sw-+aRn0dSPKVO{q?=}A$;iFr8d8ss$t4@&iMFGF0I_CISUmOCd=_(!JCdKNK`Kt_s>GQnm9kve9&qz@(B+X->6|!>^ z9sH;|Q}Y@1t5Y;Ad&wN14ts79omTjRy6k99W&BBC5jh@Fj5g@dz4ZYb1OAv)QwnB> z)v*C}i-3Vt^szS)%lGB>W*ojD{QT=V8PgRknBr4<5OOj4D7yz1Oj~27Spo6|+I74$ zi-pbh`bS4?9U&I1FWFzjXNUH=VqiwLbiEY-w(cu+jC2UDMTD&uB?SXb;aHS+LQ4yH z2tgbi;?~29Q*95D-HA$>wYTEtPXRThJerZdDOS;~sl$Ig7;R}piHtFymq%Jay#mYU z;0oO}Kot-9U2+aXT5V$1SQcJ!v^9BKq_wKiPS}U@WQK)N$=};c+4QZa}4txE* zN|405n~cRLl!|yjgB^$2a{PU7{!p`Wm})>1d}tVW>$svdGCQ-gvp$h7p;)JaHz3S~ zhC-4jPjj#CJ0O2qYjd<*O&~QU>)ejXlaWS7RV>ar&kqA?^pFAA5(iXUUsbA;hzwHO zq;G~@bYQ@p`=be`s|Rs@UY+!1suCJ18rQGVq{AcP(qLq4n;&R<_ozDQd7Mfrs-hKh z+9wK6lqlWs;v5x2@YnXmzn-YmSX1miC)~FHHTyJ=Zx!ougWF~ZI`g*lmOY^v1zOR= zqm9-XAj``CfpHMM?y*m9bxu`A;&}#V4>`Ot%I~QYTq9vGjIEue(2dJO!p_2Xt^>z&4*Sw7V~W>JEu^Qqd0Z9(X37nN54fD|ey2fltQ zW){b>SG$Y7b+XyEF;$%;k#V#e)Dr`A6<~$0v2D^-b)CpSFgy+vwA{BrQqK(lW%F~O z@#>H~BunqG2D*lX`NZH->lvow4{VUSgzhpk?JiB;=Xn88>&^!nimDCp2c-0KOQR@s zZ3-{Hum)ljb#z2A-suvETyvbTr~lLuf@*B^qL;I}{ppj%NJ1vb*XGKLPFDaqqGl5i zfxmhB`K_>B_DjaozI@FuKmZ1DZsEKg!OFCYi+_cLqzl(w&QnFpBF7J~7!Y5?0ZRTX(S>8=a2o`bz0tk+G#j^_{56(*Axv~dDIOe9;g{7Q zUgIvG6*>O;`Us7i*R2K1I%EOLasmT$%#(I_Xrr*~IVrhZwAgIUp~^^J<`1lhiS@r7vHOQ0+kg)NP-o z(1o3=A;x{L1B142-}p0z7C&Q&Jwb?hfH(_>ZpPfYsp&VXb|sw9AX5-sLc)su)k!x( z4jtq-w_AmA@rEKIPJr!Eq)@kP$5Br9`Y8SS zJ7IEe6nI2hnFs6LEesBi6r|iR56^vPq%M9%3N3F5! zF@S=i&GbN~FZ}>sEjQ6!Y$*Et?2pB(E44>U%x&EmUi-SB;w5!S-^kWSLqmX>95K9Nf-R1e7c1NlM0& z(s$cc&VwXzeokp-v(*5l&qTqX=Qu!7_1nF|1c2kOec=*gmG>ZF6sFXFdsnr&1Sm%u zriM(XsV>*)2LvjO(F$#!u6iBYgE*3@f~qV4nKlAV16sV{G$Y+MM66$<;6Y+ONHa4l zKjfz_w_@!~h)>n_t@7 zRogRepCg*x!tYKY(7Pj_U=e~uzM!Yy2V#R7kBGb0jXgfO8}W?i4oFjLX{W-(lkXy4 zOV)2QBv^0#q0BqY3Vki9qyzxZBh3RcKlkggD9oS07_u`Sdrmc?$4O$A8L|okcV;2- zayKG^CpbGht*0Nfuh)!d*i#(FAU!51m(P(4El=KGtCi080I6Ys5B;Yf`rLefKgf)s zyPcg!Zg;GdKogzDPyWC&qE-SxiKCHo0g567V@WRNp?b;>NT8Yp2uM^9HpQVz}9cn6JSf)7k9^g?-7F$&T5Hf5who#qeysFC2<}H2QAVIENG`8n-)vylf0m&W#XTMRA88SWsm z@0z@zLi+_e*NU%+p+L6W#P~dJf4y#&U?A{Z`#erwZobq~F~{SPdS|r@!=_ZqRlo&50oSD}Rh`S@VU~b8*ATwHy4y)%^ zI~F&>b#Fg<1VpG}JBTyjLh2VB)#1q}b;O2dEN)H>yF1f0024aJ-HtCrT3P z9=Ql7CT2Ggg{B6#DHx#H-@l28h)`U*C2bQE)W(e--7h44m9tZml7j7r3tpLbhPt@B z%Y7@+g*SMw{iv@QsrUBw4v&t0R#?c+rBj3|eBpx|MajoIw)ko+O2h5Zp=mNtRt4X^ zI;SI{yw5NBj$b#pbGG&}Fzv2I0e#gOQv2TPP-6A$}VyiSr!Zw*9Y!dH97Uz<%+<$a4Iw$ zLM(T&Vbho4bARXL{``!Zs_t)~!bdfVe|cLB#-xud1`iwi-pXis>D`V^FScTM5eBKcyY z`=hhc(~e*KIFCj*H#(d;YS;IWR2g%vhyNzSeJ z?Bz@3!P-PH9wjdXxr<#}TU(o1TYE5jp3J5DRJ}0x>`~({#~<&BBXb${Vjm^nxpOBW zJ39v0#Pm~d0H3>ww8aUvc3-d9{hZz#uGG>(6>*rIdbNG}^mdGm>FE1AjFquP2mR57 z?}BC*0SAHlc!QJ-01B*;aZK{?3kC>^jg6%e_u$bh(+?^)s+;YJp%noJ7k(w>@U6uB zaO+q1A2nrV*%%tZdwB{mBx8=#O`;HksOUug=U?Eii|T-QS4l|_j#Ie#1sNL|Q50y& zTxgx4=^Ghx`Sf)fogW60vO`r_h4jjtdJy#JCe#0YEkKu;T?@3mv%~ex#YA5}{Jqh@ zX8!Bfw{VzON5=QgHB{ zh=&;+aZ-_{)&9q6d)0DZF)$*8Nq+`B%vd#U#Pr+7xZ%p;(rd;>Y>?0<%^+#Khadms z22D^e5{pJ4KKq%f%q}TWPc(Hf2pjW`XEbyr05LJ|L1YYbcj*Qf`PwKpSbVkA_w~9M4IGZ?V_;120TY zUY?PQtE8(cIvRgBv{Iou^WKQrr!3LPnwpy2;bpRH^+JiWz2Oh}N=fkF*QT3|G|A*A zS_50bug|-qC{y1%%g6-H&dmzM!}` zM_Tj86uI?m*GUUrg8b3B@6f%BtW&$OdT(t_`oIU8CjQ@8s>1Ki7pQ7Jclbs&|4z`R zPu94lj6*Ctw@jZ=Jfe+lPqFZbQy(HCCJuW0R)B?-_1D@&O?XULq=2vYXQI6>!Wy5i#E_g>o;5pJZUq-fA!hTtuOgR_(F zQ?G--_}Z0WESJZ`;(1b$n=PaSOQdXRY?Q>sMrI80323K#Ng(ozJT|V7g`5QHlTt9$ zjZaQ?4h-NuSs9U0R>sZE%Y&!VM8w1pkc6Zp8gz27&i%Oc^wf_|1ejtE2!6qlGrYXD zKW3UL;@KTZUZh{eqGUH!vHa%Khh@GxyHQLbcm3A^c#snSRAp8lcB*x#8bX~^Z_ zb!?_;*TKxFZ+q`KU(Mg5>U!SL@B|M0AwR;quCDw-PCu}not;HQMHz42B(Aajtnj-h z<|g32*f^$ig|%sV0`!otFG{Mm9XC@5%Yx>+1P`t4b0C=(kSCSW9<+Zu(# z=9BLpdHs$Nu5@44a^IZ3*52L@+Su{E_948nDEa+HBCE;``>!m1JN@j~*x2wnj#YL; zOsW|I{Zjw`9!P;#s}0J_tx!;L=(SF^7<-WT=mXm8 zjeUG%{4h_OOg`b-(`Uh0gt>s;?%usCohkI_eE*cM1p;zal7W}k2Kz3{P&9R0mS|gd zlm#;GB>6c@fkl}iM$?Y+(L6KL6NgdNvdCJWT7ZZfxw)uR6Oxedu&_0Oj^Gy4ysrXM z2#bE;p_U5`{Njb0c5vg9F&xLY%>EcvLPf?#Yn-xj-${Y8*$lM6ajKTU3?6rozTSyucHMfrhNxM-9xfG-D)ZGYX&nP zsfBWkm?;=2lq&!?K{UcCz|;F-5+La4P|ht!f7~iev2I_`QQbro8P=ZG5GVLxV4!6R zMNFVuiAF0_Wf;J-mhr_vO-n~I;l{W4cN4ND=;@T>N?b?)fX^<@n6w-#t2R=Jk4j90 z-)%;q%M(tdT(3_05`2RSHCo;sU~6Rzlub^aVmC=sR)D-A83}@gJ&LtxlT8Y#|Nfre zia}xQQ8jUbn4lx}Tl-Emoa+&}z}9BKRr*NYtFN}}WBr=(LNbU(aAWGPW!czzhO;p6 zci6EVr+E|t533VW><4p*!TnVq=k~6fl#cDdO)}P{%YTa9pM10I-7rN#+ z_5JiH{BAZ-$68H3&1)>~QouHh>NyHakA`7{ht#{{jMv41aha5r?fTpid+oLJ$vhX|Qi26sWUyo0D&42h> zH~5mz2@m@QT(B;OVJJLcJpnCo$Ot)I;paaW z4LE&&NS%Hoh`Wne(>@pzt-jtu$waGS&Wb@W86#W}Xlfa!=_~J?7x%cCr1yg6=FwJ1 z&)n8J34<~OgJ#UU>%maG@Iq{D{}SM-y+s8nD&|-!PAC;MRYFw^RaF*lf)osLK;TOM z*|;bRee&yRTH^kw(JUb)v8KV(r>IAh%CRpJ8>nJ(4_#anv!8vy0}ag`L$7@pb+jpW zrD;o+E8uAUk;IV|QsB`s-OkQ2!_DnS`2__ZVin}L1nuI}G`HZl2=@$daZzbh!18*4 z9(tA=E?WBIEbH!j_hpiW&xD8@M1|_h2`|pk$*f6Rj%*mjJn$`uW#z1WP9ImjLCw-smx}}(rp4IhF#KDLNK18&%0K@SJ41&ix z;`9vY@0}h*7sARaoV@aQKPmg!UCFgIT!;hIvNgIcCufa^iwHQzdG80qr8-aw_{0f% z!!}UF@h5L+CT+IX~J`rA%3r&g-6~6Sh66w`Z(4*d9?9qfC zAq;CtxIKvyZg@Ifp%F;KXSgc;t2{3Rn*EZ~PWCaImXVK+xcEgF*34q>x5|+&GolMM zN73NXl`2TH{?yNGRqsuJygR$6r)O8UyyeoD{jHsqFol>G!KwG9@UJz{KYl#q;^~=s zEg@Wom*cLZkLPmY8q4!+g0+dx<@<)_?BdYW`t^^JEZBAFc=w z5C5QYah|*EJta1w^mg_53B&CdXGp^igj_c~)wCW&FA2;l6H~SNn>VwYJi@Hc*@Zxy zw;|-j^-)D>CWP+G2%Ta86j0kfE-s0<%S&-~@dzQnuOrH5KdNq{_b=a< zlarfYJz7K)7gz60>^39HLyBbsyUNQWt+P`2vda~CKe$QvO-#5XB&K`BH}_^U4iF77-OLFCGYgyf=S=ON)1J)G_G7V-C?fRK>9 z8_E$noY`CcLri@0zKICI4XUoNat#Saah!BgJR)+j$FgOLpAgT&!;Ad7dy(j0e(~0M zyniB|OqrLEhcxU$$c0!~2045~sb^pIo72(JyF=T#-|9kjPK7%z+qvVL(Pzl-otGDy zGwwA^p4V&;4z@-o1d9B@q*PDTX zhzGm}_gsW5{@()FeY1sL*h$WEUYWPui2nSPRK!1HxZ-W(399Ix(}p4tV=w;}PY-Hr6i?xM zd4J_FU#U%e6Ur8MGpEwNMbjM}$7>9_fEx6*@`J#v@bJ6usBb|?Bm)QbU6rKl9^etB zOZ8BhATzU|;}PlpKK>0lqI!H1T~kxqLuhNI)FRK!$33#+oUq&yE!W}l9tC1gP|4gu zgPB2uQqQw{#InRN^7AX9A$|&mlAitEi12VL-va{%CfU7bUETfamPc@6qVQUvo>00= z@jtE^FRUc!Kh8#D&v;Ei(Wv zU=6Dt2_%-^mv%tqi7^=1#Kgoyceqxt>OBas39P01ra+pkssb7Wad~IOtuE4BIdvk-9)*VnQ8yP1uk0nn5Lc7>0E~L5-mP-aP@w zZwu{90Ra&e_5+Y`VqjRL@}jQQwXs$HeRO^tEGz~wn)g2BUh9Gf!DRiPFb~$uFR;#n zFUv=e?FT#lz~(Vz5swk;>IP|^M|uf)`BbV)^^2(O-$8XhDF(+3Z3PhDO3~FaKd8$( zw8J4B-q&UGnSx*}D9GZE^L1boR_+V=jVaY_83q0QG4fc3pa1O?q3c3LbN73SFqx@B)ui(A7cTB5o~fU9qC$!Z!@c_ zQ9lDt%DcSN)6=Pho#-6K-Vm^}v%htkq8S<*TJRDBb>(ZhEh4TP+F1q?!Rsz`ga#=Y z{twen8&gKJKR$j`Jv=%xKiZjxr!@kOm)YeM72(fN^!4|1KHfl~p;x-jD>wa__8ous zh_0=Ulv z-X4Osc6aY|h7u6d)5ii|M*dR#$%@YD@oELUtQPpps5q=ESDwFLNV#sbHLM{8%sj4) zj0}Y0HEx&z-q`D8y^ffS>uJ8&T=^~zt zK*}cHKThu8N#7qrs7P||j?bS7eGk^!L+~geNZ9E|TdHY5M0+q+D#z^)@DhCyadFG7 znReFLu+Y%i&DM*a7XK5~a|sw{uJ}|?G&TC^qLj4k(=~wt+Z&LEB*sV?r#Mb=!UA4= zQ&SU3w_-xBrIL~ognIVu%8&Pt(FtgUn{JK#Kf%;ZH;7_ zdAolzLiG|aZ~=4-;=OlK3xo1fecws}bSO@wmP`apQC{BO$qpiXJUns_9?(JXT1Uub zHSnM*8m& z1FY@ZX+(n|??H!8EM zT?sKTF(K^j?e8ipcTCjS64TN~?d`eiym?T6NLwZ!MFBytqqjBXHI?^#;iY}OaY#OT zLC(aqG;GLjw9LR;k{mp4we;>H`d~&xK>Wiot3q!tI4>T1@<=;X)zyWirc$nq6bCDks!I-6s>dWiSr4GvgXN{}>Zh&A5q>g*93KVQz5v30 zM0J;$;p)|^<1PN;2y}FK3f=E?yBC{)Kwec9pG&VyfA$Bs;q2neKuidqUV3fJc_n9bdtDX;6Y3;s@pZ?P+bh4o+eu7>a^5o#IX z*!m30+b_6G9usqi#M2ua9U z4{$WmgJsr6KdH4Z2VAP0Y6iX*4h89+XiY^pZvtyEJ^?ag%G1jhhj6Z7;ov`?Buq>~ zUz;90C-k{-nNWG6laj`fbDOQ*EBe*PGPAR&9}g%P_RKE(*&s(D26b^xdALApHo-4S z4HV%Zf!(O;r{77|{}Sh`r@=wQ%pkK4OsK82hiu4}VY{&f=NvJIs_; zeB4a~DY-O-%Ae7P=(6Qy@O#J3Fm&e@92T~ei{I2Sxfgc|xi5N|Rxjm1pR(U+)%f-1 zrW2Vr574gC&+T#hi2N%nrzzEE8kp=X)yLNgg@gdv^XuR6FsWsn4ii@Uc^^rH0{u~n z<>iy|dB4BmUpMpfwc_K`vK`ALCaMPd!})t}>tA2Jl8-`xC~OZ_nE^9F2A8AWp1g4UWIl4YpI|;!ta2((v`K+BE|a{a(td>voV+d3lL&P zMrpgH&i!Bx+!Lujfy;-q?_+-%Zu}7)9a)B)`$#?WS;_$QCC~D*1Y}1s3*Gq z;snG+`SqDqBd4Le%>N2Ur&3m0;Q;vu^!6W5WFE2IBt?fAIpy<(`js( zZsttrzTw#7Xx03$Uj5+$P_ncFrCa*pHqg;x9%QsMB$8bJN(;LejWb)#-Mu-r;t>)e zt%^Uh$;V7>zrW#_P6=Hb3@zr3yHW2wI7;Wi`ZGq)dRP*xV|>a{s* z=2Z)J@xPywD85r;V_{up-l_F?XYN7%>ua48HSa2`INSOXOwz=K5gQvD)s~4Nmk%!2 zeY{uy>_f7toZ}h~A z_`}faKQFCy-o!BbY3wxR`Jeyyf3e2`b~iBG78UyN6!n4zwn*SExq0b`nVBqjXMfu= zN&Tb%6~Ok}ZP69S#K-+#3$K97cua3=c;HuSWj&Su`#lbu&dYkjKZgFrCosqam#oLc zPkT8Oa#li@Hwf=@yc`4Kgo(=tVPdMe#O?ntH$pJnzDq~HX{Fw76y8_&i`Lh4@4%qO49|X)X`LD&rFyN48fM8_()at#!zM z;!hy(I_=Taw{kd?)5lc*>FD^sV`!hSP-y1;Kg;s+!^2;lVK<$pB^;-l zsMXcgJ)3O|4QYVGi}>uS0S(YEz@j;yQP?xc9?{4;_P_Ev=(NrlqY7 z%v3mNoZlHB_og1u31^S>sIdW#M}M0wxb^&)o7bdCf3|6N@iViC2$i|HIW{h?EI^B9u@)Ab;UBy_sh;OC$nORvezLn_ST6Oyy&06UHPZHeE1R!$g{o~&xf6hQx zLl6Ot0LS!4BBGdecue<}hs_^8i~@lIJ2?FYch2d+3x5jaU-TPfn1+tEx1&wgIV+l( zt=&bMLeSM^cr5?}{3<<8>YNGyJv<^p2E+yOxIra_r#)XOX{(?8B?AKk1WW5&`KTNA zU-L;8t!->9fITfTZWPMO%7RZe0FFdzWw_cdJv|*fq4eh$lD{@KuF}%d$|)#(h-DoF zw-2A0F@wLH4dgwDN}0{+<|<&WCx-Gx{SI&V9IQovF=_)1Oy<&+ZS+`&Uw=*v>C6xC zwLXi9ApqQFt(XA6ClwMBvObTBi%Y$xQ3AsB*M#lMkkV3a5F1}A&F>7JzqlsmzGU30 z@%Ffxgpx80faU%B_iaN%#QUpbz2J!inpd>_{3H+v#J$(bHx}O2GfHS)R0IGn0 zIy^bCJULk3`tv9C+R)k?lV(GSulj}R*Q~6q;h78Prfp1Kjfi$wJF zv4*t{S`2d37i5rIN*isyI(FhOCKH{_Ql$HlO@{hE)2pO?||o;BEf=T2}Pc)nj)Kf5&l8HF~DT-)#oeo!szb^+W6{ z_~X#J@V8d1fsIw3|B!6mo6un=056_6IzQR8R@96EHu$yHYvm71LwVqzwP|To@`b~k zn=L1A);Mg00ky&Z1b*=IHmZA*2%Ntk4>z|;u|ZA2S3p`3 z{XD6Fl>6WQALembShWd59Pz4!4jGV z05g&3SXb?QXmA*&^%oWwnVFf<2U4zgj+Pq{)6?^cr|3}fnREf#xZ!)?I8vgk;z6g2 zjfWT9+$>q5R~~87>|@^$xRPob5R{oo3+#2MUb$iW^fW#A11{?Xabw-99a4I~!eXl7 z37q&>M$5UyV<(yqzCVPwcNS^p#U~~{U0ZX6S2mdXZDT0J(iQi=sQ%A6t%X>tZGoTY zOxhr!(E!?9d0$%kaC=?Onp)CFpt`0;@aHN#b8vC~rxofd^r*2J>;M{qr7-c~-qO(4 z&Q3>P0yAKMPu<-ZpflxCd5vdQRw4mmo1dQ^ZSC%ME(~VEGf5M~gBw5U-QXn?QG6}o zeSLS|I{&1{!NGyIvnD1c64BCfi|4v)YHET+Jv6t3#c*syfQf#5ux^wK(F!_{QSh1Y z+)S4+F)?{f^9c_RkC>7Y3$-~0FDGTfyY=Y10GtqD4Psd5bX`1FN4r3^J)D@?Wq(EY zbgPrlYcbn1J~=t$&$O?GhX5xS1FU9~IA+DzzSvyc>qhV7z{o^h1cH!9N~QA`tg zoXdt64=7}AZf+)+@HPbTmH5kcJ*|HMF;E@Iwh`LxDCj+nMVJkt=Ow#qudj z6dlUQN;xRfN8O!+lj^su7cWfw#D~_In3=ahh*<)K^;+-IP%dEQ96%!w6c`vdK0a;+ zvN_dFi)RZ3NRS0)2Zeuj!L21EB($=!f*_~qCLC#1?y8!aJFk_Kt$Lon0Ws=zezdr~ z-HT)v7N(4ijjd)*PX<7Pxe0|r0ixJn!GJ{Em*NZX;`0>am>3z+0P6sBHm`|jsb+}~ zgEHeF$810R^6C!O`^LuKuTxF_e!-Dm(&w(ay$Q%$ch%Io0VP+t{E~&F7e8ggbHk!; z3-EkbBB>#LiX%zwze%^+=gxreAUJ#TTO=sUD=1K0G`dMqlYD>oC<=_h>He5$bza)k z{6OmC<*%$CUrHh0ym`}o0Z$|WPHqSIyAz6^a7|nH?fWLrQoVBMxyel4(#6AV!TPCc z>j4O=XgzP3W7&acq~V#pVg#(3y6YZl%E?{%`t@u4^XJciLS_O?vAn!o^q}5#`{A8G zaTwupXD5FYZEV;8WbV%%Mv`;GD#?B6i;Nb(Rwnf=8(65p0_Cm!uvM>SxoN-=#=Cd# ztPk`I8bKBU^a!$J!QsmxJ2`1-2wrIlIPqhasJ4gdGXJexRe;vsI!!fvEYNx=>@p(_ zwSjt6=zdmP<3V=Eo9a$Zym}QTF;}mNwG9jahOn2Al!Uj)19YT_n2c<0b&+cHg}=r< zI5+^&2p@M1$NbWg9X|5*12^X4f;LWllKqu$c#=MQ()#*TZ;Ts5F$riGKn@f4SZf0< z6gX2F0d*!MC+jwGsQ|_H_!WGRv52T>f3&S09tBSu5HLff_xZqouzde)Tz}k1AuLS; z=%GZn6cdR=zHew?x_+GimLeaLxq%dW)xR7Cz_A1}Yw_=aRKBqC^6Mapu;wQ|1bG8K zI~*v=FrX!805;O30&l}R;woB>l|3XlVbKFv-C|{=_#WBo_c;FGFH2(;NHNb19`RfO zT45*nSPlWnV>AdzZN=7rGa@1))b{V*&TrqyfeQ(bj+PrPP#c1e10f#d1vUf}c~(~^ z3=~m(T3Yx-jcp#t5P-u%*Su1crYTtRIU*C&(~G08iR-~RXLf0+=&i#y<%rnWlxr$t z8X6jK#sV3xs;Y`}yA?<%Zt)ieM@L7=UIb1Tww9L6;xEVmd1%AC(1E1k0D~VH6%{qR zxmi(WP@~`>@Qqr`y=ZoAjYm9`4DhEGV2fg%HxCS|YHM{JMv7kH(}~;@b(uk}*=Yeo zz@5aVrUft99iN=!23q>Vb58B&z@vPKWzz+fliS+bvfjF-?LoHu&S|Oy$P{kf5*^L8 z^>sK$a{+~`?BGxWZj~kBt>wLtZu@srJrH+)H{^T%^uJ&K_;=`<9fe9E$B*p4AN@UV zZEnQsuU`KRoobsBBxJH^3UKBYv-m6pv-KB+GKELx#Bnm)*+&>ManbT{(l8NaxF+H< zayU3F1v7+WprG~H@&5A4 z$_McLY|TH1h7xvmOixtmJvU803=HhfvQ30#si|x})0WfG$7nZp&uM=*MvNmRFb#=Ar8(P%F00|FNVBP){qaKi;f}*0^(at=JHedVk z)~`FUbfSqpJv}2MBl#diG+y2w1X}*<^z`lR=|3u!2kVom8yg#bXU9*z@>c>joyEjy zLt0{9LD^3>dAo6Oaj~sW9tQN}0>R+#?=SjfMd$nX@BBAz!~^|3zdl(fl|3Z_6c?!B z>)2Q-U|Ef~!a_pl=Rwdt5j1d@(&AzzV`F0=Gz5nZT8(hAFfm;LRk*vm!{?|gC611c z3J3|=0J|i0w%#2@S@`M|qf&sq1`bq{$*K>XCcexzcLidar5`9$_FCtOYSwSxz6HMJ zg=~c3`vbBtR!~sj4?I8Rd>I!V&7!ojy2@UAUq{Dky2(4R={97;2Vd9df8x>Nca->K zbyV%B>CGEnrGWQ*b3h=I{n zhU7n+KQA63-4;G7!Q*|=>428@$Waz+=ECRv)cbb8X&UHTwTAG@k`gXqrypr)%ZDZ^ zDk{LjCEc?9lwV!V54^@8FhbxtQh}B~UoT$);@yF@pW=C z6aK)$yLTQR&RZq`M}buNJc^QUp(}z^DKVAL)aF-5NUMJtL{_@C`Z@L{8tUf~U@U`L z2VEau-x|=N>AYAdY6cXvrTC-SS6JhPL_hrbXJg~+^Ye3e503&JuGg)tQlL?{jG3TY zZ2)}d;abHoffN8YW@%|zTu}iZLGF66X7CGr#`Gip-@xqMLi}eOLel0}h#)BE2IBu! f*#3XL`~u^C4cBXeL&{R{JESD9F84;(?CF04jN%2) diff --git a/docs/source/parallel/figs/two_digit_counts.pdf b/docs/source/parallel/figs/two_digit_counts.pdf deleted file mode 100644 index 47c11a21dff8e48dd7cc5e8925774a5bbaf10891..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@S z$;#2%-3G)9ozeiY%h3jrqK7se5)m80dqz|gBdG>{TZP`x&N2W>;FMV&DF_5)5;xW2)zW$fY{|7pd=;#9i{#q ztvy2Tl;*UuvSFp#P1S@Bgh%{(pG-N1XpquxomlyZ@c}iyp+T zYikMJ`-fF_IV)Rh8~1;%rJUY5xoSF_Sy-V8{DVgxDyplq(;uUN++97Opqk2NZuTHf zj(^rAZQb3}tX!p>9GsmT|0s?B|7c3o|7ptOEP$7m_F~`KwXr<%t5?{;*k2URf^j1! zg@W)87^HQ<*k6!?P=n-LI@mM_rKJ(2!Q$A?o?u;_m8aQLD&%AWLiJC-pZVxBGaGM5 zvj(yTusbvMgq=@)7F%9~-2B~|rUnAO!Z5d^R>A$>;r|Z*clc*;Mr1f2;agKm<0@3n zc#VRBA|WB6D)KAwmQTd8ADiZ2wjv{aJH^C5jmK6)Mn(n<2CJxy!ea@a_fZCv;28V; zn$f8+=;`eZ4GY`b-DNYVl_Qdfd3PAF89`6V=Lp2Z!y_Qj{$|`lWa2x)LrSI(s}o3I zil_%0hx+sBW~sEaG)vH<>7thmwyrqGf6)RL2bLdxNPO&crFn>EZ!E`YvDVhWU~wx> ztkr3)HI3UkG&oo(TUcLazS;tya4=bjChT*2+OicZmy zu^#Kf5_?Q(d+f1biv3UEBrlPmd|Ac4H|mgRS0Tot6pdchau4%=dAcoD&5?P) z`RQ}s0kHbaY0(P`Td1)vm~%gxt@w2`_f0LYGXjqu8#b$w*zI_#cxE;7cm!(f^MIEJN>cazrEZKj0Z+fEMClp=?VlcQWeYA>Jl7Cud%h6ipyne2057*~ zFG*FQ00db|7OFq?mCy-?s)jQB?#^>OSHea;Tf|4lV7}|Wr$ro=XBn9C%mFAe>k3Vc zcOA%mdU-f&E0_GxC2?&BC&k`!J*k@V%%oiwTu)InBF9CQWB;v1r=5sfJ;(P_{%&H4 zaj;CgoG@9qWG7!F9QluHm;yz-YvoEF8Vu^}kP(kf`z*D11qi*{!vR_`$JYPbq3*1F z)x?znj4lxr>UChA*J96i7PY(M`%=NyIet39p&=nLlw!s)P}fued+j9Yn*KbhY#!G{ zEh+sO`m#S!K!q|(mdtKqtjy+!;-W?U@V}nIEI9v-^^2`OPCw~qvoBZ)dIq&NutN=N z{^iW-Z*ESOh?rTnB~faR$GNmEMl<-ZfR7JrFPPM!k2H8Q{F8C9nqalkFt*vdJFm31 z=mCm3I{Tj`s>bV2Q^5S2n<8PvFJEVFAPh$#AdJE793IkKw{8ecu~tR7rP zGX?I>O(z&i0P+R4+*j9JbVuOj2`8&GCm<{4Rm+h$ z0gH;1eNN%aHPo_`zibG$~=0jQ2HnMr~sv9c+i-qLqgm+8w+zF4RUk6r!|Wj zo<+%|^EF%$dx^wMSDYo9U`_NW_*BvZ*j?GkUw9uz>F-RmmPKA#m8|nWnC1bVBf;{= z4X*dYba%&U^V-h_?-gY@a?#;v?|aM{g_Y?&`D}y`xyQd;7mK~Z%Ovr9IBD2whhquq z-GRn)j|qkQ$&&ihn(ZA7-=|-5mw_HM)lX5QLz~eP&f!ugi*+&Y$q3)UMp|Ele0hzk zoq&v~LSwKFk#gP5En|9kDuhvyTc~%)SiJ9=NSl9w<(eV6#uiaL=-19o;G+0GwzIw*OLIGr_RlSNRx5;f=i3A)i3k7zH}vw{4Pu zAn}u;KXesHM?CF$0C_4zR(;M|9v^+Lv-4;tt1V>TaoBuqc7}KL#a?3D(72^P>zKak zC3AwFAs7yZ?l+qznWR_uN8g5010FB>pwW($*DlzneOC4St8t6L6X&|4FrsSM(x>13 z#X_#z$e1Ql-(20@c~msu@hyQ-8GY*Z{EK85496mf#+KIB7Extmq7O<%yua4_$&Q!9 z!#a~S`+YluQTk%Z6F5DXHYOE8R7LE-?j>2wrl)UJA8DfRbXT*nvBO|H!bc5-`Lhi& z&0(HWSPerh&dvv`tcgT%56R*M_J!x8%iZ=yFKcR@pe{1@Sq`&@Lk|h#Vxp(sh#2|P zH;vtIt@c32D8R&1#4EXX&%S3Zx0_#HS%wJpB~RbI+uEYP;{3Hfv(>ZlO9FNo$(X^o zJeo05Cn{kLkwn(}6UvQ9S9WGUHo4FpXaoF(fLW&>`TWO&aJh@ZG&?_k+P*&}@H00+ z@tW6Vw+s$T^bXVt*NGeS9bHIFQRj{1Pyzu`bt<@IDBBS?qBt7IFmKU;^Pr~mEa+Nyy zSWtP9dcLkfevbPqG#zXii#mAc4#Re6CX7r0V8Bu9QX+`&UKz1ymIlEznq_Q~aK8ny z*6V>;?-%XA4FEX3otc14hSMJFqr++3>N}gG>JNU;zxSxPO2SAfWJ>63HMDu(GOz@} z5dy&yB?d0JOs}N~i;?!fciwSjBLbqz-@9D$`xDC*lx+Ci95Z&eL6fyW;bm6;FhDfsZa{RS$ zXa=hf?&V-!rKVcP3ko_fe)yQTi$Z$=+up!VPY<{a%=z{MY{0-+(D)!cgiL#a1I$#Y z?FNKx4|ja_*UW5FgQ;O@=kksF8Zfn)5rRrGBCbvbV)bu{66}ye^^KR_wF%Fg;-#TM z*o&9%n5!@h+x#?`f6DdTpEBS66$r)7)dNz0q^9xYB5GavaE)~BBHwBd88rI35DuxxR%6X;btF@GpFubV>i zJZM6sYu3%cK{}CI0@2*t=I7!Pv*1xL*06lOTJlDM41 z%fAiB(O!m+F0&~*Gl&V?-baurOJ+43{2B}Z%pbBG7J}-$1K}_oVLC2cXBy%%^J>z^ zr`glk;+CbCum?c`27Oc!&0{sTp|ocBz@ITTrGFzf?Ztb3)dD!r)erQo68myINTq~4 z7}&~uL^xkzx75%EQkw)xjB@2diV~th!a+a%H$Vo~3~+mm`;nhg$OYZS5i)^Htmoky zteK+J(Wi$PQ%&kt*q^t;5EktZKP(pkyWc1;Bc;P1I_NzhnoT5?MTLgKeE%#a=bnB< zm0@h)jJ?&vuLN`ucZbO@>M`4qG($%m#6uV#3L_JD3S@KZ4kNddYhKS)@tq*6GV4Mj z!Jx>r39Nm&>l4!|I0Oh`!wyMlQ9thI2d}JHqtKTXphSFBBsZg1&5qV$+ErSsBZaj> z8Mo-HIHh1=>+r)zP&wE%jX*da6TXVB-I`Ry+#~~x_XnS^(@@i-kdvN@j@f<2{e_09 zLT#||CqSDv0&rrH3x0_Tt%W{mYor=^C%1JMf;ieuf4Qa~)#!(s?NpI6m-U839M$o6-H|rnbW(^SPxmN zYhiuXd?q?9n9zpd{(DGKNwEuKJxM<5e7&wSHrCs=uP_D3Q{O#t8?~Lf!|dvI`ytsX zsWwbNZxYq*`B?*oTL12JeXrIrv5zNUqHJ=;C_F-x3Jud-1~yW!`F#bOD*9>rY2~S; zrDozj7fuR49tMQHNTM^GkQqrW8i%7Z1Z3u^>*S@+mtT%bE%Y7PlP^v}B-%7+$m{)M zUINJsOL_uV-YB=-Gy_<(IZ+xRFZ-QBA`d{FVOMrT<^IwLr%fEXL2=SvNq!rg~xu3J#=t;+CAK6T9d~7$1 zaj}R>3MYi>ISMcuoQbN154Od9)k6rx1}opnnsa8nRwVq+hGy^vbZEJZRV1_j#b&X# z)F7srIyMEEm{xF$)l6aJ$`$C^B z$EPYopa!n#lkho_sQxiIPl3NO{hFU)4M$Lzvz4XyIi1Ir>O?TE`DT50BqL9I!4Yee z#(VltaFkf-i(r2$foXC-C-2VW6HxE4*hM2^1LGQf!!IiG;uZ~ur89c=IGmPnBm`!P z1&C64)%attM29!p&#@WdT;ekGVoUIWY2Uuik7v$*x*TE;hp@4yp;EYiFf%SOi18Va zV0SW(27U~+%PXU__T8$C-h#*lHA}kUEUXxn>K{B(MI8958!5RkX3J&8GrSh-c(rBc zJDk&vQI5vv9>apOKmq9aROtdDbAzatG>_pnSx#7X#nBqAu@vc3B_RSh_rSL-hY1Q| z{%U61_?#=O1}`^DPB?bHL*~Nx71C)0`5zW2z)HV3Jhwq5Ool0iUqtw$Y_k3avCFLv ziWer(AbD_DBObc*^ zzOsQIG{pTKa6KXW1HdCN)2IHlAJm0_HB8iFNnlGP)x`AuX-MMQ=74mL7{50V-(9V^ zBC?3mxbhJ{?^Jq%WYFH;pnph;C zglZNmzp0A`Sj#t~q5?(cDdcgeCCo3(fH`zK{k6&*O(uE)Hh=*i@0Hq-c@kkXSNg>P z_*13H^!2VfhU9xKlho31fycXpSd413>eXIAR!#{=9x-8-*+@u$mkJkCw4gBS!Qbd9^PN4=7|I;;2zDX4V8)%+N_(xlf0vb7~p&4&a28O zvpwF$2kJ|eH%{<=#$8JT*;`c}E*%F>i`^|6mKAesryZ(^O-5f?6Bb}l24vC1?&tM#^yo3cdSm#{XE<{d(k zx=4#XcH0`A9lyb2ck7=r1xi|VZc;cA1BGj`tz@l8d<6Y7C%?gXgFDE#-YicB>;*vz zA4Pk7CwwAiAO7su8#Lir%T7TxrN()DuT8zR4W}j1+w;o~cvA!CuO-gM6;(sb;fCZO zDA2vz_gz7-oH-nFi{o(J@k+q0>Wi34W`HSvyD7Xm* ze!na6?M5c5r_(9^K%7t&LU8^KE>%9nOd^`eTn%faokGOBzk>hCPz}bF8&d|5JHAQy z>Ry_X#=GM$u1%(~i+|fl3J|y;2>(0t^1p6YxZ!Xq@^8-!Ul+Ec!wS6Q3q9C?ER~nQ zoPW9?xjYOY{vVn9+W!!Ew>p2mt zH-FXpW6;eP4bholIFV7aN?D}7zjt>gdi zO$uetu6YD9!%4FMimWGvw(bFH{?~A_Y3mr9_~`Gl{0hb5yc z3PQX7Yko|anS;}nX7-1e-?vE4`OKL7?Sy9YL_KW+CacTNgEaLY8ZUauT&h6+?d#}K z&|}1C)$r2dfL{wyR&qV{ONy~KifY(axp-H$h|hg>xJD|0TNQq5V)NII`QH0SZAmyM%<9_902NQa^++iE{XxB5LK zr_py-OYrAeKsR|&y)!UQ<`1_3IU`ISeQS%ATJ5>$=7()$;e<0B+#23_B^By>HNrV@P?Ou~BwE2|u290kA0EG`i9^?r_Q&%Gm~~8hN&U-=Ca`ucb`hb1 ztcO9ZVvXsYm`?3g3Ue>bX`~$UM(07g$5c~4-60&2-PZO`_TR-ByXkbk-eJR;cXkV{ zArFOGB%kh_gS`2_>aV^)YiN|A&$NnPb|P<wZ0)wG9Ov{9|Io2kmx_6rVpIx_LvmZkUr=1t~oTVKBdQ~ncG zdqs&;E?nLp&wo5yfhJBnBJQWlByH;K#y=TYb(;WpUEJo5t4YtGriVUKY?j~MO>!3i zF(z&Fl8sBsm%A{w%OtPgyBSWKJ*Cr9Ij>o)-qIs{UF&!z@QS-U5q`R!@)BopPfGs2 zhXd?>_4DPQXngGVnr#cuti#mRm5VOi+~dQ7p=_Kej}}WRTJQxCkL%8w75>ldNH&Wt z2zHsz?I}pec=L}xvKof&1dDiIGYG)KXL5%kLLiXp2Kd>DE!d0H{mfFM=9}MFd+@&W zA6ZnK&!zJNe*ck>xW7SXcc@bj_eNV$Rkbe~?YO+C9%HDz#)6wfi&s4F9-v6##j{0i zO72Ipq`Et263}u~+5G+c_bN2(U2XFZS%T?rwbmnRa;1uln&0bnMFF}kR8l!Mwg(b) zmo@Q^LJpLoj(%4BCqNIN?JWHlpp&61LgB5yI$kx(VjjNF z?t3S$L?jEqxyiz=IFnDHd%D|-Ys%<5Bw%?Xy+>RxlEdeeT^UFEz+-+5yF?C_mF06< z{W;9CF%i+8@^7G~Ee>1lX>D_oGT>60}AQ&}FyDn}Oe^~^0q)T#n80l00tv*NrXzc&l7_9SJvh0D5y>zvBVzL8XS#k&#E+Yd{K9E z6Z6r%FoFEJem4^|wG$N4b`I3qfn*SdQDX~^77qd+6!=AA@Y0lyMU{ti1`7N#G1%oj z8ASV-4*iVi`t>lJ`j5nJ7*O&G6k8*-!7Hh8ro(8)n@uIcqn~)yAXBXBIH#I-&|hoi$l6$%h1)kNHxX%GS;&m)kNE45s7B?L7v+ z`*C`5`~??r!qpn82Af<}7v?TWOqq!Vy@ylrL=-^F!UtntOUAw^yo90=-}Mwy&|5q%O6a!~#A*7}Cty+{Yt z$Ef2)PKDV);U|e681m}2)c6?-Wz>Nn(5!NQLfh{RO zejv|ImJqeucw2=uS&RftKc*FTpEXc3SP`=g1$*%&LEqGTmrP zH82^(vKrK``^{*%C?u`XW9lrch4ul29EguG<7aOIF)__qzTZJ0a^Lf!MuK%Q0f2=Q zwHCNu03QqI+0}KC#{p}PFQv>iH2`lQ&3sJ&w`J3`v@GrSTe#9dRbVY=-R@u-y#|`pG+LUjkEf&!t6S<4WYCL` z4mG{_5fLZaL>W#BV2y5%QW$(^7x4vuxa7 zuln@kYj;zELG-grtVbw?fR{JFa;Y>y0V7xNVM>AWNz{#*;cPT%k(xPw2$H%2&95>g z${R*h-m!(Lridv#8`M=jB?*_(+S2lY$cU%}6rosizD>iUwBWJ?#TK(S!x!wGbg>u; z-vV!m-ZZ@Lp0c+p8-E2~H&^r{cNs`xcX(l*JuIA`488#8fe9jzn(6fA+~IMWda+4W zv?6SR>=9O?N#l;_-eU98Ml$zfv&OWd{;Iv7JrC0-b-cRf$Mm{);;|yuW>JmD(Q2b} zFfibG*xBr>br+l|lfl`*$5S3TnnGialw8?4HuF7yo|=A-N~`syN^Y=3wTrK@`>Z8% za4vToIa0Ma8P8@yl`XHSkkJ2_XoO~u7iu<5ANrCb_c}_Gbm7%8X&mT`OuY+SsbZ^8_jqm1VEE85o0R>+?nU z##2d2{a%|k_Xip{RPW%AflN%O`xvvkhTW!as*TBoA~+@B=E?L(;d8V|6C8*MdId+MM_NS}?sYHc2e{OSolP{C+-a@*6UJ%_OfsBH&U9BUpK zj{|nEn|eHqeq0kBmZ)28vwJL%jf;(o(=Baq*^>E$V{KYW>ebURJcrs|TnlRNY_~k%;I98PJbr0f@>a| z@SrpPJJ_d`e07e6EdZ^Qk&Z9#&H>f@k!1BKGeM* ztt^$o?H*yg$c2MVhijB9j<$vnFNOgoXAud3aN_kFtxwpssB}#|nsoiLf_Mgupl0=Q z4Wq@tIs96TGxg1W;33iSl4VV9C;w;9qUFQcvmL7ukz@UonW6qZyAMVosXe9|c}fnFDtXG19&lPMlcxAl*{|VxB7u%M zTXhCZs`KnUk*M2kQ+WKhy1TFXTiwl77#5R4Lw%X)Z0(ccQ|?N(#GLTJ|f;mWKJOKd!tBTrmQh zfftaP73+&iKKD*MF;IvZJgW!S$0+8}k}sF&e`nG-ianv?B-6)cUOU~md7?V!yXBHpr{_YM*Y_goEaj&Cs))-Dh(NFjtsH`_A@&YV4~J;{cl`uYA18=D_sSR|?*Wz0SIVrP{O3CLi9d!G*>C z^_p9}UToD?#eKS%*nGdSrf$BsM}&rfx=C-f8cP*}4`k~u$M+M&6RUjo;Sdq+E2M2F zK0NkID19!qS`#RO#(sR;_)(61BdWSKWLiB~LgR)oqMDd_`v zRC`9)@=EVqD8MtZ&BQIcrge7HjR|O%qAv|MMsGOQdiL2d>2y>}m+L~m5DQbst;AeL z$F$FP06z}$`TVBQq(SJs25fqE9aLWW6kpd4@_Zz!l1#iI}l zdSkFt%AvB8b#CZZW%zmrb}+>i83y1HjR%R?z+xF+m{C-G3u{IQ1S?{U1&< z^W$dKdxoHCct5S%pE_|l=!3@31`t4 z8xs}9J(|#gV{l0AwZgvGUFbspAYJ~fS#I|Tz5NldIQ6ajLE0$8tJhzBI9cA|6HXE- z_g%q~)^^%`MJjLlI21;+tz>v(4rdWRovrdjmc(Gc5zHCEJp=Kdpqr19ilBawZg`_= z*5U32dg5sv|43qCKQ*>>@JN$FW9OQrR^(q{QmYQnD|bSqebT8qAfNa2KzuT3KEQH5 zly7paiU{nslpt^;M~kj8im^kmcm1%yzNl3G!S-hy5Zq>y(8Ts8;VHjwO#;BZ;!>k% zv!}C&oyVwAIKf&kE_faFme(Z$^dODXwC>Y%<6VJ)99D=&Zf$cV{ZS=CJ*zJcIQ+`m z?_o5)pauPuNZbCoyt~b!4>KCcarLLZsMFqP7B@Hd-*(YC^c3%|UK~VjxU$S2*&Ud6 z-qYAFHv0Wu7e+x?5F~X!|GVlhsHd4p zWXrJ?M10^Xz(>26EI`xY8sv8r!Bs8Fu7+n|>-Eh>Ukq%I7fiwz7zP%TaK5og&){h4 zA!L~KWs&Yq8%{{`u40%8O5k~-Hh4s1eKLw#ey63bHsFGtU`e{*8JiBxbY|O{9`!g< zGc%)6@|!)+Zfwc@b}=hjwS>etsd;#=CYw-(edVUUWiaq{y#|>0t3R-P3n&Wr{!PwE zU0~A_oLk(+KkwH!!tm{Cx3lgl&_HJ|bACA3kc}<04LfLH0v?#)@zc%o0FDv9t?D)Q z{=(OJ()6_#WB_;TL?YN+&iJDw~s}=CxU?Pd49{!AdX3l$!8lSlsMP6UJ8VXSG-Z9PHK=lY;Bt-997&O3*&Z&8r06HK zP1B234;_ON#47Ay?T>eC@BB-`?QJfsbjD|ueXr^X-IvbuLETPk(SsYhQ}jBcP{*ux z5vo-Rb7G53SW3g?uJgbX?A`c2*0rb*X)CJ~1hy2b2YjQYM;eC~kLxqiqI1O}ZoBAz zTYPch;q9$sD5+R_S+kWC&od^v;FgX7UF27*j|JQG1*j-Bp`;MDpTwN|5Q-ZgLjI@wHQ{xYXTc9H18wt#km*? zdu0#Q*$E-I3i>qe$g^@#c#Q?fM^^6;Fm)W|0%@1U&@J|E?mZOt*o*j?s@(r z?G575kqKDsZrFAniT1~A9VdMo*QTlgOB(H6$OdI?8^?ncdb}g~Q*F=y(*altP3OlP zb1E-ta_RciZ;?*4^)3WrC2aDyda~@3I?OiQ=JjQLUxl5q!CgTe+XxOp3^FhtNBe;H zGfgtZaYYR|MRRi#>twY~-JPX6*x*pdYTES>M99RzBEp2>`=hxDEbnL}5tW3Si95cM z5laW>s)r|?#^3RfRGO*bR=4R1|5WF;lCL)l1)A-Kn7f&b^SZ2AK~$(W+HP5(vXk=J z_#krz{totsvMj;8lk!l%Mk=aWznSU!4Kl>F>nR~K}^=VJ5 z-Nb>*D;&g!G9x=Oa|Lu%7yw!nP6#663~)g%1>$`W53z<4P>iD+MuTqt?r^sxN17(Z zi_5?SCTlFmm+C5;qJLs}g*)X))!xc7fTUOG;5_qb_=Ad9GhQVM@uc~vWjRM zQhod@wiD&#Px(YcZM07Gw9vX*2W#QCHqval=g-`Wt#h3G%7guZ{q6g+`l-OXJa*tZ^TJb1&(6e3_VGhhoJH7rpapm!jPX>Q*!dy@q}B$EbFs2elRf*Y3D zHLW%Xr(L|}9?4vSJUigthq z6x~YdO4ap8z}-3e|EIG)tX}xqM_*;S^kCS2eO<1yI)1mhp$$;)tX@%d)P3~!lPjdhJMDQ_d)7r z^-w{s^63^}`s5f_BM%}c_duGScwwj-{SX9quqfz>Fv;o}i&0g6{7A!58MKAC4&YU) zwxcoH?nGsZ%bd5Gt90Au1b8%E7DhptY@_D-gbmh*4FRQ+=^^L;5SPTZLc|SXU~b0- zyL|izQn;W8EXCKv`R&>C0o_Y)eoGer5mit4GZ)}#(bN+2(2i!s$_z0i2{P{tW!T*m z^U!@qkqGghzSrXR_DyaZY4r0utoJn50nkFcCdKbG&!d#@cm6xZ|CIe~o|7IYCNLk7 z2{{&$rQbDO*i3HA3H?{0+WxC-x(r4P5;_}Vsu;cw1AI)qYan=jtog0A8` zDc@vmdH)|^$AH(K4kN#l692QwKKo7S@4E!Z%78#;tDF1Yjj24&mv`Gk|8m3B_PBFP z52#KUmU|eTfC%Wl_R`i+?fC!YH9X5w25MB};f~K#atr+_|9`x4r&U9F#d529cV6}- zJLuolryfyW$^h3Yc7Z-9Z0r9S78A6`dXr@V^M8UBb34~@UG#tgZp!Kp%#mScXM?9m zHT|s=BJx4`jU&J4c{b*YF!k}tWFl~;iv|5+aU5=C`9BD|AGA&tTouiX4U9$0N1&tT zkGheS$~%52)}2!4WB#IxU|mUaIOzJN9qIt8Z1N`faC$b3SVz?b%(X-95$Z>+?*-V-eS#C5M4pfcr{_gJ5(q0;=+ zICUMy^YqNhnk8H3#>n;A+@eGtUhuq3G&a5B*K>Y_icwa2Ox((YzMv$4>>GqF9{|Bla6XjjA#lZ}{s*zL5Lb*khGt zNs?5%yXGqb38IQhG-5mhIBA$TAJczEj`U803nxDqTkzti3}|m2UY8nF7|EzPe>wwZ zKJ>ug1Lo_9HQ{@V#J+v}LWWI(LpJN{9+S~f+vX6^09$SV6Mj(lnd08#N3_K?v3jAw zYd>|Y)bbpnIR_=CNHT%35XcW;Gyl~`a)I*I3W1|W`|tMB(mhCG4`YIMn1XG9cP$r) zJ@gt|!iRh^<@ru&))WD|)QQP?(!^W?!jhc)cbw`}II*JS`Y_GG3MR5l~mrP@B8|xlnDdnf>VSUspv%?>ol%^FmwdA)%OwfD7Y7C6MuQ(gM znkui}@Xx!*_z^FuRJa{wJ8r#qub5#)OW||+6(~udEf~;C)EtDjMSYpx9eWTbq?*bn zAA{}rfQ*WP2%K8g&w1SY(6NKtMK&`k_!3Vl`|BYA!uQ#&%x~|jDuTsR?|412IFDgjOATU1ivl_znLLM z#mYN~IdN0daC$C{zcW7K|FOO4g_HLH8NoRe0?_so=8y)VYh&h%l-NJT`0!G?gjP5) zYm$fvsx&tH{+{;eSLl;4+K$PYlgiw<)tZLZvslnlbTL3-E0__`F__A4aPgV20}Gf4 zdRW8&Y<=x0Mw@XNT-hmAtzDXPab9S_$CV88)cdHKl84HO77(SGp`INJX}YtezGUS8 zF<`B_e|%U7&aSiGC^hpEBnRLz$?Ulge?m!l79}0&6%=7sj4G9tP7(^(EroaqCP7Hn zPCq7Ic*cH~*J!8|&)oL7RfrmeM(_LgYW#v<&%>HjD!guw7r3nk6O}Vwe{>Y`JOv8i z)+vt%A)vCXb`LySsqrs~j#kAB7~io=uR!ho+nL-%AWk ziFDI$dB%H8i3!{0@iZZ_=A#AHs{=T9r$_t@n!mFkQ7VT5HkQkePDmTc-Ykxm=${D* zGzgzlRK0iC%f)!bU7k1Ah3M7o)7+{)$PS*BU*O|B4s?85cIK!Lbhmbg7EGmEiOoX^ zl=cnZwoH>)?AFSNvBA4cUsxVlRU9Qh5CY%*9zyHjjE^`u(zgr(X=;(gpsA!gb1*X3 zJDxGwZ3joEdOv;Fj+*#ZkaS?RJK%ZY&IHiR4j@jh6&dTl)87*frv0vH|EE_4jXG@J zVNk~%2!`}}|A1;!Uthno_1(hvPoF+@g<+8ubhuvcs|Pw=Z1!-uAJ13YXg%L;#dUHy zEb`RiwLRb4yZjzvZ~IbIgbCzV>$O%b)o7Q+^cU2i-XhJ!EJ8MiymYm_+j^1x zSjg3^EqSp|EZ`I56?i8iD1s}z7tik~Hn8&)(^s%L9%9lK=bcU$mq(&m;)~jJU82J# z@)QnWF|be!_1-oeT^wL&-3>k9iYV>tXVi>h1Uyu}i-_;Y8>{c)prXpn;1L#dpKLuX z5|As1)hSA$11?t~#A$A<#Blk~h7{PGgj#-)|Lc92^n30Pqnyjkm^a4@nyys}NlYh8 z4W7EX1qBlmcbAJR_AxKE+n&3oeG1wN+T-<;jP{nc!rm|Ev%XTXN~;8IG`|x z+}8T8BU^v-x1_hivA;yEq9C{aLJVxIWv&TY)DK!wv6`oBto+0jAHOB)gcVzbh~0d2 zy0WxvD`5nz-6wD2A~WDms98od08+47sl5|yh$etkwHTbLyFO_6hhBT9ll>i#C0-1? z%~A;??;ZWcTP}=~V*OdxI>|i7ifEZQV6=TYSvqj;zQLilwoH0+V9{bwg65#*r@&k1 zjlA{z1ghRPmlh9E&Ai3N#s;&_SMibP_rUCTm)isT=PV|zzBV>C6$W+L{`a=}wpgS* z46Llm#+`1v!z46~52wu=Vm>!422oSRs=Cx)-!$UlJfFQhtMYztON8dyiO4mlL`IKY z zU@L=7U}8a7XH8x1+4aZI>!96`&5!x{`*#ym=e$nfB(6xd7%lBrRvQhwrUeCY`Nz@n zA}p@h5){?6RH?3251Vv>rq3&L%ByQz$tx@A(fueg0h^tK%yE8I?>=M)zg zmz2lme31Fu@lu1+{&-$^jpK?S4(ye&-R#%W@~#OSLH|cD;+LzO7Z6u3-VCx0Q>WMd z_^baM>8HZIG^b&a2E?_xG@e`Z&|y$?rbKeE)2Txu&2H~oj0SgSy1V=*!h+&(b6o2p z3Jag}JXU;C88WP?W-$Um(}EX0!8>k0=T(RL>^Wt*$+TFkLA3*Ux=ums52d%n>Q;7~ z^#C!ET$d_ac%nlyGsNgrEsJ!NXo>+^Dm^!jtNK-jqK&X}k=?f=EF^Z@>n(j@NMQ(d z%>|Xw@T!h`O6WLcgavEl^;*r00PZ$1Y!5#&Wziqu=XWF)oF+WA-d4PMhkp`ieEavD z%b}~&BE|i61Fl07JWpzX)72KA!|76D>`ZQJOuM(knXona`T4PwVr8ZRKx;MeYj#fhzs|hE0a&({pPM4&?RQmiV7EHrse{`Ig1 z*)%to{pFDo@&8cvmQisv+tzRdm&V-*?hcIx5AN=g;OJ!2AD zFV+;{hpVBpr1QEUNL)o^x2q!W_$sMI(T|=&>h+GN0wxb{R&LnbSdb_5j<}$&A1==* zJ<{LM*|9q$KZx}S z{)CQTa30vn%K$dyWg1|Df*-zQ))Zn^pAjs9Liux<#l^-e+i{dnHyvz;!-26gBx&1n>b##Cn>ifqPq?`^U3ON~CFPV`eZ-#(RTw4O`K*gv5dnkd zQYd5H(&1Mhbn?XaAZx$pAVi$b z@;YpBjf37O0`b_?RKhL(l29A@E0Vew=B`_WJ%YH`3Ci#X83EnOr&dI{w`Tb_UUVv3Jp%RTCA2fj4?nFo_tq zH}O{-p3bRk`ttLu@bo(&{8=N=t+pSzp6q4D03jvIJkTZAkH5@aAHgS+Blo54tQZy( z4ukFlO{^>tSPL2}sj|9D9V$qBA85bXN>%4sx?QDP>mobms zVBV!YkTYj`1M*HD!2G?CZb>z>)B&Z71tvN{kPF77@dm4-v>9G=>rf~o5vmIb`sOIVRx1#Aj&u|mk>JpAT<^dOnA2TF40UTbqQRIf66 z&a6c5)g+UE7mu*(|3-#;D!Qa7*5!;}n$yRi=x`t7_w=6KXd3NfF7z(TnuJ&f1s=sK zgs64rX>zl=pBXv~ye4o#w`?2!aF6o0*F+@~&}3sa4EbD4R82z_iT+esj{h;3$mA?) zmN36l?;@1)5@U6?36!hkUQr*3<~KBo|_sf(Ky z*cK{dR5?q!frg2v;Y@ga;YqEP+s|s+#Z+27sz0=FeY_&`;zuVRij2oDM#+fjw`%xN z(`INq8yV-cJ8HHKkg+~kq7ff(YbJE+g_>=B=*#->ds zU@(O>DQHM!Jlh;GJ5ToY4`#zQw`$&0K7$w`fV7Ag%=aPo}nBGg|}NvTm$*hhdnFrZ(Cv z)jdDnwm)4AK}epY-Un(AWA3Ef++5G=1Dlm5tf9RLv~Z@Wy$nBn^>vfpNVLQKN@9}x zHxZf+%%TeE{9!IvE{C%|zw;6+qKWA-SPz5eCS-i1Q~G28O;*bb6*BzL!zSR;Shz{0 z@?2&)`~0m;KjsxT!=K8-ZaI>G2krobqBnOg-w-fcA8}V zt^8f#JWhK;w}x0jaHvcCNir(+tMe!~%{ahn^8F?u==oztC&>YiGkkN-l1sGLlRdQt4sKah z!Dqk&(RW|dRBo+*#KS<+K?DjYCG|`)xFZ;-0Ggf*!c@^w>SMk>!rgT>m^x!YroYYk zM@dAK-pzE0Qky64-T)~;fb$p@wn{F)QT!KbT)^iDU`!(`?5~n_5x}awiDe zPsk89s_b_Y!9=kK^Eg`h4d`AQH~Mh@7dKL;iW(=>kTctwQ^H$_5ukl-$iE>qwAfoW z&dB%X!)Avqcb(J{68g7}o8SuAL|tWs5Io=AOitLcfBYO1>WYm1f?x^nbY@ANc74hI zFH`GS9blXRi#dn`+K#M$Ublynh=yMsv9%6m<)u-k@Pq;}CPYqlO=<*I$x_&1B22X&aizL_KQw&dRB@H2 zc+y{_ieQyG2m z+H&=*Yldxl+C;9B&$Z5iw@}&ARrZsny|b}q8WYyZ>e_13_CUn5lXk(!(dc@0_TXad zn8yh9h5JvPnes*pSm*xWFo#OLpJt~9)GCyKc4058@QA`>Mo~Edy4=W@LpS+`FN&as zBS)|i*+!VskEZFPO1~<6o2yfq6vpFZRXza(hNnD;8vaJ=myY2(GGx!b~+ z>2ktGn6aPE^=RDul+Y2#b0UTr!wq?cJ3S3*(<00ji9c&(RwznG<}pQ?zlw_QspxvA zB}C_G|DYw0G$t?dkn?=IhvC8B(fKU6#OF1YNjMl?P+=$?naT9S!p|?!r!lcU3ttKo zP2@K#M;73jW0g`BR>kjx`aQtYo9PxU3DjiydeF%4uo?JJu{WAFG&~HUo;j9*YxIEG z6NLqjX&=t0RT+YxZC=eHW`;1ke3N(s{NL&^`K?YCOKHW``&aCk1X4MC;|WWgJZ1QKZ!6U)A6#0o5acWubGU^P#zIq0inGXb0WoseE~0^lYpLVgFDKkbKMRM%T5Ajwu;ZsQHZN$bIA`W%X6lr5A;1Eg z5mjdRWs6I$DuR0u*cmTs%2privs#*JJkgK!M3#1ymYVQU-Gmh3g782!B$z5*Q|Yi4 zeeVutRhyT?W6He9&4o{Z^X`VRFbxD4rw@&cDeH09wsuD zR2n~7s-}-BIHqI?0ULr-n;}yQzAefD-Al=Bm1qc{v9Ymf?=~FdmS+ETaoGtoLu$^M zfg>Q6b;si7cjpjaTlP15OMw;2utkciey|#Kcv5J;LVC`&Z1GCv_}x*D$k;k;ZF%e1 zF&N`eH`Db5ILIJLbZ9Q|=eR|?#_8msZp>-hBRg_bp)%u$g0(8MPKFndoSm|A%cWT9 zA;tTJVz9(}ENasDYCkl;S=S*u#8S(x%+B$P>aS>vVut}7Zn54VdEX*R;t@B%Zo0c3 zIa0dS*fGio1Ibin7)t;M?7(UX72}JgEb%HweWDhXGs+k?AUnLD^dWL2@fv^tf8uh- z#Ti|@7NDiA*owh~hM$^KAsc?WZyX=h=J+8rplH-=Hw${AG}*6akRSZ&k8kV zqTj_OHT@jVlpNbWuK|fa1OC8#bpc^b@}EBKFV&Zy+_!FKO0#ZAGMihLNi=!v(K3Yp zl(o;&zaEW`-7;2k(lmH-a<_8H3~ywz7o+ms%=~Unbf9P(4E)`umE&N49<`fAPXD2} zlrfCxKypu=Eo$nbfKkvB!-7MtLDB(R5>ki(HNUvw*UnNFNAGAg)z zwx_E%DIeR)8c&p+cbj52AKpv%$9DK}3Bi`8CPUI^V$8X(vR;Dak3j(@G-a(G#WJNF z8}Xm5%DPhD_pQeL&zim{BQVz;Ze!BI3dwp}om`zLr z56C{9PLkGyu#qRt6{|JiEGw)F)~lK)(6s;C+1c42<@)x?m51lhEL=8I+lO;f?q2o1 zXbdOQw3SQ9tO@Xz8z)E1$N|`JV-_x-+3WMZ3!IUW9cX^AG@a_KAU{of`{Va+78lR_ z#onGMy0P*@oicEKx3lDzpI_d9nL;kW97A0Y?Ux9r>Yhf}?nL{;p8f>9QGh4;MZZfF zi|yT+!> zue9KENVeZwzPD~OlfIn)5*e+u!@7;1s#+qlIwcxeq#D6lca?SRm;Vh)`kQek&T$fw6 z{Z@b%{&e)tB0EmTfnX;5>s2Df_@_<^1VDD=Jb46@*=}Z8)y~jRNk^$xbwEIX`Y-Lz zEy#R?rQBkN_o;Vn!Ht!$94tu7M*%HQj~rWieR`2~zSL6(-*F1p8p0_v^2%!&B#=xp(eRgoA7ct90u-BtJ2EpvOD~XxH1lBao{1L< zB+LaV=sEb^S0C>?8;+K2JIEDjm}CM#@S;uYZ_7PiwZOGkSbow5E@n4;R;(WRPXXuP z%84Xur{m<-SWk%<1lpJvOHq87kdP~nS3viXhdmt!6t)V!sjKg2*;}8uViX%FnG~1z zj2D%?34$CRaL_?hwWo*2qiT8;{_U`#F3Z)bOLpqMzPcAq`>)Fn`F z)9XRia2g*Ds&0+>_unQsjup~YgU9;YFxD)RxS9#vGLN$^25Pujxxo37%m%cQD^#(Z zDyRo>v+EgRz@?FD8T>1Xg5t`cD%tn8j%iLI2NtVY!*~sw8AjeFPX4MYumMS%>(KBW z_FOPk--a@daH}e-+3_iB303+@z8bP=&BMwhYlMV8`Sk6%FqUaiwQcYFcizQH*BZVy zc;u>@zRi}?_l!w-h)uTY)Z4R;YC=YREsDCqVnN6P`W(SYvn|rHd187Z*OT}2Pukb${h(E8a^{2_rzE9pLFCHgF+QbcS5cl20-c=Lw&kfEOtyS5U@7>6!;f4E9?(!wdt(`=CsGk}#MVL@k94lus$v7^$2i9-ipw41 zRHzJZ0i!*qOQbegfoM)ij8mj3%3HrbIP+?Wpl1E~i1A|&AnvgcA)(!E@q9S6fk&&U zV}vHDJiIt%Wy{E~_bTpUTBB3P(YHL|1#r`RR$<;iC9|_uyGj%EZOe$vzuYJN?4ad) zg3E8Xn61OGNlHTj6g09oi{SZV9C^gJCvr{5)-Mle^pr(kP!x{REoj!D; zW`*##u9H#)y$guY#$*M=Klvi*8HiVR8U5~#lvwnhI0$2MP)&NM7P!L%qAa*Y7bJmB z;1q9;J4mzxs?Emg+^3E06+c#VJ(0s@dlZhug>j`&t8`J~8%x6mdTc>KJ&w8&ER-J$ zzXjjpzOWd||2q3rS*ZpFUO$KBeULq*2qhe{I&{APHD|+d9;M9z z63nKz({L6u2S-pgK}rZ6su&c?Fx`5l|N4^=lfNhdDzojBEY8+&zzdxEA4wRb1ph(Qt{o@1NY8Zg}mp#3qE0hUp#3JUdTvGyZB!2}Fc2IlZbW#wbLiN(3DqwJ`q+tlKVh}qr`AsQ9I?|5>=SwsF zBVCW|a|a2V1xs@rD`r;^8CsTT%m{|C2@_Kn@57xXZEw=#CZ2u=$xpH0)hoTFP2v%X z_e%9>n3&pcOWp)@WZY~JW=k${A96n0XfC@Ijld~9KBzLS_GAZRKQICzHEHB-4%2BG zz+UUpoFfpE9QWI#67_Sm7XZF~fuu?HKWTEtF>J&%00jCfa*cw$atT>^G0D`F>&k23 zyM^`=F*pWT?c>js=Zxhh7aTdA^#*Jnxa2j4n4f^jsoym1Qpl}lH>yKpb@y}rB%wc9 z*_w%0pKQp@>?=BSaW*F-(pB6>-8k~J^p4`9we9IA=iBtY3B|(r!_CwZBZHF$^a%9a z%oki>Nn!yGEN&cGa%qKS?FzpoaMP}o%p6)I# z&FV=$g72JL8t+xnPisEKl?)$ES(>64W&1>xs@zZ~cBq|S z7WI3)%h}%JJ4O*qfEbv==S}PLo7T2(FeWBpq}n{4g0P7-v!wI22t@dwU|}(V!cBd= zlUqa<211@WIC5p>$bi)tH3C~wxMm1{{+cQY;mjBbS(n~<>oZf49BJVY;Oy4^Yq>YCxpS4x6&N~V`jI!08gY_goix9@!xo7s zY~X!xLQc&-WPQ>7g-w&qkcJs|Li@GuS7*Px5+@rdhr9w-Ml5f-#)t^tuSz`;bTS!l zJ{fAkBD`2mHunw$GKHD}nYTHirVJzrlD-L{M0XHa3RaWvLz>JCJv+nyp>l$+f0?GJuHF>iS~Vypgt-Cn_7F$RCUt~LPSh=U~&!if}TDBJxEr7cs*#uw1PvwE9f8~ zLV4!-Crw~Qz$)^cv#S-L>AnIp_M~3JVpVR@QDm687b!V-#^P920Ts%0B@QuVz+C$v z9eFJ%fFh=DZWi6x6m=zQ-V%mjRMT|F3}8#K2YZud^1*35Z*dPX?VY}Z{a3c8z2-H6 z3I@$xnQs)ThWxzpKd$l+s@~kGi9q+-NteX3AMmJ6Ce9Kvd{?|Btl8Ce5Pe=CUKSf| zUvi6<8y42<8B1hBV1a!G^u@wtFulI1P+%lyIZ~0K1#Tzr>Q1gt?HG{fs(7l)U9_VE zL!Wm9t4;}1l0i%}f(HA4B^9+{kE@bEgvhmcbxN~ohvHmjIiAmQtZSm>Vt}@fqY9AL zM*PQ5GUyK#fH&!i{N{XdLDTwj0R z$o>Y>M7#I9N!y~dMZu5%{I6Yr``>*m13Mr!$lLyA_S5NKvZZ2Clx#~7p?7lXYuza! zGdrwY&F8qkhkaF9_a@5G=~#SKw11>3^%cdonF0oz`lnU;!8Y4Z%WY29CV-#CL%kw@ zchtokseFJ6_OYa;4B?+jmBIIJdP)Y(x;T)*8c^;fLLyPy&8!{P@S^!6n;DPh7*MJj zKIPZY0dt~ND18P9Ysvx;fp_@8c1RTEtgyd6w=Ie$|DSf%>>+lk_xvE}9a0hUJ8pmS z_4WPo<%_1Krn9qiS1|HinO?~%QuxVumZ-J0wXv~rhMyr~F<_i|R`gEbv2Xb<9 zK0dG277qxu(D;zb<6wMuwn0lv+u!1Gxog*Yoq#|1qMY~U{|pxe5g4i#*9VD!fQoP# zl6B*0Rk&;xo!2|Qrt!H&69Um6QJ6Fi7DxGn6Rg^H9_9bWl>> z+0|8`kio>Hkj9IJhX?e1a!(%cxm|%}@O?V(>#VYzp;N>%dk!5!#9^8)Rx7cX%4ZY& zvv1|^&drW%S5mUjs&`1jm^g+4@8N~xu?*p|8#+Fs=G}b<`7Md#wAY`0TP7gCJz7w) zM-@m_Qc}X8l2trBfYf|%dmC=(;rj4vV^;{u5Zs#2EfGUzR>hyaAYVp)vSFr+M_`k6 zR+{vwet47#`_~@ZPlJS4%ruam!I@Q<`O=i~a`)$uyBlGP`#E{x?Z0;kn4cTVw+eTN$jCnHUtzmP z47*ViMpC#-ZiDNHBl}`VLL7#ZSod+%L^mX@DrFLxI^l8;e#V`)Ju=0b@F*vSGt2z5 zofkbV&-VyNpe1qiwI26mp|411j(n~uNC)ueLYu<(Zl|jPE(g=!zI_8a?Ph9!0VKe1 zL0=I6N3o4}IveM^TC#vp>6Kd8nZcWzB|BII*1)~b?fd2JFU3@S=<^7(O zgWw=)xYkQPt-tT6IVRHuYUygp3xb)t?R zV5#L(d7O5KZIAu${r@9c17UC5a30nWH|mID34nKZTQT+K6XdkC z@FoFw^?J>&kanXtn~u_i!NtIc`}WPSwOsoLomxdXKK4+_Ku??H&fpKxAvEaoHcJSg zBmV<=KAhhE6rVZ!IwxLBy_`NSv&i}OXAn>m4!=|KJyv?86QieVyPa1IiN9=b5 zwC#lQ??l!e|GAdt!N?i!^xHqdx&gD>+KF5t^ zsEWGyj)gGE@riI=(6Yvfbkgwuq~px}Y89a@=Ns}fDtj0P6J1_dm}9Rbo0OZHS1azM ze<*$}mW^If6IWbPscW(3X0_Al=gVC@_H)?9Pvu4mMvfA4xu!7Rr;-qr)M@FN?zMe5 z${iIkD(E03dyXE?+|*j}iDJenhO975Olc$9_{j)-A5Bb4*VH)9o~jt@(1BOKo6+}e z;dGB%d)HU17|L+8({HkZu|4-&>ESb-Ehf?4it{Q%35N$@YN2VM=E6@#Jj_-hG&M7c z+be0Eqm*&%Jo{ZzC37byb2GOLdzsEX3huq%OLrP;WsggI9Qma(mV_!tl`}flN8M~Z z{L^fkEEz@c#zyu17`wA6bEAf}gU9Git^%)FT_lRs8F$jv7a^0zqfkLBd^jbS%c(O_ z3>n!TRB%aQ;hJEPkOF^Y?=6iB>%9h9D+=B_nhL-SPmyx|Ls+Iq#&D>G)&Mh^svR5d z)3DKkRPEe0B3X}Z={^;R%_IoPQT*9^f-+;eWR;DdA8gF=o544D`Y3b5iVmL4&v)Fh zWAmze@GVuuYTw#7B_a38Xa?}1tdj8Rtb+1E?Ny9C3%=a;RzXS9@#XMOT!)u)nVdNG z;V%(PFHs^i$gukt> zO?97RMe{X0^xYJOfW@OD?>Wq`RPftMNBotS5_|-;Ma@yQXE@5peCefz*@nfp;dmc& zbK)0*lm@B`pZJUG5-n4+!*%-G+2)+*?zQt|S#!5NH@|acR07uTPfmQ085?edC_yD2|8o7HR{SI0~ru<$xO z)mdK3&nA12HsAa6@DKY|)1R%{swjUuVxdA?NMF&ZR)73NLEV1*E(l#aEY2#L;s%e1 z*G=cCggQ>0m}bu5BMSndAYbg*<$ME6&iCNqNKH3>i$!`?vW;NrTJO=-G0a5LSMr^`Ds*nnZ!P*cmf8!BBHFE^n~UoNaC+vT+25OmRkxj3FB{n z2N1+jDm8vCdsK*yl^Ub-Iu@7W*Zt#}N%L zcZI{Vk6|9Wr&L+E+*~E|#6QtKi&wa-wUc_0(bLr)!d>OiWMJG7XzR_Em-$t`{P1jq zU!2)abuV*Sr_sUOG#kYZC8FB277pX0#id+aF|f$C;1f8zFjQ$rxqM-snQ9``+N)fZ z1((LpxB<0l{}}3tiNCr|Geqf3WFj5}*0A2N9n!aA*;@aQE4xs>C;$j{D;{&IIDcO8 zG>}=Ya5bI}svEtLi^0+9ZsH>>T^s-le~l&HGAzIjB8>lVv1CFByB9SV4?;^zb*$Jx z9s%Nx(`s}Izhb+*Z{~!>6X*sPr=j-{)b@9eB0P4N#eOJdDY)}^piuc#9YQA@ zq!nIvC(nrqoPXYx&S|G?(h~2X0T+hSVSQkswnvq2Wm4K4-Z)Q4J()0$(8b9a%u8RQ z_1{|$sNXyvkql9S1Nu#6r#CXvDEn}O4lbzzJ%d)EB+|J}jIpE#8 zRg+(|t+(u< zy9ui#EU&#LK69KLKd)C3=e8z-9h6#yad3A)(dfIV1Tm!?uLXVG({YD%wG3TmYB;ggTxCjHwv=jLs7i4WdXI}O*ks(}?&Y;BmrAN?+s+H~Z4V=QZi>gnA_}tCkoM09*O*vi*VtI% zqJWdSVEr2LMn*U@LhrzM+DEm-R8Xbpq9alVp0|YPJv7L@%%~SNA>8jLxgkJ$F!deo zp}`Uz7eW)JnaHbr_BPT+$%oeOyiAIrlkp%?Pn_9cyl>DLKUm#%c*G?Y(<}$|vn~r) zhp|1kg6-uvprV}ap(jxV>Yf){ahZQz7ftK5Tw{mkX9prxj(KkOnQ=%k;xcZR+J7z= zM-e4+g-%^yo1aVyOK7n!CaJIn%BHniR z!*Pkg*w2E-K69je|DUSYdd0qx*(6&GcvfnIn4*Kp`bM8HUJe7+f({TpX}%zq>#P#) zu3etchwFoBsN&gMuTgEG(2ZFRE^u-qs*$ySex>AS;U=BtG4YeD)KJneO_-mz`2=S` z>Wd@69J;BuB)GLp-p9Zo+u86UhR%RZlE$N6YSj_on4y_l%G z!e96)gI3ywaxIfFF{E$+GJ5acl4J{omPyzBr~;^T;@ZBW_mHSez_TK)7Rnx6qNNFm zG+K`B-#o&ghAu3k!D2dgj1P*tiRaRIHHT7@d0r zMhH|^;?>umUwp8x?!sW}t(nHVQv2c@Z)*G4J zJ3Us;cXJ(qJuiha|cJOa#O+t zgbe}^#Rod*eeLvIvpHXHC~WXb;)@pDC@twxETo0)VIbi47u}fI0<0R<%8m?T;z{_e z9J7Rrb~i~AlpIOp_GMMPs6pFpEt!TDRPaMI~*0!j_nqrVd*{t9pj$^0V==ND-w0dVn2h0y^x86i30302WU(;%#Za4N5Cx!ZsViT|!5x9x-F@kr3B=N1Hex zzZHANV(?rx5Nsuv=}eqK0VtZ_B~%H7%(!mBjN*K=p_^_-YcmLEZLgx*U3G80HPCdZ zVPxU^JSVz2s*On_A#F`$HN9p7Z;RN82RkGfNxXs8)CV4B#5lLo-x@}@O^eK!{wg>$S^UG8_Y~Cwx6xk2Xr~(Fe?QtOaXt(A z_{|VuApMz^|7fEyUXjwOFBFXhxF({%rF1id0iVt}r9oE$b z2C-$d6H6=K_K$b?J-t)vF)nuv8II~sI(!cpP1O^<1xnxaiD$UDU)SyQ!(lrd^OC1J z!ocxp8LTg~O)MIrYe8jmiSVm1OCcLlv--~shDu5l-yDd19Z=_^@@kM+cIh0an8vI^NIBZ3W8F11;$lySJ95Dr!h_xudu>V zF7I*^pQT_Ci~UWEYDHSy;xo`IMlJPaTIq+eS`zf!nJgE|xPno;-sH;@J;VBKoYpI6z^Ouc~n)z6xh2ynRh)2lGegLXV;tnu%v3NMzHZ|-RrLf8~{>Qx6-jj(ksx>Ae{ytnieYI#^2 zCq@gDFPzTC>EtaxM2C-*7$a2}t_9BT%W9aZr)=zu_jJXRc>1ZhsoN!tU5_@&OYi33 z--Lt5X=1B|3OP*-MkIWU*L{wHI`wWwrCoy==e>|nhBi9CASlK6mg zI|V?Rf)7Uz^Dcd{>PO6TUaB;AJeF-H3z03F$iRjb{M$Un9vfkve{;zu3PM=}Au5`J zSXPcVP62n^xfa;H;?QNn8>4DgN}{KyCU7@%>$~x=tYbsOe zOJPTcX@k!&qs<@LH8qxWA__gXx^hKpfDRvu-?q)@UfH5pvSZv(N3cr!*rYF2uU9;g2YhWDq*!5psG^ zf1oWpI@ShplW2S;)jg;$zu~_x(0)Wjuu}*oJt;C?QJN7rfaZmCjq>U?Qu2ZT;55mf z>K9v3^@{h9X^OnZaUG9{qHAK;KEL^XNN=_qXh=pwO!e|>kppQfTcrP{neky*TCV@9 z?*zW|+xOHaD$_U`M?-jQLnit@ZW`5?HRvauk|Gian5WY-tOLo*S(dnf5!+2zT?8g^ z2<2+Ckh|+lIH)5{b*MP%+DFqjlH#F}(Esg%W$4kL*U6yJFrA_`(u$to!CN%Spy1Bw zXM6x%%rb<*1fSdTP1Q7k8Zw>Rr_?T+)p68AZ$yG(zOj97x9k-jQGzfn%ad!4JBl5z z0Oy0xmM`7Yh*wZYs)JYW?kLpU-+6?8w(JLUmxg65PW~4^F(ou5jQ=Jt@Ymf;WnQC3 zkXE|A6zNV-E_pS-(eyWvPU(POrJD0UDfSEG6;;@b?nC&=qQoNL@BcqPBkHBnzqbFW zC)pP1R%W2{ft1S^kIs^4#*tRK;fp|-ceKnDSjju^IgojI<>y1zuke57WzIjZ@ZM4A zD}0l0l^u~P(9fhcEKttJ>7Xv^#OPOHP!R>#R;crslpOp&`5F1?JE*?$&uIAR@XbMy z$Q!+!`cr{^{%)=c^EgI@3hfl)dYtM8{5EYu5gDvO?U&S=8T&sNXx7>ii4!SIjTCJ(Qjb3l?V;(Z8<6OlYtnpB3THx|fk)3-T8zQ&p6-Zk) zvf7ffu=AQ4GUgLrMLYED2pR8;Z~Llk^~-x&z0XG2{dajTha1><#rK{2z|}&v8RZ6v z&((MR@>y^&m(+JyRxW?JM1n8s>tQZ4&VNkaSTu%esn}x#q7MD)!#m-C~E1R zRTxLDz*OVs->H-%anAdCda*MULkP@1=41h|{VfR&fHu>SRjZ-Dbh40+Op?!<^Cym6hzp?i7X!ZgdrnSB5e>MK?#ji~AHp>m? zeI$O}oT3gl6KB!?WyGLncE!T#_y0skBa3*k1f!NPXzq>|3Hn$0oDRBnUDR%5WY&i8 z4$Du-%$P14ok7iRr`hB*qk{PQFp%EtmofPnuxBSX!dWHWMFxw~? zdN#G*+GhDrw|Y4R%XIM>6Po@l3|oXXB>u}Aaw#d0h=q}hHb$}?ot#nz1xHf2PiKEE zEjK#(-ED-#8VoPiTCpzSqN0+b82$5ds+G+ZwGQlGuNS?q?VXdkQgICpJZJPDKI904 zV1EDpJ#JK_Q(qPnqoAsa8LdS>5M_vAY;VsZZ-R(~6u)QoU$#s}e7a^A{tV2_mh;#0 z3PK+HH%E_GQwl*P&)abdlarHwey8uxw+VLkYRMSl02y(MwKku<(KJK^gqi~sfR>J2 z!H0}DpgRFMT#v#<{&y0us46REtn@DnvPW2lD36nQfIAqBWN|wy{EvYqvBqIYu5-BG zWh&1?$n{!lW8&n^kSflUo_!7Ud~6f|urE810c@#C&$eQ}$1b2&hi7@*KgW_Q z!QekNC31kNJh>24bO<)GDmj~hmpHe9_w>$h|0bNxKYgD)GYbGau|wU#DIF6(6-{ow zeEl)>oAJ(7Tja37?9^TRjE;^{a&=K^S%J2re%|Y6LUewlSXB}&S8A|J7J*lUM^BKI zd)cD3)f8hL6J#(?sIJ@j{&0Fe7@MX2kO*Jx0|%COqUJx()jGjOjx~l}-w00<|9(kh#7vo%J{$2LTSV z%7O6elAVx;A@qEn7EG_v{Y`mp&cNb`#2P84{tgB|FqO~ON~=UK&@c4-ywQT0@Rz`$ zq3i3tMfK_!Hrppm_yW~ft1^z-S0?)z_=VlHU(5+#hv?o>uH@$<;8BE=7h^_^l$UbB zJl=PQ;Jx<=Lc+>-2FEabmTi8J{4%@1$64&d6}w;;gTvO3#agU-Memot{w6#o_oEQ( z@7`;woUdO1xm(Or^cXb!NtT}{pFcz+ZNB5&Uca3El48B`cW@8>J~J=^uNOT1Xy!4P zHm+QMP)Oz3xPX?OE7L-+-`&g%x|Hd+kxDNA5m|qp5QpXG zgLj4T?O8Gf=2j4yXl6+mqJea;3eh(kV+rXX)?=$~mr;2-b5o>mjx4905&kC6ZoTG1 z!g?kAdP_G=g3r0n!f4n#>v5VCsmfBbmLyvBPO8-bJl?<{YfyseK5`SZ*&zb9i+CsP z4~pWFDPWU@Fn_UA03oWJ#(d?!JK_9r)`bauT%InNyPuJH8 zZkK-gT>lEDgwF-V&hWBvtr%FNIg78-;y2Ipfwn@c!krZROBrFExRAxnDh_9$cPgH5w!8dEO^X6E}w)BIWDnt$T9<@>j+KLABh-;${`cGdoiE2!xTA zO29T98|U|&+nGi)_|7m<2Hrg`Zz#92Z*tH3GAR31WQ$E?&Y~Aoq0_(`laf?_Vj#P0AoM|oQ9Vmth>QNxIm z5{!$KP~d(FF4|OHG!GO}@BGPiH+EQAKSP+qlye!o`!&&^-PZcLPBrj=$YVgbl`jM+ zqpuett{WXpm}+6u2%ep?5pGBYCAlB0G`mSlhYy${z{3v=4TKVetHLjY7mral_UcsIVS{qumJSY3{*hg0w-!w@u3_NQvqvicJEv=fhimI;tfq!4 zHw?}**x7XZT8~(9$kNs#ub^{Uhs6*;t|+VL@v}d%Fs=1)4;tXwTnG0)-9`QS{m?W} z^R@Qf)5TsJUzI9hseKgE24-tGD2E)D-8U!FOZ9~S;Ycc&rc8t8H#Ih;S}zN_c zeKkBhRURH^WNt5>FIEZFj)sXJrCAp)7V%Zw4QJF8I_NhHe_*|5WrvgAUGZ$4i8*AE zwLGhy7UGhrBwVGD_>t{vgTuYvXvr_h%?evTx?bpJSqt)PC))81#^qCEkQ4<7TG_O& z&i4InMoojSR9An#ZC5On=`~j{p?&1{zN^Sp`g;tr9~GH-^_k9fBwawKd`=;S3wgtx z1QmY?41z_(J6Ud2$&<#q`dnwb^6>I_Y7zv4kQj3cf1jLv0hKSC9MBg*^7a+{sp#wi zJSOz|^ygPgs^@j;ZN()e6_QvsBqjoo&0EF_mO{9PdzW3^^UWVKkHmc@I+nIpN?4+mZ@2uZrg&47Q#6GUlbjXVf z8=zPj-XWm_F5-eelAVgn6bw9NmWfj9Jrfd}q5}^0n8ukkt>;_ED$Lq_51gH`Xa&05 zfAg8qs2U}#7q2lEE9amJ((bN5O}U&2hzYUQep#<^vl<4fHxHOpRu}@KQ0bLalPDVw zTq4TmY2p=%?OA@=+J8*4SX!AC$<$SPo3I}KTb;X9NnDV2gEaC-BKE#43_yuDjdr^I z1%$8xy{Of#&$Y;xIQ$G3IPz&nWnRw z0V>>2mVv8PjyuwUsX(V-g_oNpyC3u#y~=)MLMp@u@J|rNhWoC^5$Eag)bF)9u=4I4 zt4ig@07CY=gW~Pix*Lucs3M5Zj#P+>@)TP3 zYO03IAYk66;j-(yUFA0AEyD}y_$xHB0z1I(F1UfsJB(PmyDdGJdZ8dD(UNj(8b{Q) z;O~uCK_cU2Khi@8mlvZmTu6pV3V(d7r?FzU@Vh8izQU|M8` zg-a2|MWYufbbMy{k{|H z(k`5(uj0c@VDb&pS^CaS5~z{A*SYo=XhidVYBbGCV{r$i`Ku@-%>!mGwv`-(H-1Zo z;>b-KPq4fa?LIy}-=8jqn0wR`13{W^FbHja^N?NF68!S87!OGaSU7V!obwx)^44`m z_%4J75c#P}p>}i$`qWA3jGJZ7CKQU5wZEzMbG&#jDzAm&wg_|&P8VW6ejbu}cUqxM zRr)2HlC9#|zzj}8T%0t%D%LjwX#$h$E6aJGj3SAxFUzr+^s6`-#WPoZ=CqIk_%n5m zKZ|(Y)UVov{q-yOW8P)W5t&B8r01*OcbD{OzFLT4*;qE7uKDZGvC1&qLG?q=$l=fk z?vDAm%=&qSG|&ALy>?9J*@ufnX@Xlq%zTGeO6D{dJoJj4v{DyQIwK<4BYIR6c8wG9 zi4s1>XFJOmPE$7R96I+d?>lH(Z7X<+Z--TJ4cgP`xe%HHRbsbybr_ZO3gBtW*UTY{ zBEibSlj{r}>-)Ss9;cAXfx^${X2{(VjZ9zTDZ(b?pYD{YovnSgIQ2IlI69sT4>P!H z?#HMi6AzFcF1GkWbI5hfjKUSIzwaBXN?qx|((pz?W=mJmv&jNzZlSwN!G|4E*k+Q| zyt?aiq7A5q)C-<^eU4wL+&p*T#}4&*6olQHcnPzY(_1>92!#SXL`%8Elsmx#anxNG zhvn_zOOyTm{l3o+=LtzkN&2mxVXcsLphQ1pe(jOS=kt088D5)X3&ER5TMX(w`akc% zSU5k=*SzoBU7EVBAAhCwjFB2pV!RaJS&F2_D>a+yPRXtVLRny>?LARVTW$@Ce%$9>9O_=g;<@9<4yoT2s zR(F5@I-I{-;_W;v#+zDRd!LYRrF4TX=BuqLwKv>l(>TpKL85=QH zJD8I^zH(vJIjT)^$$c8i5x2|rylj;UHKA9 zIZoXh`Kk6rp+huClKS*Z6kzSnmB)ZF=`2sga$b&AOj$@0Mg!pvly=-Yf73tJD_Ma3 zJE~~hW!lDBs{X-Ff4PSe755B~6fD79{*3`|!N5x^R8ScATvmxo{}EhiA7M1>=2vYW zQSO3tb}2sb0#b3S-}nudAb#rHDsyx$uPEHeuY+7oC+@OCHDoqY85kQ`$L2rE9oDrZE~@IEKZ1- z$Xde;xk|V!S(~mYygHREl~3bjKvp)^3LXgoBa5@GkU6D5$pqH=G;ZcrEo}N?3>}JQ zJhk^ke+8=m7rVhC-r;qb?Kq6LTOVQO7zl?Cb8j{|U~pw-B0({wL>lw3vAVF9-<9h` zfx@)x;p#gi@kH5cJ-O*)zUwy_ry^oMdd@+ipiaK*M)d zerC_HF8hr^9Me}05KW+lP(-CLudAa90*4cG|OkCKCevBA`wD~VP zGu%-$veA8O0$5)Hm1;<;jx@i+^Dx&wL*BLShU!$mlFzb7YN^D~02a+)56rWN_aV^A zj4{!-;6{BQ9)VoiRM8V0+x|gHu#(CHG@JfznR2+V$G-F_5B{buSJI3^{%1Oi=MeT{ zUM?WFS0XEP-L_!?cD=CGAjLN-Y}AodAZB9ML)uumaTR~ObGD#z?a&D>9mVxquCA6E#P|U!YV}ST&^7gAJPGlQe4ZgfkF~< zkTcrn+`J2-jC-Kc5=F(?gx?uB$;n?ONye?pMeQFC2hB+uIHZ5-)kFLsWR_~}uSfoo zH9jZvDb{WoAKED4=a6aif@Fn5Ix=yf+f@4N-LFv8GhT`_ty`Nk(w! zw~{F;l)qF}Y`j5wAx{%LNJs&JKVFGO@ zaCOfdSs_2^)P2osl!qO(=*DJg3+02j=B7R-jbB_Zo!thuuo=4am%lOtx;_dEFSV}A zeD>>KGLTFt=kPzylF3NZcA^QwLj=AbHcxTRy=3ZSaNdHemUkC>(K9#eJt5-Xkei;X zM$rE>I~^ht@qUcNAH1nLP~?Mxhcxcpf4Dt&SK{uGMV7fBtFne{*`vg+%B`XLDJX8k z?tRy%RZ8g8D?Dtmi!fIdTg0%f8^3L_KQMUxid;`c+EUW|{&s^&dj`0np#0Vku9~q5 z`7ZiWLJtBPzl@V*7R#k@&TTnsUnp6MN2%}$2J&%_`mRW#$ruy!#}6apvx)`wXiFLq z^UnktHxQ_g0C=4~_5Z@Ur1}YWbe5yvDeCfymg-e2qzaGFDCnprZXsw$ujUzjfKbp^ zp{PC6RaQa0(zGNzst>I*hVgdL#Tqnx$145#uO&8FwKR92nL4)y0}zPMk82r^+tBvV z^p$%JpT93P72s5!e6tp-`+WDe;xs-F*T5Y^hiSa5mzNxeNk25NsWPDzJpuUo@Sa5b zBDZAMvon4O-Z)kc6J6=xGlD1IU_Lkj=>Y;eo7%b^$OWmloUPfCP|Lsi1iBL26zl^N zO_wC-<@tA}jIwuv;{T?GC~A21RkF3)?^pEG(1Q6C{KG%37$s|6!3R`734?3!#iJVJZ?tUh1(k*W38o7^Dg( zoOCI0+Kst;SEkc|$`tWSeBA(W1~r%|3}SCJ`~M@7na6?4!sHuEz>(|E6>`_{eBY5T zmvT0kRJk6gaS}~G$I*)Xf0s(MG-9+m%=rzQC*^3>#nSg{bv|AW!lcSZ3-r1^T!0Iy zpZ)bp8uX^hE=^9wBpkmvE$N1ga_sC0mFgz&L|SGh7Ie$@J!UbURQ(8RnVUZ8zme?@}5}bHiH6`OESO&{l-_jfl9HIH%uem~PBr zCc2uJuln6s|877{H%VE0qaYrE&)~Lyd4~`9^wU#cA?+P7ba$TqW__9PzX6!VWMt+g8uyZ!>uiM zv$?r>b9?Ku-X?4LoSDyVa{sY*@iVo5EUrTWolfoWubF{DuHpyc{kAfNu-BA>R7+9OW^aNLr6TDPj)Rh5OyY#linssU0{s%|6ryhX3$_1~NRB$=pr{cwVPJX5UMQeVZ+R9AX>&a{n9Qf3Y{^ zGX-!9@o(Yyz_ewUBN3LbkTGKLFqS16CP5xQjEC%hd%pAShvfh8MyVjZQUyT^o&A65 zrJBOZ%1VB>tIXaN&wB=L?w1n2Y0P{iHHd?aKwmS_BdONj0j&V@;ZoCDM8jEGbT%7-p|chNYa`iG ziWpB)>$eCV1@>U-6zahKPqCH?PfKdv`+rSP2lqt|&4cxoSdt2h+jz*8kTI5X9!JR% zVvMIp|BT!VWi>mQ=N-5mXdudL*v)8DIASxcY~5z(2z;TtuO6E;=RNbrPVSa!jhm+^ zOrY_P^;y=~gT2pi+yq=BaU{xTS(sEtQYQZ9$Oe1a|1f2$QOp>>C(&JNvE%g7!L}!r z0s9euPZ$3_99nVpJ-LZ65a!uqP!BMuG z(<|mrgN%{3&i_U6J6%N7x&%VC<=liviwdQ>%;w*XNDHgk^R-e4^ST{0sC2qWv2OSF z-0a5)>B(L*jZFn@@8p9#d~UqFyvn;N(;pN@~^l-|T$ zkc+heoO1}6Vho2Q9@qHYLut_q7UoT+n?QL4Hx_3FGnz|an*q7!OatudwQ~jlQeBMH zZZ7IL&kYoSMT}y9&MaSDhZF~gL3wE~wURD#2BOLj)KE_(lH4{<^DGyImt9s9{T9?e5Xe+>I@A`z1n|Ysryq!Dm}s2RcXwmq@;p^ z85OS6#cF$ddj$HuqBb_?B~K0Q31h>@))^2I+dCQ93yyo($iwzMI926RTvb((AnW1x zkyKZR%`*UZzujuur5{6C8i5_B8pYcVBlM`|0f&^9RCjt|R(`AZA^i45K=|G*UKf?M z4QHC%_gR8-k7ODN5|3bEYYv?!!%V>URYObca8R(mi>Ib8Noj=#b;Y0#`<^%Z&gApj z9n&QsiCQu=Ho+uCmeq=`%Y5a5yMkeLx;$(X3t4^9YV79!1Bz`a^tc^5@w z!af(kL;(z;qO5&Sb^Bzvti!(U9czVxV`~ucgiCbg*+@a8hQD7K7~)e-1h=47aMe)e z^grP_rD5O^mzo-ip=3$12`8@PHW<%ve|=o>7M#t2@T_>$)MI1WMaSSJzIpfMTTJfV z^PTU;6Zp*zV?Dir490rzlGyxqGFe!mr}2FrKsvKUKh`N-%*udxR@S1BLCNSv4%e0M z2m#$cipK6^=qT3=bK9CpvS-BlOodt{9RlEowHcLQvI(n^vuV5ed7DPA;XKHs%}G?y zdm8dNse&(2O5}2Wo%!B^k8s&H4TW+emNU;0Sk)|v1h2&0AZ%7M2l`eCjb{iQF^as) z3QXI6@EV-Z(!Q6Mj^TrQJmC6*kR3a7F&EUy_ZV*LJY|A9jVB|JWx{O#IhX%RN|riY z9N~sSIvo_{8qOum^Ywcc=GB0(G$%#DJe;@!@D%Y@9E(oAL}dSawbu$WcLXBT!RIsU zK#_D3#E;st7fFvgQ(@Fo0)^$8s!>WJbhgnunH7&l$sp<~4o6<4z$RDwMmqeHG?44# zp+VvtENVz2wH$D6hUd_Bf#9EZgswqxqmb_D5)H5CN9U~NQGxq|0Af${=sXRXZtx^= zV)_S|IU_rCwx4&U#fj(_e{MhS`crUI>$5@S*cy6OYjz)C{rjlA<3&B9A`o6AUOs-`CZ^gWuv4uS@D-ubr9dVJzFHP_%FIwJ9M5VA<-|`89Gx zis2eJyK;kSF*!gTt|?ankosV;6CYE8vamp4?{%wVhxyeP%BAbNVHzCsz!EB>mllXU3Y_qWL6StNFVoH@7*WC1?@Mhn~HI z7mFdjj44o5b!23#4D{zA3GZED3{A61@QG=p%#kO7Zvm*$;*>^8vnV>^A3FtP8EXSn zT~TE;{jpgQ#IQpQXA}A(;6sF#Yip{L+T3o`qcq;@#Kw-vPzGVM3e#XIrI9aHx?x32 zcn9gC+3r^OrssG8uBjw7DVc1TNAD~R7F^$!>%&&y4k8)~3cu$=qX z;mJ1_Sxxy$nss%IO4V5h!D(edqYzci4jX$t+9Mh{?qHhVGvzA-g+09EBiv;hSh{bt zaj=jjW%AsM$v20h{#QOEy?OZ}OB_TC?lD$B8~x3#ZKJl_Ky(Xq2x3jFUflr~_Y-OZ z503+LeLdz9&6P+vE$_z#AHm+6 zqOY|l;y-gL4!jDCrV9;~lvRIGIh+0=-mc^Y9DI0&>zQhpEhkqY;qVM%_R%iS!{wfv z;K?aCnSgr&Slb~Wz^JW!?g19W%QVk73m-@Ahk0lq%g z@=H5JjHGB4UmE1|{T$8E7GU4h6G?eq$unFqygl368BV!w=y*I_=@BGY4kQFzbT|no zXv!P35kzo$99mj+Wma0RpSbO|XvH(V|3#(LO-~n;?(wYxNYh(k)=W{;#~mnG%yOYx z2k$etqA_9xZY)H+?`DLsp;WSZpOq5Sv4+iNP+Nfj*y_GN0US7oKt@xyehg@0G*DVr z3Sj@!%keF#3mD=KGQz--4Hp#H$<}%7iiZ3>jjVxu(BAst4g_+pQ@uEQ$yI0?D~-^} zGsZcP^bk<`1(VaC>X?HdCNk|79kL_<-RXf8P}A(#qRX8mM`$4))zYFsXd_#2sc|S& z4|5a1nz%NgeR@QA$oPucUz&&JviC9Y|$zi(BwoT;pH@>ve zylrLD<*ily@PD(HP8p@12>puL6IPi{;m;lV+ZLD}PL`MaC*`KYh>8(IW*PjvKYrQX z@5+4?EpXyi^Iwq6K(DA!9(e9mdyN%n^D`4MPyL5dh&{J$HNGe1+b|XPlK9yqxugL7 zO?xxFMRlWldMO)yqIV6QI;r}%8ycHi@HiR|`@$Es9;~QPa-*pH{V)lBC|Otl(6(I@V8g7I3W=X-xZ+NK}<;y ze@mF=xILXs2^E;P>h^BU|6F32_DLdy8ymhe?d(!LDTBKF9jInNrA}g``D{>E@ z4Rw9MYT#gHNpNlLE6am`h;o0Zl}QS&eII(;&Q2G3!XCvRQh!Y+vCH9va5pxnt`X-HO9F$0ptLYwOe?lnh9vE^j zW(%1=UUT~0FekNkWi7iS`Vs>(2&G}(C689W4@Tus>s>|hqui5B{XudsW;F444oP0y z1m#S#w?;vUgkAfcsB>d5KPny9W(lD6huhx=WQtHqsBf ze2O8L38oSsfnT`O_&Fk?EgTr18Mo>Nei>x#Ubenx$qcKRFm&z_rf2)b%I9@IaRGmC zH^whcs_FSt@Nm3dN&*!uXA7s8jnuEAs!#H}y26_aT^z%)W)ye^tiZVZNNY{Sw3_l& zkORq&E?&iie!qw&6Qw-ao|--+RI}TfB!gOJU*b?ueWVBjj(4aCI|JJcf!Sz9%rI8r z(rN%x;HW$1=ugLWVPXP0U( zIR7zJi5MHaM;d>3ZwLcx97UD##jl^vgswagOf_BwBqIy?bQQ2iC|LPnZ`-*Rtz(Ngxxzz%Uyo>gDI4G>lo_D_f z?F+$&6;Oh|b2oQCci|$x1Ek_xQ+C-qjZQmusx(*cP|$uE{)!Ms^~hgCx5+nb=gyw- z+j1BomwtyQkw%?S7wm2@@xM*FilI`DmKH~*09EVZ8`xrRM^Bvvr+?t8rc#$G&h3Lg zHI1}A;;gMoUEj?90goI$L4M`dEM98-67Fb3xPba^c8Mge*ZSl1XsM-e*XKOqf1yad zK+VzS!nniHe>WT4;ACc_&W06FI#mh*T~+3w?-o_q%@bdy%QFIoTFB|KBl_}$8F_D#zjlJ%hIm$_H?*B~Z}tm_Q#Kf)FacSI6wAUgb z#AR@C9yOI`$!g7U^Y&P$ovO-fO0ZRIVnm57Il_4&N|=HbEGT1Gr&I)$~Dvv1IDIewGqk5L#6 zzsC<$^_uq7&%C?!B)XoI4OUB?>ksh^Iuc@HnFDdD3lFPcP)`W1M!D`EN$ZxL}tdU&IM$^L>2Wl-Q!$0sh+pLL<*_^C` zeXd8+c-4wkr9XXIY=9NzHyKVnSN|Lwoo)t)KS(dZwIWxa%cZ89e=mmKI7=OE%XeH6aDinPw8)tQ~C zB68G0FYg2sdp#(P2s>;wJM59Q*WcXSyhP49PU#;Zc&~RKt#AKrF9DAQW77q9?Tn;_ zAg_2_r_J?Wu%1Exr-i*oPkx4&9`pzfo^kwBzwzR6#PJ|H_0nI8JNa@c%wh0~#)(*y z?k|ShSU4Prp@RC_@pMT>>0m>vYQUGHA&3P3_cbocOZKAi7qSO^7~`Wk5K{o8AwseXW&a1IZoCN)cT>=Ly- znXmf>3o?4RIbAoaclv3<%yc7rJwT<`@gGoEn5Cn3f@9OL z`0|pr9&PDGJuJ9!xY!6I`7|DEiBGuM(tTF&yJwE9n#f&TH)Yy&%DPmbEq2pXc(0+s z&;M+OQ^6kVcI=ym!Hz1F3zDxE2nPK)Ct~JuI?!anO6K^6^WnpYj_2JT6>?0l`8#2u zgA{JBC%z1$>0&iwMdJ|uD>*~1wnm}+gtRyE;;8M{ z%Wew|)?Sy>8sO4&em9Z600Wp{B{}3U`DFGz5SqYTgSA11fJfwxAFe)nveoW`fU9L~ zpMWcU3O=hz;A&6Hl%L0iCV4Oeo+gl-o(sF0CGU;v_|H$-92KLaDC$S82D3Q<+ZXrj z2XAhgjG+*t%PBJIHT(ABlXM}lB_$=z@q3pWI5}OtC`J)hZ&Ob2TiDDp9@l(zR8183 z{TdJmJkaGh?V|a{^RJx}4Yc7*Cy?^Zyum!#h1K$;>E*QKK8m{mxrX6z(I`xKuE!HdT+`r$^WpY~1kp;T-D**jB_e8%qj}jiZdO!L?+t#82Ndvp zr)G`~{TM8p_r!(-W!@pnKwJ<@Yr-5YuMs^VBhtKqStN&zcu5}PtxRrVCV7O7&1H~n zKCkqsig-m?6Gba#JFvji^21F$XapBUKt7){7m1QJN+9mR3`gQt{-dbc1PsR7k#YYS zo}a#rlA-j-pCjkg-wmW0iW4c+6mbM2vDL?W1~lwpQj)_s(t6QnvOmhT=WJPVmoiD? zAkA<-@O-uEoF>CDQDIO)rZI1JIsV`=h=cWBWbP(4+BlU@y5FM7^$)XcDt25fTmNb1NW@Ro1RtJ7NPA zvyiJJ;&J&=)aI*ZThj1tVN`?pv`an>J!}maU_vv?S9c#prHAv{pxS=>!(oF{0G#C- z6ZBpsjNBad{Et9O3b&=Jje9lNB)^fOYn4VgV_9C6-ka;|Z!nk2cY{U-gc&Y;I6uy3 zv^?D=JD3V2d=_KhJH3QRkj}>_VFizriKCs}?vPp|zF{Iw_!e@cfiIbiD7%j?zLp3W zsvLetM^3?=(UBqfmZWXo$(MP5S}gVuk{i8YhZ&G9*#du?Do!rP>W5t1MaOPOgLKj> zSM>DeAF(w<1z_=0z3&4DGuO{w5CC&B}zwlBNnJo%Zba0&J+s|I2V zkAjL}YZ@pdk5SsYc!-ulyYdm%<4(EX3XxYBOh|254g&cjVmZx_Vi+VugYxStBEgx* z<4YF>TtoNEY;CO*+@E>SxCi58n+Z6m1x6Ze1T-z?tCqN3vTrwSflsgCzz>bZ_&%#cU$18oss45dDr;rncZBtjSSginxxeOP z$({B;LfNk0&SAYX*$cb78?Ads&3oX^$4P~edGNSqbIGdK4>Q}zfB_3tcl@`*)p;`> zbKIWGHzI|wGobche`lv6rJ5ZpGqsYryH8`bG^aww;w2J$@6@9Y-@extc0_-uaAkoG zPFfjEU@BQLl;-|nigbHF2Ja9RyR4+i3o53VJa$8BD~Px8!l-bS0kX;1$d!NB=H=YQR8a=!9!H?LUpv)?a}Vr z9@Hb76_Lh3=}0M6`6t%flp2Yt7;{l`#e!Kim+bge0=q|i&99*&81%uxh)v@&QU7Y zx#;KyzpzV)i?1<|a#=6OE?P@-2a+nfuQ6Gx3lX9t%svSB=;9+x(Y7RtBP*IV2N{fn zkSby|Usi{t64;`PW-cxbYlx-@@n0ZDxhxpg4SgMgTw;bsT=dma)dMZ+oKGXR4HoTQ@wae#r4|YsWEwlf^N6c@nZ<;>~h71;T}J` zPQ5H}YU4CNmdq)R`|5U<`I= z;yg3kn4hFdQ%2N>%``pP5&+Bi0Tj<8LQ$=)17}<*(G(jt5afOL?@-jmN8?si%h+AU zcjjLun&A=WCH?8|DGaf0k@G53da^r@Rc`bUZ+$*B<@QmpkM^|kk@^JZ;%kKbhdN`n0x&cQU0`CL%#DE@TDk;Y3arh zS4HTx8&>upf8aT$3mgjWK`%5=6`Ia+^j}E@oA;-W!N>Tgtqc;MW+d$b)d?aGF^>|S zFS$u|m2CYP=KgY=BZQ4rEaAo_nReD7M@&H36R*(2&CUTyZ?=i=N5J4~rtU7~8t)!0 z@0X2Y;!eKx@c6Czp=5X_rbvp9_qSC7Brz@??@yN)MOl7c1I`uFIu`Ckmc@i9AwTjO zAo)R$RU0|D(v;x|L$ps-A|}9L`rPPox0Gr=fxizJ)4rP1_-=Gv7J`)B7@t8ZOs|ot89m$D- z1h`KB!?ziH%n0zK)JF+RU%vUWL%{X0r_ z`pwm!3jK!p%WzG(>HsV&W*dCJw0xm^lw<;&PDVomRu5@Tk zgGni8hw%q^42V6X3@@rr2MV~vDiU+iPR_q;>P54iH=u>tMs3S%Q98LOW2pJCu#heTh%O|Cbs)Z~d0 zebM0$t^p(;$ASdRB+Xc$vt(^Qe!$qeykRfDSd%3J_LXkaBcTE5`-_ykm>K3ho!bBo zI**BuN9j(QKbw&3i*)f!d&f|OyvmXrf5k7i(@%O8k*7R=4R;j|KxA0!PzsFm5zPHL zJD?bJ5yS|qM7bJ6ajTX&oWR5Lv+QvC68H)8SVh&bc%ox048*XOP!&&4<$RZ1j7e9PTKvEFFgyQ6P-%( zF?ol+mc#1K{&@>)!j-Co>bNxlVL0^=WW2`=)GMTzOI;JCG14+@>)u9`p+D=BO1cdH z*l^#Sy9J%}QW8}D*p4w6{Qf|~Lp$b~6 z`tqglrCL1mL&7!GYW-1V=&k%7)mQ=A6L+M-KJ#$>Z>s5dOsyAcL4Tk4200*!I2nZf z*VeDyby>KL0T(zJDUKTA1Sr)=r@Mc!N3GRM?bE`!q&AaA-MLcH)!Sv}$;pDUS=Ud= zB>ekF=jlA$G7A?N@=O*W-VeBfnsw>^Rb&`N_x?mW+V*Nco$q*+L=bJxfmC=*0dR&! zU=ND%&ah1w|G`b_9;L7sn+bSRD)gFXOcI~PBQOT~X%mC^} ziDv=cQe`alFhm@2aS=LO){=Dml?VQv4QTR@&_>`*68igR42`yS80kQ-%%h|PkuI`J zAcKeR(0g%FRDbPju|JG&$Q%~ey%&HeU|zbg!EQ@NvocEY0bQn3cnEeq#S1kpGy5_d zm(wo32eh}ZE+179W1%+~r4_gyXG|aC3~L0oBtg{k8i}$$hZ$jYsOrilf@2{JtR4;G z4lF084+-Ihr-$^R!JyQW&FQ6AL{{8z71{y(sT7UeSTzn1N9MgCmUH>dD3Ic-5=~(S zrF4V21JK31^H4+LPRRZl6m92g@<~Z!B+2KGP%OUfh(UoOQVcL2rhu8dI2sV4@YzF|?Y(NQa@w8YW?r!h= z^?|{c8e9BjGs39xE-Zg;V(~Fug$W0R;Wi8}EMm%3uysM>Vp&$4Ae>|CY&QF2;zrs2@wb{pZATaCF~{%ude-SppQ={=TMi> zEw8B}i@h8Ip)3>F=a3btRbKd#pLT3~AE~hKopjVcxcxY8i~T59#LGO z>?^!|l|ow*W(eU?%(qYqBVDy$9OoXzn1uZR55`!uNKlK%?l!8{A#Zh-=78Go14&2K zl_M*|RB&+BfD&cZ?!u-~5i+bumCzLTH4L)b{zCoQc_P|D7Ypm1KZ@MKvx)0pIdpVs z`huuf68U205N8;NFQIv?c<^#O^^C3qlXLQTV^u-izf+SeWrDGFR2{@sgTfLoyOi;f zeXqDV8waAD64B{bs>oPFJx@d|AH{MqiomJrOA!KpPM4mf%O)$$VDFE5*6j2|=%nA5 z=)Q$RO1QX!{`=rV-%c|ZyedxEl-;VHb`>wLPpFKZT~(G6%BayVDcS1K(`w7g+cp(j z`#?|Q2}!xRdgyFn$0QTF9+?1;o4ms!CxX}PAcOmTLUN>AN4(;IC`_UTqlr4})=+e9 z5-hWcsum)h?>YHprA_46cb5C%)aTsfN8aT-NlRP!PDb?KNj^Cf9~-i|nU54XkiF%< zNnWel=H46fX}FKu@k!Rz92ArT>4rJrx~wrr6uKbsjuh)m&e9~-t{V$0j|Uc0F1CUy z$3{fBt%uFI8;lxNtSb1{Vkc3#=^}bg?m&uMr%H2dZSX- z%`*0)sT4&}WqLVfV^ksH19V4zZjrViS<+OOvP*n$(!ZZYC`(l;y>RmWvaIyl$DWX? zl3pLEw56mcih7sMhjo%c{DzsyXnV$E2|~PnI?&Ip>3S6;dxHAptIhY?M9(kB?{fRW zG^5dm0r+EG@fVX|GebKS9$ZhEz+|4n&sTcLC{#7idEgGjS%NtGVTN)iwt&G{)kSqS z5)_|9eDm}W^L7MGEaxLVgX=%|u82AM?=GLx*xUb3j{^L{W7loB;r|96D3y$=?qM4K z1D|4@%hJ8bOn^qjq4zBKrv5~JMxOZF^WP{cx~rhU@kr3!bp*a=<9`lnnc8PlyMzAs z6qlZd37Hp(nn6?-E6?k1H_Ttu)b1iM|DRZ5=xEan=r5~o|VPPB#XTe zupDbuFSm@vI^RlvM&$RQ`l2qJn%@JFurQ5yk_&AS_r;LG3m*BnUN38$Og>S94sHMc z?oA&=7jyiOo!+X+0K6ILySRosdab}h8Xo8=J>P7DCa&Bo{9Sn9<%Jr)>1qU3*Ck`{ z=WX)e#Edmq{QqcUo1mgI)I=X{M1qD?K&v4WBE2&95Hi^-G413P^{$|62FnX zPAF84I~EOED7|QUyP9c_$c*;yil-XqHGCNYk6LclznE#N zNZ{YK1W%|a==;P27A+}DUWfffEB0AMJ2LslUt(2CFL1(uH&tPaIK5y&?j7AFfqzfm z*(;)A5|%}^s-4hExqo#`haMln>WqKIm9Lu6soh+KrAw=7VtS=g$?Zp`+t~i)6VqMK z-oIQfQRlI+H+Vf$C>X}eMDYKRcL40D&SUj<^+s|#wZ!dzj?Lk}+@yTDT&K?S^}mC? zg19v~GNcMf9!GK7^B^lqq`t~;zpM6Dbk!iZQ;2KOc8LKUMxr0Q{s$ImC+Vx1w_1t-%D}i=L*^nDw4l7FPdwMpCU=ePi=ZKRh z)Ykln{LZp+RW6z-l}aEnJ_;6wRNA)*^U)?(H@|)0!tGL;YD38!#1a~#QVx&qNEA%Z zft^^hfB}2gKttYNEk^Ytl(Itod^}}4eu|E?b)tB|dxDInvo;l$kUq`g+QV(m4z9;@v$pXRn7V4=46WF*opWB%K0Jo(+=_<^4I8bzucrGp z)4w>Z@%FpEA@2!Rz`%f{zJDH;cXDzvbH?OsAtenMecVlYJ)Zr1(5xNUFvLkRyx`~X z<(hv%?S8u66^UPd3&LJuF>Tz^Xkm4Vxol*KYraE5zpZs8U1dYzj5`KIcX8njKK0oi z0-p^vbsn`z0RT?nKl$u|(gJH(kwP2Ch^>SV*e-V}B5eEhAv_(TYkQl-vN;uVB1Tzr zJPpA=`HE8AgF2yTNK=oF&?C9Za4E%=cl=|uKTT^DD%$)P|KJVR_ zxPGQq3!xNbx-*N{!vBh^;+Nw`X>liX(N9a0CMMC~D) zY@x>i0K!Fi&mp?CbAZX)f02F`gy;G&cHyU}8VL$wS4xYOiGCn?%oS73eB5qr7rknoz%^N#KV8RJ^_pmP`8Ay65F+6e^gc&5b+j zD_)bkrVfFjVC@>2;gFz&ffY>e;jj&8Zsvs7X3NH7At%)KWCSqSuOfW9T9I-ubMH2Y zwlg7P;mnancWC&L&IF?T1CzKEPk2d*Ro!{lYC$3$dIj*gq5_5ePaluaze-j(CxQ@V zJ^-v+TTo}Duf6OKr*Rxi6F`WOM2nUOC(=lBX@U|@p0$o~id)dAkbY+q;2R5ONoVuXX+INF!9 z@Gcfk=xedya7?$L^{aC$!2MdIe@Nki<J%$FO8i@cTuT;G@(6suiFDQ^N`BP+rll4If|3LSt?kr zDVrsTDke#L>=Hl;bLLv%f%DS&nEE{!MTX}WSRlv1mjGKep^*hR1Tx%P0tjFSVg5Xm}BhyLD6$lU-+3yU(fV)eS8JNgaSBmaSBU# zbajd@r~MiVi_4?k4%lS1{>}tQ$<8CecvARVrO_Kx$1gT({!pb>9s50Eq@AJN*y4?w zF8pbs;X~IBlu7Km&3Glqc;QsJcr# zqH4pB7>#$DYc%rqJZ)ZOx!4Wp`z8mF}f zEHbok>gG$tmN(0Wy6^im_^|9TS}$gIgLTjh!f2 zGKc+-8q<#Y0;ErKo|BLAZO=ncBKZ)zk^s871!=H-NXhmBn!%MS`;1%ZK=@4v_a`sxX}4AU=%Cn%$z;#mMy1{mr3|fmF(iL&+g4=m()eS z1RDKU4ha?xYi%Cf_b%`qRw4)=hd+eO8{1U&oartuky~G(@6G(JQR22_tq6l|v62kv z%(=8n_|GyG77)EI6C0c?k-N+|%n}=1&OUsIN$(OPKI%*n1$}f=TUjo*W>t8ll-cBW zx?G)mL77rvVWo>R7rMHS@Yym0G=%74nrRe9QOL@I;xP*O<9#Y$25r73ijcPZii-d2 zF^U3e7Wh|6ZC?S|;1=p~w^4=yMs^H;5E(@ctuAn~%$gOPyt8f`GyBC1@=o4nwWd2&80+lP3l$9A*CR*wZCQDLk7#=h< zPWia!(`x5@LFDq801r1BC)||nNZ>=gtIbC^gNaE_&<4z~8sK3gLa;ZCaJE>jq_UFP z{Zqbt8ZCdq^V9vYR*e~l^)eqj`&3sKIVq{pRH4#q4+<6uK?p9Byqw(hp2NVvz+}E$ zi~UYG-)cdI=l*O3G0*kssl`|(*c%FNv(7Ss7Un1n1SN=>uI<>Dh{>-J9^zS#HTs@l zavTww#cBV+b{tm_b7a;k6nn_1?vvjfor%V~LkN6G=rx?6*!uJSUE)8W%<}K9* z+#F4W&wo#9_3=1Hx3#`(nbDlSkZ&Lq;HTgYs=sbs6WB01|57b;!-N#QDzY7cMzZ=OO z;ns9$ekcXxMpXNTl>_uk#_zpvlZeL6j-yQ`~9 zx~i*sPAh8|OYm3E5NXt8z(C{;)_Yi1M~gcd_&$h2wyWT*7|174Z& zqJ?A1CQiA{Q>_!1QHZ@@BHbJ%P7gPM4cYb(8H~mB2@VDuyd)kb@+daPUHgVZ)yAGx z`uFM7d57XK)?b1=-A}+nRe7}%9t&BG+n=9$r!pC5iJ*Jv^GxFBiS6v-)_R0y= zhlR;~P`4q0d%0o9T`;8END3dZh8(5O(hwfdLW5wToW)L;6Tc!l#Q2z1qvK{{G$C(M z{CNwt##n8buM`31?7MC310j2rT6Ee7)Ai$RZ}6OQsP|PS<$3*szg`qoU6IiX*3fg% zl$?TEr;=?1L!zo>FIZU}Y!R-0YFX{QFro1EFrL1wr^Hv;OhQ;3D}g{)Ud$s@t+}`- z^$!PV8@MWbx)MgEOs69_ zbTnVnO9h4;QY4!ZN923A4(-M-G#;Orn3$AAHr>_1PYu!b`r_Fbf2^3>!DGkZ8h_?F zYm)fU4iih|Brhh9+(#jJnHZW4Mheet8buPIJI}9023t^hUdN;^{_YV;)nm@5Ogi?C z#U$RYtwjaB({?F4p{dK|*+0U32gb2;#uFQfh6tJsfoTPowPNt2C=I^#H%TeaNq^J5 zGhs~@ztZ0@k9*gnT7ms(AL`+)>yKo9J!6zrolMy!=KSpJ?Cm>8 znZ?D$C(F%)mc5Y`6#9U5NW>T#wmTCkWhK+ zCNit04t6qA#+=PqAPSR4$z6+zFX)XuuEs=bn2$FUtWz7d)~yS3l+ga-4C8?0Nm`|+ zTaAROMH1)G&lk&_nLn){Pc{9G|6S$0KSAkKv7%>{n&9TC*7XCSv&z7}%*!#BC4^VC z{;wi~sGbbCDMp8w03}sK5N6A()VB|12Meqi7(`NC01xLxl^Aamv?;?%$ou%4rqAl0 z5zLdJrI@Q_J2F=c=BiXiG=!m=9Hr$8bJYIeqsX&GR2Ew0dzjj!I84CeD9fZJ15bPr zzm2g}ob;R`gtw&y0|-o}*Ncvf9O~=)inoxW*z>d4i2^H;T5Y7iAK6+?ZnUL^+x_iq zod1YS8f$-sRq{uu6MtY~;0P@AX~6)XN?RG^P=7D}j52@)o}s4&30RPOcUm&TTcfQ& z9ij{~r)s{iFmbTU$Q{Dp%3rX`SKRExEle>2 z4C|zi7wQ<-?t3xx`ta{IeinP(Q&?1s2x4JGMMv-0D>NDwESUg4Lv!FK7)?=CXz$XX zYRMwXj}17#Nu4rJs|iTz?pt?(M3B`+8Z7xT3zow-{)vFRKSS6N&)oSkRY8e?uQSJPHKvR$#e4BW~ug-}Z=AFYv zy+8NEzTNI;zPskeL(2qm4$?W?+A)>TM+X0O(_jX0^Qv}k%}u~@M_*%Y{JBZ=Kgggd z7xA`(GzF~C|4InD{QPflm^`g!ARcizR?(d8`REvdL)TnSb<2O=uFVmIN%jd&mip0R z)<@m%5LZkB7n>6}C?F&%fxci%(Ql|ONvdtumJ>J-FPkmb`7RuU(FX-y5Jpa%L{c9E z*wrKik#?yJK5RIV!U&|7kr0MDCNe8sFgp|mM9)m(ya_A^J`KLG;}PB4#gU#w zAn9z({sLI=wL|017Tq_m{}aLycoa-N)%-Id3OSC9h(Ajdw)#$-`zm8!YMDJ{JR$zWZOSl<@wir zj4lAc#H8cjn&bFvui5_~B0rDJ=RZ7AZ<8>6JxTrN8qQirJHJe_H~AaEsg(=3(D@H$ zd0#V+{AJcXS;lj-=|4ATPKM4JaHa^0D+h>$4zowQc>+LEh(CcXWau*uZyYhei)g8YPw~UXEe^-eu zVc6}97q~WR+L>)2|J`CYR|sn7zGRDzV|lOHWs& zEJp{TEOa$64$98Q9>@ZfKTWs%uDm>URo}aniR4_NWZ_!j>Qg!_fsweeWo(-{!Up!L zHo{@`^58^MMK%9o8=`JCx=_k;u30t6LG?^5#*5{Pg;s!9z|RGiR$6chTp`6`E2ya? z=Dy~(nm)2Cuqq(Mk}G^3cgw{t41SK>?JUWUGb#P?5+&;(u2GkaD_53=yM~c}edZJ) zJHx}u>oFR|skrsB=p5XRnU#KWyuZD3TqH4grsF{)Q>ua;)P|gZj$gz%zl9-u_d%3Y zDdxQPQdEH2i)flOCp?1}&bxi@yoiD;Dxjr*G9ymN+>5&DT(MJ)Wm!j%-lfoDJl~OA zPtM}2v@IgllU6#cz)IhyGDlhqQ2bDWus?w#(`1=}tzSocy=3cqo}Zb;S26l0lkbYY z8SyBqWiv8z#DAq{AnS4am(NM#E`RH)@2gJJW`8`nW!-}1>~{$~Opy)!k=^`p1@ZSR zE0VM^icy~+5R4q*^l$srwoc@bhl}UwES>;Rh4HR5&P|4JK|zLx8Kaxr&NkCbP7w{F zZ9dEr?V;kIsojs*G6DKf) zO-D;Gmzd}CxaO?y6WOA}_3(l!t;WmXJ=qrHt+sSOfP#;69uJo`C!E%TqCI{U9K=9UUOhUpSw zndBQNp&exs!Mb8W^N~*=8zWhha!N9HyTLS)&G`d)g^RvGozK8fJWLnIdCqucM$5tN zv3gq;kcv&d9}azofW7-Zj1l^!bTQi+35ny2>Qb(ditbV}r<3ec#G}$S4}}%i(8p3$ zA6Y!k(l~+1`iZVQX1iei?%+nKilj^;_fOU09UDgRM_1-qz$`gb%;Z>ct&p*CM&`U$ z{_Z6#sH(ISTBp}9WVl`dE(k>~`(5i?KsbRM9tWQ5#*UwX@CWUQqBsStOpsWrgS2K7 zPBi9Al%7;k?1DPFgjw?8WkQZ8b4O!gI7hif+;0nOD)3_0r?Gl8iw_?edAv-mQYx9w zK-2E_WZA&LfLJtA{)0RTKsAGeo0v;uvgw1zRZPIb4F;qnk%6*t zKyHyd0Fa3qsJHtrc{ohBavc0D{U=p^px%-Ux~H3k?uYc=QRp(cfzHjm!R^$K3lpNI zU6Ypw5q;2T^Lm50-3rrRynQLvt>+BTOEqOnqXsh_8e>przBoC%73$$qxRV%7yj}~c zluj8K67UBxEbU=#p;KY=cL4E_R-w?5oz;F4o-)~qeEb;@TQ}v zSOvu5IZs7qk_Cr*!v5F2J#jY|?Fxj^J}4MXT3S98l~UTNs&1MbSb3q-G`h5I&M0(l zt;%ma6KwbOCvtaM$JdUkrP7Qy9PA}^W4GJ;CbdyEbZ*~AP`DZW6A~@HH?@X#Jq;z) zPS?m-5$0H$w>0n4r5RyipPmGjK^BQhrH-bQJ+u;QOU|kdEQgaF?~ zIdKu>;q?`h#(5rmG{$;(tM1E;5rb`N`^0kkw+nw#>GR}s9H)=GI^(|?-TaIOW?V7<x)HSO7O{m%A;slz~mJUa<L7hrvrDDqsLlb#l0aG@=aPT`8MuOIP9G|kd$4~e=r zgpE9I+L$=pGAROzF~&(ZYu9XY8FG=y4hZofLy)rx!-=sZuF6UVI1!G!Ehq24bt0cs zcm&xrULh4i?ViXYz&oBY6G2q4>XnD>GEa2tqU0gxIlD@I-{G;>fqKMU_>Eq{CntbB z^#jAYg+v-|WI@K?Ac3n(vW$@$N?LkBzd$lrkRxa6=H482U9RCJPqf*YC6M z*IgJqDLQRV^tvkD^~>jpRlTncnh-(J=DNaR3~J37`t2}EXih`iS)8wWrt6s#pY*e&g! z5K6pEEK?GMx=9m+*LA}9$aycQECZMFz_K3f-YL}HlZ!cgfQarJ_7kj5jK2_AJ7SJK znlub1C`Cu1CFV3t=S;WZ=9}r)Zg{g-g2xM!`+bijJR%>uUN6E*?H-^ksAq3duXPK0 zLnbw^0YRoqWfCqAwK23gF4N}Wl5xDWGlZd4wH{meg3UJbr}D$RLAzI9;=Eahkx;wQ zc_r}{0xV%}a(IYg{RuSZdy+m>7Rf1v9-Rn($h9~!?J{2&W@7sdNyL4kYl5h*QPEUV&d8gRcC8byK`% zM*c!XKa;vRqE5E}KLd%jQhUMeAXgr1dSvQPc4h)~;MJJOJpsWU+6l(;=eq5Y^_X;= zs z5Yh-&>yS)u-lQndL#|)V&d%IGLV~}|ODd^lijn1&iD*XB54n(sS92ou8f|n(FHWyV@RcUEyAD=d--ym=O9dv{3Djmr04g)e;_j5%z zEwk>rBCx{7RPK1{Fw!m5R>&!*-^4FM9UAzxyJHid$!j#SNk$8rMn(LplerCpJ8<+2 z3#=)`hTcG2R`nEIvR#`)2Rw(jC9B;ny_$}udLGBKW(xg*; z$W;aB?KN1mK*bPN2P3{`10Zp(u*LbLQ%a-qE>CC&rOcRjq2{1kO;?4{cF9L+woZIduXLSvDrXxPX=n_E4moDitWAE&1w92kmL(Ff-nTlfZX17$0RW z5G6WUuEBJa$LDo-_H=*w{QNvQIeEI&NSvG_j&miIvxmb38T-DThnic)l0L`AH+JUt z0%xjngxh2`MY=sRSl+7Ty>Z`swHU z&mVGKB4U9?Veda7RLSY=Xt2iKnnSA>mZIk3#M54k+?nT)CdtAC^`YbL>RW}=5tGZ0 z{J1u?Ks#(EK4_Ak}AD4Fo#YzpyMg|#9 zFw}jYH;VEztWZ&w7)h`jD6#0Qt5FK9q1~t2@?&5{s47OAO*U+jKM=5<>p{OmOUl*0 z{k-DlikqCGCDSY@=PjVl@lN~TiE`84F;SR*+>QuZ>#(HgZFicE__iPEU#YWHGchsY z=l2T<5fc;?)YV-{q*gdhdx}{%41m5~ zRRzf^Q8n&zz1*(~Gp6-^#|w$tAbWS{I1vd5u6RV}_4pW|gNDCS0Y?Loq3Bqr@S(-R zRKX0sHOm&@X_5h!k5Qk-qg4MPlUyx@C)xpNk*JD;$k#vB@-Q$+vulltPqqh#@-yfSr9QEH#3hDGYmaoN$h1Ke$>?JIOT4uJ19i}qC z_a0fVcHVKlIlG0GjM;ZIg-MDDo|X}&B}2gHV3eiG7=0ER4|^J;svsdRgc>*KHDR0+ zW^f$J}oir?`>l^?272R zSkue=_q!6l@zS@%2OMA0dIaiA_0~2hZt+kY39bd13#3r`Z)(djq4;zDaZ19Ldrkk?&c zRYI*Pu7Bj5CH<*@^dvFsn_)^!+>Q@4=$u@EmLklqV!+eUU~Y4v?t_UYnEeJtz^fQ~aGQ19fu2U&L2<8mG1+|SgW zkZxi0a#F*V3(o`E!iEy?vS3zd>A##d62KA4Z-_akixu6@no<&m)GNW{Dni~<3u5o6 zq`4IE8SX4$DZ26}hE5S6+PW%3^*&DTYu%?-dQg0$2B57e;nNX#%=KZr=2GO22+#Fr z1AxCJa3EV;J~faSN&r^2llT+FoO(m+^}-y&K1SK5j3XC(lp$y$E6Q9@wUhK_cU9Zg zOnqqs*K|c}=z|pOe zwqBW3agN6y?K2|z*g$3wKN7-mEF1++ZG__Ierms3Jk$h&7H))hIfg#Bd$8ffL__cp z(fS3`BnpwJuZO|_lY^3)|3fJgfk{Sb^$xAMciVwfpB4c%+Ham}8Dho9VP{#EBJJZ? zp;E{rqKiQd1K5Ma4g*4*1Ymhey(7n5KR*CtC;KRMv``cLPt@PyjPk)1_oDpf$l{>n zkskb}Uv8bI1FbsiBUsi3s&O1p=4xu?%|#r6o|f~yNkP>Ie1@*L7)eqZrd0FX`bq`f z9Qx#-ngXFnYS)Lu%=2{jTF&qP7XQws-O{*j{^oJ;BIW0Op~MbnCvsE-*-^wUlDefY z#8b!k78Sh|2+p*IN&yZDl(p1sD?1KM<8kCmcF+;Er=u16DZ}6-i2+#k0ShKzv#96Z zpGUMvfI-ZpHLRjO=tc1(J|W@vTx$3W5J?eF-wQLFUO(z*J)w?3Xd^#Tf}c^!Dv)ug z%gI&zJs|bf-Bb&F1o~KL*k4l(C^z07;bvN<^?y-I97HV;dOAFHJ+s7|nq%o4W@!-G z-8fEuPB&>3?Ar%IS{)9ttJ70Tw|Wpq@mXCOe$x z4IbqkvuCE)l&(&RR^|^>|GyMd2O+2>H+;s5DE1atwN~=8OaTJEj`*NJ6={2$!Ku?- z{J$tj%fs@Af*gIdH5FivW4u#1#m+2usL#!zuJuhS{{tl@05fAsLVx2A^^_efM9}z? zF>VtKHD6%IUlX0~r}#|e_)O%N+eNqH-4lGJ}nj=1pl0%U-IRyHgNDTSWK$0 zCEHfP>jCvCM^{G<;cwLN^RX3m$Nv!8hZSIGfc#fzKhB?EWJ4ODI<2JhZyZ2!vc?me zz_F(-{~7w2FA(mclbL7wZDLFBp<{43CJJTJ*4FgBBrJQw(TZdZ<+qMXQ|0=ZU>7%<2AOdt-fnvIx9wzQ$C_It2bx zz|i@uo^K+zRRZB3<@lR1U=Wd;eoOwS*(2qB<6rEJz?hD)B>1S}xHA;1R!~@IVrm+Z z34%lXc8VqrLN=Wpd^8vVn*FX1BKfXSk9shE%)$c&QXe{y{V5KLN z(Ec6<6870WKE_2wtu-4b`r;^+Om}^GX}R>15pOvK335s{gOk)Z(r61s%1~IYOtoTS zVq&YVN&zm8D&0$+?9cl0PqqV+M}_t8Sr^GfDsUG#47vooDQeYnzugZ1cS8aa@eYRn zPJZdP;BnEO<_KF8tlsQwOe+ry9EE{hw>=zC?<>3>H>`F6NwYm~j{I}*-o6Bb24tiQ zw^uG9gvY~3EK}IA`u98{$CZA(t+u6JNJc4s%gK5^lsvVgS$v425%g_$%dV@P@|E%C z%T0Bd+(y6PA)oFxV-&UQGlqUeVUzwJln%k^VReu7nAr4~|6zQlPfW;teK6e}EMUGG z7}}_&>n;M%>$n4dBhx3q;j|}z)O82KGJj=`Lg+tIdiwd98-G~74Rn(PZS?S@j2VzT z?#|Ys;LyRo;Bq=4Wv$GK#jp)Ioh*I&+2ds3<>eKH#c~Gtv_H@5cBXHS&qG8m^9_2>s?zMR9sX3} zvpa%&?>Swyr2I#rvO{r>?5XG(o8yYwN4iIu=xPKTjD*niWXIiCJBlC9Pk8ZG40u%@ zXYnpBzliubsn^n{xg{6F#Nx-&E4<64O{!2ub|#V}bs%@BDgSX}j2`4O-}9g}MUdw8 z-2Xe~z+}Sm_mCa8OVoQlDHiOnz69=Wih|*GZU==N{L}6^r}I9C%EFsg8I|p6m04QP z(#wTL>lb7~uinLF!O(+~Rs8j7 z(a&=Z6-gpCwr_l$9)51Qxh;CkTT@(_^D;|M&r45UJWPinIEys4+wdU%vd7s+CR?YbEuErHR%sWHl;2-NGCkv{NaJP2{K2R4@iKUFBN?*_s%}d& zG)3o~`&L7qS|~3GIqT=1EKV+M`)miTcBfc=Q|QWR?mdcZ%2nL<+hm{LI$vI%kCbD( z91 z?&=yioxQ$Gy2Zsb7m?A77d`h(O|x+gyxXd0S|vv*EHZmj%ZhEF@u9}B+94-YcvmML zKEmw5QfFs$^W*Nx5yoswz|3IlW0=9mg(e)Fa{F23Bjviw7k>_0r^^U9_%b|}gBiYj zuto*;dNbxXSmmZ@BIEYmTswwpXVTX|f-p>hrVK_ml5hvu)Na_)MD!<{Plg6xyT z`uLSR@#T6yHu_ZBPi42-R+p(RN}-&$KN!T%G^Icu?`u^X9-I395*D_^v)M9d!5s1R zK?<%J)7Rdk|Yk!%R#@cWp$iO*&AzL+*zE(sM&8`(c1V73t8OXy=$&^IY0Q!x88q+;)#mTviKEE@XIFVtfFTX4P=-TN z!A*G>`OX?XSr^CNh1*=z?pEKs0HyA)d;>gj)`BTfOEPy!x{*OH)$oVr z0-)b}w%~QFzxXz8U-j1$#6!xF+MgU*H7cK{^x@QV@r`ma9v}OR7Ot;EeSiCeCUKE^ zE|Mb`JEs6K;f`1513Y*ZVUl0F8Ea4y%D)NrLAO847gL$=hE~g;zQhdd?@ZV5JRrQT z=kKAir|5oi*;;-b=(d`lF*oi?w*xNIV9wU$oxkTpPVdOAL_|0;K-O;;>it=;fn=2P ztfj?YVG6goU$4&ItNQA#Q;aqDOEPh);+v8K;xEB>53XN510lzTY41ax?No=q1hu*&4({0AA6(R1 z1sf-3!yXR=_kjKD`0jCrCp>3HbP2$RtKuuFL41lVeYV(4Ms^ISVpNB1-u(V@;U}px z;cW!5h1aiIEsY=yAAVB{?>W`iIZK-%yFn04iH~atUI%y%+?@^gMwbl(c4uN(FzQmd z(;&bYs3N3SJR<42s}%Y0?w!_o8#wGHyBfwaop9rZ`A_zsx<0Ew{}zeeM%cFz#f$sx zlMy($di!mjgCmBj2W1C()R#aREgmRN(;9O1RcN?b&-4nr#WiCObqBiD$wmMib8J#o z`YMB)=wc`N!Y#-eUkeizcVZF3@wo}h7HKkjb$s0w(sKtAYbGQB*f*(!N!)u@(#m_h z1AJ>Y5@7lKBdRFPavhbCZJ#mc;HMRYLRZ$8H?h{2XV&k_bBOV62kbGstiq0e;{KjR z#!j&FTp*4XPk)Ml`LzrNLGsBYttG50DNoYCNS@hI{KwLKz8;Z{z|dXONcnru{@WOF zaQciQ}T?IZPObh)Wl z8Xqye?SRJ=jxCJ9-8Q?@qKc)vvaDn#+3a5*_JmXiKC-|qKhvBuG%e^oE zhUVZU)fZxW$IBGR&CM^$)tJL$;w@G;LD?FfYU!(&JAf9+_EX!=#!I8Bnw6{!=6F%~ zaWy|(8XjjN6JdvJ;N{q%N)@(%JT3P2mbVnglzX|xq^R#_`;DSBg^G;w11Us!Foa^b zkWK|v=00T{)Ap&ar?PC%eJ<;8Y`TElHJVNToxOcbMC7b(LTNb`tY$wViX~KU0kn9g zv#)D(=}}0unAL!v<52zkDlzL4a;U9}N;o-bG~a$=w)B1hJsv2`KSzd~a76}uMn%^3 z%UEJI8p?0xehK-yyY$J$TfkSws4$*!|7axNGl>W40vzq4V?AOvKM)#tP`x z*J@e1nDR%}Iq%@S&rqDPqq#-ShL+0%mmha2sWRir#$s0!R6b)#ve#JX2cmc*Vjj94 zB=4c{iQHnHP-j|?n=nDQKTzN3ctfgA4LzIMNvgOGk>fR)p#%xlAiOW8vOyf04$Dm_Gcb8jU32EAUzj-IV-Py$)$6-Ycb z3_5<8haxUCby?7+OUkB-3X8mcOO9k?5A@-X;qw;leoVEo3*v8Li*#&cRB*b~2ESv7 zPr)Ro`BXPwp#%8-$&_0M<6#^3VV@Rj#eb4_eo^l%ymM7E6Fh&%>{ zwQptde!y9gX=yDUb`<#qwd3q~c@0QodmmwH=t6sGy$Zjd(|!2meWg3*?2?I9L9(xT z!&OneMmM$DIomhvs3n>z+v8(dg~TTY|GTAelQLVU^ecnOHB5TQ9#v-^Xz!~n+y8U< zhj2-G=`Ms>$5#hig@VdDDySQ&ZN^!{-MWJMd^>dYWc0J^Zxod_XKO~HnIe)GNGoPKdZ@E zB|B7)GQVPaTpI)=y`8ju z{WxH{7*x7%1c{xRHw|L3z9>QKR?Pt`wHk3<}n64@q z8Wf~mX>`>t)Fu7*GMJQe8z(U3fS~18Ak;NOR;Ywf+Va9S0R^jRRn=9&n$xs|HZs*J z4`JMQB_ji4O1l!Utc@{?0W#O%5%-UvfiB%yzN2v)5LnsY3P1hsIu4@Gpy(wwxGL8K zFB2t=S@>FHWzqbY?qu~1>GZq9=GYC2qJdO1`Oa&Dvm_9y8r{G-wS4f5Zib`)`=PpDS4J3o%RRF|6-{@blgI?~IF?Y*QJCBIFvdSOS_!x?5QA9Aq7w93e4c26Boav<#` zCRrkPGu?+&eQ6>CZDofARx9wq($}*BidTL%_;}5VAe49@9$uhKP(4KX#6Z&JgaPao zMzBP$U#0704%-k^e6U-&!4c}nVHSD>@FRXVJ+3p{)o+H9Ed|V%h@!P}fkic{r->XH z{nQHq_l|;?p!tq!p`ny+yzoA|rt?(@#P{NxMuGc+?$mJ2RbKMZHBxC5W68f<6fSHs z8TWtT3AtCPXn|8chDapem_a-Pf88K=Z$!7f-|xcUA+D2byrh>VIIt*^z^fy)FO@eM zFJR^M$HOG6LkpvlS8Q_-#oLz#G#&PL|4q0bQYhYd(!oMMru*csU#Vu?!0&muiSPUX zyqxTE+ta{1iZd0 z(m)%^!1Q^DEpYf+ao%$t9mN`4>dFXaFJ&Lx@+Q!l9p~lg2Z2?5W$b#GPN3oO%_!05 zMfYKKw3Zir_JM=~f$Fe@D)Ff9OJI>J>}I;>%-A|Y?U8$UOkpGz2pv^{{e=6@vB~DA z!We{=OU=G@nUu%L9x=}^Q$2Kov6glRoDG1d-KVcY*wq13rbGM&8Pcl6VICIU5Q{hujM&0XPxd5Kq z^a}?Gn<6eu6vf-T|7WA3_eq@1wUwG!=WlLA&^=NMRf zL`7EEiN|S=_@KERznL2n`SV@eI8>(Yuvy}~S116h%h^gGg*^{urtuH}gz_MRFf@+j zxQ@rdTc)x@atxqY%jWrz>)4FL-5mW*8N-2JV3hsaM2JmGrBy(qpqFUjjnYHKO}Ssf z2E+LgYb9A->^s9Of{(3VDTSz4*ePR5&K?zx@SWtMd)aANu?-;@AC57$!7Uc4YJ_)N zYATe{0tumeEGMfJYc~^^%R^#+yJmhvSLjqbT;IVyQn-wzph=0HrLr=0K$6;7f{(^9 z=*3;v*lmKQywxs5139;7ebhTSq~l*|KNoq9xGd~u*H|9!0%a>zs)nXREMyxOh}X*l z;hS-42Yzg@Pp3Q7i3w28;&P?}zYzR}bF7j!8ra4d#i>o4;W%>T+&^;tn`vRWo_bD3 zddX*w=P)x$ztj!u$8oyfOp{w9fl2`aE=N>_9_Ji9Dgu|{GK^?3HCcApOk zkn`j>Vkc8~;M4{&g*?lWXFLOR5O_si-!dP*I|PnM@t(bysJ(tvF%eBTq{a`BLjoc0 zre!(aRvfLWos??$r5xK9h<{^~lL?g1Z|MEckiK%LKPV^`R#vg&Sk>e-zq1q@9P${~ zz{U~!2UrOao{d}o&I!yTPcaB+j1kUK)lf^&*@_1R+~Jp8)*%PXXu#<0vZYWaKFy>V zg&Kw)4nWmRZ(CqTzvc#!0eZ2)t%GB(Z5lWv&?48IZhxjH>>8mkmVS$vMEzrVariT| zbyqZp+YBtVPR4V|V|#EJ!;~ z5fHYi9_AR=QGWP5dw`wmzOtB4Z0V*Yv|wH<`ihL8)cv8gz$01K=L5*4?K5+}_I=nv4D+ECeLKWx?*mv$ zLeqy*2UlHtq0rx0gBE_Jeydq~zK6Nc&;VEU1J#D-`Go;J!+dD|=RSD3_~8m~e+%*T z3Gh<=(?i{Vh4{5O_FK!R2wa_vlFJ zGWsngWv<=Vx0!Hf;Bt4gxv{bJX2CM|@P0SzcTVHNcPIfQue~usMvL8%45cF3y2SwM z!4?QIzzIo{eB|37Ek3^*tYK5w!XC|43+0X1S})#YxUO*cJl%PowzAo8^duxCC>9GT zDo*%;zYBLWAcCH)&?5h(*XDIURiY$f<$1io0=e04_!Npv96mBelo`-1nFfMyL%;HP zKMtD2f=|5{PdPs!EVK1Ot;KX{5M*NX!G>KGyDJ!ALoR6Js>52U{jCG>gY6%_OTEga zRenXQlFwEwkVL>@uCgluuv#xDxBGbO>FM$Dwa-*&`CjysUwn-xm#ep&1$39<;o)I6 zL9*m85Q|0EnvHj@uCD(6U1ZQ5jH#bcI`ds8f&`BEYj-dL92}ewzpU&?5FAFn-(rJp z3^p6x=g%KiqOjRS15C1jtKPRdv)^^>zjt(WoGdqIvD-sDOWkK1YBTfk`GN>!xO*qH zruX`g>@}vsOSe#|$9F~iO5QHMZ!u4C2%ExwM>jtINB)zpM}w(6y1Md5(-uIlYyfYLZO0>I$x3MX(dq#f!anY8yQ-_@&$I5uk3 z7T>{tz58w3{!CVCcfKLgVfJ))9!J4uyAl}_Bi2Rg!T%MD#X=p5BKtiip>AZ0=Pezl znAW-c)|!$W59xJ_**KAQaEi6}^|V@5miLWD3HoI6nRs#BQ*O1_y~EVWYP;TrQ3)cq z17JhGoX2qo-U>+-cBS4Ln_F?$0YDVI3r(7Xr{CSv*$~?HN6XgUJu$9pd45IX|IBVW zf-^=-MFlGiR#8<2$@X+mR=IH&LErY1_;I$uR_}{$@$*iat$efHx?mmiY^9#qOAxb? zZk>K7L{A=CIuUdMOX``QVX=rJ%;R>lUa7oE~$N^C3DO9-XV< zFrr7*fIzk5n0&aJ(+EyN0wrH?7%(lA_s^1`e}6x9mcg3>>-Pau8B(C90tJ&Ju;L|z z1o<|mp*L3&>mY&JVSj>Dc{qbh?PTevJ#jh#Drorgvsj3&EBEyv45a(ZQ9h|UhK-F4 zEBh+r!KCnM-q-t4-!Y&H0DYnHNzzVt1bUk<2zuHCz+23x(MGS@0S?75`#wN_8g{|Z z5WqUqutu447oy3CFPv1w3wI$RPA#+T&@v z+EQOpmJe(IJRUcu&rw&mM;xhC5`|&D5RFqc3twn2llppCVyfZUs_$#meP>`G}MqxyR#igS|>UJH>^^YMZy>Q?WvxmA!mAeh;i7g z`Rw$QXZ08=zz0HniYJrl(!^4rp@9^!&J&HQ(nYnTXS13k$boImDRsZx+3*;T#^oXs zT555xnFAq-JXs`%AKA7cLbnH<44rS-T3m74PY@y_BNG)Gs^03sGE-uRK(%3QkCef8 zGiS8np+G~II1|D9a<{orN68+VJdsUZp4RIz9>e#N;!ja}<@Y?>(>WU|iw;t(T_EC| z7|?dNQw_|~We!6=M-VDQ7TU@nh@6$i>-l>2g6p?~q}4mfV6eiJ6ig(UOm~A<0`YKf zXacxBVqbFXpJAz7M>SPVzDRK9Tg2koh};tcpVoHvi?V(N;6$nu)%9qMH9~6KZ-=qo zAiC^NKs`c(+b_i$z7n`mt+M&IB4XAgazd}^OXdAMpcZg}@5_aL+I$9Doa2MVgaIwX zqA~uh{Z$a#vi`oWkE?xmXXFBn&5msb@t~FaI}xYin<){9FMRR^88V7qSc0q!4#%C9 zR!_#HW~=$nB#oG=+Xxp0cjP-4QcU(|D!D>`Os~^DVuV}=Y!yVW8dzTW+)fO#a^#h$ zn3&Pe>)-gkG(HVWLh~veJ)LTyynn6e{4?rVVhseyl*{{|G1%L2jK6@^+lH=AJ`l0P z$TK^tfXT_TLWn$p7&l3JIrk&~*kZ{75T0$)wUr>(qr$FArA+nCWHgal&5)64M%&;s z7Im3a0lb&O9~S{MOJ#5rXbhBfu5Da8v+r93xGS8U5y}LIBw;_J|Lw1&4M5j>f#~U;2<*Zd6-k-&c0fBCw6jcKmB7eh@*5P+Ap0 zY?cI^EY!i(_+M0(*(^7)v?)J;EM+-2^*?RpB~cmd&!9Hd&NnO}ajDJ5K7CF*77cppbkTgCObn;rO#+M~^@Y zo2TqwKF*GQ9Uc6Kk3S)X1b)|TCjA4%SPz772+F$7JmAmgrH*{D?f`#T=?h|Iiddkl zF_-q6>-fUU^1$fUw3k zUmTqrj18>cO16d;u?zhxm?D_aL8I|CzQ zSbAY&7jq+HF$V*8P%j%NV+T81D+4EE0w)J&5CB1QCr5c>2O(Q)J6juL8z%yG0(wz% zD^N4g^R1n*v61Z;V**}Y*nei?27Wxo2o44Y)|LHIVhYO_%5TsC+HAdt$7Im|Z{fd% z{}%pR_;2CAh5t1K<3M(T>|5a*n6)9ek^?hLk!nLDEVZFAq&DQx`kq`9@_b7j(( z&%CSas?_pgMrn^;m`i(y-@}E@%dK2kW|np?SnMjm8mF}FzxCwZ$szj;jQ3a0`~SOU z?_q|}{-C~OSCfQO=XRgGH>0eo#OL-Osn8W}A~BkWi>-t@8RxH@dj4znS6z|J$gC+F zul+WwSzR_$AizYcJcZd#r_$!Z<4O8Y=GvI1t4Is4G`Xp0zQg&X-zVKq*K#_JJI@iD z#~89Tc(Sp~^g<=;6S}U-+R1hbugh+2Ir)C6?OVy_eRlA^?(Xoc`3h zJ9<;=?j`bF`*_8OEAQgTh@RyqZw%4F@dyau|QDXE3*C`Yq3N zTb{WyD`AD`#M3$EJ3c*9dd^hxY)Y$ihi!@iV6PT#CNLfd3S%!nWe$8b5v*DxVC)Di&tvq6W*tvnP*pI zyZ*c6_H>JcrwudTOLJKio!a)uMto)Gl^c&gPEI)%9-=Nk`SS#u=c4SXKKJYNN|hYf zEw#0r`Fi@S*gLoFj17+%Pg)aUEIjw){XfTaRZ{QOUb$1M^M7`F?!}bQ!?j1 z68-XI>et?fuZ+Ic!89I07HEFPa+m-^jx(^2z>&!bO&TmLffcg;6X zU)AfIc2%Tl{;DyH;m!WPd3D02O{+gV>7AfwlfCd=DF3S3tnOP}zP8J@tLsCIbry4d29M1^-}$2n9m}JySgkg}~Cp zqLM0w02epsd|>mqqC^vD4KPGXfF`@0`bD)>NGII{sGF!h>XsxvaPzz{PwHAlC@(8vT`ow>24r2(coGfND02BsKpHa0Lf#Wc?x!#op1 z10?fGiV`z(Qj5TG7@S#^3JgC5{h<7OV9GIpM80QUTD}6bx8&&pOh`87DHds_=H{jb zX=#Zjre?{BiK$5@W~nBLrm1GYkW01WBCG_G5Q|HIX#*T_<|f9#m{V1C^>^a}0Bi(N ANB{r; diff --git a/docs/source/parallel/figs/two_digit_counts.png b/docs/source/parallel/figs/two_digit_counts.png deleted file mode 100644 index 24c68439a480daa7a678888e09da36620f7d3a91..0000000000000000000000000000000000000000 GIT binary patch literal 0 Hc$@&TC%RC+1wspVE>-$VhldP*70FBEnx~p`c)tA%9=OgFP*V@rz&sXZJ-! z{w4V1{!;%3_>O2TtYQZRg{lMj3!TrGX95NF4oc+fXL;x3!zCAYai!h5otHle9_G0WY}VN+^|DYSXlV-{dcr4FNb!KIH4e)eq?@o zOY_gJP!ZpckZlHoNI7Kto|z0W7P9@`L)!ipvK@^lRfcTQ@S@?w{<)4`lr|z{Yb^f% zF7kilMZQKlJl;8c3nLIYm@cugvlGahsBphMCtqF>qig;ynfHN|v`cr%4*?a2K^JbT zKc=&<@29sn6z}aO`fGSU!KI-jwuwRo>c6f$VPRpD`7(Y9Oh&3DN%&%Mv|9;AsTs~^ z>-F{Z(q)=Fo;PcOdGmSBjQ_NmqLNmtWw36=GdMaLU8B+Q1;5NM^7)zVp`^Kbn-3pF zf0fS)iHah9{`}efddW#Vi8VBZ%V|7Mig?-MTH{+No`Is%LaoL3@86}HoNcB{H3o)L zxb~(?@X^V{wg2vpNjavsC0Vufjb;cSA|b8krFrUt{=FvRj^EteBwx;RMk)kRkrA%3 zTv8=ux7MybK!*3*dtO^xE6k+WKi?X#dt|>pUXmM#q0R$WR=T{tRucH~WpKJowMJ9{ zLvX3mAXw%0$D0rGTwGk2>)pY*mDrljpQjEkO}~8cRarV-YApIF7CY!*4hj;V)m$1= zP-do7fD8rg&|)+6H}ic(^-R z5Ut_@&SJoMZ9ZGxE^laM74GK;3j%HEaOuj^9fZk5EvFDO!uOo)dbz*0zU~_sh~RO5 zwN=*o#8`AaXOt#Wp(}XzckiOBm!kUPKZ$VmveEHq9fU^bY`uHee!7)4Ix1>(&mQZ5 zkbnS+-EKRi0NhK5l#Gnga*_S%c86G3Pfw-UmE~ZjY$wHOnPK56lx#}Ss0U@=pvtee?B_{7Q@JEQ3qYO~QJ16pc+Fjc4!yt%30(b;J- znIBp3(B=aR_4V7g#Qs#5ZCqB1`LAib9^!}*DJg^#c~VA)vlY3nfvCiWpm*+P-PlcM zJ@~ojSf5m-3uHfn26YZ5Fg3Vc(~5|QJUm>CBy+n&sZ<%R9UKh&b~wOcvm_WB8yk#g z5QyFp*!eQMqB~oqtL)qkd9kcW7E~$4c((y1!8=>(i&b>#e{-_;_T{LX|ccx{~CwC z+4T~NLZJ}DZhKJYbhZ8F?k@3)%l*dMbh^0DX~n~c%51tA*U`~YJf7ai2NprL##F&_ zr6shmu)d)|CA7?Ts~@Vqu@QE4YfEtHx5Lmr90Ed>;Sk<%8lO~W0CL(L#~TiE#D59` zf)&ihqix0FWiuOldnPia{uetVS%p+QZdcXHP5`DBmzEN^oM=CM3xNtjTy3!1sdqfW zLnY?THk~RY;Bm$9HcIoDu0F~Ui@UjQeYU6=`3tuTYE!;MHAXf^RL97ucdaw9#Bo#V zg!JU_P@JD1N=8No%VDy5AXkc$+27grUpQ5?KVD1#H;s=eC=_k=e9V_GcuVYglTm<4 zS%rj275~KNc4hAF;jy<+S5`1MGBWbZ*}!pk^!5_#HdPhr* zY{c%T(7oZrY+|f+=5xN9WqFDvs^NUv8I=D(G=^$nA+O_&KS&zr)15Rg80){gGV1E; zP=f(1#w#s6_g6oloC^JZE$8BxW*vO|4j*u2iP!e%g-k>yujSN$YbeXefi(G)?gP z_g|O)rI3uvdYf{nRJUV}s=HU%wEAlu{uDu9Oic?-H0}t0a=3__9WOR?=F4Q&I~-sg zA0JnnOay!o3RA8oYQEi0+P!qeqEY5wY4H$|l+69&j}$`0lX$)CHd1^Xr{yU!kt=a~ z;`Ka`%wZ=iE}m^ZSIKO(oE)d=+9yAmVE~l%XQxDb3X5?y2r?}_p%1Qr$O&wUz z=SQbPg`(KJaGSmHk0O=lKh;Sv=1eDYL%Ro0-L4Kl=S{r9!@HZjpV_mowph3-xc+cH z?f(jUcRc5nrKRPrJ?BIluFgXMH!4o-$`62VUMeoxq%q z)>c=&lalaDRBLqmqCSQbTGQ24;-3f>nP68QlQ+_(J-?`RJ}f9Gus@oQDKDqjbUzc! zl}zbxJZZU~J(@02>pflTG?^;I1l-G?H*t18Kxd@J_b5i+nB(>QG-ui9erpSXT)_08 zJD`WLfcp8y&ajw2Eh|m;_>Z3lM#cu95)XrdGnuRW7)>r^xIbB-h;TLeMJJJ}=M_cK z*?LTw&^vzGH&~ozGo=PyKi=Hj+>DlLa6LRc{0IrzygzB(0c>IbMle?<_~J`6nMA$y z8cdF8jO)IKM!j`Ab7Ez=1OUwqkh!{mr3TaZ_<9$H;u-uv#Ij}%D3wYHuxZu*jA5$- z*xDV-3KVoXny)FDCgyUa0RWZ(lugsq-2q^?N>>O|e~IVw;sr1?U^DnaqUgGFM$1dW z-Mwkbp*B|k;qQdhB#<^zd{yHktx+Gvw&(PWhiEOvT+>LrM0^$gz`?S*+8ahVc5wNN zMkOje{oU2cO4}xn3e7wl6H;BOo9&H8<}qHZU#JS+Nxv z(c|0zYBgD`XK-y!1=%oBZ==_8v;HcWE~EEy%~@Tm2IR(gjhWKo;-a;KLk<8G0&eHg zVo%AiN1*>8lznr1ySBUg1CSAj!+OI`D$`I!EIOdHzxz|KtgNh(lao)cuZ?y`GroTP z8b3AgaQ8hRAaT8~&mb2_f_Sp_p(46Vx|SOlZ;@!Sgc?b3JqGhx`nTxlDwX;_1=T@~ z0lv!>Pxt~Pt&P2XHlT;WB(@QZ69A*?rG4uBGe*%)nkc^RT^TRlBuL8y-07!GdPtylTyYs?VhTf-7oqJRGU3FL$y*a0Zo z7l=22*7k?9k%U~1n>X=R%S{l4dUk!?J2v(P^b5#1L1$;@T83O=A<6sn+xvStpx`pI zvT!-=DOy@u*txjmiWEN;l@$9Ipek}|5Pbrv_)76j6mOnlg>JWP(-2U){Xk1vJ2@G( zc|!vZt^ho)T5Ep$XLwKry$Ptpu?jsQd4(L1G7wn?3TGli0713RG9~LV1dk;M5S!gut+84QwPn|XPo)}-J&7!45QZa{Oil+K z=it1muV)8M?E|?9$tEyq5=5D zCgGl>psb7&l!-<_U|vybw=*oB#+w3oRC%e^YNaKa(;+C8#|_-7cYmq~m&2A6s9C^7 z0YLqY0y6@@5TDIbAKW9qFmZ!d908Rm8>rvx?CjAZCAvcSf{vf)=DKO4a0;%|pw6hh8ZAm(h3=2;*%2wYmF(eV?29|Y~u^v@8S z9vzhiBZrwySPsNS zKc@qU7V;R-zwA+2vn~C93 ziHgBJBomqYiXSEmgQsS;Wp=V^X3jt?A?*yt`czCLWpDpC3zc00G#Yf06NuER zbD)ok0GJg91_pM!m>$Iw_l}H6LE;I7OX9Cz`c&aTL9(zgF!F*jlK>nN`iZZfYCeL& zl7n`@$gg72{N{s{557|Gc0Q!N7qNK5pwj_2oXjDRCz)dV*9=`7i~&e@dc#2+D*1eE zDkTj65#D>6-neZPBJMxLUJsw+Xf<9UAu+05?-!NHg0r|!?jt=-K-XRX_E#>Zlgka+ zd)|u+h1f;Fmj#R6-Tpw@!<+&sVDeT8B*orbRi28<^V1_h>gsy)a|)2b-j`Zy02~0l z@HrCmJ)FV<n;U14@f_|q^cszh z2B7S!tyWS&Dae69oxtiZ*l;vIfS4-Ic>Ns{V&~vUc%lWO;*(k}DKMse(c~LzYdTnJ z;KBge*T!?i!g*r-5KwJ_B;<71{|fdGO#^HQ0noO+`xx=-R~OKXr>CddAj=I8U|?Zg zE~k`;8^e=@B_-i2t=4Sp?A#7{OSM{uL2>6Rmf&Rxg|n*7WD355crSZ`DtsVERD474bgT}Umnl>#8wL<)+q87H z(FDjg?A+0fOGY*(k)kA<@y%1!a9%$>2w9Y;4eO!-`Uq ziCn-mNnv{?ES8J2nS;Z_C_p{PA)F_Jk?dGlfEbDKW;Z7+ptXQ5p~rd6u`G1QU~o;4 z6PL#A!q|I1859?Xz0n&E#+#F!lT#KT21Go1KAZ^wMKZ885U0}QTtOC|LxB{E$5Kfl zMNG6Rb6|U($g}V9;uJXEZHnPwY`Un32!5af%j@bMTqpNE6bj`jeSLia#X^Cz);m%8 zNNH#WX)-*L|JqSE^2#4A)Ug#^R|jF!N&3Mf)AUcIUHGyG`u`DqTm0p?YJ^u0IGxF2 zm1uzPt9yG18x|94(2UQjBQ%ZYhgZ={bW0C7@#kRlbA9NEcYyz%t98#t&BjGX&k|7w z&@jg<>6+G%OrcUq8i+!;o)f3J-sS`QnwU4aClr5UW1|xo8{6u#-sa`K9Z6RnwR8$3 zi23qXK{)$6L)WNG>?EmrkQeWHtn4;4uI5zjoN96AQRDgO3YpU)`S2lu-G&5oAy2+Q z_B8=}gxAw8d2hw`Ohe3)UDVS}tvw1KB3H;KNmW`#ae=33xFWP97Bj4@Z=snW$cJ-P z2v$}n>K18FA2Bg84IDfiw^U*%WMKY0*@`=EsoL7vZGawe{QfIjso!VL=dGZy1?j1t zZwTG;;Z;gR#3|gH9nJ0_OqCXQj>yQ!WFEIzmy2znx!M8dB+%=0=+%wv9axxcyvXq~ z;dQ?mmEYdq7oDp#_!%0y1^ffn!UNzDZ$|;*&2KvHS`EK{pM&ogKvLTPZc;2({tR^e z?cG7y9&pCsS|?!0^y;SU*y}cFJ2F3~UVPaH1G>rge2aQ{Fhfp5bNCbf$$Yl_z4sJX z3D8@%lPhraEK^2oFfNwg$m*(?o`(A^(n<`665kLLj~p*G606mH_Ji;0?zRD5JlH`f zjNm;j?eO8bfU8(L;QCMdz2GO{MAf?!Qx*x_03W*?l+?{O*pWl=J>6{R)rs)s9;Rmf zZ9Fg5aHSLm=R=p*i&X+t%rEQ*h)+{H_uGLw;&E%V>2Llu=B7JN3?7T=>gHw_up_4X z#N*nI_iEc8P{{{#jyD&Nq{YyaakODFsNgV>xNMZ}#&nNPO z(009-6oCDF^#(?@TJs7VCZn-TK`?5py>-HQTB7y9nxKSt7~h<(<$9IW80$az;&40D zYZJWSzW6a?V`Gzx^85Mex>aHesC3Yea;p_y5Czn#$1q~PUV^9Pzn;fX{PrKkgZ{E*_+2Q0D2l z7+pe%+r%np_fqwbpQ%NL_x__tF!zIyqstZmCfB>6UXC45ou{OE~n!`ndf}Rqxp=9Jsdty zZh(hh%4V`CkkH8`-8UUSfBr0<$ovzR$q)?!hg@Ad$&(69-U++{44ekjYJM_nQb{ zPHlk;?Bp#cmMB4iGE&L}Mh zC}4;S((4VYu-lPzcXz)z@p`_W?1k>(!t%OVLx7U&fcVu3XCX~ZP51LY^4vSXU)#Xi z0wnBVetQf2(`eW3XG_(0;7olQDjtkMY_2e9HTb4wL_ z=XYU>^vnKu7#LqcK*TpXQn+2Bz`&yegvE;)8~}EF{QUg(O6Qd{UHtR&De#z$`L(s*NhC4@>zWiFj|2Q- zS13Lk4zIg&*s<&*2)xNy<_pjb!-MG(i1BWHeoCq_n*qWZWm()OhBQz9)!zuCoFtncJ`hdH9E?D&jXe>IrL<+SYK^GH zXu8k-=4Q65n_CfZ-j#T7-elC8OpqyU>=AI-enmz?lD%|oE}S`-0_NKRB)~o>W{5xo z)SompLOYE~t(Xrqq+Ci$N=aDvB?YK|8PH1wP@PlD%bK5nq?#{LV{-s<#PISpyx-mJ zPFfLQOj!+eb$KNvr5c&6Z~HrGUa3bdK%Es%7b=K3*xSo{xVulXt+>mDhJ*}WUSt;* z?w_2Lfe146_If@&xHtePF$KIj2{I=i_@KhNx;nhKZ!?eQs>pjs!olHVSwd65E){}o zC6$d`AVt;?X5Qyt95V`u><-)MYp`=-H4<3a8GDTj+u*OInUQ&Ox<|h2?li%)NwwfF+f+Uf)c(gDr=FgGoQ-@a(Xz4jZUc7`R}ew4M=y> zzNn89WxaqAr`)cO3!=%T6hT3kxVpF$I668)ew~W_q*kcqaj6g%&c-wSULYVJz{5Yi z+}g^yI-HY3Mn$bteHQ6$FI29`!~>cE1)o*?^72xFkdSZ+=&HhtosqhHEu7x=MELy~ zJh};ef@1f){K8NP$&W$F03s^9o;{COTCG@*f1$1SNhGm`g7N|M;~0Fl6U6A{Vo)9_qIaR)aOi|haBneVd(o?`N!RLTms*Fa6eEs}BHoRR& zR6cNX0upt5Bu%P7HiwAgGK?a*`gk?9<;TNEkMi$i0F}Q01lXIc_%Kzd(5X#teK^a| z(a`}>uApx(2s6?AWq}z*eEBk6v)L8sV#tz@=iMH8RCKgTgY8FPF~C8i@xE6cx!I_S zK%IygX96DtDRE$kD;y3KW#!}mWJA^v#FN<>X3*JQy$=D_W)LWL$_1~#r^B)j0 z_;>D~^{Z-m5d6Q3r}!kWp;*XKlUOhn6%`=_9B;L>w31U&AjaHmx|nje+bTO% z2TX29dpop~lM^REd>>c@Bu?g}TIVxedrm^v=9YAU3X%KkGrKLe|2_+Fk_W&9^mlc2 zl^>k^5*hguM00`c$DVLvDS*450~L3(QJD+3NJ=PgrGT3KXHx$0 zaz;FbGsa?}b_^KeyX%t?U^XCkt~4Ga0ZzCZz{YHi8McB5X%5WF()%1}CbwFoGXopKs!7-0&YkT7vylPXef5A&F6tGx&_R4dwCw=$M`(UOF zoBwOA1yH~c_N7s;N4rfiFgaWA23UVK%yoicPr*7eJUsi6>%hRUSuiG!L53*Rl1}ZOvm@gF|2Z%r`hW!uL&Xtukz`YZI zP5!a>#GLl|>Y5%fj3|m@?+{}tDwo|(cv>E>)F4YZk9U`l9#vQ_aY9%XpcfLjk0Cvd zu(0qdP%QdgKi)twTg+p)xw!?r#_a%_-2_k+w2%ots3ReeVu-I_LspNRU0u%)%32u> z`Z2&Uy}-;Oadv$XeEUy9v%;+uiXX(yeATSe}@1(-Y2|GjyfBlVIYDP=QVuQIg`;a zlysxxk?+faT>pT8#8?2-*!JwKTc8J!^*P8gGh|p4%QS~N15s_9oOZV2v}kwfExtgO zSZOSwgrC&{YW`TCtqYpYlv;?Ej{YZpmCAFC;&eypsbAJc6G?`Nk>P=et!~?oSYnhd1nYN6B4I* z(rBZT6;!R|lBr^g!2lMN%Zb7I$;k+~kchZAGc}+6E*cbIxEF5}Gd`v)2E#XeHQoSp zf{28q`zPXkS67#GgROyLiE1}cmC6maIS)a@`rzsS^Zi#>wSPMv^{;gX4o$OJ%vXDp zR1pIETy42DpXt6go-;c)cLppz7QcLL0U!qmW`HNyt3TN8w48I`M%^;E6!T{in2?LpQUhn!Tp30p7gr4bS zemf9>F2@Z!|3D(pR~UjiAjixXYKP2IGAXiibFrlLYo%l`M5aq_jvG%v6&NfxxqSWl zb@kw2;7{a-1V#f<2>$)H-|N^OO1iz-2zS|vQTh=c-rL(77^ms_(_|u7$BIsir6H16 zA#C~{<5ujOEjENv`0s>|lb}l6W>R1Le*d9ihrEG?8c@nC+P?( zt%Vw}4gP+9upreNJoz&l;oA~S-zc)WvAzzmT!8M8v^;M=f)r@F80K=nKdP%XoeKK? z9j@xJ>G|m%&{`C)$6dKzFG>IkVLt+~dt13q=ivTFGP3a&4>zCz;@PZ-fIt3_BNj)- z&K?i(1|+r%BylhOAru+m`O_K!E&r@V3YM^M?qkOxnGYMzYk+#hfDEhdlGv=sNJ+n2 zwcG|^Yq`InA7+#VsvPLIKj5oQ;r&`5F{8;i=>)SiRGQZlhgI_>Rv-!?<5EgeVxlOZ z0!q!M`fg+~fB))#*||#+nk%J84CO?}Ws>xiGi8{h0VZFqjuvXBOp6V|grQwsU*VDQ z^c9^((?0{>j>`9-O|?+20}ENx#=q+t9u9*H9H7J)U>lNOSn2&&17yOc^aMxwS>2PT zzL?q2qA`>2X-n}967o^c`D}cHI zv_KZsAS;hl;UOViV`FcOj0RAtAR(t*&CJXMx~)7vPSeohcYO!{+hX@}pdx=b7o>NV zk2V>67K$KT5HoC{-i1O6Rv<*;ggL{&yQ1BFS*hp72VaL!Mt{jRo(vi;ej{q` zvG;GSXOzflR%Rw-F*_);+;Aw7{71EMG#oXte6jM_4RIRgs`AF3ld~J?uhjd=M#}w9 z%B>*}k&1SWW|d``i@q$jbb~bni;q7s9_nn%Iax z$qs3qWj@>yZ*tO*&(ihi>P6d1EgQYzboOVtTW%%EZIM-@p+tj<<)x(*A|BUr&qvp` zcy))}QJ*5Evh#}(KDox)t@8Xmk3z{b-XW$DZau12hXbt0$VkJ5$pX1R;O*27HwF`! zpcJpQaQ;)wXl`5^nR~p%6|^32ZwB==3kv(e5p#`BbO6YhF4@GSN+A;}fITIg&tuSDGmC6xdeTnWB;%6 zg|^45)8;XC;z)r57B^Kgh12GIQ)GKMMNC#UY7R$Xd3jmBP#%%K))m<2pV!N7z;B{L z=3`y|QeE7hzXwoZusxUnAy8mIFMw=II+msh`ES9cq}Ytv zr%BOgJ5P(OTCKE5I6JckWu5{;RhuLRvQI3QhT)M%rvvVtCym2nYynz;$m&yq-FN>-!lToCOS|`O@zgKucS^*7)xc6?NoE%&rA>Bx;^m=lceG z{-RRszC=Plh!gnU@TBpI)AtK)+P$`c5g;WRjo*`h>snj+;Qih!-Q)1Ovjdj)GUu_f zvI3!uT|l!)Bvtm0Bvs}hK~x+T_Km@}mD~c7K}zKFy-r(=DoYxy7qG2IokFS9L0O@{wyua?%rXOu>{pNIotGkvaa;p6) z`?@~XS#@2^wCoiOh3Jl`6<1G+%x09Lv1jb z;D)8B9>Av?a=Ap1VPNvo;-yb)bU&YmxCs3oTJa-c=G*k&2q9K*BT7}8S_&DLoU>l& z0aO0B7S-X1{GlGgm|~9bS-DRD`IQLZ0rIFNWO~t_6B!S_?ArIc_36_~g2ML480#uN?LRoV z@6TY=&GeGv$`4hgH`b2z>!*<(qa3CPwz~xFmn1 z6wcY1xUrwLb6oH;OnkZha>?sd{l@w*CCCI%u1o{X6Pwrc^^|Bw|G=mh8;<<0)|@gq z8RDJd_uoX)Gz)tSc7 z^SraQW83ixR)og}sn_HrqewPk^Q48`W))wXUb@(-EF@@nnB7Xns-?nCbLd4KOg)Ny zPkekboFXh0ZYML2x0QDhPBb0gyBGC{q&uI*&Bm{mpijHvA3V~q%XSt6RGtNza=W znU2ytbz=YS4yQS_IxBkfyY)<4hwXR3mOM*-U6wxe8q$sm--2Vr%!C_| zoO*m(h$(^?5@eGz7Rg32*{1DGUwSF}=c}ypT4))k1gGo2+X)J-I)&Pd86A&~(!?G`XL=I!p1(3pKt4E0_`2VApQJ>pLt_*{(OSHB z?40P0>N&JqgsqQ1SM-Wx&Qu^#1;&9Ne^I>+=s`@;&YDhrP5dBztjFK1-^=5)N-O0N}rR5%B z>U&a!^=7QgtyyEb-isTht)`#k8vRmg{8|L}sY^rsM_R|>cs8#($MkUh3lpzK&;6t1a{P%C-b-vf!<>oS$bW+5 z;WspZaOs=mwEBl~W990q$29?y8a@m~TKpjGI*-jei)i2QcF~;irLJX1OsDlFeLj5t zTz8Y?-AZ2T40}HLuVvqyEs{^lw~}v*)q{XY?d+_K7I#(A*WaAr6JA%b&W9F_jq9zD z?77S4&jj{nGdL zml5H{;DOAJrBUP2N~0%2Tb81UgdQh8GRqJ}Vq z)gJa`7lYszWK?Q~9F5PsaeKcs+_5@N+B$0Id$dE>9$wf(Ptj=dX_VmQUXq<5au+KH z2Y&Q$#*q&1VmQhCwld(CZ>e`^7jv0aAwJ()=j~=9W)c#&VhDxqE#5ZWJ`hTt$BbyF1=`uw!BQf@$8d^0v{bYRIWeuI&z zr`;unhv0BP^Q%+`_m>nvn-aT-M914{+JQ3M6rS|9AtpS8%kR~arRSM~;@q+7B!g0Q zLcSWYlD|IQsY!Z7;~}Cb(A3pk{83KBGto4Zk@BB3E}tRu`4QyXA44;+w8S*MQ}_K3 zyQtz>HHFi;HA6`q*;S7RO6ZE{Ue8wkti(bKWhA0>&Ub@`K)w09uNSs6TM@rZAG~hY z%d?o|C(ZDp7|5tSoOqHMr(qX=_*b;H6)Q@s-nTqsP3BYB$Iw{yNRLZWvGm7>?(ffZ zSLndn*O>WcM%)cRM{N&&FgT&BKU@l1-#4uYC&vz~2$xeFPMFSfklb)qU0U`=Kcz0m z($gw7Vh-z@PeD!4tK9yonv#guql@8!TBy9&d$JZ=L8LwVDk2KTkG!3FBhZCV0&9q*G-a!e!ZPhtm=l5_X5URcCRZ58K-VxMI^H(RK zc?-CoX zIfjapQ_sWG?%cj&UNi;`(@51yk%+LjC%wB%uxnKB`ry~;46m^i`G6u7J<1H!>YlM? zYN{~Hxv%9`M!(bPvCM2@j@5u%FNW2}-0vZm2cCgPN;+Oz^>H7cy5#HAUY2&ZX?CJ| zba!@6ipC@)I?7TK&84+orEq#T;s<1@YDL+#y9P_U=U(pZDBvYGlPRM@m#9vw zGxB&kG8j0J9IZ4pFtkm4%8H??%6G#(uv%eR7GyVt8g%B$l3XA|J41bqIK|#>d&yj@ zYk(Pd)xH&VWr$ym(n9z$SRlk}frCG3%-V*W)OdmX;%6T{vY;<*yX&|+$*K`L<3Btf%z-P>4u0@=OGm{wMIvbxs~5{*;yTx2mOl19?W)% z3=gU?cA;CBn3fAu=Mt(%Zsx=P>?I#&i$l`iq5MbRt$npEQJoI zW5V(lG-`hoo3#~Os0VeVTkqVre#w-~C?dS!3o0XTcCs8tkqeZqO=0?2|JS=nnJR7mG z^1v)E?^Q;?=UX^DwX8~b%*d;Tz38irx_a!U7TnwwpXcNN+-LqB>3X|2RD4A`{8H^G zdKZDQ!LOMUPe2*vtgdPU^M}Kz|1ubxj*NyTWJb#?g^@;EAB6 zWV{~pSc@99s!u9kH6D0Spj&88U~Ip1qN00;>>ex-%}8HPcDSe4^8Ipn)>DeucrD99 z{p!8OyQ}w+vIoI3e%T zUzr8H%i_brK~E3Hxfe5;`&r_uD!xCt!y?F z&O`!)lI3yw^t|-Vc9QcHbrSdg^9*OTi}!l_Djr;2fcJa&AccTK3nO8hv_iLVUg*HMQ%7uvTR6;lLd&wEu`iLx+u_YIicznHecJ7x^aabYd9d;lNtr zV7B0R`WMcM&Uj9?G5*09mV#K`zgfWZ9VJ<0R1D9p$COCv(M?Ji^?e2f66IOn!|WdQ zacYxDQNw$jDA@*wn?w`h;pNg_#n~Exd8_AWo38{=a1hW-)L|4Kp}9&s`)hl4_B`L( zuRxC|FfQ9DizCDxcN!VJ=f%u5c2^*uCHAFiizu&-7wsq%E8n0he$Cpmsnk)gyrD*r zTEp5kE?0?a8mQ4YO&a!q+QrRZuqo9)kDUF~gwXp@E1d!=CTYA{9SfSj|cHLa214Q`iXaikf|lo{Icb@{J^_mwF^s7{=ih(f2YTkEzUw zL+#l}(zvrBHoGsJLJ(Jp`RQm{d8D*G@)3{V>U`6;dj{MYP%~^@lxuJu3A|&{a7GGj z4OSbpsXjFHjbD^~|SiO;B5^81IZtj4$ixSuk=(=p|$1c%WKTP@0)o zVpE=xHC;b$SPA;n3E@6Jn^Vu$3NFO|F81>8M6a{aKSz0+wQf_kCXqMwSa6qY6Y-~h z0kt086IRg2!|GYT!XwlN*`zhQOz?I>c?Fs*pmTGhr$vcnQQLt_@5_r-b0hJl?KD5L ziipfFxJJfmSS@B&$*MwT2aWAre)PBH6(7jk|}2fM(4vW^>m z_Ez2N-9-dNYFkp9Vu%w89=&Fi+Y7zm=;_o>b_GdgRdG#zVw&Eb-{A~rg~2w5#Z6V7 zMB)#x$wrt!OtKh@Q;|m;hVw5j#q(9Vn5UQ@ zx+(mIZ>q%GH@aJ7&Td<7K)a2rcviTD?>RCJ-2BWh^;tCqiAQkgKJxx)hmg-R8JIxd zXNIF=l1YB|dW#mn-Ud(k(f7*n&+}X_2z@_(qAN50`uz0ao9rk4itacJ`!#5zwYc)$J^w4wWV)wHzpoxAK}?XzDA-&iz5;n!8~sX#f`$(*K?WT z$+??T4dgAYp7*hP^1Trf*GGcQy(;P*h!l1&_F1=doHQvglFp}# zfz@CR{aLSkql>4`j)*PU)+~&}_#!~E&l6w4-=}2l#&ehNHQC?{D;boo530|Ei5MyU zdyBq9hgCJ|1q7(x>d@Wy;z`KlBOO1h&~RVK_29)7M@8#ADV5t}s<*&gIZ87@@ut8J z;j2x1$re+MlT4#byG(Va*KlbaIPcc-cB7!J&0% z`Yzthr)oN3&RcvDa?egQm+&aLfHhWwc)_Lkk(TXt>>`l{TUf5}DE8}J?|Xy~V+}E* z%(>(sa|C_u-Ksu2ZRm`d2($8!Q1vi&_m?HSk{R9R5@u+dM^he0q!kn>n(FZ|-dkI8 z4x{0eGOhICsK1X(*L_8N;A2L5WeJ0TtwG8%$FD8LSH$qKH>dpZ zQSMivtnW^%dHauYTDWGpxKpcVZOft|Qu1tLyotv~N^{k}sFZzFC9c2KULkr1G89xF zAGB{O#3a;}adz@uZ1kKUHchQ_duff|bO*P*TA}m(rEk0vZSL1^KJ}&k$!K_=w?bGO zHv;B+c8tNb@^D)!&4BIDhu`>!!HWF0NPiELu_9w4WaTn;-o^7GXdWUjD0K!Hj5bnt zksIU7oiE{#U|DoVB!4ML9UAwoELM6x&BGGgYOsQmE{u!OGLl+bTY^LRboc3~dB^H? zpQv~eInh>cMIho!s@|jpE+%6Qw9?ctnuDt73H+yVX0pyDw=P=M;KXEKu@Mw~Z28If z@E=6?h^3E>vaU04MI}9g>rZNJxpr6bDd#4@GY2N)*@y_JMAiA&cz8jrt$dP_l92z6;KeH}Wse8Q zD@2;ju4~7~VVY%mdc9%E>^3BMBe6qKSTy*XT5mH~7@znUiLlZtG_B5|t!o1%crxn! zDvEVX@_)k_68a~Mm|{lM+3}itlQ1l=cS= z_v58I!DA(5u0SxI>Llg1?nt%SNK%cwf~gFi6Q9x(ojy5vYwMQ{>>^__tFUTy=$nOGvV0@PUDpNrq>;Gpj<*ko&$d^rS zcKrSm?|1KlgfSzfvyntY-!%uK3BRN?pU*YFePp0CXZ3+IViP-dY1O>YWx5y~jI+2{ z${QL9wo*_zwqgn~tN!v^K-dX80D*8P&Wg!}r}n2g!x%f7=Rhpc%JBD^;1kU!*SGGh zn7nuJ%XlPO1Z0WO1}EW_`bC^n=|#ADk#Ma3hZi|-4BFSNifFF|xy|PgTP=J8si?$V z)O$wMaRb`|{tjv)^NSdw6a?2Pstg}xOp_g0(%j%;AmN4X)0v5<`joo=;(>|abwj{P zE2&&uGuSbi%VQAW-P3F-RY>a@Jk@Fk`}UNt^d#U}eL@lc@V@k>yf|@l&8shxDzpwb`!P=BFj^gWVnd;Jp?V=S27#Rf$H&Bgi8J(9qDEJ3Cdj zTcSOo_(HC(oD2*MP`mb=kcUv79`9XFny+`qvJkqvyGhB&GRJV9>67VoV5k*~wWo_! zAde?}QmZ|kR`kVRSUH|&^rm}i*ZyjUCt%Z4gx*%#?kh`2C`LS!6 ztgiA^LbFwNei6p9?p20 zVXz-UrsEzp${mv&NR_ctjhRVEe1E*$*vYn9X;J@e|I_~!b}YHFmiyTYwOaGFx)slj zj6fnPy8D}raQq{;{YlDL8kH~V>I5fE7bsBSymu4{2?>LVEWvEc&akMc1p&`1&rfV% z9|60yx3@PG6p_p38(;YwO2#1s&~c@a)=E- z_-u2GU9jCn*Oeu?F}nBKSnTg&z51Uf8RISMy1LAd*(So?z`)&Sk(M_I4J)VoAJOchBaRthv_9(lC z@FEYDxANOnBfK9-NIEDQ3j2Z9qsMs-d87E-ftJ^!12Y~n2pFYSo#&$~k=tR#`6g1^ z)KrX7nn!G!=N)3Rrq+F1$@lzrSAK)o=^j_kc*_g>2+uYH>@NaF13j1T>OFYULZib+ ztCLWV(#%!!D!A9&zenlr&D2_X6Fx6b!?$jqJ2sV7B+cj?H=Z7=pIR!jF~}FZlD*J& z%T8Nsg}I2h(>Z!Ub5GWqO7_@jjtTeT%LDmn8#0zB?1v|m?r!=!%-{g|oXH!DS?Bsy zo@%3%?onzgxMszX{z$i*s~Qa`_TLLkwjO-Gt_fv|C7iYIWu3e`9)Hd{ov638?6%p^ z2z6_I}QJ&ih{9_5Qc_J#!D%ntK*zt>2jNmqtkG-?~lLH1yS~ zacD~hqP#0T!l}NOmG2X9iS4n&7F1|!83}T~yF^aR#ayX7ldtl9@vl;!+BrB1_cNvT z)4Jz4hh?uf=W)f?GTNe!%v|{xY_j=`9K$O;k~U@>l?G0QK~Y(#P!etGNXYNYgMcYn zAfrNs;o#sPoyqaV|8%KH^TT8;`3pL_h_^Qn5)O<0PG2x6;%9f)@JCE?7dI0#^Yz^w z3ujk-J+rH;tFfsmL~K@8RIh$%o%KrF__%bOK3wv_0ma`8mBFy03L%TDNHL5?t&cJI zx`?MbI|$A)XzBH5DBXY?IeY~zlW^tJs!3mOufA%JRy0it2$e`jg|g~>XRwq zzVZu(o;FmgrM)u@uGRDCF^W5w7>%!K^{i?_v<-E9In!U_Z?0AIf}3M^=?07z*NS3K zKU|i1QoZW^bBvJDu49l9(^VMlM90Ma92F7Nd3|#R(P+SOSaaey4dI(%Qphe`n_B)l zLH#`M&Qm+m)>Lc95aPZXBU9NMcCiPZve>R{vAblAI~GhPTEuG44Rl_Zt1Ufq`e;c`aRZ_U0KT z%zN~vR;4_-;FB>b`lm@*m7LBBI~V+@doTe#?Y;>+*WJ}dQab#DEURB^wmRdzx$M&o zSl^e^ykJ2g8}$Uhkg;aHEmMjQE!7} zeJNbxV_B$5-^QI6p^1S4>A)xNJ29~WRT609bl4l(IUq$s`~#$ghoefd-^csF&`^9@ zT6jtdrmn6oD6eM!>G}B?9TPK!aIC){GFV7ZRW(^+rOw5~giu6Pk&tRWISLg9wzmyo zcA(HC-bsIn)xF7NW6;!QG`@VikSD(hiGonj+y>s!MVm)eK%ktf)YID(%DZ#TUE}+G zTHe&>lS?|6rIg`$(``2U$H}HceIrOY6#u;vqI=UpPXIWot0Y{i8Gdxu?{#i=S^ZOFtOlf<2hRMlEmFVyET54=RJA^}#LD|e1>~=Uw+zvwNPNhCx7XE;O0^;7@ z-nZwY9I{~^hg~S3TGwDclm8H)1*ZToDMGCh@P*q?CX*{+GLSg|OA(yto%w3$CD3fQ zGjh-H{B7FYV90L!6zVe7U^JH*ZUp@(MLv-_YCwWJY4Dmg1(86U1ID84(Zd+lS*Vb2fI>Y(z56Yp(OQ}i z-xr2eLtZsxW$&H#7q0CMq0N;H6teYV20b~!Dwas*lf)2St3o}a9l$yzaQm~AWg4HiX9Tymq&0ud)-XD= z&Ser>L*B%hy1;TkR?z$KfVBkA5C731`c$@Q&VNPu86q;4H$MnJRu8PT=vx*Std(y( z0g5Lc9{vvCQU4a%eV5cC*^OPzVzQ!O*dWOptvF>&k|UC?`?F3JOIy*lGE?*78@&Hf zZm2w`Dq^H~)KMdVp_g>Apq#^P)FP;uA&Dfba5LT(OwlFzE2s znr!{KltQ<+1diRB;a=-&%PzLmUeb?6(Oj)+O>URE%2XIYzLzRfW&6HZ0F^LdOG_$W z-&rDPK(Bz15QLzh;KAQwP(~>zU#`w%EG#;jj(>BuNXo&{(Xhw=XL{c^;gGA7lAQSX zc%cNc**Cw|*47HG=ID}aPxzw7yNGra`2GztR#fA-)KqbGbu2NxfN31$Nz1NJRfpm+ z81Q?=q0|LM&s73#DwAGbJCCzk2X|$Im5%Ss&5lPq?HL>1&?{=qhszYE(g08 zr*B(ExYVv~1={kLLy=n^mt46R*UU4#$#e~t}FMD5quh1oX)2r zH-AS4JQGISpFP&LC_%NY3ww6_GQmInzJPhX;yE|qaHG%yEBEKrrh&O87wlPCJ%b0^ z*eKTK`Mp$RHbTLjg*z&M=hNsC2TRfqD-7NC!QMk+^CwHf zRqwx3IE3Bfu{ZkU<*Q!!3>QrEh0azaqJ*sNmh)-1_?afwGi@nK{Abbg|a^ z*)hN1pUg9&iI&YqE46es8&EJEDCgjMcd$aYGhL-z6*~$BkK2`I%lj6o-gF}0YN^V4 zttpDr>5#$e!J14iTU(com>2-GI(N>`CtwM^{j;+0fp+N5)Ab%6m-BHzwz)D;qqgUV zOD3IX>#a*%B~edS%zzqGv`o_1kgP8%TTN!6#-s0(^} zatCEv$jTzy+S-C3sAdYpn7yCu3+hT_vkY(cN6t3dQ{v-M+ni5?q@@udVR5z)l*$*F zfFtXAf3cdKodtn9*>ydWDJT>d_|gOQsrJh*5HQ}1W#irP3?PR8Jr(#bBhe=|j7&)I zGn8Nr+1IX>+uw1-*qn~WQOIbhsC{z$f1Rfs+1S`XsgG&QmySx$inN*y`aqM1mFoi_ zLZTi>^eIqZ2K_fbR3)-l(|a{4Tr%(pk$M7Gy18;}ig*nau<73PFsO3f&;Kn#n-Ni` z4}+2dcKNv?ytMZhrbr+uu;A0;fFv0X#ybvBtpPR5s_^Y&L1R5*aaW`$5A^1zz;O|z z|F)q3Pyx0v7TC8Q9T?ittokI?Re1{b%e1DxYZ9U}r@3n_od(GxuS%GKap}rdCse-3 z!CQ0bTk7(hO;0C+#`49A+`P*t6;G>r?2BBV9MrjQ2pBg@ z`r+X}X#aiBMkHzuQttoxo*~)))#89i!F{0nsFlU*!+FQutQ1fJLU40)^YHMv?}n2v zcl-J2gpvV!n1_{QrVSJg$EncNY%u@QY`bANTPP6}6qKu4p2luR5EmB*ijMsK`**i* ze8k$$F{(J{Cr(QJQ$+BcX)hd>Qw!~fAK$H`Labl~Eg)$L0N_r&_0M`Sd$QzB{hOrr z*F?re{+-NFq5aHrxeNG=S!=M}bisxELd1km}k-8{^c0rZHJ0eW`=>9pdJR3-cIj|_09!8^^+2ViVZT1Ox#1tf9sLWus z``4zeS0h-Cu@!ac4(9IHwQD2#q{@zOSe9Gbw;#m0A&m3}iwZibH%87a-rDxzQ&3Ff zlJa{uHALlGFy&;d#Ky8WRW6Jeu%0LkF)<%Zrpc*N)w(_vNe9Vd--`z)y_ zaDq6wv(1mBeeraL-#UgdpU2w3Ppl=rhGsCL%HjT1kx7!@%SM0IzGcrQx)&^`B4Jdw z1DuWOco}cg2RYkEq{+T8HQr!^k|Py{(qr2iVJAv|Rd{-CtL4nhuO|>KHW4x#`AQlg z>=f?e;b!PAC5)^SHe0;L(&GK?`RU~ar}A{Enh+>X2L=a667=ykpq`tz<0PgTpx_s3 z{0L~mgSu^kzZM;}xP0C90{BsMwBR)0EHgrWeGDu$+Sa}wyzM&Eh2m`1pC&O!g@Cpc zPlc@~-s!BIu3{;k%h^USi z9lig|<;qYl><^0Xh5Z}V_!GEmb`UXP03geov50O}=$e)lJRxKkeHJl`E63_~(SgU2 z3BP%=k5^F=uYnW#iRa@JU6y99<+k)r5=;D^szb#QcM!o}yb@Iz;|PnX{IUH_s@-sj zN(;PMe+U;it)na>*?rs1jTZ_VVjr1@mFojhTb;?2cZNAkpT&HnW7~}(ui0{rpay}G zNn)qXW)jipl9k0Nhww8^UDX|Pxmz8C$Okp9Q9o9m_G34e=9^;{O4OLo{680P-ZPss zWa9Lg>`!r@#G0T4s^{u$#Ca@UtEZnk`B=_o@N{aEBL~o((@{MDqv}wrTGQsJ93lR) zNbEWgb80#Q@qoiJBxPeu5B3(?4;>_klwYcDt@uGa25XeHgT@*5Av5o@FHghsc z8B9{SpJG4V$V{X6rttSV)$5--W6j=Hm6Yj7lkX(MkOd2dVU|Yd>wXuh3a*?IF!ooz z$m+a$c1T@BdV%UWp-Fwg#p{CW?gnF9l%FH!YFz^EaKDO1M=<<5J9#U$n#o8>MY9ul zI0?0>vdCKq-^j5Z22@DYxlR3}h&$@w&ZNo>-}<)`l56bf?sACbc)+SBLSd2&|4gH7 z!i7XRV8AUh&l&tiJh`57+8MWfHY_!M7r(O6@2Juv|Mbp1P?>^CL(VP!KH5_J%M922 z5EAeKZH3Y|*0~=+>HZFN=DiWM=y8W|Ab&+sHB?C@R|8?zVXa&&_}J9qVmFqT8&~Mp z9?`R`W)g9-@SNB3%!O5HwN?G?657sGX&pNOikg@*hgC_A;UOdR*)Z%mz3cChT;I^r zoOza1cPJ;}8%^_WG7h;q6^1NIurgoJndc-1*aU}u~$@6<fgZ$hUyTemp%onj6k{1)%pUA}ewBXz+6LX5U~m|7 zA~c_J%sR*t<tLF>x~5 zG|ED69;YGQux&s*-0t0_jO_HSuD=D^bzkg?E?xZcuYI^1^m8RXiG^ z6XxyWW@Ri4HVM`pk=2f-DE~0U_d&PKXhSJ?q4)PkkJU%=VrzTPOWJff0NQXB8V7&C zIpN(_?Zu__1IGEWoWhMr<`>Dtd@6r2&KGvCDxki1j|ob|0P57cySu3j27R4w%WrHP z%D=QOpW++VC+O#PrY;M+G~P|6cP))3oS*)3KdpIxYKTrPt`59>knpK*Q)UjMrbdDB zCHbqVbKmrA)W+n)d9rm*2Hfqm+o3Y7QFyQ5U@D{g3Ns45>jL&-WQymaW9(1xjGIyy zW%zpoF5^8+d?_Z{+!L$y9)=XsT^+~`8#*Q=SY4c6KJwmeseNzBcb1Ft=@XVj_6Fu# z&B*cE8xH>@e2`dO$GCUj=dT!Y@%S)fc1sl=z2&*P#r+aR@+?bJRI4!QIdtG)O-#r5 z>j@p_LbNg>^#uT*wDBK$*%gf6*CP1r(b-U&GN?sX7(IgL`Xc&n>T@KOSb6N5W?N(oJoQD3NOxP|Z; zrEj`V$k8s>w3*Og($!VERpzp1LaI+3`Z}Af=Hk~AN_kA9OKZTWv~b0&5vGIH!xBqm zhW}E~(S^pQi@uyPL6tdjHj@+&n3z%X)$rLl4?25TEF6XtJcm0cw4aJlHO`=QEQ5sSnLuk1?nf@qc3h7+j&pb>SSU`-6HhPVG#E z$Cs{R%nTO8e%{Ar5wRi+`5AOUQ9po<^FcZA>I)U=qFcfAg`G3F7u+>x!N0GFrXLFG zl&K9$RTdq{hM#LcDd*eCG-`ywx*dYmN9y{J2~W@nN(lKK!_RaD@cmx zm?E-(GFZ(ie%;^!*QM}AL`Uzj83}2A|;J$D0gjiMwuOMGnG4H z6V;@{p9Ih?KkC22Cwo2Da8Bcmpu2rU;yt-Ze8bez*P3u+G4gvX zsMX@YX-}%Eg*@hYb||p171UkkT2tBB>9S7Zv_!BSkc{x7dD=LrFQE?^x9cgR=1`dt zQ~FU$Et#Tb;8^taDuTTb`9Mc2?E>>F;##!i-#Tq$+np$0uv*w}Y2p{BOmxq;7qeKpB9LylVm(ib4&Sz2s%cz`Toa7Y*i^JyYvJcev9G9K;X9OHJr z#Q5?si_aROs3mm)Y=E6RuHz4fLGiw|5ql5JJ8!XUj*EtOVairdPaH%>BSQ@Y!m7CV za*L_HJ4-6Q(fIO0tr{O3XLuGnX*K@0=R}HQ_yq#Gi4`M%{(xsR5frgISzO7IwOYxRgr8(X%nV0qn;ZOpQia8d< z*IBx^Wl)a3FBlu=+L>)*{Kb6N{grr881<>3)2g&NkJKg>)$^4WWotScUU9c|Tc^g! z+R3(t`?o&#wSfBV6DmK)`yD}G@xy0nzo!e6PW&S1?OP*xc?dh#wpYHd#HbY@`?j$G zl$H$-I%YH&OQ!v?2K>#Hby1yTyv4K3iKdC{zX;gYEP{iAluT$DHr)AW>-|Zdx3vE= z{7070&X+W_iiunO4e4VJFfNq9h$KUJx+qHa0>g`Pt0Lk1Xge4+JNw&UwwTecvmH75 zhn85=*f7C;0k=bI{aO-Pwy#qmMiN&ipUO~vXB~Ls3Lsz)gKK9rCl{tsU*UZYIm)%& z2eO%WjkbeU(}j;b=jWiAI(_CUOm0o1pwm0o691aNu99?pnu>Pidm!!YWUaxW1Q(*Y zNQt1YHkUq+G8M%-!lmh?J9{}7<(2uF_^FtWaTFYp(Pneuly=yd|3wS(ABo-ov>$6( zecbZitVy^=yY^mPC=axd3|NThXMX{ae$_o)KA#B+4)A|I9Chg6rL_k8gWH&MQ3Pec z#z!`>Bced%p2Eu6+uUNKW~+-IkH0Usa@xCIgEK`JPn)UGTJBhWw;@!zP?)E|!c*i2|aGIs}n>ljQ6%b(cDx@(#5LiQ5`PqF)FMJYFxLM8u& zXpiovNy{nr2xqtjL;MsZII$yOS(GZt-8h^RPlct`2Ka%%Pu{EMCpi(Gb>Nq=Mfe|Q zPkFNI`Krl#LgpG2#dhCU3&wnZ6sZJ`oJ9spc55G$F2AZfRZgEmtpg5^5!^Y#BF4Y1 zqMB60cQO{zl;k@R219Gf$qyJ7Yq-T1iL`|>;j@?r$wsq^l;54pw-0SN95r5ED~pPU zv1V|SBU5NenAq_lf&(jP#YR>g8x-Z?zdQ36I5+e&{*F1-vo54~{t8ox-2Q{0Ma;Eu z14YTflK67{%P`vpSa2Yk)+|RY=>$n}wae6)XIJ{@Mgs~^L1}uE-Avw+*|n_Z_8*8g?#XDJHRC3_rP? zHL4`w`wLmMFaEb$$VY#J2uqvYi2D~A$ku}gw3=O@iAzh9(9j@~;Z^#OyE(yE{MT(} z7q~e^KJW60O!w%t4Y_wfd$aQN^RIcp)*mh?G=%m}m8EZ~4C75*Qv_he&G{9~CRyt- z|8cr*9hofsEZ7n*9ry6uwfN*U!{dOU0u(g=4_B5+b93BlYM^L%iS|G4zo=3N&+YJk zeSz@LVqbn{@M>lL&uz%}e|y?u{WhuM^fmrZY1;bf|8duW1lw;5=zmH|#~YOQmTQgf zPM2c*{lU)8&g@-Xi>;QbK=DF_)`o`PWBA`Ws;a8o-Q5|Sk3ooaiU$tePrC@K4Hf_Z z0FqX-VH<$LCs4kSo+u?JXZ9a>^6j%TY2cifTa~)nedjU$=ci1yC=1c7EY@jv9na!U z*=TpGH|U4qay|Rq;;@&>>*eavT5mQr+wNx9ph;VGPnyZ^m#y3B85b94;5@!k zZ+82zW_P>pGzCIvCX-GT(ALINP*C`B@bl--lcux zER2p0I-&ZzMLJR--qP3n0@hXpTl&KlJML?(178DVI05&o*(qO$3@AtMxIG)A~>pwm&oz7y>7xsl% zy+&W~`5JTyLa|K7&`1Kg#aa_Bn4Zr)2FNqr{qfF?!vDqq#+4Nf@}lqV_60yD+1kE? zefjU=5k)lBv>fa2FLTPySz7&X|*V*sCMs{^w_yJ zPpiA5d-e7ELy!(m7pwK;GT3ZJ6R5$GBnLrA%6Y<};xaOwF~2JT|6N2su@d#=M>^)W zE$tYvrY#%SyL>W0u&}78?vFYrFc&FwI{7sQya>QN30Kbq+IU}*W2$13H%cM84+Q$ zI}q+ae+IjKa$-@JQ&K_>0|+=fv&Lbw7B@8|dw6)@;NnV8yuZ4l;QuP1s;b&J+;Q81 z^8LT74TG}0w@q)WIzYuLa;a?Lag&~mETqG6jUY_>sv;eo6l9^gvXZHu0W=%0X`|KG{;0kk-)Y?6tINuE5#=&QAdhlhf) zvWS7fH)LdFGLv?fQ`Pt8loYkbVVbq~TvVU`k?~N&k{YaVZ@8}%i=FV0dBg}Gqn!Gps!6EJK?Lj!WKZdp1 zoGIah1I@BMioG{tzX@}AJ*X`nt2#!}Gm@pU$(F>!IFnr%1SZ$`+|cs!VJ zqC&8lO+gSb+?O3nzC0)>D4>-NG`g?v?m!V#czoWe%ggFRk=P*M@zJqpJkEIf?zeal z;2x*b;r8BMznY%UU@!va(?N=!u@5qh%zr)oqIXmnp12;ksdrSo`kom$vFQ+ddwUu+ z`rw?LoGq=bGp$Z$suk+JS3CVA-#GcGK(f8n}xX7#RuY@cE>2yH!c(m6a)# z?Ed*P3c{;jZ*{u9y)_z5q#PI+z)GsGuQwWw#upJ2V|LgTfrp0&VS2#9!QK6FiIFu@ z{r7A_1s%({o7?Gr7?;zLgjg)PVn#toSa_w&$17@7Hj|^)J3X`=1j1z@TY>W5LlRYy zYQ=oD5gh>O=}r*Nzo#Bwc;WAumh?w_cy>1btvKKh(K!xyLwa;!7uu=*Urhyo3V#^X z82kZ#`@q35DSDc^6&^e;#zl-v{^0ry z2V08AMeOOYz7fkh4`eI5pa}xfnox|xw2!oC>)7k|w4(Skq@rA47nCVUfS8iU9(Z(C zz;VpZIB827Toc+j2LD6*NMnLJmw0VS^jXIs4m0po%P_yDOH zd3%_jc7c6gGuHyQIIg<)JS3mdZL7d0NT&}1qPSVyp&*QU2k(YT{6u$ZoeIVLWM|T- z&FxI{YZ`mIY@F7Ikp_*%W2qh)u@JSRumGl8j6C@vGsh9;8b%P}oXI0GGocdPP8sVN zILb|uI881`aSoLyjKzjnk3YY7aW=dKj=UqSwV*k9mUaj(+}%T-bo%^75P!vC!4x!r zlszYULNlKhZi=moA$6khWaTtdr0hro^r?yhntY+6PGzoA#m2@em7}X3uxu-F8IQ+l zRt(!5X+lkAFk4*7Q0^xTf!(GzxD#FwJOscmAt~kt<1)ep$aQWIVQEHf^6*ZlJ>XC zGq2c~n~}GJ3maTqRM_%{pIOyWcz}ZaTO}7^iK~nS%P+zQaK7VP1PQ&?(A&MPTn-(X z`czDC3J$NRz0R$EQkF2+@{;@|^aPeY-01ssktL(s+WTZiuj$e}1@2FT&==tHnJD4Z zJE0D-8OVPnLpODo;f~w{66Ecz!7v|xV+xc0(Kg3KEXW3c@&8`x8I@tMg()->9CxRf z?m7DaV8RN{k10C3ywQw5;kgp{6QB0<>JH^LSlZjd`WE!?fjK|NcA-wj0OFm^RbO~4 zoO+Ht>`$P6!N|Kq$M0>&WPf%=&(s|G8ZVm_s?&bh661-J;U98*%er5&F1gyWay(mq z6^(6DC-;!TFYox=b{9H+d!0B_8euU%nRQX1xkIom?a-B6Kuv%Bx8?7CG3G3Pv6F{} zmKZMC1&(<`cUA#5T?nhsUqmhrR;c;cyc4hOMM%WK*o;q}Q5D~kN?BVPZ%YPCbvdBj z^T+6S|BMRb5j1D!-{A=vW<%v}1(cD!n&P!c@2+jl?XSpd7>%k~!I>Y8?-k(e;cp8V zbVci_71!ynTg;yf@(|8J_+v0)YOo){%XKXz*6KCosTY{trYt=@weEE^H=*qa?@QI) z%yXqT*YBMuT(BV42qsjUosQy}#z+xU>kOA-*@5wS9FcALWe=8GY&xIrjVH~CdUM`? zEkVJ&xxWlpUY_@ni6MaIN<*XJ_0)(VU(XP)sfhIw5nCsYv|{9W3CV9wl>E~dbOS|g zF~m-Re|}s;`86rRdC4)QMjyEmZ=$i)%7U@PwBOc>ghNR4V!n;uSUYeFQmGJ^gc4_h(9MfMZN- zGPlP=lI1U3nu-}}F^-Y=UWOPN1v?Pwb2b)Eq(iBMwZVU67Mignw z=yjj!2`qj+zQJwTxF)-E*M5lgCf3};omn;4Dd_sPuPb@9+t+yjm%JoQEB(+}qt6Zx z4HXsd#+Uc-CA%T!ibZp&wHnhRg~eJcRWV!tT+Xe$BdKz7i;fPx1qDQ3^vCONhT7%hXbYD%+ zjBf?JzqmSrDdRqVQ11@WCX;1f!-hqLNZB(Qf>b#|F$` zC6dW4YbsKE^}(_Tbh1OVtR54R?1OS!75Nb+ij?ny2RYoVZR>KJLIvuYKLWa1po+38 z*98M~VFx|zy=gOL{Y#EUy`o<~Nt6IOAj*DF8K8`3c|ZF2Qcmy-Yo;?&I4geq(z5!- z3?BH)JsXjW;W+OYM>`v$iEr9GC`~9no5CkMWWAC5x7>2f<$80}s4=~6%;9f~z{x6B zDa3`rq9tsKQR1$R`gJmKl&g6G|*O#_syK81z+s7|9KfrQB-u+japv`9e8x&x(ih+N+Ews47( zM@vCw-tcVNPv>b6`xXh zFw#A?MPE-tmW9mX;ptj2Vd5vmXE${Zom;3bIc;+unShiO1rZEEmrcPWCEaMk&@WPO zBd1NZ9s&G{mxHfwC3I53{Dq1NJ=QYmnwU|CH81s1b3p$*rB4qiK4Cn!nqTP+kkNAQ-YB!qxg|ex zTi@R3movDexsCbM@_MSKy~=)m$YlR1knLKLzimF)-Zf|*bFBIW`RMWV_mf>qi@lwN zxFpvguT*)s&o5d(&UZE7QZ{E|saR$5Tlk3L?{5mG^q-G>mDHAkk*N^Rg!#cLTEfcU zw@=CEbxr~{dBG;FyA|%*Ij&^%I`hP`NZWxVz6Gn`(AB}AU^$5hABTFg_sZ&gcA?xg z6%L7m2qSOyXB<_@=0qV+Y?Ch}A0_!99BS+*Ym~>A?pnEArK5z}Yp|3O?`54M}DdGqd+4QRYsC_B=+71rvY)zQQMLuaeuJF&=k7YICW%%y$oPo041@ zh32Xq#Wg$7pC}y`Of7BSzH@-hZie;eN#XMRP~)we)_xgw&OcgSG@l>LTuvRAQ;L?) ztTx$xRUAI!PN4Pw%8NT&7=iiWqeG^2%z zSR2wq5^r%F<0c~Zscg39)Mk{&cussYnch^(qmTK@OaNVHW>`*^puQG&8}H$G60_(y zPQp(~Xn5)q7Ngv@HKvb7Blu)eR2u5T&)WcD|9Q7Q-a0h+qWJQ9)m?U5q9$F%4{V!c zi=2S?3T=6c$QSF8Az}edFwGy5TjFb`5)x{Ve$P{Ckl?jQ87FHioF}!7DGFnKuxNq@5`1ac@mPJ8*Ow^Bwb@nPlxU0* z73`_^Sabx^G>ik|UA*mZCx2zMIfgnU3XIJ3#_-(QFC5S9xJjMpAJqOD8L;3Tka$=ee+d?nTmE99^OihSz9?uSJZBKDDewD65$hQP~(Nwai>pb z$VwEP|1g=mkOaptP`Y`|c-qoy$|WG(+WS!T-3c%ue7YUVWsmit?OugKC_R3*g*&L$ zt4l;I&n)NkTj9EWbh}2h3K6u+-PTN22rQyrjK7<>bazD>=rrg=%>ZwZT)n11Xjn~U|ei* zZDksf1&Aj+G@El%Ux4JNk&$N61R7tb;Q5l)$%KBsq%6YV$a4D?$Ph6A8SZ3kRx$>_V}pbM_Tj-n1))Gf5gXw-@iXgm#U5_YRsz4Ak4{VE10Lt>t&q@*0(~s*%X*1iLfjA`w5Hk# zWgcX6!W@U*wwBlE|-xhCtZmFRoQI#(!E;Blb26)NH^0h5Hvx4#jF&TGZ+@TWqDP&h|bWblTMs7e@ykK?Kav>|tz2Y>MLF@0>`lbU&Fw!3f-$NdPp@Av z5H6}dZ({S{3LM&~HzOt6`5!ZGAAqL|9rG)u-~XM%qM!?a9HxriIfbU(e~a_ulT1(A zpw({soop;L#3inUEK^WqN?eH}%LCoj-&0n}qSbQP!E&cp9nh1;1OsKE;3VJHzKgX9 zo>YR{Ce7M<>YA_n&a6A**FQ9d-?3h6bEtOk&KBk4;HkVBP6h58_JSnl#tqT${QGr(w&_JGQ>KGm)+C ztTHZdD68Sz(a7>L;tT9`AL$$B;Q}K^tE19J%+8asEpWFr}l!CdGh9_NG z-#WA>w(>jeALHrVaChwr4%+Pv1?J2gqU-M+21y+etyZLp^zUHwZ)R$;=gnRCIXrigW_sGP0ly{! zAFesWi{l#-X*QX@ZGE0IJ+NTT?QNJS?tW@&B5QZi)`o0p&@75U4XsB;ZYZVR0gEjg?Fz=KB=$=%w2Y!kqJka@ zNr;)9zz&_Pywbb=h7`i@a0!_zA&|=6J)C2-708T!n7F-dDz!JM+tHNIt`jPiRfxZC zUF)J)>+;~>sE8nt*TXy=92S0l%-)FR8qMSvys&={X>Sd#;~PAdASH&J>@S6B-unU0bE6*$bsJ2cbiuW2)*;@%JS#<;9LfF z-|+6qWauS|-!nV=#rYm)?C-VtkTJ;B;`3XYo7w)ZlW%QIQ8|1vKk|b7UFjk}?6?cG z{`}6fNrmJe+A^I8w7zk=<7lU}SXc=_QG2=_xcX@-nYGyCmSgI$CkfZ&3cnh}b#>_? zSH;dg&)-X!za0z#xd=FT|4ksfFa)?TUXJa-L*Jz@l1G zC6<*BVM0?o>M0i#8rl=ct3EsMd(Z_xFg(STw(Rt?bccUOqn#t%wx&*~{DpLWh+1F# zfACUo7SED(sJr-a1lHs|(Ds?bgFCQX;|3O1|BVHhp!vVfR762R!2k1LA5SpI0FD7B z9{&wirv7eO^9S}{ckxWhX0FD?f3%MOxPlGyXI}mdCl(!dD#ud*m{|Pp-531@l>hx9 z!>J_vpF=OE4>4<96e+oA;S>twm~}pxg;rCW(<0hGIEYJ4{ap|<>SovBg*}AQ&~rC= z<5Kjv=Hix-*zR#(84RRBSwkCgk21IHlFKKu_q6965ZQ2D@2i1iIX1p9A`TsltUCSt z>u&Dd;E~Rl@`%O(RrKWhBO|obuO*idP&(~+8ncQmx7PzrTwI)rEgEo$L2dceS;c}E zqBRwsIsg}Tt}NtWA>%vH)b77z%@TUw)AcHrFO)7=j$RmKrKd|eI@T$q<>!9~q15BB zS}J3Hg9la?YIH6&wi9X^B0G7h+9Xxa@qMAJt*t%qL&0V$T&+_omaY{M2Q?~hWSAcE zk_W8f^ZGEjvV!e@d~8l8n<*|J;IDw~<>kfYdL}L+BBB%Yk7s!S6)kEJ1vrL3GX=1` zo_An{ae+odk$Db#LoRqpAV24PWQ&UIU-?Va3hvI2_g5g9{(1UyUWDRNqyV_BG6HC&nIpU#x6D98<%wJ1(g385VI$MY;0sz>9jLh&Qo}MdtaR5 zMPSmKo-NmMaC0YQWW1{NVSv^VVo}8UFgi`SF1b2T8r&XDB>*{5u3CBZ@Nl?Tsioaw z56;ie4*>!34}$N0g4}Ym9U-k&Q^mq{wO;pR`(;-|cQ-#LC#UI)9*C?TQi!GF3^S#r zAoB3qGLwh3BoE=3Sl^k2!zw0^&j z?EEwDTUZw_#!Qty54F8}jT|9GHI7SgGn<`2ltRRSKK==U*`&dCjdJfOLY-k{ts#Ae znxh$w3YD&*+VIEh8xiCeyJUskJy{9ny^(-MyXcffHC<00BHdRc=oM_l^03x<_q z+8Lm+9{=POx`lQ4gaCY|Kidz>`MPFPKXf;?YsFI{y=}5&^W!u}iA=fut@B*BekifS z9X2D8K6cxZhiOfp!Ty;)V|nf!pN+diI&iG~?2<8R-UW672c>5>M_>g(`!(J6)ta>d z8yPt!;A4)#fMC5T{zq6{_>Ti!sIgy5tm;Z7vLJY8=Rfl!<~~Q0S!tY3WWZ+!G5qh_ zosXMFvxO3kTn|4nsGsha^f-N9Sb&8|%+_ccORV0v7ZyBk_|yC5plF~BG3(1M3xZXD zzbfPc^#Y@X$lLMbdt5?7FLZW0?)rg5NNY&#fPBfdszf?pe_s0qnlGtTE!h(@ZcE$y zTmJExeK+^3frhe^o6_468|D}bxMJNf#)NV^Q`oo?YaYn~VutdZ%jx8$@u#uxbjweG zE=AfBK3MG>*jL$HORzyTB4*@xuXld0BYe!k#`lj$RZmPxDk{sfpZQ^ou0}PYGPV0; zKV(=QQcXqw#$!nhSmnoip?QT54Tu<3ECuq43`VDi>4?OA7uQ<8c{NH7Ho-il`Rse^ z+j-bH&S_@Km$|XxbI3X6fjl1ueUHEvmzWSc+A6oSw|yz=`$IPTyh`N!+o@%IjZ&X{ zdny*{Wo`x|lK0=9Rr_`T&)q)9kVKWhWkPGlp=R^YK2S8xx?p;1O1*v zRIuzcPaa{gGxhnM&e;|mv#K}oa_33(X|Fq%W>4=2B-6~Ts)XQ0kz6oa&14S0+`=!F z%0-n*%_QI!0U=)^i$6O%oBh=Bc(Gyh_H+&0+J_TS`;uv}9il_Y8@inP2dWUnKrGqh_r&vy zz4_Y>x0SBrx3)4aDpxrx&pjUEo$+K!n|rE-Vye2LulDM4oG%zFNz&pi1!WcsjeC8bjz(L=9ssdLiyeO z9U|lUS@60~Y)sz>&CZUf%piQL-|1=dA!Sd%gJfS_l0QWL&!A8$HA%R;d z)rlntQ)pfKK&IV&1voI`$+^-3OxX*`_ht8`iYnQ#cF|XzkJfN$n5?b(cO43tqaQSR zio+ok8(HG(SVpRDUJJfdF18~5(3k0>z#jtyA1E!IfBYv9E56+38adg!g+$E+AHY3A zUoMbC>JQ21ofVO7pCea?_K)IU`O;^Idm0uNIa0x3c!t$D9*n*{WF*mB>W?MUDpzS^ z`$tA1YU}9aJarU^#S{wyU?Q;?h0wENcDGm8w0ROoy%eG-_~6Ut{)BIM#;8`mrbSZw zOM)Y_oE;C=%DB}+n|SXz0k-=g5M@RR@zLlsle2_KHfsr(^*#Y$^GG+ zoV_aN=Urp0&nNGE_ubD*!J#${SgoxOpD07$zf=6#5R>HMw8rMs!QI*a4o28-pTfvNUNI;0g^i#)27~h=KG(8^3cvs-hhAr@Au~;^G3}GR|yFTL;@bH z|J+;dem#h}(rmXi=cdhBAcU(<=zRr_@RbI1d5!f}SJvKeOuf&mE9hdZKxhPMnAw>E zG1`zXQigj&QJ~~4QmN!+MJ_Ou3k!8tzUbz|`Qf=OM~eN;B%qRe55-c;f((h%ZqLq# zV3Vz@ER)tFn~TtQrSCy>qzhBK=a;{dxnzIW>>WrS-tGm3QmiG6>;A3rk;sC_eF}WR zXwq&v;2YshRo@1Rzz&ivKr|)Mi$05aZ)w(CmLKm;ifzA&c0+D8+$!*kDm+$v{IpC~ zkoU{Sx7&N_Rs&n)=XDK7MdlVi7 z4rjgTsLAI2%GBwvjYuo!#N!1w>tc(+r-%;Tk}4IMMUFS4@9Ea~SzFCfkCIN8;0}9g z3VxGXz#U7|M#-wLoWzEI@VpUr#`G{gC9}7P@^nOQEPtrQHs7i(1%3~+FY^m<&JH&> z!D=qGrC>!uSaAGm$Tvy|QU??w8w9NTEyg3L7n_}9W;s4X*}Purot~^fRReS{JLu+> zVG&W$w0IA#jLMIL6g?*2H}_5VJ*4-??hi(w(qlT2K6pG+FtKXEg2Ux@A?@tU0=k?4 z_%%H}J%KLH>IF1K;Wn@WKQ{Z(L`q{*)0<1bkBlU0we->Rv$Iqlk2*@%UwYlXat#%- zrlw>-<^R`7M}CHTnlAzJCC#}julC0kq1iy5JHq-z~PAX zmmOi6kjLNAjinCtqSfr6eFn2^u_wId%Rl+J(`DySux)yCk@~TX1)Ghu{$0H4r?wLvVM8;O=f`vG@Bv&pF@M z*R_7EnV#;h?&^|zYPtlNqHX5raR|Q5118#8Nw*^7mfKD-%e6mrDK|GQ(>Nn1{WG&juHOD7Ns;7|)h^G-3#a7~OW|iy&Z64|@5E?Nqt$;y2i- zY7(MRd9*1c5Tu{X9K}k}@ng8NI!|-D181 zBPS}+E8?icEBx!K-;>ujN1zqII!GGyAYu6Rw~YEEfF zW@;CTYo1f-dxyD@t1QkhnbpOYM+)h9)jm(D* zfGaR~$w3FdoE*#5%uGUK+=jcY^AsCSA3rr!@RPV$cc320eKKF+zhdFqAw>13&$ctE zC{&IX(oAS(2`j3ivULBpLAE+Dxjtqv%c*EBYESD9Cz@NjcYhp=f58^Fg|KsVM6t26 z^2cJy3w@%JzC|u+W$HJLPYdp`M!0;B!xb<53oN=*Jl0V~AQPO9lKeYl&qXBVGA%D2 z{rzj%4F=aQVF&TKDxI{|CVQQ^&ura54)_e!`+2b1;!K4b8%81)_9F%82!?znVD!BC zmK4}%IZFwY?B=Y$K+s_!?YrJMKclW#SWtwzzIgl|Wx?3!29wpPztMVdk9WY zdifLP!I11YI1aaW1REbCQjhmMtOEdc{}5v=Wkdqo{`Yv6#L2GtzLU?G*KzDgNN^mT zCsN29`ZK?Xn!XpOQ!!YvNJ6CJ6V8E2y9!~HVffYXqD`GU^b+;WD(Y9tn9QJAM8kPfE!7t z2r5K`4k=7ZmLxm74{DvC@ydkv&C1%!exy?7zTVoP%exJw{OupdW@Vd}dxn3iLD@Qs zC0Sq6kc_J#AtOK^LG4hvPHQUwK8)-wiY@@cldj!Koc`k;%McqYLO(Yjw7RYfHP5<)%s}Unm)GnSQldkx!koFyA;kVK}&WQS(DD3{S|hg z|HXbYq}pKKJQ{%&kN4F|;+w8cUG75W;LeAYvtvkcN%z~!VIgKgoVJBhRh1fn)A4mh38@z+11OAW-@jI5Gk2^?*p`qDXFLi>A#qYIGqg*ef9D2 zk>=;5pn&A#9E zQoSstSgH5B4+m?yYy*=D2$B%rH}NJ;B37>MeV!{_?)cv1>?((0-JrupNRh=yFMHmyDQ++(GeS+qT`D&dJh$dM0Dj3WaKsF}Td39uRd) zW+xn%)SLjYu|LO7Xk3;B2;)i?OssS8LWv;6O-N|X5KV~!toTH(psUl*Ni5{yj&Q|$ zHzu>)rjy2=f1iY211Xhh@m^1u+n25bv3ibuHXw4OLW1W=*rf?hhoeGs4bjyZGI8f@6Z{tI3}U zLtVOZMQYQAW0iEEkCc#6)-yXfF~{llg|)L0-?0`I@5v_PG%~_Ytvz#z{Q%YxN;&;^ zJq6>y^?LSFVt-$<4`8A}&Y>+k7pkhzT+?T4=fH+?uNzYPEGwurkxrUxTZiOqa`f@R zfBF>Pk|j;alQ-H}7xd9n7QVGZJ(l8f&&vi%sPz0)@*Jlx`sE`MxWJ!4 zU3a(e>}GLK6b7AUt#PQufyy$C#ni@iIEB{$!!9fi!V1R1U9?BwFar`>>4D?3Y=xOL z`?0!~oB|30J%wVQ^pj;seoukX<1+ewCu>RhE^83zzG~&!O)R3`AyQtllQ}Gm$f*W*X!Eq(;%6x`YH*_z%@ktDu~t6YLIj={8)W? zJ>E4x4BeN&R>2|F_y?{cU+^&eGIlY10qD2g^$pe^kAI@XhR~hbSLfMMc+{HgUU^in z*sZAmtbBZ?w)%C{i`5?@L!Ng9$o8hqu4wCDcH+BMpseP>fsdKDz`Vna^oawp2@liqAZq~`=2!>|ER^KDgkJwj5NS4I!%>SyH=rXYW#k3Zv zTUF$wiOee}*rY)~Ou_rTm2Ke0bG1C*mu>VKV>NWC!c9UHH_aBqrjK`?_zU>z_ui&V z!vzOuuU3p%n~>84OANvaPTiVPZqSQBi$E&4IX2o^?)z6oJ zAj_i7Id57_5A)cfnQ8l{%bM7u*G8Hp&iK3oURi!km@*iR$gajh-`c@in~BKATIt7K z>Kf==Be5;Y?k0NBT1uy=vhqi6x4f>&z7%;1UI>!cc4sskH+O*!Gtv1v#&HECvA;j} zb)2BcH#2NeAGy@wQ(tg`bXV$-`6R}A2M7EWAA!Je-Sk$9h^=!{oYS~OQwcQT>ni+- zQ~CTizIX2C$DO2sgm|d1mh7XXJ&Spl3NPXUOYYf%>pPn;}0xA9L{Y;2WS% zTLZMR^nLHtR9@$n>&;6Zsr|DF+8;XX91DEBf9UV)@^9SFs}jbYT~x+Ch-kC##0Px1Fz_2fp-Erl9C3 z>oZuxs6Q>AjMt?a2L8fl>}(4niL+M)y!sUxXvr`uF-J3Va;EN&OGJI4=We=c`kS=0 zShk?M2E*MXPst|qxQOcN4|L$iey{{zUOEVVygEle<8j$J?1Vk_ngfCZzZ3AyG}#*n zzFvyqa@s_srD0iGTB?>ShxPnVYFCAXJV!QqyF9wpaxMr|t zpi@?j5Rj1D$Hybng$o6KA2_PqNb2I^{VD@ua=Gujvo93npT#DYF#XUHmk?u?!~fmq z+t?2gO-*b8uiKg-0SsJR>AU0ka{YC$fG;VuYGah1o*o{^goG0fma~_)x4S@xcK`8e zM_gQ-*=C73$r1ANQ<#E+0*{+_;HRa>k`msa&UAcp{0!is>s*Z*H2e>xl$aY zQG0x&!#kbX2+U;gI|UzKCeYKWH5o))`EC0$x5%KN$_*}4&7_OF50tAV=94*}DM>-W z0b6Hha>~l6pQ%STeIE$AKJ0ipG(|s40X>Z^lDgFBHvhEe9R<@Mr`zcg>LLxj^xjCy zxVla`HL%5>)I@%dBz<8BJB4wAtSL_~FE>E%tZ?26hs!Q2w2_hIA97N$<0Eq{8YYqM+9^YzbE0C*bVL=^^M8s$&f%;F0DD7GVqIX{l}|SZ&U+&mVF-ACYK;17nwqG%G&D<^_1fHCUp7A& zO+x=2&p!W!G7m+zN`XuH6d?8IPde|1bF;-?dg5QcBqb&W0r@VQ*Y)%Gs)Aoc)c?>* zg6ITaFeocUSUFPybViAHFQMV!$mr=SD~rGWQ}{85gVk8dE&=MEq@?D6DEceRKwo`a zY{uk9h@bdL^R&R7L+wve&;{?=R!N~*V=?ez#?V9SOL+mjgNd!4)QoHRC_tU0#g5(Iq??JZ)^R6rQ(*P zIGXOa+ZM73#4jTQ6dR)8vZB8$hQ@f;`*AOL{WI#QU=68S|X z-a>UuPMTf&S=9n*;qGK{+JasEgdG=QvD$!1Pvn1AQ$%`Jk)>=3uu$0Sc|*y_$Y{nO z_AhH;D;G>h2?NFVXKLe-6gs(=Ldn?P`T6X;7~n_Oo?9+%w>?}ngmZf>6+qD4eR%%oENGyPXzi^K~tf`KMOEG|csQlTWMVxc4g zr`_6DMMXuNpNa9G#e?;KD`7~$8mE0;dORSZz^#H-waDEDZcuKQ!+1*}GO}Qxi;9ej z+6&y)%-AE-&+7jY1}!DhNNNuxVWw2{;c=<`61 zv<%Y(yrS|CisYf1o*JlXDu3Q*b&qco z=341O@6j0T#A0;%927Xj{6qDc zN53|hK)*l=>>UD-qWHiz)&JN8*nVGyB?og8HZf!meF*wWei|-E(e7^lCm`<1tCgRd z1&y&Pu##_U7mBGJlA#pt!iYyW4z*)QX!0NaRy`zCP*51`>jMv{H=j&QND%4rdjmPV z`#zHSzp(&Q`QX4?j53~a5(FsU3-s{nSv}ucOS)XczbCG`6Gxrv)#eJqh|Tz3m-vdv zPjWeM-wK&pH6CVEOb~`y4}SY*hKOMO=U;)fGP$_`V0sj%e4Ov;AP@*L~Xl#ZM{hEyc&yvamiWR_w{2q4`Q2Lk{WFBnK zB6p5Z)g-`y(6HRQ$-4T-?lxmRh?n4PeB>3kHS~0UNAC3v>O2sYitKYUG%zzcwSGE$NpT z8=jb+7w=ricIQD;Og((q z=L6ljvm_jdUayp$Ip*Dl|A?1=q&F8Am)%CY6i|WjxEvw_6<*1nBRl|{74O4=pXpjV z@Y_bkUyEL{_%21Lm&VbA;m~P)&pQyO)?4v5FM^5(sOVqAo$_i)O(VD*sXkW6izggcmB=sD3# zP7tt?C@Vy7S6fgVtz48F12M;ecd1FKz)iLxw+uMz#)Af^gN_F-bYH}A-}5+Bs~lF* zPOM`$*TJlO5!p!)P5+P~R_WeW*jgYgTafUPQ-}oR@k&68mA1r{&V^my0SY$?Qqmy% zuD4XroBio39WIsiVwp5(XlQCNSA~EcMPuU5cX`t1q*5hBpIK8~P-^W)arIKnmCY)o zjwNL@MM=q%!kh>E8bNqXLvqR$@#%VjV6P?7uOxur8Ua{6LVO&syFbFkn7`*$#20rc zv(Q!3Hu{sl+^YF;W@*9RZLo9wvZ+3-wKq`uWw9+x*nR{u!TD0+KX;%Dpho6zkZ@#Q zSU!AuSIWKVC+oGoJKx`%_lB<4@T-k2DJ}Z1j;?HRK1fVT>ifZBqDYM{n=81k`fyU+ zg^H`a)~MGx6_YER+9s6#-Z*qLOSDcjDC_zRmj)8gWo77?)o$dg(y^pV)Do~$!Pwt= zw^dyO!_V(DLAmJ3TSDwniwj~;=21*IXtZ+z7iV*K8Ur>5Eta^BY}{R$4|yHHy=4Ny zlzR8rc0l=!yi&af$*zVE{#+yzcFZXP5s7pN&XjMi}^Gq zk6wF(5r6MnfMtlj6u0!Af63$@T$b~v0bI1splN#iticB&8eZ8 zOtWzz6rQ0eZy9P214^&**4K@~RVJ?Qmz@_DY*O9uAuqppE(wu!isTX6;a*|!L7W1- zyFWmG2@9=$uVuhq%X#o5NL1&Gc2y!(*wD+fVTH@5)B)x0Prm19e8Aq8rc6&u;%kizf` zMzl=Dwhp52Id0^G<~3Z`_?s?Eegwyu_1ZXP(in?@)*Wl(kFDA@! zMefOo!8vOtmZxq1SjEyWj}A}Yfr*F|m;v71yOZ6hT*mD$#vJP0l3w)yf9Sa*gi&0vTk#$T*27TV z6twm$@9nXAE8FcCtgS;?C4|ZnS|d83*6ujVzw#ydGm;V5r~)48_1Le)jx$iEu+7W| zoqI7MtYAnO3Rw66%?z9jFeC;yG9EUB2$t=?*p`+HtpdqKE?dT1;0h~5g9N9`!)sm) zBg=)Zhw8}e>k!&LgovjTRu=@g{`+$M_aFfQ!SMKaqvqjLZq(Q?3~+L95B@S+un+Nv zYJCf9fWovzu(TZFx5b|Xr_RE608Z{Ho5qwiA)CIE6*nn13l?&aO|%mpNmVec5g=(O zrvTMal(}vKeYQv#TiY`7a+e5U?F%!aZOjM^n3vcwj?vf4-oLim7DNp3=k_)=Ra;&#OPWG<3vAp|sQ$#l9B|cgXdPV)nrfxdgdl z=n?|VoxyxRfzUAs-5L&p8Y>^!nbd+kj9&)I<=q}y zTiQw}xICZ_c)Hn@o2Kt|bQSv{HDo%32Q8-ae1o-RcC*Ix+#FrA|Em|Tr{1l@r6}OaH>oF>dq^hSpla8imqTtzUjQMe_~3~lmxv}k{sdMU zx`;Em6|2aDi{i-8n(?+4s+!d^gi+CD{BfmOvje~9#WiAPplq}Xv)vKB4wZyUZE3Nn zr^j(?^H(y5Rw*%0+0sEW(2Hvb!~puuc=qjq(#3xp7xnu_M_FfcN=p&05tc#3z5!KU z6Pf)AcDi=#*d~%^^uC4vTEuamQb~G9s|gjeZfB6w7<8ufjM;wt?<3~# z1jiwmQtF9ReNpTP0$%YIadze#S{zJ>9-Hb~iex+DcPi4QzfLPA&-3)oMLtN+dqehi zG~xAlD64qnX7~6k=|;z&RH3&^c&0nJqIq!D!`rxDqj3iO_^QYw7W`mSeFQUASR+!P za!nte*q!u!lh)if#O~e=;UAKQGX>E+`<|&cai}Xweg+>HVjYI7M7L7w zW>4vMh#Bt!uF+JWb@hKB7&z}RY7Ks%zIT#BfS0~IfxsJT%wm;pwW?2k*!aLh5cfNB zlVMYDf=US&)ylE<))tb{4?#(HVujn-hWT4Ca6d{RNwoKEj&M ze(oSLzFkQi5eaZ0OmY@9fdyDQp>20M4>I&9{ zBu|3kR8Or)*LP@R$k~+q+fDVJEog+0OWK>k;B=9KEB{Zv!uiAInjKCkEQ77kiFfvM z3a5$`+u$As}+ zvJgyKhm;;Q0`YI61&FCS6OKk&oDkGo7@3q5xe>@zOVHaJZK24`IpW(>2F$%RTRtKE ztv%34c-AOEe((FWnC=WNKE$YX5yD)U$b#H<}?D z{1c3n0++!TxC7MK8G<=RtP7MpvsWzqmt)>DsfUIo_Kzal<>>I=Ul5|cg(?I^{bn-$ zIN`ni<|kp-CDN+Bk3#kxa8%pKxXzOaFUzGA%**2uG`N5qp&ykB+h8$8#}4cwl~N%T(Kf0B=%BMoPtc1hj>aO(+av$lDiD*2o1@no%RZCf5cBqbbaJk70 zHM2hpr~O;vU;Z-$frpt1%?ZA@#z2Ro(jk1ySU$bb^D+(dTXO_$4=e{tVg#dD^TQen zA?-IZY(3&N=g|NO=!bq%h)Hz;Ly~3;XTp|J-?Fp z7J-}8t;TCx1mA~XgG^Kfy_G|yJT!rSMXYJq%;?&~2LqKt4mmeBc6gt+B1B5=ax_BL z|G+rQe$>ZDG(5r@BaaJ-YwC|aWP)9 zP>W?gVU%ipxi~_B%j;|7`3ki-0suaHSrNwezeuJukpS!TEbUjBy<|a*iEdne4`vn? z77tHP7So{}tg#e$`hP&3>yTuN24lr-_)6==U+JmcEnat4I6o8qMND`hkW!lg2|(g~ zX|n<`Ffaz19e2vK8)-SL=0Jq27c;BG{sq94{1QH~%Nct^OON z(#45MRJL6{q5r~oHw9vLNpb})puq*-{?YV{{rC znor~!hwa;sMmB7Cdd-@E&r?o_h~kvXi=>h$eV&g>+wWJbF%R?_EKrn`lytlN2>kv1 zKcmr-X;fqpBwOU=u=hYNT443Q7`UeKC28sNqD%9vecwG*KXG`Qhv2GwEPkv0Mq0Hn}{ttLrU|5b{ z+eFp+JAc;!x>z|fIyzb_UAnk;VgfNm+Kl$!*polTEv+PCVTR1uOYNTZG)9Z6*=@AD(9gn8xAH zcrQ2$G8KM_ll(c)>T;+EK){6vXlvukl?IEkj2{BqSu@jLE)~ zmzR5Zd1*J$QPZv5=Z2XY{)?6-ligD1(8-CdJbxto_G{8gXB4>cG-Gi;*Zn*{CjwhSP>@_je;0L&I(2epwVWkB_3El8qthWu$ zm8(1*7RJd2o`4YWxskK5BqWf1$$+P4Vq#*)MQCYhSz2Aq%%=K(-q$tC7Ah<5@9o`< zWsKs|0A&6JfbsLizGH@#Wxn(HpYQDKOrP8}SWNd8FmiMM0LqK_bQ+IgSmTO`90BWv z^YisKAQMfMDUqpY?fi*lSOLxAb4Tp1JQG6rudMi#hTh(U6&lru-MRknmP%M?Xu+kW zR1*^uAR(clM)vlTBPn#_D^pks=#S0yK7x22xvzo8?grGy=unN?F z0yl1-j_27L33y$o zfdZiYX+QJxfG>M{`_J!ZK67;C2zZO11eQ z%Z!MKs7w7vQd}XGwo~G!c<_=VEwI(tt@8rMD*o~Qrd9t9;r#r(e{e85XXfM5^T!=o zzi!YNK6DxUg-aNYJ=X7KXVj9auzHQ2X+p2xLDd`J_U=l>=uYR%mAQ~uCd5=|v{1rn z?uPM>^LIb09JZ(;gdn+?0`;NV?l@7&93EN6RuEY?)Pf&8C_5` zJ3u*IhdzTc7+E3JXb8N&PKv)94dpT#F2Bmvul0ki6)YVXHix4BV3=VIbrM+T;p0g)qby%%&4TJ|+e< zVBOmU4xGo*XCR(X3~?&qfd_7xUuQm0g6}usrig?+G2-n(;;)}_?kLbho>hWmKh`!%AD?kj^HjV-xVzzhny82SO zHDve~j#3sNPBqC}OG5eRHvC|{I`{g^j?R~s)3C_I|NEjzK}u8<>{GV)N1)K_w=bz~l*r*JRoB}Q!Dm3d zt@dS1cCX|7y%07|a3O)35N&ce#DHbn4E45TcEoY%gr~v`)VA3%y5Rl62hDpM9%F1>TAaJVl^C7hNla=j1&^WHjGjM)QWSnNQRQmAnM*j!Su~3u?=t z%1{~GgSThffKk2&BU&NEi9S=ok9=Ap!9 z1d?}z#5c-N!cJ}A2jj$kNxH}#owzxePr>WHbj5sROe!_E#bf!y*&4Hg(E8h3^;b4< zpKq5~DDVI3-D{LDux@QQXKw@8?uNd{!sy&kx}78PM<|fcUFDaLpXYZuJsmhVWNbuM z5P%QMjc@m_fxkXqJ3SLTfo!I#Nz6C6>R~1UC}yj=(3}@Nw*N97d}~jAiR4wuRDhy% zHq}5R@;j36GvqKgW~a}{k@wLRRO(X0RGX|XkoYdT3rbnVZm4$r6|kUE=W?W6S6`pb z?N~7WD^3pi1|NrS{`g>xPntu!1vyoB(Dsxy zL<|Evy`}0{&8r8@P>j$}^q=lMO%#bAN%4Tb#qNmvn#U?&GmUT`h?Njr2SLHDHK)bA zTgFHxi+u?mH}{jVjG(OH!EewGj57)q#&5f?u}_`H67h>cF%$6*cuSc~iO;(HvH{tB z`ODCU+TtqnsD!ZR_`yp9m&ZsoM{-v#=wH%6aQb>2A(}C#LoxJNp%lZH^%@*We_UPfS(rWpfptXdBjU>#k5Yk^m$Wg=nBL^cEuk>^uJ9d^R zhi;o>t9nWLSq&6t`Xz?42^{erqslT^(PozUeAwh9L#7-Z^AE0PbTk?cixFrQh5(JA!NKrP zja||t$Ry(~`WrxbPuC(R%9{14gUy z5p)3GQudD?t= z3On4OSQ)nAVb05U@kP|tEM8I%tW{Sou7Z^Z~WZjOfKah{a(E3U}c!HPXUxzS(oUM)cj-W5^K!Oq^2sICV z`GhU`3&XgYa3CkT*ILX!L1K>xB0Y_HHw_bFnD*;c;8;Rl(~JUu0sC4Q4@!#&MxXx9 z`ma^1D>8mN@e>$5Qc$&O%@mYdEQB13+!sM8TgHYrup}iDy6YI<;tr5u5eE%ODZzNV z;_8Mghe`1B@@+p`4{XG+!S>aM8y|DdWj$Z(T-GT}X|Ce^zzeCH1 zgx^v;)`ItRKpgzL6e4YNQbK|k9WR}T_e4>JAQ+7EX|pbTzty_$e!C`wm5iB@mzoM^ zax&VJ`gQRb{d&s(xd*tc;M~sd*>M-HSu{L(-n|E0H&ukQe#tC zEu>KHsaO7OwkpQ^sbXa~q%i;7Q7pCDdgGdDN~PAXVj&8V`qfliTxrYo=4^Ir+#sT2 zVoJ0rpOGy<({8#v>CPzVYBR7c$#c0Ik-4VOQ%jW9bgwsH8Tkq^WG-}Rl-ZIes|z%I zUrah|YGHQZnm30r^sXQw3#3Ksau39V3+y-yy3b#Rs;BYh@{S~d>Cpp~P*|N1{*jPW zKQulA*&Cel4eS7IOA+RKLVeTrPrXZRHVah=Q>AAJX49TN&@F7x5#*^qqW9!eIZzLz zZ$({jJ{olLNsqzHwl7OO?b5+&p2YL2^M?D}Ks=&QjK-|;htqs_WFI|HOC zWl>UY%H(%YAynLH$j$f)@&QT*j~PbgiOs^zd?XNy7d0+;FYvBAU0WwXUJb{+#t(#^ zolxllE1+DXpc?I_0#C$2+m_rx=40&NXYp6YO`ANZzmI2X#Dxwlr;4-i*o*DW?MnIr zVe%#tHF27?x?o;w+tGsZav5k#bruk>EMgOvv}8#{P8eruDDW9G2(%h+M(Flg5R8m^ zx#!DON~PIrI^RJu7Cm1%ZUIB%!OLQXSy$U^4T97d%uXn$d~c7=5rWF4i(>kW?Ob@z zzRE`w{~HSc8%BX3Dw2=hu3367!gjTzKu9wT((=UI#uS4_$$)|jEzJ}23VN>>B!4#+ z*OCJ-fFe*m!0iTDW z1^Cus#POi(P)zjlh)xq_wFLCa&{F}f=HVT-6NhS!0ASJ)9Ml2YHb%C5>wIY0^o;Mj z3YD|H;{HUT1zJ-1>+tHr#N!(FEuf)Adu8lgy55lqYzqrFK(^d)b7->}!#C85z`E9c z&R$p7H!2Ni;Cv{%vLiY1yx78bxoF96>WPWR_RO4!Bw242E}yrv$zxN(!#0ZLheRZl zzv5)ew4EbD%&A|`Q(1bv&{$0AjxP({L}Xopgo5ol-7rlMf@dGHOud#r_DUgCLv0SE zM$|UMHabfuGbT#CBtt;L1Qv%G*Ahd%u%gi8F_}R3&<%(h_Qt%F{>@LE9!{__o1?ii z+U61On{O`gj5hA6V~7P+yebv%+}gQf^}Fa$rhgO~!#?poF7bSdML)!bv4T8(6aV2z z&Ff?$R33Ggw6dhoO8Q2w5>UrerVUGo+w_*#g~U_eKfh}@hps8BlBYDguF3t*QDhL# zIZN^oSYsJur)c}V#vb`;xFfInH0r31?RZA;FPqs1(>BMZlU~C?uS!I4k~=3?JbE@H z+=jzFz6VU}UX@N}3>`?icI<0$8go{yZu7mTq6Z9D+bmuFx4j9YAfqJjK6;1wRcUcHFUn;1Xr(voyyN!eo3QV!Q2VIb z{vMN*I;C8rl&Z#CsGiCdxFmSJ(s;hzErJ@YmlW7+GVbnJ&R3)iuqenV=3Q#@=QJ4_ zPzFnKgmg`6OLcmmYa4Y~%prQUmnl;Y9q!T)>KG=f7M)7My8NITig`zWwN0Ut)ncw6 z6~#!ch$49ac&bh5VQC~Oz+C7BQl{f4?g%F#Zq5f*3xwLXTr~&JhP=HT49ws0`r7cFptb7o4BWgO%iiffR0keF8$`f96&I?zg!ml}2V#g`{uF?4g{$&tJq zSI@wmoIy(=+RZH)>edT~w?lVMt~!lhvpDus=;*b&)h67cpf8u*WY zqAc@2)2N?n^!=qg)*aW{ecBwm)C4XcP>t&s>-LK_Xh9{i(XG|Ca0p{SGo3c69Db zH2EVQcbBsXv>){C8Qagf&GkFin>R-+$~M?>H2{X2REl!D=qlgJV&9StDs!)6-imz0 zg^uik-g&9@sawYD6&K5ntXSkUVlrNJL=MS4th=5TygL*(eTr%>7@e+Vy$c!TSoClU z8RyBKY0VpJ<*bz`h7Haj13H&T>mhqiuD1+L1qFw+L-T~3(8c7xm&cNDVXgOw4Fv}S zndZ5bxhSh;Cqm0}!OdthKgH84>~?-t_-Egnz*X=nT-i;l!}tl`J11S&?>8n8A04&6 z#;`4f_Ll>OdQPvZ??q@ZC0?~2Pp&;b-7LO**Ln&(>-9@g-%mK(@RL4fS2ZzbGVwG8 ze4k+5@R-z6m7DxNCYcFzAO{Quz=hs!(NIuO=yjXp`}@T!RLgrGuXfT|`lKaK>fO zNyxk(X}2xuix~U=h&@V^lv{`hR<>O9j3#Z5r!&`4kqaP$ZR0HlkmyMyD1W_SL|#Et z4}mK<4(;Bo?e#m+4}GdRUk~VtN!`k(>pjUg2r==o?uGmN_UK{>B9JNkXdiT?io8qM ziQ~nAa;-yQCOr7$zy+S#LD#;)zzUj|0i}v^Izi#Wzp zj0QIIz@C71Pv=|niM(tcIL{{L-9J8>6_aE`C-a%FTu^zB4)jB&hnQb_-b|C}Qll$| z%Vp@YynpZcJ^FVWero)dS}ZBp56lDov$1O8;Kb^&oLsSd5Ir0OeoKU2`ZxrCCpi4Y%(vg8vo;1nsxT>^pPgh_N4Ad zTM6oh-`)FHa(kK+V|e~OOOA#|IM^+<#Up{K4{1XrJ0MuFrYf)Qkn`HkNj@d zpfrEce5PJUV)MSw@P}Hccf;QftJ@SxB&S{y|BmDiy(38V>aW$qN}2(@2w0t*oqs6|2ZQJ-Ykf^_?g&a2L{ z_m*L00ajjp9wLLYK2I~_-sC6YCHK8oRC?0EI>1)j~b%$*W7=^Lfj3RWQ(Sy|S4*v>)n((?sXnuL~+`EnaYJbZl!Y9y4}M z8n^-n-njzF*OYV>bBsa?eRY?aueI-tT*^@n53FR57~Z12__a0hzvxDL?XOSV-K9E| zBdR(Q7qY87Zr*Sy084Mwh)!{_vBi3AZffs{YWa`)Mp%t#^}nwt-syQU2iGUw;0tsV zS$ex!!H|p%ae}SzG$jjo0jafRsexwn6()u_(HwEw!UL*<-K?1NEHyC_uJH6G%4*=F z*w}sDbv(^b^_;ADnu9w-2=J(YR1_8j|1x1>WM~L57%@`-M~`_w6@if<3NftU*5(YP2K$F#8!NETykm9rRK$v_Q<$?sBAp(?LJD2~xC}k9( zu^K@lYVx0FVZhsIzj)Nd#4*==c1z4m!9J8zB0`SKAqec4^enEwS8di)BCsUWvNZ-n zzQmnk%Evg!7vr`J^02Vk(rXYgFJb5D3xh~pNtWLn>aC{5)ka~eA`2vN&S)&j!AIfS zl1SMs6TCCQ3Q7OdDMB7+Hz%Z|1h(d9pU6K@C1C%*RknM)NRa`l|4d~`2;d2U)W{I$ zKQk$fZi&^>M8iz`zcVw3OjtTd_}|-B|G(Rn|JUsZ>`E%I|NheoQGod0n#qb}U4v5R z?b<;v{~Zj+HJ&(dI{vd{$;jzzxzHhjW>K#!uz$OLw!b%8l&vd0^W9OOW&&tF0($X} zAAm5XOxgV=)ZDoM_v`!; z1{YiS?ckp3UzLg2cm9{_lMhq3bS^f9IwjNHDonkBeV6xNHCc7^pHAWJVCUvr`X z58qRooUH&%*@ogaSWnUqnIf%}Am6ZE*~1R{li zaZ$x;zy!&<)2lEKM)KrvDbx~&6coKyZ8d7e28~UEENY&pD5T`t#XShLy4B|P-azTPj6G46$ zx3jN?H4TB1@A2+femQV~eR&_NTe~n)RE9hB+$~swykMydby693@FBOfrC-5&q8r|d z8ollJdZXW`S{b=lx(8f-Jn%tG1TQgLD9dn4jb%WS?45VuB0$7};#ptXS9ML)H9Bn9 z-8S_qUPRam!TF352*mw`izsD{HRo zNiZ-l96g8po4uJ4n~tiDRtJz`D+1OEBg>p`%;x8877TqvgKpUgVBf*m@ZhpueL;q& zXcfNQ^2p0R2d+%I#;c)?XbD4hbrcwO1EvW1?qsLvK?cMX8NuZkEm8xYA-BvG5fkK; zyDRk{Lm>`nXS#oHT`)J*cK3B5g7_=MZaw}LbIDpxY862k=1=+4^Wg6IcB!Txg&Q}s zCd(;@6ne=ma1RYWie7$1#$eWh55seWjIHf8_~M=Fvg5h!Uek~^!oSkD7)!FRa#$0aU9wxzok3fIwJ}HI4$5m@l zWu6{+?YJ+9oXFjhM#hx1XftqXYsN3*uF@`ZA~w%i%z~T1FCxg{>74Iz zE)A1FZaO{(CLiq%p{$7R@_q2~O%(gO)ra@CZ2NPhm@uA4Q-Z1*KYC@azu{oZ5HZpF zw!4g+OA;1Szfn%)nj zZZQ$-aAl(31c$vOd`WIEKo=BlF)59Nm=RIhU$Xo^bbWJpWzEuWY)))VY}+%jZQHh; zOl)(->GFBy_kI%>!7BG`Vg#mYsujgz!LOLsUDpX80YVdHr8ycF3-pbLP zDrFTl=bY@$pTNP0GrJ8Jcq##hDid3$lB4Lgt+?%OLz;X;kj|lJtpdV55$w#iJHQB( z)M$iFguz^EZW!0wj4rEFU6bwn6j>z|9=M}Q=QSf8))s)WujNbWOXnKr3YL}xbh%Gr zo5`uuIlllo}V03D`DFgQeTf3Vb56jkI5xMJRF5z#f@Alj+4(OTux|L?t0N=-(EPy71Akaa@cb~f;12E zxAkZVqckrUi4M@4Vc9zYEaJ>s^1aTs_uvc(73$6@i`ARbo(g~`TL~on1u)@|y zyf5#w<7_^&sU`x+NjpDWRVg8N=-x!AJ>vCXlg_?Akg9KF5ryc_Kzm-eDrjjoGd9Uh zs-J0w#hDQ4XSq6%>D;;Eq4^K~G;&>*a^g=b?wK22@g9QkrSjEeKo&`;VMZpU+;Al< zs`+vPB3@;JtjcM`5}j%ew8Ri&M`1*L!~VYPVnd0#Y2^LuaL042>fN1D^|yeW6mS=O zh`0u#Z`Vp~o8_XDz3_6ekb?W21pB|mLI_L*gnf?~e&@!sy@I-fGc;)q-nrNY+^5TG zn=Z40W4B-_eZy%I)ZvT7E7Hu)gi$=~D<<#@^=DQ3&3Wd&*|C1*XpLxt*E=Zd5U2A3 z8%^uC$9uW1U&D}jLhsox!{SbbccCokfDNQ>`O#CSkJq6xF)%(8Jzm`$&tt)ctxPnz zn_X#@fH;u^FORy9w(h!2Z?613S;obU*EWcVegc9J5p_R0>)JXOY2MK9k3dg)?khNI z(kq40pW6@=)C06X+)du%Y4z2&EN*Apq&(ay*a4-VB4tL%PBNUEUKT0F^8AC4M=b`F zTtyuCMA`^$++9rN3}gwL0dP~Gq7cGc-qVZ5wONp3W7^l@?+5a3ThL2dxr$hI&j8RK zyqn2GLV@A$1b5ENT^hD~t@CGngQ}Wj0OZ&_JwD`C(nor()Vx$D4k+uL!EAntOgZ#4 z6BtjsP^Ey`1Mux8lzRB(1v^AiVxt9)Nfm1;BS6$VPoquITnXIG_9Fm0u+3nplGeE! zakxlP(q^2kq6nZIr`F0P=PC9gv9>PJB4IKP{*IQL%-&nX4t3cnFkwdPt@fU^Jl>p;I48YLr*HAEW>f;S7 z!3++wUl46St&nM^G`Wv&PH?{7+TUP4ceK__Z)0OaktEUA-|tLXy6_d+l+Ek;=kMQ$ z!a~x!lcmEA*DX@&as%7zcv8u)P5g_Ci;s_w44(H^FtB%ly|c5kn5-74pMxx~tjrWj zV%(p14maElgX!y~ahco4V#9Wk^i)WV2SmAaP|_>;A)W3td+6GEQw1d>9=>0exeJPdZJ(>p6xeVo< z1EhsqShM98`4X|=i@*W@V%lhULR@Yo;PXJVF-f5VdU~3zF#uos`Sd$15T|w;u`i% zGa4k5cm08p`0#k8t%U|H5NOW?*{m8wh7blm2xaZ1Z2#me=Sw(2$dUmXAs}}TR&Ogf zgEw!BB{dt>f?74KQ?L@oma2Y)0Lj<+gvQf8f4H=Lp>FX&gwtM;yR(hn(s(tnSsv2M zq72*UpDZCJD{HzxnuLmq%3u^`^qqPXeEwi>kHPg^3!Bwq;H&yom-kC5pEuXZQgyLr zv(4WA{&7PNw<}!&ne?Av3?03tD(#@4AO_n_p0AjvESIOJCopjETH7r?bb6ifChN7! z%gbEfkN4B9?(S7>Q;F2kGkG~I`*Oh4;;z$J7Ir{zl#yT3p$HELD+IG-pqNIZG*xu5%o>Oz3Fo}t>L_@2vgnWB z%O7G;P9X{SV*I2g`Er=n*EhjTE|#8|3%=SghulScZsR9IR|L7h{Crg8GknJ0 zfag#WePtSfU}g~OjZ@6mVKIlf3kUW)HrBt~`X<(s;e|6S_^T2ww1`1*C{Z4so+)m5 zOiWCV2RPpJ6_u5=UwK|fN^g6485m-p?@mx~amT0lKgOx6I~3}oI2{izhj45eOeb-H z+FUPW1OrrVq?i=;C|oSYhHbU)-j zbx@I%K3}F5WFu%#W3WxuEG{;9e;RFWo1#XxHx}JRV9_<%6*XBm(BfI3U(s|Q)Y3VX zd@SP2lHe{-$(m4i*K&)5WWcm`Au|-bn2&#=7)uYNhTBFrZ_k;QxtrW1t{PYRwf+V@ z(lojT%S3uT(1JdbnRGGivwiSMpoogJqc{l3_PGhej*H5u0108f}!WdnRRTr@v6W z$KSTTg`rmO>!7sZ^x315pLUK;1#`X;9&ML?l>z zrYL)yGdFlb_Wk?z@o}l@2L~Y>jUt&%W8!X^JGko)pp+tpSNcawuGi~;y@fJ@@10b` zMFE*WOf}E4HO(RVNpPN79bm#^d+f>-gnN?57x{^pSeZ(dEP`nxavP9G40!#4=IK7() zAy~itJoUb*1_tx8lx;t%F9JDgaA@b#Uz!;);}qQaFHBx1A9Q1D$V=757^2`iE;e=xMM{kfr^e*SpoFQBsgaSM zv2k!z)H~yCbof91Nxbc)$E-3NPX zR?)E~>~N*)vc<8~CHVVs--j9~4o=#DokK65&UlT#bFfj;RrUG!&@hzko2se2$r;z;B&` z8l&+fTjPrr6*SMc$HEd4FrE+RgKKM=#hZhJ!LP4g*VorIO^e=3mY+ktzrS-?Gc(_r z_G6^9wqTmD3}OB=-XDElHDG#4N%i>XzR;vYnQ|(1b@kixjSR^Yy05aU8cp+v6?ZoY zA*Q>3{v0jW&TFQor%Q;4giLaMiZU^sj4zv)R|o32=FB|-#sH1bzfm3%a_mZ~!69V@ zg>UUHXH;o|YT55^FNW6EpGwElX>_SVJy0l5?{d4B)L1wKj);*lE;ThZzOJuNXt7dL zv{)vqM0reLt}M#$@;}JZIyvJJsO=5@j~_qm9?rFGwz}ZO>L1u_lk4#L-)`rCz9LS) zQkdH92q{q|$wX7Ry1IIK0kBqNWMsa|r%zAIWoBg^&lMwvA`+1C@MJFO`evC-q$gFd zn~Y;7(`pX=qVM`001j*C=(syZ-@SLbQcuc^N}&25z>iXY??(X;5fPDA+xH0zc?wjk z)rN5C47NNuiWavkVvELf646hUK#|HJ?<;a&B441^+4iY{UoN_10s}$El4*D6Wcdf@ z<`Nz@J!2609tBK!B_$>APglOo$gjwDPEO7S>$T*tFsL?X=F=A{_^5w?M0|h9lRtyM z9=3woJo3q;QhS1+QO?&UH#W3wIj+P7{=xoYdV0S7{$KnNKjB9~fagB|W%w}ROv(29 zf6YBgluDDdzdSNTGGi;m9B57J==hWPy$jR5?do5h0UT+!UV+vgD_^|skV z){+0j0=#B@A(i-^@9y*8Zl`IKcr2jN@*l^8*6CGaK*sPJVR{Yy{vjj?@+AC!sU(K@ z@0J1j&KE58@18&K{~Jz(0{y>whF$*mD8JwStJN2H_k-~NgLwYSm-&BR`+QG6LvRj`js%S?Uq9wKH=~#cCSCgcgA@^Ut0@!r z^5Wt3yaza+ELN!3L#V2%5|fZXBO;Q2igTrAGoMBH7jbTx$l)Si2&b~N&+C<_5*39z{72kdAu|k-Ps?7;9bx|>RT`;__7D*AKnJu%6MWf17 zNO?oKn3=|5sWTLcef9m*X(g*ruB^F64zC%QRkt_#LYlivM91h5t|Pe6z_+}i!Wm<8 zK*o3Bj|4j)*FN(Q}&(3p0UyS@zbAj(`R3xMof)SQsedK& zBSMJ(O;1q~@DE;~L42BjL*`{tm zRdyubWJ3BYe;gIv#cxOib@KMK;(^%&WU|_D zw5Hp0Fs1D8sB1~l=v^&p0KL|;r}*CQ&30s=-A7AA|2P;a%HvVL8aX{}MLJw`hSIvh zUaYzYh-B~ocyy^lQ9N#R<_YGc`g3re+gpRc;@!^OlpSr9-70Ovg+5!?M zz!3|Tcn7ft^fFp$8@R3&Hl^<{^#i-9$#@8x09Sj06WKkZac4wJX54skkqihG%^V8P zA^I_}8H;ZNWsB|}wTvZ`GhNuHYTR`Q_KKm9oW%@_8G0`buDK)fOb^_C6w7WD(03^EFhC8cdI=pdmrKH&iQM zf-2k)Xn8#okmjFX%7($8`S{9UJe9FRtu`Pw773k3&F|MQ*q4V3)4>R|NCJMHsY?$+ zx(_G|G^Y)aruY=NW`W=B2&Tz?R5&zvq=uv85N&S===TcT#rKz@hGMU%8uV^%v>L=d z9m4(+{e86fZf@em(rW^iOjQ`QJ|na?rsei_N=$qWWVRCyAlqxQwhoW<{a9)kzL7sG zsq%-D*=ug%;l4fegzRZ|PjpMZ3ngX!3Jyf0*UB#6EpvL}mHaa@F*!Um6VX-AbyRV<(TaY@?a9!+gE;VR zm;Ao-UT3}vj|v0};tCMgZ_OAO@Po2PYuL~ zBrOog#LsKEl^@eKpD6h%Vf)br@S!si~*7a^8rz=nMchf=!gFr+kDbL1; z3MzwX>Oh{!#`J{Py|K}R2c2r!HTXAv2*{y4{&|{p4onw1Lj-WC!&mI`3&p{R*u?Ru z0>Ojq+&go$fH~9)IzuAR1QZvE>CpN?X!lOScX{GRSNQwcGevj^{K%gn2SMJ`k?!d1 zTxoZuheX5&=yZB4udFcY^#JL39Fr!~X;V$fpnlHtFNdM@R#1w>*?hVn%WmO~L&+#= zpmvY#O_Zv4;uv&VjbS_>p?ytiW%D-y-l_VSYi}IV?^c-L*4R3f$!b55UDE!ONq36Tz;vJIlO-!~*GX|%M$htj@S|aNO)TJ_svQ6XmWHziGeQ9~$SYWai(v=~j$k z>HH;T{R#flNULSAh@GU?vA)+=Nl~2@9F#RK1Y|DOpe8>KVml<)((NsRh2w!h9ZhKn z6JS<@v`rNYdkUrkv^&Gv;Q);Iz1UM*4TDOz2w+rvM=_#jh1p;PC1#0DchO~ z;A-5>)e3K1tUZ3}PLc|{p+SHDMHTapeIntn{zx0FsmY63Xsd( zCddLy-Z!xP+f74jTzeCu1fr2@Y?ndz~WlIRL;KH@0Ze%$Cgb&eCEG@Ddy zqV2i4&I*+R!D_Uy2TdakqvYEp^>ouS&-77D1V1hfM8#1K=f_@yfeDt#IRyJhj` z0+0Ai^tARagnhXViYv0k{;)lN-Sp?CbHdGb8Y^UxTStM9V<0PBvJ+TLmJUeoaMj6z zy}@9$3}Trx{bp^+oCed`UnnWPc(_%y;RzBAJm)+(El|%b&BucbjBLH%vda){nOm^= zklOaf&#k>@(^Y?3RnAt$++B=ajjQ4Iqq$vJA35>~SZD4X*J8DYzFN3hgz1;VeaMxk z{vBbeW>HRCP!Ezdzx$&^jyPm*yQ6uA)lx|AA+S`yxaZ^QjQ zqRz~rHYXw{l?gfSDZHR5d2&69IQvnOz+%$BjohcK-JUsb*6VDR+teI6$)d9KLq|H( zrl?OmP8xjKpE>7)EtnE)>OX#QBtNVUJ@QU%FNp9J+<_Ddo_`2NSV#z@E4$%P0&u@0 zs-ieWG4#j#q3)fB8iBMCPLRQY+JFomJ_R|PfP+}a!PVRPh1XHGrRKsrJk%S{GTBG!6EABF~<_<(=NjLmS(GhJSta-q@USY@wj0rZcjSTHrgj_ot7e!g_UoPew=g zwRO0nLIM=&Q@H|_=yt#NU+fJy$!YW|BInLyJJ11tD&KiKGlp+gjk0ECQg3(4X$pGf z!E^nVGuKbIQZ$vQG%+Q?!NI6{I~aOV^%+=mA;nkYVxDccas2zeoncvBXoX3fog|xr zrSL~~ux5UZ8N4r{zLNcMStT3A?&2@66}T>U>QXimY~BwteVdx^PEg&lF+<}LBPYnR zhD8fX{5_za?3O;5T^R@@8M6(t8}avpAxawv=M9)jIZsiG^>3YKIx(2vGm4D;z%RiI z`Q3DTpi{wlqEL_UqgXgx+t;7LS3NBEy7Z(VEBv4;g<|u&*Zp>S#B$?9(IAMu1AUE@ zZ|`o))zm1TDDt5X&}S!_e){pUZj3)&T;AN`97l+HkLZ~nnJOA+q3v!>#eJHaMy9CS zN5pfd^GS2PeJ}^2eyuJU6QH?8IO8}7-l9S;4sWQn63@71seWh2nuQ!?VX?DnWk9xe zj($6qdP+bIWwaB-nd>MAU@28=_0RyLeoY)>wwm`;1QQhoI*{>(Hzj@nY&I=^T&~C< zGVkrii5h!UuW~eF6X=Z(#K~7^_Z21>53!)(<66-HJ>`Uv1oE#+X5Bt-Uq!8+UM{+y zPV1-K4zpY@@9vCy{D2X=6EutSOvV&;%P)wX+E=gbCI$9K#oGD>6g9CAxG?(akNS^u3^jmyNITR-3Ep5FY zYRUp6rD0M>CWMB9g%;Xem(*Kl><5C=lM@}h#%dy_>L80bJ-o0EXO`$$$fDXB)r?Yu zr*&FI0&i6|#6@!9kTPRbf1l&=(0j4V5r z>AGXbbgWTT;Z4P|LZXW?svX9DBTgj!T_|!$Cz*VJ;WcsYu6P6#dDp_ z?XB1lWbUm3>ATW>>%rg_T&1Tr$5oVkz*efLx8(RZsuSMnz!M6m5g_rtOr&5ZCoE&$ z#_T7&DV8rH{-zxfg3|u;abi;r&*+`vJX=c=k*7sSog25X7E|KOF|xD#bHxSCpgHhs z0-)RH_NQGFxF;w1B$vCe1TJdwNwMUrj|0_`tV`AQiUN!ee*-Rz1K}ke7C0~1A7xHi zFoUp5;G?Z>{#1^uem++<%T}2K8tWr}E>f!L=d9`UBOEf8xGNdXVp~xE&wV z`+6eCR7qrROdL&XckRW}l06vMUOK#=HYcJdc2TRLRM+_f_Xhck{)yG#ekzMgFhOts zQkn_q-?)sdslTSgX3P!9=M$C&CV6{9X;$w#sG@>4MBe>e>%O83+r|LBd+{EITnL5t z8(ScP?RU`%hCLhtMdt#3l=^{jq{@*pL%Zm)V zF}5~#WcPISY@@iHZ?8sB@F5S+y^aZaA@!)bcitRsFG9l(IyYg;de)GgA!FqQa0#A* zm#WhjlIBp;E9eGv;^89RyoGMmj?9>==;)#Wg`BsxL|8_ahI(7-sU%wzEk7PcYPc{} z?gMQS3gOOF4FEq1@Vlm^)?_~_;)N)*a3q=GKi)tQyrDr4{8NZ#$M}JWXO2+(g$hci zXJ}*N3PfWh1TVb}%hC4`V(UQP-!SV8Nc%@tQ7ri3D@{&J%%*s#2Ca;LnCm8?DDA86 zXRc4zXl(8FMB}RXdL<~My zUhm}>jS?<84 z{KDuCso>^Kqd*m6;Ja#7IZC6)Vuwo!UIsF9!wTj`@P?~_c9TMuI~rl&vToErOqm&; zR9DyTrZIhdoF18W7F=L?d^tB5gxi&EpVac!Oi436-BL+Q!dD_)?5}(yaKEe=^;p}_ zt+zXD$EG4Nw|xo?EZbkQqG0l1Fk96V1~Gl8{5aLDyw!y+ZLko^=9(E0<0^b=Oex%M z3h&lNI_`t5)p*>i6s$n@057_25Rynx9!%bW1yv2HqMbrq9dW4q2jTI=umzhMOBNw} z`qli1U-McG_(!E*H-^x`Ps+%A8SW!KaIe6N&NG8g!?Cuuw!u<$@WdUBvQ_mq5}e$< zS$a`^*%WglAOaa88QF~xbPP&q>AypQW zn7+XOK>JXL$zpSQ{{;6^5?$-@BLCN-OG5kl8Y(8*{{qv9i~j{$|KITT&)+#Jf&g;{ zuCJ)y{=@2_&W%Y?+Jd0uh>aKxp+Vg44^PyniL^y$f<`c2>>T%bnA_5Y$G(DOIU-r@ zU;l#BDWonMS)@1l-b+Z8em`_vmXIdKI-#4rqGk$29e0P|JFU@B zQIYWRqnn%A7Z(>0imykB>*1tk=Gr_;%L|G71W)B#FZM&i}!^zSb?48!a(}L*VrP z41|y8@P80-A6^Nvc3>4M zTu-r>O@D#sD%Cm@k5{|EVq#)?cYhbgGuUG&6^nqTJ3U>Qn3z(TO%Zm7V}?gY#1H7r zJU(am-^&4UylPusH}IUCoKiV_owIBsBO|z+4neBA-i-q-AYb`-q|;e;QgnSNDc9PZ zsj;I%J~?$_Wq5luvv+V%XE+>9<=np;{m<;rLugRxf4sl7w6xg$ou^!FFb@n42FJ(8 z@3>pkT<`M6@k=0=1=&74EN=EGSE-cv`)jSOy?yumylM&IJL1v@h(Va#zvXN>ko19# zn&^`QpS)wTT4w0$?>}CyCHZ`ZzS1Xsj&uF6<(m)}2kcj0U%&Z0IXOvs2ZV)%h1T@h z?w_4iC_YPw{D-p0*D~Bj4QU-6{F}q6uQ(*|T*YFU)QpUqMNQjU*9)Dr!B^XVRz|`@ z;T^iaRu&Z!wapzdFfb;wxJ5thO{dY9hYQ4>TEk(9kOwAa=DWqI@$rF$1!YrDa+%C& zOV@{UZ6zu+IyyS#cd8g>Vu=45~_~~o{ zhyD6Br^(O9*9E`_sFi=!GkAM;?sV~!StG~#_se$4KYlaCk0|itN07|Z{n;8Y6ckjh z%h~Ez(LCpq#XOaiXm$}%QOAREtZdKo*7&;KK*$0)3bl5Z%E|l13iZIsO6zdbQ*qJ% z6|yH~&Q8wf-Aw{Ay^AehCyqb>l4%$ptl{jF%`gy2rhjEUL4NuL41LV{cgl! zWDboN^Y@M5Xkdd|D5lMNmIyYpL9N>on_4|_7QNsYJ-7QPe~*Drc}&}4M!o=5R2V0r zViXwYo3Rb&E9LsDyeCVgD+an~S2(SD-|MjXzQu`N7YbcFuyC|e9nY?%hksNG;@P_U zrZd_jwISt4i;GTnqm8G5X|F1G$=KjG_&`i*2gnxnCorJv8%?fs(ZQwqd zVZA<5Yjr^^s%$Ues(8ahc^l0qLgj4<%~Mtu6)~8?IbG3OCnUn~kx*@kbR!_u3h+t0 zGm?)$X^ZG6;bKQYSo-Q}9dtxVr?7FI&AUGtO}vGy;kd}Tk)j1RqN%)hafEh7pDCg_ z{S~(3BTL8;mbGW20%h6Wy%>OX^fF)n$zIYXS9q|*`QdQ+GG?SbR!~&TniaZad|7dz zrjapHcI@v4M(^3w)MWDh`t;zPBz>{jdA!m7;O%N^VP-UWyK$Z3W~Ig{eNsuR`mdlA^O=Ei9|&AR$}K3`C4(>t41u$)3+)%nX6TXkI=fAyi+=_4q=TtydJMuze~+5D7zjm2Ur= z)jN!aOVEc8r0#`(ui?(il)gbtMf@Lxa?DL$c)!66tw)0bW^DLKxVGM_Bd@HcR!;0} z0>iQR3A&13PKJMc@xsH$4+|&F*T)lWqwjY(j`*~mJ?9LTAA{$m1xbjW-S$s{>4Gw~ zj%|f;djtCIja&#I1SX^(JP4WWTg}3!RO_4-yr!m&-m9wFn;|gL6Za2HQ2L zZ^WSE*)_EL!fEDkBX-W5-O*1@z4{7jzhg({*e(jfpsxsIYYQh(;Qu7}!iiCt;cC7z z_JMTur2Z^zF&@dgadaai>_W#gT$l15Cp{(n6*K_SPspQ2CZ=?hv+S{aGj3aLU_yzP z&&7*fQ#51x%F7y%2f0aO{_@~UY-e#WlsnNcZ>Foez1)))X4>NKG-$RtSdMHkDm69<80`>K=tP#zQ6uARq$xuUG(SUXWaQ zg4AbZ+~wSE87W*EZAgAE2>LGSUvRuOp+5ez{b0yt$OWXgDAu}_lyj=ux$=ZkZ}hm!8mle`!*mxUe*u^zVUL!jeBX|B13Te6)+PC*vGQ~c4t9jjw$KZvBkGQ4 z`~f0Uv3z%qfAQ5o#Wu^=a9kA($Mv*?wkXuM$ZFs*);;ZCLZK?&_S58>IB!u|c`BZ| zx7zeIgncv-=eMD9_AX>^x9ZnfLuxE_as)vS z3v+e#-Lh1&)r`Bl@;Y%Y54oSkIx3_?Ne!N)c%EwZx3Lj8r4RRW+*~6c2|RA79?n#( zm_Sz6xuT*RPN)jDM@_1wdbe&cp`aEONe07!!#FZ0A~bQGP@h@} zNjfK#vIS_Y-`7(Ad;y zT@~%qYhta6prqq=C74>_Z!eq*>3XnHg@=J*QB(Vills|97X4@e4c$VnlqFM|LT_`= z>Mtux@rC2{20Sc`lkManYDyMQxh9`y8q2`lmN+R}l;E@yam8biHm0veamVF4X%%&|v)agvSn?s^)NL!(McyNE_|$XgjX2R**HjK+dBGc5jn zvTOLIYH~o_|3Yv|kmPBdB}zlh?lksXTDNl1jz=ix`PIkrNT$&9$L`A!_RC?3nmG1*UBnyoC`t~1r;Pc$g_3-{ zn)AU#yu+AIR;`aS!vQU}U{}OznAo|`D=Ro;^mfAqBr1%1M-eTyWOi9y$$~-;cjCQr z-6H4nOv?5aw$HPK!*8!=G_aU}Fz4w9O7-tE`CWUZvvUAvIn(trx6XWGwR)8FrNGH+ zUSS};mA=pp;kL9kRtr{lc?ETOk!HQ?cP`155 zyx72POax5QQ5BQC1j|&F@{cvXb#O!RoCq(o*GYId2k@Grz@+i-lc{6Gu z!6U)^voHnz3m=dLE3%`49^K(?SD(wJ!-a`EWG|wKv%^=sQm?p!&Afi4R?kO@hluo5dLZ3?5u$T*Id#8~5 z*3zV?r#Xw%=RFzDXCd0zw>8dPctZ8YW~|8k_NGRUs^S%TolCHi4k-mnaaiI`XH~e_ zj`llge}(Jz0j+tfvuN4aM9RDB*dwYH_cQn@h7^hGzR2wQYpXo9UqH)`(;|t(#MzV0 z!^Au4DG<5Kn0M|e{KOgh-hc=FeGfZJ@Wxev^=<~|4yB8IO7Auf@th5=0B0=OoI=vu zQxMTzCqH|&?yt0KojVq6GVu1cYocI2mLgem|sl7TwoF;X% zU2i2hh9!6$fh&4(X*F3=yHwW};tD1i{ zb(nCqG$q(`Z(Ec)Uf5^U`FZ)!Qj#5Tcx^!p{l51gl)!uCzP%uKYFf-UeAr%W_Lo(B za}^SSOfpDe@l(;rC_244_g8kquchMwDWgTHKtsdmC=GXo!~=2Jxua6b zdM3cHv~+QI)UyN9)Yyxxr2DSMTgY@A-X?rS|)Sd&ABX zZP<|LAZ^VJS#XiTo`Icd3S6%2CO*|2nU)W-ht5ol6yY(+zlD>zBeTFwHGYwaL(Y#b%4dekGEi%k}-I#2f{4dVAhA&g3n9ghi}y1duyXgjai^ zHvK9bUSO;DrS9)7=I6U(4}^Kia0+v>!@l-5<=6B0FH4(EZAh2O5HQ zrrOA>$eSwFeLslQ8eqrA`Zi?Y3tAQ!lYuaV2*;1a#%RPGR^6Lp&PNw*CP=Q|8*iOvZbN}sxG~02|^O-8e zvkk<+4=|FDo*qr2bBv+(;C-iW%QJ7B%JMZSv!@Tx(l}vgUI$a9@v4Ww+oxVpSA3jV z(^q>JG~mIpoj|i80?H{G%?|WDZ3bwGi2_F>f-$oSYWI}i(=NVE3LIg2*2zK=dU66b zo_B{Yl&XEe_R;PfJuj7#=fv$q9~2;s!CyGi--wXSLG3b66PXv^B&Cl3-UWTv-sha6 zqc6Vw6_x$LPC0!{*jC_~_@O7rSY8i%6z769xt)%Pz-o>sk+67^RRC)@2(ZANl}5$_aNV z+wU;ls4XxgP1b(6kfD8xcMQ~^s{{SQD83c0cKm=lzx)fmKFRZaoU&v)AlK!x zGnYT^%WZj)g*TEdWr|2ddFUBSDOW;6$aKG4ANA-g?U*2R2#c$rvzOFi%Ir;*gUv6yuH9>>;YVN}Aq*S#|>hDXq7{utzH zk{fD+iZ{b!mK>~BX@t&?gatCpP7@N= ze|@}T3wGLk2iVdZdau@C9njlXZ{lNvoOJs~b_;vqO5tjE+8l5k*|V>E&`09$;A6h6 zeY705baKwAr7YKg9{B#%>EvaBTC@#~Y(*jfMNzcmKP*Jt#-Jryxg4$-y@FrkVDshd z&8q4_#vZ@A)8tHKgf;cTNtgBdtw_H&R1V!r_DjfG5mG~SnMz^3D0|+%clH? zWuBVBmCpE`$r%=;Qa}Q?>v2=FjyK;A;?*8HD&`p%mO7tZNKRMI-=QDfXg$Mu9>L%U zYypy!gpVA>iM}TIc?|;xv&#bKQq}{YhQv_NZ}zukKb3%@`e;pLp8dT&*Aqzc>EO4E z)`Z;btbRnbYG4rmhUO$_&q1J}3|^MpAW=5NFZmz`pBjLH`QtV@j63Fq+`h*FTssp~ zwE6Qf6|z?5IJLkT_VkZJbmR!&xr62g#X&{jU|eyt+@IlK zhd{Kn%tzTvPBSeCkpUwbG!VC9YGwG(IBh0HDIrr6vbLh(F*jLu?(|<>+2NSvo5{y0 z)H6D=?>w=(E;f_P>oyH1e;}J7dwF$7Zyf?))O1W&?piH!fMRoUWDN|6g|G38_8Uz^ zB&1SJ;IExAEFSiayUqpSHLI!)7rsvkuT>tPi?J3uuX(IGUW1&`M&5k(c^+EAD=F2U zVm{5<6W&d8yO+?ZBl$qu{gx7!k}}-5l&#M^bt89I-`D9@ztXfJ`S<&xWOt#9M}*vu zA3p{dz-f>_KmDjRpRFHoiap;xTZ~e`lK*qDA}4P`{h$fLe46j~wKJj*dL8;x8zeu0 z`i=KSU`{BBI>BQbEHPiP-yJi+&pA4oLN5yzyuz{A&)Fv0i1x}E!{?x3%~3cvSmfuA zAFmReaw>?{5$u$D;bCEqXlM89NEH7%Op;iC*-y1m><|YYgO!k!1a5IwH07G!30NC@ zc?b1L$nokudnLP=25*+9ry9Sd?!5LaQr^QcKM{NP6j@~)8K(}s7@Hm8XPOYxyg2l= z1>ntHk1)?pJ`^7B`I;Vd=7*=5NTp}k9)x;4KO{*p&nK^`1zKxkTF#N_VUd!O-nk`7 zj6)KG)7XCg0S26{HG?u(snO!V=a4`6C_AuuT+;&wCBLB&}yAkY;wCY$o9G(xv`KP;K?A!`Oe~O1~#_#DF$ArZx36=s?|Ci zxClC4S3gy%v_{ISyCg0)JJmbfYOC8#gN)VHlAU|4mBb|_4HwFk4;N%Ug|}R#@=v;D z)m7r>?E03L6bpBVH$(mOvidt;+F-kt{qtAZMcY?tV`lT&?*ww>3U0N;0_=CL)yExKysW9$|}ID#?(-X@-zn2{U%2+StaWols&@KpYz9g&OhhhGtd0-&G)TY>z#M~-rxIM&pd0rV<|3uxn;N& zuXXn9c{KXCv9WPOQ`6%2p&zwQ>9&TPN7rj`0Lf5g=4+LKd8fSCZOGzbf1Q?&4opL| zAoK^u+qWluE5<~EW(VvGeH|SUndS*{N=h-{c4g3PTdJlvjYB#tB67RaU{wJ0lqhE{ zrg2kX=-%qJI2>tEMn7yrC-axMMdzx})w$8JvEFh6?7GUw?{ifN;TtTePvp4zk#7{g-XpN66cyr<*id29!r~)&sEN#-nw%6 z)pF$IZPGHl`-^T3yl=Hrlb4Swx>j}j+pw`aEzQE$SJl>NQ=_r5k)VsbLd@{!Bs@(@ z`Xec+v1-2dJYGZv+KmtTaF6rOdGn?_%R=}IcH-#ukP+_MH6|YqTmqFzEA2F-njADR zwXuQMNAln3$}pDD4P?(ISXx?64pwO+9g5KF%Tv&~dQ>$^n(;%PUZ)?+f;l}smkFVB zXSTjY89h!+tnYedg3$3l7Ijd{kTuz}w!o^GDXM~@NM1=3(J?W)-Y?Cj&3n&g${plZ zE-p1|$YIYiJc4HjddbRE@P_Z-U!r$+8f~=FW5)(zp}zv=0<)KgXCT3VjUp|bx3v8F z?3q~Ta9sqUq`X{5Pg?qeVF1%Ky}xE8Qv9oy&%h@TyM&UqHp?oz9Gf63tJs`deMCnx z#u3_hmY;5PZ#|Gvq8vIwODFp<*xA-EZc$6VQnpr#d#5{IXmvr)7giSu67336?{?Lx3)zp68NPJ(j#-|fe=hTrg7Nb5k_b`)0-Fsm- z2P^NU_v;2u3XpyJapJ^$Vs37(6E-9yq_7{UrdE7~f}tjBP6N}4wA#yxN=mQI@FJRR z-pGR4KL@4>GbA%pE0Ba1Ot`qX2>0zZpBzFUcV5Xt5jQW zvl3tyQnCYg0l*jRNn#@JfdiwEe+Rsa3s+z_`-_eS1O&9FY8KFVm)zXkj-NQOK+~J| z-&hN<#bPig?u@rf%gIFoP;F)PcW0U(gpJeEuNH39tbWOS|9+V`vHJCM;_KHk$*R|! z3OAP7UQn%z`$rO&L{*(bZ2IAFIFAl%H;>F0jJRO~L*u~-=8e|Y)`o_Lt};ItCX2