diff --git a/notebooks/3-Analysis/14b-errormaps-demo.ipynb b/notebooks/3-Analysis/14b-errormaps-demo.ipynb index 8073a26..3d96540 100644 --- a/notebooks/3-Analysis/14b-errormaps-demo.ipynb +++ b/notebooks/3-Analysis/14b-errormaps-demo.ipynb @@ -818,7 +818,7 @@ }, "anaconda-cloud": {}, "kernelspec": { - "display_name": "Julia 1.11.1", + "display_name": "Julia 1.11.2", "language": "julia", "name": "julia-1.11" }, @@ -826,7 +826,7 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.11.1" + "version": "1.11.2" }, "toc": { "base_numbering": 1, diff --git a/notebooks/3-Analysis/90-full-analysis.ipynb b/notebooks/3-Analysis/90-full-analysis.ipynb index 7414131..9b93080 100644 --- a/notebooks/3-Analysis/90-full-analysis.ipynb +++ b/notebooks/3-Analysis/90-full-analysis.ipynb @@ -537,7 +537,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": { "slideshow": { @@ -1038,7 +1037,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": { "slideshow": { @@ -1305,7 +1303,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": { "slideshow": { @@ -1563,7 +1560,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": { "slideshow": { @@ -1703,7 +1699,7 @@ "lastKernelId": null }, "kernelspec": { - "display_name": "Julia 1.11.1", + "display_name": "Julia 1.11.2", "language": "julia", "name": "julia-1.11" }, @@ -1711,7 +1707,7 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.11.1" + "version": "1.11.2" }, "toc": { "base_numbering": 1, diff --git a/notebooks/3-Analysis/nn-GeneralizedVerticalCoordinate.ipynb b/notebooks/3-Analysis/nn-GeneralizedVerticalCoordinate.ipynb index 5b99fb6..49f8525 100644 --- a/notebooks/3-Analysis/nn-GeneralizedVerticalCoordinate.ipynb +++ b/notebooks/3-Analysis/nn-GeneralizedVerticalCoordinate.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": { "slideshow": { "slide_type": "subslide" @@ -22,18 +22,14 @@ }, "outputs": [ { - "ename": "LoadError", - "evalue": "failed to find source of parent package: \"Pkg\"", - "output_type": "error", - "traceback": [ - "failed to find source of parent package: \"Pkg\"", - "", - "Stacktrace:", - " [1] locate_package", - " @ ./loading.jl:473 [inlined]", - " [2] precompilepkgs(pkgs::Vector{String}; internal_call::Bool, strict::Bool, warn_loaded::Bool, timing::Bool, _from_loading::Bool, configs::Pair{Cmd, Base.CacheFlags}, io::IJulia.IJuliaStdio{Base.PipeEndpoint}, fancyprint::Bool)", - " @ Base.Precompilation ./precompilation.jl:743" - ] + "data": { + "text/plain": [ + "\"https://dox.uliege.be/index.php/s/h8d3pyqmuea6J9H/download\"" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -66,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "slideshow": { "slide_type": "subslide" @@ -110,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "slideshow": { "slide_type": "fragment" @@ -139,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 22, "metadata": { "slideshow": { "slide_type": "fragment" @@ -150,18 +146,29 @@ "name": "stdout", "output_type": "stream", "text": [ - " 6.329560 seconds (13.86 M allocations: 947.536 MiB, 7.16% gc time, 74.28% compilation time)\n" + " 1.805747 seconds (706.83 k allocations: 183.360 MiB, 29.44% gc time)\n" ] + }, + { + "data": { + "text/plain": [ + "1.3563417049092568" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "@time obsval,obslon,obslat,obsdepth,obstime,obsid = NCODV.load(Float64, datafile, \n", - " \"Water body salinity\");" + " \"Water body salinity\");\n", + "aspectratio = 1/cos(mean(latr) * pi/180)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "slideshow": { "slide_type": "subslide" @@ -169,16 +176,15 @@ }, "outputs": [ { - "ename": "LoadError", - "evalue": "UndefVarError: `GeoMakie` not defined in `Main`\nSuggestion: check for spelling errors or missing imports.", - "output_type": "error", - "traceback": [ - "UndefVarError: `GeoMakie` not defined in `Main`\nSuggestion: check for spelling errors or missing imports.", - "", - "Stacktrace:", - " [1] top-level scope", - " @ In[5]:1" - ] + "data": { + "image/png": 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", + "text/html": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -201,9 +207,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mChecking ranges for dimensions and observations\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " minimum and maximum of obs. dimension 1: (12.25016975402832, 20.110000610351562)\n", + " minimum and maximum of obs. dimension 2: (39.556758880615234, 45.755001068115234)\n", + " minimum and maximum of obs. dimension 3: (0.0, 1484.2030029296875)\n", + " minimum and maximum of obs. dimension 4: (DateTime(\"1911-08-17T09:24:00\"), DateTime(\"2015-02-10T10:43:00\"))\n", + " minimum and maximum of data: (4.070000171661377, 40.880001068115234)\n" + ] + } + ], "source": [ "checkobs((obslon,obslat,obsdepth,obstime),obsval,obsid)" ] @@ -216,22 +241,30 @@ } }, "source": [ - "## 2. Extract the bathymetry\n", + "## Extract the bathymetry\n", "It is used to delimit the domain where the interpolation is performed.\n", "\n", - "### 2.1 Choice of bathymetry\n", + "### Choice of bathymetry\n", "Modify `bathname` according to the resolution required." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mFile already downloaded\n" + ] + } + ], "source": [ "bathname = gebco08file\n", "download_check(bathname, gebco08fileURL)" @@ -239,34 +272,48 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 3.616669 seconds (5.50 M allocations: 280.401 MiB, 3.26% gc time, 99.15% compilation time)\n" + ] + } + ], "source": [ "@time bx,by,b = load_bath(bathname,true,lonr,latr);" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "slideshow": { "slide_type": "subslide" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/html": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "figure(\"Adriatic-Bathymetry\")\n", - "ax = subplot(1,1,1)\n", - "pcolor(bx, by, permutedims(b, [2,1]));\n", - "colorbar(orientation=\"vertical\", shrink=0.8).ax.tick_params(labelsize=8)\n", - "contour(bx, by, permutedims(b, [2,1]), [0, 0.1], colors=\"k\", linewidths=.5)\n", - "gca().set_aspect(aspectratio)\n", - "ax.tick_params(\"both\",labelsize=6)" + "plot_bathy(bx, by, b, xticks=10.:2.:20., yticks=39.:2:48.)" ] }, { @@ -284,13 +331,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "size(mask) = (69, 57, 51)\n" + ] + }, + { + "data": { + "text/plain": [ + "(69, 57, 51)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mask = falses(size(b,1),size(b,2),length(depthr))\n", "for k = 1:length(depthr)\n", @@ -305,20 +370,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { "slideshow": { "slide_type": "subslide" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/html": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "figure(\"Adriatic-Mask\")\n", - "ax = subplot(1,1,1)\n", - "gca().set_aspect(aspectratio)\n", - "ax.tick_params(\"both\",labelsize=6)\n", - "ax.pcolor(bx, by, transpose(mask[:,:,1]), cmap=PyPlot.cm.binary_r)\n", - "ax.set_title(\"Land-sea mask\")" + "plot_mask(bx, by, mask[:,:,1], xticks=10.:2.:20., yticks=39.:2:48.)" ] }, { @@ -329,13 +401,13 @@ } }, "source": [ - "### 2.3 Edit the mask\n", + "### Edit the mask\n", "As an example we will remove the Tyrrhenian Sea from the domain." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { "slideshow": { "slide_type": "fragment" @@ -349,13 +421,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "size(mask_edit) = (69, 57, 51)\n" + ] + }, + { + "data": { + "text/plain": [ + "(69, 57, 51)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "mask_edit = copy(mask);\n", "sel_mask1 = (grid_by .<= 42.6) .& (grid_bx .<= 14.);\n", @@ -364,19 +454,6 @@ "@show size(mask_edit)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#sel = (obslon .< maximum(bx)) .& (obslon .> minimum(bx)) .& (obslat .< maximum(by)) .& (obslat .> minimum(bx))\n", - "#obslon=obslon[sel]\n", - "#obslat=obslat[sel]\n", - "#obsdepth=obsdepth[sel]\n", - "#obsval=obsval[sel]" - ] - }, { "cell_type": "markdown", "metadata": { @@ -390,20 +467,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/html": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "figure(\"Adriatic-Mask-Edited\")\n", - "ax = subplot(1,1,1)\n", - "ax.tick_params(\"both\",labelsize=6)\n", - "ax.pcolor(bx, by, mask_edit[:,:,1]', cmap=cmap=PyPlot.cm.binary_r)\n", - "ax.set_title(\"Edited land-sea mask\")\n", - "gca().set_aspect(aspectratio)" + "plot_mask(bx, by, mask_edit[:,:,1], xticks=10.:2.:20., yticks=39.:2:48.)" ] }, { @@ -415,9 +499,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "3-element BitVector:\n", + " 0\n", + " 0\n", + " 0" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "function Lvert(x,y,z)\n", " return 5.0 + z/5.0\n", @@ -438,30 +536,45 @@ } }, "source": [ - "## 3. For comparison, analysis in Cartesian Coordinates (degrees for simplicity)" + "## For comparison, analysis in Cartesian Coordinates (degrees for simplicity)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "xc,yc,zc=ndgrid(lonr,latr,depthr)\n", "pmc = ones(size(xc)) / (xc[2,1,1]-xc[1,1,1]);\n", "pnc = ones(size(xc)) / (yc[1,2,1]-yc[1,1,1]);\n", - "poc = ones(size(xc)) / (zc[1,1,2]-zc[1,1,1]);\n" + "poc = ones(size(xc)) / (zc[1,1,2]-zc[1,1,1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Set the correlation length and noise-to-signal ratio" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(mean(lenx), mean(leny), mean(lenz)) = (0.5, 0.36863866840506215, 129.97254901960784)\n" + ] + } + ], "source": [ "sz = (length(lonr),length(latr),length(depthr));\n", "lenx = fill(LHOR,sz) \n", @@ -472,11 +585,29 @@ "#epsilon2 = epsilon2 * rdiag;" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create observations" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "obsval=obsdepth\n", "obsmean=mean(obsval)\n", @@ -488,75 +619,158 @@ "obsmean=0." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Run analysis" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ - "fi,s=DIVAndrun(mask_edit,(pmc,pnc,poc),(xc,yc,zc),(obslon,obslat,obsdepth),obsval.-obsmean,(lenx,leny,lenz),epsilon2);" + "fi,s=DIVAndrun(mask_edit,(pmc,pnc,poc),(xc,yc,zc),(obslon,obslat,obsdepth),\n", + "obsval.-obsmean,(lenx,leny,lenz),epsilon2);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plots\n", + "#### Vertical section" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/html": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "jcut=20\n", - "pcolor(xc[:,jcut,:],-zc[:,jcut,:],fi[:,jcut,:].+obsmean,shading=\"nearest\"),colorbar()\n", - "plot(bx,-b[:,jcut])\n", - "xlim(16.5,19.5)\n", - "ylim(-1200,50)" + "\n", + "f = Makie.Figure()\n", + "ax = Axis(f[1,1], title=\"Vertical section\", ylabel = \"Depth (m)\", xlabel = \"longitude (°N)\")\n", + "heatmap!(ax, xc[:,jcut,1],-zc[1,jcut,:],fi[:,jcut,:].+obsmean)\n", + "lines!(ax, bx,-b[:,jcut], color=:black)\n", + "xlims!(16.5,19.5)\n", + "ylims!(-1200,50)\n", + "f" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "pcolor(xc[:,:,1],yc[:,:,1],fi[:,:,1].+obsmean,shading=\"nearest\"),colorbar()\n", - "gca().set_aspect(aspectratio)" + "#### Horizontal" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/html": [ + "" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "kcut=10\n", - "pcolor(xc[:,:,kcut],yc[:,:,kcut],fi[:,:,kcut].+obsmean,shading=\"nearest\"),colorbar()\n", - "gca().set_aspect(aspectratio)" + "f = GeoMakie.Figure()\n", + "ax = GeoAxis(f[1,1], dest = \"+proj=merc\", title=\"Interpolated field at surface\")\n", + "GeoMakie.heatmap!(ax, lonr, latr, mask_edit[:,:,1], colormap=Reverse(:binary))\n", + "GeoMakie.heatmap!(ax, lonr, latr,fi[:,:,1].+obsmean)\n", + "f" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 85, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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CsLA2bdqMHz9e26KdELI2l65pL3rs0aNHokanTp3U0TnttChaH374oTKPqEm9evXSZgwhxKxZs9TH6lV82tGVmTNnVrqT8Nlnn1XT0YEDB8xcoSqE+PHHH5Xiz549q+ynqKjo6NGjL7/8strH/B4U165dU1NEv379UlJStO9Mv3791J4nTpwQQmgvs3zyySednZ3Vf9rZ2f3973+v8YgN0cAPUaW+Cnt7+0rX9D766KNmPuhKHB0dz58/rxSwceNGpTErK2vv3r3a7FqbD6I66nqDiokTJ8bExKSnp2/fvj0wMFBpTE5OXrJkSdXO3t7eGzZsSEtLO3v2rHZIef78+eb/kzH+968hxirj5FZW/3eKV9c2rI2bbrpJ+0/tfYPaTdqg2JD3DQAgF8tOALAwV1fXSksp1HXBifj4ePXxbbfdVl23CxcuVFRUaH/rFULY2tr27NnTzM7V6wZV3bt3t7W1VX5jVhci186kUnVGEw8Pj44dO166dEkIUVBQcP36de39WibFx8fv2LFj37590dHRiYmJFRUV5vub3IP6ePfu3Z07d66up/IqlNvhqnsJJqdpsaCGfIiqnJyclJQU5XFgYGCl+Ofg4NC1a9djx47Vviqj0Xjw4MFdu3ZFRkbGxMSkpqbW/rk10v7VYOjQoZs2bVIejx8/vkOHDgMGDFA+9H//+9+VOgsh1q1bp1yB6e3tvWzZsqSkpB9//FEIkZOTc/z48UqX+Gp5eHgo9/WpN7uqtCFQ++eAGplZlUR7yyUAoHVghBBAs3Px4sXadCsuLk5OTq7U6OLiYnJSTVXV5GZlZaXOO5qRkaH8Gp2bm2vmKUII7VSf2dnZZo5YWFg4Y8aM7t27z5o168cff0xISFCCQV3X4qvl2yL+GwjVtRmFqZdQ3VSlltKQD1Fl/iWIOr6Kixcvjh49etiwYQsWLPj111/VNFi/RRGr0i7A+PDDD2s39e3bV73ZTxmF1nb29fXV3o8nhJg4caL6WDtXTVXahKYuJKjIyclRH5uf/gcAoGeMEAJodnx8fNTxpZdffrnqQucq82ttm6RMc6pVXl5+7do15bGvr68yvKkdjLpy5UqvXr0qPUsbY8z/tv3KK6+sWrVKeWxvbz9mzJjBgwf37du3e/fuwcHBta9cO4fkkCFDKl2Xq6XMUKJde1CdmFSljrw1Eot8iNobHau+BFGXV1FRUfHAAw+os5IqM3kOGDCgX79+ycnJynruDaRNp9oZShUdOnRQxmzz8vKMRqOTk5Orq6uS2Ux2Vh9r/zZRlXpbqRAiJSVFOxOSdvzTzHgyAEDnCIQAmp3g4OA///xTeTxx4kTLXtx4/Phxo9GonTf/xIkT6uV23bt3Vx5of4E+evRopdsOU1JS1ECorBNQ3eFKS0uXL1+uPPb09Dx27Jg68Yx2To7a0KZHX19f7ZyWJmmzwdGjRydPnqzdWqcrLevBIh+iq6urt7f39evXhRCJiYkZGRnqzKVCiPz8/Li4uFru6vfff1fT4I033rh79241o2onj2kI7QekXE6spc4hFBISonz9unXrdvToUfOdhRChoaFmDtq/f/89e/Yoj0+ePKn90GNiYtTHVf+iAQCAgktGATQ7aioT/zu5iyIyMnLfvn379u3bv39/PXYeHx+/ZcsWbcvChQvVx2pu0U6esWzZsvz8fO1TFi1apM7hceONN9rYVPvHtYSEBDVt9u7dWzsN6ffff1+nyv38/BwdHZXHf/31V3FxsXbrlStX9v2XcgNk37591a2rV69WYpUiNzdXu1JFY7DUh6i+ipKSknfffVe76eOPPzY/eqalvaNyzJgx2hHLH374oZY7Me+GG25Qvwlr1qzRzvLy888/q9fQ9ujRQ3mgfsdSUlK2b9+udjb+75Ikav+cnJzr/6XOSXP33XerPTdv3qw+Lioq2rp1q/K4TZs22gVIAADQIhACkEY7lYh60aYQYtq0aer672+99ZYyZ6YQory8/JNPPhk+fPioUaNGjRql/aW5Th588MHVq1dfvXr11KlTjzzyiJoPbW1t1RlH7733XjUcpqSk3HTTTSdOnKioqEhLS5s3b546L6XBYHjttdfMHEuNcEKII0eO/PLLLyUlJYWFhZ9//nmleKOlvjPl5eUZGRnqsdQVMq5cuTJnzhw1aiYlJd1xxx3K2zJmzBjlXrJhw4apMSAnJ+eGG27Yu3dvRkbG77//fuONN2rf8MZgqQ9xzpw56uNFixa9+uqr58+fv3jx4sKFC7XTtNZI+0F8//33MTExRqMxIyNj5syZ1YXS6r6f1XF3d7/99tuVx4cPH77jjjv2799/9uzZVatWRUREqN0mTZqkPNA2Tp069ZNPPjl79uz+/fvvuOOOQ4cOKe0DBgxQB/3+9re/tf2v9957T2kcPHhw+/btlcebNm165ZVXTp06deDAgYkTJ6rDjGPHjtXOFAoAwP+QtuAFgJapxnUIvby8Kj1Fuwyguk6d0Wj87rvv1HY7O7u77rpLXWjuzTffVDdZW1v36tWrf//+2lEde3t7da1z80c3VlmHsDrPPvus9ll//PGH9spS8b8TgSgee+wx7VNMrkNY6YJSe3v7qtPeDB06VLsf7QV+PXv2vPfeexMTE41GY2Zmpnau/7Zt2w4dOrTSHWgPP/ywuh/1YkLzGmMdwrp+iNWtQ2g0Gm+44YbavArz6xCeOnWqUn9tRFTNnTtXfYqZ72d1oqKizN/Xeuedd2r7q+HQJCsrq0OHDqmdtRPPaNdF1L7PJndy5MgR82Ub/3cdwo0bN2o3aQd709LS1HbtTLzh4eE1HgIA0DwxQghAmuHDh6tztxQXF2/btu3IkSPKP2fPnq3O81FeXn7y5MmjR4+ql8l5eHj8+uuvytQpdXX//febnAPm7rvvfvvttyuV9+mnn2o7V11ozswon2rx4sXafxYVFSmLts2dO1cNnHFxcUVFRWofdaBJCHHq1KkffvhBuTbS3d1948aN6ohQWlragQMHtL+XT5069bPPPlP/efPNNy9fvtzktKv33HNPjZU3kKU+xE2bNvXv379qe0BAgPayWPN69Ojx4IMPalsKCgqEEI6OjtqFKLWLN5r5flYnPDz8iy++qG7a0oEDB65cuVLb8vnnnw8ePNhkZ1tb2w8++GDgwIHmjyiEeOmll7RfmEqWLFli8t0DAEBBIAQgTfv27X/44QftsvUqe3v7devWfffdd9pJMoQQ3t7eL774YnR09PDhw+t30K5du+7du1e7GqG7u/tbb731ww8/VA2Kjz/++KlTpyZMmFBpbDAsLOynn37atGmTmRXbVI888shnn32mpjghRHh4+I4dOxYuXKi+9vT09Hnz5qkd3njjjaefftrkENbNN9988uTJqVOnald3NBgMo0aN+v7779euXVspjTzzzDM7d+7UDvJ4eHh89tln5oeVLMJSH2LHjh1///336dOna1/ymDFj/vrrry5dutS+nk8++WTOnDnqCJ61tfX48eOPHj06d+5cdeXMn3/+edu2bcpjM99PMyZPnnzkyJE777xTuxpnQEDAm2++GRkZqZ03VQjh5OT0xx9/LFq0SDuJkaOj46hRo44cOTJz5szaHNHGxuann35aunRpYGCgtj08PHzr1q3PP/98neoHAOiNwai51AoApCguLr5+/bqjo6Orq2vV4axLly4lJyfb2Nj4+/v7+PhUuoyzNj7//PPHH39cefziiy8uWrRICHH+/PkrV664urqGhoZqf3evrsL4+PiMjAxHR0eljLrWUF5enpiYePXqVT8/P+2VpeZdv369rKzM1dW1ajgsLCyMi4vLycnx8fHx9/c3s66DIiEhQX29llp5r/Ya/iEKIfLy8pSh1M6dO9d7HcWioqL4+Pi8vLzg4OBa3lln/vtpptqEhIT8/PzQ0NDarOeufD08PT27deumvX2x9oxGY1JSUnJyssFgCAgIaOylJgEArQOBEEDrZzIQAgAAgEtGAQAAAECnCIQAAAAAoFMEQgAAAADQKQIhAAAAAOgUk8oAaP0KCgoyMjKUx66ururicgAAADpHIAQAAAAAneKSUQAAAADQKQIhAAAAAOgUgRAAAAAAdIpACAAAAAA6RSAEAAAAAJ2ykV0AAAAAAF0zGAwW3BvLKNQJgRCwjOPHj2/durVv375333237FoaJCYmZsuWLb169ZowYYLsWhokNjZ206ZNISEhkyZNkl1Lg5w7d27dunVBQUHTpk2TXUuDXLx48YsvvggICHjkkUdk19IgycnJq1ev7tChwxNPPCG7lga5du3aypUrfXx8nnrqKdm1NEhmZuZHH33k4eHx3HPPya6lQXJzc9977z1nZ+fZs2fLrgWAjhAIAQAAAMhXfrVbA/dg7RtvkUp0hXsIAQAAAECnCIQAAAAAoFNcMgoAAABAPiaDkYJACAAAAEA+oyAQSkAgBAAAACAfgVAKAiEAAAAA+YiDUhAIAQAAAMjHCKEUBEIAAAAAzQGBUAICIQAAAAD5iINSEAgBAAAAyMeyE1IQCAEAAADIRxyUgkAIAAAAQD4mlZGCQAgAAABAPuKgFFayCwAAAAAAyMEIIQAAAAD5uGRUCgIhAAAAAPmIg1IQCAEAAADIxwihFARCAAAAAPIRB6UgEAIAAACQjxFCKQiEAAAAAOQjDkpBIAQAAAAgH4FQCgIhAAAAAPm4ZFQKAiEAAAAA+YiDUhAIAQAAAMhnNBIJJSAQAgAAAJCPOCiFlewCAAAAAAByMEKI/zh69Gh8fPzQoUMDAgKq61NeXh4TE5OUlOTt7d2zZ09XV9fqelZUVFy+fNnX17dNmzaNUy8AAABaFUYIpWCEEEIIcfHixTFjxkyePHn//v0mOxiNxmXLlvn7+/ft2/euu+4aNmyYu7v7o48+mpaWVqlnYWHh7Nmz3dzcAgICnJ2dJ02adO3atcZ/BQAAAGjZjMLYwB/Zr6BFIhBClJeXR0REZGdnV9fBaDROmTLlueeeu3LlihCiXbt2tra2RqPxiy++GDp0aE5OjrbzQw899MUXX3z66acpKSnbt28/duzY2LFjS0tLG/1lAAAAoCUzNvgH9UAghHjjjTciIyPNdHj33Xc3btwohHj44Yfj4uJSUlLy8vKWLFliMBjOnz//zDPPqD0PHz787bffrl+/PiIiol27dmPHjt25c2dcXNxXX33V6C8DAAAALRmBUAoDs7vq3P79+0eNGlVRUaF8E77++uupU6dqO2RmZnbu3Dk7O/tvf/vbxo0braz+748Is2bN+uijj2xtbdPS0pT7CVesWPHaa6+lp6dr9zB69OiuXbt+9tlnTfKC/k9OTs7TTz9dtf3MmTMZGRk9evTw8PDQtqenp8fGxnp7e3fv3r3SUw4ePFheXj5kyBBra2tte0JCwtWrV7t06eLr65uRkXH58mUPDw8/P7/8/PyoqChnZ+fw8PBKu4qKisrPz+/Tp4+Tk5O2/erVqwkJCR06dOjcubO2vby8/ODBg9bW1kOGDKm0q9jY2PT09JCQEC8vL217Zmbm6dOnPT09Q0NDKz3l0KFDpaWlgwYNqnRv58WLFy9fvhwYGNixY8esrKxLly65u7v7+/sXFhYeO3bM0dGxb9++lXYVExOTk5PTu3dvFxcXbXtqauq5c+fat28fFBSkbTcajZGRkVZWVkOHDq20q7i4uLS0tODg4LZt22rbs7OzT5486e7u3rNnz0pPOXLkSHFx8YABA+zs7LTtSUlJly5d8vf39/Pzy8nJSUxMdHV1DQwMLC4uPnLkiJ2d3YABAyrt6tSpU1lZWb169XJzc9O2p6WlxcXF+fj4dOvWrdJTIiMjjUbjsGHDDAaDtv38+fMpKSldu3Zt166dtj03Nzc6OtrV1TUsLKzSro4dO1ZYWNivXz8HBwdte3JycmJiYqdOnQICAnJzcy9cuODs7NylS5fS0tJDhw7Z2toOHDiw0q4s+MW+cOHClStXlC+2tt3MF/vEiRN5eXnmv9j5+fnnz593crvgUTYAACAASURBVHIKCgoy88U+e/bs9evX6/TFPnz4cElJifkvtrZd+WI7ODj069ev0q5q88UuKCg4d+6cg4NDt27dlC+2wWAYNmxYpV3Fx8dfu3bNgl9sPz8/f39/bXu9v9ht27YNDg4uKiqKi4uzt7cPDg4WQhw4cKCiosIiX+zjx48XFBSY/2Jr25Uvdps2bQYNGlRpV+a/2F5eXiEhISUlJbGxsba2tiEhIaK+X2wnJ6c+ffpUOrr5L7avr2+XLl207Q38YpeWlp45c8bGxqZHjx7K1hUrVpi5XR9oTZT/8yQltW/gfvz8UgTLV9QRgVDXMjMzw8PDk5KS5syZs3TpUmEqEH788cfPPvuswWBISEgIDAzUboqPj7/33nuFEMuXLx81apQQYs2aNbNmzcrOztbmxqFDhw4cOHDZsmVN8Iq0UlNT27dv6P9WAACQJSUlpVIOB1orJRBeanAg9CcQ1h2XjOra448/npSUdPvtt8+cObO6Ptu2bRNC3HDDDZXSoBCiW7duJ0+ePHnypJIGhRDDhw8vKChYs2aN2ufAgQOHDh0aMWKE5asHAABAK8Ilo1Kw7IR+rV69esuWLT4+Pl988UVJSUl13Q4dOiSEuPnmm2uzz5CQkNmzZz/11FMXLly4+eabo6Oj58+fP27cuAkTJlisbgAAALRGJDopCIQ6FRsbO2vWLCHEl19+6ePjc/nyZZPdrly5osw+6uvrW1paunbt2m3btiUlJfn6+oaHh99zzz1V7/dYvHhxSEjIypUrly9fHhAQ8Pzzz7/00kuN/XIAAADQ0hEIpSAQ6lFxcfHkyZMLCgpmzpx52223memprDMhhKioqBgwYEB0dLTyz+PHj+/YsWPx4sUzZ85855137O3ttc965JFHHnnkkTqVtHXr1jr1r42srCyL7xMAgCaza9cud3d3i+/27rvvtvg+AYsgEEpBINSjF198MSoqKiwsbPHixeZ75ubmKg9eeOGFnJyc8PDwO++8MzAw8Ny5c998801CQsKHH34ohPjggw8aWNLx48cbuIeq8vPzLb5PAACazMmTJytNcGoRBEI0WwRCKQiEurNjx45ly5bZ29tv2LCh0sheVUVFRcqDnJyc2bNnL1q0SJ3F+5VXXpkwYcKuXbuWLVs2ZcqUqpOe18ldd93VkKeblJGR8e6771p8twAANI1bbrnF09NTdhUAWjkCob6kpKQ88sgjRqNx6dKlvXr1qrG/uoRUnz59tGlQCOHk5LRq1arg4OCSkpItW7Y0MBBWXQ2s4VJTUy2+TwAAmkxYWBjLTkBXWC1CCgKhvqxdu/batWseHh55eXmLFi1S23NycpQH27dvVyaYeeCBB4KCgtSlmcePH19phV8hREBAQEhISHR0tHpvIQAAAFA/5EEpCIT6UlFRIYTIzMycO3euyQ6bN2/evHmzEKJXr15BQUFBQUFKu5+fn8n+AQEB0dHR6twzAAAAQP0QCKUgEOqLv7//yJEjq7YXFxcfPHhQCBESEqJcneLl5SWEcHd379Sp0+XLl+Pj403u8MKFC0KI0NDQRiy6vvLy8mSXAABA/eXl5XHJKHTFKAyyS9AjAqG+REREREREVG2/fPmyMgY4b968qVOnajfddtttq1ev3rZt28KFC21tbbWbzp07FxsbK4QIDw9vzKrrqbCwUHYJAADUHycy6A0jhFJYyS4Azd306dOFEPHx8S+88IJyxakiNzd3+vTpZWVlLi4uJkOmdOoNkAAAtEScyKA3xgb/oB4YIUQNBg8ePHXq1HXr1n300UeHDx+eNGlS586dT506tWrVqsTERCHE4sWLq7vDUK4aF9UAAKA540QGvSHRSUEgRM1Wr16dkZGxY8eOyMjIyMhItd3R0fGtt976+9//LrE2AAAAtA5GI/cQSkAghBBCuLq6vv7660KI3r17V91qb2//888/f//99+vXrz916lRRUVGPHj3Cw8Mff/zxLl26NHmxAAAAaIUYIZTCYGQBSLRSqamp7du3l10FAAD1lJKSwiyj0AmDwSCEiLnYoYH7CQu4IoQg4NQJI4QAAAAA5GPZCSkIhAAAAADkY1xPCgIhAAAAAPkIhFIQCAEAAADIRyCUgkAIAAAAQD6WnZDCSnYBQGPJy8uTXUKL5+XlVd2mDh1MzwPWtWvXRisHAPSFExn0xtjgH9QDgRCtVmFhoewSWjw3N7fqNnl6epps9/X1bbRyAEBfOJFBb4zC0MAf2a+gReKSUbRaLi4uskto8aytrVeuXGlyk729fVFRUdV2JyenyZMnV20vKyubOXOmhesDgFaNExn0hkQnBYEQrZa9vb3sElo8a2vrGTNmWGRXpaWlBEIAqBNOZNAbrvmUgkAIAAAAQD5GCKUgEAIAAACQjxFCKQiEAAAAAORj2QkpCIQAAAAA5GOEUAoCIQAAAAD5uIdQCgIhAAAAAPkYIZSCQAgAAABAPkYIpSAQAgAAAJCPQCiFlewCgMaSm5sruwQ5AgMDq9vk5ORksr179+4m2729vS1SEgCgHnR7IoNuGRv8g3ogEKLVKioqkl2CHG3btq1uk52dncn29u3bm2x3dXW1TE0AgLrT7YkMumU0Ghr4I/sVtEhcMopWS7dhxtXVdfXq1SY32djYlJWVVW13cnKaOnWq8jg5Ofno0aMdO3bs37+/mWxZVzY2NtVV9f777585c8ZSBwKAVkO3JzLoFkN8UhAI0WpVNxrW6jk4ODz22GP1fnpMTIzRaOzVq9eECRMsWJXBYKiuqn379hEIAaAq3Z7IoFvcQygFgRAAAACAfIwQSkEgBAAAACAfI4RSEAgBAAAAyMcIoRQEQgAAAADyMUIoBYEQAAAAgHysGyEF6xACAAAAgE4xQggAAABAPi4ZlYJACAAAAEA+JpWRgktG0Wrl5OTILqEOQkNDTbY7ODhU95SuXbuabO/SpYtlamoqcXFxsksAgOaoZZ3IgIYzCkMDf2S/ghaJQIhWq7i4WHYJdeDj42Oy3cam2mF8b29vk+1eXl6WqamppKWlyS4BAJqjlnUiAxrO2OAf1AOXjKLVcnNzk11CHQQEBGzYsKFqu5WVVUVFhcmn2NnZmfxdoXPnzhYurpF17949MTFRdhUA0Oy0rBMZ0HAM8UlBIESrZWtrK7uEOvDw8Jg8ebLsKuSobqgTAHSuZZ3IgIZjiE8KAiEAAAAA+ViHUAoCIQAAAAD5uGRUCgIhAAAAAPm4ZFQKAiEAAAAA+RghlIJACAAAAEA+AqEUBEIAAAAA8hEIpSAQAgAAAJCPewilIBACAAAAkI9lJ6Swkl0A0Fiys7NlHdrPz6+6TZ06dTLZHhYW1mjlNHenT5+WXQIANEcST2SAFMYG/6AeGCFEq1VSUiLr0E5OTtVtcnR0NNnu6enZaOU0d5mZmbJLAIDmSOKJDJCCewilIBCi1XJ3d5d1aDs7u927d5vcZGNjU1ZWVrU9KCiokYtqvnr27JmYmCi7CgBodiSeyAApCIRSEAjRarVp00bWoa2trceNGyfr6C0Ov/EAgEkST2QA9INACAAAAEA+RgilIBACAAAAkI9ZYaQgEAIAAACQj2UnpCAQAgAAAJCPS0alIBACAAAAkI9LRqUgEAIAAACQjxFCKQiEAAAAAOQjEEpBIAQAAAAgH5eMSmEluwCgsWRlZck6dOfOnWUduiWKioqSXYIJffr0kV0CAL2TeCIDpDAKQwN/ZL+CFokRQrRapaWlsg5tZ2cn69AtUX5+vuwSTHBycpJdAgC9k3giA6Rg2QkpCIRotTw8PGQdOiEhQdahW6K+ffsmJibKrqKyTp06RUdHm9zUp0+fioqKJq4HgA5JPJEBUnDJqBQEQrRaNjbSvt4lJSWyDt0SOTo6yi7BBFtb27CwMJObDAb+fgmgKUg8kQFScM2nFPyPBgAAAIB8jBBKQSAEAAAAIB/3EEpBIAQAAAAgHyOEUhAIAQAAAMjHPYRSEAgBAAAAyMclo1IQCAEAAADIxyWjUhAIAQAAAMjHJaNSEAgBAAAAyMcIoRRWsgsAGkt6errsElArf/31l+wS6qa8vFx2CQB0gRMZ9MfQ4B/UGSOEaLUqKipkl4BaKSsrk10CADRHnMigN4wQSkEgRKvl7e0t69BRUVGurq4mNx04cKBnz55NXE8zN2TIkMTERNlVVLZx48Yff/xRdhUAdE3iiQyQgnsIpSAQotUyGKT9P6WioiI3N9fkJkbDqrK2tpZdggllZWXVfYgA0DQknsgAKRghlIJACAAAAEA+1iGUgkAIAAAAQD4uGZWCQAgAAABAPi4ZlYJACAAAAEA+RgilIBACAAAAkI9AKAWBEP8xbdq0w4cPL1269M4776y0KSoq6o8//qjuiW3btp04caK2JTk5ecOGDWfOnAkMDLz33nvDwsIapWIAAAC0KgRCCQiEEEKI5cuXr1u3TgiRnZ1ddevatWs/+OCD6p4bHh6uDYS7du2aNGlSx44dR4wYsXv37rfeeuv9999/5plnGqNsAAAAtBrcQygFgRAiJibmhRdeMNMhPj6+lrvKzMx86KGHxo8f/9VXX9nY2Agh3n777X/84x833nhjeHi4BWqti4qKiiY+IgAAFsSJDHrDshNSWMkuAJIVFhZOnjy5qKjITJ9z584JId54441SU44ePar23Lt3b3p6+ooVK5Q0KIR4+eWXAwICtmzZ0qivwqT09PSmPygAAJbCiQx6Y2zwD+qBEUK9++c//3nq1Klu3bpVNwxYUVGRkJAghAgNDVVjXnUuXrzYrl07d3d3tcVgMHTv3j0xMdFyJdeWtbV10x+0RmlpaSkpKVXb3dzcHBwcmr6e5sDDw6N9+/ZV2wsKCnJycpq+HgBoJprniQxoPEwqIwUjhLr2448/rlq1ytXVdc2aNdX1uXTpUklJiRCie/fuNe4wJCTkypUr2vhXVFR07Nix0NBQS9RbN56enk1/0BqNHTvW15S5c+fKLk2a5cuXXzXl+++/l10aAMjUPE9kQOMxGg0N/JH9ClokAqF+JScnT58+XQixcuXKzp07V9dNGTk0GAzdunVTWpR8aNKYMWO6d+8+bdo05SqX4uLiJ598sqCgYMqUKRauHgAAAK0Ll4xKQSDUqYqKiqlTp2ZkZEyZMsV8WlNuIPT39z9y5Mgtt9zi7e1tb2/fuXPnu++++6effqrU2d7e/ttvv01LS+vcufOIESP8/f137NixceNGf3//RnwxAAAAaPmMwtDAH9mvoEXiHkKdeuedd/bt2xcYGLhy5UrzPZURwuTk5BEjRqiNiYmJiYmJ27Ztmzhx4ueff+7s7KxuCgsLi4qK2rt3b2xsbEBAwOjRo2tzxYvJ2+oaKC0tzeL7bDwFBQWN8SYYDAajsW5/L7t+/XpeXl5WVlZj1FMnGRkZcgsAALmuXbtW1/+H14bJ27aB5oAhPikIhHp08ODB+fPnW1tbr1+/3tXV1XxnZYSwrKwsODj42WefHThwoI2NzYkTJ955551z585t3rzZ29v7448/1j7F3t5+/Pjx48ePr31Jq1atqscLMS8/P9/i+2w80dHRjfEmuLq61nVelmvXrp0+ffrSpUuXL1+2eD11cuHCBbkFAIBca9eudXJysvhu58+fb/F9AhbBTYBSEAh1JycnJyIioqysbP78+cOGDauxf1JSkp2d3eDBg3fs2KGelvr37z958uTbb7993759n3zyybRp0wYPHtyQqtq1a9eQp5vUsiaodHR0bIw3wdHRsa6Tl5aXlzs7O7u7uzdGPXWSlZUltwAAkMvb27vGv9sCrQkjhFIQCHVnxowZFy5cGDZs2CuvvFKb/sePHzfZ7uDgsHLlyl69elVUVPz0008NDIQzZsxoyNNNSk1Nfemllyy+20bSu3fvxngT6iEmJsba2rpXr14TJkyQW8nevXs/+ugjuTUAgEQPP/yw9L/NAU2JmwClYFIZffn+++83bNjg5ua2fv36hq9uFBoa2qVLFyFETEyMJaoDAAAA0KQIhPoSFxcnhMjNzQ0JCbHX6Nq1q9Lh0UcfVVp27txZmx0GBwcLIS5evNh4NQMAAEAPWIdQCi4Z1aOKiori4mKTm0pLS5UH5eXlQoi8vLy8vDwrKysfHx+T/TMzM4UQ6hKFzYr6WloEDw8P2SW0ZnZ2dtV9511cXHJzcy1yFHd3d+57BGBBLetEBjQcl4xKQSDUl4iIiCFDhlRtT0tL+9vf/iaEePnll8eOHSuECAsLE0Ls2rXrgQceEEKcPHmyZ8+elZ5VWlp65swZtXNz07J+Ne/du7fsElozb2/v5ORkk5uCgoKioqIscpSwsLD9+/dbZFcAIITIysrq1KmT7CqApsOkMlIQCPXF39/f5Brx6gIDoaGhN910k9p+xx13KOMnb7/99oYNGyo96/3338/KyjIYDLfeemujlVx/tra2skuoA9bcq8rLy2vcuHEmN+3du1cZxK4lg8FQ3a46dOhgcgA8Li4uMTGx9odQdmXyKFevXuU+WwD10LJOZEDDcc2nFARCmGNvbz99+vQPP/xw48aN7dq1W7BggYuLixCipKRk6dKlCxYsEEI8+eSTgwYNkl2pCW5ubrJLqAMCQ1V9+vTZvXu3yU3+/v5JSUm135W1tXV1u6rO119//eCDD9bpKTfffPNjjz1WtT0yMnL48OF12hUAiJZ2IgMajhFCKQiEqMHixYsPHz78559/fvjhh59++mm3bt3Ky8vj4+NLSkqEEIMGDVq0aJHsGgEAANDicQ+hFMwyihrY2tpu3779hRdecHJyKiwsjI6OPnXqVElJiZOT0+LFiyMjI/n7JQAAABrO2OAf1AMjhBBCiE6dOhmN1f5H5O7uvnjx4rlz554+fToxMdHa2rp3797BwcENX8kQAAAAUDBCKAWBELXl7u4+bNiwYcOGyS4EAAAArRBDfFIQCAEAAADIxwihFARCAAAAAPKx7IQUTCoDAAAAADrFCCEAAAAA+biHUApGCNFqFRQUyC7BBE9PT5Pt/v7+TVxJq1Td2+js7FzXXV2+fLmuT/Hz8zPZnpaWVtddAYBoricyoPEYhaGBP7JfQYtEIESrlZ+fL7sEE7y9vU22d+7cuYkraZW6dOlisr0eq2VevHixrk8JDAw02Z6SklLXXQGAaK4nMqDxGI0N/UE9cMkoWi0nJyfZJZhw3333WVmZ+ENMu3btmr6YluvZZ5/Nysqq2u7p6amujJKenn769GkvL68ePXrU4+2tbrjPjEuXLnXv3r1qu4+PT113BQCiuZ7IgMbDEJ8UBEK0Wo6OjrJLMGHSpEnh4eGyq2jx5syZU2Of2NjYTZs2hYSETJo0qR6HqMdFvNUNKpL2AdRP8zyRAY2HET4puGQUAAAAAHSKEUIAAAAA8rEOoRQEQgAAAADycQ+hFARCAAAAAPJxD6EUBEIAAAAA8nHJqBQEQgAAAADyMUIoBYEQAAAAQHPACKEELDsBAAAAQD5jg38sKzs7u6yszNJ7bXYYIUSrlZ2dLbsEEzp27Ci7BDSUlZVVRUVF1faePXs2fTEAWrHs7Ox27drJrgJoOs3kHsKjR48uXLhw165dBQUFVlZWYWFhTzzxxIwZMwyGmsv78ccf161bV2O3oKCgxYsXq/+MiIgoKSmprvOLL744cODAWhZfDwRCtFpm/ruSyMnJSXYJaKjqzgeenp5NXAmA1q15nsiAxtMc7iHcuHHjQw89VFpaqvyzoqLixIkTTz/99M6dO3/44QcbmxrSU2xs7JYtW2o8Sv/+/dXHqampGzduNNN56tSpBEKgPtzd3WWXYEJycnLXrl1lV4GajR49evv27SY3GQwGo9HEOcvNzc1k/x49elS3q4cffvj69ev1LhJA69Y8T2RA45G+DuGpU6ceffTR0tJSX1/fuXPnjho1Ki4ubvXq1bt27dq+ffurr776zjvvmN+Dn5/f8OHDzXQ4duxYYWGh9rfB+Ph45cHQoUOtrEzc0Ofl5VX3l1IHBEK0Wm3atJFdggn5+fmyS0CtdOzY0VLX97q7u48fP97kJk9PTwIhgOo0zxMZ0HikXzI6f/78oqIiBweHbdu2DRgwQAjRq1evO+644+abb96/f/9HH300a9Ys8xdyT5kyZcqUKdVt3bNnzy233OLr67t8+XK18dy5c0IIFxeXyMhIy72UOmBSGQAAAAB6l5WV9eOPPwohnnvuOSUNKmxtbZX8VlhYuHnz5nrvPyMj4+GHHzYYDOvWrWvbtq3arowQdu/evf6lNwyBEAAAAIB8RmFo4E9Djr5nzx5lTtEHHnig0qbw8HB/f38hxK5du+q9/yeeeOLKlStz584dPXq0tl0ZISQQAgAAANA1uctOnDhxQghhb28fHh5edestt9wihIiOjq7fzr/66qstW7b06dPnjTfeqLRJO0J49erVf//734cOHSooKKjfgeqBQAgAAABAPqPR0MCfhhxdCWZ+fn7W1tZVtwYFBQkhrly5Uo+olpeX9+KLLwohlixZUnXnyghhZmbmyJEjO3TocNNNNw0ePNjFxaVfv35//PFHPV5IXTGpDAAAAAD5LLXsxGeffWZm6xNPPGGyPSMjQwjh4+NjcqvSbjQaMzIyHB0d61TPkiVLUlNTx40bN3bs2EqbUlNTc3NzhRAffPCB0tKuXbtr165VVFQcP358xIgRr776atVBRcsiEAIAAACQz1LLTjz55JNmtlYXCJWp4O3t7U1udXBw0HarvStXrrz33ntWVlZLliypulVdc8LHx+ejjz4aN26cp6dnfn7+jh07Zs6cmZKS8uabb44ZM2bEiBF1OmidEAgBAAAAtB7VRT7zlEWGDQbToVRdgliZeKb2Xn/99YKCgilTppi8NbG0tPSWW26xtrZ+7733QkJClEYnJ6cHHnhg4MCBPXr0KCwsfPrpp2NiYup00DohEAIAAACQz1KXjH766af1eJaTk5MQoqioyOTW4uJibbdaunbt2tq1a4UQM2bMMNlh1KhRo0aNMrkpMDDwmWeeWbp06cmTJ7Oystzd3Wt/3DphUhm0Ws1zve9u3brJLgEA0DI0zxMZ0HjkLjuhJC7lTsKq1P8e6xTMVq9eXVJS0r179+HDh9ejpKFDhyoPGCEE6kMd2W9WqrsOAQCASprniQxoPHK/8cpf7S9dumQ0Gqv+wpaUlCSE8Pb2rn0grKioUKa3mT59ev1KCggIUB7k5OTUbw+1wQghWq22bdvKLsEE9dZhQAhx4sSJfFMaez4xAC1C8zyRAY1H7rITYWFhQoi8vLy4uLiqW48ePSqE6NWrV+13uH379kuXLtnY2Dz44IPV9fn22283bdp08uRJk1svXbqkPOjZs2ftj1tXjBACTYo/90KruqnM7OzsmrgSAAB0buzYsVZWVhUVFdu3b1eWiVelpaUdOnRICHH77bfXfofK3YPDhg1r165ddX0++eST3377bfjw4SaXHPzzzz+FEC4uLupQYWNghBAAAACAfMYG/zRE27Ztb731ViHEsmXLKq0t8e6775aWltra2k6aNEltLC8vj42NjY2NvXDhQtW9lZWV7dmzRwhhfsWIyZMnCyH+/PPP7777rtKm2NjY5cuXCyEeffTRRr3niEAIAAAAQD65k8oIIRYsWGBjY3Pp0qX77rsvKipKCJGamrpkyZJ3331XCPHUU0/5+fmpnTMzM0NDQ0NDQ2+77baqu/rjjz+UG/9uvPFGM0ecPHmystrEgw8+uGDBgvPnzxcWFp45c+bDDz8cPHhwcXGxn5/fW2+91cDXZR6XjAIAAACQT/qNNf3791+2bNnTTz/9yy+//PLLLx4eHpmZmcqmUaNGLV68uPa72rlzpxDC2tp62LBhZro5Oztv3bp1yJAhmZmZr7/++uuvv67dGhwcvH79emdn57q/lDpghBAAAABAc2Bo8E9DzZgxY8+ePTfccIPBYFDSoJ+f39tvv/3LL7/Y2tpqe7Zp02bkyJEjR44cNGhQ1f3k5uaOHDnywQcfrDHOBQcHx8XFzZkzR73VsE2bNmFhYS+//PKJEycGDBjQ8BdlHiOEAAAAAOSTPUD4H2PGjBkzZkx+fv7Vq1ddXV19fHxMdnNzc9u3b191O1m5cmXtj+jt7b1kyZIlS5YUFBSkpKT4+fm1adOmrmXXG4EQAAAAgHwNXDfCspycnLp27drEB3V0dOzSpUsTH5RLRgEAAABApxghRKtVWloquwQTHBwcZJcAAGgZmueJDGg8zeSSUb1hhBCtVlZWluwSTNDOVgwAgBnN80QGNB7py07oEyOEaLUqzQTVTBQWFjJIiBr5+fmpyxYVFhZeu3bNwcHBx8ensLDwyJEjcmsD0GSa54kMaDzSl53QJwIhWi03NzfZJZiQlJTk6ekpuwo0dxEREREREcrjc+fOrVu3LigoaNq0adeuXVPnpAbQ6jXPExnQeBjik4JACAAAAEA+Bgil4B5CAAAAANApRggBAAAAyNes1iHUDwIhAAAAAPm4ZFQKAiEAAAAA+ZhURgoCIQAAAIBmgCFCGQiEAAAAAORjhFAKAiEAAAAA+RgglIJlJ9Bq5efnyy4BAID640QGoAkwQohWq6CgQHYJAADUHycy6A3LTkhBIESr5ezsLLsEE95//30fH5+q7XfcccfIkSObvh60LC4uLkuXLjW56cMPP0xOTm7iegA0quZ5IgMaD5eMSkEgRKvl4OAguwQT1q5da7K9tLSUQIgaOTg4zJ492+Sm3377jUAItDLN80QGNCZGCCUgEAIAAACQz8gQoQwEQgAAAADykQelIBACAAAAkI91CKVg2QkAAAAA0ClGCAEAAADIx7ITUhAIAQAAAMjHPYRSEAgBAAAANAOMEMpAIAQAAAAgHyOEUhAI0WplZGTILsEC8vPznZycZFdhAeVl5Q91e9bkptzMvOKCEhcPJztHO217SXFpzvXcNnZt3LxdKj0lMyWrvLzCs727LyO7vgAAIABJREFUlfX/zIxVkFNYkFvo6OLg6OqQU5qVmB/v1iZy+9zfy8srMlOyrKytPNu7V9pV9vXc0uJSN2+XNnZttO3FBSW5mXl2jrYuHs6VnnI9OV0Ig3dHT5MvZ/o7U0ZNGl7N29CIoqOjm/6gABpVRkZGu3btZFcBNB0CoRQEQrRa5eXlskuwgIqKCtklWIbRKFIvppnpkJWWY7K9vKy8KL/I5Ka0y+lVDiOEQeRm5uVm5uWL3HxjgTBYp15PU3dVXQ0ZKVkm2wtyCgtyCk1uqm5Xhbmm+ze24uJiKccF0Hhax4kMqAMuGZWBQIhWy8vLS3YJdfCvf/1r69atVduNRqPBYPp/jmvWrBk9enQj14UWIzw8/Ndff5VdBQBLalknMqDhGCGUgkCIVsvKqiUts5mbm5ubm1unp2RlmR7Ugj7Z2trKLgGAhbWsExnQcCw7IQX/owEAAAAAnWKEEAAAAIB8XDIqBYEQAAAAgHwEQikIhAAAAADk4x5CKbiHEP+Rn5+fkpJSVGR6fv+qMjMzU1JSWs2iCAAAAIAOEQghhBAFBQUDBgzw9fX97rvvatP/1KlTHTt29PX1vXLlStWt27dvHz9+fJcuXUaPHr1q1SqjkfF/AAAA1MDY4B/UA4EQQgjx3HPPxcbG1rJzUVHR5MmTCwtNr769aNGiu+66q2PHju+8887QoUP/8Y9/TJkyxXKVAgAAoHUyGg0N/JH9Clok7iGE+O677z7//PPa9589e3ZMTIzJTQkJCa+99trSpUuff/55IcTEiRNvuummcePGTZkyZfz48ZYpt9ZKS0ub+IjNRF5enrOzs8lNZWVlNjb8V9+4EqIvnvrTxJ9XHF0dO4f5N95x8/LyGm/nAKTQ7YkMQFPiV0O9S0pKeuKJJ2rff/v27StWrKhu6++//25jY/Pcc8+pLWPHjh0wYMCvv/7a9IFQt+u2nzlzZuDAgSY35eTkeHp6NnE9erN1xa6tK3ZVbe8xNPijP99uvOOeOXOm8XYOQIqsrKxOnTrJrgJoOlzzKQWBUNfKy8unTJmSmZl522237dy5s8b+V69efeSRR4QQ1fXPyclxdnauNAbl7u6ek5NjqZprz9bWtukP2pRiY2MjIyOrticmJlb3R+Xc3FwXF5eq7T169HB3d7dwff/LysrQc1h3k5vOR10sKqjtbEaojouLS1pamuwqAFhSqz+RAVVwzacEBEJde/vtt/fv3x8cHPzBBx/UGAiNRuO0adOuX78+ZcqUW2+91WT//v37p6Wl/f777yNGjFBakpOTDxw4cO+991q++pq4ubk1/UGb0rx58yy1qyVLlsyZM8dSezPJytrqwz/eMrlp0bRle9fvb9Sj60FISEhCQoLsKgBYUqs/kQGVMBGhFEwqo1+RkZELFixo06bNhg0bnJycauy/ZMmSvXv3BgYGrly5sro+w4cPv+222yIiIn755ZfS0tKoqKg777zT19f34YcftmTpAAAAaIUMDf5BnREIdSo7OzsiIqK8vPytt97q379/jf0PHz786quvWltbr1+/3tXV1UzPDRs2jBkz5tZbb7W3t+/bt6+Hh8cvv/zi6OhoudoBAADQCrHshBRcMqpTTz755MWLF0ePHj179uwaO+fl5UVERJSWls6fP3/YsGHmO7u7u3/11Vcff/xxXFxcQECAt7d3beo5dOhQrequi4yMDIvvs7VKSkpSP4Lz588nJyfb29s3xodi+ujpF3OE5T+sQlFQLAoNwtAYO6+H1Lwr9XtLL1++nJycbDAYzD9dt7MoAa3Y8ePHG2MmsEGDBll8n4CFMMQnAYFQj/71r39t3rzZ09Nz7dq1VlY1jxI/9dRT586dGzZs2CuvvFLLQ7i4uNRm4FG1Y8eO2neupfz8fIvvs7WKjY1VP4Jr167Fx8dnZ2cXFTXRRC9nk09fN6ZYbHf//fNgiSguEHmlxhJj8/iLoSGztH7f84yMjPj4+PT0dKPZWyuYUQZoffbu3VubezrqikCIZot7CKUgEOpOXFzczJkzhRCrV6/u2LFjjf03bNjw9ddfu7q6rl+/3traupGqqm6ZhIZgwKT2OnXqpH4EiYmJ2dnZAQEBjfGhmJT4+9V0Q65l9mX8v78tFonCMmOpvcHBVXhYZucN087Zt35v6dWrV9PT09u3b2/+6T///HN9SwPQTPXp06exp4AGmhXyoBQEQn0pKSmZPHlyfn7+448/ft9999XY/8KFCzNmzBBCrFy5MjAwsPEKa4xVClNTUy2+z9YqNDRU/QhiYmLS0tJ69erVZEtHxmw6n9wIV3Xmi9wSUeQkXLyFr8V3Xg+BHl3r95aeO3fu8uXLQUFB5p9uZrYnAC3UzTff3K5dO9lVAGjlCIT6smbNmmPHjnl4eEyaNOngwYNqu3qx2fnz55X2kJAQd3f3l156KScnZ8iQIUFBQdr+58+fVx4cP3788uXLQohBgwbV5upTAAAAwCSjkXsIJSAQ6kt2drYQIjMzc8yYMSY7zJ8/f/78+UKIn3766Y477lD6Hzx4cOjQoSb733XXXcqD3NxcZ2fnxqgZAAAAQCMhEKLVys210G1pgCVciLn4/uOfVGqMO3q+pLCkW/8gOwdbbXva5YzUxFTvTl7tA32u56QdPXck3jUx7fc8Zaujq+Pf33uolsft0qVLdQvW29nZFRcX1/F1AGg6ubm5XDIKXeEeQikIhPry0ksvvfTSS1XbL1++7OfnJ4T4+uuvp06dqrbv2rXL5H7WrVs3bdo0IURSUlKnTp0ap9iGarJJMoHaKMwr3rnm/5nclHT2qpn2ApGXYryUbLh27d//mTjXra1r7QOhj49PdYHQxsaGQAg0Z5zIADQBAiFaLVdXV9kltBjffvttXFyc8jgjIyMxMfGPP/7YvXt3YGDgvHnzGvvot00fEz6yZ9X2s4cTfl79S2MfvdV47rnn7r333qrtDg4O06dPN/kUa2vr8vLyqu2rVq06evSohesDUHecyKA33EMoBYEQrZadnZ3sElqMw4cPHz58uGp7SEhIEwTC8Jt6ht9kIhC27+xDIKy9cePGWWpX0dHRBEKgOeBEBqAJEAgB4P+zd+/xcVX1wv+/a++ZTO5pm6ahLb1CaQErl+Kj3FqgFoWKihzBtiBSfsDxqCBeABGx+hORIw+gRQQFBAo9HizKOahwDvJIgcOtPKRCKaQUek1vaZLmPpmZvdfzx7QhJGtNM8lkdjLzeb/64hXW3uuyJ5c93/muvRYAAAgezxAGgoAQIiKRSGTevHki0s+H16urq5Pn8+ElAAAAMoIpo4EgIISISFVV1bPPPtv/8xcsWLBgwYIhGw4AAACAbCAgBAAAABA8powGwgl6AAAAAACAYJAhBAAAABA8niEMBBlCAAAAAMhTZAgBYOTxPb9Xifa11tpxDR/z+Z6vlFJO749drVW0KFGaRzkAANmlufMEgYAQOau+vj7oIeSydevWfeQjHwl6FHmqub7lU+ELhrSL+eq8Wr12m2wc0l4ApFZfX9/P7aCAXMGU0QAQECJnKcXflMHSWvt+70xUku/7xkNKqUy98sak1v6B+XyEOOSUUo7qnTy0/TwAGArcyJBvuLsHgoAQOWvs2LFBD2HEq62tdV03rSqXX375Pffck5Hejz3jI/+deNR4aPGUf67f1pCRXmBzxx13nHvl2T1Lampqjj/++KDGA+QhbmTIN0wZDQSLygAAAABAniJDCAAAACB4bDsRCDKEAAAAAJCnyBACAAAACB6PEAaCDCEAAAAA5CkyhAAAAACGAZ4hDAIBIQAAAIDgMWU0EEwZBQAAAIA8RYYQOauzszPoIeADvu87Dp9AjSQv/sca3/N7lmzauOkYOSkhiVZp6nVyUVFRZ2fnLtkak64sjhHIcdzIkG/YdiIQBITIWW1tbUEPAR/wPI+AcGRZ+/d1a/++rldhlZogIuNlcu+zoyJKmnQ9ASGQQdzIAGQBASFyVnFxcdBDyEdvvPHGHXfc0bc8RYbw/PPPnzBhQlq9nH3pJ1v3Gd4nvfZkzdbaHWk1hQxavHhx0biCniWrV6+uqakJajzASMeNDEAWEBAiZ5WUlAQ9hHz08ssvv/zyy2lVqaqqWrJkSVpVLrzxn4zlD5UXr/jxH9JqChn0ne985/DjpvUs+eUvf0lACAwYNzLkGxaVCQQBIQAAAIBhgGcIg0BACAAAACB4ZAgDwRoPAAAAAJCnyBACAAAACB7bTgSCDCEAAAAA5CkCQgAAAADIU0wZBQAAABA8zaoyQSAgBAAAADAc8AxhAAgIkbMaGxuDHgKQX6755I8Kigp6ljQ1NZ2qFu6Qze/pt4IaFTByNTY2VldXBz0KIHvIEAaCgBA5y/O8oIcA5JfWpnZpau9VGJGikIQDGQ8w0nEjA5AFShOJI0ft3LlzwoQJQY8CBzd69Oji4uK+5aeffvqKFSvSaqqjtbOjpTP59bsb3/3Tf/5xxmEzzv3cF3Zvrf/myTdkYKxB6JC2XXprkSoZL1OCHssAbZONtXpt0KMARp4dO3aMHz8+6FEA2aCUEpGZjy0bZDu15y0TEQKctJAhRM5yHBbRHRmampqampr6lu/cuTPdporLiorLipJf722tKC4rKhtTOnbiGC/Bp+wARh5uZMg37EMYCP7QAAAAAECeIiAEAAAAgDzFlFEAAAAAwePRv0CQIQQAAACAPEVACAAAAAB5ioAQAAAAAPIUzxACAAAACB7bTgSCgBA5q6urK+ghYLjo6ogFPYS8Vi5jxssUTxId0uZKqFhKQ65b6o3SIs3S0OvksrKy1tbWJqmPSkfP8srKyoaG3icDuY0bGYAsICBEzmppaQl6CBguWpvagh5CXquQMRVqTFQ6dujNhap4gkwVX0SJiBwq03uf3Sai5A39cq+AcPr06QSEyDfcyJB3WGU0CASEyFmFhYVBDwGDsnPnzoceesh4aNGiReFwuP9NFRZHMjQoZMm8efOKprg9S6qqqo488kjjyY888ojneVkZF5BV3MiQb7QwZTQABITIWWVlZUEPAYOyfv36iy++2Hjo9NNPnzRpUv+bKh1dkqFBIUu+/vWvz/2nT/Tz5CeffLK+vn5IxwMEghsZgCwgIAQAAAAwDDBlNAhsOwEAAAAAeYoMIQAAAIDgse1EIMgQAgAAAECeIiAEAAAAgDxFQAgAAAAAeYpnCAEAAAAET7PKaBDIEAIAAABAniJDiJzV2NgY9BAwVMaNGxf0EDC0brvs17+55qG+5cedMfvb9361V2FTU1NWBgVkW2NjY3V1ddCjAJDjCAiRszzPC3oIGCqhEH+7clx7c0d7c0ff8sZd+/oW+r4/9CMCAsCNDPmGbScCwZsq5KzKysqgh4Chsnv37gkTJvT//KpDK1e89yvjof//gts2vPZehsaFYIwePbqhoSHoUQCZx40MQBYQECJnOQ6PyOasdD81d1znkGnmWabFZUWZGBGCxC87chU/2wCygD80AAAAAJCnyBACAAAAGAbYdiIIZAgBAAAAIE8REAIAAABAnmLKKAAAAIDgse1EIMgQAgAAAECeIiAEAAAAgDzFlFHkrGg0GvQQMAK0NLQGPQQMFr/syFX8bCPvsMpoEMgQIme1tvJGHwdXv60h6CFgsNrb24MeAjAkuJEByAIyhMhZRUVFQQ8BQ2XlypWVlZV9y08//fTDDjssrabKx5S2NrVlaFzImJn/6/DpH53St3z6bENhJBLp7Owc+kEB2caNDHmHDGEQCAiRs0pLS4MeAobKddddZyxftmzZD3/4w7Saqpo8tu69XZkYFDLp/O98bu4/faKfJ5eWlhIQIidxIwOQBUwZBQAAAIA8RYYQAAAAwDDAPoRBIEMIAAAAAHmKgBAAAAAA8hRTRgEAAAAMA6wyGgQCQux30UUXrVmz5uc///k555zT92hXV9e99967du3a2traRCJxxBFHHHfccZdddllxcXHfk+vq6lauXPn2229PnTr13HPPnT179tAPHwAAAEDamDIKEZHly5c//PDDtbW1zc3NfY++8MILs2fP/vrXv37vvfc+//zzL7300oMPPvjNb35zxowZf/7zn3ud/NRTTx199NEPPPBAJBL5r//6rzlz5tx5551ZuQgAAAAA6SFDCHnzzTevueYa29GmpqYvfOEL9fX14XD40ksvPe6440Kh0Kuvvnr//ffv2LFj0aJF//jHP6ZPn9598sUXX7xw4cIHH3wwFAqJyE033XT11VefeuqpxxxzTJauBwAAAED/EBDmu87OzkWLFkWjUdsJP/zhD+vr613Xff755z/+8Y8nC5cuXXrhhRfOmzevra3tuuuue/TRR5PlzzzzTENDw69+9atkNCgi119//e9+97vHHnss+wFhQ0NDlntE4E455ZR0q2x6c8tQjAQZ93+ffuPHF9xhPHRs6xk6pDxJ9Cp3XdfzvPf8N7f6tT3LJ0+evHXr1qEaKJA5DQ0N1dXVQY8CyB7NthNBYMpovvvWt7711ltvzZgxw3bCX/7yFxFZvHhxdzSYdMopp3z+858XkTVr1nQXbtmypbq6etSoUd0lSqmZM2du3rw54yM/KN/3s98pgtX9SUT/+R4PsI8MibjX2dpp/CeilEhIQr3+KU+FJOT0udO5rhvIJQDp4kYGIAvIEOa1xx9//O677y4vL7/vvvvmzp3b94RoNJqM5U488cS+R2fPnv3HP/5x8+bNnZ2dRUVFIjJr1qwdO3Zs3rx56tSp3S28/vrrV1555dBdhc3YsWOz3ymC9fzzz8+bNy+tKtNmT37jufVDNJ4RK/0PaFPWOPvS+Vfc+uWt27aueHjF5EmTLrrwyyLS2dopSopKi4xVIsUFaY/B4kc/+tHnr/xUP0+eP3/+a6+9lqmugUHiRoa8w4e0QSAgzF91dXWXXnqpiNx1113Tpk0zntPW1vaNb3xDRIzhYnJOZlFRUTIaFJH58+fPnDnzoosuevzxxysrK7u6uq644oqOjo4lS5YM1WXYKcWsg7zjeV66VRyXiRJDrqCooLi8qKi0MBwJJb8WkeR/syASiZSXl/fz5HA4PKSDAdLCjQxAFhAQ5inf9y+88MLGxsYlS5YsWbJk+/btxtPGjh17xx3mh3Z27NixatUqEfnsZz/bXVhYWPiHP/zhi1/84rRp04499tja2lrf9//t3/5t8uTJQ3EVAAAAAAaDgDBP3Xzzzc8+++zUqVPvuuuu/tfatWvXSy+91NDQ8Morr6xatWrfvn3Tp0+/9dZbe54ze/bstWvXPvPMM++8886UKVPOOOOMMWPGHLTlbdu2pX0NB7N3796Mt4lhrrm5uftnadeuXS0tLQ0NDal/ulqjzVHpyMroBqhLogmJxyWWxXFmOCnR1Nq4bdu2nTt3trS0NDY2Duz3fXf97oG9Ag379va/x1gsNoAugCGyY8eOofiZnDRpUsbbBDKDKaNBICDMRy+//PKyZctc133kkUf6P5MqWfELX/hC9//OmzfvP/7jPyoqKnqdVlhYuHDhwoULF/a/5fvuu6//J/dTe3t7xtvEMFdTU9P9s7R3795169Zt3bq1vr4+RZU3d9bs0nuyMroBikusTZo7dXtC4kGPZYBeWh9K3Nfa3NxcU1Pz/vvvt7a2DqCRund31fnvD6Di39c8vSfc3zVFd+/ePYAugCGycuXKkpKSjDe7bNmyjLcJYOQiIMw7LS0tixcvTiQSy5YtO+mkk9KqW1lZefLJJ+/bt2/Tpk0dHR2rV6/+5Cc/uWrVqilTpgxyVEPxaWVLS0vG28QwV15e3v2zFA6Ht23bVllZmfqnqyxSvk8NJD7JGiVOSHeEVUGhZOmhu4xnCEeXjpk0aVJxcfH7778/ZsyYgf2+x/fpQikeQMXKirH97zESiQygC2CITJgwIa3PbYERj20ngkBAmHe++tWvbtq06aSTTrrhhhvSrXvqqae+8MILIuL7/ooVK775zW++9tprc+fOra2tLSwsHMyoksvbZNbu3bu/9a1vZbxZDGfHH39898/SO++8E4/HZ82a9aUvfSlFlXdWbvdqM7ag5VDokDYtfpGUjJfBfvLSbxleZfTEo0+99NJLtmzZ0tHRMWXKlEsuuWQAY3rlrzVrfrVhABVP/18LLrj0swc/T0RE7rvvvvfee28AvQBDYfHixexDCGCosbxefvnjH/+4cuXKioqKRx55ZDA7cTmOc/HFF//6178Wka1bt65cuTJzYwQAAACQJQSE+WXDhg0i0traOmvWrMIeDj/88OQJS5cuTZY8+eSTB23tvPPOSy7R/o9//GNIhw0AAABgKDBlNB/5vt/V1WU8FI/vX7UiuZ/bsmXLfvKTn1RUVCS3HOwlHA6PHj16z549ttaC1dExrJeOxFCw7aiZQuPOpqEYycimMrfOmxIl6rX//scDN/57Q/PetWvf2l6xW20q9j1/3QvvOK7zkVNm9aqxZf325vrWKUcfWjH2Q49Ovbt2c/q9KxF5btUrnW2Gv1EVVWXnfv3T/WxpypQpW7Zs6VvuOI7v+8YqkydP3rrVsJjN+PHjd+7c2c9+kee4kSHvsMpoEAgI88vixYs/8YlP9C2vr68///zzReT6669fsGCBiMyePVtEjjvuOM/zGhsbN2/ePHXq1F61mpqa9uzZ033ycMMqo3loAOsbNe1uHoqRjGyZux8rrUSpund3rfzpn6LSXudvKlIlW//aJLL/scM3nn/bWG/di7UZGoF6d+1mYzB56Izx/Q8IJ0+enG5AOGnSJGNAeMghhxAQop+4kQHIAgLC/DJ58mTjHvHdG9MfeeSRp512Wnf5xz72seQXv/jFL26//fZetbr3rJ8zZ07Ghzp4Q7FUN4a5TZs2zZs3L60qYw4Z1drUNkTjGfZG2mJu1vFm7EKuuOKKs88+u295RUXFmWeemfy6paXltddeKy8vP+GEE5RSWpsD6IqKik9/2hBwlpaW9ty/p6ef/vSnnZ2dAx07chA3MgBZQECIVCZMmPDlL3/5oYceWr58eXV19be//e3kQ4OxWOy22267+eabReTcc881Zh0DV1w8kBXqMaIZczipjT5k1Ja3tw/FYEa2tCMsW4URFnNefPHFBz2nrq7ut7/97YQJEy6//PLM9v7b3/7WmFRE3uJGhnyj2HYiCCwqg4O4/fbbDznkEM/zvve971VUVMyePfujH/1oRUXF9773vXg8PnXq1HvuuSfoMQIAAAAYCAJCHMSYMWPeeOONSy+91HGczs7OdevWvfnmm9FoNBKJXH/99W+99VZVVVXQYwQAAAAwEEwZhYjIoYceansMRkSqqqruvffeW265ZcOGDe+9915BQcGRRx55xBFHRCKRbA4SAAAAuYxVRoNAQIj+qqysPPHEE0888cSgBwIAAAAgMwgIAQAAAAwDZAiDwDOEAAAAAJCnyBACAAAAGAbYdiIIBITIWb7vBz0EjACJuBf0EBCMeCyxt67ReGhUVXmooL/3x707mozl7S2dXZ3x0origsJw36MFhaHyMaX97CISiXR1dfXzZOQSbmQAsoCAEDmroaEh6CFgBNjy1ragh4BeLB8PD+BTY2VtSrnunrrGJUd803j89md+cNQnZvSnBy/hX3Ts9en1LiIix5x8xM/+aO69rxNPPPHZZ5/t58nIJQ0NDePHjw96FAByHAEhcpbrukEPAdnW0tJSV1eX/Hr37t2tra2NjY11dXUFBQW2DTPdMD8nw481krIdMJerkbY8wfjx4z3PkLKuqKiYOHFi3/J4PL5nz56hHxcCw40MQBYQECJnjRkzJughINtuu+222267rVfh1772tSlTpmzevNlYZerRk9buaR7ykQUsUzm3lBUy1lqK0dqr2CoZ03TD9RGVl19+Oa3zt27dOmXKlCEaDIYDbmTIOyPrY7xcwSqjAAAAAJCnCAgBAAAAIE8REAIAAABAnuIZQgAAAADDwPB4hrClpeXBBx986qmnduzYUV5eftxxx1166aWzZ8/ufwt/+ctfNm3aZDt67LHHnnLKKRnvdMAICAEAAABAROSNN9743Oc+13Mtuueee+7OO++8+eabv/vd7/azkR/84Ac1NTW2o1dddVWvgDAjnQ4YASEAAAAAyN69ez/zmc9s27YtHA6fc845p59++oYNG/70pz9t3779mmuumTBhwpIlS/rTzsaNG7Pf6YAREAIAAAAYBoKeMvqzn/1s27ZtInLPPfdccsklycJrr7324x//eF1d3Xe/+93zzjuvsLAwdSPJnZBF5Nlnnz355JP7nuA4H1rGJSOdDgaLygAAAADId7FY7De/+Y2ILF68uDswE5GJEyfee++9IrJz587HHnvsoO28++67yS+OOuqokEnPgDBTnQ4GGULkrObmnN9tHOhJZe6T1fSbyuBW7wNoSlkGbNyVPkW5iIRCynF++e1HRldX9CxuaWrbU7evfEzpuEPHtHY2/2PTK6VF5Zv+u1P7AxptyH37H9uuX3xXryObN+5OxPypM8eHwm7P8sa9rY31rWPGlY0ZV96zvL2tY/70K7X2WmN7ezVVUTJO+6oj3pTwYz3LS0pK2tvbG9q3vN/4cvpDR7Y1NzdXV1cHPQogX6xevTqZ2Vu6dGmvQ/Pnz6+oqGhubv7rX/960Amcyfmio0ePrqqqylqng0FAiJwVi8UOfhKQOzI4zyb9pnS6gdxAwr70q6Tfh+OI42x+Z8fmd3Z8+IASR7Xua697f3fUb9/ZWV/oduhtb4uIsg1MKdGWMNVxYnGv5oUNvQ85rih589X3TFVUa3PHlnd39zoSdgtFpDJUYqjiSoVb1LtcS2FxVVeiwzxmDDPcyIBsWrNmjYi4rnviiSf2OhQOhz/1qU89+uijr7766kHbSWYIZ86c2V0Sj8fD4fCQdjoYBITIWaNGjQp6CBgudu/efeaZZxoPXfv167903bl9y196fM1//PqpIR5XxpkikwEmDi3bj27ZAAAgAElEQVRNWc9W2pyj61lNiVI9/mtrS1laUqIsV+Jo8xMQ1kygUq4tirPUSMGxB4TGAdjOz6Izzjjj1ou/sW/fvieeeGLUqFHnnHOOiHz605/2/QFkPDGEuJEh3ygd5F/IDRs2iMjEiROLi4v7Hj366KNFZPPmzYlEIhRKFUMlM4SHH374gw8+uHz58nfeeScWi82cOfPYY4/93ve+d9RRRw1Fp4NBQIicZfskBnkoGo0+/fTTxkPf+9735pz+0b7lTbv2jcCA0CIrt1d7hDeQttI8kCJUTXfWaEZfLGMvKSasZsv48eMXLFiwZ8+et956a9y4cQsWLBARx3EICIcbbmTAwPztb39LcfSTn/yksXzXrl0iMn78eOPRCRMmiEgikaivr7edk5TMEP7+979/+OGHuwvXrVu3bt26Rx999MYbb/z+97+f8U4Hg4AQAAAAwDCQoacfkp9zWTsxzucXaW9vFxFjpk5EioqKep6WQjJDmEgkzjzzzEWLFp1wwgmNjY0vvvjizTff3NLScsMNN8ycOfOf/umfMtvpYBAQAgAAAMgdthxgasmndm0zM7vLo9Foikbq6+tjsVgkEvmXf/mX2267rbt87ty5ixcvnjNnzt69e7/xjW986lOfKisry1Sng0RACAAAACB32J4TSS2Zpuvq6jIe7Q7JurN2RlVVVbbgbfLkyT/5yU/++Z//edeuXa+88koyas1Ip4PEPoQAAAAAhgE96H+DkEzZtbS0GI92lydPG5jPfOYzyS/efPPNrHV6UASEAAAAAPLdtGnTRGT79u3Go3V1dSJSUlLSn90FbSZOnFhSUiIiW7ZsyVqnB0VACAAAACB4Sg/232AceeSRIrJ3796dO3f2PfrGG2+IyKxZs1TKxaIbGxt37dq1b98+49FoNNrZ2SkiM2bMyGCng0RACAAAACDfzZ8/P/nFM8880+tQNBr9n//5H+nHcjU33njj+PHjjzzyyEQi0ffounXrkhv8zJ49O4OdDhIBIXKW7fFcoKcxY8YEPQQMXuZ2mc/gJ7Bp76aYYp/FtIdl+5RcO0qH3Pff2/P0n9eufnrd+xt2vbNu+9N/Xvv0n9fOnLTwqCnnTKg8tte/WdPmTqg8triwMt0xYPC4kQHZNGPGjI9+9KMi8qtf/arX1hQrVqxIPs73xS9+MXUjixYtEpFdu3bdf//9fY/eeOONIlJdXX388cdnsNNBYpVR5Czb47lAT5MnTw56COifgUR3yhwYpWoq3Y3s0+/dSdGUMody1kAxRedKjBttOY6OhDdtabj1h4/HEu3b6t8pCJXUvlIgIhMqjxORiVVzDLUq5e0tT3REG+wjx5DgRgZk2Q9+8IMvfvGLL7/88o033rhs2TLXdUXklVdeufbaa0Xk7LPPnjPngz+SjY2NRx11lIjMmDHj+eefTxaedNJJxx13XE1NzZVXXhkKhb7yla84jiMie/bsufrqq5988kkR+cUvflFaWjqwToeCsu3MCIx0Gzdu7J6fDdhs3LjxsMMO61v+1ou1f/mNedHqp1esztTOuf3RIW279NYiVTJepqQ8MXNZsvSbUilCL7V/KkpUt9f57xepkgnO9FSdO0oZe0pxIY5rLncd26iUY5kgE3JFG3pSjuqOCaN++/bOtyNu8aTCo0REQpamHMc8aMexhpch1zxg19KFEq1sF2Iu164j4f2fBccS7dvq1xSESiZVfUxEdKpIVSrG1xePbu1ZsmXLltWrV6eogsF79913Dz/88KBHAWRD8hm5abfdOsh2Nn3rO2Lfer4/Lr744oceekhExowZM3fu3Nra2rfffltEJkyYsGbNmgkTJnSfuXfv3uRaLzNnznznnXe6y7ds2fKxj32svr4+2cj06dP37t27ZcuW5Kguv/zye+65Z8CdDgUyhMhZQ7o+L3LG1q1bjQHh0SfNPPqkmcYqzzzyvO/5QzyuAdCZm+9obcocqh04lp4UOTfjkR6xZW+2SEYp81P4KhmtWUZlrqJ6VHFEKVHO/hLbqJQl8FPKGuA5ynzxSlmv0bUHw+aXcYA/JJdccsnZ537oI+qXXnrppJNOGlhr6CduZED23XfffVOnTr311lsbGxsff/zxZOGCBQvuvffefgZmU6ZMeeGFF2644YZVq1Y1NjY2NjYmyydNmnTXXXd17zyR2U4Hg4AQAAAAAEREQqHQj370o+985zvPP//8jh07ysvL58yZY/zseOzYsbZU5BFHHPHoo4/W1dXV1tZu2bKlqqrqmGOOmTRp0uA7HQoEhAAAAACGAdOk/UCUlZWdffbZg2xk4sSJEydOzHKnA8AqowAAAACQpwgIAQAAACBPMWUUAAAAwDDA7gdBIEMIAAAAAHmKDCEAAACAYYAMYRAICAHAwPd9x7ZVHXLZcFngbsgM8ALjca+rK9GzpCvmhULFIr7ve8Yqvp/gzR0ADH8EhMhZ9fX1QQ8BI9hLL7108sknBz2KkW8A26DbqgysKWM8kqIpZQlhBvDpgOOIcX+qFE3ZBuxamkpxIY4yV3HTfhm9wpAOO7+4+5lf3P1Mz3Itcsq8H6So+OrLt3W083d4UOrr66urq4MeBZA9ig+RgkBAiJylBvD2Efmnq6srGo32LY/H48ZyEYkUFXgJQ0okHktoP8BbWR7/wCtz8KPE9qpk9rWytabNhyzFB5oyXIi1hrI3lf4lphoXAsKNDEAWEBAiZ40dOzboIWAEOOuss9KtkkgkXNftW37b5Xc/ee8zfcszLWV2KyNNDfAtqLGa6pHFUqIO/EvxTlc5lpaUKHNuTdlybo6tilKupYrrmC9EOR/k1jxXXEdcR8IhERHTD4OIiOOIY2xKiaV3HbI1pbTlGrWtKdfyMjqiD7wmvhPSrqNDrh8JiYgOOebPM4xXgazgRgYgC3hCBgAAAADyFBlCAAAAAMMAzxAGgQwhAAAAAOQpAkIAAAAAyFMEhAAAAACQp3iGEAAAAEDwlGZZ4wCQIQQAAACAPEWGEAAAAMAwwCqjQSAgRM5qbm4OegjIL01NTUEPYYipFLdq2y7z6U/+UZZuBjCNyLKRfaqmlDJf4wA2Z7dVSdGUUqIN3WvXUaZR6RQvr2NpynHSfb+lbXOJ7HOMvEJHlJpxwqJEvLNnefmoKl9FYl2tsU7D3+dEvLP21YfTG1yua25urq6uDnoUAHIcASFyViwWC3oIyC9dXV1BD2GIBfzB7QBiS9uYU0WEljrph6mW6C6DF5IiQtdKjDFkyqje1pRSaV6Idh3tSOnoSX0POUpCBcXFZYYgJx5rT29keYAbGfIOGcIgEBAiZ40aNSroISA3nXXWWY5jSI7Emrzw8QV9y6dPOezUOfOKSosmzZzQ69DPLlrevLfF1En6b9szR3X/x3IsjXLpmSRUHyqxZbeUJbOnlJhedhERxzUOQCnHnI5TSlxLU65jHpjToyknJI4jriPhkIhIyDW2pB3X2nvI3LvvhpQxjHOVb7x2pXxz56Jdx/xNcT5YssFzHT/s+AXKK3JFRIfMyUPtiLa8vtqS7WRViEzhRgYgCwgIkbPC4XDQQ0Buevrpp9M6/6TISb++/pfGQ2VjSiwBofSIsdSB/2btXXbqBFq6VWw1UjRlPKSUNYZUlhqWXpSyh6O2Q+pDka3qUWINU63hqLZVCSlz6OXaQi+lXUtI5louREl3U9p1RCmtlHYdEbFGd/apodZDBIQZwo0MQBYQEAIAAAAInnmuO4YY204AAAAAQJ4iIAQAAACAPMWUUQAAAADDAFNGg0CGEAAAAADyFAEhAAAAAOQpAkIAAAAAyFM8Q4icFY1Ggx4CkEW5s/ObfcP6NGvYtzocQO/pN2XdtD3tpmw7BKZ4TbRj3uI+xaaC1qaUUtrQ1gB2n9eWDSNFRIfEcSKHzDylV3lZWVlra2vT9vVd7Y1p9zfycSNDvmHbiUAQECJntba2Bj0EIIv0iIoJMxzdKfNCBEqZ1ydI0ZSjxBT8iGPpwk47SvmmKpat5Pf3YqqiXaW8NEMyR8Qzjcp1jE2loB1RpqbEsb8ktlfL+ioqLywi4SlzPt/32BiRaFtjfgaE3MgAZAEBIXJWUVFR0EMARER27ty5fPly46HTF53S2tjWt7x+W8POTXvGTRp7yLRx9fv2rKl9aWxF1f+adVJ7S8fTD60e4vEOlDE4+XBGSPU80Z6K08ZjSsSxpLccMWeelDKn6ZQS17U0ZY5ytKu6H7LQ2tXKEcfRyUZC5qZUSBkvRDvKdiF+yJwK1I7yXUMVrURC5tfRDzsSMoejfnh/FV85fkjpsOMVOmIPL7WjPOMlOmL7LvquKFNz/kCfVDnnnHNGhef3LKmpqXnhhRcG1NhIwo0MeYcMYRAICJGzSktLgx4CICKyadOmK6+80niotrb2iCOOSF1948aN8nDnYYcddtFFF+3b0zxMA0LrRMAPRwCq5z9rRKiMh2zRnYhyHfMIHMcceilrFCeuYx6Yoz6oolxxHQk5UhASER0230m1q8QYxTlKW3r3w47xOrSrfEte0S+wTEx1jRGZiFLds0YTjuOHlRdWiaJUAWGylqEL++kpGHONB3X55Zefctz0niWPPfZYPgSE3MgAZAGLygAAAABAniJDCAAAAGAYYMpoEMgQAgAAAECeIkMIAAAAIHhsOxEIMoTYr729fdeuXf3Z8ohVsAEAAIDcQEAIEZGOjo4TTjhh/Pjxq1atMp7Q1tZ23XXXHX/88WVlZeXl5dXV1fPnz3/44YeNJ//5z39euHDh9OnTzzjjjLvvvlsbN/UCAAAAEDQCQoiIXHXVVe+8847t6Isvvjhr1qxbbrmlpqamra1NRPbs2fN//s//ueiii0477bS9e/f2PPlnP/vZZz/72YkTJ958880nnnji1VdfvWTJkiG/AAAAAADp4xlCyKpVq+69917b0Vgs9pWvfKWuri4UCl177bWf+9znxo8fv379+ttvv/2pp55avXr1ZZdd9qc//Sl58vvvv3/jjTf+/Oc///a3vy0iF1xwwWmnnXbmmWcuWbJk4cKFWbqeAzxvYPtdAcHr6OgoLi4OehQjiH2T+7RbGvKmUm73Zy62VrE3NYAqVimass3/sB5KUSdV79v2NG3a0dCzeFdz1+hJR3mJWLyzVWs/0dWhlBOKfPBb09m8R0b+/BRuZMg7I/63dkQiIMx327Ztu/zyy1OccPvtt7/77rsi8sADD3Tn+g499NAzzzzzX/7lX379618//vjj//mf//nZz35WRJ577rlQKHTVVVd1V1+wYMEJJ5zwt7/9LfsBYWNjY5Z7BDJlzZo18+bNC3oUAXEc8/t44xbzA2tK2ZtylPiGKtp10o2kdMhRpqaMu9Xvr+KI8g3lflgpU1yg7YPyQ+IkjE2JMpWLWIM1P6SchOk1ccQ4KhERpYyvvHa08QJThKm+q7Qjt/1+tfx+da9Dh51xafILL9a5e/1zbqS4+shTu4/WrPy+Fz/4U/HDXGNj44QJE4IeBYAcR0CY1zzPW7JkSVNT01lnnfXkk08az3n00UdF5KMf/ejixYt7Hbr11lsfeOCBzs7O5557LhkQtrS0lJaWhkIf+rkaNWpUS0vL0FxBKr2GAQxDGzduNGYAdu/e/fbbbye/3rp16969e4uKit5+++1Epzf5yInGphp37evq6BpzyKhIcaRnebQ92rS7ubCkcHR1Ra8quzbXa18fMnWc+nBc0bK3raO1o3xsWUn5h7KU8Vhi7/bGcCQ8duKYXk3t3dEYjyXGHloZLvjQ713T3n3R1lhhaaRkVFF7vKB5X3FpuLR6VKVo1bi7VSl1yNSq3qPa1pSIG0IWLaLSTd8pMYcaStlCKaUsUZbq0Yuj9v9v8kxbVKaUNoV+Wilr8tBxjEvsaaXENZ3vKt9UnhyVNv0J9F1xDvSgHREl4oh2RUR8pZQpItSO1sZeHKWtH+Zr8yMpSoyviaiUecg8xo0MQBbwhyav3XTTTc8///wRRxxx++23GwNC3/ffeOMNEZk7d27ft2LFxcWzZ89+9dVX165dmyyZM2dOfX39c889N3fu3GRJXV3dSy+9dO655w7ldZiNHj06+50CaUkrc37dddeNGzdu9+7dQzeejPvlL3951VVXSavIzg8KX9z5t7KyMtvnRDct/c0Lf67pW66UiGuJfsIF5rDBcSzpOCVhc1M65JoDPEf5of1VtBPWIdcPu35hgYj4EXNTfoGrXUNT2lF+gTnKSUQc44X4IfFD5jDVC1tiy5Bl1miPkCzR6cSLlC5WnWOcDw4b2jL2IKJFWWamKt9cS/natqZ8qrXm83gKGTcy5Bu2nQgEi8rkrxdffPHHP/5xOBxeuXJlSUmJ8ZzW1tZjjjlmzpw5p556qvGE9vZ2ESkvL0/+78knn3zWWWctXrz4v//7v+Px+Nq1a88555zx48d/5StfGZqLAAAAADBwZAjzVHNz8+LFiz3P++lPfzpnzpzt27cbT6uoqHjttddsjbzxxhvr168XkeOPP767cOXKlVddddWnP/1ppZTv+2ecccZjjz3G8hgAAADAMERAmKeuuOKKLVu2nHHGGd/5zncG1kJTU9OSJUu01qWlpV/96le7y0eNGvXggw/eeeedGzZsmDJlytixY/vT2tNPPz2wYaQeYcbbBIIVi8WG4pdl6NTW1hrLE4mE7UI27ni7IWb6iErZ15XxQuYpo8qxPOCndMjSlOsYH/DTjtIHZp/G4x2dXU0JL9rQ8p6I6LC5KT9k7l07yjz/U8QPK/OUUVeMs09FiWcsFxHXPmX0QLnX1RlrafC6Olq3bTA3sn/E1iPW+Z/GlWNEJMWU0QEM4EC5n+jqam1wom0tOz64EK1tgxhJVq9ePRSzRhcsWJDxNgGMXASE+ej+++//93//9zFjxjz00EPOABbuE/n73/++dOnSzZs3K6XuvvvuysrKXieUlZXNmTOn/w3+z//8zwCGkVpyOiuQS+Lx+FD8sgyd999/31jueZ7tQrbu3tgU32U4oOyLx3iWZwu7133pc8C6Pqdjfoqv5zo0ntcVjTXHvc59rVtFxBZbate8eIxWluhOLA8KimjHuhaL7UL2LxhjPHSg3E/EYq1NTrS9fecm86mpaXsUpy3PENr3gRjIg0PdAaGXiLXvU6Fw254PLkT7uRAQrlmzxvZMx2AQEGL44hnCIBAQ5p0NGzZceeWVIvLb3/524kTzcoUpbNy48ZprrkluPFhUVLR8+fKM7Dv/yU9+cvCN9NLY2HjrrbdmvFkgQAUFBUPxyzJ09u3b99RTT/UtD4VCtgvZsaajfbPp3pQiQxiyZwjNoZfStvVpXEtSUYk+sKhMLN4e96LhUHFlxWEi4lsyhDrkmBeVUUpbVoLxBpAhtMWQrj0gPDBer6vDi7a7kaKySUeYT91fwVpu3/XCGhAOxaIyXrwrEW1zwpHyCR9cyK63ns2BHOGpp546ZkzvRX0BILMICPNLLBZbtGhRe3v7ZZdd9oUvfCGtuh0dHT/5yU/+9//+37FYTEROPfXUe++994gjUr6N6LdTTjklI+30NLIWYwT6IxwOD8Uvy9B5/fXXjeWu69ouZHX1+m3hVsOBjK4yqi2rjIpllVHtqO6AsCvW0tqxK1JQNqp0sozsVUbbOvZsDxWXloyfZmzkQFvW8lRTRrOwyuiBci/W2V6/xY0Ul4774EJUit0mR46Pf/zj1dXVQY8CQI4jIMwv99133+uvvz569OgvfelLL7/8cnd5fX198ov33nsvWT5r1qxRo0Z1n1BTU3PBBRckd6ifNWvWzTff/PnPfz67YwcAAEAuy++dRwNDQJhfmpubRaSpqWn+/PnGE5YtW7Zs2TIReeKJJz7zmc8kC2tqak477bTkpvM33XTT1772Ndf2OT0AAAAwMDxDGIRcmFCBIbV169ZPf/rTLS0tM2fOfOONN6688sqREg02NDQEPQQge9auXWssT7FzTEdHh7H8pZdeMpZv3LjR1pTtkK2pDLMtNhOy/LGyrSgjos1TTMW3rUpq51smc9rKRayLzXgRS1P2P8Z+2FzuRaxV0m1Kp7gVHOzxxd7lqZICljmxKWqIiIgT7u+lHn744f08M/u4kQHIAgLC/HLddddpk23btiVPWLFiRbKkOz34r//6r3v27KmqqnruueemTUv5nMkw4+fEEnNAP8XjcWN5IpGwVdGWJR8H0JTnecby5CPHOcAWcg7AQFbTtPSeYlQpQ6w0DaCpNKukjAcHmC8wr89jMpw/5eRGhryjB/0P6WPKKFJpbW196KGHROS73/3uuHHjgh5Oevq5BSIwgtTX19t+E7XWyrjJgaV8YFVsbFU6OzuN57e1tdku5N577v/6zxf3LU/EvY62aDgcKirtnfn5/z5ze2uLqSNl3lRQRHSBOQbQYdc31dAhp3t7CS8U1gWuLnC9krCIeEXmphIR836Dviu2RWXiJWL8oNYrEN94u3bELzC2JH7InI7T6oMevHaJl4oulY5DzI0kKd+6r6Bj+YhAxcxVlKesTZk/hRDH/FGDiP6gC99T2lHa+dDSO7Vvv1VS9KHk5rXXXvu73/2ub0uFhYV79uwxdnLaaaetX7/eMoJs4EYGIAsICJHKmjVrWltbReSJJ5545ZVXbKedcsop3/zmN7M4rn5J9x0tMPxprbuXgBrRUlxI3O+qqCw1HqqUCmO5E7LvsWBZaTNV9sgWQ6oPvtDJ/6oPlRvONzaVYvNAZUlrKcuEHmWdhOk7B6+S3KtQ2xtJTemUqUtjmyk+v7d9R9QAP/KvqhpbUvShcLmsrMzcg1JVVVXGQ5FI+lNsM4obGfIOKb4gEBAilffeey/5xfPPP5/itFCIHyQAAABg5OF9PEREIpHIvHnzRKTXfkeu6ybLUzvqqKOGamQAAAAAhgwBIUREqqqqnn322b7lS5cuXbp0adaHAwAAgLwz0GWkMCisMgoAAAAAeYqAEAAAAADyFFNGAQAAAAwDTBkNAhlCAAAAAMhTZAiRs1paWoIeAoBs6GjvMpZr11Ha9GmzfW837TpiqqJNW8xLys+yrVXsN17tmvdz9wrMCy1o195UWCvPMABd4Esivc+CdUirmKkpR1u2TbRuHmivkHnX3vOXgtCHXqC1HROOuWBZrK0p3tnas7ykuvrbv/iPiVUV31p8WrZG118tLS29Vv8GgIwjIETO6uoyv0cEkGMSCc98wB6WWFmrmOukaMl3lGOK7nzLrvQpmtOuqITxfG2t42oxBYQpJgZpZVnfz1ZlALFdit3nM+2ldZt7lTh+OFwYDhf23p6+S+S5mvdmTDLvTR8sbmQAsoCAEDmroqIi6CEASNstt9yyYsWKvuXz5s27+uqrjVUKRxd3tJreNzvKNwVyWomEzck1r8Ax5g/9kPIPZPw85fhh5YedRJErIolic8DkF4jnmptKFBprSLzUXO4V6bjxdq20V2QKOkWk0NdiipNdcQ4El35rTJd6uizhV8dERPvmaFh7jioxXIjyRXeZrz0UVca42kmIEzNehz0YjpmPKC1yIEjWrmhHxDmQMvUyFmDefvvt+/bt61v++9///ve//32GOkmFGxnyDdtOBIKAEDmroKAg6CEASNuaNWuM5YlEwhYQhiJh3RE3HHCUObOnRLuWtJfrmPOHruqeAqpDShylD5T4YXP04Ycc33SP9UPiR8yd+wXm7KUXtlRR4hWb3z2piBbHcEgprQ+U64Svw74u0LrYk/0BoYFOiG9MNvqiLIlT37fkYS0JWCWiLFlexxWxxLwfdN73iwyZN2+esXzr1q3ZCQi5kQHIAgJCAAAAAMMAGcIgsMooAAAAAOQpAkIAAAAAyFNMGQUAAAAwDDBlNAhkCAEAAAAgT5EhBAAAABA8tp0IBBlCAAAAAMhTBITIWR0dHUEPAUDaJk6caCwfP368rUpXl2kTQhHzJoQpmTchFPGdtJvyXcsBW7m9dwlbNhs07TS4v0bIvK9fJJQwlqfguuZ9AFO9urZDmd4nMD0pMw/NbdH+t7R169bBDqZ/uJEByAICQuSs9vb2oIcAIG2TJk0ylh966KG2Kl1RS5Bji+JSRHeWQ9oWxdlb0pZnMrwUz2rYArwCc0jmuCkCQvNrUhg2B88puI5tY/iRNrUrZTi6r62z/y1t3rx5kGPpJ25kALKAZwiRs0pKSoIeAoC0nXjiiQsWLOhbftxxx9mqFJQURKOGOMd3RLmmzz0d5YfMn4f6rkjIEDf4ruoO8Dxf+a74IfEiSpR4EWsM6YdN5SHxiow1JFGkzVFWge8UGaIyJ+SXlcSMTZUXd1aUGCKcSCgx6kB53OmoK4oWlDgTxjSJSNwzx5dd8XAkYnh5E54Ts0SwnoSVbzrUZX6tlBYVtxzyRYzJTl/0ge+hdkSUaLW/RClzLlCrVFnNivJC67E+pkyZ0v+TB4MbGfLOSPugKTcQECJnFRcXBz0EAGk7+eSTzzvvvLSqFJRGOhOmoMFR5qmeSvkFloAw7GjTER1SXsH+pryEo13lhxyvwBEliUJzkOEVmANCPyQJW0BYYk4SukXaKTJk/JSjK8rNUwrHFHYUuIYqIceLOPtfq6hE2wo7C4v05NGNItKRKDA21RIr7EgYriSecJtcy7X7ju8bDmlHaWV8fUWZA1tRviVr64s+ECNrR7QSORAQijLnAo3f2W6jyizfFZOsBYTcyABkAVNGAQAAACBPkSEEAAAAELwR92xybiBDCAAAAAB5ioAQAAAAAPIUU0YBAAAADANMGQ0CGUIAAAAAyFNkCAEAAAAMA2QIg0CGEDkrFrNsawUgWyorK43loZD148jRo0en20vCuAmhiHUbcvvu5LZDqbewM7NU0W6K3s1vhUIhw670IuIqc7mIRBzDVvIiUqgMmxPu79zyRszWixrIaoApXnqLDL47TNlUR5fhFWtrazOe3NDQkJERHRQ3MgBZQECInNXc3Bz0EIB895GPfMRYXi4lkqsAACAASURBVFhYaKsyc+bMdHvp6DC/abZFcSmiO9sh37IDe4oAx7PEvKkCQtccshRGzBdo3Ho+qSLcaSwfHTZHOGK/lALHEm8PgE47vLO+wNZYeIDq9xleme3btxtPfuuttzLcvQU3MuQbpQf7DwPAlFHkrEgkEvQQgHxXUVHxuc99Lvl1R0fH1q1bi4uLJ0+eXFBQYEt9JBLWIMcmVBCKxQy1tKOMWSHtWAM83xFljEEc8Q8Ecn5ItCPaET8kosS3B37Gdyba0X7YXMUNe8YIyHX9snC0b3lROD4u0mpsanS4o8ztMpS7naXu/le+vaBrV6ijJOxNjjSISFuo0NeG3pvixcaXMZoIRwsKjL0nwmHtm17GuKMTplfFT36zDLQyB4VKSfdgk+foAyWWlkREafu7xeKI4Vpee+212travuW2zGHGcSMDkAUEhMhZ5eXlQQ8ByHdTp079xS9+kfx6y5Ytv/vd76ZMmXLJJZdktpeissKu5o6+5dpV2jWl/BzxCiwBYVhpU6zohz+o4nvKDyk/LF6hEhGvyDwqHRbPFC7psCTKzOmtwrKYcgwRS3FR15gSwwUWOImPltcZm5peWF/qGGLIAkl0lzclvH2R5lGF7oKKDhHZ7VUYm9raVdmQKO1b3paI2KK4WNyNe4ZMqCeuL6ZoWCvfEL2KiOiEiOkjAl+L2525VAf+q0REtGPOEmglyhTxJo0dbbjG2267raamxlYlC7iRAcgCpowCAAAAQJ4iQwgAAABgGOAhwCCQIQQAAACAPEVACAAAAAB5ioAQAAAAAPIUzxACAAAACB4bCQaCDCEAAAAA5CkyhMhZnucd/CQAQdBaK2XdES5jbD2k6HkAVSysO96l35SrzPsWOvb1+FzLITfFx+8qvfX9Upw7Ej/ijycMt4xYLJb9kfTEjQx5ZyT++Rj5yBAiZzU2NgY9BABm7e3tWejFN20xLyLaHovadlr30v/41DftSi8iEjZHdyLihsyHRhV2GsuLXGu4Mto1VxlliS1FxPZGzLeEsAlt2Ho+yfPN7y60Z3nXkSJKtQRE6V/HQaai7Who6Vv4/vvvp6oz9LiRAcgCMoTIWaEQP95AwJqamjZs2JD8eseOHQ0NDZFIZMOGDZ2dnUVFRcYq06ZNC4fDafUyYeLo0rLCvuU729pj0YShglLaFpjYQkUt0h3+OCJKRB34TNX6yaoWU3iplSjHlr7zlTki1QWOIQAKKV3oxI1NhZRfZAqMwj0uPaokpCSspEiJiBRJwhgqFzhegTK8jAUqEbKlLh3tm44oR3zT9aXIFmtlCeQGlGBOUanANXwjI5FIZ6c5tM4ObmTIO2QIg8AfGuSs0aNHBz0EIN+tWLFixYoVvQqvv/76FFVWrVp13nnnpdXLnb+8yFh+18PPPfL4q33LtVJexBwa+GFlzHv5YfEi+7+OJ8QPiReWeKGISNwc2Iof1n7E8NZGhbVTao7iyou6XFPgVxKOTSxu7lseceIfKdpmbGp6qLXcFCsWSqjU2X8lewrkJVeqQvKxiIjIVq/e+F6sSHk73LK+5ftCRY3xEmPvuwtLuxKmNxiFjpcwBdC+2NKNfkgcU1CvQyLd5epAqNf9XTXHkDrFe80JY8v7Fk6bNq2mpsZaZ+hxIwOQBUwZBQAAAIA8RYYQAAAAQPDYdiIQZAgBAAAAIE8REAIAAABAnmLKKAAAAIBhgCmjQSBDCAAAAAB5ioAQAAAAAPIUASEAYATQOmcmEo2wCxlhw82oHPqpAwArAkLkrPr6+qCHACBjXnvtNduhhoaGtJrSjnlXehH79ujhtHoQETHuSi8iKmyNMUKOZyyvKOg0lkeUact2EREpUOamDNveH2Ab1l7PvPt8c6LI1pR5V3oRL2Z7fa3fEeOu9CJiuT4RsV5J6uXst+xq6ltYW1ubqs7Q40aGfKP0YP9hAFhUBjlLKes7DADDlud5nmd4s+/7vrFcRBKJhPGQ4yjHGPs51rhIK+v7Cd3jC939Rao/M+ZjA6hiq6Nt54soS1SUsndLOsxSJ0VLSsRPdbzP+fY3cSm+Iyl6HwBjrcDvI4EPAEA+ICBEzho7dmzQQwCQtgsuuCBTTd1yyy3PP3pN3/Itu5q+8IMHjFX8sGjT1Bntih858HVcdEh0WPxCEZFEiSWMCmldYAg8nZAuLIobq0RC8ZBjqBLXbsSUKVMicW2+j+/2wiVOrG+5K4kWtb/3Bs9v1rGQ72zz2kSkLlFkjDDjInsS5X3LYxJqjRcaexfRiYQpGej4ypQ81FpZM4GWZKDuUa48EV+Uf6DEs0R3OlWGdPKE0X0LZ86cWVNTY60z9LiRIe+Q4gsCU0YBAAAAIE8REAIAAABAnmLKKAAAAIBhgCmjQSBDCAAAAAB5igwhAAAAgOApNv8MAhlCAAAAAMhTBIQAAAAAkKcICAEAAAAgTxEQImc1NjYGPQQAw9HOnTsz1pZxB/Qk0670IuKGTPusJw8pc5WIa97IXinrwzae5f7e5tu2khdfmy9mV2yUsbw5XmRrKmbafV5EdNS0W72I5bpFRJRlw3rbRvZi/56k6EVE6vY09y3cuHFjqjpDjxsZ8o3Sg/2HASAgRM7yPOu7LgD5LIN/HAaw/IFKEUNaDllv1en3njImslUxDyvVtac5sBSnZ+3tnecZXptEwh53ZgU3MgBZwCqjyFmVlZVBDwFAkH7yk5/ccccdpiPKLSwxVvnN/Q8edvjh5SWFIfdDUVhXPNHWFYuEQyWFBTt37Hj4wXj1IYd8+ZKlCd//xL/fbWxKhbQTMsQYytWFYXOYobRyHUOVVi/imMo7VGhTrMrYVKNfWiCGvKLWTneE1dIZ3xzf3RgLP9tRLSLbY2OMoVld1+h98WJD7/GCbc0Vxt5j0bBOGMJYJ+G4Habw1hc3amxJlCeOKSZSnrhdB/6nSxxPVGJ/iZswB5HKE9OruN/kasO1HH744W+++aa1ztDjRgYgCwgIkbMchwQ4kNdaW1tbW1vTqjIqIkccag6xusVKi4sLwmWFkaqykoRvy5+JKGvGzz7V01zua6VN8zm1OJ42/6GL+44owy1ea9U94pjWnnYS4nTpkIgk/2toSrsx3zDVM66tvYtvzh9q24QunTJLaKuS1vkH4yrDtYRCAb9N4kaGfMOcz0DwhwYAAAAA8hQBIQAAAADkKaaMAgAAABgGmDIaBDKEAAAAAJCnCAix30UXXTRr1qwnnnjioGfedNNNs2bNeuutt2wn1NXV/fznP1+6dOmPf/zjYNdnAwAAwIihB/0P6SMghIjI8uXLH3744dra2uZmw868PWmt77777tra2s7OTuMJTz311NFHH/3AAw9EIpH/+q//mjNnzp133jkEQwYAAAAwWDxDCHnzzTevueaafp58yy23bN++3Xa0qanp4osvXrhw4YMPPphcrfumm266+uqrTz311GOOOSYzwwUAAACQIWQI811nZ+eiRYuiUcuWwAc0Nzc/88wzixYt+v73v5/itGeeeaahoeFXv/pV995N119//ZQpUx577LGMjbjf9u3bl/1OAeSkmpoaY7nnmTZNTykctlZxHPNsp5Cy76duEdOGnQNFpM0rtFXRlm0T90WLjOXRWNjalGlXehFxYuYuUuw8phLmcuNu9akpL9Vksl31LX0LN2/enHY3GcWNDPlG6cH+wwCQIcx33/rWt956660ZM2a8++67tnMuvfTS+++/vz+tbdmypbq6etSoUd0lSqmZM2cGck+Nx+PZ7xRATmprazOWa+P+6ykp+zMuKba4N/du70VbtoxP2LaSt0to1xVDRKq1bVyitXnQyre8W0sREGox95N6Y3rr0KxicUPoedBPS4caNzIAWUBAmNcef/zxu+++u7y8/L777ps7d67ttOLi4ilTpiS/jkaju3fvtp05a9asHTt2bN68eerUqd3nv/7661deeWVGB94vo0ePzn6nAEa0iy++uLS0tG+57/uOsz+Uisfje/fuDYfDd999t9Z61LhKY1NLr/ratKNmVReVlhYU9Cxf1/z+r983T5pQIo4p0IkmzLk4R/Q2bf5Dp0SUKfiKe25M72+tszVa1xUtihauaZkuIrs7y4xBVmNncUesoG95Ih5qazPnG90OV3xDTObElBM1lCtfQubH0sXxzElCxxM3dmC8Me0ktONKqEuLiBszh+lKa+Vb48gJVYZXctq0aevXr7dVyQJuZMg7pPiCQECYv+rq6i699FIRueuuu6ZNm5bizOXLly9fvjz59bPPPnv66afbzpw/f/7MmTMvuuiixx9/vLKysqur64orrujo6FiyZElmB98f3dNWAaCfUsyV6Gvbtm0pjlZe9JXPTj2yb3lMWkKOeQqoEvOEJ1+UZ8rs+aK7fNu8TXMuLu47nd7+6C7q+THfVV6oNRERkeR/+4omwtGE4c+p77meZWqom1DGgFB8pUxTPZUWY7mIiC/GCbPKlw/Slr6IFukusUwbUylXICwIGa4lEjG/JlnDjQxAFvAMYZ7yff/CCy9sbGxcsmRJBqO1wsLCP/zhD/X19dOmTZs7d+7kyZP/+te//tu//dvkyZMz1QUAAAByE9tOBIFPnvLUzTff/Oyzz06dOvWuu+7KbMuzZ89eu3btM888884770yZMuWMM84YM2bMQWu99957mR2GiOzduzfjbQJAP+3Zs8f4l21789bOHZaVQty4cZ5nwvFipkVUlOiYa3vGzJwhTPhO9EBSsas5GmvpEqXa6lpEpDNqTtJ1RSOxuCEPqT0n0WaYSioifqtrfPJPx5RvfChPi99ubEmcmDjGKaO+OPH9l5iIRROxDq11V1uDiDhxbXxTqFI+8Nm6T/f9fnV1daWokgWbN2+2Pb86GIcddljG2wQwchEQ5qOXX3552bJlrus+8sgj5eXlGW+/sLBw4cKFCxcu7H+VFStWZHwY7e2W9xcAMPReeOGFlhbDwpW7oo07d71trFLgeMbVUELKtyw0qm2zT208rRL+/gVIE9HEvo2NblFItBaRNsuU0a54KO4Z5hNp30nEzGuZqqjxWUhxPOVYAljHEnk5nnXKaPeqob6X6Gja6bhhpVTykDkgFHOgmOQ1l6xY0fuu0djYaK2QFatWrSopKcl4s8uWLct4mwBGLgLCvNPS0rJ48eJEIrFs2bKTTjop6OHsN3369Iy32dzcnPE2AaCfxo0bZ/zL5raXFDkbjFUijmfMEIaVZwz8lOiwdfsFc4bQ0yru77/1x9tjbdtbQsXh0onlIuLFLDtSxMIqYQj8tO9I1PwuwulwjBlCJ6GcmHmsjmU5Tydh3mFC+aIS3QFhLNqyxwlFIqWVIuJYtpdI/Qxh6aiyvt+vwJ8hnDx5ckVFRbBjALKJfSMCQUCYd7761a9u2rTppJNOuuGGG4Ieywe+/OUvZ7zN3bt3B7K6KQCIyCmnnHLhhRf2La9penf1P3Yaq5SEYsaAsNBJRFzDvEklujDNKaMfWlSmqbNrXzQyumjqWTNEZHdnmbGhls7CDtOWg37C7Ww1x0tus3mV0VCXck2riSotoVZjS+J2WaaMeuLEuqeMdsY7W92C4rHTTxARN8WUUft7zcOmVvW9E91xxx1btmyx1hl6559/fnV1dYADAJAPWFQmv/zxj39cuXJlRUXFI4884rrmqT4AAAAA8gQBYX7ZsGGDiLS2ts6aNauwh8MPPzx5wtKlS5MlTz75ZKAjBQAAQJ5hldEgMGU0H/m+b1s5LR7fP/vI82zPpYwYPEMIYBiqq6tLt4pxHqmIaOMSNCIiEvfdkOnZu85Egb2SWZdpvqiI6Li1IeUp0yOEYnyAUFI+NeQktJhGrCwPCorY3xH6xpb2q99rmLSaeqvJLGhubmbKKIChRkCYXxYvXvyJT3yib3l9ff35558vItdff/2CBQtEZPbs2dkeXKbFYpa3HgAQnM5O01N0KVmjGPs+Cr7lSEKrUJqLNvieEtdURdsnGfkipocSzEulSqoP9ZU2Lk8zkJUnVMrkQbTL8DRm4KtVcyMDkAUEhPll8uTJxj3it2/fnvziyCOPPO2007I6piEzatSooIcAIH/dfPPNDzzwQN9yr0C5E8wbCSy67oqCSGRq6SEh9aFw6m97/v5a0//te74SaY6b7+NdXsg3ZfA64gXtsf2LysRbI81dReFo8daW0SKyr7XYGHrFOguMTSnPCbWZew91KmPs53SJawxwtIQ7zMGa26XN0a0n7oFVRnXMVwntOL4b9UXEus6OaMceER4ytrRv4eTJk2tra611hh43MgBZQECInBUOm6c5AUAWrF+/fv369WlVuf/GX06eZPjMbkPbhlcbXzdW6d5UsJeoF/JMGbwuL9Qe3x8QJuLxmO/6npss6TTtPi8iftzVMUNTylOhmDl56cQtmwd6okxLhoq2lO/fb9BYrrunxDq+KC3K379BhbKlR1PuTV9kumUUFxfbzs8ObmTINyl+STF0WFQGAAAAAPIUGUIAAAAAwwAJwiAQEEJE5NBDD9X9y9Gfdtpp/TwTAAAAwDDHlFEAAAAAyFNkCAEAAAAMA8xCCwIZQgAAAADIU2QIAQAAAARPkSEMAhlC5KyWlpaghwAAGbBnz55MNdVl2chexD5Ty7bZYMJcLiKOaedAEXGMu9KLiGnTwiTr/oSWLjKrrq4uG93YcSMDkAUEhMhZXV1dQQ8BADKgo6MjU035vvW+b4sHlWcO/Ixbz6duy/bZv7I/NmStkmK968xlGFpbWzPW1oBwIwOQBUwZRc6qqKgIeggAkIbLLrusuLi4b3m81IuMN5SPHjvmjC+dGXJCU4sn9Tq0pX1Phxc9tOiQov/X3n3HR1Gtjx9/dtMLKZQEQq8JLYCAFAVEQLqAlWLv5QLqBfVarsj3elUQCyL2joAKKD+xYEGkhlCEUBMghJqQSnrZMr8/RveG7OySurPJft6vfely5szsc9JmnjlnzvHyL1/+86kTXyTuV99bCiymUm9riU9hnr+ISKGPVSuV8iozGE0aOaHRJD4OElXvYu1OP68yxajV32hQxLtIO780lolRKyyDVYzmv3YxmKxeJsVLFJ9iq4gYzIqimRQaRDEarhoaPWJEd/uNwYF+9oWtWrU6evSoZmCuwYkMHocho3ogIUSD5evrq3cIAFAFP//8c5Xqt2nT5oPHl2puuryx9i7n84wflx1W31vKvCwWo5iNZWXeImIwGbUvxUwGr1KthNDicAio0aSdEBrN4mXSyu4UxehgaKjRohgsmgmhYjD/VW6wWMWqGKyKwfxXQuhwMKsosdEthwzs7HD7xYKDgytZs45wIoOncfzLizpEQggAAADADdBDqAeeIQQAAAAAD0UPIQAAAAD9OZsvCnWGhBAAAAAA/pKXl/fpp5/+9NNP586dCwkJ6dOnz913392zZ88qHcRsNn/yySe7d+9OSkoqLCzs1q1br1697rzzzpCQEPvK7733XlmZo5V5ZPz48e3bt69yMyqNhBAAAAAAREQSEhImTZqUkpJiK9m0adOSJUtefPHFuXPnVvIgO3bsuOeeew4cOFC+REReeuml119//eabby5fOS8v7/7773dytFatWpEQAgAAAGjo9B4xmpmZOWHChNOnT/v4+EycOHH48OFJSUnffPPNmTNnHn/88aioqBkzZlzyIBcuXLj22mvT09MNBsP06dMHDx7s7++/c+fOjz/+OC0tbdq0aU2aNBk5cqStvr7L2wgJIQAAAACIyEsvvXT69GkReffdd++880618IknnhgwYMDZs2fnzp17/fXX+/v7Oz2GPPPMM+np6SKyZs2ayZMnq4V33XXXI488MmTIkIyMjDvuuCMxMTEoKEjddOzYMRHx9fXNy8vz8vKyP6BmYS0iIUSDlZeXp3cIAKCPlJSUdu3a1cqhvLSWkhcRo1lxtGaYwaIoBq2lCx0sNuikT0BzEUIRMWitVu+coczsVWb57rOtifHJ9lsjo8LveuSaCoXnzp2r6qfUrry8vMjISH1jAFxK1x7CsrKy9957T0SmT59uywZFpGXLlh988MHYsWNTU1NXr17tvJOwrKzso48+EpFJkybZskFVdHT0a6+9dsstt5w9e3bXrl3Dhg1Ty9Uewk6dOvn5+dV6oyqDhBANVmlpqd4hAIA+cnJyaishNJhF0bo3bbA6Wf7doJkqGiyOckiH14AGq6IYtXaxOk5HHRzOYLYaysypKZmpKZn2WztEN7dPCHW/sciJDHClP/74Iz8/X0TuuuuuCptGjBgRGhqam5v7ww8/OE8I9+3bV1xcLCLXX3+9/dbRo0erb3bv3m1LCNUewujo6Bq3oJpICNFghYaG6h0CANShzMzMadOmaW4qLS3VvNM8aMw1bw69Vn2fm5X9w/Gc0CaNxw29VkT2pKaKolwW0bJCmrVs/Z6DJ8/bH8poFu9i7UTOu0g7VzOWipfZqrFBEe8Si+ahjGVW0ZqG3mARg8XydyRmg9lqEKux2CwiBoti1EoJDRatj3aqZcuW6oWaXjiRAa60c+dOEfHy8ho0aFCFTT4+PqNHj/7qq6/i4+OdH8Q2sqBbt272WwMCAgwGg6IoJpPJVqj2ENoSQrPZ7OXlZdAaZ1FHSAjRYPn6+uodAgDUoaKiopUrV1ZpF29v71m3/zUOKj0o/XhY04gmEde27yoi6n/t/bnrzJFErYTQIl4Ouq+8TNpDOo1mxVimnUMaTQ6GhloU7dGhVsX4d25pMFsNVsVg+avEYFa0+wirPsq0UaNGVd2ldnEig6cx6DpkNCkpSURatmwZGBhov7V79+4ikpKSYjabvb0d5lDjx49XuxltjwiW99tvvymKIiJdu/7vT65646lFixbz5s1bsWLFiRMnfH19e/ToMXjw4GeeeaZx48Y1bdilkBACAAAAaDiSkzUeFbbp0KGDZnlaWpqItGjRQnNrVFSUiJjN5oyMDEd1RMTb2zs4OFhzU3Z2trpwRZs2bcaMGaMW5uXlqTPQ/POf/zSb/3rS2mQy7dixY8eOHcuXL//ggw8mTJjgpDk1R0IIAAAAoOHo2LGjk62K1kB0ESksLBQRze5BEQkICChfraoSEhKmT5+elJRkNBpfe+01W/+/bVy61Wq9//77r7nmmm7dup04cWLdunXvvPPO+fPnp06devDgwbZt21bjQyuJhBAAAACAG6ilIaOO+gCdKysrExFHw0Ft5SUlJVU6bFZW1vPPP//222+rDwe+9dZb1113nW3riRMn/Pz8vLy8PvvsM9s8NDExMWPHjh0/fvz48eMLCwsfeuih77//vhotqiQSQgAAAAANx/Hjx6uxl9o36Gh2X1seaOsqvCSLxbJ06dLnnnsuJydHRLp27frJJ59cfvnl5etcf/31mvORisi4ceOmTp26cuXK9evXl5SUXHL9w2oz1tFxAQAAAKC+UOeRcrTejK28ktNNJSUlDRgwYNasWTk5Oc2aNVu8ePG+ffsqZIOXpD49aLFYDh8+XKUdq4SEEAAAAICna9++vYicOXNGc+vZs2dFJCgoqFmzZpc81K5du/r167d7925vb+9//etfx48fnzlzpo+PT1VD6tKli/rm5MmTVd238hgyCgAAAEB/BgfTvbiGuhREZmZmamqq/TyiCQkJIhITE3PJFQITExPHjh2bn5/fqVOnVatW9erVy0lldWrTkJAQzcls1LGmItK5c+dKt6PK6CFEg6UuAgMANWdbLxg2RovD6zaDg00Gs4Nyx1eADg/lZFFBBxeUBquzhemzMzROGbYFpvXCiQxwpREjRqhvfvvttwqbSkpKtm7dKiIjR4685HFmzZqVmZnZvn37rVu3Os8G1QO2aNHi9ttv19yqZqG+vr62rsK6QEKIBquqc0ABgCMRERF6h+B2DBbHmxwka46yO2fzCjrqLqj6KvPOZy8sLtA4ZTh6lMhlOJHB4yg1ftVA586dY2NjReStt96qsDTF559/rv5BuPHGG50fJDEx8ZdffhGRV199tTLnjmnTponI2rVrDx48WGFTbm7uokWLRGTUqFHVGG5aeQwZRYMVEhKidwgAGoioqKgvvvhCfZ+Tk7Nhw4bw8PCrr77abDY7uq3rnrZs2TJjxgz1fUlJydGjR/39/dXb3p9//rnRqHGb+LrBPfp1bmVfnpycvvyreM1P8S62aF6WGcusmmmkQRGjSTu/NJismrmfwaqI5a8eP4PFYjBbDYrVUGIWEYPFbBCtAV1Wq8P0UqRxpMYpIyoqqnpzFdYWTmTwNJcYi1n3nn322RtvvDEuLu7f//73vHnzvLy8RGTHjh1PPPGEiIwbN65v3762ytnZ2d26dRORzp07b968WS385ptv1GTy+PHjS5YscfRBw4cP7969u4jcdtttCxYsyMvLmzBhwqeffjp06FC1wt69e++99960tLTAwMA333yzrhosIiSEaMD8/Pz0DgFAAxESEjJ9+nT1/dmzZzMyMqKioqZPn17vEsKUlJSUlJQKhTt37hSRTz/9VDMh7NG2eY+2ze3LDwaHfPX5Ds1PMZoUg9bwTINZDGatDYoYyhx0OJqt2s8UKYrtUAaLRayKGKwGs0VEDBYHQ0MVxUnvQWCAr32h7vkYJzLAxW644Ybbbrvts88++89//rN06dKhQ4cmJiaqM3xGRUW9//775Stbrdbz58+LSFhYmK3QttD8nDlznHzQ22+/rSaErVu3/uKLLyZNmpSSkjJs2LBWrVpFRUWlpKSkp6eLiJ+f31tvvaXOdlN3GDIKAAAAwA3oOmRU9eGHH/773/8ODAzMzs7+9ttv1Wxw1KhR27dvj4qKuuTu1RhWMGHChPXr16srUpw5cyY+Pl7NBgcPHvznn3/ecccdVW5DFdFDCAAAAAAiIt7e3s8///ycOXM2b9587ty5kJCQvn37duzY0b5m06ZNFbshDL///ns1PnTkyJEjR448cuRIcnJyWlpahw4devXqFR4e+3eBTwAAIABJREFUXp0GVB0JIQAAAAD96bvsRHmNGjUaN26ciz80JiYmJibGxR8qDBkFAAAAAI9FDyEAAAAAN+AuHYSehR5CAAAAAPBQJIQAAAAA4KEYMooGKy8vT+8QANQzvUMHWvI0Rizl/W6Z0e6B8MiwFh0i84pzdx2PaxQQkvF7oWJVrjSME1FyJbvCLuF+Ta2lSpEUmKS0fHlQUFBhYWGBkndCDtdhS2rPkSNHqjrJgcGiiEFrfWmzRXPdaSfTSBisVu1Daa1WfwlWB1GJiEh2usYp49y5c1X+lFqVl5cXGRmpbwyASzFkVA8khGiwSktLL10JAMoJNTfxkQD78qzjeSKSfiorcefxUik+q5z2M/gX7lJExF8CRcRfgiruUyq2rRcplGBp7GvIOKHUj4QwIyOjyrPeKdqpl9EqitbIJEXRShOdHqo6CaGjQ4mISHFBiX2h7jcWOZEBcAESQjRYoaGheocAoJ6JiIjIScl3wQd17959ztMPVCi8//77dcxAZsyYYTRqpGslJSVLly61L+/WvddzcydrHuqt/3yXn1tsX240W7X7AhWD0VymeSiD2aooZo0NVqtYbe9NYraIYpFS01+bNHsZrIqIRfNTRMRkKJ42bVqFQi8vL0f1XYMTGTyNgR5CPZAQosHy9fXVOwQA9UxwcHCOuCIhjIiImDp1aoXCJ554QseE8KuvvqpS/UGDTj77zJOam5YH/VyYofFlNFgVg2bPniIGs4NUzWLVHlCqKLZOQoPVYlAUg9VqsFhE1IRQi6KI47GpublZP6xc6WirXjiRAXABJpUBAAAAAA9FDyEAAAAAN8CQUT3QQwgAAAAAHooeQgAAAABugB5CPdBDCAAAAAAeih5CAAAAAPrTnlUYdYweQgAAAADwUPQQosHScTkvAO4sIiIiPT1dc1NBZpFrYji8I+nfk1+uUNg+tVdbQ2yBXCi35rqISJh/Y2uJlEpxqVy02ruvr29ZWZlJSg8pu+s84qq4kFmgvcFiFYNBa4PjPgFH3QWa6xnadtH8FKsimh9uVZSyskAlsE/QKM3jHSmOK7a6YnVKe3l5eZGRkbp8NADPQUKIBqu0tFTvEAC4o6CgIEebSgpc9HejtKhs+//bVaHQR/xExE+aV6xdLGIQP/EXCb+ovExEpERclMRWXklJmfYGqyJeWjmZkzFijrI7R+VOONhFEUXMZqNIhE8bzf2Ol+wp1txQ9ziRweMwYlQPJIRosEJDQ/UOAYA78vb2/vbbbzU3rX3q99OHz7o4nhpq2rTpt+9XbM6cOXOOHTtWp5975MiRyZMna24KC+ifnaHVSWi2SJnW5Z6iiMWqUS4iVoto9utZrf/rPLSaxGIRxSJlZSIiVkXzmlJRrNoXm278zBInMgAuQEKIBsvX11fvEAC4I6PROGnSJM1NGxbEuziYmgsICLBvzuLFi+s6IczJyVm7dq3mptuG9RezRWODxSpWrcRPURM/LZr1RURR/jdq1GoVqyLyd1bpZBfN3M9980FOZPA8bvz72IAxqQwAAAAAeCgSQgAAAADwUAwZBQAAAKA/1iHUBT2EAAAAAOCh6CEEAAAA4AboINQDCSEAAAAAd0BGqAMSQgAAAABugHxQDySEaLByc3P1DgGAO2oeHjV3xPOam47uTnZxMDWXdS7HvjnGvSF9DcOSlH35csH1IXl7a19dKFaLQXOVeSfXgFZFjA4Wptc+lGNWqxiq+OkmsyJKD5/BZd4l9hvTLadPmY9ULYYqys3NjYyMrNOPAAASQjRYZWVleocAwB35+wTs/f2A3lHUGqvFqtUc73Bp5iP6LGtu0M67xGCtxmR2SpUTv2p8gsNNiihKsCFMM4QCa53fduREBsAFSAjRYIWFhekdAgB3lJGR0Vja6h2FKyxcuLDdZa3Kl6xdu3bx4sV1/bm3zrkqLKSxfflPn2/ZuCZeYweDIhbtQymiGMxa2xRFFOvf78vEahHFLKYyERGrgxxSUUSsWuWiWB0khXrPgM+JDJ6GZSd0QUKIBsvHx0fvEAC4o9LSUr1DcJE+ffr0ubpn+ZJz58654HObtwuNju5kX560K/l3i1ZKJk5SL0V7i6LYdlFU8ndepyjavX5WB+Ui/8st3QwnMgAuQEIIAAAAwA3QQagHEkIAAAAA+qvjJ4ahrcoPdwMAAAAAGgYSQvylsLAwLS2tpERjZu3yysrK8vLyXBMSAAAAPIhS4xeqjoQQIiJFRUX9+vVr0aLFqlWrNCuYTKaXXnopOjra398/NDQ0LCzs1ltvPXr0qGbldevWjR8/vkOHDldfffU777zjYEIAAAAAADojIYSIyOzZs48ccbi6bmFh4dChQ//1r38lJSWp2V1ubu6yZcv69Onz22+/Vaj80ksvXXvttS1btnzxxRcHDRr06KOPzpgxo26jBwAAQP1nUJQavvRuQb1EQghZtWrVBx984KTCgw8+GBcXJyLTp0//4Ycf9uzZ8/LLLwcHBxcWFt54441paWm2msnJyf/+978XLlz43nvv3XzzzS+88ML/+3//b8WKFd9//32dNwMAAABAFTHLqKc7ffr0fffd56TCgQMHli1bJiI33njjsmXLDAaDiPTp06dbt26TJk3KyclZsGDBq6++qlbetGmTt7f37NmzbbuPGjWqX79+v/766/jx4+uyHRouXLjg4k8EUC9EhDbXOwQXWXDHkpAmjcqX5OTkDDSMypDU48qBuvvcli1bapYn/ZniYA/HN/Wtihg05h1UFKWqsxEqiqJ1JOerzzte415RWhrah/s0LV9sNBqtVqtFzPGmn6sYnbYLFy5ERkbWyqGA+oEePj3QQ+jRLBbLjBkzcnJyxo4d66jOxx9/rChKQEDAe++9Zyh3Lp0wYcK1114rIp9//rnV+teSvnl5ecHBwd7eF91oCAsL02UeGpPJ5PoPBeD+fLx99Q7BRTLPZicnnCz/yjmdFyyhARJYp5/r66v9FS4pdDBvWZWTu+rMTe9wl6ofSxFFURSjeAUbwsq/ApUQ9U3Vo9PGiQyAC5AQerQXXnhh8+bNXbp0ee211xzV+emnn0Rk5MiRYWEVz3ATJ04UkczMzF27dqklffv2zcjI2LRpk63O2bNnt2/f3rdv39qP/lLCw8Nd/6EA3F9GbtqlKzVo48aN27t374YNGx544IGnnnpq7969e/fuNRpr7ZLg7NmzmuWde7VWTGUaL3OZYjI5eFm0yy0WxWz++2URq1WsVts/tV9Wq2LWfonVovlSFKuiWOxfznsxAgIC9toZMmRINb6SnMgAuABDRj3Xtm3b5s+f7+Pjs3z58qCgIM06paWliYmJIjJgwAD7rWPGjFHfJCQkXH755SJyxRVXjB07dvr06R999NHw4cMPHjx41113tWjR4o477qirZjhWoaMSAFRl5jK9Q9BZeHh4r1690tPTIyMjIyIievXqJX8Pd6yV45eVaX+F/QP9xFrVAWGKw+TLNtRTUesof5U4rO9om+OPcHI0x4xGo/olLa96Iz85kcHjMGRUD/QQeqjc3Nzp06dbLJb//Oc/TrrvkpOTLRaLiLRv395+a1RUVEBAgIiUX39i+fLlI0aMGDNmjL+/f58+fcLDw3/++efAwLodngQAAACgGrjz5KHuv//+kydPXn311XPmzHFSLTs7W30TERGhWaFZs2anTp3KysqylYSFhX366adLlixJSkpq27Zt06ZNNXesICEhodKxV1b5qADApqSspEByq717mZSUSYmIUpOD6Cst51xCQkJ2dvb58+dNJpP6F7gW14xNTEwsLS21Lz917kS+Nadqx3IS1d+bzIqpTCmxivmvg1ejh9DxZzg9mrYyi6/9SS03tzo/LYcOHTp//nw1dnQuNja21o8J1ArWjdAFCaEn+uijj7788svGjRt/9tlnzh8aKSwsVN/4+/trVlB7CG3VbBo1alSl5wbXrFlT+cqVZB8VAIhIXmGuomg/5FYZZjEVSn6JUlytmU2qq1avkQ6c9lqzxr+wsPDw4cNBQUE+Pj5SqwnhL7/80qRJE/vygwlH000nq3gwJwnhX/+3iKXAesHL4GU0n7rUkaqW3jnbwzHvMi/7k5qj5yqd++GHHxw901ETJIQAyiMh9DhJSUmzZs0Skffff9/RzOA2tusDg/Zc3X9VMJvNNYyqLk5OLDsBQJO/r3+wIbTau5ukrFQp9jH4Bkv1D1I1DtY+qLYWYVGxsbG5ubmnTp0KDQ1V/wI7+jtfDdHR0VFRUfblBafMR71Sq3YsZz2Ef/3fIuYSa4GXwTvY6HQKluo8Q6g4/Mo7jsvH28f+pPbzz9VZiKJr1672M7oBQO0iIfQsZWVl06ZNKywsvPfee6+77rpL1rfdmCwp0Z4rXB0UVPP7l5UJpqrqYpgNgAYgJCg0IuMSt8OcKJXiUin2E/8Iqf5B9NW9Ta/rrrsuPT395MmTERER6l/gWkwIR40aFR0dbV9uPuW/f1UVO8oqMWTUpJQVW/N9DL6R3m1EqjepjKMewuoMGfX38bM/qa1YscLhDo6NHz+edQjhWRgxqgcSQs/y4Ycf7tmzJzw8fOrUqXFxcbbyjIwM9c3x48fV8piYmLCwMNuNSdvDhBWoz+lx/xIAAAA1RkaoAxJCz6I+1J6TkzNixAjNCvPmzZs3b56IfPfddxMmTOjYsaPBYFAU5eRJjac+cnJyCgoKRKRz5851GDQAAAA8AfmgHkgI4UxAQECnTp2OHj26e/du+622wh49erg2rkpx1KsJwEMMbX2NnPGzL/fVKvQov6/cuvuXhFJr8fGiw37GgN/n7xGRwZaxYpDNyjqnq/JVytJ7v0hNTrcvLyys+gqQiiKaY1mdP1uoOfpVcfBAYDUWIVScPdZZWqzRTM3T6CVlZ2czZBRAXWMdQs/y5JNPKlpOnz6tVvj888/VkgkTJqglo0ePFpFffvnFfqHhdevWiUhoaOjgwYNd2IjKUldQBOCxvA3evuJn/5KaToNV71kt1gvpubmZ+SWFpcUFxRfScy+k5/71xamN6WvysgoupOfZv0ylJgd71LtOAWdfJc35Wk0mR213hhMZPI6i1PSFqiMhxCXcdtttIpKVlfXee++VL09NTf3kk09EZPr06eqU5e5Gc9JzAJ6jXbt2eofgoRwmP1arUmbWfImjl8UiJo2XYrYqZstfL4tFsVoV698lVotiMWu8rBbFovVS99V6idXJRafV0cvfX2P4VZWWYrLhRAbABUgIcQn9+/efPHmyiMydO/fDDz/Mzc21WCzbtm2bMGFCbm5uo0aNnnrqKb1j1OZ8iUUADR5/BNzOX/N82r8clSuOd6nGQE+ne1QpLie7KKI5xrV6d075GYbHcfKbVckXqo4/NLi0jz76qGvXriUlJffcc0/Tpk3Dw8OvuOKKPXv2+Pr6Ll++vFWrVnoHCAAAAKA6SAghIuLn5zds2LBhw4ZpPrweHh4eHx//2GOPNWnSxGw25+fne3t7jxs3bseOHbZHDQEAAIAaoYdQD8wyChGRZs2abdy40UmF4ODgRYsWLVy48Pz588XFxVFRUf7+/q6KDgAAAECdICFEFRiNxhYtWugdBQAAABoiuvj0QEIIAAAAQH+1sO4Nqo6EEAAAAIAbYCFBPZAQAgAaJgP3mqvOYDfbnNFgVBRRxFqxpsEgikFdRrrCJq7o7GmuVg8A7oCEEA1WRkaG3iEAcIUmTZpkZWXZl5szXR9LvWYQkasNUzS2OJqSXGvBPRFJT8k0ONhUdUqtDSJTFEcBV+tQDjeWFJXaF+7YsaMan5ORkaE5+zfQYHHnRA8khGiwau9yBIBb8/Hx8fbWOJ0ZWFlJJ7X659fRoWovUbzEGvdV/hSDiNlsrlhYra8JJzJ4HjJCHZAQosFq2rSp3iEAcIWEhIRmzZrZl3/w5LJT+9e6Ph4oVqt2HuM4vVFqlPhYRFFEFLFaRJznd1W91nSwrpnT5c7MYvbx8aniB2njRAaPQz6oB26fAgAAAICHIiEEAAAAAA/FkFEAAAAA+jMwH68e6CEEAAAAAA9FDyEAAAAAN0AHoR5ICAEAAAC4AzJCHTBkFAAAAAA8FD2EaLAsFoveIQDQk/3i4EBdU0REDIHSSHNrqRRb5KIfS39//5KSEhcEBtQPdBDqgYQQDVZ2drbeIQDQU2pqqt4hwPMoVqMYBhvHaG7cr2w/r5wpX9KzZ8+dO3e6JDIA0EZCiAbL25sfb8AjHDt2LCcnx77c6mWJaNfEvtxcaslOvVD3cXkugygiBvtyRcRQ5dv/2ofSKFfK9S1ofopBEUXrUI7KnW+qJV5eXl26dFHfW63WnJwco9EYHh6ulnAig6dh2Qld8IcGDZbthAqgYRs8eHCV6ndvH9tCutRRMB5G+9JNUQzamxTFceblJO9ydIFYLv9TFDEo4vxSUhERq2a54ugjFLnEMWuscePG27dvV9/n5+cvWrQoODh4zpw5dfqhAFAeCSEAAAAAN0AHoR6YZRQAAAAAPBQ9hAAAAADcAV2EOiAhBAAAAOAGyAf1wJBRAAAAAPBQ9BACAAAAcAMsO6EHeggBAAAAwEPRQ4gGq6ysTO8QAAB1xNGC9bX9IbV6tHBpZr14LcSAgpBta3eGR4Z1Hdi5Vj8MqJ/oIdQDCSEarNzcXL1DAADUkbrPBtUPqdWr01bSqZWhU/mS3M2W5zYvvHxsnxe+/1dtfhIAVBoJIRosPz8/vUMA4I7yi/IGX95Kc1NGSrbVZG3cOszH/6LzY35aceapLJdE536cJEUOkzJH3XdOuvUcfEalOgKVi984iLj2gnK2D90bAOobEkI0WCEhIXqHAMAdnTqf8v75153VyK5YMHXIbXKq7iJyE45Tsup0xzk6mna54uQjLpViKX8fWLmooCqHqs4oNTI/oA4wZFQPTCoDAAAAAB6KHkIAAAAA+jPQQ6gHeggBAAAAwEPRQwgAAADADdBBqAd6CAEAAADAQ9FDCAAAAMAN8AyhHughBAAAAAAPRQ8hGqyioiK9QwAA4NKO/5my/IU1JaXF+7ce9vf1X166Ri2/7pHx/kF++sYGuBQdhHogIUSDVVhYqHcIAAA4p4hIVlr2x8+usIj5pJLkZfBOX//XDc2x94wgIYRnYcioHkgI0WAFBQXpHQKABuJE5rEeV12mvi8qLSw4lxHoF9Q2qrlBDIGmEKPB0HNotwq7/Pr5pozTmS6PtC4YHN60VwxV28NBdacUB7s5Kq/eLk4/v453AAB9kRCiwQoMDNQ7BAANxI7D23Yc3lahcGvi797e3iaTSXOX9FOZvy3bVPehuUDVM5zq5ERO9nG0SSn3xvaq5C41DgoAGgoSQgAAAABugCGjemCWUQAAAADwUPQQAgAAAHAD9BDqgR5CAAAAAPBQJIQAAAAA4KEYMgoAAADADTBkVA/0EAIAAACAh6KHEA1WXl6e3iEAaOC8jF7zb1ykuenPDQdcHEzDVK3F5Ov8UK5SlFccHhmqdxSAC9FDqAcSQjRYpaWleocAoIEzGo2bV8fpHUWDVospXH3LBkXEVGrSOwQADR8JIRqs0FDuqgKoWxaLRe8Q9FXFe/nO+uiqmK7Vcnefm3ZKBIYG6B0C4Fr0EOqBhBANlq+vr94hAGjgFK5dqqoWv2DKxe8NbpvWVZ+Pr4/eIQBo+JhUBgAAAAA8FD2EAAAAANwAwy70QA8hAAAAAHgoeggBAAAAuAF6CPVAQggAAADADZAP6oEhowAAAADgoeghBAAAAOAGGDKqB3oI0WBlZ2frHQKABs7Ly0vvEFB59e9CMy+7QO8QADR89BCiwbJYLHqHAKCBMxgMeoeAyqt/3yzFYtU7BMC16CHUAwkhGqwmTZroHQKABs5kNn2R8rbmpsUPf7Dj+90ujqc+q8lVoPL3fxvapWRIk0Z6hwCg4SMhRINlNDIiGkCdi2jTVLM8ODzIxZGg4TEY61+vJlAj9BDqgStmAAAAAPBQJIQAAAAA4KEYMgoAAADADTBkVA8khB4tJycnMTExMzOzY8eOHTt29PX1dV4/Nzc3ISEhNze3VatWvXr1cjK9ntVqPXPmTIsWLXx8fGo7agAAAAC1gyGjHmrr1q2xsbGNGzceNGjQxIkTu3XrFhQU9I9//CMzM1Oz/h9//NGzZ8+wsLChQ4dOnDixT58+rVq1Wrp0qWJ3I6e4uHjOnDmhoaFt27YNDg6eOnVqenp63TcIAAAA9Zyi1PSFqiMh9ETvvvvukCFD9u/fLyJhYWGdOnXy9vY2m81vvfVWbGysfU749NNPDx8+/MCBAyLSrFmzyMhIETl37tzDDz/84IMPVqh8++23f/zxx++++25aWtq6dev27NkzatQok8nkkpYBAKrA2+BjrP9jhQwi3gYfL6n3A1IUEW+Dj3f9/44AqF9ICD3O+fPnH3/8cUVRevbsuXv37pycnKNHj+bn5z/33HMikpqaev/995ev/8svv/z3v/9VFOXKK688dOhQenp6WlpaYmLiVVddJSLvvvvuV199Zau8c+fOr7/++osvvpg+fXpkZOSoUaN+/PHHpKSkTz/91LWtFBGxWlnPF4BuTGVmvUO4NLNisko9iNM5RcSsmCxS7+88GkTMislc7juiWOnugIdRavxC1ZEQepw333wzLy/P29t79erVl112mVro7+8/b968GTNmiMi3335bWFhoq6/mh126dPn111+7du2qFqr/VHefN2+erXJ8fHzjxo3HjBljK+nYseOgQYPi4+PrvGF2srKyXP+hAKBK2nVc7xBQ7+Vl5esdAuBiZIQ6ICH0OOpI0WHDhnXu3LnCpilTpoiI1WpVR4eKSEpKyokTJ0TkmWee8fPzK1/Zy8vrxRdfFJHDhw/b6vv7+5eVlVXomisuLvb396+Txjjl5eXl+g8F4FEURTnjgLcvf4LcTD28UDR4cZ0GD0M+qAf+0Hicw4cPi4h9NigijRs3Vt/k5uaqb/bt26e+6dOnj339AQMGqG82bdqkvrniiiuKioo+/PBDW53t27fHx8cPHTq0dqKvCltzAKCOWCyW1g74NiEhdDMOJ8Z2XyGNg/UOAXAxMkId8OCyx9m1a5fVatXsstu1a5eIGI3Gbt26qSXZ2dnqmwrdg6rAwEB1NpojR46oJTExMXPmzHnooYdOnDgxcuTIhISEefPmXXPNNTfccEOdNAYAAAANBgmdHkgIPU5ISIh9YX5+/tdff63OK3Prrbe2atVKLbdlhkeOHLHvVDx48KDZbBaR1NRUW+HLL78cExOzdOnSN998s23btv/85z+ffPLJumgIAAAAGhL79czgAiSEHq2goGDIkCF5eXmnT582mUxeXl733Xffm2++aavQo0cPtQ/w9ddfnzhxYoXd58+fr77Jz7/oqfc777zzzjvvrFIkn332WbVa4Ixt4CsAuF5S+qEMydY7CmfMYs6XXG/x9qrnFwMWMedLrpd4pcpJvWOpEatY8yXXKEZbQ1Z+tTIoNKDWP+i2226r9WMCqL/q9zkANWQ2m/fu3Wv7Z9OmTWNjY8tXCAoKevzxx//73/9u2LDhnnvuefXVV9UOxoyMjLlz537zzTdqNYvFUsNIkpOTa3gEe+XnSgUAF8svyS1Wau+vUB3cNLeI2SxlimIplvr919IiFrOUWRVjfW+IVaxmKTOUa8jJUyn+QRqPbAANFj2EejDQM+vJzGbzxo0bS0pKkpOT165du2HDBhG55ppr1q5da3vIsLS0dODAgWre6O3t3alTJ5PJlJycrChK9+7dL1y4cPbs2SlTpqxZs6YmkdRFQpiZmWmb9gYAXGxqv7tO7069dL3KUOpkQhSTlKUqJ30Nvs2lbe0f3YXMYjqnpHgbfKKknd6x1IhFzGeVE14G75bSXi15M+7F0KaNav2DOnToUOvHBGrIYDCIyOjG99bwOOuz3xeGnlYRPYQezdvbe+TIker7WbNmvfLKK3Pnzv3555/ff//9mTNnquV+fn5xcXHPP//8woULbfPHGAyGG2+8cenSpTExMSISGhpaw0jq4uQUFBRU68cEgEoK8Q8NkDy9o3DGS7x9xNdH/AKkfv+1NEmZj/h6i099b4hFzD7i6yXetoa0a9suPLKmZ1igPiGR0wPLTuB//vnPf3bq1ElEVq1aVb7cz8/vv//9b25ublxc3Mcff7xy5cqUlJSvvvoqJCREnYZUcxELAAAAAG6OHkLPkpSU9NVXX4nIQw89ZL9Mn8Fg6N2797Fjx86cOWO/b2Bg4IABA8oPwlQHjopI9+7d6zJqAAAAeAB6CPVAQuhZLBbLs88+KyJ9+/YdO3asfYWcnBwRiYqKspX88ccfiqJ06NChTZs2FSp/+eWXIuLj43PVVVfVXczVFhAQcMstt9iXHz58ODs7u1u3buHh4eXLs7Kyjhw50rRp0+jo6Aq7xMXFWSyWgQMHenldtNJ0cnJyampqhw4dWrRokZ2dfebMmfDw8NatWxcWFu7duzc4OLhXr14VDrV3797CwsLevXtXGNGampqanJwcFRXVvn378uUWiyUuLs7Ly2vgwIEVDnXkyJGsrKyYmJgmTZqUL8/JyTl06FDjxo27du1aYZf4+HiTyXT55Zf7+PiULz958uSZM2fatWvXsmXLCxcunDp1KiwsrE2bNsXFxXv27AkMDOzTp0+FQ+3fvz8vLy82NrZRo4uebzl//vyxY8eaN2/esWPH8uWKomzbts1oNA4aNKjCoZKSkjIyMrp06dKsWbPy5bm5uQcOHAgLC7O/47Br167S0tJ+/fpVWCHz9OnTp06datOmTevWrfPy8lJSUkJCQtq1a1daWrpr1y4/P79+/fpVONTBgwcvXLjQo0ePCiOfMzIykpKSIiIi7DvAt23bpijK4MGD1QcebI4fP56WltapU6fIyMjy5fn5+QkJCSEhIT179qxwqD179hQXF1922WUBARdNJHj27NmUlJRWrVq1bds2Pz/hDwA0AAAeB0lEQVT/xIkTwcHBHTp0MJlM8fHxvr6+/fv3r3CoWvzBPnHixLlz59Qf7PLlTn6w9+3bV1BQ4PwHu7Cw8Pjx40FBQR07dnTyg52YmJiZmVmlH+ydO3eWlZU5/8EuX67+YAcEBFx22WUVDlWZH+yioqJjx44FBAR07txZ/cE2GAyDBw+ucKgmxtDg4OBGjRpVWPe1MLco5eDpoNDAdt1bV9glafdxU6m5S98OPn4XNSTjdGb66axmrZpEtGlavtxUakranezj592lb8eLjyQpB04X5hW16946KDSwfPmFjLyzR1PDmoa07NKioCQ/LtEc7B88MHqIiBzanqgo0m1Qlwo/2OeOpeWk50Z1jAyPDLvoy5hfnLz/VGCjgPY9K54djv15orS4rHOf9r4BvuXLM89mnz+Z0bRl48i2F/2ym02WxJ3HvH28ovt3qnCoU4fO5l8oaNO1ZaPwi5Zoz8vKP514LqRxcOuYlsVlRVsPmwL8Aq6IGSoih3cctVqsXQd0NnpdNAwqLfl8VtqFFu0jGre46HekpLD0+L4U/yC/jr3aVfj05H0pxYWlHXu19Q+66JuYlZqTdiK9cfPwFh0iypdbLdbDO44ajYauA7tUONSZxHO5Wfmto6NCmlz0o1WQU3Dy8NlG4UFturYqNZVuPlTq5+M3pNtQdavfxV9AAKgLJISeJTo6ulGjRvn5+b///rt9QlhQUPDnn3+KSO/evW2Fjz766J9//nnttdeuXbu2fGWLxbJs2TIRGTVqVM2fIawLISEhn3/+ucs+7s8//1y7dm2fPn0mTZrksg+tC/v371+9enWPHj1uuOEGvWOpkSNHjqxcuTImJmbq1Kl6x1Ijx44dW7ZsWceOHW+99Va9Y6mRkydPfvzxx23btq3qsjTu5uzZs++//35UVNR9992ndyw1kp6e7r20LCIi4qGHHtI7lhrJyckxvFEcHh4+e/ZMvWOpkfz8fGVRQXBw8Jw59bshQPXRQ6gHniH0LEajcfTo0SKyePHihISE8pssFssjjzyiPhM4efJkW7m6/OD333//+++/2woVRbn77ruPHTsmIs8884xrggcAAABQu+gh9Divvvrq+vXr8/Pz+/fv/8ADD/Tv3z88PPzo0aOfffaZ2j344IMPjhgxwlZ/9uzZn3zyyalTp8aPHz979uxBgwapa1Rs3LhRRB5++GH7EYAAAABAldFDqAcSQo/TunXrL7744r777ktLS1u8eHH5TV5eXg888MCCBQvKFzZu3Pirr76aPHlyWlraSy+9VH7TPffc8/rrr7siaAAAAAB1gITQE02cODExMfGNN97YvXv3sWPHioqKoqOju3btescdd8TGxtrXHzBgQGJi4sKFC7dt23b06NHQ0NDevXvfddddw4cPd33wAAAAaJjoIdQDCaGHCgkJUacbrXz9//u//6u7eAAAAAC4HpPKAAAAAICHoocQAAAAgP4UhozqgYQQAAAAgBsgH9QDCSEAAAAAd0BGqAMSQgAAAABugCGjeiAhBAAAAOAGyAf1QEIIAAAAwB2QEeqAhBAAAACAGyAf1AMJIQAAAAD9seyELliYHgAAAAA8FD2EAAAAANwAPYR6oIcQAAAAADwUPYQAAAAA3AE9hDogIQQAAADgBhgyqgeGjAIAAACAh6KHEAAAAID+WHZCF/QQAgAAAICHoocQAAAAgBugh1AP9BACAAAAgIeihxAAAACAG6CHUA/0EAIAAACAh6KHEAAAAIAboIdQD/QQAgAAAICHIiEEAAAAAA9FQggAAAAAHopnCAEAAADo71dlld4heCKDwrObAAAAAPRjMBhq8WgkOFVCQggAAAAAHopnCAEAAADAQ5EQAgAAAICHIiEEAAAAAA9FQggAAAAAHoqEEAAAAAA8FAkhAAAAAHgoFqYHLu3bb7/96aefnnrqqTZt2jipFhcXd/jw4aSkJH9//x49evTv399R/bS0tPj4+OLi4v79+3fo0KFuotZQmYbk5+dv27YtMTHx5MmTUVFRXbp0GTZsWEhIiGZld25IBX/88ceKFSuuvPLKW265xX5rQUFBfHz8mTNnevTo0adPn9pdDcmJSzbk8OHDFovF0e5t27Zt1KhR+RK3bYhKUZRNmzZt27YtIyOjXbt2l1122ZVXXqlZU6+GHDp0aPHixTfccMPIkSMrbMrMzExLS7vkEQICAjp27Gj7pxs2pLykpKT4+PjDhw/7+Ph07dp10KBBjr6Dbt6QI0eO7NmzJyEhwWg0durUacKECREREZo1XdyQkpKSLVu2JCUlJScnN2/evEePHgMHDgwLC3NUPzU19dtvv01OTvby8urSpcvkyZMbN26sWVOv7wiABkgBcCm9e/cWkZ07dzqqcOjQoeHDh1f45fL29n700Ufz8vIqVF64cKGfn1+zZs3atm1rMBgefPDB0tLSOm7BXy7ZkDVr1rRs2bJCQyIiIt555x37yu7ckArOnz8fGRkpInfffbf91vXr17do0SIwMDA6OtpoNF511VVnzpyp1Xgdct6QkpISo9HZOI5vvvmmfH23bYhq3759PXr0qNCEMWPGnDx5skJNHRvyyCOPiMjChQvtN7344ouVOav27dvXzRuiysjIuPfeeyv8gPn6+s6dOzc/P79CZXduSHp6+s0331zhu+Dj4/Pcc89ZLJYKlV3ckO+//97+Tlnjxo3feecd+9isVuu8efO8vLzKV/b391+yZIn9kXX8jgBoeEgIgUv48ccf1ROzo4vdkydPBgUFqXX69Olz++23T5kypXnz5raS8mnS119/LSKLFy9W//nDDz8EBQU9++yz7tCQL7/8Uq0QFBQ0atSoe++9d8yYMQEBAWrh0qVLy1d254ZUYLVax44dq+5inxCeOHEiODj4lltuKSoqUhQlKSkpOjp62LBhVqu19kO/2CUbcvDgQee5R/mE0J0boihKQkJCcHCwWq179+7Tp0+PjY1V/9mzZ8/i4mJ3aMiZM2eaNGniKP2oZELYv39/N2+Ioigmk2ngwIFqwB06dLjpppsmT54cFRWllkyePLl8ZXduyLlz59R7PeoP0u233z527Fhb/9vs2bN1bMiqVavUMHx8fIYNG3bPPfeMGjXKdrJ46KGHKtR/6qmn1E0BAQFjxowZOnSoj4+P5p9fHb8jABokEkLAocLCwnfeeSc8PNz5xe6UKVPUU/6KFStshUVFRbNmzVJ3nDt3rq184MCBU6dOLb/7iy++GBQUZH+3uBZVpiEFBQWtWrVSL6pOnDhhK09OTo6JiRGRwMDAs2fP2srdtiH2XnvtNdvFun1C+OSTT7Zt27akpMRWsn37dhHZsWNHbYZ+sUo25NtvvxURo9H4008//aIlPT29XjTEZDJ16dJFRMLDw3fv3m0rX7p0qbrj008/rW9DrFbrunXrevbsqcajmX6kpKRofhdUa9asUa/1ly9f7uYNURTlhRdeUCs8//zzZrNZLSwuLn7wwQfV8k8//dRW2Z0bov75DQgIWLZsma0wMzNz4sSJ6o7btm3TpSEFBQWtW7cWkTZt2uzZs8dWfvr06auuukqN7fvvv7eVJyQkqGM++/bta+uhTU1NbdeunYj4+/unpqbq0hAAnoCEENDwyiuv9O7d29fXt/yNf82L3QMHDqhbZ86cWWGT1WodMWKEiISEhNhu3DZq1Ojdd98tX23Hjh0icvz4cX0bsnr1anXrxo0bK2z6+eef1U1ff/21rdBtG1LBn3/+6efn5+XlFRgYqJkQTpw4cdq0aeVLrFZrYGDghx9+WJsN+FuVGrJo0SIRad++fWWO7M4N+eijj9QKW7ZsqbBJvaDv1KmTrcTFDfn555+vuOKKCk/JOhmg6Mgdd9whInfddZetxJ0bMnjwYBEZOHBghfKysrK2bduKyM0332wrdNuGxMXFqVv/+9//VthUVFSkplJTpkzRpSFLlixRY1u9enWFTRkZGerzjRMnTrQV3nrrrSISGhpa/r6boij79+9XE8XyN01c/B0B0OAxyyigYefOnXv37i0rK7tkzT/++EN988ADD1TYZDAYZsyYISJ5eXnHjh1TC1u2bHnixIny1dTJA1q0aFELcdupfEMOHz4sIiEhIcOGDauw6YorrlAfNEpISLAVum1DyisqKpo2bVppaekzzzzjKDD7hpw/f76oqEjtL611VWrI0aNHRUTtW7skd27Ip59+KiIDBw684oorKmx6/PHHH3744dGjR+fl5aklLm7I8ePHt27davv06lm9evUnn3wSExOzePFiW6E7N2Tv3r0iMmjQoArlPj4+/fv3F5E///zTVui2Ddm5c6f65uGHH66wKSAgYObMmSLy008/FRcXq4WubIh6aoiIiLjuuusqbGratOmYMWNEZNeuXWqJxWJZt26diEybNs02cFelzk8mImvXrrUVuvg7AqDBIyEENLz55psn/rZixQonNVNSUkTE19dX86pdHTIkIqmpqeqbyZMnL126NDExUf1ndnb2vHnzRo8ebXtUr3ZVviGlpaW9evUaPXq05lZFUUTE2/t/8xK7bUPKmz179pEjRwYPHvzss886qjN58uS4uLiVK1eq/7RYLI899lhkZKT9tXKtqFJD1PsI0dHRlTmy2zYkNzd369atIqI5v+vAgQOXLFmyZMkSW4+QixsyY8aME+VU4wjnzp277777/Pz8vvzyS9sTYuLeDfHz8xOR8+fP229SC8v/IrttQ/bv3y8irVu31pwGWX1Itbi42PYsrisbop4a7GdRUqmnhoyMDHUO4f379+fk5IiIOqikgmuvvVZEDhw4oNZxcUMAeAKWnQA0NGvWrFmzZup79bzuyK233jp06NCAgIDyyZKN7S57p06d1DfPPffcpk2b+vfvf8sttwQGBn755Zc+Pj5vv/12bUZfTuUbMn/+/Pnz52tuWrdunZoQqsPMVG7bEJvVq1d/8MEHISEhX3zxRYWJ+8obPXr0o48+On369DVr1kRHR//4449HjhxZtWpVheUcakuVGqL2EEZHR2/cuHHFihVJSUkBAQGxsbGDBw9WrxHLc9uGHDhwwGw2i0i/fv3UEkVR8vPzHa1l4uKGNGrUqIZHnjlzZnZ29pw5c2zT5KjcuSHjx49ftmzZ2rVrjx492rlzZ1v59u3b1afR1C4slTs3REQKCgo0y0tLS9U3iYmJ6s+eKxuyYMEC24PZ9tRTQ/v27dU/TbY7a5oJ5OWXX66+SUpKGjBggIsbAsAT0EMI1EjPnj0nTJigeVs3IyPj9ddfF5GBAwfaRgH5+/tv2rRp0aJF+fn5J0+enDlzZkJCQuUX03OZgoKCtLS0uLi4J5544u677xaRSZMmlV8HzM0bcvr06XvvvVdEli5dqj5K5MSrr776448/NmnSZO/evSNHjty/f3/5q2G9lJaWnj59WkQWLVo0fPjw9957b+PGjT/++OPLL788adKka665xj4Nc8+GHDlyRH3TvHnzDRs2XHPNNX5+fqGhoREREaNGjfruu+/sd3HPhmjaunXrmjVrwsPDbVNElue2DXnllVc6dOhQWFg4ePDgRYsWbd68ecOGDfPmzbvmmmvMZnPfvn2ffvrp8vXdsyHqlDM5OTknT56036pmtiKSlZVlK3RZQ6666qoJEyaoy7FUsGXLFnVi3uuvv14tUX/TRUQzgbQVnjp1ylbont8RAPWVzs8wAm7v999/V39ZKr/qnaIoycnJffr0ERGj0bhhw4a6C6/yqtSQXr162f5K+Pj4zJs3z2VrDF7SJRtiNpuHDBkiIrfccoutUF0rXHMdQr04b8ihQ4ds34Ju3brNnDnz7bfffvzxx23dUO3atSsoKHB92PacN8S2WsMLL7yguXb2jBkzTCaT68PWpIZU+Ull1MUbFi1aVKdRVcMlG5KZmXn11VfbfzumT59eWFjoylCdc9KQPXv22H6EKmxKTExU55ESkf/85z8uibRSfvvtN3Wh+WbNmmVmZqqFzz33nBqq5roRtjyQOWMA1BF6CIFaVlpaumDBgl69eqmDgt599137NevrF5PJ9MMPP6iTiNYLL7zwwubNm9u3b//WW2/pHUv1qeNFRWT27NkJCQmLFy9+4IEHXn755T179vzrX/8SkZSUlGeeeUbXGCvFNqLv6aefbtSo0YIFC7Zv337kyJGvv/5avWnyxRdfvPLKK7rGWE1fffVVXFxcu3bt7Cc1cXOKonzwwQe2WTr9/f1tS96tX7/etoCem+vTp486fuGLL76YMmVKXFzchQsXEhMT33zzzQEDBhQVFanVnIwYd6Xz58/fd999I0eOzM7ODgkJ+emnn9QlFkVEnfbG19dX846J+sCniNhaBAC1i4QQqE2rV6/u2rXrE088kZ+f36pVqx9++OGee+7RO6jq2L17d0lJSWJi4scff9y+ffv4+PhRo0Zt2LBB77gubdu2bfPnz/fy8lq2bJmjp9TqhUGDBm3fvj0+Pv71118vf0Xr5eX1wgsvqI8Vvfvuu1arVb8YK0V9gFBEQkND9+7dO3fu3IEDB0ZHR99www07duxQH0x9/vnnz507p2uYVaYoijpZ0WOPPWa7ZK8vHn300SeffLK4uPiee+5JSkoqLCwsKirat2/f9ddfn5WVdfvtt7/xxht6x1gpr7zyijqTyrfffjto0KDw8PCYmJhZs2ZduHDBNohX9yfrysrKXnzxxc6dO7///vuKogwaNCg+Pv6yyy6zVfD39xcRk8mkubvtYcgKq7wAQG0hIQRqx5kzZ8aMGXPDDTecOHHC399/7ty5Bw4cGDt2rN5xVZOXl5efn1+XLl3uuOOO7du3N2vWrLS09Mknn9Q7rkvIy8ubPn26xWJ59tlny0+BUx81a9Zs4MCB6ozzFRgMBvVGQ3FxsW1FE7dlG7n3zDPPtG/fvvwmHx+fl19+WURKSkpsT3zVF7/88ktSUpKfn5+6ukw9Eh8fr+Z7c+fOff/99zt37mw0Gr29vWNjY1etWjV16lQRefzxx8+cOaN3pJcWFha2ZcuW1157rXv37raZvQYNGvTbb7/ZntCzdcTpYuvWrbGxsU899VR+fn7z5s3feeedLVu2VJg6WJ2cVlEUzT5AW2FwcLALAgbggUgIgVoQFxfXu3fv9evXGwyG2267LSkpacGCBaGhoXrHVTsiIyNvv/12Edm5c6ebj1k6dOiQOr3Eli1bxlxMXflj/fr16j8/+OADvYOtkZiYGPWNuoCkO1OfmBIR+0UIRaRv377qMDl1CYF6ZOnSpSIyZcoUWwPri+XLl4uIl5eX7dG18v7v//5PRMrKyr7++mtXR1YtRqPxkUceOXDgQEFBwdGjRy9cuLBt27arr77attiP7ZfF9d55551hw4apDzTOnz//2LFj999/v7qsa3ktW7ZU32j2k589e1Z9U2GJQgCoLSw7AdTUoUOHxo8fn52d3bZt248++khzngY3V1paOmHCBEVRZs6cOWnSJPsKtmUzsrKybB0+7uzXX3/VLD9z5oza7+FofbD6wnZN2aJFC30juSTbEp2aI/cCAgICAwMLCwtLSkpcG1eNnDlzRl1JXH2GrX5RJynp2LGj5u+yWl5UVFTJ9V3ch5+fn+0vlYjs27dPLdQrIVy+fPlDDz2kKMqwYcM++uijDh06OKpp6zBMTEws3wRVUlKS+qZr1651FCoAD0dCCNSIoijXXXdddnZ2165df/vtN/e/Otfk5+d34sSJ48ePx8TEaCaE6qVhUFCQ7U62e2rVqpVmp4eILF68OCcnp0+fPuoKfu4/oHT48OGpqak33XST5vqQasegwWDo3r27y0Ormt69exuNRqvVevDgQfs8/NSpU4WFhfL3MuL1xfvvv2+xWFq1aqW55IybUzOT1NRURVHsZzHJzc1VBwJUGN/rhs6dO/fee++JyG233Wafbi1btkxERowYoT6h52IpKSl33HGHoig33XTTsmXLbHP2aIqNjW3UqFF+fv7mzZvHjx9fYevmzZtFpGPHjpGRkXUYMQAPRkII1MgPP/ygrim8fPnyepoNqvr163f8+PF169YtXLgwICCg/CaTyaQuFtezZ0/7wU5upVWrVvPmzdPctGzZspycnMsuu8xRBXcTGxu7cePGJUuWPPbYY2FhYeU3Wa3Wd955R0R69uypPn3kziIiIgYOHLht27bFixffdNNNFTIQ9YJeRNQZR+uLb775RkSGDx+uOS2km1OnM8nPz//5559Hjx5dYattitG+ffu6OrIqatKkyaJFiwoKCoqKihYsWFB+04YNG9SbJrfccosusb311lsmk6lly5Yffvih82xQRHx9fceMGfP1118vX758/vz55SePuXDhwtq1a0VkypQpdRsxAA/m1td2gPv79NNPRaRDhw7e3t4HHCsrK9M70ktQnxI8efLkww8/XP5BwaKion/84x8HDx4UkX/84x+6xed5br31VoPBkJOTc9NNN124cMFWXlhY+PDDD+/evVtE6stUkI888oiIbNu2bfbs2bYpE0Vk5cqV6nX8tGnT6tFwuLNnz6pPPA4dOlTvWKpj3LhxrVu3FpG77757586d5TetX7/+scceE5FevXoNGDBAn/gqzc/PT+1Pe+ONNzZt2mQr37t3rzqjTLdu3W6++WZdYlNPDVdeeWVKSoqj84J6M1E1Z84cETl9+rQ6da3KarU+/PDDhYWFfn5+s2bNcn0rAHgIegiBGlFvQicnJ/fs2dN5NR0nNqiMsWPHTps2bcWKFR9//PEvv/wydOjQVq1anT59etOmTeqUBjfeeGO9m02xXuvXr9+8efOee+65X375pWPHjuPGjYuKikpJSdmyZYs688SDDz541VVX6R1mpdx4440TJ0787rvv3nzzze+++27YsGEhISHx8fHq4paRkZGLFy/WO8Yq+PHHH9U3Q4YM0TeS6gkLC1u2bNnw4cPPnj07cODAq6++unv37qWlpXv37lVXJgwMDFy5cmW9WOTg1Vdf3bBhQ0ZGxvDhwydOnNixY8ddu3bFxcWVlZU1atRo5cqVugxqyMrKysjIEJEvv/zyyy+/dFQtMjIyLS1NfX/55Zc/9NBDS5cuXbBgwdatW8ePH19QUPD999+rT0K+8MILag4PAHWBhBCokeTkZL1DqDXvvvtus2bNli5deubMGXUeQlVQUNBTTz31z3/+U8fYPNOzzz5rNptfffXV7Oxs9YEoVWho6KuvvnrXXXfpGFtVrVy58v7771+2bFlKSkr52UqmTJmydOnSpk2b6hdalakJYURERIXFA+qRoUOHbtq0adasWXv27Pn111/LT8J09dVXv/HGG25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+ "text/html": [ + "" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "@show zc[1,1,kcut],yc[1,jcut,1]" + "kcut=10\n", + "\n", + "f = GeoMakie.Figure()\n", + "ax = GeoAxis(f[1,1], dest = \"+proj=merc\", title=\"Interpolated field at $(depthr[kcut]) m\")\n", + "GeoMakie.heatmap!(ax, lonr, latr, mask_edit[:,:,1], colormap=Reverse(:binary))\n", + "hm = GeoMakie.heatmap!(ax, lonr, latr,fi[:,:,kcut].+obsmean)\n", + "Colorbar(f[1, 2], hm)\n", + "f" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 62, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(zc[1, 1, kcut], yc[1, jcut, 1]) = (66.0, 41.375)\n" + ] + }, + { + "data": { + "text/plain": [ + "(66.0, 41.375)" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# 4. Coordinate change" + "@show zc[1,1,kcut],yc[1,jcut,1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## First define sigma coordinates (from 0 to 1)" + "## Coordinate change\n", + "### First define sigma coordinates (from 0 to 1)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -572,46 +786,104 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "20" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "jcut=20" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A way to create a fake bottomgraphy just to guide the vertical grid generation. \n", + "Take the original one with the desired mask, then filter and finally make it deep in the shallow regions (to avoid too strong changes of z lines)" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 67, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/html": [ + "" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# A way to create a fake bottomgraphy just to guide the vertical grid generation\n", - "# Take the original one with the desired mask, then filter and finally make it deep in the shallow regions (to avoid\n", - "# to strong changes of z lines)\n", "bfake=b.*mask_edit[:,:,1]\n", "bfake2=DIVAnd.diffusion(trues(size(mask_edit[:,:,1])),(pms[:,:,1],pns[:,:,1]),(.09,.09),bfake)\n", "bmax=maximum(bfake2)\n", "bfake3=0.5.*bfake2 .+ 0.5.*(bfake2./bmax).^0.3*bmax\n", "\n", - "plot(bx,-bfake2[:,jcut])\n", - "plot(bx,-bfake[:,jcut])\n", - "plot(bx,-bfake3[:,jcut])" + "f = Makie.Figure()\n", + "ax = Axis(f[1,1], title=\"Fake topography\", ylabel = \"Depth (m)\", xlabel = \"longitude (°N)\")\n", + "lines!(ax, bx,-bfake2[:,jcut])\n", + "lines!(ax, bx,-bfake[:,jcut])\n", + "lines!(ax, bx,-bfake3[:,jcut])\n", + "f" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now you can chose to create the vertical coordinate using the \"exact\" topography or the fake one." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ - "# Now you can chose to create the vertical coordinate using the \"exact\" topography or the fake on\n", - "\n", "#bfun=linear_interpolation((bx,by),b.*masks[:,:,1];extrapolation_bc=0.0)\n", - "bfun=linear_interpolation((bx,by),bfake3.*masks[:,:,1];extrapolation_bc=0.0)\n", - "\n", - "\n", - "# Parameters for the vertical grid generation, adapted from https://getm.eu/files/GETM/doc/html/node14.html\n", - "\n", + "bfun=linear_interpolation((bx,by),bfake3.*masks[:,:,1];extrapolation_bc=0.0);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Parameters for the vertical grid generation, adapted from https://getm.eu/files/GETM/doc/html/node14.html" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ztosigma (generic function with 1 method)" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ "du=5.001\n", "dl=.001\n", "\n", @@ -641,8 +913,6 @@ " end\n", "end\n", " \n", - " \n", - " \n", "function alphaHB(x,y)\n", " \n", " alphanum=(betaHB(sk)-betaHB(skm))+DG/max(2.0,bfun(x,y))*(sk-skm)\n", @@ -653,7 +923,7 @@ " \n", "function sigmatoz(x,y,sigma)\n", " alpha=alphaHB(x,y)\n", - " return ((1-alpha)*betaHB(sigma)+alpha*sigma)*max(2.0,bfun(x,y))\n", + " return ((1-alpha)*betaHB(sigma)+alpha*sigma)*max(2.0,bfun(x,y))\n", "end\n", "# For more general cases the inverse will need some\n", "# search of zeros. Needed to get fracional indexes and horizontal plots\n", @@ -671,25 +941,46 @@ " # now improve by finding zero\n", " guess=find_zero(x->alpha*x+(1-alpha)*betaHB(x)-gamma, guess)\n", " return guess\n", - "end\n" + "end" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(8.093915240063089e-28, 0.09210643410162853)" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Check inverse function\n", - "var(invbetaHB.(betaHB.(sigma))-sigma),var(sigma)\n", - "\n" + "var(invbetaHB.(betaHB.(sigma))-sigma),var(sigma)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "(2.2251582626500827e-34, 0.09210643410162853)" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "zs=sigmatoz.(xs,ys,sigma)\n", "# Check inverse function\n", @@ -697,21 +988,33 @@ "var(testsigma.-sigma),var(sigma)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We already have the z positions of the sigma layers zs. \n", + "So now just recalculate the metrics:" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ - "# We already have the z positions of the sigma layers zs\n", - "# So now just recalculate the metrics:\n", "pozc=deepcopy(pos)\n", "for i = 1:sz[3]\n", - " i0 = max(i - 1, 1)\n", - " i1 = min(i + 1, sz[3])\n", - " pozc[:,:,i].=(i1-i0)./(zs[:,:,i1].-zs[:,:,i0])\n", - "end\n", - "\n" + " i0 = max(i - 1, 1)\n", + " i1 = min(i + 1, sz[3])\n", + " pozc[:,:,i].=(i1-i0)./(zs[:,:,i1].-zs[:,:,i0])\n", + "end" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now make the mask by using the zs positions of the grid and use the \"real\" topography for the mask:" ] }, { @@ -720,14 +1023,45 @@ "metadata": {}, "outputs": [], "source": [ - "# Now make the mask by using the zs positions of the grid and use the \"real\" topography for the mask:\n", - "\n", "bm=b.*mask_edit[:,:,1]\n", "for k=1:size(zs)[3]\n", " masks[:,:,k].=zs[:,:,k]." + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f = Makie.Figure()\n", + "ax = Axis(f[1,1], title=\"Sigma coordinates\", ylabel = \"Depth (m)\", xlabel = \"longitude (°N)\")\n", + "hm = heatmap!(ax, xs[:,jcut,1],-zs[1,jcut,:],sigma[:,jcut,:])\n", + "xlims!(16.5,19.5)\n", + "Colorbar(f[1, 2], hm)\n", + "f" + ] + }, { "cell_type": "code", "execution_count": null, @@ -865,7 +1199,7 @@ "lastKernelId": null }, "kernelspec": { - "display_name": "Julia 1.11.1", + "display_name": "Julia 1.11.2", "language": "julia", "name": "julia-1.11" }, @@ -873,7 +1207,7 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.11.1" + "version": "1.11.2" }, "toc": { "base_numbering": 1, diff --git a/notebooks/3-Analysis/nn-Sigmalayers.ipynb b/notebooks/3-Analysis/nn-Sigmalayers.ipynb index aabebda..d944cac 100644 --- a/notebooks/3-Analysis/nn-Sigmalayers.ipynb +++ b/notebooks/3-Analysis/nn-Sigmalayers.ipynb @@ -708,7 +708,7 @@ "lastKernelId": null }, "kernelspec": { - "display_name": "Julia 1.11.1", + "display_name": "Julia 1.11.2", "language": "julia", "name": "julia-1.11" }, @@ -716,7 +716,20 @@ "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", - "version": "1.11.1" + "version": "1.11.2" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false } }, "nbformat": 4,