From 76dcc45ff295084fde4d2cd743cee9c2e0f93bed Mon Sep 17 00:00:00 2001 From: Jan Kwakkel Date: Tue, 25 Oct 2022 12:02:09 +0200 Subject: [PATCH] Improved directed search tutorial (#194) Building on #193, this substantially expands the directed search tutorial with improved discussion on convergence, seed analysis, and robust optimization. In addition, various links to relevant literature have been added. --- .../source/indepth_tutorial/archives/0.tar.gz | Bin 0 -> 29056 bytes .../source/indepth_tutorial/archives/1.tar.gz | Bin 0 -> 25877 bytes .../source/indepth_tutorial/archives/2.tar.gz | Bin 0 -> 29504 bytes .../source/indepth_tutorial/archives/3.tar.gz | Bin 0 -> 25475 bytes .../source/indepth_tutorial/archives/4.tar.gz | Bin 0 -> 28712 bytes .../indepth_tutorial/archives/archives.tar.gz | Bin 0 -> 2323 bytes .../indepth_tutorial/directed-search.ipynb | 607 +++++++++++++----- ema_workbench/__init__.py | 10 +- ema_workbench/examples/data/archives.tar.gz | Bin 0 -> 691 bytes .../examples/lake_model_intertemporal.py | 2 +- 10 files changed, 456 insertions(+), 163 deletions(-) create mode 100644 docs/source/indepth_tutorial/archives/0.tar.gz create mode 100644 docs/source/indepth_tutorial/archives/1.tar.gz create mode 100644 docs/source/indepth_tutorial/archives/2.tar.gz create mode 100644 docs/source/indepth_tutorial/archives/3.tar.gz create mode 100644 docs/source/indepth_tutorial/archives/4.tar.gz create mode 100644 docs/source/indepth_tutorial/archives/archives.tar.gz create mode 100644 ema_workbench/examples/data/archives.tar.gz diff --git a/docs/source/indepth_tutorial/archives/0.tar.gz b/docs/source/indepth_tutorial/archives/0.tar.gz new file mode 100644 index 0000000000000000000000000000000000000000..8367ecdb457b0462ae4d3d8317a87aee5e743a88 GIT binary patch literal 29056 zcmb@tbx>VF(>EBLK+xds65JtJaCi407kBrIySuvucX!v|uECw)aN%+{&$Hjw)?4-M zR&CY((Q{7q^qiXN>eKS;8PaG(#A|vfQ)mb)v#YW5r^}x8B&w-IgXj|wl5f9A%ghjr z#LKwU2NayGsC0c7Jr-w{?T6sA>f^ZUYz*(XsDhPOwI_?0aw`5G`(RYP^k04-;j@sx zq>y`32v`_=77w{n0={m0yncP3Er#$6F9J7r#}Y(ew{IX|58=JpKJbMRMrB66QXAU3yz{Lk1s}xP)(%U!S>qS1~ND0)XsfX8)K1&(KZTkAq z1-3X727=QeV6@#g{Xi*r_ zdJMU5g=~HRGr>20t+T}^M8~ZV(t-c%{iP0a!oLa8oHTvgT}TG6HZFd|ceL(;h2F=( z5W*Hn-@EDi5$PfeFtYER8hi&lV1e9?0U<1q*L2|9zYV_50>Qw(_g5hJj0Fh3Ck4Jv z<$wHRzSli@_>4I~`oIu}Ey(OFbsD$L_R1d23-GG%h5+gv1(NSPMGH~-z_mHwg!Cyv zNc|)8)nr;y%4CQ;R?>j4VlVnb8BMbT0>@d!{?%n{Cb^WcD|&GU>3?+?L?D_e-(xhz zGMY|VsR61 zVDjS??`rBV& z0dNhc(GnY4YlQdYMoBlcv7BGh?b=yv)ybD(pc;P*pU9gruKzriQEE0SC04ZC0mg5w zJwLKKpgq>UV6YUlN_w2pWgMvqYW=-5=4RKc+<-*?LS*x5CD_!R9mZmVKU-0L5!z-e zQdh3DQj0uH^ieGasaY=Q<9sXXST+CRBo9Z^8nm{1V%)rH&mjz1Pa27Xc)UY2ZXu`l zP5QjX8$0r(6d(CL{$pSE9EKszIJ38XqNMu}lJoz{DeMCUvx{~yXi9BDpGDAWNEOt` zebq|R9(bH+dW-3x=arf(rG?he=q2rjr9t>THKC)jsH~|-W0I91$jeSj)_zVwgy1=; zR0Cckz4f9^SkWPQSX=og0(1#?u5YkaA@0kDHH{3-8dw9ynKuZ_PIPz+pU&vd@q7WQ z0vcHSJc0!@#eY3OW>>FskE=+z)=hL=^e;$AP06B7Z}k1S;eza+6!MQ%hqzl1H^5jw z;%m$Rn0Pp$`2sa}u}dcEds+_!-Kw)l(Aef^6gLA@Qeao*z3Slt6r_nSN~qnPH0&cn za^RpBqiD6{nmR(6o4Oy{nn4Rtr4CVZhAMa)qe985Vb zcQNpMg|nVNw_$~EbCrPV-7(VBY8tArVrIq863)OP(Yye?#@F;VWeDCxPn<8#iLAct1Pu&EW5Ys*h5i4o5>lnPmnZby`BB zwVk(L2ouE>=as9@r*(R!RPQN+%%3$OW($($E?VG_>PV6aUs#!&dlS~L%Cj)c2e0(- z98uok0e6^9UuyVh1UrvoZxT`Hwz=E86AWcOpx;!c?Z(Nid}z8wljQDCmfIU#9~!*p z%&J&zem3+pt_=awB-c2a@5jTM@J%=rXgLb{RN4I}t&?-IbR=ITb!5SgOQ({X918H? 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1.000000\n", " \n", " \n", "\n", @@ -237,20 +229,18 @@ ], "text/plain": [ " c1 c2 r1 r2 w1 max_P utility \\\n", - "0 0.031532 0.184650 0.280885 0.410156 0.367589 0.094885 0.250233 \n", - "1 -0.625142 0.098499 1.047069 0.913895 0.079976 2.283907 1.378241 \n", - "2 0.686334 0.557664 1.017384 0.807999 0.496470 2.283759 1.001528 \n", - "3 0.435289 0.350622 0.319505 0.624951 0.026242 0.197131 0.537310 \n", - "4 1.947359 -0.622528 1.619746 1.863076 0.418746 2.283625 1.778130 \n", - "5 0.629075 -0.076368 1.666986 0.488599 0.673219 2.283672 1.631001 \n", + "0 -0.682559 0.026569 1.738125 1.035683 0.514804 2.283760 1.655153 \n", + "1 -1.667796 -0.624652 0.914360 0.582130 0.243352 2.283627 1.778130 \n", + "2 1.869933 1.822573 0.798277 0.886831 0.686324 1.961235 0.615122 \n", + "3 0.442190 1.680330 0.989541 1.958483 0.979940 0.190612 0.523998 \n", + "4 0.096997 0.329009 0.500270 0.946994 0.344109 0.092322 0.233183 \n", "\n", - " inertia reliability \n", - "0 0.990000 1.000000 \n", - "1 0.985533 0.206533 \n", - "2 0.970933 0.310533 \n", - "3 0.990000 1.000000 \n", - "4 0.990000 0.070000 \n", - "5 0.980000 0.110000 " + " inertia reliability \n", + "0 0.99 0.100133 \n", + "1 0.99 0.070000 \n", + "2 0.99 0.070000 \n", + "3 0.99 1.000000 \n", + "4 0.99 1.000000 " ] }, "execution_count": 3, @@ -267,7 +257,9 @@ "metadata": {}, "source": [ "### Specifying constraints\n", - "It is possible to specify a constrained optimization problem. A model can have one or more constraints. A constraint can be applied to the model input parameters (both uncertainties and levers), and/or outcomes. A constraint is essentially a function that should return the distance from the feasibility threshold. The distance should be 0 if the constraint is met.\n" + "It is possible to specify a constrained optimization problem. A model can have one or more constraints. A constraint can be applied to the model input parameters (both uncertainties and levers), and/or outcomes. A constraint is essentially a function that should return the distance from the feasibility threshold. The distance should be 0 if the constraint is met. \n", + "\n", + "In the example below, we add a constrait saying that the value of the outcome `max_P` should be below 1. Given that this is a very simple constrain, I chose to use a lambda function to implement it. For more complicated constraints, you can also define your own function and pass that instead.\n" ] }, { @@ -292,9 +284,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "[MainProcess/INFO] pool started with 12 workers\n", - "298it [00:07, 42.38it/s] \n", - "[MainProcess/INFO] optimization completed, found 3 solutions\n", + "[MainProcess/INFO] pool started with 10 workers\n", + "298it [00:03, 76.22it/s] \n", + "[MainProcess/INFO] optimization completed, found 2 solutions\n", "[MainProcess/INFO] terminating pool\n" ] } @@ -351,37 +343,25 @@ " \n", " \n", " 0\n", - " 0.242378\n", - " 0.463484\n", - " 1.707600\n", - " 0.404997\n", - " 0.886919\n", - " 0.215327\n", - " 0.555460\n", + " 0.517330\n", + " 0.130095\n", + " 1.648766\n", + " 1.005694\n", + " 0.616171\n", + " 0.093374\n", + " 0.232173\n", " 0.99\n", " 1.0\n", " \n", " \n", " 1\n", - " 0.242378\n", - " 0.343609\n", - " 1.707600\n", - " 0.434568\n", - " 0.949529\n", - " 0.092854\n", - " 0.234231\n", - " 0.99\n", - " 1.0\n", - " \n", - " \n", - " 2\n", - " 0.042579\n", - " 0.672822\n", - " 0.957689\n", - " 1.814246\n", - " 0.168521\n", - " 0.146712\n", - " 0.419054\n", + " 0.034839\n", + " 0.763078\n", + " 1.654288\n", + " 1.185964\n", + " 0.783527\n", + " 0.190797\n", + " 0.510802\n", " 0.99\n", " 1.0\n", " \n", @@ -391,14 +371,12 @@ ], "text/plain": [ " c1 c2 r1 r2 w1 max_P utility \\\n", - "0 0.242378 0.463484 1.707600 0.404997 0.886919 0.215327 0.555460 \n", - "1 0.242378 0.343609 1.707600 0.434568 0.949529 0.092854 0.234231 \n", - "2 0.042579 0.672822 0.957689 1.814246 0.168521 0.146712 0.419054 \n", + "0 0.517330 0.130095 1.648766 1.005694 0.616171 0.093374 0.232173 \n", + "1 0.034839 0.763078 1.654288 1.185964 0.783527 0.190797 0.510802 \n", "\n", " inertia reliability \n", "0 0.99 1.0 \n", - "1 0.99 1.0 \n", - "2 0.99 1.0 " + "1 0.99 1.0 " ] }, "execution_count": 6, @@ -414,8 +392,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Tracking convergence \n", - "An important part of using many-objective evolutionary algorithms is to carefully monitor whether they have converged. Various different metrics can be used for this. The workbench supports two useful metrics known as hypervolume and epsilon progress. " + "The new results with this simple constraint contains only a few solutions. This suggests that it is difficult to find solutions that are able to meet this constraint. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Seed analysis\n", + "Genetic algorithms rely on randomness in the search process. This implies that a single run of the algorithm does not tell you that much because the results might be due to randomness. It is thus best practice to allways repeat the optimization for several different seeds and next merge the results across the different optimizations. This is supported by the workbench. We first need to run multiple optimization like this:" ] }, { @@ -427,58 +412,281 @@ "name": "stderr", "output_type": "stream", "text": [ - "[MainProcess/INFO] pool started with 12 workers\n", - "10010it [02:17, 73.02it/s] \n", + "[MainProcess/INFO] pool started with 10 workers\n", + "5036it [00:37, 133.58it/s] \n", + "[MainProcess/INFO] optimization completed, found 25 solutions\n", + "5058it [00:36, 140.03it/s] \n", + "[MainProcess/INFO] optimization completed, found 41 solutions\n", + "5049it [00:35, 140.43it/s] \n", + "[MainProcess/INFO] optimization completed, found 26 solutions\n", + "5054it [00:35, 140.87it/s] \n", "[MainProcess/INFO] optimization completed, found 16 solutions\n", + "5052it [00:36, 140.17it/s] \n", + "[MainProcess/INFO] optimization completed, found 30 solutions\n", "[MainProcess/INFO] terminating pool\n" ] - }, + } + ], + "source": [ + "results = []\n", + "with MultiprocessingEvaluator(model) as evaluator:\n", + " # we run 5 seperate optimizations\n", + " for _ in range(5):\n", + " result = evaluator.optimize(\n", + " nfe=5000, searchover=\"levers\", epsilons=[0.05] * len(model.outcomes)\n", + " )\n", + " results.append(result)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now have the results for each of the five different runs of the optimization. The next step is to combine these into a singe comprehensive set. Since by default the workbench uses [ε-NSGAII](https://link.springer.com/chapter/10.1007/978-3-540-31880-4_27), it makes sense to also merge the results across the seeds using an ε-nondominated sort." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "from ema_workbench.em_framework.optimization import epsilon_nondominated, to_problem\n", + "\n", + "problem = to_problem(model, searchover=\"levers\")\n", + "epsilons = [0.05] * len(model.outcomes)\n", + "merged_archives = epsilon_nondominated(results, epsilons, problem)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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\n", 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" + "(34, 9)" ] }, + "execution_count": 9, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" + } + ], + "source": [ + "merged_archives.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As can be seen, the new merged archive contains 34 solutions. Which is is quite a bit smaller than the sum of solutions across the 5 seeds. This implies that many of the solutions found in each seed land in the same ε-gridcell. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Tracking convergence \n", + "An important part of using many-objective evolutionary algorithms is to carefully monitor whether they have converged to the best possible solutions. Various different metrics can be used for this. Some of these metrics must be collected at runtime, such as [ε-progress](https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.469.9675&rep=rep1&type=pdf). Others, like [hypervolume](https://www.sciencedirect.com/science/article/pii/S0309170816300896?via%3Dihub#sec0007), are better calculated after the optimization has been completed. The metrics that are better calculated after the optimization require, however, storing the state of the archive over the course of the optimization. Both types of metrics are supported by the workbench. " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[MainProcess/INFO] pool started with 10 workers\n", + "50061it [06:17, 132.46it/s] \n", + "[MainProcess/INFO] optimization completed, found 39 solutions\n", + "50117it [06:23, 130.56it/s] \n", + "[MainProcess/INFO] optimization completed, found 31 solutions\n", + "50081it [06:11, 134.92it/s] \n", + "[MainProcess/INFO] optimization completed, found 32 solutions\n", + "50085it [05:57, 139.98it/s] \n", + "[MainProcess/INFO] optimization completed, found 37 solutions\n", + "50062it [1:12:08, 11.57it/s] \n", + "[MainProcess/INFO] optimization completed, found 33 solutions\n", + "[MainProcess/INFO] terminating pool\n" + ] } ], "source": [ - "from ema_workbench.em_framework.optimization import HyperVolume, EpsilonProgress\n", + "from ema_workbench.em_framework.optimization import ArchiveLogger, EpsilonProgress\n", "\n", - "convergence_metrics = [\n", - " HyperVolume(minimum=[0, 0, 0, 0], maximum=[1, 1.01, 1.01, 1.01]),\n", - " EpsilonProgress(),\n", - "]\n", + "# we need to store our results for each seed\n", + "results = []\n", + "convergences = []\n", "\n", "with MultiprocessingEvaluator(model) as evaluator:\n", - " results, convergence = evaluator.optimize(\n", - " nfe=10000,\n", - " searchover=\"levers\",\n", - " epsilons=[0.05] * len(model.outcomes),\n", - " convergence=convergence_metrics,\n", - " constraints=constraints,\n", - " )\n", - "\n", - "fig, (ax1, ax2) = plt.subplots(ncols=2, sharex=True, figsize=(8, 4))\n", - "ax1.plot(convergence.nfe, convergence.epsilon_progress)\n", - "ax1.set_ylabel(\"$\\epsilon$-progress\")\n", - "ax2.plot(convergence.nfe, convergence.hypervolume)\n", - "ax2.set_ylabel(\"hypervolume\")\n", - "\n", - "ax1.set_xlabel(\"number of function evaluations\")\n", - "ax2.set_xlabel(\"number of function evaluations\")\n", + " # we run again for 5 seeds\n", + " for i in range(5):\n", + " # we create 2 covergence tracker metrics\n", + " # the archive logger writes the archive to disk for every x nfe\n", + " # the epsilon progress tracks during runtime\n", + " convergence_metrics = [\n", + " ArchiveLogger(\n", + " \"./archives\",\n", + " [l.name for l in model.levers],\n", + " [o.name for o in model.outcomes],\n", + " base_filename=f\"{i}.tar.gz\",\n", + " ),\n", + " EpsilonProgress(),\n", + " ]\n", + "\n", + " result, convergence = evaluator.optimize(\n", + " nfe=50000,\n", + " searchover=\"levers\",\n", + " epsilons=[0.05] * len(model.outcomes),\n", + " convergence=convergence_metrics,\n", + " )\n", + "\n", + " results.append(result)\n", + " convergences.append(convergence)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Varous metrics are provied by platypus. For details on these metrics see *e.g.*, [Zatarain-Salazar et al (2016)](https://doi.org/10.1016/j.advwatres.2016.04.006) and [Gupta et al (2020)](https://doi.org/10.1016/j.advwatres.2020.103718) for hypervolume, generational distance and additive $\\epsilon$-indicator; [Hadka and Reed (2012)](https://dl-acm-org.tudelft.idm.oclc.org/doi/pdf/10.1162/EVCO_a_00053?accessTab=true) for spacing; and [Hadka and Reed (2013)](https://ieeexplore.ieee.org/document/6793867) for $\\epsilon$-pgrogress. To use these metrics, we first need to load the archives into memory. Next, these metrics need a set of platypus solutions, instead of the dataframes that the workbench has stored. Moreover, most of these metrics need a reference set. The reference set, typically, is the union of best solutions found across the seeds and next filtered using an ε-nondominated sort. All these steps are supported by the workbench as shown below." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "all_archives = []\n", + "\n", + "for i in range(5):\n", + " archives = ArchiveLogger.load_archives(f\"./archives/{i}.tar.gz\")\n", + " all_archives.append(archives)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "from ema_workbench import (\n", + " HypervolumeMetric,\n", + " GenerationalDistanceMetric,\n", + " EpsilonIndicatorMetric,\n", + " InvertedGenerationalDistanceMetric,\n", + " SpacingMetric,\n", + ")\n", + "from ema_workbench.em_framework.optimization import to_problem\n", + "\n", + "problem = to_problem(model, searchover=\"levers\")\n", + "\n", + "reference_set = epsilon_nondominated(results, [0.05] * len(model.outcomes), problem)\n", + "\n", + "hv = HypervolumeMetric(reference_set, problem)\n", + "gd = GenerationalDistanceMetric(reference_set, problem, d=1)\n", + "ei = EpsilonIndicatorMetric(reference_set, problem)\n", + "ig = InvertedGenerationalDistanceMetric(reference_set, problem, d=1)\n", + "sm = SpacingMetric(problem)\n", + "\n", + "\n", + "metrics_by_seed = []\n", + "for archives in all_archives:\n", + " metrics = []\n", + " for nfe, archive in archives.items():\n", + " scores = {\n", + " \"generational_distance\": gd.calculate(archive),\n", + " \"hypervolume\": hv.calculate(archive),\n", + " \"epsilon_indicator\": ei.calculate(archive),\n", + " \"inverted_gd\": ig.calculate(archive),\n", + " \"spacing\": sm.calculate(archive),\n", + " \"nfe\": int(nfe),\n", + " }\n", + " metrics.append(scores)\n", + " metrics = pd.DataFrame.from_dict(metrics)\n", + "\n", + " # sort metrics by number of function evaluations\n", + " metrics.sort_values(by=\"nfe\", inplace=True)\n", + " metrics_by_seed.append(metrics)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have calculated all our metrics, we can visualize them using matplotlib." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style(\"white\")\n", + "fig, axes = plt.subplots(nrows=6, figsize=(8, 12), sharex=True)\n", + "\n", + "ax1, ax2, ax3, ax4, ax5, ax6 = axes\n", + "\n", + "for metrics, convergence in zip(metrics_by_seed, convergences):\n", + " ax1.plot(metrics.nfe, metrics.hypervolume)\n", + " ax1.set_ylabel(\"hypervolume\")\n", + "\n", + " ax2.plot(convergence.nfe, convergence.epsilon_progress)\n", + " ax2.set_ylabel(\"$\\epsilon$ progress\")\n", + "\n", + " ax3.plot(metrics.nfe, metrics.generational_distance)\n", + " ax3.set_ylabel(\"generational distance\")\n", + "\n", + " ax4.plot(metrics.nfe, metrics.epsilon_indicator)\n", + " ax4.set_ylabel(\"epsilon indicator\")\n", + "\n", + " ax5.plot(metrics.nfe, metrics.inverted_gd)\n", + " ax5.set_ylabel(\"inverted generational\\ndistance\")\n", + "\n", + " ax6.plot(metrics.nfe, metrics.spacing)\n", + " ax6.set_ylabel(\"spacing\")\n", + "\n", + "ax6.set_xlabel(\"nfe\")\n", + "\n", + "\n", + "sns.despine(fig)\n", + "\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, for this problem across all the metrics and for each of the seeds we see that the line stabilizes which is indicative of convergence. The fact that the lines for each of the seeds stabilizes at roughly the same value moreover suggests that the seeds are converging to similar sets of solutions." + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Changing the reference scenario \n", "\n", - "The workbench offers control over the reference scenario or policy under which you are performing the optimization. This makes it easy to aply multi-scenario MORDM [(Watson & Kasprzyk, 2017)](https://www.sciencedirect.com/science/article/pii/S1364815216310593). Alternatively, you can also use it to change the policy for which you are applying worst case scenario discovery (see below). \n", + "The workbench offers control over the reference scenario or policy under which you are performing the optimization. This makes it easy to aply multi-scenario MORDM ([Watson & Kasprzyk, 2017](https://www.sciencedirect.com/science/article/pii/S1364815216310593);[Eker & Kwakkel, 2018](https://doi.org/10.1016/j.envsoft.2018.03.029);[Bartholomew & Kwakkel, 2020](https://doi.org/10.1016/j.envsoft.2020.104699)). Alternatively, you can also use it to change the policy for which you are applying worst case scenario discovery (see below). \n", "\n", "\n", "```python\n", @@ -498,12 +706,12 @@ "## Search over uncertainties: worst case discovery\n", "Up till now, the focus has been on applying search to find promising candidate strategies. That is, we search through the lever space. However, there might also be good reasons to search through the uncertainty space. For example to search for worst case scenarios [(Halim et al, 2015)](https://www.sciencedirect.com/science/article/pii/S0016328715001342). This is easily achieved as shown below. We change the kind attribute on each outcome so that we search for the worst outcome and specify that we would like to search over the uncertainties instead of the levers.\n", "\n", - "Any of the foregoing additions such as constraints or converence work as shown above. Note that if you would like to to change the reference policy, reference should be a Policy object rather than a Scenario object.\n" + "Any of the foregoing additions such as constraints or convergence works as shown above. Note that if you would like to to change the reference policy, reference should be a Policy object rather than a Scenario object.\n" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "tags": [] }, @@ -512,9 +720,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "[MainProcess/INFO] pool started with 12 workers\n", - "1090it [00:18, 60.52it/s] \n", - "[MainProcess/INFO] optimization completed, found 7 solutions\n", + "[MainProcess/INFO] pool started with 10 workers\n", + "1090it [00:09, 116.02it/s] \n", + "[MainProcess/INFO] optimization completed, found 8 solutions\n", "[MainProcess/INFO] terminating pool\n" ] } @@ -542,7 +750,9 @@ "source": [ "## Parallel coordinate plots\n", "\n", - "The workbench comes with support for making parallel axis plots through the parcoords module. This module offers a parallel axes object on which we can plot data. The typical workflow is to first instantiate this parallel axes object given a pandas dataframe with the upper and lower limits for each axes. Next, one or more datasets can be plotted on this axes. Any dataframe passed to the plot method will be normalized using the limits passed first. We can also invert any of the axes to ensure that the desirable direction is the same for all axes." + "The workbench comes with support for making parallel axis plots through the parcoords module. This module offers a parallel axes object on which we can plot data. \n", + "\n", + "The typical workflow is to first instantiate this parallel axes object given a pandas dataframe with the upper and lower limits for each axes. Next, one or more datasets can be plotted on this axes. Any dataframe passed to the plot method will be normalized using the limits passed first. We can also invert any of the axes to ensure that the desirable direction is the same for all axes." ] }, { @@ -552,7 +762,7 @@ "outputs": [ { "data": { - "image/png": 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7PPTaAxmpsLoRnF8hjwwKIZ4jAUsIIYQQb02TmcGRdcvZs2guDgUL0X3OIty8vLPObwnawpfHv6SMfRl+MetPwtgpXC/YhAyXWlS1UKJWBGNXIxaFd/t3vvdyZRtgX6cMCabGWN6ax2GNBl18GmFL/dCmZmYfXLC6/pHBwvVg73jY0g1SYt75noUQ7y8JWEIIIYR4KwlRkWyZNomre3dRvvlndPxmFha29oC+0cUyv2XMOD+DOvnr8KNRN6JGTSAwf21iCjSlhpUBhroE7IscQtlsSp7V0HXI9yisDYg1NyT29nJOa3XoIlN4svw62nRN9sFmdtBlCzSeCbf3wy+1Ifhi3mxcCPHekYAlhBBCiDf2yN8P34kjiXz8iJajJlCvZ39UBgYAaLQaZp6fydJrS/nM4zNmKD8nfORYbrtUIrTg59SwNsREl4md3RoMuizQP4aXR5RKJV2n/4RWBTbaSE6HHuKyRoc2LInwNTfQZWqzT1AooPow6LNf/3+vbQqnFoJW+8L1hRCfDglYQgghhHhtOq2Wczu2sH3m15haWtH1+wV4VquVdT5dk86EkxPYcmsLvUv1ZkJmQ8JGjOK+cxnuFepMZWtDbHRga/ILRj1ngolNHlaj5+TohnfPLsSaGdM49DAb4m9zLVOL5mE8ERsC0Wle8L5V/gow8AQUbwGHvoFNHSAp8t1vXgjx3pCAJYQQQojXkpqYyO/zpnN6iy+e1WvRZeYP2LkWyDqflJHE0MND2f9wP2MqjGFAckVCho/gsWNxbhTpSWlzQ/IDFqpNmH7RExxL5F0x/0fDZt0wKebKPScbBvuv5BddFAFpWjKCYoj67RY67QtClok1dFgPLRbAg5PwS039/wohPkkSsIQQQgjxysLv32XDpJE8vHaV+n0G0Xz4OAyNTbLOR6dG029/Py4+vcj0GtPpEO1ByNBhhDkW4UKxfhQzVlPCQIGJ8jiWDQvqf/l5z/QaNweNkZJ7Dlb0u7yMFaap3ErTkur3jJhd99C9qHOgQgGV+kL/w2BoBj6t4dhs0GqeHyuE+KhJwBJCCCHES+l0Oq4f3s/mr8ej0WjoNG0O5Zq0RKFQZI0JSwyj596e3Im9w8J6C2kYZkvI0GGEO7pzzHMghVVqKpkoMVQEYet1G0WdL/Owon9namVNkyGjSTQxQkESNa7/yhYbuJeqIfnsE+IOPvr3yc6lYcBxKN0Rjs0Cn88g/sm727wQIs9JwBJCCCHEf8pIT2P/L4s4uGIx+Ut40X32IvIV9cw25m7MXbrv7U5UShQrGq2g4gMlIUOHEeXkxm7PIbjr1NS2U6MiErt8W1C0+xmU7++/hpSpVp98Vcpxx9mGaiFXIegIh5zVPErTkngkmPgTIf8+2cgc2i6HNssg9LL+kcG7h97d5oUQeer9vbMJIYQQIs/FPA1j85RxBBw7RNV2nWk76VtMLa2yjfGL8KPnvp7odDrWNl1LsVuJhAwdRqyzG5s9h+ChNaSBqwnK9BTszeaj6rocjCzyqKJX13bgBFQWplzwcGSI/w7OP7jOJVdjQtO1xP/1gKQLT/97gbJdYMAxMHeEDe3g4DegyfjvOUKID54ELCGEEEK80N2L59g4aTQJkc/4fOI31OjYFeX/aaV+MuQk/Q/0x9rIGp9mPrgGRBAybDiJLgVZ4TmIEhpjGhQyxyAxHTv1LNRfTAc7jzyq6PUYm5nTZthEMlWG3HC1YsbV9awJeUCgiwnhGVqid9wh+dqz/17EwRP6H4EKveH0QljbHGIfv5P9CyHyhgQsIYQQQmSj1Wg4sWkdf8yfgbVzPrrNXkThcpWeG7fr3i5GHBlBIatC+DTzwdrvASFDh5HiWpD5xQZQIdOUWh4WmMSkYW3wC8ZN2kCRBu++oLdQqGwFitdvwFMrK1JIZ9aNTcyPjOC2owlRmVqifg0iJSj6vxdRm0CrhdB+DUTchF9qQdCed7J/IcS7JwFLCCGEEFmSYmPYNmMKF//YRpmGTek0bS5Wjk7PjfMN9GXyqcmUdyrPmiZrMLoUSMjQYaTlL8g0z77UzDCjXCELbKNSMVf9iXk5c6g+PA8qenuNeg7CxM6Ws0UdKBB2lyF3/mJhahxBVkbEZeqI8g0k9V7syxfyagcDj4ONO/zaBfZOhMy03N6+EOIdk4AlhBBCCABCggLwnTiSJ3dv03TIaBr1H4aBoWG2MTqdjkVXFjH34lwaFWzE0oZL4fxVQoYOI6OAO5OL96FBmgXF8pvhFpuKscFVrApcgNY/6VuZf4AMjU34bPgE1Jlq9nvbUT/gKBXvn2ejcRr+xgYkZGiJXBdAenDCyxez84C+B6DqEDi/DFY3gqh7uV+EEOKdkYAlhBBCfOJ0Oh2X9/zO1mmTUBsZ0WXGfErVef5RvkxtJt+e/ZZV/qvoUKwD82rPI+PMBUKGDkNTsBDjSvSmUaolrvYmlErPRK0Kw9ZiOYpOG/SPyX3A8pfwonyLz1BorbjsYcqQK1tJu3+LY65KrioUJKdriVjtT8bTpJcvZmAETWdBp00Q8wiW1wH/bblfhBDinZCAJYQQQnzC0pKT2f3jbI75rMKjQhW6zVqIQ8FCz4/TpDH22Fh23NnBwDIDmVp1KimnzxAydBg698KMLtWLRimW2FmoqWKqRKFNwM7ga5SdVoJ1gTyoLOfV7NQDq3z5eGTvRJQZzL2+gbO3HvOgjCUX0nWkpWqIWOVPZmTKqy1YvAUMOgVOJWF7X/hzBKQn524RQohcJwFLCCGE+ERFPn7IxsmjuXPxLLW79aH12MkYmZo9Ny4hPYFBBwdxJPgIEytPZFi5YSSdOkXI0GEo3Asxqkxv6iZaYG2oooGLGbqEFOyVUzFoMR4KVs+DynKH2tCIFsPGYZyuYnc5WwziovjpzjZWX3uEpq4TZ5M0pCdl6ENW3Cu+W2VdAHrtgZqj4cp6WNUAIoJytxAhRK6SgCWEEEJ8gm6ePMrGKWNJT0mm49TvqdSqLYoXvCMVmRJJ73298YvwY06tOXQt0ZXEkycJGToMZaHCjK7Ql6pxZtigpFlJW7RPkrBVzcWwYjWo2DcPKstd+Yp4UrVNR5yizfGpbYrTXX++eXKU6efvYdu8AGfiM8iIS+PZKn80iemvtqhKDQ2/hW7bITECVtaDqxtBp8vVWoQQuUMClhBCCPEJyczI4NCqpfy15AecChWh2+xF5C/p9cKxwfHBdP+rO48THrOkwRKaF26eFa5UhQrzZeX+lI4ywTFTQfNqzujuxWJpuBlT90xoPv+DbWrxMlXbdcK+YCHskvNxoKIRlS/uo0NcIBPP38W1hTtn4jPJiEwhcs0NtCmZr75wkYYw+DS4VoA/hsDOgZD2Co0zhBDvFQlYQgghxCciPjKCLd98ybWDf1GxVVs6TJ2JuY3tC8cGRQfRfW93EjISWNV4FTVca5B4Uv9YoEFhD6bWHET+CDVu6Uoa1XVF5R+JqfFZLCyPQkdfMDB84bofA5WBmuZDx2CYruCxgxMPCpnQ49QGPOKfMC3wMfkbFuBcQibpT5KIXBeANl3z6otbOEOPP6DuZPD/DVbUhSfXc60WIUTOk4AlhBBCfAIe+l3Gd+IoosNCaT12MnW69UFlYPDCsRefXqT3vt4YKA3waepDGYcyf4eroag9PJhZbwgmoQpKpKmoWdcFU/9nGJoEY6NciKLzBrB4/rtZHxuHgoWo3qErLmFqfKqoSTZVMuOKL/FPI1ka8QyHavm4mJhJ2qN4onwD0WVqX31xpQrqToCeuyA9CVY1hAsr5ZFBIT4QErCEEEKIj5hOq+XMb5vYPvtbzG1s6TbrR4pW/vfGE0ceH2HQwUE4mDqwofkGClsXzgpXhh4e/NhkBAkPNVRMNaBcVWcc7sSiMkjETjsBResf9I+3fSIqtW6Hc5FiVHrgwpymGhSR4Sx/tJPz9yM5YJyGiZc9V5MzSbsTS/TmIHSa1wxI7jX1XQYL1Ya/xsHWHpASmyu1CCFyjgQsIYQQ4iOVkhDPjjnTOLttEyVr1aPLjPnY5HP91/E77+xk9LHRFLctjk9TH5zNnLOFqxWtx3Dvdir1UtQULWtP4egUdOmp2GvHoKrWDcp2fofV5T2lSkXTIaNRaRSUiC/M2iZqzPyvsCjxHJsvhhDiaYKmoBU3UjWkBEQRs/02Ou1rhiwze+iyFRp9B7f+guW1IORy7hQkhMgRErCEEEKIj9DTu7fxnTiS4BvXaNR/GE2HjEZtZPzCsTqdjtX+q/n6zNdUy1eNlY1XYm1snS1cbeo4nnM3EmiZYohrUSvKGijIjEzGTjUNtUcRaDT9HVf4frBzLUCtzj2xDMkgzNGGC1VtKHJ4ByOUD/l+/y3MGjgTa2fKrQwtyVciiN11D93rPuqnVEKNkdB7H+iANY3hzGLQvsZjh0KId0YClhBCCPER0el0XDv4F79+8yUKhYJO382jTMOmL2zBDqDVaZl/aT4LryykWaFmLK6/GFO16T/hqogHu7pPZtflGNqnGmPnYkbNghak343FxnQ9xtZR0GEdqF78PtenoHyzVuQv6UWlQGuWV0oisog9zf9aTUOjBEbvuE7xLwoTamTAAy0knX1C/IFHb3ahApVg0Ako1hQOTIHNnSApKmeLEUK8NQlYQgghxEciIzWVvT8v4NCqpbh5edNt1kKcPYr++3htBlNOTcEn0Icuxbswu9Zs1Co1iadOZ/1ydaz/16w9G0HXNBMsrY1oVM2Z1EvhmFufxkyxBzptAtMXdyL8VCiUSpoOHoVSp6TdozJMbhpDhqmacafW4KTIYOiO69TsV4rbWghTKEg4GkzC8ZA3u5iJDXyxQd8G//5R+KUmPDqTswUJId6KBCwhhBDiIxAdFsqmKWO5eeoY1Tt25fMJ32BiYfmv41MyUxh5ZCS77u9ieLnhTKw8EaVCqQ9XQ4Zg6OHBpWHf8cPRUHpmmGJmZEDzloVIOfwYY5sQrFJmQ5tl4Pzib2h9aqwcnanbox88iqF8enHmfKZF+/QJSx7sJDYxlbH7Amg8yIuryRqeGSiJ2/uAxPNP3uxiCgVU7g/9DoHaGNa1gOPzQPsa7eCFELlGApYQQgjxgbt9/jQbJ48iMTaGdpOmUa1dZxTKf/8TH5cWx4ADAzgddpqvq33NgDIDUCgU2cJV0LiZTD34iJ6ZZphqoUWnYqTtfYDaKhXb5JEoao+FUm3eXZEfgNINmuDuXZ5CV7VE2Bqz6zMnFBfOslp3hauPY5l38SFNB5TifHQ6sYYqYn+/S7JfxJtfMJ83DDwBXu3g6Azw/RwSwnOuICHEG5GAJYQQQnygNJmZHPNdza4Fs7BzdaP77IW4e5f/zznhSeH02teLgKgA5teZT4diHQCyhavHk+cwZs8DumeaYZ6qo2n34ugOPkJhoME+dQhKz3pQ76t3UeIHRaFQ0HjQCAzUatreK8mGIk95VKcoVts3Mtcxij+vhfHH0xjq9SzByYhUEo0MiN56i5TAt3iPysgC2q6E1ksg+AL8UgPuHcm5ooQQr00ClhBCCPEBSoyJ5rfpX3F5907KNmnJF9NmY2nv+J9zHsQ9oPve7jxJesIvDX+hUcFG+rX+J1xFfvsDg/64S7tME2wStTToUgzj80/QJqdjb/A1KjsraLtC39lOPMfC1p76vQaS9CCUbin1mFT5PunF3fHesIg++XUsOHibOyZaqrUvwvGnKaQaGxC16Sapd2Pf/KIKBZTvDgOOgqkd+LaFw9+BJjPH6hJCvDq5OwohhBAfmOBAf3wnjCD8wV2aDx9Hgz6DUBmo/3NOQGQAPff2JE2Txpoma6icrzJAtoYWyTMX0nf7bZplGOESr6Pa54WxfxRPRmgitjY+GCruQufNYGz1Lsr8YJWoVY8ilapieCYEb6OSTGoWg87EiC67llAznxFjt15D4WlJ6UZuHHmSQoahiiifANIex7/dhR1LQP+j+rB18gdY3xLi3rCZhhDijUnAEkIIIT4QOp2OC39s47fpX2FkZk7XmQsoUbPuS+edDTtLn/19MFWb4tPMh5J2JYH/CVeFCqGd9xM9t9+iarqaInHg3aAAhXU6UvwjsXK9gEn8Vmi3Guz/vSuh0FMoFDTsNxRDYxNq+zsQa6ZgXScHMkJDmXbjN5ws1PTzuUTBei4UruLM4ScpZBooiVwbQPqTpLe7uKEptF4MbVfBU399l8Fbe3OmMCHEK5GAJYQQQnwA0pKT+POHmZzctI6ilavT7fsF2Bco+NJ5+x7uY8jhIbiYu+DTzIeClvo5/xuu1IuW0uO3WxRNVlA2FopWcqJsIQsSj4Vg5vYM82ffQYOpUKxxLlf58TCztqFhvyHEPHzE4NQW7LG8T0DXyqSfPMEK3TVS0zX0971MlY5FcCppx5GnKWiByNX+ZESmvP0GynTQN8CwKqD/Xta+yZCZ/vbrCiFeSgKWEEII8Z6LeHifDZNGcf/KRer26E/LURMwNDF96bwtQVv48viXlLYvzbqm63A01b+j9b/hymzxL/T47RY2cRpqxSopUMKGmrVdiN15FyMXLdbh/VF4fQ41x+R2mR+dYlVrUrxGHSKPXKSTTUum5TtPapNq6NatYoVHMkFP4xm77TqN+5XC3M2SY5FpaDO1RK7yJzM29e03YOehb+VeeSCc+xnWNIboB2+/rhDiP0nAEkIIId5jN44dYvOUcWSmpdHx61lUaPEZCoXiP+fodDqW+S1jxvkZ1M5fm+WNlmNlpH9vKvH0P+HKZtkKeu24jTYylZaJahwKWNCwfRFiNwdhYKXCLnEgCucS8NnP+kYK4rXV7zMIE0srXE7EUcK6OGMq3kZV0hPbRTP5voIFBwLD+fHYXVoOK4PS1pjTCZlokjOJXHUDTUIO/OJkYATN50JHX4i+D8trQ8DOt19XCPGvJGAJIYQQ76HM9HQOrFjM/mULyVesON1mL8K1eMmXztNoNcw8P5Ol15bS2qM1P9b7ERMDE+DvcDVEH64cVqyk3+93iHqSSOdUE8xtjGnetxTxm2+BToe94XcoVWnQaSMYmuV2uR8tE3MLGg8cTnTwY3rE1CJZmcFP7Y1RGBlRac0cepW155fj99gdFE6rEd6kGCi5mKYhMy6NyDU30CZn5MxGSraGgSfBvhj81gt2j4aMHHgUUQjxHAlYQgghxHsmLuIpm78ej//h/VRu04H2X03HzNrmpfPSNelMODmBLbe20KtUL2bUmIFaqe8u+L/hynnlSobsusedhzH0yTTDUK2k1dDSpPxxl8yYVOxctmEQdx46rgebl7/nJf5b4XKVKF2/Mbf3H2a86wCOZwRwfkhN0h89os9JX2p62DJ5pz8345JpNaIskek6rqMgIyKZyHUBaNM0ObMRm4LQZx9UHwGX1sCqhvDsds6sLYTIIgFLCCGEeI/cv3KRDRNHERf+lDZfTqVW554oVaqXzkvKSGLo4aHsf7ifMRXGMLbi2KxHCf83XOVfvZpxBx5x4VYkQ5RWKDN0tBzmjfZUGGn347ApEYRR6Gpo8j0Uqp3b5X4y6nTvh7mdHfG/X6CdexvmafaSPLADSYcPMzvlCgVsTRm04TKJxgpaDCnN45h0bhmrSQ9JIMo3EF2GNmc2olJD4+nQdRskPIEVdcFvc86sLYQAJGAJIYQQ7wWtVsPpLb7snDMNCwdHus1aiEeFKq80Nzo1mn77+3Hx6UW+q/4dvb16Z53733BVYM1qphwNZv/1p4w0tkYXn0GzQaUxeRhP8qVwLEqnYHZ3LJTtBlUG5lapnyQjU1OaDh5FzJNQatzPh4e1B2McD2PUvDEJy35mZdE0dEDf9ZcwL2BO436luBWWxCMrY9LuxhK1OQidRpdzGyraCAadApey8Psg2DkY0hJzbn0hPmESsIQQQog8lhwfx/bvv+Hcji141WtE5+nzsHbO90pzwxLD6Lm3J3di7/Bj3R/5vOjnWeeSzpzJFq7mnHnKbxdDGGlmgy4ijYa9SmKv1RK37wEmxQyxfNAbXCtCywXS1CIXuHl5U65pK67v+4uJzgNJ0aQyp14cRsWLkzl9KivqOfIoKomhG6/gVtqOOl088XuQwFMnM1IDo4jZdhudNgdDlqUL9PgT6kyAa5thZT14eiPn1hfiEyUBSwghhMhDYbeD8J04ktCgABoPHEGTQSNRGxq90ty7MXfpvrc7USlRLG+0nHpu9bLOJZ05Q/DgIRi6u+O2dg2/XI1i1ckHDLW0RRWWSs0ORSnoYkb0r7cwdDHBNn4oCmNz+GKDvvOcyBW1uvTEJp8L1323MqnseM5EX+b44CooVCrs5kxhVhMPTt6J5LvdgZSq5UrlVoU4fyuW2PwWJF+NIPbPe+h0ORiyVAZQbzL0+ANS42Blff37WTl5DSE+MRKwhBBCiDyg0+m4sncXW76diMrAgM7T51O6/qt/yNcvwo+e+3qi1WlZ23QtFZwqZJ3LFq7WrWVDYCw/HLxNXxtbTIJTKN/EjVIVHYlcH4DSzAA7swUoEh7pw5Xlq/1yJt6M2siYJoNHkxAZidnpp/pOj082kjBlAOn3H1B121IG1CqEz9lH+Jx9SMXm7njVduX4jWiSC1qSdO4J8fsf5vzGCteBQafBvYa+w+C23vrAJYR4bRKwhBBCiHcsPTWFPT/N4+i65biXLU+37xfiVMjjleefDDlJ/wP9sTayxreZL562nlnn/m+4+uN+Et/uCqSTrQ22D1MoXtWZys3ciVoXgC5Ng33RI6ge74EWC6BApdwoV/wfrp4lqNi6Lf6H99PNuDnuVu6MS/bBbORgEg4coH/IKRqWcGLarkBO3omkVqdieJRz4OC1KDIKWZFwLIT4Y8E5vzFzB+i6HRp8A4F/6r+ZFXol568jxEdOApYQQgjxDkWFBLNx8hhunz1FzU49aDNuCsbm5q88f9e9XYw4MoJCVoVY32w9+S3yZ537v+HqSFgaX26/Tks7K9wepFLQy446XT2J2XKLjKdJ2FZ7htp/NlQeAOW750a54l9U79AVu/xunFi1nO8rfkdCegIz3K9h0bwZkQsXMrtAIsWcLBi68Qr3niXSsE9JXIpas+9aFLpClsTve0ji2bCc35hSCbXGQO+9oMmE1Y3h7FJ5ZFCI1yABSwghhHhHgs6cYOPk0aQkxNN+ynSqfN4RhfLV/xT7Bvoy+dRkyjuVZ02TNdib2Ged+7/h6nyUhmGbrlLT2oJSjzJwdLekSX8vEg88IvVmNNa1DTG5NADca+lbsot3ykCtptnQMSTHx/H498NMrDyRs0/Psb9TEYyKFSNq4gRWNHDCSK2i7/pLxKdraD6kDDYuZuwNjEXhbknsH/dIuhqROxt0qwKDTuq7De6fBL92geTo3LmWEB8ZCVhCCCFELtNkZnBk3XL2LJqLQ8FCdJ+zCDcv71eer9PpWHRlEXMvzqWhW0OWNlyKueE/v3olnT2bLVz5J0B/n0uUsTCl5hMtlnYmtBhahrRrESSeDMWsojXmN3uDmSN0WKf/NpJ455wKF6HK519w8+RRysTko1mhZvwUtJzYbweCQkHG5PGs7FCSp/GpDPK9DGoFrYZ7Y2yu5sDdeFQFLIj57RYpAZG5s0FTW+i0CZrOgTsH4Zea8Phc7lxLiI+IBCwhhBAiFyVERbJl2iSu7t1F+eaf0fGbWVjY2r984t8ytZl8e/ZbVvmvon2x9syvMx8j1T9d/pLOniV40GAMCxbEbd1a7qUZ0GvtRdyMDWkeo8LAUEWrEd4oniYR+/s9jItZYR33pf7XiE4bwezV9yJyXpXPO+JYyINDq5YyvsRI8pvnZ/zd+VjN+pa0u3dxXD6fH9qX4cLDaL7aeQNTS0NajyiLFjgSmoTK2YyoTUGk3onJnQ0qFFB1EPQ9ACpDWNscTv4A2hz68LEQHyEJWEIIIUQueeTvh+/EkUQ+fkTLUROo17M/KgODV56fpklj7LGx7LizgwFlBvB11a9RKVVZ57OFq/XrCNUa0m31eayUSjqnGKNJ19JqeFlMNDqiNtzEwMEEW1tfFMFnoM3PkK9MbpQtXoPKwIBmQ8eQnpzEWZ/1zKs9j5jUGL7T/on9qJHE/7WX6pf3M6phUbZdDmH5iftYO5nScpg3iUmZnI7LQGVvQpRPIGmP4nNvo67lYeAJKPkZHP4ONraDxFx6PFGID5wELCGEECKH6bRazu/cyvaZX2NqaUXX7xfgWa3Wa62RkJ7AoIODOBJ8hImVJzK83HAU//Px3/8briKVJnRbfR5dhpYBCgtSYtJpMaQ0NjZGRK4LQGGgxL58AEq/FVBjFHi1y+GqxZuyL1CQGl90586FMyhuhjO+0nhOhp5kTzU1Fk2aEPHDD/QzeUYrbxfm7Atif8BTnNwtaTbQi2dPkrmsAaWlIZFrA0gPS8y9jRpbQvs10GoRPDqjf2Tw/rHcu54QHygJWEIIIUQOSk1M5Pd50zn1qw+e1WvRZeYP2LkWeK01IlMi6b2vN34RfsyuNZuuJbpmO/9/w1WCoRndV58nJiGdMea2xIcm0ahvSfIVsiLKNxBNfBp2jbQYHB8NRRpBg69zsmSRAyq0bINLsRIcXvsLLRwa0ahgIxZd/YmoMZ0x8vAgbMxYvq9qi3d+a0b96seN0DjcStpRv2cJHt2NI9DUEKWRisg1N8h4lpx7G1UooEIv6H8EjK3Apw0cmanvOCiEACRgCSGEEDkm/P5dNkwaycNrV6nfZxDNh4/D0NjktdYIjg+m+1/deZzwmMUNFtOicIts57MaWvz9zlWKiTk9117gUVQyU5ydibkbT+3OnhQu60DM9jukP4zHtoU9Rid6gHVBaLcK/ucxQ/F+UCpVNB06Gk1mJgdXLOabat/gZObE+ItTsVrwPTqdjmdjRrO8Y0lsTNX097lERHwqnlWcqdG+CEH+UTzIZwZA5Cp/MmNSc3fDTqVgwDEo2xVOzAWf1hCfC23jhfgAScASQgghcoD/kQNs/no8Go2GL76dTbkmLbM90vcqgqKD6L63OwkZCaxqvIqarjWznc8KV25uuK1bS6aFFf19LhEQFs+0Qq5E+UdTsYU7XrVdSTgSTPLVCCzru2B6fSBkpELnzWBinYNVi5xk4+xC7a69eeh3mUenzjG/znyepTxjWvAKXObNJS0oiMy5s1jVoyJxKRn097lESrqGsg3dKNfIjavnwgkvaoM2TUvkKn80Cem5u2FDM/27fJ8vhzA/WFYDbh/I3WsK8QGQgCWEEEK8hYz0NPYtW8iB5T+Rv4QX3WcvwqVY8dde5+LTi/Te1xsDpQE+TX0o45C9AcX/DVc6K2uGbbrC+QfRfFfCjehLkZSs5ULlloVIvv6M+IOPMC3rgEXCHHjiB21XgINnDlUtckvZRs1x8yrDMZ9VFNA6MKbCGI4GH+VPxxAcRo4kftcunA/9zk+dynE9NI5xv11Dq9VR7XMPPKs6c+ZoKAnlHdEkpBO52h9tckbub9q7Eww8DpausKkDHJgCmbkc7oR4j0nAEkIIId5QzNMwNk8ZR8CxQ1Rt15m2k77F1NLqtdc58vgIgw4OwsHUAd9mvhS2Lpzt/P8NV0prG8b9do1DNyOYWsad2DMRFPK2p06nYqQHJxC99TaG7pbYuB5G4b8F6n0FxZvnVNkiFymUSpoMGoVCAfuXLaSrZxfqFqjL/EvzCW9XA4tGjQifO49q8Q+Z1Kw4e/yfsPDQbRRKBfW6F8etlB1H9j4ivborGc9SiFwbgDbtHbwfZV8U+h2CSv3gzGJY2wxiHuX+dYV4D0nAEkIIId7A3Yvn2DhpNAmRz/h84jfU6NgV5Ru827Tzzk5GHxuNp60n65uuJ595vmznk86dyxauVDY2fPNnAH/4hTG+bEHSTkeQz8OKxn1LoY1PJ8onEJWlIXa1olAcmQIlWkGtcTlVtngHLB0cqduzP8GB/vgd2MOMGjOwN7Fn3InxWHw3GUN3d0JHj6aXhzEdK+bnpyN3+cMvFJVKSdMBXjgUtGT/7oco6hUgPTSBKJ9AdBnv4LtVamNo8QN0WA+Rt+GXWhD4R+5fV4j3jAQsIYQQ4jVoNRpObFrHH/NnYO2cj26zF1G4XKXXXken07HafzVfn/maqvmqsqrxKmyMbbKNSTp3Tt8tsEAB3NatxcDWlvkHbuF77hGDvQugPheFtaMpzQeXQanVEbkuAF2mFvvPLVHt6g0OxaHNL6CUP/cfGq+6jShcvhInN65DE5XAvNrzeJL0hGnX5pJ/8WJ0GRmEDh/Bd02LUqWQLeO3XefyoxjURipaDiuDhZ0xf+15hLpBQdLuxRG16SY6zTv6OHCpNvpvZtl5wNYesGec/h1AIT4RcscVQgghXlFSbAzbZkzh4h/bKNOwKZ2mzcXK0em119HqtMy/NJ+FVxbSzL0ZS+ovwVRtmv1a/xuu1q/DwNaW5cfv8fPRe3TzcsHxajxGJga0Gu6NkbEBUZuCyHyWjF1Hd9QHe+kX6bQRjMxzoHLxrikUChoNGI6BoSH7lv5IGbvSjCg/goOPDvJ7+gVc5s0lNTCQ6OnfsaxreVysjBnoe4mQmGRMzA1pNcIbtaGSvQceY9zQjdSb0UT/dhudVvduCrAtBH32Q7VhcHElrG4IkXffzbWFyGMSsIQQQohXEBIUgO/EkTy5e5umQ0bTqP8wDAwNX3udDG0GU05NwSfQh87FOzO79mzUKnW2MS8KV5svPGbW3iA+K+5E8dupaDK1tBpRFnMbY2J33yPtdgzWrT0w9v8SngVBh3VgW/jFmxAfBHMbWxr0HcyTO7e4uGsHvUr1oqZrTeZenEuodz7shw8j7o8/YOdvrOpZibRMLX3XXSIxLRNLOxNajShLRrqW/SefYFq/ACl+z4j94y463TsKWQaG0GQmdN4CcSGwvDZc3/puri1EHpKAJYQQQvwHnU7H5T2/s3XaJNRGRnSZMZ9SdRq80VopmSmMPDKSXfd3MazsMCZVnoRSkf1P8YvC1a5rYUze6U/9IvbUeKIjKSaNFkO9sc1nRuKZMJLOPsG8pivmaRvg5i5oNB086uVE+SKPeVavTbGqNTmzdSNRwY+ZWXMm1kbWjDs+DpN+PTCvX5/w2bPJ9zCQZV0rcPdZIiM2X0Wj1WHnak6LIWVIiErlyNVITGu5knT+KXH7Hr67kAXg2RQGnYZ8ZWBHf/hjKKQnvbvrC/GOScASQggh/kVacjK7f5zNMZ9VeFSoTLdZC3EoWOiN1opLi2PAgQGcCj3F1KpTGeg98LnvZCWdO/9cuDoaFMHoLX5ULmBD60RDIoMTadzfi3weVqTciiZ21z2MS9hiVTgIjs6EMl9AtaE5Ub54DygUChr0HYyxuTn7fv4RKwML5tSeQ3BCMNPPzyDf7FkYurkROmo0VcwzmNa6FEeCIpj1100AXIpa07hfKSIexnP6XjymVZxJPB5CwrHgd1uIlSv03A21x8PVjbCyPoQHvts9CPGOSMASQgghXiDy8UM2Th7NnYtnqd2tD63HfoWRqdkbrRWeFE6vfb0IiApgfp35dPTs+NwYfbgalK2hxYUH0QzacBlPJ3N6GloSGhRD3a6eFCpjT8bTJKI3BaF2NsO2oRLF7wPApRy0WgSv+YFj8X4ztbSiYf+hRDy8x7kdW6noXJEh3kP468Ff/Bl+iPw/L0GXlkbIiJF0KedMr+rurDr1gM0XHgNQuKwDdbp48jgwmiux6ZiUcyB+/yMST4e+20JUBlB/CnTfCcnRsLIeXF4P7/LXNCHeAQlYQgghxP9x8+RRNk4ZS1pyEh2mzqRSq7bP/dr0qh7EPaD73u6EJYaxrOEyGrs3fm7Mc+HKzo4boXH0XXcRVxsTxjg68uBSBFVaF6ZkDRf9R2TXBaAwUmHXqQDK7V31LbK/2ABqk7ctX7yHilaqRsna9Tm/cwtP792hX+l+VM1XlVnnZ/HYRoPLnNmk+vvzdNp3fNW8OHWKOTD19xucuRcJQKlarlRuVYhb58O5ZaDCuKQdsbvuk3Q5/N0X41EPBp0Ct6qwawRs7wup8e9+H0LkEglYQgghxN8yMzI4tHoZfy35AadCReg+5ycKlCz9xusFRAbQc29P0jRprGm6hir5qjw35kXh6m5EIj3WXMDSRM03xQoQdDyM0nVcqdCsILoMDVE+gWiTMrDvXhyDg4Mg9jF09AWr/G9TvnjP1es1ADNrG/b+vABdpoZZtWZhpjZj3PFxqOpUx37IYOJ27CDxt60s7lKOQvZmDN5whfvPEgGo2NwdrzquXD0YTIizGUZFrInZdpuUG5HvvhgLJ+i2E+pPhYCd+gYYYX7vfh9C5AIJWEIIIQQQHxnBlm8ncO3AHiq2akuHqTMxt7F94/XOhp2lz/4+mKpN8WnmQym7Us+NeVG4ColJpvvq8ygVMKeiBzf2PMKjvAM1vygGOoj+7TbpIQnYfuGJYdACuHsIms+FgtXepnzxATA2M6fJoJFEhwZzeusG7E3smV17Ng/iHvD9+e+xHzYMszq1eTrzewwCrrOmVyVUSgX91l8iLjkDhUJBrS+K4VHOgdM77hFdwg7DAhZEbQ4i9XbMuy9IqYTa46DXHshMg9WN4PxyeWRQfPAkYAkhhPjkPfS7jO/EUUSHBtN6zGTqdOuDysDgjdfb93AfQw4PwcXcBZ9mPhS0LPjcmKTzF/4OV/mzwtWzhDS6rTpPYlomC+sUx3/HfVyLWdOwd0mUSgXxhx6Rcj0Sq6bumOiOwemFUKE3VOzz5sWLD4q7d3m8GzXj0u6dhAQFUDVfVQZ6D+SPe3+w68FuXOfNQ+3qQsjIUThnJLCiewVCYlIYvPEyGRotSqWChn1K4lLUmiMbb5Fa3QW1oylRvoGkPYzLm6IKVtc/MuhRH/Z+CVu6QUoeBD4hcogELCGEEJ8snVbLmd82sX32t5jb2NL1+4UUrVL9rdbcErSFL49/SWn70qxrug5HU8fnxiSdv0DwwIF/h6t1GNjZEZecQY81FwiPT2NJk1IEbLuPjYsZzQaXwUCtIulKOAlHgjGt6IR50Sj4Yxi4VYNmc99qv+LDU7tbH6wcHNm39EfSU1MYVGYQFZ0qMuPcDB7pIimwZAna5GRCR4ykvIs5s9uV5sy9KL7+IwCdToeBWkXzIWWwcTFj79qb6BoXRGVlROTaANJDE/OmKDM76PwrNPkebu+HX2pB8IW82YsQb0kClhBCiE9SSkI8O+ZM4+y2TZSsWZcuM+Zj6+L6xuvpdDqW+S1jxvkZ1M5fm+WNlmNlZPXcuBeFq+T0THqvu8DdiAR+aunF3e0PMDFX02q4N0YmBqQ9jCNm+x2MClth09gGxZZuYGoLHX30H3MVnxRDYxOaDh5NXEQ4JzauQ6VUMaf2HIxVxow7Pg5doQK4zJpFyrVrhM+YSdvy+RlS14PNFx6z5vRDAIxMDGg13BsTczV7Vgdi2KYIShMDItf4kxGRnDeFKRT6Twz02Q8KJaxpCqcWglabN/sR4g1JwBJCCPHJeXr3Nr4TRxJ84xoN+w2l6dAxqI2M33g9jVbDzPMzWXptKa09WvNjvR8xMXi+m9+LwlVapoaBvpfxC45lQavSPN2lb63dekRZzKyMyIxKIconEAMbY+w6F0WxvRckPdN3DDR//tcx8WnIX9KLCs1bc+3AHh5d98PR1JHva33PnZg7zLk4B8smjbEbMIDYrVuJ2bKVcY09aVrKmZl7AjkaFAGAmZURrUeUBWD32kDMvvAEhYLIVf5kRqfmYXEVYNBJKNESDn0DG9tD4rO8248Qr0kClhBCiE+GTqfj2sG/+PWbL1EoFHT6bh7ejZq9cQt2gHRNOhNOTmDLrS30KtWLGTVmoFaqnxv3onCVqdEy6lc/Tt6J5PuWpUg+/ITk+HRaDvXG2skUbUomkesCALDvVQrlya/h0Slo9RO4ln/jPYuPQ41OPbBxyc/+XxaRlpxETdea9PXqy7bb29j7YC8OI0dgVrMmT2fMIPWaHwu+8KakiyXDN18l6Km+Lbq1kykth3mTkpjBXxtvYdWtBNoMLc9W+6OJT8+74oytoMN6aLEAHp6CX2rCg5N5tx8hXoMELCGEEJ+EjNRU9v68gEOrllLAy5tusxbi7FH0rdZMykhi6OGh7H+4nzEVxjC24tgXhrXsDS304Uqr1TFphz97bzzlq6bFMb4QQ3RoEk0HlsapkCU6jZaojTfJjE7FrltJDB5vgwsroNow8P7irfYtPg5qQyOaDR1NYnQUR9evBGBYuWGUcyzHt2e+5XFSCK7z56F2diZ0xEjUsdGs6lEJMyMVfdddIjIxDQAnd0uaDfQiJiyJgzvuYdO9BNqEdH3ISsrIuwIVCqjUF/ofBiNz8GkNx2aDVpN3exLiFUjAEkII8dGLDgtl05Sx3Dx1jOodu9J2wjeYWFi+3Zqp0fTb34+LTy/yXfXv6O3V+4Xj/n+4Uru6ZIUrnU7HzL9u8tvlEEbUL4LbnRRCb8VQv0dxCpbSn4/94x5pd2OxaVsUI/Vt2DMGCteDhtPeat/i45KviCeV23Qg4Ngh7l0+j4HSgLm156JWqRl/fDyZFibkX7IYTWIioaNG42SiZFWPSkQlpTHA5xKpGfqw4lbSjvo9SxB6O5YTB4Ox7V6SzKgUItfeQJuWmbdFOpeGAcehdEc4Ngt8PoP4J3m7JyH+gwQsIYQQH7U758+wcfIoEmNjaDdpGtXadUahfLs/f2GJYfTc25M7sXf4se6PfF708xeO+99wVXD9egzs7ABYfOQuq089oFe1glSMhruXI6jW1gPPqvkASDwZStKFp1jULYBZUa2+bbWlC7RfA6o3bx8vPk7V2nfCwc2dA8sXk5IQj7OZMzNqzOBm9E3mX5yPsacnLjNnkHLlCuGzZ1M6vxULOpblyuNYJm6/ju7v7055VnGmRvsi3Lv6jAsXI7DtUpyMsCQi1wWiy8jjX42MzKHtcmizDEIv6x8ZvHMob/ckxL+QgCWEEOKjpMnM5Jjvav5c8D22rgXoPnsh7t5v/97S3Zi7dN/bnaiUKJY3Wk49t3ovHPdv4Wrt6QcsOHibtuVdaak2x/9YKN4NC1CukRsAKQFRxO19gElpeyzrOenDVVoCdNqs7xwoxP+hMlDTdOgYUhMTObx6GQB1C9SlR8ke/HrrVw4+Oohl8+bY9u1DzKbNxG7fTvPS+RjfxJPf/cL4+ejdrLXKNnSjXGM3bpwIJeBBArYdi5H+MI6ojUHoMt+Dbn5lu8CAY2DuBBvbwcFvQJOHjzEK8QISsIQQQnx0EmOi+W36V1zevZOyTVrwxbdzsLR/+457fhF+9NzXE61Oy9qma6ngVOGF45IuvDhcbb8cwrRdgTQu6UQfFwfO/3mfYpWdqNG2CAqFgvTQRKJ/DULtao5N+6Io9o6D0Evw+S/gVPKt9y8+Xo7uhaneoQu3zp7k1ll9M4hR5UdR2r4035z+huCEYBxHj8asejWefjuNlOvXGVLXg7blXJl/4DZ7rv/zyF21zz3wrOrMhV0PeJCQgXWbIqQGRRO99RY6rS6vSvyHg6f+vawKvfUf217bHGIf5/WuhMgiAUsIIcRHJTjQH98JIwh/cJfmw8fRoM9gDNTPd/V7XSdDTtL/QH+sjazxbeaLp63nC8clXbhA8MC/w9Xf71wB7A94ypfbr1OjiB3jSrtxYtNtCpS0pX6PEiiUCjRxaUStD0Bpqsa+RymUfqvBbwPU/hJKtn7r/YuPX6XW7XAuUoxDq5eRFBuDWqVmbm39h6i/PP4lmQodLj/8gIGjIyHDR6CJimJWu9JUKGjD2N/8uB4SC4BCoaBe9+K4lbLj+KZbRBgZYNWsECnXI4ndeTfrkcI8pTaBVgv1j81G3NQ/Mnhzd17vSghAApYQQoiPhE6n4+Kf2/lt+lcYmZnTdeYCStSsmyNr77q3ixFHRlDIqhDrm60nv0X+F457LlzZ2wNw+m4kwzddpbSrFTNqFuPomkDs85vTdIAXKgMl2nQNkT6BaFM12PUqhSrqHOybBJ7Noe6kHKlBfPyUKhVNh4wmMzWVgyuXoNPpyG+Rn+k1pnMj6gY/XvkRAxsbfdOLuDhCR43GUKdlefcK2Jsb0W/9JZ7EpQCgUilpOsALR3dLDqwKIMHFDIv6BUi6+JS4vx68HyELwKsdDDoBNoVgS1fYOwEy0/J6V+ITJwFLCCHEBy8tOYk/f5jJiY1rKVq5Ot2+X4B9gYI5srZvoC+TT02mvFN51jRZg72J/QvH/Vu4uvI4hv4+lyhkb8ai5qU4vPIGZtZGtBzmjaGxATqtjuhfb5ERlohtl+IYGkfC1p5gVwQ+Xw5v2ZBDfFrsXAtQs3MP7l06T+CJIwA0KNiALsW74Bvoy9HHRzEuUYJ806eTfOkS4XPnYW9uxOqelUhO19Bv/SWS0/VdA9VGKloMLYOFnTF7lvqTUdIO8+ouJJ4MJeFIcF6WmZ1tYeh7AKoOgfO/wOpGEHUvr3clPmFy1xZCCPFBi3h4nw2TRnH/ykXq9uhPy1ETMDQxfet1dTodi64sYu7FuTR0a8jShksxNzR/4dh/C1dBT+PpvfYiDhZGrGjvzbEVAShVSlqNKIuppSEAcfsfkhoYhVWLwpgUNoJfu+q/89NpExi/XSt58Wkq36w1+Ut4cWTtcuIjnwEwtuJYStiWYMrpKTxJfIJVq5bY9uxJjK8vsb//jqezBYu7lOPmk3hG/eqH9u93rUzMDWk1whu1oZLdi6+hqJ4P0wpOxB98RMKp0LwsMzsDI2g6S98MJuYRLK8D/tvyelfiEyUBSwghxAcr4PhhNk8ZR2ZaGh2/nkWFFp+98EO/rytTm8m3Z79llf8q2hdrz/w68zFSGb1w7L+Fq4eRSXRffQFjtZI1XSpwZm0QaSmZtBrmjZWDyd9zn5J4PASzqvkwr54P/hgG4Tf075XYF3nrOsSnSaFU0mTwKHRaLft/WYROp8NQZcj8OvPR6DSMPzGeDG0GjuPHYVq5Mk+/+ZaUGwHU83RkSouSHAgMZ96BW1nrWdqZ0GpEWTLStexefB3jJgUx8bIjbvd9ki4+zcNKX6B4cxh0St8UZntf+HM4pCfn9a7EJ0YClhBCiA9OZno6B1csYd/SH8lXrDjdZi/CtXjOdNlL06Qx9thYdtzZwYAyA/i66teolKoXjk2+eFEfrlyyh6uncal0W32eTI2W9T0qcW3zHWLDk2k+qDQObhYApN6NJeb3uxgVtca6lQeK0wshYAc0/AaKNsyRWsSny9rJmTrd+/LY349rB/cC4GbpxrfVvuXas2ssuboEhYEBrgt/RGVrS8iI4WRGR9O7hjtdqrix7Ng9tl0OyVrPztWcFkPKkBCVyp6l/lh8XhSjotbE7LhD8vVneVXmi1kXgF57oOYYuOIDK+tDRFBe70p8QiRgCSGE+KDERTxl89fjuX54H5U/a0/7r6ZjZm2TI2snpCcw6OAgjgQfYWLliQwvN/xffxFLvniRxwMG6sPV+n/CVXRSOt1Wnyc2OYN1vSrxYPdjntyLo2HvkuQvrv+OVcazZKI23MTA3gS7riVQ3DsIh7/Tv7BfY1SO1CJEmYZNKVimHMc3rCb2qb4Ne9NCTelQrANrbqzhZMhJDGxtyb94MZrIKEJHjwGNhmmtS1GjiB2Tdlzn4sPorPVcilrTuF8pnj2KZ/+aQKy7FMfQzZLoLbdIvRX9b9vIGyq1/j9WdNsOSc9gRV24ugHel+Yc4qMmAUsIIcQH4/7Vi2yYOIq48Kd8Nn4qtbr0Qql68a9LrysyJZLe+3rjF+HH7Fqz6Vqi67+O/bdwlZCaQa+1FwiOTmZljwrEnAznvt8zanYoStGKTgBokjKIXBeAQqXAvlcplIkPYXs/cPaC1ksgBx5xFAL07dabDBqJSmXAvmU/otVqAPiy0pcUsynGV6e+IjwpHBOvUjh/N43k8+eJmP8DapWSpV0qUMDGlIG+l3kc9c8jdoXLOlCniyePA6I4/usd7HqWRO1kStSGm6Q9iMurUv9dkYYw+DQUqAR/DIUdA/Qf7hYiF0nAEkII8d7TajWc3uLLztnTsHBwpNushRSpWCXH1g+OD6b7X915nPCYxQ0W06Jwi38d+2/hKjVD34EtMCyepV3Lo7qZQMDJMMo3KYh3/QIA6DK1RG0IRBOXhl2PkhiYpsOvnUFloG9qYfj2zTmE+F8WdvbU6zWA0KBArvz1JwDGBsbMrzOfVE0qE05OIFObiXWbNth060b0unXE7dqNlama1b0qodHq6LP+IvGpGVlrlqrlSuVWhbh1/inn9z7Cvo8XKmsjItcFkB7yHoYXC2fo/jvU+wpubNM3wHhyPa93JT5iErCEEEK815Lj49j+/Tec27EFr3qN6Dx9HtbO+XJs/aDoILrv7U5CRgKrGq+ipmvNf9/Lv4SrDI2WoRuvcOFhND909MbpWSYXdz+geDVnqrYpDOi7EsbsuEP6g3hs2xfDqIC5/r+mR92DDuvB2i3HahLif5WsXR+PilU59asPUSH69uqFrAoxtepULodfZtm1ZQA4TfgSk4oVeDJ1Kqk3b1LI3oxfulXgYWQSwzZdJVOjzVqzYnN3vOq4cvXgY/zPPcW+X2mUJgZErrlBRnhSntT5n5QqqPMl9NwFGcmwqiFcWCmPDIpcIQFLCCHEeyvsdhC+E0cSGhRA44EjaDJoJGrDF3fzexMXn16k977eGCgN8GnqQxmHMv86NvniRR5nNbRYmxWuNFodY7de43BQBNM/86I0hpzYfIuCXnbU7VY86x2uhGMhJF+JwLKhG6ZlHeHY93B7LzSdDYVq5VhNQvxfCoWCRv2HojY2Ye/PC9Bq9I8KtvJoRZsibVh5fSVnw86iUKvJv3AhKisrQoYNJzMmhmoedsxo48WJ28+YsedmtjVrfVEMj3IOnN52l3tBMTj0Kw0qBc9W3yAzOjWvyv1v7jX1XQYL1Ya/xsHW7pASm9e7Eh8ZCVhCCCHeOzqdjit7d7Hl24moVCo6T59P6fqNc/QaRx4fYdDBQTiYOuDbzJfC1oX/dWxWuMqXTx+uHByy9vn1Hzf481oYXzb1pL6dFQdWBeDobkmT/l6oVPo/s8nXnxG//yEmZR2waOAGgX/AiXlQrhtU7p+jdQnxImbWNjTqN4Tw+3e48PtvWccnVZ5EYavCTDo5iciUSAzs7cm/+CcyIyIIGzsWXWYmnSq70b9WIdadeYjv2YdZc5VKBQ37lMS1mDVH1t8kLDwZh76lIVPLs1X+aOLT8qDSV2BmD122QqPpcGsvLK8FIZfyelfiIyIBSwghxHslPTWFPT/N4+i65biXLU+3WYtwKuSRo9fYeWcno4+NxtPWk/VN15PP/N8fOfy3cAUwb/8tNp5/zMA6hfmiqDN/LbuOhZ0xLYaWQW2kb76RHpxA9NbbGBa0xLZdMRQRgbBzMOSvBC0WSFML8c4Uq1qT4jXqcHb7ZiIe3gfAVG3K/DrzScpIYuKJiWi0GkzKlMH5229IOnOWZwsXAjCxWQkaFHfk212BnLzzT1t2A7WKZoPLYONixt4VN4hO1WDf2wttUgbPVt1Ak5Txoq3kPaUSaoyA3vtAB6xpAqd/Aq32pVOFeBkJWEIIId4bUSHBbJw8httnT1GzUw/ajJuCsbl5jq2v0+lY7b+ar898TdV8VVnVeBU2xv/e4v2/wtUvx++x9Ng9Old2Y2hld3YtvoaBWkmrEd6YmBsCkBmbSuT6AFQWauy6l0CREQubO4ORBXT0BYOce9xRiFdRv88gTCws2fvzAjIz9OGniE0RJleZzPmn51npvxIA63btsO7ciahVq4nfuxeVUsGizuUo6mjOkI1XuBuRmLWmkYkBrYZ7Y2KuZveSayQbqrDvWZLM6FQi19xAm5qZJ7W+kgKVYNAJ8GwGB6fC5i8gKSqvdyU+cBKwhBBCvBeCzpxg4+TRpCTE0+6r76jyeUcUypz7M6XVaZl/aT4LryykmXszltRfgqn637v2JV+6pA9Xzs7PhatN5x8ze28QLcvkY0pDT3YvvkZGmoZWI8piaWeiv15aJlHrAtBlaLHvVQqViRJ+6wUJT6DTRrDMuUYdQrwqE3MLGg8cQeTjh5zdtinreJsibWhZuCXLri3j4tOLADhPmoRJuXKETf6K1Fu3MTcyYFXPihgZKOm7/iIxSelZ882sjGg9oiwKBfz5kx+ZdibYdStBxpMkItcFoE3XvPNaX5mJjf4/eDSfD/ePwS814eHpvN6V+IBJwBJCCJGnNJkZHF23gj2L5uJQsBDd5yyiYOmyOXqNDG0GU05NwSfQh87FOzO79mzUKvW/jk++dEnfLdDZWd8t8H/C1Z/Xwvjqd3/qeTowt01p9i67TnxkKi2GlMbOVf9rm06rI3rzLTIikrHrVgK1kxkc/BoeHIeWP0L+ijlanxCvo3D5SnjVa8zFP7YTdjsI0DetmFJ1Cm4Wbkw4MYHo1GgUhoa4LlqIytyckGHD0MTGkt/GlBU9KvIkLpWBGy6TnvnPI3XWTqa0HOZNSmIGu366hrKgJbZfeJL+KJ6oDTfRZb7Hj98pFPr3IfsdArUxrG8Jx+eB9j0OhuK9JQFLCCFEnkmIimTLtElc2fsn5Zt/RsdvZmFha5+j10jJTGHU0VHsur+LYWWHManyJJSKf//z91/h6mhQBGO2+FGpoC1LOpXjyNpAIh7G06hvSVyK/vOoYdye+6QGRWPdugjGRW3AbzOc+xkqD9Q3thAij9Xt0Q9zOzv2Lf2RjDR9xz8ztRnz68wnLi2OyScno9VpUTs64vrTIjKePiV0/JfoNBrKu9kwr30ZLjyI5qud/uj+p9W5Y0FLmg30IuZJEn8tvY5hSVtsPi9K2u0YorfcQqd9z9ui5/OGgSfAqx0cnQG+bSDhaV7vSnxgJGAJIYTIE4/8/fCdOJLIx49oOWoC9Xr2R2VgkKPXiEuLY8CBAZwMOcnUqlMZ6D0wq236i/xXuDp/P4pBGy5TPJ8FK3tW4Nxvd3nkH0Xtzp54lHPMGpd4NozE02GY13DBvGo+CL0Mu0aCey1oMjNH6xPiTRmZmtJk0EhinoRy6lffrOOetp5MqDyB02GnWXtjLQCm5crhPGUKSSdP8uynxQB8VtaVEQ2K8tvlEFacuJ9tbbeSdjToVYKwO7EcWhOISUUnrFoUIsU/kpgdd97/kGVkAW1XQuslEHxR/8jgvSN5vSvxAZGAJYQQ4p3SabWc37mV7TO/xtTSiq7fL8CzWs5/Byo8KZxe+3oREBXA/Drz6ejZ8T/H/1e48g+Jo+/6S+S3MWF978oE7g8m6MwTKrZwx6u2a9a41NsxxO66h3FxW6xaFIaEcPi1G5g76T8m/B+PJQrxrhUsXZayTVpy5a8/CA64nnW8Q7EONHFvwuKri7kacRUAmy86Yt2hA1HLlxO//wAAoxoUpUWZfMzeF8TBwPBsaxer7EyN9kW4d/UZJ369jXlNVywauJF8KZy4Pfez/er1XlIooHx3GHAUTO3Bty0c/g4073HDDvHekIAlhBDinUlNTOT3edM59asPntVr0WXmD9i5Fsjx6zyMe0iPvT0ISwxjWcNlNHb/729o/Ve4uhuRSM+1F7AyUbOhXxVCL0ZwZd8jStZyoXLLQlnjMsKTiNp4E7WjGbadPVFoM2BrD0iJ0Te1MLPL8TqFeFu1u/TC2jkf+5YtIj0lGdC/j/VttW9xMXdh/PHxxKbGAuA0dQrG3mUImzSJtDt3UCoV/NDBmzL5rRn561UCwuKyrV22oRvlGrsRcCKUS389xLKhG+Y1XEg8HUb8ocfvutQ341gC+h/Rh62TP8C6FhAXkte7Eu85CVhCCCHeifD7d9kwaSQPr12lfu+BNB8+DkNjkxy/TkBkAD329iBVk8qapmuokq/Kf45Pvnw5K1y5/Z9ugcHRyXRbdR6lQsGGflVIvBPPya13KORtT51OxbIeN9QkphO5LgCFoRK7XqVQGhnA3vEQfA7a/Az5yuR4nULkBLWxMU2HjCEh8hnHfddkHTc3NGdenXlEp0Yz5fQUdDodSkND8v/0E0pTU0KGDUcTH4+xWsXK7hWwMlHTb/0lIuJTs61f7XMPPKs6c2HXAwJPhWHVojCmFZ1IOPyYhJOh77rcN2NoCq0XQ9tVEH5D/8jgrb15vSvxHpOAJYQQItf5HznA5q/Ho9Fo+OLb2ZRr2uo/34V6U+eenKPP/j6Yqk3xaeZDKbtS/zk++fJlHvcfkBWu1I7/vEsVkZBK99XnSU7PxLdvZdSRaRxaF0g+Dysa9y2FUqX/E6rL0BLlE4g2MQP7HqUwsDaCi6vh8jqoOVr/srwQ7zFXzxJUbPU51w/v44Hf5azjpexKMbbiWI6HHMcn0AcAtZMT+RctJD00lLDxX6LTanG0NGZVz4rEpWTQ3/cyqRn/dN5TKBTU614ct1J2HN90iwfXI7FpWxST0vbE7blP0sUPqIFEmQ76BhhWBWBzJ9g3CTLTXz5PfHIkYAkhhMg1Gelp7Fu2kAPLf8K1eCm6z16ES7HiuXKt/Q/3M+TQEFzMXfBp5kNBy4L/Of6/wlVccgY9Vl8gPD6Ntb0rY5+h4K9f/LF2NKX54DIYGKoA/YeLo7fdJv1xArZfeGJYwAIenYG9X0KRRlB/aq7UKkROq96hK3b53TjwyyJSE//5iHCX4l1o4NaAhZcX4v/MHwDTChVwmjyJxOPHiVzyMwClXKxY+EVZrofEMu63a9nesVKplDQd4IWjuyUHVgXw5F4stl94YuxpQ8yOOyRfe/Zui30bdh76Vu6VB8K5pbCmMUTff/k88UmRgCWEECJXxD59wuYp4wg4doiq7TrRbvI0TC2tcuVaW4K2MP74eLzsvVjXdB2Opo7/Of6/wlVyeia9113g/rMkVvSoQBFTY3YtuYaRiQGthntjbPZPo4r4Q49JufYMy6bumHjZ69/N2NoDbNyh3SpQqnKlXiFymoGhIc2GjiE5Po6j65ZnHVcoFEyrPg1HU0fGnxhPfHo8ADadO2PVti2RS5eScPgwAI1LOTOhaXF2X3/CwkN3sq2vNlLRYmgZLOyM2bPUn+jwZGy7lsCwoCXRW26REhT97op9WwZG0HwufLFBH66W14EbO/J6V+I9IgFLCCFEjrt78RwbJo0iIfIZn0/8hhodu6HMhbCh0+lYdm0ZM87PoHb+2ixvtBwro/8OcVnhysnpuXCVlqlhoO9l/IJj+alzWSo4WbHrJz+0Gi2tRpTF3Mb4n3WuRpBw+DGmFZywqJMfMlLg1y6QkQqdNoGJdY7XK0RucipchCqfdyTw5FHuXDiTddzKyIp5deYRnhTON6e/QafToVAocP7ma4y9vAj7cgJp9/W/4gysXZgOFfKz6PAd/vDL/o6VibkhrUZ4ozZUsusnPxIT0rHvVQp1PjOiNtwk7X7suyz37ZVoBQNPgoMnbOsNu0bp7wPikycBSwghRI7RajSc2LSOP+bPwNo5H91mL6JwuUq5cy2dlu/Pf89Sv6W09mjNj/V+xMTgv5tmJF++TPD/D1fr12ULV5kaLSM3+3HyTiSz25WhfhEH9vx8jaTYNFoO9cY2n1nW2LSHcURvu41hIStsPi+CAuDPEfDkOrRbqf8XLiE+QFU+/wJHdw8OrvyZ5Ph/ugKWcSjDqAqjOPT4EJuDNgOgNDIi/+KfUBgZETJ0GJrERBQKBTM/L03lQraM33adK49jsq1vaWdCqxFlyczQsuuna6RlarHv44WBrTGR6wJJD054p/W+NZuC0Hsv1BgJl9fCygbw7HZe70rkMQlYQgghckRSbAzbZkzh4h/bKNOwKZ2mzcXK0SlXrpWhyWDCiQn8eutXepXqxYwaM1Ar//sbU/8/XBm8IFxptTom7vBnX8BTprYsSbuyruxbcYNnwYk06e+Fc+F/fhXLjEohyjcQAxtj7LqVQGGghLNLwH8r1PsKPJvlSs1CvAsqAwOaDR1NenISh1b+nO1dqh4le1Anfx3mX5pPYFQgAOp8+XBd+CPpjx8TNmEiOq0WQwMlv3SrgLOlMQN8LhMam/1XHTtXc5oPLkNCVCq7l1xHa6DEoZ8XSnM1kWtvkPE06Z3W/NZUamj0HXTdBolPYUUd8NuU17sSeUgClhBCiLcWEhSA78SRPLlzi6ZDRtOo/zAMDA1z5VrJGckMPTyUfQ/3MabCGMZWHPvSjoT/Fa50Oh0z9txk2+UQRjYoSp/q7hzxuUlwYDT1unniXsY+a6w2JZPI9QHotGDXsyQqMzXcPQwHv4YSraH2uFypWYh3yd7Nneodu3HnwhmCTh/POq5QKJhRYwa2xraMOz6OxHR9MwyzypVxmjCBxMOHifzlFwBszQxZ06siaZka+q67SGJa9g/0uhS1pnG/Ujx7FM++FTfATI1DXy8wUPJstT+ZUR/go3ZFG8GgU+BSHn4fDDsHQVriy+eJj44ELCGEEG9Mp9Nxec/vbJ02CbWREV1m/kCpOg1y7XoxqTH03d+XC08v8F317+jt1fulc/4rXAH8dPgua04/oFd1d0Y1LMqZHXe5fSGcKp8VpkR1l6xxOo2WqE03yYxMxa5bCdQOpvoX3Lf1AYcS0GYZ5ELreSHyQsVWn5OvWHEOr1lGYnRU1nFrY2vm1p5LWGIY085Oy/qFy6Z7N6w+a03k4iUkHD0KQBFHC37uUp47EYmM+vUqGq0u2zUKl3WgThdPHgdEcdQnCJWNsT5kaXQ8W+VPZlzauys4p1i6QM8/oc5EuPYrrKgLT2/k9a7EOyYBSwghxBtJS05m94+zOeazCo8Klek2ayEOBQvl2vWeJD6hx94e3Im9w491f+Tzop+/dE7ylSv6cOXo+MJwtebUA348dJt25fPzdcuS+B0Kxu9QMKXr5qdC03/avOt0OmL/vEfanVhs2hbB2MMa0hJgcxd9qOq0EYzMc7pkIfKMUqmi2ZDRaDIyObD8p2yPCpZ3Ks+wcsPY93Af2+5sA/S/bjlPm4ZRieKEjf+StAcPAKhdzIFvW5Xk0M0IZu+9+dx1StVypXKrQtw6/5SzO++hdjLDvo8X2uRMIlf5o0n8AL8zpVRBvUn6oJWWACvr67+Np9O9fK74KEjAEkII8doiHz9k4+TR3Ll4ltpde9N67FcYmZq9fOIbuhd7j257uxGVEsXyRsup51bvpXOSr1whuF9/fbjyWf9cuNp2OYTvdgfSpJQTc9qV5s7FcM5sv4tHeUdqdiya7bHDxNNhJJ1/ikWd/JhVdAatVv/4T+QtaL8WbHMvWAqRV2zyuVK7ay8e+F3G/8iBbOf6ePWhhksN5lyYw63oWwAojY0psHgxCgMDQoYPR5Oof5eqezV3elYryMqTD9hy8fFz16nY3B2vOq5cPfgYv0OPMcxvgX2vUmhi04hccwNtauZzcz4IhWrrHxl0rwl7xsBvvSA17qXTxIdPApYQQojXcvPkUTZOGUtachIdps6kUut2L30H6m34RfjRY28PtDota5uupYJThZfOeVm42nfjKV9uu0bNIvb81LkcYUExHFl/E1dPaxr1LolS+U89KYFRxO25j0kpOyybuOsPnpgHQbuh8QzweHnYE+JDVbZxCwqUKsMxn1XERYRnHVcqlMysORNLQ0vGHR9HckYyAGpXV33Ti/sPeDJpUtYvX1NblqR2MQe+2nmDs/eisl1DoVBQ64tieJR34PS2u9w6/xSjQlbYdStBRngykWsD0KZr3l3ROcncQd/8ouG3cHMXLK8NoZfzelcil0nAEkII8UoyMzI4tHoZfy35AadCReg+5ycKlCydq9c8GXKSAQcHYG1kjW8zXzxtX97+/GXh6tSdSEZsvop3AWuWd69AbEgSe1fcwMbFjGaDyqBS//OnMT0skehfg1C7mGPzhScKpQKC9sCx76FMJ6g6JMdrFuJ9olAqaTJoJAoF7P9lETqtNuucnYkdc2rP4XHCY6afm54VpsyqVsVx/HgSDh4kavkKAAxUSpZ0KUchezMGb7zMg8jsnQKVSgUNe5fEtZg1R9bf5HFAFMaetth28iT9cTxRvoHoMrV8kJRKqDla385dq4HVTeDsz/LI4EdMApYQQoiXio+MYMu3E7h2YA8VW7Wlw9SZmNvY5uo1d9/fzYgjI3C3dGd9s/Xkt8j/0jkvC1dXHscwwPcShR3MWNerMhmx6execg0TczWthntjZGKQNVYTn07U+gCUJgbY9yyJ0lAFEUGwYwC4lINWC6WphfgkWDk6UbdHf4IDrnN1/55s5yo5V2KQ9yB239/N73d/zzpu26snli1a8GzRIhJPnADA0ljN6p6VUCoU9F13kbjkjGxrGahVNBtcBhsXM/auuEH4w3hMSztg064oaXdiid4chE7zAYcStyow8AQUbQz7J8PmzpAcnde7ErlAApYQQoj/9NDvMr4TRxEdGkzrMZOp060PKgODl098CxsCNzDp5CTKO5VnTZM12JvYv3ROtnC1/vlwdfNJPL3WXMDBwgifvpUxyNCya7EfAK1HlMXMyihrrDZdQ6RPANqUTOx6lkJlaQQpMfBrZ1CbwhcbQf3fHzUW4mPiVa8RhcpV5OSmdUSHhWY7N6D0AKo4V+H7899zL/YeoH/sL9+M6Rh5ehI6bjzpjx4B4GZnyi/dKhAck8yQTZfJ0GT/VcrIxIBWw70xMVeze8k1YsOTMavojFXLwqQERBGz/TY67Qccskxt9U1xms6Be4fhl5rw6Gxe70rkMAlYQgghXkin1XJ222a2z/4Wc2sbun6/kKJVqufuNXU6frryE3MuzqGhW0OWNlyKueHLu/MlX7maPVw5ZQ9XDyOT6L76AqaGBmzoWwVrAwN2L7lGckIGLYd5Y+1k+s8etDpittwiIzQR207FMXQx1z/Ws70fxAbDF75g5ZrjtQvxPlMoFDQeMBwDtZp9Sxeg1f7zTpRKqWJWrVmYqk0Zd3wcKZn6b1gpTUzIv2QxCoWCkGHD0SbpHwusXMiWWW3LcPpuFN/+GZCtQyGAmZURrUeURaGAP3/yIykuDYuarlg2dCP5SgRxu+8/N+eDolBA1UHQ9wCoDGFdCzj5g755jvgoSMASQgjxnJSEeHbMmcaZ3zZSsmZdusz4AVuX3A0VmdpMpp2dxkr/lbQv1p75deZjpDJ66Tx9uOr3r+HqSVwKXVedR6PVsqFfZVwsjPnrF3+iQ5NoNsALJ3fLbOPjDzwkJSAKq+aFMSlppz94eBrcPQTN54Fb1RyrWYgPibmtHfX7DubJnVtc2rUz2zkHUwdm1ZrFvdh7zDo/K+u4Yf78uCz4gbR79wj7akpWMGpfIT+D63qw8fxj1p15+Ny1rJ1MaTnMm5TEDHb9dI20lEwsGrhhXtOVxDNhxB98lKu1vhMu5fSPDJb8DA5/BxvaQmJEXu9K5AAJWEIIIbJ5evc2vhNHEnzjGg37DaXp0DGojY1z9ZppmjTGHR/H9jvbGVBmAF9X/RqVUvXSeS8LV1GJaXRbdZ64lAx8+lTBw96cQ+sCCb0VQ/2eJXArZZdtfNKlpyQcC8GsijPmNf/+yLD/Nji9CCr2gYov/7CxEB+z4tVrU6xKDc5s3cCzxw+znavuUp1+pfux8+5Odt3blXXcvEYNHMeOIWHfPqJXr846Pr6xJ01KOTF9dyBHbz0fLBwLWtJsoBcxT5L4a+l1NJlarFoUwqySMwlHgkk4EZJrdb4zxpbQfg20WgSPz8KyGnD/WF7vSrwlCVhCCCEA/eN51w7+xa/ffIlCoaDTd/PwbtQsV1uwAySkJzDo4CAOPz7MxMoTGV5u+Ctd82XhKiE1g15rLxISk8KqnhXxcrXk5G93uHs5gupti+BZxTnb+NR7scTsvItRUWusW3vo9/DkGvwxDNyq6d+ZEOITp1AoaNBvCEZm5uz7+Uc0mdm/UTWk7BDKO5Zn+rnpPIh7kHXctk8fLJo1JWLBjySeOg3oOwf++EVZSuSzZPimq9x6mvDc9dxK2tGgVwnC7sRycE0gOh1Yf14EkzL2xP31gMTzT3K34HdBoYAKvaD/ETCxAZ82cGQGaD7Q738JCVhCCCEgIy2VfT8v4NCqpRTw8qbbrIU4exTN9etGpkTSZ38f/CL8mF1rNl1LdH2leclXrhLcvz8GDg4vDFepGRr6rr/EzSfxLOtWnqqF7biy/xH+R0PwbliAco3dso3PeJZM1IabGNgZY9elBAqVEhKfwa9d9S+ld/QBA8Mcq1uID5mppRUN+w8l4uE9zu/cku2cgdKAObXnYKQyYtzxcaRmpgL6YOYycyZGRYoQOnYs6cHB+rUMDVjVsyKmhir6rr9IZGLac9crVtmZGu2LcP/qM078ehsUYNvRE+PitsT+fpdkv4/ksTqnUjDgKJTtqv/W3vpWEBf68nnivSMBSwghPnHRYaFs+mosgaeOUb1DV9pO+AYTC8uXT3xLwQnB9Njbg0fxj1jcYDEtCrd4pXlZ4creHjcfn+fCVYZGy5CNV7j4MJofOnpTv7gTN8+Ece73+xSr7ESNtkWyjdcmZxC1PhCFEux7lkJpYgCaDPitJyQ903f8Ms9+DSE+dUUrVaNkrXqc27GF8Pt3s51zNnNmZs2Z3I65zbyL87KOK01Nyb9kMeh0+qYXyfqPE+ezMmFlj4o8S0hjoO9lUjOe/6hw2YZulGvsRsCJUC799RCFgRK7rsUxKmRF9NbbpARGPTfng2RoBm1+hs9X6H9B/6Um3N6f17sSr0kClhBCfMLunD/DxsmjSIyNod3Eb6nWvjMKZe7/abgVfYsee3sQnx7PqsarqOla85XmvSxcabQ6xmy9xpGgCGa08eKzsq48vB7J0Q23KFDSlvo9Sug/Fvw3XaaWSN+bZMakYte9JAZ2f7de3zcJHp2G1ov1L6ILIZ5Tr9dAzKxt2PvzAjLT07Odq52/Nr1L9Wbr7a3se7gv67ihmxuuP8wn7fZtnkz9OqvphXcBaxZ0LMvlRzFM2uH/wi6B1T73oHhVZy7sesCNE6Eo1CrsepZE7WJG1KabpN6NzdV63ynvL2DgcbB0hU0dYf9XkJn+8nnivSABSwghPkGazEyO+a7mzwXfY+tagO6zF+JetsI7ufalp5fota8XKoUKn6Y+lHEo80rzXhaudDodU/+4wa5rYUxoWpyuVQry9H4c+1fewD6/OU0HeKEyUGYbH7PzLukP4rBtXwwjdyv9iSs+cHElVBsGZTrmWN1CfGyMzc1pMnAEUSGPOb11w3Pnh5cfjreDN9+e+Zbg+OCs4+a1auEwahTxe/YQvW591vEWZfIxtlExdl4NZemxe8+tp1AoqNu9OAW97Dix+Rb3rz5DaWSAfW8vDOxMiPIJIO1xfO4Umxfsi0K/Q1CpH5xdAmubQszDvN6VeAUSsIQQ4hOTGBPNb9O/4vLunZRt0oIvvp2Dpf27eQTuyOMjDDw4EAdTB3yb+VLYuvArzUu++t/hCmDu/ltsOv+YQXU8GFzXg+gnSez++Rpm1ka0HOaNoXH2jyMnHA8h+XI4Fg3cMC3393rBF2D3GChcDxpOe+t6hfjYuZetQJmGTbm0eyehQYHZzqmVaubWnotKoWLs8bGka/75BcZuQH8sGjcmYt48ks6dyzo+rH4R2pR1Yd7+W+z1f76BhUqlpEl/LxzdLTmwOoCwOzGozNQ49C2N0sKQyLUBpD9Jyr2C3zW1MbT4ATqsh8g78EttCPwjr3clXkIClhBCfEKCA/3xnTCC8Ad3aT58HA36DMZArX4n1955Zyejj43G09aT9U3Xk8883yvNS77690eE7e1x83m+oQXAsmP3WHbsHl2quDGhqSeJMans+skPpUpJqxFlMbXM3qAi5UYk8fseYuLtgGXDvxtexIfBlm76jwi3XwMqg+euI4R4Xp1ufbBycGTf0h/JSE3Nds7F3IXpNaZzM/omCy4vyDquUCjI9/33GBYuROio0WSEhmYdn92uDOXdrBm91Q//kLjnrqc2UtFyqDeW9sbsWepPVGgiKktDfchSK4lc7U9GZEruFv2ulWoDg06CfRHY2gP2jIWM1JdOE3lDApYQQnwCdDodF//czm/Tv8LIzJyuMxdQombdd3btNTfW8PWZr6maryqrGq/CxtjmleY+H66cnhuz8fwj5uwLopW3C9M/8yItOZNdi/UfJm01zBsrB5Ns49NDEojecgtDNwts2xfTt2PPSNWHq7RE6LRZ3zlQCPFKDE1MaTJ4FLERTzmxae1z5+u71adbiW5svLmRw48OZx1XmZtRYMkSdBoNwcOHo/07nBmrVSzvXhE7MyP6+VzkadzzQcLYXE2rEWVRGyr58yc/4iNTMLA1xr5fadDpiFzlT2bs8x0JP2g27tB7n/7x5YurYFVDiLz70mni3ZOAJYQQH7m05CT+/GEmJzaupWilanT7fgH2BQq+k2trdVp+uPQDP17+kWbuzVhSfwmmatNXmvsq4eoPv1Cm/H6D+sUdWdDRG12mlr+WXSc2PJnmg0rj4GaRbXxmbBqR6wNQmqmx614ShVoJOh3sGQOhl6HtcnAqmSO1C/EpKVCyNBWat8Zv/x4e+fs9d35MhTGUsivF1DNTCU38p/W4obs7LvPmknYziCdf/9P0wsHCiNW9KpKYmkk/n4skpz//TSgLW2NajSiLJkPLrsXXSElMR+1oin2f0mhTMolc5Y8m8SNrDGFgCE1mQuctEB8Cy2vDtS0vnyfeKQlYQgjxEXv26AEbJo3i/pWL1O3Rn5ajJ2Jo8moB521laDOYenoq6wPX07l4Z2bXno1a9WqPI75KuDoSFM7Yrdeo5G7L0q7lUQEHVgfw5F4cDXuXJH/x7L9CadM0RK0PQJeuxb5XKVQWfz82eH45+G2EOhOgRKu3LVuIT1aNTj2wccnP/l8WkZac/T0otUrNvDrz0Ol0fHn8SzI0GVnnLOrWxX74MOL/3EWM7z/NMoo7W7K4SzkCw+IZs+UaWu3znQXtXM1pPrgMCdGp7F5ynYw0DYau5tj3LoUmLo3I1TfQpnyEH+z1bAqDTkM+b9g5AH4fCukf0btnHzgJWEII8ZEKOH6YTVPGkZGWRoevv6dCi8/0j8O9AymZKYw6Ooo/7/3J0LJDmVR5EkrFq/3JeZVwde5+FIM3XKFEPktW96yIkYGS47/e5sG1SGp1LErRitnn6LQ6ojcHkfE0CbsuxVE7m+lP3D8O+yeDZwuoM/Gt6xbiU6Y2NKLZkNEkRkVxzGfVc+cLWBRgWvVpXI+8zqIri7Kdsx80CPMGDQifM4ekCxeyjtcv7sTk5iXYF/CUHw7eeuF1XYpa07hvKZ49imffCn80Gi1G7lbYdS9JRkQykesC0KY//22tD56VK/TcBbXH6/8j0Yp6EB748nki10nAEkKIj0xmejoHVyxh39IfyVfUk+6zF5G/eKl3dv24tDgGHBjAyZCTTK06lUHeg1452KX4+RHcrz8qe7t/DVf+IXH0W3+J/DYmrO9TGQtjNRd3PyDwZBjlmxakTL0Cz+/prwekBkVj3doDY8+/f9mKeQi/9QK7IvD5L/AOvv8lxMcuX1FPKrdpz42jB7l3+cJz5xu7N+YLzy9YH7ie48HHs44rlEpc5szG0M1N3/TiyT8dBPvWLETnym78fPQeO66EvPC6hcs6UKeLJ48DojnqE4ROq8O4mA12nYuT/jieKJ9AdBnanC84r6kMoP4U6L4TUmJgZT24vE7/6LPIM/LXRAghPiJxEU/Z/PV4rh/eR+XP2tP+q+mYWb9aQ4mcEJ4UTq99vQiICmB+nfl09Hz170il+PnxuG8/VPZ2FPTxeWG4uhuRQI8157EyUbOhXxVszQy5cSKUi3seUrx6Pqp+9nzb98TzT0g8FYp5dRfMq7noD6Ynwa9dQaeBzpvB2PKNaxZCZFe1XWcc3Nw5uGIxKQnPf5dqfKXxFLctzlenv+Jp0tOs4ypzc/L/vARdWhohw0egTdM3qVAoFHz3WSmqe9gxcbs/Fx9Gv/C6pWq5UrlVIW6df8rZnfrvaJl42WPTvhhpd2OJ2hyETvORBg+PejD4NLhVhV0jYXtfSP2Ivgn2gZGAJYQQH4n7Vy+yYeIo4sKf8tn4qdTq0gulSvXOrv8w7iE99vYgLDGMpQ2X0ti98SvPfZVwFRydTLdVF1AplWzsV4V8Vibcv/qME5tvUbC0HfW6ej73S1nqnRhi/7iLsacNVi3/Dl86Hfw+BCICod0asPN4q7qFENkZqNU0HTqGlIQEDq/55bnzRioj5teZT4Ymgy9PfEmm9p93pIwKF8Zl7hxSb9zg6bfTsppeqFVKlnYtj6uNCQN9LxMcnfzCa1ds7o5XHVeuHnyM36HHAJhVcMK6tQepgVHEbLuN7gXvcn0UzB2h206oPxUCduobYIRdzetdfZIkYAkhxAdOq9VweosvO2dPw8LegW6zFlKkYpV3uoeAyAB67O1BqiaVNU3XUDVf1Vee+yrhKiIhlW6rz5Ocnolv38q425sRdieGA6sDcHS3pEl/L5Sq7H/SMiKSidp4E7WjKbZdiqNQ/h2+Ti2AwN+hwTdQtOHblC2E+BeO7oWp1r4zt86c4NbZk8+dL2hZkG+qfcPViKv87PdztnMWDRpgP2QIcTt3ErN5c9Zxa1NDVvesiEaro+/6iySkZvzfZVEoFNT6ohge5R04ve0ut87rfyEzr+6CZeOCJF+NIPbPe1nB7aOjVELtcdDrL9Ckw6pGcO4XeWTwHZOAJYQQH7Dk+Di2f/8N53ZswateIzrPmI+186t9wDennHtyjj77+2BiYML6puspZffq73tlC1frX/zOVVxyBj1WXyAiPo21vStTIp8lUaGJ7Fnqj6W9MS2HeqM2zP5LnSYxnch1ASgMlNj1KoXS6O+PBt/eD4eng1d7qDHyreoWQvy3yp+1x9mjKIdWLyMpNua5880LN6dd0Xas8l/F6dDT2c7ZDxuKed26hH8/i+TLl7OOF3YwZ1nX8tx/lsTwzVfJ1Dz/XpVSqaBh75K4FrPmyPqbPA6IAsCiXgHMa+cn6dwT4vc/yuFq3zMFq8GgU1CkAeyboP/OX/KLH60UOU8ClhBCfKDCbgfhO3EkoUEBNB44giaDRqI2NHqne9j/cD9DDg3BxdwF3+a+uFu5v/LcFD8/Hv/d0KLg+vWonZ2fG5OUlkmvdRe4/yyJFT0qUKGgDfFRKez6yQ+1oZJWI8pibJ699bsuQ0uU70008enY9yyFgbWx/kTkHdjeD5xLQ+vF8I46KgrxqVKqVDQdMoaM1BQOrlzywl+NJlSeQBHrIkw+NZmI5Iis4wqlEpe5czB0dSVk5CgywsOzzlUvYs/0Nl4cu/WMGXtuvvDaBmoVzQaXwcbFjL0rbhD+MB6FQoFVM3fMqjiTcCyY+GPBOV/0+8TUFjr/Ck2+1//HpeW1Ifj5xiMi50nAEkKID4xOp+Pqvl1s+XYiKpWKzt/No3T9V3/fKadsCdrC+OPj8bL3Yl3TdTiaOr7y3KxwZWf7r+EqLVPDQN/LXAuO5afOZalV1IHUxAx2/XSNjHQtrUaUxcLWONscnU5H9PbbpD+Kx7ZjMQwL/P2h4dQ42NwZVGrotBEM3823wIT41NnlL0DNTj24d+k8gSeOPHfexMCEH+r8QEpmChNPTkSj/aedusrSUt/0IjmZkBEj0Kb/89HgzpXd6FuzEOvOPGTDuRf/GmVkYkCr4d6YWqjZveQaseHJKBQKrD8rgklZB+L3PSTxXFjOF/0+USig2lDoux8USljTFE79CNqPsKPie0QClhBCfEDSU1PY89M8jqxdjrt3ObrNWoRT4SLvdA86nY5l15Yx4/wMauWvxfJGy7Eysnrl+a8SrjI1WkZsvsqpu5HMaVeGpl75yEjTsPvnayREpdJiSGnsXM2fm5dw+DEpfs+wbFwQ0zIO+oNaLewYADEPoKMPWLu9ce1CiNdXvnlrXIuX4ui6FcRHPnvufGHrwnxV5SsuPr3I8uvLs50zKlKEfLNnkXrtOuHTZ2Q7N7l5CeoXd+SbPwM4dSfyhdc2szKi1fCyKBTw5yI/kmLTUCgV2HYohnEJW2L/uEfS1YgXzv2ouFaAQSehREs49C1sbA+Jz///QuQMCVhCCPGBiAoJZuPkMdw+e4qanXrQZvxUjM2fDxm5SavT8v3571nqt5TWHq1ZWG8hJgYmrzw/K1zZ/nu40mp1TNzhz/6AcL5uWZIO/4+9+wyL6nj7OP7dXZbemwio2BFEsBu7sfeoscReo7FF/dsSkxiTaKyxxxIb2GPUxN5j7wWkKCgKShHpvSy7+7zgiYossGDBMp+Xnntm55ArC7/rnLmnThmUShVH1/nxNCSJNsNcsa+ct/V8ms9Tkk48wrCWLSYvnoX172wIOgLt5oJT42LdtyAIxSeVymj31QRUSiXH1izT+Kpg10pd6VKxC6t9VnMl8kqua6Zt2mA1ciQJu3YRv/PPZ/8uk0pY2seDSjbGfLX1Bvefpmj8fPNShnQa6056qoL9y33ITM9GIpNi1bcaeuXNiN8VSPr/79P6oOmbQU9P6PgbhJyH1Y3hYd4GJMKrEwFLEAThPRB46Rxbv51IenISPWb8RP1uvZC85YNxFUoF085OY0fgDga5DOLnRj8jl8oLH/j/0n18nocrL83hSq1W8/PBAP66EcaEVpUZ2rg8arWa01sDCfWNpekXValQ0ybPuMzQJOJ2BaHrZIpF98rP27X7/w3nFkLNAVB3eHFvXRCEV2RuV5pmA4YSevsWt08c1lgzo/4MnMycmH5uOjHpuZ9I2Ywfh1GTJjz55RfSbj1vPW6iL2fdoDro6UgZ5nmN+NSsl6cFwLacKR1GuhH/JJVDv98mW6FEIpdiNcgFXQcTYrfdIeN+3kYcHxyJBOoOgxEnQc8EvLrAv7/CC69mCq9OBCxBEIR3mDJbwb+b1nJgyTysyzkxYN5Syrl5vPV1pCnSGHNyDEdCjjCp9iQm152MVKL9r5B0H5+cboEFhCuApSfvsfFCCEMblefrlpUBuPzPA+5ejKRuRyeqN3XIMyY7LoNYrwBkZnpYDXBBovP/63riB39/BY71oOMi0dRCEEpYjVbtKVejJmc2byDhSWSe64ZyQxY2W0hyVjLfnvsWlfr5PiGJTIbDwgXI7ewIH/81iqfPX+srY2nImgF1iEzMYNSWG2Rla95fVMbFkpaDqxFxL4HjGwJQqdRI9XSwHuKK3MaAWK8AMkM/ksN57dzgy9NQozecmQteXSEp738ToXhEwBIEQXhHJcfGsHPWN9w8vI9a7bvQe+avmFhav/V1xGfEM+zoMK48ucJPDX9iSPUhRRqvbbjacP4hS07c4/PajnzXsRoSiYTb/z7m5pFQXJrYU7dT+TxjVBnZxHj6o1aqsR7siszo/5+opcXBjr45r8T03gw6b7e7oiAIeUkkEtqMHI9UJuPIqiWoNDw1qWJRhW/qfcOlyEus812X65rMzAzHFStQpqQQ/vUE1C80vahdzoL5PWpw5WEc3//tl+85V1Xq2tG4Z+WcQ8p3BKFWq5EayrEe5obMRJeYjf5kRWh+1fCDo2cM3VbDZ6sg/AasbgT3TpT0qj4IImAJgiC8g0J9vdk8/WtiHoXSacI0Wgz+EpmO9q/jvS6RKZEMPDyQewn3WNJ8Cd0qdyvSeG3D1a7rj/npQADtXO2Y290NqVTCvetRnPvzHuXdrWn2RdXnr/39P7VSTezWO2RHp2PVvxpym//vDKjMhl2DIDkSem8BE82fKQjC22dqbUOLwV8Sftefm4f2aazpXrk77cu3Z6X3Sm5E3ch1Tb9qFeznzCb91i2e/Pprrmuf1XRg3KeV2Hn9MevOPcx3De4ty1CzTVn8z4Zz/VAIADITXayHuyHVkxGzwQ9FdNqr3ej7xKNvztMsYzvY2gOO/wDKvIc4C9oTAUsQBOEdolapuLL3T3bP/gEDE1P6zf6Nqp80KZG1BCcE0/9wf2LTY1ndajUtyrYo0nhtw9URv0im7b5Nk8rWLP3CAx2ZlLC7cZzYFEDpima0GeaKVPpSuFKrSdgfTOa9BCw+q4R+JfPnF49/Dw/PQqcl4FiniHctCMKb5tL0UyrWqc/5HV7EhuU9i0oikTDzk5k4Gjsy9exU4jNy740ybd8eq+HDSNi+g4S//sp1bWKrKnR0K82cw3c4HhBFfj7pVhHnBnZc3f8Qv7PhAOhY6GM9vDqoIWadH9kJGa/hbt8TNlVz9mXVHgIXlsLG9hD/gR/G/AaJgCUIgvCOyEhJ4e8FP3N+hxdVGzah35zfsHIsU/jAN8D7qTcDDw9EpVaxsd1G6tgVLajkCleem/INV+fuRTN+uzceZcxZM6A2ejoyoh8lc2i1L+a2hnT4qgY6urI841IuRpB6ORLjpg4Y1Xthbu/tcPl3qD8KavYr0poFQXg7JBIJrUeMRa5vwJHff0OlzPuqoJHciIXNFhKfEc+353PvxwKwmTgRo4YNeTLrJ9Jv337271KphIU93XFzMOPrHbcIiNC8p0oikdB8gDPlqltxdnsgD27ltCyX2xhiPaw6qsxsYtb5oUzW3DTjgyQ3gM5L4PMN8PQurGkCd/aX9KreSyJgCYIgvAOiHtxnyzdfE+Jzi0+HjKTDuMno6mvf/vx1Ohd2ji+Pf4mZnhle7b2oalm1SOPTb9/OHa5Kl9ZYdyM0ni+9blDBxoiNg+thqKtDYnQ6+1f4PDsgVN8o72uR6XfjSDzwAH0XK8zavbAvK+wG7P8anJpAm1/yjBME4d1hZG5Bq2GjeRJ8j6v//KWxpppVNabWncr58PN4+nvmuiaRybBftBAdW1vCxo0nO+Z510EDXRnrBtbBVF/OcM9rPE3W/CRKJpPSdkR1bJ1MObben4h7OU/KdO2NsR5SHWViJjHr/VClfWSvy1XvAaPOgkV52NkfDk2F7MySXtV7RQQsQRCEEuZ76hjbf5iCUqmk949zqdmuc579Rm/LgQcHGH9qPOVMy+HV3osyJkV7gpZ++zaPhg4rNFzdiUxiyMarlDLVw2tYPcwM5aQlZbF/mTcqpYrO4z0wttDPMy4rMpW4bXeR2xtj2acqkv9eHUyOyvlDwKRUzjkvsre/X00QhKKp+kljqjZsyqW/tvM05IHGmt5Ve9O6XGuW3lyK91PvXNd0LCxwXLEcZWIiYRMmoFY8D0K2pvqsG1SH+DQFX3rdIEOhuQ25XE9GpzHumFrrc/B3X2LDcxpc6JUzxWqgC4roNGI2+aPK/MjamFtWgGHHoMFouLoG1reG2OCSXtV7QwQsQRCEEqLIyuTIqiUcW7MMB2dXBsxdin0V5xJbz5aALXxz7htqlqrJhrYbsDYoWsdCbcPVw5hUBqy/iqGuDluG18fWRJ+sjGwOrPAhNSGTTmPcsSxtlGecMjmL2E3+SPRlWA90Qfrfq4PZmfDnAMhIgD7bwMiqqLcuCEIJaTl0FAYmJhxZ+RvZirxPiiQSCbMazsLOyI6pZ6eSmJmY67p+tWqU/vln0q/fIGre/FzXqjuYsaSPBz5hCUz563a+nQX1jeV0Hu+BXE/GvmXeJMWk5/x7ZQus+jqTFZZMrJc/aoXm9u8fLB09aPcr9Nmesx9rTVPw1fy0UchNBCxBEIQSkPAkku3fT8H/9Aka9OhDj29nYWhqViJrUavVLLu5jHnX5tGybEtWtVqFia5JkeZ4Fq4sLAoMV5GJ6fRfdwWVWs2W4fVwtDBEma3iyBpfYsJSaDuiOnYV8v4cVFlKYrwCUKUpsB7kisxM77/Fw6Ep8PgKdF2Zc7aLIAjvDQMTU1p/OY7oRyFc3r1dY42JrgkLmy0kOj2a7y58lycomXXuhOXgwcRv2ULC3r9zXWvrasfUts7s94lg6cl7+a7DxFKfzuPcUSpU7F/uQ3pKzt4rA1drLD6vQmZwIrHb7qBWfmQhC8C5A4w6D6VcYfcw2DcOsj6iLovFIAKWIAjCW3b/2mW2fDOB5OindJs2k0a9+iOV5m3k8DZkq7KZdWkWf/j+QY/KPVjUbBF6sqKdGZUrXHl55huuYlMy6b/uConpCjyH1KOSrQlqlZqTnnd4fCeeFv2r4lQj71MztUpN/K4gFGHJWPZxRtfB+PnF6+vhpic0ngTVuxdp3YIgvBsq1q5H9Ratufr3X0TeC9RYU926OpNqT+L049NsvbM1z3Xbyf/DsEEDnsycSbqff65ro5pVoEctR5acuMd+n4h812HlYEyHr2qQHJfBgRW3Ufz/a4FGtUph3rUiGXfiiNsVhFql+UnYB828DAw+mPNde9ML/vgUnt4p6VW9s0TAEgRBeEtUSiXntm3in4W/YG5Xmv5zl1KhVt0SW0+mMpPJZyaz+95uRriNYOYnM5EVMeg9a2hRSLhKylAwaONVwuLTWT+oDm6OOU+pLuy5z71rUdTvWoFqDe01jz0eSrpvDGbty2Pg+sLrfyEX4PA0qNwGPv2uSOsWBOHd0nzgcIwtrTj8+2IUWZobKvSv1p/mZZqz6MYi/GL8cl2T6Ojg8NsiZNZWhI0bR3Zc3PNrEglzulennpMlk3f54P04Id912Fc2p80wV6JDkziy1hfl/z+xMv7EHtN2TqR7R5Pwz/18Xzf8oMnk0Gom9N8DaTGwtgXc3JzzJoGQiwhYgiAIb0FqQjx/zf6eq//8RY2W7egzaz5mtqVKbD3JWcmMOj6Kk49OMq3uNMbXGl/kxhrPwpW5eYHhKj1LyfBN17kbmczq/rWpXyEnJN069gifE49xa+5I7XblNI5NvRFF8r+PMaprh3ETh+cXEh7DnwPBwgl6rIMSegIoCMLroWdoRNtRXxMfEcaFHV4aayQSCb80+gUbAxsmn5lMclZyrus6lpY4Ll+OMi6O8AkTUWdnP59fR8bqAbWxNdVjuOd1whPS811LBQ8bmvWtyiP/OE553Xn2xMq0eRlMmjuSeuUJiUdCPs6QBVCpZc4rg2Xqwr6xsOdLyEwufNxHRAQsQRCENyzsrj+bp39NZNBd2o2eSOsvx6Kjq1ti64lJj2Ho0aF4P/Xm1ya/0t+lf5Hn0DZcZWWrGL31BtdC4/ittwctnG0BCLwcycU996lYy5bGvSprDHeZDxKJ33MPvYpmmH9W8XlNVhrs7AfKrJzN1/ols3dNEITXq1wNDzzaduTGoX08DvDVWGOmZ8b8pvOJSo1i5sWZeUKOgasrpX+aRdrVqzxdsDDXNUsjXTYMqkumQslwz+ukZmaTH9cmDtTvUp6gK1Fc3Pu8e55pWyeMGpQm5UwYyafzHpL80TCxgwF/Q4sZ4PcXrGkGkT4lvap3hghYgiAIb4harebGwb/5c9Y3yHX1+OKXhbg2a1mia3qc/JiBhwcSmhTK8pbL6VShU5Hn0DZcKVVqJv3pzb+B0cz+zI0u7jmvAIb6x3LK6y4OVS1oPcQFqTRvuMqOSSd2SwA6lvpY9auGRPb/v67Uatg/HiJvQ/c/wKZKkdcvCMK7q2nfIZjb2nF01RKy0jU3UvCw9WB8rfEcDz3OzsCdea6bde2KxYABxHl6krg/90G5lUuZsKJfLQKfJPH1Dm+UBeynqt3eCbdmDngff8St44+AnKdo5l0qYljTlqSjoaRczH9P1wdPKoNmU2HQflCkwbpWcPUP8cogImAJgiC8EZlpaRxYPJfTXuuoWLse/X5djK1ThRJdU2BcIAMPDyQpK4k/2vxBY4fGRZ4j3df3ebgqoFugWq3mu7/9OHA7kuntnelbvywAUSFJHFnrh6WDER1GuSGT5/01pEpTELMpZ5O69WBXpIYvnGl1cTn47oJPZ0DVdkVevyAI7za5vj7tRk8kMfopZ7ZsyLdukOsgGjs0Zv61+dyNu5vneqmpUzCsU4fI738gIyAg17VmVWyY2dmVE3eimH8k79j/SCQSGveuQsVaNlzcfZ/AK09y/l0qweLzKui7WJGwL5jUG1HFvNsPhFPjnFcGyzeDQ5Nzjs1ITyjpVZUoEbAEQRBes5jHoWydMYl71y7RtN8QuvxvBvpGxoUPfIOuP7nO4CODkUlkeLbzxN3GvchzpPv65nQL/C9c2WtuSgEw70gg268+4qvmFRnVrCIACVFpHFjhg6GJnE5j3dE10MkzTp2tInbLHbLjM7Aa4IKOlcHzi/dPwImZ4NIVmkwu8voFQXg/ODi7UKdTN26fOEKI9w2NNVKJlDmN52ChZ8HkM5NJVaTmui6Ry3FYshiZuTlhY8eRHR+f6/qghk4MaFCONWcf8Oe1/F/1k0oltB7iikNVc0553uGRf2zO/DIJVl84o1fJnPi/gkj3i3nFu37PGVlD3z+h9c8QeBjWNIGw6yW9qhIjApYgCMJrdOfcv2ydMYnM1BR6fj+bul16FLl5xOt26tEpRh4fibWBNZvbb6aiecUiz1GUcPX76fusPhNMv/plmdq2KgCpiZnsW+aNRAKdx3lgZJa3FbxarSb+7/tkPkjEontl9Mq/sLcqNhj+Ggo21aDr71DCP1NBEN6sRr36Y+VYlqNrlpGRkqKxxkLfgnlN5/E4+TGzLs3Ksx9Lx9oax+XLyI6JIXzSpFxNLwBmdnahSWVrvt3ry+UHsfmuRSaX0n5UDSzsjTi81o+oh0kASORSrAa4oFvGhNjtd8m4F5/vHB8FqRQajYehR0ENbGgLF5aB6uM7O0wELEEQhNcgW6HgxPpVHFqxiFLlKzFg3jLKuJT8obd77+1l4umJVLGogld7L0oba36lryBFCVdbLocy/0ggXdzt+blrdSQSCZnp2f9/cKeCTmPdMS9lqHFsytlw0q5HYdKiDEa1X+iwmJkMO/qCRApfbAO9kn0aKAjCm6ejq0v7MZNITYjn301r8q2rY1eHMR5jOPzwMHvu7clz3cDNDbuZM0m7dJmnixfn/gyZlBV9a1HOypBRW24QEpOaZ/x/9Ax06DzOHUMTOQdW+pAQlbM/TKonw3qwK3JbQ2K9AsgMSSzmHX9AHOvAqLNQtT0c/x6294bU/APsh0gELEEQhFeUFPOUnT9Ow+fYQep07k7P72djbGFZomtSq9Vs8NvADxd/oL5dfda3XY+FvkWR53kWrszMCg1X/3iH8/0/fnzqbMuiXu5IpRKUChWHV90mPiKV9iOrY1vOVPPn+MeQeOQhBm7WmLZ+oWW7SgV7R0HMPei5KactuyAIH4VSFSpRv1tvAs79y71rl/KtG1Z9GA1KN+DXq78SFB+U57p5j+5Y9P2CuPUbSDp0KNc1MwM5GwbXRQIM87xGYroi388xMtOj8zgPJBLYt9Sb1ISc87qkhnKsh1ZHZqZHzCZ/ssI1P3H7qBhYQK/N0GEhPDgNqxtByPmSXtVbIwKWIAjCKwjxucnm6ROIC39Ml0nf0qz/UGQ6efcWvU0qtYpF1xex+MZi2jm1Y2XLlRjKNT81KkiucOXlWWC4Onkniv/96UM9J0t+71cLuUyKSqXm+MYAwoMS+HRQNcq6WGkcmxWeQtyOQHQdTbDsVQXJi10Fz86HuwegzS9QoXmR70EQhPdbg+69sHWqyIk/VpKWpPnpkEwq49cmv2Kia8LkM5NJU+TtPlhq+nQMatUiYsZ3ZAQG5rpWzsqI1f1r8ygujbHbbqJQ5v9Km3kpQzqNdSc9VcH+5T5kpuUEMpmJLtbDqyPV1yFmgy+Kp5o7IH5UJBKoNwKGnwC5IXh2hjPzQaUs6ZW9cSJgCYIgFINapeLSX9vZ/etMjM0t6DdnCZXrNyzpZaFQKfj+wvd4BnjyhfMXzGs6D7lMXvjAl6T7+mkdri4/iGX01ptUK23KukF10JfLUKvVnP/zHsE3n9KwRyWq1rfTOFaZmEmMpz9SIzlWA12QyF84MPjOATj9K7j3hQZfFfkeBEF4/8l05LQbM5HM1BROrFuZ7+G+1gbWzG0yl5DEEGZfmZ3nukRXF8elS5CZmBA2dhzKhIRc1+tXsGJ2NzfO3Yth1n7/Ag8Rti1nSoeRbsQ/SeXQKl+yFTmBQcdcH+vhbiCRELPOl+y4jOLf+IektDuMPAPVP4d/Z8PmzyD5SUmv6o0SAUsQBKGI0pOT2DNvFhd3baVa4+b0/WURlvYOJb0s0rPTmfDvBPYF72OMxxi+qfcNUknRv+ZzwtVQrcLV7bAEhntep4ylIZ5D62GinxPmbhwJxfd0GB6tylCzdVmNY1WZSmI8/VFnKrEe7IrM5IXDl5/egb0jwb4WdFosmloIwkfMpqwTDXv1596Vi9y9eDbfuvql6zPSfST7gvfxz/1/8lzXsbHBcdlSFE+eED55Cmpl7icpveqUYWSzCmy5/AjPiyEFrqmMiyUtB1cj4l4CxzcEoPr/87Tk1gZYD3NDlaUier0vyqSsot/wh0jPBLqvha4r4fE1WNUI7p8s6VW9MSJgCYIgFMGT+0Fsnv41j/18aDV8NO3HTEKur1/SyyIxM5Evj33JubBzfN/ge0a5jypW98KihKt7UckM2nAVc0M5W4bVx9IoJyAFXIjgyj8PqFKvFA27V9I4Vq1SE7fjLorIVCz7OiO3M3phEfE5TS3khtB7C8hL/ucrCELJqtO5G6UrV+XU+lWkxOXfMGFUjVHUtavL7CuzeZDwIM91Aw8P7L7/jtTz54leuizP9WltnWntUoqfDgRwOvBpgWuqUteOxj0r8+BWNGe3Bz576qVb2gjroa6okrOIXu+LKi3/fV0fFYkEavaHL/8FIxvY0h1OzAJlduFj3zMiYAmCIGhBrVbjc/wwO2ZOBaDPrPm4t+5Q4i3YAaJSoxh8ZDD+sf4sbLaQXlV7FWueXOGqkIYWj+PS6L/+CjKplC3D6mNnlhOCQm7HcHprIGVcLPl0YLXc+6lekHj4IRl34jDvVAGDqi80BFEpc9qxJzzOCVdmJf9kUBCEkieVymg3ehLZCgXH1i7P9xU+mVTG3CZzMdAx4H9n/kd6dnqeGotevTDv1YvYtWtJOnL0pc+RsKS3B1XtTBm37RZBUckFrsu9ZRlqtS2L/7kIrh0MefbvemVNsRroSnZsOtEb/VFlfnghothsq8GIU1BrIJz/DTZ1yPnO/4CIgCUIglAIRWYGR1b+xol1KylT3Z0Bc5diV6lKSS8LgJDEEAYeHkhESgS/t/qdNk5tijVPnnDlkH+weZqUQf/1V8hQqNgyvB5O1jlPn548SOToH37YlDGm3ZfVkelo/hWTcjWSlHPhGH1SGuNGL33OiR8h+BR0XAhl6xfrXgRB+DBZ2jvQpO9gHt66jt+/x/OtszW0ZU7jOdxPuM+8q/M01pT6bgYG7u5EfPstGUG5Ow8a6emwflAd9HVlDPO8RmxKZoHravBZRZwb2HHtwEP8zoY/+3f9SuZY9a2GIjyZWM8A1IoPv7mD1nQNocty6L4OovxhdWO4e6jwce8JEbAEQRAKEBcRzrYZ/yPg/Gka9uxH92kzMTDR3Gr8bfOP8Wfg4YFkKDPY0G4DDUo3KNY86b5+PBo2TKtwlZCWxYD1V4lOzmTjkLo42+X8LOIiUzmw0gcjcz06jnFHV19zJ8WM+/Ek/B2MXhULzDu9dODx7V1wcRnUGQa1BxfrXgRB+LDVbNuRMq41OO31B0nR+b/C18ihEcPdhrP73m4OPcj7h7tUVxeHZcuQGhnmNL1IzN2h0N7cgHUD6/A0KZORm2+QmZ1/OJJIJDQf4Ey56lac3R7Ig1vRz64ZuFhh2asqmQ8Tid16F3UBHQo/SjV6wsizYF4WdnwBh6dDdsGB9n0gApYgCEI+7l25yNZvJ5CSEE+P6T/yyedfIJG+G1+blyMvM/ToUAx0DPBs54mrlWux5nkWrkxNCw1XqZnZDN54jYcxqawdUIdaZXPO1UqJz2D/Mm+kMimdx3tgaKqrcbziaRqxW+6gY2OAVV9nJLIXXh+M8IZ9Y6FsQ2g3t1j3IgjCh08ildJ21Neo1XB09RLUqvwDyxiPMdS0rcmsS7MITQrNc11eyhbHpUtRREQQPiVv0wv3MuYs6uXO9dB4vtnjW2BnQZlMStsR1bF1MuXYen8i7sU/u2boYYv5Z5XIuBtH3J9BqFX5z/NRsqqY08q93ki4sgrWt4G4vPvn3ifvxl8KgiAI7xBldjanN69n329zsHQow4C5S3DyqF3Sy3rmaMhRRp8Yjb2xPZs7bMbJzKlY8zwLVyYmhYarDIWSLzdf53ZYAsu+qEnjytY5//7fWTDp2XQe646ZjYHG8cpUBTGb/JHoSLEe7Ir0xSdcKdGwox8YWkMvL9DRHNAEQRAAzGxL0XzgcB753cb72MF863SkOsxvOh+5TM7kM5PJVOZ9MmJYqxZ2M74l9ew5olesyHO9Uw17Jraqwp6b4aw6E1zguuR6MjqNccfUWp+Dv/sSE/b8wGHj+qUxa+9Euk80CX/fLzCsfZR09KDD/Jy9t/EPYXVT8NtT0qsqNhGwBEEQXpASH8eun2dw48Be3Nt0pPeP8zC1ti3pZT2z8+5OppyZQnXr6mxqtwlbw+KtLVe48vIsMFxlK1WM336LC/djmf+5O+2q55xplZ2l5NCq2yQ8TaPDKDdsyppoHK/OVhG7OQBlUiZWA13QsXihK6BSAbsGQVoM9NkCxjbFuh9BED4ubp+2obxHbc5u3UR8ZHi+dXZGdsxuNJu7cXdZeG2hxhrzPn0w69Gd2FWrSTqed2/X+JaV6OJuz/wjgRzxiyxwXfrGcjqP90CuJ2P/cm+SYp432TBpVgaTFmVIvfqExEMPRcjSpFpnGHUebJ3hryGwfwIo8jYqedeJgCUIgvD/Hgf4snnaeKIe3qfD2P/RathX6MiLfkjvm6BWq1nls4pfrvxCE8cmrGm9BjM9s2LNle7nr3W4UqnUTNvty7GAKGZ2duHz2o45/65UcWy9P5HBibQa7IKjs6XG8Wq1mvjd98gKScKyZ1X0yr60f+3IdAi9AF1WgH3NYt2PIAgfH4lEQpuR49GRyzn8+2JUqvz3SDUr04xBLoPYEbiDYyHHNM5l98MP6Lu5ETltOpnBwXmuz/+8BjXLmjNxpw9+4Yl55niRiaU+nce5o1So2L/ch/SU52dhmbYph3FDe1LOhZN86sPqnPfamJeFIYeh0ddwYyP80RKiA0t6VUUiApYgCB89tVrNtX272fXzDPQMjej3yyKqNWlR0st6RqVWMefKHH73/p0uFbuwpMUSDHQ0v4pXmHQ//5xugVqEK7VazU8HAth9M4yJraowpFH5Z/9+ZkcQD31iaNKrMpXrlMp3juRTj0m79RTT1uUwdH/p6dQNT7i2DhqOy9noLAiCUATGllZ8OnQUkUF3ub5/b4G1X9f6GjdrN2ZenMnj5LzBRqqnh+OypUgMDAgbMxZlcu727PpyGWsH1MHSSJdhnteISsoo8POsHIzpMLoGyXEZHFhxm6yMnDbtEokEs04VMKxlS9LxUJLP5//07aMmk0Prn6DfX5DyBNY2B+9tJb0qrYmAJQjCRy0zLZV9i2ZzdutGKtf9hH5zFmNd1qmkl/WMQqlg2tlp7AjcwSCXQfzc6Gfk0uI9VStKuAJYcuIemy6GMKxxeca3fH5g8LUDDwk4F0GtduWo0aJMvuPTbkeTdDwUw5q2mHz6Ut2jK3Dwf1DxU2g1q1j3IwiC4NyoGZXrN+Tin1uIeRSSb51cJmdBswVIJBKmnJmCQpn38F956dI4LllMVlgYEVOn5WmgYWOix7pBdUjJyGa453XSswpuu25fyZw2w1yJDk3i6Fo/lP/fQVAilWDRowoGrlYkHnhA6vUnRb/xj0Xl1jDqAtjXgr+/gj0jITOl8HElTAQsQRA+WtGhD9nyzQQe3LxG84Ej6DRxOnqGhiW9rGfSFGmMOTmGIyFHmFR7EpPrTkYqKd7XdlHD1frzD1l68h49azvyXcdqzw5U9jsbzrWDITg3LE2DrhXyHZ/5KIm4P4PQLWeKRY/KuQ9kToqAPweAmSN8vgGksmLdkyAIgkQiodXwMegaGnF45WKU2fkf6Otg7MDPDX/GP9af3278prHGsG5dSk2bRsq//xLz+6o816uVNmVpn5r4RSQy6U9vVIV0BKzgYUPzfs48CojjlNedZx0EJTIJll84o1fZnPjd90jzjS5wno+aaWkYtA+aTYfbO3OeZj3xLelVFUgELEEQPkr+Z06y7bvJKDIz6fnDHGp37Jo7BJSw+Ix4hh0dxpUnV/ip4U8MqT6k2HO9GK7KehYerv68/pifDwTQvrodv3Z3e/ZzCb71lDPbAynnZkWLflXz/Xllx2cQ6xWAzFQXqwHVkLx44LAiI6djYFYqfLEdDCyKfV+CIAgAhqZmtB4xhqchwVzZu7PA2pblWtLXuS9b7mzh30f/aqyx6N8Ps65diVmxguRTp/Jcb+VSihkdqnHY7wm/HQ/SMENuLo3tqd+lPEFXori49/n+LomOFKsBLuiWNSVuRyAZgXGFzvXRksqgxTc5QSszOWdf1rX18I42ChEBSxCEj0p2VhbH167gyO+LKV25KgPmLsXRuXhnSL0pkSmRDDw8kHsJ91jSfAndKncr9lzp/s8bWpT19ETXseBwddg3kum7b9OksjVL+nigI8v5NREeFM/x9QGUcjKl7YjqSGWaf32oMrKJ2eSPOluF9WBXZMYvtFxXq+HARIi4Cd3WgG21Yt+XIAjCiyrXa0i1Ji24svdPoh7cL7D2f3X+RzXLanx34TsiUiLyXJdIJNjN+hF9Fxcipk4j88HDPDXDGpenT90yrPj3PntvhRW6vtrtnXBr5oD38UfcOv7o2b9LdWVYD3ZFbmtI7JY7ZD4suIHGR69805wug06N4eAk2DUYMt69n5kIWIIgfDQSn0axY+ZUbp88Qr2un/P5jJ8xMn+3nqAEJwTT/3B/YtNjWd1qNS3KFr/ZRrq/P4+GDkNmbKxVuDobFM34HbeoWdaCNQNqo6eT8+pebHgKh1b5YmqtT6cx7sh1Nb/Sp1aqidt+l+zoNKz6VUNu+9LrlldWg882aP4NVOtU7PsSBEHQ5NPBIzE0NePwyt/IzsrKt05XpsvCZgtRqpVMOTsFhSrvfiypvj6OK5YjkcsJGzsWZUrufT8SiYSfulanQQVLpv3ly43Qgp8+SSQSGveuQsVaNlzcfZ/AK8/3XUkNdLAeVh2ZuR4xm/zJCn/39xiVKGObnOYXrX6EO/thdRMIv1HSq8pFBCxBED4KD25dY8v0r0l4EknXKd/TpO9gpLJ3a++P91NvBh4eiEqtYmO7jdSxq1PsuYoarm6ExjFy8w0q2hizYVBdDHVzDgJOik1n/zJv5LpSOo/3QN84/wYbiQcfkBEYj3nXSuhXfim4PjgNR2eAcydoOrXY9yUIgpAffWNj2oz6mtiwR1zctbXA2rKmZfmx4Y/cjr7N8lvLNdbI7e1xWLyYrNBQIqZPz9P0QldHyur+tbE31+dLrxs8jksr8DOlUgmth7jiUNWcU553CPWPfXZNZqyL9XA3pAY6xGzwRfG04Lk+elIpNJ6Y085drYL1beHSynfmlUERsARB+KCpVEou/LmFvXNnYWJtQ/9fl1CpTv2SXlYe58LO8eXxLzHTM8OrvRdVLasWe65n4crISKtwFRCRxOCN1yhlqsfmYfUxM8wJUekpWexf5kO2QkXn8R6YWOrnO0fKxQhSLkZg3NgB4/qlc1+MD8l5jcO6CnRbnfOLURAE4Q0o71GbGi3bcW3/HsID7xRY286pHb2q9GKj30bOhp3VWGPUoD6lpk4h5cRJYteuzXPd3FCX9YProlCqGOZ5jeSMvE/DXiSTS2k/qgaWDkYcWetH1MOkZ9d0zPSwGe4GUgnR63zJjiu4FbwAlK0PI89C5TZw9FvY3gfSSn4vm/gtJwjCBystKZE9v/7I5d07cG3eii9+WYi5XenCB75lBx4cYPyp8ZQzLYdXey/KmOTf+rwwucKVl1eh4ephTCoDN1zBWE+HLcPrY2OiB4AiU8nBlbdJjs2gw1c1sHIwzv8zA+NI2B+MfjVLzDqUz30xKzWnqYVaBX22gp5Jse9NEARBG80GDMXU2pYjv/+GIqPgkDKl7hSqWFRhxvkZPEnV3C7dYuBATDt3JnrpMlLOnMlzvaKNMav61yY4OpXx22+hLKSzoJ6BDp3GumNoIufASh/in6Q+u6ZjbYDNMDfIVhG9zhdlUqYWd/yRM7TM+f3Sfj4En4LVjSH0UokuSQQsQRA+SBFBd9k8/WvC7vjRZuR42n01AbmuXkkvK48tAVv45tw31CxVkw1tN2BtYF3suYoariIS0um/7goqNWweVh9Hi5w9U0qliqN/+PE0JIk2w12xr2ye7xyKJ6nEbbuL3M4Iyz7OSKQvdBZUq+Hv0fA0AD7fCFYVi31vgiAI2tI1MKTd6AkkPInk7LZNBdbq6+izsNlCMpWZTDs7jWxV3jbvEomE0j/NQs/ZmfDJU8gKDc1T06iSNT91deXfwGhmHyz4yRmAkZkencd5IJHA/mU+pCY8D1JyOyOsh1RHlaIgep0fytSCn4oJgEQC9UfCsGMg04VNHeHsQnjptc63RQQsQRA+KGq1mltH9rPzx+nIZDK++GkBbp+2Kell5aFWq1l2cxnzrs2jZdmWrGq1ChPd4j/dKWq4ik3JpP/6KySlK/AaWo9KtsbP1nV6811C/WJp1rcqFTxs8p1DmZxFzCZ/JLoyrAa7ItV7aU/buUUQ8HfOQcKVWhb73gRBEIqqjIsbtTp0xfvoAUJ9vQusLW9Wnu8bfM/NpzdZ5ZP37CsAqYEBjsuXI5FKCRs7FlVqap6afvXLMaSRExsuPGTrlbwh7GXmpQzpNNad9FQF+5f7kJn2PEjpljHBapAL2XEZxGzwQ5WR//lewgvsa+a8Muj6GZz6GbZ0g+Sot74MEbAEQfhgZGWkc3DZAk5tXIOTe036/7qUUhUqlfSy8shWZTPr0iz+8P2DHpV7sKjZIvRkxX+6VtRwlZShYOCGq4THp7N+cF2qO5g9u3b57wfcvfyEup3K49ok/3nUCiWxXgGoUhVYD3JBx+yl9QcdhVO/gFsvaDiu2PcmCIJQXI2/GIhFaQeOrl5KZlrBTSM6V+xMt0rd+OP2H1yK0Px6ma6jAw6LfyMz+AER385AraGhwncdXWhR1YYf/vHnwv2YQtdoW86UDiPdiH+SyqFVvmQrlM+u6Vc0x6p/NRSRqcR4+qPKUhYwk/CMvin0WA+dl8GjyzmvDAZrPvPsTREBSxCED0Js+GO2fjuJoEvnadxnIJ9N+R594/z3DZWUTGUmk89MZve93YxwG8HMT2Yikxa/m2FRw1V6lpLhm64T+CSZ1f1rU6+85bNrPqcec/NoKK5N7Knb0SnfOdQqNXG7gsgKS8ayd1V0HV968hYdBLuHQ+ka0GVZzqsbgiAIb5lcV492oyeSEhvLaa91hdZPrzedCmYVmH5uOtFp0RprjBo2xPZ//yP56FFi1+WdUyaVsOyLmlSyMearLTcIji685XoZF0taDq5GxL0Ejm8IQPXCHi4DZ0sse1clKySJuK13UGeXzCtv7x2JBGoPghGncg6039wNTv4MyrfzJFAELEEQ3nuBl86x9dtJpCcn0WPGT9Tv1gvJO9ipLjkrmVHHR3Hy0Umm1Z3G+FrjkbxC+ChquMrKVvHV1htcC41jcW8PWjjbPrt273oU53fdo4KHDU2/qFrgupJOhJJ+Owazdk4YVH9pz1hGIuzom/MOfO+tIDco9v0JgiC8KvsqztTt2gO/f4/x4Oa1AmsN5YYsbLaQNEUa35z7BqVK8xMjy6FDMO3QnujfFpNy7nye6yb6ctYNqoNcJmW453US0vI/k+s/Vera0bhnZR7ciubs9sBcT8cM3W0w71aJjMB44nYGoi6kiYbwglKu8OW/4NEPzi0Ez06QGP7GP/bd+wtEEARBS8psBf9uWsuBJfOwLluOAXOXUs7No6SXpVFMegxDjw7F+6k3vzb5lf4u/V9pvoyAgCKFK6VKzaQ/vTkdGM2cbm50drd/du3x3ThObAygdEUzWg9zQSrNP1yl3owi+dRjDOuUwripY+6LKiXsHgHxD6H3ZjAvfjdEQRCE1+WTz/tiXdaJY2uWkZ6cVGBtJYtKfFv/W648ucJa37xt2eH/m1788gt6lSsTPnkyWY8f56kpY2nImgG1CY9P56stN8nS4smTe8sy1GpbFv9zEVw7GJLrmnG90ph1KE+6bwzxe+5pfD1RyIeuEXy2ErqthcjbOa8MBh19ox8pApYgCO+l5LgY/pz1LTcP76NW+y70nvkrJlbF78D3Jj1OfszAwwMJTQplecvldKrQ6ZXmywgIIHTIUK3DlVqt5ru/fTlwO5Jv2jvzRb2yz65FP0rm8GpfzEsZ0nF0DXTk+b+umBmSSPzue+hVMMPis0p5n3L9OxvuHYX286Bcw1e6R0EQhNdFRy6n/ZictxxObVxTaP1nlT6jU4VOrPZZzbUnmp96SQ0NcVyRc0Bx2NhxqDTs8arjZMm8z9249CCWH/7x0yoUNfisIs4N7Lh24CF+Z3M/aTFp6ojJp2VIux5F4sGHImQVlXtvGHkGTB1gWy84OgOyC3+6WBwiYAmC8N4J9fVm87SviQ59SMevp9Ji8JfIdOQlvSyNAuMCGXh4IElZSfzR5g8aOzR+pfn+C1dSI0Otw9Xcw3fZfvUxo5tXZGSz563SE6PT2b/CBz1DHTqP80DPMP+fYXZsOrFeAehY6GPVvxoSnZd+ffjvzekaWGsQ1Bn2SvcoCILwutk6VeCTHl9w98IZAi/lfa3vRRKJhO8bfE9Zk7JMOzuN2PRYjXW6ZcvisHAhmUFBRH73vcbA062mI2NbVGLHtcesP/+w0HVKJBKaD3CmXHUrzm4PJPjW01zXTVuXw7ihPSnnw0k++ajQ+YSXWFeG4Seg7nC4tAI2tIX4kNf+MSJgCYLw3lCrVFzZ+ye7Z/+AgYkp/eYsxrlh05JeVr6uP7nO4CODkUlkeLbzxN3G/ZXmezFcldMiXAH8fjqYNWcf0L9BWaa0rfrs39OSsti/zBuVUkWX8R4YW+TfxVCVnk3MJn+AnHbsLwexJ745512VqQ8dFoqmFoIgvJPqfdYTu4qVObH+d1IT4gus/W8/VmJmIt+e/xaVWvMrfsZNGmMzcSJJhw4Rt3GTxppJravQwc2O2YfucPJO4S3DZTIpbUdUx9bJlOPrAwgPer5WiUSCWacKGNYuRdKJRySfe/P7iT44cn3ouAh6eUFsMKx+/X9HiIAlCMJ7ISMlhb8X/Mz5HV5U+aQx/eb8hpXju7vH59SjU4w8PhJrA2s2t99MRfNXO2Q3b7hyLHTM5suhLDgaSFcPe37qUv3ZK31ZGdkcWJFzsGWnMe5Y2BnlO4daqSJ26x2y4zKw6l8NufVLTStSY3OaWuibQ6/NoKP7KrcpCILwxkhlMtqNnoQiI53jf6ws9BW7qpZVmVZvGhcjLrLBb0O+dVYjhmPSti1PFy4k9eLFvJ8rlbCopwfV7c0Yv/0WdyIL3gcGINeT0WmMO6bW+hxa5UtM2PNuhBKpBIselTFwsybx4ANSrz0pdD5BA5euMOos2FV/7VOLgCUIwjsv6mEwW775mhCfW7QYPJKO46egq//udqfbe28vE09PpIpFFbzae1HauPQrzZcREMCjIoarf7zD+eEfP1o627Kwp/uzxhXKbBVH1uT8sm77ZXXsKpjlO4darSbhn2Ay7ydg0b0yehXMcxcos+GvwTmHOPbZAialXuEuBUEQ3jwrxzI07j2A4OuXuXOu8LORelbpSTundqy4tYKbUTc11kgkEuznzEavYgXCJ/2PrLC8T5UMdGX8MbAOxvo6DPe8TnRyZqGfrW8sp/N4D+R6MvYv9yYpJv35Z0olWPauil4VC+L33CPttua28kIhLJxgyKHXPq0IWIIgvNN8Tx1j+/eTUSqV9P5xLrXad36l1uZvklqtZoPfBn64+AP17eqzvu16LPQtXmnO/8KVpAjh6kRAFJP+9KGekyUr+9VCLsv5qler1Jz0vMPjO/G06F8VJ7eCm4KknA8n9eoTTJqXwai2hvB07Dt4eBY6LwWH2sW6P0EQhLetVseuODi7cGrjGpJjCz4MWCKRMPOTmdgb2zP17FQSMhI01kmNjHBcvhy1UknYuHGo0tPz1NiZ6bN+UF3iUrP4cvN1MhSFHxxsYqlP53HuKBUq9i/3IT35eVMGiY4Uq/7V0C1nStyOQNLvxhU6n/B2iIAlCMI7Sa1Wc2TVEo6tWYaDsysD5i7FvopzSS8rXyq1ikXXF7H4xmLaObVjZcuVGMoNX2nO4oSrS8GxjN52E1d7U9YNqoP+C10BL+y5z71rUTT4rALVGtoXMAuk+8eSeOghBm7WmLYpl7fAextcWQUNRoPHF0W+N0EQhJIilcpo99VElMpsjq5eWuirgsa6xixstpC4jDi+u/BdvvW6Tk7YL5hP5t27RP4wU2NddQczFvd259ajBKb+dVurToBWDsZ0GF2D5LgMDqy8TVbG88NypboyrAe7Ii9tROyWO2Q+SCh0PuHNEwFLEIR3jlqtJi4iDP/TJ2jQvTc9vp2FoWn+r7KVNIVKwfcXvsczwJMvnL9gXtN5yGWv1tUwV7jy9NQqXPk8TmC45zXKWRqyaUg9TPSfr+HWsUf4nHiMWwtHarXVEJhekBWeQtyOu8gdjLHoWQXJy+dihd2A/ROgfDNo/XNxbk8QBKFEmduVpln/YYTevsXtE0cKrXexcuF/df7HmbAzeAV45Vtn0rw5NuPHkbR/P/GbN2usaVe9NFPaVmWfTwTLT93Xar32lcxpM8yV6NAkjq71Q6l83nRDqq+D9dDq6FjqEeMZQFZYslZzCm+OCFiCILxT7l44w+8j+qFSKOg2bSaNeg9AKs3/bKaSlp6dzoR/J7AveB9jPMbwTb1vkEpe7as1486d3OGqTOHNPO5FJTNo41UsjHTZPKw+lkbPm00EXo7k4p77VKptS5OelQt8xVKZmEmspz9SQznWA12R6r70s09+Ajv7gYkd9NwEMp3i3qYgCEKJcm/dnnI1anJm83oSogpvFNHXuS8ty7ZkyY0l3I6+nW+d1ciRGLdqSdS8+aReuaqxZnTzinSv5cBvx4M4cDtCq/VW8LCheT9nHgXEccrrDmrV86dfMiM5NsPckBrJidnghyIqVas5hTdDBCxBEN4JWelpHF75GweXLcCitD1WjmWpUKtuSS+rQImZiYw8PpJzYef4vsH3jHIf9cr7wzLu3OHR4CFFCleP49Lov/4KcpmUrcPrY2em/+xaqH8sp7zu4lDVglaDXfI+jXqBKktJjFcAqgwlVoNckJm+1BEwOxN2DoCMROizDQwti32fgiAIJU0ikdBm5HgkUilHfl+MWqW5FfuL9bMazqKUUSmmnJlCYmai5jqpFPu5c9EtV47wiRNRROQNUBKJhF+7u1GnnAX/+9MH78cJWq3ZpbE99buUJ+hKFBf3Bue6JjPTw2ZYdZBJiV7nR3Zs3n1gwtshApYgCCUu8l4gXtPGc+fcaT75/Av6/DgPqc67/WTkadpTBh8ZjF+MHwubLaRX1V6vPGdxwtXTpAz6rbtChkLF5mH1KGf1vOV6VEgSR9b6YelgRIdRbsjk+X/lq1Vq4nYEoohIwbKvM7r2xi8VqOHQZAi7Cp+teiNtbQVBEN42U2sbPh0ykvC7/tw8vK/QejM9M+Y3nc/TtKfMvKh5nxWAzNgYxxUrUGdmEjZuPKqMjDw1ejoy1gyoja2pHiO8rhORoF0gqt3eCbdmDngff8St47kPG9axMsBmeHVQqohe54sysfBuhcLrJwKWIAglRqVScnnPTrb/MAW1SkWvH3+lYc9+SGXv7iuBACGJIQw4NICIlAh+b/U7bZzavPKcz8KVofbhKiEtiwHrrxKTksmmIXVxtjN9fi0qjQMrfDA0kdNprDu6BgUH1sSjIWQExGLWsQIGzhqeTF1bBze9oMlkcP2sqLcnCILwznJp+ikVatfj3HZPYsMfF1pfw6YGE2pP4OSjk2y7uy3fOr0K5bFfMJ8Mf3+e/DhLYxizMtZj/aC6ZGQpGe55ndTMbA0z5SaRSGjcuwoVa9lycfd9Aq/kfr1RXsoI66HVUaVl54SslKx8ZhLeFBGwBEEoEUkxT9n10wwu7NxM1U+aMGDeMhydXUt6WYXyj/Vn0JFBZCgz2NBuAw1KN3jlOXOFKy/twlVqZjaDN17jYUwqfwysQ82yz9vBpyZmsm+ZNxIJdB7ngZGZXsFzXXtCypkwjBqUxriRhu6CIRfgyHSo0g5azCjy/QmCILzLJBIJbb4ch1xPnyO/L0alLLx9+kCXgTRzbMai64vwj/XPt87k00+xHjOGxL//Jn6b5jBWpZQJy/vW5O6TJCbs9EalKryzoFQqofUQFxyqmnPK8w6h/rG5rus6mmA9yJXs+ExiNvihyig8uAmvjwhYgiC8dYGXzuE1dRxRD4NpP2YSHcZNRt/IuPCBJexK5BWGHhmKvkwfz3aeuFq9eiAsTrjKUCj5cvN1fMMTWd63Jo0qPT/PKjM9O+eslBQFnca6Y16q4FbxGcEJxO+9j15lc8w7V8y7hyzhMfw5ECzKQ/e1IBW/NgRB+PAYmVvQavhontwP4tq+3YXWSyQSfmn0C5b6lkw5M4WUrJR8a63HjMa4eXOifp1L2vXrGmuaV7Xlh04uHA+IYt7Ru1qtWSaX0n5UDSwdjDiyxpeoh0m5rutVMMNqQDUUUWnEbPJHlVV4cBReD/GbUhCEtyYrI50jq5ZwYMk8LEs7MnDeMlyafvrOHhz8omMhx/jqxFfYG9uzucNmnMycXnnOjLt3ixyuspUqxm+/xYX7sczvUYO2rnbPrymUHF51m/iIVNqPrI5tOdMCZgJFdBqxm++gY22AVb9qSGQv/XfISoMdfUGZBV9sB/13t1W+IAjCq6r6SROqftKEi7u28TTkQaH15vrmLGi2gIiUCH689GO++7EkUin2C+aj6+hI2NcTUDzR3LFwUEMn+jcoy5ozD9h1vfBXFQH0DHToNNYdQ1NdDqz0If5J7u6BBlUtsexdlazQJGK33EGdXXAjD+H1EAFLEIS34sn9IDZPG0/AmVM06N6b3rPmYW5XuqSXpZU/A/9k8pnJVLeuzqZ2m7A1tH3lOTPu3uXRoMFFClcqlZqpu29zLCCKHzu70KO2Y65rJzYGEB6UwKeDqlHWxarAuZSpCmI2+SORSbAe7IpU/6U9Wmo17BsHT3yhx3qwrlys+xQEQXiftBz2FfrGxhxZ+RvKbEWh9TVtazK25liOhhxlV9CufOtkJiY4rliOOj2dsPFfo8rKuy9KIpEws7MrjStZ8+1eX648iNUwU15GZnp0Hu+BRAL7l/mQmpC7sYVhDRssulcmMyieuB13USsLfwVReDUiYAmC8EapVEqu7P2T7T9MQZmdTa+Zc2jUewCyd7xLIOQceLzaZzU/X/6ZJo5NWNN6DWZ6r/4UpzjhSq1W89OBAPbcDGdS6yoMblQ+17XzO4MIvhlNwx6VqFrfroCZQJ2tInZLAMrETKwGuqBjqZ+36MJS8PsLWn4PVV69iYcgCML7wMDElDYjxxH9KIRLf+3QaszQ6kNpZN+IeVfnERgXmG+dXqVKlJ77Kxm3b/Pkp580PvGSy6Ss7FeLMpaGjNpyg9BY7c6zMrc1pNNYdzJSFexf7k1mWu5waFTXDrNOFUj3iyV+z71cZ2gJr58IWIIgvDFJMdHs+nkG53d4UaleQwbOX45jtfejvbdKreLXq7+y0nslXSp2YUmLJRjoGLzyvLnClecmrcIVwOIT99h0MYThjcsz7tNKua7dOByK75lwPFqXpWbrsgXOo1arid9zj6yHSVh+XgU9Ta8R3jsBJ34E127QeJK2tyYIgvBBqFi7Pq7NW3H1711E3ss/MP1HKpEyu/FszPTMmHxmMmmKtHxrTdu0wWrUSBL/2k3Czj811pgZyNkwqC5qYOimaySmF/4kDcC2nCntR7oR/ySNQ6t8yVbk3nNl0tgB01ZlSbsRReKBB/m+0ii8OhGwBEF4I4Iun2fz1HFEBd+n7VcT6PT11PeikQWAQqlg+tnpbL+7nUEug/i50c/IpfJXnjdPuCpbcBj6z7pzD1h28h696jgyo2O1XHvWAi5EcGXfA6rUL0XDbhULnSv5dBhpN59i2qoshh4aXnWMDYa/hkKp6tB1JbwH++MEQRBetxaDRmBsacXh3xejyCr8LCkrAyvmNZ3Ho+RH/Hz55wLDi824cRg1bcKT2bNJu3lLY42TtRGr+9fmUVwaY7fdJFup3d6pMi6WtBxcjYh7CRzfEJCnI6FJy7IYN3Yg5WIEScdDtZpTKDoRsARBeK2yMtI5unoZ+xfPxdyuNAPmL6N681bvRSMLgDRFGmNPjeVwyGEm1Z7E5LqTkUpe/asyV0OLIoSrP6895peDd+jgZsev3Wvk+jk+vB3D6S13KetiyacDqyGRFvwzTvONJuloCAYeNpi01PD5GUmw/QuQyqDPVtA1ylsjCILwEdAzNKLtqK+Jjwjjwo7NWo2pa1eXUe6jOPDgAH/f/zvfOolMhsOCBchLlybs6/Eoop5qrGtQwYrZn7lx7l4MPx0I0HrtVera0bhnZR7ciubs9sBcYU8ikWDWsTyGdUqRfOoxyWfDtJ5X0J4IWIIgvDZPgu+xZfrX+J0+Tv1uvejz0wIs7DScq/SOis+IZ/ix4VyOvMxPDX9iSPUhr2XeZ+HKwKBI4eqQbyTT99ymSWVrFvf2QPZCgIoMTuToH37YlDWh7ZfVkckK/jrPepxM3M4gdMuZYtmjSt7Aq1LB3pEQex96eYJFuSLfpyAIwoekXA0P3Nt05MahfwgL8NNqzJduX1Lfrj5zrszhfvz9fOtkZmY4rliOKjWN8K+/Rq2h6QVAr7pl+LJpBbwuheJ5MUTrtbu3LEOttmXxPxfBtYO5x0kkEiy6V8aghjWJhx6SciVS63kF7YiAJQjCK1OrVFz95y+2fz8ZRVYWvX6YQ+M+A9+LRhb/iUyJZODhgQTFB7Gk+RK6Ve72WuZ9Fq709YsUrs4ERfP1jlvULGvBmgG10dORPbsWF5HKwZU+GFvo0WmsO7ovdwB8SXZCBjGe/shM5FgNqIZEruGr/8xcCDwEbedA+aZFukdBEIQPVdN+gzG3tePIqsVkZaQXWi+TypjbdC6GcsNC92PpV6mC/ZzZpHt782TOnHzrprVzplW1Usza78+ZoGit197gs4o4N7Dj2oGH+J0Nz3VNIpVg2asq+lUtSPj7Pmnemp+iCcUjApYgCK8kOS6Gv2Z/x7ltm6hUpwED5y+njItbSS+rSIITghlweACx6bGsbrWaFmVbvJZ5c4UrL0+tw9X1kDhGbr5OJVsTNgyui6Hu8wCVEp/B/uXeyHSkdBnvgYGJboFzqTKzid3kj1qhwnqwKzJjDfUB++DMPPDoB/VHFukeBUEQPmS6+ga0HT2BxOinnN2yQasx1gbWzG0ylweJD5h7dW6Btabt2mE1YjgJO3YSv0tzm3eZVMLSPh5UtTNl7Nab3ItK1modEomE5gOcKedmxdntgQTfyh2iJDpSrPpXQ9fJjLg/g0i/o11beKFwImAJglBs965exGvKOCLvBdFm1Hg6TZyOgbFJSS+rSHyifRh0ZBBKtZKN7TZSx67Oa5m3uOHKPyKRIZuuUdrMAK+h9TAzeN5cI6f9rg+Z6dl0GueOqXXBXQ3VKjVx2wNRPE3Dql815KU07KmKCoC9o8ChNnT8TTS1EARBeImjsyt1OnXD5/hhQrxvaDXmE/tPGFFjBHvv72V/8P4Ca20mTMCoUSOifvqZdB8fjTVGejqsG1QHPbmMYZ7XiUvV/Erhy2QyKW1HVMfWyZTj6wMID4rPdV0il2E9yAW5vRGxW++QEZyg1bxCwUTAEgShyBQZGRxbu5x9i+ZgZmvHgHlLcWvR5r1pZPGf8+HnGXFsBKa6pni196KqZdXXMm9GYGCxwtWD6BQGbbiKsZ4OW4bXx8ZE79m17Cwlh1bdJuFpGh2+qoFNmcKDbOLBB2TcjcO8S0X0q1jkLUiLgx1fgJ4x9N4Kcg3nYQmCIAg06tUfS4cyHF2zjIzUFK3GfOX+FbVsa/Hz5Z95kPgg3zqJTIbDooXolCpF2PivyY7W/Bqgg7kBfwyszZOkDEZtvkFmtlJj3cvkujI6jXHH1FqfQ7/fJiYs9/ql+jpYD6mOjpUBsZ4BZD5K0mpeIX8iYAmCUCRRD+6z+ZsJ+J46Rr2un/PFz/OxKO1Q0ssqsoMPDjLu5DjKmZbDq70XZUy0O4+qMBmBgTmt2IsYriIS0um/7gpqNWweVh8H8+dPp1RKFcfW+xMZnEjrIa44VtUQll6ScjmClAsRGDeyx7iBhkYjyuycduxJEdB7C5iW1voeBUEQPjY6urq0HzOJ1IR4/t20VrsxUh3mN52PnkyPKWemkJGdkW+tzNwcxxXLUSYmEjZhYr5NL2qWtWBhT3euhsTx7R4/rc+y0jeW03m8B3J9HfYv9yYpJvd+MpmRHJthbkiN5cRs9EfxRLsDjgXNRMASBEErapWKa/v3sO27ySgy0un53Wya9B2MTOfVz4d627be2cr0c9OpWaomG9puwNrA+rXMW9xwFZOSSf/1V0jOyMZzaD0q2T4/L0ytVnNmexAPfWJo0qsKlWprOLvq5XUExZOwLxh9Z0vMOlbQXHRiJjz4FzougjL1tFqnIAjCx8yuYmXqd+tFwNlT3L92WasxpYxKMafxHILig5h/bX6BtfrOzpT+5RfSb9wgal7+tV3c7ZnQqjK7b4ax+kz+T8ZeZmKpT+fx7igVKvYv9yE9OXeIk5nqYjPcDalcSvQ6X7JjCm/qIWgmApYgCIVKiYvlrzk/cHbLBirWrsfA+cspW71GSS+ryNRqNctuLmPu1bm0LNuSVa1WYaL7evaM5QpXRegWmJShYNCGq0QkpLN+cF2qO5jlun71wEMCzkdQu105arRwLHQ+RVQqsVvvILc1wvKLqprPxrr9J1xaAXVHQK2BWq1TEARBgAbde2PjVIHjf6wgLSlRqzFNHJswpPoQdgXt4sjDIwXWmnXqiOWQIcRv3UrCnr351n3dsjKd3e2Zf/QuR/2faL1+K3tjOoyuQXJcBgdW+JCVkZ3ruo6lPtbD3UCtzglZCYUfsizkJQKWIAgFun/tMp5TxxERdIfWX46j86RvMDAxLellFZlSpWTWpVn84fsHPSr3YFGzRejJ9AofqIU84aqcdmdIpWcpGbbpGoFPklnVvzb1ylvmuu53NpzrB0Oo1rA09bvm8yTqBcqULGI2+SPRlWI12BWpnob27RG3YN84KNcY2v2q1ToFQRCEHDIdOe3HTCIjJYWT637X+hW9cTXH4W7jzo+XfuRR0qMCa23/NwnDBg148uOPpPtqPn9LIpGw4PMauDuaM2GHN37h2oU9APtK5rQd7kr0o2SOrvVDqVTlui63NcR6qBuq9Gxi1vuiTNGuoYbwnAhYgiBopMjM4MS6lfyz8BdMrW0YMHcpNVq2fe8aWQBkKjOZfGYyu+/tZoTbCGZ+MhOZVFb4QC3kamhRhHCVla1i1JYbXA+NZ0kfD1pUzf3qX/Ctp5zZHoiTmxXN+1Ut9OeuVqiI9QpAlaLAeqArOuYawmPKU9jRD4xscg4Tlr1/r3cKgiCUNJuyTjTs1Y+gKxcIvHhWqzFyqZwFTRcgk8iYfGYyWcr8Q4tERweHxb+hY21N2PjxZMdqbp+uL5exdmBtLAzlDPe8TlRS/nu8Xlbe3Ybm/Zx5FBDHKa87qFW5g6KugzHWQ1xRJmQSs94PVXp2PjMJmoiAJQhCHk9DHrDlm4n4HD9Mnc7d6fvLQiztC3897V2UkpXCVye+4sSjE0yrO43xtca/tpD4LFzp6hYpXClVaib+6c2ZoGjmdHOjU43cTSjCg+I5vj4Au/KmtBlRHams4K9qtVpN3F9BZD1KxqJXFXQ1dRjMzoI/B+Z0DuyzFYxez74zQRCEj1Hdzt0pXbkqJ9evIiU+TqsxpY1L80ujX7gTd4dF1xcVWKtjYYHD8mUo4+IInzARtUKhsc7WRJ91g+qSlKFghNd10rO06ywI4NLYnvpdKhB0JYqLe4PzXNdzMsNqgAuKp2nEbPJHVYS5P3YiYAmC8IxapeL6gb1smzGJrLRUPv/uF5r1H/peNrIAiEmPYejRodyKusWvTX6lv0v/1zZ3rnDl5al1uFKr1czY68vB25F828GZL+rl3qsVG57CoVW+mFrr03G0O3Ldwp+0JZ14RLpPNKbtnDB0s9FcdGQaPLoEXVdAaXet1ioIgiBoJpXJaDd6EtkKBcfXLtf6VcEWZVvQv1p/tt3dxonQEwXWGri6UvqnWaRdu0bUggX51rnYm7K0T018wxOZvMsHlUq7tQDUbl8Ot2YOeB9/xK1jeV9d1K9igWUfZ7IeJRG7OQB1tkrDLMLLRMASBAGAlPg4dv86kzOb11O+Zh0GLlhBOTePkl5WsT1OfszAwwMJSQphecvldKrQ6bXN/Srh6tfDd9lx7TFjWlTky6YVc11Pik1n/zJv5HoyOo/3QN+48GCb5v2U5JOPMKxdCpNm+TxlvL4Rrm+ARl+D2+darVUQBEEomKW9A036DuLBzWv4nT6u9bhJtSdR3ao6P1z4gbDksAJrzbp2xWLgAOK9NpP4zz/51rV2KcU37Z056BvJkhNBWq9FIpHQuHcVKtay5eKe+wRejsxTY+hmjcXnVci8l0Ds9ruoldoHuI+VCFiCIBB84wpeU8YSfjeAVsPH0OV/M97LRhb/CYwLZODhgSRlJfFHmz9o7ND4tc2dERhUrHAF8PvpYNaefcCABuWY3Cb3ocbpKVnsX+ZDtkJF53HumFgWfuhvZmgScbuC0C1vhkW3SppffXx0GQ5NgUqtoOVMrdcqCIIgFK5m206UcXHjtOcfJEU/1WqMXCZnQbOcJ1JTz05FodT8+t9/Sk2ZgmHdukT+MJN0f/9860Y0qUCvOo4sO3Wfv2+Fa30PUqmE1kNccKhqwSmvu4T6593zZVS7FOadK5DhH0v8X0F59mwJuYmAJQgfMUVWJifWr+Lv+T9jbGVN/1+X4N66/XvZyOI/N6JuMOTIEGQSGZ7tPHG3eX2vw+WEq8HFClebL4Ww4Gggn3nYM6uLa66fsSJTycGVt0mOzaDDVzWwcjAuYKYc2bHpxHoFoGOhj1X/akh0NHydJ4bDzgFgXgZ6rIPX1NhDEARByCGRSmn71QTUaji6eglqlXav0DmaODKr0Sx8Y3xZenNpwZ8hl+OwZDEyCwvCxo0jOz5ec51Ewi+fuVG/vCVTd9/mRqjmOk1kcikdRrlh6WDEkTW+PHmYtyuhcSMHTFuXI+3WUxL2B2v9WuTHSAQsQfhIRYc+ZOs3E/E5dpDanbrR95dFWDmWKellvZJ/H/3LyOMjsTKwYnP7zVQ0r1j4IC29Srj6+1Y43//jT6tqtizo6Y70hbOplEoVR//w42lIEm2Gu2Jf2bzQ+VTp2cR4+qNWqbEa5ILMSMOrhIp02NkPFGnQZzsYWGi9XkEQBEF7ZralaD5wGI/8buN9/JDW41qXa02fqn3wDPDkzOMzBdbqWFnhuHwZyphYwidOQp2tuaufro6U1f1rU9pMn5GbrxMWn6b1enQNdOg01h1DU10OrrhN/JPUPDUmn5bBuKkDqZciSToWqvXcHxsRsAThI6NWqbhx8B+2fjuRjJRkesz4meYDhqEjfz8bWfxn7729TDw9kcrmlfFq70Vp49Kvbe5c4aoI3QIBTgRE8b9dPjSoYMmKvrWQv9ARUK1Wc3rzXUL9YmnWtyoVPPJpUPECtVJF7LY7ZMdkYNW/GnIbQw1Fatg/IefMq+5rwdZZ6/UKgiAIRef2aVucPGpzdutG4iO1fz1vct3JOFs6M+PCDJ6kFnxgsIGbG3Y//kja5cs8XfRbvnUWRrqsH1SXzGwVwzZdJyVT+xbrRmZ6dB7vgUQK+5f5kPrSQcMSiQSz9uUxqmdH8r+PST7zWOu5PyYiYAnCRyQ1IZ4982Zx2usPyrnXYuCCFTjVqFnSy3plG/w28MPFH6hnV4/1bddjof/6ntbkCVdOTlqPvRgcw+htN6lub8q6QXXRl+d+Re/y38HcvfyEup3K49rEodD51Go1CfuCybyXgEW3SuhXNNdcePl3uL0Dmn8Lzh21Xq8gCIJQPBKJhDYjxyHT0eHI70tQqbRraa4n02Nhs4UolAqmnJmCQlXwfizz7t2w6NuXuI0bSTxwMN+6SrbGrOpXm/vRKYzffgtlEfZMmdsa0mmsOxmpCvYv9yYzLfeaJBIJ5p9VwsDdhsTDIaRoaIzxsRMBSxA+Eg9uXsNzyljC/H1pOWw0n035HkNTs5Je1itRqVUsur6IxTcW086pHStarsBQruGJTjG9SrjyeZzACM/rlLM0ZNOQehjr6eS+fvIxN48+wrWJPXU7ajdvyoUIUq88waSZI0Z17TQXBf8Lx74D507QdIrW6xUEQRBejYmlNS2HjCIi6A43Dvyt9bhypuWY+clMvKO9WXlrZaH1paZPw6B2bSK/+46Mu3fzrWtc2Zofu7hy6u5T5hy6o/V6AGzLmdJ+pBvxT9I4tMqXbEXuwCiRSrDsVQV9Z0sS/rlP2i3tGnx8LETAEoQPnCIrk5MbVrN33iyMLSzpP3cJHm06vNeNLAAUKgXfX/ieTf6b6FO1D3ObzEVXpvva5s8IKn64CopKZtDGq1ga67J5WH0sjHKv6961KM7vukcFDxuaflFVq/8W6XdiSTz4AANXK0zb5rOWuIfw1xCwrgrdVoNUfMULgiC8Tc6Nm1O5XkMu7NxMzGPt9yh1qNCBHpV7sN5vPRfCLxRYK9HVxXHJYmSmpoSNzb/pBcCABuUY3NCJ9ecfsv1q3nOuClLGxZJWg12IuJfA8fUBec7XksikWPVzRq+8GXG7AknX0H3wYyV++wrCByz6UQjbvp2E99ED1O7Ylb6zf8PKsWzhA99x6dnpTPx3IvuC9zHaYzTf1v8W2WvskJcRFMSjQYORyOVFDlePYtPov+4KcpmULcPqY2eWu9364ztxnNgUQOlKZrQe5pKr4UV+siJSiNt+F7m9MRa9qyLRNCYzBXb0zdl/9cU20DPRes2CIAjC6yGRSGg1fDS6hkYcXvkbynyaUWgyvd50KplX4tvz3/I0reAnQjo2NjguW0p2VBQR/5uMWpn/K4nfdaxGsyo2fP+3HxeDY7ReD0DluqVo3LMyD7yjObs9ME/nQIlchtUgF+QOJsRuu0PGfe07F37IRMAShA+QWq3m5uH9bP12ImlJiXT/ZhbNB4547xtZACRmJjLy+EjOhp3lu/rf8ZX7V6/1aVyucOXlWaRw9TQpg/7rr5CZrWLLsPqUszLKdT36UTKHV/tiXsqQjqNroCMvPBQqk7KI9fRHaqCD9SAXpLoaxqjV8PdXEH0Xem4Eywpar1kQBEF4vQzNzGk9fAxPHwZzZe+fWo/T19FnUbNFpGenM+3sNJSF7OMy8PCg1A/fk3rxItFLluRbpyOTsrxvTcpbG/HVlps8iE7Rek0A7i3LUKttOfzPRXDtYEie61I9HWyGuKJjbUCsVwCZoUlFmv9DJAKWIHxg0hIT2DtvFv9uWkM5Nw8GLVhBeY/aJb2s1+Jp2lMGHxmMb4wvC5otoLdz79c6/6uEq/jULPqvv0JMSiabhtSlql3uJ0iJ0WnsX+6NnpEOncd5oGdYeNhVZSmJ8fJHlZ6N1SBXZKZ6mgvPLoQ7+6D1T1DxU63XLAiCILwZles3pFrj5lzZu5OoB/e1HlfBvALfNfiO61HXWX17daH1Fj17Yt67N7F/rCPp8OF860z15WwYXBeZVMIwz+skpGVpvSaABp9VwPkTO64deIjf2bxdEqWGcmyGuyEz0SVmoz9ZEUULcR8aEbAE4QPy8NZ1PKeM5bHfbT4dOorPpv6AoZl5SS/rtQhJDGHAoQFEpETwe8vfaevU9rXOn7PnakixwlVKZjaDN10jJDaNdQPrULNs7i6GaUlZ7Fvmg1oFXcZ7YGyRT1B6gVqlJn5nIIrwFCz7OKNrn8/hw4GH4d9foEZv+GSs1msWBEEQ3qxPh4zC0NSMwyt/I1tRcHfAF3Wp2IUuFbuwxmcNlyMvF1pfasa3GHh4EPHtDDICg/KtK2NpyJoBtQmPT2f01psolNodigw5rz427+9MOTcrzmwPJFhDUwuZiS7Ww92Q6kmJ2eCHIlr7M7g+NCJgCcIHIDsri1Ob1rBn7o8YmprRb85v1Gzb6b1vZPEf/1h/Bh0ZRHp2OhvabuAT+09e6/zPwpWOTpHDVYZCyZde1/ELT2TFFzVpWMk61/WsjGwOrPAhLSGTjmNqYGFnlM9MuSUdCyHdPxazDuUxcLHSXBQdCLtHQGkP6LwUPpD/3oIgCB8CfWNj2owcT2zYIy7u2lqksTPqz6C8WXmmn51OTHrB+6akuro4LF2K1NiIsHHjUCYm5ltb18mSuT3cuBgcyw//+OfZU1UQmUxK2xHVKeVkyvH1AYQH5d1vpWOhj/VwN1BDzDo/shMytJ7/QyICliC852Ieh7J1xiRuHd5Pzfad6TdnMdZlnUp6Wa/NlcgrDD0yFH2ZPl7tvXC1dn2t879KuMpWqhi3/RYXg2NZ2LMGbVxzt05XZqs4vNqXmLAU2n5ZHbsK2rXFT73+hOTTYRjVt8O4cT7nY6UnwPYvQK4PfbaC3EDrdQuCIAhvR/madXBr2Zbr+/YQHqh9q3RDuSELmy0kRZHCN+e+KXQ/lryULY5Ll6KIjCR8ypQCm150r+XI6OYV2X71ERsuhGi9JgC5roxOY9wxtdbn0O+3iQlLzltjY4j1sOqoMrOJWeeHMrloryN+CETAEoT3lFqt5tbRA2z9ZiJpiQl0n/4jnw4eiY7u62tVXtKOhRzjqxNfYW9sj1d7L5zMnF7r/C+Gq7JF7BaoUqmZ+tdtjgdEMauLK91qOua6rlapOel5h7C78bTo74yTm3U+M+WW+SCB+L330atsjnmXipqfQqqUsHs4JIRCLy8wc8xbIwiCILwTmg8Yhom1DUd+/w1FhvZPdCpbVOabet9wOfIy6/3WF1pvWKsWdjO+JfXsOaKXLy+wdnKbqrRzteOXgwGcuhul9ZoA9I3ldB7vgVxfh/3LfEiKSc9To2tvjPWQ6igTM4lZ74cqTftXJD8EImAJwnsoLSmRv+f/xKkNqynj6sbA+cspX7NOSS/rtYrPjGfymcm4Wrmyqd0mShmVeq3zvxyu9MqX13qsWq1m1n5/9twK53+tqzCooVOe6xd23+fetSgafFaBag1LazWvIiad2C130LHSx6pvNSSyfL6iT/0M949D+/lQrqHW6xYEQRDePl0DQ9p99TUJTyI5t92zSGO7V+5Oh/IdWOm9kutPrhdab967N2af9yB29RqSjh3Lt04qlfBbb3dc7U0Zt+0Wd58UrfOfiaU+nce7o8xWsX+5D+kanlLplTPFaqALiug0Yjb5o8os+Cnch0QELEF4z4T43MRrylhCfb1pMXgk3ab/iJG5ReED3xMKpYLjoceJTImkiWMT1rZZi5medq/WaSvz3r1ihyuAxceD8LwUyogm5Rn7aaU8128df4TPycfUaOFIrbbltJpTlaYgdpM/SMB6kCtSAx3NhX674fxiqD0Y6g4r0roFQRCEklHGtQa12nfh1pH9PPLz0XqcRCLhh09+oIxJGaadnUZcRlyh9Xbff49+jRpETv+GzPv5dzA01NVh3cC6GOvrMGzTdWJSMrVeF4CVvTEdRtcgOS6DAyt8yMrIe+aXfmULrL5wJissmVgvf9QK7RtrvM9EwBKE90S2QsFprz/YPecH9I1N6DdnMbXad/5gGlmo1WqOhByh6z9dmXR6Eub65ixpsQQDnde7tyjz3j1CBw0udrj64+wDlp26T+86Zfi2Q7U8P//Ay5Fc2hNMpTq2NO5ZWav/PupsFTGb75Adn4HVABd0rPK558jb8PcYKNMA2i8o0roFQRCEktX4i4FYlLbnyKolZKZp32HPSG7EwmYLSchMYMb5GajUBYcUqZ4ejsuWIjEwIGzMWJTJefdJ/cfOTJ91A+sSm5rJl17XyVAU7SmTfSVz2g53JfpRMkfX+qHMzrs2g+rWWPSoQmZwIrHb7qAuQvfC95UIWILwHogNe8S2GZO4cfAfPNp2ot+vi7H5gBpZXHtyjX6H+jHlzBT0ZHqsbLkSeyN75NLXezDys3AlkxUrXO289ojZh+7Q0a00c7q75QlPof6xnPK6i6OzBa0GuSCRahGu1Gri994n62Eilp9XQc8pn6d1qTGwox8YWOTsu9L5cPbaCYIgfAzkevq0Gz2RlNhYzmxeV6SxzpbOTKk7hfPh59nkv6nwz7Kzw3HpErLCw4mYMhW1Kv9Q4+Zoxm+9PLj5KIFpu28XqbMgQHl3G5r3c+ZRQBynNt9Brco73qh2Kcy7ViTjThzxu4I01nxIRMAShHeYWq3G+9ghtkyfQEpcLJ9N/YGWQ0ch1y38HKX3wf34+4w9OZahR4fyNO0pPzf6mb86/0VTx6av/bNyhSsvzyKHq4O3I/lmjy9Nq9iwuLcHspfCU9TDJI6s8cXSwYj2I92QybX7ek0+E0bajShMPi2DYU1bzUVKBewaDClROR0DTV7vfjRBEATh7bCvUo26Xbrje+oYD25dK9LY3lV707pca5bdXIb3U+9C6w3r1KHUN9NJOX2amJW/F1jbwa00k9tU4R/vCFac0v5g5P+4NLanfpcKBF2J4uIezeONP7HHtK0Tad7RJPxzv8hB7n2Sz0v+giCUtLSkRI6tWUbw9Ss4udei3eiJH8xeq6jUKFZ6r+Sf4H8w0jFiQq0J9KvWD30d/Tfyea8ark4HPmXCzlvUKmvB6v610NXJHZ4SotI4sNIHQ1NdOo11Rze//VMvSfeLIelICAbuNpi2LmCv1tEZEHIOuq0Bh1pFWrsgCILwbvmkZz8e3LzGsTXLGbRwJQbGJlqNk0gkzGo4i4DYAKaencquzrsK3aNs0bcvGX7+xKxcib6rCyaffppv7ZgWlQiOTmXR8SAq2BjTsYZ2DZr+U7t9OdKSsvA+8RhDUz1qtimbp8a0RRnUGdkknwlDqq+DWfui/T5+X4gnWILwDgq97Y3X1HGEeN+g+cARdP9AGlkkZyWz9OZSOu3txIEHB+hXrR+Huh9imNuwNxuuBg8pdri6FhLHqC03qGxrwvrBdTHUzR2eUhMz2bfMG4kEOo/3wMhMu6eLWWHJxO0MRLesCZafV8l/r9atLXB1DTQYA+59irR2QRAE4d2jI5fTbswk0pMSObVhdZHGmuiasKjZIqLTo/nuwneFPgWSSCTY/TgT/erViZgylcwHDwqsndvDjdrlLPjfLm9uhyUUaW0SiYTGvSpTsZYtF/fcJ/BypMY603ZOGDUoTfKZMJL+fVykz3hfiIAlCO+QbIWC05vX89fs79A3Mqbv7N+o3bErEun7/b+qQqlgS8AWOuzpwDrfdXxa9lP2fbaPqXWnYq5v/sY+91m4kkqLFa78IxIZuuka9mYGeA2rh5lB7j1hmenZOe1pUxR0GuuOua2hVvNmJ2YS4xmA1EiO1QAXJPm9Tvj4GhyYCBWaQ+ufirR2QRAE4d1VqnxFGvTow90LZwi6fL5IY12tXflf7f9x+vFpttzZUmi9VE8Px+XLkOjpETZ2HMqUlHxr9XRkrBlQG2tjPYZ7XicyMe8ZVwV+llRC6yEuOFS14JTXXUL9Y/PUSCQSzLtUxNDDhqSjIaRciijSZ7wP3u+/2gThAxIb/pjt303mxoG9uLfuQL85v2HrVKGkl/VKVGoVhx8epsvfXZh3bR5VLauyo9MO5jWdh6PJmz0cN1e48ix6uHoQncLA9Vcx0dNh8/D6WBvnfjKVrVByeNVt4iNSaT+yOrblTLWaV5WpJHaTP+osJdaDXZGZ5NOsIikSdvYHk9Lw+UaQiTe6BUEQPiT1uvakVIXKnFj3O6kJ8UUa269aP1qUacFvN37DL8av0Hp56dI4LF5MVmgoEdOnF9j0wtpYj/WD6pKWpWS453XSsvK2Xy+ITC6lwyg3LB2MOLLGlycPE/PUSKQSLHpWQd/FioR/gkm9WbTDjt91ImAJQglTq9XcPnGELdMnkBQbTdcp39Nq+Gjkem/mlbm35WrkVfoe7MvUs1MxlBuyutVq/mj9B65Wrm/8s/OEqwpFC1fhCen0X3cFgM3D6+Ngnrttukql5sTGAMKDEvh0UDXKulhpNa9apSZu+10UT1Kx6uuM3M5Ic2F2Jvw5ADKT4YvtYGhZpPULgiAI7z6Zjg7tx0wkKyOdE+tWFqnpg0Qi4edGP2NjYMPkM5NJyir8oGCj+vUoNW0qKSdOErtmTYG1Ve1MWP5FTe5EJjFhhzeqInb90zXQodNYdwxNdTm44jbxT1Lz3oNMitUXzuhVMif+ryDS/WKK9BnvMhGwBKEEpScnsW/RHI7/sQIHZxcGLVhBpTr1S3pZryQoPojRJ0Yz7NgwYjNimd14Nn92+pNGDo3eypldmffvv1K4iknJZMC6KyRnZOM5tB4VbYxzXVer1ZzfGUTwzWgafV6JqvXttJ478dBDMu7GYd6lIvpV8wlNajUcnARh16DbKij15gOpIAiCUDKsHMvSqPcA7l+7zJ1z/xZprJmeGQuaLSAqNYofL/6oVUCzGDAA0y6diV62nOTTpwusbeFsy3cdXTgWEMWCY4FFWhuAkZkencd7IJHC/mU+pCbkPchYIpdiNcAFXUcTYrffJeNe0Z7kvatEwBKEEhLq643XlLE8uHmNZgOG0eObWRhbvL9PKp6kPuH7C9/z+b7P8Y72ZlLtSRzodoAuFbsgk8reyhoy79/P6RZYzHCVmK5g4PqrRCSms2FIXao75O3OdONwKL5nwvFoXRaPVnk7JOUn5UokKefDMW5oj/En9vkXXv0jp7FF0yng0rVI6xcEQRDeP7U7dsW+qgunNq4hObZoT3HcbdwZX2s8x0OPszNwZ6H1EomE0rNmoVfNmYgpU8kKCSmwfkgjJ/rWL8uq08H8dSOsSGsDMLc1pNNYdzJSFexf7k1mmiJPjVRPhvVgV+Q2hsR6BZAZkveVwveNCFiC8JYpsxWc2bKBv2Z/j66BIX1nL6JOp27vbSOLpKwkltxYQqe9nTj44CADXQZyuPthhlQfgp7s7Z3X9arhKj1LybBN17j3NJnV/WtT1ylv2A24EMGVfQ+oUr8UDbtV1HrujHvxJPxzH/2qFph1LGBf3cNzcGQ6VGkPzb8t0voFQRCE95NUKqPd6AkoldkcW7OsyOdDDXIdRBOHJsy/Np87sXcK/zwDAxyXLUcik/F47FiUKXlf3/uPRCJhVhdXGlWy4ps9t7n6MK5IawOwLWdK+5FuxD9J49AqX7IVyrxrMpRjPaw6MjM9Yjb5kxWefyOO98H7+RedILyn4iLC2f79FK7v30ONlm3pP3cJpcpr/4f6uyRLmcXmgM102NOBDX4baF2uNfu77Wdy3cmFnsvxuv0XrpBKihWusrJVjNpyg5uP4lnSuybNq+Y98Pfh7RhOb7lLWRdLPh1YDYlUu9cdFU/TiN16B7mtIZZfOCOR5TMu4RHsGgRWFaH7WnhPA7cgCIJQdBZ29jTrN5QQn5v4njxapLFSiZTZjWdjoW/B5DOTSckqPJzoOjrgsPg3sh48JPLbbwsMdXKZlN/71qaMhSEjN1/nUWxakdYHUMbFklaDXYi4l8Dx9QEa93TJTHSxHl4dqZ4OMRv8UDwt+ue8K8RvcEF4C9RqNbdPHmXz9PEkPo2iy+QZtB4x9r1sZKFSqzj44CBd/u7C/GvzcbF0YWennfza5FccjB3e+npeDFflPL2KHK6UKjUTd3pzJiiaOd3cNB6sGBmcyNE//LApa0LbL6sjk2n31alMySJmkz8SHSlWg12R6ufTCTArDXb0BWU29NkO+tp1JBQEQRA+HO6t21PWzYPTXutIiHpSpLEW+hbMbzqfsJQwfrr0k1ZPwYw++QTbyZNJPnaM2D/WFVhrZihn/eC6qNQw1PMaSRl5X/UrTOW6pWjcszIPvKM5sz1Q4xp1zPWxHl4dJBCz3pfs+Iwif867QAQsQXjD0lOS2b/4V46vXY59ZWcGLVhB5bqflPSyiuVy5GX6HOjD9HPTMZYbs6bVGta2WUs1q2olsp5XDVdqtZpv9/hy0DeSGR2q0ade3j1VsREpHFzpg7GFHp3GuqObX0h6eW6FitjNd1AmZWE9yBUd83zCtFoN/4yBJ37QYx1YVyrSPQiCIAgfBolUSttR45FIpRxdtaTAVuqa1C5VmzEeYzgccpjd93ZrNcZyyGBMO3QgevFiUs6dK7C2vLURq/vXJiQmlbHbbpGtLNr6ANxblqFW23IEnIvg2oGHGmvkNoZYD3NDlakiZp0vyuSsIn9OSRMBSxDeoEd+t/GaMpbg61dp2m8In8/4GWNL7Vp6v0sC4wIZdWIUI46NICEzgTmN5/Bn5z9p6NCwxNb0X7fAVwlXcw7dYef1x4xtUYkRTfPujUqOy+DAch9kOlK6jPfAIL8zqzTMHbc7iKzQJCx7VUG3jEn+xReWgP8eaPkDVGlTpHsQBEEQPiym1ra0GPwlYXf8uHl4f5HHD3cbzielP2Hu1bkExQcVWi+RSCj9y8/oValC+P8mk/XoUYH1n1S04pfPqnM2KJqfDwQUeX0ADT6rgHPD0lw7GILf2XCNNbqljbAe6ooyOYvodb6oNDTHeJeJgCUIb4AyO5tz2zax65cZyPX06fvLQup26fHeNbKITIlkxvkZ9NzfE99oXybXmcz+bvvpXLEzUknJ3cuzcCWhWOEKYOW/9/nj3EMGflKO/7Wpkud6TscjHzLTs+k0zh1TawMNs2iWfPIR6d7RmLYph2ENm/wL7x2HE7PAtTs0nljkexAEQRA+PK7NWlKhdj3Ob/ckNvxxkcZKJVLmNJmDia4Jk89MJk1R+D4mqaEhjiuWg0RC2NhxqNIKHtOnXlmGNy6P56VQNl8KKdL6ICfUtehXlXJuVpzZHkjwzaca6/TKmmI10IXsmHSiN/qjyizagccl6f36a08Q3gPxkTmNLK7+8xdun7ZhwNyllKrwfr32lZiZyG83fqPT3k4ceXiEwa6DOdT9EINcB73VzoCa5A5XRW9oAeB1KYSFx4LoVtOBHzu75jmfKztLyaHfb5MYnUaHr2pgU9ATqJek+Twl6cQjDGvZYtKiTP6FMffhr2FQqjp0XQFv4YwwQRAE4d0nkUho8+U4dPT0OPL7YlTKvF33CmJtYM3cJnMJSQxh9pXZWo3RLVMGh0WLyLx/n8jvvit0D9c3HarR0tmWH/cHcO5edJHWByCVSWk7ojqlnEw5tsGf8CDN51/pV7LAqm81FOHJxHoGoFYU/bXEkiACliC8Jmq1Gt9/j7F52tckRkXSZdK3tPlyHHL996eRRaYyE09/Tzrs6cAmv020K9+OA90OMKnOpLfeGVDj+vKEqwJanudj760wfvjHn1bVSjH/8xpIX+oGqFKqOLrOn8gHibQe4opjVQvt1xeaRNyuIHSdTLHoXjn/g5UzknKaWsh0oM9W0DUq8n0IgiAIHy4jcwtaDvuKJ/eDuLZPu/1UL6pfuj6j3EexL3gf/9z/R6sxxo0bYTNxAkmHDhO3YWOBtTKphKVf1KSyrTGjt97k/tPkIq9Rriuj0xh3zKwNOPT7bWLCNM9h4GqFZc+qZD5MJHbrHdTF2Pv1tomAJQivQUZKCgeWzOPY6mXYVarCwAUrqFy/5PYnFZVKrWJ/8H667O3CwusLcbN2Y1fnXcxuPJvSxnm76pWEzODgVw5XxwOimLzrNp9UsGJF35rIX+oGqFarObMtkJDbMTTtXYVKtfO2a89PdlwGsV4ByMz0sBrggkQnn69XlQr2fAmx96GnJ1iUK/J9CIIgCB8+54ZNqfJJEy7u2kZ0qOaGEAUZWWMkde3qMvvKbIITgrUaYzV8OCZt2/J00SJSL14ssNZYT4d1g+qgpyNl6KbrxKUWvRmFvrGczuM9kOvrsH+ZD0kx6RrrDGvaYt61Ehl344j7Mwi1hjbv7xIRsAThFYUF+OE1dRz3r12iSd/BfP7dz5hYWZf0srR2MeIifQ704dvz32KmZ8ba1mtZ3Xo1VS2rlvTSnskMDs7pFvgK4epicAxjtt2kur0pfwyqg75clqfm6v6HBFyIpHb7crg1d9R6blVGNjGe/qiVaqwHuyIzkudffPpXCDoM7X6F8k2KfB+CIAjCx6Pl0FHoGxtzeOVvKLOL1uhBJpUxt8lcDHQMmHxmMunZmsPLiyQSCfZzZqNXsQLhEyeRFRZWYL2jhSFrB9bhSVIGo7bcICu76E+XTCz16TzeHWW2in3LvEnPp2ugcYPSmLZzIt0nmoS/7xf5QOa3SQQsQSgmZXY253d4sfOnb9DRlfPFTwuo1/VzpNK8f7i/i+7G3WXk8ZGMPD6SpKwk5jaZy45OO/jE/t1qIf86wpX34wRGeF7HycqQTUPqYayXt9W635kwrh8KoVqj0tTvov1nqJVqYrfdJTs6Hav+1ZDbGOZfHLAPzs4Hj/5Q78si34cgCILwcTE0NaP1l+OIDn3I5d07ijze1tCWXxv/yv2E+8y7Ok+rMVIjIxxXrECtVhM2bjyq9IKDWa2yFiz4vAZXH8YxY69vsYKPlb0xHUfXICU+kwMrfMjK0NzQwrR5GUxalCH16hMSDz98Z0OWCFiCUAwJTyLZMXMqV/b+SfXmreg/dyl2lfJ2onsXRaRE8M25b+i1vxf+sf5MqTOFfZ/to2OFjiXaGVCTZ+GK4oerwCfJDN54FUtjXTYPq4+FUd5W68E3n3JmRxBONaxp3rdq/nunXqJWq0nYH0xmUDwWn1VCv5J5/sVR/rB3FDjUgU6/iaYWgiAIglYq1amPa7NWXPl7F5H3A4s8vqFDQ4a7DWf3vd0cfHBQqzG65crhsGA+mXfvEvnDzEKDTFcPB8a3rMyuG2GsPfugyGsEKF3JnLbDXYl+lMzRtX4o83kaZtqmHEaflCblbDjJp4rWZfFtebf+mhKEd5xarcb/zEm8po0nPjKcThOm03bU1+jqa9/Cu6QkZiay8NpCOu3txPHQ4wypPoRD3Q8x0HUgujLtznd6m9SZmc/DlVfxwtWj2DQGrL+CrkzK1mENKGWat+FIeFA8xzb4Y1felDbDXZHKtP9aTLkYQerlSIybOmBUzy7/wrS4nKYWeibQewvolGwnRkEQBOH90mLwCIwtrDiycjGKrMwijx/jMYaatjX56dJPhCSGaDXGuFkzbL4eT9L+/cR7eRVaP6FlZTrWKM3cI3c56v+kyGsEKO9uQ/P+zjwKiOPU5jsa91pJJBLMO1fEsJYtScdDSb6g+SytkiQCliBoKSM1hYNL53Pk98WUqlCRgfNXUPWTxiW9rEJlKjPZ6LeR9nva4xXgRYfyHTjQ7QATa0/EVNe0pJeXr6yQEKD44SoqKYN+6y+TpVSxeVh9ylrlfXUvJiyFQ7/fxszagI5j3JHrav96Z/rdOBIPPEDfxQqzdgW0ildmw19DICkiJ1yZvhtNQwRBEIT3h56hEW1GjScuIowLOzYXebyOVIf5Tecjl8mZfGYymUrtQprVl19i0roVUfMXkHr5SoG1UqmERT3dqeFgxoQd3vhHJBZ5nQAujeyp36UCQVeiuLjnvsYaiVSCRY8q6Ltakbj/AanXo4r1WW+KCFiCoIWwOzmNLO5dvUjjPgPp+f1sTK0LOED2HaBUKdkXvI/Oezvz243fcLdxZ1fnXfzS+BfsjAp42lKCsuPjiV6+gnvNWwDFD1fxqVkMWH+FuJQsNg2pR1W7vOdYJcWks3+5N3J9HTqP90C/oMYUL8mKTCVu213kpY2w7FMVibSA1/1OzIQHp6Hjb1CmbpHvRRAEQRAAnGrUxL11B24c+oewO35FHm9nZMecxnMIjA9kwbUFWo2RSKWU/nUuuk5OhE+ciCIiosB6fbmMPwbWwdxQznDP6zxNyijyOoFnzaa8Tzzm1rFHmtcmk2D1hTN6lc2J3x1Emm9MsT7rTRABSxAKoFIqufDnFv6c9S0ymQ59fppP/W693vlGFhfDL9L7QG9mnJ+Bhb4F69qsY1WrVe9UZ8AXKaKiiPp1LvdbtiJm5Ur0XVzQrVChWOEqJTObwRuvEhKbxh+D6uBRxjxPTXpKFvuX+6BUqOg83h0TS+3PKlMmZxG7yR+JvgzrQa5IC3rq5bMDLq3IaWhRa0CR70UQBEEQXtS0/xDMbEtxZNUSsjIK7wqYZ7xjUwa5DGJn4E6OhRzTaozM2AjH5ctRKxQ5TS8yCg5Ntqb6rBtUh8R0BSM23yBDUbSDkiHnNcDGvSpTqbYtF/fcJ/BypOY6HSlWA1zQLWtK3I67ZORzYPHbJgKWIOQjIeoJO2ZO5fLuHbg0/ZQB85ZSutK7GVD+cyf2DiOOjWDkiZGkKFKY33Q+2ztup37p+iW9NI2yQkKI+O477rdqTdyWLZi2bkX5ff9Q5veVSOTaP1H6T4ZCyQjP6/hFJLGyby0aVszbLl+RqeTAitskx2XQYXQNrOyNtZ5frVAS4xWAKk2B9SBXZGYF7KUKvwn7xoNTE2g7p8j3IgiCIAgv09U3oN1XE0h8GsXZLQUfBpyfr2t/TQ3rGsy8OJPHydo1idCrUB77+fPJ8PfnycwfC2164WpvxpLeHtwOS+B/u3xQFePcKqlUQqvBLjhUteCU111C/WI11+nKsB7sitzWkNjNAWSGFO/VxNdJBCxB0CDg3L9snjaOuPAwOn49lXajJ6BrUED77RIWnhLO9HPT6XWgF3fj7jKt7jT2fbaP9uXbv3OdAQEyAgIImzCR4PYdSNp/AIuen1Px6FHs581Dv0rxujEqlCrGbrvFpQexLOxZg9YupfLUKJUqjqz1Izo0iTbDXLEvqOvfS9QqNXF/BqEIS8ayjzO6DgUEs5SnsLM/GJeCnptAVvSwKAiCIAiaOFarTu2On+Fz/BAhPjeLPF4ulTO/2XwkEglTzkwhS6ndAcEmn7bAeuxYEv/5h/it2wqtb+Nqx7R2zhy8HcmSk/eKvE4AmVxKh1FuWDoYcWStL08eag5PUgMdrIdVR2auR8xGf7LCU4r1ea/Lu/eXlyCUoMy0VA4uW8DhFYuwKVeBgfOX49ywaUkvK18JGQksuLaAzns7cyL0BMPdhnOo+yH6u/R/5zoDqtVq0q5d49HwETzs3oPU8+exGj6cSidPYPfDD+g6OhR7bpVKzdS/bnPiThQ/dXWlW828hwSr1WpOb77LI/9YmvWtSgWPou2hSzoeSrpvDGbty2PgapV/YXYW7ByQ0zmwz1Ywen8OnRYEQRDeD417D8DSoQxH1ywjI7XoYcLB2IGfG/2Mf6w/i28s1nqc9eivMG7Rgqi5c0m7dq3Q+pFNK9CztiPLTt7jH+/idfvTNdCh01h3DE11ObjiNvFPUjXWyYx1sR7mhtRAh5gNviiephXr814HEbAE4f+F3w3Aa+p4Ai+do1Gv/vSaOQdTG9uSXpZGGdkZbPDbQIc9HdhyZwudKnTiQLcDfF3ra0x08zZ0KElqtZrkf/8ltG8/QgcMJCMgAJuJE6n07yls/zcJHetXCyBqtZof9/uz91Y4k9tUYeAnThrrLv8dzN3LT6jXuTyuTYoW5lJvRJH872OM6tphXNjYw1Ph8WX4bCWUrlGkzxEEQRAEbejo6tJ+9ERS4+M47flHseZoWbYl/ar1Y8udLZx8dFKrMRKpFPv589B1dCRswkQUTwpuxy6RSJjdzY165S2Z8tdtbj4q3h4pIzM9Oo/3QCKFfcu8SYnX3AVRx1wP6+FuIJEQvc6X7LjiNdl4VSJgCR89lVLJxV1b2fnjdCQS6DNrPg169HknG1koVUr+vv83nfZ2YvGNxdQsVZO/Ov/FT41+euc6A6qzs0ncf4CHXT8j7KvRZEdFUer776h06iTWI79EZvJ6guCiY0F4XQrly6YVGNOiksYan5OPuXn0Ea5NHajTwalI82c+SCR+zz30Kpph/lnFgg8hvr4BbmyERhOgeo8ifY4gCIIgFIVdpSrU79YL/zMnuX/tcrHmmFR7Ei5WLnx/4XsiUgruEPgfmYkJjitXoE5PJ2z816gyC275rqsjZXX/2tiZ6vOl13XC4ov3ZMnc1pBOY93JTM1m/3JvMtMUGuvk1gbYDHdDrVARvc4XZVLRzw17VSJgCR+1xKdR7PxxOpf+2k61xs0YMG859lWcS3pZeajVas6FnaPngZ58f+F7bAxs2NB2AytbrqSyReWSXl4uqsxM4nfsILh9ByKmTEGtUmI/by4Vjx7Bsl8/pPrad+wrzNqzwaz49z596pbhm/bOGsPPvWtRnN91jwo1bWjap0rBAekl2THpxG4JQMdSH6t+1ZAUdAhx6CU4NAUqtYaWPxTndgRBEAShSBp0742NUwWO/7GCtKSiN3fQlemysOlC1Go1U85OQaHSHFpeplexIqXnzSXj9m2e/PRToU0vLI102TC4DpnZKoZ7XiclM7vIawWwLWdK+1FuJESlcfD322Rnae5QKLczwmZodVQpCqLX+6FM1e6+XhcRsISP1p3zp/GaOo6Yx6F0GD+F9mP/h57hu9fIwj/WnxHHRjD65GjSFeksaLaAbR23Udfu3TpTSZmSQuy6ddxv1YonP85CZmGB48oVVNi3D7OuXYvVFbAgO64+Ys6hu3R0K83sbm4ag9PjO3Gc2BSAfWVzWg91QVrQeVUvUaUpiNnkD5DTjt2wgPUnhsGfA8C8HPRYB+/g009BEAThwyPTkdN+9EQyUlI4uWF1seYoY1qGmQ1ncjv6NstvLtd6nGnr1lh9NYrE3XtI2LGj0PpKtias7FuLe09T+Hr7LZTF6CwIUKaaJa0GuxB5P5HjGwLy7VCoW8YEq0EuZMemE7PRD1VG8UJdcYiAJXx0MtPSOLRiEYeWL8S6rBMD5y+nWqNmJb2sPMKSw5h6dip9DvQhKD6I6fWms++zfbRzalekpzBvWnZcHE+XLOH+py15unAR+pUrU3bTRpx27sCkZUsk0tf/NXPgdgTf7PWlWRUbFvf2QKYhOEU/Subwal8s7Azp8JUbOnLtQ49aqSJ26x2y4zOwGuCCjrVB/sWKdNjRDxQZ8MV2MDAvxh0JgiAIQvHYlCtPw559Cbp0jrsXzxZrjnZO7ehVpRcb/TdyNkz7OWzGjsWoWVOezJ5D2o0bhdY3rWLDj51dOHn3KXMP3ynWWgEq1y1F416VeeAdzZntgfk+QdOvaI5Vv2ooIlKJ8fRHXYwzuYpD5618iiC8IyKC7nBo+UKSoqP55PO+NOjeG6ns3XraEJ8Rz9rba9kRuAMdiQ4j3EYwtPpQjHW1P6/pbVBERBC7cRMJu3ahzszEpFUrrL4cgYGb2xv93NOBT5m405s65SxY3b82ujp5A1xidBr7l3ujZ6RD53Ee6BX09OklarWahL+DyQxOxKJnFfTKmxVUDPu/hkhv6LMdbN7tc9IEQRCED1PdLj0Ivn6Fk+tX4VitOsYWlkWeY2q9qXhHezPj/Ax2dd6l1d5uiUyGw4IFPOzZk7CvJ1B+91/IS+U9JuVFAz5x4v7TFP4495CKNsb0qVe2yGsFcP+0DGmJWdw8GoqRqS71OlfQWGdQzQrL3lWI2xFI7JY7WA1wQaLhb4fXSTzBEj4KKpWSS7u3s2PmNNRq6D1rHg179n2nwlV6djrrfNfRYU8Htt3dRteKXTnQ7QDja41/p8JV5oMHRHzzLffbtCV++3ZM27enwoH9OC5f9sbD1bWQOEZtuUFlWxPWDaqLgW7e/35pSVnsW+aDWgVdxntgZF7AYcAapJwLJ/XaE0xalMGodsG/JLi0Em7vhBYzwLlDkT5HEARBEF4XqUxGuzETyc7M5Pja5YXuidJET6bHwmYLyVRmMu3sNLJV2r1SJzM1xXH5clRpaf/X3n1HR1VtcRz/zmTSew9JgBRKCi303ntRlC4CioBSpCigYEXsoCAgCAgoRaWK+pAmiAgiNdRQE0oo6b1OZua+PwaDSEuZFGB/1noLTe499wRw3vzmnLM318aOw6B9cF+tt7qH0LKaO29uPMlfkQmFnus/GvcMIKhpBQ5uusTJ3fcuA29T2wOnnlXIOZtM0pqzKEXcnlhQErDEIy8tPo4106bw15pVBDVtyeBP5+BTPbisp5VPb9Dz4/kf6f5jd7448gX1Peuz4YkNvNv0XTxtH/AGvxRlnzjJ1ZfHEtWtO2mbN+M8YABVtm3F+6MPsQwMLPHnn7yWytBlB/F2tGb5Cw1xtL5zVUqbo+N/846RlZJLt9G1cPayLdQzsk8lkLr5ItY13XDoUPn+F0fuhO1vQXAPaDGxUM8RQgghTM3F25cWzwwh6shBTu36rUhj+Dv683aTtzkSd4T5R+cX+D6ratXw/vBDso8dI/b9Dx54vcZMzbxnwvBzs2XkyiNcTLh7b6sHUalUtBlYHb+arvzx/Vkij8Td81q7RhVw7OpP9vEEkjecL1IILSjZIigeaWf2/sFvX89HUQx0GfMqIS3alPWU8imKwp/X/mTW4VlcSLlATbeafNLiE+p71S/rqeVTFIWs/ftJXLSIzL/2oba3x/WlF3EZNAiNS+G3HxRVZHwGQ5YewN5Kw4phjXCzu3NVSq8zsPmrEyRczaDryJp4Bdxna99daK9lkPTDWcx97XHpWw3V/QpiJEXB2ufBPQh6fgUlcM5MCCGEKKywzj04f3Afv3+7iEo1ahepn2f3gO4cuHGAr098TX2v+jT1blqg+xw6dyJn+HASFy/GKjQU535973+9lTlLhzTgyS/38MI3B/lxVDMcC7Gl/x9qMzUdh9fg59nhbFt6iidszfGp7nzXa+1b+mLI0ZG+Mxq1lQbHbv4lcq5d3hWIR5I2O4vNX37OpjkzcPGtyKBP5parcHUy4SQvbHuB0TtGo9Vr+azVZ6zquqrchCvFYCB9xw4u9evPleeeJ+fceTwmvmpsDjxuXKmGq2sp2Qz6ej8AK4c1wsfpzoITikFhx7enuXommTbPBuFXs3DNi/WpuSR8ewq1rTlug0NQ3a8gRm6GsagFQP9VYFl+tm8KIYR4vKnUajqPHI+iwNavZqMYDEUaZ0qjKQQ6BTLlzynEZ8UX+D738eOwbdaMmPffJys8/IHXV3K1YeGg+kQnZzHqu8Pk6Ys2X3MLM7qNqo2jmzW/LjhOwtX0e17r0KEydk29ydhzjfQdV4r0vAeRgCUeOTfOn2XFa+M4/ecuGvcaQP93P8HJs3w04Y1Oi2biHxMZsGkAkSmRTG00lY09N9LRr2O5qAyo5OWR+tNPRD3xBFdHj0GflITXu+9QZcdvuA4bhpld6YaJ+PRcBn29n/RcHctfaEiA+53PVxSFvesucP5gLI17BhDctEKhnmHI1RsrC+XqcXsuFDN7i/tcbICNL0H8GejzDbjc/UCtEEIIUVYcPbxoPegFrpw8ztHtvxZpDGuNNTNbzSQrL4vX/3wdvaFg1fdUZmb4fDYTc09Pro0dR17cvbfs/aOhvwsfPV2LvRcSeefnU0XeumdlZ06PsXUwt9Lwy5xjpCVk332OKhWO3QOwqedJ2m9XSN9z77NbRSUBSzwyDAY9f29YzfdvT8Jg0NP33Y9o1ndguShkkZSTxEf7P+KJn55g99XdvFjrRTY9tYkBQQMwV5u2P1RRGHJySFq1ishOnbn+2uuoVGq8Z8wgcMtmnPv3R21ZuEIRpqBXFAYvPcD11GyWPdeAUO+7b/kL33aFYzujqdXGl7qdHnBu6j8Ug0LS6rPk3cjE5ZkgzB90ZuvPmXD6F+gwHQLLz4qoEEII8W8123XCr3Zddq9aRnLM9SKNEegUyNRGUzkQc4BFxxcV+D4zJyd8v5yHPiODa+MnoBSg6EXver681CqQ7/ZfYdneS0WaL4C9ixU9xtZGrzPw85yjZKff/dkqtQrnp6tiXcOV1P9FFfl59yIBSzwS0hLiWPveG+xdvYJqjZsz6JM5+AaFlvW0yNZls+j4Irpu6Mrqs6vpWaUnm57axJiwMeWiMqA+PZ2EhYu40K49sdPfR+Ppie+C+fj/tBHHHt1RacrumOblhCwuxKWzcFB96vvdfUvimb9vsO/HSKrU96B5n6qFXgVM3XKRnIhEnLoHYF39Adsez/wKv38AtfpBk9GFeo4QQghRmlQqFR1fGouZRsOW+bMxFHAF6r96VulJj4AeLDi2gAM3DhT4Pqvq1anw/nSyjxwh9uOPC3TP5E7V6RjiyfubIvj97INXvu7F1duObqNqkZGcy//mHUN7jwbDKjMVLv2DsK5VuGMFBSEBSzz0zu77k+WTXyb2YiSdR02g29hJWNmWbXjRGXRsOL+B7hu6Mzd8Lg29GrLhiQ280+Qd3G3cy3RuALqEBOI++5wLbdoSP2sWVsHBVF6xnMrfrcK+TZsSaQ5cEGk5efx87DpTNpwgU6tjdr8wWlW7++/X5ZOJ7Fx+Bt8gZ9oPCbl/UYq7yDhwg4zd17BtUgG7Zj73vzj+LGwYAd5h0OMLKAfbOYUQQoj7sXdxo+3zL3H9bASHN/1UpDFUKhVvNn6Tyg6Vef3P10nMTizwvY7duuEydCjJ331Pyvr1D7xerVYxu38dgis48PJ34ZyNufc5qgepUMWJTsNCib+SzpZFJ9Hr7n62S6VR4/qM6StLSxVB8dDS5mSzc9lCTu36jQpVqtP15Yk4eRXu/I2pSnRlQAAAcUtJREFUKYrC7qu7mXV4FpGpkdRyr8WMVjOo61m3TOf1D+3VayQtXULK+g0oWi32nTrhOnwY1qFlt9p3IzWb3yJi2RYRy99RieTpFVxtLajoYkO3Wnf/84y5mMqWRSdw9bGly4s1MTMvXCDMuZBMysZILKs549T9ASXms1Pg+wFgbgX9VoL5nUU2hBBCiPIouHlrzu//i70/LMe/Tj3cKhZuKz2AjbkNM1vNZOCvA5m6ZyoL2i9ArSrY/+96vDKBnNMRxLw7DcuqVbGuVev+z7LQ8PWQ+jw5by9DvznIT2Oa3bVycEH413an9bNB/L7iDDuXn6b9c4X/MLaoZAVLPJRiLpxjxWtjOfXHDho/3Y9+0z4p83B1PP44z299njE7x6BX9MxqPYuVXVaWi3CVe/481197jchOnUheuw6HHt0J+HUTvrNnlXq4UhSFMzFpzN1xnh5z99Dko5289dMpriZnM7SZP+teasKBN9rjdJc+VwDJMZlsmnccGwcLerxcBwvrwn1OlBeXReLK02jcrXF9JgiV2X1ebA16WP8CpFyBvivA0bdQzxJCCCHKkkqlosPw0VhY27Bl/iz0uoI1D/6v6i7Vea3ha/x1/S+Wnlxa8OdrNPh8/jkad3euvjwWXcKDmwpXcLRm8eD6JGTk8uKKw+TkFW17I0BIM28aPRnAuQOx/LXhQpHHKSxZwRIPFYNBz8Gf1vPX2lXYOrnQ7+2P8A2pUaZzupJ2hS+OfMG2y9twsXLhzUZv8nS1p8tF8YrsY8dIWLSYjB07UFlb4/Lss7g8/xzmXqVbVVGnN3DwUjLbI2LZfjqG6CRjZZ+wSk5M7mzccx3obvfAM1SZKbn8MucYKjX0GFsHG4f7VPy7C31mHgnfnEKlUeM2JBS11QNeAne8Bxd+g+6zoHKTQj1LCCGEKA9sHJ3oMHwMP3/+IQc2rqVJ7wFFGqd31d4cuHGAeeHzqOtRt8AfIGucnfGdN5dLA57h2vgJVFq2FJX5/d8j1a7oxOd96zD6uyNM2XCCz/vWLnK15XqdK5OVquXob9HYOFgS1rFSkcYpDAlY4qGRlhDP5i8/42rESao1aUGHYaOxKuWy4f+WmJ3IwuMLWXt2LeZm5oysPZIhoUOwNX9AJboSpigKmX/9ReKixWTt34/a0RG30aNxfnYgGue7N94rCVlaHbvPxbMtIpadZ+JIycrDQqOmWaAro1pXoV2wBx72VgUeLzdbxy9zj5GTmUfPV8Jw8rAp1HwUnYHEFRHo03JxH1ELjcsDnn1iHeydDfWeh/pDC/UsIYQQojyp2qgpQc1a8feGHwio2wDPgCqFHkOlUvFOk3c4lXiKSbsnsa7HOpytCva+wiokhArT3+P65NeI/XQGXm9MfeA93WpVICq+Gp9tP0cVDztGtyn8nP+Zd/O+VclO1/LXhgvYOJhTvXHJ7nqSgCUeCuf272X7wrnodTo6jRxPaKt2ZdY3KisvixURK1h6cim5+lx6Ve3FyDojcbM2fRWawlAMBtK3/0bi4sXknDyJxsMDj9dew7lvH9S2pRP64tNz2XE6lu0Rsfx5IQGtzoCjtTntgjzoEOJJy2ru2FoW/mVHl6fn1/nHSY7JpPvo2nhUdijU/YqikLz+PNpLabgMCMKy0gPuv3EMfhoDlZpAl08LPV8hhBCivGk79CWiI06wZf4sBn40G80DVpHuxs7CjpmtZvLsr8/y5t43mdt2boHPYzk+8QQ5p06R9O1yrEJDcOrZ84H3jGlbhcj4DGZsPUuAmy1dahYtGKnVKto/F0J2Rh47l5/Bys6CyjVcizRWQUjAEuWaNieb379ZzMnft+EVWJWuYyfh7OVdJnPRGXT8eOFHFhxdQHx2PO0qtWNc3XH4O/qXyXz+oWi1pP7yPxK//hrtxYuYV66E13vTcOzZE7VF4bbQFUVkfAbbTsWyPSKG8OgUFAV8na0Z2KgSHUI8aeDngrlZ0Y97GgwKvy2N4Pr5FDq8EELFkAeUU7+L9N+jyQqPw6FDZWxqP6CKY2YC/DAQbFyg73LQlPzvoRBCCFHSrO3s6fjiy/z48TT2rV1Fi2eeK9I4Ia4hTKw/kY8OfMSKiBUMCR1S4Hs9Jk4k5/QZYt55F8sqVbGucf9z4CqVio971eJKUhYT1hzFx9maWr5ORZq3mbmari/V5MfPj7Bl0QmenBCGl//de2wWlwQsUW7FRJ7n17kzSI65QcOefWjaZyBmZdCXSVEUfo/+ndlHZnMx9SJ13OvweevPqeNRp9Tn8m+G7GxS1q4jcdkydDduYBkUhM/nn2HfqROqEmyubDAohEcnsy3CuFIVFZ8JQA0fB8a3q0aHEE+CK9ibZIVRURT+XH2OyPB4mvWuQrUGhT87lnU8nrRtl7EJ88C+bcX7X6zPgzVDIDMent8Mdh5FnLkQQghR/gSENaBm244c/HkDgfUb4V2taCXKBwQN4GDMQWYfnk0djzrUdq9doPtU5ub4zPqci737cHXsy/ivW4fG5f4fnFqZm7FwUH16frmX4csP8dPo5ng5FvyIwb9ZWGvoPqY2G2YcZtO84zw9qS7OXqbf5SNVBEW5oxgMHPhpHd+/NZE8rZa+b31AiwFDyiRcHYs/xnNbnmPc7+NQFIXZbWazvMvyMg1X+tRUEhYs4ELbdsR++CHmPt5UXLQQ/x834NC1a4mEq5w8PTtOx/L6+uM0/PA3ei3Yx5I/L+LtaM17T4by1+tt+d/LLRjXvioh3g4m2755ePMlTv5xjbAOlajTvvCHUnOvpJG05hwWlR1w7lWARsRbp8LlPdBjDviUffVHIYQQwtRaDRqGvZsbW+bPIi83p0hjqFQqpjWbhqetJ5P/mExqbmqB79W4uuI7Zw76hESuTXgFpQCVDd3tLVnyXH0ycnQMW36QLG3RqiEC2Dpa0mNsHVRq+HnOUTKSc4s81r3ICpYoV9KTEtjy5edcOXmcao2a0X7EGKzt7Et9HpdSLzEnfA7bL2/H1cqVtxq/xdNVn0ajLrv/ZPLi4kj69ltSfliNITMTu1atcH1xBDZ1SyYIJGdq2Xkmjm0RMew+l0B2nh47Sw2tq7vTIcST1tU9cLxHKXVTyMnIY//PF6neyIsmTz2gV9Vd6JJzSFwegZmDBa6DglFpHvB50pEVcGARNBkDtfsVcdZCCCFE+WZpY0Onl8azdvpU/vz+W9o+92KRxnGwcGBGyxkM3jyYt/e+zew2swv8Aat1zRp4vfsuN6ZOJW7mZ3i+/toD7wnycmDuM2EM+/YQr6w+xvyBdVEXsa+Vk4cN3cfUZuPn4fwy92iRxrgfCVii3Dh/4C+2LZyLLk9Lx5fGUqN1h1IvZJGQncBXx75i3bl1WJhZMKrOKIaEDMHGvHAV60xJGx1N4tdLSP3xRxSdDocuXXAdMRyr6tVN/qwriVlsi4hhe0Qshy4nozcoeDlY0aueDx1CvGgc4IKlpuS2H/4jMzWX9KQcKvVwoc3goEI3BjTk6Ej45hSKzoD7iFqY2T3gHFX0Qdj0CgS0gfbTijFzIYQQovyrVKMWYV16EL75F6rUb0KlGvdvAHwvNd1rMr7eeGYemsl3Z75jYPDAAt/r9PRTxqIX33yDVWgojj26P/CetkGeTO0azPubTjNz21kmdw4q0rwBPCo70OWlmvxv3rEij3EvErBEmcvLyWHX8q85vmMLngFV6PryJFy8fUp1Dll5WXx76lu+OfUNWr2W3tV681Ltl8q0MmDO2bMkLlpM2ubNqMzMcHzqKVxfGIpF5cJ3Yb8XRVE4cS3V2J8qIpYzMekAVPe0Z2SrQDqGelLTx7HEg66iKCReyyDySDxRR+NJup6JxsKMTsNrYFbIAhmKXiHp+zPo4rNwe74G5g8q5552A1Y/Cw7e0HspmMnLohBCiEdfiwFDuHT0MFu/ms3gT+dhaVO0D5MHhwzmYMxBZh6aSR33OoS63b9wxb95vv4aOWfPcOOtt7CsEohV8IPPhL3Q3J/I+Azm74ok0N2OXvV8izRvgIrBLjw5PoztD15AKxR5JyHKVOzFSDbNmUHyjWs0eLI3zfoOxExTeg168wx5/Hj+R+YfnU9iTiIdKndgbNhY/Bz9Sm0O/5V1JJzERYvI2LULtY0NLs89h8uQIZh7mqbgglZn4O+oxPxQFZOWg1oFDfxceLNbMB1DvKjkWvIrdopBIfZSGpHh8USFx5GWkINKBRWqONG8b1V+i7XB4kGNgO8idVMUOWeTcXqqClZVH9CfIy/HGK5y02HQj8bKgUIIIcRjwNzSis6jJvDD26/xx4qv6fji2CKNo1KpeL/Z+/T5Xx8m/jGRNT3WYG9RsOMdKnNzfGfP5mKv3lwd8zJ+69Y+sGenSqXivSdrcDkxiykbTlDJ1YYGfkX//2/vqk5FvvdeJGCJMqEYDBzatJE93y/HxtGRPm9+UOTl6SI9X1HYeWUns4/M5lLaJep61GV2m9llVrxCURQy9+whceEisg4dwszJCbexL+PyzDOYOTkVe/y0nDx2nY1n26kY/jgbT3quDmtzM1pWc2NiSHXaBnngYlvy5cgNegPXL6QSdSSOqKPxZKZqUZup8A1ypm6nyvjXdsfGwTgP1bzCj5+x7zoZf13HrrkPdo0e0CtDUWDTq3DtEPRdAZ4hRfiJhBBCiIeXd7Vg6j/xNAd/WkfVhk3xD6tfpHGcrJyY0XIGz215jmn7pjGj5YwC737RuLnhO+cLLj87iOuvvkrFRYtQPaCwmbmZmvkD6/LU/L94ccVhNo5qViofDheUBCxR6jKSEtk8fxZXThylSoMmdHzxZaztC9c4tjiOxh3ls0OfcTT+KP6O/sxpM4fWFVuXSeNiRa8nfds2EhYvJjfiNBovLzynTsGpd2/URVyq/8f1lGx+u9n09++oRPL0Cm52FnStWYEOIZ40r+qGlXnJn6fS5xmIPpNEVHg8F48lkJOZh8ZcTaVQVwLC3PGr6YqlTfFXLXPOJpHycyRWwS44di1Ab7IDi+DoSmg5GUKeKPbzhRBCiIdR0z4DiTp8gK0L5zBk5pdFLi5Wx6MOL4e9zOwjs2no1ZC+1fsW+F7r2rXxeudtbrz5FvGzZ+MxceID73GysWDJkPo8Nf8vXvj2IOtHNcXBqvR2Qd2PBCxRqi4c/JutC+eg0+bSYcQYarbtVGrBJio1ii8Of8HO6J24WbvxTpN36FmlZ5lUBjRotaT+9BNJXy9Be/kyFn5+VPjgAxx7dEdVxObAiqJwJiad7RGxbIuI4eS1NAAC3GwZ2syfjqGe1KnojFkRK+4URl6uniunEokMj+fSiQTycvRYWJlRuaYbgWHuVAp1xdzSdOEuLyaTxO/OYO5li0v/AhTFuLgbtkyB6l2h9RSTzUMIIYR42GjMzeky+hW+e/NVfl+2kK4vPzjc3MvzNZ7nYOxBPjnwCbXcaxHkUvAiFE69e5N98iSJXy/BKjQUhy5dHnhPgLsdCwbWZfDSA7z8XThLhtRHU8iz2yVBApYoFXm5OfyxYgnHtm/Gwz+QbmMn4eJd9EOJhZGQncD8o/PZcH4DVhorxtQZw6CQQWVSGdCQmUnymrUkffMNuthYrEJC8Jk9G/sO7YvUv0qnN3DwUnJ+5b+rydmoVBBW0YnXOgfRIcSTKh52JfCT3Ck3K49LJxKJPBLHlYgk9HkGrGzNqVLPg4A67lQMcsHM3PQvevp0LQnfnEJlYYbrc6GoHxTcki8bmwm7VoGnFoK67F+IhRBCiLLkGVCFxk/356+1q6jSsAnVGjUr0jhqlZoPm39In5/7MOmPSfzQ/QdszQveyNdr6lRyz57j+tQ3sAgIxKp6tQfe07SKG9N71mDKhhO8v+k07z5R8CIbJUUClihxcZei2DRnBknXoqnf42ma9x9UKoUsMvMy+ebUN3x76lvy9Hn0rd6XF2u9iKu1a4k/+7/0KSkkrVxF8ooV6FNTsWnYkAoffIBts6aFXsHLzNWx+1w82yNi2Xk2jpSsPCw0appXcWN0myq0C/bAw75oHc4LKytNy8Vj8USFx3P1TDIGg4KtowUhzbwJCHPHu4oj6hL8JEnJ05O4PAJDZh7uL9ZC42h5/xu0mfDDQDDoof93YFV6W1OFEEKI8qxhzz5EHt7Pb4u/xDcoFBtHpyKN42LlwsctP2bYtmFM/3s6HzX/qMDvdVQWFvh8MZtLvXpzdcwY/NeuKdBZ9AENK3EhLoMley4S6GHHoMamq7hcFBKwRIlRDAYO//oTe77/Fit7B3q/8T6Va9Up8efmGfLYcG4D84/NJykniY6VOzKu7jgqOVQq8WffMZfYWJKWfUPymjUoWVnYtW2L24jhWNepU6hx4tJz2HE6ju0Rsey5kIBWZ8DR2px2QR50CPGkZTV3bC1L5z/n9KQcoo4aQ9WNCykoCji4WVG7XUUCwtzx9HModN+qolAMCklrz6G9mo7rwGAsfB+wZ1xR4KcxEHsSBq4DtyolPkchhBDiYWGm0dB51ARWThnP9sXzeOLVN4p8jKOBVwNG1h7Jl0e/pJFXI56q+lSB7zX38MDniy+4PGQI1yZNpuJXCwq0y2dq12AuJmTy7s+n8HO1oUVV9yLN3RQkYIkSkZGcxJb5s7h8PJzA+o3p+OLL2Dg4lugzFUVhx5UdfHHkCy6lXaKeZz3mtp1LLffSq074D+2lSyQuWULqxp9QDAYcunXFddgwrKo9eKn7HxfiMvLPUx2NNgYZX2drnm1UmQ4hnjTwcy61fcYpsVlEHY0n8kgccZeNvbJcvG2p19WPwDB3XH3sSr1ISNpvl8k+noBjFz+saxSgX9meWXBqA7R/F6q2L/H5CSGEEA8bt4qVadb3WXavWsbpPbsIadGmyGMNrzmcQ7GH+HD/h9R0q0kV54J/sGlTNwyvN94g5t13iZ8zF48J4x94j5laxRf969B7wT5GrTrCj6Oaldoxif+SgCVMLvLwAbYumE1ebi7th42mVvvOJf7m+0jsET4//DnH4o8R6BjIvLbzaOnbstTf9OecPk3CokWkb92GSqPBqU9vXIYOxcL3wefN9AaFo9HJbDtlrPwXlZAJQE0fRya0r0aHEE+CvOxL5WcyNv7NJCo8jshwY+NfAI/K9jTuGUBgmAdOnmVXDjUzPI70ndHY1PfErmUBzvKd2wY73oMavaDZ+BKfnxBCCPGwqte9JxcO/s3OpV9RMbQm9i4F+BDzLszUZnzc4mN6/9ybV/94le+7fV+o8+/O/fuRc+oUiQsXYhUSgkOnjg+8x97KnK+H1Kfnl3t54duDbBzVDOdSaEPzXxKwhMnkaXP5Y8VSjm3bhLtfAN1enoSrb8USfWZUShSzj8zm9+jf8bD2YFrTaTwR+ESpVwbMOnSIhIWLyPzzT9S2tri+MBSXwYPRuN9/eTonT8+e8wlsj4hlx5lYEjK0aNQqmgS68lwzP9oHe+LtZF0qP4NiUIi9nEZUuHH7X2p8NqjAu4oTzftUJSDMHXuX0jnbdT+5l1JJXncOywBHnHtWeXDgTLgA64eBVw14Yh6UQTl+IYQQ4mGhVpvRefQElk9+mW0L5/L06+8W+cNdN2s3PmrxES9uf5GPDnzE9GbTC3W/51tvknPuLNenTMEywB/LqlUfeE9FFxsWDa7HgMX7eWnlYVa80AgLTekWtJKAJUwi/vJFNs2ZQeLVK9Tr1pPmA4agMS+5QhbxWfHMP2asDGitsWZs2FieDXkWa03phBEwrvJk/PEHiYsWk33kCGYuLriPH4/zMwMwc7h38YSkTC07z8SxPSKG3ecSyM7TY2+poVV1dzqGetG6unup9XEw6A3cuJBK5M0zVZkpuajVxsa/YR0r3db4tzzQJWaTuDwCjbMVrs8Go3rQC2ZOGvwwAMw0xqIWFuWnCaEQQghRXjl7edNy4PPsXPoVJ3ZupVa7zkUeq4l3E4bXGs6i44to6NWQHoE9Cnyv2sIC3zlzuNirN1fHvIzf2jX3fY/1j3qVXfi0Vy3Grz7KmxtP8EmvWqW6q0kCligWRVEI3/wzu1ctw8rOnl5T38Ovdt0Se15mXibLTi5jecRy8gx5DAgawIhaI3CxcimxZ/6XotORtmUriYsXk3v2LBrvCni++SZOvZ5GbX33gHc5MfPmeapYDl1KwqCAl4MVvev50iHEk8YBrqX26Yo+z8DVs8lEhscZG/9m5GFmrqZSiAuBPQOoXNMNK9vy0ajv3wzZOhK+OQVgLMf+oObEBgNsGAGJkTD4J3Aq/SInQgghxMOqToeuXDiwj13Ll1C5Zh0cPbyKPNbI2iM5HHuY6X9PJ9QtlADHgALfa+7pie8Xs7k85DmuT5qM74L5qArQYqVnmA+R8RnM3XmBKh52jGgZWOT5F5YELFFkmSnJbFkwm0tHDxNQryGdXhpXYoUs8vR5rD23loXHF5KUk0Rnv86MDRtLRYeS3YL4b4bcXFJ/3EjikiXkRUdjERhIhY8/wrFbN1T/Wa1TFIXjV1PZHmE8T3U21lgYIsjLntFtqtAhxJOaPo6l9mlKXq6eKxGJRB6J5/KJBLQ5esytzPCr6UZAHXcq1zBt419TU/QGEledRpeUg/sLNTB3K8BK5a4P4dxm6DID/FuU/CSFEEKIR4hKrabTyHF8O3E0WxbMpu9bHxYo2NyNRq3hkxaf0OeXPkz8YyLfdf0OK03Bjx3Y1KuH59QpxL43nYR5X+I+9uUC3TehfTUi4zP4aPMZ/N3s6BDiWaT5F5YELFEkUUcOsmXBbPKys2n3wihqd+hSImFBURS2Xd7GnCNzuJJ+hQZeDfiy3pfUcKth8mfdiz4jk5TVP5D0zbfo4uOxqlkTz9cmY9e27W0vNFqdgX1RiWyPiOG3iDhi0nJQq6CBnwtvdgumY4gXlVxLb4vaP41/o8LjuXIqEd3Nxr+BdT0ICCu5xr+mpigKKT9FknshBefe1bAMcHrwTRE/we4ZEPYsNBxe4nMUQgghHkUObh60GTKCrV99QfiWX6jb9ckij+Vp68mHLT5k5G8j+fTgp7zd5O1C3e88YAA5J0+RMH8+VqEh2Ldr98B71GoVn/Wpw9XkfYz7IZx1LzUlxLvke2BKwBKFkqfNZffKZRzd+j/cK/nR9e0PcatYMs3cDsUcYtbhWRxPOE4Vpyp82e5LWvi0KLVVH11yMknLl5O86jsMaWnYNGmM96efYNO4cf4cUrPz2HU2jm0RsfxxNp6MXB3W5ma0rObGpJDqtA3yKNXqNdnpWi4eSyAyPM7Y+FdvbPwb3LSCsfFvVacSbfxbEjL2XCPzQAz2rStiW78AnzzFnoIfR4JvA+j2uRS1EEIIIYohtHV7zh/4iz+/+xa/OvVw8S5A9d57aO7TnKE1hrL05FIaejWks3/Bz3apVCq83nmb3HPnuD75NfzWrsEy4MFbDa0tzPh6cH2emLeXYd8eZOOYZnjYl2zRLglYosASrlxi05wZJERfpm7XJ2kxYAgaC9OHh8iUSGYfns2uq7vwsPHgvabv8UTgE5ipS2cLW96NGyQuW0bK2nUo2dnYd2iP64gRWNesCcD1lOz8rX9/RyWiMyi42VnQvVYFOoR40qyKG1bmpbfdLiM552aPqtsb/9ZqW5HAUmz8WxKyIxJJ/fUi1jXdcOhYgCCflQTfDwArB+i3EjSWJT9JIYQQ4hGmUqnoMOJlvn11FFu+nEX/9z5FXYDGv/cyJmwMR2KP8O6+dwlxDaGSQ8HPSKstLfGde7PoxegxxqIXdg/udeXhYMXXQ+rT56t9DF9+mNUjGpfoezUJWOKBFEUhfMv/2L1qKZY2tjw9ZRr+deqZ/DlxWXHMPzqfHy/8iI3GhnF1xzEweGCpVQbMjbpI4tdfk/rLL6AoOHbvjuvwYVgEBHD6RjrbfzvP9tMxnLyWBkCAuy0vtPCnY4gXYRWdUJdiiEmJyyIqPJ7I8HjiLhnn4+JtS70ufgSEuePmW/qNf01NyTOQ9MMZzH3scO5T7cEhUa+Dtc9B+g14fjPYF/0wrhBCCCFusXN2od0LI9k0ZwYHf9lAo559ijyWudqcT1t+Su9fejPxj4ms7LoSC7OCf2BvXqECPrNnceX5oVx/7XV8584p0NmwGj6OzOpXh5dWHmbSuuPM6V+nxN4rScAS95WVmsKWBbO5GH6IgLoNjIUsHJ1M+ox0bTrLTi5jRcQKdIqOZ4KeYUStEThbOZv0OfeSffIUiYsWkb59OypLS5z79cNxyBDCtVYsjohl+7rfuZqcjUoFYRWdeL1LEB1CPAl0L73u4IqikHQ9k8jweKLC40i8dnvj34A67jh72ZbafEqDLjEbtbU5boNDUVsU4FOm7W/DxT/gyfngW7/kJyiEEEI8Rqo3bcn5A/v4a80qAuo2wL2SX5HHqmBXgfebvc/Y38cy89BMpjaaWqj7bRs2xPO114j98EMSvvoK91GjCnRf5xpevNY5iE+2nCHQ3Zbx7asVZfoPJAFL3NPF8ENsWTCb3KxM2j7/InU6dTdp0s/T57Hm3BoWHltIcm4yXfy78HLYy1S0L/nKgIqikHXgIImLFpG5dy9qe3schg3jRKPObL2mZefSCFKz87DQqGlRxY0xbarQLtgTd/vS23KmKApxl9KJOhpH5JFbjX8rBDrSvE9V/Ou44eBaen2/SoJBq0efkosuOQd9ci765BzjP6drwQCuQ0IwK0gfrqPfw99fQqOXIGxgyU9cCCGEeMyoVCravTCSq6dPsvnLzxn4wWeYaYre1qVNpTYMChnEiogVNPRqSPvK7Qt1v/OgZ8k5dZKEufOwCg7Gvk2bAt33UqsALsRlMPu38wS42/FEbe+iTP++JGCJO+i0Wv787huObP4Zt4qV6fPm+7gV41OK/1IUha2XtvLFkS+4mnGVRl6NmFB/AqGuoSZ7xj2fbTCQsWsXiQsXkX3sGCoXV671Hcpa74b8fjUL7f8u4mRjTrtgDzqGeNKiqju2lqX3n4nBoHDjQgpR4fFEHY0nI9nY+NcnyJk6HSrhX9sNW8eH51yRQau/GZpyb/81xfirISPv9hvMVGicLDFzsULjaoWFdwFWCa8dhl/GgV8L6Ph+yfwgQgghhMDGwZEOI17mpxnT+XvDapr1fbZY402oO4Hw2HDe3vs2QS5B+NoXvICGSqXCa9o0cs6f5/qkycaiF/7+Bbrvw6drEJ2UxcS1x6jobPoPqyVgidskRF/m1zkziL9yibAuPWj5zPMmLWRxMOYgnx/6nJOJJ6nqXJUF7RfQzLtZiZ8XUnQ60n79lYRFi9FeuEC2qwfbWg9kqX0NtFpzKqbpebZRZTqGelK/sjOaUqy0p9cZG/9Ghcdz8Vg82em3Gv82ejIAv3La+BfAkKu/ter0r5Uo4685GDJ1t9+gUaFxssLM2RKLEFfMnC3ROFth5myFxskStb1F/lkr1aYCbAtMj4UfngV7T+jzLZiVz98nIYQQ4lFRpX4jQlu1Y/+Pawis2xCvKkXfZmduZs6MVjPo+0tfJv0xieVdlmNeiP8vV1tZUXHuXGPRi5dfxu+H1ZjZPfjIhKXGjK8G1ePJL/cwfPlhCl5mo2AkYAnAuKp0dNsmdq9YioWNDU+9/g4BYQ1MNv755PPMOjyLP6/9iaeNJ+83e5/uAd1LvDKgISeH5PUbiFn0NerYG1xz9mZVvWf4w6c2oRVdeDnEkw6hnlT3tC/VohB5Wj3Rp5KIPBrHpeOJaLN1mFua4VfTlYAwDyqFumBhVfb/eRpydMbglJRzawUq5dZKlCHrLgHqZmCy8LHDzMkKjbOlMUA5W6G2MzddRUOdFtYMhpwUeGEb2LqaZlwhhBBC3FfrIcO5fPIYm+fP4tmPZ2NuUfTdNb72vkxrNo1Xdr3C7COzmdRgUqHuN/fxMRa9GPoCN6ZMwWfOFwV6T+dia8HSIQ14ev5fRZ36PZX9OzhR5rLSUtm6YDZRRw7iX6cenUaOx9bJNAUmYjJj+PLol/wc+TO2Glsm1JvAM0HPFKp7d1FkJaVwfP5SzDeuwSYjlTMulVnfZChmzZrTMbQCH4Z4UsGxdM8v5WbruHwigajweC6fSkSnNWBpqyEgzJ3AOu74BjujKcXy7mAMULqku68+6VNy7whQKnM1Zk7GwGTha5cfnP5ZiVLbmjBAPcjmSRD9N/ReBl41S+eZQgghhMDK1o5OL45l/Ydvs3f1SloPeqFY43Wo3IH+1fuzPGI5Dbwa0Lpi60Ldb9u4MR6TJhH3ySckLlqM24sjCnRfVU97fhzdlMkvLSzCrO9NAtZj7tKxI2yZP4uczAzaPDeCsM49TLKSk65NZ8mJJaw8vRKDYuDZ4GcZXnM4TlZOxZ/0PSRlatn19xnSVq2ixsFtOOblcNQriEu9xhLapRVfBXngYFW6W8iy07VcPG4MVdFnkjDoFGwcLQhqcqvxr1kJbkc0ZOvyA9Md56CSc1Fy7hKgnI2rThaVHG5bfTJztjQGqPJQ/v3gEjj8DTR/BWo8XdazEUIIIR47frXrUrtDFw5v2kiV+o3wDa5RrPEmNpjIsfhjvLHnDdb1WEcFuwqFut/luSHknDxJ/OzZWIUEY9eiRYHuq+JhX5Tp3pcErMeULi+PPd9/w+FNP+HqW4leU9/DvfKDDwY+iFavZc3ZNSw8vpCU3BS6BXTj5bCX8bHzMcGs73Q5MZPtEbHs//sUVX//iY6X9mNu0HO1ZiO0Q1+gV4emWGhK7zwVQEZyLlFH44k6Gsf1c8bGv/auVtRq7UtAmAde/qZp/KsoCkq27i7B6daKlJKjv+0elYU6PzBZ+DkYg5OTZfkLUPdz+S/YPBmqdoS2b5b1bIQQQojHVstnhxo/rF8wm8GfzsXCqui7gyzNLPPPY03ePZmlnZdiri74B+MqlYoK708nNzKSa69OxH/dWiwqmfp0VcFIwHoMJV69wqY5M4i/fJE6nbrR8tmhxdo7C2BQDPmVAa9lXKNxhcZMqDeBENcQE8365nMMCieupbItIobtEbHknL9An/O/M+5aOCqVGjp2IXDsS4QGBJj0uQ+SGp91s0dVPLEXjY1/nb1sjI1/67jjVrHwjX8VRcGQpbvt7NO/t/DpknNRcv8boMzQuFhi5vSvAOV86xyU2kZT/gPU/aReNZ67cvaDXl9DCZ/hE0IIIcS9WVhZ03nkBFa/N4Xdq76h/QsjizVeZYfKvNv0XSbvnsy88HlMqDehUPerra3xnTeXS716c3X0GPx++B61ben3CZWA9RhRFIXjv21m17dfY25lRc/JbxNYr2Gxx91/Yz+fH/6ciMQIqjtXZ2H7hTT1aWqCGRvl6vTsi0xke0Qsv52OJTYtl+CUaF6K3k1wZDhYWeEy6FlcnnsO8wqFW04uqn8a/0YdjScyPJ7EqxkAuFeyp9GTxsa/LhXu/x/07QHq3+Hp1q+K9j8BytIsPzRZBjjdFp40zpaorB/yAHU/ednwwzOgy4X+34OVY1nPSAghhHjs+YbUoF7XJ41bBRs0xq9WWLHG6+LfhQMxB1h6cikNvBrQ3Kd5oe638PXF+/PPiB4+gutvvonP55+X+nsjCViPiay0VLYtnEvkob/xq12XzqMmFLuQxbnkc8w6PIs91/ZQwbYCHzb/kG4B3VCrir8lLzU7j11n49gWEcsfZ+PJyNVhY65moHkcnc5vwfbUUdSOjriMGoXzoGfROJumKMf9KIpC3OX0/B5VKbFZ+Y1/m/WuQkAddxzcrG+73pCZd5fgdGs7n5JnuO0ZKisNGmdLNK7WWFX5T4ByesQD1P0oCvw8Fm4chwE/gHvJdF4XQgghROE16z+Ii+GH2PrVFzw380ssbYq3avRag9c4Fn+MqX9OZW2PtXjaehbqfrtmzfB4ZQJxMz8jqUYNXF8oXhGOwpKA9Ri4fPwom+d/Tk56Gq0HD6dulx6o1EUPQTGZMcwLn8fPkT9jZ2HHq/VeZUDwACzNirfN8FpKNttPxbD9dCz7o5LQGRTc7CzpUdOT7hkX8PrfarQnT6Jxd8dl8mSc+vYtUK+D4jAYFGIiU/K3/2Uk56JSq/Ct7kTttr5UruqEhc5gDE8nE0j+Tz+oOwKU9c0A5W6NVTXn284/aZytUFvLf5J3tW8enFhjPHNVvXNZz0YIIYQQ/2JuYUnn0RP4/q1J/P7NYjqPGl+s8aw0VsxsNZP+/+vPa3++xtcdv0ajLtx7JJcXXiD75CniPvscy6Ag7Jo1K9acCkPezT3CdHl57PlhOYf/9yMuPhV5+vV38fAr+tmkNG0aS04sYdXpVSiKwpDQIQyrOQxHy6Jt1VIUhYgbaWyPiGV7RCynrhvPLgW62zKsRQAdqrkScGwPSUtmo42MRKlUCa9p03B8qidqEzY//i+9zsC1s8lEhsdx7VgC6iwdduZqQjytcatsh42ZCiVNi277ZVI3X7ztXrWNBjNnK8zdbbCq5pK/+vTPSpS6HPS2euhc2AHb34aQJ6HFxLKejRBCCCHuokKV6jTq2Ye/N6ymSsMmVKnfqFjjBTgG8GbjN3ljzxt8dewrxoSNKdT9KpUK7w/e51JkJNdfeRW/9euw8PUt1pwKSt7tPaISr0Xz65yZxF2KpHaHrrQaNBRzy6L1ntLqtXx/5nsWn1hMWm4a3QO6MyZsDN523oUeK09v4ODFJLbdDFXXUrJRqaBuJWde7xJEhxBP/O3MSFm3nsQZS4m5fgPL6tXx/mwmDp06odKY7q+sYlAwZGjRJeeijc8i8Wwy6VfS0SfnYKVAgBqqmqnA/uYzU3NR6/TgbIW5ly1WQS63rT6ZOVuitpT/pEwqKQrWDQX3YHhyPjyO2yOFEEKIh0TjXv2JPHyA7Yvm4l0tCBuH4p2XfiLwCQ7cOMCi44uo71WfxhUaF+p+ta0tvvPmcrFPX2PRi++/Q21jU6w5FYS8G3zEKIrCiR1b+f3bxWgsLXly0ltF/gTBoBj49eKvzAufx7WMazTzbsaEehOo7lK9UONk5OrYfS6e7RGx7DwTR2p2HpYaNc2ruDG2XRXaBnnibm+JPi2N5O9WcmH5CvRJSVjXq0eFd97BtmXLIp07UgwK+nStsWnuf89B3dzGh17Jv14D2CgKBhsNlh422Feyx9zV+tY5KCcr1JZSta7UKAb4/hljqBrwHVjalfWMhBBCCHEfZhpzOo+awKqpr7Bj6Vf0GP9ascec2mgqJxJO8Pru11n3xDrcrN0Kdb9F5cr4zJxB9IsvceOtt/GeOaPEz7NLwHqEZKensW3hXC4c3EelmnXoMmoCdi6uRRpr3/V9zDo8i9NJpwlyCWJhh4U09S54ZcC4tBy2nzauUv11IRGt3oCzjTntgz3pEOJJy2pu2FgY//rp4uOJW/gtyd//gCEzE9tWLXEbMQKbevXu+wzFoKBP095ZhS/l1q//DlAAKltz8szVpOfqSczWk6lT0FuZ4RbkQsX6nviFupRo419RCCmXIeEyDNpgLMsuhBBCiHLPwy+Apn2eYc8PyznTsAlBTVsWazwbcxtmtprJM5ue4fU/X2dh+4WYFbJNi13LlriPG2dsQlyjBq7PP1esOT2IBKxHxOUTR9ny5edkpaXR6tmh1OvWs0iFLM4mnWXW4Vnsvb4Xb1tvPmrxEV39uz6wMqCiKFyIy8jf+nc0OgWASi42DGpSmQ4hntSv7IzmX+FFe/UqiUuWkLp+A4pOh0PnzriOGI5VUJBxTL2CPj0XfdJ/qu+l/PNrLhhuD1Bqe3NjE11fezQ13TBztiJPo+b6jUwiz6Vw9UIqikHB3sWKgKbe1K3jjleAo0ka/woT0OdBwnnj1sCcVOj4PgS0LutZCSGEEKIQGjzRiwuH/mbHkgVUDKlZ7MrVVZ2rMqXRFN756x2+PvE1L9Z+sdBjuL44gpxTp4ibMQOr4CBsGxduu2FhSMB6yOl1eexdvZKDv2zApYIPPV97B0//wEKPcyPjBvOOzuOXyF+wt7BnYv2J9A/qf9/KgHqDwpEryflFKi4mZAJQy9eRVztUo2OoF9U872ywm3PuHImLvyZt8xbUNi449HgO25YdUZnZkXUil/Tdx42BKjUXbi/Ch9rBAo2TJRYV7dHUcr/t/JPGyQqVuTHApcZnG8up/3GNmKhbjX/rdqpEYJhHkRr/ChNSFEi7DnEREHsSYiMg9hQknANDnvEam2rQuHgNC4UQQghR+tRmZnQeNYGVr41j28I59Jz8drHfdz1V5Sn239jP/GPzqetZlwZeDQp1v0qlosJHH5Hbrx/Xxk/Af/06zH18ijWne5GA9RBLun6NX+fOIDbqArXad6b14GGFLmSRmpvK1ye+5rvT3wHwXI3neKHGC/esDJit1bPnQgLbTsWw80wciZlazM1UNA5wZWhzf9oHe1DB0dgLStEbbuv9lH36Etnh59CnaVHbNsO+e3dAhUEP6b8ngSoJM3sLYxPdyg43q+9Z5jfW1Tha5geo/1IUhaQbmfk9qhKi/9X494kAAsIe3PhXlJDcdIg7fStI/ROqclJvXePgAx4hULU9eNYAz1A4/pYUtRBCCCEeUq4+FWk+YAi7li/m1B87qNG6fbHGU6lUvN3kbU4lnuL13a+z9om1uFi5FGoMMztj0YtLffoS/fLL+H33HWqrohWBux8JWA8hRVE4sXMbv3+7CI25BU9MfIOqDZoUaoxcfS7fnzZWBkzXptMjsAdj6oyhgl2FO65NzMhlx5k4tkfE8uf5eHLyDNhbaWhX1Z0ulV1p4GKLZabOGKS2XCHu5nkofVou/GsHn6IYUAxOmHtbYFXVB42n/W2rT2ZOlqg0Bd/WqCgK8VfS83tU5Tf+Dbh7419RwvQ6SIq8M0ilXLl1jYWdMUiFPmUMUh4h4BkC1iXfKFoIIYQQpatulx5cOLSP379ZRKUatXBw8yjWeLbmtsxsNZOBmwYydc9U5reb/8BjLP9l6e+P94xPuTpyFDfefhvvTz4p1pzuRgLWQyY7I53ti+Zyfv9fVKpRi86jX8HepeDVVAyKgU1Rm5gbPpcbmTdo5tOMCXXvrAx4KSGTHSdiOHwylvhraXiipoalBc84ulDRzAybbD2Gk5lwIpMsIAtABWaOlpg5W2IR4IA+6RpZ+3ehvXACtY0K52d64ty3T7HKYxob/6YSFR5P5NE4MpKMjX99qhkb//rXccfWsXgNj8UDKApkxN4ZpOLPgT7XeI3KDFyrgE89qDsYPEKNQcqxEhSjybUQQgghHh4qtZrOI8fz7cQxbP1qDr2nvlekGgH/FuQSxOQGk3l///ssO7mMF2q+UOgx7Nu0we3lMSTMnYd1jZrFms/dSMB6iESfOs6v8z4jKzWVlgOfp373pwr1l/Sva38x68gsziSdIdglmPcaTaOeVW30ibmkn7/BjSupxF1NIy8pB8c8hQ6o6IQKuLm1Lg/MdCrM7C3Q+FjeLF/+r218jhag15H6yy8kLv4a7aVLWPj54TFhGI49eqAqYnNgvd7Y+DcqPJ6oYwlkp2kx06ipGOJCw+4B+Ndyw8rOvEhjiwfQZt7c3nfqZpA6ZfxfdtKta+y8jOEpoPWtIOVWHcxNv+QuhBBCiIeLo4cXrQa9wG9ff8mx7Zup06lbscfsW70vB2IOMDd8LvU861HHo06hx3AbOZKcUxHEfvIJVK9W7Dn9mwSsh4Bep+OvNSs58PN6nL28eeb9t/AMqPLA+5Q8PbqUXC5ePs/OE1vJSEilv9KWGuajsb9qhWFvHrEczr/eAgULFHRWZuR5WqOq7Iizt72xB5SzFWYOlqjM7n4mxpCVRfLKFSQu+wZdTAyWIcH4zJ6FfYcOqMwK3ztKp9VzJSKJqKPxXDqeQG6WDo2lGX41XAkIc6dyDVcsrOSvr8kY9MbKff8NUsmXyN/naW4DHsEQ3P1WkPIIBduitQIQQgghxOOhVvvOnD/wF3+sWopf7bo4ed15JKUwVCoV7zZ9l4jECCbtnsTa7mtxsnIq3BhqNd6ffMylfv2LNZe7kXeo5VzyjWtsmjOT2Kjz1GzbkTZDRmB+8zCekqc3liv/p3z5v/tBpeRgSDdWY7MButMEg0pB7WhJmqImXKPjmJmWy3o9KRrwC3CmUS0v2oZ44mRT8JUmfUoKSatWkbxiJfqUFGwaNKDC9OnYNm9W6Gox2hwdl08kEhkez+VTiehy9VjaaPCv5UZAmDsVg13QWEij32LLiLszSMWfAV2O8fsqNbgEQIVaUHuAMUh5hoKTn2zvE0IIIUShqVQqOr00jm8njmbLgln0fecj1IXsZfVf9hb2zGw1k2c3P8tbe99iTts5hX7vaWZvj/+PG2DAgGLN5b8kYJVTiqJw8rftHPp+HXYWzjzV83VcnHxI23AxP0wZMvJuv8lMhcbJEsVRw3nXa+yzPki8RTLVKodhadGE365k8ffFRHQGBTc7SzrU86B/iBdNAl2xMi/cX/K82DiSvvmGlNWrMWRlYdemDa4jhmMTFlaocXIy8rh43Fik4srpJAw6BWsHC6o38iKwjjve1Z2k8W9RabOMwenfQSouAjLjb11j624MT/VfuBWk3IPAXIqDCCGEEMJ07F3daPv8i2z+8nOObPqJ+j2eLvaYoW6hvFrvVT45+AkrIlYwOHRwocdQW5r+7L4ErDJkyNXfapr7r9WnvMQssm+k4KxY08FjkPHiYwoZZtfyzzxZhLjeqr538wxUno3C92eNlQEztBlUcW1Dxo1urN9rBlwl0N2W4S0D6BDiSR1fJ9RFaK6rvXyZxK+XkLpxI4rBgEPXrrgOG4ZVIfauZqbm5pdTv3YuBcWgYOdiSc1WvgSEGRv/FmVujy2DAZIv3hmkEiPJ396nsTJu76va6VaQ8ggFO/cynboQQgghHh/BLdpw/sBf7Fm9Av+w+rj6Vir2mAODB3Iw5iCzjswizCOMmu6mL1pRWBKwSpAhV2fcrpeUgz7lVj+o/BWoLN3tN2hUYKMiPukKadmJuIcGUKlJXcxdbNA4W6K2s0B1l+ChN+j5OfJ/zDo0h2RtHJqcEDKudyRc60W9Ss5M6eJJhxBPAtztivyz5Jw5Q+KixaRt2YJKo8Gxdy9chw7FomLFAt2flpCdX0495mIqKODkaUPdjpUICHPHvZK9NP4tiMxEiDt1e5CKOw15WTcvUIGLv7H8eY1et4KUiz8UcyleCCGEEKI4VCoV7YeN5tuJo9n85SwGTJ+BmaZ4cUSlUvFes/fo+0tfJu2exJoea3CwcDDRjItGAlYxGHJ0d6w+6ZNz0KXcK0Cp8wtGWPja3azCZ/x3lb2GA1vWsf+ntTh5etFtwiS8qtx/VSg9J4/FhzazNuorMpRo9Nm+GBJfpJFvIzp096RtkCfu9sVb9sw6fJiERYvI/GM3altbXIc+j8uQIWjcH7zykXQ9k6ijcUSG32r861bRjkY9/Amo44GLtzT+vae8HEg4e3uQij1lLI/+D2sXY4CqO/hWkPIIAgv5fRVCCCFE+WTr5Ez7YaP4ZdbHHPhpLU16Ff/8k6OlI5+2+pTnNj/HO3vf4fPWn5fpB/cSsO7DkK27VTTiP6tPupRclOzbA5TKXJ2/Xc+i4r+q7zkZv6a2M7/rH3ZKzA02zZxBzIVz1GjTgTbPjcDC6u5nYOLScth+OpaNpw4QkfMdatsLkOdKLZsxPFuvB62qeWBjUbw/VkVRyNy9m4RFi8k+fBgzZ2fcx4/D+ZlnMHO49ycC/zT+/Wf7X3KMcVXFK8CRpr2MjX8d3eVsz20MBki9cjNIRdxanUqMBEVvvMbMEtyrQ2Dbm0Hq5hY/O0+QVT8hhBBCPGSqNW5OULNW/L3+BwLqNsTTP7DYY9Z2r824uuP47PBn/HD2BwYEmbZwRWE8tgFLURSUbN3tVfj+cx5KydHfdo/KQp3f+8missPtPaCcLVHb3j1A3W8OEbt3smPpV6jN1HQf/zrVmzS/45oLcRlsi4hlW0Qsx2OisHTfhrnjUazt7HnK/2VeaTQEa4viH9BT9HrStmwhcfHX5J45g8a7Ap5vvIFT716ore8ejBSDwo0oY+PfqPB40pNy8hv/1mztS0Add2ydpPEvANnJxhAVe+pWkIo7DdqMW9c4VTaGp5AnbwUpl0Awe2z/UxVCCCHEI6jt0JeIjjjBli8/Z+BHs9GYF7+n6eDQwRyIOcCMgzOo7V6bENcQE8y08B7Zd213Bqh/r0QZf1Vy/xugzG6tQPn9N0BZobbRmGy5MSczg98Wf8nZfX/iG1yDLmNexcHNuO1Ob1A4fDmZ7RExbI+I5VJiFphl4uv3Fw5V/kCjNmNw6DCG1hiKvYV9sedi0GpJ/XEjiUuWkHflChYBAVT46CMcu3dDdZe/7Hq9getnU4g8Gs/Fo/FkpWlRa1RUCnahQXc//Gq5YW1XtKbCjwRdLiSc+9eK1M1QlX791jVWTsbwVOeZW0HKIxgsi//nKYQQQghR3lnb2dNxxMv8+Mk09q37jhYDhhR7TLVKzQfNP6D3L72Z9MckVndfjZ1F0WsQFNVDG7AURcGQpbtneNIn56Jo/xOgLM3yQ5NlgONt4UnjbInK2nQB6n6unj7Jr/M+IyMpkeb9B9PgyV7k6mDbKWOg2nEmjqRMLeZmKhoFOhAacprDKetJ12fRs0pPRtUehaetZ7Hnoc/IJGXNGpKWLUMXH49VzZp4zJ2Dfbt2qP7T70iXpyc6Iomo8Hgu/qvxb+VQVwL/afxr/dD+dSoaRYHUq/9akboZpBLPg+Hm9lG1uXF7n3+LW0HKMxTsK8j2PiGEEEI81gLqNqBGm44c/Gk9gfUa4V0tqNhjOls582nLT3lh6wu8t+89Pmn5Samfxyq374gVRcGQmXdncPpXNT5Fa7jtHpWlGRoXKzSu1lhVcTIGJyfLUg9Q92LQ69m3/nv2b1iDo4cnXad8yHGtI4tXhLPnQjw5eQbsrTS0DfKgXbAbmeb7WXLqc44lxNLatzXj6o6jinOVYs9Dl5xM8oqVJK1ahSE1FZvGjfH+5GNsmjS57fdHm6Pj8slEosLjuXwykbybjX/9arkRUMedSiGPUePfnNQ7V6TiTkNu6q1rHCsaw1P1LreClGsVMCv+krcQQgghxKOo9eBhXD4Rzpb5sxj0yReYW1oVe8x6nvUYXWc0c8Ln0KBCA/pU62OCmRZcmQUsRVEwZOTlh6bbCkj8swKV958AZa1B42R5e4D61zY+dTleQUmJjeHXuTO4cf4smqCGbHNvwQffX8aggLejFf3qV6RDiBcN/JzZH7uXWYff40LKBWq41uCjFh/RwKtBseeQFxND0rJlJK9Zi5KdjV37driNGIF1rVr51+Rk5nHxWAJRR+OJjkhCrzNgbW9OtYaeBIS541PNGTPNI9z4V58HCefv7CmVGn3rGksHY3iq2ftmT6kaxu19Vo5lN28hhBBCiIeQpY0NnUeOZ+30N9jz/XLaPDfCJOO+UPMFDsYc5JMDn1DLrRbVXaqbZNyCKPFEomgNZB2Lu72YxM1Q9d8ApbbRYOZshbm7DVbVXO7Ywqe2Kr8B6l4MBoWtP23i1Ppl6Ayww70D53OrEKzXMKZtVTqGeBLq7YBKpeJUwilG7XyNAzEHqGhfkZmtZtKxcsdir7rlXrxI4tdfk/rzL2Aw4Ni9O67Dh2FZxbgalpmay8Wj8USG3974t0ZLH2Pj38BHsPGvokDa9TuDVPxZMOQZr1FrwK0aVGwE9Z+/GaRCwNFXtvcJIYQQQphIpRq1CevcgyObfyawfmMq1aj14JseQK1S82GLD+nzSx8m/jGR1d1XY2NuY4LZPliJJxZdfBZJ358FQG2rwczJCnNPG6yCXG4vIuH0cAaou8nV6fkrMpHt4ZfJ+P0HKqec5YZVBRIa9OKZ+tVpH+xJRZdbf8DR6dHMPTKXzZc242zpzJSGU+hTrQ/mxdxaln3qFImLFpO+bRsqCwuc+/bFdejzmPv4kJaQzenfrhAVHs+NqFuNf8M6ViLwUWv8m5tu3M73355SOSm3rnHwMYanKu1uBSm3aqB5jIt1CCGEEEKUkhbPDOHSscNs/Wo2Q2bMw8K6+GHIzdqNT1p8wrBtw/hg/wd80PwDE8z0wUo80WjcrPGcUBczJyvUlo/ueZ3UrDx2no1le0Qsf5yNxz7tGp0TfqOSLhPnFk/w/HODcLG7vdR5ck4yC48vZPXZ1ZirzRlRawTPhz5frGoniqKQdfAgiQsXkbl3L2o7O1xHjMBl8CDS86w4diSeqG8PEn8lHQBXXzsadvcnIMwdlwq2D3eo0usgKfLOIJVy+dY1FnbG8BTa81aQ8ggGG5cym7YQQgghxOPO3NKKTiMnsPqd19i1YgkdR7xsknEbVmjIS7VfYsGxBTTwakDPKj1NMu79lHjAUlmaYe5pW9KPKRNXk7PYHmEMVfsvJqE3KHjYmdNfcxqbmJ04uHnQbew7d1REydZlszJiJUtPLiVLl8VTVZ5iVJ1ReNh4FHkuisFAxq4/SFy0iOyjRzFzdcVtwisYWvUg6mwmv809n9/419PfgaZPVyEgzA1H99JZKjUpRYGM2DuDVPxZ0Ocar1GZGQtM+NSFuoPAI9R4XsqxEqgf4TNkQgghhBAPKZ/qwdTv8RQHf15P1QZN8A+rb5JxX6z1IodjD/Ph/g+p6VaTQKfiNza+n0djT14pURSFU9fT8kNVxI00AKp42DGiZQDNvdRcXr+YG+dOE9KiDW2HjsTS5laA0Rv0/BT5E1+Gf0lcdhytK7ZmfN3xxfpDVnQ60jZvJnHRYnLPn0fj44N63HvEOdfg7xPJpM+OQKUC75uNf/1ru2Pn/BA1/tVmQtwZiD15+3mp7KRb19h5GcNTQKtbQcqtOpgXvwqNEEIIIYQoPU37DCTqyEG2LZzDkJnzsbIrfh8rM7UZH7f4mN6/9GbiHxP5rtt3WGusH3xjEUnAeoA8vYEDF5PYdiqG307HcS0lG5UK6lVyZmrXIDqEeOHvZsvpPbv4bfZ8ALqOnURws1b5YyiKwu6ru5l9ZDYXUi5Qy60Wn7b6lHqe9Yo8L0NuLqkbNpC4ZCm5166TGdqa1MGjuZpiQ9axPNRmMVQMdqF+Vz/8az8EjX8Neki6eGeQSr4EKMZrzG2M2/mCu98KUh6hYOtaljMXQgghhBAmorGwoMvoV/juzVfZ+c1Cuo551STjutu481Hzj3jpt5f4+MDHTGs6zSTj3o0ErLtIz8njj3PxbI+I5fczcaTl6LDUqGlR1Z1x7arSNtgDNzvjKlBuVha/zvuM03/+jnf1ELqOeRVHj1tNgE/En+Czw59xOPYwlR0q83nrz2lfqX2RzzrpMzJI/v574pd/R4LBjaRqTxMXUh2tFjQxaiqHOhFQ153KNdywLK9l6zPi/xWkIoz/HH8WdNnG76vU4BIAFWpB7QE3S6GHgpOfbO8TQgghhHjEeQZUodFT/di37juqNmhC1UZNTTJuU5+mDKs5jMUnFtPAqwHdA7qbZNz/KqfvwEtfbFpO/ta/fZGJaPUGnG3M6RjqRYcQT1pUdcPG4vbfruvnTvPr3JmkxcfTpPczNH66H2ozYyGPK2lX+OLIF2y7vA0XKxfeaPQGvar1wlxdtMqAuqQk4r5ZyYUtx4i1q05iyOvoVeZYWGvwq+VKYJgHFUNcMC9PjX/zsiH+zM3VqIhboSoz/tY1tu7GQhP1h95ckQoB9yCweAjPhgkhhBBCCJNo9FRfIg/vZ/vXX+ITFIKNo5NJxh1VZxSHYw8zfd90arjWwM/RzyTj/ttjG7AUReF8XAbbTsWwPSKWY1dTAajsasPgJpXpGOpFvcrOmN2l/5PBoGf/j2vYt+577F3d6TftE3yqBwOQmJ3IwuMLWXt2LeZm5rxU+yWeC30OW/OiFfrIuHCFU0u2cCkyhySn6hgCamBlraJ6vQoEhrnjU70cNP41GCD54u0rUnERkBQFys1eZxor4/a+qp1urUh5hIKde9nOXQghhBBClDtmGg1dRr/CytfH8dvX8+nxyhSTVLvWqDV80vKT/P5Yq7qtMsFs//MMk49YjukNCocuJRlXqk7HcjnRWFWvtq8jkzpVp0OIJ1U97O77h5cWH8ev82Zy7UwEwc1b0+6FkVja2JKVl8XK08bKgDm6HJ6u+jQja4/E3abwASIzNZfzv53m/O/nidc6oairYO2WQ3CYC9VaV8Er0KnsGv9mJkLczRWpuH+q+J2BvMybF6jA2c8YoGr0uhWkXPxBXY5W14QQQgghRLnmVrEyzfoNYveqZZzZs4vgFm1MMq6XrRcfNP+A0TtGM+PgDJOM+W+PfMDK1urZfd54nmrnmTiSMrVYmKlpEujK8BYBdAjxxNOhYNXmzuz9g9++no+iGOgy5lVCWrRBZ9Cx/tx6vjz6JfHZ8bSt2JZx9cYR4BhQqHmmJWYTFR7Phb2XiL2RB6iwzjZQzTOG4L7N8K7nX7o9qvJyIOHs7UEqNgIyYm5dY+1iDFB1Bxm39nnWAI8gsHg0y/ILIYQQQojSVa97Ty4c/Jsdy77CN7Qm9i5uJhm3pW9Lngt9jm9OfUNVqppkzH88kgErISOXnafj2BYRy5/n48nVGbC30tA2yIMOIZ60quaOvVXBz0Jps7PYuWwhp/7YQYWq1en68iQcPTz5/crvzD4ym6jUKGq71+az1p8R5hFW4HGTYzKJDI8nKjw+v/GvXcZVAtJOU7W5H5WH9cHcpYQb4BoMkHrlziCVeAEUvfEaM0twrw6BbW4GqVDj/+w84WFuTCyEEEIIIco1tdqMzqPGs3zyWLYtnMvTr79rskWHsXXHcjLhJKmkmmS8fzwyAetiQmb+earDV5JRFPB2tKJ/g4p0DPWiob8L5maFP6t04/xZfp07k9S4WBr3GkCTXv05mXSKz7a8xpG4I/g5+DG79WzaVmr7wD9sRVFIuJpBVHg8keHxJN8wbqtz0sUSePkvKhii8X3mCZz6vYmZXQmsAmUn3wxSN89JxUZA3GnQpt+6xqmyMTwF97gVpFwCweyR+asihBBCCCEeIs4VfGg58Dl2LlvIiZ3bqNWuk0nGNVebs7TTUnot6mWS8f7x0L5rNhgUjl5Nya/8dyEuA4CQCg6MbVuVDiGehHo7FDnhGgx6Dmxcx19rV2Hn4krfdz9C723HxD8nsf3ydlytXHmr8Vs8VfWp+1YGVAwKsZfSiDwSR9TReNISclCpwMNZR3DybpzP7MDewx7XF17A8ameqC1N0ARYp4WEc/8JUhGQdu3WNVZOxvBUZ8CtVSmPYLC0L/7zhRBCCCGEMKE6Hbtx4eA+di3/mso169zWFqk4SuIIzkMVsHLy9OyLTGRbRCy/nY4lPj0XM7WKRv4uDGxUifbBnlR0KX5577SEODbP+5yrp09SvWlL6g7sz7ILK1h3YB3mZuaMqj2KIaFDsDG/+7MMegPXz6cYt/8djScrVYvaTIVvNUeCnGKw3boMVfQFLKtXx/WDN3Ho3AmVpgh/FIoCqVfvDFIJ58CgM16jNjdu76vc7NaKlGco2FeQ7X1CCCGEEOKhoFKr6fTSeL6dNJqtC2bT560PUJXT/qjlPmClZGn5/Wwc207FsvtcPJlaPbYWZrSq7k6HEE/aVPfAycbCZM87u28P2xfPxaA30PbF0exzucj0rX3I1efSu1pvXqr9Em7Wdx6u0+cZiD6TRGR4PJeOJZCTmYfGXE2lGq74B9nhcPI3MlZ9gz4pCeu6dXF9YwF2rVoVPDXnpBq38/07SMVGQO6/9ow6VjSuRlXrfHNFKgTcqoJZ0XpvCSGEEEIIUV44uHvQeshwtn01h/Ct/6NulyfKekp3VS4DVnRSVv7WvwOXktAbFNztLXkyzIcOIZ40CXDFyty0Jb+1OdnGQha7fsOrSjVU3UN5JfpTEqIT6FC5A2PDxt7RiEybo+PKqSSiwuO4dDKRvBw9FlZm+NVyIzDMgwqeCunfryD51R9IzcjAtmUL3EaMwKZ+/XtPRJ9nLDAR+08J9Ajjr6nRt66xdDAGqJq9bzbnvbm9z9rJpL8nQgghhBBClCc1WnfgwoF9/LnqG/xq18XF27esp3SHchGwFEXh1PU0tt0MVadvpAFQ1cOOF1saS6nX9i253k8xF86xae4MUmJj8GzXkDVuB4k6t50wjzBmtZ5FHY86+dfmZOZx+UQCkeHxXIlIQp9nwMrOnKr1PAio64FvdWf0MddJXDKfy+s3oOh0OHTuhOvw4VgFB//7h4b0G3cGqYRzoNcar1FrwLUqVGwE9Z+/WQY9BBx9ZXufEEIIIYR47KhUKjqMeJlvXx3Flvmz6D/tU9Rm5avXapkFrDy9gf1RSWyPMFb+u55qLP5Qv7IzU7sG0SHEC3+3ku2nZDDoOfjzBv5asxJzBzsudLLjG/Va/FR+fNHmC9pUbINKpSIrTcvFY8bKf9fOJGMwKNg6WRLS3JvAMHcqBDqiNlOTe/48MVM/IW3Tr6BW49TzSVxfeAGLCq7G7X2Hlt0KUrGnICfl1mTsvY2rUlXaGVekPEON2/s0Jih6IYQQQgghxCPCztmFti+M5Nc5Mzj4ywYa9exT1lO6TakGrPScPHadNTb9/f1sHOk5OqzM1TSv4s74DtVoF+SBq13pBIr0xAQ2z/uM6IgTZAXasTHgJA62Lrxd522eqvIU2Sk6ju+8SmR4HDciU0EBB3drarevSGCYBx6V7VHdXFHLPnqUhEWLydi5E5W1FS5dG+PSxAPz3Auw8QlIuXzrwRZ2xlWo0J63gpRHMNiUcL8rIYQQQgghHhFBTVtyYf9f7Fu7ioC6DXCv5FfWU8pX4gFLp1dY8fdltkfEsi8ygTy9goutBZ1DvegQ4kmLqu5YW5Tust65/XvZunAOudps9tVK4mrleIbXHMmTbn24fiKdH9eHE3fZ2BvK1ceWBl39CKzrgYu3rbEohaKgpMeQsWU9id/9SNaZ65hZqXCrmYVzlRtoLKPghNq4vc+nLoQNulm9LwQcK0E5rXgihBBCCCHEw0ClUtFu2CiunjnFli9n8cwHMzHTlI/CbiUesE7HpPHWxpP4udrwXFM/OoR4Ua+yM2YldJ7qfrQ52WxfuoAzf+wk0SmPPfUT6eI3kJdzOnLjpww2XD8GgIefA02eCiSgjjtOzgrEnYHYPXD8FMqNk6QfPEviUYWcZAs01no8GqlwbhmE2reG8ZyUZwi4VQdzq1L/GYUQQgghhHgc2Dg40n74aH6e+QF/b1hDs74Dy3pKQCkErAqO1iyZ0JIqHnYl0siroK5dOMO6z6eRl5hGZEUVPt5P8/y1YLKO64hQxVKhiiPNuzkT4BGNfdZ+Yzn01RGQdBFQUPSQetWJxDP2aJPNsfB0osL4Hjj0ex61c4Uy+7mEEEIIIYR4XFVt0ISQlm3Z/+NqAus1xCuwallPqeQDlpudBVU97Uv6Mfdk0Ov5fsUMrm/Zg97MHAuXJ6iRURX1BXCrkEJA6Fn81b9jk3wEDmcbb1KpwSUAPGtgqN6LlGPpJP7vL3RxCVgGV8Pn7eHYd+yIqpxVLBFCCCGEEOJx0+a5EVw5eYzNX37OoI+/QGNhuh65RVEuyrSXBH2ege3btnFs/XdoMpPQmFfFxq41/jYXCNTMxs/yIJb6LMhxNxadCBx6s6dUCLgHoc/OI2nVKpJnrUCfkoJN/fpU+OBDbJs3L9OVOCGEEEIIIcQtVrZ2dHppHOs/fJu9a1bS6tmhZTqfRyNgGQyQcom8qxFcOXadY+cVrlzXos/4A42iw9rZn3bO5wmoeAJz7+rg2Qk8JhgLT9h53DZUXlwcSbO/JOWHHzBkZWHXujWuI0ZgUzesjH44IYQQQgghxP341a5LrfadOfS/Hwms3wjfoNAym8vDF7Cykv7VnPcUudciuRRtS1RmGJe1YegMlcnJ2Y4q5wxqeyt6D+hOxdqtwcUf1Pfe0qe9coXEr5eQ+uOPKHo9Dl27GpsDV69Wej+bEEIIIYQQokhaPTuUy8fD2Tp/NoM/nYu5VdkUnCu/AUuXC/Fn84MUsTcb9GbEkKV35GJuQ6LyWnA15wkMihlYZRHpuAunmAhschRqdO1G+4HDHliuMefsWRIXLiJtyxZUGg2OvZ42NgeuWLGUflAhhBBCCCFEcVlY29Bp5HjWvDeV3d8to93QkWUyj7IPWIoCKVfuDFKJF0DRG68xsyTdsQFRmhFEGapxI8EGRVFh72aFRUgi/zN8h+W1K9Q/74y1gyM9Jk6mUo3a931s1pEjJC5cRMYff6C2scHl+edwGTIEcw+P+94nhBBCCCGEKJ8qhtSkXtcnOLzpJ6rUb0LlWnVKfQ6lG7Cyk40BKi7iX9v8ToM2/dY1TpWNZ6OCe5BiWZOoWF8izynERRivcfG2pV4Xd+K8LrDw6ofExV+l2xl/7K47U6VBEzq++DLW9g53fbyiKGT++ScJixaRfegwZs7OuI8bi/Mzz2Dm6FgavwNCCCGEEEKIEtSs/2Ciwg+z9asvGDJzHpY2tqX6/JIPWGnXYWVvY6hKu3br61ZOxiBVu7/xV89QFPcgEhPURIXHEbk3nqTrmUAaHpXtadwzgMAwDyI5zeeH3+L46eM0zAigw6GqoDfQZsQYarbtdNcKf4peT/rWrSQs/prc06fRVKiA59SpOPXuhdrGpsR/C4QQQgghhBClw9zCki6jJ/D9m5P4/dvFdB45vlSfX/IBKzMe0s2gcrP8IIVHCDh4g0qFYlCIvZxG1MF4osJPkRqfDSrwruJE8z5VCQhzx97FiqiUKN468hq7onfhZeHBywmdSD9wBhc/b7qOnYirz51npgxaLakbN5K4ZAl5l69gERBAhQ8/xLF7N1RlXB9fCCGEEEIIUTIqVKlOw5592P/jaqo2bEJgvUal9uySD1gVasPIDbd9yaA3cONcCpFH44kKjyczJRe1WoVvkDNhHSvhX9sdGwdjAIrLiuOzvz7mxws/YqOxYYz3EMx/PU/y9TPU7/E0zfoNQmN+eyELQ2YmyWvWkrRsGbq4OKxq1MBjzhfYt2+PSq0u8R9ZCCGEEEIIUbaa9O5P1OH9bFs4l+c+C77nMSJTK7UzWPo8A1fPJhMVHkfUsQRyMvIwM1dTKcSFwJ4BVK7phpXtraCUoc1g6cmlrIhYgU7R8Uz1ATS9UYnD36xBsXeg9xvv33FoTZecTPLKVSSvXIk+NRWbRo2o8NGH2DZtKs2BhRBCCCGEeIyYaczpPPoVVk19hR1LFtB9/Gul8twSD1i52Tq2Lz3FpeMJaHP0mFuZ4VfTjYA67lSu4Yq55e29qfL0eaw5t4aFxxaSnJtMF/8uDPMfzPHlqzlw/DsC6zem44svY+NwqyhFXkwMScu+IXntWpSsLOzatcNtxHCsa9+/kqAQQgghhBDi0eXhF0CT3gPYu3oFVRs1pXqTFiX+zBIPWGnx2Vw5lURgXQ8CwtypGOSCmfmd2/QURWHr5a3MOTKH6PRoGno15JV6r2B1OZOt0z4kLzeX9sNGUat9l/zVqNyLF0lcsoTUn34GgwHH7t1wHTYMy6pVS/rHEkIIIYQQQjwEGj7Zm8hDf/PbkgX4BtfA1sm5RJ9X4gHL2cuG5z9thtrs3mefDsYcZNbhWZxIOEEVpyrMbzefRu4N2L1yGce2bcK9sj/dxk7G1ddYyCInIoKERYtJ37oVlYUFzn364DJ0KBa+PiX94wghhBBCCCEeImozMzqPfoWVr41j++J5PDnxzRI9PlTiAUtjYXbPcHUh+QKzj8zmj6t/4GnjyfRm0+kR0IOk6Ct8N/UVEq9eoV63njQfMAQzjYasgwdJWLiIzD17UNvZ4Tp8OC6DB6FxcyvpH0MIIYQQQgjxkHL1qUjzAYPZtfxrInbvJLRVuxJ7Vuk2Gr4pNjOWL49+yU+RP2GrsWV83fEMDB6IpZkl4Zt/Zvd332Bla0evqe9RuVYYGbt2kbhoMdnh4Zi5uuI+YQLOzwzAzN6+LKYvhBBCCCGEeMjU7fIEFw7+zc5lC6kYWgsHN/cSeU6pBqx0bTpLTy5lZcRK9IqegcEDGVFzBE5WTmSmJLNhwUdcOnqYgLoN6Dh8DLq9+7j41jRyz53D3Nsbz7fexKlXL9RWVqU5bSGEEEIIIcRDTqVW02nkeJZPGsPWr76g9xvTS2SrYKkErDx9HqvPrmbh8YWk5KbQ1b8rL4e9jK+9LwBRRw6yZcFs8rKzaTt4OJXTsrjRbwB50dFYVAnE+5OPcejaFdV/+l0JIYQQQgghREE5eXrRatBQfvt6Pse2b6ZOx64mf0bJVxHUpvHExie4mnGVRhUaMaHeBEJdQwHQabXsXrWM8C2/4OZbiWah9TB8PJPY+ASsatfC8/XXsGvTRpoDCyGEEEIIIUyiVvsunD+wjz9WLsGvVpjJxy/xgHU1/Sqh5qF81f4rmnrfavibcOUSm+bMICH6MkEVKuK/5zB5qb9j27QprjNmYtOooTQHFkIIIYQQQpiUSqWi44tjWT5pDFsWzDL5+CUesCo6VGRN9zWYqY0NhRVFIXzL/9i9cgnmqGgQnYD78Sjs27fHdcQIrGvWKOkpCSGEEEIIIR5jDm7utHluBFvmzwIsTDp2iQcse3P7/HCVlZrCr599yOWzEbinZ1HrWiIeXbvhOnwYlgEBJT0VIYQQQgghhAAgpGVbrp4+xd5tu0w6bqlVETy7cT3bf1hOnj6P0Pg0arfvgtvQ5zH39i6tKQghhBBCCCEEYNwq2OmlsSx82AKWPiODnwf24bwuG3utjg4NmhP40ig0Li4l/WghhBBCCCGEKFUlHrCSY25w3tmC4EoBtJvyLpYSrIQQQgghhBCPqBIPWFZWlvR8dSqBDZuW9KOEEI8QZ2fnsp6CEOIhI68bQoiiMPVrh0pRFMWkI/6HoihSbl0IIYQQQgjxWCjxDr4SroQQQgghhBCPixIPWEIIIYQQQgjxuJCAJYQQQgghhBAmUqiApdVq6d69O3/99ddtX798+TK1atVCp9Pd816dTsfHH39Ms2bNCAsLY9y4cSQkJNz12vnz59O2bdvCTE0IUc5ptVreeustGjRoQLNmzVi8ePE9rz1z5gz9+vWjdu3aPP300xw/fvy27//666906NCB2rVrM3LkSBITE0t6+kKIMiCvG0KIoijr144CB6zc3FxeeeUVzp8/f9vXb9y4wYsvvkhubu597587dy47duzgiy++YM2aNaSkpDBp0qQ7rouMjGTBggUFnZYQ4iHx6aefEh4ezrJly5g2bRoLFixg06ZNd1yXlZXFsGHDqF27Nhs2bKBevXq8+OKLZGRkAHD8+HFef/11Ro4cyerVq8nIyGDy5Mml/eMIIUqBvG4IIYqizF87lAI4f/688sQTTyg9evRQqlWrpuzdu1dRFEXZvn270rhx4/yv5+Xl3XOMmTNnKr///nv+v//2229KaGjobdfo9XqlX79+yoABA5Q2bdoUZGpCiIdAZmamUrNmzfzXDkVRlC+//FLp37//HdeuXbtWad26taLX6xVFURSDwaB06NBBWbNmjaIoijJp0iTl1Vdfzb/++vXrSrVq1ZRLly6V8E8hhChN8rohhCiK8vDaUaAVrEOHDtGsWTNWr15929f//PNPJkyYwBtvvPHAMV599VVat24NQEJCAmvXrqVx48a3XbN8+XKsrKx46qmnCjItIcRD4syZM2i1WurVq5f/tXr16nHixIk7thYfO3aMunXrolYbX55UKhV169YlPDw8//sNGjTIv75ChQr4+Pjkf18I8WiQ1w0hRFGUh9eOAjUa7t+//12/Pm3aNAD2799fkGEAmDVrFl999RWOjo58//33+V+Pjo7mq6++Ys2aNYUaTwhR/sXHx+Po6IilpWX+19zc3MjLyyMpKQkPD4/brvX397/tfldXV86cOQNAXFzcbdf/8/3Y2NgS/AmEEKVNXjeEEEVRHl47Sr2K4FNPPcW6deto1KgRQ4cOzd/j+OabbzJs2DAqVapU2lMSQpSw7OxsLCwsbvvaP/+u1WoLdO0/1+Xk5Nz3+0KIR4O8bgghiqI8vHYUaAXLlPz8/ADj4bNWrVqxbds2dDod6enpPP/886U9HSFEKbC0tLzjxeiff7e2ti7QtVZWVgX6vhDi0SCvG0KIoigPrx2lErAMBgM7d+6kTp06uLm5AcYf0MfHh+TkZHbt2sW5c+eoX78+YCzpnpeXR1hYGJs2bcLb27s0pimEKCGenp6kpaWh1WrzPwmKj4/HwsICR0fHO66Nj4+/7WsJCQm4u7vnf/+/LR7+/X0hxKNBXjeEEEVRHl47SmWLoFqtZvr06fzyyy/5X0tPT+fy5csEBgYyc+ZMNm3axMaNG9m4cSNjxozBw8ODjRs33rHvUQjx8AkODsbc3Py2Q6GHDx8mNDQUjeb2z3lq165NeHg4iqIAoCgK4eHh1KlTJ//7hw8fzr/+xo0bXL9+Pf/7QohHg7xuCCGKojy8dpRYwNJqtcTHx6PX6wEYOHAgX331Fbt37+bcuXNMnDgRPz8/WrZsiaenJ5UrV87/n4uLCxqNhsqVK9/xGyGEePhYW1vTs2dPpk2bxvHjx9mxYwdLly5l8ODBgPGTpZycHAA6d+5MVlYW06dP58KFC3z00UdkZGTQtWtXAAYMGMD//vc/1qxZw9mzZ3nttddo2bJl/vZjIcSjQV43hBBFUS5eOwpbW/7ffbD+8ffff9/RB+ufr0VHRyuKoig6nU6ZN2+e0rJlS6V27drKqFGjlJiYmLs+Y82aNdIHS4hHTFZWljJ58mSlTp06SrNmzZQlS5bkf69atWrK+vXr8//92LFjSs+ePZUaNWoovXr1Uk6cOHHbWBs2bFBat26t1KlTRxk1apSSmJhYaj+HEKL0yOuGEKIoyvq1Q6UoN9fEhBBCCCGEEEIUS6mXaRdCCCGEEEKIR5UELCGEEEIIIYQwEQlYQgghhBBCCGEiErCEEEIIIYQQwkQkYAkhhBBCCCGEiUjAEkIIIYQQQggTkYAlhBBCCCGEECYiAUsIIYQQQgghTEQClhBCCCGEEEKYiAQsIYQQQgghhDARCVhCCCGEEEIIYSISsIQQQgghhBDCRCRgCSGEEEIIIYSJSMASQgghhBBCCBORgCWEEEIIIYQQJiIBSwghhBBCCCFMRAKWEEIIIYQQQpiIBCwhhBBCCCGEMBEJWEIIIYQQQghhIhKwhBBCCCGEEMJEJGAJIYQQQgghhIlIwBJCCCGEEEIIE5GAJYQQQgghhBAmIgFLCCGEEEIIIUxEApYQQgghhBBCmIgELCGEEEIIIYQwEQlYQgghhBBCCGEiErCEEEIIIYQQwkQkYAkhhBBCCCGEiUjAEkIIIYQQQggTkYAlhBBCCCGEECYiAUsIIYQQQgghTEQClhBCCCGEEEKYiAQsIYQQQgghhDARCVhCiHLhgw8+4Pjx42U9DSHEQ8pgMGAwGNDr9WRnZ3P48OGynpIQopxKSkoq0fE1phro559/Ztu2bVhYWNCuXTu6detmqqGFEI+BhIQEhgwZgouLC927d6dbt25Uq1atrKclhCjHDh06xLvvvktkZOQd39NoNJw4caIMZiWEKO9atGhBkyZN6N69O+3bt8fOzs6k46sURVGKO8iiRYv44osvaNKkCRqNhj179jB06FBeeeUVU8xRCPGYyMnJ4ffff2fz5s3s3r0bX19fevToQdeuXalYsWJZT08IUc489dRTVKhQgQEDBjBu3Dg+/fRTYmNjmTdvHm+99RZdu3Yt6ykKIcqhqKgoNm/ezObNm4mOjqZVq1Z069aNNm3aYGFhUezxTRKw2rdvz5gxY+jZsycA27ZtY8qUKRw6dAiVSlXc4YUQj6HMzEwWL17MsmXL0Gq11KpVi759+/L000/L64oQAoCaNWuyceNGAgMDGTRoEMOGDaNVq1Zs2bKFRYsWsWHDhrKeohCinDt37hxbt25l165dXLlyhbZt29K9e3eaN29e5PcbJjmDFRMTQ5MmTfL/vW3btmRnZxMXF2eK4YUQjwlFUThw4ADTpk2jU6dOfPfdd3Tv3p0lS5YwYMAAFi5cKCvjQoh81tbWqNXGtzIBAQGcOXMGgFq1anHx4sWynJoQ4iHh4uKCq6srzs7OaLVarly5wnvvvUf79u3Zv39/kcY0yRksnU6HRnNrKI1Gg6WlJVqt1hTDCyEeA9OmTWP79u1kZGTQunVr3n33XVq2bHnbUr2FhQVvvPFGGc5SCFGeNG7cmM8++4y33nqLsLAwli5dSu/evdm+fTtOTk5lPT0hRDmVmJjIli1b2LJlC0eOHKFatWp07dqV6dOnU6FCBQA+/vhjXn31Vfbs2VPo8U1W5EIIIYojOjqaiRMn0qFDB2xtbe96Tc2aNVmwYEEpz0wIUV699dZbTJ48mW3bttG/f3/WrVtHs2bNMDMz49133y3r6QkhyqkWLVrg6+tL165deffddwkMDLzjmiZNmnDu3LkijW+SM1hBQUFMmTLltjdF06dPZ/To0bi4uNx2be/evYv7OCHEI2jKlCm88cYbd1TySU1N5a233mLOnDllNDMhxMNCURQuXLiAg4MDnp6eZT0dIUQ5dezYMWrWrJm/xfgfer2es2fPEhISUqzxTRKw2rZtW7CHqVTs2LGjuI8TQjwiDh06xKVLlwDjJ9Gvv/76HatXUVFRrF69WnraCCEA2LdvHw0aNECj0bBv3777Xvvv8+FCCPGP4OBg9u7de8dC0KVLl3jyySc5duxYscY3ScAqivPnz+Pv73/b2S0hxOPlzJkzjB49GkVRuH79Ol5eXrd9mqRSqbCxseHZZ5+lX79+ZThTIUR5ERQUxN69e3F1dSUoKOie16lUKk6fPl2KMxNClGerV6/OP2YQExODh4fHHStY6enp+Pv7s27dumI9q8wCVt26dfnpp5+kt40QAoBBgwYxb948HB0dy3oqQgghhHjE5OXlsWnTJgwGA1OnTmXq1KnY29vnf/+fD3UbN26Mg4NDsZ5VZstHZZTrhBDliMFgyP/06Ntvv83/2t3891MmIYRo164d69evv6NiYGxsLD179nzgFkIhxOPD3Nw8v2evr68vdevWLbGddLI/TwhRZkJDQ9mzZw+urq6EhITct6GfbPURQgD8+uuv7Nq1C4Br167xzjvvYGlpeds1169flyMIQojbfPHFF4wYMQJra2v27dt33w9gxo0bV6xnyauPEKLMfPvtt/lbAr/99tsid0wXQjw+GjduzJ9//pn/72q1GjMzs9uuCQoK4rXXXivtqQkhyrFDhw7x/PPPY21tzaFDh+55nSnei5TZGaywsDB+/vlnOYMlhBBCiCLp168fy5Ytw8bGpqynIoQQ+WQFSwhRZlq1alXgT4r+2RIkhBD/uHjxIlevXqVatWplPRUhRDlX0MqAKpWKXr16FetZZRawZCuQEGLcuHHyWiCEKLKgoCAOHTokAUsI8UDz588v0HWmCFilukXw3xXDGjduzLp16/D19S2txwshhBDiETJy5Eh27dqFk5MTPj4+dxS7WLVqVRnNTAjxODP5CtYbb7zBlClTsLOzu+3rJ0+e5M0332Tjxo0A/P3336Z+tBDiITNw4EAWLFiAg4MDzzzzzH1Xs+SNkhDiv0JDQwkNDS3raQghHgL79u2jQYMGaDSa+1YQVKlUNG7cuFjPMnnAOnHiBN26dWP69Om0bNmSnJwcZs2axcqVK+nUqZOpHyeEeIg1adIEc3NzAJo2bVrGsxFCPGzGjBmT/886nQ4zMzPZdiyEuKvnn3+evXv34urqyvPPP3/P61QqVbFbw5h8i6BOp2PRokUsXLiQtm3bcvz4cSwtLXnrrbdo0qSJKR8lhHiEbNy4ka5du2JhYXHb17Oysli/fj2DBg0qo5kJIcqzVatW8c0333Djxg02b97MokWLcHZ2Zvz48dKgXAhRJky+gqXRaBg8eDBnzpxh8+bNaDQa3n//fQlXQog7JCYmkpWVBcCUKVMICAjA2dn5tmvOnDnDjBkzJGAJIe6wbNkyli9fzrhx43j33XcBaNasGdOnTwfglVdeKcPZCSHKM4PBwJ9//klkZCTm5uZUqVLFZHnF5CtY69ev5/PPP8fFxYV3332XM2fOMGvWLGrUqMHbb79NQECAKR8nhHiIbd26Nb+S4P1eip566ik++uijUpyZEOJh0KlTJ958801atGhxW3/NvXv3MmXKFHbv3l3WUxRClEOXL19m6NChJCcn4+fnh6IoXLp0icqVKzNv3rxiF+EzecCqWbMmL774Ii+++GL+2YrY2FimTZvGn3/+yYkTJ0z5OCHEQ+769esYDAbat2/PunXrblvBUqlU2NjY4OTkVHYTFEKUW7Vr1+Z///sfFStWvC1gRUZG0qtXL44ePVrWUxRClEP9+/fH19eXadOmYWtrC0BaWhpTp04lMzOTZcuWFWt8kwesyMhIAgMD7/q9bdu20bFjR1M+TgjxiJAqgkKIwhoyZAhhYWGMHz8+P2D5+PjwxhtvcO3aNZYvX17WUxRClEO1atXip59+wt/f/7avR0ZG8vTTT3Ps2LFijW/yM1iBgYHEx8dz8eJF9Hp9/te1Wi2RkZGmfpwQ4hHx3yqCOp2O6Oho/vjjD0aPHl1GsxJClGdvvvkmw4cPZ9euXWi1Wt555x0uXbqEVqvl66+/LuvpCSHKqTp16rBv3747Atbhw4cJDg4u9vgmX8H6/vvvef/999Hr9bedq1CpVNSuXZsffvjBlI8TQjziNm7cyK+//sqiRYvKeipCiHIoNzeXn3/+maioKPR6Pf7+/jzxxBP5236EEALgiy++yP/n2NhYfvrpJ9q1a0fNmjVRq9WcO3eOX3/9lcGDBzNp0qRiPcvkAatt27Y8/fTTjBgxgrZt27J27VoyMzOZPHkyXbp0Yfjw4aZ8nBDiERcdHU337t2LvVwvhBBCiMdXQasRq1SqYm8vNvkWwbi4OHr27ImFhQWhoaGEh4fTtWtX3njjDaZMmSIBSwhxV9HR0Xd8LSMjg6+++gofH58ymJEQoryLjo5m1qxZnDhxAp1Od0c10l27dpXNxIQQ5c6KFStK7VkmD1iurq4kJSXh6+tLQEAAp0+fpmvXrnh4eBAXF2fqxwkhHhEdOnS4o8iFoihUqFCBDz/8sIxmJYQoz9544w0SEhIYPHgwdnZ2ZT0dIcRD5MSJE1y4cCG/ZoSiKGi1Wk6fPs37779frLFNHrC6du3Ka6+9xvvvv0/z5s2ZOHEiwcHB7Ny5k0qVKpn6cUKIR8SOHTtu+3eVSoW5uTlubm73rS4ohHh8nThxgpUrVxIaGlrWUxFCPETmzJnD/PnzcXNzIzExEU9PTxISEtDr9SapeG7ygPXqq6/i4OBASkoK7dq1o1+/frz33ns4OzvLp9BCiHuSbYBCiMKqWLEiGRkZZT0NIcRDZs2aNUybNo1+/frRtm1bvv32WxwdHZkwYYJJ3o+YvMhFTk4O69evJyoqCq1WC3BbJcHp06eb8nFCCCGEeExt3LiR+fPnM2TIECpWrIi5uflt32/SpEkZzUwIUZ7VqFGDbdu24e3tzejRo+nYsSNPPvkkJ0+eZOzYsezcubNY45t8BWvChAkcPHiQhg0bYmVlZerhhRBCCCEAeP311wHu+uGtSqXi9OnTpT0lIcRDwMvLi+joaLy9vQkMDCQiIoInn3wSW1tbkpOTiz2+yQPW33//zeLFi6lfv76phxZCCCHEYy46OhpfX19UKhXbtm27refmv8nZTSHEvfTt25cJEybw0Ucf0b59e4YMGYKrqyt///03QUFBxR7f5AHL398/vxqHEEIIIYQpdejQgb179+Lq6krHjh3vG6RkBUsIcTcjRozAy8sLa2tratWqxdSpU/nhhx9wcnLigw8+KPb4Jj+Dde7cOcaNG0e3bt3w9vZGrVbf9v2ePXua8nFCCCGEeIxcu3YNb29vVCoV165du++1UjxHCFEWTB6wPvnkE5YtW4ajo+MdZ7BUKpU0/RNCCCGEEEKUqsmTJ/P2229jZ2fH5MmT73vtp59+WqxnmXyL4A8//MCMGTPo0aOHqYcWQgghhBBCiEIzMzO76z+XBJOvYLVt25avvvqKatWqmXJYIYQQQgghhCj3TB6wdu7cyeLFixk1ahS+vr5oNLcvklWsWNGUjxNCCCGEEEKI+/riiy8KdJ1KpWLs2LHFepbJA9Z/Sxv+U91HURTpSSGEEEIIIYQodYMGDSrQdSqViuXLlxfrWSYPWFLRRwghhBBCCPG4MnnAEkIIIYQQQojy7MyZM6xcuZLLly8zc+ZMtm/fTqVKlWjZsmWxx1Y/+BIhhBBCCCGEeDT8+eef9O/fH71ez7Fjx9BqtSQlJTFq1Ch++eWXYo8vK1hCCCGEEEKIx8bTTz9Nv3796NevH2FhYfz8889UrFiR77//nuXLl7N58+ZijS8rWEIIIYQQQojHRlRUFE2bNr3j682aNXtgPYmCkIAlhBBCCCGEeGz4+vpy9OjRO76+c+dOk7SU0jz4EiGEEEIIIYR4NIwfP57Jkydz4sQJ9Ho969evJzo6mq1btzJjxoxijy8rWEIIIYQQQojHxu+//853331HSkoKVatWZdeuXRgMBlatWkWXLl2KPb4UuRBCCCGEEEI8Nho2bMiGDRvw9fUtkfElYAkhhBBCCCEeG/Pnz+fw4cMMHjwYHx8fLC0tb/t+cc9hScASQgghhBBCPDaCgoLu+JpKpUJRFFQqFadPny7W+BKwhBBCCCGEEI+NB5Vi9/HxKdb4ErCEEEIIIYQQwkSkiqAQQgghhBBCmIgELCGEEEIIIYQwEQlYQgghhBBCCGEiErCEEEIIIYQQwkT+D+vz9P4qqPstAAAAAElFTkSuQmCC\n", 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9Vzk1sDfGhAQbzUQI8byQgCWEeKTys7PYOmsKvpUCadCjj63LEUI8RQzXckmZGoXVaMF7bG3syijZNvl14pQ+OOQ603JIOzw9XO/Yt9vH3+GRn4EuLZ2z6uscb9sD45UEzvZ+gbwDBx/zTIQQzxMJWEKIR2rb7Kno8/PpPP61ex4WKoQQf1V4KZOU6VEoNEq8x9dG663g/Iwx/J5XEY3ekXIV3WnYtN5d+2tcvOn/6mi0KXE45Vo4o0ngYK8QEtV5XB45grS58+S5LCHEIyEBSwjxyFw4uJdz+3bRtN9gvMr727ocIcRTouBUKqlzTqJytcN7QjAaNwXp84azMLkGSosd7gVZDH1p1H3H8WzQnU5tqsDVY7gbHEiy5rG5Zz8OVYbkzz/n2rvvYikoeAwzEkI8TyRgCSEeiYLcHLbM/AVv/4o07NXf1uUIIZ4SeYeTSAs/g7a0E97jaqN2hMLI4UyLq4lVocTnSjJjv/20yOPVGvslVX2VmGP34W5xwilfy6YuvVjQSkn2mjXEDhmCIf7aI5yREOJ5IwFLCPFI7Jg7g8LcHLpMeB2VWs40F0LcX87v8WQsPY9dZTe8Rgeh0oF58UimnfdHr1JSNk5P76/eQ60qxscXpYouH3yLs1qP7mosTlY7qiY5crbxEL7oryT78kVi+/cjb+/eRzcxIcRzRQKWEKLExRw9xOnft9Go9wBK+Ve0dTlCiCec1Wola0MsWetisQ/ywmt4TZRqKywfw6LTjmRoHCiVoKP6qHb4+PoUe3yNT2X6jOxHXuFlAtJ02KGkyhUl1srj+MdwFQl2hVwZPYa0WbPluSwhxEOTgCWEKFH6/Dw2z/gJL78KNOk7yNblCCGecFaLlcwVF8nZEY9jY188hlRDoQRWvszWqEzOq8vimuGKa3Urzdu0e+DX8Wr3Ih0aehKbuoUmeZWxx4z3pQL8fN7mXyO0HKtuR/LXX3P9rbew5OeX3ASFEM8dCVhCiBK1c/4s8jIy6Dz+NVRqja3LEUI8wawmC+kLzpJ3MBHntn649a6MQgGseZ3oY9HsUtZBl++CU95RQt54/6Ffr9bLP1HFq4CzCWtoZwjCVVmI6kwydZ0/YtoAJ5Z2cCBrwwbiBg/BcOXKw09QCPFckoAlhCgxcVHHiN62iQY9++JbuYqtyxFCPMEsejOpv56iIDoV1+4BuHb2RwGw/j2uHdnIcmVn1EYHyp/dzfCfZ5bIayp0znR66zNUikRS0k7SxlATX2UOWSdiaeH4Cfvb+fLVIC0FCfHE9h9A7q5dJfK6QojniwQsIUSJMBTks2naZNzLlKNZ/6G2LkcI8QQz5xlJmRmNPiYT9wFVcG5ZDqxW2Pwvsg+E8yuhKCwaqp84SbPvv0BrZ1dir62t2JSe/VpwKXsfTvlWGpkC8VdlcPHAGZrZf4y+fnVeDzWS72HP1bHjSJ02XZ7LEkIUiwQsIUSJ+D1yLjlpqXQe/xpqrdbW5QghnlCmLD0p005gTMjFM7QGjvX/2LRix+cY9v7CLNVLGK1Wqp1Mw3lcF/wrlfxqeKleH9GupoIDycupZihDLVVFqquTObD7BE0dPqRyzeaM6ZdKUtNAUr7/nmuvvY45N6/E6xBCPJskYAkhHtrVU1Gc2LSW+t16UrZqdVuXI4R4QhlT8kmZcgJzlgHvUbWwr+F548Kub7Hs/JL5dq+RZTZRIU5Jfm0DnXo+otVwpZLar07Dzzmeo6kbaJznTyVXf+pprrFq62Hq2b1Jl+q9mdjqEscG1SFnyxbiBg/CEBf3aOoRQjxTJGAJIR6KsbCQjdMm4+ZTmuaDwmxdjhDiCWW4lkvK1CisRgveY2tjV9HtxoV9P8PWT1ntMpGregueKS6oDDsZ9vGkR1qPwrUsnca/QabhCNfyY2iZ6E953/I011xm7vqDVFePYUztsXxe8SQrJ9bBlJpG7ICB5Gzf/kjrEkI8/SRgCSEeyu5F88lKSqTT+FfR2OlsXY4Q4glUeCmTlOlRKDRKvMfXRlvW6caFQzNh4wfs8x7FsWw1jjnu+J9dSu9pi1AqH/1HFLu6fXmhQ2WOpK7BZDHS6EpFSvv40M7uEpNW7aestS8fNP6ASIdoJr1SDmXZ0sRPeImUn3/GarE88vqEEE8nCVhCiAd27expjq5fRZ3O3fGrEWTrcoQQT6CCU2mkzjmJytUO7wnBaLwdblw4Oh/WvsWF0gPZmOyGttCFhvtW4v/t17i4ejy2+nyGfkfTCskcSl2Lm0VFvZwgPN1c6ay7yGfL9uOkb803rb/hgDWG90LMaLp1JPXHn4h/ZSLmnJzHVqcQ4ukhAUsI8UCMBj0bp07CxcublkNH2LocIcQTKO9wEmnhp9GUdsJ7XG3Urn/sBhi1BFZNJKVcVxYm+qMy6WiyZy+ZY3sQVLf54y1S60DdiT/iqD5IbE4UpdPMNPNthYu9lm66i/xj0UHIq820jtNINKYztnE0ijdGk7tzJ3EDB6GPiXm89QohnngSsIQQD2TfkkgyEq7RaeyraHX2ti5HCPGEydkVT8bS89hVdsN7dBAqxz8OHj+9ElaMI9+vNbOTGmAxQZ1jcVyur6L3iDdtUquiTDCdhg7iYvZa8s05OB/OpnPzF3BSW+huf5HXIw+Sk1WeX7v+ikKpZKTzUvK/fQ9zVhZxAwaSs2WLTeoWQjyZJGAJIYot4eI5Dq9eQVD7zlSoXcfW5QghniBWq5WsDXFkrY3FPsgLr+E1Udqpblw8tx6WjsJUtiGzs7tQYMij0gU9BaqjhH0TbtO6da0n0qWRHYdS1uCkUpL7Wwq9evTF0ZpPF/sYXpp/iNQ0DyK6ReDj4MOYlO+5POkVtBUrEv/KRFImT5bnsoQQgAQsIUQxmYxGNk6ZhKOHB61DR9m6HCHEE8RqsZK54iI5O67i2MgXjyHVUKj/+KhxcSssHobVJ4hFymGkZiVR6roTZeJW0GrGQtRqjW2LVyopPXIa1bwOcy7rEOWVkLA6m149e+NiyqS9Lo7Rcw9xNUXL3K5zCfIK4q3Tn7Pvo+649u1L6i9TuDphAubsbNvOQwhhcxKwhBDFcmD5QtLir9BxzMvYOTjauhwhxBPCarKQvuAseQcTcW7rh1ufyiiUihsXY3fBwhDwqsqm0u9w4coFnDI9aXQwHLvPP8XXN8C2xf+PUynqj/03OYYVZBtSqZCZR3aUhs6dO+NlSqG57ioj5xwkNtnKtI7TaOvXls+Pf8Oivp74/Otf5O3dR+yAAegvXLD1TIQQNiQBSwhRZEmxlzjw2xJqtGpHxboNbV2OEOIJYdGbSZ17ioLoVFy7B+Da2R+F4o9wdeUARA4C9wocD/6SfUcPYZfvQdsdi7gwrD3N2/axbfF/o6jamc49GhGdvhw7pRL1sQTcrBVo1qwZZY3XqaNNZNisA1xK1vNdm+8YWGUgs0/N4Ru/aMrOmYklP5/YQYPJ3rDR1lMRQtiIBCwhRJGYTSY2TvkBBxdX2gwfY+tyhBBPCHOekZSZ0egvZeLevwrOLcv9efHaUYjoD86+XGk3jZWbtqI2uNDq942crOvA4De/tl3h92Df4z+0qHqZ05l78LPTcG7ReYKrNKZ27dpUNsZRRZ1K2KyDXErJ56MmH/FKnVdYHbOadzNm47swHF2VKlx7/XWSv/0Oq9ls6+kIIR4zCVhCiCI5uHIJKZdj6TD6ZeydnG1djhDiCWDK0pMy7QTGhFw8Q2rg2MDnz4uJ0TC/D9i7kdE7nPlLN6Awaal7JIo0p2v0/3nJn6tcTxqNjrIvTsPdbgnp+gRq21nZNjWajm27UqlSJYLMFylNBiEzDxCXls+44HF80uwT9ifsZ8yxd3Gc9i1ugwaRNmMGV8eOw5yZaesZCSEeIwlYQoj7Sr0Sx/5li6jarBWVGzaxdTlCiCeAMSWflCknMGcZ8B5VC/uann9eTD4L83qD1pHCwcuYvXATJqORChcy8Ug9SPWfZ+Lo4Gqz2oukVHUahUzgam4kKgUEGgvYOvs0/fv1x9fXlyaK8zibsxk6Yz9X0/PpG9iXSW0nEZMZw/CtozG99SK+n31K/sGDxPYfQOHZs7aekRDiMZGAJYS4J4vZzIYpk7BzdKTdyHG2LkcI8QQwXMslZWoUVqMF77G1savo9ufFtEswrycoVZjDVjJv+W5y8jJxT7KnXtQqMj94mcCqDWxWe3EoGo2hbTM7zmZuxVejQxmXwZG18YSEhODi7EwHzXmU+lyGztxPQlYBrf1aM7PzTHIMOYSuD+V62xpUCJ+P1WAgbvAQstautfWUhBCPgQQsIcQ9HV6zgqSYC7QfNQEHlyf8L85CiEeu8FImKdOjUGiUeI+vjbas058XM+Jg7gtgMcGwVfy27RTXk6/gmOVLu13zONqvPl37vWyz2otNocBh4C/UKLWW5ILL1HZQcX7bFa6fziUsLAyNWkUvp4sU5uUxdMYBkrMLCfYOZl7XeehUOkZuHMlRr1wCli1FV7Mm1996m6Qvv8JqMtl6ZkKIR0gClhDirtKuXWXvkggCGzWjSpPmti5HCGFjBafSSJ1zEpWrFu8JwWi8Hf68mBUPc3uCIQ+GrWTX6TSizxzHPr807bfNIaqGI0M/mW274h+Uoyd+I77DZJ6O1WqmoYuJ7fPPYsnXEBISgsmgZ7DHZdKzcwmZeYC0XD0BrgGEdwunvHN5Xtn6Cuuz91NhzmzcQ0JInzOHK6PHYMrIsPXMhBCPiAQsIcQdWSxmNk6dhMZOR/sXJzy5D6MLIR6LvCNJpEWcRlPaCe9xwahd7f68mJN4I1wVZEDYCs6ka9i6YzNavScNdy8lzSWPjtMWoVHZ+DDhB1WpLQ16tORyzircFQ5Usitg/dRoPFy9GTRoEHlZ6YwqnUB8ei5hsw6SlW/E28GbOV3mUN+nPh/s/oDZ5+bj89GHlP7vfyk4epS4fv0pOHXK1jMTQjwCErCEEHd0bP1qEs6fpe2IsTi6udu6HCGEDeXsiidjyXnsKrrhPToIleNfglJeKszrdSNkhSwlUVmGJUuWojY6ERB9ENe8eNy+/Rxvz/K2m0AJUHb4mAbVTpBYcI5AlT3WzDw2zzpFQEBFevfuTUbSNV4JSOdScg7D5hwkp9CIs9aZXzr8Qlf/rvxw9Ae+PPQlLn16USEiAqvVyuWhIWStXGnrqQkhSpgELCHEbTISr7N74Xwq1mtI9RZtbF2OEMJGrFYrWRviyFobi32QF14jaqK0U/3ZID/9xm6BGXEwdBE57jX4dfY8MClxjc+izsXDXHq5Dw0bv2CrKZQctRankJl420/FaNHTyNnI1dPpHFgVQ+3atenUqRMpVy/xRvV8Tl3LZNSvh8g3mNCqtHzR6gvCaoQRcSaCd3a+g7JGIAFLl2AfHMz1994n8T//xWo02nqGQogSIgFLCHELq8XCpqmTUanVdBjzstwaKMRzymqxkrniIjk7ruLYyBePIdVQqP/ysaEwC8L7Qeo5GByJoWxj5sycR6G+EPtsT9ofWMr+9gEMGPMf202ipHkFUmHgq2Trw3GyOlPPJ4+jGy5z6VgyzZo1o2nTpiRePMn7dRUcuZzB6LmHKTSaUSqUvNvwXd5u8DabLm9iwpYJFDhrKT97Fh7Dh5Mxfz5XRo7ClJZm6xkKIUqABCwhxC2Ob15H/JmTtB72Is4eXrYuRwhhA1aThfQFZ8k7mIhzGz/c+lRGofzLH1v0uRAxABKjYOB8LBXbsmD+YtIzU3A2VKbD1smcrahj4LeLnr0/0tQNo04zSC44RplCF8r7GNn66xnSr+fRsWNHgoKCiD91kA8a27MvJo3x4UfQm8wADK85nM9bfs6x5GMM3zCcZH0aPv94nzJff0XByZPE9utPQXS0jScohHhYErCEEDdlJSexK+JX/IPrUatNR1uXI4SwAYveTOrcUxREp+LaLQDXLv63hiRDPiwYDPGHof9sqNqF9Ws2EXv1Ii7GStTb8QM5DlaCf5mNo87ZdhN5VBQKlL0mU9knHL05lyoFRjRqM+unRWPUW+jVqxcVK1bk2oldfNDcjR3nUpgYeQyj2QJAj4o9+Ln9z1zLuUbY+jBiMmNwfeEF/CMjUCiVXA4JJXPZchtPUgjxMCRgCSGAG89abJr+IygUdBz7yrP3V2chxH2Z84ykzIxGfykT9/5VcG5V7tYGxkJYFAJxu6HPNKjRi0MHDnPo6H4c9GUodWwxnjk56D99nUr+dW0zicfB3h2Xod+hUfyCo9KV2s5pZKcUsGXOaVRKFYMGDcLX15fkEzv4RytvNp1O4s3FJzBbrAA0K9OMOV3mYDAbGLZhGMeTj6OrUQP/ZUtxaFCfhA8/JPHTT7EaDDaeqBDiQUjAEkIAEL1tE1eij9M6dCQuXqVsXY4Q4jEzZ+lJmRaFMSEXz5AaODbwubWByQBLRsClbdDrJ6g9gJhLMaxbvxatwR3VtTPUj73IsZAmdOwy1iZzeKz8W+DfpQlZ+h34FPoSVDWPuKhUDq+Pw87OjpCQEJycnMiM3s7brcuw+sR13l0aheWPkFXDswbzu83HVevK6E2j2X5lO2p3d/ymT8fjxVFkRC7g8oiRmFJSbDxRIURxScASQpCTlsrO+bPwq1mb2u272LocIcRjZkzJJ3nKCcxZerxG1sK+puetDcwmWD4azq+H7t9C3VBSU1OJjFiI0mSPUq+j28ENHGroydD3p9tmErbQ5n2qVtlDvimVUlcVBNRQcXBNLHHRqTg5OREaGopCocB0bievtirHsqPxfLTyJFbrjZDl5+zH/G7zCXQL5PUdr7Pk/BIUajU+77xD2e++pfDMGWL79iP/2DEbT1QIURwSsIR4zlmtVjZP/xGLxUynca+iUMrbghDPE8O1XFKmRmE1WvAeWxtdJbdbG1jM8NsEOL0SOv8XGo4mPz+fObPmYTZZcbOrRofNk4gprabz5AVolE/pYcIPQqVBPWgKXg4/Ya9ywvvaZTzL6Ng8+zSZSfl4enoSEhJCXl4e9pf3Mq65H5EHrvDpmtM3Q5aHzoNZnWfRrEwzPt33Kb8c/wWr1YpLt274L1yIQqfj8rDhZCxabOPJCiGKSj5JCfGcO/37NmKPH6HlkOG4+fjauhwhxGOkj8kkZXoUCo0S7/G10ZZ1urWBxQKrX4PoxdD+X9D0ZUwmE3Nnh5OXn4Ovrh6B6/8Ps8qKz3df4ePuZ5uJ2JJHAB79xmC2rKa0IgA/+4solLB+WjSGQhNly5Zl0KBBpKSkUCb9GCOa+DFnTxxfbTx3M2Q5aByY3G4yvSr1YsqJKXyy7xNMFhO6qlUIWLIYxyZNSPz4YxL++S8s8lyWEE88CVhCPMdyM9LZPnc6ZarWoG7nHrYuRwjxGBWcTiNl9klUrlq8JwSj8Xa4tYHVCuvfgWPzofV70PItrFYrSxetICn1OqUUQSj3/ohfRgFX3hxAg7pdbTORJ0HtQVRolE2h+So+SaUIalhARkIe2+efxWq1UrlyZXr16kVsbCw1jecY2siPKTsuMXnrxZtDaJQaPmv+GWOCxrDswjLe2PEGBaYCVG5u+E2dgue4cWQuWcLlsDCMSUk2nKwQ4n4kYAnxnLJarWyZ+Qtmg5HO41+TWwOFeI7kHUkiLfw0mtJOeI8LRu1qd2sDqxU2fQSHZkKzV6HNPwDYvnUnZy+cwtVQkbSre2hxMZZ93SvRP/QTG8ziCaJQoHjha8p5/4pWaYdifwLB7Vy4eCSZY5uvABAcHEzHjh05deoULXTx9Ktblu+3nGfazkt/GUbBq/Ve5YPGH7Dz6k7GbBpDZmEmCpWKUm+8TtnJkzBcuEhsv/7kHzliq9kKIe5DPlEJ8Zw6t/d3Lh3eT7NBoXiUKWvrcoQQj0nOrngylpzHrqIb3qODUDne4Zmpbf+GfT9Bo3HQ8VNQKIiKiub33TvQ6UuRrTHTe986TlSzZ9C/I+VYBwCdK7oh/8ZeuYAyukrkH91FQB0P9q+4xNUz6QA0a9aMJk2acPDgQXqXyaVH7dJ8vv4sv+6JvWWoIdWG8G2bbzmTdoZhG4ZxPfc6AC6dOuG/eBEqR0cuDx9BekTEzdsMhRBPDglYQjyH8rMy2TpnGr6Vq1C/ey9blyOEeAysVitZG+PIWhuLfZAXXiNqorRT3d5w59ew6xuoNxy6fgkKBfHx8fy2YgVqgwsufjXouPpbUtwU1PtxNs46l8c/mSeVXyO8OlXCbDlHJXMQjsqjuJd2ZOPMk2SnFqBQKOjUqRO1atVi69YtjKymoFMNH/5v9WkWHLxyy1AdK3RkWsdppOanEroulHPp5wCwq1wZ/yWLcWrRgqTP/k3CBx9i0ettMVshxF1IwBLiObR1zjSMBfl0mfA6SuUdPmAJIZ4pVouVzBUXydl+FcdGvngMqYZCfYePAHsmw/Z/Q+3B0OMHUCjIzMxk/q/hYNRSqVJLfBe9h73RjOmzN6niV+dxT+WJp2j1FmUrbkGtAKdTGmo21WO13Nj0wmQwo1Qq6d27NxUrVmTN6lW83siZ1lW8+WBFNCuOxd8yVgPfBsztOheFQsGIDSM4lHgIAJWLC+V++Rmvl18ma8UKLoeEYkxIsMV0hRB3IAFLiOfMhQN7Ob9vF037D8WzXHlblyOEeMSsJgvpC86SdzAR5zZ+uPWpjEJ5h1v6DkyHzf+Emn2g18+gVFJYWMicWfMwGIxU9W1BwtrPqZ6UzbFRzenUfvTjn8zTQKVGPfgr3HTz8bH3J/63XTTv50NqfC47Im7sHKhWqxk4cCA+Pj6sWLaUj9v50rSiJ28tPsHaqFuDUqB7IBHdIvBx8GHc5nFsiNsAgEKpxHviK5T75WcMsbHE9utP3oGDtpixEOJvJGAJ8RwpyMlmy6xfKOVfiQYv9LV1OUKIR8yiN5M69xQF0am4dgvAtYv/nZ+XOjL3xo6BVbtD3xmgUmM2m4mYv5Cs7HQq2Dfg6JmNdD19hr0tvAh7dcrjn8zTxK08zv17oeIINZ2acn7DQhp0K8+5A4lE77ixSqXT6QgJCcHR0ZGlixfy1QsVqVfendcWHmPTqcRbhvN19GVu17kEeQXx7s53iTgTcfOac7t2+C9ZjMrNjSujRpE+b548lyWEjUnAEuI5sn3uDApzc+g84TVUarWtyxFCPELmPCOpM6PRX8zEvX8gzq3K3bnhiUU3zrqq3BEGzAHVjU0vVq9cy9VrcXhbanBJncOQncs4V15Nt28WoFE9R4cJPyBFUF9K1buKEj0BedXQZ+3Cv7YXe5Zc5PqFTACcnZ0JCwsDYOnCSH4aUJ2aZVx4JfIYO8+n3DKeq50r0zpOo61fW744+AXfHfkOi9UCgF3FivgvXoRT2zYk/fdzrr/7HpaCgsc5XSHEX0jAEuI5cenIQc7s2k7jPgMp5V/R1uUIIR4hc5aelGlRGBJy8QytjmODuxwifmoF/DYeAlrCoPmgvrFd+57d+zgedRQnvR/aoEq0XfJf8nRWSn//DaXd7hLUxG1UvT7B02MJnnZlyNuVQGD9Qly87dkwPZrcjEIAPD09CQkJIS8vj9+WLmJ6SDCVSjkxdt5h9l5KvWU8nVrHd22+Y2CVgcw5OYePdn+E0WK88VpOTpSbPBnv114le80a4oaGYIi/9tjnLISQgCXEc6EwL5ctM37Cq7w/jfsMtHU5QohHyJiST/KUE5iz9HiNrIV9Ta87Nzy7FpaNBr/GMGQhaOwBOHfuPJu3bESr96RGm1ZoZ7yNd66eK+8NonHNzo9xJs8AOyccQl9Gp/ydmm7NODQ7nFaDymIyWNgw/SRm440VqLJlyzJw4ECSk5PZsGo5c4fXo7yHA6PnHuZwXPotQ6qUKj5q8hGv1HmF1TGreWXrK+QZ84Abz2V5TZiA39QpGOPjievfn7y9ex/7tIV43knAEuI5sHP+LPKyMuky4XVUarm1R4hnleFaLilTo7AazXiPCUJXye3ODS9sgSUjoHQdGLoYtI4AJCYmsnjRYtRGJ5o268ShXz+n0dVEdvetwqD+/3pc03i2lK2PRwdnlIos6jq1Zd+iKbQNq0JSbDa/Lzp/s1lgYCC9evUiNjaW37esJ3x0I3xcdIycc4io+MxbhlQoFIwLHscnzT7hQMIBRm0cRWrBn6tdTq1bE7BkMWpvL66MHkParNnyXJYQj5EELCGecXHHj3By+2Ya9uyHT8XKti5HCPGI6GMySZkehUKjxHt8MNpyznduGLMTFoWAdzUIXQp/nGOVk5PD3DnzsRqVNKjant92rqX/sX0cqu3I0H/OQ6mQjwwPStnmFbz8tuCi8cIj2ZPkmK3U61KB07uvc2rXn7fxBQcH07FjR06ePMmxvTsJf7ERrg4awmYd5PT17NvG7RvYl8ntJhOTGcOw9cO4kv3nWVpaf3/8Fy7EuWNHkr/+mutvvYUlP/+xzFeI5528WwrxDNPn57Np+k94lPWjab8hti5HCPGIFJxOI2X2SVSuWrwnBKPxdrhzw8v7YMFg8KgIYb+BvTsABoOBuXPCKSgsoKpHM3blJBCyeRZXSylo+MMsXO1cH99knkVKJbqwf+Co3UpVl4ZcWrsX34Bsytfw4PdF50mMzbrZtFmzZjRp0oT9+/cTd/oYC8Y0wUGrImzWAS4k5dw2dKtyrZjZeSY5hhzC1odxKvXUny/r6EjZH77H+603yd6wkbjBQzBcuXLbGEKIkiUBS4hn2K7IOeSkp9J5/GuotVpblyOEeATyjiSRFn4aja8j3uOCUbva3blh/BGIGAAuZWHYSnD0BMBisbB44VJS05Ioo6xDfo1SNI38P5RYsPz7LaqXCX6Ms3mGuZTBtX8D1IpEmpbqxuafJ9Osfxmc3OzYMO0k+dkG4Mbtf506daJmzZps3ryZ9KsXiBjdGKVSQcjMA8Sl5t02dLB3MPO6zsNebc/IjSPZc23PzWsKhQKvMWPwmz4dY1ISsQMGkrtr92ObthDPIwlYQjyjrpw8wYnN66nfrRdlqlSzdTlCiEcgZ9c1Mpacx66iG95jglA53uUZy4QTEN7nRqgavgqcSt28tHnjFi7GnMfNEEiVHg3Im/w+ldJyODKuJd1avfiYZvJ8UNbugUfQOexVzlTXNmDbrEl0HlsTfZ6RDdOjMZtvbHqhVCrp06cPAQEBrFy5EktWIhGjG2OyWBk6Yz9X02+/1S/ANYD5XedT3rk8r2x9hVWXVt1y3alFcwKWLkHj68vVsWNJnTZdnssS4hGRgCXEM8hYWMimaZNx8y1N80Ghti5HCFHCrFYrWRvjyFobg30tT7xG1ERpd5ez7ZJOw7zeYOcCw1eDS5mbl44eOcq+A3uxLyhN20EdWPPjt7S/dIEd7UsxYtyPj2cyzxm7AW/h7LydAKfaGC/lcunQOtqGVSPhYhZ7ll682U6tVjNo0CBKlSrFokWLcDRlM//FRuTqTQyduZ+ErNvPufJ28ObXLr9S36c+H+7+kFnRs24JUVo/P/wXROLSrRsp33/Ptddex5x7+4qYEOLhSMAS4hm0a+FcspKT6Dz+NTR2OluXI4QoQVaLlczfLpKz/SqOjXzxGFodhfouv85TL8C8XjfOtxq2EtzK37wUGxvL6tVr0Ojd6NazO1OXrGH4wXVEV9LQ87/h2KnucquheDhaB1yG9UGtiKOpT1eOLPsNe6cUgtv7Eb09nnP7E2421el0hISE4OjoSEREBL52Jua92JiMPCMhMw6QnFN42/BOWid+6fALXf278sPRH/ji4BeYLeab15UODpT55mtKvfceOVu2EDd4EIa4uMcxcyGeGxKwhHjGxJ89xbENa6jTuQflqteydTlCiBJkNVlIX3CWvAOJOLcph1ufyiiUijs3To+FuT0BKwxbBZ6Vbl5KTU0lMnwBSpOO1g27sODsJYZumES6M5T95mvKuvo9ngk9pxR+wXi0NqBRaGni24V1k7+mTgcvylZxY3vEOVKu/LmZhbOzM6GhN+5EmD9/PpXcVMwZ2ZCErEJCZx4gPc9w2/halZYvWn1BWI0wIs9G8u7v76I36/98fYUCz5EjKD97FubUNGIHDCRnx45HPm8hnhcSsIR4hhgNejZNnYSrdylaDh1u63KEECXIojeTOvcUBdGpuHYLwLVLAArFXcJV5tUb4cpUcGPlyrvKzUv5+fnMnTMfk9FK7XKtuOStJnj+P3HRG7ny/mCaV5fDhB8HbaeRuJQ6gK+2Ml7mMmyc8j0dR9XA3knD+qnRFOT+GZy8vLwYOnQoeXl5REREULu0I7OGN+ByWj5hsw6QlW+8bXylQsm7Dd/l7QZvs+nyJsZvHk+24dat3h2bNCFg2VI0fuWIn/ASKT//jNVieeRzF+JZJwFLiGfI3sURZCRcp+PYiWh19rYuRwhRQsx5RlJnRqO/mIl7/0CcW5W7e+PsBJj7AhRm3diK3afmzUsmk4nweZHk5Gbjr2uIT7vKXP3u/6idmMLOQVUJ6f3PRz8ZcYNSifOLI9GqL9DQsx1JJ89zaucauowLIj/bwKaZp7CY/ww75cqVY+DAgSQnJ7No0SIa+bsxLaw+55NyGD7nILl60x1fZnjN4Xze8nOOpxxnxIYRJOUl3XJdU7Ys/pGRuPZ8gdQffyJ+4quYc3Mf6dSFeNZJwBLiGZFw4RxH1vxG7fZdqBBUx9blCCFKiDlLT8q0KAwJuXiGVsexge/dG+emwLyekJcCocugTJ2bl6xWKyuWreR6Yjzeppq0HtaEX7+dQr8zR9jd0JFh7/wqhwk/ZgpXXzx6+6FCQRu/nuxeOA9TYTythlQh/mwG+1fG3NI+MDCQnj17EhMTw2+//UarQC9+GlqP6GtZjJpziHzDnUNWj4o9+KX9L1zLuUbY+jBiMm8dV6nTUfqLL/D58ENyd+wgbsBA9DExdxxLCHF/8k4qxDPAZDSyYcoPOHp40Cp0lK3LEUKUEGNKPslTTmDO0uM1shb2Nb3u3jg//caGFlnxELIE/Brecnnnjt85dSYa5wJ/+oztyL/nbGDs3oVcKKOg2VczcdO5PdrJiDtSN+iIa+AFXBR+1CrVmDWTvyKgthM1W5Xl2KYrXDh864pTnTp16NChAydPnmTz5s10runLD4PqcPhyOmPnHaHQaL7j6zQt05Q5XeZgMBsIWx/G8eTjt1xXKBR4hIVSfs5szFlZxA0YSM6WLY9q2kI80yRgCfEM2L9sAenXrtJp7ETsHBxsXY4QogQYruWSMjUKq9GM95ggdJXc7t64IBPm94G0izBkAVRodsvlkydPsmPnduwKvOk7tDtT9p5l4NqvMGhuHCZcs3SdRzkVcR+OYSOx052jhn1jVHmw4ZfvaTGgMr4VXdk2/yxp1269Za958+Y0btyYffv2sXfvXl4ILsNX/YPZfTGVlyKOYjDd+TmqGp41mN9tPu46d0ZvGs32K9tvr6VRIwKWLUVbsSLxr0wkZfJkeS5LiGKSgCXEUy4p5iIHVy6lZusOBNSpb+tyhBAlQB+TRcr0KBQaJd7jg9GWc75H4xyI6A9Jp2BQOFRsc8vl+Ph4li9bgdrgQqf2XdlXkE/5OZ9QNiuPwy+1oldTWfW2NYXWHo+wxigw0r5sV2KPHub4xlV0GVsLrZ2K9VOj0f9lIwuFQkHnzp2pWbMmmzZt4sSJE/SvX47/9KnFtrPJTFxwFKP5zqHIz9mPeV3nEegWyOs7XmfJ+SW3tdGULk2F8Pm49u1L6i9TuDphAubs7DuMJoS4EwlYQjzFzCYjG6f8gIOrG22GjbZ1OUKIElBwOo2U2SdRuWjxHh+Mxvseq9KGfIgcBNeOwoA5UKXTLZczMzMJnxcBRg0Nq7bDWsWNY99/TYsrsWzq6sPoEZPuvhOheKxUlYJwb5iNxlKGZhXbsyvyV7JT4+gythY5aYVsnn0aq+XPQ4OVSiV9+vTB39+flStXcvHiRUIaV+BfPWqw8VQSby4+gfkv7f/KQ+fBrM6zaFamGZ/u+5Rfjv9yy4HEAEo7O0r/59/4fvwv8vbuI3bAAPQXLjzSn4EQzwoJWEI8xQ6sWELKlTg6jH4ZnZOTrcsRQjykvCNJpIWfRuPrgPf4YNRu9zjs11gIC4fAlX3QbwZUf+GWy4WFhcz7NRx9oYEqbk0J7lmFSd9GMDxqK4era+j3f/PQqeUg8ieJfZ8B2LtepJw1mNLu/qz54SvcS6tpMTCQyyfTOLg29pb2arWawYMH4+3tzaJFi7h27RqjWgTwbpeqrD5xnfeWRWG5S8hy0Dgwud1kelXqxZQTU/hk3yeYLLdukqFQKHAfMoQKc3/Fkp9P7KDBZG/Y+MjmL8SzQgKWEE+plMuxHFixiGrNW1O5QWNblyOEeEg5u66RseQ8dhXd8B4ThMpRc/fGJgMsHgYxO6DXz1Cr3y2XzWYzCyMXk56RRhlFXbqPbcI/Zmzj5d3TSfCACl98TXmX8o92QqLYFEolbqO7oVTk0sK1OfnpGWycMomarcpQrakvh9fGEXsi5ZY+Op2O0NBQHBwciIiIIC0tjZfaVObV9oEsPRLPv1advG116n80Sg2fNf+MMUFjWHZhGW9sf4MCU8Ft7Rzq1SNg6TJ0Vapw7fXXSf72O6zmO2+mIYSQgCXEU8liNrNx6iR0Ts60GznO1uUIIR6C1Wola2McWWtjsK/lideImijt1HfvYDbC0pFwYSP0+AHqDL2tybq164m7EoObvgoDXmrH15tO0XP1F2jNJq68P5hWVeUw4SeVytsH905OYClN5yrtuHhoHyc2raX10Kp4l3dm85zTZCTm3dLH2dmZsLAwrFYr4eHh5Obm8kaHQMa1rkj4/iv8e+2Zu4YshULBq/Ve5YPGH7AzfidjNo0hszDztnYan1KUnzcXt0GDSJsxg6tjx2HOvL2dEEIClhBPpUOrlpEUc5H2o8Zj7+xi63KEEA/IarGS+dtFcrZfxbGRLx5Dq6NQ3+NXs8UMK8bB2TXQ5UtoMPK2Jvv27efI0cM45JdjwKgubLySisuvX1ItJY0tIdUY0f2jRzgjURLs27bFsXQ8ToW1qF25PjvnzyLtaixdxwehUitZPzUaQ+Gtt/N5eXkREhJCbm4uERERGAwG3u9SjRHN/Jm1O5ZvNp2752sOqTaEb9t8y5m0M4StD+N67vXb2ii1Wkp/8n/4fvYp+QcPEtt/AIVnz5bo3IV4FkjAEuIpkxZ/lX1LI6nSuDlVmrSwdTlCiAdkNVlIX3iWvAOJOLcph1ufyiiU99hwwmKBVRPh5DLo8Ak0GX9bk/Pnz7Nx40a0hZ5079WFFHsF2yZPo/vFKLY0d2L0a7NQKVWPcFaipLiO7o1KnUVNSxBOzu6s+eFLtDoLncfUIjO5gK1zb1+VKleuHAMGDCAxMZFFixZhNpv5+IUaDGnkx8/bL/Hj1ntvUtGxQkemdZxGWkEaoetCOZd+51DmPmAAFcLnYzUYiBs8hKy1a0ts3kI8CyRgCfEUsVjMbJz6Axp7B9qNuv3DlRDi6WDRm0mde4qCqFRcuwXg2iXg3rv5Wa2w9k04HgFtPoAWr9/WJDExkcWLlqA2OtKifgdK1fbmPz8s56WjKzhVQUnrf0/HQ+fx6CYlSpTS0R6PfpWxWL3pUrouWSlJbJr+I2WruNGsbyVijqVwdOPl2/pVqVKFnj17EhMTw8qVK7FarfyndxB965bl283nmfF7zD1ft4FvA+Z2nYtCoWDEhhEcTDh4x3b2wcEELFuKrmZNrr/1NklffoXVZLpjWyGeNxKwhHiKHF23ioQL52g3YiyObu62LkcI8QDMeUZSZ0ajv5iJe/9AnFuVu3cHqxU2/AOOzIEWb0Drd29rkpOTw/y54VgMCmqVbkmT3lV4e9bvvPz7T+Q4WOGTN6lduu4jmpF4VOzq1sSpSjYU1KVdnaac37eLqC0bCG7vR2CDUuxfGcOVU2m39atbty7t27cnOjqazZs3o1Qq+Kp/bboHleY/684wb1/cPV830D2QiG4R+Dj4MH7LeDbEbbhjO7W3NxXmzMY9JIT0OXO4MnoMpoyMkpi6EE81CVhCPCUyEq6xZ+F8KjVoTLXmrW1djhDiAZiz9KRMi8KQkItnaHUcG/jeu4PVClv+Dw5MgSYvQfuP4W8rXQaDgfB5EeTn51PeriHdxzTgv2tP02HV13jmFbD/5Zb0ayyHCT+tXEO7odalUyqjOpWqVmf73OmkXomjbVh1PMs4sWnWKbJSbt/5r0WLFjRq1Ih9+/axd+9e1ColPwyuQ4fqPvxr5SkWHbpyz9f1dfRlbte5BHkF8e7Od4k4E3HHdgqtFt9/fkTp//6XgqNHievXn4JTp0pk7kI8rSRgCfEUsFosbJw6GZVWQ4cXX5KDQYV4ChlTC0iecgJzlh6vkbWwr+l1/047v4Q9P0CDUdD5v7eFK4vFwrIly0lKTsTLUIv+L7dk5ckETHN/pMH1q6zp5cNLIT/Ie8ZTTKFV4RHWAAtuNFOURefoxOofvsRqNdB1fC0A1k+Nxqi/ddt0hUJBly5dqFGjBps2bSIqKgqNSsnPIXVpVcWb95dHs+JY/D1f29XOlWkdp9GufDu+OPgF3x35DovVcse2bn37UCEiAqvVyuWhIWStXFkyPwAhnkISsIR4ChzftJZrZ0/RZtgYnDw8bV2OEKKYDNdySZl6AqvRjPeYIHSV3O7faff3sONzqBMC3b69LVwBbNmylXMXzuKcX4kB4zsQm6dn2ZRIQs7sYnewhiHv/4qDxqHkJyQeK22lsrg0VGHQ16d71apkJlxny8xfcPGyp+OLNUm7nsv28LO3bXqhVCrp06cP/v7+/Pbbb1y6dAk7tYppofVpHODBW4tPsC464Z6vrVPr+Lb1twyqOog5J+fw4e4PMZqNd2xrH1SLgKVLsA8O5vp775P4n/9iNd65rRDPMglYQjzhspIT2RU5F/869anZur2tyxFCFJM+JouU6VEoVEq8xwejLed8/077p9y4NbBWf+j5Iyhv/3V97Ngx9u7dgy7fl16DO6HytOOfv2zgrUPzifWBip99ib+rf4nPR9iGc+8WaFyyUSXXpXnzRpzZtZ1TO7ZQoaYnjXtW5MKhJE5svXpbP41Gw+DBg/H29mbRokVcv34de62KWcMbUre8O68uOMaW00n3fG2VUsWHjT9kYt2JrIlZwyvbXiHPmHfHtmpPT8rPnoXH8OFkzJ/PlZGjMKXd/pyYEM8yCVhCPMGsViubpk1GoVTQccwrcpuPEE+ZgtNppMw+icpFi/eEYDTeRVhNOjwbNrwP1V+APtPgDtuqx8XFsWrVajR6N9q36YR/HW9en7ufsTsmYVWYuPz+INpX6foIZiRsRaFS4DGqJRaFPRWTXChfpSpbZ08l9epl6nepQMU63uxdfon4c7dvMqHT6QgJCcHe3p6IiAjS09NxtFMzZ2RDapRx4aWIo/x+PuXer69QMLb2WD5p9gkHEg4wauMoUgtS79xWrcbnH+9T5uuvKIiOJrZffwqio0vk5yDE00AClhBPsOitG7lyMorWoS/i4uVt63KEEMWQdySJtPDTaHwd8B4fjNrN7v6djkfCmjcgsDP0mw0q9W1NUlNTiYxYgNJoR/3KbWjQNYAv1p2hyapJVEjPYMPwaozpLIcJP4s0vi64tfNCb6pLe2ctWp2ONT98iUmvp/3w6riVsmfTzJPkpBfe1tfFxYWwsDAsFgvz588nNzcXF52GeaMaUamUE2PnH2Z/zP1XmvoG9mVyu8nEZMYQti6MK9l33yzD9YUX8F8QiUKp5HJIKJnLlj/U/IV4WkjAEuIJlZ2azM7wWZSvFUxQ+862LkcIUQw5u66RseQ8dhXd8B4ThMpRc/9O0Uth5ctQsS0MnAdq7W1N8vPzmT83HKPeQmWXpnQcVptVJ66TGP4r7S6fYV1bJyaMn4FaeXswE88Gx/ZB2PkUUpDelm7NqpF27Srbfp2G1l5N1/FBmIwWNkyLxmQ039bXy8uLoUOHkpOTQ0REBHq9HjcHLeEvNqKcuwOjfj3Ekcv332a9VblWzOw8k1xjLmHrwziVevddA3U1auC/bCn29euR8OGHJH76KVaD4aF+BkI86SRgCfEEslqtbJ7+E1aLlU7jJsqtgUI8JaxWK1kb48haG4N9LU+8RtREaVeEsHNmNSwfC+WbwuBI0Ohua2IymYiMWEBWdhalLXXo/VITzqbkMHvab4yLXsPRyko6fDwVL/si7E4onloKpQL3ES1BpcL+gjdN2rXg5PbNnN61HXdfRzqMqEHy5Rx2Ljh/26YXAH5+fgwcOPDGwdSLF2MymfB0siNydGNKOdsxYvZBouOz7ltHsHcw87rOw15tz8iNI9l9bfdd26rd3Sk/YwYeL44iI3IBl0eMxJRy71sShXiaScAS4gl0audW4k4cpeXQ4biWus85OUKIJ4LVYiXzt4vkbL+KY0NfPIZWR6Euwq/Z85tgyUgoWx+GLgLt7c9pWa1WVv62ivhrV3EvqE7/l9tQqIB3pm3j3YMzSXUB5b9ep65v/UcwM/GkUbvrcHuhEgZLTYKSEylXtRpbZvxM+vV4KtbxpkE3f87uTeDU79fu2L9KlSr07NmTS5cusXLlSiwWC6VcdESMaYKLvYaw2Qc4k5B93zoCXAOY33U+FVwqMHHrRFZdWnXXtgq1Gp933qHsd99SeObMjeeyjh9/0B+BEE80CVhCPGFy09PYMW8GZavVpE6n7rYuRwhRBFaThfSFZ8k7kIhz63K49a2MQlmEledL22FRKPjUhJAlYHfnHQZ37dpF9MkoHPIq0GdEe1xK2fNa+CFGbv8JR30h+19pxeCGo0t4VuJJ5tC4AroABdm5L9C5vBW1Vsua77/AaNDTqEcAFWp5smvxBRIu3Xk1qm7durRr147o6Gi2bNkCQFk3exaMaYJOrSJ05gEuJufctw5vB2/mdJ5Dfd/6fLj7Q2ZFz7rjytn/uHTrhv/CBSjs7IgLG0bGosUP9gMQ4gkmAUuIJ4jVamXzzJ8xG4x0Hv8qijtszSyEeLJY9GZS556iICoV124BuHYNKNptvXF7YMEQ8KwMYSvA3u2OzU6dOsW2bduwK/Cma/cOlK/hydebzlF1zUxqJV9nRT9fXhv0vdxK/JxRKBS4hzRCqbWivxRE166NSLkSx465M1AoFXQYWQMnDx0bpkWTl6W/4xgtW7akYcOG7N27l3379gFQ3tOBiDGNUSgUDJ1xgLjUO2/H/ldOWiemtJ9C14Cu/HD0B744+AVmy+3PgP2PrmpVApYsxrFxYxI//piEf/4LizyXJZ4h8ulNiCfI2T07iTlykOaDw3AvXdbW5Qgh7sOSbyR1VjT6i5m49w/EuVW5onW8eggiB4KbHwxbCQ4ed2wWHx/PsmXLURtcaFqnHUFt/FgTdZ3TkUvpe2E/WxpqGP7GLDlM+DmlctLiPiAIo7USHicu07BTB6K2bODs3t/ROWroNj4IQ6GJDdNOYjZZbuuvUCjo2rUrNWrUYOPGjUT/sZV6JW8nIkY3xmi2EDLzAPEZ+fetRaPS8EXLLxhWYxiRZyN55/d30JvvHOwAVG5u+E2biue4cWQuWcKVsGEYk+59HpcQTwsJWEI8IfIyM9g2ZxqlA6tSr1tPW5cjhLgPc5ae5GlRGK7l4hlSHccGRXxe8vpxCO8HTqVg2CpwuvMRDJmZmUSER4JRQw2fFrQaWJWzidlMnrmRN48v4mxZCPzXf6noVrHkJiWeOvZBpXAIciTH0JuGeccoU6Uam6f/SEbidTzLOtFuWHUSY7LYveTCHfsrlUr69OlDhQoVWLFiBZcuXQKgqq8z819sTHahkaEzDpCYdfvW77eNpVDyTsN3eLvB22y+vJnxm8eTbbj7s1wKlYpSb7xO2UmTKLxwgdh+/ck/cuTBfhBCPEEkYAnxhNg2eypGfSGdx7+O8g4HiwohnhzG1AKSp5zAnKnHa1Qt7GsVcee+pFMwvzfoXG+EK5fSd2xWWFjI/HnhFBYYKK9uQI+x9cjWm3h15m7eOzCVQq2Zy+8OpEtgj5KblHhqufWrjcrRSlZCV7rVdUKpVN04H8toJLCBD3U6lufkzmuc2Xv9jv01Gg2DBw/Gy8uLRYsWkZCQAECtsq7MG9WItFw9Q2fuJyXn7itSfzW85nA+b/k5x1OOM2LDCJLy7r0y5dK5EwGLFqJydOTy8BGkR0be8zkuIZ50ErCEeAKc37+b8wf20LT/UDzL+dm6HCHEPRiu5ZIy9QRWoxnvMUHoKrkVrWPKOZjbE9T2MHzVjdsD78BsNrN40RLS0tLwLgyi78vNUdmpeG3BMQbvmIpPdjZrRlTl5Y5ymLC4QalT4z60DiZrWSxHCujcvwvJsZf4PXw2AE17V6RcNXd2Rp4n+fKdV5Ts7e0JDQ3F3t6e8PBw0tPTAahb3p05IxuRkFlI2KwDZOQV7VmpHhV78Ev7X7iWc43Q9aHEZMbcs71dYCD+Sxbj1KIFSZ9+RsKHH2HRFy3QCfGkkYAlhI3lZ2exZdYUfCpWpuELfW1djhDiHvQxWaRMj0KhUuI9PhhtuTvv+nebtEs3wpVCCcNXg0fAXZtu2LCRmNhLuOQG0ndcG1y87Plu8zlKrYukafwFlndy4rUXp6NRFuHwYvHc0FVyw6mJF3nmHpSLWk39zl04tmE1Fw7sRalS0ml0TRxctKyfGk1+9p1DkouLC6GhoVgsFsLDw8nNzQWgUYAHM4c3ICY1j7DZB8gqMBappqZlmjKnyxyMZiNh68M4nnz8nu1VLi6U++VnvF56iazly7kcEorxj9U0IZ4mErCEsLHtv05Hn5dH5wmvo1TJrYFCPKkKTqeRMvskKhct3hOC0XgXcWOJzCswrxdYjDdWrrwq37XpgQMHOHToIPZ5ZekxuB2+FV3ZcDKBPYvXM+L0JvZWV9L1/Z8p5VCqhGYlniWu3augdleQkRVKc7sT+FYKZOPUSWQlJ2LvpKXr+CAKco1smnkSi/n2TS8AvL29GTp0KNnZ2URGRqL/YxWpeWUvpoXW51xiDiPmHCRXbypSTTU8azC/23zcde6M3jSabVe23bO9QqnE+9WJlPvlZwyxscT260/egYPF+0EIYWMSsISwoYuHD3B2z04a9xmId3l/W5cjhLiLvCNJpIWfRuPrgPf4YNRudkXrmH0d5r4A+mwI+w1KVb9r0/Pnz7N+/Qa0hZ60admWKg19uZCUw+dzdvDB0blc8wT1B6/SsHSjkpmUeOYoNCo8hgZjxpOcU+Xo0bEqAGsmfYXZZMS7vDNtQqpy7Xwme1dcuus4fn5+DBgwgISEBBYvXozZfGPL9bbVSvHjkHpExWcx6tdDFBjuvhX7LeM5+zGv6zwC3QJ5Y8cbLDm/5L59nNu1w3/JYlRublwZNYr0efPkuSzx1JCAJYSNFObmsmXmz3iX96dxnwG2LkcIcRc5u6+RseQ8dhXd8B4ThMqxiLfm5STdCFd5aRC6AkrXvmvTpKQklixegtroSN2KLWn0QiWyC428NGc/7xyYhsqsZ+/LLRjWYGwJzUo8q7R+zji3LU++pR3anRvoHDKQxIvn2RU5F4BqTUoT1KYcJ7Zc5fyhxLuOU7VqVV544QUuXbrEypUrb4abLrV8+W5gMIfi0hk7/zCFxqKFLA+dB7M6z6J5meZ8uu9Tfjn+y30Dk13FivgvXoRT2zYk/fdzrr/3HpaCgqL9IISwIQlYQtjIjnkzyc/KpPOE11Gp5VkKIZ40VquVrE1xZK2Jwb6mJ14jaqK0Uxetc17ajdsCsxMgdCmUq3/Xpjk5OcyfF47ZoKCSc2M6jgjCaoU3Fh6n2++/Uik1iSUDfXir33dymLAoEpf25dH4asnQj6Hi+VnU6dSVI2t/49KRAwA0H1CZ0pVd2T7vLKnxOXcdp169erRt25aoqCi2bNly8/u96pTlq3612XUhlZcijmK4wxlbd+KgcWBSu0n0qtSLKSem8Mm+TzBZ7n2rocrJiXKTJ+P92qtkr15DXEgIhvhrRXo9IWxFApYQNhB77DCndm6hUa/++FS8+/MYQgjbsFqsZP52kZxtV3Fs6ItHSHUU6iL+yizIuLEVe0YsDF0I5ZvctanBYCAiPJK83Dx8zXXpOaERaq2KSVsvoNq4ii4xR1nTTMuLL8/AWVvEDTXEc0+hUuIxpBYWhTMZ8e1oVTqRUv6V2PDLD2SnpqBSKek8phZ2DmrWT42mMO/um1a0atWKhg0bsmfPHvbv33/z+wMa+PFZ71psO5vMawuPYbrLM11/p1Fq+Kz5Z4wJGsOyC8t4Y/sbFJjuvSqlUCrxmjABv6lTMF6NJ65/f/L27i3aD0MIG5CAJcRjps/PZ9OMn/AsV54m/YbYuhwhxN9YTRbSF54l70Aizq3L4da3MgplEVeOCrNvHCKcchYGRUBAq7s2tVgsLF++gsSkBNzyatB3QkscXe3YfDqJdUu38UrUcqL8FVT/x2cEugeW0OzE80Lj44hr10oUWhpj2HuaHv3aYDGbWDvpK8wmE46udnQZF0Ruhp7Ns05hsdz5dj2FQkHXrl2pXr06GzZsIDo6+ua1sCYV+Kh7ddafTOStJScw32WMO435ar1X+bDxh+yM38noTaPJLMy8bz+n1q0JWLIYtbcXV0aPIW3WbHkuSzyRJGAJ8Zj9Hj6bvPR0Oo9/DbVGbg0U4kliMZhJnXuKgqhUXLsG4No1oOi35RnyIHIgJJyAAXMhsMM9m2/bto2zZ8/glFORXsPb4FXOiYvJufxr3m7+7+gsMh0tXHmrHz0Ce5bAzMTzyKl5GbT+TmSax+O84xs6DhvB9fNn2Ls4HADfiq60GlyFK6fTObjq7udUKZVK+vbtS4UKFVixYgUxMX+2Hd2yIu90rsrK49f5x/Kouwa1OxlcbTDftvmWs2lnCVsfxrXc+9/6p/X3x3/hQpw7diT566+5/tZbWPLzi/yaQjwOErCEeIwuRx8nausG6vfoTenAqrYuRwjxF5Z8I6kzo9FfzMS9XyDOrcsVvbOxABYMhqsHoN9MqNbtns2PHTvG7t270eX70qFrG/yDvMgpNDJ+7kHeODAL5/xcVo2symvt/vmQsxLPM4VSgcfA6qDWkZEZQtXECGq378zBlUuJPX4EgJoty1KjeWmObLhMzLGUu46l0WgYPHgwXl5eLFy4kIS/nE/1ctvKvNquMosPx/PxqlPFWlXqWKEj0ztNJ60wjbB1YZxLP3ffPkpHR8r+8D3eb71J9oaNxA0eguHKlSK/phCPmgQsIR4TQ2EBm6b9iHvpMjQbGGLrcoQQf2HO0pM8LQrDtVw8Q6rj2NC36J1NelgUCrG7oPdUqNnnns3j4uJYvWo1Gr0bjWq3Iri9HxaLlbcWn6D5niUEJcSyoJsTbw+bilalfciZieed2kOHW89A9JYgck+raFPLDq/y/qz/6Vty0lMBaDW4KqX8Xdjy62nSE/LuOpa9vT2hoaHodDoiIiLIyMi4ee2NjlUY26oi8/df5r/rzhQrZNX3qc/cLnNRKBSM2DCCgwn3P/dKoVDgNWYMftOnY0xKInbAQHJ37S7yawrxKEnAEuIx2RU5l+zUZDqNfw2Ntohn6AghHjljagHJU09gztDjNaoW9rW8it7ZbIQlI+HiFnhhEgQPumfz1NRUFkQuQGHUUc27Ga2HVEOhUPDz9otkb93C4LM72BaspOcbk/F1LEbIE+IeHBr4oKvmTpZ5FGyZTo+wgZgMBtZN/gaL2YxKo6TruFqotUrWT41GX3D3nf1cXFwICwvDZDIxf/588vJuBDKFQsE/ulZjeNMKzNgVy3ebzxerxkD3QCK6ReDj4MP4LePZELehSP2cWjQnYOkSNL6+XB07ltRp0+W5LGFzErCEeAziT5/k+MY11O3Sg3LVatq6HCHEHwzXckmZegKrwYz32CB0ldyK3tlsguVj4Nxa6PYN1B9+z+b5+fmEz4/AWGjBT9WA7uPqolIp2XY2iYW/7eG945Fc8gW7d16haZmmDzcxIf5CoVDg3q8KSp2WdP2reOz+iA4jxxB/5iT7li0AwMldR5extchOKWDLnNNY7/Eslbe3N0OHDiU7O5uIiAj0ev3N1/n4hZoMbujHj9su8vP2i8Wq09fRl7ld5xLkFcS7O98l/HR4kfpp/fzwXxCJS7dupHz/Pddeex1z7t1X4oR41CRgCfGIGfWFbJw2CddSPrQcfO8PYEKIx0cfk0XK9CgUKiXe44PRlivGNugWC6x8GU6tgE7/hkZj7tncZDKxcMFCsrIy8SwMovfLTdA5aohNzePd8AN8enQ2RqWRPS81Z1T9cQ85MyFup3LW4ta3KkZzADnXa1BDv4OabTqwf/kiLkcfB6BMoDvN+lcmLiqVw+vj7jle+fLl6d+/PwkJCSxZsgSz+caBw0qlgv/0CaJ3nTJ8vfEcM3fdffOMO3G1c2Vax2m0K9+OLw99yXdHvsNivf8W8EoHB8p88zWl3nuPnC1biBs8CEPcvecgxKMiAUuIR2zPonAyExPoNO41NDqdrcsRQgAFp9NImX0SlYsW7wnBaLwdit7ZYoE1r0HUQmj3ETSbeM/mVquV1atXc+XqFZyzq9J7dEvcSjmQpzcxdu4hxh+OwDc9hYjBPvyj93coFfKrWTwaDkFeONQtRbZpCIa9m2jfqiqeZf1Y9+M35GXeeJ6qdttyVGnsw8E1scRFp95zvGrVqtGjRw8uXrzIqlWrbt6ap1Iq+GZAMN2CfPn32jPM3xdXrDp1ah3ftv6WQVUHMefkHD7c/SFG893P6vofhUKB58gRlJ89C3NqGrEDBpKzY0exXluIkiDv4kI8QtfPn+XIupUEd+xK+Vq1bV2OEALIO5JEWvhpNL4OeI8PRu1WjGcirVbY8B4cnQct34ZW79y3y+7duzlx4gQOueXp2r8VZau4Y7VaeWfpCWruX0fzuCiWttYwYcxUXLQuDzEzIe7PrWclVC52pFv+gXrtm/QYOwZDQQHrfvwGi8WMQqGgTUg1vMo5sXn2aTKT770Fev369Wnbti0nTpxg69atN7+vVin5YVBdOlQvxT9XnmLxoavFqlOlVPFh4w+ZWHcia2LW8Mq2V8gzFu22P8cmTQhYthSNXzniJ7xEys8/Y7UU7SBkIUqCBCwhHhGTwcDGKT/g7OlFq5CRti5HCAHk7L5GxpLz2AW44j0mCJVjMc6is1ph8z/h4HRo+sqN1av7OHXqFFu3bsWuwJsWzVpSvVkZAKbujOHy9r2MPrWGQ4EKgt/8P6p5VHvAWQlRdEp7Ne4DqmIy+ZCV0xOvQ/+h3YixXDl5goMrlgCg0aroOi4IhRLWT43GUHj3TS8AWrVqRYMGDdi9ezf79++/+X2tWslPQ+vRMtCL95ZHsfL4/c+5+iuFQsHY2mP5tNmnHEg4wMgNI0ktuPeq2v9oypbFPzIS154vkPrjT8RPfBVzbm6xXl+IByUBS4hHZN/SSNKvx9NpzCto7Ytx+5EQosRZrVayNsWRtSYG+5qeeI2shdJOXbxBtv8X9v4IDcfceO7qPgcQx8fHs3zZcjQGF4IqNKNp78oA7DyfwoyVB/n4+FySXK3Ev96H3lX6PujUhCg2XaA7jk1Lk2vsQeG5RGo5xFC9RRv2Lonk6uloAFy87On8Yi0yEvLYPv/sPXfmUygUdOvWjWrVqrFhwwZOnjz552tpVEwPa0Ajfw/eXHyC9dEJdx3nbvoE9mFyu8nEZsUSti6MK9lFO/NKqdNR+osv8PnwQ3J37CBuwED0McV7JkyIByEBS4hHIPHSBQ6tXk6tth3xr1Pf1uUI8VyzWqxk/naRnG1XcWjgg0dIdRTqYv76+/0b+P0rqBsGXb+6b7jKzMwkMiISjBr8HRrS+cXaKJQKrqTl80bEYT499itafR6/jarCW23+9RCzE+LBuHYNQO2pI4MPsG7+nA4vtMXNtzTrJn9NfnYWAH41PGjSuxIXjyRzbPO9Q41SqaRfv36UL1+eFStWEBsbe/OavVbF7BENCS7nyqsLj7HtbFKx621VrhWzOs8i15hL2PowTqaevH8nboQ/j7BQys+ZjTkri7gBA8nZsqXYry9EcUjAEqKEmU1GNk6dhKOrG63DXrR1OUI816wmC+kLz5J3IBHn1uVw7xeIQnnvcHSbfT/Dts+g9qAbZ10p7/2rs7CwkIjwCAryDfgY69Dr5UZo7FTkG0yMnX+YkGPLqZR4hbk9nXh/yC/YqeRcPPH4KbUq3AdVxWxyJtM8Ae3al+jxyusU5Oaw/ufvbj6zVLdTeSrVK8X+FZe4eib9nmNqNBqGDBmCh4cHCxYsICHhz9UqRzs1v45qRDVfF8aHH2X3haLd6vdXtb1rM6/rPOzV9ozaOIrd14p+sLBjo0YELFuKtmJF4l+ZSMrkyfJclnhkJGAJUcL2L19M6pU4Oox5BZ2jk63LEeK5ZTGYSZ17ioKoVFy7BuDaNQDFfVaebnNwBmz8AGr0hl6/gFJ1z+Zms5klS5aSkpqKe04Nek9ohpO7HVarlfeWRVP68E66nd/N2oZK+r30PWWdyj74BIV4SHblXXBu40e+vgUFiS6UOjeTtsPHEHf8CIdWLwdurAC1G1YN99KObJp5iuzUgnuOaW9vT2hoKDqdjoiICDIyMm5ec9FpmDeqERW9HBk97xAHYtKKXXOAawDzu86ngksFJm6dyKpLq4rcV1O6NBXC5+Paty+pv0zh6oQJmLOzi12DEPcjAUuIEpQcF8PB3xZTvWVbKtVvZOtyhHhuWfKNpM6MRn8xE/d+gTi3Llf8QY7Oh3VvQ9Vu0G8mqO7/zNbGjRu5dOkiTlmV6B7WglIVbuwKOHNXLNG/H+GNE4s57QdOr02gRdkWxa9JiBLm0r48mtKOZPAe5oOLqV3OSpWmLdm9cB7Xzp0BQKtT03VcEBaLlfXTojEZzPcc09XVldDQUEwmE+Hh4eTl/bn7n7ujlvDRjSnrZs+oXw9x9ErGPUa6M28Hb+Z0nkN93/p8uPtDZkbPvOczYn+ltLOj9H/+je/H/yJvz15iBwxAf+FCsWsQ4l4kYAlRQswmExunTELn5Ezb4fc+dFQI8eiYs/QkT4vCcC0Xz5DqODb0Lf4gUYth1USo1B4G/Aqq++82eODAAQ4ePIh9Xlnadm5BpbqlANh9IZXJK4/yn+NzyLUzsWdCU8bWf6n4NQnxCCjUSjwGVcVi0ZGh+hBWvkKnwf1x8S7F2klfUZBzY4XHzceBjiNrkHo1lx2R5+4baEqVKsXQoUPJysoiMjISg8Fw85qXkx2RY5rg5WzH8NkHOXktq9h1O2mdmNJ+Cl0DujLp6CS+OPgFZsu9g9/NOSsUuA8ZQoW5v2LJzyd20GCyN2wsdg1C3I0ELCFKyOHVy0mOu0SHF1/C3lnOshHCFoypBSRPPYE5Q4/XyFrY1/Iq/iCnfoMV48G/BQwKB/X9n5E6f/48G9ZvQFvoSf0aTanXuQIAV9PzeTXyMP88uQDXrHTmDfHhX93kMGHxZNH4OuLayZ/C/JrkFzbEbuMbvPDqu+RnZbBhyg83w5R/bS8a9gjg3P5EonfE33fc8uXL079/f65fv86SJUswm/8MQD4uOiJGN8ZFpyF01gHOJhb/Vj2NSsMXLb9gWI1hRJ6N5J3f30Fv1he5v0P9+gQsXYYuMJBrr79O8rffYTUXLaQJcS/yDi9ECUi9epl9SyOp0rQlgY2b2bocIZ5Lhuu5pEw9gdVgxntsELrKbsUf5Nx6WPYilGsIQxaC9v5HLCQlJbFkyVJUJkcCPRvRNrQGCoWCAoOZcfOP0OPkJoIunya8g4aJw3/GTfcAdQnxiDm1LIvW34VM80uYYk7hk7SeVqEvEnPkIEfXrbzZrmE3f/xre7FnyUWuX8i877jVqlWje/fuXLhwgdWrV9+y8lXO3YHIMY2xUysJnXmAi8nFP6dKqVDyTsN3eLvB22y+vJnxm8eTbSh6WNP4lKL8/Hm4DRpE2owZXB07DnPm/eclxL1IwBLiIVnMZjZOnYTW3oH2I8fZuhwhnkv6mCxSpkWhUCnxHheMtpxz8Qe5uBUWDwPf2hCyGOzuv0lNTk4O4eERWPQKylKPHhPqotIosVqt/GN5FPYnDjH45Hp21VDQ4OV/UtOr5gPMTohHT6FU4DGgCig0ZGj+jXXLv6lbuyyVGzbl94hfSbh47ma7DiNr4OJtz4bp0eRm3H/FqEGDBrRp04bjx4+zbdu2W65V8HQkYnQTAEJm7udyWt6dhriv4TWH80XLLziecpzh64eTlFf0reCVWi2lP/k/fD/9hPyDB4ntP4DCc+ceqA4hQAKWEA/tyLqVJF48T7uR43BwdbN1OUI8dwpOp5Ey+yQqFy3eE4LRlHqAg71jd8HCoeBdFcKWg871vl2MRiMLIheQm5OHR15ter3cGHsnLQBz9sSxd89JPjoezhUvuPZyT/pV6V/8uoR4jNSe9rh2r4g+txx5qgEolo2m86gXcfLwYM0PX1GYd2OFyc7+xqYXJoOFDdOjMRvvv91569atqV+/Prt27eLAgQO3XKtcyonw0Y3RmywMnXGAa5n33qnwbrpX7M4v7X/heu51QteHEpNZvEOF3QcOpML8eVgNBuIGDyFr7doHqkMICVhCPIT069fYuyicSg2aULVZK1uXI8RzJ+9oEmnhp9H4OuA9Phi12wOcKXXlAEQOAnd/CPsN7N3v28VisbBixQquJ1zHJbMaPV9sikdpRwD2XUrj69VRfBE9D4u5kOUjK/OP1v9X/C3ihbABx0a+6Kq6k1U4BGNqIbpd/6bHa++Rm57KpqmTb97i51HGkfbDq5MUm83vi8/fd1yFQkH37t2pVq0a69ev59SpU7dcr+brQviLjckuNDJ0xn6SsgsfqP6mZZrya5dfMZqNhK0P41jysWL1t69Th4BlS9HVqMH1t94m6auvsZpMD1SLeH5JwBLiAVksN24NVGu1dBj9knx4EuIxy9l9jYzF57ELcMV7TBAqx/vv9Heba0cgoj+4lIZhq8CxaJtibN++ndOnT+OYXZGOfZvhV8MDgOuZBbwScYR3zqygdGI8M3s78M/+v6BT64pfmxA2oFAocO8XCBo1GfZfYT0aQWnDGVoOGc6Fg3s5vnHNzbaV6pWiXucKnN51nVO7rt13bKVSSb9+/fDz82P58uXExsbecr1WWVfmjmpEao6eoTP2k5pb9A0r/qq6Z3Xmd5uPu86dMZvGsO3Ktvt3+gu1tzcV5szGfehQ0mfP5sqYMZgyir+dvHh+ScAS4gEd37iW6+dO02b4GJzcPWxdjhDPDavVStamOLLWxGBf0xOvEbVQ2t3/jKrbJEbD/L43VqyGrQJnnyJ1O378OLt27UKX70vjxo2p1erGYcGFRjPjw4/Q8vwemp4/wLJmCgaN/gY/F7/i1yaEDalc7HDvXRlDlis5jq/B6lep37IhFes1ZOf8WSTFXLzZtnGvivjV8OD3RedJjL3/dusajYYhQ4bg4eHBwoULSUxMvOV6vfLuzB7RkGuZBYTOPEBmvuEuI92bn7Mf87rOI9AtkDd2vMHic4uL1V+h1eL7r39S+r//peDIUeL69afgb6tuQtyNBCwhHkBmYgK7FswloE59arRqZ+tyhHhuWC1WMldeImfbVRwa+OARUh2F5gF+lSWfhXm9QOsEw1eDa9kidYuLi2PVqlVoDG7U8GtMiwFVbtRltfLRbycpjI5m9PFlHA9Q4PLSWNr4tSl+bUI8ARyCvbEP9iY7sz0Gox+KFePoMv5V7F3dWPPDl+jz8wFQKhV0erEmTm52bJh2kvzs+wciBwcHQkNDsbOzIzw8nIy/rQ41rujJjGENiEnNI2zWQbILjQ80Bw+dB7M6z6J5meZ8tv8zfj7+c5EPJP4ft759qBARgdVq5fLQELJWrrx/J/Hck4AlRDFZLRY2Tf8RpVJFx7ET5dZAIR4Tq8lC+sKz5O1PwKl1Odz7BaJQPsB/f2mXYF5PUGpg+Cpwr1C0bmlpLFywEKVRRwW7BnQZHYTyj9cP33+ZzXvP8t8T80hztLBnbENerjex+LUJ8QRx71UJpaOWdPVnWOMOYn9iJj1efZeslCQ2T//xZljROWroOj4IfZ7xxqYX5vtveuHq6kpoaCgmk4nw8HDy8m7dPbBloDdTQupxJiGbEbMPkqt/sOegHDQOTGo3iV6VejH1xFQ+2fcJJkvxxrIPqkXA0iXY167N9ffeJ/G//8VqfLDQJ54PErCEKKaorRu4eiqK1mEv4uz5AIeYCiGKzWIwkzrvNAVRqbh29ceta8CD/XEjIw7mvgAWMwxbCZ6VitQtPz+f8PAIDIVmvPXB9Hy5Plr7G7clHopL57OV0XxxegGa3CzmDPXi067fo1Kqil+fEE8QpYMG9/6BmLI0ZLl9Cts/p6xjHs0HhXFu3y6it2682darnDNtw6qRcDGLvUsv3mPUP5UqVYohQ4aQlZVFZGQkBsOtq1/tq/vw45C6nIjP4sVfD1FgeLBDgDVKDZ81/4wxQWNYdmEZb2x/gwJT8XYqVHt6Un72LDyGDyNj3nyujHoRU1raA9Ujnn0SsIQohuyUZHaGz6F8UB2C2nWydTlCPBcs+UZSZ0ajv5CBe79AnFs/4DNNWfE3wpUx/0a4KlWtSN1MJhOLFi4iMyMTt6xa9BrfBBcvewASswqZEH6Ul2I243/5HLO7qHhj6I946OS5TPFssK/qgWNjX3KTgtDbt4JlL9KoU0f8g+ux/dfppFz+c6OKKo18CW7nR9T2eM4dSLzHqH+qUKEC/fr14/r16yxZsgSz+dYQ1TWoNN8NDOZgXDpj5x+m0PhgIUuhUPBqvVf5sPGH7IzfyehNo8kszCzeGBoNPv/4B2W+/oqCqChi+/WnIDr6geoRzzYJWEIUkdVqZdP0H8FqpZPcGijEY2HO1pM8LQrDtVw8Q6rj2ND3wQbKSYS5PaEgE8JWgG+tInWzWq2sWbOGy1cu45QZSJeQxvhWvHFGlt50Y1OL2jFH6Ry1mc11FTQZ/QHB3sEPVqMQTyjXbhVReehIN72FJTMVxYb36Prym9g5ObH6hy8xFP65GtS0XyXKBLqxPfwsKVdyijR+9erV6d69OxcuXGDNmjW3PSfVq05Zvuxbm10XUnkl8igG0/1vQbybwdUG812b7zibdpaw9WFcy73/7od/5/rCC/gviEShVHI5JJTMZcsfuB7xbJKAJUQRndyxmctRx2gZMgLXUkXbbUwI8eBMqQUkTzmBOUOP18ha2Nd6wFtyc1NuhKucRAhdBmXqFrnr7t27OX78OA655WnZvjFV/hLw/m/VKVJPn+eNo5FcKK0gcUx3Blcd/GA1CvEEU9qp8BhYBXMOZHlNgqiFOFzeRPeJb5OZcJ0tM3+5GYpUKiWdx9TC3knD+qnRFOQWbRfABg0a0Lp1a44dO8a2bbdvqz6woR+f9arJljPJvL7oGKYiPOd1Nx0qdGB6p+mkFaYRti6Mc+nnij2GrkYN/Jctxb5+PRI+/JDETz/FaniwHQ/Fs0cClhBFkJOeys55syhXoxZ1OnazdTlCPPMM13NJnnoCq8GM99ggdJXdHmyg/HSY3xsyr0DIYvBrVOSup06dYuvWrdgVeBNctSENewTcvBZ54Aq/7bnANyfnk680sHxERT5q+YmsbItnlp2/K06typEX70uBRyiseRO/0s407T+EM7u2c2rHlpttHVy0dBkXRH62gU0zT2EpYhhq06YN9erVY9euXRw8ePC262FN/fmoe3XWRSfyztIozJbi7Qj4V/V96jO3y1wUCgUjNozgYMLtr3c/and3ys+YgceLo8iIXMDlESMxpaQ8cE3i2SEBS4j7sFqtbJnxM2aTiU7jXkWhlP9shHiU9LFZpEyLQqFS4j0uGG055wcbqDALwvtC6gUYEgn+LYrcNT4+nuXLl6MxulDJvQHth9e4GZ6OXM7g45XR/OfibzgnJzC1nwP/1/snHDQOD1anEE8J144VUPs4kJEVgtnqAsvH0LhXX8rXqs3W2VNJvXr5ZlsffxdaDalC/NkM9q+MKdL4CoWC7t27U7VqVdatW8epO5w7NbplRd7uVIUVx67x4YpoLA8RsgLdA4noFoGPgw/jt4xnQ+yGYo+hUKvxeecdyn73LYVnztx4Luv48QeuSTwb5JOiEPdxZvcOYo4eosXgMNx9y9i6HCGeaQVn0kiZdRKVixbvCbXRlHrA0KLPhYgBNw4THjgPKhX9vLrMzEwiIxegMGooba1L9wl1UGtv7AiYnF3IhPAjhF3dS/Vzh4lsoyQ09Ev8Xf0frE4hniIKtRKPQVWxFFrIdJ+E9eohlLu+odvEd9Da27Pmhy8x6gtvtq/RvAw1W5Xl2KYrXDySXKTXUKlU9OvXDz8/P5YvX05cXNxtbV5pF8grbSuz8NBVPll9qthnW/2Vr6Mvc7vOJcgriHd+f4fw0+EPNI5Lt274L1yAws6OuLBhZCwq3sHG4tkiAUuIe8jLzGD7nGmUrlKNul1fsHU5QjzT8o4mkTb/NBpfB7zH1UbtpnuwgQz5sGAwxB+G/rOhapcidy0sLCQyIpLCfD3uObXp+VJDHF3tbgxrsjAh4ijlr5yl/5HfOFBVgeeoUbSv0P7B6hTiKaQt44RLh/IUXNFR4PcB7PoGx6wzdHvlbdKuXWXbnGm3tG85MBDfii5snXeGtGu5RXsNrZYhQ4bg7u7OggULSEy8fUfCtzpVYXSLAObuu8wX688+VMhytXNlWsdptC/fni8Pfcl3h7/DYi3+M166qlUJWLIYx8aNSfz4YxL++S8s8lzWc0kClhB3YbVa2TLzF4wGPZ3Hv4ZSzrQR4pHJ2X2NjMXnsQtwxXtMECon7YMNZCyERSEQtxv6TocavYrc1Ww2s3TpUpJTUnDJqE73UY3wKud08/qna05x+Wws/zw2jwR3K/tG1ufV+q89WJ1CPMWcW/mhLe9MxrWWmF2CYdkYKgRWoEmfgZzcvpnTu7bfbKtSK+kyNgitnYr1U6PR5xftgF4HBwdCQ0PRarVERESQmZl5y3WFQsGH3asT1qQC036P4fstFx5qTjq1jm9bf8ugqoOYc2oOH+7+EKO5+IcJq9zc8Js2Fc9x48hcsoQrYcMwJiU9VG3i6SMBS4i7OL9/NxcP7aPZgBA8yz7guTtCiHuyWq1kbYoja00MupqeeI2ohdJO/WCDmQywZARc2ga9foag/sXqvnHjRi5evIhTViXa9myEf9CfuxYuPnSVhXtj+P7sQiyFucwc6sl/On+PWvmAtQrxFFOoFLgPrAomK+l2/8Gakwhr3qBpvyGUrVaTLTN+Jv16/M32jm52dB5bi5y0QjbPPo21iM9Nubm5ERoaisFgIDw8nPz8/FvrUCj4pGdNBjYox+StF/h5e9EOOL4blVLFh40/ZGLdiayJWcMr214hz5hX7HEUKhWl3nidspMmUXjhArH9+pN/5MhD1SaeLhKwhLiD/Owsts6eim+lQBr06GPrcoR4JlktVjJXXiJn21UcGvjgObQ6Cs0D/loym2DZi3B+PXT/DuqGFKv7gQMHOHjwIPZ5ZWnQoAG125W7ee341Uw++u0kH1/ZhNfli0zrrubdAZPxsn/AbeOFeAZovOxx7RaA/oqFvEo/wKkVKKMX0v21d1Bptaz5/guMBv3N9mUqu9FiYCCXT6ZxcG3s3Qf+Gx8fH4YMGUJGRgaRkZEY/nbLnVKp4PO+telVpwxfbzzHrN1FH/tOFAoFY2uP5dNmn3Ig4QAjN4wktSD1gcZy6dyJgEULUTk6cnn4CNIjIx/qVkbx9JCAJcQdbJszDX1e3o1bA1Vya6AQJc1qspC+8Cx5+xNwal0O936BKFQPuMW5xQy/jYczq6Dz59DwxWJ1v3DhAhs2bMBO70nVMvVpObjKzR0DU3L0jJ9/hF7Jx2lwfBurGitoHvYOdUsV/SwtIZ5Vjk1KYxfoRta5ipjKvADr3sXZmkW3l98k5UocO+fNvKV9rdZlqdbUl8Nr44g9UfTtzP39/enfvz/Xrl1j6dKlmM3mW66rlAq+HRBMl5q+fLbmNOH7L99lpKLrE9iHye0mE5sVS9i6MK5kX3mgcewCA/FfshinFi1I+vQzEj78CItef/+O4qkmAUuIv7lwaB/n9v5Ok36D8Crvb+tyhHjmWAxmUuedpiAqFdeu/rh1DXjw86MsFlj9KkQvgfYfQ9OXitU9KSmJJYuXoDY5Uk5bly5jg1CpbvxqNJotvBx5FLeEWEYcWMCp8gpSh3chtHrog9UqxDNGoVDg3r8KqBSk61/FqrKDZS8SEFSbhj37cWLzes7t23VL+9ZDq+Jd3pktc06TkVj02++qV69Ot27dOH/+PGvWrLltJUitUjJ5SF3aVSvFR7+dZMnhqw89v1blWjGr8yxyjbmErQ/jZOrJBxpH5eJCuV9+xuull8havpzLIaEYExIeuj7x5JKAJcRfFOTmsHXmL3j7V6RRrwG2LkeIZ44l30jqzGj0FzJw7xeIc+uHeL7RaoV1b8OxcGj9HrR8s1jdc3JyiIiIwGxQ4FlQmxderofOUXPz+n/WnuH0uXi+OD6fLJ2Z5WH+/F/Lz+QwYSH+Qu1qh3uvyhiu6cmpOA2uH4Pt/6H5oDBKV6nGpmmTyUi8/md7jYqu44NQqpWsnxqNodBU5Ndq2LAhrVq14tixY2zfvv2261q1kl9C6tEy0Iv3lkWx6sT1O4xSPLW9azO/63zs1faM2jiK3dd2P9A4CqUS71cnUu6XnzHExhLbrz95B4p/uLF4OkjAEuIvdsydQUFONp3Hv4ZKLQ+vC1GSzNl6kqdFYbiWi2dIdRwb+j74YFYrbPwQDs+C5q9Bm38Uq7vRaGTBggXkZufhmlmTF8Y2xO0vZ24tOxLP3D0xTIpZgTo9hR/76fj3Cz/hqHF88JqFeEbZ1/HGPsiL7BMOGKq9Bnsmobqymx6vvYtSqWLND19iMv65I5+zh47Oo2uSmZTP1rlnivVcUtu2balXrx6///47hw4duu26TqNielgDGvh78Mai42w4efsW78Xl7+rP/K7zqeBSgYlbJ7Ly4soHHsu5XTv8lyxG5ebGlVGjSJ83T57LegZJwBLiDzFHD3H692006tUfn4BKti5HiGeKKbWA5CknMGfo8RpZC/taD7lBxLbPYP/P0Hg8dPgEirGqZLFYWLFiBdevX8cpoyodBzWgbBX3m9ej47P4YEU07ybvoczZY8zuoGD4oP9Q0a3iw9UsxDNKoVDg1rsySns1GQk9sXpWgxXjcXFQ0/mlN0iOvcTv4bNv6VOumgdN+1Ym5lgKRzcW/ZkphUJB9+7dqVKlCmvXruX06dO3tbHXqpg9oiG1y7kyccFRtp8t2iHH9+Lt4M2cznOo71ufj/Z8xMzomQ8cjOwqVsR/8SKc2rYh6b+fc/2997AUFDx0jeLJIQFLCECfn8fmGT/hWa48jfsOtnU5QjxTDNdzSZ56AqvejPeYIHSV3R5uwJ1fw65vof4I6PJFscIVwPbt2zl9+jSO2QE0bVOP6s3K3LyWlqtnfPgR2mRcoPX+VeyspcBnaBhd/It+WLEQzyOVowb3voEYkwrILj0J8tNg1UQq129E/e69OLZhNRcO7r2lT50OfgQ2KMX+lTFcOZVW9NdSqejfvz/lypVj2bJlxMXF3dbGyU7NryMbUdXXmXHhR9hz8cF2ArxlTK0TU9pPoWtAVyYdncTnBz/HbDHfv+MdqJycKDd5Mt6vvUr26jXEhYRgiL/20DWKJ4MELCGAnfNnkZeRQZcJr6PWaO7fQQhRJPrYLFKmR6FQKfAeH4zWz/nhBtwzGbb/G4KHQvfvix2ujh8/zq5du9Dl+1Kjch2a9PpztdpktvBK5DGUideZuH8eV0opOBhWjzcbvvVwNQvxnLCv4YlDAx9yjhjQ1/sKzq6BI3NoOXQEvpUC2Th1ElnJfx66q1AoaBtWHc8yTmyadYqslKKv4mi1WoYOHYq7uzsLFiwg6Q6H+braa5g/qjEBno6MnnuYg7HpDz1HjUrDFy2/YFiNYSw4u4B3fn8HvfnBdgVUKJV4TZiA39QpGK/GE9e/P3l7996/o3jiScASz724qGNEb9tEgxf64Fu5iq3LEeKZUXAmjZRZJ1E5a/GeEIzmL884PZAD02HzP6FmX+j1EyiL9yssLi6OVatWoTW64+9Sh04v1kKh/DOgfbH+LEfPJ/DD6Uj0lgJmDHbni47foVHKH12EKCq3HhVRudqRfqoWloDOsOEDVOmX6PH6e2CFNZO+xGz683ksjZ2KruNrAbB+WjRGQ9FXhBwcHAgNDUWr1RIeHk5mZuZtbdwdtYSPbkxpNx0j5xzk2JWMh56jUqHknYbv8HaDt9l8eTPjN48n25D9wOM5tW5NwJLFqL29uDJ6DGmzZstzWU85CVjiuWYoyGfz9B9xL1OOpgOG2rocIZ4ZeceSSZt/Go2vA97jaqN20z3cgEd+hfXvQLUe0Hc6KIt3Pl1aWhoLFy5CZbbHx1SbHi/XRWP35xgrj19j5q4Yvr++AfursUzuqeT9Pt9TyqHUw9UtxHNGqVPjMbAK5oxCshw+Aq0jLBuNq7sbnca/SuLF8+xaMO+WPq7eDnR8sSZp13LZPv9sscKFm5sboaGhGAwGwsPDyc/Pv62Nt7MdkaOb4Olkx/DZBzl5Leuh5wkwvOZwvmj5BcdTjjN8/XCS8m5fRSsqrb8//gsX4tyxI8lff831t97Ccoe5iKeDBCzxXPs9ci7ZqSl0Hv8aGq2drcsR4pmQs+caGYvOYefviveYIFRO2ocb8MRCWP06VO4I/WeDqngrSvn5+URERGAsNOGWWYsXXqqPk/uf/72fup7Fe8uieDn7BAFHf2dJcyVtBrxJQ9+GD1e3EM8pu4puODUvS96RLAobTIWkaNj6CVUaN6dO5+4cWbOCS0du3aK8Qk1PGr9QkQuHkojaFl+s1/Px8WHIkCFkZGQQGRmJwWC4rY2vq47IMY1xslMTNusA5xJzHmqO/9O9Ynd+af8L13OvE7o+lJjMmAceS+noSNkfvsf7rTfJXr+BuMFDMFx5sAOOhW1JwBLPraunozmxaS31uvakbNXqti5HiKee1Wola1McWatj0NX0xGtkLZR2D3ncwcnl8NsECGgFg+aDunh/CDGZTCxatIiM9Eyc02rQZUR9SlVwuXk9I8/AuPlHqJ8bT/ddCzhWSUnGkA6MqDni4eoW4jnn+v/s3WV81FfWwPHfWNzdjThJcIK7u0NJcKctpUJ9t7u1bWlLCxW8UEiCa3EpLkGDBUKQBBJC3H3keZHd7fIQQkJmEqD3+2afz+T+zz3Tp03mzL333J4eyO2MyDpthrrJa3D6F4g/QMfwSdh5NGDPL9+Tl5H+yDPNernj2ciGE5tukRRXs618Hh4eDB06lKSkJDZt2oRK9fhWQxdLI6KmtEIhkxK2LJo76QW1eo//0dqpNSt7raRcVc6Y3WO4mHbxmWNJJBJspkzBdckSylNTuTt8BAXHnu3uLaH+iAJL+EsqLy1h36IFmNs70G7kmPpORxBeeBq1hpxtt8n/4z5Gze2xHh2ARFHLPzE3dsKmyeDaCl5ZAwrDmuWk0bBjxw4SExMxyfGhfd8mNGjy55Y/lVrDrLUXKU3L4IPolWSYwpYwNz5r/7m4TFgQakmikGI1whd1QTnZhaPBLhC2TkdelkO/2e+iUirZOX8uKuWfFw1LpBK6jQ/Ews6Qfcuukp9VUqM5AwMD6dOnD3FxcezcubPSrYYeNsZETQlFo9Ewemk09zK1sw0vwDqAiD4RWBpYMmXfFA7eO1ireCbt2+G5cQMKBwfuT51KxuIl4lzWC0QUWMJf0vG1q8lJTaHntFkoDGp5NkQQ/uI0SjVZ6+IoPJ2CSQcXLIf6IJHVskCJ3w/rx4FTEwhbX3GOo4aOHz9OTEwMRgVuNG7ciKY93R/5+Td74zgRl8ovtzeizs/hh2F6fNF7PqZ6tex0KAgCAHoupph1caX4chZFwb9AaT5snYmlgxM9pr7Gg5vXObk+4tFnDOX0nh6MslzNnsVXUJbXrA16y5Ytad++PRcuXODw4cOVjvG2MyViciglShWjl53mQY527qByMXVhVe9V+Fr68tbht1gft75W8fRcXfFYE4VZ796kf/89yW/MRlVQqJVcBd0SBZbwl5Mcd50Lu7fTqEdfXBuG1Hc6gvBCU5epyFgVS/GldMx7e2DRx7P2qz93jsC6cLAPhPBNoF/zgufatWscPHgQgxI7GtiH0CnM/5G8dlx+wKIjt/km+xgmN66wqBdMHPwpvpaik6ggaJNpZ1cULibkHCpB1f5fcGs/RC/Gv21HQrr24sy2jdyNOf/IM5YOxnQbH0haYj5H19ys8cpNly5daNKkCUeOHOHs2bOVjglwNGP1xFByi8oZvfQ0aXk1Wy17EisDK5b1WEZbp7Z8dvozfo75uVYrT1IjI5y++xa7994j/8ABEkaNpKySe7+E54sosIS/lPKyUvYumo+ZjS0dRo+r73QE4YWmLionY9kVSuOzsRzqg2lH19oHTTwFa0aBlReM2QqGFjUOkZyczObNW9BTmeMoD6bPjBBk/7Nd8cbDPOZsuMy40lsEHtvBnqYSnIa+Qj+vfrXPXxCER0hkUqxG+KEuU5N9pyUan16w/+/w8Cqdxk/Bxs2D3T99R0HWoxcNezW2pXkfD66fTOHasQc1m1MioV+/fvj6+rJr1y6uX79e6bhgF3NWTmxBWn4pYcuiySx4tvus/j8jhRHzu8xnkPcgFl1axD9P/ROlWvn0B59AIpFgPWE8bsuXocrI5O7wEeQ/YXVOeD6IAkv4Szm1IYrsB0l0n/o6eoa1vJNHEP7CVHmlpC2+TFlyAdZhARi3cKh90KRzEDkczJxh7DYwsqpxiJycHKKi1iBVKbAqDGbAa00x/J8uhrlF5UxbfR6/knRGHlrJLRcZF0Y24t0W79Y+f0EQKqWwM8K8lwclcdkUuX9e8cXJpkkoJGr6zX4PZVkZO3/8BvX/a0zRop8nbg2tObbuJim3a9ZaXSaTMWzYMJydndm4cSOJiYmVjmvmbsXycS24l1VE+PIz5BQ93oHwWSikCj5t8ylTgqewKX4Tsw/NplhZu62Ixq1b47lpIwpXF5JmzCT9l1/QqNVayVfQLlFgCX8ZD2/d5NzvWwju0gOPkCb1nY4gvLCUGcWkLbqMKrsUmwkNMQyyqX3QlEsQMQSMrWHcdjCp+f1TJSUlREVFUVJUgmlmQ/pOaYqlw59nt1RqDW+su0h2ejafX1hFobycpSPM+abb9+jJatlKXhCEKpm0cULfy5ycfekouy6C9Buw72OsnV3pNnkmSbFXObVp7SPPSKUSuk8MxMTKgD2Lr1CYW7MVJj09PV555RUsLCxYs2YNqamV31PVuoE1S8c253ZaAWN/PUNeSXml42pKIpEwq+ksPgr9iKNJR5m8bzLZJbW76Fjh7IxHVBTmA/qTseBHkl6fhapAO90QBe0RBZbwl6AsL2fPwh8wtrSk45hJ9Z2OILywyh4UkLboEpoSJbZTgjHwtqx90NRYWDUI9M1g3O9g5lTjECqVik2bNpGelo5JZgBdhjfBNeDRFbDv99/k8I00FiXvRJKSzHcDJXzQ71scjLWw+iYIQpUkUgmWI3xBAlnR1mhavQZnl8GNXQR26ELDjt04vXktiVdiHnnOwFhBn+nBlJUo2bP4KiplzVZsjI2NGTNmDHK5nIiICHJzK18J6+Bryy9hTYl9kMeEFWcpLH32LX3/3yj/UczrNI8bmTcYu3ssyQXJtYonNTDA8auvsP/wQwoOHyZh+AhK7zz7/VuC9okCS/hLiN6yjsyke3Sf8hr6RjXvRiYIApTezSV9yWUkMgm20xuh56qFbnsZ8bBqQMX9VuO2g4XbM4XZt28f8fHxGOc2oEW7EII6OD/y8z1XU/jp0C0+L7mI5fmTrO4soevAWbR2al379yAIQrXILQywGNCAsoQ8CgymgEMIbHsV8lLoOnE6Vk4u7PrxWwpzHl3lsXY2ocvYAB7eyeX4hvgaz2thYUF4eDhlZWWsXr2aoqLKW7N3C7Rn/qgmXLyXzeTfzlFSww6GVenm3o0lPZaQWZLJmF1jiMuKq1U8iUSC1dgxuK34FVVuLgnDR5B/sHat4QXtEQWW8NJLS7jDma0bCGzfGa+mLeo7HUF4IRXfyCJ9+VVkpnrYzmiEwk4LZxiz7sBv/Sv+77HbKxpbPIMzZ84QHR2NYZEz/t7BtBnm/cjP41PzeXv9JYaSQtP9azgVIKVwcGcmBYvVbEGoa0ZN7TAItCZ3fxLlnRaDsgS2Tkehp0f/2e9RVlzMrh+/Ra1+tLjxaW5P4+5uXD2SzPWTKTWe18HBgVGjRpGdnc2aNWsoL698G2DfEEe+G9GI03czmbr6PKVK7RVZzeyb8Vuv35BIJIzfM57olOhaxzRu2RLPTRvR8/Ii6dXXSF+wQJzLeg6IAkt4qamUSvYs/AFDUzM6jZ9a3+kIwgup8GIamauuobA3wnZaCHILLdwdl3MffhsAytKK4sr22dqjx8fHs3v3bgzKbXAzCabHpIZIpX+2Y88rKWfq6vO4lOcx+dAyHlrL2Dbchc/bf4FUIv4ECkJdk0gkWA7xRmogJ2tfCZoeX8Gdw3DqJ2zcPOgyYRr3rl7izJYNjz3bepAXLv6WHImKIy0xr8Zze3p6MmTIEO7fv8/GjRtRqSovngY3ceGrIcEcvZnOa1EXKVdpr2DxsfQhsk8k9kb2TD8wnT1399Q6psLREfeI1ZgPGULGLwtJmjETVV7N//kI2iP+uggvtbPbNpKecIeuk2diaCIuDxWEmso/kUz2ujj0PcyxnRqMzEQLzSDyUipWrkryYMyWivuunkFqaiobNmxAoTbBpqwhfV9thJ6B/L8/V6s1vLk2hpT0PL69tobSkgLmDVPwda/5mOub1/59CILwTGQmelgO9qb8QSF52R0hYAAc/BQeXCSoc3cC2nXi5IYo7sdeeeQ5qUxKj8kNMTRTsHvRFYrza97xr2HDhvTu3Zu4uDh27dr1xDuqRrZw49OBDdkfm8rsdTEotVhkORg78Fvv3wixCWHO0Tmsjl1d65hSfX0cv/gch0/+TsGJE9wdPpzS+JpvpxS0QxRYwksr414Cpzatxa91e3xaiHMWglATGo2G3P2J5P5+B4NAa2wmBCHVlz/9wacpSKs4c1WYDmM2g1PjZwqTn59PVGQU6nIJ5tkN6TejKWbWho+MmX8wnoM30liccxj5zRss6Kthct+/42/lX/v3IQhCrRgG2WDU1I78w/cpbfKvis6hGychKSuk2+SZWDg4smvBNxTlPdqUwtBEj97TginOL2fv0quon6HwCQ0NpX379pw/f54jR448cdzY1h582MefnZdTeHfjZdTqZ78w+P8z1zdncffFdHXrytyzc5l3bh5qTe2KOIlEguUrr+D+20rURUXcHTmKvD17tZSxUBOiwBJeSmqVij0L56NvbEyXidPrOx1BeKFo1Bpytt0m/+A9jJrbYx0WgEShhT8XRVkV3QJzkyBsA7g0f6Yw5eXlrF27lvz8AkzSA+kxpgkOXo+uSO2PTWX+wXg+IB67I7vZ0lqCW7/hDPIeVPv3IQiCVlgMaIDMVJ/s7Q9R91tccS5zz/voGRrRb/Z7FBfks/vneY+dKbJzN6NTuB/JN3M4ueX2M83dpUsXGjduzOHDhzl37twTx03t0IC3uvuy+WIyH229+sQVr2dhIDfgu47fMdJvJCuureDD4x9Srqp9i3ijZs3w3LgJAx8fkmfPJu27eWiesB1S0A1RYAkvpXM7tpB6J56uE6djZCa2AglCdWmUarLWxVF4OgWTDi5YDvVBIpM8/cGnKc6B1YMg8xa8sgbc2zxTGLVazZYtW0hOTsYky482vULwaWH/yJjb6QW8uS6G3no5dNj1K7Gecq4MCuKD0A9q/z4EQdAaqYEcy+E+KDOKybvhBO3fgour4dpW7Dy86DxuCgkx5zn7++bHnvVv5UhwJxcuHbjPzbMPazy3RCKhf//++Pj4sHPnTq5fv/7Esa938WZmpwasOXOPf/4eq9UiSyaV8VHoR7ze5HV23tnJqwdfpbC8sNZxFfZ2uK1ehcXIkWQuXcr9adNR5eTUPmGhWkSBJbx0MpPvc3JDJN4tWuPbql19pyMILwx1mYqMVbEUX0rHvLcHFn08kUi0UFyV5kPksIr7rkZFglenZw516NAhYmNjMc7zJCikIS36ejzy8/yScqauOoe1qphZR5eRY6Rh6TBTvu36Pfoy/dq9D0EQtM7A2xKTNk4UnHxAietMcG4Gv8+C3CRCuvXGt1U7jq9dRXLc4wVQ2+HeOHqbc2jVDTKSan7ZrkwmY/jw4Tg5ObFp0yYSExMrHSeRSJjT04+JbT1ZeTKBr/bc0GqRJZFImBoylU/bfMqZh2eYsGcCGcUZtY4r1dPD8Z//wOHTf1IUHc3dYcMpiatde3ihekSBJbxU1GoVexfNR6GnT7fJM7Xz4VAQ/gLUReVkLLtCaXw2lkN8MO3oqp3AZYUQOQKSL8DwleDT/ZlDxcTEcOzYMQxLHPGwC6TLWP9H/htXqzW8vf4S9zIK+PH2ZlQZacwdqOHjXnNxNnGuIrIgCPXJrJcHcltDsjfdRt13CahVsHkqEo2aHtNex8zWjp3z51Kc/2hnPJlMSs8pQegbydm96DIlhTXfXqenp8fo0aMxNzdnzZo1pKWlVTpOIpHwt34BhIW6sfjIHX44oP0GEoN9BrOgywLu5t5lzK4xJOZVXvDVlOWIEbivXoWmrIyEUa+Qu3OnVuIKTyYKLOGlcnH3DlJu3qDz+KkYW1jWdzqC8EJQ5ZWStvgyZckFWI0OwLilg3YCl5fA2tFw/zQMXQoB/Z45VEJCAtu3b8dAZYm9NJC+MxshV8geGfPL4Vvsi03l5/LzKC6eZVl36N57Ju2cxUq2IDzPpHoyrEb4ocovI+e4Cvp8C4kn4Pg89I2M6ffGexTmZLNn4Q+PrRwZm+vTa1owBdml7P/12jM1ojA2NiY8PBy5XE5ERAS5ubmVjpNIJHw2MIhhzVyYfzCehYef7fxXVTq4dGB5z+UUlBcwdvdYrmZc1Upcw8aN8dy0EYPAQB68/Q6pc79Bo1RqJbbwOFFgCS+N7IcPOL52FV5NWxDQvnN9pyMILwRlRjFpiy6jyi7FZkJDjIJttBS4DNaPgTtHYOAvEDT0mUNlZmaybu065GpDLPIb0v/VJhiZPdou/tCNNL7bf5M3DFJw3bGWw41klPRpx/RGosmNILwI9FxNMe3kStGFNIrl3SBoGBz6FySdw6GBDx3HTOTO+TNc2LXtsWcdvMxpP9KXe9eyOLP9zjPNb2lpSXh4OKWlpURERFBcXFzpOKlUwtdDQ+jfyImv99zg1+N3n2m+qoTYhrC692oM5YZM3DuR48nHtRJXbmuL+4pfsRw9mqxff+XelCkos7O1Elt4lCiwhJeCRq1m3+IFSGUyuk15VWwNFIRqKHtQQNqiS2hKlNhOCcbAW0urvqpy2DgB4vdBv++h8SvPHKqoqIjIyEjKS1WYZATSa1JjrJ1NHhmTkFHIrLUXaW9QTK/fF3HPScGOQU581f5rcZmwILxAzLq4oXA2IXvLbVSd5oK5M2yaBCV5NOnVH+8WrTgauZKUW4+fI2rY3onAto6c35PInYvpzzS/g4MDo0aNIisrizVr1lBeXvmWQ5lUwrwRjejZ0J5Pd8QSFX3vmearioe5B6t7r8bdzJ3XD77OtluPF5bPQqKnh8Pf/4bjl19SfP4CCUOHUXztmlZiC38Sf3mEl8Kl/btJir1Kp7GTMbXS0jfwgvASK03IJX3JZSQyCbbTG6HnqqWLuNUq2DINbuyA3nOh+YRnDqVUKlm/fj3Z2TmYZATQcXAIHv9vha2wVMnU1ecwUpfxYfRKijWlfDdYytzu32NhYFHLNyMIQl2SyKVYjfBFXaoke1cqmsFLIece7JqDRCKh5/TZmFhZseOHuZQUPtrUQiKR0GGUH3YeZhxYGUtWyrN14vP09GTw4MHcu3ePTZs2oVZXfjeVQiblx1ea0tnPlo+2XmHT+aRnmq8qtka2rOi5gmYOzfj4xMcsu7JMa801LIYMxj0yEo1GQ+LoMHK3aaeAEyqIAkt44eWmpXI0cgXuIU0I6vzsB+gF4a+i+EYW6cuuIjPVw3ZGIxR2RtoJrFbDttfg6ibo/imETnvmUBqNhh07dpCQkIBJtg+NWwcS0sXlsTFzNl7iVmo+i1P3o757m+/6q5nS8yMa2jSs7bsRBKEeKOyNMe/hQUlsJkUZntDxPbi8Fi6vx8DEhH5vvEdBVgb7Fi14rNiQKaT0nhaEXE/K7kVXKCt+tjNGQUFB9O7dmxs3brBz584nFjV6cikLw5vRpoE1czZe4vdLD55pvqqY6JmwsOtCenv2Zv6F+fzrzL9QqbVzp5VhcBCeGzdgGBLCg/fe5+GXX6J5wqqdUDOiwBJeaBqNhn1LfgSJhB5TXxdbAwXhKYouppG56hoKeyNsp4UgtzDQTmCNBna+BZeioPNH0PaNWoU7ceIEMTExGBe64+3hT/uRPo/9973oyB12XXnIAv149I/sZ217KZ7dBzPMZ1it5hYEoX6ZtHNGz9OMnO23UQa9Dq6tYMdbkJ2Ao48f7V8ZR/yZk8Tse7wbnomlAT2nBJGbXsyBlbFonqHpBUBoaCjt2rXj/PnzHDly5InjDBQylo5tTnN3K2avi2HftZrfyfU0CpmCr9p/xbjAcay5sYY5R+dQqirVSmy5tTVuvy7HatxYslet5t7ESSgzM7US+69MFFjCC+3KH/u4dyWGDmETMLO1q+90BOG5ln8imax1ceh7mGM7JRiZid7TH6oOjQb2fADnV0C7t6DDnFqFu3btGgcOHMCw3A4nY396TQ1CJnv0z9WRm+nM3XuDKRZ5NNi4nIt+Cq738eejVh+JL1oE4QUnkUqwGu4HGsjefBvNkCUgkcKmKaBS0qzvILyatuDIqmWk3rn12PPOvpa0HerN3UsZnN+T8Mx5dO3alUaNGnH48GHOnz//xHFGenKWj29OsLM5r0Zd4FBc5a3ea0MqkfJOi3d4p/k77E/cz7T908gry3v6g9UgUSiw/+ADnL6ZS/Hly9wdOoziK1e0EvuvShRYwgsrPzODI6uX4xoYTKNuveo7HUF4bmk0GnL3J5L7+x0MAq2xmRCE1ECureBw4B8QvRBavQpd/w61KHCSk5PZsmULBhoLrEsC6fdqI/SNFI+MuZdZxKw1F2lhombYjp/JtJSxfKAR87r8gKHcsJZvSBCE54HcygCLfl6U3sml4Joc+s2DpDNwdC4SqZReM9/E0NyCHT98TWlR0WPPh3RxwbelPdG/3yXhyrNd2iuRSBgwYADe3t7s2LGDGzduPHGsqYGC3ya0xMfOlOmrz3PyVu0vCq7MuIbj+Kr9V1xKv8S43eNILUzVWmzz/v3xWBOFRColMSycnE2btRb7r0YUWMILSaPRsH/pT6jVKnpMm4VEKv5VFoTKaNQacrbfJv/gPYya22MdFoBEocX/Xo58DSd+gOaToOcXtSqucnJyWLNmDVK1HqaZAfSZ3ghz20fPhxWVVTS1kKlVfHYpirK8HL4cpOJv3b/C1UxLlyMLgvBcMGphj4G/Fbl7Eii37wONw+DoN5B4EkNTM/rOmkNueir7l/z42DkpiURCp3B/bFxM2P9rLDlpjxdh1SGTyRgxYgSOjo5s3LiRe/ee3DHQ3EhBxORQ3K2NmPTbOc4mZD3TnE/T16svv3T9hQcFDwjfHc7tHO3dx2UQGIjHpo0YNmtKykcf8fDTT9GUlWkt/l+F+FQqvJBij/7B3YvnaD9qLBYOjvWdjiA8lzRKNVnr4ig8lYJJB2csh/ogkWlx+9zx7+Hwv6BxeMXFoLUorkpLS4mKiqK4qBTj1AC6jA7ByefRtvEajYb3Nl0hLjWfpUUnUV+O4edeGnp1mUon1061fDOCIDxvJBIJlkN9kOpJyVofh6bHV2DhDpunQnEOLv4NaTsinLhTx7hycO9jzyv0ZPSeFoxESkXTi5Jna3qhp6dHWFgYZmZmREVFkZb25C2AVsZ6REwOxdHcgAkrzhJzP+eZ5nya1k6tWdlrJeWqcsbuHsvFtItaiy23tMRt6VKsJk0kO2oNieMnoEx/ttb3f1WiwBJeOAXZWRz6bQlOfoE06dW/vtMRhOeSukxFxqpYii+lY97bA4s+Xto9m3R6YcXWwODhMGAB1GIVWaVSsXHjRtLT0jHJ8KNlt0AC2jz+xcmyY3f5/dIDvrF6iNHvG9nTUo6yW2tebfxqLd6IIAjPM5mpHhaDvSlPKiD/ZDYMXQ75KbBjNmg0tBw4DPeQJhxauYT0xMcv/TWzMaTnpCCyUwo5tPrGM7c5NzY2ZsyYMcjlciIiIsjNzX3iWDtTAyKnhGJprGDs8miuPXjy2NoIsA4gok8ElgaWTNk3hYP3DmottkQux37OHJznfUfJ9esV57JiYrQW/2UnCizhhaLRaDi4/BdUZeX0nC62BgpCZdRF5WQsv0ppfDaWQ3ww7ajlrXNnl8Oe9yFgAAxaBFJZrcLt27eP+Ph4TPIa4B/oR6uBXo+NOXkrg3/tvs4Yu3KCIn/ijrs+u/vYMbfDXGS1nF8QhOebUbAtho1tyfvjPmX4VnQqvbYFYirOC/V57W30TUz4/YevKSspfux510ArWg1qwK3zacTsv//MeVhaWhIWFkZJSQmRkZEUFz8+1384mhsSNbkVJvpyxiw/w83U/Geetyoupi6s6r0KX0tf3jr8Fuvj1ms1vlmfPnisXYNEX5+EMWPJXqfd+C8r8elUeKHEnTzKrbOnaTMiDCsnl6c/IAh/Maq8MtIWX6YsKR+r0QEYt3TQ7gQXIyvasfv2qvgmWVa7ZhlnzpwhOjoa4xIXXG386DYhEIn00ZW2pOwiXo26QJCZlDG7F1Kgp+bbgfBN13lYGVjVan5BEF4MlgMaIDVRVGwVbPkaeLSHXXMg8zZG5hb0ff0dclIecHDZL5WuUjXp4UaDprac2nKL+9ef/WyUo6Mjo0aNIiMjgzVr1lBexb1RrlZGRE5phVwqIWxZNHcznu3y46exMrBiWY9ltHVqy2enP+Oniz9p7UJiAAM/Pzw3rMc4NJSHn3xCyt/+jlqcy6qSKLCEF0ZRXi5/rFiMg7cvzfoNqu90BOG5o8wsJm3RJVTZpdhMaIhRsI12J7iyEba/Bl6dYfhvIK9dm/f4+Hh2796NkdoGG40ffWaEoNB/dDWqpFzFtNXnUalUfHNrC+UPkvhqgIqpXd6jkW2jWs0vCMKLQ2qkwGqYL8q0YnL3J8HgxRW/gzZNAmUZrg1DaD3sFWKPHeLa4QOPPS+RSOgyNgALB2P2LbtGXsaTV5+exsvLiyFDhnDv3j02b96MWq1+4lhPG2MiJ4eiUmsYvfQ097OerdnG0xgpjJjfZT6DvAex+PJi/nHqHyjVz3bmrDIyCwtcFy/CeupUcjZs4N6YsZSnaq+D4ctGFFjCC+Pgr4soKy6i5/Q3kIotQYLwiLIHBaQtvISmRIntlGAMvC2f/lBNxG6vOFju1gZGRYGidhcUp6amsmHDBvQxxTTHn36vNsbEUv+RMRqNhg82XyE2JY9l8muoTxzjt87QoENfRvmNqtX8giC8eAx8LTFu5UjBiWRKMoxhwI/w4CIc+gKA0CEjcAsK4eCvi8hMerzbn56BnD7Tg1GrNexefAVlmeqZcwkKCqJXr15cv36dXbt2Vbli5GNvSsSkUIrKVIxedpqU3Gcv7qqikCr4tM2nTAmewub4zcw+NJtipfbmkshk2L31Js7z51MSH8/docMoquJ+sL8yUWAJL4T46JPcPHWMVkNfwcbVvb7TEYTnSmlCLulLLiORSbCd3gg9V1PtTnBzL2ycCM7NYPQ60DN6+jNVyM/PJyoqCo1SilFqAD0nNMLW7fGcV55MYMvFZD5zLsQ06leig/WJ7+bDJ60/EZcJC8JflHkfT+RWBmRvuInaszc0Gw8n5sOdI0ilMvq8Pgc9Q0N+//4ryktLHnvewt6I7hMCybhfwOGouFptpWvVqhVt27bl3LlzHD16tMqxgU5mrJrYkpzCckYvjSYt7/HctEEikTCr6Sw+Cv2Io0lHmbxvMtkl2Vqdw6xnDzzXrUVmbEziuPFkRUVpdUviy0AUWMJzrzg/jwPLf8HOowEtBgyt73QE4blSfCOLjOVXkZnoYTujEQq72hU/j7l9CNaNAYcgCN8I+ia1CldeXs7atWspyC/EOC2AdgMD8Wpi+9i403cy+XzndYY6SWmxeh6pDvr82lef7zv/gJFCy+9REIQXhlRPhuUIP1S5peTsuAM9vwQbH9gyDYqyMLawpM9r75CZfJ8/ViypNIZHiA0t+nkSd/ohVw4n1yqfbt260ahRIw4dOsT5p6zmNHK1YMWEFqTmlRC2LJrMgtJazV2VUf6jmNdpHjcybzB291iSC2r3Pv8/fR8fPDasx6RtW1I//YyUjz5GXaq79/OiEQWW8Nw79NtSSgry6TnjDWTy2h2oF4SXSdHFNDJXXUNuZ4Tt9BDkFrXbtveYhBOw5pWKDy/hm8HAvFbh1Go1W7ZsITk5GeNMX4Jb+NCkh9tj4x7kFPNq5AUamCuYcWgpJWVFfD6gnL93/gIPc49a5SAIwotP390M046uFJ1LpfhWCQxdBkWZsP110GhwD2lM6KARXD20j+vHDlUao0UfDzxCbDixIZ4H8TnPnItEImHAgAE0aNCAHTt2EBcXV+X45h5WLBvXnHtZRYxZfobcoic3yaitbu7dWNJjCZklmYTvCicuq+rcakpmZobLwl+wmTmT3M2bSQwLpzwlRatzvKhEgSU8126fP8P1Y4doOWgEdh6Pt24WhL+qghPJZK2LQ9/DHNspwchMatdw4jH3z0DUCLBwgzFbwaj23foOHTpEbGwspoVeeLp50ynM/7GtfiXlKqZHnKe0XMWC1AOUX7/O931V9Gk/kW7u3WqdgyAILwezbm4oHI3J3hyPyjQAun4CN3bA+RUAtBk+Gmf/huxf+jNZD5Iee14ildBtQiCmNgbsWXqVguxnX32RyWSMGDECR0dHNmzYwP37VbeCb9PAhsVjmnErrYCxK86QX6K7IquZfTNW9VqFTCJj/J7xRKdEazW+RCrFdtbruPz8E2V373J36DAKo89odY4XkSiwhOdWSWEBB5b+hI2rO62GjKjvdAThuaDRaMjdn0jO73cwCLTGZkIQUgMtr+w+uAgRQ8HEDsZtB5PHt/DVVExMDMeOHcO43AlbA296TQtCJn/0T5BGo+HjrVe5nJTLYqskNLu2s62dAkm7lsxqOqvWOQiC8PKQyKVYjvBDXawkZ+stNKEzoEEX2PMhpMchlcnoO2sOMj09dnz/FeVljxdQ+oZyek8PprxUxZ4lV1CVP7kb4NPo6+sTFhaGmZkZUVFRpKenVzm+k58dP41uwrXkXCauPEtRmfY6/v1/3pbeRPSJwN7InukHprPn7h6tz2HatSseG9Yjs7Dg3sSJZK1a9Zc+lyUKLOG5dWT1cgpzc+g5YzYyuaK+0xGEeqdRa8jZfpv8g/cwamaPdVgAEoWWf40/vAqrB4OhBYz7HUxrf49WQkIC27dvxwhrzIt86f9qIwwrWXGLOJ3IxvNJ/K2BBqvlC7jhY8j+btZ80/Eb5FKxPVgQhEfpORpj1t2d4quZFF/OrLj4XM8YNk4CZSmm1jb0efUt0u8lcGTVskpjWDuZ0G1cAKl38zi6/mat8jE2NiY8PBypVEpERAR5eXlVju/R0IH5o5pwPjGbyb+do6T82bsaPo2DsQO/9f6NEJsQ5hydw+rY1VqfQ9/LC4/16zDp3InUL//Fg/feQ13FZcwvM1FgCc+lhEsXuHpoPy36D8GhgU99pyMI9U6jVJO1Lo7CUymYdHDGcpgPEpmWO+mlx8GqgaAwqiiuzGt/mXdmZibr1q1DgRFG6X70nhqCpYPxY+POJmTxz99j6edmQIfI78g3lTGvr5pvOn+HjaGW7/MSBOGlYdrBBT13M7K33UKptoBBv0DqFTjwTwA8mzSnxYChXNq/m7hTxyqN0aCpHU17uhN77AGxxx/UKh8rKyvCw8MpLi4mIiKC4qcUGH1DHPl2eCNO3cms2B6t1F2RZa5vzuLui+nq1pW5Z+fy3bnvUGuefdWuMjITE1wWLMD2jVnk/b6DhLAwypK022DjRSAKLOG5U1ZcxL4lP2Ll5ELrYaPrOx1BqHfqMhWZq2MpvpSOWS8PLPp4ab9NeeZt+G0ASGUwdjtYetQ6ZFFREVFRUSjL1BinBtBpZENcAx4/y/Uwt4QZERdwt9DnzdOrKctM5/OB5Uzt8DZN7ZvWOg9BEF5eEqkEqxG+oNaQveEmGu8e0HIanP4Z4isuHG47cgyOvv7sW7yAnIeVN2EIHeiFa6AVR9bG8fBubq1ycnR0ZOTIkWRkZLB27VrKy6s+YzWkqQtfDg7mcFw6r0ddpFyl3aLnfxnIDfiu43eM9BvJymsr+fD4h5SrtHsGTCKVYjNjBi4Lf6H8fhIJw4ZReOqUVud43okCS3juHI1cQX5mBj1nvIFcT8sH9wXhBaMuKidj+VVKbmZjMcQbs06u2p8kO7GiuFKXw9htYONd65BKpZL169eTnZWNcZo/TTv6EtTB+bFxpcqKphbFZUp+Lj1L2ZloFvcA31a9CA8Ir3UegiC8/OTWhpj38aL0Vg6F0SnQ/VOwC4StM6AgHZlcTr833kUqlfH7D1+hrKTgkUol9JjYEGNzffYsvkpRXlmtcmrQoAGDBw8mMTGRzZs3o1ZXXTS90tKNf/QPZF9sKm+tv4RKrbvzSzKpjI9CP+L1Jq+z885OXj34KoXlhVqfx7RTJzw3rEdmY829SZPJ/HXFX+ZcliiwhOfKvauXubR/N836DMTJN6C+0xGEeqXKKyNt8WXKkvKxGh2ASUtH7U+SmwyrBkBZfkW3QLva/3en0WjYuXMnCQkJmOT44u3vRZthlRdt/9geS8z9HH5xz0MT+RtHmxmQ0N6Lf7b5p7hMWBCEajMOdUDf15LcXXcpz9XA0OVQkgvbZoJGg5mNHT1nvkna3dscjfy10hgGJgp6Tw+mtLCcvUuvoqrlSlJwcDA9e/bk+vXr7N69+6nFxfi2nrzf25/fLz3g3Y2XUeuwyJJIJEwNmcqnbT7lzMMzTNgzgYziDK3Po+fhgee6dZh2707a3Lk8ePsd1EVFWp/neSMKLOG5UV5Swr4lC7BwcKTtSPHNtfDXpswsJm3RJVTZJdiMb4hRsA7OIeWnVhRXhZkwZgs4hmgl7IkTJ7h48SKmJR44WXnSY1JDpNLHi6Wo6HusOXOPOQEG2P8ylweuRvzWQ84PnX7AWPH4OS1BEIQnkUgkWA31AbmU7PVxaGwCoOcXEL8PzlRcOOzdPJSmfQZycffvxJ85WWkcW1dTOoX78yA+h5Mbb9U6r9atW9OmTRvOnj3LsWOVnwH7X9M7NmB2Nx82XUji421Xdb7iM9hnMAu6LCAhL4Exu8aQmJeo9TmkxsY4//A9tm+/Rd7u3SSMeoWyp7Syf9GJAkt4bhxfu4rc1If0nPYGCn0tX5gqCC+QsgcFpC28hKZEie2UEAx8LLU/SWFmRUOLvBQI3wjOzbQSNjY2lgMHDmCidsBC5UWfmSHoVdJG/nxiNp9sv0pXD1N6rf+eEqmSzwaU8vcOn+FlIe68EwSh5mTm+lgOakDZvXzyj96HFpPBtxfs+1tFh1SgQ9h47L182LtoPrlpqZXG8Qt1oFEXVy4fSiIu+mGt8+rWrRshISH88ccfXLhw4anj3+jqw/SODYiKvsenO2J1XmR1cOnAsh7LKCgvYMyuMVzNuKr1OSQSCTZTpuC6ZAnlqancHTacgmPHtT7P80IUWMJzIflGLBf2/E7jnn1xCQyq73QEod6UJuSSvuQyEpkE2+mN0HM11f4kxdmweiBk34XRa8GtlVbCJicns3nzZoyklhhn+dB3RiPMrA0fG5eWV8KMiPM4mhnw8bVNlN69w9f9yukdOoZenr20kosgCH9NRo3sMAyxIe/APcpSCmHgzxXXTmyaBOXFyOQK+s1+D41aw475X6NSVt7gofXQBjj5WHAo4gbp9/JrlZNUKmXgwIE0aNCA33//nbi4uCrHSyQS3uvlx/g2Hqw4kcDcvXE6L7JCbENY3Xs1RgojJu6dyLGkp6+2PQuT9u3w3LgBhYMD96dOJWPJ0pfyXJYosIR6V15Wyt5F8zGzsaP96PH1nY4g1JviG1lkLL+KzEQP2xmNUNgZaX+SkryKS4TT42BUJHh20ErYnJwc1qxZgwx9DB/60W1cEA5e5o+NK1OqmRl5gfwSJYsNblKyfx/rOylQtGzGW83f0kougiD8tVkM9EZqJCdrXRwafSsYvAjSb8C+jyt+bu9Azxlv8PDWTY6tWVVpDJlMSs8pQRiaKNi9+AolBbXrtCeTyRgxYgSOjo5s2LCB+0/ZIieRSPikfyCjQ91YePg2Cw7Wfrvi03iYexDRJwJ3M3de/+N1tt3appN59Fxd8VgThVnv3qTPm0fy7DdRFWi/yUZ9EgWWUO9Oro8kOyWZHtNeR8/g8W+7BeGvoOhiGpmrYpHbGWE7PQS5hQ62yZYWQORwSLkEI1aBdzfthC0tZc2aNZQUl2L00J/QPn74tLCvdOxnO2I5l5jNgkANLPmJqw2NOdTBnG86fINCKi4UFwSh9mTGCiyH+qJMLSJ3fyI06AKtX4OzyyBuNwC+oW1p3LMv53ds4fb5M5XGMTLTo9fUYApzS9m3/Gqtm07o6+szevRoTE1NiYqKIj09vcrxEomEzwcGMbSpC98fuMniI7drNX912BjasKLnCpo7NOfjEx+z7MoynawwSY2McPruW+zee4/8/ftJGDWSsoQErc9TX0SBJdSrlPg4zu/YSnDXnrgHN67vdAShXhScSCZrXRz6HmbYTglGZqKD6wnKi2HNKEg6U9Fdy6+3VsKqVCo2btxIWloaxul+BDTxokVfj0rHrj97n9WnE3kjxBz3n74gx8aA73qV8W2n77A3rrwgEwRBeBaG/lYYt3Sg4GgSpQm50PXv4BACW2dWnD0FOoZPwtbDiz2/fE9eRuXFjr2nGR1f8eP+9Wyit9W+wDExMWHMmDFIpVIiIiLIy8urcrxUKmHusBD6hTjyr903WHnibq1zeGqOeiYs7LqQ3p69mX9hPl9Gf4lKrf0LkCUSCdYTxuO2fBmqjEzuDh9B/uHDWp+nPogCS6g3yvJy9i6aj7GVFR3DJ9Z3OoJQ5zQaDbn7E8n5/Q4GgdbYTAhCWklDiFpTlsK6cEg4DoMXQ8NBWgu9b98+4uPjMc33xtXZgy5j/Sttrx5zP4ePt16lg6cFg7b/TFlhHv8cUMLU1rNp4dBCa/kIgiD8h3lfT2SWBmStv4laJYdhv4KyBLZOB7UauZ4e/We/h0qpZOeCb1AplZXGCWzrRMP2TlzYe49b59NqnZeVlRVhYWEUFxcTERFBcXFxleNlUgnfj2xMj0B7/vF7LGvO3Kt1Dk+jkCn4qv1XjAscx9q4tcw5OodSValO5jJu3RrPTRtRuLqQNGMm6b/8guYp94Y970SBJdSb05vWkpl0jx5TXkPfSLRkFv5aNGoNOdtvk3/wHkbN7LEOC0Ci0MGvZFU5bBgPtw7AgAUQMkJroc+cOUN0dDRmSjes9TzoMyMEuUL22Lj0/FKmrz6PnZk+nyXvpyQmhh97a/Br0pUJDSdoLR9BEIT/JdWXYzXcF1V2Cbm77oCND/T6F9w5DKd+AsDS0ZkeU1/jQVwsJ9dHPDFW+xG+OHiZcXDVdTKTC2qdm5OTEyNHjiQjI4O1a9dSXsnlx/9LIZPy4+gmdPS15cMtV9hyManWOTyNVCLlnRbv8E7zd9ifuJ9p+6eRV1b1ituzUjg74xEVhfmA/mQs+JGk12ehKqj9P+f6IgosoV6k3rnFmW0baNixK55Nmtd3OoJQpzRKNVnr4ig8lYJJB2csh/kgkengUl2VEjZNhrhd0OdbaDpWa6Hj4+PZvXs3JhI7jPO96PdqI4zMHt/aWK5S82rUBXKKy1hsn0bR+nUcaGNMckt3Pm/3ubhMWBAEndL3NMekvQuF0Q8pjsuCpuMgoD8c/BQexADg37YjwV17cmbbRhJizlcaR6aQ0mtqMHr6MnYvukJpUe2aXgA0aNCAQYMGkZiYyJYtW1A/ZdVGXy5j8ZhmtPay5u31l9h5OaXWOVTHuIbj+Kr9V1xKv8S43eN4WFj71vWVkRoY4PjVV9h/+CEFhw+TMHwEpXfu6GQuXRMFllDnVMpy9i78ASMzczqNnVLf6QhCnVKXqchcHUvxpXTMenlg0cdLN0WGWgXbZkLsVujxBbTU3n9rqampbNiwAUOZGQapPvScHIS1s0mlY7/YeZ0zd7P4vrkxsh++JtHblIhOMK/TPEz1dNCCXhAE4f8x7+6O3N6I7I3xqIuV0H8BGNtWtG4vq+he13n8VGzcPNj18zwKsjIrjWNsoU/PqUHkZ5ZwYEUsmlo2vQAICQmhR48exMbGsmfPnqc2lDBQyFg2rjlN3Sx5Y+1F9sdWfpeXtvX16svCbgtJKUxhzO4x3M7RTcMNiUSC1dgxuK34FVVuLgnDR5B/8KBO5tIlUWAJde7M1o2k30ug2+RXMTCp/EOZILyM1EXlZCy/SsnNbCyGeGPWyVVHE6lhx2y4vA66/A3avKa10AUFBURFRSFRyzB44E/7of54BNtUOnbT+SRWnkxgelNbfH76nCJDKZ/3KeLjtp/ga+mrtZwEQRCqIlFIsRrhh7qwnOxtt8HICoYsgczbsOd9ABR6+vSb/R7lpSXs/PEb1E9o6uDkbUG7ET4kXMnk7E7tNJxo06YNbdq04cyZMxw//vTLd4305KyY0IKGTma8GnmBIzer7kaoLa0cW7Gi5wrKVeWM3T2Wi2kXdTaXccuWeG7aiJ6XF0mvvkb6ggUv1LksUWAJdSr9XgKnN6/Dv21HvFto53JTQXgRqPLKSF9ymbKkfKxG+2PS0lE3E2k0sOc9uLAKOsyBDu9oLXR5eTlr1qyhIL8Qw4f+hLTzIqSLS6VjryTl8uGWK7TytOCVA8spS3nA5/1K6dV0FP0b9NdaToIgCNWh52yCWTc3ii+lU3QpDTzbQ/u3Kn5XXtsKgLWzK90mzSQp9iqnNq59Yqygjs74t3Lg7M4E7l7STnHTrVs3goODOXjwIBcvPr1wMTVQ8NvEljSwM2HqqnOcvJ2hlTyeJsA6gIg+EVgaWDJl3xQO3tPd6pLC0RH3iNWYDxlCxi8LSZoxE9VTui4+L0SBJdQZtUrF3oU/oG9sTOfxU+s7HUGoM8rMYtIWXUKZVYLN+IYYBdvqZiKNBvb/Dc4sgTavQ+ePtBZarVazZcsWkpOTMcn2w9PbjfYjfSrd3phZUMr0iPNYG+sxt+g8RUePsrq7AoPGIbzb4l2t5SQIglATph1d0XM1JXvrbVR5pdDpA3BuBr/PgtyKphENO3alYcdunN68lsQrMZXGkUgkdBzth62bKQdWxJL9sPaX5EqlUgYOHIiXlxfbt2/n5s2bT33GwkiPiEktcbMyYvJv5ziXkFXrPKrDxdSFVb1X4Wvpy1uH32J93HqdzSXV18fxi89x+OTvFJw4wd3hwymNj9fZfNoiCiyhzpz9fTOpd27RdeIMjMzM6zsdQagTZSmFpC26hKZEie2UEAx8LHU32aEv4eSP0HIqdP8MtHi269ChQ8TGxmJe0gB7c1d6TQ1CJnv8T4hSpeb1NRdJLyhliV8ZhUsWcaGpGcdbGjOv0zz0ZDq440sQBKEaJDIJliN8Qakma2M8GqkchiytOLO6eVrF/wJdJ07HysmFXT9+S2FOdqWx5Hoyek8PRiqXsnvRFcpKKm/xXhNyuZyRI0fi4ODAhg0bSEp6eqdAaxN9IqeEYm9mwIQVZ7mclFPrPKrDysCKZT2W0dapLZ+d/oyfLv6kkwuJoaKgtXzlFdx/W4m6qIi7I0eRt2evTubSFlFgCXUiM+k+pzZE4hPaBr/W7eo7HUGoE6UJuaQvvoREIsF2eiP0XHXY1OHoN3B0bkWnwF5fa7W4iomJ4dixY5hpXDAtd6fvqyHoGykqHfv1nhucvJ3J3DbWKL76B1nOpnzfpYivO87FwdhBazkJgiA8C4WtEea9PSm9mU3hmYdg3aCiy2ricTj+fcUYAwP6z36PsuJidv303RPPY5laGdBzckNyUov447frWikw9PX1CQsLw8TEhMjISDIynr71z87UgMjJoZgbKRiz/AyxD+pmG52Rwoj5XeYzyHsQiy8v5h+n/oFSXftC84nzNWuG58ZNGPj4kDx7NmnfzUOj0v4FyNogCixB59RqFXsX/YDCwJCuE2fUdzqCUCeKb2SRsfwqMhM9bGc0QmFnpLvJTv4Ef3wOISOh3w8g1d6v9oSEBLZv346J3AaDDE/6TA/G3Lby97ItJpmlx+4ysZkDIUv+RZmqjL/3K2Rqy9dp49RGazkJgiDUhnErR/S9LcjdeQdlZjE0GgVBwyp2ASSdA8DGzYMuE6Zx70oMZ7ZseGIsF38rWg/x5vbFdC7sTdRKfiYmJowZMwapVMrq1avJq8a5IycLQ9ZMaYWRnowxy6OJT83XSi5Po5Aq+LTNp0wJnsLm+M3MPjSbYmXVFyfXaj57O9xWr8Ji5Egyly7l/rTpqHJydDbfsxIFlqBzF3ZtJyU+ji7jp2JsocPtUYLwnCi6mEbmqljkdkbYTg9Bbmmgu8nOLIV9H0HgIBj4C0gfv+j3WWVmZrJu3Tr0ZcboJ/vQOSwQpydscYx9kMd7my7T0t2SiWfXUxIXx7x+KgKCOzE5eLLWchIEQagtiVSC5TBfkErIWn8TjQboNw/MnStat5dUFDRBnbvj37YjJzdEkRR79YnxGndzxae5HdHb7nAvtvIW7zVlZWVFWFgYRUVFREZGUlJS8tRnXK2MiJwcilQqIWxZNAkZtT8bVh0SiYRZTWfxUehHHE06yuR9k8kuqXxrpTZI9fRw/Oc/cPj0nxRFR3N32HBK4uJ0Nt+zEAWWoFPZKcmcWLsar2Yt8W/Xqb7TEQSdKzj5gKx1ceh7mGE7JRiZiQ7PHF1YBbveAb++MHQZyORaC11UVERUVBSqcjWGD/xp3sObgDaVdz7MLixjWsQ5LAz1+NbgNvnbt7OrkwkPQ5z5ot0XSCXiT40gCM8XuYU+FgMaUJaYR8GxJDAwrziPlXMPds0BKgqH7lNexcLBkZ0L5lKUl1tpLIlEQucxAVg5GbNv2TVy07WzguPk5MTIkSNJT09n7dq1KJVP337nZWtC5ORQlGoNo5ee5n5WkVZyqY5R/qOY12keNzJvMHb3WJILknU6n+WIEbivXoWmrIyEUa+Qu3OnTuerCfFXT9AZjVrN3kULkCkUdJs8UzeXqQrCc0Kj0ZC7P5Gc7bcxCLTGZkIQUgPtFTyPubwets8C724wfAXIKj8T9SyUSiXr168nOzsbwzR/fILdaDXQq9KxKrWGWWsvkppbyqKmCgq/m8udQEvWtVHxfefvMdcXDW0EQXg+GTWxw7ChNbn7Eil/WAhuraDje3B5LVyu2BaoZ2hEv9nvUVyQz56f5z3xLiaFfkXTC4Ddi69QXqads0He3t4MGjSIhIQENm/ejLoad0H52puyelJLCkqVhC2LJiVXd1v2/r9u7t1Y0mMJmSWZhO8K50bWDZ3OZ9i4MZ6bNmIQGMiDt98hde43aKpRiOqaKLAEnYnZt5PkG9foNHYyplaVX0QqCC8DjVpDzvbb5B+8h1Eze6zDApAodPjr9dpW2DINPNrByAiQ62sttEajYefOnSQkJGCW74ezgwvdJgQikVb+Bck3e+M4Fp/Bvzo7Yfzl3yiyMuKzHnl82Opj/K38tZaXIAiCtkkkEiwGeyM1lJO1Lg6NUg3t3wHXVrDzLchOAMDOw4tOY6dwN+Y8Z3/f/MR45rZGdJ/UkMzkAg6tvqG1rnohISH06NGD2NhY9uzZU624DZ3MWTUplKzCMsKWRpOW//QthtrSzL4Zq3qtQiaRMX7PeKJTonU6n9zWFvcVv2I5ejRZv/7KvSlTUGbrbotidYgCS9CJ3LSHHIv6DY9GTWnYqVt9pyMIOqNRqclaF0fhqRRM2jtjOcwHiUyHq7VxuyvOCLi0hNHrQGGo1fAnTpzg4sWLWKg8sZC50HdmCAr9ys917bj8gEVHbhPe3Jnmq+ZRnpPNJ/0K6RUyjME+g7WalyAIgi7ITPSwHOJDeUoheQfvVWy1HroUkMCmKaCqWA1p1L03vq3acXztKpLjrj8xnntDa0L7exF/NpXLfzy9zXp1tWnThtatW3PmzBlOnDhRrWcau1qwYkILUnJLCF8WTVZhmdbyeRpvS28i+kTgaOzI9APT2X13t07nk+jp4fD3v+H45ZcUn79AwtBhFF+7ptM5qyIKLEHrNBoN+xb/iEQqofvU18TWQOGlpS5TkbkqluJL6Zj18sC8j6du/32/dQDWjwXHRhC2AfSMtRo+NjaWAwcOYC5zwiDXjb4zQzC2qHx17MbDPOZsuEwzd0tm3tpH0ZkzLO+twDiwIR+EfqDVvARBEHTJMNAao2b25B++T2liHli4VTS9SDpTcf0FFatdPaa9jpmtHTvnz6W44Mld+pr1csezkQ0nNt0iOU57Kyndu3cnODiYAwcOEBMTU61nWnhYsWxccxIyixizPJrconKt5fM0DsYOrOy1khCbEN49+i6rY1frfE6LIYNxj4xEo1aTODqM3G3bdD5nZUSBJWjdlYN7uXf1Eh3CJmJmY1ff6QiCTqiLyslYfpWSm9lYDPHGrJOrbouru0dhbRjY+kH4JjAw02r45ORkNm/ejImeFYoHXvSYGIStW+X3duUWlTNt9XlMDeT8YJ9J7soVRLe25HRjA+Z1moe+THtbFgVBEOqCRX8vZOb6ZG+4ibpMBcHDoNHoijsGE08CoG9kTL833qMwJ5u9C3944lY9iVRCt/GBWNgZsnfZVfKztLM9TyqVMnDgQLy8vNi2bRvx8fHVeq6ttw2LxzTjZmo+41acoaC07s4omeubs6THErq5dWPu2bl8d+471JqnnyOrDcPgIDw3bcQwJIQH773Pwy+/RFNed4UliAJL0LK8jHSORCzHLSiEkG696jsdQdAJVV4Z6UsuU5aUj9Vof0xaVt5dT2vunYaoUWDpCWO2gqF2rzvIzc1lzZo1KKQG6Cf50maQD16NbSsdq1JreGPdRR7kFLOogxWFn39CupcV89vn81X7r3A2cdZqboIgCHVBaiDHcrgvyoxicnffrXixz1ywcIfNU6E4BwCHBj50HDOR2+eiubDryasjeoZyek8PRlmuZs/iKyjLtdP0Qi6XM3LkSBwcHFi/fj1JSdXbhtjZz46fRjflSnIuE1ecpais7oosfZk+33b8lpF+I1l5bSUfHv+QcpVuCx65tTVuvy7HatxYslet5t7ESSgztdNCvzpEgSVojUajYf/Sn1Cr1XSfOktsDRReSsrMYtIWXUKZVYLN+IYYBVdeiGhN8nmIGAZmjjB2Gxhrt2FMaWkpUVFRlJaUYfDAj8BW7jTp4fbE8d/vv8nhuHQ+7e6B+ZcfU66Q8nGfXKY0nUF7l/ZazU0QBKEuGTSwwKSdM4WnUii5mQ36pjB0OeSnwI7Z8O8Vqya9+uPdohVHI1eScuvJ9y9ZOhjTbXwgaYn5HF1zU2tNL/T19QkLC8PExISoqCgyMjKq9VzPhg78MLIx5xKzmLrqPCVaKvqqQyaV8VHoR7ze5HV23tnJqwdfpbBct/d0SRQK7D/4AKe5X1N8+TJ3hw6j+MoVnc75H6LAErTm2pGDJMScp/0r47Gwd6jvdARB68pSCklbdAlNiRLbKSEYPOHSXa1JuQyrh4CRFYzdDqb2Wg2vVqvZuHEjaWlpmGT64+bpTKfRfk/8cmTP1Yf8dOgWo5q70G7TIkrvJfJV/3IC/doxLWSaVnMTBEGoD+Y93ZHbGZK98SbqonJwaQadP4JrWyAmCqg4j9Vz+mxMrKzY8cNcSgoLnhjPq7Etzft4cP1kCteOPdBaniYmJoSHhwMQERFBfv6Tz4T9r/6NnJg7rBHHb2UwM/ICZUrdbtf7XxKJhKkhU/m0zaeceXiGCXsmkFFcveKwNswHDMBjTRQSqZTEsHByNm/R+ZyiwBK0oiArk8OrluLsH0iTnn3rOx1B0LrShFzSF19CIpFgO70Req6Vn0/SmrTrsHoQ6JnAuN/BXPtb7/bu3Ut8fDwWJb5YmTjSe1owMnnlfxZupeXz9voYGrla8GbWGQr272dbdzPS/e35qv1XyKSVdxoUBEF4kUgUMqxG+KEqKCPn9zsVL7Z9AzzaV1xAnHkbAAMTE/rOepeCrAz2LV5Q5epUi36euDW05ti6mzy8U/llxc/C2tqasLAwCgsLiYiIoKSkeme9hjVz4YvBQfxxI41Zay6iVNVdkQUw2GcwC7osICEvgfBd4STmJep8ToPAQDw2bcSwWVNSPvyQh59+iqZMd10VRYEl1JpGo+HA8l9QlZXTc/obSKTiXyvh5VJ8I4uM5VeRmehhO6MRCjsj3U6YcQtWDQSpAsZtB0t3rU9x5swZoqOjscQD41Jn+r0agoFJ5ZcV55WUM3XVeQz1ZPzoryTrhx+42cSWDU1LmNdpHhYGFlrPTxAEob7ouZhi1sWNootpFF1JB6kMBi+uuNB90yRQVnwwd/L1p90r44iPPknMvp1PjCeVSug+MRATKwN2L75CYW6p1nJ1dnZm5MiRpKens27dOpTVvGQ3LNSdv/cLZM+1h7y1/hIqtXa2L1ZXB5cOLOuxjMLyQsbsGsOVdN1v3ZNbWuK2dClWkyaSHbWGxPETUKan62Qu8UlYqLUbJ45w+1w0bUeGY+koDrgLL5eimDQyV8UitzPCdnoIcksD3U6YnQCrBoBaVVFcWTfQ+hTx8fHs3r0bc4UD8jQ3ek4NwtKh8pbvarWGt9bFcC+riF+6O1Py8QcUOprzeecsPmj1IUE2QVrPTxAEob6ZdnZF4WxCzpZbqPLLKnYRDPgRHlyEw1/+d1zzvoPwatqCI6uWkXrn1hPjGRgr6DM9mLJiJXuXXEWlxa153t7eDBw4kLt377JlyxbU6urFntjOk3d7+bH90gPe23QZdR0XWSG2IazuvRojhRGT9k3iWNIxnc8pkcuxnzMHp+++peT69YpzWdVseV8TosASaqUwJ5s/VizG0duPpn0H1nc6gqBVBScfkLUuDj13M2ynBCMz0dPthLlJ8Ft/KC+qaGhh66f1KVJTU9mwYQPGeuYokhrQ6RU/XP2tnjh+wR/xHLiext97emP73T8pLy3mo7759AgcyDCfYVrPTxAE4XkgkUmxGumHukxF9qb4ii2AgQOg2Xg4/gPcOVIxTiql54zZGJqZs2P+15QWFT0xprWzCV3GBJByO5cTG6rXYr26GjVqRPfu3bl27Rp79+6tdkONmZ28mdXVh43nk/j79qtaa8RRXR7mHkT0icDDzIPX/3idrbe21sm85n374rF2DRJ9fRLGjNV6fFFgCbXyx6+LKC8ppueMN5CKMxjCS0Kj0ZB3IJGc7bcxCLDGdmIQUgO5bifNf1hRXBXnwJgt4KD9laGCggKioqKQIkfvvi+Nu3jQsP2TV533x6byw4F4hjZ1ofsfkZRcvszCfnJMvf34uNXHolOoIAgvNYWdEea9PCm5kUXRudSKF3t+CTY+sGUaFGUBYGRmTt833iU3LZX9S3+qskjxaWFP4+5uXDmSzPWTKVrNt02bNrRq1Yro6GhOnDhR7efe7ObDtA5eRJy+x+c7r9d5kWVjaMOvPX+luUNz/nbibyy7sqxOcjDw88Nzw3pMu3TRemxRYAnP7Obp49yMPkHrYaOxdnlyW2dBeJFo1Bpytt8m78A9jJrZYx0WgESh41+VBenw2wAoSKu4RNipidanKC8vZ82aNRQWFGL40B+vhs60Ger9xPG30wt4a10Mwc7mvE88OevWc7yzLRf8FXzf6XsM5YZaz1EQBOF5Y9LGCX0vc3J+v4MyqwT0jGHoMijMgO2v/7d1u4t/Q9qOCCfu5FGuHNxbZczWg7xw8bfkSFQcaYl5WstVIpHQo0cPgoKCOHDgADHV3PomkUh4v7c/49t4sPz4Xb7d9+TW87piomfCwq4L6ePZh/kX5vNl9Jeo1LpvIy+zsMBl/g9ajysKLOGZFOXlcvDXRdh5NqB5/yH1nY4gaIVGpSZrfRyFp1Iwae+M5VAfJDIdr9IUZVV0C8y5B6PXg2tLrU+hVqvZunUrycnJmOUFYG9rT49JDZFKK39v+SXlTF11DoVcys8tjMj8/DMeBtjzU8ssvmj3Ba5mrlrPURAE4XkkkUqwHO4LEsjacBONWgOOjaDbP+DGDji/8r9jWw4chntIEw6tXEJ64t0nxpTKpPSY3BBDMwW7F12hOF973eykUimDBg3C09OT7du3Ex9fva2IEomET/oH8kpLV34+dJsfD2p3C2N1KGQK/tX+X4wLHMfauLXMOTqHUpX2GoLUJVFgCc/k0MollBTk02vGbGRyHW+dEoQ6oC5TkbkqluKYdMx6eWDexxPJEwoQrSnJhdWDISMeXlkDHm11Ms3hw4e5du0aViofTCT29JkZgt4Ttjyq1RreXn+JhMwifu7nRdlH71JmZshHPTKY2GgKnd066yRHQRCE55Xc0gCL/l6U3c2l4MS/77JqNRMadIE9H0B6xYqPRCqlz2tvo29iwu8/fE1ZSfETYxqa6NF7WjDF+eXsXXYNtRZbpcvlckaOHImdnR3r168nOTm5Ws9JJBK+GBTMkCbOfLf/JkuP3tFaTtUllUh5p8U7vNP8HfYn7mfa/mnklWlvla+uiAJLqLFb56K5ceIIoYNHYOvuWd/pCEKtqYuVZCy/SsnNbCwGe2PWyVX354tK8yFiGKReg5GroYFuCpeYmBiOHj2KpdwNRbYTfWYEY2b95O19vxy+xb7YVD7s5Yvzz19RnpbK5/1LCWzQitcav6aTHAVBEJ53Rs3sMQiwInfvXcpTC0EqhUGLKrYMbpwEyoqVFiNzC/q+/g45KQ84uOyXKs8S2bmb0SnMj+S4bE5tua3VfA0MDAgLC8PY2JjIyEgyMzOr9ZxUKmHusBD6Bjvyxa7rrDqVoNW8qmtcw3F83f5rLqVfYtzucTwsfFgveTwrUWAJNVJSUMCBZT9j6+ZB6OAR9Z2OINSaKq+M9MWXKUvKx2q0PyahjrqftKwIokZB8nkY9iv49tTJNAkJCWzfvh1zAztkSW50Gx+Ig6f5E8cfupHGd/tvMqixE/0v7qLw+HHW9zEj08uKr9t/LS4TFgThL0sikWA5xAepvoys9TfRqNRgag+DfoHUK3Dgn/8d69owhFZDRxF77BDXjhysMq5/a0eCOzoTc+A+8WdTtZqzqakpY8aMAWD16tXk5+dX6zm5TMoPoxrTLcCev2+7xrqz97SaV3X18erDwm4LSSlMIXxXOLdztFuE6pIosIQaObxqGUW5OfScMRuZvPJLSQXhRaHMLCZt0SWUWcXYjG+IUbCt7ictL4F1YZB4AoYsqWj7qwOZmZmsW7cOQz0T5IkNCO3fAJ/m9k8cn5BRyKy1FwlwMONvVllkLlxIbGtHtjYsZF6neVgbWuskT0EQhBeFzFQPy8E+lCcXkPfH/YoXfXtCy6lw+meIP/Dfsa2GjsQtKISDvy4kM6nqAqXtcB8cvc35Y9V1MpIKtJqztbU1YWFhFBYWEhkZSUlJSbWeU8ik/BzWhA6+try/+QpbL1Zvm6G2tXJsxYqeK1CqlYzdPZYLqRfqJY+aEgWWUG13Y85z7cgBWgwYir3Xk7uPCcKLoCylkLRFl9CUKLGdEoKBj6XuJ1WWwYZxcPsPGPgzBOvmHqmioiKioqJQqzTo3/fDr7kLzft4PHF8YamSqavPIZNKWNjZjoyPPiDf044v2qYxp8W7NLJtpJM8BUEQXjSGQTYYNbEj/9A9yu7/e0Wo+6dgFwhbZ1R0hQWkUhm9X3sHPQNDfv/+K8pLn1zYyORSek4JQt9Izu5FlykpLNdqzs7OzowYMYK0tDTWrVuHUqms1nP6chmLw5sR6mnFW+tj2HVFu23lqyvAOoCIPhFYGlgydf9UDt6relXweSAKLKFaSouK2LfkR6ycXWk99JX6TkcQaqU0IZf0xZeRSCTYTgtBz9VU95OqlLBpEtzcA/2+hyZhOplGqVSyfv16srNzMEn3x9ndni5j/Z94pkyj0TBn4yVupRXw0+AAVB+/i1Ki5oNeWXT37csr/uK/d0EQhP9lMaABMlM9stbHoSlXgcIQhi6vaFy0beZ/W7ebWFrR+7W3yUy+zx8rllQZ09hcn17TginILmX/r9dQq7V7D5SPjw8DBgzg7t27bN26FbW6ek01DPVkLB/XgiZulsxac5EDsdrdxlhdLqYurO69Gj9LP946/Bbr49bXSx7VJQosoVqORv5KYVYWvWbMRq6nV9/pCMIzK76RRcbyq8hMFNjOaITC3lj3k6pVsHU6XN8Ovb6C5hN1Mo1Go2Hnzp0kJCRgVeKPuaEdvaeHIFc8+ezU4qN32HXlIe/19MPztwWUxsezYIAcMw9vPmn9ibhMWBAE4f+RGsqxHOaLMr2Y3D0JFS/aB0LPLyB+H5z5s5jyCGlC6KARXD20j+vHDlUZ18HLnPYjfbl3LYszv2u/g1/jxo3p1q0bV69eZd++fdW+zNdYX86KCS0IdDJjZuQFjt5M13pu1WFpYMnSHktp69SWz05/xk8Xq77UuT6JAkt4qntXL3H5wB6a9h2Io49ffacjCM+sKCaNzFWxyO2MsJ0egtzSQPeTqtWwfRZc2VBxb0qrGTqb6sSJE1y8eBEbqTd6RXb0fTUEI7MnfyFy9GY6c/fcoG+II8PunyJvxw4O9XLgkhd83+l7jBRGOstVEAThRWbgY4lxa0cKTjyg5FZOxYstJoNvL9j3t4oOsf/WZvhonP0bsn/pz2Q9qPosU8P2TgS0deT87kTuxGi/kGnbti2hoaGcPn2akydPVvs5MwMFqya2xMvWmKmrz3H6TvW6EmqbkcKIBV0WMNh7MIsvL+Yfp/6BUl29LY91SRRYQpXKSorZu2gBlo5OtB0ZXt/pCMIzKzj1gKx1cei5m2E7JRiZSR2sxGo0sOsdiImAju9Duzd1NlVsbCwHDhzASt8FSYojPSY1xNrZ5Inj72UW8fqai/jam/KZl5K0r+fyoLEzixql8Xnbz/Ew99BZroIgCC8D896eyG0Myd54E3WJEiSSivO1hhYVrdvLK+7Bkspk9J01B5meHjt++Apl2ZMvFpZIJHQY5YuduykHVsaSlVKo1ZwlEgk9e/akYcOG7N+/n0uXLlX7WQsjPSInh+JiacTElWc5n5it1dyqSy6V8882/2RqyFQ2x29m9qHZFCuffOdYfRAFllCl42tWkZeRRo9ps1Do6dd3OoJQYxqNhrwDieRsu41BgDW2E4OQPuGSXS1PDHs/gnPLoe1s6PS+zqZKTk5m8+bNmBvZIE10p91wXzyCbZ44vqisoqmFRqNhUW93Mua8TZmdOR92fsi4oAl0c++ms1wFQRBeFlI9GZYjfFHllpLzny19xjYwaCGkX69Yyfo3U2sber/6JumJdzm8ammVceUKGb2mBSNXSNm96AplxdpdoZFKpQwePBhPT0+2bdvGrVu3qv2stYk+UZNDsTPVZ/yvZ7iSlKvV3KpLIpHwepPX+Tj0Y44mHWXyvslkl9RPwVcZnRdY2UVl5BQ9uVIXnl9J169ycc/vNOnZD5eAoPpORxBqTKPWkLP9NnkH7mHUzB7rsAAkijr4XkmjgYOfVrTtDZ1esTVQR2eZcnNzWbNmDfpyQ+QJ3gR3cCOks0sVqWl4f9MV4lLzWTA8GD77CFV+Pv/oV0SAe3PeaPqGTvIUBEF4Gem7mWHa2ZWi86kUX8uoeNG7K7R+Dc4uhbjd/x3r1aQFzfsP4dL+3cSdOlZlXFMrA3pOCSI3vZgDK2PRaLnphVwuZ+TIkdja2rJu3TqSk6vfht3OzIDIKa0wM1Qw5tdorqfkaTW3mhjpP5J5neZxI/MGY3ePJbmgftrJ/386/6SRlF1M6JcHeXv9JS7ey35uD6MJjyovLWHvovmY29nT/pVx9Z2OINSYRqUma30chadSMGnnjOVQHySyOmrYcPQbOD4Pmk2oaGqho+KqtLSUqKgoSkvLMHjgh7ufPe1G+lTZmGL58btsv/SAd3r4EbD9N4rPnSdyoDm5LhZ82/Fb5NI6WN0TBEF4iZh1cUPhZEz25luoCv69qND17+AQAltnQt6f7c3bjRqLo68/+xYvIOdh1W3PnX0taTvUm7uXMjj/n2YaWmRgYEB4eDjGxsZERkaSmVn9c1XOFoasmdIKA7mM8GXR3ErT7v1dNdHNvRtLeiwhsyST8F3h3Mi6UW+5/IfOCywfOxOGNnNh99UUBv9ykn4/Hicq+h6Fpc/fgTThTyfWR5LzMKVia6BBHTQCEAQtUpepyFwVS3FMOma9PDDv64lEWkfF1Yn5cOgLaBwGfefprLhSq9Vs3LiRtLQ0zHMDsLayoeeUIGSyJ/9aP3krgy93Xad3kAPhhTfI+m0VVzq7saNBLt92/BYbwydvKxQEQRAqJ5FLsRrhh7pESfaWWxWLCXL9itbt5cUVXWT/3RZdJpfTb9a7SKUydsz/GmV51XdehXRxwbelPdG/3yXxqvYbS5iamhIeXnHGPiIigoKC6hdKbtZGRE4JRSKRMHrpaRIytHterCaa2TdjVa9VyCQyxu8ZT3RKdL3lAnVQYBkoZHw5OJjoD7vy+aAgVGoNH265QuiXB/nb1qvceFh/y4pC5R7cvMGFndsI6dYLtyBxwajwYlEXK8lYfpWSm9lYDPbGrJNr3bUaj14M+/8OQUNhwI8g1d2v2L179xIfH4+NOgBDlQ19Xw1B30jxxPFJ2UW8GnWBBrYmfNHYiJS//Z08f2e+bJHMW83eoql9U53lKgiC8LJTOBhj3tODkmuZFF1Iq3jR1hd6fwV3DldsGf83M1s7es6YTeqdWxyN/LXKuBKJhE7h/ti4mLD/12vkpBVpPXcbGxtGjx5NQUEBkZGRlJaWVvvZBrYmRE4OpVylJmxZNEnZ2s+vurwtvYnoE4GjsSPTD0xn993dT39IR+qsyYWpgYLwVu7sfqM9m2a0oUegPevO3afXD8cYtvAkWy4mUVKuqqt0hCdQlpWxd9F8TKys6RCmm7t6BEFXVHllpC++TFlSPlaj/TEJday7yc+tgN3vgn8/GLwYpE++e6q2zpw5Q3R0NLb6XkgzbOk9PRhz2ye3VC8pVzFt9XmUag2Lh/iT/fabqAz1eLdHGl29ejImcIzOchUEQfirMGnnjJ6HGTnbb6PMKal4sek4COgPB/4JD2L+O9a7RSua9hnIxd2/E3+m6nbpCj0ZvacFg4SKphcl2t8F5uLiwogRI3j48CHr1q1Dqaz+HH4OpqyeFEpeSTmjl0bzMLdE6/lVl4OxAyt7rSTEJoR3j77Lqmur6iWPOu8iKJFIaOZuybyRjYn+oCsf9Qkgo6CUN9ddovW/DvLlruv1usT4V3dq0xqyku/TY+pr6BuJO3CEF4cys5i0RZdQZhVjM74hRsG2dTd5zBrY8Sb49IBhK0D25JWk2oqPj2f37t1YGTuhSXSmc7g/Tj4WTxyv0Wj4YPMVYlPymD8iBMU3n1GWnMR3gySYO3nwadtPxWXCgiAIWiCRSrAa7gsaDdkbblY0ppBIoP8CMLaFTZOg7M/PuB3CxmPv5cPeRfPJTUutMraZjSE9JwWRnVLIodU3dNLTwMfHh4EDB3Lnzh22bduG+t/bGqsjyNmc3ya2JLOglNHLTpOeX/1VMG0z1zdnSY8ldHPrxjfnvuG7c9+h1lT/vWhDvbZptzTWY0oHL/54uxMRk0Jp5WXN8uN36fTtYcYsj2bP1RSUqrr9B/JXlnrnFme3b6Jhp254NG5W3+kIQrWVpRSStugSmhIlNpODMfCxrLvJr26CbTPBqyOMWA1y3d2vlZqayoYNGzA1skRyx4NmvTzwb131Kt3KkwlsuZjMm918CTm6nYKDB9nfz4mrziq+7/Q9xgpjneUrCILwVyO3NsS8nxelt3MpPPWg4kUjKxiyBDJvw54/r+yQyRX0m/0eGrWGnfPnolJWfR7LNdCKVoMacOt8GjH77+sk/8aNG9O1a1euXLnC/v37a/RsUzdLVkxoSUpOCWOWR5NdWH9dxPVl+nzb8VtG+o1k5bWVfHj8Q8pVVf/z1abn4h4sqVRCOx8bFoY34+T7XXiruy+30gqYHnGBtl//wbz9N0nJfb4uEHvZqJTl7Fn4A0bmFnQaM7m+0xGEaitNyCV98WUkEgm200LQdzOru8mv74BNU8C1FYyKAoXuGsIUFBQQFRWFTCpHnuCNd2NHWg3wqvKZ03cy+XzndboH2jNBL5X0+fNJauXJUv8HfNrmUxpYNNBZvoIgCH9Vxi0cMPCzJGd3AuX/OTPl2b7isvkLqyB223/HWtg70HP6LFJuxXFszdO3szXp4UaDprac2nKL+zeydJJ/u3btaNmyJadOneLkyaq3L/5/LT2tWDauOXcyChnzazS5xXVX1Px/MqmMj0I/YlaTWey8s5OZB2dSWF43u+SeiwLrf9mbGTCrqw/H3u3M0rHNCXA048c/4mn71R9MWXWOIzfTUWv5LgABoresJ+NeAt2nvIqBiUl9pyMI1VIcl0XG8qvITBTYzmiEwr4OV2Nu7oMN48G5KYStBz3dzV1eXs6aNWsoLCjEOC0QB2dbuo0PrLIz4oOcYl6NvIC7tRFz29mSMmcOZe4OfND2HuGBY+jl2Utn+QqCIPyVSSQSLIf6ItWTkrU+Do3q359bO38ITk1h+yzITfrveN9W7WjUoy/nd2zh9vkzT43dZWwAFg7G7Ft6jbxM7S9ASCQSevXqRcOGDdm3bx+XL1+u0fNtvW1YHN6MuIf5jF9xhoJ67BwukUiYEjKFT9t8ytmHZ5mwZwIZxRk6n/e5K7D+Qy6T0j3QnpUTWnLknc5M69iAC4nZjPv1DJ2+PcyiI7fJLKi//Z0vk7SEO0RvWU9Au040aBZa3+kIQrUUxaSR+VsscltDbKeHILesw+sE7hyGdeFgHwhhG0HfVGdTqdVqtm7dSnJyMlYlDTHRs6TvzBAU+k9uolFSrmJGxHlKlWoWjwgmZ87bqMrL+LhPHgHOTXir2Vs6y1cQBEEAmZkeFoO8KU8qIP/wv7fzyRQwdBmolbB5Gqj/bO7WacwkbD282PPL9+RlpFcZW89ATp/pwahVavYsvoqyTPtN4qRSKYMHD8bDw4OtW7dy69atGj3f2d+OH19pyuWkXCauPEuxDnKsicE+g1nQZQEJeQmE7wonMS9Rp/M9twXW/3KzNuK9Xv6c/KALC15pgqO5AV/tvkHrf/3BG2svcuZulrjA+BmplEr2LpyPgYkpncdPre90BKFaCk49IGtdHHruZthODUFmortzT49JPAlrXgFrbxizFQwtdDrd4cOHuXbtGvZyf2T5FcWVsYX+E8drNBr+tvUql5Jy+W5EI4wXf0/JtWusHGpOnr0x33b8FoUOm3AIgiAIFYxCbDFsZEvewXuUJf/7finrBtDnW0g8Dse//+9YuZ4e/We/h0qpZOeCb1Crqi5ILOyN6D6xIen38jkcFaeTz8FyuZxRo0Zha2vL+vXrefDgQY2e7xXkwLwRjTibkMXU1efqvVt4B5cOLO+xnKLyIsbsGsOV9Cs6m+uFKLD+Q18uY0AjJ9ZNa83+NzswOtSNP26kMWLxKXr+cJTfTiaQV1J/ez1fROd+30xawm26TpqBoWkdnl0RhGeg0WjIO5BIzrbbGPhbYTsxCKmBvO4SSDoHkcPB3AXGbq04uKxDMTExHD16FDsjD1TJtnSf2BBbt6pXyyKi77HhfBKzunjTMvYYuRs3EdPbmz0umXzT4Rvsje11mrMgCILwJ8uBDZCaKMhaF4em/N+N2xqNqrgv8dCXFX9X/jPW0ZnuU1/jQVwsJ9ZHPDW2R4gNLfp5Enf6IVcOJ+skfwMDA8LCwjA0NCQyMpKsrJqd+xrY2Jm5Q0M4Fp/Bq5EXKFPWb/O6YNtgVvVehZHCiEn7JnEs6ZhO5nmhCqz/5WNvyj8GNCT6w658PTQYA4WMT7ZfI/SLg7y/6TJXknLrO8XnXsb9RE5tjMK3VTt8Q9vWdzqCUCWNWkPu73fIO3APo6Z2WIcHIlHU4a+wBzGwekhFq92x28HETqfTJSQksH37dqxMHVDfcaHNIG+8Glfdev5sQhb/3H6Nzn62TLMvJfXTz8ht7Mm/Qu7yRtM3aOnYUqc5C4IgCI+SGimwGuqDMq2I3H0JFS9KJNB3Hpg5V7RuL83/7/iAth0J7tqTM1s3kBBz/qnxW/TxwCPEhhMb4nkQn6OT92BmZsaYMWNQq9WsXr2agoKCGj0/vLkrnw0K4uCNNN5Ye7HeO4R7mHsQ0ScCDzMPXv/jdbbe2qr1OV7YAus/jPTkjGzhxvbX2rH9tbYMaOTE1phk+v90nIE/HWf92fv1vu/zeaRWq9i7aD4KQyO6Tpxe3+kIQpU0KjXZ6+MoOPkAk3bOWA7zRSKrw7ubUmNh9WAwMIdxv4OZbi8wzszMZN26dRgbmiG55UlAG2ea9HCr8pmHuSXMiLiAi6Uh3/X04MHs2aiszZnT6QGd3bsyoeEEneYsCIIgVM7AzwrjUAcKjidTeien4kVDCxi6FHLuwa45j4zvPG4KNq7u7Pp5HgVZmVXGlkgldJsQiKmNAXuWXqUgWzf9CWxsbAgLC6OgoIDIyEhKS2s2z5hW7nzcN4DdVx/y9oZLqOq5YZ2NoQ2/9vyV5g7N+duJv2k9/gtfYP2vEBcLvh4WQvSH3fhH/0CKylS8u+kyLb88wD+2X+NWWv7Tg/xFnN+5jYe3btJlwjSMzC3qOx1BeCJ1mYrMVbEUxaRj1tMD876eVXbP07r0m7BqAMj1Ydw2sHDV6XTFxcVERUWhUWvQu++Li7ctnUb7VXkZcKlSxYzI8xSVKVkc1oSCj99HmZnJ3EFgZufM5+0+F5cJC4Ig1CPzPl7IrAzI2nAT9X+66rm1go7vwaU1cHnDf8cq9A3oN/t9yktL2PXjt6jVVS8U6BvK6T09mPJSFXuWXEFVrpsVIhcXF4YPH87Dhw9Zv349SmXNugNObu/FnJ5+bIt5wAebL9d7V3ATPRMWdl3IK/6vaD32S1Vg/Ye5oYLxbT3Z92YH1k1tRWc/OyKjE+k27ygjF59i+6UH9b4HtD5lPUjm5LoIGjRvhX+bDvWdjiA8kbpYScavVym5mY3FYG/MOrvWbaGQdaeiuEJSsXJlVfW9U7WlVCpZt24d2dnZmOUEYmFuSe9pwcjkVf+q/sf2WC7ey+G74Y2wXLuCwpOn2D3EhVibEuZ1moepnu66HAqCIAhPJ9WXYTXcF1VOKbk77v75g/bvVNyluPMtyE7478vWLq50mzST+7FXOLVx7VPjWzuZ0HVsAKl38zi2/qYO3kEFX19fBgwYwO3bt9m2bRtqdc0+T7/a2ZtZXbxZfy6JT7Zfq/cmdQqZgg9DP9R63Do8HV73JBIJoV7WhHpZk1EQyIZzSUSdSWTWmovYmOgxvLkro1u64WplVN+p1hmNWs2+xfOR6SnoNnmm+FZbeH6pNaQvvkx5ehFWr/hjFFL1+SOty7kHvw0AZSmM3wk2PjqdTqPRsHPnThISEnCQhCAvt6DfmyEYmFTd8S8q+h5rztxjZqcGtEu9RtKSJdzr7M8Kz1t82fpL/Kz8dJq3IAiCUD36HuaYdnAh/0gSBg2tMfS3ApkchiyBRe0qLq6fsLviNaBhx67cv3aZ05vX4hoYhFtQoyrjezezI/2eGxf23sPO3YzAdk46eR9NmjShoKCAgwcPYmpqSo8ePWr0/JvdfSlRqlly9A4GCikf9gl46T6PvpQrWJWxMdFnRqcGHHmnMysntKCJmyWLj9ymwzeHGL/iDAdiU+t9P2hduLh3B8k3Yuk8biomlrrtgCYItVGeXowyqxib8Q3rvrjKe1BRXJXmVXQLtA/U+ZQnTpzg4sWLOBj6oU61pOfUICwdqr68+HxiNp9sv0oHX1te99XnwXvvU+brxvvN4xnpN5L+DfrrPG9BEASh+sy6u6NwMCJ7401Uhf/ufG3pDv2+h6QzcPSbR8Z3nTgDKycXdv34LYU52U+NHzqwAa6BVhxZG8fDu7pr+NauXTtatmzJyZMnOXnyZI2elUgkfNDbn3Gt3Vl67C7z9utuxa2+/GUKrP+QSiV08rNj6djmHH+vC6938SH2QR6TV52j/dd/8OPBeNLySuo7TZ3ISX3IsTW/4dm4GYEdutR3OoLwGI1STcGJZFK+PgNqDTaTgzHwsazbJArSKoqrwgwI3wyOVX9jqA2xsbEcOHAAOzM3lHft6PiKL67+VX8BkpZXwoyI8ziaG/LDAF8ezHodtULGB72zCXAI4d0W7+o8b0EQBKFmJHIpliP8UBcrydl6688tcsHDoNFoODoXEk/9d7zCwID+s9+jtLCQXT9999TzWFKphB4TG2Jsrs+exVcpyivTzfuQSOjVqxeBgYHs27ePK1dqdqeURCLhk/4NGdXClR//uMXPh2p2kfHz7i9XYP0vJwtD3uruy4n3u7AovCletiZ8t/8mbb76g5mR5zlxK6Pe94ZqS8XWwAVIpVK6TXntpVuKFV5sGo2GosvpPPz+PDm/30FuaYDC1gh9tzq+m60wE1YNhLxkCNsALs11PmVycjKbN2/GyswO9U1XGnd1o2F75yqfKVOqmRl5gfwSJYvDm1L85aeU3bnL8uHm5Fvq813H79CT1eHly4IgCEK16TmZYNbdneIrGRRfSv/zB33mgoU7bJ4CxTn/fdnGzYPOE6Zx70oMZ7ZufGp8AxMFvacHU1pYzt6lV1HpqC26VCpl8ODBuLu7s2XLFm7fvl3D5yV8MTiYQY2d+GZvHMuO3dFJnvXhL11g/YdCJqVXkCMRk0M59E4nJrT14OTtTMKWRdP1uyMsO3aH7ELdfANQVy4f3MP9a5fpOGYSZjZ1vN1KEKpQcjuHtJ9jyIq6gUQuxXpCQ2ymBIO8jr8EKM6B1YMqGlu8shbcW+t8ytzcXNasWYOBniHS2w3wCLajzVDvpz732Y5YziVmM3dYCHb7tpC3azfnBvmxz+YhX3f4GkcT3baRFwRBEGrHtIMLem6mZG+9jSr33y3P9U1h6HLIT4Eds+F/vuQP7tID/7YdObk+kqTYq0+Nb+tqSqdwfx7E53Byk+5WhxQKBa+88gq2trasW7eOBw8e1Oh5mVTCt8Mb0SfYgc93Xmf1qQTdJFrHRIH1/3jaGPNR30BOf9CV70c2wtJYj893Xif0Xwd5a30M5xOzX7hVrbyMNI5ErMAtqBHBXXrWdzqCAED5w0IyVl4jY+kV1PllWA7zxf6Nphj6WdX9CmtpPkQMhbTrMDISvDrqfsrSUqKioigrLcPoYQA2Dhb0mNQQ6VNa0K8/d5/VpxOZ1sGLLqVJpH3zLTmt/Jnre5PXmrxGG6c2Os9dEARBqB2JVILlCD9QqcnaePPPz5YuzaDzh3BtC8RE/TleIqH7lFexcHBg54K5FOU9/XyVX6gDIV1cuPxHEnHRD3X1VjAwMCAsLAxDQ0MiIyPJysqq0fNymZQfRjahW4Adf9t2jfVn7+so07ojCqwnMFDIGNzEhU0z2rD7jfaMaO7C3qsPGbrwJH0WHCfidCIFpTXr/18fNBoN+xb/CBoNPabNElsDhXqnzC0la+NNUudfoDQhF7NeHji80xzj5vZ1e7/Vf5QVQuQISImBEb+BTzedT6lWq9m4cSNpaWlYlwRhIDejz8wQ9Ayqbux66X4OH2+9Sltva95sbEHym2+hcbLj7XZ36ejaicnBk3WeuyAIgqAdChtDzPt6UhqfQ2F0yp8/aDsbPNpXXECc+ee2Oz1DI/rNfp/ignz2/DwPTTVapLcZ6o2TjwWHIm6Qfk9398GamZkRHh6OWq0mIiKCgoKCGj2vJ5fy0+imtPex4b3Nl9kWk6yjTOuGKLCqIcDRjM8HBRP9UTe+GBwEwMdbrxL6xQE+2nKF6yl59Zzhk107fIDEyxdpHzYeczv7+k5H+AtTlyjJ3XOXh9+co+hiGiZtnXGY0wKzTq5IFLL6Saq8GNa8AvdPw5Cl4N+3Tqbdu3cv8fHxOOkFock2o8+MYMysDat8JqOglOkR57E10WfBsGAevvUW6qIivhykwszSgS/afYFUIn6lC4IgvEiMQx3R97Ukd+ddyjOKK16UymDwYpApYNMkUP55TMXOw4tOY6dwN+Y8Z3/f/NT4MpmUnlOCMDRRsHvxFUoKynX1VrC1tWX06NHk5eURFRVFaWlpjZ43UMhYMqY5LT2seGv9JXZfSXn6Q88p8de4Bkz05YSFurNrVjs2z2xDryBHNp5Povf8Ywz55QSbzidRUl51d5e6lJ+VweFVy3AJCKJx9z71nY7wF6VRqsk/nszDuWfJP5yEUZA1Dm83x6KfFzLjqu940illKawfC3ePwqCFEDSkTqY9c+YM0dHROJn6UJZoSdfxATh4mlf5TLlKzauRF8gqLGPxmGaU//g9xTExbB/pxg3zQr7v9D3m+lXHEARBEJ4/EokEq6E+IJOSvT4OzX+uDDJ3hgE/woOLcPjLR55p1L03vqFtOb52Fclx1586h5GZHr2mBlOYW8q+5VdR6/BaIldXV4YPH05KSgrr169HqazZbi9DPRnLx7egkYs5s9Ze5I8bqTrKVLdEgfUMJBIJTd0s+W5EI6I/7MrHfQPIKSrn7Q2XaPWvg3y+I5a7GYX1mqNGo+HA0p9RKZX0mD4LiVT8v1qoWxq1hqKYNB7OO0/ujjsonEywe70JVqP8kVsZ1G9yqnLYOBHi90H/H6DRqDqZ9tatW+zevRs7CxfK4h1o2d8Tn+ZPX1n+ctd1ou9m8dXQYFzPHyE7MpLEPo1Y7Xibj0I/IsA6oA6yFwRBEHRBZq6P5aAGlN3LJ/9o0p8/CBwATcfB8R8qvgz8N4lEQo/pszCztWPngrkUFzx965+9pxkdX/Hj/vVsorfVrNtfTfn5+dG/f39u377N9u3bUVdjK+P/MtGXs3JiS/wdzJgecYHj8Rk6ylR3xKfuWrIw0mNyey8Ovt2RqMmhtG1gw8qTCXT+9jBhy06z+0oK5Tpqj1mVG8cPc+fCWdqODMfSQTc3eQvCk5Tcyq7oDLg2Dqm+DJuJQdhODkbP2aS+UwO1CjZPhRs7oPc30Gx8nUybmprKhg0bsDC1QhXnhm8LB5r38Xjqc5svJLHiRAIT23rS27CAlL9/QlmID+8FX2Woz1AG+wzWffKCIAiCThk2ssUw2Ia8/YmUPfif80u9/gXW3rB5GhT92TxC38iYfm+8R2F2NnsX/lCtBmyBbZ1o2N6JC3vvcet8mi7exn81bdqULl26cPnyZQ4ePFjj580MFKya2BIvG2MmrzpL9J1MHWSpO6LA0hKJREIbbxt+DmvKyfe78E4PXxIyipgReYG2X/3BvH1xPMgprpNcCnOy+WPlEhx9/WnaZ0CdzCkIAGUphaT/epWMZVdRF5ZjOcIXu9ebYOBbx5cFP4laDdtehWuboftnEDq1TqYtKCggKioKmVSOItEHJ08ruoz1f2rTmavJuXyw+QqtvKx4t60jSa/PAlNj3uuWhp9NIB+EflAn+QuCIAi6JZFIsBjkjdRIXrFVUPnvL+f1jGHYcihMh+2vP9K63aGBDx3DJ3D7XDQXdm2v1jztR/hi72nGwVXXyXxQs0YUNdW+fXtatGjBiRMnOHXq1NMf+H8sjfWImByKs4UhE1ee5cK9bB1kqRuiwNIBOzMDXuviw9F3O7N8XHMaOpnx46FbtPv6Dyb/dpZDcWmodLT/VaPRcHD5QspLS+g5/Q2k0npqHiD8pShzSshaH0fagguU3c/HvI8nDm83x7hpPXUGrIxGAzvfhEtroPNH0HZWnUxbXl7OmjVrKCwsxCy7ISbGZvSeHoL8KY09sgrLmLb6PNbGevw4qjHpH3xAeUoKi0eYkW8qY16neejL9OvkPQiCIAi6JzNWYDnUl/KHReTtT/zzB46NoNs/KnZenF/5yDNNeg/Au0Urjkau4OGtm0+fQyGl97RgFPoydi+8QmmR7ppeSCQSevfuTUBAAHv37uXKlSs1jmFjok/UlFbYmOoz7tczXE1+env654EosHRIJpXQNcCeFRNacnROZ2Z0akDM/RwmrDhLx28O8cvhW2QU1KzDytPcPH2C+DMnaT1sNNbOrlqNLQj/n7qonJxdd3n47TmKLqdj0t4FxznNMe3ggkTxHP160Whgz/sVf5javw0d5tTJtGq1mq1bt5KcnIy9JgRpiTF9Xw3ByEyvyueUKjWvRV0gvaCURWOawepfKThyhLMjgjholsRX7b/CxdSlTt6DIAiCUHcM/a0wbuFA/tEkShP+p5hoNRMadIE9H0B63H9flkgk9Jw+GxMrK3bM/5qSwqevShlb6NNrahD5mSUcWBH7Z2MNHZBKpQwZMgR3d3e2bNnCnTt3ahzD3syAyMmhmBkoGLM8mhsPn9/u3f/xHH0Cerm5Whkxp6c/J9/vyk+jm+BiacjcPXG0/tdBXl9zkdN3Mmt9gXFRXi4Hf12IvZcPLfrXTUc04a9JU64m/2gSKd+co+BYEkYhtji80xyLPp5IjeqxM2BlNBo48AlEL4JWr0KXv0Ed3Qd3+PBhrl27hqtJEOUPTOgxqSHW1TiH9vWeG5y8nckXg4LwunOZjJ9+JqdzI75xu8K0RtNo79K+DrIXBEEQ6oN5P09kFvpkbbiJuvTf3aml0oqOt3pGsHFSRSfcfzMwMaHvrHfJz8xg3+IF1fo86eRtQbsRPiRcyeTszru6eisAKBQKRo0ahY2NDWvXriUlpebt110sjYiaEoqeXEr4smhupel2e2NtiQKrjunJpfQLcWLt1NYceKsj4a3cORKXxqglp+n+/VFWnLhLbvGzLdf+sWIxpYWF9JzxBlKZ2BooaJ9GraHwYhoPvztH7q676LmaVnQGHOGH3KKeOwM+yeGv4MR8aD4Jen5RZ8VVTEwMR48exdmyAcW3LGk73AePYJunPrctJpmlx+4yrrU7A+0hec67aBq482aLONo6t2N6yPQ6yF4QBEGoL1J9OVbD/VBllZC7639WfEwdYOAvkHoFDn76yDNOvv60e2Uc8dEnidm3s1rzBHV0xr+VA2d3JnD3sm479RkaGhIeHo6BgQERERFkZWU9/aH/x93amMjJrQAIW3aaxMz67dhdFVFg1SNvOxM+6d+Q6A+7MXdYCMb6cv75eyyhXx7g3Y2XuJyUU+1Y8WdPEXfyKK2GjMTWzUNnOQt/XSU3s0n78SLZ6+KQGiuwmRyE7cQg9Jyeg86AT3JsHhz5CpqEQ59v66y4SkxMZPv27dhZOlF63ZHgDi6EdH76lr7YB3m8t+kyLT2s+LCbF0mz3kCjVvN5/1LMzGz5qv1XyMS5SkEQhJeevpc5Ju2cKYx+SEnc/xQjfr2g5VQ49RPcOvDIM837DsKzSXOOrFpG6t2nt2KXSCR0HO2HrZspB369Rk5qkbbfxiPMzMwYM2YMarWaiIgICgpqvgrlbWdCxORQSpVqRi+NJrmOGsjVlCiwngOGejJGNHdl26tt2fF6OwY3ceb3SykM+OkE/X88ztoz9ygqe/JFbcUF+Rxc9gu27p60HDS8DjMX/grKkgtIX3aFjF+voi5RYjXKD7tXG2Pg/Zx0BnySU7/AwX9C8HDov6Bie0UdyMzMZO3atZgam6O56YFbgDXtRvo8tWNgdmEZ0yLOYWGox0+jm5D52WeUXr/O1nB3bhjlMK/TPCwMLOrkPQiCIAj1z7yHB3I7I7I2xaP+32YU3T8Fu0DYMgMK0v/7skQqpdfMNzE0M2fHD19RWvT0gkmuJ6PXtCCkcim7Fl2hrKRmFwPXlK2tLaNHjyYvL4+oqChKS2vei8DfwYzVE0PJKyln9NLTpOaV6CDT2hEF1nMmyNmcfw0JIfqjrnw6sCGlShXvb75C6BcH+WTbVW6mPn6Z3JFVyyjKy6Xn9DeQyeX1kLXwMlJmlZC19gZpP16k/EEB5v28cHi7OUaN7Z6fzoBPcnY57P0AAgbAoEVQR6s+xcXFREVFoVFrMEzxw9LWjJ5TgpDJqv5Vq1JrmLX2Iqm5pSwMb4pi11Zyt24lYWhLIi1u8H7L9wmyCaqT9yAIgiA8HyQKKVYj/VAXlJP9v5cDKwxh6HIoyYVtMx9p3W5kZk7fN94lNy2V/Ut/qtZ5LDNrQ3pObkjOw0L++O16rXsCPI2rqyvDhw8nJSWFDRs2oFKpahwj2MWc3ya2JCO/lNFLT2u9aVxtiQLrOWVmoGBsaw/2zu7Ahumt6Rpgx5oz9+nx/VFGLDrFtphkSpUq7l48x7UjB2k5cDj2Xt71nbbwElAVlpOz4w4PvztH0dVMTDu54DCnBabtnJHIX4BfGRcjYOdb4Nu74g+QrG6+dFAqlaxbt47s7GxsSkJQaIzp+2oj9KvR9OObvXEci8/g04EN8c9K5OEXX1IWGsz7PhcY0GAAw33FyrQgCMJfkZ6zCWZd3Si+lE7RpT9Xq7APhB6fQ/w+OLPkkWdc/BvSdkQ4cSePcuWPvdWax8XfitZDvLl9MZ0LexOf/kAt+fn50a9fP27dusX27dufqahr6mbJr+NbkJxTTPiyaHKKynSQ6bMRyx3POYlEQgsPK1p4WPG3fqVsPJ9E1Jl7vLE2BgcDDcMS12Du6EKroaPqO1XhBacpV1Fw8gF5h+6jKVVh1NQesx7uyM1foLuWrmyEba9VtLIdvhLkVbdD1xaNRsPOnTtJSEjAzbAJpfcNGTg7GHNbw6c+u/NyCouO3GZ0qBvDGhhzd8hYJHbWzOmYhLeVLx+3+vip2wsFQRCEl5dpJ1eKb2SRs+0W+p7myP5z1UfLKRXnsPb9DTzagX3D/z7TcuAw7sde4dCKJTh6+2Hr7vnUeRp3cyU9MY/obXewdTPFLdBaV28JgGbNmlFQUMChQ4cwMTGhe/fuNY4R6mXN0rHNmfTbOcYsP0PklIp27vXtBfg6WvgPaxN9pnVswKG3O7FqYku6F5xBU5THMklLJq6+yL5rD1Gq1PWdpvCC0ag1FJ5L5eG358jdnYC+uxn2bzTFarjvi1VcxW6HzVMr/siMjARF3XU1PHHiBBcvXsTNKpDiu6Z0DvfHydviqc/FPcxnzsZLNHWz4O+9fUl+8y1UOTksHGFKgQF83+l7DOVPL9IEQRCEl5dEJsFqhC/qMjXZm27+udojkcCgX8DQoqJ1e/mfDR8kUil9XnsbfWNjdvzwNWUlT28GIZFI6DwmACsnY/Ytu0Zehu4bSHTo0IHmzZtz4sQJTp8+/Uwx2vvYsjCsKddT8piw4iyFpbo9R1YdosB6AUmlEtxLkrG4f4GGPfrzSt923HyYz9TV52k/9xDzD8Q/lwf+hOeLRqOhOC6LtAUXyN54E6mpHjZTgrGZEITCwbi+06uZuD2wcSK4NIdX1lbcE1JHYmNjOXDgAM42nhTFWtOslzv+rRyf+lxuUTlTV5/DWF/OwvBm5P64gKIzZzg9pjF/GNzli3Zf4GbmVgfvQBAEQXjeKWyNsOjtQUlcNoVnH/75A2Obivux0q9XrGT9DyNzC/q8PofslAccXL6wevPoy+g9PRiAXYuuUF5W8/NRNSGRSOjTpw8BAQHs2bOHq1evPlOcrgH2/PhKE2Lu5zDpt7MU6zjvpxEF1guorLiIfUsWYOnozP+xd9fhUR5rH8e/67uR3bhAFAkSEiS4u1OKlEKBekuduve87ek5daNu0NMWKN6WUtyKFCjuTtx948nK+8dCSgiUBGLA/bmuXoQ8MvME2O5vZ+aeQVPv4PGBYWx5rh9fTY2imY8LH649Qfe31vPAj7vZfDIdWy3u0C2uTaUJeWR8c5DM7w5jK7XhcVtLR2XApm713bXqO70eFkwFvzYweSHo6q5sfGJiIkuWLMHbw5eSw41o1t6HLjc1uex1Vpud6fP3kpRTxBeTO2D48w+yZs4ie0RX3vfezb0R99IvqF8dPIEQQohrhXO3RuiamshddgZL5nmjS80GQLdHYOc3cHxFhWuC2kTSddxEjmxaz6GNa6kKk7cTg+4OJzMxn42zj9V60QulUsnYsWMJCgri559/5syZM5e/6CKGRfjzwYS27IjO4v4fd1FcVn8hSwLWNWjzT99jzkhnyAPT0WgdU7jUKiVDwv348Z4u/PFMX+7tGcqO6EymzvyL/u9v5OtNp8kuaDiL/0T9sGQWkfnTMdI+3UdZagFuo5rg92QUTpHe1+Y6n5gt8NNt4NUCpiwBvanOms7NzeWnn37CoHdCcaYZPoFuDLirdZUqLH609gQbj6fzf6PCibBmk/ziixAexhORB+ji14WH2z1cB08ghBDiWqJQKnC/JQwUCrIWnsB+/gfoA/4FfhHw68OQl1Lhuq7jbiUwPJJ1s74gMyGuSm0Ft/Gky6hQTvyVyoH1CTX5GBel0WiYNGkSnp6ezJs3j+Tk5Cu6z+h2jXl7bCSbT2bwyNw9lFrqZ+mMBKxrTPyRg+xb9Tsdho6iccvWFz0n2NOZF4a3YtsLA/jo1nZ4u+p4Y/kxury5jifm72NXTFatfxohGhZrQRk5v50m5YPdFB/JxLVfIH7PdMKlxzVSGfBi4v+CORPAPRhu/wWcPOqs6ZKSEubOnUtpaSnGrHCc9E6MeCgSjfby5eBXHkrhk/WnuLVjIBPbeJLw6GOg1/HaiEJcnNx4u/fbqJVSf0gIIURlajc9bjc1pTTGTP6WxPMO6GDcLCgthJ8fANvfwUKpVDH80afR6g389uFblJVUbRlJ1NAQQtt6sXXxKRKPZ9f0o1RiMBiYPHkyer2eOXPmkJ19ZW1O6BTIv0eHs/ZoGo/P31sv9Qmu0XdWN6aykmJWf/kxJl8/ek68/bLn6zUqbm7fmIUPdGfV472Z2CmQNUdSGf/lNobN2MyP22LIKy677H3EtctWasW8IY6Ud3aS/2cSzlG++D3TEdOQEJT6a/hNfOIemD0OXH3h9l8dc9DriM1mY9GiRaSlpeFvb4ctX8eIhyJxdrt8QZBTaXk8tWAfbQPdePWm1qS8+BKlsbEsnhrKcU0G7/d5H09D7VZtEkIIcW1z6uCDPtyT3FUxlKUU/H3AOwyGvQVnNsD2zypc4+LuwbBHniIzMZ71331NVSiUCgbe2Ro3HwOrvj1EXlbtr+83mUxMmTIFi8XCjz/+SEFBweUvuojbu4Xw8ohWLD+YwjOLDmCt4+UyErCuIVvn/0hOajJDpj2GRl+9Cmkt/Fz59+g27HhxAG+OjUClVPDKr4fp8sY6XlhykMNJubXUa1Ef7DY7BTtTSHlvF+ZVseiamPB9vAPuY5ujMl5DlQEvJuUQ/DjGUTXpjt/A1a9Om1+9ejUnT54kxNiOwgQ9g+4OxzvI9bLXmYvLuP+H3Ri0Kr6c0oHCH78nb/Vqom/rwU9OB3im4zO082lX+w8ghBDimqZQKHAf0wylXk3W/OPYz58G1+EOaDUK1r4GSfsqXBcS2Z4uN9/CoQ2rObp5Q5Xa0hrUDHsgAkuZjZVfHcRSB+uafHx8uO222zCbzeWzRa7Evb2a8PTgMH7em8hLPx+s05oEErCuEYnHj7J7+VLaDhpOYHjkFd/HWadmUucglj3ak18e7sGICH+W7ElgxMdbuPmzrSzanVCviwLF1bHb7RQdzST1oz1kLz6J2qTDe1okXneEo/G9xioDXkz6cfhhNGidHeHKFFCnze/cuZPt27cT7NOK/OOudBvTlCbtvC97nc1m58n5+4jLKuSz2zpgPLqftPc/oLRPR14I2Maw0GFMajmpDp5ACCHE9UDlosV9bHPKkgswrz9vXZVCAaM+BmdvWHwPlFYcAep+y2Qatwxnzbefk5WUSFW4+zkz8M7WpMXmsWneiTpZZhIUFMT48eNJSkpiwYIFWK1X9t70kf7NeaRfM+btjOe13w7X2RIZCVjXAEtpKau+nIGrpxe9J99ZI/dUKBS0C3Tj3Vva8teLA/nXyNbkFZfx9ML9dHljHa8vO8Lp9PwaaUvUjZI4M+lfHyDz+yNgs+MxuRXeD7VFF1p3hR9qVeZp+P4mUKrg9qXgHlKnzZ86dYrly5fTyDuIggNetOruT/tBVSuj/vH6k6w9msYrI1vTwVBK4pNPoQwO5Onu0TRxa8qr3V69NouMCCGEqDeGcE+conzJ2xBPSZz57wNOHjD2K8f/N1e+UOEapUrFiMeeQaXRsOyjt7BUcXSoSTtvooYFc3RrMoc3J9XkY1xSy5YtGTlyJKdOnWLp0qVXHI6eGhzGvT1D+X5bLG+tqP2qiCAB65rw56K5ZCclMPj+R9Eaan5/H5OThrt7hrL2yT78dF9XejX34odtMQx4/w9u+2Y7vx9IrrcqLOLyLBlFZM45Svrn+7GkF+E2YN3zEAAAgtVJREFUuim+T3TAKcLr+nnTnh3rCFe2Mke48mpWp82npqaycOFC3N08KTsWSOPm7vS5rUWVfr5rjqTy0dqTjOsQwJQofxKmP46tpITPbnEmT2Phg74f4KSpu327hBBCXD/cRjVBZdKRveAEtvP3fgrtDT2fgD3fw5FfK1zj6unFsIefID02mo0/fFvltjqPakJQuAeb558g5UzdLC2Jioqib9++7N+/n3Xr1l3RPRQKBS+NaMXUrsF8tekMH649WcO9rEwCVgOXcuoEu5YuoU2/wYS07VCrbSkUCro19eTT2zrw5/MDeGZIC2IzC3l47h66v7We91YdJyG7sFb7IKrOml9K9q+nHJUBj2fhOiAIv2c64tKtEQrVdfRPOzcRvh8FpfmOghY+Leu0+fz8fObOnYtapUaf2AKTmwvDpkWgqkL1xdPp+Tw5fx8RjU38d0wb0t58k+IDB9h2VxQbVCd4vcfrhJpC6+AphBBCXI+UejXut4RhySgid0V0xYP9XoRGHWDpY5BbsdR6k/ad6DhqLPvXLOf4ts1Va0upYNDd4bi461jx1UEKcktq6jH+UZ8+fYiKimLLli3s2LHjiu6hUCh47aZwJnQM4ON1J/lsw6ka7mVF19G7sOuPpayMlV98hLObG32m3l2nbXu76ni4XzM2PduP7+7sRNsAE59tPEXvdzZwz/92sv5Yap1XZBEOtlIr5nVxpLyzi4IdyTh38sXvmU6YBgWj1F3DlQEvJi8VfrgJirJh6hLHHh91qKysjHnz5lFQUIBXUVuUFh0jHo5E76K57LX5JRam/bgbjVrJl1OjKP5tKTnz5pM9vi8fuP7JneF3Mih4UB08hRBCiOuZvqkbLj0aUbAtmeKT55U2V2lg3Ldgs8CSaWCruI6p58Tb8W/egtVffUJOStX2ndI7axj+YCSlRRZWfX0Iax3McFIoFIwYMYKWLVuyYsUKDh06dEX3USoVvDk2ktHtGvHuquPM3BJ9+YuukASsBmzHz/PJTIhj4H2PoHd2qZc+qJQK+rX0Yeadndj8bD8e6tuM/Qm53P2/XfR+ZwOfbThFel7dfIJxo7Nb7eTvSCbl3Z2Y18Sia+6G7xNRuI9pjspVW9/dq3k2iyNcmZNh8iJoHFW3zdts/PLLLyQkJBCk70BxqoYh97fB3e/yxUJsNjtPLdhHdEYBn97WHo/EM6S8+ipERfJE2E6ifKOY3mF67T+EEEKIG4JpaAhqbwPZi05gK7L8fcCzKQx/F2K3wJYPK1yjUqsZOf05lEoly2a8jaWsalv3eDZ2of/UViSfzmXrwtqfbgegVCoZN24cQUFB/Pzzz0RHX1k4UikVvH9LW4aG+/H6siPM3h5bwz11kIDVQKXFnOGvXxbSqlc/mkZ1ru/uABDg7sTTQ1qw7YX+fD65A8GeTry76jjd3lzHw3P3sO10pmxgXAvsdjtFhzNI/Wg3OT+fQu1hwPuBSLymtkbjfR2v3ck8DdkxcNt8COpS581v3LiRw4cP08ynHXmn9PSeFEZgy6ptZvzFH6dZdTiVF4a1pLOHisTHpqN0d+PVobk46V15r897spmwEEKIGqPQqPCY0AJrXik5S09XPNh2ErQZBxvegIRdFQ4ZvX0Y8uDjpJ45xaY5s6rcXvNOvrQbGMjBPxI5tq1qo19XS6PRMGnSJDw8PJg3bx4pKSlXdB+1SsnHk9rTv6UPL/9yiIW74mu4pxKwGiSrxcLKLz5C7+JKvzvvr+/uVKJRKRke4c/c+7qy7qk+3NE9hC0nM5j0zXYGfPAHM7dEk1soGxjXhJJYM+lfHiDzx6MAeE5thfcDkehCrpPKgBeylMDBRTBvMliKYeJcCO1V593Yt28fmzZtIsQvjJwDrrQdGEh4r8ZVunbD8TTeW32c0e0acXe3IJKeeRZLWhoL7wzluD2F9/q8h5eh7jZGFkIIcWPQBrri2i+Iwr1pFB3K+PuAQgEjPgBjY0fp9pK8Ctc169SVDsNuYu+K3zi5c1uV2+s2pimNW7izcc5x0mLNl7+gBhgMBqZMmYJOp2P27NlkZ2df/qKL0KqVfD65Az2befHc4gM13EsJWA3Szl8XkR5zhoH3PoTB5fIbmNanpt4uvDKyNTteHMB7t7TFZNDw+rIjdH5jLU8v3M+++BwZ1boCZemFZP54hPQv9mPJKsJtTDN8H4/CEH4dVQY8X3YsrH0VPmjtePFPPQQeTaDZgDrvSmxsLEuXLsXfJ4CCA76ERnjRfWzVqhbGZBQw/ae9tPQz8tbYSDI//5yCLVs4fVc/5il382TUk0T51u1URyGEEDcOY/9ANI1dyP75JNa880qwG9xg3DeQEwfLn6l0Xe8pd+HbpDmrvviI3LTUKrWlVCkZcm84BqOGFV8epCjvyjYEri6TycSUKVOwWCzMnj2bgoKCy190EXqNim9u70ifsMvvZ1ldErAamIz4WLYtnkdYt14079y9vrtTZXqNivFRAfz8UA9+f6wn46ICWH4wmZs/28rIT7bw019xFJRYLn+jG5w1r5Tsn0+S+uFuik/mYBwUjN/TnXDp4o9CdZ0FK5sVjq+EObfAjLawdQYEdoEpi+HRvaCr+w8XMjMzmTdvHkZXE5wMwdPflUH3hKNUXv5nX3C2qIVSqeDrqVFYtm4i4/MvKBvWixc9NzAoeBBTW0+tg6cQQghxo1KolHhMCMNWYiV7ycmKH3IHdYXez8L+nxyzRc6jUmsY+fhz2G12fp/xDlZL1WYiGVy1DJsWQVFeGau+PYzNWjfb+vj4+HDbbbeRm5vL3LlzKa3ifl4XMmhVfHdXzS/FkYDVgNisVlZ98RE6JycG3P1AfXfnioU3MvHGmAh2vDiA129ug9Vm54UlB+nyxjpe+eUQx1PyLn+TG4ytxELumlhS3t1Jwc5UnLv44/dsR4wDglDqVPXdvZqVlwqb3nWEqp9uheQD0OdZePwgTJoLzQaCsu5fmoqKipg7dy52Oxgzw9Fo9Ix4OBKt/vJrpex2O88uOsDJtDw+mdQe37x0kp59DlXLMJ6KOk6QMZjXe7x+fY4+CiGEaFA0vs6YhoRSfDSLwt0XjEb1fsbxYeayJxyzR87j5uvHkAceI/nUcbbM+7HK7fkEG+k7uQWJx7PZ9vPpy19QQ4KCghg3bhxJSUksXLgQq9V6+YvqiKyybkB2LfuZlNMnGTH9WZyM1/4aG1e9hqldg5nSJYg9cdnM2R7H/F3x/Lg9lo7B7kzpGsywCD906ussQFSD3WqjYGcK5rVx2PLLMER4YRwSgsbLUN9dq1l2O8RsgV0z4ehvjgqBoX1gyH+hxXBHKdl6ZLFYmD9/PtnZ2YToulKYq+bmJyNw9dBX6fqvNp3h94PJvDCsJT0CXIi59V5QKvnkFj25FPFlv1k4ay5ffVAIIYSoCS49GlF0JJOc386ga+KG+tz/z1RqGPsNfNkTltwHdy53fO+ssK49aTt4BLt+W0Jg6wiadOhUpfZadvMnLcbMvrXx+AQbad7JtzYeq5JWrVoxYsQIli1bxm+//cbo0aMbxIeZMoLVQGQlJfDnwjk069SVFt3qflF/bVIoFEQFe/DBre3Y/sIAXhreioz8Eh6fv49ub67nzeVHicm4svmz1yq73U7hwQxSP9xDzi+nUXsb8H6oLZ6TW11f4aooB7Z/CZ91ge9HwukN0HkaPLIb7lgKrUfXe7iy2+38/vvvxMTE0NSjI3nRagbc0Qq/0Kp9yLHpRDrvrDzGiEh/7usVSvK//o+SkyfZel9nNlqO8Fr312jq1rSWn0IIIYT4m0KpwOOWMLBD9qIT2M/fu9Q9GEZ+CPE7HDNKLtB36j14hzRhxWcfkJeZUen4pfS4pTn+TU2s//EoGQn5NfEYVdKxY0f69OnDvn37WL9+fZ21+08kYDUANpuVVV/MQKPVMeCehxpE8q4tHs5a7uvdhPVP9WX2PV3oHOLBt1ui6fveRqbO3MHKQylY6mj+bn0pic4l/Yv9ZM05CkoFnre3xvv+SHRBxvruWs1J3AO/Pgzvt4SVzznWU938BTx1DIa+AV5VKxpRF/7880/27t1L88aR5BzS03lUKM07Vu2Tt7jMQh79aS9hvq68Oz6SnLk/Yf7tN3KmDuVDzQYmt5rMsNBhtfwEQgghRGVqDz1uo5pQciaX/D+TKh6MGA9tb4NN70BsxcqBaq2WUY8/h9Vi4feP38FWxal3KrWSIfe3QWtQs+LLAxQX1F1F6b59+xIVFcXmzZvZsWNHnbV7KTJFsAHYu2IZSSeOMvShJ3Bxr9o+O9c6pVJBz+Ze9GzuRaq5mHl/xTNvZxwPzN6Nr1HHxE5BTOwciL/p+hnNKUsrJHdFNMVHs1AatbiPa45TB9/rp3hFaSEcWuyYBpi0FzROEDkBOt0D/m3ru3cXdeTIEdasWUNwo6Zk7zYR1smXjsNDqnRtYamF+3/chd1u56upUXDoAKlvvYWyZ2ceD9pMO492PBX1VO0+gBBCCPEPnDr6UnQ4k9yV0eibu6HxPW+6+vB3IG6bY6rgA1sclQbPcvdvzKD7H2H5x++ydcFsek26o0rtOZt0DJsWwc/v72HNrMOMeLhtlQpFXS2FQsHw4cPJz89nxYoVuLi4EB4eXuvtXoqMYNWznJRktsz7gdD2HWndu399d6de+Br1TB/YnM3P9uOb2zvS0s/Ix+tP0vPtDdz/wy7+OJGOzXbtlnq3mkvIXuKoDFhyJhfjkGD8nu6Icye/6yNcpZ+AFc/DBy1h6SNQVgTD3nWMVt30cYMNV4mJiSxZsgRfbz9KDjbCv4mJ/re3rNIIst1u5/nFBzmemsfHk9rT2FZI4vTHUTfy55UBGeg1TrzX5z009Tz9UQghxI1NoVDgPq45Sq2KrAUnsJ8/S0jnCuNmQl6yo+jFBdvqtOrRh4j+g/nrl4XE7Ntd5Tb9mpjodWsYcYez+Ou3MzX1KJelUqkYP348gYGBLFmyhOjo6Dpr+0IyglWP7DYbq76agVKlYtB9j1zXUwOrQq1SMqi1L4Na+xKXWcjcv+JYuCue1UdSCfJw4rYuQdwSFYCni66+u1oltmILeX8kkL8lEbvNjku3Rrj2D0Tloq3vrl09SykcWwa7ZkHMZlBqHOupOt0DQd0cmxo2YLm5ufz00084GZzQxDVHazQw7IFI1JqqFVyZuSWapfuTeGZIC/o0cSf2rruw5uWx+MGWHC/bwTeDvsHXuW4W+AohhBD/ROWqxW1Mc7LmHCVvQzzGgcF/HwyIgn4vwrp/Q/NB0O62Ctf2u/N+kk8eZ/lnH3D72x/j4uFZpTbDezUiLdbM7hWx+AQbadKu5veauhiNRsOkSZP47rvvmDdvHnfddRd+fn510vb5ZASrHu1fu5KEI4foM/UeXD296rs7DUqQpxPPD2vJny/0Z8bEdviZ9Ly14hjd3lzP9Hl72RmT1WA3MLZbbORvTSTl3Z3kbYhH38oDvyejcLup6bUfrnLiYd3r8GE4LLoLcmJhwP/Bk0dh/EwI7t7gw1VJSUn5nhmeRW2xlagZ8VAkTsaq/dn8eSqDN5YfZWi4Hw/1bUrae+9TtGs3px8YwryybTzW/jE6+9f8nhpCCCHElXKK8MKpvQ/m9XGUJlywXU6PxyGkF/z+NGRWLLOu0ekZ+fjzlJUUs/yT97DZqrYeS6FQ0HtiGD7Brqz93xGyU+qumJmTkxNTpkxBq9Uye/ZscnJy6qztcyRg1RNzehqb5nxHcGR7IvoPru/uNFg6tYrR7RqzYFo3Vj/Rm9u6BLH+aBq3fLmNoR9t5odtMZiL624R5T+x2+0UHkgn5cPd5Px2Bo2vMz4Pt8PztlaoPa/htWQ2K5xcA3MnwoxI2Pw+NO4Aty2Ex/ZBryfBpW4+mbpaNpuNxYsXk5aWRohTJwoSFQy5tw2ejV2qdH1CdiGP/LSXJt4uvDehLebly8n6/nss44bwstMq+gf25+42d9fyUwghhBDVd+6D3qz5x7GXnReUlCoY85Wjqu/iexyzVM7jGRDIwHseIv7IQbYvnlfl9tQaFUOnRaDWKFn+xUFKiyw19SiXZTKZmDp1KhaLhR9//JHCwsI6axskYNULu93O6q8/AWDw/Y/e8FMDqyrM15VXbwpnx0sDeHtcBFq1kn/9epiub6zjhSUHOJSYW299Kz6dQ9pn+8iaewyFWonnXeF43ReBNtC13vp01fLTYfMH8HE7mDMeEndDzyfh8QNw23wIG+x4Ub6GrF69mhMnTtDCvyPZx1T0nNCc4DZVm+5QXGblgdm7KbPY+HpqFJq4aJJffgV1uwieDN9PI5dG/Kfnf+TfsxBCiAZJaVDjfksYlvQiclfGVDxoagw3feIoUrXxjUrXhvcZQHifAWxbPI+4Q/ur3Karh54h97UhN72Itf87UrFcfC3z8fFh0qRJ5OTklM9cqSsSsOrBoQ1riD2wl9633YnR26e+u3PNcdKqubVTEL892pOlj/RgVGQjft6byMhPtjD60y0s2BVPUWnd7OZdllJAxv8Ok/HNQWx5pbiPD8N3egcMLTyuzTfadjvE/gmL7oEPWsG618AtGMZ/B08chgGvgFtQfffyiuzcuZPt27fTPKgNmXsMtOnTmIi+AVW61m638+LPBzmUaOajie0I1ttJeORRlM7OfDxWS44tnw/6foCr9hoO1EIIIa57+ubuOHfzJ39rEsWncyoebH0TdLgDtnwE0ZsqXTvg7gfx8G/M8k/eoyAnu8ptNg5zp8e4ZkTvz2D3hcGulgUHBzN+/HgSExNZtGgR1iqWnL9aErDqWF5mBht/+JbA1hG0HST741ytyAA33h4fyY4XB/LqqNYUlFp5dtEBuryxltd+O8yptLzL3+QKWHJLyFp0gtQZeyiJycU4NMRRGbCjL4o6KEda44pz4a9v4PNu8N0wx5TATvfAw3/BncugzVhQX7vrx06dOsXy5csJbBRC7i4PAlt70GtC8yqH4O//jGHJnkSeGBhG/xbeJD3/AqWJiWx9sCsbi/bzr27/ooVHi1p+CiGEEOLqmYaFovYykL3wBLbiC6btDX0TPJvBkmlQmFXhkEavZ+QTz1NSUMDyT9/Hbqv6vqWR/QMI6+zLjt+iiT2UWROPUWWtWrVi+PDhnDhxgmXLltXJGn4JWHXIbrez5ptPsVmtDJ72GAql/Phrismg4c4eoax5ojfz7+9K3xY+zN4ey8APNjHx6238tj+JUsvVb2BsK7aQuzKalHd3Ubg3DZcejfF7phPGvoEoqliBrkFJ3g9LH4P3W8Hyp0Gjh5s+dZRYH/Y2eF/7oSEtLY2FCxfi6eGF9XgQbj5ODLk3HKWqav/+tp/J5PXfjzKwlS+P9m9G5jffkr9uHbn3juYDy0pubXEro5qOquWnEEIIIWqGUqvCfUIY1twSci4so651dhStKkiHpY9WKt3uHRRCv7umEXdwHzt+WVjlNhUKBX2ntMQrwIU1sw6Tk1a3a6I6depEnz592Lt3Lxs2bKj19qRMex06unkD0Xt30ff2+3Dz86/v7lyXFAoFXZp40qWJJxn5rVm4K4G5f8Xy6E978XLRMqFjIJM6BxHo4VSt+9otNvK3J5O3Pg5boQWndt4YB4eg9tDX0pPUorIiOPwz7JwJibtAbYCIcdDxHkfxiutIfn4+c+bMQa1W45LRGitqRjzcFp1T1fanSsop4uE5ewj2dOKDW9tSuO1P0mfMQDWoD497ryHCLYJnOz1by08hhBBC1CxdkBHXvoHkbYjHEO6JofV565H928LA/4PVL8Pu/0HHuypcG9F/MPGHD/DngjkEtAonoFWbKrWp0aoYNi2CBW/uZOVXBxn3bEc0urr7cLpv377k5eWxadMmXFxc6Ny59ir+yhBKHcnPzmLD/76mUVgr2g8bWd/duSF4ueh4sG9T/ni6H/+7qxPtAt358o/T9H53A3d99xfrjqZivcxiS7vNTuG+NFI+2E3usjNoGrng82h7PCa2vPbCVcYpWPUSvN8SfnkQSsww9C146iiM/uy6C1dlZWXMmzePgoICGhNFUSYMezACk3fVKjoWl1l5cPZuSiw2vp7aEUNmGklPPY2mSSgv905Go9Lyfp/30aqu3amTQgghblzGAUFo/J3JXnISa/4FBSC6PgxN+sHKFyD9RIVDCoWCQfc9jJufH79//C6F5qoXGTN6GRh8TzhZSQWs//FonW65o1AoGDFiBGFhYSxfvpwjR47UWlsSsOqA3W5n3czPKSstYfADj6G8xiqvXeuUSgV9W/jw7R0d2fJcfx7t14zDSWbu+X4Xvd5ezyfrTpKWV1zpuuJT2Y7KgPOOo9Sp8Lq7Dd73RqCtYknvBsFaBkd+he9vgk+jYMeX0LQf3LHMsb6q64NgcK/vXtY4m83GL7/8QkJCAmFeXcg+Df2mtKRRM7cqXW+323nll0PsT8jl/QltaWLSkDD9cewWC/PvDOFYYTRv934bfxcZiRZCCHFtUqiVeNzaAluRheyfT1UMO0oljPkStE6w+G6wlFS4VmtwYuTjz1OUZ2blZx9Uaz1WUGtPuoxuwqldaexbG19Tj1MlKpWK8ePHExAQwOLFi4mJiamVdiRg1YHj2zZzaud2ut8yGc/GgfXdnRtaIzcDTw5uwdbn+/PF5A408Xbh/TUn6P7meh6as5s/T2VQmpRP+qxDZHx7CFtBGe4TwvB5tD36sGsoiOQmwvr/wodtYMHtkHUG+r8MTxyBW/4Hob0a/IbAV2Pjxo0cPnyY1iEdSd+nImpoMC27Vj0Mzd4Rx8LdCTzWvxlDwv1I/c9/KD50iNOPjmBewR883O5hujfqXotPIIQQQtQ+jZ8zpsHBFB/OpHBvWsWDrn4w+nNIOQjr/l3pWp+QJvSdei/R+3aza9nP1Wq3w5Bgmrb3ZtuSU8Qfy7r8BTVIq9Vy22234e7uzk8//URqamqNtyFrsGpZoTmX9bO+xK9pczqOHFPf3RFnaVRKhkX4MyzCnzPp+fz0VxwbdyZy6GAOAWiwaJS4DAzCu08gCs018jmEzQZn1sPOWXBihWNhavNB0PEjaH7t7Vl1pfbv38+mTZtoFtyKtB0GmrX3pstNTap8/c6YLF5beph+Lbx5fGAY2QsXkrNwEdapN/OS8ld6N+rNfZH31eITCCGEEHXHpVcARUeyyFl6Gl0TN9Ruur8PthgKne+HbZ86ZsA0G1jh2raDhxN/+ACbf/qexi1b0yisVZXaVCgU9L+jFVkphaz+5jC3vNgRo2fVpvDXBCcnJ6ZMmcLMmTOZPXt2jd//GnnneO1aP+tLSgoLGfLAdJSqG+MN7rUmxFnHwwoD31kMDFXq2GBUMrosl14bj/D0zwfZE5ddp3OEq60gE7bOgE86wOxxEL8DekyH6ftg8kJoMeyGCVexsbEsXbqUxv6B5O/zwSfQyIC7Wle5dH5KbjEPzt5DgLuBjya2p+TwIVL//Trarp14otlf+Dr58kbPN1Aq5KVTCCHE9UGhVOAxIQxsdrIXnai8GfCgf4NPa/j5QchPr3itQsHgBx7D6OXNshnvUJRf9e1xtHo1wx+IwGa1sfKrQ1jqaA/Tc9zc3JgyZUqtbEAs7xJq0cm//uT4ts10GzcRr6CQ+u6OuIC9zEbepgSS391F/uYEnCK9afRsR+54sSfzH+vFLR0DWHkombGf/8mIj7cwZ0cs+SWWy9+4LtjtELcdFt8HH7SENf8CV38YNxOePAIDXwX3kPruZZ3KzMxk3rx5GI0mVDFN0Ru0jHgoEo22auGyxGLlwTm7KSy18PXtHXEuzidh+nRUXl58dJOSrNIcPuz7ISadqZafRAghhKhbak8DphFNKDmVQ8H25IoHNQYY961jz8xfH65Uul3n5MzIx5+nIDubVV98VK0Ppd18nRh0dzjpcXn8Mfd4nX+g7evry7Rp02r8vhKwaklRnpm1336Od0gTOo0eX9/dEeex2+wU7E0j5f1d5C6PRhvo6qgMOKEFajdHZcDWjYz85+YIdrw0kP+OaYMdeOnnQ3R9Yx0v/3KQo8nm+ul8SR7s/Ba+6AGzhsCJlRB1Jzy0He5eARHjQa277G2uN0VFRcydOxcAz4JIygpgxEOROLtV/Wfx6tIj7I3L4b1b2tLcy4mkp57CmpHJ1oe7szFvNy93fZlWnlWb+iCEEEJca5w7+6Fv4U7uimjK0i/Yp8o3HAb/B06ugr++qXStX9Pm9JlyF6d37WDP8qXVajck0otOI0I4tj2FQ38kXs0jXBEPD48av6eswaolG7//huL8PMa9+G9UavkxNxTFJ7IdLxzJBWgau+A+vjn6ZpcuXuGiUzO5SzC3dQ5ib3wOs7fHsmBXArO3xxEV7M7kLkEMj/BHX9ubDKccgl0z4cACKM0Hv0gYNQPajAfdNVTVsBZYLBbmz59PdnY2Ld17kX7ExrBpEXgHuVb5Hj/9FcdPf8XxYN+mDI/wJ+2DDyn4cxu5T07h/YJ5jGs+jjHNZQ2lEEKI65dCocB9XHNSPtxD9oITeD/QFoXqvCn2ne+DU2sd+2OF9HCErvO0H3YTcYcPsmnOdzRu0Qq/ZmFVbrvTiFDS4/LYsuAkngEuVa7621DJCFYtOLNnJ0c2b6DzzbfgE1L1xfWi9pQm5pP+7UEyZh3CVmzBY2ILfB5u94/h6nwKhYIOQe58MKEdf704gJdHtCK7oJQnF+yn65vr+O/vR4jOKKjZTpcVw/558O0g+LIH7JsLrUfDveth2ibHyNUNHq7sdju///47MTExtAnsRvphO93GNKVJO+8q32NPXDb/9+thejX34unBLchbu5bMr79GffMwnnT5nVYerXihywu1+BRCCCFEw6Ay6nC/uRml8Xnk/XFBCXWFAm7+HAxusOgeKCu64LCCIQ9Ox9ndnWUz3qa4IL/K7SqUCgbe1RpXLz0rvz5EfnbJ5S9qwCRg1bDignzWfP0JngFBdBlza31354ZnySoma94x0j7ZS1lSPqaRTfB7qiNO7XyqXPjgQm5OWu7t1YR1T/Vh7r1d6N7Uk++2xtDvvY1M+XYHKw8lU2at+n4QlWSednw69EEr+HkaFGXBkDfgyaOOF7aAqOu6xHp1/Pnnn+zdu5fwph1I3qGiVXd/2g8KqvL1aXnFPDh7N74mHZ9Mao8lNoak519AG96af3WORaFQ8EHfD9Cpbrxpl0IIIW5MTm29MbT1xrw2jtLEC0KSsxfc/AWkH4XVr1S61uDiysjpz5GXmcHqrz6u1poqnZOGYQ9EUFZiZeXXB7GWXcV7qXomc9dq2B8/zqIgJ4fRT7+MWqOp7+7csKwFZeRtiCd/WxIoFLj2DcC1TyBKQ839lVcoFHRv5kX3Zl6kmYuZvzOen/6K44HZe/Bx1TGxcxATOwXSyK0KZUetFsd6ql0z4fR6UKig5QjodA+E9pFAdRFHjx5lzZo1NAluTvoOFxo1d6PPbS1QVPFnVWqx8fCcPZiLLCx5qDtGexkxjz2GQqNh/u3BHM5Zy6cDPiXANaCWn0QIIYRoWNxHN6XkTC5ZC47j+0j7ilvWNBsA3R5xlG5vNtBRyv08jcJa0nPi7Wya8x37Vy+n3ZARVW7Xs5ELA25vxapvDrF5wQn6Tm5ZU49UpyRg1aCY/Xs4tGE1nUaPr9a8U1Fz7GVW8v9MwrwhHnuJFacOvhgHB6M21e4IhI9Rz6MDmvNQv2ZsOJbGnB2xfLL+JJ+uP0n/lr5M6RpE7+beKC8cNTMnw57vYff3kJcExsbQ7yVoPxWMVd8Y90aTlJTE4sWL8fP1p/RIY4zuOoZNi0Clrvqg/H9+P8LOmGw+ntSeln6uJD31FCWnzxDz2u38lDObB9o+QO+A3rX4FEIIIUTDpHTS4D6+OZnfHSZ3TSxuw0MrnjDgXxD9B/z6EDz4p2NT4vN0HDmG+CMH2fjDN/iHtcQ3tGmV224W5UN6XBB7VsXhE2KkdY9GNfFIdUoCVg0pLSpk9def4N4ogO7jb6vv7txw7DY7hXvSMK+JwZpbir6lB6ahIWj8nOu0HyqlgoGtfRnY2pf4rEJ++iuOBbviWXs0lUAPA7d1DuaWqEZ4pW13jFYdWw52KzQdACPeg+ZDQCX/LP9Jbm4uc+fOxdnJGafUVpRaYcTDkehdqj5ivGBXPD9si+X+3k24qW0jsr7/HvPyFdimTeal4vl0b9SdByIfqMWnEEIIIRo2QwsPnLv4kb85AUMrD3Sh521TotbBuFnwVW/4+QGYsgSUf3/IqVAqGfrQE/z43GMs++gtprw5A52TU5Xb7jK6qaN0+0/H8Wzkgm+osSYfrdbJGqwasmnO/8jLzGDIA9NRa7X13Z0bht1up+h4Fmkf7yF70QmUrlq87ovA687wOg9XFwr0cOLZoS358/kBfDKpPS2MZWSseZ+899rBjzdTdmYL9m4Pw2N7YeoSx5RACVf/qKSkhLlz51JaWkpjRRQFaVaG3N8G92r8We+Pz+HlXw7Ro5knzw5pQeHOnaS+8y66/n14MmATXgYv3ur1FqobZHNmIYQQ4lJMw5ugcteTtfAEtgv3AvUOg6FvwpkNsP2zStc6GU2MeOwZctNSWfPNp9Vaj6VUKhh8TxucTTpWfHWQQnPNbwZcmyRg1YC4QwfYv2Y5UcNvonEL2SenrpQm5JHxzUEyvzuMrdSGx20tHZUBm7rVd9f+ZrejTd7NqDP/5tv0qbyimYPKxYfneZQ2uR8y+NBA/ndUQW5RWX33tMGz2WwsXryYtLQ0Wvl2J/24hd6TwghsWfX9KzLyS3hg9m68XXR8MqkD9owMEp54Ek1gIB8Ns5BenMEHfT/AXV+16pJCCCHE9UypU+ExIQxrdjG5v0dXPiHqTmg5Eta+Bsn7Kx0OaNWGHhOmcPzPTRxcv6pabetdNAybFkFxQRmrvjmE9WoKiNUxCVhXqay4mNVff4ybrz89bp1a3925IVgyi8j86Rhpn+6jLLUAt1FN8HsyCqdI7yoXOKh1Jfmw6zv4qhfMHAhHf4P2U+CBrQQ9s5n/e/E1Xh/fESedmld/O0LXN9bx3KIDHEjIqe+eN1irV6/mxIkTtG3WjaSdNtoODCS8V+MqX19mdRS1yCoo5aupUbhrIPHxx7EVFrL14R5syNrB852fp41Xm1p8CiGEEOLaogsx4dI7gIK/Uig6llXxoEIBN30Czt6O0u2llbes6Tx6PMGR7dnw3dekx8VUq23vIFf6TWlJ0skc/lx86iqeom5JwLpKW+b9QG5qCoMfeAyNTl/f3bmuWQvKyPntNCkf7Kb4SCau/QLxe6YTLj0ao6hGcYNalXoEfn8a3m8Jyx4Hux1GfABPHYORH4Cf4827QatiQsdAfn24B7890pPR7RqxdH8SN326lZs+3cL8nXEUllr+ua0byM6dO9m+fTutm7UlaauGkAhPuo9tVq17vLH8KDuis3hrXARtGptIfeddivbuxfzUFN7PWsBNTW/ilrBbaukJhBBCiGuXaVAwal8nshefwFpwwawbJw8Y+xVknoKVlfeNVCiVDHv4SXTOziz78C1Ki4sqnfNPWnTxI7J/AAfWJ3B8R8rVPEadaSDvSq9NiceOsGflb7QdPILA1hH13Z3rlq3UinlDHCnv7CT/zySco3zxe6YjpiEhKPUNYM2SpQQOLIRZQ+GLbrDnB8d6qnvWwANbHKXWda6XvDwiwMRb4yLZ8dIA/j06nOIyK88tPkiXN9bx6tLDnEzNq8OHaXhOnTrF8uXLCQlqQs4udzz8nRl0T3jlioz/YMmeBL7bGsPdPUIZ0z6A3KVLyZ49G+3k8TypWkxz9+a83PXlhjMCKoQQQjQgCrUSj1tbYCu0kPPLqcrrqUJ7Q88nHJWRj/xa6XpnN3eGP/oMWcmJrJv5RbXb7z6uGY2au7Fx9jHS4xv++6IG8O702lRWWsKqL2dg9PKm9+Q767s71yW7zU7h7lRy18RiM5eib3W2MqBv/RavKJcd45gGuHc2FGaAeygMeh3aTQZnz2rfzqjXcHu3EKZ2DWZXbDazt8cyd0cc//szhs6hHkzuEsTQNn7o1DdO8YW0tDQWLlyIl5c3ijMhqLVKRjwcibYawfpQYi4vLDlI1yYevDC8JcXHj5P8r/9D3zGKFyOPYyuw8WHfDzGoq7BfmRBCCHGD0jZywTgwCPOqWIr2p+PUzqfiCf1ehDMbYelj0DgKTBX3kQxqE0m3cRPZtugngtq0JbzPgCq3rVIpGXJfGxa8sZMVXx5kwgudqlU9uK7JCNYV+nPBHLKTExl8/2No9fLGrCbZ7XaKjmaS+tEeshefRG3S4T0tEq87wus/XNmsjtLqs8fDjHbw5ycQ1NVRnvTRPdDjsSsKV+dTKBR0CvFgxsT2bHuhPy8Ma0lKbjHT5+2j+5vreWvFMeKzCmvmeRowm83GnDlz0Kg1eOZHUpRrY/iDEbh6VH0qblZBKdN+3I2Hs5ZPb+uAsiCfhEcfQ2U0Mn9KIIdyjvKfnv8hyBhUi08ihBBCXB9ceweiDXIl+9fTWHNLKh5UaWDct2Atc5Rut1krXd913EQCwyNZO/NzMhPiqtW2k1HLsGkRFOSWsHrmIWy2qlclrGu1HrBSClP47tB3rIxeyb60faQUpGC9yA/8WpJ86ji7l/1CRP/BBEe2q+/uXFdK4sykf32AzO+PgM2Ox+RWeD/UtuLeC/UhLxX+eBc+ioR5kyD1EPR5Dh4/CBPnOHY1V9b8PydPFx3T+jRl49N9+eHuzkQFu/P1ptP0fncDd8z6izVHUrFcQ1V1qiMrK4uCggKaunYlM7qUAXe0wq8afw8sVhuPzN1Den4JX06JwtNJQ9Kzz1GWnMzpZ8YyJ3UZ97S5h/5B/WvxKYQQQojrh0KlwH1CC7DYyFp8svJUQc+mjn09YzbD1o8qXa9Uqhj+6NNodHp++/AtykqKq9W+b6iRPhNbEH80mx2/nr6KJ6ldtT5FMKc4hw92f1DheyqFCl8nX/yc/cr/83f2x9/Zv/z3Rq2xQa6HsJSVseqLGTh7eNBn6j313Z3rhiWjiNxVMRQdzEDposFtdFOcO/uhUNXjIKvd7niB2DkTji0DmwWa9HXs+dBimOOTmjqiVCroHeZN7zBvknOLmPdXPPN2xnHfD7vwN+mZ1DmIWzsF4mu8tgutFBcXExsbS1JSEmVlZbQN7UXc5lI6jwqleUffat3rnVXH+fN0Ju+Oj6RtoBvpn39O/saN8NR9vJz7I138uvBI+0dq50GEEEKI65TGy4BpeCg5v56mYEcKLl39K57QdhKcWgvr/wuhfSCgY4XDLu4eDH/kKRa/+X9s+N/XDJ72WLXab92zEWmxZvasisM7yEizKJ/LX1THaj1gtfRoyQ+TfiClIIXkgmSSC5JJKUgp//2B9AOsjl2NxVaxYpqT2qk8eF0shPk6+6JT6Wq7+5VsXzyPzIQ4xjz/f+icGshaoGuYNb8U87o4CnakoFArcB0QhGvvxih19bg8sCgb9v0Eu2ZB5kkwuEOXB6Dj3Y5PZuqZv8nAE4PCeLR/M9YeTWPOjlg+WHOCGetOMri1L5O7BNO9qWe1ikDUl+LiYuLi4oiJiSEmJobk5GTsdjsqlQonvQtxm62Edfal4/CQat136f4kvt50htu7BXNLx0DyN28m45NPMYwcyoPuqzHZTbzd+23USlmGKoQQQlSXcxd/io5kkvv7GfTN3FB7nbdcRqFwVFCO3wmL73EU/Lqg2FdI2w50ufkWdvy8gMDwSFr17Fut9ntNCCMjIZ91PxzF3d8Jz0YuNfBUNadO3l24aF1opm1GM/eLl1W22W1kFmVeMoQdyzpGZnFmpes89Z7/GMI8DZ4oFTU3ApIafZq/fl1I6979adK+U43d90ZkK7WSvzmRvD8SsFusOHfywzgwGJWrtv46lbgbds6CQ4vBUgQBneDmLyH8ZtA0vHV2apWSoW38GNrGj5iMAn76K44Fu+JZcSiFUC9nbuscxPioANyd6/FneoF/ClQBAQH07t2bkJAQAgICWLN0E35NTPSb2rJao9lHksw8u2g/nULceXlEa0oTEkh8+hl0Yc2ZMaCElPRUvhv6HZ6Gq1srJ4QQQtyoFEoF7uPDSP1wN1kLT+A9LRLF+R/sGtxg3Dfw3TBY/gyM+bLSPbrfMpmEo4dY881n+DZpjkejqu9tqdIoGTYtgvlni17c8nxHdE4Np+iFwl5p8mTNGjt2LEuWLLnq+5RYS0grSKsQwM4PYkkFSRRZKtbVVyvV+Dn5XTSEnfvVRVu1xGu1lDHnxScpzM3hjvc/x+By6bLb4tLsVjsFu1Iwr43FlleGPtzTURnQ26l+OlRa4AhUO2dC8j7QOEPkLdDxHvCPrJ8+XYXiMisrD6UwZ0csO2Oy0aqVjIzwZ3LXIDoEudf5tNt/ClSNGwfg59UIN4MvOpuRgqwycjOKMWcUUZBTwpwdb7Bi9W84GaseEHMKSxn16RZKLTZ+e7QnXhqIue02yhIS2fnfW3g76Xue7/w8k1tNrsWnFkLUl5p6zyGEqJrCvWlkzT+OcWgIxr6BlU/Y8Cb88RaMmwkR4ysdzsvM4IfnHsPVw5Pb/vM+am31PhROOpXDrx/sJSjcg+EPXhDyqqGmXzuumfkxOpWOQGMggcaL/OHhqDxnLjVXGPk6/9fdqbtJLUzFaq9YYMNV44qvs2+lNWDlUxGdfNGoNPz1yyLSY6O56emXJFxdAbvdTvGRTHJXxmBJL0IbbMQ0pTW6YGP9dCj9uCNU7Z8HJbng0xqGvweRt4K+nvpUA/QaFTe3b8zN7RtzLMXM3B1xLNmTyJK9ibT0c2Vy12DGtG+MSy1NwbxUoFIqlLg5exNgbIW62IQlW0/RX1aiAcgCstDqVRi9DXg2cqZJOy/cY5yqFa6sNjuP/rSX1NwS5k3rireLjuQXX6LkyFEK3nicd5M/Z1joMG5reVutPLsQQghxozG088ZwOAPzmlj0LTzQ+l+wfKb3M3BmAyx7wjEzyD24wmFXTy+GPfQEP7/9Ght/+JaB9z5UrfYbNXOjxy3N2Tz/BDuXx9B5ZOjVPlKNuGYC1uUoFApMOhMmnYkWHi0ueo7VZiW9KP2SIexQxiGyS7Ir3hcFTUp96LFeT3EzV35lK35HTlcIYx56jwZZkKOhKIk1k7s8mtJYM2pvA55TW6Fv7Vn3PzNLKRz7zTENMHYLqLTQerRjtCqoq2PO8HWkpZ+Rf49uw3NDW7J0fxKzt8fyyi+HeGv5UUa3b8zkLkGEN7q66oyF+UUcP3KK06eiSUyOJycvAzt2QIG2zIihJBBNqRuaUlcUChVqNx0mbwPGNgaM3gZMXgaMXgZM3gZ0zuoKfyeUP1bvz+O91cfZfDKDt8ZG0CHInex588n9+Wf0993OtNI5NDE14dVur8q/VSGEEKKGKBQK3G5uRknMHrLnH8fnkXYo1Octz1GpYew38GVPWHIf3Lnc8b3zNOnQiY6jxrLrtyUEhkfSolvPavUhom9j0mLN7FwWjXeQK6GRXjXxaFfluglYVaFSqspD0aUUWYpILUj9O3zlJZH33R/YtMXsjcgj/vh8iq0VS0rqVDp8nXwvuRbMz9kPJ009TYGrR2XphZhXxlB0OBOlqwa3Mc1w7uiHQlXHb3CzYx07i+/5EQrSwC0YBr4G7aeAc/3/I6xtzjo1kzoHMbFTIPsTcpm9PZbFuxOYuyOO9kFuTO4SzMhIf/SayhsY2+12igvKyE0vwpxRRFaKmfjEBNKykjAXp1GiMIMCsCvQlLnibA3CzckXX28/3L1dHWHKy4DRS4/R04BKUztVIX8/kMwXG09zW5cgJnYOomj/flL++1+cevXkxRYHKTWX8kHfD27If4dCCCFEbVK5aHEf25zMH45gXhuHaWhIxRPcg2Hkh46CF5vehX4vVLpHz4m3k3jsMKu/+hjf0Ka4+flXOudSFAoFfW9rQVZSAWtnHeaWFzrh5lu//7+/oQJWVRjUBkJMIYSYQgDY8ctCtqQVMvLx53iuWy/sdjs5JTkVCnKcC2TJBclsT95OelE6NnvFvYlMOhN+ThcpyOHij5+TH95O3tdNRTNrXinmtbEU7ExBoVZhHBSMS6/GKLWV38DXGpvVUSJ050w4udoxOhU21DFa1bR/rexZ1dApFAraBbrRLtCNV0a0ZtGeBObsiOXZBfv56JcjjGjiTTcfE9piG7kZjkCVnZ5HkS2bUm0uZdocLJo8UDhGdl0NngR6RBIYEERosxA8/VxxMmrrfIToeEoezyzaT4cgN/5vVGssmZkkPDYdja8v82/150Diz3zQ9wNCTQ1j2oAQQghxvTG09sSpoy95f8Sjb+VReQlIxHjH+7JN70DTfo6ZQ+dRqdWMnP4cPzz3KMtmvM3Ef7+LWlP1ohVqrYqh09qw8M1dLP/yIOOfi0Krr7/31dfHO/pakpkQz7ZFc2neuTthXR3DlQqFAne9O+56d1p5trrodWW2MjIKMy5akCO5IJk9aXswl5orXKNUKPFx8vk7hLn4VQhk/s7+mHSmBj29yVZiIW9TIvmbE7Bb7Dh38cc4IAiVSx1WsctPg70/wq7/QW4cuPhC76ehwx3gdvH1ezeCksIyzBnF5SNRuRlFeKUXcVeWFrPZBnYgPZtDigxKtLnYXfOw6c0UueVgx7GGytfXnyZN29K0aRMCAgLQVnMham3ILSzj/h934axT88WUKLTYiXvyKaw5OcS99yA/Jn7KHa3vYFDwoPruqhBCCHFdcxvZhJJTOWQtOI7v9A6VP1gf/i7EbYPF98EDmx2VBs9j9PZhyIOPs/S9/7J5znf0u/P+arVv9DQw5N5wls7Yx/ofjjLkvjb19r651gOWvbiY0oQEVEYjShcXFNfIyIHNZmXVlx+h0ekZcM+D1foD0ig1+Ls4RqcupbCssFJZ+nO/Hs48zNq4tZTZyipcY1Abyqcinhv58nP2q/C1Xl33G83arTYKdqZgXhuHLb8MQ4QXxiEhaLzqqLS53Q6xWx2jVUd/A1sZhPaGwa9DyxF1uiFwfbHZ7ORnF2M+W4XvXJAypzvCVElBxX3m9C4aTN4GvEKccW9lpcCaSWpOMlnZaYAdq11BrtUVv4DWDOzchnYtmzaIQHU+q83O9Pl7Scop4qf7uuJr1JP67rsU7tiB8uXpvJw2kyjfKB6Pery+uyqEEEJc95R6NR4Twkj/5iC5y6Nxv/mC7Zl0rjBuFswa7Ch6MX5WpfXvzTt1o8Owm9izYikB4RE079StWn0IaOlBtzHN+HPJKfaujqPDkODLX1QLaj1glZw+zemBZz89VihQurqiMhodgevsryqTEaXreV+f+76x4teKagwVXq29K34j+eRxhj3yFM5u7jV+fyeNE03cmtDErclFj9vsNrKKsypMPzw/hG1O2Ex6UXql6zz0HpVDmMvZkTAnP7wMXqiUNTNVz263U3QoE/OqGCwZRWhDjZhub40uqI6q8BXnOqoA7poF6cdAb4LO9zk2BPZqXjd9qEOlxZbyAHV+iMpNLyIvsxib9e8dF5RKBS6eekzeBpoFGx3FJLz16E0q8oozSEiKJybmOEeSkrDZbCiVSho3bkx4m54EBYcQU6xj3q5kvjmexrenz9C/ZT6TuwTTO8wbVQPZwPijtSfYeDyd/9zcho4hHphXrSZr5iycJ4zjIedlOJc5827vd6+bqbdCCCFEQ6dr4oZLj8bkb0nE0NoTfdgF76EDoqDfi7Du39B8ELSrXNm395S7SDx+lFVffIRPcBNMPr7V6kO7QYGkxZnZ/stpvAJdCGpd9/te1vo7D21QEP4PPoTVnIvNbMaaa8aaZ8aWa8ZqNlNy5nT51/aSkn+8l8LJyRG2XF1RmoyojKaKXxuNKI2ujq9NRkeYMzm+r9DrqzwKlZ2SxJZ5P9KkQ6dq7yxdU5QKJV4GL7wMXoR7hV/0nDJrGamFqZU2Zk4uSCYuL44dKTsoKCuocI1aocbX2dcRwlz8y4OXv4t/+fdcNa6X/VmVROeSuyKa0rg81D5OeN7eGn2rOqqmmLQPds2Eg4ugrBAaR8HozyB8LGiv3SIGdpudQnOpY/3T2ZEn83khqiiv4oim1qB2jEIFuNK0vbejmMTZynwu7jqUKiWlpaVny6afYPfuGJIuCFQ9evQgJCSEwMDACiNUzYFBbQJIyC5k3l/xzNsZz9qjOwlwNzCpcxATOgbi7aqr45/Q31YeSuGT9aeY0DGAyV2CKDl9muQXXkAfGcmMnnkkpCQwc8hMvJ28662PQgghxI3INCSE4hPZZC06gd/jHVBeuAFwj8fh1Hr4/WkI7AKeTSscVqk1jHz8OX587jF+n/EOt772Nip11SOLQqGg/9RWZCUVsPrbw0x4sRPGuppVda4PDWmjYVtJiSOEnQ1itry/v3YEtDzH7y/ytS0//x/vrdBoLj4ydsHomcLVld9X/UpmRhqTn3sVU2DQNTW18UJ5pXmVNmU+f0QstSAVi73i9DFnjXOlka/yMFbogW5TIaXHclAatZgGBePUwbf2KwOWFsLhJY5pgEl7QOPkWDDZ8W5o1L52265BllIr5syLTeNzfM9a9ndxFIUCXNz1GL31Z0eg/i5pbvQyoHeuPKJbWlpKfHx8+T5UiYmJFQJVSEjIRQPV5ZRabKw5ksqcHbH8eToTjUrBkHA/JncJpmuT2gnWl3rtOJWWx+hPt9LMx4X507qhKSkmZsIErLm57HpjAm/GfMPTHZ/mjvA7arxPQoiGTTYaFqJhKE3II+3z/RgivfCc2LLyCbkJ8EUP8GgC96y+6HKO49u2sOyjt+g4aix9ptxd7T7kpBWy6K1duHjoGfdsFJp/KLZ2XW80rNTpUHp7o/au/qfOdosFa17e2YCW9/eI2flfnz96lp1NaVys4+u8PLA6NiCO8TSSHOBNRHwaqeNuIRVAqfx7amOFETPXs0HtvBGzC0fPXF3rdGrjhVy1rrhqXWnufvEpc1ablczizEuGsKOZR8kqzsKjzMSUjBEMzulOjrKEZY22si/4DF4F3vjt8asYws7uDaZU1EAozTjpmAK4b45jSqBXCxj2jmND4AsWRzYEdrud4vyyCtP3/v61mIKciqO0ap0Kk5cBNx8DQeEe5UHK5GXA1VOPSv3PP8N/ClSNGjWie/fu5YFKp7vyESetWsmISH9GRPpzOj2fuTviWLQ7gWUHkmnq7czkLsGM6xCA6cJPqWqYubiM+3/cjUGr4ospUejUShKfepHS2FiK3nuWd2I/YFDwIG5vfXut9kMIIYQQl6YNcMXYPxDz2jgKW3viFHnBe3tTANz0MSy4HTa8AQP/r9I9WnTrSfzh4Y79sVpH0KRDp2r1wc3HiUF3h7Pss/1snH2MgXe1rrOiFw0qYF0NhVqN2t0d3Ku/Xsput2MrKCQ7+jSr33mVAP8Aut47vXyUzJZ3bhTt7xGzkrRT5V9XeWpjtdaeOQJcdaY2XgmVUoWPkw8+Tj5EekdWOm4rtpCzMZaCLclgs5MWXsT+sFjMVgWGAidO55xmS+IWiixFFa7TKDUVpiFebEqis8a5UnsAWMvg2O+OaYDRm0CpgdY3OUargnvU+4bAVouNvKziCtP3zq/QV1ZirXC+s0mL0dtAYEv3SqNQBldNtf58LxWoFAoFjRs3rrFA9U+aervwysjWPDOkBcsOJDN7eyz/XnaEd1YdY1RkI6Z0DSYyoOYrXtpsdp6cv5+4zELm3NuFRm4GMmfOIm/1apwef5AHzbMIdA3k9R6vN+hqm0IIIcSNwLVfIEXHssj55RS6EBMq4wUzZ1qPdlR53vKho3R7aO9K9+h7+70knTzGis8/5Pa3P8bVs3r7lwa38aTLqFB2LI3GJ9hI2wF1U1H6uglYV0OhUKB0dmLDL/NRKFUMe/ZljF4+Vb7eVlKCNfciI2bnvj4Xzs6OnpUlJlJ87Ci2XDO2goJ/vLdCo0F5dh3ZJUfPKo2knQ1szs5XPLXRbrFRsCMZ8/o4bAUWnNp6YxocTKCngagLz7XbMZeaL1kVcWfKTtIK07DaKwYPV61rxU2ZVQb8Uo7if2Yzfnnp+Dg3RjPgX9B+KrhU/c+jJhQXlF1yGl9+VjHnT6xVqZUYvRwFJRqHuVUIUEYvPeqr2P+rtLSUhIQEoqOj6y1QXYpeo2J8VADjowI4lJjLnB1x/LovkYW7E2jT2MjkLsGMbtcIJ23NvMx8sv4Ua4+m8uqo1nRp4knB9h2kvf8+zoMH8XLQTgqzC5k5ZOalg7sQQggh6oxCpcRjQgtSP95L9pKTeN5xkRGkoW9C7J+wZBo8uBWcPCocVmu1jJz+HLNfeJzfP36HCf96E6Wqeu+rooaGkBabx9bFp/AKdKHxhYU3aoEErLMOrl9F3KH9DLz3oWqFKzg7tdHHB3yqHwIqTm08b+3Z2VBW4WtzLtasbEpjYrHl5jqmNtpsl775+VMbLzZidjaInT9ipnR1pTRZQf6WNKxZJeiamDAND0Ub4HrJZhQKBSadCZPORAuPFhc9x2KzkFGUUWlPsOT8ZFKzT3IgYSs5nA1gblpwa4wCBd4py/HbtOfvEHbeJs1+zn6469yvaLTCZrOTn1V80REoc0YRJYUV16UZXDUYvQz4NTFh6uJXIUQ5m7Qoaqiy3rlAdW6EKiEhoTxQNWrUiG7duhEaGlovgeqftGls4s2xEbw4vCW/7E1k9vY4XlhykDd+P8qYDo2Z3CWYFn6X/jt0OeuOpvLh2hOM7dCYO7qHUJaSQuKTT6INDWXheF/2Rm/gnd7v0NSt6eVvJoQQQog6ofFxwjQ0hNxlZyjcmYpzZ7+KJ2idYfxM+GYALH0Ubp1daaaSR6PGDLrvYZZ/8h5/LpxDz4nVWwagUCoYeGdrFr61i1XfHOKWFzrh6lG72xpJwALMGen88eNMAsMjiRwwtE7bvvqpjQWOsFXV0bOU1PKv7aWlFe6n8gpDFz4OlXso1txEyk4vo2hHEnm/nxs9OzuSdrG1Z2ePlY+e6Sv+xVUr1eXhqB3toCAD9s6GQ5sgOwacvSlsdxupLYeQrFJUWgt2POs4G+M3UmKtOB1Tp9JVCl3nfvVS++BUYKI0hwrhqbysue28suYqBa6ejmISviHG8nVQjil9+lrbDbysrKzClL+LBaqQkBCCgoIaVKC6FFe9hqndQpjSNZg9cdnM3h7HvJ3x/LAtlk4h7kzpGszQNn7o1FX/9OlMej6Pz9tHm8ZG3hgTgb2sjITp07EXFxP9/C3878x7TG41mWGhw2rxyYQQQghxJVy6N6L4SCY5y86ga+aG+sJw49/WsQZr9cuw53uIurPSPVr17Ev84QPs+GUhAa3aENK2Q7X6oDWoGfZABIve2sXKrw4y5ukOqDU1s23RxdzwActut7P2m0+x2WwMnvbYNVUtUKFQoHJxQeXigqZx42pfbysuxmo2UxqTSf62bMqSrSi0NjReGRCQiT6oDVZzkGP0LDeXsoQEis9+bSss/Oe+abUV15SZHCFNpShCmXcClfk4KnUpysYtUbWdgqrNEDTungSZTIQ4O190VMput5Ndkn3e6FcKqemZZKflkX+mjJwcJXn5BaQUZ2MqVmGwFFe43qotxW4sReemwNhUh6evkUb+3gQ29sXk6YyyDvZ3ujBQJSYmYrVar9lAdSkKhYKoYA+igj14ZWRrFu2OZ86OOKbP24eHs5ZbogK4rUsQwZ7/PJ0vv8TC/T/uRqNW8uWUKPQaFcmv/Yfi/QdQv/EiL8V9SlvvtjwV9VQdPZkQQgghqkOhVOA+IYzUD/eQteA43vdHVp750/VhOLUOVjwPQd3BO6zSffrdeT/JJ4+z/NP3uf3tj3HxqN7+Vh7+zgy8szUrvjrIpnkn6DelZa2t2b7hA9aRTeuJ3rebfnfej5uv3+UvuI7YShTkbcqhcHcGCp0K49AQXHs0QlGFRF8+tfG80TOb+YKvz1ZotGVnYY09TmlWOrZiC9YyBdidAWcgFX6eBcz6++ZKZfmIGa5ulJgaUeTsS5HOg0KVkQK7MwUWHQXFfuht/vifvUyhAGd3HQZ/FQpjGaXOBeQbssnSpJCkiiWpLJ7kgmTySvMcF6Q5/lMdcBT6uNhI2LmvjVrjFf0jLCsrK5/yFx0dXSlQde3atXwNlV5fu8PV9cXDWcv9vZtyb88mbD2dwZztcXy7JZqvNp2hd5g3k7sEMaClD2pV5Q83nlqwj+iMAn68pzMB7k7k/PwLOT/Nw3jXHTykXIReref9Pu+juUh5VyGEEEI0DGo3PW6jmpK96AT5WxJx7R1Q8QSlEsZ8CV90h8V3w73rQF3xg2aNTs/Ix59n9ouPs/yT9xj/yn9QKqs3CtWkvTdRw4LZvSIWn2AjbXpXf4CiKm7ogJWflcmG77+mUYvWtB8ysr67U2dsxRbyNsaTtyUJ7HZcejTGtV8gqovsq3QpVZramHzAUWL9wBoILQD/dtDpHuytx2ArA5vZjCU3l4JUM7kpZsyZJZizy8jLs5FfrKKgTEex/WzoKHP8p7IWYyjKwFCUgVtRBvriDAxF6RiKM9EXZ6K021A6O19k9MyIytgJpcmI1UmHWWcnW1tKurqINGU+SYpcYq1ZHMo4xNrYtZTZKm7qa1AbKoQuX2ffSuvCdCpdhUB1bsrfuUDl7+9Ply5dykeortdAdSlKpYJezb3p1dybVHMx8/6K56e/4pj24278jHomdg5kYqcg/EyOn0t6Xgl7Dqfy8ohWdG/qRfGRI6S8+ipOXbowo1M6MQkxfD3oa3ydq7fDuxBCCCHqnlOUD0VHMsldFYO+hTsa3wtmsbj6wejP4adbYd2/Ych/K93DMyCQgfc8xMrPP2T74nl0v2VytfvReVQT0uPy2Dz/BF4BLvg1MV3pI13SDRuw7HY7a2d+jrW0jCEPTL+mpgZeKbvFRv72ZPLWx2ErtODUzhvj4JDKc2GvRlkxHP7ZUWI9YSeo9Vhb30Jes9vJVTV1VONblvJ3ifOMYiwlVhx/FR1/HV3cdRiDDXifrcxnPG9vKJ2zGkpLHcVAykfMzBX3OSv/2jHCVhYX75jaaDZXmNpoPPvf+WURzk1txNUZi7OOYic1hXoFZp2NbE0pGapTpKj2sVOZT4EeCnUqVGpPnO3eeFn9MRWbUNodf5e07lp8W/kSEhxC62ataeTWqGb2BrsO+Br1TB/YnIf7NWX9sTTm7IhjxrqTfLL+FANb+TC5SzAp5mJGt2vEPT1DsebkkPDYdFTu7myb1o0VJz/l8Q6P08W/S30/ihBCCCGqQKFQ4D62mWOq4Pzj+DzUDsWF+322GAqd7oNtn0LT/tBsQKX7hPcZQPzhA2xbPI+AVm0IatO2Wv1QKhUMujuchW/uZOVXB7nlxertr1UVN2zAOvbnJk7v2kHvKXfj0ah2hgcbCrvNTtGBdHJXx2LNKkbXzA3TsFC0jV1q5v52OyUJJ8ndugTz4d2Yi1zIVQ/ErJ9OboEbBWvKsK/OB/YDoNYoy/eDatzCvTxEmbwdm+tedtGhXu8oouF7BVUby8oqVW20mnOx5eX9/fXZ/c+s5lwMuWaMyWa8z4U4hYJML0/SfAJJ8/Eh09MTm0qFwmbDLScHj6xTuOZloChIpUhdRoEBjulgtx6KDCpURiM6Nw+cPHxw9fTD3SsAT+9gfHxDaWQMwFV75ZX2rkVqlZLB4X4MDvcjLrOQuX/FsWBXPKsOp+KqUfHW2Eiw20l85lksqakUf/IKb596g36B/bi7TfV3dRdCCCFE/VG5aHEf04zM2Ucxr4/DNDik8kmDX4eYLfDzA/Dgn+DiXemU/nc/4FiP9cl7TH37Y5zdqlcsTu+sYdgDkSx+x1FZsKbdkAGrICeb9d99hV+zMKJGjK7v7tSq4lPZ5K6IoSwxH42/M+53t0F/BfX/bVYb+dkl5J7dE8qcUURuWiHmhFRysyyUWnVA57P/gcGoxeRkoFGwvkJJc5O3ASejtt42glVoNKg9PMDD4/In41hDlZiYSEJMDDHR0cSfN+XP19WV9i4uBGg0+FqsqD08sHl5lZfVL83NpiwnG1uyGfILUFosQNbZ/05VaMcGnNBCoUFBqZMWm7MehdEVldGEzt0DJ3dvXD39cfcKQGNyK6/geG7jauU1XBDjnCBPJ54f1pInBjVn+5ksPjjmjEGrIv3jTyjYvBmXl57m4bQvaeTSiP/2/K9sJiyEEEJcgwxtvHDq4EPexnj0LT3QBRkrnqAxOEq3f90Pfn0YbptfqXS7Vm9g5BPPM/fFJ1nx2QeMe+G1as9G8wpwof/UVqyeefhqH6mSGzJgrf/uK8qKChn64OPVXhx3rShNLiB3RTQlJ7JRuelwnxCGUzuff9yvqbTI4ghQ5+0NZU4vJDejmPwLy5orbRhV6RgVifi55GNsEooxsjumIH+MXgY0umvz53ouUJ1bQxUfH18eqPz8/OjcuXP5GiqDwVDl+9rtduxnqzaeGz0ry8khNyOR3Kwk8jNTKMrOoCw3B6vZjDKvEFViMuqTCRiKQVcGpUDqpe6v1YCrC2qjEa2bR3nwKt/zzHh2HZrJWHF9mtGE0tmpQYUVnVpFnzBvZigV5G3YQMbnn+N682j+5b0Fc4aZzwd+fsON9AkhhBDXE7dRTSk5nUv2ghP4PNYepfaC942+4TD4P7DiGfjrG+hyf6V7eAeF0O+u+1nz9af89esiuoyZUO1+NO/kS2FeKes+vdInubgbLmCd2LGVE9u30HPi7XgGBNV3d2qcJacY8+pYCvemodCrMQ0PxaVbIxQaJXabnfzsvzfUvXCD3eL8ioUd9M4ajF56fIJdad7BGyNxmFJ+x5j8G86KDJTN+0HHe6D5YFBdm3+VLBZLpaIUFotjk2F/f/8rDlQXUigUKAwGlAYD+P5dlOFyyyqLLcWkFqaSnBNPWlo0Wenx5GYkkZ+VSnFOBmU52WgLy3AqtuBSnINzcQ4u2fG4papxKVFgKLKhLSpDYf+HRlSqs1Ubz+5tdv7XRiPKsyNp5XuenT965uqKopo7qleVvbSUpOeeR9e6FYtGe7DzxO+80fONS25mLYQQQohrg9Kgxv2W5mR8ewjzyhjcbmpa+aTO98GptY79sUJ6OELXBSL6DyH+8EG2zp9N45atCWjVptp9ads/ECRgXbmiPDPrZn6BT0hTOo4aW9/dqVG2wjLMGxPI/zMR7GBt4UGunzOnkwoxf3XQEaIyi7BZ/n6nrVAqcPXQYfQy0KS9t2Nj3fLpfHp0ThoozHJsCLz7O8g6A06e0GuqYxM4j9D6e+ArZLFYSExMJDo6+qKBqlOnTjUSqGqKXq0n2BhMsDEYgnpWOm6328ktySWlMIXkfMemzPGFKezMd+wVllKYQnpBKrpiG87FnP3PjrfFCX+bKz42ZzzLdJhK1biWKDEUWdGas1EmJ5WvRaOs7CI9+5vSxaXyiJnrBaNnRmPFc4xGlCYTSq32kvcti48HvYG4525l5rH/MCFsAqOajrrqn6kQQggh6p++mTsu3RuR/2cS+tYe6JtdsIRFoYDRn50t3X4v3LfeMX2wwikKBt33MCmnT/D7x+8y9e2PcTLWfFXA6rqhAtaG/31NcX4e4178Nyr1tfnodrudQnPp39P30opQn8zGI6MQlQ3iy2wcK7JStN0xmUyjV2HyNuDZyJnQSK/yanxGbwMuHjpUF9l7CLvdUQFw5UxHRUBrCQR1g74vQuubKu1L0JCdC1TnT/k7F6j8/Pzo2LEjoaGhDSZQVZdCocBN74ab3o2WHi0veo7FZiG9ML1CCHNs1pzC3kJHEMstya1wjVKhxNvgjZ9TMIEaHwLwwM/mgo/VGS+LHlOpGl2hxTHdMc+M7ey6M2uemdKY2PLqjvaion/uv15/0dEztbs7tuJiNO/8ixdOv0cbzzY81/m5Gvu5CSGEEKL+GYeGUHwim+yFJ/F9ogNK/QXvz128YcwXMHscrPkXDH+30j20BidGPv48P738FCs/+4Axz/1fvVcHvzZTxhU4vXsHR7dspOu4SfiENKnv7vwja5kNc2bF6XvnfjVnFGEptQEQoFHQyqDCSakgR6MiJ9AVfYArvc4rKKFzVld9fU1JPhxcADtnQepB0LpCh9uh493g27oWn7jmVCVQhYSEEBwcfE0GqiuhVqrxd/HH38Wf9j7tL3pOYVkhKYUppJw38pWc7whiBwtOsjo/mVJbaYVr9Co9fgHnb87cpsK+YAHOfuhtKqxnKzTa8v6u3GjLM5cXAzm/cmNZehq206exFRai9vPlqeLZqJVqPuj7AVrVpUe7hBBCCHHtUWpVeNzagrQv9pGz9DQeEy6yDKDZQOj2yNnS7QMcpdwv4BvalL6338e6WV+wa9nPdLppXB30/tJuiIBVXJDPmm8+wysohK5jq78ArqbZ7XZKCiwXDU+56UXk55TAeWtm1FqlYy8oLwOBrTzwwI7rmVwU2cWoGznjNjyUgAuHVasj9TDsnAkHFkBpHvhFwMiPIOIW0NVMKffaIoGqZjhpnGhiakIT08U/fLDb7WQVZ1UMYQV//7o1cSvpRenYqbjYy13nXh64/J398XP3wz/AHz/nVvg5++Ft8EZ1iUIzqYO7UJRzmi8Hfom/i3+NP7MQQggh6p820BXXvoHkrY/H0NoTQxuvyicN+BdE/wG/PuQo3e7qV+mUtoOHE3/4AJt/+p7GLVvTKKxVHfT+4m6IgLXxh28pzM1hzLP/QqXW1EmbVquN/KwSx8a655c2P/t1abG1wvlORi0mbwONw9zPTuPTY/R2wuilLy9rXpqY76gMeCoHlbsO08QWGCK9/7Ey4CVZSuDIr45gFb8d1HoIH+sYrQroWKkcZkNhsVhISkoiJiaG6OjoSwaqoKAgnJyc6rm31w+FQoGnwRNPgyfhnpUXmQKUWctILUytELzOfZ2Qn8CulF3kleVVuEalUOHr5Fsews4FsUYujcgtyeWJdk/QvXH3unhEIYQQQtQTY/8gio9nk/3zKbQhRlQuF8xaUetg3Cz4qrdjf6wpS+CCaYAKhYLBDzxGavQpls14h6lvf4zBpX6qDl/3ASt6324Ob1xL59Hj8W3SrEbvXVJkcQSoC0agzBlF5GWVYD+/rLlagdHTMW3Pv6lbeSEJo7cBo+c/lzW3ZBVjXh1D4b50lE5qTCOb4NLVv/Lu11WRdQZ2/89RuKIwEzyawuD/QrvbwKlqe0PVpfMDVUxMDHFxceWBytfXl6ioqPIRKglU9Uuj0hDgGkCAa8Alz8kvzS8PXReGsAPpB1gduxqLzfHn66J14b7I++qq+0IIIYSoJwq1Eo8JYaR+spfsJafwnNqq8hIX7zAY+iYsexy2fw7dH6l0H52TMyOnP8dP/3qWVV98xOinX66XrWiu64BVUljImq8/xaNxIN3G31bt6202OwU5FxmFOlvevLjggrLmLhqMXgZ8Q00076SvsLmus0lX7ZEma0EZeRviyd+WBAoFrn0DcO0TiNJQzT82qwVOrnKMVp1eBwoVtBzuKLEe2qfSJwD16cJAFR8fT9nZKnYSqK59LloXmmmb0cz94h922Ow2MosyySzO5MVfX0SpaDh/N4UQQghRezS+zpgGh5C7PJrCPWk4R/lWPinqTkfp9rWvQmgv8G9b6RS/ZmH0nnwXG3/4hr0rltJh+Oha7/uFruuAtWnOLPKyMpj073dRX6IcdFmJteI6qPQicjOKHV9fUNZcqVTg4qnH5KWnaZQPRq/zQpSXAW11g88l2Mus5P+ZhHlDPPYSK04dfDEODkZtqmb1PnMy7P3RMWJlTgTXRo5KgB2mgrFRjfT1al0uUHXo0EEC1Q1EqVDi7eSNt5N3fXdFCCGEEHXMpWdjio5mkrP0NLomJtTu+oonKBRw0yfwRQ9YdA9M+wO0zpXu02H4TcQfOcgfs7+jUVgr/JqF1dETOFy3ASvu0H4OrF1J1IibMfmGknQq57wAVYQ5vZjcjCKKzBUro2kNakdZ88bONGnn5Sgucba0uYu7DuXFyprXELvNTuGeNMxrYrDmlqJv6YFpaAgav8p/cS59E7tjEeDOmXB8Odgs0LQ/DHsHwobW+4bAVqu10pS/c4HKx8eH9u3bl5dNd3auxnMLIYQQQohrmkKpwOOWFqR+tIfshSfwujei8gwwJw8Y+xV8fxOsfAFu+rjyfRQKhjw4nR+fe4xlM95mylsz0DvXXeG26yJgWcqs5GX+XdI8OzmX/aveQ6X14NhfwRz+c+vfJyvAxV2HydtASIRnhWl8Ri8DOqdqlDWvIXa7neIT2ZhXRFOWUogmwAX3CS3QN3Wr+k0Ks2D/T7BrFmSeAoMHdH0Qou4Cz4vsjl1HqhKozo1QSaASQgghhLixqT30uI1sQvaSk+T/mYRrz8aVTwrtDT0fhy0fOsq4t76p0ikGF1dGTn+W+a8+z5qvPmHkE8/X2Xv8ayJg2e12igvKKk/jO/v7C8uaW0s2UlacTXC7+/BrHlK+sa7Jy4Crpx7VlRSHqCWlCXnkLo+m5EwuKk89Hre1xBDhVbW/AHY7JO52hKpDi8FSDIFdoPez0Ho0aPSXv0cNk0AlhBBCCCGuhlMnX4qOZJK7MgZ9mDsan4ssE+n3Epz5A5Y+Co2jwFQ5iDUKa0XPibezac537F+9nHZDRtRB7xtQwHKUNS8uLyBx4R5RZReUNXc2aTF6Gwho4Shrfm4UKj8rml/f3UO7ISMZcHfdL2qrKktmEbmrYynan47SWY3bqCY4d6liZcDSAji40DENMOUAaF0cVQA73u3Yw6oOWa1WkpOTiY6OlkAlhBBCCCGumkKhwH1cc1I/3E3WguP4PNgWxYXLdFQaGPctfNkLfp4Gt/8KF9lbs+PIMcQfOcjGH77BP6wlvqG1P7OrTgNWSWHZRcNTbnoR+VnF2M8bhVKpleVlzBs3d6swjc/VS49GW/kHWFZSzPKPP8fo7Uuv2+6owyerOmtBGXnr48jfnoxCqcC1XyCufQJQ6qvwR5F21DFatX8elJjBJxxGvA+Rt4Kubur8nwtU549QlZY61rF5e3vTrl07QkJCCAkJkUAlhBBCCCGuiMpVi9uYZmTNOUbehniMA4Mrn+TZFEa8B788CFs/gl5PVTpFoVQy9KEnHOuxPnqLqW/NQGuo3cJptR6wzBnFLHxzJ7kZRZQUWCocM7g6ypr7NTFh6uJXIUQ5m7TVLmu+dcEcspOTGP/yf9DqDTX5GFfNVmolf2sieRsTsJdace7kh3FgECrjZSoDWkrg6G+OYBW7FVRaCB/jGK0K7FLrGwJfLlC1bdu2fITKxaXuFg8KIYQQQojrm1OEN0XtMjGvj0ff0gNtwEUGFNpOgpNrYMMbENoXAqIq38doYsRjz7DgtRdZ881nDH/06Vpdj1XrActSZkXvrMEn2Fi+DsrorcfoZUBblVGbKko6cYw9v/9K5IChBEe0q7H7Xi27zU7h7lRy18RiM5eib3W2MqDvZUZ3smNh93ew50cozAD3EBj0b2g3BZw9a62/EqiEEEIIIURD4X5TU0rO5JK14Di+j7ZHoblgFptCASM/hISdsPgeeGDzRWd2BbRqQ/cJk9k6/0cCwyOJHDCk1vpc6wHLw9+ZUY+1q9U2LKWlrPpyBs4eHvSecnettlVVdrud4mNZ5K6IwZJWiDbQFdOkluhCTZe+yGZ1JPBdMx2/KhQQNgw63Q1N+tfKhsBWq5WUlJTyQBUbGyuBSgghhBBCNAhKJw0e48PImHWI3FWxuI1sUvkkgxuM/Qb+NxyWPwtjvrjovbrcfAsJRw+x4buv8G/eAu+gkFrpc4MpcnE1ti3+iazEeMa+8Bq6BrAZbUmcmdwV0ZRGm1F7GfCY3ApDG89LD0XmpcLeH2D395AbDy5+0OdZ6HA7mAJqtG//FKi8vLyIjIwsX0MlgUoIIYQQQtQ3fZg7zl39yd+aiL6Vx8W3Mgru5qik/cdb0GwARIyvdIpCqWTYw0861mN9+BaT3/ywVpYVXfMBK/XMKXYuXUx4n4GEtqs857IuWTKKyF0VQ9HBDJQuGtxubopzJ7/KVU/AUWI9ZotjtOrob44NgUP7wJD/QovhjsooNeDCQBUXF0dJSQkggUoIIYQQQlwbTMNDKT6ZTfbCE/g+3uHiBeJ6PwNnNsCyJyCgE7hXLozh7ObO8EefZuF/Xmb9rC8Z+tATNd7XazpgWS1lrPziI5xMbvS9/d7660d+KeZ1cRTsSEGhVuA6IAjX3o1R6i7y4y3KcVQB3DULMo6D3g06T3MUrfBqdtV9sdlsldZQnR+oIiIiyqf8ubrWTeVBIYQQQgghroZSq8JjQgvSv9xPzrIzeIwPq3ySSu2YKvhlT1hyH9y53PG9CwS1aUu3cRPZtugnAsMja7yv13TA2vHzQjLiYhj9zCvo62H0xVZqJX9zInl/JGC3nKsMGIzKVVv55MQ9jtGqg4vBUgSNO8LNXzgqAmqufGjSZrNVmvJ3LlB5enrSpk0bQkNDJVAJIYQQQohrmi7YiGufQPI2xmNo7Ymh9UUKv7kHO4peLL4HNr8HfZ+/6L26jptIwpFDrJ35eY3385oNWOmx0ez4eT4te/ShWccuddq23WqnYFcK5rWx2PLK0Id7OioDel+w/qu0EA4tdgSrpL2gcYLICdDpHvBve0VtVyVQnZvyJ4FKCCGEEEJcT4wDgyg+lkX2kpNog1xRuVxkYCNiPJxaC3+8DU36QlDXSqcolSqGP/o0Pzz3GOQX1Wgfr8mAZbVYWPnFR+hdXOl35/111q7dbqf4SCa5K2OwpBehDTZimtIaXbCx4onpJ85uCDwXinPBuyUMexfa3gr6f6gieBESqIQQQgghhHBQqJW439qCtE/3kvPLKTwmt7p4Ibnh70LcNlh8n6N0u8Gt0ikuHp5M/u/7rH3goRrt4zUZsHb9toS06NOMeuJ5nIzVCyxXqiTWTO7yaEpjzai9DXhObYW+9XmVAS2lcGyZI1jFbAalBlqPdoxWBXWr8obANpuN1NRUoqOj/zFQBQcHYzQaL3M3IYQQQgghri9af2eMg4Ixr4yhaF86Tu19Kp+kc4Vxs2DWYPj9SRg386Lvx00+fjXev2suYGUmxLFt0VzCuvQgrGvPWm+vLL3Q8Yd3OBOlqwa3Mc1w7uiHQnX2DygnHnb/D/b8AAVp4BYEA/4P2k8FF+/L3v9coDp/hKq4uBgADw8PwsPDy0eoJFAJIYQQQggBrr0DKD6aRfavp9A2MaE26SqfFBAFfV+A9a9Ds0HQblKd9O2aClg2m5VVX8xAY3Ci/90P1Gpb1rxSzGtjKdiZgkKtwjgoGJdejVFqVWc3BF4PO2fCyVWOC5oPcYxWNR3wjxsCXy5QtW7dWgKVEEIIIYQQ/0ChVOBxSxipM/aQvfAEXne3QaG8yIyxnk/A6Q2w/GkI7AyeTWu9b9dUwNrz+68knzrO8EefxtnNvVbasJVYyNuUSP7mBOwWO85d/DEOCHIsoMtPhx0/wu7vICcOnH2g55MQdSe4BV78flUMVMHBwZhMdTPdUQghhBBCiGud2suAaUQTcn45RcGOZFy6Nap8klIFY7+CL3rA4nvhntU1tt/sJftVq3evQVlJiWydP5umHbvQskefGr+/3WqjYGcK5rVx2PLLMER4YRwSgsZT71ggt3ImHPkVbGUQ0gsGvgYtR4K6YuUSm81GWlpaeaCKiYkpD1Tu7u60atWqvGy6BCohhBBCCCGunHMXP4qOZJK7PBpdc3c0XhfZ/sgUADd9DAtuhw1vwMD/q9U+XRMBy26zsfqrGai0Ggbe89DFK4Vc6b3tdooOZWJeFYMlowhtqBHT7a3R+djhwGyYPxPSj4LOBJ3udWwI7P33xmZVCVTnpvxJoBJCCCGEEKLmKBQKPMY1J+WjPWQvOI73tLZ/10o4X+vR0OF22PIhNO0Hob1rrU/XRMDau+p3Eo8dYciDj+PicZENxa5QSXQuuSuiKY3LQ+3jhOftrdG7xaPY9TIcXARlBdCoPdz0KbQZB1onR6C6oGx6UZGjdr4EKiGEEEIIIeqWyqTDfXRTsuYdJ29TPMZ+QRc/cehbEPsnLJkGD24FJ49a6U+DD1g5qSls/ul/hLTtQHifATVyz7K0QnJXRFN8NAulUYv7zcE4abeg2PosJO4CtcGxQVnHu7H5tyM9PZ3oPQcuGqhatmxZvobKzc2tRvonhBBCCCGEqDpDW28MRzIxr41D38IDbSOXyidpnR3l2r8dCL89BhN+rPJWStXRoAOW3W5n9Vcfo1QqGXT/o1c9NdBqLsG8Ns5RGVCrwtjTFRflYpQbf4DiHPAKwzbkLdIbDyImOZOYLSeJiVlTHqjc3Nxo0aJF+RoqCVRCCCGEEELUP4VCgdvoZpRE55I1/zi+j7ZHob5IZe9G7RxrsFa/DHu+dxSrq2ENOmAdWLuS+MMHGHTfIxi9Lr+n1KXYii3k/ZFA/pZE7DY7Li2KcbV+i2rXSmwKNalNxhLj2Y+YPBUxm2IoKpoN/B2ozk35k0AlhBBCCCFEw6Ry1uA+LozM/x0md00sbsNCL35i14fh1DpY8TwEda/xfjTYgGXOSGPTnFkEtYkkYsCQK7qH3WKjYEcy5vVx2AosGPzSMBZ/QFZMMsf1EcR4P01svobC08Vw+kSFQBUcHIy7e+2UghdCCCGEEELUPENLD5w7+5G/KQFDKw90IRepiaBUwpgv4YvusPhuwKdG+9AgA5bdbmfN159it9kZPO2xak8NtNvtFB3MIHdlDJasIgqco8nS/UZ8jo5YVT8KUUMxmHQuhLUIlUAlhBBCCCHEdcI0IpTiUzlkLTiB7/QOKHWqyie5+sHoz+CniUDN1Hk4p0EGrMMb1xKzfw/975qGycevWtcWncomZule4jNTSFElk6LLpNCqBUUbTK7ONG/SrHzKnwQqIYQQQgghri9KnRqPW8JI//oAucvP4D6m+cVPbDEMBv0bDvxRo+03uICVl5XBxh++pXHLcNoNHnHZ8+12O+np6Zw+cJzTOw+SUJxNsaIMNGBSldA8wJeQyB6ENGkmgUoIIYQQQogbgC7UhEuvAPI3JaBv7YmhxSVKsveYDu9fxwHLbrez9pvPsJaVMeSBx1AoK1f+OBeoyjf2jY6m8GyVP2e7liYKM82CVYT2GoNb0441uimxEEIIIYQQ4tpgGhRM8fEsshedRPdEB5ROmjppt0EFrGNbNnJmz076TLkbd//GgCNQZWRk/B2oYmIoKCgAwEWpolGZJ/62QJo5RdO4b2PUHR8D3UXq3gshhBBCCCFuGAqNEo8JLUj7bB/Zv57Gc1LLOmm3wQSsgpxs1v/va/yatyCwc3d27txZKVAZXV1p6q7Cz2LFw9wOZ7s3zl6xGIc3R91qUq1sFCaEEEIIIYS4Nmkbu2AcGIR5dSyFrT1waluzFQMvpt4D1rkRqqUzvyTHzYcCVx+++OJLAFxdXWnatCkhXk6EZG9Bt38X5oyxWO2d0HnnYbq5Kdqmvev5CYQQQgghhBANlWufQIqPZpH9y2l0oSZURl2ttlfnActut5OZmUl0dHSlESqdhzfNmjd3VPkLDMA9fQeK3bMo3ptJruUuCu1D0Hjacb8pHP2lFqoJIYQQQgghxFkKlQL3CWGkfbyXrEUn8borvFbrNNRJwLpwDVV+fj7gGKEKDgwkftsfuDsZuOPld1AVpsOe7+GH7ynN1ZLLA5SUtUFlVOM+rClObb1RKGUqoBBCCCGEEKJqNN5OmIaFkrP0NAV/peDSxb/W2qr1gJWamsqnn34KOAJVaGho+T5UHh4eLP/kPZTpyYx6+DZUi++EY8ux2DwxG56msLQVCoMa0/AgXLo1QqGpXFVQCCGEEEIIIS7Huas/RUcyyf39DPpmbqg9DbXSTq0HLJ1Ox6hRo8oD1fnDcae2rOHY1j/oFmjGe8192PSBmL1nkJ8YAvkKXHo3xtg3oM5KKgohhBBCCCGuTwqlAvfxYaR+tJusBSfwnhZZKzPjaj1gubm5ERUV9fc37HZI2EXxn9+wdmkM3rpSOjd3Ic9tLuZj7tjjrTi198E4OBi1m762uyeEEEIIIYS4QajddLjd1JTsBSfI35yAa5/Amm+jxu94KSX5cHAh7JoJKQfZmBJOodWD0WOfI/2kK9boEnRhRkxDQ9A2kn2shBBCCCGEEDXPqb0PxYczyV0dWyuF82o/YFmK4fenYf88KM0D3wiiWz9HRkwSo1vdjHWnFk1jDe7jm6Nv5l7r3RFCCCGEEELcuBQKBW5jmlHy0R6y5h+v8fvXfsBKPwZ7dkH4GOh0D/klIeR8uZ6+fr1Q6XSYRodgiJTKgEIIIYQQQoi6oXLR4j62OZk/HKnxe9d+wDIFwFO/YCl2wrw6hsJ9xzEqPFB0ccFvVFsUaqkMKIQQQgghhKhbhtaeuA4IghM1e9/aD1h6T3LW55C/7Qh27BzN2Yahmw+9xgyu9aaFEEIIIYQQ4lJMg4Lhi5q9Z60PH5WlFpK/NRF9pCcbzQtI0J+i66RJtd2sEEIIIYQQQtS5Wg9YSr0a3+kd2F+wkbT0GAY/MB2NVlfbzQohhBBCCCFEnav1gKVy15GaFc2+Vb/TfuhIAlqG13aTQgghhBBCCFEvaj1g2e12Vn05A5OPL70m3lHbzQkhhBBCCCFEvan1gJWflUlOajKDp01Ho9fXdnNCCCGEEEIIUW9qPWAV5ubQdtAwgtpE1nZTQgghhBBCCFGvaj1guTo70+u2u2q7GSHEdcbd3b2+uyCEuMbI64YQ4krU9GuHwm6322v0jhewWa0oVarabEIIIYQQQgghGoRaD1hCCCGEEEIIcaOo9SmCQgghhBBCCHGjkIAlhBBCCCGEEDWkWgGrtLSUkSNH8ueff1b4fmxsLJGRkVgslktea7FYeOutt+jRowft27dn+vTpZGRklB8vKSnhP//5D927d6dr16688sorFBQUVPNxhBANVWlpKa+88gqdOnWiR48efPPNN5c899ixY9x66620bduWsWPHcuDAgQrHly9fzqBBg2jbti0PPvggmZmZtd19IUQ9kNcNIcSVqO/XjioHrJKSEp588klOnjxZ4fvJyclMmzaNkpKSf7z+k08+Yd26dcyYMYMFCxaQk5PDM888U378008/Zfv27Xz55Zd8/fXX7N69m/fee6+q3RNCNHDvvPMOe/fu5bvvvuO1117jiy++4Pfff690XmFhIffeey9t27ZlyZIlREVFMW3aNPLz8wE4cOAAzz//PA8++CDz588nPz+fZ599tq4fRwhRB+R1QwhxJer9tcNeBSdPnrTfdNNN9lGjRtnDwsLsW7dutdvtdvuaNWvsXbt2Lf9+WVnZJe/x3nvv2Tds2FD++7Vr19rDw8PLfz9q1Cj7d999V/77H374wT506NCqdE8I0cAVFBTYIyIiyl877Ha7/bPPPrNPnDix0rkLFy609+3b1261Wu12u91us9nsgwYNsi9YsMBut9vtzzzzjP2pp54qPz8pKckeFhZmj4mJqeWnEELUJXndEEJciYbw2lGlEaxdu3bRo0cP5s+fX+H7mzdv5oknnuCll1667D2eeuop+vbtC0BGRgYLFy6ka9eu5cfd3NxYvXo1OTk5mM1mVq9eTXh4eFW6J4Ro4I4dO0ZpaSlRUVHl34uKiuLgwYOVphbv37+fDh06oFQ6Xp4UCgUdOnRg79695cc7depUfr6/vz+NGzcuPy6EuD7I64YQ4ko0hNeOKgWsiRMn8uyzz2IwGCp8/7XXXmPChAlVuUW5Dz/8kB49erBnzx5eeOGF8u8/99xzpKSk0LVrVzp37kxOTg7/93//V617CyEapvT0dEwmEzqdrvx7Xl5elJWVkZWVVelcHx+fCt/z9PQkNTUVgLS0tH88LoS4PsjrhhDiSjSE1446ryI4ZswYFi1aRJcuXbj77rvL5zjGx8fj6+vLrFmz+OGHH9BoNDz33HN13T0hRC0oKipCq9VW+N6535eWllbp3HPnFRcX/+NxIcT1QV43hBBXoiG8dtR5wAoJCSEiIoJ33nmHoqIiVq9eTX5+Pi+88AJPP/003bt3p3PnzsyYMYN169Zx8ODBuu6iEKKG6XS6Si9G535/4cj4pc7V6/VVOi6EuD7I64YQ4ko0hNeOOglYNpuNtWvXVijLbjAYaNy4MdnZ2Zw5c4bCwkLCwsLKjwcGBmIymYiPj6+LLgohapGvry9ms7nCi1R6ejparRaTyVTp3PT09Arfy8jIwNvbu/z4+a8lFx4XQlwf5HVDCHElGsJrR50ELKVSyeuvv85vv/1W/r28vDxiY2Np2rRp+dzG48ePlx9PT0/HbDYTFBRUF10UQtSiVq1aodFoKiwK3b17N+Hh4ajV6grntm3blr1792K32wGw2+3s3buXdu3alR/fvXt3+fnJyckkJSWVHxdCXB/kdUMIcSUawmtHrQWs0tJS0tPTsVqtAEyePJkvv/ySTZs2ceLECZ5++mlCQkLo3bs3fn5+9O3bl9dff539+/dz7NgxnnrqKTp27EibNm1qq4tCiDpiMBi4+eabee211zhw4ADr1q1j1qxZ3H777YDjA5Xi4mIAhg4dSmFhIa+//jqnTp3izTffJD8/n+HDhwMwadIkli1bxoIFCzh+/DjPPfccvXv3JiQkpL4eTwhRC+R1QwhxJRrEa0d1a8ufvw/WOdu3b6+0D9a578XHx9vtdrvdYrHYP/30U3vv3r3tbdu2tT/00EP2lJSU8vPNZrP95Zdftvfo0cPepUsX+9NPP23Pzs6ubveEEA1UYWGh/dlnn7W3a9fO3qNHD/vMmTPLj4WFhdkXL15c/vv9+/fbb775ZnubNm3s48aNsx88eLDCvZYsWWLv27evvV27dvaHHnrInpmZWWfPIYSoO/K6IYS4EvX92qGw28+OiQkhhBBCCCGEuCp1XkVQCCGEEEIIIa5XErCEEEIIIYQQooZIwBJCCCGEEEKIGiIBSwghhBBCCCFqiAQsIYQQQgghhKghErCEEEIIIYQQooZIwBJCCCGEEEKIGiIBSwghhBBCCCFqiAQsIYQQQgghhKghErCEEEIIIYQQooZIwBJCCCGEEEKIGiIBSwghhBBCCCFqiAQsIYQQQgghhKghErCEEEIIIYQQooZIwBJCCCGEEEKIGiIBSwghhBBCCCFqiAQsIYQQQgghhKghErCEEEIIIYQQooZIwBJCCCGEEEKIGiIBSwghhBBCCCFqiAQsIYQQQgghhKghErCEEEIIIYQQooZIwBJCCCGEEEKIGiIBSwghhBBCCCFqiAQsIYQQQgghhKghErCEEEIIIYQQooZIwBJCCCGEEEKIGiIBSwghhBBCCCFqiAQsIYQQQgghhKghErCEEEIIIYQQooZIwBJCCCGEEEKIGiIBSwghhBBCCCFqiAQsIYQQQgghhKghErCEEEIIIYQQooZIwBJCNAj//e9/OXDgQH13QwhxjbLZbNhsNqxWK0VFRezevbu+uySEaKCysrJq9f7qmrrR0qVLWb16NVqtlgEDBjBixIiaurUQ4gaQkZHBHXfcgYeHByNHjmTEiBGEhYXVd7eEEA3Yrl27ePXVVzl9+nSlY2q1moMHD9ZDr4QQDV2vXr3o1q0bI0eOZODAgbi4uNTo/RV2u91+tTf5+uuvmTFjBt26dUOtVrNlyxbuvvtunnzyyZrooxDiBlFcXMyGDRtYsWIFmzZtIiAggFGjRjF8+HACAwPru3tCiAZmzJgx+Pv7M2nSJKZPn84777xDamoqn376Ka+88grDhw+v7y4KIRqgM2fOsGLFClasWEF8fDx9+vRhxIgR9OvXD61We9X3r5GANXDgQB555BFuvvlmAFavXs0LL7zArl27UCgUV3t7IcQNqKCggG+++YbvvvuO0tJSIiMjmTBhAmPHjpXXFSEEABEREfzyyy80bdqUqVOncu+999KnTx9WrlzJ119/zZIlS+q7i0KIBu7EiROsWrWKjRs3EhcXR//+/Rk5ciQ9e/a84vcbNbIGKyUlhW7dupX/vn///hQVFZGWllYTtxdC3CDsdjt//fUXr732GkOGDGHu3LmMHDmSmTNnMmnSJL766isZGRdClDMYDCiVjrcyTZo04dixYwBERkYSHR1dn10TQlwjPDw88PT0xN3dndLSUuLi4vj3v//NwIED2bFjxxXds0bWYFksFtTqv2+lVqvR6XSUlpbWxO2FEDeA1157jTVr1pCfn0/fvn159dVX6d27d4Wheq1Wy0svvVSPvRRCNCRdu3bl/fff55VXXqF9+/bMmjWL8ePHs2bNGtzc3Oq7e0KIBiozM5OVK1eycuVK9uzZQ1hYGMOHD+f111/H398fgLfeeounnnqKLVu2VPv+NVbkQgghrkZ8fDxPP/00gwYNwtnZ+aLnRERE8MUXX9Rxz4QQDdUrr7zCs88+y+rVq5k4cSKLFi2iR48eqFQqXn311frunhCigerVqxcBAQEMHz6cV199laZNm1Y6p1u3bpw4ceKK7l8ja7BatmzJCy+8UOFN0euvv87DDz+Mh4dHhXPHjx9/tc0JIa5DL7zwAi+99FKlSj65ubm88sorfPzxx/XUMyHEtcJut3Pq1CmMRiO+vr713R0hRAO1f/9+IiIiyqcYn2O1Wjl+/DitW7e+qvvXSMDq379/1RpTKFi3bt3VNieEuE7s2rWLmJgYwPFJ9PPPP19p9OrMmTPMnz9f9rQRQgCwbds2OnXqhFqtZtu2bf947vnrw4UQ4pxWrVqxdevWSgNBMTExjB49mv3791/V/WskYF2JkydPEhoaWmHtlhDixnLs2DEefvhh7HY7SUlJ+Pn5Vfg0SaFQ4OTkxJQpU7j11lvrsadCiIaiZcuWbN26FU9PT1q2bHnJ8xQKBUePHq3DngkhGrL58+eXLzNISUnBx8en0ghWXl4eoaGhLFq06KraqreA1aFDB3799VfZ20YIAcDUqVP59NNPMZlM9d0VIYT4//buPqbK8o/j+OfmQUIJIVwZHCygHIYP0cqBlm2gOLGScAtXE0abuLQJ9IDxkEpQrmgxWyPDNoIgWUlDKpi0iCIGW7i044K5QN0JG+bTmjo78fD7S/Y7YWidO88B3q+/zrnva9f3+9fZ+d7XdX1vAJPMn3/+qS+++ELDw8PKy8tTXl6ebr755tH7Vx7qxsTEyN/f36lYLls+clFdB8CNDA8Pjz49qqysHL12NX99ygQA8fHxqqurG9MxcGBgQElJSdfcQghg6vD29h59Z6/FYtF99933n+2kY38eAJeJiorSd999p6CgIN1zzz3jvtCPrT4AJKmxsVGtra2SpP7+fm3fvl0+Pj4OY06ePMkRBAAOdu3apYyMDPn6+qqjo2PcBzCZmZlOxeLXB4DLVFZWjm4JrKys/NdvTAcwdcTExKitrW30u4eHhzw9PR3GREZGauvWrTc6NQBurKurS+np6fL19VVXV9ffjjPjv4jLzmBFR0eroaGBM1gAAOBfSUlJUUVFhaZPn+7qVABgFCtYAFzm4Ycfvu4nRVe2BAHAFceOHdMvv/yiuXPnujoVAG7uejsDGoahtWvXOhXLZQUWW4EAZGZm8lsA4F+LjIxUV1cXBRaAayorK7uucWYUWDd0i+D/dwyLiYnRvn37ZLFYblR4AAAwiTzzzDNqbW1VQECAQkJCxjS7qKmpcVFmAKYy01ew8vPzlZubKz8/P4frR44cUUFBgerr6yVJnZ2dZocGMME89dRTevfdd+Xv768nn3xy3NUs/igB+KuoqChFRUW5Og0AE0BHR4ceeOABeXl5jdtB0DAMxcTEOBXL9ALLarVq9erVKioq0rJly3T58mWVlpaqurpaK1euNDscgAksNjZW3t7ekqQlS5a4OBsAE82zzz47+nlwcFCenp5sOwZwVenp6Wpvb1dQUJDS09P/dpxhGE6/Gsb0LYKDg4MqLy/Xe++9p7i4OP3444/y8fHRyy+/rNjYWDNDAZhE6uvrlZiYqGnTpjlcv3Tpkurq6rR+/XoXZQbAndXU1OiDDz7Qr7/+qqamJpWXlyswMFBZWVm8oByAS5i+guXl5aXU1FT19PSoqalJXl5eKi4uprgCMMaZM2d06dIlSVJubq7Cw8MVGBjoMKanp0clJSUUWADGqKioUFVVlTIzM7Vjxw5J0tKlS1VUVCRJeu6551yYHQB3Njw8rLa2NvX29srb21t33XWXafWK6StYdXV1euutt3TLLbdox44d6unpUWlpqebPn69t27YpPDzczHAAJrADBw6MdhIc76fo8ccf186dO29gZgAmgpUrV6qgoEAPPfSQw/s129vblZubq2+//dbVKQJwQydOnNDTTz+tc+fO6c4779TIyIiOHz+uO+64Q++8847TTfhML7AWLFigjRs3auPGjaNnKwYGBlRYWKi2tjZZrVYzwwGY4E6ePKnh4WEtX75c+/btc1jBMgxD06dPV0BAgOsSBOC2Fi1apM8//1yhoaEOBVZvb6/Wrl2rQ4cOuTpFAG5o3bp1slgsKiws1IwZMyRJv//+u/Ly8nTx4kVVVFQ4Nb/pBVZvb68iIiKueq+5uVkJCQlmhgMwSdBFEMA/lZaWpujoaGVlZY0WWCEhIcrPz1d/f7+qqqpcnSIAN7Rw4ULt379fYWFhDtd7e3uVnJysw4cPOzW/6WewIiIi9Ntvv+nYsWMaGhoavW6329Xb22t2OACTxF+7CA4ODspms+mbb77R5s2bXZQVAHdWUFCgDRs2qLW1VXa7Xdu3b9fx48dlt9v1/vvvuzo9AG7q3nvvVUdHx5gC6+DBg5o3b57T85u+grV3714VFxdraGjI4VyFYRhatGiRamtrzQwHYJKrr69XY2OjysvLXZ0KADf0xx9/qKGhQX19fRoaGlJYWJgee+yx0W0/ACBJu3btGv08MDCg/fv3Kz4+XgsWLJCHh4eOHj2qxsZGpaam6sUXX3QqlukFVlxcnJKTk5WRkaG4uDh98sknunjxonJycrRq1Spt2LDBzHAAJjmbzaZHHnnE6eV6AAAwdV1vN2LDMJzeXmz6FsFTp04pKSlJ06ZNU1RUlH744QclJiYqPz9fubm5FFgArspms425duHCBe3evVshISEuyAiAu7PZbCotLZXVatXg4OCYbqStra2uSQyA2/nwww9vWCzTC6ygoCCdPXtWFotF4eHh6u7uVmJiom699VadOnXK7HAAJokVK1aMaXIxMjKi22+/Xa+99pqLsgLgzvLz83X69GmlpqbKz8/P1ekAmECsVqt+/vnn0Z4RIyMjstvt6u7uVnFxsVNzm15gJSYmauvWrSouLtaDDz6oF154QfPmzVNLS4vmzJljdjgAk8RXX33l8N0wDHl7e2vWrFnjdhcEMHVZrVZVV1crKirK1akAmEDefvttlZWVadasWTpz5oxuu+02nT59WkNDQ6Z0PDe9wHr++efl7++v8+fPKz4+XikpKXrllVcUGBjIU2gAf4ttgAD+qdDQUF24cMHVaQCYYD7++GMVFhYqJSVFcXFxqqys1MyZM5WdnW3K/xHTm1xcvnxZdXV16uvrk91ulySHToJFRUVmhgMAAFNUfX29ysrKlJaWptDQUHl7ezvcj42NdVFmANzZ/Pnz1dzcrODgYG3evFkJCQlas2aNjhw5oi1btqilpcWp+U1fwcrOztb333+vxYsX66abbjJ7egAAAEnSSy+9JElXfXhrGIa6u7tvdEoAJoDZs2fLZrMpODhYERER+umnn7RmzRrNmDFD586dc3p+0wuszs5O7dmzR/fff7/ZUwMAgCnOZrPJYrHIMAw1Nzc7vHPz/3F2E8DfeeKJJ5Sdna2dO3dq+fLlSktLU1BQkDo7OxUZGen0/KYXWGFhYaPdOAAAAMy0YsUKtbe3KygoSAkJCeMWUqxgAbiajIwMzZ49W76+vlq4cKHy8vJUW1urgIAAvfrqq07Pb/oZrKNHjyozM1OrV69WcHCwPDw8HO4nJSWZGQ4AAEwh/f39Cg4OlmEY6u/vH3cszXMAuILpBdbrr7+uiooKzZw5c8wZLMMweOkfAAAAgBsqJydH27Ztk5+fn3JycsYd+8YbbzgVy/QtgrW1tSopKdGjjz5q9tQAAAAA8I95enpe9fN/wfQVrLi4OO3evVtz5841c1oAAAAAcHumF1gtLS3as2ePNm3aJIvFIi8vx0Wy0NBQM8MBAAAAwLh27dp1XeMMw9CWLVucimV6gfXX1oZXuvuMjIzwTgoAAAAAN9z69euva5xhGKqqqnIqlukFFh19AAAAAExVphdYAAAAAODOenp6VF1drRMnTujNN9/Ul19+qTlz5mjZsmVOz+1x7SEAAAAAMDm0tbVp3bp1Ghoa0uHDh2W323X27Flt2rRJn332mdPzs4IFAAAAYMpITk5WSkqKUlJSFB0drYaGBoWGhmrv3r2qqqpSU1OTU/OzggUAAABgyujr69OSJUvGXF+6dOk1+0lcDwosAAAAAFOGxWLRoUOHxlxvaWkx5ZVSXtceAgAAAACTQ1ZWlnJycmS1WjU0NKS6ujrZbDYdOHBAJSUlTs/PChYAAACAKePrr7/WRx99pPPnz+vuu+9Wa2urhoeHVVNTo1WrVjk9P00uAAAAAEwZixcv1qeffiqLxfKfzE+BBQAAAGDKKCsr08GDB5WamqqQkBD5+Pg43Hf2HBYFFgAAAIApIzIycsw1wzA0MjIiwzDU3d3t1PwUWAAAAACmjGu1Yg8JCXFqfgosAAAAADAJXQQBAAAAwCQUWAAAAABgEgosAAAAADAJBRYAAAAAmOR/5kyrF4TXqr4AAAAASUVORK5CYII=\n", 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" ] @@ -565,9 +775,14 @@ "from ema_workbench.analysis import parcoords\n", "\n", "data = results.loc[:, [o.name for o in model.outcomes]]\n", + "\n", + "# get the minimum and maximum values as present in the dataframe\n", "limits = parcoords.get_limits(data)\n", + "\n", + "# we know that the lowest possible value for all objectives is 0\n", "limits.loc[0, [\"utility\", \"inertia\", \"reliability\", \"max_P\"]] = 0\n", - "limits.loc[1, [\"utility\", \"inertia\", \"reliability\"]] = 1\n", + "# inertia and reliability are defined on unit interval, so their theoretical maximum is 1\n", + "limits.loc[1, [\"inertia\", \"reliability\"]] = 1\n", "\n", "paraxes = parcoords.ParallelAxes(limits)\n", "paraxes.plot(data)\n", @@ -575,22 +790,29 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above parallel coordinate plot shows the results from the worst case discovery. The worst possible solution would be a straight line at the bottom. A key insight from this result is that there seems to be a trade-off between max_P and utility. This can be inferred from the crossing lines between these two axes. " + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Robust Search\n", "\n", - "In the foregoing, we have been using optimization over levers or uncertainties, while assuming a reference scenario or policy. However, we can also formulate a robust many objective optimization problem, were we are going to search over the levers for solutions that have robust performance over a set of scenarios. To do this with the workbench, there are several steps that one has to take.\n", + "In the foregoing, we have been using optimization over levers or uncertainties, while assuming a reference scenario or policy. However, we can also formulate a robust many objective optimization problem ([Kwakkel et al. 2015](https://doi.org/10.1007/s10584-014-1210-4); [Bartholomew et al. 2020](https://doi.org/10.1016/j.envsoft.2020.104699)), where we are going to search over the levers for solutions that have robust performance over a set of scenarios. To do this with the workbench, there are several steps that one has to take.\n", "\n", - "First, we need to specify our robustness metrics. A robustness metric takes as input the performance of a candidate policy over a set of scenarios and returns a single robustness score. For a more in depth overview, see[McPhail et al. (2018)](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1002/2017EF000649). In case of the workbench, we can use the ScalarOutcome class for this. We need to specify the name of the robustness metric a function that takes as input a numpy array and returns a single number, and the model outcome to which this function should be applied. \n", + "First, we need to specify our robustness metrics. A robustness metric takes as input the performance of a candidate policy over a set of scenarios and returns a single robustness score. For a more in depth overview, see [McPhail et al. (2018)](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1002/2017EF000649). In case of the workbench, we can use the ScalarOutcome class for this. We need to specify the name of the robustness metric a function that takes as input a numpy array and returns a single number, and the model outcome to which this function should be applied. \n", "\n", "Below, we use a percentile based robustness metric, which we apply to each model outcome. " ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 20, "metadata": { "tags": [] }, @@ -598,11 +820,14 @@ "source": [ "import functools\n", "\n", + "# our robustness functions\n", "percentile10 = functools.partial(np.percentile, q=10)\n", "percentile90 = functools.partial(np.percentile, q=90)\n", "\n", + "# convenient short hands\n", "MAXIMIZE = ScalarOutcome.MAXIMIZE\n", "MINIMIZE = ScalarOutcome.MINIMIZE\n", + "\n", "robustnes_functions = [\n", " ScalarOutcome(\n", " \"90th percentile max_p\", kind=MINIMIZE, variable_name=\"max_P\", function=percentile90\n", @@ -626,18 +851,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Next, we have to generate the scenarios we want to use. Below we generate 50 scenarios, which we will keep fixed over the optimization. The exact number of scenarios to use is to be established through trial and error. Typically it involves balancing computational costs of more scenarios, with the stability of the robustness metric over the number of scenarios" + "Next, we have to generate the scenarios we want to use. Below we generate 10 scenarios, which we will keep fixed over the optimization. The exact number of scenarios to use is to be established through trial and error. Typically it involves balancing computational costs of more scenarios, with the stability of the robustness metric over the number of scenarios" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "from ema_workbench.em_framework import sample_uncertainties\n", "\n", - "n_scenarios = 50\n", + "n_scenarios = 10\n", "scenarios = sample_uncertainties(model, n_scenarios)" ] }, @@ -645,20 +870,82 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "With the robustness metrics specified, and the scenarios, sampled, we can now perform robust many-objective optimization. Below is the code that one would run. Note that this is computationally very expensive since each candidate solution is going to be run for fifty scenarios before we can calculate the robustness for each outcome of interest." + "With the robustness metrics specified, and the scenarios, sampled, we can now perform robust many-objective optimization. Below is the code that one would run. Note that this is computationally very expensive since each candidate solution is going to be run for ten scenarios before we can calculate the robustness for each outcome of interest." ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 24, "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[MainProcess/INFO] pool started with 10 workers\n", + "50039it [2:10:57, 6.37it/s] \n", + "[MainProcess/INFO] optimization completed, found 29 solutions\n", + "[MainProcess/INFO] terminating pool\n" + ] + } + ], "source": [ + "from ema_workbench.em_framework import ArchiveLogger\n", "\n", - "```python\n", - "nfe = int(1e6)\n", + "nfe = int(5e4)\n", "with MultiprocessingEvaluator(model) as evaluator:\n", - " robust_results = evaluator.robust_optimize(robustnes_functions, scenarios, \n", - " nfe=nfe, epsilons=[0.05,]*len(robustnes_functions))\n", - "```" + " robust_results = evaluator.robust_optimize(\n", + " robustnes_functions,\n", + " scenarios,\n", + " nfe=nfe,\n", + " epsilons=[\n", + " 0.025,\n", + " ]\n", + " * len(robustnes_functions),\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now again visualize the results using a parallel coordinate plot. Note that we are visualizing the robustness scores rather than the outcomes of interest as specified in the underlying model." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YgA26+brZxiuVnTH9cEatKiy2YoSXibxEI1lWAxr55ENGZtawpmmQn7+8mSOLkrn77FIuenrvnk+lVBCnUxM3A1Vwf1CQRNh4QTZZtW0ycef0Bekb9uEORG8T2q3j0I5W3TQqjLqIINPEirDR2xPF3Y5v6zVy1U1mIoIQxB8YCAskyaI3mVVvAJhYQdZoEiPiKAVTXAk6bUpENIWrUFpt+DGVav/LfZgRgaWx5lHSY0OR2cG1Zjd/HRHorlvKqSYVi/OqWVa4FpcrgZ7uBbQMLKLNk8NWIY5h4gh4PCQEhkgIDpGndpM6OIy+/WtCruGY14hLSo5UuyKiKyLAEtLSUak1M/G2ZGRk9kMsBg2WLAsLsywTHvMFQ3TaPZGKlztSBXPRPODik7p+fOOsh5kJevISTeSO2g8jla+8JNOMnHTJyMjsGU39Tr7z1AZyE408cukS/GvXEOjooP+RRzCUlWMoW4TKMnFN+KbQqpVo1VoSptmYIwgi3mBEbEWqatLtSQTdjsRd/4hvgpUyEJp61U2hAKNm59U2g1aNafT+XYi76H3lC1/7H4Lgx+8fiIimya16Pl8vgYCNidFaCrTaJHTaNLS6FOLjSqMqTSlodWlhIaVNRqnUfhNvb1qYoTMGBbnnvYLnlaMhzc2P3AEeMm2nPmDmJ2u+TzB3G6bcTcwp+pLcvPX09BQxMryEUMhKn32EfsHEkCaHrdok/udS4Y4T0Ah+8jUeysx+8jVuTIEh/MMD1K39Eu/ImPhSKJSYU1Ikm6E1I1L9Ss/EnJKKUqWambcsIyOz36FTqyhMiaMwZWKvpyCI9Dt94crXoIs2qQrm5u3N3djHWQ+TTNpxwssUDuFINJISL1sPZWT2FQ63n2tXr0epgCeuWo568ybab7gRURQYePgRKcZVW1CAoawMQ0U5+rIy9CUlKDQH1gVYpVIRESLTfzoXCAkTBZkviDswdjtsqQzh9kWqbf4QnnFibsDpk773+MP7707SrkalYLLetqmEk4zelnrhNGO39WoVSjmoJIZQyIffP0l/U0z1qT8inMajjFSYUtDr0jGby8ZZ9VLQ6dLQaJJQKg/8C5Yz9w4NVkpOfBH3J6ehSPfzm2Ydd2rV3J7zCJf0n8LZtbfTXLGelMJmNJpPEcVtDA5mA/PJ1ZehVgfo7a3CpwzgNMYjWPOwq9P5eljkxT4vAFqVkoVLzCxN1zHf5CNT4SLk6MPe3YWjp4uuum34PR7pkJQqNZa0dKzpGZLwGhVh8YnJKJTyVRIZmYMFpVJBmllPmlnPIQWJEx4f9gZoi/R9jVa+WgfdrG+x83pVF9EtFQZN2Ho4lnxolPrAshIMaNXy2iIjMx34gwLfeWoDnXYP/75+BaldzbTdcCOarCy0eh0lTz6Jd/NmPFXVeKqrcX7+OUOvvgqAQq9HX1oaFl3lZRjKylBnZMgXR3aARqXEYlBiMUyvKBVFEW9gcsvkhNvjBF30bZvLT4fdI23j9odiApGmwljwSFh8jaZKGjTqSDjJ2O3RKtto9W1n4m5/W/NDIU+kujTa3zRm0YsWUsHg0IR9FQo1Wm0yOl0aekMOloSlkWCI2P4mrTYRhUIuYoyiEMXpn9izatUqXnrpJQACTe+xbut3CKpFAg0Z/CRhAYHQWooDedzRcj0hpcjgkXYKCvro6vovodAQHnci7R0lOEcWkJ1diEqloqOjg+HhcKXKkpYDSfkMKCzUDvip7hyS/qhyEg0szbWyNM/K4twEcgwhRvp6sHd34ujuwt7TFRFg3QT9PumY1RotCekZYcE1GrYRuW20JMgLsIzMPiJ6/dhf8QcFOh2e2MpXRIS12dwxaWRKBWQmGGISD6MTEOP1B9YVdRmZmUIURW59oZrnN3Twh4sqONXspfXSy1AajeT9599cdOONE9YOURQJdHbhra4Ki66qKrxbtyL6wwlj6pQU9OVlYVtheTmGhaUoTaZv4u3JTAPBkBAryPzhPjWXb2KS5GTVtrHb4cdc/jG75W7klKBWKiZE+++y2rYrcRdJn4yuugWDrnER5H2TBkUEgyMTjlGh0Ep9TLqoNL3o/iadLhWNxopCsX8Jxplgus89ZrxGpyk8kXLHj1g/8BBxuZ3c22bm1rRraXX/mxvn3svVPedw2odHsM2ixnz678hJHqSt/Z8YjGsQhCq6u+bQ0lKM2VzAYYcdhkKhoKWlha6tn6EBjrBYuGxFCcqkXLoDBirbh/iicZBXKruA8DyditwElubmsWRpBcfkWrEYNIiCgNNuw97diV0SXp3YOttp2rgOITSWUqLRG8b6vaTQjXAFzBBvnukfoYyMzH6GVq2kINlEQfLEEzFRFOkf8dE6WvkadIV7wGxu3t3Sy6ArNjrWatRIQRvRla+8SOqhbGGRkQnz10+aeH5DBzevLOK0FGi99FpQq8n95xNo0tMn3UehUKDNzkKbnYX5tNMAEP1+vLV1eKqq8FRX4a2qxvn+B+EdlEp0RUVhsVVehr6sDN2cOSjk9oJZgVqlxKxSYp7mC1eiKOILCpNX23yhiKgLSsEjkrgbNybA4fbT5YgVdL4JVTcRg9qLRTtMgn4Ii3aIBN0wCbohLLphrPrwl1k7hE7lm3CsIVGLX0wkRCKCMhOFqgylNhm1JgWdLhW9Lg2jIRWTPhGTXhPpnZPHA0w3M17BGmXwwxuoFN8hZdBPff/h/DznSjIH/0a/spmVuiO5tuYMLEETG3MaKF91LFa9jfaO1fT3vwuIuFwlNDbkMTycRlFRMXPnzkUQBBoaGmhqaiIYDKLVapkzZw4lJSWYUnPY1u9jQ6udDa12tnUPI4jhRszi1DiW5llZEql0FSSbYn6phFCI4YF+HN2dUsXL3tOFo7uLob5eRHHsj0FviiMhqs8r2noox8zLyOw+s6GCtTeMeAMxcfOtg+5wCqLNRafdE3OVVK9RkmMdV/mK9H1lWQ3o1PJJn8zBwf9quvnu0xs5oyyD35+QTetllxNyOMh76kn0c+cCe7d2BO32GGuhp7oaYShsl1KaTOgXLZL6uQxlZaiTk6ftvckcHISH3w6Ns+r14/X24fH24I3cHwz0g+idsL+AnoCYiE9MxBNKwBVMYMSfwLDfjMNrZsBjZsATj92jwe0LV/JCu1F2Gx3KPT7m36iLzG2TqmwTZ7qN3jZFDeKOvj0bhnJP97nHPhNYiCJtb5xMvamRglY3n/jP4De517G09Xm2Gd5hjnkOl9vPZHldEU6Vm+2Lell51jnoFC46O/9NZ9d/CQYdiGI2He3FtLWlo9XGsXDhQkpLS/H7/dTW1lJXV4fT6UShUJCdnc3cuXMpKSnBaLZS3TEUFlxtdja22hn2hqtUVqMmLLjyrCzNtVKWnYBBO/mJSygYYKivNyy6ujtxjAqw7i5GBvtjto2JmY+yHsox8zIyO+ZAF1g7IxASolIPXWOzvyJCLDqSWaGATEuU9TDJSF5EhOUkGqe9b0JG5puiusPBhX/7ivkZZp6+cD6911yNv72d3Cf+gXHxYmm76Vw7RFHE39KCtzpsK/RUVeOtrYVg+LxBk5kphWcYysrRly5Aqdv/oqJlZh5RFAkE7OP6m/oifU2jg2/DVj1BmDj8VqWKk6LIx6x6sf1NOl0qavXEsKZdHZc/JEyosIVtk2Npk7sayj1Z8uR0DOWeim0y2mY5Pnlyuodyz16BBYh+D9veOpRus5OFW4d5Tn8lv8u7lBO2bKAu9Um8gocbC7/Ngi9TyRpIpFXfzdAxak465iwUYoCe3tfoaF+N01WLUhmP27WMLVuScbv1JCUlUVFRwaJFi3C5XNTV1VFbW0tPTw8AVqtVElt5eXkoFEoa+51ShWtDm52mfhcQ9s6WZprDgivylWEx7PJ9B/w+hnq6x6pekbANe3cnLoc9ZlspZj5S9UqIVMAsaemoD7CUIxmZ3eFgFlg7QxTDqYdjcfOjwivc9zXgjP3gTjBqxtIOI3Hzo2IsLV4vWw9lZgVdDg9nP/IFWpWSl65ejOcHN+LdsoXsvz5K3BFHxGw702uH4PXi3bo1UuWqwlNVRbCrO/ygWo1+3ryxAI3ycjR5ebLlahYjigL+gC02QS+SoieJpsj3ohiYsL9abZ7Y3yRFkEfu16WiUs0+t5MQGco9mSDb1VDuaHE32bDuPR3KPVGkRSVIRs1029F8t19+/+rZK7AAhOFONn5yLCP6EMsqHTya+AP+mH8Wp2/oxjPneSqd6zkh9wSu1F6A6j0HVm88lYl1pJwxjxULjkAURRyOtbR3PEl//3uAAo1mOe1txdTXi4CCwsJCKioqmDdvHh6PRxJbzc3NhEIhdDodxcXFlJSUUFxcjMEQFk82l59NbXZJdFV1OCSVnmnRxwiu+Rnm3ZrN4Pe4sfd0jwvb6MTe0z1pzPz44crWjCw5Zl7moEAWWHuG0xeMpB66opIPw/92OjwxVhGdWhlOPBwnvHITTeQkytZDmf0Dly/I+X/9inabm+evW47pzp/gWrOGrD/8HvNJJ03Y/ptYO4L9/WFLYWUVnupqvJs3I7jdAKgslnCFK9LPZVi0CFVCwj49PpmJiGIIv38Qn683UnWKjSAfvd/vH0AUgxP212is4WrTuAjy0flNo1UnlUp2Ku0J/qCw4wHce1BtG9tm50O5l9T9Y3YLLABf55esq74MgOUbHfwu4+c8nL+Skzc6KSpYx4uup0g2JnPvYfei+noE8zoBhahgXX4dh6w6kYKUOQB4PJ10dj4dsQ8OYdAX4/UewebNBux2J1qtltLSUsrLy8nLy8Pv99PU1CRZCd1uNwqFgtzcXObOncvcuXNJSkqSjjMQEtjWPSwJro2tdrqGwr5YvUZJeXaCJLiW5FqxmvZsIJrHORKTcBhtPfR73NJ2SpUaS2paVNhGlnRbjpmXOVCQBdb0EwgJdDk8Eypfo99Hf/AoFJBh1kuWw2gBlpdowmKUK+wyM09IEPn2k+v5qLaPJy5fQtGj9zLy3ntk3HMPCavOnXSf/WHtEEMhfA2N4fCM6mo8VdX46uvHZnPl50vhGYbyCvRzD7zZXN8UghDA7x+I6W8KV53GLHrh/qdBYKLFTaNJnGDRm2jVS0aplK2gs5HRodxSZS2myhbkr3dMTCHdG74RgQUwvPUJNnT+hng3LK4c4p7s/+ORwkM5ZrObky0DvBD3VzpdnXy3/Ltcnv0ttr7wOZnNZgbVQ9RW9HHS6atIMCQA4Xz/np5Xae9YjctVh0ZtxRR3Ch3tc9iypRu/34/VaqW8vJzy8nKsViuCINDZ2SmJrb6+PgCSkpIksZWdnY1qXMWoy+FhY9uY4NrSNSyVMwtTTFJE/NI8K3NS4vbKhiOKIu4hhxSwYY+EboTF2E5i5qNCNxIyMjElWGWbgsysYX84STqYEEWRAac/tvIVFcAx4IxNqbIYNFLa4fjo+XSzbD2UmR5+/cZW/vF5M3eduYAT33icoZdfJu3220i88sod7rO/rh0hpwtvTU240hVJLgz1DwCg0OnQL1gwVuUqK0OdmSl/ZkchCD58voGwQIoZfDtm1fP5+iLDb8ef0irCM5ykCPJxomm0+qRNRqncs4vkMgcGs7oHazy9X/2YGs/LZPSLzN3u5rdZ9/PnOWUsr/dyiSvEpopX+V/b2yxNW8pvj/otyq4AHS9WkeqwUGdsw32cnlOOOBt1ZCK0KIrYHWvoaF9N/8AHKBQKkpJOJOA/ii1bvDQ3twCQl5dHRUUFCxYsQBdpSrXb7ZLYamlpQRAEDAYDxcXhxMI5c+ag108s93r8Iao7HFJwxoZWO3Z32Itr1qul4IyleVbKcxIw6aYnGX8sZj5KePV0Ye/qxNHbM2nMfEJGJolyzLzMfs7+epJ0sOLyBaWqV1h4jVW+Ou2eGL+8Vq0kx2qQouZzowYvZ1uN6DWy9VBm1zy9ppVfvFLDVYfnc8OW17CtfpLkm24i5fvf2+l+s2XtEEWRYHe3FJ7hqa7Gu2ULoi98MUOVnBwWXJF+Lv3CRajiDrzZXKGQL1JViu5nmmjVCwTsE/ZVKFRoNclhgSQFRET6m6IElEaThFI54xOJZA4ADiiBBdD43pm0qLZS3CaS3R7gwdSHeLCkmIVtfi5vFtCd1cFD2+5Hq9Jy1+F3sTJ7JU2fV+F/v5d4v5G1yVvIPnMRK+bGNrt6PO10dD5NV9dzBIPDxMeVkph0Pp0dWVRVbcFms6HRaJg/fz4VFRXk5+ejjFjsvF4vjY2N1NbWUl9fj8fjQalUkp+fT0lJCXPnzsVqtU76fkRRpHnAFa5wRSpddb1OINyMNz/DHGMrzLYapv1KlSCEGBnox94ViZkfHa7c3cVQfy+iMEnMfKTPa+x2Jjrjgbegy+z/zJaTJJnwUM/uIW940LLNJQVwjKYgusZZD9PNeqn3K5x8ODb/K8EoXz2WgU/r+rn6X+s4ujiZe13rsD/8MNbLLyftZ7fv8rNyNq8dYiAQns1VXYU3Irz8LS3hBxUKdEVF4YHI5eUYysrRFe2/s7lCIffkYRCjAioinoLB4Qn7KhSacMUpxqIXFk+jKXtaXRpajRWFYv98/zKzk1khsE476UTeeve9KW0rhgJUv3MoAzo75bUCiXYNjyQ8yP8tyKW4L8glG9wsvyyBB1p/wzbbNi6aexE/XvZjNEEVNa9+gblSJEiQtXPqOOLcUylIKox5/lDITXfPK3R0PInLVY9Gk0hm5sUolcexpaaTmpoafD4fZrNZshAmR823CIVCdHR0UFtbS21tLYODgwCkpqZKYisrK0sSZ5Mx5A6wqT1S4WqzU9nmkE48UuN1Y4Irz0pppnlGG8yjY+ZHEw5H53yNDEyMmZeqXTEzvuSYeZmZYzafJMmMIYoiNpc/IrbcsSLM5qZ/JNZ6aNarY/q+RgM48pJMpJv1s2KOiszeUd87wqq/fEmW1cDjllac992D5ZxzyLjn/6bUY3ygrR0hhwOPNJsrPBA5NDqby2hEv3BhzEBkTWrqjB5PMOgc628aN8spOjAiFHJO2Feh0EZEU4pUddJpxyLIR4WURmNFoZD7yWX2PbNCYB1RUcZDd/6CQ865YErVmaCrl/WfHo1PFWBZTQC9L4F/GR/gjkXp5AyHuOjjEU68qJB31M+xeutqihKKeODoByiyFuHuG2b781+Q2h5Ht2aAuqUDnH7KBSToE2JeQxRF7PYvae94koGBD1AolKSknEJG+qV0dxupqqqisbERURTJzs6moqKC0tJSKWFwlMHBQUlstbW1IYoiJpNJshIWFhZKtsMdvt+QQG3viGQp3NBmp93mAcIWm7IsiyS4luRaSYnfNw2VO4yZ7+nCZbfFbBuXmBTT52WVY+ZlpokD7SRJZnLc/iDtNo8UMz9a+Wq3uemwuwmEoqyHKiXZVkOU8BqrfOUkytbDA4FBp49z/vIFHr/AU0VO+NXtxJ1wPNl/+AMK9dQsXgf62iGKIoHW1kgvV7ify7t9uzSbS52ZgaGsXBqIrF+wAOUkrQ3jnzMYHJECICaz6IXFVB+hkHvC/kqlPiaCfGK63ugMJ4vcVyazXzMrBNbxRx7BaVlWKk4+g+Ouuh6lctcffp6+dayrvBhNAJZVO1Go8nle9X/cujiZFK/IBe85WHlcHv7Fnfziy1/gDri59ZBbOb/4fBQKBb1bWul9ZSuJI3FsjmsgcHw8p604R+rPinktTxsdHU/T1f0cweAI8fGl5GRfidF4DDU1tVRWVtLf349KpWLevHlUVFRQWFg4IfDC7XbT0NBAXV0d9fX1+Hw+VCoVBQUF0swti8UypZ9Z37BXshRuaLVT0zmMPxS28uUmGmMGIc9Nj9/nV3NHY+ZH+7yirYc7jpmPDduwpKTJMfMyu+RAP0mS2TUhQaTL4YkSXq6Y+V9OX2x0cppZN6HyNdoHZjVq5BO7/RxvIMSlf19LTecQ/1yswvrLH2E8ZDk5f/3rbg3vPRjXDsHni8zmGkstDHR2IiIimtWoy3JRleWimJOMmGEkZArgDwyExZOvH5+/D0HwTnhelco4Vl3aQX+TVpuKWh0v/33JzCoEQWRk0IOt242924Wt24W928Uz6+7d/wXWqlWruPmc09jw5iuUHHokp37vlilVNez1T7Op9ZckujSUVQ0gxFXwVuAOfrgsAYMAF77jYMW8ZMovSOGXa+/gq+6vODHvRO487E4sOgtiSKTpo0pCHw+iC2r4Iq2awrOWcOicIyZ9vWDQRU/vq7S3r8btbkCjSSQr6xKyMi/BZhOprKxk8+bNeDwe4uLiKCsro7y8nLS0tAnPFQqFaG1tlWZu2e3hpsz09HRJbGVkZOzUShiNLxiipnNYqnKtb7VLaV5xOjUVOQnSXK7FuQmY9d9c1cjrdGLv6ZwwXHlizLwKS2p6bMx8eibWTDlmXmaMg/EkSWbqiKKI3R2IrXxFzf/qHY61HsbrItbDqLTD0QTEzASDbD38hhFFkR88W8lrVV08tCyOBXd9H92C+eQ98QRK0+71AR8Ma4coCgQC9rH+Jl//hOqT19ODP9CPyMQZTgqvArXPgFaViD4+G0NKEQZzrtTfNFqFUqvjvoF3JyMzfYRCAsP9HklA2brd2LpdOHrdhAJjWQSmBB3WdCOrP/317BBYL730Eutff4lPnn6CnNIyzv7xz6cUmtCx/jZqh58n126meHMzgaRj+GT4Fr6/woygVHDBew4qEkyc8t2FPN/+DH/a+CeSjcncd9R9LElbAkDQ6WfbK19irlHgVnr4qng7x51zFgXWwklfc8w+uJqBgQ9RKFSkppxCTs6VGI2LaGhooLKykvr6egRBICMjg4qKChYuXIhpkg8AURTp7++XxFZHRweiKBIXFyeJrcLCQjS7YaUTRZEOu0eqcG1otbO9ZxhBDDePl6TGxwxCzk8yfuNXlURRxDM8hG3ccOUdxcxb0tKl4coJ6ZkkRkI35Jj5g4uD4SRJZubw+EO020eFlysmAbF9nPVQo1KQbY2OmzfGJCAatHLFfab5w/t1/OH9ev7fIjOnPPj/0GZlkffUk3s0kHfVuat46eXZuXaEh9/apmDVG0AUAxP2V6vNMUEQMbOc1Ekoen2Etnbir9qOpzoymysSeKXJyw1bC0f7uebORaGVQ2dkZgehgICjzx0jpOw9YSElRK338Yl6rBkmEjOMkX9NWDNM6Axhp9ussAhGH+TWzz7inUf/QFJ2Lqtuv4s4a+Iu99/+ybl0hqpZYMsho2YTgYyz+brnOr53uJkhtYILPx1hgU/J6d8ro1vbwq2f3kqnMzwz69uLvo0qYkl0dzmof24tST1GWnVdNCx3cM6JF2PR7di253a30tH5NN3dz0fsg4vIyb6StLTT8HiCbN68mcrKSnp6elAqlZSUlFBRUUFxcfEEC+EoLpeL+vp6amtraWxsxO/3o1arKSwslARXfHz8bv+cnb4gVe2OsUHIbXZGvOErVokmLUuiZnKVZVv2qz6F6Jh5R09XWIRFLIdDvd2EgpPHzI+FbYRFmCHeLIuvAwxZYMnMFCFBpHvIEzPnq902Fj0/un6OkhqvkypfkgiL2BATTVp57dlLXq3s5AfPVnJOUTzfffxW1BYLeU8/tdthDQFfiHf/sYXfPnELd//wzyw/LZ846/4RxCQIQQKBwXGDb2PT9Py+fvyBAUQxNGF/jcY6qUVvfLqeSrV771dwufDUbBkbiFxZRbA/HHSl0Gojs7nGBiJrsuTZXDLfLAF/CEdPtJByYe9xM9TvQRwdF6IAS7IhSkAZScwwkZBmRKvfeS/nrBNYAC2VG3jtoXsxmC2c97O7SczM2un+QsjPpg+PZFgxwBLHQiw1n+DPu4rNLedz8+HxtGvhwg0e5nb4Ofn6hSQW6/jN2t/wZtOb0sysdFM6EK6i9FW2MPh6HWa3kXXmrShOSOSMZedO2p81SjDooqfnFdo7VuN2N6LRJJGd9S2ysr6FTpdKT08PVVVVVFdX43K5MBqNLFq0iIqKCtLT03e4EAWDQVpaWqSZW0ORRKDMzExpwHFaWtoeLWSCINLQ7xwTXK12mgZcAKiVCkqzLDGDkNMt+8cH0HikmPnxw5V3ETOfkJ6JNTNLjpmf5cgCS+abQBRFHO5ARHi5wsJLipx30zMc26cSp1PHVr4iCYh5SUYyLHrUKtnyvDM2tNq45PG1lKXo+dWLd6FDJO8//0abnb1bz+Me9vPmI1X0t43wyvYHOXfBj1EoFCw8Joulp+RhiJ+ZSowgBMICabxokv7tj4ioQUCYsL9GkxSVqpe2g3S9ZJTKfRNyJYoiwZ4eKTxDms3lDf/eq5KSInO5IlWuRYtQxck2Qpnpx+8NYu+J7Y+ydbsYHvRKc6QVSgUJqZMIqVQj6j10HsxKgQXQ01DHS7/9Vfjx235FelHJTp/D7+1j3adHIwg+lo8sQ7/lXfwlP6Ju+0p+dGg8NQa4sD5ISeUIR19cwsKjs3i98XV+vebX0sys43OPl55PDAg0vVcJXzhQCvBxxibmnXUoh+VP3p8l7SeK2Oxf0NG+moHBj8L2wdTTyMm+EoulglAoRGNjI5WVldTW1hIKhUhNTaWiooJFixbttDIliiK9vb2SlbCzsxMAs9ksia38/HzUU0xQmoxBp49NbeFByBta7VS1O/AFw4t9VoIhEpyRwNK8ROZlxKPZz08KwjHzfWGroZR2GBZhI4MDEPXrLMXMj6t6WdMz0ewiWUnmm0MWWDL7I95ASBJdo7bD1kEXrTY3HTaPFEoE4Qta2VZDeOZXdPR8RIwZtQf34NN2m5tzHvkCk1rB7z/+A/FDg+Q9/RS6oqLdeh5Hr5vX/1yJe8jPSdeVcstd3+Ffj/+b9W+2sP2rbtRaFeXH51BxYq5kA9oVguDD5xvA7w/3N4XFUuwgXJ+vj0DANsneSrTaJCkAQqowjas2abXJKJX7f9quGAjgrauTwjM81dX4m5rCDyoU6IrmhCtcZeUYKsrRFRXtt7O5ZPY/vK7ApELKaR9rH1GqFVjToix96WExlZBqRKWe3vPVWSGwzj3tNF5+660J99u7O3nxnl/iGnJw1o9+RkHF0p0+j3NwPes3XoTRI7DUuRxV3Tv4yu6mbeMSfnpoPF+a4LweWPCJjfLjczj8vCLanW385JOfxMzM0qvHTqaDQ15qX1qDpVaFTTXEl/O2c8qZ55GfULDL9+V2t0SGFz9PKOTEHF9Gds6VpKWeilKpw+12s2XLFiorK+ns7EShUFBUVERFRQUlJSW77LkaGRmJsRIGg0G0Wi1z5syhpKSEkpKSSXu+dgd/UGBb97AUD7+hxS5dmTVoVJTnWKQK1+IcK1bT7PFh73bM/IThyllyzPx+gCywZGYbIUGkZ9g7aeWrddDF8DjrYUq8Llz9kmZ9jQVwJB3g1sNhb4Dz/vIlvUMe/rT5aTJatpG7+l8YFi3arefpbhzirb9Uo1DC6TeWk1Zgjlk77D0uvn69mYYNfeiMahafnE7xYRoEYXBif1NESPl8fQSDjgmvpVCoIsJoYn9TdMqeRpOIcifOmAOB0NAQns01eKqrwsmFVdWEHA4AFEYjhtLScIUrMhBZkzazs7lk9n88I37sPWMhE6NCyj3kl7ZRaZRY041SX1Ri5MucrEe5jy78zwqBdfr8+bzwzDMYKiomPOZy2Hnx3jsZbG/l5O/+gAVHr9zpc/U3P0110y9JG9JQ6pyPouljfIf8ka4vCrlreTz/s8CZLjXlb/RRUJbMidcsQKER+ePGP06YmRVzHC02ml9YT8KAgTp9K82HDnPBysswa827fH/BoJPunpfp6HgSt7sJrTaZrMxvkZV1CTpdeDHp7++nqqqKqqoqRkZG0Ov1LFy4kIqKCrKysnb5ARoIBGhubpashCMjIwDk5ORIA45TUlKm5YO4y+GJ6ePa0jVMKOJnnZNikgTX0jwrhclxKGdh6lZMzPw466FnXMx8fHKKVPGKFmFyzPy+QRZYMgcaDrd/YuUr8n3PsDe68I5JqxqrfCWN9X7lJZrITJjd1sNgSODqf63jq8ZB7m9/mwVVn5Lz+OOYVhyyW8/TtKmfd5/YQpxVx5nfL8eSYiQU8nLuuWfw8MPfirLo9eJ29uL19qJQuSY8j0KhQatN3kEE+Vj1SauxolDIa/9kiKJIoL09bCuMVLm827ZBIBzEoU5PD9sKy8rCwqu0FOW4+aIysx9RFHEP+2ODJiJCyuscC2XR6FQTgybSTcQn6b/xc8vZIbAWLeIhrY6cvz+OcfHiCY/73G5ee/A3tNVUc/Rl17D8zFU7fb6WyttptD3HHFsS+UMJ0LkR35F/p/eDZB5cbOK/SQpOQschz3eTkhXH6TeWEWfV83nn5/z8859PmJk1iiiI9K1rwvF2Eyavns+sm9CfkMGZi3fenyXtLwrYbF/Q3rGawcGPUCg0pKWeRnbOlVjM5QAIgkBzczOVlZVs27aNYDBIcnIy5eXllJWVTWlOliiKdHd3S2Kru7sbgISEBMlKmJeXt8OQjd3F7Q9S3TEk9XFtaLPjcIf/QCwGDUtyE6S5XOXZCZh0s/uK3WjMvKO7C5sUMx8WYTuKmU9IH5vxZc3IJD5JjpmfLmSBJXMw4Q2E6LC7x0XOR/rA7B78wTHroUqpICvBIFkNx0fP789rsSiK3PFqDU+vaeNWxzqO++wFsv/8Z+JXHrdbz1P1YTufP19PeoGZ024swxCnJRTyUVl5JbfdtpHbbg+hVGoli55Wl4ZOl4JvxExbtchAiwatPpWyo8uZv6IY1V5Y8GUmR/D58G3bFh6IXBnu5wp0dIQfVKnQzS2JCK4KDOVlaPPz5c/PWYIoijjtvnG2vnBqn889VqnXGdVY0ycm9sVZdd9YhV4URew+O+0j7dJXx0iH9G/Cswn7v8A696yz+J3PT7C/PyyyliyZsE0wEODtRx6i7qvPWHr6ORxz2TU7/AMTRZGaL1bR56uizLmIlK5+sLXgPfYp+t/W8USpkUfTlRyl1XPsi72YNCpOu7GM1DwzA54BfvbZzybMzIpG8IVo+V8lijXDhAjxXvY6Ks48msNyd96fFY3b3RwZXvxC2D5oriAn+0pSU09BqQzb7LxeL1u3bqWyspK2tjYACgsLqaioYN68eWinGIs6NDREXV0ddXV1NDU1EQqF0Ol0FBUVMXfuXIqKijAajVM+9l0hiiJNA64xwdVqp77PCYQ/8OdnxLM01yrFxGclGA4Ii8tozPzEsI1O7L3dBH2TxcxHKl5Rg5blmPndQxZYMjJhhIj1cDRmfjTtcFSMDXli47qT47QxMfN5EfthTqKRlLhv7sQG4InPm7n7ja1c4mvkiv/9lcz778Ny5plT3l8URL54qYGq99sprEjhxGsWoNaqEMUQm2tupr//f/z5T/N5/vmnUastk75XURRp32Zj7atN9LWOYE03csiZhcxZnIJiFjozZhPBwcFIhSuSWli9GcEZPo9QxsdjWLQIQ0V5JLWwHLXV+g0f8cGNKIgMD3on9EfZe9wEfGNpl4Z4TURImWIqU0bzN2N1DgpBelw9EwRU+0g7Hc4OXIHYSnaaMY2c+Bxy4nOoebBm/xdYq1at4r+PPkrblVcR7Osj5/HHMC6d2G8lCgIfPfk4m95+nXlHHMMpN/4/VOrJ+19CIQ8bPjkWd7CPZcpziNvyEXgd+Fb+l4HXgjxfpOe+XBVLDXrOeGsQhSPAideUUliRgiAKrN6ymj9t/BMpxhTuO/o+FqdOrKwFBj3Uv7gWc5OKHs0AX82v5czTLppSf9YoYfvgSxH7YDNabQpZWd8iK/MSdLoUaTubzSZZCB0OB1qtltLSUioqKsjNzZ3yL6bf76exsVESXC6XC4VCQW5urhQBn5ycPOXjnypD7gAb28cEV2W7A7c//EeXZtaFK1yRxMLSTAvaaW5G/KYJX8UZxN411uc1Olx5spj5hPSMmIqXHDO/Y2SBJSMzNYbcgbDYGhVeERHWNuime5z10KhVRc35MpI7KsISjWRZDTMacPTBtl6uf3I9RwoD/PTV+8j45S9I/Na3prx/MBDi/X9uo3FjH2XHZXPEBcUolQpEUaSu/i46Op6iaM7P+OEP35zS2iGKIs2VA6x5rQl7t4uU3HhWnFVIbmmivB7vI0RBwN/UJNkKPVVV+OrqxmZz5eaGq1xlZeEAjXnzUMqzuaYdISQw1O/BPi7+3NHjJhg1jNdo0Y7rjzJiTTfNWErnznAH3HQ4OyYKqJEOupxdBMWx8y+tUktWfJYkorLjsqXbWfFZ6FRjKZ2zwiI4epCB3j7arrySQF8fuY/9DeOyZRO2FUWRr199gc+fWU1e2WLO+tHtaA2TV1+8nk7WfXECKp+H5ck/RPPZX0ChwHfiCwy8MMw7eVp+WaimxKDj0s9deBuHOXxVERUn5KBQKKgZqJFmZt1QfgPXL7pempkVzUh9Px0vVhHv0FFtrKfjcDcXH33FlPqzxt6XgM32WcQ++EnEPng6OTlXYjaXSdsJgkBbWxuVlZVs2bKFQCCA1WqlvLyc8vJyrLtxFUcQBLq6uqitraW2tpa+vj4AkpKSpL6tnJycabMSRhMMCWzvGWFj29gg5A67BwCtWkl5tiWSWBiudCXH7Zvo2W+CmJj5mOHKXQz1xcbM60wmSXjJMfNhZIElI7P3+IIhOuweKWhDCt2I9IGNtx5mJujH0g4To6Lnk0zE7YX1cGvXMOf/9UtyAsP89rX/I+f7N5L83e9MeX+vK8Bbj1bT3TDEEecXUX58jiSCWlr/RmPj/WRoL8Hy5el856Vf8vzfn8GwcGoXFQVBpP7rHr5+o5nhAS8ZRRYOPXsOmcUJe/JWZfYSwe3Gu2XLWD9XVRXByHmMQqNBt2B+pJ8rHBWvyc6WBfEUCQXDw3jt44ImHH1uhOCYDIhL1E0ImrCmG9EZ9134lyiK2Ly2iTa+iKga8AzEbG/WmsPiKX5MPI1+pRpTUSqmdvFoVgksgEBfH21XXkWgt5ecvz6K6ZDJm1lrPn6fd//2J1LzCzn3p3diSphcWAwNrmFD5aUkDAWpmHMfyrdvBWMyvpOeZ+CZXr7K0PCT+VrStBpu2hZk+OsBFhyVydEXl6BSKXH6ndLMrGVpy7j3qHulmVnRiCGR3i8bcL7Xhsav5qOkdcSfmMfZZVPrz4rG7W6mveNJurtfJBRyYTYvJif7ihj7IISrUdu2baOyspLm5mYA8vLyqKioYMGCBeh0uydK7Ha7FAHf0tKCIAjo9XqKi4slK6F+BuPKe4e9UoVrQ5udms4hApGp2vlJRslSuDTPSnFqPKqDwKIRCgYZ6uuN9Hl1SiLM0dPF8EB/TMy8wWyZtOp1oMfMywJLRmZmEQSRvhHfpMKrbdCF3R1rPUwyaccJL1MkeMNISvyOrYd9w17OfuQLQiMjPPjWvRRedC7Wm24gFAwQ9PsJ+f0EAwGCAX/4+4CfoD9A0O8jFAjgtLuo+aQVr8tD3iIr5iSN9JhgqEGX9zGelkz6PyvCq+/hmY1tPHjpqZSUfx/LMXlT/nmEggLbvuxm3ZvNuIf85JYmsuKsQlLzpn5RVWZmCIzO5hpNLayJms2VmCiFZxjKy8OzuXYyGudgIOgPYe8NB0xEV6UcfbHDeM1J+hghZY0IqV0N45224xSCdLu6JQEVXYlqH2nHHRzrf1egINWYOkE8jYqq8W0/e8qsE1gAwf5+Wq+8ikB3Nzl//esOE4OaNq7j9d//ljhrIuf97G4S0jMm3a67ZTVbm+4muw/mlv0eXvo2JBfjP+lZ+p9qY3Oiih+U69GrlNw+qGXwrQ6y51k55dsLJRX+WuNr/GbNb9CqtNx9+N2szJ08zVBwB2h5swrVBhdupZd3ctey4vQTOCzn8N3+uQSDI3R3v0R7x5N4PC1otalkZ32LzKxL0Gljr7g5HA6qq6uprKzEZrOh0WiYP38+FRUV5Ofno9zNhlCv1xtjJfR4PCiVSvLy8iQrYWJi4m6/p906hkCIms6hmMTCAWc4pjNep6YiEp6xNM9KRU4C8fqDKy496Pfj6I3EzHdFzfnaScx8QkZs2IYlLWPWx8zLAktGZmYQBSEsZgKBMXETESxBf1jkBAN+Rtwe+mwj9DtcDA67sA+7GXa6GXF58Xi9qIQgKjGEWgyhRSBOLWJUCeiUIlpCqMUgCiHEsNMNwQBawQ97WWlQqtSotRpUag1xaSNkHrcNd088LZ/moDU4UahEnvxokG8dmsqiI/QU639M+qpjdqu3KuAPUfNxJxveacHnCjJnSQqHnFlIYsbB6SbYHxGDQXz19TGphf7GxvCDCgXawsKYgci64mIUB2CQid8bxNHrjgmasHW7GB7wxAzjtaQYYgbxWjNMJKQZ0ezhMN7dwR1wjwkoZ6yA6nZ279TKFy2gsuJirXwzxawUWADBgQFar7qKQEdnuJJ16KGT7ttVt52X77sLpUrFqtt+RVrh5IMH66t/TNvAy8zrjidr8V3wwjWQswL/8asZWN1Ao0nJ95Yb8QK/VsQz+EwzlhQDp99UjiUlHBHaMtTCrZ/eyjbbNi6eezG3LLslZmZWNP4eF80vrMfUoaRN282a0jrOO/Vy8sxTv0o2iigKDNo+paN9NYO2T1EotKSlnU5O9hUx9sHwtiLt7e1UVVVRU1ODz+fDYrFQVlZGRUUFSUlJu/36giDQ3t4uVbcGBsLl1pSUFElsZWdn77aI211EUaTN5pYE14ZWO7W9I4hi+LN4blq8ZCtcmmclL8l40NoBxsfMO3q6sEWsh7uKmR8VYbMlZl4WWDIHMqIojgmawGjVZlTcBMa+D4QrPIHRys54MTTh+9GK0CTPFXmO6N7QPUGpUqHSaFGo1YgqDSGFiiAqfKIKj6DAHVLgR0VQoZYeW9Zbi06noafscCzmOBLNRpIsJlITTMSZjGHRpNGi1mpRa7SoNRp6ml189nwzBpOeU29YTGJWPB317dR9Xk330Hoyy1/A6zPh85pITOoiMJJKQdFvueHGOzg904w+wUfJyQPkDl1NybduQqHZvXXP7wlS+X4blR+0E/SFmLsineVnFGBOluPF90dCw8N4Nm8eG4hcVUXIbgdAYTBgKC1FXz42EFmTlvYNH/HU8bkD4/qjwtWpEZtX2kapUpCQZpyQ2peQakSlmbnzOFEUGfQOxiTxRYuoQe9gzPajVr7xAmp3rXwzxawVWBAWWW1XX42/vYOcR/+C6bDDJt1/sLOdF+/5JV6nk7Nv+Tl5ZRUTthGEIFVrzsPu3sxiWzHWudfCy9+GklMIHPc3+p/YRpcGvn94PD2hIL9NSGFkdQMKpYLTbigjY064pOgP+fnjxj/y5NYnKbYW88DRDzAnYc6kxyWKIiNbeul+dQumES1r4zfTd1iIS4+8crf6s6JxuZro6HyS7u6XCIVcWMyLyc65ktSUUyZMeg8EAtTW1lJZWUljYyOiKJKTk0N5eTmlpaUY9nC2xODgoCS2WltbEUURo9EoDTeeM2fObtsT95QRb4DKdockuCrbHIz4wicFSSZtjK1wUZYF/W5+cB6IRMfMRw9ZnjxmPm0s5XA0an4/i5mXBZbMTCOKIqFgcIJAibGpBXyE/IEowRJlaZtEHIUC47cNC6AJoikQ2PUB7gSFQolaq0WlHRUlmrAw0WoloaLSaFBrdbGPRbZVabRooraV9tNoJJEzuq1aq4s8V/j+XV2gEcWw9fDet7bxSmUX19W8znIcPHbSDTQP+bG5/DHbJ5q04ZlfUuS8EWO7l9b32jGn6sg+UqStrZH2jnYCQhC9boSKxe+AGAIxhEYrMCfjWvIW/BRQcN5553H1qrOpfeMF9BY/xWc3kWQ/krKz/oR2D6xjHqefje+0sfnjDkRBpPTITJaelo/JcuD2EB8IiKJIoKNDElue6ip8W7chjs7mSkuLtRaWlqKcxuTlPcHrDGAbn9jX7cI1yTDe0dS+0cqUOcWAaoZCasZb+cZHnI+38qWZ0iYKqLjptfLNFLNaYEE4qrPtqqvxt7WFRdbhk1vtnLZBXrz3TmydHZx60w+Zd8QxE7YJBIZZ/8XxBLwDLBdPxZC8BN68Bcq/ReCIBxj4+xYGEPjhsRa2+/3cm5mO4qlmnHYfK6+cR8nysd6rzzo+4xdf/GKHM7OiEYMCvR/X4/64C0UQ/pf6JaknlnB26e73Z0k/l+AIXd0v0NHxJB5PGzptWjh9MOtitNqJDbvDw8Ns3ryZyspK+vv7UalUzJs3j4qKCubMmbPH1SePx0NDQwO1tbU0NDTg9XpRqVQUFBRIQRlTmd01XYQEkfq+kTFbYaudlsHwH7RGpaA00xIzCDnNfOD2Ju0uMTHz48I27D1dMTHzKo2GhLSM2BlfkQqYybpvk7VkgXVwIIoiQigY03MTHFdxGa3SSJa2KJEyev+YKBr3WEQchXbwHHuFQjFWcRkVJaOiZrQiEyVyxsSQNvaxSao3E7aNFlJa3X5fhX5ufTu3vlDNqa1ruVXZRN7fH5cGy454AzEx8+HByy5aB1y4h2wc5VVS4rHi1doYSdgKSoEEwUS6aEWn96Ev/Qtqk49gSE3IMwdz4ncYGlbQ19dHT28Pb77xJk8++SSNG9ex+aX/oI0XmHtuHYZgKosqHsaaOzE9eCo47T7Wv93Cts+7UKoULDoumyUn5aGPm9127IMJwe8Pz+aKSi0MtLeHH1Sp0BUXjw1ErihHW1Aw7RcdR4fxRs+OGhVTnpGxCy9qnYrE9Nj5UYkZRuKTDDMyjDfayhctoNpH2ul2dRMSx2LZtUptTJjE6O19aeWbKWa9wAII2mxhkdXaSvYjjxB35OTzprwuJ68+8Bs6ttVw7BXXs/T0syds43I1sX7NaehdHpam/hi1zwMf/R8cehPBZb+g/+81DPuD3HZiIl95vdyZm076K1101Ts45MwClp2WL508TmVmVjShET+tr1Wi3uxlSDXCW/lfcczpp3No5uSVuakgigKDg5/Q3rEam+0zFAot6WlnkJ1zJeb4hZNsL9LV1UVVVRWbN2/G4/EQFxcnWQhTU1P3+FhCoRBtbW3SgGObLdwHlJaWJg04zsjImHEr4XgGnD5pAPLGVjtVHUNSIlZWgiFGcM1Lj0c9g/HDs5XRmHlHd1eUAAuLsAkx8zp92GYYJbxG53zNRMy8LLD2HWGRE4oRKEH/JDa1cdWbUJQNbbw4kmxqk4mfcRUg9ubjR6GQRMlYhWZc9WYXFZnx1RtVlNCJ2TZG8GhQqtQHrV15Z6xpGuSyx9ewqL+B+wY/Zc7qf6IyT3R3iKLI4OAgzc3NNDc309Lciqo7G703jUDcABbLCIUeM3HEs54Bhp2fUnLsOgxmJ2s2n0ybbQ4eUYMHDW60jCgVjIgiwff+xWmnnMh5px+Pp72Djc89icqoYuFZrahMbvISvkPhsh/u8f/dUL+HdW80U/t1D1qdiooTcyk/PmefBQPITC9Bm00SW96qajybNyOMjACjs7kWSnO5DOXlqKfYpy6KIi6HL1KFik3tix7GqzWoJwziTcwwEZegm9a5bOOtfOOrUOOtfBadhZy4iQJqf7HyzRQHhMACCNrtYZHV3BwWWUcdOfl2fj9v/fl31H/9JcvPOo+jvnXVhMVxcOBjKquuJWXQz6Kyv6Fo/gTW/hVW3kGw7Hv0P74ZjyvAXack847HzQ9yUln2uZ26Nb2UrEhj5WXzJZ/qVGdmReNrH6b1xU0Ye5TU6Vv5elEDl5x49R71Z0XjcjXS0fEU3T0vEgq5sViWkpN9JSkpJ02wDwIEg0Hq6+uprKykvr4eQRDIzMykvLycRYsW7dXwYVEUGRgYkMRWe3s7oigSFxcnVbYKCgqmPCx5OvEHBbZ0DUnBGRta7fQOh6szRq2K8uyx8IzFuQkkGOVZGjsjHDM/MHG48o5i5tMnDlfem5j5g1FgCaHQDqs3kk1tB4EEofG2tB1Uc8LPGdWfE3kOURR2fYA7ISxgoqo1mqjKzrgKzahAidlWEkGxtrZYC5sGTZTgUWm0qNSyyNmfaB5wcc6fP8Vs6+XhppcpffIJ1FE9wg6HQxJUzc3NjIyE+221xkRERxE2dxBlXAC/EKBfJWBTiAyHFPhQckX5vylN3sZfKq9lU39snzJKDwqVC1CifvefqFbewKmaRg4/dA5pQTVf/+cJFHodi1d6ELO3YxbKKD/68UmdIVNlsMvJ168101TZjz5Ow9JT8lh4dBbqfRAcIDNziIKAv6UFT2XYVuiprsZXWwehcAVHk50thWcYysrQzpuPyynEWPtG+6UC3rGqj96kiQmZGLX3GS3TN4w3IATocfbEiqeoYAlP0CNtq0BBuil90kpUTnzOHre8zHYOGIEFEZF1zbX4GxvJfvjPxB199KTbCUKID5/4G1XvvcWCo1dy0nduRjUuFaat+VHqm39HQUeQwhNfh68ehur/whm/J1RyKf2Pb8Y35OOh09P4r9vJ5RlJnN8UZP1rzWQUWTj1u4swxI2deG/u38ytn95Kl6trpzOzRhFFkeFN3fS/vh29R8MnlvU4Dldy+WFX7/Uvq2QfbH8Sj7cNnS49Mrz4YrTayUMunE4nNTU1VFZW0tPTg1KppKSkhIqKCoqLi/d6FpbL5YqxEvr9ftRqNYWFhVLvlnmSK5f7AlEU6XR42NjmkGLit3YPE4pElBalxknBGUvyrMxJMcknalMkNmZ+THhNJWZeEmC7iJn/pgSWIIR20nMzrpfGv2ubWiDqvtC45wj4Y587WrTuCarxfTjjrGbjKzLjbWkx1ZtowRPznLGCZ7RaJP/tyDjcfs754yfYBhz8act/KP/rn+hU6Nhc30ptWzct3YPY3EE8aPApdARUBlyCCmdAgcDE3x8VAgbRS5zo4uLFL7IobSvbh45DnfQ9Gpw1fNX7P+zBNvITE7liwUUckpBFb9/n3Hzzq/Qf/jPUCJykaaCoUM2ypALW/vsfoDeypCwJFn2AUtSzaOmfSUqa/JxjqvS2DLP2tSbat9owJehYdlo+84/ImLF+GJl9j+Dx4N5cw8C6bfRv68TW5WJEiMNtSsdlTEdQjZ03GkwqErPjScyIi6lMTdcw3lEr32R2vqla+XLic8iKy0Krki80j+eAElgQEVnXXou/viEsso6Z2GsF4ZPmNS89y5fP/Zv8iqWc+cPb0OoNMY9vq76Z7sG3WNisIe289+CtH0PdO3D+E4TyzqD/75sJDHp44qxMHnUNc2ZKAv/Po+ez1dsxJWg543vlWNPHrro7/U5+vebXvNX81k5nZkUj+EP0vl+H7/NegmKI19M+JefEUs6Zv2qP+7PG3mMobB9sX43N/jlKpZa01DPJybmS+PjSHe7X09NDVVUV1dXVuFwujEYjixYtoqKigoyMyaPwd4dgMEhra6s04HhoaAiAzMxMqbqVnp7+jZ6Iuf1BqtqHYgYhD3nCnucEo4Ylo4Ir10p5jgWjVrZ87C6TxsxHhNiEmHlrYrjqNc56aEnL4IILL+Q/Tz05oecmEFXNGW9pm2BTk4IKoitC0Ra2idsKob1LWFOp1VMIDogVKDGCZXxVZ0eWtyjBo9JqUKs1+01AicyBizcQYsDpY8Dpp3/EJ331Dnt5u7oTuyeIJeTGozXiFyau9QpEDIoAegIYFOEvkwAmUUG+Ts+8kjRUgW66PnoFlW+EiqWtsNiHqBQxWY7k/UAxrzW+hifo4eiMxVyQvYAkoRub7XOCQQeg5Lf3Kjnvu4U8uOE7CKKClepG0pPsrCwoZ8Mzq8FgoiK7BN3yj/DHdZGTdRVFxbeiVO5d30hnrZ01rzbR0zSEOcXAIWcUULw8bUb6ZWRmjlBQYKjPE65G9bgki5+j100oajC3yaLBrPMR5+tH39eAtrESo60FTdCNympFX7ZobCBy2aJJbbKTMWrl21E/lM0b+zk6mZVv9CvFmHLAWvlmigNOYAGEHA7arrkWX309WX/6I/HHHbfDbas/+B/vP/4X0grncO5tv8JoHuuREgQfG9eey4hzO8s604m/4HX472XQsQ6+9V9CGUcz8I/NBHrdvHROFvc4hzjaGsdv45L4+G81CCGRk7+9kJx5Yz5bURR5ven1Kc3MiiZo99L+ShWaWj+96kHeKPySk085d6/6s6JxuurD9sHulxAEDxbLMnJyriQl+SSUOxByoVCIhoYGqqqqqK2tJRQKkZaWRnl5OWVlZcTFxe31cYmiSF9fn2Ql7OjoAMBsNktiKz8/H803PKtJEESaBlwxg5Ab+pwAqJQKFmSYpQrX0jwrmRa9fKV+L/B7PTh6uqXhyjuKmdcaDDxbWcuqubl79DrSrJwJFRrdDioymgkVGsnGtovqTXQym1qjlUWOzKwjJIgMunwxgkkSUE4f/SNe6f5h7+QXINQKEUQBi8KDReHDoAxgVATR48cQEVMpZj25aUmkJSYTb1fj3+Zn+6AGrUbDSRcX41G38MlTf2eov585yf1krRxi2Bq+ANYhpvNQxxB5OiVnZRQyV+fH764DRDSaJJKTjiEp6VgSE4/k/Asu5ke3DNE9FOA3a3+KK6jnCHUjWcYuDisspuHlVxENcZSnVpA0vxFH7gfE6YtZWP4IJtPk6cFTRRRFWmsGWftaEwPtThIzTaw4q5CC8mT5s2M/IxgI4ej1xKT12bpdDPV5EISxU2Jzsj5chUqPGsibbkRriD3HEoNBfA0NMQOR/Y1NkqNjbDZXGZpFpdiy4ulwd8cKKGdYVE1m5ZusCpUdn33QWvlmigNSYAGEhoZou+ZavHV1ZP/xj8Sv3LHIali3hjf/eD/xycmc97O7saSOVZV8vn7WrTkFXIMsdx6C7oy/weozwdYIV7yGkFRB/z+3EOh08tE52dzmdrAozshfszP46rGtOHrcHHPpXBYckRnzmrszMysab6ODjpeq0A8q2WysZ31ZM1esvG6v+7NGCQSG6e5+nvaOp/B629Hp0snOuozMzIvQanfckOl2u6mpqaGqqorOzk4UCgXFxcWUl5czd+5c1NM0mM/pdErDjRsbGwkEAmg0GubMmcPcuXMpLi6eFmE3HTjcfja1RUXEtzvwBMIl93SzPkZwLcgwo1XLJ9TTgdfllPq8fB4Pt/32Ae75yQ8nT2bbQdraaDVHuRMbr4zMwYAoigx7gvQ7vfRFCaewYIqtQNlcPoRJzgBMWhUp8bqxrzgdZq0C71AfHlsvvqF+8A6jEgX0yjFbkk6nIz09ndTU1JgvjU+B89NOXOt6aHMFqfSEsCQbOPyCJL5++Qnat9aQpPeyfFELA0t0BPCDKNAZUDAo6Ck1KFCLbkCB2VxOUtKxJCcdQ3z8QhRRV+lXrVrFM8/8jXWbbsA+tI3/+/qn9LiSWKZppkjbQV6GCff7XyMY4ijLXU6eWU1X6WMotCFK5v2KzIwL91oMiYJIw8Y+vn69GUevm9R8M4eeXUj2PKsstPYxAV8oKqnPLVWmhvs9kptdoQBLqjEcfx7VH5WQZkSj27PPE1fARWtPLU3bvqKlrYo2WzOdgQF6TAEGLCBEVTa1qMk2ZZFjzZ90wK5s5dt3HLACC8LD4tquvQ7v9u1k/+H3xB9//A637dy+lVfuvxuVRsOq2+8iNb9Qemx4eDMb1p9P/JCHJXFXoDz0+/DEyeCxwzX/QzAXM/DPLfjbhtlwbh4/8NjJ0Wt5cm4em5+so32rjcUn5XLYOXNiklx2Z2ZWNKIgMrS2A9v/GlD7lLxr/QrPEXquPOSaabsCIYohBgY/pqN9NTb7F2H7YNrZ5GRfQXz8gp3u29/fT1VVFVVVVYyMjKDX61m0aBHl5eVkZWVNXxNmIEBzc7M0c2skktaTnZ0tDThOTU3dbz6EgiGB7T0jMYOQOx3hq0s6tZLy7ARJcC3JTSApbvbGk+5PHIwhFzIyu8LtD0YEUmzFqd85sQLlD03s6dOqlCTHaScIp+jvk+N0JOhVeEYcdHd309jYSFdXF0NDQ4RCY0JKoVCg0BrZ7jKQOGTnO8cvIv/444mLi4tZvwO9LkY+6cBd2Y8oirQkGqhuHCa9MA6j6Wu2fvYOenWIw1MaEY81Yo8fxhVSYFCKKAif/KrVFpKSjiYp6ViSEo/aYd8xjK0dguDnq02/YsT2In/Y9D222wop1XZQoWxHbbZhXttOyGhiScVxFAym0rXwr/iTG0hJOYX58/4PjSZhr/+/hJDA9jU9rHsjPBoma24Ch549h/TC/XsW0GzE7wli64kdxGvrdjEyGDWMV6nAkmaM6Y1KzDBhSTWg3s15mtFWvslS+cZb+RJ0CWHBpEomfVhJSpeLpO29WKtbSbAFUALq1FQM5WVjqYWlpShNexYUJbNnzAqBtfjU0/nqjdfR70GjZ2h4mLbrrse7dStZv38I84kn7nDbgfZWXrz3TvxuN+f85BfklI6lC/X2vEHN1h+Q2e1l3rx7URQeDf84ObxiX/MOgjGbwdVb8DUPUX92Ht/2OzCrVfxnUQE9r7dT82knhYtTOOHqBWjGJQPtzsysaARPkN53agmsHcCt8PJy+kcUnbCEc+ftfX9WNE5nHR2dT9Hd/TKC4CEh4RBysq8kOfmEHdoHAQRBoKmpiaqqKrZt20YwGCQ5OZny8nLKy8unNbRCFEW6u7slsdXd3Q1AQkKCJLby8vKmrZI2XfQMeWP6uLZ0DREIhf+ECpJNUi/X0jwrxalxsgd/D5AFlszBgj8oTGLRm1w4ufyhCfsrFJBkihZI2gnCKTVeR0qcHrMhNnVREARsNht9fX309fXR29tLd3c3Q0NDjD8tMBgMpKSkUFBQQGlpKV1OuOhvX1Fg7+TJs/JJPeO0mO19bcOMfNyBd+sgCo0Sw7I0Km0+tq3tJTHTx0DjPwn63FSkdGBa7sKepUBFiLHDU5OTfTlpaadhNpejUEztBHj82vFJ5b9w9f2Wp7Z/i6+6llJiGGSF0MiIuoGcmmFCRhOHrFxF7mYL9rx3ccx7FZ0ujdLSh7BaV0ztP3EXhAICWz7vZP1bLXhGAuSXJbPirEKSs/cP58ZswusKTBjEa+9x47RHzXRUK0lIN0p2vtHkPkvq7g3jDQgBup3dEwWUs2OClU+pUJJuTJcqT+P7oeK1kw+5Fv1+vLW1kdTCsL0w0NoWeVJleDZXZC6XoawM7Zw5shV9BpkVAmvOiady2IOP8MTCfLR78MsQGhmh7brr8G7ZStZDD2I+6aQdbjs80M9L996Jo6eL077/Y0oOHYt7b2x4gJa2v1LS6CbnhP+CMRn+eQoYk+CadxB1SQw8tQ1fnZ2uM3O5lhFCosi/FxWiXG/j8xfqSc2N57QbyyZMbt/dmVnRBPrcdL5cjbo5QLu2hzfmfMWZJ13IoRmH7vbPaqevExiiq/t5OjqewuvtQKfLIDv7crIyL0Sjse50X6/Xy5YtW6iqqqKtrQ2FQkFhYSHl5eXMmzdv2uPYh4eHJbHV3NxMMBhEp9PFWAn3JmZ+pvAGQmzuHIoZhDzoCg8xjderWZxrlRILy3MsxOvlwZS7QhZYMrMZQRCxu/0TBNKoaIquQNndgUmfw6xXR1WW9JJgGl+BSjRqdznnTxRFhoeHJSE1KqYGBgYIBifvq7JYLOTl5TF//nwKCgrQR6V+dg46Oev+d1F5XPznUD1F37pAeh1fvYORj9vxNQ2hMKiJOzwT3dI03n+mltbNg6iUmwmG3qCgZBB9gR3RokShAEGEEUUyVpUflVLFsqUvYDTmT/lnLooiWz7t5P/d8W2e+uczZMwZ+yz+38YPGe7+CZ90HMmbzSdRZHJzaHArQ6Ft5NU7CRniWHHO5WR/CUFzD93lf0AwecjPu4GCgpsnHYmyJwR8Iao/amfTu2343EGKl6VyyJmFJKTtf59r3ySiKOIZCcT2R/WEK1Oe4bEB4WqtEmv66PyoMSFlTp76MF5XwDWh+jR6u8fVE5PKp1fpw+IpbqKAyorLQqOant+ToN2Ot7p6bCBydTXCcLhPWWkyhQM0ysai4tXJez5uQCaWWSGwjjnzLGp/dDenJlt4rDQfzR5cxQ85nbRfdz2ezZvJevBBzKecvMNtPc4RXrn/13TVbWPl1d9h8clnAOGhvdVV1zMw+DEVtUGSLnw/bBN88mxImgNXvYmoimfwP9vwbrPhOC2PazROBgJB/rWwgJwOH+/+Ywt6o5rTbyojOTv2KsT4mVn3H30/FakVU36Pnm2DdL1Sg25IydemGqoq2rnmmO9MW3/WKKIYYmDgQ9o7VmO3f4VSqSM97Wyys68gPn7+Lve32WxUVVVRWVnJ0NAQOp2O0tJSysvLyc3NnXZLn9/vp6mpSQrKcLlcKBQKcnJypAHHyfvpoiKKIq2Dbik4Y2Orndre8LwXpQLmpptZmheZy5WbSE6iYb+xRO4vyAJLZn9DFEVGfBGL3iTVpejvB11+aSRENHqNcqItL04/zqKnJTlOh343LUujuFyuGCE1+uXzjV3h1+l0qNVqvF6vZPtLSkqisLCQ/Px88vPzMe3AmuT0Bjj3Vy/TEVDxrzlOVtx4JaIg4qkZYOTjdgJdLlRmLXFHZWM6JB2vL8Qrf/gMv1iNMfltLDltqOPCotIvgFYJLk0Bhyz8I231t+NyN7F0yX8wm8smff1Jj8nu48Mnt9K+zc5zm37LhYtvo3BxCoedM0cSL8+uqcLW8RM6nJk8s/188uMFDvVX4fVtJ6t5iJAxjmXnX03ul340opbmot8i5LdhNlewsPT3GAx7FrozGT53gE3vtVH1YQehgMD8w9JZdnoB8Ym77uk+kAgP4/VLQmrU4mfvduN1jV140OpVMYN4R6tS8Yn6XQ7jFUWRAc/ApHOhdmTlmyyRLyc+h2RD8jeSyheezdUqhWd4q6rx1tVB5OKIJisrxlqoX7AApU5uVxhPQBDp9vnp8gXo8gXo9I7e9tPlDdDp8zPvoTv3f4G1atUqTv/T3/h5fSdnpFj464J81Hsqsq7/Np7qarIe/B3mU07Z4bYBv483/3g/jevXsuLcizjiostQKBQEg07Wf30OPmczyxtNGK/4CLo3wX8uhuzlcPlLiAodtme346kZxHtyLtebPDS6fTyyII9DfSrefKQavyfISdeVkr9o4on96Mysblc3N5TfwHWLrtvpzKxoxKCA44s2HO+3oAjA60mfIB5p4eql1+6wrLw3OJ21keHFLyMIXhISVkTsg8fv1D4IYUtJa2srVVVVbNmyhUAggNVqlSyEVuvOq2J7giAIdHV1SdWt3t5eABITEyUrYW5u7l7P9ZpJhr0BKiPhGRvb7Gxqc+D0hRfH5DjdmODKs1Kaadnjk6sDBVlgyewrvIHQBIEU0+MUddsXnNjXpFYqSI7bkUUvVjyZtKppu5ji8/no7++XqlGjQsrlcknb6PV6EhMT0Wg0+P1+7HY7Xm+4JyUhIYGCggIKCgrIz8+fkv07GBK46lfP8aXfxO+t3Zz14+twbezF+UkHwUEv6mQD8cdkY1ycisffStP212iufQ99cj1KVZBQEOp9SpwoKDeGUKuMLJh3L+mpJ1FVdT12x1eUlT1GctKxU/451K3r4dNn6ggFBY44r4g7/nAzP7vuQTa+24YQECg9Oovlp+djiNfy6Ee1tLXch0U3zN9rriDdqOLwQCVKTwPJrf2EjPGUr7qMomoF+pF4Gsz/ghVfglrD3Ll3k5F+zm7+L+0c97CfDf9roebTTgAWHp3F0lPyMZoPrFADURAZsXuxj4ZMRFWm/FHDeHVGNYmZJim1b1RQmRJ2Pow3IATocnZNGmve6ezcqZVvfKjETJxzzQSCx4N369axKldVFcFImwUaDfq5c8cGIpeXo5mBC+H7EyFRpM8fiAilAF0R8dQZEU9dPj99/iDjxY5FrSJTpyFTpyVLr6Hh9h/MDoH10ksv8bf2Pu5s6OLc1AQeXpCHag/+g0NOF+3f/jaeqiqyHrgf82mn7XBbIRTi/b8/wuYP32XhcSdy4vXfQ6lS4fG0s27tGWicQyzvL0F9+euw/Q144VooOQUuegoRNbbna/FU9iMcn81NiQHWD7u5rySb80zxvPmXagbaRzjigmLKV+ZMeO09mZkV+z799L61ndBGB0MqJy9kfsCClSs4b+55UxZru0Mg4IiyD3ai12WSnR1OH5xKg6/P52Pbtm1UVVXR3NwMQH5+PuXl5SxYsADdDF1BcTgckthqaWkhFAqh1+spLi6mpKSEoqIiDAbDrp/oGyQkiNT1jkiWwg1tdloH3UC4EX1hllkSXEtyraSaD64rm7LAktkbgiEBm8sfTtCbpNIUXYEa2UH0eKJJOyEAIiVOR3K8NqbqlGDQzGifZTAYZGBgYEJFyuFwSNtoNBpSUlJIS0sjPj6eYDCIw+Ggvb1dChKKj4+PEVR7cjHsZ/f8l/8Mx3GLpoMrTzgN5+ddCCN+NFlxmI5JxZvZwKDtEwYHPsLjDfeR+IZSsQ8qeFM/RKcI38kwkaYcJDHxKBbMvw+tNpWtW39MT+8rzJ93H5mZ50/pWLzOAJ88W0vD+j7SCsyccNUCEtKM0trhHvbz9RvNbP28C7VWyZKT8yhbmc3vPqhnc/2zHJqxiUerriJep+UooYY4ZzPm9k5CxnjmnXUBFb3JqFoUtIa+gGP+i9c4THra2cydexdq9fSehI/YvKx/s5ltX/Wg0igpX5nN4hNz0Rlnl51cEESGB6KjzyOCqtdN0DcmpAxmLYkZRin6fGwY746Hlo+38kVXobpd3Qji2MUPyco3SRUq05Q5bVa+/Y1AX1/EWlgVFl41NYju8HmFKiEhyloYmc1lmR1hK6IoMhAIhqtNXn9EQEUqT5FKVK8/QHCckjEolWTpNZKAytRryI78m6nTkqnTEKeOPbeeFRbB6IN8uLWX3zR1c36alT/Oz91zkfXd7+DZuInM++/HcsbpO9xWFEW+fP7frHnxWQqXLOeM//dTNDo9dvsaNm26nMRBL+WqU1Gc+zdY/w948xYouxjOeRQRBfYX63Fv6EV9TBa3ZIp8YBvhtoJ0bkxP5v1/bqW5aoBFx2Rx5IXFKMd53/d0ZlY0/k4nXS9tRt0ZpEHXxhvFa7jg+MtYkTE9DbfjCdsHP6C9fTV2xxqUSj3p6WeTk30lcXFzp/QcDoeD6upqKisrsdlsaDQaFixYQHl5Ofn5+ShnqCnT5/PR2NhIbW0t9fX1uN1ulEoleXl50sytxMQdR9XvT/SP+NgYsRRuaLVT3TmEP3LFPNtqiBFc89Ljd9l3MZuRBZbMeERRxOEOTBBIk1WabG4/k32qxevUJE+SnJcSU4HSkRSnRbOP/74EQcBut8dUo/r6+hgcHJQCJ5RKJcnJyTHx5yaTCbvdTktLC83NzdjtdgCMRqMkpgoKCkhKStqrK9iP/fkF7uk0cL7o4oeGbERvCMU8H/7yZoaUa7Hbv0IQvCjQ4OxOZaTrSIZ6cnkl+3kc1j6uyiphvq4JBB9FRbeRnXU5CoWChob7aW37G4UFP6Sg4HtTOpbWmkE+fGob3pEAy88oYMnJudJn8fi1w9bt4quXG2mpHiDOquOQMwt4oqOPr+u/4tLSd/jzxktQKAwcr2nCaq/H2NFKyBhP7klncKyhjNAaBz3eRvylf8E7x45On8XC0t9jsSze45/ljnD0uvn69Sbq1/ehM6pZfFIuZcfl7HFU+EwRCgkM93uiqlFhIeXoGTeMN0EXk9g3WpnSx00UOOOtfON7ouw+e8z2Vp11h1WoFEPKAV2tmSpiKISvoRFPVSWe6mq8VdX4GhrGZnPl54ctheVlGMrK0c8tQbGP55OKoshQMDTOshdr3+v2BfCNs1xrFQoydBoy9RqyImIpUx/+Nyvyb4J69x0Ds05gAfy+pYf7mnu4JCORB+fmoNyDX37B5aL9O9/FvXEjmffdh+XMM3a6feW7b/HBE4+SUTyXc2/9JYZ4Mx0d/6a27pfktbspyv8RHPMT+OQB+Og3cOiNcPI9iCI4Xm3AtbYH3REZ/GqOhhd77Xw7O4U7CzNY80oTle+1kVuayMnXLZwwcA5iZ2ZdMu8Sbll2CzrV1Cs6oijiru6n7/VtaJxKPjGvZ2t5D98+6sZp78+Kxumspb1jNT09r47ZB3OuJCX5hCmlOImiSHt7O1VVVdTU1ODz+bBYLJKFMClpx/G6e4sgCHR0dEh9W/39/QCkpKRIYis7O3vGxN504wuG2NI1LAmu9a12+kfCfRRGrYqKnARpLteSHCuWWXa1c2fIAuvgwRXpa5oYNT5+dpNPSuuMRqtWThBI44VTauR+g/abP1GdLHCir6+P/v7+mMAJq9VKWlpajJhKTEzE7/dLYqqlpUVa53Q6nSSmCgoKSElJmba17q1/vMH36uBQhcgvEjsJzqvHmViNx98EgF6fg1GzmMYvBuisykGlPR6boZWv5j/KhRklLC5IZrD/DeLjSyld8BAmUxEA7e2rqau/m6ysbzG35O5dngz5vUG+fKmRLZ92kphp4oSrFpCSG1tN2tHa0VVv54sXGuhrHSEpy8TXFpF3+1u49fB3+dPaY3EGEzjN3EVizxb0nc2EjPFYjzqG8+aejPv1Nob8g/Sa/oT+BDc+wUFB/s3k598w5XTD3WGgY4S1rzXTUj2Awaxl2al5lB6ZhUqzbz+7QgEBR19YPEWLqaE+N0LU32J8kn5MQGUYsUYqU7px50aBUIAuV9ekIqpjpANvKCpSXaEkw5QRO1g3bux2nFZOYNwTQk4n3pqacIWrKpxcGBoYAECh06EvLZUGIhvKy1FnZOyVWHWFQpFqU6xdb7TnqcsXwDVupIRKAenasapTtGgatfIladR7pCN2xawUWAD3N3fzUEsvV2QmcV9J9h79pwluN+3fvQH3+vVk/vZeLGedtdPt69d+yZt/fgBLShrn/fxuzMmpbN9+B51d/2HB9hEyjn4USlfB/26HtY/Cyl/A0T8Jq+o3mnB+0YVhRRq/LzXy984Bzk+z8vt5udR90cUnz9RhTTdy+k1lmJMmWtL2dGZWzPv1h3B83MrIJ+0EhRAvJr+P9ogUrl1y3Yx6hQMBO11dz9HR8TReXxd6fVZkePGFU54PEggE2L59O1VVVTQ2NiKKIjk5OVRUVFBaWhqTSjUT2Gw2SWy1trYiCAJGo5Hi4mLmzp3LnDlzZszGOBOIokiH3RMTEb+te1gaElqcGhczCLkw2TRrr+LJAmt24wuGGIwaZjupTS9yn3uS6HGlApLiJq80ja9AmfXq/fb3fCqBE/Hx8ROG8qakpEgprV6vl7a2Npqbm2lubqanpwcI2wLz8vKkKlVGRsa0XzwK9Lr4+tl3+KdiA4tTtjI/pR5R6UGh0GJNWE5S0rEYNBV88cL/aPz8SxRxR6PTLGPAspGl8z7g0JXXU9v5R7zeLvLzvhNJ5Au/r96+t6mp+T7JycdTtugvuxQqPU1DvPfPrQwPeKg4PocVZxdOOrtoZ2uHKIg0bOhjzauNDA94sccreUvp5JbT1vP7zzLpdqVzVlofSS2V6LtbCJniUS2p4LrjrmT439vx+t1sc/2DvFVDDKqaSUg4hNIFD6LXZ+79D3sH73nNK4101jmIS9Sx/PQC5h2aPsE5s7cE/CEcPeP6o3rCQip6GK852RA1P8oYCZwwxVTYnH7nDmPNd2Tli64+HQxWvv0JURQJdnWN2Qqrq/Fu2YLoD6c1qlKSo2yFZegXLkQVFw7A8QkC3dHVpijRNNoD5QhOXN9TtWpJKEXb90YrUWk6zR453aaDWSuwRFHknqZu/tzWxzVZyfxf8Z4NsBXcbtpvuBH311+Tce89JJxzzk63b9+6mVcf+A0avZ7zbr+LxOwsNm26gmHHOpZUO7Gc/xpkLYNXboDqZ+H0B2H5deErjf9rYeSTDgxLU3lymYX7Wno4IcnMY6X5DNY5+N9jNag0Sk67YRHpBZP7WT/t+JQ7vrgDd8DNTw/5KecVn7fb7zvo8NL3+naELSP0q+08m/0uS489mvNKZqY/axRBCIbtgx2rcTjWRuyD55CTfcWU7YMQjmCvrq6mqqqK/v5+1Go18+bNo7y8nDlz5sx4Vcnj8dDQ0EBdXR319fV4vV5UKhX5+flSUEZCQsKMHsNM4PIFqWp3xCQWDkd6SqxGDUtyxwRXeXbCfnEFfyrIAmv/IySI2Fz+SfuYxgupIc/k0eMJRk24wrQLi16iSYtqFs2Piw6ciI5BHx84Mb4ilZKSMmH0hN/vp729XRJUXV1diKKISqUiJydHqlBlZWXNSLCPIAQZqPuc3u1vY2MtQXM7AGpVGmlpK0lKOhar9TAQNLz1/N+oe/s9hKACf8oJWAOlZCR+yJkXldNqaqG17TH0+ixKF/yOhIRl0mvY7V9TWXUl8fELWVzxFCrVji+2hYIC695oZuM7rcRZ9Rx/1XyySnbcPzaVtSMUENj8SQfr3mrB5w6yTRfijAu6+cMXDmrtczg7p4eU+k3ou1sImuLxLCjipnO+g/fpJkJuPxsHnqN0ZSM92X0olGrmzbuHtNRTd/MnPTVEUaRju501rzbR1zJMQpqRQ84soGhJ6i4T9Mbj9wZjgyYiqX3Dg15Gu/+VSgWWVENURSocgZ6QakStVSGKIv2e/kkrUJNZ+RL1iVK0+WSpfPvrxZGDGdHvx7m9ltat22htaqGjb4CukEifNYl+axIDGZn0WZOwaSf+3SZqVFJ/U6ZeS5ZOE2Pfy9Bp9mh0075i1gosCC8WdzV28df2fr6TncKvijL3TGR5PGGRtXYtGffcQ8K55+x0+/62Fl6655cE/D7O+ckdpM7JZN26sxCcPSzfKqK/6gMwZ8F/L4e6/8H5/4CF54VF1vttjHzQhqEihTeOSOa2hg6WW0w8uagAYcDHm49U4Rryc8JVCyhamjr567v7+dnnP2NN95rdnpkVja95iJ6Xt6DqC7HF0MBbxV/zreOumrH+rGhGnNvpaF9NT++rCIIPq/WwSPrgyinbJERRpKuri8rKSmpqavB4PMTHx1NWVkZ5eTmpqZP//KaTUChEe3s7tbW11NbWYrOFY1rT0tIkK2FmZuassRJGIwgijf1OqcK1oc1OU3/4JE+tVLAg0xwzCDkzYf8MA5EF1r5BFEWGvcFJK03jk/QGnT4mSR7HoFGRap4oksYLp6Q4LTr17BD4O2J3AieihVRaWhpxcXGTftYFg0E6Ojok219HRwehUAilUklWVpYkqLKzs9HMUH+Ezz/A4MAn9LW+i935FYLKBaKS9sFc1g0u5MrDV7G87OhwKm8oyKtvPU7dy2+jdQl0pyrIVZ2NypvPEQvrKf7WYWxp/CUjI1vIyLiAkuJfoFaP2bmczjo2bLwIrTaFZUv/u9N5jIOdTt7/11YG2p3MOzyDoy4ontSSH83urB1eV4AvXmtkyyddiIjkHe3mqb4GNvSUcGpeF1nbq9D3hEWWoyiHy1ZdivV1N6EBHxsH32JO4Sd4j0tk2FNHZsaFlJTcgUo1MzOtRFGkuWqAta81YetykZQdx6FnF5K3cGJvndcVwN7jjp0j1e2KGcarVCuwpkX1R0VS+yypBgRFiE5n56Sx5lOx8kVb+mQr3/6HIIr0+4Mxlr3xwRG9vgDjM1PjEEn3ukmxDZDU3kZKbzep9kHSPC5yUpPJLSwgsWxheDZXSso38t72llktsCC8UNzR0MnfOwa4KTeVXxTumcdT8HjouOkmXF+tIeM3vyHhvFU73X64v48X7vklw/29nP6DW8mYn8j69edhGnaxpCMF1TXvgUoLT62CjnXwrWeh6ITwvh+1M/xOC4aFSXxxfDo31bZTZNTxbPkczH6Rtx7dTE/TEIeeU8iSk/MmfT+CKPCvLf/izxv/vEczs0YRBRHX+h4G3q5H6YF3LV/SWGHjhiO+R655+mZ17IhAwE5n13N0dDyFz9eNXp8dTh/MuBCNZuqiMRgMUldXR1VVFfX19QiCQGZmJhUVFSxcuHCfDRUeGBiQxFZ7ezuiKBIXFydZCQsLC6d9qPK+xObysynKVljV4cAbCC+dGRZ9uMIVEV0LMs37vLl/MmSBtXd4/CEGnL5wit4ukvT8k0SPa1SKSUXSZDY9k27nJ7yzkdHAiehq1FQCJ1JTU0lISNjpxZlQKER3d7dUoWpra5N6rzIzM6U+qtzc3BmzMItiiOHhzQwOfszA4MeMjGwGQOWzED+0mATTMu57fYB3E5fwp9MLOeuo+bgCLp775B80vvwO1gEFIxaBzEIdhvZVuIQ0TjjPgm7udhoa70OlMjJv3v+RmhI7u9Lr7Wb9hvMRRYFlS1/AYMia9PgEQaTq/XbWvNaIzqDm2EvnUVgxtRO2PVk76prsPPbwRgrcCrQWD19k1/Jx51yOzm6jpGEzhu42AnHx2PKyWHHqoRyxcQ7BZic19s8xaF8k89IltLk/xGjMp7T0D5jjF+7W6+8OgiBSv66Xr19vYnjAS2KGiZwFVoQQkphyRw/j1SgjSX3GGCGlMAfpcndOGijR4+6JsfIZ1Aay4rImCKic+Bwy4jLQTNMgZpm9RxRFbIFQTMLeaHDEaAJfjy9AYNxpv0GpiOp5ig2LGLXvxUddIBNFEX9Ly9hA5KoqvLW1Y7O5MjOl8AxDeVl4NtcMt4VMB7NeYEH4P+e2ug5Wdw3yw7w0flqYsUevI3i9dNx4E66vviLj13eTcP7OI17dw0O8ct/d9DTWc/y1N5BZoaZ683dJ6/NTGliK4lsvQMAF/zwdbI1wxauQcwgAI591MvRmE/r5iWw5LZurt7WSrFHz3/I55GjUfPjkdurX9TLvsHSOvXQeKvXkH7J7MzMr9r0Hsb/fjOvLbjx4+W/KO8QfkcV1Fdfvk1kOYfvg+xH74NcolQYy0s8hO/sK4uJKduu5nE4nmzdvpqqqip6eHpRKJXPnzqW8vJzi4uJ9NuPK7XZTX19PbW0tDQ0N+P1+1Go1BQUFkpVwKvNi9mcCIYFt3cORmVwONrba6XSE54ToNUrKskeHIIfthYmmfS8uZYE1kUBIGOtrcnoZGPHv0KI3OmMtGoUCkkzanQqn0dsWw47jkg8kdidwYnxFKjExEbV61+JSEAR6e3ulUIqWlhb8kf6G1NRUqUKVl5c3o+MlAgE7g4OfMTj4CYO2TwkEbIASg7MIU/dCzKFDSFl+JJrUIP93+194MvdIfrgijQtOzOQ/6/5J65sfkdeuI6hXkl9u5qjBBt6x34agiePEbxdiC/wam+0zkpKOYf68+9DpUsa9/jAbNl6E19vF0iXPEB+/YNLjHB7w8MHqbXTVOygoT+bYS+ft1lyoPV07GvpGuOFPX3GYU02qL0h14TbeHSxiSVozh3RuQdPeTiDejD0nC8MKEzfaL8BfZaNppJpBzzMcdsF8GuK34A/YmDPnx+TmXINiGobSiqKIe8gv2fls3WOVKa9zzIqrUII1zURqfrw0jBerj0F1Dx2ujgkiyuFzxLzOqJVvMhGVpN+7BEqZ6WM4GJp0QO5okES3z49nnNVAM5q4FyOaYu171j1I3BuP4PXi3botZiByoKsr/KBaHZnNFRmGXFaGNj9/v/u9OiAEFoTLlD+pbeff3TZ+kp/OLQVTnxkV8zxeLx3f+z6uzz8n/e67sF544U63D3i9vP6H39K8aT2HnX8JGcscNDU/xJwmF/npl8DpD4GrH544Gdw2uPptSAt/GDi/6sLxaiO6Eisd5+Rx6dYWVAoFz5QVUhpnYN0bzax7s4XM4gRO/e4i9KbJr+w4/U7uXnM3bze/vUczs2LeT7+b/te2I9S76NT28kz2uxxxzImsKl41o/1Z0YyMbKW940l6e19FEPxYrYdH7IPH7XbKUk9PD5WVlWzevBmXy4XRaJQshBkZeybE94RgMEhra6s0c2vUBpSRkSGJrYy9TNjZX+ge8rCxdayXa0vnEMHIIl2YbJL6uJbmWSlKiZvRuT9w8AgsQRBxeAJRAskbZdGLDYmwufyTPke8Xj1pH1O0cEqND/c1HcjR/rvC7XZPGMq7u4ETU0EURQYGBqQKVUtLCx5P+AJGUlJSzCwqk8k07e9z7DgERpxbGRz4mMHBjxkargIENGor5tAydLUlGDvno09Lx3xsDvoFSQQH+vnn93/NPQWnsDJHIKHkQ/o+Xc/CxnjUooqCZUWcIX5I90Ay74z8FIPZwOGXu+gc+DmC4KW46GdkZX1rwpoYCvmorLqaoaGNVJT/g8TEIyb9uW37spvPn6sHBRx1YQnzDkvfpzHLVe0OLnlsDct0ek4K6PmSat72ZVBsbeek4UoUDV0E4y04srNpK+ngnvifoPpihB5PM1vsz3Dq4Up6VqTTb/+YROuRLFjwADrd1GzvoijitPsmDOK1dbvxe8bEvs6olvqjLGl6AnEu2hr76FsXAp+SkawuNud/SJ1ic4yVT6VQkW5Kn2jji4gqk2bmfhdlpoY7JEwimkYrUeHbznGJe0ogTTc+LGJUSIVFVLJ2ZhL3pkKwvz8yCDkSoFFdjRCZzaW0WMKJhZHUQv2iRaj3YD7fDhEE8A2Bxx75csTe9jomPLbqg8wDQ2BBWGT9v+1tPNdj52eFGdycl7ZHryf4fGGR9dlnpN91F9aLdi6yQsEg7z32MFs+eZ+y408m/bA6+vreonzLEMnL74bDbgR7a1hkiSJc+w5Y8wFwrevB/lI9ugILtgvncMnWFkaCIZ4sK+SwhDhq1/bw4VPbiE/Uc8ZN5SSkTW51E0WR1xpf4//W/t8ez8yKxlNro+/VbahsAutNW3i3eD1XHnP9PunPGsXvt9HV9V86Op/G5+tBr88hJ/tyMjIuQKPZvcpPKBSioaGBqqoqamtrCYVCpKWlUVFRwaJFi4iL23feblEU6evrk8RWR0cHAGazmZKSEkpKSigoKJixHol9jccfYnPnkGQr3Nhml07w4/XqmD6u8pwE4qbZJjabBZYoijh9wViBNOKNrTY5fQyM+Blw+iQhG41OrZy0sjSZRU8/SZLawcxkgRN9fX04nU5pG71eL1WidhY4MRVEUcRut8cIqtHXslgskqAqKCiY8ep3MDjCoO1zBgc/ZnDwE/z+cIS7Ob4Ma/yRGNoWIH4ZD14RXXEC8cfmoCu0oFAoCDkcvPntH3NL3hlYjAOk6Z5gRZ0Fk0dFTtkCTkpvJ6H9LWqUl/Np9yqSso0Un/Qa9pH/Eh+/KBK/XjjJz0egZssP6Ot7i9IFvyc9fWLyr3vYz0dPb6eleoCskgRWXjl/0mTeXTESDHHh+efx5ssv7/EJ5ef1A1zzr3WUZZn5+YJcnv1oDS/4daSberkg8AWh7QOEzFaGs3JYn7WRO7N+RM5nBob8fXzV+wwrC1vQXXwRdX3/QqUysmD+fSQnj32uC4LIyKAnNmwiktoXiB7GG6/Bmm4iLk2DmODFFWdnQN9JZ6iVdme4GtXr7pWsfJqgjiW9J7Ko62hUQS2hIhvJR4nkZ2fJVr79AL+UuBeYxL4XFlP2SRL3kjXqCbOeoitP6VoN6lkUCCSGQvgaG2MGIvsaGsJiCNDm5UVZCyOzuRTCODE0TixNIpTC9w8hpbdMhjYO9AlgsIIhAQwJrPqv+8ARWAAhUeTmbW282GvnzjmZ3JC7Z0EHgs9Hx8034/rkU9J/9SusF1+00+1FUeTzZ5/k61eep+iQZaQfuQHPSC3LNg4Sd/bTMPdU6N0K/zwVjIlwzTsQFz4216Y+7M/Vos0z47ukmG9tb6Xd6+dvpfmcnGyhq8HB23/djCiKnPqdRTtNPdrbmVkx7ykk4PyyC9t7TYgBgdetH9Ne7uR7h928T/qzRhGEIP0D79HRvhrH0LqwfTBjFdnZlxNnKt7t53O73dTU1FBVVUVnZycKhYLi4mIqKiooKSmZklVnOnE6nZKVsLGxkUAggEajYc6cOZLg2pcCcKYRRZGWQfeY4Gq1U9c3giiGI7XnpZslwbU0z0q21bBXlb39UWB5A6GY4IeBKLveeIveaI9bNCqlguQ47ViFaScWvTjd/hs9vr8wlcAJtVo9oSKVmppKfHz8Xv18h4aGJDHV3NzM0NAQAHFxcTGCyjqdV2MnQRRFXK46BiKCamhoPaIYQq02k5h4FMlJx2JRHoLvKy+u9b0QEjAsTCb+mGy02WM2coejh8+v+S4/z7sEv87HGc5XSe/3kZSbx8plqeQ2PoYYCrIm4fds3JJO5lwVSUt+TSDUSn7+jRTkfw/lJCfvoihSX/8b2jv+RVHR7eTlXjdhm6ZN/Xz8n+34PSEOPaeQ8pU5u52OB7DG4eSmra047vwxGb95iOuzU7ggPRHjHlRt397czU3/2chRxSn85aIK/vPyRn63tZs47QhXKN4kuNWFYEliJCOHNelfc0HGGZy6YQle/wgfdT5LRVIlcy+7hk2O9di7PegVp6LwLcfR68Xe4yYUtT6YLFpMqRoUiQG88UPYDN10aZppCzTv0Mo3Waz5qJXP5wqy8d1WNn/UgRASmX9kJstOzSfOOntGksw2goJIr3/igNzo2PJ+/0TbdoJaFTsgd9zcpwydBt0sDNuaFEEA3/CkgkgY6iPU0UCorw3B3g1uG0qFD5VWQKUVUap3IlEUyrBAkoSSNUowWXf8mD4B1BOdCQeMRTCaoCBy47ZWXutz8JviLK7L3rMEEsHvp/P7N+P85BPS7/wl1ksu2eU+G99+nY9WP0ZOWR7pR65F7R5medUImiv+Bxll0L4OnjwLEufAVW+E/3MAd3U/tmdr0WTFobxsLpfXt7PZ6ebBuTlcnJHEUL+bNx+pZqjfw3GXzWPeYTu2t03HzKxoQk4/9nea8KzrY1jl4unUN0g9fA7Xle+b/qxoRka2ROyDryEIfhKtR5CdcyXJScfu0ZDG/v5+Kisrqa6uZmRkBL1ez6JFi6ioqCAzc89SKfeGQCBAS0uLNHNreHgYgOzsbCmVMDU19YA7YR7yBKiMRMRvbLWzqc2OKzLTKCVeJwVnLMmzsjDLvFsJcvtKYIUEkUHX5H1MYQE1Jp5G4+/HYzVqJoik5EnEk9WonXFr5YHI+MCJ0a/BwUGEyFVPpVJJUlLShBj0XQVOTBWn0ymJqebmZil51GAwSHa/goICkpNnPnY6GHRht38ZEVUf4/OF52LFxc0nKelYkpOOxWyuINTnY+TjdtzV/aBQYFqSRtzRWWhSxqp07cPtPFP9JBn3vszf8m+kPy6BCzpfIssgcsTJR7Gw7ymUfTWE5pzCh65bqKt0kl3Wh6nklxhNWZQueAiLZfEOj7W17XEaGn5LTs7VFBf9POZn4/ME+fy/dWxf00NyThwnXL2ApMzdvygVEEQebOnhT6295Bq0GO+5HfUv76d6xINVreLKrGSuzkomTbd71Ztnv27jtpc2c1Z5Jn+4qIKva3u4/t9rEBV+rtU8i7AlgJiQhDMtn62WZorUJazsOIphb4he3xCCwgSKsQt/KpMDXYqBkDXAkKmfHm0bzYpttPia8IXGbKoqhYoMU8akAio7PnvKVj6Xw8f6t1vY+nkXCqWCRcdms+TkXAxxszew6ZtAEEUG/MFwyt440TQ666nXH2D8DHSTSjlONGnHVaI0mPZRb/m0EvSNVYl2VDma7DGvA8SJFx4lNEZJAIl6C6LCQNAVImD34O924OvoJ+gWCPmVYLSimbMQ3YLF6Bcfgn5RuTSba285IAUWhBfK725t4c3+IX5bks1VWcl79NqC30/nD/4fzo8+Iu2OX5B46aW73Kf2q894++EHSZtvJO3wDSSMCFQ0qFBe/xGYM6DhffjPxZC9HC57EbThDynPlkEG/7MNTZoR/VULuL6pg0/tTqkS53UF+N9jNXTW2ll6ah4rzizc6dW56ZiZFY2/y0n/q9sRWz006jp4Jucdjj/6dFYV7bv+LOlY/IMR++C/8fl6MOhzyc6+nIyM83fbPgjhE6+mpiYqKyvZvn07wWCQ5ORkKioqKCsr+0bCKERRpKenRxJbXZEGz4SEBEls5eXl7fOK274gJIjU9oxI87g2tNpps4W91lqVkkXZlrDgyrWyJC+B1PgdJwrtzSIniiJDnkBsit4kSXoDTj821+TR4yataofVpWgBlWTSod1BmI3M7rGngROpqakkJSVN69+Ux+OJEVT9/WGrnU6nk4b7FhQUkJqaOuPjHERRxO1uCodTDH6M3bEOUfSjUsWRmHgEyUnHkph0NHpduIfX1zLEyMcdeLfbUGiVmFZkEH9kFiqLTnq+jX0beXLLk3zS+iE3v6zguYzrqEso4Nz+tzj7mDJWxG1Bt/kpMGfhO+63vP1xNp21DrKWfk5c4WqyMi+kuPgXqNU7Pqnp6XmVLVt/RGrqaSws/WNM4ENHrZ0PVm/FZfex9NR8lp2Wv8NQqJ3R7PZx49ZWNo24uSQjkV8XZXHFhRfw4osvsnbIxd/a+/nfwBBqhYJz0hL4TnYKC+OnbgN99ONG7vvfdq44LI87TpnHltpBfvvsBnQeqPB/ijBQg1JThMZ0OgqFChERpcZPUDNMr7qJflMjtsQemkw9BFRjIsqgNoTFU9zEQIn0uPRptfIND3hY90YztWt7UOtUVByfQ8UJubuMuz8YEEURRzAUW3mKJO2Nft/jC+Afd4qsUyomHZAbbd8zT0NoxIwhiuAb2YEYmsRmF/1YwL3j51UoQW/ZQeUoIbaKNP4x9c4rrGIggLeuTgrP8FRX429ujryuAl3RHPSRYciG8nJ0RUUo9kDAHrACC8I+1etqWnh3cJjfzc3hssykPXp90e+n44c/wvnBB6T9/OckXn7ZLvdpq6ni1d/9huT5TlKX15HdHWSuMy8ccqE1Qc2L8MK1UHIyXPQ0RKaMe2ptDD61FU2ygfirS/lBew+v9zv4Xm4qPy/MQBBEPv1PLVu/6KZoaSrHXzkf9U4GvkbPzDop7yTuPPxOzNo9FwuiKOKpGWDg9TqUwwKfxW/kw+JKrj/qBg7JOGSPn3dPEYQA/f3v0t6xmqGhDahURtLTV5GTfQUm055V7bxeL1u2bKGyspL29nYUCgWFhYVUVFQwb968b6w3anh4WLISNjU1EQwG0Wq1FBUVUVJSQnFx8Yw2un/T9I142djqYGMkJn5zx9D/Z++sw9yq1i7+i427u7vXjQoVqhRairRQwZ2L+72Xy+XD9eIUqUOBAi11d5dxd5fMZCITT873R6ZDpzotVeh6nnmmT5Psc04m2Wev/a53LYydTbphXk5dFa4+YZ7EB7h2hcuebP7QGs3HEaRTEyej5cSdMjuJra/J1r9kd4r+Jgd8XO1wsru6+LiQOGo4cbwN+vk2nOgpDAYD1dXVXYSqoaEBsEkMjxKqiIgIAgMDL4qjqcWiQ6HYS2vrNuStW9HrbWG/zs6xeHsPx9t7BB7ufRCLbe+FIAjoixSot9ZgrFQhdpLiMiQYl0GBiJ1sc5/JYmJd1ToW5i8kvzUfD6kbj23wZrH9IDI905juUsNzQ8R4HHjTtsAa+CDq9CdZ+VUpikYNgf0W4B2TT2LCG/j6jj7t+be17SIz627c3XvTK+M7xGLb4slstLB3eTlZm2pw93Nk9JwkAqLOPg9SEAR+aGzjpZI6ZCIR78SHMtnPAzhx7qjQGvi6toXvG9vQWqxc4+HCfaG+jPZ2O2mfllFv7pYhtT+rCU2LDg+rmKPPtiKgEFtxEW1GkOdgdPZhW3orja51WCQ2Zz8PsyvuOnvs1R30d9QRO2A6ZusR7LSHifAbSVLiW9jZeZ31tZ8r2uo72P97OWVHWnBwltF7bDipI4JPuxa50qExWzrznTp7nk5iHKGzdr9XSEUQYN+dNB1fifKWXSbkyWI6c+XopI+1g3Biv1cXpI6nkNgd//s4omTvBhdR0mhRKtFl53RzLbR0yrXFTk44pKTYzDM6SZesBzmrf2mCBWCwWrkzp4ItbWo+SLDJ7c4FgtFI7ZNPotm4Cf8XX8Br1qwzvqa5spxf3vg33qlleCU1kVDSQbDbSLh1IYglcOAbWPUkpN0KN37R9WHSlyponZ+PxMMer3tSeLmxhQX1rcwI9OLtuFAkIjiyoZo9v5bhH+HGhAfTTms9e2xmlp+TH28Ne+ucMrO6vR8mC6rttSi3VGGxWPjJaz3N6Qb+MfAJQt1C/9TY5wqVOpfamgU0Nv2OIBjx8hpKaMhsvL2Hn7PFbWtrK1lZWWRlZaFUKrG3tyc5OZmMjAxCQ0Mv2cRoNBqpqKjoqm5pNBpEIhGhoaFd1a2LITG6lDCYLeTWqboqXAerFMg1tkW1s52EXmGeDIr2ZuF/H6P33f/tRpyOyg+Phc16/MRK09FeJ19Xm4Oer4sDbo5X+5ouNs7GcOL4nwuZg2cymaipqekiVHV1dQiCgEQiISQkpKtCFRwcfNGqzTpddZfsT6HYi9VqQCx2xMtrMN5ew/H2Ho6jY0i31wgWAV1OC+qttZgaO5B42OM6NBinfgGIOxfOSoOSn4p/4vuC72nWNRPpHsnNLmOxLNrBJlkkO7yvYXo0vCH9FKp2QUh/mPQBcnMEv398GINOS9CgjwlPCiIh8Q3s7U6vLFGr8zl0eDqODsH07v1DlzqhpVrNhu/yUTR0kDI8mMFTY5DZn/3iXmEy80xRDStblAz2cOHjxDCCHf64l55q7dFuMrO4oY1valuoN5hIEMuY6eBCH6MUTVMnoarvHsYriK0YXNQ0yuppcahG4VyPwrGRdpkaff0dGLWR3Gm/AJfCDoxu7lRHueLq68kG8RpeaXuYPvIEaowF7K9fwajAMpKnP0lNgJTSsreRyTxITnr3pI6KFxLNVSr2rSinOq8NZ3c7+k6IIHFI0DlVEC8ldBabaUS9wXhK4wjVcRl/IsDfTvZHn9MxpCm4k0z52kmRXMz7hCCAUdNz44Zj3e+MmtMMLOqsJnmcvhfpZCRKduHiIi4kBEHAVF3dZZ6hy85GX1gIJtumhzQwsKvC1ZXNdVw0xl+eYAHoLVZm51SwXaHmk8Qwbgo4t50ewWSi7smnUG/YgN/zz+E9Z84ZX6NsbuTn11/Cu/chXIM76J3VhmfKg3Dda7YnbH8HNr8GAx6EcW/YVnmAoVyJfF4eYlcZPvek8L6inQ+qmpjg485nSeE4SMSUH2lhw7d5OLraMfHhNLyDT685PzYz66GMh7g75e4/Le0zKw0oVpdiyGqjVdrOPP8VhA5M5L70+y5Z6rrRKKeufil1tYsxGJtwdAwjJGQWQYHTkErPrWfMarVSVVVFZmYm+fn5mEwmvLy8SE9PJz09HQ8Pj/N7EWd5bg0NDV1kq7HR1kfh5eXVRbbCwsIuWv7XpYIgCNQqdF3mGYeqFNQrdejXvE3wtJc7SZLDSSR6NgLl5fT3th6/XGA2m2ltbT3BBv1iGE709Pzq6uq6jClqamqwWCyIRCKCg4O7CFVoaOhFq3ZbrQba2w92kSqtthwAR8cIfLxH2KpUHv2RnMTwSDBZ6TjUiHp7HZY2PVI/J1yHh+CU4Yuo8/tQoaxgccFilpcuR2/RMyhwELcG34hhSwEFO7ZQYxfC8qBJjPZV8GXHE4jtnWHMq9BrJjVF7az+4giIlYQN/5y0fncRFHTbGf9OOl0tBw9NQySS0rfvzzjYB2C1WDm8rooDKytxdJUxclYiYcnntmm6U6HmsYJqmo0mno8M5MEwvxMWw8evPXQaY7f8qKY6JY31HYg0fyy+zWIraudW5PZVKBwbaXNsQuHUiMmlgxC3YEJcQiiosaOiwYH7B/fn1owMPOx9eWppDuvzm5khWYp3aRsWdze0gbG4OQax1v83JrUNYGrLKBTiJjaXLybNo5Lh1w2k49r7yC16Hq22lLCwe4mOerKrGnmxUF+iYO/ychpKlbj5ONB/UiSx/QMuiz5Rk1WgwfBHQO7JjCPaTCduuHnLpJ1E6WRhuTbHPdmFuj6LuXuFqEfyu85/W0/e3wuAxA4cvU4jsTv+d+djDu62osDfHFaDAX1+frdAZFNdne1BiQSH+PhuroXTn37qr0+wwJYJMDO7nD3tGj5PDucGv3NzZBJMJuqeehr1+vX4Pfcc3nfOOfOxle38+u7LePTahKOLwKBDTThe9wH0mWPbcVj3Iuz9DK59GYY/0/U6Q7UK+be5iB2l+N6bxjytmpdL6hji4cK81EhcpRKaq1Ss+iwbk8HCuHtTznizOTYzq19AP9645g38nc/Nzv5YGKpUyJcXIdTryXcsZ0nYWiYNuYkpMVMuen/WUdjkg+s65YOHkUicbe6DwbNOagHcUxgMBgoKCsjMzKSyshKAiIgIMjIySExMxN7+0jostbe3U1xcTHFxMRUVFVgsFhwcHIiJiSE+Pp6YmJgLGkJ6OUEQBG666abLzkXwKs7OcOL4YN7zZTjRE1gsFhobG7sqVNXV1Zg6dzEDAwO7JH/h4eEX9buv19d3Of4pFLuxWLSIxXZ4eAzoJFXDcXKKPOXrrXozmr0NaHbWYdWYsAt1xXVEKA6JXojEIgRBYF/jPhbmL2R77XbsxHZMjJrIbTG3oNyRw/4VP2M1mZApJXyaOptoWRM/Sv6JU69pNnLl7EPeznK2LSnHzrWexAkb6dXvP6c9p6MwmRQcPHQLRqOcPn1+xMU5lvYmLRvn5dNUoSK2rx/DpsefMhvydDBarbxd0cin1c1EOdrzWXI46SfppTJoTdx4w1Qem/kqLXUqOppNWHV/fOZMYgMKx0YUTo20OTYid5PQEtCbeo8kRBKBFLs2bvCyMMQ7gBDXkG4Bu3qThTu/O8CByja+mtWHkQn+mC1WXv4tlx8O1HATKwiqqANvJ9S+iTgY/VF660FcwYPNN2Ow17G+5Fv8HGqZ1FuK3Yy5lLQspK5uCa6uKaQkf9ij9/l8QhAEqvPa2Lu8DHmNBs9AZwZMjiQqw/eCbXpYBIFmo6mTKJ1cvtdsNJ9gru1+1HHP3o5gB9kJ8r1AexkOf3azTRBsPUY9NW44tqJkUJ1+bPuj1SSP0/ciHf+YzLFrE/8qzg/McrlNWpiVhS47C312DtaODgBeSkr8exAsgA6Lhduzyjmg6uCr5Agm+nqc0ziCyUTdM8+iXrsWv2eewfvuu874GqNex6rPXsA5cRUykx3XZDUim/EzRF9rs5xc/hBkfQ8T34N+f9jPGmvVtHyTi9hOjM89qayw6PlHYTVJzo4sTo/C106Guk3Pqs+yaavvYNitsaQMDznNmZyYmfXfwf/l2rBrz+m96DauVUB7uInW1aWItQLr3XezPTaXh4Y8ekn6s46FSpXd6T64CkEw4u01jJCQWX9KPgg2MnNUQtjW1oZMJiMpKYmMjAzCw8Mv2iLwVDAYDJSVlXURLq1Wi1gsJiwsrCvg2Nv73HaArxRcjjbtfycIgoBarT4hlPdSGE70BFarlebm5i5CVVVV1dXP5evr21WhCg8Pv6DSwxPPy4RSeZjW1q3IW7fS0VEMgINDcJfjn6fnQCSS05+TRW1Es6sOzZ4GBIMF+zhPXIeHdGVYGS1GVlesZmH+QooVxXg5eHFb/G3cHHczLYdz2b5kHppWOREhEbhvP8yLwx5FLDOxPGg+/pNfhYghCILAjl92kLPBjJN/AYOnC8TGPYBYfOa/pcWi48iRmag1efTKWIi7ex9yt9Wxe1kpEpmY4dPjie13bpuCpVo9D+VVka3RMTPIm1digk7qvtbRbmD+W1v4fsN7TBnwDxROjSgcG1E6tSD2MuHqb0+An3eXM9/R304yJyp1nX1aDW10WKwM9nDhgZP0aan1JmbM3Udxk5pF9wygX4QXgiDw3vpiPtlSymTLBsKrS5H4S2n3TEdm8MJNH0ubzyHu0A5BbCdic/l8EOq4IboGn1lf0OJqJL/gBaxWA/Fx/yYwcNpFlzILVoGyIy3s/70cRaMWv3BXBtwQRWii11mdiyAIyE3mbmYR9cfJ95qMJszHrTgdxeI/SFOnbC/kWPc9exkuZ+FCi9VyojlDj+R3CrCaTj2uWHZ2VuDH9iZJrvb1Xq4QLBaM5eXosnO4a/Givw/BAluj4m1ZZWSqtXyTEslYn7NvigUQzGbqn30W1eo1+D39FN73nJjJcTwsZhPrFz6NLHQlokYnRlQrkdy7AXzjbQ2GS2dC8Vq46WtIndb1OmO9Bvk3uSAG33tS2Sa1cG9uBYH2dizNiCbUwQ6j3sz6b/KoymklfWQog6fFnLE8fz4zs46FVW9Gtbka1c5ajBhZ7LMaVTo83u/S9WcdhcEop77ue2rrlmA0NuPoGNEZXnzTOcsHwXYzqKmpITMzk7y8PAwGA+7u7l0SwsuBxFitVmpra7sCjo+6mfn4+HSRrdDQ0EtOCs83rhKsi4fjDSeO/uj1+q7nuLi4dKtG+fn54ePjc8kqv4IgIJfLuzn96XQ6wCazPUqoIiIiLnoencHQ3On4t43Wth1YLBpEIikeHv26SJWTU3SPFq7mVh3q7bV0HGoCi4Bjqg+uw0Ox65SWt+nbWFq0lKWFS2nVtxLjEcOspFlMiJpAW3klW+Z/RUNJEX4R0fRPTEP77v94YcQDVLn489PQRlLG3gNSO8wmPSu/+pW6HH+8orMZe9dwvLxPbb9+LKxWMzm5DyOXbyI15VOcZCPYvCCfmgIFYUlejJyViLPH2X9OBEFgcUMb/yypw1Ei4r34UMafYoNVJdex4O2tmDQCv5S9wSMfPUqom41ABToHIu0BSQRQHtOnVWcwEeVoz72hvtwS4NlF6lo1Bm7+Yg8tGgNL7xtEUpCtx2zergr+szKfccYdxNTm4hBsRe7WG0exH44NCdg5djDMwRlHiR37WlbQpCpkQlARMVMeQ9/nFvLzn0bRvhc/vwkkxL+GTHZu65w/A6vFStG+Jg6srEDdpico1oOBN0QRGONhc2c93nHvOPleg8GE4ThbVjuRiMBO2d4JxhGdvz1O5rgnCGDSnSFItv0kJKodDMrTX6i9Wych8jg7oiRzulpN+ovjb9GDdTxUZgu3ZpaRq9HxXWoko73PzVXPRrKeQ7V6Nb5PPonPffee+TVWK1uXP4jVfSOmPFdGmwWk920CZx/bBLDoJqjZB9OXQuwf7kqmpg5avs4Bq4DP3alkOsHMnAocxWJ+yIgiwdkRq1Vg188lZG+uJSLVmzF3J2PncPqbwbGZWXGecbwz7B2iPM5dPncsTHIdipWlGAvbabCT843/r8T1z7ik/VlHYbUaaW5ZR23NfJSqI53ywZsIDZn1p6UVJpOJwsJCMjMzKS8vRxAEQkNDycjIIDk5GQeHU1uKX0y0tbV1ka2qqiqsViuOjo5d4cbR0dGXzbn+GVwlWOcfl6vhRE+hUCi6yFRFRUXXebu5uXUL93V3v7gLU0GwoFRl0iq3Sf/UmjwA7O38bY5/PiPw8hx8VptBxnoN6m216LJbQCzCuY8/LsNCkPnYZMKlilIWFixkZdlKjFYjQ4OHMjNpJgMDB6JulbPz+/kU7NyKs4cn19w2i3BFFTUvv8+bg29nh086X90UwZh+KQAoWgtY+dkuVHVRRAyoZOzMW09rv9792gUKi16mvv4H4uJeQdcwhu3fF2MxWxlyUwzJw4LPqRrTajTzdFENa+RKhnm68L/EcAJOkWPV3tTBwre3Y9Jb0F5XxOH5u/703GGyCqxqaeeLmhYy1Vo8pBJmBXlzZ4gPgfZ21LXrmPb5bkwWgWUPDiLc2/Z+rciq56kfMxmh3UtC/WFcIvS0uvXC2SkcN0USyKGvqxU3sYxC6z5yK7czxLeSAUN7ww0fU9X0A+Xl72Nn50ty8gd4evT7U9dxNug46rhnMFKnMdB8oBnxLjlSrYW6EHs2pTpS5dZ9I08iggC7P6pO3XqeOqV83hIR4hMCZo//fQoSdUw+2AkQS8/eCtzR09abJLk0rsJXcfnjb0mwwLa7dHNmGUVaPfNTIxnh9SdI1vMvoFq5Et/HH8fngfvP/BpBYMeG2zBJD6Le7sX4AC/s714OMgdbKXreRGgtg5m/QdiArteZ5Drkc7OxGq343p1CmYeU27LKMFgFFqVF0dfdNjHnbK1lx9JivENcmPhQGi6eZ14kH5uZ9Xz/55kaO/W8SQv0xQpafy9GaDFy2LmAH0I3MHXwrZe0P+tY2OSD8zvlgya8vYcTGjIbL6+hf0o+aBtbRXZ2NpmZmcjlcqRSKQkJCWRkZBAVFXXZVIv0ej2lpaVdUkK9Xo9YLCYiIoL4+Hji4+MvqZHHn8FVgnXuONZw4tgfhULR9RypVIqvr+8JwbwXw3Cip1CpVF1kqrKysssww9nZuRuh8vT0vOjnbDS20tq2g9bWrbS27sBsbkckkuDu1hvvzl4qF5eEsz4vQ4US9dYa9EUKRHYSnAcG4npNEBI3ewRBYFf9LhbmL2R3/W4cJA5cH309dyTdQZR7FCaDngMrfuHAimUIgpW+k6bQf/RIzEuep/qrAyxIm8iSsFG8NCGRe4dFIQhWigvms3OhCH17MH0nSxgwfuRZnW9FxceUV3xISNB9VO6cSOnBZvwj3Rg9JwkP/3Mj5dva1DxWUIXCZOHFqEDuC/U9qZ06QGu9msXv7MRoMiFMqOLp8Y+c1/5NQRA4oOzgy9oW1rQoEYvgRj9P7gv1xUln4eYv9uDiIGXZA4Pxc7Pds3eUtHD/wkMMUO4npXE/7tFqlN5JyKSJDEgcQ+aaagZKHPCWiil3KOZAwa/EuckZlyogm7EYlZ2W3LzH0elqiIh4iMiIR3sk0zwd9J2Oe8cH5B7rvqc0dzeNEAGBIgmDygzEZWuQGqxIY+0JGyQi0l2Pn0WNh1mFWN9++qqSXgUndFQdAzuXY8iQR8+Jkp3L1WrSVZx3XBEEa+SQQcz78gtCk9PO681PYTIzLbOUMq2BRWlRXON5bhIxwWKh/oUXUK34Hd9/PIbPgw+e8TUWi4Fd2ydhMFYgX+PH9X3jcbn9W9uXXNMM344FbastN8s/uet15jY9LXOzsWrN+NyVQqOfPbdmldFkMPNNSgQjO6txVXmtrJubi8xewsSH0vALPzOBbNG28MLOF9jXsO+8ZGYdC8FipWNvA4r1FVgNFlZ6bmNfTBGPDnmcfgEXb2ftdDAYWqir/4G6usUYjS04OUUSEjKLwICpSKV/ruImCAL19fVkZmaSk5ODXq/H1dWVtLQ0MjIy8PX1PU9X8edhsVioqanpqm61trYC4Ofn10W2goKCLhtyeCZcJVhnRk8MJ0QiET4+PidUpDw9PS+7z0JHR0c3yd/Rz7CDg0M3yZ+v74VrwD8VBMGKWp2LvDPsV6XKAgRkMm98OnOpvLyuOSdZl2AV0Be1od5ai7FKhdhZhsuQIFwG2jKs9GY9v5f/zqL8RZQry/F19GV6wnRujrsZDwcPBKuVwl3b2P79fDStcuIGDWXY9Fm4121Ev/TfVK2WsSFuGO/G3sj0/mG8PiUFg6GBQ7tfI2/VCCwGd8bcHUdMr7NTAdTX/0RB4fO4Okwgb/kt6NVm+k2KpPfYMMTnYDZgsFp5vbyBL2taiHWy5/Ok8NOGAjdVt7P0vb0YrHrsbmjksVH3IxKJLtjcUdXZp7Wks09rkIczYx2d+WhJNmGeTvx4/yDcOzPHsmvbmfPdAVKa9pDesh/PuHaMwSFoNH2Yeccctq3PITRLRKhMSqWogf3lC/Fx1HJjZAVut32KOXooxcWv0tC4DHe3XiQnf4Cj48ml+iarQKPxWNJ0vOOeiVaTrW9SJFhxtXTgYVITTgdRaAlDS5DQQYBFg7dFjYdJjYtJiYPhKHlSYOgwkKkcS6b2eiyCHQmOW+jr8iNuEptkHZHkmAqRR8/7lBzcQXpx3ROv4ipOhyuCYF3TN4Mp0SH4hEXQa9z1JA4dgczu/Oj15UYzN2WWUq0zsiQ9ikEe57aQFiwWGl58EeXyFfg8+gi+Dz98xtcYDC3s2TMRnUpF/YpApkwciteUV20PKqpsJEsQ4K614PXHDcvcrkc+NweL2oTPnGRUIU5MzyqnsEPHx4nhTPG3OSS21mlY+WkWeo2JMXclE5Vx5kW8VbDyXe53fHLkk/OWmXUsLB0mVBuq0Oyrp0OsY57PCgxpdjzZ78lL3p91FFarkebmtdTUzkelykQicemUD848L85MZrOZ4uJiMjMzKSkpQRAEgoKCyMjIICUl5bKQUB0LuVzeRbaqq6sRBAFnZ+duUsILEdh6vnCVYP2Bo4YTxwfzXq6GEz2FTqejqqqqi1A1NzcDYGdn1xXuGxkZib+//yUhgyaTkra2HZ2uf9sxmVoBEW5u6Z29VMNxdU0554q5YBHQZreg3lqDuUlry7AaFoJTX3/EdhJatC38UPQDPxb9SLuhnUSvRGYmzWRcxDhknRKn+uJCts6fS0NpEf5RMYyYdQ8hXiJY+STG/ANUbg0kOyCNF9JnMiDKm+/u7Edry0oO7/yO6u13IZU5cv2j/fGPOLtNObl8C1nZ94Mhg8IV9+AV6M7oOUn4hp3bhmdRh56H8ivJ0+iZE+zDv6KDcDoNSasra2PZR/vR0YHHNBX3D7uz67ELPXeozBYW17fydWefVoBUSntuKxkiGUvu6t8VUl7eomHmN/uJqN5J79b9eMW3I4t3oq52GHPm3IvapKXoqyOkG32pN6rZ17IAiaBmclA2IeMfhOHPU9+8in2F79CKNw5BD9HhmE693kSTVoNa04pO04ZV14abSY2H2VZR8jCp8bVoCLRq8LWo8TSrcTWpcTIqsTOqEAknhrB3QeZ0HBny6EaUtHhzOM+f3Bx7BCC5vzt9xkfg7Ot1tZp0FX8JXBEEK21kGh+/8E+qNmynpaoCB1c30kaNJeO6ibh6nz6osCdoMZqYeqSUOoOJpenR9HPvmWb8eAgWCw0vvYzyt9/wefhhfB995IyvUalyOHjoFjoapVSvCmTq7TcSOP4h24PNBfDdeNvkdNc6cP3DOcmiMtAyNwdLuwHvWUkYI92YlV3OPmUH/xcbzF0hNjLVoTSw+vMcmqtUDJ4SQ8aYnoXjZrdk8+z2Z2nsaDxvmVnHwtTYQdvyEkwVaqrsG5gbsIy0/gO4L/XS92cdC6Uyk9raBTQ1r+6UD47olA9e86flgwAajYacnBwyMzNpampCIpEQFxdHRkYGMTExl112lVarpbS0lKKiIkpLSzEYDEgkEqKioroI18XuWzkT/q4E62wNJ47++Pr6XvKogTPBYDBQXV3dVaVqaGhAEASkUilhYWFdhCowMPCSfIcEQUCjKexy/FMqDwNWpFIPvL2H2qR/XkOxs/tz5jeCyULHwSbU22uxKAxI/Z1wHRGKU5oPIomYwrZCFuYvZHXFaixWCyNCRzAzaSZ9/ft23QdU8hZ2LJlH4a5tOHt6MXT6bJIG9Ee0/W3Y+xkmsxtVm/2pkXnxxLBH8XZz5Md7U2mofpWSQw007L8HN29HJj/WFzefs4t/UKqyOHRoBgZlIJWbniRteCwDbohCKjv7v5kgCMyrb+U/pXU4SyR8kBDKdWcwsaoqamH5x4fpkCgJvNXEnMG3d3v8Ys0dZqvAKnk7X1S3cEStBZOVyA6BH65LJtzZJhdsUumZ/e1+PAs301dxEK8EBR4ZJkpLR3PbrQ9g72bP6l9+w0/uiEKiosFahFhqwN3egJ0UZFYjrmY1niYbeXLv/LeTVX/K8xJEYkQO7mdnBX70/6U9m0M0Cj0HVldSsKsBiVRE2shQeo0JOycL/qu4issJVwTBShqRROgjoXw15iskdWoOr1lB6YG9IILYAUPoPX4yQXFnr1E/Fk0GE1OOlNJsNPFjRjS93f4Eyfrnv1D+8gs+Dz2Ez6OPnPG8Gpt+Jy/vcdQl7lRt8WPyXXcQed0dtgdrD8L8yeAVBXNW2iauTlg0RuRf52CS6/C+IwliPXggv5J1chVPRfjzdEQAIpEIs9HCxnkFlB1uJumaIIZNj0PSA9mF2qjmv3v/e94zs45CEAT0ea20riyFdhO7XDP5KXQT0wfO5MaYGy+L/qyjMBiaqav7nrr6JRiNcpycojrlg1P+tHzwKBobG8nMzCQ7OxutVouzszOpqalkZGQQEBBwXo5xPmE2m6muru4KOD7alxMYGNgVcBwYGHjJ+3D+6gTLaDTS0tJygg36sYYT9vb2J/RI+fr64ux8bvPcxYbJZKK2trarQlVXV4fVakUsFhMaGkpERASRkZGEhIRcsiqb2aymrW13Zy/VNgzGJgBcXZO7HP/c3NIRif78vGbVmdHsrUezsx5rhwm7sM4MqwQvBJHA9trtLMhfwIHGAzhKHZkSM4XbE28nzC2sawyTXs/+Fcs4+PsvnX1WU+l/4zTsKjfD6mdBVYs57laqFtbQ1qbh6ckvo7KImHe7A6qGF2jMTac5cxoB0W5MfCj9rBfEanU5+/dNw6iV0Xr4Fa6dMZDguHPLp2wxmniisIaNrSqu9XLlo4Qw/E5hZHEUpbkNrP48B7Wslag7ZEzvO+2E51zsuUMwGTgob+E/BfUcRIYYgRvtVNwpVBChraZFqeL5gmSc6ivp134Yr/h2/AcpkBb6MVp5mFPd1Q0iGQaJPRZnPwRnH0wiLXpzJVIHJ7xDbsDBI+HkRMneDS5Sxbe9Wcv+3ysoOdiEnYOUXmPCSBsZckajrqu4issVVwTBmnDDBNTT1UhEEr667iviPONQNjeRuX4VOZvXYejowD8qlt4TJhM/6Bok0nPb+ajXG5lypBSF2cxPGTEnDR/sCQSrlYZ//Qvlz8vwfvABfB977IyLzLKyd6ms+hzlAR8qD/swdtZMkifeZnuwdBMsuRVC+sIdv4DdH+dl6TAh/zYXU2MH3jMSkSV68VRRDUsb27gz2If/iw1GLBIhWAX2rSjn0NoqQhI8GXdfCvZOZ36fBEFgedlyXt/3+nnNzOp2DJMV9c46lJsrMZvNLPPayJHYCh4f+MRl0591FFarwSYfrJmHSp2NROJCUNDNhATfgZNTxHk5hsViobS0lMzMTIqLi7FYLPj7+5ORkUFqaupFt4ruCQRBoKWlpYts1dTUAODq6tpFtiIjI5HJLv6u5F+FYJ2N4cTxVSk3N7dLTnTPBhaLhbq6ui5TiurqaiwWCyKRiKCgoK4KVWho6CWTpwqCQIe21Eao5FtpVx5EEMxIJC54e3VWqbyHYW/vd96OaVEZUe+qo2OvLcPKId7TZrUe6YbOrGN52XIWFyymSlVFgHMAMxJmcFPcTd16aQWrlYKdW9mxZB4aRRvxg4Yy7PY7cZPpbcSqeA34JWG59nWqX/4UTVkFr97xBlkKM2+OK8LN8ClteffSUtCP6N5+jL4z8awrTo1VVWTn3YaAFmn7ewydMgI7x3NbSG9uVfGPwmpUZgv/jA7irmCfUxpZHEXhkVo2zC2g3aGJlDnuTEm7/qTPO6e5QxDAqOlxbpJVp8CiVSDWK5CYtF3DVDkE8E3wTSwJmIhG6szA9kzuaPidRGUp/9HORNykop/yMB6xGkKH11JfnUaoV38iw+Mwq4xINnYgWFzYqyinSbELRztPbggrJvi2ZyB1Gu3tB8nLewKDsZmoyMcJD7/vvJD/P4vWOg37VpRTkSXH0VVGn3ERJA8LOqeq5lVcxaXEFUGwpk6dyjvfvsN96+9Db9Hz+ejPSfNNA2y7cPk7NnN4ze+01dXg7OFJ2ujxpI8Zj7PH2e+G1XaSLLXZwrJeMSS7nJ3k4SgEq5XGf/+b9p9+xvv++/F9/B+nXeAIgpXsnAeRyzej2uRNeakPQ2+5jX5Tb7e9LvcX+PkuiL0OblvczRrUqjMj/zYXY50Gr9vicUz14dWyej6vaeFGPw/+lxiGXecuVMHuBrYuLsTd15GJD6fj7tuz66tQVvDc9ufOe2bWsbAoDbSvrUB3pIV2mZq5vssQp7jZ+rNcL4/+rGOhVGZSUzuf5ubVCIIFH+9rCQmZ1SkfPD+LWa1WS25uLpmZmdTX1yMWi4mJiSEjI4O4uLjLtidGo9FQUlJCcXExpaWlmEwmZDIZUVFRxMfHExsbi6vrueeOnQ2uNIL1VzOc6AmsViuNjY3dwn1NJltIZ0BAQBehCgsLu6TRARaLFoVib2cv1Vb0+joAXJzjOwnVCNzdeyEWn9+NBLP8mAwrq4Bjmi+uw0OwC3KhsaORJYVL+Ln4Z9RGNWk+acxMmsmo8FHIjjuP+uICtsyfS2NpMf5RsVw7+16CY2Jg76ew9S1b78uIF7Bm3EnNAw/TceQIX93/Lr/VmXm4z3oy3NehyH6VllIf0keHMmRqDKIz5C0eC6tVIHNjMQ3qB7FzbSDE63MS+444p/dEb7HyWnk9X9fKSXB24POkcBJ7cL/O2VfJ1nkltDnV0++eACYkjj3lc6feeAO/fP3uWeQmdf6/1XzKMU1iOzR2brRL3WiVuCCXutIudaVd5mb7LXXF4uCJ1MmDZoMjeW1SHMPCaHJwoM1sIcRexr3BvhTvq6d+4zL6Ko/glSgmdGgeTU3RxMW+Qr9+g9E2q6j8ci/2WglbRYdpL9uFSOxInHcAI0Z74nL9i5isWgqLXqK5eTUeHgNITnoPB4fAs/5bXAg0VijZt7yc2kIFLp729JsYScKggHMyPbmKq7gUuGII1i+//EKtupZ7199Lq76Vj0d+zIDAPyzMBUGgKvsIh9esoOLIQSRSKfGDh9F7/GT8o2LO6nhVOgNTj5Sis1pZlhHTo0n7ZBCsVhpf+Q/tP/6I97334vvkE6ddeJvNGg4emoZBV4dmuT2F9QH0Hn89I2bdi0gshoPfwsonIPUWmPJlt9K9VW9GPi8PY5UKz1vice7lxydVTbxW3sC1Xq58nRLRFW5YV6xgzRc5iMQiJjyQSmCMR4+ux2gx8uHhD1mYv/C8Z2YdC0O1CsWKUsy1HRQ7VvFVwDL69x162fVnHYXB0ERdZ3ixydSKk1M0oSGzCAiY0uMMmJ6gubmZrKwssrOzUavVODo6kpKSQkZGBkFBQZdthcJsNlNZWUlRURFFRUWoVCoAgoODuwKO/f39L9j5X64E62SGE0d/jjWc8PDwOCGY93I2nOgJrFYrLS0t3QjV0d4wHx+fbk5/l9r0Raut6CRU22hv34fVakQiccLTczA+nTbqDg5BF+TYxjoN6m016HLkILFlWLkOC0Hq7UiuPJcF+QvYULkBK1ZGhY1iVtKsk5oSqeTN7Fgyv3uf1dBrEVXvgVVPQkshJEyCcW8iOAdQ+8ijaLZvZ+0/3uKjSjHXR61nalQOTftfprUGrrk5lvSRZ7fppZLr2DQ/B3HAazgHFJAY+ynBYded0/tSoNHxYH4VhR167gnx4eWoIBx6sPA+tLOU3YsraXGpZvh9kYyKPVGNIQgChxr2MW/Lc2z/spGnb+zgVrUa++NWNoK9GxYHTwz27nTYuaGSudEqdaVF7EKD2JlqkTM1ImeUUlcUXQTKDQd7p+4BucflPgXay7DvvLcLgsBzy7L58WAtL09KxC/Oiy9rmjmk0uImEZNYZ8B5y3L6KDPxSfEiePAuNBpv3N2e59prp2LRGCmbuweHJljmth4KS7EaDDg4j6ZvpIpeD96FzNufhsZlFBf/B5FIRmLCG/j5nZp0XmzUFLaxb3k5TRUq3P0cGXB9FDF9/M6K2F/FVVwKXFEEC6BZ28z9G+6nWlXNu8PfPalcra2+jiNrfydv2yZMeh3BCUn0GjeZ2P6DEPew4blCa2DKkVLMgsAvvWKIcz63XVPBaqXx1Vdp/2Ep3vfcje9TT512IanTVbP/wBTsrDJ0y/QcaQ4hfvAwxj30BFKZDLa/C5v/C/3vh/FvdXPbsRottM7Pw1CuxHNqLM79AlhS38rTRTVkuDmxKC0KL5ltUdbepGXlp1mo2/SMmpVIXP+e9/hcyMysoxCsAtojzSjWlIHGwkb3vfwauo1Z/e+87PqzjsJqNdDUtJqa2nmo1blIpa4EBh6VD4afx+NYKS8vJzMzk8LCQsxmMz4+PmRkZJCWloab2/mx1r8QEASBpqamLrJVX18PgLu7e5eUMCIi4rySh8uBYP2VDSd6AkEQaG1t7ZL8VVRUoNXa5FCenp7dCNXFqmyeChaLgfb2fV1VKp2uCgAnp2i8vYfj4z0CD4++iMUX5u8iCALGCiWqrbUYihWI7CW4DAzEZUgwuEjYXLOZhfkLOdJ8BBeZC1NjpzIjcQbBLsEnjGXU6ziwYhkHV9g+/30nT6Xf5Juws3TAhn9B5mJwD4MJb0P8eASrlfpnn0O1ciWZTzzHCxW+9As4xFN91JSsv5GOdhNj7koiulfPZY+CIFCwu4GdPxbj1/sbXEN3kxD/OsHBt57Te/N1rZzXyutxk0r4MCGMUd49m+/2bi7k4I91NLqXM/bBJIZGDOn2uMVqYWP1RublfEtuWz6eFgvqhRLMc8Bd6kof7zE4uw+nAhdKrA40mKxYjlvtOEvEx5Em2+9g+87AXAdZ10ZnT2G2WHlo8WHW5zfx4a0Z3NgrmIPKDr6saWFVSzuSSjXD9qyltzKLgN6xeGesQRDEINzH+PGPYzVaqFuUiahYywq3zegaiqFZicRhIK7OKfS/zo+k6wdiMFSRm/cEanUOQUG3ERf7EhLJ5eFoKwgClTmt7FteRmtdB97BLgy4IYqIVO/LdmPxKq7iiiNYAO36dh7c+CAFbQW8ds1rTIqadNLXGbQd5G7ZyJF1v6NsasTV25eMsRNJHTUWR5cz38RLtXqmHikF4NdeMUQ7nSPJEgQbyfr+B7zuugu/Z54+7aTQpthDZuYcvKz+GH6Ts7M5irCUdCY/9RL2jo6w/mXY8wlc+xIMf7b7sUwW5AsLMBQr8LghGpdBQaxuaefB/CrCHez5IT2KIAdbz4JeY2LNlznUl7TTb1Ik/SZG9HiyupCZWcfCajCj3lKLakcNRsHEEu/V5MfU8uSApy67/qyjEAQBleoINbULaG5eY5MP+owkNGQ2np6Dz+sNQa/Xk5eXR2ZmJjU1NYhEIqKiosjIyCAhIeGS9DydDdRqdVe4cVlZGWazGTs7O6Kjo7ukhH/WiOFiEqyjhhPH26AfbzhxfEXqSjKc6Cna29u7KlQVFRWo1WrA1pcXFRXVZUxxOQRY63S1tHbmUrUpdmO16hGL7fH0HNRlo+7oGHbmgf4EBKuAvrAN9dYajNVqxC4yXIYE4zIwEK1Ez6+lv7K4YDF1mjqCXYK5I/EOboy58aRVfcFqJX/HFnZ+P9/WZzV4GMNun4Oblw8cWQAb/m3rExr8KAx7Buycu+5Tiu+/p/yZm3myrDehbo28OyKAIz/7IAgw4aE0AqN77hKqVRnZsqiQymw5kcNWYx/wK5GRjxMV+ehZvz/NBhP/KKxmS5uaMd5uvJ8Qiq9dz+a3HWtzyf6tmTrPYm54sA8Dwv64d+jMOn4r/Y0FeQuo1dQSJkiY1dpCe9RDvP3ZToxPzsS5/SdkxlJEMn/8A24jPmAkIQ6OXZWoYHtbBcpNKrkgC369ycKd3x3gQGUbX83qw8gEm9lUtc7AN3VyFh6oYtCWVfRWZiHp3Y/IpBU4Oynp0Ezg+us/RISItt9L0O1pYqfLYXK1O/Es0+HkEIDFYRqeHiIGTe9NeKobFRUfUVX9FU5OUaQkf4ira9J5v55zhWAVKDnUxP4VFShbdPhHujHwxmhC4s/NHOUqruJC4ookWAAdpg4e3fwoBxsP8uKAF7kt4bZTvt5qtVB++CBH1iynOjcbqZ09SUOvpdf46/EJPX1loajDRrLsxCJ+7RVDhOO57VoKgkDTf19DsWQJXnPm4Pfcs6ediGtrF1NU/C/CtcEYNjayrjEe3/Aopr7wCs5u7rD8YchaAhPehf73dj+W2Urr4gL0BW24T4zCdWgwOxVq5uRU4C6V8GNGdBdZtJitbF1USOHeRmL7+TNyVkKPm0kvdGbWsTC36mhfXYE+r5UWOwVf+P6IU7LvZdufdRQGQxO1dUuoq1uCydSGs3Nsp/vgjed9d7C1tZWsrCyysrJQKpXY29uTnJxMRkYGoaE9s+e/lDCZTJSXl3dlbmk0GkQiESEhIV1SwnMJhr0QBOvvZDjRU6jV6m6Eqr29HQAnJ6euClVkZCReXl6X/PqtViPt7Qc7bdS3odXaNtIcHELx8bH1Unl6DEQiufD9XoLFijarBfW2WluGlactw8q5rz/1hkYWFyzml5Jf6DB10NuvNzOTZnJt6LWnrOLXFeazZf5cmspLCIiOZcTs+wiOT4TGXJvEvHY/hA+Bie+DX0LX65rf/4CWRV9S83QSzxVNw04i4bNrkzn8oxwndzuufzQDD/+ez1nlmS1sXVyIUWch48ZsOsQfERR0Gwnxr53133+9XMnjhdVoLVZeiQlmdlDPKxebVmRSuLqNGu98pj8yjPRAW/92q66V7wu/Z2nRUtoN7aR5JnBnfTkjWqp5I+O/fO4ykOQPX+G9RUsItJOR17yLT458QpGiiBiPGB7JeISRYSMv2mdZrTcxY+4+ipvULLpnAP0ivP54zGzhtb1l1C2YTy9lFgVJA3HsbWSc8zLM6hgmTPgemcwJ9Y46lKvKKXSq5GfRUmLzRbjZy7B3GI2aBAKj3Rg8LRY791zy8p/GZGonJvoZQkPnnJdYkvMFi8VK0Z5GDqyqQKMwEJLgycAbovGPvHzVG1fx98MVS7AA9GY9T297mm212/hH739wT+o9ZxyrpbqSI2tWULBjK2aTkbDUDHqPv56oXv1sfU4nQYFGx02ZpTiKxfzaK4awP0Oy/u91FIsW4TV7Fn7PP3/aybmw6J/U1S0hqckbfaaSFfVJOHt6c9OLr+Lp6wc/zoSiNXDT15Da3WJWMFtpW1qELkeO29gI3K4NJVutZXpWOQIC36dHd7kkCoLAobVV7FteTmC0O+MfSMXRtefOXBc6M+tY6EsVKH4vw9KkI9u5hLkByxjWezT3pt57WfZnHYXFYqC5eVWnfDAPqdSVoMBbCAm547zvjFutVqqqqsjMzCQ/Px+TyYSXlxfp6emkp6dfFhWDM8FqtdLQ0NBFthobGwGbnOwo2QoPD+9RxtGfmeSsVivt7e3dqlF/dcOJnkKr1XbJ/SoqKpDL5QA4ODh0VaciIiLw8/O75IQKQG9o/KNK1bYLi6UDkcgOT49+XQYVTk6RF+1crUYL2gONqHfUYWm3ZVi5jQjFIdWH7LZsFuQvYFP1JsSIuS7iOmYlzSLZJ/mU46lamtm++DuK9uzAxcuboTPmkDhkOCJTB2x9E/Z+bov5uO41SJ/eTV7e+s03VP/+Ns33OPNa1gO06gP5X78EitfU4BvmysSH03Fy69k9waAzs3NpMYV7G/EJdaHvtAYq657Cx2cUqSmfIhb3XP6rtVj5T2kd8+tbSXZx4LOkCOJ7KNcXBIF1Px+ibJOKat9cZj82hiTfRCqVlSzIX8CKshUYLUZGhI7gzuBr6bXqJax6FY+kv8lql1S+TI7gy/vu7DZ3WAUr66vW8+mRT6lUVZLsncyjvR5lcND5VSacCq0aAzd/uYcWtYGl9w0iKag7oThU1canb75HclsWB+MHsGfYaEaJ1zFcv5+pwz7HxSUcbXYLrUsLaZEpeM/pU3rnOWIvCKS6SygT5qAzuxDTx48+kzypa3kVuXwjXl5DSUp8B3t73wt+jWcDs8lC3vZ6Dq2tRKc2EZnuw4DJUXgHX75rgav4++CKJlgAJquJl3a+xJqKNdyVcheP9368RxOdTq0ie9M6MtevQtMqx8M/kF7jJpE8Ygz2J2mqzlVrmZZZhqtUwq+9YghxODdrYEEQaHrjDRQLFuI5cyb+L75wyvO1Wk0cyZyNSnmE3kUitE0yfqlKQCSRMvX5VwgIC4FF06BmL0xfCrGjux/LItD2UxG6zBZcR4XhNjqMcp2BW7PKUJgszE+N5BrPP6SSJQeb2DS/AGd3OyY9ko5nQM8lS8dmZvUP6M/r17x+XjOzjoVgEejY30D7+gqsOgsrPbexOmQ3d/W/lxuib7gs+7OOQhAElKrD1NTMp6VlLYJgxcdnFKEhs867fBBsgawFBQVkZmZSWVkJQEREBBkZGSQmJl4x/T1KpbKLbFVUVGCxWLC3tyc2Npa4uDhiY2NxdDy5GU1PJrlTGU60tLR0udlBd8OJoz8+Pj5XtOFET6HX66mqquoiVE1NtpwnOzu7buG+AQEBlwWxtFrNKFVHukiVRlMAgL19YKc5xQg8PQedVyOaHp2X1oRmTwOa3XVYO8zYhbvhem0oklgXNlVvYmH+QnLkObjauXJz3M1MT5hOgPOpe2SNeh37f/uZQyt/BaDv5JvoP/kmZPb2UPA7rH0eVHXQZw6M+jc4eXV7feuPiynJeQX1CIHPs/9BZlMUb8SGIj8gJyLNh+vuTkZm37M5tbZIwab5+XQoDPQZH0HMEDnZObNxcUmmd6+FSCQ9N4zKVWt5ML+KEq2BB0J9eSEqsMv84UwQBIGVS/ZTvaODyoAs7n/sejRmDd/lfseWmi3IxDImx0xmVtIsIpXNsOQWTBI7bkt9mzznGBamRdHP3ZmpU6bwy6+/njC+2Wrm97Lf+SLrC+o76unj34fHej1Gb//ePb6+c0Vdu45pn+/GZBFY9uAgwr27f35Lm9W89+pbxLRkUpc6lO8HjUYkgn7WfTwalcroqKEYKpXI5+ehteh41fN/xBcIOKkEhgY0YHG4hqyOyVitIpKHBxHaZx+VNW8ikbiQlPgWPj7nN6blfMCoN5O9uZYjG6ox6s3E9fOn36RIPPwujx6yq/h74oonWGBrTn193+v8WPwjt8TdwksDX0Lcw3K2xWym9MAeDq9eQX1xAXaOjiSPGE2vcdfjGdDdGSpLreXmzFK8ZFJ+7RVDoP25k6zmN9+kbf4CPG+/Hf+XXzrlwtpobOPAwSlYzVr672ugQxLFsrIodGoNk59+iYi4KJg3CeQlMGs5hA3ofiyrgGJZCdpDTbgOD8FtXASNRhO3ZZVToTXweXI4E309up7fWKFk9WfZWMwC4+5PITTBi57i2Mwse4k9/x3yX0aEjjiXt6hHsGpNKDdUodnbgE6iZ573csqim3m6/zOXbX/WsdDrG6irW0Jd/Q8XXD4IoFAoyM7OJjMzE4VCgUwmIykpiYyMDMLDwy+LRXFPYDAYKC8vp6ioiJKSEjo6OhCJRISHh3cZZXh7e3c9//j5Q6vVnjSY9+9iONFTGI1Gqquru4wp6uvrEQQBqVRKaGhoF6EKCgrqUSXxYsBglNPWug1561ba2nZiNqsQiSS4u/fFx3s43t4jcHaOuyQVNYvKgHpnHR17GxGMFhwSvHAdEYI+EJaVLGNJwRKatE2Eu4VzR+IdTI6ejJPs1PPA0T6rHd/Pp0PRRsKQ4QydMRs3Hz9QVMLqZ6BkPfinwKQPILT/CWM0rPmS4rZ3MAcKrKp9keV5ATzr5Yu5QkPKsGCG3hrbI1tss9HC3uXlZG2qwd3PkdFzknDxb+bQoVuxs/OiT+8fsbPr2b3EKgh8WdPC6+UNeMkk/C8xnOFePTc+EawCv87fQ8M+PeXBh+k3LZRVFSvJbMnE3d6dW+NvZXrCdHwcfaBoLfw0B52zPxOS3kLlGsr36dFEtrfS8M9/8sCu3Xw+cCBu48biOmYMUh+fbscyWoz8XPwzc3PmItfJGRI8hEd7PUqy96krjecDpc1qbv5iDy4OUn5+YDD+bt2reo1KHW/883XCmo7g0G80uxJj2OPohU7kRKpMyeNx6YxChmJePiaVjnf952FXWkdgo4wUfy2D3Gs45PE2BaXuyBykZIyzYnF/mw5tEaEhc4iOfhbJeY5pOR/Qd5g4sr6a7M01WC0CCUMC6TchAhfPSxftcBV/L7S3t5OXl0d+fj5r1qy58gkW2Bb3Hxz+gO9yv2NC5AReu+a1EzJAzoTGshKOrFlB4e4dWK0Wonr1pdf4yYSnZnTdkA8rO7glqwx/Oxm/9IrB/wxp8ac73+a33qZt3jw8Z0zH/5//POVNX6Mp4uChaThL/Oi95TC6oDH8UuhHa10t4x56nMSMZPh2LGjlcOca8O8+uQtWgfblpXTsa8RlSBDuk6JoN1u4I7ucIyot78SHcnvQHwtSlVzHqs+yaW/UMmx6HMlDT3SnOh2OzcyakTCDJ/s+ed4zs46FqbGD9t/LMJQpqXVo5lO/7/FJDOXJvpd3f9ZR2OSDK6mpmY9ak4dU6kZQ0C2EBM/E0THkvB9PEARqamrIzMwkLy8Pg8GAu7t7l4TwWHJyucNqtVJXV9cVcNzc3AyAt7c38fHxJCYmct999/H44493EamjZgvQ3XDi2J+/muFET2A2m6mtre2qUNXW1mK1WhGLxYSEhHRJ/kJCQi4b8xRBsKBS5XT2Um1Frc4BwM7Ot1P2Nxxvr2uQSi+dM6FJrkOzrZaOw50ZVum+uA4PpdG5lUUFi/it9Dd0Zh39A/ozM2kmw0KGnXGDsLYwj63z59JUXkpgTDwjZt9DUFwimI2w+3+w/R0QS+HaF22Os5LuFVZBsFC87QVqjcuQGGUU2X3E+xvNPCB1w67NxMAbo+g9NrxHRLSlWs2G7/JRNHSQMjyYwVNjsNDCwYPTEAQzffv83ON5rNFg4rGCKrYrNIz3cefd+FC87XpeHbZaBX6eu5OWIyaKQnZTnLCTug6bKcjMpJlMiZnyB2k9sghWPIbCJ4lrY1/DwyOAxamROK1cQfObb4Eg8IyTIx+4uWMsLwexGKe+fXEdNxa3MWOQ+v4hl9OZdXxf+D3f5n6L0qBkTPgYHs54mGiP6B6f+9kiq6adGXP3EuLpxI/3D8Ldqft3sr3DyP+9/BoB9Ydx7DOagNQINpiPsNN5MC0if8IdZNzt68Xo9Y3IajT8HLGZI9UbSC/1INBLzA3eu9HHzmaP6naq8tpx8RGRcN06NOafcHFJIDn5Q1ycYy/Y9f0ZdCgNHFpbRd72OkQiESkjgukzNvysWh+u4ip6CrVaTV5eHrm5udTW1gIQGBjIunXr/hoE6yi+zvmajw5/xIiQEbw74t1zWth3tCvI2rCarA1r0Crb8Q4Jo9e460kadi0yewf2t2u4LbucYHsbyeqpk9HxEASB5nfepe3bb/GYfhsB//znKfvAWlrWk53zIAHSZJI2b8PY50GWHxZRk5/D8Jl30/eaPvDNWBAscNc68Io84VjKleVodtXjPCAAjxti0ApW7smtZEubmpeiAnkk7I9eCYPOzPq5uVTnt9FrTBiDpkSfVe7ExcrMOgpBENDnt6FYWYZVYWCfWy7f+v3K6F7jL/v+rKMQBAGl8hA1tfNpaVmHIAj4+owiJHQ2nh4DL8iuu8lkorCwkMzMTMrLyxEEgbCwMNLT00lOTr6koa7nAoVC0SUlrKysxGq1sm7dOiZOnPi3MpzoCSwWC/X19V2EqqamBrPZjEgkIjAwsFu4r53d5bMwMZkUtLbusEn/2rZjMrUBYtzdMzod/0bg4pJ4yZvyjXUa1Ftr0OV2Zlj1DcBlaDCZJlt+1baabUjEEiZETmBm0kwSvBLOOKayuYntS+ZR3NlnNWzGHBKGDLfdNyp22DKt5MWQOBnGvQnuJ26O6XQ15Ox/ALWlEOcSdzr6LeKppZXcYXTC2SgwanbPYjusFiuH11VxYGUljq4yRs5KJCzZG7NZzaFDt6LT19Gn9xJcXXtWzVnd0s5ThTXorQL/jQ3m9sCzM0OxWqws/HQzmnwxh0PWsz9kFck+ycxJmcPosNFIj/Z+CQLs/AA2/YfaoCEMj3yZVG9fvvFzouPV/9CxfQdO/fsT+Prr3PbYoyxbtgxDSQnqtetQrVuHsawMRKI/yNZ113WRLbVRzYL8BSzIW4Deomdi5EQezHjwgm307SqVc+d3B0gNcWfh3f1xOo6M6gwm/u/l/8Oz+iCkjaTf0D4UlXxMS4Q9a8U3U0wEbhIxU9tgWqaK5pBKPm/5hGE5Prg4yJjqux//iEhq+37F7g0dtFSrCUorwTNpLgJaYmNfJjho+mU7h6rkOg6srqRoTwNSOwnpo0LJGBOGveNfX9J9FRcWGo2GgoICcnNzqaqyRXn4+/uTnJxMcnIy3t7efw2J4PH4ofAH/m/f/9E/oD//G/k/nGXnthttNpko2r2dw2tW0FxRhoOzC6mjxpIxdiJ5UidmZJUR7mjPsoyYs9plOxaCINDy3nu0fv0NHrfeSsC//3VKklVR8QnlFR8QY04lfPcWzGPfYc2eVor37aLv9VMZNmYgonkTwMEd7loPrv4nHEu1thL1tlqc+vjjeVMsJgT+UVDNr83tPBDqy7+igxB3TpZWi5UdP5aQu62OqAxfRt+Z1GMt/lEczczSmXU83/95psRMuaCTsWC2ot5Zh2pzFRazhWWeG1gfvJ/7+j1w2fdnHQubfHBxp3xQgbNzHKEhswkIuOGs+hjOBiqVqktCKJfLkUqlJCQkkJGRQVRU1BUjITwKvV5Pa2srDz74IL/99tsVd/7nG1arlcbGxi5jiqqqKoxGI2C7MRwlVOHh4ZcVsRYEK2pNPq1yWy6VUpUFWJHJvPD2GmarUnkPRSa79FbNgiBgKFei3lqDoaTdlmE1KAj7Qb5skNvyqwraCvCw9+CW+Fu4Lf42fJ3ObBxg1GnZv/xnDq78FZFITL/JN9Hv+qnIHBxA02KL7sj+ATzCbc6ycScG+AqCYAuULXwFq1aP92Z/ZPf9wEPz85mkkuEmkzDhgbQeWV63N2nZOC+fpgoVsX39GDY9HgdnGVargSOZd6JUHiIj/Vu8vIaccawOi4V/l9SzqKGVNFdHPksKJ+YsI1GqFNUs+WQrbnUh7AtdiX0/Nfel3Udf/77d7zdWK6x/CfZ+Rm7EBMaHPskYX2/eKs2i7Y03EMxm/J56Cs8Z0xGJxSddexhKSlCtXYdq3VqMpZ1kq08fXMeNw/W6Mcj8/FDoFXyb+y3fF36PxWphauxU7ku774L0Ja/NbeChxYcZGuvL3Fl9sZN2n+dMJjNv/uv/cCo/gDZxBBNvGM2O7Z+SkLiDSmkiez1fYn27FAQY2WhislnLd+qXGXTAFWeTlPHBlSR6KRGmfkOxIoW9y8vQaZuJGrkIiUsmPj6jSUx4o8cS0EsBRWMH+1ZUUHa4GXsnKb3HhpN6bQgyuytjPXAVlwe0Wi2FhYXk5uZSUVGBIAj4+PiQkpJCcnIyvr7d5/K/JMEC+L3sd/65658keSfx+ejPcbfveXbH8RAEgbqifI6sXkHJgT0gQEz/gVhGTuIJpUCMkwM/ZUTjKfsTJOv9D2idOxePm28m4D+vnJRkCYJAbt4/aG5eTXpbND55B7BOX8qWnaVkrltF4tBrGXv9ECSLptoqWHNW2VyjjhtDtbEa9aZqHDN88bo5HkEML5fU8W2dnFsCPHk/PgxpZ7VKEASyN9ey8+cSfENdmfhQGs4eZ1cVPDYza2zEWP416F8XJDPrWFhURpTrKtEeakJlp2Wu98/URyqvmP6so7BY9DQ1raSmdj4aTT5Sqfsx8sGzk272FIIgUF9fT2ZmJjk5Oej1elxdXUlLSyMjI+OESeRyx+UQNHwpIAgCLS0tXRWqysrKrj4zHx+fbk5/l5sk0mxW09q2k9bWrbS2bsNobAHAzTWtk1CNwM0tFZHo8lggCVYBfUEr6q21GGs6M6yuCcac4cjP1b/wQ+EPtOhaiHKPYmbSTCZFTcJBemYSIVit5G3bxM4fFtDRriBx6LUMnT4bV28fG1k4PA82vgJGLQz5Bwx9CuxO7NsyGtsoLHqZlpZ12FfI8F7ph+e7i3hkYSlDmgTc3ey54bGMM7qvCYJA7rY6di8rRSITM3x6PLH9/Dsfs5Kb9zjNzatITnqfgIAbznh9WWotD+VVUa4z8EiYH89EBmB3FhshufJc5mXNR7whjPD2ZI5Er+Xh2dPp5dfrxCebjfDbg5D7M1tjZzA98F7uc5Jw94Iv6di8BcfevQl643Xswv+IbjnT3HEmsqVwga+yv2JZ8TIkYgm3xd/G3al34+lwfjcDfthfzfO/5HB9ehAf3ZqB+Di1idVi4b1XXkdcvI/W2GHccceNrFzxFQmJm3FyUuEa8U/WWEexqLYVDQLpWisiw3KSN+wmqM2evmE6hjodQjzqZcwD/kH2tnoOranAJXQdfum/ILPzIiX5Pby8Bp/X6zrfaKlWs29FOVW5rTi52dF3QgRJ1wQhkf69N9+u4tTQ6/UUFhaSl5dHWVkZVqsVT0/PLlLl7+9/yqLBX5ZgAWyu3szT254m3C2cr8Z81aOdwjNBJW8mc/1qcjauRd+hQdFnKPP7XUeiiyM/ZcTg/mdI1ocf0frll7hPu4nAV189KcmyWHQcOnQrWl0lfUsdcWmuR7hrHft25bBr6UIi0nszecpgZD/dAcF9YOavJ73hqrbUoFpXiWOKN163JYBExPuVTbxT2ch13m58mRyB4zHNzRXZctZ/k4eDk5SJD6fhE3J2PQ0XMzPrWBhr1ChWlGGqUVPhVMf/fJcQmhjDE32euCL6s45CEATalQeprV3wh3zQdzShIbPx8BhwwaqCZrOZ4uJiMjMzKSkpQRAEgoODSU9PJyUlBaeTOG5ebvi7ECxBEGhra+tGqDo6OgCb++HRClVERARubpdXXowgCHR0FCPvJFRK5UEEwYJU6oaX11B8vEfg5T0MezufMw92ESFYrGgzW1Bvq8HcrEPi5YDrsBCao7UsLF3E72W/Y7AYGBw0mJlJMxkSNKTH39Xa/Fy2LJhLc0UZgbHxXDv7PgJj420PNmTByieh7iBEDIWJ74Fv/EnHkbdupaDgeUxGBe4bXXDZ7kDgdwt44cc64mtMuPo5cfMTvXHxPP3GmUZhYPOCfGoKFIQleTFyVmK3zbbikv+jpuZbYqKfIzz8vtOOZREEPqtu5q2KBnztZHycGNbN0fZ0sApWdtTu4Lu878iqz2FC0X0EKqMpS93Ff+996uRycIMals6E8i18n/QoT3hP5YOaQnp//j8EnQ7fJ57Aa9ZMRMeZtZzN3GEoLUW1dh3qdWsxlJSCSIRjn964jR2HZkgKX9b/xMrylThIHJiZNJPZybNxtTt/vYFfbCvjzTWFzBoUzn8mJ5/wOROsVj757xsY8/dQFzGUBx6Ywc/ff0109HZ8fKvx85tEWOzrLDrSxLet7dQ5iXEXtITkr2XU3jyivK1McduGffJ4uPFz9GZHDq6ppPjIbgIHfIWdSxMhIfcQG/skYvHlIyk+GepL29n7WxkNpUpcvR3oPymSuAEBJxDTq/h7wmg0UlRURF5eHiUlJVgsFtzd3UlOTiYlJYXAwMAezeN/aYIFsLdhL49tfgxvB2/mXjeXENfzYxpgMugp2LGVw2tWcEDswK9jbyfaauDH3nEE+pzbIkAQBFr+9z9aP/8C96lTCXztvyclWXp9PfsP3IhU7EC//Q3IRA5wz2Zy9h9hw1ef4BcZzc1T+2K/6mGIHQO3LQHJiX1iR0MHHRK98L49EZFUzHd1cl4srmWAuzML0qJwk/5xw2mpUbP6s2z0WjNj704mIu3srzOrJYvntj93UTKzjkKwCuiyWlCsLkdQm9jqcZB5fiuYlH4D96Tec0X0Zx0Lvb6e2rol1HfKB12c4wkJnU2A/+QLJh8Em+Y4JyeHzMxMmpqakEgkxMfHk56eTkxMzGXjJHc8/soEq729vVsWlUqlAsDV1bUbofL0vPTyueNhNnegUOzuJFVbMRhsWWcuLoldvVRubhlnlZt0sWA1WujY34hmRx0WpQFZgDMuw0PI8i1hYeEidtbtxE5sx/XR13NH4h3EeMb0eGxlcyPbF31H8b5duHj7/NFnJRLZiMKW12HfF+DoBWNfh7RbumVaHYXFoqOk9E3q6hbhZB+F+xdmJIUdhM6fxzsr2vGp1OMQ4szMp/pgd4aelOIDjWz/vhiL2cqQm2JIHhbcbYFRXf0NJaWvExIym7jYUxs2AdTpjTxaUM3udg2TfN15Jz60R+oPo8XIqvJVzMubR7mynBD7MEbl3om93IPaPvt55c4ncJSeZP7rkMPiaQgNWXyQ+hJzpf35ZuX3eG7fikNaGkFvvoF91Mn7g8917jCUlaFauxb12nUYSkpsZKt3b4zD+rLAr5jlqh242blxV8pdTE+Yflq3yLPBG6sL+HJ7OY+NiuXJMXEnPC5Yrcx9403U2bspCx3CPx67k18Wf4uv3yEiIjJxcUkgPe0LhHoXlq0pZnGojEw3MRKzjoy8gwypOsIDjmvxCgyC2xaDbzzKFh17V+Shtn6KZ/R2pCTQp9/HuLheuJ7r8wFBEKjJb2Pv8nJaqtV4BjjR//ooonv5nlW/+VX8NWAymSgpKSE3N5fi4mLMZjMuLi5dpCo4OPis2wz+8gQLbIv6Bzc+iKPUkblj5p5XswVBEKjOyeK7vfv4KqovgS11vNhWxpCxEwmIOXGC68l48o8/Qf7ZZ7hPmWIjWSdZuLYrD3H48B14OMaTsXEv4oAUmP07ZdnZrPzgLVy8vZl+YwpO2/4FqTfDlK/gJB8OzZ562peXYR/nic/MREQyCb81KXi0oJo4Z3u+T4vG7xinxI52A6s+y0Zeo2bItFjSRoacdfVEbVTz3z3/ZU3lhc/MOhZWgwX11hrU22sxYWKJ12q2Bh3hwb4PXVH9WUdhkw/+3ikfLEAq9SA46FZCQu7AwSHozAP8CTQ0NJCVlUV2djZarRZnZ2dSU1PJyMggIODMDfIXE38lgqXRaLrIVEVFBQqFAgAnJ6cuyV9kZCTe3t6XXeO5IAhoteVduVSK9gMIghGJxAUvryFdVSoH+8vr83MsrFoTmt31aHbXY9WasYtww2FYABulu1hYsJDS9lK8Hby5LeE2bom/BS+HnvelGHVa9v36I4dWL0ckFtN/8jT6Xj8Fmb2DzZgh/zdY+wKoG6HvnTDqX+B4cuKsUmWTl/8UWm05IX63I/l3FuayakK+/prvNpoQV2ohwpkHnumH5DQ27PoOE9u+L6L0YDP+kW6MnpOEh393MtDYuIK8/Cfw85tASvJHpzUXWdHczrNFNRgFgf+LDea2gDMbWSgNSn4q/oklBUto0bUQ7xnPzOg51C2VYG6R0jjgIP+eeQqnWkUlLJyKVVXHc2mvUlcm5sWl3yHt0ODz6KN433UnotNk2J2PucNQXv4H2SouBkBIS2BHrJnFgRWIfX24N+1ebo67GTvJn6v8CILAc8uy+fFgLf++Pok7h0Se+ByrlQVvv438yE4KAgfx+BP3svanBchkRSQm7cLOzoHU1P/hZuqF/Ls8siUWFg10ZqPJBALEVebzVOsvTDbvhxs/h6TJADRVqNi3aSEOwV8gklrwc3uW1H6zLvveV0EQKM9sYd/ychSNWnzDXBlwQxRhSWdnsnIVVx7MZjNlZWXk5uZSVFSE0WjEycmJpKQkUlJSCAsL+1Of378FwQIoaivi/g33YxEsfDHmiwuSU7G0uJwnapWENFUzZeU8wqOi6T1+MrH9ByM5yyDSlk8+Rf7JJ7jfcAOBr//fSUlWff3PFBQ+R4jTUOLX/grJU+Gmb6grKeK3t/6DWCpl5qRwXA5/Av3vg/Fvn3Sns+NAI4pfSrCPdMd7TjJiOwlb21TcmVOJv72UpenRhDv+cfMyGSxs+DaPiiw5KcODGXpLz7JSjsXFzsw6FuY2PcrV5ehyW2mzV/GZzw+0hRt4tv+z9A3oe1HO4XxCEATa2w90ug+uB8DX97pO+WC/C3qTsFgslJSUkJWVRVFREVarlYCAANLT00lNTcXF5dJXB69kgqXVaqmsrOyqUrW02HqR7O3tuxEqX1/fy3IhY7HoUCj20tqZTaXX1wDg7Bzb1Uvl4d7nspcUmZUGNDvq6NjfgGC04pDghXWQKz/rVrK0aClt+jbiPOOYmTSTCZETzmqhbLVabH1W3y9Aq2wnaei1XHO0zwqgrdyWaVW6EQLSbJlWISefp6xWM1VVX1BR+TF2dj4kRP0XzVPfoMvJIeCjT1m2R4ahRosiwpEXnx1w2s9MVV4rmxcUoFeb6Dcpkt5jw06Y59vadpOZdRfu7r3JSP/ulNlIGrOFl0vq+KGxjV6uTnyWFE6k0+klifWaehbmL+SXkl/QmrUMDhrMnOQ5pDr3Yv7bW7C0SWi55gj/mv7kySNZGnNg0U1YTHoeiPk3fX7fy/D9O7FPSiTozTdxiDvzBuj5njsM5RWo161FtXYdhqIiAGojXdgYpaW8tz8zhj3K9dHX/+F4eA4wW6w8vOQw6/Ka+PDWDG7sdWKvrtVq4ft336Hx0E6y/Abx6D/uYc/qpWi1VaSkbMfRqZ2Y6KcJ9phN6/x8TI0dKCeF8GTHXgqsERjtHIlrr+SZum8Zn9AX6ciXQCxBEARKDudRVvU8dh4FmBRDSEt/g6CYC9MvfD5htQoU72/kwMoKVHI9gTHuDLwhmqBYj0t9aldxHmGxWKioqCA3N5eCggIMBgMODg4kJSWRnJxMRETEn1bjWNRG1FtquGveM38PggVQrarm3vX3ojQq+WTkJxdkMf1bk4KH8qtItei5cfV8tHU1uHh5k3HdRFJHjcXJredmGy2ffor8409wm3w9QW+8cVKSdVT3niC5luAtP8GwZ2HkS7TW1rDs9X9h0KqZPcYLt5KlMOJFGPHcSY/VcaQZxY9F2IW74TMnGbGDlEPKDu7ILkcmFvFDejRJLn/ILwSrwJ7fyjiyvpqwZC/G3pNyRpnJyVChrODZ7c9S2FZ4UTKzjoW+rJ3238swN2opcK3kY5/FxMQn8WSfJ8+blPRiQ6+vp7Z2EXX1SzGb23FxSSA0ZDb+/pORSC6sM5xWqyU3N5fMzEzq6+sRi8XExsaSnp5OXFwc0rPcZDhfuJIIll6v7wr3raiooLHRJpuTyWSEh4d3karAwMDLklAB6HTVXbI/hWIvVqsBsdgRL6/BeHsNx9t7+AXJd7sQMLVoUW+rRXukGQQBp3Q/WnuZWdDyA6vKV2GymhgeMpyZSTPpH9D/rDczavJz2Dr/a5orywiMS+Da2fcSGNPZS2U2wK6PYMd7IJbByJeg370nZFodhVZbRX7+UyhVR/D3m0Rc1Ms0PvYiHbt34/n6+6w54oamSUtJqB3vPDcYe+nJFxEmg4Vdy0rJ216HZ6AzY+5MwjfsxF4htbqAQ4dvw8EhkD69f0QmO3lf32FlBw8VVFGtM/KPcH+ejAhAdhoJVkFrAfPy5rGuch0iRIyLHMec5DnEe8WjUeiZ99ZmzCoxqmvzePGmf5ycjFTuhO+nY5A68SJ3Mu3n5XhoNPg89AA+992HqIc5bhdy7jBUVKBetw7V2rUYCm1kqygYijN86HXrQ4zqd+sZ89BOBb3Jwp3fHeBAZRtfzerDyIQTFSJWq4Wf3n+H2gM7OegzkPsfuZui7StoaqomPmEvPj6V+PlNICHq/2j/oRpDsQLXkaGsCTrMgk1ZlIUPR+nuRaiugXv0WcwYfQ+ubrZNAbPZxKGd76E2f4NZ54mo/RkGjpuEu++Fk7CfL1jMVgp21XNgdSVapZGwZG8G3hB10u/AVVwZsFqtVFZWdgUA63Q67O3tSUhIIDk5maioqPOyPhFMFtQ76lBvrUUwW3ms8P2/D8ECaOxo5N7199LQ0cAHIz5gaMjQ8zLusfi5sY1HC6oZ6unCK+Y28tf9TlX2EaQyOxKuGUHvCZPxDYvo0Vjyzz+n5aP/4TZpEkFvvnGCnMFqNZOVfQ8KxV56dfTC8+Bqmxww/VbUrXKWvf4v2hvruHO4FPf6jTD+HRhw8gZkbXYLbT8UIQt2wffOZMROMoo69NyWVUaHxcLC1CgGeHSvSOTtqGP798V4BDgx8eE03LzPfgI1Wox8cOgDFhUsuiiZWcdCsAh0HGhEub4Sq87EOs89LPRdyZS0m7g37d5ztvi/1LBYdDQ2raC2Zj6ajiKbfDD4NkKCb7/g8kGA5uZmsrKyyMrKQqPR4OjoSGpqKunp6QQFBV1U6cXlTLCMRiM1NTVdphR1dXUIgoBEIiE0NLSrQhUUFHTJCOqZYLUaaG8/2EWqtNpyABwdI/DxHmGrUnn0P2V143KEsVZty7DKawWJGKe+fhTGNfBd7UL2NuzFQeLADTE3cHvi7US6nyjDOhPamxrZvvhbSvbtxtXbl2G3zyF+8LA/vhfl22yZVq2lkDzF1mvldvLvrSAINDT8RHHJa4hEYuLjXsXfdyJ1Tz6Fet06nJ7/PzYV+qFSGtjjL+LzZ67By/nkFbbGciUbvstHJdeRMSqUATdEIZWdSMR0ujoOHpqGSCSmb5+fcXAIPOE5FkHgf1VNvFvZSICdjE+TwhnocfKKtiAI7K7fzXd537GvYR/OMmemxU7jjqQ7CHC2SUaVci0L3tqKuQP0Y0p47sZHT05A8lfAsntQ2gWzNC+Nofv3I46NJfytN3FISjrp8U+FizV3GCoqUK1dS8Pvy5CV1wFQHe6I5/iJZNzyIHZBZz9nq/UmZszdR3GTmkX3DKBfxIlyVavVwq8fvEPl/p3s8x7I7ffMRpm7hfLyMkJC84mMzMTFOZaU5E8xrDWhPdiEUy8/2kaK+PDLZzCp4zjU5xpqfcNxsei43ceRu+MTCetUvMhbDpGd9Q+sokZaC64nyP9++o2PxsHl8ggqPx1MRgs5W2s5vK4KQ4eZ6N6+9L8+Cq/AK3NN8HeD1Wqlpqami1RpNBpkMhnx8fGkpKQQHR2NrIcbLWfC0T5/5dpKLEoDDsneuI+P5Nb7br/8CdaN4yfz25oV5228Nn0bD2x4gBJFCW8Me4NxEePO29hH8X1DK08U1jDKy41vUyPQ1NdyeM0K8rdvwWw0EJqcRu/xk4nq0w/xGXp/5F98ScuHH+I2cSJBb715AskymZQcPHQTJpOSfpVeOFYehlnLIXwweo2G3955lfqifO4apMVDcQimfg1pN5/0WLq8VlqXFCDzd8Ln7lQkzjJq9EZuyyyjzmBkbnIEY3y6V+FqCttY+2UuEqmICQ+lERB5bpb422u38/LOl9Fb9BclM+tYWLUmVJuq0eyuRy8xMc/7N/YE5vJIn0eZHD35iuvPOgqbfHAfNbULaGnZgEgkwtfnOkJCZ+Ph3veCv78Wi4Xy8nKysrIoLCzEbDbj6+tLeno6aWlpF8XN7nIiWGazmbq6uq4KVW1tLRaLBbFYTHBwcJcpRWho6Hmb/C8E9Pr6Lsc/hWI3FosWsdgOD48BnaRqOE5OZ088LiUEQcBQ1o56ay2G0nZEDhIcBviyPTCLbyvmU6mqxM/Rj+mJ07k57uZziv4waLXs++1HDq/6DZFEwoAbbqbPpBttfVYA6iZbTlPOT+AZCRPfhZjRpxzPaGyloPBF5PKNeHoMJCnpHeztA2n45z9R/rwMHvwXOyuDURnNrPIwMffxIUT7nkhyLGYrB1ZWcHhdFS6eDoyak0hw3Mn7u0wmBQcP3YrR2EKf3j/g4nKie2GN3sgj+VXsU3Zwo58Hb8WFnNRh12Q1sbZiLfPy5lGsKMbP0Y/bk25nWty0blEebY0aFr2zHbPeinVCFU9NeOjkc9fBb2HVU9Rq46nYJsZTpcT97rsJfvQRxOcQln0p5g5deTmHl36Cbv0mghtsOXXmpGiCrp+G29jrkJ0F2WrVGLj5yz20qA0svW8QSUEnzrdWi4UVH71L2b4d7PIayOQ7ZuBUd5D8/Hw8POtJTd2LVColOekD7LIiUW2owj7GA8dbI3j3lxdwWFdOY2AYzf0z2ObbD0EkZqKvJw+E+tLH3RmzWU1e7r+Qt61AK4+hNet+0ob3Ie3akJOS98sNBp2ZrI3VZG6swWy0ED8wgH4TI3HzufyrcX83CIJAXV0dubm55Ofno1KpkEqlxMbGkpKSQmxsLHbnMA+cDoZKJe2rKjDVqJEFOeM+MQqHaA/gCunBun7Adcx/5hM8JkcjPk/BcGqjmkc2PUJmSyb/HvRvpsZOPS/jHotF9a08XVTDWB835iZHYCcWo9Ooydm0jsx1q1C3tuDu50/G2EmkjrwOe6dT74zIv5pLy/vv4zZhPEFvv30CyeroKOfgoak42AXS51AzUk0b3LMRvKMxGQ2s/t87VBzczZxeTbgbKhHd9v1JwygBdEVttC7MR+bjaCNZrnbIjWZmZJeRp9HxYUIYNwd03w1ra+hg1adZdCiNjJqdSGzfczOtuBSZWcfC1NRB+8pyDCXtNDsq+MhnEboweLbfldmfdSx0ujrq6o7KB5W4uCR1ygevvyjVBZ1OR35+PpmZmdTU1CASiYiOjiY9PZ2EhIQLRiguJcGyWCw0NDR0Earq6mrMZjMAgYGBXRWqsLAw7O0v3wqP1WpCqTxMa+tW5K1b6eiwNes7OAR3Of55eg5EIrn8bfuPh2AV0Oe3otpag6lWg9hVhmiAB7+6bmRJxQ8oDUqSvJOYmTSTseFjkZ3EkfVMsFot5G7ZyK6lC9Eq20kePooht83E1auzz8pqsZGDTf8Fsw6uecL2Izv1Ik4u30JB4fOYTCqio58iLPQuQETz2+/Q9t13dMx4jgPN4Wik8L29nk/u7cfgmBOdX1vrNGycl4+8RkPC4ECG3hx7Srm3xaLnSOZMVKpcemXMx9Oz/wnP+bVJwbNFNQjAm3Eh3OTveQIZ0hg1/Fz8M4sKFtGkbSLGI4bZybOZGDnxhPe3pU7Fknd3YjKZsZ/cxCNj7jmRXAkCbHsby4Y3KCmOR8hRIQ8OJfW9d/DISD/le3gmXMq5w2Q1sWb7txT8/C0pOSqimmz/75CehtvYcTayFXzm3qa6dh3TPt+NySKw7MFBhHufuM6wWiys/N+7lOzdwU6vQVxz403EGko4fPgQDg5qevfZh0TSSHTU0/jIb6T9l1Kkvo743JnCsrzFFH79I456CX69nKjxj2RR6DSUIjv6uDlxf6gfE3zckTevoKDwn1hMAvX774COoQy4IYq4fv5XhGufTmPk8NoqcrbVIVgFkq8Jos+ECJzdL995++8AQRBobGwkNzeXvLw82tvbEYvFxMTEkJKSQnx8/AW5t5pbdSjXVqLLkSN2s8N9bAROvfy6fZavCIJ1w+hJfNrvOaR+TnjPSEDmf35KtDqzjie2PMGu+l083fdpZifPPi/jHovv6uS8UFzLRF93vkiK6NKeWy0WSg/s4fCa36krzENm70DyiFH0GjcZr6CTT5qtX39N87vv4TpuHMHvvH2CjlzeupWsrHvxdR9M6sbtiJy8bCTL0ROr1cKmrz+ncMtKZiVX4kY7olm/QdjAkx5LX6qgdX4+Eg97fO9NReJmj8ZsYU5OBTvbNbwaE8R9oX7dXqNTG1nzRQ4NZUoG3BBFn3Hh51QhsQpWvs39lk+OfIK/k/9Fy8w6CkEQ0Be20b6yHEurnkz3Ij72WUJybMYV3Z91FBaLjsbG5dTUzqejoxiZzIugoFsJCZ5xUeSDAK2trV0SQqVSib29PSkpKaSnpxMaGnpeK2sXc5FktVppamrqkvxVVlZiNNp2of38/LoIVXh4OI6Ol/cOqMHQ3On4t43Wth1YLBpEIikeHv26SJWTU/QV67QlmK1oM5tRb6vF3KJD4u2Apo+E+eJlrKpZjcVqYWTYSGYmzaS3X+9zvs6avGy2zJ9LS1UFQXGJXDv73u4Os/VHbJlW9YchcjhMfB98Tm3rbrFoKSl9g7q6Jbg4x5OU/D6uLgkAyL/4guYPP6Jl8jPkqiIweMr40qLi1ZtTubVfWLdxrFaBrE017F1ehr2jlBG3JxCVceqsSEGwkJPzMC3yjaSkfIy/3/huj6vMFl4sruXnJgV93Zz4NCm8mzkSQFNHE4sLFvNT8U9oTBr6B/RnTvIcrgm+5qTvb2OVgqXv78VoNeB+k5L7RpzkHm21wJpn6Vi5gMrDQaAykXfDTUx55SVkDn+u7/RyqH4bLAZ+LPqR5Vu/ICG7nTFlzvjVqAFwSEvDbexYXMeOxS7k1GSrtFnNzV/swcVBys8PDMbf7cT3xUay3qFk7052eA0mccwkrnVtYveuXYjFJnr1zsXJKRc/3/FE2b9A++IqxPYSvOckU2opY8k7L+HZBNI4CbNl+1iW+CBzg6dSabAQ4iDjnmBfpnhqqS56GpXqCPrm4VTvnIZ3kC+Db4ohJP7yi5I4GTQKAwfXVFKwsx6xRETayBB6XReOg/Plqzj4K6K5ubmLVLW2tnZt2CYnJ5OQkHDB7q9WnRnVlho0u+oQiUW4Dg/BZVjISYs/VwTBmjp1Kkve+oa2H4oQjBY8bozBuc/5sfU2WUw8t+M5NlRt4P60+3k44+HzvmCYW9PCP0vruMHPg08Tw5Eet1vTVF7KkbW/U7hrGxazmciMPvQeP5nwtF4n5GC1fvMtze+8g+vYsQS/+84JJKuq+mtKS98g0nMKUb/PsxGoO34BqR2CILDn5yVk/jqfmfHFuNhZEd25GgJSTnrehnIl8nl5iF1l+N6bitTDAb3FysMFVaxqUfJ4uD/PRQZ0e7/MJgubFxRScqCJhIEBjLgj4ZxT0i9FZtaxEMxWNLvrUW2qwmIys8JrG0t91jEt7RbuSb3niu3POgpBEFC076W2Zj4t8k02+aDvWEJDZuPu3ueiLJyPNp9mZWWRn5+PyWTCy8uLjIwM0tLS8PDw+NPHuJCLJEEQkMvl3cJ9dTodAN7e3l2Sv4iIiMvCUfF0EAQLSlUmrXKb9E+tyQPA3s7f5vjnMwIvz8FIpVd2s7fVYKHjQCOaHbVYlEakgc5Upyj5wriQA80HcJI6MTV2KjMSZ/ypMPL2xga2LfqW0gN7cPXxZdjtdxI/aOgf3yu9Ejb/HxyYC04+tj6r1GkndXo9CqUqi7y8J9HpqggLvYuoqKe6qs9tixbT+Nr/UXXds5Qbw5CEO/NOu5x7hkfxwoTEbuOo5Do2zS+gvqSdyHQfRtyegJPbqaUzgiBQVPxv6uoWExf7L0JDuxOdA8oOHsqvok5v5MmIAB4P9+92nytWFDM/bz6ry1djxcrY8LHMTp5Nss+p3XxrSlv49aND6EQdBNxqZPaQ6Sc+yaTHuvRumpduR1HiQq2vPzUvvMyd40edl/nrciBYR6E1aVlcsJjvcr/DqVnFrKZY+heYEQpLAXBITcVt3Fhcx447KdnKqmlnxty9hHg68eP9g3B3OpEQWC0WVv3vbYr37mKH12ACBo/lljAt27dsAgTiE6rx89uJs3M0SYEf0LFIhdVgwfuOREwhEj56/1Ecs1vRBMA93pkEOLmwfuJCvtR5sFfZgYtEzIwAT65jJYba95GKgqjbdw+KymDCU70ZNCUa76DLe548CmWLlv0rKyje34SdvYSMMWGkjwrFzuHy7JX9K0Aul5OXl0dubi4tLS2IRCIiIiJITk4mMTERZ+cLtyYTLAId+xtQbazCqjXj1Nsf9+vCkZymgnnFEKxffvkFi8pA2w9FGMqVOPX2w+PGmPMiGbRYLfxnz3/4tfRXbk+8nWf7PXvO7j2nwmfVzbxaVs80f08+SgxDcjK79HYF2RvXkrVhNR3tCryCQug17nqSho/EzuEPNt763Tya33oL1zFjCH7/vW4kSxAECgqepaHxF1JdpuO3+mPoNRMmf9x1487asJr98z/k9ugcHF1cEN29DrxObiphqFYh/zYXsaMU33vTkHo5YBEEniuqZVFDK7OCvHkjLqTb9QiCwMHVlez/vYKgWA/G3596zk2tlyoz61hY1EaU6yrRHmxCa2fgS++fOOxfzGN9HuOGmBvO+2flUkCnq6G2bhH19T9iNqtwdUkmJHQW/n4XRz4IYDAYyM/PJysri8rKSgAiIyNJT08nKSnpnLXT53OSEwQBhULRjVBpNBoA3N3du4X7urufWy/ixYTR2Epr2w5aW7fS2roDs7kdkUiCu1tvvDt7qVxcEq7YKtWxsHTYMqw69tgyrKQRLhyOKecT5TfUaGoIdA7k9sTbmRo7FVe7cyeRBq2Wfb8u5fDq5YglUvrf2NlnZdf5PRIEyPsF1r4Imibodw+MfBkcPU45ptVqprLqMyorP8HOzo+kpHfw8hzU9bhyxQpqnn+ZomHP0kgQXn28eamsltFJ/nxxRx/EnWRHEAQKdjew86cSAIbeEkfCoIAz/n0rKj+lvPx9wsPuIybmDydas1Xgg6pGPqhsIsTBjk+Twunn7tx1rP2N+/ku7zt21e3CUerI1NipzEyaSbDL6aVtFYWN/P5JFh0SJVF3SLm130kk/Hol2nemUr+8GpNGyi/XjiPymaeZEXX+LMEvJ4J1FEqDkvl581lUsAiDxcAMt1HcUhcCW/agz80FwCElxUa2xo3DLuQPxcWuUjl3fneA1BB3Ft7dHye7E8mAxWxm1f/epmTfbrZ7DcEhYwQPpUnYsm41IpGIgEAF8fHbEIkgIeJt+MULU7MOz6mxOPXxY8EPb9G0fAd6JyvDEpsYoauG8W+SFT+dr2rlLG9WYBVgjLuVYR0fEGnej4P5LvJWD8Ckt5I4OJD+k6OuGOlda52GfSvKqciS4+Aio8+4cFKGB18R/WVXAhQKRRepOuqqGxYWRnJyMklJSbi6XtgNP0EQ0BcpUK4ux9yswz7KHfeJUdgFn3kj4IoiWGDTy6s2VaPeXI3U1xHv2xPPi2TQKlh558A7LCpYxOToyfxn8H/+VBbFyfBRZRNvVDRwa4AXHySEIj7FTc1iNlG8ZyeH16ygsawEeydnUkZeR6+xk3D3s5GLtvnzaXrjTVzHjCb4vfcQHbP4tFgMHD5yOxpNIX2t1+G6/RsY/R+45vGu55Ts382ez1/hltAj2Hn4I753I7iePODTWKum5ZtcxHZifO5JRebrhCAIvFHewP+qm5nk686nSeHYH1dtK97fyKYFBbh6OTDp4fQTAip7iuMzs14b8hrDQ4ef01h/BsZaNe2/l2OsUlHr0swH3gsQQuz/Ev1ZR2GxaI+RD5Ygk3kRHHQbwSG3X9QAWIVC0SUhVCgU2NnZkZSURHp6OuHh4WdlUf5nJzmlUtmVQ1VRUYFSqQTAxcWlG6Hy9Dyx1+RygyBYUatzkXeG/apUWYCATOaNT2culZfXNchklz857CnM7QY0O2rp2N+IYLIiinNmY/ABvmydj9qkJt03nZlJMxkVNupPzfm2PqsN7Fq6qLPPajTX3DYTFy/vP57UWgarnoLyLRCYAZPeh+A+px1Xq60gL/9pVKpMAvxvIC7ulW6W6OrNmyl/8kVy+z9Bu8SX2LFhPHG4lEhfZ368f1DXIlqrMrJlUSGV2XKC4zwYOTuxR66v9Q0/U1DwHAH+N5KU9E5XkHCVzsDD+VUcVGmZ5u/JG3EhuEolmK1m1leuZ17ePAraCvB28GZG4gxujb+1R8YgxTl1rP0iF7VMQdIcF6ZkTDrxvW6ppuUfN9B2WIfG041X73qCR6ZMYKzP+f3cXo4E6yjkOjnf5HzD0qKlAEyLm8bdXpOQbtuPau26U5KttbkNPLT4MENjfZk7qy92J1GYWMxmVn74FqUH9rDD5xoMcUN4fpArW9csRyQS4eyso1//Q5hM5USGPY7L1mEYS5W4jQ7DdVQY+w6uZ8vHH4PFimuGgQc7DiLJuAMmvke9Rcy3dXIW1reiNFtIkDYzxrSQ0a4CxqqHyd2iRywRkTEmjF5jwq6YilBThYp9K8qoKVDg7GFPv4kRJAwOPG2Q91WcHEqlkvz8fHJzc6mrs7lqBgcHk5KSQlJS0kXbvDQ1dtC+ytaTL/VxxH18JA5nEUB9xRGso9CXKmySQYMFj8nROPX1/9OLG0EQ+CLrCz7L+ozRYaN5a9hbfzpZ/Xi8W9HIu5WN3BHozdvxIackWUfPp6GkkMOrV1C8bxcIEN13AL0nTCYkMQXFwkU0vf46LqNGEfLB+91IlsHQzIGDUxAhpl9jOHY5v8MtC7tS1wFqC3LZ/dFTTPE7gMg7Cul9G8Dx5DpoY70G+Te5IAbfe1K7SO0X1c28UlbPUE8XvkuJxOW4bJWG0nZWf5GDIAiMvz/1lM5UPcGxmVm3J97OE32euGiZWUchCJ12nGsqsCiN7PHM4TPvH+gV0/cv0Z91FLZKzR5qaucjl29CJJJ0ygdnXTT54NHzqK6uJisri9zcXIxGIx4eHqSnp5Oeno6X14nWw8fjbCc5jUbTjVC1tbUB4Ojo2C3c18fH57InVGBzGW1r29Hp+rcdk6kVEOHmlt7ZSzUcV9eUroXzXwWm5s4Mq0xbhpUhQcaPXutZ2mb7LIwOH83MpJmk+567CcJRVOdms3X+V7RUVxKckMSIWfcSEB17zMnoYdeHsON9kNrDyH9Cv7vhNJJnQRCor/+B4pL/QyyWkRD/X/z9u5ONjr37KHrsRbLSH8Fg78GAGXE8tK0QQYDljwzp6rUpz2xh6+JCjDoLA2+MIn1kaI+MBeStW8nOvg9Pj0Gkp89FLLZJzX9uUvBCcS1iEbwVF8oUf0+0Ji2/lPzCwvyF1HfUE+EWwZzkOUyKntTjeTrvUBWbvymi3aGZPnf7MSH5RCMm3fbV1D/7FMZ2yB6Yzhu3P8VX/RLpfwoL+D+Dy5lgHUVjRyNfZH3Bb6W/IRPLmJE4g7tS7sKxRd2Zs7UOfU4OAA7JybiOG8uOoDSe2CHn+vQgPro1o6vCeSwsZlMnydrLbr9hNIf25dWRfuxc82vnM4yMGFGN0bQTX5/rCCy6D8MhDU59/fGcEkNLSy3fvvYk0hYd8iQzT7Mfn4A0uHUReITSYbawtLGNubUtVOiM+CBnvHgzs4OGULc1nNJDzTi62dF/UiRJQwJPCLm+XFFbpGDf8jIay1W4+Toy4PpIYvteGUYelxJqtZr8/Hzy8vKorq4GICAggJSUFJKTk/H0vHg9eha1EdWGKjoONCJykOI2KgyXgYGIzrLd5YolWGB7E9p+KMRQpsSpV6dk0P7Pl2UX5i/k7QNvMyhwEB9e+yFOsvPnjCUIAm9VNPJhVRNzgn14Iza4R4s0dauczPWryN60Dr1ahW94JL3GX09gdQMtb7yJy7XXEvzRh92saFWqbA4dvg1Xl2R6Z7YhbsyDO1dDcO+u58irK9n73oOM99iD2TcV+/vWgd3Jr9fU1EHL1zlgFfC5OxW7Tq30j41tPFFYTYqLI0vSovE+TnagbNGx6tMslC06RtyeQOLgEzNTeopjM7PiPeN5e/jbRLlfnMysY2E1WlBvq0W9rQaLYOFH7/X84r2J21Kn/yX6s46FTldNbe0i6ht+xGxW4+qaTGjIbPz8Jl3UbCOj0UhhYSFZWVmUlZUBNqlARkYGSUlJOJyiof1Mk5xOp+sypKioqKC5uRkAe3t7wsPDuwiVn5/fZRvueywEQUCjKexy/FMqDwNWpFIPvL2H4dNZpbKz8z7jWFcijDWdGVb5rSAV0xpvZK7TUrapd+Eqc+WmuJuYkTCDQJdzn4eOQtFYz/ZF31J6YC9uvn4Mu/0u4gYO6T6nl222Va3ayiHlJluv1SnUAkdhMMopLHgBeetmPD0Hk5T49glZU7rsbHIe/jeZCXcjcXVl9P2pPLohn5ImDT89MIiUYHcMOjM7lxZTuLcRn1AXRt+Z1OMeF9v9YwbOTlH07r0EqdQFpcnMc8W1/NbczkB3Zz5OCsdRULGkYAlLi5aiMqro7debOclzGB46/Kzk00f2lrFzfjltTg0MvT+ckXHdVQpWoxH5G/+k9YflSJ0E5s6YyaZBU1iSHk2884UJUb8SCNZRVKmq+CzzM9ZUrMFZ5szs5NnMTJqJs8wZY22djWytW4c+OxsAdVg0P7nE4ztpPM/cefKeNYvZxO8fvEnZwX3sDxxBmU86r48N4cD6XxAEAbPZxNChBhAtw9kpikj1vzBtsmIf54n37QmYBRPfvvscHTnl1AUbuCWglIGIYNq3EDXCdgxBYGOris8qq9mntuAg6JjoUscc94HU/N5EQ6kSzwAnBk2NISLV+4rY1BIEgarcVvYuL6e1VoNXkDMDJkcRmX5lbMpdLHR0dFBQUEBubi5VVVUIgoCvr28XqfLxOdH19EJCMFlQ76xHvaUGwWzFZVAgbqPCEJ+kX7EnuKIJFtgkg+rN1ag2VSP16ZQMBvz5xe2vJb/yyp5XSPNJ49PRn55Xq3BBEPhvWQOf1TRzb4gPr8b0jGQBmIwGCndu4/CaFcirK3F0daOfmy8uq9fjMmIEwf/7qBvJamz6nby8xwnynUzCpg2IzEa4dzO4/1FpUcmbOfjWHEY47ULn1xfnB9bCKayITXId8rnZWI1WfO9OwS7Epn9dL1dyX14lIQ52/JAeTYhD98qfQWti7Ve51BYq6DMunAGTo/7Ujs6lzMw6FmaFHuWaCnTZctSOOj72WkyBXzWP9f7r9GcdhdncQWPTcmpq5qPVltrkg8HTCQm+HXv7i9sXp1Qqyc7OJisrC7lcjlQqJTExkfT0dKKioroRoePnD4PBQHV1dVeFqqGhAQCpVNpFqCIiIggMDEQiuTJ09Gazmra23Z29VNswGG2ezq6uyV2Of25u6YhEV8b1nC0EQcBQ2o56aw2GMiU4SKiIlfOh+DuKjaWEuIRwR9Id3Bhz43nZ/DBoO9j7y1IOr16BRCplwJRb6DPxRqTH9gmqG2Hdi5C7DLyibZlW0SPPOHaLfBMFBc9jsWiIjn6W0JDZJ1QXDSUlHHj4dXIibsPFx5mJj/XipY2FrM1r5KuZfRmT5E9dkYKN8/PpUBjoPS6cfhMje2w4pNVWcvDQzUgkTvTt8zP29r7sadfwSH4VjUYTz0QEMNG9g0UFC/i97HfMVjOjw0czO3n2OVUE928vYt/3NchdahjzUALXRA7q9rguL4+GJx/DUFWPcxzcO/s/6EPT+D4tiiCH86syORZXEsE6imJFMZ8e+ZTNNZvxtPfk7tS7uTX+VhykNhJqqqtDtW49qnVr0WfZyJYyJIqYm2/AbdxY7MLDdYl5xQABAABJREFUu41nMZtY8f4blB/az5HQUWQ6J/H6hAjyt/yK2WzGbDbTq7cTHh5LAQvRsn/B777I/J3xuTMZsasdq3/4goLfVtHmZiQsVcF9ilLEo1+BwY91M3XJVCp5v3Anmzr8EURixnhKmWr2Qv17LcomLUGxHgy+KQb/iIsX3fJnIFgFSg83s29FOcpmHX4Rbgy8MYrQhDMrL/6q0Ol0FBYWkpubS3l5OYIg4O3tTXJyMikpKfj5+Z15kPOMLmXS2kos7QYckrxxHx+BzPfPFVeueIJ1FPqydtp+KMSqs+AxOQrnfmdu3D0T1leu57kdzxHtHs2XY77E2/H87fgKgsC/S+v5qraFB0N9+Vd00FmdryAI1OTlcHjNCsoO7SO8VUVyTTPSvn2I/vbbbiSrrOxdKqs+Jy7wfkJ/+xg8wuCutWD/R3OgTq0i++3pDJDspM1nCF4PrYRT7Nab2/S0zM3GqjXjc1cK9uG2yW5vu4ZZOeW4SCT8kB5N3HG7ihaLle3fF5O/s57o3n6MnpOI9E+YlBybmTUuYhz/HPTPi5qZdSwM5Urafy/D1NBBuVs9/8/eWQZIVfZt/Lfd3d3ddHeXhLSAYqHYPgbY3fo8BoIIIghKI93SDQvLJtuds7uz03XO+2EAQZZYWAT0/X3hw55z5swwc5/7f9//67q+dFuEpa8Dr3R4hbZe19ZY3GsY2wcPUVq2+GL7oKfHIAICpuHomPK3FroXggXPnDnD2bNnUavVODg4XGwh9PDwYNSoUXzxxRcXC6qKigoEQcDMzAx/f/+LO1R+fn6Ym98b/f6iKKJQ5hkLqro9NEpPIIp6zMzscXPtft6gogdWVn//w+rvRBREVBl1yPaUoSuXI9qbkRqcz5fij0iEetp6tWVK7BR6+fdqFQdSQTBwdtd2Dq74BZWsifhe/eg6fgr2LpdMmAQDHP8Rdr8Peg10fwG6PgcW195l0esV5OZ9QEXFcuztY4iL/aLZEF9taSn7n/ov2d5D8PCzZthz7fn2UAFz9uTz2pAYHuocxJF1BZzZVYqTpw39HozFO/TGNQtabR0nTo5Fr5fRts0KLG1C+Lyoiq+Lqwm0tuBZrwYOFy5nT9kerMysGBk+kqmxUwl0DLz+xZvh4K4MUldWUe1UyIiZKbQP/HO8FLVa6ubOo27uXMytdNj3tmPwgE8J9gxmUUIIzs2EF7cm92KBdYGztWf5JvUbDlcextPGk8eTHmdU+KjLcsa05eX8+vnPOBzZR0xDMQBWMTE4DhxoLLaCgwHQ63Rs+PJDCk4dJyNkAAfMInh7cAgVRzaiVqvR6/WEhTkTEbkThSKbQMfHsVnfGTMbS9ynx2HhZUfmsf1s+uYzNOioa6fgTelZXGPugxHfgtXlu6qZ1Qf5Ons/O4RuKLAn2cGGoXJzrDdXoG3SEdHOk04jw+6ZsF/BIJB9pIrjGwuRN2jwi3Kh032hLfpd3stoNBpycnJIT08nPz8fg8GAs7PzxaLK2/vW5+s3fW/FTUg3FqBtJij4VvnHFFhwvmVwRQ6a3EZskj1wGRWOqdWtDcAHyw/y3B/P4W3nzQ/9f2iVtpILiKLI7Nxyfiqv49kgL14NubkvWWN1Fae3baD+19+IKaxA6u2B01tvENm9F2bmFoiiQNrZGUgke0j2eBrX1W9BeD+Y+OtlGgCdRs25z8YQpz9AhUtPfJ5ed4VN/AX0jWrq5p/FINPh/mAcVucHigy5igln8jGIIr8khtLG8fLVYlEUOb2zlENr8vAKdmTIE4nXtAe+HpdmZnnbefNx94//1sysSxEFEcWJKpq2FWFQ6Njrfoq5LsvpGNaF59s+/4/RZ13Kle2DCefDi4dgavr36uP0ej05OTmcOXOG3NxcRFEkMDCQ+fPnM3DgQExMTPDz87tYUAUEBNy2cOPbgcGgpKHhyHkt1R7UaqP4194u6nxB1QsnpxRMTe+d93SziHoBZer5DKs6FXpnE3b7neQ7w2IEU4FBIYN4IPYB4tyubgPeUorPnmbP4h+pKynCLzqO3tMexSv0L3lV5adg4/NQedq4WzXkc3ALu+61pdJTZGS+iEpVSlDgo4SGPtfs70dbVc2OZxdQ5NKJwDBrBj3bkXVpFby0Ko2JHQJ5vm0QOxdl0VCpIL6nH11Gh2PRgrZ5vV7BqdTJKBS5tEn5BYlFLE9mFnO6SU4fq2wMDRvIlKTjbOXMxOiJTIiegKv1za/G/7H5DJnrJVS4nGPcM11J8km4+Dd1Tg4Vr85Ck5WFY5AS/cAQBsS/R1cff76LDcLmb9Dk3MsF1gWOVx3n61Nfc7r2NH72fjyZ/CRDQ4ZeXHDQGwRmLjvFqePZfO4lIejsEVSnTwNgFR193vp9IGb+/qz/4gMKU0+QHzmELfogXu0Xgjp9B01NTed3Ihzp0iWP+oYtuNn3xm33ZEzVVrhNicU6zJm6shKWfvgqmnopmQlynjbLpq1DCExYesXvRKuVkJr5OmvrTdhuNo4KwRlfSwsGNJnivaMGK61AQi9/2g0OvmcyqAw6gfT95ZzcUoRKpiM40Z2OI0Jx9783rOlbglarJTc3l/T0dHJzc9Hr9Tg6OhIXF0dcXBx+fjfeuXU70NerkW41dh9dLSj4VvlHFVhwvmVwTylNO4oxd7PBdVL0Ra3QzXKq+hQzd83E3tKe+f3nE+wUfEvXuxRBFHnlXBlLKiS8GOzFSyG3oE9Sq8j+6EMslq+ixsGG7ORYkgYNI7H/YCxtzThx8n40mhraW03Edsv70PEJGPzx5fej11P85QhClAfJc+hD6HOrML1Km5ShSUPt/LMYGjW4TY3FOsIoQixSaRh/Op9anZ6f4kPo6XqljWbB6Vp2LMzAxt6SoTMTcbsBy8trcWlm1szkmUyPn/63ZmZdiqDS07SrBPmhCnRmen5x28hGl31MSpj8j9NnXUCvV1BVtY7Ssp9RKvOxsHDD328Sfn6T7sguilwuJy0tjdLSUubPn8+cOXMICgq6LYnutxOlsvB8QbWXxsajCIIWMzNbXFy64H7eRv3vCoe+GxA0ehRHq5AdKEdo0qJ0M7DKYwfL2YCDtSNjI8cyIWpCq0Y5NFSWs/eXheSfOIqjhxc9H3iIiI5/0VmpGmH3e3B8Adh7waAPIW70NTOtAARBR2HRtxQVzcHa2ofYmM9xcenQ7LGaWgmbXlxOpW000fHW9H6yM8eK6pmy4Cgdgl152seT1M3F2DhY0GdqDIFxLeu4EAQdaWcfRyLZT2LC9+zQp/B6TgHW8v14qLZTrywnwCGAabHTGBE+AhvzW9s92L7uJLlbpZS7ZzPlmT7EeBrDkkW9HsmPP1L73XeYWZvjk1RBYYdOjAidzbgA3ytiQW4n/4QCC4wLm/vL9/Nt6rdk1WcR5hTGzJSZ9Avsh4mJCWqdgYd+Os6xonrmT21LdycB2fbtNG3dhio1FQCrqCjs+vdjf3UJxecyqYgfzmqFPzO6BeJQvB+JpA4zMzMsLS0YNNiS2to52FgG4Xv6GcwqXHC9PxLbFE/UcjkrvniL2swcsoNkdPCv5GGFCtPR8yFq0BX3XVb+C+dyPyLNrCu7rR/nuMIcO1NTuklNiNgnwVswpe3gYBJ63TvW6Fq1nrN7ykjdXoJGpSeinRcdhoXctNPy3YJOpyMvL4+MjAxycnLQ6XTY2dldLKoCAgLuuI5ZUJ8PCj5w/aDgW0EURcaMGfPPKrAuoCloRPJbDoJSh/OwMOw63toWZJYki8d3PI6JiQk/9P+BKNcrWzduFkEUeSG7lN+q6nk1xJvngm/NDrth5Uqq3nwLubcnB9xtMbGyIrpLT+L7tye/8hksLd1p35iI+ZEfjCusHR697HxREKj532C8pEdIs+xDzH9++zPD5S8Y5FrqfjyLrk6F2wOx2JzvLa7W6Jh4Jp9cpYZvYwO5z/NKB5ia4iY2zUlDpzEw8NF4glo4IfgrMq2Mdw+/y9airXcsM+tSdDVKpJsKUOc00GAn50vXRRR51PBMyj9Pn3UBURSpbzhIWenP1En+MLYPeg45H16cfEfu6V6aJBkMGhobj17cpVKpjG07trZhuLn1xN2tF87O7f723cE7jUGuRX6oAvnhSkSVHomXkoWOq9ltdphgp2CmxE5heNjwW570X4paIefImuWkbtmAmYWFUWc15L7LdVaiCGdXGbVWyjro8Bj0ng3W12/9USgKyMx8kSZZGt7eI4mKfPuqIc7KGim/z9pAvYUvbdta0PGRbhRJlIyacxAXawumG+xoKpYT0c6THhOjWryib8xPfIXKqtUEhr/He5JYDhStxkGxC8EgI9E9kQfjH6RPQJ9bXrgSRZFNK49RvFtBqWcGjzw3hHBX4+6FJj+fildnoT57FodET7zD0tgXeR9Tgp7ixVB/ng+6dbfglnAvjR03giAK7Czeybenv6VQWkiMawzPtHmGrr5dkWv0TJp/lHPVMpY83JEOIcZnua6y8rJiy2BiQmpcGDVmIprI3vygi2ZcW1/CGk5QWVGOra0tOp2OYcMjkUo/RRC0+Jc+jXV6FI4Dg3Ho5Y8oCuxaMp+0zRupdFOjTGzgg5oCXLq/DD1fuUKeIJfnkJ7xHArFOVRez7HVZBjraqQIIiRLIeFEE7GiOZ3vC72nHPvUCh2nd5RwZncpBr1ITGdv2g0NwcH19pi23A70ej0FBQVkZGSQnZ2NRqPBxsaG2NhY4uPjWxyrcrsQDSKK45U07bjxoOCbRbZ7N1Xvv88rzs7/zAILjA/l+hXn0JxrwCbRHZfREZjeQqZCgbSAx7Y/hlKvZE7fOa3aimYQRZ7NKmFVdQNvhPkyM/DWVv0bV6+m8vU3sGiTQlH3TmQc2oNeoyGkkydOSftxc+1OUqYCk9ztMGklRPT7yw3pafx2AM4NJzkk9CHl5cXY2Df/8DcodNQtTEdXpcBtUgw25wslqU7P1LOFHJMq+CjSnwf9rnSEkTeo2fhdGvXlcrqPjySh16210YmiyLq8dXx07KM7mpl1KarseqQbC9DXqchyKeYLl59w9HH7R+qzLkWpLDofXrwSg0GOo0Mi/gHT8PIc/LcWCHf7JEmlKkNyPpeqvuEQgqDG1NQKF5fOF23UbWxuTt9yr6NvVCPfV47iuDHDqtinjjm2S0mzzKGjT0emxk6lm1+3Vl2sEAwGzu7exsHlv6CSy4jv1Z9uE6Zg5/yXRaK6XKM7YOFe8G0Dw74C3+TrXt+oG1xGbt6HmJpaEx39Hl6eQ656vLRSyrq3dqHAnm6dzUh8qC+NSi0jvzuIpEnDZKkl7ubm9JwYRUT7m1tQyi/4kqKi71C7TmRWkQKhaS8moo5e/r14KP4hUjxbR1spiiK/Lz1M+QE1JT5nmfnsKAKdAxENBuoX/Uzt//6Hqa0t3v2ccDQ/zLKI6fzHZyqfRgfygO/f73p5t48dN4te0LOpYBPfn/mecnk5bTzb8HTK04TYJzB23mFqZRqWP9aZWN/LNc26qipk27fTsGUrB6RV1NnbEC4TOGIVhdCjFxEuUsqKC3F0dEQmkzFoUAdMTOcik6XjLZ+M46G+2Hf0xXlEOCZmJmTs3cXWH/6H3EJLarsG3pIVkBLYG0b/cEXwtsGgJi//Y8rKlmBvH4NHxJcsb3Dg5/I6GvUGAmUCbdOV9DCxosfocPyi/j5b71tF2aTl5JYi0vcb274TevjTZlDQLcknbicGg4GioiLS09PJyspCrVZjbW1NdHQ08fHxhISE3DUGUaIooj7XgHSTMSjYMsQJ52E3FhTcUnQVFVR98CHyXbuwigjnPxYW/9wCC863DO4ro2l7EeYu1rhOirmlD7ZCXsGj2x+lVlXL/3r/j86+na9/0g1iEEVmZhazrqaRd8N9eSzgFousNWupfO017Dp3wv3TT8k8vI/UbZuw8MgioHs1VprudCk8h2ljCTy8HbxiL7+ATo1yTj+s6tPZrepJx5d/xNHdo9nXElR66hamoy2X4zohCttE43FKg8BjGUXslDTxcoh3syuQWrWeHQsyKDorIbGPP13vj2g2l6Ml3A2ZWZci6gXkhyto2lmCoNWz1eMwC5xX0zW0Oy+0ewE/e787dm+3G71efkn7YAGWlu74+U7Cz2/i39I+eLdNkgRBS2PjifM26ntRKvMAsLYOwN3dqKVyce6Emdm9s4rZ2uiqFeczrGoRETnrXch31kuotJEwNHQoD8Q80KpdBBcoTjvNnsXzqSstxj8mnl7THsUr5C8aKp3KmGd18L9gbgN934B206+ZaXUBjaaWrOxXkUj24OrandiYT67pwFlT2Mj6Tw5h0An07gqR04eh1QtM/uEIp0oaGCezpEuUB72nxGDvcnPjW1n5MnJy3uCM3o+FlQ2YmJjTK2gozydPb9UIDFEQWfXTAWqO6yj2P83zz07Ex8EHbVERFbNmo0pNxb53D3xiCzCTHOermOf52nsk8+KCWz1A+Ea528aO1kZn0LE6dzU/pP1AraqWLr5dmBD+GLN/a0RnEFk1ozPB7s23tKtKS1n38dtU1FWTWFKDf4OMajc/tHHhnLWzxTI0BIlEQpcu7fDz20NV9Vqchc6475mCXbg/rhOjMbUyozIvh9WfvoNCIeVAYh2jrKp40MQZ0wnLwOtKDWVd3W4ys17BYFASGfE6zl5jWVndyPzSWvJVGpzUAu2y1Yy0tqXvfRG4+t47LfmyejXHNxWSfagSM0szkvr4k9I/EKubtAlvTQRBoKSkhPT0dDIzM1EqlVhaWhIdHU1cXBxhYWF3nUnUZUHBbtY4DQnBOrb1rf5FnY76xYup/fY7ADxmPonrtGmMGT/+n11gXUBTJKV+WTYGhQ7nYaHYdfK56Q+5TlXHYzseo0haxGc9PqNvUN9burdL0Qsij2cWsalWyocRfkz3b76guVEa162jctZsbDt2JOD7OWBlSd7xI5zLexsbnwJqD/gwkmIsbO0we3wvOPzlYa9uQjOvH2aSXDZJu9LtpTm4+Te/mi6o9dQtykBb3ITLuCjsUoyTZ50g8ny2cXfukfO29H8NWBYEkUOr8jizu5SgBDcGPBx3ywnud0tm1qUY5FqathsD7DSWeha4rWGH82GmxE/l4YSH/5H6rAuIokB9/UFKy35GIvkDExMLvDyH4B8wDSfHWw97vRp3wyRJran6c5eq/iAGgwITE0tcnNtfNKiwtQ3512ekaEqakO0pQ50pwWAucsDjNAvsVmFwMGFc1DjGR43H3ab1s1HqK8rZ+8sCCk4ew8nTi54PPEx4h85X/n/k7oTN/4GGQkgYBwPev3LMvAq1tdvJyn4Ng0FBeNgr+PtPuWa4c3F6HVu/PYWZuom+nQ2EPD4eURSZMe8o24okDNdY8fjIaOJ63JxYXBAF/sj6CqFyDllqU+bXuxLmM5yvOz1KoH3rtlYLgsjyH/ZSf1qgOPgU/3l6Kh427jT8spSaL7/ExNIS7xefxLHue0RJHi/HvcFGzz4sTgi5LQHCN8rdMHb8Haj0KpZnL+fH9B+RaqR09OrJidQO2Jv6s/qJLhcDq/+KTqNm3afvUZKRRnBAAsKhM8RKCjFFROrkSH10DNmuLvh37kSHjkoKCj7GCl+8D8zA3jkS9wfjMHOwRF4vYe3n71GTn0dqRCNOAfV8UN+I8/BvjNlxf0GjqSEz8yXqGw7g4TGAmOgPMTN3ZqekibklNRySKrDUiyQXapjk6MjwwWHY3YZWsNtFQ5WCYxsLyTtRg5WtOSkDAknsHdAiw5rWQBRFysrKSE9PJyMjA7lcjrm5OVFRUcTFxREREXFXGkVdFhRsZY5jv5sLCr4RlKdOUfXW22hyc7Hv0wfv12Zj4WdcMP/HmVxcC4NCR8OKHNQ5DdgkuOMy5uZbBqUaKU/uepKMugze7fouI8JG3PL9XUAniDyaUcjWuiY+i/Jniu+tTSik69dT8eosbNu3J+D7OZja2iIIWo4dGY9cmUH9Nk9G2WQgM/NAOnQhwW26XO4eqKhDP68PhsZy1lZ3pPvzn+MXHdvsawlaA5KfM9AUSHEZHYFde6OeTBBF3smrYF5ZLWO8XPhvdCAWzexSpe8tY9/yXFx97Rj6ZGKr9CLvLd3LGwffuOOZWZeiLZfTuCEfbVETtY5SPnVZQJVbI8+2eZYRYSP+kfqsS1EqC8+7D64ytg86Jp8PLx6EqWnrtkXciUmSIOiRNqVeLKrk8iwArKx8zptT9MLFpTPm5v/cgvpGEUURTe75DKsCKVpLPZtc9/Obw2Y83X2YEjuFoaFDb8sOtFoh58jqX0nduhFzS0s6jhpPm8EjLtdZATRVwNZZkLkO3MJh6BcXg1Kvh14v51zue1RWrsLBPo7YuC+wt4u45jmZByvYsyQLO1kZvTtoCHz2MdQKHbPmHGOtpJF+1nZ8/kSHmxLFawwa1uevZ0f294yyLaZCb8m3+im81fZBRvq0vmGKYBBY+t0fNGWaUBx+kldnPox9nYLK2a+hPH4cu5498HnuQSy2PopeWc9Dce+T6dnxtgYI3yj/lgLrAnKtnCWZS/g582eUOiWCLAUvwwjWPDoCp6vsohiLrHcpzUgnaPTDfHFMTb+6DIZWncShqAATQOroSFN8HLGP9KfA8CWCXoN32iM4qTvh/lA8Fp626LVadsz/lsx9uynxVpGdIOGT2nKS2zwG/d4Bs8vnaqIoUFK6kPz8z7G0dCM29nNcXYwdRekyJXMKq/m9TooBkehKPdOcnZjUJwQrm7uvILgataUyjq0voOisBBtHS9oNDiKumx9mFrdvfiCKIhUVFWRkZJCRkYFUKsXMzIyIiAji4+OJjIzE8q/j411Cc0HBDn0CMbsNLpP6hgZqvvgC6arVmPv44P36azj0vXyz5V9VYIGxTUG+vxzptkLMnK1xmxR9MSy3pSh1Sp7Z/QxHq44yq8MsJsVMapV7BNAIAg+nG1vrvowOYJLPrfWfSzdsoOKVV7Ft25aAeXMxtbVFq5Vw/MRoDAY17oWdiMlfxDmZOweFvqQMGk5cz75Y2px/gDeWIszvh1rWyIqSFLo99Q7h7To2+1qizkDdkiw05xpwvi8M+87Gh7YoinxTUsOHBZX0cXXgx/gQbJux2i3JkLB1fjoWVmYMfTIRz6Bbz7aqUdYwe/9sjlbd+cysC4iiiOpsHdJNhRikGs645/Gl8yLcvb15pf0rtPFqc0fv7+9Ar5dTWbWGsrLFKJWFWFp64Oc32dg+aNk6OxV/1yRJo62jXrKXOske6usPoNc3YWJihpNTO9zdeuLm1gs7u8g7XtzfLYiCiCq9DtmeUnQVChTWapY7b2WD017aBrRjasxUOvs2s4vUCggGA2m7tnFwxS+o5TISeven6/hmdFYGPRyfb8y0Muigx0vQ9Rkwv7Fir7HxBBmZ/0GtLico6HFCQ5655gKCKIoc31jI8U1FuNZn0j1Zhd+s/1CSWc93i9NYYaKki4cjS57tgpl5y1azG9WNLM9ZzrLsZVjo63jWS0cTjmxzmcOn8Sl4W7X+JMSgF1j89S6U58wojjnOazNmIKzdQvWnn2FiYoLX7Fk4dQjEZNk41JgyKvYjlF63P0D4Rvm3FVgXaFQ3sjBjIb9kLkNr0OGk78ov979GiHPzrew6jZq1n7xLWWY6MRNnMPuMOaamJjwXIMVk+1rCq2twLCvDBDAN8kedoqIxvgpnw0jcikbhMTUeqxAnRFHk1Obf2bNkATJHgZ0pFTyiqmWaaxImY38GuyufCU2ydDIynkOpLCIoaAahIc9ejKqo0uiYm1vJkqp6FGbg12jgQVdnHusSjNU94jgIUJkv5ci6fCpyG7F3taLDsBCiOnpj2kpRBaIoUl1dTUZGBunp6TQ0NGBqakpYWBjx8fFERUVhbX33tqzfrqDgq72WdM1aaj77DINMhuuD0/B48klM7a5cLL03CqxRo1mztnUHOU1xk7FlUK7FeUgIdl1aFvR78ToGDS/tfYk/Sv/g6ZSneTTh0VabEKgNAg+eLWRvg4yvYwIZ631r6d/SjZuoePllbNu0MRZZdnbI5NmcPDkWO9twklVdsdj9HumGJLadc8TSxpb43v1JGTQcZy9vqM1BXDAQuUrHsrx4Ok9/gcS+A5t9LVEvIFmahTqrHqehoTh0/3NgXlJRxys5ZbR1tGNxYgguzYRFSsrlbPouDZVMS//pcYSm3FqrJIBBMPBTxk93RWbWpQhaA/J9Zcj2lmEQDKz33Msix3X0Cu3N822f/0frsy5gbB/cf759cO/59sGh58OLE2/p2rdrkiSKBpqazp7XUu1BJjsLgKWlx/m2v564uXa7qjPcvxVRL6A4VW38vkvUSGybWOz0OwddzjA4YggPxDxAmPP1s6NulqIzp9iz+EckZSUExCbQa9qjeAY30zpcdgI2PgdVZ425gUM+A9cbazEWBC2FhV9TVDwPa2tf4mK/wNm53TXPMRgE9izNIftQJT6Vh+kQp8Lzzbc5tCafXQdL+c1BQ7SXAyuf6op1CyaHZbIylmQuYW3eWlR6Fe082zDEMh0zE6gP+pHpoclXtGy3BnqtgUVf7URTaEFJwnFmD78f6dsfoDh0GLsunfF5/30sFBmwYipN1m4MiPkYL+8ofv4bAoRvlH9rgXWBWmUtr+/5LwdrNmGKCZNiJvBY0qPNZp/p1GrWfPI25VmZtJn2FLNPm9Gk1vNMGysqUvcQ4uyM9enT+BYV415dDaKIzltEiPXEyXI6ng8NwS7JKCsoOnOKDf/9GJWgZkdSBdG2TbyvssBp3GLwu9IYSq9XkJv7PhWVK3B0TCIu9itsbYMu/l1pEFiQXs6P5XVU25jgrBaZ7OrMUyn+uFjeGztaoihSltXAkd/zqSmW4exlS4fhIYS3ufnsptra2ovtf3V1dZiYmBASEkJ8fDzR0dHY2t79tvGXBQX72OE0rPWCgq94rdxcKt95B9WJk9i0aYP3W29hHRXZ/MFaBaMnTLn7C6xenQeybt3aVs8IMCh0NKw8hzq7Hps4N1zuj8TUpuUDu07Q8ebBN9lYsJEH4x7khbYvtFqRpTIITEkr4FCjnDmxQYz0ujVnnKbNmyl/6WVskpMJmDcPM3s7amq3cfbsk3h73Udsvg6TU4tp7PwmB3MEzh05gCAIhLXtQJvBIwhw1sPPw2jS27AkO4K29z9Ip9ETmn2/ol6gfnkOqrN1OA4MxrF3wMW/baxp5MnMYkJtrfgtKazZ1VNlk5bN36dRXdRE51FhpPQPbJXP9W7KzLoUfaMG6ZZCVGdqUdlomeO2nH2OJ5kWP41HEh7B1uLuH+xaA6WykNKyJVRWrj7fPphCgP/Um24fbM1Jkk7XgESy39j6V78Pna4eMMXJKfm8418v7O1jrqmt+bdyMcNqfxmCTEeJXRWLnddzzrOc8dHjGRc1Dhfr2+f8VV9Rxt4lCyg4dRwnL296PjCd8PbN7JCpGmDXu3DiJ3DwhkEfQ+x91820uoBCkUdG5gvIZBn4+NxPZMTr1y2ytSo9W+enU5pZT0jhJhIi9Zg/8xa7FudQJlHym5sOOzsL1s3shofDje2eZdRl8FPGT+wo3oGpiSmDQ4agtetFbMPHeFONT+wiUryvXfTdLDqNgYWfbUdXZkF5ykmedwmk4dMvEQUBr5dfwnn8eEzSliP+PpNqpwj6R39Ae9/Qvy1A+Eb5txdYF5h38DhfnfgOC+dT2JhbMyV2CtPipl3RBaJTq1nz8duUZ2fS5ZFnePOsBUV1Sp7p4Ehd6g58fHxQqVToamsZ4uqKxbEd6NOKMBFNwNEdh+4DcXtsLNaRkTRWVbDus/epryjjWGw9DX5NfFZXT1L/j6HNlGbvs7pmM9nZryGKBqIi38Hbe+Rlv2+DILDsRDnzymrIczHDyiAy2sWJZ2L8CLG9NzRaoihSeKaOo+sLqK9Q4B5gT8cRoQTF35h5Q319/cWiqrq6GoCgoCDi4+OJjY3FrpmdmLuRy4KCHc4HBd9CsXktBJWKujnfI/npJ8zs7PB86T84jR59uZTmUkqPw/IHGH0o7u4vsHp0GMCULq/Rb3ocIYmtK3AWxfMtg1uLMHOyxG1SDJYBLV9xFkSBD49+yPKc5YyJGMMbnd5otUm7wmBg8pkCjjcpmBsbzHBP51u6XtOWLZT/5yVskpII+OEHzOztKCz8loLCrwgP+Q9B+7ZA8SGYug65YwxndmzmzI4tqGRNuAcE0b1TMCFZn9Jo4sXi9ADi+o+gz0OPYdrM+xUNIvUrc1CdrsWhbyCO/f4skvbXy3gwvRBXC3OWJ4UR2swAp9ca2PVzFnkna4jt6kOPSVGYtcID+NLMrI7eHfmw+4d42v79gbjNoSmS0rihAF25nAqXej5ymkejq+pfo8+6gF4vo7JyDaVli1GpirC09MTfbxK+LWwfvCUXUlFAJs9EUmfMpZI2nQEELCxccXPtYdylcuuOhcW9Ywn8d2OQa5EfrEB2uBzUAun2eSx13YTa34QpcVMYFDwIS7Pb1w6mlss5vPpXTm8z6qw6jZ5AyuARmP9VnC2KkLYctr8OSgl0nGHMtLK6seeBMRR1CXl5H2NmZkt01Ad4eja/w38pikYNG749Q325jKjsZYSFmlE59D+k7ijDwtmK5S5aqhRaVj/RhSjva9+LIAocKD/AooxFHK86jr2FPWOjxtIp6H7ezJcyXPEGsWQSlzAfX4/bE1+hVelZ8Ol29JWWNMQfY1paEcp9+7Ft3x6fDz/AMiAADn0D21/nnGd7hkS8w+jAwL81QPhG+f8C60/m7s3n0137iIw+RLnuCA6WDkyPn86k6EmXLf5p1SrWfPQWFeey6T3jBd7PtORUSQNPtHdFnb4Dd3d3zMzMqKysZODAgUR4Kihc9hIWx9VY5ZqAKGIZEoLDoIFY9+zFrq1rKUg9QVmIgX1RZTzT0MDU8DGYDPm02VZdtbqCjIwXaJQex8trBNFR716xwGEwCGzYV8IPZbWc9jFHNDWhj5M9T4V508nJ7p5o4xYEkdzj1RzbUEBTnRqfMCc6jQzFN+LKZ1FjY+PF9r/KykoAAgICiIuLIzY2FkfHOyuXaAmCWo/sj1JkB8sxMTHBvoc/Dj38Mb1NBiCyP/6g+r330VVU4DR6NJ4v/Qdzl2s871OXGjsfHHwYvS/87i+wRt43ikkdZ1NbIqPd0GA6DA1p9SpVU3K+ZVCmxWlwCPZdW94yKIoi36R+w/yz8xkUPIgPu32IhVnrbD8r9AYmphVwqknBj3EhDPK4Ndvapq3bKH/xRWwSEwmY/wOmdnakZzxDTc0WkqK/wn3NuyCvgUd2gXs4eq2W7IN7ObVlPbXFhcR6KBjknorEKoIlpz0I69iNIU/950pxOEatRcPqXJQnq3Ho6Y/joOCLn+3pJiWT0vIxxYRfk0JJcLhyl0YURI5tLOTE5iL8olwY9Fh8i4M0m+NuzMy6gCiIKE9WI91WhEGu47hXFl85LsLXK+Bfo8+6gCgKSOr3UVb6M5L6fZiYWOLlNZQA/2k4OiZc9/yWTpL0ehmS+gNIJHuQSPai1dYC4OiQaGz9c++Fo0M8JiZ3ftfzbkZfr0a2vwz58UrQixx2SGO521Z8I0KYGjeVdl7tbutERjAYOLNzC4dWLEWtkJPYZyBdxk2+UmcFUHsONr0ARfvBr50x08rnxltTNZpqMrNeob5+P26uPYiJ+eSGIggkFXI2fnMGtUxD3Jm5OAV6kBk9hbpyJZGdvVlmkLM3t5aFD7anV9TVr6c1aNlUsImfM34mX5qPl60XU2KnMDp8NKvqNLybW8oMvqadsI/YmM/x8Rl1w++tJajkWhZ+sgNDnSUWHnvos3UHolaH5wsv4PLAZEwAdr4Jh77hiG8/xoW9wnNhgX97gPCN8v8F1uV8tDmLefsKmNzDnEar9ewr24ertSuPJT7G2MixFxdKtColqz96m8rcbAY89RJf5VqzK7uGB5JdscrdhbOzEy4uLuTl5dGhQwd69UoiI+Np5OVncNuZjG2uKbrSTBAELIKDkQb4crK6hLpgR9bG59FJL+d9yyCcxv0Cjlcas4iigaKi7yks+horKx/i477CyenKZ6ZWpWfnjkIWlUs4HmKJysqUBFtrZgR5MsLTpVkjrrsNg0Eg62AlJzYVopBqCYh1pdN9oVi7QGZmJunp6ZSVlQHg6+tLXFwccXFxODs739kbbyHGoOAqY1CwQodtG08cBwZjfpvcIXUVFVR9+CHynbuwDA/D5623sG3f/uonGPTGxbmj30NIDxj7M6MfeOTuL7BGjx7Nit9WsvfXHLIPVxEU70b/6bGtng0gKHXUr8pFnSnBOtYN1/sjML2J11iYvpCvTn5Fd7/ufNnrS6zNW0ccKNMbGH8mn7MyFQvjg+l/i9kgTdu2G4usuDgCfpwPtuacPDkepaqY9hH/w+6X6WDtDI/sBFtjz7WxDzid1C0bsD63lgE+5yjUh7Am1w//mATue+l1rO2utNUVBZHG3/NQHK3CvqsvTsNCLz5QcxVqJpzJp0lv4OeEULq4NG/Lm32kkj+WZOPkYcPQmYk4tZKA8a+ZWS+0feG2rqi3BEGtp2l3CfKDFRhMBVZ67mCpwwb6hvT71+izLkWhKKCsfDGVlWswGBQ4ObXB338qnh6DLgqb/8r1JkmiKKJQnKPufEEllZ5AFA2Ymzvi6todd7deuLr1aDXTjX86uioFTXtLUZ6uQUBgp+NRNnrup11cZx6IfYAgx6DrX+QWKTp9kj1LFhh1VnGJ9Jr6SPM6K60S9n8OB78GS1vo9za0eRCu1vrRDNU1W8jOfh1BUBMRPgs/v8k3VCyU5zSwee5ZzEwMxB/9EllQO8659MDK1pxek6NZWlbLggOFvHtfHFM7Bzd7jSZtEytzVrI0aym1qloiXSJ5MO5BBoUMolEPz2eXslPSxCtWv5KoXkVY6EsEB8+44ffWEhRSDQs/2YnYYIG/fA0xx/dik5KCz4cfYBUSYjQJ+f0pSPuNDUH380TQk3wcHXxHAoRvlP8vsC5HFEVeXX2W5SdKeWt4LCkRUr5O/ZrjVcfxtvNmRuIM7gu/D3NTc2OR9eFbVOWfY9DTL7GgzIFVJ8sYEeuCZ+kebG2sCQ0N5fTp00RFRTFq1HAKCz+gonIFdnWJBJQ+hrV7PfI9O1EePQaCgMLKkipPJ5Z3kVMToOJzmZ6EUYsguGuz9yuVniI943k0mkpCgp8mOPjJZhfG5A1q9m0sYFVVA8ejrKl1MMPb0oKH/d2Z4ut212gCr4Vea+DEjjyO7j+F3LQKnaUUAC8vL+Lj44mLi8PV9dZ0/HcKdU49jZsK0dcosQxxxHlo6E2b010PY6bVEmq/+w4EAfeZT+I2bRom13JOVNbDqoegYI+x82HAB2Bmfo+YXJy/SVEUSd9bzoEVudi7WTNkRgJurZzGLIoi8oMVSLcUYuZgieukaKwCW759uiJnBe8feZ82Xm34ts+32Fu2zn1KdXrGncknS67m54QQervd2tZu044dlD//AtZxsQT++CM6CxnHjo/E3Nye9t6zsfhlIvh3gClrwfzyL5i0phrJ8hcIlWwktd6H3dVhOLh5MO7tT3D2vDJHRRRFpBsLkB+swK6jN873hV/ciSxXa5lwJp8StZZ5scFX3aGryDVOSkxMTBgyIwGfcOdbev8XuDQzK9o1mk96fHLHM7MuRVerRLqpEHV2PXIHDf9zWcIx+/R/nT7rAnq9jIrKVZSVLUGlKsbK0gs/v0n4+U3A8i+FUHODnF6voKHh0Pmiag8aTRUA9vYxF7VUjo7JmJre/Q/WuwVNcRONu4vQ5UjRmGrZ5Lyf/X5nGJw0nDERY3Cyuv1hsZLyUvYuWUBh6gmcvXzoOeVhwtp1bL7gObfdmGnVWAxJE6H/e2B/42Y6er2Mc+fepbJqDQ4OCcTFfomd3Y2NGeeOV7Hr5ywcHc0IP/w1+YHDaLAJJCTJnV6To1mbVclra9N5sEswb4+4Mmy1Ul7JkqwlrD63GqVeSSefTjwU99BF18VdkiaezSpBZjDwmes+3Gr/i7//FCIj3rotO0WyBhU/fbwLE6k5CecW4l2Xg8ezz+L64DRMzMxAq4AV0yBvBz+EP8aH/pOZ2wqdGLeb/y+wrkRvEJi57BTbMqr5anwSI5P9OFJ5hG9Sv+Fs3VkCHQKZmTyTQSGD0KnUrP7wDaoL8hj23Cuskrgwb28BvcKciZAcxNLMhJSUFA4cOICvry8TJ05E2rSBcznvYK50I6DwP/hPHIyJqQrZjp3UrV2L7vRpTIB6R3P2xRmI8FUyeujLmHZ+olmdpF4vIzvnTaqr1+Ps1J64uC+xtm4+jqCuTM7BtXn8US/jZJwtuW5m2JiaMsHHlUf9PZqVMdxplEolWVlZZGRkUFhYiCiK2Fs7YdLggrnCnbi2obQfFoKTh82dvtUWo6tS0Li5EM25BszcrHEeHIJ1XOsHBV9AeSqVqrffRnPuHPa9euH1+utY+l9nEbsmC36dYIzyGPrlZfrAe6rAukBlvpSt886iVevpMzWGiHatG4oIoC2VIVmWhUGqxWlQMPbdWx7muLlgM68deI1I10jm9pvbagLuBp2esafzyVOqWZIQSnfXW6vkZbt2Ufbc81jHxBD443xkYi6nTk3GxbkDSaZDMF37OCRNgpFzmh3ADFtmY3b0O04qotlT4oGJiQlJ/YfQacyEK9pxRFGkaWsRsr1l2Lb1wmVMxMUiq16nZ/KZAs7IlHwRHcDEq1jTN1Yr2fjdGWT1avpMiSGqo/ctvf9LuTQza1aHWYwMH3lXta6oc+pp3FiAvlZFsXsNHzjORe1s4Nk2zzI8bPi/Rp91AVEUkEj2Ulr2M/X1+zExscTbaxj+AdNwdIgHjOPH6tWrUSoLLuZSNTQeRxS1mJnZ4+ra9eIulbVV632X/g2IoojmXAOSXQWIJSpkZgrWufxBXlg1Y5LG0T+4PxZX2VlsTVRyGYdXLePM9s2YW1rRacwEUgYNv1JnBSAth62vQNYGcI80PhRDurfo9Roaj5OZ+R/U6gqCg58gJPjpq+6gXoooiqRuL+Hw2ny8A6xxOrKKPO/+mNrY0H1CFNGdvTmQV8eDPx2nR4Q786e2w/wSzWl2fTaLMhaxtXArAINCBvFg3INEu0YbPweDwPv5FSworyPazpovvTJpyH8JD49BJMR/fVvaWhtrFSz+eDdmMjNSznyPT6ANvh99iFV4uPEAZT0sHYtYcYp3o//Dr74j7niA8I3y/wVW86h1BqYvOs7RwnrmT21Ln2gvRFFkT+kevjn9DbkNuUS4RPB08tN0dmvPmg/forowj+HPz2KP2pP3N2XRNsCBdsqTmBg0dOvWjT179mBvb8/kyZOxsCgm7cxM9FoZvuceJ2TYQ1idj2tpKizgyOuzsMnJxVWhwlQEqZOIX7I/Hk9+ilViSrPP7MqqdeTkvImJiRnR0R/g5Tnkqu+vNKueQ2vyyGhScaaNA6c8TdEDA9wdedzfk87Od1anpVaryc7OJiMjg/z8fARBwMXFhfj4eOLj4/H09ESj0HNqWzFpe8oQDSKx3XxpNyQYO+e7r0j8KwaZlqadxSiOnQ8K7huIfefbExQMxkyr2i+/pHHlKmOm1Wuzse/b9/r/x9mbYM1jYGELE5ZCQIfL/nxPFlhgbEfYOi+dqgIpyf0C6DwqrNUyAS4gqPTUrzqHOkOCdbQrLmMjWxxYtrd0Ly/ufRF/e3/m9Z+Hl13rFIMSrZ77T+dRpNKwNDHsqm11N4ps927Knn0O66goAhf8SLViO1nZr+LvP42oCkvY8xH0fRO6v3jlyaII65+C1F8oC5rCyp1lCHo9pmZmRHftSZvBI/AKDb/kcJGmnSXIdpVgk+SB67goTMyMX2SF3sD09CL2Nsh4I8yXmYHN6w7UCh1b5p6lIreR9kODaT8spNUGvL9mZr3Z+U0cLO8eq23RICA/XEnTzmIEjYEDPml8bf8zgZ4h/zp91qUoFPmUlS2hsmo1BoMSJ6e2BAZM56GH3mH2a1ao1aUA2NlFnDen6IWzU9tWDzb+NyAaRFTptdTuzMOs1kCteQNr3XahTrBkYuIkkj2S/5YJiEGv58yOLRxeuRSNUklC3wF0HfcAtk7OzR0MR+fCHx+CaICeL0Pnp6/Ymb8WgqCloPB/FBfPw8Y6gNi4z3F2utI2uvlzRfb/do70feUERzsgP3GSOvtIfAKs6TcjBUc3G3KrZYyecwg/FxtWPdEFeytzRFHkcMVhfsr4iSOVR7A1t2VM5BimxEzBx97n4vWz5CqeyCwmW6HmUX93ZrqUkHn2YZwck0hO/hmz2xDUXFfVxG/v78FcbUpi+vdEPDgc90cewcT8/M5vYyn8MhqhoZiZsW9y1Kc3v94FAcI3gkGvY/ToMaxduxZTs//XW/4VuUbPpPlHyKmSseThjnQIMbafCaLA1sKtzDkzh+KmYhLcE3gi+lFKFmygpqiAES/OIs3Uj5dWphHmbktP0hFVUvr378/evXsxGAxMmDABHx8bzqQ+gUx5BteiYUS1n41tgnH+ZNDr2LVwLtnbNuNnZY4gySemRMRMBAs/HxyHDDOaZMTGXjYOKZXFZGQ+T1PTGXx8xhIZ8cZVw95FQSTnWBVHfy+gSqUlr4sL+71NaTQIJNrb8FiAByM8nbFsQTvxraDRaDh37hzp6enk5eVhMBhwcnIiLi6O+Ph4fHx8mh1zFY0aTmwuIvNABSZmJiT08qfNwEBs7O++556oE5AdLDcGBesE7Dv54ND39gQFw/muqnW/U/PppxiamnCdNg2Pmc1nWv3lRNj3GfzxAfimwPil4HTlTtc9W2CBMcTw4Mpczu4txy/KhYGPxGHj0LpfGlEUURyqoHFzIWb251sGWxh8e7zqOE/tegoXaxfmD5hPgEPA9U+6AWq1Osak5lOm0fJrYigdb3FFUPbHH5Q/8yxWkZEELlxAfs03lJb+RHTUB/gd2QlnV8LYRRDXjEDaoIeV0yB7I4o+n7F0+WHk9RJMTc0w6HX4RceSMmgEER06X3xYNf1RStO2Imzi3XCdEH1xdUIjCDydVcL6mkaeDPDkjbDmBw6DXmDP0myyD1cR0d6LPlOjMW+l8MC/ZmZ90uMTkjySWuXarYVBrqVph3GVR28p8IvXZlbabqF/yABeaPsCvvbNt0H807nYPli6GJW6hI8/suDzL3rg5toTN7ee2Nj43+lbvGcRdQKyE5XU/ZGPZZMJJZZVrPfci1u7QCbGTcLf4e/7bAtPn2TP4h+pLy8lMD6JXlMfwSMopPmDS4/BxuehOh0iBhgzrVyCW/R6cvk5MjJfRC7PxNdnHBERr2FufmNjrk5rYPuPGRSl1REc50h5WhUGEwva9XCh3aT2mJiaIJFrGDnnICqtwO9PdcXT0ZythVv5OeNnchpy8LDxYHLMZMZGjb3MHlsQRRaU1fF+QQWO5mb8LzqQDlaVnDg5DmtrH9q2WY6FReu34lVklfH7VycxM5gQVbuUjp+9i3VU1J8HVGfCL2PQaWRMjP2AWt+Od02A8LUQBYGsg3s5uPwXFh04zrj4cNyDgvEKCcMzJAyvkHDcAoKa3x39lyGRaxg77zC1Mg3LH+tMrO+f30u9oGd9/nq+P/M9VYoqOrq0peN+K+Tl1Yx4cTYl9sE8+csp3OwsGGyTj9BUzeDBgzl8+DCNjY2MHDmSuLhIsjPeprJ2BbZ18UT7foxLtxjAODc7vX0Tfyz6AVtPN/aF5uNVVMeEdAOO5eZGg4yAABwHDcRh4CCs44zFliDoKCz8H0XFc7G1DSYu9qtrmiXptQbO7C7l1NZilHqBur4e/OFtSp5ai7elBdPP67Say/O8VXQ6Hbm5uaSnp3Pu3Dn0ej0ODg7ExsYSHx+Pv7//DS9kSWtVHN9USM7RKiyszEjuF0hy3wAsbyKaqLURRRFVWi3SLeeDgmNccRoScluCgi+gycuj6u13UJ44gU1yMt7vvH35+HU1tApY9wRk/g4J42DE12DRfPvlPV1gXSD7cCV7luZg42jB4McT8GxhAXQjaMtkSJZlY2hU4zQwGPvu/i1yMkyvS2fGzhlYmlryQ/8fCHcJv/5JN0CNRseo1DyqtTqWJ4XR1unWMgxke/ZQ/vQzWEVE4L9gHunF/6Gh4QhtEhbg/Ps7UHkGHtwM/s2s2urUsPR+KD6EesR8Vi7fR21xIZGdulGVl4O0phoHNw+SBw4loe9AbOwdkO0vR7qpAOtoV9wmx2BiYSyyDKLI7HNl/FwhYaKPK59FBmDezOctiiKnthVzZF0B3qFODHkioVWL7Eszs55KeYqH4h66KzKzLkVbIadxQwHaQilSZxWfOS/grF0e0+L+nfqsC4iiAbW6nMmTn2XNmrV3+nbuaQS1noZDxTTuL8FKZU6OdRE7/U8Q06ktoyNHt5rG9EaQlJWyd8mPFJ4+ibO3Dz2nPEJY2w7NTzSU9bDzbTj1Mzj6GTOtYobfcKYVGNtQS8t+Jj//U8zM7ImJ/hAPj/43fL6yScumOWnUFjfh4W9HTakCB3kZfadG4jegE2BsuZr841HSy6UsejiRc8qdLMlcQrWymjCnMKbFTWNo6NArzHeqNTqeyy7hj3oZ/d0c+So6EHuhhhMn7gcTE9q1XXlVvcmtkLd6B7s2qzARBQJ8DjLo7Q8xubTgKD4Mv45HYWrF8JiPcfBLvKsChJtDFEUKT5/gwLKfqS0pwjM4jF9Ts3hl6gSqC/KoKcxHo1QAYGpmjntAkLHgCg3HKyQM96BgLCzv/var1qa8UcX93x9CZxBZNaMzwe6Xz0G0Bi0rz63kh7QfkMsaGH06HNsGA/e9+DpS93AeWnQcMxMTRrqUIUhKGDJkCOnp6RQXF9O3b1+6detGeekyzuW+i7nKhQiTD/Ae3Ofi/KskPY0N//0YwaCnpJsFW83TGFan5Fl1D7SF5iiOHAG93lhsDRxgLLbi42hsPEpG5ototRLCwl4kMODha+YXqmRaTmwuIn1vOViYwiAfdnuZsF+qwMbUlPE+rjzq706Y7a3tzur1evLz80lPTycnJwetVoutre1F97/AwEBMb2HXTFIh59iGQgpSa7G2s6DNwCASevlhbnln5jWa4iakmwrQlpwPCh4ainUraeubQ1CpqPt+LpKFCzG1s8PzPy/iPGbM1TOtLqWhGH6bBDWZ0O8d6PL0NZ8l/4gCC6CmuIkt886iatLRc1IkMV1a/6EiqPU0rM5FdbYO6ygXXMZFtWjrMrchl8d3PI5W0DK331zi3eNb5b4qNVpGpeYh0epZmRxOsuOtTajl+/ZR9tTTWIaF4fPDV6TmTUevb6J93EJsFk8GnQoe3QXOgVeerG6Cn4dDbTa6cb+ybsVuSs6epuuEKbj5B3F663pK0tMwt7QitntvUgYPx7rMgsbf87GKcMZtSiym53/ooijyWVEVXxZVM9jdie9jg7C+Shto3skadi7KxM7JkqEzk3D1ab2wvLs5M+sCoiiiSq9DuqkQQ6OGPO9K3rebg+Bk+q/VZ13g/3UUN49BpqXyjxy0x+uw1Jlzyi6Lk6H5dOvaj96BvTH/G01AVLImDq/6ldPbN2FpbXNeZzUMM/NmxmBRhDO/Gm1zVY3Q6QnoNQusWlYIqjVVZGW+Qn3DAdzcehMT83GL3CQbq5Vs+OY0ikYNFlZmqOVagkp30P0/g3Hq0+v8rYo8t/w069OzGdo1j1MNW5DpZLT3bs+DcQ/Sza9bs7/d7XVSnssuQWkQeDvcj2m+buj1Uk6cHI9WW03bNsuxt7+BFdkWYJDJSH/3G47UJwIavAfVcd/Yxy8/KHsz4qqHqLf1ZlDMxyT4R991AcJ/peJcNvuXLaIsKx1nLx+6jn+AqM7dGXP//RfHDlEUkdZUU1OYR3VBHtWF+VQX5qOWNQFgYmqKm18AXqHheJ7f7fIMDsXS+t4zF2gpeTVyxs49hJ2VOauf6IKX45VFhlKnZFn2Mpac+okuB2xxk1vTZebjeEb2ZOqCY0jVOsZ61UPNOQYMGEBFRQXp6em0bduWIUOGIGs6TdrJGehFOYFNzxM24pGLC7LSmirWffY+ktISbPrGMM9iMz56HZ/bxhDd92tkB47RtHUbisOHjcWWvz8OAwdg278bhaaLqa3bjqtLV2JjP79uvEJjjZIj6/LJP1WLraMl7sMC2OkOa2sa0Yki/d0ceTzAgy7O9je8u2QwGCgoKCAjI4OsrCw0Gg02NjbExMQQFxdHcHAwZq3cplpT3MTR3wsoyazHzsmSdkNDiOnig9lt0jn9lSuDgoOwbeN1W4KCLyDbs8eYaVVejtOoUcZMqxt1VizcDyumgmCA+xdCRL/rnvKPKbDAuMKwfUEGZdkNxPfwo9u4iFb/soiiiOJIJY0bCzCzszC2DAbfePtFaVMpj+54lAZ1A9/2/Zb23tfw1W8B5WpjkSXVG1iVHNZsnlRLkO/fT9nMp7AMDcX9+zc5de5BbGwCaBf0AWYLhxv7TadvA+tmdgsVdbBwEMhrMEz9na2rd5J9cC8pg4fTe+qj1JWVkLplPVn796DXaQmMT6JdzFAsThqwCnHCbVrcZaFxP5bV8npuOZ2d7fg5IRRH8+YHmurCJjZ9n4ZBJzDosXgCYlrPkvRuzsy6FFFnQLavHNmeUgRBYLfvSb6xXUK4RwSvdHiFFM+UO32Lfzv/X2C1HH29msJtp7E4q8ZUMOGQwxnKEmQM7DyCBI/rZ4+1Jkad1WYOr1yGRqkksd8guoybjK3jVcbdmizY9CIUHzQ6oA77CrxbvphVXb2J7Jw3EAQtERGz8fOd2CJdWVWBlE3fnUGvFdDrBOxEGdGp84h5ayZOQ4dePO7tLbv47dwSrJzPgIlA/6D+PBT3EHHuV7oHAigNAu/klfNzhYQ4e2u+jw0m0s4ag0FN6ulpNDWlkZL8Ey4unVr8nq+F/OBBMt6fS6rfBHRmCgIetmZkhxGXH3RqMeKGZylxjmFI9IcMDQ67KwOELyApK+XAb4vJO34YWydnOo2ZQGLfgReL9huJeJBJ6qguNO5w1ZwvuhQN9cYDTExw8fHDKyTsfIthOJ4hoc1GmdzrnCltZNL8I/i72LL88U442zbfSdKkbWLRifnULNqOo8wc5bAw7uv9LC//VkaRRMFYfwWW1Rn07t0brVbLwYMHCQ8PZ+zYsYhiI2cOP4ZcTMddMpK4wR9gbm8s5rRqFVu+/ZK844fx6ZDCIo8d1AlyXlJbMGH0r5h4RmNobES2azdN27aiOHS+2PLzw6RrEBWhhxFDbYmJ/QQP977Xfb9VBVIOrsqjqkCKi48dUSOD2eUgsKiijnqdgXh7Gx4P8OC+q+i0BEGgqKiIjIwMMjMzUalUWFlZER0dTXx8PKGhoa1eVDVH+bkGjv5eQGW+FEd3azoMCyGigzemt6nQ+buDggF0lZVUf/ghsh07sQwLw/utN7Hr0OH6J4Jxse74j7D1VXAJgYm/gfuNdaD9owosAMEgcGRdAak7SvAOdWTQYwm3xTVFWy6nflkW+gY1jv2Dceh54y2D1YpqHt/xOKWyUr7s9WWrTdRLVBpGpeahEgRWJ4cTY39rK2fyAwcpmzkTy+Bg7P73COkFz+PhMYAEm9GYLB0LYb1h4nIwa2YVu7EUFg4Egw7xoS3s3fwHJzf9TmTn7gye+QLmFhYom6Sc3bWN09s3Ia+XEOPbhQSrblgE2OP5cCKm1n9ed011A89kFRNjZ8OypFA8LJvfOWySqNj0XRoNVUp6Towkrnvr5kQVSAt4ee/L5DTk3HWZWZeil2po2lKI8nQtWjuBhR5r+d16F4NCBvF82+f/Vfqs/y+wbhxVhZT8zadwyDNFQGCfyyk0Ha0Z0X4M3nZ/v8NiQepx9ixeQENFGYEJyfSe+gjugcHNH6xVwr5P4dA3YOVgbOFImdKiTCswavhyct6mqnodjo5JxMV+ga3tVbRdV73vWrYvSEcUQTCIhJgXEbj7f/i99Rou48chiiLHq47zyeG5nJMdxxQrJkSP4YHYB66p0T0rU/JkZjG5Sg0zAjyYFeqDlakpomjgbPrT1NZuJz7uf3h5Db3qNVqKoFBQ/dlnFGw7zZmEx5FbNpI4w5NB8ZdMQkURDnwJu97ljGcnRkW+xcywUF4IvjsDhGWSOg6tXEbGnp1YWFvRbvho2g4decVu082OHfKG+vPFVt7FoktWV3vx785ePhd3uS5ou666YHAPcTCvjod+Ok68nyO/PNIRW8ur73BX1Baz7N2XEerk7GkvoX2HoZw+2460EoExQTrsq07TpUsXXF1d2bRpE15eXkyaNAl7e2syj7xGtXoNdk2JJHX+Hhsv49gkCgKHV//G4VXL8AgL43hSJXvUWQxQani72wc4JIy9+PoGqfTyYkunQ3A3R5mswWHgQMIHf4q5+bXnUKIoUnC6lsNr85HWqPCLcqbNyFD2WxmYW1pDrlKDl6U50/08mOLnhrOZKaWlpaSnp5OZmYlCocDCwoKoqCji4+MJCwvD4g5o+0RRpCSjniO/51NXKsfFx45OI0IJSXZvtd+vaBBRnKiiafvfExQM5zOtlvxC7bffGjOtnnwStwevk2l1KXotbHkJTi4yanfH/AjWN/47/ccVWBfIPVHN7iXZWFqZMfCxeHxvQ0+noNbTsCYXVVodVpEuuI6LxOwGnVka1A3M2DmDc/Xn+KDbBwwJvbplaEsoOl9kaQWRNSnht+zWJD94kLInZ2IZFITJp30pqPgfISHPEVrvABuehQ6PGQXjzVGbY9zJsrKH6ds5vvcw+35ZSGB8IiNefB0rW+Mum0GvJ+/4YU5tXo9pmUBnz+FobLS4TYvGNeTPNsRdkiYeSS/E28qC5UlhBNo0/8PUqvRs+zGdkox6kvsHGh0mW3E1RmPQ8N+T/71rM7MuRVPcROOGfHRlcurdFHzoNI8821KmxU3j4fiH/xX6rP8vsK5PfW4lxVvP4FFuh8pEzX6vMzh2C2BI0vA78h2RlJWwZ/GPFJ05hYuPLz2nPEJom/ZXf9jnbIHNL4O0BJInQ/93wa7lwdANDUfJzPwPGm01wUEzCQ5+8obs1y/lzK4SDqzMA8DWwYIUs1NYrZuLx4sv4PzwQ+wo3sGijEVkSjIR9fZ4in35deLzeNldPXBXEEXmltbyUUElrhZmfBMTRI/z8RyiKHLu3DuUlS8hIuJ1AgMeavH7vhqKo8eonD2bSrULafGP0GBbR5fHA+gT3eOSmxNg2yw4OpfdvgN5KOwlPogJvSsDhFVyGcfWreT01o2IokDSgKF0HDXuqsVNa44dyibpxWLrQvElra66+HcHd4/LjDS8QsOviDm5F9iaXsmTS0/RPcKD+VPbYXmNLiKVrIlf33mF+ooydrWtpdbLgIu+F7m57RniZ4dH9XHatm1DVFQUq1atwsbGhsmTJ+Pl5UVx2s/k13yIudaF+MhvcQ1vd/G6uUcPseW7L7G0tcV0aBhzJKvw1ev43HcQsYO+gL/oqC8WW1s3ozh0CPQCgrsZToOG4TZ8ItaJidcsNAwGgcz9FRzbWIhariOivRcdR4Rw0lTPDyU1ZJaUEFVbTqykEhOVEnNzcyIiIoiPjyciIgLLG53w32ZEQSQ/tZaj6wtorFbiGeRAx/tCCYhxvaVCS32ugcZNBeirb39Q8AWUqalUvf0Ompwc7Hv2xOuN17H0b4EJk7wGlk+B0iPQ7QXo8/oV35vr8Y8tsAAk5XK2zD2LTKKm27gI4nu2PMvqeoiiiOJYFY0b8jG1tcBtQjRWoTdW4cq1cp7a/RSnqk/xeqfXGRc1rlXuqUCpYVRqLgKwNiWc8FsUXSoOHaL0iSexCAxA9W4w1Q2bSYj/Ds/TB4yrxYM/hY6PN39y+Un4eYRRr/XgJjJPnGbb3P/hFhDEmFnvXPEAqcrPJW/NPgLrwpBq6yjyPEfC0MEEJRhtn49LFTyQVoCNqSm/JoVedZdOMAgcWGF0mAxJcqf/9DgsWnkLem/pXl4/+Doag+auzMy6gCiIKE/VIN1aiCDXkelXwvs2czB3tPpX6LP+v8BqHlEUKUs9R82uXLwkTkjN5JwIPEdw70S6hfe4I2YuyiapMc9qxxYsrW3ofP9EkgcObV5nBcad8q2vQvZG8IiBYV9CUJcWv64gaMgv+JKSkgXY2AQSF/slTk7JLbqGKIj88Us2WYcqAQhL8SBeuhvZwrnYPvogB4b4syRzCeXycvzsAqkq6YijoRPrnuyFq93VJ1iVGi3PZJWwv0HOYHcnvogOwPUSs4iiornkF3xGYOAjRITPavF7bw5BpaLmy69oWLKE2qjepPmMot6+kr5PRNI17JLWQ70G1s6AjDX8FjSBWSEz+D4u9K4LENZp1JzasoHj61ehUSqJ7d6bLmMn4+R57diU2z12qOVyaooKjLqu88VXQ2W5cUcQsHNxvazo8gwJw8Gt9XYVbhfLj5fwyuqzDE/y5b/jkzG7xgKnsknKqvdeo76ynPoh/qzT7cUUK5S13ehk3ZPg2tMkxMfRuXNnfvvtN3Q6HePHjyc0NBRJ8RHSs57CYKYgwvVNAtpOvHjd2uJC1n32PorGeiLHDuEL6TwaBDWvmHoybsxKTK6yoGFoaqLy9++RbPgFiww9JgYw9/HBceBAHAcNxDop6aqfv1ZlzJ5K3VWCzlSGY6SGBm0ZUqkU0dSUEhdPcj38CI2I5LFQX7q2QKf1dyIYBHKOVnN8YyGyejW+Ec50GhmGT1jLfte6agWNm/6+oGAAQ2MjNV9+ReOKFZh7e+P12mwc+vVr2WtWnIbfJoNSAvd9Cwn339S9/KMLLACNUsfOnzIpOishupM3PSdF3Ra3FG2FnPpl2eglKhz7B+HQK+CGWgbVejUv7HmB/eX7eb7t80yPn94q95OrUDMqNQ9zExPWpoQTcosJ5IrDhyl94knMgnxomGWOQl1Auza/4bD5I8jZbOxLjRzY/MkFe2DpWPBJhqnrKMzMZsOXH2Hr5MSY2e/i4nNlG1/DiWLkq4uR6erZXb4Me193UgYNJ7ZHb/J0IhPO5KMRRJYkhtL+Gs6JaX+UcmBFLu4BDgx9MrHV20VrlDXM2j+LY1XH7srMrEu52Pt8oBzBVGSL32HmWf1KpEfUP1qf9f8F1uUIeoHMA8fQHajFQ+5MrUU92RFVJPfvToxP7B25J4Nez5ntmzi0ahlapYrE/oPpMnbS1dumDDo4Mgf2fGycjPZ6BTrNbFGm1QXk8hwyMl9ALs/Gz3ciERGzMTNr2a6dTqtn7WenqC2VY2ZuQp8pMbimbSB37pf8MTWeTZ4VNGmbSPFMYXzkFL763ZyaJi1rZ3YlzOPqepzNtY28mF2KWhB5L8KPyT6XryRXVq4hM+slvLxGEBf7xTVd0G4U5alUKma9iq64hNoRj3OmKR6JYynDZibRLuiSjD2NDJY/AAV7+CriSeYFTGRxYuhdFSAsGAyk/7GDw6uWIW+oJ7RNe7pNnIbH1dpM/8KdGDu0KiU1xYXUnDfSqCnMR1JWiigKANg4OF7mXugZEo6T593Xijl3bz4fb8lmSqcg3r0v7pr3p2ySsvK912isqqTDkw+zXL2dXSW7EPS2eOv60KHKnLjwKAYOHMiKFSuQSCSMGDGC5ORklPXlnDn0GErbbHzMJxDd7R1Mz5vvKJukbPzqY0ozzxI/eAhr7TZzUFnMIC28NegH7AM6X/WetNo6Mk+8iHLPIZzSPTA9KwedzlhsDRiAw6CB2CQlXeY+V1NTQ3p6OmfTztLQ2ACiCVYGF2Jj4ug3ojNKKwsWldexqFyCRKcnzt6axwM8Gfk35mm1BINOIONABSe2FKFq0hKU4EbHEaF4BFx7jnNphIyJldn5oGDf2xYUDOdNaH7/nZpPP8MgleI6dSoeT828fqbVXzm7Cn5/CmxdYcIy8E2+6Xv6xxdYYFxZPL6pkOObivAIdGDQ4/E4urW+s4+g0dOwNg/V6VqsIpxxHReF2Q1YhusMOmYfmM3Woq08mvAoT6c83SqDZZZcxZjTeVibmrI2JZygq7TU3SiKI0cpnTEDk0hPap6SYmpmQfukpVgufQAk+UbTi6uJyTPXG3OywvrAhF+pLCpk7cfvgIkJo199G++wiCtOUec1UPdzJgZLA0cUmygrzMDazp6EvgNx7z2Qh0saqdLo+DE+hL5uV7fmLzpbx/YfM7C0MWfozMTrDg4t5V7IzLoUfZ2Kxs2FqDMlaBwNfO++gm2W+xkcMpjn2j73j9Nn/X+BZUSr1nByxx5sT+hw0zhRZlVDVZKKzv374+XQOgHoLUUURQpTT7BniVFnFZSYQq8pD19dZwVQcsSYaVWTCVFDYPAnzTuaXve1BUpLfyIv/3PMzR2IifnohsTtf0VSLmfN56fQqvQ4e9kw4tkU8rcu4Kfjc9ifaI7eVKRvYF+mxU0j3i2RhxYd53C+hMXTO9AlvPk2RoXBwJu55SytrCfRwYY5sUFXdCJIJPs4k/Yozs4dSE5acMuB2YJGQ+3/vqb+p5+w8PWlbMJzpJ+0oca5iDHPdCDJ9xJzE3ktLL0fseosr0S/zM6A4XdVgLAoiuQePciB35bQUFmOb2QM3Sc/iH9088YhV+NuGTt0GjW1xUWXtRjWlRYjGPQAWNnZXWKiYdR1uXj73pj19G3koy1ZzNtbwDN9I3ihf+Q1j1U2SVn57mwaq6sY9cpbyLzNeHn3J5SoUjEzOBLbEEZvl+6MHT2W33//ncLCQnr27EmvXr0waNSkb3sZicNmHIQUkrv/gKWV0eTKoNezZ/GPnN62kaCkFBo6wHdla/HXG/g8bgbRnZ+96j2JokhZ2WLy8j/GQutIcO39iAcKURw4gKjTYe7tjdC/H6VhYeRIJNTW1mJiYkJwcDDx8fF4OgVwenMFJZn1OLpb02lkGOFtPdEIImuqG5hbWss5pRpPS3Om+7kz1c/9st3puwWdxsDZPWWc2laMRqknvJ0nHYaF4OJ9efFyeVCwAftOvrc1KPgCmvx8Y6bV8ePYJCUZM62io1t2EcEAu9+DA19BQCcYvwTsb80t+l9RYF2gKK2OHQszMDUzZcAjca3qMncBURRRHq+mYX0+pjZmuE6IxjrM+brnGQQD7x15j9W5qxkfNZ7ZHWe3SttWhlzF/al52JmbsjYlgoBbDHlUHD1G6YwZCMnOVE+txNExiZSwTzBdMAhMTI327Q5XEcOfWgzrn4b4MTB6PvVVVaz+8E1UTVJGvDib4KQ2V5yiKZBStygDU3sLDH2sSN23idxjhwHw7NKD+Sn9yDfA1zFBjPa6er96XZmMTd+loVbqGfBwHCGJLddnXI97ITPrUtS5DTRuKEBfo6TGS8Z7DnMota76x+mz7pZJ0p2iUVrPyS178Eq3wVlvT6F9BZqONnTp2Q9byzv3f1xXWsyexT9SnJaKi48fvaY+QkhKu6svLikksPNNSP0FHP1hyKcQfXNmDmp1BZlZL9PQcBh3937ERH+AZQvs1y+QtruUAytzEUWI7uyN80AVP/7xCQe0WVgaTLkvajTTEh4kyDEIURR54/d0fjlSwidjEhjfvvmi8HSTkpmZxRSoNDwV6MlLId5XrG43NZ3lVOokbGyCaNvmV8zNb23RSJWWRsWrs9AWFOA8bhzpyYM5t11JpWsek5/rSYznJXbv9YXwy2j0TRU8Ev02hYG976oA4ZL0M+xftoiq/Fzc/APpNnHa1XPSrsPdPHbodTokpcWXGWnUFhdi0OkAsLC2wTM49JIWwzBc/QIw/Ruc6S4giiKvrj7L8hOlvDU8loe6XtssRiltZMW7s5HWVDP61bcIiEvky/1b+DF9Dma2Rdjo7OhCJ968/032/rGXM2fOkJSUxPDhwzEzMSN/yxxKrL7GAjeS2v+Ao/OfC75pu7aya8FcnDw9CZ/Uj3cyP6RR1POKYzxj71uMyTV2v2XybDIynkOhyCUw8BGcLcdzeutOsoqLqT9vSuHR2Ei0uzuJffri3qnjZcVtaWY9B9fkISmT4xnkQNf7w/GNcEEURfY2yJhXWssf9TJsTE0Y6+3Ko/4eRNwlixWXolHqOL2zlNO7SjFoDUR39qHd0GAcXK1RpdUh3VL4Z1Dw4BAsPG/v80VQqaibO8+YaWVri+eLL+B8//0tX1hQS2H1o5C7DdpMgyGf31Q3xF/5VxVYYMwl2TLvLA2VCjqNCiOlf+Bt2VrXViqMLoN1Khz7BuLQJ/C6LYOiKPLlyS9ZlLGIYaHDeK/re62SM5MmUzL2dD7O5masTQm/5Qeh8vhxSh6fgaanDXXDK/H1HU+04zhMfhoCHpHGIOKrTdwO/Bd2vgXtH4EhnyNvbGDNR28hKSth0BPPEdO99xWnaEqaqFuYjqm1OR6PJqAUZZzetomzu7Yh1enYOPIRClx9eDfUm8eCru50ppBq2PRdGrWlMrrdH0FinxtPQb9R7oXMrEsRDSKKIxVId5QgavScCSzkfavvsLW359m2zzIsdNg9r8+6mydJt5PC8jyyth4hLN8TO8GGPNdy7Hr40aZDlzta+CubpBxauYy0nVuwtLGhy/2TSBow5Oo6K0GA07/AjrdA0wSdZ0LPV8Dy5rLuqqrWk3PuLURRT0TE6/j6jGvxOKBW6Nj2YzplWQ2IpgIOoxrYrltHWm0aDkoYVunFoy8sxsP5z93ghQcKeXdjJo/3CGXWkJgrrmkQReaU1PBJYSWelhZ8ExNIV5crCyeVqoTjJ+7HzMyadm1XXTe351oIWi11381B8uOPmHt44PP+++yvtaBgm5wK9xween4g4W6XGPhUpsHS+1Hr1Nwf8yFmgR3vmgDh6sJ89i9bRHFaKg5uHnQZN5nYHr0xvYXv+r02dhj0eurLS/800ijIo6a4AL1GA4C5pRUeQcF4hhjbC71Cw3HzD7j6b68V0BsEZi47xbaMar4an8SolGsbDSgaG1jx7mya6moY8+o7+MfGszu7mqfW/oqF+zYEyzKcDc680PEFnGqc2Ld3HyEhIYwfPx4rKysq9+wkVzULg6WCmMgP8AkcffHaZdkZrP/iQww6HT0ef4zviz7koLaWwYINb923HDvXqxeADQ017N33Hfl5EmQy42KMn58fsRERBEkkiLv/QLF/P6JWi7mXFw4DB+A4aBA2ycmYmJoiCCLnjlZxdH0B8gYNwYnudBkddnEXKFuhYn5pLauqG9AIIv3cHJkR4HFX6rSUTVpObS3m7L4ynE2hvbsN1krd+aDgEKzDb785i3zvXqreex9dWRlOI0caM63cbsJYpy4PfpsI9QXGIPr2j7QoiP5a/OsKLACtWs/uxdnkn6ohrI0nfaZGY2nd+g8IQWOgcV0eytQarMKccJ0Qfd2WQVEUmX92Pt+kfkPvgN581vMzrMxuXTeU2qRk3Ok8PCwtWJMSjrfVrQ2oyhMnKHnsceRjTJF2ricy8i0CFB7w60SIGQZjF1/dHnnHm3Dwf9DjZejzGhqlgt8//4DSjDR6PjCddsNHX3GKtkxG7YJ0TC1McX80AQsPW3QaNVn793B02yZ+julMXkgsYxU1fNilLQ6uzf/QdBoDO3/KpOB0LfE9/Og+PgLTVg7AvDQzy9rMmve7vU8P/x7XP/EOYlDojD3TRysRrGCd314WWKwkxj3mntdn3WuTpFtBFEVO5ByhcmcW8eXBmItmFPrW4Nc/jvCYO6OvuoBBr+P0tk0cXvUrWrWKpP5D6DJ2EjYOV2/vpToDNr5gdHIK7AxDvwSvm3sfOp2UnHNvUV29AUfHFOJiP8fWNrjF1ynOkLBjQQYKtZI83xPkRh6kXFWGn4UHg7fWMVAdTsTCxZjZ/6lF2p1dzSM/n6BfjBdzH2h7hatpuVrLU1nFHG5UMNzDmc+i/JstWrRaCSdOjkWnk9Ku7Qrs7MJafP8XUGdmUvHqLDTnzhlDN199hU1bMijbo6bcK4sZz48g0PkSy/jC/Yi/TUJmZsuw2E8IC0pizl0QINxYVcnBFb+QfXAv1vYOdBw5luSBwzBvBWe2f8LYIQgGGioqzhtpXNB1FaBVKQEwMzfHPTD4T/fCkDDcA4Nb5fO7gFpnYPqi4xwtrGf+1Lb0ib52S7KisYEV78xCJqlj9Ky38Y+J51RJAw8tOgY2adi4/I7CQkqEYwQj3EZQvKcYdzd3Jk+ejLOzM42nssksfAGVSw5+HlOJjHvtoi6rqa6G3z/7gJriArpNmMppm33MqfyDQAN83uUdomLGXLwPmUxGZmYm6enplJaWAuDhYYej0wnc3QpJSvoPPj5jLxZABrkc+R9/GEONLy22BgzAcdBAbFJSMOhFzuwu5eTWYvRagdhuvnQYFoKto/HzrtXq+LlcwqLyOup0emLtzuu0vJyxuot0WvoGNZL1+eiy6lELIjk6EdcefqQMCML6NrYE6qqqqP7wI2Tbt2MZGor3W29h1/EGM63+Su5OWDXd6A44bjGEdG/Ve/1XFlhgnIik7ijhyNp8nL3tGDIjAWev1t/OFEUR5YlqGtfnY2JlhuuEqBuq7pdlLeOjYx/R0acjX/f+ulXatU5IFYw/k4+vlbHIulqW1I2iPHmSkscepf4xPaoINSnJP+Gacxq2zYauz0H/d5o/URSNrYKpS4wrBp2eQK/TseW7Lzl3eD9th46k5wPTr9jm1VbIqVuQDibg8WgCFl525y8nUpB2hpdyijnkEURK5nFmClLaDR6Bd/iVfd+iIHJ4XT6p20sIiHVl4KPxWNm0foF9aWbWAzEP8Hzb5+/KzKxL0VUpaFyfj6ZAisrFwP/cf2Gv+VEGBw/m+bbP42Pvc6dvscX8EyZJ10Nr0LL7+FY0B6pJrotEMBGoCGkickh7PPzvrKZOFEUKTh1j75IFNFRWEJzUhl5TH8HN/xq6KY0c9n4Ch78z5o70f9dov36TE4z6+kNkZr2EVltLSPDTBAU9cXHCdaPoNAYOrs7jxKEcMrz3k+F7AJWZnAT3BCY59iX0+TlYeXoTtPQXzF3+HOOzKpu4//tDhHjYseLxzldkA62vaeSlnFJ0osiHEX6M927eEtlgUHIq9QHk8mxSUpbg7NT2pj4LUaejbt4P1M2di5mLMz7vvot9r16sXrKf6kN6ynwzeOb5+/FxuOS3nrEOcc2jVNn5MzTmE/qFxtzxAGFFYwNH1vxG2s6tmJqZ03bofbQfMQYr25vb2WyOf+rYIQoCjTVVxh2uS3RdarkMABNTU9z9A407XaHntV1BIVhY33zbmlyjZ9L8I+RUyVjycEc6hFxboiFvqGfFu7ORS+oYPfsd/KPjyKuRMXXBMRqVauJdt1HqdBy5mZxox2j8CvzwF/2ZPHkyPj4+KPNqyT78Bg1+O3CybU9im++wtDQuvOo0arZ9/z9yDu8numtP3Hr6MfvURzQh8pLnAEI9J5KRkUFxcTGiKOLp6UlcXBzx8fG4ubmh0VSTkfkfGhoO4ekxmOjoD7CwuNyQx1hs7THmbO07X2x5el4stoiI58TWEjL2lmNmYUrKgECS+wVedDtWGwTW1DQwr7SWHIVRp/WQnztTfd1xu0a+2O1GUOuR7SlDdqDMGBTc3Q8hxo3j20vIPV6NpY05KQMCSezt36obF6JeT/0vv1D39TeIBgPuTzyB2/SHbjzT6rKLiUYH7J1vgWes0czCJajV7vUC/9oC6wKlWfVs/zEDwSDQf3ocwbdBmwNGu0rJ0iz0tSoc+gTi2Pf6LYPr89fzxsE3iHePZ07fOThZ3br17ZFGORPPFBBoY8nq5HDcb/GHqjyVSvFTj1D7rBLRy4r2HdZhu/t/cGIhjPgW2kxp/kSD3mh6kb0RRv0ASeMRBYE/fp5P6tYNxHTrxcAnnr2idUFXraD2x7MgiLg/nICl75+rxKIo8vrZXBZIlMQWZjBoxwr8wyNoM3gEER26YGZ++XvNPFjB3qU5OHvbMvTJRBzdW9/45K+ZWZ/2+JQQp5aFlv7diKKIOkNC4+ZCDPVqKvwaecfuW6otJTwY9yDT46ffU/qsf+okCUCikrDzwEZsj+tIaYpCbaqlIU5P3JAu2DbTXvZ3U1dSxJ4lC4w6K19/ek19mJDka+isALI3GTOtmsqMQcH93zU6Ot0EBoOG/ILPKS1diK1tCHGxX+LomNji61QVSFmx5A8OWm8lx/MYBlMdPXx78FDCQ8QrXCh5YAqmNjYELVuKhfefbco1TWpGfncQQYR1M7vi7fTnBFWuN/BabjnLq+pJcbBlTmzQVd1eBUFP2tkZSCR7SUyYg4dH/5Z/GID63DkqX52FOjMTx2HD8H79NUwdnfht4R7qT4iUBqbx4rOT8bDz+POk4wsQN71IrmsCI6I/4NGIyDsaIKxRKjmxcQ0nN65Dr9OS2HcgncZMxN6l9TXV/+Sx46+Iooisrpbqi+6Fxn+V0kYATExMcfH1u8S9MAzP4NAWFbQSuYax8w5T26Tht8c7Eed77TmNvKGeFe/MQt5Qz5jZ7+IXFUNFo4qpC49RLFHQx64Ynf1xCjwKkGgl+Gp9iWuIY8bIGURGRqKrVpC3YQ6VwQuwsHAjqc08HB3iL77fY+tWcmD5EtxDwvHr3YOdqTuxVLlhiikuLs4kJiYRFxeHp+eVbbiiKFBS8iP5BV9gaelBXOyXuLg0v5NikCuQ79mDbNtW5Pv2I2o0mHt44DBgACYde5Ga70D+GQm2TpZ0HB5KdBefi7vcoiiyr0HO3NIa/qiXYX2JTivyb9RpXQwK3lGMINdhm3I+KPgSZ+a6MjlH1xdQlFaHjYMFbQcFE9fDF3OLW2tJV50+TeXb76DJzsauZw+8X38dy4CrB7JfE53KmOGathxiRsDI741ZrbeBf32BBdAkUbF1Xjq1JTLaDw2m/dCQG7JYbymC1kDj7/koT1ZjFeqE64QozByv3f63q3gXL+17iWCnYH7o/wPuNrdeAB5okDElrYAQGytWpYTfsmuNMjWVwlemU/OsHGunQNq3X4X5iulQuA+mrIWQq7TH6dSwbCwUHTSuIEQN+nPQ+20xQYkpjHhhFpY2l0/mdXUq6uanIWgFPB6OvyKw7ruSGt7Lr6CNQcWwTUtQVZRg7+pG8oChJPQdeJn1c1l2PVt/SMfUzIQhTyTifYMZZi3lXsnMuhRRJyA7UI7sjxJEg8DxoFw+Mp+Dg73TPaXP+idOknLrz7FvzzYC0h2JVYaitFCjbWdLTP8OmNneXsemG0HZJOXQiqWk7dyKla0tncdOIqn/kCsWOS6joRi2vALnthhXFYd9BYGdrn78dZDJssjIfAGF4hx+fpOJCH+1xfbrBr3Ab+u2sqJkGQWuaZiKpnQw7cnLw58mwjUcXXk5RZMfQNTrCf5lCZbBwRfPVWkNjP/hMLnVclbO6Ey8359jyympgieziilRaXk2yIsXgr2xuMozRxRFsrNnU1G5gqio9/D3m9Tiz0LU65EsWEjdt99i6uCA99tv4ThgAIIgsnTeLprOmFIWeoaXn34QFxuXCy9stMHf+zFHPbsxKfIN3omNuGMBwnqdjjPbN3N07XJUsiYiO3en2/gHmo35aC3+iWNHSxBFEXmD5LyeK5+aIqOuS14vuXiMi48vnsGXZHWFhmFjf/XFnYpGFfd/fwitQWTVjM4Eu1+7QJPXS1jx7iwUjQ2Mmf0uvpExNCq1TF90nNSSRvo61RIgFOPQ3YG15Wtp1Dbiq/RlRsIMRnUbhaFJQ+mv6ykO+BSDtZyYmA/x8RmFRqMhOzubY4cOUF5VDSamONjZItiVssHsFE4Wcr7o9w2Rgddu729qSiM94zlUqlKCg58gJPjpa4aTG+QK5Hv3INu6Dfm+fYgaDWYe7ph17MU5QyQFSh9c/RzoPCqMoPjLM6NyFGrml9aysroejSDS19WRxwM86O5ye3ValwUFBzviPOzaQcFVBVKO/F5AeU4D9i5WtB8WQnQn7xbLMQxS6Z+ZVp6exkyr/v1v/r02VcBvk6AiFXq/Bj1eajW9VXP8f4F1Hr3WwN5lOWQfqSIowY3+D8VidZsmKoqT1TSuy8PE0gzX8VFYR167ZfBwxWGe/eNZPGw8mD9gfqvYaO+rlzHlbAGRttasTA67ZZGy6vRpzn30IHWPynB16Exy4teYLBwMskp4ZBe4X2nDDhizVH4eDjVZxmLsfEho+h872P7DN3gGhzL61bexdXK+7DR9vZra+WkISj3u0+OxCrpcx/FrpYQXs0tJdrDlfbGR/G3rKTl7GnMLS6K79aLNkBEXs1AaqhRs/PYMikYtfR+MIaLd7bGsvjQza3DwYN7o/MZdm5l1KYYmDdKtRShP1WCwM2Gl704Wm60hzj2OVzq8QrJn8p2+xWvyT5kkCaLAwdKDnN5zgOT8EEI0fsht1Fh38yKwexymtyHfr6UY9DpSt27kyOrf0KpVJA8YSuf7J15bZ6XXwpHvYM8nRifSXq9CpyfA7ObGX1E0UFKygPyCr7CwcCIm5mPc3Xq16BqCKLDxzDbmHptPqVUuVgYbYiu7MiXxAfoNa4OJiQn6ujqKJk/G0NBI0JLFWEf96bQnCCIzl51ia0YVP0xpR/9Y45hiEEW+Lq7m86IqvC0t+C42iE7XyY0qKPgvhUXfEBz8FGGhz7f489AUFFDx6izUaWk4DByI91tvYu7qimAQ+PnbnSizzCmLPM2smY/gaHX+/0kwwKYX4eRPbPIbyrPhL/JtfPgdCRAWBANZ+/dwaOVSmmprCExIpsekB/EKDb/tr/1PGTtaG0Vjw/mA5PyLO15NtdUX/+7o4fWne+H5Ha9Ln+F5NXLGzj2EnZU5q5/ogpfjtXdiZPV1rHhnFkppI2Nmv4dvZDQqrYEnl57kj5xaujo1EqUrYNjooRzWHGZh+kK0opY2tm14Z8A7BNr4U/3rEXJtP6ZCVCKX96Cq0hy9Xo+joyOhgQFUHPoDdVUF/R95EpVdNq9kzENuasLsyAcY2fmVa07q9XoF53LfpbJyFY6OKcTHfYmNzfWjIwSFAvnevTRdKLbUanB2pcYtiTKHJOzat6Pr2Eg8Ai+fJ9Rp9SyuqGNhmVGnFWNnzWMBHoz2cmlVnZauWoF0cyHqnAbMXK1xHtKyoODS7HqO/l5AdWETTp42dBweSnhbzxsyfGtav57qTz41ZlpNmYL7U09hZn8L7b+lx4y5fVoFjP7hph1oW8L/F1iXIIoi6XvLObAiFwc3awbPSMDN7/ZsHeqqFUiWZaOvUeLQKwDHfkGYmF39S3e65jRP7noSW3NbfhjwA6FOoVc99kbZLWniwbOFxNrbsCI5DEfzW9zGTUsjc/4DNI5SEOA6mcig6TC/L1g5GIusqySno5DAwoEgr4YHN4GPsYUn/+QxNv73E+xdXRkz+z2cvS53CNQ3qqmbfxaDTIv7g3FYhTpf9vcttY3MyCwm0NqS5UlhWNZWkrp1A5n7/kCv1RAQl0ibwSMIbdsejdLAlu/PUpkvpeOIUNoODrotK0L3WmbWpWhKmmjcUICuVIbCQ89nrgs5anr6rtdn3euTJLVezaZzGyjal07P8mS8de7InDS49wnDvV0QJnfYZACMY2f+yWPsXfIjjVWVhCS3peeUR3Dzv04bR9FB2PQC1GZD9DCjJtP5Jls/AJWqnMysl2hsPIqHxwCioz7A0vLGW8c0Bg0b8jbww4kFVOrLcNC60r6xH2HF7RkwOYnozsbvuEEqpXjqNLQlJQQuXIBtyuUmMJ9uzWbOnnxeGxLDoz2MY3WJSsPTWSUclSoY5enMx5H+OF1nYau8/Feyc17Hx2csMdEftWhMEg0G6n9eTO1//4upjQ3eb72Jw+DBmJiYYNAL/PTf7WjyLCmPPc3rT8z4s+1Xp4Y1j0DWBn4MfoDPQx+/IwHCRu3ecQ78+jN1pcV4hYbTfeKDBCUm/233cK+PHX8nKrnsT+fCQuNuV0NlxcW/27u6XbSL9woNR2LtwUO/5eDvasfyxzvhbHttLY1Mcr7IapJy/2vv4RMRhc4g8MrqNNacKqetk4J4TRajR40kICKANze8yQHlAQBGOI0gQhNO8bli9KIBC0sl/n4aunV7hJCQOExNTVHL5Wz83ycUp6WSMmg48X2TmL3jcY6aCwx3COf1Yb9gex3n0urqjWTnvI4oikRHvYe394gb/vwEhQL5vn3GYmvvXkS1Gq2VIzVuyVj17EPSE0Nx8rz8N6g2CKytaeCH0lqyFGo8LtFp3Yr8wyDX0rSzBMWxSkwsby0oWBRFitLqOPJ7AfUVCtz87Ol0XyhBCc0XapqCAmOm1bFjWCcl4vP221jHXOm62iJSfzFmJzr6woRfb9ooqaX8f4HVDJV5jWz9IR2txkCfKdG3bUdD0BpoXJ+P8kQ1lsGOuE2Mxszp6i2DOfU5PLbjMQDm9ptLjNstfumA7XVSHk4vIsnBht+SwrC/xSJLmZZG2sYJKDppiPJ+HX+HOFg0DPzawtR1YH6V9yctgwUDwaCF6VvBzeiOVXEui7WfvIupmRmjZ72DV8jlrlmGJg21889iaNTgNjUW64jLdwMPNsiYdrYQJ3MzlieHEW5rjUou4+yubZzetgmZpBYnTy+SBw4jpltfDq0p5dyxaqI6edN7cjRmFrdn8vrXzKzp8dPviXY7URBRnq5BuqUIQaalJKiet6z/R4NF012rz7pXJ0m1ylpWpa1AcbSSQTVdcDY4IPfU4z8gDrtYj9vSxnwz1JYUsefn+ZSkn8HVL4BeUx4mJKXdtU9S1BndRE8vBadAGPIZRA266XsQRZGq6t/JyXkLEImMeBMfnzE3XJBINVKW5yxnaeZS6jX1uMv96S0Ox680DoMGBj+WQECssVATlEpKpj+MOiMD/7nfY9+162XXWnmilJdWpTGxQyAfjorHxMSEtdUNvJxTigh8HOnP/d7XL/pqa3eSdvYJ3Nx6kJgw95ptR39FW1xMxazZqE6dwr5PH3zeeRtzD6OuSq81sODLbeiLrKlMSuX1R2dibX5+B0HVCL9NhuIDvB/xNGtCJrIsKZRou9bXp16L8pws9i/7ifLsTJy9feg2YSqRHbv+7cG59+rYcbegUSqpLSq4xL0wn/ryMkRRAMDCzpF80RkTd38eGdmdgIhIHD08r/q7baqrZcW7s1A1NXH/6+/hEx6FKIp8vCWbefsKiHPQ0EZ7liGDBuDq6sr23dupqanBTDRDY6rB1s+Wfo6dcSg/QU38z1hau5GYOOeiLlMwGNi3dCEnN/1OYHwig2c8wZLt0/leV0mIqQ1fDFpAuOe1NZwqVTkZmc8jlZ7E22skUVFvtzinTlAqke/dS+OmLcj37sNEp0Fr6YiQ3JWQh8fg1K0TJpfkmYmiyP7zOq3d53Va93u58miAR4vCv0WdgPxQOU27Wz8oWBREck9Wc2x9IdJaFd6hjnS6Lwy/KOOcTVCrqZs7F8mChZja2OD5wgs4jxt7a795gx62vwZH50JoL7j/p5vW894M/19gXQVFo4atP6RTVSAluX8gnUeGtrqd98XXSq2hcW0uJhamuI6Lwjrq6l+AImkRj+54FLlWznd9v6ON15XhvC1lc20jj2YU0c7RjmVJodjdYhChIi2VU8cmoA3Ukxw6Fzd1k9EKM3ECjJp79Z7X2nPw0yBjvs307eBoXC2WlJWy+qM30SjkjHjxNYISki87zSDXUvfjWXR1KtweiMUm+vLP76xMycQzBQiILEsMI9nRWAAIBgN5xw9zast6yrMzsbCyJrZnXyxsUkjfp8Q3wpnBjydgbX97WkUvy8zy6ciH3e7uzKxLETR6ZH+UIdtfBqZwKCSTj02+x8XOlefaPsfQ0KF3TcF4r02SsuuzWX1qBfapBgY3dMVWsEEdbIr/gDisQpzuGu2eUtrIwRW/cHbXdqzs7OgydhKJ/QZfW2clCJC62JhppZVDl6eNcQ23EHis0zWSnfMGNTWbcXJqS1zs5zfUngNQLi9nSeYS1uSuQaVXEdgUS5vqvgxM7k3WgQosrMwY9nQS7uf1BoJWS9mMJ1AcOYLff7/CccCAy653pEDClAVH6Rjixk8PtUclisw+V8aq6gbaO9rxbWwgQTbXj92QSk9xKnUK9naRtGmz9Ia1Y6Ig0LB0GTVffIGJhQXer7+G44gRF78zOo2B+Z9uRSi3oqbdWV5/aOafzqayKvhlDEJtNs9GzSItZNjfHiBcV1rMgd8Wk3/iKHbOLnS+fyLxvQdc+zt1G7nXxo57AZ1aTU1x4UUTjbzMbFQ15ZhinDpa2ztc3Om68K+zl8/FiXZTXQ0r3pmFWi7n/tffxzvMKD+YtyeXRduPk2QlwUuQYGIC1tbWeHl5kVueyznPc+RZ52FpZsk455H0O+tJU/KP6K2kxES/j4/Pn/bsGXt3seOHb7B3c2fkf14nL3sOr5ZtRGFqxmvJTzMy+bFrvkdB0FNU/D2FhV9jbe1HfNxXODndXNSJoFRSu3kX5b+sxfLcScwELaKDM86DB+I0ZBC27dphcsnv45xCzfyyWlZWGe3Te7s6MCPAkx7X0GmJoojq7Pmg4IbbGxRsMAhkH6rk+KYiFI0a/KNdSAxswvD9B+hKS3G6bwSeL798c5lWl6KsNxqpFe6DTk9C//fA7O8dR/6/wLoGBr3AgZW5pO8txz/ahQGPxGFjf3seNroaJfXLstBVKXHo5Y9j/+CrtgxWyit5bMdjVCmq+G/v/9LVr2uzx7WE32saeCKjmE7O9vySGIrtLRaTTWcPcSpnGpib0DZpOQ4lO+GP96H369DzpaufWH7KqMlyCoCHNl9cbZDV17Hmw7eoryhn8Mznie7a87LTDAoddQvT0VUpcJsUjU3c5WYgBUoN48/kU6/Tsyg+hO6ul68oVRfkcWrLenIO7cOg1+MZEo+0PgonzyiGP518Wyz84d7MzLoUvUSFdHMhqgwJBicTlvhsYjkbiXePv2v0WffCJEkQBfaW7mXTyXVE5njRX9oZM9EMk1g7vPpFXeaWeafR63Skbt3AkdW/oddqSB4wlE73T7ymsB2AqnRjm0bZMQjqasy08oy+pXuprz9IZuZLaHUSQkOeJSjocUxMrr9AlCHJYFH6IrYXb8cEE5J0XQjL6EKifyzBSe4cXpOPs5ctw55KwsHVuAIs6vWUv/Aisu3b8fngA5zHXJ7XV1inYNScg7jZWbLmya7kaDTMzCqhQqPlhSBvng3ywvwGdh0VigJOnhqHubkj7dquwNLyxoyNtGXlVL72GsqjR7Hr3h2f99/DwuvP7guNUsf8T7chVllT3zmd16Y89WeQvSQfloxEJ69jSsy7qEJ6/a0Bwk11tRxauZTMvbuxsLam/YgxtB1y3y3ZgrcG98LY8U/gt8P5fLliH309tPRy11JbmE9dSREGvR4ASxtbPENCzxdd4dg5ubD9h69RKxV0feRpKuobyczMRKlUohVNkZg44yo20qNTewYNGkRxcTG//fYbcgs5jXGN7K3ei72ZPaMk3WgfkIXgnIW//xQiwl+7uFNcmZvD7198gFalYvBTL+BiX80r+2dxzMqcEe5teW3AnOt2azQ2niAj8wU0mipCQp4lOGjGDY1PV6PmXA3p367BNHU/7vXpmBm0mLm64tC/P46DBmLbvv3FYqtOq2dJRR0Ly+uo1eqJtrPm8QAPRnm6YH3J/E5T0oR0YwHaEhkW3nY4Dft7goL1OgNnNmZzalsJWqzwVObSeWIi/oM73/rFqzON4cFNFUazpJQHbv2aN8H/F1g3QNahSvYuy8HG0YLBjyfg+RdDhdZC1Blo3FCA4lgVlkGOuE6MvswC81LqVHXM2DGDfGk+n/b4lP5BN2fbeylrqht4KrOYbi72/JwQessBkpIzmzhT8QwWdZa077Ye69TPIe03uH8hxI+5+okFe2Hp/eCTBFN/N+5oAWqFnN8/e5+yrHR6T3uUNkPuu+w0QaWnbmE62nIZruOjsU3yuOzvVRodE87kU6DUMCc2iGGezle8tKKxgbSdWzmzYzOKxgZMzV2xtGvL0KfGEZx4+zRG92Jm1qWo8xpo3GB0GWry1fGx0w+kksHgkME83+bO6rPu9PhxLZQ6Jb/n/87e4zvoXppA96Y2YGqCVRt33HqFYH4bogNuFlEUyT9xlL1LFtBYXUlISjt6TnkYN7/raKY0MqMb3ZHvwcYZBrwPSRNvyb3JYFCTn/8ZpWWLsLUNIy72CxwdE657/wfKD7AoYxHHqo5hb2FPf+ehuO1PxErmSMf7QjDoRI6uL8Avyrh7fcHoSBQEKl9/A+maNXjNehXXadMuu3ajUsuoOYdoVGpZ9WQXVstk/LeoGn9rS+bEBtHO6cbE2RpNDSdOjsVgUNGu7Upsba+fzSKKIo0rVlLzySdgYoLXrFdxGnN5e6RKrmX+x9tAYo28ezavTHgSM9PzE73yU4hLx6I0GBgT+xE+oZ3+tgBhlayJo+tWcnrbRhBFkgcOo+Oocdc2RfkbuZvHjn8a8/bm89GWbKZ0CuLd++IQDHokZaXG9sICo218bXEROq0GwcYOvbMHOnsnRHMLTE1MCA0KIqVdOypx5anlZ3AwE+ghpNGjbSzDhw9HIpGwdOlS5HI57Qa3Y1PjJvaU7cHJ4MBQM09S/M/i4dye+IRvsTq/qCGvl/D75+9TlZ9Ll3GTad+rA/PWjmeeufr/2Dvr6Cjut4t/djfu7u5KcHeXQnHX0pa6uzu1X92AtkCxosXdXQOEuLv7SlZn3j+WUlICSZCW9u09pycpO7abne8895F7CTJz4H9DFxPsdB0Br8vQ6epJS3udsvKtODh0Jjrqf1hY3JpQWX5yFSdWJyNJPI2v8hIOpQmgbjCSrYEDjWSrc2ckJiZoBIHfyoxzWslKNS6ml+e0rG2R7iug4WIFUltT7AcHYNXB/S9pPRf1empWrKDiy6/QiSZU3fss6bXuaDUGwjq503lkIPauN5nUTtkCG+YZpdcnrQDfTrf34luB/whWC1GeV8+OHy7RINfRZ2o4kd3vXMCoulBOzYZMJCYSHCeGX9Py9jvqtfU8uvdREioTeKvbW4wJHXPL515dUs1Tqfn0dbJlSWzgLSvSFJ3/idSaD7BKsKL9yPWYH3rCWKWavRV8b+C+nbIF1syEoH4w5VcwMZINvVbL9q8/JeP0cTrdO55eU2Y1CiQEtZ7KJUlo8+pxnBCGdfvG83M1Oj0zE3I4V6/k43Df60oOG/Q60k4c5czmjVTmZ4HEnMB2vRkwZzL2bndmJk9j0PD5uc9ZkbLiH+OZdTVEg4jydInRJ6NBT3ZwBW+afIHcRPW3zmfdDevHn1GqLGVlykqSzp/jntJedFJGYzAVse3mhX1PP2R2dxe5rsjL4eAvi8hPTDDOWc28n8C2zRjdiiKkbIYdL4G8GDrMhgFv3nIPvFyeRFLysyiVGfj4zCQk+AVksusTUZ1Bx7acbSxNWkpmbSZuVm5MCZmGR0Ib8k7U4+JrQ/9ZkSQdKiLpSDFhnd3pPyPyyvylKIqUf/gR1UuX4vLII7g+8Xij42v1AjN/PkV8Xi3/m92BH+prOVevYoKHIx+E+mDbwrlWvV7OufipNDTk0r7dihb5delKSih57XWUx45h1a0rXu+9h6l3Y9lyRZ2anz7cg6TWHE3/LJ4dP++P9t2s/Yi/Tqfa1J6R0R/TM6TtX2IgrFOrid+xmdOb1qFTq4nq3Z/uE6di53J3tUjfjWvHvxnzd6Sw4FA2T/QP4ZnBf6hyiqJIcXExiYmJXEpIQKFUIgGsDDoMJQWYKGqRiAIyU1Nc/QKQe0bxTZkXUgT6kESvNkGMHTsWtVrNqlWrKCoqYujQoVgGW/LVma84XXEaZ8GKgc4KejnZ067ND1fuP71Wy56FX5N85ABhXXow9IGHOLPzYV6WJ9AgM+G1zq8wKnLyDd+XKIqUlv5GWvpbSCQmREZ8gJvbzc+cglGpNO1kKac2Z9NQJSfSrgD/hkQ0J48iqlTIHB2NZGvYUKw6dwaZjKM1ChZnlxFwroppeVpkEglCNw8CBgUgNf9rqtUNFy8aPa1SUrDu3QuP11/HzNcXtVLH+d15JOwvRDCIRPbwpOPwQGwcm2+pBozt54c/gYMfgFd7mLzCKGrxN+I/gtUKNMi17PoxiaK0GmL6eNNzQiiym1BVaQl0FSqqV6aiK1Fi09sH+yFNq4WpdCqeOvAUJ0pO8GKnF5kedeul0JXFVTyTVsAgZzt+ignA7BZJVsaZN8mXL8dhjz2xM3/GbPdsY1b7gX3gGHD9HeOXwebHIHosjPsRLmdcBcHA/p9/4OKeHUT17s/geU806tEXtAaqliahya7DcUwo1p0bqw8qDQYeSMxlf7WcV4I8edzv+kO1oiiSl5DIrgUrUFQlgQSCO3Shw/BR+ETF3pF5mIMFB3n92Ov/KM+sqyGodNTvzUdxshjMpBwMvMin4gKcrVz+lvmsu2X9ALhUcYllScuoTSpmQuVgIhsCEawkOPTyx6arJ1LLv2fW5HpQ1dVybPVyLu2/PGc1cRpxA4chbW5OsyYXtj8PGbvBPcbYpnGjhEoLIIoG8vIWkZ3zBaamjkRFfoSz8/XbaeVaOWvT17IieQXlDeWEOoYyJ3oOsdouHFqWgbJGQ/uh/rQd6Me+JcnkXqqi/VB/uo4KapTFrfjuOyq/+hrH6dNxf/WVRveiKIq8uD6B1WcLmTwmnHUaFTIJfBzmy2j3lrfZCIKWixfvp6b2FHFtFuLs3OeG24uiSN1vGyn74ANEgwG355/DcfLkawbC66qVLP5wPyhMYUgBT466/4/rv7QO8beHKLDxZ2TUR8wMj7njBsIGvZ7EA7s5sW4Vytoagjt2oefkmbj4Nl+p+ztwN60d/x8giiIvrb/E6rMFvD4ikhGhViQmJpKUlERNTQ1SqZTg4GBiYmIIDw/HwsKC2tJifn3zRbTqBkI7d0dRXUlZThYlWjM2edyDVmrKsOoDhDlAl/4DcQsI5uj5i6RnZNC1a1cGDx7MqYKTfLH/E5KlmbjKJAx10DOl3Vv4ek+8cl3ntv7G4RVLcPH1497nXkOTuYoXE7/nrIU5Y7z78XLfj7A0uXHHgUqVS2LSU8jll/DymkRY6Gut9ub7M3RaAxf3FRC/Kw+9ViC6izPRDkVoDu9DceAAwmWyZTNgEOZRg9BkmSAodaQGW/OKr4R8cwn9nGyZ5+tKH0fbO3b/G+rqKP/8c2pXr8HE1RX3V1/FdvC1nlbKOg3nduSRdKQIiURCTF9vOgzxx9L2BklHjQI2PmxM6LWZDCO/BNO/t70Y/iNYrYZgEDixMZsLe/LxCLJn6IMxWF+nje9WIeoEardmoTxVipmfLU5TIzBxuPZLozVoefHwi+zN38sjcY/wUNxDt3yTLC2q5MX0Qoa72LMgOuC6JpgtgSiKXDw5myrlUVxXORP+6MeY754Jtp4wdzdY3MBb5diXRrWxjvcZZzYkf7ibn1z/K8fXriCwbQdGPv1yo359UWegclkKmvQaHO4NxqZb40yGThB5MjWfDWU1zPNx5c0QL6Q3+MwMBoG9i0+TcmQ3GBIx6FS4+gfSbthIInv0xcTs9lYcypRlvHL0lX+cZ9bV0JUpqd2SjSazFr2zlJ88fmOjsItYl1he6PTCXzaf9XevHwbBwP6C/axIXI5DpimTqofgq/EAexMc+vpj3dEdyS063d9u6HU6zu/YzMkNv6LXamk75B66jZuChU0zs2B6LRz/yphJlJpAv1eg87xbHi5uaCgkOfk5auvO4OY6jIiIdzE1bZrAlCpLWZa8jPUZ61HqlHTx7MKc6Dl0du3CqU05XNxXgL2rJQPnRGHnYsm2by9SkS+n95RwYno3rv5UL1tO2fvvY3/vvXjO/+AaAvPDoSzm70kjsJ8vqVIDXe2t+SbKH59WCEOIokBy8nOUlm0iKvLjRsP2TUFXVk7pm2+iOHgQq44d8Zz/AWa+17ZpVlfI+eWjg4gqGRYjK3ho6Mw/ngsnv4edL5Hg1I6Jke/yanQkM7xu3cT+ehAFgfRTxzi2ehk1JcV4R0TRa8psvCP+Grnkm8XfvXb8f0RpaRmfrt6HoSofe6kaiURCUFAQ0dHRREZGYml5LYmpLStl9dsvoddqmfDae7j6B1JXXkZiUjovHKqhTCNhUMV+QhWZxh0kUiRBEdSbWeHhaM/Q/v3w8A9m77bNLJAvJde8BA8TgelB3Zje+VtkMmOMl3vhHFu//BipTMbIZ17G06qe77bfz49WMoIt3fnf0EXNWugIgpbsnC/Jy1uAlVUgMdFfYGsbfcufm6pey9ltOSQdKUZmKqX9ED9ie7qhPX2Cup3nEBoCkNp6YajNwdS5DLth3VG3a8/yijp+LqqkXKsn3NqCeT5GPy2L29QiLIoi9Vu2GD2tampwmjEdl8efaNbTqr6ygTPbckg7WYqJmYy4gb60HeiH+Z+TkDW5RuXT8mQY9A50e+yOmge3Bv8RrJtExtky9v+SgpmFCUMfjMEzxOGOnUuVUEHN+gyQSnCaEIZl1LVtbXpBz5vH32Rz1mZmRM3g+Y7P3zLJ+rGwgtcyihjp6sD3Uf4tGtC+HgwGFWeOj0Ylz8ZjkSvBzzyN+YGHIbA3TF174wBsz5tw7Auj63b/1xq9lLB3J3t//A6P4FBGv/gGVnZ/kDVRL1C1IgV1SjX2IwKx7eXTaF9BFHk9o4ifiioZ7+7I5xF+NySSoihycV8BR9elYG2TC4aLVBfnY2lrR5uBw2g7eDg2TreofHMVDIKBnxN/5tsL3/7jPLN+hyiKqFOqqd2WjaFKTa2flvdsvidJTGNY4DCe6fAMHtYezR/oFvB3rR8KrYINGRtYl7SG2KJAJtYMwVlrj9TNAod+/li2cb2h993fAVEUyTxzgkPLf6aurJSg9p3oM2MuTl4+ze+cc8ToaVWZDpGjjJ5W9t7N79fM9ZSWbiAt/R0AwsPexMNjTJNrW1p1GkuSlrAzZyciIkMChjArehZRzlFU5MvZsziZmhIlMX286T42BEWNmq3fXERVr2Xw/TEEtmlMMGo3bqTkpZexGTgAny++aKTUBbAzsYQHtyUi6+CCzkTC8wGePObv1ur2uszMj8jLX0hw0LMEBDxyw8+ifutWSt97H1Gtxu2Zp3GcMaNJGePyklpWfnIUQQP2Y+qZO3Dq7weBfW/D0c856N6HeeGv8WVs+B01EM5LuMCRVUsoy87ExdefnlNmEdS+0z+iKn83xh7/RlRVVZGUlERiYiLl5eUAqMycSFDZ8eS4vgxrF9DsMWpLS4wkS6dj4uvv4+pvbK+vUWq5b+kZLhbU0k2aRTeLamKC/KkpzCe7rAK5rTNStRLLwiyc3dxwsHAnS1bJrtAzlKEm0NKCZzu/TW9/o4dcdXERGz95l7qyEvrNnkfbru04tm4yL1OB2sSM17u9zcjQe5u5WqiuPk5y8nNoddWEBD+Pr+8cJLehs6O2TMWJjVlkn6/Azd6Uju5WmJarkDmaY+6jQHV+B8oDBxCUSmT29tgMGojl4MHsDoxgYWk1SQo1zpfntGZ5O+NqdvMqyprsbErffgfVqVNYtGmD51tvYhHVuqRKdYmS01tyyIovx9zahPaD/Ynt54OpmcyoELhmFogG42x/yMCbvtY7gf8I1i2gqkjB9h8uoahS03NiKDF9vO/YQ0Nf2UDVyhR0xUpsenpjPzTgGtM3QRT46PRHrExdyZiQMbzZ7c0/BplvEj/kl/NWVjFj3R35OtLvlnrz1epiTp8ciVghx22RK0GPj8f83FvXVKeugSjClicg/hcYMh+6NQ5CMs6cYPuXn2Dr6sa4l99uNCMl6gWqV6fRcKkSuyH+2PXz+9OhRT7PK+PjnFIGOduxIDqgWQXF7AsV7Pk5CXNrEzoOMSXzzB6yzp1CKpUS1rUn7YaOxCvs1tTRrsaF8gu8ePhFylRl/yjPrKsh6gUUx4qo31eAaBBIDy3lDcnnaGRaZsfMZk70nDs2n/VXrx9FiiJWpKxgV8oO+ld0ZHztIKx1lpj62WLXzxeLCKe7Mrgsz83m4NJFFCRfwtnHj74z7ycgrgU2EIoK2P2aUcDGwR+Gfwphg5vfrxnodDWkpL5GRcVOHOw7ERX1KZaWjYmeKIqcLDnJkqQlHC8+jqWJJeNCxzEjagZeNl4IBoH4XXmc2ZqLpa0p/WdG4hftTElmLdu+T0AqlTDi0TjcAxqLKsj37aPwiSex6tQJ3wU/IDVv3KUQX1DDmL1JaPytCbA057tof9rbtUzI4moUFCwhPeNdvL2nEx721nW/F/qqKkrfegv5nr1YxsXh+eF8zAObns8sLqhizf9Ootcb8JioZXrv8cYXDHrY8iRcWM5a73t5M/wZlrQJuWMGwmXZmRxeuYT8SxewdXGlx8TpRPbqi/QWn0l/Je7W2OPfgNra2iukqqSkBABfX1+io6OJiopCam7F1EUnSSuVs2xuFzoHNj+7WVNazJq3XsKg1zPxjQ9w8QsAQKXV8+iKeA6kVdDBrJi+rhpmzpyBvb098WdOs23HTsxMZASYCNTlZSOvrECQiJS0reCsj4oag4RQE3fmBtxPv1ijFcW2rz4h5/xZ2gwcSv8Zc6jc/SIvlOwi3sKCcYEjeKn7W3/4y10HOl0NKSkvU1G5ByenXkRFfoK5uesN92kJDAotpeszEFKq0YsiBWYm+I8Pxa+NCxKJBEGjQXn0qNHUeP/+P8jWgAEU9OzDdx4B7KpTYS6VMM7dkQd9XVvlhSeo1VQuWEDVjz9d9rR6GocJExp5d7UWFflyTm7KJj+pCis7U4a0OY5n1kdInENgyqor3ql3E/4jWLcIjUrHnsXJ5F2qIqKbB32mhGNidmceIKJOoHZ7NsoTJZj52hpVBp0a38CiKPLdxe/44eIPDPIfxEe9PsJUdms+Tl/nlfF+dgkTPBz5MsLvhq10zaG29izx8dMwy5LiusyZgAc6YZ71c5PEqREEg9HTIGULjFkAcY2HSgtTk9j48TuYmJkz7uW3r2SvwCi+UL02jYYLFdj298VukP81gcySokpeTi+ks701v8QGYt+MPHFFvpxt315EqzEw5IEY7F10XNi1hUv796BtUOEREkb7YaMI69oDmcmt+2jVa+t558Q77Mrd9Y/zzLoahnotdbtyUZ0rAxsZuwPP8oXuR1ytXO/YfNZfsX6IosiFigssS17G+ayzjK3qz4i6PpgZTLAId8S2ny/mAXeuSnArUNbWcGz1Mi4d2IOFjS09Jk6nzYAhzc9ZCQLEL4G9b4FWBT2ehF7P3pKn1e+oqjpMcsqL6HQ1BAU9jb/f/Y3kjXWCjl25u1iatJTU6lRcLF2YFjmNCWETsDc3fs61ZSr2LkmmLKee0I5u9J4SjoW1KVnx5ez5ORkbJ3NGPh53jVqV8sQJCh6ch3lUJH4//XxNK8vJsjomnkpHa2vKGBd7Po30w/omDNrLyreTmPgErq6DiI355rryzfU7d1L69jsICgWuTz6B05w51w1U8nPK2fD5WXSiFv+pEiZ2u5xJ16pg3RxI38nXAbNZHPoAK9sG3xED4ZqSIo6uXk76iSNY2NrRdcwk4gYPx8T0zvgJ3knczbHHPxH19fUkJSWRlJREYWEhAF5eXsTExBAVFYWDg0Oj7auVWsb/cJyKeg2/zutKtFfza2hNSRGr334ZwWAwkqzL8306g8CL6xPYEF9EtFkl/R2qmT1rJs7OzhQUFLBq1SpEUWTKlCm4ONhTeOQCedvPUGObyqUOJ9inliAXJHiXW9CzLJAY91jUCjlFqcl4hIQx5oU3MMveyrdH3+BHO2tCbXz438DvmhWqEkWRouJVZGS8j0xmRVTkx7i49Lupz9eYyCymfn8+os6AdRdPqlytOLEjj/qKBnwiHOk+NgRXvz/GDQSNBuWxY9Tv3Ili/wEEhQKpvT1in77satuJb9wDkEtl9HU0zmn1dbrxnJbiyBFK33kXXUEBdqNG4v7CC5i43L724+K0cjRrnyRQv50CoTMNg74jpEcI0r9A/bC1+I9g3QaIgsiZbTmc2ZaLq58tQ+fFYOd85+SVVZcqqFmXARIJThNCr/F8AliatJRPz35KD+8efN7382aHL5vDZ7mlfJxTylRPJz4N970lklVcvJaU1JewOWGN43Y7/Ce7Y161z5iFCB92/R31GlgxAXKPGhVi/rRtZUEe6+e/iValYvTzr+Eb/YcKlyiI1GzIQHW2DJs+PsYK4J/ew6byGh5LzifUypxVccG4m984IFDUqNn2XQJVhQp6TQojtq8P2gYVSYf2cX7nFmpKirF2dKLtoOG0GTgUK3uHVn9WV0MURX7L/I0PT3/4j/TMuhraAjm1W7LQ5svRuUv53n0NO3T778h81p1cP3SCjr15e/kl6ReqS8qYWjOCvrUdkYlSLONcse3tc1d5WF0NvVZL/I7NnPptNXqtlnZDR9J17OTm56wASi7C1meg6CwE9DJWoF3DbvmaDIYGMrM+orBwGdbWoURH/a/RfIJSp2R9+nqWpyynRFlCkH0Qs6NnMyJoxBVbA1EUSTxUxPH1mchMpfSZEk5oJ2NV29jim4FHoB3DH2lzja9hw8WL5M25DzNvb/yX/YLsqoBPFEWWFlTySnohoiDyVoAn88JuTk22puYU5y/Mxs4ulnZtf0EmuzbTra+poezdd6nfvgOLmBi8PpyPeUjIdY+ZlV7M1q8vopaoiJhlzb0dLquUqaph1WTEgtO8FvoUR0Mn3xEDYWVtDSfWreLS/l1ITUzoOGI0HUeOxdyq9ZW9uwV3e+zxT4BCoSA5OZmkpCTy8vIAcHd3JyYmhujoaJycblyZKq5tYPz3x9EaRNY91I0Al+a/T9XFhax55xVEQWDiGx/g7GPsXBEEkQ93prLwcDbBZnUMsilm9szpeHh4XJFxr6urY8yYMcTExKAtUlC5JBG9WE9+7x/ZVn2R/fWWqEQDobXORF8yx0FujBMkEile4ZH4+rlSVbCGb1zV1Nqa8GbPdxkRNKL5z0mZQVLSUygUqZfVUV+6MvvVHK4YBe/MxVCtxiLCCfvhfxgFG/QCiYeLOLstF7VKR3hnD7rcG3TF4+93CFotyqPHkO/aiXzffgSFAomdHYVdurMsuj37giMJsrNhnq8r4/40p6UrK6Ns/ofId+7ELDAQjzffwLpr1xZdf4uhKIfVM6DgJHURD7M7azTlBSocPazoMiqIoHaud1V3yH8E6zYiJ6GSvT8nIZVJGfxANL7XkVe/HdBXNVC1MhVdkQKbHl7YDwu8pmVwffp63j7xNu3c2vHNgG9uWSTho+wSPs8rY6aXMx+F+dzSFzk94z0KChbjuMkemzOW+N8jwVzMhvt2gucN5Ik1clg6yjjQOH0DBDQ2Wa6vrGD9B29QV1bC8MefI6xrzyuviYJI7eYslCdLsOnuhf3IoGvew6FqOXMSc3A1NWF122ACLG+8wGnVevb8nExuQiVt+vnQY0IoUqkEURDIuXiO8zu2kHsxHpmpKRHd+9B++CjcAm48BNscsmuzeeHwP9cz63eIokjDhQpqd+Qg1GupCtbwjuU3pBuyGB44nKc7PH1b5rPuxPpRp6ljfcZ6VqasxKbKjDn1Y2hfHY7ERIp1Rw9se3ljcgeTLLcCURTJPH2CQ8t/oq68jOCOXeg97T6cvFowL6WRw4EP4NQPYOUMg9+HNhNvy1Bxff0lkpKfRaXKwtd3DsFBz10hHuWqclakrGBt2lrkOjkd3TsyO3o2vXx6Nap4Kmo07F+WQkFyNX5RTvSbEYmNozmiIHJsXSYX9xcQ1M6VQXOiruk0UKenkzdjJjI7O/xXLMfU7Y8KcY1Oz7OpBWyvrENareHrSD/GRd0cuVIo0jgXPwkzMzc6dliDqanDNdvI9+2j5M23MNTV4frIwzjffz+SG1SAUpPy2fV9MiqZnHZznRnapr/xhboiWD4WQ1UW8yJeoyJkxG03ENaolJzZvIFz2zci6PXEDhhKt3GTsXa482aldxr/lNjjboNKpSIlJYWkpCRycnIQRREXFxdiYmKIiYnBpZUVjcxyBRMXnMDKTMb6h7vjbte8QlxVUQFr33kFURSZ+MZ8nH3+EIJZeDiLD7an4mOqZLBVLnOmT8HX1xelUsmvv/5KQUEBAwcOpEePHhhqNVQuTkRXpUIxYj9ZqmWc0Pqyt0aF2qChn3NPelUFU7j3GHqt1niCy2Gw3lRPmb0OV/8ARvaYhk9wJPbuHteNnQwGDVnZn1BQsBgb63Cio7/AxubGiSttgZzardlo8+ox9bDCfkQQFqFN33uaBj3xO/O4uL8ARGjT34cOQ/2v+P1dDUGrRXnsGPKdu5Dv348gl2OwseVMu05sbNOR3Ni2TPf3YJa7Iybr1lDx5VeIej0uD83Dae5cpLdZ+Ivi80YxC1U1jP4WYsYhiiLZ5ys4tTmbmlIVrn62dLk3CL+ou6MN/z+CdZtRW6Zi+w+XqC1V0nVMMO0G+d2xP7SoF6jbnoPieDGmPjY4T428pmVwZ+5OXj7yMqEOofww6AecLG6e9ImiyPvZJXyTX85cbxfeC735mTNB0HPx4lxqak7i+pMD5tlS/AbUYuEIPLAf7G4QvCirYPFQkJca/bQ8Gws/NCjkbPzoHYozUhkw5yHaDvkjeySKInVbs1EcK8a6iwcO94ZcY6wXX6dkWkI2JlIJv8YFE21z40BZEESOr8/k4r4C/GOdGTw3GjOLPwKYqsICzu/cQtLhfeg1GnwiY2g/bBTBHbs034Z1HfzTPbOuhqAxID9UgPxwIUgkJIUX8pbhc/Qyw22Zz7qd60defR7Lk5ezKXMTofW+PCCfQEiNNxJzGTbdPLHp4Y3sRnKyfzPKcrI4+MsiCpMTcfH1p8/M+wlo0675HUURkjfCzpeN913HOTDgDbC89SBaFA3k5v1ATs5XmJm5EBX5MU5OxsRJZk0mS5OXsjV7K4IoMNBvILOjZxPreq2pcMaZMg6tSsOgF+gxLoTo3sb1Sa8zsHdxMlnxFbTp70OP8aHXtJNo8/PJmzYdJBL8V67AzOePWa+jNXIeT8mnTK1Dml7He238mN395u41tbqYs+cmgCjSocNaLC0bk1pDXR1lH3xA3abNmEdE4PXhfCwibjzPmXghh/2L0pGb1dD9QR/6RV5OKlWkIS4bi7ahhqmR72EX2u+2GgjrtVou7N7GqY1rUcvrCe/emx6TpuPo8fd6z9xO/JNij78barWa1NRUEhMTyc7ORhAEnJyciI6OJiYmBje369uhtAQJhbVMWXgSH0crVs/rioNV8+tsVVEBa95+GYCJb85vZIq+/lwhL6y7iLOJhsFmGcyZOp7g4GB0Oh2//fYbycnJdOzYkWHDhiHRCFQuS0GbU4d+cA450o9pkNhw3qQXv+UcwCAaGOV3D94HapGn5BDddyAeAUGUHF9PclEhBpUFMtH43s2trHELDMYtMBj3wGDcg0Jw9PBqJFZTWXWQ5OQXMBgUhIa8grf3tGs+O32tmrqduTRcqEBqc9kouGPLjILl1WpObc4m7VQpFlamdBweQEwf7+vaDglaLcrjx5Hv2HmFbDVYW3MotgNH23bCoa6W6fJKejzxCGZ+fk0e45ZwaR1sehSsXGDKymtiPkEQST9dyuktOcir1HiG2NN1dDBed1B8riX4j2DdAWjVevb/kkJWfAUhHdzoNyOiUcB9u9GQWEn1unQAnMaHYRnTODt0pPAITx98Gi8bLxYOWnhLVQFRFHkrq5gFBRXM83XlrWCvm140dbo6zpwdi15Ti+v/LJCV6/DrXYJFSCDM2QFmN2gFqCuEn4aAQQP37bpmwFGnUbP1y4/JPneaLmMm0WPS9CvXKYoi9btykR8sxKqDO47jQq9ZlNKVaiZfzEJhMPBLbBBdWzAInni4iMO/puPkac2IR9tcU35XKxRcOrCbC7u2Ul9Rjp2rG20HjyC2/5CWtWU1gX+6Z9bV0FerqduRQ8OlSrA3YVvgCb5RL8bN2o2n2t/8fNatrh+iKHK27Cy/JP/C4fzDdFfGcb98Au61DkhtTLHp6W30sLqD9/itQllbw9Ffl5F4cA+WNrb0mDSd2P4tmLMCqM42elpl7gWPNkZPK5+Ot+W6GhrySUp+lrq6eNzchhMR/i4mJvacLTvL4sTFHCk6goXMgtEho5kZNRNfu2vlyNVKHYdWpZF5thz3QDsGzo7Cwd1IyNUKHdu/T6Akq44e40NoO/Dah7+urJy8adMQ5HL8ly/DPDQUAK0g8GF2Kd8XlOMikVJ3vJT7Yrx5a9TNSSrrdHWci5+EWl1Chw6rsbVpTJwUhw9T8trr6KuqcJn3IC4PPYSkmSxw/Ol0ji7Jpc6iggGPhNA9pIvxhYLTiCsnIheljI36kPbh3W6bgbAgGEg+fIDja1cgr6zAv007ek2ZhXvQ9dsX/6n4p8UefzU0Gg3p6ekkJiaSmZmJwWDA3t7+Cqny9PS8rc+j45mVzF58hhhvO5bf3wUrs+bX3KrCAta88zISiYSJb85vpIh6ILWch5efwxINg0zTmDNxFJGRkQiCwN69ezl+/DihoaGMHz8eM5kp1WvTabhYgbRbA7mu81FrSnD2e4YtFeWsT1+PTCqjqzoMz4M1RMd1Z9ijz2Kes5uD25/iE1Mn7JTWDLLsgXmVloq8HAw6HQCmFpa4BQReJl0huAcGY+1qSVraS1RVH8bFZSCREfMxM3NC0OiRHyxEfqQIANte3tj29bkpo+CKfDnHN2RSmFqDnasl3UYHE9z+xm12glaLfO9eKr7+Gk1uHlJRRGFpxbE2Hajq3Y9+wwfRz8P59vzdBQPse8eoIu3XDSYuA5vri4AY9ALJR4s5uz0XVb0Wv2hnut4b1Gjm7K/EfwTrDkEURc7vzufkxiwcPa0ZNi/2ykP/TkBfrTaqDBYqsO7micOIoEYtg2dLz/LY/sewN7Nn0eBF+NndfJZBFEVeuyxv/pifG68G3fwiqlRmcebsWCxkHji+1YCkToVfjzwsug423kw3MjmuzICfh4CpNczddY1rt2AwsGfRtyQe2E1Mv8EMeuDRKwGlKIrI9+VTvzcfyzhXnCaGXyOZXajWMvliFoVqLQujAxjs0vyAbX5yFbsWJmJiJmPEo21w87e7ZhtBMJB19hTxOzZTmJyIibk50b37027oqEZtDC1FI8+swGG83vWf55l1NdRZtdRtyUZXqkTrI+UrlxXs0xyhjUsbXuj8Qqul6m92/dAZdOzI3cGy5GVkVmUwQtmHabX3YCu3QOZkgW1vH6w7uN11HlZXQ6/Vcm77Jk79tgaDTke7YSPpOnYSFtYtIPR6jdGH7sj/QGoK/V+FTg/csqcVGO+/kpJ1pGe8i0QiJTzsbZxdh7OvYB9LEpeQVJWEk4UTUyKmMCl8Eo4WTVfK8pKq2P9LCmq5jk73BNJ+iB/SyxWa+soGtnx9EXmVmoFzogjpcK0ojL6mhrwZM9AXl+C3dAmWscbKWIZSzaPJeSQoGhhkbcWxzVn0Dnbmx5kdMbmJCpDBoOHCxdnU1Z2nbdzPODl1/+M1hYKyDz+kbt16zEKC8Zr/IZaxMc0e8+SxZM4sL6LGupThj8fQ0f9yJTJ9F+KaWZSZO3Nv9MdMjOxwWwyERVEk69xpjq5aSlVhPh7BofSaOhu/mH+WdURr8E+MPe40dDodGRkZJCYmkp6ejl6vx9bWlujoaKKjo/HxubXxgeawM7GUR1aco2eoKz/O7IjZdaouV6OqMJ/Vb7+MVCZj4hvzG7VDn8ur4b7FpzHoNAwwSWXOmMG0bdsWgDNnzrB9+3Y8PDyYOnUqNtY2xuTsoUJMIs0oif2e6tojeHlNwtpzLgsu/czW7K2YYUJEhhU91ZFMevZtHKR1lK6ewnNmKi5amDExbALPtn8WZWk5ZTlZlOdkGX/mZqHXaAAwMTXDxT8Aa1c9OrOT2HqY09bufYSTZggKHVZtXbEbGtCkN2prIIoi+cnVnNiQSVWREvdAO7qPC2my+vO7VUTZRx9jqK7GYcpkrDp1pvrAAeT79mGqUKCwtOJSu064Dh/GgBFDsLK8yetT18H6+41m9R1mw7BPwKRl3SE6rYFLBwqJ352HRqknuL0bXUYF4ujx186D/kew7jAKUqrZ/WMSgiAyaE4UAW3uoJmjXqBuZy6Ko0WYetvgPDWi0RxIUlUSD+15CJlExsLBCwlzvPmhdFEUeTG9kF+Kq3ja350Xg25uHgGM5fCLF+/HxboXli/mgKIOvx75WIx4BAa/e+Odi8/DknvA3hfmbAerxi2QoihyfM1yTm5YTXDHLox44nlMzf+44esPFlC/MxfLGGecJkdcM8dWqdUzLSGLREUDn0f4MdGj+RbLqmIF275JoEGuZeB9UQS3u77aX3luNvE7NpN67BAGnQ7/Nu1oP3wUgXEdmvS3uR7+7Jn1ce+PaeN6g1m2uxyiIKI8U0r9rlyEBj3l4WreMv2CHH1+q+ezWrt+1KhrWJu+llWpq5Ar65muHsXIyj6YK2WYelhj29cHy9i7z8PqaoiiSMapYxxavpj6ijKCO3alz/Q5OHq20Jcq+yBsexaqMiF6DAz54JoExs1Cq60iNfVVKir34ODQhaCw99hecIJlycsoUhThb+fPzKiZjAoedV2ZY53GwLH1mSQdLsLR05pBc6IaZSnL8+rZ+s1FBIPI8EfaNBksGBRK8ufMQZOWhu/ChVh37YIoiiwrruLNzCIsZVKe83Dl8+UX8XawZO1D3bC1aL0SnigaSEx8kvKKHURHf4GH+8grrylPnKD41VfRl5bhPPc+XB577BpJ+KZw5EACF9aUU2VbyNgnO9LG+zIhu7AKcdOjZNqFMi5qPs/HtrktBsKFqUkcWbmU4rRkHD296Tl5BqFdevxjq+UtxT859rid0Ov1ZGZmkpSURFpaGlqtFmtra6KiooiOjsbPzw9pK55Xt4o1Zwp4YX0C97Tx5MvJ7ZC1oC2uMj+XNe++ikwmY+Kb8xuthRllcmb8dIoaRQP9TNKZM6InXboYq8FpaWmsW7cOKysrpk2bhpubG4qTxdRuysLEyxL5wH3klyzEzq4dbWK/pbBBwbcXvmVP3h7MdTLaFrjw/Jj3CY+IQLdhHl9XnGCxgx0RDmH8r9/njZLdgmCgpriY8pzMRsTLUXSjrXM/HMzcqBGKqfGpxz7SG7fAYFz8AjA1a5kYxo0gCCJpJ0s4tSkbZZ2WwDgXuo0JvkJKNNk5lL7zDqqTJ7GIjcXz7bcaeVqJWi21x0+QsmkLZocPYa1UoLS0pLprD6JGj8Srb58WrW3GP1YGrJoCNTkw7GPoNPem3pOmQc+Fvflc3FuAXmsgvKsHnUYEYufy18xH/0ew/gLUVzawY8ElKgsUdLonkE7DA1rUJ3uzaEiqonptOogijuNCsWrzR0k1qzaLB3c/iNqg5ruB392Sca0gijyXVsDKkmpeCPTgmYCbbz3My19EZuaH+DnNhqf3I9ZV4derCIuZ/zNmL26EnMOwfDx4xMLMTWB+bXb+wq5t7Fv8A16hEYx+8Q0sbf4IxuRHi6jbmo1FhBPO0yKRmDZ+UCj0BuYk5nCkRsFbwV485Ne8PLqqXsv27xMoy6mn25hg2g2+8Syeqr6OhD07uLBnO8qaahw9vWg7ZCQxfQdgZtnyyufvnlnlqnIebffoP9Iz62oIKh31+/JRnChBYiblQkQeb2s/Q5TCnJg5zI6e3ex8VkvXj+zabJalLGNL1hZMtTIe082gZ0kcMjWYBdhh29cXi3DHuz6oLMvO5MDSRRSlJuHiF0DfmffjH9u2ZTvLy2D3q3BpLTgGwohPb6t5Y2XlAVJSX0Knq8fJ9yGO1EtYnb6GOk0dbV3bMjtmNv18+93wO1uaXcfexcnUVTYQN8CXrvcGYXJVFTH3UiW7FiViaWvGyMfjmsxaChoNBQ/OQ3X2LD5ff41t/35UafU8m5bPzsp6+jja8pafOw/+eJoGrcCmx3rg7dD6h7IoiqRnvENh4S+EhryCn58xUBCUSso+/ZTaVb9iFhCA14fzsbycNW8O+3fFk/xbDRUOeUx5qicRHmHGGbnjX8GeNzjj3JE5Ue/yaZvoWzYQrszP5ciqpWTHn8Ha0Ynu46cS3XcgMpO7tx32duKfHnvcCgwGA9nZ2SQlJZGSkoJGo8HS0pLIyEhiYmLw9/dHdgu+RreKBYeymL8jleld/Xj33pgWrcsV+bmsfecVZKamRpJ11bxgcW0DM346RV6lgl4mmcwe2I7evXsjkUgoLi5m5cqV6HQ6Jk+eTGBgIA0pVVSvTEVqY4o4tpj04teRyayJjfkGB4eOJFcl8/nJTzlZeQZLtYxxLsN4auQbmJ/4hkMn/8cr7m4YTC14u8e7DAkY0uT16spV1G7LRpNWg2AlkmNxgNTSA6irbNCrjdtIpFKcffxwDwy5MtflFhCEqcXNVY50WgMX9xYQvysPvU4guqszoWX7qP9lMRILC6On1cSJN/S0EjQazu47RPaWrQSeOo6dSonW0gqzvn3wGXkP1j16XJ9sZeyBdXONnRITf4GAnk1v1wo0yLWc25VH4sEiRFEkupc3HYb5Y21/68T0RviPYP1F0GsNHFyZRtrJUgJinRk4J6pJ5Zbbdr4aNdWrUtHmy7Huerll8DJxKJQX8uCeB6lsqOTr/l/TxbPLTZ9HEEWeTM1nbWkNrwZ58ri/e/M7NQFRFElOeY7S0o1Eer6D8pGfEGrK8OtbieXjv0JwM74QKVthzQwI6gtTVjdZSk4/dYztX32Cvbsn4155BzuXP4in4mQxtRuzMA91wHlGFNI/KYxpBIFHkvPYVlHHE35uvNyCtki91sC+X1LIPFtOZA9P+kwJv+4Q6e8w6HWknzrO+e2bKclMw8zSiph+g2g3dCQO7i0jsH/2zJrfcz6uVrduXvh3QleuonZrNpr0GnA25bfAwyxULsPNyo2nOzzN8MDh1w3Kb7R+iKLIiZIT/JL8C8eKjuFpcOVp/X3EFAQg0YlYRDhh29fnrvWwuhqKmmqO/voLSYf2XZ6zmkHsgMEtM3YVDHD2Z9j3LugboOfTxv9Mb0+mz2BQkZE5n6KilchNAjlLLDvyDqMTdPTz7cecmDnNSvMb9AJntuYQvysPG0cLBsyKxDu8cetg0pEiDq1Mw8XXlhGPtmnyASrqdBQ++RSK/fvx+vgj7EeN4mB1PU+k5FOrM/BqsCcz3J2Y8dNpEovqWD2vG219HW7qfeflLSAz62P8fOcSGvoKAKozZyh+5VV0hYU4zZyJ69NPIW1hMLRzy2mytikodc5i9tMDCHYJMvqR7XkdTnzDTvf+PB/1Gj/Fhd+SgXB9RTnH1iwn+cgBzC2t6HTveNoPG9mo+v//Af+G2KM1EASB3NxcEhMTSUlJoaGhAXNzcyIiIoiJiSEoKOhvJVV/xvwdKSw4lM0T/UN4ZnB4i/apyMthzbuvYmJmxqQ35uPg8Uf3TY1Sy31LTnOhoJZuJrnM6hXK4MGDkUgk1NbWsmLFCqqqqrj33nuJi4tDWyCncmkSokHEcoo5qVXPoVYXExb2Bt5eU5BIJJzKP857u14j16wCR8GGJ7s9y70Sayo2PcRzjlYkmJkwOXwyz3d6/ooasEGhpX5fPspTJUhMZdgN8MOmuxcSEykVFbtJSn4ZjdyAg8kMdLWuVypdqrpa4xuRSHDy8jGSrd9JV2BwqywTVPVaLn65AbMN32HVUIG+fT9CPn0TS6/WxXiZdXK279iLsGcPXS+cwV6pQLCywn5Af+yHDsW6Z08j2bqSJHoT3GOMVjyO/q06V3NQ1Kg5uz2XlGMlSGUS2vT3od1gfyys70ws/h/B+gvxuz/L0TUZ2LpYMOyhWJzvoEeOaBCo25WL4nARpp7WOE2LxPRyabRCVcGDex4kvz6fT/p8Qn+//jd9HoMo8nhKPhvKalpc4WnyOAYN8eenolCkEef7DdX3v4OhuhS/QSosX9wFrs0soOeXG5VmosfAuJ+gicCyIPkSGz9+FzNLS8a98s4VE0IA5ZlSajZkYB5oj/OsaKTmjfc3iCIvpReyrLiK6Z7OfBTe/NC4KIic3prD2e25eIc7MPTB2BbfzCUZacTv2Ez6yaMIgkBwh860HzYK3+g2zZK7f5Nn1u8QRRF1ajV1W7PRV6nRBMr4zGkph1XHbzif1dT6oTFo2Ja9zThfVZtJDOE8rpmJX64TIGLVxhXbvr6Y/sU92zcDvVbLuW0bObVxLQadjvbDR9F17KSWP0yLz8PWp40/A/sYPa1cbp9gQX19AknJz5BYk8dJfTBnqosxlZpyb8i9zIyaSYB9QLPHqCpWsHdxMpUFCiK6e9JrQihmln9UUURR5NSmbM7tzMM/xpnB90c3KSwkCgLFL71E/eYtuL/+GlaTpzA/u4QFhRWEWVnwfbQ/UdYWPLX6ApsuFPPt1PaMaHNz7c8lJb+RnPIc7m73EB39OaJaQ/nnn1OzbDmmPj54zf8Aq44tFwvZsv44+XvUlLpm8MCzw/Fz8AW91rjmXVrDLz5j+TLyGVa0DblpA2FVfR2nN67hwq5tIJHQbuhIOo+e0Kji//8J/5bY40YQBIGCggISExNJTk5GqVRiampKeHg4MTExBAcHY3qXmkSLoshL6y+x+mwBb9wTxX09W6buWZ6bzdp3X8XU3IKJb85vlLxUafU8vDyeQ+kVtDMpZFZHD0aNGolUKqWhoYHVq1eTm5tLv3796N27N4ZqNZWLk9DXqrEb70W25H2qqg7i5TmRsLC3kMnMEQwGfloznxXlv1HloMXfxo/HwibS78j3fK0vYam9HZFOkfyvx6c4JEqNRsFao1Gw3QA/ZH/y61NrSklOepaa2pOXxYHex8TEFmVNNWU5mZRlG+e5ynKyUFRVXtnPwcMTt8siGsaKVxCWttfOievKyin7cD7yHTuR+fpR1GkWydUeWNub0XlUEBHdPFtt7Fuj07Miv4xTew8Sd+oYfS6ewUapQGJtjW2f3tg55mKt3Yc0djSM/u7GIme3iNpyFWe25pB+pgwzcxntBvvRpr/vbRej+49g/Q0ozqxl18JEtBoDA2ZGNjl8fTvRkFJFzdp0RIOI49gQrOKM56tV1/LIvkdIrkrm3R7vMjJ4ZDNHuj70gsjDyXlsqajlvVBv7ve5uYqJRlPOmTOjkUhNiPP6jtI5j2GoKsVvpCmWrxwA62bmCY59ZczmdphjVDtrgohU5OWwfv6b6LUaRr/wBj4Rf6iCqc6XU70mDTM/O1zmRF+jDCeKIh/llPJFXhkjXO35NtK/kdne9ZB6soQDy1Kxc7HknsfaYO/a8rY/eXUlF3fvIGHvDhrk9bj4+tNu2Egie/Vrtvf63+KZdTVEvYDieDH1+/IR9QKlUSrekH5Ggbaoyfmsq9ePyoZKVqetZk3aGqrV1Qww7cnc+vE45pmBTIp1J3dse/lcY3dwN0IURdJPHuPwip+prygnpFNXek+/r+Uy2eo62P8+nFlklL8d8gHEjr8tnlZgtGLIyv2WrSnfc1BhQbbagL25PZPDJzMlYgrOls7NHkMURC7sK+DUpmzMLGX0nRZBUNvGa4tBL7B/WQrpp8qI6ulFnylhV4QuGh1LFCl79z1qVq7E9aknqZwxi0eS8khWqpnj7cIbwV5YyqR8uTeDz/em8/yQcB7td3NEs6r6KBcvzsXBviNt2/6M+mIyJS+9jDYvD8epU3F77lmkVi1bA0RRZMOqI5Qe1lPikcajz4zB084DNApYMxOy9vFR4ANsC5/LqrbBeN+EgbBOrebcto2c2bIBnVpNdN8BdBs/tVGV//8j/m2xx+8QRZGioiISExNJSkpCLpdjYmJCWFgY0dHRhIaGYna7fYzuEPQGgcdWnmdnUimfTYxjbHuf5nfiMsl65xVMLS2Z9OZ87N3+eGboDAIvrEvgt/NFRMjKmN3GhvHjxmJiYoJer2fz5s0kJCTQrl077rnnHlALVP2SjDavHrthflT4rCc371vs7OKIjfkWCwtjkibtxBF+WPcu8SE1VFupCXcI5fEGMOQdZ4vVUKZXjMZd63yNUXBTEEUDeXmLyM75HHMzN6KjP8fB4dqEjaqu9qp5rkzKc7KoKy+78rqdqxtuAUa5eDf/QMzjL6L4YQGiTofzQ/Nwvv9+pGZmFGfWcnx9JmU59Th7W9NtbMhN+U1pBYEt5bUsyinBJP4c9547RK/4E4hqEam5CTYDh2A7dAg2vXq1uLJ/s6gqUnBqczY5FyuxsDGlw1B/Yvp4N2o5vxX8R7D+JihrNexceInS7HraDfKj6+igJoOC2wV9rcbYMphXb/R/uicIiakMpU7JE/uf4HTpaV7t8iqTIybf9Dl0gsi8pFy2V9bxUZgPs7xvbri6vj6Bc/GTsbNtQ4z7hxRMn4mhqgy/SZ5YvrgTTJu56fa+BUc/h17PwYDXmz5HRTnrPngDeUU5w598ntBO3a68pkqooPrXNEy9bXCdE420iVbOhQXlvJFZTE8HG5bEBmJj0vwNWZxRw/YfLiFBwrCHY1vt0aDXakk9doj4HZupyMvBwsaWNgOGEDd4xA0DoX+TZ9bVMMi11O3KRXWuDImVCWcjs3hP9QVIJcyJmcOcmDlYmlgyduxYPvzpQ5YlL2Nb9jZ0Bh0zrSYwpqI/FgUiEgsZNt28sOnudVd7WF0N45zVQopSk3H1C6DvrAdaruYmipC0wehppSiHTvdD/9fA0uG2XV+1PI0fTzzKzooSKvRSvK09mRk9m9Eho1vsaVZf2cC+pSkUZ9QSGOdC32kRWNk1/vtoGvTsXHCJwtQauowKosMw/+s+8Mu//JKq73/Acc4ctk+bwztZxVjLZHwe4XtFIXTThSKe/PUC49r78OmE5ivFTV63PJH4+KlYWvrSLnoptd8voernxZh4uOP1/vtYd+vW/EEuQxRF1iw9SOVJkRLvFJ58ZhKu1i6grIQVExBKLvB86LNkRky6KQNhg17PpX27OLF+Faq6WkI6daXn5Jk4+9wBL5t/IP5NsYdRubOEpKQkkpKSqK2tRSaTERISQnR0NOHh4Zi3VITgLoNaZ+C+JWc4lVPNgukdGBjVsja2spws1r37KmZWVkx8Yz72bn/sJwgi83eksOhIDgHSamZHSJg6eSJmZmaIosiBAwc4fPgwQUFBTJw4EXOZGdVr0mi4VIlNdy+0XTJJTn0eqdSC2NhvcXToBBiJ3W+fvkuiRQEp7fTYy214umIKAUo/SsyK+Np9PZEd2/Nsx2dblAytq79IUtJTNDQUEhjwKAEBjyGV3ngdaFDIKb9avTAnk5qS4iuvW0ikeERE4Rkde6XiZeNkTIhlxVdw4rdM6ivV+EQ40n1cCK6+ra9wi6JIYspB/DbNRapV8bn5LKKLdESePoGkrhaplRU2ffsayVbv3neUbJXl1HNyUxaFqTXYOJrTcXgAEd09kd1iTP4fwfobYdALHF2TQeLhInwiHBl8fzSWNncuwBMNAnW781AcKsTUwxqnaRGYulqhMWh47uBzHCw8yJPtn+T+2Ptv+hxaQWBuYi57qur5LNyXqV7NZ6mbQmnpZpKSn8bLaxLBto+SP3UihupK/Oa2xfLJX2+cZRdF2PIkxC81ZuW7PdrkZqr6OjZ+9A6lWRkMvP8R2gwceuW1huQqqlakYOpuhcvcWGRNtPWtLa3mqdR8om0sWdkmGJcWeHLUlqvY9m0C9VUN9J8RSXiX1guDiKJIYUoi8ds3k3X2FEggtEsP2g8diVd45HWDwn+TZ9bV0BbKqd1idLLHw4w1/vtYXL8Kdyt3nu7wNG88+AbaGVqsZFY8ajWHfgXtkJRokdqaYtvTG+sud7eH1dVQVFdx9NdlJB3eh6WtHT0nzyCm36CWzVkBVGUZ1QGzD4BnW2OV17v9bbu+6oZqfjz7Or/lHkYhQLi9Dw+0fYqBfgORtfAaRVEk9UQJR9ZkANBrYhgR3Tyu+a4qatRs/eYiNSUq+s+MILzr9Vv5qn5eTPnHH2OYMpX5o6eyr1pOfydbvoz0w9XMeG+fy6tmyqJTtPVxYNn9nTFvQdLkz2hoKODsufFIJWbEWL9H5WufoM3MwmHCBNxefAFZK/zuREFkxY97qYuXUeyfxPNPzcDB0gFq8xGXjUFfW8D9EW8gjRjRagNhURBIO3GEY6uXU1tWgk9kDL2mzsIrLLLV7/nfjH9D7FFWVkZSUhKJiYlUV1cjlUoJCgoiJiaG8PBwLC3/GkW1Ow2FRs/URSdJK5WzbG4XOgc2r/gLxmTV2vdexdzKhklvzsfOtXFH0e9iGp7SemYGqZkzfQoWl4P9+Ph4tm7diouLC9OmTcPO1o667TkojhZhEeWM+SgZiamP0tBQQGjoa/h4G/04VfV17Prf57hWuRNgE0OtiYIlLhuptTyKo6Bjp5U50c7RfNLnE3xtm7du0esVpKe/TUnpBuzt2xMd9TmWli2r5Bnq66n44gvKV69G5eGGYdgQ6sxNKM/NprqoEFEUALC0s8c9yEi2XPyCqC2z5tKRerQNBsK7eNBlVNA13p83RPwvsPUZsPehYMxSvlc7s6qkGo1Ox4ySHCYknsPu8CEMNTVIrKyw7dsH2yFDsendC+kd+s4WptVwalMWpdn12Lla0mVkIKEtNG9uCv8RrLsAKceLObQyHUs7U4bNi23SO+l2oiG1mpo1aYh6AccxoVi1c0Mn6Hjt6Gtsz9nOfTH38VT7p246+NYIArMv5XCwWs4XEX5M8mzZQvdnZGZ9Sl7e94SFvYWHbCB5E+/FUFOH7zMjsLrvsxvvLBhg7WxI2Qyjf4C2U5rcTKdWs+Xz+eRcOEf3CdPoOm7ylfetTqumclkKJs4WuN4f22R1Y3dlHQ8m5eJtbsavbYPxbUF7jlqpY+eCSxSl19JxRACd7wm86c+6rryMC7u3cWn/LjRKJe5BIbQfNoqwbr0waaJvvkxZxstHX+ZM6Zl/hWfW7xBFkYaECuq252Co06IOl/Gx7Y+cUJ6BJfDxk68TlxmAUKlB5nzZw6q9+zWKkXcrdFoN57Zu5PTGtQgGPe2H30uXMRNbPmelUxvNGo98Bibm0P91o/RtS4lZMyioL2Bx4gI2ZW5BKwrE2drycMc36O47pFXfbVW9loMrUsm5WIlXqAMDZkU2KalbWahg6zcX0ar1DJsXi2/k9deY2nXrKHntdRJmzuXd3kORGwy8HuzFXG+XK9dWUK1i9LfHsLEw4bdHeuBk3fpEl1ZbzdlzE9DpaghMHony6/WYuLjg+d672PTq1apjCYLIL9/vRnnJlJLgRF54YjZ25nZQloS4fBwNagVTot4nPKp/qwyERVEkL+E8R1YupTw3C1e/AHpOnUVg247/imTL7cY/NfaorKy80v5XUVGBRCIhICCAmJgYIiMjsWphe+o/DdVKLeN/OE5FvYZf53Ul2qtl4kS/kywLaxsmvjkfO5fGJGvduUJeWHcRR4mSqd61zJs1FZvLyZLMzEzWrFmDubk506ZNw8PDA/kxozKxmY8t9tN8Sc17icqq/Xh6jifU/01UR8qRHylEMBhIqTmJ3E9F/XBflqYsoVpbR7RGQ465NTJTC97t8R4D/Ae06H2Ulm4mNc3YtRMR8V4jS4g/QxRF6rdtp+zDDzFUV+M4bRquTz7RKAmkU6upyM+hLPsP2fiqwnwEgwEAc2sbLGy8UNXbIzV1J6pXHN3HdcDiRuunQQe7XoXTC4yiZOMXX7HXqdXpWVZcxc9FlZRodISZm/B0VSEdz5ygYe9eDNXVSKyssOnTG7uhw+4I2RJFkbxLVZzclE1VkQJnb2u6jAoioI1Lq9fI/wjWXYLyvHp2/HCJBrmOvtPCieh2875SLYG+7nLLYG491p08sB8ZBKYS3j/5PmvS1zAxbCKvdn31piW+GwwCsy5lc6RGwbdR/ox1b9oo9EYQRYGESw9RVXWQtnGLsdUEkTd+BIY6Jb5vPojVhGebeZMaWDEBco/CpOUQMbzJzQx6PXsWfk3SoX3EDRpG//seulIRUGfWULU0GZmDuZFkNaFKdqpWwYxL2VjLZPwaF0y4dfNZHINe4ODKNFKPlxDayZ3+MyNuqe9Xq24g+fABzu/YTHVxIVb2DsQNGk7coGFYOzT+7A2CgZ8Sf+K7C9/9KzyzroagNSA/VIj8UCESCei6WPP4By/yfe/XMPW0xravL5YxLne1h9XVEEWRtBNHOLxiMfLKCkI7d6f3tDmNlK+aRdZ+Y9WqOhtixhmrurY3b6lwNS5VXGJx0mL25e1FikhHa4FZ0bPpEfEsklauHdkXKji4IhVtg4Guo4OI6+/bZOawILWanT9cwtTChHsei8PF5/pVofqdu8h+8UV+fugZ1kS0IdLagu+i/Im0+eOhXK/WMe6745TVq/nt0R4Eu7ZeeMhgaCD+/HQU9cm4r/FBcrAQ+9GjcX/lZWR2rUuYGQwCi7/eiSbVgpKIS7z8yP1Ym1lD3nHElZOokZgzNvoj7onpwbOtMBAuzUznyKol5CcmYOfqTo9J04ns0adVfnv/3/BPij1qamqukKrS0lIA/Pz8iImJISoq6goh+LejuLaB8d8fR2sQWPtQdwJdWpaEKs1MZ937r2NhY8PENz+8pu1+f2oZDy87h7nQwES3ch6/byr29kYCV1payooVK9BoNEycOJGQkBAaEiup+jUNmb0ZzrOjKKxbRPXxi7hmTUKmsb5iFJx05gD7F/+Avbsng59+lu1Ve1hyaSEKQY+tREY9AtMjp/NMh2cwlTUvNtLQUEhS8tPU1cXj6TGWsLA3MTFp/LfX5Fz2tDph9LTyeOtNLKOjr3PExtBrtVQW5FGWnXmlxbAiPwdBrzduIDHDwcOfwLhIPIJDcA8KwdHL2xhTqaph7SyjtU7XR2HQO00a1+sEkS0VtfxQUE6CvAEnUxmz3B2ZVpKLbP9e5Hv2YqiqQmJpiU3fPtgNGYpNn963lWyJgkjmuXJObcmmrrwB90A7ut4bhE9EywsG/xGsuwgNci27fkykKK2W2D7e9JgQ2qys961ANIjU78lDfrAAE3crnKdFYuJqyRfxX/Bz4s8MDxzOez3fw1R6cwpCKoPA9IRsTtYq+CE6gFFuDq0+hl4v5+y5CWg05XTq+BumNVLyx49AL9fg+8lrWA2bceMDaOSwdBSUJcGMDdf1VBBFkaOrlnJ60zpCOnVjxBPPY3J5yFeTU0fl4iSktqa4PhDbpHN6sqKByRez0Akiy9sE0cG++UVdFEXid+VxcmM2HkF2DHuozTUzJq2FKAjkJZwnfsdmci6cQ2ZiQnj33rQfNgr3oMYD+/82z6yroa9RU7cjh4ZLlTxy7APWLFqBedjd72F1NUoz0znwy48UpyXj6h9Iv1kP4BvdCiIsL4Vdr0DienAKNnpaBd+8WujvEESBw4WHWZK0hHNl57CSmdDNqoFh7gH0iPsSG5uWySX/Dm2DniNr0kk9UYqLrw0D50RdV1017WQJ+39JxcHDipGPx2HjeP1khuLIUQ6+N58PHnyKbCdXHvRx5ZUgz0aiNHqDwJwlZziRVcUv93Wme0jr50YFQU9Cwjyqqg7h+JMpNvkueL7zNrb9W/9ZG/QCP36+A32WJWUxibz68DzMZeaQshVx3X0UWngwNuZjnojr2GID4eriIo79+gvpp45haWtH13GTaTNwWJMV7v/QGHd77FFXV3el/a+42DhD4+PjQ3R0NNHR0di1ktz/W5BZrmDighNYmclY/3B33O1a1rpWkpnGuvdex9LOjklvfoitc+N77FxeNbN/Po1Bq2a0YxHPzp2Ms7NxDKKuro6VK1dSXl7OyJEjad++PZq8eqqWJiEKAlIrMwzVahocsqiO2kJYrxdwdDRa5BSmJLL5s/kIej0jnngep6hQlux9huXlJ9FIpIgSCHMI46sBX+Ft07xZvCDoyc39lpzcb7C09CE6+gvs7eIQNBqqFiykatEiJObmuD7zNI6TJt3Q06olMOh1VBUWkHk2keTDF6mvzEcUKkA0ki4Tc3NC/O3pb3YAc6EeRY/Xse77WLN+eqIocqpOyYKCCnZW1mEikTDa3YF5nk4EpiZTv2sn8t17/iBbffpg9/vM1m2q0goGgdSTpZzZmoOiRoN3uCNd7w3CI6j56uh/BOsug2AQOLExmwt78vEMtmfIgzF33AxNnV5D9epURK2Aw+gQrDu48+OlH/ky/kv6+PTh0z6fYmFycwOGSr2BqQnZnK1Xsig6gOGuDq0+hkqVx5mzYzE3d6Vjh7WIRcXkTxqDTiHg99UnWPVvRv1QWQWLh4G8BGZvBc/riwHE79jMgaWL8A6PYvQLr2NhbQz0NPn1VP6ciNTCxEiynK/NlOQ1aJh4IYtyrZ6fYwLo59yyh1vmuXL2LknG2t6MEY/E4eR1e+RJq4sLOb9zC0kH96HTqPEKj6L9sFGEdu6G9PKCWq+t5+3jb7M7b/e/xjPraoh6gXETx/+j1g9FdRVHVi0l+fB+rOwd6DFpBjH9BrZ8zkowwJkfYf97xipur2egx1PNi8M0g9+l7ZcmLSW7Lht3S2d626jpYFZJWMD9BAc9jVTaurWqKK2GfUtTUNSoaT/Un04jAptMKomiyLkdeZzanI13uCPDHorF3PL6D2fFuXi+WPorC0dOxN7CnC+j/On/p/tRFEVe35TI8pP5fDQulkmdWi/sIIoiSacfp0y5A/tVMjztRuH+2quYOLa+Yq/XGlj46XbEfGsq2yXxyv0PGTPW55Yibn2KZLsIpsd8yAdt4xjWgnVUUV3FiXWruHRgNyamZnQcOYaO94xplXH5/0eIgog6owbV2TJmf/s0C0e9g8RUisREavzZ6HfZlf/nuttc3s6kiX+/+vcWztDJ5XKSk5NJTEykoKAAAE9PzyukyvEmvnv/RiQU1jJl4Um8HS1ZM68bDlYtS16WZKSx7v3XsLJzYOJb87F1akyy0svkTFt4gjqVmhG2Bbx43zg8PIwdAWq1mrVr15KVlUWvXr3oFdOV2k1ZaLPrALDp5Y1JH4FLiQ/T0JBPaMgr+PjMRCKRUF9RzsZP36MiL4feU2fTceRYqrL389OeJ1hlIcEgkWAqNeWNrm8wOnR0i95Lbe1ZkpKeRqMtx796LOKCeHT5+djdcw/uL76Aievtf9aLokh+UjXH1qdTVViAnZOcaNezxMnXoDHI2FQQQanaDpmpKS6+AbgHBV8xSXbx9b+S2P4zclQafiysYFVpNSqDQE8HGx70dWWAgzXqc/HU79xhrGxVVhrJVu/eRrLVp89tIVt6nYGkw8Wc25lLg1xHQBsXuowKumEHxX8E6y5Fxtky9v+SgpmlCUMfjMUz+M4anRrqNFT9moo2px6rDu443BvM2ux1vH/qfTp5dOKr/l9hbXpzgb9Cb2DyxSwuyhv4KSbgimJXa1BdfZwLF2fj7NSHNm1+QJ8eT/6M6egapPh9/x1WPZsxIq4rgp+HgK4B7tt1Q5+f1OOH2fHNZzh5eTP2lbevLLDaQjmVPyciMZHi8kAspk1IrZdrdExJyCJdqeHrSD9Gt7A1siynnm3fJ2DQCQx9MOaGMyWthUalJPHAHs7v3EJdeRm2zq60HTKC2AFDsLSxveKZNf/UfCxNLP8VnllX45+yfui0Gs5t+Y1Tm9YiGgy0HzGaLqMnYt6ah0PROaOnVclFY7Vq+KfgHHxL11WnqWNN2hpWpKygSl1FuGM4I9w88VHtwsrcnaioT69kYlsKvc7AyY3ZXNxXgL2rJQPnRF03IygYBA6tSif5aDHhXTzoNyPihpX9/MRkHjsaz+nwGAbZWvB5m5AmBWh+PprDO1uTmdc7iJeHt17cQdTrSdo4lzKno9getCaix6fYDRnc6uMAaNV6Fn68HYqtqO2cykuzH8JEIoPDn8KB9zjq3JXHYt9lQdsoujRjIKxWKjizeT3x2zcjGAy0GTiUrmMnXdMq/B8aQ1/VgPJcGapzZRjqtEitTXj4wHssfugzRJ2AqBeMP6/+XS8g6gxX/h3DLYQ/UpCYyJCYSi7//IOEqaU6snUlZKgKKFJXAOBs4UC4SyBhboE42TpeS9quIXiSPwjh76RQJvlHVfVbi+OZlcxefIZobztW3N8FqxYIUQEUp6ew/oM3sHZwZMIbH1xDsopqG5i28DgF1SoGWhXw6ux78PMzJmgMBgM7ftuG6XkFUQYfo/R4Ty/UaTXoihQ43BOERRc7kpKfo7JyLx4eY4gIfw+ZzAKdWs3O778g/eRRInv1Y9CDj2GqraNk7XT+p8pkl40xBot2juab/t/gYtV8FbuhOJvs1+5DerwMwcMcr7ffx7HPiFZ+kq2HIIikHi9Cs+MD2pmuoNY0EiYtR7CypDwn84p6YVlOFhqlEgCpTIazr38jg2RX/8BGBue1Oj3LL89pFWt0BFua84CvKxM9nLBERHX2HPJdO6nfvcdItiwsGpMt61tLYGvVehIOFHJ+dz5atZ7Qju50vicQB/drn9P/Eay7GFVFCrb/cAlFtZqeE0KJ6eN9RxdD0SBSvy8P+YECTFytcJ4WwU7Ffl4/9jqRTpF8P/B7HCwcburY9XoDEy9kkaxoYEls4DXZ5JagoHAZ6elv4e//ECHBz6OP30beQ0+hazDFd9FPWHdtRv64MtNIskytYO4usLu+X1B+4kU2ffoe5lY2jHvlHZx9jEo+2hIllT9eAgm4PhCLqfu1N2udTs+sSzmcqlPyQZgPc1ooVy+vVrPt24tUl6joMyWM6F7NtwK0BoJgIPvcGeJ3bKYgKQETM3OievWj3bCRuPj6k12bzfOHnye9Jp0ZUTN4qv1T/3jPLLj71w9RFEk7fpjDK5Ygr6ogtEt3ek+7r5H5ZbNoqIX978KZn8DGHYZ+ANFjb8nTqlhRzLLkZazPWE+DvoEeXj2YEjIUy4olyBWX8PAYTXjYW5iYtE4kpSJfzp7FydSUKInp4033sSGYmjddndOq9ez+MYm8xCo6DPOny6igG66BW5PSeTanDLWZOW/6ODMnsunt96eWcf/SswyMdOeH6R1abZqpyc4hdelcKvvkYZfnQ9uR6zF1uTlbCrVKx8IPtyMpt0bRI50Xpz+EVBRhx4twZhEb3QfzQexr/NIu7IYGwnqtlvO7tnL6tzWolQoievShx6QZrfse/T+DqDPQkFiF8mwpmqw6kIBFmCNWHT2wjHRqdfVbFMRG5ItGxMxwfaJ2DWkTaFA3kFVXQIYin0J1BSIiDlJrgqReBEvccdBbG0mdXrj5D0BCkxU1rldxu6YC1zQhbHJ7EyPRw+SvJXU7E0t5ZMU5eoa68uPMjpi1cOyiKM1IsmwcnZj4xgdXZMp/R41Sy8yfTpBYLKeneQFvzRxMkH+g0aNxfz6CRk+KtIiKQB1jp00wyrj/moY6uQqbnt7YDfMnN/87cnK+wNY2mjaxP2Bh4WVsi/ttDcdWL8M9KJR7n38VW3t72PMGmWcX8pSPL3kSA1KJlOmR03mk7SNNJr9Fg4GaVb9S8cUXiFotZlN7kt/xEBIzc6Ii5+PqenPJoBZDo4CND0HKFiqd72FT5my0OhOie3nR6Z5ALC+LhomiSH1FGWU5WX/MdWVn0iCvB0AikeLk7XOZdIVc/hmExNySrZfntC7KG3A0kTHT24U53i54mJsiGgyozp1DvnMX9Xt2Y6i4TLZ69cJ26BBs+/a9JbKlVuo4vyefhP0FGPQikd096Tg8oJGS4n8E6y6HWqlj7+Jk8hKriOjmQZ8p4ZiY3R7lr+ueM6OG6tVpiBoDDveGcNotmecOPYefnR8LBy286RayWp2eiReySFOp+SU2iD5OrQvMRFEkNe01iot/JTrqczw8RqE/sIC8Fz9B12B+mWR1vfFBis/DkpFg7w1zdlxRr2kKZTlZbJj/JoLBwJgX37giYawrV1Gx6BIIAi5zYzFrYl6kwSAwLymX3VX1PB/gwTMtHEbXNujZ9WMS+UlVtB3oS7exIa0O/lqCirwczu/cQsqRg+h1Wvxi4mg/fBTebdrwefwXrExdSaRTJB/3/pgA+4Dbfv6/Enfz+lGSmcaBpYsoSU/FNSDIOGcVFdvyA4giXFprVGVSVULnB6HfK2Bx8xXv5KpkliQuYXfebqNnW+AwZkXPwrrhHBkZHyCVmhER8R7ubk2LxlwPgkEgflceZ7bmYmlrSv+ZkfhFX9/GQVmnYdu3CVQWKppNOKgMAm8kZLC8toHQ4gK+7xhJTHjTVeqUknrGf3+cQFdr1szr1uKsNhiDluply8jf9SnV9zVgRyTt+29AdpOJCJVCw8L5O5FWW6Htm8OzEx9AYtDCb/Mg6TcW+ExiZcxTrGwbcl0DYcFgIOnwPo6vXYmiqpKAth3oNWUWbgFBN3VN/x+gLVKgPFOK6kIFolqPzMkC6w7uWHV0x+Sqlvy/eu1Qq9WkpaWRlJREZmYmgiDg4OBATEwMMTExuLtf+xwRRRH0NyBs1xA4Qwu2+YMQch0SyK1EejckYU1U3Jole7Lrtl5iImXdhSJe2HCJe9p48uXkdsha+EwtSk1m/fw3sXFyNpIsx8bxgkqr58GlpzmaVcN9MjmzLX2RKgQswh2xHx5ISlkWGzduxMnJiWnTpuFg70DtliyUJ0qwjHXBaWI4lXUHSEp6BqnUjNiYr3F0NMYwmWdPsf3rTzGzsGDUs68Y44+EtbD5cZY6OvK5jRkGBGxMbXgo7iEmhU+6MsrRcCmR0rfeQp2UhHX37ni8+QZm/v6oVDkkJj2FXJ6It9cUQkNfRSa7A5Ln1Tnw61SoSIXB70HXR1DJdZzZmkPS0WJMzKS0H+JP3ABfTJuIZ0VRRFFddZV6oZF4KWqqr2zj6OmN2+VKV6lvMOuxZnetEhOJhHvdHJjn60qsrbGqJBoMNMTHU79zF/Ldu9FXVCAxN8emdy+j9Hvfvshsbo5sKes0xO/MI/FIERIkxPT2pv1Qf6zszP4jWP8EiILI6W05nN2Wi6ufLUPnxWDXxAzQ7YShXkv1r6losuuwau9GZtcaHjvyBM4WziwavAgf25Z5LPwZ1To9489nkt2gYXmbIHo6to5kCYKW8xdmUV9/kQ7tf8XOrg36314m/8O1aBss8V24qHmSlXMElo8Dj1iYuQnMr99yU1tWyvoPXkdRXc09T71IcIfOAOgqG6hclICgFXCdG4OZz7XvQyeIPJOWz9rSGu7zduG9UG+kLSBZgkHg6NpMLh0sJDDOhUH3RV83w3+rUNXXcWnfLi7s3oaiugoHd0/aDb2HqjAL3jn7HhqDhle6vMK9wff+Y1tJ7sb1Q15dydGVS0k+cgArewd6TplJdJ8BLZ+zAqjMgG3PGBWZvNobPa282t7U9YiiyLHiYyxJXMKp0lNYm1ozPnQ806Om42giIyX1ZaqqDuDk2JPIqI+wMG9dVaS2TMXeJcmU5dQT2tGN3lPCsWjCW+531JQq2fL1RRrkWoY8EENA7PWrQ5fkKh6+lE2mRs/kg7t4e+I92F9HEau8Xs3ob48hiLDx0R542Ld8Lk2bn0/xy69QV3WGqmcErG3C6NB5DSYmN/dgltep+Gn+HqR1ljC4iMdHz0aikcPqaZBzmLeDHiY+Zu51DYRFUSTz7EmOrvqF6qICPELC6D11duuEUP4fQVDpUF2oQHmmFF2JEkykWMU4Y9XRA/Mg+yYVK/+KtUOr1ZKenk5iYiIZGRkYDAbs7OyIjo4mJiYGLy+vu27tFUURDOKfSNoNKnSNiJyhyW1oASG8FVJnkIJKEJGaSrGzMbumXfJ6Fbeyqmx2bP8WG1tHRk1+HmsHx0Yzd+pKFSk7svFVixShxbq7LVFDOxj3l0rIyclh9erVyGQypk6dipeXF4ojRdRtz8HM3w7nmVGoKSDh0kM0NOQSEvIyvj6zkUgkVBbksemT95BXVTDw/keJ6TcIShNh9TTylaU8GhhOrrYGADcrNx4Mm02PTdnIV61G5uKMx8svYztsWKPvjyBoyc7+nLz8hVhZhRAT/QW2trfR/y77kFEpUBSMEuwhjSXma0qVnPgti5yLlVg7mNNlVBDhXT1alEhW1tZQlpNJebZRvbAsJxN5ZcWV1/WBoVxs15vjrv6oJVK62ljwSKAnA53trsReoiD8QbZ27bptZKu+qoGz23JJPVGCzExG2wG+fLTkuf8I1j8FORcr2Ls4GamJlCH3R7dKLvJmIAoi9fvyke/Px8TFkqrhMh688BgWMgsWDl5IsMPNzXZUavWMu5BJfoOWVXFBdG1mpuDP0GqrOHN2DKKgp1OnjZibuqBfMo38BWeMJOuHBVh3737jg6Rug9XTIbAPTF1t9Aa6DlR1tWz48C3Kc7MZ/ODjxkUO0FerqViUgKDS43JfDOZN+JcJosjbWcUsKKhgjJsDX0b6YdZCWeSEAwUcXZOBs48NIx6Jw8bxzomdGPR6Mk4fJ37HZkrSUzG1sMSnb1c2OsdzviaBYYHDeKPrG9iY/fOkfu+m9UOnUXN2y2+c3rwOURDoMGI0XUZPaJ3wgK7B6Gd17AswsYQBr0PH+27K00pn0LEjdwdLkpaQUZOBm6Ub06OmMz5sPLZmtlRU7CEl9RUMBiUhwS9cHshuhaGtKJJ4qIjjGzKRmUjpMyWc0E7uN9ynOKOW7d8nIJVJuOexuOv6AgqiyA8FFczPLsZeXs9LyxYw9oWnserYscntG7QGJi88QXqZgrUPdSPGu2VVPlEQqFm1ivJP/4feQ0LVszpMrZ3p0GEt5mY31xZYW6Vg8Uf7kCjMsRhRwUMjZoCiHHH5OMSyJJ4MewF5zES+jwpo0kC4MDmRw6uWUJKeiqOXD70mzySkc7e7LhD/uyEKIprsWpRnymhIqgS9iKm3DdYd3bGKc0VqdWMlxTu1duh0OjIzM0lMTCQ9PR2dToeNjQ1RUVHExMTg4+OD9D/5/EYQRREEsdmK242qcmczq0gvqqONuy2RrjbXJ4JXHQNBpEJdwOHStViZ2NHPcwoWssYBuIjIAfS8TQN9MeFVLDFDYpxxM5FSa6Jih3AOtahlkE0HAq29EdR69GUqJGZSzEMcwUZLns3/qDU5jrM4kADZc5iYWqETdFzYu43y/CwCOnSgzZBhSAUVksPvoSs8zMKgKFbr87AyiFSYa3CvEZkldGXS/Z9iZudw3c+zuvoYScnPodPVEhLywhVSdwt/IDi9CHa+BM4hMGXVDed/izNqObY+k/Lcepy9beg+NviGHQ3Xg6q+jvLc7CuS8eXZmZTW1JAQ2YH4mG7IbR1wUysYo5czwdOZgKDgK+2eoiDQcP78H2SrvByJmRnWvXsZpd/79Ws12aopVXJ6aw6ZZ8vZV/7NfwTrn4SaUiU7FiRSW6qk25gQ2g7yveMPVXVmLdW/piJqDKgH2HB/2VPoRT0/DPqBaOeWeSf8GRVaHWPPZ1Ks0bE6LpiOLZA1vxpyRSrnzk3A2jqU9u1WIRME9N8NJX9VCVqVBT7ff49Njx43Psj55bDpUYgaDeN/vmGAqlU3sPl/H5CXcJ6ek2fSefQEJBIJ+loNlYsSMMi1uMyOxjzI4Zp9RVHkm/xy3s8uoZ+TLT/GBGDdQlnU3EuV7P4xCTMLGSMejcPV786bApdmphO/cwtpx4+gF/QU9bThgG0Knjae/0jPrLth/RBFkdTjhzlyec4qrEsPek+fg71bK+djMvbC9mehJhdiJxrbL2xvTFiaglwrZ136OpanLKdcVU6IQwizo2czPHA4pjJT9HoFGRnvU1yyBhubKKKjP8PGOrRV51DUaNi/LIWC5Gr8opzoNyOy2SRB5rly9i5OxtbZgpGPxzVpMgxQotHyREo+R2oU9MlN5+nvPyfm04+w6d20OIsgiDy6Mp6dSaUsnNGRQVEt+8y0hUWUvPYaqpMnMR/YiZJJORhQ07HDWqysAlp0jD+jsryOZR8dggYT7EfXc9/gyVCdjbhsLNr6EuZEvo137Ajmh/pg8qesbkVeDkdWLSXn/FlsnJzpNn4qMX0HXlEF/Q9G6Gs1qM6WojxXhqFGg8TSBKu2rlh38miypft6uJ1rh16vJzs7m8TERFJTU9FqtVhZWREVFUV0dDT+/v7/kao7DFEUeWn9JVafLeCNe6K4r2dg8/sYRES9gYLES2z84j0cnTwZ0nUeukSjMqBltDMWEU5IJBIWJRbxeVIxYRIN7wQ6EeHrf6Uyp2hQsiX/EBWaGno5tCXGPBBBqUVfpQZAamGCIBio8tlEZdBvmMv98L7wGKbqlo1kiIicsU5iqdtmsi0K8dN6Mls5hp6GjkhNZE20WMoQpFpq5CdRabOwtPHC1WMwJha2zbdh/qlVE0GLZPtzcH4ZhA2DsQvBovk5e1E0ek2d3JhFfaUa30hHuo8LwaWJjqDWQK1UUJGbTVFOFtur5Gy39aDQ0Q0LtYq45DP0KEglxMP9KjGNEGycnFFfvEj9jp2NyVavXkaBjH79GpkwN4fqYiX3PzbjP4L1T4NWrWf/LylkxVcQ0sGNfjMiMLNo+RzBzcAg11K9Og1NZi1itDWPmr1BuaGSb/p/Q0ePpjPGzaFUYyRZFVodq9sG096udSSrvGIXly49gofHaKIiP0WiKEf/dX/ytxrQKszw+fY7bHo17Xt1Bce/ht2vQYc5xharG5BVg17Hru+/JOXoQdoOuYd+sx9AKpVhqNdS8WMChhoNzjOjsAhtWq1reXEVL6QV0N7OimVtgnBsou2nKVQWKtj27UXUKj2D50YT2ObmsuathaKmmot7dpCwdwe5klKOdqxFaabj0bhHmBv3wD/GM+vvXj9KMtI4sHQhJRlpuAUG02/mA/hExbTuIPXFsPNlSN5ozA6O+AyC+rT6WkqVpaxIWcHa9LUodUq6eHRhdsxsenj1uJKoqa07R3LSczSoC/D3n0dQ4JNIpa2bMco4U8ahVWkY9AI9xoUQ3fvGAj2iKHJxXwHH1mXiGWzP8IfbYGHTdHVhe0Utz6YWoBYEnj6xn4FLF+Hz2f+wGzbsusf/eGcq3x3M4tXhkTzQu/nZJFEUqV27lvIPPwLA+eWnyPZfi1KVTfv2K7C3u77Vw41QWlzNqk+OIWoluE/QMq3vWCi5iLh8HAqtlkkx8+nfZsA1BsJ15WUcW7OclKMHMbeyovO9E2g3bCSmZnfWwuOfBFEv0JBchfJsGZqMGhDBPMQB607uWEa5GAPBVuJW1w6DwUBOTg5JSUmkpKSgVquxsLAgMjKS6OhoAgMDkf1Hjv9S6A0Cj608z86kUj6bGMfY9i0bdxAFkcLN51Afq8RSZo1ZlD1OI8Mw+ZMX3+ozeby8/hKOEhUvdrNlwsihV+5lrVbLunXrSE9Pp3v37gwcOBBDpZrKxYkICh1OUyOwjHSmomI/ycnPgERGVOBnOFh2RtQJZJ08QfyWjdjYOdPlnvEQn4Di4GEkUglSfxP2hnlQq1UhdTZnv+kJ8oUiwiRBzBUn0lEfCzrx2qqdzoCo04Ph5hL1UmpwNvsAc2kKcslkFKZzkJiZXDMHd/12TBlIJRTn1JGdWIVGa8Az1JHwnp5YOVpcd86uNQqYoihyvKKab7MKOdggIEGkTXEWsSf34l5RBICFrd0VwuXmH4iTSotw+oxxZquszEi2evY0kq3+/VtEtv6bwfqHQhRFzu/O5+TGLBw9rRn2UCwObnfW30QUROQHCqjfmweOprzvvYgz4kU+6/vZTct6F6u1jDmfSa3ewNq2wbSxbd17yMn5muycLwgJeQl/vwegLAn9t0PIP+CAtk6Gz7ffYNOr140PsvdtOPoZ9HoWBrxxw01FQeDQisWc2/obYV17MuyxZzExNcWg0FL54yV0lQ04T4/C8jrtm9sqank4KY9AK3N+jQvC07xlgauyTsP27xIoz5fTY1wIcQPufOXyd+h1OtKOH+b4zvVstj9HrqeKCIkfH/X7lCDf29i7fYfwd60f8qpKjqxaSsqRA1g7ONJzyiyie/dH0postUEPZxYZPa0EPfR6Dno8ccOW1qaQVp3G0qSl7MjZgYjI4IDBzI6eTZRz1JVtBEFHTs5X5OYZ1ayioj7F0aFTq86jVuo4tCqNzLPluAfaMXB2VJPytVdDEESOrc0g4UAhwe1dGTgnChPTa4NOpd7AG5lFrCippo2NJW9tXonj2jV4vPM2jhMnXvf4a88W8Py6BKZ09uWDMbHN3je60lJKXnsd5dGjWHXpgvt7b5FS9RY1NcdpE7sAF5dmLCGug8K8CtZ+dgrBIOA/Vcr47vdA9iGEX6dSKbVmfMzHPNC+ZyMDYVV9Hac2rObC7u1IpVLaDRtJ53snYNGKTOq/HbpSpVGw4nw5gkqPzN4cq47uWHdwx8Tp1rzfbmbtEASBvLw8kpKSSE5ORqVSYWZmRkREBNHR0QQHB2PSjMHqf7iz0OgN3LfkDCezq1kwvQMDm6loqzNrqNuag65Uiegi42DyCgQnmPDGB1jZXdtqvCe5lEeWn8NSVPNUWxNmTxh5pTopCAI7duzgzJkzREVFMWbMGKRqkcqlSUYZ93tDsOnqiUqVQ8Klh1EqswgNeQlf3/uQSCQUp6dw+NUXCU3Pw0qjxW74cNwenIjp3sfRVGfwcZtBrKlLIc4ljkEBg1iVuooiRRHt3drzRPsn6ODeocn3KJenkXzpeVTyXHzcp+PvPQ+JweRPhKzx/JykKgHLhCeQ6OtQBbyN1m7gjefympi3u2lcrYDZJJlruuJWaCqyzETLOokWJSIdDDC6ppbIgjxqy4uoKStCp9cgiHqkFqY4envhbmKCY2kp0oQEhIpKJKamjcmWbdMVt/8I1j8cBcnV7PopEVGAQfdF3XAY/HZBnVVL9a9pCA061vjvY5nZRub3mc/QgKE3dbwCtZYx5zNQ6gXWtQsh2qblAh6iKJKY9ATl5TuIa7PIGPxk7EW/eCL5xwPQVunx+eZrbPrcINsvirD1KTi3BAa/D90fa/a8Z7ds4NDyn/GNiuXe51/D3Moag1JH5c+J6EqVOE+NwDK66b/F0Ro5sy7l4GgqY01cCEFWLQuWdVoDexcnk32+guje3vSaFIqsheaUtwOiKFKYksiPB75kk+VpTAwSJql7MWXgQ3hHRN+18x9/9fqh06g5s3kDZzavRxQFOt4zhs73jm+9wWvhWeP3svQShAyE4Z+AU8uV4URR5GTJSZYmLeVY8TEsTSwZFzqO6VHT8bZprMinVGaRlPwMcnkinh7jCAt7vdXy63lJVez/JQW1XEenewJpP8QPaTPfT73WwJ6fk8m+UEHcAF96jAtpUmzgfL2KR5PzyGnQ8KifGzOXLkC5Zg1uzz+H89y51z3+yewqZvx0is6BTiyZ0xnTG1yPKIrUbdxE2QcfIOr1uD33LA6TJ5OS9gKlpRuJjPgIL6/xLf9ArkJOVgmbvoxHJ+oIn2nJqE5DIOk3xA0PkmPpw9TYj3mzfacrBsJadQPntm7k7NYN6NQaYvoNpNv4qdg6/zXV67sdglqP6mIFyrNl6ArkIJNgGeWMdScPzEMcmvwO3QxaunYIgkBhYSGJiYkkJyejUCgwNTUlLCyMmJgYQkJCMDW98bzXf/hrodDombroJGmlcn65rzNdgq6d/9GVq6jbnoM6tRqZozn2wwKxjHUhP/EiGz96BwdPLya8/n6TJOtsbjWzfjyBoNfyUISeR6ePuUKsRVHk+PHj7NmzB19fXyZPnoylqQXVK1NRp1Zj28cHuyEBGAQlySkvUlGxE3f3kYS6PEvlx19Sv20bamsrEjwcCJ/7IF3GTESiVcDGRyBlM9vD+/C2UIaZzIx3ur9DmaqMBQkLqGyopIdXDx5v/3iT4x0Gg4bMrA8pLPwFG5tIoqM/v35reMJa2PwYWLvC5JXg2frRAaMCpniZuIlXCJyisoGkg4UUp9RgYWlCWDtXvEPskQg0Fj653rzdFZuEq4579b+LoDCBjd6mrPI3o8xSip9SYHKelpHFOiwN17teAV11JvricwjFFxAbakBqgqlfLOZh3TAL74TMxvYKwbt/1Uv/Eax/OuorG9ix4BKVhQo63xNIx2EBt+0Bcz0YFJdbBjNqueiaxTuO3/FCzxcZFzbupo6X16BhzPlM1ILA+rYhRLaCZBkMKs6em0RDQz6dOq7H2joETi/C8Nvz5J+JRFOmxPvrr7Dt2/f6BxEMsG4OJG+C0d9D26nNnjflyAF2fv8Fzj5+jH35bWwcnRAa9FT+nIi2SI7TpAis4prun75Qr2JqQhYSJKyKC2px5U4URE5uyiJ+Vz6+UU4MeSAGc8u/PhuakHOGFw6/QBGVROXYMlTdgc7DRhPevTcmd1kg8VetH6IgkHrsEIdXLUVRVUlYt170njobe7dWzkg11BirqueWgK0HDP0Qou5tsaeVTtCxO3c3S5OWklKdgrOFM9MipzExfCL25o0DAVEUKSxaTmbmh0ilFkRGvI+bW+sSJTqNgePrM0k8XISjpzWD5kS1aFawQaFl+3cJlObU03N8KHEDfK/ZxiCKfJtfzsc5JbiZmfJ1pB+hPy2g6sefcJ43D7enn7ru8XMqlYz57hjO1mZseKQH9pbX/17qysspffMtFAcOYNmhA14fvI+Zvz+ZWZ+Ql/cDQYFPExjYfOKlKaSnFrD9m0topA20nevEkLh+cHoR4vbnOe8Qy7w2H/JN+zi6ONhg0OtI2LuTkxtWo6qrJbRzd3pMnoGz97Wfzf83iKKINqce5dlSGi5VIuoETNytsO7kgVU7N2Q3UKW8Wdxo7RBFkeLiYhITE0lKSqK+vh6ZTEZoaCgxMTGEhYVhZvbP9xH8N6NaqWXCD8cpr9fw67yuRHsZ10eDUkf93jyUp0qQmMqw6++LTXfvRm2meQkX2PjxOzh6ejHhjQ+wtL125ii9TM7k748gV+uYGaDixfvGNfpOJCUlsWHDBuzt7Zk2bRpODk7Ubs5EeaoUyzhXnCaEgUxCbs63ZOd8gWmJFKdFZrhPeBi7WTPYt2QhKUcPEta1J0MffgpTc3Oj+NG+d8h1C+NZdzfS5bnMjZnL3Ni5rEtfx0+JP1GnqWOg30AebfsoIY7X2llUVh4gOeUFDAYVoaGv4u015Y8EqmCAfW/DsS/BvwdM/AWs70zipyJfzrH1mRSl1WDvakm3McEEtXO9pWTuFQXMy2RMpzWwrbqeRZXVXFBrsJdImWplzQxTa9wFCaJeQNDoUVbXoKysRlVdg7pWjqZegWldGeZlWZiVZyBV14NUhtQzCrPAzpj5tufxi/+JXPwroNcaOLgijbRTpQS0cWHgnKg7HniLgoj8UAH1u/OosqznDfdvGNtzMrOiZ93U8XJUGkafz8Agwm/tQgi1bnl7h1pdzOkzozExsaFTx98wNbWHHS9iOLyA/AttURdW4/Pll9j2v0F7j14DKycaZdwnLYeI5n1+ci/Gs/l/H2BpZ8+4V97BycsbQaOncnES2rx6HCeEYd2+6QA7U6Vm0oUs6vQGlsYG0qMVkvXJx4o5tCINe3cr7nm0zXXFAO4kNAYNn576hF8zVuPWYE2P0/Z4mrjSZuBQ4gYNv8Yz5O/CX7F+FKencnDpIkoy03APCqHvrAfwiWilAIwoQsJqo6dVQzV0ecjoaWXesu+FUqdkQ8YGliUvo0RZQqB9ILOjZzMiaATmsmurpBpNOSkpL1JVfRhnp95ERn6Eublbqy65NLuOvYuTqatsIG6AL13vDWqyve/PqKtQseXriyhqNAyaE0Vw+2vPW6TW8lhKHidqlYx0deCTcB/0ixdT8dlnOE6dgvvrr1/3QVur0jLmu+PUqrRsfLQH/s5Nz3eKokj9tu2UvfsuglqN69NP4TRjBhKZjILCX0hPfxtvrymEh797Uw/1xEvZ7PshjQYTBV3medIvsgcceB8Of8I+lx68HvcuP7ePItzSnNTjhzm2Zjl1ZaX4RsXSa+psPEPDW33OfxsM9VqU8WWozpahr2xAYi4zClZ09MDUx+aOVs7/vHaIokhZWdkVUlVTU4NUKiUkJITo6GjCw8OxsLi1tsT/8NeiuLaB8d8fR2sQWHt/V1zS66jfn4+oMWDdxRO7gX7IbJomyrkJ59n48Ts4efsy4bX3miRZRbUNTPz2EKVyHWM963jnwXFYWv7xvM7Pz2fVqlUATJ06FR8fH+SHCqnfmYtZoD02HUTKPnyPWiGB2gdAamlJbJtvcXLqgSiKnN2ygcMrl+DqH8jo517DztUNsvbDuvtQCwIftR3CuvKTtHdrz8e9P8ba1JplyctYmrwUlU7FiKARPBL3CL52jZM4Gk05ySkvUF19BFeXQURGzsdUL4H190PmHqNy7dCPwOTOJhFEUSQvsYoTv2VRXazEI8ie7uNC8Ay+ea/H653nbL2KBQXlbK+oQyqBe90cedDXlbgmEuCCYKCmpNioXpiVgfzsWUwTk3GrrMVSp0eQwOuRkf8RrH8LRFHk0sEijq3NwNbFgmEPxeLcCsWkm4Umu46qVSlolWp+cFuDT+8oHm336E09+DJVasacz0QK/NYutMXtcwC1tWeJPz8dR4cuxMX9hBQJrJqCIXkf+QkdUeeW4PPlF9j273+DN6OAX0YZvSZmbICAZkQyMKrubfjobRBFxr70Fh4hYQhaA1VLk9Bk1+E4JhTrzk2rxRWrtUy+mE2eWsMPUf5XWoRagsK0GnYuuIRUJmH4w23wCLq9C05LcbDgIK8fex21roFhNbHYHa9AJjUhvFtP2g8bhUdI2N9yXb/jTq4f9ZUVHFm5hNRjh7B2dKLXlFlE9erXujkrgIo02PYs5B4B745GwZUWtlxUqCpYkbKCNelrkGvltHdrz5yYOfT26X1dIZLy8l2kpr2KwaAiJORlfLynt+p+NegFzmzNIX5XHjaOFgyYFYl3eNPiLn9GWU492767iCCIjHgkrskH5abyGl5IK0Qvirwf6s0kDydqf/2V0rffwe6ee/D6+KPrfsZavcDMn08Rn1fLige60CmgaaKvr6qi9O13kO/ejUVcG7zmz8c8yNiCWV6+k0uJj+HiMoA2sd8hkbReiOBCfAaHfsxCaV5L34eD6B7c3uhbFr+UXz2GsyDuVZa1DUWXlsiRVUupyM3G1T+QXlNnExDX/q5tuf0rIBoE1KnVKM+UoU6vBgHMAu2w7uiBZawL0ibMSe8Efl87ysvLSUpKIjExkaqqKiQSCUFBQURHRxMZGdkoYP4P/zxklsn5/LvT3KczxV2QXDEKNnVvXngr98I5Nn76Hs7efox//T0sba5NiFUrtUz5/hDplRqGOtfwycNjsLlqjrKqqorly5cjl8sZO3YsUVFRKI5nU/r+p+iyDyJzcsb9lZcw6RvFpcRHUCozCQl5AT/f+5FIJOScP8u2rz5BamLCqGdexicyBmryjFY0pQls7TiZd+rOYyGzYH6v+fTw7kGtupafE39mZepKDIKBMaFjmNdmHu7WfySERVGgoGAxmVmfYK+1pm1KA7L6Mhj2MXS6fmv2nYBgEEg9UcqpLdmo6rQEt3Ol6+jgZmd8bwZ5DRp+KqxkRUkVSoNAV3trHvJ1Y5CLHbIbiTUJArVlpZTt34ty337er63/j2D921CcUcvORYnoNAYGzIwkpEPrstI3A4NCS/WaNDTptRyyPUdJHy3P9HjuppTm0pRqxp7PxEwq4bd2IQRYtpxkFRevJSX1JXx95xAW+hpo5PDzUAzl+eSfb4s6Kw+fzz/DduDA6x9EVQ0/DzUqt83e2iLz1pqSItZ/8AbKulpGPfMKgW07IOoMVC5LQZNeg8O9wdh082py32qdnukJ2VyoV/FphC9TPVvuBVFTqmTrtwkoazQMmB1JaMfWS3bfDpQpy3j56MucKT3DQI++DCoJI+vgYbQNDXiGRdB+6EhCu/RA9jcMd9+J9UOnVnN683rObtkAokjHkWPodO94zCxaGWhpVXDkUzj2FZhZwcC3oP1saAFBy67NZknSErZmb8UgGhjgN4DZ0bNvKKOv18tJT3+XktL12NrGEB31GdbWrfOzqypWsHdxMpUFCiK6e9JrQihmLayW5yRUsntRIlb2ZtzzWByOHo0DGIXewCsZhawpraG9nRXfRvoTaGVO3dZtFD//PDZ9+uDz9VdIrtOGKooiL65PYM3ZQj6fFMeYdk0rhNXv2k3p228jyOW4PP44zvfNQXL5u1lTe4YLF2ZiaxNNu3bLkMlaHzyfPpXMyaWF1FtWMuyxaDr4hBkzv6lb+dJvOvvjnuRjKz0X1yyjIPkS9m7u9Jg0g4juvVtPzv9F0FWoUJ4pQxVfhqDQIbU1w7qDG1YdPTD9i6v09fX1jB8/ntGjR1NeXg5AQEAAMTExREZGYm19cwbT/+HugrZATu22bLS59eRKBNbbw5tPdMPBquWVmZwL59j0ybs4+/hfl2SptHpmLTzKmUIlPe2q+eaRkTg4OFx5XalUsmrVKgoLC+nj64vXkiUIlVWYhvTDsv04XB/sjJm3DXq9kpTUlygv346b2wiiIj9EJrOiuriQjR+/S115Kf3nPETcoGFGz8StT8PFVWSH9uNZa5HMumweiH2AR9o+gonUhHJVOQsTFrI+Yz1SpEyOmMzc2Lk4WfyRmFJdXITZlhcRJALl/abj1fVzpNK/ZxRApzFwYW8+8bvzEf6PvbOOr7J8//h73d2sg3UQGzFSQWlBkG4URAEVsRtRAbEDCekUpLukZAM2xrq7u8/O2ann98fBQLaxg0Px++P9Fy92nvt5nhP3c133fV2fj0xJQH9Hwka4YWDS8Ttp9XIFO4urWF9YQVGzDHcDXZ5xsmGSvSVG2ndf5HkocvE/SmNNMyfXJVCWU0/Xx13oNdrjrg3nfxdBKdBwqZDaUzmUaldwpVcmi4YtQVtT/aA6pVHMuNhMDDQ1OdDVCxc1kqz09GUUFG7Gz3cFnTqNh9oC+HEQCoUu+VE+SFLTcfzyC0wfe6z1QeqKYOMQ1QQ15xRY31mn/FdEtTXsW/4+VQV5DJn/Iv79H0WQK6nakYIkpRqzEe6Y9Gs54BPJFTydmMuFmgbe8XBgoWv7EyVxo5QTaxIoyayj5xPudB/m9q+sfiuUCjYkbmB17Grsjez5uMeHaCSUcPPkUWrLSjC2tKLL4yMIGjSkxabg+0VHzh+CUknKlYtc3rmZxuoqfHr3o//U2aqyDHVJPwXHX4HafAiZDI8tA+O2PU8EQSC6LJotSVu4WHgRfS19RnuNZqb/zDtKPP5KTW0UycmvIJEU4+Y6H3f3RWrJrwtKgdhzBVw7lI2ugRYDp/ri0aV9Hi0AiRcLubQ7HRsXE0YsCMHQ9PZz36gT8XxyHgUSKS+62vGymz06mho0nD9P4aIXMOzaFef169BsowRrzcUsVpxI5YVHvXj58TvL6+Q1NZR99DH1x46h7++Pw4rl6Hv/scPa2JjOjZiJ6OpaE9p9Dzo67duV+zO/Xo7n5s4yao3KGPNSN4KsOiHsmoRGfiRvey6i0mkEQ2/8QnZUJIZm5vQaO5HgwUPR0n6wehf/KZTNCsQJFYiiypDm1YOmBvq+lhiF2aHvbYmG1j87l5WWlhIREUFiYiInTpzgmWeeITAwEH9/f0xaUQt7yH8PeW0z9adyabpZjqaxDqaPuRJvqc2szdEEOJqy45meGOq2P3bJvhnF4c8+xtrFjafe/qhFpU+ZQsnzmyM4k1FHiEEN658fgq3NH3OoKCuLvWvXkmtoiG9lFaPmzUPXzoPKjUkoxTKspvqh72OpKpvLX0dW1iqMjbwJDl6DgYELElEjx75ZRW7sDUIeG84js+apbACifoSTbyA2d2FFQD/2F56nu113Pu3/KbaGqmdXUWMRP8T+wJHsI+hr6TPNfxoz/WdgGrUJzn6AYBdAZo+u5NedwNQkmICAL+/ZC7AjaKqXcv1oDsm/FqOjq0m3oa6EPOqM9n3Y3ZYrBY5X1rGmoJyY+ibMtLWY3smKOY7WdNJv/Rn6MMH6H0YhU3J5bwZJl4pw8rXg8WcCMGillrgjkeTUUbDtBtpiuOSTxKRp89BTU1YaIKGhiadiszDT1uJAVy8c2/gi/xmlUk5c3NPU1F6jW9ftmJuHQtEN2DQChYU/BRetESen4Pj555gOebz1gSozVUmWjoEqyTJzbP21t2huauLw5x+RnxhP/6mzCR01FpQC1bvTECdUYjrEFdNHXFo8VqpUsigln0PltTznbMN7np3anSgpZEp+2Z5C+rUyfHra88g0X7TuwfelI4gtj+X1S69T3lTOwq4Lmek/g7zYm8ScOEx+QizaOrr49h1It+FPYOPidt+vp6Pmj+L0FM5vWU9pZjp2Hp15ZOZcHH39737gX6krgpOvQ8oRsPZWeVq5t20loFAqOJt/ls2Jm0msSsRCz4LJfpOZ5DMJC/22kwClUkp2ztfk5a3FQN8Z/4DPMDdrWaq3NeorxZzbkkJxRi3uIdYMnOp7R4LUGiphlmxiTuXhFmTF488EoqP3x0NQrhT4Jr+Mz3NLcdDT4Xs/V3qaq4IT0fXrFMydh17nzrhs3tSm98jJxBLmb49hZLAD307uesdvp+GX85S8/x6Kmlqsn5uP9bx5t+2ESSQlRN94CkFQENr9ZwwM2ueP82fOn4shcW8V1WbFTFwcjq+hMcL2sSgq03nRZQn25RoY3YxEW1ePsFFj6T5itPrqkv8DCIKANL+BpugymuIqEKQKtG0MMAq1x7CbLVr3YTX6bteTlZVFREQE2dnZ6Ojo0K1bN9atW8eBAwf+0Wt5yP1F2ayg4WIBjZeLEAQBk75OmAx0QvOWl+jJxFKe33GDvp1t+HFGKLra7X+OZsdEceizj7Fxdeepd5ahb3TnfKVUCry1N5rdN8vprFvHxmcH4mhjTdX69VStXQe6uqRNm8rN2lp8fHwYN24cWhKByk1JyMpEqpaDMFXLQVXVJRKTXgIgMOBrrKz6oVQquLxzC9FH9uPkH8ioxW+qFjTzr8KeGdDcyJG+c1lWeAIDbQOW91tOeKfwP+6hLpvvb37P6bzTmKLF7OoqpjgOxHDMGtA1orz8JCmpbyEIcny838fefuy/Ws5cUyoiYn8WufGVGFvo0fMJD7x72qN5n4TeoutErPlTn9YTthbMc7Khi+md8/jDBOv/AclXirm0Kx1DU12GzQ9ql8LX30UhkpG48ResigxJtskjfO4TGJve3dn7r8TWNzE+NhMrXW0OdPVqt2+UTFZHVPSTyOWN9Ag7iL5+J0g+DHumo/B8goJjcsQJCTh+/hmmQ9tQTSuOhc0jVcnV7BNgeHfhBrlMxsnvvyAt8jLdR4xmwLSnQdCgZm8aTbEVmDzqjOljri1OSgpB4O2MIjYXVTLR3pLPfZzRbudEIQgC0cdzuX4kBwcvM4bND/pHEuqWqJfWszRiKafzTtPLoRef9P0EG0MbKgvyuHniCMmXzyOXNuMcEEzXYaPw7N4DTc3701fxd+eP+spyLu/cQuqVixhbWNL3XvusFHK4tgbOfwKCAga8Br0Xtdkk3CRr4mDmQbYmb6WosQgXExdmBszkCc8n0Ne+ezN9oyiD5KQlNDQm4eAwHu/O76Ct3f6+TEEQSI0s4fKeDAD6TfDGt7e9Won/ua0pZESVEdDfkf4TO9+2k54vbmZhSj7X60Q8aWvOCm8nzG4ZcIsTEsmfNQtte3tct29D26L1RDK+sJYJayPxczBl19xe6P9JaENRX0/ZJ8upO3gQPcpZa38AAQAASURBVB8fOq1Yjr7f7f5tMlk9N2ImIpEU073bLkxM1E+cT524RsahBiotCpjx8iN4aMhQbnuSuvpalinH0ykzFy1BIOTxYfR6ciKGZuZqn+O/jqJRSlNMOaLoMuTlTWjoamIQbINRqB26rqb/eKAml8tJSEggMjKS8vJyjI2N6dmzJ6GhoRgYGDyMPf6HEJQCTTfKqDudi7JBhkGIDWZD3e4wCgbYE1XAa/viGRnswNeTuqKlRrCedeMahz9fjq2bO0+98xF6hneWkgqCwBcnEvj2UgHuiko+j92NQUGuytPqjdfRsbXl2rVrnDx5EgcHB6ZMmYKhjj5VO1JpTq+5LYZoasojIeE5GkUZeHq+gqvLPDQ0NEi5fJ7Ta7/F0Nyc0a+8g62bB9SXwN6ZUHCN7LBZLJHlkVWXzbzgeTwX8hxavz2D6wpJ+WkC3ynKuWRogJW+FXOD5zLeezy6WrpIJMUkJb9Cbe017GxH4uOzDB0d9eO7jqQ4o4YrP2dSnteAlZMxfcZ64ex//4S28v/Up9V4q0/rWWcbHrc2+71P62GC9f+Estx6Tq5NQNwoY+BUH3x7Odz3cwpKgasHT+FwXZ96fRHOM7tj4d6y2ENb3KgTMTEuCztdHQ509cJWr32lNCJRJlHR4zAwcCG0+09oaRnCr1/C2Q9Q9FhMwfYMxHFxOH62CtNhw1ofKPdX2DYW7ANhxmHQu3uAKiiVXNj6IzEnDuPbZwBDn38JTU1tavZn0BRdhvEAJ8yGtlzKJwgCn+WW8nluGUOsTVnj74aBGuWdGVFlnNuSgpGFHiMXBN/R5/JPIQgC+zP2s+L6Cgy0Dfio70e/G1KLGxtIOHeK2FPHaKiqwMzWji5DRhL4yGMtrvr9He51/pBKxEQd3kf0YdWxoU+MJeyJcer3WQEUXFfVwpclQuchMPxTsHBr9eVV4ip2pe5id9pu6prrCLYJZnbAbB5xfuSPh2AbCIKSwsKtZGZ9ipaWEX6+H2Nj08ZubQs01Uu5sCOVnLhKOnU2Z9BMP7XUKpubZJxYk0BRei29xnjQbcjtiwr7y2p4Pa0AAVjp7cQ4+z8ehs2ZmeRNm46mkRGuO3egY9d6yWxJnZjR311BR0uTgwv6YGPyx2554+XLlLzzLvLKSqzmPoPN88+j8RfpbKWymZuxs6mri6FLyAYsLfu0+x5/48ihK+SfaKbcKodnXhmCs6gM6bbxXC2zJKLKBR2ZDL++A+kzYSpmturPgf9lBKWAJL2GpqhSxCnVoBTQdTHBKMweg2BrNPX++b5MsVhMdHQ0165do7GxEVtbW8LDwwkMDLzNBPhh7PG/gSSzlrpj2chKROi6mGA20gM9l7YTgrUXs1h+IpWpPV34aEygWsl/ZvQ1jnyxHDt3T8a9/WGLSZa8ooJ1n2zkMx0/3BtLWdHXgrAp4297TWpqKj///DPGxsZMnToVa0srag5k0hRdhmE3WyzGdkZDWxOFoonklDcoLz+Gre1w/HxXoK1tRGlWBoc++wiJqJFhC17Gu2cfkEvh1JsQ9SNi97584ubPwdyThNmHsbLfSmwqs+Cn6ar2iHHribVw4Jub3xBVGoWDkQPzQ+bzhOcTaGlokJe3luycr9DTsycg4Eu1KyM6GkEpkHmjnKuHsqivlODsb0n4WC+sne6f2FuDXMHOElWfVqFEhtutPq3J9pZMnzD+YYL1/4Wmeimnf0ykKL2WoAGO9BnfGS01tr/vlV+vncXoqAgLuRn6j3fCbmBntVcqr9c2Mik+G0c9HfZ39cJGt31JVmXleeLi52JrM5TAwG/RAJU53s3tKIZ+S8G3pxHHxtLp05WYjRjR+kCpx1WKPO79YMoeaEfJoyAIRB3ex+Wdm3EJ6sLoJW+ho2dA7eEsRFdLMA7vhNkoj1bfiw2FFbyTUURPMyO2Bntg2o6myt8oza7j+A/xKBUCw54NarfC2/0guzabVy+9SnpNOtP9p/NSt5fQ1VIFuUqFgsyoSGJOHKYoNRkdPX0CBg6i69BRWHZSv0SrJdSdPwSlkuTL5/l11xYaa6rx7TOAflNmYmp9D31WTdVw9gOI2QKmjjBsJfiObNXTKrcul63JWzmcdRipQspA54HMDpxNV9uu7T6lpLmUlOTXqa75FSurgfj5rkBPr/29UgDZsRVc2JGKVKyg1xgPQh51Vstbr6FawtHv4qgta+LRGX749PwjqaiXK3gzvZB9ZTWEmRrxnb8Lrn/qsZQWFpE3dSqCQoHbju3ourq2eh5Rs5zxayLJr25i33Ph+NirducVjSLKV66kdu9edD096bRiOQZBQXccLwhKEpNepLz8OAH+X2Jv/0S77/E39u+9SMk5BWW2mTz3yhPYlcSTsPZlrpQ7IZZpYxwQwtiZz2Dj6q722P9l5FViRNFlNN0oQ1EvRdNIB8NuthiF2rVLne1+UFNTw9WrV4mJiUEmk+Hh4UF4eDienp4tzsMPY4//NrKKW0bBKdVomd8yCg62bnf8seJEKmsuZrXa09kWmVFXOfLlcuw8vBj31jL0DFUlZIJCQc1PP1Hx5VcIEglxkxfwdn0nDDWkfP2kF4/0CLltnKKiInbu3IlCoWDSpEm4urrS8EsB9Wfy0PMyx2qaH5r62giCQH7+ejKzVmFk5EVw0A8YGrrRWFPN4c8/piQjjV7jJhP+1GRV9cXNHapFP2NbDvWdx0dp2xjfKOaV8hI0zV1g0i6w9VVd8y3T+m9iviGxKhFXU1cWdFnAELchNNTHk5S0GLGkEHf3F3BzfQ7Ne+i770gUMiUJFwuJPp5Ls1iOby97ej7hgXELu5UdhVwpcKKyjrUF5UTXN2GqrUnglx88TLD+P6FUKIk8kEXs2QIcvMwYMjcQIzP1+6PUJTLrV0p2J9CjIRB8jOg0MQhNQ/WauiNqGpkan4WbgR4/d/HCqp0NqHl568jMWomH+0u4uy9SreBsHwsF11CO/4n8jzYijrlJp5UrMRs1svWBYnfCwedUpq9PbYJ2lrQlXTzHqTVfY+Pqztg3PsDQzJy6o9k0XinGqKc95qO9Wg1eD5TVsCglD18jA3aFeLQ7sQRV38zR7+OpK2ti4DQf/MJbVjH8J2hWNPN59OfsSt2Fn6Ufn/b/FDczt9teU5adScyJw6RFXEIhl+PepTtdhz2BW3DXv6Wsps78UZSazPkt6ynLzsDey5uBM+bi6ON39wP/iiBA3C44/Q6Ia6HXczDwzVZ3P2PLY9mUuInzBefR0dRhlOcoZgbMxN1MvaC8rPw4qanvoFQ232kQ2Q6kYjmX96STGlmKtbMxg2f7q231UFHQwLHv4pA1Kxg2Pwgn3z92pq7XNvJ8Sh4lzTJedrXnRVe720pgZeXl5E2bjqKuDtetW9H3aV3iX6EUeHZbNL+klrNxVhgDfVQJsOjqVUreehtZSQmWc2Zj88ILaOrdOccJgkBGxkcUFG7Gy+sNXF3mqnWfgiCwZ8d5Kn+FMocMFi0ZR+3xTVw+cpIaqQHVtg4MmD6Px3uEqTXufxlBpqApsYqmqFKas+tAA/S9LTAKs0ff1xKNf2BBryUKCwuJjIwkOTkZDQ0NAgMDCQ8Px96+7d3Eh7HHfxOFSEbDuXwar5agoaOJySPOmPS53Si4PQiCwBv7EvgpuoD3Rvozp69683HG9QiOfrUSO8/OPPXWhyiycyj9YCmShASMwntj9+676Lm7cyWthKe3RKOhlPPJEEeefKTHbePU1NSwfft2amtrGT16NMHBwYhulFGzLwMdWwOsZgeifSuOq6r+lcTEFwElgQFfYWU1ALlMxtkfvyfpwlm8wnozbMFiVe9n8U3VblVDGbWOIZgXRHHFQJ+UR15ldujiO6olBEHgfMF5vr35LZm1mXhbeLOwy0L6OnQnPWMppaUHMTMLJcD/CwwM7t6zfr+RiGTcOJlH/PkCNDU0CBnkTLchru1Wvb1XbtSJ2FBUSek7ix8mWP8fyYgq45dtKegaaDN0XlCHm7a1xM2yGI7t3s200uFomepiNy0IXWf1+sEuVzcwPSEbL0N99nbxxELn7j8UQRBITnmF0tKDBAWtxtZmCIhr4MfB0FSNcsoRCt76lKYbN+i0cgVmo0a1Pljk93DqLeg+C0Z+1epOxF/JvhnFkS9XYGxuybi3PsTMzp76U7k0XCjEsLsdFuM6t5pk/VJVz9OJudjrabM7xPO21f670dwk49T6RApSaug2xJVeoz3U2onoaM7nn+fdiHeRKqS83fNtnvB84o4EQFRbQ9yZE8SdOU5TXS2WnZzoOnQU/gMevafyvPbMH/UV5VzasYm0yMsYW1rRb8os/PoMuLfErjxF5WmVdwWceqg8rewD73iZUlByvuA8mxM3E1sRi6muKZN8JzHZdzLWBtZqnVIubyAt/QNKSw/eUnj6AkND9YKBorQazm1JobFGQrehroSNcFd7h7sguZoT6xLQM9Bm5MIQrBxVyZlcKfBFXilf5ZbhpK/Lan9XQs1u38VQ1NaSN2Mm0sJCXDduwKBLlzbPtexoMht+zeHD0QHM6O2GsqmJ8s8+p2bnTnRdXXFYvhzDbq3v/OXlryczcwXOzrPp7PW2WomoIAjs3HSW2utalDmnM2lYMLFbvqektA4DAwUXBkxi6fjx+Bn/7wtYCIKArKhRtVsVW44gUaBlpY9RqB1G3ezQ+gcW8FpCqVSSnp5OREQE+fn56OnpERoaSo8ePTAza9/z7mHs8d9CkCtpjCym/lwBQrMcox72mD7m2qpRcHuQK5Qs3HmTk0mlfDEhhLHd1KusyLgWwZGvVmClb0S3qAT0zC2we+MNTEcMv23OSSyoZvLaK0jkSt7qa8nskbcLHzU1NfHTTz+Rl5fHoEGD6Nu3L82ZtVRtT0FTTwur2YHoOqjmVLG4gPiE52hsTMXTYwmurvMBuHniMBe2bcDK0ZnRr76LuZ09VGTAhsEgqUVm68+H/v04mHeCnvY9WdF/RYvPIqWg5GTOSb6P/Z78hnyCrYNZ1G0RbhplpKa9h4aGBr4+H2Nn10ZV0D9IfaWYq4eyyYgqw8BEh7AR7vj364TWfVbWftiD9f+YysJGTqyJp7GmmX4TOhPQ3/G+NxmnVKWw6tBHLMqdiLXcAvNh7hj3Ve+856vqmZmQg6+xPntDPH9vim8LhaKZmJuTEYky6N59LybGvlCVBT8OAkMrlFOPUPDSmzRFR9Np+SeYjR7d+mDnPoTLn0Pfl2Hw++2+7pKMNPavXIqmpiZj3/gAW3dPGs7lU382H4MQGywn+LQqSRxdJ2JafDZ6mhrsDvHEz7j9iYZCoeTy7nSSLhfj2dWGQbP90fmHjDpb4s+eWcPdh/Nur3cx1r1zl0Qhl5EW+Ssxxw9Tlp2BnqERgY8+TtchI9TqY2lr/pBKxFw/+DM3jh4ADQ3CnhhL2Khx6LQhBd4qUhFc/BQivwM9Exi8FLpOv8PTSiKXcDjrMFuTt5JXn4ejsSPT/afzpNeTGOqoH5DX1FwnOXkJzdIy3Fyfx81tgVoeJXKZgquHsok7V4CZtQGDZ/vfk2l1SkQJF7anYuFgxMiFIRhbqALrXHEzC5LzuFHfxAR7Cz7u7ITJX8pdlSIR+XOeRpKcjPPaNRiFh7d0it/ZcS2Ptw8kMivcjQ+eCKApOpriN99CVlCAxYzp2C5ejGYb5q+lpYdJSl6Mre1wAgO+RkMNvz5BKbBl3SlEsbpUOiTjq1VCYUIcxtrNmLjrs2noUjaHBrZb9fS/irJJRtNNlWCFrEQE2poYBlljGGqHnrvZv7aQI5PJiIuLIzIykqqqKszMzOjVqxddu3ZFX83f9cPY47+BIAhIkqqoPZGDokqCnrcF5iPaZxTcHprlCuZsjuJqdjVrp3VnsH/7bFQEQaDh5ElufrGKGxYGWBuZMH7l1xjYtnx8XkUDT313gepmWNDVgMUTBt0WG8nlcg4dOkRCQgLdunVjxIgRKMolVG1KRNmswGqaH/qdVe0ACoWYlNQ3KSs7go3NUPz9VqKtbUxefCxHv1oBGhqMnTMeh6j3oaEMPAZAxmlw6sGBnlP5JO57jHSMWNl/JT0derZ4vTKljMOZh1kTv4ZSUSk97Hswz38CmmXrqa+/iYPDU3h3fg9t7QfDM648r56IfZkUpddiZmtA7yc98ehic9/i3ocJ1v9zJCIZZzYmk59UhW+4AwMme6Otc3+D75y6HF48vohZOSPoUR+Ivp8lluO91SoZPFNZx5zEXIJMDPgpxPOOgK0lmpvLiYoag4amNmGhB9DVtYK8CNjyBLj0QjluBwWLXqLp2jUcPvkE8yfHtDyQIKhql29sgsc/gvBF7b7u6uJC9n3yHuKGBkYveRvX4C7UXyig/mQuBoFWWE7ybbWMJlUkZlJsNmKlkm1B7vQwV08NLu5cAVf2ZWLrYsLw54P/kdLQ1vizZ5aDkQOf9v+UIJs7e2RAde3F6anEnDhMxrUrIIBnaA+6DXsCJ/+gu06OLc0fv/VZXd61BVFNNX59B9J38kxMrdXrVfqdtBNw/DWoy4cuU+GxD8Ho9pW/Wkktu9N2syt1F9WSagKsApgVOIvBLoPvyStOqWwmO/sr8vLXY2DgTID/F5iZtb9XC6Aiv4Ezm5KpKREROMCR8LFet0mot4c/q1c6+Vow7NkgdA1UPQF7y2p4M70QLQ341NuZMXZ39gIqpVIK589HdPUajl9/1bY/HXA5o4JZm6Lo19madRMCqfnmG6q3bkXH0RGHTz7GqEePNo+vrr5CbNzTmJl1o2uXTWhqtv93oFQKbPz+OM1JBjTpx6JZ8gv6upr0MM8kya8bB3u+w6Zgr3btrP8XEZQCzVm1iKJKESdVgUJAx9EYozA7DENs0bzPpTdtIRKJiIqK4vr16zQ1NeHg4EB4eDj+/v4qL6B74GHs8eAjLbxlFJxTj7adIebD3dH36Xj1uMZmOVPWXyWttIGtc3rQ08Oq7evKz6f0w2WIfv0VfX9/GieO48zB3XTy9mPsmx+0Wo1RUS9m3NdnKRBpMM1Hkw9nDbvtGadUKjl//jyXL1/Gy8uL8ePHoyWByo2JyCvEWIzrjFF3VQInCAIFBRvJyFyBkZHnrb4sd2pLS7j55Vz66F0BPVN0Zu5DwykUkg7AwQWga0TG8E9YkrGN3Lpcngt5jnnB81oVWGpWNLM3bS/rE9ZTLammv2M/xthaoln5EwYGLgQGfImpafA9vvMdiyAI5CVWEbE/i5oSEQ6eZoSP87qnRcW78TDBegiCUuD60Ryij+di42LCsPlBmFjev2ZAgOLGYuaemktYoQ9Plz2JtqkelpN90XNtv9TnyYo6nknKoZupEbuCPdrlrF1fH8+NmEmYmobQtcsWldFq3G448Cx0nY7ysU8pWLCApqvXcPj4Y8zHPtnyQEoF/DwHkg/C6O+h67R2X3djdRX7lr9PdVEhQxcsxq/PABp+LaLuaDb6vpZYTfVrtVY8X9zMpLhsSpqlrA90Z7CVetKoOXEVnN6QhL6Rzm0lXP8Wf/bMWtRtEbMCZqHZxm5CfWUFcaePEX/uFJLGBmxc3ek6bBR+fQairdvyjsFf54/C1CQubFlPWXYmDl4+DJw5l07evvd2A7UFcOJ1SDsGNn4w8gtwvX33paChgK1JWzmYeRCJQkI/x37MDpxNqF3oPa+cNTamkZS8hMbGFDp1mkRnr7fUWiVUKpTEnMoj6mguBiY6PDrDD5eAtgOGllAolFzcmUbKlRJ8et3yX9PWpFYm5/X0Qg6V19LLzIjv/F1xamFHR5DLKVq8mIYzZ3FYvrz1RY1bZJY38OTqCBzNDdgebkjde+8izc3FfPIk7F55BU2jtt+DhoZkbsRMxkDfkW7ddqslLaxQKFn/+WEU2abIJFfRUETTzVVJmMYlvvWYQVL3RfwQ4K6W4ud/BXmthKboMkTRZShqm9E01Mawiy2GoXboqtmj19FUVlYSGRlJXFwccrkcb29vwsPDcXVt2QpDHR7GHg8u8rpbRsEx5Wga6WD6uCtGofb31Zi6WiRl/JoIyuub2f1sLwI63RmUK6VSqn78kao1a9HQ0cHmpZewmDIZDS0tUiMucfybz3D09WfsGx+0WinRIJYy8ZszJNfACGcFXz87/DZ1S4AbN25w9OhR7OzsmDJlCsa6hlRtT6E5sxbTx1wxedT59+9/dfUVEpNeRBDkBPh9jnXiNbi4kmpNB/akOePebxSDnn4ObR0dVYn77qlQm0fTYx+wTF7M0eyj9HLoxfJ+y9ssX2+SNbEzdScbEzfSIG3gkU5h9NdOxpIaPD1exsVlrlrVAvcTpUJJSkQJ14/k0FQvxbObDb3GeGJu23Fl3f+JBGvYsGEcOXLkji/YQzqW7NgKzm5ORktbkyHPBNzWnH4/qBRX8uyZZ9EqVbCi4mV0RZqYDXVTlQy2s7zkaHktzybnEmZqxI4QD4zasVL5W3lQp06T8PX5SDUJ/fIRXFoFg5eiDJ1P4fMLEEVG4vDRMszHjWt5IHkz7JwIORdhwjbwa0Mg4y9IRI0c+uwjCpMTGTjjGbqPGEPj1WJqD2ah19kcq+n+aLZSxlchlTE1LptkkZivfV1uk7duDxX5DRz7Pg5ps4IhzwTiGqh+YN2RtOaZ1RYyaTMply9w88RhKgvyMDAxJXjwMEIeH4aJ5e0PgN8mubryMi7t3Ez6rT6r/lNm4XuvfVYKGVxdDRdWqHY0B74OvRbc5mmVWJnIpsRNnM0/i6aGJiM9RjLTfyZeFl7qn+8WgqCkoGAzWdmr0NIyxs9vBTbWg9Qao7asibObkynLqadzqC39J/ugb6Se4AyAVCLn1PpE8pOqCR3uRo9R7mhoaBBR08iilDzKpDJec3dggYvt774gt92LUknJ2+9Qd+AAdm+9ieWMGW2er6qxmTGrryATN7NDOx7pjq1o29vR6aOP7lpSCCAWFxJ94yk0NLQJDf0Zfb32l5k21TewcdlhNBockIkv49fTkN7KUxhX3eANr5cQQuewvLNTuz3r/gsIciXi5CpEUaU0Z9YCoOdljlGoPQb+VmoLBnTotQkC+fn5REREkJaWhpaWFiEhIfTu3Rsbm3vchW6BhwnWg4eyWUHDpUIaLxXeMgp2xGSg8+9Gwfeb4loxT/0QgVShZO/8cNyt/1jUEV29SukHS5Hm5mIybCh2b7yJjt3t6rMpVy5y4tvPcfIL4MnX3281yWqWKZi5+gxXSxT0sZGyadFIdP8icpWRkcHevXvR19dn6tSp2FrZqKxgYsoxDLXD4kkvNG4t+IjFhSTenIvrjWhsq6QIIZNhxBdEHNjH1f0/0cnbjyeWvIWRuQVI6mD/s5B+AiFoIgf8H+WTG59homvCp/0/Jcy+beGeemk9mxM3sz1lO82KZvpZ2jJANwdPm94E+H+Gnl77Siz/CaQSObFnC7h5Jh+lTEnAAEfCRrh1iIfofyLB6t27N2PHjqVbt250794dc3Pzjj7FQ25RUyrixJoEasua6D3Wiy6Dne9rX1Zdcx3Pn3ue3LJs1kg/wiJHF31fSyzGe6PVzqDvYFkNzyfnEW5uzLZgj3atIGdmrSIvbw3e3h/g7DQdlErY9zQk7YcJ21B6PE7hgoWIrlzBftmHWIwf3/JAzY2wdTSUJsC0fSoZ93Yil0o5/t1nZFyLIHTUWPpPmUXTjXJq9meg526G1cwANFsp12qQK5iZkENEbSMfdXbkGSf1gorGmmaOrY6jqrCRvhO8CX6kYyTR75U/e2YZ6hjyUZ+P6Od09/dSEAQKkuKJOXGYrBvX0dTUpHPPPnQb9sTvu1JPPjmGJRPHEn30ABoamoQ9MY6wUWPvrc8KIC8Sjr0M5cngM1wlvW7uAqiafy8XXmZT0iZulN3ARMeE8T7jmeo3FVvDe5B5/xMSSQnJKa9RUxOBtfUg/Hw/QVe3/WIYgiCQeLGIiP2ZaGlrMmCyD53D7u1BJ6pr5uh3cVQViRg4xQf/vp2QKVX+bd/kleFmoMtqfze6tuBu/9u1lC1fTs3WbVgvXIjNwgVtnk8iUzD1x2uIExNZlXUIzdxszJ4ah90bb6BlfPcdFJmshugbE5BKK+ne7SeMjVtXJ/wzcpmMmyePE3m4Ci0tNySGV5kxdzBW5xagqM7hWd/38A+bwBI3u3/cJPd+IS0R0RRVSlNsOcomOVrmehh2t8Mo1K5FU9Z/EoVCQWpqKhERERQVFWFgYEBYWBg9evTAuB3fA3V5mGA9OAhKgaaYMupO5aFskKqMgoe4oX2fq21aIrO8kQlrIzHU1eLn+eFYyxopW/kp9UeOoOPigv2772Lcr2+rx6f8eoET332Bk38gT77+Hjp6Ld+DUimw4MdznMhuJsismV0vDsfY8PbXlpSUsHPnTqRSKRMmTMDDw4P6M3k0/FKAnrcFVlN9VV5z1TkIuyZBRRoZHoZIujyBv/9naGsbkxb5KydXf4m+iQljXnkHOw8vVUx0+TM4/wnYB5I+7COWxHxOfkM+z4c8z9zguW1Wm4DKz3FD4gZ+Sv0JpSCnt7GCYRZ69ApciY3NYPXf+PuIqK6ZqKM5JF8pQUdXk25DXQl51Bntv9Gv/p9IsEaMGMHUqVNJT09HQ0ODzp07ExYWhqenJ5p/Q775IS0jlcj5ZUsKWTcr8Aq15dHpfmr3ZahDk6yJF86/wLXia3xj9hGdo63QMtZRlQy6ta8udm9pNS+k5DPAwoTNQe7o3yXJEgQF8fHzqaq+SJeQzVhahquM9baMgtJEmH0cpXUAhQsXIbp8GfulS7GYOKGVG6iGTcOgrghmHYFO7e+DUSoV/LJpHXGnj+Hf7xEen/8izQnVVO9JQ9fFFOvZAa2uzEkUSp5PzuN4ZR2LXe14zd1ePUluiZwzG5PJja8k6BEn+j7lhea/XN7UlmfW3agtLSH29FESfjmDVNyEvZc3oSOf5JmFLzDGyxG/fo/Qb/JMTKzUU+j7HVEVnH0Pbm4HUyeVWbCvSiVJqpByLPsYm5M2k12Xjb2RPdP8pvGU91MY6fz9Bt/SsiOkpb2HIMjp7PU2nTpNVOuzbqxp5vy2FPKTq3Hxt+SR6X6/i1CoS3WJiKPfxiEWyRg6V7UDmt3UzHPJucQ1iJniYMkyL8c2S3Yrvvueyu++w2LGdOzefLPNexEEgZd3RGO8dyuTM35Bx9oah4+WYdy/f7uuV6EQc/PmdBoak+jSZSsW5neXTReUSlKuXOTX3TuRSPqgqeOM2D+ZJRMfRdj+FBJxHTMCPmZ0j1HMcLzH79MDhFIipym2AlF0KbLCRtDSwCDACqMwe/Q8zf9V5VGA5uZmbt68ydWrV6mtrcXS0pLevXsTEhKCbiulwR3BwwTrweAOo+ARHmq1E9wP4gtrmbomgqdKo5kYexSaJVjNfQarefPQbMfiXfLl85z8/kucAwIZ81rrSZYgCLy78zLbExrwMGxmz4uPYW12u/pyXV0dO3bsoLKyklGjRtG1a1car5dQezATHTsjrAdVoXVsLggCwvjNFOjmkpm5HAMDd4KDfsDIyIPy3GwOrlqGuK6Ox597Eb8+A1SDp5+G/c+Ahiai0d/zYfkljuccp7dDb5b3W46Vwd0rYEpFpayNX8uBjANooaSvsZRp3mPo5vcBWlr/7qLNX6kuERF5IIvc+EqMLfToOdoDnx729zQH/icSrN8usra2lhs3bhATE4NIJMLCwoLQ0FC6dOmC0V1q7x+iHoIgEHMqj2uHsrFwMGLY/KAOrU39K82KZl69+CrnC87zlssrDIzyR1ErwfRxN0z6O7Xry72zpIqXUwsYbGXKhkA39O6SfMvlDUTfGE9zcwVhofsxNHSFxnKVsqC8Geb+glLfhsJFixBduoz9Bx9gMWliy4PVF8OGISATwZxTYN253fcuCALX9v/ElT3bcevSnVGL30Ce3kj17jR0HI2xmR3QqgCIXCnwWnoBO0uqmdHJiuXeTi2WY7WGUikQsT+TuLMFuAZa8fgzAej+Q6UWrdEez6y2kIqbSLp4jpsnj1BTUsyRvHJ2bduGQ2f1jCJ/R6mE2O1w5n1orofeC2DA66BrRF1zHXvT97IzZScV4gp8LHyYFTiLIW5D0FFDya81ZLJ60tLfp6zsMKamXQjw/xxDQze1xsiIKuPirjQUciV9xnn9LbXQ4owajv+QgKa2JiMXBGPjYsKukmrezihCT1ODz3ycGWlr3uYY1Vu3UvbJcsyefBKHjz+6a4nmhs2nsfthJZ51xZiNfgK7t95Cq50y20qlnITEBVRWniMo8HtsbYe0+XpBEMiJjebXnVuoyC9Gx2Icmtgh7Z/L4j6BKHdNpEbQYnrwKl7oMYhhNm3f64OMIAhIc+oQRZUhTqxEkCnRsTfCMMwOwy627a4guJ80NDRw7do1oqOjkUgkODs7Ex4ejo+Pzz+yuPowwfp3+btGwfcTSXIyGW+8g3Z6CllOvvT7/lPMfNr/3AdIvvQLJ1Z/iUtgCGNeexcd3dYXvb46dJWvIyux15Xy04KBuNjd3hogkUjYs2cP2dnZDBgwgIEDByJJq6Z550rMNNeDhRca03aDlScA1TWRJCa+gFIpJTDgS6ytH6WprpbDXyynKDWJHqOfos+k6WhqaqkUl3+aDuXJCI++wz47V5ZfX4G5njkr+68k1D60XfdbUF/A97HfcjznBHoaAo9bmbIo/DvsLbqp9b79ExSl1xCxL5PyvAasnY0JH+uFs5967Rj/qQTrN+RyOSkpKURFRZGfn4+WlhYBAQGEhYXh5OT0QPz4/lfIT67i9IYkEGDwbH/cgu7faq1cKee9K+9xJPsIc72fZmr2EMQJlej7WKhKBttRE7utuJJX0woZam3K+gB3dO6SmDU15REV/SR6eraEdt+LtraJqslzw+Oqsq85J1Fq6FG06AUaL17E/oP3sZg0qeXBqrJUx+kYqJIsM/WM9uLPneLs+u+x8/DkyTc+QKNQTtWOFHTsDLF+OqjVgEcQBD7OLuG7/HJG2Zjznb/LXZPLv5J4qYhLu9OxdDBkxIKQ+y5y0h7a45nVFoJSSUNVJbOenX/vk1xZEhx9GQqugktvGPEF2PlT3FjMtuRt7M/YT5O8id4OvZkVOIveDr07bP6prokkOflVpNJy3NwW4eb6HJpqqA1KRDIu7kojM7ocO3dTBs/yx9zu3hdJMqLLOLs5GTNrA0YuDEFupsOraQUcq6ijj7kx3/q50Oku0uS1Bw5S8uabmDw2GMcvv0Sjjb5aQS7n1w+/wGzvVmSGRnRe+TGmg9tfViIIAmlp71JUvAtv7/dxdmq7x6s4PZXLOzdTmJKIqa0LIp1H0RSboTGomIWBtgg/z6ZAx4o5Xb/gkx596KmGiueDhKK+GdGNW4IVVRI09LQw7GKDUZg9Oo7GD8Tzs6ysjMjISOLj41Eqlfj5+REeHo6zs/M/eh0PE6x/h44yCr4v19bYSMU331CzfQdaFhaUTpvPrDxz+nS2YcPMMHTV9A5MuniOkz98hWtQF0a/+k6bSda2c7F8cKYAU20525/pTYDb7X2kCoWCI0eOEBsbS9cgf0ZpXkAzbgdijd7UCK9gOT0UfU/z318vkRQTnzCfhoYk3N1fwt1tAUqFgl82rSX+7Ek8uoUxfNEr6BkaqWxIDi+CxH3gO5K0gUtYEvkeBQ0FLOyykKeDnr5ryeBvZNRk8OX1D7lcGouRpsAkj4E822MVBjrq+1zeTwSlQMaNMq4ezKahSoKLvyW9x3ph7dS+uf8/mWD9mbKyMqKjo4mLi0MqlWJvb09YWBhBQUH3tXTg/xP1lWJOrE2gsrCRHiPdCR3mdt9KRpSCkuXXlrM7bTfjvMbxsuZc6o/loGV4q2TQ/e4r1xsLK3gro4gRNmas9Xe7a+O5SrZ5NlZWAwkO+gENDS3IPAs7JoDXYJi8C6VcQdELL9J44QJ2772L5ZQpLQ9WEgebR4KJA8w+AUbqCUhkRl/j2FcrMbG2ZtxbH6JXo0vlthS0rfSxeSYILZPWv9Or88v5MKuY/hbGbAp0b5eq4p8pSK7m5LoEtHS1GPF8MHZu/24JBrTfM6st7mmSa26EiytVxtL6ZvD4MgiZQkpNGpuTNnMq9xQaaDDUfSizAmbhY3mPu2MtoFA0k539OfkFGzEwcCUg4AvMTEPUGiMvqYpftqYgaZARNtKdbkNc7rn8UxAEYs8UELE/EwcvM4Y/F0xUs4RFKflUyeS84eHAc842aN4lMK8/c4aiF1/CqFdPnNasQbON+bk5M5OMl19FKz2VBO8ejNzwOYY26i3u5OR8R3bOl7i6zsfL89VWX1dVWMCvu7eQGXUVQzNzugyfQGSkAu16I/SGVfKssxLh8AskGnvxUrfP+b5HKL5GD1YgcDcEhRJJSjWi6DIkadUggJ6HGYahdhgEWrcqqPOPXqMgkJ2dTWRkJJmZmejo6NC1a1d69eqFpeX9FVxqjYcJ1j+Lyii4hPpz+R1mFNxh1yYINJw6Rdkny5FXVGA+aSK2L72ElpkZe6IKeG1fPCODHfh6Ule01IyPEi+c5dSar3EN6sKYV99tVREX4Oi1FF4+kI6OpsCG6d3o5edyx3VGnj6Ic+SbOFOCLHwxGqGvUbk5GXmVBMvx3hh2+aMfWKGQkJr2DqWlB7C2HkyA/2doa5sQe/o45zevxdzOgdGvvotlJ0eVoNPV1XD6XbDyRDTuR5am7+BE7gn6dOrDJ/0+wVK//b/VmyVXWBX5OgkNdZhr6zC/ywIm+M5AR+vf3z3/MwqZkoSLhUQfz6VZLMe3twM9R3nctcz+P59g/UZzczPx8fFERUVRXl6Onp4eISEhhIWFdaiq0P9XZFIFF3akkn6tDLdgawbP9kfvPnmeCILAtze/ZX3Ceoa6DWWpx9vU/5SJvFqskh8d4HzXBG9dQTnvZRYzxtac7/xc75pkFRRuJT19Ka6uz+Hl+YrqP6N+hGNLoOdzMGwFSqmUopcW0/jLL9i98w6W06a2PFjur7B9HNj6w8zDKtNZNShKTebgpx+ipaPD2DeXYiq3oGpLMlrmeqokqw3/qt0lVSxJKyDI2JAdwR5Y6ar3GVUXizj6fRzieimD5/jj2fXvCTN0BOp4ZrWE2pNc6jGVp1V9IXSdjjB4KRG1qWxK2sS1kmsY6RjxVOenmOY/DXuj9ivRtYeGxlSSk16mUZSGo+NUOnu9gZZW+3edZM0KIvZlknipCAsHIx6b7Y+Ni3rfvz+jVAr8uieDhAuFeHW3pd8MHz4rqOCHgnI8DfVY7e9KsMndr08UEUHBs/PR9/fHZeOGVuXUBYWC6k2bKP/6Gxo0ddnVZzLvrlqEpZF6AVZx8V5SUt/A3v5J/P1WtbgrU19ZQeTPO0m6cA4dfT3CRo3Drdej7PwqAk2RPmZP1DPbqBDOLeWSRSgfh37Kxu5B/ykDYVl5E6LoUppiylE2ytA01cWoux1G3e3Qtn4wkkSFQkFiYiIRERGUlZVhZGREz549CQ0NxdDw/pWlt4eHCdY/w29GwXUncpD/ZhQ83B0d+wej9UOan0/pso8QXb6Mnr8fDh98gEHw7b5O6y5l8cnxVKb2dOGjMYFq7wQnnD/N6TXf4NalO6OXvN1mkvVrQjbP7oxHjiZfj/NjaOifShOLbsDuaSiaqtmvHEy5dThTp07FVNeIym0pSHPqMB3qhsmAP6q9BEGgsHArGZkfY2DgSnDQGoyMPClITuDIF8tRKhWMfOE13Lp0V50j5xLsnQ3yZoQxP7BXS8zK6ysx1zdnVf9VdLNrf8mfIAicSFzO2qSdZDdrYG9gxcJuixnpMbJV361/C4lIxo0TucRfKERTQ4OQwc50e9wV3VZi4f+ZBOs3fpNvjY6OJikpCaVSiZubG2FhYfj6+t6z4eBDVO9twoVCruzNxNTGgGHPBmHZ6f5NgJsSN/HFjS/o59iPVb0+RXKkEHFcBXqdzbGc6HPXVa3v88tZllXMU3YWfO3n0mZvkiAIpKa9Q3HxbgL8v8Te/gnVH06+BVe/h+GfQY+5CFIphYtfpvHcOezeegvLGdNbHjD1OPw0Ddz6wtS9oK2eoEBVYT4/f/Ie0qYmRr/yDnZGrlRuSkLTRAebuUFom7dewneqso55Sbm46OuyO8RT7YCwqV7KiTXxlGbX0/tJT7o+7vJAlA3Flsfy2qXXqGiqaJdn1m+0e/6oyVN5WqWfAFt/ZMNXcUJRzeakzWTUZGBrYMtU/6k85f0Uprodu7snCEryCzaQlfUFOjqm+PmuwNr6EbXGKM2u4+ymZOoqxYQMcqbXaI+/ZRoukyo4syGJnLhKugx2xmaoEwtS8kloFDOjkxXve3Vqly2CODaWvDlPo+vkhOvWLWi1ogLbnJNDyZtvIY6NJc6tC993GcfmJUPxtFFvx7Ky8jzxCc9iYRFOSPB6NP/SCydubOD6wb3cPHkEBIEuQ0bQY8wEGsVKtn96CQ2xDnbjmpkiuw5XV7PfdhDbe3zEhhDv/4SBsLJZgTi+AlF0GdK8etDUQN/PEqMwe/Q7W9xXnyB1kEgk3Lhxg6tXr9LQ0IC1tTXh4eEEBQWho/NgrGA/TLDuP7cZBdsaYj7i/hgF3wtKqZTqDRuoXLMWDW1tbF58AYspU1otbV5xIpU1F7NY9KgXSx5Xv6oh/twpzqz7Fvcu3XnilXdUvlStkJBVxIyN16hX6LBsmDtTBgRC3E+qMj5jO5i0g2yxMT/99BM6OjpMmTIFB1t7qvemI46rwKinPeZPeN02H9TUXCMhcSFKpZQA/8+xsRlMXXkZh1Yto7Ign/5TZ9F95JOqeKCuUNWXVRwD/ZaQEjKOVy69RlFjEQu7LmRO4Jx2lwwCNDSksvv6fPaXVVAo08TDzJ0FXRYy2HWwWuP8E9RXirl6KJuMqDIMTHQIG+GOf79OaP2lSuR/LsH6M42Njdy8eZPo6Gjq6uowNjb+XerdrJ1N0g+5k+KMGk6uT0LWrGDQDD+8ut+/XY696XtZFrmMbnbd+PaRb9GIbaT2SBaaBjpYTfZBz8O8zeO/yi1lRU4pk+wt+cLXuc0yJqVSys2bM6hviKd7t90q53GlQmW6l3EKpuyFzoMRpFKKliyh4cxZ7N58A8uZM1seMHYXHJwPfk/A+M2g5mpMQ1Ul+z55j9rSYoYtfAU3x2AqNyaiqa+tSrKsWl+BjqhpZGZCNqbaWuwO8aSzkXo9VXKZgl+2pJARXY5fuAMDpvigpWZt+f2grrmOpZFLOZN3pt2eWXedP+RSiPwOLn4KGpo09n+Zn80t2Ja6k/KmcrzMvZgZMJMR7iPuS+mCRFJMUvIr1NZew9p68C359faXlirkSqKO5RBzMg9jC30GzfTD0cfib12TuEHKsdXxlOXW03eCF3HehryfWYSBliZf+Lgw1KZ986ckLZ286dPRMjfHbcd2tFuoJhCUSmq2baP8iy/R0NPjQL9J/KjrzdanexLupV5ZYF19HDExUzEy8qBb151oa/+RnMmaJcScOELUoZ9pFjfh3+8R+kyYhqmNLUVFFfz0WSRINXGZKDCu/CAaiT+z3nEcET3fYnVA++wf/i0EQUCa34AoqhRxfAWCVIm2jQFGYfYYdrVts7T4n6a2tpZr165x48YNpFIp7u7u9O7dGy8vrwdOFfhhgnX/uMMo+DFXjMLur1GwOoiuXqN06VKkOTmYDB2K3ZtvoGPXtq2FIAi8uT+B3VEFvDvSn6f7uqt93vizJzmz/js8uoUx6uW32kyycoormPTDJSplOux1O0K30j3g2hcmbAEj1dxZXl7O9u3bEYvFjB8/ns5enak/lUvDxUL0fS2xnOJ7W4mwqi/reRoaEnB3ewF390XIm6WcXP0l6deu4N/vER6bt0i1wyaTwIlXIWYreA6i8Ymvef/mV5zOO00/x3583PdjLPTb/yxSKCRkZCzneOYuTjYYUyKV4Wfpx8KuC+nn2O+BWOj9M+V59Vz5OZPijFrM7QzpPcYT9y5/iLD8TydYv6FUKsnMzCQqKoqMjAw0NDTw8fEhNDQUDw+PB25S/y/QWNPMyXUJlOXU022ICz1He6J5n/qyTuSc4K3Lb+Ft6c2awWswqtGlekcK8ioxpoNdMXmk7ZLBVTklfJ5bxvROVqz0dmozyZJKq4iKfhJBUBAWegA9PVtVP86moVCdC0+fBjt/BJmMoiWv0HD6NLZvvI7VrFktDxi5Gk69Cd1mwqivQc0JQtLYyMFVH1KUlsKjs+YREDiQyo2JaGhrYj03CB2b1ktoEhqamByXjRKBHcGerXoStYagFLh+NIfo47k4+pgzdF7QPRnSdjSCILAvYx8rr69sl2dWm/NH7hWVp1VFKmU+Q9jh4s/evFM0yhrpYd+DWQGz6OvY975M7IIgUFZ2mLT09xEEJd6d38XB4Sm1zlVV3MjZTclUFjTiG+5Av/GdWy1XaC+15U0c/TaOxtpmwmb58o1uE6cq6xlgYcI3fi7Y6bXvOyDNyyN32jQ0NDRx3bkTXac7RV+kBQWUvPkWTdHRGA0YwPY+U1iX3MDKcUFMDHNpYdTWaWrKJfrGeLS0jAjtvhc9PVUyp1QoSDx/hsifd9JYU41HtzD6Tp6JjYsbAHm5Jez7MhqlQsB7sgYjszagmX2ej9znUddzEcu9nR9YA2FFo5SmmHJEUaXIK8Ro6GpiEKwSrNB1MXmgApLi4mIiIiJISkoCIDAwkN69e9OpU6d/+cpa52GC1fEopQoaLt4yClbeMgp+5J8zCr4b8spKyj79lPrDR9Bxdsb+vXcx7td+f0uFUmDBjhhOJpXyxYQQxnZT32My7swJzv74fbuSrIriPLLXTaEniVy3GEnYgk1oaN++oFJfX8/OnTspKytj+PDhhIWF0RhZTO3hLHQcjbGeGXDbIoxC0Uxa2ruUlO7D2upRAgK+QEvLmKv7dxOxZwf2Xt6MXvI2xpa3FgKjN8HxV8G0E8LE7eypS2Fl1Eos9S1ZNWAVXW3bb10DUFF5jqTk17hW38zZJgtKxbV0te3Koq6L7mpy/E8jCAJ5CVVE7M+kprQJBy8zwsd6Ye9h9v8jwfozNTU1REdHc/PmTZqamrC0tPxd6v3frvf+r6GQKbm8J52ky8U4+Vow5JlA9I3vTwB+qfASL194GUdjR9Y9tg4bbStqD2TSFFuBntetksFWVmkFQWBFTilf55Ux29GaTzq3LVPd0JDCjZgJGBl5063rTrS09FQeV+sfBS0deOYcmNipkqxXXqXh1ClsX3sNqzmzWx7w3DKVYV/fxTD4A7XvXSZt5tjXq8iKvkrPJyfQo/9YKjckggbYzA1Cx671Ms2cpmYmxGVRJZOzOdCd/pbq9+OkXS3hl+2pmFoZMGJB8H2V61eHrNosXr30Khk1GW16ZrU4f4gqVY26cTtJt3Rhi2d3jlfFoUTJ466PMytgFgHWAfft2mWyOlLT3qW8/BhmZt0I8P8cA4P2JxSCUiD2XAHXDmWja6DFwKm+eHT5+72mpTl1HPs+HgSwmOPFB7VV1MoUvO3pwFynuwtZ/IasrIy8KVNRikS4bt+GnpfXX65fSc3u3ZR/9jkamprYvfkmB+y6sPRoCs/29+DN4X5qXXeztJIb0eORKxoJ7b4HQ0N3BEEg49oVft29jZqSIjp5+9Fv6iycfP/4XDMyCzj6dTxyZIRM1WZQ3GdQGs8S71dw7DWbV9zU85b7JxAUApKMGkRRpUhSqkEpoOtqilGoHQbBNq2ak/8b/La4GRERQW5uLrq6unTv3p2ePXti3kqp6IPEwwSr41AZBZdTdypXZRQcbI3ZUPd/xSi4JQSlkto9eyj/4kuUYjFWzzyN9bPPtsvT6q80yxXM2RzF1exq1k7rzmB/9Q3dY08f59yG1XiG9mTU4jfQ0m4htqpIh12TEGrz+I4pfN40lJGdjfhm9oA7Frybm5v5+eefycjIoE+fPgwaNIjm1Bqqd6WiaaKL9eyA2xZsBUGgqGgH6RnLMDBwJijoB4yNOpMRFcmJ775A18CA0Uve/sP+pCAK9swAcQ088Q3JjoEsubCEElEJL3R7od0l/X9cbxnJya9SXn2FJI1gjlbWUiGupLdDb17o9gKB1oFqv6f3E6VCSUpECdeO5CCul+LZzZZ1J9/7/5Vg/YZcLic5OZmoqCgKCgrQ1tYmMDCQsLAwHB3Vk9f+/07ylWIu7krDyFSPYfOD/lZTfVtElUax8NxCLPQtWP/4epyMnWiKLqPmUBaaBlpYTvRF38u8xWMFQeDDrGJ+KKhgnpMNS706tRk4lZefIiHxeeztx+Dv95nqtcU3YdNwsPWDWcdAx0CVZL32Gg0nTmL76itYPf10SyeHo4vhxiZ4bBn0eUHte1cqFJzb8APx504S+MhjDBw9h6qNyaBUYv10ELqdWu9TKW2WMSkui6ymZlb7uzLqLj5FLVGcUcuJNQkICAyfH0ynzuqPcT9oj2fWbfOHUgk3tyKceZ/rmlI2uQRwpbkMA20DxnYeyzS/aTiZqL/iqA7V1VdITnkNqbQSd/cXcHV5Vi359fpKMee2pFCcUYt7iDUDp/piaPr3S8CyYys4syEJHQtd0sZ1Ykt1Ld6G+vwQ4EqAcfsFEeQ1NeRNm468tBSXzZsxCLr9QSgrKqL4nXdoiryKUXg4Dh9/xOU6TZ7ZEs1gPzvWTOuu1m64XC4i5uYURKIsunXdjplZF/IT47i8czOlWRlYObnQd/JMPLv3uO03n5ySw+nvU2jWktBzijb9rn2AvLaQeX7vMyh84gNnICyvFCOKLkMUU4ayXoqmsQ6G3WwxCrVH5wFZ9PgNmUxGQkICERERVFZWYmpqSs+ePenevTv69xCw/ls8TLA6BknWLaPgYhG6ziaYjfz3jYL/jCQlhZIPPkASF49hz57Yv/8eeh4ef2vMxmY5U9dfJbW0ga1zetDTQz1FYYDYU8c4t/EHPEN7MWrx67cnWemnYN8zoKULE7chsevOrG+OcLXagD5OumyaP+gOyXiFQsHx48e5ceMGgYGBjB49GqFUQuXmJBAErGb4o+d2e/l3TW0UCQkLUColBPh/ho3N41Tm53Jw1TIaq6t4bN4iAgYMunXT5bB3FuRdgZ7P0TDwNd6/9hFn8s7Q36k/H/f5GHN983bf/x+9yZ+DtiVp+kPZmXWG2uZaHnV+lIVdF9LZQj3vsfuNVCIn9kw+N8/kc6rwm/+fCdafKS0tJSoqivj4eGQyGQ4ODoSFhREYGPhQ6r2dlOXWc3JtAuJGGQOn+uDby+G+nCexMpH5Z+ejq6nL2sfW0tmiM7JSEVU7UpBXijF51AXTQS4tlgwKgsB7mUWsL6zkeWdb3vV0aDPJys75lpycr/DyehNXl2dU/5lyVCVe4T8antoEmpoIcjnFr71O/fHj2Cx5Geu5c+8cTKmAfU9D0gEY/T10nab2vQuCQMTenVzdtwuPbmEMnf4itVvSUEqV2DwdiK5T64ltrUzO9PgcoutFrPR2uqfgsba8iWPfx1NfJebR6X749OxYBb2/wy/5v/BexHtIFVLe6fUOozxG3VkHXZqA/OhiTtcksdnGgRQNGZb6lkz1m8pEn4mY6d3fvkyFQkJW1ioKCjdjaOhBgP/nqj6/diIIAqmRJVzekwFAvwne+PbumB2WhAuFXP4pHbmvKft7GpEqbmaOozXvenZSq/dI0dhI/qzZNKen47x+PUY9e9x2/bU//0z5ipUIgoDda69hPnECqaUNPPVDBO42Rux5tjeGaihfKpUy4uLnUlMTQXDQWhQNLlzeuZm8+JuYWNkQPmEq/v0fUZll/om4uHTOr8tCotNI/8ma9Lz0BiKphNmBy3kmfOQDYyCslCoQJ1YiiipDmlMHGqDvY4lRmB36vpZoPGB9YU1NTURFRXH9+nVEIhH29vaEh4cTEBDwnxSYephg/T1kFU3UnchFklx1yyjYDYNgmwdmV1jRKKLy22+o3rYdLQsL7N54HdORIzvOy1AkZfyaCMrrm9n9bC8COqn/jLl58gi/bFqLV1gvRr70hup39OuXcO5DsA+CSTvBXOUPJ5PJWLT6CCdL9Ai00mL3okEY69++8yUIAleuXOHs2bO4uLgwadIkdMUaVG5KQl4rwXKCD4bBt1dDSCQlJCQuoL4+Dje3BXi4v4SksZGjX60gPzGe7iNG03/qHDS1tEAhgzPvqeTcXfsgPLWJXYXn+Cz6M6wMrFjVfxVdbLuo9R7U1yeQmPQSYnEedo7PcFlsytbkbYhkIoZ7DOf5kOdxMVWvpPx+IxHJmDJ94sME6zckEsnvUu8VFRXo6+vTpUsXQkNDsbZ+sFYzH0Sa6qWc/jGRovRaggY60We81x2qKh1BZk0m887MQ6qU8sOgHwiyCULZrKD2UCZNMeXoeZhhOdm3xZJBQRB4M6OIzUWVvORqx+vurQeogqAkMfEFyitOERKyHmurgao/XPkGzrwL/ZbAoPdUr5XLKX79DeqPHcNm8WKsn51354ByKeyaCNkXYMI28Bt5T/cfd+Y4Zzf8gENnH56Y9zoNO3NQNsmxnhPY5qpgk0LJ3MRczlXX84a7PS+62qn9IJGIZJxcl0BRWi2hw93oMcr9gXlYlopKefPym0SXRTPCYwTv9HwHY11jxj45hu3zfNifspNt5qYUa2niZurGrIBZjPQciZ6WegqP90JDQzJJyS8jEmXg5DgdL6/X0dJq/65QU72UCztSyYmrpFNncwbN9MO0A2S2BaVA5MEsYk7nkz3Ain2dwERLiy99nXnMWr1gQCmRUDB3Hk03b+L07TeYPPKHCqKsrIySd99FdOkyhj164PDJx+g6OVFeL2HM91dQCnBwQR/szdq/uyEIAikpr1FSuh9Xh9dJPV1LWsQl9I1N6DlmPF2GjGxR6jg6OpkrG/MR6dUxZLyCLhdeo1JDnzldPue93oP+dQNhQRCQFTaq5NVjKxCaFWhb6WMYao9Rd1u0TO//91VdqqqquHr1Kjdv3kQul+Pl5UV4eDju7g/O/HAvPEyw7g1lk4z6c/k0Rv7ZKLgTGn9D1bQjUXlanaZs+XLk5eWYT5yA7eLFaN0H8bPiWjFP/RCBVKFk7/xw3K3VV16OOXGY85vX0Tm0ByNcc9BK3g8BY1WLtbq3714rFAre3nCUn7K1cDHR4OdFj2JjeuezIjExkQMHDmBubs7UqVMx0zOhamsy0rx6zIa7Y9zv9lYKhaKZtPT3KSnZi5XVQAL8v0RTw5CL2zZw8+QRXIO7MvLF19E3vjV/xu+Bwy+AgTlM2EaSgSFLLi6hTFTGS91fYob/DLXmBrlcREbGRxSX7MHUtAtOXkvZnXWGnSk7kSlljPEaw/yQ+R1unfJ3+H/Xg9UeBEEgLy+PqKgoUlJSUCqVuLu7ExYWho+Pz39yJe6fQqlQEnEgi7izBTh4mTFkbiBGbfg23SsFDQXMPT2XGkkN3w367vfGR1F0GbWHMtHQ08Jyog/6ne9UsFEKAq+lFbK9pIpX3Ox5xb31H6RC0UT0jYmIxfmEhe7HyMhTVfJ35EWI2QJjfoAuKtNhQS6n+M23qD9yBJuXXsR6/vw7B5SKYOtoKImHaT+De/97uv+MaxEc+3YVZjZ2PLnoXST7ilE0SLGeFdCmsqJMKbA4NZ+fy2qY62TNUi/HdvfV/IZCruTizjRSIkroHGrLozP9/pYceEeiUCr4MeFHfoj7QeWZFfYmz02di3K2Ng1amnSzDmJW0FwGOA/4R6RfBUFBXv6PZGd/iY6OOf5+K7GyGqDWGNmxFVzYkYpUrKDXGA9CHr27D1x7UMiUnNuSzM2ECi4MteKmvpJHLU342s8FG131eikFmYzCRS/QePEinT79FLNRqsUDQRCoP3yY0o8/QZBKsV2yBIupU9DQ1EQsVTBpXSTpZY3snd+bQEf1gpusrM/IzfsBoSachH31aGpr0334GMKeGIueYctBTERkPNHbSmkwqGLU6CYCL75Jjp49i7p/yRe9wv9VA2GFSEbTzXKaokuRlTahoaOJQaA1RmF26LqbPZCJSkFBAREREaSkpKClpUVwcDC9e/fG1vbf98/rCB4mWOohyJU0Xr1lFCyRYxR2yyj4AVKxlBYUULpsGaJLl9Hz88Phg/cxCFHPyF1dsioaGb8mEgMdLfY9F67WQtJv3Ph5Mxf2/kxnk0pGTBuH1oBXWhXNUiqVfLrjJOuTFFjqa7Bv4UBcrO9cOMrLy2PXrl1oamoyZcoUHO0cqN6TjjihEuPwTpiN9LjtWSMIAkXFu0hP/xB9/U4EB63B2NibhF9Oc/bH1Zja2DDm1fewclLtqFGaoFJhri+G4Z9SHzSO9yLe51z+OQY6DeSjvh+pXTlSVn6c1NS3EQQlPj5L0Tbtw/qE9exN34smmkzwmcAzQc9gZaB+SWZH8zDBugsNDQ2/S73X19djYmLyu9S7qemDU0P8oJEeVcr5ranoGmoz7Nkg7D06fmWovKmceafnUdBQwBcDv2CAsypwlZWJqNqRiryiCZNHnDEd5HqH9KtSEFicWsBPpdW86e7Ai26tN6FKJMVcjxqNtrYpYaH70dExU22Dbx8HeREw46DK7wqVUWrJW29Rd+gw1i8swub55+8csKla1ctVVwizjkAn9RR2fqMwOZGDq5aho6fHky++j/JEDYqaZqxm+LeYWP753t+/VSr5lJ0FX/q6oKNmwC4IAjdP5xN5IAt7D1OGzQ/ukD6gDkEh5+b1b3g9dTMVGkrEm+QMf70XM8MWE2Jzfx+kf0YsLiQ5+RVq66KwsRmCr89H6Oq2399FKpZzeU86qZGlWDsbM3i2P1Zt9Nqpg0Qk48SaBC42ijjZzxSxJrzn1Yk5jtZqB/KCUqkqkT16FPv338Ni8mQA5BUVlHywlMZz5zDo2pVOyz9B180NUBkYL9ipUtpaNz2Ux9RsAs/N3khW7sdUp1lRcMmO4EHD6DVuEsYWrb+/Fy7GEL+7knrjCp4aVo7P5Q+JMfHj/bAvWRvW9V8xEBaUAs2ZtYiiSxEnVYFCQMfJWCWvHmLzwCir/RmlUklqaioREREUFhair69PWFgYPXr0wMTk/vTf/ls8TLDahyAISJKrqDt+yyi4sznmIzweGKNguOVptXEjlT+sQUNLS+VpNXVqq55WHU1CYR2T1kXiaGHAnmd7Y26oxnyTFwl7pnOj2IQLxY549+rLiBdeVZXktYIgCKw78AufX29EX0eT3fP74u94Z1xQWVnJ9u3baWxsZNy4cfj6+FJ3PIfGX4vQD7DCcqLPbTLuALW10SQkLkChaMLfbxW2tkMpSkvh8OcfI5c2M3zRq3h2v1Ue3lQN++dC5lnoOh1h2Cp2Zu3ns+jPsDGwYdWAVWo/lyWSYpKSXqa2Lgp7u9H4+CylXNLAmrg1HMo6hJ6WHtP8pjEzYOZ9L/1vi4cJVjtRKpWkp6cTHR1NZmYmGhoa+Pr6EhYW9p8vg7hfVBY2cmJNPI01zfSb6E1Av7aFJe6FGkkNz519jrTqND7u+zHDPYYDqt6F2kNZNN0oQ9fdDKvJPneU1igEgRdTVLs573l24nmX1ldda2ujibk5DQvznoSEbFCJEohrYcNjqsbOZ86BtUopTZVkvU3doUNYL1yIzcIFdw5YXwwbh6h2tOacAut7a9SsyM9l/yfvIWtuZszCt9G5LENWKcZqmj8Gvq0Hm4Ig8HVeGStyShlsZcq6ADcM76GcMyumnLObkjEw1WXEguAOSwDuCWkTxO6AiG+hNo86Ky9+8R/Ehm+SOHro2D92GYIgUFp6gLT0pQD4eL+Hvf1Ytb77RWk1nNuSQmONhG5DXQkb4d5hPmT1VWL2r45nn71AlJc+fkb6rPZ3xU8NIYvfEASBsmXLqNm567bS2Prjxyld+iFKsRibl17CcuYMNP4UDHx6MpXVF7J4e7gfc/u3v5lcLpMRdXYFIt3N1OcZo1M/ib4TZ2Dh0LYw0ekz10jb10CtWTFTB2Thcf0rzlr2Ym2vVazr6v+PGwjLaySIostoulGGorYZTUNtDLvaYhRm/0AFpX9GKpUSGxtLZGQkNTU1mJub07t3b7p06YKe3oNXttgRPAixx4OOtKiR2qPZSHPq0LY1wGyEB/reFg9UTCS6dl3laZWdjcmQIdi99eZdPa3uBxFZlczaGEWAoyk7nunZvn7TG5vh2Ctg7gKTdxF9NYmL2zfi07sfwxe90maSBfDTqcssPV+JUlObjbN7EN75zvtubGxk165dFBUVMXToUHr16kXDr0XUHctG19kEqxn+aBnfnhBKmktJSFhIff1N3Fyfw8NjMQ1V1Rz+/GPKcrLoO3E6PcaMV30PlAo4/4lKTblTN5i4jQRpDa9eepUyURmLuy9muv90tb4zgqAgN3c1ObnfoqfXicCALzEz60pOXQ6rY1dzMvckJromzA6YzVS/qRjq/PNCQA8TrHugurr6d6l3sViMlZXV71LvBgb/XonJg4hEJOPMxmTyk6rwC3eg/2TvDi8na5Q2suiXRdwou8E7vd5hgs+E3/8miimj9kAmGrq3Sga9b1/BkSsFFqTkcai8lmVejsx1bl3qurh4Dympb+LsPBvvzu+o/rM6G34cDPrm8MxZMFQlNYJCQck771J34ADWzz+P9aKFd04eVVmqJEtLD54+BWb3pl5XX1HOvk/eo66ijBHPvoJprCGyUhFWU3wxCGi7d3BLUSVvpBcSZmbE1iB3zO8h0CzLref46njkUgVD5wXh7N/+XZoOoakarq+H62uhqQqcekDfl8B7GGhq/qPzh0xWQ2rqu5RXnMDMLJQA/88wMHBu9/FymYKrh7KJO1eAmbUBg2f7d+jub0VBA+s3J7ArWI8KUy3mOdnwlocD+vfYK1n+5VdUrV2L5dNzsH3lFRQ1NZR+uIyGkyfRDwqi04rl6Hl63nbM3ugCXv05nsk9nPnkyaB2PVSVSgUply9w45fVOPSJQym2JDhgIw5ed5fqPXbsCjlHxFRZFDIn9AbOCVvZYzeEk+HL+D6w8z9mICzIlIiTVYIVzVm1AOh1tlDJq/tbofEAGHm3RGNjI9evXycqKgqxWIyjoyPh4eH4+fn9z3tIPmixx4OEoq6ZulO5NN0sR9NQ+5ZRsMMDYxQMIK+qovzTT6k7dBgdJyeVp1X/eyvL7yhOJZXy3PYb9PGyZsPMsDuU/n5HIYOTb0LUevAcBE9tAANV/BJ1eB+XdmzCJ7w/wxcuuWuSderXKF49lk8TenwzMYThXe58JkmlUvbv309qaio9e/ZkyJAhNCdXU7U7DW0zXaxnB6L9l75fpbKZtPSlFBf/hJVlfwICvgKlHqfXfkvqlYv4hPdnyPwX0NG7VRKZchQOzAdtPRi/ibpOIbx75V3OF5znEedHWNZnmdo7TrV1N0hKepnm5hLc3V7Aze05NDS0SKtO47ub33Gh8AKW+pY8E/QME3wm/CM917/xMMH6G8hkst+l3gsLC9HW1iYoKIiwsLAH2jzxn0apFIi6ZVhr62rC0GeDMOlg7wuJXMKSi0u4VHiJxd0XMydwzu9/k5U3qVQGy26VDA6+vWRQphSYn5zLsYo6lns7MbsNhb309GUUFG7Gz3cFnTqNV/1n/lXYMkoV2E8/ALdM/gSlkpJ336Vu336sn38O60WL7gwmS+Jg80gwsYfZJ8Ho3uqGxQ31HFi5lNLMDAbPeA77HAekRQ1YTvTFMKRtf6TD5bUsSM7Dy1CP3SGe7TaS/TMN1RKOfR9HdUkT/Sd5E9j/H7A6qM2HyO9VLvKyJlVC1edFcO1928v+qfmjquoyySmvIZPV4OH+Eq6uc9HQaP9iQkV+A2c2JVNTIiKwvyPh47zQ6UBPo9zESj74JYMzAfpY6GjzbYArj1jde5lz1YaNlK9ahfn48dh/uJSGs2cpff8DFA0N2CxciNXTc+4ov7maXcX0Ddfo4W7J5tk90LlLciMIAtkxUfy6awsNDen4jC1AT9+GXr0Ptavc8sCBixSfUlBpnctcv3N0yjjKd86Tyevz1j9mICwtbqQpugzRzXIEsRwtcz2MQu0wDLVD2/zBlSwvLy8nMjKS+Ph4FAoFvr6+hIeH4+zs/EDtTtxPHtTY49/kr0bBxn0dMX2AjILhN0+rvZR/8YXK0+rpOSpPqwdkAXxPdAGv/RzPyGAHvp7UFa2/zkOiStgzE/J+hfBFMHgp/EUJ9fqhn7m8czO+fQYwbOHLdyil/pXImAQW/ZxCldKQD0f6Mr2v1x2vUSqVnDp1imvXruHr68vYsWMRSiRUbUkCDbCaGYCey53PjKKiXaSlL0Vf34HgoDUYGXkTdXgfl3dtwdbVg9Gvvo2p9a0KocoMVV9WVSY89iFCr+fZnrqDL6K/wNbQls8GfEaQTZBa76dc3kBq2ruUlR3B3LwHAf6fo6+visHjKuL4NuZbrpVew87Qjvkh8xntNRodzfvj2fpnHiZYHURJSQlRUVEkJCQgk8lwdHQkNDSUwMBAdNpw4f7/RHZsBWc3J6OlrcmQuYE4+bTeJ3QvyBQy3vr1LU7mnuSZoGd4oesLvwcCSqmCuiPZiKJK0XUzxXKyL9p/Et+QKpXMTcrlVGU9q3ycmN6p5SRLqZQTFzeHmtrrdOu6HXPzUNUf4vfC/mcgZAqMWf1786mgVFL6/vvU7v0Zq/nPYvPii3cGJ7lXYPtYsPWHmYdB7976GGQSCUe/Xkl2TBThT07BszYAaV49FuO9MerWdjnEpeoGZiXmYK2jzU8hnrgbqr/KI5XIObU+ifykKkIGOxM+1kstP6N2U5qgUnJM3Kd6n4Mnqh5Cti2b097v+UOhkJCZtZLCwq0YGnoRGPAFJibtNylWKpTEnMon6mgOBiY6PDrDD5eAjm3QvfxrAa8XlJJtr8NgM2O+CnTDWg059L9Ss2cPpe+9j+nwYdi9/Q5lK1ZQf+QIev5+dFq+An0f7zuOyakU8eTqK1gZ6bL/+T6YGbQ9LxalpXB55yaKUpOxcrPEbWgKWtqahIb+3K5dwT27z1FxQYNKu2zmuxzAruBX3vd4HuN+L9x3A2GlWE5TXDmiqDJkRY2gpaESrAi1Q8/TvENESu4HgiCQm5tLREQEGRkZaGtr06VLF3r16vX/Ukn3vxB7/FP8bhR8Ohdl/YNnFPwbktRUSt//AHFcHIY9eqg8rf6yi/4gsO5SFp8cT2VqTxc+GhP4x3xUmgC7pkBjGTzxDYRManWMawf38uuuLfj1HcjQBYvvmmQlpKQzf/sNihSmvDDAlcVDA1qcB69evcrJkydxdHRk8uTJ6Em0qNyUiKJOitUkHwwC75wL6upiiE9YgELRiJ/fSuxsh5MdE8Wxb1ahravLqJff/MPkvbkBDj4PKYdvqSF+R3xdFq9cfIUKcQVLui9hqt9UNUsGBUpLD5KW/j4aGlr4+n6Cne2wP+6p5CrfxnxLfGU8LiYuPN/leYa5D7uvYlcPE6wORiwW/y71XllZib6+Pl27diU0NBQrq39f1eTfpqZUxIk1CdSWiwkf60nIoI5dDVUoFXx07SN+Tv+ZiT4TeavnW7f9gJpullNzIAMNbU0sJvpg4PPHKnizUsmcBJWM+Ze+zkx2aPnzkslqiYoei1zeSI+wg7+vlHB+OVxcoZJu77fk99erkqwPqN27F6t587BZ/NKd95x2QrWq49YXpu5VbaHfy/3L5ZxZ/x1JF84S8shwgjX7Is2pw+LJzhj1aFu+NKZexLT4bLQ0NNgV7EGgifo1y0qFkl9/ziThfCFuwdY8Nscf3Y5Y2RQEyL0Mv34FWedA1xi6z4Jez4NZ27tl93P+qG9IJClpCU1NmTg5zcTL8zW0tNofcNSWNXF2czJlOfV0DrWl/2Qf9I06bkFGEAS+O5HOF5oi5DoafODpyBzXv+dDU3/iBEUvL8GoX18sJkygdOmHyGtqsJ4/H+tn56HRwoJSbZOUJ1dHUNsk5eCCPrhatd5nVFmQx6+7t5IVfQ0jcwt6PjWGZtMNSCSFdO+2667JqyAI7Nx2htoIbSo6ZbDIejtmFUm85PMGPfrNuW8GwoJSoDmnjqboMpoSKkGuRMfBSLVb1dUWTcMHd6FNoVCQnJxMREQEJSUlGBoa0qNHD8LCwjAyejB7wv4J/kuxx/3kz0bBOs4mmD9gRsHwm6fVt1Rv346WmRl2r7+G6RNPPNC7rStOpLLmYhaLHvViyeM+kHxIVUKnbwaTdoBj97uOce3AHn7dvRX/fo8w5PmX7ppkZeXk8uzGX8mUWTC5uz0fj+vW4kJoSkoK+/btw8TEhKlTp2Khb0rVlmSkhQ2Yj/TAuM+dz93m5jISEhZQV38TV5dn8fRcQnVxMYdWLaOuvJxBT88neNBQ1YsFQeXn9csysPGFidupM7bmnSvvcKHgAoNcBvFhnw8x1VXve9bUlEdS8mLq6+Po5DABb+930dIyvHVKgYuFF/n25rek16TjZe7Foq6LeMT5kfvyPXmYYN0nflsJjIqKIjU1FaVSiYeHB2FhYXh7e/+/lnqXSuSc25JC9s0KOofa8sh0vw4thRIEgS9vfMmmpE2M9BjJh30+vG07WFbRRPWOVGSlIkwGOGH6uOvvhp0ShZJZCTlcrGngWz8XnrJvuQxJJMokKnocBgYuhHb/SfUDFgSVs3rizzB+CwSM+eOalEpKl35I7U8/YTX3GWxefvnOH3TcbjjwLPiNUh1/l4myrfu/8tM2rh3YQ+fQcHpZjESaWYf5aE+Me7ddupoukjApLosGuYKtwR70vkdPoPjzhfy6Jx0rJ2NGPB+MscU9rnIqFZByBK58DcUxYGQLveZD6Jzf69Hvxv2YPwRBQV7eOrJzvkJXxwo//0+xsuyrxvECiReLiNifiZa2JgMm+9A5rGObrhulcp49lcw5YyWuUg22hHfG9x6S5tvGvHyZgucXoB8QgK6rC/WHDqPXuTMOK5ZjENBy4iOVK5mx8RoxebXsmNuTMLeWf1P1leVE7NlJ8qVf0NHXJ+yJcXQdOoyk1OeorYsmJGTDXd9jQRDYsuEkomg9Kp3TeMHgB/RFZTwbsIzJ/SbcFwNhRV0zohtliKLLUFRL0NDXwrCLLUahdug4Gj/QAZ5EIiEmJoZr165RV1eHlZUV4eHhBAcHP6y84L8Ze3Qkskoxdcdz/jAKHnrLKPgB2oEVBIGG02co++QT5GVlmE+ciO3L98fTqqMRBIE39yfwU1Qe+/0u0TVnHTiFwcTtqraBdnJ1326u7NmOf/9HGfLci3dNsoqKi3lu3VniJVY87mPBd9N7tdgLVlhYyM6dOxEEgUmTJuHs4ET17jQkyVUY93XEbLj7Hd8FpVJKesYyiop2YmnZj8CAr1A0a3Psm0/JjYuhy5ARDJwxF63fysczz8G+p0GphHHrETo/ztbkrXx14yvsjOz4fMDnBFi3vyJEdQ0ycnK+JjdvDYaGbgQEfIWpyR/9ukpByenc03wX+x159XkEWQexsOtCejv07tD5+mGC9Q/Q0NBATEwM0dHRNDQ0YGpqSvfu3enWrdv/nKxtexEEgZhTeVw9lI1VJyOGzQ/CzKbjVF4EQeDHhB/55uY3POL8CKsGrLqtuVGQKag9mo3oWim6rrdKBs1VfxcrlEyPzyaitpHV/q6MsWs5kK+sPE9c/FxsbYcRGPCN6ocpk8DWJ1S9VbOOg9MfK1CCUknpsmXU7tr9uyjAHT/mqz/AyTeg2wwY9U2rPhftIebEEc5vWYeTdwCPuE1Bml6H2Qh3TPq1LaZRJJEyKS6LAomUtQFuDFHTcPY3chMqOf1jErr6WoxYEIKNixrfdZkY4napFAGrs8HSA8JfgJDJoKNestbR84dYXEBS8hLq6m5gazscX59l6OiYt/v4xppmzm9LIT+5Ghd/Sx6Z7oexRcc23sZUNjA7KosyfXhSqsuXg33Q/5uLOk03bpD/9DNo29ogSJqRV1ZiNXcu1gueR7MFQ19Q/Q5f3xfPnuhCvpwYwpNd7/zuiRvquXZgD7Gnj4Eg0GXISHo+OQF9Y2MSk16ivPwY/v6f42A/ps3rE5QCG9YcpTneiCrXZF7S+BKFQsa8kE95pe/IDjUQFuRKJKnViKJKkaTXgAB6HmYYhdljEGj1wBiqtkZdXR3Xrl3jxo0bNDc34+rqSnh4OJ07d/6fF65Qh/967HGv3GYUrH3LKLjvg2MU/BvSwkKVp9XFS+j5+qo8rbp0+bcvSy0U4noSvp1El6Yr5Do/idvMtfdUwRL58y4i9u4gYMBghsx/AY27/I4rKip4Yc0xIkU29HA2ZtMzfTDSu7PapLq6mh07dlBbW8uTTz5JgH8AtUeyEEWWYBBkjeUEHzR07jxXUfFPpKV9gJ6eHcHBazAy7MzlnVuIPrIf54BgRr70Ooamt2KLmjz4aZqqPHLgm9D/VWIr43n10qtUiit5JfQVpvhOUTv5qam5SlLyEqTSKjw9l+Di/DQaf6pokivlHMk6wg9xP1AiKiHULpQXur1AV9t7s875Kw8TrH8QhUJBeno6UVFRZGdno6mp+bvUu5ub2wO90nm/yE+u4vSGJBDgsTkBuAZ2bBnlrtRdfHLtE3ra9+SbR7+5Q6qzKa6cmn2ZaGhrYDHeGwM/1flFCgVT47KJqhex1t+NkbbmLY6fl7eOzKyVeLgvxt19oeo/RZWw/lFVkjD3nEpe9RYqWeuPqNm5E8vZs7F97dU7P/dfPoJLq6DPS/DY0r91/2mRlznx3edY2DsyNHAusrQGTIe4YvqIS5vHVUnlTI3PJqGxic99nJnUSrnk3agsbOTY93FIRDIemxOAR5e2BTcQ10DUj3BtLYgqVJKufV8C35H3vKPXUfOHIAiUlOwjPeNDQAMfn6XY241W63ebEVXGxV1pKORK+ozzIqC/Y4f+7pWCwDfpJawqLMOwWeB9E0um9XP72+NKkpPJnT4DDQ0NlI2N6Hp40GnFcgyCg9s8bs3FLFacSOWFR714+XGf2/4mk0i4cfwQUYf3IZNI8O//KOETpvzeDJ2R8Qn5BRvw8nwNV9dn2zyPUimw7tvDKFJMqHaP52XZp9RqGbMg9CuW937kniToW0JWJkIUVUbTzXKUIhlaproYdrfDKNQObasHo4G+LUpKSoiMjCQxMRFBEPD39yc8PBxHx39AlOY/yP9K7NFe/gtGwQCCVErVps1Url6NhpYW1i8swnLatH/M06rDqM6GXVMQKtPZZjqXpRX9WTstlMFq+gL+RsTeHUT+vIvARx7j8XmL7ppk1dbW8tqag5yptcbHxoCd8/thaXTnZ93U1MTu3bvJz89n8ODBhIeHI/q1mLrjOei6mqpk3Fsoba+ru0lCwgJk8nr8/JZjbzeK5Eu/cHrdtxiZWzLmtXexcXFTvVgmhiMvQfxulWDV2LXUIvD2lbe5VHiJx1wfY2n4Ukx01duUkMlqSUl9i4qKU1ha9MXffxV6erdb8kgVUvam72V9/HqqJFX0c+zHoq6L8LNqua+7vTxMsP4lqqqqfpd6l0gkWFtbExYWRkhICPr6D1bT6P2mvlLMibUJVBY20mOkO6HD3Dq0BOFI1hHevfIuAVYBrB68+g4ZUFmlmOodKchKRBj3d8RsiBsaWpo0yhVMjsvmZoOIHwPcGWpz506OIAgkJ79CadlBgoJWY2szRPWHijT48TFVf9CcU6BvetsxZR9/Qs327VjOnIntG6/fHmQLAhx7GaI3wmMfqpTx/gb5ifEc+mwZ+oYmjAxdiCJdhMmjzpg+5tpmcN8oVzAnMYdLNY2879mJ59rwCWsLUV0zx1fHU57fQJ9xXi333dUVqnbvbmwGaSN4Paa6b7e+f2sXDzpm/pBKq0lNe5uKitOYm/fE328VBgbtD0olIhmXdqWREV2Onbspg2f5Y27Xsb4cJc1S5sfmcK1JjF+xjK+DXQkOurfP7M80Z+eQO3EiyqYmUCqxnD0bmxcWoXmXeepkYgnP7YhhRJAD307u+vtnrpDLSTx/msifdyGqrcEztCd9J83A2tn192Pz8zeQkfkJTk4z8O78XpvfU7lcwdqvDkOmGbVeN1giWkmuoRNv9via73r2/tsGwspmOeK4SkTRpUjzG0BTAwM/SwzD7FV+Pw9QuVRLCIJAZmYmkZGRZGdno6OjQ/fu3enZsycWFh0rNPS/xv9i7NESKqPgaupO5CCvFD+QRsG/Ibp+ndKlHyLNysLk8cdVnlb27S+ne2DIOg97Z6n+PX4zjU79mLr+KqmlDWyd04OeHuovagqCQMTeHVzdt5ugRx/nsbkL75pkNTY28t7anzlUYYWDqS67n+uHk8WdzyaZTMbBgwdJSkoiNDSUYcOG0ZxUTfVPaWhb6qtk3FsQPGluriAhcQF1dTdwcZmLp8crlGVnceizj5E2NTFswct07hn+2w2oLFdOvQnmrjBpB0obH7YkbeHrmK9xMHLg84Gf42/lr/b7Ulz8E+kZy9DSMsTfbyXW1o/e8bomWRO7UnexMXEj9dJ6HnN9jIVdFuJh3n6vxj/zMMH6l5HJZCQmJhIVFUVxcTE6Ojq/S707ODj825f3jyGTKriwI5X0a2W4BVszeLY/egYdtxp1Lv8cr158FTczN9Y9tg5rg9sb3QWZktpj2YiulqDrYqIqGbTQp0GuYGJcFgkNYjYFuTO4BVlrhaKZmJuTEYky6N59LybGvqo/ZJ2H7ePA81GYvBu0/rgfQRAoW76cmq3bsJgxHbs337w9iFQqVP1cSfvhie+g2/S/df/ludnsX/4+Cpmc0X0WQ0YzxgOcMBva9s5ps1LJguQ8jlbUsdDFlrc9HO5px0UmVXBuUzJZNysI6NeJfpO80dLShLJkiPgGEvaqJtegp1SlgPZ39zdqL393/qisukBKyhvIZLV4eryMi8vTasmv5yVV8cvWFCQNMsJGutNtiAuaHey9dKyilsVJ+YhlCkalNPPBaH9sO6AJvTkri5zxExCamtDu1AnHz1Zh2K3bXY+LL6xlwtpI/BxM2TW3F/o6WghKJenXrnDlp23UlBTj6OtPv8mzcPS9/WFZWnaEpKSXsLUZRmDg122+13KZgtWfHUIrz5wG76u8Uv8p0WZBfN37K1Z3D7lnA2FBEJDm1SOKKkOcUIEgVaJta4hRmEqw4q+mmw8icrmchIQEIiMjKS8vx8TEhJ49e9K9e/eHfo3t5H859vgNaVEjdceyac5+cI2C4TdPq1XUHTqEjqOjytNqwIB/+7LURxDg2ho49TZYe8PknaoSeKBaJGX8mgjK65vZNa8XgY7ql+ererC3c+3ATwQNGsJjzyy4a5IlFotZsWEvuwrNMDbQZdezffGxv3OnSKlUcu7cOa5cuULnzp156qmnoFhC5dZkNLQ0sJ4VgK5TS8dJSc/4mKKi7Vha9CEw8GuaG5Qc/vwTSjLT6P3UFHqPm/THdeZFwt6Z0NwIY76HgCeJLY/llYuvUC2p5rWw15joM1Ht76hIlEVi0ks0Nibj5DQdL883WhSlqpfWszVpK9uStyFRSBjpMZLnQp7DyUQ9r9KHCdYDRFFREdHR0SQkJCCXy3FyciIsLAx/f///Fw3HgiAQf76QKz9nYmZjwLBng7Ds1HEraJHFkbx4/kVsDGxY//h6OhnfKfjQFF9Bzb4M0NTAcrw3Bv5W1MnkjI/LIk0kYUuQOwMt7wxcm5vLiIp6Eg1NbcJCD6Cre2v16cZmOPIi9JgHw1fdcb/lK1ZQvWUrFtOmYff2W7dPGHIp7JoE2edhwlaV+MXfoK68lH2fvEdDVRVj+r+MVpYS4/BOmI3yaHOiUggCb6YXsrW4iikOlnx6j/5BglLg6qFsYk7l4eymyRCHH9HLOQI6htBtJvR+/rZyyo7iXucPhUJMRuYKioq2Y2TUmQD/LzExaX/JgKxZQcS+TBIvFWHhYMRjs/3V60NrByK5gnczi9hZUo1DjZyZGQrmPBOMaQeUqzWcP0/hohdALsd0xAgcln2IpuHdd91K6sSM/u4KOlqaHFzQBxsTPfLiY7m8azNl2ZlYO7vSd/JMPLqF3fG9q66OIDZuDmZmXekSshmtNkwhpc0yVq86jE6hBU3eF1lS/xWnrPqyr98qvg3yvScDYUWDlKYYlWCFvEKMhq4WhiE2GIbZoets8sAFnS0hFouJjo7m2rVrNDY2YmtrS3h4OIGBgWj/10qo/mX+l2MPRX0zdafyaIope2CNguGWp9Xen1WeVk1NWM2Zg/X8B8fTSi3kzXB0McTuAJ8RMHbtHbYsxbVinvohAqlCyd754bhbqx8D/VnoKnjwUAY//fxdkyypVMrXW35mY5YBmjp6bHm6F6GtCBJFRUVx/Phx7O3tmTJlCvpilYy7slGG5RTf31st/kpx8V5S095DT8+W4KAfMNDz4uyP35N08Ryde4QzdMFidPVvfa71Jaokq+CaatF10PvUyBp4+9e3uVx0mSFuQ/ig9wcY66rXW6tUNpOV9Tn5BRswMvImMOArjI19WnxttaSajQkb2ZW6CyVKxnUex7zgedgatq8y5GGC9QAiFouJjY0lOjqaqqoqDAwMfpd6t7S8u7nmf53ijBpOrktELlUyaKYfnt3+fpnTb8SWx/L8uecx1DZk3ePr8DC7c+tXXiWmamcqsqJGlVLOUDdqBSVPxWaS1dTM9mAP+lrcGSjX18dzI2YipqZd6NplC5qat1a5T7+jEmsY9in0vL2XRBAEyld+SvXmzVhMmYLdu+/cHsRJRbB1tEo0Y9o+cP97LvRN9XUcWPEBZTlZPNFvMfr52hj1tMd8tFebpU6CIPBpTilf5pUx3NqM1f6u6KsbwCqVkHaclEO/cCF3KGY65YwcWonpIzPA8P59r+9l/qivjycp+WWamnJwcX4aD48lbQb7f6U0u46zm5KpqxQTMsiZXqM90O7gBvGb9U0sSM4lp0lKeIqYSc16jHo26G/LvCslEspXraJmx07Q0MDu7bewnDatXceKmuWMXxNJfnUT+54Lx7ypjEs7N5OfEIuJtQ19JkzDr9/AFlWuGhpSuBEzCX19B7p3+wkdndZXbyVNUlZ/egTdUjNk3md4qX4NO+xHkDDgYz72cVNrAUBQCEjSqhFFlyFJrQIl6LqZYhRqj0GQNZodqHB6P6mpqeHq1avExMQgk8nw9PSkd+/eeHp6/icSwweR/8XYQylV0HipkIaLD65R8G9IUlMp/WAp4thYDMPCsP/g/QfS06pdNJSqhBwKo2DA6zDgDWgl6cmqaGT8mkgMdLTY91w49mbqt40IgsCvu7Zw/dDPhDw2nEFPP3fXeUAul7N+535+SNFErGHA6mndecy/5fLL9PR09u7di6GhIVOnTsXKwJzKzUnIihsxH+2Fca+WK7Dq6uNISHgemawWP9/l2NmNIub4IS5u24iVswtjXn0HM9tb55RLVeWCUT+C+wB4ahNKQws2JW7i25vf0sm4E58P+PyeeqWqqi6RnPIqcnk9Xl5v4eQ4rdX3p0xUxrr4dezP2I+WphaTfSczJ3AOFvptl1g/TLAeYARBICcn53epd0EQ8PLyIjQ0FG9v7/9ptafGmmZOrkugLKeebkNc6Dnas8NMa9Oq05h3Zh4AawavafHHKciV1B3PoTGiGB1nE6wm+1JnrM242EzyxFJ2hrQsYV5aeoik5Jdx7DQZH59lqh+sUgE/TYf0E6pSQe8ht59LEChf9RnVGzdiPnkS9u++e/tqU1M1bBoOdQUw8wg43r1Eqy2kEjFHvlhOblwMw8Kfx7TEBMPudliM63zXfpL1BRW8m1lEH3NjNge5Y6LdjuBT3qySoI/4FqoywNyVQvdXOXlRVSo3/Llg7D3un6SuOvOHUiknL+8HcnK/Q1fXGn+/VVhahrf7XAq5kqhjOcSczMPYQp9BM/1w7GBDbYUg8H1+OZ/mlGAm12DExToGu1oyaKY/Wi2oOamDOC6O4jfeQJqTC5qaOH79NaaPDW7fdSkFnt0WzS+p5awe5YLs+nHSIy+jb2JKrycnEvL4cLRb2YkXi4uIvvEUGhqahHbf+4e3XAuIRGLWLD+ObqUZGp0Ps6BhC1+6zEAx8E1ecW9/CausUkxTdCmiG+UoG6RoGuv8Llih04GKpvebwsJCIiIiSElJQUNDg6CgIHr37o39f7Ev5QHjfyn2EJQCTTfLqT+Vi6JeikGQNWZD3R5IcRalSETFd99TvXUrWmZm2L72Kmaj1RMUeqAouqHyuZTUwZgfbrNwaY2EwjomrYvE0cKAPc/2xtxQ/bJkQRC4vHMzUYf3EfL4CAbNmX/X91ChULBr/xG+jJFSIxixfFwQE8NariwpLi5m586dyGQyJk6ciJujK9U7U5Ck1WAy0AnTx1vup2+WVpKYsJDauihcnJ/G0/M18hPiOfr1SjQ0tRj10hu4BP5JQOnmDtXOn7EtTNwGnboSUxbDq5depVZSy+s9Xme893i1vx9SaSXJKa9TVXUBa6tH8fNb8Uf1UQsUNBTwQ+wPHM0+iqGOITP8ZzDDf0aru2gPE6z/CPX19dy4cYOYmBgaGhowMzP7Xerd2Ljj5IcfJBQyJZf2pJN8uRhnPwsefzoQfeOOKZXMq89j7um5NEgb+H7Q93SzazlpaUqopGZfOqCB5fjONHY2Y+zNTIqaZewO9qBHC0lWZuan5OWvxcd7KU5Ot1b+pSLYOFSlGjTn1B09RoIgUPH551T9uAHzSROxf++925Os+hLY+LhqnNknwcb7b92/Qi7n9JqvSb58nkGhs7CussMgxEYluXqXEpGfS6t5KTUffyMDdoR4YKPbymciqVMJdVz9QeVK7xCiEq7wGw1a2tSUijj6fTyimmYGzfTrcB+o32jv/NHUlEdy8hLq6m9iZzcKH++lbe6i/JWq4kbObkqmsqAR33AH+o3vjG4H9hECFEqkLEzO42qdiNB6GHi2hvBHnOk9xvNviS0opVIqv/ueqh9/RENbG0Emw/HLLzAdOrTdY3x0NJmdFxJZYJ6NNDkSTW1tQkeMIXTUWPQMWy9zkclqib4xAam0nO7dfmq1XAOgvl7E+uUn0ak1Rc9zD3Mb9/Ku1wt4P/ICM9thIKyUKhAn3BKsyKkHTdD3scQo1B59X4vf/fAedJRKJenp6URERJCfn4+enh6hoaH07NkTU9MHywD2v8z/SuzRnF1L7bEcZEWN6DgZq4yC3R48nyhBEGg4e5ayjz9BXlqK+YQJKk8rc/N/+9LunbjdcPgFMLGDSbvU6i+OyKpk1qYo/B1M2fFMzxZl1O+GIAhc2rGJ6CP76TJkJI/OfvauiYhSqeTw8VN8GlFDsdKM14Z489xArxaPq62tZceOHVRVVTF69GiCA4OpPZSJ6HopBl1ssHzKG40WPLaUShkZmZ9QWLgVC4veBAZ8g6hKzMFVH1FTUsQjs+bR5fERf5yz+KZqobqxHEZ+CV2nUi2p5q1f3+JK0RWGuQ3jvd7vqV0yKAgChYVbyMhciY6OGf7+n93VbzGrNovvY7/nTN4ZzPTMmBM4h8m+kzHQvn2x4mGC9R9DoVCQlpZGVFQUOTk5aGpq4u/vT2hoKK6ubavC/R975xkdVdWF4Se99x5CQnojCaQACQJSpChK7yiKgKhYPgtSVLCADSx0RKSDVEFUOlIkARII6Y2E9N6TmcnU+/0YOmkUFTTPWi5cyT137p3MnLv3OXu/76NK8p+FnPwpDSMzPQa9FPDA+liK6ouYdmQaxaJivu39Ld3bdW/0OEWFhIptqcjz6zGOcKShrxMjErIokcnZEeROsNmtwaMgKImPn05F5Uk6Ba2/sQNSWwhr+oKGplq+/TYjQUEQKPv6GyrWrMF89Gjs58+7NcmqyIQfB4CWHkw+CObt7+v+BZWKU1vXE7N/Dz06jsFR1AGDjlZYjvVpdEK8maMVtUxNvIKDni7bO7nT/malttpCdVIVsw5kdeDWWy217trrDkVASb2MA6sSKLpcQ5enXQl98sHbFbQ0fwiCQGHRDjIyPkVDQwtvr4+xt3+m1ecXVAJxx/M4uzcLXQMtHp/g07Ic/T2wt6SKmel5KFUwLEOO64Uaeo7xIuDxu2u8vR1JUhJFs2YjzchAp1075AUFOHz6CeYjR7b6HJtOpfLb5q2E1ieghYqAvgMJHzEWI/Pmd++UygZiLz1HbW0CnTutx8Kia5PHVlbV8uPnR9GtNcbYdSPPSg7wht/7DH78BZ5sxkBYEATk+fWIoosRx5UhSJVoWxtgGGqHUbAdWqYPv2DFNeRyOXFxcURFRVFRUYGZmRndunUjODgYPb0H66XWxqMfe8jLJdQcuEJDUgVaZnqYDXr4jIKvIcvPp+STT6k/eRI9b2/s58/DsPOD8SP6R1Aq4Og8iFoGHXrAqA1gdPfKgIeSinl58wW6e1izdlJYo4bALSEIAic3reXCb3vpPOhpek+a1uJzVhAEjv1xggVH87iisuKFCBc+GOzfaCWRRCJh+/btZGdn07t3b3r06EH9yQJqD2Wj62qG9bO+aBo2vhBbVLSb1LT30dW1ISBgBXpabvy+bBFZF84T0HcAfSdPR0v76lhROeyaDFdOQuiLMPBzVFra/Jj4I0tjl9LepD2Ley3G27LpRbqmqKtPJSnpTUSiDJydp+Du9vaNNo8mSKpIYmnsUs4UnMHawJppgdMY6TkSHS319bYlWI8w5eXl16XepVIpNjY2hIWFERgY+K+Tei+5UsvB7xOQ1MvpPcEb7ybqe++WCkkF049O53L1Zb7o8QX9O/Rv9DhBoaLmwBXqzxSi084Y5Uh3hufkUylXsCPIg06mt5YUKRR1RMeMRCYrp0vYzxgYXN1iL4pT72TZeKuNiHVvHScIAmXffkfF6tWYjxqJ/Ucf3ZpkFcXD+qfA2E6dZBm1vGrfEhd+28uJjT8Q5jUYN7k/+j6WWE3wbdQ88GbOV9fzbMIVDDQ1+amTGz7iXLUiYNx2EJTgP0y9Y+UQ1Ox5lHIVf2xOJe1cMV5d7egz0fe+S91uprn5QyYrJyV1LuXlR7Ew74af31fNlqfdTm25hGMbUijMqMY1yJrHJ/hg+IAD9nqFktkZ+ewsriLIQJ+Bx6owLJbyxIut8BVrBkEmo3z195SvXo22hQV63l6I/jyD7cyZWE1+oVXnUMhk7Nm6g4xDP6OvkuIV3oPHxj6LhX3L76EgKElIeJWy8qN07LgEO9snmzy2tKyKjV+cQFtsgLXz9wyVR/Fq4EJe6TWqSQNhpUiOOLYUUXQxihIxGjqaGARYYxRmj24H00dqMaq+vp7o6Giio6MRi8U4OjoSERGBr68vWvdpIN1G0zyqsYdKLKf2eB71UYVoaGli0tsJk8faPXRGwXDV02r9BspXrABNTWxeew3LZx9BT6ubkVSpE4HM42qBqwELQeveq292xOQxc1c8TwU6sGRsZ7TuRWRKEDix8Qcu/r6P4EHP8Pikqa2aAyOjovjk1xRSlHY8E2jPotGdG03yFAoFv/zyC/Hx8XTq1Imnn34aaXwFlbvS0bYywPoFf7QtGo9La2vjiU94Gbm8Ch+fhdjbPsOZHZs59/MO2vn48cxbczA0M1cfrFTA8Y/hzHfg1EUtAGbqQExxDDNPzaRGWsOsrrMY6Tnyrud4tbDVZxQUbMHExJ+O/t9haOja4rgLJRdYcnEJF0sv4mjkyPSg6Tzt/jSjR45uS7AedWQy2XWp96KiInR0dAgMDCQsLOxfVYcvrpVxaE0ihRnVBPR2ovtID7XU931SK6vl1aOvEl8ez/zw+QzzHNbksZKkcip3ZoAgIAxxY5i0kjqFkl2d3OlocpuJsTib6Jjh6OnZEhqyE23tqztvqb/DT+PBdzCM2nhHo6sgCJQtWULFylWYjRiOwyef3Jpk5UTCpmFg66vuydK7/x29lDMnObj8GwKdeuGtGYqepzlWz/qhqdv8Azm5XsK4i6lI5Q1sjnubUHEWdJ4IETPAokOrX18QBC4cyObcL1dw8DBj0PQADB6QFHZT80d5+R8kp7yHQlGHh/s7tG//wi0u7y1db2pUEad3ZADQY7QXPuH2Dzxov1Aj4pXkHPIaZEwxM8dpax5awFOvBmLveu8lPg1p6RTOmoU0JQXTp59G09SU6i1bsJr+ErZvvtnieJVKSfKpPzj10yYkVRWUm3Vg2lszcPXxadXrC4JAWvp8Cgo24+X5Ae3bP9/ksYXFZWz78gyaDbq0c1pKHyGF10K+5sPHBt1hICyoBKQZVYhiSpAkV4BSQKe9CUahdhgG2TyUjfzNUV5eTlRUFHFxcSgUCry8vIiIiPjXVis8bDxqsYegVBsF1x3LRSV5eI2CryGOjqboo4+QXc7E5Ikn1J5Wj7o9TVkabBsH1bnw1CIIef6BnPb7U5ks/D2V8V2dWTC04z19/wVB4I8N3xN7YD8hTw2h17NTWnWeixcv8umeaC4qnHjM3ZLvJ4VhqHvnXCoIAidOnODkyZO4ubkxevRoKGigYlMyGjpaahn3do0viMlk5SQkvk519Tnat38BD/dZpJ+N5NDK7zAwMWXIu+9j53qTwEnSz7D3VdAzVu8OuoRTIalgzp9ziCyMZJDrIOaFz8NI5+5VGMvKjpCcMguVSoq31zwcHFpO1gRBILIwkiWxS0iuSKaDaQd0Num0JVj/FgRBuC71npiYiEKhoH379tel3v8NEr1KpYqoPZnEHcvDwcOMAVM7YmR2/6UxYrmY/534H5GFkcwMm8mzfk37TikqG9Qlg3l1CGG2jLKVU6shsLuTxx0BX2XlGS7FvYCV1eMEBqy6EcBHLYdDc+Cx/0G/+Xe8hiAIlC9dSvmKlZgNG4bDp5+gcfNKddpBdZLWoTuM3wk6979jmR0fyy+LF+JpEUyA/mPouZlhNcm/cRU1lQoyDsGZ78gpzWZM0DeU6Nuw1suePu3uvWQtI6aEY+tTMLLQY/CrgVg8AKPL2+cPpVJMRsZCCgq3YWzkjb//N832/dyOuFbGiS2pXIkrx9HTnL6TfDG1frCN4gqVwHc5JXydU4yDng5ztc0o2XgZY3M9Br8WhLntvYkwCAoFFT+spWz5crRMTbGfPw9ZZhZl337buIrl7eMFgcwL5/lz2wYq8nOpMrQj1u4xvp81lnbmrX8PsrNXkJm1GBfnaXh4vNfkcbl5xexcfA4NuRYejosI0irhvS7fsTji8VsMhBWVDYhiihFfKEVZI0XTUBvDzrYYhdk/lGapzSEIArm5uURGRpKWloaWlhadOnWiW7du2Ng8+NLTNprmUYk9BEGgIaWSmt+vGgV7mGP2lBu6Dg/nZ19RWUnpV4uo+flndNq1w+6D9zF5/PF/+rLun7SDav9KHX0YvQlcwh/o6b84mMrKE5m81seDt/vffRkcXE2y1n9P7MH9hAweRq+Jk1uVZCUnJ7Pgpz+IlLnQ0dGUDS92w9Ko8cT94sWL/Prrr1hbWzNhwgQMJdqUr0tCJVFgNcEHfe/GVYNVKjmXL39OXv56zM27EtBxKVX5VexbtABJXS0DXn4Dn4iblJRLU9TiIdU5MOAz6DIVFQI/JPzA8kvLcTZxZlGvRfdUMtggLSY5+R2qqqKwtX0SH+9PW9WTLQgCx3OPszJuJar1qrYE69+IWCy+LvVeWVmJoaHhdal3C4sHq2r2T5B+vpg/NqWiZ6jNwJcCHogKnUwpY9bpWRzJOcIrQa8wPahpxR1BoaLmYDb1fxYg2Bvykp8OOYaa7OnsgbfRrclOXv5G0tM/ooPLy7i7v3P1BAL89pZaBKIZI+GypcsoX74cs6FDcVjw6a1JVtx2+Hka+AxWr+Bo3X8CXZJ1mT2fz8dRx50Q037oOpti/YL/jZV/hUxtChy5BMpSwcwZImZQ6j+WcSlFpIkaWOrrwjC7e/+MFWfV8PvKeFRKgYHTOuLkc38S7jfPHzU1l0hKfguJJBdn5xdxd3sLTc3WJ+hZl8o4sSUVmURJt6FuBPVp/8D7GXIlUmak5HK+RsRwOwueLYGLOzKx62DKU68EYnCPq9HSzEwKZ82mISEBk4EDsf/wA2oPHqTk408wfeZpHD//vFmvlPzUJE5vWU9hegrm9o6cs+zKSZkD26dH0Km9eauvo7BoFykp72FvNwQ/v0VN7hpmXsln37cXEZTQ0W4hjgZyvgxfxpIuYVjoaCPIVUiSyhHFlCC9XA0aoOdpgVGYHQa+Vi32ET5sKJVKUlJSiIyMpLCwEAMDA7p06UJYWNi/VsjoYedRiD1uMQq2uWoU7P3wGQXDVU+r3bspXbQYlUik9rR6efqj6Wl1M4IApxfD8U/BIRDGbLnvHunGX0Zg9p4EforO44PBfrz4WMvla02d5/i6VVw69BuhTw+n54QXWvV5uXz5Ml9sPsjxBhfaWxqxZVp4kwtrmZmZbN++HT09PcaPH4+tkSXl65KQl4iwGOaJUVjT1VVFRT+TmjYXHR1LAgNWoqVy4pevP6MwLZkuQ0fx2JhnbzyrJNXw83S1SnPgWLUAhq4h0cXRzDw1kzpZHbO7zGa45/C7/k4Igorc3DVkZn2Nrq4N/v7fYGEe1urxbT1Y/3JUKtV1qfe0tDQEQcDT05OwsDA8PDweaan38vw6DqxKoL5KSo8xXvj3cLzvh4pCpWB+5Hz2Ze5jou9EZobNbPackuQKKnemo1Kq+DzAgFOOuvzc2QMPwxtJliAIpKbNpbBwO/5+39wQUFDKYcsoyD4Nz/7cpMdV2bLllC9bhtmQZ3BYuPDWJOvsKjj4HnR+Fp5ZeoeIxL1QVVzI7oUfYt5gTVerp9B1MsFmvDOaKVsgagXUFYJdgLq/yn/o9dryWoWS5+KzOFcjYoFnOyY73ftqe225hF+Xx1NTIqbXBG/8ure+L+p2hg8fzq5dO8jOXk52znJ0dW3x91uEhUW3Vp9DJlFwemcGqZFFWLc3pt8Lflg5Pvigd3dxJbPS8wH4zNMJhzMVXDqah2uQNU+86I9OCyWbjSEolVSu30DZd9+haWiI/bwPMR00iJr9+yl8dybGvXvjtOQ7NJqQUC/LzebPbRvIuhiNkYUl4SPG8WOZDfviS1g+PpinAltf0lNRcZK4+KlYmHcjKOiHJpuIU9OzObA0EQUKuth8jKapGZt7fse3QR3RKhGrBSsulSFIFGhZ6GEUao9hiB3a5o+e0INUKiU2NpazZ89SXV2NpaUl4eHhBAUFoav7cJZ2/Vd4mGOPW4yCDa4aBXexf2iVMBvS0iieN1/taRUaiv28D9Hz9PynL+v+kYlh36uQtAc6jlQ/h3X/OpsHpUpgxtaLHEgsZvGoIEaE3FvFiCAIHFu7krgjvxM2ZCQ9xk1qVfyUm5vLVxv2ckjcAXMjfTZPDcfLrvE2hZKSErZs2UJDQwOjR4/GrX0HKjanIM2oxqRPe0yfaLrUubYukYT4l5HJy/HxXoCtzdMc+3EVCccO4RYcxpOvvYveNeN7lQpOL4I/FqpVGsdsAQsXyiXlzD49m7NFZxnsNpgPun2Aoc7d/21qa+NJTHoTiSSPDh1ewbXDa2hqtryg3ZZg/Yeoqam5LvVeX1+Pubk5ISEhdO7c+ZFdIW0QyTnyYxK5SZX4dneg51iv+zZ0VQkqvoz+ki0pWxjmMYx54fPQasQY9RqK6gYqt6Yiy61jv4seP/obsiPUE1fDG8GeSiUjNvY5auviCQn+CVPTqx4Pkmq1MmBdEUw5BtaNP3DKVqygfMlSTJ9+GsfPP7s1yTq+AE59qU54nvj4vu79GqLqKvZ8Ph+dUk262w5BVzMXa525aLkGqRUB3fs2msxJlCqmJ2dzqLyWtzvY8U6He+9LkkoUHFqTSF5yJcEDnOk25N6kyIcOHczc93WprY3D3m4IXl7z0dFpvZR1QVoVxzakUF/VQPBAF8KeckXrAe+O1CqUzErPZ09JFWGmRnzn5UTGT5lcvlBKwONOPDba85584GTZ2RTOnoMkNhbjvn1xmD8PbRsb6o7/Qf5rr2EYGkr771ej2YgCXW1ZKWd2bCb59B/oGRgSNmQkwYOeZsXpPL45ms47/b2Y0af1AVJtbTwXYydgYNCBkOCtN3oSbyM+KYNjKzOQa0roYT2fcktXoiMW87bEkIYLJcgLRaCtgYG/NUZhdui5mT+UqmgtUVtby/nz54mJiaGhoQFnZ2fCw8Px9vZ+pBe+/k08jLHHHUbB3a8aBT9gS4gHhUokomz5Cio3bEDL1BTbmTMxG/oIe1rdTHWeulS/OAH6zYPubz6QRc6WkCqUTF4fzdmsSlZPDKGf371ZnAgqFcd+XEnckQN0GTKSx1qZZBUVFfHt+p3sr3VGS1ef9ZO7EOLSeKVJbW0tW7ZsobS0lMGDBxPcqTNVey4jvlCCYbAtFsM9m6w2kMkqSEx8narqszg5PYeH+2zijx7mj/XfY+HQjqHvvo+FQ7sbA9IPq0s0NTVh5I/g3gelSsn3Cd+z8tJKOph1YHGvxXha3H1ir1CISM/4mKKiXZiZdsbf/xsMDJrfpXwkEqzBg3uyfPnERl6tsQ/CnT/TaORnjR3X2i/G/Z3vn78+lUogO7uO5ORqiorEaGpq4Opmgp+fBfZ2ho18wVp7fXd/Lc0Pbt17Jag0SP5Dl9TTulg4Kuk2pgFDs0Y+hq08H2ggCAIbLx9lU+YxetoFMCtoLLp3lODdGCsoQXVGF1WMLpdNNfkyWJdPO1bjpKu8fpxCUcflzC8QBBUe7u+ho6sua9SsLcVy1xxUOgZUj1yIYHB78K8eL954CPGa39B7IgTjOc+icc3kVxAwPvUDBokHqY94FknwsJtGtvb9v43aIuTx+/jjQBGCNIge9sPQMleiN14XjTvK+m89n0KAD/MN2FelwzgrGXMcpWhqcBfv/w1UKoGEEwVkx5fj4GFO8EAXtK9Nxq04n7a2GcOHD+P9Dwzx8f4YO7vBLd35jfuQKzm7L4u4Y3mYWRvQ7wW/v8QQ+Vx1Pa+m5FAklfN2B3umWVty+Kp0fcRwDzo90f7uSxtUKqo2b6H066/R0NXF/v25mD79NBoaGojOnSdv6lT0vL1xXrcOLeNb/6Di2hrO/byDuMO/gYYGnQc+TZehozAwNuGXuEJe3xbL8OB2LB4V1OrrEotziLkwCi0tA0JDdqGn1/juZsylZP5ck0ODdh39LOeTbz4Ea8NRdMiRgEKFjoMRRmH2GHayaVL292GnpKSEyMhIEhISEAQBX19fwsPDad/+wZcUtXF/PEwJ1qNkFAzqHZL6Y8coXrAQRVER5qNGYfPW/9D+F7QoAGqxqe3PglIGI34ArwF/68vXSxVMWHOW1OI6Nk7uQle3u5eAB/Wz4ugPK4g/dpCuw0bTfcyzrZrXy8vLWbpuG3ur2tGgqc+KCSH09W080ZNKpezYsYPMzEx69OhB7969qT+eR+3RXPQ8zLGa6NukAJFKpeBy5hfk5f2IuXkXAjoupSSjkF+++RxBpWTwG+/RIegmH9OKTNg+Ud3C0OcDdZ+7hgbnis7x3qn3EMlFzOk6h6EeQ+8pyS8u2U9a2gcIgoCP9yfNWro8EgnWE094MWu28kGftg1AJDKjuMiLkhI3lEpdDI2qcHRIw8b2Ctrain/68u6KuoJOFJ2bjIaWHMfw1RjZpt/3Of+o02ZftS4++komW0nRbWFh2agsCNvEl1CoDFniJ6WHw1ysKW/xdUxr5QTH1VBrok1soBlCEyvyxgc1Mf1FG3GokupJSri2kSUI+KfWYV8mI9nTmCKHByPTr1JC7glHdPMD6ekwHIVhBfmhX6DQr25+HBps41l+1xhCuPAn01mKNv/M52nRV2b8vPd39PVar6hZllvHkXXJVBWJ6NizHREjPNBpTOzjPpCrBL7OLua7nBLa6+uyws8FT7kmvy6Lo6ZcQr/n/fAMvfuVSVleHkVz5iKOjsaoZw8cPvkEHTv1eSQJCeROeh5tRwdcNm26JdiRNUi48NteYvbvQd4gxf/xvoSPHI+ptToZupBTxbg1Z+nkZM6mKV3Q027d+yGTlRNzYRQKRR0hwTswMnJr9LjI83FEry9CqlvLYKMoNDQHYCI3QkNfG8PONhiF2jepQPWwIwgCWVlZREZGkpmZiY6ODp07d6Zbt25YWt5fj2Ebfx0PS4L1qBgFX0OWX0DJp59Sf+IEel5e2M+fj2HwI+xpdTsxP8Lv76qVcsduAxuvf+QyKkUyRq+OoqSmgW3TutGx3b19JgSViiNrlpFw/DDdho8hYvTEViUf1dXVrF6/hZ2ltlQKhnwxIpBRoY0vFCmVSn777TcuXrxIQEAAQ4YMQXqpgqo9GejYGmD1Qke0mxEsKy7eR0rqHHR0zAkMWInQYMverz6lIi+XXs9OJvjJm3ZFZSL45TVI3A2+T8PQlaBnQrmknFmnZnGu+BzPuD/D3K5z76lkUCLJJyn5LWpqLmBvPxRvr/mNVmQ8EgnW8OFD2blz6y0/a/xlWvuzRo66r/Pd+bP7OV+jV3xf52vkuNvOJ5PJSU7O4OLFZEpLK9DV1aFjR086d/bDxsbytqEPz3t1O9UlMo6vK6W2XE7oYAv8el7zu7n39+qXrCN8cXE1AVbeLOo+G2Mdo2avRVWjpGx3DXqFCg656NBjuCkORjcys8rKM1y+vBArqz64uf7v+qSgnXoYg98+RO43kIaBH17dobnzdWo3/Eztsi0Y9AvH4pM31DtZggBKOYb7ZqGVE41k8CcoPBvv6brjngUV5J2H+O1QdAl0jcFviNrHysACQaXi3M6DFP+Zy+OOY9A218FwvAGaZpotvoc/FGuwqFCTx0xULHFVYdhCTN7cZ7Uos5ro37PR1dMifJgbZja3T4x3jtXWNmXSpPdbPcmplCouHsol+tcrGJjo0Oc5X5z9721lsDmyJVJeSc7hYq2Y0fYWLPB0oqFQzK/L4lAqVDz5cgCOnne30isIAtXbt1Py5VdoaGhgN3sWZiNGXP98STMyyJn4LJomJrhs2Xw96VIqFCQcO0TU7m2Ia6rxCOvGY2Ofw8rJ+fq58yrFDF1+BmN9bX5+pXuT6lG3o1CIiI2dSL0oneDOmzEzazzIOnX6AnFbK9HTUtDbUB8DTW3qnI1wiXDCwN/qofTvaQ0KhYKkpCQiIyMpKSnByMiIrl27EhoaiqHhX9en0caD4Z9OsBTlEqqvGwXrYjbQFYOgh9MoGK56Wm3YQPnyq55WM2aoPa2a6O985FDK4cB7ELMWPPrBiLVgYP6PXlJRjYSRK6OQKpTsnB6Bq/W9KUcKKhWHv19K4h9HCB85johRE1o1rr6+nrUbt7A935RClSmzBvnwUk+3RhM0QRA4ffo0x48fx8XFhbFjx6KR10DFlhQ09bSweqFjs8qXdXVJxCe8jExWhrf3J1hbPMWBZV9zOToK/1596TflVbSv9a0KApxdAYc/ACt3GLsVrD1RqpSsjl/NqrhVuJq5srjXYjwsPO76/VKpFGTnrODKlaUY6Dvh3/FbzExv9fx8RBKsh2MV6b+AIAjk5+cTHR1NUlISSqUSZ2dnwsLC8PX1fSSk3mUNCo5tSCErtgzPUFt6P+t737sPh7IPMev0LDzNPVnZbyVWBs0H3YJSRfqvlzGKKiHbVAuPSR2xb3ej9C/ryhKuXPkOD4/ZuDhPuTHw5JfwxwLo/T70erfJ81esXUvpV4swGTiQdl99eeMBJhPBxqHqRGnCTnB7vOmLVMohcY/asK80CUzbQfirEPzcHd5agiAQs38PSbsO8bjjWHTNjLCdFtiq8pSthRW8k5ZHJ1NDNge6Yalz75+hstw6flsRj0yioP8UfzoEtGy03Nr5o7pEzNH1yZRcqcUz1Jae47zRN3qwgYEgCOwormJORj5aGvClV3uG2lmQk1jBwTWJ6Btp8/SMTlg63t1DUl5YSNH77yOKjMIoIhyHTz9Fx/GGMIgsP5+c8RMQBBUdtmxB19kZQaUiNeo0kds3U11ShJNvR3qMn4Sjl+8t565tkDNiRSQltQ38/Gp33G1at4ukUsmJT3iJiorTBAasxMam353XXSLi7M5YEhKlmGlp0s24huh2Cjye6U1ohwef2P5dSCQSLly4wLlz56irq8PGxoaIiAgCAgIeiTm0DTX/VOxxq1GwBiaPt8f4sXYt+hL+k4hjYiiaPx/Z5UyM+/XFfs6cW+agRx5ROex4DnLOQMTranuVZnqz/04yy+oZtSoKAx0tdr8cgb3ZvVWwCCoVh1YtIenkUcJHjidi1PhWjZNIJGzaspVtV3S5orRkymOuzHnSt8m+4fj4ePbt24eFhQUTJkzASKJD+fokBKkSq4m+6DezuCiTVZKY9AZVVZE4tXsWD/fZnPt5N1G7tuLg4c0z78zF2OKmTYErp2DnC6CQwrBVav9R4GzRWd479R4ShYS5XecyxGNI69+om6iujiEp+S2k0hLcXN/ExWUaGhrqz0VbgtVGk4hEoutS71VVVRgZGREcHExISAjm5ub/9OU1iyAIXDyUw9l9WVg5GjFoekAjOx53x+n807x14i3sjexZ038N9kYtl5zFXyxEc28W+koB46Ee2Ic5XL0+FYmJr1NadoigoDVYWz1+7cLh55fUu0kjf4SOI5o8d8WP6yj98ktM+ven3eJFN5IscSWsf0ptdDjpF2gXcutAaT3EblJ7cdXkgY2vWiAjYGSLbvPJp45zbu1PPG4/Gl1TI2ynBaHTivf197Jqpifl0MFAj5+C3HDUv3d1tPoqKb+tiKMiv57HRnsS2Pv+Gk0FQSDxZAGRey6jpa1Jr3HeeIbdW9Nwc1TLFcxMz+eX0mq6mRmxzM8FJ31dkv8s5MTWNKzaGTF4RtBd+boJgkDNnj2UfPY5gkqF3bvvYD527C2rh/LSUnImTERZW4vLpo3oeXqSE3eR09s2UpqdiY1zBx4bPwnXTqF3rDoqlCpeWB9NVGYFGyd3IcKj5YT22nWlpM6mqGgnPt6f0q7duOu/UzUoEMeXIY4uITOzhotiJbq6Inpa/shXISN4u/eIO/zkHhWqq6s5e/YsFy9eRCaT4erqSkREBB4eHv+Opv7/GH937HGHUXCoPab9H16jYABFVZXa02rPHnQcHbF7/31M+vT+py/rwVIUr/ZbEpWqVQIDR//TV3QHCfk1jFtzFgczfXZOD8fc8N4+MyqVksOrlpB08hgRoycQPmJcy4MAmUzGtp+281OanBSlHcM6t+PLkYHoNKFqmZ2dzU8//YSWlhbjx4/Hzsia8nWJKMokWIzwxCik6WewSqUgM+srcnN/wNwsjI4By8iNTefA8q/RMzTkmXfm4uBxk/dVTb66X67wIvR4B3rPAU0tysRlvHf6PaKLoxniPoS53eZioH33zx65vJbUtPcpLf0Nc/Ou+PstRl/foS3BaqNlVCoVmZmZxMTEkJ6u7mu6JvXu7u7+UCte5SZVcHhtEgBPTPbHpeP9rYpfKLnAjGMzMNU15fv+3+Ni6tLimPN5lZRuTaVTlRKtYFvshnqgqauFUikm5sJoJJI8wkL3YGR01aVcIYWNQ6DgIjz/K7Tv0uS5K9avp/TzLzB5oh/tFi9G49r2eG2RWp1QWgeTD6lrxOvL4Pz36v8aqsGluzqx8ux/V8pHVy5d4MSS7+lpMwJ9I2NsXwpCx67lHZc/q+p4PuEKZtpa7OjkjrvhvfeJyaVKjvyYxJW4crXK3igPNJuYyJubP+qrpPyxKYXc5Eqc/Szp/awvxhYPXuo7sqqeGSk5lMrkzHR14FVnWzSB8/uvEPN7Ns7+lgyY2hHdJhp9G0NeUkrRhx8gOnkKw7AwHBYuQPc2oQRldTU5zz6HrKAAl3U/UmNkwOlt68lNjMfUxo7uYybi271Xo/5XgiDw4b4kNp3N4fPhAYzt4nzHMU2RmfUN2dnLcO3wGm5ubyIIArLsWkTRxUgSyhHkKjK1lSSUK6k1zuIZy69ZFPYFC3oMvMVA+FGhsLCQyMhIkpLUc03Hjh2JiIjAwaH1EvZtPHz8XbFHo0bBT7qi+xdYQTwoBJWKmj17KP1qEUqRCKsXXlB7Wv3bSl+Tfoa9r4C+OYzdAu2CWxzyTxGVWcGkdefxczBly5SuGOnd2265SqXk0MrvSD51nO5jnqXb8DGtGqdQKNi1azfbE6uJVTjRy8uGlRODMdRt/DrKysrYsmULIpGIESNG4NXBg4pNyUgzazB9wgWTPs0LPBWX7CclZRY6OuYEdFyOrMacvV9+gqi6kv7TXsOvZ58bB8sb4Pd31IvLHv1g+BowtESpUrIybiXfx3+Pu7k7i3stxs288T7h5hAEgeLiPaSlz0dDQwdfn8+YPn11W4LVRuuprq6+LvUuEomwsLAgNDSUTp06YWT0cLrG15RJOLA6gYqCero+7UrIwA73VcOeXJHM9CPT0dTQ5Pv+3+Nl0XKD658VtZzck8KzmTK0bA2wneiHjq0hEkkB0TFD0dY2JSx0zw2ncFEF/NBXnSBNPaZupm2Cyo0bKVn4Gcb9+uJ0VTUOUKvp/DhQnTy5Pg4p+9TJm89TajnZ9q03zLudostpHPnqOyLMnkHf0BjbaZ1aFQzE14kZF5eFgMC2IHeCTO79YaxSCUTtucylo3k4+1sxYIo/uo1IFTc1f2REl3ByWxpKhYruIzzw79nuge8yyFQqFl0pZmluKa4Geiz3c6GzqSFKhYoTm1NJPVuMb3cHeo33RquV/jWCIFC7fz/Fny5AkMmwfet/WEyceEeSpBKJyJk8GWlyCiZfLORiagLp585gYGJKtxFjCew3CO1meiPWnbnCR/uTeamnG7Of9G3yuNvJL9hKWtoHODqMxrPdfMQXSxHHlKAol6Chp4VhkA0nanIoPKdJpWkSAy1/ZFX3b1nUrTsW91E++nejUqnIyMggKiqK7OxsdHV1CQ0NpWvXrpiZPbwCBG20nr8j9pAVXjUKznz4jYKv0ZCWTvH8+UhiYzEIDcFh3rx/h6fVzahUcGIhnPoKnLrAmM1g8uArGx40h5KKeXnzBbp7WPPDpNBWixHdjkql5OCKb0k5/QePjX2OrsNat2unVCrZv38/O2LyiVK4EtTejHXPd8Giib7duro6tm3bRlFREQMHDqRLSBhVuzMQx5ZiFGaP+VD3Zr3d6upSiE94Gam0BB/vjzA3HsCv33xOXnICoU8Pp8f4SWjeXMoZs04tUGLqqE6Y7QMAiCyMZPbp2UgUEj7o9gFPuz/d+jfrJsTiKyQm/Y+6ugSWLwtqS7DauHsUCgUpKSnExMSQk5ODlpYW/v7+hIWF4eTk9NA9HOQyJSc2p5J+vgTXIGv6Pu+H3n34hmRVZzH1yFQaFA2s6LeCIJugFsecrKxj2fF0PkqQYKrSwGKoB0YhdlRXx3AxdiIW5l0JClp7w8CuLB3W9gMTB3jxMOg3HbRVbtpMyYIFGPfpg9O336iTrMJYOPYxZB5XHxQwGnrNbNJr626pLCzgwGdfEabfHwMDE+ymdULXqXFvo5vJFDcwJi6TKrmSDQGuPGbR8pjmSDpdwMlt6Vg6GPLUq0GYWN66M3b7/NEgknNqWxoZMaXYuZrS73k/zO0e/KprpriBV5JziKuTMMHBko892mGkrYVMouDA6gTyU6vo8rQroU92aPX3RVFeTtH8+dQfPYZBp044fLYQPVfXO45TSaXkTZ9O5cWLFA4dRFp6Mto6uoQ+PYzQwcPQNWj+fo+nljBlQwz9fO1YNTGk1R5cZWVHiE94BQu9cNpffgdpWg2oQLeDKUZh9hgEWLNt9xGqT+pSaRbL4za72P74Ur7qHIzBQ2qQejtyuZz4+HiioqIoLy/H1NSUbt26ERwcjL7+g1HvbOPh4K+MPZS1MmoOZyO+8GgYBQOoxGLKli+ncv0GtExM1J5Ww+5N7vqhpqFWXaqf9jt0nghPfQ3aj46J+Y6YPGbuiuepQAeWjO2M1j0uKKtUSg4s+5rUMyd5bNwkug4d1cpxKg4fPsz2M6mcVnjgYm3Mxhe70s688fI7mUzGrl27SE9PJzw8nCeeeIK6o7nUHc9Dz8sCqwk+aDazGyeXV5GY+CaVVX/Srt0E3F1ncWrzRi4d+pUOQcE89fpM9G/2es2LVvfTSaqulnyq76tUXMrMUzO5UHKBYR7DmN119j2VDKpUMnJy1/D2W8faEqw27o+SkhJiYmKIi4tDJpNhb29PaGgoAQEB6DViYPpPIQgC8cfzObP7MmY2BgyaHoBlM4o1LVFQX8DUw1Mpl5SzpM8Sujl0a3HMsYpa3o3O5MskKT5lcgxD7DAf4k5x+W5SUmfTvv1kvDzn3hiQdRI2DwfXnjB+J9zhxXWDyi1bKPnkU4y7dKRdLwmaeadBz1Ttz5Hyi7rX6vlf7xCwuB/qqyr5/bMvCVI9hqG+KbZTO6Hn0rKJb5FUxphLWWRLpKz0d+EpG/P7uo685EoOrklES0eTp14OxM71xjXcPH/kJlVwfGMKkjo5YYNdCR7g3GRp4b0iCAJbiyp5P6MAPU0NFnm3Z7CtOaAuSfx1WRxVRSIen+iDb0TrS8hqDxyg+KOPUYnF2LzxOpbPP3+r4fS111coyHr9NeKT48lxtEZAg8B+A+k2fAxG5i0rE6YU1TJyZSSuNkbseCm8yfKO2ynPjiQ+80X06tvT/vxMtA2NMQq2wzDUDh0bQwRBYMP63xCdM6TS/Dyh9kc53Xc5H/t7of2QqqLdjEgkIiYmhvPnzyMSibC3tyciIgJ/f3+0Gvk7tPHo81fEHiqZkvrTBdSdzENQChh3d8S0t/NDaxR8jbpjxyhesABFYRHmo0Zi89Zb/x5Pq5upyFSbB5dnwMDPoMu0v8U8+EGz5lQWC35PYXxXZxYM7XjPSbBKqeTAcnWS1WP883QZMrJV4wRB4NSpU2w7Fs0JhQ/mxgZsfLELXnaNxx8qlYqDBw9y/vx5/Pz8GDZsGNLYcqr3XkbH3gjr5zuiZdp0+bhKpSArazE5ud9jZhZCQMflpP15gWNrV2Fma8uQdz/Aqt1NJfT1pbDzebVoSdeXof8noKWDQqVgxaUVrElYg4e5B4sfX4yb2d2XDEKbyEUbDxCpVEp8fDwxMTGUlJSgp6dHUFAQoaGh2Nra/tOXd52C9CoOrUlEIVPR93lf3Dvf+7WVicuYdmQaObU5LOq1iD7OfVocc7i8hikJWczJExicIkLbxhCrCT5k1SwmP38Dvj5f4Oh40yR2caPa0yF0snolrbGJUqmA5L1Urvickj9EGLcXaDd3GprdpoC+KaQfgm3jwCUCJuwCnQe30i4VizjwxSK86zthpGeB3ZRA9NzMWxxXJVcwMT6L2FoxX3m3Z4Lj/fXHVRaK+G1FHKIaGf2e98MjRP13HT58ONu37SRyz2USTxZg4WDEEy/4YeP84BLN69cgV/BuWh6/ldXwmLkxS3ydrwt6VBTU8+uyOKQSBQOndcTZr3X3q6iqovjjj6k7cBD9gAAcP1uInkfjsrKyBgmn35xBUlkhcm0tfLr3ovuYZzG3a50HWGltA0OXn0EpCOx79bEW1ahUMiWS+HIq4mLIbDcbLbkxXjWLMQv2Qt/bEg0t9WdVEATWrvkF6UUTqizO4OZ0icIBX/O2u/NDv/pdUVHB2bNniY2NRaFQ4OnpSXh4OK6urg/9tbdxfzzI2ENQCYgvlVJ78KpRcEcrzAa5PrRGwdeQFxRQvGAh9cePo+fpif1H8zEMfnj7kO6LzONqxTkNDRi1vnkV3keALw6msvJEJjN6e/DOAO+WBzSBSqnk96WLSIs6Tc+Jkwl7enirx549e5atv5/kuMoPLR1dfnw+jBCXxr3/BEEgKiqKw4cP4+TkxLhx49DMk1K5NQVNQx2sX/Bvsd+7pOQ3klPeQ0fblICA5dQV6fLL4oUo5XKeeuNd3Drf1BqhlMORD9Vy7i7d1X9zY3XccKbgDLNPz6ZB2cCH4R8y2G1wq+/5Gm0JVhsPHEEQyMvLIzo6muTkZJRKJS4uLoSFheHj4/NQyBTXVzVw8PtESq7UEjzAha5D3FpdBnU7NdIaXj76MskVyXzS/ZNW1e7+VlbNtKRsJkq0ef1CPUiVmD3jQrr2HKqrowkO3oy52U3qf0c+VMupD/gMwl+58XOZGGI3Q9RStWqgtRdV4sco/vEgRr164rRkCZrXdhHjd8CeqeAzGEZtaHY37G5RyOUc+W4JzoVumOhZYvNCAAZeLRuoipRKpiRm80dlHXPdHJjhbHtfQau4VsaBVfEUZ9XSbagbwQNcGPL0UEZ3nkVNuYSgvu3pNsQN7b/AV+l0ZR2vpeRSIVcwy82Bl9vboHn1XvLTqjiwKgFtXU0GzwjCpn3rkru6o0cpmjcfZW0tNq++gtWUKWg08v1RKZUknTzGnz+uQiyX4WhhTd9ZH2LbofUrbxKZkrHfR5FeUs/O6eFNmlYKgoAsrw5xTAniuDLklJPbbSGCnoKQgO0Y27jferxKYNWKn1ElmlNt9QfmLgUYP/k5k5wenkWXxsjNzSUyMpLU1FS0tLQIDAwkPDz8oVosauOv5UHFHtKsGqp/y7phFPyUG3quD3efniCXU7lhA2XLVwBgM+NVLJ977t/jaXUz1z2T3gcbH7VnkuWdpdePGoIgMOfnBLadz+P9p3yZ0uPedmJA/Yz5bclXpJ/9k17Pvkjo4GGtHnvp0iU2/3yAYyo/JIIuKyYG08en6X62pKQk9uzZg5mZGRMmTMCkQY/y9YkIchVWz/qh727e7OvV16cRHz+dBmkR3l7zMdHrw76vFlCak0WPcZMIe2bErXFG/A745XUwsIAxm8ApFIASUQkzT83kYulFRniOYFaXWehrt35xui3BauMvRSQSERsbS0xMDNXV1RgbG1+Xev+nG8GVchWntqeT/Gch7f0s6T/ZH33je3t4iOQiXj/+OueLzzO361zG+oxtcczekipeSc6hv54BnydKUWTVoBtswGWnmSiU9XQJ24u+/lUfEZUKdj4HKb/CuG3qptvoNXBuNUgqoX1XtXCF10DQ1KRq+w6K583DqGcPnJYuvZFknV0FB99T15U/s+yBlj6oVEpO/fAj1qmWmOpaY/WsH0b+Ni2Ok6lUvJGSy8+l1bzU3oZ57o7XE5N7QSFXcnxjKhnRJfhEODB/yetM7f8RfSf50s77wZe0SFUqvsgqZmVeKe6GeqzwcyHwJvGOtHPFHN+YgrmdIYNn3Nkj1hjKmhqKFyyg9pf96Pn64vj5Z+h737kCKQgCl6Oj+POnTVQW5GEmaiAsMJTABZ/dVaKqUgnM2HaRA4nFfP9sKE/43fnwU9bLEMeWIoopQVEiRkNHE90gQzLt59CgLCC48xZMTQNuHaNUsfK73WikW1FrfRClh0Dwk3N40vbhLC1SqVSkpqYSGRlJfn4++vr6hIWF0aVLF0xMHvyOZxsPN/cbeyjKJdQcuILkqlGw6UBXDB9io+BriC9coHj+fKQZlzHu2xf7uf8yT6ubkTfAr/+DuK3qxcdhq0Hv4VVvvFuUKoEZW9Vz++JRQYwIcbr3cykU/L7kK9LPneHx56YS8lTrvaOSk5PZvGsfxxXelMn1+GJkECObuZbc3Fy2bdsGwLhx43A0tqV8fSKKigYsR3lh2Kn5hS65vJrEpDeprDyNo+NY3Fze48jqlaRFncaney/6v/QaOno3PYuLE9RS/HVFMOhLCH0BAIVKwbLYZaxNXIuXhReLey2mg1mHVt1zW4LVxt+CSqXi8uXLREdHk5GRgYaGBl5eXoSFheHm5vaPSr0nnS7g1PZ0jMz0GPRSwD2XjkmVUt458Q4n8k/wRvAbTAmY0uKY3cWVzEjJpZeZMSsqtBEfz0PZroIrHT/E0LADISHb0dK6WkIiE8MP/aA8DTS1QdEAXoPgsTfB+c7+r6qdOyn+4EOMHnsMp+XLbiRZfyyEk1+ozRL7f3JP99oUgiAQs3MXelFgrmeLxRhPTDq3/GBWCQLvZxTwY0E5o+0tWOztjM59BCGCIBD96xUuHMhhT9JX/Hbwl0YVBu+XdFEDrybnkFAv4TlHK+Z7tMPwak/XdS+2vVm08zJn0PQA9AxbTuDrT56k6P0PUFRWYv3SS1hPf+mGMuRN5CUncHrreooy0jAzMsE9KQOvPv1xXLjgrncBvzyYyooTmcx90pepPW+scgoqgYaMKsTRxUhSKkEpoNveBMMwO/Q7mhGf9hLV1ecJCvwBK6set5xToVCyfNFOtLNtqbf5hQp/e4YPnEE384cveJHJZFy6dImoqCiqqqqwsLAgPDycTp06odvIe9/Gf4N7jT3uMAru1R7jHg+3UTBc9bRatIia3XvQdnTA/v33MenTctn7I0ttEWyfCAUx0GsW9HoPHmLbmXtFqlAyeX00Z7MqWTUxpNEFtNaiVCj4bcmXZJyLpPfz0wge9Eyrx2ZmZrJx2w7+kHmQKzNk9iAfXurl3uTxFRUVbNmyhZqaGoYPH46vqxflm5KRXanFdGAHTHo1L6gmCEoys74hJ2clZqad6dhxGXEHTvHn9k3Yuboz5J33MbG6ydtRXAm7p0DmMQh+DgZ9db2d4nT+aeb8OQeZUsa88Hk86fZki/fblmC18bdTVVV1XepdLBZjaWl5Xerd8B/y0Ci+UsPB1Yk0iOT0nuiDd9fW9azcjlwl54MzH/Bb1m9M7jiZN4PfbDHY3V5UyZupufS2NGG1oQV1O9KpNbxAQdA32NoOoqP/EjSKEyByCSTsBlSgY6AWvXDt0ey5q3fvpuj9DzCKiFAnWfr66nKI399V74D1+0idoD1gEg8fRnmgCks9e4yHuGAR3qHFMYIgsDi7hEXZxfS3MmW1f4f7VpZTyJWMHjPqgc8fgiCwsbCC+ZcLMNDS5GtvZwba3NiRVSlVnNqeQdKpAjzD7Oj7nC9aOs3fi7KujpLPP6dm9x70PD1w+OxzDDr633FcWc4VTm/bwJXYGIwtrejk5oPx2o2YPfEE7b75utESwubYGZPHu7viGdelPQuHBaChoYGiQoLoQgniCyUoa2RoGmlj2NkOozA7dOyMEAQVSclvU1LyC36+X+HgcGtNvlyuYNkXO9DNt0dsu5uc4EBe7ffcQ2cgXFdXx/nz54mJiUEikeDk5ERERAQ+Pj4Ptb9fG38Pdxt7CEoVorNF1F41CjYMscOsf4dmm/MfBgSVipqff1Z7WtXXY/XC81i//PK/z9PqZvJj1DsW0joYthL8Wr8b8yhSL1UwYc1ZUorr2Di5C93c7r3nWalQ8Ou3X3A5Oorez79E8KDWS5rn5uayacs2TjQ4kyE1ZWoPV2YP8m2yRUMkErFt2zby8/Pp378/3cK6UrUrA0lcGUbdHDB/2v16r29TlJQeICVlJlpaRgQELKfisoLfly5CW1ePZ96eSzvvm2xIVEr1IvTpReAYrC4ZNFPvtBWLipl5aiaxpbGM8hrFe13eQ0+raSG3tgSrjX8MhUJBcnIy0dHR5OXloa2tfV3qvV27B+9J1BLiWhmH1iRSmFFNYG8nIkZ6tNqb6GZUgooFZxewI30Ho7xGMbfrXLQ0m1+53FJYwdtpefS3MuV7F0fqdmZQqNhKudcOXKsdcYuPB11jCHke3PuoJUat3OGFA6DbfNNn9e49FL3/Pkbh3XBavhxNAwN1yeGeqZC4C55eAiGT7vo+WyLz7Dlqt2dhreuI/kAHbHq37BcGsK6gnDnp+XQ1M2JDgCtm9+mN9KDnj3KZgrdSczlcUcvjFiZ85+uMnd6NnSm5VMnhHxLJTqggeIAL3Ya4tVgSVH/mjHrXqqQEqxdfxPq1GWjetnNSU1rMmR1bSPnzBHqGhnQZMgoPHUNK3nkXo27dcFq18o4xLXE2q4Jn156ji6sl6yaGoEipQhRTjDSzBjRA38sCw1B7DHwt0dC+8V3IuPwZubk/4O72Lh06TL/lnNIGGcs+24l+iQMN9j+R3rUvH/Ye9lAZCJeWlhIVFUV8fDxKpRIfHx8iIiJwdm69mXIb/35aO3cIgkBD6lWj4DIJeu5mmD3l9lAbBV+jIT2d4o8+RnLhAgYhIdjP+xB9r9bN1Y8sl7bB/jfUvlZjt4F9x3/6iv4WKkUyRq+OoqSmgW3TujXZZ9salAr51STrLH0mT6fzgNaLQBQXF7Nx4yZOi+xIkFoxvHM7vhgZiE4T8ZZcLmfPnj2kpKQQFhbGwAEDqT+SS93JfPR9LLEc79Pi7nB9fRrxCdNpaCjCy+tD9FXd2bfoU2rLyug35RUC+vS/dUDKr/DzdLU8/6j11xez5So5S2OXsi5xHd4W3ix+fDEupi6NvmZbgtXGQ0FxcTExMTHEx8cjk8lwcHAgLCyMjh07/q0lOkqliqjdmcQdz8PBw4wBUztiZHb3UvOCIPDdxe9Ym7iWQa6DWPDYAnQ0my8PW19Qzqz0fJ60NmWVEIfkQCzp7TKpdTyLr3QIjo9/CAbm6oPTD8G2seD9JIze1GJZQ/XPeymaMwfDbl1pv2KFOslSyOCncWrlpFHr/5IVvIKkZErXxmGt0w7tXuY4PBnYqnF7S6p4LSUXLyM9tgW6Y6t3743VD3L++KOiljdSc6mWK3nf3YEpTja39IuJa2X8tjyOstw6eo71omOv5uvdVSIRJV99RfVP29F1dcXxs4UYdOp0yzHi2hrO7vmJuMMH0NTUpPOgp+kyZBSKuDjyp7+Mvr8/zj+uvevV5ivlIoatOEOwri6feTiiSKxAaFCgZamPUYhaXl27kc9+bt46MjI+xands3h5zbtlIUQsbmDFwt3ol9shc9hGRs9RLHys30NhICwIAtnZ2URGRpKRkYG2tjadO3emW7duWFndn4JlG/9OWjN3yArrqfn9CtLL1Wqj4Cdd0fexfOgVJlViMeUrVlCxfgNaxsbYvvsOZsOG3WFY/q9CqYCj8yBqGXTooRZ7MvpvffeLaiSMXBmFVKFk5/QIXK3v3apGqZCz/5vPyYw5R9/JL9NpwFOtHlteXs7GjZuIqjElWmrP4942rJgQ3KQtiEql4siRI0RFReHl5cXIkSORXSin+pdMdNoZYz3JHy2T5mNFubyGpOT/UVFxEkeH0bi0e5ffl35DTnwsnQc+Ta9nX0Tr5gqQsnTYPkEt3f/ExxD+6vW+9VP5p5jz5xzkSjkfRXzEQNeBd7xeW4LVxkNFQ0MD8fHxREdHU1ZWhp6eHp06dSI0NBQbm5YFEx4U6eeL+WNTKnqG2gx8KQB7t3tb6fkh4Qe+u/gdvZx6sajXouYVaOQSfjh/hPdlzjxTepwVJVuRe73BRekmpAb5dDT5Hptu3W88uK8JVrSyl6pm3z4KZ83GsEsX2q9coQ7IZWLYNFRtSjx+B7j3vqf7bI7y7Bxyl0Viq+2EKkwf5xFhLQ9CncxMTszGTk+b7UHuuBjcm6fag5g/GpQqFmYV8X1+GV6G+qzyd8HvtnK36hIx+5deQlwjo/8Uf1yDmv+8is6dp2jOHOSFhVhOmoTNm2+oSzivIpOIifl1LzG//oxCKqVj736EjxyPiZU14thYcie/iK6zMy4bN6B1l4IxVRViVq6IprsY3AVN0NbEsKMVhqH26LmZNbnjVlLyG4lJb2Bj05+AjkvR0LixalhXL2LVgr3oV9khd9pC3hNTWRja7R83EFYqlSQlJREVFUVRURGGhoZ07dqV0NBQjIzuPbho499Pc3PHHUbB/Vww6vpwGwVfo+74cYo//RRFYRFmI4Zj+847/05Pq5uRVMGuyeoFxS7TYMBC0PoXKiK2gsyyekavikJfR4vdL0e0aMfRHEqFnF++/oysC+fpN+UVgp5ouTfpGjU1NWzcuJFz5dpEypwJam/Oj5PCsDBqOlE6f/48Bw4cwMHBgXHjxqGdJ6NyWyqaJrpqGXeb5hcaBUFJVta3ZOeswNS0Ex39lnBu1wEu/LYX546BDH5zFgYmN3l5Sutg78uQsh86jlAbE1+tGiqqL+LdU+8SVxbHGO8xvBv27i0lg20JVhsPJYIgkJube13qXaVS4erqSmhoKD4+Pn+LsWd5fh0HViVQXyWl51gv/Hu0u6fzbE/dzoJzCwi1D2Vpn6UY6dwW1IkrIWatWhFQVMZK/7f4yHoIw23NWOrXAWlVAdExQ9GQa+Fd+x02w0LR1Ne+tZfq6e/U5YMtUPPLL+okKzSU9qtWqpMsSRWsexKqcmDSfnAKafE8d0ttaSmZi45ho+mE1E/A/bmerRp3oUbExPgsdDQ1+CnI/Y6kpjXc7/yRUi/hleQcUkQNTG5nzQfujnckDUWZNfy+Ih4NTXjqlaBbjI5vRyWRUPr1N1Rt2oSOszOOCxdgGBp6/fdKhZy4Iwc5u+cnJLU1eHaJoPvYZ6+bJDakpZHz7HNoWZjTYcsWtK2tm3qpWxBUAtKsaurOF1OfUI6OAHJrfWy6t8MwyAbNFgQ4qqrOEnvpBUxNA+ncaQNaWjceytU1taxZ8Ct6dTbI2m+j5qm3mBfg/48aCDc0NHDx4kXOnj1LbW0t1tbWhIeHExgYiM6/UWq6jQdOY3PHHUbBEY6Y9m7f4vfnYUBeWKj2tDp2DD1PD+znz8cw5MHP9w8dpanqao3qPHhq8V9SEv+okZBfw7g1Z3Ew02fn9HDMDe+9Ukghl7P/64VkXYzmiakzCOx3525OU9TX17N582bOF8o4rXDHxdqYjZO74Gje9LM+LS2NXbt2YWRkxIQJEzBr0Kd8fRIIAlbP+aHXoeUFx9LSQySnvIuWlgEBHZdTEFfDke+XYmxlzdB33sfaucONgwUB/vwGjn8CNr4wdjNYqsWg5Co5Sy4uYX3SenwtfVnUaxHOpupS87YEq42Hnvr6ei5evMiFCxeoqanB2NiYkJAQQkJCMDVtOpB9EDSI5BxZm0RuciV+3R3oMdbrnjyUfs36lff/fB9fS19W9luJub451ORD1Aq4sB7kIvDsD93fAJfuLM0tZUFWEaPtLfjWx5m6mjguXByLfpUbHa58gPW4AHTbGatLHraNgawTagPhVuxA1ez/lcL33sMwOJj2q1ehaWQEdcWwtr96tWbyQbC5d1PCppDU1JH6xe/YqByp7yDBZ3r/lgcBaaIGxsZlIlIq2RTgRte7VKG71/lDEATWFpTzSWYhJlpafOvrTD+rOz9vmbGlHPkxGWMLPZ5+LQizZlbQxBdjKZw9C3lOLhYTJmD79lvXS/sElYrUMyc5s2MzNaUltPcLoMf453HwvPG3kGVnkz3xWTS0tOiwdQs67VpO+hXVUsQxxYgulKCsktKgBb8qZfj078DAPk0rON1MfX0aFy6OQU/PnpDg7ejo3HiAlVdUsW7hQfTEVkg6bEdn+Fz+5/HPmfDW1NRw7tw5Lly4gFQqpUOHDoSHh+Pp6dkmXNHGXXHz3CGoBMRxZdQevIKy5tExCoarnlYbN1K2bDnwL/e0up20A7B7qloYasymRhV3/6tEZVYwad15/BxM2TKlK0Z6917KrZDL+WXxAq7ExvDEtNcI7Dug1WMlEglbt24lJqeak4IvZoZ6bJzcBU+7phWdCwoK2Lp1K0qlkrFjx+JkYkf5uiQU1Q1YjvbGMLDliqd6UYbaL6shHy/PD9AUh/LL1wuRSSQMmvEWnmHhtw64fAx2vwiCCob/AF43YpgTeSeY++dclIKSjyI+YkCHAW0JVhuPDiqVioyMDKKjo7l8+TIaGhr4+PgQGhqKm5vbXxbQqVQC5/dnceFADrYuJgx8KaBVXka3cyLvBG+feBtnQ1tWY49t0i/qX3QcCd1fB7tbFeMWXynmq+xiJjhY8pV3e0pLfiEp+S0sSvpim/gc5oPdMOrmgIa0Dn4cADUFMOVIq5Kjmt9+o/DdmRgEd8Z59Wp1klWZBWsHqMsmJh8C8/Z3fY8tIZM0kPL5r1hJ7aiyrcL/zcGtCnrzGmSMvZRJgVTGGv8OPGHd+pK4e5k/ymRy3kjJ5XhlHX0tTfnWtz02uncGI3HH8vhzVwb2rqY8+UogBsaNrwKqpFLKvltC5bp16Dg44LBwAUbd1A96QRDIvnSB09s2UJZzBRsXV3qMf54OQcG3fKblxcXkjJ+ASiLBZfMm9NybTo4EhQpJcgWimBKkGVUggJ6HOVFGGrwTl8P0Ph681b91SXRDQyExMSNBQ4PQkJ03vNmAoqISNn95Al2pGXVuP+M8Zj7PtXdo1XkfNEVFRURGRpKUlIQgCPj7+xMeHk67ViShbbTRGNfmDumVq0bB+Y+OUfA1xBcvUjxvPtKMDIz79FF7Wv0XvhOCAKcXw/FPwSEIxm65rgbXxg0OJRXz8uYLdPew5odJoehp33t1kEImY9/iBWRfukD/6a8T0Lt1i6igtsrYvn070RmFnNIIQNDU5sfnwwhxabp0taqqii1btlBZWcnQoUPxd/elYmMystxazJ50xfixlsXS5PJakpLfoqLiDxwcRuJk8wb7v/6K4swMIkZNoNvwMbf2JVZlq6X9ixOh9xzo8c71HvjC+kLePfku8eXxjPUey4UvL7QlWG08elRWVl6XepdIJFhZWV2Xejcw+GtWFLNiyzi6IRltHU0GTOl4d6a1ggA5kZw/vYDXFDlYqgTW2D+BU/d3mk1kvsgq4pucEiY5WvG5lxOZmV+Rk7uadhXTMb7QDYMAayxGeKLZUAhr+qhrg6ccA6OWy8Zqf/+dgndnYtCpE+1Xr0bL2Eg9aax7Eoxt1ElWK85ztygVClK++BXzOivKTIoJmDkU7VaspJbLFIyPzySpXsK3Ps6Msrds1evd7fxxpLyGN1PzqFcq+dDdkcntrO+YpAWVwJndl4k7lodbJxuemOyHdhMqRpL4eApnzUaWlYX56NHYzpypfq+Boow0Tm1dR35yIma2dnQf8yw+ET3vaDRXVFaSM/FZFCUlOG/Y0Kh8O4C8WIQouhhxbCkqsQItMz0MQ+0wCrHjaGE1L2+5wFMBDiwd17lVCxJyeTUXLo6loaGI0JAdGBvfSMrycnPZvvgcWnIjyr0P0X3c/L/dQFgQBC5fvkxkZCRXrlxBV1eX4OBgunXrhrm5+d96LW38+xg+ZBhrRi1AkvhoGQXDVU+rxYup2bUbbQcH7N+fi0nfvv/0Zf09yESw71VI+hkCRqn7ZnQe/p3Gf4odMXnM3BXPU4EOLBnbGa37+HwrZDL2LfqU7PhYBrz0Oh17P9H6sQoFe/bs4VziZU5rd6JWrsGKCcH08Wnat0sikfDTTz+Rk5NDnz59eKxbBFU70pEkVmAc4YjZ4JZVfAVBRdaV78jOXoapSSB+Pt9xasNOkk//gWfXCAa98hY6N/VHIxOrzanjf1J7kQ5fDfrqBRe5Us63F79lY/JGPPd5tiVYbTy6yOXy61Lv+fn5aGtrExAQQGho6F+ycl1VLOLAqgSqSyVEDHcnqG/75gNVlRJSf4Mz36nNDA2tie80gpfL/0Rf24Dv+3+Pu3kzOxGCwKdZRSzPLWWKkzUfu9sTnzCdyopTeGsuQjhsgZa5PlbjfdAlDdY/BQ6d4Ll91w3ymqP24EEK3n4Hg8BA2q/5Hi1jY8iJgk3DwMYLJv0K+g++DFOlVJH27UFMykwo1s0jcPYwdFuRGNcplLyQcIU/q+v52MORae2bd3OH1s8fEqWKjzMLWVdQjq+RPiv9XfAxuvOaFHIlR9clk3mxjMDeTnQf5dmoh4dKJqN8+QoqfvgBbWtrHD79FOMejwFQUZDHmZ82kXE+EkMzc7oNH0Ngv4Foad+ZaCrr68md9DzSy5dx/mENhmG3ioSoGhSI48oQxZQgz6sDLQ0M/KwwCrNHz8McDU0NEvJrGLU6El8HU7ZN7YZ+K8pclUopsZeeo7Y2ns6d1mFhcaO0JisjhT1Lk9FU6lHk/ycjxr//txoIKxQKEhISiIyMpKysDBMTE7p27UpISMhftsDSxr8bQSWgqJAgL6xHViBCXljP5B/eZlX/eY+MUTConxk1e36m9KuvUNbXYznpOWxeeUVdpfBfoDoXfhqvXix84iO1CNRDruj4MLDmVBYLfk9hfFdnFgzteF8VQQqZjL1ffUJOwiUGvvwm/r1an9irVCr2799P5MUEonQ6UyDW4MsRgYwIaXr3UaFQsG/fPhISEggODubJQU9SfyiX+j8L0Pe3wmqsNxqteOaVlR0mKfldNDX16NhxKVl/FnBqy3qs2zsz5N0PMLO9KdETBDi/Bg7NBnMX9Q6p7Q0/rfNF5/n81c/bEqw2/h0UFRVdl3qXy+U4OjoSFhaGv7//A5V6l0kUHNuQQtalMjzD7Og90Qcdvdu+vPIG9epG5FKouAwWHSDiNeg0AXQMyKjKYNqRaShUClb1W4W/deM7EqB+YM6/XMjq/DKmt7dhrosJMRdGIZOV08lxE+Kd9SjrZZg/5YaR6Tk0dj2vXrUbvqZVD5baQ4cpePttDDp2pP0Pa9RJVvphdVOwc7i6t6sVydrdIggCl1ccxyBPlyKNK/jNegYjM/MWxzUoVbyaksNvZTW86WLHe672zT4MWjN/JNVLeDkph3RxAy852TDbzQH9RtTAGurl/L4ynqLMGrqP9GgywW5ITqZw1myk6emYDRuG3exZaJmaUldZTtTOrST+cRRtPT3Cnh5OyFND0DVovG9L1dBA3pSpiC9dwmnZUkwefxxQv3eyK7WIYoqRJJQjyFVo2xliFGaPYWdbtIxuJGpFNRKGLDuDjpYme1/tjo1Jy2qMgqAkIfE1ysoO0dF/CXZ2N+R30xIu8uv3OSBoktMpnpfHvvO3GQiLxWJiYmI4f/489fX12NnZERERgb+/P9p3abDcxn8XQSmgKBMjK6i/mlDVIy8UIciU6gO0NNBxMOKlfR+we/dutEzvTcH070aakUHRRx8hibmAQXAw9vPmoe/9L/e0upnsM2qPSKUcRq4Fz9bvnrQBXxxMZeWJTGb09uCdAffXhy2XSdn75SfkJsbddZIlCAKHDh3idNR5zut1JqNWk9mDfHipV/OL0cePH+f06dO4u7szevRoZNHl1PyWhW57E6ye80OriRL+mxGJLhOf8DISSS6ennNRlPnx25Kv0NTS4um3ZtPeL+DWATmRsGOSetd06HLwH3b9V209WG3862hoaCAuLo7o6GjKy8vR19e/LvVu3UrFtZYQVAIXDuVw7pcsrByNGTS9o1rcQFINMT/CuVVQX6Ku/e7+ptpj6jaz4dzaXKYenkqNrIZlfZYRah/a6GuBevKYm1HAjwXlvOZsy5v2UmIujEBPz5bOvtuo21NIQ2olBv5WWDgeQvP0fHh8Njw+q1X3U3v4MAVvvY2Bv786yTIxgfgdajNin8FqvxCtBx/ACoJA9voz6KQJFCgz8XlnEGZ2TZcDXEMpCMxMy2NLUSXPOVrxmZcTWk0kWc3NHypBYE1+GQsyizDX0eI7H2d6NyJkAVBbLmH/0jhqKyT0e94Pz9A7r1OQyylf/T3lq1ahZWGOw0cfY9KnNw319Zzft5PYA/tRqVQE9R9Et2FjMGwmoRTkcvJnvEb9qVM4LvoKs6eeQlkrQ3SxBHFMCYpyCRp6Whh2ssEo1B4dJ+M7kj2RVMGoVVHkVorZ/XIE3vZNNw1ff11BID39I/ILNuHp+T7O7V+4/rvE6FMc3lCNSkNJVpds5ox6Fae/wUC4srKSs2fPEhsbi1wux93dnYiIiL+097KNfweCQoW8RHxTIlWPvEiEIFcBoKGjiY6jMTqORui2M1b/v50hGlqaj0zsoRKLKV+5kop169EyMlJ7Wg0f/u/2tLqd6LVwYKZ6MXPcT2Dt+U9f0SOHIAjM+TmBbefzeP8pX6b0cLuv88mlDeokKymeQa++hV+P1tvACILAqVOnOHr8BHEGQcRX6zC1hyuzB/k2WjFyjQsXLvDrr79ia2vLhAkT0M6RUbk9DW0zXaxf6Ii2dcuLgQpFHUnJb1NefgwH++HYmr7ML4u/pKakiN7Pv0Sn/rdJ0dcWqRP7/PNqobI+H4KWdluC1ca/l2vGojExMaSkpKBSqXBzcyMsLAwvL68HIvWek1TBkbVJIKh4ovNFXPK/BlkduPdRf9FcezW7i1QsKmbakWkU1hfy9eNf09OpaflyQRB4Lz2fjYUVvNXBjilmWVyKewErq94EdFyB6M8iag5mo2Wmi5XjPnQzl6mVbgJHtepe6o4eJf/N/6Hv54fzD2vQMjVVS8cfmAmdJsKQZX9JqYUgCBRsvwCXJBTILuM6oxe2bi1P7IIgsDCriKW5pQy2MWO5nwt6jQQUTc0fJVK1kMWJqjoGWJuy2NsZ6yZMDktzavl1WRwqpcCTLwfi6Gl+xzEN6ekUzZpNQ3IypoMHYzd3DoKRIbEH9nN+306kYjG+jz1O99ETMLO1b/7elEoKZ75H7W+/YTdvPgaBfRFFl9CQXgkq0HU1xSjUHoMA6ybLlpQqgZc2xXA8tZQfnw/jce+WyykBsrNXkZn1Fc7OU/D0mH395xdP/s7JHSrkWg3k9Kji06Ev/OUGwvn5+URGRpKSkoKGhgYBAQGEh4djb9/8+9fGfxNBrkRefHVnqqAeWWE98mIRKNVhiYaeFjqOxupEqp36X21rgyZ7NB6F2KPujz8o+eRT5IWFmA0fju27/wFPq5tRyNR+kDE/gscTMOIHMDD/p6/qkUWpEpix9SIHEotZPCqo2dK81iCXNvDzFx+Tn5zIoFf/h+9dJFkA586d4/ffD5Bq2JFzVQYM79yOL0YGotOM39zly5fZsWMH+vr6jB8/HgupIRUbkkADrCb5o+fcctuDIKi4kr2MK1e+w8QkAB+PxRxdvYkrsTEE9htInxdeurWkXyGDg7PUljuuvWDkOoY/O7UtwWrj309dXd11qffa2lpMTEyuS72bmLS8qt8kZWnUHFnLgUgfKhTOdHWPJ2RCXzQcg1p9isqGSqYfmU5GVQaf9fisUUfwa6gEgbfT8thWVMl7rvaM1DpEesbHdHB5GXf3d5Dm1lK5NRVlnQwzqyMY169A4/n9rZamrTt2TJ1k+fjgvPYHdZL1x2dw8nMInwH9P/3L6tmL98ajOFtDYUMmDi8G0z4gsFXjVuaW8lFmIT0sjFnX0RXj21SQGps/DpbV8FZaLhKlio882vGso1WTOyHZCeUcWpOIgbEug18LwtLh1l4GQaGgYu2PlC9bhqaJCfbz5mHcry+JJ44QtXMr9VWVuHYOpce4Sdi4uLZ4P4IgUPzRR9T8egKzkW8iKOxR1cvRNNHFKMQWw1B7dFqxCvfpr8n88OcVPh7iz3PhHVo8HqCoaA/JKe9iZ/cM/n6L0dBQP8SiDmzn3H5jpDoiCp4Q+GLQqL/MQFilUpGWlkZUVBS5ubno6+sTGhpKly5d/nJbhjYeHVRSJfKi+uvJlLywHnmpGNQbU2gaaquTKEfj6/9qWerflUDFwxx7yAsLKV64kPqjVz2t5s27xU/vP0F9mXrnIDdSXSnS98M7KkXauHukCiUvro8hKquCVRNDeMKv5aqS5pA3NPDzFx+Rn5LEoNfexrd7r7saf+nSJfbu3ccVQ29OVprQ29uG5ROCMWxiQRTULSNbt25FKpUyevRoXMwcKV+XhKpOhuVYbwz8W1fNVFZ2lKTkt9HU1MXf7zuSD6Vzft8u2vn488xbs++sQondDL++Bca2DD/t1ZZgtfHfQalUXpd6z8zMRFNTEx8fH8LCwujQoUPry41yz6qFK9J+B20D5IGT+KNgBBlx9bgGWdPveT90DVq/ul8nq2PGsRnElsYyL3weI7xGNH0PgsAbKbnsKqnifVd7+kq+o7BoB/5+32Bv/wwqsZzKnek0pFSirx+Ppf5KNKftB8uWg3uAuuN/kP/GG+h7e99Isg7MhPPfQ7/58Nj/Wn1fd0vZoTSkf5RSJMnCfIwHnhHdWzVue1Elb6Xl0tHYgK2B7ljdNPHePH+IlEo+ulzIxsIKAowNWOHngqdR0/1lSacLOLk1Dev2Jjz1aiBGZrf2YkizsiicNZuG+HhM+vfHbt6HXLmcyp8/baKqMB8HT296jn8BJ7+OrboPlVRJyaItSLOVaFt5gKYG+j6WGIXZoe9liYZW6z6fW87lMPfnRJ6P6MD8Z5ru77uZiopTxMVPxdy8C52C1qKpqS79O7H7B+KOOSHWraLmaVM+7f3kX2IgLJPJiIuLIyoqisrKSszNzenWrRudO3dGT+/R6IFp469BJVGod6Ou7UoV1KMol8DVaEPTWOfGrtTVhErLXO++y0cfxthD7Wm1ibLly0GlwvrVV7CaNAmNB9hn/EhQFK8WsxCVwTPLWl2p0UbrEEkVjP/hHClFtWyc3IVublb3dT55QwN7Pp9PQWoyT77+Dj4RTVfrNEZKSgq7du0iX8+FI1VWBLU358dJYVgYNf25r6mpYcuWLZSXl/P0008T6OlP+YZk5Pl1mA92w7h764TQRKIs4hOmI5Fk4+Exm/ocV46sWoKBmRlD3/0A2w63VdwUXITtzzL8T++2BKuN/yYVFRXExMRw6dIlJBIJ1tbWhIaGEhQU1LgSmUoF6QfViVXeWTCwhC7T1P8ZWSEIAvHH8zmz+zJmNgYMmh5wx25Hc0gUEt468RZ/FvzJO6HvMMm/abd5pSAwIzmHn0ur+cjdhpCyt6irSyAkeDumpgEIgkD9mUJqfs9CSyjD0noLeq+sbXXpRN0ff1Dw+hvoeXri/ONadZK1Zyok7oKnv4OQ51t9X3dL1ckriA7kUyS5gs5AazoNerLlQcDh8hqmJWXjpK/LT0Hu13uDrs0f8XViXknO4bJYyivtbXnPzb7RkkJQ7yKd25fFhYM5OPtbMWCqP7r6N5I2QamkcsNGyr79Fk0DA+w+/IBqZyf+/GkDxZfTsWzXnsfGPYdHaLcWgzxBEJDl1iGOKUEUUwiCJmiIMB3oj1GwHVomdxc4nc4o4/l10fTwtOaH50LRbsVOU21tAhdjx2Ng4EJI8Da0tdW7ugc3fUN6pB91+mUw2pk53Xo88J6n+vp6oqOjiY6ORiwW4+joSEREBL6+vg+kjLeNRwtlvQx5oegWAQplZcP132uZ6V0v77u+M2X61yQXD1vsIb4YS/H8+UjT0zF+/HHs3n8fXaf/gKfV7STugb2vgKGlWr3NsfM/fUX/SipFMkavjqKkpoFt07rRsd39eb/JGiTs+Ww+hekpPPX6u3iH97ir8ZmZmfz0008Ua9tzqNYBZysjNk7ugqN50xUdDQ0N7Nixg6ysLHr27Emv7j2p2p5OQ3IFxj3aYTbItVW72gpFHcnJ71JWfgR7+6FY6k7ml6+/oqGujoGv/A/v8MduGyBj+OixbQlWG/9t5HI5SUlJREdHU1BQgI6OznWpd0dHR3VtbcIOOLMEytPAzBkiZkDniWrfqdsoSK/i0JpEFDIV/Z73w61zy47i169FKWfW6VkczjnMtMBpzOg0o8mAVqESmJ6cza9lNXzmaoBXwRQEVISF7kVPT/2asrw6KjZeQlmnwMzuNMavzUJDu3XBSP3Jk+TPeA1dTw9cfvwRLRMj2DYOMo/ByHXgP7TV93W31J7No2bvFUoluUi7aRA+dnyrAvuo6nqei8/CRFuLn4Lc8TLSZ/jw4fT9dhWfZxVhpaPNUl9nelg2XRaqVKg4vimF9HMl+HV3oNd4bzRvSlJkOTkUzp6D5OJFjHv3RmfqZM4c/IXsuIsYW1kTMWo8/j37otlCcqCslyG+WIoopgRFqRg0VciuRKLrqMLxi/fQvAdVvMuldQxbEYmjmQG7Xg7HRL9lfzGJJJfomJFoaekTGrITPT07EAR++X4BOZe6Um1YgOVzQbwa9GCDmPLycqKiorh06RJKpRJvb2/Cw8NxcXFpE674DyAIAqo62U39UiLkBfUoa6TXj9Gy0r+lxE/H0ahVSmAPiocl9lBUVVH29ddU79yl9rSaOwfjvn3/e98TlQr+WACnF0H7rjB6E5jcX/laG81TVCNh5MooGuRKdk4Px83m/uw41EnWPArTUxn8xky8uj3W8qCbyMvLY8uWLZRixiGxK6YGOmyc3AVPu2ae6Uol+/fv59KlSwQGBvLM089Q93s2oqgiDAKssRztjYZOywuRgqAiO3s5WVe+w8TYDw+Xzzm0bB2F6Sl0Gz6GiFETbhGWaRO5aKONmygsLCQ6OpqEhAQUCgXtzLQIk57Bv+E8OnZ+auEK/2EtKurVVzVwYHUipdm1BA90oeszbs0q39yMUqXk47MfsydjD+N9xvNel/fQ1Gj8yy9XCUxLyuZAeQ3fOIuxz5uGsbEPwZ23oKWlLqtSSRRU/nCMhgJD9C0KsZwxDM1mttVvuY/Tp8l/dQa67u44/7gWbSM9tUdW4UUYvwPc765h9W6ov1hM1Y50KhoKKPeppM/U6S0mLQCJdWLGxWehFAQ2B7oxecxoimcu4ElrMxb5tMeyGWEGqUTBwdUJ5KdW0fUZV0IG3SgbFVQqqrZspXTxYjR0dDCZ8Sqx1SWkRp5C38iYLsNG02nAU+joNl3OJqgEGtKrEEcXI0mpBJWArrMJmnpllH07E6OILrRftgyNVhgv305FvZShK84gkanY+2oEThaNS7/fjExWQcyF0cjl1YSG7MDIyB2UCnYum0dxSm8qjXPxmvYY47wejNSzIAjk5OQQGRlJeno6WlpadOrUifDw8Aem8NnGw4cgCCirpbeU+MkK6lHVy9UHaIC2tcEdPVOad1Fm/VfwT8cegiBQs3cfpV9+ibK2FstJk7B59T/kaXUzDbWwZxqkH4DOz8JTi0G7rXT47yCrrJ5Rq6LQ19Fi98sR2Jvdn22LTCJm92fzKcpIZfCb7+HVtXWtANcoLi5m06ZNlMl1OabwQYkGayeFEeLStLjLNVXCP/74gw4dOjBmzBgU0RXU/H4F3Q6mWD/nh6Zh65675eXHSUz6H5qauvj6fM3F3bEk/nEY99CuDHr1bfQM1c/etgSrjTZup64YyZlVxEWfJVrpRQWWGOhq0zkkjNCwMCwtLVt1GqVcxamf0kg+U4SznyVPvOiPvlHrvsCCILAoZhEbkzfyjPszfBTxEdqajQcbMpWKyYnZHK2oZbljBuYFs3CwH46v75c3kgNBQLTuR6rTXdEyELB8Pgw9l9YJBtSf/pP8V19F180N53U/oq0PrHsKqrJh0n5wCmnVee4FcXwZFVtTqJQWkWufxcD/vdVsAnONbImU0ZcyKZcr0Pr0PT5av5lxDpbNrvjWVzXw67I4qorE9H7OB59uDtd/J8svoGjuXMTnzqHfrSvZnf25dO4MmlpaBD/5DGHPjEDfqOmVPUWFBFFMCeILJShrZWga6WAYbItRqB3S1BjyXp2BQacgnNesQfMejHKlCiUT1pwjoaCG7S+F06m9eYtjlEoxF2MnUl+fSufOmzA3CwGZmC3fzqcqqz9lptk8NmMATzi3v+vrufO1lKSkpBAZGUlhYSGGhoaEhYURFhaGsfHfZ1Dcxl+PoBJQVDbckkzJC+tRiRXqAzRBx9YQnXYm6DoaodPOGB0HYzRv9xJ8CPgnYw/p5csUz/8IcUwMBp07Yz9/Hvre9+dN9MhSkamunqi4DIO+gLApbebBfzMJ+TWMW3MWBzN9drwU3mzvU2uQScTsXjiP4sx0Br/xHp5dI+5qfEVFBRs3bqRUrOKUZiAVYgUrJ4TQ26d5tdy4uDj27duHlZUVEyZMQDdHTuWONLQt9dUy7patSx7F4ivEJ7yMWJyFu/t7lCfZcHLjD1g6OjH03Q8wt3doS7DaaOM65ZchcgnEbQOVAnyfQYh4nSsyC6Kjo0lNTUUQBNzd3a9LvWu2wmck6XQBp7anY2yux8CXArBp3zrVQkEQWB2/muWXltPXuS9f9vwSXa3GJ7UGpYoXEq9worKO760PYVj2PZ4ec3B2fvHGQSoVsg3vUJHeDSX2mA10w7hHu1bVH9f/eUadZLm44Lx+Hdo6MvhxADTUwORDYPPXPfglyRWUb0qiuqGUVKNYBs+ahYFxy+9hiVTOpsIK/vjfy/y29+dmjy3Pr+fXZXHIGhQMmhZAez91Ei0IAtU7dlL6xRcIGhrU93ucyMIrKBRyAnr3J3zkOIwtG2/+FeRKxIkViKOLkWbVgAboe1lgFGaPvo8lGtqaiGNiyH1xCnru7jhvWK/2H7tLBEHgf9svsfdSIcvHB/NUoEOLY1QqBfEJ06moOElgwApsbJ4AcSXrv/kUUd5gis0zeOatoYTZ3l/5jVQqJTY2lqioKGpqarC0tCQiIoKgoCB07mGXro2HC0F11bD3annftb4pQXqTYa/9DX8p3XbG6NgboqHz8CVTjfFPxB4qiYTyFSupWLfuv+tpdTOXj8GuF0BDC0ZvANe7E0do48ERlVnBpHXn8XMwZcuUrhjp3d8Os1QsZvfCDyjJuszg/83CMyz8rsbX1NSwceNGiqpERBuEklUl48sRgS1Ky2dlZbF9+3Z0dHQYP348Vg1GlG9MRkNbA+vn/dF1at1zWKGoJzllJmVlh7CzewYj5Vh+/+5bEAQGvzmL/83/uC3BauM/Tn4MnPkWUn5Vlxx0mgDhr4LVra7htbW116Xe6+rqMDU1JTQ0lM6dO7co9V58pYaDqxORiuQ8PtEH766t9/HZkrKFz89/TrhDON/2/hZDncZLvyRKFZMSsjhTWcta05Xo1J6gU9APWFndJIkql6BaO5yq/N5IFOHoe1tgMdobrVbsrIkiI8l7+RV0nZ3VSZZGrTrJ0tCCFw+BuXOr7+luaUirpGxDErXScuI4zeDZszG1bl1vW0vzR15qJQdXJaCjp8Xg14Kwvjq5youKKHr/A0RnzqD0dOecmT7V8ga8unan+9hnsXS8cxIXBAF5Qb16t+pSKUKDEi0rfYxC7dSCFTepEEqSksid9Dzatra4bN6Edit3Rm/nu6MZfHM0nXf6ezGjT8vmmoIgkJo6h8KiHXh7f4JTu/FQU8AP3y5GWjSYAqt0nn93DF7m9+6lU1tby7lz54iJiUEqleLs7ExERESrFyXaePgQlFcNe2/embrdsNfB6BafKR1bQzS0H92/998de9SdOKH2tCoowGzYMLWn1T3OC488ggBnV8Dh98HGF8ZtVZsIt/GPciipmJc3X6C7hzU/TApFT/v+FkukYhG7F3xIyZXLPP2/2XiEtc5S5hoikYhNmzaRX1JOglk4ccUNzHnSh2k93ZsdV1paypYtWxCLxYwaNQpXcyfKf0xEJZJjOd4HA9/WqSaqy95Xkpn1NcbGvnRw+JgD366hsjCfP6XabQlWG/9BBAEyjqgVAXP+BH1z6DIVurwExs0H7kqlkrS0NGJiYsjKykJTUxNfX1/CwsKabdAX18o4tCaRwoxqAvs4ETHCA61WegntvbyXeZHzCLAOYEW/FZjqNl7eJ1aqmBifRWx1Oav1PkJPUURoyB6MjG6SEa0rQVjTF5H4MaolE9Ay0sVyvA96HVpWCBJFRamTrPZOOK9fj7a8CNY/CUY28MLBFt+7+6HhcjVl6xKol1ZxTnKQwbPew7q9S4vjmps/0s4WcXxjKub2hgyeEYSJpb667+HnvZQsXIhSJiPTtR3peho4BwTRY9zz2Hvc2Y+kEssRx6oFK+RFItDWxDDAGsNQO/Rcze7YJZRmZZEzYSIaBvp02LIFHYeWd50a45e4Ql7fFsvw4HYsHhXUqqb3rKzvuJK9hA4dXsXd7S2E0lRWL/0BZdmT5Nmm8fp7E3E0ujdvuOLiYqKiokhISEAQBHx9fYmIiMDJ6f7MKtv4exHkKuTFolul0YtuN+w1utEv1c4YbWvDVtsIPCr8XbGHvKiIkoULqTtyFF0PdxzmzcMwLOwvf92HFnkD/PqmuprE92kYugr02kqJHxZ2xOQxc1c8TwU4sGRcZ7Tu07ZDKhaxa8EHlF7J4pm3Z+Me0vWuxjc0NLB161ayc/O5bN2dyPwGpvV0Y9ZAn2Z73+vq6ti6dSvFxcU8+eSTBPsEUb4+CXlhPeZDPTDu2vrncnn5HyQl/w8NDW28Pb4g9ud4vj96ui3BauM/hFIOibvViVVpMpg6qXergp+7pwm8vLz8utR7Q0MDNjY216Xe9fXvrOVVKlVE7c4k7ngejp7mDJjaEcNWSgwfzTnKu6fexd3MnVVPrMLaoHFRAJFCyfj4LLJrrrBYcw5GeuaEhuxGR+emBKokCdYOQGYUQYX0bZTVMkz7d8Ckp1OLJYOis+fImz4dHad2uKxfj7b4MmwcCjZeMOlX0P/rzGCl2TWUrU1A1FDDmaq9DHjnf7Tz8Wt2TGPzhyAIXDiQw7lfsmjnbc6glwLQM9RBXlpK0YfzEJ04QZ2lORdsTTH29qHH+Em4BHa+JYERVALSzGpE0cVIkipAKaDjZIxRqB2GQbZNNujLCwrInjARQaGgw+ZN6HbocE/vxYWcKsatOUsnJ3M2TenSqpXEgoJtpKa9j4PDSHx9PkfIPcfK7/dCRX9yHdKY9d4LWDTyuW0OQRDIysoiMjKSzMxMdHR0CA4Oplu3blhY3PsuWBt/DyqZEnnRTSV+BdcMe68mUwbaN5X4qXeotK0M7sqw91Hlr449BLmcyk2bKVu2TO1p9corWD3/H/S0upnaItg+AQouwONzoOe70Lbr/dCx5lQWC35PYXxXZxYM7XjfipYNonp2ffoBZTlXeObtObiHdLmr8TKZjB07dpCecZkih8c4ki1leHA7vhgRiE4zC9lSqZRdu3aRkZFBREQEfXv2oWpbKg1pVZg87oRp/w6tnuvE4mziE6YjEmXi4fEe/3vz97YEq43/ANJ6uLgRopZDbT7YXlUE7DgCtO6/F0Qmk5GYmEh0dDRFRUXo6OgQGBhIWFgY9vZ3lgOmnSvmxOZU9Ay1GfhSAPZurfOXiCyI5M0Tb2JraMuaJ9bgYNz4Cku9QsmYuEwktReZwzysLMIJCvwBzZuFMjKOwNbRqNwGU6U5G0lCBXpeFliO9mpRCll07rw6yXJ0xGX9OrSrYuGncdC+G0zcDTr3pzLUHNLcWsrWJiBpqOVk8Q4ef206HqFNr3jdPn+olCpObksn+c9CvLrY0ec5XzS1NKj99TeKPvoIpURMqp0F1f4+dB/7LN7hPW7pf1BUN1z1rCpBWS1F01Abw062GIbaoevYfJKuKC8nZ8JEFFVVuGzcgL6Pzz29B3mVYoYuP4OxvjY/v9Idy1Y0HJeVHyM+fjpWVj0IDFiNMvUoKzedQauqDznO6Xz0zmQM7iKwUygUJCYmEhUVRUlJCcbGxnTt2pWQkBAMDVtWMGzj70fVoLjeJ3VtZ0pRdpNhr5HO9R2pa0mVlsX9G/Y+qvyVsYc4Npbi+R8hTUvDuFcv7D744L/paXUz+THw0wSQ1sHw1erdqzYeWr44mMrKE5nM6O3BOwPuvw+7ob6eXQvepzw3m2femYtb57vbxVUoFOzZs4ekpGRqnMLZm6mgt7cNyycEY6jbdL+YUqnkwIEDxMTE4O/vz9BnhlL/Wzai88UYdLLBcqRXq0udFQoRKSnvUVp2gOXLgtoSrDb+xdSXwblVEP0DNFSDy2PqxMrzib9MhaigoIDo6GgSExNRKBS0b9+e0NBQ/Pz8bmnsL8ur4+DqBOqrpfQc44V/j9Y9XGNLY3n16KsY6Rqx5ok1dDDr0OhxtQoloy5dxqZuPy8IK3Fu/yKennNuPej8Gvj9HYRuMxCZz6D610w0DXWwGuuDXgtJnzg6mtyXpqNjb4/z+nXoFJ9UmxF7PwmjN7YoZX8/yArqKfshngZJPcfzt9D1hfEE9h3Q6LE3zx+yBgWHf0giJ7GC4IEudBvihrKyktz33kP65xmqDPVI9/Og07MvENC3P1ra6r+XoFAhSa5AFF2M9HI1AHoe5hiF2mPgZ9UqDw1lbS05z01ClpOD89q1GAbfm69UbYOcESsiKalt4OdXu+PeCl+SmppYLsZOxMjIk+DOW5DF/szq3ZnoVvcg1z2DBW+9iHYr/14SiYQLFy5w7tw56urqsLGxISIigoCAALTvwburjb8GpUh+3aj3WkKlqLjZsFf3Rr/U1X81TXX/s8lUY/wVsYeyuprSxV9TvXMn2vb22M2dg0m/fm3v+6WtsP8NMHGAcdvAzv+fvqI2WkAQBOb8nMC283m8/5QvU3q4tTyoBRrq69n56Vwq8nIY8s77uHYOvavxKpWK/fv3Exsbi9QpjO2ZENTenHXPh2Fu2PQCoiAInDlzhqNHj+Ls7MyYMWNQnq+g9lAOem5mWD3r12rbCEEQKCjYyuuv725LsNr4F1KZBZFL1ZO2Qgq+g6H7m+B0d1/W+0EsFnPp0iViYmKorKzE0NCQzp07Exoaer10qkEk58jaJHKTK/Hr7kDPsd5otSJYT61M5aUjLwGw+onV+Fg2vhNSLVcw6lImofXL6Cf8jq/vFzg6jLz1oN9nwvnV8NTXyNqNoXJrKooKCaZPuGDyePtmt8fFMTHkTnsJHVtbnDdsQCd7Lxx4Vy0U8syyv7S0Q14sovT7eKQSEcfyNtNx2AC6DR97R6Bybf4Q1Uj5bXk85Xl19BznTcee7SjZuZOyhQvRaJCS2d4W26nTCH56GLr6aql0WZEIcXQx4kulqMQKtMz1MAyxwyjUDm2L1u/SqcRicl+cgiQxkfYrV2L82N35flxDoVTxwvpoojIr2Di5CxEeLXtHiURZXLg4Gm1tE0KDdyKJ3Mjagw3o1XSj0DeLT16b3CrhiaqqKs6dO8fFixeRyWS4ubkRHh6Oh4dHW3D4D6O82bD3akKlrL7JsNdS/7ok+rW+qb/TsPdR5UHGHoIgULNvH6VffoWypgbL557DZsar/01Pq5tRKuDIB2pBC9eeMGoDGP5HhT0eQZQqgRlbL3IgsZhFo4IY2YKCX2uQ1Nex65P3qSjIVSdZne7OCkYQBA4fPkxUVBQ4dWLrFV2crYzYOLkLjubN26AkJiby888/Y25uzoQJE9DLUVC1Kx1tKwOsJ/ujbd76536bTHsb/y4KLqr7q1J+AU1tCBoHEa+Bdcvqan8VKpWKK1euEB0dTVpaGoIg4OnpSWhoKJ6enoAG53/J4sLBHGw7mDJwWkdMWuHFcKXmCtOOTEMkE7Gi3wo62XZq9LhKuYKRF9MYJnofP40UQoK3qD2PrqFUqMv7Lh+DCTtRte9F1Z7LSOLK0PM0x3KMd7PBmPjCBfKmTkPbxgbnjRvQSVkHJz6D8BnQ/9O/1K9EXiqmbE08MpGYY3mbcekVSp/JL6GpeaMfafjw4axdsYn9S+OQ1MkYMKUj1pYSMl5/Hf3kVGoM9ZBPGEPI1FcwNDVD1aBAfKkMUUwx8vx60NLAwN8KozB79NzN77r3RCWTkf/yK4iiomj3zTeYDuh/T/cqCAIf7kti09kcPh8ewNguLas2SqWlxFwYhVIpJjR4B+Kjq1h/xgaD2mDKOuUy76VJLSZHBQUFREZGkpycjIaGBh07diQ8PByHexTmaOPeEQQBZY30pkRKpDbsrZNdP+a6Ye+1nSlHo1YbaLZxKw8q9pBmZqo9raKjMejUCfuP5v93Pa1uRlwJuyZD1h/QdTr0X/CXVj608dcgVSh5cX0MUVkVrJoYwhN+92fvAeoka+cnc6ksyGPoux/QISj4rsbfbCys086fbfmmmOhrs+nFLnjYNi/ilJOTw08//YSGhgbjxo3DRmpCxaZkNHS1sH7Bv8VWgGu0JVhtPPoIAmQeUydWV06BnhmETVZP2Catl0P/O6ipqbku9V5fX4+Zmdl1qffSDAlH1yejravJgKkdaefVskBAUX0RU49MpVRcyre9vyXCsXGzvjKZnAkXL/GC+E3stOVEdNmLvr7jjQOkdbB2ANTkwYuHEWx8EEUXU/1LFpoG2liO9Ubf3bzJ6xBfjCVv6lS0rK1wWb8endhv1LtifT+EHm/f7dt0VyjKJZStSUBWL+Z47masOrnx5GvvoH21n+jpp4YwxPttNLU0GDjNh6IdK9H6aSc6CgU1XUPw/+xLTO0dkF2pQRRdgiSxHEGuQsfeCMMwOww72bZKxr4xBKWSgrfepu7QIRwWfIr5iBH3fJ/rzlzho/3JvNTTjdlP+rZ4vEJRx4WL45FIsgkO3IDo9+VsuhSIUV0AtV2LmP3ChCbHqlQqMjIyiIyMJCcnBz09PUJCQujatStmZq3rF2zj/hAEAWVlw/UdqWv/qkRXDXs1QNvW8FaPKQcjNPXbAtQHxf3GHiqJhPKVq6hYtw5NQ0Ns334L85Ej/7ueVjdTmqI2D67Jh8HfQPCz//QVtXEfiKQKxv9wjpSiWjZO7kI3t9bJnDeHpK6WnZ/MpaqwgCEzP6BD4N2X1Z87d44DBw6g7+DBrjI7FCqBH58PI9i5+fiqvLycLVu2UFdXx4gRI/CwcKZ8XSIqiRKrib7otyI+a0uw2nh0USog6Wd1YlWSoK7d7vYKhDz/lyrZPQiUSiWpqalER0eTnZ2NpqYmfn5++LgFcGlfJbVlDXQf4UFgH6cWdxjKJeW8dOQlrtRc4aueX9HXpW+jx5VK5bx08TgvSt7GyLADPcN2oqV103Z5dR780FftBTblOBjbICsSUbk1BUW5BNO+zpj0cW5yB0ccG0velKloWVnhsv5HdKLmQcJOGPwthL5wr29Vq1BUNlD2QwLyGjHH87Zi4GbBkHffR1ffkF5dB/DSk/Px8MlDsnoZ9iUVNFiYY79wAbYh3RFduCpYUdGAhp4Whp1sMAqzR6ed8X2VvgmCQNEHH1Czaze2s97D6vnn7/lcx1NLmLIhhn6+dqyaGNKs9CyASiUjLm4KVdVnCfRdQsOvq9ma+gSG9V7IelTy1oTRjY6Ty+XEx8cTGRlJRUUFpqamdOvWjeDg4EZVMdt4MAgqAUW55JYSP1lhPULDTYa9dobqRMpJnVDp2BuhqftoGPY+qtxP7FF/8iTFH3+i9rQaOlTtaWV1/0Hnv4LU39X9ujqGMGYzON+dLHcbDyeVIhmjV0dRXNPAT9O60bHd/S/GiWtr2PnJXKqLChn63oe4BHS663NcunSJffv2YWjrzC+1LpTVS1k5MYTe3rbNjquvr2fbtm0UFBQwYMAAuvgFq2XcS0RYDPPEKKz5Bfy2BKuNRw+ZCGI3Q9QyqM4Fa2/o/joEjAbtR6+voKys7LrUu1QqxcbaBkNpO+ovG+Id2o7ez/qg00IgVSOt4ZVjr5BYnsjHER8zxGNIo8cVS+W8F7OVidJP0LcYwGOdlt2aRBRcgHVPgX1HmLQfdAxQSZVU772MOLYUPY+rJYMmjb/PkkuXyJ0yFS0LC1zWrUHn5DtqtcJR68F/6D2+Q61DUS2l9Pt4FNUSThZsp1IlQdt4GDsvLuI1NxvcElLRU6rQGzkch+GvIo6rpCGtEgTQczPDMNQOg47WDyRoFQSB0i++pHL9eqxfeRmb11+/53OlFNUycmUkrjZG7HgpvFk1JPVrq0hOfofikn34un2AfP9mfsoejaHIDe0nanl5xPA7xohEImJiYjh//jwikQgHBwciIiLw8/NDS6stiH+QCEoV8lJ1MnV9Z6qoHkGmNuxFWxNdh1v7pXTsHm3D3keVe4k95MXFlCz8jLrDh9F1d8d+3ocYdbk7yel/LYIApxbBH5+CY2cYswXM/uPKif8yimokjFwZRYNcyc7p4bi1QoSpJcS1Nez8eA7VJcUMe+9DnDsG3fU5UlJS2LVrF/rmNhxX+JJRJuLLkYEMD26+Z0wmk7Fnzx5SU1Pp2rUrT/TqS9W2NKQZ1Zj0dca0n3OTC7FtCVYbjw6iCjj/vfo/SaVaErz7G+A18F/hkyGTyUhISCA6Opri4mK0NLXRqbfB3tidYS93x8ym+eZMsVzM63+8zrmic8zqMosJvo2XgBU0yPjm/BcMUqzHsN1rhHu/eesByftgx3PgPxxGrAVNTQRBQBxTQvUvmWjoaalLBj0a3yKXxMWR++IUtMzNcVm7Ep2jr6oTtwk7wL3Pvbw1TSIVyynMqCY/rYqCtCrqC0V0N9bGQFPgTNleqjUq+DkqhqUqAQ0HRyzHzERRboaqXo6mqS5GIXYYhdihbd38e3u3lK9cSdl3S7CYOBG7uXPueSestLaBocvPoBQE9r36GPZmLe8iXb78BTm53+Pm8CIav+1ne+FUDCTtMXuygUlP3yp7XFFRQVRUFJcuXUKhUODp6UlERAQdOnRoE654AAiK2wx7C+qRF4tAcdVjSlfzap/UTYa9Nv8+w95HlbuJPQSFgsrNmylfshRBqVR7Wr3w/H/b0+pmZCLY+wok71Uvhj6zBHQe7LzbxsNBVlk9o1ZFoa+jxe6XI1r13GoJcU01Oz6eQ01pCcNnzaO9f+BdnyMzM5OffvoJXSNTovU6cz6nhrlP+jK1Z/PqhyqVisOHD3P27Fl8fHwYPnQY9ftzEF8owTDYFovhno0ugLUlWG08/FRlq/2rLm4ChUQtA979DXDu9k9f2V+CWuLzqtR7QiJKlRJdhRnh3bvR44mwZqWwpUopM0/O5HjecWZ0msG0wGmNBsq5Einbz71MsOokFp5LCG7/1K0H/PkNHJ0PPWdCn7nXfywvEVGxJQVFmQSTPs6Y9m28ZFASH69OskxNcf5+KbqHp0DlFZj0y30pOcqlSoou30ioynLrEATQ1tHE3t0MJ29z7PTrUe78A3l2CnXyHObmZrI8dCjajgPQ0NFF39cSozB79D0t/pJAtnLzFko+/RSzIc/g8Nln99xvIZEpGft9FOkl9eycHt6qcou8vPWkZ3xCO4tB6Bw8w66St9CX2uIwDEb3V8vYC4JAXl4ekZGRpKamoqWlRWBgIOHh4djaNl8y0UbTXDfsLbzJsLfkJsNefS11IuV0I6H6rxj2Pqq0NvaQXLpE0fyPkKamYtSrJ/YffICu0/2rqf1rqMr5P3v3HVdV/T9w/HUXcNlTZIqigooKCm4bVtqwoeUuNbXM6pvtMltqZdm3+jY0M21Ypqktfw2tbJgzB+692LI3F+46vz8OIAiWCgLi+/l43Id4z+Gcz3Uczvt83p/3W+1vlbEPrp2hFp6SBzjN2p7kfEZ9uJkADyeWT+6N1zn0avw3lUFWZjpDn36RkI6dz/sYSUlJLFmyBK3egUPevVh7OJfJV7Th6Rsi//Wh4ubNm1m9ejVBQUGMGjUK++ZsCn5NxLGtJz53dqix/lUCLNF0pe2CDe+o66w0WugyQk0F9Lt8qi+VlJSwaf3fbN74NxZKcNA70aNnLLFxsXh6etb6PVa7lec3PM//Hf8/xnUcx2Oxj9V64ThRlM8fW0fgryQR0vkLOvtVmXZXFFj1oJqKOWQBdB1RucluLk8Z3JGBYxsPvEdGonOvefE07dlL4sSJ6FxdCZ3/Bg4/jVd7kd29GlqcW4Ndm8XOqRP5lQFV+okC7DYFrU6Df2t3gtu40FKfgTH9CGW7d1GyMx5bZpb6zQYndD7teLQwnYWj38AlriXOMS3Omt5YH/K/+47Up57G9ZprCH77f2gusC+U3a7w4FK19O2Cu2LPqSpTesaP7N37ED7O3XD55QBfZ0/DyexN6+EO3HLVAOx2OwcOHGDTpk0kJydjNBqJi4sjLi4ON7d/rqokqrOXWtUKflUb9maUVGnYq8cQ5FYeSLngEOiKzttJZgUvMf9272HLyyPjzbfUnlYtWqg9ra67Tv6eqzq5Xs2IsFnhjo+g3bWNPSLRQDYdy2bcx3/TMcCdJZN64uJY9wI8xXm5LJ/5DAVZGdz+9AyCO0ad9zFOnTrFZ599hs2ukBF8JV/vyeL2bsG8entnDLp/fiB64MABvvrqK1xdXbnzzjsxnrSR+/URDC2c8bm7E3oPx8p9JcASTYuiwIk/1cIVx34DBzeIHa8Wr3AP/Ndvb67MpVa+Wfgnx5L3Y3bKBqB9+/bExcURHh5eo4+RXbHz6t+vsvTgUm5vdzvP9XoOnbbmWprDeYns3TEUKwa6dPuaSM8qpbetZvh8KCRtgbHfQavqFQqLt6eT9+1RNWVwRARO7WqmDJr27iNx4kS0Ls60eu9lHH4cBxodTFwDnjXLjNttdjISC0k5lEvywVzSjuVjs9jRaMAv1I2QQDstrMkYTx2hbPdOSvfvR7FYADCEhGCMicY5JgZjdDSG4NaY9uZw18v38/X/fXPRb3oK164l+aGpOMfFEfLBfLSOjv/+TWfx+pqDzP392DmlLwDk5m4hfud4XPVBePyRyndZL2KwuNLpLneu6t6D+Ph4Nm/eTG5uLl5eXvTu3Zvo6GgcJH3pX9lLLNVT/FKLsWaZKrdr3R1Op/iVz1DppGFvs3C2ew9FUShYtYr01+aoPa3uugvfBx9E53qZ97Q609aF8NNT4NUaRi0D37aNPSLRwH7ed4r7Pt9O37a+LBwXi6O+7mt6i/NyWT5jGoXZWQyd9iLBHc4/yMrOzmbx4sWYTKVYIq7l460ZDIhswdzR3TD+yzrs5ORkvvjiCxRFYeTIkfiXuZO95ABaRx2+E6IwtFSvAxJgiabBblPX/mx4G9J2gksL6DUFYieA0bOxR9ckKIrC7t+SWffNXhTfTEqNpygxleDp6VlZ6t2lStNKRVF4b+d7LNi9gEFhg5jdbzYGXc1y43vT/yZ531gSNBFcG7eEcNcqi1JLcmDRdeqvk34Fn/Bq32tJLyb7i4NYM0pwuyoE92tb1Ui7M+3bR+KEiWidnQn733QMP90Nzr4wYQ2Ksy9ZKUVqQHUol9QjeVjKK6f5BDgS6pGPX1kijmmHMe/ehSU1FQCNgwNOUVHVAiq9b+1Ndxvi+lG8eTNJ907GMTKS0I8+qtON1optSTyxcjejeoTwypDO/3qjXlR0iO07RqC3OeC5vpgfM2eisznSaZQr+jIbW7dupbS0lJCQEHr37k1kZOQ5NRa+HNkKzZXBVMXMlC23SsNeL8fThSfKA6qLOSMqGldt146y48fVnlZ//42xa1e1p1Xkuc3IXzasZvjpSdj+MbQbCLcvBCdp73C5Wr4tiSdX7uamzgG8MyoGXT2kRRfl5rB85jMUZWcx9JkZBEd2Ou9j5Ofns3jxYvLz83HuMoh3N2UQE+LJR+Pj8HT+5+t6Tk4OS5YsIS8vjyFDhtDeO4ysT/ahlNnwuasDTm29JMASjcxigp1LYOO76lorn7bQ5yE1HdAgZaFrk3IolzUL92KxWGl7rSOJmYdISEhAp9PRqVMnYmNjCQkJqbwx/2TvJ7yx/Q36BfXjzavexKivubB4R8Jyco9NY6PuBsb2eINWxiqzL9nH1PLtzj5qkGWsPlNlN9vIW3WMkm3pOLR2x2dkJDqP6rM3pfv3k3j3BDAa8X32QTw33k+hNpRvc2dSVKzu6+NpJ9TpFD4lJ3FIOUTZ/n0oJnWmQN+iBcZu3TBGd8U5JganDh3OefH4xb5+mHbvJmH83TgEBdLqs8/QnSV181xsPp7NXYu20KO1N5/c3eNf0xVKS1PZtn0Y9tICPLbAL2mzsGvNeEUXcSo5BZvNRocOHejduzehof/emPhyoSgKtgJz9bLoKUXYC85o2BvoUtlnyhDoesH90MSlqeq1w15aStb8+WQv+git0UiLxx7Dc5j0tKqhKBOW3wWJm6DfIzDgOagle0JcXj5cd5yXfzzA6J6hvHxbVL3M8Bfl5rB8xjSKcnO4/ZmZBEX8e3/IMxUXF/P555+Tnp6Of+wg3tiQQysfZxZP7EGAx78UFispYdmyZSQmJnLttdfSs1Ms2Z/sw5ppwuv2dtz18hQJsEQjKMmBrYtgy3woyYKgWOj3sFrAQi7G/6oot5SfPthLxskCul/firBeruzYsZ2dO3diNpvx9/cnLi6Ozp074+joyMrDK5m5aSbd/Lvx3oD3cHWoWTp184GXKU77iK/19/F0j6mEOFUJYBI2wqe3qIVF7vy61nL4xfEZ5H1zBI1Bi/eIyMpGfAVZJpIP5ZK4NYGkPemYDe6EGrZxre51cgpaU6jpiS7pCNbEBPVAOh1OHTpgjImpDKj0AQEXfEG+mNeP0sOHSbxrLFp3d1p9/jkG/wsvEnEiq5gh8zbg4+LA11P64uH8zzfzFksB27cPx1R8ApftRn5PewKzMR2bQwF6vZ6YmBh69eqFz2Xee0dRFGy5ZZhTCrGknF43ZS9WU0vRgN6vvGFvRZpfoDTsFaevHUV//smpWS9hSU7G49ZbaPHkk9LTqjZpu2DpaPVn+q1zofMdjT0i0YTMWX2QeX8c48Gr2/L4oPpZS1+Uk83ymdMozsvl9mdmEtj+/IOs0tJSvvjiCxITEwnrOZD/bi7E3UnP4ok9aNvin9cnWywWvvvuO/bu3Uv37t25YcAgcpccpOx4Pg8dfksCLNGA8pJg8zzY/ilYitX0gb4Pq+t7ZM3CebFabPy17DD7N6QR2tGb6yZ2QqO3V5Z6T09Px8HBgejoaGJjY9lRvINpf02jvXd75l87Hy+n6jNRimJj/Y5JmPI38JHDTN6IHUpQ1SBr51L49j6IuQtuebfWvy9LRglZn+3Hlmkix8fIrtwyCnLK0FlN+FlTCLCewLjvLxxLc9Eoat8fnVGHsWd/jN264RwTjVNUFFpj/ZXvvVjXD3NSEgmj1VL4rb5YgkNIyAUfK6/EzNB5G8ktMfPtA31p5fPPKYY2Wxk7d44lP287hbtbsyvrOuyGEhydnOjTuzdxcXE4Oztf8HguVYpdwZptqkzvU2eoilFKreoO2vKGveUl0Q2BrhgCpGGvqN2QW27h3dZtKFyzBoc2bWj5/PO49JKmuLXa+xV8+wA4e8PIJWqfKyGqUBSFZ77Zw9K/k3j2pg5M6v/v64vPRWFOFstnTKMkP4/bn5lFYPvzT9k1m80sX76co0eP0r7nAN7cbsZqt/Px+DhiQmtvSVPBbrezdu1aNmzYQLt27bhjyO2Yfk1hwidPSIAlGkD6PnV91Z6V6o1552FqqVb/88+bFdXt+yuFdcsO4+rlyA33dcY32K2yFPe2bdvYt28fNpuNVq1a4drGlTmJcwh0C2TBdQvwd6lenc5qLeSvv4dSUJrJB05v8lH3/rR0rDKT8ttLsO51tdRuv4cBKC2ykHI4t7LSX35aMTEOFoJdXCgzZWI+tBwSdqsFTDQaDKGhWNPS0Dg6EvzgtTgfn4smerT6xPMipNtcjOuHJT2DhDFjsBcW0urzz3Bs1+6Cj2W22hn30d9sT8hlyT09iQvz/sf9FcXOrvjJZOf9xtH9PUnLao/G5khs/xgGXn0NBsPlkcam2BSsmSXVUvwsqcUoZnUNH3oNhpanU/wcglwx+LugMUhKlwDFbseWn481MxNbdjbWrGysWVnYsrOwZmZhzc5myob1vOHgiO+UKfhMuFt6WtXGboffZsH6N9XelCM+A1dp9yBqZ7Mr/GfpDn7cc4r/DuvKHd3rp51BYXZ5kFWQzx3PziKg7fnPkFmtVr755hv27dtHZGw/3t+vI6OwjHl3duPqiH//N71t2zZ++OEH/P39GT16NOPHj5cAS1wkigIJG2D9/+DoL2Bwge7j1eIVnhf+tF/UdOp4PqsX7KWs2MJVd0YS0bNl5bbi4mLi4+PZtm0beXl5OBod2WfcR4FfAXNvmkuIe/W/i5KSk2zeOoRkmyefOP+XZTFdaFERZNntmL+8j9Rdx0gOe4KUbG9yTubgVpiIV/FJWlgScck6iqYoH31QHE4xd4EWDH5puPYOx9i1Czo3NzW1bvzdaHQ6Wj/aG/2u+dDrARj0cr3PZNb39cOam0vi2LFYUlIJ/eRjjF3Ov+FhBUVReOqr3SzflsxbI7oyJOaff9jk5eWxdctUtIbcLR9QAACIiklEQVT1HD/WnfQTvdBYPRnx0ADaBodd8DiaOsVqx5JeUn1mKq0YrOosqMagPR1EVRShaGFE8y9r2ETzoigK9vx8rFlZ1QOm8q+t2Vnqe1nZWHNywGqtcQyNwYDO1xe9jw9TU5JZuXx5nWanm7XSfPj6Xji8GrqNgxv/W2v6uBBVlVltTPxkG5uOZzP/zu7n1IbkXBRkZbJ85jRKCwu5Y/osWrZtf97HsNvtfP/99+zYsYPI6Dg+S3Tn0KlCXh/W5V9/PgMcPnyYFStWYDQaWb9+vQRYop7ZbXDwB9jwP0jZrlaM63UfxE5U0wfERVFSYGb1gj2kHc2ny4Bg+tzeFl2VG0y73c7Ro0fZtm0bhw8fRkEh2y2bYdcMo3+X/tUqy+XkbCB+593Ea7rzg2E673q0oPCYWj49/1AC7nnH8cw/ik9ZIk45SWjs6qyBQ6tW6tqp8sp+Ws9AcpcdxpJWjOsVwXgMalV501t25AgJ4+8GLbR5IAr9waXqgugrHq/XP5f6vH7YiopJnDCBsoMHCVmwoM7pQvP/PMarPx3koQFteXTg2Z+4paWlsXHjRvLylhHWegdZyWEkb70fs5OVMY/3J9S/+bQwUCw2zOUNeyvXTJ0qBlt5w15HXfVZqSBX9L7SsLe5UhQFe0EB1uzygCnrLAFTtvqivG1DNXo9eh8f9L6+6HzVX/U+vuqvvj7ofHzR+6lBldbdvXK9p9x7/IPsY7B0JOQch+tfhbhJkuYvzllxmZXRC7dwIK2AxRN60KtN/axpLMjKYPmMaZQWFXHHsy/RMvz8s0sUReHnn39m06ZNtO/UhVW5AWw+nnPOaY2pqal88cUXbNy4UQIsUU8spbBrqVoRMOeY2vuiz38gejQY6m9NjTg7m83Oxq+Osvu3ZALbeTLoniica2kCnJuby68bfiU+Ph4HmwMu7i706dmHmJgYHB2cSD9ZwImjH1HqMJf8nX3RrQ3Fo/AE3sUnMRTnAGo7K6OfgnHgKIy9rsAY3RW9d80AWrHYyfv+GMVbTuEQ6ob36Ej0nmqFyLKjR9UgC4Xwe4LRnfgJBr+lluevJ/V1/bCXlZF072RKtm0j+N13cBswoE7HW733FFOWbOemzgG8OyqmRhEPRVE4evQoGzdu5MSJEwQEJNC23TpMGd6c+PMlitxzGf/kAAJ8Lt10HHuZFUtaMebk02l+1swSUCem0DrrTxeeKF83pfNykmDqEqcoCvaiotMBU2WKXnm6XmZWtYBKqS1o0unQe3uj86seLOl9fdWAqTJ48kHn4XFB1f7k3uMsjv4KKyeoPwSGL4bW/Rt7ROISlFtsZtgHmziVX8qye3sRFVQ/pfwLMjP4csY0ykqKGPbsy/i3Of/+a4qi8Ndff/Hbb7/Rpl0EG+3tWL0vnclXtuHp6yP/tehWWVkZo0aNkgBL1JEpD7Ytgs3zoTgDAqLV9TkdbpGKgI3k0JZT/PH5QRxdDFw/OYqWrWu/cJ3MPcmzXz2Lf3oAbhYXNGjxyNcTdDKTwNTDaG4+iqmPFa9FOkwn/AnsGYdH+QyVk4+C5tMb1YbBE1aD4z9X2ynZlUnu10fQ6DR43dEeY0f1iVXZ8eMkjBsHip3wcZ7oUjbAsI+h05B6+bOoj+uHYrWSPPVhitauJXDOa3jcckudjrcnOZ9hH2ykQ4A7S+/phZPh9P8Tq9XK7t272bRpE5mZmbi5udEtogC702eUFnhw4tdXKPTIZdJT1+PneenMCKsNe4urrJcqUhv2lv/E0LoZcAhyO10aPcgVnYejNOy9RCiKgr24pDwlL6v2gCk7C1v510pZWc2DaLXofLxPB0w+PuUzTn5Vgicf9H5+Fxw0nQ+59ziDosCm9+CX56FFRxj5BXi1auxRiUtYWr6JO97fRKnFxor7etPGr2aF4wuRn5HO8pnTMJeUcMezL11QkAWwZcsWfvrpJ1qFteawWzRLtyZzR/dgXh3aGf2/pKBLHyxx4fJTyisCfgLmIgi/BvpOhdZXSKpAE5CZVMhP8/dQnF/GFSPa06l/EKBWWstJKyZ5fxYZG3dj2rUT1+xjaJR0kkN8SQhrhdVgwNtkIsrdGece6ynWp/AiL+Hs1okV0W1xr+jGfvRXWDIc2l4Lo5b+a0BtzTKR/cUBLKnFuPYLwuP6MDR6LWXHT5A4bhwoFsJHOaDN3gejv4S219T5z6Gu1w/Fbidt2jTyv1uF/3PP4j1mTJ3Gk5Zv4tb3NmDQafn2gb74ual9wEpKSti2bRt///03RUVF+Pv706dPH/wsv3M45x1Kytw4+fNL5HkUMOWpwXi5Nd3GnbYiM5bU4moFKGw5pZXbdZ6O1VL8HAJd0dUy0yoan72k5HTAlF0zRc9WGTxlV/atq0ajQeftfUaKnp/6e7/ygMlXDah0np5odE3noZzce1RhMcH/PQy7l6kPT297Hxzr52ZYXN6OZxYxbP4mnAw6Vk7p/a/9p85VfsYpvpwxDYvJxB3PvYx/6/ALOs7OnTv57rvvCAgIJD+kD3P/PMk1kS14b3Q3jP9QgVYCLHH+Mg7Cxndg93JQ7BA1VG0OHHDhi/3FxVFaZOHnRXtJOpBLQCtnvAqOYNm3G5fMo7gXnERvU296FXdPDgdp2B5QSL+B9+LlH8u2+HgyMjJwcbET0+1HFL2eR+yv0so9kGVdw3GrCLK2LoQfHoOeU+CGV/91TIrFTt6PxynelIZDSHnKoJcTZSdOkDhuPBrKaDPUirY4BcaugpC4Ov0Z1OX6oSgK6S+9TO6SJfhNfQjfKVPqNJbiMivD5m8iMaeEr6b0IaKlGzk5OWzevJn4+HgsFgtt27alT58+tG7dmvQNr3KkcAFFiguJv8wgx93Eg0/dhptz07ixURQFe6G5WoqfJbUIW/7phr06H6dqKX7SsLfx2U0mrNnZ5cHS6eCpcj1T1ukUPaWkpNZj6Ly8TgdMVVPyKtY3la9p0nl5odFfmj3F5N6jXEEqLBsDqTvg6unQ//GLUvFVXL72puQzcsFmAjycWD65N14u9fPALS/9FMtnTMNSVsqw516mRdiFlYY/cOAAK1euxMfHB8eO1/DSmqN0C/Vi0bhYPJ1rH6sEWOLcJWxSS60f/gn0Rug2Fno/ICkCTVBBtomUP3aTu34r5v17yHEMJi2wL+4FJ+m0bxFGf29cYmPw6BWLMSYGQ3AwxZZi/vPbf9ievp1nez3LsPbDSExMZOvWrSQkrKdzlx8ptfjzRtFjeLTpwNLotrhUBFmrp6mzmTf+F3rcc05jLNmTSe7KI6DR4D2sPcZOPphPniRh3Hi0FNP65hK01iI1/bDF+TcPrFCX60fmO++QNe99vO++mxZPPlGndDWbXWHyZ9v47WAGH42PI9y5jI0bN3Lw4EE0Gg1dunShd+/e+Pv7g6KQtmYaJ61LKTA4k/jrs2S7Kzz0xO04OzXOesaKhr1VAylzShH2oqoNe42VwZQhUJ2Z0hovzZvrS429rKzKeqasylfVgKkioLIXF9d6DJ2HR401TZUBU9X1Td5eaC6DdgBy7wEkbYUvx4C5GIYugMibGntEopnadCybcR//TccAd5ZM6omLY/387Mg7lcaXM6dhNZsZ/tzL+LVqfUHHOX78OEuXLsXV1ZWAHjfy7PdHCfN15tMJPWqddZMAS/wzu10NqDa8DUlbwOgNPSdD3D3gIp3sm4qi9DxS1mwmf+M2bIf24JJ5DINVvYmyO7qgadeJwk5XszM7FIOTnkH3diaofc3meaXWUh778zHWJa/j4W4PM7HzRPX4RUVs374Aq20up06Fs/Pk1RS2bs+M66/B38tTrRy5bDQc+RlGr4B2157TuK3ZJrK/OIglpQjXvoF43NAaS0oSCePGo9MU0HpQnnojN2HNBQfyF3r9yP74EzJeew2PO24nYNasOq8Feun7/Sxaf5wne7nhkH2UpKQknJyciI2NpUePHri7u6s72qykfvMAKfqfyHVxIvnPx8h0dubhJ4bjaHCs0xjOlWJXsOaUntGwtwjFVNGwFwwtXMrT+9RfDQGuaB2bTnpXc2A3m8t7NJUHS5VfV62opwZP9sLCWo+h9fBQ0/EqU/JqKwjhg97bW/o8neGyv/eIXwLfPwzugTByKfh3bOwRiWbu532nuO/z7fRt68vCcbE46uvnZ0ruqVSWz5iGzWJh2POv4BcadkHHSUpKYsmSJRgMBjpedRtPrDqKu5OexRN70rZF9cwSCbBE7axlagrgxncg67BayKD3fyDmTnBwbuzRXdYURaHoaAKnft5E4ZbtKEf24pSbhLa89JrZKwhdZBSefeLwvaonjuFtKheD56QW89MHe8jPNNH39rZ0GRBcI3Cw2C1M/2s6P538iUmdJ/FQzEOV+xw79j9OJrxLSs51HNvbEjQaItpH0LNHHK2DWqD95AbIOQkTfz7nH8aK1U7+jyco2piKIdgVn9EdsBdlkDBuPAZtDq0GZKFx81ODrAtoYHkh14+8r74ibfqzuA0aRNCbb9R5XchnG4/x+Q/r6O2aDWVFeHp60qtXL7Vqo2OVoMliIvWLsWQYN5Hl40jKximkO7Xk4UdG4KC/ODMGik3BmlXesLcioEotRikrb9ir02AIcDmd5hfoiqGlNOy9UIrFgjUnB2tm1hkFIc7s2ZSNPT+/1mNo3dyqrGmqXjFPX/l7dX2TVoKmC3bZ3nvYrPDzs7DlfWh9JQz7RFqsiAazYlsST6zczU2dA3hnVAy6eqoam5uWogZZVivDn38F3wsMsk6dOsVnn32GoijEDRzKE9+fxGa389H4OGJCTz+4lgBLVFdaANs/hs3vQ2EatOwMfR+GjreBTlJ9GoPdbKYofjcZazdTvD0ezfH9GEx5ANh0jpS1bIuhUxe8+sXR8pqeGHz++QdhmcnK2k/2c2JXFu3i/Ln6rkgMZyzUtNltvLzlZVYcXsGIiBE80/MZtBotimJnz97/kJn5M9m+L/PFVgtR6YnozWV4e3sT17k90dsex6gHJq0Ft3NvIGjam0XOysMAeN/RHp2HiYRx43AwZBHaLx2NXzsY/wM4nV9xh/O9fhSsXkPKo4/i0qcPwfPm1ukGtaioiJWr/+Dgnp04aawEBgbSt29fIiMj0Z0ZtJnySPv0dnJcD3Iq0IlT20dzSh/Jww+NrLnvBVKsdiwZ1Rv2WtKKUSxVGvYGuFQrjW5o4YxGL8HUP1GsVqzZOWqAVFk1r/aCELazBU0uLtULQFTt2VReUa8ioNI6NsxM5uXusrz3KMmBFePhxJ/Q6364bpb87BcNbuFfx3nphwOM7hnKy7dF1Vs12dy0FL6cMQ27zaYGWSEXlhmTnZ3N4sWLMZlMXHnTHUxbk0JmYRnv39mNqyLUB8ESYAlV4Sk1qNr2EZQVqE+t+k6F8AFSEbCBWTIyKN6+g6w//8YUH4826Shau5qaZTL6YA6KxLFLV3yv6EHAVTHonc4/AFDsCttXn2TL/53AJ8iVGyZ3xsOveg6xoii8teMtPt77MYPbDGZm35kYtAZsthK2bR9OaWkyp0I/4tFjCjebcok9dZLk5GT0Oi1R9v3E+ZYQdO+X59UDzZpTqlYZTC7CtU8gxq4OJN09HkdjOsE90tCE9oQ7vzqvY57P9aPor/Uk3X8/xs6dCV34IVrnC5utzczMZNOmTezctQubzUau3pcpI24ksm3rWn9QKAWpZH50K7nuqSSHOZG1/0bSNL15aMrIag2gz4disWM5VVwtxe/Mhr2GQJdqBSj0vs5odPL/HUCx2bDl5NQeMGWXlyCvmHnKy1NLWJ9B4+x8RnDkU7NnU/l2rVF6BTY1l929R8YBtXlwQarajzDmzsYekbiMzVl9kHl/HOOBq8N5YlBkvR03JzWZ5TOfQbHbGf78K/gEh17QcfLz8/nss8/Iy8vj2sFDmflnNofTC/nvsK7cFhMkAdZlL+uImga4axnYrdDxVjWwCoxp7JFdFhSrldJDhyjZEU/ehq2U7t6FNicdAJtGT5FbKJbQSIzR0fgN6EVgbJsas011kbA3m18+2gfAwImdCO1UfV2doigs2ruIt3e8zVUhV/HfK/+Lo84RkymFrdtuw2Dw4GjghzxxLJ8bfD2Y5eNE/PZt7N4Vj8VqJ9CpjNjr7iCqc2ccznEmSLHayf/pBEUbUjEEueI2wIvU/0zE2S2VgJg0NO2vhxGfn/NT1XO9fpTsiCdx4kQcWrWi1eJP0VWsiTpHiqKQkJDAxo0bOXz4MDq9ngT8OKIEsOTBawn2qj1Ys2YcpuCTW8n2KCaxnYH8E71Jtd3E/ZNGnHNwZS+zYUmrSPErVmemMoorG/ZqjPpqJdENQa7ovS+/hr2KzYYtL+8sTW0zqxeEyM1V16CeQePkdLpH05kFIXyq9Gzy8UHr4tIIn1LUl8vq3uPgD/D1veDgol5fQ3o09ojEZU5RFJ75Zi9L/07k2Zs6MKn/hVUArE12ShIrZj6DoigMf342PsEhF3Sc4uJiPv/8c9LT0xk0+Dbe2lbM5uM5PHtTB35863EJsC5LSVthw//Ui6reEaLHQJ8Hwbv+/gGLmqy5uZh27aIkfieFm7dhPrAPjVktlV7m4EG+RxusoZG4dI/B/8ruBHZsgeNFrsKWn1nCT/P3kJ1aTM9b2tD9+lY1ZlmWHlzKK1teoWfLnrwz4B2cDc7k5m0lPv5OvLx6s8NnNtOPpjPYz4P5HcOwmsvY/e07bD2YRCY+ODk5ER0dTWxsLL6+vuc0LtO+bHJWHAZFwX2AD+kzH8DNMwH/zhnQdRTcOu+cSgWfy/Wj9OBBEu4ai97bm1ZLPkd/jmMEsNlsHDhwgI0bN5KamoqzszPdYmP58ICWnWkmvpzcm+gQz9rPm7gVy+d3kOKhJzlSQ/GpjqRZR3PfuJFnPZ/dZC1fJ3V6zZQ1s0rDXldDZTn0yrLoXs23Ya9it2PLz8eamVmtCIQtO6tK8FQ+A5WdU3vQ5OhY3tS2SjpeZY8mv2oFIbQuzs32z1JUd1nce9jt8Nd/4feXIbAbjFyiFrUQogmw2RX+s3QHP+45xX+HdeWO7sH1duzs5CSWz5wGwPAXZuMTdGFBVmlpKV988QWJiYkMunEwiw9r+GnvKbodXiQB1mXDboejv8D6/0HiRnDyhB73qi9Xv8YeXbOj2O2Yjx+nJD4eU3w8RdvisSWeVLdptBS6BJPv0RpraAfcenQjoEd7giK8MLo2/KJ0S5mN3z8/yJGt6bSJ9uOacR1wOCOw+79j/8dzG56jk08n5l07Dw9HD1JSlnHw0HRCQybym9MkXjiaypAWnrzXsRU6QFn1EAnxa9kaNJEDacXY7XbatGlDbGwsERER/7q2yJpbSs4XBzEnFWLs7E7uJ0/h6XsY34hsdX3AoFf+NYX1364f5pMnOTnmTjQGA2FfLMEQeG43F2VlZezYsYPNmzeTn5+Pj48PvXv3pkuXLjz59T6+3ZnK3NHduKlLQK3fX3jwZ/QrxnLYw5v0DjbM+UFkWO9lwsjTwZWt2FK9kl9qEbbsKg17PRyqN+wNckXr5nDJBwCKomDPz6+lAEQtPZtycsBqrXEMjcFQe8BUtUdT+Xatq+sl/2cm6l+zv/coK4Jvp8CBVdBlBNz89nmlXwvREMqsNiZ+so1Nx7OZf2d3rut47mu7/012ciLLZz6DRqNh+Auz8Q68sADObDazfPlyjh49yjXXXsuWYj82fjBNAqxmz2qGvV+ppdYzD4B7sDpbFXOXdGKvR7aiYkr37K4MqErid6EUqaWTLQ6u5LuFke/eBktwJJ49ownsHEBwhBcunk1jwbqiKOxam8TGr4/h2cLIDfd1xqtl9RSntYlreeLPJwjzCGPBdQvwNfpy6PAMkpMX06HDa3xt7s9Lx9O4w9+LtzuEorNb4fOhkLCJwju+JD7LwLZt2ygoKMDNzY3u3bvTrVu30yXKaxuX1U7+mpMU/ZWC3s+R4t/fwMt7M95t8mDAs3DFE//4uf7p+mFJS+PkmDEoplJaLfkcxzb/PoNbUFDAli1b2LZtG2VlZbRq1YrevXvTvn17tFotb/96hLd+PczjA9vz4IB2tR4je/sXeHz/INs825AXUYZidqagZCq3RF9/er1UahG2vLLK79F5O50xM+WCrhGC8QulKAr2goLKGaUzC0BU69mUkwMWS82DGAzovb2rF4A4s2dTxZomd3cJmkSdNOt7j9wEtbVGxn64bib0flDWW4smq7jMyuiFWziQVsDiCT3o1ab+2gRlJSWwfOYzaHU6hj8/G+/AoAs6jtVq5ZtvvmHfvn3079+fuXPnSoDVbJUVwo7FsGkuFKRAi07q+qqooaBr/k0iLyZFUbAkJamB1M6dmOJ3Unb4MNjtKGgwuQeS6xJGvntrzMER+HaLJCjSm+AIL9x9m/YTwuRDufy8cC9Wi51rx3ekTXT12c3NaZt56LeH8DX68uHADwlw9mfnrrvJy9tG925L+Cg3kNdOnGJUgDdvRISgLc2DRQOhOBMmrcXmGcaRI0fYunUrx44dQ6PR0KFDB2JjY2nduvYiEACmA9nkrjiMYrVTdmgFPm4r8QguhJvehLiJZ/08Z7t+WHNySBhzJ9bMTEI//QRjp07/+Ody6tQpNm3axJ49e1AUhY4dO9K7d2+Cg08/8Vq1K5WHlsYztFsQbwzrWutnSfv9f/j98R5/u15NcYdd6HRlBMVPx6WgfKZLA3pfY7UUP4dAF7TOTe//rKIo2IuKTgdMVQtCVFvfpG5XaguadLry2aSqAVPVHk2nf6/18JCgSTSYZnvvceIvWD5W7V847CNoe259C4VoTLnFZoZ9sIlT+aUsu7cXUUHnV1H4n2QlnmT5zGfQ6fUMf2E2XgEXFmTZ7Xa+//57duzYwe7duyXAanaKMmDLfNi6EErzIay/Gli1vVaeUF0ge2kppfv2lc9M7cS0cye27Gx1m4ORIq82ZDu1It+jNaUt2xLQKYigCC+CI73w9L/01mwU5pSy+oM9ZCQU0v36VvS4pQ3aKgURdmbs5P619+Osd2bBwAWEOHuzddsQbLYS4mK/4Z00DW+eTGdsoA+vtQ9Gk3sCFl6rpqVO+rWyp0p2djbbt28nPj4ek8mEr68vsbGxdO3aFWMtVdWseaXkLD2EOaEAW9Z2vPVv4tqyAM0dH6kPDmpR2/XDVlhI4rjxlB07RuiihTjHxtb6vYqicOzYMTZu3Mjx48cxGAx069aNXr164eVVvVHz9oRcRn24mehgTz6b1ANHvQ5FUbBll1am+BXuikeb54BV50Bi3KuYndPw2/ckQUF9KlP8DAEuaOupg/2FUBQFe3HJGT2aziwIcTqgUsrKah5Eq0Xn4316dqmWJrc6Hx/0fn7oPDwq+7QJ0ZQ0u3sPRVHvC1Y/ra63HrkUfNs29qiEOGdp+SbueH8TpRYbK+7rTRu/+svCykw8yYqZz6AzGNQgq+WFrUVUFIUNGzbw5ptvSoDVbGQfg43vws4vwGaGDjergVVw7TeP4uwsp05h2rmzMqAqPXCgMmXJ5hNIvntrMgwh5Lu3wewdTGCEOjsVFOGFb5Brs6jOZrXYWLfsMAc2pBHayZvrJnTCyeX0LMqhnENM/mUydsXO/OvmE+pkYNu2O3B2bkW3mGXMScjjncQMJgT58nK7IDRJW+DTmyG4B9z1DehPp7dZLBb27dvH1q1bSUlJQa/X07lzZ+Li4gg8Y02UYrOT/3MCRX8mYzedwkt5GVefJDRjvqz1SeyZ1w+7yUTiPfdg2rmLkLnv4XrllTU/u9XK3r172bhxIxkZGbi6utKzZ09iY2NrDfySckoY+t4G2hr0vH11BA5ZpVhS1TVTSqnasFfR2HDgBCdcLeS1/Q69z2Es/Icbrn3o/P9yLoC9pKRmwHRGj6aK4EkpLa15AI0GXXl63ukZJ79aC0LoPD3r3JxZiMbWrO49rGb48XHY8Sm0GwS3f3jePQWFaAqOZxYxbP4mnAw6Vk7pTYBH/WUFZSacYPms6egdHBjx/Gw8W9a+hvpcSJn25iBlu7q+av8qNfUvejT0/o88mTpHisVC6cGDmOJ3YtqpBlTWtDR1o4MD1qB25LqEkaYJJt+tNXYXDwLCPdQZqggv/Fq5odM1zyfwiqKwf30q65YdxtXLkRvu64xvsFvl9oSCBO75+R4KzYXMvWYuobo8du2+lxYtbqRTx/8x83ga85MymRzsx4ttA9HsWQFf3wNdR8Nt82qdUU1NTWXbtm3s3r0bq9VKUFAQcXFxdOrUCYPhdIBnOphDzrKD2ItLcLPPw8NzA5rx30NIXLXjVb1+KGYzSf/5D8Xr/iLojf/ifuON1fY1mUxs376dLVu2UFhYSIsWLejTpw9RUVHo9adnlRSbHUuGCUtKIUWJBeyPP0WIBZwo/zx6LQ4VDXv9DeTseIngjK+ZF3Y3vroEfIN3YNdP5LornqnT34/dZFJLimdlVSsIUbNnUxZKSUnNA2g06Dw9q6xp8jt7QQgvLzR6aTgqLh/N5t6jKAO+vAuSNkO/R9W1q1p5ACIuXXtT8hm5YDMBHk4sn9wbL5f6W4+ccfI4K2ZNx+DoxPAXZuPp3/KCjiMB1qVKUeDoWrXU+sm/wNFDXYfS8z5wq78KK82RNSencnbKFL8T0969lU/sNb7+mIMiyDa2IsUWQIExCI3egH8b98qAqmVrD3SG5hlQnc2p4/ms/mAPZSVWrr4rkvY9Tl9wThWf4p6f7+FU8Sneuvotgq37OHZsDuFtHqNVqyk8dzSFhclZPBDagmfbBKD541X481W45nno/9hZz2kymdi1axdbt24lOzsbo9FYWerdx0dd4GrNLyN78R4sKSac7L/g7f4Z2nt+AP+OlcepuH4oNhupTzxBwY8/0XLmDLyGD6/cJzc3l82bN7Njxw4sFgtt2rShT58+hIeHg1XBkl5cWXiismGvVb3UlWngoGKldSc/WnX0Uxv2+qkNe5XibFI/HkLLrD282+5xfItOENDudzQOwxjQ79VaP7e9rOx0wFRZdjyrWo+mip5N9uLiWo+h8/Ss0dRWV7G+qSJg8vFF7+2FxtD01nYJ0RQ0i3uP1J2wbAyUZMNtcyHq9sYekRD1YtOxbMZ9/DcdA9xZMqknLvWYWp9x8jgrZj6DwWhkxAuz8Whx/kGWBFiXGpsV9n2tzlil7wW3QOh9P3QbB07n1xj1cqDYbJQdPVYeTMVTsjMeS0KiulGvRxfentKW7cl0CCWxtCUlOg80GvALdTsdUIV74OAkT+6L88tY8+Fe0o7m03VACL1vD6+cucs2ZXPfr/dxNO8or/V7laCSNZxK/44unefj63stTx9O5tPUbB5p5c9TrVvCV5Ng70oY9il0uu0fz6soCidPnmTr1q0cPHgQu91OeHg4cXFxtGvXDi1a8r47QPHf2eg5iZfr+zg+8AV4hQHq9eOrr77i1Asvkrd8OS0efwyfSZMASElJYePGjezfvx+NRkNUx07EhkfjXWpUA6mUIizpJWBXL2saJz0OQerMlCHAlfcPpjF3VzKzh3ZmZI/q3eCtuUlkfXwLnoXJzI94Fq+0RIK7fouuKI4uZUOxZ+dUrmmqGlDZCwtr/XPQenios0tnBkxVC0L4+aL38kJzjk2dhRBnd8nfe+xZCd89CM4+an+rwOjGHpEQ9ernfaeYsmQHfcJ9WDguFkd9/c3Mph8/ysqXnsXB2Znhz8/Go8X5TV5IgHWpMBfDjs/UioD5ieAboa6v6jys2lqWy52tsBDTzl2nZ6h27ap8yq/z8UEXGUWJb1vS9SGcLPCmzKL+Z/QJciEowoug9l4EtvOsttZInGaz2dm48ii7f08msJ0ng+6Jwtld/fdXYC7gwbUPsitzFy/2nE5wwVKKS44R230Fzi7teeJQEkvScngirCWPBXvC4lsgbReM/xGCu5/T+QsKCtixYwfbt2+nsLAQd3f3ylLv2oPZ5Cw/iFanxcNlKa6PvAauLRg6dCjz+/Yl+8OF+Nx7L74PT+XIkSNsWL+BxKREHHQGOnu2pUNZEE7ZyumGvS6G04Unyiv6VW3Y+8mfh3nv661M6OjB2Ei3ail6ZcnHsBzYgFJiJ0vfmuPX9sX/ysUY9hvxe9+Cxq4eQ+vmVhk0VZYYrwyYKoIp9WutBE1CNKhL9t7DboPfZsH6tyC0Nwz/THpdimZr5fZkHl+xi5s6B/DOqBh09bgGPv34UVa8NB1HZ1dGvDAbd78W5/y9EmA1dcVZ8PcC9WXKVS+Wfaeqi1Qv88pbiqJgPnmyfO2UGlCVHT2qpk9qtTi2b4c2ojPF3m1I0wSTcMqR0hK1IalHC2NlUYqg9l6VQYI4N4e2nOL3zw/i5GLghsmd8W+tzp6WWEp45I9H2Ji6kae73Udo/udotY7ExX6N3uDFIweT+PJUDs+0CeAhXx18OAAsJrhnLXiG/stZT7PZbBw+fJitW7dy/PhxtFotHTp0IDokHKdle9A4tcHotBmvRydx2+BbeS23BJchd5EY2ZFtJ3aTZynEVXGikzWECFsgRndndVaqpTNaNwWtoRh7SW55IYiKJren1zeVpmeiLSyodWwaoxM6fQkY4XjYFaSEdCTkqvk4mP3papyGo29QZZNbrWPT6IEmhKjpkrz3KM2Hr+6BI2ug+3i44XV5CCuavYV/HeelHw4wqkcorwyJqtfKzaeOHWHlS8/i5OrK8Bdm4+57bkGWBFhNVe5J2PgexH8OVhNE3KQGVqE9G3tkjcZuMmHas0cNqOLj1VLpeXmAOhNgjI5GGxFFgUcbUq0tSTpZSkm+GQBXL0c1oIpUAyo3b6dG/CTNQ2ZiIT99sIfi/DKuHBlBx35qtT+zzczTfz3NLwm/8Ein22hdtBJ39xhioj9F0eh56EAiX6Xn8kJ4IFOcctQeWR5BMGHNBaW5ZmVlsW3bNnbu3ElpaSm+3t60P5lDW4f+OOtymPjLPCZfN579+mRKNRZ8FVe6aP1powDFp7DlHMeWkaIGUnl5aoB+Bo2zc2X1PJOrB6tTLWh8fBg1qCvO/i0qZ6Dy0v/G/Yf7SHX0Y23XlzH/mUXbK/+Hk7MPfXp/i8HgVePYQoim6ZK798g6CstGQc5xuOE1iJvU2CMSosHMWX2QeX8c44Grw3liUGS9HvvU0cOsfPk5nNzcGP78bNx9/31GuL6vH7JQpa7Sdqnrq/Z9AxoddB0BfR4Cv4jGHlmDUhQFa2pqZRNfU3w8pYcOgVWdgXJo0wbXAQPQRUaR59aalEI3Ug7nU3BULVZhdDOdnqGK8MLDz3jJ9aJq6vxC3Rg+LY6fF+3l988Pkp5QwBXD2+NgcGDOFXN4ceOLvLXvWx5q25c2eb9z+MgsIiNm8nZkKBZFYcaxVAztgpg0/FP4/HZYOQFGLQPduV9G7CYTbnl59HVyIiYwiIOJiexJT2eju4G/bX8QqRjJ0Zayw3CCcCWLXmVbCCw8gbVIj6XUEZvWC51DC+ytgzF2izldZvyMghBaZ2cAMgpKGT13A7bWCt890A9/j9OBeuqmj2jx8+MccG3H1qjnKfsln/Cr38fRaKRH3BIJroQQF8+RX9VrqE4PY7+DsH6NPSIhGtQTgyLILbEw9/djeDk7MKl/m3o7dsu27bl9+kxWvvQcK2Y+w/AXZuPm41tvxz8XEmBdCEWB43+ogdXx38HBDXo/CL2mgPuFNTq71NjNZsr2769s4muKj8eakQGAxmjE2KULPpMmoo/sTI5zKCkpdpIP5ZK7sQQowdHZTGA7T7peE0JQhBfeAS4SUDUAJ1cDg/8TzZbvjrNjTQLZyUVcf28Url5OzOw7EzcHN9458DmPhnWAlCW4ukQQHDyGuR1aYVMUnj2Sgr59Z8bf9AZ8/zCsmQY3vl55fMVqxXIqHUtyMpaUZMxJSViSU7AkJ2NOScaWmVVtPP5OTgQHB5EfFsYhb29OYsJJozDet5iWzjb0tENr8URTnAaFKWiUPOAEsAX0TqANAyUMrK3BHAam1lAcBoZWmBQD9yzeRm6JhRX39aZlRXClKCT88hqtNs5mk3ccRyIfo/gHE62vnouTi5nu3b7EaAxuiL8OIcTlRlFg4zvw64vQopNazMKrVWOPSogGp9FoeOm2KPJNZl764QCezg7c0b3+fvYGtI3gjumzWPnysyyfMY3hL87GzbvhgixJETwfNisc+E4NrNJ2gau/GlTFTmj2DQCtmZmnZ6d27qR0714Us5rOZwgKwhgTgzEmGkPHLmRp/Eg5WkjKoVyykotAAb2jjsC2p3tR+Ya4oW0GzX0vZcd2ZLD20wPoHbRcf28Uge28UBSF93e9z/xd85gW4o6/JpuY6E/x8uqF2W5n0t6T/JxdwCvOMGbHHBzTfyDffiV5ST5qIJWWVjlrCYBWiyEgAENwMIbgIByCgzEEh1R+rfP1rRFYn/X6YTVDfhLknlBTcnPKf6342lK9BHqu3pfDZl+C23QkqHVHtUqhZygnN39C2P4v+CVgIKdaTSD3/2yEXPU27r6JxHT9CG/vvvX9Ry2EaABN/t7DYoL/mwq7v4SOt6m9BR1cGntUQjSqMquNSZ9uY+OxbN4f042BnS6sj9XZpB4+wFevPI+LpxfDnn/lrEGWpAg2BnMJ7FwCm95Tb+Z82sLN70DXkaBvfoveFauVsiNHKKnoO7VzJ5akJAA0BgNOUVF4jRmDMSYah05dyCx0IOlgLsmHcsnYkIViz0Sn19Iy3J2eN7cmKMKbFmHNt7nvpSq8Wwu8Wrrw0wd7+O6tnfS5oy1drg7mvnbjcMoz8Wbix0zz17Lz7wm0+rkHHM7h8VPp5I+9j+kdu1KwxYWJeifcg/7EpO2GvnM33G+4AUNIcHkgFYyhZcv669ukdwCfcPV1JkVRC8zknoTcE6zfupVTJw/S17uQgOxNcPL0RTMMsGj0tEh35HC8hlZ9P8DV5zidvCfirbQEm0VtAC6EEPWlIBWWjYbUeLj6Wbji8VobtwtxuXHU65h/Z3dGL9zCg0vjWTyhB73a+NTb8QPbd2DotJl89crzrJg5neHPv4Krd/0d/2xkBuuflOTA1oWwZb7a9C8oFvo9rBawaEYVAW15eZh27To9Q7V7N0pJCQA6P1+cY7phjI5WZ6giOpCZWkrKoVxSDuWSdjwfu1VBo9XgH1alF1UbD/QO0nm+KVIsFixpaZXpeyUJqWxOaMEpW0ta5u4kYs8n6OwWfuui4aub4TH/MlzyHWn9V38cW7ZCCQ7lweAINmoMzAtxY8iv49VF2hPWQMuoOo+vrtePihKwo3qE8MqQzmg0GpTCdFI+HU5w1k7iW/Yn39SZfYcGENr9Q5zDt9P2eDGtkk3qATRa8AgGr9bqrJd3+a8Vvzd61vkzCiHqX5O990j6G768U23fMnQBRN7U2CMSosnJLTYz7INNnMovZdm9vYgKqt/MsJSD+/nqledx9fFVgywv72rbpYpgQ8hLhE3zYMenYClRS6z3e1gtuX6JP3FS7HbMJ06UN/FVAyrzsWPqRp0Op4iI8nS/GIzR0egCAshOLiL5oBpQpR7Nw2q2gwZ8g10rC1MEtvOU5r5NhKIoWDMz1XVQycmYk5PV9L2kJMwpyVhPpYPdfvob9Hr0gYEkhA7ikL4rnkYzV/UB74gg/tAe4eP9L3KPTwme3lcQG70IjUZLic3OXbuPsymviI9bOTLomyFqkZd71oJb3ab363L92Hw8m7sWbaFHa28+ubsHBp0Wa2EmqR/fSmDOQVb0eAFTUSglv7nh2u0bQtquJiRoHO1aTkSTl1Al7bBKGmJJ9XVjGL2qB1xVAzD3QNDKgwUhGkOTvPfY8Rn88Ci4B8GopdCiQ2OPSIgmKy3fxB3vb6LUYmPFfb1p4+dar8dPPrCXr2e/iJuPL8NfmI2L5+liVhJgXUyn9qrrq/Z+pQZSnYepFQH9Ozb2yC6Yvbi4vFR6vJryt2s39vx8AHQeHpWBlDEmBmPnKDRGIzmpxSSXz1ClHM7DbFLX1HgFuBBcPkMV2F6a+zYmW0FB9eApORlzcnlBiZQUlLKyavvr/fzUlL2K9L0gNYXPISQYvb8/Gp0aFJzck8WvH+8HYOCkToR29GF9ynpW/D2FWzxK8A0cR9fI5wEottkYs+s4WwuKWdaiiP7fDFOrZ47/ERycL/izXej140RWMUPmbcDHxYGvp/TFw9mAKesEeZ/cgkdJOj9e9T9yEg1Y1vvg0HkNbTqspEWLG4nq9DYazT/MSJcVVl/rVTUAy0sEe9U1Zwa1P9iZs17ercGzFTjW7w8LIcRpTerew2aFn6erGTBtroI7PgZn73/9NiEud8czixg2fxNOBh0rp/QmwMNYr8dP3r+Xr159AXffFgx//pXKIEsCrPqmKHByPWz4Hxz9FQwuarO/3veraUKXEEVRsCQnV1b1K4nfSdmhQ5WzFY7t2mKMPh1QObQOAyA/w6QGVIfVoMpUaAHA3depWi8qF4/mt96sqbKXlWFJScWSUj4LlZR8ekYqJaUySK6gdXNTA6aKtU8VBSVCQjAEBqJ1Ovc+YnkZJaz+YA/ZqcX0urUN3Qa1Ykf6Dn7dNpZY51L82zxHVNh4AIqsNkbtOk58YTGrXI7Q7Yd7oMNgGLb4gtNoL+T6kVdiZui8jeSWmPn2gb608nEhP3knts+GorGZ2XDDQhJ356Ns8UPXaQPtoz7Hw6M70V0/Rqerw79rmxUKUmopvHECck5CWfW/J1xa1J526N1aLZpzic+QC9GYmsy9R0kOrBgHJ9ZBr/vhulnn1c5CiMvd3pR8Ri7YTICHE8sn98bLpX6bbyft38PXr76Ih58/w59/BWcPTwmw6o3dBge/h/X/g9Qd4OIHPe+DuIlqCtAlwF5WRum+fZVNfEvid2LLUtOZtM7OGKO7qgFVTDTGLl3Qeaj5rIU56hqqilmqolx1tsPFw4GgSHWGKqi9F+6+9fvUQJym2GxYMzLKZ57U9D1LSvnXyclY09Or7a8xGDAEBakBU0XwFHR6Rqri77a+WMps/P7ZAY5sy6BNtB/XjO/AkcJ9bNk+kkCDhaCIt+kcrK4jKLDaGLHzGHuLTKy1/kr79TOh3yNw7YsXdO7zvX6YrXbGffQ32xNyWXJPT+LCvMk4/DvOy8dQoHPm0K2fs/uv4+jjW0LHnXTq+glOTkF07/YlBsP5N0o+LyU5p2e/qgVhCVCQDErVVE1jedAVViUAC1ODMM9QMEizbSH+SZO490jfrzYPLkiFwf+DmDGNOx4hLlGbj2cz9qO/6RDgzheTeuLiWL8PKZL27ebrV2fg0UINsu68e4JUEawTSyns+gI2vqsuzPdqDYPfgq6jwNC0AwpLeoYaTJUHVKb9+8GizjYZWoXi2rdP5fopx7ZtK9O+SgrMHD+cS/KhNFIO5pKfqS7md3I1ENTei+43qEGVRwtp7ltfFEXBlpdXnrJXvR+UJTkZc2pq5d8dABoN+pYtcQgKwqV378r0PUP5jJTezw9NAxZWMTjquG5iJ1qEubPx62OsfHUbN9zXmf6xn7MnfhRHDjyMVetCTOBVuOt1LOvahmE7j3Fd8TVsijpO4Pq3wDscut11UcepKArPfbuXTcezeWtEV+LCvEnesRK/76eQ5BRAzohl7Fi1A6d9gdg7HSI6ZjkajRvRXT+6+MEVqClBzt4Q1K3mtoqy8zknTgdfFQHYiXVnlJ3XqOu7zrb2y9lbZr+EaGwH/g++ngyObnD3TxAc29gjEuKS1auND3NHd+O+z7dz3+fbWTguFkd9/a1xDunUhSFPPc83r81kxazp9XbcCpdPgGXKha2LYMsHUJwBgTEw7FPocHOTXJSuWCyUHjx0Ot1vZzzW1DQANI6OOHWOwmf8ODXdLzoavc/pkpOlxRZO7MmpnKHKSVVv1BycdAS296LzVcEERXjhE+iCRnpRXTC7yYQlJaVGM92KghL24up9mXSenhiCg3Hs0AG3664t7wcVjENwEPrAQLQO9TsFXlcajYboa0PxDXHj54V7WfHqNq4d35GuXRZwZO8k4ndPplRZSO+g/ngY9HwZHc4dO49yhTKBraGJeH3/sNpAs/UVF22MH6w7zpfbkvjPgLYMiQnm2Lr3CfvtGfZ6dMAwail/frEO58NBKJ0TiO32NWZLGd27fYmTU8BFG9M5+9ey85m1r/s6+isUnaq+v4MbeIfVHoB5hEjZeSEuJrsd1r0Of7wCQd1hxBJwbwLXGCEucdd19Oe127vw+IpdPPrlLt4ZFYOuHu9bQ6O6ctuTz/HtazPr7ZgVmn+AlZ8Cm+fB9k/AXATh16gVAcP6N6knvtbcXLVEesXs1J49KKWlAOhbtsQYE43z+PEYo6NxioxEU+Vm3FxqJWFfNinlvagykwrV5r4GLQHtPGnfw5/gCG/8Ql3RSi+qc6ZYrVhOpWNJTqqlGl9KZTpmBY2Tk5q+FxSMc/fu1ftBBQejc700CxwER3gxbFocqz/Yw0/z99D9hla0iXkJw9Hp/LnjHkqsc7mm1TV4GfR82bUtt+88ypWhT7O56GGcv7wTJq0F33b1Pq7Ve0/x2uqDDO4SwCPXtOPQDzOI2Pomm/z6EDDqU75cuBrX48Fook/RI/YHioqSiY5ejKtr+3ofS73TaMC1hfoK6VFzu7kE8hJqNlzOPASHfwZblSInGl152fmw2td+NfMm6UJcVGVF8O0UOLAKuoyEm9+WdF4h6tEd3YPJKzHz0g8HcDcaeGVIVL1mW7XqHM3oV97kz4cfrbdjQnMOsDIOwIZ3YM9y9Wlw1FDoOxVadm7skaHY7ZQdPVotoDKfPKlu1Otx6tABz+HDcC6v8GcIqP4kzGqxkV5lDVX6iQLsdgWtTkPLNh7E3dSa4Agv/MPc0RkkoDobRVGw5eSoAVNF+l5KlYISaWlgs53+Bp0OQ8uWGIKDcb3yChxCQsqr8alronS+vs02xdLN24khj3dj3dLDbP8pgdDESMKumUTcqYV8t/0/lFhf4+bwm/F10LMyOpyh8QrXR8xi7c77MSwZpgZZLvXX2G9Pcj4PfxlPdIgn/709ikMrH6TDgSX8GnwTHYfP49N3V+GeFIw+LptecX+SlbWTzlHv4eUZV29jaFQOzmq559pKPtvtUJhWy7qvk2oKU0l29f2NXmfv+SVl54U4u9yTsHQ0ZB6AQa+oBS2a6c8AIRrTpP5tyC0xM/f3Y3i7GHhiUGS9Ht8vNKxejwfNLcBSFEjcrFYEPLwaDM4QN0m96Hm1arRh2YqKMO3adTqg2r0be2EhADpvb4wxMXjcPhTnmBicoqJqVHyz2exkJhSSXD5Ddep4PjaLHY0G/Fq5E31dqNrct60HBmnuW42tqLiyEl9tBSUUk6na/jofHwzBQRi7dsX9pptOF5QIDsbQsiUaw+WbaqU36Lj6rkhahLnz15eHyUvvT/vBR7lZ+YMF256i2FLMyMiR+DkYWBndliHxMLrjS3y582G0X94JY78Ffd0rUablm5j46VZ8XBz5YGQnTi4ZQ4fEn/m+/Xh63jKLD9/8Fo/UYIx9C+gTt4uU1F9p3/4FWrS4vu5/CJcCrRY8gtRXWN+a20sLai+8kRqvPoWvWnZe56AW2KgRgJW/HFwa4AMJ0QSdWAfLx4FigzEroe01jT0iIZq1xwdGkFNsYe7vx/BydmBS/zaNPaR/1DwCLLsdDv2o9rBK/hucfeCqZ6DHPQ3ed0JRFCwJCZTE76xcP1V25Iga/Gk0OLZvj/tNN56enQoNrTHrodgVspKLKmeoUo/kYSlTZ1J8gl2JuiKosrmvo7F5/BVeKMVsxpKWVqUfVFK13lC23Nxq+2udndVgKbQVLn36VOsHZQgKQut84f2bLgcajYaoK4LwDXZl9Qd72LVsGBG3JTHRL4E522dRZCliYtRE/B0NrIwOZ0i8wmORT/PWvhmw6iEYMr9OT3iLy6xM/GQbJWYbK++OJH/ZHURmbOW76Mfpd81UPnj9OzzSg3G/2kS/HskcP7GUVqGTCQkeW49/Cpc4J3cI6KK+zmSzqtUNa2u4nLQFygqq7+/Sova0Q68wKTsvmidFgb8/hNVPg09btXlwbesohRD1SqPR8NJtURSYLLz0wwE8jAaGxYY09rDO6tK+O7eWwe4v1VTA7CPqk9Yb/wvRY+rU6PR82E0mSvfurRZQVdzUa93cMHbtituggersVJcuta7DURSF3FMlp0unH86lrFh9iuzp70xEz5YERXgR1N4To1vTKoRwsSl2O9bMrCr9oKoXlLCeSq/s8wWAXo8hMBCH4GCcrruusoiEWt48GJ2nZ7NN42tILdt4MOyZONZ8uJdDqyYRfuNsHg5QeCn+fxSYC3ik2yMEOjnwVUxbhnA9b5tSmLp7oXpDcuUTF3ROm11h6rJ4Dp4qYNGwVjh9M5SggqP8X7/X6dvjDj54bRXuWQH4DrLQv6eJAwffomXL2wgPv7DzXZZ0+tOzU2dSFLVYUI2eXychYSPsXg5U6fpRUXa+1qbLofUymylEg7Ka4cfHYMdiaH8DDF2gPrAQQjQInVbDmyO6UlBq4emv9+BhNDCwU8vGHlatLs0AqzQftn0Mm99Xq2m17AK3L4KOt130Zn6WtLTKJr6m+HhKDx4EqxoMObRujevVV2OM7opzTAwO4eG1ltZWFIWCrOq9qEoKzAC4ejvSuqtfZS8qV6/mfxNiKyio3kw3JbnaLJRiNlfbX+/nhyEkBOfY2Br9oPT+/pXl6cXF5eLhyK0Px7BhpRtH/5hM6NVv8lRwADP2fkSRuYjpPacT7OSgrsmy303rkiRu+f0l8GkDUbef9/lm/3iAXw9k8PIAFzr8Ogy30lx+G7SQHhFXsGD2atxy/Qm8WcMVPR3YvecZvL370yFytgTU9UWjqVJ2vnvN7dYyyEuqveny8T/AUlL1YOAeVB5whVUJwFqrAZjRS2a/RNNSlAFf3gVJm6H/43D19Atupi6EuHCOeh3z7+zO6IVbeHBpPJ/e3YPe4fW3xru+XFoBVkEabHlfDa7KCqDNVTDkfWhz9UX5YayYzZQeOFDZxNcUH1/ZAFZjNGLs3BmfiRPLG/pGo/c6e4PiotwyUg6XB1QHcynMUSsEOrs7EBThRXBkRXNfp2Z3Q2gvK8OSklojfc+crM5G2Quqpx1p3dwwhATjGB6O65VXVq/GFxhYY42aaDw6vZYrRranxWY3dmxIxz9mMdMD43jp8AqKLEW83O9lWhkdWRnTjuH2aQSVphHzzRS0HiG1V8c7iy+2JLJw/QmmRpVw47YHUBQ78UOXEdUyko9m/4JboR+tb3fgip5ebN8xGleXSDpHvYdWe3nN+DYqvSP4tlVfZ1IU9Qa1tsIbR36BouqNtXF0V9fN1lZ8wyPkoj9IE6Ka1HhYNkZtHH7Hx2rRLCFEo3Fx1PPJ+DiGf7CJexZvY9m9vYgKaloVcS+Nn1KZh2HjO2o6oN2qzlT1fUjtZVWPrFlZ5cFUPKaduyjduxelTC13bAgKwjk2tryRbzROERFo9Gf/4zMVmUk5lFc5S5WXrj69dXTWExThRczAUIIivPBq6XzJB1SKzYY1I6N6M90q1fisGRnV9tc4OGAICsIQHIyxa1ccyvtBVVbj82ha/0nEv4vsFYBP4KNs/D0N35BfmOZxB7NP/EixpZg3rnyD1s5OLO3egQnW2Sz5+x4Cl45Ed89vtaeinWH9kSye+24vdwclcO+JmeQaPMgY/iXBzr4sfvVPXIq9iRjpQr+4QLZtH4aDgy9duy5Cr780y+I3SxoNuPmrr9CeNbebiyE3oWbxjYwDasEiW5VZbI0OPEPO3nRZUrZEfdqzEr57AFz8YOLPta9dFEI0OC8XBz6b2JPb39/IuI/+ZsV9vWnj13R+7jftACvpb7VwxcEf1Kej3cZC7wfAu+6VQxSbjbIjR8rT/dSAypKYCIDGYMCpUye8Ro1SA6roaAz+Lf7xeGUmK6lH8ip7UWWnFAFgcNQR2M6Tjv0CCY7wwjfY9ZJr7qsoCra8vCqV+JKxlAdP5pRkLKlpYLGc/gaNBn3LljgEBamFJM7oB6X386s1dVJc2vxC3bhuyJv89fso/Fy+5amc//DfxEXcv/Z+3h3wLm2dXfiwRyxTzP/li62Tcfp8OA73/PKPfZiOZhQyZcl27nTbzrSc/3HSpRWaO7/C1QpfztmEc6kHXcZ607t7a7ZvGwYoxER/jKOjX8N9cFF3Di7g31F9ncluh8LU2psu7/8OTDnV9zd6n73whlugpHWJc2O3wdqZalXi0D4wfDG4ynVFiKakpYcTn03swbD5m7hr0d+snNKbAA9jYw8LaIoBlt0OR35WL2qJm8DJE654AnpOBhffCz6sLT9fLZVePkNVums39hJ1Vknn54tzdAxeI0eqjXw7dUTr+M9rnyxmG6eO5pNcPkOVmVCAooDOoCUg3IOet7YhOMILv1Zu6C6B5r52k6l6M93kKr2hkpOxFxdX21/n6YkhOBinDh1xHzjwdDW+4CD0gYFoHSQ163Lk7O7MVdd/zIZ1t+Dnv4ipe57hQ+t7TFozifevfZ8IF09e7zuAqWUv8WH8o5iWjcV411e1pnxlF5Vx9ydbGa1ZzVNlH7Pbqyu+41aSl5vDD+/sxdHsQuxEf3p2bc+O+DGUmTPoFrMEZ+fWjfDJxUWj1aqNkj2CIaxfze2l+adnvqoGYCnbYd+3ahntCjoH8GxVe/ENr7AGK44kmrjSfPhqknovEjsBrn8N9PIzTYimqI2fK59O6MHIBZu5a9HfrJjcGy+Xxv//2nQCLKsZ9q5UKwJmHlDz7K9/FWLuAsfzm/JTFAXziROVTXxL4uMxHz2mbtTpcIxoj8dtt1Wm+xmCgv41Tc9msZN+Mp/kg7mkHM7j1PF87DYFrVaDf2t3ut8Qpjb3beOO3tD0iiwoViuWU6dOz0IlVekNlZKCLSur2v4aJ6fylL0QnOPiTveDCgnBEBRUazVEIQAcHb3p0fsj/v77dlq0f5/xm57m27JFjF89ngUDF9DBtQWPXT2cF0xpvHzgVYq+fwzXW/5XbR1lmdXG5MXbGFn4KQ/ovmVTy6uIGPs5CcmJ/DL3MA42J/pODqV7VAS7d99LYeE+unb5AA+P6Eb73KKROHlAQFf1dSabBfKTa698WFvZeVf/szdddm0hhTcuB1lHYOko9d/MTW9C3MTGHpEQ4l9EBXmwcFwsYz/6m/GfbOWLST1xcWzcEKfxA6yyQtj+KWyeBwUp0KITDP0QOg0B3bk1dbUXF2PasxfTzni1me/Ondjy8wHQenjgHB2Nx+DBGKNjMHaOQuvy780x7TY7mYlFJB/KIeVQLmlH87Fa7KABvxA3ug4IISjSi4BwDxycGv+PUVEUbNnZp4OnMyrxWdLSwFb1Sa4OQ8uWGEJCcL3qyspqfA4h6kyUzsfnkl8bJhqPq2t7Onf5H7t3Tyaw2+cM/msKW0q+Z5x1HB8O+pAot2CG3ziVBSWJ3Bv/Cfne4Xj0f6jy+6et2MEdqXMYqf+D38OG0nPMB+w9coB180+iV/QMeCCcLpERHDjwFNk564iMfAVf3wGN+IlFk6QzqIGSdy2zmhVl53NOlAdgFUHYSTi5Xl3zW7XsvMG55oxXRRAmZeebhyO/wMqJ6oz62FW1N+oWQjRJvdr4MHd0N+77fDuTP9vOovGxOOobb8Kj8SKDogy1zPrWRVCWD2H94eZ31G7o/3BjrygKlpQUNZCKj6dkZzxlhw5XBg8ObcNxG3idGkzFROMQFnZO630Uu0J2anFlUYrUw7mYS9Vjege60LFfYGVzXyeXcwv86putqFjtB5VUSzW+lFQUk6na/jofHxzKC0m433STOgtV3g/K0LLlPxbpEKKu/HyvIbzN4xzjddpcGY7y+82cKA5hgmUi798wj66e4diGzGH1khQGrn2eXK/WeEXdTEaBiSn7n+I6/XZ+7jSZAUNfZfPe7WxZeAqNRsP1UzvSsW04x469Qdqpr2jdeipBgSMa++OKS03VsvPBtZSdt5RCflItTZePw7HfwFr1eltedt67dS3VD6XsfJOnKGohrV9eAP8oGPWFGjQLIS4p13X057Xbu/D4il088uVO3h3VDV0j1T1o+Dvs7GPqhWznUrUyVIeboe/Dtf+AQy3xXbpvf2UT35Kd8dgy1XQ2rbMzTl274Dv5XjXdr0uXc65ApygKeelVm/vmUVqkFmrw8DPSNs6/sheVs3vD5HIqZjOWtLSa/aDKf2/Ly6u2v9bZGUNICA6twnDt2xdDcMjpVL6gILTOsp5ANK5WrSZTVHyIdJYQc2t7WBWNZ3FLHih9mDdufpVuvp3YNnwR+xbfRPg395Dj8SOuRQlco0vl5x7Pct0Nj/Pbtk3s+jQXRW/jtke60bZVKMnJSziZMI/AwBG0DvtPY39M0RwZnMC3nfo6k6KopeVrK7xRa9l5DzXwqq34hnuwlJ1vTBYTrPoP7FmhZs7cOlctuiKEuCTd0T2YvBIzL/1wAA/jXl4ZEtUoGVkNd1VP2Q7r/wcH/k9daBw9Cvo8BD7h1XazZGRUzk6Zdu6kdN8+lPIKdYbQUFx698Y5JgZjTAyO7dqdV1PZgmzT6YDqYC7F+eXNfb0caRXlowZUEV64eV+cPkuK3Y41M/Ms1fhS1B5bdvvpbzAYMAQG4BAUjNPAgTWq8ek8PSWNTzQ4RVEw2+yYzDZMFhsms40Ss41Si/prxXum8t+XmScRbD+AzeFVSnrMxH2bP9dtn8wT+S+jcR6IpiwcreVJ5tueRLvodowaDb9d/TYDrxzHTxv+5NCSYmyOZoY/3pNWQYFkZv7MocMv4uszgIj2M+X/gGh4Gg24tVRfob1qbq8sO3/G2q/0fXDwR7BXrbpaUXb+LGu/pOz8xZOfAstGQ9ouGPAc9H9MZhqFaAYm9W9DbomZub8fw8vZwJPXRzb4GC5ugKUocPRXtdT6yb/Up3j9HoGe94GbP4rVSum+facDqvh4LKmpgNoryalzZ7zHjcUYHa028vU9vyqCxflqc9+K0ukFWWpzX6ObQW3uWx5QefgZ6+0mzZafX2szXXVGKgXFbK62v75FCwzBwTjHxdboB6X39z+vAFIIAJtdqQx2qgY9JWbr6d//Q0BU+ftatpVa1K9tduXfB1KFt9NdPNvzDVr5v8ay0OnEphq54eAEtob8RFGgjQCfGOaaZnNT5gcUucO1V47j2z9+IWG5DYuziTGP9yewZQvy8raxd9/DuLt3ISrqbbRaefIvmqB/LDtvg4LU2psu7/9WXRdWlbPP2Xt+uQVI2fkLlbgFvrxTncEatRQibmjsEQkh6tHjAyPILbEw749jeDk7cM8VdW/xdD4u0t2JAruXq4FV+l6198jAl7GG34pp/1FMC5eqAdWePZXrhvT+/hhjYtSAKiYGp8hINOdZ6ru02FItoMo9pZZhdzDqCWrvSZcBIQRHeOEd6HLBAZW9rAxLSkrt/aCSU7AXVK9KpXV3xxAchGPbtrheffXpFL6KNL5/KQcvmpczZ39KzghkqgYxpwMkKyazHZPFWiPYqS1AMlvt/z6QMzjqtRgddDgbdDg56HB20GE06HBz0uPv7ojRoMPooMdoKN9Wvv3MX50ddDjVso+DTktBQSd2xI9i+nXLiOrwET8v3o82/iZOFO9mwNgMbowcAYzA7e+hLP/5R9K+0VHmVsT4pwbQwseb4uKj7Np9L46OAXTt8iE6naTAikuQtnzGyjMEWvevud2UV7Phcs4JSN4K+745o+y8Y/mar7CaAZhnKyk7fzY7FsP3j6ql/8f9H7Ro+KfbQoiLS6PRMOvWKPJLLLz84wE8nQ0Miw1psPNfnAAr4wDKV/dg1rWjxO0eTJl6TLN+xHxibvlZ9Th16IDnHXfgHBONMSYGQ0DAeZ/GXFre3Lc87S8ruQgU0DtoCWznSWSfALW5b4gb2nNc5KbYbFjT008HT2dU47NmZFTbX+PggCEoCENIMM7R0af7QVVU43OX9I5Lic2u1JjBKTFbMVls1WZ/zpoaV+V7Syw2Ss02SizlAVL5cc5z8getBpwd9DWCGKNBR0t3gxoQVQQ5VfYxGiqCHT1GBy1Gg3qM6tvUXxtiEaiHRzSREa+w/8DjnEiczeB7X2TLmqMo39rZ8UEGBSO+ZmSvoeTk53PqGwNlHnnc8/QgvDzdKStLZ+fOu9FqDcREf4KDg/dFH68QjcLoCcZoCIyuuc1mUQtv1Lb2K2ETmAur7+/assqMV1j1IMzF7/JLh7NZYM10+PsDaHM13PGRWuRECNEs6bQa3hzRlYJSC09/vQcPo4GBnVo2yLkvSoBlztdw+Ps25c1pf0Dn5YUxJgaPIUNwjonGKSoKrfH8Oy1bzTZOHVeb+6YcyiX9ZCGKXUGr1xDQxoMeg1sTHOFFizB3dPra0yYURcGWl6em7CVVb6ZrrihnbqmaH69B37IlDsHBuPTte0Y/qGD0fr7nVKVQ1J2iKJRZ7bXO3NS+Dsha/uvp2Z/avs9kqfvsj3PVmZzyrz2MBlq6O+LsoD89q3PGrE+1GZ9qM0HqbJGTgxYHnbbZrDMKCBhCUfEhEhM/xNU1gl7Xj8YvxI3vP4gn9TM7CzO+xJqvpdQ7l/uevhF3N1es1kJ27pqAxZpPt25fYDQ23BMoIZoUnQG826iv8DO2KQqU5NTS8+sEnFgHu5ZW39/gUrPcfEUA5hna/BrrluTA8rHqcoXeD8K1M6S4iBCXAUe9jvl3dmf0wi08uDSeT+/uQe9wn4t+3otzddE44D74Vowx0eqsTqtWF3SDaLPayThZUBlQnTpegM1qR6PV0KKVG90Ghqq9qNp4oHc4vVbJXlJC2YmUM6rxpWBJSsKSnIy9pKTaeXSenhhCQnDq1BH3QQPVWaiKghIBAeedqni5qpj9KTFbKTXbq83+1JradtY0Nysmi716gHSBsz86raZG2ltFQONhNFSfFXLQ4WyomO2pnhJXW9qbsXwW6VxnR4WqbfgTFBcf4fDhGbg4hxPeqSdjn+vHx2/9QtmPfih6Kw88czMuLkbs9jJ2776P4uKjdO26CHe3qMYevhBNk0YDLj7qKzi25nZLKeQl1gzAco7BsbVgLa16MDV97mwB2KU265O+T20eXHgKbpuvFtkSQlw2XBz1fDI+juEfbOKexdtYdm8vooLOrer4hbooAZZD23ACZrx43t9ntytkJRVWBlSpR/OxltlAA77BrnS+KoigCC8CWrmgyc9SZ5327CDnJzV4qlgHZcvOrnZcjdGIQ3AQhqBgnHv0qN4PKigYnWvzL8laMftjOjOVrVraW8Van9OzP2cGRLXN/lQESBcy++Nk0FbO2DgZKtYB6fEwGghwd6qR9laRGndmsFN9m77yfYNO02xmf5oLjUZHVKf/sXXb7ezZ+wBxsd/g5RfCAy/czIa/d9Ii3RMXFyOKYmf//ifJzdtMxw7/xce7X2MPXYhLl8EJ/NqrrzMpihp8VE05rAjCDq+B4uqp8Th51J526BXW9MrOH/g/+HoyOLrB3T/WHnwKIZo9LxcHPpvYk9vf38i4j/5mxX29aePnetHO16hXQUVRyEktJuVwLskHc0k9kkdZiRUATz9H2rbV08KxBG9zEpq0BCz/l4Ll/WSOnzpV2VgYAJ0OQ0AAhuBgXK++qrIan0NwkLoOysenyd9knzn7U1JR0OCMIOaf1wGVz/hUm/05ve+Fzv4Ya5m58XQ2nJHaVhHUaKsXQ6ilEEJlQKSX2Z/LlV7vRtcuH7B121B27b6X2O4rcHR0ZUD/ON57S/03cfToq6RnfE94+JMEBAxp5BEL0YxpNOAeoL5a9a65vawI8hJqrvs6tbdm2XmtHjxCau/55RWmBjoNwW6HdXPgj9kQFAsjPlc/nxDistXSw4nPJvZg2PxN3LXob1ZO6U2Ax/kvWToXDRpgKYpCfqbaiyppX6ba3LdEnfVw1pXib03FM+cg7glbcSg4/cSsAND5+uIQFIQxOhr3M/pBGVq2RKO/eB/lzNmf2iu4qbM/1Uph17bW5yw9g8y2C5v9qVyrU+Vrz/LZn9Npb2pQc9a1Pg7a08UQqmxzOMs6NiHqg7Nza6Ki3mXnzrvZv/9xOneeh0aj/ptLTPyIxKRFBAePpVXovY08UiEuc46u4N9JfZ3JboOClNoLb6TsgNK86vs7+9aedugVVn9l58uK4JvJcPB76DoaBr+lzuAJIS57bfxc+XRCD0Yu2Mxdi/5mxeTeeLnU/1KgixaVKGYzltRUcg8lk3wgi7QUCxmFzphQI0WHsjy8cg8TlncIr7zDuOjKKgMmh243VOsHZQgKQut89nKzNrtCSaml5lqf2nr71FL+utrsz1mCKOU8Z3/0Ws1ZZ248nQ3lszzaygII1dcBnTFrVMs6IJn9Ec2Bj3c/2rV7hiNHXuL4if8R3uZRrNZ8jhx9mRZ+N9C+3bNNfvZZiMuaVqcWxfAMhdZX1Nxuyq2eclgRgCVtgb1fgVLl4WJl2fnami63AsM5PGnOOaE2D848CINmQ68pl1+1RCHEP4oK8mDhuFjGfvQ34z/ZypJJPev9HBclwCo6msi3d7xKrmc7TM7+gDt6SzEulhS8nYox+mjRtPTE5tuFIs+ryfXwokzvWKOqmynHhim9iJJN+/9xHdCFzP6cLXXN09mBwNpS22r0+amSElel/HVFEGTQyeyPEOciJHg8xUWHOXlyLq4u7TGZkvH0iKNjxzfQaKTRthCXNKOX+gqMqbnNZikvvHHyjOIbCZCwAcxF1fd3Czh702UXX3X/D69W15Td+RWED7joH08IcWnq1caHuaO7cd/n27nvs+31fvyLEmCZHLw4GdiXFIOdkzozCQY7mVotaILUHRQgDUhTgKzy12kGnab6rE6VmRsvZ4fKhqhnT3tTZ4JqWwfk7KDHUa+V2R8hmgiNRkNExIsUlxxj/4Gn0God6NLlA3Q6acItRLOmM4BPuPo6k6JASXbNtMOcE3D8DyhMrb6/gytkO4KrP4z8ovZjCiFEFdd19Oe127vw+IpddKvnY1+cFEEfT7Ku88PTUU8fBx0DqqW96SvT3qo1Ra0ySySzP0JcXrRaR7p0nkdi0icEBu7EYLi45VOFEE2cRqPOSrn4Qkhcze0Wkzr7VSUA89q6BSauAif3Bh+uEOLSdEf3YBz1Wr59x6tej6tRlPNdXSSEEEIIIYQQojYyVSSEEEIIIYQQ9UQCLCGEEEIIIYSoJ/8aYH399ddERETU+kpNTT3r9+Xl5dGnTx++/vrrau//+OOPXHfddXTt2pUpU6aQnZ1d908hhGiyzGYzzz33HHFxcfTt25cPP/zwrPsePHiQESNG0LVrV4YOHcru3bsrt9ntdrp06VLjOlRQUNAQH0MI0cDO59qxbds2hg4dSnR0NLfeeivr16+v3Ga1Wnn11Vfp27cvMTExTJ06laysrLMeSwjRPJzPNaTCtm3buOqqq2rdNm/ePB5//PFzOve/Blg33ngj69evr3ytW7eOTp06MWjQIAIDA8/6fa+88kqN4Gn37t08/fTTTJkyhS+//JKioiKefPLJcxqoEOLSNGfOHOLj4/n444+ZMWMG77//Pj/88EON/UpKSpg0aRJdu3bl66+/pnv37kyePJmiIrVUc1JSEmazmd9++63aNcnNza2hP5IQogGc67UjOzub++67j+uvv55Vq1Zxww038MADD5CSkgLAu+++y9q1a3n77bdZvnw5eXl5PPHEEw39cYQQDexcryEVDh06xNSpU7Hba7Z/+v7773nvvffO+dz/GmA5OTnh5+dX+frll19ITU1l1qxZZ/2eP//8k927d+Pt7V3t/c8//5yBAwcydOhQIiMjmTNnDuvXrychIeGcByyEuHSUlJSwfPlynnnmGaKiorj22muZNGkSn3/+eY19f/zxRwwGA08//TTh4eE888wzuLm58dNPPwFw9OhRAgMDCQoKqnZNkkbEQjQ/53Pt2LFjBwD33nsvoaGh3HfffTg5ObFr1y5Anf2ePn06sbGxtGvXjrFjx7J169YG/TxCiIZ1PtcQgGXLljFy5Eh8fHyqvW+1WnnhhRd45plnCAkJOefzn9carKKiIt577z0eeughPDxqL6NcVFTEiy++yKxZszAYDNW27dq1i7i40+VWAwICCAoKIj4+/nyGIYS4RBw8eBCz2Uz37t0r3+vevTt79uzBarVW23fXrl1069YNrVa9LGk0Grp161Z5fTh27BitW7duuMELIRrN+Vw7PD09KSws5KeffkJRFH799VeKi4uJiIgA4LHHHqtM+cnKymLFihX06tWrwT6LEKLhnc81BGDjxo3MmTOH8ePHV3u/pKSE48ePs3z5cmJiammYfhbnFWB9+eWXODg4MGzYsLPu8/rrr9O/f/9qgVSFjIwMWrRoUe09Hx8f0tPTz2cYQohLRGZmJh4eHjg6nm4a7Ovri8ViIScnp8a+/3R9OHr0KMXFxYwZM4Z+/fpxzz33cPz48Yv/IYQQDe58rh2xsbHceeedPPLII3Tq1IkHHniAF154gfDw6s2G33rrLfr27cuOHTuYNm1ag3wOIUTjOJ9rCMA777zDddddV+N9d3d3PvvsMyIjI8/r/OccYCmKwpdffsmdd95ZY2aqwt9//83vv/9+1tzm0tJSHBwcqr3n4OCA2Ww+jyELIS4VJpOp1v/zQI3/92fbt2K/Y8eOkZ+fz4MPPsi8efNwdHRk7NixFBYWXsRPIIRoDOdz7SgpKSE5OZkpU6awcuVKHn/8cV555RV27txZbb8hQ4awcuVKevbsyYQJEyrXdwohmp/zuYZcDOccYO3bt4/ExERuvfXWWreXlpby7LPP8txzz5110bmjo2OND2U2m3FycjqPIQshLhVn+z8PYDQaz2nfiuvDF198wVdffUXv3r3p0qULb7zxBlarlbVr117ETyCEaAznc+1YtGgRZrOZqVOn0rFjR+655x4GDhzI+++/X22/sLAwOnfuzJw5czCZTPz8888X90MIIRrN+VxDLoZzDrDWrVtH165d8ff3r3X77t27SUhI4MknnyQmJoaYmBgyMjJ44YUXeP755wHw9/evURo1KysLPz+/OnwEIURT5e/vT0FBQbWLXGZmJg4ODjXWcfr7+5OZmVntvarXB0dHR5ydnSu3OTo6EhwcLCnGQjRD53Pt2LNnD+3atav2XqdOnUhKSsJut/Prr79Wu/cwGo0EBQWRm5t7cT+EEKLRnM815GI45wDrzAIVZ+rSpQs///wz3377beXL19eXhx56iKlTpwLQtWtXtm/fXvk9aWlppKamEh0dfeGfQAjRZHXo0AGDwVCtkM327dvp1KkTer2+2r5du3YlPj4eRVEANS05Pj6e6OhorFYr/fv3r1Zetbi4mISEBNq0adMwH0YI0WDO59rRokULDh06VO29Y8eOERoailarZdasWfzf//1f5bbCwkISEhJqrNESQjQf53MNuRjOOcA6cuQIbdu2rfF+ZmYmpaWlODk50apVq2ovrVaLj49PZcnDUaNG8f3337N8+XIOHTrEU089xRVXXEFYWFi9fSAhRNNhNBq57bbbmDFjBrt372bt2rV89NFHjB07Fjh9/QC4/vrrKSkpYdasWRw9epTZs2dTVFTEjTfeiF6vp1+/frz11lts3bqVw4cP8/jjj+Pn58fVV1/dmB9RCHERnM+1Y8SIEWzdupUPP/yQpKQkVqxYwddff824ceMAGDNmDPPnz2fdunWV146wsDCuuOKKRvt8QoiL63yuIRfDOQdYWVlZeHp61ni/X79+/Pjjj+d0jJiYGGbNmsX777/PyJEjcXNz47XXXjvnwQohLj3Tpk2jc+fOjBs3jhdeeIEHHniAG2+8Eah+/XB1deWDDz4gPj6eIUOGsGPHDhYsWICrqysAzz33HFdeeSWPPPIIw4cPB2DhwoUN8iRKCNHwzvXa0aVLF95//31++uknbrnlFhYvXsx///tfevfuDcDEiRMZO3Yszz33HMOHD0ev1/P+++9XtoQQQjRP53oNuRg0SkU+jhBCCCGEEEKIOpHHN0IIIYQQQghRTyTAEkIIIYQQQoh6IgGWEEIIIYQQQtQTCbCEEEIIIYQQop5IgCWEEEIIIYQQ9UQCLCGEEEIIIYSoJxJgCSGEEEIIIUQ9kQBLCCGEEEIIIeqJBFhCCCGEEEIIUU8kwBJCCCGEEEKIeiIBlhBCCCGEEELUEwmwhBBCCCGEEKKeSIAlhBBCCCGEEPVEAiwhhBBCCCGEqCcSYAkhhBBCCCFEPZEASwghhBBCCCHqiQRYQgghhBBCCFFPJMASQgghhBBCiHoiAZYQQgghhBBC1BMJsIQQQgghhBCinkiAJYQQQgghhBD1RAIsIYQQQgghhKgnEmAJIYQQQgghRD2RAEsIIYQQQggh6okEWEIIIYQQQghRTyTAEkIIIYQQQlwWbDbbRT+HRlEUpa4HMZvN/PXXXxw7dgytVktERAR9+vRBp9PVxxiFEM3UJ598wo033kiLFi0aeyhCiEvMnj17OHr0aOXNkqIomM1mDhw4wEsvvdTIoxNCNFU9e/bk+uuv5+abbyY2NvainKPOAdaxY8e45557yMvLIywsDLvdTkJCAoGBgSxcuJCAgID6GqsQopkZMWIEe/fupXv37gwePJhBgwbh4eHR2MMSQjRx77zzDvPmzcPX15fs7Gz8/f3JysrCZrMxcOBA3n777cYeohCiiVq3bh2rV6/m119/xWg0cuONN3LTTTcRFRVVb+eoc4A1ZswY/P39mTVrFi4uLgAUFhYyffp0SktLWbBgQb0MVAjRPKWkpLB69Wp+/PFHDh8+TN++fbnpppu45pprcHZ2buzhCSGaoH79+vGf//yHESNGMGDAAD799FM8PDx45JFHiIiI4Mknn2zsIQohmjiLxcL69etZs2YN69evx8XFhcGDB3PTTTfRpk2bOh27zgFW165d+eabb2oM5NixY9xxxx3Ex8fXaYBCiMtHcnIyK1as4NNPP0Wj0XD11VczfPhwevXq1dhDE0I0IVFRUfz8888EBgbywAMPMHDgQG699Vb27t3LQw89xG+//dbYQxRCXAKsVisbNmxg7dq1fPfdd3h5eVFQUECHDh148cUXadeu3QUdt85FLjp37sz69etrvL9nzx46duxY18MLIS4DKSkpLFy4kEceeYSFCxcSHR3NM888Q3h4OA8//DCzZ89u7CEKIZqQli1bkpSUBEB4eDj79+8HwMXFhdzc3MYcmhCiibNarfz5559MmzaNPn36MG3aNHQ6HYsWLeKPP/5gw4YNBAUFcf/991/wOfR1HWTPnj1544032LJlCzExMej1eg4cOMCPP/7I4MGDq+VBT506ta6nE0I0I4sWLeKnn35i3759REVFMXjwYObNm4efn1/lPkFBQcyYMYNp06Y14kiFEE3J8OHDeeSRR5g9ezbXXnst48aNw8fHh82bNxMZGdnYwxNCNGF9+vTBZrMxYMAAXn/9dfr161etMJ/RaGTAgAHs2rXrgs9R5xTBu+6669xOpNGwePHiupxKCNHMVCwsvfnmmwkNDa11n8OHD7N//35uu+22hh2cEKJJW7VqFS1btqRHjx6sWLGCZcuW4enpyfTp0+u8fkII0Xz9+OOPDBgwACcnpxrbcnJy8Pb2rvM56qVM+7l44403mDhxIp6eng1xOiHEJeC9995j4sSJGI3Gau8XFRUxd+5cnnrqqUYamRBCCCGaow4dOrBhw4YagVRycjI333xzvdSPqHOK4LlasmQJw4cPlwBLiMvc0aNHyczMBGDu3Lm0b98eNze3GvssXbpUAiwhRKUnn3yS559/HldX13+tEjhnzpwGGpUQ4lLwzTffsHLlSkDtmTdlyhT0+uphUGZmZr315WywAKuBJsqEEE1cdnY2d999d+XvH3rooRr7ODs7M2HChIYclhCiiau6RqLq10II8W8GDRpESkoKANu3b6dbt26V7aUquLi4MHDgwHo5X4OlCMbExLBq1SpCQkIa4nRCiEvAgAEDWLlyZb3kOwshLh9bt24lOjoag8FQ7X2z2cy6deu49tprG2lkQoim7ptvvuGmm27CwcHhop2jwWawhBDiTNKrRghxPux2O4qiMHbsWNatW4ePj0+17YcOHeLRRx9l9+7djTRCIURTtHLlSm655RYcHByw2WysWrXqrPvecccddT6fBFhCiAZ11VVX8c033+Dl5cWVV16JRqM5675//PFHww1MCNGkLVu2jBdffBGNRoOiKFxxxRW17te3b98GHpkQoqmbN28e11xzDQ4ODsybN++s+2k0GgmwhBCXnqlTp1bmPU+dOvUfAywhhKgwcuRIwsPDsdvtjBs3jnfeeQcPD4/K7RqNBmdnZ9q3b9+IoxRCNEVVM2YaIntGAiwhRIMaMmRI5ddDhw5txJEIIS41cXFxAPTs2ZN27doRFhbWuAMSQlwSNm3adE77aTQaevXqVefz1TnAysvLO2vp9d27d9OlSxcAhg0bhqura11PJ4S4xI0ePfqcZ62WLFlykUcjhLgUHThwoEaJZSGEOJuq1Yv/iUaj4cCBA3U+X52rCPbt25cXXnihWllDk8nEG2+8wdKlS9m3b1+dBymEaD7efffdcw6wHnzwwYs8GiHEpWjevHls376dsWPHEhQUhKOjY7XtUrFYCNGY6hxgLViwgHnz5nH11Vfz/PPPs3v3bl588UUMBgPPPvvsWRehCiGEEEJciMjIyGq/r3hooyhKvT2BFkI0H0lJSQQHB6PRaEhKSvrHfevjAU299MFKSEhg+vTp7N+/H7PZzP3338+kSZMuan15IcSl6cknn+T555/H1dWVJ5988h/3nTNnTgONSghxKaloGHo2QUFBDTQSIcSlIDIykg0bNuDj40NkZGRlNdIKFb+vrwc09ZLAvHfvXpKTkwkICCAjI4Pt27czePBgQkND6+PwQohmRKfT1fq1EEKcq4oAavv27Zw8eZJBgwaRmppKWFiYPNwVQtSwdu1avLy8Kr++2Oo8g3XnnXeyZ88epkyZwqRJk8jJyWHmzJmsW7eOiRMnMnXq1PoaqxBCCCEE2dnZTJ48maNHj2I2m1mzZg2vvPIKhw8f5qOPPqJVq1aNPUQhRBM1duxY3nvvPdzd3au9n5OTwz333MNXX31V53PUOcC66667mDlzJq1bt672/q+//sqsWbP4888/6zRAIUTztmnTJpYtW8bx48cxGAy0adOGCRMm0LFjx8YemhCiiXr44YdRFIXXXnuN3r17s2rVKry8vHjyySexWCx8+OGHjT1EIUQT8ueff7Jz504A5s+fz7hx4zAajdX2SUxMZP369WzZsqXO56uXNVhnU1RUJKXZhRBntXLlSmbMmMHgwYPp1KkTdrud3bt3s2bNGl599VVuuummxh6iEKIJ6tmzJ0uWLKFt27bExMSwatUqQkJCOHbsGMOHD2f79u2NPUQhRBOSnJzMM888g6IobN26lejoaAwGQ+X2ikblI0eO5Kqrrqrz+eq8Bqu4uJhly5Zx9OhRbDYboFbxMZvNHDx4kDVr1tR5kEKI5umdd95h1qxZ3HbbbdXej42N5Y033pAASwhRK61Wi8lkqvF+ZmZmjZLtQggRHBzM4sWLAZg2bRrTp0+/qJNA2roe4Nlnn2XhwoWYzWZ++OEH7HY7J0+eZM2aNdx88831MUYhRDNVXFxM586da7zfvXt3cnNzG2FEQohLweDBg3nppZc4ePAgGo2GoqIiNmzYwAsvvMCNN97Y2MMTQjRh999/P7m5uSQlJdX6qg91ThGMjY3lnXfeoU+fPtxyyy288sorREVF8eqrr5Kamso777xTLwMVQjQ///vf/zh48CCvvfYaHh4egNqo/KmnniIoKIinnnqqkUcohGiKzGYzb775JkuWLMFisQBqVdJhw4Yxbdo0mcUSQpzV2cq0azQatFote/furfM56pwiaDabCQsLA6Bdu3bs2bOHqKgoRo4cyejRo+t6eCFEM3PllVdWawqanp5O//79CQ4ORqvVkpycjNlspkOHDo08UiFEU+Xg4MDTTz/Nww8/TFJSEjabjZCQEFxcXBp7aEKIJu7MMu02m43ExETee+897rvvvno5R50DrLZt27JhwwaGDRtGu3bt2LZtG6NGjaKgoACz2VwfYxRCNCMPP/xwYw9BCNEMFBQUcPjwYaxWK4qiVEsr7t27dyOOTAjRlNXWiDw0NBRPT08ee+yxplHk4j//+Q8PPfQQdrudW2+9lRtvvJFJkyZx5MgR+vfvX+cBCiGalyFDhpzTfvKARghxNt988w0zZsygtLS0xjaNRsOBAwcaYVRCiEuZ3W4nPT29Xo5VL2Xak5OTsdlstGrVioMHD/Ldd9/h5eXFXXfdVaPGvBBCVMjIyGD+/PkcOXIEu90OnK5CeuLECSm1LISo1aBBg+jfvz8PP/ywtIMRQpyXt99+u8Z7RUVF/N///R/du3dn7ty5dT5HnWewQC19WCEyMpLIyMj6OKwQopl75plnSE5OZuDAgXz00UfcfffdJCYm8ssvv/DMM8809vCEEE1URkYGd955pwRXQojztm3btmq/12g0GAwGRo4cyd13310v56hzgLVjxw5efvlljh8/XlnJp6r6qMQhhGietm/fzkcffURMTAwbNmzgqquuonv37ixYsIDff/+dO++8s7GHKIRoggYMGMBvv/3GhAkTGnsoQohLzGeffXbRz1HnAGvatGmEhYUxZcoUKYsqhDgviqLg7+8PqAVz9u/fT/fu3bnhhhtYtGhRI49OCNFUeXt789Zbb/HDDz8QGhqKwWCotn3OnDmNNDIhhKiHACsjI4P333+fNm3a1Md4hBCXkU6dOvHtt99y//3306FDB9avX89dd91Vb43+hBDNU1FREYMHD27sYQghRK3qXOTiueeeIyAggPvvv7++xiSEuEzEx8dz3333cd9993Hbbbdx88034+bmRnp6OrfeeisvvPBCYw9RCCGEEOK81DnASkpK4vbbb8fV1ZWgoKDKBqIVFi9eXKcBCiGat+LiYkwmE76+vqSnp/Prr7/i6enJDTfcgFarbezhCSGaiLfffpt7770Xo9FYaxWwChqNhoceeqgBRyaEENXVOUXw8ccfx8vLiwEDBsgaLCHEv7Lb7ZWBk91ux2g0YjQasdvt+Pn5MWrUqEYeoRCiKdq2bRt33303RqOxRhWwqs580CuEEGf6448/+OSTT0hMTOSzzz5j+fLlBAYGMmLEiHo5fp0DrIMHD/L1118THh5eH+MRQjRznTp1Yv369fj4+NCxY8d/vBmSZqFCiApVK381RBUwIUTz9N133/Hyyy8zduxY4uPjsdvttGjRgldffRWTycT48ePrfI46B1jdu3fnyJEjEmAJIc7Jp59+ioeHR+XX8rRZCCGEEA1l4cKFzJgxo1rF4jFjxuDj48OcOXOaRoDVu3dvpk+fzpo1awgJCUGn01XbPnXq1LqeQgjRjPTo0aPy6549ezbiSIQQQghxuUlMTCQqKqrG+x06dCArK6tezlHnAGvdunV07NiRrKysGoOSJ9NCiDNdeeWV53xt+OOPPy7uYIQQQghxWWnfvj1//vknd955Z7X3v/rqKyIiIurlHHWuIiiEEOfjm2++Oed9hwwZchFHIoQQQojLzbZt25g8eTK9evXizz//5Oabb+bEiRMcPHiQ+fPn06tXrzqfQwIsIUSjs9vtpKSkEBAQgN1ux8HBobGHJIRo4i52FTAhRPOVmZnJF198wbFjx7DZbLRu3ZrRo0cTGBhYL8evc4qgEEJcKKvVyhtvvMHnn3+OzWZjzZo1/Pe//0Wv1zNr1iycnZ0be4hCiCaoIaqACSGaLz8/v4taJ0JmsIQQjeaNN97gjz/+4Pnnn+fee+9l1apVpKen89xzzxEXF8fMmTMbe4hCiCbo5ptv5v777+eGG24gJiaGVatWERISwurVq5kzZw6//fZbYw9RCNGEjB49+pzXfy9ZsqTO55MZLCFEo/nhhx94/fXX6d69e+V7sbGxvPLKK9x///0SYAkhatUQVcCEEM1Hnz59GvR89RJgSR60EOJC5Obm4uPjU+N9o9FIaWlpI4xICHEpaIgqYEKI5uPBBx9s0PPVOcCSPGghxIXq3bs3H374IS+99FLle4WFhbz55pv1UsVHCNE8PfXUU0yePJlNmzZhsViYN29etSpgQghR1ZNPPsnzzz+Pq6srTz755D/uO2fOnDqfT1vXA1R0Q37wwQfRatXDjRkzhtmzZ7N48eI6D1AI0Xy98MILHDp0iN69e1NWVsbkyZO54oorOHXqFM8++2xjD08I0UTFxsayevVq2rdvz4ABAygoKCA2NpYff/xRHs4IIWrQ6XTVvv6nV32o8wyW5EELIS6Uo6MjK1euZNOmTRw/fhyr1Urr1q3p169f5QMbIYSozcWuAiaEaD5mz55d+fXQoUOJjo7GYDBU28dsNrNu3bp6OV+dAyzJgxZCXKhbb72VefPm0bt3b3r37t3YwxFCNGENXQVMCNG82O12FEVh7NixrFu3rsYa8EOHDvHoo4+ye/fuOp+rzgGW5EELIS6Uo6MjZrO5sYchhLgENHQVMCFE87Fs2TJefPFFNBoNiqJwxRVX1Lpf37596+V89dIH62J3QxZCNE+zZs3i66+/5oorriAoKAhHR8dq2yX9RwghhBD1YevWrdjtdsaNG8e7776Lh4dH5TaNRoOzszPt27evkTp4IaTRsBCi0dx1111n3abRaKRQjhCiUkNXARNCNE8pKSkEBgaec8rxhbigFEHJgxZC1IfPPvussYcghLhEnFkFTAghLoSfnx9ffvkle/bswWq1cuZcU308oLmgAEvyoIUQQgjRkBq6CpgQonl69tln+fnnn+nfvz+urq4X5RySIiiEEEKIS0JFFbCoqKhaq4Dt27ePMWPG1EsVMCFE89SzZ09mz57NgAEDLto5LmgGS/KghRBCCNGQGroKmBCieXJyciIkJOSinuOCAizJgxZCCCFEQxo5ciTh4eGVVcDeeeeds1YBE0KIs3nggQd45ZVXmD59OiEhITVSjbVabZ3PUecUwa1bt/5jHvS1115bpwEKIZq3P/74g08++YTExEQ+++wzli9fTmBgICNGjGjsoQkhmqiGqAImhGierrzySrKzs7HZbLVuP3DgQJ3PccGNhhuyG7IQonn67rvvePnllxk7dizx8fHY7XZatGjBq6++islkYvz48Y09RCFEE9QQVcCEEM3T66+/ftHPcUEBluRBCyHqw8KFC5kxYwY33HADixYtAmDMmDH4+PgwZ84cCbCEELVqiCpgQojmqUePHgCkp6dz4sQJoqOjKSoqwtfXt97OcUEBluRBCyHqQ2JiIlFRUTXe79ChA1lZWY0wIiHEpeDPP//kzTffvKhVwIQQzVNxcTHTpk3j559/RqvVsmbNGl555RVyc3OZO3dujay8C3HBq7ji4uLo2bMna9eu5dprr6VHjx6Vr7i4ODp16lRjXZYQQlTVvn17/vzzzxrvf/XVV0RERDTCiIQQl4KGqAImhGieXnvtNXJzc1m7di2Ojo4APP300wC89NJL9XKOC16DVUHyoIUQF+qpp55i8uTJbNq0CYvFwrx58zhx4gQHDx5k/vz5jT08IUQT1RBVwIQQzdNvv/3GggULCAoKqnyvVatWvPjii4wdO7ZezlHnAEvyoIUQFyo2NpbVq1fzxRdfoNPpKCgoIDY2ljfffJPAwMDGHp4QoomaO3cu2dnZ3HzzzbVur48qYEKI5qm0tLTWLDuz2VxjouhC1TnAkjxoIURd+Pn5MXXq1MYehhDiEtIQVcCEEM3TNddcwxtvvFEty+7kyZPMmjWLq666ql7OUec+WFdeeSULFy6kXbt29TIgIUTzNnr06HPuXbNkyZKLPBohxKXsYlYBE0I0T0VFRUybNo1ff/0VRVFwdnampKSE/v378/rrr+Pp6Vnnc9Q5wFq+fDk//fST5EELIc7Je++9d877PvjggxdxJEKIS1VDVAETQjRvSUlJHDt2DKvVSuvWrQkPD6+3Y9fLDNbF7oYshBBCCFHh+eef58SJE7z66qsMHjyYVatWYbfbeeqppwgICOCtt95q7CEKIZoom83GwoUL8fPzY+jQoQCMHz+e/v37M2HChHPOsvkndV6DJXnQQojz8eSTT/L888/j6urKk08++Y/7ShVSIURtGqIKmBCieXrttdf49ddfmTFjRuV7N910E++//z4FBQU88sgjdT5HnQOshuiGLIRoPnQ6Xa1fCyHEuWqIKmBCiObphx9+YO7cuURHR1e+N2zYMFq3bs3DDz/cNAIsyYMWQpyP2bNnV349dOhQoqOja9womc1m1q1b19BDE0JcIhqiCpgQonkqKyurbDBclaurK8XFxfVyjjpXoGiIbshCiObFbrdjs9kYO3YseXl52O32aq9Dhw7x6KOPNvYwhRBN1HPPPYfBYKBnz56YTCZuvfVWrr/+ejw9PZk+fXpjD08I0YRdeeWVzJo1i6SkpMr3kpKSmD17Nv3796+Xc9S5yEW/fv1YsGABHTt2JCYmhlWrVhESEvL/7d1/UFV1GsfxzwWFZNFmIPwFWE6l4hB4S1zQmG2grRxDzSat1ciaRnMxqXQiJctdtlR2NAq9WlpTUk0kNRNkuo02WhpNkZs6O9gsjIsIobD+wAyFwP2jkYm9UnrO4ZzL6f2aceZ67pn7ff66w3O/z/l8dfDgQWVmZurLL7+0pFAA7vDOO+9o2bJl8ng8On/+fLcPk06YMEEbN260uToAvUlPpoABcKeTJ08qKytLe/fuVXh4uKSfotvHjx+v/Px8S6bvTI8IMgcN4HLce++9uvbaa9XR0aEHHnhAL730kq688srO9z0ej8LCwjRixAgHqwQQyOxIAQPgTo2NjXrzzTdVXV2tqqoq9e3bV9dcc42lP9CYbrCYgwZwuZKSkiRJO3bs0NChQ/ljCMBlsSMFDIA7ZWZmasOGDYqPj9d1113XI2uYHhG04zRkAO7U2tqq999/XwcOHNCPP/7ot+tNTDuAi5kwYYJfCpgkVVRU6LHHHtPu3budKQxAwLvrrrs0f/58paen99gapnewwsPDVVhYyBw0gMv29NNP6+OPP1ZqamrnHDQA/Bo7UsAAuNPIkSO1YMECxcXFKTo62u+7xIofd003WMxBAzBq165dWr16tdLS0pwuBUAvciEFbOXKlYqNjZVkfQoYAHfyeDyaPHlyj65husFiDhqAUVdccUXnH0cAcKmWLl2qrKws3XbbbX4pYM8++6zD1QEIZD8/j7OnmH4GizloAEa9++672rp1q3JzcxUbG+uXSBoUZPqoPgAu9O9//1vXXXddj6aAAXCvnTt36o033lBNTY2Kioq0efNmDRkyRDNmzLDk803vYDEHDcCotWvX6r///a8yMjIu+n5lZaXNFQHoDexIAQPgTh988IGee+45ZWZmau/evero6FBUVJRWrFihlpYWzZ492/Qaphss5qABGPX3v//d6RIA9EKDBw/W0aNHFR8f73QpAHqZjRs36i9/+YsmTpyoV199VZI0c+ZMRUZGKj8/PzAaLOagARg1btw4SdLRo0d16NAhjRkzRt9//72uuuoqhysDEMjsSAED4E6HDx++6I8zcXFxampqsmQN0w2WHachA3CnM2fOaPHixfr4448VFBSkf/zjH3r++ed14sQJrV27VpGRkU6XCCAA2ZECBsCdRowYoV27dmnWrFldrr/33nsaOXKkJWuYDrlISUnpnIMGgMvxzDPP6NChQ1qxYoXuvPNOlZaWqqOjQzk5ORoyZIheeOEFp0sEAAAuUlFRoblz5yo5OVm7du1SRkaGDh06pIMHD2r9+vVKTk42vYbpiK4Lc9AAcLk++eQTLV68WNHR0Z3Xrr76ai1btkx79uxxsDIAgW7nzp168MEHlZaWprq6OhUUFKi4uNjpsgAEuLFjx2rbtm0aMWKE0tLS1NzcrLFjx+qjjz6ypLmSLBgRZA4agFFnz571i2aXpNbWVpncXAfgYnakgAFwr6ioKGVnZ6upqUlBQUGKiIiw9PNN72BdmIO+/vrrFRYWpuDg4C7/AKA76enpWrVqlZqbmzuv/ec//1FeXp5uueUW5woDENAupIDNnz+/87y8mTNnavny5dq0aZPD1QEIZO3t7Vq1apWSk5OVmpqqCRMm6Oabb9b69estW8P0DpYdpyEDcKelS5dq8eLF+v3vf6/z589rypQp+uGHH5Samqrc3FynywMQoOxIAQPgTs8//7y2b9+uJ598UvHx8ero6NCBAwdUWFiotrY2Pfroo6bXMN1gST1/GjIAdwoPD1dhYaFqa2tVXV2tH3/8UcOHDyeFFMAvsiMFDIA7lZaWyufzKSkpqfPaqFGjFBMTo4ULFwZGg8UcNACj2tvbtXHjRkVFRWnatGmSpNmzZys1NVUPPfSQPB6PwxUCCEQ5OTmaO3euysvL1dbWJp/P1yUFDAC6c+GRpv/Xv3//zpFjs0x/CnPQAIxauXKliouLFRUV1Xlt0qRJeuutt1RQUOBcYQACmh0pYADcadGiRcrNzdWOHTt0/PhxnTp1Sl988YVyc3OVmZmp2trazn9GmT4HKzExUR9++KFiY2Pl9XpVWlqq2NhY1dTUKCMjQ/v37zfz8QBcbMKECVq7dq3GjBnT5XpFRYUee+wx7d6925nCAPQaPZUCBsCdRo0a1fn6wqTMz9shj8ej8+fPy+PxqLKy0tAapkcEmYMGYNS5c+f8jnaQfno268yZMw5UBKA3aG9vV0FBgTZv3qxTp05JkiIjIzVr1iw98sgjDlcHIJDt2LGjx9cw3WAxBw3AqD/84Q/Ky8vTypUrFRsbK0mqra3V8uXLlZqa6nB1AAKVHSlgANwpOjq6x9cwPSIoSY2NjXr77bdVXV2t9vZ2DR8+XH/60580dOhQK2oE4FInT55UVlaW9u7dq/DwcEnS999/r/Hjxys/P1+RkZEOVwggECUlJfmlgElSeXm5Fi5cqM8//9yhygDAopj2nj4NGYA7NTY26s0331R1dbWqqqrUt29fXXPNNcS0A/hFdqSAAYBRpnewmIMGYFRKSoo2bNhw0QNDAaA7ZWVl8vl8WrRokbxer4KDg1VZWanly5dr0qRJmjhxYue9F8aPAcAuphusvLw8bd++XdnZ2X5z0Pfccw9z0AC6ddddd2n+/PlKT093uhQAvYgdKWAA3O3YsWM6d+6c33UrfpQx3WAxBw3AqKeeekplZWWKi4tTdHS0X6Jgfn6+Q5UBCGR1dXWXfK8dD7QD6D12796tnJwcHT9+vMt1K3+UMf0MFnPQAIzyeDyaPHmy02UA6GVomgAYlZeXp5SUFD388MPq379/j6xhegeLOWgAAAAAvUFCQoK2bNnSo32J6QaLOWgAZuzcuVNvvPGGampqVFRUpM2bN2vIkCGaMWOG06UBAACXmTNnju644w5Nmzatx9YwPSJox2nIANzpgw8+0HPPPafMzEzt3btXHR0dioqK0ooVK9TS0qLZs2c7XSIAAOjlXnzxxc7XUVFRevbZZ/XZZ59p2LBhfo80ZWdnm17PkoOGAcCIjIwM/fnPf9bEiRPl9XpVWlqq2NhYbdu2Tfn5+frkk0+cLhFAAOvJFDAA7nH//fdf0n0ej0ebNm0yvZ4lBw0DgBGHDx++6BlYcXFxampqcqAiAL2BHSlgANyjqKio83V9fb0GDx7st3PV3t6ub7/91pL1aLAAOGbEiBHatWuXZs2a1eX6e++9p5EjRzpUFYBAZ0cKGAB3Sk9P1549exQREdHl+pEjR3Tfffdp3759ptegwQLgmJycHM2dO1fl5eVqa2uTz+fToUOHdPDgQa1fv97p8gAEqO+++04bN25kFBDAJSkuLta6desk/bTTPXXqVL8drNOnT+v666+3ZD3LGizmoAFcrrFjx2rbtm16++23FRwcrObmZo0dO1arV6/W0KFDnS4PQIBKTk7WV199xd8YAC7JtGnTFBoaqo6ODi1ZssRv99vj8SgsLEzJycmWrGc65II5aABWaGpqUlBQkN+WPQBIXVPAjh07ptLSUt166609lgIGwJ2+/PJL3XjjjerTp+cG+Ux/MnPQAIxqb29XQUGBNm/erFOnTkmSIiMjNWvWLD3yyCMOVwcgkFRUVHT5/5gxY9TU1OQXiHPhTE4A+Lm6ujqVlJTom2++UUNDg1pbW9WvXz9FRUUpMTFR06dPt2x6xvQOlh2nIQNwp7y8PG3fvl3Z2dmKj49XR0eHDhw4oMLCQt1zzz169NFHnS4RQAD6tRSw0aNHO1QZgED06aefasGCBfJ6vbrpppsUGRmpkJAQtba2qqmpSV9//bX27dsnn8+nlJQU0+uZbrDsOA0ZgDslJSXJ5/MpKSmpy/Xy8nItXLhQn3/+uUOVAQhkcXFxF00Bq6mp0eTJky1JAQPgHpMmTdKUKVM0Z86cbu955ZVXVFZWprKyMtPrGRoRtPs0ZADuFBYWpuDgYL/r/fv39/suAfDbZncKGAD3qK+vV3p6+i/ek5aWprVr11qynqEGizloAFZYtGiRcnNztWjRInm9XgUHB6uyslLLly9XZmamamtrO+9lDBn4bbM7BQyAe3i9Xq1bt055eXnq16+f3/tnz55VYWGhEhISLFnP9Iggc9AAjBo1alTn6ws/yPz8K8nj8ZBICsCPHSlgANyjvr5e8+bNU01NjeLi4jRw4MAuz2BVVlYqOjpaPp/Pkh90TTdYzEEDMKquru6S742Oju7BSgD0BnamgAFwn/Lycu3fv1+NjY1qaWlRaGioBg0apMTERI0bN86yxxMMNVg/n4NuaGjQwIEDLzoHPXz4cJWUlFhSKAAA+O2yOwUMAIwy1GC1tbVpy5YtnXPQS5Ys6XYOesCAAZYWDAAAfnvsTgEDAKMMDS/37dtXU6dOlSTFxMQwBw0AAHqU3SlgANyjvLz8ku919Bws5qABAIBdHnroIUVERPxiClhOTo6OHz+uoqIiByoEEKgyMjJUVVUlqWuY1v+zKlTLUIPFHDQAKx07dkznzp3zu040O4AL7E4BA+Aera2teuKJJ3TkyBEVFxcrNDS0R9cz1GAxBw3ACrt37+78xfnniGYH0B27UsAAuEtra6umT5+u1NRULVy4sEfXMtRgeb1elZSU6Nprr+32nqqqKt19993EtAPo1u23364bbrjB78DQC4hmBwAAVqmurlZFRYVmzJjRo+sYarCYgwZghYSEBG3ZsoVxHgAA4BqGov/+9re/ad68eUpJSfnVOWgA6E5ycrK++uorGiwAv8ruFDAAMMpwiqDEHDSAy/fiiy92vj527JhKS0t16623atiwYX7fGdnZ2XaXByBA2Z0CBgBGmWqwpJ9SfU6cOKG2tjaFh4dryJAh+t3vfmdVfQBc5v7777+k+zwejzZt2tTD1QDoLexOAQMAoww3WEVFRdqwYYMaGxu7XA8KCtLo0aOVlZWlW265xYoaAbhUfX29Bg8e7Ldz1d7erm+//VajR492qDIAgcjOFDAAMMrQDN/rr7+u1157TU899ZQ+/PBDvfzyy0pISNBf//pXlZaW6o9//KMef/xxbdmyxep6AbhIenq6Tp486Xf9yJEjuu++++wvCEBACwkJ0apVqxQTE+N0KQDQLUM7WGlpaVqxYoXGjRvXee3o0aOaPHmy9uzZoz59+mjr1q166aWXtHXrVksLBtC7FRcXa926dZKkhoYGDRw40G8H6/Tp0xo+fLhKSkqcKBEAAMAwQymCZ86cUXh4eJdr4eHhOn36tJqbmxUREaH4+Hg1NDRYUiQA95g2bZpCQ0PV0dGhJUuW+J2B5fF4FBYWpuTkZAerBAAAMMZQgzV+/HgtXbpUq1ev1tVXX60ffvhBy5Yt07BhwxQREaHjx49rzZo1SkhIsLpeAL1c3759NXXqVElSTEyMbrzxRvXpY+irCAAAIOAYGhE8ceKEsrKy9M9//lMDBgzQmTNnNGjQIK1Zs0ZxcXGaOXOmWlpaVFBQoGHDhvVE3QB6sbq6OpWUlOibb75RQ0ODWltb1a9fP0VFRSkxMVHTp0/X0KFDnS4TAADgspmKaf/Xv/6l2tpaXXXVVUpISFBISIgkqbm5WQMGDLCsSADu8emnn2rBggXyer266aabFBkZ2eWg8q+//lr79u2Tz+fjsFAAANDrmD4HCwAux6RJkzRlyhTNmTOn23teeeUVlZWVqayszMbKAAAAzDMU0w4ARtXX1ys9Pf0X70lLS9Phw4dtqggAAMA6NFgAbOX1erVu3Tq1tLRc9P2zZ8+qsLCQkBwAANArMSIIwFb19fWaN2+eampqFBcXp4EDB3Z5BquyslLR0dHy+XyKjY11ulwAAIDLQoMFwBHl5eXav3+/Ghsb1dLSotDQUA0aNEiJiYkaN26c3+HDAAAAvQENFgAAAABYhJ+IAQAAAMAifZwuAMBvS3l5+SXfyzlYAACgt2FEEICtMjIyVFVVJUn6pa8fj8ejyspKu8oCAACwBA0WAFu1trbqiSee0JEjR1RcXKzQ0FCnSwIAALAMz2ABsFVISIhWr14tSVqzZo3D1QAAAFiLBguA7UJCQrRq1SrFxMQ4XQoAAIClGBEEAAAAAIuwgwUAAAAAFqHBAgAAAACL0GABAAAAgEVosAAAAADAIjRYAAAAAGCR/wHWbU/SyvpF9gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from ema_workbench.analysis import parcoords\n", + "\n", + "\n", + "data = robust_results.loc[:, [o.name for o in robustnes_functions]]\n", + "limits = parcoords.get_limits(data)\n", + "\n", + "paraxes = parcoords.ParallelAxes(limits)\n", + "paraxes.plot(data)\n", + "paraxes.invert_axis(\"90th percentile max_p\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What we can see in this parallel axis plot is that there is a clear tradeoff between robust high reliability and robsut low maximum polution. Likewise with inertia and utility. This can be seen from the crossing lines between these respective axes." ] }, { diff --git a/ema_workbench/__init__.py b/ema_workbench/__init__.py index f002b824e..6a212b3ed 100644 --- a/ema_workbench/__init__.py +++ b/ema_workbench/__init__.py @@ -10,6 +10,8 @@ optimize, ScalarOutcome, TimeSeriesOutcome, + ArrayOutcome, + Constraint, Constant, Scenario, Policy, @@ -17,10 +19,14 @@ IpyparallelEvaluator, SequentialEvaluator, ReplicatorModel, - Constraint, - ArrayOutcome, Samplers, OutputSpaceExploration, + HypervolumeMetric, + GenerationalDistanceMetric, + EpsilonIndicatorMetric, + InvertedGenerationalDistanceMetric, + SpacingMetric, + epsilon_nondominated, ) from .util import save_results, load_results, ema_logging, EMAError, process_replications diff --git a/ema_workbench/examples/data/archives.tar.gz b/ema_workbench/examples/data/archives.tar.gz new file mode 100644 index 0000000000000000000000000000000000000000..94e4ad6525799775265e6822b185b21d48919283 GIT binary patch literal 691 zcmV;k0!;lMiwFpHZaiZG|6y`tXlZt3b1rmYascgDO>fgc5Y0KiBI>0ex$b<=>;Vah z3&;KgWZI~NHh|KUw*Q{lfJBlKAt9v-?LJGkHC}t>?asXM_NV>n+q2>R{dBmPE=GF+ z{KT#+;M)DljzA!z$^GaFaC@^H7U_QUGJ!F^QFc)`7^mg3S}ZLTVmhXn%$KwI zG;JmYBnW$R@?aT{8vbi6=ig5E?V}d8tM07-dXK{BV4f*f>tB&a6Mf41|NQCdZn(Od zUcapM?+-x#GdUjVKYG*ugVBH8(tj*{c$6mo&qM#AKfn3DXZ<&k-Suy@rvEt(kuCKf zp0fU5sQ!27*qu|iz-~d^9d`5K{=->!yPRFmmJi+R%XG1v4c%gTJsUo*Y^~^9|8M)h zw*PbH{7G+W@C^EY*56+L0RGbdQF(j+hf3c1|6%rj=&%neLZT|ARu3N^8#F0*MrWFY#}*3Hm)d%aK_;3>8q$|{dD>l%8;Qb+KN$R9sG{I#!lk6 zL32!LHBcimt+bqtDj}vI0Su!OjO;5HV#T6l>|vTb>O_K>*12?|Kq#ApWD6@o+s0pn zh)uF;GYbTv&Xs#0m0SVAIVdHGRO;cR<`%g}FiytlLZnDW zACZe;%%$d|Wh&;HWy*l+Kk|VdBNK}ei&;*j)|fKGE!`-3W^6tFL@0B16W;n_LqkJD ZLqkJDLqkJDLqo&C;0K??9Dx8R003BKW19c~ literal 0 HcmV?d00001 diff --git a/ema_workbench/examples/lake_model_intertemporal.py b/ema_workbench/examples/lake_model_intertemporal.py index dd0a2538b..cfe05f317 100644 --- a/ema_workbench/examples/lake_model_intertemporal.py +++ b/ema_workbench/examples/lake_model_intertemporal.py @@ -297,7 +297,7 @@ def lake_problem( ScalarOutcome("reliability", kind=ScalarOutcome.MAXIMIZE, expected_range=(0, 1)), ] - convergence_metrics = [HyperVolume.from_outcomes(lake_model.outcomes), EpsilonProgress()] + convergence_metrics = [EpsilonProgress()] constraints = [ Constraint("max pollution", outcome_names="max_P", function=lambda x: max(0, x - 5))