diff --git a/docs/make.jl b/docs/make.jl index ab9048e..3a94283 100644 --- a/docs/make.jl +++ b/docs/make.jl @@ -123,6 +123,8 @@ makedocs(; "Matrix-matrix multiplication"=>"matrix_matrix.md", "Jacobi method" => "jacobi_method.md", "All pairs of shortest paths" => "asp.md", + "Gaussian elimination" => "LEQ.md", + "Traveling salesperson problem" => "tsp.md", ], "Solutions" => "solutions_for_all_notebooks.md", ], diff --git a/notebooks/LEQ.ipynb b/notebooks/LEQ.ipynb index 7fc6d44..a13a4b7 100644 --- a/notebooks/LEQ.ipynb +++ b/notebooks/LEQ.ipynb @@ -22,7 +22,7 @@ "In this notebook, we will learn\n", "\n", "- How to parallelize Gaussian elimination\n", - "- How the data partition can create (or solve) load imbalances" + "- How to fix static load imbalance" ] }, { @@ -32,7 +32,8 @@ "source": [ "## Gaussian elimination\n", "\n", - "[Gaussian elimination](https://en.wikipedia.org/wiki/Gaussian_elimination) is provably one of the first algorithms you have learned to solve linear equations like this one:\n", + "\n", + "System of linear algebraic equations\n", "\n", "$$\n", "\\left[\n", @@ -59,8 +60,8 @@ "\\right]\n", "$$\n", "\n", + "Elimination steps\n", "\n", - "The value of $x$, $y$, and $z$ can be found by creating an *augmented matrix* and applying Gaussian elimination to it:\n", "\n", "$$\n", "\\left[\n", @@ -83,12 +84,26 @@ "\\begin{matrix}\n", "1 & 3 & 1 & 9 \\\\\n", "0 & 1 & 2 & 8 \\\\\n", + "0 & 2 & 2 & 8 \\\\\n", + "\\end{matrix}\n", + "\\right]\n", + "\\rightarrow\n", + "\\left[\n", + "\\begin{matrix}\n", + "1 & 3 & 1 & 9 \\\\\n", + "0 & 1 & 2 & 8 \\\\\n", + "0 & 0 & -2 & -8 \\\\\n", + "\\end{matrix}\n", + "\\right]\n", + "\\rightarrow\n", + "\\left[\n", + "\\begin{matrix}\n", + "1 & 3 & 1 & 9 \\\\\n", + "0 & 1 & 2 & 8 \\\\\n", "0 & 0 & 1 & 4 \\\\\n", "\\end{matrix}\n", "\\right]\n", "$$\n", - "\n", - "The result is an upper diagonal matrix with ones on the diagonal. From this matrix the values $x$, $y$, and $z$ can be found via [backward substitution](https://en.wikipedia.org/wiki/Triangular_matrix).\n", "\n" ] }, @@ -97,28 +112,15 @@ "id": "94c10106", "metadata": {}, "source": [ - "### Serial implementation\n", - "\n", - "Gaussian elimination can be implemented as shown in the following function. Note that the result is overwritten in-place on the input matrix." + "### Serial implementation\n" ] }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "id": "e4070214", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "gaussian_elimination! (generic function with 2 methods)" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "function gaussian_elimination!(B)\n", " n,m = size(B)\n", @@ -138,80 +140,25 @@ "end" ] }, - { - "cell_type": "markdown", - "id": "cb7f89e5", - "metadata": {}, - "source": [ - "Let us test the function with the example above:" - ] - }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "id": "eb30df0d", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3×4 Matrix{Float64}:\n", - " 1.0 3.0 1.0 9.0\n", - " 1.0 2.0 -1.0 1.0\n", - " 3.0 11.0 5.0 35.0" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "A = Float64[1 3 1; 1 2 -1; 3 11 5]\n", "b = Float64[9,1,35]\n", - "B = [A b]" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "id": "52bfada2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3×4 Matrix{Float64}:\n", - " 1.0 3.0 1.0 9.0\n", - " 0.0 1.0 2.0 8.0\n", - " 0.0 0.0 1.0 4.0" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ + "B = [A b]\n", "gaussian_elimination!(B)" ] }, - { - "cell_type": "markdown", - "id": "563aa0d0", - "metadata": {}, - "source": [ - "We get the same result as shown before (as expected)." - ] - }, { "cell_type": "markdown", "id": "39f2e8ef", "metadata": {}, "source": [ - "## Parallelization\n", - "\n", - "Gaussian elimination is expensive and thus it makes sense to try to seed-up this computation by using several processors. It requires $(2n^3)/3$ operation, where $n$ is the number of rows in the input matrix. Thus, the time complexity is $O(n^3)$, which rapidly grows with $n$.\n" + "## Parallelization\n" ] }, { @@ -235,125 +182,15 @@ " B[i,k] = 0\n", " end\n", "end\n", - "```\n", - "\n", - "- The loop over k cannot be parallelized (the state of B at iteration k depends on the state at iteration k-1)\n", - "- Loops over t, i, and j can be parallelized\n", - "- BUT the loop over t needs to be done before loop over i and j" + "```" ] }, { "cell_type": "markdown", - "id": "a67e0aad", + "id": "14d57c52", "metadata": {}, "source": [ - "### Data partition\n", - "\n", - "Let us start considering a simple 1D block partition. We assume that each process contains only a portion of the input matrix consisting in a block of consecutive rows. In this algorithm, the data stored in a process does not correspond with the data updated at a given iteration over the outer loop over k. The data updated is only a subset of the data stored, which leads to load imbalances (as we will see in a second).\n", - "\n", - "Consider next figure. Let's find out which is the data updated and the data used by CPU 3 at iteration $k$.\n" - ] - }, - { - "attachments": { - "g20491.png": { - "image/png": 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" - } - }, - "cell_type": "markdown", - "id": "6d8b79ba", - "metadata": {}, - "source": [ - "
\n", - "\n", - "
" - ] - }, - { - "cell_type": "markdown", - "id": "edb211d0", - "metadata": {}, - "source": [ - "By looking into the code above, you can see that `B[i,j]` is updated at iteration k, if and only if i and j are greater or equal than k. Thus, from all entries owned by CPU3, only the ones fulfilling this condition will be updated. See the entries highlighted in the next figure." - ] - }, - { - "attachments": { - "g20853.png": { - "image/png": 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" - } - }, - "cell_type": "markdown", - "id": "f18f33da", - "metadata": {}, - "source": [ - "
\n", - "\n", - "
" - ] - }, - { - "cell_type": "markdown", - "id": "1eced940", - "metadata": {}, - "source": [ - "### Data dependencies\n", - "\n", - "At iteration k, CPU3 needs part of row k to update its entries. The process owning row k needs to broadcast this entries to all other processes that require them. This communication pattern is almost identical to the one previously studied in Floyd's algorithm." - ] - }, - { - "attachments": { - "g21211.png": { - "image/png": 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" - } - }, - "cell_type": "markdown", - "id": "410eb1ba", - "metadata": {}, - "source": [ - "
\n", - "\n", - "
" - ] - }, - { - "cell_type": "markdown", - "id": "d04f70fa", - "metadata": {}, - "source": [ - "### Load imbalance\n", - "\n", - "Do all processes process the same amount of data at a given iteration? This answer is no. To understand this let us find out the data updated by CPU1 in the figure below. At iteration k, CPU 1 has not data to process since k is larger than all row ids that CPU 1 owns. This is in contrast to CPU 2 and CPU 3 which have data to process. As a result, CPU 1 is idle (doing nothing), which is waisting computational resources that could be otherwise used." - ] - }, - { - "attachments": { - "g23603.png": { - "image/png": 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" - } - }, - "cell_type": "markdown", - "id": "3988b2ae", - "metadata": {}, - "source": [ - "
\n", - "\n", - "
" - ] - }, - { - "cell_type": "markdown", - "id": "c1957040", - "metadata": {}, - "source": [ - "### Addressing the load imbalance\n", - "\n", - "For this algorithm, a cyclic distribution mitigates the load imbalance.\n", - "\n", - "- Cyclic partitions are often useful in algorithms with *predictable* load imbalance\n", - "- A cyclic partition is a form of *static* load balancing\n", - "- Cyclic partition are not suitable for all communication patters. E.g., algorithms that require communication between nearest-neighbors like Jacobi." + "### Two possible data partitions" ] }, { @@ -363,13 +200,154 @@ } }, "cell_type": "markdown", - "id": "c6450ee1", + "id": "f06f0869", "metadata": {}, "source": [ "
\n", "\n", "
" ] + }, + { + "cell_type": "markdown", + "id": "a67e0aad", + "metadata": {}, + "source": [ + "### Which is the work per process at iteration k ?\n", + "\n" + ] + }, + { + "attachments": { + "g26595.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "0d80cd72", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "6409890d", + "metadata": {}, + "source": [ + "### Load imbalance\n", + "\n", + "- CPUs with rows \n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "id": "20982b04", + "metadata": {}, + "source": [ + "## Exercise\n", + "\n", + "- The actual parallel implementation is let as an exercise\n", + "- Implement both 1d block and 1d cyclic partitions and compare performance\n", + "- Closely related with Floyd's algorithm\n", + "- Generate input matrix with function below (a random matrix is not enough, we need a non singular matrix that does not require pivoting)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a65cf8e6", + "metadata": {}, + "outputs": [], + "source": [ + "function tridiagonal_matrix(n)\n", + " C = zeros(n,n)\n", + " stencil = [(-1,2,-1),(-1,0,1)]\n", + " for i in 1:n\n", + " for (coeff,o) in zip((-1,2,-1),(-1,0,1))\n", + " j = i+o\n", + " if j in 1:n\n", + " C[i,j] = coeff\n", + " end\n", + " end\n", + " end\n", + " C\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "31d8586a", + "metadata": {}, + "outputs": [], + "source": [ + "n = 5\n", + "C = tridiagonal_matrix(n)\n", + "b = ones(n)\n", + "gaussian_elimination!(C)" + ] } ], "metadata": { diff --git a/notebooks/figures/fig_jacobi.svg b/notebooks/figures/fig_jacobi.svg index f882af6..957f3f1 100644 --- a/notebooks/figures/fig_jacobi.svg +++ b/notebooks/figures/fig_jacobi.svg @@ -2877,6 +2877,38 @@ d="M 8.7185878,4.0337352 -2.2072895,0.01601326 8.7185884,-4.0017078 c -1.7454984,2.3720609 -1.7354408,5.6174519 -6e-7,8.035443 z" transform="scale(-0.6)" /> + + + + + + ? - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - k k CPU 1 Data updated (iteration k) ? - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + k k k k CPU 1 Data used (iteration k) ? - CPU 1 Data updated (iteration k) ? + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + k k CPU 1 Data used (iteration k) ? 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However, the classic version of the problem includes returning to the initial city.\n", - "\n", - "\n", - "As for the ASP problem we represent the distance table as a matrix, where $C_{ij}$ is the distance from node $i$ to node $j$. Next figure shows the input and solution (output) of the TSP problem for a simple 4-node graph. " + "- Compute the shortest route that visits all cities exactly once, without returning to the initial city.\n" ] }, { @@ -68,15 +62,10 @@ "source": [ "### Branch and bound algorithm\n", "\n", - "We consider a [branch and bound strategy](https://en.wikipedia.org/wiki/Branch_and_bound) to solve the ASP problem. The first ingredient of this strategy is to enumerate all potential solutions of the problem using a search tree. The tree is defined as follows:\n", - "\n", "- The root is the initial city\n", "- The children of a node are the neighbor cities not visited so-far\n", "- **We sort the children using the nearest city first heuristic**\n", - "- A node will be a leaf of the tree when all neighbor cities are already visited\n", - "\n", - "\n", - "The nearest city first heuristic is a way to speed up the search as we increase the possibility of finding the solution in the first paths enumerated in the tree." + "- A node will be a leaf of the tree when all neighbor cities are already visited\n" ] }, { @@ -94,16 +83,29 @@ "" ] }, + { + "cell_type": "markdown", + "id": "9da5f5ae", + "metadata": {}, + "source": [ + "- Number of possible paths might be up to O(N!)\n", + "- Visiting all paths is impractical (even in parallel)" + ] + }, { "cell_type": "markdown", "id": "ecf89636", "metadata": {}, "source": [ - "### Pruning the search tree\n", - "\n", - "We look for a solution by going over the branches of the search tree via first-depth search. Each time we hit a lead in the tree we have a route between all cities and this a possible solution of the TSP problem (called a partial solution). In this process, we keep track of which is the shortest partial solution found so far. Note that we don't need to completely traverse all branches. In some cases, the distance at an intermediate point in a route will be already equal or greater than the best distance found so-far. In this case, we don't need to continue moving within this branch and we can jump to the next one. This is the \"bound\" criterion in our branch and bound strategy, which is also referred to as \"pruning\" the search tree.\n", - "\n", - "In the example below, the first route has distance 6. At an intermediate point of the 2nd route we have already covered a distance equal to 6 which guarantees that the solution will not be in this part of the tree.\n" + "### Pruning the search tree\n" + ] + }, + { + "cell_type": "markdown", + "id": "239b7362", + "metadata": {}, + "source": [ + "- Only 3 out of 6 routes need to be visited" ] }, { @@ -113,7 +115,7 @@ } }, "cell_type": "markdown", - "id": "f18d02d6", + "id": "d8218eaf", "metadata": {}, "source": [ "
\n", @@ -121,14 +123,6 @@ "
" ] }, - { - "cell_type": "markdown", - "id": "239b7362", - "metadata": {}, - "source": [ - "Thus, there are only 2 more complete routes that we need to visit. Using this strategy we have significantly reduced the routes visited: from 6 possible routes to 3 visited routes." - ] - }, { "attachments": { "g23549.png": { @@ -255,8 +249,8 @@ " num_cities = length(C_sorted)\n", " if hops != num_cities\n", " city = path[hops]\n", - " connections = C_sorted[city]\n", " next_hops = hops + 1\n", + " connections = C_sorted[city]\n", " for (next_city,distance_increment) in connections\n", " already_visited = (next_city in view(path,1:hops))\n", " if ! already_visited\n", @@ -266,7 +260,8 @@ " end\n", " return nothing\n", " else\n", - " @show path\n", + " #@show path\n", + " println(path)\n", " return nothing\n", " end\n", "end" @@ -303,7 +298,9 @@ "id": "65e654df", "metadata": {}, "source": [ - "### Serial implementation without pruning" + "### Serial implementation without pruning\n", + "\n", + "- Now, we add the computation of the minimum distance" ] }, { @@ -326,8 +323,8 @@ " num_cities = length(C_sorted)\n", " if hops != num_cities\n", " city = path[hops]\n", - " connections = C_sorted[city]\n", " next_hops = hops + 1\n", + " connections = C_sorted[city]\n", " for (next_city,distance_increment) in connections\n", " already_visited = (next_city in view(path,1:hops))\n", " if ! already_visited\n", @@ -362,7 +359,9 @@ "id": "3c160cf9", "metadata": {}, "source": [ - "### Final serial implementation" + "### Final serial implementation\n", + "\n", + "- Now, we add pruning" ] }, { @@ -434,14 +433,16 @@ "metadata": {}, "outputs": [], "source": [ - "n = 11\n", + "n = 12 # It is safe to test up to 12\n", "using Random\n", + "using Test\n", "Random.seed!(1)\n", "C = rand(1:10,n,n)\n", "C_sorted = sort_neighbors(C)\n", "city = 1\n", - "@time tsp_serial_no_prune(C_sorted,city)\n", - "@time tsp_serial(C_sorted,city)" + "@time min_no_prune = tsp_serial_no_prune(C_sorted,city)\n", + "@time min_prune = tsp_serial(C_sorted,city)\n", + "@test min_no_prune == min_prune" ] }, { @@ -452,6 +453,153 @@ "## Parallel implementation" ] }, + { + "cell_type": "markdown", + "id": "c6375465", + "metadata": {}, + "source": [ + "### Where can we extract parallelism ?" + ] + }, + { + "attachments": { + "g25091.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "5e853346", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "7c72df0e", + "metadata": {}, + "source": [ + "### Option 1\n", + "\n", + "- We assign a branch to each worker\n", + "- Pros? Cons?\n" + ] + }, + { + "attachments": { + "g18142.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "73b7633a", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "052a5676", + "metadata": {}, + "source": [ + "### Option 2\n", + "- We assign a fixed number of branches to each worker in advance\n", + "- Pros? Cons?" + ] + }, + { + "attachments": { + "g18910.png": { + "image/png": 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" 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GnYFn6Pn5fx5wlodr+pmw7AU83GvsJIyGxVLlzF42e0xNoOYQVT0A81qoKfCUDG8D9wmyaOP3Nr5v8q6TuzwL0pKTWFvsI2CDoVxDRZsi9ZHemzKWCscmLBZLlZHVxPFQ4EBgw34+da1Q1dHfR+ojXguxLf6yMzAFOJx1NUqfAOMw+hYv8DNheQCY2GvsbeC3GK2Otb4dJsxpn7NlkuRBKD9kgMmLILer6sLGhsaHD5PDkt5FacmmGAmLIEeHGkLXFSkkS5lgExaLpQpIN2I7GOUQhG8DwX4+tROjR/ljgMCfptVPe9PDMC2lYU+gCTigwLxmYMYg16gHFuX5/efp6fD0EcbFKxcHAIN5LfbVLDKbBEZ434y3JXCWMiO2IraxJGVS2nHse5iePP3hXeAPonK9PWn2nlhb7FGE9Qb0pJ49wT5JrE5sZRuKVh82YbFYKpQs++FDGZiz1yrgIUEWodwRagx96F2UlhIRBI7EnKjsWGBuhgSmT8lgLGC3B4rpvjQWeGWAz3EwBgJf68fcJHAbcC7wzwGuY6lwep1CH0T/d/RfAW4XlUWhxlC+xNjiEy2tLbumJPXkmgHhd+H68M9LGJLFI2zCYrFUEENIUt4F7gHurFmv5p6pW0791LMgLaXkM8CxGD3K1gXmvohJNLK5F7P7PFDKIWH5JevaM39C4d4dTwPzgRsxiYxlGOG2u3V1WrevoocKMknRjfr1xLRVcoDAjdMap+U7LbR4SKw1dinCLzKPJSVfD40P/bWUMVm8wSYsFkuZM4QkZQVwB8qdiVcSj7h7u93eRWkpMeOAX6R/8mmWuoDbgbnAk8DdrJugDEagXuqEZVvgKXrulL8P7AB8FYjQ08q5L1oxCc8VmFNIyzDDXeLW1o2q24cUP1T0EGDjfjxNgX+o6M011Cy0ZbX+MW/lvJGdXZ2vZyWZ/w3Vh7a3ZXvViU1YLJYyJLo0upnUyMEoh2LsWPtr8/g8wq2icnuoIfQvD0O0lAdfBs4AfkJ+QfHHwNWYEqiVWePjgf8AdVljCYw17DNFjdQ76oC/A1/qNd478cpoeb5P/u++jED/YuCd4oVpqSQW6sJAa1vr3ghH0f+ysRTwNxFZlOpO3RSZELF9fzwk3hb/qaLXZw1NCzeE55YsIIun2ITFYikTBn2Ski5NcALOLU3jml70MkZLWSDAPsDpFBbSvwFcDlwAfJBjTu8mi2BO574OvDb4MH0hgBHRH9Jr/DGMK1RffTUmYMrHTgBG5rl2RqAfBaxj3jAmvZM/UdGfYRpV1vbjaQngAUEWdazuuM2KwItPrC32MOZ9DtCdclLb2EbG1YtNWCyWEmKTFMsAqMVYEjdhSp3y8S9gHnAzpgwsHw5G37Rfr/ElwDeB9wYcqX/MB07tNfYe5uSpUEnZ5sDJmORlkzzzUpj/nzjwxODCtFQLbru7UZ3WHZj+zP4u/bNKXg08CFyXWJ24wzbeHTqzls+qr0nVtJK+jxWV20ONoYNLHJbFQ2zCYrH4TPTV6CZOp/N9m6RY+smGwDGYDvWfKzD3CaAFuAtTW99fNseUgPW+/jMYjctbA7iWHwQwepOTeo2nMCVf9w3gWusDRwBnYrQw+bACfcsaWl5p+WwymTwM5SeC9MedDowBys0OzvVNDU3WoW6QRNuizYJEMo9VdVKkMXJXKWOyeItNWCwWH5i3ct7IRFfiAOAoBpGk2EaOw5J64FfAz8nfM6ITuAWYAzw/hPV2Av4C9HZJasXsJC8bwrWLSR1wA/DDPn53CkZ/MhgcTLITBvYoMLcNk7hYgb4FgHhrfBscDibFUSq6Sz+f9hLKLd2B7mtnjpvZ7mmAVYSrrhNsDy4HxqSH3kysSIyxxjLVjU1YLBaP6CXaPJjC9qoGm6QMd3bBJCqFhPQfAddgHL9eLdLau2NKV3o3bvsIOBGTGJWSbdMx7NzH784B3CKtsydwGkYbk8/w4h3gKkzy8nqR1rZUOPGl8R3V0UMRjsQYWxQiBfwN4brEqsRNVu+Sn2hr9HsicnfmsYrGI/WRcCljsniPTVgsliITWxb7Cg5HYfQGm/frSZlyL3Fubmposh24hx+Z3f3TgIkF5i7HuF8tILeQfihMxDRV7MsV6VLMCYTfzUYdzEnTefQd12xgpgfrjsdoZPor0I9h+ttYLMCa5OVn6Y2rrfrxlNXAXSiXhxpCD1qL3nWJt8f/oKprjDZUdHu7uVf92ITFYikCmR01dfSnotLYryfZJMViOtL/GAixbhPH3jwHnA/cBHhd+vAVjNC8r4T7TYye5ib6duHyIpZLgN36+F0Kk+Rd4nEMAxXoXwgs9jgmSwWxUBcG2pa3TUyROkpUDiZ/AgyAIO2KXp1MJa+ZMX7GykLzhwPn/vfcTbtGdL2K+ewEeDTcEP5WKWOy+INNWCyWQRJvjW+jjv4E5Ujgi/182ssINwVSgZtsd+RhzaaYE4PTgM/mmaeYEq35wJ3FWHjO0jmNydrke+Gx4fcLTK3HnBrsmuP3SzAnCrfgTQL1NWA6MIm+v6veBY7GNL/0i0yCGQa2KzD3GUzi4keCaakg3KXuZ+oCdQelbZL3ofC9WAp4SJDra0fULpoyZspq76MsT2JtsTMx/aQAUNFjIvWRa0sYksUnbMJisQyALEvLnwHfxpSqFOJd4A+icn1TQ9MT9oh/WNOA6Z9yPOvqRLLJCOlbMInBkFnw1IIR72/y/smq2iwiC0P1oeP68bRajEbmVHJ/X7yGcc26rgixboYppfwpJmHJxRMYjU+pdp0zJXwhTJPNfLRjEpcrgU89jmuYoptgXjubYt5XnwJvgrSWNKx+MHvZ7DGBQOAIlOPpn97lfWCRIL8djs2BY+2x51F2TD/8JLE6sZXV/AwPbMJisRTAbXfr6rRu3wE2DVsF3C3I9R0rOu617iXDnq9gEpUjyC/izgjp51DEpo3x1vie6uhlWV/0IOwfrg/31/7325iyq0KnCsuBh4FHgBeAlzH/pr6oBRrT19wjvcaXyb8J8BHw63Qs5fKe6u/f9kPgWor8tx1+qIN5reyR/tkd2DjH5A8wJXqXgTzmT3yDJ0v/eCT5Sw8NwtPA5U7Cublpu6aPvY6v1LS0t+ye0tTfsoYuDzeEJ5csIIuv2ITFYukDV12nrq3u/1T0Z5gd38/042mdwP2CLAqsF/jD1C2n2t3U4U1mF74J0zU+H57swrvt7kZBDZ6D0V70TASU1xJO4gtuvdtf4X4tcAbm35PrBrEvPsScMn6CaWK5McYxbxPy3+Bn0405xQkD5drJuhFT4uf76dnwQjcgdxKcj5uAySBlvxs/b+W8kZ1dnT9U9OfAtyh8r/aJILeo6oJwY/hJH0IsCbG22BWY9xcAKrp7pD7yjxKGZPERm7BYLFk0L2v+guM4x2B2uLbsx1NSwGOK3igBubUfugBL9VNynYOqSqw99lNBziW3U93i5IjkMTPGzBjobv/6GP3NNPLrb4pBF/B7jAvYyx6vVSw2A47DnLrkc4Uquj5peNBnwtKJKQ/MJN9b0fdr8wlgIkiHd/EVl6ySsZOAsQWfkD51qTZ75Llvzh3Vvar7dTKbh8KScH34C6WNyuInNmGxDHvcdnejIMHDUI6i8E64Ie3wRQ3XhceG2zwN0FIpbIZpXHgKppY+F57eqEbbo9sJcgnKt3NMeQvlzHBj+MYhLhUEMs1Q96e/zVD7x9MYTczvgf8V8bp+MhAHuGeBC7AC/X6gG2B63jyCcWJ7APgvSLLXvM9hduOb6OnINQvk135EWkxcdZ1gW/DbCCcCB1H4/fYxcHNKUpdOr5/+nPcReku0NXqsiPxuzYAyJdwYPr+EIVl8xiYslmFJr6aOP6IfFpOYHbw/ppzUtdPHTX/G2wgtFUR/S4EyvTriGH1HUXFfd9cLrg5OQwix1vIzGwVuGNE1YspZnz/rnSIvvzGwd9bPtgwsgVkJPI7RvzyI6SRfLQymx85l+N/rpkJQBwiAdPVz/jeAh1jbhPVdYKv+P7/8mLdy3uhEd+JHKL+kPw6VmVOXYOIG97PuKs8D9IBYW+wxTENXgE5N6taRCZG3SxmTxV9swmIZVkRXRHeQbjkK4Rhgi3485X1ME6/rbBMvSy/62w09I7ZuwaNu6PG2+CRFLyJ3ycjLpDgpPD78kBfr98EIjCPatpjynIMwpzAZ3sToYZZiSr2qXjCcJiPQ/wlrb6D7ImO+MBd41fuwqh29Gjgma2BXkKdLFExRibfG91TRE4FDgbp8cxV9T0SuDaQCl1aSrX60NbqtiLzE2nvWP4Qbwj8qZUwW/7EJi6XqSVsRH5kWMH65H0/pFJV7cLhm43c3vmfyrpMrdifOUnQGYmfbhin78szOdk7rnAlJSc4HvptjymqUOYmORNTd0e30IoZ+Mh2jQ8nwEoXLpKqZjL31z4FReeZlBPpzgOd9iKtK0WOAq7MGJoHcVaJgPCHeGt9QHf0xyqlAIW1Hpiz18sb6xtsOk8OSBeaXlHhrvEVFp2UeiyPfC40L3VvKmCz+YxMWS9WStog8ESOgz3dTYFBewOG6mmTN1VPHT63UunmLN9QBhwER4PMF5j6NSVQ80yO4S9z16+rqZqroGeQuvfpTt9P9q5njZrZ7EcMAsQlL32yI2fnvj4HBE5hTurswN5yWfqM/Ba7PGtgHxK/TRt9Jf/edjnG4LFSauQzhShwuL0fTGPdhtyY4NvgKGQML5bXGhsax5Z5kWYqPTVgsVcWc9jlbpkj9WFWPp/AukzkiR25NOakFla1L0fUw7imrQWzte/HYHDgZYwucry9CCtPv4UKMENgzCpV/qWgrKX4VaYyU0w6yLwnL3GVzNy/GZsOhCw8NLDpskZ83RBmBfhOwQ4G5zwHnAzdjXNQsBdHzgV+lHySBLUDeLWFAvtDc1ryFI84xojJZ0foC0z8GbpakzA9NCJWN3Xa0LXqgIHdkHis6O9IQmVnKmCylwSYslopnEO4pSYy49/LR742+vfJKvlSAXYD9MB79O9PTurYL+DfGRecKkP/6HWEVMB7T3f0E8hsyZIT0MeBFLwOKrojuICm5KI/712oRiXfQMcetd8vNttXThEVVJb48fgLKuSjHhhvDfxjK9Zpbm48Q5ExHnD92Jbtunjlhpl8d0wci0H8DuBzjLtbfXjrDEN0Wc+q5fnrgVpBDSxiQ77jqOrVttd8VkZOA75G/OasCf1bVizobOu9zxU35E2XfxNpidwAHph8qKbYNjw8vK2VMltJgExZLxTK7bfZYB+d4UTkW4XP9eMrzInJlTWfNjR64JPmEng38DONM1a8nYDQUZ4IMF2HzUOivkP5t4HeYExVPGxm67e5GwVQwhHAGpnljX9zV7XSfViblX33hWcIya/ms+hqtuTIrkXt7RNeIHYbyHo+2RW8RZK+soZdTpBbWpmpv8bFcdBfMqUAhgf7HGH3GuRi3NQsAOgpzahVlrcHK68BuIMPWyGDO0jmNqUDqZOA4RTcqMH2pqJzfMbLj2lK4i7lL3PWDI4OLkfTrX3k+3BA+xu84LOWBTVgsFUWv05SDyf9FDubL/HaU68KNYU9LdfxBk+TeHVNyv6efwdRt253YdcnsakeA3QvMbQUuAq4APP0Cd9V16trrfqroXHI0fyzT8q++8CxhibXFfgP0LhG5drA3NtFXo5tIl/wb7eOzRehW9BFg0frd69972oTTEoNZY4DUYxKX/gj078AI9J/yIa4yQRsxNtAZApj3ywR6JvhPAEeBVJNl9qBx2926Oq07TNGzKGyN/CFwbXJEcs4gGs1aLEXBJiyWimBO+5wtkySPRvkFMK7gE6q022+vhOUfwG3AY8CLJhnREcBOmGZ+J9GzPO6PIIf4GW2Zsz5wBHAmxn43Hxkh/Y2YkkJPaWlr+VqK1HxgtxxTjPuXk4iXYflXX3iWsMxfOj/4qfPpM0gv7Yewf7g+fN9Arxdrjx2D0tKPqR8p+mcHZ2GoPvQY4rkQ/jPAscBUKHiiPIwE+rozpvFmLl4BTge53aeAKo60NfJpFN4E7ARukaS0lJPOxTI8sAmLpazJ+iAtqE0R5ANFFwry21BD6F/+Je3nUQAAIABJREFUROg3msC4T80FKdB8UL8B3EvPXdlvgDzuWXiVwRaYZO5UYHSeeRkhfQz4qw9x0bK0ZetUTWoOyuHk+nxW/tgd6D6zjMu/+sJTDUtLe8vuKU09Ts8yvlecTucLTds1DagUsuWllg26a7v3F5UDxZG9+zxpWZfXBLmtm+7rZzTMWDGg4AdOLcb9aRqwY4G5/wLmUdUC/YIJC8Bq4CpghjUlyc2s5bPqa5I1kxGOJ7/JiAIPCjI/1BC606fwLMMcm7BYyo7oq9FNpFOOASZjjvXzoYouFuSKxOrEHSXuNeED2ggyAAGwngxckjVwMcipxY6qQpiAcfs6kfwN1jJC+ijmxtpz3CVubd16dSep6ixggxzT/iuOnFGh/Qc8dwmLtkXny7qv7fnhhvDpg71m+mT3IJQfYk4uC5FS9HFx5KZRXaPu8bhkTIB9MP1cDigw901gAUZzVXbWtUNDN6DnSeT6wKbpsR8CG2f9rhX4Nsgr/sVXecx9c+6o5KrkMSlJnSEq+fWSwtOkOC/xSmKRu7friY27xQI2YbGUEc3tzTs76pwE/BRYL9/cNacpZWbBWH7oesC7rL1BfwJkzxIGVAr2xNjFfp/8n3n/Ay7FaFR8szxN2xRfgGkmuA6CfKCi8cSqxPkVnJB7nrDMfXPuqO5V3f+m5/9jSh3dMzIu8rehXn/OyjkTkp3JH6noYYIU6pkC8IGitzpJ5yYfPqN2BqbQf4H+eZhSqSpHR2FK407JGnwG2B2kSk+cikdaR/d9RfvjWrdcRC6oram9fMqYKav9iM8yvLAJi6WkDPADca02JZi4oRSuJZWJvghsl37wMkihxofVQEZIP53cOpAMy4CLMRaxvn3RtrS1fD5F6gJyd6lPATfWpGrOKodGpqoq8fb4dcD14Ybw/QN8ui99WOLt8f1Utbdu5d+j3xu9a7Hsy111ndrltV8VlUMVPUSQwk1p0y5jTsC5wePmfOOAX2BOp/M5QHUBt2Ocxf7pYTxlgl5Mz6TlWJBrShRMRZLVjLJQUvwWymWJVGKeO8H9yKfwLMMAm7BYSoLb7m5UR93RqnoGORrgZfER8Pvq1qZ4ib7G2i7afwfZo5TReMz6GDel/ryunsCUyNyGD0L6DLEVsY3ppimfTbGi/wwQOLWpoalsbiZjrbGTkTXlhYuCI4K/mDJmynv9fLpvne5jbbEbgCOzx0QlHGoMxYu9ltvu1tVq7XeAnwnyDQp9pyqdCPcJcr3HQv2MQP8sYOsCc4eBQF83BN7CNOgEuA9k/xIGVLHMWj6rviZV0x/XundQLqGGCz1O0i3DBJuwWHxlQGVfKs+oowuqz+nLT3Qs0M7a9/o1IMeWLh7P2BKzs3waPWvWe5MR0keBIZcJDQT3YbcmOC54PMpscgtaVyJMDY0LLRSRsrl5nL1s9piAE3gecyOc4eXEisSO/axb9y1hOfe/527aNaLrBWCzrOGEg/OlpoYmz5qopv+PDsfsQPenL1R7itT1Uiu/j2wd8aoEMSPQnwp8ocDc/2BOGq8DKsF5boDoE8D/pR+8BlIokbPkIa01/QXGvGSLPFM/VPQSklwQmRB526fwLFWITVgsnrNQFwZa21oPQjgd+EaB6V0Itzo485vqm/7uR3zVjUaBcNbAISB/LFU0HrATptTjKPIL6T/BuKudB7zsQ1w9aG5t3scRZx65hdurUeYnOhKzyzE579VtGgAR+VWoPnRhPy/hW8ICa6yJr+41/EioPvRtrxPBdJnrnilShwkyifyvS1S1S0Tu9eHUpb9arrcwfU3mA/09QasA9G5Ml3eAD0DybWxY+sm8lfNGdnZ1Hp/u57JNnqmrUK5wRjhzmrZpet2v+CzVg01YLJ7hLnHXD64XPAJlClBIN/E/lKuTmrxkxvgZtltzUdBtMbammRuml4AvglSDk0tZC+kzpHUqs4BD80wr6y718bb4UYpe22v4H431jV8/TA7rbymdrwkLQLQter8g+2aPqegxkfpI73+LZ8Rb4xumJHWgiByDFjzhAGFZSlO/91jr8iVM76HDyW8V/wnwO4wtstdWzT6gz2LMCQCWghTqvWQZAAueWjDi/dHv/0TRMGs1k33RCVyTclLu9HHT3/ApPEsVYBMWS9FpbmvewlHnJIRfkt/LfU3ZV7AmeL11Fikmuh6moeQumQFgP5AHShfTkBmB6cczFfhqgblLMXbOvgrpM8xbOW90ojMxLZ9OBXgpfUrxZz9jGwhzl83dvNvpfoGe7+OEBnSXyNhIgT5APfA9YYm1x8ahPE/POvt3a1I1O5TCxCDeFv+Soocqeqgg+QTxKJoQ5M+CXB9qCD3qUUhbYcT5p5NfoJ8po5yNaVZbgeg2mNLYTNPduzCnX5YikzHSSZH6tSC75pn6KXBVilR0esP0t/yKz1K52ITFUjSa25p3cnD6U57TCdyBcnm4MbzYn+iGEyqY8qfDswbngZxZooCGygbAcRjb1nwlB1BiAbG7xK2trav9pYjMILeW5h2UsxOvJC4v974FsfbYTSg/6TU8I9wQbh7gpXxPWABirbEwQrTX8A3hhvDPvF47F+7r7np1nXUHqerR6Jod/5wo+h8H57qO1R23eVQumHl/nQmMKTC3DAT6GgAZgEmGBjDGGtkljZNBLi9yYJZexFpjExFmAbvnmfZJWpzfYsX5lnzYhMUyJNJWp/sqepYgE8n/mnoHuDTlpC61R8FeohdixOcZHga+C1JpPTwGKqRvBkqme4q1xiYCFyLskGNKF3D1iK4R08/6/Fnv+BjaoIgvj++vKb2n1/C/Rr83+quDsAguScLiPuzWBMcG/wl8OXtcVA4INYbu9nr9QsTb4l9S1aNV9KBC9sgq+jHKLclk8nczJ8wcQPPYflMhJ5j6OPBH4AaQAjvzWo8xEvhe1uArwA4gn3oVoaUnaQ3fr4Fv5pn2viDzpFMubNqu6WO/YrNUDjZhsQyKhbow0La87VBVDVO4A/TLCOcHa4LX2rIvr1lHZP8PYF+QSvoCqKga++iK6A6SlPPI3U8F4C5SnBEeH17mV1xDwX3dXS/YEfwPxWvCWJKEBSDWGvsqwt+AQNbwisTqxBfKxeCg5aWWDZK1yYP6qXVRRR8Drn/2qWfvXnTYIi8suctYoK+tmNdlCvP59gzwIvAhkMA42dVjdvX3ouffPQEcAGJP9ktAS1vLvilSvyH/ics7wJzgiODF9n7Bko1NWCwDIktYF6GwkP4J4MLG+sbbBiDOtQwadYGzswb+A+wFUilOP2V8k7QuafvcmRiXskCOac8iTAnXhx/xL7KhE2+Ln6folOwxUbkg1Bg6Y5CXLFnCAhBri/U+dQSYG24IT/Mrhv6S1rr8TNEfCTIy31xFlyt6Q5d0Xe/Wux94EE4ZuvCtSVgGynvAUSAlP1kb7qRLxaLkP8l7FWFW47jGq+z9gwVswmLpJ/OXzg9+WvPp0SgzyF/nnALuUUejg9yJtQwKnYapLc/wIiZZKXmH9AJk+kScBXyxwNyXgd8CCyhhn4h5K+eNTHQnTkOJ0LMvSTZvILiV+GWbvmF+ip7drF9JrE7sOIQTiSIlLCqYhqCbAyOBD4BXQfI6wM19c+6o5Krkf9SUCGXoTjmp3aaPm/7MwOPwHnep+5naQO0PBDme/K5LIHyC8kcH5wqPes2UUXmmhoBDMIYiuTYKsvkQuBE4pwI+D4cVsdbYREFaVHSXnJOUFxRtijRG7vIxNEsZYhMWS15aXmrZQIN6nKo2YVxlcvExcHWS5LwZDTOqwAKzktDTMB3bM7yMSVbKWSeU6cRdIULfNXqtHwnS0uvGNxvTTyWViLoT3I98DbAIpJtb/h3lK9njiv4g0hD50xAuPYSERbfFCKb3A75G30niMuAO4FKQPvUduTQ5iRWJXcva/ECR6PLoN0XleGAia52u+p4Nj6BcmWhIPOSKmypyNAM1wLgQI3j3IGnX0cDeGKviekyjUAejqfkQs2nzLPAIiC0tKlNUVVraWw5QdBamHDgXi1OSmjq9fvpzfsVmKS9swmLpk3S5y68EOUXRfJaXbwMXJiRxiUclCZa86PEY4WvmvbwC+BZIuSaNY4GTMHaq/bFSnQX804e48pLWQczDlK31hQK3IkwL14eX+xdZcYm1xaYCc3oN3xJuCB/e1/wBMIiERXfFCKZ3G8A6nZjXTBRknZv1WFtsIb164qjqmZHGyLwBrFEyZrfNHhvQwLEIRwAb5p0stInK76RTfu+BiNnBlG7OwCSR+ViG+TuWxGLcUhks1IWBZe3LjhBkFuZ7oi9SKNc5KWdm04SmV/2Mz1J6bMJi6UHLSy0bpIKpk1HC5P9CfAvh/JqRNRdP3XKqdVspCXoccAVrd1xfwZyslGMDwp0xu7I/oWepUW8+Bq7G1MK/4kNceWlZ2rJ1KpCKAj8l9+flk5rSMyLjI0/4GFrRmd02e2yAwPPA+lnDHzo1zg5F6Ew9mITlWIypQm8SmI2STzD9YTbrY85VwAnQs6v9nPY5WyY1+QI9y5pWIexYSYnm/KXzgx8HPv6BICcLkv//0ZSL3ezUOL/1qMN4RTRxtVQGbrtbF9TgqRjzmFzlh6sRLnASTsw6ig0fbMJiAdZ0pT9FVEL5TlQEaUe4sIOOBW69WzIdgUWPwdyUZZKVVzEnK20lC6lvMjczBxSY9yZGm3IhUHIvfnep+5lgTTCE8iuMVqIvVohIqGlc0y0iUrJStWIRa4vdybp/pxPCDeEri3D5oSYs7cB1wP3AkyBZtsq6I+Y11ru3ys9B1kl4Yu2xE1EW9FyKP4Ybw4cU/meUH9H26G6icjzC99A8mwFCF8q9AQlcMq1+mhdlNdtiBPonkl+gnwAWYnQuXuhtLFVAbEVsY7ppQjid3K+nNwQJNdU3XV8Nn8GW/NiEZZgz9825o7pXd/9SVacJMjrP1OcFmduxouOmsq73HhbojzEi0ozg9C3MycpLJQupJxkh/TRgxwJz/43p53AdJRTSZ0hrOI5D+Q2wRY5pn6KcG6wNtlSL7Wa8Lf5TRa/vNfxoqD60V5FuBAabsEwGfgPc2/u0pI/5pwMXZA28AYzp3WQwrUX6C/CNXuOTKlnYmz49+hnwc/IL48GUWV4Urg8/gBRdF7YFpuzzVCDfd0qm7DMG/LXIMViqhNnLZo8JOIEZwPHk1m89JsipoYbQv3wMzeIzNmEZpqT7LJyCuancNM/UJxWdHa4P32l3MMoBPRRjH5rZSf0fsDfIC6WLaQ0ZIf1ZwNYF5paFkD6btNXm+ZCzD0YKuDEggWnT6qe96WNonhJ9NbqJdMoLGOetDAnHcb7cNK7pxSItM5iEZYOB9w/SPwPfyRrYE2SdUr340viOGtBn6dnn55Wa9Wp2qPQS13kr543s6Or4EXCCIHmt51V0iahc2v5e++2X73r5QJuBFmJ9TPJ0Brk1CRmextiU34gnAn1LpdPS2rKronNUdO8cU1LAjSO6RkyphMa8loFjE5ZhhrvEra1br+6kdMPHXDvIAM8KcnaoIXSnX7FZCqHjMB2ms8s+ngEG2vX6J713nYfIOIzl6S/Ir3vqAm4H5gJPFnH9IZEW1M8FvpVrjqg8nHSSU6rRoSbWFrsGOLrX8K/DDeFZRVzGpz4seiRwQ9bAiSBX9DUz1habg+nqvvbZaDTSEJle/LhKQ7Q9uhspThWRieT5vlf0f4Jcl5DEFR6Yp2QE+hHyNwwE81l2EUabt6rIcViqgHhbfJKi5wETckx5W9FwZ33n1R645FlKiE1YhhHpN/o8YHzOScoLCG6oPnSrPVEpN/QLmGaQQ6W2pwZg0HwZs3vaXyH9ucDKIqxbFGIrYg0kiQKHkfuz8EVBmqo1cY+1x/ZCeYie//6XRiVH7XzahNMSRVzKr4RlD3qWFzWB9HY9A9acMi/BJNwZOh3H2bmIJ0tlQXxpfMdUIHWSiByE9jhV6klaoJ8ckbx0xpgZr3kQSn8F+m9j9EsXYkr7LJY1zF86P7gqsOrMdAPrUX3NUfSfovLLcGO4bDbHLEPDJizDgLQo81xyW7ICvCRIrKG+4cZKa3Q3fCiLhEWAfYDTKSykfwNjZXoBpsFfWdBPMec7IjK7Y3nHJdWq2Zq3ct7IRFfi3/TcwEhpSr/pgeOZXwnLgZh+LBmOA7k61+zY8tjBpLit13AxtTtlRcurLVt3d3af6IhzJNrDDa4nQpeq3p7U5IUzG2cu9SCUCcAvgRPIbWoBawX6UcxrxmJZQ8srLZ9Ndafi5HZxVOAKp9M5y7qJVT42Yalioq3RbUVkNvAjcv+tlyPEEssTv6vWG7PqQUdj/pZD5cq+elQUICOkbwJ2KDD3X8A84GZMGVhZsOCpBSPe2+S9Y1Fm07cVLsAqlIsqtfHjQIi1x6Jp+/I1qOilkfrIyR4s51fCMg9z6pdhV5Cn8z0j1hb7EzApe0yQn4UaQjfkeErF4y5x168bWfeTFKmTBflsnqkpVX3QEWeuR4LmzYGTMcnLJvniwAj04xj9m8WyhvRJ8XzgizmmLBeRX4TqQ3/2My5LcbEJSxUyd9nczbucrl8LciLkOP5XXkNwEysS19hExZKHDYFjMLX+nyswt+yE9LC2Q72KxkSlMce0FPCHJMmpMxpmlGvTzaKR3sz4NxDMGn4jIYkdPGoA60PCohthmhRmbnyXAw2F3MXirfFtVPQFepaWvEWA7cNjwyW32PaSBbpgxDvt7xzcn34uij5a49TEpo2b9owHoYwCjgTOxNgj58MK9C3r4D7s1tSNqztFVc8ht5Zy0YiuESdbUX5lYhOWKsJd4tYG1wuegRLBODb1xceCzOmo65jnfta1okZLLuqBX2FcfvqsEU7TCdyC6Y7+vA9xDYiW9pbdU5o6F/h6nmmLU5KaWo2C+r5IJ3APAXv1Gv9hpDHSuzyqWPiRsFyOKTHKkLccLJt4WzyiaHOv4d+GG8KnFC28Mqe/An3gnxKQltDY0OMehJER6IeBPQrMbcMkLlagb1lD2t57LqZMrC/eAk4NN4QX+RiWpQjYhKVKaF7evLejzkVozr4X3cDvAhI4u5osWS1FZxdMolJISP8RcA3G8etV78MaGC1tLZ9PkZoFHJpzkvKCok2V3HtjMMTb4kcpem2v4fvCDeH9PVzW44RFD8fYfWe+0/4KfLO/bnjuErc2ODL4XK+YUo44X2+qb/p78eIsf5rbmncSkV+Jyv7k7nsByhNao+dFxhZd75RhT+A04BDW9pzqi3cwTXTnA697FIulwoi1x76Lchm5LbXvcpLOSU0Tmsru+8vSNzZhqXBmr5z9uUBXIMa6XZ6zWSwqU0KNoWIIti3VR2ZX8zRgYoG5y4HLMF3py0ZInyH6anQTSchUhDMwupt1UV7D4TeN4xqvGm4GE/HW+IYq+iKwVdbwagJ8ITw23Obh0h4mLLor8BdgvfTAB8CXQZYP5Crxtvg3FX2E7O9F4enGcY27DbfXCZikP0nyVBE5GM27efEkMN+jJpRgTCFOpf8C/RhQVS5vlsHhLnHXrx1ZGxXkFPpIvgX5QFV/GW4M31iC8CwDxCYsFcqCpxaMeH+T909W1VnABn3NUfQpEZkarg8/4m90lgohCPwYCFH45vFZjNvXTZjTurLCfd1dL5gInpoWkeeqX/4U5eJER2K2u6P7iZ/xlQvR1uhlIjK5x6ASCTeGYx4v7VHCojsCj7C2+W0nMAnk/sFcLdYWu551S0lODTeELx50iBVOWuNzIsrRSI5NAEwTSlW9rKu+61aP+l9sBpyS/snX7Dgj0L8QWOxBHJYKI7o8uock5Uokp2HMIgJMrnbNWqVjE5YKJH3UOZ/cjZPeEGRaU33TjdVozWkZMptitCmnAfkcghR4EFNqUZZ9SFx1nWB78IcYDc24HNNsOSRrGmT+nZ47jS+PSo7aqcg9V/rCg4RFJ2BOVjKnRUngCJCFg71ic1vzFg7Oi8DGWcMfOTXO9k3bNA3rcqN4a3yblKROFZXD8yUuwAuqel6kIXK3RycumY2WMLBdgbnPYBKXstxosfhH2iVyCspv6Pv0/ZW0O+Cjfsdm6R82Yakg0l+mlwA/zDGlW1Qu7kh1nF3tlqyWQdGA6Z9yPGvLZ/oiI6RvAZb4ENegiLXGJorIXEV3zjNtcSqVOmP6+OllZwjgJwt1YaC1vfVJTLPPtaTYJzw+/JAPIRQ5YdFtgEdZW5+uwAkgVw3+moZYa+xkhEt6DAo3h+vDRwz12tVAdGl0MyfgTE6ROl6QfCVaLyl6XqQ+cqdHiUumlLWJ/KYaAO2YxOVK4FMPYrFUCM1tzTs5OFcCX+3j10lFY50rOs+x7qnlh01YKoRYW+xQ4LfkPgp/VFR+aXUqlj74CiZROYL84tWMkH4O4EWX66IQXRHdQZLSQv7GlU+q6NRIfeQvfsVVzsTb46er6gW9hq8PN4SP8imEIiYsug3mZGVcZgA4CWTB4MNbS/rU7glg957Lsm+4MWxLjNJEX41uIp1yHHAiuV0pUfQZQc4PN4QHVabXT/r7GfchcC1l/hln8Rb3YbcmuE1wBsIM+n69PBnQwJHTGqd50TTVMkhswlLmzGmfs2UylfwtwsE5prwhSKipvul6W/5lyaLqdh9nt80eGyBwDsZgIpd7URtCJDQutNC+Hwxpm8+X6Knt+TDlpLafPm76Gz6FUaSERT+LSVbGZwaA00EuGmJ8PYgti30Fh3/Q82ZmaUISO7n1bkcx16p0YitiG5PkeMzJ7UZ5pv5TAxr30FUMoBFT6loVp8gWb4m3xvdU0Rvo20nsYxU9NVIf6e2oaCkRNmEpY2LtsWNQ5tGznjpDFzDf6XTOadqu6WOfQ7OUL1VX3z1v5bzRic7ENITTgboc095HaEmQuNDeUPYk1hb7PeY1sRbhpHB9+DIfwyhCwqKbAw9DD+FsCKRlqMH1RawtdhGmA3s2vw43hGd5sV6lE2+Nb5iS1AmCTCbfiYvoQ5rUZo/LNDcDjsOcumyVZ17Z6/Qs3uIudT8TDAQvJrfT6vXBEcHJU8ZMWe1nXJZ1sQlLGdK8vHkrJ+VcCvwgx5T/OOoc19TY9JSfcVnKmqpz0Mk4f4lKSE0X877oAq7WpM6ITIi87Wd8lUBLW8u+KVI9SnEUfWp8/fjdfbbqHWLCopthkpXsPlPTQaLFCK4v0jcyL9LTmCKhqjtFGiMve7VupXN++/kbdWjHCSo6WVT6dLDEJAp3IjSH68PLPQynapwQLd6SLrtfQF8bxMLTSU3+cEbDjBW+B2ZZg01Yyox4e/xwVb2Mvq1ZO0WkeeN3N45N3nVyl9+xWcqS/pZAZHoUxIEXfIhr0LgPuzXBccHjUM4mt4uZquotyUAyMnPczHY/46sU5i+dH/w08Om/gM9nDSdTTupr08dNf8bncIaQsOimwEPAF7MGfw3i+UlHvDV+hIr27tFwf7ghvJ/Xa1c681bOG93Z1XmyoieQ62RU6EL5vSa1xeMNh8H0mroMo3mxDBPSZcfXA9/o49dvk+Jwn0xKLH1gE5YywW1364IabMF8oPbFv1JO6rgS3GhYypP+doHOiExbqIAu0LHW2ESEefS8Oe3NYlKEwuPDT/sVVyUSa4+djeL2Gp4fbgifXoJwBpmw6EaYk8CvZA2eCzK1mMHlI94WX6zoPj2iQg+NNERu9SuGSubc18/dtLuj+xcpUicKEswxbZUgV0mnXOhDiXNGoP8TyNsQM2NCMhew3dCHCe7Dbk3tuNpZotLEuvfIXcCU4dyXqZTYhKUMiLZHtxOVW4Cd+vh1F8q80e+PnmlPVYY9mV3CMLBHgbltmLrsK4BVHsc1ZKLLo3tISlroe2fLICxBOSfcEF7kX2SVSWxZbDwO/6HnzvabCUls79a7H5QgpEEkLLoh8AA97UfngZxZ7ODyMad1zoSkJP9Nz//LN0Rl+1BjyO7A95PZy2aPCTiBEGaTpU/TDEX/B8x59qlnb1p02CKvSxYzNu8/B0blmZcR6M8BhrU9+nAi3hafpOj19FHtoqI3dQY7T3A/65b9d2s1YROWEhNtjR4rIhfTRzmPov8kwLGRsZGyLuGxeM4o4EhgCj3Le/riaUyiUhF12GmLYhc4NM+0VxCaG8c1XuWz7qJiibXH7kb5Xo9B4fBwffiWEoU0mISlBZiWNZAEnhvguneDnD3A56xDrC32G2Bm9pgg80INIV+Tp2og2hrdVkSmAgfmmqOqSwVxfbKR3hA4BvNay9dIF+AJzGn1XeBJbxlLGZH+fvojsO06vxSeTklqko9Oi8Mem7CUiJaXWjZI1aZ+C/y0j18rcFFidWKqu6Pb6XNolvJhc+BkjFPRJnnmVYyQPkN6t3UGZnczV0nbuwhzR3WPusCHTuxVQ7wtfpiiPRITRR+INES+U6qYGFzCMg84Y4jrXgdy9BCvwbyV80Z2dHf8R1Qas4a7RWUX2/tqcMRaY19FmAnslmuOoo8GCMxoamj6rw8h1QKHY6zgdygw9zngfOBmTJmQpUppeallAw3qNap6SB+/Xq6i+0fqIy/5HtgwxCYsJWDO0jmNyUDyLvq2nX1bHDk6NC50r99xWcqG8cCpwAlAvk7SGSF9DHjRh7iGTD8tij9FuViQmC25GRgtL7VskBqRehHhc1nDCQfnSz7d9OWiohMWgGhr9HsicnePQeGhcH14nxxPsfSDWFvsOwjnoDT0OSEjzK/VWGTryLs+hCTAPphysXzNaQHeAC7HuIuVotTS4gOqKi3LW2aq6tmsW874rjo6KTIu8rdSxDacsAmLz6Rr9W/H7J735i/JEckjZ4yZYTvwDk/6K6R/G/gd5kSlIo6jB2JRHJDA2dPqp73pZ3zVQqw1dkE6GVyLck64MeyWJqI1DCZh2RbYZojrvgFStMaAsbbYHaxbynSY1VUNjROfOnFE/ej6o4Gz6LvvGIp+IMjcxIrENe7erl/lrrsAv6KwQP928sweAAAgAElEQVRj4GrgXGClD3FZSkC8Nf59Fb2JdfsMrVL0J5GGyJ9KEddwwSYsPhJrj/0Y5RrW3VlWlDmNDY3TbY3+sCMjpI8AuxeY2wpcRIUI6QFcdZ269rqfKhojj0UxcGtAA9OnNU5b6mN4VUW8Nf5FFX2GnjdWyxKS+GIZNNMsUqf70hJvjW+joi/SU3P4amJ1Ynt3R/eTUsVVLbjt7kZ1WvdLVZ2MUJtj2lJBIqGG0KM+hlaPSVwKCfS7gNsxzmJP+hCXxWea25t3dtS5h3UbkiYFOS7UELquFHENB2zC4gOqKvH2+DnADNb9P3875aR+PH3c9IdLEJqldKwPHAGcSV+Cvp5khPQ3YoTHFYG1KPYPV10n2B58nF7ucar6/Uhj5J4ShZVNVSQsALHWmIvQQ8ivaDTSEJleqpiqjdjLsQZqCJNfmP9AYERgWtM2TX7atX8GOBaYCj3KLvvCCvSrlHS/lvtYt6xfEU4O14cvK0Vc1Y5NWDwm3bztSvoW1y9V1QNs1+RhxRbASRiNyug88zJC+hjwVx/iKhr9sig29qC/saU0xSHeHp+cbji7BkUXRhoiPy5VTL2omoRl3sp5Izu7OpcoWp813Ong7FRinVDVEV0R/bqk5DcoX8gxZRXw29H1oy+YLL7a/mcE+tOAHQvM/RfwW0w/LGseUiXEVsQ2JsmfMKXc2aionBJqDF1airiqmZIkLLFlsa/gcDBmZ3krTL3+/4DXEJ50As79Pu+aeEK8Nb6hit7Fui9oFH2gUzoPK1FPBIv/TMC4fZ1IbrE5rBXSNwMVdfMzEIvixLjEla64KZ9Cq2qiS6ObSUD+S8/a/4+SI5I7lJEermoSFoDY8tjBpLit1/D94YbwfiUJqIpx1XVq22uPFGQ6ufUt/3UcJxQaF/J7c2cgAv03gQUY7eH7Hsdl8QH3dXe94OrgrQj79/pVCpgcbghfWYq4qhVfE5bm5c17O0nnYqSgZSCicnuoMXSwH3F5QXRpdDPHce5T0V36+PXliRWJU3wUDlpKx54Ym8zvk//99j/gUoxGxQ8nnKJhLYpLS6w9dhXKcdljIvKrUH3owlLF1AdVlbBA371uFP2BFd56g9vubhTU4FkIx6E5P2f+FBwRbJoyZsp7vgZn2BnTK6u/Av3zgFd8iMviIekqmj9gvuOzUeBEm7QUD18SFlWVeFv8fITT+rumIM+FGkJf9jg0T5jTPmfLpCbvZ93afUX5TRk49li8JSOkn06eHgNplgEXY6wxV3scV1GxFsWlJ9oe3U1U/kqW1aYgz3Ws6PhqmW2IVF/Csiw2HofngWDW8CuJusT2tgO2d6TNJWLAV/v6vaIfALMjDZHr/Y1sDeOAXwCTgVyOiLBWoH8u8E/vw7J4hbvEra2rq7tFRQ/q9asUwhElbNhbVXiesKiqxNpjFwlyStZwStEHUe4Dlgck8HFKU5squp2D8w0V3VOQJZWYsMRWxBokKYt71TcDJFT08Eh95PaSBGbxg/UxpwxTKGzH+gSmNOA2KkhID9aiuFxIl8r8TZCvZQ2rIHv57KDUH6ouYQGItkdjohLqMSi44frwOSUKaXigSHN786GicraIbJpjzhPdqe6pMyfMbPU5ugwZgf5ZwNYF5lqBfoWTJ2npQjgwXB++rySBVRGeJyx9iEGfJ8Ux+VyBokujm4kjE8ON4Zu9jq+YRNuj24nKA6z74fQpcEi4IXx/CcKyeM+WmB2108hRY50mI6SPAhXXZMp92K2pHVt7rCAueSyKVfWWmlTNjGkTppXqRmFYEGuPnYiyoNfwteGG8DGliKcAVZmwuK+76wU7gi8AY7OGV3c73TvOHDezvVRxDRfSZWIR4Ges29APYJWKzulc3nlFCU8cMwL9qZDTPCDDfzAn7tcBpbYitwwQd4lbGxwZXMS67nafqOjESH3kH6WIq1rwNGGZvXL25wJdgSXAhumhFzWp34pMiLzt5bqloLmteScH50Ggx26PIB+knNT3bBfUqmQn4BTgKPIL6T8BbsLULFecI1zalvtHmBvOfBbM1qLYJ9IONf8FNssa/ijlpLabPm56OTYTrcqEBSDeHj9cVXturil/DDeGDylRSMOO2W2zv+bgnCvI5/ucIDznqHNaGbi49VfT+BZwGcbOvhR6HMsgSSctdwLfyR4X5AP+n70zj3OrrPr497mZmUzLZhEEwdJOpgVkEVRQUPRlEV4XUF+VKogIohYXUCrtJJkiQTpJpoUKCGLrgmwuBRVREAUEARegrAIC7WRayiZIi1BoMzO55/3jZDo3TzJrlptk8v185tNPntzce6aT+9znnOec34FDw6HwQ/5YVvsUikiU7uQDTidDzoorRk6uR2ele033Wx2cP2I5K8ALGZM5rOGs1B2HAL8DHmRk1a8XgHPQnOa51KCzkuhJfCC5Jnkvqlw2nLPyCNrt+8iGs1IZxJUucp0VxMjZVeqs1DXhtvAvjJjcPlqG/0v2JhuKYRViYWjhPWvWrznCxV0kSL6oh7B/hszNXamu045dcexwBfuV4C7gGODtwJVo6mwhdgLOBtaiqcMzhjmuQZUR2zvWl86kjzVi7veOC/IGQX6/aN2i0fr3NBiGsu2wLHl+yVYDrw88Q9ZhqXXVr+HoXtP9Vtd1/4ymBXl5znXdozpndT7ih10NSk4z8HF0W79gsaeHVcAl1GAh/SDdvd0HiStxMXLYCIetxRBvSBRXlsSaxNtxuRevIpvw2PYbtt9/7gEV7UUxHup2hwW2SHo/iM4Tgzy+/frt31bFf5O6JNGbmCkiSwzm/QUPEO5DOD0yK7K6wqYVYjCd+BuMXKA/mE68CGikFdUA5z1x3g79zf13kt9c8oH0pvT7Y3vHNvphVy1Tth2WzGuZjzG0u4Jr3MvKdS2/6FrdtY/run8h31lZg+E9DWelLtgGfZj0oLsMIzkrf0VzV/dAo2I156wkU8n9EqnE711x/z6Cs/Jv4LT0pvTukbbI8oazUjlExOByAZZ8tBtwv95YGPtHdEb0MQwXW8N7vvTGl75W8AMNykakLbIm2had44p7BpDf58zwTnHklngq/qWYxMqaZTIGngdiqEjLN4F1wxznoH1e/sHQLk2j8XcVc+YeZ/7HyThHortkXt4enBr85QpZ4edOX01StptVjLzX8zIT6AvkbJlftOqi4KLUohmL1i3a9aJVFwWpMeK98T0dx7kZKy0DeIoAR0TaImt8MKtB6dgZfZCsBS4Apg9znIsquxzMUKpYzam8JHoTMxOpxDJB7iNfT36QjQjd6Ux690gocnFs71hfJW1sAIk1iROB3Mix4eedMztvK/yJBpUiPZCOoQvQLRgx5yzuXWwHtBqUG4N0tnf+zN3sHorh1vy3zRSDWdSSavlV99Pdoyl4VYJX0SBXOzAHuHeEY98LXI82Fv4GMKXs1jWYEB2zO552Xfdo4JWcN4QPp1Kp8/yxqnYpm4ceT8XvNZgDsi8fjoQi+y1buax5w/YbvixGTkZ4p+fwjCD3GTHXpd30JbHZsVcKnbNa6E517+Hi3gG8yXpr7YAzcFhDHaam2Q/4Fqrq0jzCcRuBnwBLyY+g1AxZYYwFaI3NcIGD14EfNblNXfNnzX+hctY18NL9ePc2bov7BPBmz/DrRsxbw+3ham9AV9cpYYPEU/EvGcxy75iILIu2R0/1y6YGEE/FP2owSyiQdiVGXjXGzI/MjPzGB9NGYrxNhxsF+lVKsjf5vyLye6yGogbz9XAofIlPZtUcZXNYEqnEq2hfChB+EyDQkTGZX6LFZiPxEoYTqlWzuntV91vcgHsX+UVw6whwaGRGJOWHXQ2KZlKpt3iaPp7O8BG6fuAyp8k5p2O3jmcraF6DAiR6E0sRzsgZNIQjbZFun0waD5PCYcn2xrnbE6wDcHF5V0OQwl+6n+5+i9vnXgC8r9D7glzT19q3oAqbfk4KNcp6J9GbOBXhUmt4AOFDkfbILb4YVWOUxWFZtnJZ8/rt129JFzGYawU5AFVLAk2ZeRx4EcMbEd5KbnpaRpDPREPRa8th30SJr4rvaALmDvKLqNYFMoHDGn0nao5BffwzgX1HObYu9PGXPL9kq4FNA18fpemjC/wKl2iVFKZOeoYp6l61VWarfU+ffXq+KlL1MSkcFoDk6uR7xJG7yH2+/jXcFn6fMabm0kXrCsHEe+MnAOcYzFYFjlhlMmZueHb40UqbNgYmRb+veqZQ0EmQ9SZgDmwEu0enLDUsL233Us5CSJBPMuSs/DJDpi0SiuwVCUX+J9IW2cd13Ldg+InnIwGDuSyxOjGrHPZNhMTaxDQTMLeQ76w823BWao5tGSqkv5yRnZXBQvr9UNWvmnRWYo/GWhK9iS8PvD6wGiE5grNyCw4HREKROQ1npXpwBpyLsVIUjTGn1YizMqkIzwr/TUR+aQ2/t7u3+1hfDGowhEGioeiVZsB8QJBC/TBmuwH3D/Ge+MkVt210Bgv0Z6AF+sOlgQ4W6P8NLdA/Fkuko4E/pGemzzRirvOOGcz2ZPh17NnYVL/sqhXKssOSTZsqpHaxPNwWPnW4KFOyJ9ktRhZ4hq6IhCKfL4eN4yHbzfiPaNrQFgzm5YzJHNbZ1vmgT6Y1GB8zgK+g9RojSUhmgD8A5wL3VMCushGTmBPsDX4SSAKhYQ80/M2IiYRD4TsqZlyDMZFMJecIuQtgY8yvw23hT/pl0wSYNDsssOUZ+DjgjeKvS7em96zClKNJyTJZ1vxS6qWFxpi5FF4LXd80temb83ee/1qlbRsjDprC3Am8e5RjV6MZAjUrtV8vxB6NbR2cEvw7sI/11tWRUOQEP2yqFcqyw7KpaVMhfenng83Bb460JT5tw7SF6I01yHGxVbFtS27gOFi2cllzy+aW67CcFeBVETmq4azUBPujqVyr0TqV4ZyVV9HalBAqG1mzzoqImGQqeUywN/ggKsc8nLPyT2BOpC3y3oazUn0sXbd0iiB2jcqmftN/pi8GNRgTHbM7nsawxBqe3ppubfzdqoS5Zm5/tD16tsHMQWsTbT46sGngT4vXLZ5dadvGiIuqUh6E1uX8nuEVKmehapdr0F2aN5bfvAaFiO0d24jhGOAl663PJnoSZxT6TAOlPLLGa8hzWAzmqnnT543o2c89YG4/kpMa1tzqtBYskKsEImLWT1u/3GCOtN7ahOGjkfbISNKDDfzFAB9AJ/QHgM9hKXR4eB7tSD8DTRWrdsWlERnsTi/I9Qyf7vY4MCfcFt4vEopcU0HzGoyDvv6+bzGUTqsYuhtKhNVPsCm4GF0gbkFEwotSixpdy6uIcCh8R3Nr8+GF5I8RZmUGMjfFe+If9sG08TDYm2UPNOg2XOrym4CzgWfQIN4eFbGuQQ6RtsgaETkRdTqHMCxO9CYO9cWoGqAsDkvssNgAGq3egjjyt7F81j5OjOxVQtPGRaI38R0MJ1nD/SIyJ9IWud0Hk8bD1qi6yMHAkWge6wfRSMzbqd8ISwuqpvJP4GY0l3c4HkbTw9rQqNOGchtXTrp7uw9K9CZuxXCzJRvuZR2Guem16X0jocg1jSLg6mXRukW7ChK2hp9umtJUK/r9Bm2I907yd/ha0XrAlkobVSnmTZ+3CYP995sSMIGELwY1GJYzdznzP+mZ6RPESBeGgZw3ha2NMT9OpBLzq6DR5GisQoNuM9Eg3HBKlkE0iPcYGtR7TyWM84kpaPrVQWgQ81PAh9F+Vu8kvz1FRYi2R28Evm0NNyH8omtN15sLfWayU6k+LDjGObijreMfo31ucc/i2RmTGZLkE7oj7RF70i87hfT0ATGYk8Kh8BWVtmcUpqLNpA4D3oVGTcbSDOsltPnU/cBtwF/I36asFbYFTgbmA7uOcuxfgW5G3kKvGbIKUjF0Ih7unv4PhvPSpC+MtcVqUjhgshHvjV9txByfM2j4TKQtYhd0VwttwOHA/6ALhN3JreEoxADQC/wLvS9vQ+ejTPnMrCyJVOJ29P9kCwbzP36nYK6QFYGnn356u1deeWVjownsEPFU/H3AcoPZ3n5PRG7uc/u+Wu294jxsDRyPKmGOltp2H7o7czW1e/8FUcfkMNQJ2x0Nmoy21n0ZlYJ+ALgdnYcKpQmWFBExyd7kL9GA8haMmNtCodCRc8ycWv07lIVy9mH5KbClYH6sDktidWIWDqsGXxsxi8Pt4Y7yWFmY5Jrkh8SV68lv8tMZDoXjlbRlBFrRLeATgaMoTaTSBe4GrgR+SW30GZmJSj2eCmw3wnH9wHXAEkbuIlwzLEotmhEgEAVOYXgVmI0Il6TddLyGHrKTnvia+MHGNX/FO0cb/haeGT6kynbF2tFI7WfRPPlSsAH4NZqycic1HlTo6u3a3xFnJbn36APptvQBMRNzh/tcOeju7T5IRL4IHC5Im+etFw3mL65xr47MjPy2yr5jFaf78e5dMi2ZnxhMob5xTzotznEdb+l4uuKGTZzBAv0ouqAfiR7ge8AP0abB1U4zmj1yIvo7DtdXbLzcD1yF9rYpm/OSbQi8EnWuhjDEIm2Rc8p13VqkbNubBpOzKBRkpzF9zpidva9d475YSrtGo6u3a39xZQWWsyIiy6rEWdkJ3R14Fi2mPprSpVU4aArZ97PnvxLYu0TnLjVvRxc0q9BC+uGclcFC+nZgDnXgrMRXxXdM9CSSAQJPAF+msLPSByxvcpvaI+2RcMNZqR1iEnNwuYDcgJLruM43qmgh+b9oFHIVmhNfSgn6aagT/hdUKOPrlG4RUnGywiw/tobf3tLbUjHp3Niq2LaJVOJaV9y/C3KK5awA7CjIp4yY33Snum+d7HU2HXt2PNvX1vdREflZgbd3d/vcG5Op5H4VN2ziDBboH8zoBfrtDBXoJ4FqTU/aHp17ngauRzMMSjlPvANYmj3/r2DYNOui6Niz41Uj5lPY6m3Ct7tT3Xb99KSmbA7LQPPAdXhuCEFGk93T44x1nPBYaS0bnq5U106OOL9Ft1G93ND3VN/XK2XHMOyARj16gQWM3DiqFASBE9A6j1+T33/GD7yF9PczciH9c2gO725oTm8hme2aYum6pdsnehJJEzBrMXSgfyObfmB5pjkTioQic+fPmv9Chc1sUCTBVPAkg3mXd8xgftzR3rHSL5s8fBBYCdwEHEoZd+mzhNB5LwXMw+pFUytIRhYazMveMYOJV0IFM7E2MS0YCP4VsGWwXwIeNphevM9qI4cFCNzZ/VT3LuW2rZqJmVhftD16hiBniki/9fZOglzXvbYmF5SDBfq7o8G84cSQdkSDgb1ocLAa1gCg6d9JhhTPyl2D0gR8Ap33/oA6MiUl3B7+J4ZvWsOOi3tlo55liLI+bBKpxJ0MyQE/ld6Unj1SrmxMYk5wTfBhZEtUvy+9Kf3G2N6xQjLJJSXWG2sNSvDPaARiC4KsbJ7afKiPWuwOGm1MohGFkXgRzb+8D83HfBL4D/AasBFNI9sKdX7a0FqXt6H5nnbEzaYPOB/tpVDpbeLBjvQdwGgiDA8C3wV+ji7ea54xdqcX4NqABDoXtC9YNcwxDaqcbHrAE+RGNV8JmMAeC9oWPO+XXcB0NOr6iVGOc4GH0N2Rx9A5aC3wX3S3cwCVFd8K7dy9O7oQOhitwxutedpjwNfQea6mSPQkzsCw1BruioQiC8t1zWyO/I2oowmAEXO/67jz+mb23TmYktb9VPcumYFM2GC+TnZdYMTcv/mpze/OiuhMahatXvQex3EuM5jc+dcwYMR0hEPhq3wyrRS8CfgqupM5khiPC9yIrkX+WgG7CnEcug4ZbRH/MjoH3cPQWugFdC30Khrs2wr9fWei89C+aBBmNOW0DHApcFb2OiWjUN2iIDf3tfV9sNLpo9VIWR2W7lT3kS7un7ZcbJR6lGRPMixGtiioGMwPw6Hwl8tpI2yZ1K9E87C9POXivqsz1Fn24qthmI4WwI0k7bwOzbNcgS4UJpoy0gb8H5oHOtJWdy86adw9weuMh+2Ak5iEhfSg3emDU4MnIZyDLu6G4xbXcTs6Z3beXynbGpSHRCqxGP2+b0FEvhVtj9oL3UpyMhqJtXeeB8kAt6AppH9g4rVvQTTA9Vl0N2C43QdBG+CdQQ01wVu2clnz+u3XP0JurvqmjJvZY+GshWXZAU6mksdk5c0HubtpatMRwwXgbKfKGHNquC28rBy21RqL1y2enRnI/Bxhet6bwgWR9kitq79thd578xh90V7pAv0dgZ+i6l7D8TwaqPwFat9E7doV+DiawTFSZtBz6HrplgleJ49sU8l7sJrqVsEzoCoo93Y+iVTi92ghFACCXNJn+hbG2mJbPNPYo7Gtg63BhRgWeGzaYMTsH24Pl70nRjKVjArSZQ1vcsR5v49pGEejN+hwEY+7gASamlFqz/sdaNrZsRROG+wHImh+Zzmcgzbgm+jO0kgqQ32oOMBi4JEy2OELY+5OD38XI5FoW/QvFTKtQRlZvGpxeyaQeZTcVL/VW2W22uf02aenfTBpa7Se7XPDvP8qsAzdeXmmxNeekr1uB8PfAw8Dn0Z7CtUEyd7kx0TkOmv4qkgoMtz/cVEkehO3Ihyefek6OHt1hDqeGO74bPDudlTyFeC57ddvP2PuAXPrYre6WJasXvKmgcDAlQj72++JyE+joWgYU/MBs8EC/QhWxkkBUqjjUs4C/fejhe/DBS3vQ9dCvwVKvRv4VnQt9FkKp6O6QBeafl4Sx60r1fU2B+duNCNmkLTBvDscCj9UimvUKuV3WNYmpjHAXZicVJ40Wvz8HOo5v4vcVIB+Efl4Vqe6rGQjUNeRuzB3xcgno21R+8FSKb6FqlkV+vs8gC7mKyGJuXvWjo8O8/7VaPS1VA+zd6L1JscxfG0KwCuoM7cELYirC7Ld6T+B4VysCIsXI+Z+caQz0ha5qYLmNSgziVTiejS3fAsi8pFKzIMF2BkNhhTabe1HnZQk5VcSbEJr6ZKo4IjNK+jO8J/LbEfJSKQSN6O1eIOIg3NQR6jjnlJeJ/ZsbGpwc3ADWVEWQW6OhqJHjfa5ZCo5R5At0tkOzlEdoY6bS2lbLZP9f12GqnPmIMgVfW19HXWUvnMIcDqaCjqcEiVo6vmPUefl2RJe/2R0N7XQeuBxdDfoDyW83nDMQB2T4ym8LrsBFfUpidMW742fbsRcmDMoPBZsCR4wWgP2eqbsTZAiMyIbMi2ZowzG20V2cOv/WDRn0Ous/FuMHFmJh3RidWIWWkyW+/8gLPTJWTHobsF55N8UG9GJ40Aq46yA5n1+DHVYCu10fRYtgB8uVWQsOOgi7Wa0qG2kQvo1QJihQvq6cVbia+IHJ3uTf8FwLcM7K2swzN0c2nxgw1mpL7p6uo7AdlaQm31yVmahKZaFnJW7UIW+BVRG9nwADU7sie722NHrbdG8+mOpEVzjzid3V9y4uBeISEkDiFM2TdkLj4Kkwdw5ls9lnEzOcRnJ2MX6k5rYLrHX7195/0nA5fZ7BnNiS29Ldw00mBwrd6EL8T0YuUB/B3Q3NIWuqUrR8LsDdYLs9UAa6ETnp0o4K6B1eCcAR6C962w+gqaGjVZnPCYiMyPfQ9PbhzDsle5PLy7F+WuVitxUC6cvfKajreNIhBPQP6q9dSbAQwjR9Kb0rEqkuCxdt3QKDisKFDFfEw6Fk+W+/jBciJW/nuUh4ABULcePRkK/A/ZHt1xt/heNLoxXTjCI5n8+gkoSfmCEYx9Ae/rMRutU/jvOa1UtyZ7kvolU4vfGNX9j+FqldYJ8Mb02PTvSFlleR9G7BkDstliTY5wLrOEBJ+Oc4YM5ITQgYqdhucB30ADToxW2CbS49WuoU/cf670gmrf+mUobNRE62zofRLCbDx+cTCVHEzQYFxKQHXMHxpa2F50RfR5Pao0xpp67oE+Ia+Zck4mEIgtE5Lv2ewZzYjAVvOTYFceOtCNRa/SgQcIZaPqTfQ8OEkSDjv9E1w0jPddH4ix0V9V24lejaWpxNCW80tyGZoIUah5+MLrTO1I/uDFhjJEmt+kUtC7Hy9eSqeQxhT4zGahYFMAYI5H2yNWRUOTIYHNwm4AEdhdH3mMyZp9gc3CHSCiyf6Q9kqiEIhhAuj99KRop9PJQsDn4eZ96HSwETiswfjXa6GnYvOMKsQFNvQiTH+V8P1rsNpYJelAqMYVGqIbbTRDUuf0oWlNzBaXPT/WNxNrEtEQqcaEYuR9PjZfFSxjCwebgHtFQ9McNtZ76JDgjeCraGX4LRszF4dnhSjsGOwF/JF+B5xVUZeps/O+AfQM6bz9ojTvofFITMrNOs9OJKhYNYVh80aqLCkmVTwg34+bOx87Yah2zzz/vsbvHbouNlKI7aYm2R5OCXJj3huET7zjwHUuR8qfdV5gXUSnht6BBxOHqxxy0DvdmtMbkREZO8/ZyKhocsbkBdRYeGLu5ZeE19HefS/6aZD80sNtqf2i8zJ81/wUMJ5O73jKC/HjJ6iXllnKuSurtZhoTyVTyNEEusoY3EOCAyIxIygeTPo+mPdh8F61nqbYivhOBH5FfhPZ9NApaiBAaofkiI0uXDhbSd+NPJLesxCTmtK5p/ZKILEK30QvxKobznbSztGPPjlcraV+DyhLrjb0hKMFV5H4XXkyb9O5eYZIK0Iqmf9jN0f4NfAj/Fwk22wHXoTs+Xl5F5ZH/WWmDxkuiJxHDcLY1fGYkFDm/FOdPrk6+Rxzxys8uiIQiS0b7XPY7ucE7JiJ7RNujT5bCrnqkK9V1moNTSJ76okgoYgv61BODBfod6H03Er1oFsmPsJ31IY5G72s7+Hk5unaotqDdMeh6xc4wWYEKghRNIpW4BJWd3oIRc124Pfx/pTh/LVEveZZjJt4bf7cg51nDLobjfXJW9kEX+jZJtKCs2pwV0N2O48iPtn6V/LSMwe3TJ9EanOGclf+iObIh1CGqO2elq7dr/5belrtF5AcUdhFhxDcAACAASURBVFb6gIub3KZZkbbIOQ1npf4JSnAh1nfBGHNWhZ0V0OCI7ay8iO6eVpuzAjpffIj8Yvtt0MVCMXV1FSHYEuzGamhrMAvPe+K84QIZ4yLjZHrIfX4cOJbPTZEpecc54pTEpnqlM9T5PeDcAm+dnkwlv1RpeyqIi6Z+HYKmrV/J8LuwbQwpCl5IvurXDNQxsZ2VH6HF99XmrID+7kejdTVe5lA4Y2bcBJuDZwL/8o6JkY8nehMlcYhqiUnlsCR7kts54vwcTyFilphPRcxboQ9XexH/IyBaeXPGxa+wvP4sy9ECvWPQiO1gIf1w6WK9qOrZrugOTKnlUX1n6bqlUxI9iaQjzr0Gc0ChYwRZEcgE9oqEIqc1utNPDhJrEyG0WZuXf21es/nHFTbl02gahpdX0Z4H1RxV34ymqdr9hwYL9KuaedPnbRKRnB0WQd7Q39x/VinOn+0f5k0l/kj86fhIjQEByJjMSfaYOFL1DqDfREKRi11x4/a4IN9J9iSHS/utJwZTv3ZHg4/DKWZthwYvBwv090azNX5BftH6b9C5qRoDt4P8GS3Itx21JeQHgcbNvOnzNrmOewK2GqtwyeLexSP1Z6s7JpXDIo5cKojd0f2GdFvary3bGPk1HLdRuht0CjCN8v2dl6NdZ71sg0Zkr2fkLeK70SjEbDTaMtwWcU2T7Ekeku5PP4yhg8I5vA+LkUOjoeinF8xe0FNp+xr4h3HNEnJ7rmCMOaPCtUo7AJdYY4IqAPrVg2o8vIJGOO3mvp/Ljlc1faG+yzHcZw1/Nb42XgqVJTA5qcZTTZ+5cCQ1skRP4gNGTL54gbBNSeypczrbOy90cX9oDTuucS9d1LvoIF+MqjwpNPg4Ey3Qf3GY41oYKtB/CK3V9fIAKiNcTN3c1mgH+6Oz5/oy6lR9DN0RsoPXE+VaVLnMSxD4CWOv3RmWbFNoWyHsjRnJ2N+1umbSOCzJ3uRchOOs4aelRT7vk+rS3uhN7eUFCnvqY6ENdXSuQG/+TWiEY332fOtR9Z/FjDE1YIyEgb9ZY8MphrmoVN+R6OR0Df4X8ZaF2KOxlnhvPCFGbkdlYnMwmJeB09Jr0+9sNH6cfMTXxA8WkdwcZOEP4bbwHytsSjf5zWmXoqkO5eJo1Bmyf86c4Pmeo3CK6sWM3HjWd7LPHvv3bjIZU5Ku6emB9KXk9sX4bLI3ebm90yIiJp6Kfw6D3ZMMAOOYakzHqUr62/q/jcmVpDWYoCPO5YnexEyfzPKDwQL96Wid7r+GOc6QH7jdiDoYm8dxvcHznIw2snwETR19GJ3PrkYb3V6O1sncm73OncCXoGinfDEaqPXyNkqUGrb9+u3PKRDcODrRmzipFOevBSZF0X1yVXJvCcg95KZeZVzHPbJzZudtPpl1G/kFo8dga2+PzEzUwTmeERoNDsO9qMP093F+rhBt6OQwXH1KGk19SwKPleB6VU18bXwvJ+NcLUheN2QAg7k242RO75zZ+VylbWvgP9lu4neTGzjIuK67f+eszkcqaMq70fvf+xx4KGtXuTqbb4fWpxXqWn0R+UGc8bCE/MV/DI3yVjWJVOK32A16hSMj7ZFbij13PBV/n8HcQm40eRNwJ4anRWRrgzkYXVgCuIJcazBztphi5NBGYGXsLJNlzet71/+cfKn6x9Im/aFYW2w8C/F6YbBA/3RGlzv+AnDZOM//cTSFbKI8i9r2qyLOsSO6xvHWfL2KZpLYu8DjJplK7ifIPeT2V3o542T2mgzribrfYYn1xlqlSX6JtZg2mJiPzsqh5Dsrv2Z8zspe6NbriF3RR+BANLIQm8BnbXqBRQXGX0MjuIOF9HXvrCRTyRNNxtwzjLPyHMKnwqHwsZNhcmlQmERv4gSsXU4xsrzCzgrAt8l1VgStSyuXswJadFvIWSkFZ6PNZb3MA+xeW1WHg7MA+//dcF4pGhBGQ9E7BfkAuoM/yBTgKIQvZB2TQWdlk4h8EeHuHPvEqbQIRE0z18ztT2fSXyD/mbdXCy22MtxkYbBA/0hGLtC/i8KqqeVmFzS1q5g+fC8CEWtsG3QeKppwKPyQweSIOwjyBsd18qW165C6d1iCBOMIe1vDfwm1hUqy5T5B7IL6TWjh+XhoZvgdMhftzHo32svkAQpvrQbQh3whZ2O8nE9+ge5GNLr5bP7h9UWsN9aaSCUuFORyCqehXEOAvSPtkWKiNw1qnKXrlk4xGPt+e7WJpkJ9B8rJ/qjKlpefkp/eWUo+gKaGlIvXyW+8uy35wgZVR0eo4wlBfmAN79fa23pCKc4fDUXvTGfSs1EntVBqzmvAlWLkHdH26GXGGG+tp2v6jB8KmjVNbHbsFSPm82jT0y0YMV9YtGrRx3wyq1oYLNC/wRrPAF+hNDW8aeAeNE3+bOAMtHfKAjRddLgavQ6Gb88wFn4CuQ4/GggaVfBiLGxeuzlZIDXs2Hgq/tGCH6gj6jolLNmTPESM/IVcx+xFp8nZv2O3Dr8W0fuTLxN6MePPc9yP3OZp/0X1wG9AIxTrreODaMrZOejujM2RqHNTDCei+aFeTkXzRuuWRG9iJsJv0XxVm5eAr0RCkWsqbFaDKiSRSpyF3RTNEI60RborbMpVaGH9IAOoul+5FqbbosW1u2Vf/xNNafXmjRebEgb6THuQ3HvxP2ijO1t6tKpIrE1Mk4ysNpghpSThmWBLcPa86fM2lfJaS1YveVNfoG8XDNOaaHp+Sv+U1OmzT9/y/xNPxe82mHdlbXgs0h6xg34Nxkj32u4j3Yx7JZ71liCvGdccFZkVWe2jaX4zHZ1vvEXpvyS/NcJY+RjqmFwP/Al1ika75/cGvgccZo2/is6HE82E+BBwozV2FqUJDtOV6nqbg7OS3F54zxoxe4Xbw/8txTWqkbrdYYk9GtvaddyfYv2OInKqj84KwEnW637A7gszHv6FRi3fjEYPriffWQG9ca9Ft2IL5XleUIQNg1wN2BNwOSOqvhNPxd+HcA+FnZXbnSbnbQ1npQFAV6prJ/JrLNakSVd6O39bVA7Yy88pn7MCWpA66Ky4aCCjHIXcAti75zugEs1VTWRGZIPB5KajGHbd3L+5mGhvQebPmv9CZ1vng50zO2/rmNnxL6+zklibmGYwW1JajWPsaHGDcdAxo+NmF3e5d8xgtsLh0thtsaIVpGqYE8lX0LKVsMbD9cA70DT3vzG2AMWjwFFoEb6XbdDa4InyB/J3cD5PiTYJOkOdD5O/ZtvFNW6hXkB1Q906LK1TWy8yYtq9Ywbz42h79Nd+2YTenLZS2XVo+tZ42YAW3O+DbnmONQK3KWuD3Ql6b3T3pxgy5O+mHIQWnNUdiZ7EF7LFrDtab7lAV3tb+wd8do4bVBEBAl2oszCEIexDAe6x5AtkXFzG6x2KyokOchHlTT27hvw01BPLeL2SkTbp7wFPeccMJrp03VK7P0XZMBlzPJ6i3oybubpS165X1q5fey4qdOPlbS0zWwr1Mpss2OmOfyG/p9J4mGga2QAa7LUdHDtldrzYc+os8qWbJ0y6NR0TIzmtEAzma8nVyfeU6hrVRl06LMlU8hgROdkaXrs5s7kkhU9FcDjwJmvsigme6yl0R2MiksxpCivnHDlBW7xcTW4hnUH7rdQVyVRyIYYfYem4C7Iew0ciocjCOWZOXUo2Nxg/WXWXk6zhf4Rnhlf4YI7dIflfaK53OZiKSowORhafQlMjykkG+Jk19mGKly0tO7G22GYx8m1reFpfX19HJa6/dN3SKYJ4n5Oro6Honytx7Xpm+QHL+50W51Ty61m+lXgyEfLJLD/ZH23w6mWia6FS8ALqMHmZXujAcfAr8vvLlaw7fWyX2Oti5EvkOmqOOPKDZSuXNQ/3uVqm7hyW2KrYtoLYXY5d13FPjs2OveKLUUMcYb3+D1DpvguD3ES+s/OWEpz3OeBWa2w0CcOaQURMMpU8X5Bzyd/eXYXhvZG2yE1+2NagenFxl6AiF4OIuHKmMabSHZyDwCHWWDkj6HFy+xB9HRXjKDdXWa9byJeYrUr6ZvZdaTDe+kTEyOnJnuRuw32mVKT704tRVUe9LvIdH76jdUnHWzqedl3XVghrpbk0dQ01hr0W2oymrPvJU9brYgMcG8lPNbN/76LIKt3a8/e+G7bfYIuP1AV157C0BlrPw1p4G8wFPkoYe7ELu26lvBKiI/Ea+bUu00p07j9Zrw9m+GaSNcMKWRFI9iavsCKQAAjyx7RJvyvaFn3cD9saVC/JVPIYg8ndvTT8Ijor+lcfzCl0L5YraHIwuQpdV1PehpReHgaet8bs+bcqiZmY64prd81uxZmYBH3Xmq53xFbFth3pmNizsamJVOJ7eP5egvwxGopeOZFrNihM56zOXwhye86gcERideJwfyzyDfte/Dvgd0B5a+v1CwWPGh/2WmhvYOcSnHcL0iLfxLJVkG/He+P2DlbNU1cFX4nexKEi8kVreFVLc8tCXwzKZSu0IMyLn05UADufXjXES4GdQhAE3kX+lmvNsEJWBHp6ey4jP+8W4Io3rn/jF+ceMNcv57NBlRK7LdYkiK0Atpl8afNKYe8yvEy+amEpCAI/YmhX6SVK1ItgjAg6D3kLZ99fwesXRbQ9emMylbxVkC0RWRH5fFdv10WdbZ0PjvRZGyPmi8FA8HPJVPImMXKrcc0jDs6/JSBN7oD7ZhwOZzOfY0gUAWB1oCnwhVL9Pg2GyDiZcCATuNMYsyVtRxyJxSR2e8zEJpLiXWsY8nd5/Q4oGzTA4qUUYhP2Wmjwdy/ZblL0LdGXkqnk/GxLhUGCRswPROSwetohrZsdltizsalITq40gLjifqXUkpATZHdyU0KgvIWno/FWrPoL8puuTZSHyE/7mEhzy6ogJjFn9ZrVVwCfy3vTkAi3hU9qOCsNCtE6s/UUrO++GLkg0hZZ449FeffhPyjcvK1YvkOufPoZlCZiOR7s+fWt1JCUv4hEsPLTHXEmqgK0tSCfQrhUjNyZMZknXdd9DIdbgU5ynZUnnYxzWEMwpDycNfOsXsdxbNWwPZpWNx3jl00VZhdgO2vMz7UQqILXDGvspyU479PkiyqVfC0UDoWvIH8353+SqaRdy13T1I3D0rq59Rxyc6VBWNbZ3mnXU/jFHtZrF1jlhyFZCqnmlKr2otDvtnuJzl1xWta0XGzE5EkcCjI/0haJ1lMEo0HpiD0bmyqSV0D9Yt9An59Na+15qBwpjG9HHZRB/kx+TUklsH+3bShxOkY5ibRH7iU/Env0eNOHjGv6xnjoALAk3Zp+e8fsjqfHc40G42PzwOYLUKXPLQQCgXlI7TjURWDPQVC4mWml+CxgN239GZqmVgqesF6XZy1kmItV5C9GlmTl9OuCunBYulZ37SOI3XDs2bSTjvhiUGFsad81FO4+Xwl2Br5kjd1DaR2oytykZSaeip9rxHwl7w0hGg1Fi+mf06DOad3cOg+NJm7BYM71WfxjlvX6yRKfvwVtHjuY7vI6Otf44dTbcxDU2jwUIAzkOBziSEJExrywDYfCZ2T7qiwAfpct6H8eeAnhMQw3GszXnSZnRiQUWRDbJfZ6SX+HBnnEZsdeESP2InnPrlTXZKhlsddCrzLxBo2jsT0qIuH92QMtfl+ANpe8Ck1hHeRWcmXYi6Uia6FIW2SNGMlpSmww2zvG+W45rucHNV/DIiIm2Zu8mNyOnxhjvhpri708zMf8wC5of8YXK5QLgTdYY6XOqbcjdBXrI1Aq4qn4lwwmr/5JkPnR9oaz0mB4znvivB366c9RajGY3qmZqcuH+0wFaCK/bq3UkfROYF/P64WUtyHlSDyLOkrexX1NzUORGZFUPBX/ocFsaR5pMO9KppKfQGVTRyW7A/xQ9mdJeSxtMF76Bvp+EgwEv4onPcpgTiZfZbPesO/Bwfu0HCwAxioJ/gp6fyQpbVPbiq2F+tb0LW3drfXTYmSoXlo4LtGbWB5pi9xerutWiprfYUmkEicB/+MdM5hrw23h3/pj0bDYC4VXfbFCIwd2X5TrKP0kaf9+Vd8DwUuyJ3mIweQ10xNkUWNnpcFo9Df3n4V1z4uRiLejuA8UugdLOQ+9DQh7Xt+LNon0C5f8Pgg1NQ8BkOEcbAUlQ7xeey1MFmKzY6+IyM+9Y8Yxhy9at2hXv2yqEPY96NdaaJAMcAkwE1hEaZ0VqOBaKHZYbMBg5mLXJQoXxW6L1fwGRU07LIm1iWnGmKQ1/PoAA2f6YtDI2JJ5lehFYPNe4HvW2DPkp4eVAjvtpWYWCueuObdNjPwGW5RA+EE0FC1307sGNc65a85tQzsnb8FgHkzPTF/jk0mD2HMQlG4eagJ+wtA9M9g92u/mqfY8NKK8bzUSnR19EcNSa3j3DdM22IqYDWoM45jL8PZDEwKBvsDH/LOoIlTDWshLAPgacD/wVfLFkYqlomuhjvaOlWLE3snfNzgjeGo5r1sJatphYYA4+Z3jYwtDC21VhmrA3vKsdHHdWwF7Ed6Pyn7+pwzXs2/6mpBrXLZyWXOT23Q1sIN3XJA/pp9Kn+aTWQ1qiCZp6iI3J5qMZM6sAsnSQmkXpZqHOoB3el53Ux655PFiP+P8/htMiPTr6fOx+sqIkVj34901EwhqkE9WLfAea/hoH0ypJJVcC90DLPf8/BT4NbASqzYM3WG5BLgd6/lfJBVfCxnHdJK/rvtOfFV8x3Jfu5zU7BZRMpXcT5DcnQHhse03bH+BTyaNhp8pUrOAWwDvl9VFpfzuKNM1q23bd0ys3379eeTrsT/eZ/o+EzssNqGt4mRPcjsX9wjHcaa74r7JGNMnIs86jvP05v7Nf/W5CLtBCUmmkvuJyKet4ZuqRK2w0D1YinloT7RWZZBVUDXdu+0dlZq812J7xzYmehLnYrjEM/wmCcoZqIR0gxpFkN8bzEFbBgzviK+K7xidHS1VX7Rqo5JroV9nfwoxBTgWOItcMZJDUIngQ1DRkGKp+FooMiOyIdGbOAvhUs/wNCfgdFFaQYGKUrM7LC7uEmzPVTitivth+OWwTAduJletSICvAD8v+InSUHMOS7In+RHA3kX5Ly7HTETAoSvV9bZEKnG9GPm3MeZXInKBwUQRYgazXFy5MRgIvpRIJe7IXrtBjSPIeeTOqy6Ob00ibTaSH90sNkXKQRtEtmZfD84tfikgegmgixIvVT8PDUf6qfRyLPlXEZlf61HTyY7b7N5oDRkCeUGzeqJa6ls3AVegtXcrrPfeTumCLr6shdIz08vROsItCHJKd6r7XZW4fjmoSYcl2Zv8mMEcaQ3/MjIrYncVrSbsaIndpKgc7Ip2kJ1pjS9At0fLif37VXW0KNYbe0NWZjJ3e1r4SmRWZPV4ziUiJp6Kdzk4K4FjsNKDLJrQ7uM104W7QWESqcRRwAes4asiMyPVkBoFWk+ywRrbrdCB4+AMtDZukB9SPSpHu5GfblLV89BIZHd4z7aGt3YcpxprNhuMkYXTFz4jyBrvmDGeHZf6w74H34K/a9FNaC+Wf1jjXyE3K2Wi+LIWipmYa1zzTazmsxkyl8QkVpNr/5ozOvZorEVEFlvDmzE56jTViN3jZFcKF8GWip3RhUO7NX4WUAmVK7s5VKGeCFVDUIIXoRPnFgS5JNIeGdculIiYRCpxqcFEyZXafg74JcKFwPmo9vvD1GhOfYNcYhJzjBi7IWQfAc7xxaDhsfuuFNMToIXcdKTnGLuEaCUo1KCuqueh0Qi3ha8VJKfmQYycNgmUpeoaY0zuYlnYxydTKoG9FppC8YGTYhkgv7VDKxpwLBbf1kLhWeG/AVd7xwzmgJY1LZ+rlA2lpOZqWIJTgqdhPWQFOS/aFl3jj0Vjxv6SGjT3e2UZrrUDmgZm3yhLqExueTPlb1BXMpKp5PsFOcEafrK1uXV+wQ+MQPea7rOMMV6FqNUickYkFLkh2w8hh8W9i3d2xT0WJ68AsEEN0drbenyO9r3yvciMiF89SIbjCcAbvd2riHM1AVM9r99M/g7OeDg9++PleCaeuvpW6/VL2Z+axRgj8Z74ORhu8AxPcfqdDvL/7xoUQSKVuJAiC+BF5J5oe/S4MRxqd3qvrQan46PQgn0vtJm2n9yB1rh502QPRNUPi2FP63VF10Iu7pkOzjF4+/2I6U72JK8Lt4f/W0lbiqWmdlhivbE3CGJ7wf/uy/TVQjOsVYDdg+F9ZbjOG4CbIC9CsxRNBasEBzKU0z7IoxW69riIPRprEfJSwVxBvjhv+rxN4zlXsie5r4h0Dr42mAelRQ6Ktkd/X8hZAVjQtuD5cCj8vXBbeNnEfoMGfhN7NNbiGjfmHTOYl6VF7B2XasC+D9/NyCmLtYydZlmVc9B4ibZHb8QSSzGYuVk57QYlQkTeRH6X9HH9OMYZU0qR67r2rsO07/Z+127uXC+8QH5aVDnWQuMlQ36TR1uFdrzMRgM5Xio6D3WGOv8NdFnDO2H4diXtKAU15bAE3WDYYHK6hIpIpEZUltLA3dbYYSW+xnaousU7rfELgW+V+FojcYT1+lVU47zqyO7Y5URiBbkkGoreOYHTXciQbPTr/U7/J6JvidZ0RLfB6ARbg18zYnJSL8VIskr/9rYq4FTUaak3AlgNhVG50rpAkIXWUEuT21Qt4g4Nsgjyh7EcZxzzjD22cWDjG0tvUdXwF+t1qddCE8XOOiq20a+9FsoAdxV5znGT3pS+EHjcOybI6cme5L6VtqUYaiYlrPup7l3cAddWcHq4L9R3uS8GTYw/kxv1OxRdMJRCOm9b4I/o7oaXH6KFsZXkQ9brO9CeL1VFVm44anLrcv/dZ/rGHXmI98b3FJFDB18LcsFZM8/qLYGZDaqYZE9yOzFDu2oACM+kW9N2g9ZqYSXwXzzpAcCHmZi8uQvcV4Qt+5Or9PgCsM46Zv0Ez30wMM0au22C56o6oqHonYlU4hZyRR5O7k51n9cR6qjpOp1qwcGJi8iPx/Uhw/fRqDpAf5PbdOVYPiab5L+mNVcfoqmlqV53WEDXQp/yvD4A2An4tz/mABpstGvBirXHXgvdB4xbcbRYYnvH+hI9idMw3OwZbsLwXfKFYqqWmnFYMv2ZbxtjvPnSGDHRKmjGNh5uBmKe19sAHwd+VuR5twJ+R36k9CfAqRRuGFcuZpGbIw/k3CRVgxiZn7djZ6RjIhLGRswXGEork4yT+VEpbGxQ3bjGPdNg7Ejot2O7xEoRhCgHGXSx8H+esePRgtPxzqWb0YXGRFlPrlPxC+AbRZzPi12TthH4e4nOXR0IUQxHMDTvBFzcs8j/3RtMgHB7+J/AP8d6fGJtIkRmqHbTGPO7+bPmvzCWz/Y3978WtDIzJSNThzm8HrDXBAHgOMDPPnpHomspL8U4/zuQ77D4thaKtEduSfYkrxMjHx8cE+SIeE/8E9H26HC9aqqKmkgJW9yzeLYx5gvW8F3h9vANBT9QvfwdsKPuJxZ5zqnA78nP174c+BKVV6H6HLn1IBnyNc59J9mT3I78xdE/+2b2jSkilofhcO95Grsr9c95T5y3g8HY36HH00+lr/DFoLFjF7FPh5zvb63TCsyxxn5F8ekdVUWkPXIvOvd7OS6ZSu7nhz2THpcv4n32ueMo1m7KX4s5jpMpiV3VyWq0C72XYtdCxdACxK0xQQPBE+U4cpVCoby978bCN7AyeowxSy5adVFN1DHWxA5LxmS+jfWHN2IiPplTDILK2Z7lGTsK2JdxRHI8DDorh1rjK4BTqLyzMhXd0fFyMyp3WlW4uKcYTI6stMF0TmTHbum6pVPS/em3eYb+ASp1G0wFD8dwgiBvdXB2FGQjhnUicpsjzopwe/ipIn+VBj4x0DwQwWoKZowJZ/tlVDO/Q9MSvCkn3wRu8ceckvMF8tPBJhaIqHKMmE4x8hGGgo+OiJwNfMJHsyYdsdtiTQif3zIgPBMKhW4a6+eDTtBguSduv1vJzAg/uArwNjF8O1p3Zte3jIV3A23o2me8z/Ct0N3dt1njfwLyaovGSID8JtT34bPwR7g9/FQilTif3DVoaGPTxrnART6ZNWaqfoclsTYRAj5jDV8fbg9XvHCpRFwOOVOTgQn1kAkC15JfrPYrtAmSH9GZL5OvqvFTH+wYkZjEHBy+ag0/HA6FJxRNSafTe+FxqI0xjyV6EzODvcFbszmjnzeYdwnSBuyL8GGDWSJGnkymkufHHo21DHvyBlVJ15quNwuS45wLsrJjZsf1ftk0DjaTn4b6YbSmpNZpJl8NcQ11VL/iJdwe/qcg1+YMGv6vlrtZ1yItu7V8ENhl8LUYuXyOmTPmZ3Bzc3PAHnMDbj3vsIDuNthKnJ2FDhwDu2bP9wTaG2p/Rl/fTkMDrI+TL1/dhwZxJspnGKplGuSnRZyvZKQ3pRdjBZGNmNjSdUu3H+YjVUPVOyxkiJC7EySuce1uv7VED+poePk0ussyHk4kPz8StOj+iex1xvvzp3Ha4GVb8hcKq8n/XX2ndU3rMXmqTsiEowsmYHbwvnZdN4DwV/J3vmyCgswLTgn+MfZsrJ7zlesOI+YscnuQECAQHU6+ugo5H22WNogBzvXJllLyJfI7Sy+hnhu0CmeR+7fExa22hqV1jYNziuelGNdcNp7Py+uSvxaTOv7OKv8B7FrPI8lX9xsPs9DdgwdQcZHBxonfB5LAJejOzoNoQf2lWA2j0bniy1iqWuOgBfIkg1+g+H4uJSG2d2yjIPYaelpfX181Nf0tSFU7LItWL5pOfl7j7zvbOh/0w54SEie3ED6A3jim8OEFyYvIZNmNievG2zfueDiHfL3xJP7s9IyM5G7VCrK+r7Vv4rmlkqO4hDHmHIaibbdg+FDapKelN6WDgUxgFoawwXgL+w8Nbg5eOuHrN6goi1KLZhgxp1jDd3WEOqpSXGIYUmgahJejgY/5YEupeCMaXfXyPDCuxWOtEW2PWHdKhQAAIABJREFUPolwlTX8wXhvvJiFX4MxsmT1kjdl0/IGuSMyK7J6POeQQL7DEggEqu/ZWXqWQF7T5O+TX/sxEbZG1QKPB74CdABfRTNQ9hvmGq8BJ6GZMBNlPvmNP79LadRgS8Kstlk/AR7xjomRby5etbh9mI9UBVVdwxJwAgsY6msBgHFN0idzSsnD6M7DsZ6x96J1J7WoLvUO4OvW2JNUYd54d6p7Dxc3t8DYsLwYVScR2dpyNbcGMGIu6Ah1zLOi7j1Ad7wn/htjzO0MOXknJnuSP6zhVMeykZUOPqrY8zT3N9925h5n/qfY8wQInIM1L4nJ64tRC5yLFqd7f5cL0fSpWuhtZXMB6rR4OZf8tJO6I2MysQCB4/H8LY2YRVRHQ766pt/pP9Fgtix+hXFKIQOSFgcrMdjtq/saFlAZ8x9BTor2XsCZwHga7z6DChpNtHlqBvgt2gKimLrSWajiopfn0J2dqmGOmZOJ98Q7jDFe4aqWgaaB76AOXVVStTssXamundAFvJdbwrPCf/PDnjIwD5Xa9HIBerOOhTSwocQ/E1mkbI1uudrO7zfJj5z4jov7KXJ3sgbcjPv9Ik+btyASZGUoFDpzuBShaHv0SSPmSzmDTsX75dQKu6HFlEX99AX69ijWkHhPfHfyJ/Sbom3RiRSK+s2TaGqYlxlo76ZK8FvgGs9PMTvnnyFfzvd+YFkR56wZFoYWrhWTt1A+pDvVfaQvBk0ijJiTPS9f6Wvt+9V4z9G/VX9+dkVT3aeEDbIQTZny8h00iDtW7kazRPZHm2T/GljLyC0dXkJFgSLovPdJinNWguiutZ3efSbaPLuqiLZHbxQkJyvAiDkuviZ+sF82jUbVOiwOzreAKTmDhi5/rCkLT6NpVF62An5JNkI/CpcB25f4x+6fMhoGjY7saY1fA4ypw68P5KS8CHLrwlkL7WZ148IYYzueGDEXjFZ0GW4P34AZUg0RkSNWyIrhUv0aFIfrGKeovzMAhnOxnHMxEiv6vP6xCH2we5kDeaIU5eDk7LUGfyaaurUX+TvTLvo7TIa0GgACgcAirOCJi9slIuNJNW4wDpKrk+/BDAUZReTnE9mtb+5vznvmO65TNSlEZWYD+fWvTWggdIf8w0fkIWAp6nzMRJ2HfdC1zZHAe7Kvd82e+yg0dX2iamBezgfeaY3dhv9SxsPi4Mwnt77PVHMWU1U6LFm1Alse9++RtsjtPphTTr6LNnHzsg8aeawFXewEKhjg5d/A6T7YMiqL1i3aFavRnSPOb4s9rxjJi54EnMCtY/sw3uO26+3tnTXssZOU/kD/RlRydzw/93rPYTC3FSshnexJ7mswn8oZFH4TbYveXcx5feZ1tE7QlmK+iNqQxt0FuJH8hm9JNOo6aejYreNZNP/fy4GJVKKQOEuDEiAByckCMZhxp4MBZEwmr6t989TmindE95ErgN9YYzPQe3ssAdzh2IxKCd+NPhf+nn39bBHnLMTXga9ZYy+jWUJVm9oXDoUfQrD7hr0/3hv/eMEP+ExV1rCk+9PfxOpvgMkrpqwHMuhi4QFgR8/44agE3glUb4RwHlrE5iWDOjDPV96c0Wnqb/q4kBNtFOOaYhpDAZDJZHoCTs7GyKYFbQvG9H9gjEmJDM1nIrIjxXXXrTuyTTjHldqS7EmGxciBg69Fxp9XbiNG4uQGedyswEKtcwcQQ3dbBgmgajofzL5fjewA/JF8VbA7gVpWkpwwkpFuEzBfxvP8NMachS78GpSQJc8v2Wrg9QFvHeoj2Wae4ybgBLZ1M7kZYBvfvLEW68gmiqCL+7ejOyODHIhmbHyc6m38+nnye5gI2g+q6htIZ1oyCwP9gTl4UtmMmO5lK5fdMPeAuf0+mpZH1e2wxFbFtiW/gPuB8MzwH/2wpwI8g+bE21+Mz6A9VabkfcJ/ziE/9x202Kxqc/kF+ag1tLJjdsfTxZ63s73zaVRCcZDN4/h4zrFipCFvXALEyJYmbgbzcrAleF0x50v0JA4EvEpAiJFfhEPhh4o5bxWRIL9r+hQ0tfOYypszKjNQx2Qfa/xZtMN0tTfvLAvR2dEXkbxdloMatSylZ+C1gU/jcQwL1BCNGTfj5uywCLIpZmJVVwNaZjagqaF2KtwHgZsgV42zSvgGKldsp12eT/6OUVWycPrCZ9BsHy+7r99+/Vw/7BmJqnNYWp3Wr2J3KXY4t4b6G0yEm1Fv3P4dP4b2Rtmp4hYVphX4Mfka46ARhsWVNWfsZGtD7CK+otPBALLfzYc9Q9uOuRbFtb7rLi+VwqbJTDwVfx+euipBrpo3fV5RSlHGmAS5D6VMQAL1tOvrorujf7fGp6IFrHaKrp8cCPyV/Nq5l9HFTSny0WuW5oHm87AEXVzjxvyxpo5xckSB+hjg6iLOZkvjT6Z0MC/3ok6LHcA9FLid3N0XP2kCzkOFkux19M/Izz6patKb0knyM2POTvYkq8pJrCqHJXZbrEmM5OYBCo+lZ6RLsrCscq5C1S1sDkHVcw4v8F4lmY02YfpCgfd+DtWtcJVKpfbCynM3rill92tvalkg1ZuyI78FcXH387yU5kyzXQDdYJwYrB4pTnENu+Kp+PsEOcIavqwj1FFvqXuvo71YHrHGm9A+UT/DTtWtLAaNaN6FFs16eR34KPDPShtVbZy5x5n/MZjlOYPCexK9iUP9saj+6E5174HgVVP6bXR29MUiTpmzMBSRyZQOZnMD8EXym73ujyr/+V1f8Ra09rjQeu0mVEykphTeYnvHNhoxdgBuB3GkqhyvqnJYgrsFP4bVvFCMJGMmVlN//CL4LhrJtOtWdkZ3Wr4H5BXnlZlm9Ma8H80vtVkGfI4qv0HFEVu9IxPYOlCydJ5AJvBr7+usfPKIdD/evY0x5sOeoUdK0SdkMhN7NLY1qhAzyMORmZEHijmnwSyyhvoGnIF4MeesYtaj0cx/FHjvODR4cnQlDcqyO7oYuADsjhW8BHwATRFrADjGWUK+3PpZfthSj7i4p+DdcTXFBUVc3NwdFibtDssgV6DzjV23Mg3d8b0MeFOFbXKAL6NKZIX6G61AnamaTOULhULLvaqlAAinL+5dvLNPJuVRVQ4LJrcDOfBin+m7xhdb/GMZ2lDSftgE0Nqex4Evkf/QLjUG+DDqqJxHvlKHoIW6hRys6kPy5AYfnb/z/NdKdfoFsxf0IEM5qwZz+qLUIrsYOAe3xT0b2NYzVHWNNmuN4NTg8eR+V4vqKZLsSX4EeL93TJBlWSGAeuUl4Ajya1pAex38Dk2n3LcCtrwRra95GJUgtVmLLh7sVLZJzYK2Bc8Lkiv1LByeTZdsUASx22JN5Pb8ebp9ZvvNwx0/FhxxvKI7CDLZHRZQB+DD5NaHgq5NTkLXQt8kv+9JOTgUnWOWoS0gbC6isINVM8wxczIiYje93CojmU5fDCpA1TgsyVXJvbEWBsAPYm2x8RQw1wu/QXXDHy/w3k7AcmA1mh4xrcAxxRBEHaaV6NZsodSm9WgkoZYUknLkjI0x95X6AuJIlKFi320DBP7YnerOa1a4QlYEkqlkFFVaG+S59Kb0paW2adIhOSmLm4PNwZ9N+FQiRhyxv+OviyPj6cBcq7yO1tB9m8IBiY+ikcbrUIeh1L0+ZgJLgDVAmMIy779H+x78q8TXrguy31P7+Vk1i49apWVmy9HAmz1Dl43Wc2tUTG5miTGmaDGYOuHP6LP7/gLvTUOzUnrROaLUOy5NqODInWg/lXcVOGYjqvT6Dao8y2QsREPR6zHYzdm/nFibCPlikEXVOCwSkNOxOpA7GWf5cMdPAh5Gi0t/SmEd7+loesRzqOzfp9Bo5ESYikYvL0VVdlYA7xjm2DvR1LDrJ3gtv8h1vISSOyzRtujj1i7hHi7uPxOpxLWJVGJ+oifx1URPItnT2/OoIF0Mfd/7jZg5sb1jeQ0oG4ydbNDj3VsGDL+ZN33e+omerzvV/WF7Z86IubhzZudzE7eypnCBc9HdlkI9bAzq1NyBBlBi6Jw10eanIWBu9nwptEN0oR4Mm7PvfRQaIhXD0Tmz8zmEn3rHDOZ/46vj4+kg3sDCSE6NnAQygcuLPacgOQ6LK+6kFo6wWI02fLyIwk7Bm9Bd2KfR3d/Pomn0EyGI7qZ8N3u+69E64kI8gM53dZUZISJha6jFuGahL8ZYVEUfllhv7A0In/WOCfLrUkjO1jgb0QKuK4BLgLcWOCaIOiufQm/mh9HdkSezP/8BXs2eawq6AHgjujjYA3gbusgbS6PKa1EFj5pSbMt+v3IWPgbzZDmuFWmL/CDeG9/WiOlC769mtKbik8PEoDcAnwm3h+8qhz2TCWmSU3K+mW5xeeVixJ6kNzYNNC0p5pw1yl/QbvJnoY5CIYckhPY+ORtV67oLeAydg55Cd2U3ouo/09B5aGe0NmVP4GCgbQy2/AntYN8z4d9mEmEwCUG+gCeF2Dgmgj91SDXP4t7FO2ck88EtA4bbFsxeUNR38csrv9xsjNnJO3cFTGCyr31s0uguxtVoYLVQQLUZ/V4PfrcfBe5haC30AjoHvYKudwbXQm3oPLQvOg+NlmK2GVUBu4RaSIcfJ9FQ9M54Kn6zwWyRQheRE+Nr4+dFZ0Qf89O2qnBYghI8hfxOxRf7YUuVchuwH+ow2L1EvDioksb+ZbLjCFTNpKbya1ucll3saUUyUupOt1uItkUXd/d0/1mMJAU5lMILvE0ickXADSxqOObFE3s01oLk5JWvSYfSf57o+bpT3Ue6uAd5x4yY709iUYTXgC606HS0NNQ3kLtwKCV30nBWxky4PfxUMpW8UsjpyP6RRE/iwIk2OZzMZNzMyZihdZNxJ9bZ3stub9htZyT3GSGONJ4JhbkH3dEYLgPEy97Zn1IzgCom1p2zMkhAAlHXuB9gKAsk4GScc9ByAd/wPSVMRAz6EPTyUDQUbSi+5DKV/D4i5eQZVI3DyzRgfgVtKAlmwOxij0lL+RwWgI72jpXhUPgDruNOF5FPipFvGEynEfNVXI5Im/T20fboqQ1npTQEW4PHAFsKV40xlxWjLuji2rsrmzOBzAUTPV+d8C3ynZVyFpm6qKPk5Uwmnvo6KZGAxLEaaRqMXVzbYCwYTvS8+u/mKZuLakibZbo9EHADjZSwwmyF1qt4KXc3drvof2sgUuZr+kpHe8dKY0xO40tBPtmd6i5Ux1MxfN9hSaQSHzHG7O4dE+R7ftlTxcwn/0F9FqpY8XHGlk4xGi+ina2vRIvdQIvdvL1CvoHKK9tNhqoWY8wukpvFtikyI7KhEtfO1jvYjl+D0uONILsDMjDhvPJEb+JQxBIAMVw6iWpXCrED+b2WnkQLUY8Bjgf+h+IVe1xUOnkFmv5xCNrnaZDtgAXUWGM2P4nMiKQSqcTPYGixLUY+lkwl9wuHwiWTdq93kqnk+wXxNiu9OrZLzO7KPm4CTiCnp5CI9L/e9voLxZ63TjmD/EbaX0NTUD8HfAJNdS+WDWj66VXZf+/AWx+paakXAOtKcK2qxIiJCvJRhvwE4+KeA3zIL5t832ExxuQ0ihRkfV9r38+HO36SsiNwujX2KFpoNg/NH29DF23L0Y6wozkUL6Pbq1eg0oD7oRPB54Fb0IWDS35X+62oMaUZ17g5BXgGUzPOVoPRWbRu0a6YHMnbWxaGFhbTgNPuV5HONGXOL+J89UCUXAnuwbH/og/1D6PBk0PR4vtr0Xq6kVQeM2hx/U3AUrTWa0dU+asbLXr9JVrc6uV0rH5dDUbB5Vxyd1mMIDU1j/uNlVaH67hFp4MBiEi797Ux5ulJ1HtuPEwjV1kTYBUqTPQvdD7aE50bTkRrXW5F55GReBWt+/0ZGhg+EJ2HPoMqEfaRvw5qLTBWV2QbI9sqmx/sWtN1mB/2gM87LN2rut/i4h7pHTOYH5cialFnnEV+h+lOcnMo1wA/yf4MMhXdvtwavdkHi+8HC8/GwvVoh/v3eMbmoioaqTGew1ccnFbvDosgr/poToMS09TfdLIgW3LADRPPK+/u7T7IFfdw75ggP1o4feFkTtHYFe235OU+8ncO02iB/l88YwatadkGnYea0XnoZXQeGq3JmgALUYn1QVrR+e8rY/4NJjmRWZHVid7ENQjHeYY/2bW6a5/OWZ2P+GZYDeG67hIH5yIAmnA7Z3YW1ZB2Cwbvrg2ClEUQpg6IkJ+Sehb5KWHPoFkiXvWuVnQO2gadj15jaC1kp3wV4k9o1on32XAyGmipW1n1DJlvBwh8Go8ok+M65zK8clpZ8XWHRQJyErkFyUKAH/hkTrUyg/wan3sZm6zw66gyRgpdYDyJyhaP1VkZxM4ZbUbVgGoCcSXne24wjehVnSAiRpDPe4ZempqZ+tuJns8V1/5e97u4k1EZzMs5qMKglwhjUwsUNL3iKVQ17CF0PlrP2DtC34juGns5BZg1xs83AMSRReTKwjomYOo6F7+UdM7qfCQyK3JfZFbkvsjMSGmcFcAYY6cwFeq/Ntl5M5r65eVhtKXDWNiMpryn0DT3J1DHZizOyiD2nBdAd5PrloWhhWvzGtDCe7MNlSuOvw4L4lX1wYi5PTIjUhNR+wpyDvmSw2EqKy18Jxph8HICubUtVYsgxhpoOCx1Qnxt/FC8C1fhqtNnnz6hQvCuNV3vAP7XGr6syPSyWmd3NE3Uyx1AUZ29J4CdptdMbTWu9Z3ojOhjBpOzK2bEfHrxqsXtw32mQXm5aNVFQTQoOYTTcFgKcDb59XFhKtus8R60z4uXYyG3V1e90WT+n73zjpOrKvv498xsSaMkgQCBkGwKvTdBagQERHkVKaLSFAlNSiDsbkJwgGQLoUbhNaAogoBBVESEVxAQQZAmVYF0upBAgJRtM+f949nN3nvO3d0pt0y5389nP8mcnbn37MyZe8/Tfk/VLAzxE610c0qnQrcfIjNYmhY37Y9RHJVJZApuwFRmbA3u/jTIRiFvudYCmI7bSEpQKhsG5V7nGZWJDZYyIZFJODvbk0lkflnAsVK4m9d2diW6WvI9XpkwCzt12Iy4hsETSKTFyQlIE9uYLEmTvgLDS5xOps+Paj6VzprEmq1MSeNEZ+KNqOZTpNQh6VdOnkAEgsJmBm4jSSFy72XLxXUXf6CVJYS146Alg44Jey6RGSxKqVOMoVUdazruiWIuRUwL7s2CxvY0hsXzgPn5/A/SaKnYMVPCSqrxZYw3LYtaNkBUYQDQ6Odm1M14MZ9jzV4yexeMviFKqdtnjpu5pLBZljS7Iw1pndwLPBXBXMD2qCrgiojmUpLMGD/jZZS10fveVW9ctVEkE6pwtHKpjoEi3VbVFvcZctOEo/FpN1F1Xn8VuxD9MCCyQvT+0cNB1xs/Oat8ddDRqtEfu46s9Y/CjrJEYrDM+WDOULTRgEYxP7V9alUU8ylS9kQMAie/A/4ZwVx6mIGh548YVUVNgsRaY2iY5xNjSo1v40gTSOhE3p3tkyRn4o6upDOZTNGv7YBpwv2eZIi2du0VRDXMyZGInHJM9pg1WUM6qztjAYNo2MZ4vDRVl+pPWa/S2BE4zhi7H7ewR9jMxO4/1YL7WlksXIfMzfmTc2QkVZdamSBxrWtQsV3YUZZIDJb0mvQ3MVSvlFZxOpibZowNFNHL6L0JmJ/TAcChHs8tHjQrjJG48VwZoBMumdG1ukrflc9xmpY1bae1/roxfOf0CdMrWa1nf3BJRYP0RYm6b8cM7GL9WVFMpFRprGt8DNvxdc41b19jCivEBIzWejfj8b+jmkuR0oJ7nxpllkkPSwGzEH0vjAh99OgjwNXotCDa0m1zo46yRGKwaOVS9UGhltTX1ced7Xs5BDjYGLsVUdmJmh8BZsTCNK5CRv/ACHme5/q1sgyWEVrrYvSGxGRJy6KWHdGuYsd78m4G2sVM3NfCTCaTaS1kfmWAGV3qpDhq1pYAvzDG9iPCZmaliEJdYwyN6ujq8G1zEzMwx84/NokyhGsUz0c0nWJkP6S/k5M7sfsyRcHliDy7kyaKoLehoNcH5nU/yEuExiQ1KfWZQl3nGgw5yhL6mztr8ayxaA5yDSp+qVRcV+DAzMvuoHi8iO+CJT29O45agnDRxyLNMp0hT1ckKq3TpsFSddnSyzYIZ34xQaCVPs35OJPI5JUOduWiKycppY41hu+u8N4UR+HuuwRy8yuW3PrLEMl2J6YnNqYfxteNv0cr7fo8tdYXz9fzk329JsZfdtltl20VaqhzLKMzscHSi7kP6qR42il8CPzEGNsBXH2OomQOMKb7/81+HbQ93X59lFGW0C/wVarqZOO8Wif07WHPo4g5GtjbGLsR8SwWC03YvVyaCL0RqR4JmOoVNgkrwkJtujYuMi1RUq+lapD6FUAitJ1jO/PKaU6Tno7RC0ppVdaqLwOQQLyHTlZTXEo47wM3GGM7AabhGdMHx6nj0kob3lIYv2jZoqMimVAFkkwkXelgKDqHVA95JaLpFBtfAcOxDT8HFoY/lT65Eukn5WQWtkBAyOjJwA+6H7wMXO3XkaOOsoRusGit3TK9ikfj3ivrSGJ7FVZRfIXty5FO9062Ak4MeR7XA5t0/7/vQkXN+9ZYgvHBTCkmaAYPHrwL8CLwMPCwRjelVCpnqepZb8/aHNVr+ACg+UPDhIZK3jR8G7u/0vXABxHMpT+akYaUTq5A+rPEZEH7oPZbkGv5OnRGRyFZXZFoZdevTB0z1Uy3DnIGY0GfAPp60H8D/W/QH4HWoDtA/xf0X0FfDnpSePNCYWeUtFFcThOAldgCFuOQprYRoYcANyPvYbp7Lp1+niHKKEuoBku3dOhWzrG42N7FicB2xtg1wH8jmMtAXIWERZ2ksJtcBoQ+kt4eNU/Rj2rIjPEz/qtQK51jCqu7cEyJUD++/pnG8Y2HOn7MAsisSHYmz8PwhiVINPkyydKkGrtz80p89ND5yCfItdHJJOCU8KdSmqRGp9YA/+scU6i9mhY27RvRlCoLdw0eSqkXQjz5TUjx+B3AuYh4zrZAT+ZBNTAK+BJS5P4G6F92ZzUEzfHY/ZXmAu+EcO5cuR5Jk3cyE7vJZVi0AD2NYK8D9ZzfJ0hNSn3mpRhWu7Q28Ah3yBrKCVOerh3NvWHOoYipwVa/WEFxbhZAIj9mYfKWwBnBn1pvQG8dTTtwGgN0vNVoVzOuDJnYYKlgUgtS6wOnO8eUVo/WT6j3/QJfQvyA3ptdDy3YaQ/FwrXYzpwU0W0WSo6qTNVPMERUVEJNi2g6FUPTO00jEQN7HRmdCdFgyfk7ooCTgSdAjw5gPj0ksetUPkXSr4qRtUg6vJPNgB+GPxW9D3B294Nl2M4n3/BSDCPDpUFHWcJNCdOW/vODDRMaPvXxBJuB/iromaBbHD97+XeOwDgDrDSlZuxakWLiRuBtY+wSDMnqALgW2KL7/7NAZaOe5jJYEiRM/fuYCqI2WTsFcAsvJK3wfkDoCaCPB32FcZ3aPJzzezIYmG6MvU82NWLRsRp7szAaiHuKZMm0idM+1Fr/yhg+qnVp67aRTKhS6GBfDGVNndFhN2TVSI3DNUhvjp2RzfYIJLXpcCQC51SZ2ga4DQJT2fw+dm+aOWDXoRYRN2MLkjQg72NI6FqkxqdnT386qMD6GkYVZQmtSLp5afOuZNweBTR3F3ZUvR8Ssty9+6evG/4i4JnCzhUoQ7E3C+9hhOuLkDakQPdmx9hGwPkE1oFaH0xv2scrZOt50bzuvD1odHxDrlDmPTev+mM+Nj1gr9aPrX+wgSBS+PU3gC/Qe50a3scT52OnF4TFedjXzyuw1biKjZ8ic3c6exqRa1IIzh69FZJKszGwKdKUtgOpDXkReA5UUb+HVVRdnSb9A3o3O0pn9AUYEcgYH9HsazQCWHbJxEtM51+QXAtcCKqvdPNPEC/9/4G+EXgIWd8ge66DgEd9ntMg7A72HyHpYMVMJxLNuM0xtiFwIdI3KgyuQK5DALeC+kvQJ2xLt82tSdZcoFC9hplEWe7Op6Y0G8KLsJid7aFdof5U4FEv6/45ir6NlVLgAnqLx3tIUfybBZCeCP8xxqYh+a8+o4ciEsYKSQE7A5TZRM4TlbCiMKNbF7Ru4fnkmLJmxcgV36ZX8hEArfRVAUqr/wKoR/or9WWsRMmGyHfWyVLEY1fsdGA7R0Yim4WA0GeBvk8KlHkD+ANiIF2BfM4zkdz2vwEfgJ4XcBpNQVw84eIFZmq2Rp80e+nszaKaU7mjlHLVCWmtnwx5Bs/3Y6yYz30VcQo4+ZrfMwLOwbguI98ps99JMXIHdlPd8+g18gJE7wVM7X6wHPtaHgjdimHuOsKAoyxhGiwBp4OtI4NEJ0qF4fQuth4WAL8Mfyp5kcbOlVyPYL40c+j1pP4Y1D+yfWEynbTC7TqpzV4TMRWA0uoC14Dm3Y41HXeGPI1OikdM42Ls9IVLsDvKFyu3YTfVnYrtBPKLs5Gu1tlIo6+HRCr+DTqITZ4vJFTCVKKsTWQSZ3s+OaYgZi+evQlG/YpCPRHRdLLlXuRe38M4n4/vtWdYhjgoS4EMRv83JHMm4AiLrkEcSz3S/OeC+ijYc/bSvrb9egylQWBmULUsoRgszUubdwW/08HW8T7wJ3ojLRsDZnF/MdOI7XWdic9SdAFzN2AWDHp5SwpAH0hvQf9b2AIF/TJt4rQPzUZpaPbxZ24xpULL0pYjMGV7Fdentk8FuTnvQjbUtyHpkvsj9TPFoEg2CvmuOnkV6ShdKqSxrwfDkGtr0HwO/B1xMF2NCJH8HElBdkbsNgDuAX1QCHPKmfrx9c8ALi+/Rp8554M5Q/t4SUyeJHRiP3Ms057J2vkWDaodEdrpwe+9o1dWxo/wqUt7SPwRMD/HKdhCJn4yE2lYCfAAqFCv26ntU6sU6nrXoGb7miU1Xw3ifOHUsASTDgZwOCiPjX1QmR2+sxm9qg49vAy+GXNhoRFgBnSzAAAgAElEQVRPwgOOsUHIl8mHPGg9BPgZvUWK54DKOUystHoSx8VDKx3Ld1YaaaYZueOft6v2m/t4tl9sVsTXqUuxRTKmM4DqXhHyO+Bp3E13z0RSs/xuuvsMUm/0MPBPUF3eT9OTkDrEg7sHqoGbQG8DqujeX6XUHK17r4kKNSK9On0SxV9LWVokOMD11VcsnLHdDLtXWFGhNwLWdwy86ePBe+penbwB/NrHc4RFA/C443E1Ynid5P+p9M5ICiqIAEkkEdG2dNvcQclBF2r0ho7hGYgB5yvhpIQFlg7mtQkoKX6ELS/YQOltFgAexC7C+x624kc+zAYmdv//16Duy+cgSlkpZLu0vt4atKJZTJHQvLB5d630ZOeYQs1L1aVW9vUafyja69Q4RBLcyTNIxLoUMRUTvKTifUCdCuoyUE/2bawAqAVIx+6nHYOTkAhb0dE2ru0+jI2oRp+jdWCKUJWHRmmtv+Qe0o/39fQi4mzcqma/9fHYXsqijUhkutT4O/B/xth3sJvxFoiuQiK5PY1yG0H57ZjJitSk1Gdaaauf0+xFsw/u6zX5ErjB0rK4ZWfsfE0/F3upUgecaow9gTtKUWo04HYbJylYC1zvTa+m+Qrsep/s6cLME65OV6cPzft4MaVFwsqR7kQXtWxv0FyO3ejV/A6XEn8D/mqMnYTdjDdEVAd2v6rdvJ4ZNd3KPu7vg2K7lsUtvm88KpXZC2bvrFCu1Cet9SNRzWdgdDXoi3Ab/reB8kt1dSx277bnECGLUqUet9M5gZQs+EkDrGs8+gzSYiIydLW+GnfKIEmSvtfvhBFhMQsN29Hk5SEvM5owumxjS/qVGl7e2ePI+wa9Tlu8p6DsAlAf5ju5hkkNryHqR+tIJBKB5FrGFBfNS5rHAd80hu9smNDwVgTTKQZ2QDx/Tv4P/6VKw8bLaXJ5RHPp4VXjcRjdwvMi0ZG4FWnU14uKogleeaJqlBldaR9cPbgICu71iaDrHT+Xgb4D6S4/h9578K+RBrN+kaK8nCYgamH3GGP/A37VzOo6eveKHcD3QaX7eUHgTN9i+gq0W1VSKz25aWGTr2n3gRssGn2UMfRoQOpgpcSO2MIA9yMewlLHzH9XwKw8j5Wi1zv6CHB7/tNax5+dD7TWRwbdnTUmerTWUzFq9jIqc20fT68EZuO+/mtslZtSxMs7ezTSBycqBhuPTVWdoqF+m/rPNVYjya82L2s2mxrH5IHSyhWtUko9MXXM1LVRzcfBWUCL4+dS4ASkEL4LqUf4Mqjvdhfg+8HWwHeNMa8oaSlyCXZKm6nEly9j6TXyNHAv6EV9/1htJ441nnOWH5NKZBJXYYgkqITyVfgk0I1at3zf7q7BOLoCsnDNzUIAudaR4KUwdATSaCoH9K709lJYg3RuLdjrohKW2MOomqU1exZ63Jji5Zq3rxmhUGb65YMz6ma8GMmEomcv7Mj3bynu5rq5YOa/KwJrZJsVXzYeF3XNQpWu+jFGSotKqzOjmk+5cO2SazcEdnUNaoo4HWwdVUhEdh/QG/h43CZs4acgOvdGwZvArcbYAYDfKei1SKuH/n7qjNesZ/zel95g9ZPq31Eo09lx5Oyls31LgQ3UYEmQ+Jp1joTbw12B7IcUYjq5E/hXBHMJCq8eDrlGWW6mt6BsJqhF/T05W9p026OIosY6EpnE0X4cO6Y46ejsOAuRue0lw5xoZlMUNOMuoE0jAiDlgpfC0KFIh+6Q0Tvg7sXwKChTAr6ouHjCxQsAs1P2abHEcWGs1WsPQa9LrRIUD0c0HZPbkFqrVkRZ75eIA6PH8B+P1GG8DHoXH863B/ANY6xH6a9c+BFgRs/Ma29ZoZO6BSOypDKqvo+n50zQqTBmfcDLjXWNSwM+Z7Fjevo6Ka/NAnh3yd4XODKHYzi1y8/tP+SpFwEHOp6/ofH73/f8IlWXakO7b8Za6RPitLDyJPVaqkajXXKPSqsXGic2loJnMwi+jL1x/wV22kCp49XDoYVQNgt6Q9D7gJ4D/JNeD+ZS4JTgz184WmtX8b1Gb9i1tsuseYrJjcNdjxQLi2c/pG4E1dD9c363Et4XgC0RIYaeiNuWwEOgNy/whF5Ok3LJMunhXeCnxtjuSIpqITyPGHzZ/pgNsv9o/P6WAuezjsaxjYuB3zjHFOqYpmVNvgifBLZJm7tgbi29+vM9VHo62FewU6N+DiwMfyqBcwWSyuWkmfzW3FgGDns65aETxu/cF1dlpayNqV5WfSAxZUftoNpjgU2dYxp9VUTTiRqFXYDe5jFWDnh1yd4TaS7sM7oNtO794ROkgdxFyHUpjXiw9wRVEiIPjeMbH8DstaHxJde9EknpVI1Syi2prlUJKIKq90GdC67PfiOgkGvoAcAhxthtSHPdcqMJ+MxjrIAeiOpzUM9n/2M19V5uPMfXHkCJRGI2ZkpplzIVOvM7th8H8WJVYtXBGGkYWulKNli8is/bkOLXcuR9TIlMERs4PoK5uGhX7fcplKv3RjKTjL2HZYhW+lxj6L0Rn4yoVFn1b2IXn98IvB3BXMLgCqQTvZPZYKTlBMvnSBfv00EVbbG9iVJKoy3v8M6ti1v3imRCJU7t4toD0O79UJfuejCq+eSOmgc85hg4BnejwFwwi887iLbGLEiWA6a4y1bAiRHMJRTqx9X/B829rkHFd2YtnjW20GMHlwaTsNLBPuwY1/FsYOcrfo7HLLiDuYhsYLnSAnxsjM3GlnP2YjK5hT2dTSE/M37n6jKbqku1YcgOavQx17x9janmE1PCNC1p+oJCuTZYCnXDlD2mFGsjxyDxkvddhd0jpJz4CLnGOtke+HaIc1gPuAZYCvpbIZ63YNoT7b/AiJJnVGZKRNMpbZQ7HUxrvbxrfFdR1zJ54HT0VCH31lz5Ora870+BxflOqgS4CjDbMaSw5ZzLhyRX4Jamrk7q5AWFHjYwg0Vp5SosV0rd392YqhJJYtepfApcGcFcwmQlcLUxVgd8b+CXqhdzDHs6pbK7jN+/bh49nUibRbkbtHW0ldSGIqZ/lFZm/4j2ZCb5s0gmEz0nA9saY1430nJjDtJw1olXw8wCUINAKflhGLAFUr/5S6RGEWAT4E7Q+Te+DZlUXWolZkdzzQnNy5p9URWqFLrrI11KcQr1fyW4HzIjsRvl+PoEdiPp1UiKVDnj5RjaEihb5b3GcY3/0mi3oITitKZ3mgrqQRWIwdLd3d4V/slkMqacbCXxfWAbY8zrRlqOXA98YIxdirvmJHQ6x3b+DcOroxLq7D6eHlNizFk4ZxRwjHNMKXXHtInTyn2D7kUNdlNar1SFcsTLMTQOf5vfOVCrQb0L6n4pXGZP3FH0K0FH2RMmJ1RGzTOGBqu0MntnxPRD7Vu1uyIGay+KEkoHW4cpaWzWZgzEd4GdjbFrgf/mPaPSwSv1dgawfgRzCQWllXndHao6VEF1cIEYLFrpw42h9mRn8qEgzlUCDMLeLHilKpQrq7HrdDYDzolgLuvo9m65c7Q1uzctaSqZzURM33SprrMwvOgqo26MaDpRcxa2Fr9XMWi54pV6eymSrhUw6iWky3VPJ+okbpnjoqZhYsM/FMrVr0ijz9Ral600q9+ojDLVMde0q/ai7sXTB/sZj3MRkKjGzjL5BEmXrAS8xE02As4P4dxpRICk5yeUBuWNExofRvG8MXxeIfLoQaWEmeHPJ+q3qTeLHyuFc4AxxphXMWg5Mw87R7URnxoW5U2Sn2HkaCsdR1lKnXnPzasGTjOGn6ifUP9cFPOJmGHYzdi85DbLGS9xk40BM2UwINQLuLt3HwK6lPLXzTTKbVsXt+4byUxKkIzOmAbLw911lCWEHo+7K/07wGs5HGAKotjppBkxWioFL/n4acCoYE+rukBNcfyYzR2DxOx3NrJrddfJ+R7Md4Ml9V5qCBrXxUwrXanRlfWQBenES26z3OlEmk452ZDeTvaR0Di28RM0843h41rfah0dyYRifOHjkR8fjXJLWSuUqVhXKUzFTEfxbmhW7njJx18MjAjp/E5P42CgZK4xbem225A8/HVopU+PaDolRcuilh0VapxzTCkVcXq8Pgb0iaCzlNbVOyKNRJ1p3DeB0n28wGQodlTxfeCGLF9fLqSxa3iGIdehsmTCuAm/xbjuKqUuSj2aykvW2XeDZVDHoAMxCxqV1TW3UvCynr0amlUCtwMvGWPnY/TIKIC7cXfqzRYzTag205UpmcLYGBuVUW4lI827wz8e/vs+nl7OjMR2CrwJ3BrBXKKmE0kDc7IB4W0WTGW6kmlUm5qU+gy4yxj+ZmpBqmzz7/1Co79qDHSodhV109rxwK+AD0D/DPSpoHcDvQXo4aA3FiNFfxv0fKSPh7OR83+wPef9cR72ff4y7D5tlcDdwDPG2NnYWThlwXHquDTaXSup0XW142q/mc/xfL9oaq0PNYaWt49tNzeqlYBXfuIbgKlOVSlksHNYhwLT/Tm8+oWjU2/WjfAaJzQ+C5j5xGdc9cZVuSqgxBQBrYtbt9ZKH2QM/6xCpYwbsYs6LwG6IphLMXAX8C9j7FxE1StoJhmPS6rQOKESPzeGhtQma4+LZDIlhEa70sG00o8WUXr8SEQQ6BYkAvg20obgQ+BlZK9yLO4mh28Ah4DKNqXNK5NiCZIeVYlobMfJIGBmBHMJhfZE+y2Ywkuaxnzq4ILw8nzZeFyK8n1+cAl2UWcjlbtZALgXeMoY88ptDRdFszEytKumK+7qXIJo9OlIk9Ye0mmVrsSb42hs2cyXMPoPVRgae2MwGN+cJn2ediTglPl/HdSqvp5djNTX1T+NmX+vODWa2ZQGrYtbt1ZKuQxVjS4GtdR3yT26sRaJquwO6r0cXteAnXY5A2kWWan8H/CoMfY9bCXZsqC7XsvMZNn5yiVXHpLrsXw1WGa9PWtzNNs5x4KtX9F1oOfZP1aY/7vez9NfDGhiY4EzjLHngD8EdL5SwiwArsH2OIRKY13jg0orVxMvrfW5ccpDaTF3wdxajTY7CN9/yfhLlkUyoXXoA/u4Th1vPHFGH9epzb2OOgApbOnweiTSWcncj62ScxrulJd+0BMgF8+grkE82E5J2JI0GrXSv3QP8MWmJU1lucnygwwZdzqYonOIGlIE6fHq10gGyJFI4fvDwFLcaYsrgX8jUZYpwGhQF4tsd9Zshi1s8Qrwm/zmXVY04G6smMSubykbaqtrb8Cog8uQyTkdN6/Cl75IdCS+jHJ5N3UyGaic8Sggm+K/A7p/TJ7G3SHdL1LYjcnMBVqpPA48BDhTB7+LeG9yUR3xFa10C7gK8EfWJmqnUsYXkXJjVXLVcQq1sXNMa232kYiC7cnuOnV0H+M3IF7RbJkElvf774hnL0ai3393PK5Gcuqz6S9yBbAN6JuB34Mye0x1o5PAIYg62e6OX3yI3Uy3JNBa36pQs3HvG05GMgdibMz6lScuGH/ByojmYqDWAn/u/nGga0D5Ff3w6rfWSOw0Aalj+RPwNcfYcUjPqBc8X1HCTB0z9eOWRS0/00o7yyQOaV7avGvjuEYzTbdPfI2wqIQy61derd+yPpfwYTmwNfaN72+4ZS0rnUZs78IVEc0FgPa69ntQhsGkmNq0oGnjPl4SU2QojGJ7eGvi+ImVuEmfhe2MMiOblcwTwAPG2AnALlm+flckxeF90EtB/wn0rd3RsFuRDs//BR7EbayslfOokpRynTF+xn8xjF6l1Unz9fxkRFMqWmYtnjUW3NkmiqjVwbLBN2OlDklzcvIkEuGMEabjNt4Ucu0uV67FLInIcEEuB/AtwqK1Vi1LWg42hoMOf76HqELlyyt+TcRBE/FmYSCeB34HOJUivgHsjUS9QielUpmmRU2XKqWc6RrrJZKJBiKWX44ZmJYFLdtrtEtOXaFuPk4dl+7rNSHyAoVdpz7M4bk7AccYY/cRTCS5lGkADqPXaZdAGrsdleNxxnb/DMQC4Hugnsjx+MWF5hconIXkoxcuXngYlqe+slGoo4yBdFVtVSl2t8+XWUi6txOzgXal8ypwJ/Adx9gRwEHAYxHMJ1AaJjS81byk+W40JziGv9W6oHV6/aR6s7GvJ74ZLK1LWnfCkPBVSgXcf0W9TXEZA3sgG28nvyOiTXiRMx3pAO1cgy3IlzUSGsc3/r55SfMzCrVXz5hGnzVr8ay50ddBxPRL0vLmdakqdUskc7FQTxPeNaAVd+Q8Q8Q1YkXKy4jEqLOO6GvAF+nfuGtCVI4OR4zDge6hzwK/BG7JQVmpaGlva7+vdnDtcqQGQkjwHWKDxYVCudLBdEb/86LRFy2Paj4hsyPwLWPsz5ThJtwHLkGU2JzG3Sxgv2imEzBpribhMliq01Xps8kyrdS/lDBlbTQ72mrb/u711DKmGUOhiDKWqyuQN4HbjLEDATNKFxpKKZ0kaXqBBiVJFuIdjwmYec/Nq9Zodxqm5r4KTEfdD9lIO7kDeDGCuZQCM7H7o7T0/xL1KqgZoHYHhgP7ACcCFyFOmIuQeqVDgBGg9gJ1YzkYKwCp7VMdGu0qmlZaHTXngzlDo5pTsdH6VutohdrZOaaUqqRUqCbce0tNHF3pi6VIU1sn+4Irilk2NE5sfB5D9ERpNSX1WmpYNq/3z2DJWAbLP1OjU5XUGOgA5Cbl5DZEaSPGmxR2E80W3EZfqNSPr39Iocx6o+NaFrWUp8ejDFgxcsWR2NHdSpQyNvOfO4lFI/pjARL9cLI/ttHXB2qVRM/U7aCuBtXc/e/NoP5aqrUqA5HIJO4whoZ1re7KNZWubEl3pY/AfQ/TiapEpUSg9sLebP8Gu/9RTC9XYMtMN1NCzWVzQaOvMYaGDxo8KCuJdF/ekJROJbTS+7smpbWpM13umJ65DiIuJC8B3gJ+aox5pdWFS5rzcBeHKa303JROleUFpNRRWpkXu/8O/3h4JeWLgygSHWiM3QwsimAupUQKe7NgptXFOKifUP+UQi1xDSpXmkdFo1CHOR9r9L8qKNprOhzTiAJfTN+8D/zYGPNKqysLGusa78Ps6QQXZCPe4ctFuXZZ7c5I19R1KK1Mrfty5utIaoCTnwKLI5hLqTELMDv/egkXhEbDpIbXtNZmmHbXmiU1349kQjF9MmfhnFFIoaKTX1VYZ/sEtnNkLfI9iumf94D/Nca8hAtiulFKaa30Xcbw4U3vNI30fEEF0fp663pau/u7JVSiUpwnhwOTjbGfA69HMJdSowX42BjzEi4oeZRSWmnlMtA0um7h4oX/M9Br/fEipe36lfYh7ZVSaJ7ATrtYTbxZyJblwHXGmJc0dKgMqhk0XaPNC0hL9wY5pkjoSnSdiPTRWIfSyqyNKne+hS3Jez259W6pZJqBz4wxL2nomG50Qt9uDFWrTvVNzydXELpWf0kp5boeZchUgrS6QnoOOWmjvGV6/WQldn8mL2nosqBtcNutyN5vHSqhBlRj9cdgsQvun66g+pXvAjsbY9ciOvwx2TEHW7o1hd18MzSmjpn6McrttVaoEV2JrquimlOMJycZj//ZMKEhCLnyYqWn6aGTlch3KiY7VmBvFiYBp4Q/ldJg+tjp/8ZsC6DjtDCd0Wb907LpddMrIcJwLLCbMfYT4O0I5lKqXIvtZPJqvlnypEan1mi0uxxA88XWxa179fESwAeDpTuv31W/gqZS6leqgR8ZY58AZlFRTP98jnR4dTIWMBsBhkrH0o6fYBcLnjh70ezIlMxiemle2Lw7kr7Ti7KKqMud7wMTjbErsdMLYvrnGmwn02XA4AjmUhpo7jRGDrhyyZWbRjKXIuD0506vRvEl51iGTCWkgyWxs0w+J3aa5MpaJNrrZDPgnAjmEjhVquoGDNGlDJlz+3tNwQZL9bLqXRB5x96TJjOVUr8yBRhvjDUjRktMbtyA7Y25BFgvgrkAkJqc6kIzBSkcXEdSJW9ufb01snnFCCqhzKLEtnbazdz6cmYQMMMY+xDxbMbkxirszcJo4MwI5lISdCW7zO9aIk26YtXCxo0YtzewoXMsmUhWgsFyKrCtMeaVNREzMDdhC6U0Yuyxy4GL6y7+ADCvIcfNenvW5n29pmCDRaXVQcZQ++Dk4EqoXxmKvVl4H9l4x+ROG3bh8MbAeRHMZR2NExqf1Urf5BzT6LpMdcaMCMWESEqnEhrtMlgU6k+putTKqOYUAecCWxhjl2OLWMRkx/8iTSGdNALrRzCXomfmuJlLFMrd40dHrPAYIRptqoOtbFvS9kxU8wmJQdiNab3qUmOyoxM7xXdDYMD6jpIkwfXGSHWyI/mDvp9eIEpZBsvTU8dMXVvocUuA8wAz/H0ZtkRmTPbcgq0ochGGAl3YdNAxHXjHNaiY0rKk5TDvV8QETe3S2gMwNusZnTFTVMqZDYCLjbGlwM/Cn0rZ4CVFvxEwNYK5lAaK3xsjB6eWpDb0fG6ZY8oZK9TDqcmprr6eXyacBYwxxryUP2Oy59fAS8bY+dj7zZKncVzjv4AnXYOKM1NLUoO8nl+QwTJfz08qlFm/8lghxywRvCzeJUAlNqvzkzR2LuwGQH34U+klVZdaieZUpGNvD0prfcs1b18zIqp5VTR2ge9ng2oGPRDJXKJhGrYhfyl2I9aY3PgVdrPfCzEak8Z0k7EMluraTK0pM172NC1r2k6htnSOaXS5q4MNw743e/VWi8mNDHZt9FBgegRzCR5l9aAZVaNrjvV6akEGy6JFi3bRaLc3JVERBksDYG5UZyAeupjCmA+8YIz9EDv1JVQaJzQ+jN2vYXR7Z/vcKOZTycx7bl414JZQ1fyuQiK7IKmSZnHia4DZgTwmd9LYKS7DkGt+jEG3It+brkFVeWlhKmM0i9S6M9mRLHfxoYuwDfkUsdPED+4FnjLGvGqmS572pe33YGSwJHTifK/nFmSw6IQ2mwS11VbV/rOQY5YAmyEbaCevAL+JYC7liEaK7Z0M8hgLnfZB7dMwb87wnebFzZ7egJhgWDF8xWGY0QVlKRaVM5dii1HMwBCHiMmb3wHmfexMYEuP51Y8CvVHY+iIvlI6yhWt3XLGSqkn6repL+e0qI2AC4yxN4FK64EVJKaTpAbbmVLydKdNuqJyWundmpY2mc3YCzNYFOpA12OtnqoAL6eXLnYjEsaL8YcHwIrUfR9pKBkZqdGpNSqjTsXeGN7Y+lbr6CjmVIkopY43hj5sX9b+SCSTCZ+xgFmU+Cxgbhpj8kcDM40xr+LiGPBKCxtWS+1BUUwlCuYsnDNKody92DR/iWg6YTEDW4xiOlDuNTth8jjwkDH2XWD7COYSKNWd1fMQ4aV1KK3MwED+Bkt3/cp+zjGd0OUuZ+zVefRJ4P4I5lLumBGVKuy8ztBpmNjwD620qS+/UaYr89vuVKWYAEm9lqpRqK86xzT67goobu3hcuyGqg2466tiCuchwDSCT8GWb6142ia0PY3ZwyaD2UCxbOlKdB2IdHpfR6I6Uc5yxptj90h7HolMxvhLI+5rexJbGKTkuWjri5YrpdxZEppjWhe0ukoB8jZYFi1etJtZv6LRj+V7vBJhFhKWcxJ5qlKZ4mUIfgvYNYK5uOhY0/EjbBWPfT4Z/smsKOZTSQwaMmiyVTenuDui6YTN1sC3jbG/YG+sY/zBNAST2JKjFU9KpTKYnmDFl6OZTSQc5Hyg0W/Ub1n/XkRzCYPLsRuqmhvrGH/wMgS/AVjpUqVOmrRZD1ydSWZOdw7knxKm3F9SoK2DjnKuX9kR2TA7+TN26lKMf5ipdgoxGiMltX2qI0HieAzpRq30tOalzRVXcBommUzGfH9XdCzteNLzyeVHCxJp7EETpykFiVeq3THAFyKYS1GjUKYi1rZXLL2iLpLJhIlGAfsbo+WcabIVcJIx5pW6FOMfXql2LVFMJEhm1M14Efi7MXyGsx7OP4NF8Y9UXarN+8llQRPu98urODzGX7zEDL4ClrEcOvXj699QSp1uDCuVUbc0L2suOyWPYiClUwmllLuTtuLeCkkH2xP4H2PsHuzi8Bh/McUMFOJhjnFQ1Vn1IEYdZ5WuOjSi6YRGy8KW7YBNnGNKq3I2WGbjdppArKAXNF5iBgcAh0Qwl6AxJY43rqFmXc1qXgbLfD0/iWZf55iirL+kewFHGmO/Af4VwVwqDS+56MijLAANdQ13ATc5xzR6QzLMrzSVnDAYtHjQFxGVvnXojDYLfsuVZtx58l7yuzH+8xrSyM3Jl4EvRTCXouWirS9ajnLfD81GiuWITmiX8JDWurNqaJUpR1su7I4pJw9/wJbfjfGfFLZctHlPKHnal7X/HnjbOaboLb7Py2BZtHjRbkhDv17Ku2FkC/ZmIc5lDoclwC3G2L5IpCVyhqaHnoviedegZvdaXXtTHy+JyRe7v8OqjkTHw5HMJVwOAQ42xm4F/hPBXCoRr4acZbdZKBiNq9Bca31IuQuRaOU2WIBnp206bXUkkwmeJtxrPoPd6DkmGN7C7gO3B5RXz6PU5FSX0upG16Bm96YlTV+APA0Wjy/p2iHpIeWamnA4YPab+TnwegRzqVQuB9YYYy0UKMvtB+dOOrc9rdPf1OiPjV+d2Lyk2ewCHFMAGn2UMfRAmaeh9mCqwnRQJFHGCmEZcLMxthfwtQjmUrR4dHZff8XIFbtFMpkQmKfnVWPUMyUSiceimU3g7A+WkMLt2OIzMcExG/jMGGvCTtEraTK1mZsxJY4z6gzIc8OnUAe5Hmv19LmTzi3H7qYKWSRO2og3C2HzPvATY2xH4LgI5mJxyfhLliVU4nuYKimapqbFTeYmOyYPmhc2TwQmOseUVn+IaDphcjSwtzF2IxJ5jAmPyzFENpB7Q+ROk2Jh5Mcjn8ZwLCntbn1QTny0+KOdFcqllpVQCbNouFwwi7w7ibNMwmY5cJ0xtjXSm6VsmL7F9BXAfNeg4vimd5pG5nyx7e6/4qpfKeP+K8cCpofoJ3SHh1UAACAASURBVBg5djGh0Ax8YoxdDhRFykFDXcO9CmXWFCQU6vbZi2fvFMmkyomE1dchnanNmB7dcsNLc38VZagQUwJ8hF0QugO2zHTFMmWPKZ1KKzPTwlTQKhuSKulyJGj02g3GbvBKVPMJkKOALxpj84DFEcyl0pkDfGiMpbB7c5U0CZUw098G087JORssixYt2qVC+q8ksfMzP0cWTEz4rASuNsYmAadGMBdP6uvqZ2MX6K6XIPHArMWzxkYxpzLCLOB9rtsTU86cCGxnjF2D2aQvJiyuBMzUzyuwe3NVLFrpJ4yhfbXW5Vrr45a31jw/RU3pjGguQZHAVsVbjZ15EhMOq5DrkJOx2I08S5r6uvqnMUStlFKn5GyweNSvtA+qGvRMIZMrUk7F7mrsZd3GhMd1wAfG2I+AIRHMxUIppdtV+2nA08avRidJPjRn4ZxRUcyr1Em9lqrBlLI2CnzLkBpgpjG2AttojwmPT7E3C+OA08KfSnGSwEqJ2ujKZVduE8lkgkT6r+zpHFJKmdf9cuDbwM7G2PXY9+GY8LgBO8vnEmC9COYSGBrdE2V5E0WDTuuDczZYlFKmwfL01DFT1xY+vaJiELZkqFf+YEy4rEaKzJyMBs6KYC6epOpSbZlE5mjsC8qkrkTXvXM+mDM0inmVMtVDq/cFhjnHdNIq8C03zgDMfj7N2EWXMeEyF3jHGLsEiL/XAB08jdHkLp1Jl10dS9PSpq2B4c4xhZUOV+pUY2eZeGU6xIRLG3aq8MbAeRHMJTCqh1TfoVAHNo5v3LqxrrF1+qTpH+VksKR0KgHu/ital2X9ylnAGGNsFnbRZUz4eOXOTse4eUTJjHEz3tdJfbiHctiOXau7zBSfmAFIpBOudDCFWtmxpOPZqOYTAkORNe3kPWxZy5jwWYvtNNkM+KHHcyuO+m3qP1davewcU6g9oppPgLjTwRRdbWvbXohoLkHxA2CCMdaCnRYZEz63YCvVXgSMjGAugTBt02mrG8Y3PO4cy8lgqV5avRPGG1KGXV2HAaYc7VvATyOYS4xNB3ZO7XDgggjm0ifTx07/d5LkEUhUCGA1GY5qnNBYzhvtYEhYHX0fLvPu9hdgdM9GPJ2mtHdMNPwMWGSM1QMjIphL0aGVfs75WOnyM1g8/qZXU9unVkUymWAYjO00eR9beCImGtLY0a8NsPeuZUVO+s1Jkgdqt3JrR/uQ9mLI21RI4dFW3T9bIIbHUOSL9ykSHVkNvAm80f2vV3rFRYBZa5DCbhwWEx23A9OA7R1jFyC5nT0FybX0roetgfURw2Yo0vBqNbIuViBr4XUkcuNb0WT9+PpnWha1HI/idq30NxonNj7m17ErhdbXW9fL6Iwrh1or/VBU8xmAofSut62Qa9AGyNprR9bc58gafR1Zd0uRm08Pw4GpxnEXAL8MbtoxOdKJ1M7d7hjbELl3mJu8TYBtkPUwDlkjQ5F18SlSRLsaWQdvIOvio8BmHgaK553bBK30DnMXzK0ts9YHLuVHrd1GWsSMoffetyW9a249RGmzZ80tovc6ZCpwng9sboxdQew0KSbmAxfjVrL9IXbaag0SKdu6+2c4cr0aiuydVyOf/0p698cLKcI9b04Gi87oA43evs+kRqeiWsBb0dvU8UByTwnSwGvAI8CjwF+Q4m3TU/8mcFtBM43xmzRSkPw7x9gwxGB5HVkTe5F7Q6W1wFPIengIeAazt0qONExouD+1JFWXqkutLOQ4lYqu1V9Euz9HjX68r+eHTC3Sgf5LyJrbhdz7cnwO/B25Dv0FOAn7WjYTHw3pGF+4EzFQdnGMnY9sInahd01skcexlyHXoEeBByg1AybN88a3oGZtYu2OQDFt6vPmmrevGdze1T7ReWdQyp0GFzLjgCOQ9XYQUs+QK2/Qu+aeQta2k6VIw+yY4kEj9XN/dowN6h77FXAosib2JnfZ4w5k//MI8DDwJOLojZSs5Qa11qplScuHwEbrxtCzpo+fbirZBMlwRLXiRMwc0sL5HCmUNmsMjgHu8flcMf7wFHZTPT9ZhBirvyJu1BcJzYubZwEzHEPLG+oaRimlCjIkC+QLwMnA8fifBpTBbfS8DOxKEdwsYiy+BvzRGNPkcF/Ngk7gQeQa9EdkI1HUpF5L1dQOrv0MxyZJKXVGQ13DvAin5RvNi5r3RPEn55hW+sDpddPNmoIgWQ9pnHwS0uvGzzXXhe3s+y62ZH9McfAopoqm/7yNfP63YtfOhEbW3sDWxa074DBWINT6lVFIWtYSpHGj38YKyAXANFZewO3Fjyke9qXA6EcWTEDW3ULgPmD3gM8XY+NqPKeUejxCY2U/4K+IbPWZBFOzYF6T5xIbK8XKI9iODL97jlQjhtHdSC1lPUUi494Xqe1THShedY5prc0GzCWLVtqdDoZe27G0Y2FIpx+J3JOWIrVUB+D/mjONlfeJ90HFzC9COMcYoAH4N7IXCtJR3CfZp8woy4LrrBpa9ZSvs7EZhsgLn0v2Ia1PkJD6ciTfsh3JIR+KGD51ZN8dfSMk5ePh7KccEzDbIoV/B2f5fI14B95DcndXIpvC9bt/xiAqP/2RAL4KHIlsHC7EljaN8Zm5C+bWrmb1Xs4xnbEa04XB3siay7Z4OI1cgz5A8oNXItecYUiUeCyG86cfftp93hnE6jzFQhKRnb6M7FV51iAR2xXImlhDb23BSMQ5MniAY2yCqDRNRWplbiF4p01eKK1e1Ging2f7Pp9cYiildjTSwV4LQQSkFjFWLyZ7Ce3PEIO6Z821IY7ZoUja2Hiya3q6GZI+fyHw+5xmHRMk44Brga/n8Jp3kb3L50gNnUbqWYYhNUumOq6JQvZCXwXuR9JgwzLWszdYNEbDSMWz0zadtrqPp/vB0Ujfk/7ewC7E2/kI8DfgFQbO961GjJYvIHnGB/dzji2RWoa7kJvE+1nOPcZ/hiC5/BfSv8H5CRIifQTJu3wDqU3pj/WRwtj9kTVxIN43BYWE4b+CeLmux+g5EOMfqxOrd0Jyctfh0ZguSIYDrcD36T8a/QGy3h5BrkcLGDh1ZwQS0T0IyTPeF2+nTBWyOf4mslm5lSLdpFYIeyBG5EDR1pfpXRMvIU6T/j43hdxveupfDqbvTf4oxLv+fSTS91KWcw8NrfVrht9/h4im4j/aaqQY9Pt/KFKfOamf52SAZ5F732PdcxqouWMS2fTuSe+aM3s/9VCHRFn+jBR2m60FYsKjGhEdmkH/0dbPkbXwCPAEkso1kJLdUKQwfz9kTRyECIR4cSSyZlqRHmGBF+lnFUrsrl/5AKd6lqK5sa7RVETxgyGIN/N7/TznJUQ15056VaHyRSEfzolITvr6fTzvIyRv/YECzxeTO9shxax93cC7kDDlr5ALaqF53kOBbyD5wYfQ9/fk70hNVRxtCYCWRS1naqVvdAy1j/h4xHpT9pgSRgH6vsj1pS9nxlrgt0iN018pPG1rOHL9OQnYp5/n/R7ZqJqqPjHBohCDcRZ9O/reQq5BtyFiLYWyHXJfOhFbsamH9u55/ZgiMmSbFzd/GXA1d01Xp7e4ZMwl70Y0JV9I6VRN7dLaxehep1lGZy6YMWHGHQGcrgaJqJ1P3/eg1xEnxu34cx/aE1lv36bv6OFnwBTEkRsTLuOQ972vsogM8r27DfgDAztrB2IQEk05CXHUJvt43r+Q+9eCAs/XL1nVsLQubN0OQ+pXEUj9yjaIMkFfxspjwGGIF+o6CjdWQC7yfwdOR1I1ZiLpZCYbIyGwZnJXAorJn5MQz5GXsdKGNNObhETk/oA/RamrkRvAl4GdgTtwS8/2sD/yRT3M43cxhaIsL/bLIRkr05BrjZex8hmyiahD1uZD+FNj8gniuf8iYizdj/cG9BtIbV3Z9bYoYkYgn0cL3sbKfxBn1kTk/uGHsQKSL96IeL1Pwzv1ohaJ9N5D38620ElXp18zx5KdyZJPCxu8ZHCd01gBSKqk9bf6wJbIvuQCvI2VZ5BUoO2QdemX0+xZJAV/LJLN8J7Hc9ZHnDk/JbuUshh/OAq59nsZK52I4boDYljcSeHGCsge67fd594GUYrz2mPtiqgAHuvDOfskq423ThjpYNCl2tU/fJ7LnsDjeG9MFyHhp8mI9GdQrEQ8aOOQMJeZ7qOQwqN7MFJVYgKhHomkeYU9/4TUs5yFFCAGxSvAd5B1+VeP32+EbGZ+EOAcKhKNdm3KzYZ0AZBEDOArsTemGvFaTUQ2kX44S/riH4hX6wBk/ZmMQwyqrwQ4hxhhMyTN5giP361EvN87IpGVoIzpDmSjsG33+bz6h30DSYHtKxITKpeMueRdjXbXXOnSr2PRWk80h5JDkn7n8G+HpPDs5fG79xHj+AvAvQQXVVsNXINc7y5DNq4mUxAFu6IxlMuYU5F9p1f7jr8hTvxTEOdJUCxEHCfb4ZZS7mF94DdIxDcQsjNYlGWwPF+/Tf3nPs7jcOSmYOqHZxDDYQe836CgWI0YJnvgvWH4evd81gtxTpWEQtSRWrC9Sx8i1v7XCNZQMXkDySU+DTsPNAnMI8AvaqWRWpIahKnap3k+wFPWIKH2Mzx+txiJpp1EuD0xnkCagjVib4aHIhHF74Q4n0pja6QmaSeP393T/fvr8Y6+BkFX9/m2RZwkJjsgm5e+6hBCRaH+7XqsVMkbLGnSLoNFK/2+z7W8+yCRFa/o7v8ia+5XPp5vINYi9Zo7Id8Fk8lIjUQ+vV9isuNSRGDDdKJ9iqTvHYREY8OiJ4BwHLYQjEL27K1BnDgrg0Wh9nMNaB7zcQ77IBd/s8h5OeJlbMDbug+DlxAvx1yP301GPBy5NuSJGZgrkcI+k78hocf7wp3OOjTi6dwDu9Cy54tqNh6NyYPBevBOGOIKKqFeCOh0CWQTcIzH7/6AfN5PBnTugehCDPd9sQtdq5E0AK95xxTGFkgu+JbGeDsS5TgWcZ5EwXuIw+Z87PSMCYiq5UDKh4GjUC5vr0ZvFdVc/EIpNcH1WKtFPh5+R8QQNeXSPwNOQLIJ/HQU58ICxGlzGXYK7O7Imtsw7ElVAPXIe27SkxZ8e7jTcXE3EtnxujdeDFzu9wkHNFhaF7duDYx2jvnYabrnC2qm/CxCpESLocC9DTgPOAf7izoZ8cr2VYgUkzv12F12QTaUh+CdUxs2byC1Bl5ezqsRT3xMAaRJ72gMdbSvbg8iVxzkMzveY7wVSbUphgL3Z5G0WVNKPok09Do09BmVLyOR1OOxxvhK5H2+nugL3HX3PA7HThGrQ+bvlT4SGhmVMVOlzHSqkkNp5f4blG+SruMRA9n8zN5DRIGKocC9C4m2nIhtKO+EqIjFDlz/+C5SM21yL7ImQpMT7oe3ETUxL9GJmYhTxTcGNFjSpA8whzoyHX70QujJ/Te/oM8gxoqfngs/uAFRzjC/qF9HvsQxhXMU3l/QZiQ/s5gkhNcgm9nbjHEF3ERcFF0QCZ0wZVDfSG2fCqLL99nYF9VM93hDAOcrhI8RIYiHjPEaJHfY3GDH5E4SKTLd1hh/D/EwhymrnQ2PIhsGM9qzA+J99bupYNYopUzFoM1aX28t6TRqrbQrwqK19mOfMhSpyTSjYv9B9kJeaelRcgcS4TNT4SbjnY0Skzv7IQ0hze/vTYjEvR8F9X7RgRix13v87mrE0ewLAxosCnWAMfBialLKq+gvFxSiI2/mab6KFDd6qXQVA79BCt7MSMt0ZCMRkz9jkDxN8wv6E+T9jdqj6UUnYkjNN8ZrkbXSl355zABkVMad7250zvaJnYA5HuMXATd6jBcDq4D/wd44D0dC9LFqT2H8CKwmySuQyEoQa9APnkc2BSuN8a8gineRkOnKWBKnXbVdE7yeWwpc9d5VGymUK+1JJ7QfXu4bsA3ktxH1ybd9OH4Q/AVxMJq9N05HIgMx+TMCcTaYNSu/RvouhVUzlwsZxPFnGqwJZN6jrVfkQTY1LPsbj/1IB7sAuek6WYZ8QYu9m/Nd2HUKPTnwceFZfiSRDb6p+34bIrFYzGSQFLBHjPHxSCF+TB4ojAJdjd/pYEORFAazu3gT0j24mFmLbBZMz+uewBXhT6dsmIw0Y3OyBqmlDLOoNR9eQaTdzQ3kbPru2RAog2sHL8Jw7lkpVSVE29q2ceZYMp0sNMJyIuIEdfIR0pCvWI2VHh5B1KtMZ+KNFInwQ4lyK3a0/H7EOeqHhH6QTEVq0p2MQvbHBUd7++10P2vhrDGYb5wqOCQ+BrsYpxP4FsHVJygkr9dkDQN3g/ViLqLe47zQbILkvPfX8DLGmzOwm+W9jMgm5htZ2RwJp2+NrOHh3T+diLrGh0jh/D+h4M1wO1KE+wLu78vxiNHlVesS0wfNy5qHk3Z7ZJRSfnu3L0UKlJ08gOTdFsIYRN1sJDAMiYisRHpz+JlzvBLZoD6HO5I3FdHgf9HHc1UCNchGy3TinY23OlI2VCMiIbshUtRjEGXJwci6+BQRUngeKVw1IyS58ihS7OpMzagCbu6eQ6gptVPHTF3bvLj5XRyZFEqr/rq1FzVViarNtXbcjhTptmVthexZRiApM04yiPJfkA34xmGv83Ygn6aedyJry1l3uh7yXTo8n8lVOMciDhIni5A1Ucj3dwSSUbAJcr9oQ2oz30Iix35FbdLIvnhb3CqfByPGeUEKd/0aLFWqan/t3i9q3akLrV+Zi60IdiH53xSyYQoiCWhyH+KpzIezEY+m80M5BbGOg2iqWa5sgu0VXoVI5uWSp1mNqKjsjRTEm+o+/fEKsj5uIv8v7seI0f04bnWr65H+LVEp3ZUcqkttr5XbTtVp7WeEZTvsKOm7SKQsVw/WFkjqzWHAgfTdHRrESP4zcjN/NsfzeLEQ6f/jTEmsQtIo96c40yiLlYuRxmhO7kL6QOXCrsh1YB+kjs2M4PVFGxLxa6GwmoW5yDo82jG2I3JtDL2+QGm1UCvda7Ao5eU4LAkyZEYrt5P4w9TkVCGbyBbsrIzZ2DVqfvI14I8e409jOw2zpbH7tfs6xg5D6nv/kOcxK5H1kN43TjqRFLtPczzWhshncDhS49bffuhzZM/6U8RpV2gUZzWyf3sGt6DWHGTPnbeITb8pYRptNi56Y/qk6YX0IZiMLGInf0NusEGxOd6F3IWyGommOD9cBVwVwLnKmcuwhRfqESWuXBgKXIdsFnIxVkBu6Dci0RZz05ILT2MXnk2g+NPaioqMymxtDK2dMGHCEh9PcRWGZDIS5culdu4kxBBdhqT+HU3/xgpIaPwU5EL+e8RYL5S7u3+c7IvcMGKyYxNk0+Xkfbx78gzEMYjxsz/ZGysgjYi/jURbriDLlgN9MAU7tfpyIpCd1Uq/5Xqs9RZhz8EvtNbuovhMQRkhOwHfN8ZeIQApWAcb4u24LZQuZC9kpiNezQBO8RgX0xAHmJMmcnPmH4w4sN5HHC6nMPB+aD0kqvMnxJFmKnTmw2vYcsyjkHrkvOn/oqisTqv/LORkwCXG4y5kMxekJ/BmgrtQ/xPpy+FkD7y7IsfYbIadv/s80dV+7I4Y0F6N4rLlR8gm1smF2NLdMX3gkTay6Dh1nF8h612wUxX+gFysc+EmxHOV78by60hKoh/N9M7Dlra9lMI2vZXEVOzv54Xk7tX0g2rkPnkL+X9+y7ENsA3w7m0VNO+4HinPhoglQYKEy2DRShdisEzH/flq5PMJMm3vesSBGwRvYjtrxxM3ts2W9ZHWGU4WIVG4XLgMSSsblOc8dkOMFrPGPB+uwY4Wn0kBtd59XhDnPTevGrm5r0OhCklj2Bu5wTu5EalVCIqTcRsPQRQsTcdu5mQaZjHeTMP+Yp1H4fmUnyKa9pchdSS7IjVMI5B86j0QL+RD2MbyKMRjne8Xfg325z8KSd2JyQKVMAwW7Ws+90zcxX+dyIbVD7oQb9hcZA1MQXK7f465cRM2QdZgoZu495Fmq062I/9010piOHITdfIPJDe/EDTwOiJNeg6iMrYV4qTZCJiE3Jta8a7dPBlJO86Xn2E3tz0PqasKD+Ve9wpVshEWlKV09H6eR9oKu9nrXQSbSn4E7v5gQeyFZmO/J43Efeqy4SzsTJNp+JNKrpGIx02IQ/VsJCX6Orzrd3tUTg8s8LxdSLTZyVDkOpQXfRosyzdaviNGSLtAg8VMi+nAW1LULzbDnQ/4OMHomS/HDrN+EfHWx/TNEOyQ+KPk31G8CwlBH4Sk5hyO9MeZjxQgL0VyJ99Bojg3IVLUh2CnAm2F7e3Ihbuw+wj9kAh7IpQSWuugmrONwU5JvQMoJN0sgxjHJyCR3H2QC/JsZI1dDZyGeBvPwO5dsBn+qJL9BLtoO05FHJhTkJQIJ7MLON5LiAG0JVJ4+j1EtvZhpJD6A0QmeSHwINLrZyu8o8qzPeaWLRkkncTJSEL2eKuMcildafSGpdqLRWvtFgLRKl+D5Szcm3iN/Vn5yfq419crBGMcrcWuwdiauOXDQCSwnROvUnj9z/PIvmMTpC/TFCTl8EbEWLmge/wr2Ip0tcj9q9BGoA9i12ueQZ7y+30aLAmdMBvfdaxVa/ONhqyPHWL6Fd5eR7+4AfGog+RWnkFwknDXYFvCJwZ0rnLh68i6cJJr+NPJKsSb/Tdyi9A8gnxhzdd8u4C5dCGeUycTEEM2ph+01gpTvcs/g+W72GkY+a65LqQgeyvEOL4L2xhx0olsGr6ErFUn3wR2znMePXyKXPOcHEju9VyVxknG45eQwtN8mY8Ur+Zyb1uN3J/MqE5Pbnm+/Ba7FjDc+5Ky34d0bTqotKTAOHb+sUml1CjnmE7klRJWjTg3nNxHsD1+rqI3iptB1loQTXhB1r5ZPxXvhfrnS9i1K63kXyrxF2SvsQfiyBqo7vwBYC9EsdDJVvjj4PBynORVNtGnwaK1dufxK15J1aXyDU8di50jfHOex8qGE5Au5D1cjnSNDYr/Ihcdcw5mYW9ML+ZGYRnBqqP0x7PY3oxdya1o1uQO7I1p3FBrAGa/M3s0hopgRtkN6PLEXHOPI2k7+bAT0oMg1z4Mz+CdMvoNj7FcuRm3UyZBnEPeH9tjpD0j72FU6mpe6yJf5SaQtXCLMbYvshEJhUxNxjJYkjpZcnUsu+ywyyi0VUCeT4TlcCRF2EmQe6HJSIS3h7lIymNQrMI2vL9O3ES5P8z70qfYvUxyOdZhwFM5vu6D7tea176jPZ6bK3/C/q7kZcT2abAo1A6ugUxB6VRmdOVN5MYdBBsh4a4eXiHY1LMeTH3pURR2syln1sOuZ7qVaGVYH/MY28xjLFtWIzKlTr5BnBbWL4nOhNVwTHf50k16G2wFuNsKOJ7pjcqFm5FaJyd+NPdbBlafLD+KJ8uVbxqPO5Dc7ahYjC3YUcg1CKRjthk9LiRqkxPTt5i+AmOtp3W65OpYqodUW59DJp3JJ8Jifh8/RFJKg2AIcq3puee8ReF9prLB3AsNRmq4YmyS2N/HO8mtpYOTQu5LTyJ9vZz4cV/qQhy4To4gj3Sz/lRIXOo1WuXdByEJHGCM3ZXnsbLhJ/R6MDJI3l5ngOfr4UFsVRlzUx4j7I8dfZrv9cQQyVsbvB/Mv2kTJK89pg+UVmYKU2fXhK58GpqZTDYed5G/F6tQ1mA3dtzUp2Oba253Yu9mXxxkPP4ruUlbB0GhzSNN3gPM3mlh35fchfeq9ArvM+mMabBkNp6wcT5Np83r0O8Ibn/Sgju99hzsqH8QPINdFxjvhbzZFbvYPsq9kBl9G4k/mULm3zQEEeLKCU+D5colV26KRCrWUUCnaa8b5l/zPNZAfA1RherhOnIPjeVLF5Ji4sS8OMUI5vvyX+DfUUzEgakA04G3ek8uPI59M4ov3P2gUGa6yLsplfKj9sxcc8/j/+YwF8xz+5U++ojxuArbYRQjKoBmBDyo+1K2KOyIihlxyYdHjccHEGa6sl3HUnIGC8rdY0mjV05RU3I1NLZExDecBLXm9sFdyH07dtp6kJjXoXgv5I25H2gjvD2rF6bTXeFPLx2v+23Oa8LTYEln0jtYY+l0vhEWs5fLGgrv5+KF2RRpGSLhFibml3RP4l4IXphhxkeIviu3KQH7JIVLCn6OrZDhR4i1bMmojLmZMdVL8sV83x/z6bj5YkaSCjWOe3gdMCNS8Zqz2Rlbutzc2IfN3tj1DX5saM1jrEdhDXJzQxvfYV2CvViU2wuulDILy7PB9ChrgrkO1SJS6j17jxVIX6EwMfdC2xBB49ISwNwf+7HvKATzu/kJ+aenOUljO/T9ibCohDKbmX02Y8KMfBW9zK7Vr2J3RPUDsynSFMIJfzp53ng8mFilxwtzTZjvW9h8D9jPGLvO64l58ILxOLSC11LE6tPgoTKUB4Oxvbpmrm6YbIL3ddEv4jU3MOb730kwsvfZMgwpiHbyb/ypb3gBWyHT/PuDxGweWXIRlkwmM8I1oPNKITbf82UEk4I4C3fq8flIrUyYeN3T4+uQTTHthRSSru/Ez/uS+bflvB68vf/a6L6seFUpla8H3PxATJlFPzCbIt1GcIVs/eH1t8VfUjcbYnsRg1gT2bAhIrl3kzH+a+CPPp3D/NvC3CiUHEq7U8LMPg55shX2tS6qNQfS+8NMyfFrvUG85rLBfE8WEU6toxf7InLszlYCbUifKj/SIddgR93Cuy+VR0qYWWfgh8ESxDVoL6S/Rg+PIPezsFmM/X2K90JuEsBEYyzK+9Jk7Pn4mUZo/m1jybFBt2dumkbvYAwUYmWNMx772bUa7KZIK5B+HFHwIZKn5wx91kU0l2JlnMeY32uih/GIpLYTRW8jpf2xlSpuxd+u9G8ajzdA+gPlk1JQ9milg4iwjDNPA771dsmVTYF6Y+xVbHWvQjDXXHwNshlnPDbfMz85ATvSPhj5XPbG3sgt737N0z7O4Q3c6R6hrQmVUW9rt79z+JwP5gydtum0/voWFReaEU598jAovgAAIABJREFUR43Ox2AZZzz2e83VIKlgPU0p1yD3sijSrTuRwnvn2o6vQ242xd6wB7UXGogqpF+Pk1XYim+FYK73BGK0ZG2kWQaL1lq1LGnZzjWWv0IY2M0B/Q6BzsF9IT6P8MOfTlbgNljMv7/S8Xo/glLm2YbsGwM+hURb/uTzHLz+tvWIDRaLuQvm1q5m9cbOMZ3Qfhgs5ppbjT95ufnwE2xVmAZya3Y6EOaaG4bcHIJqnFuKBH1fcvIDsisw/RxpRtpMfj0++mOF8Ti0+5JC/Vcbe+b2Ne0b0X+j1aJCJdRw15+QX0qY+Z6bn0mhzEQccT1cQmEyt4US2ZorEcLcCw3ENESxzMlViCCSX/S1F8oaKyWsdXHrGAxVL50pyGAxJ/R5AccymYzbG/4g0YQ/nXxmPM7pA6kAvN4PP9dEPjyEGDaFdLjuC6+/Lb5we9BG2xYYfWoS6YQfKWHmmgu7tq2Hadi9P+YD9/t8HnPNKcRoiemlWNaE8/zXIrWYfhsrEOF9qSPZYW3Mk5nkRl7PLWLcToZEXgZLkHuhnXFHbp/FrokKm3gv1D/Fshc6FGmu7uQ14Eqfz1PwXsgyWDJkLIUwVN4pYQq7W7jZMC1fzKZIa3DL+EWF6TWKNwpuhhiPuxAJ4Sg5FLgXUVg63Odje22EhnqMVTxdVV1WbrtKKD8iLOaai8KzewTiOXeyFBEH8RuvNRdfh9yYa8Kv+1K+DAMuRdIjfomkjfpJZPelmrYa27OacMsEFztaaz9qWIJac1VIKlhPXVwXcl3xM2qbD/FeqH/M9QDhX4cmIn0RndlWa4Fv4X8WQsF7ISslLJFITNLaFb5dMWP8jHzDQhpRBHPm6eVUZNMPZlOk6UQb/uzBNNCiSj0pVkyFuKrun64AzvUM7g67CSR6uCkS/jwStwDARODPQCPQ6tMczPUA8ZrwJKETY4zUkY4149b4kd5prjm/rkHZsi8SSUk6xlYBxxFMLxivNRf1hrzYMKVDc+66nAPTcHvohyCexUmIOuFB9DoPk8DJ3WOTsRvw5Utk96X6beo/b17c3I7jPVZalUyEJaVTCbVUbeBDSpi55vy6DjUi/e56aAX+5dOxCyHeC/WPl1pumPemLYC/4HaOaOAM/FUH66HgvZBXDYursZFGL8pxUiarcH8IfljZZlOkZ5Dc8GIgyLBvOeD1fgwjmI3bcuDhfn5fA5yKXOB70iAVYgy/gz/phcUS9i1+NFs4E8IUyq+mkeb7HWZqwq6I0orzuteBiEGYPXr8wuvvizrlqdgw348g18RAUqXjERn1rznGxiJKl7viT0TQ/PvMdJ2g+RhHU8xMIlMyBgtLWR/tcjaQSCbyqUE015wfe6FtEGdtD28issbFQNRrrtjpay8UBqMQY8UUQrgYfwvtnRS8F/KSNXb9AQpVqIfHXKRmaDVXzKZIxRL+7MFsjhRvTt14vR+Frol86UAU5vbHLgj7MUYtV554/W3xmvDAbBqp8aXgHuz3exjhdPreCamPcq6BTuAYpN4uKMw1t4ZgIpiljN/3pUJYjDSuvcYYn4QUUvuB+feFbcC6r6+Z0kkJS6qktTbSnel8HGx+r7kEshfqcQhr4EyibTzoxNwLxU4TN1HthTZC5K63NcZnYiuF+UnBe6EBDRatdKEGi7npmOD5rOy5Avcb3Qy8WOAx/WID7B4jb0UxkSLGaxNa6JoolFeAc4yx4Ui/jEIxdc3X4r86TFkQUNNIsNdcAm95bT/ZGvFgOTdmGSTdx09tey/MNeeHcEG54fd9yQ+mIdkCTqbgnUqRK+aaCPu+5L7mqdIxWBIdCctxVTWoKh+Dxe81dyHwRcfjm7A7zEdFAokcOon3Qm4+wHYkBX0d2gBxlpnN4a8j+MiceQ0C7/1gn3j1YRnnfOBDhOVN4ADH40KbmJ3s+P/q7uObvTb6wrT4R3u89hWk+DofvBojRdkIqBj5ALtXzdb0n7oVBvOxJbK/jKj2FIK53t8klpftC7exr3nPp+N6fQe3JjjN+62AR5F+Pz1kgNOAOwM6p5MwGtSVOmZPgJ7molF+NzPI9caZiroh8AXgsQKOW41toIe6JhRqubM+TVE6NSyqVg018zdqOmvyiRaYa67QvZCzWXYXknqY7V5oU+PxSI/Xvgm8lN/UGINdVB5fh9x0IMIrzo18kE1+10ecaLsb4zcAUwM8bw/m3/YeOaYJugyWpgVNG2Pk0CV0olCDxVykO+LfjWEo0tU+X3ZHNqpOpmOr+WTLTsbjnuZJMW7eRDry9rBLVBNxoIEnEXWMHrbr47m5YK6JIBvUlTquHixKK7806VcievJOA2IX/O+5AxKhfhhHvj6yts4CfhHA+byI19zAmPelIcjGIer36nGPse0pzGDZHjsFMtS/M6MzK5RyKZaXTIRFpZWlZDRk3JB86orMNTcB2W/5kSpVhURY8mUS9l7oWvLfyO7sMRb1d6sYeR23weL1vvnBUERQaC9j/Cbgh4TTXLTg+5IrJSyZTFqdSFVaFaq89YLxeDjFsUENgi8Zj19FjJYYN+aa+H/2zjxMjqJs4L/qnd3NRUJCALkTIJzKDSIgt8DHJSiHKARFAQVEULmUY1EuERFQVFQ8EAU/UD5BELkV5FBOBQTCESJyBQgJIcke0/X98c6w3VW9uzN9z2z9nmeepHtmu2t2q6ve+22kqVoezDWOTY9cs3QhFaKCmN/dMUhIiNFKp9lEK485twpwO2EvnQaORXKl8mAlbEuWm3M2j2HnPZZhHTLXIEieS2d+r16kz0JuKBU2PrSShwUvXHpVa91/pDoyzr5uPoedSJW4dsScc/+l2IbeZcWs5rYd4WqSaTAOCUM2ZZFfIjlPeSgrYM+JpvelkMLiK99UWKqL+hYljX++FzsJzBTs2wGF/QcpSzxp2bjTOF4DWLWIgRiYCkrSbvRbYtcZd3Migp47eyqYv38v1Vwfc859iHRLSK5cu4e5hp5CvhUMzbVVY393h3jdzA2zDPtSVGJqnBK6QczvdT95l5jV4WdZo1tGYVG+4WFRsau2PYHdObwMcy4LzO/l9r1ozN/L0tgd55MwFrgeWzb9X+Cz5BcCuy6SghGk6TkRCglTvpquVUjZ+m/P+j1Jm/otAe4j/Avbl/jVCM4iuuFOIxxL+Jf2b0TLDPKXmNfeinAYCLiHdCjuQgSpYIzAx5DEryIxPX9x+w/V+ZhxPJ+RS5yOSsavMn7KAAOhmBHlqywVlrFIM8frUrj28khssJkw+XXS6+fTKOacexLJG3PY3AlsHjjeDdlbiuxZExV9kOTvNxHYyTiX+76klHrT6LHUMgoLivHBoStUXIVFI3vfgYFz+yId6uNYuS8i/u/xMMI5t3OAHxifiVt2fU0k9D+Ik4WiuQ8xHgQLa+wLPJjCtbuAa7Cf/2uBT5FvZd2PG8cDwN3NXiSksGilTetgWvkXNxJWWD6ExEzGSXr9XoJxHEhYYXmW9ASKg43jhcRXftqd15FqOB8MnJtJsQrLptiL7P0JrlcBDjLO3Ux5ym+XCr/iL2PaevwOP+2QsJcJP/8zSa6wLEd0icjTgXMSXrtZlgF2N87dmPMYWokbkb4DdSYCHyWfwghDcahxrLErhzXD/thVxnKfE7723zByWMZ8+9Vvjz/hfSek0WMmU3zlj1d6cOwanSTn5EbCCsuaiDx0b4xrXZ5gHDsQVlheJj1Z6BDCxsgq2ZZxb2V6kZzHYA+mQ5ASw0m8H12IYrKHcf464JPkX+belI//Soy+PKGQMI2hsOjUFJbfEBbUFNKwr10YT3gRAvg96TT8alfMYgkbEz+3SY38kWGZQHTC4h8SXHMP7BLXVya4XltT9auWpVBXdZoeFh+7EejuhBPxm2VZRFkxizNcgJRfz5tPIRtVEDfnhuZupEpPkMMSXC+qTUAz7I29jzyIxP/Hxfw+T1KElzcivLP6brUlEu893zMjOpLs69dhJ9knmXNlo0K4ehlILyrn5R0ac41eBdg5wfU6Ec/KXsb5mxEjat551Vtj51XG2pdCC6xCTQsde4lLGtd5Bbts7VEkT2ouC5/Hjj1OUr1sNHAVUtYvyEkxrzUFcV/vQ/MJazOQBXUT4/x9RFfsaZQTjePXkc7Vjijsvgx66ltTk+YQmZjhn13A8TGvNRVJsDfr2X8X6aeRN53YFX0eQcq0O6LR2BvnzsBmMa93GnAJzefjecARSFy5aXxJYvXejnCfDihoX+rQHXbfEj+y83Xp0EqHKqcmCAkDUVZMr+7BSLGMduAg7BLaThYanuuRnLogcWWhDuT3vbdx/hYk1Kw35nWTcLJxvBgx6DeN2Ycl9ND4+C/GuegQ/BDYNXA8CalQELeEcFkYgzRwCvIMLtF1JN5CXJafDJzbHziDeOUPN0M2gteB/0OEyceQsD8zDGvF2ucPqN3TtEr3AUcTv3rGztiCwuW4inFDorRVNWjBkZvFqsQzHE8gpauD1VKOAs6nuQILExEl1wwhvAXx4ph17hvlUeKHDM4EVjPO5VWZrJW5HBEOgmV/T8GOuW6EMUiJ0KORcNI/IIaUx7DnVxfimdsRaVBrziWQMqS/izGOOl83jpdgK+250N/Zv7CjP2xLUhXVEgoL2iqckjRy4kdI2E+dbkSGyKMXRpZ4yLMT5DXSyRNsZ5YAvwCOC5zbEQkVvK/Ja12F3U9nFvANbONaozxDkx3pA2yEHZb2aySft2neU1h6XuhZGh1OZldavRLnokNwPWLtCy7MJyN/qDTvkzcnYCfbn4vLVWiEs5G+J3VPXwdiUdw3wTWXQ6yVR9SOfeTheBvZGJaqvYaiD3ngzXKDjdKBCMBBFlF8QYFyo1jGUA/TDAcLcg7hGP6lgB6kIEejrEl0+OIutVdcJhJvY1gKONM49woFCactxmwkZDmYO7IvsD3xe594iMEiaLRYjKxDi5DIgqWwe6MEuZdwT6hm2QX4iHHucgraaweWDLzT0RFWWHzfnzDEx0uFVjqUw0Lyvin3InNr+8C5oxADQys3VzwcO5fvQvKuSNeafAcx4HcHzl2EKC3N5LJEGVpmAPfEHxo7Et8A/x3sfCZTPmqY90LCuugyO5+mrbBobG/KRPKvopMmq2K77uYgG6BjZJ5E6oMH2Qc79jIJHhKuNx3xrAynrDyHVAq6PsH9jsYuS3gZrgb98GijBwup9mAJchN2BZajsRtqtRI92CEl52OXk3dEcy5hoUAhpaiHUyiaZSzSXXx1JIR1qGtrRLHYjfhWzW7s4jT9xK/MmZw1WYjpse5ojZCwDDwsIMa6IN1IOGGrsgxSwTXIW0hkjWNkXgKuMM5tgXhfW5WDsMtbX0W8YltAQGHRSpteAnzfTztR6rfYpfIOxnYZtQIe8DPsPhsnYedmOIbmFOzf1/eRTb1R3kG8dfcSr7LGrNrPf4BkoXxrYCdbv0Xrhz1mjlLhkDClUy1pbGIaGTwkTKM74rNlZ0ts79CzyPdxNMbTwE+Mc+tjh7eMxDW168TZN/uRUNZtgc8RX1kBWYPWMs5dgl1gIDd6VI+PYWnXvm4JD4tChZPudSplr2/Drpy1C3aVuFbhUuwSy2eSbB6PNqJ+X+cjPb5ajeWRfM4gi5HqmbF5LyTMq3rvM9L9+vvW7EtbaPARt9cDDCZHKyRJaGMgzZyZKE4inOj/coJrnYpd3/oviFLmaJx/IxM7KESuilgb9qKxPJI+xFP3LcSb8iGkZPLaiDt06dr5PqSU3ttIXObDiJLzQIP3GY5OJIF3onH+FKK7VzsCaK3DSfeKrDwsIJW9riJcdnpjxAL9xQZ+/g2iq8olpdmcncmIN9fMRfwSzrvSLF9DetgsGzh3BpLzdHuD13gYCUVVSGjMVsi8WhNJRJ6AeFoW1F5zkbylh5GcqDS8sP8DfNU49woSw1407xDooaZ0a+SwaHS3CgtHaSUufxEJkw82sL0UMeo+mdI9huJswmWRk8h6n8eubvcv7L4ujuH5L6K0BD2hyyCGkG1pbH/4Ccmrppo0Kyd7iExvVuA8m4StUt7b6DR6BeOhfK1mFUmbhxA34TGBc5OBqxH3UZbxjremdJ3dsDXFJciDm1TwHY18E1nwpgXO7YF4PZr1TsxDwn5uSmVkjXMpYu0Ocj/w05zH0Zoopoaas2XrYQFJct2NcHW/YxDldaSSi3OAIzMaV6NUkHGavbOuIf+53w68heQj/iJwrr7xbon8zRtFIwJn1kKnyZqIoccUWL5IjJ4HaaOVXqi0ek+I0V7LeFi6jRNpRVA8i+xvwfyz8cgzvDV25ag0abpp3xB8ENuSXkUU97x7fbQDFyMFGTYMnNsS8bQ0UtHy81kMqkm+iZ0/9xQphKS+FxKmlArlsGh0lnWzT0AsS0G2RMo6mtbCsrE5sqCY5XOPQ/4ojuZ5F1FYzI3gbOCz+Q+naXqQhMMgbyN9MbJQ+tuRScED7eksN2sQq/NMbAPDzxArdZlRSMiX2STyP4gH2xGPX2IrqysgHhazp1LZWBZRVM2wnJ+QrNJYanjaC4W7KK1aQmFBhatI+vhphnyfjd0Ffj3gT9jh5mVjTSTfc4xx/kySNV0ezQwgRX/M0LDjKKZcfrN8HvFWB1mCVINN7JkM9mEJKSwKlaXCsgSpgGJW29gTsXClmeyYJhsjFYbMhfZqXAnRpPwdO2a8LpiZ7uYy8RUkdCSIRpqBPZ//cFoUbSTg+rlYhP+InejaiRhOts/h/nFQSOUdU5HvR8p0Z+2ZaneOwi6rviay7pe10eHySE7EDOP8P5HwwFJgdYhX1j5aTnQ4t81TXpq9LKqI4cQMG64bcMemeK80mYHMOVORvxW7oICjOWYh65DJtyi3QepQJNLE5EvEr7oaIqiwhJLuFalWCIviaSTh3iz/+ykk+bBs1oUdkVKEyxrnH8S2rjvi8V3sShkVJE7/GPvjhaIQN22Um/ObuNrzzRJSWLTSSUuHNsqJ2KGiE5CE2Di9OLKkE3k+jjPOa2Qjc1bN5LyDlDU2+6ZshpQGbbYpZNasieTZbGCcfw3JySlPSVltWI1NI0VZUZF9utLkv8B+2HlnuyNrk9mUumjqz4LZ9+kZxJLuogqScyVSEjiIQvKCTANpGTgR+DlGM3ok/SO1fM8hPSwZh4TV+QMSC26GZeyOJLCvkcMYGuEoxN1uJlTPQnIt8hKu2h2NVMi50TjvIWU6v0c5KjlNQsICo1y0P6acC0rZCVlbPeXlVV2mD1FMzFLH3UgBja9jL8JFsALSmPLgiPdOI5xA60jGk4i336wGtQ7SyG273EcUzS5I0RBzn1yA7KHP5T6i4VDhfVLr1shhQRshYX6qIWF1/ooI+6YBd2vkbxzVWLQIPolU0jQ9Ky8jjcGzLJYy2jgByaEz6amdL8PzMxYJO/0Wdu7c72isiE3DDOlhQccqzRiHy5E/jKm0bIok6B+Q0ziimIy4ZS/FFpRfQB5Q118jXeqhLVHlhY9BrIlm6EOebI7Myyjr+1VEu3Idw3DJrEu6McNA/VzLYb6DCHj/NM53IL0F/oRh0MmZXZGcv+0j3rsAF4KRBfchHgpTaVkRyWk5leLyLTuRv/mfsD3+7wAfRSqPlQsVfqaVao0qYRh7v0eqIWFBrkMMdqbSsg5SDORw0q8A1SjjEWPcr7EF5deQAiazcx5Tu6OR0N+oaI2DkTD6DSPey4v1kHn5uYj3biY6gioRHsBlD17WidH3IicPS53vIPFvZtm2SYiV8wbsajhZopC40n8jCVAmjyNl5hKVaHMMySJkAYwqEb0p8vs/DzvZL0uWRip43Ee05+97ZPCAjgb6/D5bcFG51++fi1jO/xrx3i5IQY0vYRfbyJIVkBCwP2FbNDWS3NoKiZityp+BHbCtxh1I2OeDiAU8T7ZD4sG/hu35ew0Z7105j6kxtBWJUAYL8ciosDFFK91s+fFm+AXRoXxjEYXhLuD9Gd4/ir2QPTcq9P0F4MNIGWNH+vQjMmhUjvS6yBp0MXb0T5aMQ7w8DxPt+bsS2JsMSut7AG9MfWMqhubu4eXtOfgV0uU8qjrQnsATSI6D2dE5TRQS4nUfUjHGrCMNojlug3QmdWRHH+J+vhDb+9aF9G35N1I+McswsaWQ+MxnkAZ9psA6gPQ9OBYXuxuL/q5+S3CpetUiwizfRrwZV0W8Nwm4CBEWDyTbMLGpiGfnaaTEpWlVXVQ735PhGBzC3xElIao784ZIedjfkr2lc1Mkt/MupKmlyZOI8vRQxuNIQtgI0QJJ9z139lTQ4TU/5aT7KK5HjCSvRby3LSIoXgasnvE4tkcqmF1PuOVAnXuRnmexO5c7GqKKVN86HVvGqCCyx7+R3MZxZMcY4GjEeHcGttylgXMQY38mSr0H0NHfYXUVVx2Z90GI4iZgE2STMBmL/EGeQ0qPbkt67tHJSC7NQ0jloA9GfGYAsWrtAcxP6b6O4fGRKlwfR/qrmExDFu7nkDj+aSnee33Ei/MCEp9phl6AKK07YCfHOZpA+XZoSGe1s6gOyfUSjF8g2kL0AaQq4JPIehRl1IjL5oin7gUkdyYqZOZJYAskNMORD08iCsPVEe8pJIT1EST37mOkZ0AZU7v2zYgl9aNDfO7nyNwpV86KgdIqbITQ5VdYWNtKuKeqqlnksJjcA2yEXfIYJCTwCMSgcRWi3KTl+V0KiXb5GxKWvUPEZzRScGY7opUqRzZ8E/lbR0U/rYgY9Gcjxq61U7zvGoiC8jzwfWCViM+8gTgWvk6GvQg9AL/DtxSWAX/ArJKSF3UX41lE123uBj6DJOU/j7jDPkq4g30jrIckBP0B6cnwI6RscRRPIA/nuTgrehFchyiyfx7i/ZWQTs7PIxbPU5Eu083EmI9BKsGdhViwHke8OFGlTDUiMG6MbCyOBPgdvi24eLmHhJn8CDFcRBlPQDaE7yJK682IYr0xzXleJiA9X76NWMj+juRpRQlyVUSZ2QJZjxz58g5wEFKuPMqYp5A8qN8hCci/QCyNzUYErAp8Gok4eAXx3uw6xGdfQ5Trw7BzbUpHRP+SMhRQGZZJvZMshaWDjqw9LHVeRQTUk5BeZSYVpD3En4EXkYpM+2P34hmJGYjB9praPX+B7J9RPI+sWSfhGkMWwe3IPjNUb6VlEaXhKSS/pAcx7lvzeBg6EW/t6YgXbVbtOisM8fkbamPKvGFxBcBT3hStw0pR/+L+KIt2XvQhFvNfIQnvOw/xuWmIO+xYRIj8DxK68yKi8S1EXFNLIULA8sBayAPaSMLfQiRO/GIycnE5GmY2kteyHyIorhzxGYWE622DWCP6EKvj04gQ8Q4S9uMhMZ+TEAFhLWQuNaLgPIm4Re+K+T0cBlEelkWLFpWh8t4/kZCHwxFXt2XYQebMrgwKlYuRNegZROBciFRt6kDm3GSkHOhatX8bUXDuR4o5pFLL3pGInyMhMuciCbFRf78piJX60NrxG8ga9Cyi7CxEFIxxyD60DLInrUVjvV6qiHB6Gtl2Q08VT3m9Omx8bUaIKoSB6kCX+RceqA7k4WGpU0W8GVcjIan7DvG5lZCwoXqn85eROfcCg3OuF0men4DkxK1Ve00yLxZBb20c51KmUtmjk1cROWhXxOOx5hCf26L2OgORX19AFJmXGJSFNLInTUDm0DpIqGEjz+YLSF7nDTG/R9NUAHzfn6JUKLpqYc/6PXk+lEPxDPARRAA9CXE5DYVChM806uQvRMLOzkOEDkd5uBYRGD6BWACGK33dhSSmrZvCfZ9DFuyf4SxL6aJZygju9FmvNBZjHwk7/A1iyT6Z4SuGjUXyGdLIaXgUUZSuJUM3u6Np3kRCci5C5sNBDG/smFp7JU3Q70cE13MQwaOl0GjTM1F6D0tvd29nR3842kpVVRHr/xwk3HBjpMHyfgwfEr9i7RUV0tUMvUg+7zdxebtl489IpNBBSLrCcGFgnQwqqEl5ETEaX0YGifXDUbcdmI2JigoHG4p7kEoVWyEWrqy6YP8TSaBeFdEcnbJSTvqQ6knrIWEXd5BNqF4fohztgzzoP8YpK6mjPasfw7s9qqdsoZfvIJ7WGYiH7YGM7rMYiUvfGRFOrsEpK2XlSWT9WQcJ6/tvRveZgygpM2r3azllBVpTYan0VezcEK/QPeARJK9pE8TLlpWs9jQSWr0qEi7mlJVy0o/IQusj8+ImspFRqkgfsE8iHp2LyVlZgbpVSIUVFoUqm8JS577a62gkb2U3JO8gKgmoEfqRuPE7kJjAx1IYoyM/+pCwwV8hc2B/YCckZjNuQuebSH7UrYhl2zXCyhilrZCwovNXhmMh0m34B4iguh+yBn2I+GW2X0XWoFuQfK2sDDKObHgOqSR4CjIX9kTWofWIVxhGI8azOxGDyV9og9xJpVSfoXqXXmHp7+jvqPhh51mlUilD6fpHkTDR45Hcqd0Rb0rcZttVpOjQncgalJVBxpENVcS4dQ0SAbAfEp20Lc3nd9dZgJT5v6123ZeTDzMZFQCFCvdgUbqsCkudxYhrvF61ZQ2kosZaiOCwl/H5fyGWiIVImNnTtdeDuC717cJ/kBLIFyLzemNEYKi7QZdGPInrExYsn0QUk6eQZObHaQPhoJVQWk3QKiTJtMoz+RRSpOEsJBRsU0SJOZtw35R5hPNZXqv97DPI2vTv/IbsyJAqYui4tXa8PGIJX4fBnKUtCOepvI4IirORPemp2nHbGUo0uleF9bfOHt3jldCb+h6VgUqHmcNSrVbLoLDU6UUUjHpzwVWROVff91ZFjHebEFYQn0YMJPV16B+46qftwqtIbsv3kdzJDRFZaG1kTkxBwgXXM37uZqTg0NOIXPQoJYsoqQBorcM5LDqyhGyZeY7Bko6bYCsse+O6sI4mBpAF+B8R7z2EzJE6/4ckpTkKQqtwSJhV/rQ1WIyErt6DWD6DCssPkPAKx+jiNaTp558C535POHH6VqThbNsWYCtvAAAgAElEQVTjKa/XLO7DbLooILSkUbTSnqFkUaVa5hDNObWXyVOEcxyuQMIMHe1NFVFCHjbOb4goJEGOoeSl0T0ApcIelhKHhDkcjvYjFEqllXZVaByONkMPWDksjPHHlDosrKOjw8phqVRLERLmcIw6PACNDoeE6dKHhDkcjvYhLLSoyP5LDoejhYlIuqdDd5RaYRkYGLAUlmqlVCFhDseoQaIzjaR7vJYLCXM4HC2KQoWFFt8pLA5Hu6GUslol9NJbaoUFz+6z09nV6RQWh6MAJCRMq1DjIIVqmWZUDoejtdHocJMqRRl6QDkcjhTxlW97WCi3h6VTddqNQRe6oiwORxHUH8ZwWVG/1GVFHQ5HG6G1DgktUaEjDoejtalQsZ5r3alL3e2+6lWtkLCBrgHnYXE4CsC77MHLOjFiyH3lt2KVHofD0YKYIWEK5RQWh6PNiPKwKK1K7WGpVm2FpXtMt1NYHI4C8N5a9i2rwZ7yW7KsqMPhaEU8TIXFhYQ5HG1GlMKi0XGbreaCV/UshaW/v98pLA5HAXjV/qqlsHie5xQWh8ORC6aV1YWEORzth+pXdhM6n0rER8tDl510rwaUy2FxOArA8zq88ebJakfVKSwOhyMXIpLuncLicLQbYyOS1ZWtEJSKqj2+Jf6SMjeOdDjalkqH3zHBNwwG3kDaHhatgHWBjZAO0FOBZZGO5POAJ4H7QL2Q7n0dDkfZ0ejuYDdp52FxONoPVbU9E1rpcissDoejNFR8z5+AYS/o6upKSWHRHwc+B2wJLD3Sh0HfA/SAuiOd+zscjrIT0YfF5bA4HG2GGlC+VoawEeHBKBNeh6d11TlUHI4y4GlfWzksCxYsSMvDsguwGyMrKwAK+DBwG+gLa14Zh8PR/oQUFk95zsPicLQZqt/2sFRUpdQKi49vaStjvDFONnE4CqDied4ErUPPZF/P+j1ZWDgXAH8HngFeB5YAE4B1gJ0ZVGoUcDywCDg1g3E4HI4SoVDdOuDm9fFz9LDolQgrTAOg5uR3f4cjKXoqMNE4ORvKlRzuLe35/qLwkFoxJGyJt8QpLA5HAVS0DntYNDrN/JUngB7gNuABiKgSIncdC3wN+Dq8F8x+EugrQD2T4ngcDkfJ0IQbR3rk5WHRGwD/AIJJ/7OB6fnc3+FIip4EPAqsZLwxBckPLQ3vLn632o3RdqXkSfee9rQ2Y+YdDkchVLTSE1Qg+kqRZg8WdUmDn1sMnAbaQxQXgArwSUThcTgc7UuotKlWuj/7W+oKcDlhZcXhaDUuwlZWyskifMaGT/lV3+pzUnYmManoITgco5KKp71xhgXh3aIGA1wInATUF7ENCxyLwxFAe0ilu02BVZBKd1MBD5gPzEJCHu8rWyhGCxASWrTWeTRmOwHYLIf7OBwZoXcCDi16FA3zOj6rGedK7mEZGBigw+4d6XA4CqDi448NlhRVWi0ubjjqTdCvAyvUTkwubiwOB4DeGjgNqXTXiGltNugLgB86xaVhTKEl49+bXgc4vXbwHyR0ZoNs7+lwpImeCPwMCaHuBe5GckHLy/b4mI0LSq6wROFyWByOYqiYJUW1KrIHglZIIn6d14oaicNRYwNg1yY+Pw34PrA/6L1BLchkVO1FWGjRWSos2gN+Aoypnfgi4m1xOFqJ84FVa/8/G+lvVmqFpUf1+Oc+f274pF9uhcXTXo4JLNoD1kY8v5sCKwbefBJUT35jcTii0CszOD9nEN67DwSzbnm6VMDMgiu0y/SHgaUCx3cWNRCHI4IFwL3AU8CriGV+KSRJe2dks6mzHXAd6J2zfojbgHDMhZeph+U4YJva/68G9QfQTmFxtBB6e+CI2sHjwLeA7xQ2nObwCQo5Lehh6fa6U/Sw6HWBwxEhcGPCBtsgd6V3T4ejUfRE4CuIgrIZsPwwHz4w69FUtNbdSpWhy7R+H/CjwImXgCuLGYvD8R4v0FClOwC9H5LIXS8xuiPyEF+d6Qhbn5DQ4mkvoxwWPR04s3bwFqK8OBwthB6HeAgVIvwfCaqP1qlkFVJYPLxSKyx+xdcdOtMclq2QNg4ORxmZymD4dOFYIWEKlaHCopciXBFoLLAm0mDyC0gpRpAk5v1JtWKZwxEHdTNwc4OfvRb0EuCGwMmDcQrLSOQQEqYV8GMGLZhfAeVCTh2txjnIngnwPVD3FjmYGISf7Rb0sCxRmeewLEZKVW8IjMv4Xg5Hs1SBfyOG2VVH+GyqVDR6TDDpnmxDwq4DdhrmfY0Ie8eDej7DcTgcGaH+CPpZBoWKDxQ5mhbBM46yCAn7AoMx/ncCv8zgHg5HhugtgWNqB3OQYiCthm8clVthiTKeLE51zIuB+4GHgAdr//5bPPl6Nlh11RyOPPGRfooPMThHHwP1LuifAZ/JczCWh4Xiclh8xAJ6PiizlojD0Uo8zaDC4or2j0zGHha9GnBe7WARcLjLK3K0FrobCTetxycdA+qdAgcUl5B1VKNL/Rx2eV0DVT8coVqpVFKMEVO/AX6T3vUcjjRRs4H3Fz2KOh4eOYaEsRBJVJ6HCA7hscDngWdAXwJ6jPnDDkeLsHTg/68WNorWIaSw+Phpe1guY7CYxxmgnkv5+g5H1nwDWK/2/1+DumG4D5eYPLypqeH7vpVPpzt1JeqzDocjWzyljbLGmSbdq31ATam9xiNdpjdAmkW+VPtQBSk1+odaN2qHo4XQKwCbB07cXtRIWogMPSz6swyWpX4MuDi9azsceaA3ZjAx+03gywUOJik5ljBPjt/h91vn+n0nlzgcBeBp05Oh8gwJU/2g/gXqfGB94KbAm7sAJ+Y3FocjKXoppLJdV+3EIuDC4sZTfnp0jx0PnprVVa8AfLt2MAAcJmuOw9Eq6C4k36qzduJ4UK8XOKCktJTCwgBWVcgBf6Az6qMOhyNbPC2xse9RXFljtQDYH5gdOPkVjPE5HMWix4KeXHtNBb066B1Bn4FUztix9sE+YKYLPxqBu+wE1hTLGv8AmFz7/wWgHk7pug5HXnydwcIdd9D6pf5bKodFVe0y9h1eR6Z1jh0ORzSeQnUFTyg/0xyWEVCLkHjzOlOALQoajMMRxTeQHh5vAXOB55Cwrx5gJaTS3W3AlqB+V9AYW4YpK0+xN/9UrK76U8A+tYNZyN/N4Wgh9AbAybWDli8Wka03NRtUh62w6KoLVXc4isBj0NUMgFLDNcbLhceM4+mFjMLhiMdNwNmgHil6IK3AW5W37J4GHUmFGD2VwVA8DRwFanGyazoceaIrSFWwukHx1FYv9b8e69nPeslDwlS/LQ91dnQ6hcXhKACPwTKJAGitM+oy3TClXsAco57FDFa6i6p2twdwJ+jbQa+c9+DaAb/qJ23M9kNgudr/Lwd1W8LrORx5cyKwWe3//wAuKXAsqTDvoXl2+CdeqT1GXsWzFJY+v88pLA5HAVS00h1KD8oH2itcYVnHOHZlYR0lQp0OnB4+p98H7AAcC2xZO7kjcDforUG9nOcIW4pF+Iy1ziZtzPaxwP990OcN+UlhWuD/k43PPwvqpwnH43A0S3AOvwycLc7CIdnKOD4D9JLa/xeBKjwksndSr/1cl9zDMtA50I8hEXm+55LuHY4CqCitQh4WpVWBCov2gJmBEwNId02Ho8SoV4GrQP8WOBM4tfbGNOBHwN4FDaz8vI5v9nL2lJfUwxLkiCY/Pwkps17ndsApLI4i+Wjt1QxfCvz/LUqQw/VW5S3VbdbQSRz+mS29fb3V7o7wmL0uzyXdOxwFYIeEqbQ8LHoN0BOb/KHzgE0Cx3eAejOd8TgcWaN8UKcB1wdO7gV6/aJGVHbW234922ysEntYHA5H2ei2n2uty10lbOKYiVYZdO27pHuHowgqGApLiiVFdwO+CfoXwO+AByAqoV97wLaIVXqnwBtVwpZOh6NV+D5hr8ouwBMFjaXU7M/+/nmEI7a00kkVlvMxyqeOwMFIhTeA+YhXrM6zCcficMThl0i1wUb5CGFj38VAICSsBMzDs8I/Sx4SNn7l8QO9L4QLp/radyFhDkcBWApLykn3k5EOvccDvaCfAF4DFtbuvRzSMHJp4+fqlX0eTXEsDkde/Ms4Xi3yUw6UUvrc58/VBBWMalIPizqluc/rbRhUWOaBOnm4Tzsc2aO+19zn9XjCCsuZoOalOaLEdEU81yVXWI7kyIFzOTd0zlMuJMzhKAJLYcGzO7umRDfhBXUoXgWOcT0sHC2Mad0vulR42fEJrkMuJMzhaDvGeGOUNgoH+PilDglDoXken0AhEKWV87A4HAWQpYflN4grek9ga2D5YT7rI/1XrgB+Dmp+SmNwOIpgXeP4tUJG0To4hcXhaHMqA5XO/s5wSohSqq+g4TSOZgD1Xj8cfOU7D4vDUQCWwqJUWlXC1Dzg57UXoFcDZgArAuORHJV5iEflUVDvpHNfh6NwPmsc31fIKFqHkJVVodKsEuZwOEpAb3dvp+eHbREdqsNKai8digEGG3g6D4vDURBZ57AEUC8CL2ZzbYcjC/QKwHhQTSRe68OBgwIn/oNTWEbCN46ch8XhaDO0r7vMc37VL7/CAuExalyVMIejAFqu86zDkSPTgadAXwv6QNDLRH9MK0nc1tcCPyacw3ICFNnbqCUIKyz5h4S9g3h75yFVwhyOVmMxg3N4HiN0mSyCDr/D8ky0QkiYJmzEVUq5kDCHowAq2Aubs246HIN0AB+vvQD9EjAHWFB7bzKwNrBUxM+eD+q3uYyytTErBeW8Bqn/yfd+DkfaqBOBE4sexXB4Fa/T9w1nqld+D4tChcboyho7HMVQwRAWUuiB4HC0MyvXXsMxHzgZ1I9G+JxDcGuQw9HmDPgDnZ5hi6gMVEqvsGh0VQWd5irtkDD9SyS31yRYqGhD0LdGfOZhUK5fnSND9PHA7hFvrGcc3xLh2NWgdklrJBWF8kOlBl38uMNR5x/A9sDOtdfmmGXAB6kizSF/DfwC1Os5jK8tcGuQw9H+eL7XaT7Zfaqv9CFhpoclfYWFrYE1RvjMZGQPcjjyZl0am3tRn0m1z1LFx/cN64ETFhwOANmo/lJ7nQZ6AlLpbjUkBEwj3pS5wOOgFhY10lbGjBHXSrsYcYejzdAV3aX8cAHAro6u0ntYUAwE7Slaa5d073AUQEWhik54dThaBLUQeKT2cqRHSGhxZUMdjvbD871Os3HkQOdA6RUWrfVA0KjrKS9theVUYGLMn/1vmgNxOCK4Engw5s+mWvzDymHBJd07HI58CSssnlNYHI52o6qrnZ4y+rAs7Ch9SJjpYUm/rLG6Ot3rORxpov4K/LXoUYAoJ+Gmbb5r2uZwOHLFVeFxONocz/Os53px9+LSe1jMHBaNduuTw1EAHsX3QHA4HKMbFxLmcLQ5WtuNI5lG+T0sOjxGpdz65HAUgYd2IWEOh6NQwgKBCwlzONoPO5TK71E9qVYRygKttalUdRcyEIdjlOOhnIfF4XAUh9KuMZvD0e4olCno9xYykCZRSi0OnfAZU9BQHI5RjRUSpn3XtM3hcOSHVtqFhDkc7c9Y43hJIaNoFhVWrLSnncLicBSA58oaOxyOggkrLC5G3OFoR0xBvzUUFh0eZ4SnyOFw5IDnK9/lsDgcjsKwQsJwIWEOR7uhCXsmFKpVFJZe49gpLA5HAXhKOw+Lw+EoDhcS5nC0P57yQgqLRreGwuKFPSxaazO0zeFw5IBd1th3CovD4cgVFxLmcLQ5vvZNz0RLKCymJ0gpFxLmcBSB68PicDgKxQwJc43ZHI72w8NryRwW7WuzmplTWByOArDLGrscFofDkSNahQWCyAZzDoejpdHKyGHRrZHDojzlQsIcjhJgN450HhaHw5EvIYXFVeFxONqSlsxh0RgeFuU8LA5HEUTlsKhihuJwOEYppuDi+hw4HO1Hu4SEufXJ4SgAl8PicDiKxuxz4AQCh6PNMMsam9W3yoqVdO88wA5HIVQ0uqqCThVFpbjhJGYMMCPi/N7AbGA+8BzwUo5jchTLMsBawGRgPDDVeH8FYBIyNxwFoLRaopV+79iMdW9BzKIBGwOHAe8g82wu8Azwbs7jchRDBZgOrAqsaLy3CrAj8CKyR1VzHVmOmIaIlunD0sGSoFnXUrzKSRewJjLflkb2uCDTgdWAOYDGMRpYGpGFlgHWj3h/I2Ae8Faeg2qGilKqLzRdNa2S8KqADwA7IAv+B5AHMMpDdLFxvBARGO4F7gTuosR/JEfDjAO2QubEtsC6yMM5HJ+pvV4FngD+gsyJBzDK7TqywcdfosKRqK0gENSZiMy1HYGtgbWxhYPday+TOcDjyPpzJ/AIbSywjiKmI2vQDsBmwOow5L66LXB77f99wLPAg8AdyJyYk+lI8yWcw2KHWpUShVqiA0KSQnX16B6vR/WYBYuKZF0G59xGyBzsGObzn6u9FiOy0APInLsLeC3LgTpyoRv4ILIvbYsoKMuN8DPX1v59A3iSQVnoPkoSvllRvuoNWjcpf8m+9YGZwKeAlWJeYwKwSe11DBIWdxdwBfA7RKFxtAYVYFdkTuxNfGH3fbXXTrXjBcgDfAXwV5wVKjM85fXq8K+37ArLGGSuzUTmXlyv9Kq1V12ZmQtcBfwKEVodrcNKyJ40k2jrZSN0AevVXjNr5x5D1qDfIEaV1kUxIfiYK6VaYp/VA7rXMIMqZtNF8ULcmsAhtdf0mNcYC2xYex2B7HP3ImvQ/yIWd0dr4CEK60zgY4icG4epiJKzLXAasAi4DpkTt1GgUc2LqNRRRmFBAXsCf0MskicSX1mJwkM00V8gm8JFwMopXt+RPksh82AO8EfgANKduxORMJ67gFnAkZRfmW9JfO23Sg7LssBZwMvAb4E9iK+sDHX9Y4F/AI8Cn2B4K6mjeDZDjFwvAt8ivrIyFBsC30HCmK+uHbcmOixAaa1bIiRSVSJD14pco3ZEBMdngNOJr6xEoRBP8Y+AV4AfA2ukeH1H+owFjkbSHW5DFJa4ykoU4xBjzM1I2OpxSHh97ngKVfamSLsjoRI3IOE+zfA2YiFY3MTPjAe+hPzxf4QIEY7yMAY4lUEBYYUmfrYfmQ/zaM5KsAYyF54DvoATIlPFjGUvYYz4JOAC4AXg60g+VKP0MjjnmvHSbYh4W54EDmzi5xz5sCGygf8DsWY2sya8g8yHZjwMHcg8eAS4HgkBaim00mEhR7VGDpeHZyks4xhXxBq1HRKeczsSCdBMRdf5yJxb1MTPdAOHA08h1vVVmvhZR/ZUEFn1BeD7wLQmfnaAwX1poImfWxn4bu2eJ2Dna2ZKpcTx46sino59R/hcH3A/Ygl/HLE6PI9sCkE8RLidgSQe1eP7pg1x3S7Eqn4A8DXE0lCmmNXRyG7A9xBX+HC8gcyHvyGL7TOIhbLP+NwYZJ6tjQgAH0Y2haWGuO5KwA+AzwJHAX9v9gs4Iimzl/eTiLIykmL8MhIDfh8y356pnTM3g3FITsNaSOjPdohFc6hmdGshlvXDESva001/A0eaTATOREKJh/Ou+cA/GcxNehrZl96I+OyyiFFkbaRAww5ITmaUQKqAvZBQxAsRj19LCP5KqwnGcUuEhPn9fq+pjvbpvjwNu8sD3wYOZnglZQBRoO9C5t4ziJHNLCijatecgcy5TRFZaK0hrlup3XtfZO5fhMvvLJptgEuBDUb43NtISPvdwL+ROTEHo/cZopyujMyBdZE9aXtgyhDXXRY4H8n/PRpZ5zKnolQpPSwzkT/GUG6tPuBPSGzvzTRmNfCB/9ZedyEKCIjwexDyQEY9sJOBHyKCyydxFcaKYBxiQfjMMJ95HbFIXwk8TGPK5RIGhcsbkAewgiwGBwP7YSdQgyzw9yEentNpzkLhMDCTWimHwrIMEiK65zCfmYNYHq9CCjY0wiLEsPI48HtE4OxGLKaHAB8lWnnZCclnOAm4BJdTVQRbI3/roSzNGjGSXIH8bd9s8Lpza6/7gV/Wzi2HrD+HAFtG/EwXcDJiUPsEIqiWnZb0sGhlFwfwtJeXnPRR4GcMLThWgVuRdegGbENtFBoJfX8VEWR/Wju/KjKfZiIKs8l4ZI88CPH2zWroGzjSpAs4DwnLGkp5nYfkH12JyCmNRJP0Isrtc4hsfSFi5N8CkYU+QXQBo3URQ90PgK+QcV6Xp7U2wzGKVFjGAz9HFu0oZWU+cA6yYeyDbArNuDijeBb4JmJp2InBii0mH0YsZVHVfhzZsT6yGQ+lrDyBbOorIw/xgyTzhA0gCu3nEKv6MUj4mYkHnIJYFly+UwJ8fMvDorUusoHtNsizPpSycj+SdD8dCU9sVFkZil7gJkQQWBEJO5sb8bluxLp5Hc2FpTmSoRDl4C6ilZV+ZN+qe2l/QuPKylC8jggBHwLejwgfUYaR1YF7GF6AKZza8zwueM7Xfkt4WKrdVSuk3FPeUB7RtOhCQm+uI1pZeRdZC6YB/4MUZWhEWRmOOYg3eQNk3t1AtGFkY+AhZL1y5Md0RME8nuhn/XkkKmhF4PPIupAkQd5H9rpjatc8DDHuRnEUohwN5aVLBc/0sBSY8DoV0dQ+HfFeP2LNXg3ZzF/PaAx3ADsjlrSHIt6fijzEX8zo/o4wOyEPwXoR772EWHk2QDbzLFzUixFP3wzkgYyqmLINEhrWusmwBeN1eKZAoM6cfWZRhpODEKNFlGD6FBKKU9/MswgRfRsxykxDlKEog8xHkUo+q2Vwf0eYTsR6fS7RIWBXI176w8guXK9ulFkH+EPE+3Xh9ieUNL/ugtcuGIfRcsDzvJbwsIzpGGN5WAYYyHJ9WgoxYEQpoVVEkZ2GCK5ZRXzUjTKbICFFUWP8DRIi5siezZDS01tEvDcXCVNfG4kcysLL0cegUeZQoisWboTMm20yuD8AntJWBYwiBIVVEc0x6o/xN+QXcTL5Nfe7F8lx+SJ2YqSHhGScRYktWm3AfsCN2PkkPuKuXBdxe+aRV9SPhAWugyhHJisgNcu3y2EsbYfW2rJgTqxMHBf12Yz5IvL3NXtm9CKGkg2BW3IayyLgbMS6fnPE++sga+P7cxrPaGQ8kuD+qYj3ngc+gii4efVKeQ6JLNgL+E/E+59FKpZlbf1vmr5FfVbEhF9tEQ/LgqqlsFSoZGXYXQ4xnO4U8d6jSHjg0UTnQmXBo0guw6FE96o7HSlIU0pFuU3YGYnkiCoA9VNkL/gZ+YSm+0jI6zqI4mx64CYje+ReWdzcM+MzC/CwrIgIe+sY531kw94eqZSTN1Ukb2Jz4F8R738dsbo50ufjiOXSVJ5fR9zfX6GYXjmvI5bOmRH3n4TEfm6d96BaHc/3rL/lot5FeZdN/BJiiDAbzz6PWIzOwS7akAcvIGGoJ2B7EVdCNrK18x7UKKAb8aLtFvHetYjl+bZcRzTIH5GwnD9GvPdRRGnJtXrPSHgdnvU8647WKGu8+JXFdpVRlYlSOBnx7m4W8d6liLJSRH8mjQipGyMRDyZHIpZ9Z8BNnx2R59xU+OcD+yPFWIpoej4fUZz3ibj/WCRdY4+0b+phVAvIOYdlMmI9nGacfxdxR55K8QnNTyHelmsj3jsJccs60mNH4NfYFptHkAUzLwv3cPwKmRNmbstYRMhxVu9m6LCTbzsrnWnWkR+JTyJeO5PbEMG06CaOGokt3xF7c5gK/Jl0+1KNdjqQNWgH47xGFMf9yc/bPxRvIntkT8R7/4NYXEsjQPpV33qevaptqCgjPTv0DKDDxgqtdNoe4HFE7x19SNLzMdiVnfJmDhJF8OOI9w5DjDqO9NgEyWEyZfJZiFIbJZPmzfXIOE2nQgWJgGm2FcmweNjxbnkpLBXkj2FWo3gTcYfemNM4GmExki/xg4j3voPU4XckZ12iH9A7EU/by3kPaBieRLwpjxvnJyOeluVyH1GL0j/QbwkuUQJORmyLVAMzPSv1xpBFC6ZB7kGSus1woNWQmPciwujake8gXt4g/UhYzAX5D2dINJJD8Hns5NqDkWIypUB5yvKw+BW/JTwsAFppM5cszWdNIaGopnd+IVL449cp3isp/YhH5RsR750MHJHvcNqWlZE1faJx/iHE4/9s7iMamheRfcn0vtWV8NQam1oeFvIrKXomdsz/24iy8kBOY2gGH3GBfc84r4DLkWotjviMQ4RE8wG9CwmJWZD3gBrgv0SHLK6MeGFMIdgRQUdnh21p9XLppLssUqbWDJ+5GvG6FBECNhJPIuvmK8b5DbDXJkfzfAw41jjnI3ksv8p/OA1xGZK/YsaTn0J0SFvudPgdlgGisqTSEh6WGmGFRae6Pn0Ju9/cYmTfuzXF+6TJGcBpEecvRnKOHfGpIAUNljfOP4rIx1kVnUrCW0hO3/3G+SmIXGfmhcaiKA/LLog2HmQxEn/7WA73T8JxiEATZOnauVT+KKOUi7G9bY8iMZKZ1vZOyJtI5SjT6h01xx0R9C7stSyt2tdZe1gUIoCuaJy/FbGkl7lJ7AuIIPq2cf4wxLLuiMd0xPhkhlIdA1yT/3Ca4pdIiHIQD8k9MOd47lRV1RTw9fS1pydtSZAfOhy2qkktJGxzpAJqkAGk78XdKd0jK87CNpKMQUKB8gzpbTfORDwWQZ5DQj3L5PE3eRfxCP7bOB81x2PhaaymSFl7WMYj5RdN6/PniS6f1yjdSBWfvRGX5Um11zFIovRmpKNQ+EjpZTOufXPgyylcfzSyE9L3JMhcZPKX+QGt8xIy70zF6gzsYhIOg571e/owEso9z8t6w/s0omgGmYVUp0viWXkfstkcglhOT0LyHo5A5nNaPXv+iXiBTMXqYqKryThG5oeI8SnIJbXzSZmE5Gqugfx9skiK/zZSejTIssicKBRPW8/zkgPUAUl6ROSK8lRIYfGUl4bCUkEUZFMuOQnJDUjKZCTyYw2k6V8WlbyOw84rnUF0yJhjZDbGNjzUQwOjSgmXjTeJltuORdoBJKKiyNx1W/wAACAASURBVL2s8WlIGeMgP0csQc2wIhLz+SGkesYmjDz2PuThuhxZEOJaUXsRweZhwk2dTkM8LbNjXnc00oVUYwuiEQXmvxne9zwkedbky0T3OhiJR2s/G8xz6kJKPu6A60w+EgsJNEP0tZ9lSNgUbItPL2LVbCb0sAPYlME1aCvstS2K/yAx6z9BvCVx+RMipAY3uCnI3P5sguuORvbHVmAfAk6Mca1OZC7sghTn2Ai7S3QVyX/7GxKWeE+M+0RxFLIXBvtC7YeEF92U0j2aRzHeWAFbKRwM7etFSqngcRoKy3HYUQU3IT11mmUsko+3K2Kc3RA7vLofkVnuRTxyaUSz+Ihx5hHCnrwvpniP0YKHVIMzFcujkeJPWXEC4jAwORsp3tEszyPyW9Ar7SGhq5uQoJCWF6GwVHru7IlqkJUGM7Cras0mXiPGnyOux+MRgaERRasL0f6uQ7w568a4b50Xsb/LOOD8BNccjRyH7YW4lHQsTEPxIeQhXT3iZfZ9aYYfYpca3Q47gddhExJgPJWph+Ub2F6I05DNvBnej+TbXYQoO40oKyBNKU9B8lFOI7ohYaOciggLQT6DCMqOxhiDXSVuCeLBarQyk0IExssR7/BdwNcQ77GprIAIJRsiCsbdyN9wyybHHcUSpOy6KRRcRLJ5lgitwyGeCtVSCotSYQ+LUnYRgSZZHulhEuQN5G/XqHGrgiiiVyGW7ZsRmeTD2MoKiCL9wdpnHkWK2SSRgeq8jm0gqVACz16LMRPbC/FbmjfmN8M6yH4YJQuZ3uZmuBYpZhPkA0gZ5th4VV214kjHrDomK+vmKdjuz2PBLmuaA1sjHcrN0pXN8CvkoQ+yH7bVxBHNOKSnSpBXiU7mS4tuRKjIKiH+aOz53JPh/dqF8O8s3aTWIO/D3lyfQAS6vBmDbBb/R/xQ3AEkBDboLVZk+wy1G4dhh+p9C3imiWvshfQTOwwJ/2qWjRAvyykxftbkn0goW5AZSJPLYlDhnAZNa/RgqaMJVwlLwQP8ZWzj2ImI4tEoX0CqqX6CeM1Ct0eMNIfG+FmTm7HL7G6Ha6bcKB2IgSPIO9jyUZp4iCyUVRrIV7EbnEbpAA3jKc+2dAx0DWRh3VwVOyH0RqTsWVJ8pLnjlchGfQRwAFKK+Bgk5GhWxM9NQISFuHHlGlG4grG4Cpds3SiHY5f/PRE7mThNziIdq9JQzEHCdIKsj+S4OIZAo0PrkE9mIWEnYi/QR2M3ZYzDfCRp/3vIujATWYcORTaj/0OKi5jsQTJr5D+Q8IsguyPud8fwdCLe1iCzkbC6Zhiu58l8pHrOH5EwiTuIXuM6kF4WccLQTHqwY96/RlGGE9sA0VIeFk95YQ8LKklI2GTsEJwHsC3SIzHcnJuLhH5dj8y5u4k2DI9Bwn4+2eS9ozgee307NYXrjgYOQIwKQc4k27D4r5JynxSDN5E83iCrkEBB9rwBu3mT12d3pU2BL2EnGp6Z4HqvIA2M9kbitjdAYinPQmLDr0FCxi5FQs7Wqn3WnAATiRczWudxpLNwkAORP4xjaDzskLpZSDm/rNjCuGdWJSMvwhZIvprRvdoChTIFgiyMJkth9wm4C7GMx6GKWMVPQtafKUjewrGI0vIrZB26AjgXKV26EtFJ3IeTLIzrLMJhQIpsrXPtwsexGxefT/LKhE8hCsImSEjYhxAvzAEMhontg11RB0RpSapsvoMd5rYOEhJdBCGZwnzey47WYY+Q1jqJjHQEdsjWN0ie5/gQImetj4ScbY1UXj0ACVecghhRXjJ+zkNkqaQFQV5CLPZBdsaVOW4Ec61+nXSKfQzFWoSbzmYlC12OPd9i70uertiuWd2ReknRClLHPsgtiGUwLp9GQiFuoPFKUjcgTXdMN9U+SMfouJxDeLHpwJUXHYntkYZ3Qc7HboCWFl3Iw1NPaHsZ2wWbFvOxCwlsBayZ0f3agbDhRGVSFnM/sCy9SbozP47Ei5+PeHgbKeIxD8lbMKvoKJIlyj+PxLIH2YfoWHbHIKa17xXsSlvNcCOyx6yLKKmPEL2m+Uhxj82QcJogHaSTC/lD7BCjNMJ/4mCGhLWUh0V5apFxnMTDMtM4fgQpoBGHKtJYckNkLl2C5MZFKT99iBFlI+x8vfGkU9nr29hVFouac63C+5HiLUEuwuz9kx4e8FMGwwjnI7nEWdCLHXGyNjHz9bzOvk5r4Yhq8pSQXbGb4Fya8j0aZTZijQxSIVkuy2PYVV4OSXC90YC5aM8n246+pyELQ52jyLZk8g+xQwWdEjs04XUomxwWc87NAm7L4D6N8E3saoK7JLymuaaOwxV8GI7lEQtwkJ8Sz7syC/GQ7YlU/mqURYgiPcc4vwP2ntksC7ETdvckughA1oSeZ61aK4fF135IeNR+bA/L5sB6xrkfEM+78nckX/ZgJG+pUeqlZ82KiB8jeeuHOdhh/p+kwIIPLYC5L/UjUUJZcQzhPi9fIdvQs59hh4DGkoW8hV0LLYXF137aCotZPnYu8S0KaRBVtjapO9SMIV+XsIDsGKSC3dn3f4mO70+DDQmXfv1f4pUuboaXgduNcwdkfM/WRVnx1WmvQcsjYRFBfklx5aYHsMvMrkiyHIMHgKeNc27ODc1+2ILUlTGv9SQiQMbhXWyPikcyI1odU2HpQkLTckWhzIpDrdBf6z0UYQ8LKrZBxZSFFhO/Ken9RIcUNsIrSJnZIJMQL01STFloOey11zGIuUbfhB0FlBbTkHLFdf5CvNLFzbAQW97an+FzsCLxeqb3LMEogZhBSdEdjeNrSCfJNS5R2mRSi+612K7QnRJes13ZHDtUJSvvSr05Vz1/aj527kxWmN9pXUrQdbqUaMsCk/YatAO2MpClR68RzHWok+QNBc3v9GHSaZjbjpjr899prjJYmpjN9yCdteJRpApekNz3JR/frJzWUgpLhEElbkiYKQv9keJ+F1FzbqUUrnsz8JZxzslC0ayBHRqf1b6kkFyl+t7aixR/yMNoZ36n5YhRTbe+gYcexpSbts3ATkCPelDyJKrsZNIuovMRC2eQNCxk7Yi5aC9EKppkwSmE40O/jHg/8uBW7MXAzYkoDIFAkyipNQpzzj1D8Q1eTavzPBrv+zEUZvLkeKTYhCOMh231LXJfilqT4pRHjsL8XuazkDmmh8XzvdZSWMx8gnghq0tjJ6BnlezcCFFzLo2ct37sdg9u34vGfBZ9pIpgFhwBfCRw3EO2DSmD/AV7b2t6HRKFRWfatG0b47hK/Ko8aRFVG7yZuOOhMCfahyM/5djaOL6HbDxu6xBOrL+LZAm1zfIK9oLg5kQUmqyrhJlzztxQi8Bch9JQ2h/Ejk13c85mPexcjiLnhFneHeC1lK5tfq8VkcZweRJSvrSnsyxdnz4+ZuPIziMePKJZb+jW2F3M23XOmbLQ5mTX76OVMfelR2muF0+jrEi4VPs/ge9kcJ+hWIRt0Dd1gxERhcW0bupUq4SZXcyfIts+GyMxBrs29N+IHwsa5D7jeArJEyfbEbMPivl7SwOzKdJipHRs3jkL5ncznwcHoJTVDyrNNaiCXaEtiznXDPtgez5+msJ1B7CrL7o5Z2P+TjT2hponG0ecez6la0cpwnnPibC3yG+tkDDVoayKTatPXr3ZsDDzd/468GzsQSUnyzlnrq9Ra7AjH1kIpAhQ3ctZRSpS5p2WYX63pvvheQBKh4UFrVJVWNY2jvNyQUWxClJ2Mhg714f0TUgDM+EV7GZAo50x2CGCWcyJrxBuitRDMZuDOSfWKmAMpcfXvqmwpBkSNh07j6OodUghVXPMmN4/kV4hCDfnRsbcl/5DdGO9vPi0cbwI+GtK134T22qb25y48D8XjsV4/lSHaikPi9mHBUD1q2bXKHPORckLeWKWG56NFI9Ig2ewjYNuHbIxfydZ7EuHEm5c/V3EE5835nxfE9vjOCwVAK20GUKwVIJBmZhadZYP6cbYibVTamPYESnlF3RLLgYOwq5JHpc5tWuODZybgV3yeDSzOvYkTTvRdS3CTUkfI1lz0CSY830FxHvQUn0IskYptdDY3tI0mkRZ9rJKrl4WWNU41w28D6lW93GksVuQu4FPkJ73z5xzzmhik+e+NBIfBPYwzl1Dun0YniIcfpLbnFhcXby0Z27LA63lYdFV/a5S4aJGanzTCkuZ5tx+yHoUxKwol4R3kYaBQeOkW4fCTMXOY0x7X3of4Qays0nWsD0J5nzvQubH7EYvUC/pGFJYFCqtZD+AycbxKyle2+SvNC7o3IJUi0rLogCSMPUa4c7J5vcf7UT9PtJMgjebIg1QjPuzTtR3WxqnsITQvn7HEAg6L/zPhWO/vMqX0yh1bc65xUiCexbsh/RVaIR5wAVISduBET7bDOacWxrx7BRVwrmMmHMir0IcJl1Iz4WgRN+LHbacFHPfzW1fUtqWJ/xOv6U8LB39HQv9LqMvbLVpw25Z5tzSSIPJIHNJP6fhFcIKi5OFwmQtC4H05poSOD6S4mSPqO82mSYUlvoiGbJ2KK3S7I5sPtTvpHjtOLyECBW7kq6yUsf8fml6q9qBqN9HmnPCbIp0IfBQitdvlqjv5uaEibYtrgMDA2kZTszfdxmUxasRT8s5pKusgD3nOgh7fR3lmRMXY5f3/BbwYsr3KWxf6qDDtCLje35LeVgWVxebUSgM6IFmf4dlmHMe0u1+BeP8ydjFOpLiZKHhyVoW+gTSDLTOLyi2EmJiWcgD0IQrdqSYw6KwY9GLFhZWRnqm3Es25R2zDK9rB8y5VSVeZ+kophFuijQb+EZK145L1EOapkGgLfC0Z1lcBxiwBJ2YmHOu6DUIZDOZhYQqpvU967g5NzJl2JeOQvogBLkH+GYG9ypsX9Joy/DQ3dndUh6WnvV63kUiKN7D016zz1QZ5tzZSGh8kGvJpnmgk4WGJ0rOTiuPbipiDKnzBnBiSteOS+J9qQLQUe04X6MvU91qXqfqnJdSGAZICEKVsLu7qSSbJvku4eS+scgvZAPEihUsQ/gh4DbgXODrKY7B7JyctvW01akaxx7phKsopHNvfRHQSN3xIhNpwZ4P4OaEhULN1/YUSMvDYs65LNegRxALeZDJSCzxZoSbAY4HjkOsYHsC/0ppDG7OjYwR35PpnIhib+Ai49xcpCBDFn+r4vYlbT3HA19d/quLTuCE3IaQGIXmeRYSELCqutqsAF70nDsSOMk4Nwv4XEb3c7LQ8Jj7Etg52HH5PuGy1V9E1pciSbwvVQBOmnHSS0ioVBYsJByrl6WWffow7y2L5DJ8nUGhViF9OnpJzxJvaoxFh8CVDfP3UffCJf09HQHsEjj+OcU25aoTNd/Tdr23PIv7Fr/dPbY7dC4q9j0meYYm3F97DcU2yDoVbOC1KnA70qsgjVAgN+dGpshwlY8AvyVsQJsP/A9SrSwLCtuXtNJLG7aI+Uqplsun0uiFisFwec9rul9dkXNuJpJbF0wUfAkJjc8qPM/JQsMzVIjU6wmvuxdwYOD4T0gIctEk3pfS0uaGwxxQUaEJc5HGORtjCwWnE+6GnoSy5eyUjSzCVcymSG9gW5KKIuq7uTlhcMZ6Z7yLYW0xu2MnwPx9TyC8cefJPYiQ8DXj/LKk04cF7DnXV3s5BilqX9oauI5wtcpFiJCRZa5dccKj4WHRqsWaRtZQqNCc0Vo3O2eKmnP7IT3JgvLeXMTA90KG93Wy0PBkIQtNQnqu1HkXODrhNdMisSyUh8JiaovTcrjncDyLbA7BqlEdSNJZUrqxk9nS6hzbLkRZD6YnvGawKRLIA/pGwmumxTTjeAB4q4BxlBqllNaEy6v7+Gl5WMw514nkshWFRkJRzbjxnbGbScZhmnHs1iCbIvalLRFrZzCXoQ8pdX13xveeZhznOSdCz7HSqlW9fSHhSmnVrIeliDm3D/AbwuE484HdSKdZ9nCY+7pbh8LMxQ6Fn5bwmhcDKwWOTyZbpbQZpkWca8qblIfCYtaVNpsnFcG/gP81zu2BKBxJiGqEU3RzqLLxInaSfZKGUh8k3BTpdiQUbHIDryiNf3zE55I8J+Z8fwFn7Y5EEW4ml6KHJaq2fRmamJ2OHde+bwrXLVuDujIyyzjOel/aDLiZsNW5D7F+35zxvRV2D4w850S4fKvKrKR4pmil3zGOmw3pylsW2h079HAB4uFNq/fcUCyLXbbXrUNhFmKX+k0yJ1Yn3Az0UeAqGpOFovbasRGfi8pDaRTzu71Nk0psHgqLOUnXy+GejWBuEmOBdRNe0/xuGntjHO342B3nzUZ6zWCWa90J8WA08orq9vqjiM8l8QCZc8It2kNjxlKn5WF5GTscI8mcS4v/YifapxGaas65rJpktjJmR+kpSGGELNgQ+DPh+TyANC2+IaN7BpkOjDPO5Tknlgkdad7M8d7pocMeFs/zmlVYzLV/LZIJgMOxM/A7wkWIFiJKzAMZ3TNIlJzn1iGbNOXjMcbxRkikSSOy0OyI650V8bnNEowvsSyUh8LyuHG8CqIJFk1UcuOyCa+5nXH8AsVXqSojppC2bSGjyB6F/d3M58FRQ2llxran2cDW/L2XZc6Z69DUhNebiOTpBUmr+lg7EfUcmut3GqyDGMeCzduqiCX09xncLwpzrmvgiZzujUZPCR1r3aohsSGFxdd+swqLOefGk0wAHIptiM6T2hv4Wwb3i8J8lhYAc3K6dythzoks1qCyYH63pmWhPBSWv2CHPeyQw31HwtRGQR7qJOxkHN+Z8Hrtyl+M441pzy64HyBcWhDcnBiOrDwsAHcZx9uTz/o3EuY6lHQN2g7bauvmnM1L2J7e7VO+x1rAHYQ9Nz7wGSSvIC/MfemfkJ+XQykVUliUp1pSYVFamTkszSos/8A2YKYtC20F3ES4x0cvEnqY5zpgzrkoOdBh70urAmsUMI6sWR47gqnp+ZiVOzLIW8BjhK1+eyJVK4pkzYhzSZLC1kSsaUHuSHC9dsb8vXQgSYBXxbjWXOCamOOYgJQSDfJ37CpycRt87WEc95GfhavlMBvYkm5DxTsJV+ZaBkmCvjfFe8TBXIeSJqaac+5lXBjiUNxB+Pe/B6LEpiFYzUDmXLAIiwa+gHQaz4tOJGchSL77krZCwloyhwWVuCxxH4NVAuvsiRTgSIMtGTpP6k8p3aMR6mtrECcLRXMX4nEN5j7vSbjpY6MsIL4s1IkUaAjyGHYYX1xDx17YlTlLqbAA3EJYYdkdmdRFxrJ+3DhO6rI82DiuIgngDptZwPOEQwMPIZ7C8gRwQMxxzMBWWL4HXBnzeibmnLgHFyI4HFl6WP6GKJ5By+NMilVYNsWunJIkVKcb+1m4JcH12p1bkP5NdVZBvCxJhas1kc042CRUI9ULf5zw2s2yK3aoc65z4uTpJ69+7rPnTqXCMp7vTR3QA2n0GsodhVoQbG6rabqsMcjvPqiwfAiZL6a3r1k2QTwrQWWlH9gf+GPCazfLgYRzZ8CtQ0MxD8ml/WDg3CHEU1heIr4sNAlJgg9yBXBhzOuZHGIc/wu74MCI5KWw/JpwX4wuJOHw+znd32RfbFfszcSv3uRh/0Fux5XxG47fAKcGjj+CbPBNT+KSsjl2klmeYSAth0bPV2EjTJoelsVIXHfwOT0A6TRvVq3Lgw7guxHnr09wzb2wQyt/neB67c6NyCYdnGeHkkxhWRWpUhgsLaqBYwn3R8iLQ43j14Db8hxArUnkXIrvtJ0IrfXC4PKkaLqsMUgDv/MZtKgrxHAyXNPrkdiIwcqYdarIWpdkPYnLTOP4UeDJAsbRKvyasMKyKfB+2iffdTrwYeNcLFkorxjufyGTNsjxxFeYTkEsE3HYk2gL+k9iXg/gY9iFBK5IcL3RwBWEa5BXkE29XfiqcbwEqdriGAKzrDHpKixgh+JMBg6Lea21gNOIN8YJiOBiLuIPk6x54PHG8cu4/JXhWIIdQnEgYWWjGVZBQjymGedPoRjj3OrYYR5XYTRodTSGRlsNaHt0T7My1MvYkRdHEfb8NsOGiAJqFnU4BClpnDdbERa+wclCI/EbbGP5l4sYSEZ8hXA4mE9MQ1qeSadmzsrqxHdf7YiEctyPCIbrMPx36UC6uv4eKSNplni8lvhWJ4Xdtfot4P9iXm+0MAsJkQpyFO2RfL8OEjcc5Fpsl6sjgPas6kHLRH4wPrdjN9E6kXCfgkYZD3wDyXf6JVKBZyTl5X3Al5CSuub88JGQIbORWKPsjAgLQX6OCC+OoTH3pW5sY0MjrIwoh2YJ9K8B34pxvTQ4hbBRUCNzwhEDT3lmaXSPJy1ZohHMObcM8LkY1/kAIrcE10kf+DTxwqvT4AzjeAkusmAk3sQub34wsFoBY0mbFYDPGuduJbpK74jkqbD8DLurZQ/JmjV+EPg20rF1AVJf/AbEg/JLREH5B1KO8M9EN2V7mHAcc7Psj11G9BJcrkIjnGccL4Vssq3OWYSfLR/7uzpMfCunbXzPCz1R1fzi30HCMYKsBhyZ4JoTkRCIPyDxyLMRxegaRDD5LZLw+gLwCnARtgVfA19EDDBx8ICzjXOLiBcHPdp4ANsLdQTNCwvHYFf30cAJNN4XynwlsZCvgx2acyNSIcwRg+qS6iwUp6E4Vik1U1f1Pi8vfrk3xqV+h92f7SSaz9n7GnYZdI3IH3Hn3AVNjiHI9ohhOMjPcKHxjWDKB53AmUUMJGVOx66EmVaRicw5GXmggq9Th/2JaG6NuE6c1y2EXanNshSS6BS85oKE1xxtPEj499cPbJDTvWdgzwkzUb5Zdom4pgsFa4Dznj1vq3OfP1cHX9+a860VR/7JpujGfmbnE67m1Agbk2ztqb/eIX5YWp0jI66bVrLkaGBn7N/fdU1e47yIayR93ZjgO90Wcb2tE1zPkS6fxf77XNTkNa6KuEbS1w9ifp8KogwHr9WHHR7pGJo/E/79+aRfan0oJmHPhaRhaZsi4afBayYqcpN3H4JLsZOqvwas3eR17sT21jTDLEQw3QWxKsTlLGxr6QUJrznaMJMNK8g86Yj4bNmZgIw9yADiSXSMgPKUVTVwoG8gbeW/F3lug0wkOgF+OOYivQXihlz1Ixb09RErZFxWAM4xzi3A9iQ5huY2bC/LPkhuYisyE7sPxg24kupl4lfY5caPAbYoYCxpcBISohbkx0R3UHdEcxrhkuoKyX1LM8ogL7qAywjLcRpxWsQmryphdd5B4oODMY1jkfCJDyKVfBrhHMSitQXSxXdrpKrCakQLuguRpP+HkVyCe5BfXhL2QMI4gjyHExSa5SYk3yeYHLoNosickfG952OXGTVd9c1wKXZfjUtwncYbYrFa/Fq33/0LFG+imIvPXDVGvZLBrX6MxHkHk0MPRATXnzZ4jZcQ69cyiHC4NbIercXQHtYXkDXobsQ6msToAmJwuiLifqcBrya89mjjGGSPCOYz/RR4BDvvKYq3kFLtaRLnb7gmUpo9yGKkGp6jPPQhntE7GUxI7kBkoY1pzOj5OunPuTdi/MyW2Hv168g65GicvyNrTjBFYX3EmPaFjO/dhy0LJQkfPQ/xsAS5EvhrgmsWRlRIV5IqXXW6kLKS6yLVM6YhSdxmw5qkTEcSpczvsFvK9xktrIoolcHfZRW74VmZORx7PrxE883FHPmwGba7ehFSIjQpk5GiIhsj3uMVsAt9pMFZ2HPuEfI3RLULUWFd99E6Fs7xiNJlfoc4YdeOfIgK6/o9+Ue/xGU5JIHa/A5m/pSjMaYgyp75+/xUkYNqkn0RT1Fw/POQbvctySpISEUrLqxTkSo/acV+OoSomN4F2Fp6GdkDCfExFa6PFDkox4j0YM+515DcprITpSAvRgw1jnh0I2Wlzd/rHyi/EtiJeKvNsT+A3cTPUR4mI2FT5t/NDC0uI0th56BqpPdL2kbi0cQe2AJ/L3ZBg/9v797D7arKe49/59q5BwIBIRC5VSQkIVFCQIgEMUq1UnmoJnuFgPYcnmO9tR7P0bbS8xzbqE8v9qke2x6Ltk+lpUJghYAaja1thZILNCHIJWC4CHKVSJAk7Nz3WrN/vGu5d9aaY44x132v9fs8z3oeyBprzrH3nnOsOcZ4xzu60YXUDj6PtQ5XovdS+0eJaf3UVyOOxbKOJY1qjpVRuG5W2Zul+gFydicr5bGY5Bu0FzJ89LoBLKNX9d/ucbIvwm+npdTODsU0vnhfrLO6m+QIgG4d9R7Awi2q6/wKNnst3e1iLCSn+u/XyGaSrTaZ5EiZn5A925nU+gtqf7e76e41Tm8iOfKoZwbzv0DtD1eidl+TbjCT2iwYMTZTVL1uQeozFYvxT/odV29G1Q2uwNJXV9d3HWMzaUA/OonkEc6nsPUo3ea3SO6sVMcfS/3ej82QVv+OV9F9sxWTsTWA1XU9jEKUx5L/Se3fMAa+RPfNVhyHJXCorutrwHkdrFcvGY+tb0r6HXdj5MbbsLCv6vpuoocG8yNskVHSjXo9je3R0kznkfxQ8xrd3eMdi04CnqT2dz1Ed2Xt+R1qw8BibC+NqR2sl2R3Nskhqj8HLu1gvUYbwPZaSWorx0LI0ljzcZJ/1/8OnNDBeo02k5EEMtWDfv+tg/WS+rhSY6/CMlB2g7OBR6it41gJWRpLjsGid5J+19WbMXbSB7Bw5Op6PkrzN3/uuHHYIrOkG/U+ajfjarffxnZrra7bfsbWovCx5EzgBZKvib+isx3ZY4BCQr1irCGv3shLxoa3ALuo/ZsOY2vrOhkOdDLJo20xllp5cueq1tP+kOTf+fPYiGInvQsLl02q3+92sF5Sv7QB3B9Tmza43a7G1pUmtZErOlivXnYSFqKcdE3cSGc7spOxUNmkuv2UHg5HHcBCGpJ+8L3Y4th2T8W/EduhOqlO3Tot10vOIDm5QYzlr+/E7/8KkmfaYmxxa7eMvEp95lG7qeTowZN2z6ZGx2CuIwAAGmxJREFUWLadpKwxMba4tRXZx2TEJ0gODytiDwztHkGcDvwlyWGBw8BH21wfaa4I90zLwfJ77Q6xmUny+tIYG8xd1ub69JsZJCc3iLEMbZ34/S/BZlBcA7endqBObRVh+6skLcSPsb0srqT18ZwnYnupJM2qVC6Qdu3E3u9OwEKskv4OJWw/n3YsyL+A2l1o9eDYm96AdYiT/s7D2ALCdjTGl2GdYNc197coDKxdriY55CHG9kr5GK2f9Z0MfBLbJ8M1sPe+FtdB2ufTJHeUYyxk+mpav07yWGyWMSmpTIxdi4tbXAcxRwM/wP19sBZLo99q84A1KfW4CxtU6RvvwzZNcv1CHsJGHZu9TmA2tkFP0iLqyuv7aBS93SZgI4qujmwRC9FaTHM7swNYyN8/O84bY2tY/oDuzR4k9ZlG8v4Io0c6/47m7Nky2kQsA9g9KefeC1zb5POK3wLcoRkxFsL6u9iAVzOdhO0i/lLKuR/BNpiT3vJO4Ge4/+5PYJtPNjsr169g6+WSQmQrrw30wSh6lxnAoo2SZlcrg7jfxQa7mvlMksPWct6O+zmshM3+9eUg2hnYjpiumyXGwrL+AevguHaWThNhMaGfIn0kM8Y2lPt9ui9bRz95H+lf2jGWUvHzWJrI8cmHSTUZ+5L4EvCi51xPotGlXvdhklPcVg+gXIftF1TPl8TRWIr3r5E+UBNjCzD1YNo504B/xP2lHWPpaddii97rfaA7HUtRvQ73w0nlIeFv0exuLzuJ5P11qp9PVgHLqb/DPBtbr3s3/uv7j+nTB9Mu8Q7gGdKvieeAL2KhW/WEEE7A1un9Ce4w+MrreeA99f4wWXTzA3iENfpfxH8TloAHgW1YOMfT2OjAEHYzH4s9GJyI5dk/G4tHD7m5v4elHHwq808gzXYstrv3R/FPhw9hHdHHsJHRF7G0e0PYg+VR5eOdhqWvnY2Ffvlu7gPYNfln5f+W3jYTy4kfsqj0VY685nZgHZ492BdA5Zo7A7vmzsEyEPq+/HdjoRlfxWYUpbOWYH+LOQFln8B2n3+8/Kq0QXuwkfGjsAG3s7BrYgFhiWYexDKZbcpYdxmblmIRIL5OcGXG7WGsHXqSkWehISxc5ygsOUzlmrsAeH1AHe7GOjXbsldfmmwqlgzmU/jXd+/H9g/8MdYePcdIOxRjz8bHAqdg10Pl+dgXxTSMJUFaiU0gCHaDfYHkHM+tfG2iTb1GyezNWBylK8a3Fa+DwN9jaxyk/1xC8kZprXwNAV/GFl1KdxmPdRh+SnuviSexlKYa4e4/U7EQZFcSjla9HsAWdnfzAHe/moUlREjaYqFVr2Fs/fDcNvx8Y9Yx2M36E1r3hziMTee/o00/kzTmHOAbJKdabNZrJ/AVejhFn2RyEbZmypWUoxmv57BBGq2X637jsTVFm2ntQ8Im4Bq0Ia1YCOAncWdpasariA3QXIE6KmPBG7BZX19YcSOvXcDX6c4NlbtWhK0d+BrNGd06iE11fpLmL5iU9piKbV70HZrTedkJ3Iplpeu2na2lO0zHFrz+GxZ22ug19wJwA81fMCntMweL+X6Y9HUAoQ+MP8LW5J3Vzh9CxpTzsaQ0aQkhQl+HsYQfn8HCg2TsqSRuuY3mdF52AXdg66M6vt9XL/Sc34DFFL8Zi72bhcVjJi263oPN0DyO7fGxCdiIZd6R3jAOi8m9BFuXMge7RpI6oyVser2y5uARbCO+h8rviYSYBCwC3opNk8/CrrmkZCDDWPKIyjX3EJYKcns7KiptcyL2vbSQkTVyp5H8pb8fW0S7Hbsu7sOuiZ3tqKj0jFOxa+5c7HqbhXU8klJuD2Hrch/Hrrl7se8+rUXoHQPYtXAp9hx0Njb4MYPkZ/8d2PPxdmy9y93AVrpo3WQvdFhcJmKLy6ZgN+GuzlZHusDR2DVRwhpsdVSl1SoLqw9h19z+zlZHOmwAyzY2DRtA20MXPRBITxrPyHdf5Vko7miNpNOmYtdDxEhCBhERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERkTaKOl0BERGRpruJ6UxiOkWmAhPIsZfD7OEodnEF+zpdPRHpA7dzPDHHUGQaMAAUGWAPRfZxAjtZwnCnqzhWqMNSr5uYzgQ+4ylVZBn/l4g4+Li38jZyXJ5aJubn5Ply8DEBVvN+4C2pZUqsZTkbMx13JTnmMYci5wNnkyOXWr7IGq5iS6ZziIhfgflEXOMp9SyD/E3G415NxJtSy5S4n+UUMh73k0ScnFomx/Us5RnPcY4h4nxKXEjEAuCNwJnA0Y5PxMCTwP3ErGc8t/B+XslUdxFxu5XLyfG21DIlNrKctZmOW+A6Io5NLVPkW1zFvcHHvJNxvMwXiFKeh0uUiPgseYrOMquYSY7FwLlEzAPOBk4FJqec/TDwFLCdiPVEfIdlPBFc9z6jDku9VpJjLi8Dx6WWyzGPZTwSfNwCNwIf9JQ6zGSOzTRKWGAzcEFqmYglDHJXahm7KRcCC4lYCLwV3+/gSB8iz99nKC8iIW5hFjke85R6DZie+sVbrcB27Ms3zQPkWRB8zHVMZIhdwKSUUkXgePLsPuJfYyLWsJASlwO/DpwPnoGSdAeBbwF/QJ6nGziOiAAU+CBwo6fUneR5R/Axb2I649mJ716P+TrL+WjwcQu8BfhPT6lt5Jmf+M5q3knM9cBZwedMt5WIlQzy3SYdr2c00sj3t5WUgE3eciXPKEOtxQFlxrOfi4KPeCNTwfswcYhJbHa+W2A+BV5mgBeI+A4RfwS8l2ydFRFplat4HNjhKXU0cG7wMW/nRGBWQMn5FDgm+LhDXEB6ZwXgoZrOCsA/MJESW4DPYbPGjX6PTQSWA9tYzf9q8FgiUmR9QKkLKTAh+JgTuJiQez0KeoYaXf6SgFLun6fE6TSvswKwkJi1FFiXqU3tA+qwNCJmQ0Cp8JunwOuBXwksHX7ciSwCxnlKbU2dsSkxFXhd8DlFpBOa2yYVWUzYTPwAsCj4uCEPCVHQQ08zTSHm/1HgS20+r0hvWcFPgec8paYACzMcNbTdmsvtHB981DjguFHGUPnmeA+wiTs8IXB9RB2WRuSCvlDDZ1jCevoV4Q8dYccNedARke4W0iaFtzMxF2c4d3ibFPKQUOrIQwLAp1jNpzt0bpHeEDV58CQObrciDvPWwGNGENDGxW0fPKmYyzB/3aFzdx11WBoRcx9415GcwhpODzxilqnMRdzpnTXJclx1WETGulLgIEocvH6x+YMoK8lBwANFqYNtUsznKQTPdotItbCH/LD25QYm0YrZmNXMAU7wlHqWPM9mOHdzxXyA2zKsD+xhoQ+8kiTPIQpsAS5NLTfMJeDJdANho44jjuIVzgXuSy31dcYDF3rPPBywHsdvGF1TIp2T40FgDzAtpdQJrGYWeBboh619G+1C1jGRyzmYWmo288Eb5vAUK3gxw7kr9gI/JOZe4AXgZXJMA+YTsxR/8oCKKUT8PvCxOuogIiXWBwyJX8xKcuU1wW5TeAu21ixMeLRKKwZzDwCbgUeI2Y61Qa9RIiLHdEqcQ8TlwLzgI5ZYAfwoYz16jh4uGxWznsjTYbGb4pupJWxxVfgFDFDiYnwdluM5r7z+JM2PuZqdmc4Nu4FtRGwFtpZHU64DPpzxOCLSLHmKFLgHeLen5GJ8HZbJXESc6TtiEntZiC8ZSa7p61di4F+I+CpT+VdHh+kWVvJZ5vBhIr5CyMNPzJWs5Le9D1MiUms7jzKXX5CemOc4ZjMX2OY5WraF9LCQApPJsz+1VMQlAZtOhHRYdgO3EnM7EXd7zwufYTVXEvMNwhIXhYW49Th1WBqVY733gg/p7cdcTMRAxrNfAvxlaokilwQEf/hvyHG8QsxfUGILEVsS039m24VBRFpjPb4Oi7VJvvTiWR8SKp9J77CEPCSErV8pATdS4k/LGdLSWcfjaxTYCawOOP7JzGMe8FBAWREZbSUlCmwErkgtZwMY6R2WrJm/YAKWQfA/UkuFrYtJfz6KWMdkbsm8Ge0g32Y1V5QHe31zUa/PdOwepTUsjZrAPeDdqXQON3szbKXdkK5wspDsFs2Z8lzGEwzyeyynoL0KRLpYSOx4yBe1O0T1JXCEfYWEtYaUGfD+DHeR43zyXBvUWRktz20QuGFdkVMyHVtERvO3Rb4B3fQ1b+5Qe99xV3EqeNcX/4JHPfvo5Xkpc2elYpBNhCVKcW2C21fUYWnUlbyGfwQuYrwnE4X75noKWON4bwa3peT/toW1/oeDsJzpIjIWRGzB1aEY8QZWMdP5riX0SN7rKeYuYIvjkxeXHzCS3cKZkHJe8zJLU8LVruUAeZawrIGY7oibg8rlmFH3OUTEPxjqG8CwNW/J+5FE/A22bi37cQeCZlc2tSEk9NGAMq+0uA5jgjoszeF/4C+l3BzrmIjt1lwrZkPqiGnaTbmGueDNR/5COWe6iPQCi5/e6i2XS2k7drAAOMrxblqbdBzzmJNyzrAQjCggsrwRthg2pJxv9lxE3Lbiz6R6Kqs4w/luWptR5E7cu9QvopASZh8Wqt/6TIVxaoKUCoWlog5Lc4SEYKTdHOm7Pm+gyAZwfoG7HzqKQTekZldEes/d3hK5lD2i0kJJYzak7kGV1u6EbRjZ+v1XcoHrN6O6MpWJCFgmVXeHYkT6bIerLRpiBj9KeYaZRo43OY8alpW1tR2WdUwk4rKAkt9raT3GCHVYmiHibtwdiorzKDhGLNO+xAdYX87glTwimBaLrg0jRfpVY6EY7g7LbrbzMDGbgKKjTFpnJ2TdXevbpBKzgkod4v6W10WktzW6jsXVZtzLEobrGjwpcBxwjqdWBzjak4W1ESvJsZe/Bm/Y6TPs5ZaW1WMMUYelGfK8DDzhKTWOyLEfivtLfOeoWG7XTXkWazjZ8V7IAlh1WER6zwbcHYqK+dyRsB9K+tq3jaykRJ7dwMOJJVydnZuZAd6Owj5KbdlvYEVAmbu4hldbXhOR3lb/4Ilt3pqcIasysLGfe4HDiWVyzrXDi8GbP3Wzd0+penyTaaxmkLlsIOa3PKUPEXMt13Kg6fUYg9RhaZ6Q0Kram9IWqCYvbh0dy50WujWckEFjDacAp3nqs5ucN/+5iIw1+fI+SelyHE74QrdNJU9M/EQ8KlwrcoadnU4hoe0ZFzTje285jKR1CiwE3hNQ8vqW1kOkP4RkUp1NIWHH+fSZF+uw/CZ7wTET6o5Aae1Mb4HrKPCvo14/pMB9FHiGCewipgAs8hzlFSJ+g+XcWXc9eow6LM1SbypRy/OfvHHQ6BtmXOrxa2++knczS4CN5L2jsCIyFoV94SZ9cbu/zEeHX6S3edmOO6K1M743MhXbxNe359VmHuX2ltZFpB/kGcK/S3vyrG7snCE5XJ5ZqXza1RadXM5MWK214fIR5wCXjXotARZig8i+mZ19RHyVAeYzyPfrrkMPUoelWdI7FBWLKDDhiH9Ji+ke/UCwlGeAZxPLJYVgpGUlG/mcwsFEelVYQo2kdsLVJh1k6Ih0xmntR9IxOrum7gYmMYlvAbM9JYco8UHtcC/SJPUPnrjajB+VZ1ZMWltX/Xy0lilY5yFNqbxOr922kuNSBvkdlvKzDpy/q6nD0ixLeQp43lNqCnBu1b+5Hg72AQ8c8S/um/Jcvl21sZAW3Iv0t7D9lc6nwOSqf3O1SVuOiKXO8xI4N2088hjfZBrwZk9dhpk4atS0mW5kKlO5A7wZeYpErMi8GaWIuNUzeGKbbbsGF6qfXcIzqe7nImC8py4Pl8Nq220hJbZQ4Iesdm6W2bfUYWkufzrO6o6Ee4alNpbbnQ1jHAdHrYOxDBi+UcTq0VIR6SUreBHbeDbNRGIu+OX/WQKPNzrKJg1wuNqkc7iJ6b/8v/Eswh+G9UB5I97mupkZTOJO4Nc8JUvEfIxBvtv0Ooj0t7QORcWCIzKp2mbbrvCpI9uiPL8Ax470tYO3IaGpnd7uYQkx6ynwp+UkKII6LM0Wkg1j5OaxzZJOdZSrvWFCY8btBvX9be9T5gmRHueO7R5dZqRNKqV+mSe1b642L8f4USOEaXu+VLQiY+EtnFkO173AU7JIxIdYzt81vQ4i/c4yqT7mKTWO+IgERK62KCbb4Mksbj8iiUh37AXllwOuo8D/73RFuoU6LM1UCpz2XFn+vaftNJ10Qw7yY+BlR/mRY4WsX+n8CIKItF5IJ2B0e+Fqk0pYtp/qfw0bREnbL2pEczsst3EhOe4BzvKUPARcxSA3NPX8IjIi6+CJO/rksXIH6EjuAd2I4fLi/TsZhzsra8ixwpT4BvCRqtcngD8G1gA7g48V8XFuDUrD3vPCdvuVMNt5mLn8AlfWL3Mcc5kNPIr74WCYSQm7w0bEFNgEXJnwmYsoMIE8h7R+RUSA0C/eRRQYIE8xpWOxrRx2caSr+AkFngdOSfiMHWsdExnyznDAuCYucr2V36DETdi6wTQHiVjOIN9u2rlFpJa1Rb59R6zNWMsU9jsWxrtmYsexPiXn6WLgDnawgJxjA+8RT5PnBU+ZdJaK2J2OuMAAMVcQ8WfA2d7jRfw5d7KaJd700D1NMyzNZFll/ItGKx0Kd8fCHcvtHqWYQo4F5QwY1Qv7q8UkjZaKSG8Z5HFgh6fUNEq8uZy4402JJdLDtVzhE+dzA5N4jfOBSZ46PNG0rDir+QQRt+HvrOwi4tfUWRFpi5BB0gspMIF9XIh7YXzycZbyPPC04zM2OJzrksHcPEWW8y0mcgEEDdScwk5+vdXV6nbqsDRf2AaSaQvj06ZO00ZMYxZzgEVQlTq5VvJoqYj0Ftt4NiQZyGIO8FbcC+PdX+LuNmkiR3FB0IxvSLiIT0zErawk5q/wL/B/EVjCIHc1fF4R8cvzNCGZVEucR9rC+PQtJFzt1ILyHkzd0WGpuJLXyPHf8SckgBJvb3V1up06LM0WvoHkYty/f/cNcwL3g2P2xWI+O785m4h0j/DYcXfbUUppMwa861ha/5BQYAKr+SYRfxRQ+mGKXES+Km28iLRWSFuU45LEveXMi+UtJFzHv9vxzngmsgicG1GO1t7no2U8ATzkLRcxp/WV6W7qsDTb0dwH3uxbpwNXO99N27DIYhhr17eYxcQB2XjUYRHpH6F7ILhnQn7KCp5zfnIb28AxYxtzKQTsJ9DIJraWPvkHpLWpI/6NQyxO/XlEpFVC7vO3A4sS3/G1E2nvR3wIOMFz7p3l5EbtFhIOm7Y2ui+ow9Jsl3MQd4ditGWOf3+8vCFbGtcDyOuASwPOrQ6LSP94ANes7IgZuGZYfA8JtnbPNchyGXCs59w7yqOM2RU4jfFsIKTdi/gGr3I5H2BPXecSkcaEDZ68G6o2wh6R3hYt5THg5453Xc9co20sh9G22+sDygy1vBZdTh2W1gjpELhirENCytLK+GK3nyHPs95ziEhvyFMkLMlG9vUrFe5QD197BPWmWC8wH1ufM9dTMibmcwzyP/gIh+s6l4g07lEewTUbO8LdZvg6PJFzj5b0444cP9tg7jomZiqfxNqx+d5yMS82fK4xTh2WVmgsh3fIw8G92N4B2bViczYR6W6NLGoPW5dX//Hr2aRtNe/EOjpJ6ZRHGybmIyxnZR01E5FmSp+N9dkNPOwt1Vhbl+35aIjHWM3nKXBSXee7mdcB/xRUNuIndZ2jh2gfllY4zD1MoEjY6GI1/w2TZz8FtuKK80zTyA6ut3KZp4R/WjNmTupxYnZzFVsy1kxE0tTfoXglMKZ7K7APfyrhWlnXr6zhZIp8H3fa09GeIeJXKfCrmetlddvEIF+p67MiUitiPTHvreOT95Rni9PV39btI8f9GT9zAjGfxXak/yExayjxPVZ4ZkMKTAaWA58DTgs81z9nrFvPUYelFT7AHgo8CJyX8ZMvkefJwLIbqKfDkr4zdbqIHwBR3Z+3Y3wa+HTK+/dSz88lImk2AwchcwhDWEx3nkMU2AyZU28OcXzGbF1FJhHWWQE4s/yqT0yp7s+KSK36OxShAxuVNXuudTAum8nXGbli7dG7iXg3A0CBl4AHsQGTVynxKnAUcBwRs4GLyDa48wB57Z2nDkvrrCd7hyX8Ro5ZT8TvZTz+q2zn0YyfEZGxbmRW1p+x60jhsx82cvr2jMe/p993bxbpM1uB/cDkTJ8K7ejkKVJgE7Z4P1wz9oIacVL5ZTusNDbMWyLifzdepbFPa1haJ/takSzxk8NsgMyjfxvKMaQi0m/qWb+WZUa2vpFTrakT6Sc2ixGSSXW0g0SZQsWzt0WlBsLlWynm/2iDW6MOS6sM13HDZHmguIZXgUcyHr87b0gRab1c5jZpf6aY7gNsgsxZuNRhEek32QdP7iPP/gzHz9rWFcvh6N2kCHyc5Xyx0xXpFuqwtMrV7IBMewsMMSNgt9PRst6U2R9YRKRXHGIj2WZl/zNTTPdvshcyrUc5zIHMI60iMtZlfRbJmphj3y/X7IV6kDy7M52jtf6DHBeT5/pOV6SbqMPSStliIjdmjuXOdtMfZCpbMx1fRHpH1lnZ+mK6s3zm/nInR0T6yQTugUzPO9k6LNdyADKEkGXtEFXEXAVcDzxd1+ePtIuYm4B3keftLNNgTjUtum+lHJ9nmFVBZSOey3z8CXyPA4HpOiP2cnmmEYdaMe9q6PNh5+imUQ6RXnMNMTOCSg5kDDk1Xybm+4HH/1kdxwd4ibjONMVZRexoy3lE+smVvEaBJcRMCio/ua69Wz5CzMygkgNsr+P4sJy1wFoAVjGTcZxHiQVEnAWcAcwEjsOyM04BdgF7sRTwPwO2E7MdeIBdbNDGtun+C0LjSgZe11aVAAAAAElFTkSuQmCC" + } + }, + "cell_type": "markdown", + "id": "673fb192", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "7d340c63", + "metadata": {}, + "source": [ + "### Main performance issues\n", + "\n", + "- Dynamic load imbalance\n", + "- Search overhead" + ] + }, + { + "cell_type": "markdown", + "id": "c6d51e00", + "metadata": {}, + "source": [ + "### Dynamic load balancing with replicated workers model\n", + "\n", + "- The coordinator searches up to a certain depth in the tree\n", + "- When the maximum depth is reached, the coordinator delegates the search to a worker\n", + "- Worker processes repeatedly get work and execute it\n" + ] + }, + { + "attachments": { + "Screenshot%20from%202023-09-25%2013-03-57.png": { + "image/png": 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Dg1mzZg3PPvssW7duJSoqqs/bOhwOjh8/zqFDhygqKuLixYs+de8ai8XCwoUL2bhxI1lZWSxZsoSkpKRh71IaKx6Ph6bGJuwOe/9HxHpNBQ0nsNT0rpM3TgXFxsZis9n0IMhms0mdvBBCCDEByaSPEEKIKc1Yma4dmSkvL9cneMrKyqiqqhr0qExvWmW6FvJoUzzGRq2oqKi7Mg0x0rBn7dq1g06wjPeRrsHMnz+f57/7/KCV7s3NzezcubPPxxgfH8+OHTvIWpvFqdOnyM/P58iRI5w7d46amhr99Vwul173/uGHH7J+/Xqys7NZvnw5ycnJ474M2Ww2E2WLIsoW5fP30LtO3nhErPdU0Ejr5IODg33+/09ISPCpkzfepE5eCDFhtDbiLXwH9VJL/y/3D0GZm4Ppvoz+Xz5UHS68x99HPe3s/+XBEZg2PIYyVxoWxd0h34WFEEJMGVpluhbwOOwOKiorfI5plZaW0tTUNKzK9GhbdM8vuQk9v+hqAY8W8gynMn20aMe4jhw5Qm5u7qhM9mgmypGuwaSlpw1a6f7zn/9cr3SfMWNGn7e3RdvYsmULK1eupLi4mLy8PA4fPsyZM2f61L0XFxdz4cIFPv74Y7Kzs8nOzh5x3ftY669OXlVVWppbqLJX3XYqaCh18u3t7X3q5M1mM+Hh4SQmJvY7FWQMgmw225hOvQkhRH9UTxeq4zrqqZvQWAvVlVBtCIBMAaiLHZiW/j9gG+k76UJ1FuP91x/Dae0IsQL+FpiVDuFhKImzYcXQfgYRYjRI6COEEGLSam9rp6a2xmfprXGKp7S0lOrq6kFrsI2Mlenarfey5dTUVMLCwsbtmM9Iw57bTfZotMBn9+7dEzbw0WiV7hEREezevdun0v38+fP86le/0ivd09PT+32M8PDwPnXvhYWFnDlzZsC69/3795Odnc26detYtWoVs2fPHrUF3GNBURTCwsMICw/zrZN3u6mr61sn33txdF1dHQ0NDXR0dAz4PjweD/X19dTX19+2Tj4xMVGvkzceEZM6eSHEWFKs0Zi/+reoG6tR7TdQ899A/XU+aPmLtwtu5OEtfBLTzr5PFgxJhwvv8ffgnKHJUzFD5DJMf/siSpwNomNQIi13/PEIMVQS+gghhJgUjJXp2s1Yma792dIywNh2P7TKdC3g0SrTjQFPbGzshGgw0sOew0fIzRv9sAcm9pGugURHR/PYY49hs9nYtWuXT6X79evX+1S6DxTWhYaG6nXvDzzwAPn5+RQWFnLy5Mk+de/l5eW89dZbet37+vXrWb169ajXvY+1gID+6+RbW1v7BEF2u73fxdEjrZO3WCx6AGQMhPqbCrJarVInL4S4c4oCQRaUFAtKXCTe+nx6ZhoVQO25tVei/ulD2PIcDPf0ldqNWncF9fefQJcCitrzsCgQkoIp616YDDvwO1vwFv4R6tIwPZoFE2OVnbgDEvoIIYSYkFwuF06nk+rqan3Zcu8pnpqaGrq6uob0eHplelw8cfFxPsuWjUe1LJaJ9eybcbInLy+P3NzcAcOe2bNnk52dzaZNm4YV9sDgR7oeeeQRXnjhhQkX+GisVivbt20nKmrgSveWlhaeeuopMjMzBw3xAgMDWbhwIRkZGdx///0UFhbqde83btwYtO59w4YNrFmzhgULFoxp3ftYCw0NHbRO3tgg5nA4qKmp8ZkKGkqdfHNzM83NzVy+fFm/PyAgAJvN1v8RsZhYbNG3poJs0URERhAUFDSmnwchxDSgmCAgAkKaobEbujtRz+xD/fwRlLXDPOPV6cJ7ai8UN0NYHLgdMPCA5MTk7UK1H8P7038E959heiRrvK9IjAIJfYQQQow7rTLdYXfgqP6iMt0Y8JSXl/v8wn07WmW6NsVjXLacmpJKSmrKmFSmj5bhhD1z5swhKytrRGEP3P5I1wsvvMCiRYvu+GMaSwGBAeTk5BAWFobFYuHdd9/Vd/M4nU7eeust6urqePrpp/VK98EY6943b97M4cOHOXToEMeOHRuw7v3o0aMsWbJEn7DKzMy8a3XvY22gOvn29na9Ca+qqqrfOvm6uroh1cm73W49UDIy1skbAyFtcbTxiJjUyQshhkUxQ/gCyLbDu9cBLzRfxfvHQ5hXfnnovy2r3agN11H/+yNQw1C2PICat3vyhT6dzXgP/idca4OU8b4YMVok9BFCCHHXaZXp2jEtrTLd2Kg10sp07db7mNaMGTMICZn4TRlaG9dQd/bcSdgDk2uHz1AsWbKEF7//IhaLxafSvampib1791JXVzdopXt/ZsyYwVe/+lXWr1/P8ePHyc/P5+jRo33q3hsbG8nPz+fkyZMTuu59NAUHBzNz5kxmzpyp3+fxeGhqauoJcKrsPguknU6nHgINtU6+tbWVa9euce3aNf0+bXLPGAIlJiQSn+BbJ2+z2YiKipoU//aFEONBAUsspu3L8X78c2hTobsN9fAfUa/dj5IxxK8d7lbUz/fBqQZI2oLyUCZq3nCvRQV3B2pDA7Q0Q1sbqtsDij9KiAWi41Bihrg/zutBrXdATS1quxvwQwkKgtAwlIgosAb3Pbbl7UKtPo36VtEXe46Gc+3dHahOB9Q3o3Z0oZgDITwKJS4eQu8gjFe9qPUVUN0IUfNQ4sf/yP1kI6GPEEKIMdXZ0Ult3ReV6dWOasrKewIe7Wa320dcma5N8WhV6dpRrcjIyEn1jP/dDntg6gU+moz5GTz//PNYrVZee+21fivdW1pa2LFjx7A+d3rde1YWp06dIi8vjyNHjnD+/PlB6943bNhAdnY2S5cuJSUlZcovKzabzURFRREV5Vsn39nZSU1NjT4RZDwiZpwIGkqdfHd3NzU1NdTU1PSpk4+Li/OZDEpMSCQuPs5nT5DUyQshdP6hKBkb4d7/hEN1oHqgthjv+2cwz1vTs/JnUB7UxhK8f9gLngiU+x9HSWm+3Rv56mjBW/h71DMOcNb0BD8uF3T2hD5YwlGS0lCWrkRZuxYlcYDmSG8XatU5vAXH4Oxl1CoHtHaC4gfBwSjWKIhOQElfjukrmyGInrCm5CLqtYuoRe/BjQ5QTVB/Gs8v/v1WOKRASALmHQ9DjPETokJ3K97iw6ifFcPlG6jORmjvBHMwSlQcpM9DWboS05qloA/ZelHbbuL974+g2bAXzhyA6Z6HUNYmQlcL6uWzeM+eh3PnUO1NmHb+BGVn4vA+t0JCHyGEEKNHVVUaGxv7TPEYj2mNqDI9Opq4uDifKZ6ZM2fqAU9CQsKk3e9xt3b29DZY4PPII49M2sBHk5aWxlNPPUVoaCh79uzh4sWLeDwevdL9X//1X3G5XDz22GP9VroPxmbzrXvPzc3lyJEjg9a979u3j5ycHHJycli5cuWErHsfa4GBgcyYMcPn862qKi0tLX2Oh2mLo7UdQVoo1NLScts6+Zs3b3Lz5k39Pq1O3ng8TGsQ0xZHGyeDpE5eiOnGjBKZjLJzI2rR76EL6GpGPfAu6jdWoiTe5gkkdyvq+U/geA0kbMW0cxmQN6wrUF0NeP/zp1DQAdZ4SE9DiY2HYD/UFidcOIx6aD/qvgMoX34W8wuPgq3XdXncqNcP4d31Muonp8ETCfPnotgiUOmCpjrU05+DowU16j5MD26GIC9qpxPv/t+jHjsLZy/cmvLxgusq6n86boVeJghfgLr2YZQY/aqhowbvR2/h/e0f4EwFBMTD/LkQHQ7ttahnPoFP30dNvhf1K09h/voWCL/1tp42KL+GerkUzn4OTd1g9sf78AxM8eV48/NRD+bDmSvQ0gXmAMgcelmH+IKEPkIIIUasra2NmpoaPeQxVqZrt+FWpkdEROgBT1xc3BfLlm/t4UlNTSU8PHzSt/kYJ3vuZtgDU3fCpzet0j0yMpJXXnnFp9L9woULPpXuaWlpw358Y937Aw88wMGDByksLKS4uLhP3fvVq1e5evUq+/fv18OfyVD3PtYURSEsLIywsDDmzZun39+7Tt44HVRTU+MTBA2nTv78+fP6/YGBgcTExPgEQVoYZAyBpE5eiGkgKAzTsgfxzPkQLrSBtxvKD6MeuI7yzbmDvKEXtakc7zvvg9uKsvkxlFn+qKXDfP+qFzq6ISQd5Tvfw7R2CUpqIlj8URtK8X70KupPX4eGa6hv/wfeecsxfWW24QG8qC0lePf8DPWd8xA4A+XbL2J6cDVKUgSq2gm1VXhP5qP+5jfQ0A3eW91lZj+UlAUQkoJqqoY8R8+C6/BMlBd33mocM6EE2lDiDD97uV14c1/H+0+/AUcXhM9FefI7mLauhvgQaKnEW/AB6i93wc0i1F/V4A2Jw/TNTDCZUayLMP/Pn6CWnMPzd9+GwmbwelHPvo/335pQz5aDNxBSMqD+OjiHduRf9CWhjxBCiCHpXZleXV2tV6Ybby6Xa8iPaaxMj4uLIzExsc8xrYlSmT5ahhP2jNYxLqPpEvhooqOjefTRR/VK9/z8fH0J87Vr13j55Zf1Sve5c+eOaO+Ose79wQcfJC8vj8LCQk6dOtVv3ftvf/tbDh48yJo1a1i3bh1r1qxh3rx5k6rufawNVCff1tbWZyLIWCdvDIOam5sHrZPv7OykoqLC599ff3XyiQmJJCQm+E4F2aKxRUudvBBThhKAEr0QZecq1Eu5PYFIZw3q3r2w868gbIC362pFvXAACh0Qm43pkTUjrzj3D0CZ+wDmp78MhoxZiZmJ6YEn8Bz8I+Q1QkcV6gdH4LHZXxw983Sglhagvn8BVD+Y/RDm73xFv24FICIGc1IynqaTqL/RHt0EQYmYHvoGtNXhadyLmufouT88A/PXn+i/Zl7tQrWfwPuLV8HeCX5WlJ1/hfm7939x7RERmB9OwNNUjPp/CqD1Bt7du1A2/QtK8q0YwhSIEp8OEVos4YWaMli8GuUbX0JJjIPIUNSrv0f9pz+N8BMrJPQRQgjRL2NlenV1tV6ZfvPmTT3gqa2tHXZleu8pHuMxrdTU1Cl7tEI7xlVUVERubu6QJnu0RcCj1QA1UOATHR09JY50DcRqtbJt2zaioqKIiIjoU+n+6quv0tzcPKRK98EY6963bdtGQUEBBQUFHD9+vE/du8Ph4N1336WgoIAVK1awfv36KVH3PtZCQkL61Ml3d3fT0NDgGwZV2bE77HqdvHZMrL6+ftAWwNvVyfc+IpaQkOCzK8hmsxEZGTlpj5sKMa2FhKNk7UBNKITKLvB0oV7+GO/RxzFtTejnDbyozZV4//QOtAejPPQVlHnBwNCmm30EhKAsy0EJ3+QT+PQwoQRGoCxKRc1r7JmGKb3acwxLC2S6O1Gvn4A2L5gCUGbM6T+oCgzFtPnreMvLIfgOAmt3O97Db8OlFsAEYZmYnujn2gMtmO7fgedXheDygKMANb8S5YnUAR7YjJJ6P+b/9Zc9+4YA8KLOD8NbXAVxspR/JCT0EUIIQVdXF3V1dfoxrerq6j7HtO6kMj0uLo6kxCRSUnumeLSgx2azTdjK9NEyEcIeGDzwefTRR/mLv/iLKRn4aAICAsjOzsZqtQ5a6f7MM8+wdu3a21a6D8ZY975lyxYKCwvJz8/n+PHjferea2tr2bdvH0VFRdxzzz1s2LCBrKwsFi9ePGXq3sean58fMTExxMTE+NTJd3R06MdOq6qq9JtxKkibDGpubh40wDbWyZ86dUq/PyQkpM/xMK1O3nhEzGazERYWNqmWywsx7ZgCUZKWoWyfh/rKuZ4jV62lqO9+Auu/Bb2fD+huQ72SB7kVELUK0yPZPVM+A68dG5ASGonpsR+gBM8c4NpMEH7rSTFVhY5eU9VetWfxswqoHlT7VWji1v6cXh9j2ibMP+g0LFUeLhW1sw7101stXyYzSloWSno/P88pfhC1AJL94aIbultQi07DQKGPAgRZDIEPgAnFOhfT838FijwpMhIS+gghxDRkrEzXpniMi5ZLS0tpaGgYUWW6NsmjVaZrt+QZyQSHTJ/FtdoxruGEPaN5jMvodkubp3rgY7RkyRJefHF0K90Hk5SUxFe/+lU2bNjAsWPHyM/Pp6ionseQwgAAIABJREFUiEuXLvWpe8/Ly+PEiRPs27ePTZs2kZWVRWZm5pStex9rQUFB/dbJNzc36wGQ8ZiYz1RQbR21dbW3rZNva2sbsE6+dxCUkJBATEyMfjRM6uSFmGgUFEs0yn07UP/7AjR5oduNenIv6rmdKMuNR3BV1JZq1D+9A65AlE2PoSy+g/1sfv4oM2YP/jqDfRswm1Gi41FN9OwjurwPzxuZmB5aizKz19Fhkz9E3MkTbt3QfgPO3XoCQzHBrLkDXJ8JzDGQGNQT+qgqaumVW2HRMN6lyQ8l/d47uObpTUIfIYSY4jo6OvQpHu1WVlamN9yUlpZSVVU16CLU3sLDw4mLi9NvWmV6amqqPsUz2SrTR4vb7abkRglHinp29hw8eHDQsEfb2TPakz2a8rLyaXmkazAZGRl897vfJTQ0lDfeeGPUKt0HExcXp9e9nzx5Uq97v3DhwoB17x988AEbN27U696Tk5NlmfAdMpvNREZGEhkZOWCdvPHmcDj6NIgNp06+uLhYvz8oKIj4+PgBF0cbJ4OkTl6IceIXgpKeA9mvwgdVgAcaL+F99xjme+43HKdqR71egPppCUQswvTo+tH9zVpVocsN3T17ydTW9p769gGvOwhmZ0Hce2DvgrZS1Jf+P7xXtqOsyYTZczHNmgVRo/A9xOtBbSmHxlstrIoCMbEDvrqi+ENYKNAMqNBQN/zQR9wR+W4ihBBTSO/KdG2KR5ve0UKe5ubmEVWma7eUlBTSZqaROnPyV6aPFnenm5KSnrBnKJM9Yx32QE/g89rrr03bI12DSU9P55lnnsFqtbJnzx4uXbpEd3f3qFS6D8Zms7F161ZWrVql170fPnyY4uLiAeveP/zwQ9atW0dOTg4rVqyYlnXvY22gOnmXy+UTAmmTQVqdfH19/ZDr5Ds6Ovqtkw8LC9MDoMTERBITEolP6KmTN4ZBUVFRd3TsUAgxFCaUsARMD27D++ke6FR7jnEVvIt6cyPKrABARXXZUT/8L2jyR7n/UZRlkXf2br3dqPXlqBcug92J2tAMbR3gvjVx3dmGen6QSjBTAKak1ajf3Iz60gFo7oLWStS9r6AesMHcxaj33IuyZD7KontQZttGfq2qF5rqQMugvN2oJ9/F86vD/b9+ZxtcunUcTQW6RrDzSNwRCX2EEGISM1amV1dX65Xpxime6urqQZ+VNjJWpms3vTLdMMUTFhYmjTW3DPcY190Ie0B2+AzFWFe6D2Ykde8ff/wx69atY926daxcuXLa172PNUVRsFqtzJs3z6dOvsvdswOtyt7/ETFtMmiodfINDQ00NDQMWCevTQYlJSX5TgXdOiYmdfJCjLJAK0rm/bD4HTjRCGo3OD9D/eAcyovLwNOOevMI6odXwTof01e29rN8eRi62vFeOIj6xw9Rj5wBZysEWyEyAoICevbceNzgaBnkQRQIicX01b/C64lA/agISqqgrQvaauHzXNQzh1AjU1BWbUZ5+MuYNiwaWRqgqtBhOPqqeuDCh6ilg013WyHBCoo/JMi+urtNQh8hhJgkPB4P9fX1Pse0ei9bvnnz5m13UBiFhoYSHR2t7+JJSEjwqUtPTU0lLi5OfqHoR++w5+DBg1RWVvZ5vbuxs6c32eEzdMZK95dffplDhw6NeqX7YIZT915RUeFT975+/XpWr14tde93mX+AP/EJ8cQnxLNs2TL9/vb29j7Hw3rXyWu3kdTJK4qCxWLxCYK0/zbWyWs3qZMXYqT8UCJno3w5B/X0+z0TLe5mvJ+8g/J4JgTUoH78B6j3Q1n/ZygrYkb+rrxu1LIjeH/2D1BYDqYwlHWPoWxZCjMTUSxBYAK1oxH1g5+gvlI88GMpZpSouZif+1u8Kw6jFh1HPXsJbpaBvQbau6C+BPXjPahXSsHv/8a0YebIrtts+F5oCkDZ8CzK+qHswTNBaLoc7brLJPQRQogJqndlelVVlb5sWZviGWllunbTli0ba9OnamX6aNGOcRUd/SLsmQiTPZryctnhM1x6pXtkFJGRkQNWuj/99NMsXrx4xJXugzHWvW/fvp1Dhw5x6NAhPvvss9vWvW/YsIE1a9Ywf/58qXsfR8HBwXprm6a7u5vGxsZ+w6DeU0G3q5NXVZWWlhYuX77sUyfv7++PzWYjMTGRpMQkEhK/mArqHQRJnbwQQxQchmnVDjwz98P1DvB2wc1DqJ9ehoXnUf90EUJnoTy2vVfT1DC1N+M9+BoUlAF+kLoR0//8a5R03yO8SlstntNDOd6pQEAEplUPwor7UZ0lqMVnUM98jnqkAM6XQpcHSvJQX8qApX/dt+HrdkwmCA3vmUCCniXL8zdgenjOMB9I3C0S+gghxARgrEw3TvFo4c7NmzcpLy/Xj54MhdVqJSYmRg94EhMT+xzTirZF4+cv3wqGYiLu7OmtvLyc116THT4jERAQQHZONtawsa90H4zZbCY9PZ309HS2bNlCQUEBhw4d4tixY1y7dm3QuveNGzeydu1aqXufQPz8/IiOjiY6OprMzEz9/oHq5O12e58gqKmpadBwv6urC4fDgcPh8KmTDw4O9t0VdOum1ckbb1InL0QvSgDELEZ5aAnqz4/dOtLkwPv26yj3XoMaUNZ+CVNWwh28ExW1vR710KmexcZ+/ihLt/YJfEbM5IcSPwclfg5s+hLe+z7G+5t/g4+v9ezhOfcR6uXvo6wc5hMZigklPLrnSFs7oHaj1tePzjWLMSE/6QshxDhoamrymeLRKtONIU9DQ8Og4/9GAQEB2Gy2noAnNo64+J4pHi3cmTlzJjNmzJDlryPQ2dnZM9kzxGNcWtiTnZ1NbOzAbRajTXb4jI6hVLo/99xzbN2ylcioO1zceRtJSUl87WtfY+PGjRw9epT8/HyOHj3K5cuXqTf8gG2se1+4cKH+/9/ixYul7n2CGkqdvM9UkLOGuvo6n0DI5XIN+j7a29u5fv263k4HPSFUREREnyBIq5M3BkFSJy+mOyU0HGXDl1DfPAm13T17dc7vRS3rguAUlEcegjsajvZAVwPYbz2hZzKjJIywOMDbjdpoh5YwlNR+Rnf8AjFlboXvteI99rfQoEJ3DWqpawShjx8Ez4I4M9z0gNcLV6+AuuqL6R8xoUjoI4QQY6x3ZbrT6dSDnTutTI+NjdUr041TPDNnziQiIkKeub0Dbre7T9gz0SZ7NHKka3RlZGTw/HefJzQ0lNdff50bN24AfSvdv/SlL92Vv+u4uDh27txJdnY2J0+eJDc3l6KioiHVvefk5HDPPfdI3fskMFCdvNvtxul0+gRBlZWV2O126uvrfYKgpqYmnz1QvXV3d1NbW0ttbW2/dfLawuj+6uS1ICg8PBx/f/8x/VwIMSGYg1FS1qBsnon69jVAhW4XNAeirHgI07rkO38fqvpFCxagDvHJvj66O1DPf4iaG4P5bx7uf7G0ORAl4V5I8YOGW9ODgz0pMGAZoRklKBWWxsBNB6he1Ev5qKVfQZk5+sefxZ2T0EcIIUaRsTLdOMXTO+QZTmV6cHCwPsWjhTypKanMTJupT/IkJiaOyZ6R6cjd6abk5hdhz4EDBybkZI9msCNd2tLmRYsW3fXrmuzS0tN45plnsFgs7Nmzh8uXL/tUuv/sZz/D1eLi0cceHdVK98H0rns/ePAghw8f5uzZs4PWva9fv56cnBzuvfdeqXufhAICAoZUJ6/dqqurfcKg+vp6mpubR6dO/tZUkLFOXguDpE5eTD0KijUW5YEdqHt/Bq0qPS1Z8SiP7Bj+Lpw+TOAXBpF+cLMbvN1w4yp0L+v/t3T3IIGQ141aeQr1/UbUxx5Emd/fz4Re8DRDu7fn4/CLQkk2/rtVwE9Li1ToaOo5vtXfP+2gUExbN+Pd+2bPjqC6z/C+8SnmF7dBuDzhONFI6COEEHdAq0zXjmo5HA7KSssouVkyKpXpsbGxemW6NsEzc+ZMaWUZA70XNE/0sAduv8Pne9/7ngQ+dyApKYlvfetbREVFsWvXLk6fPu1T6f7LX/2SFlfLmFS6D8ZY9/7ggw9y4MABCgsLOXv27IB17x999JFe975q1SpmzZolde+T2IB18rf2w/V3RKx3g9hI6+QDAgKIjY31CYJ618lrQVBERIQ8ISEmN/9QlIwNsPINyK0Bkz/M2YJpc/ooPLgJAiNRFiWjnr4Kni7Uk3/A+1E6ytI0CDFBewtqbQXqhbOoh/tOG/vwuqH5PN7ffYLpOxtREo1pjQruJtTPPoAKT8/HMWszylzD1J7ZDHHxPUe0VC80FePdfw7Tljngr6K2u8DtjxIbDv7BKCsehuxcyKuCribU//5nPKEtmNYthZQ4lLCQnpYvdydqRws0N0NrF0rqQpBvP3eVhD5CCDFEnm4P9Q31+hEtY2W6cYpnJJXpWsijVaYbd/HExsbKsYwx1NnZyc2Sm5Mq7AFZ2ny3aJ9PLfi525XugzHWvT/00EPk5eZRUFjAqVOnKCsrG7TufcOGDaxatUrq3qcYf39/4uPjiY+/fZ18VVUVDoejzxGx29XJu93ufuvkQ0ND9QCo9+LoqKgoqZMX409VoasDtbEBakpRb1T33NfmQC2+AFGRKOFWsFpAH1Yxo4Qlo+zYgnr4LfCPxbTzUeiz0k2F7k7UpmZodKJeug5dhpe1V6OevQxRYSgREWANBgWUECvK5i+h7v33niNXtSfw/uP/Rlm5CKxmaG1AdVRAYzeEhtwKZFTodOA9cQ5lRiJKvKEqvbsV9d3/g7f9MsrKDIgOB38TtDei3jyP+s7vocMMifdg+tZjYPzy7xeIMn8tauRHUN8NnWV4f/6PqJeWQqAKbS6IWI35e/f31MOHL8b0wvfxNv8SzlRCy3XUX/9vPIdXosxLAVtYT5DU2QauemhogsAUTN9fgGK99e+/qwO1ugJaPPrfkdpajVpWhRIRqX+exJ1R1MFmPYUQYhpraWnxmeKxV9kpLfsi4Ll58ya1tbV0d3cP6fH8/PyIiorSj2jFxsbqy5aNIY8szrw7hnuMa+3atWzevHncwx74YofPK6+80u+Rru9///sTLvC5ceMGP/rRj3jzzTf1+37wgx/wwx/+kMjIsV2IPBrcbjfHjh3jN7/5Dfv27dMr3QFiY2N5+OGHx7TSfSg8Hg+lpaXk5+dTUFDA8ePHKSkp6bcGPDo6mhUrVrBx40bWrF5DxvwMqXufZnzq5CurqKyq1KeCnE4n9fX1eiB0uzr5gfjUyRvCoISEBL1OXguEpE5ejLnWBrz5b6MWXkd1VkLJJSiphwAbLF2MEhsLM1IxbfoqynLD10O1C7X8KJ7/8T+gaxvml/9flLheSURnC97P3kHdfxlqHKiVN+BCCXRDT416FNy7FCUmGpLnYNrxDZQ5wYAXtaUC72v/gvqHw+BoAHc3YIKAQIiIhfR7UDZtRllQhffbPwG3An6hsGgZyqKlmJ58ESW5E+/xPXj/6X2oqYM2NwSHQ7i1Z8yj0wWNLeAXAbMzMT30OKYvr+61+0dFba3E+5v/hfr2EahrBY8KZn8ItkLsTJTNz2L+v7aD9vxGdyfeMx+g/tcHqKcvgbMe2jqh29PzcZv9ISgEImwwIw1lxRbM3/oa2LyobaV4f/cOXLiKWvApOLtAUSAsHWX9cohPRElbgemr2RL83CGZ9BFCCHp+oauv7zvFYwx47rQyPSEhoc8xLZvNhp+ffCm+myZz2AO33+EzEQOfqSAgIICcnBzCwsKwWCy89957/Va6P/vss6xZs2Zc9psY6963bt1KQUEB+fn5HD9+fEh171lZWSxcuJD4+Pi7fu3i7huoTr6zsxOHw+GzNFoLg3rvChqNOnljGKTXyUfZiLJFSZ28GFWqpxu1zg6tnSih0bAoG3xOQHdAfQ1qU7tvxqD4o0QvxvSd58G1sm/gA+DphgYnNLrA34IyMxNmZvZ9PbUD6h3g0p4wNKFYZ2B+8m/xzj2Aevoy1LrAFAhR0Siz5qPcsxplthW1/gLK43/W07zVc2HgaYUOFfyCMS19HH60BEpLUe0OqG+A5vaeACYgFKLjUWZmoCxbgTKrvydbFJSQRExP/RBv4l44VwbtHggJh4RklNmLMC1f8kXgAz2tYMv+DOatxXvqGOqla2Cvh2YXqP5gCYeYeJTUdJQFi1Fmaz9HqeBpgdIy6ApAWf1Ar2vphOpyVDW5Z6G0hD53RCZ9hBDTkrEy3el09lm2fPPmTRobG4ddmW6c4tGOaWm35ORkeRZzHA33GNdEC3tgch/pmuyTPkaXLl1i9+7d/O53v6O8vFy/Pzg4mDVr1vRUum/dOiE+rurqao4ePUpeXh5Hjx7lypUrPnXvGovFInXvYkBer1evk9dCIO1WU1PjEwQNpU6+P1p7We8wyFgnr00FSZ28EEIMnTy9LISY8oyV6U6n06cyvaSkZ+FyVVXVoDW3vRkr02NjY/XKdGPII5XpE4NWvX706FEOHjw4aNgza9YssrKyJlzYA7evZZ/Igc9Uk5GRwfPP377SfceOHeP+/1B/de9Hjhzh4sWLg9a9b9q0iZycHJYsWSJ170IvGYiIiGDBggX6/W63m5qaGj0Iqqys9KmTNx4Pa2xsHPT7rMfj6bdOPjAwkPj4eD0I0sOg+ASibFE+QZDUyQshRF8S+gghphRVVWloaOgzxWOc4Ll58yYtLS3Drkw3TvGkpqaSlpamBzwJCQnSUDLBaMe4JnvYA5Nzh89Ul5Y2hEp3l4tHH717le6D6V33fuDAAY4cOcK5c+ew2+366xnr3vfu3cuGDRvIyclhxYoVzJw5U+rehY+AgAA9iNGoqkpra6vPVJD2p7FOXguFblcn39nZSWlpKaWlpfp9JpNJr5PXQiDtz/6mgqROXggxnUnoI4SY1IyV6U6nE4fD0WeKp7q6etCdA0Ymk4nIyEh9gkerTDdO8Ehl+sTW2dnJzZs3OVp0lIO5g4c9E/UYl5EEPhOXVukeGRnJK6+80qfS/Re/+AUul4tvfOMbd7XSfTBa3fvy5cu5ePEin376KQUFBZw7d65P3fu1a9e4du0a+/btY8OGDaxbt46VK1dK3bsYlKIoWCwW5s6dy9y5c/X7u7q6qK+v7xMEGevktUCosbFx0B16Xq+XxsZGGhsbuXDhgn5/QEAAMTExfaeCEhL6BEFSJy+EmC5kp48QYtLo7u6moaHB55hW72XLN2/eHFbDiLEyPTY21qcyXbvFxcXJuPgkoIU9k3VBc3+m0tLmqbTTp7eWlhYOHjzIyy+/TEFBgc/C5OTkZB5//PFxqXQfCrfbzdWrV8nNzaWgoIDTp0/3qXvXxMXFkZWVxfr161m9ejVz5syZ9H93Yvx1dHR80R5maBEz1slrU0FNTU1D3rWnURSF0JBQEpP6TgVpdfLGMCgsLEye1BFCTCky6SOEmLCMlelOp5OqqirKysr0CZ47qUzXbsbKdO24lhxfmFz0yZ4hHuNau3Yt922+j+yciRv2gOzwmUysVivbt28nKiqKyMhIn0r38vJyXn31VVpaWnjqqafGtdK9PwEBASxcuJCMjAweeOAB8vPzOXToEJ999lmfuvfq6mreeecd8vPzWblyZU/d+5o1ZGRI3bsYuaCgINJnpZM+K12/z+Px0NjYqO8I0iaDetfJ19fX09DQQGtr64CPr6oqrlYXV65c4cqVK/r9fn5+2Gw2n4mgpKQkvU6+91SQ/GwghJisJPQRQkwIvSvTnU4n5WXllNz8IuApKyujo6NjyI+pVaZru3i0ynTjLh6pTJ+8hhP2TJbJHo0c6Zp8blfp/tvf/pba2tpxrXQfjLHu/f777+fQoUMD1r3X1dWxb98+jhw5wtKlS9m0aRNZWVksWLBA6t7FqDCbzT3V7TbbgHXyvcOg3oujb1cn393dTXV1NdXV1T518kFBQT4hkHEqSAuBtFt4eLgUNgghJjz5TUcIMS60ynTtplWmG6d4RlqZrt1SUlL0gCctLY0ZM2ZIZfoUMJXDHpDAZ7JbsmQJf/mXf4nFYuHtt9/WK92bmprYu3cv9fX1PPfcc2zZsmXCHo1KTEzka1/7Gps2baKoqGjAuvempiby8vI4ceIECxYs4L777iM7O5tFixZJ3bsYE4GBgaSmppKamqrf5/V6aWlp6TMVVFVV1WcqqL6+npaWlkHfR0dHB9evX+f69ev6fWazmYiIiD5hUO86eW3aLzQ0dMw+B0IIMVwS+gghxpxWmW4MebSARwt5KisrcbvdQ37MiIgIYmNiiYmN0SvTjXt40tLSiIiIkF86ppARHeO69UvoZAh7YAiBz19I4DMZaJXuFoulT6V7bm4ujY2NtDS38KUdX5rQ/2/Gxsayc+dOcnJyOHHiBAcPHqSoqKjfuvfjx49TXFzM3r17b9W9r2PJkkypexdjzmQyER4eTnh4uE+dfFdXl340XAuEKioqfKaCtNtQ6uTr6uqoq6vzqZMPCAggISFBD4GMi6ONE0FSJy+EGE+yyFkIMaqMlenGKR5jm1ZJSQkul2tElenaTTumpU3yJCYmyi8WU1TvsOfTTz+lqqqqz+v1DntycnKIiYkZhysemSEFPosmb+AzlRc5D6SyspLf/e537Nm9h8tXLvvsH1uwYAHPPvvshKl0H4rm5mbOnDnDgQMHOHz4MOfPn/epe9f4+fkxc+ZMNm7YSM66HO69917ZlyYmhN518pWVXyyP1urkjbfb1cn3x2QyYbVafYIgY5187zBImvCEEGNNJn2EEHektbWV2tpaPeCprq72OaZVUlJyR5XpMTExemW68aiWxWKRdo0pbrhhT1ZWFps3b550YQ9M/cBnurpdpfsvf/nLCVfpPpiwsDCfuvf9+/dTUFDA+fPnB6x7/3Dfh2zYsIH169ezYsUKqXsX42qgOvnu7m7q6ur6XRxdW1vrsytoKHXyTU1NNDU1+dTJ+/v7ExMT028Y1DsIkjp5IcRokkkfIcSQaZXpTqeTGmcNzpqeynRjwFNSUjLoD0O9aZXpWsCjLVvWwp20tDRiY2NlJHoa0cKeY8eOcfDgQfbv3z8lJ3s002WHz3Sc9NG0tLRw4MABdu3a1W+l+9e//nWefPJJ5syZM6mOpGp17wcPHqSgoIDPP//8tnXvGzduZNWqVcyePXvK/72Lya+zs1MPgow3rU6+oaHhjuvkQ0JC+gRBSUlJxMbG9gmDpE5eCDESMukjhBhQS0sLtTW1OGt6pnjsdrvPLp6SkhLq6upGVJmutWolJyf7HNNKS0uTZcvTlHGyJzc3d8qHPTB9Ap/pzmq18sADD2Cz2YiIiOCjjz7yqXTfs2cPzc3NPP300yxatGjSPMOv1b3Pnz+fhx56iNzcXA4dOsSJEyek7l1MCYGBgXqrnaZ3nbx20+rkjUHQUOrkW1tbb1snb5wK6t0gJnXyQojbkdBHCKHr6OigoqKCsrIy7HY75eXlPhM8Az2DOxBjZXpsbCwJCQk+i5bT0tKIioqSynTB9evXKSwsnDZhD0jgM90YK92tVmu/le51dXU888wzE7LSfTAmk0n/mr5t2zby8/P1uvfr168PWPd+zz33sHnzZql7F5PKQHXybrcbh8PRbxjUe1fQSOvkAwMDB5wKCg8PJyEhgeTk5Am9IF4IcffJb1pCCDo6Orh06RLHjh3DbreTm5tLcXExzc3NQ162HBgY2GeKJyUlhfS0dGam9YQ8ycnJk+YZbHF3nT59mn/+53/m7NmzfV421cIezeeff8677747LQKfjo4Obty4oYccmtLSUq5cuUJmZua0eab6dpXukZGRzJs3b1KFPkaJiYk8/vjjbN68maKiInJzczl69ChXr17tU/een5/PiRMn2LlzJ3/zN38joY+Y1AICAkhJSSElJUW/r3edvHFnUO+poKHUyXd2dnLjxg29ERB6Qiir1UpaWhrZ2dmEh4eTlZXFPffcI/+mhBCAhD5CTGsdHR1cu3aNoqIiPvroIw4cOEBiYiIVFRW3/cEjIiJCD3e0xYTGZcvp6emEh4dPqv0UYvykp6cTHx/P+fPn9aBxqoY9msTERBYtWkRJSQn19fVTMvDp6OjQ9zP98Y9/5PTp0z4vLygowGw2s23bNpYvX64vaZ/qMjIyeOGFFwgNDeWNN97Qf4GLj49n7ty5hIaGjvMV3rnede8HDhygqKiIS5cu+dS9+/n5kZiYSGpq6jherRBjY7A6+ZqaGr1G3hgGGY+GDbVOvrGxkRs3bmA2mykuLmbu3Lns2LGD9evXM3/+fJKTk+/GhyuEmKBkkbMQ01BnZydXrlzh6NGjfPrpp+zfv5+Ghgb95Yqi9FtRGhwcTGpqKpmZmcydO5f09HSpTBejoru7m3/4h3/gF7/4Ba2trVM67DE6efIk//7v/05RUREbN26cMoGPMew5cOAAeXl5+kSLtoTU+DUmKSlJX/K7YsUKZs+eTXh4+Lhc+92kVbrv3r2b1tZWvv3tb/Pcc8+RmJg43pc26ox174WFhVy4cAG73c6qVav4+7//e+6///7xvkQhxpWqqrS1tfW7OFqrk3c6nZSWlvZbJa8oCmazWd+zGBgYSEZGBps3bWbjpo0sXLCQtPSJ3xIohBh9EvoIMY3cLuy5nbCwMJYsWcIjDz/CmrVrWLRoESEhIWN4xWI6OXXqFLt27QKY8mGP0cmTJzl79iwrVqyY9IGPMew5ePAgubm5etgzFLGxsaxcuZLNmzezatUq5s2bR1RU1Bhe8firra3lT3/6E/X19Tz88MM+C2Onora2tp6690/2c6jgEEuWLOGv//qvsdls431pQkxI3d3dlJaWsm/fPj75+BM+O/EZTqdzyMfv/f39SUtLY/PmzWzevJmFCxcya9YsaUUVYhqR0EeIaaCzs5OrV6/qYc8nn3wyrLCnt6ioKFavXs327dtZtmwZCxYsIDw8fFrXiKqqSnNzM62trQQEBBAeHj5qP1B1d3fT1NTHA2xMAAAgAElEQVRER0cHFosFi8WC2Wwelcdub2/XdzeFh4cTHBw8bn+P3d3d3Lhxg8jIyGkR9kwlHR0dlJaW6pM9ww17eouMjGTZsmVs2bKF1atXs2DBgin9/0RLS4v+b3C6cLvdXLt2DbfbzT333DPelzNq3G43zc3NuN1uLBYLVqt1VL6mqqpKR0cHTU1NQM+TMKP1pIvX68XlcuFyuUb9+5cYOVVVcblcnD17lqNHj/LBBx9w9OhRn1a84TCbzSQkJLB502Y2bNzA8uXLmTVrljx5J8Q0IKGPEFPYaIc9vYWGhrJy5Uruu+8+Vq1azeLFi7DZbKMWSEwWTqeTkydPUlxcTE1NDcHBwcyePZvVq1eTlpY24mNvqqpy7do1PvvsMy5fvozL5SIqKoqFCxeyevVqYmNjR7wzqaOjg7Nnz3LyxElult7E6/WSlJTEsmXLWLJkCWFhYSN6XDG9jHbY05vFYiEzM5OtW7eydu1aFi5cSFxc3LT7GiMmPrfbTUlJCUePHuXatWu0t7cTExNDZmYmy5cvv6M2pZaWFs6dO8fJkyf1f1/Jycncu/xeMpdkjviXdlVVqamp4fjx45w7d46amhpCQkKYO3cu9957L/PmzZO9fONgtMOe3hRFISoqio0bN7Jx40ZWrlzJnDlzplXoLMR0I6GPEFOQMezZv3//sI9xaWJjY2lqarptTbufnx/Lly9n06ZNZGdnk7k4k/iE+GlRxe50OnnzzTfZvXs3ly9f1itYbTYbO3f+Gd/73gssXrx4RM+anjlzhl27dvGHP/wBh8Ohn9+fO3cu3/rWt/jmN7/JjBkzhv0sstvt5tNPP+Wll14iPz9fr1MOCAhg9erVvPDCC9x///1EREQM+5rF9DCSsKe/XT5hYWH6lMFgAgMDmT9/Pvfdd1/P15jMTJKSkmSPmJgQurq6OHPmDC+99BJ/+tOf9EXV/v7+ZGRk8NRTT/G1r31tRE1Kzc3NHDhwgF/96lcUFhbS0dEB9ASia9eu5fnnn2fbtm0EBQUN+7Grqqp466232LNnDxcuXEBVVRRFISYmhp07d/Kd73yH5cuXD/txxchoYU9xcTHHjh0bctijKAqKoujHvQICAoiIiMDpdN72fVqtVtatW8eGDRtZu3YN8+bNk6OWQkxB5r/7u7/7u/G+CCHE6Ojs7OTSpUt8+OGH7Nmzh1//+tecPHlS/yFxMIsWLaK9vR23263ft2PHDiIiIqitrfW5vzev10tlZSWFhYWcO3cOu91OZ2cngYGBhIaGTtln5b1eL//1X//Fv/zLv3D58mWf8/Xt7e2cO3eOgIAAFi1aNOwApb6+np/97Ge8+eabPk03AHV1dVy4cIGUlBTmzJlDYGDgsB67uLiYn/zkJ3z66ac+P0x6PB5KS0uprKxkwYIFpCSnyLO8wkdHRwfXr1/nk08+4fXXX2f37t0UFBToweFATCYTqampWCwWn9fNyspi/vz51NTU0N7ePuDbezweHA4Hx44d49SpU9jtdtra2ggICCAkJESOoohxVV5ezq9//Wv27Nnj8/+31+vF6XRSUlJCXFwcmZmZw/qa6vV6OXnyJD/+8Y/Jzc3VF/RCT3hfWlqK0+lk4cKFzJgxY1jX7HK5+OCDD/jxj3/M9evXfV7W2trK9evX6ezsZNWqVVOiTW4i08KekydP8v777/PrX/+aN954gytXruhPJA3EYrEwe/ZsGhsb8Xg8AERHR3PfffcB3Db4cbvdXL16lSNHDnPlyhXq6upQVZWgoKBp0aQoxHQhoY8QU4Ax7Hn11Vd56aWX+g17Bgpfli5dyvPPP8/Fixepra3V73/yySd58MEHaW9vp6Ki4rYTPwDV1dUcO3aMM2fOUFFRQUdHB35+flgslik3+VNfX89Pf/pTPvvss34XKnq9Xux2O1lZWaSlpQ1rIufw4cPs3r2bkpKSfl/ucrnw9/dn2bJlwz428Oqrr/LHP/5R3w3Rm91uZ/bs2SxaLIu6RY+hhj3aM85GJpOJ+fPn89hjj2Eymbhy5Yr+socffpgnnngCr9dLRUUFra2tg16HqqrU1dVx4sQJTpw48f+z957Rbd733f51AyABggD3prgpLlGiKIoSqb0syZLs+HEcOXGaxJZtya7d9mnjNE3S0/PvSJonOUntPHZWY1tyE/ep29jxSGxrb5KSqEVNkuIU917YxP1/AeEmwAEOceu+zvELSyAAShCI33V/v58Pd+/epbe3F5VKhVarlSd/ZKYdURQ5e/Ysr732mtvPT1e6urrw8vJiw4YN4zpId3d389FHH7F///4Rf8b09PTg7+/Pxo0bx/W8Kysrefvttzlz5sywv282m7FYLKSmppKamjqu+5YZG8PJnnfeeWeI7HG2cg1eztDpdGzdupXHHnvMTQqGhYXx9a9/nfXr13P37l23SeGRsFqtVFZWUlBQwLVr12htbaW/v1/KeJKRkZnbzK8TmIzMA8ZYM3ucQZIWi2WIuMnOzuZv//Zvyc3N5a233hrytWvXrmXBggX4+vry4YcfDnv/Go0Gq9UqXWUCuHXrFrdu3eLgwYOsXbuWzZs3k52dzcKFC/Hx8ZmE737mqampoampye3q62Bqa2tpbGzEarWOayLn9u3btLW13fdthsN5NW8k+vv7KS8vp729XR7zfsAZ6xqXr68vCoUCs9mMzWaTDhhO4fPSSy+xfPlyqqurh3xtdnY2ERER6HQ63nvvPe7evSv9nlMgqVQqRFF0+7dWXV3N/v37OXTokFT3vmLFCpKSkuRDisy0YbfbaWpqGva17cRms9HU1ERNTQ3h4eFjvu/29nYqKio8Tnu0t7dTXl6OzWYb14WVtrY2bt++Perj37p1i0ceeWTM9yszOq6ZPUVFRXzyySfDrnEplUp8fHxQKpVDhLhOp2Pb1m1885VvDntByc/Pj507d+Lv78+rr75KQUHBkGlKpVKJt7e3268bjUYKCwu5dOkSH3/8MVu2bGHTpk1kZGSQkCDXvcvIzFVk6SMjMwcZa2aPn58fiYmJCIJAc3Mzzc3Nbld7nMLHOc0zEsuWLePv/u7v0Ol0fPDBBzQ2NroJHi8vL0JCQqRQSNdVsKqqKqqqqjh8+DCrVq1i27ZtZGdnk56ePudHxkVRHPXqGTDmWtXxfo3dbh/T4w9mLM97rN+bzPxkrLJHr9ezYMEC1Go1zc3NmM1m6bXrKnx279494mQZQEZGBi+99BI6nY7/+I//oKqqyu01qFAoCAwMRKlU0tHR4XY4qqur47333uP48eMuwfIrSUlJmfd17zIzz1jfK0VRnLKfBRN5v5Z/Dkw/45E9wcHBxMfHYzAYaG5qdnv/dAqfV771Cnl5eRQWFg77eL6+vjz00EMEBgby+uuvD7kwKAgCOp2OoKAgRFGkvr5e+j2z2czVq1e5efOmJH+2bNlCRkaGXPcuIzMHkaWPjMwcwil7ioqKOHToEJ9//jmdnZ1Dbufn50dKSgorVqxArVZz8uRJ2tra3K4WZmdn8+2//TY7du5Ar9d7lD4AqampfPvb3yYsLIx3332XO3fuSPfX09NDREQECQkJqFQqqqqqqKiocFsva2ho4Pe//z3Hjh2bN3XvUVFRhIaGolKpRpz2CQ8PJzw8fNwfkJKSkggICPB49TgpKYnAwMBx3S9AQkICgYGBQ7KCnCiVSuLj4+Ug5wcQp+w5d+4cR44c4eiRo9TeHV72JCYmSk1vFy5coL29XRK+g4VPcHCwR+kDkJiYyN69e9HpdBw4cMBtxcFsNqNUKklJScHb25uGhgYqKyvp6emRvr65uZlPPvmEM2fOkJOTI9W9p6enz+u6d5mZRaVSERoaSmRkpNuU2nC3iYqKGtd9+/v7ExcXh5eX14jTPq63GQ+BgYEkJiZSXFw84m0CAgJISkoa1/3KDGU8sicoKIilS5eSlZVFT08Px48fp7llIJfHudL1zVe+SV5e3qiPrdFoyMvLIzAgkJCQEKkYAhwTaL29vaSlpREdHU1qaip37tyhpqZG+nqr1UpZWRkVFRV89NFHbNmyhY0bN7Js2TK57l1GZg4hZ/rIyMwBnJk9n376Kfv37+cXv/jFsJk9fn5+LF68mC984Qt87WtfIy4ujg8//JCLFy+6rXVlZ2fz7W8PCB9wBDe+++67bld6nFM5znUsPz8/srKy0Ov11NfX09bWJk38tLe3o9Fo2LBhA2vWrCE4OBhBEOjq6nITIkajkbKyMk6ePMmtW7foaO/AarPi6+uLRqOZU8HBvr6+tLS0cP369WGDbNVqNV/84hf5whe+MO41KT8/P0pLSykvLx82Syk0NJRnnnmGtWvXjntdzsvLi5s3b1JXV+c2seVk8eLFPPPMMyxatGhO/X3ITJzBmT1v/uZNTp46OeR1rdfrSU9PZ8eOHXzlK18hISGB06dPU1BQIL0fDSd8ADo6Ojh27BglJSXS/a1atYp169a5vcekpaURHBxMc3Ozm6zu6elBpVKxcuVKNmzYIAXXGgwGt/dCk8lERUUFhYWFlJSU0NnZidVqRaPRoNVq5de0zJTQ1NTEzZs3h1wAEASB2NhYvvzlL7N58+Zxvf7UajU2m00qSBiMl5cXOcty2LNnD4mJieN6vs61ngsXLgzbnqfT6di8eTNf+9rX5HXJCTLWzB6lUklISAj5+fk8+eST7N69Gy8vL9599123FTyn8HnllVfIz8+Xfv3u3bscOHBAeu0FBgayZcsWFi1aBDjek0NDQ8nKysJut1NTUyNJeJvNRldXF0FBQWzfvp2srCx0Oh39/f10dXVJk16iKNLT08PVq1c5efIktbW1dHV1oVAopM9vMjIysxdZ+sjIzGImInueffZZnnrqKVpaWvjpT39KYWHh8MJnx4DwgbFJH3BcNcrKyiI4OJjGxka3TJuWlhZqa2tZvHgxTzzxBNnZ2ej1epRKJV1dXW5rX1arlaqqKk6cPMHNmzdpbm7GYrHg4+Mj7bDPdpwf5k0mE83NzfT09NDf348gCISEhLBp0yZefvllFmUsGvf34xy57unpobm5GaPRiCiK0hTOk08+yVNPPUV0dPS4n3dkZCQqlYrW1la36QwfHx+WLFnCiy++yObNm+XmjgeAIbLnzTeHDWh2lT3P7nmWJ770BCaTibfeeosjR46MKnxgbNIHQKvVkpKSQnR0NO3t7TQ2NkrvYe3t7VLQ+OOPP87KlSsJCAhAoVBgMBjcJhYtFgt3796loKCAS5cu0dzcjMlkmvetgjLTj7+/P8HBwbS1tdHW1ia9Dr29vUlOTuapp57iq1/96rinJwVBICAgAH9/f+rr6yWB6VzLycnJ4emnn2bnzp3jLkrQaDQEBQVht9tpbGyku7sbu92OQqEgJCSErVu38uyzz7J06dJx3a/MxGXP3r172b59O4WFhfz4xz8ek/CB0aUPOF5Lzs+KKpWKmpoaKdvPZrPR0NBAa2sr69atY/fu3SQnJ+Pj4yOFhbteIDIajdy4cYOTJ09SWVlJR0cHgiCg1WrlyR8ZmVmKLH1kZGYh45E9mZmZfOELX+C5557j6aefJiUlhbNnz/Kv//qvQ4TP0qVL+bu/+7shwgfGLn3A8UFl0aJFhIeH09LSQkNDgyQOOjs7KSkpQaFQsGnTJh599FHS09PR6/V4eXnR29uL2WyWrh45695PnTrFtWvXaGxsxGKx4O3tPScOZnq9nszMTMLCwqQd/KysLB5++GFefPFFsrKyJtwoFBsbS3JyMsHBwYSFhZGcnExubi67d+/mG9/4BnFxcRNai1MqlaSlpREbG0tAQADR0dGkp6ezbt069uzZw44dO+QslHmOU/YcOnSId955h9/85jceZc/DDz/Mnj17+PrXv86izEVcunSJn/3sZ0OET1paGi+//PIQ4QNjlz5w77CclExsXCxdXV00NDRIB+nu7m5u376N1Wpl7dq17Nixg6ysLPz9/VEqlRiNRre1CWfde2FhIcXFxdJ9yXXvMpOFUqkkKiqK9PR0/P39iYiIICUlhby8PL7yla/wla98ZUKCHhwyPjExUQooj4mJISMjg40bN/KNb3yDRx99dMLlCIGBgaSnpxMeHi79/Fq6dCk7d+7k6aefZvXq1RO63wcVp+y5ePEiH3/8Mb/85S9HlT27d+9m7969fPnLX8bX15ff//734xI+MDbp48TX15eMjAz0ej01NTVSpbvdbqe5uZnr168TGhrKY489xs6dO1mwYAF+fn7Y7XZ6e3vdvg9n3fuZM3Ldu4zMbEcQ5YQ2GZlZw3gyexYuXMiaNWvYunUra9euRa/XY7FYOHbs2LiFDzjyMHbt2sX58+elX/vJT37CM8884zE35uTJk7z++ut8/vnnbgdGHx8fHn/8cV544QVycnIAuHDhAocPH+bs2bNSJehwWTipqals2LCBjRs3kpWVRXx8/JwYHe7r66O7uxsfHx9pwmkyEEWRrq4ujEYjfn5+aLXaSctAslqtdHZ2YrfbCQgIGFfDmMzcY3Bmz5EjR4bNIXFm9uTn5/PQQw+xevVqwsPDMRqNnDp1atzCB6CiooJ/+Id/4He/+530a9/85jf53ve+5/E95uLFi/zqV7/iww8/pKmpSfp1Pz8/HnroIZ5//nlWrVqFQqHg2rVrHDx4kDNnznD9+nUaGxuHfY+Ji4tj48aNbNiwgZycHOLj4+VDisyk0N/fT09PDyaTCb1eP6mFBRaLRVq5CQgImPAFhcGIoojRaKSrqwu1Wi1Nz8mMjYlk9qxbt45t27aRm5sLOC6YTUT4ABQWFrJp0yZJjCckJPDDH/6Q3bt3j/icu7u7+eijj3jttde4ePGiW2B4aGgo+/bt4+mnnyYpKYmuri4p0L+oqIiysrJhP5v6+PiQlZXF5s2b2bBhA2mpaSyIWTD2P0gZGZkpQ570kZGZBdzPZE9mZiZqtfq+hA+Mb9LHlbi4OJKSkujp6aG6ulp6zjabjZKSElpaWggPDycmJobk5GQ2bNhARkaGFG5sNpsxGAxuHzja2tooLi7mwoUL1NTUYDQapdHk2XxV3tvbG71eP+nZRIIgoNFo0Ov1eHt7T2rotVKpxNfXF51ON+71AJm5w3gne3bs2CFN9uTm5qLT6e5L+MD4Jn1ciYyMJCkpCZvVRk1tjRTebDabpdDRgIAA4uPjSU5OJj8/n2XLlhEeHo6Pj4/0HuO6ntDV1cXly5c5f/48lZWV9Pb2olAo0Gq1c0Iwy8xeFAqFNOkwWVLGifP9erKnYAVBwMvLC71ej4+Pz5wsVpgJ7meNy3X6636ED4xv0seJWq0mKSmJ2NhYGhoa3Fb1DQYD165dw2g0EhcXR0xMjDQNnJSUJE0Cm0wmN7Fls9m4e/cu586do7i4mJaWFmw2GyqVioCAAPl1JSMzg8jSR0ZmBplIZs9g2QPct/CBiUsfcBzK0tPTMZlM1NXVYTAYpPWt0tJS6urqCA4Olqqdo6KiWLNmDUuWLCEqKgq1Wo3VaqWvr8/tYNbZ2cnVq1cpKiqioqJCul9/f/9J/zAtIzMfcZU9Bw4cGJPsefbZZ/na174myR7gvoUPTFz6gOPK88KFCxEEQQoQBcdURVVVFZWVlej1eqKjo/Hz8yM8PJy8vDyWL19OVFQUWq0Wq9WKwWBwO4z19PRw/fp1ioqKKC8rl/5ctFrthFdmZGRk5jfOUGPnGpcn2RMaGuome7785S+7rfrdr/CBiUkfcFyoiouLIzU1lc7OTurq6qT3dqPRyK1bt2hvbyc2NpbIyEgpo2r16tWkp6cTEhKCIAiYzWa3MPD+/n6ampq4cOEChYWFNDY2YrVaUSgU0hqujIzM9CJLHxmZGcBsNnP71m0+/exT3n777TFP9jzz9DMsylzktoJjsVg4fvz4fQkfuD/pAxASEsKSJUtQKBTU19fT1dUlTe9UVVVRVVXlqJaNjZOupIeFhbFy5UqWLVvGggUL0Gg09Pf309vb67aS0dvby82bNzlz5gzl5eWSHNLr9KjVavnqkYzMIMYz2ZOWluY22bN8+XK3VSej0cjp06fvS/jA/UkfcBxkUlJS0WjU1NXVSWuJAA0NDVRUVKBWq4mJiUGv1yMIAkFBQeTk5JCbm0tsbCy+vr7Y7XYMBoNbsLzBYKC0tJSioiJu3rwpvX9ptdpJXc+RkZGZu7hm9nzyySejZvbk5eW5ZfYMznWaDOEDE5c+ACqViqioKDIzMzGZTNTU1NDX1wc4PquWl5fT0NDAggULCA8LR6lS4uXlRXx8PPn5+WRlZREaGopCoZCawJzY7Xba29u5dOkSp06dor6+nr6+PhQKhZTzKCMjMz3I0kdGZhoxm83cvn2bTz91yJ6f//zn45I93mr36ZbJmPBxcr/Sx/m8nXWfgyvd6+rqKC0tRafTsWDBArdcmuDgYJYtW0Zubi7x8fHS4/X09Lh9kHLWvZ84ccJR997Rga3fNifr3mVkpoJxr3E9vIM9z7qvcbliNBo5feo0r/3stfsSPnD/0gfAz08/YqV7c3Mz5eXlCIJAXGwc/gEDNdP+/v5kZWWxYsUKEhMT0ev1Uo7J4Lr3yspKCgsLuXr1Kp2dndhsNjRqDVpfue5dRuZBxDnZc+nSpVEDmkNDQ8nLy+PJJ59k3759I4Z4T5bwgfuTPuBe6d7f3091dbUkbywWC1VVVZSVlRESEkJkZKR04VGlUhEdHc3KlStZvnw54WGOtX1Pde8nTpyQ695lZGYAWfrIyEwDE5Y9zzzDokVDZQ8MCJ8f/OAHFBUV3ZfwgcmRPjBQ6R4UFDRspfu1a9cQBEFaw3A9RPn7+7N48WLy8/NJTk7G19cXhUJBT0/P8HXvJ05w48YNmpubsVqtc6ruXUZmMpmQ7Nmzh2984xtDJnucTKbwgcmRPjB6pXtZWRkWq4UFCxYMCaTV6/VkZGSwcuVKUlJS8Pf3RxAEjEajx7r3lpYWzGYzam81Wl+t/B4jI/MA4Cp7Pvn4E37xi1+Mvsa1+0n27tvrsbFtMoUP3L/0gYFK96ysLFQqFdXV1bS3twMDWT03btzA19eXmJgYtwlIpVJJWFgYy3OXs3r1aiIjI9FoNNKf33B17ydOnKCyspLOzk4EQcDHx0eue5eRmUJk6SMjM4W4yp79+/ePKnseffRRnnvuOfbs2eOQPSPk1riudA0nfL797W+zc+fOMQsfmDzpA2OrdDeZTERFRREUFDTkAKXT6UhLS2PNmjWkpKSg1+tRqVT09fWNWPdeUlJCU1MTVqt1ztS9y8jcL07Zc/jw4XGvceXm5o64uuRc6Zos4QOTJ31gaKV7fX39kEr3rq4uIiIiCA4OHhJSrtVqWbhwIXl5eSxatAh/f38UCsWQYNLBde+NjY2YjCa8vL3kuncZmXmKm+xxWeMqKysbfY3rK0PXuFzxJHweeughvvWtb41L+MDkSB8nWq2WRYsWodPphq10v3r1Kl5eXsTFxeHn5+f2tQqFgsDAQLKzs1m3bh3R0dHo9XppbX+4uvfTp09TWlpKe3s7oiiiVqvlJkUZmSlAlj4yMlPAYNnzxhtvjGmyZ8+ePWRmZnoMKXYKnx/84AcjrnSNV/jA5EofJwsXLiQmJob29nbu3r0rPVeDwcCVK1fo6OggMjKS0NDQYQ9PGo2G5ORk1q9fT0ZGBsHBwXh5eWEwGDCZTG6NX01NTRQWFnLp0iXq6uowm80olUq5lUpmXjJY9vz7v//7qLLn2Wef9TjZ40QSPq9NnvCByZU+zucTFxdHYmIifX191NXVSVkUBoOBsrIyGhsbCQkJISwszC0LzYlGoyE+Pp5V+atYunQpQUFBw7YKiqJIW1sb58+f5/z589y9exeDwYBSqUSr1crB8jIy84CRZI+nzJ7R1rhcmQrhA5MrfcBRvZ6amkpoaCi1tbU0NjYiiiKiKNLZ2cnly5cBR3urs8nLFUEQ0Ol0LFmyhA0bNhAbG4u/vz+iKEqf35xYrVYqKys5e/Ys165do62tDVEU8fb2HiKVZGRkJo4sfWRkJpGRZI+rmAEPa1yjHBzGJHx2jF/4wNRIH3B8KEhOTqa7u5uampohle6tra2Eh4dLzRDD4byqtGHDBhYtWkRYWNiY695NJpMcGigzbxi8xjVe2TNaKPFUCR+YfOnjxFnpbrVaqa2tHbHSPSoqasTH8fL2Ijo6mvz8fEc2RXg4Go0Gi8UyYt37uXPnqKqqkoJJ5bp3GZm5yURlzwsvvDBsQPNwjLbSNVHhA5MvfcC90r2+vt5jpXtoaOiI96PRaKS69+TkZAIDA4GR696dU5UtLS309/fLde8yMpOELH1kZCaBwZk9ky17YOzCR6ef2FjsVEkfGFule0hIiFTpPhKCILjVvTsDBT3VvRcWFlJRUYHRaJTr3mXmLBNp4xqP7IEB4fPqq69y9OjRSRU+MHXSB9wr3WtqajxWunv6s3BmU+Tl5ZGbm0tkZCRarRabzea57r28XJJNct27jMzcYDyyx5nZs3v3bkn2REVFjelxJjvDZzBTIX3AsUYbHx9PamoqHR0d1NfXD1vpHhcXR2Rk5Kj3lZyczJo1a0hPTyc4OBiFQjFi3fv58+cpKCiQ1vYFQZDr3mVk7gNZ+sjI3AdO2fPZZ5+NKnsWLVrEo48+yvPPPz8u2QOehU9WVtaEV7pcmUrpA+6V7nV1dXR3d7tVuldWVuLv709sbOyYrpYPrntXq9Wj1r2XlZVJV+19fX3luneZWc9EMnvGK3vAfcJnOOHz0ksv8eSTT05Y+MDUSh9wHHRSU1PRaDRjqnT3hLPuffny5axYsYKYmBi0Wi39/f0YjUaPde/d3d2IooiPj49c9y4jMwuZyGTP7t272bd3H1/+ythlDziEz/vvvz/pK12uTJX0gdEr3cvKymhoaCAmJobw8PBRpczguveQkBCPde8XL17kxIkT1NfXSyu1Op1OntyWkRknsvSRkZkAg1Z6IzYAACAASURBVGXP66+/7nGyxyl7RgtoHo7RhM93vvOd+xY+MPXSB+5Vui/JQqcfX6W7J5x17ytWrCAuLm5Mde83b96UqpidV+XlKmaZ2cT9ZvaMRzaMZaXrfoUPTL30gYE/j+DgYJqbPFS6x8Xh7+8/yr05cNa9563MIyExAZ1O57HuvaCggKtXr9LV1UV/f78ULC+/x8jIzCzjneyR1rj2veCQPdFjlz1wT/j8/n1+9OMfTZnwgamVPjBQ6b506dIhle7OTJ6ysjJCQ0OJiozyOLHtxLXufcWKFYSGhqJUKrHb7SPWvR8/fpza2lq6u7sdde9aX9Sa0R9LRkZGlj4yMuNiOmUPTJ/wgemRPgAan4lXunvC39+fJUuWsCp/FUnJSWi1WhSCYoj8GVz33tLSIte9y8waBsueX//611Mme2BqM3wGMx3SBwYq3aOiomhvb6epqWlopbvFQkxMjNTaNRZ0eh0ZGRnk5eWRmpqKXq/3WPd+9uxZLhZfpKW1BYvFglqtRquV695lZKabwbJntOp152TPRGUPeBY+95vhM5iplj4w9kp354W7sf4scq7U5ubmsmbNGiIiIlCr1cPWvZtMJm7cuMHx48cdde9dct27jMxYkaWPjMwYMJvNlN4uHZPsca5xjaV63RMWi4UTx0+MKnwmq9pyuqQP3H+luyd8db6kpaWxdu1aUlJTpPYug8Ewprp3tVot173LTDsmk4mKioohAc3OnBgnTtnz8MMP35fsAc/CJzU1ddImfJxMl/SBgUr3+Pj4kSvdO7uIjIwcttLdE8669/z8fBYtWoSfnx9KpXL4uvcmR937hQsXHHXvJhNeXnLdu4zMdOAUB5cvX3aTPcNVr4eGhrJy5UrHGte9Nq6JyB4YWOma6gkfJ9MhfZyMVul+5coVaYVrPO1bzrr3ZcuWsX79eqKjo9HpdNjt9iF171arlbKyMk6ePElpaSkdHR0Act27jIwHZOkjI+OBicge52TPaNXrnnAKn3/5/r9QVFQ05cIHplf6OLnfSndPOOveN2zYINW9q1QqaSVjpLr3+vp6zGYzKpVKrnuXmXJcZc+BAwdGnexxyp6nn356wrIHpm+ly5XplD7g+F5iY2NHrHQvLSuVKt3Dw8LxVo/v/Vqqe1/lqHsPDAxEpVJJjV/D1b2fO3dOyqZQqVRy3buMzBQwnOw5cOCAx8meL33pS7zwwgtjql73hCR8fjQ9wgemV/qAe6V7TU0NTU1NbpXuly5dAiA+Pl5q6xorrnXvGzduJDY2Fj8/P+x2+5CVWpvNRmVlJWfOnKGkpESue5eR8YAsfWRkhmE8a1yDZc9EJ3uczITwgZmRPuCodE9KSrqvSndPuNa9Z2ZmSgJppLr3CxcucOHCBaqrq+W6d5kpYyTZM9pkz/3KHpgZ4QPTL32cREZGkpycPGyle3l5uaPSPdBzpbsnvLwcde+rVq1y1L2HhaPWqMdU997b2yvXvcvITBIzKXtgZoQPTL/0AcdUTXJSMrFxsdTV1dHc3OxW6V5SUoLRaCQ+Pt5jpftoj5Gens6GDRtITk4mICAAQPr85mS4une73Y5SqZTr3mVk7iFLHxkZF8xmM6WlpXz++eceZY9eryczM5NHHnlk0mQP3BM+J07w/R98f2Thcx+17J6YKekDEBUVRXp6OkajUboK7lrpXl9fT3Bw8KiV7p5wrXvPysqSJJLVah1yMHOte6+srJQOxX56P/mqvMx94ZQ9gzN7hpM9qampkyp7wCF8zpw5M20rXa7MlPSB0SvdKyoq8PPzG1cWxWAG171HRETg4+OD1WrFaDR6rHvv7e2VsinkuncZmfExHtkTEhIydI1rHG1cIzGa8HnllVdYtWrVfT/OcMyE9AHw8nascaWlpdHe3u5W6W4ymbh58yYdHR3ExcUREREx4cdx1r2vXbuW9PR0goKCAMdnZk91783NzfT390t5RPLavsyDjCx9ZGRwlz1vvfXWmCd7nnvuuUmRPeAifL7/fc8ZPlMgfGBmpQ8MVLoLgkB9fb1bpXtlZSVVVVUEBASMudLdE8PVvdvtdvr6+obUvd+4cYPTp0876t6Nct27zMQYLHt+9atfjTrZ89xzz02a7IHpz/AZzExKHxi90v3OnTtjrnT3hGvd+8qVK4mJicHX19dj3XtBQYFc9y4jM04mKntefPHFSZnscTKTwgdmTvrAQKX74sWLMRgM1NbWDql0r6urIy4ujrCwsPsSL86soNWrV7vVvVutVreVaGfde3FxsVT3bjQaUSgUct27zAOLLH1kHmjGK3seeeQR9u7dy7PPPjtpsgfGIXymMKBupqUPIDVD6HQ6GhoahlS63759e9yV7p4IDg4mJydHqnvXaDTSh0hPde9dnY4qZudVebmKWWYkXGXPdK9xuTLTwgdmXvrAoEr35qGV7mVlZeOudPeEVPeel0dCQoIUTDqWune73S41fsnvMTIyA4x3jWuw7JmMyR4nY1npmkrhAzMrfWCg0j07OxubzeY2Tela6R4WFkZkZOSEJ7adOOvenVOVYWFhKBQKRFEcse796NGj3L17l56eHkfd+72LdzIyDwqy9JGZvdgsYDWCuQ8QQaEC5yG/34rYXA6dDdDdDN3NCEpv8FIP3MbUg1hzCdqqoasRepoRvLWgUmO2WLh9+zZnjn7O4f9+m3f//XXKrhaj7Ddj6ge74+fFlMseGBA+//Iv05vhM5jZIH3AERC4dOlSqdK9ublZ+hB3P5XunnDWva9evZqkpCRJ5IxU9378xHGuX79Oa2srNpsNjUYj173LuDFbZA/MXIbPYGaD9IGBSvfo6Gja2tqGVLo7D47jrXT3hE7nqHvPz8+X6t4Bj3XvxcXFtLa0YrFa8Pb2luveZR54Bsuen//856NWr3/pS1+aEtkDM5fhM5iZlj4wUOm+dOlSFAoFNTU1Qyrdr127hl6vJyYmZlIq1oere/f29vZY937s2DEqKyvp6uqS695lHihk6SMz7YjtNdBSAW010FoFxi4EbSAoBj7M2q8fRCw/jVh5DrGiCAQQ/CNBea9JydiF/eBPEUs+Ryw7jVh2GiEwCiEgWrqN2HwH+8ffR7z6GWLZGcQ7BViDEylt6OTzg4d4++23Ofa7n5NjKmNViMDyMDU5od5cabMgaAYye557ZC17NiwiI0iBV1ct9LYg6IJB6TIeau6DfqvjsccxfeJJ+CxZsoTvfve70yJ8YPZIH3CvdG9ubvZc6R4YhFI1OQchX19f0tPTWbt2Lampqeh8dSiVylHr3p1iynkwkxu/HlzGs8Y1FZk9gxktw+cv/uIvpkX4wOyRPjDGSveuiVW6e2K4uneFQjEkmNSZTVFQWMD58+dpamrCZDJJ7zHyeoLMg4Sr7PnjH//Iz3/+cw4cOOCxen0qZQ8MCJ8f//jHM7LS5cpskD5OtFotmZmZ+Pr6Ul1dTUtLCzBQ6X758mW8vb2Ji4ubtIYt17r3DRs2EB0dLa3U9vX1jVr3LggC3t7ect27zLxGlj4yk4rY3QQNt6CpFLH+BmJb1T1ZM/ABVSz4LWLB7xCvfY547TBi510UiStBPXDYsR94EfHMx4g3CxFLi0HviyI+F7wdBwPR1I340f9BrCyHpjpoqkNIzESIygDVvSmc9lrEk+8gNjZBeyu0NHKo3sAv/vszXvu/b1BcXExWQD//OyuEtdE6csO1rIzwpUQTS/7WL0iTPRntRXgd+gXi5YNw4xhiSxnCwjUI2oCB53vzMGLpKcSmUsSWCrD0IfgGuoshUw/Y+x1ySxBmlfCB2SV9nIxW6d7Z2TnhSndPDK57DwoKQqlUjlj3XlBQINW9WywWue79AWQisue5557jmWeemRLZAwPC59VXXx1R+OzevXtahA/MLukDY6h0L3VUuoeGhhIeHj6pE57D1b0rlcph697b29s5f/48RUVF1NXVYTQa5bp3mQeCIWtcP5+5NS5XXIXPrVu3pF+fCeEDs0v6gOP9LS0tjdDQUKqrq4etdHeu0Y630t0TrnXvmzdvJjY2Fr1ejyiKI9a9nz59mpKSEtrb2xFFES8vL7nuXWZeIp9IZMaHuQ/R2AXGLjB0IixYfE/WOKZbxIpziGfegY4G6OsBHy3iy+8hBA2MTorNdxBLr4DF8cNJUCgQbRbc5mPUWlAI0C9Kj4s4MKYpDDdRY7fBvUkMxwP1M5hf/fpNDtZYMN/7LR+VgMLlbkSFgv/9139D+qbHpUNYv6ED0WIBkwXRaEEwdINod7tf8fx/I149C9Z+0Hgj5GxBsfM7CP4DBxn7xQ8c34ePH6Jax5VGEz/8P29QVHRuxoXPbGbdunX4+vqi1Wr5+OOP6ejoABwH2t/+9rd0dXXx8ksvs3rN6kk/OPv4+LB27VrWrFnDxYsXOXToEKdOneLatWs0NDS4fei8ffs2t2/f5tNPP2X9+vU89NBDLF26lMTERHl0eB5jMpmoqanh/PnzHDp0iMOHD1NXVzfkdnq9noSEBPLy8ti2bRtr166dcI3tWBgtw2e6hc9sJjs7m7/+679Gp9Px3nvvSX9/3d3dfPTRR7S1tfHiiy+yZcuWST2ggOOq+IoVK8jOzubxxx/n4MGDnDx5kpKSEurq6tx+NtTU1PD222/z2WefsW7dOjZv3kxubi4JCQmTkj8kIzNbcMqeGzduUFRUxEcffkRhUaHbNBw4ZE9wcDCLFy9m/fr1PPzwwyxfvnxKn9towme6VrpmO3q9nscffxx/f39+8pOfcO7cOWmasrW1lddff53u7m727dtHenr6lD3+9u3bOXnyJIcOHeLs2bOUl5fT2toq3c5sNktV73/4wx/Ytm0bW7ZsISUlhfj4eLmwQ2beIEsfmeGxGB0TKSovnEKH3jbsl/7gmGTprIf2ehS7f4iwYMnAapaxE7H6JvTds+lGM9jcQ5EF30BE14yEvm6HsHHFW+sudcy9iKJ9QAwpvcHXH8Ho8gFA6SU9VbPZzN2qGtTdZpRGG9xzQUab3c0L+Ws1KF2sj9LHm5zlyxFc5YGhC1wmO/Dxc1tFA6C7Bfrv3cZkuSefXJ6/xYB4/E3Ee4cJ0cebP1zs4/KFBsxmhzgIVMPKKB+ee3IdWzMj8DU0gbcSvDXu9/UAkpOTw3e/8110Oh1/+MMfaGpqkna1P/74Y/r6+vgL41+wefPm+2rdGQlBEMjJySEnJ4ddu3Zx5MgRjh8/TklJidsEEkB1dTXvvPMOhw4dYvXq1Tz88MMsXbqUlJQUWeLNI5yy58KFCxw6dIhDhw6NKHvi4+PJy8tj+/btUy57YGy17LLwcSc9PZ2XX34ZX19ffvvb31JdXY0oilgsFo4dO0Z3dze9vb3s2rVrSv7+vLy8yMzMZNGiRTz22GMcPHiQ48ePc/nyZWpra90Ouw0NDfzXf/0XR48eJS8vj61bt7Jy5UqSkpKkKmMZmbmIU/bcvHmToqIiPvzwQwoLh5c9QUFBLFmyhHXr1rFjx44plz3gED4ffPCBxwkfWfgMoNVq2bp1K4GBgdLEaWdnJ+CY/Hz77bfp7u7mr/7qr8jKypqy57B9+3bWr1/PuXPnOHToECdPnqS8vJyGhgbpdlarlZKSEm7evCnJn23btpGamkpCQoK8Uisz55Glj4yEePcq9LYhGjodwcjxOQgxWdKKktjTjPjp/0Xs6h34msbbCJFpoLg30eIf6Zjccd7AagND58BaE4AuGMHbC1EhIHh5ga//EIkixGcDomOiRumFELsUQeWSsq9SI6x4AvraB74mOhOzzc6dOzc4f/48BZ/+D/7VjXjZzNIEUGV3P/2i4yCWnJzM6h3Z+MYJCMp7wkbrDz4Da1sAQtACiEkEQzdYzBC0wCGdpO/RfE9cDdgkwS8MwXWlrb3GEUzt/H2jhTt3GzGaByZFti6O5Z+WepNgPY/iSC32wCgUD/0VQvjCAQFmM4OguJdb9GCJoNS0VL7zne8QFhbGf/7nf1JRUSFN2hw9epS+vj76+vrYuXMnAQEBo9zbxMnMzCQzM5OdO3dy7Ngxjhw5wpUrV6iurnYLZG1oaOB//ud/pIPZrl27WLZsGSkpKZMWDisz/bhO9hw+fHhWyR6YfStdc4nExERefPFF/Pz82L9/v1teSHFxMT/96U/p7e3liSeeIDIyckqegyAIJCYm8sILL7Br1y6OHj3K0aNHKS4uprq62m1dsKWlhY8//phTp06Rk5PDtm3bWLVqFSkpKdPyWpORmSxmu+yB2bfSNVdQq9Xk5eXxj//4j4SGhvL+++/T3NwMOKYp33vvPbq7u3nllVfIzs6eskYtHx8f1q9fT15eHiUlJXz++eccO3aM0tJSamtrpdvZbDbKy8upqKjg/ffflyZ/li5dSmJCIj7amYk7kJG5X2Tp8yDS24bYb0HQh7mHJx/7JVRdQWxvA4sNYeufoQxPAR+HvBCCYsBrUH5AS4UjwNjL8SYo+EcienmBxgvByxu8vR0NXKIdcDyWEL0YMXcXgsrbEeDsF44wWLTkfw1hxZcRvNSOqR9vrUN2OFF5o1i/V/pfs9nMnTt3OP8/H/DZZ5/xpz/9ie7u7iHful6vZ8nSZNasWSOZ/9FWgoSVTyGkrEXsbYPeNgiKRdC4TGz0myElHyHgjmNCymKC8BRHk9g9xPZacFkFsttFGvr6sdxbM1uyZAl7vpBNdMd5hOZWxOZWUN2E1V93ey5i7RXHpJVG7/j7849A8I9wzw6axyxYsIC//Mu/JCwsjLfeeouSkhJpyqaoqIje3l4MBgOPPvoooaGhUypWkpOTSU5OlkaHDx48yOXLl7lz546UCwKONqA//elPnDhxgtzcXLZv305eXh5paWmEhITIbTxzhNkue0AWPpNBVFQUe/bsISQkhN/85jdcvnxZOnheu3aNn/3sZ/T29vLVr36V2NjYKX0uCxYs4Otf/zpbt27l9OnTHD58mPPnz1NRUSFdLQfHYfTIkSMUFhayZMkSduzYwZo1a0hJSSE8PFx+j5GZtbjKnsLCQj766KMRZY9zjWu6ZQ/Iwud+UalUZGRk8Pd///cEBATwu9/9ThItfX19/PGPf6S9vZ2/+Zu/Yf369VMyse1ErVazfPlysrKyeOyxx/j88885dOgQpaWlVFVVSXlqdrudhoYGDhw4wAcffMDWrVvZsmULubm5JCUlybk/MnMOOcj5AUHsrIPqi4hV5xGvH4K6awgxS8BlekY8/TZiTSXYHCZC0HqjWLzNIVwAVN6IF38PXR2gUiL4+kB0CoqkPPDSOL5GqULsa0WITUNYmIeQvg4hNhvBx1+SNkJwHIr0zShSNyAkrkSIzhwIX76HoNE5vkbt6/i9EXZqzWYzpaWlHDx4kLfeeouf/exnFBcXu63bgOMgtmjRIh599NFxV68L2gCE4DiEyDSEuGUIYUnuz1elRrFwNULaBoSFqxAScxFishxBzve+Z0vrXUoKjlFR30anqZ92cz//cauHZqMoZfhsDOjGp6ncMR0FCEGBCHlPIviFSQ9lP/ErxM9+6QiUvnsJzL0QmYrgEoKNxeB4XGF8wmM2BjkPh7PSPTAwkMbGRlpaWtwq3UtKSlAoFJNa6e6J4ereBUGgt7d3+Lr348e5du0abW1t2Kxy3ftsZ7wBzdu3b5/ygObhmAsZPrMtyHkkxlLpbrFYJrXS3RNude8pqej0josOJpPJbbrQarVKde8XLlygtbUVi0Wue5eZfThlz5UrV/jkk0944403PFavT0cb10jMBeEz24Kch8NZ6Z6dnY1SqaS6utqt0r2urm7SK9094ax7X7FiBWvXriUiIkIq3xhc9242m7lx4wZHjx6V6t4VCgUajUbObJSZM8jSZ77Rb0XsrEdQ69wO/eL1Q4if/Ajx9B8QSy9CcynCii8i+AyYarGuBGpvStk0gt2EsPJLCBoX495ZBzotQkImQtpqFMmrEELiB6rUvX1QpG9Ckb4ZIXmVQ/hoA8YtIEbDKXsOHTrEm2++OarseeSRR9i7dy/PPffcmGXPuFB6Ifj4IfiFI4QkuEkui8XCqWuV/OT9E3x4uYILTb1cbDFyqbWf5PTFfO+732Pnrp1oawoRWqvBZgW7iBC7EGHpTsc0FIC9H/H4r6GxzpEb1N4KGhVC6rqBJjF7vyN3qf469DSDqcexZualHrVKfq5IH3D8sM7MzCQsLIzm5mYaGxvdKt2vXr0qVboHBgZOS4uWs+593bp1pKam4uvri0KhwGg0Dlv3fvLkSa5cvUJzczM2m02ue59lOGXPkSNHOHDgwKyVPTC2DJ/pqmX3xFyRPuBe6d7Z2TlipXtUVBRBQUHT8u/Wte49MzMTvV6PIAgj170XDNS9m81mvLy85Lp3mRnFVfaMpXp9xYoVMyZ7YGwZPjMtfGBuSB8nzkp3nU5HVVXVsJXuarV6UivdPaFQKAgICGDZsmVs2rSJqKgofH19sdvtI9a9nzhxgtLSUjo7OxEEAbVaLWc2ysx6ZOkzH+i3IjbfgboSxLIziJc/RohIuSce7rVqNZcjnvtIaszCZEGxbKtjNcgpZHpbofE6gl6PEBYJIQtQLNnhVqUuRKahWPYYiqxdjtrykIQB4TMNTET27Nu3j+eff35qZM8oWCwWTp48yT//8z9zvOA8VR1mbnXaudLWz8KMJZLw0el0joaAgDAICkMICkZIWYMifvnApFVvK+KJt6BrYG1Nkb0FRfJq6TZiTwvi//s24tmPoOKsQ+T5hyMERI26AjaXpI+Tmap094Sz7n3jxo1kZGRI0mm4uvfm5mYKCgq4ePGiXPc+S5hLsgdGX+maLcIH5pb0gYFK96SkJPr6+rh7965bpfvt27enrNLdE86699WrV5OdnU1AQAAqlcpj3XthYSH19fWYTCZUKhU+Pj5y3bvMtDFY9rzxxhseq9edsufP//zPZ0T2wIDw+dGPfjSrhQ/MLekDo1e6X7x4EUEQiI+Pn/TGxJEQBAFfX1+ysrLYsmULMTEx6HQ67Ha7x7r3q1evShNLct27zGxGlj5zEZsZBOXA5IaxG/uffoh4+reIRZ9C1U2E6HhHwLLzoO/tA0XvgdklTDhh0aDbaME/FGHRFhTLH0exYjfogt0nRLy191qypjdEeLxrXK6yJyMjY0aubLoKn6KiouFr2XcN1LILIQkISXkoFm9HkbkVIXoxuEwMib2tiC13EBRWBKUA9n6E1U8iRC8aCNu+UwBXPoc+g+O/5nqEtBUIkekDt+lqgJpL0NUANguCUgVKL/oMhjknfQDi4uJISkqiq6uLmpoa6QezzWbj6tWrtLa2Eh4eTmRk5LQeclQqFXFxcWzcuJHMzExCQkJQqVSYzWaMRqOb/Glra+PChQucO3eO2tpaLBYLCoUCnU4nX5WfJuaa7IGxZfjMFuEDc0/6OImMjCQ5ORmr1Uptba30mrBYLJSXl1NdXU1gYCCRkZHT+n14eXkRHR3N6tWrWb58OWFhYXh7e2OxWDAajW7rCd3d3Vy+fJnCwkKqqqowGAwoFAp8fHzQaDTT9pxlHixGkj2jTfbMpOyBubHS5cpckz7gyNZJTk4mLi6O2tpaWlpapOdvMBikie34+HhCQkKm9bl5e3uTnp7Opk2bSE5Oxt/fH1EUMZlMQ6Yq6+rqKCgokFZqAZQKJf4B/nLdu8ysQpY+cwVDJ2JTGWJVMWJ7LUJgzMCEjd3mWN1qbpGqydF6o0jbOJC14+OPeP0zBLUSIXwBQmwKQnIeQmgiKBz3I/gGOrJoIlIcE0CDa9NnALPZTFlZ2bhkz969e2dU9sC9la6Tp4YVPosXL+Z73/seO3fuHHkcVOXt+LtzWYsTtAEIsVkIMYshPAECQ1As2ekIdHZOdBW/D+XFAxNdPt4oNuxBCI4fuM3ljxA/exXx9knEplLoa0cIiqPPJs5J6QOO8NX09HQMBgN1dXUYDAZpnaq0tJT6+npCQkKIjo6esmaIkRAEgaioKNauXUtWVhbh4eF4eXlhs9kwGAxuB7Ouri6uXLlCQUEBlZWV0iFer9fLV+WnCJPJRGVlpSR7fvnLX44oe1JSUti+fTvPP//8jMoe8Cx8UlJSZp3wgbkrfQBCQ0NZuHAhANXV1VJRQH9/P1VVVVRUVODv7090dPS0vyac2RR5eXmsXLmSiIgI1Go1VqsVo9Hodrju7e3l+vXrFBQUUF5eTl9fH4Ig4OPjM+v/DmTmDuNZ4woJCZk1sgfmzkqXK3NR+oBDXMfHx5OWlkZbWxv19fXS52WTycTNmzfp6OggPj6eiIiIGXl+ycnJrF+/XprcFkURi8VCb+9Ak7FzNe3cuXOcOXOG5pZm6TOon5+fnKcmMyuQpc8cQKy7hnjpA8TCdxFPvgsNN1As3eUSsKxGrDoHTTVSbbggmhByv+ge8KvxRVi4CsXK3SjWPosQkSIJn9nGYNnz2muvjVn2LFq0aEanIzxN+IxJ+HhA0PghhMQjxOWgWPQQgm+Qm5gT666BqRNBBQJ2hJgUhOxHEXQDBz/7iX9HLLsCra1wtxy6ahDS12NQaCXpE+bjuM9ND21j6RyQPgAhISFkZWUhCAL19fV0d3dL0zSVlZVUVVUREBBAbGzsjF3Zdh7Mli9fTnR0NN7e3vT399PX1yd9WAPHwezGjRucPn2a0tJSTCYToiii1WpRq9Xy1aNJYDyyxznZ8/zzz7Nnz54ZlT0wN4UPzG3pA46DVFpaGhqNhrq6Ojo7O6X3mIaGBsrLy9FoNMTGxk5p+8xICIJAYGAgy5cvJz8/n5iYGHx8fOjv78doNEq5Z+C4kl5aWkpBQQE3btyQXvcajWZGX9syc5uRZM9wa1xO2bN79+5ZIXtgbq10uTJXpQ84pqKjo6NZsmQJBoOB2tpaaY3WeRaor68nLi6OsLCwGREozsntNWvWkJ2dLf1stdlsbk3Bdrudjo4OiouLOXbsGA0NDZhMJhQKBXq9Xp7ciicxeQAAIABJREFUlplRZOkzyxC7GhBUarcqdfH8f2H/0y+g/q5jgqO3CyFnB4I+ZODAb+qGltuOLJjoBIhKRZGxWZr0ARAiUh3/6cNgittGJoqr7HnzzTfHJHtcM3tm+g11KoXPWBAiMxDilkJUKkJINEJyPoqYJY71PoDeNkcYdFvrwNdkb0RI24ShX8G7775LR3M9T6f5sCTEi+UZiSQuiEDtq3M0vc1y2eDn50dWVhY6nY6Ghgba2tqkSZq6ujpu376NXq9nwYIFaLXaGZMnQUFB5OTkkJeXR1xcHGq1GlEUh4QGGo1GysrKOH78ODdu3KC7u5v+/n7pqvxUtwbNRyYie2Z6jcuVubbS5cpclz7geF2kpaURHBxMU1MTra2t0kGrpaWFsrIyRxZFXDz+/v4z9jyd74WrVq0iISEBrVaL3W7HZDK5ZVM4/z2cPXuWK1eu0N3djSiKUrC8/B4jMxbGI3uca1yzSfbA3BU+MLelDzh+foWGhpKTk4PVanWbprRarVRWVnL79m3CwsKIjIyc9oltJ0qlkqioKPLz81m5ciUhISEIgoAoinR1dUnTPaIo0tvby5UrVzh8+LCUB6dUKqWLdzIy040sfWYDva2IjbcRqy4gXvoQwS/CMZnhXO0RBMSLH0tV3thFhMhYhKiBLBd8AiAwHEX2owj5f4Yi5/GBg/4cwCl7nAHNr776KhcvXnS7MgmOD9wZGRmzZo3LFavVyqlTI690ffe732XXrl1Tm/Cv8kLwC0OITHcEbS9Y4vY6EDvrEOtvIPQbHC1hoohi3Z+hiMmiz2Th3XffJdDUyP+3IoyvpwUS01+Ppr0MRUgsgn/ktIZ2T5TBle7OdiwYqHR3/uCejkp3Twyue3dO8YxW997e3k5/fz8atVz3Plach9ujR4+yf//+EWWPTqeT1riee+65WTHZ48RoNHL27Nk5N+HjZD5IHxiodI+Kihqx0t1ms01bpbsnnHXvq1atIjU1FZ1OJ2VTeKp7b2trc2sVlN9jZIbDKXuuXr06akCzc7LniSeemFWyBzwLny1btvCtb31r1gofmPvSBxyTinq9nuzsbBQKBVVVVXR0dADule5+fn7ShbuZwlVerlu3jvDwcOk9sre3d9i698OHD1NZWUlPT4+UpzaXfu7JzH1k6TPT2G3Yj/8a8ex/IB7/Tyi9guDnixCf48h1AQRdMOLF34Ohz/F74REI0RkIMVmS9BG0/gjRixGC4xA0ulk/keFkONlTXFzsUfa88MILs2ayx4nVauXkyZP80z/904gTPlMufMaA4BuMEJXhyATyC0AICESx/EsI/hFSe9d63w42L9Ch81biZbUidLUiZK5DCE+W1gHF7iboakRQqEA1/cHeozGWSnez2UxkZOS0Vbp7wln3vn79elJTU6VDlse69ytXpOBDue59ZAbLnl/84hejyp7ZssblilP4/Nu//ducFD4wf6QP3Kt0Tx650v3WrVvTXunuCWfd++rVq6W6d0Bq/HLirHsvLCykqKiI5uZmue5dZgiusueTTz7hjTfeYP/+/R5ljzOz56mnnpo1sgfmvvCB+SF9nGi1WhYvXjxipfulS5dQq9XEx8fPyBqtK65175s3byYqKgqtViut7bv+W7DZbNLktvPng0KhwNvbe8bPBjIPBrL0mU6sJsTeVgS1S0CyzYL9/X9ArCwH2z0zbO1EkfO/BiY0lCowdzsO6Ys3o1j5JIqMLaCeO3JnMPcje2bLZI8Tq8XKyVOehc9UrnSNF8E3CCEqA0X6ZhSpGxD8wkChlKTPFn03y0J98FY6rk4L0QtQ5H8VISBSug/xwu8RL74P7TWIpl5QKBC8fd3WEmcDs7HS3RPOuvdNmzZJoYFKpVJayRiu7r24uJiGhgasVisqlUo+mN1jrLJncEDzbJM9MD+ED8wv6QPule69vb1DKt1LS0tpbGwkLDSMsPCwWRHG7jwsuda9K5VKrFbrsHXv586dk+veZSQGy57XX3+d/fv3jymgebbJHhh9pWsuCB+YX9IH3Cvdq6qqaG5ulirdu7q6KC4uRqFQTGuluydc6963bt0q1b0789RczwU2m42qqipOnjzJ1atX6ejoQBAEVCqVXPcuM6XI0meqsfcjdjZAXQli6QnEG0dQxGYPZO0oVdDXilh5GfrvHeh6ehBWPHJvxcshdYTIdBTLHkNIykcIib/X7DT3hM/gzJ7RZM+jjzzKvhdmtnrdE1bLvQmff54bwmcIXhpJ1Dilj6ntLjYRTDY7el9v1Ct3okjbgKC+9z1YDNgP/Qzx8inEG4VQWQAqBUSmugeHzxLGUukeERFBRETErDnIuNa9L1myhODgYKnu3WQyuY0Ou9a919TUYLFYUCqVD2zd++DMnrkse2DuhjYPx3yTPk4iIyNZuHDhkEp3s9nsVukeFRU1a+rRXeveV6xYQUhICF5eXlLj13B17wUFBVRXV2MwGFAqlXLd+wOEJ9njWkIwXPX6bJQ9MLczfAYz36QPeK50NxqNXLlyZcYq3T3hrHvfvHkzycnJ+Pn5IYoiZrN52Lr3s2fPcu7cOdra2hAEAaVSib+/XPcuM/nI0meKEbsasZ/4FeLJ/YgFf4SKawgZeQiB0QOZPdoAuPIJgpcSISQEISYZIWklgl/4wG3mqORxMpHMnn379vH83tkpe+DeStepkYXPtGT4TCJO6fPp1RoO1xq50W4kedlyFjz0DbwiXFa7aq8iFvwndN87RBuMEJuKkJA7IIasZjB2OaTmLJj+cVa69/X1UV9fP6sq3T0hCAKRkZGsXbuW7OxsR927yku6Kj9c3fvZs2epqKjAYrEgCAI6nW7WyKypZD5k9gxmrmf4DGa+Sh8YW6W7n5/fjFS6e8JZ956fn09+fj7h4eFoNJpR697LysowGAwoFAo0Gs2c//uTGZ7BmT2vv/66VL0+WPaEhISQm5s762UPzI+VLlfmo/SBgUr39PR0WlpaaGhocKt0v3HjBh0dHSQkJBAeHj7Dz9YdZ937hg0byMjIICAgALvdjtVqHbbuvaioyFH33twMOD7/yXXvMpOJLH0mG5vlXjPWPUHTcRfxgx8gNreCCIgieNlRpKwbyOzRh0JvE0LSMoSc/4Vy0wsIIYmz4rB8v7jJnt+MbY1r37597N27d1Zl9gxmrmT4jAen9Kmvr8dih+oekaVP/DmL127Dx3fg+xCvfQ63z4Lx3vfs441i03MoohZJr1mx/hrilY8R22vB3u+QQcqZzf4ZS6V7YGAgMTExs/LqtVT3nuuoe/fy8qK/vx+DwTBs3fupU6coLS11ZALZ52/d+0Qye2a77IH5s9LlynyWPuBe6X737l26urrcKt3v3LmDRqMhJiZmxrMoBuOse8/NzWXVqlUsWLAAHx8fbDYbJpNp2Lr3s2fPSnXvgiDIde/ziOFkz0hrXKGhoZLseemll2a17IH5J3xg/kofcEw+R0VFDVvpbrFYKC0tpa6ujoSEBEJDQ2edJHFObjsv3gUFBQGOCwKude+iKEp170eOHKGhoQGLxYJCoXhgJ7dlJhdZ+kwSYlcjVBcjNtxECEmQDr+CPhSx7AS0NTqEDyDYDY52LfVA8ryQuh4heTVCRAp4a+f0VA+MIHsujp7Zs3fv3lk72eNkLMJnVq90jYCr9HGybds2srOz3Q9khk5EuwnBCwTRihCfjmL5FxH0YdJNxFNvYj/2DuLVY9B8ExARgmNmvFHOWWPs6+tLfX291IIFs6vS3ROD6969vb3HXPdut9sdKxlqzZyvYp5oQPOzzz47q2UPzE/hA/Nf+oB7pXtjY6PUggWOHC6p0j1+ZivdPeFa956YmDimuvfLly9LBxhn6PNcf495EPEke0Za43riiSfmhOyB+ZPhM5j5LH1gaKV7VVXVsJXu4eHhM1rp7glna+yqVavIy8sjNDTULadouLr3gwcPUldXR19fHwqFQq57l7kvZOlzn4idDYjlZxEvfoB49Fdw+xTCku0IPv4D4kYUEW+cQPDXI8SlQNJKFMmrwFuDNBE0T3DKnsOHDw9k9niQPbt27WLfvn3s27dv1sse8Cx8MjMz5+SEj5OxSh8hJAFF2maE2CXgH4yQsg5F9CIpp0rsbkI88nNoanSEk7c2gqkJITnfMdU2w7hWujc0NIxY6R4dHY1er5+1Bxdn3fuaNWukundwXIV3/fc2uO69o6MDW79NWsmYbVfFRsNV9owls2fbtm1umT0zWfM6Fuar8IEHQ/rAQKV7dHQ0ra2tNDU1Sf8mXSvdY2Nj8feb2Up3Tzjr3levXk1KSgq+vr5SNsVIde/nzp1zvMfIde9zCqfsKSkpcVSvv/4Gb+9/2+Ma11ySPTA/J3yczHfpAwOV7suWLUMQBKqrq4etdPf39ydmQcys/VnvFFgrVqxg/fr1hIWFoVAopH+Dg+ver1+/LtW99/b2olQq5ZVamQkhS5/7peoC4u++hXjjAvQZoM+AEJWAEJUmZaAI/uGIraUIOY+ieOivUCx9xDHNM4+Ez2DZ89Of/tRjZs+uXbt44YUX5ozsgfktfGAckz4ACiWCfwRCwgqEiNSBYHJALDsNlz+DXsf4LYKAYvUTKBauufe6B8x9iHevgsXoWP2a5lVGZ6V7eHj4iJXuJpOJqKioWVHp7gnXuve0tDR8fHxQKBQj1r2fOHFCqnvv7+/H29sbn/+fvfOOj6s68/733JmRZiSNmmV1yZIluQp3G8sGywabYjtAqAEW8sJmgVCSdyHZJPuSstm0TYFQN2RJNiGEQEJCNeAqGyz33iTZalbvdTSjafe8f1zNaMa2qsfCluf7+cwfmjlz5ozm3lN+5znPz2S6qL8jjC83roEYz4IPXD6iD/RbumdmZg5o6d7R0UFyysVh6T4YJpPJz+7dM8YNZPe+c+dOdu3aRVNTEw6Hw9vHXArj/OXGWZE9L7w47sQeGN+CD1weoo8Hk8nErFmzCA8Pp6KigpaWFqA/N86BAwcuGkv3wfC1e1+1apU30b+qqgPavW/ZssVr967T6YJ270FGRFD0GQnOXnD0gD60P4pH0SP3vg0+u17Ym1Hm3tS/EA4JQ5lxLWLyYv8IoHHA5SD2wPgXfGCEos+gFbUh3TaE4gKnFREVibLiYURCtvfalxV7UD/6ObL2KLjtWt4fo1nL+zOG5OTkkJqaSmtrK7W1tRe9pftg+Nq95+bmEhWlRRAMx+7d5XJdtHbvoxV7/vmf/5n58+dfEmIPjH/BBy4v0QeGtnQvKSnRLN3j44mPvzgs3QfD1+59/vz5REdHoyjKoHbvO3bsoK6uDrvdHrR7v4gYyTEu3wTNjz/++CUl9sD4F3zg8hJ9QJvvTJ8+nfj4eCoqKs6ydN+3bx86ne6isXQfDF+79xtuuIG0tDTCw8NRVfUsu3ePMcCnn37K4cOHaW9vR1EUDAZD0O49yJAERZ/hYOtENpQgT2xC1hcjkmf0R/GYopCtpVB9Egx6RFIyTEhFueJGTRzyoA8Zl2LPxo0befXVV3n22WeHdOO6FMUeGFrwefrppy95wQcCJ/qImBSUGSsRqTMRoaGIrEWI7CWaqAPgcqAWvIw8sRMqTyJPFUJ3HSJtDiI8NtBfa0gyMjK8lu7V1dXe3fiL2dJ9MPR6Penp6VxzzTXDtnvfvXs3VVVVOJ3OiyZp4Jliz8svv8z27duHLfZcrKHd52IowedrX/vaJS/4wOUn+njwWLo7HA6qqqq817DD4bhoLd0HYzR27zt27OD06dPYbLag3fvniJSSrq6uYefs8RV77r777ktK7IHLQ/CBy0/0AU2EzsnOYVLGJKqqqvyO6vtaumdmZl5Ulu6DYTAYmD59OitXriQrKwuz2YyqqgPavRcWFvrZvSuKErR7DzIg5x1PLCsrke3t3iTFY4Fma54WcBFFNjVBXR3SZ0ccuqHtMLLkU2TxEURsFKouBUL6J98iZDpSbEIY4yB9JSIrD/XEqeF9l7AwRHY2BDq022JBlpcjfQbxQKC63XR1d1NTU8369Rv48MMPsVgsTEEiheCElNjRFmKTJ09m6dKlrF69mmuuuWb0k3q3G1lSjOy1D102gIjJk3GZTHxWWDik4DOSaAJZVobs7gJ1DO+ZxEREfHzArzNZXw/NzQNfZ8k3grMXWVqDFH1iUm89FO0AW59A2NMLFeXIw4eREzp9a+dcRyBFVBQiJQUCuGCYP38+33nkESY0NbG3sBCbtcd7LKp23YdssFpJuO8+pk2bFlAxRBiNiPR0CLRgaLNBdTVzgDk33MBN6Wls2LCRPXv20NDQgNXa47cwo7qKY6//iZZNmzh91VJWrVxFRkYGkZGR6If7fYVAZGQgznNXrbe3l+rqavbv38+GDRvY+Mkn6BsaSBKQpPRfDwaDFtack5PDtddey7Jly7SJXVUValXVebUBQCQlISbGgz6wRw9lXZ12z/T9/91uN1Xl5Wx57Y+0b93GDIcdFAFobkp3rljBF7OziTl9GvX06VF9poiJQSQlBfSeAZBtbdDQgPRJ7jsYhtpaJrW3M8/nd0xuakI5cgR1mGH4Ijxc+y6B3tW0WJD19cgzRMVAMRV4/KqriK2qYtOmTVgsFhxS0uBwUFBQQFdXFxaLhbVr157/AsXhQDY0IPuOPVwodMB0YPry5XwxM5NP9u9n66lTHD58mJqaGr9FSkNDA2+99RabNm1iyZIl3HD9DVy5+EoyMzO9bjbnRFWRzc3I2toL+l3ORERHa/PMAIvfsqMDqqoCPjcbDBEeDsnJdEtJSUkJu3bt4p133mHXrl1+uZlAE3tiY2PJzc1l2bJlrF27lgULFpy74p4eZE0Nsi96bSwQoaGQkIAYxj0ylODzjW98o1/wsdu1e6a19UI1/SyETgexsdp1FkB0QJTDQXRlBeqBAwGte0CE0PrmKVMCW6+UYLGgnjr3mioUWDVxIjF33cUr7e2cKivD6eibp3d1cugPf+Djjg4m/NM/Dd7PnIEIDdXWZoFOmuxwIEtKkD5Ht85FCHBdfDzL77qL3RkZbNiwnoMHD9LV1Y3N1t+vorrhxHG2lpRQ8c4/uP76G1i1ahVRUVFERESgKApCr4f0dER0dGC/i9uNrKhA+jiQXWiEokB8PCLQ4rOU2vjf0BDYegdDCEREBCInZ+w+UsrzU2vc//UzZGHh2C5gV61E99XHICSwg7H67juor70GDp+bUWmCpDZ/ecyWCC1RoPouSDuASGBkCRlFZga6H/8k4BNYefQo7p/+FAJ8MzqcDuoaGqhqasTpcvu9piL5vw4XpszMwIg9Hnp6cP3fr0P9GN6MgPrUU2y32/mPn/40YIIPgPsHP0AeOgRjOem7/XaUW24ZtNNvampi7dq17N271/vcr371Kx544IEBw2Pdr72G/PhjGMlCSdcE5naIUEEnwCmhJQYccXhvtFAgxg1OBboFONE0IEAsXIjy4IMBnyip27Zh+e1vObVrJ22WbtQz+rT4qCgmp6cTHhbA40LJSeie+BriiisCVycgy8tR//u/kUVFfs93dXdR19RIc2cnDufA11+owUB8dDSpSUmEmYYZMaNTUP71SZTly0fVZl+xZ/369axfv576+npMwNdNRpafcZ+FhYaSNGECifHxGEMDHzEg7roL3S23QIBzArhfew35wftg04QSu8NOZXU19e1tuN39Gw5CCFLj4piUknrebh3iqqtQ7r4bMWnSedVzJurmzahvvgn19cMqb+u1UV5VRUNf8k2A9Ph4MtPS0OuHN56LnBzEvfeiDLQQHSXy2DHUP/8Z6ROFdCGw2qxUVlfT0NFOi8vFG10W1vUJgDNnzuSRRx7htttuIykpadSfIRsaUN96C7lxY6CaPTSKQKxZS8PatWzevJlNmzZx4MABv8gmX6KioliwYAE33ngjS5cuJSsri4kTz5Ho3+FA/eAD1P/93zH4Ev2IK69EefRRRICj69TCQtQXXgCLJaD1DkZvaioV+flsbWkZttjzhS98gfnz5w9arywuRv3Nb5ClpRey+f7ET0S5/Q6U1asHLTbSCB9ZX4/6xp+RBVsvVMvPJsyEWL4C3aOPnndVu3bt4pprrsFmsxEB3GI281/TpxE/MX7I9w4b0fdQ6F/qeIL7hUBMnYLul78K3OeBJiwcPYr76acHLSalSmdXFyWVlVjO2ITQ63SkTJhAdubk4X9uQjy6H/1Y22AIILKxEfeTT0Jn59CFfVBVlbaOdmoaGmgdZL4tBBhDQkidGE9yQqKWKy4iAuWJJ1CWLj3f5vvT3Y37Zz9DHj4c2HoHw2BA3HIzui//n8DW63Ti/vOfkW+/Hdh6B0MIRG4uup/+dMw+8vwjfU4UwbEj3gXZmJCeBn7ROIFBVhRD8WGw+YgZCmDUwQSlv5PrroPj1RCAJsiOdqTTGfCUzrKzEw4egF7b0IVHQAiQAWScY8fYDdy/8jrmfvGLrFixInDh+i6X9l3GcAcG4OD69fzntm3sPngwYIIPgDx2FI4eviDX8IDMmwdnHL0LCBUVcOgADHOnH9DuoyggQYEoARYJp5rB0dxfJhYw6cAmoV5ChwQ7IEGaTOCzgxwwmpoIO1nMbNUN5zoa5HZBRXlgP7OxHtnREfiU7t3dyCOH4WSJ39ORfY9poaFD72DZrFBeNvzPFAIaG0fcVA9Hjx7lD3/4A++88w71PiKCDsg1hnJtxDnuta5O7XEhqFh4Qfpmysvh8CHo2+kLRYsCmXqu/tJmhdKT5/2RckIsXIDdeNnQ0Nc3Dy+ixATMBGb6/pbWHigpHugtZ3+mtQdx440ja+hw6u3sQB49AsePBbxuX8KAGcCM8HDqXS6299q9c47jx4/z3HPP0dvby3333UdCQsLoPqS3V/ufHr+wApYfQsCUqaSkpHD//fdz/fXX89lnn7Fhwwb27t1LZWUlHR0d3uKdnZ1s3ryZXbt2ccUVV/DlL3+Zu+666+wNBrcbWVU1tt8FkOHhYL8A0cXNzdqYeSHqHoC64iJeLizkj2Vlg4o9+fn5rF27dkixx4Ps7EQePgSVFRei2eemJhq5ZPDF66iOdNlsyKIxvmcMIZCSet7VSNWN224lTKcSEgJhqiDe6SC+qRGaGjWhJoR+0UaiiTW+U1AD4DvEuoAe+td2njoi0Dbr9IBDgk/XL7s7kFUHkS2Vfe8RCPNERLbP7+WwIqsPIXvaQGdAGEwQnYKIz/L5bAeyvVr7UCmQtaVw4uig60wBRANX6nVwrrmCtWdkv21djH+u1kBhs2n3/wjnsAoQ1/c45/c7k4527QHaXK+5efDyo0C6XH1j5hjeMzodBHiTFNAiysrLxn6ckWO4DiQAos+4oLdbcxLq3AvpwCn6O0MVqHBDdF+0gUVCx9j+SJcKihD8+3e+g5g8AjX9IuZE0QlvklsPM2fO1ASfNaMTfIKg3VPtQKeqrYDcaBMMDzogWYEIAVEKTJRQqUK5qt2DQcYl5eXlbNu2zU/wAW2iHmq4+HMpDRdVVZFSjjAmNMh4JCwkhISJ8Zjb273RMM3NzRw9epT6+vrRiz4XAQkJCdx+++1cc8017Nq1i08++YSdO3dSUVFBq88GTk9PDwcOHCAzM5Prrrvuok+6einS3mPhZE0tNh+hySP2zJw5k/z8/GFF9lwqtLe3s3//fpp9FrrnPNJ1KaC6NaHEYQOXHWEwglmLiJOqxNHVhHqqkMiSndwzWY9TFZQ3O8F3L8QATFG0FZ9OgF1CmQoe3UFBW+Ms9FkStqmwz90/N1OABAG5PmVaVWh194sxvd2on/0euePjvvcoiCm56J7oF31kVxPqR79AlhchQgxIcxRi4S2I67/RX6a7CXXjcyBV0IVCTYu2O+K7t6gARrTPlmjzShcB2YwPEmS8EhR9uptR9/8duf3PyJYGyBBQC/hG3rYBtSpYJTRLTf0OchbjLW3YnXfcSdO8+fzPn/5EZWUl06ZN47vf/e6oI3wudkJDQ1m2bJnfsYKsrKwLl9BXxf8+82BGm4Do+q4onQC3HNtowiBjztVXX83ChQupqKjAarViNptJT09n2bx5ZJ84PuxokouVlpYWysrKiDh1igy3mwBnCghyCRJpCuPaBQsp6u1l48aN2O12Vq5cyVe/+lXmzJnzeTcvIMTGxrJ69WquuuoqDh48yLp169i+fTtlZWU0NzcjpSQlJYX8/Hwmj5MNo4uNCKOJxEQTnD7dH9kzM5dl+cM7xnWpkZmZyVNPPQXAm2++6b2vvvGNb7A00EdczgchQTrA0qKJOoqCiE7pf73Xgjy9H1l7DHpakQ4bIuUKxKK76eruori4mPo9n7Dg6GtMNwieuSqRRquL14600dLpE9mtA1KUvlxxQLd69urvzEwfnqigESHB7bMzJwDljJx4UgWHDRwupMMFbjdYz4jWtbYjd68HTwoJq9SikHxFnxBglk4TelxSE7BOq1pEuAcDmjCk9j3c9B9HCxLkMuSyF31key3quhfB2teb6ARkKnBc9Y/2KVaDCvIQSMDhdBIi5bjIHG8ymXj88cfBaOSTTz7hkUceGbeCD0BUZBQ//vGP/ay9DQYDOl1gE9kOiQ5tkDdKMAjtiFeD9IsGkl1NUGWFyAREZLzXTS/IpUtycjI33HADxcXFdHd3s3jxYlavXs2yefOI/v734NNtn3cTR4VH7Nm6dSvvvfcet546yVfCTIQqwVifyx0hIG9JHhGLrsRsNtPW1sZXv/pVFi9e/Hk3LeBERkaSn5/PooWLOHb8GOvWrePTTz+ltLSUuXPnsmzZss+7ieOWxNhY5k/KYHNvLzOmzxi3Yo8vHuHHYDBQWVn5+Qk+nhw4Ak108DsuJZGuUtRtv0X2tCMi4xHXPwVCGxtkVwNqwW+QR/vyLIbo6ZlSS5HIYueOnbz3/nt0nCjkf/InkjhROx5sUCAyRMFvi0SiRUmH+ny27ozXz9xUG43oI6V2DN5bhwDdGXMy/grrAAAgAElEQVQz6Qan3a+MMPiki5ASXI5+wcfTPt9ocM9Rs1ifMbRbBV//BgWIFZCr0yKb7GinNE7Js+vRo/02bvrFoSBBxiGX30qpuwUiJnidv0TSNMSkqciSI/3JqCcooFf9FeGg4DMkUko+/PBDJuXnk52dTWRkJMolvrAJDw/n8ccf55prrmHGjBnjVvABQHDeCWMDQhtgUyFJQpwCDar/Dg8SeeRDZE8JpOUipi5HpF6BiIg7e1cpyCXF1VdfTU9PD9HR0f1uXBYLY5fyPHC0trRSWlbKtm3beO+99zh8+DA9PT3cEG6CsPFrTx5k5MyZM4cnn3wSq9XK7NmzP+/mXFBMYSYWLlzInDlzuOOOO1i/fj0JCQlMnz79827auCUqMpJly5ZhmTOHNWvWjGuxx5fMzEy+/e1vU1paOvaCjw4tOsUAhAltDdEo/Y9LRblBlqF+1Jc7LyMT8h8CU5T2tz4UInwcp1xuTp84wrf/+m22b9+Oy+ViWoygy9mvUuiFIDLkzOgatI00j95xrmgXJ9Cu9h+V6j4julqibcA1+iyGus9QinR6RPxkyOpz2tMZECkz/MsoBoiciIjt1o6uGcP8v6PqBtsZBjRSni3EnHni+1zCkBEIFdrDawZ7Rs7WTAUmCi1SyCKhRQXf9KEuO7KpVBPijJEIUyQYA2vuECTIWHHeoo+IikSGRYypZTvmyBEr0LKtGtlQDBX7UPIf6utkBBiMKCsfR635OrLXCT0CugREyDMWmheImBi4EMKIwQBRUQPWrUoVq8OB1eFAHcZvF6LTYTKEYLHbcQ+QeMotJd/81rfIzM9n9Y2ryVuSR05ODhMmTDg/8UcIiI7xut2MGUYjIAgPD2fhwoWBqzcqWrPodo3hdkJExIW5zsLDITLqwogtjWgTkR60HSrPIB+mIosLoLcDSo7BsQJY8c+IuV+E8PPIB2E0ateZ9QIk7xuI6BgIuQD5agwGiI6GQDqNDYWinLcleHJyMg8++KD/k0IgIqOQY/ldAMJHd8/4ij3vvvsuR44coccnibJFlTS6XFgUBQGYDAaEEPQ6nbiH0RfrFQWj3oApxIBumPediIwCfeD3eITRiIyOvjAJLwciOgZCL8Q9E6L1zWN5nUVFQ587XkBFD51OcwQd0/tfjMjpzmAwMHPmTGbMmDF4QSG0xPpjff8PMn86L0JDtTFzDG3OiY5m3uLFLAh0BNnnMc5ER8MITEISEhKGlxtLp0NERg5znJGguECo2hEtJKh6UPuOwgs0QWeGC0I8R6rQ3Egtff2wIsFwRliJ04HsrEf0iT5SZ8BtjEZB21R1OFVqa+v5bNth3H1DhdUFRW12okN0SKGghBsJiU+kV6mgwdchtszdP4fy5Cd1abk4TQYDJkLQN/Qdl3LTHxnkOd0v+p6r9vk3uNGy84N2nyamI5bcj5h7S/9zZwgkIiIWcdWXobMBHFYQCiJ9rv+/1xSFyJ2vRQ25XdDUjTxR3++YrJNgVrVj/wLtN1AUMBn7/516FSJ9w8MBVQdhPnOUEBWinWAWWlqBOMCkB5sBomJAp0Na2lA//oVmvBKTjJg4GTH9Wv/E01KCyw6GYcx/dDrt/h/LhBjh4YG3nkdzGB3z+7/PjeyCEBExtt9FoM0BxpDzF31WrtKyz4+h6CNmz9ZunOGgupGV+1D3/x32fYy02CBuEsqCO0Cn9WZi2gqYfyPC4YZGIzjDYeEY3ZAJCYjzXCidC5GcjLjn3rMyxNvtdioqKykuLqauoZ6mjk6/RMXnIjY6mvy8pUyaNInSkyXs3reP9s5Ov2NAoPWp7W43FVu2sGXLFvLy8rj++uvJz89nypQpJCQkjO6oUGgo4s47oa196LIBRGRlgT7wYoZy443IadO0s8xjhLjySsS5HKnOt95FiyDEMHZCiXRD7wFkR7fX/Uw2NyPaapBux3kNoyI7G3HHndDWFpi2DofYWERycuDrjYtD3HQzzJ0X+LoHQlEQOTmBr9dgQKxcCSkpQ5cNIGLRIsQIJkqeY1wesefw4cNYz+HQsdvuwN3WjlGnI2vSJK5cdCXh4WEcPnyEY8VFWIZYDBpDjcRERZEaM4HMzAwyMjKJHGKxLaZPh9jYQcuMBjF1KuLOu8b2nklORqSlB7xakZSE8oW1yAvhDDIQZjMiNzfg1YrISET+ck0gGysUBTFv5P3NkEfB9XrEnDlw3/2jbNjoEFNyEBcgsldkZSHu/aexFUqTkxAXoP8UiYmIL34R6uqHLhwooqIQM4cQCkdb7zXXQLyPxbnqAluntr6JiOt/3t6GrN8FzjbQuUCvQ5inQsyi/jKOGmTrxv7NvagQxLWzIbIvkk9IsFciGzf3/S004aKnHVVV6e7u5uSR41QfrMBU1U2PS6XT7uZIa683zSFAa6/ktZIuNtTaSUibxKq1tzAxMZOw5jf4w7Gj9HjGoAGMNfV6AxOio0kKiSRr4mQmZWQQO5pk6kJASjIiJhUGe7sxEmXWmoFf1+kR6XPRfeWPWgJrew+yugoit4HsE2GFBL0FQjpAcWoPqYPp2f31SCs4DoC7QZtrSwGJaTA/r7+Msw1Z/x5epcigQ1wxA668UhMzIiOhtxF5Yg/0auFRMtyIouj6RR+pIjvqkSc2QkwKInwCmOMQUclnH22jr2++596xFX1NpgtjsGM0oqxZg5wxM/B1D4RejwjkJrwHnQ5x5eL+Ez9jgRCI9MDPZQb9SCnHMkTnc8Blx/3b+5BFB70/pkhLR3noj1rn5Jlw9HZDaET/3+MMu91ORUUF+/fvZ926dbz//vt+u88DERsbyz333MP/+3//j4SEBKqrq3nuued4++23qa2txT0M4WL27Nlcf/31XHvttUydqlm66i/ArnOQywCXA/dHP4WDnyDbWsGlIlJSUO7+BSJjQf9Z+I56hCFUC5MOHvkKcgHxij1bt/HuewOLPb4IIZgyZQpf+9rXuOuuu5gwYQJbtmzhhRdeoKCggM7OoW3oJ0yYwOLFi1mzZg0LFy4kKyuL6OjocZFPLUiQIEE+F1wOZEcttJ5GdjVCcwVExKEs+4q3iKw9hvrmN5DlpdoTYaGIvFvQ3frj/jKn96P+/hFki7ZZKczhiGu+jHLdk/1lao6i/v1pMIRCaBgyPhtLzipKOmHnzp188P57HN69HT1u2nolzgHSTOj1erKzs3nkkUd46KGHUBSFAwcO8Otf/5qNGzfS3j70hml4eDh5eXnccMMNXH311WRmZjJx4sRR/AMvEhxWZNkuZGulFlEkJSIlV9vk70M2laL+9z+BzYp0OhFGI2Ltkyh592kFVBeybCfuXz/gfY+IikC571eI6df2fY4N9dB7qK99FxFugoQ0yJyL7rqn+iPPpQq2Lm1jMizGG3AQJMhYo/vBD37wg8+7ERcURY+sPgSnT/RHI3V1IiZNRSRO7V8Q6kPHpeBjt9spLS1l8+bNvPrqq/zqV7/iwIEDOJ1De1/HxMR4BZ/ExESEEERFRbF48WIURaHqdBUdnR1nRfycSWNjI4WFhezdu5fGxkaEECiKMi5y/gQZYxQdSupsMMeCqwvhtCCuuhdl6nII6YtksluQhX9Anj4I+hBEeHCQDRJ4WltaOXbsGO+88w7PPfccb/31LSoqKobsW88l+ICWfyJjUgYdnR3U1tZiGyISwGazcerUKT799FOOHTvmFZpCQ0MxGo3BvjVIkCBBzoXqAmuHJu5YWhBGc/9aoKcNuf9t5Ae/RO7+GHnqADg7UObe1D+PcPQga45AXWVffRIRYUaZd0v/OsJhRbaUIXQqYmICJGYi0uciUvsjCYUpCjF9BSy8A8vUGzjWG80HBTt56aWX+N3vfkdZeTk2p0qPc+AABI/g8/DDD/Pwww9jMpnQ6/UkJycza9YsLBYLVVVVQ27yOp1OysvL+eyzzzh8+DBdXV3odDoMBgPmERzbvGjQGRAT+/7nmYsQk69ExGX2vy4lQkowhiGSsyE+DRIno0y7BhHd52DrtCNP70Me3epdP4rwMMSKh7V5JYC9B/XIOig9DA4ntLciLA0oS/8JDH1n3xxW1BMb4dh6ZHcT9LSBy4GImDB2/48gQRiHoo9sq9JuZEMonjOTInEqFK8HiwUiTIj0LET6HETS9HEbBeARe7Zs2cL//M//DCj2GI3Gc0breASfp59+2iv4+L5nyZIlhBpDOX36NK2trWcJPzqdjjODyFpbW9mzZw+fffYZtbVaojeBIDIqcuwdooJcuoSYtMTNk+ZARDTiihv8bE7VkgLkpt8gD2yD1hIwhGgOXyGmcSnsBhlbfMWeX//617z11tlij6Io3j7Ntx8cSPDxkJqWSlZWFlarlerq6mFFYzocDiorK9m2bRuHDh2is+/ordFoxGg0BvvWIEGCBAHtKE5XA7Jos/Y49AGy6hAieUb/It5pQ5bvQR7Z4U1kLMKMiJw8hFk7+iXcLmgpR54+iogIQ0RGQkImyoxV3jWF0IUg4iYhpuUj5t+KMv9WxOQr/ZqjCoVuJxw5XswHH3zAiy++yO9+9zvKy8v95tSKohASEnLWXP1cgo/ve+Li4pg/fz52u53Tp0/T1eWfINmzAes7RrlcLqqrqyksLGTPnj10dHSg0+nQ6XSYzebxE0kqBISGISbNQ+RchTJzFcrM6/oFH9BSCPS0g7sTERWFiAiHCckoS+73Ht2Stk7krr9AY432Hp2CSJ6EcnV/bkJp60Bu+DVy+zrkkQIoL0S6bCjTlvt8lhvZ2eizfg0SJPCMH9HHbkFWHUTd/r+acp9yRX/na4qEkFCwNqDMuQ7lhm+i5CwdlzbPZ4o9v/zlL88p9pjNZm+OHZvN5tfp+wo+CQkJ5+zkhRDMnz+fmJgYqquraWpq8huQDAZtRyQ6Ohqn0+lXf1dXF4cOHWLz5s1UVVWhqipSSiIiIjD0JTUNEmQoRHgsInMhIrw/V4nsbECufxZ5+qS2NdbaBLVHEJNmISake49/BQkyUlpaWoYl9sTFxREREYGUErfb7Z28DyX4eEhMTGTKlCk4nU6qq6uxWCxnCejh4eEYDAbcbrf3NbfbTW1tLdu2bWP//v20trbidrsJCQnx7v4GCRIkyLhHdUFPO7KjXouoMPYlfpVuZGkh6p++peVpqa1A2NshdToiYYpWRuiQ3U3Iw1u81QlTCEyag0joy1knFG1PWa8ipucjZt+AMn0lIjKhP/m3PgQRnYKITdecRUP6cyqqqkpXVxdHjhzhgw8+8Eb2nCn26HQ6YmJiiI2Nxe12Y7f3W537Huk6U/DxxWw2M2vWLPR6PRUVFX5HvYQQ6PV6r6DjW7/b7aaxsZGdO3eyfft2Wls1SytFUYiIiLg8NhN0ekRcBsrstSi51yMmL0JkzENM9IkYsluRJz/Vos51IAx6mHIlyszr+sv0tCLXv6yZ0UjA6UAkZfiXsXagFrwEjaeQPW1g60CEhA8vOXSQIMNkXIg+svU08uB7yE+eRR7dC3VHEdOWIcxx/dbsCTmIzAUo877o9/x4wW63U1ZWxubNm4cUe6ZNm8acOXOIjo7m1KlTfmWGI/j4kpubS3JyMjU1NdTV1XmFH7fb7Q0xjYuLw2w2Y7FY/AY0q9XK8ePHWb9+PeXl5fT2au5cYWFhhISEBMWfICOn6iDy0DroaO/fpUvNRMz9AiIq8fNtW5BLktbW4UX2JCYmkpubS05ODk6nk5aWFhwOLfnjcAUfDxMmTGDmzJno9Xpqa2vp6ury6ztjY2NJTEwkLi4OnU6H3W73e725uZkdO3awZ88empqacLlcGAwGTCaTV5APEiRIkHGF04ZsPIUs34U8vhF5bD04LP3uUEIBSzMc2wi99r6nBGJCMiJ7iVZGpwe7BSoKtaS7iamQfgVKxkJEbGpfGQMiLhMl9wZEVp4WKRSVOKTbm0fsOXr0KB9++OGAkT06nY6JEyeSm5vLtGnTAKioqPC+PliEz7kIDw9n5syZmM1mysvLaWlp8b4mpcRoNJKWlkZMTAyhoaF0d3f7tbmtrY09e/awZcsWGhsbcTqd6PV6wsLCLo/xRAgtwjwqERHrn3hX6PSI2DRIykEkTIL4SYgpVyMS+0REqUJ7DeqmP3rnpBhDUK68DZE221tGNp5Cff17yBO7kEc2QsMxRPpsRLSP0YfbBaggFKQqsXRb6OzUzHhCQ0MDtmZyu910dHR4r4OQADrM2u122tvbsdlsXsExyNgxPkSfU9tR3/wPaO/QnrD1grMVJefqfpVUp0eYJ467nf6Rij1r1qzhpptuQlVV3n//fb+EoyMVfDzk5OSQk5NDbU0tdXV1Xjcwz2CxePFiFi1aRFxcHHq9nu7ubj/HMIfDwcmTJ/noo48oLS3FYrEghMBoNGIymYLiT5BhI0LCQLrA1gLWLkS4CXH94yiTr+w/j+/s1WxRdYZgrp8gAzISsWfBggXcfPPNLFmyhOLiYg4cOOAVsUcq+HiIjIxk5syZREVF0dDQQFtbm7ff7OnpYcKECeTl5TFr1iwiIyNxOBz09vb6RVy2tbWxd+9edu/eTXV1tXeybjKZAjqRCxIkSJAxRXWD2+kXsS8761G3/Rb50X9rkTwNFRAiUGat7k/l0NuNrD4ILY2ae06oASamocy4tr9uRQfRCYhZ16MsvR9l0Zf6BZ/RNPUcYs+rr746oNgzf/58br75ZpYuXUptbS2bNm3ylhmp4OPBZDIxbdo04uPjKS8vp62tzfvZTqcTVVVZvnw5ubm5mM1mpJR+UaZSSrq7uzlw4AAbN26kvr4eu93uHU9CL4Al+CWBokdEJ2spB3KuQplxbb/gA5rjrKUZLDXafDTUgIiIQll6f/9GpNOGPLEJeeRT7W+3ipAOxFX39Ueyu53I+mLkqULsnc2Ulpxgw5YCNhV8SlFREV1dXYSHh59X/iW3283p06fZtm0bGzduZOfOnVRUVOBwOIiNiT2vOYPD4eDw4cMUFBSwadMm9u/fT0NDAwBxcXHBHIRjxLgQfUTEBOSpAm133/OcvQsxby3CFDXuonrgbLHnF7/4BQcPHhxU7Hn00Ue56aabKCgo4De/+Y2fmj9awcdDWloas2bPoqWlhbq6Onp7e72DxcmTJ0lISODBBx8kLy8PY59FvdVq9WuvlJKKigo2bNhAUVERHR2aiBcSEkJYWFiwUxgCh8NBZ2cnFovFewY7UIKZ1Wqlo6PDO8gHSp33WJN2dXV5o8PO63cODdeS9k1IA0c7YtpViNlr/RLmydLtqHve1Bz7IuIQIaZxJwYHGT3DPcblEXvuuusuHn30USZOnMjrr79OQUHBeQs+HsLCwpg5cyYJCQk0NTXR1NTkjR5qbW2lvb2d/Px8brnlFjIzMwkJCcHpdNLb2+snrHd2dnLo0CEKCwspLy/H4XCg0+ku78n6JUpvby+dnZ3YbDZ0Ol3Aju2pqorVaqWzs9MrDgZqzHW5XHR3d9Pd3Y2UEr1eH9zMCTJy3E4tEW5zGbLqELKlUouy8Fhj91qQ5buh9Jj2tyq1Rfb05Yiw6L7n3GBtB2c7Ii0HshcishZruT/7EEaz5vQUn9X/vlEwGrHnzjvv5F/+5V+YNm0ab775Jm+//ba33GgFHw+hoaHk5OQwOXMyNTU1NDc3e8c1m81GTU0Nc+bM4cEHH2TatGkoioKqqvT09PhtJtjtdo4ePcrmzZupqKjw9kWejdogPggFEZmAMmctImepdpQwcQrKlKv7Nx17LagH/g6ni7W/FYFISEG57uv99dgtqNteQb77PJbjBexe9zc+fv8fvPCPLWzcuJHNmzejqipTpkwhMjJyxM10u90UFxfzq1/9ih/96EesW7eObdu28cknn7Bv3z6iY6KZMmXKqCK7nA4nBQUF/PCHP+S5555jy5YtFBQU8OGHH1JdXU16ejppaWnBMWEMuPREn542ZPXBvrOzfQvPkDCIToCSrSBApE5CLPkSyuS8cZcQy263U1ZaxuYtIxN7Hn30USIjI3nllVd48cUXAyr4eIiPj2fBggX09vZSU1Pjt0tw8uRJGhoaWLVqFV/5yleYNm0a4eHhgDbY2O12v7wVNTU1bN26lUOHDtHS0uI9exwREREUf87A7XZTUlLCp59+yqZNm9izZw/V1dW43W6io6PPK/zWYrF48y8VFBRw+PBhmpqaCAkJOe9z3Q0NDezZs4eNGzfy2WefUVJSQmdnJ2azGZPJdF6/s4jL0I5zZi/1O84p26pRP/klct8mqNgDbiuY4xBhUeMyx1eQ4TNSsedLX/oSTz75JNdddx3l5eU8++yzbNmyJWCCjweDwcD06dNJTU2lubnZu8MKmphz/PhxTCYTt912GzfccANpaWno9XpcLhc2m82v/RaLhRMnTrB9+3ZKSkqw2+0IITCZTBiNxuCk6yKmp6eHoqIiCgoK2LJlCwcOHKC+vh5FUTCbzaPv5yW0trWyf/9+tmzZwtatWzl+/DhtbW0YjUbMZvOo+2KXy0VtbS3bt29n06ZN7Nixg9LSUnp7ewkPCycsPGzoSoIEAS3RbeNJ1O3/i9z1JnLH37RUDtl5WhQ/2lEbLM3IY59p71EEIioaMWmultMPEPoQiE1FTMtHuerLKFfc6Cf4BKSpPmLPBx98wAsvvDDoMS6P2PP4449z22230dDQwDPPPBNQwceDwWBg0qRJzJgxg9bWVu8mLWhz8ZKSElRV5a677uKuu+4iKSmJ0NDQc44nDoeDkpIStm7dSnFxMRaLBb1eT0hIiHd+H6QPoSDCY7RUI2mz/aPMVSe0VAK9WtJwkwmmLkGZ3h99Jq0dyA0vQEcHoQ47OeEKsUYdfyrp8UZhHT10gCkxOnKnTEYJMfWLoUMhob29nf/8z//k1Vdf9cvtpKoqjY2N7Nu3j7lz55KVlTWir62qKqdOneKrX/0qO3bs8Fvnud1uysrKOHnyJNdff/2oxKogI0ReQqgNJ6V7/TPS9Z9LpVryqZRul9/rrne+K11vfVOqpw9Iqbo/p1ZeGHp7e2VxcbF844035N133y3DwsIk2glRv4fZbJazZs2SjzzyiPzwww9lb2+vlFLKmpoa+Z3vfEeazWa/8jExMfKxxx6T9fX1UlXVgLS1o71D/uxnP5NTp06Ver3e7/Pmzp0r3377bdne1i5VVZXbtm2T//Zv/yaXLl0q4+PjpU6nO+f3mjp1qnziiSfkunXrZGlpqXQ4HAFp66WO2+2WO3fslHfffbeMjIz0/r90Op1csWKFfPfdd2V3d/eo6rZYLPIvf/mLXLp0qTQajd66IyMj5QMPPCD37dsn7Xb7qOquqamRP/3pT2V2drbfb56RkSF/+MMfytOnT0u3O8D3sN0q3R/+WLq+dYV0PpqlPZ7Ike5PfiFld0tgPyvIJUNLS4vcs2eP/PnPfy7z8vLO2bcqiiKTkpLkihUr5I9+9CN5/Phx6XQ6pc1mk5s3b5Zr1qzxu0eEEHLKlCnypZdeki0tgbu2du7cKe+9914ZGxt7Vr9/zz33yK1bt0qLxSKrqqrka6+9Ju+99145Y8YMGRERMeB4sXz5cvnMM8/InTt3ysbGRulyuYZuSJAxxdJtkevWrZNr1qyR4eHhfn3xrbfeKjdt2iRtNtuo6m5oaJAvv/yynDt3rl9fnJKSIp988kl5/PjxUc0NXC6XLCoqkt/85jdlamqqt169Xi9nz54tX3jhBdnQ0DCqNgcZx7idUnY3S7WpTKqdPteHs1e69/5VOr8+xTt+u763ULp3vu73drV0h3T9+Grp+ukK6frvu6X7419Itb54bJrudsuOjg65e/du+etf/1ouX778rDmwZ34WHx8v8/Pz5fe//325d+9eKaU2z9+5c6e84447/Mrr9Xo5bdo0+eyzz0prjzUgbXW5XLK4uFg+8sgjMj4+3u/zwsPD5a233ip37NghbTab7OjokG+++aZ88MEH5RVXXCGjoqLOOZ6YTCa5ZMkS+aMf/UgWFhbKurq6gLT1skBVpbR2SLVsl3TveUuqpTt9XnNLtfqw37Xf9pUM+b0F/eO6AJkULuSHt6dL25+ekO6dr0u1dIeUlrYhP9rpdMrCwkK/OcyZj5CQEHnzzTePeCywWq3yv372XwPW67neXnzxxZH+x4KMgksm0kfWHEHd8Cxy69+g2wLtpYipyxBGs3cXX8lYgDJ7DSIqadwc6fIc49qyZQu//e1vRxTZM336dG8i0JdeeokXXngBi8XifU+gInzOxGg0snTpUoxG41mW7g0NDezfv58IcwSpqanMmDGD6667jtzcXGJjYlGlitPpxGq1+inCvnbvdXV13raazebL2pWmurqab3/n23z00Ud+9s5SSiorKzl58iTz588nKSlpxLu1W7du5emnnz7rerPb7Rw+fBiXy8W8efOIjh5Z+LPD4eC3v/0tzz//PFVVVX6/c0dHB/v27SM5OZmpU6cGNlTY2oF66ANkXQW4tFBlER2JWHALIml6ML/PZUZrayvHjx/nH//4x7CPcT311FPcfPPNJCQk4HA42LFjB8888wybN2/2i/DJycnh61//+nlF+JyL1FTN0r2np4eqqipvTjaHw0HRiSLq6uuYOHEiU6dOZdGiRSxdupTs7GxCQkJQVdUbVenBY/e+detWDhw4QGdnJ1JKQkNDg3bvFwlSSvbs3cPPf/5zPvnkk7P64pMnT9LR0cGMGTNISkoapKazsdlsvPfee/zsZz/jxIkTfn1xd3c3xUXFCEUwd+7cEe/cNzY28vvf/56XXnrJL3GsZ+e4tLSUiXETyb0iN3idBdFy7TWXIct2IY+tRx77BOw+SZgVPdh7oGIHeCLVVRdERKDMXNU/59cZYEIqytybUK5+ADH9Gs096wJy5jGu4UT23HHHHTz++OPcc889JCcnY7fbOXjwIM888wx/+9vfvO85K8InLDBzIl9L997eXj9Ld6fTSUVFBSUlJSQkJJCRkSvzd7EAACAASURBVMH8+fO55ppryM7OJiwszOsmZrPZvHV67N63b9/utXs3GAzeaMRgJOkgCAEGIyImFZEy0z+HlOpCNlfQW7aLmvpWDIrA6pI8e6iNym6tzzYoMHeijv+YPwGl5hTy2Dao3ofImIeISemrSGrJoBX//ra3t5f169fz3nvvDdg8zzG/xx57bERrLqvVyosvvkhxcfEgX10QGRnJrbfeOux6g4yOS0b0UTc+h9z5sWbDDNDajAg3IDIX9V/A+lA0H8VLn0CIPcCYCz4eBrN0b29vZ+/evShCIS09jaioKNLS0shfns/8+fOJj48HtNC/Mx2/urq6OHjwoNfuHbRJscfC+HIbVN544w3eeustPxtOX+rr68nIyGDWFbMICxt+KL3L5eKHP/whO3bs8OYQOZOysjLy8/PJyMgY0aS9srKSn/zkJ5SUlJzzdYfDQUdHB1dffTWJiQF03AoN15wX1B6EpREUgZJ/L8qcmyAsSiujqsj2au060oWMG/E4SD8tLS3nJfYoikJvb++YCz4eEhMTmTp1Kk6nk6qqKnp6tPBuVaqUlpZSVVVFTEwMKSkpxMXFMX36dPLz85k+fTqhoaFIKent7fU7Uut2u6mrq2Pbtm3s27ePtra2oN37RYLVauWvf/0rr7/+ul+eJg9SSlpbW0lOTmbx4sUjEvfLysp47bXX2Lp16zlf7+3txel0kpOTw5QpU85ZZiAKCwt55ZVXOH369Dlfb29vJyQ0hLzFeUTHjD5vSpDxgexuQi38I/KD55BFe6G+AhQXSu4q0PclkFVdyLbT0FSJiIpERE+AhCyUqfnevHzCGIFImq7l+rnAdtcDiT0VFRWDij1PPPGEV+wBbb5/4MABnn322cEFnwuQL8dsNjNnzhwURaGystI7l3S5XNTU1HDkyBEiIyO97l5Tpkxh+fLlzJw5k4iICFwuF06n02/T0dfu/dNPP6W1tRUhBIqiEB4eHhR5R4qig8gEGo0J/Px3r9NodVDb4+L3RT3Y+1ItRRjgy9MiWJrUJ85LNAv5Zf8HER6jPedyIqsOIutOgNOmHYcMMeF0Otm3bx+ffPLJoM0wm8089thjI0ro3Nvby9tvv82pU6cGLKPT6cjJyeGOO+4Ydr1BRsclI/qguqD0M6/NIiF6MCgoc28a/rnFSwCP2FNQUDCk2DN16lRWr17NY489dpbYA5rg8/LLL59T8Ln77rv53ve+d0EEH188lu7V1dXU19d7hR+r1cquXbtwOBxMmjSJCbETUHQKCQkJLFmyhLy8PBITE1FV1XtedSC797KyMm9uisvN7v3VV19l//79AwozoP3e+cvziYmJGXa9HR0dvPDCC1RWVg5Yxm63s3DhQmbOnOlNzj0cCgsLef+992lpbRmwTFtbG7feeisZGRnDrnc4iMgEzckrNBTi01AW3aVNDvuQDSWo238PnfVarp/Q8GCS53GCJ7Ln3Xff5dlnnx1U7Jk/fz5f+tKXzhJ7gM9V8PEwmKV7dXU1FRUVmM1m0tLSCAsLw2g0kp2dzfLly5k1a5Y3asPhcJzT7r2wsJA9e/bQ2NjoJ/5cFva8Fxn19fV88MEH7N69e8AyVqvV+/uOJDH34cOH+cc//kF1dfWAZYQQzJgxgyuvvHJE7f7000/5y1/+4hdZdiYxMTHMnjObyZMnj6juIJcoUtXcs1rKoaNWc9vsy7spXA6oPaa5bgFIiTCASJvljXoQOoO2uWsKQcy+EWXRnZozl3H0jkWjYaAEzUOJPb6RPR48ET4DCT4PPfQQjzz8SMAifM6Fr6V7WVkZra2t3u/Z3NzM/v37CQ8PJyMjw5s/LDMzk2XLljFv3jyioqJwuVy43e4B7d43b97sHU88jl/B8WT4CJ2ebhHO06/8lb8cbqCg1kaHz7Q/XA+3Z0eQERlKqE6ATkGk5aBc89X+QrZO1Pf+A7npf6GpCKxtmqAalUhHRwd///vf/RJ2+6LX67niiit46KGHRrS+crvdFBUVUVhYOGCZ0NBQbr31VvLz84ddb5DRcXGKPm4nsqVCy5rfd3GJ+GywdyBPH0VEmhG5V6Gs/hYiMn5c7MafGdnz85//fNRiD/QLPs8///yAgk98fPyYiCM5OTlkZ2dTW+tv6e52u9m7dy/d3d2kp6czceJE7w5AbGwsCxcuZHn+clJTU5FSIoTAYrEMaPd+6tQpenp6vHbvRqNx3Cd9fueddzh+/Pigok92djbXX389sbGxw663q6uLN954g7q6ukHLrVy5krlz545oB+rEiRNs3LiRtra2AcsIIbj33nvJzMwcdr3DxmBEZMxHyVqsuXp5RJ3uZtRNzyP3fIgs2QmubkR0EiIs5qxw2CCXDh6x55133jkvsQcuDsHHg6+le319vZ+le319PadOnSI0NJT09HQiIiIQQhASEsKkSZNYvnw58+fPJzo6GkVRBrV737lzp9fu3WAwYDQag3bvY0hbWxvbtm3j4MGDA5YRQjBv3jyuvfbaEQnwHgfQ2traAcuEh4eTl5dHXl7eiNq9f/9+Pvroo7PmML6kpKSwbNkysrOzR1R3kEsQaweyYrdmTb3zdWRRASI2BRHXN8brQ5G93cjjm7Xj1zoFERkDSVMQyTP6yoQg4rNRZqxCpM/VNmxCxy5h8GiPcZ0Z2eNhOEe6LrTg48HX0r2srMzP0t0TYS+EIDMz03ukX6/Xk5qaytKlS8nLyyMmJsY7Bp1p926xWDhw4AAbNmygrq4Oh8MRtHsfBV1dXezdu4/uXv+oTwmoej3T584kJT0JYQpFzFmDmNwn1ktVMzJZ9zzY7NBcjyzbD2oP+tlrMJvN7Nmzh6rTpzHowN1/0hchBBMnTuRrX/saCxcuHFF7PdFdmzZt8h4fPPP1nJwc/v3f/z2wkf1BzsnFJ/rYe1CLtyA/+50Wohke2y/8pM9Ftp1CzFuD7sZvIqIv/dw9IznGNXXqVNasXjOo2AODH+kaa8HHQ3p6OrNnzz6npfuRI0doamoiLS2NpKQkv+9kjtRCT1etWkVGRobX6nUwu/fjx4/T2dnpXeSMZ7v3EydOsH//fr/Q2jNZs2YNK1asICIiYtj1GgwGPv74YyorKwdU/k0mE/fffz8zZ84c0Y6NzWZjw4YNNDQ0DFgmJyeHu++++6xJUkDR6fsFH7cTdfdfYOffobsHnG6oKtZ2FJNnIIzD/98FuTgIpNgDF5fg48Fj6Z6YmHiWpXtLSwtFRUUIIUhLS/NzYdLpdCQlJZGfn8/ChQuJi4tDp9N5xZ/B7N6dTmfQ7n2MOXLkCLt37x6wL46IiGDVqlWsXLlyREcnurq6OHToEEVFRQOWycjIYO3ateTm5o6ozVVVVezZs8cbNXAmQgjmzJnDLbfcQkJCwojqDnLpIWuOoL79XeSu9dBYC9ZOCI9AmbJMm8cLBVx26KhA6EFMzkXMuh6RladtznyOBOoYly9jncNnOHgs3bOysqipqaGpqck7Xvb09HD06FFsNhtZWVl+45xOpyM+Pp7FixezYsUKJk6ciBACt9uN1Wo9p937pk2bvHbver2e0NDQoN37EBgMBiZPnkxVVRUtLS3enH6KohAZE0vq3GVc98RPSMy/A+ImIbIW9+ezctmRxzcg92/urzA0BGXZfSgpuYSGhpIxKZ3qkiMsNLUTrpdIwIGO1LR0vvjFL/Kv//qvIx7zFUXxbuh78kZ57hmj0Uhubi6PPvooa9asCcS/KMgQXFSij2yvQR75CPnuT5BlxeBoRZm8CELDAAH6EJRpKxBZeZd80lW73U55efmQx7giIiL6I3sefYxHHxtY7AGoq60b9EjXd7/73Qt+pGsgPJbuNpuNmpoaby4KgJKSEiorK0lNTSUlJeUsEcFkMjFjxgxuvPFGsiZnERYWhpQSm82Gw+E4y+69oKCAgwcP0traiqIo6PV6wsPDx534E2YKY8/ePTQ0NPhNPjykpaXxxBNPMGPGjBHl5dDr9ZoF5NGj3uSuviiKwlVXXcUDDzwwYmEmJiaGEydOcPLkSe/C2e87hYVx3333sWrVKszmMQrbdtpQ9/0dWVMCzr4FrykEJWehZvc6hruJQc6P1tZWTpw4MaTYk5CQMCyxBzTBZ+fOnReV4OPhTEv3hoaGsyzdrVYrycnJxMTEnNUPxMXFkZeXx+LFi72iu8vl8uZz8eCxe//ss88oKSnB4XCg0+m8UZWXy5HascZoNGKxWDh27BhNTU1nva7T6ViwYAH33nsvU6eOzHo6LCyM5uZmDh486F1AnPn6qlWruPPOO0d8bQshqK2tpaio6Jy5iBISErjttttYs2ZN8JjHeEF1gaUV2VQKPW1eK3VAe75sB7T2XcMuF0InEdOXa4YsgNAbtES2M69FWfbPiOwln6vg4xF7jh07xocffsjzzz8/oNgTFxfHvHnzhhR7YHDBJysryyv4jCQPY6DwtXRvbm6mvr7ez9K9qKiItrY2srOziYuL8+v3FUUhJiaGhQsXsnLlShISEjAYDOccTzx27wUFBRQXF9PT04PBYMBgMATt3gdACEFUVBSLFy/2RkmlpqYybdo0Vq9ezTe+8Q1m5l6BMEUhkqb5JzB32bX7r60C3E5wqYjoKJS130YYI9DpdKQnJ3JVjI37xSnmxxuZaBLERYdz+8NP8eRT3xi1pbrBYGDevHneYIP4+HgmT55MXl4ejz76KPfcc8+FmT+4baiHtiEPFiFPnkKe6nuUnYbwdIT58ovgv7hEn+2/R33vWejpywZfWwbRkYj0eeCZiOsv7cmBr9jzyiuvDHiMyyP2rFkzdGSPh7raOl56+aVzHun60pe+xPe///3PTfDxEBUVxZVXXomiKFRVVdHZ2ekdPCsrKzl+/DjJyckkJiZhNIae1Va9Xk9OTg6rV69mypQpmM1mpJTY7Xa/6CHQ3EMKCwvZvXs3TU1N3kRyZrN53CSS87i1NDQ00N7e7p1ce3YEHn74Yb7whS8QFRU14ronT55MW1sbjY2NWCwW725NREQEs2fP5lvf+hbz5s0b8YRdr9eTkpLijUzw/G6eENKVK1fy+OOPk5WVNXbXqj5EyxvgsiA6a0FVEbOXo1z9z345f1DdgLjkIwzHI8MVe4Yb2ePBI/j88pe/ZMuWLReV4ONLZmYmkyZNorOzk9raWq+rSk9PDydOnKClpYWEhATi4+PPec/GxMSwYMEClixZQnp6up/443t81GazcerUKbZt2+bd+VWE4nX8Gm/C+ueNp180GAxUVVX5HXEOCwsjNzeXBx54gLVr14742J3RaCQ6Ohq73U5tbS1WqxVVVb2Lt/z8fB544AEWLVo04r44JiYGs9lMQ0MDra2t3vtGr9eTnJzM7bffzpe//OURO44FuQhR3cjOBmRpobZxW/gnZO0xlClXgUGL3hA6PfS0Ik8d0I5umSMgIQOR+v/ZO8/4qM4zb1/Pc2ZGfdQLqAsVikwHU4xtTDXY2LiC099NSHNN9Xr3zWYTp7nGm7VD+uvNOu4lGAymF9N7r+qAkFDvmnKe98PRjEZtJLBQgfn/fvqg0ZSjMzOnXOe+7+smRGhLW4c5ABGZjIhMah3e3B//Tiewx9vMnvHjx/PQQw/x+OOPe4U9MLCBj+eyDB06lHHjxlFbW0tRUZG7mtxlDCwsLCQlJYWoqKgO5yVCCIKCghg3bhxz584lISEBf39/HA4Hzc3NbeZ82e12cnNz2bJlC4cPH6a2thaTyYTJZOq7i36DKC7wc9ttt3HPPfcwf/58li5dyl133UVUlBdLnWaCmGEQmQgB/gh/MySPRk58wH0XaasnbM9fkKUXGRJkZtrQIBZPSGDqU/+Ff9DVAR9XXDOB7r33XubOncv999/PF77wBUaMGHGNjvMV2KvR33kZ9c/NqM2rUP94B/XJKtSatYjMLyNG3XiVZQML+uTtRuUdNForAEwa0Iwcf6+haxzE8RzQ/Ic//IHf/OY33tu4WmDPd7/7XYYPH95tlYa3GT4u4NPXLV1dxaV09/Pzo7CwsFOlu9UaQnx8PEFBQV0uc0pKCnPmzGH06NGEhYWhlMJut9PY2Nhmx9yZ7l0IcV3o3oUQjBkzhvih8ZjMJiIiIkhOTmbChAl8/etf55FHHrnqk9GAgAAmTpxIeHg4FouFmJgY0tPTue222/je977HjBkzrvrAJC4ujuzsbAIDAwkKCmLo0KGMGDGCRYsW8dRTTzF8+PA+B3MiJBqZMgmUDYICkbcvM2YJuD5/DZWovD2gO40rk745PwMinrDnpZde6jXYA4MH+LiSmJjYpdL9xIkTXLx4kZiYGOLi4ros07ZarYwZM4YZM2a4de9Op7Nb3burX9+ne+/9BAYGkpmZ6YZxUVFRpKWlccstt7Bs2TLuvffeK2rf9Ux0dDQjRowgPDwcf39/hgwZQlZWFvPnz+eb3/wmt95661WBPCkliYmJDB8+HD8/P/dg8TFjxrBkyRK+9rWvkZGRcVXL7MsAi9OOOrUZ9c5PUMd2G3ZdvQGikxBxLdVnZn9AQfkpRGIGYtxC5KQHEfGjBsy+tLWN6xgrV37cI9jz4IMP9gj2QM9buvoT+LjiUrpPnDiRpqYm8vPz3UOa7XY7+fn5nDp1iri4OK/7Ez8/P7Kzs5k1axbp6ekEBATgcDiw2Wxd6t537dpFdXW1T/fuJUII/Pz8CA0NJkBVoG/ehjrlUc3S4eccXKpDjpyPnDDHqLCLz0aEtIAi18yfj38LjpbPuklDjLoFOX5x6ws7bMZxcGMNlOaidh7u+jVz80FEIyJaPxuapmG1Wtu0m1+jNQSmQOTURchFc2GsGfXRdnAC0oSY/fUbEvoI1b5voz/jaMb5zg9Ruz8Fs4YYMRk57/vGTmGQGnSam5vJz8/n4MGDrFixgo8++qjNhs6VkJAQUlJSmDZtGosWLWL27Nk9vmrnbYbPQAM+7fP222/zyiuvdDBQRUdH853vfIcvfvGL7lk+3eXYsWOsWbOGdevWcebMGc6fP99pWXlUVBSzZs1i8eLFjBw5ktTUVK9wabDE4XBQVlaG0+kkKiqqV+dtNDQ0GIpdi6XTFpHPk6qqKurq6rBarQQHB/d/pYCtAdVYYwySdylfm+vR97+P2vhH4+rI9C8jEsaA5cbbaQyUlJeXk5eXx6ZNm/jggw84cuRIhxYVVxtXVlYWs2fPZvHixWRmZvbo8zvYgI9nzp49y/Lly3n77bcpLi5uc8Iyffp0HnvsMebOndsjo19lZSV79uxhxYoV7N69m7y8PKqqqjq0kwohGDFiBHfddRe33347I0eO9Hoy4MvVpampiaqqKoQQhIWF9dr6VUpRX19PdXW1uwKot8Cd0+mkpqaGhoYG9wG/L4M0jmZUXTkIgQhtrdJSp7eg//17qMpq4wZ/C+LmBWj3/cIwboExzLm6GBGR1KcDmLuLruvU1tZy+vRpdu7cyYcffsj27ds7HD9qmkZkZCTDhw9n5syZ3H333UyYMKFHr9ET4LNs2bIBAXza5/Lly/zpT39yAzBXTCYTI0aM4KmnnuLuu+/2XmnSkoaGBnbv3s0nn3zCli1bKCgo6LRt1WQyueeJzZ8/n4yMDBISEnwSgQ6xoS59hvPxX0BRFVRUgK1l3ywEBEWCNRD8AyEuC+3fXkGM7ORcR3egCg6if/gfUF6MqqiDYAvyKy8hs+cZ91E6quQs+h+/BpFD4XIJakWx8RoOBbWVUG8DYYaIaIgZivyXF5H3p/TZ2ug8DlTFxzhveRIaAc0f+atdyAd7bjS+XtJ/lT7N9ajCg0bPoUu5Lk2IlAlw4QAiawra4p8holIGZSuFrdlGTm4OmzdvblPZ034nEhwcTGZmJgsWLODRRx91V/b09GDr4sXOZ/iEhYWxdOnSAQ18oHulu91uJzk5mYiIiG7XSUxMDNOmTWPatGnExsailPKqe1+zZg05OTnYbLbrQvcupSQ4OBir1drrFUxmsxmr1XpN5iL5+/tjtVrx8+vYztcv0czG4GbXdslhQz+5AbX2d6hLxXA+B6pzDbNXaOygny822HIlM3vGjx/Pww8/zA9+8IMeVfa44gI+L7744qADPtCqdNc0jfPnz3dQuufm5rZRuntLQECAWwc+ZswY9zw1b7r33bt2U1Jagq7rmM1mn563F2MymQgODiY4OLhXt/Mu8YHVau11+YGUkoCAAPd23pdBFqWguQ5VmoM6twN1aAWU5yOSxrVW4esOVEU+XMgDKRD+fhCThMy4pfXiidnfmPPTj61bnrnamT09rexxZTC0dHlLUFAQ2dnZBAcH90jp7i2euvcJEyZgtVqx2+04nc425zCeuvf169dTWlrq1r0HBgb69ifuaIiABMTUSYisJFT5ETjfcvHLZEHcugz56JeQ9z+EvP9uRJI/dHaYLSQidAgi/Wbje3z4MmJEBtr8J1q/r/ZG1J63Ufs3QeklqK9HjIxCLvtXxM1TUM0nIacGrKOQP/oR8otfQE5NgX5vqNCh8Qzqr2vAwQ1d6dM/0Ke+Av3gP1Erfg0RQxDRae7yTuEXhEgeZ/QZWgbmBtBbXLBn46aNVwR7Hn300Stuabl48SKvvtpxhs9gAT6uuJTu58+fp7i4uI3Sfc+ePZ0q3b3FrXu/3dC9u3bennNpoK3u/cyZM9TX1yOlbzaFL+3SUIW+9mVU3mnQWwojKy+D1YpIyHYPofTl2qanbVwu2LN06dIrhj3QFvgMtKHNVxKr1Up2dna3Svfk5OQeVTq6dO8zZ850696FEO4ZDW1075Vtde8OhwOTyeTTvfviy2CMvRE9ZxdqzYuobW/DmSNgq0CkTkRYYwAQJj+wN0HJcURSJmL8nchJDyMik/t54TvmSmb2uGBPT2f2tM9gBz6uuJTusbGxnDt3roPS/cCBA0gp2yjdvcU12/GW6bcwffp0wsPCsdvtbr17Z7r3NWvWUFxcjM1mw2w24+/v74PIAFJDhMYgklNRAYWw7oThcBcmRPJctMfuRsRFIoK6AD6uCEA1oz59A7aFIL/4NCJrmPE3pVB1ZagVv4SaGuO+mkAMiUV7+CeQEIna9AbkNCHGP4L29AOIoZEDAPiAD/q0ps+hj6ooRO3+B/qKV6CqGvL3IBJGGIPbXGp2D037YIlrQPPGTRtZvny5e0BzV7Bn4cKFVw174PoBPq64lO6etoD2SvekxCTihsT1+OpmSIihe587dy6pqanuddyZ7j0/P9+te6+pqUFKaejeA65f3bsvV5C6MijPhUbjCopIyzTsIrEZg7b1dLDkSmCPa2bP1cAeGNwtXZ2lJ0p3MLa/Pe2x99S93zz5ZqKiopBSYrfbe6R7d8Ef38G6L74M0CjdkBa4tgfN9aiTG1A7Pgab8f0Wug2CghFpNxvH6yYLBIZCXDry1n9BZs9HWGP78Z/oGE/Y8/HHPZvZc7WwBwbXDJ+exFPpXlhYyOXLl9374YaGBo4ePUpTUxNpaWk93ke6dO9Tp03ljjvuIDo6GpTxXnWle1+3bh15eXk0NTVhNpt9undXNIkIUqhPPoU63QA/dQ7EgrsQoT04x1QOuLQX/Td/g+o6GHofcnq8649QU4La/yHYmsGpg8WMvP1LiLRJULIL9eJ7YPNDTBkGkeWgFMIS2Nre2W/xQR9X+h76HF+L/u5zrcOaG5ug9Dhy3KLWEtBBFJvNRk5O2zauQ4cO9Xobl2dcLV2dAZ8lS5bw05/+dFABH1diYmKYNGnSVSndvcWle1+wYIF7kFxPdO8VFRVITWI2ma9L3bsvPYxmRiSNBT8/qMxDWK2I+U8ih01pLXt12sHRbAAgHwTqlZSXl3Py5Ek++OCDHlX2LFmyhB/+8IcsWrToimEPeG/pSk9P58knnxxUwMeV9kr34uLiDkr3+vr6LpXu3tJe965pmhv+eNO92212NJOGv58/fp1YGn3xxZd+iKMZVVEEF45BU42HVcvfgED5u6BlmC8oCItEDp/pbnEWAaGIuKwBV/16NW1cDzzwwFXDHugG+AxLZ9k3lw0q4ONKe6X7xYsX3fsTT6V7RkYGkZGRPd62SykJCwtj0qRJzJkzh9jY2DYGyc507xs3buTkyZM0NDRgNpuxmC0EBg2u9dmrERIIhMJ1cLwaUOCsRSQtQIzpvvoKWx36llfhw5aq9hoz8p5Z4Icxw8s/BGJTwaQQwo4ICEQu+BHCbEHf8Wf48BQExEPMbtTxDVByDHQHhMcj/K5ONNA78UEfV/q+vcvsD7nboKaq5XcNMSQFMXKWMUfDa+3ZwIkL9mzatInly5fz61//ukew52ore1zxVuEzmIGPKy6luxCiU6X7iRMnGDpkKEPihlzxyYJL975w4UKysrK61b27LAIlpSVIKdE0jeDgYJ+V5kaM1BCJYyDQihg1GzlsausgSqWjCg6gcnaC2YIICB0wNpLBGE/Y8+KLL/YY9lxNZY8r3lq6BjPw8UxqaiopKSlUVVV1qXSPi4tz68GvJC7d+/Tp00lOTu6R7v3IkSM0NTX5Wmp98aW/47Sjqi6izmxD7Xgdte3vqIYKYx6P68KGZkI1ViJKziLihiIyJyGy5yGiUwfsXLuraeO6mpk97XO9Ah9X2ivdPU2RLqV7QUEBqampnSrdvcVT9z5//nwSEhLw8/PDbrd71b0fPHiQ2rpazGaze+7ZjRdhcB95AbXmMOgAOuiJyLvGgtfdq46qLkB/5QUoaAYUNFTC6PsQaS0FGVJDRKchR85GpE6EqCRkxnRUw2X0v74IpxtgaCzElBlzwMpLUXn7kcOnIyISjdsaalDll6Gswhg6XVMHNqfRHmrqhfNWexOq7BJUNCFCXcPi+wD6OJpQZaVwuQzKK6C2ARw6ws+/m/Xeg9SVo0pKEHowBLQ/t7CjqiqM1y0rh6paqG8w1qnUWizorbn20Ed3tLnyLYIiELHpkLcd7DbETVORD/4aETZ0ULR0uWb29DXsgVbg88oryehsBgAAIABJREFUr1BfX+++3dXSNdiBjyvelO7FxcXs27+PkB4o3b2lve5d13UcDkeXuvetW7dy4cIFpJTXje7dlyuPGDLCmEFmbi1XVcUn0Fc/j/rsXbBVIiKSEEHhPvBzhblS2LN06dLPDXvgxgA+riQkJJCent6l0v3ChQvExMQYUP0q2q/a697NZjNOp5OmpqZude8CgcXP4tO9++JLX6epBnXgQ9Q/n0flnoL6BgRNiPgRhmkLEJZA40p/QCDy9q8jb/kqYujIAQl82sOeV1555ZoMaO4s1zvwccWldHdV5xcUFLRRuufl5fVI6e4tLt37nDlzyEjPwD/Av0vd+/nz59vo3l1SlhtO965pEGBBrV0J1a4WrybEvHsQ4V72q85G1OkPUK9uBNchl2oGspBzstqCCyER1hhEfLbREnZ5L+qld6DJD7LsENCyr5cCkZSGnPM4qqwQdegg+pZ1qE/XoNZvRt+6FfbsR53MgdIqVLMDEWCFgHbnVroDlb8ftesI6ty5lp8cVGE1ImEoSAV1pajTJ1B7tqJWrkDtqEDOHt9SR9IT6KPAXoG+bQvq5DmP1zmHysmFen9EnLXjerNVo04dRu3ajlq9ErV2PfqWLbDnMOpMHtQ0g7AgwkPa1rQ4y9C3bUOdPNvmf8IRjogOBL0ZdSEXdewQ+oaVqFWrwTQJkemCmU5U8RnU/u2oNWtQn65D37gRduxFHTqEOnUWzhejGvwRCa2WsmsLfRw21Jlt0FyHCIlpndkTkQhBVvAzo933rGHAGeBfSjfs2dz3sAduHODjihCCCRMmEB4eTlFRkXtyP7QqhKWUJCYmYrVar/qELz4+nttvv52JEycSFRWFrus4nU4aGhraHBzU1NRw8OBB1q9fT0FBgXs9uywC18t69+XKosoL0D99AXViNzTa4MI5aC4zStyDB99ssv6I58yeK4E9V9vG5RlvM3yuN+DjSlxcHMOHD8dut1NYWOhuo1VKkZOTQ0FBAREREcTHx1/1nISgoCBGjBjBbbfexshRI7FYLOi67r5S66qqdDqdXLx4kS1btrBn7x4qKytRSmGxGPDHB9Z98aWXo5QxcNnR7NGe7ERdPIE6/pkxqwOM+/hbkJkz3G3LImwoInMGIjyh1do1gHIlsMc1s6e3YA/cOMDHM8HBwYwbNw4hBLm5uVRVGV0cTqeTCxcucPjwYcLDw3tkiuwqFouFzMxM7rjjDkaNGkVQUBB2ux2Hw9HmfMjpdFJSUsLOnTvZvHkzFRUVmEwmpJQEBQXdIBcTJIIAVPFGOFwOKHDUIYbMR4yP6PphjRXo/3gOdl9ue3tlM+LOBV3PBHI0onb/P9R7JyB0HOL+TITFBk4bCIGc/X9Qdc2ov/836nd/gPW74dRROH8OivOh9DwcP4BasxK16xTKHoSIjUOEeYx7cTSjf/Y31B/eQ635APXO+6hVq1DrTyPumo86fwB9zdvoy3+P+sdHcPAkFAUgv3FXC6zqGfRRTTnoz/0S9e67qHc+QK3+FLXvCOrYCSANOTWtzf2pL0bf+Db6y8+j/uefcPoSNDVDUwNcPAvbNxrPkVsLQ1IQQyNalkehbGfRX3gFtXot6v03UR99jPpkFTSMQ4wXqL2bUf/7J9TyP8DaXXDqLCTfh5weDcqJyt2B/sfnUS/9DfbnQ32j8brVl6HwLOzajPp0NeqIFfmlae6lvnbQx2k3NMfv/QSVvxeRNBoRHN0KfoaOQmbdBgGhDOSWLvfMni2bewZ77lzAo489ymOPPtYrsAdaZ/h0BnyWLFnCf/7nfxIdHX1dgofeVLp7i6fuPS4uDqfTia7r1NXVdap7X716NTk5OdjtdoQQBAQEDGrduy9XF3ViPexbAVU1LTcoRGM5pI5HRKX6qn285Epm9owbN+5zz+xpn+6AzxNPPMGSJUuuK+DjSm8q3b3FP8Cf9PR0Zs6cydixYw3du66w2bvWve/atYuSEkP37oI/Pj2vL770QprrDLhz9jNUdQkieljrEGYhoPgIlF8Gk4awtgxlHjZtQFbzeMYFe44fP96jyp5x48b1KuyBVuDz8ksvdzq0+RvLvsG3vvWt6wr4uBIYGMhNN91EUFCQ2+wFrUr3vXv3EhwcTHJycrdKd29x6d5vu+02t+7dZrN1qnt3XRxet24dpaWl6Lp+4+jepQKtDPXJvtYWL0cc8u6J0NkhqXKgSg6jv/BXqDFBuB802jGAUTUifh5ibGfASKEay4zWrlNNiNufQPu3pxAJo8BiRlg0RMpo9N88C6uOgtMKmSkwpAyGaZBuQUwbgZgyFcovQu452LsNKsMQY0YgQlreJ82MzLoVsfB2SKyCtcdACWObFaJQ7/0ZVu+HRgnB/tDUCOZ05DevBPoIhDkaMX08XNoDJ6shaw7y6WeQy75hVDt5xlGNc81rqJ/8HvJqISwT8bUn0B77DvJLDyOmjwTnJTiZB3lHUfsuIyZOR8QGGK9likMuvAcxfRzqzCdQ2AwI8A+HyxtRf3obTl0GPytoNmh2IiZ+ATk9ClV/Duezj8EHJ0AORXz5B2jf+y7yy0uQd89HTBsP1gY4dg4CxyG/MsO92NcG+ugO9NObUW89gyqvhPJSqM5DJI5ua+YawDsSzwHNv//973tc2dObsAe8V/hc78DHle6U7nV1dVekdPcWl+595syZbXTv9fX1bSwCdrudM2fOsGrVKs6cOUNDQwNSSreVxjeb4gZJcBSqoQxRng82OyIsBDHza8hR82CADbMcKLmSNi4X7PnRj370udu4PNOTCp/rFfi44lK6W63WXlG6e4vZbCYpKYmZM2cycdJEwkLDQBj72fa698rKSvbu3cuOHTsoKirC6XS69bw+3bsvvlxFdIcxs+foGtT6/0Zt/wAaLiHSpxoz6ABhDgTdDuXnEOljELd+Fe3mRyBg4O7H2sOe3/72tz2CPU888USvwR5oC3zeefcd9+0u4LNs2bLrFvi44hKmxMTEdFC619bWcuDAATRNIy0tjdDQ0M/1Wm7d+y0tuvfwcPfsuK5076tXr6a4uPjGMEhqEvzNqE0roMJpVPfVNSDm3ouI6KRCz16Hvn05vHsSIicivjYW9pwygJFyQFMM8u5JHfXrygFle1Avvw3NkchvP40YEYIIT0BmzUDEp6K/9gvYeAFkAOLmLyPGngWqwSxA6AizA/nlnyGmJKO2fQZVjXDuIIhs5NTU1rYyIYz5OKY81P9+ZrStqWaoaEQk3oSYfRfy7kWI2eNQObuhJukKoY8CWyVq29uov26A+DvQfv4r5K1piOB2xx3KiZ63GvWDF6HMCeYo5HdfQXtsNiI6FBEQgIhNQdx8E+rISihohJo8KEtGzs9uBW/ChLBGoW//G5xqaVesLwd7KGLqLMSdC5CL7oa0etidixj/BeS0KNSBV1HPbwFdIKb+K9pzSxAxLa8bHIoYkoKcOhH98HtQmd0H0MfWiP7GE6ji4tbbSi4gwsMRqZMGtN3mqmHPY70Le8AHfDzjUrqXlpa6bQEdlO5JScTF9Vzp7i0u3fu8efNITU1FSuk2fnWme//00085duxYG917QECAD/5c5xF+QcjEMeCsh+ZKxOT7EDcvRVhjWu/UVGcUM97gVT9XM6C5t2EP3JgtXV3FU+leUlJCaWmp+/24WqW7t7TRvd98s9vu0pnuvaamhkOHDrFt2zZyc3NxOBzX/8G6L75ci9gaUIc/Rv/oebh0CZw6wtEIwVZE8njjQqzZH0IiIX4E2ox/QaRMAMvAtNu0b+PqDva42rh6G/ZAz4DP9dbS1VVcSvf09HQKCgooKytro3Q/fPgwTU1NDBs2jIgIL61GPYxb9z51KrNmzSIqKgqlVKe6d5vNxtGjR1m7di15eXk0Nzcbxq+WY/XrKxKBP6riM9hXCijQaxGxcxATo9vdV0fVFKL/9/OQD2L+95FfGo36dBXUtMwEqq5G3LoYEdeuUMPRiNr3Ouqd4xA9E+1HD0Bgy/mosxF18HXUb7eAU0DQcOQPlkHhe9DcbIAos4aYuhg54QFEeCpK7IfPigz4nHsBMetuRKTnazpRlQdboY/Zivz3D9GevAs5eSwiaxgiOQNlLYPTQchHZvYQ+hgVTfpnb6M/+0cIvgXtP36OmBLV+ep11KH/+cewtRQQkLgY7ddfMixn7giEKRQCc1CrT4LSobgEseBhRITHcZTuRF/35xboIyDtEUz/eAE5expyzChEWgpi1DDU4R3IzPsR40PR3/wl7C0HTMgHnkFMCadjgiCwEiqTkXeOdt96baCPAFWehyg5BzbjIE4MHYIYfy8iJmNAzrmw2Wzk5uayebPRxvWrX/2qS9iTkZHBggULeOyxx64J7AHjSqu3lq7rbYZPT+JSutfX13PhwoVOle6JiYkMHTq018o32+ve/f390XXdbaXxNH5duHChje5d0zTMZjNBgUFIzQd/rttYAhCJYxDxIxEjZrZqbgFqS9GPrYHGakRwVOsMhRso5eXlnDp1qkczezzbuHob9oABfHbt2tWllv16bunqKp5K99LS0i6V7vHx8VesdPeWqKgopk2bxtSpU73q3l12sa1btxq693ZXam+kfaAvvvQoSgflbL3AKgSqvAhObYXmFpuezQZmkCPuMIAPIALDELEZAx72HD9+nFWrVvW4sqc327g84wY+L3cEPsOGDbshKnzax2w2k5KSwqhRoygpKWmzP2lqauLEiRNXpXT3FpfuffLkycybN4/Y2Fg0TetU92632zl9+jQbNmxw694tFgtms/n6ep8kYKlEfbwbnBiQpDkGuWhy24odZxPq3ErUf60DUxLa959BpEaiyjbDwTLjgXo9BE5Dzoj3mMaiUA0VqP/3ApxoQsz6LnJxlvtvNFTgXP5zOF4HwgRpi9F+dCeERRktY3oTIjAIufinRgeQJhCRTtRbG8ChwF4GMgE5MRYsrvelHfTRQpAPPoZI9vgMSYlMToeYIYj0hJ5BH2cD+v6P0P/ztyAmI//vr5C3xnaxYnVUwwn0ny6HGgVCQ8z7HnJhSud3t1aj/me98R7o1Yj0JYgxHma5dtBHJM1BfnGixxMIhCkKMhMQiVmIaDP6it/BiQZAQPIs5MzkjoYwIRDJ4xFThiMCW887rg30kRpy+ExUQymi9BwiJg5530+RI2fDAKt88IQ93VX29AXsAQP4vPrqq/z2t7/tssLnRgM+roSGhjJlyhTAmD3RqdJ96FCGDBnSqycEnrr34cOHExQUhK7r2Gw277r3khKk1qJ7D/Lp3q/bmP0RkUkIP4+NeV05+u5/oNb+HpW3F8JijQGYNwj4ccGe/mzj8owL+Dz//PM+4NNJUlNTSU1NpaqqivPnz7vXT28o3b3FpXu/5ZZbSEpKanOw3pnuffPmzRw5coTm5mZ3VaVP9+6LLxhtXDWlUHQYakoQoUMM8CM1MPuj6kuMAap+ZkTcEETKeIjPNow5AzidtXF5U69fqzYuz7QBPu/cmC1dXUXTNIYOHcr48eOpqamhqKioU6V7WloakZGRvXYhoTPdu8ViweFwdNC9OxwO97nfwYMHqa2txWKxXD+6d6mBnx9q+8dQajcqa+qbETPvRcR4rO/GCvR3X4Cd5ZD1ANqTdxgVK0F1qBU7W4CRgmoL8p47wDVfWTmh/BD6S29AczTyu/+KSHfBYh1VcxL10v8YYEQzIWZ8FblwFCJ+JHLUHLBGIoZkIrPnGw8RArCg3v8H1CnACee3QYYJkTS2ZRxMe+gThFz0jbbQBwGmUERGggcI8QJ99Cb0Y5+i//QFaBiB/MmvkHd42V4oJ6rwn6jl24xlkH7Ih/8NMboTUC4A2Yh68z1oAFAQcwtydkrrfdpDnyG3IB+e2O55BCImDRFjAaVQh96FfRXG8xWXw4gsRLgV/Nt9j6SlDfCB3oI+Dhuq8KDRG+xxQiMzpoO9Fjnzm4j0qQOqretK2rj6CvZA69Bmb8DnRmnp6ioupbvFYqGgoKBN73BxcTH79u3DarV+LqW7tyQnJzN37lxGjx5NaGgouq5jt9u7171rGlIKgoODfVaa6z2NNeh730Zt+n+oymqoroLKXERUMiJ86IA0n/RWBhrsge6Bz40ww6cn8VS6ex6od1C6D7k6pbu3eOreMzIyMJvNbvjTme5906ZN7Nu3z60J9vPz8+nefblx01SHKjiAvudN1PrlqItHEakTjavogPAPQZj8oCYfkTEBece3kZMfRgR11howMDJQZva0jw/4dB+X0n3y5Mk0NDSQn5/fQene/iJtb6aN7j0jA39/f+x2u/tY3RWn08n58+fZtm0bO3fupLq62j2XMzg4eBCfa0kEFlTVLthdjLvFK3oW4uaW8QPKgSo9gv7Cn6E2CPnlZ4y/SQ0CglF7VsBFm/HYxgrIvrcV7DgaUAf/F/XWEYibi/ajezyAkB1Vshn1h43GXCDNjLj9X5DT4gCjlVQk3IRIndy6uErB5VLUe2+Aaya3wwkhhYjJixH+wfQM+nSWLqDPCBP6qU3oz/4HHLUjv/1fyAfTu3kqB2r/m6iVp1pWcyByyVOItM6XQagm9A/egAq9Bd5MR94z0uP5egB92seZi1p1xFi3jQWoHWdQygTKBk6J8A8EU+fL8/mhj9OOfnI96v2fQEAgIjqtFfxIrUXvGD9gWrpclT1btmxh+fLl/PKXv+Tw4cP9DnugtaWrM+Dz8MMP87Of/eyGBz6uCCGYOHEioaGhFBYWcvny5Q5Kd03TPrfS3Vva696dTicOh6Nb3btrWYKCgny69+s0qjwftemPqAtFxs4MoL4GEROPGDLSo1z1+olnG9cLL7zgFfaMHTuWpUuXXnPYA63Ap7MZPsOGDfMBn3aJi4sjKysLm83WpdI9MjKS+Ph4/P39u3/CK4xb937bbYwaNcoNf1xDn9vr3jdv3syePYbuHfDp3n258aIUqugQ+j9/jtq3GeobEM11RkVPykTjIoOQiOBIRNYM5Lh7ETHDBuzFhytt4xo7dmyfwB7wDnxu1JYubwkODmb8+PFupXt1dTXQqnQ/dOjQ51a6e4un7j07O5vAwEBsNpv7WN0VXdcpLS1l586dbNq0iYqKCsxm8+DWvWuAXw3qnzsM2IGC5gjkPVONFi97PWrnX1FvHoXwSch/XYYIE4BACAvKfgy25rUMTW4CRxpy/ijDDtZYgf4/L8KxBsT8x5ALPWCJbkPlbUS9s7elGsYfOfsbiPFeBnjrDtSZ7agtG6Cq5TsuNcTSryInzG25Uwv0+XsvQJ9ZX4GAw+i/+b+wowQQkDIdOTW948Dqdsup73kLNha2LKMfJA+D2hxUTic/Z8+gNm6CWmVAn7hpyPvHejzfFUIfAcTGoU58BkXVBvipvwg7N6C27IOCUmhoBrsT4RcCAW3/mc8NffTTm1FvPoMqvYw6uwMiY9uCnwEST9jz+9//nl/+8pccOnSozaAv6B/YA923dPmAT+e56aabulS679y5s9eU7t4SExPD9OnTmT59OnFxcTgcDpRSHYxfnenepZQ+3ft1GBFgBVs9lJ+DhgawmBAjJiJvXoqIShlQVY+fNwMV9kBb4LNhwwYf8OlhXEp3k8nE+aLz1NReG6W7t/j7G7r3O+64g3HjxhEYGIjT6XTDn8507zt27KC0tBSllE/37suNE6Wjik/AodVQ33Ii22wDGg1DV0u1D2Y/RGA4aIMH9vS0jesLX/jCNYU94AM+V5vAwEBGjx7tVekeEhJCSkrKNWutcuneXRdqrVarez/Sle79008/de9PBqXuXUowB6D2/RMu2g1QUteIuPVeRJwJVXMe/ffPQa4DcfvjyEdGeDxWIKwCtXI9NCrj4mVVA+LOuxFWhao4hP7y36EpFvnYDxGpHu1Nug2Vsxn10SHjd82CmPV/EKO9vLdCgn8Qat8HkGccp2EJRHviFURUy/dJOVAFW1Dv7muBPgHIRcuuAvpoMHwM+tpfwaZicDqNdrVzZ+Cm2YhUL8ZC3YHa/RZ85hJV2eHYFtT6tah1nfxs2A42C/j5QUAAInMWcuEoj+e70kofgTBHIcanoi7kGLYzmx10HRoq4Owh1MY1qL1nUY0mRFQsIrJ1e/T5oE9zHfpflqEulxm/O5yoczsRWVMRYQOjuscT9rz22msDDvZAz2b4+IBP18nIyCAjI4PzRV0r3ZOTk3tF6e4t7XXvruVobxHw1L2fPn2ahoYGNE3z6d6vp0gNkXCT0VNcdxExbAxy3vcQiaOvG4tXe9jz1ltvkZ+fPyBgD/iAz+eNW+keauXixYvXVOnuLZ6690mTJrl1v95079u3b+f8+fM4nU4D/vj5dO++XEdprkfVVyDMFmN/IiT4B4O9DlVwFKREhIdBUrbRRuEpFxiA+Tyw51pX9rjiAz6fL/7+/owcOZLY2FjOnDlDZWVlG6X7/v37kVL2itLdWzx17zNmzCA0NLTN/LrOdO+rVq1yn1uYzeZBZJCUCEyo+oOGFQsFqgHCbkFOjUDlfYp6ZSXIocgn/xWR5gFuhAbmcFT+KjhZazzWXo2InocYG4g6+A/UG4chfiHa9+9qa67SHaiinagVB1vgjAUx44uIMV5gihAIIVBHP4LDVYAASzzya99GhLYcWzTXo3/yaitwkRri1vmIrO5McO2gD0D5SThag5h3J1SfgzoHOCpRuRJxx2REcBdgXHeijnwI2y4av2vBiIe/azxmUg9+bp6MSI9q83xX3N6FQFhTkHPugDgrSjlAl8YAf4cDdCdUFsGejVDoh5g8BhFiwMrPBX1UzSXU2W1QVQa68UUR1hBIm4CIy+xX6NMZ7Dl8+HC3sOfxxx4na3hWn5Xy+YBP7yQpKYnRY0a3sc94Kt1LSkp6VenuLZ6697S0NGND1o3u/ejRo9TU1KBpmk/3fr2kBfyIyETEhPsNK4rre+y0o0pzQDkRloABAch7Gs+ZPZ6wx7NFtq9n9rSPb4ZP78SldI+NjfWqdE9OTiY4OPiavreeuvcpU6a4zS8u+NOV7j0nJwen0+nTvfsy+OO0o6ouok6uh5MbICjCDXSEX7Bh4arMRUREI277Gtrty4zK0gGagTigubP4Zvj0TlxK92HDhnlVuqenp/eK0t1bNE0jOjqaadOmMWfOHKKiotB13avufc2aNeTl5WGz2bBYLIND964JCLChVmwGGxhmLSti3ijUqpdhawkMuxftqTuhzXURgZACLJdQqw8bbUToUB+KmJOFevsVOFqHWPAkcn5K29dUDlTlIdR7e1rau0yIyQ8hJnbzntqbUOtfh+O1gAT/UWhfv8/QwOtOVP5+9Hf/Ankt+3rphBQLcvqt3ayE9tBHQb1A3PMM2k+WoQJPwY5ccCooPw2WcchJyUZ7XIencqLOrIaNBcbvpki0Z5YjF01CTpzo/WfChLbAp+X5rhz6tMQUbHQQLFyEmDoWEmLB4oTaGmiwGRCocB/ok5C3poD4nNBHBIQihk2B0uNQWYIICzU+ABPv77f2hSuBPenp6dx55508/vjj7sqevlRr+2b49G5iY2P7XOnuLe11735+fiilvOre9+/fT0VFBSaTyV1OOih7iX0xIjVEdFpbO4qjGVWwH/3Tl6C6GKJTjd7bAf49Ly8v5/Tp0z2CPa7Knh//+McsWrSoz2APeAc+w4YN46mnnvIBnyuI2Wxm5MiRJCYm9qnS3Vtcuvdp06YxZMgQpJTY7Xaam5u71L2fPHkSp9OJ2WzGz8/Pp3v3ZXClqc7Yb2x/HTa/jso7DMKBTJsMJgNkioAQRPwoxMhZhi3XPDBPSF2w58SJEz0a0NyXM3vax1fh07txKd2zs7O7VLqXl5eTmZnZa0p3b/HUvc+fP999rNLZ/sSle1+3bh0nT56ksbERPz+/ga17FxqY/FFH/gkFzQaEaahBZGSg3vobVPkjlz6NmDGk42M1CcH+qE0fQ7mzxeJVihg+DPXOW9A4FO3J7yOS2lXRCh2ai1BvbjDsX1LCqIXI6d18b5tr0T/6E+Q2GwwhfDLy2/MM+GJvQt/yRzh5DAo9Zv7ccR9ywk3drIR20EeYEFMeQ/vFlyFUQ6SmoY58CkUNoNvhbB5i0mxEfCfvqdLh8k7UqpMtQEsY84rSrvI87fNAH1eEhoiMR469GbnwTkiQqKOHodpu/O95jcgv3Q2Wq4E+Tkcb7boIDENkTIeKs4gpDyKnfKFf2heuFvY88cQTZGX1XWWPK94qfHzA5+oTFhbG1KlTUUpRWFjYZ0p3b3Hp3u+66y637t01m8Kb7r20tBRN09A0bfAOkvOlbWyNqJyd6J88hzpzGFV0DBEUbFQBWQbmAfrngT0xMTF9WrHWE+Dz8MMP+4DPVaS/lO7e4ql7T05ORtM098F6Z7r3TZs2cfjwYZqbm91VlT7duy+DIaq8AH3TctSO1dBsNwZ12iohKsnYfwCY/BChQxDWmP5d2C7SHva8/PLLXit7XLDnySef7JOZPe3jAz7XJi6l+4QJE6iurqawsLCN0v306dMUFBQwbNiwXlW6e4sQgsDAQMaNG8eCBQtISEjAbDa79yed6d43bdrEgQMHqK+vd5sjB57uXSCECdV8EjbnAAqctaiSi3CiCELHIn/8LURkZ+cXEiGCUbXbYXeJcZNeg7p4Ec4VQ9I9aE/Nhfa7eyHA2Yxa/QFUKWOIfNQU5MLhXpZTRzXkof7ydyjXDaBz0wPIB8cZf1YKakuh/AQcaZnBpPmjfeW/EKktnw+loy7nQGO1MbvM47nbQB/Ngvz2bxETA4z1YwmDZB21dg806dB8Gc5bkTPHQUC79SIUSi9EvbmtpfpJIYYvRkwK6/ad6PzfvnLooyouImz+4N/JeyYsiPTJEJePWnPCAFMOJ2LRVxCR4gqhj70J/cQGo/cuKBxjjLShgpQj7kCk3dznFT7tYc8vfvELr21c7WFPfxzsuYDPyy+/3GZ6vA/49E5cSnc/P7+mGuP0AAAgAElEQVTule6BQUYJYx/FpXsfM2YMoaGhOJ3OLnXvu3fvduveTSaTWyHps9IM3qjyAvSPf4k6ewKcOtgdcPkMxA1DRKYMqHk/nrDn+eefH9CwB3zApy/iqXT3PFDvC6W7t7h077feeisZGRmYTKYude8FBQVs3LjRrXsXQvh0774M+AiTHzRWoXL3GfsNAOVAhEUjMmf078J1k85gz5/+9Cfy8/PbHPeYTCYiIyMZO3YsDz30EE8++WSfV/a44gM+1zZSSiIjI7tVusfHxxMXF9en+xOLxUJ2djbz5s0jIyMDPz8/bDZbl7r3rVu3smPHDmpqavD390cIMbB07xIIsKNWbIBmZQwtvnQBhB9i6neQXxnjOp3vGA0IaUJ99BnYMeBLSTEIf8Q930fOSuj0BYUyoXI/gWM1gAAVi3zo9q7NWLodVbQW9ceNLWAmEPnwDxCTWtqhpIaIHw5R9ai3dxswwxSMvOc7xiBnpVC1l9E//AkqdxfCGmtU2Jv86NTeNefriFEtF1qFRESloxr3w4ELxriaS6cgcipizBBj/bkiAD8n6qOPoKZl26USkXeN92796ipXCn2Ujr76FTgzFJEd1fl9hIAEUH/5uOX/DUMu+Soi+kqgj+5EP7ke/X9+CBU5iKgURHB0a9WPqW/75G02G3l5eW4blzfY01llT39d2XO1dLUHPqGhoSxZsoSf//znPuDTC+mJ0t1kMpGYdO2U7t7i0r1PmjSJqKgoHA4HTqfTq+49Pz8fTdMQQhAQEODTvQ/GNNWi8vdC2XkD+gDCz4xIGGlcrTX3vgL7SuOCPR9+8CHPv+Ad9owZM4YlS5bw9NNP9xvsge6Bj2+GT+/FU+leUFBAQ0NDnyrdvcWle7/99tvd9jGHw+G+WtuZ7n337t1UVVUhhPDp3n0ZGLE1oiqKoKkGEdhyBdlkMYY1116Ay4WIMCti+BTkhPsQ4Z2dePV/vMEezwrnzip7HnnkEYYM6aTlpA/iAz59l54o3SMiIkhMTOzz+Tlms5nMzExmz57t1r275sd1pnvfvn07GzdupLKy0m3kHRBV+kIDLRB16mPIcUErAf5xyMeeRmQFeX+sJRR17J+Q39z62KAktKd+iIjv4n+TmqGL/3Qf2BU0NSGmLEQkdPYeKmiqRH/3VWPgtJAQdTPyh19HRHie4zhRdcdQb7iU7SGtynanHbXvfdS6N+BiHpzbAv6BiKhUMFs6Qp/ZHtAHAdIPkR6P2r4WLttAb0KdLkXcMhMR7XkcIxAiFHVpHRwqNyBY2UXInoFIDm8LiHqSq4A+6s1nUCt15AMzOlZZudZnw0nU3z4xQJ3/CLTvPgBBPYU+Skfl7ES9/QxU10JxIVzYjxiSaexs+vDE02azkZebx5atRmXPs88+OyhgD7QCn5deeqlL4BMVFeU7ke/FuJTuhYWFXLp0qYPS3eFwkJycTHh4eL9smDvTveu63qXu/ZNPPuHs2bM4HA638cunex88EYFhxjazMhdqyhAR4YiZX0OOvw+C+xdIXEllz5gxY1i6dClPP/0099xzT7/BHvABn/5IZGQk2dnZmEwmioqKqK2t7aB0t1qtJCUl9cuJUXvde0BAgLuqsr3uvayszKd792VgROmousuoU5tQn/0NVXwSmTQWLMZ3SASGIfxDQK9H3Pwg2sxvt7Z2DaBcLex56qmn+q2yxxUf8On7eCrdz54920Hpvnv37muudPcWk8lEamqq2yAZEhJCU1NTB927Usp9UXnNmjWUlpa6H++6UNs/aTFj2c/CxjMGMBEmSF6A9sN7wOu1GYEQZpSeBxtOtT42bTHa43d0Xd0iTRAVjyrcCmcrwVkF1ZGI8ZkIq+cMIAXNlegH1qBeegNqdfCPQnzx35B3Jbd7Uieq8iDqf13QJ8iAPkkKVZaHeutfobFF917fAIUHEKPnIKxR3UAfjGqfgDiIqURtPGyAqobzUDYEedtN4OdxjiU1iBWodduh3gnOStSxEkhKAJNEaNK4j3KCrRkaalFVlVBejwgNbltVdcXQR6E2/hW2n4OsWxAJ4WBud/5nr0Xf+Dp8fAKUREz8MvILE0H2dKaP047+5lOowoLW26qrIEBDDp/ZJy1dnrDn1ddeHTSVPa501dLlAz7XPhkZGaSnp1NUVNSvSndv8dS9JyYm4nA4UEp1qns/e/asW/fe2NiIpmnuwaT9/Tn3pfuIsJaZC9KOmP5F5LjFEOTRf6w7AdFnMP1qYU9/Vva44hva3H9xKd1DQ0M7VbqfOXMGf39/UlJSrqnS3Vs8de+TJ0/GarWilOpS975nzx62b99OUVERuq679bw+3bsv1zxKocoLUTteR63/AyrnFKLuEgSGIIaONE6ihESEJyBHzUWkTBhwc+A+L+zpr8oeV3zAp//iqXQ/ffp0B6X7vn37MJlM11zp7i2aphEfH8+tM251695d7V7tde/19fUcOHCAlStXUlxc3EEi0PcLLxBBOurjddCgwByMuP+HyNk9qBLUJMKqoT5ZA3U6mAMQ9/8YeZs3OCsQpiBEVgLq5CEoqYHcw1ATCCFAbTVUXEadz0XtXYX+8u8gvwmCYhGz/gXtB/e3hVFKGe2t+XtQ77usYP6IGfdBrI4q3A8nN7dCH00iJs1DTvsyNNejLh1CvbmpFfrc/ABiRCiYPGGORAxNQz/2CeTWAToUnoDEqYjEYLBYDGAjJCIsHRVYCIcLoMkOledQm/fApXLU5Utw/jwq5xT6kUOoPZ+hNm9GHaxFzhjTWg3ktKOqy1Hr/hfONQECIm9CzB2JEBqYtI5td0qhNv0FDl9AHckFfyvKUQc1NVBxGS4WoPavRb34OlTpED0a+fQziDRjX9Ez6CM1w/leluNeoSI5Fbn4PxBBEXTdDPj545rZs3XrVl597VWeffZZjhw5MmhgD/iAz0BIUlISY8aM8ap0T05O7hOlu7e0170DPdK919bW+gaTDqKIyGRk5q2IISPA0rpnU9XFUHQYNBPCP/iagp/BDHvAN8NnIMRT6X7p0qUOSvcTJ04AfaN09xaX7v32229n6tSp7s9ET3Xv/Xqw7suNEd2JOrMF9elrqCpjtgkNjdBcjkiZgAiJNm6TGmgDqwKtPex56aWX+POf/+wV9jz04EM8+VT/tnF5xgd8+j9+fn5kZmaSnp5OXl4eZWVl7m1zW6V7BhER4d0827WL1KRb9z53zlwioyJxOp3ouk5jY2OHC7Weune73Y7FbOje/QP6sP1ZaCBCUOdWwpkGCM1G+/FjiJgeXOgWErQQKF4PR6sgaBja959ExHXzWKEhQpMQE1OhuhQqq+DYFtTGnagDu1FbN6BWfmTo5OsCICELce830H7wVWgzh9lhmAvXfgrrt8Kp4pY/KGi2o8ovIvQQiBqGEJcQzmZEdCzyoeegKh+1biNq3Xo4UtgyfBmwS8COiE2BoJbjEmcz+oEtqNMn4ExZy2vXo47mopQdmgMQyVEG8pAW5KhpqLBGKKkAhw6N5XByP2zZgFq7GrV2HXy2E46dg7JmRNok5IwRBvRxlqNvXodavxY+2w9VLccg9gZorEZduARVApEc3RaxKIXK+QzO1kPdedS2Najte1F7d6O2rEOt+Qj1wXposkLaGOR3f4ZcmOR+eI9n+oj06WDW4PIZhJ8Z+chziPibrtlJiefMHlcb15EjR9qUZUMr7Jk/fz5PPPHEgII9AJcuXepyhs/DDz/Ms88+6wM+fRRPpfv58+c7KN3z8vL6VOnuLS7d+8KFC8nMzMRisaDrepe6940bN7J//34qKysxmUyYzWYCAgL6v5fYl66jmVtnoindKE/d/jpq3WuAHRGXBX5eeq2vMuXl5Zw5c4YPP/yQ5557rkvYExMTw9ixYwfEzJ72aWpqYvfu3bzwwgu+lq5+Tk+V7gkJCYSFhfX7vJzIyEi37j0uLg4hhBv+dKZ737Jli1v3brFYfLp3X65NpATNjKothuI8Y5iovwURm4gYMtyYTTHA4gl7Vq1aNegqe1zxAZ+Bk+6U7sePH6eiopysrCwiIiL6dTsspSQ0LJTJkydz5513EhsbixDCLRHoSvd+4sQJGpsa3fPj+uZzJRASFAWw4Sxi3FeRX5/Uwxk0whDeBFWhVh2EtAfQHr3VGPLc7UM1RHgacuZ8GBUPEWFgdhoFJDYHhMQhRk9HLHgAbdmjyPtuhvYFjPYm9M3LUW/sgAodYmKNn+hIqL8A506ijp9BTn4cuWghmDXExPuQCdmog39HX74GLtSCrQpMulFB5ChG5eYjhi9CJJoABfZq9L/+Ek6q1teIiYEgO+SegXwzcsHE1nUm/ZGjZiBm3QxDohBh4RAaDhERkJACWdmIaXcg712K/NYTyHtcVT4KZTuF/quX4VgRWCJbX88q4Hw+HD8KZxTy7intBklLRPpoRGYGpCQjhkSCxQnN9dDghJAYxJgZiLuXoj35OHJqfNu3Q3lumT3jaAZd71A+qh9ZCXUVyKlfvCZtXTabjcLCQg4dOsT777/P+++/3+aL40pwcDBJSUlMnTqV++67j3lz56GZBtYJ7qVLl3j11Vc7neHjAz79l6qqKl577TVef/11cnNz25zsjh8/nn//939n5syZhIaGDqj3ZuvWraxYsYLt27eTk5NDRUVFh4o3gMzMTObPn8+CBQvIzMwkPj7e154wwKMuHkdf/zvUka3QaDOGdC76AXLsIvDrnR728vJyioqKWL9+Pe+99x5HjhxpY6IA4yAmOjqajIwM5s6dy4MPPkh6enq/n6h7xgV8nnvuOR/wGWDZtWsXv/vd71i9ejWVlZXu20NCQrj77rv51re+xYQJEwbUyZMLmn/yySccPHiQCxcutJnT4EpwcDATJkxg8eLFTJ8+neTkZCIiInxg3ZerS1MtqqYE/K1tFOsqZxf6imeh8hKMuAU5/SuIpHH9uKAdo+s6tbW1nDt3jh07dvDuu++yY8eODscjmqYRERFBVlYWM2fO5N5772X8+PH9tNSdxwd8BmacTic5OTk8//zzfPTRR5SVlbn/FhgYyLx583jmmWfIzs7uc2GAt9TX17Ny5SpWrVrJvn37uHDhAjU1NR3uZ7FYGD9+PIsWLWLOnDkkJiYSGxt7bRdO2VElu3D+7K/IBT9H3nUlA+CdqJpT6M/+BjHyR8ivZl+zxez16E5U7i70v3wHVVNvwPTbliBv+SoiIqn7x19H6bLSRz+xAVV0CGGNbXO1WcRmIhLH9HqFj2dlz6uvvtrjyp4nn3hyQFX2uNId8PFZuvovLqW7xWKhsLCwU6V7aGgoQ4cO7XOlu7e4dO9jx44lNDQUh8OBw+HoUve+efNmLly4gNlsRkpJUFDQgDp596U1avdbsG8l1LVAmKZmaC5DJI5BhMZ9rud2VfZ88MEHParseeSRRwbEgObO0h3w8c3w6d/0ROkeGxvb5wpeb3Hp3m+77Ta37t018Lkr3fvevXupq6tDSuluqfXBH196FKcDVX0RdeQT1PbXoaEKET/KsHMBIjgCIhMQQ7PQ7vj2gKrw6enMHk/1+kCs7HHFB3wGblxK9ylTplBfX09+fr4bxruU7sePHychIWFA7U8M3fso5s+fT0ZGBhaLxa17dx2vQFvd+/bPtlNTU0NgQCBCXkPdu9AQwcnIhfciMq1X+GCJ8ItBzlmMGBvT/d0HUhqr0d/+EeriBeN3hxPOn0DEZxjb3hsonUIfdTkX9cZTqN2fgFlB6BBEUDjXYnaPC/Zs3bqV1157jZ///Oddwp5hw4Zx5513DmjYA96Bz0MPPcSzzz7rAz79nO6U7rt37+5Xpbu3DB06tFX3HhmFw9k5/HHp3tetW+fWvUspfbr3gRhrLKr0NJRfBKeOCA6AIcMQmbcgQq5uB1tRUWGo13vQxjUQZ/a0jzfgk5aW5gM+AyRxcXEMHz6c5ubmLpXuUVFR/aJ095bOdO92u73Tg/Xi4mI2b97Mzp07qa6u9unefelZdAeq5IzRqrDpdSjMg7qLEJ2MiEppmZ1hRkT/f/beMz6u8k7Yvu4Z1VHvdVSsYknuGHfTS4CYEkNoIaQt7IZNwHhD2CVZYgIGXCDJPhhI2LBPssmbsJDdTV4CJMGAjXuVm5rVR72OumY0M/fzYXxGGnVZI82MdK7fjw+MbM2xysw51/nf97XAPt3j6xm/H4rsKSwsnNQyrmXLlnHPPfd4rOwBu/DJz89XhY+HExQUxMqVKwEoKysbkXQ/deoUUVFRbkm6j8fQ3PuSJUsIDAx0xAPGyr1/vPdj2tvbHVEWj8i9eztSIrtbkKf+CL2dYLWBRiCylqD9wpMe8xo7W4yUPv3d2P77B8iS82CzIS+egu4qNAuvdekXZzTZc+bMmYllzxbPlT0wKHxeeeUVp6UTQ5d0qcLHc/D0pPt4DM29JyQkMDAw4HhDGSv3XlpaitVqRaPRqLl3D0Lowu13eJsKEVoJq29Hc/OTl5XjVWTPZCZ7FNnzzDPPeKzsAVX4eBsTJd3LysrcmnQfj6G595UrVxIQEIDFYhkz937gwAEOHjzoyPOquXeVMTH3Ic9/iNz7a+i7NEXW0wUD7YgFqxGBU737PrMMlz2vvvrquJM9y5Ytc0z2fOUrX/FI2QPqhI+3odPpWLZsGcHBwZSUlDiWDttsNlpaWjhy5AihoaFuS7qPh4+PD2lpaU65d+UG7fDcu9Fo5NixY3zwwQc0NzcDOPbnVN9PLhMhEAGhiOyN0NuE6GlChIaieWA3ImpIEt5qQbYbELpw9x3rLDBC+siaM9j+5yf2PNolRH8HYunNiJBopjvtM1z2/PjHP55wsmfLli0eL3tAFT7eipJ0V8SPJybdx0PJvV9//fXo9XoGBgbGzL2XlJTw/vvvU1RUhMlkUnPvHoSISrVnJvOuQ7vqPkTY1E6Yp7KMy1tkD6jCx1sZmnSvra2lvb3dKeleXFzs9qT7eAzNva9Zs4bQ0FBsNtu4uffPP/+cmpoapJQO+aPup6biwMfP/p+xAppr7efZAX6ImGREYi4iPGnizzELTFX2ePoyrqGowsc7CQgIYFHeIuLi4ygqKsJoNDquG7u7uzl+/Ljjexga6lnyFIbk3q++mquvvpqwsDDHxM9oufeTJ0/ypz/9ifr6emw2m1NEQGWKCIHQhaNZdAME6BDZ69Hk3jD4cZvVXgf79HVEpB4RFDUYWZljjJz0MdZDSxH0GO3r3vx90Wx6HE3eTdPauNlsNlNZWcnnn3/Onj17JpQ9t9xyi0P2ZGdne+wFiYJS6RpN+Nx7771s375d3bTZg0lJSWHp0qVOtYChSfempiZSUlLcnnQfDyX3fsstt5Ceno6U0lH8Gi33/tFHH3Hu3Dm6u7vx8fFRc+8egEhajEjIcd5A32JGNpeDzYrwDRjxOtzW1jZl2fMv//IvHrlnz3BM/SZV+HgxStI9Pj5+zKS7RqNxe9J9PLRaLfHx8Vx77bWsX7+eyMhIpJSOyZ/Rcu/79++nvLwcm82Gr68vAf4B6sn6fMRigr5OwAZaZc+eKERQJDReQGglYvlNaK7/R0TKcvceK5OXPVqt1jHZ4+nLuIaiLunybvz8/cjOziYrK4vy8nKnpHtfXx/5+fmYTCays7OJiHBf0n08lFjG+vXr+cIXvkBUVBQDAwPj5t4/+OADKioqsFgs+Pv7O87VVaaIRotIWW4vjytIiWypwPbuPyPPHQPDcUSU3j55PweXfo2QPiI8Ec2im5B9zYjuRkTOarSbfgCay7vQHS57nnvuuUnJnieffNLjJ3sUxpvwUYWP9zBR0r2yspKUlBSPSLqPx/Dcu6+vL1arFZPJNGbu/cSJE2ru3RPpbsVWegj5t59BRx3EZiICQgBn2bNjx445M9mjYOo3ceTokTGFz9atW1Xh4wUoSfeUlBQaGxtpaGhwSrqfP3+e7u5uj0m6j4eSe9+4cSPx8fYN1hX5Mzz3fuHCBT777DMKCwuxWAdP1tXc+zzB3IusOoU89wFyoB8RnWoX9kJj36dN2az5un9AROrdeqiXu4xr69atHr2MayiK8Hn11VdV4ePFKEn3pUuXUl9fPyLpfv78eVpbW8nJyXF70n08NBoNYWH23PsXv/hFR7lL2UNu6PuJxWKhuLiYv/zlLxQUFGAymRxLiNWf12nS14Htw53I/MP2/ze2Q8k+SFmMiFng3mObAezSx2pxHmXy06FZdBOERqDZ8HVEYNiUP/HlyJ4nn3zSK5ZxDUUVPnOL8PBw1q1bB0B1dTUdHR2On9nKykouXLhAUlKSoxbgyd9XHx8fMjMz2bRpE3l5eeh0OqxWq2N5wtCTucbGRg4cOMChQ4doamrCx8cHHx8fdDqdKn/chOyoRx5/B/nBT5CVpVBfCFEJtGkjuFheOSXZ4y2TPQoTLenaunUr9913nyp8vIj09HTS09Npb2+ntrbW8T3t6emhoKCA5uZmEhISiImJ8WipDvb3iVWrVnHVVVeRmpqKEMIhf8xms+PP9ff3c/HiRT799FPy8/Mxm834+vo65I83/C6qXAb9XdhKPkd+/H+Qhz+AnjpEYt6lNLsAHz9EbAYi1b2bNQ+XPa+88sqc2LNnOKrwmVtotVoSEhK48sorMRqNVFdXO66/zGaz4yZtVlYWUVFRHn0jQQiBTqdjxYoV3H777SQn6/Hx8cFsNjvO1RWsVisVFRXs3buXkydP0tPT47hB62l7GXkFUiKNdci//Bv0Dl6/i5BgRN61iNgMNx7czKDdtm3bNll2CHpaEboI0A7+cojEPETA1H6QFNmzf//+ScmeoXv2eMMyrqGMu4fPvfepwsdLGZp0r6qqGpF0P3nypCPprtPpvOJndmjuPTQ0FKvV6rijMPR3s62tzSn37ufrh0arQafTefQb51xEFn+G3PtzZFOL/QGzBWtnNX84XMBzP32L301msudfnuGOO71jskdBFT5zl+TkZLKysuju7vaapPt4DM+9a7XaCXPvyj5xQ/dTU8X6HMJmRZYdRn6wC1labN+3p7MFzEZE6hVTPqeekUOchuzxhmVcQ1H38JmbKEn3devWTZh0j4uL84r3E19fXxYvXsStt9zqyL0rU6Sj5d737dvHgQMH6OzsdOyLN2O597mIEPbN86OSob0MejoQwTrELd9Fs/Ju5z9rs0xrixtPQfujx7+1zfbrf0Se+QhCIkEX7lg+MBUmu2dPUFCQ02TPk08+6XWyB6CxoVHdw2cOoyTdw8PDRyTdFTHi6+uLXu95SffxSExMdFQEoqKisFgml3v38fGx594D1Nz7bCGCo5H1BdBUDVYb3WYr58sb+Nn7n3OoyIB5YKTsWbp0KQ8++KDXTfYomEwmjh09pu7hM4eJi4vzyqT7eAzNvS9ZssRxp1YRQAqj5d41Go1j8kcV63OAAROy6iSc3wt9ly7UhED4+yLis+1pdjehyJ6ioiLef//9cZdxRUZGOvbs2bp1q9fJHph4D59HHnmEb3/726rw8WKCgoK48sorkVJSWlpKZ2cn4Jx0j46O9rik+3j4+PqQnZ3NTTfdxJIlSwgICKC/rx+rbZzc+8f23HtAQAAaoUEXpE7pTwqhQcRmIrI3QE8DInsNmhsfH/y4lEhjLVSfsk9qar07zKD91xVymzx/Erq6kOc/A0sHmgVr7YWBSTDZZVyK7Ln11ludZI83Xjwqmzbv3r1bFT5znCVLlpCYMHrS/dChQ1gsVo9Nuo+HknvfuHHjpHPvFy9exGqzotVq1dz7LNDW3c/Fxg76qs9gbOvkb4ZuXjjRypEGKwOXXl6Hyx5v2rNnOCaTiaNHjrJj5w51D585ztCke3V1tVcl3ccjICCAjIwMp9y7MlU5Vu79wIEDNDU1IYRwyB9PX96mMg5aX0RYPGgF1F4AJCI1E7HhIXsxRjv7Ym+47BlvskeRPd62Z89wJrOkSxU+c4PAwECWL19OcHAwxcXFXpV0Hw8l937DDTewarU9997b2ztm7v3o0aP8+c9/pqm5CY1Gg4+Pj5p7nwxCIHQRaJZ9EZG+evA1WkpkRwO2v7yC/MsbEBGLiEwBX8+fGhsL7b8mtW3DdulF32ZDGA2IKzYhgibe+bysrMwhe7Zt2zbnZQ+oe/jMR7Kyx0u6H/X4pPt4jJZ7H6sioOTeCwsLMZlM+Pj4EBQUpMofF2M0GikpKeEPf/gDO3/+nxQWl/BptZFfFPRQZLRhlXNL9oBdLh49epSdu9QlXfOFySbd09PS0QXpvOo1Rsm9X3/99axds5aQ0JAxc+9Go3FE7l2n0xEYGKhO/ngDFhPS2AD9nfalAgB+OohIBq0EXQCaG76LZukX3SJ8uru7KSgomDeyB9QlXfORgIAARynSG5Pu4zE0937ttdcSFhZGT08P4Jx7B/u51KlTp/jjH/9IQ0MDUkr8/PwICgpS308mg+M1WkJvO3L/W8i974BpAHnxIISEImIzvVb8aH90R942envs6459NGhu+8dLefaJT7B+9atf8Q//8A+cOXPG6YcORi7j2rp1q1fLHrBvdvuf//mfvPTSS6rwmWcoSfeGhgZHfWZo0j0kJIQrr7ySoKAgNx/p5TE0956xIAObzebIvVssFse/dWjuvaGhAYCYmBiPzS17IyUlJWzfvp233nqLiooK8ptMnG210j0wRPYsXsQDt9/IM8/8gDs33+O1sgfsJ+gHDhzgZz/7Gfv27XOMLwshSE9PVyd85jBDk+719fU0Nzc7Jd1ra2tJT08nJyfHK99Xh+beN2zYQEREBFJKxyado+XelZJiUFAQUVFRXrEXxbzF3IesOolt/y+R1fmIxFzH9ggiMBSRtBiRtQGhX+q2Q6yqquKVV15hx44dY6bXly5dOidkD9jfT86dO8frr7/O7373O8fjPj4+LFiwQJ3wmcP4+Q0m3cvKymhtbXVKuhcWFqLX61m5cqWbj/Ty0Gg0REdHs2HDBm655RYiIyMxm3NfaWIAACAASURBVM1YrdYRN2otFgvnzp3jo48+or+/H41GQ2JCovp+MlmkRFbnY3vnebBeGmYZsIIhH7Hkhkub8nsf2m2//MM2jBWIPiMiOR3tPS+BdnKjYNHR0bz33ntOY2ZDZc/WrVvnhOwBu/DZs2cP7777rtP+LkIIbr/9dnbv3k1MTIzX/ztVxiYuLo7Vq1fT3d1NbW2tw7CnpKTwwAMPsHTpUvz8vHu9p5J737RpEwsXLsTHx2fU3LsQgoSEBD766CN6enrQ6/WEhYV53aSTJxIXF0dxcTH5+fmOuzmK7FmyZAkP3n0n//L1O7k9touY2Bi0UcmTfs32NEwmE0eOHGHXrl2cPXvWqX4UHR3Nk08+yUMPPaQKnznMWEn3oKAg1q9fz2233UZSUpK7D3PaKLn3q666ivj4eCf5MzTPGxERQUtLC8eOHUOn06FP9p69KOYVph5sZYeQH7+GPLkf0VoJtn5EYh74X7r54xtwWfVbVxIQEEBnZyf79+93TFDOtckeBWVJ15tvvsnevXsdS2HAvqT9m9/8Jk888YQqfOYwQ5PudXV1jqS7n5+fYzJar9e7+zCnhRDCkXvftGmTU+5d2fhZwc/Pj+joaH79618TGRVJamqq+vM/WQb6oe40GFvsgzF+vojl16FZdZ/XnnNrt/30F9s0S28FYUGz6suXEmWTExdRUVG0trZy6NAhdDrdnJQ9MCh8du/eTW1tLYGBgY5fKh8fHzZv3szSpUsJDQ2dE/9elbFRku5SSgwGAzqdjqeeeop7773X60ZGx0PJvd9+++3k5eVhMpmorKx0TLhpNBoqKytpaWnh6NGj9PX1kZKSQlRUlCp+XEBISAinT5+mrq6O6OjowWVc//hNbs8MIPrErxFnDw5JAcdNajrTkzCZTBw9epQdO3bw6aef0tXV5TRVtnDhQm699VZyc3PVu1PzgKFJ99bWVtauXcvWrVtZt26duw/NpSi592uuuYakpCTHRJNycdrb20tzczOlpaVcvHgRXZCO1NRUr50inavIxhLk3teQ50/YHzANQGcNhIQjkpd5zOuxsk9UdXU1JSUlREZGzqnJHoWhe/j89re/pbe3Fz8/PwYGBhBCkJiYyG233UZWVpYqUec4StJ91apVtLW1UV9fT1ZWFs8++yzXX3+9uw/PZQghCAwMZMWKFdxxxx0kJibS1tZGWVmZ489YrVYuXrxIW1sb+/fvJyQkhAULFnjV3kZuQQhEUCQiaz00noeeNkTeGrRf3gFDY1deVvXSbtu2bRs+fojM9ZeqAlN7o0pJSeHTTz/l5ptvZsuWLXNK9oBd+Lz22mtOe/god6LBvlHYvn377GtFF2QQHhE+Z/7tKqMTEBDAxo0b8fPzY8OGDTzwwANERka6+7BmjLCwMDo7Ojl67CgdHR0ATiPiNpuNU6dOYTQa0ev1xMbGqmuHp0lCQgIGgwGtVsvdd9/t2LMnunof4i+vIevq7Hce2psQMQmI+Bzw9Y7SEYwUPsomt0P3hGtoaKCmpoaoqCj0er3XlJxULp/k5GSyMrOIiIzgjjvu4IYbbnD3Ic0YOp2OoKAgKisrKSgocFS+rFarY5K4qamJoqIix9IUNcfrQfR1IOsKoKkSLFbQaBDBwQj9YkTKco+6EAgKCsJqtdLQ0DDnZA+MvmmzzWZzmnhobW3l/Pnzjg19VYk6t1GS7uvXr8fPz4/bbruNL33pS+4+rBlDq9USGhqKwWDg0KFDjseVMiZAf38/hw8fRghBVlYWYWHunUL0eIRABIYhFl4FAx1obv8hIjh68ONWM7LsMFhMiGDvmEa3S59pEBUVRUZGBlu2bJlTsgecJ3yUsdixOHToEL29vWRmZhIVFeW1+2uoTA4l6b5q1ao5PSppNBp599132f7idqqqqsb9sxcuXKC+vp7k5GQSEhLUYsA0CQ4O5t577+W2225z7Nkju1qg8jhcypJik6AdQKQus0/7eAFDhc/QTZtHo7a2luLiYsLCwhziZy69x6iMJC4+jpUrV5Kenj5nX0OsVitlpWW8+eab/OY3v8FoNI75Z9vb2ykoKGBgYID09HRCQkLU8wsPQARHIaJSoKcO2usQ0bGIa7+BZt1XJ12/nS38/PyIjY3lqquumlOyB8bOso9Ge3s7Z8+exdfXl4yMDEJCQsb98yreT1BQEBs3bmTx4sXuPpQZw2azUV1dzeuvv86uXbvG/bNms5mTJ0/S09NDTk7OnL5h7RKEQAQEo8m9AeE/ZDrKakGWHsT2/z2FrD6FSF6MCIlx33FOEu2PvvP1bUIXPq1PkpGRMedOxBXhs2vXrgmFj8Lp06dpbGwkOzvbqzdWVVGBIcJn+8TCR6G0tJSysjISExNJSkry+j2O3ElCQgLh4eFOryMiKhXZVgUNJSBAREdD9jrEgjVM93V8NpiK8FFoamri3Llz+Pj4oNfr1U3D5wG+vr5zXvi88eYb/PrXv6atrW3Cv9PV1UVBQQFtbW3o9XoiIiLUacrZxtQDfR12oaOxL2EWITF28aOViCVfQLP2K+DjmUtRQ0JC5pTsAWfh884770zq73R2dnL+/HnMZrM67aDi9UxF+CgMDAxw7tw56uvrWbRoEREREeo51VSQNmTFcWy/fxrZ1AItDdCQj9Av9fgNnrXPfiFzm0hf5THrjz2BsYRPQECA0+7oWq2W8PBwx1g2QGFhIaWlpSxcuFBd5qLitSjC54UXXqC6utrxuJ+fn9O4KNiXfw1dmmMwGLhw4QKxsbEkJiaq0xmuRKOxj5F2GBDxqWhu3Ypm1b2IkOiJ/66bUYTPyy+/zKeffuqUZR/+86Hsj6aUN4xGI2fOnMFkMpGcnEx4eLi6d5SK1zEV4aPT6fD393csJ+/r66OoqIi6ujoSEhKIjY1Vpfps0d+Nrfgz5LkPwS8QERI7KH7C4tHkXItIWuS1m3t6I6Mt6QL7sh5fX1+nc3VfX1+Cg4Md5+rd3d0UFhZiNBpZuHAhoaGh6kWvitcxlvARQuDn5+f0O6DRaIiMjHRsU2KxWCgpKaG4uJicnByioqLU69XJYjFje+d7yIrBvZNobwGLEc3S29x3XJNAu23nT7c5rVGb5zQ2Njp+gYYKn9DQUJYtW0ZDQ4Pj4tbf35+vf/3rNDY20tXV5bgQrqio4PTp06SlpREXF4efn5960aviNYwlfJSyV29vr5PovOeee9BoNLS1tTneZBobGzl58iQ6nY7k5GR1OsOFiNA4RMJCNCvuRCTmesWFxvA9fIYKH71ej0ajcXq9vfbaa0lMTKS1tdVx0dvT00N+fj4dHR0kJSURHR2tnqSoeA1Wq5WysjLe/PmbI4RPVFQUISEhjlofwJIlS1iyZAnt7e309vYC9ju0xcXFVFZWEhcXR2KimuCdcUw92Io+Qf7135D5+6CtDBGdar+jq7n0+iOER+3hM9cZa0mXj48P8fHxJCcn09TU5Hg8LS2Nm2++GYPB4Ljo7evro7i4GIPBQHp6unrRq+JVKMLnjTfeGCF8QkNDyc3Npb6+3vF4SEgIDz/8MNXV1Y7ittVqpaqqitOnT6PX60lISFDfTyaFhKZS+8S92X5jUiQkoPnCk4hIzy7Dabft/Ldt6pSPnbEmfEJDQ7n33nvZuHEjn3/+uVO5609/+hNBQUGUlZXR3t7uED/19fUcPnyY6OhokpOT0el0qvhR8XjGEz5XX301d911F8XFxbS2tjo+tnPnTlatWkVtbS1NTU1O0xnHjx8H7Bu0qkl31yGCo8FvyF5SNiuyox56OxA+/qD1nJPXsZZ0CSFIT0/n7/7u7+jv76eiosLxd+6++27uu+8+LBYLBoPB8XcGBgY4c+YMzc3NJCUlqdMOKl6BInzeeGPkhE90dDQPPvggCxYs4PTp047HV65cyTe/8U3i4uIoLy+np6fHMWVZVVVFaWkpkZGR6PVq0n3GuDTGL//6M2RFqX0PtdYm6K5G6Jd5xR4Oc42xlnQpm51v3ryZxMRETpw44fjYmjVr2L17Nz09PVRWVjrkqslkory8nIsXL5KYmEh8fLz6fqLi8Yw34RMREcGmTZu4+eab+etf/+r4WFRUFG+99RYhISFcvHjREWWx2Ww0NDRw5MgRoqKiSE1NVd9PJkKjRWSuh4EuaCxBREahuecFRPZV7j6yCZn2Rs5zhYmEz0svvURFRQV/+ctfnKTP1q1bue666wgLDaO0tJTW1laH+DEajXz++ecEBgaSlpZGSEiIKn5UPJaJhM+2bdsIDw/nr3/9Ky0tLY6PP/TQQ2zatImUlBRqa2upr693/I709fVx5MgR+vv70ev1atJ9JuhuRRrOYPv8P5AXDyCi0y6tK3b/a81Ewuef/umf2LRpEwcPHqSwsNDx9zZs2MDmzZtZs3oNnZ2d1NTU0NfX53htLS4upramVp12UPF4JhI+X/3qV3nssceoq6vjk08+cXwsOzubzZs3c8MNN6DT6aiqqqKzs9MxaVxXV0dxcTFBQUGkpaXN6aCA27CYkeVH4dSHYLpUbfXRIMKj7Bt3Rqe59fDmGxMJn0cffZQHH3yQ06dPc+TIEcfHMzMz+c53vsPSpUuRUlJWVkZXVxdgX+ZSXV3NuXPnHDdp1YteFU9lPOETGRnJ5s2befbZZ2lsbOSPf/yj4+MhISE88cQTbNiwgfDwcAoLCx3vRVJK2tvb1aT7VNBoERnrQFgRq+9BkzukNCql/SZsZyMiyLM2ylalD/aNQsda0vXlL3+Zl19+maioKE6fPs1HH300QvrodDqWLV9GUlISxcXFNDU1OSXy9u7di1arJSMjg/BwNemu4nl0dHQ4Nm0eS/isXLmS2tpaPvjggxHSJyMjg8zMTLKzsx3iR1mWY7PZOHnyJB0dHej1emJiYtQxalfR1Yzt+O+Rf34FWXgKGisQCWmIuIVuL8iYTCaOHTs2qvBJS0vjn/7pn7j//vsJDAzk/fffHyF91q5dS3p6OsuXL0dKSU1NDV1dXY6L3oqKCsrLy4mOjlaT7ioeiWNJ15sjl3RFR0fz0EMP8fjjj5OWlsbBgwdHSJ/rr7uerKwsFi1aRHR0NLW1tbS1tTmmKZubm52S7kFBQer5hSvR+iDC4sHPFxoKwWJBpGUibvyO80m+yowzGeHz7W9/G4vFwuHDh0dIn4ceeojQ0FAWL15MQEAAJSUldF6qYCrTDvn5+YSFhZGamqom3VU8DpvNhsFgGHVJV0REBJs3b+b5558nOjqa8+fPj5A+3/72twkLC2PxosXoU/ScP38eo9HoOKdSku4ajUbd5HwyaDT2iEpMxuBjUiJbK7HtfQ2Z/ydEygpEUIT7jnEY8176NDU1sWfPHnbu3Dmu8BFCcOrUqTGlD8DChQvJzc2lqKiIlpYWx4kZ2JPufX19atJdxePo6Ojgv/7rv8ad8Fm5ciW+vr5UVlaOKX00Gg3JycksW7aMtrY26urqnKYz1KS767GVHULu/TlSWbtttYHstt+FDovDXdM+ivB5+eWXx5zwuf/++4mKiqK3t3dM6RMSEkJYWBjLly9Hp9NRW1uL0Wh07B1VW1tLUVGRmnRX8TiGCp9f/epXYwqf9PR0bDbbmNInPiGegIAAcnJy0Ov1NDQ00NjY6JDqatLdxVgH7P8pS2T9gxBxWaALAvoR6x9Es+x2tx7ifGOywken09HZ2Tmm9AF7wjsvL4/o6GiH+FEuetvb2zlz5oyadFfxOBTh8/rrr7Nz507H48OFT3x8PBaLZUzpo9Pp8PHxITMzk8WLF1NaWkpzc7PjelVJund3d5Obm0tEhOcIC49HSmTTRWwf7UYe/DM01UH7RUTGOkSAZ7yWzGvp09TUxGuvvTbhhI9yETGR9AFITU1lzeo1GGoMNDQ0OG14e+rUKTXpruJRTEX4ABNKH4CYmBiuvPJKzGYzNTU1dHd3O06qlKR7UlISiYmJ6vr5aSJCYpHVp6Cp2r7fhFaDwAKZaxDR6W6pMk5F+AATSh+w/zwuX76cyMhIamtrnaS6knT39fVFr9cTFBSkvraquJWJlnQNFT7AhNIH7Ocb2dnZZGZm0tTURF1dneP8oquriwsXLtDW1kZKSgqRkZHqNOXlYB1A1hciK0/YZU9AiP011C8QEZuFyL0OTdpKddPmWWQqwgeYUPqA/f1k4cKFpKenU1VV5fR+0tnZyblz5xgYGCA7O1uddlBxO0M3bZ5I+AATSh+w16f1ej2rVq2irq7O6f1kaNJ98eLFatJ9stgGsL3/IvLwR4OPNdci/IXH7Pczb6WPInx27tzpJGbGEj4wOekDEBsXy4YNGzAajRgMBqcih5p0V/EUJrOHz1DhA5OTPmD/PVqzZg0+Pj4YDAanEVI16e5ClE2bGy4ghBWRthCx9n5E9lVuubMwVeEDk5M+YH+9XbJkCfHx8dTV1dHY2Oh4LVaS7mazWU26q7iVqQofmJz0UdDr9WRlZdHZ2Ul1dbVTjaioqIja2loSExPVTc6nis2GbC7D9unP4ZP/QPY02kWPLswueXz9L0kg9eJntpiq8IHJSR8APz8/FixYQG5uLg0NDU43aXt6eigoKMBoNJKTk6Mm3VXcxnjCR9nDZ6jwgclJH7Bn3GNjY9m4cSPt7e1UVlY6SpFK0r2oqIjc3Fy1bjcZpIS6C8jaCzBwqeoVrIP4dI9ZDjwvpc/QJV2TFT4weemjfK5rr72W/v5+KisrR026p6enq0l3FbfQ0dHBe++9N0L4BAQEcM0114wqfGDy0gfA39+fdevWodPpqK6uVpPuM4SI1IOlF5GzAc3NT6LJvhrhP/ub8I0nfJQ9fB64/wEio5w3tpus9FHIysoiJSXFMe0wPOluNBrVpLuKWxhvD5+oqCi++tWv8t3vfpcFCxY4/b2pSB+AhIQEFi5cSF9fn9OJ+sDAACUlJVRUVBAfH68meCeNRBrrsB38FfLwn6DPBE2V0NOASMz1uM045wOXI3xg8tJH+Vx6vZ5ly5bR0tLiVIocmnRfsGCBOj2nMusM3cNnMhM+CpOVPsrnCg0N5ZprrqGnp4eysrIRSfdTp06RkpKivp9MhEaDSF+D7G8BQwEiJAix8X60d/7I3UfmYN5JH0X47NixY1Ths2PHjlGFD0xN+oD9TsJ1112HEILS0lKMRqNT0v3QoUPExMSQlJSkJt1VZg1l0+bnn39+SsIHpiZ9wP6GsmLFCqKioqipqRkz6a5P1qtJ98tF64NIX41IucItsgcGhc9LL73Ep59+OmnhA1OXPgBpaWlkZmbS1tY2btI9Li5O3TtKZVYYbw8fRfg8/vjjI4QPTF36gH0ZbW5uLlJKNek+XaQNWXIAPnsbui5NZlusiIFOiExEJC917/HNMy5X+MDUpA/Y36NiY2NZsWIF3d3dI5LuZWVllJSUkJSUpCbdVWaNqezhM5ypSB8F5SatVqulpKRkRNL98OHDREdHq0n3idBo0GRtQDYVIFbchubmrc4flza3bLugMK+kz0RLunbs2EFkZOSY8mWq0kdh7dq1hIaGcvHixRFJ9/3796tJd5VZYzrCB6YufRTy8vJITk6mpqaGhoaGUZPuKSkpatLdVQz0I421YOpB+PqDZubuUE4kfL73ve+NKXzg8qQPQGJiIosWLRoz6V5TU6Mm3VVmhckKn6FLuoZyOdIHICIigsWLF6tJ9+kiNGA1I4010FEPZgvoAhBXfAHtuofAXy05zRbTET4wdemjEB4ezrJly5BSUlpaOiLpfvbsWWJjY0lOTlZLkSozylT38BnO5UgfsA8qXHHFFYSHh1NQUEB7ezswmHT/7LPPCA0NJSMjQ026j4dGiyb3OkTmBufHB/qR1adhoN9t06PzRvqMJ3zuuecedu7cOa7wgcuXPgDLly8nOTmZ4uJimpubnRJ5e/fuxcfHR026q8wo4wmfq6++mh8/9+NxhQ9cvvQByMjIcCTd6+rqHL9HStLdaDSqSffpMmBCGuuQZYeR+95C1p5DxGQggqMm/ruXwdAlXWMJn/vvv39M4QOXL33AvkeKmnRXcSfj7eHjED7ffZz0BaMLH7h86QMQHBzsSLrX1NTQ2tqqJt0vAxEai0haDJgR3Q2I3LVobvgOIiLZ3Yc2bzCZTJw5c+ayhQ9cvvQBHEn3wMBAiouLRyTdT506RXh4uCpRVWaMiZZ0felLX+KFF14YU/jA5UsfAF9fXxYvXoxer+fcuXNO+3GaTCYOHjyIRqMhOzub0NDQaf5r5zA+wyYCe43YCvci3/kB0nDavu+mGybz54X0mWjCZzLCB6YnfWAw6V5YWDhq0r23t5esrCwiIyPV/U1UXMpkhM8VK6+YcCnMdKQPoCbdZxhZcxbb3v+D3Ps2VF5EtFVB6hJEbIbLNyCdaA8fh/CJHP+OxnSkDzDppHtKSoq6abiKS3GF8IHpSR/AkXRPSUm5tCltIwMDatJ9XGxWe5odHK+NQheOJnkJImMVIvtqRFy2Gw9wfjHdCR+F6UgfcE66K+JHueg1Go3k5+fj5+enTjuouJyJlnRNRvjA9KQPDJYilyxZQklJidP16sDAACdOnKC7u5u8vDw16T4ZTN3YjvwG27svQmc3NNeD6EeTvmqkHJph5rz0me6SrqFMV/qAPem+evVqDIbxk+4xMTHqiZmKS3CV8IHpSx9Qk+4ziSzcC8f/F4z2O5SYBiAqGpG4CBHguhPUySzpmozwgelLH1CT7iqzz6SEz+MTCx+YvvSB4Un3Rmpra0ck3dvb29Hr9eqmtGCfiCw/Cv1dCF0EaC+9//npEBHJiJAY9x7gPMJVwgemL31gMOm+YMGCcZPuCxcuVKcdVFzCZPbwmYzwgelLH7An3VNSUli9ejW1tbVO7ycWi4WzZ89SX1/PkiVLCA+PQKNRb6aNipTI9hrkr79nDwQoVF1ALFyNiEqd1cOZ09LHlcIHXCN9AOLi4hyJvJqaGnp7ex3TDkrSPTc3V13mojJtFOHz4x//GIPB4Hhc2cNnKsIHXCN9YHJJ97i4OBISEtTpjKkQHIGsOgEt9SABXy1Cp0OkrUCExrnkKVwpfMA10gcmTrrn5+erSXcVlzBp4TPGHj7DcYX0UdDr9WRnZ2M0GjEYDGMm3ef1Juf9nciT/4384w5k9UkIiUSExoKvukHpbONK4QOukT4wMuleX1/vVIq8cOECHR0d5OTkqNNzKtNiOps2j4YrpA8MJt03bNjgSLor7ydWq9WRdM/Ly1VvJIyFEIjAUBjoQladA6vNXvmKj4fMNYi4rFk9nDkrfcYSPiEhIVNa0jUUV0kfsF/0XnfddfT391NeXj5q0n3BggXExsaqSXeVy2I84XP11Vfz4x9PTfiA66QPqEn3mUAEhkFHA3QYEEE6RMZSxOKbEMnLEC7YjNRkMnH8+PHxhc994+/hMxxXSR+FsZLuvb295Ofn09HRQXJyspp0V7ksJpNln4rwAddKH7An3XNycujr66OiomJE0r28vJz4+Pj5ucn5QD+2gr8hP/kFsqUV2lrBcAqCwxCJeaBRZfBsYTabp72Hz3BcJX2U49Dr9SxfvnzcpHtGRoZ60atyWbhiD5/huEr6KMehJN17e3spLS0dkXQ/efIkaWlpJMQn4OevTuePQGgQqVcg6/PB2IhIz0Zz7w402VfN+qHMSekzE8IHXCt9wDnpXlZWRkdHx4iku1ILUJPuKlNhUsLniqkJH3Ct9AHnpLvBYBg76a5Xk+6TJjQGYtPQrHsQzcZvIFJXulT4vPjii5e9afNouFr6gHPSvbq62vE+MDAwQH5+Po2NjWrSXWXKuHrCR8HV0geck+5lZWWOiWIl6X7x4sV5mXSXxlrk8feQBSfs05AAA2YIDkaTsRb85s/Xwp2YTWbyz+Tz6quvukz4gGulD9jf32JiYrjiiivo7u52kqhK0r24uJjk5GTi4uLUJekqk8ZVe/gMx5XSR8Hf35/169ej1WpH3eT80KFDxMTGkJKSMq/eTyaNjy8ibRWY29Deu9O+z+ZQbBaX77s5GnNO+syU8AHXSx+FiZLuQUFBpKamqkl3lUkxU8IHXC99FPLy8tDr9WrS3QUIXQQiIRcRlgBa19x5dPWSrqHMhPQBe9I9Ly+Prq4uxx1a5bW1pKTEkXRPSkpST9RVJmSmhA/MjPQB56R7ZWWl06a09fX18zLpLoSA/m5oL4febvv4fdZiNNf9AyI2092HNy8wm8yczj/t0gkfBVdLH4XhSXdl2sFisWAwGNSku8qUcOUePsOZCekD9rLXFVdcQUREhGOPOLAn3Y1GI59++ilhYWHqJuejIhCBYWgW3QxDb8LarMjmCqi9gIhMnnHxM6ekT3NzM3v27BlT+OzateuyhQ/MnPSBwaR7UVHRiKT7xx9/PJh0DwtHqBtmqYxBR0cH7733Hs8///xI4XPV1fz4+csXPjBz0gcml3RPSUlR97qaKtJm38Oi14jQ+kxZBI23pCs1NZXvfe97PPDAA5clfGDmpA/Ypx2WL18OMGbSPSoqipSUlPm3zEVl0litVsrLy126pGsoMyV9YDDpHhMTg8FgoK2tbdSke0ZGxvxIuvsGIBJyELELoLsGERCAWPcAmiW3uPvI5gVms33CZyzh88gjj/DYY49d9nn1TEkfcE66FxUV0dXVBTgn3SMiIkhLnT8SVWXqzMSSrqHMlPSBwaR7SkoKZ8+epaOjwynpfuDAAbRarbrJ+WTo70JWnsD2/ovIz/4TsXAdIjxhRp9yzkif5qZmXtvzGjt27BhT+EREREzrhGYmpQ84J91bW1sd+5uAPene19dHZlammnRXGRVF+Dz33HOjT/hMU/jAzEofGEy6t7a2UldX5zSdceHCBerq6tSk+2SxmJAdDdBQjDz3EfLC3xBh8YiwOGByr4PjLelKTU3lqaeempbwgZmVPuCcdK+pqaG9vX1E0j08PNw+lhwQOPcvelWmhCJ83njjDX71q1+5R4q8YwAAIABJREFUXPjAzEofcE6619fXO21yriTdzWaz4w7tnDu/kDaQEpTfbY0WEZ2G0C9DpCxFk3vDrKdz5yNms5n8/PGXdE1H+MDMSh8YTLrHxMSMmXT39fNVpx1URmWo8NmxY4fjcVcJH5hZ6QP239esrCyWLl1KcfHIpPvx48fp7u5m0aJFhIeHT/v55iQ2G7bj7yDf+VdkTTWYB6DxPJqlt87oEuM5IX1mQ/jAzEsfmDjp3tTUpCbdVUYwofCZxpKuocy09AH7dMaqVaswmUzU1taqSffLRLZWYfvkDeSff4rM/xyqCxH6LERC7qSmfSYjfC53SddQZlr6wMRJ97Nnz6pJd5URzOSSrqHMtPSBYUn3xiZq65yT7gUFBbS2tpKamkpERMTcmqbsbkY2lgA2hF+QY4ReBEchotNV4TMLTEb4uOKidKalDzgn3SsrK2ltbVWT7ioTMlN7+AxnpqUPOCfda2pqqKurG5F0r6urY+nSpS65/p5z2CzY3vsBsqFh8DFjK0THIlKWz9jTer30UYTPyy+/7Ki0gOuFD8yO9AHnpLuSXFWmHQoKCigtLSUnJ0dd5qICzJ7wgdmRPjAk6a71odpQPWrSfWh9Rn1DGYXORuSR3yHrau3/LyWE6BBJixFBEeP+1QmFz/ee4v4Hpi98YHakD0ycdD9z5gxms1ndNFwFcJ7wGU34PPTQQzzx+BOkL5ie8IHZkT4KQ5Pu1dXVTjWioUn32NjYuTFNOdCP7eyfkf//y8jmMvu0Y2CIKnpmEUX4zNSSrqHMhvSBwaR7Xl4e9XX11DeMnnTPy8tTk+4qM76kayizIX1gMOl+1VVX0dLSQlVVlVPSvbi4+FLSPY+oqCj1enUoQoOIy0Se/RAG7MJYhIdBZDyahdfO2NN6tfRpbh5b+Nxzzz3s3r3bpYZxtqQPOCfdKyoqRiTd8/Pz1aS7Cp0dnWMKn6uuuornn3/eZcIHZk/6wMRJ9xMnThAUFERSUtLcXJIwTURQFLLqBDSUgdUuzITGgshcg4hIHvPvzabwgdmTPgrZ2dmkpqaOSLr39PSoSXcVYFD4vP7662NO+LhK+MDsSh8YTLor5xdDk+7FxcWUl5eTkJDg/Ul3aUPWnEV+/n+RFwuhphRqT0JYLCJmgZpnnwUmmvBxpfCB2ZM+MJh0v+KKK2hubh6RdC8qKqKqqorMzEwiI9Sk+3xlNpZ0DWW2pA8MJt2vu+46uru7KSsrc2xybrPZqKqq4vjx46Snp5OQkKBO5ysIgQhPQPa3Qk0BIj4B8YXvor3huzP6tF4rfZqbm3nttdkTPjC70gcmTrofPnzYUZ9Rk+7zj86OTt59791ZEz4wu9IH1KT7tBACetqgsRChkYioKNAvQmRuRITGjvpXZlv4wOxLH5g46d7U1KQm3ecpkxE+jz/+uMuED8y+9IGJk+4lJSVERUWh1+u9t0bUZ0Se/APy8J/BJu3Tjr1d4KdFk7kefNW08Ewy28IHZlf6wGDSfeXKlSOS7maz2ZF01+v1xMfHqxe984zZFj4wu9JHwc/Pz5F0Lyoqckq6NzY2cuDAAeJi40hNTVWT7gpCgyZpEbKzBs29L6FZeM2MP6VXSh93CB+YfemjMFbSvb29nX379jmSq8HBwar4mSeMJ3yuvurqGRE+MPvSR2Fo0r2+vt4hftSk+wT4+IEAkXs1mlueRLP6fkTY6CcXk9rDx8XCB9wjfcCedF+0aBGdnZ0jku7FxcXU1NQ4lhCqJ+rzg0kLn2nu4TMcd0gfcE66KxPFoyXd09PTvbJGJDubkBXHES3lMDBgfy1MX4jm2kcR8QvdfXhzmtnYtHk0Zlv6KISHh7N8+XJsNtuoSff8/Hzi4uK8W6KqTAmbzYah2sAbb86e8AH3SB+wl71WrlxJREQE58+fx2g0AoNJ908+/cSRdA8KCprgs80T/HRolt6KCBp2Xt3fCX2dznl3F+B10sddwgfcJ33AnnRPSkqiuLh4RNJ97969juRqWFiYusxljtPZOfsTPgrukj5gT7pnZWVRW1tLfX39mEn32JhYdYz6EiI4GpG5AZG60v6mMsb3yGQyceLEiRnftHk03CV9AKKjo1m+fDlSSgwGg9Om4WrSfX4xnvCJjIzk4YcfnhHhA+6TPjBx0r2wsNBrk+5CF45GvxQiYqGnHhEYgFj1JTQrN7v70OY0E+3h8+gjj/Ltx2bmAtRd0gfs1yFLliwZNemuLEmPiIggLU1Nus91HBM+syx8wH3SBwb3TkxJSeHMmTNjJt1zcnJm/PzOK7Gakc3lyLN/RhZ9ishc79plyNKLaGpqks8++6z08/OTgOO/kJAQ+Y1vfEO2trZKm802Y8//1ltvyaCgIMfzBgQEyJaWlhl7vtHYt2+fXLt2rQwMDJRCCKevwyOPPCIvXLggLRbLrB6TyuzR0dEh//3f/13q9Xqn731AQIC86aab5JEjR6TZbJ6x5//kk09kbm6u03N/+OGHs/ozd+HCBfnwww/LmJgYqdFonI7l1ltvlXv37pW9vb2zdjxeidUipc0qpZSyv79ffv755/LWW2+VAQEBjq+lEEKmpaXJPXv2yNbW1hk7lObmZrl582an7+P3v/99WVdXN2PPOZzW1lb5s5/9TC5dunTE+8vixYvl22+/bX9/sc7c+4uK+7BYLLKkpERu2bJFRkZGOn3/IyMj5ZYtW2R5efmMPf/AwIB84YUXnJ5306ZN8vSp0zP2nMPp6+uT77//vrzxxhudznMAmZSUJH/wgx/IyopKOTAwMGvH5EpszRXSVviJtHU0uPtQ5jQmk0kePXpU3n///U4/Qz4+PjI7O1vu3rVb9vT0zNjzGwwGuWXLFqfnvuWWW2bs+Uajva1d/uIXv5BZWVnS19d3xO/Szp07ZUOD+nM4V7FarbKyslI+/fTTTt97IYSMjIyU3/rWt2R9ff2MPX9vb698++23nZ47MTFRNjc3z9hzDsdsNstPPvlErlu3TgYGBo64XnnsscdkZWXlrB2PV9DfLa3nPpSWn94uBx7LkANPLJS2yhMufQqvmfSZaMLnlVdemfEsnDsnfRRSU1NZs2bNuEn3hQsXEh0drU78zDE6Ozt59133TPgouHPSR2Fo0r2mpoaenh6npHt5eTlJSUkkJSapy3IUbFbo60R21ENrFXQ2Ivx0mGxiVrLs4+HOSR+F4Un35ubmEUl3Hx8fUlJS1KT7HMOdEz4K7pz0UVCS7llZWTQ2NjoleLu6urhw4QKtba2kpaV5dtLdZoX+LhjoB9/BZTRCF46ITkf4B7vx4OY2Ey7pmsEJHwV3TvooBAQGkLMwh4wFGZRXlDsl3bu6ujhz5gwDAwPk5OSoSfc5hjv28BmOOyd9FJSku3K9OjzpfubMGerq6li2bBnh4eFeNUE6M0hkaxXy53+HrK+3P2SzQWclmqW3gdY113VeIX2am5vZs2fPqMLn7rvv5tVXXp1x4QOeIX1gMOne1tY2atK9rKyMvLw8tT4zh+jsvFTp2vYchhr3CB/wDOkDg0l3rVaLwWBwSrpXV1dz/vx54uLj1KT7JWRTKTL/j8jP/wP5t7eQ1Scxx2VzsrR+VOGTkpLCU089xQMPPDCjwgc8Q/rAyKR7Q0PDiKS7yWRSNw2fQ3iC8AHPkD4K4yXdCwsLqa2tJSkpyWOT7rKzyT4aX3UKgqMQvgEuO2FWGZvJ7OEz08IHPEP6gH1j2/QF6eTl5VFXV0d9/ciku9FoVJPucwhF+Lz55ptuEz7gGdIHBpPuV199NS0tLVRWVo5IuhcWFrJ40WIiI+d73U4gdGFIw0morx58uKMZsfQGRGicS57F46WPInxeeumlcYUPs3BN5ynSBwaT7n19fSOS7uXl5Zw+fZqMjAzi4uLUpLuXowifbT/aNqrweeGFF2ZF+IDnSB8YmXRvbW0dNemenJw876cz5LHfI/f+ElldAeYB6O8mv8eX7W+9wyejCJ/vf//7syJ8wHOkj8Jkku56vZ6oqKh5fpLi3XiK8AHPkj5gT7rn5uTS29dLeXm540RdSbqXlZV5ZtLdZkEWf4b88KfIM/ug/gzoQhEhseCnFmNmikkJn1m64PQU6QMjk+7DJaqSdM/KylIver0cT5jwUfAU6QP2f39ISAjXX389XV1dlJaW0tPTA9i/ZpWVlRw/fpwFCxaodTshEIm5yBN/AAkiKhKRfSUieyMiJMYlT+HR0kcRPi+++KJDtIB7hA94lvQB+52E66+/fsyk+6FDh4iNjbUn3QPVpLs3Mhnhs2LFilm74+pJ0gcmn3RP0acQGhY6f6czBkzIiqPQ0XHp/y28/bfD/PFYER299pHbocJnppd0DcXTpA9MnHRvbGwkOTlZTbp7KZ4kfMDzpA9AdEw0ixYtwmazjZp0Ly4u9riku2yvsQvugtNgtUFzAzQXQkw6IjbT3Yc3J/Ek4QOeJX1gMOl+5ZVX0tXVNWrSvaioiJSUFMdNWhXvwpOED3iW9FHw8/Nj48aNaDQap6S7lHIw6R4335PuAqGLQPY1IoKD0HzxKTQ3PeEy4QMeLH3GEz733HPPrAsf8Dzpo7B27VpCQ8ZOugcHB6tJdy/EsYfPGEu6Zlv4gOdJHwUl6W4wGEZNuvf195GamkpkZOS8FD/CT4cs3gctDXQN2GjoGeB0fRdnm/vpGnCf8AHPlD7gnHRX7tAqr60lJSUYDAY16e6FeJrwAc+UPmDPUC9evJjg4OBRk+5FRUUEBwd7TtK98iTy8Dtw6YICrQaRtRzNqvsQgereKa7G04QPeJ70UQgLC2PF8hXYpI2LFy+qSfc5gqcJH/BM6QP2pPuVV15JREQE586dG5F037t3LxEREWRmZs7fpLvQoElbhWbN/Yho15+DeKT0aWlpGVX4BAcH24XPq7MvfMBzpQ9MLumemZlJaGjovF7m4i04Jny2baOmpsbxeEBAABs3bpzVJV1D8VTpA/ake3Z29sRJ99h5mHT3D8Jce4HyqnI+LO/gF+fa+FNFH429EmZ5D5/heKr0gckl3aOjo9Hr9Z61zEVlVKxWKxUVFR4lfMBzpQ/Yz7vy8vKIiYmhurp6zKR7ZmYmOp2bJ4oHepFdjQhTO1jMiKhoxPqvoMlY575jmqOMK3zSF/DIo4/w2GOPzfr5sadKH3BOuhcWFo5Iuh8/fpzIyEjS09IJ1M3XaQfvwVP28BmOp0ofGNw7MTU1lfz8fDo7Ox3nVGazmf379+Pj48PChQvdfv7nNnyGnUtKG7K7GdoNiOAopiM/PE76tLS08Nprr3mc8AHPlj4AOTk55ObmUlBQ4LS/CcDBgwfp6+sjOzubyMhIt1+gq4yNInx+9KMfeZTwAc+WPgDJycksW7aM1tZW6urqnKYzLly4QF1dHXq9nvj4+Hm1LMdsNnO6cYAf/O9p3thfwtkm+4QPbtjDZzieLH3g0h3aFSsIDAykpqaG9vZ2x2trbW0tRUVFhIeHk5qaSkBAgDpN6aF44oSPgidLH7C/9+Tk5JCamkptbS1NTU2O86D29nYKCgowmUxkZmYSHBzstvcCERKLJucaRNpykP2QlIN2zf3g5xnnaHOFiYTPo3//qFuED3i29AEICgpi0aJFxMTEOMSPctHb0dHB6dOn8fP3Iysra/5OO3gBQ4XPyy+/7Hjc3cIHPFv6gL3slZ2dzbJlyygsLHSq21ksFo4dO0Z3dzdLliwhLCzMzUfrXmRXE9QXYTv4f5F/ex2x7IsI/2m8Lrg0AD9Nmpub5Y9+9CPp6+srAcd/ISEh8utf/7psa2tz6/G99dZbMigoyHFcAQEBsqWlxa3HNBpnz56Vd955pwwPD5dCCKev5T333CNPnz4tBwYG3H2YKqPQ0dEhf/nLX8rk5GSn71tAQIC88cYb5dGjR6XZbHbb8X3yyScyNzfX6dg+/PBDabFY3HZMo2EwGORTTz0lU1NTpY+Pj9Pxbty4Ub7//vuyu7vb3Yc5K5hMJnngwAF56623yoCAAMfXQQghU1NT5Z49e2Rra6vbjq+5uVlu3rzZ6Xv0/e9/X9bV1bntmEajv79f/va3v5Xr1q1z+joCMj09Xe7atUtWV1err60eiMVikSUlJXLLli0yMjLS6XsXGRkpt2zZIsvLy912fAMDA/KFF15wOq5NmzbJ06dOu+2YxuLQoUPyrrvukqGhoSO+jo8++qjMz8+X/f397j5MKS0mKc297j6KOYfJZJJHjx6V9913n9P338fHR2ZnZcvdu3fLnp4etx2fwWCQW7ZscTq2W265xW3HMxbd3d3yf/7nf+SaNWtGvJ/ExsbKZ555RtbW1rr7MFVGwWq1ysrKSvn00087fd+EEDIyMlJ+61vfkvX19W47vt7eXvn22287HVtiYqJsbm522zGNhsVicVyvhoSEOB2vn5+fvP/++2Vpaam0Wq3uPlT3MGCSlv/+V2l5eokceCxDDvxjprR+uGtan9L9t+YvMd6Ez9133z044aMyIUuWLOG1117j3nvvJTY21umu23vvvcdTTz3FqVOnHJuTqngGE034bN++fdb38PFWkpOT+eEPf8h3vvMdsrKynL5mBw4c4JlnnuH999+nvb3dcZdtLmI2mzl+/Djbt293yrJrNIK0pDiefuIx7v/y3W6Z8PE2/P39efDBB/nhD3/Ixo0bne6YVVRUsGvXLl577TUuXrzoVJpUcS+euqTLW1m3bh3PPvssd955J+Hh4Y7H29ra+M1vfsNzzz3H0aNHHZvVzjg2K/R1QK8RLk11AqD1A191iYwrUSZ8fvKTn4yY8ElPT+eRRx/xmGkCTycoKIhbb72V3bt3c/311xMcHOz4WFNTE2+88QYvvvgiVVVVTlP7Ku7FU5d0eSNarZbFixfz+uuvc9999zmdh5rNZt577z0ee+wxzp49Oz+vV809cOJ9ZNel91IpkQd+B/1dl/0pPWJ516SXdLkZT1/eNZTQ0FCuv/56NenuJXiL8PH05V1DUZLuQUFBVFVVjZp01+l0czbprgifF154gc8++4z+/n5C/CA5SLAw0o/vf/la7lmTRXhSBkIXPvEnnCE8fXnXcLKyskhNTaWxsZHa2lqnpPvp06cxGo1q0t1DUITPnj17PFr4ePryruEkJCSQm5tLX1/fiKR7SUkJZWVlJCYmkpiQiJ//zG5yLjsakGf/jKw8Bv7BCF9/+54I6jmNSxlvSVd6ejqPPuq+JV1D8fTlXUPx8fEhOTmZlStX0tTUhMFgcNyY6e/vdyTds7OziYiIUN9P3IwnL+kaiqcv7xqKknS/8cYb6erq4uLFiyOS7seOHSMjI2P+Jd19/MHcgSw5NfiYAJG1ChGVclmf0u3Sx1uED3iX9AHnpHtpaemoSfe42DiSkpIIDAxUxY+b8BbhA94lfWAw6R4dHU11dTXNzc2jJ91TUggNnTtJ99GED8C1ST78cFU0z1wRyUpa8G8uggVXIGIy3Has3iZ9wJ50z8rKUpPuHoy3CB/wPukD9k3OlaR7aWkpfX19Tkn3kpISIqMiSUlJmbkakZTI8iPIj36GPPkJVBwEISE8Qa11uZCJhM/f//3fe4TwAe+SPqAm3b0FbxE+4F3SR8HX19eRdB+6ybm8lHTfv38/8fHxjr0T5wVCQMwC5NHfIfx9EVExiCXXILKvRgRHX9andKv0mWhJ109+8hOPET7gfdJHYe3atYSGhlJcXExbW5tT0n3//v1q0t2NdHV18Yc//GGE8PH392fjxo28+OKLHiN8wPukj8JESff+/n7S0tLmRNLdbDZz4sQJtm/f7iR8hBBcmx3HXWk64gMu/RtNZkTOakRiLgj3fP+8UfqAc9K9qqoKk8k0IumekJCgJt3dwHjCJyIigocffpgnnnjCI4QPeKf0gcGku06no7y83KluNzzpHhg4A0ut+ruQ+X9CntpnX9rV2QENBRAcjki9wvXPNw8xm82cOXNmzCVdnjLho+Bt0kdBCQZYrVZKSkoc0w5Dk+4JCQlqKdINTCR87rrrLrZv3+4Rwge8U/qAXfysWrWK8PBwzp07R0dHB2AXPx0dHXz88cdERkY6SpHzAeEfBAOdiIyVaO74IZrV91628AE3Sh9F+Gzfvt1xAQaeK3zAe6UP2JPuycnJFBUV0dLS4jgx6+vr4+OPP1aT7m6gq6uL9957j2effdYrhA94r/QB56R7XV3diKR7e3u71yfdFeHzwgsvOO3hI4RAr9fztYce5Mqwbvx6Orn0AURqDiJpkdv2v/BW6QP2aYcVK1YAUF1dPSLpXlZWpibdZxlvEz7gvdIH7OdsixYtIjY2lqqqKtrb252S7gUFBfj4+JCVleXypLtsKkGe+iM0GOwPCBBpOWjWfQURGuey55mvKMLn1Vdf5fe//73jcU8VPuC90gfsF+bLli0jMDCQgoICuru7gcGk+7Fjx+xJ95mSqCoj8DbhA94rfWAw6Z6WlsapU6dGJN337duHj48POTk5Hn9+6BKEQGRfhchc75JtGNwifbxR+IB3Sx+YOOne399PVlaWmnSfBbq6unj33Xe9ZsJHwZulD8ztpLvZbObE8RO8sH104fP0009z9wNfJdRYguhvR4SFIWITEelXIuIXgp8qfS4H5Q6tTqfDYDBgNBrVpLubmEj4fO1rX/M44QPeLX1gZNK9sbHRKel+4cIFzGYzmZmZrt0/ra8D2VKJMLcjhA0R4I9YdjOalXe75vPPY4Zu2uwtwge8W/oA6HQ6R9K9oKBgRNL95MmT+Pv7q0n3WWAyS7o8TfiAd0sfGEy6L1++3HG9OjTpfvToUXp6eli8ePH8TLpLG/S0gsU09Zu10+uJTR0lyz48oxwcHCy/9rWvyfb29tk+pEnjLcn2iRgv6f7lL39ZTbrPMJ2dnfKXv/ylTEpKcvra+/v7yxtuuMHtWfbx8JZk+0SMm3Tf4H1Jd5PJJA8eOChvueWWEVn2lJQUpyy7rfyYtBXvk7a2Gikt7v8585Zk+0SMl3RPS0uTu3btkgaDwet+V7wFi8UiL168OGqWPSIiwu1Z9vHwpmT7RBw+fFjeddddIxK8StL9zJkzrk26Wy3S1lwurft+Ia3vb5e28mOu+9zzlPGy7FlZWXLXrl1uzbKPh7ck2ydCSbqvXr16xPtJTEyMfOaZZ2RdrXe9R3oTSpb9n//5nz0yyz4e3pJsnwirxSrPnTsn77jjjjGT7mVlZfMn6W4xS1tbjbSVH5WW/90mrXtfm/KnmFXp09LSIrdt2+aVwkfKuSN9pLS/MT7yyCMyLi5OajSa/8feecc3Ve5//POcdDcdtE1boAtKFy2lLUUoUwX1KlIVvYpe11WvA1mKIqDolSkbvbTgwo0LxAE/ZSpTWS2rtLSle6V7Jm0znt8fMYdmtyVtkpPzfr3y4sVpkj5pknOe8z3f9/PReD+mTp1KT506Zd6JGQ+lVFXw2b59u00WfCjlTtGHUkqbmprounXraExMDHV0dNR4TfHx8fTbb7+l9fX1Vn9A6ejooCdOGC74pKenswUfa4QrRR81e/fupVOmTKFubm46E/WFCxfSK1euWPV33BYxVfCZN2+e1RZ8KOVW0YdSSjMzM+ljjz1Gvb29NV6Tm5sbve++++iRI0eoRCKx9DB59NDR0UFPnz5NZ86caXMFH0q5U/ShVHUh4dixY/TOO++kQqFQZ7/24osv0uLiYpucf1kzpgo+Tz31lNUWfCjlTtGHUkqVSiWtqKigTz/9NB0wYIDOPun222+n58+f5/75qlJJlUUZVP7Jf6js5RgqmxVO5f8dS2lnz46j/eZj1NXVYcuWLVixYoVepWvz5s3w9rZcbLC9ERQUhE2bNuE///kPgoKCNNqtDx48iFmzZuHIkSMaUe88N4Z6DZ+lS5eivLyc3W7tShdX8fT0xIIFC/Dqq69ixIgRGovtXrx4Ea+99hq++OILVFRUaKiQ1oR6DZ/ly5frLNocHByMRYsW4aGHHoKPj4+FR2o/3HXXXVi6dCmmTp0KoVDIbq+pqcGWLVuwdu1aZGZmsolfPDeGLa7hw3USEhKwZMkSPPLII/D19WW3SyQS/PTTT3jjjTdw6NAhds2SHqOQAZ0SQCE3fV+ebmOLa/hwGWdnZ4wbNw4bN25EamqqhsrS0NCAzz//HAsXLsTlS5f544mZsMU1fLgMIQQDBw7Ee++9h2eeeQYikYj9mVwux6FDh/DUU0/hyJEj7OLn3ISCZu0DPXMYaO9UbampBS0826Nn6Zc1fbhS8LH1NX20UUe6AzAc6R7AR7qbA64UfGx9TR9tbDnSvdcFH0qBzjagvRlU0gi01YEAgIOTKiKyn7H1NX300Z1I9+CgYAQE8pHuN4KtruGjja2v6aMPY5HuJSUluHr1Kvz8/HoV6U7rikHzjgOttQAoCGEstv/iCra6ho82tr6mjzaEEPj5+eGmm25Cc3MzCgoKIJVKAVyPdL+SfQWhoaE2uRahNcGVgo+tr+mjD0dHR0ycOBEMw7BrXQGqZK+qqiocPXoUAwcO5G6kOwHgGQh68htA+XcjBiGApxBM9M3dfpo+L/oYK/jMmDED7777rk0UfADuFX3UpKSkmIx0HzJkCB/p3ku6pnTZcsEH4F7RR83w4cMRFBSEsrIym4h0N1bwCQoKwqJFizBz5kz9HT6ydiivHIAy8yfQS7+CnvsREAhA/MIAx/4/WHKx6AOoIt2HDx9uNNI9MDAQgwcP5iPde4FCoUBRUZHRgs/cuXOtvuADcLPoA1yPdHd3d0d+fr5OpHt2djaEQiGGDhna/TQiqgTNPgT6wwooz/wMlJwFqALwHgTiYrv7C0vSNZbdlgs+APeKPmq8vLyQlJQEpVKJq1ev6kS6Z2Rk8JHuN4BSqURZaZnNF3wAbhZ9ANX+6KabboK3tzcuXrzIRroDqkXO9+/fD19fX45GuhMQN2/QqwcASROIpweIfyDIsDEgYcndfpY+LfpwqeC0X3JkAAAgAElEQVQDcLfoA5iOdHd0dER4eDgf6d5DuNLho4arRR9AFekeFRWFsrIyg5HuoaGhEIlEFo10706Hj8GCDwB0SqH8vzWgf/4GlBUANVWArx9ISAKIq2c/vhIVXC36AIBIJOpWpHtISAg/Ue8B3enwsZWCD8Ddog9wPdI9ICAAxcXFqK+vZ3VZdaS7wEHQ/Uh3SaOqWJ11GpArgLpqoKUMCIwE8Q/vh1fELbimdHG16ANcj3R3c3NDVlaWTqT7qVOn4Ofrx0e69xB1wWfrtq02X/ABuFv0AVTJXvHx8QgLC8O5c+c00u1kMhl+//13ODg4ICYmRkOv5wYEYAjg7g5y67MQTFsCEj62R8/QZ2dpXCv42AP33HMPNm/ejOTkZA2di1KKNWvWYM2aNcjNzbXa9U2sDVMFn9WrV9tUwcceGDNmDNasWYP77rsPvr6+GoWsb7/9FsuWLcPJkyfZ9ur+5oYLPgDg4qm6dS3Stdap1sjgMTvBwcFYsGAB5s+fj+joaI2unlOnTmH58uXYuXMnGhoa+PXTugHXCj72gLe3N2bOnIlly5Zh/PjxGiceBQUF2LRpE959912UlZVpzBf1QeuKQcsuX99ACCAKBQke2VfD5yxcK/jYA35+fnj22Wfx9ttvY8iQIRoXoEpKSvDWf9/CRx9/hJqaGguO0nZQK11cKfjYA46Ojrjnnnvw8ccfIykpSUPn6ujowJo1a7BixQqUlpZacJR9ACFgxjwMwUMbwMTeATj1vDO/T4o+6oLP8uXL+YKPjTFp0iR88MEHuO222+Dl5aVx1e2DDz7AW2+9hcuXL5ucmNk73Sn4JCQk8AUfK2T48OFYtWoVnnzySQQHB2tMqn799VcsXboUvx/+vd8XjTNLwQdQucHu3oDT35oaQ4CONkDGLwTZV/j4+OD555/H4sWLdSYply9fxrJly/Dxxx+jvLycL6obgS/42C4uLi646667sHLlStx+++0aXXwVFRXYunUrVqxYgStXrqCzs9PwE3VKAKoA8XAHHAWAmzNIQASIp38/vAruwBd8bBcvLy88/PDD2LBhAxITEzWOJxUVFVi3bh02b96MyspKC47S+uHKGj72iIODAyZOnIiPP/4Yt912m0ZXT2dnJz744AMsXLgQhYWFbCcQZ6FKQNm9eaPZ9a6uBZ+uk1cuFHy4rHd1JSAgABMnTkRtbS1KS0vZBRgB4MqVK8jPz8fw4cPh5+dnUc3FWjFW8Bk/frxNd/hwWe/qiqenJ8aOHQuBQICSkhI0NTWxB47S0lJcvnwZgYGBGDRoEJydnft8ravOzk6cO3vO6Bo+D898GAN8BnTvCavzgZYqEDcXEP9BIKGJIGGjQNy7+XgzwmW9qysODg4YMWIEBg0ahPLycojFYvZY0tjYiPPnz6OzsxMhISHw8vKyirWjrAkuF3y4rHdpExQUhOjoaNTX17NrXQEqlTw7OxtlZWUIDg6Gv7+/3mMk8fAHCRkJ+AQCjgDxGwgSdwevdvUALhd8uKx3dcXJyQlDhw5FXFwcSktLUVlZyR5PJBIJLl++jMbGRowYMQJCoZBT8zNzwKU1fLThst7VFUIIRCIRbr31VojFYhQWFrJzY6VSiZycHGRlZSEhIQEDBgzg1pxK3gm01YM2VQHiXEApA3HvRkqvOWPka2tr6X//+18qEAgoAPYmFArp448/ThsbG8356/qdDz/8kLq7u7Ovy8XFhdbW1lp6WH1Ga2srff3112lISAhlGEbjPR01ahTdt28fbW5upkql0tJDtRqam5vp9u3b6eDBgzX+Xs7OzvTWW2+lp06dop2dnZYeZq85fPgwjYmJ0Xhtv/76K5XL5ZYeWp+gVCrp9u3baVJSEnVyctJ43WFhYfS9996jZWVlffr6Ozo66MkTJ+k//vEP6uLiwv5+QggNDg6maWlptL6uvmdP2lJDlQ3llHZK+2bQPaCmpobOmDFD42+7cOFCWlFRYemh9Rl//PEHTU1NpUKhUON1u7m50SeffJKePn2atre3W3qYVoNcLqd5eXl0/vz51MfHR+NvNmDAADp//nxaUFBg6WH2GplMRlesWKHxuu6++26amZFp6aH1GdnZ2XTWrFk67yfDMHTixIl0z549tKWlxfQTydop7Wjr+wFzhI6ODnr69Gk6c+ZMjb+7g4MDjYiIoOvWraNtbbb79ywtLaXz58/XeG3/+Mc/LD2sPkOhUNCcnBz6yCOPUC8vL51zr4ceeoheuHCBP550QaFQ0OKiYrpo0SKNvxchhPr4+NCnnnqKVlZWWnqYvUYikdDt27drvLZBgwbRmpoaSw+tz5BIJPTVV1+lIpFI43ULBAKalJRE9+/fT1tbWy09TPOgVFJl9mEq37mIytdMobJZ4VTxy/JuPdRsnT6mOnzee+89eHl5meNXWQx76fRR051Id3X6jIuLi90ne3G5w0eNvXT6qNGIdC/WjXQ/ffo0ALDdGeb+G6g7fJYtX6a3w2fx4sU96/BR4+SmSroRWL5Tz146fboSFhaGyMhI1NXV6Y10r6qqQnBwMAIC+Eh3Lnf4qLGnTh816kh3QJVmpx3pnpOT8/ci56FwcTGyyDnjAAjs+zvSXbjc4aPGXjp91GhHul+7dk030v3KFYSFhfHHE9iH0mUvnT5dcXR0xKRJk0AIwZUrV9hFzunfke5HjhzBoEGDuBHpTpVQfvo8aOYJoKlRtU3RAmbco1Ct32AYsxR96uvrkZaWplPwcXd3x4wZM/C///3P5gs+gP0VfdQYi3Q/cuQIPDw8EBYWZteR7i0tLdi1a5fBgs8777xj8wUfwP6KPmqGDx+O4OBglJSWoKqqSm+ke2hoqFkj3Ts7O3HunPGCz8yZM3te8LEy7LHoA6gi3WNjY9Hc1Iyi4iI+0l0PbMFnSxo+/0K34PP4449j3rx5Nl3wAeyz6ANcj3QXCoXIz8/XSGLRiHQfOhSuLs5AewuopB4EFCACzcXoeYxiqOAjEAgwdOhQThR8APsr+qjx8vLCqFGjoFAokJubqxHpXlJSgoyMDAwaNMiuI93toeAD2GfRB9CMdL9w4QKam5vZnzU1NWHfvn3w8/PjRqR7Qylo/vnr/29rBnPzk4CD8e/2DRd96uvrsWXLFixbtozTBR/Afos+wPVI9+zsbD7SXQt1weeNN94wWPDhyqLN9lr0AVSR7pGRkf0S6c4WfJaZKPgM6GXBRyFT+cCttUBLDdAsBmEEgKOLKg2nH7HXog+g6nZQR7oXFxejra2Nj3T/G1MFnyeeeIITBR/Afos+QDcj3QUCRIYMhEveIdCTnwPNYkAmBQQOIM7Cft9n2Rr2UvAB7LfoA6i+S+pI98uXL7OFH0qpKtL9r1Pw9fO1y0h3eyn4APZb9AGuR7oPGTIEZ86cQWtrq06ku6OjI4YPH27bke4MA/rXj6pjn4sjiKsLSMwkEK+BRh92Q0Ufeyr4APZd9AGA6OhoDB8+HFlZWairq9N4z0+cOIH29nZERkZiwIABnC8AqDGldHGp4APYd9EHUC1CmpCQgLq6OpSXl6O9vZ3tzsjKykJFRQVCQkIQGBjY6/e8zws+AGhTBejRj0GPfAR68msoj34JePmADIrud1XCnos+gOoKbWJiItzc3FBSUoLGxkZ231peXo6cnBx4eXkhLCzMbjTa7hR8bF3p6oo9F30AVbJXdHQ0wsLCdBY5b2hoQFZWFpiGMiR0XoXj+WOgV/4EPbcXaK8BEzUJcLDPTrjuoC74bNiwAd9++y27nYsFH8C+iz4A4Obmhri4OAQEBODSpUsaJ71NzU04e/YsXFxcEBkZyZn33BT2VPAB7LvoA6j2bVFRUUhKSsKlS5dQX1/PducrFAqcPHkSbW1tiI+Ph6enp4VH2wsIAXEfAHrhB5CAwSDDJ4CMvg9MaBLg7G70ob0+S5NIJNi6davdFHx4VEyaNAkffvghbr/9dnh6eupEur/55psoLi7mfkQeVO2CP//8M9588027KPjwqOga6R4UFKShc/36669488038eeffxqPHTZCVlYWVqxYgd9//71PCj4AAGkLaP5foLlXQKvEQFs70NECKOQ39rw8vcLHxwcvPP+C0Uj3r776Cg0NDWyRkctUVFTg/ffft4uCD48KFxcXTJs2DatWrdKJ4K2oqMDRvTtx7dTJ6w8QMICrl8lJrj3T0dGBCxcu4N1337WLgg+PCnWk+6ZNm3Qi3SsrK7F27Vq89957aGpqsuAo+wdKKerq6vDJJ5/YRcGHR4VAIMDEiROxfft2TJ06VeN4IpPJ8P7772PhwoUaF7BtChcPMLO/heDl/4PgwXVgUh4DPEQmH9brok9BQQH27t2rcXWf6wUf9ULGDMOAYRgoFAqNK/32wogRI5CWloYHH3wQIpFI4zNw/PhxnDt3rtcnvLYCpRQ//PAD3n//fTQ2NrLFL64XfAghEAgEGjd76DzQJigoCEuXLsXs2bMRERGh8T5nZmbio48+QmZmZq++B2fPnkVxcTFbTDd7wQdQaVzaizjLOgClZYo+DMNofKbsoWtMGydnJzzyyCNYunQpxo0bp3EiVllZid27d+PAgQNobGy04Cj7h+zsbGRmZkIikbDbvL298fjjj3Oy4COTydDZ2QlCCBiGASEEHR0dbNHXnhgzZgzefvtt3HvvvRrzSHcih7cAAKM63hAPIYhfmGUGaQNQSnH16lWkp6fj8OHD7D5VIBBwZtFmQ2jPU+zxeOLu7o4777wTmzZtwuTJk+Hufr042tDQgO+//x5fffWVxronXESpVKKyshJHjx5lFWl7KPjom6vbGwzDIDY2Fh9++CH++c9/wtvbm/2ZQqHAwYMH8d5776GmpsaCo+w9xCekx4/ptd7l7++PMWPG4Ny5cxCLxXB1deV0waelpQUrV65EYWEhnJycQAiBTCbDTTfdhMjISLv7Qnl6euLWW2+FRCJBYWEhWltb4efnh2XLluH+++/n5ESiK5WVlXj77bfR3t4OuVzOrsURHx+PjRs3YlTSKM4VfADVZKGoqAienp4ICQlBSEgIpk+fjkGDBtndxMrZ2Zk9Ob98+TIaGhoAAHFxcexCvDExMfD39+9RYSwpKQlOTk7Iz89HY2MjBg0aZN6CDwDI20Gv/gE01QBODoCTI8iw0SDBIwGn/nX9ZTIZcnNzQSllP1MTJkxAfHw85/cj+oiIiEBYWBgKCgpQUlLC/l0UCgUuXboEkUiE8PDwG143ypoJDw/HwIEDUVJSgsrKSgiFQk6t4aNNbm4ufvjhB2RnZ8PJyQkMw0Auk2No+FCMHDnS7uYXgYGBiI2NhVQqRX5+PuRyOWKHheLWcSMwQOQN4gAgcCiYEXeA+IZaerhWSXNzM3755Rd899138PHxQVNTE2QyGQICAvDvf/8b8+fP5+T+taOjA+Xl5WhtbWWPJ4mJibjtttssPbR+RyAQICgoCKNHj2YT8QDV/D0kOAQHDhyAr48v4uPjOTt/YxgGvr6+GDFiBHJyclBVVQVPT09OF3yUSiWqq6tRUlLCfgcihkVgxowZtp9c1UMIIRAKhbjjjjvYxF1KKbvo82+//QaJRIKJEyfa9pxK1g50tAKgxpdouNG4+EuXLtGUlBT6+OOP08bGxht9OutESennn39OhUIhVf1Fr9+SkpJoXl4eVSgUlh6lxdi4cSMdNmwYfeedd2hTU5Olh9PntLa00ldeeYV6e3vrfB5mzJjx9+dBaelh8vQTlRWV9K677qICgUDjs0AIocuXL6c1NTU9fk6lUknff/99OmnSJJqenk7r6+vNO2hpM1X8sY3Kv19IFT8vo4p9G6jy2l+UdkjM+3t4ekVraytdsmQJ9fLy0ruPyTiXQZVK7u9j9u/fT6dNm0bnz59PCwoKLD2cPqG1tZVu2rSJBgQE6LzXqamp9MKFC5YeosUoKiyir732Gh0zZgzdtm0blcvllMraqbIqjyoLz1DaWmvpIVolHR0ddN++fTQ5OVnnMxUVFUU/++wzKpPJLD1Mnn6itbWVfvHFF9TJyUnjs8AwDB09ejS9fPmypYfY58hkMnrmzBk6bdo0+tRTT9HKykpLD4mnH1EoFDQnO0fvnMrNzY3u27fP0kPsFcrqAqosvUAVZ3dRxW/rqDLnD6P3v+H0LnXHz6OPPsrZRTcrKirw4osvory8XEflqqyshEwmw7hx4+Dq6mqXqos60v2xxx7jZJdXVyil+PmXn7Fx40ZUV1fr/Dw7OxsxMTGIiYm2u7Qde0QikSB9azp++eUXvW3SYrEYcXFxCA0N7dHVekIIkpKSMGHCBNx0003m6/BR4+AMEpYMZvhtIFGTQcJTQAYE9fsizjy6yOVy7N+/H59++ikKCgp0fl5WVoaAgACMGDGC8wks4eHhGDNmDMaOHcvJDh+ZTIZ9+/Zh69atyM3N1fl5XV0dBgwYgMTERLs8nqgj3adMmYLx48erPu+MA4jQB8R7EODEvU6VG4VSiry8PKSnp+O3337T+XljYyMkEgnGjh0LX19fC4yQpz+Ry+W4dOkSVq5ciaKiIo2fUUrR1taGjo4OTJw4kdP7GIZh4O/vj1tuuQVTp07lZIcPj34opaitrcVrC1/DuYxzOj9XKpUoKirC9OnTbav7kSqh/OjfUP60BTTzAOjVs4CrA5hYw12NN1z0AVSFHycnbqYntLa2YvGSxTh8+DC7+rd2Yefs2bNISkqyS81LTUJCgl20DVZWVmLx4sXIzs5m11zRfs9LS0uRMjYFAYEBnG2Z5VEdSA4cOIB3330X165d03ufmpoaSKVSxMbG9ljzIoTA19eX8yf2PJoUFhZi8+bNOHToEHuRgRDCfnY6OztRW1uL4OBgzmtegGqRa7MXPa2E3NxcpKenY9++fXp/LpFIUF9fj8DAQLudXwiFQgQEBNjF/MIcNDc348cff0R6ejo6OjoAgF0rilIKSimam5tZvYGrc3ce1RyloqICaVvSsOuHXXrv09HRgcrKSvj7+3Na8wJUhR9PT0/bjurm6TEymQxffPEF1q1bp/fnlFJUVlZCqVTamOZFQTN+BGoq2S3EiYAZ+7DBR3D3220mdu/ejR07drAHTwAIDQ2Fh9BD4wRu3bp1KCkpsYvUKnulra0NmzZt0ligVyAQICIiQmNCevHiRWxJ26Jaj0NpX4t82xNisRifffoZ8vLy2G1CoRAikUjjitnu3bvxyy+/aKQQ8fDoo62tDbt27cKJEyfYY4mjoyMGDRqkUfi4ePEivv76a2RlZdldkABXaGtrw759+zRi2p2cnODr66sRI3vhwgV8/fXX7Hocdom0CbQ6H7SuGLSpCpA2W2zReWtGJpPh1KlT+Oyzz9jOU4Zh4OPjg+DgYPZ+1dXV2L17N/bs2cNezOThHlKpFMePHccXX37BbnNwcICvr6/GoraVlZV4//33cfXqVUsMk4enz1B38axfv57dRgiBt7c3/P392W2dnZ343//+h6NHj1pimL0nMELz/+JSo3c3S6cPV1FrXRUVFezE2tPTE+vWrYODgwOuXr3Kdnvwmhe3oZTil19+wfr16zW0rvDwcLz11lsoKiqCWCxmT9QuXryI6OhoRPOaFyeRSCRIT0/Hrl272DQlgUCA6dOn48EHH0RNTQ2qq6vZ/YZYLEZsbGyPNa8+gypBG0qB+lKgpVp1o0oQR2eAsYLx2SEKuQL79u/Dtm3bNE7wo6Oj8dxzz8HDwwO5ubnsMae8vNxuNC+uIZPJsH//fqSlpWloXbGxsXjyySfh7++vMb+or6+Hl5cXRo0aZZedGcrzP4N+vRA0+xBo2XlA2gR4+IO4clsn7wmUUrZzrKvWNWDAANx///2YMmUKzp49y17ArK+vR3NzM695cRS5XI6LFy9i+YrlyM/PB6A62Q0NDcULL7yA8PBwnD9/HgqFgtW82tvbOa958dgPaq1r4cKFOHHiBLvdxcUFzzzzDO655x4cOXIEMpmMvX9xcTHuvvtu29G8miqBorMg7q4g7u6AswuYyU8bvDtf9DFAa2srFi9ejEOHDrFXQgQCAZ588knMmzcPI0eOxG+//YaGhgb2xI7XvLhLVVWVjtbl4eGB119/HQ888AACAgKQkZGBxsZG9vNQWlqKsWPHIjAwkNMts/YGpRQHDx7U0brCwsKwZMkS/Otf/0J9fT2ysrLQ2toKQKV5tbe390rz6hM62qD8ah6UuzaAHvsG9Ng3AG0FGRwH4sLNtdmsnaKiImzatElD6xIKhfj3v/+NZ599Fr6+vsjLy2MvQnR0dLCa17DwYRA48MccW0Gf1uXh4YFHHnkECxYswIABA3DlyhVUVFQAuK55BQQE2N/8QqkAvXYS9PQBoKEOKCsApGKQkJG9iqzlKi3NLTpal5OTEyZNmoTXX38dI0aMQF1dHbKysqBUKkEpRUtLC695cRBW60pLw65d17UuDw8PTJ8+HatWrcLQoUPx559/svuYjo4OVFVV2YXmxWMf6NO6GIbBiBEjsG3bNqSkpODixYvIzs4GcF3zopRiwoQJ1q95EQK4eQIDh4EZ+xDIhMfA3PIc4Gi4aMsXfQzw3XffYfXq1Whvb2e3RUREYMuWLfD394e/vz88PT1x/PhxSKVS9j6FhYW4/fbb4e3tbfkTOx6z0NbWhtWrV2Pv3r1oa2sDoCoAPvjgg5gzZw5EIhFiY2NRVFSEK1eusJ8ZsViMjo4OJCUlwduL/zxwBbFYjNWrV+PPP/9kC8Lu7u6YPXs2pk+fDk9PTwQFBeHy5csoKipii4Q5OTkYPHgwYmNjLX8VoVMCev4XoLqC3USGxYMMGQPiwvvu/U1bWxs+//xzfP/996yW4ejoiOnTp+O5557DsGHDEBoaioaGBly6dIndD4nFYigUCsTExCAwMJDfx9gAbW1t+O677/DFF1+w76OTkxPuuusuzHphFoYMGQKRSITm5macO3eOPYEXi8Xo7OxEfHw8AgICLPkS+hdJE+jVP0Dzz7ObyKBQkJHTQYR8hwqgOrk5fvw4Nm7ciMLCQgCqk5vhw4djzpw5uPXWW+Hn5wdfX1+cPXsWYrEYgOqzWFdXh4EDByI6Opo/0ecIUqkUBw4cwKpVq9j9h4ODAxISEvDmm28iODgYrq6ucHNzw9GjR9k5a2trK8rLyzFp0iSIRCJLvgQenhtCqVSioKAAs2bNYrvxCSEICAjAhg0bkJSUBIFAgPDwcPz000/ssVihUCAjIwMpKSkIDw+35EvoFsTNG2TQcBCfYNXx0EjBB+CLPnqpqKjArFmzdLSud955B+PHj2erfwkJCcjOzsaVK1c0NK/Ozk5e8+IIxrSuVatWISIigp0oDRkyBCdPnmQXBANUmldUVBSveXEEY1rXiy++iLCwMACqlnpPT09cuXLFOjWv9hbQC3s1F4CLSAQZchOIs7vlxmWHqNO69GldL7/8MiZPngxANWn38/NDaWmphuZlT2leto4xrWv2i7Nx65RbAajaz319fVFbW6uhedXV1cHb29uuNC8qbQQtPAOU56iubBKABEeASUzl07tgXOt66KGH8Pzzz7NzVqFQCKVSiVOnTvGaF0dhta7lulrXSy+9hGnTpgEAnJ2dERAQgJaWFh3NSyqV8poXj81iSOtydXXFs88+ixdffBGA6nshEvnD3d1NR/OyyTSvbsAXfbRobW3FkiVLcPDgQQ2t64knnsD8+fN1JtWRkZH49ddfNbSes2fPYtSoUfbXhs1BDGldS5YswdSpUzV2CL6+vvDw8NDRvMrKypCSkoKAAD7Ny5YxpHWFhoZiyZIlGD16tMb3PTIyEjU1NVapedGOVtDcoyAtNSBOjqpbVAqY0ETAiS8c9CdFRUXYvHkzDh48qKN1zZgxQyNpxM/PDy4uLhqaV9c0r2HDhvHHHCsmNzcXW7du1at1PfbYYxrzC39/f7i4uBjRvKLs4r0mVAmAAEJ3kAG+IO7uIKEJING38OuPQX9al1rreumllzB48GD2vm5ubvDz80NtbS2uXLnCa14cg1KK8vJy9sKUGrXWtXjxYo19hoeHB0JDQ3nNi4dTyGQyfPnll1i7di27Ta11paWlwd39+oVNgUCA+Ph4Hc1LPb+yCc1L1g50SgCZFOhsA5QKwEF/wZYv+mihT+saNmwYq3Vpn6SJRCKDmtdtt93Ga142THe0Lm1iY2NRXFyMrKwsjbb8jo4OJCYm8pqXDSMWi7Fq1Sr89ddfGlrXnDlzWK1Lm8GDB+PSpUsoLi7W0LyCgoIsqnkRAHARggRFg0TcpLoNGwfiPRgQWPkBjkNI2iT49LNPsXPnTjQ1NQHQ1bq0CQ0JRX1DPS5evMhrXjaEIa1r2rRpeOGFFzBkyBCdx4hEIjQ1NRnQvEbYh+bl6ALiPwxMzK1gElLBjJkJEjGBL/hAdXJz7NgxbNq0yaDWpY2vry98fHxw5swZHc1r0KBBvOZlwxjSuhITE1mtSxsXFxe4uak6HdSP4TUvHlulO1qXNvo0L6VSiYyMDIwbN866NS9Kocw+DJpzGDT/JJS5x4C2OpCgeL1354s+XaioqMALL7ygo3WtXbtWQ+vSxpDmJZPJkJKSwmteNoghrWvo0KF45513NLQubYYMGYITJ06gqqpKV/OK5jUvW6S7Wpc2Pj4+8PT0RHZ2NsRiMbtfqaqqsqzm5eAEEhABEpZ8/eY1kC/49CNyudxgWteCBQtYrUsbBwcHiEQilJaWIi8vTyPNy9/fn9e8rBBDWldcXBxefPFFvSfngOqETN2ZYe+aF48mhrQunwE+OlqXNmrN66+//kJnZycAXvOydQxpXWFhYZg/fz6rdWljTPPi07x4bImuWtfx48fZ7dpalzaEEPj7+7PFT23NKzU11Yo1LwrlrtdBj/4ImpcJFFwGaCuY5Af03psv+vyNWuvqmtbFMAyrdbm4uBh9vCHNK3lUMq952SBisVhH6xIKhXj99dcxdZwQAcQAACAASURBVMpUuLoZPqlSa16ZmZl6NS8+zcu2UGtdmzdvRkFBAbs9NDQUr7/+uo7WpY01a148lkNfWpe7uzueeuop3HfffRpalzZ+fn5wcXYxnObFa15WRV5eHtLS0nS0rocfflhH69LGlOYVFWUfmhePJi0thtO6tLUubdzc3ODr68umTPKal21jLK0rNTUVixYtMrqPMKR5VVZW8poXj80g65Thy690ta64uDikpaUZnVOpNa8LFy6wF+FsQ/OioFcOAhWF7BYidAMz7lG99+aLPn/z/fffY+XKlTpaV1paGkQikcmTMmOaF5/mZVu0tbXhnXfe0at1zZ07F34iP5PPYTTNKzGJ/zzYENXV1Vi9enWPtC5tggar0rwKCwutI81LqQAUMtW/FH8vkMp/HvsLiUSCzz77zGhalyl4zcs2MJbWZUjr0kad5nX27Fm2M8Nu0rw6WkEbyoDWGkDSAHS0gRAB4GC/RYnupHWZQp3mxWtetk930rpMoU/zamtr4zUvHptAqVSioNCw1jVq1CiTz6HWvH788UdIJBL2eTMyMjB+/HgMHTq0T19D76CguUeA4qvsFuLiBGbSU3rvzRd9oFKxnn/+eVRWVmpoXWvWrDGqdWnDp3nZPjeidWljMM0rOgrRUbzmZQtIpVL26llXrevuu+/G7NmzDWpd2gzwsa40L9pQBlp0DrQ6H2gWAx2tIE6uBhd/4zEfCrkC+/bp17q6pnWZQq15lZWV8WleVopa60pPT9dN65o9u1sn58D1NK+6ujrk5OSw73V9fT28vb2RlJTE2c4MZfYh0B2vQHn4E+DcbtDCvwD3ASCBkZYemkUwqHX5mNa6tOE1L9tHrXWtWLECeXl5APSndZnC2dkZgYGBBtO8Jk2axM9ZeawSU1rX7Nmzu/U8XTWvo0eP2k6aV9VVoLEIRCgEEQqBAYFgbnpI713tvujT1taGxYsX69W6XnrpJZNalzZ8mpdtY0zrmjJlSo++8IbSvEpLS5Eyjk/zsnZYrWvTZlwr0Ezr6o7WpU1kZCSqq6utQvOil34F/Xk16NEfQE/9DJz/GRgcBRIQ0S+/354xpnVpp3WZgk3zys1DRSWf5mVt5ObmYmv6Vvy27/rJuaG0LlOoNa+srCxUVlYCsA/Ni1ZmA5cPAc2tQHsHCKMACR1pcKFKrnMjWpc2ptK8xowZw9liIhdQp3Vt3boVO3fuZLcbSusyhYeHB8LCwnDixAl2H9M1zWvEiBH8nJXH6jCU1tUdrUsbm9O8CAEZOgbM5Kev3wwUfADArr+9lFL8+OOP+PLLL9mrHICqq+OVV17pccEHAGJiYrBkyRL4+vpqnMCtXbsWpaWlbMcHj/UhkUiwceNGZGRksJ8HgUCA++67D/fffz+8vLx6/JwPPvggUlNTNRSgixcvIi0tDaWlpexJH4/1UV1djU8++QR5+XnsNvXJeXJyMhwdHXv8nA8//DBGjx6tMZHevXs39uzZg/r6erOMu1tIGoG/r2IAANzcVZ0+PH2KRCLBzp07cfLkSfZY4OjoiLvuugv3339/rzSdqVOmIvWeVPj5XddOL168iK+//hpZWVn8PsZCSCQS/Pbbbzh46CC7zcnJCbfffjseeughDBgwoMfPmZKSgnvuuQceHh7stgsXLmDHjh0aXWOcgipVGqoahrHbBedlMhn+/PNPfPbZZ6wWyjAMoqOj8cQTTyA+vueFsMjISDz99NOIiYlht1VXV7PHJfXFUB7rQyqV4sSJE/j888/ZbQ4ODoiNjcVzzz3Xq4JdUFAQZs2apTHfraiowNatW9lOIh4ea0GpVKK4uBjr169nt6k7dv773//2ak7l7OyMJUuWaCiNMpkM7777Lo4dO2aWcVsKu+70qaqq0tG6PDw8TKZ1mSIhIQFXrlzR6BZRp3mNHTuW17ysEHNqXdroS/O6cOECoqKiEBUVxbfMWiHm0rq08fHxgYeHB7KzszU0r8rKyn7VvOiVA0DBeaBTNaEn/gNB4m4DGRDU57/bXlEozKN1acOneVkfXbWuridKsbGxePHFFzFlypRePa86zauu1n40L1pzDSg4AyjlgJMjyAB/kGEpIIFRlh5av2JM65o5c2aPtC5teM3L9lDIFXq1rrCwMMybNw933313r57X2dkZgQGBaG5uRmZmJtv9pU7z4jUvHmvBmNb1n//8p9talzaEEIhEIri7u2ukeSmVShtI8zKO3RZ92trasGjRIh2t68knn+yV1qVNVFQUfvvtNzQ0NPCalw0gFouxaNEijYm0UCjEG2+80WOtSxtDaV6lpaV8mpcVQinFgQMH9KZ1vfHGGz3WurTRl+ZVW1vbr5oXLTgD1JeAODIgTo5AUDRI1GQQT/8+/b32TFFRETZu3GgWrUsbfZoXn+ZlOdQn59ppXb3RurTx9/eHi6sdpXkxDoC3P8iQBJCIm0AixoOEjARx97H0yPoVQ1rX5MmT8dL8lzBo8KBeP7cxzUsgEGDs2LGcKybaMpRSlJWXIT09XW9aV0+1Lm08PDw01qQErqd5iUQiPs2Lxyowp9aljUAgwMiRI21D85JJAUkT0ClR3WRSwEn/OatdFn0opfj++++xatUqjbSu8PBwpKendyutyxQikQgeHh44efIkuwo4wKd5WSMSiQSrV6/WSOtiGAYPPvgg5syZY5bUgtjYWBQXF+ukeXV2dvJpXlaGvrQuNze3HqV1mWLw4MEWTfMiQ5JBEu4CGX4LEDkWzNAxIP7hgCPfEdIXqNO6du7c2eu0LlOEhISgoaGBT/OyMBKJBN999x0+//zzXqd1mcKe0ryI+wCQoHiQsGTVbXCs3RV8zJHWZQpfX1+9aV61tbUYNGgQYmJi+BN9K8FYWtfSpUu7ldZlChcXF7i7u+OPP/5gf0drayvKysowefJkPs2Lx6IolUoUFhbeUFqXKRiGQXh4OHbv3q2R5nXu3DlMGD8BQ8OtIc2LguafgPLoR6B5x1S3wjNghuvvJrbLoo8xrcuc1TtDaV4ymQwpKSm85mUFUEqxZ88erF27FjU1Nez2IUOGYM2aNTekdWkTFhamk+Z14cIFREXzmpe1oE/rYhjmhrUubQxpXlVVVf2jeTECEBcPEO+BIAERIL4hfMGnj1AoFNi/fz+2bt2qoXVFRUVhwYIFvda6tHFwcICfn59BzSs+Pv6GO1h5jGOutC5TmErzGjVqFHc6M9r/jmxvEQOttYC0GYRhAEf7+Cyrta6tW7fi119/ZbcPGDCgx2ldplBrXn/++SdbTGxoaEBTUxNSUlJ4zcsKUCj0a12hoaGYP39+r7UubZydnREQEICWlhYNzUsikfBpXjwWRa11vfbaa2bVurTpmuZ15MgR9iKwWvO65557LK/OU4Ce2wV64Cug5KrqVn0NzG2z9N7d7oo+htK6nnzCPFqXNnyal3UjFovx2muvITs7my3EqNO6pk6datYvNK95WTfqtK5Nmzb1idaljTVoXjx9j7G0rvvuu++GWpC1EYlEKs0rL49tQ+Y1r/4jLy8PaWlpfaJ1aWMvaV7KrP2gn82B8rePQY/uALL+DxB6gwTbR3qXOdO6TKHWvOrq6vRqXnyal2VRp3Wlp6frpHWZQ+vSxpjmFRAQwKd58ViEzs5OfPXVVzpa14gRI25Y69LGmOalVCoxccJEi2te9OofoHnn2f8TNxcwU57Xe1+7+rZSSvHTTz/pT+t69RW4upi/YseneVkv6rSuzMxMdqEuhmFw77334v777zeLxqPNgw8+qKMIXbx4Eenp6Xyal4WpqanBJ598gvz8fHabm5sbnnrqKYwaNapXaV2mmDlzZv+neXVKVFfM2+qBjlZAIQPAf+76AolEgl27dmmkdTk4OODOO+/sdVqXKaZOmYrUVD7Nq79Rp3UdPnyY3XajaV2mSElJwb333svtNC+BA+DQZd+rVALyTsP35xAymQx//fWXWdO6TKFO84qOjma3dU3zUneV8fQ/xtK6nn322T4pyKnTvLrOWSsrK/k0Lx6LoFQqUVJSgnXr1rHb1B05b731Vp/MqZycnLB48WKNOZVMJsPmzZtx7Ljl07yoXAY4CFTJloQAToY78Oyq00csFuO5554zqHUJHPrmqhif5mV99KfWpc2QMD7Ny9roL61LG2OaV1xcXJ9oXsrsw1Ce/By04C+goRxQykBcvQFH/nNnTvpL69LGwcEBIj/dNK+ysjIEBATwmlcfYEjriouLw4svvmg2rUsbteZVW1vLXc2rrgQ07yTQ3AQAIM6OIGEjQYaMtuy4+hhDaV19oXVpIxQKQSnV0LzUaV685mUZDGldN5rWZQpnZ2cEBhpO85o8ebLt72N4bIL+0rq0MaR5UUqtQ/NqKAcUrSCeXiDu7oB/KJhRM/Te1W6KPoa0rieeeKJPtC5tDGleycnJvOZlAaqrq/tN69LG10+leWVkZPCalxVgSOsKCQnB0qVLza51aaNP86qpqUF7ezuGDx9uds2LZuwG/voRNOc8aNYJoOAESHAsiF+Y2X4HT9+mdZnCT6RK88rNzWUvcnR2dvKaVx+hT+sSCoV9onVp4+/vD1dXV+5qXi1i0NILIO1NIC5OgNATJDQBJOzGF+q0ZvRpXY6Ojrj55psxf/58s2pd2vCal3VBKUVZWd+ldZnCmObl7+/Pa148/UJnZyd27NiBNWvWsNvMldZlCoFAgISEBJw/f15D8yovLwcATJxoIc2LEJDgeDDJD4AZ+zCYCY8bLPgAdlL0Uad1rVixgj14Aqq0rq1bt8Jf1PdrZ/BpXtZD17Qu9XuhTuuaO3euRgtfX2EszSsxMZH/PPQjNTU1WLlypU5a19y5c82W1mWKfkvzohTKs9+DFl1VaRIASPBQkLjbQbwGmud38EAikeDTTz/VSOtycHBAamqq2dK6TBEaEsqnefUDEokE33zzDb744os+S+syhaE0r46ODowcOdK207wEjoD3QJBho0ES7wSTcDfI0DEgLh6mH2ujGErrio2NNVtalykMpXnV1dVh4MCBfJpXP9IfaV2mMJTmVV5ezqd58fQ56sWTn3/++T5L6zIFwzCIiIjQSfM6c+YMJkyYgKFDrSHNyzh2UfQRi8U6aV1CoRBr167F+PHj+0zr0saY5pUylk/z6g8Mal1hQ7B27VoMGzas3yYyYWFhejWv6OhoXvPqJyyldWljKs0rLCzMPFfy5B2qTh9xKVTL/gMkchRIzC0gbuZfc8QeUWtd27Zt61etSxtDaV5lZWUI8A9A/Ehe87pR5DI59u3fh61bt/ZpWpcpDKV5NTQ02LzmRZyFIP7DQAbHgQREgviEcLrg059pXabQl+ZVX1/Pp3n1I/2V1mUKY5qXVCrlNS+ePsOY1vXMM89gzpw5/TIOU5rXvffea/k0LxNwvuij1roOHjzIToTUWtfLL7/c7yfWBtO8kvk0r/5An9bl7u6OpUuXYsqUKf36hfXz8+PTvCyIpbUubQyleXV0dJhP85JJVTdHAuJEQBwZkBG3gRmSzEe2mwljWpe507pMwaZ55eahorLiuuZVx2te5iA3L9diWpc29pLmxXUMaV2TJ082e1qXKXjNy7IYS+uaPn16n2td2nh4eGDo0KE4fvy4Xs0rfkQ8P2flMTv60roEAgFiY2ORnp7er3MqhmGQkJCAzMxMXL16FcD1NC9KqUU0L1qdD7Q3Ax1tgEwKInAEGANjoBxGqVTSr776irq6ulKo4mkoABoeHk7z8/OpUqm0yLg++eQT6u/vTwkh7JhGjRpF8/PzqUKhsMiY7IG2tjb66quvUm9vb/bvzjAMffTRR2lFRYXFxvXyyy9rjAkAffzxx+m1awUW+4zaA2KxmP7zn/+kLi4u7N/dzc2NLlu2jIqrxBYZU35+Pk1NTaVOTk7smAghdPny5bSmpsb8v7C5mlJJI6VKfr9jDiRtErp27Vo6ePBg9v1zcHCgDzzwAM3MzLTImNql7XT1qtXU399fYx8zY8YMmpGRwe9jeklbWxvdtGmTxt/V0dGR3n///TQjI8MiY2poaKDLly+nQqFQ471OTU2lFy9etMiYzIJSSalcRmmnhFJpM6XtLZQqZJYeldnp7Oyk+/bto8nJyRpzlPj4ePrtt99abFzHjh2jI0aM0PhMxcTE0G+++YbK5XKLjYvrtLW10R07dlBPT0+N48nYsWPpmTNnLDKm5uZm+vHHH2uMiWEYOmrUKJqdnW2RMfFwF4VCQXNzc2lYWJjGnDgwMJD+9NNPFhvTmTNnqK+vr8Y+0dnZmR44cKB/B9MppbJ5UVT+ZjKVr7+Dyj98jCqLzhq8O6c7ffSldQmFQqxbt06ldVnoqpchzUsulyMlhde8+gJKKfbu3aujdYWFhfW71qWNIc0rJiYa0dHRvObVB7RL25GWnoadO3dqaF3Tpk3DnDlz+k3r0saQ5iUWixEXF2c+zUuNszvg6KKKeeS5IRQKBav6dNW6IiMj+1Xr0sbBwQG+fr4oLS1Fbm4un+ZlBuRyucG0rv7UurThbJpXay1oyXnQkgzQvOOgNYWA0A/E1cvSIzMb1Iq0Lm3c3d110rwaGhrQ1NSEcePGwcfHxyLj4jLWonVpY0jzkkgkvObFY1aolWhd2liT5kWr80D/+AqQtAMN9UBVKZikO0D89K8lyNmij0QiwaJFi3S0rscffxwLFiyw+Il0ZGQk/u///k9D6zlz5gySk5MxbNgwix3cuUpNdQ0WLlyoV+vq67QuU/j5+UEoFOqkeZWVlSElJQUBAQF8y6wZoVamdWnTZ2lelAJUCYDwRZ4+QJ/W5ebmhqeffrrP07pModa8+DQv85Cbaz1alzbG0rwCAwNtTyOnFMoz30K5fSFo5kHQ7FNASylI0HCDE1tbxJJpXaZQa161tbV6Na+xY8fC0dHRYuPjGvTvtK6tW7dahdaljSHNq6Kigr2QwM9ZeW4UY2ld/a11aWNI8yovL+8/zYtS0KIzoGevXyQAAZh/zAZx11+I52TRh1KKnTt36qR1DR06FNu2bYNIJLJ4Jw2f5tV/SCVSrFq9Sm9a17x58/olrcsUcXFxetO8ZDIZEhIS+M+DGbGGtC5TDB48GJcuXUJRUZH50rw6WlXub1sDoOgEUcgAgQPA2NAJoJUilUotntZlipCQEDQ0NODChQvsfpBP8+o56rSuL7/8kk3rcnR0xLRp0/otrcsU6jSvM2fOaKR5dXZ2Ij4+3rbSvAgBrbkG5J0AOmWqTS5OQMgIkMFxFh6cebCGtC5T+Pr6ws/PD6dPn0Z1dTUA1ZqZtbW1GDRoEKKjo/kTfTOhTutauXKlxdK6TOHs7Ax3d3f8/vvv7D6mra0NpaWluPnmm61iXs1ju1hDWpcp1GleP/zwA6RSKYDraV4TJ07slzQveu0v0MLTgHrfyzAQ3LfI4Lyek0UfsViMZ599FlVVVRpa1/r16y2qdWmTmJiI7CvZyM7JZk8+KyoqIJPJMHbsWF7zMgOUUvyy5xesWbNGR+tat26dRbUubcLCwnDy5ElUVlbyaV59RLu0HVvStuhN67Kk1qVNX6R50ZJMKL97DcqDHwN5R0BrroH4hoB48FGrN4JCocC+fSqtS33FB1B1bL3yyisW07q0Uad5lZWV6aR5+fv7Y+TIkbzmZQK5XM6+19akdWljKM2rvr4eXl5eSE5OtikFgzZWAAWngJYWAABxEKg6fYaMtvDIbhxjWtfMmTMtqnVpIxQK9WpejY2NvOZlJgxpXWFhYZg3b57FtC5t1JpXS0uLjuYlkUh4zYun11ir1qWNMc2rsLCw7zUvQgA3bxBRECAaDCJ0A/ERgblppsGHcK7oY0zrskRalykiIiP0pnklJycjIiLCag72tkpNjUrrysnJsXhalynUmpd2mpda8woM4NO8bgRKKQ4dPIRNGzW1ruDgYLz55ptITk62moIwYP40L3p5P5B9HGhuVbm/lXkgw5JAAiMB8MXl3lJcXIwNGzbg8OHDOlpXf6d1mUIkEsHZ2VlH86qrq+M1r25gzVqXNsbSvGxO85I0glblgEgbQNzdAJ8AkKE3gQSNsPTIbhhjaV2W1rq06ZrmlZWVxWteZoZSivKycqRvtY60LlN4eHhg6JChOH5CN82L17x4eos+rUsgEGD48OEW17q0UWteGRkZOpoXAEyYMKFPz+OJmzdI8EgwUTeDSboPzOh/Gr0/t4o+FNi5ayeWL1+uoXUNGTIE77//vlVoXdqIRCIIhUIdzauoqIjXvG4QqVSKVatWYc+ePVardWkTFxeHoqIiXvPqA2pra7FixQr8dcp6tS5tzKZ5UQrlqW9ACy4DClXxkwwOBpM4HcTH8q3itoohrWv69OlWo3VpExISgsbGRl7z6iFSqRTffvstvvjiC6vVurQxpnmNHDkS/v7+Fh5h9yCOziD+Q0AS7gJzx1wwNz/LiYKPMa1r9uzZmDJlioVHqAuvefUdtqB1aePs4gyhUIjDhw/zmhfPDWNI6/L398f69eutQuvShmEYREZGYteuXRbTvLoLp4o+4mox/vOf/1i91qVNYmKiTppXRUUF5HI5r3n1Ekop9uzZgzVr1qC2tpbdrta6IoZFWO3ExFCaF6959Z729nZs2aKrdVk6rcsUXTUvsViskebVI81L3gGaewSkoRxgAICCxIwBGT7V4IJvPMbpqnVpp3VZk9aljYODA/x8/VBappvmxWte+lFrXdaW1mUKY2leas3LJjoznFxBBgSD+ISoEgc5gKm0rhdeeMFqO73VaV4nT56ETKZaZ4nXvG4MW9G6tDGkebW1tfFpXjw9wpDW5ebmhmeeth6tSxtjmldBQUHfaV7yTqBTAtXqzd2rb3Cm6CORSLB48WKb0bq0MZTmNXr0aEQMi4DAwToLVtaKPq3Lzc3NKtK6TGEqzSswkNe8egKlFIcOHdJJ61JrXZZO6zKFoTSvHmleAgcwMbeCxE0B8Q8BHAlIzC1ggkcCDta9b7RW1FqXvrQua9O6tPET+cHZ2Rl5eXkamld9fT2CgoIQERFh1d+J/kaf1uXu7o5//etfVqd1aWMszSsgIMC2NC8O0dLSgt27dyMtLY3tkFBrXS+99JJVaV3adE3z4jWvG0ed1rVt2zab0Lq0Uad5HTt2DFVVVQB4zYun5xjSumJjY5GWnmbVcyqGYZCYmKijeVVUVADoA81Lndx1cQ+otEm1kLOsHcTFw9TjOICS0h07dlBXV1cKgL0NHTqU5ufnU6VSaekRdovt27dTkUhECSHsa0hOTqbXrl2jCoXC0sOzGSQSCX311Vepl5cX+3dkGIb+61//ohUVFZYeXrd5+eWXqbe3t8Zn+oknnqDXrl2zmc+0NVBdXU0feOAB6uLiwv4dXV1d6dtvv02rqsSWHl63yM/Pp9OnT6dOTk7sayCE0BUrVtCamhpLD8/ukEgkdM2aNTQoKIh9PxwcHOgDDzxAMzMzLT28biGVSumqVauoSCTS2MfMmDGDZmRk8PuYv5FIJHTjxo00ICCA/Rs5OjrS+++/n2ZkZFh6eN2ioaGBLl++nAqFQo33OjU1lV66dMnSw+s+Chml7a2UttRQZUMZpa11lh5Rr5DJZHTfvn00OTlZY44SHx9Pv/nmG0sPr9scO3aMxsXFaXymYmJi6Lfffkvlcrmlh2cztLW10R07dlBPT0+N48nYsWPpmTNnLD28btHS0kK3b99OPTw8ND7To0aNojk5OZYeHo+Vo1AoaG5uLg0LC9OY4wYGBtIff/zR0sPrFgqFgp49e5b6+Pho7BOdnJzowYMHzfvLlAoq//YVKpsVzt7k795j8mGc6PSxVa1Lm8TERGRlZSEnJ0cjzUuhUGDMmDG85tUNqAGtKzQ0FOvXr8cwK9a6tOE1rxvHkNZlbWldpvDx8YGHUFfzupE0L57eYatalzZd07y0Na+AgACMjOc1L1tJ6zKFMc3L09MTo0ePtv7ODHkHaFUu6IU9UP61A/T3j0CbysFETQaIbRzTAdtK6zIFr3ndOLaqdWnj5OSEwMBANDc34/z58zqa180338xrXjx6oX9rXYsWLdLRup5++mmr1bq06ap5/fHHHzppXvfdd5/55lRKBej/rQWamq7//pBIMEn3Gn2YzRd9jGldCxYssLkTY2Oa17Bhw2xmMmApamtr8corr+hoXW+++abVpXWZws/PD+7u7jh//jyvefUC+rfWtXHjRh2t66233rK6tC5TREb1UvPqaAWVNIDIO1URj4xA9S9Pr7CltC5TqNO8tDWvuro6XvOCbWtd2pjSvKIio8AIrPd4QuvLoDy8BfS3z4DyAqC5CcRDCBI+FsTV+hbhN0Rra6tBrcva0rpMwWteNwb9W+vaunWrTWpd2hjSvCoqKnjNi8cgHR0d+Prrr/HOO++w2xiGscq0LlMwDIOkpCS9aV6EEEycONE83+n2Zij3bAbkqvNcEIAZ/wDIkNFGH2bbRZ+/07qWLVvGHjwBVYfEBx98AD8/P5vrjBGJRPDw8NBJ8yosLMQdd9wBLy8vm3tN/YVUKsXKlSuxd+9ejbSuf/7zn5g/fz58fX0tPMKew6d59Z662josX7Ecp06dYivurq6umDdvntWmdZlCneZVWFjIFjVNpXkpT+0A3f8uaNFZQCEHHF1BnN0Ahi8g9xRbTOsyhbE0r+joaLtN87LFtC5TqNO8Tp8+zXZmiMVidHR0YGSCdad5EQdnoLYI9Orp69tcHIHBMSAi60lHMYZcLsexY8ewadMmnbSuOXPm2EznWFd8fX0hEolw6tQpPs2rh0ilUhw8eFAjrUsgEFh1WpcpXFxcIBQKcejQIY00r5KSEtxyyy18mhePBkqlEoWFhXjhhRd00ro2bNhglWldpiCEIDIyEjt37mTP25RKJU6dOoVJkyaZZe5AW2qAhmsg7U0gDgxACJg754F4DTT6OJsu+lTXVOtoXe7u7tiwYQPGjRtnUxXyq79CkQAAIABJREFUrqjTvHjNq/uY1rqG2ezEg9e8ek57ezu2pOnXuubOnYvQ0FALj7B39DjNSyGD8vinoJf+BIpzQTMPAOJLIIOHg3gFWuhV2CZqrSs9PZ29ggPYntaljYODA3x9ffVqXvaa5iWXy7F//36bS+syhVrzqqurQ3Z2Nns8aWhogJenF5JHW3Gal8ARtLECuPYnIJMDzo4gbm4gAyNAguItPTqTUEqRl5uH9K3petO6bEnr0saQ5tXQ0IDx48fzmpceFAoFLl26ZPNalzZOTk4YOHCgfs1LwmtePNfpqnUdO3aM3a7unJ47d64FR9d7+kPzIq5eYBLvATPhX0BQDODqAiblUZOPs9mij0QiwaJFi3S0rieeeMImtS5teM2rZ3BJ69LGz88PHkIPZGZm8ppXN1BrXRs2bOCE1qVNT9K8aFUO6KnvgNoa9vFk+FiQ6JtBXL0sMn5bhUtalzYikQguLi7Izc3V0byCg4PtTvPiktaljVrzunLliu1pXh0S0OZyEHdXMEl3gpn4b9WaPjaQQNjS0oLdP9pmWpcpDGlera2tvOalh65a1/fff89ut1WtSxuhUIjw8HBdzauS17x4rtPR0WEwrcvWtC5tjGlelFJMmjjJPKncAicQ/3Aww6d07+62WvTZuZNbWpc2IpEIQqEQJ0+ehFQqZbfzmpcuUqkUq1atwp49e3S0rnnz5nGinTQ2Ltag5pWYmMhrXl2oq6vD8uW6WtfcuXORmppqk1qXNt3VvGjuMeDaX4CkFaAUEDBgJs4EM2SMam0fnm7R3t6OTz75REfruvvuu/H888/bpNalTUhICBoaGuxe8zKkdd11112YNWuWTWpd2hjSvDo7OzFypPVqXsTdB0zc7WDGPwESOQnEN8QmCj76tC5CCGJjYzF79mxMmdK9Cbs1Y0zzGjx4MK95dUEqleLAgQN6ta433ngDISEhFh7hjWNM87r11lttcrkFHvOhVCpRVFSkV+tav369TWpd2hBCEBUVhe+//15X85p8A5qXUtHr8AKbLPpUV+vXumwtrcsUhtK8lEolr3n9DaUUe/fsxTvvvKNX64qIsJ20LlPwmpdp2tvb8b///U+/1jVnLkLDbFPr0sbHxwdCoRA5OTlGNS/iEwL4BgMCBYisBSQwGEzSvSC+3Pg79Add07q0ta5XX33VZrUubYyledmL5qVO6+Ka1qWNIc2rvr4eXl5eSE62Us1L4AA42JYaYiity8fHx+bSukxhLM2L17xUqNO6Vq5YySmtS5uuaV6ZmZkamld7ezsmT57Ma152iimty1bSukxBCEFAQICO5gUABQUFmDFjRi/mVBS07BIg7wBRqPaxEDh0O5zF5oo+UqkUr732mt60rldeeYVzJ776NK/Tp08jOTkZERERnJks9BYua13a+Pn5QSgU6tW8xo4di4EDB3KmwNUbDKV1BQUFcULr0iYqKsq05uXoDOI/DEz8XSCJ00CGjQMRDQEcuX3ybk6Ki4uxfv16Da3L1dUVzzzzjM1rXdoYSvOqr6+3izSv3NxcbNmyRUfrevTRR/Hoo49y6nhiUvOKirL+44lSAXS0AfLOv1MJrW+8ra2t+OGHHziR1mUKY2leDMMgZWyKdRYT+wm11rVt2zZ8v1NT60pNTbV5rUsbDw8P/ZoXn+Zl1+hL6xIIBDaZ1mUKhmEwatQonD17lr2QpNa8APQ8zUshg/LDJ6H8dSto2TlA0gB4D+r2cg02V/QxpHV99OFHnNC6tFFrXn/++adGmldRUZHda17t7e0GtS5bTesyhbE0r8QE+9a8DGldtpzWZYqepHkRZyGIpz9f8OkB7e3tetO6UlNTbTatyxT2qnm1t7fjm2++wZdffsmZtC5TGE3zsmLNC7J20NYaoCoHNPNH0OIMwDMQxN26OknUWtfmzZt1tC5bTesyhVHNa5B9a17qtK4VK1bopnW9sRTBIbaX1mUKXvPi6YpSqURxUTGef+F5Da1LJBLZbFqXKRiGQVRUFL777jv2vI1SilOnTmHy5Mk9mlvQumIof/wfIFcA1ZWg2X+BCF1Aho3v1uNtquhTU1ODp59+WkNnYLWuCdzRurThNS9dKKXYu1dX6woJCcGGDRtsOq3LFAY1rxj71bw6OjqwZQv30rpMYSjNq6FGjIThkQgJCQHTg9ZPnusYSuuKiIjglNaljSnNKyEhgXOal71oXdoYS/Py9PTETTfdZJWdGTTvGJRfL4By/3bQ7NNAYzHgGwQSNMLSQ2OhlCIvLw/p6ek6Wpetp3WZQq15nThxQifNa8KECXapeXE1rcsUxjQvqVSKW265xSr3MTzmh9W6FnMrrcsUrObl6oY/jtyA5kWVoCc+Bb165vo2BwGYB94E8RB1ayw2U/RRa10HDhzQq3Vx3Q01pHnZa5pXXV0dFixYoKN1vfXWW5g6dSrnTkq6Ykzzssc0L0opDh48qJPWxVWtSxt9aV5DmXrESHMQ5OMGVw9vEIYBBI5WqT9YKyUlJXajdWljKM2rvo6bmldebh62pOlqXVxI6zKFOlr28uXLtqN51RaB5hwBGlQFfnS2A16eYKJvsZoF6ltbW7F7NzfTukyh1rzq6up00rwYhkFKin1pXmqdg6tpXaYwpHmVl5cjMDAQI0aMsL59DI/ZMaR1cSGtyxT/396dx0dVXg0c/z3Pncm+AAHCvu+CIIiIgCBuuCvuVmvtYsW6tHV5X9tqbavd1C4uVd9aW5dWtFr3HUUUZbEIArLv+xYgIWSd+5z3j5tkMgEUleQmk/P9fPy088zN5DBJZu6c+5xzDlTmtWHDBuBgy7wEN/spzO7NYAAnmA4dsKfcdNBxNJmkz3PPPccvfvGLhLKurl278te//jUpy7rq+qJpXi1ym09ZT1lZGXfeeec+ZV3nnXceP/rRj5rFdtGBAweyevVqFi9enFDmFYvFGDJkSLMq89q5c+c+ZV1paWlcf/31STOt64vULvMy4rjysCzObwctl38In70GFUXQpoeOaT9IB5rWdcYZZyTNtK4vUl3mNW/evH3KvPr3709+fn5SvMZUl3XVndaVzGVddbVu3Zo9e/Ywa9asfcq8hgwZ0gjLvAxSsBrWVe3KMgaTnYPpfDgmK/xpnbFYjOkfTN9nWteAAQO49tprk2Ja1xfJy8ujbdu2zJgxg+3btwPNd5rXgcq6Bg8ezK233poU07q+SHWZ15QpU2peY7TMq/n43Gldd93NsCOTr6yrLmstffv05Zl/J5Z5zZw5k3Hjxn3xuYYx2IETMD2HQYrFlOzAHH0epseIg46hSSR99lfWlZGRwT333MPo0aOTOkNe2+eWeR3dPMq8Pq+s6w9/+ENSl3XVVV3mVX0lHmDevHnNappXeXn5fqd1nXbaaVx//fVJW9ZVV+0yr4zSbXxvQC4DWlXtdisphawMTI+jDnoLaHPWXMu66vq8Mq82bdokRZnXgcq6qkdpJ2tZV12fV+aVm5vL8OHDG9XODJOWBUVbkVWzMRnpmM69MINPxXQahEkN92px9bSuvzy4b1nXRRddxKRJk5rNzuzMzEyA/ZZ5jRkzhpYtW4YZXoOomdZ15/6ndZ1xxhkhR9gwUlJSaN++PYWFhfud5jVu3LhG9RqjDp3qsq5bbrlln7Kub3/720lb1lVX7WleU6dOrTmnEpGDL/MyBtOyE7b/8dhR38B0HATRg/+s1+iTPpWVlfzsZz/jzTffTCjruuyyy7jpppuSvqyrrgOVeY0aNYoePXokfQKsqKiIG264IeHEND09ndtuuy3py7rqqi7zmjdvXsLvw+bNmxk9enTSXIn/PB988AF33303K1eurFnr1KkTt99+e9KXddVVXebVZc8yRrUytE73MMYQE7DHXoLXZ0xQ4qU+16ZNm7jnnnt45513ml1ZV10HmuZVWFhIt27dmnySffWq1TzwlwcSPpw3l7KuuqqneX322WcJZV5FRUV06tSJPn36NJ73E2Mhmo7p0BM77jvY46/BdDsy9IQPBM/ZSy+9xP3331+zq6OmrOuHyV3WVVftaV6LFi1K+KCfkpLCMccck/Tv0Vu3buWRRx5h8uTJNWvJOq3ri2RlZdGrVy/ef//9hDKvzZs3061bNwYOHBhyhKo+VFRU8Pzzz3PHHXfUrFVP63rwwQeb1TlVdZnXnDlzEi40bdy4kYyMDMaMGbP/91nn79uewUa+VMIHoNGfrS1fvpzVq1cnfJjv0qULP/nJT5rFToa6BgwYwC233EJeXh7GGCKRCNnZ2UyfPj2h7CtZvfXWWxQUFBCJRDDGYK1l4sSJnH/++WRnZ4cdXoO78MILOf3002tKmFJSUiguLuajjz6q2fmSrJxzLFq0iIqKCqLRKMYY0tLS+N73vsewYcOa5VWjiy66iOzeQ3l3Sxmf7SynsFJY6VLYkdoOF2k+CdGvY+HChWzZsoXU1FSstXiex6mnnsq5555Lfn5+2OE1uBNOOIGzzjqrZvt9NBpl7969LFmyhK1bt4Yc3VcnIqxes5rNmzeTnp6OtZZIJMKECRO48MILm8UuhLpGjhzJOeecU7NDIxqNUlJSwpo1a9izZ0/I0SUy7fthj74U03UYRBrPxb/169czZ84cgJrzlH79+nH55Zdz+ODDQ46u4fXp04crr7ySvn37AsGHveor2wsXLgw5uvolIuzevZsVK1aQkZGBMaamh8mVV17Z7C5aQ1CKft1119W8xlQnvZYsWVJzYV8ll/LycmbPnk1WVhaeF1yMbN26Nbf//PZmeU4ViUT4+c9/TosWLYBgB1BGRgaLFy+uaSeQQATZshTZvQnK9kDVxcivotHv9Fm0aBEQrwcEuPfee5tVWVddRxxxBDNnzmTlypW0bt2a0047jXbt2jF06NCaN5ZkNW/ePFq0aFFTG56bm8uf//xnevfu3aSvOH8d3bp145133mHr1q307duXk08+uebKbO2R3cmmYEcBq1atIhKJsHv3boqKihg/fjzXX399s+jDsT+tWrVij83kj6/P4cGZq9mVkk1px8OR9gNold+xWe2E+yqqSzOqSxEKCgpo27YtN910E8cdd1zI0YWjusyruodYt27dGDduHP3796dTp05NNjlSVlbG2rVrKS4uRkQoKCiga9euXHXVVZx00klhhxeK6jKvrVu3snDhQrp06cLYsWPp17cf+fn5NSepjZNArBIqy4JphSE1dN62bRubNm0iOzubgoICRISJEydy7bXXNpuyrroyMzPxfZ+pU6eSm5vL6NGja4ZOdO6cfGPKq5WVlbFmzRoKCgrwPI8tW7aQn5/PNddcw1lnnRV2eKGonuZVUFDAvHnzyM/P5/jjj6dPnz5N4DVGfVnOObZs2cLKlStp2bIlGzduxDnHxRdfzA033hB2eKGoLvNKT0/nzTffJBqNcuKJJzJ06FDy8vJo37594hfEynD/dzky7TGIlUBuO0w07avt3JdG7rbbbpNoNCqAAJKbmyvFxcVhhxW6hx9+WHJzc2ueF0AWLFggvu+HHVq9Gj9+fMLvw4QJE2TDhg1hhxW6yy67TDIzM2uelxEjRsiiRYvCDqteffbZZzJ8+PCEv4E//elPsnvX7rBDC5Xv+3LeeeclPC9XX321rF69OuzQGr1YLCbf/e53E5670047TT7++OOwQwvdL3/5S8nIyKh5XkaOHClvvfVW2GF9ZQUFBXLdddcl/KwnTpwo8+fPDzu00N13330SiURqnpdRo0bJlClTwg5r/5wvUr5X3K4N4n/6ivjv3Cdu3dzQwpk8eXLCe3GvXr3kkUceCS2exmLKlCnSoUOHmuelQ4cO8tvf/jbssOpVQUGB/O53v0t4jRkxYoRs2rgp7NBCFYvF5L333kt4Xrp37954X2PUV1ZZWSlTpkxJ+Fnn5ubK1KlTww4tdGVlZWKtrXleIpGIPPTQQ4kHOSdu+XSpvLpn/L8f9xN/7otf6Xs2ucsOzWFS18Ho0qVLs93pVFuPHj2a5RbZurp06UJaWlrN9JnmKiszi0i0yb2sHRolVeV80XSC9xB1KLRp06ZZTID7Irk5uWRnZ9dM8kpG2dnZzbJMuK6UlBRSU1NrBkY0ant34ha+gXz4JLJ2FSYjDSpKMR0HBj0PQpabm7vvldtmKDMzk3bt2rFp06awQwmVtZZoSvMrPVeqmrWWVq1ahR1GoxCJRBKmku9DHG7qw4lrTjD5fb7a9/tKX6WUUqrxqCzDf+23UFEKQyeS5pcSsRBzYQemlFL1R7avRGY/i6xaEdzeUwIrZyHbVmLa9Q05OqWUUuorEoFNyyAtBcorQQTTZzCmfb+v9HDNswmKUkolEVnxISyfiXz4KvLXSZxS/gl9Wlh0T6RSKpmZdv0xfceAV3U6awxsW4csez/cwJRSSqmvw4vg3fga9rSrMR07YbLSseOv/soPp0kfpZRqymLluHmvINurJimVVXBax3SGtomQohWgSqlklp6D6T4c07UnpEYx7dphjjwT02982JEppZRSX09mK+z4a/D+913MZXdh+o79yg+l5V1KKdWEyealsH01xOLjTt/dUMynO2KU6wRUpVSSMx0HYY75BmbHGsyIizFte4YdklJKKfXVOB/EJU7oMgY7cMLXelhN+iilVBNm2vbCHHMpyBPIxpXgO17fUMaKQm3oo5RqBjJbYkdeGnYUSiml1NcjgmxZhuzegO0yFNJzvtp49v3QpI9SSjVlqRnYI8+DgSfj5r+KbF3OzlmTKY0tCjsypZQKh/ODxvYuBqlZ4OnprlJKqUbOr8C9cRcy531kwBDsCddiug6FtK8/WVTfBZVSqikSIejUXNWuOS0be9RFOOcwj88HNOmjlGpmxEFFKbJjNfLJ80jhVuyx38V0GRJ2ZEoppdTnEGT9p8icYBCBLJqHv/i72LN/gD3hh1/70TXpo5RSTY04ZNdG8KKYzJYQSQGd1aWUauakaBvy8dPIB/9CdhRAWgouswVe+/4QTQ07PKWUUmr/nI97/Z7EtYiH6Tb8kDy8xa88JA+klFKqYUjhFtwzN+Ee/W5Q0lW0PShjUEqp5qxgDbJwSpDwASirgCUf4ha/E25cSiml1OcykNcZstLBBhdyTf+hmF6jDsmjW1n+ASCH5MGUUkrVMxdDZv0L1i5GVizBPXYL7tn/RbYuDzsypZQKlek4CDPoZIh4wULEQnkJ7FgVbmBKKaXU57Ee3gV34V31KKZHX0x2Bvb0nxy6h3fP3Q7lew/ZAyqllKo/sn0Vsug9pKjqdTvmw9KPg6SP7vZRSjVnqZmYfuMwg0dhstIxhx2FvfQP2PHXhB2ZUkop9fmMwXQfjvfDl7Hfvg/TceAhe+iIbNqE++hx7LhJYLQnhFJKNWaycx0gEI1AZSzYAjr0JEznwWAj4HRUu1Kq+TIdB2JPuBYZvAp72MmQlhV2SEoppdR+tUoFZ+t05jQG02fsIf0+ESIeMuvfMO4qtBGoUko1brb/CUhed9x7D8GCdyE9Czv0bExe17BDU0qpRsF0OQLT5YjERXHU9LGMaFNnpZRS4cpJgcdOaMvCXRVkVOyGWEXVcJZDL2KOOBZ75m1gbL18A6WUUoeWadsT74K7kMHTwFhMp8PDDkkppRovvxLZuR5ZPRtSs7CDTgHrhR2VUkqpZirFwrf7ZjChazYTusKe1U/g5vfBDjmzXt6fIt63/nrIH1QppdQh5Pyq7H80KOGqYvoe2q2fSimVVESgsgxZNRP39n3IkvmYfoOQNt0xHQagO9yVUko1NGOgd67h9qPya9ayy8tw//wppvtRmJYdD/n3TNzeIxJ8sFBKKdVoyJYluBmPIWs/CRrvi/btUUqpLxQrx819AffPG5El8wGQ1Utw0/8OZXtCDk4ppVRzZIHxHVOodIJIMEVdrMGMOb9eEj7V3zNQWYoUrMEtfEMnwCilVGNRUYp772HcC3/C/d/3cO/ej+xcH+z+UUopdWDRNMhuDanp8bWKGKyZh1s2Pby4lFJKNVu+wAOflXP1tE2sKqqg3Bd2pWXiTbix3r6nRRzs3Ymb8STurjNx/7gJ2bAQkHr7pkoppQ6C83Gz/gVLZkBFDCnai3vlr7ipf0EKN4cdnVJKNXq250jMqIshNQrWYtq2wQw/F9tvXNihKaWUaqacwLMrKjj+hY28vHYP0zueDmnZ9fb9LKVF+H+7Avf075DiUqj0cZNvhFLd9qqUUmGSoq3IZ1OQ3YU1ayYnE9NzJCanbYiRKaVUE5Gahel/Ambo8Zhe/TDn/RI7bhKkZIQdmVJKqeaktAgqSmpuCrBxr3DZlF1sT+9cr9/aktEiyCrV6mUn69biPnxU+0YopVSITIsO2BOvw/QbDGlRiHiYMRdhe40Cr35GOiqlVLIx7frinXU79hv3YgecED/nre5lqf0slVJK1aeyYvxnb8FNuRdKdjf4GIEIgL3wbtyaCUhhMUQ9TH57TI+RQWtppZRSoTE9R+J982Hcew8iO9ZgBk6A7DZhh6WUUk1LdmtMduv4becjhZuR1f+FaCr2sJN0jLtSSqlDL1aB+/gZZOabiAG3fDads2DVrqDMqyFEAExuO8xZ/4M8eyfmqFPxzri1XmvKlFJKHYC44KqzF41/AMlqhT39p8GWUC8abnxKKdXU+ZXI5sW49x5GZr+N6TUAadkR03GQXvBUSil16IgE7zf/+X3VbYgs/ZRnTmzDSS9uYkdZw2R9ItX/x464GJPXDdPraKi74civ1A8aSinVAKRgLbL4XUzXIzAdByaWcWkPCqWU+tpk7RzcS3ciyxcHt1cFCSDv7F9AVusv+GqllFLqIImPm/NcwowsMYZlhRUNlvCB2iPbAdNrJAkJH+dDcQFu0Tvg6xh3pZSqV5WluCn34V64G/fUjbiFb0N5cdB3Qiml1CEhpUWwpyC+UOnD8v/i5r4UXlBKKaWSj43gnXkb5rgLIS0FDMTatOHa6YVf/LWHMowD3hOrQDYswP/T2bi/XY9smK8fPJRSqr64GO6jx+GzaVBWiaxbh/zrluDqQPnesKNTSqmkYXuPxoz7DmSmgTGY7EwYfAJm8Olhh6aUUioZ1M6b2AjeGT/HXvIrTKuW2G/8kcIGnh8QOdAdbsHruH/+BErLg9uPXYN346uQ0bLBglNKqeZCtq9G5r+B7CqKr5WVY4q2Q6wcyAovOKWUSiYpGZjBp2N3b0I+fRMz+lLsqG9BNC3syJRSSjV1fgWycyOmZUeIVLVpsBY77FwYcCIxm9rgIR1wp4+88vuahA+AbN2G/9KvgpIvpZRSh5TJ74055jJMp87gWbAGM/Q4zNCzISsv7PCUUiqpmJx8zNjvY6/8B3bcVYkJn1h5UFqr57xKKaW+DL8St/hd/N+djvvkeagsS7w/PSeUsA6Y9LHfvBcyqt4AjcFkZwQ9f3SqgVJK1Qs7bCL2krsx/YZguvfGjv4Wpm2vsMNSSqmkZHLa1nmNFSgrxn3yPP5/bkXWf6qJH6WUUgfH+ciGBciTN0NpOe6Jn+GmPwqVpWFHduDyLtN1GPasH+P+cxemRUvs5fdjuhyhSR+llDpUKsuCEe2R1Jrx7KbLUOwlfwQbwWS2CjlApZRqJkSgtBD3338jbzyAFO3F7dqEPed2TLt+ev6rlFLqcwiyexPu0auQPSXBkhPc83+ClEzsqMtDje6ASR8AO/rbULoHe/QlkN0m8c6KEoim65ugUkp9FX4F7oO/QWkhZujZmPy+8cRPi44hB6eUUs1MeTFu9mTcq/dBSdDeQJbOw025D2/iHaBJeKWUUp8nkgK5bWDXbvAdACY7E9NjRMiBfd70ruoDTrx+34RPaRH+679Hdq4jYei8UkqpL+Z83MK3kI+ewr32KO7FXyLrPgE/FnZkSinVPImDWAU4V2tNYO9OpHBzeHEppZRqAgwmJx/v+09i+h8BEQ8y0zCX3oVp3y/s4L446ZNABIoL8B+/CnnrSdw/roK9u+opNKWUSk6yeTHyzl+QzVuC2wv+i3vuVmTd3MQRj0oppRpGei7myHMxo88LTtY9ixkwDHvGzzAdDgs7OqWUUo1RRUlw0aBaZku8K5/EDD8Be9ld2P4nhBdbLZ9b3rWPvTvx/+8yZOUyAGTVcvzJP8a77C+QklEf8SmlVNKReS/Djk1gCDZLGqCiLGgYqiWzSikVCtOiI/bY7+IAirZhT7kZ07Zn/AAXC16nIykEL9xKKaWarZJduCn3YY6+BNOmB5iq/TReFO/SB8KNrY4vlfRxy95H1q9KWJOFM3FL38MOnBD/hyqllDoge+L1OGPho2eQwiJMi1zMqTdiug0NOzSllGrWTF5XvDNvC8ptU9Ljd/iVyOqPkW0rsINPh8yWaOJHKaWaqb078Z++EZnzPmbua9jvPYppF+/P2dh8qSyNHXoOZuQZwbZXgJQI9tSrsIedrAkfpZT6PLXLtlIysKfchJnwA0z33piz/gfb/3jwUsKLTymlVMCL1kn4xHBLp+H+cxvu+d/hv3kPlBSGF59SSqnwVJbiT/4xMud9AGTbDtyDlyFbl4cc2IF9ufIuwLvgLvyyYmT+NOzE/8WOvDQx4SOi5QlKKVVbZRlSsguTlgOpGYABY4MJicMvCEa2e9Gwo1RKKVWXOGTlh8hrdyFr1wRrs17CpWZhJ9yor91KKdWciCA718OKuYnLe0uQRW83iqbN+/OVtud433wQ7+q/Y0delpjwiVUgBWvBrzxU8SmlVNNWWYab+iDu4W/i5r0IZcUkTD1MzdIPDUop1UhJ4RbcZ28j61bH1/aWIUs/QFbNCjEypZRSDc4YTNte2O/8BZNd1dM4NYo96Qrs8deGG9vn+Mo1WabHiMQdPZVluFlP4f/2VNyC14Oxl0op1ZzFynHvPYRMexxZuxr5z29wc56D0iISEj9KKaUaJdOiA3bExZgho8GzwQl/fhvM0Rdieh0TdnhKKaXqmwhUlMZvG4vpORL77ft5ByiFAAAgAElEQVQxOZmY0ROxE24OL76DcGga8cTKce8/gpt8B5RW4P5xE27Z+8GUA6WUaqbcJy8gH01Gdu8BQIpLcS/dg1s0RRPjSinVRJgOh2FP/V/M8BMxHTpgTroGe8zl8d3uIuBcYu82pZRSTZ84ZNcG3Bt3Qfne+LqxmN6jsZMew5t4Z3jxHaQv3dNnf9x/n8O9eC+4qje7Sh957EfIDc9j2vTUHj9KqWbJ9B2LLH4HCj+A8krwLKbXYEyHAUEfH6WUUk2CadcHe9ZtUFqIye9T6x5BirfD7s1QXKDzvJRSKlk4H9m6HPfod5EtW5GirXgX3B1v9G8spsuQcGM8SIdkp4/pfxymY+d4cscYaNUWouk6zVIp1czEr/Sa3HZ4E+/EHDEeMtMwhx+NPf2nmPb9Q4xPKaXUV2Fy8uskfICS3cisybgHLydj2v20TResnvsqpVTTJoJsW4F76DJk0xZwgsx6G//VX4Pzw47uSzs0SZ/c9thJT2HatQuuZHftjp30L0zLjmjWRynVbFSWwZ4dwf9Wy26Dd+4d2Atux551uyZ8lFIqWZTvxc35D+7tvyKFxRyXUc6dwzLok6vnvkop1aS5GLLwDWRXYa01h8x4vlGPZj+QQ9PTBzA5bbHffwwzYBjepKcwOfnxO0WgbE+TzIoppdRBKS/Gf+13+A9filvybmLPnoyW2CPPw7TpEV58SimlDim34iPk3b9CcdDgM82zHJOfwend00OOTCml1NfiRbHjrsKMOJma7ZuZadiL7mi0Y9k/zyFL+gCYNj3wrnoKsvLii+KQHavw/3IhsnKGjnNXSiWf0kL8V3+NfPhvZPVK5KXfICs/0mb2SimVxEyngZihp0FqFIDCSse/VxXx0MKSkCNTSin1pVWUQqw8fjuSinfebzH9j8C0yMa78mHs0LPDi+9rOKRJn32IQ7atxD14KbJyGf5D38MtmapTa5RSScVNuReZ+TLsDcq6ZNNm3Mu/QdZ/GnJkSiml6ovJbY897mrsqZMweS35sNjjvsUVFFdf3xTB+BVQUQLiQo1VKaXUAYjA3p34//kZbvrfEy/apmbifedR7KTHML1GhRfj11SvSR8p3Ip76JvI1u3BQlkl7q/XIcs/0Dc/pVTSMIediGnbId7M3rOQkQtelNqNnZVSSiWZrDzsuO9jf/gfSsZcyY6yeD+fFCknfcGL+P++GdmyVHd/KqVUY+N8ZOc6/Me+j3zwIu75PyLLPwwSQdVSszCdDg8vxkOgfnf6WAtZLYL/rUUqS/VzkFKqCUt8ATM9jsacfD2mYweIepghY7AT76h6g9CGnkopldQiqZhWnTF5XWqWUjzoG9vAkC0zkI/ewD1xLbL0ffA18aOUUo2CCLJjNe7e85HP5gZrMR/3xI+QXevDje0Qq9ekj8nJx7v6aUzPfkEDpKiHvfBn2IGn1EoEafZHKdWEiAsmdJXtSdixaAedihn/fezpP8CedSumXZ/PeRCllFLJygBH53t8r08GWVVJHlm7Bvfyr5EV08MNTimlVMAYTIuO0LJtwrLsLUE+fDykoOpH/e70AUjPwfvePzCdu2LPuAY74iKwXvz+4p1QXpy4hUoppRoj5yNbl+E/fjX+C7cj21cnvHbZEZdgT7gOk9ctvBiVUkqFKjcVhrdNZXDrtPiiMZDTGvT9QSmlwiMOXK02M9E07KX3YVrmBrdTo5gRp2DP+Fk48dWTSIN8l8xWeNc8CxktEtcrS/GfvAZKirDfegjTokNiQkgppRoL5yMrZ+BevANZuxLcXFxqOnbcVcFVAqNlXEoppWB3OTy1vJRWGbv54dDWpCCYrj2wx03CtO4WP1Ak+ACi575KKVX/YhVIwRooK8Z0PQIwwW6fVl2wl96De+LHmNN+iD3mm2FHesjV/06fanUTPrFy/Gf+B1n4X2TlUtwDFyPr54HzGywkpZQ6WLJpEe7FXyGrV4ALdvfI1GeQT16A0sKQo1NKKdWYbNorvFzSgVkdx2L6DsYcfSGm79j4Ac5HCtYi6z7RqbZKKVWfRKBsD+7jZ/DvPgf3xPVBq4Zq1sP0G4v3s6lJmfCBhkz61OGmPYzMfKOmNEK2bMF/4HKkeAfa50cp1diYToMwA8ZhsjOrFsBkpkN6rl6lVUoptY9KL43Sw8/Bu3oy9uhL43eIIBsX4p77Ke7Rq3EfPAJlRTrZViml6kNpIf6/b8Y9eTuUlCNbt+D/+3/qJNxNcE6fpEJL+tCiE6TWqi6zFnv8FZjMPHTajVIqdM4PpqzU7tlzwvUwaCykpWBa52EuugM7/HxIyw4xUKWUUo2ajUAkpeamFG3BzXkOmT8LKdiFe/k+/GduRnYm17QYpZQKnyCVZbBiTnzJCTL/I9zsyeGF1cBCS/rYYRPxvv8wJicLrMEcMRp7/LXg1UoExSowetVDKdXQYhXI8g9w815ECjdTs/swJQN76s2Y0ROxl9wVTCKMpn3uQymllFI1YhXIkneRD5+Lr1VUwo51sHtzeHEppVSyqO6XBoDBZLfBXvoHiFbtzI94mPYdMF2GhBZiQwtvpw9geo/BXvsvzIBheBfek3AVBD+Ge+9BOlZsJNVquZdSqoFUluGm/R/u8R/jnvgpsvB1KCuuudu07IR3zh2YPscmJqmVUkqpL2I9TJvemO6HQSQ4DTd5rTDDz8X0PDp+nPPBrwwpSKWUaqJi5cj2FciGBfE162G6D8ee/G1IT8EcOxHvhy9jOh0eXpwNLPRPLKbDALxJdbZWicMteA338l+4IuYzv0+UfyyJUazvfUqp+lRZiv/KnciMF2BvGQDyxgNIXndMv3FgQs2TK6WUauqsh+lxFPaSPyHT/47MfgEGjcce/Y34Mc4h6+Yimz7DDjkL0nP0/UcppT5PTbPmp3Ev/RHTOh/v+heD10+ASCr25BsxvUdjeo0KN9YQhJ702R/Zuhz31E8hFkzy+uOYDnTL2cFPZuqEHKVUPfJjsHtLsNW+iuwqwr3/N2yLDpj2/UIMTimlVLIwLTpgJtyIjLo8WKguFRZBNszDvfpbZPlCZOHb2FNuwnQ4THeXKqXU/ogghZtxk29AFnwcLG3aiP/yr/DO+03QVw2CpHszTPhAyOVdB+KeuRlKymtuiwj9WqQ2zmCVUk1Ydc1vVQlpWjb21JswXXuBMUG/sTZ5mKMvwrTuFmagSimlkk0kFdOyE6Zlp/ja3gJkwevIonlQGUM+nYn7x9W4T18KL06llGrUBIp3IMs/jS/5Dpn5CrLsg/DCakQa5SUDe9EfcP+8Dlm9HHzHjpjhpjllpGRkk5lZNS7Z+c16TLLneWRlZVFZGd+RYG3yp8XS09PJysoiFosBkJqaijE67S0lJYXMzEwqKoLRgxkZGUn/+2CtJSMjg+zs+OSsSPRLvKQ5H9mzHfZsw+R1rRnTaPL7YsZPgtK7ILsV9vRbMF2HNanXm7S0tITnRf9ODl5qamrCc5eWlpb0f0sHI5oSJSsri5KSEiB4jfG8pvM3UZcxZr9/J/qzhmg0+FlXPxdN/WfdkCKRyD7PXSTyJd6XRHCrP0ZmPJe4HkmBlIxDGGnDqvt+nZmZSUpKyhd8VdNmjCEajSa8xmRkZOh7McHfSe3nJTMz88v9nagmo+7Puvbr49cWq4BIFDBgLKZdP+ypk3DP3xuUeqVEMD0HQn7vQ/P9DiFjTMLneM/z6v010YhI4+ySXFmOP/nHyNx3cVf8Cel9bPADNYaUaARZOg3TbRikZDapD2OHinOOWCxG7R9fSkpK0r+ZVFZWIiI1/27P8/A8L+n/3V8kFovhnKt5Xqy1RCKRpH5eRKTm310tGo0e3JuJX4msmol76dewayvmot9g+x+fsHVe1s3FtOoMWa3rI/x6FYvF8H2/5rb+nRw8fe72z/d9fN9PeI3xPK9JJ0n0Z71/vu/XXFiB5PhZNxTn3D4X477scydbl+Pe/hPy8RTwfUhPw4y5AO/M22p9Iz8oR7YWvOih/CfUi7rv18aYmr+3ZLa/v6VkPzc7GCJSc5ESqhJkkSjGNu/nJRnt92cdjX69vwHnQ2khbuqD2LFXQnab+H3le/Ef/gayYQX2zB9jR3/7a0Rfv8rLyxNuRyKRen1NbLxJnyqycgam+1EJiR3ZsAD/7vMxuTnYS+7C9BihY5OVUgcnVo5772Fk6t+R3XsAMIcNxZ71c0yHAUFZl1JKKRWWsj24+a8ibz0AeR2w5/8uXmIsgqyejfvocUyXIdhh5wWNSpvhBVClVDNTvhe3+B3khTuRnbswx5yGd8Hd8dc/ccjuTRArx7TpGW6sjUyjT/rso6wY/4+nIxs3Blu3PIs96VvYk3+siR+l1BcrL8Z/4mpkwayaZvEA9uxrsaO+CRktQwxOKaWUCkjRVijeETRxrlnbhnvvQeTNJ8CzmF4DsKfejOk5Ui9aKKWSV0Up/ku/QKY+G19LjeJd/Uizbc78ZTS5vbr+679FNm8KEj4QNGla8l5VM1allKpDJP56AZCahR33fUz7DsFtA0Q8pGQnUlkWRoRKKaXUPkxOfkLCB3HImo9hxn+C275Dli3ETbkPigvCCVIppepL7fN3L4rpdxzULgOsiOFe/nXDx9UENbmkj+l7LKZlblDHDMFOn4vvSdzlIy7xl0Qp1Ty5GLJjNbJtBVSU1CybXqMwQ07FtMjGtGuHveIuvFP+B5PbPsRglVJKqQOTgrXIZ1OQ4lrvZ63zMIefAtm1+s+J6MVQpVTT5XyoKEF2bYiveRFs79GYIaOD29ZAeipm+LnhxNjENL3yLoDiAvznfoJ8+j72nBuwx1ye0MhO1s2F9FxMq07gJfd0AKXUfoiAX4H75HnktT9Cehb2wt8FU7iqt7+XFuLmv4bpeTSmdfdw41VKKaUOgmxejHvjbmTedDAGM3Qs3gX3QFpW1QEO2bkedm/CdB0anB+bJneNVynVHIkL+vYsnYa89Wfwfbyb3ox/zheHbF2B+/P5MGgs9uQbMXldwo25iWiaSZ8qsvhdTN9jwdYa81e2B/+e05CdO7Bn/Qh71EWQmqlveEo1I1K4GffKb5C5U6A0mBpgTrgIO/4HuptHKaVU01ZWjFvyLrJ8OnbQKUHJQxXZtAj32u+QpXMwg8dix14ZlIh5OhJbKdWIVSd0nr4RWbYoWItGsGddjx13VfyirQiU7IZM7cH5ZTTppM8+nMN//qfItOfArxoL2bkz9tI/YzoO1MSPUs2ErJmDe/pmZN3a+GJaCvabv8cOPLlJjLhVSimlvpSKEtzMf+KevSt+HpzXEnPSpEY9ulgp1VwJQXNNgsmEuzfhfjsBKS6tOcLkZuHd8nbiaHb1pSVVFkRWz0Y+fKHmjQ5Adm6HtBxqfqGUUslFBPzKhP4FptswzJFnY1pkBwvWYDIyoLIUYhXhxKmUUkrVI9m0CJnzYsJ5MJk5mDY96hyovS+VUiESB5VlyO7N8dciYzBZeZjjvhk/zlrwfdy6ueHEmUSSKulDm26YAcMhWrWF1RjsqddiWnZI3BIWKw8aRCmlmjABP4bsWo97535k85KEk1g7+tvQYwikpWCOPA579ZPYYecG5Z5KKaVUsommQ04bSI0G572pUegxDNN3XPyYsj3IpsXIjtXgxzT5o5RqWJVlyMaF+I9Pwr/zxOC1qFo0FXPMN4OLtmkpmLETsT+dgj3spPDiTRLJVd5Vxc36F/LiXZCXj3fNcwkf8mTrctyT12LGfAs7+HSIZsQngSmlmo49O3AzHkemPYHs3oMZeTJ2wk2Y1t1qDpGty8BLwbRoD5HU8GJVSimlGkKsHFk5A/fmH6GyAnvWrZhex9TcLStn4p67FQoLMKMuxBz9DUyLDnourJSqf+XF+E/fiMyaEtyOeJgRE/Au/lN8g0asArfwDUxOO0yPo8KLNckkZdIHQIq2QFlxsKW1upeP8/H/eimy8L/gBNO1G+aMW7B9xyY2g1ZKNXr+k9cgc6ZARSxYiHjYy+7ADj4DomnhBqeUUkqFac92pHgHpn3/+FppIW7633Ev3F+zZDp3wZ7zc0zfsSEEqZRKbrV69gCUFuLffz6yZlV8LT0V7+YXMW17NXh0zUnSpvVNTrvgl6dW82Y3/1VkyVxwQZ5L1q5BPvg7VJaHFaZS6mCI7LMF3Q4/D9O6VlM330c++ieyfWUDB6eUUko1MtltEhM+gGxegsx7LfG4jBzI61r7qKoeeUl5TVgp1RBEIFaBFG1PbKmSkoE54erEVrsiyMf/bvAQm5ukTfrsj0x5ILG5nTHYCTdASnp8zTnt96NUYyFVfXu2LUc2L4aKkpq7TN9x0H1o0LPAGkynzpijL8a07BxevEoppVRjVbEXineDDT5xmZxMTJ/RCWXR7NkRDEYp3KI9f5RSX16sHNmxCv+lX+B+exJu3ovx+7wotu84TKcuQWlXxw7YC27FnnZLePE2E0lb3rVfxQX4796PTJsM5THMyJPxzr8rIenjPn0Findgh02ElEywXogBK9WMOR/ZuQ73waMw80Vo1RZ78d2YLoOpvkQg6+biXvglptcIzOgrMDn54caslFJKNWKycz3y4T+Q2S9Am87YC+/C5PeuulNwC17DPX4zJiUKR52JHXExpl3fhJ3zSim1X2V78J/9X2TGm8FtazDd++D96OX4a4hfiSx7Hynahh1xcXixNjPNK+lTRbYuxT37M+wFvw+ublQ3jnIx/DvGItu2Ylq1xJw0CXvURZCSEWq8SjVHbt5LyAu/RrbvqFmzZ12NHfUtyGwVP7CsGKKp4EUbPkillFKqCZKirVC4BdN5cHxt+yrcm/fEP7ABpktX7Lm/xPQaFUaYSqnGSiSojrFe/LN0+V78N+5C3noyflxaCt5378P0Pz6cOBXQzMq7qpn8vng/+DemTff4Lyngpj6I7NwRlDMX7MI99Wvcew8HI96VUvWrTv7ZtOsLGVmJh3z0NLJtReLXpWVpwkcppZT6EkxOfkLCBwhKqRe8H1/wLLTpguk6rNZBAn4lOC39UqpZEheMXd+yBPf675Eti+P3pWRgR14K0VoDkpzDffJCw8epEujIqmolu5Fpj0GsVs+fzHTM8AvAS4mv+ZVBosh6JHahUkp9eRL00SrZjWxfhcnvBRktgaqkT9/RsGML7C0LTj7zu0EkJX5lQSmllFJfn1+JScnEdOiBrFwMzmHyWmEGTkiYiCnr5+LeexjTpgfmyPMxrbokXulXSiWvWAVuybvI+39DPpsLUQ9Tvgfv3N8E9xsTJJSHn4DMfhvTpi1m3BXYoy8JN27VPMu7DsTNegp58z5kxw5wDnv697HHXxt/sxPBf2IS5OZjx16JyW4LXgRN/ij1FYhDdm9C5vwHmf5PpGQv3ncfxPQeXXPyKFuW4p64FgBzyg3YPscmNl5XSiml1KFTvhe37ANk6kMQTcO7/MGaizFUluE+fhr3z18FtzPTMcNOwo79PqZdn/BiVko1jOIC/D+fjWzaXLNkWuTg/fRdyGgRLFT15GT3ZkyvY0IKVNWlSZ/9cDOeRGY+hTfpKUjLqVmXtXPx7/0GlFVAegpm9Hl4J1wHmXl6hUOpL0nWzcU9+UNk48aaNXPMKdhTbgquHFYft/7T4HZmyzDCVEoppZofvwJiFZAaL7OWzUtwr/4GmfthzZrp3gN7wW8xXYZWHVQ18t0Ybf6sVFPl/KCEs7QQslrH/5YrS3HT/4579g/xY9NSsGffgB3znXBiVQdFX433w468FO9HryYkfBDBTX0AKmPB7dIK5O1/IRsWgNQe8a45NKUSiARvHH5lQv2/6Xw4tO0GkXiZlnzyDmxdEZww1hw3WBM+SimlVEPyUhISPgCycx2ybE58ISUCHQfEEz5Vx7gPHgl6eJTs0t4/SjUpAqWFuI8ex3/gfGK/OA638I343dE0zOAzICMtSOxGI5hOPYI+uapR054+B0m2rUQWzQS/1ofRnr2D5nY2/jTKrk2YrLygsaz2HFHNWtDVXzYtxs2eDJuXYc/8WbxxpPEwwybChiXIjgIwFtO5B0RTwI8FvXuUUkop1SjYLkfAmT9GPnoKWb8W07oN5rATah0hQVn2K/dBSRmSnQHDTsGOvgLTvl9ocSulDkSo3aZEirbj7joV2bk7WIh4yMfPwqBTqo4zmMyWmDEXwJ5twd927UbvqtHSpM9BMnmdsGf8EJnyf8iu3UGDu2O/Aynx5naIw/3lIqgoxxx1NmbUFZictpr8Uc2S7NyAe+Nu5JO3obQiWBs0G9OmB6RlA2AHnow/azImrwNm7PewfcdCamaYYSullFJqf7LbYEd/G466CFk5A9m+Ctt3fM3dUrQNWTkDSsqC23tKMMtnIIedmJj0ERfs/rEW7YupVEOrGqLiVyLFBZgWHWralJhoGhw2Bj54OTg05sPS/yK7NmJadgrWUrPwzrwtpNjVV6VJn4MVScOO+S6MvCzo+fPpq9jDTkqY7OXmvYwU7IDySuS1R2HqP7FX/BHb7zgdKa2Sn0id3lYGNnxWk/ABkLkvI71HY9r3DxaiaXiXPxw0Z9a/EaWUUqrxS8nA9D8e0//4xPWd62Hph4lrufnYnrWaue7Zjlv6HpQWYQaejMltF/QL0f4/StU/5wdDVOa9hHz8H9i1Hfuj5zD5vYP7UzOwR56PX530MQYRh6z4KJhorZosTfp8WZHUoFHVPs2qBJn+GFTW6u9TVo5p3S1xp4+r6gmkb3AqGYgLpnAVbYPtKzEdBtb03zGtOkHP4bBtM5SWB4cvX4xsXopp0zNevpWec6BHV0oppVRTkd0aegzD7NqGFO3F5GRieh8DqRk1h8iu9ci0R5FVyyH9HkzfIzGjLsMOODHEwJVKQtW9tKovyDofWTsH/+5a49NTo8jcFzATbgpu2wimXV9Mzz6wdzfmyLMxw8/HtNaePU2dJn0OEdm5HjauSGxUO/RYTG77WskdwX/8anA+Zvh52L7HQjRdkz+qaaoowS1+F5k1GVn6CRjwJv0N03NkzSF28Bm4xdOR8i2YnCzMyPMxPY/Wfj1KKaVUkjF53fDO/Q1y4g+ROc8hW5Zh+hwbP8D5yM71yLpVwe3SClg5DzodBrWTPuKC8pPqCWA6IVepg1M9PS9WjmxeAiW74jvyrAd5XTFtWyPbdgRrFTFk3mtw8o3xv7OMlnjfewyy24Tzb1D1QpM+h4hp1QV740u4Kfcis16Hyhhm5DeCpE4VKViHLPoI9pYhc6YhOZmYC+/ADjxZPwSrRk6qer3Vava2dg7y0q+RLdvia8umYfL7QFYeAKbXMZhjLsJktQ7KIXUKl1JKKZXUTE4+5rir91mXPduQ1XOCPiHVWuRheo+J364sxX36KvLuQ5iBJ2AOOxHTeYj2x1Tqi/iVyPpPcdP/Dos/QgqLMR064PUbH+/Zk5IBQybAW0/Gv65oF7JteXD+DkGvLU34JB1N+hxCpnU3vIv+AOf8CvfZW9heo8CrNdlr1lPxke+AFO3FZudVNbKrXnTx3ii6A0iFrbp8a9tKKC0MevFUNWE2vcdA686wbUdwRQ6Q+W8jh58eTLCrYsf/IJTQlVJKKdWIiGBS06FlDlK4JzjXzeuM6T48fkjRNmTZ+8jaNcjaR+D1v2EGDse74m9B/79ajxX0gNZdQKqZESG4GFvn86LzkS1LkBlvxo8t3Ims/QTTrWrCVkoGdsiZ+O9NxvTojznqfOzhp2urhWZAkz71ITUTO/ScfZZl7qsJVzdMhw6Ydn0TRr67N+9B1nyCGXwa9oizISUjMSmkVEPZsx03/xVk9nPI2hWY/HbYb96P6Tiw5hDT/zhYvwwpKq6a5KgnX0oppZTal2nRAXPqLXD89ciG+ciajyGva+Igh6KtsHpe/HZKFFp2TEj4SNFWZP18TNuemLwutUrA9BxEJbnKUmT9p8hnbyOr52AGn4ode2VwXzQN03ccpESgIthkIJUxZPEUapI+1sN0Hkzklx/obp5mRpM+Dche+ifcf5+F2a8iJaWYI05JKP9CBPn0DWT9OmTBx7hn7sSOvwR70o91jLWqP9VXDDAJSRs3+2lkyl+Ror3BYRs2IFuXBx3+I6kAmEGnICtnYlp2wA6/MNgJpKWKSimllDqQ1AxMz6ODHn+1uRiyawOyeXPNksnOTtgJBCAbF+L+dh04h2nfCTP4FMywiZg2PRoieqXqX/W5ea2qDynahvvbFciKpcFCxIOMHKhO+gAmmo7pdTiy6JPgnF4E2bIs8bGtpwmfZkiTPg3IdB2G13UYnPI/uOmPYo44C6JpNffL+k+RHVvizaArKvct8aooCf5Lzw3+aPXKhvqqqkoJZe0cZOGb0OsYbM+jISVIMJq+Y5GZT0NV0gdAlryHdB+OadkpOCavK953/hFG9EoppZRKJiKYtr0wYyfC4g+QbdshJy8x6VNaCJsXQ3ll8CXr1kLlC9BlcGLSp3a7hDoXtZRqlGqaMFcgGxYgO9dijzy/5m4TiULbHlCd9In5sHoBlO2pab1ASjrm8JOhshQz6ETMgBODC7Kq2dOkTxgyWgS7d+qQBa8nNrcDzOGnJSSG3NJpuMduxOS1wQwcjxk4AdPliMStsUodBPfyHcjsF5Dde4ITrZFbkPw+mFZVSZ9Og6p69mwD3wXbRSFhQp1SSiml1CHhRTGdDsc7/3DwK4J+grs3J4yLluIdyLpPE78uqyW267D47T3bcTOeRD59DXodjelxFKbrkZgW7RvoH6LUF6jbk8qvRNb8F/fyr5H1K6CsEtMiG+kzBpPTLjgmmo7pPQr56PX448RiuFUzsdXT71IysGO+A2O+05D/GtUEaNKnETG9RmI2LUYWzYZKH9OlKyavc8LEAln6HsT8oNRmw+MwbTLere9ictvFH8j51FzV0CsbzVf1VS5Adm3A5LRNnCZXuhspLYsncVZ+AiW7oFXnmmPMgOODGuFeIzGDT8fk5GuDcaWUUkrVLy8l2KFQd+pL5H0AAAJKSURBVJdCeQkUbqs6v5Wg509+D8hsVXOI7N2JrP4vsmY1rFmNeE9jBo/C+87f449TvasCU6snoZ4zq3okLmi2vHdn0JMqo0V8F5ux4EWQ5Yvjh1dWIitnBZUhUHU+PgpSo+A7TPuOmMPGY1prWaP6Ypr0aURM33F4fcdB+d6guZ2NQGp24kFLZyQ2g+5/FKbWTiAA/4HzILMlZsDxmP7jMdltddRlMyOFW5D5ryBL34dV85GivXjXPoLpM6YmaWN6jICF05CyiuBrtm1Hdm4ITrKqdo7p1QKllFJKNRam0yC8SZORjQtw81+DrSsxtXf5AOzdCRvjfUxMZjqm08CEQ2T1LNwzP4G23TE9R2B6jgwGVejFUvW1SVWrzFq/SyW7cVMfQOa8gmzdDikRzJEn4lUnfawHue0xeS2Rgl3BWmUMWTULqpM+gMnKw15xD6bT4TWtFpQ6GJr0aYxSM4Pu63XIxoVQtJvglSRQvROj5pid62DjSmRPCTLnfeDn2PNvwB5zeTAJLDiqaneH0XGXTZbEd+iU74XKcsjIjZf57d6MTH0U2bot/hWbFwelgFVjGU3PY5DMHNhVCBhM+/bBVQi/UssFlVJKKdU4paRjuh+F1/2ofe9zMWTPtvgHZ4CMLOg0KH47Vo7sXI+sXwfr1yFzpmHy22LOuRU76JTgGD8GZUXBhbKacda6g14dgEjwu1e0Ddm4APZsx468LH6/iyHb1wQJH4BKH9Z/lvAQJpoO3Q+Hgmnx37PigsTvk5KBHXRqPf5DVLL6f+tGcAJGEVNUAAAAAElFTkSuQmCC" + } + }, + "cell_type": "markdown", + "id": "a8f431d1", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "id": "5e4fdbe1", + "metadata": {}, + "source": [ + "### Code" + ] + }, { "cell_type": "code", "execution_count": null, @@ -474,6 +622,16 @@ "end" ] }, + { + "cell_type": "markdown", + "id": "26188ad3", + "metadata": {}, + "source": [ + "### Visit paths in parallel\n", + "\n", + "- We follow a produce-consumer model using a remote channel" + ] + }, { "cell_type": "code", "execution_count": null, @@ -481,7 +639,7 @@ "metadata": {}, "outputs": [], "source": [ - "function enumerate_paths_dist(C_sorted,city,max_hops)\n", + "function visit_all_paths_dist(C_sorted,city,max_hops)\n", " T = typeof((0,Int[]))\n", " jobs_chnl = RemoteChannel(()->Channel{T}(1))\n", " @sync begin\n", @@ -489,6 +647,7 @@ " @spawnat w consume_jobs(C_sorted,jobs_chnl)\n", " end\n", " generate_jobs(C_sorted,city,max_hops,jobs_chnl)\n", + " close(jobs_chnl)\n", " end\n", "end\n", "function generate_jobs(C_sorted,city,max_hops,jobs_chnl)\n", @@ -497,10 +656,6 @@ " hops = 1\n", " path[hops] = city\n", " generate_jobs_recursive(C_sorted,hops,path,max_hops,jobs_chnl)\n", - " for w in workers()\n", - " put!(jobs_chnl,(0,Int[]))\n", - " end\n", - " close(jobs_chnl)\n", "end\n", "function generate_jobs_recursive(C_sorted,hops,path,max_hops,jobs_chnl)\n", " num_cities = length(C_sorted)\n", @@ -524,12 +679,12 @@ "end\n", "@everywhere function consume_jobs(C_sorted,jobs_chnl)\n", " while true\n", - " hops,path = take!(jobs_chnl)\n", - " if hops == 0\n", - " println(\"Done!\")\n", + " try\n", + " hops,path = take!(jobs_chnl)\n", + " consume_jobs_recursive(C_sorted,hops,path)\n", + " catch\n", " break\n", - " end\n", - " consume_jobs_recursive(C_sorted,hops,path)\n", + " end \n", " end\n", "end\n", "@everywhere function consume_jobs_recursive(C_sorted,hops,path)\n", @@ -569,7 +724,30 @@ "C_sorted = sort_neighbors(C)\n", "city = 1\n", "max_hops = 2\n", - "min_distance = enumerate_paths_dist(C_sorted,city,max_hops)" + "min_distance = visit_all_paths_dist(C_sorted,city,max_hops)" + ] + }, + { + "cell_type": "markdown", + "id": "d85c8e7c", + "metadata": {}, + "source": [ + "### How to track the global minimum distance?\n" + ] + }, + { + "attachments": { + "Screenshot%20from%202023-09-25%2013-03-57.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "973ba501", + "metadata": {}, + "source": [ + "
\n", + "\n", + "
" ] }, { @@ -577,7 +755,10 @@ "id": "0d579e3d", "metadata": {}, "source": [ - "### How to track the global minimum distance?" + "\n", + "### Simplified example\n", + "\n", + "- Each worker generates a random value and updates a globally shared minimum" ] }, { @@ -587,7 +768,7 @@ "metadata": {}, "outputs": [], "source": [ - "buffer = 1 # very important\n", + "buffer = 1 # Very important\n", "min_distance_chnl = RemoteChannel(()->Channel{Int}(buffer))\n", "put!(min_distance_chnl,typemax(Int))\n", "@sync for w in workers()\n", @@ -631,6 +812,7 @@ " @spawnat w consume_jobs(C_sorted,jobs_chnl,min_distance_chnl)\n", " end\n", " generate_jobs(C_sorted,city,max_hops,jobs_chnl)\n", + " close(jobs_chnl)\n", " end\n", " min_distance = take!(min_distance_chnl)\n", " close(min_distance_chnl)\n", @@ -643,15 +825,11 @@ " path[hops] = city\n", " distance = 0\n", " generate_jobs_recursive(C_sorted,hops,path,max_hops,jobs_chnl,distance)\n", - " for w in workers()\n", - " put!(jobs_chnl,(0,Int[],0))\n", - " end\n", - " close(jobs_chnl)\n", "end\n", "function generate_jobs_recursive(C_sorted,hops,path,max_hops,jobs_chnl,distance)\n", " num_cities = length(C_sorted)\n", " if hops == max_hops\n", - " @show path, distance\n", + " #@show path, distance\n", " put!(jobs_chnl,(hops,copy(path),distance))\n", " return nothing\n", " else\n", @@ -672,14 +850,14 @@ "end\n", "@everywhere function consume_jobs(C_sorted,jobs_chnl,min_distance_chnl)\n", " while true\n", - " hops,path,distance = take!(jobs_chnl)\n", - " if hops == 0\n", - " println(\"Done!\")\n", - " break\n", - " end\n", " min_distance = take!(min_distance_chnl)\n", " put!(min_distance_chnl,min_distance)\n", - " consume_jobs_recursive(C_sorted,hops,path,min_distance_chnl,distance,min_distance)\n", + " try\n", + " hops,path,distance = take!(jobs_chnl)\n", + " consume_jobs_recursive(C_sorted,hops,path,min_distance_chnl,distance,min_distance)\n", + " catch\n", + " break\n", + " end\n", " end\n", "end\n", "@everywhere function consume_jobs_recursive(C_sorted,hops,path,min_distance_chnl,distance,min_distance)\n", @@ -705,7 +883,7 @@ " min_distance = take!(min_distance_chnl)\n", " min_distance = min(min_distance,distance)\n", " put!(min_distance_chnl,min_distance)\n", - " @show path, distance, min_distance\n", + " #@show path, distance, min_distance\n", " return min_distance\n", " end\n", "end" @@ -722,6 +900,39 @@ "max_hops = 2\n", "min_distance = tsp_dist(C_sorted,city,max_hops)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9d950905", + "metadata": {}, + "outputs": [], + "source": [ + "n = 18 # Safe to run up to 18\n", + "using Random\n", + "Random.seed!(1)\n", + "C = rand(1:10,n,n)\n", + "C_sorted = sort_neighbors(C)\n", + "city = 1\n", + "T1 = @elapsed min_serial = tsp_serial(C_sorted,city)\n", + "max_hops = 2\n", + "P = nworkers()\n", + "TP = @elapsed min_dist = tsp_dist(C_sorted,city,max_hops)\n", + "println(\"Sequential time = \", T1)\n", + "println(\"Parallel time = \", TP)\n", + "println(\"Speedup = \", T1/TP)\n", + "println(\"Optimal speedup = \", P)\n", + "println(\"Efficiency = \", 100*(T1/TP)/P, \"%\")\n", + "@test min_serial == min_dist" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "edbea7ac", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {