diff --git a/clustering_tutorial.ipynb b/clustering_tutorial.ipynb index 80c0ef4739ec1f2b3bc5b7010e4c9cf3300892d6..4e7a2bb4fe5049c4242c19188b1028d330b76114 100644 --- a/clustering_tutorial.ipynb +++ b/clustering_tutorial.ipynb @@ -19,7 +19,7 @@ "\n", " \n", " <div style=\"text-align:center\">\n", - " <b><font size=\"6.4\">Introduction into clustering</font></b> \n", + " <b><font size=\"6.4\">Introduction to clustering</font></b> \n", " </div>\n", " \n", "<p>\n", @@ -63,7 +63,7 @@ "Each algorithm is designed with a specific purpose and might be ideal for a specific application, but it might lack some requirements necessary for other applications.\n", "It is difficult to design a multi-purpose clustering algorithm that is able to outperform all others in most real applications, and the right method must be chosen depending on the application. For this reason, it is essential to have a broad overview of the different methods used in clustering analysis.\n", "\n", - "In this tutorial, we introduce into some of the most common and examplary clustering algorithms. \n", + "In this tutorial, we introduce to some of the most common and examplary clustering algorithms. \n", "We will go through three different categories: __partitioning clustering__, __hierarchical clustering__ and __density-based clustering__.\n", "These clustering categories have different purposes, and we will evaluate advantages and disadvantages of each of them.\n", "All algorithms will be deployed on an artificial 2-dimensional data set.\n", @@ -75,7 +75,7 @@ "\n", "https://hdbscan.readthedocs.io/\n", "\n", - "The first step in this introductory notebook is to import the libraries that will be used. In addition to the already mentioned scikit-learn and hdbscan libraries, we also import the popular numpym, matplotlib and scipy libraries." + "The first step in this introductory notebook is to import the libraries that will be used. In addition to the already mentioned scikit-learn and hdbscan libraries, we also import the popular numpy, matplotlib and scipy libraries." ] }, { @@ -83,8 +83,8 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:23:58.572788Z", - "start_time": "2020-12-02T13:23:58.063698Z" + "end_time": "2020-12-14T17:14:16.771037Z", + "start_time": "2020-12-14T17:14:15.747768Z" } }, "outputs": [], @@ -107,7 +107,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The first algorithm discussed in this tutorial is $k$-mean, that is a common example of partitioning algorithm." + "The first algorithm discussed in this tutorial is $k$-mean, that is a common example for partitioning algorithms." ] }, { @@ -153,8 +153,215 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:23:59.396425Z", - "start_time": "2020-12-02T13:23:59.119779Z" + "end_time": "2020-12-14T17:14:17.084358Z", + "start_time": "2020-12-14T17:14:16.773291Z" + }, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "centers = [[-3,0],[3,0],[0,15]]\n", + "n_samples = [100,100,100]\n", + "cluster_std=[0.7,0.7,1]\n", + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],s=10,color=\"#4472DB\");\n", + "plt.ylim(-5,25)\n", + "plt.xlim(-10,10)\n", + "plt.savefig('cluster_1', dpi=200 )" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:17.326935Z", + "start_time": "2020-12-14T17:14:17.086511Z" + }, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "centers = [[-3,0],[3,0],[0,15]]\n", + "n_samples = [100,100,1000]\n", + "cluster_std=[0.7,0.7,[10,2]]\n", + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],s=10,color=\"#4472DB\");\n", + "plt.ylim(-5,25)\n", + "plt.xlim(-10,10)\n", + "plt.savefig('cluster_2', dpi=200 )" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:17.520649Z", + "start_time": "2020-12-14T17:14:17.328692Z" + } + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'random_state' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-4-1dd2d33916c7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mrandom_state\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrandom_state\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0mcluster_std\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcluster_std\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m centers=centers)\n", + "\u001b[0;31mNameError\u001b[0m: name 'random_state' is not defined" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "centers = [[10,7],[0,3],[-5,0],[3,0]]\n", + "n_samples = [500,200,300,100]\n", + "cluster_std=[1.5,1,1,0.5]\n", + " \n", + "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", + " random_state=random_state,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],s=10,color=\"#4472DB\");\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.savefig('cluster_3', dpi=200 )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:17.522198Z", + "start_time": "2020-12-14T17:14:17.062Z" + } + }, + "outputs": [], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "centers = [[10,7],[0,3],[-5,0],[3,0]]\n", + "n_samples = [500,200,300,100]\n", + "cluster_std=[1.5,1,1,0.5]\n", + " \n", + "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", + " random_state=random_state,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", + "n_clusters = 4\n", + "labels = KMeans(n_clusters=n_clusters).fit_predict(X_blobs)\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],s=10,c=labels)\n", + "\n", + "plt.savefig('cluster_4', dpi=200 )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:17.522922Z", + "start_time": "2020-12-14T17:14:17.232Z" + } + }, + "outputs": [], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "centers = [[10,7],[0,3],[-5,0],[3,0]]\n", + "n_samples = [500,200,300,100]\n", + "cluster_std=[1.5,1,1,0.5]\n", + " \n", + "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", + " random_state=random_state,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", + "n_clusters = 7\n", + "labels = KMeans(n_clusters=n_clusters).fit_predict(X_blobs)\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],s=10,c=labels)\n", + "\n", + "plt.savefig('cluster_5', dpi=200 )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:17.523871Z", + "start_time": "2020-12-14T17:14:17.406Z" + } + }, + "outputs": [], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "centers = [[10,7],[0,3],[-5,0],[3,0]]\n", + "n_samples = [500,200,300,100]\n", + "cluster_std=[1.5,1,1,0.5]\n", + " \n", + "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", + " random_state=random_state,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", + "n_clusters = 2\n", + "labels = KMeans(n_clusters=n_clusters).fit_predict(X_blobs)\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],s=10,c=labels)\n", + "\n", + "plt.savefig('cluster_6', dpi=200 )" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:17.876767Z", + "start_time": "2020-12-14T17:14:17.625547Z" } }, "outputs": [ @@ -176,7 +383,7 @@ "centers = [[10,7],[0,3],[-5,0],[3,0]]\n", "n_samples = [500,200,300,100]\n", "cluster_std=[1.5,1,1,0.5]\n", - "\n", + " \n", "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", " random_state=random_state,\n", " cluster_std=cluster_std,\n", @@ -203,17 +410,17 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:24:00.162806Z", - "start_time": "2020-12-02T13:24:00.013373Z" + "end_time": "2020-12-14T17:14:18.129363Z", + "start_time": "2020-12-14T17:14:17.961487Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -244,17 +451,17 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:24:01.009455Z", - "start_time": "2020-12-02T13:24:00.843980Z" + "end_time": "2020-12-14T17:14:18.483875Z", + "start_time": "2020-12-14T17:14:18.310297Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -283,11 +490,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:24:01.804946Z", - "start_time": "2020-12-02T13:24:01.664046Z" + "end_time": "2020-12-14T17:14:18.841796Z", + "start_time": "2020-12-14T17:14:18.695438Z" } }, "outputs": [ @@ -376,11 +583,137 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:20.011175Z", + "start_time": "2020-12-14T17:14:19.668459Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "centers = [[10,7],[0,3],[-5,0],[3,0]]\n", + "n_samples = [500,200,300,100]\n", + "cluster_std=[1.5,1,1,0.5]\n", + " \n", + "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", + " random_state=random_state,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", + "n_clusters = 2\n", + "distance_threshold=40\n", + "Z = linkage(X_blobs, 'ward' )\n", + "labels = cut_tree(Z, height=distance_threshold)\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],s=10,c=labels)\n", + "\n", + "plt.savefig('cluster_7', dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:20.354809Z", + "start_time": "2020-12-14T17:14:20.012635Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "centers = [[10,7],[0,3],[-5,0],[3,0]]\n", + "n_samples = [500,200,300,100]\n", + "cluster_std=[1.5,1,1,0.5]\n", + " \n", + "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", + " random_state=random_state,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", + "n_clusters = 2\n", + "distance_threshold=100\n", + "Z = linkage(X_blobs, 'ward' )\n", + "labels = cut_tree(Z, height=distance_threshold)\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],s=10,c=labels)\n", + "\n", + "plt.savefig('cluster_8', dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:20.744772Z", + "start_time": "2020-12-14T17:14:20.356378Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "centers = [[10,7],[0,3],[-5,0],[3,0]]\n", + "n_samples = [500,200,300,100]\n", + "cluster_std=[1.5,1,1,0.5]\n", + " \n", + "X_blobs, y_blobs = make_blobs(n_samples=n_samples,\n", + " random_state=random_state,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", + "n_clusters = 2\n", + "distance_threshold=200\n", + "Z = linkage(X_blobs, 'ward' )\n", + "labels = cut_tree(Z, height=distance_threshold)\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],s=10,c=labels)\n", + "\n", + "plt.savefig('cluster_9', dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:24:03.990571Z", - "start_time": "2020-12-02T13:24:03.811451Z" + "end_time": "2020-12-14T17:14:20.961037Z", + "start_time": "2020-12-14T17:14:20.746723Z" }, "scrolled": false }, @@ -422,11 +755,11 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 13, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:24:04.853392Z", - "start_time": "2020-12-02T13:24:04.727180Z" + "end_time": "2020-12-14T17:14:21.207045Z", + "start_time": "2020-12-14T17:14:20.963000Z" } }, "outputs": [ @@ -444,7 +777,8 @@ } ], "source": [ - "dendrogram(Z, truncate_mode='lastp',p=4);" + "dendrogram(Z, truncate_mode='lastp',p=4);\n", + "plt.savefig('dendrogram', dpi=200)" ] }, { @@ -470,17 +804,558 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:21.400516Z", + "start_time": "2020-12-14T17:14:21.208689Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "distance_threshold = 40\n", + "Z = linkage(X_blobs, 'ward' )\n", + "labels = cut_tree(Z, height=distance_threshold)\n", + "plt.title('ward', size=title_size)\n", + "plt.scatter(X_blobs[:,0],X_blobs[:,1],c=labels);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Results that we have obtained are identical to the previous $k$-means results. \n", + "This is not a coincidence, as the target function that $k$-means and the ward criterion attempt to minimize is essentially the same, since both methods define clusters so as to minimize the within cluster distances. \n", + "Both methods attempt to create clusters as more compact as possible, thus forcing the creation of clusters with regular shapes.\n", + "We might then wonder how such algorithms perform when tested over clusters with irregular shapes.\n", + "\n", + "Below, we add to the previous dataset two clusters with irregular shapes that are generated using the 'make_moons' function from the scikit-learn package." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:21.737687Z", + "start_time": "2020-12-14T17:14:21.506004Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x432 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1,2,figsize=[16,6])\n", + "axs[0].scatter(X_blobs[:,0],X_blobs[:,1],c=y_blobs)\n", + "axs[0].set_title('labeled blobs', size=title_size)\n", + "axs[1].scatter(X_blobs[:,0],X_blobs[:,1])\n", + "axs[1].set_title('dataset', size=title_size);" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:21.955540Z", + "start_time": "2020-12-14T17:14:21.739013Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x432 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def scaling (X, a_x, b_y):\n", + " transformation = np.array([[a_x,0],[0,b_y]])\n", + " return np.dot(transformation,X.T).T\n", + "\n", + "X_moons,y_moons = make_moons(n_samples=200, noise=0.04)\n", + "\n", + "X_moons = scaling (X_moons, 4, 3)\n", + "X_moons[:,0] = X_moons[:,0] + 10\n", + "X_moons[:,1] = X_moons[:,1] - 4 \n", + "y_moons = y_moons + np.max(y_blobs) + 1\n", + "\n", + "X_moons = np.concatenate([X_blobs,X_moons])\n", + "y_moons = np.concatenate([y_blobs,y_moons])\n", + "\n", + "fig, axs = plt.subplots(1,2,figsize=[16,6])\n", + "axs[0].scatter(X_moons[:,0],X_moons[:,1],c=y_moons)\n", + "axs[0].set_title('labeled blobs', size=title_size)\n", + "axs[1].scatter(X_moons[:,0],X_moons[:,1])\n", + "axs[1].set_title('dataset', size=title_size)\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We test the ward linkage criterion and $k$-means over the new dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:22.564355Z", + "start_time": "2020-12-14T17:14:22.201113Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x432 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1,2,figsize=[16,6])\n", + "labels = KMeans(n_clusters=6).fit_predict(X_moons)\n", + "axs[0].scatter(X_moons[:,0],X_moons[:,1],c=labels)\n", + "axs[0].set_title ('k-means', size=title_size)\n", + "distance_threshold = 40\n", + "Z = linkage(X_moons, 'ward' )\n", + "labels = cut_tree(Z, height=distance_threshold)\n", + "axs[1].scatter(X_moons[:,0],X_moons[:,1],c=labels)\n", + "axs[1].set_title('ward', size=title_size);" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:22.802517Z", + "start_time": "2020-12-14T17:14:22.565847Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "def scaling (X, a_x, b_y):\n", + " transformation = np.array([[a_x,0],[0,b_y]])\n", + " return np.dot(transformation,X.T).T\n", + "\n", + "X_moons,y_moons = make_moons(n_samples=200, noise=0.04)\n", + "\n", + "X_moons = scaling (X_moons, 4, 3)\n", + "X_moons[:,0] = X_moons[:,0] + 10\n", + "X_moons[:,1] = X_moons[:,1] - 4 \n", + "y_moons = y_moons + np.max(y_blobs) + 1\n", + "\n", + "X_moons = np.concatenate([X_blobs,X_moons])\n", + "y_moons = np.concatenate([y_blobs,y_moons])\n", + "\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_moons[:,0],X_moons[:,1],s=10,color=\"#4472DB\")\n", + "\n", + "plt.savefig('cluster_10', dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:23.101109Z", + "start_time": "2020-12-14T17:14:22.803875Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "def scaling (X, a_x, b_y):\n", + " transformation = np.array([[a_x,0],[0,b_y]])\n", + " return np.dot(transformation,X.T).T\n", + "\n", + "X_moons,y_moons = make_moons(n_samples=200, noise=0.04)\n", + "\n", + "X_moons = scaling (X_moons, 4, 3)\n", + "X_moons[:,0] = X_moons[:,0] + 10\n", + "X_moons[:,1] = X_moons[:,1] - 4 \n", + "y_moons = y_moons + np.max(y_blobs) + 1\n", + "\n", + "X_moons = np.concatenate([X_blobs,X_moons])\n", + "y_moons = np.concatenate([y_blobs,y_moons])\n", + "labels = KMeans(n_clusters=6).fit_predict(X_moons)\n", + "\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_moons[:,0],X_moons[:,1],s=10,c=labels)\n", + "\n", + "plt.savefig('cluster_11', dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:23.650046Z", + "start_time": "2020-12-14T17:14:23.287887Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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izUPUrfm0R81kUilPPjGd/DwN8fFhRB613Nm3Twp9+zTMyfrGW0vZtLkA8M4ujUY76zfkUVVdy8svXNCg/bzftrFvfzl9eqVwwZwBACxbfpDsnCrc7lCKS6wUFel4+MHGExUEBSno1jXxBJ/2zKI9jrfWQjSYIiIiJwWFXEbXrgnNOqe0rD6+8sitNKvV2aDt/gPl/PHnLqxWJzk51fTunUzXLgl0SIsiJMRbeis8TEV0dAhOl9svZKSkRMe/i/bRv28qQ4ZkNO/Bmond7mT+v3uJjgrmnLFd/ZLVH6a8Qs/nX6xHJpNwy81jiY4Skwe0B0SDGSAmk4mYmJjW7ka7Q9St+ZxNmnXOjKOsTIenzhdHrVYQHqZiwvhuDdqazHYcDm/IiMPuwmT2Fofu1y+Na68eQXV1BZ0zO/LueyuoqDCQlBTBnNkDWLrsAPv2l6HXW1m3Lod75OcyoG5/9VTw0iuL2L2nFKVSRnm5kcsva5jA4L33V3EwqwIA94erePzRaaesP8fjbBpvJ4poMAMkIaF5v5xFvIi6NZ+zSbM7bx/HhHO7s31HIZERwUyZ3AuJVNJo3tjBA9MZPqwjRcU1ZKTH0P8Ih5pzx3fHZstg+45S9u4tRcDrnXsouxLbEYkSak129u0vD8hgbtteyPc/bEYikXDDdaPo2TPpuOcAaDQmABwON7l5jVe+cNXFinrbuRptc7o4m8bbiSIazACprq4mLa3te7y1NUTdms/ZpJlE4k3afjhx+7GQSiX8596Jvv9XVdXy8adr8Hg83HjDaDzuWhITwwkNU1FbawPwM5ZBQTLi4sKYMrlnk/cQBIE//97Fzp3FPkckgP/9tIVn/zsroGfq2TMJg8FKUJCcsWO6NNrm0ksH80OdMb7qymEBXfdUcTaNtxNFNJgB0tg+hMjxEXVrPmeKZk2lhysqrqGqqpZ+/VJPKDXdhx+vYveeUgA++GgVt908iE4d47j+2pHM+207paV6X1uVSs69d0+gb9/UBmn4wGsoPR6Bv/7Zzc8/b8XhdPsd12pNAffr1pvHMmN6X4KDlcREN743ObB/Bwb295/lCoLAu++vJCe3isTECB64/7yTnrqvMc6U8XY6EA1mgERHR7d2F9olom7Np71q5nK5Wb8xj6gINStWZbP/QBmREcE89uhUXwjHmnU5fPHlOmprbfTtk8KTj8/AanXwymuL0ektDBrYgblXDg/wfvVJCNxuj0+3sWO6kN4hmhdeXuhbHrXZXLzx1lK6d0vkwQcmo1bVp6srKdHx+ptLsNpcBCllDYwlgF5v4cNPVpF1sJLgYCUP3H8eUU046kgkEtJSm5+bNTunig0b83A4XJSV6Vm9+hATzu1x/BNPkPY63loDMdNPgByrCrdI04i6NZ/2qtmrry/hnXeX8+Iri9iwMZfqahPZOVW+4tMA//67F6PRhiB4PWRdLje//LqN3XtKKS7WsWLlIV8ChONxzdXD6dw5jsxOccy9cpifbunpMTz3zCzSO9QbA4fDze49pfx6VKahH3/eSlGxjurqWixWBynJEURGqokIV3F48uV0ediyuZDiEh1Zhyr5+tuNJ6BU44SEBBEU5J1RBinlhEecnnR17XW8tQbiDDNAwsPbfoqrtoioW/Npr5qVlesRBLDbXSgVdV/8QXIUChkvvbIQqVRKQaHW1z4uLhS5XEZ4uBqZTILbLaBQyFAo65chf/5lK+vW5xIaquLBByYREV5fvLpzZrxfrKZOp/PrT1xsGLfdMpb3PlhJeYUBt1tAJpP6XQMgISEMmVSC2yMQEhLEay9fiMPhRq1W8MFHq8jNqyY1JYr8fA0GoxUAlUrBn3/vJDExgmFDOp4U/VKSI7n80iFs3lpAty4JDBl0epIJtNfx1hqIBjNA3O6GyzQix0fUrfm0V80y0mOoqqxFpVYwdnRntDVmMjPjWLUqm9IyvV9buVzKNXO9S68zZ/RFozFRVqbn3HO7+5ZvrTYnS5cfRKv1zji/+34Td9w2rsn7N6Zbly4JvP3mpaxZm82KlVmkpEQyfVofvzZXXDYUkFBZaeTSSwYhl8uQ1+0dHnm/ffvK+PX3HURFBVNcXMOSpQdQqRRceomRWTP6NVOtxpk8qReTJ53eZO3tdby1BqLBDBCz2UxsbGxrd6PdIerWfNqrZvfdM5F9+8uIiFDTIc27FOp0ulmy5ICvTXCwEokE0lKj6NTRm8NUJpVy4/WjASgo0LBk6X6GD++EKkjhc3qRSCAion5mWFam49nnF+AR4PHHppGWEnVM3caM7sKY0Y17rMpkUuYe4amq11t49/0V2GwuLr1kkK8Qdq9eyfTqlYwgCNx+1/8AsNmcHDhQcdIMZmvQXsdbayDuYQZIYqKYTqsliLo1n/aqmVQqoU/vFJ+xBG8VkbFju5CYEE7HjBgGDkhDggSNxsTCRXt5462l/PLrNjwegf0Hynj2hQV89Mka7rrnR9atz+HmG0fTv18qkyb25LJLBvuu+9iTf1FVbUKjMfHY439QUqojKqr+S9/t9nDoUGWzvFsP8+nna9m5q4SDWRV89fWGBsc1WhNpqVEEBcnrsvk0bojbC+11vLUG4gwzQCoqKsQExS1A1K35nEmaeTwCarWC3r2TuOKyYTz25J+YzHZMZjvf/28LdrsLuVyGVCLBYLSi13v3CGtr7Xzy2VpuuH4UI4Z3YsWqQ7zz3gruvH0cSqUci8Xhu4fZ7OCRx/5gzKhELr74HCIj1Lzw0r/s3VdGeLiKO28f51c1xG53sn5DHikpkXTt0jBo/8hyV0eXvvr19+3MX7AXQRA4d1w35szuT0xM+87FeiaNt1ONaDADRKFo21XT2yqibs3nTNLshx838/ffu3G5PeQXaPG4vaEgUml9/J/L5aa4RMesWf3YuDEfbZ2XrN3uYteuEg4dqqS6LjwkLi6MuVcOIyJc7WsHYLE4qKw0sWJlFlMm9aK4uAaXy0NNjYVly7Po0zsVqVSCIAg889x8DmZVEham4obrRvqWaisrjbzz3gosFjvpHaIJCpJz0YUD/Z5ny9ZCDAavUc/Nr273xhLOrPF2qhGXZAMkIiKwGn0i/oi6NZ/2rFltrY1Nm/LYvqMIs9lOcYkOV52RrKioRae3ABAREczYMZ2JifGWBbvwggFYzQ7uvedcunZNICRESWJiOFMm98JzxCzPXRd7mZHRMPepXu+iV48k1GoFkVHekAylQobBYOWOu//HAw/9SmWVkepqk6+vW7YW+s7//Mt1HMyqoKjY62374vNzGDTQf+aVEB+GROJdfk6ID9y79Kuv13P3fT/x5H//8psdtwXa83g73YgzzADRaDSEhIgVBZqLqFvzaa+a1dbaeOTxPygv91YgSUoM56orh1FcrMNhd6FSK3zHpFIJ18wdwbXXjKSwUMvTz/yDwWAlPFzNDdeOJDMzjogINWq1kjGju7Bi5UHi48K47FLvPubM6X3YvqPIV+GkT58Upk/JoFs3735cTHQoubkaHE43Bw6W43YLVFHLTz9tJTklEp3eQliYijGjO+N0ulEoZMjl9fOHxjIUAdx1x3g6dYoFJMw4ytu2KbRaE6vX5mAwWCkt1TPvt21cfdWIgHXdt6+MfxbsIT09mksvHnzSM/O01/HWGogGM0DEX2EtQ9St+bRXzQ4crPAZRIDyCiMrV2Xx6ksX4HJ70OssvP7mUqxWB/36pqJSKbA7XLz9zjLf3qXBYGXdhlxGjeoMgMlkZ+OmPAwGb7KDnNwqevdKoWevZAYPSqegUEt8XBiPPDQFq6XewUenq1+udbvrZ6jFpXpefH42+/eXERERzLvvreC9D1aS2SmOu+4Yh9PpwW53cuXlQxt9Rrlcxvkz+zdLF2VdLCqAXCbFbnfxymuL6NQxlgsvGHhMA2i1OXn/w5VUVtWyY2cxoSEqZkwPzFAHSnsdb62BaDADxOFoW8so7QVRt+ZzKjQzm+3876cthIepufCCAchkJ283xu3xMO/X7ZSU6IiODqamxuI7tmVrEZ99sZZ77ppARLia11+7CJvVSViYN9bSZnNis9cnSJfLpfQ/IsdqtaYWvc57PaPRxvYdRfz0yzYMBitDBqfz4P9N9u1NLtuQzb79OmZM68OwYZ3QaMwg8VYDMZu9msbHhaGQy+jXN40PPlzpS6Swa3cJW7cXEhQko1OnWLo04gwUCEajFY3WTIe0KF8sZ1ioimuvGcGyZQdJSAhj2/YiqqtN7NhZTHi4mknnNZ0M3mZ1+PRxOt2UV+hb1K9jIb6jgSMazACxWq2t3YV2iahb8zkVmr3y2mL27itDKpWg11u4+aYxJ+3a3/+wmX/m78btFuiQFkWwWklpmd63XFpapmfh4n3065NKUlIEirD6TD4R4WoGD0pnx84iQMK1V49g5IhM3/G01Cg6dYqjoFBLdFQwtbV29u8vB8BisTNrRj+UQXI+/GglgmBi46Yq8vM1vPrKhYwb2wWb3cWHH62ioEBLcnIE11830nftiiqj798SiYR583ag0ZqQSPIBuPzShnUsj0VBgYaXX1uMXm+la5d4nnxiuq9M2YhhnRgxrBPVmlrWb8gDvKn6So5IEN8YUVEhDBuawc5dJYSHq7jk4sHHbN8SxHc0cESDGSBirFLLEHVrPqdCs8Mp3TwegfIKw3FaB4bb4+G991ewbVuRb9nTZLJjMFp9xlIqlVBWZuDTz9YSGxvKU4/PIDnZfwnwtlvOweVyI5NJGyxPyuUynn5yBhWVRnJyqvj2+02+Ywq5d6nzuecXcDCrgpAQ79eZxerEbHIQHx/Gq68vZl+dgQ0KUhB7hFfr9Kl9yM3VYLM5UankaGu8S7qCAEuXHWiWwXS7PXz0yWqqqmoBKCyqoabGTFxsmF+72JhQBg9KZ+/eUsLD1Vx0wYDjXvuWm8YiCMIpqyoivqOBI3rJBkhFRUVrd6FdIurWfE6FZsOGdiQ6Kpj4uDAmT2p6CbA5LF+Rxbp1uZgtDl8mnuAQpd+eoccjYLU6AW9h5d17Shq9llwua9IgyGRSUpIj+fOvXejqlmfDwlRcd+1IlEoZmrrkBH16eyuEdEiLIi7OaxiNRpvvOkd7pw4b2pFXX76QQQM7YLU6OTLkUhXUvFCLDz5aRU5ufRLzqMhgIhtJni6RSLjjtnG8/+4VvPziBYQflde2KU5lCS7xHQ0ccYYZIEqlsrW70C4RdWs+p0Kzyy8dwvSpvVEoZKjVJ+f6Mqmk7otcIDhYyeOPTuX9D1Y12T4pKYLBg5sXIP/7HzvYuCmfmJgQP6PRu1cSQ4dkAN4cthqNCbO5bq/P5fa1nTO7P3qDBYfDTUpKJBqtyW+WmZwUQWhd7lrwxoeq1Ur6909tVj8rKow+gxsdFcxTT0z3Ofo0RlNeuK2B+I4GjmgwAyQsLOz4jUQaIOrWfE6VZoHOZgJl3DndyDpUSUmJjv790ujUMY6kpHCKimuQSCS46+IvFQopHdKiCQkJ8sVRHsmOHUXMX7gXm9VBZGQws8/vT+fMePR6C/P/3YtOZyEnt5oJ53YjPFyFSqXglpvH+s4fOCCNrdsKqaz0LjsfWXR54IAOxMWF8sxz81mzNodt24vo3y+VG28Y7ataMmlSDzZszMXt9tAxI5Z77p5AclLjnqNutwep74dCPcOHd6Si0oAgwHnn9SQy0n92+d0PmzhwoJxOnbwFrttS0WbxHQ0c0WAGiFarJTS0/Wf1ON2IujWfE9VMEATe+2AlBw5WEBMdwqMPTzlps8ojkUol3HbLOX6f3XfPRJavOIharSQxIYycHA0bNuWyd593H/G9D1fy7NOzfO2tNieffL7Wt/cHcOBABUlJ4YSGBnF42iaRQGxsGLffOq5BP8x1S62dOoVRU2Pn8suG8uPPW/B4BC66YCC795T6PHctFgfrN+RhMFp55ilvPxYu3IfD4a3YodNZiIpqvA7lN99uZP3GXNRqJQ/eP4mkI4zqzOl9GTkiE4/H02DfMutQJf8u3IfN5iQvX0P/fmkMGtjh6Mu3GuI7GjiiwQyQqKjmV1AXEXVrCS3VzGy288FHq9DWmCkuqsFmd1FZaeSfBXu4+MJBJ6VvZrOdN95aislk57zzejLx3O5+x2UyKedNrN8j7dw5gbXrc3z/dzr8S0k5HS6cTv/PDEYb+rr0c3K5lKSkCDpnxnHB7P6N9mnGtD4cOFCOze5g0qRe/PnXTl8Gn917SnE4XEgk+O1RHg4zAe+ep0Ihw+n01sDUak24nB4yMmKorbURFCRHIpGwbkOON1QF+PHnLdx3z0S/fsRENx7873Z78Hi8NxcEAY+n4Sy7NRHf0cARDWaAWK1WsdBqCxB1az4t1ezTz9eycZM3JEIm8y75BSnlxMedvCW3r77ZwM5dXscdY+12xo3t4os3bIorrxjK51+uQxDwZeo5TEGhloSEcORyKUaDDXWwAqvFid3h3Y90uTxERaq59+4JTV5fqZTz2CPTKCgo5p33N1JcXF9IuqBAg9Ppb6Cio4I5b2IP3//nzB6AABQV6YiLDeHxJ//C6XQTFxeK2WQnKEjOnbeP9zkCyWQSEhObDvavqDBw4GAFgwZ2IDxcTY/uiUw8txuHsqvIyIhh8GkqDB0o4jsaOKLBDBCbzXb8RiINEHVrPi3VzGarTwAQEaGmU8dYMjPjGDvm5JWfUhyZPk7ScC+vMXp0T+K1ly9q8Pk/C3bz9dcb8QgCUVHBfPPVtbg9AgsX7uWXX7f7vGuPl+BcEAR+/GkrRmM1hYU1vs/Dw1QICDiddt9n0dEhvPDs+cQd8SNCIpFw4RxvkvWnnvmb2lqv/mVlep/H71//7OK+eycw79ftJCZGcMnFjc/YD2aV8+zzC7DZXKSmRvHic7MJDlZyQ129z7aI+I4GjmgwA0SMVWoZom7Np6WaXXfNCIxGK3aHi1kz+nLO2K4nuWcwd+4I9AYrBoONaVN7nVDGoL//3u1LrK7XW8nP1xAcEsT5s/ozaVIv3nprKXqDlUuPE6y/cPE+/vhrJ0FB9X2JiQnhiUensXdfGV9+vQG324NcLmXOnP5+xvJoOmXEkpVVicvlJihIgcXiQC6X0aFDNB3SYggKUrBnTylut4dr5jbMB/vm28t8P1zKyvSUlunp0jm+JfKcNsR3NHBEgxkgYs24liHq1nxaqllCQjgvPDf7pPbF6XLz1dfr0WjMjBndmd//2InT6WbatN506BDNsuUHGTokw5fq7niYTHb0egvJyZFkZsah0Xr3BKVSeOHlhXg8AhPP7U7XLgkcPFSJyWTnpVcW8srLFxKklONyufnt951YLA4uvWQQarWSygojLpeHwYNi2LipmiCljHvuGs+OXcVs3Jjn89Z1uTy+ZVWn083GTXkkxIfTtWt9Gryr5w4nMzMOs9nOgAFpzPt1O8lJkcya2Y+163JYszYHt9tDSameMaO70Klj7FFPWD/jDlLKSE1t+/uD4jsaOKLBDBCVKrAvBBF/RN2az6nWzO3xsHFjPmq1goEDju2t+e13m1i0aD8CsHdvqS+v6ZdfrQe8Rmj+gj28+Pxsgo4T7J+dXcmbby+j1mSnR48k/u++iXz48Wqqq2ux2ZzkF3jzuq5cfYjVa3IwmbxLqTU1Zgx6K/HxYXzy2VpWrMzC4xHYtCWfoCA5ZpMdiQSMRu8SbpBKwZo1uaxZl+2b7UmlEtJSoxg2JAO3x8Mtt32HwWhDLpdy5eVDqag0kpQUwYxpfRhdl/jd4xHomBGLxeqoy0QkQSoFt9t7vaNjKY1GKz26J7JrdwkS4MYbRqNW1WtSVFxDWZmegQM6oFR6v3odDhcKRdNJG04H4jsaOKLBDBC1+uTGsJ0tiLo1n1Ot2TvvLmfDxjzkchnTpvbmqiuGIQgCP/y4hdy8aoYP7ehLCF5TY+awc+mRSdJdR8RTVlXVUllZS4cO0ce87/x/91JZFz6yY0cR3/9vM/fcdS4AH3+6muJib+1Mg8Hq59FqtTn5e/5urrtmJJWVRp/H6ZGhKAA6nZ2QYAW1tTaWLDvgd8zjEdDpLKxbn4tKpcBQlwHI5fLw0y9bsdm8hkurMTFrZj+io0P47PO1LF1+EI/bw6FDVTz84GT27SunsEhL717JZKTX1+TMy6/m1deXYDRY6dgxlkcemkJISJDv+KbN+Xz8yWoMRhs9eiTy7NOz+OiT1ezYWUxIcBAPPziZhITWcbwR39HAEQ1mgOh0OtGTrAWIujWfU61ZSYnXmcXtdpGTUwXAhg15zJ+/B7vDRUG+hr59U0lMCCc8LAipBDxHGDClUuaLWwRITo4gMfH4/e3dO5l163PxeAQ8HoENG/K47NIhqFUKZp/fn9paG26Xh63bixCOsJiCAP8u3EtQkJyJE7pTWWWkpsbiW2o9THp6KAezTAgWZ6P3N9ba+P5/m0lJjvT7/PCzOJ1uFi7ex5p1OcyY3peDhyp896iqrkUikfiS1uv0FqxWhy++dcG/+3wGvKxMj93u8jOY69bn+ox0ZaWRak0t27YXodNZ0GrN/DxvG3fdMf64Gp4KxHc0cESDGSAxMQ0rvIscH1G35nOqNcvMjKOsXI9cLqN37xTAm5zdURfK4XC4sVmd/PnXTlasOuRnLNVqBZdfNoTVa7JxuTyMH9eVCef28C0xNoXd4WLlykPI5VKfgVIoZSjkUmprbTz7/ALKyw1ERwfTr28qGo2JGp0Fs9m7LCsIUFKi46orhjFwYAcW/LuXn37e6jcTzcurxWZzN3Z7HyaTnaxDlX6feTwCQUFy3G4PTqcHvd7KmjWHKCyqD0+x2+uNsDd8J48gpZxbbzmHvn1SGDSoA1u2FmAy2YmMDCYs3H+Zc9TITPbsLcVotJGYEEFkZDDBaiU6nQWlQkZaWuvtdYrvaOAcc5S7XC4KCwuJjY3FYDDgdDpJTEykoqKCkJAQZDIZRqORuLg4ampqEASBuLg4KisrfZkjTCYTCQkJVFdXI5FIiI6Oprq6mvDwcNxuN2az2XdNhUJBREQEGo2GiIgIHA4HVqvVd1ypVBIWFoZWqyUqKgqr1YrNZvMdV6lUqNVqdDodMTEx1NbW4nA4fMfVajVKpRKDwdDsZyosLPR5k50pz3Q6/k4ejwez2XxGPdOp/jsB6PX6U/JMtbUmUlPCuO7qPiQnR5ORkURhYSHDhqZSVtYJl9uFRBKM2aJl3/48YqKVpKeHkpdXS+fMSPr2TWLsmK707hnue6aqyjJiY2PJzy9l67YCiktsnD+zK8nJsb5nKim1oVY76dc3iqwsA0OHJDB8WFdKSirQaHRYLFaGDI7F7RbQ1hjp1zeakOBk9h8oJzxcTmmZg4kTUikrKyMiIoLEBCmpqSEEq+VERSkpLLIybEgMuXlGKiutdM4MJ7+glqioIKKjgrBa5URGQnmFGZ3O7numhAQ1EeFKevTohF6vZc/eSkwmJynJCkzmINJSQlCpZZSXOyksLCQkJISKimq6dwslK8vAzp0HiYr0MKBfMrffOoiKSisD+6dRVlri93fq0zuB++4ZhsnkoVPHGMrLSrnn7rFs2XKQ8PBgxo7pTGFhYauMPYfDQWxs7Bn7PrXkmZpCcuTSx9Fs2LBB6N69e5PHzyYKCwtFT7IWIOrWfE6lZo8+/gdZhyoJViu44vKhTJ3Su9F2ZeUGHn3sd2rrHG8GD0znwQcn+eo7NsbjT/7JgYPeyhc9eiTx3H/rU+AVFtXw0CO/+WX1iY8Lw2ZzEhcXhtvtobhEhwRw1S2DyuVSXC5v7tZrrx7O9Gl9fefu2FnEy68swumqz1c7cngCq9Z4U/CFhAThdLiQyaV0zozjicen43J5uOrqL3x7oAAqlZzp0/pw+aVDcLs9/PnXLvbsLWXP3jK/Z7vz9nGMH9cNgIcf+53s7CpkMin9+qQwY0YfEhMjSIhvn8ua4jvakO3bt2+bMGFCg3gmcUk2QMRYpZYh6tZ8TpVmLpcbbY03jMNidbJ3X1kDg1leoeeTz9YiQcKIER3JzdWQkBDOPXede0xjeTzSO0Qjkfj/OK+q9u75GWttRESo6NI5Do3G7CvXdTiFnMcj+DkZAQzo34GM9GiyczUAOJ0eDuUYSU+Pprzc4FvKHdw3lQcfmMSyZQdZufoQQUFyX0IE8CZ76NE9CYlEglwu48ILBpKeHkNungaLxYFMJuHqq4b7jKUgCMya0Zelyw5QUKhl+85iduwqJlitZPr0Pg1iRj0eAYPBQni4+oRiVk8l4jsaOKLBDBAxVqlliLo1n1OlmVwuo1PHWGprbYSGBHHu+Hoj4HS6USrlfPDRavbXFVzu1TOJV166MODr33jDKD77Yh0IcPMNoxocj44KpaLSeER/pD5DaDDYMBi8eVtTUyJJSYkkO6fKlzT92+838cu87fzn3gkMHOjVJjTM37uzY0YIl14yjpdeWUR5ubdIdmxMCDabk19+3ea71pEkJob7Yil1egtWi4PBg9K57poR7NpdypRJPenRI8nX/pvvNrJw0X48bo8v6YIgeBPAb99R5GcwnU43zzz3D6VlBmJiQnj6iRl+jkBtBfEdDRzRYAaI6HrdMkTdms+p1OyB+yeRX6AhMjKYmOgQtFoTL7y0kFqTjT69U3C76pdMjywEHQgZ6bE899/zmzz+/HPnc+vt3/tyuw4b1pHc3GoqKuqNqN3uIiMjlvvumcC99//sM3KC4A0veef9Fbz39uXk5lXjcvk7+Gi1dj7/Yh03XDeSb77bRHi4iqvnDsfpdGMwNEz/plYreOLRqUREqFmzNptPPluL1eogJFjJE49P59zx3XG63NTW2nyJGbKzq3zOUUd6C0skNMjZe+hQJQezKutmmVbWrsth8qRezdL0dCC+o4EjGswAEYustgxRt+ZzKjWTSiVkdorz/f+XX7dRUOhNGLBjZzG33TqWefO2A3D11cObvM7q1YcoKtFx/sx+x8zyY7M50daYSUwIJzIimFtuHsvCRfuIiQ7hrtvH43Z7+PTztezYUYzFaiciIphJdYnRx47uwh9/7fSrLFJba+eue37EWGvjcKy/VAoeD5jNTgoKKlkg30t5uZ7KSik/z9vGZZcOQaWS+10HwGp18ukX63js4WmsWp2Npa5MmMns4Mmn/+axh6fy8aersVid9O2Tyt13jqdH9yTyC7Q4nS5iY0IZMjgddbASVZCCqVP8jWFCQjhRUcFotWbCw1V07HR0VqC2gfiOBo5oMAPEYDAQGRnZ2t1od4i6NZ9ToZkgCOzaXYLHLTBgQJovs0x6eoxvpqRWK+jbO4UhgzKOea2//tnFTz9txWZ3sXtPKa+8eEGj7bRaE888Px9djYX09GieemIGuhoLGo2Jigojr7+xhNGjM6mttdGhQxRut8A5Y7sQGxvKhx+tRADiYsMwm7V+1zXWJUc/7K8YFhZErdFOamoIJaUW8vIOVyjxJhxQyGWMGN6JzVsKqK21+YWi5GRXU1FppENaFDt2Fvs+t9tdPPfiAt8Mcs+eEswWO1deMZS+fVN474MVlJUbWLz0ADfdMLrRvL2xsaHcd/cEli4/yPBhHenaOaFBm7aA+I4GjmgwAyQ2tm3+OmzriLo1n1Oh2VffbGDxkgMIHg/jxnXj1pvHAjBlUi9sNhd5edWcP6vfcdPbAWRlVfqy/hgMVlwud6MlvpYsO0hJiR6A3DwNxSU6Nm/JR6/31rrcsq2Q7TuL/RIQlJXrmffrdqo1Jt9nR9eylMkkfsvFBoPXwSc7x0hkpJqePZLYsrUQmUxKj+5eh5bbbjmHyy4ZzCuvLyY7u8rP2IaFBrFmXX3NzsO4XB6ClHLsDm8SgsN5aJOTInyG1Gp1sv9AeZOJ7nv0SPLbA22LiO9o4IgGM0AMBgMhIY0XiBVpGlG35nMqNMvJqd97y8/X+D6XSCTMOb9/wNfxeAQmndeTvDwNZoudbl0TkMmk/PjzFg5lVzFkULrP87ZPryQWLVZhNNqIigomLjaM2NgwsnPq49yOztZjMtkbFFgWBG/1Ea3WTFCQjMmTehIbE8qPP2/FckRWn7SUENweFf+5dyKbNuezcVMeyckRCIJAfoGWjz9ZjdPlJiMjhooKIxJg7lXDWL8ht1GHIIkEQkKVKJ0yLr98iM/LNTo6hG5dE8k6VEFYqIrZswLX72jMZjtffLUej0fg+mtH+pa3D2VX8vMv24iODuHG60cdNzHEiSC+o4EjGswAcTobT7clcmxE3ZrPqdCsW9dE8gu0CAJ07hx3/BMaYeeuYj7/Yh1ut8DkyT0ZOjiDpKQItmwt4K+/d2O3u8jL86bVS0mOpFevFO6561y27yiittbGq68vZuDANFQqORs35WO3ORGonz0GByuw2VwcZS+JiQnhv0/OIOtQFZFRavr3TUMQBDZuKmD/gXJfO5Vaxr79WopLavjt9x3k5mnYvKWQ/AItubnV5OR6DbVMJvUZ6g0b8xk4oANSqcQvPhO8PyYOG9J331vBLwnbmDNnAKNGZPLQA5PQas2EhatwOd0YDFYiIprvPPP2u8vZtr0I8M7Wn3x8OoIg8P4HKykp1QOgUMi46YbG62keyq70JsKXwE03jGmkesrxEd/RwBENZoCIsUotQ9St+ZwKza6eO5whg9Nxezz06pnc7PNXrMri8y/W+WIY16zJ9s2sjEabb/Zqt7uwWuqda/r3S0Ons/Dxp6txOr3JCV54bjZXXDaUz79cy8ZNBfU3EYRGjBZMndKLpKRIkpIicbrcvPjyQqqqa+nWNQGT2U5xcQ2CAHv26jCbXXz73WZf3la73cX8BXtQKGRH3Kb+HvHxYYwZ3Zm8fA2HDlXSq3cy5lo7O3eXoNOZfe2sVm81lXnztjFqRCYSiYTY2FDWrM3h+x824XJ7mHhudy67dEiTGmYdqsDl9NCzZ5JvD/lwvCjgczoSBG9ZtcMYjdYmr/nV1xs4lO3NB/zlV+t59ohkEYEivqOB0zYjadsgFRUVrd2FdomoW/M5VZr16JFE714pzS4l5fZ4+GXedr+A/8NJxwHGndOVwYPSSU2NYtTITmRm+s9grVaHL97S6XRTozMTGRnsm0EdxmJ1IZF4Z1QymbePMpmUmOhQX5tFi/axdVshRUU1rF2Xg15v9s1Q+/T25mONjFTTvVsiwcFK3/7n4T1HpVLmZ5TXb8gFICw0iOjoYIYMSmfSpJ6Yam1+CeYPc3hZ1mpzIggCS5cfoFpjQqezsGlLQZMa/vC/zTzz3AKee3EBH3+6xvf5rJn9SE6KICkpgunT+gBeT+bJk3qRkhJJ58w45l7VtLfykSXGWppXQnxHA0ecYQaIuMbfMkTdmk9b1OxIGxsTE+JXWUMul/Hwg1OaPHfSeT3Zu6+M8nIjBqOF199YQnJyZKOOQgqFjOefOZ+NmwvYs6eE5ORIX33KbdsL+ePPXX5tlQoZ4J2l6fVOgtVKOqRFMWN6X4qKdbz+xmJKywy+c442gpWVtfz0yxb++HM3Tqeb/AItt98y1pee70h69kxk7pXDeemVheTmaYiMVNMhLcq3nBsVGYzb7WH5iiwUChnnjO3i+3Gy/2A5Npv3B0d2diUVFQYSEsIZNrQjQ4dk1GlcL/L5M/tx/sx+TWp6mFtuGsNnX6xDIpFwy82NL9sej7Y43toqYi7ZANHpdERFtf3q6W0NUbfm0xY1W78hl7/+3k1JqQ6P20NiYgT/fXomYaGBFx9evGS/b3YllUq46YZRbNiYT3ZOlW/2GhmhZsCADgwakMZ3/9uMw+Gie7dEJMD2ncW+dmqVgiuvHEpyYgTz/91LWbkBpcJFYZEZuVzKxx9cSWRkMDqdmZdeWUhOrqapbvntX0ZEqHnlpTl88dUGNm3K92v38IOT+PufPRzMqvTtgV5y8SBkUgkmk4NLLxnER5+sZsOGPCRSKRPP7caNN4xGIpHwzbcb+HfRflwuF0qlHLlcRp/eKfzff84LWL9TRVscb62NmEv2BDEajeKgagGibs2nLWo2ckQmMpmUV15bDHiTqe/YUcTYMY2HUzRGRscYwsO9XrORkV7DOOm8XuQXaPj0szXU1NWGXLEyi42b8nzGccPGPI7+XZ/RMYapk3uzfkMu1RoTep2Zfv2iKCwy43J52La9kAnn9iAqKoTnnpnN/Q/84jfTPJzsALyev+HhQSiVCvr0TubjT9awZ2+ZXzhLXGwoX361wVcAGyBYraBTx1iGDM7wfVZWbsDtEcDjZsWqQ+zYVczwoZ2Ye9Vw+vZNZd5v2zlwoAJwkXWoEqvNiVp1/FCeU0lbHG9tFdFgBkhcXMs8C892RN2aT1vVrFOnWGJjQ9FoTMREh9C1S+OB+GvW5rBw8V6MRhsZ6TFcM3c4sbFhdO2cwK03j2XjpnyGD++ITmchMiKYNWtyqKisxWp1NHD6ARoYS4DCwhruvPt/VFbV+s7JyvIaxOBgBaWleiorjSQkhKNQyHjnrcv49LO17DtQRlxsKIlJESxYsBfwzjAffGAyXTLjcbo83H3vT35VVQDUwUo/55vEhHBmn9+fIYMz8HgEPvhoJSUleqRSCcHBShwOF3a7i8rKWtauz+HiiwbSv18a5eUG8vO12GxOwsNU2GxO3n5nOQ6Hi2uvHk6HDqe/NmVbHW9tEdFgBkhNTQ3BwcGt3Y12h6hb82mrmsXFhvHIQ5PZsCGPYcM7kZgY0aCNw+Hifz9u9s3EysoMlJbq6d07hbIyPQ6HC5VKzldfb6CmxkxmZhwWswODwWuMZDIJYWEqhg3pyPoNub7yYkdjsTh8XqWH6dQpjJiYeDZuyufPv3ezaXMBTzwxnbjYUGRSKTfd6N3jc7rcCIKAx+1h9+5SRo/OpEe3pLr7S4mJDqamxuy3VCuRSBg+tCM7dhYTFq7i0YenEhHuDSNZtfoQq9fk4HZ7CAlWcudt49i9t4QlSw/gdgsolXKfl+7UKb0JCVaSX6Dl/Fn9+OiT1WzZWgjA+x+t5uUX5pzQ36gltNXx1hYRDWaAHGuvV6RpRN2aT1vWLCoqhDmzB6BqYhlRAF8Vj8MUFddQWFTTaPviYh0J8fVJy91ugfAwFddfNxKH082q1Yd8RishPgxjrc3PW/dI1GoFLqcHY11ISUWlkfv/7xfiYsN4+MEpJCaGs2JVFr/8sg2QEB0TQo3OwvwFe1m7Lo/kpHBuv20cTzw+nWXLDhIWpmLJsgM4nW4uuXAQQ4ZkIAhCAy9jiVSC7xMJJCVHMHhIOkFBCsrK9MyZ3d/PwWns2K6M9SZa8nNCOjqZ/LFwuz2UVxiIjQlt8m8RKG15vLU1RIMZIOKyRcsQdWs+bVWzL75ax/oNuSiVCm69eSx9+6Q0aBOklDNrZj9++nkrprrZ4bG+j2OiQxg9qjP5BfX5YouKdezdV8bYMZ0ZNTKTeb9uw+0RuGbucDwegedf/Bd7XWq+I1GrQ9m1q9TvM5vNRXGJjl9+3cZdd4xn8eL9vtmvTmfGUbf0ajY7KCvT89HHq3nogcnMqvNQPVwH8zCNheSMHd2Ff+bvobi4BplMikwmQSaVcvUxwkEOc/XcYXz4kR2Xy8MlFw86bnvwGtann/2HwsIaoqOCeeLx6cTGhB7/xCZoq+OtLSLGYQZIZWVla3ehXSLq1nzaimbVmlry8jW+Gci27UXodFYqK438s2B3g/Z/z9/NCy//S5BSzl13jPOFojQV9hkZqSYhIYyoqIYZcl55bTHPPj+f73/YRE2NmepqE+vX55IQH05QUOO/8yPCpX4JCg4jl0vpmOHdGwwPr7+XWq3g6K5VVdfyznvL2bPX3/Dm52t4+LHfefCR39i7r6zBPcxmr9EzGm3878ctjT9wI2Skx/Lyixfw+qsXMWxIx4DOKS7RkV9X4LqkVM/SZQcDvl9jtJXx1h4QZ5gBEhra8l9wZzOibs2nLWi2bn0OX369AUtdQeX/3DuRsDAVFRVG5DIpaanRABzMKuebbzdhszupKDdgd7g5dKiSbl0TjzmzBG+GoK3bisjP19Kvbwq7dtcbqcMzyJJSvc8BZ9v2Iq67dhQd0qI5cLACiQRUKjlSqZRgtZKePTvQKTODr7/ZSGVdoWqZTMpllw72JQW49+5z+ebbjSCByy8dwtJlB/nt9x1Y62Iky8r0FBRo2bOnlOeePZ+E+HAAvvxmA9l1GXW+/X4jL79wZIUWwRdmIpFAzAnM9gIhLjaMyKhgKiqMhIer6NPrxJK7t4Xx1l4QDaaIiAgOh4tvvtuIwWDl6quGs3ptDjqdN49qbl0O1kcemsKPP20hPj6M82f2B+CLrzb4jh/GbHb4zdBCQoJwOFy43R7C6jxD5XIpJpPXaUenN2N3NFxiBa/BO2wwTWY7UqmEJx6bRkFhDXFxoUSEq9HpLahVCsxmIzExMQwb0pHde0rIy9MwcUIPQkODfNdTq5XcUlepBeCcsV34Z8Een8E8vKdYo7OwbPlBXyzmkfuysqNS6vzw4xaMdU5L8fFhzL1y2HH1PhFCQ4N49OEpLFl6gAH9O9CrV8OlcZFTg2gwA8RkMhETc/pdvts7om7NpzU0++yLdSxb7l3aq6quZfiwTuzdW4rN5iI21jsDiQhXc8tNY/3OO3JJMzQ0CKVShtvtwWDwOt5IJHDvXeeiUMqw210MHNABjaaWTz5by/Yd3vqT3uLP/t6wcrmEtNQYQkKUfkugNpsTlUpB5yPS70VFej08KyvrdevbJ5W+fVIbfVa3x8N3322itFzP+TP6MXpUJtt3FKHRmH3GOTY2hB07ivzS90mlEuJiQ7n1Fn8NcnOrcdal/gtSKhrNYHSySUmO4tqrR56Ua4nvaOCIBjNAEhLaZvHXto6oW/NpDc1qavwTjc85vz/JSRFUVdUy6bweTZ43dUovPvx4tbd2ZJAcu92FyWRHoZCikMtI6xBN794pfnuLL7+62M/JB7zp9Q4bq+TkCP5z70TSO8SwaMk+DmZV4HJ5MJsdvPn2Uh55aGqjfQlUt19/28H8f/fgdguUluh58/WLueKyodx9309otV4denRP8tMEvAkOQkKCSEwMp6RER3R0CMHBSgYPSie/QIvD4aJr1/iA+tCWEN/RwBENZoBUV1eTlpbW2t1od4i6NZ/W0OyiCwdSVV2LzeYkKjKY3XtKGDb0+E4ohYU1vsTqer3FV9hZrVbywH/Oo2vXhAYzLmOtze//qalRPPbIFN57fyWRUcHcdft4FAoZ69bnsHlzAcFqBcZa7wz08DIxeOMpN2zIJTYmjJ49kwLWTaMx+frpcLpwONyEhgYxckQmmzblo1LLsdkcyOVS+vVNoai4Bp3Ou+RaWKTlxpu/xeMRiIxQ8/CDU5g+rQ8D+qdhsznp2ILyWq2N+I4GjmgwA6S5FR5EvIi6NZ/W0Kx7t0Reen42Dz3yO3v3lVFUXMO9d0+gX9/GlzUByiv07Nlb6qsvGRcbisstYNBbSEuLonv3JL9qGocZNTKTf+bvweMRkMkkjB6ZSXxcOM88XV+aymyx8+13m6jWmJDgzd6jUino3y8Nu93pTTZ++/cYjTbkcilzrxxO/37HTu/27fcbycqqJC01iszMOMwmO0OHZhASoqS4RMcFs/tz9VXDeeudZaxb761iktkplpAQlc9gut0CZrN379VqdbJg4V4umN2f737YVFe3cozfnml7QHxHA0c0mAESHR3d2l1ol4i6NZ/W0kxbY0Gn987gjEYbu3aXHNNgfvLZWt/SalxcKC+9cAFut4dqjYmOGTHo9Ra+/X4jkRHBXHHFUBR1M81r5o4gPi6Ur77ZiMvlYdGS/Ywb15W42PoEBi6nxzdzFfDmsq2psbBk2QE2bMpj4IB0X4ICl8vDvwv30qP7uCb7euBgOf8u3Ifd7iI3T8PDD072Pdurry9m955SQkKU3HX7eL/9VKvVieWoRAlyuRSXy0NoaBD9+qTy1jvLOXDQWyLL4XDz0AOTA5G7zSC+o4EjxmEGSHV19fEbiTRA1K35tJZmyUkRdOwYi1qlICkpgkkTex6z/RH5bZBKJLzy2iK++mYDGekxyOUyXnltMavX5PD3P7v54st1fue6XILPINqsTswm/zR3ERFqxo7p7KuNmXWogj17SzEabZSVGcjO9o8drKg0snDRNoqayCjkdnt88aSCp94Y2x0usnOqsFgcVFebWLh4H8OGZPjqcXoEgW5dEwgPVxEVFczEc7vz7NMzOX9WP+6+YzzDhnX0S6JgtjSeyq8tI76jgSPOMAMkPDy8tbvQLhF1az6tpZlMJuWpx6dTVmYgJjaEkOBjLy3edONoPvp4FQ6nm6oqI/sPVCDBG4c498phvlyvAlBdbeLnedtYty6HkJAg7r17Att2FKHRmIiNCWHTljzCwoJ8MYzFJTVYbU6fI1Bxsd7v3i6Xhy6ZcdSabFRUejP35Obp2bW7hA4d6mdMP/60haxDlfTvn8r4c7qRm1dNRkYMAwd49+yUChmREcFotWbUKgW9eiax/2CFb4/TZLJx842jcbrchIWqfGnounZN9N3j/Fn9+GXeNqRSCZde3KAiVJtHfEcDRzSYAeJ2B57nUaQeUbfm05qayeUyP4NzLJISI/jvU7MwW+zcd/8vgNc4OupiKseO7cLSpQeQK2TMmNaHDz9ZjUZjAuDnedt4+okZvPzqIrZsLWDP3jJWrc7mjVcvpqBQy2tvLPFz8DkSiQRy86qRySRMmdyL/fvLKSyqIT4+jBEjOvnabd9RxN//7MZmd3Ewq5InHpvGzTeNOepa3rjOfxbsISM9hhHDO/mWVwHsdjfqYCWRyqa/KkeP6uwrct0eEd/RwBENZoCYzWZiY9ufB9zJoLGE04FyNuvWUtqiZi6Xm8VL9iMAGo2ZtNQoxo/rikQiISQ4iBnT+rBmbQ4REWquuGwIABddMJDzZ/ZDKvNW/ZDLvTtAEgmo1XLKyw3s2Fnsywik0ZjQaE1s2JjXpLGE+ty0brdAdXUtzz5zPoUFWmQys19OVY3WhK1uudThcPHOe8t5/ZWLCAnxnzmHham4/NIhvv8f6dUbFhaEpy6LT2PodGa+/nYjYWEqrr5qeKOp+do6bXG8tVVEgxkgiYmJx290huGwOnjxsnepLtKQ0acD//nqFqTS5m17n426nSitqdn6DbnMX7CHsDAV99x1Lmq1EoC33lnGxk35PmMVFCTHYLQw5/wBAMya2c+XsPxIDhsQmRRuvnE0f/29G7dbYNOmfFasPORXdzIiXE1iQjjnjOnCho15vpjIppDJpMyZPQC1SkH37onY7fX7h4IgsGjRPr/2Wq2ZouIaenQ/diq5yy8bQlFRDWaLnWFDOvo0aIxXXl/MoUNVSPAmVbjjtnHHvHZbRHxHA0d0+gmQioqK4zc6w1j54wb2rc2iqkjL9iV7yNmW3+xrnI26nSitpZnb4+H7/23mYFYlW7YW8tU3G47ok9EvN6zd7iI7p3nOIv36pvHEY9ORSiVoayx+ZbpkMgkPPzQFuVxGp05xPPP0TO6+YzwqldyvzZGoVHK/ItZH6uZye9AelXggMlJNXFwo837dxoaNuU32MzYmlFdfvpD337mca64eccxnspjr92kPLzcfD0EQMBqtzSrndSoR39HAEWeYAaJQnFjNufZIYkYs6nAVVqON0MhgIuKa7xxwNup2orSaZoJ/Ka7Dji8AfXqnUF1twu5wIZFIiIhQM3VyrxbdJjU1kr37ynC7PSiVMmQyKR07xpKR7k3PtmVrAV99swGP20Of3im+AsuCgC+bEHiXSx957Heio0O4+65z/XRTyGV06RzvS7+nUEh54tHpvPHmMrIOVaJSKajWmJg1o+Gs+DCHtyE8HoGfftlKaameiy4cQEZ6/fKlOrh+9hmIARQEgVdfX0zWoSrCw4J47JGpxB4RTtMaiO9o4IgGM0AiIhpWlz/T6Tu+F5c9Opu9qw8y6oIhJGQ0v27e2ajbiXIqNRMEgQ8/Xk12dpUvBZ1M5l1oksmkXHzhABYu3k9oSBDXHjG7uubqEUyY0B2ZTIoECAkNIixU1aI+XHv1SOLjwtAbrEyb2gez2U5yUoSvH//M30NFhbfaiEQqIVitwGL15pCde+VQlq84BAhUa8xUVHgriCQkbOXCOX1897BaHRjqEqKD1/jv3F3sS3dnszk5eLDimAbzMPN+3cYff+7E5fJQVFzDm69f7EvArjhiv9NqazyB/JFUV5vYf6Cc2lo7er2FP/7azY3XjzrueacS8R0NHNFgBohGoyEkJKS1u3HamXrTuUy96dwWn3+26nYinErNsnOqWLM2B4fDRUmpjtVrsxl/Tn2R5PHjujN+XPdGz01NOXYmnUCRSiXMmN7X9//oqGC/48ojPFItFgezZ/dn3/5y+vVJYdJ5vUhPj8VisfPhR6v9zquoqGTDpmqio0NAgNw8je+YxyOg1Zrp1CkOk9lOSLCSiRO8OXLdbg9vvr2M8nIDXbvGc/ONY/yc3MrKDb64TZPJzu+/72DcuG7ExoQybGgGpWV6PG4P/foev2pIWLiK0JAgamvtqNUKunZpOvfs0mUHmL9gD8ogOffdPZHExFMT/iG+o4EjGswAEX+FtQxRt+ZzKjVTq5UolTIcDhdyuYzQkNZL45aTW8WBAxWMHdOFiAg1giCwYtUhtNoj9wIljD+nGxfOGQjAp5+vZcXKLAA6Z8YRExNCVFQIl14ymA8/XMyadcXI5TKGDUknNCTIVxIsLjaExUv243ELdMqM5YH7JxEd5TUSq1Zns3FTHoLgzRU7eFA6gwam+3pw6SWDKSyqwWi0YrE4+N9PW1m9JocXX5jNjOl9GTq0Iy6Xh+Sk4//d1CoF/3f/efz192569khi7JguTbb9869dlJUbAPjmuw08+H+nJoOQ+I4GjmgwA8ThcBy/UTvicNaTU51HsindtGU63r/9SxxWBxc9OIP+E3qf0n60J050rDkcLv76ZzfBaiVTJvfyy+ealhrFhRcMZMeOIjp3jmfwoPRjXKnlzF+wh7XrcoiJDeWeO89tEG6xd18pb761DL3ByrIVB3n5hTn8PX8Pv/22A7vDhVTqLfsVHq4iN7+aak0tW7YWsmTpft/eqt3h4uUXLsDlcuN0unG5vUuiLpcbi9XJddeMYNuOIs4d14133l/hq3WZm1ONxeLwGcxgtcK3dysI8Pufu/wMZlJiBG+8ehE//byVX37dDkC1xkRlhZFOneKIj2veHmRGeix333n8VRv5EZody1P3RDnTvttOJaLBDBCr1Xr8Ru2E3B0FvH/nlzjtLiZdfw4zb590yu7VlG6fP/gDe9d46y9+999fRYN5BCc61l57cwnbthUhk0kpKdE1CNafNaMvs2b0beLsE6e21saff+1CW2NGkl1FclIEV1w21K/Nlq2F6Ov2GLVaM9UaEzk5Vb5C0h6PNyQlKEjGa68vQS6X1dXaPPxDDzLSY8gv0PDmW8uw2pwMHRxDeLgKpVLGhPHdGD68E2PHdkUqlaBSKXy5Z2VyKRERal9fhg3rSES4GoPR25+CAg2FhVrS0+trREokEsad040163LQaEx0SIsiNfXkLFE3xe23jOV/P28lLDSIG28YfcrucyZ9t51qRIMZIGdSrNLPL/9FycFyAJZ9s/aUGsymdDty1iPWSvDnRMeaVuN1bHG7PZSW609CjxrH6XLz8quLqKwwkpERy333TEAqlfhWL3wIDc+dML4bm7cUoNWaiY8P4/0PV2I02ggLU2Ey2RAEcDrd5OV5k7t79xDrjWX/fmncevNYXn9zKaVl3mfcf0DOi8/PJiQ4iJJSHff852dcLg/Tp/bmwfsn8cZbS7HaHNx801g/hyWJRMJ1143g7beXI+BNuP7qG4t57+3L/fqcmBjO00/MYOXqQwwcmO6313oq6NIlgScfm35K7wFn1nfbqUY0mAFSUVFBevqpWb463UTG1+9ZqE7xHlZTut346pVYzXYcVgeXPDirkTPPXk50rPXvl0qNzoxcJmXUiMyT2DN/1qzNZueOYgSgqrqWrKwKevRIIjxczaxZfVm7LpfYmBAuunCg75xFS/azZ08pk87ryYvPzaai0sgv87axc1cJ4F0y9ng8vhJaRyKRSDjvvB7Ex4Vx/qx+SCQSUlMjkcukuNweevaIICE+HIlEwi/ztlNaqgdgybIDTJ/Wh3ffvqzBNd0eDzKplKjIYD+7bmnk/m63h9ffXEJ2TjULF+3jnrsm0LfP8R19TpSqqlrUwYoWeyUfjzPpu+1UIxrMAFEqT90ewunmhpcvR66UU6up5YqnLzjh69nMdozaWuLSYhrsiTalW2RCBE/8et8J3/tM5ETH2tyrhjNpUk8UcpnXY/QE2b2nlJWrshg9qjMDB3TwfR4THYpKrcBqdaJWKwg/YplzxrS+zJjmv+y7aUs+3363EavVSXZOJS+/cAHduyWiUNR/DSkUMq6eO5zPv1iPx+OhQ4do8uq8XQUBpkzq5YvXBLjwgoE47G5qdGbOGdvJN/6ijvC8VasaxhlqtSZefHkRZrONQYPSuebqEXTqFEthoRapVMLMRrIW6fUWqqpNdf+2smZt9ik3mB99sppNm/IJUsm56YbRfnurJ4sz6bvtVCMazAAJC2vd4OKTiVKt5KbXrjwp1yo+WMprV3+ISWeh27BMHvj2dj+jeSbpdro4GZolxJ+cEITyCgNvv7scvd7Czl0lPPXEdNI7eA1Wv76pXHThQPbtL2fI4HTy8zVkZ1cyZkwXX5zikRQX1fiy+5hMDvQGK5GRwdx2y1jcbg8Oh4urrhxGl87xTBjfva6dnf8+N58arYmU1CjS0ur3DZ0uN/999h9KS/XERIcQEVn/zDffNIYgpZxak63RbD0//ryV/AKvIV62/CBDh2Tw8gsXUFtrIzQsqNH+R0YGkxAfhsFgJSoy+JgersdCEAS2bivE5XIzbGinRotsH2bPnlKMtTaohcVLDpwSgym+o4EjGswA0Wq1hIaGHr9hO8NQbWT971vpOaor6b2aLhbcFH+/v4TyXG/wePbWfAxVRiIT6pd8z1TdTiVtSbPSUj36uqLSBoPV6wzToX6GN3tWf2bP6s+nn69h2fKDeDywa3cp99zV0At0yuTebNlaiE5vIbNTHB3SvFVRsrIr6NEjkcmTevpKih3+0RUWpqJPryTm/7uPQ4cq+eGHTcy9ymsAc3OqycqqxOMRMBpt7NmTR8IEb9+ClHJuvmkMgiDw78J9HMquZNasfnTK8GbpSUqKQCr1JoV3ONx88NEqXn7xAj9noKORyaQ8/eQMduwqIb1DNEmJLQvH+OKr9SxZegDBIzBmTBF33j6+ybaRkcFUVBpRKKRkZMQ02e5EaEvjra1zTIPpcrkoLCwkNjYWg8GA0+kkMTGRiooKQkJCkMlkGI1G4uLiqKmpQRAE4uLiqKys9P0BTCYTCQkJVFdXI5FIiI6Oprq6mvDwcNxuN2az2XdNhUJBREQEGo2GiIgIHA4HVqvVd1ypVBIWFoZWqyUqKgqr1YrNZvMdV6lUqNVqdDodMTEx1NbW4nA4fMfVajVKpRKDwdDsZ7Lb7Wi12jPqmUqLS/n15QVoS3Tk5eYx4cKxhCSpm/VMPcd18QY+R6vR5hrQmWuwllt8z6RUKqmsrDxtz3QmjD21Wk1JSUmbeKaMjHBmTOvIgQM1ZGREkJKswG63N3gmjdZArx6RqNQyNBojhYWFvmeqqNSwc6eGjIxQ7rhtMJFR0eTmFPH6G/9gNtsJD5ezZ28NNdoqpkzu5Xum/Qe0VGuMaGv0qFRS+vSOory8ArPZXBdsH8TAAXHI5QIFBRYiI5SUl5f7PdO27XlkZRWwY5eWoCAbM6cPIDw8lIH9o8nNTcFsNhMSIudglpH8vAKSk2OO+3fq1iUSo1GPxaJo0dgzm40MGhjNnr061CoHZWVlTf6drrumD3v2xhEaEkLXrpEYjcaTPvakUik6ne6MfZ9a8kxNIWng0XYEGzZsELp3bzzrx9lGZWUlCQkJx2/YjijYW8yT017BZvZWebjgP9O47LHZzb7OmnmbOLQ5l1l3TSYuzf9X8Jmo26mmrWnm8QgYjFbCw1WNLlWCt77lP/N34/EITJzQw5dWz+l088BDv1JcoiM4WMG1V49kwrndefqZf9izt9TvGrGxobz3zmUo5DL++GsnP/60FafTjURSn+M2MlLN559c7TvnUHYlS5cdYNjQjqSmqBro9slna1i0eD/gjel89aULiY31flkajFaeeXY+Or2F9A7RPP7oNF96vlPJ/37czPx/9+LxeJgwvjs3XN8wZMTucPH9D5txOd1ceeXQ4xbzPhHa2nhrC2zfvn3bhAkTGlQDF5dkA8Rms7V2F046yZ0TSemaSP6uImLTYhh98bAm2wqCgK5cT3hsGPKj3OnHXDSMMRc1fm5b1E1bVsPnD/wPJF5v3eikyNbukh9tTTOpVEJUZPAx21xy0SCGD+uIxy34LR0ajVZffKPF4uTzL9ZRWqrHam3ohZqWGuXLzZqfr/WV/lKpFMjlMmQyCQ/c7x8C1bVLgq9iSWFhYYNrXjBnAAcOVmCqtdGjRxIxMfVOUBHhal5+cQ61JjsR4epj7iU2hcFgxW53ER8f+D7g5ZcNZeiQjrjcniZT473/wUrWrfdWVKmsMvLEKQwvaWvjrS0jGswAORNjlZQqBU/9+X/k7iggpWsSkUc5igiCgODx/rR/6fJ3yd9dRHhMGI/+cg8xyYEFbbdF3d67/Uv2rfGmV7NbHDzxW9vy1m2LmgXC4T3JI4mKCqFTx1h27S5BELwzp81b8v28WMGbT/beuyf4/n/hnAHk52uwWh3065fGHbedc9ysVI3pFhsTymuvXIjd5iI4WInb42HliiwkEhh3Tjfkctlxfww0xeo12Xz3wyYcDjdjx3Th+mtHBnxuZuaxCxnU6OpLkxlrT61Ba6/jrTUQDWaAnKmxSqqQIHqN7tbg88J9xbx98+c4rA76T+zFoS25WIw2DNW1LPx0OVc+dWFA12+LujmOqMPosLW9tGBtUTPwptz77odNWK1Orr5qOGFhx48LlEolPPrIVO6+9ydfBRKL1YlOX58YPSwsiDtvH0doaP2yY4cO0bz+2kXYbM6A4g/tdicLFmympMzFNXOHEx5e77wjk0oJrivD9cGHq1izNhuQcDCrkltvHsvf/+ymRmfmkosGEdKMuOSVqw75ilzv2l0S8HmBMPm8Xmi1ZgRBYNzYrif12kfTVsdbW0Q0mAGiUp2aoOG2yi8v/03JwTIAdizeQ1hMGBajjZCIYLoNCzwY3mqws/GvbXQf1pnIhAh0FXp+eukvUrokMuP28055LtvGuOThWXz31DwALn247SVNaKtj7cOPV7F6TQ7gDab/71MzAzpPKpH4VirAu3Jhs9XXtPz4gysJCmoYK6mQy1CEyhAEgb37yggNCaJjx9gG7QDe/3AVOp2W/Qf0aLQm/vtk430rLdXXpdcTKCnR8dobi9m0uQDwJoN//pnZAT0TeJeQ9+0rw+X2NKi40hJyc6vZtDmfUSMzGTO6M8OGZuDxCKgaiSM9mbTV8dYWEQ1mgKjVTbubn4nEpsYgkXq/6ILDg7nzw+tY8PFy+o7rweAp/QO6xo4le/jxtT/I31qMTC4jrWcyDquTsuwKFEFybCYbFz90+g1Wv/E96Tf+ydN+30Bpq2OtRmfx/dtksgd8nkQiITIymMqqWoKUcjp1iiUrqxKr1UnHjNhGjeWRvPPeCtZvyEWplHPRBQM4f1Z/wJulR6+zEBGhRq+3oNN5+2Q+Rt/69E6hrFyPRCKhV68k/vxrl+9Ybo4Gu8OF0+H2m+02xTVXjyAhMRyDwcqc8/sfX4hjUFqm5+VXF6GtMbN6TTbPP3s+MTGnJ9SjrY63tohoMANEp9MRHn5q6tG1BoIg8On/fc+hzbkkdozj3s9vRn5ExpWr/nshEqkEbamOyx6bTXLnBG5755pm3WPNr5uI7xxN/tZi3C43BbuLfYljnXYXRftLG5yze+V+1v22hbGXDG90qfhsoK2OtRlT+6CpNuH2eBg3rnnLhI89MpU//9pFYmIE48d1ZdfuEqqrazkngOXGvHwNLpcHl8vBH3/uYty4bgSrlTzz3HxKSnXExISQmBhOeFgoFRXWYy7hXnnFUMaO7YIEiIhQ88ef9QbTI3i47/5fcDpdjB3dhblXDT9mv6RSCdOmnJyiAYcOVaKtK25drTGRX6A9bQazrY63tohoMAMkJubUBA2fCjxuDzuX7SUiPpzM/hmNtsnfXcSaXzZhN9spPljGqv9tYMLV9VUt5Ao51zx3yTHvs/Gvbaz4fh3pvVK5/Ik5DZZXR84ewvcvzPM/SQB1mIqI2HBm3uVf3684q4z3bvsCfZWRnUv38t/5D5DYsekCu2cqbXWsDRmSwYABaXg8QrMTj4eEBHHF5fUVS/r3S2PL1gIWLd7PeRN7HHPZMTUlkpISHeB1gPngw5XMmtmPg1kVvqQFFosDweNEAMyWY+9Lpx1RZaRjRiy5ed64u7AwFZWV3n3WzVsKjmswTyaDB6fToUM0VVVGkpIi6Nkj6bTdu62Ot7aIaDADpLa2tt1kw3jj+o/ZunAXqpAgLnloFtNumdCgjSo4CGWQHLvZjkIpJ6SRPRibycahbXmkdUsmKjHS75hRU8vXj/+MtlTH3jUHiU2LZtJ14/zaDJ7SD3W8gvlvrGDrol3gAUWQgid+/w8duiejPKrGX+GeEvRV3i8sXaWBkqyys9JgtuWxJpfX12h0ezx43EKDWpeB8Offu/jll21YbU62bC3gmaebXpr/z30TufOuH6mqrgXAbneTmBhBdFQwGq2Z8HAVGekx2Gy1aLV2kgIo5HyYl1+cw7btRdjtLrKyKli4eB9utxCQQ9PJJCxU5U1GX2EkKTmCoFNcCeVI2vJ4a2uIBjNA2lOR1ZKDZXhcHiwGK7uW72vUYCZ3SeSC+6ezbdFuOvVLZ9iMgX7HHTYnT5//Onm7ColLi+GRH+8itVuy77jVZPN5mDrtLrRlukb7EhoTQr9xPdn6r3fpy+lwYjfbGxhLgEGT+5I5IANNiZb49Fj6jO3RYg3aM+1hrO3ZW8rHn67B5XIzeVKvZu/hHThQjtXm9VbWaE0IgtCkA9jatTkEhyiJsKuJjQ3h6rnDiYkO4T/3TWTZ8oMMG9qJ/v1S+fmXlRiNcN7E7nz1zQa2by8kIkLNww9OadL7VSKR+IpoDx/ekbBwFRqNiSsvH9po+1OJSqU4ZenvjkV7GG9tBdFgBkh7ilVK6ZpERX41qpAg+o7r2WS76bdOZPqtE1n+7VoenfgCIZHB3PvZzYRGhVCWU0FZdgUIUF2kZe28zX5ZgBIy4hg+azB71xwkKiGC2XdP9R3btmgX/3ywhMiECG549XK6DZcSmRCBvtJAXFoMyZ0bzyqiDlPx3MKHfPlopach60pbpD2Mtd//2El5uQGAVasONdtgnjOmCzm51VgsdjI7xTVpLHU6M9/9sImaGgsKhZQpk4fSqc5TtlvXRLp19Wr176K9LF1WhN5g5933VuB0uTEYbJSWGfjpl61cf+0oAHbsLGb+gj0kJUVw7TUj/DIXyaRSLr5wUHOlaPe0h/HWVhANZoC0p1il/3x5C9sX7yEiPpyugzsds63b5eb3txZQWVe54Zsnf+H2d68lMSOOuLQYig+WEZUYyZBp/Ruc21jFE7fLzdeP/0JFnjche8awZM6/YTr3f3kLmxfsZPTFw6itMSGRShskSgCQyWVEB5gU4UylPYy1mJgQJHhLOgeHNL881IgRmXTuEo/RaPMZwMPU1tooK9eTkR6D1erEYfdm/HE6PX6eukdSWqqne/dwNm6qxuF0+5aJZTIpMdHe5Ua73cmnn62hsqqW3btLCAtTcclFZ5+BPJr2MN7aCqLBDJC24Hr91aM/cmBjDsmZCdz10Q1NzsBkclmjBq4xJBIJEkn9dQ57yqpCVTz15/1s+mc7PUZ08VuObYzig6XsWXWQQVP64HG5fZ+ba7xp0boN60y3YZ15/doP2b3iACGRwdz69tWkdEmitsZEWs9kELx9P9tpC2PteNx84xiCg5XU1tpa7BwTFxtGXKx/SrnKqlqefX4+VVW1ZKRH8+x/ZzFqZCZ795cRGxPCzOl9Gr3WxRcO4qtvlhMXF0rfPqkMHpTOoiX7SU2JYuYMb11Oh9ONs25suj0Cuhpzo9c622gP462tIBrMAGntIqsFe4pZ/v16bCYbhXtL6Du+J+OvGHXC15XKpFzx5BwWfLKc8JhQ5v73It+x8Ngwzrv2nONeo+hAKS9e8g7aMh0LP1/BOZePZMuCnYREBDP+Mm8fPW4PJVnlZG/Lx2qyYTXZ+Pmlv9AUa6nVW5BKJShVSqbfNoEL/nPq8ma2B1p7rAWCQiHjumv8U8F5PAICQpMJ2gNh3foc31JvYVENhUU13HzTmOOc5Q0RuWbuKMLCw333Hzokw69NWKiKc8Z2ZfPmfMLCVH5eu2cz7WG8tRVEgxkgBoOByMjIVru/XCFDLvd+EcgUMoIacZppKcNnDWL4rMCXphw2B5/e/z2HtuQRmxpF7zHdfU4/FblVLPp8Jf3G9+TOD69n7479vHXN55RlV+BxezgciKkOU2Ez2aipMPiua7c4mPfqfM679hzCoht67bkcLt666VOqi7T0n9iby1tQWaU90NpjrSXs3FXM51+sw+0WmDmzL1Mn92q0nSAI/PjTVrJzKhk0KJ3pU/1njP37pfLvv3up0VmIjwsjuRmJ8QPR7aorhnHVFU0XGTgbaY/jrbUQDWaAxMY2npLrdJHaPZmZd05i5/J9ZPRKZcTsBpVnTgurftzA/577HV2FHkGA8txKOvXPILFTvG/f0qipZffKA+grDSz7ZC35u4r8rpE5MANVSBAymZTKQg32I+LmXA4XhftK6D2mYVm5+R8tZfP8HSCAprSGCVeNJj69df8up4LWHmst4fc/d1JWNzNcunR/kwZz67ZC/p6/G7vdRV6+lv790khJjvQd79Qxjkcfmcqu3SWMHpkZUMadw7RH3doCom6BIxrMADEYDISEhBy/4Slkzn3TmHPftFa5tyAIaMt0LPp8BTXlet/nSrWC9J4pzLzjPH5/81+WfLUKh9VJcLiK3Sv2Y3P5V1oIiw7BYrSSu70AqVxKRq9Uug3LZMUP67GZ7CR3TqBTvw6N9kGpUiKTyXC73MjksjN2v7MtjLXmEhlRvw92ONF5YxiNVhwObx5Zu92FpZEkAx0zYumY0fwv8VOlW3FJDW+/sxyHw82Uyb2YNrXp7D4ej8D6jbnIZVKGDe3YKrmSm0t7HG+thWgwA8TpdB6/0RmKIAi8ed3H7N+Qjd1Sn6czPDaMSdedw6gLhyKRSLj62YuJSY4id2cB5981mW+enEdIcv0MQR2m4vIn5vDnu4sB8Lg85O0qwu0WeH3NU5RmV9BlcCeCwxtPZD35hnEU7S+hLLeSYTMGEpNyZnrTtsexdtst5xAcrMRmc3LN3BFNtjtnbFe2bC2ivMJAl85xdD5OmavmcKp0+/6HzeQXaAH4d+HeYxrM9z9cydq1OUikcN6EHo0Wh25rtMfx1lqIBjNAzuZYpdoaEwc352LUeDOtJGXG02t0d4bPGkhix3jfr2iJRMK4K0YyZFp/4tNjSewYz8b5W33XsdbaOLQlj6HT+rPkq1XY6pJkVxZUYTXb6T+h/ovIYrTgcQuERtX/8pXKpNzy1tWn45FblfY41lQqBbfcNPa47eRyGQ8/OPm47VrCqdLtyKw/x0sJWFyiw+X2gBvy6oxsW6c9jrfWQjSYAXI2xyoFh6sJjQpBX2lAFRrEjNsnsX3xbl66/F1Co0K44ZUrGDZjIPvWZvHBXV9hNdkYMLE3t797LWlDEvj58fmY9RZUIUF0HdyJideMZdDkvrxzy2fUlOlJ6hhPYkb9TGP59+uY98rfeNwept0ygVl3nZov2LbK2TzWToRTpduN13s9vQ0G63EzAHXvlkBpqbcaSu+epy8f7IkgjrfAkQiC0OTBDRs2CN27N3S+OBvRaDRn9eZ4dYmWP99aSJfBHRl90TDuGvwYmuIaAIbNHMj9X93K69d+xKa/twMQlxbDO1ufQ6fX4dC7+ePtf+k6uBOZAzIwVBvpO64nmtIa8ncV0uecHr5lWEEQuHPAo1QXe3+dq8NUfJHzZqP7lYIg4Ha5/aqsnAmcrWPtwMFyDAYrQwZnYDRaee2NJVitTs6b2IOpAVQFaSu6ZedUIZdLW7QP2xq0Fd3aEtu3b982YcKEBp6VZ9Y3zSlEJmufDiYejwfpCcTFHSZ7Sx66Cj0mgwWZXEZcagya4hqCI4LpO86b87XzwAx2LtuL3eIgPDbM65gjk5HcOZbb372WhZ+t4JnZb2A12xgytT/3f3Ur8R38X9T5Hy5FU1q/lGWttbFlwU76juvJb28uICohgqk3n4tZb+GFS97BUG2k69BM7vnkxnbhYBEI7XWsnQh//rWTeb9ux2Z3MXhQOkqljINZlQD8PX8Pkyb1PG58Z1vRrUvnU1MwwO3x8MmnaygvNzBmTBfOm3Byci23Fd3aA6LBDBCj0UhUVPtxMnHYnLx0+btU5lfToWcyD3x7xzFzs1qMFmprzMSnxzYwPFVFGr569Cf0VUb2rs0ipXMij/x0N6t+2kBK5wR61yVJn3XXZMJjwyjJKmf2PVMAf912LNmD2eBNbZa1OQeryYa6rnbh2l83s33xbkw6M4LHv28HNmaz6LMV7Ft3CJlShrZUh1wpI3dHAeBNBF+eW9Vkjtr2RnsbayeDvfvKsFi9zielpXp6HbGcKZdJkQbwY+hM1+3vf3azYkUWbo9ARYWRoYMziIg48Sw9Z7puJxPRYAZIXNzJ8+Y7HWz4cyt7Vx8EQFuuY9+6rCarf2Rvy+edmz/DbLDQe2x3/vPFLX7HjdW1WIzeFHfWWhsV+VX0n9CbydeP82snkUgaZB+Ki4tj9c8b+eGZ39BXGTicgFRfaeSWng/w0b5XyN1RwOcPfI/Z4L2HIkiO0+7yXSN/VxHaUu/yr9vhpiSrjNEXDyMoRInd7CA4TE34aSq2ezpob2PtZNCvbxoHsyqx21106BDNtdeMwGpzojdYufCCAQGtHjSm246dxfz2+3ZCQoK4647xTVYtaQ/YbE7cHu8WmsvtwXVECsoT4Wwcby1FNJgBUlNTQ3Bw4+EObZGEjDhCIoIxGyyERgQTk9T0L8gFHy+lssBbRPfQ5lystTbUR3gGdhqQzoDz+pC/u4i4tJhmpeSrqalh/odL/WI3D2Mz29n09zZMNWafsQT8jCWAy+nGqDUBXk/Z4ecPYsxFwzBW1ZK1NZfJ14/z86Zt77S3sXYymDG9Dz16JGIwWunXNxWZVMq9dzcsS3csjtZNEAS++no9JaV6AD7/ch1333nuyez2aWXO7AHk5WmoqTEzaFA6MSfpR+LZON5aimgwA+RYzlFtke7DOnPlUxewc9k+hp8/iOXfr2XXiv3EpkZz3+e3oDyiwn23oZ3ZtnA3NrOdsJhQgo6qPiGVSrn/q1sb1Cx0OV2UZVcQmxpDcLh3aSh3ZwEmnZk+5/RAKpWiKdFiNfknLziSJV+t5sonLyShYzyV+VWNtjHrLb5sQB7Bwy8v/82fby/issfOZ/bIKVhqrcesp9jeaG9j7WSR2enEZjqN6ebx1H/mcnkaHG9PBCnlPPrw1OM3bCZn63hrCaKXbIDYbDZUqtNbhf1kUVlQzaOTXqS2bpZ2xRNzmH2v/4u3+ueN5O8u4vy7JhOZ4F+xft+6LPauPsiEq8cQmxINeFPYPTPnDQr2FBOdFMmjv9zD5n92MO/Vf7BbHQybOZCh0/rz08t/UJ5djUSKb28yNDoEa60Vt9P7Qaf+HXjqj//jrsGP+WI9jyQiLgyP24PD5kQikWAze+M3Y1KisNRacdpdjJo9hDs+uO6k6tZatOex1po0ptvqNdn8M383KrWC/9wzkchIcSZ1NOJ4a4joJXuCVFZWtttYJYVSjvxwfUCFzG+59TBjLxnO2Esalmnas3I/b9/8GUatid/eWEBMShS3vXUNYbGhFOwpxma2U5ZTyfLv1pK7o9C311m4t4TcHQVkDEumPLvaz5EnLDoU0xGllcqyK5EpZIRGhXgNpgTiUqOJTIggb3cRhupalGoFc5+5mC0LdrJ7xX7Am6zdavTOXjf8tY1rXriE0Mj2vzTbnsdaa9KYbmPHdGHsmC6t1KP2gTjeAufsLGnfAkJD269TSXRyFBf+33R6je7GuVeN5rzrjl+y6zA7lu/z7R8KHgFNcQ1fP/kz8R1iiKqrJBEeG0bfc3rQc1RXr9erBGrKdVQWVFOV65/tJDhcjeDxXxpTh6n45omfKc/1hhEgABIJKV2TfN6RbpebyNgw7v30JsZeOpwxlwxjxPn1FVYcVge/vj6/mcocH0EQTvuSVXsea62JqFvLEHULHHGGeZYw6bpxTLpuXLPPO++asWz4YyvaUp3vM29y9WAe+ekuln+7jn7n9qTnqG70HNWNbkMz+fiebyjPa3w/0mFzUpFXXf+BxFtceuuCnQiH95skUF2kZdWPG4iMDyc8Joy0HskMmTEAh8XBedeeQ0rXRCQSCZvn78BQXYtMISUuNabZz3cstizYyffP/ApIuPyx2QybOfCkXl+k/SAIAstWZJGbU8UFcwYQFxd2/JNEzjjEGWaAmEym1u5Cq5CUmcCLSx+r39eUwLCZAwCITYnG5XSx+qeNGLXevceeI7sSFlv/ZZLQxd+IuRwuZHV1PSPjw7nlzbnc+tbVyOuckCRSCYq6fJ2CR0BXYSBzQAZ3f3wjdrODJ2e8ylMzX+WxyS9hM9u57Z1rGDipDzNun8TUm5v2gNy7+gDPzHmDt2/+zC+B/LH4851FlGVXUpZdwV/vLgronJPB2TrWTpRTqdvCRfv48st1LF56gBde+he3p307EB2JON4CR5xhBkhCwpkRFH88bCYbP7/yNyERwcy+ZwoyuYzI+HDi0mLQVxpAgH1rDuHxeLhnyBO+FHa5Owp4bc1TANzy5lV8+fBPVBVWs29pToN7DJ0xAJfdxax7ptBlUEd+e30BUYmRRMZH0LFPKjaLk7XzNuF2euPMNCXeGMy8XYUU7itB8AiU51Sy+Z8dTL35XAZO6nvMZxIEgc8e+IGyHO+SrzpMxc2vX3VcLQ57/gKow088QDxQzpaxdrI5lbodyq7EVhfuZDLZsVmd7Tqm80jE8RY4osEMkOrqatLS0lq7G6ec16/7iF3L9yORQlVBNbe9ey0A0Yn1nrPhcWGU51T6DBlAyaFyVvywnvFXjCStewpP/vEf3rjuI1xBDrb+stfvHre/ey1Bwd4vm9/eXMBvb87HZXeT3CWRa1+4DJlcRlKneJZ+vRq5Qsb02yYCoAxWEpMchaakhpjkKPqMa5iIYd+6LA5uyGHC3NG+WfHhnLOHsRqtDc5rjLs+up4vH/kRQYDrXrw0oHNOBmfLWDvZnCzdtFoTr7y+GIvZwejRnbn04sGcP7Mf2TnVmM12uvdIPGOMJYjjrTmIBjNAzpQYv+OhKzcA3hCQDX9uY+4zFxMaFcKdH15PTOofeNwernh8Dt8+Nc/PGcbj8vDVYz8RFKxk5OzBuJwucncWkjrA/9drRHyYz1gClGaV47J7jZm2tIaaCj1xqTFc8J9pTL91AjK5DLlSzvyPlvL7G/9itznoPrwzN752Jald69OnCYLAvFf+4Z8Pl2CttbH+9y28uPRRkEhwOZxMv+08ln69GnWYmqufvTggLcKiQ7n74xtbrGVLOVvG2snmZOn23Q+byMnx7rMvX5HFnPP7k5ERy+uvXIjJZCc6uv17Yh+JON4CRzSYARIdHd3aXTgtdOqfTtGBUsCbiWf1zxuZdssEgoKDuPb5+lmWrZF9QKvRysa/thGkUtBvYi8UQQryt5YAIFVIkSIluUsiJVnlpHbzGruLH5rJ9iV7fMkJXr3qA654Yg5mg5UR5w/y5b/d+u8u3z6pzWynQ48Uv3t/++QvLPh4GR6314jrKg1s+HMb8177B6fdyTmXjfQtGbd1zpaxdrI5WbpFR4cgkYAgQG2tjedeXMBVVwyja5cEgoIUx79AO0Mcb4EjOv0ESHV19fEbtUEEQeDfT5fzzi2fkb+76LjtL3tsNtG+cJFQugzq2Gi7uU9fROeBGUik9b9OFUFydizdy2vXfsj7t3/J7e9dyznXDiOuQwwepweX08WBddncP+Zp/qxzoknsGE9Gn/rloII9xbw69wPeu+0L3r75M8AbMqIKUfruFRTszUSkrzKy+IuVlGSVkbuj0GcskUBaj2TW/rqJyvxqasr0bPp7W/OEa0Xa61hrbY6lm9vt4bU3l3D/A/P45NPVxwwVuvzSIUyZ1IvICDV2u4t9+8r55NM1p6LLbQJxvAWOaDADJDw8vLW70CJWfL+eH579nbXzNvPmDZ/4suQ0RXRSJPd/fRvnzh3NHe9dR2q3ZN6/40tu7fMgD537LIs+XwFAZEIELyx5lInXjCE2LZr03ql06p+B3WzH7fRQtL+MroM7Me26iZxzyXDkyvoSQoJb4N+Pl/n+P/bi4X6G12l34Xa5KT1Ujsfj4bmL3mLboj2+sBNduR5tmY7/zn6dzx74gecufIuULgmow1QoVAqGzRjIE7/dR1KnBKQy73VDo9pPrFl7HWsngscjcOBgOeUVhhZf41i6rVp9iE2b8iko1LJydTZ5+Zom28rlMm68YTSZmfWp+tzuMzd93Nk43lqKuCQbIG73yakMcLrJ31WIvc5IWoxWTHozquM4LHQZ1NE3s3zjuo/Z+Jd3dlZTpucPzUJGXTiU4oNlqIKDuP6ly6kp1xOdFMmf7ywid0cBLocLo8ZIbY0Jt8fNxQ/PQh2u4of//o7bfTgdXn1mkbGXDeeHZ3/DUF2LVCZFHiRHcHvo1C8do8bUIKbTYXNSfKCU6kLvl15NuZ6YlGie/ON+nHYn3YZmIpFIuOZ5b+afmko9Vzw+5+QIehpor2PtRHjjraVs2VpAcLCSa+YOZ9w53Zp9jWPpFqxWIpdLcTjcKBQygpTH/+q77toRmMx2nA43F11w5sbgno3jraWIBjNAzGZzu6xKPvu+KRzYmE2tzkyP4Z2JSW5e3bvamoYxWl8+8hOb/tqGTCEjOEyF0+FCKpcREqFGKpeCAwzVtXz/zG9Mve8cYmNjmXnHZIbOGMiHd35NWo9kFCoF13W6F5fLTY/hnbFb65Kruz2ce+UoRswaRPcRXRA8AnFpMRiqjMjkUsJjwxg+cxA9RnQhpWsi+XuKiU+PZeScISRl+jsYyeQyLnlkVsvFayXa61g7EfLzNbhcHoxGGxs25bfIYB5Lt2HDOjIluxd5eRoGDkgjNfX470FSYiQvPDu72f1ob5yN462liAYzQBITE1u7Cy0iJjmaV1Y+gc1sIzi8+Ymn59w3FV2Fdwk0Ii6MmXdMYuk3a3DYnGBzYq2tr0SiP3I5TQKhkcE+3Qr3lzD/gyWMv2oUAyb05r6RT/mKSe9cts9bJxNv+a607ikU7i8hKDSITn3TefK3+9i8YCfpvVJJ75Xqu8V//36A7B35JHVM4Idnf0NTUsM5l45gwtVjWqBU26G9jrUTIT4hjIpKI2q1wq94dHM4lm4SiYRr5o5oaffOaM7G8dZSRIN5BAv2ZLM2p5ixXTowpXdnv2MVFRXtNkGxVCZt1Fg6bE4+vvcbasp1TLtlIkOm9W/Qpu+4nry58RkEQUAq9W55L/p8pfdgXTHoo4mID2fgxD5c9uhsSstLiY9O4PVrPqIir4pN83dy3YuX+bL5+Ki7jsfj4c93FlJVqCEiPpz7PruJnqO6NZoYXhWqos+YHvz4/B+s/XUzCN4kB8NmDWzXSdjb81hrKY88OIVVqw8RHx9Gv74tiwk8G3U7GYi6BY5oMOvIqtDw3ootGG0OdpVUkhkfTZf4endrheLMcyf/33O/s+aXTQBoSnWkdEvkgzu+wm5xMO3WCb5C0W6Xm19e/huL0cqYi4c1Wgz6MFK5lMSO8cy+dwpypRyFQoFBY8Sk81YnsRqt/PLyXwSHq3HYnUilUoLDVFTk13nqCd7E7QCGKiNfPfYT6b3SuOrpC4mIa9w5weV01Rtct6c+J2075Uwca8dDqZRz3sSeJ3SNs1G3k4GoW+CIBrOOCqMZk827j1ZrtVNhMPkZzIiIiKZObbccuZzqdnn44M6vOLQlD4A/317IkGn9kUolfP34L6z833oEj0DujkLfOVKppD6UA0jMjKMit5qsTTk8POF5xl02khEXD6LrgEy6DcskZ1sBDpuD6qK6CiYSCI0MYejMgaz6cQOGKiNhMaGEx4RSnlOJQqWgYE8JBXtKqCys5pl/HvTr/+IvVrLyxw2ERYXQf2IvjBoTI+cMJiy6/XjENsaZONZaikZr4rPP1yKRSLj5pjFEHaOepahbyxB1C5xjGkyXy0VhYSGxsbEYDAacTieJiYlUVFQQEhKCTCbDaDQSFxdHTU0NgiAQFxdHZWWlr2SMyWQiISGB6upqJBIJ0dHRVFdXEx4ejtvtxmw2+66pUCiIiIhAo9EQERGBw+HAarX6jiuVSsLCwtBqtURFRWG1WrHZbL7jKpUKtVqNTqcjJiaG2tpaHA6H77harUapVGIwGBo8UwelwMzuqVQYzXSPCad/UgwlJSW+Z8rNzSUlJaVdPdPx/k4Tbh+JW+b0JgLom8ySj9Yy+KLeuJ0etHl6vnnpR7SFelShQQy9pC97Fx+i06gURlzRn73LD9F5RDq5mwpxOpwkd0+gZHcV6UOSMessVOZoqanVsmbBevZvPshlL8wkWB7C0l9WcnBdLroyI+n9k8nbUkxeVh5jrh1Mh4w0YjpHEJMYTVW+ll1r9rLxlx2k9E4koVMsdrvd90xup4fcnDw0FVrCUtX0HNmZKVdNpLKyEq1W267/Tk6nE5VK1a7fp5P1HfHTT5uQySzs2avjn3/WM+Hcnk0+U25uLnFxcW3+mdra38lisZCYmHhGPdOJ/p2aQnKsAN4NGzYI3bt3P77ZPYNwezzIpA3DU/V6PZGRkae/QyeJdb9t5tCWPGbeOYnYlIaZPd6++TPW/boZALlSTkxKFJV1y6QpXRO9sZFONxOvHcuF90/3neewOVnw8VL+/Xg5JqMFl93ltySa0jsBlVLNi0seBWDp16v55D/fNbi/TC7l/Z0v+ZImAOxctpcvHv4Rt9PNlJvGM/OOSb5jNrOd+0c97Uv+Pu3WCX6ZiNoz7X2snUweeex3DmV7w4q6d0vg+WN4rYq6tQxRt4Zs375924QJEwYf/bm4JHsUjRlLi91JYXUNqpBQVIr2J9mKH9bz1WM/YTVa2bVyP4kd46jVmjj3qtFMmOv1KJ149RgObszGoKml58iuyBUyr8GUQMe+Hbj5jbm4XW5CIvyXxOQKGX+8vRCLoT6huUQqQR2qwmayExYXSmJifbhH77HdiU6KpKZcj0Qq8RlXjyBQllNBWHQIirr0Y/0n9ObNDf/F4/b4PjuMKiSIC/9vOsu/X0dUfDiXPzb7VEjXKjgcjtbuQpvh4osH8d133n32yy4bcsy2om4tQ9QtcNrft/9pptpo5uqv/mRYXCgb5m/grUsn0yPp+DFLRqudp/5eRa3Nzpz+3Znet8tp6G3j7F+f5avQoSnWUnaoAvCmlhtz0TCUaiW9Rnfj+UWPUFOmo2O/DjjtLn566U+UQQouemCGn8GqKtKgrzTQeWBH/njrXyxHVf+QKWTc9dH1OO1uXEF2Rp43zHcssWM89399G+t/38KASX344sEfMGpNqEKCeOeWz1GHqbjv85vJ6O31lJTJZcjkMo7GaXdyYGM2bpebmgo9z130NiPnDGbqTU3XxGwvWK2BVVM5GxjYvwMD+3cIqK2oW8sQdQsc0WAeh2fnr6HW5mBThQGz083Dvy3l+xsvIDRIeczz3luxhS0FZQB8vXEXU3pnNjp7PR3MuG0iWZtyMenMqMNU9U43RxGdFOlbEl35w3oqcqvod24vP2O56e9tfP7Qj5h0ZhLSY6nIr/ILLYnPiKXPmO70HdeTLx76H0a9iYigSL9SXF0GdcSkM7H827Vc+sj59D+3F/8Z+TT6SgP6SgNfPfIjj827t8Gs8kh+evFPVv1vg99nVYUaRpw/mMj49p3qS4yLaxmibi1D1C1wRIN5HKR1OU6HJUawtLgGs91Jda3luAZTJqs3jtJWLp+T3iuNl5c/jlFbS3hMKO/d/iX6KiMT5o5GqW74HIX7S/j+md8w6cwc2JBNRt80Nvy2lTXzNmGpteJxedPbleVUcOQW+CWPzOKi/5sBwNdP/Myyb9cy7LJ+fPrA97y54b++mWJFfhUf3v0N+koDe1Yd4KEf7iQ4IhhtmTecZP/6bJ6/+G2e+vP+JksPmQ0NfxULgoDg8ZyQVm0BMS6uZYi6tQxRt8A5KwzmW0s3sbOkkpTIMP478xzkssZnemuyi/hp6z5iQoJ5ZOooVAo5d08YyoPzllLrcKGQSumTGk+H6OPPYO4aNwS9xYbBYuPSwb1abXZ5GHWYCnWYCoAHvr39mG11FXostV6DZDXZ2PzXdhZ/ucqvCDPgZyy7DMpgzr1TAW8R5+XfrgXArLNQXazlvuFPMuaS4Vz84EzKDlWgr/RmBarVmlj14wYe/P52np3zJlV1+WHL86owGyxNJiC48skL2PjXNsx6b7agqIQIptw0nqjEyGao0jZRKo/9Y0ykcUTdWoaoW+CcUQZTEARyqnVEqoOIC/N+0eZV6/h3bw5mh5O8qhr+2pXFBQN7NDjX5fHw3ootlOq9NRcjgoP4z8ThdIqNYt6tF6PR6cnRmfh49Xau+fJPLh/Sm2l9OuP2CI0a4OAgBS/OaZ/7aX3P6cnA8/pQcrCMpMwEOvRJ8yuHpAiSM/6qUeRtL6SmQk9SZgKP/XKPbwb5x1sLfTGeVbla3E43FfnVrPhhPXPuncrmf3f63W/JV6twOVzM/e9FfHr/dxi1JuJSogkOVzfZx9CoED7e9ypLv1pFZGIkI84fdMYUwg0LC2vtLrRLRN1ahqhb4JxRBvPpv1exPreEkCAl/zlvGGO7pKOUy1DUGTSZTEqwsvF9MUEQ8BxhFGwOl99xs9HAvG2HyK6qAeC7TXuYt/0ARpudIenJPDx11Cl6qtOPVCalzzk9EDwCAyf1ZexFw9izYj8HN+UgkUqYdedkIuPCiE2JJjQyBG25HqvJ5ksYcGRoSI9xnanO24LgEVCqFEjlUr+ECQAIsPmfHdz2zjXEpkVTfKCM4TMH+lLxNYVSpWDarRNP9uO3Olqt1hcnJhI4om4tQ9QtcM4YgykIAvvLNVidLqxOF//uyWFsl3RSo8K5anhf1uUUkxkXxeRemY2er5DJuHxIL/7ZnU2oSskd4+tDcLYWlLF4Zw6FNfXJxY1WO8U6IwDrc0vQmizEhDY/uXlbJGtzDj+98CcWo5Wszbl0HdKJuz66wXf87/cX894d87CZ7EhkEgS3wI4le3hx6aNIJBJufPUK1KEqjNpaZt44CbldSdbmXCbfMB6pVMrcZy5CU6wlb3cRbqd3mVeo8xzK7J9BZv+M4/bRbrFj0NQSmxp9XMPa3oiKal5FGREvom4tQ9QtcNqlwfQIAl+u20mBVs+1I/qTGR+FRCIhPiyEcoOJYKWcvqn1sX+XDenFZUN6IQgCn6/bwaHKGmb07cLYLv4b3RcM7OFbrt2UV8Ki/XmM7dKBD1dtI1EB5QZvqauoYBUz+nThp637cLg9BCvlhBzlBKQzW3l9yUY8gsB9E4f5lojbOoIgsP73rb49TEutFV2lnpjkKL567CckEglGbS02k7fGplCXGk9facBucaAKCUIRpODaF7xJBCrKK8jfU0xJVjk/vfgnoVHBjLpgKM8vfoSFn63gh2d/w262021o58Y71AgV+VW8dPm7GLUmugzsyEP/u/OMMppWq1Us6tsCRN1ahqhb4LRLg/n1+l18u3E3Lo9AXrWeb64/H5lUyqsXTeT3HQdJjQrnnK4Nvb7+2Z3ND5v24nB7yK3S0SclgahgVYN2JTojz/+7lhqzjU35pUiAqCMMnkIm5ZoRfVErFewvr2Z6784EHRUr+Oz8NWyuCysxO5y8fenkkyvCScBitLD21y106tuBznUFoz974AeWf7cGBFCFBtFnbA/6ntOTFy97l13L9wHe4s/RSZHU1piQSqV4BAGJREL+rkJ6jOzqd49aQy1VBV5HHpPOzPJv1zLqgqEATLlxPJ36dUBbpmu0UkpTzP9wKWXZlQBkb8tHU1xDfPqZU8/PZrMdv5FIA0TdWoaoW+C0S4NZrDPiqssQY3U6cbjcqJXe/ckrh/Vp8rwKowmH2xt2YHO5sNgdjRrMohoDOrN3EBmsdkZnpnGoWuurZmWw2jlQrmFkZioL9mbz0qL1DNifx7Pnj/M5nlid9XugNofzJD25Pws/W8GaXzYRnRTJXR9e32iISFN43B6emfMmeTsLCY8J45a35zJkan+K95fidno1SumSxH1f3AwSsNTVrgRv6rwXFj+CscaEtrSGd2/7Am2Zjndu/Zxn/32IX1/9h4Obc4lPi+GuT6/H7a4P9dBXGf360XVI40vkx6LXqG6smbcZi8FCeEwY4bFnltOCGBfXMkTdWoaoW+C0S4N5/aj+5FbpMDkcjOmchroJR56juWJob3YWV6I1WxiQlkhKVOPLEIPSk+ibmkCJzkhSRChPzRxLVXkZjyzeRpHOiN3l5t0Vm+kYG0WJzutVu6e0CqPNToTaa4CvG9mP91ZsAeDqEf1OwlP7YzZY+POdhWhLvbGLCR3juOqpCwM+36g1+eIejdpaNv29nSFT+9N3XA+KD5bh8XiQK+XcM/QJFEEKRl80FJPeDEiYeft5RCdHEZ0cxYH12b60ePpKA3vXHGT9H1ux1tooPVTOpqVbyeidyoEN2QBExp94ZYTh5w9CQGDf2iym3zYRVUjQCV+zLSHGxbUMUbeWIeoWOO3SYKZGhfPVdbNweTwoZA3TpjVFSJCSty6dRE6VjuTIpr3CsitrUCvkDEpP4v/bO+swucrzf99Hxmd21neTjbsLEIFASEhwtwLFal/aUkpLveVXpS1Sb6nQFihWL1KKOzHiRtyT3azLuBx5f3/MZnaX2OxkZSac+7q4yM45c+Y5nzlnnvO+7yNfPf8MXDYVp9OJ3+WAlI9hT3OAOaOG4LarRJM6fpejyzrmzOFVPD68Kutz7G0KSr1Ujaok1BSisNLPOTemonyv+dqlzLrsVPZs2M+fv/IU8UhqrXLD21v4zG8+xtgZI7qsF869bjbv/GMZLQdbqRozgDEzRqC2N4dWVJm961OtuZxeByOnDeP2336sR+w//fLTOP3yw2ojnxQ4nYfPelgcH0u37LB0y5y8dJgAkiR1y1kC6IbJnX9/hW11TZR53dx39UKGlxZ22UcIwb0vLUlHxPqcdu5aOBuXy8XZY4ay8WCqg4dmmHgddr507ulsPtjIjbMmofZh4InH7+byOy9g0b/eo7iykI987dJuvV+WZe7+9xfYvmo3FUNLKR1Ukt5WPqSEn9z0u7SzBNi5eg8/uuoXzLl6Jp/99a1d7Pjxq98k1BLGV+JFkiSU9gL1pmGydekuWg62AVBQ5qNk4OEReY3Vzbzyp7cYP2cMp543pVvncTLich09/9Ti6Fi6ZYelW+bkrcMEiCSS/OL15USTGp8/ZwYD/Edfy4omNWpag+xpaiVpmNQEwrywYTt3nDOzy36mECSNjoo2bdHUWmZrayt7mzvSSiRgwoBSJg+q4IKjpKocC80w+Plr71EbCHP1KeM5a3RmBaY7c8Gn5nPBp+Z3+32HsDlsTJwz9rDXY+EE8UhHIIDDbScRTXU02LVu32H7y4qMvyw1va0lNA49NwgTBk4oZ9+aGhRVoXJ4+WHvTcaS/Pgjv6ZmWy1vPrWYT//qFmZdfErG57D0mZVsfHcrF39mAYPGDsz4fblMa2urFbWYBZZu2WHpljl57TDv+NvL6UICLZEYf7jpYn7bXvS80u/lB5fNw64q/G3F+zy2bAPxpJauDVvkcjJ7xKDDjqnIMldOG8cLG3fgttv4xJxpRJMaD6/axob6VlRZQjcFg4sLGFNRctj7M+WRJet4YcMOTOBgIMTMYQNx9HHrsEBjkJ/e+nsibVHOvGYWV33pIgAKyws49YKpbHhrE95CD+Nmj+LNp5agJXSqRlUc85g2hw2np2OKp25rI7MvP5UBIyu47huXHbZ/W0OQQGMqECjcGmXj21sydpjL/7eGP375KaKBKJuXbOO+N/5fuvxfPlNSkv119WHG0i07LN0yJ6cdZiypUd0WYnBRwWF9KBft2M+uxpb03+FEkprWIC++v5NALMGuxlb+uXoTN82awkvv7yScaO/5ZgimD67ktrnTmVx15B//j86axKVTR/Olf77GF//5Kk5VZYAdmsIxbIrMOWOGcufCmUd0cKI9xeJ4BGMJDsWO6oaJbpr0dejKk9//D9uW7wJSjZ0v+ezCdKTtp3+R6n+pqApCCKaeM5FIMMacK4/dkxBg3KyRHNyRaiE2YGwFd/7y/2iuaWXnmr2MOmUYcqdSgqWDixkxZQg71+yloNTHBd1oz7X1vZ3p6N1gc5i2hsBJ4TBDoZBVeSULLN2yw9Itc3LWYQbjCT7/t5epaQsxqKiAB2+4oEuHkL3NbbRnliAB54wdhk1V0uuIiiLjaS8q7HN2dUVTBpUf1Vke4pm129hSl8oftMky4wel1t40w+SdHfuYPbKKiyZ39Lg0TJNvP/c2OxpaGOj38sDVC485Yvz03FPZ1xIgGEtwzrhhhxU+6Av8JT4O5cqodhVZ7boGe6g2rCRJnHKctcVIIEokEKVscAm33PMRgs1hQi1hZl46ldUvb+DPX32KUEuEqedM4OtP3ZF+nyzLfOufX+DgznqKBxQes37sB7noMwtY/+Ymgs1hRk4bSsXwssxPPoexGvpmh6Vbdli6ZU7OOszlu2vY1ZgKSd3Z0MLqvQc5e+yw9Parpo9j8c4DNIWjjKss4WNzpiFLEh87YypvbdvL0JJCLp+WWp+7/+oFfO3fr7O1rgkhBG9s2cM5Y4cxsrwYgLX769hYU8+lU8ZQ5En9YI8sK8TjsBFJpHIotwY61vQMIfjT4rWcM244zZEYA/xeNh1sZOmuanTTpDYQ5qVNuzhz5GAK3c4jFmcvcDl48IYLe0W7TLn+7iuIBKI0Vrdw2R3noWY5Jfz+u1v4/ReeIB6Jc+r5U7j9Nx/ja09+DoBEIsGDn36U1rrU+u/eDQd4+Gt/RbEp3HD3FTjcDmRFZtDYAd3+3LJBJdzX3raseEDhSVPtx8qLyw5Lt+ywdMscqXMXig+ybNkyMW7cuD40p4Oa1iCf//vLNISiVPg8/PajF1LpP3zaQDfMo7br6kw4keSmh5+lKZyawjt3wgi+e8lcluw6wL0vLqYtlqCq0MfDt1yK15ka7f133XZ++85KIgmNhYOLebO6JT2qHeT3oigKrdEY4ypL+eLCWXzury/RGo3jttuoKvTRFI5S4nHxi+vOP2KBhJOFn97yO1a8sA6AsiEl/Gb1j9LOa9++fWx/ay9Pff9posEY3iI34dbUd+Av9VE5spxrvnopU+dP6C/zj0rSNAhqcUrs7j7thLJv3z4rLy4LLN2yw9LtcNasWbN6wYIFh+Wt5cwjeULX+dmry7j72beobglQVVTAfVct4JbZU3jg6gVHdJZARs4SwGVT8bU7QqeqMnFAavpu6c4DtMVS6RM1bSG+8I9X0NubEF82bQwV7SXxGmNJBhR02FAbiqSmVONJttQ2ISFx54KZnDlqMJdPHcOBlgCt0Tg7G1t5fv227ETJE0ZMG4bdmSoeUVDq6zLSc7lcnPuxs/nSo5/m4/ddT8WwjmnTQFOIbct38cR3/tXnNh+PA9EANy77Jx9d+k++tu5ljvVg2dNYYf7ZYemWHZZumZMzU7K/fH05z29IVYOpC4R4+NbLGFNRckKRqJ1RZJmfXL2Qx9/bwNiKEi6bmqp5esX0sby2ZTfR9nZeNW1B6gJhBrVXAbrtrOn84vUVCEmm0G2npr0Au2EKFEnCEIIij5MSr4tzi0dw7vgRtEbjvLltD/FgFK/DxoQB+bu2ZhomW5fvpLiykMoRh6eFAFx514UUlHip2VnHVXdd1GWb3W5n+6rdBJqCLLj5LBRVIdgUJtAUJBlLTXf3pTPKlMf3rmVPJLUksK6tloZEhApn3wRGWA19s8PSLTss3TInZxxmcziW/ndU04+xZ+a89P5Olu+uYe7owTy9bhuxpM6wEj8J3cAQAlWSGF1ewjcvmMP9rywlnNAo93ko69SmqyUaJxBLMLmwgLUtEWRJSvfNdNlUnHYbd54zs0ufzUKXg3Kfl6ZQDJui4HFkVrovF/nJzb9j3Rvv4y3y8vF7r+OMI0TJmoZJzY46GvY20rCvKd0XE+Dlx97kmR++gjAFr856h3te/DpzPzKb1ro2/vTlp0jEElz9lUv68pQyYqq/kldrdxIxkhTYnPhtfTelHggEKCws7LPPO1mwdMsOS7fMyRmH+amzplEbDJPUDS6bMub4bzgOK/fU8Os3VxCKJ3l3x/50MYJt9c28vmUP2+qb+PbFcwGo9PsYUuynPhhhaElhKnK0ne31LcR1nY3NYQwh87HTp/DE8o1ohkk4qRFOajzx3sYuOZ1tsQQH20IYQtAajXPP/xZR4nUzZ9Rgrp8xEegYVfXl2lh3MU2T/ZurMXSTQGOQpc+uOqLD/Me9z/HSH9/ANAQ1O+r5+dLvISsyuqaz9O+rEO0Lv3s3HsA0TJweBwNGVvCdZ7/U16eUMZdUjUMgWNdWyy3DpuNU+u5WKS09eTqv9CWWbtlh6ZY5ffYr8N7ual7fsofzJ4xgxhFqrI6pKOWJT1yRcR7j8dje0EIongqX1jpV7oFUlGtNW6poelM4yreefoPGSGqE+9a2vRQ47TSGo4TiCc4bP5ICp50xhW4Mp4cynxutU/cNaO8huesA/169hapCH587ZwZFbifNkRhOVaG6Lcj+1iB7mto4c9RgttU18/DitUiSxO3zTmPOqMEnfL69gSzLlA8tpfFAC+4CF1PnHTkwp6m6BbO9L2YynkTXDOyKjKzIDDtlEHXbU+k5BSXeLjmYuUBbMs6mQB3jC8opdnRtAH5p1XgurRp/3GMYwkQIgSp3r1Tj0QgEAng8+dE/NZewdMsOS7fM6ROHubuplR+/uJiWaJwVe2v47Q0XMbj4yKWYMnWWQgi21jXxp0VraYnGmD64ki8smJXeftnUMby1bS9N4ShDiwtx2BR2N7YSTiSxKQpnjkyVojvQEkw7y0Os3HuQg+1rlbsaW4kmdRyKlwORGIOK/Ok2X5Cafv3M2afywxcWcTAQRpag0OXkFx85j3+v2UJbNMbz61Nrs5phkNQN/r5yE/tbU9Vtnly+MWcdJsA3/34ni/69nMrh5Uw88/AyegA3/L8rqd5WSywc5/TLT0sHAMmyzLwbzyCwP4LD7eBLj9zWl6Yfl7ZknP9b+Qx7Iq0Mdvv504wrKHV074djefMB7t/yLrowuW7wZG4cNu2E7dK03mkHd7Jj6ZYdlm6Z0ycOc09jGy3tNVlbInH2NLce1WFmyo9eXMwbW/ekR3t1gQiXTh3DiNJUgQGf08Efb76EaFLDY7elHXFtIISElI66HVJcgCrL6chYoKMqEBBrDwZaXhdAE+C0KZT53DSEojhUhU/PPZXhpYVpO0wBLdEYRR4X/3fWKeiGSSCWpKYtxLTBFYwoK8LdaU3T94GCBfXBCFtrG4nrOoosc8644cj9OG1rd9lZcPNZx9ynbHAJD7z97SPODkw8dTynPD+tFy3sHmE9iSlMCmxONgbq0oE9B6IBXq7dzhmlQxnuKepyHrtDLTy0ayWD3D4+O2p2lyL7j+1Zy/5oKsf0+YNbe8RhWnlx2WHplh2WbpnTJw7zjJGDmDiwjNpAiKrCAmYNO/G2V8t2V3eZGlUVCYfa9XRkSepSHQg4rEB7scfFacMG8N7umvRrwXiHw/Q6VAwTZlUW8PqBFn784mJumT2Z1fvrmDiwjEumjObptVtx2lRKPS4GFvq4bW5HLdS4rlPmczO6vJgbZ6eaW3/v0rP51evLkWWJLy7sGBXvaWrjK/9+jfpgBABFlli+u4a7Lz62w8oVjjQ7kEu99p6v2cpDu1ZgCsH1Q6ZwycCxDHH72R8N4FPtPLp7DX/ctZJRnhLunXY+FU4vQgi+ueEVdkVaUZAAic+POT19zLJO07htyThv1+9hXsXwE7IzlzTLJyzdssPSLXP6xGG67DZ+99ELCcQSFLqdJzxiiiY1osmOaQSXXeWW2VOoKjx6txKAt7ft5Y2tezhz1BDOb+8wIkkSD1y9kEt+87e0o1QkKPN5MEzBgnHD2NnYSl0oNYW6pznAb95cycSqcvY1B3hj6x7++O4aIkmNQpeDb1wwB7/LiW6Y7Gxo4ddvrmBDTQOKJNEYjvKV806nyO3ke5edfUT7DjlLSKWu7GluA2Dt/lqeXP4+5T43dy2cjV3tmfWy3iaX1kb+W7OFunhqqv3l2u2cWzmKG4dOZWNbHS/V7sBon2jfEKzn4ncfZ7yvjEdmXknUSM0yGAhqYsEux/zWhHk4FJWXa3fQlIzyg01vokgLOKt8WNZ25pJm+YSlW3ZYumVOnwX9KLJMsadnEmQlwG1TCRgpB3f51LF85LSJx3zP/uYAP3vtPVqjcVbvq2NIUQHjB6byI2VJ4osLZvLjl5ZgmIKxlaU8eMOFJHQdl93G5Q/+nXJnh1QJw2TN/jrW7K9j6a4DaecdjCV4fsN2bpt7Cl/51+tsPNiApqcCjgwhqGkNHm5YJ+aOHsrzG7bTEIoiAQ5VYeLAMgzT5IFXlnGgNZg6d7uNz3+gLVmuonSzZ2lvUunyQVstAHsirVy9+K8khYEMmEfYf2uokfpEhPMqR/Fa3U5cqo1Pj+waJexQVD46dCqv1u0EIKgnWN1ac0IOM5c0yycs3bLD0i1zciatpDv8feUmIu1ri8VuJ5UFHv63YQcXTR511NHrrsYWWtvXUYPxBPtbg2mHebAtxO/eXoXenv6wp6mNumCYIcV+Hl2yjkA8yYwyLzvaoocdVwjB1MEVbK9rJqbp/HP1Zg4GQuxsbCGpd0TnSsCEgccO3x5ZXsRvrr+AzbWpBtd2VWHCwDI0w0hPPwtIn0c+EAwGKSo6vGl0X7Ez1MTr9btZUD6C70ycT1RP8k7jXjTR4SKP5CwBZCR8qoNPj5rJp0fOZEeoiYd3r+a04iquGNQRMTzY7WdiQTlbg00UOZxcN3jyCdnc35rlK5Zu2WHpljl56TA3HWxMB+nENZ1fv7kCWZZ5eu0WEFBe4OH7l52dXtPUDZNHl65Pv99lU5k3JjVn/+6O/TyxbD1NnRomxzSd3Y2tDCn2o7c7qnWNocPsUGWJoSWFeJ0OvE47UU3HMAX1wQiODzy1CaAp1DUaN6kb6IbZJQioqqiAqqKuAVE2ReG8CcN5adMuit0ubp93WInDnKWsrP+qHNXFQnxx7YvUxcM8X7OFh2ZcwadGnsb6tjratOM/dNw2cgaP713LK3U7sEkyYV2jVYuxqHEvHtXOuZWjAFAkmV+fegm1sRClDjdO5cQKVfSnZvmMpVt2WLplTm4lxWXIOeOGUexx4bKpqIqMKVJOcVdjK9sbWli88wA/e3UZf1vxPm3ROD944V12N7Wl3z/A78NhU3l23VZ+9OIittQ1H/YZh/pvnj02lX4yvrjrPL8qy3zv0nk0hKIs2rGf5nAMh6rgsduIJTV8rsO7W4Y6Rd+u2FPDzY88y02PPMPDi9emXw/GE3zrmTf5wj9eYXNtIwDN4ShvbdtHYyhKTNNQ8qgrR0tLy/F36iU2BxvSa5b1iQibAw2MLyjnK2PPZLCr4LCL/4NzEzcOncrr9buoi4c5EAvSqqUeeCKGxpZgQ5d9FUlmkNt/ws4S+lezfMbSLTss3TInL0eYF00ezfQhlYTjSV7bspv/rttOwjDSo0EJeHPbXuLv7+LlTbu6pAE4VIUbZ6bWO9fsq0u37/LZbTjtNmRJYlRFMTOGDQSg3OelwudGaZ/qLXDZmVJVzjWnTGBkWRGx9hwmQwjmjhxEMJZk9f7UOpnLphJrL/MnAesO1PPL15fzxYWz+MeqTeniCW9u3csnz5wOwE9fXca7O/YD8JNXlvLoxy5n9f5aDrSvf+5vCbKxup65Y/Ijqq0/68TOKKqizOGhJRFjqMfP7NJUvqtLsdGQiKSnYmXAIavEzK4lGde31eJWD3eAHsXGgvKRPLV3HaeXDGGEr5i4ofFWwx5GeIoYW3BiT+y5WFs3H7B0yw5Lt8zJS4cJ7ekhfhhdUUJlgZcH31qJAGQJyjxu6tvbeDWFo1w4cSQNoQiSBNefNpHzJ6Wm0oaW+FHaa8MOKyvi9zd2LRyuGyb3vPAubbEE7+saC8cN49uXzMUwBX9dsZHNdU2cOWoIK/YcxO9ycNfC2Xz/+XfS7x9UVMDvPnph+2ixiWA8wdJdB/jCgplpRw10iXiNd6qje2hNdfrgSgb6vRwMhKkq9DGp6shF0HORnp7uCWpx7tn0NhE9yedGzWJi4eGNwE0h+PbG11jZXEOrFkMAbsVGQXs92DYtjtH+I+GUVb4zcT7/OLCR9W116WPISGwLNvOVsWfy1N51LGnaj4FABq4bPJm7N75GdSzIX50buH3kTH6z4z2aklEKbU6+OeFsFlSMzPocrSmy7LB0yw5Lt8zJW4fZmWKPi0MPSTZF4cLJo3jivY0YQuBQVT477zSuOXUCSFDZqUXX0l3V6R/OnQ0tfOVfr/GDy+al1xSfXL6B5XsOAnDWAD+r99US13Tue3kpb2/bC6QiVv0uB/PHDqXY4+JTZ06n9dX3iCaTXDR5FC67jVOGDGB7Qwu6YVLgciBJUpfAnZJO0cN3zp9BIJogaRjcNCsVPFLm8/DgRy9k1b5aZg4d2GPRxn1BfX19j+Z43bf5Xd5q2A1A25YYfz39usP2eadhD2/U70bvFNhzaM3yp1sW8Vr9TuyywiBHAaUOD8ubD3Bt1ST2hFsJ6qlWbyaC3+58D7/dSZWzIJ1y4lBUBnn8VLenl9THw9y/dRFRQ0t/zhv1u07IYfa0Zh8WLN2yw9Itc04Khzl3zFDOnTiC3Y2tTBxYxo6GlrQjVORU2sihyj6xpIZmmizbVc3+lkD6GDFN5709NTy0aDV3LZwNwOKd+9Pba8JxQokkb2/bR30wnC6NF0lqRJIaT6/dxk2zpzCpqpwij5O9za08sngdRS4nt809Ba/DRk1biP87K1XU4NAaKUBFQcf66KBiPw/dfPFh51ju83BR+8g4n/B6e7YlVszoGJl3rs7U5TNtdlRJTjtMj2xjZskgDkaDPFOzmYSZil62yQqbg/Wsaq3hjYbdhPVkl+MYCFqSMYLJjocb0xSM85Ux2lvC7nALBTYHrZ0CiHyqnQsqR5/QOfa0Zh8WLN2yw9Itc/LWYSZ1g3tfXkJ9MMxFk0bzrQvPTG978M2VKFINhhB4HY50BZr/rt3Gb99ZhSRBQtPRzMPn7js7sgF+H1vrOhbEdVPw4NsrOWfsMOqDEVoisbTjbApH+MkrS/nEnGnsaWrFFKkgn/tfWcrkQeXcNHtKl885Z+xQ6oJhnKrKzad33WZxdL40bg6tG+MkDZ1bhk0/4j4zigdR7vSwPxpABs6pHMG3JszjM6ueSztLAIFIFyVImsYRjyUDOh3XSUIYPLJnNX+eeSU7Qs0U2518dd0r1MfDlDrc/HjKeYwpOHr6kCkEpjB7rFC7hYVF35G3DvMvS9fx+ubdCKA+EGHe2KHpMnifmXcqdlWhLhjmE2dM5WOPPEddMExU09O9LI9Emc/NJ+ekfoT/t2E7+5oDOFWFuG5Q5XWypTVKKJ5kxd6D3LVwFg++tZK69so8poDn1m9HIPDYbbS0p6nENJ0Vew5y6dSOlmVCCF7etJtIQiOS0Ljt8f9x2rCBfPW803HZ87d35pEIh8OUlPRME3CAwe5C/jLr6uPu55BTl7YJ1MbDPFu9me2hpvT2AtXBtyfM5zvvv0FISzC+oIzmeIRtkWY6XyEjPMXETT09BQtQHQ3gUe2M8ZWyP9rGQzMup02LU+UqwHYMR7iquYZ7t7yDJgyuHTyZm49Sd7anNfuwYOmWHZZumZO3DjNpmOkfNs00MDrVlX110y4OtAY4b8JI/rhoLTubWo97PLuiMHf0EH7x+nsMLynkd++s7jLlt7qh4wezNhDmnhcWHTG947XNexhUVEChy0FbLMFAv5eZwwcetl/n+got0Tivbt6NQ1X4+gVzMjj7/KGi4vCgnL5gRnEVDfEwNllhvK+MX21fRqh9fRJSFXke2LqIx2ZdQ8zQKHW4+e77b1CdCHWZmt0ZacGlqHhlG2EzNR0c1pK0JeN8euWzVMcCeFU7Nw6Zxk3Dpx3Tpr/sXcO+aBuQqmt7NIfZX5rlO5Zu2WHpljl56zA/OWcaW+ua2HSwkUhC475XlnLjjIn86q2V7KhvQTdNVu6pIaF3Xec61JpLllKjQkilitw8awpPr91KbXuLrg/O1k4t9fFOTWvaSSd0A+iYxrOrCoZpEtN0djS0cP6EEcwaUcWY8mIqCrquEUiSxI0zJ/HAK8vSa61Aun/nyURjYyODB/d9+7IvjTuTawZPwqGorGmp6eIsD3EwFiJqJCl3etFNk7WttYetYwLEjK7pJiEjwaLGveyKpKbrE8kYD+5cRkMizFfGH71Qflmn1mFe1X7U/fpLs3zH0i07LN0yJ38y4D+Ay25joN+HZpgkdINNNQ386KUlbKltSo8Mw0kdrdMocVRZIUXtEaamSFXqKfe5uXnWFE4fMYiGTtOrH8QQAgGUeV1d8joP8f8unJOOwFUkCZ/TwWNL13PbEy9wzR/+xZb2IgTBeILXNu9mdHlxOthHAgYWevnc/Pyp4JMpPdEMPFuGeAqpcHo5p2IkM4qrcCpdnw/dqsoP3n+TP+5cgSrLFNqdGR13vK+cqYWVVDg6HoRMYNMHihl8kG+Mn8t1QyZzQeVoHph2/lH360/N8hlLt+ywdMsc6VhJq4sWLRI+n4/S0lICgQCaplFZWUldXR0ejwdFUQgGg5SVldHS0oIQgrKyMurr69ORV+FwmIqKChobG5EkieLiYhobGykoKMAwDCKRSPqYNpsNv99PU1MTfr+fZDJJLBZLb7fb7fh8Ppqbm5EcTh56awU2BMvrApw3vJy2hM6OlhBjCt3saItQ4XZQYFdZXhdgzsBCbps/i5+/sRInBltbo1w5cRjRRIIXdtYxq6KAfYEoEd1gqM/JxuYwYwpTBQvWN4U4a2AhO9qiKBLMHTGQ57fXMNLnxBCCLS0RTi33MW7IIA40tzHI52RvRCcabCOqGewKxpheVoDicBBLJJFNg13hJB+bNpJdLUHKi4uYXu6nqKiIWCxGPB5Pn7PT6cTlctHa2kpJSQmhUIhkMpne7nK5sNvtBAKBnPyeXC4XQoicOKeCokI27N9Nwi4T1ZKsq9/PW8kG5trKmD9gJGMrBvHohiWsT7ZQINkolx2s1FuZoRYRFBo1Zoyz3QO4fPR0nCYcDLTw55atlMQETWaCgKRzddFIzhs95YTOyefzEY1G+/R7OhmuvQMHDuDxeE6qc+qL70lVVdxu90l1Tif6PTU3N69esGDBYSOYYzrMZcuWiXHjxnXPBfcRdz/7Ju9s70j7uGTyaMZUFPPMum24bCrfuPAMPvPki0Tbi7R77SpP334dwViCvyxdz/CyQq49ZTzX/elpagOp8mmjy4rQDBPNNNNVeA6xcHAxrx9ITcFdOmU0H58zlat+/+8u+5R53Pz51kso8br516rN/OatFYeNVg9NCQPcMntKl96ZH+SNLXt4bctuJleVc+Oswwt6L96xn5ZonAsnjWRPUyt/XbGJCZWlXHvahJx5aty3b19O5HgtbdzHL7cvBeD20bOI6Em++/6b6e1XDhzP7WNm8/ietTyxbx2QKl7ww8kLeXjPaiJ6krPLhvPVI0y5fnTZP9geSpVXnOKv5JFZV52QrbmiWb5h6ZYdlm6Hs2bNmiM6zLxdw/zgtGhLNMa5E0Zw1Snj06/dNHsKjy5eh2aalPo8OFSFigIPs4enGlhLkkSp101tIIxdURhZVkxbPE5dIIzHbgOJdEWefaGOXLtlu6u5ceZkCpz2Ls2mmyJRvvnMmzhVhfnjhjGqrIjtDV0DjmyKQtIwqPB5WDBu2FHPrz4Y4ddvraA5HGP1vloGFRVwdqdyeA8vXsffVr5PUtN5Z/teatpCVLeGWLxzP067ymVTx3Zf1F6goKDg+Dv1Eppp8MCWRRyMB2mMR9gdSX0Xf9m9hgK1a63fZw5uYU1bLX+ecQVhPcny5gPcMGQq5w0YzbmVo9CFedQI2NG+UnaFWpAkiWGewhO2uz81y2cs3bLD0i1z8tZhfuW809nV2JoaHQpYuaeGzzz5Ar+87nzKfKm1wZtnTSap6by2eTfTB1cigAdeWcbL7+8ECS7aN4pvXDiH2596kWhS441te9JttADKvG5umjmRhxevwyF3jNiawjG+/d+3KC/woJuCuKZhitTIcXNtKnVhzYH6LvbKQIXfyw0zJ5HUNJrCMWwfaAK9ubaRn7yyDN00OX/CCKLtzjqm6RxsC3fd92BjuoxedWso7djjmsG2+twppmwYR85v7At+v3MFz9VsxgQcnZydLElUxwKH7b8v2sbNy/7FJ0fN4FsTzubn25bwqRVPM6WwkjvHnHHUz/nOxPlMLxyALElcMvDEZ2T6U7N8xtItOyzdMidvHabP6eDJT17J+up6Pv+3lzGFYF9LkDe37eW69mbSkiSxYm8tNYEwz63fhiLL7GpsTQcCba1r5t+rNhOIHR5BCakk8+c37EAXUOlx8H5LJL1tR0MrPoeNgX4PTZEYbdEjHwPA57BzxfSxfHruqexrCfDFf7xCYyjKW9v38dBNF1PqdQPwx3fXsKMh5exe27KbOaMGs6W2ifICD1dMG9PlmGeNGcLW+iYSms7kgWUYQrDuQD0FTge3zD6xfow9SSQSobT02H1Ae4tAMp4usO63OZnkryBmaGwONBA4QtQsQF0ywgNb3uUf+zZwIBYgYRpsDTYyt2wY04oOTw+CVKeSQ/0xk6aBaZon1LWkPzXLZyzdssPSLXPy1mEeYkixnwF+LzVtIUq9bk4dMqDL9nCivTaogJq2INMGVbC3qRVTCA60BthR34wqy+imicduw67IRJIaAwt9TBtUyfMbtgOwvO7wEUkooRFqbANIdzMxPrAmLAOfP2cGF01OlUvbcKCexlCqMHx9MMLv3lnFdy6eC6Tq0h7Cqdr43qVnH/W8r5g2llOHDCCcSDKusgRJkogmNZw29ahNtPuDysrKfvvsz4+Zzf5oG0EtznkDRvPJEafxt33rWdZ8oMt+dkkhKTqesjVhsjPSkg4hj5sGP9r0No/PvhbXEbqXHOKdhj38YtsSdGFy7eBJ3Dr86OvTx6I/NctnLN2yw9Itc/I2reQQwjS5fd5p3DhrEg9cfQ6jyou7bJ83ZhjlPjeDCn3cMGMSt88/jV9ffwEzhg0gmtRT03WqzBXTxvLxOVMxhCBpmDhUlWKvK+0AZ1X6gVTw0JGQJImfXXsukwaW4XXYsMsy5V43v7ru/LSzBDhz9BCcnaZit3fqxfmNC+Ywf+xQzhg5iG9ffCbHY3BxAeMHlKYDfNzt7clyibq6uuPv1EsU2l38aeaVPDTjSpY3H+C6JX+nIR5B6dT5UpVk5pYP7fLakdgTbeOZA5uOuc/f92+gOhakLh7mpdodWdvdn5rlM5Zu2WHpljl5PcJ88M2VPL12K5phUOByEE1qHGxby4QBZXxizlTaonHaojGmDK7gY7OmMKysCIBxA0o5f+Io1h6oJ5zQkCWZ9dX1LNl5IB3E0xSOsnJ3TfqzolpqBKKbokuk6yHKfW5OGzaQ04YdedruEEVuJ/PHDuPlTbsQ0KXzSIHLwT2Xzz9hXXIJm613Sv0JIfjr/vVsbKvn+iGTjzpdCvDgjvdY05rqURrWE5Q63NQnIijAnaNP5/JB41nR9DhBo2vRgg+Wdn+lficfHT6NoBbnT7tWUen0csPQqemHlHKnN31t+G2HNxDPlN7S7GTH0i07LN0yJ6cdpikEumF26RfZmcU795NsX7AOxBI8v34Hummy/kA9o8oK+cuyDek1wTe37GH64AH88Ip57GkK8LPX3iOpGxS6nUQTSfY0tQHgc9pJaDojygoZVuxnY3vBgV3BGADDSguZPqSSv6/YlHaaw0v83H/1wozP6+sXzKG8wEMwnuC2s7KbtssX/H5/rxz3xdpt/GHHCmKmzpZgA0/O/gi+ozipAps97cg006RFS32XJjDE48et2BhbUMbK1pojvv8QvvbI2i+tfYl1bbXYJJmmRJQvjE0FBN09YR7FNidBPcmdY07P+tx6S7OTHUu37LB0y5ycdZhbahv54QuLSOgGF0waxafOPLwzRbHHRXV7vqQsSYh2F5bQdRrDUVoisfS+poDV+2v58UtLWLe/jlAiNZpIRuO4bAoYqRzJ8RWlfGrudMZUlPDG5t3pMnmTS7zUR1uQAAWpywizNhDml6+/x+fOmcnQ4tTFd7AtRCCWSK8vdkZV5HSbL4Bn127jpU07KfO6+fbFZ+Gw5ezX0m2amprweDzH37GbbA81EzNTUcJhLUlAix/VYX521CzaknHq4mHmlg3l4d2radXiFNtdDHEXIkkSvzn1Uta2HOTpms0sa9pHuFMbMUjdKHdPnAdASzJ1XWnCTKeqANhlhS+MPfFawL2l2cmOpVt2WLplTs7+Mv9l2Qb2taQKnr++efcRHeZ9Vy/gD++sojYQ5sKJo1i59yCba5sYWOjjsqljef9gI29u3dulQ0lzOJp2lgB+l4ORpUWsOVCHANZV17F2fx3jK0tZsrs6XXhgdyD1I7m1rpn6YKSzGcR1g6W7a9je8Ao/umIe1a0hfvvWSiJJjalVFdxyxhSmDqpAkiS21Dbx2LL1lHhdfHruqciSxOPvraehPRBoYKGP2+edPCXyeuvp9WPDT2F1y0FatRjTCitZ23KQL6x5AVWW+db4eUwt6ghksMkK35l0TvrvSqeP1+t3cUHlaAa6Ujloqiyzuq2Gt+p3oSOochYQMzRa20ejE/2VHOpSfkbJYCJ6Aoeics2giT1+btYTf2YE9RZeb30SECwsvNHSLUss3TInZx3mAL8XmdS0mcfRtVC1EAJTCAqcDr52fscT/XkTR6a3S5LEdy+Zy3WnTeDr/3mDtlgch6py18JZ3P/yUvY2t+F12PnxFeews7GVDQcb0A2TpGHy58VriSQ0Qp3STXz21LSwAFqjqSIGH1zLbApHeWvbPva3BGhp32flvoOsq67j3Akj+Nr5Z3DPC++y/9CDwJY9fGnh7PYjdZxbd3no3dW8tXUvHqede6+YT3lB7jSETSZ7p6B8kd3FE7OvQRMmdlnhhmX/SHcCeWjXcn532uVHfe+8ihFMKxrAnWte4P6ti5heNIDvT1pAdTSY7n2ZMHU8qj09fbs+UMdd617ksVnXUO70csOQqVw1aAIFGdaf7Q69pdnJghAmmkjwcssj7E9sAeCl1iTzubWfLctPrOstc3LWYd4xbwYORaE+FOEzc09Nv752fy0/efU9DMPk2tPGc82pE7q874llG/jfxh04bSrfu/RsGoKRtPOKaToHA2F+f+NF7G8JMri4ALfdxqRB5exrbuN/G3eQ0A00w2T1vlrqQx3FAspcKafttCnE2wOACt0OdFOku4zYFZnzJgznvd01LN1VDaQcatIw2VrXjG6aJLSO9IVIQuPlTbu4ceYkXtm8i1Kv+4gj6WOR0HRe2bSbhlBq1PvQu2v49iVzu3WM3iQWix1/pyyRJAm7lHqQcckdl/IHp2ZNIYjoSbyqPT09/uieNWxuL5Yea9KoiQX5zKiZLGnaR0hP0pyMHhY5G9ISfH39Kyxu2gfAk3vX8dTp11Lh8gGph53narawM9zCJ4afQrHDndV59aZm+U7UCPHvxp8TNYLoomPaXBcasbilWzZY11vm5KzDVBWZzx5havLxZRvZ35LKifzv+u1dHKYQgv9t3JGuA/unRWuYVFWW3i4BhW4nLruNsZUdDVMfenc1S3dX41BVFEnCaVM50BroUvbuUB6m3+lkRKmLUDzJ7BFVrK+uJxRvwabIXDdjImMqSnly+ftdbJaAoSV+YkmdM0YN4rl12zBFKqenqtDL1aeO5+pTx5MNiiLjaA+KkiUoL8ittYi+yvH64eRz+cX2JbgUG18b3/HAENaTfG7Vf2lIRBjuKeLXp1yMKiuM8BTjlFXipo5bseG3OfHZHBTZ3YT0JALQERTbXRimiSrLzC4dwqZAR0eSNj3Ob3cu5weTUwFfT+5dx0O7VhI3dda2HuTJ2ddmVdP3ZM6LC+mtHEzsYrBzLG7Fd8R94maEd9r+hSrZmeu/Gpvc8QC0JvQ6DVqqhrSEQqFSgU12cKb/CioLj6ObiCDTislAkPI+o67HOJmvt54mZx3m0SjydEyBue1dp2qldmcHKSdV6nUjOuUGCOBHLyyiwOngJ9cspMznIRRP8L/1OwjEU9OvEypLufrU8fzohUXp9zkUmVmVfl4/kOqzed9VC9LpIK2RGI8v28CIsiIumZLKt6xp7SjcLgGfm3cazdEYtz76HKF4Ir0uOqKsiC8smMVflqxjZ2MrN86axPgBHQ4+E1RZ5u6Lz+TxZRsYVFjAJ7s5Qu1t6urq+qSw80B3AT+ZduFhr790cHu67VZrMsb7gQamFQ3gsqpxtGkxNgUa+MjgyelR6UCXj/3tU7tAuuB6zNDw25z8YusSdoWbEbS3ZXN2/OhvCjYQbw9ECmjx1HSxdOQI72PRV5r1NQGtkX82/pSA0USBUspHK76JVyk8bL/nm/7AvsRmAKJGkEtLP0PCjFGX2I1fLcWGHY0kAgMZiRvKv4FddhyziLhs7sKtfR2JALo0lZjtJ127uH+IOVmvt94g7xzm184/A4/dRiiR5I55Mw7b/t1L5/KnRWso9bq5Y/4MIokkDy1anXZSDaEoDaEoH/vLf/nfHdfzjaffTDtLgM11TdjWb2PCwDKqW4OUF3j44eXz+dvb72FXFWJJja/953V+cNk8Bhb6KPK4+MLCWV1s+NSZ0/j2f98hrukMKfFz5fRx3PzIszRHuk59+F0O/rN6C4+/t5GkYbCzsYXHPn45DrV7X8ukgeU80I20lr7Ebj96o+S+YLSvGL/qIKAnKLK7qHSm1nclSTpiJZ6fTbuQR3avZnnzAcYWlPGlsXOwywr29lq0d42bw+TCCp6p3sxoXwn/N6rjGrx+yBS2BBuJ6EmmFw5Iv6e79LdmvUHYaGVzdDkBI1VrOWg08Y/6B7i58rvYO40g42aEFq2jDnPEDJA0YzxW912CRjMe2U+5bQg12k4AQmYbAb2RMvsgHLYEruS3EJKTuPolkNrX8kUQh/YrFFIVnlSxCYkWBB2zTB9mTsbrrbfIO4dpVxVGlRcTiCXwObt+0aF4gvUH6rl19lTGDUjVRly6q/6IDaHjmk5CNzgYCB22rbo1xCMfu5R7/reInQ0tPLpkHeUFPpJ6DUlSkbJ3/fMVHrn1MjwOO62RGP9es4UJA8qYM2owp48czJOfuIL6YIRhpX4++9SLXSJrXTaVIreLq08dz9Kd1elc0lhSJ5bUu+0wcxmf78jTbn3FtKKBfH38XN5p3MtlVeOpdB3bHoei8tnRs/js6FlH3Wdh5SgWVo46wmcN4KnTP0JQizPAmf1597dmPc3K4CusCr2Cbuoo2DBIrT22Gg3UJXYzxJVajkgYUR6t+zYRM7X84ZEKOcWzgG2RVQSNVEWsiBlguHMyIbONoNFEiVpJka0CgFLXI9jFWyBA0mIIqQTVXIlEPRKx9KyAoBBBAQgD1XwbgR9D6bT8IwQO4xEUcxOaciGacm6fadUfnGzXW2+Sd7/MD765kmfWbUUzTDbU1PPTa1IXs26YfOEfr7C9voUil5O7Lz6T2SMGsaW9e8gHcSgK/12/jTKvm6ZQFJdNhfZ6rBUFHl7esJNV+1LVYV7etIvPnDqyS1RsSyROfTDCkBKVu/75KjsbW/E67Ny1YCbnTxpFpd9Lpd/La5t3sb2ho3vIuROG8+WFs7GrKnZVYVxFCdvqmwnGE8weXkWhu+ejLvuT5ubmdLPW/uK8AaM5b8Do4+/YA3hVO171xJ7Yc0GznmRHbHXaCRbKFcREiISI4ldKKLF3VGj6X8uf0vsBjPfOYoznNNaF3upyvEr7cM4svJKWZC2VjhGoUqpSTWNrJSXtcVayqEcWK5Dp2uXHoIyI7Zcg2XAlvoGNtwGJpHE+cfv3AFDN13EYjyMRR9a3octTEFJFj2qSS5xs11tv0i8OMxhPsKexjZHlRXgd3ftx2d3Umm7B1dBp1NYSjaX/bo3FeXvbPmaPGMSNsybx3PptRJIaNkXB0A0MIJhI8us3VwLgdzr46TULEcDfV22iPhDm+fc7aoEKwOXxcfHk0by+ZTemEIypKGFIsZ9QPJlOMwknkqzYe5DzJo4klEjiddgZU1lKqddFUzhGmdfNbWedgtfZMQVVXuDlkVsvxTAFqnLyBSIUFRX1twl5R75pJoRJXXIfbsWHS/bxeusTRM0QZ/qvpNI+DJ9SAuwCoMwxiJm+C9kVX8d492w8SkcOYMzomO2RURjvng3ARM8ZbIwsplWrp9hWyWTvmSiSitdV2MUOf/FYDIYAMgnlelzGL4FwemQJYDIAIaecn8q69hIkArt4E00/G7v5BgIJiUOpY1EkETqpHWa+XW/9SZ87zNZIjDv+9jIHWgMMKynkwY9eSIEz87qbC8cNZ29zgKRucOrQjs4kJR4XQ0r8BGsaKPV6uHhyasqswOXkhc/fQF0gzIaaBu59cfFhxwzEEyzZVc0V08ay/kB9eq1RllK56iVeF7OHVnDV7AF8/pwZqZFlsZ+2aJz39lQzuLiAmKbjdzm4avo4vvqf19nZ0EKxx8UvPnIe91w2jze27uW8iSMY4D98+kOSJFTl5AxAiMViVoPabpJvmj3f/BC7YxtwyC6K1Eqqk9sACOutfGzADxCdOsFIAgY4hjPAMfyw44x0TSNgNGEInSneuVTYhwBgkx3cVPH/SIo4dsl51MjjUOIU3P4L0sE8cSmEzXgLSbQiUwu40NRr0/sLvMChSk0GbuP7yMQw8aMzDokIhjwJUxp54iLlMPl2vfUnfe4w39tTw772tJDdTW1sOFDPmaOHZPz+S6aOYdaIKuKaweDiji85FE9yz2Xz2NcSYFBRAeU+D5phEE5oFLocVBUVUOn3smxXNcv31BBNaunpVYmUU9SF2aVwgClAlSXOnzgSrT251+OwM6LMTkskxh1/e4nqthAD/F5+ePk8xlaWUB+MsO5APXFNpykc47l127jl9KlMHnTyPqEei3g83t8m5B35pJkQgvrkXnSS6GYSoXdsO7RWGTLb0q+FzFaOxun+S5jgSY0q/WrX/oySJOGQXEd6W5p4PN4l8lVTrkZTrk69XzQhsKOY23An78KUBhFRf49b/zwKNUASiZTxMgHiyufQlItw6r/CrX2duPppTPnkdJz5dL31N33uMKcNqqCywENdMMIAvzcdnNMdynwduYZCCP6xahP/WLUZCbhp1mROGTKAfc1tfOuZtwgnEkwfMoDvXjIXRZb5xgVzEAiawlEeW7aBLbVNzB5RxRXTxiJJEsNKCwkeqMcQqcq0uik40BKk8gNNmTcfbEzXsa0NhGmKxJjpcmKagkKXgzpNx+ewM6b8wx2JZ+V4dZ980kySJArUUgJGEzbJyWT3HPYlN5M0Ekz3psoRjnWfRkhvTv/7WHzQUXaHY+kmpFIQCVz6fShUI4SMwEvE8Xe8iZtRSPW9FdgwpHFoyrk49Z9hN59BAmRtC2H7f0GSkM39SCKAIU/syOcUOjbzJVRjCbKow5QGEbN9D6TcDxPJp+utv+nzb3NAoY+ff+Q8lu2u5qxRQyj1ZlcNBWD57mp+9eYKagPh9Lrmq1t2c9Up43nyvY3pkeza/XUEYgne2LKHv654H0mCj50xje98oCKOEIL6YAS9fZTpUBUqfB5unj3lsFylyYPKGVrsT49oZ7a39SryuPjOxXN5Zv02FAn+tWYL2xuaueX0qUQTGv9cvYmBhT7OHT+iy9SSKQSbaxspcjmpKjp5pkesHK/uk2+aXVV6Jxsji/GrZVQ5RrKtbjUho4VVoVcZ5pzIab7zGO9ORR3vjK7l3w0/p9I+nDn+K7Iq7HA0jq+bBqRmiiRMJFKdiDT5TCSzGYFMQrkJTbkOJAnVXJZe+5RpBmFgM1/Eqf8WiSiadDYJ5XqcxhPIYhcy1UB7+z+xDd2YjqZe3WPn11vk2/XWn/TL48+QYj9Dik+84O+Ty99P12WF1NRqefvoc/yAUt7avo+4puN12NlW18SfFq8hnEhNE/3mrRUMKS5gSvtUqWGarK+uT8/oSMCCscO4dc5UqgoLqK83On80fpeT3914IZsPNjFuQClFnaJbpwyuoMDt4PanXiQYT7Khup5xlaU8tmwD66vrcaoKtW1hbj1javo93/3v2yzZeQCPw84d82dw/sSTY/rH6Ty5on77gnzTzCY7OMW3AIDnG/9Am5HKowwYjSwOPMOlpZ/Bo/hp0xtYEnyWqBmiOrGDcvtgxhxnxNkdjqub5EWTLwTzLYTkJ6HeDkDC9mmS4grAhpA6GtDrjEPhUHNlCad+LzJNyLQBoIgtuPXvoXCgS2BRCgWk/OgzmW/XW3+S+/MFx8Dv6hRt6nNz4aRR3Hp6ygldOX0cAFvqmrjmlPF8+7m3084SUnVc7315CQvGDmNsZSn/27Cd5XtqUmXzKoop9rhYfaCOpU/UMH/sUP5v9uFdKfwuJ6ePHHRE2wKxBHEttSaS0HSaIzGawqmOJHHdYHN7n81DbK9vIWmYJKNx3ty656RxmC7XsdedLA4n1zXbGVtLdXw7070L8Nu6TqHq6F3+9iodEZgJM4Ymku37JYkYQXqSTHRL2G4nwe2HvX6kKNi4/W5kLYEq1iIRxyH+h85oTNzteZ0eFHYDnRsxSAiK0eS5aPIlJ3ZCfUSuX2+5RF47zG9ddCZeh52ErvP5c2amy9VBam3lqlNSCdFN4ShxXT/s/XWBMH9ZtgGPXUWVlXQh9YrBXnTTTBcbWLnvINeMHditSLIpVeWcPWYo2xtaGFToo6Y1SELXcagKfpeDiyZ1zQsc4PdS0xbCbbcxbfDJs6bQ2tpqReB1k1zWbHt0Na+0PEZCRNgd38jNFd/BJnekhi0ovIFgUzMBo5GB9hHMLeyYkiy3DWGsawa1yVSJuynenm0S0OO6SQVE7b/Em/goSntajJCKiSqfQzbrcJhPIaEdSkxBIomEwMRFXP1K3tSrzeXrLdfIa4fpttv4xoXHb9hb6nVz9phhrNhTg9tuQwCBaIxwIolmQCSpU+ROSeF12Jk5fCD1wQir9taSNAyK3S5KSo4dvPPO9n0s3nmAK6aNYeLA8lR7sUvPBuC1zbu57+UlJHSDQreD+65aQFWhj7e37WVMRQkDC33cf/UC/rN6C267jcunjT1hbXKF4+lmcTi5qFnYaCVqhHmz9W8kROpBMmqEiJgBgslm3mn7F5IksbDoJm4d8N0jHkOSJC4o+Xiv2dhbuiXUa3Dof0VgI67chqlMwpCTOJN/AVKjS5MyZGra/9YBnXz5ec3F6y1XyY9vtAf48rmzEUJgmILPPvUijeEYtvZOH8UeF9+6aA61bWEG+n1MG1KJZhiUeFzUByPccvoUQq0tR62GsW5/Hfe/vJRgPMGa/bX88aaLKekUzFQfCpPQU2ugup5KXfn8315me0MLZT43915xDpGkxn/WbiWcSLJqXy0/vGJ+n+jS24RCIauKSDfJNc2WtP2X5aEXMLtMt0pU2IfgV0p4tvE3NOkpZ/FGy1PcWHl3v9jZW7ppylVoylVdX5TsJJQrsBsvIyQPMfVuXPpPkESQpHIhSIevC0oigEu7B4iQUG7DkCcgEUZQ3K+F4HPtestlPjQOE1JPuPWhMDVtqbUTzTA5Z9ww7jxnBs+u3U5M05g3dhj/Xr2Zf6zajCrL3LVwFj6ng5ZjNFndXNtEsL2Ae2skRl0w0sVhXj19PCv31NIQijC5qhyboqRbkDWGoryxdQ+1gXB6CnhLbRNJ3cCuZle8O5ewmtN2n1zTbG34tQ84SyhQirmq9AtIkkygvc4rQKve8MG39xl9rVtS/ThJtWPEHLH/If1vxViN0/g9Ahsx9dsIeSBO7QFsItUFSdZ/BEhIRNDlGcRs3+9T2zuTa9dbLpO3DlMIwQ9fWMSWumaqCn38+Mr52JTjO5hyn5sBfh/BeDMlHhdXTR/HH95Zw6ubdmEC+1sCNISi1AZSNSifWv4+M4dXHTNX6eIpo3hty26awlGGlxYytiI1xRFLajhtKi67jV9df356/4SmU1XoS40wvW7OGTecTbWNrNhbQzSpU+xxYTtJyuRZOV7dp781S5oJXm15lIgZYqbvQhTJli6iLCEzwD6C03znobQ37fbJRbQYqbrLRWp5f5nd77p1xmn8ElWkcjtl7YuYDECho0+uRAsyqQdkxVwNItzRXaWPySXdcp2cdph7m9u4/+WlGKbJp+ee2qUU3ta6Zt7Zvo+4bnCgJcBLG3dyWQZrfzZF4dfXn8+yXdWMrihmaEkhf168lkNtM5vDMTyOjnDwQreD7z//LpWKzoTRozjrCFWJ/C4nf7r5EtpicYo9Lp54bwP/Xr2FhK5TVVjAz689l6JOAUkOm8qvb7iA5XtqGFdRQlVRAeMHlFLicbG7sZVrT5vQo/lp/YmV49V9+luzd9r+wdZYqs5y2GjjmtK7eLr5N5jCYGHRTYx2d+25Or/oehYHnkZC5tzim/vDZKD/detKx/0rsx+Ffem/TWykomml9lq2PqD/IlVzS7fcJqcd5i/fWM7GmtQUz+/fXsWfb700vc3rsOO0qcR1A4dN7TIFejw8DjsLJ4xI/33RpFHUBsKYpmDe2GFcOmU0D761Eo/DjhCCZ9ZtY2qplzerV3L6yEGo8uGjP1WRKfW6WX+gnife25hOKdnR0MJTK97njvlde3d6HXYWjOtaT3P+2GHMHzss4/PIB6yQ9e7T35olzI5SaaYwsMkuStRKTAwK1cMbnA93TWK4a1JfmnhE+lu3zsSVu3Aav0MW1ci0dNkmISG1d1HRGUTU9lPIotF4T5FLuuU6Oe0wlU5h2ZLcdcQ1uLiA/zvrFN7dsZ9JVak+lNly0eTRnDV6CIYp0u21vt1eBejH7cXaQ0kDAxnTFHCM2dJQPIFmdBQ5sMkyo8uLj/6GkxyrOW336W/N5hddR8hoJSliTPWczeutj7M3sQmAZ5t+w6cG3JeTMyD9rVtnDGU6EeVPyOYu3No3gVYkZAyGorC1U96mHyFX9autuaRbrpPTDvOr55/O/S8vQTNM7pg347Dtl08b22MpGL6jdEz53PzTqAuGGeVSqKyqOm4gzhmjBjNvzFC21DahmyY3zJh00hQhyIZAIEBhYWF/m5FX9LdmHsXPDRVfT/+9PbYq/e+A0cTbbf9kftF1/WHaMelv3Y6EKY8kbP8rEE+vUXoTlwN17U6z/0d3uahbrpLTDrOywMsvPnL+8XfsRfwuJ7++/gIikQgej+e4+8uSxPcvm3fU7ZtrG/nvuu2cNWYIc0ZmPyrOF0pLsy+m/WEl1zSbX3gDT9b/MN19pEmr7meLjkyu6ZZGUoGOgB5dnoFsvorAgaac2WVXm/E8irmWpHJjn3VHyVndcpCcdpi5RCAQyMhhHoumcJTvPPc2dcEIi3bu58vnzuY/a7aQ1E0+MWcqp5+EDrQndPuw0ZeaGUJHRjnmFGuZfRBTvWezOfIeqqQyzj2zT2zrLvlyrcXVu9HMyxGSB1PuiKWwGa/i1H+BTATV3EDY/jhI2TenyJR80S0XsBxmhmiadvydjkNdIExTONWcOhBL8PDidemOKg+9u+akdJg9oduHjb7S7LWWJ9gd34hTdnFlyZ0U2I5e8eWcohuY7j0Hm2zvUh82l8iba02SMJTJh72smBvTqSYSQSTaQGg4tfuRiBNTv4iQM+8dnCl5o1sOYDnMDOmJXKWxlSVMqipjb1MbpT4PpV5X2mHKORhE0RNYOV7dpy80ixlhdsbWETHbCBmwNPgco12nsDz4MqqkMMd/BVXOrvWOi2y53QQ9X641h/Z7VLEWQxpDXP0yIFDEJoSQEMiAQOBDMAC39g1s4m0AJD1AxP5wj9uTL7rlApbDzJCeyFWyKQq/uu58miMxitxOQvEkP35xMTFN5zNnn9pDluYWVo5X9+kLzWyyA7vsIGKCjEJ1YgfvR5ektzc2Pchnq36BnCcFxCE/rjXZ2ILd/CcyURSxFd2cgc14EZtYAphI6Yxwqb1cXqTjzaJ3KvLkg265guUwM6Sn5vgVWU737Cz2uPjptef2yHFzFWttpPv0hWaqZOPiktt4L/A/DiZ30WZ0LWkXE2GWBJ7lrMKrjnKE3CMfrjUJg3TZJEwQGqrYhtQeUHWor6ZEMwhBXLkdybgXSegk1Ft6xaZ80C1XsBxmhigZlN2zOBxLt+7TF5odjO/i1dbH0ESCZKdCBZ0J6I1HfD1XyYdrzZAnosmXooj3MaSR6Mo5mOZ/kEQtoLQ7VBAUAgJTmUBEeaJXbcoH3XIFy2FmSDAYpKgoN4MdchlLt+7TG5rpQuO1licIGS2c5juP1aHX0h1GVOxIyNgkO6qwI8kyLsXDGf7Le9SG3iYvrjVJIm77cpeXIrZfYDP+hxBOHOJfSCJKUrmsz/pp5oVuR0ESLUgiiCkN7ZOOL5bDzJCyssNLgkGqwPqfFq1FIHDZVHY2tnLRpFHMO8lK3GXL0XSzODq9odnitqfZ1L5GGTSaKVc7IrJLbQMZ7BjHuvBbRAlSJFXw0bK7sStHLuaRq+TttSY50dRrANC5pM8/Pl91U4yluPX7gCi6PKdPOr5YDjNDWlpacLsPz4n6wQuLWLRjP0C63NXOhhYmV5V3q77tycrRdLM4Or2hWdyMpv9tCIMFxTeittlJijjz/dexPPQiGqkWdQkRJSEi2MkPhymJZiQRoKXFbl1rWZCX96jQcOh/RaYeANXcAMLs9VH5MR2mruvs27eP0tJSAoEAmqZRWVlJXV0dHo8HRVEIBoOUlZXR0tKCEIKysjLq6+vTDUnD4TAVFRU0NjYiSRLFxcU0NjZSUFCAYRhEIpH0MW02G36/n6amJvx+P8lkklgslt5ut9vx+Xw0NzdTVFRELBYjHo+ntzudTlwuF62trZSUlBAKhUgmk+ntLpcLu91OIBDo9jm1tramixR3PqcK2aDUaWNamY99oTgOWWJIgZu2cIRwc2NOn1NffE/JZJL6+vqT6px6+3syDIPq6uqszqk+WMN+91rKwqMZ6B6O3++nrrGWOEnK42Pw6iVUDRhEU3Ub0+0Xp87pYDOTfPMIRqNImoKtRNBSEyLq1HL+e9Ljm9CjixlctpRA88dRFOWkvp9645xisRitra15dE7VFNr+jmYL0hw6jwFFG2gKTSAsDvTY93Q0JCHEUTcuW7ZMjBs37jg+98NBPB7H6Ty8i/pz67bxxHsbEAJsiowApg6q4JsXzsnJAtV9zdF0szg62WoWM8I8WX8PAaMJh+TmopJPMdI1lZeaH2ZTdCkAhWoFn6z8IdIRnsQNoRM3I7jlgpy/diURQBIBnPpv03mK4cRIDO9jINuO/eZ8RAggDHh7fK0u3+5RxViNR7+jUwoOmBQRtj+BkHpmennNmjWrFyxYcNoHX7emZDOkvr7+iLlKl08by7ntrcLc9pPwRj1BjqabxdHJVrOw0UbUDAGpadXa5B5GOKdwILEtvY8pzKO9HUVS8Sj+7hvcxyjGGlz6D5AIY1KS7itZ0zSSEc6vE7X9rE8CQHoNIXDov0UVm9DlqWjyQlza/cjUYkoDidh+DVLPObh8u0dNeSgmFSjUptNwBF4Evl7/bMthZsihIfyRsBzl0TmWbhZHJlvNnLKHAfaRNGnVeBQ/073n0KLXdlm/rLANOuLoMp+wG/9GoRYAiUR7E2Yo9FSjiFokGhDkdlWiY6GYy3CY/0IijmKswW48iYSWys8UjbiTd6CpV6ApPRMglG/3qJBKidoewGa8AEJHJkhCualHHyKOhuUwLSxOAt5t+zebIktQJBtn+q9kkmcOsqSwM7oWU6SamdskB2Pch7fJyzd0eQqqsRSZGAIViY4KOAJ/ew5j/iIRA/T2f4OERueFMxsbUfQtmHgxlHn9YGH/Ipn1uLR7kTmAIY0larsXpII++ez8ftTsQ8LhcH+bkJdYunWfbDTbFVtPxAwSNJrZFl2FLCnUJ/ezOPg0OhoyCtM88xnvmdULFvctmno9cfWbxOVbiSr3IUiNLNoiQ4kpd4KUH9G9R0OX56PJCxF0nrlSMCjm0ESzjI5qbOyRz8uXe1QxNqEYa3FpP0RlMzIhbGIVLu0nfWaDNcLMkIqK/J3i6U8s3bpPNpq5lQKa9YPIKBS3F0lvTB4gZqZ+DE0MBjpOnkbmmnI+KCCbuxCGhAQMLn0P1UwSY05/m3diSDIx2/cRmh27+QJgoklnYMpjkY2HkRAI7CTVG3rk4/LhHnXof8Ru/A0JHfMDa5VSezpUX2A5zAxpbGxk8OCTr/1Wb2Pp1n2y0eyK0jtYGvgvbsXHDN8FABxIbO+yz/7ENka5pud8BGx3MKUqaB93HWw+hWEDtx37DXlEXP0mhjkZhI6mXA7ICBwoYhtx+TMIuWcaP+fDPaqaa5A5tBavpgO9BCCJ+lRhesne+3b0+iecJJxMPzJ9iaVb98lGM4fsYn7RdV1es8tdpyY3hN+hwjaESd48H4F1RnJiUoJMFFnWkWkBoYF0EgTiSTKafCmpdBIZJIlkLxRgz4d7VJcmoogtgIHAkQ70kgCF7ShiM4Y0rdftsBxmhhQXF/e3CXmJpVv36SnN5vqvoU2rZ29iMwITA42IGeiRY+cKsrENmVSnlXL/ZiSiqOZ76MpZ/WxZDyDieLQ7kcVBTKmKiPorkNTUfz1IPtyjCfUOdHMGEnFMUYjH+DoybQAIytpnGnofK+gnQ45V/cHi6Fi6dZ+e0swm27m6/C6meOZSrA5gmGMip3gX9sixcwWJcLrDx8GW6QC49P+Hqr/en2b1CKq5GEWsR6YRRazDq12LN3ktdv3RI+4viTYk0dTtz8mLe1SSMJTZ6Mo8THUaYfujxOSPk5AvIqL+qMcKFhwPa4SZIQUFfRO2fLJh6dZ9elIzXWgsLLopL6bdssGQT0GTz0MxV1Lo3deehhHHZdxHSM3vhwOTYQiKkGgFVJT2kbTd+A+aciVCKkzvazP+h0N/CAmDpHw5CdunM/6cXL5HZWMbdvNf6PLp6MqC9OtCGkjS9pk+t8dymBliGEZ/m5CXWLp1n57QTAiTZ5t+S21yD6pk49qyL1Fky/1oyG4jScRs3wVAN+448i7iICAhpAF9aNiJYyqjiPIN7MYbQAibWNa+ZteIJ3kbEfvvEVIJAHbjxbRDtZmLSJC5w8zVe1QSAdz6N1GowWa+SxQvhjILhIFECIG/zys6WVOyGRKJRPrbhLzE0q379IRm9dp+9sbfJ2oGCBpNPFb3XeLGSfpdCAOndg/B2FAENkw8RJWvAWDXH8Wb/CTe5Cew64/1s6Hdx1DmEbPfQ8z2ADpnpF9X2IdiruzYTxqMINUI2pS6Fz2bq/eoJOqRaAFAJoBqrEcSATzax/Amb8StfRFE3zp7y2FmSGVlZX+bkJdYunWfntDMI/uRO00g6Wi81fb3Ez5uLmIz/oPdfIlhZa8i8BG2P4mhnpfaZi5GpgWZFmzmon629ASQ7MTsd2OQCm4xGIghT09vjqtfI658JlXMwXZftw6dq/eoKY3AkCZjUoDAjk28gCv5VVSxHZkmVLEOWezsU5ssh5khdXV1/W1CXmLp1n2y0UwIQWPyAGGjFQCfWsTZ/mu77JMwYz1iX66RCvoR7G+cDZiAABHGof0RIQQCCYHcZ5GUvYWQSonYfk9U+SYR2+9QjXdxJ7+MzfgPSApJ9RYSttu7XVM1Z+9RSSVq+xW6fBoSSRTqkNmbLlxgUtRnwT6HsNYwM8RmOwnyuvoBS7fu0x3NlgaeY198KxGjjbDRhlPxsLDoJka5pjGtYB7N+kG2Rlfgkj2c6b+yF63uP5LKtSjmJhTVR1K5BiFV4UnehirWI3CgMwOk9goxIgpSnjVL7oSQK9DkK5CN93Eav0cmgqKvwmASpjI2q2Pm8j3qMB5GMbemCxWAn7jycVSxgoR8FULq25QYy2FmiN+f+22PchFLt+6TqWYNyf2sCr1GUnSMHMNGkvfDixnlmgbAguKPMr/oOiTkkzZSFkklZv8hrpIICdWTeqk9vUIigcJuJNGETaxB0WqJ2n/Wn9b2CLKoRSK19igRx2a+QCJLh5mr96hiLMFuPIVMDBM7ujSZuPJZTGUyGhf1i03WlGyGNDV1P7/JwtItGzLVTBcagq5BD3bJSZVjdJfXZEk5eZ1lJzrrpsvTMfFhUoHAmy5afiiIJN8x5KnQHuQjAZIZzPpYuXqPSrSl68RKQKLdWfYn1ggzQ3L1KSzXsXTrPplqNsA+gonuOdQmd1OolOFVi6m0DzspOpJkQ2fd4ur/IyluRUheVHMJTv1hwCQpX9B/BvYgkohCe3k4Achkvw6Zq/eoLp+PJr2LIvZjSmXY9b+jU4Om9N93aDnMDEkmk8ffyeIwLN26T6aaSZLEwuKbMITOvxp+xr7IFvbG3qfcPphidcCHYlTZmbRuwsClfR9F7EGXJxBXv4FmXwAIkDz9amNPIbMVCRM4VE91L7KxHVMZ0+1j5eo9KtFMUr4Gp/EbVLEaCR1VX4FJGYZyar/YZE3JZkgsdnJGGPY2lm7dp7uaNSQPUJvcTVxEaDYO8mT9j/h3488x+zhHrb85pJtqvoFNvI7CduzmyyjmxlSgz0niLAF0eQ4GpQhSI0yJVjz6HdiMF7t9rFy8Rx36n/Emb8Jj3IHKNqT2htoyQZQ+TiXpjOUwMyRXc5VyHUu37tNdzWySHal9PQtAE3GqE9upT+7radNymsoKH+7kHTj136VfE0g49N/j0P4AwuxH63oYyUfY/jRR+V5MipBIJffbjLe7fahcvEdVYxEyQTrPkQgkdMaRVC7uN7ssh5khOZurlONYunWf7mr2WuuT6OngiNQt7VYKcMgunm16kL/W38vWyIoetzPXaKp9GZtYiUJtezrJZMCGjTU4zCexG0/2t4k9i+RAt52DwJceaZJF8fWcuEdFGFfy27iTX0I292BKFelzSv1nJy7fSsT+KEjefjPTWsPMELu995uTnoxYunWf7mrWOa2kSK2gwj6EKZ6zWRV6jZ2xtQBEgwHGuE9FlpSjHSbvsdukTo2FC4nafoRX+wQAEhqKsQKUG+Ek0kASNQiKkdgPgEz3y9zlwj3q0u7DLl4DQNJbiNgewjSeQAgDQ5qKoUzJifxZy2FmiM/n628T8hJLt+7TXc2mes5mZegVZElhfuH1DHdNAmBTZGl6HyFo709/8uLyX0hS3oEs6kgqV7cn+c/HZr6CRBgbq1GTl6DJZxNXv5z3Taad2i+wmS8BOiZ2JAwMaVi3j5ML96hEqOPfIgmoSKI1FSErj8wJZwmWw8yY5uZmvN7+mwrIVyzduk93NZvmm88U79lISF0iY+cVXUfYaCNuRpjqPRulhxsP5xrNLQG8Q7/T5bW47SvIyQPYxHtAKg/Tbj6L0N0kbHf2h5k9hmquQCbVEFxnHAn1FnR5XrePkwv3aFz9HJLegiQ0EuqN2I0nsJvPIGGg6AcIybP7dSr2ECf3HdSDFBUV9bcJeYmlW/fJRjNZOjwcwSm7uab8rp4wKS84mm66PAvF2IBEtL1fpkAW9X1rXC9gSuUoYjcCG4Y8rUu/yO7QL/eoiOPQn8CUitCUqzDlMUTsTwAgiVbs+sPpxuCQRCKBwHKYeUMsFsvpRqu5iqVb97E0y46j6ZZUP4pkHsQp/gWkgkg0+bw+tq7nidrux2E8iUkRmpJ9neD+uN7c2tewieUIbCjiAHFb6sHOqd2DzVyGwIXOBCTiaPJZ6b6f/Y3lMDMkHo/3twl5iaVb97E0y45j6aapV2LX3kGmAZOh6EpHayxEHLd2N7JoQJPPJGHLvPlyvyI5SaifOuHD9Mf1JotGIBWMJZs7QIQAW/s0czMASelcYvYf9rltx8JymBmSi7lK+YClW/exNMuOY+lmyiOJ2H6NYq5MrfNJHSMqh/4EqlicymU0d6EkVmBIY9GV2RjK3N43vJ/pj+tNl2cimXWAgcJOvMmPklSuAckHogGBA0PuftWi3sbKw8yQnMhVykMs3bqPpVl2HE83Ux6Opn4EIZd3eV1ILg79FEoY2Hgfp/gPbv0HqMbrvWVuztAn15sQyOY2JNH+WSLcvqacQCaAQgN24zUi6s9JyJcSV24nqdzc+3Z1E2uEmSFOZ/easlqksHTrPpZm2dEt3YSJU/8RitiNIYZjUolMXbo+K4BMCNVcia4s7AVrc4e+uN5c2ndQxSLAQ0z9IjaxKF3FJ1XaD0ypBCFXEpf/X6/bky2Ww8wQl8vV3ybkJZZu3cfSLDuOqZuI4dAfAhwk1E+imm9jN19JFTRgS3uxg44fbwGYVJFUPtIntvcnfXG9KWITMjEght14GdHJ9QicJOXLiKu5v3ZsTclmSGtra3+bkJdYunUfS7PsOJZubu1unObfcJiP4dJ/SKqXZNduLlKnVwReIrb7UknzJzl9cb0JKbVOauJqfyiJtj+UOIgrnyOu/h9243kUY02v23IiWCPMDCkpyY2w5nzD0q37WJplx7F0k0Qq8vJQDqYun0NSXoMitiOE0t5PUgE0JKIY0gSENKpvDO9n+uJ6i9h+jt14GlMaiN14un20CSYD0ZSr8WifQBVbMSkgxjeyzintbSyHmSGhUKjfq2HkI5Zu3cfSLDuOpZumnItktCAhk1QuAUkibvtqxw5CJ+UwY8iiCVOqAiQUYxESSXR5PhyhOMTJQJ9cb5KTpPpRABRzO4rYgEQCQxqCRBC5vWi8TBCbuchymPlOrjZZzXUs3bqPpVl2HEu3pHoTmnIpAuXIJdbSZQPdmNIQEFG8yVuQqQZkNPl8Yrbv9ord/U2vXm8ijGoux5DHI6SBACRst6EbE5FpRZMvABQMaTiSaENQQlK+vPfsOUEsh5khVm5cdli6dR9Ls+w4nm5C8md8LKf+CxQOtP9lIJu7T8Cy3KbXrjcRx6N9FlVsR6CiM4Ko7SGQ3RjKHDq3N4/afokitmBKlQiprHfs6QFOzjmGXsDKjcsOS7fuY2mWHT2pm9SpZZoADHlCjx071+gx3UQcxdwEIgiALGqQRTUAEjoq2/FqR8mtlFQMeXJOO0uwRpgZY4X6Z4elW/exNMuOntQtbvsistYIohldPpuE8llcya+l8jal4cRs93aaxs1vekQ3EcejfRpF7MRkABHbbzClKoQ0CMR24FAUctuJf1Y/Yo0wMyQXmqzmI5Zu3cfSLDt6UjchlRKxP0TE/i+S6vWo5iJsYhEKB7CJxajmYhBRHNpD2PR/gTCPf9Ac5Xi6yeYeZHPnMfdRjJUoYisSOgoHsBsvgOQkbPsdGqPac1xlNCm/i0CcHI9IfUAgEKCwsLC/zcg7LN26j6VZdvS4bkLg0r6FKtalgoXaG3ALZExKcWtfxyZWIFBwGH9GUEZcvQNDmQ3CRCKEwJfz0bXH0s2uP4LD+BtgkJSvOLyHqIgjEcNm/K9L5R4htNQfko+o4ylkcx8gY8qDe+ck+ohjOkxd19m3bx+lpaUEAgE0TaOyspK6ujo8Hg+KohAMBikrK6OlpQUhBGVlZdTX16fDlMPhMBUVFTQ2NiJJEsXFxTQ2NlJQUIBhGEQikfQxbTYbfr+fpqYm/H4/yWSSWCyW3m632/H5fDQ3N1NUVEQsFiMej6e3O51OXC4Xra2tlJSUEAqFSCaT6e0ulwu73U4gEOj2OWmaRnNz80l1Tn3xPTmdTurr60+qc+rt78nr9VJdXX1SnVNffE+aplFbW9tj51RWYqO5xYaun8aQsvfY33guPlctsiLTELMxxK/RHDgb01QZWLKG6qbheD0vE1eHkQz8h0GlSzjYMhtNvYzi4vKc/Z5UVaW1tfWI31PtwRhFnkEAtEagaGA8/T2VF6yhpWktRd69BI2hRGLnMbTsPfY1zgb7KfiKIp3OydV+Tom8uPaOhiSEOOrGZcuWiXHjxh3f7X4IOHjwIAMHDuxvM/IOS7fuY2mWHT2um9DwJm9CYS8mKhICCQODQYTtT+HUf4/NfBmIIpNKzdCkU0gq1+HWv54usRdVf5yzeYVwbN2c2v3YzecBE4PRRG0PIOQKAHyJBciEARA40JiHwjo0eT4JW343Ll+zZs3qBQsWnPbB160p2QzRNK2/TchLLN26j6VZdvS4bpKNiO1nOIzHMaSJyKIORewkrtwEkpO47S4S4jokM4LT+CNgElM+jyIOIihGogVBEaY0/PifJcz01K1iLEcR20kqV6TaXfUyR9VNaMTVr2HqVTjMx1DZikf7HBH7nxFSIYKOtU+BSszxg163tb+xHGaGWLlx2WHp1n0szbKjN3QT8iDi8reOvl0aiFAgqvwESbTgSd6BRD0mbgxOIaHcgCmPOMYHxPBodyGL/ZhUkJQvx2k+iEwIm/kGEdujIElHfz+AENjMl5DNXSTVmxFSYbfO8TDdRAxP8nYUdiJwkpAuQqY9VYQaZHMnhnIaMeVbuIz7AYOo+kC3PjNfsRxmhtTV1TF06ND+NiPvsHTrPpZm2dHfutmMF1HYBYBEGGhAmIXEmAsigUu7B5lGNGkeQnKhyzOxmYtRxdr29zTjNKuRCaX+Fk1AFPAc+QNFEtCwG8/hNP6IRAxVW0XE9pfjO9lO1NXVMbpqGYqxClkKgUigsqXdpiR2sQiDIchUY0ojMOTUMp2hnkVYPav7QuUxlsPMEI/nKBetxTGxdOs+lmbZ0d+66dI0TOzIJNMRo4rYjmIsxaXf395vExSxMbUWagwgLt+GQEHCaF/zlDEpR6IFCR2H8U8Sys2AAMmW/izFWIVLvxdIAm6k9mLmkmgFdMDGURFJHNqjgETC9nEKnUtwGr9FQj8UCIxAQkpHBduJ2n6NQ/99e5TrhzdP2HKYGaIoSn+bkJdYunUfS7Ps6G/dTGUSSeNy7OLfyO39NU2qcOk/Q6Gjmo7UXhROoRZJNtHEAmziTUDHkCYSVz+BR/sSMq04jEewGf8E7CTkK9HUW0GScBhPoZCqomNSgcFAJCIY0lQUcz1O/ZepAvPKFzCUrrEr3uQN7TVyQU5uJSpVpJxlJ3RGotCIoIC4ehcu/T5UsQQMBVnUE7d9s7dkzGksh5khwWCQoqKi/jYj77B06z6WZtmRC7ol7F/BNKag6IsxlClo8rldysEZ+JCwIdGCyRB0+XQ05RISxs3I1KPLpyOLncChguhJFFoAcJl/RNV2ELP9MFVFR8hImEAitYYol2BShUf7P1R2gACn8Qciyp+RzT1IohlDGpMe6QKobKI5eg3l/veQaAXsmO2VjIRUnLZb1h9sf4+BIg7wYcVymBlSVpbbNQ5zFUu37mNplh25opumnIemnNfp78vBeB0hFRC13Q9IyOYWTHlcOkDHVMZgMib1b8aiy2ejmJuQiALN7WXlDFSxGolG4uoXkbQGVLEEmTbc+j2E7Y+DJCFwpD9b4MBmPIdT/y0SEXTGIXAgoSMAXZpASfk0wvYnkIgdtZarJs9BMhsR2Eh2OrcPG5bDzJCWlhbcbnd/m5F3WLp1H0uz7MhV3RLqJ0mon+zymqHMPvobJImY7fupf4s47uSXUVmLhIHAh6AAJBVTqkAWqalUiSASrQjcxNTvgJ6KWo2pX8OlP4BMAACV9wEFg3I0eQEJ9U5aGg7iHjQIwdF7YiZsnyEprgRUhPThbXBuOcwMOVaBB4ujY+nWfSzNsuOk1E1yErU/iM34D6p4n0R7DihAUrkJm7kKiTZ0xuPQH0YWTQjhRkg24uodCLkCTZ6BYqxDIpyeVhUUk7B9EYTIWDchVfTWWeYNlsPMkFyZ7sk3LN26j6VZdpy0ukkSmnoNGtd0eVnIFe1TqUEc+kM4zGdTrwOSAFmvJWJ/DE29HlMag11/CpXVqQhdaTzu5FeQxS6GFI5BiHtAsor+H4/crgqcQ9TX1/e3CXmJpVv3sTTLjg+NbsLApX0PT/LjOPTfIaRiJBFIbz4U0COJaPo1QzmFmONnRNUHiai/RpPPQRXLUDhIbaMD1Xytj08iP7FGmBlyqFivRfewdOs+lmbZ8WHRzWa+jM18FQkDWexDMy8grn4eWa9DEgEkEghcqdJ6H8BQJgEgm3sRhheJNgo8TQis2sWZYDlMCwsLizwi1WpMBoz2/6sIuYqI/S+ddhLHrPZjysOIq1/AZryFJs/FUKb3rtEnCdaUbIaEw+H+NiEvsXTrPpZm2fFh0U2XzycpX4ouTSWpXHfkWrUZlMbTlIuI2n9CW3RKL1h5cmKNMDOkosKKEMsGS7fuY2mWHR8a3SSJuO3rPXa4D41uPYA1wsyQYzUVtTg6lm7dx9IsOyzdssPSLXMsh5khUjeq/1t0YOnWfSzNssPSLTss3TLHcpgZUlxcfPydLA7D0q37WJplh6Vbdli6ZY7lMDPEmrbIDku37mNplh2Wbtlh6ZY5lsPMkIKCgv42IS+xdOs+lmbZYemWHZZumWM5zAwxDKO/TchLLN26j6VZdli6ZYelW+ZYDjNDIpFIf5uQl1i6dR9Ls+ywdMsOS7fMsRxmhlRWVva3CXmJpVv3sTTLDku37LB0yxzLYWZIXV1df5uQl1i6dR9Ls+ywdMsOS7fMsRxmhthstv42IS+xdOs+lmbZYemWHZZumWM5zAzx+/39bUJeYunWfSzNssPSLTss3TLHcpgZ0tTU1N8m5CWWbt3H0iw7LN2yw9ItcyQhxFE3vvHGG43Avr4zx8LCwsLCot8ZumDBgrIPvnhMh2lhYWFhYWGRwpqStbCwsLCwyADLYVpYWFhYWGSA5TAtLCwsLCwywHKYFhYWFhYWGWA5TAsLCwsLiwz4/zB3hOjTO7NUAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "def scaling (X, a_x, b_y):\n", + " transformation = np.array([[a_x,0],[0,b_y]])\n", + " return np.dot(transformation,X.T).T\n", + "\n", + "X_moons,y_moons = make_moons(n_samples=200, noise=0.04)\n", + "\n", + "X_moons = scaling (X_moons, 4, 3)\n", + "X_moons[:,0] = X_moons[:,0] + 10\n", + "X_moons[:,1] = X_moons[:,1] - 4 \n", + "y_moons = y_moons + np.max(y_blobs) + 1\n", + "\n", + "X_moons = np.concatenate([X_blobs,X_moons])\n", + "y_moons = np.concatenate([y_blobs,y_moons])\n", + "distance_threshold = 40\n", + "Z = linkage(X_moons, 'ward' )\n", + "labels = cut_tree(Z, height=distance_threshold)\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_moons[:,0],X_moons[:,1],s=10,c=labels)\n", + "\n", + "plt.savefig('cluster_12', dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:24.247714Z", + "start_time": "2020-12-14T17:14:23.784818Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "def scaling (X, a_x, b_y):\n", + " transformation = np.array([[a_x,0],[0,b_y]])\n", + " return np.dot(transformation,X.T).T\n", + "\n", + "X_moons,y_moons = make_moons(n_samples=200, noise=0.04)\n", + "\n", + "X_moons = scaling (X_moons, 4, 3)\n", + "X_moons[:,0] = X_moons[:,0] + 10\n", + "X_moons[:,1] = X_moons[:,1] - 4 \n", + "y_moons = y_moons + np.max(y_blobs) + 1\n", + "\n", + "X_moons = np.concatenate([X_blobs,X_moons])\n", + "y_moons = np.concatenate([y_blobs,y_moons])\n", + "distance_threshold = 1.03\n", + "Z = linkage(X_moons, 'single' )\n", + "labels = cut_tree(Z, height=distance_threshold)\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_moons[:,0],X_moons[:,1],s=10,c=labels)\n", + "\n", + "plt.savefig('cluster_13', dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:24.657373Z", + "start_time": "2020-12-14T17:14:24.249372Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "def scaling (X, a_x, b_y):\n", + " transformation = np.array([[a_x,0],[0,b_y]])\n", + " return np.dot(transformation,X.T).T\n", + "\n", + "X_moons,y_moons = make_moons(n_samples=200, noise=0.04)\n", + "\n", + "X_moons = scaling (X_moons, 4, 3)\n", + "X_moons[:,0] = X_moons[:,0] + 10\n", + "X_moons[:,1] = X_moons[:,1] - 4 \n", + "y_moons = y_moons + np.max(y_blobs) + 1\n", + "\n", + "X_moons = np.concatenate([X_blobs,X_moons])\n", + "y_moons = np.concatenate([y_blobs,y_moons])\n", + "distance_threshold = 1.04\n", + "Z = linkage(X_moons, 'single' )\n", + "labels = cut_tree(Z, height=distance_threshold)\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_moons[:,0],X_moons[:,1],s=10,c=labels)\n", + "\n", + "plt.savefig('cluster_14', dpi=200)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see both $k$-means and the ward criterion fail to detect irregular shapes.\n", + "In the 'moons' clusters, many points are closer to the other cluster center than to its own. \n", + "It is then not surprising that methods which attempt to maximize compactness do not distinguish the two moons.\n", + "On the other hand, if we wish to find clusters well separated these methods are not well suited.\n", + "In fact, the separation of points from the same half-moon into different clusters might seem arbitrary, and when this happens for only one of the half-moons, see the ward criterion plot, such clustering appears inaccurate.\n", + "To detect irregular shapes as the half-moons we should employ a different algorithm that is not concerned with minimizing the within cluster distances.\n", + "\n", + "The single linkage criterion merges the two clusters with the minimal possible distance among all clusters points, regardless of the clusters dimensions and shapes.\n", + "Such behaviour promotes a rich-get-richer dynamics, where a cluster defined in a region of high-density points keeps growing assuming any possible shape and dimension. \n", + "We employ this criterion to test whether it is able to detect the shape of the half-moons." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:25.263323Z", + "start_time": "2020-12-14T17:14:24.995179Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "distance_threshold = 1.03\n", + "Z = linkage(X_moons, 'single' )\n", + "labels = cut_tree(Z, height=distance_threshold)\n", + "plt.title('single linkage', size=title_size)\n", + "plt.scatter(X_moons[:,0],X_moons[:,1],c=labels);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that the single linkage criterion has been able to separate the two half-moons and the blobs.\n", + "However, we can also see that there are few more clusters containing only one point, because such points are too far from the original blobs to be included into a cluster using the current distance threshold. We then increase the distance threshold aiming to include the single points into a larger cluster." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:25.908136Z", + "start_time": "2020-12-14T17:14:25.639848Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "distance_threshold = 1.04\n", + "Z = linkage(X_moons, 'single' )\n", + "labels = cut_tree(Z, height=distance_threshold)\n", + "plt.title('single linkage', size=title_size)\n", + "plt.scatter(X_moons[:,0],X_moons[:,1],c=labels);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A small increase in the distance threshold has brought to merging two blobs rather than adding the single point to a larger cluster. \n", + "This example shows a number of problems about this method.\n", + "Firstly, assessment of the distance threshold value is not a trivial task.\n", + "Secondly, the rich-get-richer behaviour of the algoritm makes clusters separation difficult.\n", + "For example in this case the algorithm merged two reasonably separeted clusters rather than including the single points into a cluster.\n", + "We might expect such problem to be more evident in case of outliers or noisy data, because single points can act as bridge between large clusters.\n", + "\n", + "We add noise to the previous dataset and test performance of the single linkage criterion." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:26.221842Z", + "start_time": "2020-12-14T17:14:26.215506Z" + } + }, + "outputs": [], + "source": [ + "noise_points = 100 \n", + "np.random.seed(seed=0)\n", + "noise = np.concatenate([np.expand_dims(np.random.random_sample(noise_points),axis=1)*30-10,\n", + " np.expand_dims(np.random.random_sample(noise_points),axis=1)*20-5],axis=1)\n", + "y_noisy = np.concatenate ([-1*np.ones(noise_points),y_moons])\n", + "X_noisy = np.concatenate([noise,X_moons])" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:14:26.760630Z", + "start_time": "2020-12-14T17:14:26.528530Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1152x432 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1,2,figsize=[16,6])\n", + "axs[0].scatter(X_noisy[:,0],X_noisy[:,1],c=y_noisy)\n", + "axs[0].set_title('labeled blobs', size=title_size)\n", + "axs[1].scatter(X_noisy[:,0],X_noisy[:,1])\n", + "axs[1].set_title('dataset', size=title_size)\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 27, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:24:05.910109Z", - "start_time": "2020-12-02T13:24:05.731644Z" - } + "end_time": "2020-12-14T17:14:27.467819Z", + "start_time": "2020-12-14T17:14:27.146033Z" + }, + "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -492,278 +1367,240 @@ } ], "source": [ - "distance_threshold = 40\n", - "Z = linkage(X_blobs, 'ward' )\n", + "distance_threshold = 1\n", + "Z = linkage(X_noisy, 'single' )\n", "labels = cut_tree(Z, height=distance_threshold)\n", - "plt.title('ward', size=title_size)\n", - "plt.scatter(X_blobs[:,0],X_blobs[:,1],c=labels);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Results that we have obtained are identical to the previous $k$-means results. \n", - "This is not a coincidence, as the target function that $k$-means and the ward criterion attempt to minimize is essentially the same, since both methods define clusters so as to minimize the within cluster distances. \n", - "Both methods attempt to create clusters as more compact as possible, thus forcing the creation of clusters with regular shapes.\n", - "We might then wonder how such algorithms perform when tested over clusters with irregular shapes.\n", - "\n", - "Below, we add to the previous dataset two clusters with irregular shapes that are generated using the 'make_moons' function from the scikit-learn package." + "plt.title('single linkage', size=title_size)\n", + "plt.scatter(X_noisy[:,0],X_noisy[:,1],c=labels);" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 28, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:24:06.900595Z", - "start_time": "2020-12-02T13:24:06.699689Z" + "end_time": "2020-12-14T17:14:27.705812Z", + "start_time": "2020-12-14T17:14:27.469210Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 1152x432 with 2 Axes>" + "<Figure size 576x432 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "fig, axs = plt.subplots(1,2,figsize=[16,6])\n", - "axs[0].scatter(X_blobs[:,0],X_blobs[:,1],c=y_blobs)\n", - "axs[0].set_title('labeled blobs', size=title_size)\n", - "axs[1].scatter(X_blobs[:,0],X_blobs[:,1])\n", - "axs[1].set_title('dataset', size=title_size);" + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "noise_points = 100 \n", + "np.random.seed(seed=0)\n", + "noise = np.concatenate([np.expand_dims(np.random.random_sample(noise_points),axis=1)*30-10,\n", + " np.expand_dims(np.random.random_sample(noise_points),axis=1)*20-5],axis=1)\n", + "y_noisy = np.concatenate ([-1*np.ones(noise_points),y_moons])\n", + "X_noisy = np.concatenate([noise,X_moons])\n", + "\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_noisy[:,0],X_noisy[:,1],s=10,color=\"#4472DB\")\n", + "\n", + "plt.savefig('cluster_15', dpi=200)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 29, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:24:07.593264Z", - "start_time": "2020-12-02T13:24:07.343595Z" + "end_time": "2020-12-14T17:14:28.434508Z", + "start_time": "2020-12-14T17:14:27.977484Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<Figure size 1152x432 with 2 Axes>" + "<Figure size 576x432 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "def scaling (X, a_x, b_y):\n", - " transformation = np.array([[a_x,0],[0,b_y]])\n", - " return np.dot(transformation,X.T).T\n", - "\n", - "X_moons,y_moons = make_moons(n_samples=200, noise=0.04)\n", - "\n", - "X_moons = scaling (X_moons, 4, 3)\n", - "X_moons[:,0] = X_moons[:,0] + 10\n", - "X_moons[:,1] = X_moons[:,1] - 4 \n", - "y_moons = y_moons + np.max(y_blobs) + 1\n", + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", "\n", - "X_moons = np.concatenate([X_blobs,X_moons])\n", - "y_moons = np.concatenate([y_blobs,y_moons])\n", + "distance_threshold = 1.04\n", + "Z = linkage(X_noisy, 'single' )\n", + "labels = cut_tree(Z, height=distance_threshold)\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_noisy[:,0],X_noisy[:,1],s=10,c=labels)\n", "\n", - "fig, axs = plt.subplots(1,2,figsize=[16,6])\n", - "axs[0].scatter(X_moons[:,0],X_moons[:,1],c=y_moons)\n", - "axs[0].set_title('labeled blobs', size=title_size)\n", - "axs[1].scatter(X_moons[:,0],X_moons[:,1])\n", - "axs[1].set_title('dataset', size=title_size)\n", - "plt.show();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We test the ward linkage criterion and $k$-means over the new dataset." + "plt.savefig('cluster_16', dpi=200)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 30, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:25:43.170323Z", - "start_time": "2020-12-02T13:25:42.809016Z" + "end_time": "2020-12-14T17:14:28.709379Z", + "start_time": "2020-12-14T17:14:28.436173Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 1152x432 with 2 Axes>" + "<Figure size 576x432 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "fig, axs = plt.subplots(1,2,figsize=[16,6])\n", - "labels = KMeans(n_clusters=6).fit_predict(X_moons)\n", - "axs[0].scatter(X_moons[:,0],X_moons[:,1],c=labels)\n", - "axs[0].set_title ('k-means', size=title_size)\n", - "distance_threshold = 40\n", - "Z = linkage(X_moons, 'ward' )\n", - "labels = cut_tree(Z, height=distance_threshold)\n", - "axs[1].scatter(X_moons[:,0],X_moons[:,1],c=labels)\n", - "axs[1].set_title('ward', size=title_size);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see both $k$-means and the ward criterion fail to detect irregular shapes.\n", - "In the 'moons' clusters, many points are closer to the other cluster center than to its own. \n", - "It is then not surprising that methods which attempt to maximize compactness do not distinguish the two moons.\n", - "On the other hand, if we wish to find clusters well separated these methods are not well suited.\n", - "In fact, the separation of points from the same half-moon into different clusters might seem arbitrary, and when this happens for only one of the half-moons, see the ward criterion plot, such clustering appears inaccurate.\n", - "To detect irregular shapes as the half-moons we should employ a different algorithm that is not concerned with minimizing the within cluster distances.\n", + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", "\n", - "The single linkage criterion merges the two clusters with the minimal possible distance among all clusters points, regardless of the clusters dimensions and shapes.\n", - "Such behaviour promotes a rich-get-richer dynamics, where a cluster defined in a region of high-density points keeps growing assuming any possible shape and dimension. \n", - "We employ this criterion to test whether it is able to detect the shape of the half-moons." + "clustering = DBSCAN(eps=0.8, min_samples=10).fit(X_noisy)\n", + "labels = clustering.labels_\n", + "plt.scatter(X_noisy[np.where(labels!=-1)][:,0],X_noisy[np.where(labels!=-1)][:,1],c=labels[np.where(labels!=-1)],s=10);\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "\n", + "plt.savefig('cluster_17', dpi=200)" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 31, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:26:04.368562Z", - "start_time": "2020-12-02T13:26:04.104237Z" + "end_time": "2020-12-14T17:14:29.056946Z", + "start_time": "2020-12-14T17:14:28.812146Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "distance_threshold = 1.03\n", - "Z = linkage(X_moons, 'single' )\n", - "labels = cut_tree(Z, height=distance_threshold)\n", - "plt.title('single linkage', size=title_size)\n", - "plt.scatter(X_moons[:,0],X_moons[:,1],c=labels);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We see that the single linkage criterion has been able to separate the two half-moons and the blobs.\n", - "However, we can also see that there are few more clusters containing only one point, because such points are too far from the original blobs to be included into a cluster using the current distance threshold. We then increase the distance threshold aiming to include the single points into a larger cluster." + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "random_state = 0\n", + "centers = [[-2,10]]\n", + "n_samples = [50]\n", + "cluster_std=[[3,2]]\n", + "X_mixed, y_mixed = make_blobs(n_samples=n_samples,\n", + " random_state=random_state,\n", + " cluster_std=cluster_std,\n", + " centers=centers)\n", + "y_mixed = y_mixed + np.max(y_noisy) + 1\n", + "y_mixed = np.concatenate ([y_noisy,y_mixed])\n", + "X_mixed = np.concatenate([X_noisy,X_mixed])\n", + "\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "plt.scatter(X_mixed[:,0],X_mixed[:,1],s=10,color=\"#4472DB\")\n", + "\n", + "plt.savefig('cluster_18', dpi=200)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 32, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T13:26:05.477250Z", - "start_time": "2020-12-02T13:26:05.228129Z" + "end_time": "2020-12-14T17:14:29.514603Z", + "start_time": "2020-12-14T17:14:29.237644Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "distance_threshold = 1.04\n", - "Z = linkage(X_moons, 'single' )\n", - "labels = cut_tree(Z, height=distance_threshold)\n", - "plt.title('single linkage', size=title_size)\n", - "plt.scatter(X_moons[:,0],X_moons[:,1],c=labels);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A small increase in the distance threshold has brought to merging two blobs rather than adding the single point to a larger cluster. \n", - "This example shows a number of problems about this method.\n", - "Firstly, assessment of the distance threshold value is not a trivial task.\n", - "Secondly, the rich-get-richer behaviour of the algoritm makes clusters separation difficult.\n", - "For example in this case the algorithm merged two reasonably separeted clusters rather than including the single points into a cluster.\n", - "We might expect such problem to be more evident in case of outliers or noisy data, because single points can act as bridge between large clusters.\n", + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", "\n", - "We add noise to the previous dataset and test performance of the single linkage criterion." + "clustering = DBSCAN(eps=0.8, min_samples=10).fit(X_noisy)\n", + "labels = clustering.labels_\n", + "plt.scatter(X_mixed[np.where(labels!=-1)][:,0],X_mixed[np.where(labels!=-1)][:,1],c=labels[np.where(labels!=-1)],s=10);\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "\n", + "plt.savefig('cluster_19', dpi=200)" ] }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 33, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T17:18:28.590384Z", - "start_time": "2020-12-02T17:18:28.581723Z" + "end_time": "2020-12-14T17:14:30.116831Z", + "start_time": "2020-12-14T17:14:29.798507Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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IGUsATawaqSxYYE4CsUl1y0qdftMU0jqmIJVJcdndfPHwD/z9yZJG+9oatDN4bKF/u3wt7wjVVFqDdm0VMawkSFxc0+rwtWb8goBU0oAjR62VBI//6O7tHA/atQStUbduQztz1+c3NtruxUvfYfM/29HEabjooZlMufLkOm2i4jQo1UoABAFy1+fXadNlUEce+/Uu7p/8NCatBafVxe41+5jaQFiI1WDj5cvfQ5OqpOfA7pxx67TDu8GjyOXZY6l0mXH7PcxIH9Bi/ThcWuO4ayuIM8wgPl/bdRAot5u5aOX3nLX8S17Z/V+9ba7pPJRecakMTsxkdvcxR/X6bVm7lqS16OZxefj4nm94+fJ3KdvXtCwwpbkV+P0CNqOdTf9sb7CdJrYmobq0Aa/c5HaJ9BrZjdikGDI6pXH6zVPrbef3+fn0ge/YsWIPhkoTCz5ajNNW46278LOlPDD1WV689B2cNhd2s523bvqEl694D12pvkn3dTh0jk7j3X6Xc3+3MxiR0OWon7+5aC3jri0izjCD2Gw2UlLaZkHad/PWkmvVAbCoMo8buo4gSh6ezPqUrO6cktW9Wa7flrVrSVqLbp89+D0LP1sKAlQW6nhhycONvqdd9wy0RTo0cRoGTe4bdqxsbwWVBVr6ndyLK54+j2+fnotCreCaly4CoCS3nIr9lQyY0AeFSoFEIuGOT69HW1xNbGIMmti6pekseitPnf1qyKCndEjEWu5AJpciCAHDPfe1BWiLq4HA3mruujzyNhUCYKwy8eSfDRenjpTX8/9mcfUulFI5F7UbxcyMQ5coaw20lnHXFhENZpCMjIyW7kLEtNPEIUeCFwG1TIFSemwrqrdl7VqS1qKbodwIwRV7p83ZaHuHxYk6WkVOn2xm3DiZ8eePCh1b88dGPrzzKyx6K33G9uCRX2bz5PwaQ/Xzq3/yw3O/4/P66DGyK0/8cTcSiQSJREJaTsNf4gs/W0b+1mIApDIpljIHlz11Lg6Lk2fOfwOT1hJWgNppdVG4vST0d3W5sYlqHB67rGU4/R6cfg9rDHltwmC2lnHXFhGXZINUVFQcs2sJgoDHn49PMDTeuAlc02Uol3QcxIS0zjzVfzJy6bH9WI+ldscTrUW38x84g/Y9s0jvmMrES05qtP0n937Dyl/WU7CtmD/eCo+9XPHzOsw6C4JfoHxfZVjRZ4Bf31gQio/M31KIyx5+vDZFu0q5d+JTzB79KBa9heiEgGdnclYCFz1zBsOmD+SX1+azf3Mh1aV6QELHfu0ZfupAJl02Fqm85jnoPrRzU+U4LLJUCUgAlVRO9+i2YYhay7hri4gzzCAKRf31+JoDvfN+nL7lSCXRJKgeRSM/sj1FmUTKLd1HHqXeHT7HUrvjidaiW4c+7Xl5xWMIgoCkAaex2tgtjtC/vW5v2LHhpw5ix/LdWPQ20jqkoNQow45rotU4zIFZrEKlQK5seDXkq8d/Jn9LUejvK5+9gC3/7iC9YwrbFu8mPiqR9j3boYpS4rK7iU+N5bHf7iQqLgpBEBhx+mD2rs8nJTuJG1+/rElaHC4PdjuDv7XbiJVrGJvUPFseR5vWMu7aIqLBDBIfH1mhWa+/Aq8/H7m0I+BDLs0+ZHtB8OP2b0LAjE8wY/P8cMQGs6WJVLsTndamW1OMJcClT5yDocKIy+FhxnUTw46NPXs4WV3TKd1bwYhTB4Ud+/yh7/H5/EikEmRyGTKFlDvHPs4tb19Jt3pmgAqVvNa/FYw7b2TA8ef+b4lKUrPiyw089++DWPQW9m0qYPo1E4iKiwrdy63vXn24Ehw2cqmMGekDm/06R5PWNu7aEqLBDKLT6YiOrhsndijcvh3oHP/DTwUgR0IMUfJTSFQ/2OB7JBIpUkkKPqEM0KCU9T+yjrcCItFOpO3qltEpjWcWPtDg8c4DOtB5QIew1/ZtzOefz5eFlmC9bi9mrRWz1sovr83nni9vrtN+/+ZCpDIpUfEabnzrCgB2rszFYXHS/9Qe7F60H5vRzpm3ncLBuJ0eFCp5k38EHCmNzc4NHhv7bVp6xmQSLW/ZOp1tddy1BkSDGSSSX102z9ygsQTwImDE6Vvd6PtSNe9icX+OXNqJKPmph33dpuIXBB7f/i/7rNX0jkvjgd4nN8sXiPiLNTJOJN2kMmm9Y08ql5LRKa3O6399sgRdSSAURCaTkZASC8AZt05jz9o89EUmug3tzIq569i9ch/jzh/J4Kn90JXq+eLhH8jfUkRCWjwP/nh7WDKFo02JQ8/T+37D4fMwOaUPl2SPrtOm3Gnk/t0/UO4y0jkqlVd6X4RGpqznbMeGE2ncHW1EgxnE7W7Y+aAhNPIpOHz/4Bd0oddkktTQv32CAaPzGcBHguoBZNKAF6BUEke86tYj7nNjLKvK5++KvXgEPwU2A9OzujE4sR0Abr8PQRBQyY58CESinciJpVvnAR2Yfv0kFn/1H26Hh4wuaaTnpJDZJZ1z7z29TvvBU/qzYcFWrAYbCelxxASzBGV3z+T5fx+itLgUQ4GFN2/4GIfFyd51efyYHo+2SIfd4kTwC1SXGpj/wb+ce0/d8x+M1+3l26fnYtSaufiRWSRmJDTpvj4rWc5+eyBzzt/abVzYbiQySbjT3XL9HspdRgCK7NXk27X0jm3XpPM3ByfSuDvaiAYziMPhaLzRQajlw0mRvIfLtxUEO35MxCpr9k30zgdw+QKJBPxOE6lRHx+1/jYFpUyOTCLFI/iRS6SopIHN/nlle/hg3zoEicCVnQYzM7vPEV0nEu1ETjzdLnzwLC588KwmtR115hCi46PYt3E/ky8fh9fl5eeX/yQxI57Jl4+joriSL+78GYcl4EBkqDJjqDKHnUMTqyan96ENk7HSRMH2Yj574HvK9gVWi8rzqnj6r/ua1M9UZRwSAlE5apkCKXVn0SMSuvBr5SZ0bguZ6gRyNMlNOndzcaKNu6OJaDCDRBqbpJT1QCmrv2q9INTkmvRjj+j8R8Ko5Pacl9OX7aYqhiRm0Sc+sPT1U/F2Sp2BL5e5JbuO2GCKcV2RcSLo5rA4UajlyBWH/1XTf3wv+o/vBcATM19h+7LdKFRyKvO17F63F0OFCQCpTILfV5P6UaFW0GNkV4bPGMiI0wY3eP6S3HKeu+ANqgqrw17XFVc38I66XN1+HH7BT5XbzKXtxtS77NwhKoXne57HFnMRoxK7EiMPJGaweV28kf83Tr+Ha3PGk61JavJ1j4QTYdw1F6LBDFJRUUGHDh0ab3gYxCqvx+R6ERDCZp7HColEwm3d6+6pJKlqKhUkKjV1jh8uzaHdiUBb1s1hcWKoMBIVH8U7t3yKw+LkrDumM2RqjRPbnEd+ZOUv61BoFNzyzlV0H9oZXamej+/+GoBrXrqI5KymGYkDtTI9Li9Fu0rpNLI9uWsCuWnb92pH2b5KPM5AAnSP00PR9hJyumfh9/uR1opLdjs9vHnDx+jLjUTFaeoYSwCLwcrv7yxk+7LdSCQSrn254X7KpTJu7Dip0f5na5LqGMRX8xewXJ8LgNFj5/W+lzQuxFGgLY+7lkY0mEGUyqO/Ca+Rj2mVISNP9p3MG3tX4RcEbus+qvE3NEJzaHci0FZ1K8+r5LmL3sKktSBXyjBrA+W7vnzsp5DB9Pv9LPt+FabgsV9fm8/dX97MOzd/xvbluwFw2d08Mnd2k67Zb1xPzDoLCrWSceePIj4nmrLNWtTRKm54/TLmf/gvCz5cjNUQWNUx6yz89ekS0julMr1W6Mv3z//Gmt83AhCfGkd8WhymKjNypQyvxwcCeN0+fn/rb4yVgRnsOze7efiXpvXzcLB5a/LguvzeQ7Q8urTVcdcaEA1mkNjY2JbuwjFDI1dwb6/Gaw42lRNJu6NJW9VtwUeLKQ/mdJUpajm4CAJ/f7KE3Wv34ba7Q8YSCWR2DSwDul01Die1/y0IAh/d/RX5W4roOrgjVz53Ydjy5lXPX8SMGyajjlaTkBaH1Wrl4Z/vCB0/794ziI6L4udX5mEx2EAAn8eHudrS4H3IlTL+9+G1FGwrZsQZg/lg9pfsWZtHbGI0So0iZDDdLg/bl+/GZXMxaGq/sBnrkXBl+3EY8//CK/g4J7NO6cVmo62Ou9aAaDCDVFdXh6pwixweonaR0VZ16z++F8t/WIPVYCMlO5mU7CTcdjddBnfky8d/wml1IVfWfLUkZyZy0cMzAbjwgbP4/OEfQv8+wOZFO1jy9crAkuvOUoafNpi+J4UXr68dflKfdqfeOJlhpw7kxxf/IG9jAYmZCXViNM+753Qq9ldhqDBy0rkj6TGiKz1GdAXg7jk3oSvRE5ccw74N+aF+puUk8/xFb+H1+Bgzaxi3vHPVESoYoHtMBu+2QNHptjruWgOiwQySmJjY0l1os4jaRUZb1W3ItAHc/M4V7Fiey7RrxpPeIRBK9fE93+C0BpYZJRJQquUgkTB65lCkssCsrM9JPXlhycMIgsCquetZ8s1Kxp03Epm8Jk4zkAmoZha34a+tfDB7DpoYDU/Ov4fYpJgGtUvLSeGmN69osO9KjTKs3qfL7uKtGz/BUGVm0qVjmXDRmLB+Ajx+xkuhhAtFO0sjkaxV0VbHXWtANJhBHA7HCV1Y1S8I/FKyE6PHwcUdBqI+jPjME127SGnLug2ZOoAhU8OLJp/1v2nsWpWLRW+l88AOFO8qw1hpYvvyPfzwwm/kbylm/EWjGX7qID69/1sWzfkPr9vL98//xk1vXcHky8eRt6mAbkM70WtUIC+rIAi8etX7uJ0eDJh4YMoz3PTWlcRkqkPaOa1ONi7cRoe+7WnX7fA8QL95ai5r/tgEBByLRp81FFVUTSaeygItKe2TUceo8Hp8dOqXcySytQra8rhraUSDGcTpbLys0fHMq3tW8GPxDjyCjy2GCt4YclqT33uiaxcpzaWbxeKkSmshJycJhfzYlXrTlRhIzUmmz9geZHVNZ8OCrQDkby2iZE8ZHpeX/VuL6DakE4XbS0JerbpiPW/f+ClPzL+Hr5/4hW3LdvPubZ9zw+uXBSr7uDyha1QW6nj8jJeYfMsYLrrjHFRRKh4/6xXyNhWQkB7P7R9cQ5+xNWFe5moLc19bQHaPLCZcPLpO2MeByikACCDURKewdt4mPrr7KyzVVjoP6sgF959B33G9mkG5Y4v4vEaOaDCDnOixSXlWPR4h8OVR6bI20jqcE127SGkO3UpKDDz7/AL0BjtdOqfw+KOnI5M1f7k3j8vD2zd/SsX+KuQKGUOmD0CulON1e4mK02A3B4LlHRYHVqOdARN6k7e5MFT+y6g1s/y71az+bT0+j5+yvRWcfP4oeo/pjlKjrCkDJgRWQ1Z8uYHh44eS1SWdquJApi1jpYml368mOj6KlOwkohOieOa8N9i/uRBVlBKL3hLa06zIr+Kly9/FbnaS0SmVmMQYxl80GnV0zexy+Y9rMFYG4pUNZUZ6jere5NSSVqMNr9tHQlrrm8mJz2vkiPUwg5zoNeJOyexGqiqaBIWa4UmHrrhyMCe6dpHSHLr9/c9OKirNuN1eiooNVFaaG39TBLidHuY89iOPnfkS3z/7KzazPWT8vB4f25fuDpX+6jW6G71GdSO9YypDThmAocJIVXE1lz99Ltk9MklIj6fXqG507Nc+lOBArpKjjgkYr5TsujGQI88fRIfe2SRmJJCYHsiNKlfK2L+5gIemP8e9k54if2thyEvWZXezb1NB6P3fPv0rRTtK0RVX4/X6eGLe3Uy98uSwawye3DdUgzOlfVKYI9OhWPbdKu45+UnuGf8k3z//W1MlPWaIz2vkiDPMIGq1uqW70KKc0a4Xo1NycPq8ZEcdXnLmE127SGkO3YYM7sDy//ZhNjtJTIwiObl5Eo+/deMnrP5tAwA7/8ulcGcpo84ayvr5m4mOj8ZmsmMzBbJbyWRSHv/jbjwuD89e8CbPnP8Gfq+fzf9s57Hf7yI6PoqYxGgEQaBdjywq91fRa1S3UMWTyZedFPBYFUAdreSUaycx/Jz+xKcGZm9KVSCu0Ov2Uby7DMEnoC2s5pdX59NrVDc223agiVUzdtZwln63in4n9SStQzJSuRS/148qSoVMUXfpesLFY0nvlEbZvgpOOmdEk7VZ/PXKUOL4dfM2c969ZzT5vXaznVeufB+TzsLos4Yy844ZTX5vUxGf18gRDWYQjebIM960dVJUkX25itpFRnPoNqB/NnfdOZWdO8uYPLEnKlXzFAvWlxvC/t66ZCeTLx/H6+ueQiqVsvCzpSz4cDHKKCWXPHEOAPPeW8T2ZbtrncNIeV4lgyb3A2DRF8sp2lGM1+0jb3MB1aUGrEYb7Xu3Y+SZQ6gq0NFvXC8uengmZnPNzNnrqQn6F2qlyNOXGXnqr/vQFlXjdnl46JTnsJscJKTH8/Rf9+H3+qko0HLO3ac1uNTae3R3eo8+vMLQ6R1T2bUqF79PQB2j4r6JT+FxeznztlMYd96hC71/89SvbF2yCwCr3srUq8YTHR91yPccLuLzGjmiwQxiMBhOKM+xNdXFvL9vLWqZgsf7TiRVHXlc1omm3dGiOXTLL9AxZ85qfH4/3bqmkZh4dGeYnz3wHVuX7kLw+9HEaXBYHCAEljwXfraMIaf0p+/Ynky54mSmXBG+xKlSK5DKpPh9fiQSCR37tw8zRlajHa87sI/ucXn55/NlLPh4MS67i+GnDea5RYE6s7pSPb99Op8tv+/mpHNGMPOO6fz44h/IZDKsJhu6Yj1IoOuQTkgkEtI6pPDG9R9hNwX2UY2VJr5+8mfytxSh1ChDIS+Hy44Ve/jroyV0H96Z026cEnr92pcvJq1DCnaznfytRexZkwfAr28saNRgRsWqkUglCH4BqVzWLPvP4vMaOaLBDJKc3LIVBI41r+1ZyV5rII/mc7uW8/Kg6RGf60TT7mjRFN0sFifrNhTSo3s67bISGm3/2Rer2LuvCoCvv1nLwAHtj7SbAPh9fpb/uIal364KLbV2HtiB/K1FCEHXUsHv58tHfkIZpeSih86i58huYeeYds0ECneVUpZbQZ+Te3DOnachq+XFO+P6SexZvRdtiZ6eo7qx9s9N2IyBaxVuLwbg97f/Zu5r81EnqtDm6Vn81QpeX/sko84cyqpf1zPnkR9RRSnpOaIrlz5+Tujc8lpLrhKphO3Ld2OqCuxvvnHth7z032OHpYfVYOOdWz5DW1TNpkXbiEuJZdy5AWMok8uYNTuwlPrq1R+E3qNowmz/3HtPx1BlQltUzZQrx6GOOfrLp+LzGjmiwQxisVjE7BcRImoXGY3p5nB6eOTx3ykq0pOcFM19906jc6fUBtsDYWEksqMYUvLq1R+wbv4mgo7UyBRSKvOrEPw1S6Aet5f9WwoB+OS+b0OB/weQyqTc8NplDV5DqVZw7ze34vV4eWjacxTvKuNAtaysrhkYK0388c5CLHobHYZloc3TI1fKkAaTHPz5/qLQ3qHN5Ahz0rn0iXMp2l2OtkiL1+ULGUuAqqJqvG5vk516HBYnz17wZuhaLpub4gYSGlz3yiVIJGA3O7iklgFvCLlSfsjEC0cD8XmNHNFLNsiJVlT19h6j6RefzrCkdtzb86QjOteJpt3RojHdKipMVAW9XKv1NtYEq3McihuvH8fgQe3p168dN15/9PIFF+0swe8VEASB2KQY+o/vg9PmCm9UK4axtiFtKgXbi/n1zb/Yt6kgZIwQoM/YHsz+9PqwttGJgX29jn1zQrldY2otPx/wbj1AbFIMz/3zAMNmDMJhDY9DjE+NRSJtWrgIwM+vzGPv+v0IfgGJVEJO73acceu0ettGx0fxv4+u44HvbyenV8sVja6N+LxGjmgwg5xosUkjk9vz6YizeXfomaRpjuzX5omm3dGiMd2yMuPJzAx4LKemxDBmdJdGz5mcHMOD98/gsYdPI6f90auvmNklHYlUQlScmpl3TGfoKf3x12MUpTIJSrUCXameJ2a+EpZ0AKC61MCmf7ZRvKuUqkJd6PWC7cU8d8GbfPXYT7xz86ek5gSWDZMyE7jg/jORyWUkpMczcHJfALb/HSiLZTPX1Jm99d2rGX/haBIzE6gs0PLS5e9Ssqcs7PqDJvdFqQ4sjSo1gbqZlz5x7mHNxuPT4kJetUmZCTwydzaxSTXPkNfj5e9Pl/LfT2tCy9WtCfF5jRxxSTaIWCMuckTtIqMx3VQqBU88dgY7d5XTqWMyycl1f9jsya1g7q9byM5O4MLzhyM9jJnS4XDXFzey5vdNJGUm0GtUN7weL5sW7aAyX4tKo6AsrxKZTIZMIcVYacbt9LB92W7W/L6JsecMB6BgWzEvXPI2uhI9UpmU6IQoRp05hMT0eJwOF/pyIwDaomqu/eFSvG4P7bpnkpaTEurHgQQGfad2Z+33Wxk7axjVpQZkcikJ6fF0GdyRJd+uBAEq9lexdfFOJl4yliueOR8AY6UZn88PQGxiDPd+eXPYzPQAhgojn9z3LRKphGteuIi4lJoKHzOun4SuSE/J3nImXjyGuOTw6h+vX/sRa+dtQq6Uk7epkMufOu/ofRBHAfF5jRzRYAYRXa0jR9QuMpqiW1SUkqFD6n65Lf9vH4VF1axcmUdllYUNG6WoVQrOnjX4qPVv7/r9zP/wX/qN68mEi8cyZtaw0DG5Qs49c26q0/7R014M/a1QyUnvVGPs/vtxTWip1e/zY6m2smjOf/g8PqQKKapoFV63l5ze7eg2pFNY1p0DjDhtENuW7sJQZqbLgA5UFOr4atLTyORSpl49nh3/BYo+H5jZOW0udqzYE3q/tqQanyfoiev24LA66zWYb97wSahup9Pq5IHvbw8dk0qlXPHs+Q3qVhHc2/U4PRRsK26wXUshPq+RIxrMIGJR1cgRtYuMSHX7/Y+tfPv9OpxObyjswOfzU15x9LL6WA02Xr/uI6oKdWz4exvR8dEMP23QId+T3SOLrG4ZFO0sRalRMGv2DLoN6Rw63m1op1DBZgAkhIyX3+PH5XEx/qLRXP38hWEJ0Gsz6syhpHVIoXBPEat+2swfb/2NO5iT9pdX/qxJoVeL1PY1XqEz/zedPWvyMGlNdBnUkZcuexenzUWfsd0p3F6CVCbl2lcuwWmr2ed0HLxXWwtBEDBVmYmK06DUBD7PXqO6UVWoQ66UM2Ra/0NqdoC5ry9gyTcr0cSomf3Z9aRmN58nq/i8Ro5oMIOYTCYSEhJauhttElG7yIhUt917KnA6A8H6SoWMmKQoYmPVXHTBsEbe2XSMlSashkBOYYfZQd6mgkYNpiZWzWO/38XO/3LpMqgjye1qyki9ctX7rJ0XqAoy6szBdOyXg9/nZ8l3q6jcrw21S0iLa9BYQsBAlewuo3BfMVsWbQ+9Xl8spVKj5JRrJnLBAzWZdqLjo3jyz3tCfcrfWgSAtrg6lMrv0/u/ZeYdM/jmqV+QSCScc1fDhQieveANctfuJy4lltmfXk/Hvu256rkLmXTpSSjVCjK7pB9SMwgkgP/ns6VUFQXCvL56/Gf+9+G1jb4vUsTnNXJEgxkkJSWl8UYi9SJqFxmR6jZtah/y8rTY7W4GDmzPHbdPanJS8KaS1T2DXqO7s39zEXEpscy4YVKT3heTUP9MdP38Lfi9gb3Dnav2cfWLFxMVq2H6dRP5/rnf2fTPNmISo0Pxiw3x+9sL+f6534hNq/GC1cSqOf3mqRTvLmP1rxsQBAGZXMros4ZyyWOzGjxXYnp8IGxFIGzvVyqVMmzGQLweH/9++R9b/t1Bv5N7hrxxD/Dn+4vYsmgngiBgNzv49Y0F3P5BwNB16NP0fMxSmbQmRlMCCanNm1RAfF4jRzSYQUwmE9HRzZN383hH1C4yItWtf792vPDcLMwWJ+2yEo6asdy0cBtLv1vN0FP6s2NFLvoyI33GdOeGNy5jz9o8kk0Osro2PmM6gElrRqlWoolVI1NI8QZXS102F3ef9ASaOA13z7kRVbQKfbmRqqJqPrr7a2555yoA3A438z9aTHxKLCdfMAqJRMLe9ftxO9y069uZ6kIjqigllz15HiCwdenO0N6lz+tn0OQ+APj9fnav3kdCahxZteplXvLY2Xg9PqpLDYw5ZxiLPl+OTCblulcuwaK3MueRH9CV6Nn+325SspOYcX34j4bty3aFecF2GdgxAtVBIpFw45uX8+NL80jOSuTiRxs28kcD8XmNHNFgBvF4PI03EqkXUbvIOBLd4uI0xMU17ryxe/VeTFoLw2YMPGQKuKpCHe/d/gWGShOb/tmG2+HG5/VTsL2YDX9twWl3E5sUw1XPXcDomY0v/c559EeW/7AGpVrBVc9dwNUvXMg3T85FoVbgsrkxVJowVJp49oI3sRntob3H/FpOMi9e9i5b/t2BQiXnz/f+QaqQoS8L5LDVxAaWbTUxaor3lPLvnBU4rc7QjDGtYwo9R3ZDEARuG/IgVUXVKFRyLn3iXHSlehLS4phx/SSufeni0PXUGiVFu8qISYzGYXWG9kZ9bh+GCmPY/XndXjr0z2H7ij04LS7a98zi1Bsnh447bS62L99FTq9s0joEZnR+vx+fx1dvxp/uw7rwwHe3Narr0UB8XiNHNJhBxNikyBG1i4zm1u3XNxbwc9ARZuj0Adz1+Y0ArPxlHYvm/EdG5zSufv5CpDIpVUU6TLpA9huHpcbhRfALOKwBpxezzsKqXzc0yWBuWLAFY6UJgNeu/ZAn593D+ztexOvxcvfJT2LSmgPXLdCFva98XwXLvl/NuPNGUl0a8Kj1uLwUbC8Ja7f971xUUUqMWjN/vruo5kBwwuewONj49zZSc5JDe4Mel5evn/wZp9WFTCGjeFcZp988lewemfz9yRK+euJnHBYnGxZs4em/72fs2cPZsngHCWnxYVVDvG4vj5/1MoXbS4hJjObyp85nfHAGDIE4zCfOfJl9mwpIykxg9qfXo9Qoef3aj3DZXYyZNYyLHz27UQ2bC/F5jRzRYAYRY5MiR9QuMppbtx3/7QkZv9LccgBsJjtfPv4TumI9O1bsITU7ibP+Nx2pVIJMHkiMfgCFWo7HWVMJRBOrZuDEPk26dlSt2a/T6uLrp+Zy/7e3IlfImXDRaJZ8vRIkEkp2hycW8Lp9fHLfNyRnJdBrdHcMFUYcFmedJAl9p3Zn77LCer1iASzVNuY8/hOZndPCXj/Q3ufxsfyH1az9YyOjZw2jfG9lSCtdiR6PyxuK3azIr6K6zBC6p5I95RRsK8Zld+O0udAVVYclPqguNVBREHBk0pcbWfb9akxaS+gzWDV3PRc+PLPOnuixQnxeI0c0mEHENf3IEbWLjObWbcDEPuSu34/L7iKnd8AJxePy4gtWBPF7/ZirrWxauI03rv8Yj8sb9v7BU/rj9XipKtCRkBbLufedSc8RXRu97r9f/kd1qSG0PAoQF8yEM//DRfz4wh84bS6ye2TSaUB7zNU2bAZbKNWe3eQgf2sx1750MTOum8jXT//Cuj82h11DV2jAarRzKOxGO3kbC8JeE/wCSo0iECfp8uJ1O9i6ZDeV+VWhNg6bM5QNaN57//DLq/Pxur2Mv3A0VzxzPmkdkknKTKQ8r5K4lFj6T+gddo3krERSc5KxGmwkpMcxZuYwNvy9LVR/Ux2rbjFjCeLzeiQc0mB6vV4KCwtJSUnBZDLh8XjIyMigoqKC6OhoZDIZZrOZ1NRU9Ho9giCQmppKZWVlKLmv1WolPT0drVaLRCIhKSkJrVZLXFwcPp8Pm80WOqdCoSA+Ph6dTkd8fDxutxuHwxE6rlQqiY2Npbq6msTERBwOB06nM3RcrVaj0WgwGAwkJydjsVhwu92h4xqNBqVSiclkqnNP1dWBZZvj6Z6O1edksVjCjh8P93QsPieLxUJsbGyz3FNRQTE2t4XhZwxk0Om96Tm4O1VVVTgcDiZeMRazzYQECTNunMCvHy4gNjOanCGZxKXFkLeyiInXjWbE9MHEJ8WH3VNhYSGpKanMfX8eZbsriU2IZdpNJ5Oamhr6nNbM30j3CR3RFRrwurwMOKU3/Ub0ZtU/azHZTSii5Qw4vSfVRUY0MWp6TupM8eYKotJU+L0CLoOHnpM7YTAYUCUp6Dq2PTtX7qHv1O44rS5MZVa6jsrBaXERnRxFUrt4ti0IHPe4vagValSJCnYtySMxK464tBi2/51L36ndsRsdDJrQD5/Ux7+frCQ5J57Y1BisJgt9p3bHUGbGbfeEvvcqKsrpNbkz2//Oxad2o9PpkMlkXP/RRexctI9Ow7KJyVbjdDrDPqdr37uA8u1aEjvFEZsaxcy7TiGxawxVe6s56fwRFBYWttjYMxqNYWP/eHmejuZ3RENIDpXrcNWqVULPnj0bsbnHB4WFheIyRYSI2kVGc+r21DmvsXXxTiCQHefO4P5lbQRBwO/z8/CMF9i3IZDYPaNTKk/9dV+ddG+1WfnLOl6/7qNgzUYp931zCwMn9g0df+/2z/n3yxWhvxVqBXKFDJfdTYd+7bDobNhM9kAS9IO+fmISo3lm4f1kdKpZSv3j3YXMeeTHUEJ3uVLOiAv7s+LzjUikElQaJV6PF02shn4n9+L2D67BbnZwTffZ+Lz+sH5Mv3ZiyAt16ber2LlqL0u+WhHWh1NvmszlTwbS2X16/7f88/kyPG4vyVmJdOqfQ/seWUy/fhIJaW2zpqT4vDbOxo0bN0yaNGnowa+LydeDpKYeumySSMOI2kVGc+pmM9hC/z7gzFOb6jID9054ituGPkRqThL9xvdi8NR+PP7H3Yc0lgDJ7RLRBOs0RsVoSMxICDs+9pwRYX97nJ7APqTPT/6WYiwGG/GpcaFzKDWKUBkvl8PF5kXbqSqs+ZV/6g2Tw4yT1+2ldFsV3YZ2QqGS47S58Lp99B/fm9s/uIa3bvqEO8c+VqcCicfpocvADkgkEiQSCeMvHM0F959JWjDRu0Kt4NLHzwkZS7/fjzpGRfte7UhMi6O61MD6+Vv45bX5PHX2q6FEB6F+ebws+Ohfln63qlUmXT+A+LxGjriHGUSv1xMVFdV4Q5E6iNpFRnPqNvmKcVhem49EIgnFD1YUVLHmt40MmtKPee/+E8pz6vF4eXn5o2EVNw5Fj+FdOf+BM9m6eCeDp/anQ+/wIP1uQzsjlUnw+wJG48As0GlzgRCIw6zYX4UmVs2gyX3pM7YH3z//O26HG4/Tyyf3fssXD/3A/z66luGnDUYikZCQHo+hwhS6RnLHBM68ejrv/W8OZXsrUEWr6DOmO4YKE+v/3FKnhJdUJiWndzsGTOyNIAj88c5CNv2znZPOGc7939/G6l83MnR6fzr0qSm4PffV+fz25t/4PL5QdZIDmLRmzNVWkjITQq+9dvUHrJu/BblCRv7mokPmm21JxOc1ckSDGaQ1/yJs7YjaRUZz6jbp0pNCwf4yuQyT1szTZ79OZYGWBR8uZtTMYciVMrxuH+oo1SHT0dXH9GsnMv3aifUeU2mUXPbEeXz52I94PT4yu6Rzw+uX8d7tX1C2tyLUzu/zM+zUgRTtLEUdpcTtqPF49Xp8fHjP1+Su38/+LUVog6EhB5BI4bMHvuOiR2by8d3fkJAWx8gzhyCRSHA763rOSqQSLn50FlFxUfz8yp98/9yv+H0C25ftZszZw7j9g2vZ9M92/vp4CZMuO4kuAztSvr8qlOtWpVYgT4zCprchlcvo2Lc9CenhS7KVhbqQM1HhzpI6fWgtiM9r5IgGM4i4TBE5onaR0dy6yRU1j3fRrjIqg8uc1WUG0jskc9b/plO8s5Qzbp0W8go9mDmP/sjWxTtJzUnmjo+vqzfoHsBYZeaLh79HFaXi8ifPZcYNk6gs1LJ+/hZGzxxKzxFdeey3O/njnYVs+XcHbpeXtA4pfPPUXCzVVmKTY1CqFaFkAQCmSjN/vPNPWKiLTCHD5/GxZ1k+DqOLLx/9CUOFEUOFkY/u+opb37ua+LQ49GXGsP75PD4+mP0lz//7EIU7SkKzX4AVP63DordSsK0Ys87Kln938NSC+zjv/jMo3FGCvsyAIAgkpSVwy9tXkZgeT/ueWXU8XXuP7o62qBq5Qs7Q6QOa9iG1AOLzGjmiwQxSWVkpboRHiKhdZDSHbha9lTdv+BibycEZt0xlxOmBcl9dB3WkQ59sSvaUk94xlRGnDSYhPf6Q56rIr2LJ1yuw6G0U7ixh3nuLOOv2U+pt++rV77Nr5V4A7GYHlz1xLmt+34i+3MhPL81j2ferAAmWais+r5+YhCicVieW6kCCd0u1tc6yJxBmLAEkMgl4oPfErqz/eXvYPqLD4kQml3HF0+fz+9sLKdhWFBYqY6m2Ul1moMvgjqz6dX2Yw9H2ZXtC19KXG6ks1NFzRFdeWPIw9054kvytxVj0Nn578y8e+WV2vRpc+ewFTL58HAqVPMxpqbUhPq+RIxrMIAfcjEUOH1G7yGgO3T69/1s2L9oBwDdP/cLw0wYhkUjQxKp5ct49FO0qo133DKLjG9/DUigVyIKzVJlCRlSsGkEQ2L1mH9HxUeT0ahdqWzs7kFlnwVhlwhp0PBL8AlUF4Uuqeoe7Ttynz+NDJpeGebYmZsTjdfuw6AOG1RtMpFCVV02HPtnMuG4Sv731FzKZjEueOAeA4acOQl9mRBOjoiK/Cl2xHplCRrehndHEqvnu6V/reOf6fX4SMuKxmxx07JtNl4E1BqX2rLqxpev2PbMOedxld1GRryWjU2rYuYxVZir2V9J5QIdQmbDmQnxeI0c0mCIiJwjqGDXdh3VuvCHw1ydL2Lp4JwMm9kJXbCC7RyaTrxjHO7d8xspf1qHUKDn7zlM57aYpAEy5Yhy/vfU3UqmEbkM7oS2qZsDEPmxcuC20D3gwdrOjzmuJGQkMmzGAbcv2kJSRwF1f3IihwsgDU5/FdlCiAr/Hx0nnjmDXqr1sXrSd16/5kHu/uYWfXprH0m9W4fP6UEer8PsFBI+Pjn3bk7epEI+rnlyqErDqrXjdPuwWJ5/c9y1n3jaNjE5p3Pz2lXz24PcoVXKufeWSJulX//3aefT0l6ksqCK9QyqP/X4X0fFRFO8u5fkL30JXaqDLwA48/sfdyJXiV3NrRPxUglitVpKTm69o6/GMqF1kNIduVz57AVaDDbvZwem3TD3sSiZ+v5+P7/mGxV/+h9fjIzY5hifn3ROq8rF/SyEelxePy8vmRTtqGcyTmXTpSbx7++f8/vZCJMCos4bw6K938t2zv7J/cxEOS8BAKlRy5Ep52KwUArPYU66ZwBm3Tgv15eeX/6Q8r5LRM4ey+MsVeIPGN61LMht+3sGPL/zOhr+3YqwwUV1q4N7xTyGRSvB5A+0OGEfBL1BdrmfmuOm0655B2d4KlBolsUkxWPSBZeIDy7ule8oo2V3GrlV7eWHJw2R2Sef+b2/F7/Pz/h1zKM+rZMTpgzn1hskcDluX7KJwe8AzuXBHCZsX7WDMrGEs+WZVKN9tSW45FfuryG5kpnokiM9r5IgGM0h6etPLFomEI2oXGc2hW2xSDA98f3vE7//ysZ9Y9MXy0H6e3WRHX2EMGcysLumU5lagVCvqzFalMiklu8tCM8oVv6yn9+geXP/qpdw59vFQO4/Li+egGEYI1NI86dyaGM4fnv+duW8swOf2kdU1HU2sJrQ0u/PffXjdXsryKtFEqzESCDmx1oo/VaoVYdepLjUSkxjN/z66jvV/bmbcBaNQR6t4cNpzVOyvSY13wInUarBh1VtJygoUwl7w4WKWfrcKv9dPRb6WkacPCSuSXXN/Hp6/6C0qC3R06JvN7E+vRyqVhopqV5caSMpKoOvgjgAMmz6A5T+sxlhpJqVdEqk5zWvMxOc1ckSDGUSr1dK+ffvGG4rUQdQuMlqjbqV7ykPGUiqXMnByP3qP7h46/r+Pr2PlL+uITYph4KS+dd7ffVgX8jYXghDIVTvn0R+ZdeepdZdBhUBWnx7Du1C0qxSrwUbHfu1Djkg7lu9m4adLQ3lvbWYHdkvNkmyvCV3YOi+XKVeMQxOj4btnf2XHf3vCkrHX9rgFyNuUT97mfF667D2qSw2s+m0Dd3xyfb1LwzEJUfQY3oX924p45aoPUEcr6TqkU0gbv8+Pz+fDarRhrDCR1S0jVD5txU9r2bp0FwigK9Wza9Ve+ozpQWr7ZO796hZWzl3P6LOGkN4x4K3ac2Q37vv2Vnav2seYWcMOO8TncGmN466tIBrMIEe7Yv2JhKhdZLRG3aZdPZ7S3HIsehsSKVTmV7F3/X56BJOuy+QyTjp3ZIPvv/LZC8jbVEDuuv1AYJ9y1S/r6T26O8V7yrHUyjqU2SWNyZePw2ay8/Mr87AabKybv5nqEgPfPfcbdlPAQCo1SkadMYTqMgOF24tx2lx4nF6cVicvXfYeH+W+zH3f3Mof7yzkp5fn1dnrPIDX7ePR017C7QgY0or9VTitTtr3zGLHf3vC2p5281S8Hi8f/G8OxiozAOpYNSNOG4y2uJpBk/tiN9l5cuarmPVWeg7vwn3f3opEIiGlfTKaWDUOsxOZTMo7t3xGUmYi9351Mx37tadjv7rGqnP/DnTuf2w8V1vjuGsriLlkg9jtdjH7RYSI2kVGa9XNbnbwwLRnKcsNJBnoP74XD/10R5Pf73V7uWfCk5TsDpSz6ja0E08tuA+Lwco7N3/G3g35eN1enDYnSrUSVbQKszZgSKUyaZ1QkmEzBnD3nJtZ88dG5r+/iP1bi1HHKzGWmkECz/x1P12HdAICoTB3nfREWBKEg1FFK3HZ3HTom82QaQNY+u1K9BVGhAOxmRLoe1JPti/bHfa+kWcOYfYn14f+fvuWT1n6zarAOaOUZHRKI7NLOre9fzV/f7qUTQu3kbthPw5zYK/2lGsmcNXzFzZZx+aitY671kRDuWTFGWYQrVYrxiZFiKhdZLRW3aLiNETH1XyhxqXUn1vW6/byyX3fUrKnDHW0ijFnD+fk80chV8q575tbef9/c/B5fZx1+ykYyo3Ep8Xh8/lRKOQ4bU4Ef6A+Ze2crwcbS4DSvZXcfdITFO8pDSUcGHBaD9Z8uwWVRsmedXlkdEkjJiGajE5pfLDzRZ4+73XK91WSmB5PQnoc25bWGL+zbjuF7J5Z9D2pJw9Pfz5QiqwWaTnJoeLXAT3UdB3ciauDxm71bxv465Ml+L1+NHEaHGYHHpeHwh0lFO0qZf4HHTn9lmmMv3A0d5/8ZGCmqZCRnJ3E8h9Ws/KX9fQa3Z0zbpkawadz5LTWcdcWEA1mkLi4tll5oDUgahcZrVm3/318LXMe+oGo+KhQIeWD+faZX1k0Z3moisjmxTv4/plfSWqXRHScBrlChjpayds3f4ZEKmHk6YPZsXw33uC+JFKIjoti8OS+LP9pbZ3YyAPUTqd3gKr9enqO6krxrjI+f/B7ln67kge+v5245Fii4jQ8Oe8edCV6YhKjkUjhhYvfYf+WQnL6ZHP2XaeFzhOTULc2pNftY+DkHph1FhQqORc8OJOTLxgFBOIov3zsJ6oKdSAJxHwmpMWx6tcNWKqtSKVS5MG4zag4Dde8cCELPl5Cu+4ZjDhtEA/PeB5TlYUdK/aQ3T2DwVP7N/kzOVq05nHX2hENZhCfr/5YMZHGEbWLjNasmyZGzUWPzCK9U2qDe14mnTlkLAHwg7ZEj7ZEH3qp9hJr7vo85EpFjcH0w5Bp/bnmhYtY/9fWsDCThPQ4LHpbgzGcSZnxuAze0H5lwbYSbh/+MKntk3ng+9tJykxgz9o8vnvuV/ALofso2VXKbcMeIjUnmWtfupi75tzIV4//jEIlJ3fdfuwmO8NmDOTyp8/njJunotQowyql+Lz+UMgKAsSnxHHNixeT3jGVdX9uJrNLOtOuGh9qP2hKPwZN6QfAvg35oeVZp9VVJz/usaI1j7vWjmgwg9hsNlJSUlq6G20SUbvIaK267fhvD+/c+hkOi5OBk/pw2/vX1Nvu4kfOpnxfJbnr9zc4Owx53MokZPfIwuf1U7i9JjH52j83M2hSX046Zzj/frUSr9tLVJyapxbcxz+fL+P3t/4Oy/xzgP5TevHLk3+FveawOCnaWcrc1+dz1XMX8tcnS6gq0AFg1JpDzj42k4OK/VV8cMeXPDJ3Nje+cXlNf/3+UI7YtA51P5uoOA39xvXiv5/WIJFIiE8LLFeffvNUTr/50EusnQd1YMgpA9i/uZDUnGQmXDzmkO2bi9Y67toCosEMkpGR0dJdaLOI2kVGa9GtIr+KTQu3M3haP9I7pLLg48Wh2c/uNfvweryhRO6CIJC/tYgvHv4BuULG7R9dy6Onvoiu1qyyPpIyEzHrLHQd1DHMYDqtTt644WPkchmpOckYyg3IFQrW/bmZLoM61mssAap261HWkwheqVGG0tolpNbsvUbFavC4vGEzYl1pNc9d+CY9hndl5h3TAZBKpWhLqnnpsnexmx2MPmsoFz40M+wa+nJjaJa85veNnHfvGYe89wNIpVLu+Pi6JrVtTlrLuGuLiAYzSEVFhbgRHiGidpHRGnTTllTz5KxX0RZVM++9f3hi3j10G9yJzf/swGV3EZ8Si1wRyMrz3IVvoi83YjPbseoDCQLevulTbKaaMA6JVBK+TBtEV6JHV6Knx4guKNRyPMGcsAgBI+xxe6ku1eN2eHDa3KydtzkUhlG8uwypTEpUrAaJFOKSYxlx3kA69srhhxd+p6pIB0KgAPQlj53NyReMBuCWd67iq8d/xufzc8FDZ/Lf92v4/vnfsAeXRatLDVTs17JzRS7te2bRdXBHnDYXP7zwO/lbigBY/sMazr7z1LD8rk5bzdJxU3LytjZaw7hrq4gGM4hCUX/ZIpHGEbWLjJbQzef18dZNn1CRr2XAhN60654Rmk1WFerYtzGf02+ZSnxqHMV7yjgzmKbuzw8WsWtVoBpJba/Wgm3Fob1HmUJGYno8xiozsSnRSAikqPO6faG9xqJdpXWSrkNgybZ2iJvVYCUqTsNTC+6jskBLeocUFGoFVoONqDgNlVWV9LygBydfMIpdq3KpzNcyetbwsDJl6hg1V794UejvyVeczJ/vLwoZzAP9cNpcrPljAx/f8xVOuzvsHEq1Iiyv67o/N1G0qxQIhJJc+/LFh/0ZtDTi8xo5osEMEh9/6FJHIg0jahcZLaHbws+Wsmruevw+gaoCLfd9cytZ3TIoz6ukXfcMeo/ujkQiCXmFHiC9QwpKjQK3w4NCpSApMx5ztTXMyHXq157Hfr+boh0lpHdKJTohirdv/oxVc9eH2nicnvD9TgkkZSRw+s1TWfj5spBHrKnKjM1kJzo+KqwCSGxSoNJGbe16jepOr1HdqQ+72c6Ll76LSWtmyLQBzJw9g0Vz/qNkdxlOmwsIhM3oy41UB2toHkiuF50Qzc1vXxnK4ANQuKMUpzXwvoZm060d8XmNHGnjTU4MdDpdS3ehzSJqFxktoZtMLkcSdGqRSCXEJsfw1IJ7eWTubJ78815iEuuGWQCMOXs4UXEaANxON1aDHbvJgcPsJCpeQ3bPLC5+7GyUagVdh3QiNimGlb+s578f14TVrExIj0euCvxOl8qkPPj9bby54WmmXzeRodMHhIyTudrKZw981+B9NFW7H57/gx3/7aFkTzlLv1vJkGkDeObv+8PytfYe050OfbJRqMLnDz5vIFftx3d/zbdPz8Xr8XLKtRPoMqgDyVmJ9D2pZ7MmSW8uxOc1csQZZhDxV1fkiNpFRkvoNunSsezbmM++jQXYzXbeu+1zbnjjcvqM6XHI99lMdiQEl2KF4EwxyMCJffnfR9fWeY/ioBJVMoWMW9+9ivSOqSz7YQ2Dp/Yjp2c7bCY7T858geryQN3K2vlaD/DTy/NY+fM6ugzqwPWvXdaodk6bi7J9FUTFa5DJZfi8PhRKBUp1oE9XPHU+P7z4OxKphMIdJezdsJ9uwzoj+AVy1+bh8/pxWl28d9vn+Lx+JFIJxiozN7x+GU/Muwez3kpyZt3E620B8XmNHNFgBnG7G06lJXJoRO0ioyV0k8qk3PjG5dw38SmqSw1Ulxr45N5vDlnhxFxt4bEzXsJYZUIml5Kak8Lgqf3Y8u8ONLFqLnn8bARBwGVzoY5Rh943/LRBjJ45lFW/bsDv8yNXysnfWkyvUd0567ZTQu2WfL2S/VsKg/2TkN0jE6lMit3sZOUv67Cb7Xz/7K8IAhTvLiO9YyonXTa8wf4G6k6+RHleFRmdUjn5glHoSvVMuXwcxkoz79zyGfFp8Tz00x28e9tn7FoZ2JtFCDjx1PbMPfBvwS+gLdJRsL2YV6/+AKfVyeCp/bn+1Usj+hxaEvF5jRzRYAZxOOpWLBBpGqJ2kdGiutVKRtBYMu6ti3eF8sL6vH6mXnky7Xtmcenj5yCTy7AabTww5VkMFUY69c/h7jk3IZVJkUgk3P7BtehK9OxZk4fL5mLZd6uZcf2ksPN36p9DTGI0VoMNmULO5CtO5vtn51K0s5Tcdfto1yOT2imv//zgX2SJEs68aka9fd++bE8odKVoZyln3T6dsecEDOw945+kYFugJqXf5yera0ZoL9Lt8hCnkIXOo1DJA3umAshVcqZePZ5fXp1P+b5KADYv2o7b6QlzEmoLiM9r5IgGM4gYmxQ5onaR0ZK6Xfns+YEMN0o51zTi6dlzZBdS2yehLdYTmxTDTy//gcPiYtDkvtz79S3889ky8jYVAIGl24LtxZTtrWDHilxOv2kKyVk1S5dxqbEIghBm6HqP6U6v0d1YN28zHqeHOY/8EMrwY9HbyOiURt6mglAoiqXayoLXl9B/aF86D6gJj9CXGcjfWkRGlzRSspPQlehJbpdIt6GdQm1ctZKyGytN9BrdNeSE5HV5mPW/6fz16VIUKjmXPXEumV3TcVicyOQy1NEqSnMrWL9gCx6nh+j4qDr7nm0B8XmNnLb3aTcTYmxS5IjaRUZL6tZjeFeemHdPk9qmZCfz4I93sH7BFjYv2sb2ZYFSWMW7yxAEgQ59somK02A3O4hJimbfxny+fuIX7GYHu1bm8sSf95KUmciGv7awc8Uerut9N1c+fT6jZw1j38YCPpg9h8oCbeh6tdPhSaQS1i/YQlJGIv3G92LpN6vwuDz0ntINpbomNrJsXyVPn/sa2qJqcnq3446Pr2PTP9sZftqgUN1JgMmXncTCT5ei1Ci54MEz2bxoR8jT12Vzk5ydzCO/zA67/9qxljPvmI5cKaN4Vxnn3HNamyyVJT6vkSMazCBKpbLxRiL1ImoXGa1VN4/Lg81oR6aU4bA4SctJIatrOmfcMhV1tIr8LUXYzA4yO6cjkUgYNKUflz15LluX7GLy5Sex5reNoaLMFr0Np81Jz5Fd+eOdhQC4HR5+eX0+o2cN4+snfw4tkdaH4Bew6m1Y9TaGRQ9k2tUnk7+liO6DO5PdIzPUbs3vG0LxpEU7S/n+ud944Ifb6xi002+eymk3TQm9vu7PLTUHJRKk0kMbwLK9FXQZ1JHTbpoSSqHX1mit464tIBrMILGx9ZcwEmkcUbvIaEndvG4vP730Bw6bi/PvOxNNbMBZp6KgiucvehtDuRGvx4cqSsmw6QO54fXLAJh65cl06NMObZGekWcMDp1v4iVjmXjJWABS2iex/b89WPRW4pJjePnyd9GXG8OufyCtnaaWk9ChkCtl9BnTnSHTBgBgtVrDju/4Lzfs791r8yjcXlJvsebaRnTAxN78/ckSjFVm0jumkNax4Ryri7/6jy8f/xm72cHQU/pz52c3NqnvrQ3xeY0c0WAGqa6uJiYmpqW70SYRtYuMltTt/dlzWPbdagS/QGluOQ/+8D8Afn39L0r3lIfauR1uti/fFbbv2GN4V3o07KRKRsc0nl/8ELpiHU+e/Role8LrTcqVMu75+hYAbnzjcmQKGblr8+oY1dokZSWGjCWEa2c12sjblB/WXqGQEZ0YRf7WIuKSY0luV38ISLchnblrzk1sXbyTceePrLfc1wHWztuMpTpgqAu2Nzwrbu2Iz2vktM01hWYgMbFtxlS1BkTtIqMlddMV6UNZakxaS+j17kM7h4WGAMSnxh/2Xp1SrSC5XRIyWd2vmCHTBhAfLEq99o9NVOZryeicRlqtZAJRCVFQ65IxiVG8cMnbzP/wXyBcO02Mmuhahk4igbNmz+DLR3/ikdNe5IFpz7Lmj40N9rX70M6cc/dppOUEZpd71+/n26fn1qnD2a5bRqhPVr29pszXISh3VfFM/js8sf8N1pm2Ntr+WCA+r5EjzjCDOBwOsbBqhIjaRUZz67by53X89ckS4lPjuPntK1BFqULHJlwyhqoiHT6vj1FnDql5/eIxCILArtV7SctJwWF1MuuOGRFdXxWl4oIHz2Lh58tISIsjo1MaUqmUmbMD5/P7/Pzy+nwq8wMOP7WdczTRKnqP7Mqu1XtRx6ipzNexf1MRO1fsoX3PdqR2Twhp5/P4SEiPCxR1JlCxJKtLOn9/vASXzRUKZxlx2mAao2BbES9e/i7GChP//byWpxfcR3xq4DouhzvkUSuRSNCV6MP6XB8/VP5JgTMQ4vKnbjHD4o99weiDEZ/XyBENZhCn09l4I5F6EbWLjObUzePy8PXTv4TqQSamx3PlcxeEjo87byRDTxmA3+evkw6v9n7kkTL2nBGMPWdE/Qcl4LK7Qn/GpcSQkB6H1WhnzMxhzJw9na3/7sRUbeH9/80BwG52oi3SoU6XserbTeT0zKJoVym5a/eHzuOyu9mzNo+kzASqCnWoY1T0GtUtdHzOIz+yZ+0+OvXP4arnLwybPe9csRdjhQkAXVE18979h5MvHEW7bpkMntqfVXPXY662kpgZT2J64xlzlNKaGE2ZRNZgO7/g57OyH6lwa+kZ3YVZaac02PZIEZ/XyBENZhAxNilyRO0iozl1E/wCgq8m2t/jrlsh5EBu2ObG7/ez/Ic1SGVSxswahlQqxWlzMe/dhTXp9gCv28fzi+8HAiW/nrvwTXYs30NUnIYOvbOxmWykdUhlzNnDeO6iN9m+dA+aOA1Dp/VHrpThdftCRZ3nf7AIv89Pdo9MLnjwLIafOgiAPevy+OuTxbgdHvZuyCendxZTrhgf6sPoWcP454tlaIur8fsF5r6+gGU/rOber25h0OS+3Pn5jexavZeJF48NK/nVEJdmzkQAXD4XZ6c3bARXGjewzrwVH34q3dWMjB9Elio9MsEbQXxeI0c0mEGOx9gkm8eNRq5A2syxYsejdseCI9XN6/by8yt/4vP5OPvO08LLUmmUnHHrVBZ/tZLY5BgueWzW0ehyHSx6K69f9xE2k53p105k3Hkj67R597bP+e/HtUgksHNFLte/eikvXvo225buDisVFp0QxT9fLKPLwA5899xvgRhJv4Db6aHr4E48u+gBbEY7Jq2ZlB4JsBQcZgdul4dTrplI4Y5iBkzsy29v/oXbEch1W55XSXaPWgnSBUIJEAS/wPwPFocZzIS0OJ7+6342LdrGO7d8BoC+zMiaPzbSqX8OvUZ1C5utNka0LIobsxsvASaVyDiwQSpFEvZD4mgjPq+RIxrMIGp109zb2wKCIHDf6sVs0lWSqFTz1rhppGqar9Dt8aTdseRIdXv75k9Z8cs6EKA0t4K7Pg8Pc5h29QSmXT3hiK5RG6fViUwhQ6GqMcyfP/Q9WxfvBODHF/9g7DnD68QnluaWh5IRlASTHRwopSX4BZCAQqVAV6Lngzu+JDYpGp/XH3JKksml9BrdjeXfr+HbZwJVQ3pO6IJKoyQmKZrJl55El8Ed8Xv9xKXEsuCjf0PXlilkxCTWjP0ew7uQkBGHoTyw7Fqxv4pVv65n1JlDQ200sWqGThtAu26Z5G8tIiU7idEzhx01HetjZPxA8hyFlLmq6BPdjUxVWrNdS3xeI0c0mEE0mmOzPHUsKLdbWVtZhtHtQuuw88muLdw7eFTjb4yQ40m7Y8mR6qYr0YecUKrLDIdufIT8+OIfLJqzHLlCzlXPX8igyX0BwmpFNuRJ22dMD0r3VgRWOiRw29AHsZudqGNUgdqSweonlQVVQCDZgTom4KCkUCmYds0ETr95Kk+c9UrgngGn0cUTf95DQlocmxbt4P2Tn8Tn8zPtqvH878NreeP6j3DZ3VzxzHnEJYfHHd767lU8Oes1BL+A1+Pjo7u/ZsjU/mFLrEqNkvu+uYXPH/qezM5pZHfPpDmRSqRcmjmzWa9xAPF5jRzRYAYxGAzHjedYvFJFrEKJ0e0iSi6nd2LDwdhHg+NJu2PJkeo29pzh6EoC4SG1PV2bg5Vz11FdGjDK8977J2Qwr3j6PCx6G1aDldNvnhqaXZbuLefje75BIpFw7csXM/acEfi8Pl66/F10xQGj139Cb3Ys311TEaRWgvWY+CjGnTuSnqO6MfbsQNBnRuc0dq7Kxe/1kzMoi079cwBY+u3KkCFd8/tGZs2ewVsbnw3rv0lrpqpQR6f+OaTlpCJXyPC4AkuzXpc3rJTYAd697XM2L9qBTC7DrLdx7UuNL60eKeWuKnbb8hgU25sERfOU4RKf18gRDWaQ5OTkxhu1EaIVSp4bNZE5udsYkJzG6Z2avudSH4Ig8GdhHjaPm5ldeqI4aMnteNLuWHKkuk27egKjzhoKAsSlHHn2ll2r9vLds7+iiVFz01tXBCp1BDkQ0C+RSkhtXyteMi6Ke7+6uc653v/fl+xeHSib9f4dc3h07p34/f5Q/lepTEKn/u1JyU7iv5/WolDIye6ZyZ41eQAoo5Rcc5CBmnz5SehK9aRmJzH9spqKJ2ntU9gt3YfgF0hMr2sICrYV8eJl72KoMNJ1cGcemXsHw08bzNo/NiKRSjjt5il1Yk+BUCIFn9dHeV5lkzQ8EkqdFbxR/BkGr5nFhtXc2/EGomU1s8FyVxX/GdfTP6YnPaI7R3wd8XmNHNFgBrFYLMdV9oveSSk8O/Lo7F+9vHkNP+Ttwuv3s6aqjJfHTA47frxpd6w4GrodvNx4JHx87zcU7QjEDH5411fM/uT60LG7vriRr5/4hdjkGOKSY3j2/DfoP743p944ud5z+Xw1Qf3+YIC/VCrl1veu4ueX5pHWMZULHjgLmVzGDa8F0u6V7avklaveQ1eiJ6dXu7DsQgXbi3nh4rfRlxvJ7JrOlJtOIjkt8MV//euXktYhBZfDxTl3n16nL/98vjyUZzZ3XR6f3PMNt39wDX6//5D5YAdP7Y9Ja0GulNXrzNRU/tWvZKdtH/1jejIuseEUSTtsezF4zQBUuaupcFXRJSrgnGPx2niz+At0Hj1rTJu4KfsyOkfVTfvXFMTnNXJEgxnkeC2qavd4eHL9fxjcTq7rPYjBqYfvUp5r0uP2B5asSqyWOsePV+2am9amW+1lSe9BYShxybHc8Ppl5G0q4MlZr2I3O9izNo/uwzvTbUjd2c7lT57LZw98h0Qq5cKHZrLq1w34vF7++Xw56mgVM++YjkweHpeY1TUdQ7kRu8nB6t838s1Tv3DRwwHv3i2Ld4ZmfFUFWvRVBjp2CRgTuULOufeejt1s58VL38aktTDqrKGcfeepAAw5ZQDLf1iNw+rC7/Oz/Me1TLx0LF0Hd+JQXPTwTKZdNR6FSh7xDH6fvZBftf/g8DvJsxfSWZNDtrr+Z3BwbB+WGtag8xjIUqXTrlY7rUeP0RNwVDL7bOTa90dsMFvbuGtLHNJger1eCgsLSUlJwWQy4fF4yMjIoKKigujoaGQyGWazmdTUVPR6PYIgkJqaSmVlZU2eR6uV9PR0tFotEomEpKQktFotcXFx+Hw+bDZb6JwKhYL4+Hh0Oh3x8fG43W4cDkfouFKpJDY2lurqahITE3E4HDidztBxtVqNRqPBYDCQnJyMxWLB7XaHjms0GpRKJSaTqc49+Xw+dDrdcXVPFRUVzCsvoqCqgk5KDe9sXM1jfYYe9j1NT8qkvdvPKoeJsxLSKCsrC7snhUJBYWHhMbun42Xs+Xw+XC5Xq7mncx+Zwa61uZRv13LavROprKysc09aQxUylZQRFwzAVGFBX62nsFBGSkoK2kot//2ylr3LCxl/5Qhmf3MdEomE3977i1XfbaTTsGyiMpXsWbafP79ayJSLTwYgb3s+f7z8L1l9U+k2rgP715XQ46ROFOQWodPpsNlsDD99ABVV5VSXGPA7ICYpGqPRGHZPC39YjKD24XA5qNRWUFlWCTJI6hbLzLtnsH9PPqYKC3a9A4vbjNVqbfRzckkcWG0eVLHKyD6n0io62TIpUVbR2d4OrV6LWimv93Oy6SzckngxlfZqYn1RSDxQWFGIUqkkKTqWse5B7JMWkUYynS1ZuGJdEY09iUQS9ry2hrHX2r4jGkIi1N5pP4hVq1YJPXv2bMTmHh8UFhYel7FJ96xcxMKSAgByYuKYO/2ciGr4FVvNuHxeusYn1Tl2vGrX3LRF3fw+P69e9T7Fu8vJ7pHB7E9vCHnKvj97Dos+Xw6AKkrJzNkzmHDhaGaPeQyb0R52niHT+nNvMAH7g9OeY+/6QKYeiVQSCic547apXPLoOaH3WPRWyvZV0qFPNpW6urGE3z49l19em4/gF0jNSebl5Y+G9iYFQeCD2V9StLOUniO6cukT53As8Ao+3i3+kgq3jnaqNG7IvhipJHwZWBAEPi77nv2OYhLlcdyaczlqqarec2nd1SQpElBJIy/R1RbH3bFm48aNGyZNmjT04NfFJdkgx6ur9ewBI6hy2LF5PZzftVeDxlIQBN7fsYk9xmou6NqbERntwo63j2nYq+541a65aYu6SWVS7vy8/rJWCkXN14nL7ubnl+YhlUpwOz1h7TQx6rA0fbUTLuT0akdcaiyd+udw8SPhyRZik2LoMTwwM9DY6mp3zj2nYag0oS3SMeXKk8MceSQSCde/eulh3Gk4giDw7TNzyd9azLjzRoY8dxtDLpFxa87lh2xT6qpkq2U3TsGFzqNnsX4V01PG13uuoxGf2RbHXWtBNJhBjteiqhnRMXw2qa4jBECpzcJb29aTpokmIyqGT/dsxe3zsddk4JspZxHbRE2OV+2am9asm9vpQVeiJy0nGbmyaV8TFz86C22Jno1/bUUQAhl6NizYGpoxQmC/8az/nRKqDAJwy7tX8tHdXyORSLjmxYtJykxo9Fp2owO910BSVk3lDblCzo1v1BinLYt3MueRHxAEuOSxWQya3A+v24vL4SY6/vASeSz9dhV/vPMPHqeHoh0l9BnTncSMxvvZFGJkUahlKpxeF0qJklRl83qxtuZx19oRDWYQk8lEQkJCS3fjmHLXikXsNlYjBbrGJ+EOejY6vB5sXneTDebB2vkFgWKrmSSVpsnnOBFprWPOarDx+FkvoyvWk9U1nUfmzg6rdNIQqigVw2cMZOPfW0EIzEYrC7UhB6KoeA13fXEjfceGb/MkZyVx71e3NLl/3z4zF51By9Z5ucyaPYNTrqnfG/yHF36naGcpAD++OI+oWA2vXPUBPq+P0TOHctVzFzb5mvpyA57gTNnlcGM3O47YYLr8AeebBEUcF6SfxirTJjprchga1++IztsYrXXctQVEgxkkJaV5g/tbIzZv4AvADySr1fSTpaJ3ORmRnklGVNPczveZDLy0ZzNb1y8hVRPFHf2HMTd/L5uqK4hTqHhx1ER6Jp142jaF1jrmVv+2gcLtgfCSvRvzyV2/n37jejXpvVaTjQN+EeoYFfJanrAjThtcx1gezGcPfMfmf3eQmBbH3V/eXG+C+E0Lt2M2mTFWmlj964YGDaYqShn27+cueiu0l7rk6xVc8fT5YZmKDsWM6yezffkeqssM9B7dnaxuR5bAfLlhLX/qlgTOnTKBkxKHMTiu7xGds6m01nHXFhANZhCTyUR0dMPV1tsiDq+XlzevxuR28b8Bw2kXHe4aPz2nM78X7EMtk3Fzv6H0SUoNi31rCm9uXYfK48Xh81JkNXPnyn+RSiR4BT9mt5s5udt5euT4sPdY3G5yTdV0i08iTtn4zOV4pbWOuW5DO5OQFoexykxKuyTadW26cTjl6gnsXJGLrlhPn7E96DqkIws+WEx0YhSXPXnuId+rK9Xz309rMesslO2t4K2bP+GeOTfj8/p466ZPqdhfRb+TeyGVSWjXN4PqQiNR8Q3vx9367tV8dPdXIMClT57D7cMeCh1z2t28dPm7mLQWJl3aeDkzdbSKR36Z3WQdGmOFaQPVXmPw3+s5KbF5c9XWprWOu7aAaDCDeDyexhu1MZ7dsILfC/cBUGG3MWfyGWHHb+w7hGt6DUQmlYYqmhxsLNdUlLK8vJhZnXvQOb5upfZ4lRqvtMYD0o+APzjDiJYrGJoWnoPT5HJx9eI/yDcb6RAbz0cTTiVJfWI6IbTWMdehTzZ3fHwda/7YxLjzR4btEzaGQqWos7w6ZtZwineXBZY0D5HtTR2lQqGq+Ura8u9Oln63CpfNxaq56/D7BCrzq4hLiSUlNgEAh7Xh2o4JaXFhCeljEqMx66wAqDRK1s/fAoCpysTYc0aEOR81N7GymhWcONnRSz7RFFrruGsLNG094gTgeKwRV+2q+TKxe+t/SLyCgNZhp77wok3aCh5Ys4Sv9u7g9v8WYnTV/XK6f/AopLExRMlqvuhUUilnderOI0PHMrNzj7D2G3Xl5JmN+IF8i4lVFSUR3l3bpzWPuV6ju3PFM+fTecCRhx+8ft1HPDz9ee6f/Awb/trSYLuYxGjOu++MkJORx+lh29JdyBQyJMGMPBKZFIVayfa/cwGIPoyani/99xg9hnemx/AuDDml/xHc0ZFzTbvzmZA4iomJo7i63XnH9Nqtedy1dsQZZpDjsUbcdb0HUmG34vH7OLtz3b2jXKOeu1cuwuJxMzQ1k+dHTQibYW7QVqAPGkmtw06pzUKCKjznpkau4Nr23UiNjeOzPdsAkEukXNNrIO1i6v5y7pOUSrvoGEptVjKjohkUQeah44W2MOYEQeCtmz4hf2sx7bplcMfH1zV53w8CxaP3rt+Pw+LEYXGy+KsVDJk2oMH2HqeHmMRonFYH8anxnHbjZHL6ZLN3Qz5luRUMnNyXUWcO4Y8vFrDl9z1c+PBMfnzhdzb+s52MTqnc/PaVdTIIHSAhNY4n598HBEqVuR2ewJLsZScd09klgEqq5MKM+r3Xm5u2MO5aK6LBDHI8rukPSEnnx2mz8Pr9PLlhBVf9+wdT2nfiwm59APhi91aKrIHclZt0FZjdbuJVNXuKZ3bqzvyiPLQOO13iE+heK2nBHwV7WVC0n95JKZybnkO2Nw6VVIbL7yNOpSJGUb93bJommvdPnsHSskLGZrYnK/rYLke1JtrCmNu5MpdVczfgdXsp21vBql83MGZW0/fbpFIpSZmJaIuqUUer6D6sS4Nt18/fzFdP/oLD7CAhPZ77v7+NrC7pAKF8swA/v/InRVvLqCrU8fLl72PWmTFXW9m/uYBugzsx/fpAYva96/fz65t/0a57Jufff0ZY3lh1jJp7vqybNP5EoC2Mu9aKaDCDyGT1/ypt60gkEr7eu4M/C/biI5ALdnJ2J1I1UfRPSWdxWSF2r5d4pYpoRfiv7FRNFF9OPpNKu5V2MXGhKiUVdiuvb12HzulgfVU5XeUaZvXohdZpZ7ehmlmdu1Nmt+AT/PXuT7aLieWi7sfGI7A10xbGXHR8FCqNEq/bi1KtIDb58JN23//trcz/8F8yu6Qz+qzw5CnleZXYTA66DOpA4Y5SHGYHAE6bMxTGcTD5W4twWFwA2Ey2mgMSCUgDKyQel4e3bvqE8rwqZMqtqDRKZs2ecdh9Px5pC+OutSIazCBms5nExKY7N7Ql3H4fB9Jq+wV/yCnnvK69UMlkbNdruapnf+T1VG7QyOV0jEsAYFFJPvtMRkakZ+H0BWLrXH4fTpsViUTCDX0G4xcEblq2gC26KpJUap4fNQGNXEG100HvxBT8CCe0Z2xt2sKY69i3PbPunMGWxTvpObwL/U9uWnhJbaLiNKFE6LVZ+OlSvnv2V5w2FyPPHMIVz5zP+gVbMFaZ6NQ/h/a9suo93+m3TOXfuUsxlVgZNLkfaR1S2Pj3VjI6pzHtqvFAIPGCyxaIc/S5fVTsrzrsfh+vtIVx11oRc8kGsdvtREUdXvaPtoLb5+P+1YupsFsZl5XD9X0GN+l9Pr8fq8dDnFLJd/t28ea29di9HrrHJ9E+Jo48s4GMqGieHTyW6KgoTG4X66rKeXHTagzuwN5n/+Q0Ci0mLG43MqkEuUTKGZ26cd/g0Ye89uGGt7RF2uqY83q86Er0JGclolBFvvf3zLmvs/nfHQC0657Bq6ueCGQIcrgbTZRgrDYieDhk8oBP7/+W9Qu2EB0fzb1f30RyVt08yCcibXXcHUvEXLKNoNfrj9tBpJTJ6tSwPBRev59VFSW8umUtVo+bPkmpSCWSkKftPrOBSoeVae27cP+Q0SzctoVXC3ejddjwCkJo6TZeqcLt82JyB5bP/H4BD35+ytvNVb0GkKapu5fi8fuZvWIh+WYTHWPjeXXslDoFq48X2uKYczvcPDHzFUr3VpCSncSjc+8kJrH+PbHi3aV8cMeX+H1+Lnn8HHqNCi9k3m1YZ3at3ovb6SG9YyoQ2EJoSlYhq8NKdnb2Idtc+ewFXP70eYeseXki0hbHXWtBNJhBDjXTPpEQBIFbl//F2sqy0DLuRm0Fdw4YwU6Djiq7Db8gYHK7WVdVhl8QWF9ZSrndGjqHx++nf1IqTp8XAYiWy7F5a+oregWBQrOpXoO5oryYleUl+IFym4XlZUVMzO7YrPfcUrTFMbd3Qz57N+Qj+AVsRjsrf1nH1OAy6MF8et937FmbB8CcR37kmYX3hx0/957T6dQ/B2OVifEXHHrF4WCaql1bNpaCIFDmWoRHsJGjnoFUcnQ8edviuGstiAYzSGpqakt3ocXZpdfxb2khewzV+Gu9HqdUMSG7I2Oz2vPG1nXML8rD7feTronmsXXLWGkKrx+XGRWNzuWgzBYwoqlqDbM69eD3gn1YfR66xSfSN7n+qgsZUdHEKFSYPS5iFEoyoo5fj762OOYyO6eRnJWIrkRPQlocXYc2XIRZKqtZUpc0YLeGntJwiMmhaIvaHS67bO9T7JqHHy/Vni0MiXvkqJz3RNCuuRANZpDKysoTOjZpl17Hbf8tROe0owz+KlfLZPRMSOauQSNDSdQfHXYSA1LS0TrsXNqjL1cvnsfwqHjmW6oBiFEouHvASF7eujZ0bq3TweKyIn44ZRZmj5v20bEoGvDU65mYwu39h7KsvJhxme3pnXT8PtxtccwlZSVy5+c3sOTrVYw4fRCd+zfc/+tevZT3/zcHn9fHFU+ff1T70Ra1O1wsvnz8BLZBHP6Ko3beE0G75kI0mEEOVOA+UVlVWYrOGUhx5wcu7NqbaIWc/WYTuw3V9AkaLrffR4HFhNfvQxCgb1Iqe8tKQ+exejzkWYxc2qMv723fiDG4f2n1uHH7fXQOetz6/H6+2LMNs9vFtb0HEVUrpGVWl57M6nL8O5u11THXZWBHugzs2Gi7tJwUHv75jmbpQ1vV7nBIV47C6ivEL3hIkh+9CiYngnbNhWgwRYBAIvbf8vdSZrfQLT6JMzt156ZlC9C7nKyrKqdLXAIDUzN4eM0yFpbkA4GYztfGTmF1wj5ezN1CodVMu6hYTsnpTHZMHJOzO3HzsgUYXU4GpWSQWasCyvObVvFD3m4gkFHoi4Py3IqcOPj9ftbP34IqSsWACb2b7Tpr/tjI4q9W0Kl/Dufdd0ar98LuqDmLNOUIfIKLWHnHlu6OCKLBDGG1WklObt7Cra2ZzOhY3h8/nT2GaoalZ7JVVxXybrV43BRbLQxMzUDrqEm0Xu10IJFIyJIr+WrKmew2VBMll/PsxlV4/D7uGjCCb6achcvnQy2vGWp6p4N5BftCf+806Nhr1NMtoa7b/4aqCn4v2MvU9p0YnXlor8i2xok65tYv2MJvb/5FVHwUt757FZ/c9w0rf1mPXCFj+rUTueiRWY2eoyHtTFozNpODzC5pYQbRpDXz2f3fUV1mYNuy3aTlpDDh4jFH9b6aA5/gBI6uYT9Rx93RQDSYQdLT01u6C4eN2e3ija3riFOquLHP4Ab3BZvCHqOee1YuwupxMywti6dGnMzojGzyzAayo2OZmhNw7jizczeqHDb8CMzo0BUIaKeWKxiUmsHNy/5iZTCh+pMbVjBn8hkhY+nz+zF73Ly/YxN2X43XrE8Q+LsojyKLibe3bwDgjgHD6RKfyAOrF1PltLO8vIh3xp1Cj8Tj50Fvi2PuSBEEgS8f+5GyvZVAIFayeFcZPo8Pn8fH3vX5TTpPfdqt+3Mzn9z3DU6bi2EzBnLTm1eEjtnNDlyOwA9Aj9ODtrj6yG/mCPELPnSeDaglacQpOtY5vtv2McXOeSCR0lF9Jt2iLj0q1z0Rx93RQjSYQbRaLe3bt2/pbhwWd674h/XaCqSAweXk0WEnNdh2s7aS93ZsJE6p4pFhY+vkev38oLyyDq+XN06ail8QQqW/AM7q1IOp2Z3xI4TOodVqUSUn8cqWNWzVVYba7tBreWD1Yp4ZOQGz28X1S+ZTarPg8/uRSST4arm3r6kqZ3VVOfkWEwAf79rCtb0HoQ3uq+pdTnYbq48rg9kWx9zRQKjlgu3z+uk8sAOlueXIlXJ6j+3epHPUp90/ny+jutQAwK5Ve8OOZXROY8Rpg9mxMpek9AROv3nqkd3EUWCj5XG0nvUoJDH0jLqGbHV4n/SeLXixgwA696ajZjBP1HF3NBANZpDWvp9RH0ZXMCEAUG6zHrLtUxtWkGcOfJmo5TKeGH5y2PH+yaksKSvE4fUSq1ARFZwVSuvRJeqgnLMSiYQ7VvzDToMu7HUB+KtoP1f3GsiK8hJ2Gxv+Ve/y+ai01+QF1cgVDEnNoH9yGsVWMxlRMUw6zuIx2+KYO1IkEgnn3nsa895bRFSshiufOZ/Y5BhOOncEqiglXQc1HKZy8HkOpmRPWYPHJRIJ19dK4N7SCIKA1VcE+PEIZirdq+oYzGhZe8y+PEB6VPcwT8Rxd7QQDWaQpKS2lzZrWk5nLHm7kUslnN25J69sWYPR6eT2AcNJPijpubfWz3pbPQVkz+/aG5VUzk6jjqt69kd2iIBvvyAgoebBi0tMxOyuv5CvH/hu704mZHdEI5PjqLUUWxuXz4vF4wr9bXG7uHvlv9w3aCSJ6igSVGpUx1nS6LY45o4GY88ewdizR4S91mdMjwZa18/B2nk9XmrH42f3yKQ1I5FIiJJm4fBXIpdEk6YYXqdN/5jZJLsGIkFGlmr8Ubv2iTrujgaiwQyi1WrbXGzSNb0HckG33sglUl7YtIq5+bkIQLHVzKeTwmvtXdGzH9/k7kQtl3PnwBF1zlXpsDE8PYuZXWq+uJxeL3etXESl3cbw9EzuHjSKn/P28NnuLcikUu4ZNBIZUhbv2ILB5URCYFYJICNgLAXgh/27Mbid3DFgOM9uXEl9eUYsHjfRcgUWrweFRMqO4Gy1zG5BKZVi9rgZn5XD3YNGHQXlWgdtccy1Fg7WTq6Q075XFoYKI7FJMZx8fusfJ0PjHqfSvQqNNJ0ERd0fDBKJjGz1lKN+XXHcRY5oMIPExcW1dBci4sA+YoXdFjJEFo+7TruzOvXgrE71/4r/cs92PtuzFbvHQ5RczklZ7XlwyFi+yt3OiqADj9Zp57yuvfk+byfFNgsAn+zaQqXdRrTXF5b6DqB9bDwFwf1IgM26Cp4fNZFvcreTH9wrBVDL5Hj9fvQuJxqZnMEp6dg8HvaY9ABUOWxYgzPiH/P2cEn3vmQeJzU02+qYaw3Up909X97M7tX7SG6XSEan+jNJtSakEgWZqnHH/LriuIuctpto8Sjj8/laugtHxGU9+pITE0dmVDTTcxou0lsf/5YWUO104PB5qXY5mZu/ly92byVBpQ5l/VFKZWhkcqLlNfuXe4x6SmwWVAflPdPIZHgO0tPjF/gmdwdFQWML0C46hmt6DUAhC7zf4fMyLC2TZ0aOp1diMp1jExiSkhFq7/b7eHXLusO6t9ZMWx9zLUl92snkMvqM7dEmjGVLIo67yBFnmEFsNhspKSkt3Y2IGZmRzU+nnI3X7w+LeWwKHWLj2ayrDFsqrXLaubLXAPLNRvaZDUxr35m0qGieHzWRlzatZkVlaWgmm6VQscVZ43QkQUKpPdwJqVdCMl/t3RHmGVtqs/L+jo3EKlQoFTJSNFGc06UXSWoNz42cSLJajUauYNKvX4UyBnn8x8/D3tbHXEvS3Npp3SXkObfQXTOEJEVG429oQ4jjLnLEGWaQjIy2/1DIpdLDNpYADw0Zw5kdu4fCo6XA+V16IZFIuLb3IDrFJmB2u/D5/aRoonhm1AQSaxWBXmkzhp2vdoxltFzOaR268PCwsQi1TLI8OCv1CAJ6t5Ph6Zl8NeUMktUabv/vby7951cuWvgr+WYj9w4eRc+EZAYkp3PXoJEN3ofN4+ahNUu4ffnfFJqNDbZrLRwPY66laE7tDJ4Kfta9xn+mn/lR+ypWn6HZrtUSiOMucsQZZpCKiooTZiN8s7aSXwtymZIdyJ4jk0q5fcAwFpcWYPK48QNf5G7ntv7DOG3ed9iD+5MFZiOPDh+HVCLhgm59+Hn/bqqdDkapYkLJ1w8wNDUDj9/Pxd37Mim7Ix/s2EScQklUrIKM6BgkwKqKklBVlGqnA5VMTpXdxk69DrPHjdnj5svc7Tw67CROacIy89MbVjK/KC90vi+nnHkUVTv6nEhj7mhztLWrXbC8xLUPS9BImn06qtzFxGgSj9q1Whpx3EWOaDCDKBRHp9Zca6fcZuXe1f9S5bDzb0kB7518Cr2SUtHI5cSr1Jg8bpRSKR1i4pmze2vIWAL8U1LAhHYdGNeuAxd178OF3Xpzzl8/YztoT0QCvDPulFDmoQ92bOKT3Vvw+P10io3njbFTkEokvLhpNX8V70cmlTK1fWcA9C47SmngfTEKJcPTsurcwx5DNXPz9zA+qwMjMtqFXjfVCm1xNhC+0po4UcZcc3C0tHP5HfysfQ2rz0iWsiszkq+hi2YAyZYsjN4qkhQZtFN1PSrXai2I4y5yRIMZJD4+vqW7cEwotBipCuaDNXvcPL1hJV9OOROVTM6TI8bx+e5tdIlL5LKe/Tj/r1/C3mv1enhqwwo+S0giKzqWYquFaqcdhz/8GllRMWFp+gosJjz+QKMyu5Viq5mOcQncM3gUl/Xsh1wiJUUTxW/5uby6ZS1Gt4usqBhmDxzOpOzwQPYf9u3i9a3rsHk9/F2cz2tjp9AxNp4iq5nrew9C53Dg8fu4pHvfZlDv6HKijLnm4Ghpt9GykFJ3IK+xw2mj2ltOiiKLi9IfQO8pJ1mRhVKqPirXai2I4y5yRIMZRKfTER19/BYrPsCg1AziFErMQYcdvcsRSn/XPzmdl8ccOs9ktdPBW9vW0y0+idM7dSNKrmSgTEVFcElWIJDY4I/8XE7rFEhzdn3vgSwvK8Lq9eDy+bhx6QJmdu5BtcvBzX2HEBfcD11cWhhy7pFIYGK7jmHX/ilvN69sWYMzOKPVu5z8V17Mw2uXUW6z0jU+kc8mnY4mgn3cluBEGXPNwdHSLkGejhwVXlz4BA+/6d6hd9RIRsafRqaq81HoaetDHHeRIzr9BGnLv7qWlxVxzeJ53L1yEfZ6svjURiWTc2XPAahlAaOSrokJpb/z+Hxh4SC39h9aZ4Bo5ArmF+3n7e0b+GDHJu4fPJro2FiyomJCLj3lDhuPrFvOu8FE6h3iEuhVKwdshcPGezs28v2+Xdzx3z9AwBAbg8kPIJhNSCKhwGzk/lWLeW/7RtZry0PGUgKh2pqFFhNuv49ck569wfjNtkBbHnMtzdHSrmfUcEbFnUacLBkfXvTecrbYluDy2xt/cxtFHHeR0zZ+ih8D3O66wf5tAb8g8NLmNaHE6XEKFQ8PG3vI91zRqz/ZMbEUWkxc0K03X+7Zzld7t2NwOklSq7m531BO7dCVcVk5fDn5TO5e+S8+wcfg1AxyTQb2mQz4BIF8s5EHhoyhh1xFTHkBX+VuxxMMGxGAhcX53Nh3CAAXd+/LBm1FyMnngHE1uBwA3Lb877BctGa3mz0GHQ+uWUqe2YhcIuXUDl3Ijo7F5HLSOzmV18ZMpsBs4uf9ueicdjKjYsiJaTtB2W11zLUGjpZ2EomEEfEzcAkO1lrmAwJS5Eg5vtIw1kYcd5EjGswgDoejpbsQEYIg4K8VruHyN83ZZXL7wN6gw+vl6707qAgmPi+32/hh3y4yNDF8s3cHfZNTuX3AUHYZqrmke18+372NfLMRnyBQZDEFEh44HNzWfxg9E5N5ZO1y3H4fUiSc1qEr/5YUECVXMDAlnVilCpPbhRRIUKqRSaWMb9cBvyBgPCgXrUwqASShvLdewR/o65Sz0Lsc5MTEIZFI6JmUwutjJ7OyopTpOV1IULWd/aa2OuZaA0dbuzHxZ2L3mTH7dAyMnoBCqmr8TW0UcdxFjmgwg7TV2CSZVMpVPQbwQ94uYpRKZg+omyf2UEglgf9qE6tQ8ei6pZTarCwtK0IKuAU/n+/eilwqDSUfqHI6+Ksoj7M7dEMikTAtpwtjM9rzw/7d9ExI4vWt60MVStI10diC+6Z+4PSO3bi8V38SgwZuTEY2/5YU4PL5yIyOZWr7TvRITGZidgf+LS0kSq7gip79qXLYaBcdG1ZxoXdSKr2TUiMTsAVpq2OuNXC0tZNJ5JySfOVRPWdrRRx3kXNCGUyf34/b40OjqutW3ZZjk2Z26RGWNL02giCw32wkQaWuU8EEAnuat/cfztd7d6Bz2BmWlslF3ftw9b/zgPAqJ37A7a/5O0UdxeDUTCoqKsjJyeHRdcvYodfRPiaWsZntw5IHVDpqSndJgzuVs//7h/SoaJ4YPo4Hhozh+j6DiZLL0dRKv3f3oFHc1n8Ybp+f65f+SbHVTFZULB9OmBFyFmqrtOUx19KI2kWOqF3knDAGs1hr4tGv/sXm9DC8ezvunDUm7LhSqWzgnW2bB9csZXl5MTFyBQ8MGcPg1HTm5ufSJS6RkcEYxintOzGlfSc8Ph9yqZQtukrc/hrnmvqqi4zLaM+1fQbSMzGZcqebHXodC4vzcfp8FJiNdItPIkGlxhE0lHKJBG9wZupH4Of8PVg8biTVkBkVzdW9B9Zr0CFg1FdXFLLLEJit5pr0LC8r4tSO3Y6uWMeY43XMHQtE7SJH1C5yThiD+eXiLRRWBapnrM0txeZ0E62uGTixscdHBYza+AWBLbpKrB43Vo+bn/fv5qNdm9laXUWsQskdA4Yzs3NgZvry5jX8U5JPtFxBh9j4MG/U2gZTIZHgFwQ2V1fye8FeusYnERsbi8vvRS2T4/T5kEokfJW7A4/fj1oqI0GtZkJWB77dtzN0rgMzVwH4af8e/izKY1r7zsw+qPSYx+/nz8J9+P1+0jRRVDnspKmj6NMGl2AP5ngcc8cKUbvIEbWLnEMaTK/XS2FhISkpKZhMJjweDxkZGVRUVBAdHY1MJsNsNpOamoper0cQBFJTU6msrCQmJgYAq9VKeno6Wq0WiURCUlISWq2WuLg4fD4fNpstdE6FQkF8fDw6nY74+HjcbjcOhyN0XKlUEhsbS3V1NYmJiTgcDpxOZ+i4Wq1Go9FgMBhITk7GYrHgdrvJyMhgQIaG6uw4DHYPA9vH43O7KNPrQve0f/9+srKy2tQ9VVRUoNFoUCqVmEymej+nYdHx7PH56a6OxisIyFxepsYksd5hprCwkKdLisiKjsWlr8btctFfqiLdI9BVE0M3uQqd34fb5yVLoWKfz8UQdRxlLjt7XXYsVVqunf8z0+JTGJzVnht7DqS6qopSp42tNhN9o+LZ7bSRJshwaHWcktWBBJcHQS4nOyEJrb6aDTYT8UiIk8lZX1ZMYWJG2D19VrwPo8lIrEzB+LR2dJbI6ZaaTrxPoLCwsE1/Tjqdjh49erTJ56kpY68572n//v3k5OQcV/d0rD6ngoICYmNjj6t7OtqfU0NIBKG+BbcAq1atEnr27Nm42W0DCILAd8u2k1eh59IJA8hJSwg7bjab23SdOEEQqHTYiFUoiVbUzJwtbjdf791Oh5h4Pti5ifxgjUqFVIpKJsfqcaOSSolTqdA6HMglEq7o2Z+Ts3LYrtcxJbsjb2/fQK5Rj1fwU2a1YPGGx3p2UqjpkJrGq2MDxW7vWbmIhSUFdfqokclZetYlYVmAXt2yhq9zd+AVBHonpvDVQflfz13wM/vMgbyeI9KzeO/k6UdFr9ZAWx9zLYmoXeSI2jXOxo0bN0yaNGnowa+fMEuyEomEC07u1+Bxh8PRpgfRw2uXsrKilBiFgtkDhrO8vIQucQlc2K0P1/cZDMDne7aF2g9JzWC7PvBLyuX3M719FyrsNnJi47ihz2BkUil9kwN1BR8cMobxc7/EWstQ1l6qTZMrQ8kPAMZktuefkoI6e58un5d8i4nuCUmh127rN4wouYIym5Vb+tUZn/RJTqHEZkYlk3NSRvsjUKj10dbHXEsiahc5onaR06IG0+8XWLhpH34/TB3SBZn02CceMtmc3P7Bn/RJVeNVxHDPOWORyRrvh98v8PmizRTrTFw2YQAdM1qumoHL52VDVQUGlxODy8kja5Zh8XpQyWTYvV6u6T0QgKdGnMwbW9eRoFJz76CRvLxlLZt1lWRoormp3xBUsprh4PP7kUgkSCUS3tu+McxYAkTLFczs3IOt1VUMUERz3pBRoWOndujKivISCq0mkpRq1msr8Ap+YpVKHlu3jCSVhmdHjidWqUImlYYMen2ckt0Zm9tD57gEdhp1LC4tYMJBKfPaKk6ns/FGIvUiahc5onaR06IG85VfVvL35n0gwJaCCu4796Rj3ofZHy2gWGvGaLZhcVWhtzp48eppjb5vzr9b+HbZVrw+gYIKAx/dfhbSgwMajxFKqYx4lYoKhw2VVBZIxAq4fD72GGvKbnWJT+T1k6YCgSXcvkmpJKnUXN6zf5ix/DFvF5/v3oZUIqFXQjL/lhaEXU8lldE7KYWb+w3hiz3bsTlqKoxAoC7nC6MnUmw1s6K8hFlderDPZOT3gtyQp+tzG1fx1IiTw+IpD2ZHtZZ7Vv+LxeOB0sBrqypKSdPE0Cep7RfAFePhIkfULnJE7SKnRQ1modaIzxdYuCvWmlqkD3ZXYOY0JCeeJXv1FGlNeLw+FPJDp8YqqTbhDfbd7vbi8flQSVtGTolEwlsnTeOjXZvpFp/EDr2WZWVFRCkUXN6jf73veXfHRr7YvQ2X38dGbQXvnHwKz21cFUiS7nHjCsZbHki5B4F9z/O79ub0jt3oHJfAC5tW8fP+PUyNSeKulf/w/vgZobYVdis3LJlPmd1Ku+hYPhw/gz8L94WOLyopwCv4eW7khAaN5tbqqoCxrIXB5WSvsfq4MJhiPFzkiNpFjqhd5LSowRzSNYtirQkBGNwlM6JzOFwenv9xOUabi1mjezGub8cG2/65LpcVu4oY3CWTs8f0AWDqoC58s2QbRnvgizkjMaZRYwlw+aSB5FcYsDk9jO2Tg0rRstvBKZoo7hs8GoCzu/Sk2ukgWq5A3UDljt2GalzBWEud08FzG1cxNz/3kNcYkpLB7AHDkUgkLC8r4o/CffgEAb3Xw5ZqIxcv/JXreg/k5HYdWFtZRpndCkCpzcKCojxu6juEFzevxuBy4vL7QsvISQ3EX07v0IW3t2/AFlwOlkuk9ExMZkr7TvW2b2uo1W0njV9rQ9QuckTtIqdFv+WvmDyICf07IQjQMT2h0fZWp5tKg5UOaQnIg/uM781fx/IdRQBUm+2M6Z1T715oQaWRD//agNnuYltBJV0zkxnQOYMrpwzm5H6dyC0spWtHG5v3V3Lj279z86nD6dMhDb8g1Hu+7JR4PrztTLw+f5MM7LGmoSQAB5jZuTt7jXocPi9DUjNCNTIPECWT0y85lb1GAyaPi75Jqbw5blpoNvj+jk04gsWlq7xuXD4fOw063t6+MWAwq8rCzvfutg1c3KMvN/UdzKtb1mL3eolTKolRNBxEnaBS8+uMc3lmwwqkSLi+zyA6xyeGORi1ZTSaQ39GIg0jahc5onaR0+Jesh0OCu9oiLJqC/d/vhCd2U63zCReuuYU5DIpHm9NqjYh9L+6GKx2bM5ALlO7y0OVuSZVW+eMRGQuM39uKmJfeaA81Fu/r8HrF3C4PZzctyPXTa/rwSmRSFqlsTxAodnIx7u30jcxhXO79gpb+hyR1o7+KWkYXU4u79EPi8dNqc1Cpd1KokrDTX2HoHXaGJSSjtbhICsmJkxaZa3QkIHR8eQbA44EsuAlTK7wiggeBObm57L4rEsA2Fat5aqe/cPOUx/Jag0vj5l8BCq0XgwGg+itGCGidpEjahc5LW4wm8q8dXso0QX20/aV/7+98wyQqyzb8DW9b+8lu5vNpvdeSS8EAlIE6QIWBBQFAZVPQBQVRUUEKSoIigJSQg8J6b33ZJPsZnud3dnpfc75fsxkdpf0yZbZcK4/hJmzZ96555x55n3f57mf8F5j/6xk7lo8gRa7C4fHz+UTB502w3VkURZTBudT0dRGbmoCszos3b6z8SCHj9dT29q+j2q2u7C6ws2M1+yv4Pb5Y+I6OH6ZQCjEjzZ+QYXDxhc1FQBcVzI0+vyTOzeyPPL4z7au5Y35V/LeomsQAblMxg83rGBdfXjmLhJunHrU2sZvp8wG4JcTZ/LU7s0oZXK+XjyE6tI91DjtXF4Qtqv7zrDR1LkdVNmt0ZZeJ0zbry0ewrXFQ876HpwBPxV2K/0TkjrVll4spKamnv0giVMiaRc7knaxE5cBc+uRWt7deIisZAPfXzIZlVLB+JJclu08htXlIzVBT2ZSuGN4gl7D7+4IZ7U2Whw89MrnCILIvUsmd1rmVcjl/OLmOUC4JOSVFbuoaGpj6pB8/rN6HyWpGmyRAJli1DFtaD6f7jhGSBDRqpXRJeAT1LXaeWbpZkKCwD2XT6I4O4V4whkM4Ih0B/GEghxoM3Nd5LkyWxs7zA3RY72h8NLqsurjLK04Sp7RRL3L0WlGKRDeizxBrtHEs5GM28raGsweN80edzjxKCmFiZk5vLvwal45vJe/Hd6DPxRidFrGOY/f6vPyrdWfUu20UWBK5B+zL+vzZutfxuFwRB1HJM4PSbvYkbSLnbgLmP5giOc+2kq9xYFMBiadhm8vGs+Y4mx+fsNsdpXXs3hcSScf2BP84f1N7CoPB4I/Lt3Es99dfNIxAO9vPsw7Gw4SCAkcq2vFFwhi1Bqizxt1ar5/xWQMWjVHaluYNDCPQEhA3WGG+czSzdHX+vMHm3n2rsu6UoYLJkmtYVxaFusba5AjY1F+MRCetT2w8QuaPW7khDuO3FgyDIffx1/276DB7WRnM4xIzSBRrSEQCgEiIVHE7vexs7mRcRlZBASBVq+bdK0ei8sVTfCx+n0srTjCxMwcZDIZdw4dzfDUdFo8bhb0Kz7n8W9qrKU84vBTZmtjR3MDc/IKu1il3kVq5Bs7knaxI2kXOz3vFHAWQiGBYChizC0SnfUBjO6fxR3zx5KVcmrz4FCH1lNCSDjlMQCNbQ4CkecFQWT6sALKWtuLeZttLnYeq6dfRiLljW28tGwHP3vti07nEDpYCgpnsBfsLWQyGUNT0ggJAs5ggD/s3UpQEGj1emjzhd+rAMzM7UeO3kiL10MwkjUbAoalpvPa3CW8e+k1zMvvj08QqHba+dXODVi9Xm5Z8QE3rviA76z5jP75+Sg77I82ulydxjIpM5fLCktQnYcxxajUTLL04R8x2XrDRWG2/mWkerjYkbSLHUm72Im7GaZOo+KyiQNZvbcCk17NtxeNO+e//d5lE3n2gy0Iosh3F5+cpHOCW+aMprTGjNXtY0JJLj+4YjJVVVU8/N+tmO1uvP4gf/t8JzmpJuzucMCub7UTEoRoxuw9l0/kmaWbEUT43uIJF/amu4lSqyVaT+kI+PGGguQbExiVmsHBthYS1Ro2N9Tyv/JSCkyJLOhXzLamOlI0Or43bGx03/BEqy8I741+VHWMI7ZwcpTD38yBiuNk6PRUOx3IgKLExAsee67RxHMzFrKmvoq5uYVk6g1n/6M+hlQPFzuSdrEjaRc7cRcwAW6ePYqbZ486778bkJ3C3NH9OVRtRqs+uUk0hB1u/vzBZtpcXjISjXxnUTiw6nQ6dOp2OWpbbMwfU8z+iibsHh/56Ymdykv6Z6XE3TLsl/nWkFGUtrXgDPiZnJkbLeF4dsYCqh02Hty0ikp3ONGpymHDpFIxIzufu4eP6/RefzRyInVOB85ggCsLBzIyNQONXIFPCKGQyfisoZpqpwONXMHc3AJ+MmZql4y/ODGZ4sTesxzsbqT0/tiRtIsdSbvYicuAeQJRFPH4g+jUyjNaqJ1g2c4y/v75Tjz+IKW1Zl76/hXovhQ4j9Vb2Fxagy8QosHi5JPtR7hm2jDUajWZyUaqI5m4/qDAkPw0/vjtRTS0OZlQknve4w8EQ1hdXlJN+l6xzeufmMxbC67CHQySqGlPmJHJZHxYWcaxyB4hgAIZBywtlLa1IpfJuKeDEXqG3sDr866I/n+Vw4bihP2eEKIysn/pE0IkaXWdupGc4LXS/XxRW0G23sCvJs06aznJVwGpkW/sSNrFjqRd7MRtwAwJAv/3+krKG9pIS9Dx1B0LMOk0HK4209DmYPqwgmgSzsGqJt5ef5AmqxOPP5zx6fL6cbj9JwXMRIMGg1aNL+BBp1aSnRzeDz10vIZma/vem0alYFBuOmqVgsLM85/ltDk9PPTKciwOD0VZyTz1zfnnZOre1QRFkRU1x8kzJjA5qz3oJ2s1KGVygqJAgkqNSi6n1eclKIrUdLDDOxUqubxTBu0AjY5DXicZOj2X9ut/0vGtXg9vHD2A2evmoMVM/4S93DX89IbrHRFFkf/btpbStlaKTEn8dspslL1g0t8d2Gw2kpKSensYfRJJu9iRtIuduA2YL3y6nW1Hw47brQ43H249QrJBy8vLduD0+BkzIJvf37GQVrubx/69mjZXOJFFqZCTqNcwojCT9ET9SefNTDJyz2UT+WJPOcGQwPqDVVQ0WVm5q5SqVjcqpRyTVh0OyKrYZ0Gfbj/K8cbwDO5QVTPljRYG5va8/+kP1n/ODnMjRpWKe4aP5xuRWswbS4ZT73RS4bCypLCE0rZWvqitRK9U8b0zdA8ByDGYSNVqqXWFZ5bNMpE/Tp3LwKRUco2n6ebeYYJ9LqsFJ9jZ3MCKmgoCgkCVw8YXtRUsOo9s23gmLa3v++H2FpJ2sSNpFzu9FjCP1bfy8rId6NQqHrh6Kon6zv6GOyLBEkAhkzEgO4VPtx/F4QmnRNe3OhAEkSarE6vb2+FYeOr2BRSdod3WrJFFVDZb+e/a/QRDAgaNiuFZeqpaIRQSyUo28f0lk076u+1H61ixp5xLhhcwfeiZN82H9ssgQa/B7vaRbNKRkdjzdU+CKFIfCWrOQIBtzfXRgCmXyXhobHtLrsUFA/j+yAkoZbJzCmgzcvrxbnkpIVFkpCGRkWmZPLptHb5gkHtGjGdMemb02FStjtsGjmB5bQXZeiN3DD61IfypMKk1aBVKAoIfjVxBsubi8cG02WwYDBdfMlNPIGkXO5J2sdNrAfMP723kWH0401Iuk/H4TbM7PZ9k1FIT2U8c0i+NSYPysLvCPrAOj49+6YnI5TIG5qZRnJVCeaMFUQS5XMa+ysZOAVMQRERR7LQkWtVkjZavhASBBF1YCkEUOVRj5jdvr+eRb8yMHl9vcfC7dzdgcXjYcbSOzEQjJbmnd8wYU5zNA1dPZUtpLVdOGkSSsee/6OUyGYOSUjF73SSoNSw6xXJpR85U9lHjsPHbXZtBJuORcVN5cPRkRqVm4A4GGS3X8OTOjWxqrAXgqd2beWb6PNRyRdRY/aZBw7lp0PDzfg+DklP59tDRbGqsY0xaJpMyz38vOV4JfKkTi8S5I2kXO31JO0EQWbf8EAFfkDmXj+iVba2OyMQz1BBu3rxZHDx4cLe88Lef/SC6ZDlxYC6/+eb8Ts9bnV7+9vkOTDo1dywYF92vrGxqo9nmYlxxTlQ8QRB5dcUu3ly3H0GEFKOWv3zvMrKSTWwpreGvn2xHEEWunzGcJZMGAXC0roVfvbmWxjYnIUEk3ajB7Gyv+SzJTiE71YTF4eGyCQNJMer4yWsrOCHXnFFFtNo9FGQk8v0lk3utF+bZCAkC+y1m0rQ68oyx+0d+a/Un7DQ3AjAhI5uXO7Ty8vl8PLhtLesbagBIVmuRyUApkzEuI5t+xkRuGzwS3Wk6p3xV8fl8aDQXl3tRTyFpFzt9SbtXnlnF6k8PIIQEJl5Swn2P9Uxlwq5du3bOnTv3pNrEHvsGa7Y62VnewPjibNKTjNw8exRvrNmLSqk4ZR1jklHLg9dMP+nxwszkk5Jw5HIZSUZtNJj5giE8vnDyz9vrD1LXGp6p/vWTbSToNcwcUcjA3DSevnMR33v+I6wuL8OyDWypDOENhP+uoc3BsYgRe4vdzUv3LmFEYSZ1LXaSjTp2ldVjdfk4WN1McXYKl08c1GVadSUKuZzRaZlnP/AsBDqYQgSFzqYQjY2NPDxmCq5AuGtJm88bdf75rPo4APstzTx/yaILHkdXs+XzA3z2r80YEnTc89trMCT0XMq9VA8XO5J2sdOXtKupbCEYCNeBN9Vbe3cw9FDANNtc3P/3ZTRYnOSkmHjmO5cyc0QhM0cUdtlrLJk0mF1lDTRanQwvyIguyXZcCvUHQ7yxem/0ddMS9BRmJoWXeX0COamm6KzX6W1ftjixnPvHby3C7vFhdXm578VPgbAz0YnM3L6KKIr4QqHT9s4EuG/keJ7esxUZ8IORnX/gGAwGtBoNT0+bR7JGyz3rPo8GzBN8uX1YPCAIAm8/u5LGqlYA/vW7Zdz1q6t67PWlfaTYkbSLnb6k3djJ/amrtCCEBIaMyuvt4fRMwNxX0UiDJfwFWm9xcKimmRnDCi/onKIosmZ/JSFBIC81gX+t3kuKScdVU4d0moE+eM00SmtaaLKGX79jxxG5XMaUwfmU1rZgdfux+jovT2uUCnQaFVdPHRotT0nUa0nUa8lJMVHe2IZWpWDGsH4X9F56E08wyD3rllHvclJoSuQvlyw85V7myNRMFhcUEwgJDEvunGX3VvlhXq8pQy6TccvAETw9dS6vHt5DldPOHnMTflFgSpzuPXbckhCFnrU4VEi1qDEjaRc7fUm7Jd8Yz/jpxQQDIfKLOn/vOO1enn7kA+w2D2OnFHHz92ae5ixdR48EzDHFOeSlJVDbYic/PYERBRfuZfjnD7awbOcxQqKATqXC5QvPCD/dcYyMRANP3Dybktw0dGoV9189hT++txFfQGDGsM5LEbuPN+D1B8lPTsDT6icvLYG6Fjsi4aVdXzDE0brWTn/j9gWwODwEQwLOkMCTb60jxahj1sgiZo8suuD31pOsrK1gd0sTAGaPix3N9UzJOvmX3BM7NvBpVVk4Kaqthd9PnQuEaywbLRb8kWXa9yqOcPeIcdwdMT5o9XrwhYLkGE5TbtKLyOVyvn7vHJb9ewuGBB23PNyzS8Z2u53k5IvXyag7kbSLnb6gnSiKfPzWDo4fbeaKb0ygaODJnY7+989NHDkQblS/weVjyTcmkJh8cilhV9IjATPFpOPP31nMkboWBuennVRCEgvHG9uiBur+YKjTc802F5/vKqckN40tpTX86s01ePzhY95at5/CjEQ+3n4MmQwG56Sy81g9B+odDMjPpCgjif+uO9DpfBanh/0VTbyz8SAlualcN31YtEZTLguXyASCAgeqminJSSUQDPH0exsJhgRunTuaaUPjdwZaYEokUa3B5veRpNGeNrDVOOzRfpYnSlUgvJ+529v+/1p551+vqdr4sOGqOdaEWqsiM79zG7api0cydfG5l7l0JenpF5+hfE8haRc7fUG7z5fu4Z1/bsHvC1J5rJmn/n4Lak3ncJWSZkKplBMMCqjVypOe7w56LOknyahl0qBzX4O2u32s3V/Jsp1HUSkV/PjqaeSltZt6jy3OprK5DVGA/tnJtDk9mG1u/MEQyUYt0yPLpJ/vOhYNlgB2j58XP9sRLVk5UNVMICQwMCMBmVyOQdfZNipRp+Frkwfx1LsbaLA42Ha0FpNWzUPXTufNtQcIBEPsKAv/ynF4fJhtTt5ce4DS2hYAXlu5J64D5ojUDB4aM5k1ddVcWtCfAtOpjdPn5hVS67IjiCIzsvOjj2fqDdySV8zf6svRKpS8NndJTw39jDisbmQyMCbq+eevP2H9R3tRqRRc9d2ZLLxp8nmf7/WnPmXXmiMYE/U8+NxNJKZdeF2txWJBr+/eX8QXK5J2sdMXtKsub8EfSdz0uPy4Xb6TAuKSb4zH1uaioaaNBVeOQqfvfsu/uMzzr2qy8n//WkmDpb2J8V8+2spTty+IHvPN+WO4ZEQhgiAwICdcD2lze1m7r5Kh/dKjj3UMshDuZ2a2tVvgOSNGCAq5jN0VjXzjkuHo1Eo8/iBqpYL7r57KoLw0PJElX39QoMps48opQ/jVrZn4A0F++toXNFgcFGUmM7Iwi/c2HY6eX/mlchOby8uWI7XIZGB3+Vg0vgTjKXp79iSLCwawuGDAGY+5edBw5ucXERKFk2ahU7NyuX7C+Qeh7uKjVzbw6WubkCtlXHHnJZTuqMTj8OIBtq44SOGQbHKL0zF2cIISRZF3nl9NzbFGFt86lcHjCqPPOaxutiw7iNXsoLmmjf89t5JvPX7lBY/zTCVdEmdG0i52+oJ2V986ifLDjbgcXoaN7UdSysmJSnK5jFvvmdWj44rLgPm/jQeotzg6PaY4RZ1j/y+5+STqtVwxuXPd6FVThrBi9/FokBQAX6B9xplk0GD3+Nlf78DpCfLM0s3MG11Mo9XJ0Px0pg3txyvLd6FQyDDp1GSnmLhlTnsnFU8gSFaykfz0RO66dAIKhZwHrpoG4ka8wSB3XdqeUer2Bbj/b8uobLYiA0Rg9b4KnvveZedlF9dbnK7FVjwt8bQ22njn+VUEIr9ON368l/S8ZGrKmpHLZVSVNvLLb76Czqhh0S1TuPSWKeiNWj59bRMfvbKeoD9EzdFmfvve3Wgiqw1qjRKNNpz0JZPLKNtfS215M3nFJ++rnA/xpFtfQ9IudvqCdmkZCfz27zcT8Id6ZKn1XIlLF+uG1s7BclRRFj+6csppjg7j8Qf4zdvreOiV5eyvbIo+nmLS8/iNszq9Ua1KQXqinoxEA9+cN4b81ARG54WL+ssb21i28yg2l5eyBgtvrTvAu5sO0Wr3oFTIeezGWSQbdTi9fj7eeoSfvLqCZTvL+GjrEX7/3gYgvPz8y1vn8vs7FlKc3b5nVm22UWcJLwWf+I3XYnfj9gWobbHxwN+X8cOXPuVIrTlG5XqHpqamsx/UQ6x6Z0c0WAIgg5zCNCYvHIZKo8Dj9CEIIi67l3efX813pv2G3euO0FjdSjCydO/z+PG62rvSa3Rqvv3EleQVpyOTyag+0sQzP3yTYODCyoniSbe+hqRd7PQV7WQyWVwFS4jTGaZB1+5CkZ1i5Ok7F57VSeeFT7bxxZ5wkXyL3cU/7vtadNY2OD+dsSU57DwW3mu8ZEQRdy2egFwGrQ4Pf1q6GRXty3OBkMjRulaO1rVyuLoZf2RGanf7eOmzHdx/1VQefmU5R76UPWuxn7nWsCA9kfy0RI43tiGXgVwmpygzGb1GxeNvrGbP8bCTzl8+2sZz34vvXpsdMRp73if3dAwZX8iKpG04rR4AKg7WU7a3FpkcROHk44WQyD9//QlP/Ps7HD9Yj9PqZtT0kpP2KIdOKKJoWC615eEfM26nD6/bjzEx9lsonnTra0jaxY6kXezEXcC0ubwcqw8HIrlMRr/0JB59YxVTB+cze1QRbm+A1ISTN6wPVbfPyrxfMhJ4beUedpXVR2d1W47U8OA105DJZDzwt2WcaUVfrVIyYWAu+yqb8PqDrDtQhccXjNZ1dqRfxqkTZk6g06j403cuZX9FEykmHYIoMjAnFZlMRsdthb6wxxBPVB6u553nV5OSmcAtD1/K9359Nc8/9A5up49QMBwlTxUsT5BdkIbPG+Cau2dRMDiLfz75KU/c9g+u/PYljJpeEj3uqrtmcvxgPR6Hh+FTijvtgUpISFz8xF3AbHN6cXnDy2GCKLKrvJ5AUGDv8UZe+2I3IUFk0uC8TrZ5H2wpjWa9AqQYdchkMhpaHTz38VYO1ZjpWJPu9PgJBEOoVUp0kSl/TqKWo82dZ4h6jZK0BD2tDnenPVSX149eo8Lq8nU6/oQ5wwn2Hm/geKOVBWOLMUQSe4xaNZMH5+EPhtCo2uX/+vShHG+0oFYquPuyk60C4xmn00lq6umN6LsTURT560/fo7asGWSgUCq47aeLKRiczeEdlWf9e7VWxZI7p/OLW/9OW7MDrUEdXY61Wz5j5LQB0ZWKrH6pPPXe3Xg9fvRdYKbfm7r1dSTtYkfSLnbibg+zICORscU5pCfqyUkxEYjMENy+AC0OD20uL1tLa3nwlc/5+b9WcrzBwhur90Y7j0C4tRbAU++uZ8uRWuzuzoEtyaCNfgnOHhXu4LGntnPT5AS9hme/u5iaFhvlDW24vAGMWjUpJi1NVme0BrQjZpsLW6Qv54rd5Tz2xmqe+3grD7+6PDprtDjc3PXcR9z2x/d48q21iKKIIIi8tGwHNrePNpeXnWUNXSFlj5GZeeFetbEiiiL+EzaGIljN4c/xx8/fRMmofFRf2gNRazs3FM/IS2bjx/toaw7vm3fcuwyd4jOWK+RdEiyhd3Xr60jaxY6kXezE3QxTFmn15Q8EkclkPPrvVRyuMePyBRAi00S3P8CuSFDx+AOdgldJTgrfWjg28lz70mxRZhImnQYRuGrqkKhFXppJj1GrYkSOkS2VNkb3z2J8SQ6Lxg/E6w+ijBTiKxQybpk7ik2HqtlbEd40TzZqcXr80WBdbbbz8KvLeeGeJWwprY727my2uvD4g+g1Kv6zZj9lEVP3ncfqaba6SDJqcUcSVYIhgWqztTuk7TbMZjP5+flnP7CL8fsC7Fl/FIVKjlKtQKfXcN198wDQGTTYLc5oApBCKSchxRANjCfQ6lVMuXQEu9cexdbaYYVABtMuG8nT97yB1+3nuvvmMnB0P974/TKqjzYx5dIRzL5m3AWNv7d0uxiQtIsdSbvYibuAeQJ1ZLnyN9+cz/df+IRDNeE9yiSDFqNOTW1kCVYukzF/dDG7jjeQkWjg8RtnoVYp8QdD0RpLuQyKs1O4a/EEko3tzjPrD1Tx5FtrCYQEQoLIrJGF/OTrl7B2fwX3/+0zVAoFA3KSUTXLGTcgh6unDOVAhwzcvNREnvnupTz+xirWH6wGwOry4guEsDo7NLWWy9Gpw++nODsFrUqJNxBEr1Vh0mvQqJRMG5rPpkM16DRKbp07uvuE7QZ6oyRGFEV++93XKd1RFX3MpwjgtHoQ8gTee3ENLkd4ZUGpVLDolsmMnzuEp+95A6fNE/2bmmPNfPraRi69eRKr3t1Fc23YfD8tO5GaY03sXncUgJceWUowGKIl0jGhttzMqOklpGTG3jKtL5QSxSuSdrEjaRc7cRswO5KRbORwJGCOLMrkSMRFRwYUZiRx9+UTT/qbo3UtWJ3hL0ZBhC/2HOdIXQvPfvcyEvThLNznP9kanZ0eaXahbAsgiiL/XrWP401tnc7XbHUil8t48Jrp2N0rqWy2kqBX4w8EuWbqMI7VW3B4/AzOS0erVka9bQEyk4zRi3TRuAG4vH4O15i5ZtpQ9JrwEuH3l0zmu4vGo1Qo4ra35ulISUk5+0FdjMflo6na0ukxhUKOSqPklV99xOp3dyEKIsYkPRl5yWxdcYjSHVXoTdpOAdPnCbB3Qxll+2vxe9tXJDLzU6IJQwBtZjs+T/tnGvQH8Xnal29joTd0u1iQtIsdSbvYiduA6Q+GWHegkpwUEz+5djr90hMRRZFrpw3lW89+CIRrGVsc7V9+h6qa+PeafSTptWw9Wos30NljttZs51hdK+NKcgA6de8ekWNi7TELP3vti1MGrMM1LbTY3SToNTRZndhcPjYeruGu5z7i7/d9jRfuWYLN5SUvLTzjGJKXTmVTG3K5nHEl2dHzyGQyrp0+7JTvWa2K24/jjJjN5h7vr6czaEhMM0WXWBNS9Mz/xiRkyNjw4d5o5xGNTkVrgxVbqwtzbRvy03Rsd9m9dEyXbq5t48G/3oTL7sHvCyIKApWHw2U/ao2SaZePJLsw7ZTnOld6Q7eLBUm72JG0i524/YZ+5PUv2F3WgFGn5tsLx3Fbh2XKMcVZbD9Sh16r4pqpQ3np0224vAGW7ymPJgmdivREAwPzwtlh9a0O0kx6mixORKCmzYsI7CyrZ97o/iToNeytaODE9qjT6+eev37MvUsm4euwN1pttrH2QCWzRxZFZ64ArU4PgZCIEpEjtS3sLqtndHH2RbkckpAQ+7JkrMhkMtKyEqg8FK6t1Rk0fO27l/DcQ+9EPSiRwdCJRZTurAJc4X1OgwZHW+dsaLlCht6kw2ltf7yt2UHQL/DY698CwNJs5++Pf0goGOLWhy8l9wJdfqB3dLtYkLSLHUm72InLgCkIYrTFlsPjZ+vROi6bOCj6/DVThzJnZH9GFGZyz18/prLZek7nvXbaEMw2Nzanl+8+92GnGahaGQ5kIUHk813l5Kaa0HZoGwZhV56/fLiF7NQErG4zoghKpRzVKWYtjW3hmU8wJLC5tJZdZQ1cMXkwdy3uWyUj50IoFDr7Qd1Ackb7ja/SqHjmh2+xe92R6GMymYymags3/Xgh65bupt/ATCbOH8IffvAmrQ226HFCSCQUDGFK0eGwhFcsQsEQlaUNqDVKXn7sA4KBIJfeMoVJC4ajVHVNP8He0u1iQNIudiTtYicuA6ZcLqMwM5lmmwuZTEZdiw2by0u12carK3ZxpK4FGTImD8ql5hwySrUqBcMLM/lw21FeXrYLjUpx0nJtpknD4cZ2U/a6L9nzQXjPtNXhweH2M25ADr5AkAE5qafsRjK6KJvjjW1RQwJfMERpTd+yvDtXXC4XaWkXtjwZCzc9uJBQKERbs5Orv3cJf77/bYRQ54bQR3dXM3BMPy6/Yzq1Zc0se2Nbp2B5Ao/T12kpXhTDLkGbPt3P0d3hhK4XfvYen72+mZ/945tdUlrSW7pdDEjaxY6kXezEXR3mCZ64aTYpRh2CIFLZbONXb67l8TdWs7eiCa8/hMcfZPX+Kjp8P5KgU3PiK+/Ef3VqJU/eNo8Zw/pR22InKAidZo0n2Fkd/hLVnmb2MH1Iv6j5gD8UIj3BQIJOw+6yep7475poracoilgcbm6fP4ZUU7sTjFwGQwsufBkvHsnKuvCG4LGg1qj41mNX8uDzN1E8PJ+UzJOdlpRqBfs3lvHb77zGK098xJ4OM9AvI3Rwt5DLZUxZPKLTPrcQEjl+sJ7da09/jvOht3S7GJC0ix1Ju9iRncmGbf369aLJZCItLQ2bzUYgECArK4vGxkYMBgMKhQK73U56ejoWiwVRFElPT6epqSnqV+h0OsnMzMRsNiOTyUhJScFsNpOQkEAoFMLlckXPqVKpSExMpKWlhSqLh6WbDpKsV7Gz2sbcIZnUtjqps/kYlGmg3Owm1aAiKfL85aNyKc5J59/rDlGYqqOi1cP4/unIhBB76pyMyDFQ1mTH4Q1RmKqjtNFFQYoWnVrBzmob14zOYmuVFY1KSVGagQ3HzJSkG1DIZeyvdzCtOAWDwUhVs428ZC0yjZGm5mZCgsiRZhcTC5NJTU7C5fXh9XioaAswb2gG5Y02GhwBrhpXwPAB/fD7/Xg8nuh7VqvVmEwmWltbSU5OxuPx4PV6o89rtVp0Oh1tbW2kpqbicDjw+/3R53U6HWq1GpvN1iufU2JiIvX19RgMhl5/TwnGRLav30fl/kacNi/J2QaObW8gKUdHKChQtd/MiJkFiAE59ZVmUnNNHFxfy7AZeXidfuqOtlE8NpO6oxaKR+Vy6a0T0aqMLH93A7VHzTRVWCkclYHfIXDjg/MRCF3Qe2ppaWHQoEE99jldTNdeeXk5/fpdnPdTd7+niooKTCbTRfWeuvpzam1t3Tl37tzx5xUwN2/eLA4ePPi0z3cXdrePW55+B2fEwUWlkPPMdy7l12+vw2xzk5FkYGh+Gst3H4/+zbjibH57+wL+8P5GKpusjCzKYvKgPB56ZTlBQUAGpCbosDp9KBWyk5ZkJxUksrUqPMt84OqpeHwB/vrJ9k7HFKQn8tzdl6HXqPn75zv579r9J41dIZcRisxUFowt5uFrZ5z2fbY5Pfzzi91kJ5u4bsbwk7JzbS4v5Q0WBualoVer+GjbETw+P1dPG4Za2TX7aF1BfX09OTk5vT0MAv4gf/3pu7Q22JgwbyiX3z6Nb0/9DW5He03skPGF/OjPN3D37N9Fu5MkphvJKUjj8M5KjIk6Ft86lcu+OQ2Vun3HYv2He3j50aXRUpNr753D1XfNuqDxxotufRFJu9iRtDs7u3btOmXAjMs9TK8/2KlnpUIuR6NS8vzdl9NgcVKYmYRaqWBPeSPNkQ4hRr0auVzGvUsmsbu8gcLMZEIhAYNWhc3tQ6tRMmdUf47WtWJ1eqmz2Dtl1FZY2stTPtp6hIevmY5SISPYYc233uLgyTfXIZPBwnEl5KQYqf+Sf2zHpeATFn2n4/9eX0lpbQtKhRyHx8+3F7U7x5itTn78j+XUtdopzExicF46y/eUIYREDlab+eUtc89b1+4iMfHMpvPdzcZP9rH18wOEQkLYaECElgYbA0fndwqWAA1VrexcXcqV37qET1/fhFKl4MHnbiJvQAZ71x8jqzCV/AEnW4eNmFpMUpqJ1kYbWr2a3P4X3lOwt3Xry0jaxY6kXezEZcDMSDJwyfAC1u6vQhBFRFHkgb9/zoKxxZ2yTH9+4yz+tHQTdref2SOKCIYEfvz3zymtbSEtQcfPb5jF/LH9+WjrUQRB5P1NhzvZ6OWmmkgxaNlfbWZolpFmR7gQ/lhdK3/5aCvpCQYa2toDYiAksOVILQCbS2tPGne7sXoQQQjXYnbE4fHx+Bursbt9zBlVFN33DIYEqr6U6bu5tJba1rCbUWWTFblMRigSvJusLuKJlpYWDIZTN5fubhqqWvnXU59ht4TLRtoRObSt4qTjrWYHr/7qI0ZNH8hL639CU3Urr/3mU2RyGXc+toSM3FMXdSelmbjz8SWseXcXg8b2Y9KCU9fSng+9qVtfR9IudiTtYicuAybAz66fyYPXhHj41eXsrWjCFwyx/Vgdd9EeMDUqJRaHF6vLy7MfbsWk11BvCWe3ttg9/G/9QSxOT6fZ6pepi8wQK1vbZ5gisKeikWSjlqwkA3a3D7f/9M2CtSoF40pyuffyiWjUSr7/wifUtTo4UNXE729fQP+ccO3n35btjPa8dHr8TBqUh/dwNVqVkmunD+10znEDcshINNBsc5GTamL2yP60uQ4RDAmML4mv5ZTe/MVqNTtw2cOfXdAfonhELnKFHFuLk/89t+qUf+P3Btn+xSF+MP8PqLWqqB3eiz97n0dfu/O0rzV6+kBGTx8YTuxqsmNI0KLRqWMeu/RLP3Yk7WJH0i524jZgAqiUCvpnpXCw2kwwJJD2pT6YlU1tWCPdQSxOD06Pn6xkI3a3D61aybYjtYREERnhIKhTKxEEgZAI2clGCjOToh6wJu3Je4JWpzdq/iKXhc8inGLL944FY7lmWnjGcaCqKVqSYnX5+P37m3jhniVAeAZ6YiwKhYy7L5vAN+eNQatWolV3/ihy0xJ4+s6F7CyrZ8rgPNKTjMwb059AMEROanwVHvv9F2YRdyEMGtOP0TNKqD7aREZeCg/85YZw9uyUX3c6Tq6QI3yp+4i1xdmppvLY3ho+emUDS+6Yzpl47qH/cXBrBXqTlvv+eD0Fg2LLOuxN3fo6knaxI2kXO3EdMFvsbgoyEpk2pB+ZSUZunTeq0/NTh/RjaL90Gi1OclJNTBiYy5jibDaX1vC/9QcoawjPHNIT9EwanIfL42ftgUoEEfLSEvH42meNqYbwTMGgUeKKPN4xNioVYR/ZdzYcoqrZSiCyP/qDJZOjLcIgbK5u0KpwRRKWLA4PIUFAIZdz+/wxWF1emm1OvjZ5CGqV8ox2eLlpCeSmtQfH9MT4XEbxeDxnP6ibkCvkPPCXmwiFQvz5R2/x0NeeIzUrEY1ehdfd/sUwYkp/yg/U4bR2Hmuww+pDKCiw9OW1ZwyYLruH0p1V2C0u7BYXH7+ygXueujamsfembn0dSbvYkbSLnbgNmMcb23joH8toizRpLkhP5GBNE4GgwI2zRjB9aAFvrz+Aw+MjK9nIT6+bgUalRKOCeaOLWb2vgopGK6Io4vEH2VJaSzAUis4QW+xuPP72eswTdZicxrouPz2JOaOKmTOq+Izj1qlVXDttGP9Zu49AUCDVpEchD9fyqZQKHrr2zLOXvkh31nW9/ZeVHNlZRfHIPG68f8Fpj6s41MDeDWUE/EFa6m3kDsjA1hLe680vyeD+Z2/kmR+9ye61R8/4eh6nj9qyZvIGZPDei2so21vDxAXDmHVVuGWcVq/GkKijrdmBRqdmwMi8mN+bVA8XO5J2sSNpFzu9FjDtbh/7KhoZnJ9+0lIrwMo95dFgCVDbYicUKYH55xd7CIYE3lizL1rCcdsf3mPioDx+dv0lPPiPzzlS14ogiph0ahweP06vH61KSaop3N5r2tB8DlY1R9uEjeuXyJpjFsaX5KBVKfl8V3n0tfPTEvjtN+ef83u7Zc4o0hL0VJtt3DBrBAAeXwClQh7tw3kx0djY2C1mzsf2VLPs35vxuvyUH6xjxJRiRkw59Q+WpDQjxkQdbWYHeqMGVwdf2PScZFRqJfOvn8jRPdW4bN5TngNAppCh0avZvvIQH/1jAz6Pn+OH6hkyvpDM/BQUSgUP/fVmlr68lv7Dci+oJ2Z36fZVQNIudiTtYqdXnH6cXj8/evkzHntjNfe99Cn1p7Chmz60Xyczc12kDRaE9xObbe5osAQICiJbj9Ty5JvrOFzTEnVtkctkUa9XfzDIxJIcXrx3CbfMGY1R256w4Yy0dmpqc0WXU09Q02Ln3hc+5n8bDgIQEgT+tWoPT7+7EYujs5E3hD1MF08YyF2LJ5Co1/Lqit3c/sxS7vzzUnaXN5y3XvGOWh174suZCPiDhALhfUchKOD3+qk+2sjBrccRhM77kWnZSdz+88uZMG8I1903L2qOrtWrGTg2bF04+pKB/PGTH7Lwxklk5CcjV5y8mnD1XbNIz0mirdkRbd/ldfvD3Uw6vNa3HruSOdeOvyAz/e7S7WLA7vTyj3e3sWLTUU5VKy5pFzuSdrHTKzPM4w1tVEc8YBvbnGwureGaaZ2zRIf0y+BP317E5sO1ZKUYGJqfwbMfbcHtC3DHvLGU5Kaydl8FR+pao3+jUyvxBTsHu1H9szje2EZtix1BhFX7KkEm50dXTaGyyRo9rs4Wns2W1ragOYU9XpPVxetf7CY3xcS+qibe33iIoCCyqbSa0UVZfOfS8WQlm1i6+TDvbzqE2xdk5ohCvnvpeNbur8BsCy8P/m/DQcYUZ590/rOx53gDVqeXGcMKOtm1xQMmk6lbzjtkQhEzrhhFxaF68gdm0tJo48X/W4rP7Wf83MH84OnrOx0/fs4Qxs8ZAsCsq8ay6p0dmJINONrclO6sZPC4QkRBZNsXh6JtwQaN68exPTUIIRG5Qs7h7ZW4bvIw6+qx7FpzBHOdleLhuRQNPf/P7Gx0l24XA4/+ZTnHqlrQqJXYnF6uXTCy0/OSdrEjaRc7vRIwi7KSyEtLpNpsIyvZyORB7ftAtS02VuwuZ/KgPIb0y6AwMzn63JO3zqO01syusgaykg389Z4lvPjpdt7ZcBARSDTo+NGV03jiv6uxu/1MGpTLD66YzIufbmep5TBBQcQXDLF8dxlFWcn4O7j2D8o00GAPB80TZShyWTjx58QPXLc/SF2rg1qznWBkBmtz+Vh7oIomq4vn776cpZsPUxuZMb+/+TBtTg9GnSZ6vuxk43nr9Z81+/jv2v34AkGmDM7nFzfPOe9zdCetra1Rq6muRCaT8a3Hr4z+/1N3/QtXpPlzVWnTGf9WrVWx4IZJPHrjyxw/WI8xSc8dP7+cEVOKOzkqNVS0RA3bhZDAoW0VvPGHz1EqFbQ22DAm6rjpwYXd0patu3Tr64RCAraI4YTPH+RIReemBQfLGqmqqmLi2OGkJcdnIlw8I113sdMrAdOk0/Cnb1/KjrI6hhdkkJUc/sVjdXr56T+/oN7i4NMdx/j1rfMoyU2N/t3h6mYefWMVFoeX5bvKeO7uy9l+rC6azer0+shJNfHivVd0er2Zw4s4UNVMWUMrwZBISBB5f/MhWu3t2WLlZjcywKQP73mKIuSkmnB6AtHSlWSDlssnDUSrVrC5tKbTa5xIINJ8Keu1yerkiZvn8o/lO0kx6flmh76e58q+iibcEcP4avPJnTZ6m+Tk5LMf1AUMnVTE0d3V+Lx+sgtTOz3XWN3K+y+tpWBQFpfeMgWZTIbT7sHSHN6jdlrd7FxdyuSFwxk0rpBNn+wDwG5xI1fIOnU5cba52b3uaNQG77GbXubpj36AMvLZrv9oDx+/uhGVWsn3nrwq5t6YPaVbX0OhkDNsQCaegwH0WhVLZg2JPrfvSD1P/X0NBg18uL6WP/3kCnRa1RnOJvFlpOsudnot6SfJqGXe6M4JHLWtNpqsYSMBi8PDnuONnQLmtqP1WCK/PJttLupbHQQ71NZ5/UFa7W5MOnW0XKPB4uAX/11Ni92NTq0kN9VASBCjyT4nSDWoqLF6MWo1zB3Vn2abi1vnjOaNNfvYW9GESafmFzfORqdW8emOY53+Ni1Bx5yR/XnyzbUo5DIUMhkhUUSvUTFjWAEmnZpb544mLaE9Y/Z8mDgol8O1Zrz+IMXZp3ai6U08Hk+PNKVdcvt0iofn0tbs6OS0I4QE/vj9/1BbbmarVoUoiFz2zWmYkvTk9s/A0eYmKc0YTdDRGzWdzqvRa5h99VjK99eSnJnA9MtHsWtNe0cSh9WNtcVJWnYSAB/9YwO1Zc0AvPGH5Tz015tjej89pVtf5IHbL6GxxYFRr8FkaP+8th+oxerwkp+eQHmDG3Obi36Rz0Xi3JCuu9iJq7KSkpxUSnJSqWy2kpFoYM6ook7Pzx9TzMq95TTbXBRlJlOYkYiuQ8G/LxDi+t++jVIh53d3LGBEYSZPv7uRlojfrMcfRBBEpgzO4/3NpQRDAqkmHRq1kiR9+Feq2+vn+ktGRGseH71hFi12NyadJmoukJti4mhk71Qpl/HS96/gif+sYW9F52XC7FQjiycM5N4XP8FsdZGfnsjv71hwxtrLU3H11KGMKsrE7vIxqn/X76VdKF7v6bNOu5qhE4pOeszr8Uc9Y/3eABWHw4lVMpmMh1+8heMH6kjNTiQ1K+xwcu09czi8o5KGyhZEEYqGZHPj/QuQR/aGRVFk0sJhbP/iMKGQQMHgbFI6NKvuaHagNcSeQNGTuvU1ZDIZ2entmocEAZ8/xIJpA9m8p5qUBDUhmZacjAv74rc5vRytNDOwMJ3ELuhx2heQrrvYibtuJT5/gNLaFopzUjtlsZ7A6vTS2OagKCsZjUrJw68sZ0dZ/UnH5aaauOeyiTz671XR/cYTDMlPZ1hBOvsrmshMNvDDK6byu3fWsvVoAyKglMtZMmkg9y6ZDIS/QF2+ADq1EoVcjscX4NF/r6LJ6uTqqUOwu/28tf4A3i/Z500cmMvkQXk8+9FWILyH+fSdC+My6F0IPp8PjUZz9gO7kRcfeY/9m8rRGTX88E/Xk3cKA/UvY21x0Npgp2BwVqcgeAJbqxNzvZXCwdmdnq8qbeC/f1qBzqjhW49dgSFBF9OY40G3eCEkCHy0+hAeb4BrFoxgxaZjfLT6EGqVkq9fOoLX39+FLxBk7NBc7rxmInVNFor7ZXQq0zpe20pDs52JI/pxpNLM0i8OYjSo+cbi0bz01hZsTi+XzhjEvCklCIKI0+3joac/pbbJRm5mIk89sJjkGD/LvoR03Z2dPtGtJBgS+Pm/V1HZZCUt0cDv7lgQDZqNFgePvrEKlzfAjGEFDM4PG5uXNbSe8lyZiUYUchlKpYKgPxi1pDuBSafmaH0rR+pa2XGsgWvG5rLlxDgEgfUHqrhzwTi0aiW//O9aDlQ3kaDT8Jvb5pGeZOT3dy4E4GhdCw/8fVk0WKaYtPTPSiEtQc9diydQ32onyaDF6vKSlqCPO1u7riAe6rruevJqHFY3OoM6utd4NpLSTCSlnT5jMDHVSGLqyckRBYOz+clLt8Y81hPEg269zabdlRwsa8Jq97B+VwWhkMjhimaOHDfjjDg1/e5va6KGIzsP1vGta0Gn8HcKlmu3l/Pim1twuHxkp5totrii2zWrt5ZH/11d38aLb25BrVYyvCST2qZwTkBdk419RxqYOaE/FzvSdRc7cRUwj9S2sPd4E0FBoNXhYfmuMq6eGi43efWL3ZRHrO7W7K+IerBmp5iwRgwOOgbF3RUN7K1sRCaDvLQERhdlUd1iw+b0kmTU8OGWI9HsV48/QEFmKkZdPc5I7Z1Oq0atVNBkdbLneAM2t49Wu4c31x3g+1dMjo7ZHxSi9aAKuYx7LpvErJHty4aD8tJ5+NrpbDhUzaXjBsStvd2FoNXGx1KWKelkA4x4Jl506252H6rjtQ92olTIufemqXyxpQxzqxOVSsaabRWIYuc+sofLmnF3qIXuuECk1SjRalQnabdpdxX2yPdAQ4uDjgtnHfMcTthhev1BSiuayU430WB2kJVmZNPuSj5ec4jJowq4ZsGIrpYhbviqXHfdQVwFzIwkA0lGLS12Nwl6DSUdElyyk00o5TKCgohWpYyaETzznUv5xX/W0NTmRKtWcrA6nIIuikSdgcw2F7fPH0tNi5XH/r2aKrMNbcd9KJWS0SX5/GfkIF5fuYdmm4ubZ48iJIp4/UH0mkhPTbWSgXlpvLJ8FzuO1ZOTauIn105n/phijtS2UJCRxCXDC096XxMH5TFxUOwWavGOTnfxL2N1B31Vt5AgUFbVSnKijoyUs5cnvPr+DsprwitBjz+/gtY2F4IIcrksGthCgkiSKfxFLpfLowFTq1GCKOL1h9BrVTzy3TkoFXI27aljw55tZKcn8KPbZjB1TAGbdod9ojsGYJmsvSysY1AG0GvU/OqHC9lzqJ6mFgdvfrYXETh8vJn8zAQmjro4Z2F99bqLB+IqYKYnGvjJ12fw2Y5jTBmcx4iids/DW+aOIhAKUdti56bZI6PF+2v2VaLTqLjvysnUttipNltxeDqbFwiCiMvn53BNC7ZID0pvpNZSo1Tw2A2zsNttFCQn8b3LJgJh6757X/gEs81FeqKeWSMKGVmUxdB+6bz46Xbsbh/H6lsYXpDBj742tSfkiVva2tqkrLsY6Ku6PfniKnYfqsVo0HDPjVOZ/KXAYrV7cHn85GQkIJPJOtW9BoLtfs5KhRy/EL4PE4wanvnpFYgi7DhQw/8+34cIfH3hSAw6NUcrzVw9fwRpyQaaW51U1jRQWmHmaKWZkoI0Lp89hH+8u53WiCXiiIHZXD5rMGnJBl5+eyuBoMC1C0bw0ZrDVNRaMOrVPHr3PNKTjcyfNpB3Iq8H4QD7m7+vZtSgHDJSjXz765MuKkvLvnrdxQNxFTABxhRnd3LCCYUEHntjNVXNbeSlJfLEzXNQKRV8uv0or6/aQ6vdjSDCgcomnr/7ckYUZbK7rIH1B6vYX9mETCbjkuEF5KSYWDhuAG+tPYDN3d62yxcMsa+qmeunDuw0jlV7j1PeEG4o7fT4uOeyiYzqn019q50Tt79MLoupTORiIzU19ewHSZxEX9QtGBI4XtuKPyhgsXlYtbU8GjAtNjdb91Xz1qd78fgCTBiRz903TOXeG6fy93e3oVYquGr+MF5+extef5CZE4oI+EM43H6+e/1kDJHeootnDmHWpAEA6CM1lrMmtpegiaJIZWO7JaWIiEIu58o5w1i+6Sh6rYr7bplGRmp4f/r3D14ePXb6uJOzrAG+Nm84//pwV3T51h8Q2H4g3CR+z+F6ivJTuOv6KRdFUlBfvO7ihbgLmCcQRZGn39vIrrJ6mm3hm6OhzcnGQ9XMGlnEu5sOYba13zRWl5en39tIZZOVZKOO33xzHiZd50wwq9NLUBA6Jf9kJhmYO7IIh8PRyf1iSH5ah2QdA7lp4ZKEnNQErp0xjK2ltSiVcrYdrSUoCFw1ZQihkMDyPeWYtGqmDe13kjtMvcUBonjRJf58WTuJc6Mv6dbc6uC3f1uD0+MjFAkqeq2K0YPDzcyXbTjCGx/txu70EIyYQKzdfpyDxxq5duFIfnv/4ui5/vpoLoIgolDICQRCKJXyk+4V/RnMCDLTTMybVIhC1Uh2mokls8J5DtcsGBHz3qNSIee710/i5be3EgoJyOWy6Puoa7ZT12zH4fTx6x9dGtP544m+dN3FG3EbMI/VW1izrxJvoL1Uw6BRk5EUTppRd1giUSlkJOm1bD9aR0gQaWxz8oMXP+X5uy9HHzFtd3r9lNaYo927FHIZi8YOYMmkwRRmJVNVVdXp9QflpfPT62aw/mAVi8cP7NRR5caZI5kzsojvv/gpFoeHvccbyUs18fG2o2w6XI1KoeDqaUP51sL2Thb/Xr2X9zYeBkSunDKE22Jw/IlXpIa0sdGXdHvlvR0cqWy3qMtKM3Lt/BFMHh2eXa7bfhyLrXMjAkEQaba4WLmljMtmtrv1yGQyFAoZf359PbsP12PUa3jsnnmkn8N+6AlGDsxgyfwJF/iuOrP4kiHMmlCMxeZh/c7jrNpajsXqjmbAn0gYEkWRA0cbUSjlDC0+e/lSvNGXrrt4I24DpkGrQqtW4A0EUcplFGensHBcCUP7hW3IfnbdJby8bAc6jYqC9ET+vXpvpw39arONR/+1kn7piVwyspDnPtxKRZOVBL2GQRH3oM2ltWw9Wsc3LhnO4nEnt40aX5LL+JLcU46vzenF6Qnvh7p8AWpbHNRZHAhieJn3SG1Lp+O3ltZic4cLhrcfrbuoAqbUXy82+oJuG3ZV8O8Pd9Fm79x02Nzm4h/vbefNZXv53jemkJ+dxIGyJkIhgcLcZIJBIVqycaplTKvdw/YDtbTZPZjbXPz3kz384JZz7xXbXdrpdWr0OjU3XDaGGy4bw+Y9Vbz01haUSjnXLBgOwAv/3czyTUeRy2Usmj6I4SVZDOiXRsYpSpDikb5w3cUrvRow3990mK1HaxlZmMmNszp3I8hNTeC2uWPYeLiawXlpfHPemE7LNvnpifzylrkAvPDJNvzBzu2eAPZXNbP7eCNrD1Zhj/jB2t0+bp49ipV7yrE4w18Ca/ZXMjbXcF61SYNy05g4MI+yegvpSXoaLHZsTi8KuQyDRn1SVmxuWgJH6sJBNCf14uoWINV1xUZf0O3d5fupaQwHPr1WhS8QJBQSARkeXxCPL8iKjcd45K655GUl4nL7uWrecETg9Q92ggi3fu3knqE6rQqdVkWb3YNapaAg5/z8TXtCO0EQeW/FfsxtLpITddEmCut2VhCIfN98sOoQH6w6RHqygZ/fPZfi/LRuHVNX0Beuu3il1wJmRWMbr63cjcPj50BlE4Pz0hg7IKfTMVdMHswVk8/uNHTj7JEcrG6mzRk2B2hqc+L0+vFEllKsTi/piQbMNhcZSQYmDMxhX2UjR+takckgO8V0xlRrURR5fdVejta1sGDsAGYOL0Qul/GLm+cgCCJbj9Twy/+uxRcMoVUreeDqqQwryODlz3ZQnJPM3FHFPHjNNLKSDNS2OvjuopMMJPo0Upp6bPQF3TruLKYm6bn7hqkcLGtk2/4ajla2oNEoGViUjlwui+4lnuA7X5902vNq1EoeunMW73y+j/75qVwxZ+hpjz0VPaGdzemlPtIGrs3mYeXWMoYOyCAQCJ10rLnNxfodlX0iYPaF6y5e6bWAaXf7onsDvkAwOtuLhUS9lue+dzmCILKzrJ5fv70Ojz+ISiFHo1bQLz2JR66bwY6yBsb0zyYjycDXJg8mK8lIklHLddOH43DYT3v+L3aX89a6/fgCIcrqLYwoyCDFFN7TlMtluP1BgpGGxqIokmzU8pNXV1DWYEGnVuJw+xlRmMmynWWY7W6ON1r4y12XYTiF9V9fRGpIGxt9QbekDsupXn+Q4SVZjByUzZVzhrF01UFy0hNidscpKUjjp9+JrVVdT2iXYNSQmWbE6vCQZNIyc3wRKqWCrHQTlXVtnY5NMmmZPq4w+v9rt5WzdV8N86aWMHboqbd1eou+cN3FK70WMEcUZjJjeAFl9Rby0hKYPeLkdO8GiwN/MERBRtI5nVMul7GzrB57pNZSpVTw82/MIhgS+P27m0gwaJg9soiHX13BgaomUkw6HrluJgqFHJvNRlLSqV+nyeqM9sj0+oM4Pf5owASYNaKQzYdrqDHbGJSXRlFWMrbIErDHH2R/ZRNOrx9zxAS+weKgpsXO4Lz4/zV6LpxJO4nTE4+6HTjWyL8+3IVWo+T+22aQ0sE9yWr3YHN4SE7Uo9epufGyMb02zp7QTiGX8+R9i9iyt4rC3GSK8sK5D4/fO58f/OqDqLOQUa/m6QcvJztiBP+rF79gy95qRDG8B7xw+iDuvHZitHlDbxOP111fodc+Qblcxo+vnkZjm5PsFFPUiOAE7286xL9X7yMYElg4tpi7Lz/98k5Hrpg0mC2lNVicHkpyUhldlMW3nv2Amkg7L5VCTrXZSkgQMdvcfLLjKIPy0zAlJp32nNdMG8au8kZa7C5GFGaSn56I2e5i48FqhuSnMygvjf/7xsxOfzOkXzre8gaMWjXXTB2CSa/lsx3HaGxzkp+eREFG4vkJFsekpV0cgb+niUfdXnxrCxW14frj5/+zmVuuHMsXm44RCAoEggJvf76P7143+Sxn6X56SjudVsXsSE3oCdKTjcyaWMznG48CMG9KSTRY+gNB9h9r7ORg9Om6Uuqb7Tz5w0U9MuazEY/XXV+h1wKmw+Pjgb8to7HNSW5aAn/81iJ0mvbaqw2HqqONm/d8qW3WmchJNfHXe5bQYnORmxp2GumYPRsSRdITDbQ5vSTqNaQm6LjjmaUMzdDSv7Af37jk5DounUbFH78dvtj9gSD3/30ZB6uaw3Zeeg2PfGPmSfuvj94wi7pWB0kGTTRZ4NnvLqaisY0h/dLRqS+eprc2mw2D4eLzyO1uelO3QCBEVUMbq7aUsf9oI5mpRh7+1mzEDvfKjoM1aNQKUpMMNLY40KiVFJ5nck530dvX3Heum8TUMQXIZDKGl7RnnaqUClIS9DhdnUs3Wqyunh7iaelt7foyvRYwNx6qprwxvA9wtK6VfZVNTOqQWVqUlczBqmaCgkBW8vmla+s1Kvp1WMb9xswRfLilFL1GxT2XTUKtlLNi93EG5qXy6opdNFgcDEpVsXLP8VMGzI5sLq1hX4cAbnX72HCw6qSAKZPJyEvrbFCQmqAnNaFvGYSfC4FA4OwHSZxEb+kWCIT48e8/prLOQkgQEUWoqLWwdOVBbrlyLM//ZxMWmwefP8S2/TXcfcNUNu2upKQwjQXTBp79BXqA3r7mZDIZIwae3KZPJpPxi3vn8/SraymrasUXCKFWKRg5MH5KOXpbu75MrwXMwXlppJp0tDo8ZCQaKMrs/Mv1nssmUpKdgtMb4IpJgy7otS6bMJDLJnS+0a+aGi6kTkswIAN2Vtsozk0/67lyUxNI0Gui+6QpRi0Lx5dc0Pj6OlJdV2z0lG7/XLqD3YfqyEoz8eCds/j1y6soq+7cFk+ukKPXqZg8qgCH08df39yMPxBCq1EyalB23LW9iudrLiPVxO9+fDlefxCL1YUgiOw4WMuz/97ATZePJTVJz57D9WzeW8WCaSU9nlkbz9rFO70WMAszk3n8ptmsO1DJ3NHFUQefE8hkMhaO6/5AdP9VU0kyaElS+Fg84+zOIQNyUvnBkkmsOVBJ/8wkLps4uJMLEISzftVKxUl2XxcrUl1XbPSEbnVNNpatP4LD5aO8upWs9J3RziEnUCnlzJzQn0tnhEu45k0tocnipKy6lQVTSzplysYLfeGa06qV5GQk8uane3jrs734AyGOVbZw701T+f0ra7A6vGzbV80fHl5CSmLPrTz1Be3ilV5N2xraLyPq3NNbqJUK7lo8gZaWFhL059aFfPao/swedfIvblEU+fXb69hf2USiXstvvjmfQzVmjjdY+NqUIed8/r6GtB8SG92pW0gQ+GjVIcxtrqgdpAh8vPowJmPn6zAYFJgzeUC0q4hMJuPmJWO7bWxdQV+65o7XWvBHsuydbj+HypuwOsL5GeY2Fw1mO8kJOlweP3qtulN3l+6gL2kXb8RHnnMcoFBcePueJquTncfqsbl9mG1unnxzLcfqW3H5AmwpreH5uy+/KGedXaHdV5Hu1O35/2zii03HCAki+VmJuD0BgiEBrz/IsOxMBhWls+dwPU63n7ysRPrn9a0OFn3pmrtm/nAOHGvE4fLhDwQZOSib1CQ9FpsbuUzGtkiHl4p6C6kJen553yJMhu77cd2XtIs3pIAZwW63k5x8YRmAJp0Gg1YdbjatUuLxB3D5whvsFocHbyB4UWXHnqArtPsq0p261Tfbo9nhapWSQUXpHCxrwqhXM2NcEfOnDqSlzcXBsiZGD87u1i/o7qAvXXODijIw6NTYHF6sDi9vfrKXrDQTrVY3IVHk47WleCPG7harh+Ubj8bcdeVc6EvaxRtSwIyQnn72hJ+zYdCq+el1M3hn4yGG5qdTnJ3M79/diN3toyQ39aIMltA12n0V6U7dZowrorbRRigkMH54HtddOoq128rJy0xkWEkWLW0uXnp7C0qFnDFDcs5+wjijr11zKmV7nblOq8Jk0HC4vAlBJBosIezXW5yf0q1j6WvaxRNSwIxgsVjQ6y98431ovwwe7bAv+/zdl9Pm9FJ4jm5FfZGu0u6rRnfqptUokctBRIZGpUSrVrJwenu2+dOvrGX/sUYAPL4Aj9+zoFvG0V30tWvunhun8Z+Pd2HUa7jr+slUN1hZu/141B4UwkH1psvHMHpI91rp9TXt4gkpYEYQRfHsB8VAslFHsjH+sgy7ku7S7mKnO3VbsekYrdawP/OG3RVcv3hUp+c7flG7PX2vLq+vXXPDBmTy5A/bm08fq2rp9BkU5iYzb0oJX5s3vNvH0te0iyekgBlBWqaIHUm72OhO3TI6NGNWyOQnPX/twhG88dFuZDK48fLe84SNlVNpt6W2jn/s2otepeIXs2eQpNX2wsjOjZkT+vP5xqOYLU4yU438/sHL0PTQlo10v8bOyXfSV5SmpnO33zsTmw9X88OXP+PRf6/C5f1qdDbvKu2+anSnbkvmDEUZ2TerrLdQUdu59nL62CJeeOxq/vro1Ywe3Pf2MBsbG/EGg50ee2bzdvY0NrOppo7fbdjSSyM7NxKMWr555Xg0KgUNZgd/en1Dj732xXK/BgWBkHByH+TuRAqYEYzGC++WLooiL362g/2VTWw8VM1fP97WBSOLf7pCu68iXaVbSBA4fLyZ5lZn9LGq2jaCkSbHgaDAI88sIxTq2S+X7mJPQyO/3rqTOf/8Dw9+vir6uEBnz+h4Z/mmI7TaPLi9AUqPNxMMCXyy9jD/9+dl7D/a0G2v29fu10aHkzuXfsIN73zAu4eOAPBB6VGufes9vv72+6w6XtVjYznjkmwwGKSqqoq0tDRsNhuBQICsrCwaGxsxGAwoFArsdjvp6elYLBZEUSQ9PZ2mpqboh+J0OsnMzMRsNiOTyUhJScFsNpOQkEAoFMLlckXPqVKpSExMpKWlhcTERPx+Px6PJ/q8Wq3GZDLR2tpKcnIyHo8Hr9cbfV6r1aLT6WhrayM1NRWHw4Hf748+r9PpUKvV2Gy2k96T2WxGFMULek9Go4nCJDUDklPYWW0jRy9QX1/fa++ppz4nm82G0+m8qN5TT3xOdrsdo9F4we/pnU+3srPUTKJRzcKp/Rk/ahD90uWMH5xEVaObQf1MVDe52b2/jPRkTZ//nP68cStjjHrsgSBOaxsVlZXkZGdzz8D+bK5vwg7cUpSP3W6P6/c0vDgdFW4c7gAyhYYVa7fzydrjGHRKPlu1nbSkS/B7bCBToNHq8HmcXfI5WSyWTvdrvN9P/yk7jsHvI1ul5P0DhyhRyNhTfhxtKMQAg47PDpcyWKvq0s/pdMjOtAG8efNmcfDgwWcOuRcJVVVVXWIXtXxXGe9vPoxBo+L/vjGLJGP87qN0FV2l3VeNrtAtEAzx7UffwWwJd8NIStCi16opzk8lNVHLB6sOIwKJRi2/f/AycjP7flu5r7/9PoNUCj43W1DJ5Wy442bk8r65WLZmWznVDVaumjecnz3zGcdrLNHnHrpzJv/5eDeNLU70WhVXzRvOdZeOOsPZzo2+dr/+cu1GPjxyDACVXI5SLiMoiAQiy7GzC/vxuwWxNSI/Hbt27do5d+7c8V9+XEr6iZCZmdkl51kwdgALxg44+4EXEV2l3VeNrtBNpVSQnmzAbHGhVimw2r1Y7V4azXZ+c/+l5OeksPNgLTPGFfXpYBkUBLbV1pNlNPD84gXc/8nnJGjU3D56ZJ8NlgCzJhZH/734ksH89b+bEIRwPeaqLeXUNoX7+NpdPjbsquiSgNnX7tcHpk7EGwxysNlMncNJILKzoFUqmd+/gAem9lx/VilgRjCbzeTn5/f2MPokknax0VW6PfH9hXyx5RgNzQ4+WHUQAEGE4zUWrpgzjEXTL6zbTzxw/7KVbK2tI0Gr4YGpE/nN1An49AYqrDa8wSBaZd//Krt0xmAKc5LZd7SBMUNzefOTvZ2eT+qi1oB97X7Vq1Q8OXcmO+sbuO+zL/CFwr68cuCmkcMx9KAhTN/9adbFXIwerz2FpF1sdJVuOq2KJbOGMmdyMYoOd7ThIjH7DwkClVYrAmD1+lh1vIryNit3f/I5P1u5lu9/uuKiqS3UqJWs2HiMR/60DI/Xz6jB2aQl6Zk+tpCffnt2l7xGX7xfvcEgKTodD02diEmtRq9UMiQ9jYKknl016fs/y7qIlJTutaO6mJG0i42u1q04P5XMtAQazA7UKgVJpotj/1whl5OfmECj04VJo2Z6QT6b6upo84Z70tbbHbgCAYxqdS+P9ML5YNVBGlocAFTVW3nu518jJVGP2+NHre4a0/S+dr9ur2vg1+s2YvX6KExO5N3rr8bh95NjMqLs4eV4KWBGMJvNXbIRLggiv/nfOsob2ijMTOKR6y9B0Yf3WM6FrtLuq0ZX6yYIIsGggCiK+PxBlm04wrhheV12/t7kT4vmsbqiirwEE8My0knyelhT20ib10teogmD6uLwaR4zJId1OyrwB0I4PT627KniQFkT+481YtJrePyeeWSkmi7oNeL1fhVFkWaXG5NGjT7yeT63dQf/PXAIf6Qk6pC5lUqrjTHZvbMPKwXMCAkJCV1ynp1ldazbX0VQEKhtsbH5cC3Th/XrknPHK12l3VeNrtZNoZCTlKCl2eJEq1YypH/v9prtStQKBQsHtPegHdEvn5f69aPKamNKfm6fXGY8FbMmDuA/n+yhrslOKCSybMMRWq1urA4vFqubV97fwQO3XYJKFftsM17v11+s2cCmmjoMahVPzJ7BiMwMttTURYMlQKZBT37ihf1guBAu7qnPeRCKbCRfKEadBk1k6USjUpLYx9omxUJXafdVozt0e+L7C7lu0UjuuWkqV8/vvhZRvcGq41Xc99kK/rJ1B8FgkNwEE41OF2sqqy+aPUyA/Kyk6L+Tk3TodeGlZpkMtu2r5oHff4zLE7uLWDzer4FQiJ0N4RWDWruDN/aFk9daPJ7oMQaVkj8umkdaLxrHSzPMCC6Xi7S0tAs+z5D8dG6aNZJdZQ2M6p/FiMK+lcIdC12l3VeNWHUTRZHP1h+hzebmmgUjEER4+e0t+P0hvn3dJG772knlY30eq9fLn7Zso9HpYntdAwPkMj7fsZdNNbWoFQrKLW3cPXFcbw+zS/jx7TP559IdiCLcftV4GlocvPjmJg6WNePzhyivbmX7/ppOJSnnQzzer0q5nESNhkanC61CwZD0cEPzNL2eVo8XgEFpqQxI6d0+nlLAjJCVldVl57r+khFcf8nF9ev+THSldl8lYtXtlfe2s3TlQQRBDDeFNmjYuKsSAIvdzW/vX9yFo4wPvMEgvmB4ZhQQBCqDIapsNkTAFwpxuKX1zCfoQ+i0Kr73jSnR/y/KTeZb107ily98gcXmISVRz4B+qTGfPx7vV5lMxjOXzuMfu/ahVSqostrYUF3DDSOG8urufSjkcu4cM7q3hykFzBM0NjbG5UZ4X0DSLjZi1W3T7ioEIbwEebTSzICC9tmC+wKW6uKZLKOR+cWFrK2sweHz0WI2U293IANMGjVzii6+66+mwcqz/95ATaMNURTRa1XMmtCfy2YOIa/Dsu35Eq/3a5pez+1jRnDH0k9pcrlYX13LnxbO5Z3rr+7toUWR9jAjqC6SLLveQNIuNmLVTd0h4UOhkHPdwpHkZiaSnW7i8llDu2p4cceD0yaTbtDjDgZp8/kRABEYnZnBVUPC5gwbq2v53YYtHG+z9uZQu4QX39rCofJmHC4fTrefZosLu9tHm93NS29tocFsj+m88Xy/1jucmN1uIFxze8gcXysH0gwzQmJi37UN620k7WIjFt2e+89GqhusAMiAyaMKGDssj5cez0UUQS6/OLJFT8eJt1fmDieD6FVKpvYLl87srG/g8TXrsXp9bK6t459fu5xEbd9NulMoTv4sdx+qY19pA8GQwK5Ddfz5kSvRqs/vazze7ldfMMhft+/C6Q9w1/gxjMrMoKLNilqpIFl36s+v1e3hx8tXYvP6mFVUwA8m9cy+vTTDjNDS0tLbQ+izSNrFxvnq5vYG+Gzdkej/y+Qyfnjr9PC/ZbKLPlgC/GT6FMZlZ7IgJ5MrBg3gZzOmMr+4iBa3m531TVgjZgYtbg+NTudZzhbf3HvjNMYMyWFgQRqJkSYOogjBSJmF3enFavec6RSnJN7u19+s38x/9h/iwyPH+Pmqdbxw+UIKk5Nodrn51bpNvL5n/0l/88KOXRxobqHG7mBZ2XHsPl+PjFWaYUaIt19dfQlJu9g4X91CIQGZLPylCSCXyTC3hbuUZKT0rR6HsVKSmsKLSy7FarWSlJTE2/sPcem/3kJAZGZBP/onJ9HqdlOckkxxL2dUXigZqUZ+dd8iAN74aBfvrjiAzx9Eq1aiUsoZUJAW0+ceb/drs8sV/bfd50Mhl0d/7LgDQTZW1zK9IJ8Mgz7q5pRlMKCUyQiKIhqFAo2ia1yQzoYUMCP4/RdnskRPIGkXG+er2xebj2HUqXG4/chkMHVMP370mw8B+NrcYXx90YV3sugrnNDu5V178EfaPK2rqmHVN2+kxe0m22i8qBy2bloyluJ+abTZ3EwbV4jT5ScrzRTTqkK83a83jBhKg9NFSBBYXBIulfEFg9HnD5jN3LH0E1J0Wv6wcC5FyUncPmYkDr+faqudm0cNQ9ND5vtSwIzg8Zz/0oZEGEm72Dgf3Sw2N++t2B8NlrdeOY4te6uxOsI1alv21XylAuYJ7RSy9qAYEAScfj95cepkEwuCIPLcfzZSVW9l1KBsbr0yXGuaYIjdJzje7tcZBf2YnJdLSBSjXWdStNqoV3AgJOAPCbgCAd4+eJiHp09BIZfzoykTe3ysF89PsAskHmuT+gqSdrFxPrqJIuGUUML/FQQRg77dbFzTRcbcfYUT2l0xuKTT47V2B9U2O7X22DJI4411O46zcnMZpceb+XjNISrrLGf/o7MQj/erSqHo1KJN0WGJ9YTBeqJGzeS8nB4fW0ekgBmhsbGxt4fQZ5G0i43z0S01Sc8Vc4cxsDCNaeMKWTJ7CPVNtujzLnd8LbN1Nye0u2nkMAakJKGQyZAB3/9kObcv/Zjbl37CK7v2nvkkfQBRFKO/k4JBgd/+bTX3/foD9h9tiPmcfeF+TdProv8ekp7KbaOG84vZlzCzsHfrR6Ul2Qjqi6A1UG8haRcb56vb1xeO5OsLRwLw2HPLaWxpzwJ1unsmSzBeOKFdklbLDyaO4wfLVgLgDYXwRrxSN9bUccfYvr1MPbgoA4NOhdcbRKGQU9MY/pH02F+WM3ZoLg9/ezYq5fmtLvSF+/UXs2fwuw1bCIkiD06b1Kv+sR2RAmYEk6n3HPD7OpJ2sXEhujW3di6Z8PqCuDx+DLr4/zLsCjpqJ3LqxJeCxJP3Mt86cJhNNbVMyM3h5pHDum18XcVrH+zE7jyxl9dumu4LhNiyt5qPVh86b5P93r5f3YEAP1u5Fovbw8IB/bnpFJ9DklbLr+fN6vnBnQUpYEZobW3FaPxqpOZ3NZJ2sXEhug0bkEl9sz1ak6dUKi6qjh1no6N2k/NzmZiTzY76Bk40gso0GHjkkqmd/qa0pZWXduzG4fezt7GZERnpjMqK7xZoiR2agItiuJQIRAQRlAp5TD+Qevt+fXH7bjZW1wJg8XhJ1elYU1nFlPxcrhw8sNfGdS5IATNCcnLfrtnqTSTtYuNCdLv3pmksnD6Q15buxOX2M2tiMUZ933W1OV86aieXyXj+8oVYPB6eWLsRbyDI9yeNO6mspM3jwR0IAGEz99aIBVs8c+c1E2gw29l5sA4AEZG5kwbQbHGSn53M/KnnH2B6+35VKto/l2aXi0dXr0MEttU1kJdgYlxOdu8N7ixIATOCx+OJ28aq8Y6kXWxcqG4lBenRwvavGqfSLkWn45lF8wgKAg98vpIqm53i5CR+N382Crmcibk5zCzsR7mljaLkJC4pjP/G7mqVksfumc9vX15NZX0buZkJfP+W6Z2CzvnS2/frd8eNpsnpYm1lNb4Oy8wOv5+KNpsUMPsCXq+3t4fQZ5G0i42u1M3m9PLFpmMMKU5naHH8lQ10NWfSbnVFFVtq6hCAOruD695eyp1jR7F4YDFPzZ/dc4PsIhRyOY/cNbfLztfb96tGqeTJuTO58j/vUN/BvnBwWgqXDYytx2dPIZWVRIjH2qS+gqRdbHSVboFAiEf+9BmvvLedX76wku37a7rkvPHMmbTLNBowdMgErbbb+duuPYQE4bR/81UiXu7Xrw8b1Cld6/phQ9DFcScVkAJmlL5QmxSvSNrFRlfp1mb30GoL78fZnT627K3qkvPGM2fSbmRmBt+bMIZMQ3spgoywQb1E/Nyvs4sK0XQoiXl+265eHM25IQXMCFpt7FZTX3Uk7WKjq3RLTdbTLzsZpUJORqqRS2cM7pLzxjNn025OUSHDMtLJMOgZlp7K3RPHIpfJ8AaD1NjsBL/Cs814uV+zTUb0X5pRCnGe6S3tYUbQ6XRnP0jilEjaxUZX6aaQy/nVfQspr2klM9VEcsLF/3mcTbtHVq1lZ314JjUkPY15/cMtwO75ZDlml5sBqck8v3gBqh7qchFP9Pb92uR04QuF6JeYwENTJ/PUxs24/AFGZqVHymbiFylgRmhra5MyPWNE0i42ulI3lVLB4KL4rinsSs6mndsfiP7bHjHx/qD0GMfbrAAcam6hzNLG4LRUXtyxm4PNLcwuKuCaoYO6ddzxQE/frzU2O9U2G+NzsvnkaDl/27WHQCjE4pIB3D91IsMy07B4vAxOS+2xMcWKFDAjpKbG/4cVr0jaxYakW+ycTbvrhw/hlV37kMng9jFhJ5wx2ZkkaTVYvT7S9DqyTUZWVVTxxr6D+EIhjrZamJSXfVF1OzkV3X3dufwBXt+7n3S9nhyTgSfWbsLi8TA6KxOFXEaLO9wtZXt92A83y2gkq48Yn0gBM4LD4ZDcamJE0i42JN1i52zaXTZwQLS34olkn7HZWczol8+6qmqMahWCKGLxePBHagG9wSCuDjPTi5Xuvu5+vHwlO+obUcnl5CWYaI20E6u22Rmfk4VKLicgCGQZDd02hu5CCpgR4q2pal9C0i42JN1i51y0+3JWbEVbG8vLK/CFQth8fv6ydQc/nTGVTTV11NkdjMjMYGBqSncNOW7o7uvO7ApnbJ/oTyqXyRBEkTavh83VtaTqtVwxsIRbR5+fB248IGXJRoiX2qS+iKRdbEi6xU4s2j22ekMnZxmTWo1aoWDJwAEUJScxOisDVyDA/61cyw8/+4JyS1tXDjlu6O7rLlHbbtFo8/mjma+CCPZAgEanmwyjAY2y783XpIAZIV5qk/oiknaxIekWO7Fo5w0Go/+WAfUOJ9U2O09t3MKqiiqe2bKdh1es5vPyCjbW1PKLNRu6cMQ9hzcY5O879/DOodJTlml05XVXZ3ews76hU5nOxNz2Js8ahQJjpHTkRLBJ0Wn7RILPqeh7Ib6b6O1U676MpF1sSLrFTizaXTVkEC9s34UnGEQEDre0UtlmxRrJorX7/FgiCSlAp9loX+Kh5avYXFuPSi6n2mrn/qkTOz3fVdfd+qpqnly3mTavlwk5WTx32UIAbhs9gsMtreHyneQkKm02QqLI9UMHs6/ZzNyiQgZJAbNv0xeaqsYrknaxIekWO7Fod8OIoajkMp7btgtXIECyVsvk/Fwm5eZQ0WYl02TApFLT4HSRpNVwy8hhNDtd/HHzNrRKJT+eNgljH/jMmjrsIR5vO3lZORbtRFHkL9t2ctjcwuS8XG4bPYJPjx2PJvTsamji56vW8sgl09AqlTyzaB4uf4Cb3v2QOocDjUKOLyTwyCXTLuzN9TJSwIxgs9lISkrq7WH0SSTtYkPSLXZi1e7aYUNI1Go50tLKTSOHo1YoeHbxfI62tPKnLdvZUBPu0xgUQrx7+AjPbNmBzReegboDAX63YE5Xvo1uYVJuDq1uD2qFgkUD+p/0fCzara2s4e0Dh/GFQhxpaSVFp2VoehrrKqvxCwIBQWBZWQUmtZqHpk8BwOn3R9up+UICFVbrhb61XkcKmBHS0tJ6ewh9Fkm72JB0i50L0W5+cRHzi4ui/7+5ppZfrNkYnS1B+Av+QHNLp78zu918dKSMKfk5pOn1xCv3T53IdcOHoFUqTjnOWLRzBfzRfUqnP8ATazeikskIfGmP1OZrz8DNMOiZUZDH9roGErVa7hw76rxfN96QAmYEm82GwdD36oLiAUm72JB0i52u1O7zsopOwfLLGFQqknVa6h1Onli7gX6JCfzjysUkRTxZBVFkTWUVu+ubKE5N5opBJb1u8ZaXYDrtc5a2NqrcHnJMxuh7OBuLBvRnY3Uth82t1DocAJ2CpV6ppH9KMj+YNC76mEwm4+czpxMShJOaefdVzhgwg8EgVVVVpKWlYbPZCAQCZGVl0djYiMFgQKFQYLfbSU9Px2KxIIoi6enpNDU1RQtjnU4nmZmZmM1mZDIZKSkpmM1mEhISCIVCuFyu6DlVKhWJiYm0tLSQmJiI3+/H4/FEn1er1ZhMJlpbW0lOTsbj8eD1eqPPa7VadDodbW1tpKam4nA48Pv90ed1Oh1qtRqbzXbSe2ppaUGtVl9U76mnPier1drpNS+G99QTn1NLSwupqakX1Xvqyc9Jr9d3yXuan5bMgQY9g3VaBLkCL5CukFPh8zM8wcSi/oUc8njZcayMBqUCXzDIoWNljC7uj8Vi4fOy47xdUc2EpASWVlVRWd/AVcWFcfk5JaeksPHoMUrtTsr8QR4cNZTc1NRz+py+U1LE64gM1igJCiIHnS7GJZqwiiI3DB1Mrk5LkkpFVVVVn7/2TodMPIM7/ObNm8XBgy/+zgcAPp8PjUZz9gMlTkLSLjYk3WKnq7WrbLNSYbUxJT8X7SnqA4+1WHhoxSpqHU76JyXytysXkxB5/Rv+t5SyiEctgEYh54vbbjzleboTbzCIRqE4YxuzijYr9320jIZIE+mbRw7jvskTzun8P/tiDSuPV9Kxz8uswn78dMYUUi6yjO9du3btnDt37vgvP35xzJO7AKkmLnYk7WJD0i12ulq7wuQkZhcVnDLI/WHTVn6wbAUCcO/Ecbx8RXuwBBjwJXcgUYRd9Y1Ry73uRhBFHvh8Jde+9R63L/0ERyRJ6VRkGQ3MTE8GIFmrZUpeDn/ZuoN7PvmcNw8cOuPrlLa0RoOlXAajMzP4zbxZF12wPBPSHmYEaS8pdiTtYkPSLXZ6SjtRFFlfVRM1DN/f1MxtX7J0+8XsGUzMyeb5bTvwhAREUeSnK9fQPzmZFy5f2O0zzWOtFrbVNeANBmlyuXn30BG+OWbkKY/VqVRcNXI4yVlZjMvOosXt4a1I9uuxVgtT8/Pol3hq8/ncBBO1dgc6lZLbRo3gjosgied8kWaYERRfwb54XYWkXWxIusVOT2knk8mis0mVXE5RctJJx8hlMpYMLmHpjV/numGD8QSDuANBSltaONpqAaDW7oi2FjtBg8NJaUsrZ9oWOxdS9ToSI2M0KJW0uj0sLT1K6DRNspP1eu4YM4pRWZnYvD4CUfP5EJ5AZ/P5oCBEHZL+sHAuj1wyld/Om/2VDJYgzTCj2O12kpOTe3sYfRJJu9iQdIudntTuj4vm8sL23eQlmE6aXXZEq1Qyp6iAj46U0erxkGkwkJ+QwFsHDvOPXXsJCgKLS/rz42mT+bzsOM9s2Y7T52dYRhpLBpWwcEB/lDFkk6bp9fx85jTePVTK9roG3jx4GBnhZeEn5lzS6dhySxsb9h9Am5rGdcMGc8XgEjbV1lFrszPyS+bzexubeGLtRvyhEItLivnehLFcOXjgeY/vYkIKmBHS09N7ewh9Fkm72JB0i52e1O5EQDoXhqSn8cCUCTy+ZgNNTic/XbEamVxGWyTJ5pNj5fxwykQ+LzseXebd2dDE7oYmviiv4PcL555z0FxfVc2ru/ejVyl5Ys4lJGg0OCMzRBGis9sT+IJBHl6xGrfHg7O8CqVczjVDB/H4rOm8sH0XepWKoCCgisze/7lnP9U2OwBfHK/kexPGntO4LmakJdkIFovl7AdJnBJJu9iQdIudeNbu1T378QsCQRF2Njah6hAAnf4AH5QeY3RWJmpF++MCsLWugavffJc/b9mOxePhnYOlHD9Dx5S/bN3J/mYzW+sauO29j/jkWFmn58dmd+5K4vD7cfgDDDMa8ASDHDaHjRl+8sUa3j5Yymt79vPkuk3R43NNpmiAMKpVMapxcSHNMCNc6D7CVxlJu9iQdIudeNZO1WF/VS6DG4YPZUttPSdGfKSlhe+OH8tre/fjD7U74wQEgQanixXlFWysqqHCZiddr+OPC+cyOL3dncfq9dLgcIbTcSM0RvxjTzAwJZmHpk/mYLOZDdW1XDqgP/mJCUzIyULjdtI/KYlMo4Fvf/gp5RYrEJ6VNjid0XP8cMoEdColzS4390izS0AKmFGk5bHYkbSLDUm32Iln7X49dyb3fPI5Np+PKweVMCEvB4NahdMfXi61en14gkFktNdLlqQkcbwt3NVDKZdTHwlcZreHdVW10YBZZmnjx5+vpMXtIS/BxPD0NMxuD00uFwBKuYxhaWn8buEcjrS08uPlq2hxe1hWdpxXv3YZv5o7kxa7HUGu4JtLP8HsdiMDDColCRoNVw8ZFB2TUi7nnontzj0SUsCM0tTUREFBQW8Po08iaRcbkm6xE8/a5SaYWHrDtZ0eG5aexva6BhK0Gub2LyQvwcTCAUVsr2sg3aDnqXmzeG3vAWpsdm4dPYLfrN/MkZZWsk1GFhQX8squvaytqsbm9VHnCAfTFrebf151OUlaLT/7Yi0Wj4dFJf25eeRwAD47Vh7dJ21wOKmy2knK0uJqa0Oflh7tlSkC1wwZxJ3jRqNXSUuvZ0IKmBFOWCVJnD+SdrEh6RY7fU27Py2ax6aaOnJNxqjRwYPTJnc6puNs7qUlizjY3EJRciKCKPL2wcO0esKJQ1qFAm8oRJpeT5pej1ap5NnF8096zYUD+rO09BiNTif9k5MYlBZ+XaPRSKpBz9eHDWJNZQ2ZBj3fGT8GTQ87E/VFJIUkJCQkuhmVQsHMwn7nfLxepWJCbjYQnkmesLuTA5eW9CfLaOSKwSVnNEVI0+t59WuXUWd3UJiUeFJAvHPsaO4cO/q838tXGSlgRnA6naSm9s0u4L2NpF1sSLrFzldJuzS9nltHDWfl8SpyTEYemj7lnEtPjGo1g9I66/RV0q6rkQJmhMzMzN4eQp9F0i42JN1i56um3Q0jhnHDiGFdcq6vmnZdiVSHGeFMLV0kzoykXWxIusWOpF3sSNrFjhQwI5ypJY7EmZG0iw1Jt9iRtIsdSbvYkQJmhJSUlLMfJHFKJO1iQ9ItdiTtYkfSLnakgBlBWqaIHUm72JB0ix1Ju9iRtIsdKWBGSEg4dQ84ibMjaRcbkm6xI2kXO5J2sSMFzAihHuqOfjEiaRcbkm6xI2kXO5J2sSMFzAiuiBejxPkjaRcbkm6xI2kXO5J2sSMFzAhZWVlnP0jilEjaxYakW+xI2sWOpF3sSAEzQmNjY28Poc8iaRcbkm6xI2kXO5J2sSMFzAgqyaU/ZiTtYkPSLXYk7WJH0i52pIAZITExsbeH0GeRtIsNSbfYkbSLHUm72JECZoSWlpbeHkKfRdIuNiTdYkfSLnYk7WJHJkaaiJ6KlStXmoGqnhuOhISEhIREr1Mwd+7c9C8/eMaAKSEhISEhIRFGWpKVkJCQkJA4B6SAKSEhISEhcQ5IAVNCQkJCQuIckAKmhISEhITEOSAFTAkJCQkJiXPg/wGVboujndfy9gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "noise_points = 100 \n", - "np.random.seed(seed=0)\n", - "noise = np.concatenate([np.expand_dims(np.random.random_sample(noise_points),axis=1)*30-10,\n", - " np.expand_dims(np.random.random_sample(noise_points),axis=1)*20-5],axis=1)\n", - "y_noisy = np.concatenate ([-1*np.ones(noise_points),y_moons])\n", - "X_noisy = np.concatenate([noise,X_moons])" + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "\n", + "clustering = DBSCAN(eps=0.6, min_samples=3).fit(X_mixed)\n", + "labels = clustering.labels_\n", + "plt.scatter(X_mixed[np.where(labels!=-1)][:,0],X_mixed[np.where(labels!=-1)][:,1],c=labels[np.where(labels!=-1)],s=10);\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "\n", + "plt.savefig('cluster_20', dpi=200)" ] }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 34, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T17:18:29.240089Z", - "start_time": "2020-12-02T17:18:29.012668Z" + "end_time": "2020-12-14T17:14:30.569274Z", + "start_time": "2020-12-14T17:14:30.244487Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<Figure size 1152x432 with 2 Axes>" + "<Figure size 576x432 with 2 Axes>" ] }, "metadata": { @@ -773,30 +1610,44 @@ } ], "source": [ - "fig, axs = plt.subplots(1,2,figsize=[16,6])\n", - "axs[0].scatter(X_noisy[:,0],X_noisy[:,1],c=y_noisy)\n", - "axs[0].set_title('labeled blobs', size=title_size)\n", - "axs[1].scatter(X_noisy[:,0],X_noisy[:,1])\n", - "axs[1].set_title('dataset', size=title_size)\n", - "plt.show();" + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "\n", + "min_cluster_size = 8\n", + "clusterer = hdbscan.HDBSCAN(min_cluster_size=min_cluster_size, gen_min_span_tree=True)\n", + "clusterer.fit(X_mixed)\n", + "\n", + "clusterer.minimum_spanning_tree_.plot(edge_cmap='viridis',\n", + " edge_alpha=0.7,\n", + " node_size=30,\n", + " edge_linewidth=2)\n", + "plt.savefig('cluster_21', dpi=200)" ] }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 35, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T17:18:30.088689Z", - "start_time": "2020-12-02T17:18:29.784151Z" - }, - "scrolled": false + "end_time": "2020-12-14T17:14:35.368663Z", + "start_time": "2020-12-14T17:14:30.713339Z" + } }, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "<Figure size 576x432 with 1 Axes>" + "<AxesSubplot:ylabel='distance'>" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 2 Axes>" ] }, "metadata": { @@ -806,11 +1657,7 @@ } ], "source": [ - "distance_threshold = 1\n", - "Z = linkage(X_noisy, 'single' )\n", - "labels = cut_tree(Z, height=distance_threshold)\n", - "plt.title('single linkage', size=title_size)\n", - "plt.scatter(X_noisy[:,0],X_noisy[:,1],c=labels);" + "clusterer.single_linkage_tree_.plot(cmap='viridis', colorbar=True)" ] }, { @@ -847,17 +1694,17 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 36, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T17:18:33.423182Z", - "start_time": "2020-12-02T17:18:33.278971Z" + "end_time": "2020-12-14T17:14:35.501418Z", + "start_time": "2020-12-14T17:14:35.370739Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -891,11 +1738,11 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 37, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T17:18:34.553787Z", - "start_time": "2020-12-02T17:18:34.549533Z" + "end_time": "2020-12-14T17:14:35.527550Z", + "start_time": "2020-12-14T17:14:35.522449Z" }, "scrolled": true }, @@ -916,17 +1763,17 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 38, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T17:18:35.569263Z", - "start_time": "2020-12-02T17:18:35.313024Z" + "end_time": "2020-12-14T17:14:36.039855Z", + "start_time": "2020-12-14T17:14:35.752356Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] @@ -955,17 +1802,17 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 39, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T17:18:36.603446Z", - "start_time": "2020-12-02T17:18:36.453527Z" + "end_time": "2020-12-14T17:14:36.427445Z", + "start_time": "2020-12-14T17:14:36.280546Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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SPtTRxpx6NAUdIbQk5urRZKceTXbh6T0sh/GzRvPbFyv9M+mkjAROuXEWA8b0JaVPIgkJCdx5zEPUhbEI1xl1TDph3AHsdc9HG3Pq6bSCFkK8CpwMVEgpR7WUpQAfAP2APOBcKWWQ05sQYg7wJKADXpZSPrzPPY9y6uvrSUpKinQ3ohJNduqJNtk57S4URaA3Hpi5xI3PXsGkE8ax+NNlmGNMnPqn4+k91JeOsr6+HpwKdRUNIc8VimD0UcOYfsHUA9LXaCHaxlxPoiuj/nXgGeDNVmV3AT9JKR8WQtzV8v7O1icJIXTAs8AsoAhYLoT4Ukq5aV86Hu2kpQUH5tfoHJrs1BMtsqsqruH5m96gdGc5ik6h/5g+3PD05Vji928ULyEEh58ynsNPGR90LC0tDaPeiCXOTH0IJS29kpId5RRtLaXP8Jz92s9oIlrGXE+k00ZiUspfgJo2xacBb7S8fgM4PcSpk4EdUspdUkon8H7LeYc09fWhl8g0OkaTnXp6mux+fn8JD5z2GPfO+Tcv3/Eu9iY7Xq+XRy55jvU/b6aqqIaK/Cp+/2oVT17zEl6vl18+/I1HL32OZ298jaLtpV2+psvhYuuynZRs75rxUn19PQaTgXHHjkRv0oWsU5FfxbsPftrlPh3M9LQxF03s67pRppSyFEBKWSqEyAhRJwdo7btQBBy+j9eNelyuYGtRjc6hyU49PUl2nz3xHZ898R32Rl++4G3Ld5K/sZBz7zqV4q3Binf3ukIeufhZ1i7YhNvpAWDdwk1c8a/zmXLqBADWzt/Idy/Nx2l3MXTSAM687aSA4CQ/v7+Uz/77LeV5lZjjzPQZkcPtb1xPfEpch/3dI7vL/3UeccmxfPu/n2iutwXVC7cEfqjSk8ZctHEgNnZCpYkJGXKnoqKCq666Cr1ej8fj4cwzz+TGG2+krKyM2NhYdDodDQ0NpKenU1NTg5SS9PR0ysvLiYvzPWBNTU1kZmZSWVmJEIKUlBQqKytJSEjA4/FgtVrJysqirKwMg8FAYmIiVVVVJCYm4nQ6sdls/uNGo5H4+Hiqq6tJTk7GZrNht9v9x81mMxaLhdraWlJTU2lsbMTpdPqPWywWjEYj9fX1pKWlUV9fj8vlIisrC4/HQ1VV1UF1TwfqczIYDOTn5x9U93SgPqeUlBTy8/Mjfk+JiYkU7C5g7ElD2TB3G6NmD6GhoonGqmbydueTmBNP5qBUYpNj/MebamxUV9cy4cxR7FiaT86oLCzxJr57dT69xqaxY1keC99ZSlJOPLsWlWBIVnj38Y8595bTqaioQHh0LPpqKb0nZtHY0MTQo/vjcXl59d53Of3O4zu8p5iYGCoqKrDZbJx26/GY0nWs/WkT5TuqGTCpN/lrSkjOTmDQpH44HA5t7LXckxAi4Hk9GO6pOz+ndpVnV8LTCSH6AV+3MhLbCsxomT33AhZKKYe2OWcqcL+U8viW93cDSCn/1bb9pUuXymHDhnW6P9FMfn4+ffv2jXQ3ohJNdurpKbKzN9m5Zer/UVNSF3TspOuPY9k3q6ksqA4oT0iLp6Eq2LUpJTuZ/y59gP876T/kbygKOGayGLntjesYN3MUH/3nKz7691dB5+sNOm568Sqmnjax3T63lV1dRQP/d9J/KNtV4S9Lykjgj89fyZgZI9pt61Cip4y5nsqqVatWzpw5M+Tg29dAJV8Cl7W8vgz4IkSd5cBgIUR/IYQROL/lvEOa2NjYSHchatFkp56eIjtTrImE1PigcnOciUknjOXkG2aR0ivJX56QGodiCP11FRNvRkpJQ1VT0DGHzcmGRVvb7Yvb5eHNez+ipiR01qWSHWW888AnbFm0A1vLcjz4lPFfP/gTh598GIPG92fMMSO46YWrNOXchp4y5qKRrrhZvQfMANKEEEXAfcDDwIdCiKuAAuCclrrZ+NypTpRSuoUQfwR+wOdm9aqUcmP33kb0odOFNjLR6BhNdurpKbKTXsn086ZSXVJLY7VPsSo6wfCpgxl+xBBGTBvK4SePZ8E7iynYVMzaBZtorg5WwEaLgcmnjMcSZ8blCL3XaWvyKdVZl09n/tuLg7JUAVSX1PLVc/O47KFzA8rfe+gzfnprEQ1VTfQ5LJtvnlzATc9fyeCJA5BSYm1oZurpExl55FAS0xPwerxUFFSRkBKHWcsbDfScMReNdFpBSykvCHNoZoi6JcCJrd5/C2j52VrR0NBAcnJypLsRlWiyU09PkN2Cd3/lmxd+pK68AYNJT2b/dHoNzGTsjBHMufoYhPCZraT0SuKs20/m3jkP09wQbIyV3CuJk68/jpNvmIUQAnOciaZaa1C9qmLfUnlSRgLn33M6L9z8Jh6XJ6he22us/nED3zz/oz9oSa+h6fz+/lpev+dD7vnoZv590bPkrS/A1mgnNSeZvqN6U5FfRW1ZHbEJMYw8aijX/vcSFN2hHVG5J4y5aEWLJBYh0tPTI92FqEWTnXoiLbv8jUW8++Bn1FfutXTWm3Qcc8ERnHT9cSHPaW61rNya4VMGcfxVx/DRf75m+/KdOKyOkPUq8qq47+RHiE2K4ZQ/Hs+4Y0ey8od1AXVik2KYfeV0//vP/vsdnzz2TUBs7q2LdgNQWVDF3078N4WbS/zHqotrA2bm1rpmKt6rIi4plksePDucOA4JIj3mohlNQUeImpoaYmJiOq6oEYQmO/VEWnZfPjM3QDkDuB0eVs5dz5m3nRTyHCXEBFTRK4yaPox/nPMEm5ds33tAEOAjIoSgeFsZxfh8njf8soWL7juTuooGCjcX47S7SM5M5OjzpjBwXD+aG5pZv2grc19diNMWGFO7/8RcVhdvoqG6sXOuVF6fG9ihTqTHXDSjKegIoSV3V48mO/VEWnbO5tCzXLfTHbK8dGd5SGWYmp2M0WwMzt0swWA2EJ8ci8PmxFrXHHDYbnXw/csLeOzX+1n/8xbKd1cwcc5YUrKT+fSxb5j/zq9U5FeF7IuuxUjN6+m8DOtDWJ0fakR6zEUzh/bmSATRln3Uo8lOPZGW3bSzD8doMQSV9x2ZG7L+F0/9ENI6OyEljk2Lt/oDlrQmOTOR/y59EEOY+N2VhdUgYewxI5h95QxSspPZtTafr5//MaxyBtj6y+6wx8IRl6zNHCM95qIZTUFHiPLy8kh3IWrRZKeeSMvu8JMP44jTJxGf6gvcYLQYGXr4QC7/53kh6zc3BhuHgc81asjEAej0wRbCcck+tx5bmL1rp93Fu3//LKDs+5cWhDQwa82IYweFPiB8s/a26AwKN//vD+22eSgQ6TEXzWhL3BFiT2QZja6jyU49kZadEIIbnrmc4u1lrP5xPX1H5jLqqGF+y+22HHnWZFbNXYfTFuhClTO0F0efP5V5byxi5+o8f3lcciyzLp/Ok1f/D4ctTF5mCfNe/5lxx45g1NHDASgKEVq0LRU7q0OWD5s8iPPvPY0Xbn6LivwqvB4vccmxzLn6GPqO7N1hu2porGlCb9CHTR7itDn59bPl2BrtHHnWZBLSgn3ODxSRHnPRjKagNTQ0Djg5g7PIGZzVYb1JJ45jyqkTWDV3PU21VgxmA32G53DVvy9Ab9Dzt09v4Z0HP6NwUzHGGCNz/jCDQeMH8OHDoWIm7cXWaGfeG4sYdfRw6ioafMvenUX4oo9Z4sz0HpGL1+PlyWtewWVzktwrkdFHj+C8u04lNaf7XYvyNxXx0p/fobKgCp1RR//Rffjjc1cGKOpty3fy3B9fp3RXBdIr+erZuZx+ywkcf+WMbu+Pxv5FU9ARoqmpidTU1Eh3IyrRZKeeaJOdEII/Pncl+ZuKWPndWnoPz2bCnLEoLabdMQkxXP3oRQHnlGwvw9EcZvbcij3+yUs+XRZkWQ6gM+gwmAzYWwKdZAxMZffyIpDgdnpoqm1m85JtSO9eI6imumY2/boVU4yx3Wt7vV5+/XgZy79bS3xqHGfcMoe03PY/F7fTzZN/eClgtl9VWMPT17/CX96+EfAZZL161/uU7Ni7rFxdXMuXT33PtDMnEZd04KN6RduY60loCjpCZGZmRroLUYsmO/VEq+z6jsil74jQhmRtyRqYQVrvVAo2FoWtE5ccy4nXHut7nRKHohNB1tmxSTGYY81+Bb1p/o6A41LKkGl/KvKr+PGNXzj9lhOCjkkpKdhcxBNXvUTJ9jL2GDivnrueG565zL/kHopl36wOULx7yFtfSHNDMzEJMVSX1FJV1DYrMFQW1rD8mzUcc9G0sO3vL6J1zPUENCOxCFFZWRnpLkQtmuzUcyjITlEULrz3dBLSg/ddhSLoNTCD02+ew+AJAwCYetoEeg0MViKN1U1U5FWiM/gM0YYe3b/TfQhloFa4pZi7j/sHf5n+d4q37VXOAFXFNXzwcPspCprqmvF6vEHlbqcbp93npmaOMaE3BhvO6Qw64pJiWPL5ch6/8kX+9+e3KM87MGPhUBhz+wttBh0hwhnFaHSMJjv1RLPspJQ4bU6+fGYuO1flEZ8Sx1l3nERWf18a+m+e/5FFH/+OrdFGSq9k/vTiVaz8YR1LP18JUjLgsL6cetMcBo3ri9GydwnaYDJw8//+wMt3vEtlQTU2qx17k8O/dL0nLKjHFawcQ5GYkcCsK47293nhu0v47auVbP19Z8iQpXvYuTqPx698gaz+mZz6x9l+a/Q9TDl1PJ898S3VRYGxxNN6p5KUkQD4Vgb6jeodlCUse1Amiz7+nZVz1+NqiY62at4GrnnsIsbPHtOp+1JLNI+5SNOldJP7m0Mp3WRzc7MWXUclmuzUE42yK8+v5KXb3qF0Vzl15Q1+BQOQlpvCLS9fza61Bbz790+xN+0NhJLeOwVLQgwFm4r8S9F9R+byt89uDZlJC3zW0Q9f8DTbVwT7PCflJFBX3HEEsd7Ds3l00X0IIXjmhldZ+vkKXI7QgVjCkT0ok7veu4msARkB5d+9NJ+vnp5LVXENik7Qa2Amf3z+SgaO6+ev09xg4+nrXyV/YyEel4eMvunMvnI6L9/xLrY2PxAGje/PP+fd3aW+dZVoHHMHkvbSTWoz6AhRWVmp5UhViSY79USb7NwuN49c/BwFm4pDHq8qquGl29+htqw+QDmDb98VAvdj8zcW8c4Dn3L9U5exe10B3774Ex63h9lXzmDY4YOIT4nDaA5t4DX0qP78/v7aDvtcWVDN+p83k9kvnTU/beyycgYo2VHOa3/9gDvfuTEg2cYJVx/LtDMmsfiTZcQmxTD1tIkY2/hgxyRYuPOdG7E32XG7PcQlxfLWfR8HKWeA2vI6nHZXUBvdSbSNuZ6EpqAjREJCQqS7ELVoslNPtMnuty9XUbytrN06+RvCG4OFomxXBV8/N4/PnvjOn+py1bwNzPnDDM7/6+kcfe4Udq3Jw9ZK4QtFULq11V5qm5jfrbFbHfz21SqGTBpAwz6E+ly3YCN/PuI+xh07ikv/cY7fcj0hLZ4Trw1KIhhE63SXfYZno9Pr8LgDI69Z4s0h96y7k2gbcz0JTUFHCI8nOEShRufQZKeeaJNdRUFVkFLZV4wWI/Ne/9mvnAGa65v55cPfOPn6WRxz0TQ2L93OqrnrkAhSeiUy4/wjcAoHWTkF9BvVm4x+abx4y1sBy+17EIqg95Be9B/dm7ikGJraxAPvLB63l5Id5VTkV2Ew67novrNU3/O0sybzzQs/kbe+0F9mtBiZfOJhfsW/v4i2MdeT0Ky4I4TV2n5YQY3waLJTT7TJ7ojTJ5KoMgqWKcZIQlpgFCuhCAo3F4eMuV1VWMP6RVu4duQd/Pz+Uhqqm2iqbUJ6JSdeN5PxJ4zi9jeu5+w7Tuboc6Zw6YNn+0OWtiZ3SC9mXnoUfUf2Zsikgb7ZdguKTsFg3jsv0ukVYhLM6A3hZ7Ful4c18zeqkMBe9AY9f/3wZqacOoG+I3MZNKE/Z99xEuf99bR9arczRNuY60loRmIRwuFwYDKZIt2NqESTnXqiUXZv/u0jFr63xB8r2xRjxBxnpr6DlI9CCEyxJqTX6wv72cFXXWyihdTc0P7TyVmJzLryaM685STmv/MrP7+/FEezg7TcFJIzE9mxOg+3001m33Su+Pf5pLcEHXE73bz/j8/ZumwnXikp2VaKtT5wL7jPiBxueOYy3n7gU7Ys2Y7bFTzjzB6UyRO//739G+ihROOYO5BoRmI9kLKyMs1wQiWa7NQTjbK79O/nMP28Kfz4xiIS0uM54epjcbvc3DThnnYjhkkp/UFGOoPT4aJ4W+iY3LVl9RTkFXLnsf+gIr/S7+ect76Q3sOz+efcuzHFmHypLC99AWtDM8kZiZzzl1O4+IGzAfjoP1+xffmu4LbL64lLjgOvDKmcAb8rWTQSjWOup6Ap6AhhMOw/q8mDHU126olW2fUd1ZurHrnQ//6ZG17tVDjPruCyt29t3Vxvp3BLMV53oD904eYS7p71L/qNzGXVvPV+X+fy3ZU8d9Pr3Pflbfz4xiLmvrYwZLtGk4HCLSXsaJX0ozV9hufwh8cuCnkMfGFDl32zht+/WklSRiKn3XQ8SZmJ7d7LgSRax1xPQFPQESIxsec8QNGGJjv1RKvs1i/czNsPfkJpS6jLcDPN/UnxhrIg5byHoi0lFG0pCSqvLqnl3b9/xuYl24PcwPYwYFxfSneUhTxujjNz57s3kpaTEvJcKSWPX/Eiq+dtwOXwGawt+2YNf3rxKoZOHtip+/J6veSt8xmP9RvTu9uNxqJ1zPUENAUdIaqqqoiNPfCB6w8GNNmpJxplt2tNHk9c81KA1fV+ox33qUFT+1JbWI/X2zW7nTU/bsBuDVa+QhFMnDOGm164ivLdFcQmxWBtY/Gd3juFlOzwWbHW/7yZtQs2+pUzQGVBFa/85V3+/Oq1QYFO2pK3voBn//g6pTsrAOg1IIPrn76MAWO7b0k6GsdcT0Gz4o4Q2q9K9WiyU8/+kJ3L4aKquAa3s+sBOTrD+//8Yv8o5xARKBVd+LCUpVsqiEnqekSsUMoZfMr35peuwRxrou+o3oyePtwf9xt8YTuPu+xodPrwFt5Lv1iJwxq81J+3vpC/Hv8vHjj1UZrqQltRe71enrvpDfI3FOG0OXHanORvLOL5P72B19u5sKadQXte1aPNoCOE09m9+2eHEprs1NPdsvvw31+y5NPlNNZaiU+JY/p5Uzjj1hO7pe3Gmiae+MNLbFqyrcvnGkz6diN4TTtrEr9/tQq3M3Cp3OsOPTsWAmKSLRRvCM4mpZbhRwwJiOB1y8tX8+Mbi1j5w1oMJgMnXjOTEdOG+I8v/24N3/1vPo5mB5n90rn07+f6cmqHmfU31VjZ+Os2nr3xde5858ag43nrCyndGXw/pTvK2b22gIGH9euO29Se131AU9ARwmYLHzRfo3002amnO2X3y0e/8c1z8/wRtxqrm/j8ye/JGdKLyScdtk9tu11uHjjtsbAhPgMQvoQXSN9sPjkrkT7Dc1i7YFPI6qm5KRw2cyS/frK80/2REhIz4/GE2YMOaD8nmeri2vYrCRg2ZXBAkaIozL5iOrOvmB5UfdFHv/Ha3e/TVOtbAt++YjcFm4r526e3Mv/txQE5ottSuLkYt8uN3tDJr/tuTm6hPa/q0Za4I0RWVlakuxC1aLJTT3fK7pf3lwaEwwRfmsWf3lq0T+3WVTRw57H/6JxyBp9itrtQ9IJjLz2Sf837K7e/eX3I/VdFJzj2omlMOnE8Gf3SutSvDXM7nskbTHqOPHtyp/r8wT8/79R1G6oaeeXO9/zKeQ8Fm4tZ8O4S7nzvj4yfNTooKMvea4VeFeg3unfINJu9BmbQf2yfTvWtM2jPq3o0BR0hysrajy+sER5NdurpTtmFS7/Ydtm4q7xyxzsUdlY5t8JhdVK6vYyU7GRMMSYue+gc/xKwUASxiTHc9MJVnPOXU7DEm5lz5Qws8eaOG25h1Oy9y83h4lcnZSZy0rXHYYoNnXCjNc31trD706155NLnaa4PMQuVkL+xkMy+6dz1/k08uuh+UnOCDcpyh2WHnD0risINT19Gv9G9McUYMVqM9B2Vyw1PX9atltza86oebYk7QhiNHT/AGqHRZKee7pTd8CMGs2npNn/eZPDNUMfMGL5P7ZbuqlB9bt6GIuorG0hMT2DC8WMZOW0oP729GFOMiSGT+pPR2zdrXvDur3zz4k/+gCOdwdpqBuvLMBX8Q8Ra14zD7uSEq4/ly2fmhnXLAtAb9ThtTsyx4aNsFW0poXBz6B8rik5h5JFDASjcUsyanzZyxBmTWP7tGiryKjHHmVuilF0etv1+o/vw8Px7fDG65f5xs9KeV/VoCjpCxMeriy+socluX9hX2ZXnVfLF0z9ga7Rx9DlTGHvsSLYt20lzg424pBiGTR3MyTfM2qdrGEzqA1vYGu08cunz/P3bv7Bq3nrevu9jSnaUI6VECEFyViK9h2WTv6GIug5ChcYkWPxBRwDKd1T7X6f1TqW6uBZHmxlwc4ONW6fcx+STDuOSv5/NG3d/GLb97MGZJLTEGXfaXXz/0ny2rdhFem4qp98yh8T0BJrqrNibQ8+yc4dmM/38qTx17cus+WkjTbVWTDFG+o3qzZX/voC07GRyh2V3KDNFUbrVraot2vOqHk1BR4jq6mri4sLsGWm0iyY79aiVXU1pHV889T2LP15GY43P5WnlD+s48qzDOe+zU9m2fBfDpwym3+jeqvtma7Sz8P0lWOLNGIx6XK3ctoQIu5UaRP7GQrav2M0b93xIWavZuJSSmpI6akrqOmwje1AmI44axo+v/ewvGzCpN5U7ffmlK/OrMVoMhFKdbqebJZ8vx2Q2oOiVkLPojH7pXP6P8wBw2pw8eMbjbFuxy2+NvXLuOu567yYGHtaPrH7plOwItLaOT43jwa9v57fPV/L716v9WbUczU62LtvJ71+t4tr/XtLhfR4ItOdVPZqCjhDJyeGDD2i0jyY79aiR3Wt3vcdvX62itqw+oNze5GDZN6s45cZZnHD1sfvUr42/buXFW96kbJcv57I5xkRMogW9QUdyVhJxSbFsWroNpy04vWNbHFYnK75bQ9nuri2VC50gJSuZXgMyuOLh89i4eGvA8fw1eyOFuRyugOAgQUjY+Ou2sEvcphgjH/zrS3R6hYaqJnatzQ84Xrargrfv+5i/vHMjZ99xMu8+9BlVhb4fB+m9U7no/84kJjGG375aFTLlZeu0kqHI31TEh//6kvrKRpIy4jn37tPoMzyn3XPUoj2v6tEUdISw2WxaInOVaLJTT1dlt2reeha8uySsMVNDVRPLv1vLqX+crbpPUkre/NtHfuUMYG92EJscw9+/u5O0nBSklCz9fAWLP1mG1+OloaaJXavz8XqCFWBiRiI1pbUdZq9qy4gjhnDf57f536flpPLNCz9RvtvXr+TsBMq2VIY7PQidUUd8alzIICuFm4oppH1DuOpSn6vWkWcfzphjRjD/7V/J31hE6Y4yPnrka358axGKEtolKpwRG0Dx9lL+feGzVBXuXbLfva6Qez6+hexBwVbd+4r2vKpHs+KOEHZ7541TNALRZKeerspuYTvKGXz7xblD9s2Nprq4JqTfcHVxLesW+nyZhRAcccYk/vL2jdz13k3884e7GT51cNA5ik5h1FFD+OWj37vUh/Q+qdz2+nUBZZZ4M1NPm+DP1ZyQ0bVl2sET+jN08kBEGCXaETHxFv/rhNR4jGY9v32xgl1rCyjeVsqGX7aQt7GIuOTA6GZGs4FJJ4wL2+4H//oyQDkDVBZW8+HDX6jqZ0doz6t6NAUdITTfQPVoslNPV2WnM7T/FdFnZA7jjhulqi9SSgq3lFBVXEuo6a7eqCMxLbyB0c0vXc3wIwYTnxKLwWwgKSOBO966nnULN3dt9qzA+X89nbikWLweL9b6ZrxeL3UVDSz+eJk/MUdn/KABEDBk8gCu+veF/PnVaznp+uNI6ZXUhQ752tDpdciWjXeXw8V7f/88KFBKQ2UjOYN70WdkDonp8fQamMHsK2dwSjsrGo1VocOm1lc1dq2PnUR7XtWjLXFHCC1Hqno02amnq7I76brjWLdgE401gfGc41PjGDltKFc/dpEqt5zCLcU8c8PrlO2uwO1whQnLKZj72i/kDOkVMh9yUkYCD3x1B1VF1exaW8DP7y/l62d/DEo40RECQXODjc/++y2LPvoda4ONhJQ4EtLjqSqq8dcbNXsIv7+/tsP20nJSqC2t54/j7yZrQCYX3Xcmo6cP54mrXsTW2LHfMwAStq/cxcbF2xh11FCWfL4Chy10yMyYBAsPfH0HDVWNxCbFdGgFn5obek84XMasfUV7XtWjKegIYTZ3PkCCRiCa7NTTVdkNGt+fM287iR/f+IWasnriEi2MOmo41z5xSYsv8F62/LadDx/+ivqqBmITYzjp+uM4/OTxSCnJ31BEc6ONIRMHoDPoeOaG19i9tqDda7udblbPW09FfiX/nPvXsEFFqopqePWu9zplnR0K6ZV8/cI8Gioa/JHRakuD22qo6FzCjtZKvbFmFw+c+hgJaXE+K/Rw2bJClNsa7Sx871dGHTWUzUu3h71evzG9WfrFCua++jO2JjspvZK45MFzKNlexi8f/YbRbOSUG2b5LewvuPd0tq/c7U/dCT6r9QvuPaNT99dVtOdVPfusoIUQQ4EPWhUNAP5PSvlEqzozgC+A3S1Fn0opH9zXa0czFoul40oaIdFkpx41sjvpuuOYfcV0yvOqSM5KJDYxOKNTyY4ynrzm5YC95JId5TiaHXz/0gIKt5bicrjI6p/BcZceFaAcOqJ4WxnfvTSfM/8cOgnHx498rVo576F8V8fGX7Ul7ftNh0NKSX2lb/lYCIE53oTb6Q5cNQizJB+XFMsvH/7G71+vCnncHGeiV/8MXvnLezTV+lY58tYXsmXpdtxuL86WWffa+Rs57+7TmHX50aRmp/DAl7fzwcNfUlVUQ3qfVM6981SSMvaPIZf2vKpnnxW0lHIrMA5ACKEDioHPQlRdJKU8eV+vd7BQW1urWTaqRJOdetTKzmAykDu0V9jjnzz6TZChV0NVI6/d9QHW+r1LziXby/jquXmdCnHZmpId4cNF1lWpU5xdpe+47C5ZcYdCStnp6GVGi4EJx4/hvX98HhDFbA/mWBN/++RW3rzvY79y3kNzm2s0VDXy/cvzOfbiaej0OpIyEw+Yn7T2vKqnu43EZgI7pZT5HdY8xElNTY10F6IWTXbq2V+ya7tHvYdQUbBCLR+3h8Fs4LCZo/j5/aUs+ug3HK3atFsdVOZXt3Nu9+3i7Vrevm/xviIUgcG0t79Om4tnb3iN6uKakPUnzBnL4IkDsDV0LltUXXkDNV2UfXegPa/q6e496POB98IcmyqEWAuUALdLKTd287WjisbGRi26jko02alnf8kuXIZCnV6Hx7UPyTME9B7ai/f++TkVeVUgoNeADK76z4WMmTGCL5/6od0ZqcsePid0yMspIMOEz84clOqPJLZfkBK3O1BWNWV1mOOCY3XrDDp/zPPkrKROZf6KSbAQn3LgnxvteVVPtyloIYQROBW4O8ThVUBfKWWTEOJE4HMgyImxoqKCq666Cr1ej8fj4cwzz+TGG2+krKyM2NhYdDodDQ0NpKenU1NTg5SS9PR0ysvL/QOgqamJzMxMKisrEUKQkpJCZWUlCQkJeDwerFYrWVlZlJWVYTAYSExMpKqqisTERJxOJzabzX/caDQSHx9PdXU1ycnJ2Gw27Ha7/7jZbMZisVBbW0tqaiqNjY04nU7/cYvFgtFopL6+nrS0NOrr63G5XGRlZVFZWYnBYDio7ulAfU61tbUBfToY7ulAfU4ej4f8/PxuvafCVWXE5poZc9IwijeUMWhqX4o2lJEzNJP0/qksfPU3Rs0egrW2mfId1QyY1Jv8NSUkZyeQkBHHhrnbGDV7CA0VTTRUNNFvQi67lxeRMzyDCSeOZe6zv9B/Sg5JfeKx1jSTOyqLz57+htRBibjNTmJTLIyaPYSq/Fpcdje9hqazddFu+k/MRWdQ2PrLbkYcO4iKnb6ZdsbAVDbN38HQo/vjcXnZvaKIoUf1x1ppo++YXKpKq/19sjU6/PcUnxGL0+YmOTvBf7wz91Rb0kDfcdnsWl5I5qBUYpNj/MdrSxr897Tjt3xyRmZhiTf5j++5p+zhGWz5eZf/nlz1XvpNzaa6upqz7jmB1CEJLP90ne+e3F5KN1XSd3w2pVsrMZj1ZAxIJSkhifKqMgz1B3bsVVdXBxw/mJ6n7rindvWq7GyA2w4QQpwG3Cil7DCkkBAiD5gopaxqXb506VI5bNiwbulPT8fhcGAyhc9ioxEeTXbq2R+yu//UR9n0a7CP8JFnT+bSB8/hsSteYPfaApwhQlK2JmdIFtc8fjEpvZIxWYwkZSay8det/P2M/wZFDDPFGHng6zuY99rP/PTW4m65jyPPnsyUU8bz6BUvQIhZdGyKBWtN55aT2yIUEZD1KxTxqbE0VofeKtjTRmp2MkeefbjPYE5Kvnjqe/I2FBGbGINOr8Pa0MyIqYM58pzDeeeBT8lbX4jOoGPcsSM5+y8nd3umqs6gPa/ts2rVqpUzZ86cGOpYdy5xX0CY5W0hRBZQLqWUQojJ+Pa+w28cHQJovoHq0WSnnv0hO0eYbEtVhTW8df/HxKfEoeh1QGgFrdPruPBvp3PKH48POmaJNWMw6XE0B/oA6416zLFmZl0xvdsU9OKPl1GRX4XJYsRhDfY57qwfdCiGTh5I4ZZirHVhFLyAXgMzaazeFbYN6ZUoOoXTb54DUnL/qY+yq5WrWma/dO5874/kDvEZ813/1GWq+trdaM+rerrl55QQIgaYBXzaquw6IcSe2HlnAxta9qCfAs6X3TV1j1I01wP1aLJTz/6QXUa/9JDlu9YVsOjD31nx3VrsTcH7xEIIcoZkcdF9Z4ZUzgD9x/YhZ0iw9XjukF5kD8qk78hcnw9xN7Ft+S7cztB75mrdrHQGHVt+2xFWOQtFcPotcyjcXBLyeGvqKxuoyK/ii6d/CFDO4EsF+u4Dn4Y5M3Joz6t6umUGLaVsBlLblL3Q6vUzwDPdca2DBS2JuXo02alnf8ju8ofOpXhLKQVbikGCYlDQKTq/D2440vuk8MjP/4fe6PsacjlcvPKX99i6bCcet4fswVlc98Sl3PrqNTx74+uU7apACEH2oEwuvO8Mnvvj69SW1xObYMFar27pORThjNqsNV2LUNZRe3uQXsnXz/6I29mxQVtiegIZfVPJ21AU8nhNWZ2aLu5XtOdVPVoksQhRX19PUlJSpLsRlWiyU093y654eynv3P8pik4hs28aaTkpDDl8IJ8/8X2H5w49fJBfOQM8+8fXWfLZcn/QjrJdFfz7wqf5x9y7efDrO6ivbEAogqbaZv553pM+q+4DSO6oLIo3dD7ASldwO90d7lMbzAYmHj+WmIQY0nJCh+sMFUQm0mjPq3o0BR0h0tLSIt2FqEWTnXq6U3Z15fX8+4JnKNvdKk1kk4OjzptCfEosDW2SMig6BYNJT0yChQHj+nLNYxf7jzU3NLNt2c6giFqFm0v47ctVZPROJWdILyzxZv7357cPuHIG2LF0/4Z3kF4ZNhRoTIKFi+8/i5mXHgXAWbedxNr5GwNkn5SRwKk3BW8VNNVZsTXaSctNQbTyhyvbVYHb6SZnaK+A8u5Ge17VoynoCFFfX09sbGykuxGVaLJTT3fK7tPHvw1QEODLiLT4o98ZNL4/q+auDzh22HGjuODe00lIjScpMzHg2KYl26irDN7jddpd/O/Pb+G0u0jtlcRR506hrry+W/rfVXJGZVGdXxdUrugVvO4wztNdQDEqZPXLoGRbcNS0nMFZHHfZ0f73SZmJ3PX+n3jngU+oKa0jJtHCaTcdz5gZI/x17FYHT1//CrtW5+N0uEjLSeHi+88ia2AGT/7hZUp2lOHxeMnsm8bVj13M4An9g64rpWTrsp3sXlfA6OnDyB2S3eX70p5X9WgKOkK4XO27nGiER5OderpTdlUhcjgDWBts3PX+n3j9ng/YsdIXfn/wxAFc/o9zQ2Zaeu2u95n/9iLcITNaQXPL/nJ5XhXfvvATOYMjk77QEh/aVag7lDOA1+mlobIx5FJ3bXk9q+auY/zsMf6y7EGZ3PHWDWHbe+HmN1j+zRr/+8bqJv7357eJT41lx8o8f3ne+kKev+l1/vPz39Ab9qoER7ODf1/4LDtW52FvshOfEsfYY0dw0wtXdWnGrT2v6tEUdITQcqSqR5OderpTdgPH9WHFd2uCypOzkjCaDQFL2KGQUvLMDa+y+ONlIfdeQymq5gYbphgTKdnJ1JSE/oGwv+h0Puh9oKnWijnWhJSB7mtVRTU8cfXLzLr8aC554OyAc6SUzHvtZ5Z8vgKPy8PA8f04765T2bk6eEm+PK+SuorgFYjSXeVs+GUL42buze39zgOfsmHRFv/7xpomfv9qFaOnD+eYC6d1+p6051U9B95rXQPw+QZqqEOTnXq6U3Yn3zCLgeP7BZRl9k/n4vvP6tT5v3+9mqWfrwypnHUGHRl9Q+9dxiZauOPN64lL6b5l08wB6Qil/VnhqNlDuu167eF2uek1MB29KXD+ZG+ys/TzFTTWBO7tv/+Pz3nrvo/Z9Os2ti7bybcv/MS/L34Wjzu09bg3hLylV+JuY22+c01eUD2Xw82yr1d36X6051U92gw6Qmh7MurRZKee7pSdKcbEfZ/fxjfPz2PnmnxSs5M5888nkpyV1KnzF3/8e1jXooTUOEZPH055XmWA0ZQ5zszMS49i4GH96Deyd8AMTy1xKbFYa6wdRvqqyj8wM3a300Pe+tBuVFVFNfx19r+IibcwbMogzr/ndH7/alVQIJfNS7eTmBofdH5SZiKJafHkbwxsP7N/RsD+NfgCyIQi1DZFe2jPq3o0BR0hdLrQg1+jYzTZqae7ZWeONXHW7eqyyBqM4b9+HM1OLrz3dOorGti6bAcNVU2k5aYw9fSJ/mXYiSeM7RYF3RQmE1dbupp4Y39R3mKYt3tdAcu/XUNziGxW0iOpq2jAaDHg9XhxOz2k5aYw5+pjGDdzFE9f+wrFO8rwur1kDcjgsr+fg9EcqHgnn3QYu9bkB4RojUuJ5cRrj+1Sf7XnVT2ago4QDQ0NJCeH9mXUaB9NdurpSbI76frjWLdwU8hUlc0NNr793wLueOsGKvKrKMuroP/oPhhMBjYs2kJccizTz5/K9y8voGxXxQHpb6+h6RSs3hvtS+gE0hPZgIhVRTVhM4mBzwr+8JPHkzMki9mXTycl2/fZ/3vhvWxdthOX3cWII4YE+KPv4aTrj6OmtJYVP6zDWt9MUloCx11+NMOmBOU5apeeNOaijW5LltEdHErJMpqbm4mJ6XlBBaIBTXbq6Wmy+/7lBbz1fx/hCmHBPemkw7jjzev97797aT7fvvAj5XlVCCFQ9ArpuSnUlNXhtO1/S+GknATqive6gg09fCBbf9+536+r6BWkR6L2u1pv1CGEIL13KqfcONvvS91ZnHYXDdWNJGcmhl32bo+eNuZ6Gu0ly9CMxCJETc1+zCt7kKPJTj09TXZz/nAMQyYNDHms14AM/+uK/Co+++93lLcEKJFS4nF5KNtdeUCUM0D/ibkB77f+vpOkjIT9+i1qtBjwur2dUs56Y2jl6XZ6cDnclOwo58N/f0llYdfyFBnNBtJyUlQpZ+h5Yy6a0BR0hOhJKxfRhiY79fRE2Z128/HEJAQmVMgZ2suXtamFb//3U8QClOxBZwj+uqyraMCg12OJN3eYtEPRde3rNjU7mdRenV8annTCOBLTE9qtU1tWz9fPzeuwrVVz1/Hopc/x6KXPseqHdZ3uQyh64piLFrQ96AiRnh46A5BGx2iyU09Pk53H7eHLZ+Zia5XtyhRr4tIHzyYuea/1b0cW1geCrb/sDlnucrp9huYddLFtTuu27PH7jkmwMHTyQO546wb+7+RHOtW3zH5pXPXIhexeV8iXz/yArcFO0dYS7NbgVKDeDvbN333wU354dSG2Rt9nsu7nLcy+Ynqn3efa0tPGXDShKegIUV5eruVIVYkmO/VEWnZSSha8vZjfv16NUAQZfVPZvHR7gAJ2WB18/fyPjJw2lI2Lt/LLB7+xdcVOhBARnY2NOHZQ2HzQnclEtQchwGAxIoTA4/agKMJvaS0UiE2O5cL/OwO9UU/OkF7+aGytScyIJzEtAXuTg9TcZC6+/2wSUuMZe8wIxh7jc5f675UvsvSLlYHnpce3a4VtrW9myWfL/coZ9vpfn37LHOKSuu4yFekxF81oCjpCxMXFRboLUYsmO/VESnbNDTb0Rj2v/OVdFn+yDFeL646iEyFndEVbSrhj+oOU7qrocGZ6oKjY2bW923BICc5mJxl9Uxkwrh/rFmyi2eZzlZJeqMyv4n9/fod//HBXWFc0k9nEI7/8H0DYsJvXPnEJDdVN7F5fSHN9M5n90pnzh2PoNTAzbN8Kt5SEDOFaVVxD4eYShk/tmgU3aM/rvqApaA0Njf1G/sZCXr7jXSoLqhGKoKGqCZdjr1FXuOXWxhortWWR3XPuCln9M3A5XFR3IfxoRX41FfmhlX5lQRV15fXsWB16Wd1oMXQYDzsmIYb7vriNoi0l1JTXMWTCAMxx5nbPyeiTRmJ6fJDsE9PiyeijZaU60GhGYhGiqamp40oaIdFkp54DKTuXw8UTf3iZrb/vpKa0juri2gDl7KeNnjGYDV1aMu5Owuk8S7yFfuNzQxp6pfdJ468f/YlbXrmGQeP7YTAbumwQ1hZFr2BrstNQ0RjyeKjMU+HIHZbNmOkjOlTOACm9khg+dQiKbq8gFJ1g+NTBpIbJQd0R2vOqHm0GHSEyM8MvM2m0jyY79RxI2S35fAWlOzuOw5yclUif4bnUltdhiTOTMziL+W//egB6GIzQKUw+YRyOZifDpg7C7XRTV17PjAuOoM/oHM669lTeefAT8tYXYjQbOePWEzjijEmAb/bpcrj9y/f7gsvh5sN/f0VjXegoZ5NPPmyfrxGOm164ksx+aWxcvBUpYeSRQzjv7tNUt6c9r+rRFHSEqKyspHfv3pHuRlSiyU49B1J2DVWNHVoMG0x6Js4Zx9WPXuQvczQ7+OXD33A7Qyd7aEtGv3SS0hPYsXr3Pqd+9Lq9JKbHM2BsX758Zi4CGDJ5INmDs3yy69ubW1+5Nug8KSU/vrWIom2l+3T9PTRWN/HrJ8vQGYJ9j1Nzkhk0vvMz6K6i0+u44N4zuq097XlVj6agI0RX8qlqBKLJTj0HUnbTzpzM18//SG1pXdAxg0lP/zF9mHraBE687riAY7vXFYTMuBSKwRMH8H+f3crWZTt56KwnuqHXsOSzFcx77Wf2GIwXby9j5+o8/vT2FSHrVxXX8PgVL1KwqQiPK/hHxb5Yn7dtT9EpTDh+bIf+zj0J7XlVj7YHHSFSUlIi3YWoRZOdeg6k7FJ6JTHnD8egDzELdDncDBjbl5OunxXwBe5xe/jfbe90aiZsijXRUNXIC7e8Sd9RvUlID87etAedQYcpxkjWgIywEbf20FRrpa0+LdhUzCf//DZkCsenr3uFHSt3h41o1p2uYV6Pl8qCqm5r70CgPa/q0RR0hKisrIx0F6IWTXbqOdCyO+OWE8galBHyWHWImfX2lbsp21XeqbYdVgfleZX8+slynr3xNUYcET5f89DJA3mr8Bmue/JS1QrTa/Dw1LWvBJTtWpdP8bYDm+84f1MRTbWdy8DVE9CeV/VoS9wRIiEhepaoehqa7NQTCdll9s2gaHPg3qxQBMOnDAqqq+iUjpdEBUG+0Wvnb2w32tjutQVsXLSF9L6p6A16PC5n2LrhKN1SSUNxE9XFtbjdbp6+7lVKdpRhrW0OWT8xI4H6ioaQx/YFj8uD0+aE5OjIs6w9r+rRFHSE8Hg6ZwCjEYwmO/VEQnaXPng2JdvLKN3pmxkrOsGQSQM5/qoZQXUHje9H9qAs8jcWhW8whB7uKBSorcnOfy55jrikWBzNXVfOAAaznrrKBsryKnjn/k/YsSovbN1eAzPI7JfBmp82dO0aJj2xybEkpSUQk2iheFsZ9ZWBSj69d6o/bWQ0oD2v6tEUdISwWq2kpWmO/2rQZKeeSMiu18BMHvr+Tj76z9cUbilmzPQRnHLjLPRGPY01Tbx+zwfsXldAbVk9RouRhNR40nJTqC2rD7nnqzPoQhpjdYSt0R4QwrKrpPVNpqGoCZ1OIS/MDwghIGdILy558GzikmLJ31hEbVldh22PmDaEiSeMZfbl0zFajAAUbSvlkYufpbGmxRpeQM6gLK565ELV9xAJtOdVPZqCjhBZWVmR7kLUoslOPZGQnZSSj//zFSt/WEdtWR3luyupKqrm8n+dzz/OfoJdawv8da11zdSW1hGbFMMxFx3Br58uD1KqfUflUlNcS91+WD5uj+2L85h2+uGsXbgZd4j81eCL3nXPx7eQ2jLDveWlP/DJ49/SVGvFYNSzfeXukEkzzrrjJEYfNdz/3ml38fjlL1C6s2JvJemzWh84rl+33tf+Rnte1aMp6AhRVlamBZBXiSY79URCdj+/v5Sf3l7st3KuKqph4XtLsFsd5G8qDnmOta6Zwi0lnHzDLBa+t4TKgmrikmMZeFg/bn/jOhqqm5j3+s8YTAYWffQ7ZbsqQrazrwhFMOKIwcQkxnDU5ROZcuxk7j7uH2HrW+ubefCMx+k1IIOL7juT4UcM4d4W4zWP28Md0x+kaEvgfnyvgRkMmTgQr9eLovjsdn/5cGlIn+rNv23H4/aozs0cCbTnVT2ago4QBoMh0l2IWjTZqWd/ys7r9bJx0VYaqhoZd9woYhNjAPj10+VBLkguh5uNv25rd6m6ucHOOX85hROuOZadq/JI75NG9iBfVKr0GBMX/u1MAMbPHs2rf3mPHavzOtyL1hv1XQojKr2S+qomTr/5BNKH+WbFjWGMwvZQuqOc0h3lFG0t5YGv7vCHyNTpdVxwzxm8ce+HVOT7XKXSclKITY7ljqMfRHq8ZA/O4vqnLqO6qDbkXnttaR0uhzuqFLT2vKpHc7OKEImJiZHuQtSiyU49+0t2lUXV3D3znzx8wdM8ec3L/GXG3/n+5QVAeD/g+ORYTLHGsG2mZicBEJcUy9hjR/qVc1sGjuvHP+beTc6Q9pdSkzITVMX4LtpSwqt3vU+M2feDQ2kbPDwMFflVfPzo13i9XjYv3caK79cyZsZw/r3gXi7/53lc8vezyRmaxY4VuynbVUF5fhWrf9zAfy5+lhFHDgkZF9zj8dLcYOvyPUQS7XlVj6agI0RVVXQFG+hJaLJTz/6S3fN/fIPd6wpwtezNVhZU8/kT31FXXs/hJx+GwRS4WKcz6jjynMMZOW1oyMQSWf3TufiBs7vUhyPPOhxzjCnksdxhvbDEWbrUXmtKd5XzwX8/57Yj76eypPNpJ0t3VXD3zH/y0NlP8p+Ln+W2Ix9g5ffrOPHamRx9zhQKNpUEnbNzTT7vPfR5ULAU8M3oq4q6J+3lgUJ7XtWjLXFHCO1XpXrak129uwqrp550Q28MSvjZ2aHK/hh3jmYHZbuD94BrSuuY/86vnHHrCexcnc+anzZQU1pHclYio6cP55QbZ3HKDbP46a3FrJy7joaqBmITYug9PIfT/nR82HCWTpuTgs0lJGcmBmRYOvPPJ2K0GFj47hIqCqrwuDxY4i1MmDOGcceO4qlrX1Z/kxK2/LKT4s2dC6Kyh/LdFVS3yq9ckV/FS7e/zbjjRtJUa8XR7Ai+lFeyY+XukNbqabkp5A7NVncPEUL7rlOPpqAjhNOpzhezp1LvrmJz8+8k6FIYGjMJndh/QyuU7JxeB19WP0e5Mx+Ht5lEfRrj447jsPhj91s/opH9Me4UnRI2vaI51oQQguuevJTasjoKt5aQO7hXgB/vrMuPZtblR3fqWt+/vIDv/jefyqJq4hJjGDi+H7e+fI3fNWn87DF897/52Jt8is/laGTVD+tY9s0aVa5ZrYlNielS/T4jsqkJkdPa0ezkyWte5p4PbyYtN4WCMIZyHrcHg0nvX5WISbBw1DmHE5OgfiUgEhxs33UHEk1BRwibLbr2kdrjl7pP2GBdTLO3AYHCssbvODX1RlIM+yfNXCjZzat9kzz73qAQte5yljZ8RT/zSJL3Uz+ikf0x7gwmA/1G9/YbPu0hs386My44wv8+OSuJ5KykTrUppWTz0u0UbipmzLEj6TUgg+LtZXzy6NfUV/pyJNdVNLDy+3W8cud7XP/UZQB89PCXVBYELgHvqb+vJGd3ISKWgEsfPJf/XPJsyMNbftuB0+bk3LtO5fV7PqCqsCa4kvT5R5tjzSBg9uXTGT19eHC9Hs7B9F13oNEUdIQ4WHwDq50lrLf+gs3rS8ou8VLlKubH2rc4N+P2/XLNULIrd+YHlTV7G1jZOI/jUi7eL/2IRvbXuLvh6ctx2V3kbSjCaXeSlpvKJQ+cpWq2Z2u08/AFT7N7XQF2q4OEtDgmHD8WRaeEVLY7Vu32v+4uZRyKDXO3dbquXq8je0gWlnhLyCQaLruLJ/7wEne9fxPDDh/EX455iJqS2oA6OoPCMRdN44jTJ+1z3yPJwfJdFwk0I7EIUVZ2YAPs7y/WWxf5lXNr6twVeOW+5eYNR1dkJ0P5qhzC7K9xF5Ng4e4P/sR/Ft7Lv+b9lf8svJcxM0aoauv1ez5g89Lt2K2+ZeqGqiZ+/XQZ5Xmhky5IKVny6XLumf0vdqzeHbJOdzBqdvhkHG3J6JfO0i9WMH72mLB1tvy2g6Y6Kwlp8Vxw7+lB2wSKotA7yvabQ3GwfNdFgm6ZQQsh8oBGwAO4pZQT2xwXwJPAiUAzcLmUclV3XDtaMRoPDgMmiy50ij+d0CM66Y7SlmZPIysa59LkqWVEzFT6mkcEJFAIJbsMQ29q3IGBHWKUeCbEzVLVh4OV/T3uEtMTOp2r+Mc3fmHBu0uwNdlJzU7mkgfPps/wHPI3BIfR3DMLjU+No7E68AdhclYir979Pg1V3Td7DmWgZa1tDh9mtCWBh6JXiE+KxW518NbfPm73Gi6nC7vVQVxSLDtCRBhzOdx88K8vuP3NG/b1diLKwfJdFwm6c4n7GCllOHv6E4DBLX+HA8+3/H/IEh8fPndtNDEubgbrrYuocwda8eYah6hK1F5s38m3NS9R7/HNlrbbVjLIchgnpV7jrxNKdrNTLsVW1US5Mx+7bCZJl864+GNJMWrLa63pKePuxzcX8fb9n/h9eou2lFC2u4J/fH8XOn3ohb3CzcUMmtCPoi2lVBZUE5sUw4CxfdHpdSGVs1BEh4FL2qLT6xg9YxhZ/TP44ZWFAedX59fRd2Quu9YEb6cMGNuXax6/mIS0eB447THKd3ecYjE1O9kfEjRc/QMdznR/0FPGXDRyoJa4TwPelD5+A5KEEL0O0LV7JNXV0eXLGA6TEsOc5CvpZRxAnJJErJJEnJJMjaucH2vexu5tP+pSW36p/8ivnAFc0slO2zqKHTv8ZaFkZ1QsnJNxGxdl3sN56Xdwadb9TIzXZs9t6SnjbuG7vwYF3CjfXcmXT//AYbNGozcFR8qqr2xk/c+bGT5lMH/79Fb+8f1d/O3TW3HZg/d4AYymrs8/DCY9f3rxD6z5aUOQch80tS9X//dikrOC3YaqS2r55cPf2LFyd6eUsynGyHVPXeb/EZuamxKyXkJq9Cu3njLmopHuUtASmCuEWCmEuCbE8RygsNX7opayQ5bk5OhJF9cRuebBXJR5D0clnoVXemjy1lLs2sYa6wI+qngUtwz9BdoWKb00eoKtWZ3Sxmbr7/737cku2ZBJb/NQjErogBWHOj1l3NmaQmeVqiyq5qzbT+K4S44ivXdq0CqM2+Fh4+It9BmRQ3xqHM9c/ypFW4ODfQA42hhn6Qw6zrnzFI4653Bik0K7TNmtDj7615dU5AUvBu5aXojH4eayf5xL/zF9AsJt1lc08P1L8/np7V+DgrK0vn5m/3SOveRIXtz4H0YcsXdP+9w7T6HXwIyA+mm5KZx716kh24omesqYi0a6a4l7mpSyRAiRAcwTQmyRUv7S6niotc6gtaeKigquuuoq9Ho9Ho+HM888kxtvvJGysjJiY2PR6XQ0NDSQnp5OTU0NUkrS09MpLy8nLi4OgKamJjIzM6msrEQIQUpKCpWVlSQkJODxeLBarWRlZVFWVobBYCAxMZGqqioSExNxOp3YbDb/caPRSHx8PNXV1SQnJ2Oz2bDb7f7jZrMZi8VCbW0tqampNDY24nQ6/cctFgtGo5H6+nrS0tKor6/H5XKRlZVFUVERGRkZB9U95RXsxqKkYFTiiXdkUBW7C6UhnhVNixmXO7VT95TozkHviiPGlUx53FYym4biUhwkmbLIz88nMTGRyspKamtrD8g9HWxjT6/XU1tbG/F76j8+l7heFhIy4tgwdxujZg+hqbqZcSeMpKCggHP/diqjTxjGLx8vZcMPvuO1JQ1Ya5rpPaYX+VsL+fXrZTgUG26Pm8PPH0tVfi0uu5teQ9PZumg3/SfmojMobP1lNyOOHUTFzmqstiZ0iaAYBRPPHoXH5WX3iiKGHtWf0q2VGMx6XCYnqX1TGHB4LrZGB8Ubyhg0tS8xiWaUWMg5LIPz/+80Fn6+mMbKJsp3VDNgUm/y15RgStEx/arJLH1/NaNmD6Ghoonakgb6jstm1/JCzrv/FHqP7IXOpCM/P9//OTU46rnj/etZ9PlvOJ1O6vObmHHVFOJ6+T7jaB57paWlAc9rpMdeT/uOaA8RLk6uWoQQ9wNNUspHW5W9CCyUUr7X8n4rMENKGWDVs3TpUjls2LBu7U9PJT8//6DL8PJK6V+pdQdHWhpuOZyT0gIXVrzSw2brbxQ7d9DbNJyhMRNRhMIvdR+zsnEeHvbGTE7R9+KSzL9haJkVH4yyO1D0FNkVbS3hPxc/589CpTPoGH7EYO758Gb/zLShqpE7j30oIBIXQGpOCidffxxv3fdxyNSN7ZGUmUhdeXDwkNYMHN+PmHgL63/eHFB+6t3HcfHt5wLwwysLeeUv7wadG58ax62vXsPD5z+D0xYYoCMlO4mHf7qXpIzOGdGV7Cjjm+d/xOvxcsK1x9JneG6nzutp9JQx11NZtWrVypkzZ04MdWyfZ9BCiFhAkVI2tryeDTzYptqXwB+FEO/jMw6rb6ucDzUORt/AGCWeWgIVtEAh2zQIAIe3mc3Ny/BKDxutS6h0FeLF93pN03zOTv8zRyWehSL07LKtxSWdJOnSmJl8oV85w8EpuwNFT5Fd7tBsHvr+Tr56Zi4VBdWMmzmSo8+dErBsnJAWz/jZY1j43hL/PrPRbGDinDEU7yjrsnIGMBjbzwIlFMGlfz+HfiN7878/v8Xu9QWAYMDYPpx61Rx/vQnHj+aTxxKoKw804vK6vXz08FdkDciguqgGa73PBsOSYGHamZM7rZx/eGUBnzz6jd9IbNm3azjlxlmcfvMJXbjbnkFPGXPRSHcscWcCn7XsFemBd6WU3wshrgOQUr4AfIvPxWoHPjerK7rhulHNwZgjdVLCHGpr3qTZu/dLK9PQl9FxR7HFuoxF9Z8GGIDtwYObYud2fm/4hiOTzuDIxNM5MvH0sNc5GGV3oOhJsktIjeei+86iuaGZl25/h6+fm4eiKAw9fBCX/+Nc9EY9f3jkQgaO68vSL1YCcMQZE5lxwRGs/H4tv7y/FGcYA7FQmONMjJ89hh9eWRjyuE6vY9qZkxg+ZTAAN790NQArf1jL509+z3uPf0rh8jJOvG4mR5w+iWlnTmbBO4tpbvDtpys6BWt9M5uXbgcgLjWW5KxEnHYXyb2SSM1OQkrZoXeD0+7i2//ND7Dgbqxu4sc3FjH7ihlRF+qzJ425aGOfFbSUchcwNkT5C61eS+DGfb3WwYTZbI50F7qdQZbDiElLYFnDdzikjQxDb45IPA2AXxs+D6mcW1Pq3NnhNWpdZWx1/caC0lcxKhamJZzGlubfKXflo6Cjj3k4RyaegSK0GDyh6GnjTkrJvy96js1L9kbpyt9URGNtE7e+fA1CCI69+EiOvfjIgPPGHz+GgYf1ZfPSHW2bDIlQBFf++wImn3gY21fuZve6Ar+VtsGsJzE9gaPOnsK5d50ScN6OVbt58da3qCtvQImFbct3Uba7gviUeC576FymnDqeea//Qv7GoiD/7aZqq/+1ta6Zt+77mIYaK+fffVq7fS3cXExVYbDlc0V+FdtX7WasygAwkaKnjbloQgv1GSEsluj6FdxZTEoMExNmk2no61+WzrNtos7dseuJQbT/IBfZt/Fl5Qso0kRTi9/1R1WPBtSpcBXQ7GlkTurl6m7gIKenjbtda/PJW18QWChh27KdNNY0EZ8SF/I8RVE46twpnVPQAk6/eQ4zzvfFBX/w6zv44dWF/P71ago2FmG3OqgqrOHzJ79j9/p87n7/T1QV1fDDKwtY/u0a/zJ2bYnv/4aqJr5+bi6jjx7G0MmDGDp5EP+56NmQAVZa43F5+ea5eZhjjMy6fDqxiaEtyZMyEolJiKG+MnD5PDYphrTs6LOI7mljLprQFHSEqK2tJSGhC8H3ezh2r5XPK5+l0lWIU9pJ1KUzKX42Y+NnYFIs6NDjJnxWmxglnkkJvj0+r/SgiOC9wl8bvqCZenLt42gyB6c3BPDiocCxGYe3GZMSQ6O7lgV171PvrkAvTIyOPZJRcUeGPPdQoKeNu4q8KmyNwS5XzQ026isawipogOzBWZhijTis7WdLmnPVMVxw7xn+90aLkVNunM2Sz5b7w4mCL83j2vkbeeSSZ9mxKi9of7nvuGzKtvh+aFrrAv37c4ZmseL7te32A3yZrN598DN+enMR1/73EkYdHZz8IjUnmUHj+7Hyh3UB5f3H9CFnSPSFj+hpYy6a0BR0hEhNTY10FzpNg7uGJfVf0uytJ8PYl8nxJwT5GX9f8xpFzq3+93UeXzapAZYxZBn7kWrIptyVF3COQZiwKPG+kJzxs6h3VzO/9l1s3kZMSiyjYo9kQvxx/vrNnpaZjKWQ9nB4m7F6GhDo+KTqv1S59qbzq3IV45IODoufqVYcUU1PG3cjjxxKak5ysKV2djJZbfyC2zJ8ymD6jMhl+/JdYevEJsVwyo2zg8rdLjd1lcFRuqQXVny/LoQTqM8Peg9tg6ycfvMJrJ67gYLNoVNHtqU8r4q37/+Uf/3015B70re+cg0v/+Vddq7KQ0pJv9G9ufrR6Ez60tPGXDShbdRFiMbG/Zd1pzupcBbwfsW/2dC8iF32dfzW8BUfVjyCy9tq5iEllc7g5b0mbx2rmxYghODU1OvJNg7EIEzoMJCkz+DyzAe5utfDXJx1L0n6DBbWvU+5K58GTw2VrkKW1H/OFusyf3smxbckGOtMa7fPcbokEvVprG1aEKCcARyymQ3WJfsikqimp427hLR4jj53SkDgkMT0ePqP6c38t3+luSF8JDohBHe/dxNTTh1P7tBe9BmRQ7/RvVFahQq11jXzyKXPBcyUwWcQFpsQJr9zGM/TzEF7FY3OoGPV3HXYWwKuxCbGcN+XtzHriumMPnoYMYkdL+tWl9RQGyJfNPhm+Tc8fTmP/Xo/jy95gD+9+Acs8dG5l9vTxlw0oSnoCBEtScwX1X1CgycwqlKZazcrm34MKAuXGMMrfYkFvHixeZtwSQceXNS5K/iq+gVc0ieH5Y3fBVh/AzikjXXWvfFuRsYcgR4DRk/4Lz+LEs+4uGPQCT2VrtB7go4uhh89mOiJ4+6Ce8/grx/+iennT2XssSPQGfQs+mgZL9/+Dn+Z8RC/fbky7LlxybH8+bXreHzJAzy66D4s8Wa87kD3q7wNhXz/8oKAMiEEE+aEzzQVitjkvQq9cHMJD1/wDHfM+DvzXvsZgPiUOP7wyIXc8/EtPLroPgxmQ7vtGc1GLHHRqXS7Qk8cc9GCtsQdIaLFN7DJG/oXfrkjz/9aCEG6sTd1tuB94W22FShCodZdHhTEpMy1mxWNP3BE4qk4vY6gcwHc0kWRfRsL6z+k0V2LUZgpjwudl9ckYjg77VYyTT6XjgGWMWxpXo63VdATgFhdcCzlQ4WeOu4GTxjAgLF9uePoBwPyIlfkV/H+P79g4pyx6I0df1011liDCyXsXheY4EJKyfqFW0K2oegEXk/wNLp1Pug9Ptjluyv55LFvmDBnDPNe/4Vl36zG1mQnpVcyNz57Od889yNl+ZXYGx24HIEuYYPG94vaWXFX6KljLhrQFHSEiBbfQLMIvQyYoA9cZp6TcjmOqmZKHTtxtTIGa/BUs7ppPjEidND/cmceAL3NQ8lzbKTt+mKyPpPva18NsALPbRpHUdKaoLZMihmLbq9R0RDLRNaZfqHQsRWJ7ws1XpfCtMQzgs49VOjJ4273ukIq8oNjYJftrmDHqt0Ma/FPbo+E1BBGZQL6j+mLx+3hlw9/Y+38jej0Ogq2BO8XCyGYduYk7FYnBZuLsTXaaKjypbccNXsIv78fbAhWU1rHM9e/yrYVu/3Rw6oKa6gpreWhb+8kJTuZ8vxK/nfr25TtKkdn0DN4Yn+uffySDu/nYKAnj7mejqagI0S0uB5MSjie6prSgOXnZH0WhyecGFDPpMRwbsbtvFP+zyB/Zpd04Agz1PbMZifGzybfvpkSxw7cOBEomJQYihxbqW+zxG4zNCBQ/Ep3Dw2eGt4p/wfZxkHohI54XQoDzGPobRpGuTMPixLH4QknkWRIVy2PaKcnj7uYeDMGsyEo+IjRbMAS37l+n3HriZTuLA/Y2+0/ug+zLj+af5z7JJuXbA+dz7kFg8XA6becSO9h2UgpefNvH/HN877tnD1uVqEo2VEeFNqzqrCGz5/6gSsfPp/Mvun87dNb8bg9CEWgKIfO7mJPHnM9HU1BR4hoSWI+wDKWE1OuYlnjDzi9NuL1KcxIPIcYXegZsV6EHlIJ+jQUj0Kzd6/BSKIujakJvsAQOqFnTvLlrLcuptxVQIljB3ZvE3aagtpy6ZoxYsKgmGnyBlr/Wr31bLcH7lkq6BkZcwTHp14Wsm8e6abGVUaMLv6gX/7uyeMue3AWuUOz2fr7jqDyom2lFGwqYtIJ4zC3s2879pgR3Pb6dXzx1PfYGh3kDMnivL+exu9frepQOQNk9k0nZ7BvSVYIwZFnT2bBu0torm/GWhPadiG9dyrGMPvNbfNUtw5leqjQk8dcT0dT0BGivr6epKSkSHejU/SzjKKfZVSn6vYxDaPIsT1gdqtDz+jYI4nXp7Ky4Qcc0kaskshRSWcRr0/B6q7ns6qnqXWX4ZA2FHR4Cf9FmmDPoshchsNrC1unNV7crG9eRLZpEKPjpgUc22hdwrKGb2nw1GASFrJM/Tkp5RoMysH5pdLTx91tr1/HM9e/QvG2MiSQmBqPtbaZp699Ga9HktU/nYvuP4vDTx4fdO7iT37n6+d+pKGqkdjEGKafP5WTb/DlBF87f2NI5azoFP9+cnrvVM67+1QU3d7Z7cBx/Zh0wlh+/3oVuaOyKN5QjsFswGg24HF7SMv1nfPze0sp3l4W0LbRbOCI00PmQDik6OljriejKegIkZbWvqtQtHJ4wslUuoopdGzF5m0kRkmkv3kk4+KOQQjBIEtgVNjVjfNZXP8ZDrl3dtKecgaojslv93hoJIvrPwlQ0A3uan6p+wSrtw7wLcXvsK3mx9q3OSH1ShXX6Pn09HGXlJHAvZ/cSnNDM16vlwdOfZzyvL32B2W7K3n3758xftZoDKa9s9Ydq3fzxj0f+aNvVRXV8PEjX/tCeJ5zOKm5odP69R3Vm8OOG4nBZGDW5UeTkBq8MnTDM5cz/fyp/P7dSk770/GcfMMsXE431rpmeg/LRtEpDDysHxUFVRRtLcHrkVjizYw7diSTThrX4T173B62LtuJolMYMnFAwA+Eg4GePuZ6MpqCjhD19fXExsZGuhvdjiIUTk27njp3BRXOAjKN/UjUBz+gUkq2Na9gUf0nOGVwJKn2SLBnYTPWdlyxDR4ZqPhXNM71K+fWlDnDB76IdqJl3MUkxFCwuZiKgmCjsfJdFWxaso2xx4z0l3359Nyg0JjNDTbmv7OYo845nNP/NIcV366hbPdeZR+TaGH25Ucz89Kj2u2LEIJRRw0jZWAC2dnZ/vK0nJSA1/+c91cWvreEoq0lTDl1AsOnDu4wMcaW37bzv9veoXRnOUIRZA/M5PqnL2PguH7tnhdNRMuY64loCjpCuFydz8ITjSTpM0jSh44E5ZFuPqt8igLH1iAXqM5g8Jo6rhSCZH2gcZhHhr62N1ykioOAaBp3JosRnSF4z1Zv1GOODRwDDmtoN709aSoT0uK57c3refu+T6guqcUSZ+KYC6d1qJwD2upAdkazgdlXTO90e16Pl5duf4eiLSX+soJNxbx4y1v8e8G9HSr3aCGaxlxPQ1PQEeJQ9g1c2TiPPMcmwoZsAhR0GIUZuwz2ay2P2xrijPYxYCbbOIhf6z9niGUi6cZcDos7lm22ldi8gYY8aYbsMK1EP9E07jL7pZM7pBdbfgs2Ghs8cUBA2aijhrJm/kZ/hqo99BmR43/dd0Qu93x0s+r+dLfsdqzaTenO8qDysl0VFGwqpu/I3G69XqSIpjHX0zi4NjuiiLKyso4rHaQU2LfQnnIG0AsjMxLPxxgiw1Vm09BOX0uPiRzjYCy6OFZZf2Jpw1e8V/4wP1S/Tqohmwlxs0jQ+UI4GoSZHONgjk+5vCu3E1VE27j786vXMnLaUJKzEklMT2Do5IHc8vI1QW5KJ1w7kzHTh2OK8c2s9UYdgyf05+L7zwrZblOdlV1r8tsNJdqWrsquvrKBt+/7mKeufZmV36/Fl3V3L4qihJwlC51yUO1DR9uY60loM+gIcSjvyRiUjpeondLGgvp3Q+5PNxs6v//c1zwcm8caEK7UiY0NzYvpbxnDlMSTGBc/gwL7VhJ0KSToUtllW0ecLpnepqEHzTLjHqJt3CVlJnLfl7dRX9mA1+MlOSspZD29Qc9fP7qZtfM3snbBJgaN78/U0yag6BRqSuv45LFvqCuvZ8ikAZTnVbJ2wSbqKxpIykxg4gmHcdlD53T4WXdFdtuW7+Sp616hIs837pZ/s4bxx4/mlpYc1wADDutL9qAs8jcGhqTtNSCD3KHRl7UqHNE25noSmoKOEDpd9PlDeqS7ZfYLfczD0IXxee4IX1CSjR0ahzll6H1Fj9K5fes4JYlhlsP5tvaloGMSydya11nbtAC3dJNp7INZiWW9dRGNnhr0GEkzZHNG+p8OKt/oaBx3AInpHacrFEIwbuYoxs3c6xKYt76ARy97wR+hbPm3axAC9kxmK/Kr+enNX+g/OpfpLfmiw9FWdoVbinnt7g+oKqzGaDFy2KzRXHDv6SiKwtv3f+pXzgAOm5PVP25g4+JtjDrKtwKkKAo3PnsFz//pDcp2VyCEoNfATP74/BUH1Q/DaB1zPQFNQUeIhoYGkpOjJ/l6oX0rP9a+5Y+nnazPZFbypeSah4Ss3+SpY23Tz+iEnrGx0wNCcFrddXilN+R5rVFQ8NC2nmConEqBYSXlrvygaGIACSKNOEMSAoUfa98KWQfALq3kOzYBUOzcFuB/7cZJmSuP72te46z0Wzrsa7QQbeNuX3nngU+Dwoe2WWnG0exk8SfLO1TQrWVna7Tz2GUvULJj7x5yyc4ypFdy0X1nBsQT34O9ycGSz5f7FTRAv9G9eXj+PRRuKUFRFHKGZB1UyhkOvTHXnRw8Gx1RRnp69ISb9EovP9W+Q7W7FG/Lv2p3KT/Wvh1S0a5tXMjb5Q+xtOFLFtd/ylvlD7KteW90r9XWBbhpP8ONUZjJMPZFtBmiKfosemf2wyFtYRVvo6yhyVVHsXMbDjq/xxjK/7rGVRa0dxjNRNO46w5qy0Mne2lLZz7j1rKb+9rCAOUM4HZ4WD1vPUIIzHEhtnEE5AwKNpgSQtBneA65Q3sddMoZDr0x151oCjpC1NTURLoLnabcmReUiQqgxl3G9uZVyFZK2um1s6zxe5o8e2cQDZ5qfq3/3J960uUNvbRtEXGk6rPJMvbnyMQzuCDjTsbEHk2KPosEXSq9TUM5NeU61pYupdYd3vBE4qVBBvvPqkERB9cjEk3jrjuISeg4DrTeqGPSCWM7rNdadsu+XROyTlNdM1JKJp84DqMlMBpdzpBeHHdZ5926DhYOtTHXnWhL3BEimmZlOqFHEbogv2EvHn6ofY3fGr5iWtKZDLKMpcixjXpPZVAbDZ5qqlwlZBh7k6BPo8yVF1RnfPws0gzZ5Ns3Y1ESAMH4uJl4vG5c0snY+KOp91Rj8wTH595fZBj6HlSzmmgad93B8VfOoHhbaUAaSkucGYNZT0NVE8lZiYw9ZiSzr5zRYVutZWdvCv0j0+vxIITgnLtORW8y8PvXq3HaHGT0TeeKh8/zW5kfShxqY6470RR0hIimZZ90Q29S9FmUu4JDbDqlnUp3EfNr3yHHOJAYJQGDMOFqY+BlEEbMis+ac4hlArtt63Gxp44g2zCAfPtGfmv4Gg8u1lt/YXH9pzi9dmzS56e8074GkOhiD9yXXLWrGJunKWAPPZqJpnHXHUw7azI6g44fXl5Ac5OdtJxkLnnwHPQGHYVbSugzPJfUnM7tj7aWnd4Q+qszd6jPh14IwZl/PpEz/3xiyHqHEofamOtONAUdIcrLy6MmR6oQgpNSr+bbmleodZbjwEZbP+YGTzVrrT9zePyJpBlyKG0TLjPd0JsEfQprGheyuP7TVsoZQFLvrsYq6/wlHtxBM/E9+9ZZTSND5oPeH1S5i/mu+hXOzFAf4KInEU3jrruYcuoEppw6Iag8LTe1S+20ll3O0F7sXlcQcFxv1HPsxdNCnXpIcyiOue7i4NpgiyLi4qJrRpZi6MXFmfdyUdZfiVOSQtZxeR0IITg97Y/0M40iQZdGoi6dQZbxnJp2PVJ6WWtdGDI6WGvl3BFNxmqVd6GOfMdm3PLgCFcYbeOuJ9Fadlf+63wGHtYPg8k3x4lJsDDphLFMO2typLrXY9HGnHq0GbRGl0gx9CLNkEOTI9CNJFZJZGycLw5xrC6RszNuxSPdCASK8PlB2r3N2DyNQW32dDy42Glby9AYLXWgho+45Fj+8cNdLPtmNXnrC5kwZwyDJwzo+EQNjS6gKegI0dTURGpq15bYegpzUq/gs8qnqXaV4MZJgi6V8fHHkaAPvJ+2gUyMwoxJiaUpRAapUAgEMkRI0DhnKnUxhar7r4oQhi4rGueyyboUh9dGrC6RaQmn0tcyMsTJPYdoHneRpq3sFJ0SdvlcYy/amFOPpqAjRGZmZqS7oJo4XRIXZ95LkWMbVk8d/Syj/AZgbbF5mlhU/yk1rjJMiplc0xBq3CUhFW9bJJIY4mkmcNZdGbcjzBn7h2RdJgPa5LFe1/QLS+q/8EdDq/dU8n3ta5yr/wvJhtBZvHoC0TzuIo0mO3VoclOPtgcdISorg12RogkhBL3NQxkWe3hY5ez02vmw8lHWWX+myLmVnfa1bLUuJ13fp9PXaaaRWCUw1Gaqdf8uJQoEegwo6EnR9aKPeQRfVT/Pl1XPU+rwGb9ttC4JClXa6Knl94Zv92vf9pVoH3eRRJOdOjS5qUebQUeIg8m3Nhyrmn6i0hW4FG2nCa8nOGJXezi8NmKVRKxeX1QoKcKfrxdG3LL9KGV7EYTKqhWrJHFS6h/weL38VP82a60L/McKHVuZEn8ije7QwRfs3gPno62GQ2Hc7S802alDk5t6tBl0hEhJSYl0F/Y7lc6CkOVOaSdO6XxsXjdOnK2ij9VaQu8/99IPJE2fE/KYj7ZfFKGX2XuZ+pNmyGVe3VtBEdRs3kZ+rv+IBm+wJblAoZ9lVFB5T+JQGHf7C0126tDkph5NQUeIaF32cUsXC2s/5L3yf/F+xX9Y0zQ/bKSgDGM430dJqiGbTENfzCKOGKXjbFGt/abTwixxl7p34va2l+nK10+ziCVWhL5mjBKPkArvlD9EvaciZB1viBjgegz0NQ1nTGzPDuUYreOuJ6DJTh2a3NSjLXFHiISEjtPn9UQ+r3yaPMdG//syx27q3dVMTzonqO74uJksrf8SN8E+xIWOLYBAh44kXQYerxsHwf7RoWg0hVacALWeMgRK2EQaAHbZTLjZc7O3iW32FZ3qxx5MIoY5KVcwyDIO0cNjd0fruOsJaLJThyY39fTsb5ODGE8X92F7AqWOXZS0iRDmxsmO5tUhA3kYFBOj444O2ZYXD17cuHBQ5t6FonR+KOq8hrDHPLgwE9NBC+1ZkHc9bnCiPpXBMeN7vHKG6Bx3PQVNdurQ5Kaenv+NcpBitXZuttiTKHPm4ZS2oHK714rVEzqt3zFJ5zM2djpJugxMIrzitHk7H8AkwRWcsi+gLfaPoZaCgp7ADEUChVzTsP1yvf1BNI67noImO3VoclOPtsQdIbKy2lcyPZHepqGYRRx2GagAY3TxxOmSQp6jCIVZKZfi8jpZ0TiXXxs+2+d+WBPLGWyewHb7yo4rhyS09XY4FHTEKAnMSbmSJm8NyxvmYvXUYWzx654RYnm/pxKN466noMlOHZrc1LPPCloI0Rt4E8gCvMD/pJRPtqkzA/gC2N1S9KmU8sF9vXZPxuD5EqPnW8CBR/TDob8F2cowqaysLOoCyKcZc+hrHs522yq8+JatTCKGkbFHohN6bJ4m5ta+QZWrBAWFbONAZqZchMPbjE7oGWqZyKrGedjkvs1wExtyaTKVdMctBaDHhBtHULkXD83eBnbb13FM8vmMiJlKg6caixKHSeloOb1nEY3jrqegyU4dmtzU0x0zaDdwm5RylRAiHlgphJgnpdzUpt4iKeXJ3XC9Ho/R/RYmz2soLUZPerkJnWsXVsMr0BL+0mAIv4/akzk59RrWNv3MTvsaFPQcFncs/SwjkVLyWdVTlDh3+utWu0vYbluFInQoQke6IYe+5hFss63CS3vW1u0j9V7KncGpL7vQAgKBDiMGDOgUA4MthzE54USWN37PVutyrDJwyd6Lhzy7zzhOETqS9D03Wlh7ROu46wloslOHJjf17LOCllKWAqUtrxuFEJuBHKCtgj40kBKj53u/ct6DTu7A4J2LS+fLD5uY2LFrUU9ECIVx8ccwLv6YgPJS5y4qXUVB9e3S6l9NbvLUkqbPJUmXRo2nTHUfao1F/hm8WiQSNw4S9Cmcn3EnMbp43NKFzduEi9CBTlzSiZQyqgMvROu46wloslOHJjf1dKuRmBCiH3AY8HuIw1OFEGuFEN8JIXp2RoF9wgMhjJQEbhTvFv/7qqqqA9in/U+DuwqXDF4ebkuVu2iflDNAjLX7Ah/UuEv94Tm/q36Fzc2/hTSEA0jUp0W1coaDb9wdSDTZqUOTm3q6zUhMCBEHfALcIqVsaHN4FdBXStkkhDgR+BwY3LaNiooKrrrqKvR6PR6PhzPPPJMbb7yRsrIyYmNj0el0NDQ0kJ6eTk1NDVJK0tPTKS8v9+ccbWpqIjMzk8rKSoQQpKSkUFlZSUJCAh6PB6vVSlZWFmVlZRgMBhITE6mqqiIxMRGn04nNZvMfNxqNxMfHU11dTXJyMjabDbvd7j9uNpuxWCzU1taSmppKY2MjTqeTAam5lFSMIdZcidnQQHXjQDKTt1FmnYLDk09WVhZ2u52qqqqouac9xy0WC0ajga2V6yizbMHUnEi2bjB9eg1kQP1U6vQleBQX8Y4MqmJ3kWzrjZA6qmN3kd40yJ/LOc6ZSmXcDlKtA5DCQ62lkDTrABpNFei8BmJcyZTHbSWzaSguxUGDuYzU5r40mMtACnLrxvmPO3U2rMYqkm29qTOXYHEnYHLH+Y879E3Y9A0k2bOptRQS60zD6LH4j9udLqqoxF1mwGJJJsGehcFr8h9vNtRiMcQx2jWL5rjmKPqcjNTX15OWlkZ9fT0ul4uYmBjy8/Oj6nnq6J72HN/f96TT6aioqDio7ulAfE5ut5v8/PyD6p6683NqV6+GiwLVFYQQBuBr4Acp5eOdqJ8HTJRSBvy0Wrp0qRw2LHpcVsKh9yzA4n4EBZ8ykuhwi8k0G/4LeNB751NZWUdqxuF4lS4YT0gP4AJh3i/97ixfVj3PDttq/zKzQMEkLEjAJR37tL/cGVKtA6iO3dVy7dApKduSpMvA6q0POcufEn8yh8XP5I2y+2j2tv1tCQPN4zgp9Q8YFcu+dz7CVFRUkJERnfvnkUaTnTo0ubXPqlWrVs6cOTNksvnusOIWwCvA5nDKWQiRBZRLKaUQYjK+pfXgYMb7E2nH7H4andwM6HApR+LUXQr7YcnSrTsGq+iNyfMmQlpxKYfj0p2J8JYS574KQQ3O5tnEuR7HzUiajS/6jcdC992D2f0Yeu9ywIEUGdh0f8KrG9Ptfe+ICmchBfbNAXvAEq9vr7mFeCUZm7cpZASxUOgwkKhPxyTMuDx2qrztW2hbXL7IRAZhIl3flxLXto6vIQwcl3QJvzZ8RoNn79DLMPRhUsIcjMKMRYkPUtAChVhdEgZh6tS99HRsttDL9xodo8lOHZrc1NMdS9zTgEuA9UKINS1lfwX6AEgpXwDOBq4XQrgBG3C+7I6pexeIcd2OXi73p0vQebagyErshtv3y/W8yiBsSqAnWZz7ahR8WZD6pP+GQKJnAzHOa2g2vhL2x4LZ/QRG7+eIPUpRlhPjfoAm5TUQBzaMXqF9c4AyDolQyDUNJc+xod1qsUoiFiWORk8tNe7Ou02Vx20FIFmfxczkC/i48rEOXbeq3cX82vAZZ6X+md+bvqbZ00CqIZupiadiUiw0exqxeYKDpUi8bLAuQi8MHJt8fqf72FPRfFLVo8lOHZrc1NMdVtyLCU4T1LbOM8Az+3ottSiejejkpoBOCpzovUtA2kB0celSOvEtNYfOgxwKISsR7E1RWFA5hSE5cxGAjs3ovMvw6A4Pea7eu3yvcm5BRxEmz0c49Fd1re/7SJapP0ZhDsqF3Bq3dDIz+SJWNc6jxLmLZk8jTd7agPjYAgWX1+FPIdkVMpuGUpS0BpuniUR9KtMSz2BB3ft4OpixN3iq+abmRS7IvAuDEjgjXtbwHc1BphM+fC5WG6Leghs0n9R9QZOdOjS5qeeQiCSmkzuC3J4ABE0IapC0l6KwFdKOxfUQOrkRcCNFL2z6v+BVBgVV1XsWYvK8g5D1SJGEU5kGrRSUybBXGSh40bejoAnj9iPkgc8Sk20cRJaxPwWOzWHrxOuSSdKnMzPlIgDeLn+IRmfgjobEi5PwSr49nDrfklmjt5pXy+6lt2lIh8p5DxXuApY0fBmU3KPREzq/8x7c0ols8Z+OZoxGY8eVNEKiyU4dmtzUc0jE4nYrE/ASnH9YkoIkM/RJ0oPe8xNG9xsoXl9eY4vrIQxyHjpK0FGBXq4lxnVPy4x6LzrPGizuf6OX69CRj16uxex5D8le466k2L0+wxLQe39F8axH8W4GGWhk5RXBPyC8xONUTu2sCLoNIQRnpP2JCXGzyDYOIkGXhrGV0VqiLp2jE88KmGk6PM37ds02w9Rq3Gtb2OxtYJttVZfaK3PmBZUNMI9u95x4XQpKFCTD6Ij4+PhIdyFq0WSnDk1u6jkkZtBSycWlTMPonYdoCeXoJRGH7vSQxllCVhHjuhWd3I3AhdfzHi5lOjq5MWj+pFCAwTsPl+4kf5nJ85Z/r3lvvVo85CApReClvG4EiS1KWgB6dhPnvhbQ4yUbh/5KXLrZANj0d6C47kQhD4EXL4m4lOPw6kZ0l4i6hEExckyr/dhaVwVrmxZQ5SrBI92saVqIThjpbR4CQKwukVpPuaprWUQcCrqAyF7Jtt5YTXtn5O2llgzZfxH8i3547FR+bfgiwIBsDwm6NGYkndela/RUqqur/S4fGl1Dk506NLmp55BQ0AB2/b24vYdj9MxDYsCpOx9PGCtoi+th9HKvZbBCLQbvXCA4ZJ3Ai5DVbcpCzxil6IVNnI3F+yJpCcGWx759Zg86dmN2P4tbmYgUKUilD03G1zF4vkORJbh0c/AqAzp/8/uZJH06Ne4y8h2b/Mqy2LGdaYlnMC5+BumG3hQ5O7a0DkWmoR9V7qKA3BZ1ZvVxuC0ijvFxs4LKFaFwQfrdfFL1OHXuSiQSgzAxwDKGY5MvxBxlMbfDkZwcvJKk0Tk02alDk5t6DhkFjRC4dbNxt8xK/cWyBpP7WXSyGEksdt3lKLIg6HSFZrwkBZVL9Bg88xHS7jPYEjo8YgB6GbzsqsjdmOVmBHasjnRS4vPCdlehDKPnM1+b0oPJ/Rp6uRyQ4LHjEDeB6BkxbosdOyhybAuYydpkE2utCxkTexS77OtUt13m2k2iPo0mb52/zOJOoImKTrehx0iMLh6LEse4uGPpZwleeVhS/yXrrYto9NSgx0i6IZcz024mRn9wLc/ZbDYSEg6s5f/BgiY7dWhyU8+ho6BDIZuIdd6Ijl3+Ip17C5LQPq8ucTh6uQWFQgReJL4Qnno2o/NuR3GXYDPcj11/HTrXBnRyW6t6+AOXANgcnfhVKX2W2xb3Qxi8cxEtAUB0chM6VzHNxsfU3nm3UuDYFNKq2+qq56uaF6n3qDdms0srQw2TQQqq3SW4cWFyBy+XKejCxuceFTuNmckXIsLsIVc4C1nV+JM/jaYbJ2Wu3cyre5PT0m5U3feeiN2uzjBPQ5OdWjS5qSf6rV72AZP77QDlDKBQBbiQbX67eMnEYbiJJuOb2HXX4cXcxm3Ljc67EiFrQcRjNfwPu+5mvCSFtPvtk/5bu32TKEhhQMg6X7utonMJJDq5HkUWdvGO9w+9jANQQvzWc9BMnq19X+jOsM2+HBdO9MKIAZPfD7o1EkkvQ/Cyf5ySzOEJJ4VVzgBrmuYH5bgGqHJ1f0rLSKP5pKpHk506NLmp55BW0Dq5O8yRBJzKyXjIxUsabjGMZv2dSJEOwoxHDEUJ4SKkUIciWxJBCBNO/flIQi/tFFROabdvAi9Gzyco3s0oBPsKK9SjePcl5WL30c88KsCSew8e3LhC5FfuKjZvEzXuEuyyCRd2MpuGBtWReDky4UymJZxOuiGXBF0qOcZBnJh6NfH69lcrdGG2CpSD8PEoK9u3RCWHMprs1KHJTT2H9BK3RwxGLxcGzXC9Ihm74W6QTgTNSBIDonx5lSF4yERHoGWyl3Q8ok9AmSS0D6DFVNth/3RUoveswUsaOgJTOXrIwKNExoq7LUII4nVJ2N3tR/PqCB16vHg7tMp26ENfx4mNqYmnMDXxlC4FFZkUfzzbmldibbXPDZBtHNip86MJszmycdyjGU126tDkpp6Db4rQBRz6C/GKIQFlHjKw6672vRFGpEgKCsEpRQpuJiNbqXYJeEkJiC4mvMUtS+aBeDESa+rcvqxU4nHqTsbLXmMlLxbcyjFI0X1pF/eVcIkkTKJz1s9GYeaYpAvobQqeHbfFpg+O+JWopNHX7MtiKqVkh201X1Y9x7fVr1DpLG63vQR9KtOTziZVn4NJWIjXpTDEMsEfaOVgwmKJ/oQfkUKTnTo0uannkJ5BI2JoMjyL2f0SOu8mFMqQJGL2vIVdWPAqQ1oMtWSAv7SQdehEHqJVOHFfyM4CFM82vDqf0jd7XkahLuiyHjGSyob2rbgBPGTj1J0KIgGPGIPR8zECLw7dyXh0RwXU1XmW+vyvZRNekYJddz1eXcfKrrsYHXsUVa5iHHKvi1mCLpWTUq7hy+rnOgzpGaPEMTZuOsn6dKpdJe3WT7Jn02Tea8UtUJiceCLGlvCdP9S8zpbmZbhbIrDl2TdwdNLZjIqdFrbNEbFTGRYzmWpXKTttaylx7uSHmteZHH8i6cZORpqLAmprazWLWpVoslOHJjf1HNoKGkAk4FROJdb7DQpW34xXbkfn2oZbDEInCwA3XpGLTXc3Ju/bGLw/IEKEDlWox+j9BLvubl/TMnT4SJ3cSWZS6Bm0Fx1gwUsmdv0N/mQYHt0EbLoJodvzrCDG/Xe/lbhOguLOwyqeRSoHRrmMiptGo6eG5Y3f4ZIuFBTilGTSjNkk6TOwOttX0HavjXpPFX0tIzkl9XqWNX6L3dtMs6eRujZBTmotgcZxsUoCw2N8e/rVzlJ22tb4lTP4oo2tbJzLyJip7RqLCRR+rvsowJ+7wL6ZmckXMSQmtOyjjdTU1Eh3IWrRZKcOTW7qOWSWuIWsQ+/5Bp1nGchWe5xSEuu+KShWt0I5BvkrOgrRUYpBLifOfS1G7+coWMNGZG5tFOYRoQPECxqot+aGOBecnInV8ApW49t4lMkIWQztJKaAPZHLAoOl6CjF5Hml3fO6Eym9bLetwikdSLx4cFPi2sFXVS8Sp0vq8Hy9MPoNzXLNgzkz/WYuzLybIxNPD6ob60wLeJ+gT/XPnnfb14fMbGX11Hc4i99lXx/kz2311rO84bsO+x8tNDYGZ+zS6Bya7NShyU09h4SCNrrfJNZ5KbHuB4l1306s6wqE17dEqvMuRYRYhobgFF2CSkQ7BkxesnDq94bAdOj/gEcMDtmuwxW85OMlBYfxOrxKP4yeN4hzXkyc8wrinJdgcj0X9rqC0EZTSpgZ/P6gwLGV6hBuSZWuQibEHUeiLr3d8zOMfYjR7d1nl1JSYt+BHj0KuoC6Rk/gnlaNs5T5te8CkGbMRR/CMM8oLJiV9sMN7ratD5h578HqbUDKroUT7ak4naETr2h0jCY7dWhyU89Bv8QtZAkmz3v+2NgCB3q5BYv7nzQbn0DvXYWgc6mp27MJlpho1t+JkPWY3C8CEqfufJr0TxLvOidohh7aD1pB712HlI0ts+I959SjeD8Alxen/hykCEzw4SUTCPY3DvXjYH9h8zThwR1U7pEuLLp4zk2/nV8bPqfJU4dZxNDkraPRU4uCQoaxDyekXOk/p95VyZfVz1PtKsWNK0hBt/WDttPM6qYFlDnzGBFzBBnG3pQ4d/qP69DT3zIafQeR1zKNfVGswQFPTEpMu0vj0YTmk6oeTXbq0OSmnoNeQRvdnwQlrgBQZD5ID25lAtL7oT+Jxh72RP9qjZc4BNaQCl2ioPf8jlH+gILPhcrg/RGHcj6SOGijoPfkgw7oE1XEuG8FTEH9Edgxed/C6PwGtxiLzfCQ33DNrr8JnWsHOvL9ffeIYTj0l7UvnG6kv2UUibo06j2BVusJ+lSS9BkIITgx9Q8Bx1xeB0IoQYrz+9rXKHft9fH24kag+JeeM5uGUZS0OuAciZcS505KnDsxYCJWScIozJh1MfQ3j2Zqwikd3sOI2CmsbppPRatrG4WZETFTOyeETiClJL+gBqfTzcAB6eh0B1bxa7l51aPJTh2a3NRzUCpoxbMJs+e1lqXfYGMuHzpAwaNMwS1Go5cr/ArZix4nJ2JgJTqKW8pScCjnoZNbMMgFIbJa2TDJLwMSZSg0Y/a+gYfgwRlrDjYSa5WgMWSPBSCowSB/xut+BofhFgCk0gur8SWM7tfRyWI8YggO/YXQSRen7sCkWJgcfwK/NX7jz62cpM9getJ5Yf2RDUpwSFW7t5laV3CcbYmXAaYxxOmTqLUFu1m1xoUDl9eBUZ/F2em3Yupkogud0HNO+p9ZWPcB1a5S9IqBkTFHMDruqI5P7gTl5Q08/sSPFBfX4XZ7yOqVyBWXTWXsmN7d0n5n0Fxe1KPJTh2a3NRz0ClonWcFFvf96NirACX6gFCZAB5lpN+/udnwOCb3q+jkBsCIQ3cOHt0ROGQjRs/nCNmIU386UmQDoDjORU+oKF62oBKBB0E9XuJR2GssYTa0r2TaQ+BFL9cGqHEpEnEYblbdZncwNn4Gg2LGs9H6q2/mGTsVoxIcpKDCWUiefQMZhj70NY8IUOAKIqxCHxRzGGPijma+9WMKWdNhf2rdZaxsnMcRiad1+h4sujhOSL2q0/W7wlPPLGDHzr3jsrCwlpdf+ZXHHjkbo/HAPIpGY+jAORodo8lOHZrc1HPQKWiT57UA5Qy+ONkeUhB4kJjwiOHY9He3qmDCYbg+uDERj1N/CUiJwfs9Bs+jIG0o1AUtgXuJA2QY96sa7OIizPJdv5FZdeNAUhN2BtVtjRcjSgijJQBk8H5vTyBWl8DkhBNCHpNS8k31S+TZN2CXVvQYyTT25az0m/2BToyKhVR9tn8WvodEXTrDYiaz3bqKqroKQiQWC0mdu/NZr/Yn1TVWSsuCrcjLyhtYsaqAI6YcmPSh9fX1JCUlHZBrHWxoslOHJjf1HByWL61QZGhXGq8YTZPxNazGt7EZ/wMhYkeHw+x+GIv7XxjkrxhYhUJ9gHL27Ugb8NA/jLmZDo+YBq2si7OS20/B6MVEs/5xHJwYsk0du4hx/gnFs76lE02+RB09mE3WpWyzrcQufT9i3Dgpdm5nQe0HAfVyTYMRbYamUZgQKHxT8xKVMYEJTsKhx8Bgy8Hhv9xdpKWldVxJIySa7NShyU09B90M2iuS0IXQaB4xGCm6HrRDyAoM3sVBRlsBdQBBbci95parY/E+BK0SbFQ3DiIhpr0g8h7M7ucQVIW0Hhe4Mcjf0bl34XHnolCCwINXZGHT/xWv0vPiSG+3rcIbwtK70rU38IiUkq225UHxuGvdFfxS9wlunKTaB2IzBv4YMWHBjctvSa7DQB/zCAZZxnX/jXSAy+1h6dJd1NRaOWraIFJT40hNiaVXViL19YHbIFlZCUwc3ydkOzU1VqSUpKa27x7WFerr64mNje24okYQmuzUoclNPQedgnbo/oDizgtY5vaIwT6jqXBIid4zD5PntRYjLwtuZTx2/Z9bQoAGx9MOhZ4tYZSp9Bub7cHlbt9wScGNwqYOr6lQidLqXhVZRYzrXpqMbwWEJ+0JhHNzUlr10yUd2DzB2wRunFS6CgAweIONy8bEzWBSwvGsaPyBBncNg2PGM8Qy/oC5R5WV1VNXb8Nk1vPkU/MpKa7D45V8/fV6Zs0aznnnTORPfzzGZyRWUofb7SUrM4ErrzgiaP+5qrqJJ578idLSeqSUZGYm8scbZ5CTnbTP/XS5XPvcxqGKJjt1aHJTT8/6Bu8GPLpxNIv/YnK/ikIDHtEXh/7agCQWrRGyhhjXbejk5gD3KcWbD24XTt0leEkKGVM7mM6nVuwoH/S+oFCA3rsYt24GimcbBu9ChKxBCgNuZTYe3ej9du32mBg/m3zHZmzevcZyOgwMtoz3vzcIExZdHE3ewBmyHhOj446mvCYvyA9ah57JCXOw6OI4Ouns/XsTbbDZnPz7ke/ZuasKu92NTqfgcu31o66ta+arr9eRk5PEEVMG8vA/z6CgsIa6umZ++z2Pz79Yy0/zt3DuORP9Cvjx//7I1m17w5vWN9j575M/8sjDZ3U6Q1c4NJ9U9WiyU4cmN/UcdAoawKsMxmb8V6fqWlwPoZfBM1WBF713FXb9X3CLMRjkYr+BV2gf6cSW2Xfnfi2G8oNuD4kBnxFax8ZhAjdCNmBx/R9672IUrL4+S/B6v8HtPRKb/oGgLF37myxTf45OPItVTT9i9TRgVmIYaBnHxPjZe/suBGNjp7O4/jP/XjVAtmkAI2Km0OCqorCwkIKklYBvn3lW8qVYdN23DNwV7vnbF+QX7DVo83o9QXVsNhdPPPkTL7/yK9dcfSRjx+Ty5FPzA87bsrWcO2+fjdlsoKg42JYgP7+GdeuLGTsmOERsV9B8UtWjyU4dmtzUc1Aq6K6gl6vDHvPtOzuwGf6F1/0/X10p8Ih+KHIHOnYgED4fad3VmDyvoqMwbHutibeUhiwPpfwB3AxDAgbWtzFQ0yHaRL7y0guJ4ps5t8zq95yjYEXv/QWT63F07ETgwS3G4tBfDR1E2uoORscdxajYaTR7GzErsehCLMOPiz+GRH06q5t+wi1d5JgGcXjCSQghmJp0CrmOPHqb+xCjxDMidioGJTJuHDt2VFBQ2LlwqlJCY6Odxx7/EUUReL2BhhJVVU2898H/t3fe0W1cZ95+7sygEexdlEj13ixbluQa23JvcWzHiZ3YceJs4tj5djfr9Or04iTeZJM41UnWm+q4J+69ybLVe5coUewNJEDUmfv9AYoiCYAEhyABkPOcoyNi5mLm4ocZvHPvfcs7fODG1eh6rBOFYUh+ft/LfPPr76aiPC9mf7JYa4HmsbQzh6WbeSa3gZZ+hpqWNkQ5iOjILGi7o6+lLfIXbPqLKL1bFJrRjNfxa/+BO/KZpFKHamr88Kl4xtlAjZayJNZD3aAEcKJQh8BAp5Kgdgs2PbFjWzSpyj/6ZgRUuRU1fIAe+4+H7XcqEELBrRYM2WamawkzXUvi7su1F3BGwZVj0bUR8a+ndiCH/6pjGGycT+Dx+KmpKaaiPG/A6PoEbW0+/veBdXzmrovjvDs5VFUdvpFFXCztzGHpZp4JF2Y1EoRsgwTFLwxcBJQ7YnfICA79kQFJRwQRNPkOUkwhwoohz3nip7nDm/yUj0CPa5wBFDro0b4W/ad+Bp/9fwmr1yITrLmfPKbR72+JKreh6HuHeEfm0NVlPslLKmhp7eb+P7zBvv1NwzceAV1dAXp6Qtz2kbNwOuM/O7e0jK4yULq1y2Ys7cxh6WaeSW2g7frjCUe7giBu/dPkBm8gJ/TZvtrOwjiKEieLmEIXtvBTqByIezzJwOnrquLEU+uxfRkKiVSmElEvJaJeFI2FlhFC6gcxiB9/KOMcUaEbNc5afCZSVjZ0Zayx5OVX9vLFLz/Kv57cQWNjan94Wlq9fPlrjzFtWhFnJEhc4nKNbhkindplO5Z25rB0M8+kNtCq3J1wn8BA4EelFpt8BXfoJuzhX+OO/Gfc9hKw8zAK8X+0B5vEZs8ic52OQUfixhX6Iu7QzbjDt5EbuhlV7iWg/QcRqpAovQ8IKhHmI4kN8TLIQ1dOSVGfxpb29vEro9mfSETnkce20t7eM3xjkxw71sGf//IO77thJWVlAx3f8vKcXH7p6Dzw06XdRMDSzhyWbuaZ1AYakk/irtKBy/gdCk0JR7QKyf9wG0aqlv8lOaH/wCZfRKUJBS8qh3BEfoaUYRQCvQ8bJ/KCe4k/ra9iKDNT1KexRZpZ+E0B9fUeWlvj195OJZu31HL0aDuf/tRFzJtXTkG+k6opBXzk1jNYvXp031G6tJsIWNqZw9LNPJPaSSyg3owa2R63HGUiEhnn4QKWJAKJDdGbW7uqZFPS5xyuPxpbY6bqVVpw6vfFfLbBCVNO9s8edZoTmV95JtVTZrW1bfzlbxvweHrIz3dx4/tXMmP6wOUBvz/En//6NoFAbBidzaYSieimHMbi0dbWww9//ByqKgiFDHTdwOsN8vgT21i6ZCpFRea9Yq3pRvNY2pnD0s08k3oEbahL8Wt3ERGLMSiMuzabDCemkBPvB4OiPuMMUNd6uqlzxWNwmNXJ7fG9uOP31Ua0BGfm09SUOues4/UdfPcHT/POhiPs29/Mho21fO/7z3CsbuCDzT0/eo53NsSrYAaGYaTMOJ8gFNLx+yPoenS2Qzckh4+08avfvDaq46ZSu8mGpZ05LN3MM6kNNEBEvRCf/X66Hc8QEpeO+P0SDZ2KhKZdYiPE1Sh0D2hT4K7r3T/UsZPblui9OlPibpfkx2zXxUIQ2VEWLjc3dUlJ/vb3jbS0DJy2bmn18vcHN/a9bmz0cOhwbP3uE8SLWx4r6hvie/MnSyq1m2xY2pnD0s08k95AQzTcyhX6Mqo8gExi1l+iYFCERAUiqMRPOgIgCKOIBhJlGBt+anz49vHNg0JIvSnGSOtiAT71O0TEIgxK0JlCSFyA3/aVYXoyMRlcvOIEXV0nC5t0dvrxepNP4zqW2GzxZzmCwTBdXX5rvc/CYgIxqdegAZB+3OH/hypP1mZOlM3rJAaCjqQnxBXZENPW45tGReHQYU2JR+UAWm+d68reYhmx09yKbMWn/RyH8XsU2dZbNORDINz45P0I2pE4E+Ypz1S8Xi8lJSUpOVZZWfysXKWlJ5/6Z84swem04fenN+m/ELB82cCKbOGwzs/ve5m9+5oIhXRKS9x86JY1LFpYFfcYqdRusmFpZw5LN/OkZAQthLhUCLFXCHFACPH5OPuFEOKnvfu3CSFOjXecdGDX/4EiB9YXFkTDjsKcjkFs3Klg+JHvCSSgUBezfVrpOyPua//z68zAp32fHtu3e/N0D25j4DR+gcP4PQHbl+mx30vQdsdJYywEUpRknXEGqKioSNmxPnDj6TFVoqZWFXDT+0/6CDgcNvLzkq8fPhYoiuCcs+bygZtWD9j+q9+8yuuvH6C5uZvOzh4OHGzhZ794BV9P/BF/KrWbbFjamcPSzTyjNtBCCBX4OXAZsAi4UQgxOMj3MmBu77+PAfeN9rypQpUH4iYrEQRROIboNzVtZvIwkTGvbxvdM4oUBdFqVbITpV+d6YHn1tGM9b0Z0yYOLS2J14NHSlGRm29+/WouvWQRK06p5pKLFvGNu6+OqcFcURG7bj9eqKrg5g+s5j/+/QJU5eQtaxiSPXubYq7LpqYunnsufox/KrWbbFjamcPSzTypmOJeBRyQMjoMFUL8FXg3DChm/G7gf2V0gewtIUShEGKKlDLx4u04EVFWYzOej1MlKoRK44Atqaz9pCjDV6VKhASQPpABdFGJgaMvL3jMeWhBkcfQxcSZYhptycXBFBS4+LfbzhmyzaUXL+bQ4da0rEXruuT1Nw5w1ZXLBnx2KSWRSHwP/q7uBA9t41zBbCJhaWcOSzfzpGKKeyoMKOFU17ttpG3SQli5GEmsl+FYX1LlBebTakZjn/eQH1pLbvi2hMYZwKAMQ0ysUm/FxcXjfs7Vq2dy8wdWM3t2GWVluWja+PpXHj7Sxt69A8NVVFWhMs7IPj/fyYVrF8Q9Tjq0myhY2pnD0s08qRhBJ+NYnJTzcXNzM7fddhuapqHrOtdeey133nknjY2NuN1uVFWlq6uLsrIy2tvbkVJSVlZGU1NTnyu/1+uloqKClpYWhBAUFxfT0tJCfn4+uq7j8/morKyksbERm81GUV4PjS2rKc07QCCcjy9QRk3ZWxxtWYPD1kWhu46mzkWU5u/DFyzDHyzq2+9ydOB2tNDaNY+Kwl10+qYRDOf37Xc7W3Daumjrnk1l0TbauucQjuRQU/YW249cz4yK19HUEB3e6VQVb6bZswjD0Kgq2URd6+l9oVge3zSmlb5DfdupKEqE8oJd1LevoCi3lohup9s/pe+cNq2HkrwDNHYsozjvEL7IBXhCXVRWuGhpeAWXbS8F7i4aPGspKF6M3+8nEAhQWVFBc+NmcuxHceTU0N7porLwJbq9TnoiiymvXEVjUxMulwu73Y7H46G0tBSPx0M4HO7TdKy+p4KCAlpbWykoKKC+vh6329233263k5eXR1tbG0VFRSc/U+9+p9OJy+Wio6ODkpISuru7CYVCffuT/Uxz5+Rw5hmX0t7ezlvrD/HkUwdYuLCQ5uaoJ3h5uYtduzqZP78AXZccPtzN/PkFNDT0YLMplJY62b6jg6VLigj4dY4d9zF3Tj51dT7cbhtFRfa+/T5fhKYmP7Nm5VFb66WoyMEbb25hxozzaGpq6vtM771uPkJEECKCy6Vy9JifSy+ehaaG6OzsjPlMuq6jquq4fE+hUAi/3z/u39NYfaZAINDX74nymcbjezp8+DB5eXkT6jOl8nsa0riONixDCHEGcLeU8pLe118AkFJ+t1+bXwEvSyn/0vt6L3De4CnudevWyQUL4j/5jxWu0N3Y5VPjek6AFs98ygqSqx41vFd5bHuJi6ByCyHtwyAErtCXsMlX+tbUDfIIqB8hrN0EMkxO+NPRilb09Dqdyb5pf4mDkHIhAdtXR/QZx4qOjg6KiorScu5QKMI/HtrElq3HOHS4NaUJStxuG7NmlrFjZ33c4+bmOvjed97DlMqBpTojEZ233j5MW5uPs8+cHbN+3p90apftJKNdZ0+A/35hPUfbPNg0lfPnT+d9KxdP6mle65obmk2bNm1cu3btynj7UjGCfgeYK4SYCRwH3g/cNKjN48Ane9enVwOeTFh/BkblQHXiN1QwciMa0ZNPCjKS4xoU49c+TUSci934E+7QLQg6UWgbkHFMoRuH/jhh9QYc+gNo8u2+EpRiUMy2IIjNeIOQcQhDiV9laTzR9fjrrmONlJJvf/cpduysT/mxCwtzuPurV1A9rZgnn9rO737/ZkwbIaLe3IPRNJWzz5yT1HnSpd1EYDjtIobBXQ8+x96mk78pB5vb8QZCfPScjAlcGXesa848o15Ik1JGgE8CzwC7gb9LKXcKIW4XQtze2+xJ4BBwAPgNEKfQcnrQxeIh90tcBLgcI0EaTDHo/2Tp9sdm+Rot0QcGg4iyCrvxV5z679HYh0pz3HSggk4EbajG5gH1oeOh0IlmvJHyPpvB5/Ol5bybtxxj//7mlB7Tble59OJF/PLnN1E9LTrddcnFi6meFjviKC/Pp6J8dN7k6dJuIjCcdi/uOczB1o4B2wIRnVf21WJM4gQy1jVnnpR4ukgpn5RSzpNSzpZSfrt32y+llL/s/VtKKe/s3b9USrkhFedNBUHbh9CpHCKESidiux6DGTF7RjNpVVP21ijefZL+/RZEDakr9EVsxguIBOFXJ9+bh6QQGH40L3Ggi9mj6WrKqKysTMt5d+6qJxgy730fj1BIJxiKDMgQpqoKd3ziXcyYUYLToaGqAk1VaGnp4itfe2xUdajTpd1EYDjtDjZ3ENFjH3R9oTDhBN72kwHrmjOPlepTuPDa/06I84cw0gKEI6WnPdqyZtTHkIi4Dwk2NiPk0GURJU7CynkgHATVGzAG5ecerIUu5qEro+9zKmhsbBy+0RiweFEVDnvqk++9/Mo+Ggbl2J43t4Iffv86qquL0XVJRDfo6gqya3cjP/zxsxiGuRFZurSbCAyn3VlzqnHbY5MGFbtd2LXsKEQzFljXnHmsVJ8AKEOk1dRQ9D1ImVoDbdOSrx0dD51p6MzBzssx+6JryLE/4NEc4tVIUUJIWUtYvS56LHU1AflxHPojCDxI8jBEGQIvQobRlVn4tU+DyIznOZst9kcwFeiGwauv7mfDxlry8pxc+54VlPdLBbrilGrmzi1P+Rq0lPDz+17ifTeczquv7ae8PI/LL1tCIBChpaU7pn3d8U5272lg8aL46TyHYqy0mwwMp92yaRWcPqOKNw4cI2xER9IluS5uWbNsUjuJWdeceSaPgZYG4Adyot42/XBGfoSNl+IaaYUeXMaPADXGEcxAQVKAMoK83CcoyTswwndEiVapmoXP/lsU/Rg2/dW468cR5RQwVBRqe53YnITFavy278U1tGHtesLqtUAPUY0ywxjHo6CgYPhGI0RKyffveZatW471TVNu3nyUT955PkuXREP2hRB86QuX8d8/fZH1bx9O6fn37mviez94pq/e9Cuv7udDN68hHI6dGo2Edbw+cwlTxkK7yUIy2n3j3efx3K5DvLK/lly7nQ+uWUpN8eTW3LrmzDMpDLQ98gB2/SmgG0khIe29hNWr+/ZrxtYhDWw03Ch27VHBQJowzgCNHcvIzxl66sdAQWclCkeAAAblBNW70LWoR6ihLUDXZ6FxYND7HKjGXqQoIMyZQAEh9SJ05cyYh5MBCAXiJG3JNFpbW3G7U5tDfPOWY+zYcXzAGmJrm4+//m1Dn4EGsNs1Zs8qTbmBNgz6jDNAQ4OHf/5rO2VlefhqB0YaVFTks3zpNFPnGQvtJgpd/iBtPj/TivKwqbFT0slopwjBJYtnc8nizPDXyASsa848mTtMShE2/Skc+u9ROYhKMxr7cEZ+jqpv6dfKvOOP2YmrkryDw7YRSISIIClHYKBxGJd+N/bwL0AGQUrCylUYuJG9PTGwIQiisR9NbsMmNyJFIbp61tDGOYsYiyfy9W8fJhiMvQ4OHGzmjk/+mS9/9TG27zgOwKpVM8lLonhGvJCokdDa5uXWW89gSmVB33VWXpbL9defitNpbtrQGs3EEjEMvvHPV/nwHx7n9v/7F7f+/nEe3hSby9zSzhyWbuaZ8CNom/5PFAa6+St04tD/Qo96CgCGmIEqj45ZH/rHS58gEB4+XEYgUeWmAe9TacJp/BF76AUMStHY2Re3HJ2CjwxoLwiiyddA3g4ivRWZUkUoFEr5MafXlCAEMQlCIhGDpuZumpq7+Z+fv8Q37r6K6mlFrF41kzfeOIA/EL8EpaIISkrctLZ6TSczcdg1li6eyo/uuY433jxIMBThnLPmkptr3h9iLLTLdn758gae332IE353vnYP97+xlaVTy5lbEc1hL6W0tDOJpZt5JvwIWpDo4ghi0x/GHbwFRe7BwNFnSCUDXawGvx55H2JH2r5AWdLvjbdNpQ6NrQOSikTPE6cyl+xGMHEqWvn9/pQf88K1C6iuHjrtXlubj4cf2QLA7R87h0/951rOOnMWZ6yeSUX5wLrShiFpaTFvnIWA01fOAKLFMjyeAMePe2huMR9iBWOjXbaz6VgTg53iO/0B/r5xFx09AT770PO8/zcP839vbObrT7yCP5TeuuDZhnXNmWfCj6B1MR9NbhuwLerNXIwzch8KJ3/wDNwExfnoYjU241/YWB+dZu57X6zBHLwt2YxiqYiDjmeM4yEpQlI+6vNlCmMRV2m3a3z5C5dx/x/epLGxi4ZGT9wp7+7uAB6Pn5/+7EWOH+9EAtOmFnL7x8/lez94Ju57zCAlFBXncPBgC/f+5HkaemOfX3ttP+ecPYeP3na2qeNaMamxSBk/SU8oYvD5h19gZ320XOJzvh66wzo94Qjfv3bteHYxq7GuOfNM+BF0QLuDiFiOJDotaJBDRKxGkS0DjDOAgg+VLiK2i1GEJ8YAJjK8Bio6+ehUAMmtDSYbBz2UCU60r/92gzxC6lUgJk6ow1jFVZaU5PKZuy7mR/dcz6kramL2q4pg+fJp3POjZ9mytY6WVi+trV62bK3j939cRyQydDa2kfLKK/u5/49v9hlnAK8vyGtvHKD2aLupY1oxqbHMLY8txeq221g2rYxDLSczg63uzYG+t7GNdp81KkwW65ozz4Q30IgcfLZf4tO+TUC5lR7tHnps9yJEommqaPYtIYfOwtV3eEBBR6EnGjdMctNfDtvopipPnHsoJGCQT0h996jPlUnY7cnnMTfLbR8+k5qa4j6/OptNZenSqSxaMIWjcYxja6uX4uJYT1WHw/wkVTAYorU1NuGM1xvklVf3mTrmeGiXbfznhas5rWYKzt5kIkUuB+fOrebtw/X4wydnRLp6s8j5w2E8/qHD3HTD4GBLBw2egXHs6w/V8bmHXuCuB5/jwQ270I3UPtRlItY1Z54JP8UNgFDQ1XPQ1XP6NuliHprcPKCZBHSxFABDVKLKwzH7ExnFRKFYiSjsLSXZ/9gGBYANlVYkGgaVKLQRjd9Onv75wTWO44z8moDtrhEdI5PJy8sbvtEoKSpy873vvIfnnt/FkSNtrDx1OqtWzeTAwea46T6DwQiXXbKIl1/dT1tb1CmxpNjNmjNm8uwzuwjHGV3bbCqlJW5a23xx452nTCnk2LGOmO2CqDe3GcZDu2zgeGc3v3j5HVq6e8ix2fAGg33JRLzBME/vOhTjP3DcGzXK5XluqgpzeXDDLt4+Uo9NUbBpChtrGwjpBrkOjbAuCYTCOGwaU4vyeNfc6Rxu6+S1/cfwBqN+MRtq69la18S3rjl/XD/7eGNdc+aZHAY6DgH1w9iMfyLw9VWjkuQTVD+AMI6iyOMDDLJEYzgDnGxQjQSaOhf11Xs+8V5BiAjzEXhRCKDQiMQ1omPHQxn0oJHttLW19dVXHUscdo0rL182YNvMmaVUVORz/HjngO0VFXm8970rueyypTz9zE4ALr1kMUWFOShC8PQzuwYY4enTi/nal6+koMDFwUPNfP2bT+Lrl3ykprqIj37kLP7x8CYaGz3o/byYqqYWcv558019pvHSLt0EwxHae/yU5ub0xTRHDIN7n3uLtw7V0d4TIBwnbzbQlwVsMAuL3YQVlQ+tWcZXHnuZ9YeOo8fxAuzp50Tmj+h0+oPsrG+Naacbko1HG9hZ38ziqonjIzKYyXLNjQWT1kA79P/tM85wwgB6sRsPohlvoTIw7MrAjjKKeOn+CKA0P3aKUsGPjY19laeiIVPd6JQh6On9N3K3YMnEeoJNZ21Zm6Zy4w0r+d8/rae5OTp9WV6Wx/tvWIlNUykqzOHG950+4D233nIm77lmBc+/sJujte0sWjSFC85f0FcgY/ascv54/4dY99YhNm0+yqyZZVy4dgF2u8ZHPnwWQgi2bz9OKKxTXpbHR287C4fDnE/BRK/LK6Xkl69s5JX9R+kOBMlz2rGrKpqqcKilg4jJHOZOm0Z1RRl3XLGU+k4vW441xjXOI6U7EOKuvz/LkqkVfOmKcyjKmRihkP2Z6NfcWCJkBpVBW7dunVywYMG4nMsduj1mihsgLFaiyKOoxJYVjBanSI1ex1pPp7r0naTaSuwY5KPgjVuhKjo9XonBdFT2o3ByjVSnjB7bvRjK3JT0OxNoamqioqIirX3weoO8/MpepITzz5s/qtjkZJFSjjqncyZoN1IiusELew5zvLObCxbMYEZJYcK2D2/azS9e3kAgxdWjcmwaZ00rZnubLzoD1pX6Eoql7hwevfOGlB833WTjNTeebNq0aePatWtXxts3aUfQMqG3tQPi1H6WCCQ50G/UPRp6grFPlYnWuAUhVFrjtpFAULmRoO0/AVD1dTj0B1CkB0MUElRvm1DGGSAQSM6BbyzJzXVw5RXLhm+YQlJRcCETtBsJTV1ePvfQCxxu60Q3JA9t2s3582fw6YvP6GvT2RNgW10TVYV5vLS3NuXGGaAnHEFGIjSOgWE+Qauvh0t/8mdWTp/C7e86jWlFo6v9nSlk2zWXSUxaAx1Wr0aN7ELhpJesQQGGzEXFE+cd6oAp8dFSU7aeCNNRaAF0BMGkjh1dL1cR6BjkoYulBLU7+/br6hn0qGckPsAEwIqrNE+2affDZ9/iQL9QJ48/yHO7D3HxolnMLC3kJy+8zYbaBlq9PeQ6bKbLcA6FpggihmR9Y7zfhZGT67D3OYoNxhsM8fK+WtYdrOOUmgpuO2sFi6qSS2qUqWTbNZdJTPwwqwSE1YsIqh9GZzYGZehUIJHYeQaFk6Ugo85jWkwKzRP7EjHcz0Rty2X4HH+n2/4cBnPjGmeZ4OuR5OBX/x2f+n0iyhnY9CdBDvL0lhLFqEUxDsbmr8xyrLhK82SLdrsaWvjkX57i7cPHY/b5gmF++Ow6Pvi7R3h650FavdH71RsM0xMemZ9IgctBvnNgGJBDUynPy2FGcQFXL5tLsTvqqHkiDnooVCHQlOh9qzBwtksRgrnlxTz4sevQhsnTHtR11h+u5wuPvBhXg2wiW665TGTSjqABQtoHCak3oeqvkaN/OyZxCZwYsca/6RNlEIsa9VwEsTGsJ3A6eo8ptOi/ODZUZzYqR2JiqxW6sesP4EBDoQWJwKE/gF/7PLq6EmHUkRP5Koo8ChgYYip+9YsY6sKE/ckmnM6J50gzXmSDdh0+P3c//gr1nsT3z9F2T1IOX6oQcZ25BLCiupKf3ngp3mCI/3trG4dbO6nIz+XDZy6nqNcoA9zxpydp7u6ho1/e9TynnTyHjXpPdMpbUxWWTi3nx++9iCaPl5f31VJTXMCM4gL+sXkPwYjODactZHZ5NJ3ssmkVbDo6vOFq8/n537e2sXBKKQdbOqjMz6WyILs8orPhmstUJq2TWH9yQp/CJt8c9XGizlqFGFShcgAlQR5wiUpDz5dxF10ORMthOvVfD8gbbuCmR/0WduMxbPKNpBKgRMRcfNr/4o58FE3uHLBPZzZe+wMgYtfXs42uri7y8yfG+tx4k+navbb/KD9+7i1avD3DNx6GmuJ8vnH1eWyta+Jv7+ykweMd8Bw8rSiP395yFbmOoRNp7Glo5ev/fBURCXG0O0CBy8HFi2bzb2ev4B+bdnG4tZNVM6dy0aJZfaPn4QiGI7z7F3/DGxz+vi50OXDZbTR4vBTlOJlXUcxtZ61gTnkxdi3z7+dMv+bSjeUkBiB7sOt/RzUOElFWEO6X/lIMkQhEoiBxDpj2TkS0iEUnCp3D1JfW8XTU4u71EwupH0SR9WjGOgRdSIoJq5eha2fi50yU4G1o7Bj2/IpsRJXrUeSx2H3Uohpb0NXThj1OptPR0WHd8CbJZO021jbwg2fepKMnNU5FJe4c5pQXM6e8mEc3742ZpKrr6ObhTXu45Yyhnf0WTCnld7dcxUsbt3IwYHDl0rnMKovevLecsdxU3xw2jUc+cQNfefxldh1vwRsKxRTsOEGnP0hnb+ayjp4A6w/X8/bheqqL8nn/6Yu5+hRzMfHjRSZfc5nOpDDQQrbhDv0/FA4iAJv+AnbjKXy2/wHhRBdz4oZcSWyExVkYYiZ24zEU2pMqhpGMs1dl4dsIeS1SVIAQBGyfA+lFkc0YlGGTr+II30tEOQddmY1mDG+gQaDIdiBeogUJpN67NR2UlMTmTrZIjkzW7s9v70iZcVYErKiJOidJKQlE4i9TtXiT88rOcdh417IFXJHChBsuu40fXn8RAI0eL3c9+By17ck5okngaEcXv3tjC6fWVDKtOHNrLmfyNZfpTAonMWf4J6i9xhmiI1hVbsOh/wmAgHY7EbEI2RteJVHQqcSr/Qy//fsEbbfjtd9PQP04BqnxSPT4yhGDHbtELlIU4Y7cgSvybZzGX8mJfAZhNKIzddhjCrpw6vcSL+OZJB9dOTUlfU833d3dwzeyiEsma+cNjKxusNOmoQBFOU6Kc5zk9iZvyXfaOWt2dd/IWAhBVWFssp48h50rliYfgjiW2lUW5OK0jXy81Obz87cNu5BSsq+pjY21DQQTPIyki0y+5jKdSTGCVoj1ghSAemJUKnLx2X6NTf8XmtxKRDmNsHJp1HmrFymmENQ+goELp/4bFJKPh4w36g6Ep2CI6TFtneEfocmTWcYUerCxiYDyb2hyO5rckHBKPpoutDvBOQOoxkZ0dXXS/c5UrALw5sk07UIRnad3HOBQayeeEdQNznXY+OqV5+C2O5hSmEt5npvatk521reyYEoJs0oH5hn41IWr+fKjL3G0zYNB1IivXTCTBZWlyfd1jLUz6w90rN3DZT/9M75gGAmUuF382zkruHLZvNR20CSZds1lE5PCQJ/IZx2zXfROC8kQzshPUY3tIASKUZBwbiGs3QjYsRtPoco9QzpvnbjdBnt7Swopm3I2xEk8EfW8HoggjCZ30mP/ITmhu7DJ1xOe8+R7Bh0XPw79H/RMAANtxVWaJ5O0a/X2cNeDz3G4tQNDRqel46EpgunFBdR1dhOM6JS4XVy4cCZnzh5YEnR6SSHTE2QZm1FSyO9uuYondxygvrOby5bM6VtHTpax1m5+ZQn7mgdWSjsRg52IHJvKlrqmAW3afH6+9/SbvLy3lm9dc76pkXkqyaRrLtuYFAY6qN7Qm5Tk5KjXoJSg+mEAcsJfQJNvRNN4SlDlXpRwM377d+IeL6xdR5jryA3ehMrBhOeNnxUsGrbV3LCZ6dNbekfq/VoKe9yQK02+SV7wAgzyMchJymktTs9NvCfzaGxsZPr02NkHi+FJt3Yef4BHN+/FHw6zr6mdg/2SkCSyQ4aU/NdFa5DAsfYu1syaSllebGnP4XDYNN6zwnyUyFhr9x9rV9PY5WNPQyvdwRDleTmcPbea53YepjtBYpMidw7HO+NPIb91+Djfe/oN7r7qXWPW52RI9zWXzUwKAx1N3znQXEpsGKIEIY+jyh0DcmwLDDS5FSFbkSLxFFhEWYhqJDbQiVDwku/ciCvyAKqyhYDtC337QspFqPqBmGlsQRhBGAUfEg2dasCFIXJR5GFUBpYljE0JaiOsnDvivmYiLlf8GRGL4UmHdlJKnti6j4c37+Fou4dQbxUpNcnUpYaEbcebuXnNMk6pTt9obKy1c9o07r3hYg61dFDX0cXSqeUUuV2cVlPFVx97OSae+13zamju6uE4idd4dze0EtENNDV97kbW/WqeSeEk5tD/OCClJ4BKA47I/6EYDQg6Y94j8KDIpiGPG9A+Q1iciUEREhWD5EMJnLYuBEFsxusIebIwR1h7H0H15t4MZ/ED/AURpMjD63iAHvt9BLV/R2d6bw3pAiKsICJWYhD1ODUoICzOI6xek3T/MhmrALx5xkO7iG7wxsFjvLKvlmA4wveffoMfPruOAy0dfcYZSLoalNtuY/m09BdbGK/rblZZEefOm96XLOXcuTVcvnQOhb2VrpyaypKqMj5/6VlU5A89kxDRDfQE5TPHC+t+Nc+kGEErMjZDGIAqjxBUbsJgCioNA/YZVKCLmUMfWDjpsd+LkPUosgWdKeSGP4HKyTrP0Z8gBYExYFTb1j2bkvyDKLSiGruIqCfrwQa12wiqH8EdvgNFbop/ankyHCWsXk5YuRBV7kWKQgxRHT2rvgtV7kFXVmAow3yWLMLj8VBYWJjubmQlY63droYWvvPk6xzr6EIakiK3i/Yev+kacAqwdGo5S6emv15yuq47IQSfu/QsPtDu4c1Dx5lZWsjK6VMQQnD7uaeys74lYWIXjz/AvS+sx223sfloI2HDYEZJIZ++eA0FrvHJ8GXdr+aZFAbaEIWog34hJKAr80DkE1YuRhgP9Y2yDfIIqVeCyEnq+FJUoYsqAHq0r+PSf4qQjYCDiDidsLIGm/EcNrmuz8u6smhb77kKMcSs2IMKgUHi2Eaj93yKcRCb/hK6Mp2Icv4Az3NDXYTBoqQ+QzZRWpq8563FQMZSOykl9zyzjiNtJ2N523xDe2YrIv7as1NTWTiljBU1ldyyZllKKnmNlnRfd9OKC7hhULzztOICfnPzlXzp0ZfY3dASkwEhENH557b9A7Ydbu2kscvLrz54Bco46Jpu3bKZSWGgA+rHUCO1KP1qPOtiHkH1/QAEbXcQ0Vdh1x8BFELqe9FVc6UEDXUJPvXXIIOA1pdaU+dcCH8Xu/EvBGHauueQl9NMRCzHUGriHiuofRQ1vHNAbepoOtEq/OqncIa/hc14FQUP0rChcx9SVCGIoItZBLQ7QGRX3t5k8Hg8uN0jdxKyGDvtDrV08JMX13OwpX34xv2YUxbNTd3fe1lTFS5fOpf/umhNSvs4WjL1uivNy+FXN19BTyjMX9/ZwR/XbUMfJk/5gaY27n9jMzk2G+fOrRnTRCeZqls2MCkMtKEuwyd+giNyPwIPuphJUPu3ASNkXV2JX42bDtUcwhGzKaB9HkOfis14g2BkJkFlFkHt44n7rcyhR/tuNO5aHgeChMV5BG13oBrbsBnPo/Q6kwnCaBwHGY351uRm1PAufLbf9KU0nSiEwxPDGz0djIV2tW2dfPah50dcK1kVgv+8cDXVRfn88Ll1HGvvQlMVVs2YysfOzbykOpl+3eXYbVTm5w1rnAHChuQPb0Zn8f789k4uWDBjzB6IMl23TGZSGGgAQ5mF3/6t9HZCCELaLYS4heKpQYK2WCM+GENdQo/6k5jtduPJPuOcCFXuw6Y/QVi71nSXMxErrtI8Y6Hdb1/fPGLjDFBVmMf8ihIcNo1vX3NByvuVarLhuls9s4o8hz1hWFY8Ov0Bntl1kLULZ7B8Wuo/YzbolqlMCi/uTGS0NVJlEh7jAh1Nbh/VeTIRq76secZCu86e4IjfY1cVLlgwA0eak2iMhGy47kpyc8hzjdxr2hcM88TW/cM3NEE26JapWAY6TYx2TSaofRCDoT1bJSoRZcWozpOJWOtZ5hkL7cryhnemVAelCXM77FyT4VWYBpMt1920QnOVo/KcYxMOlS26ZSKWgU4Tqjq6Oq5SVNCjfZ6IWIhBGTolGAycMtfFQsLK5aM6TyYyWu0mM2Oh3dQ4hSgAKvNzWFhZQonbFbMu2tET4PdvbE15X8aSbLnuzp5bg22EiUnynXZuXLVkTPqTLbplIqOaXxJC3ANcBYSAg8CHpZSdcdodAbqJ1juMSClT6I2VnXR1dVFUNLJcwIPR1bPwKWcCPsCJYuzCqT8A+NHFAoLaRwaEXU0UUqHdZGUstNt+vDnu9mlFBfz3+y7hYw/8M264VaLY3UxlsHa7PM38+uA7dIWDlDpy+OTcNdS4C9PXwV7ec8p8dje08Pbhetp8fgpcDnzBUMKc3pqi8F8XraHcRPrUZLDuV/OM9tf7OeALUsqIEOL7wBeAzyVoe76UsnWU55swlJWVxd0uZDs2/V+9f/tQaCCsnE1EuaAvZKsPGcYR+SOq3ALYCarvpcd+z9h2PANIpJ3F8Iyndq29Brg0N/4U+Ozy7PrR7q/djs4mPrv1aZqDJ53j9nW38uvTr6Hcmd7QRiEEX7r8HJq6fBxobqemOJ/PPvwCx9pjEzblOW3cce5KLlwYJxdDirDuV/OMykBLKZ/t9/It4PrRdWfy0N7eTk7OwB8um/4IjsjvUWkaUAnLZrxARDxBj+3HJ0fEUpITvgtNvt2XR1yNbCMgP05Ye+/4fZA0EE87i+RIlXY9wTD+cJhit4vTZ1SxobYhpk1tm4dAOMwd7zqNgy0dA4o6zCsv5ubVS0fdj/HgYHcbn9nyNPMjDtbJTs4vn0V7sGeAcQao83fxq4Pv8JXF56eppwOpyHf3pQI9a/Y0/tq+K6ZNTVEBPeEIv3t9M9ecMp+SBA9ToyHb7lcpJX+q3corLYcxDMnyoim8v2Yp9+x5jSO+TjShsLJ4Kv8x70w0ZWxXiVM5//kR4G8J9kngWSGEBH4lpfx1Cs+blcTUfpU+HJEHUInm/+7vUhMtN7kRm/EUYfUqAFRjI6rcNqDIh0I3Dv1Rwup1ICaue4HZurkWo9cuGI7wrSdfZ3dDCyFdpzzPzarpVfHPBXzqb89y3wev4Bc3XcYf3txKc3cPc8qL+MCqpeQ4Mj8+vycS5tb1D+E3IszTyvBGQjxRv4c8Nb5DVUtg5OFm48GpNZX87Z1dMSlXdza0srMhOrH5f29t5wNrlvDRs1Mbg55t9+s9e17j0brdhKQOwDZPIw/X7cQbORm6dsjbTo8eHvOHsWENtBDieSBeINuXpJSP9bb5EhAB/pTgMGdJKeuFEOXAc0KIPVLKVwc3am5u5rbbbkPTNHRd59prr+XOO++ksbERt9uNqqp0dXVRVlZGe3s7UkrKyspoamoiNzc6reT1eqmoqKClpQUhBMXFxbS0tJCfn4+u6/h8PiorK2lsbMRms1FQUEBraysFBQWEQiH8fn/ffrvdTl5eHm1tbRQVFeH3+wkEAn37nU4nLpeLjo4OSkpK6O7uJhQK9e13uVzY7XY8Hg+lpaV4PB7C4TCVlZWEQiFaW1v7PtOUksMcaZuDNBZQVbKJutbTKXBHc3p7fNOYVvoOxxqaiGh1FBcX09F0lDJ3DRHdTrd/CjVlb3G0ZQ2apuAsbqO1rWfcP9N4fU+KolBbWzuhPtN4fU9FRUXU1taa/kx/2XYItaeLPEXi0FQqbZLHN+/iwupiesI6B7v8LC3J5ZDHT55dpcom6ez24m1v46alM/o+UyTop6mzPeO/pxdbj1AoNd5lK6HJCHCqWki54mBdpI1LbRV0yTBHdT9LtHz26N2cqhYMuDYz5TNFPB3k2VRWVRbE/Z7KXHbWN3qoO1bHl/9ynDpvgFPKC6gsLeW82VUEg0HTn8kwjAGaZPL91NTWyoHWBlaqBeQLG29G2jhTK6HZCNKl2Jij5rI14mGO6sbe7qPL76OjuXVUn2lI+zvapxshxIeA24G1UsphvT6EEHcDXinlDwfvW7dunVywwHy91myitrZ2QI1UVd+MO/LvCBInGAgqNxCw3dXbfj3uyOdiylLqzMZr/78JPYIerJ1F8oxGu4hh8MHfPkJdgvrD8cixa/z+1ncn9PTOdN73xl856IumIb3UVsHT4egMlwJUOnKpD56skjfbXcyvTr+GQvv4FKEYCYFwhFt//9iIvjuIOpDdtHoJHzvH/Kg6m+7Xw952Prz+Ibz68NnPim0u/nTGDZQ5R+dct2nTpo1r166N6zg9ql9xIcSlRJ3Crk5knIUQbiFE3om/gYuBHaM570TgxBPVCXRlOXq8ohkn9jOFoHZLv/ariIjFA6asDHIJqldOaOMMsdpZJM9otJNSEh5h6cLK/DwqhymJmIk8cHgzH1j3d5oCJw3aMePkT5xd0fjN6mu5umoBZ5RU877qJRlrnCFaa/pj557KtMI8BAOX0IYiYhi8tq92VNPU2XS/TnHlU+xI7notc7opdYzt2vpo16B/BjiITlsDvCWlvF0IUQX8Vkp5OVABPNK7XwP+LKV8epTnnXgIhR7t+7gi30SRx3pHxgaSQgxRQUC9Eyn6eUMKQY/txzgiv0WTO5DYCanvIaKel65PYDHBsakqUwvzaEoyrWeJ28UHVi9BHWNHmlTz4NHt/ObQBnqGGEVNdxdQ6sjhq0syP0XpCS5YMJMzZk1j3aE6NEXhm/96DX84Muz7vKEwupRoGVBRbKxxqhpXVM3jgcNb8OqJZzNdisZHZ60c8ypro/XinpNgez1wee/fh4DloznPRMTr9VJSUjJgm1Qq6bH/HKQfUOIW3BiAcBC03cnIEy1mN/G0s0iO0Wr32UvO5EuPvsTh1o64ZSIBTp9RxdTCPN6/ctGYVkkaK55u3B/XOFcrOezUoyPqg93t/GD3a3xh0bvGu3ujwmW3ccGCaG34z+sGX//nKwm/xxOU5+aMyls52+7X22atJEex8dP96wjL+DNGF1TM4vyKsQtNO8HEy2KRJVRUVCTeKVzj15EsZEjtLIZktNpNK8rndx+6ikc37eG/X3w7Zr8A/uuiNVQXmUs3mQn49fijyrcjJ0tiRpC8015HxNDRlOzMlHVKdQXFOS5ah6jZbVMFHz7rlFGdJ5vu17Ch85Vtz/Ny8yEiMT7vUYpsTm6bNT65trJr7mkC0dLSku4uZC2WduZJhXaaonD9ykW4EhS6ONg8sprQmcY0V/yHi1PVwgGv/XqYQAJjng3Ue7x09AxdES+iS+5/YwuBJKbCE5Gp92vY0Hnw6HY+t+UZ7t37Bu3BHj695Smebz6Y0DhPdebxkVmnjVvGOGsEnSbGeu1iImNpZ55UaRcxDHKd9pg1TAlsPdbEefNnpOQ86eAzC87maE8nh7ztGICGACFifrTLHW7c2tgUmBgPZpQUkOty4BmiGpkEdjW08t0nX+fuq99l6vrJxPs1bOjcufEJtnY0oPd+r881HMATDiR8z8qiqdy74nJc2vjF71sj6DQxXPybRWIs7cyTKu00RaEoJ9Zj2a4qrKjJ7vq/Zc5cfnv6tSwuqMCt2si1OcjXHOyXJ53jnIrGe6uXZqTxSZY8p4MiV3Je5y/tPcJXHnvZlDd3Jt6vj9btGmCcAZpDPoK9yUnicUZp9bgaZ7AMdNrI1GmfbMDSzjxmtGvwdPP1J17hk395iq889hL/2LiLT/zpSVq7e1AHGahFU8o4e25NqrqbNv5n/zp2eprx6WE6wwHaw36WKienvgNGhN8e2kCjf2RxxZnGxYtmJ9XOANYfPs7Go7EpXYcjE+/XDe31A4zzcMxxF/O+mvFPTWtNcaeJ/PzsdaJJN5Z25hmpdk1dXv79r8/Q4DmZkOPlfbX0H0jZFIXZ5UWcPqOKW89YjpLFo0qIxntvbD+OMegH/IgeP/f217Io1Gow15+6kGd2HaS2zTNsW384wkt7jrAyQWrXRGTi/VrpSj42WxMK/33qFTjV8U9Na42g04SuJ55KsRgaSzvzjFS7+17eOMA4Awye5QwbBhX5uXz83NNwJHAcyyYMJEEjVid7nARAzQFvzLZsIsdh4wfXXchZs6upKszDqakJjYIAZpQUjvgcmXi/fmjGCqa5kgsBXJxfTqUrPZnwLAOdJny+zEyqnw1Y2plnpNptrWtK7riBxEkdsg1VKEyN48ldpcSGP2qKwhe2PssXtz7L5o768eheyplamMfXrjwXRQgCEZ1EueJcNo3KgpFnBcvE+7XYkcOPT7mMoiEyvynADHchn1t4bt+2oB7BGx6/zBPZ/7ibpVRWZrcjTTqxtDPPSLSTUtLmGza9PpB9tZ2H47MLz+HW9Q8NSFjyZqRtQBtNKGzuaOhrs67tKB+YvpyPzj59XPuaCh7fto+6jth60f3pCUf45r9e5Yql8/iPtauSPnam3a9SSl5uPsy/6veiJ8jSMtWZz22zTuPiKXNxqhpBPcI3dr7EDk8TYUOn0pnHZxaezcL88jHtqzWCThONjY3p7kLWYmlnnpFo99E/PjFslilFwMIppXxklMksMo1ZucUsLRiYYONMbWA2LE2IAQa8OxLin/V78UWybzahzZvcg1hPKMJLe4/QmmR7yLz79Yd7Xuer25/n5ZbDdEXij4a7I0FOLa7CqUbHsN/a9TLPNO7nuL+L5qCPbZ5GvrzteQJJFNUYDZaBThM2W+bXws1ULO3Mk6x2gXCEfUMkHLn21AVcuHAm/++CVfzsxktxO7I3HjgRK4unDviB9MmBMd+BOOvUjQEvh7zZl6jlymVzKXANk1q4l1ZvT9JLH5BZ92trsIcXmw/hN4ZOvNIVCfKNnS8S1COEDZ3tnbEPGUd7OvlX/d6x6ipgGei0UVCQfTmKMwVLO/Mkq11Hj3/IIJTNtY0srirjvactwqFNzJWym2ecwuqSaly9o6gD+vBrqYU2J5XO7CutOb2kkCuXzqUwCSOd57AzfQQ51jPpft3paaIlmNya+KaOBm5882/8dN+bhOM8jEmgLTh0JrbRYhnoNNHa2pruLmQtlnbmSVa7hzftGXL/4bZOfv/GFrYeS34klW1oispPT72SH59yOR+ZeRrnOIdeb1SA5UVTRl0fOF184ryV/OqDV3Dp4lloSuJQuQWVpcwpTz75SCbdrzPdRRRoyc0UABz1e3ikbje2OPnWS+w5XDV1QSq7F4NloNNEJj1VZhuWduZJRrueUJhX9x8dtl1XIMQ/Nu1KRbcyFiEEp5dM4465qzlsJF53XZhXxvunL+fbSy8cx96lng21Daw7dJxIP+cDRQhyHTbmlhdx1fJ5fPfakcV9Z9L9WuMuZHnRlAH1sIeL2g8YEfI1BzPdhSi9rUvsLq6rXsyUMQ6/mphzU1lAKJR9jiSZgqWdeZLRriGJIgon8AXH1kkmk1iQU8g7wfijwaaAl83t9Tx6fDfXVy8Z556lBkNKHt68B49/kOOUlCyuKuP/XbDKVBx0pt2v319+Cf+z/y22dTSiCChzuHmh+dCQ77EpKr9Z9R6eaTxAW9DHZVXzxmUpwzLQacLvH9u1i4mMpZ15ktGuMt9NoctJT2j4JBwRPVHU7MTjnIJqHug4EHdfe9hPe9hP3f4u8jUHF0+ZO869Gz3dgSAdcUpPRtN81rP5D09w5bK5/PsFq9DUxJOv3mCIv72zk9p2D8umVnBqsYuxDUYaGTZF5b/mn9X3+rG63cMa6KWFFThUjavHeEp7MNYUd5rItNjAbMLSzjzJaOd22Dl7Tg0Obfg6x8FI9pZbHCmLp89iScHQpqY7EuThupPT/ro0eKftGC81HcIfyezZBrfDTmiIrF8hXefhzXv41N+fSfhg1tLt4/b/+xe/f3MrL+45wk9fXM//vLVrVOUqU0FnyM99B9bzvV2vsK974CzI6SVTKbbHJqEBcCsaa0qquWPumvHoZgzWCDpNNDY2Mn369HR3IyuxtDNPstr9vwtOZ0ZJAS/uPcLO+paYspJ9x+vKvCxRY0VjYyOfW/gubn7rwSHbBXpDeGp9HXx+27PU+joIGwZTXQV8bPZKLq+aPx7dHTFtXn/CxB392VbXzBPb9vGeFbGjyZ+99A5H+uX1NiQUEOGv7+zg1jNPSWV3k+bttjq+tfMl6gPRwibPNR7gsinzuL5mCVOceVS58jmndDpPN+7vS/Gaq9lZVTyNW2asYElhxVCHH1MsA50m7PaJFzc6XljamSdZ7YQQXH3KfK4+ZT43/+5RDrd1xm1nG2Kqc6Jht9spceVjEwphmXhqf4a7EIBv7HyJ/d0ns4/V+T388uDbnFs2g1xb8p7E48X2uqaED2L90aVkY21DXAM9OG87QFcows769HhySyn5n/3r+owzgCcS5G/HtvNY/W7KHblcUTWfLy8+n9Ul1TzbeACbovC+mmWcUjQlLX3uj2Wg00ReXvbFSmYKlnbmMaPdzNLChAY6z5l5hmasyMvLI9fmYFF+OVs98bNjqQhurFlOe7CHup7Y1Jn1/m6ebzrINdMWjXV3R8yssiLynHa6k8irXp4fP5TMZY9NSnLcG2RZWXJ1p1ONJxygJRA7yyMBvx6htqeTB45sZnF+GRdPmZtxvgOT5/E3w2hraxu+kUVcLO3MY0a7T19yBgsrS2O221WVs+dUp6JbWcEJ7X6+8mpWFlXFDc/Rkdyx4XHuP7QxplY2RH9wnUpmjotmlRWxpGp4d66phXncvDp+beQbVi6KSXaysrKQW89YlpI+jhSnautL15mI7kiIB4/tHKcejQzLQKeJoqKJVVxgPLG0M48Z7fKdDn598xV89uIzqCnOpzw3h9LcHIrdTjYdbeCXr24knIElBVPNCe2cqsYvT7+Gv5zxPtYUT8MmBjrTeSIB/nZse9yc3NU5hZxfMWtc+muGb19zftwsYZqiUFOUz5qZU/nuey6gyB3fqeqs2dV86sI1LJ1azsySQk6rmcJFpyxialF6akI7VS2pqWp9iCWLdJKZj3KTAL/fn5GFzLMBSzvzmNWu/5r0fS9v4KHNuwmEdRq7fGyra+Zgcwf3XJ/dSTqGY7B2c/JK+MzCc7l1/T8IRwY+oEjAp4cp0BxoihKtgOTK57MLzsYxzIgundg1ld996Cq+9vgr7GlsxR8OU56Xy81rlnLJ4tlJHWPtwpmsXTiz73VTU3qzzX150Xkc8nawq6s57n4BXFgxZ3w7lSSZe6VMcAKBQLq7kLVY2plntNoFwxFe2V9LIHzSIElg+/Fm9jW1Ma+iJPGbs5x42uVpdpyqje4EFaxyNDv3nXY1OpKanAJEnGnvTMNp0/j+dWtp9fbQ2RNgRknhkHHPw5Hu+1VTVH6w/BKufu2BuLWu7YrK5VXzxr1fyWBNcacJK5bXPJZ25hmtdq0+P12DM00RTU6xpyFzci6PBfG0K3bksDC/LOF7pJRs6qhnh6eRgJ5dMeOluTnMKS8elXGGzLhfK115CTN/RQyDhn5e3pmEZaDTRKbVSM0mLO3MM1rtynJzKMyJ9cgtcDlYVp2+eNHxIJF2n5i9GoeIn9SlMxzgm7te4u4dL3LTW3/nteYjY9jDzCTd92tPJMzTDfsTGmgdyS5P/OnvdGNNcacJpzM9YQcTAUs784xWO7umcuniOfz57e14e/Nwa4rgtJoppvI0ZxOJtHugdjNBGeskJziZtATgWI+Hn+x7kz3dLaxvO4YhJSuKqvjEnFVocaolTRTG+34N6hGeazqANxwiR9O4/9Amjvu7EhbFKNAcLBhiFiSdWAY6Tbhc8b0gLYbH0s48qdDuljOWMaesiEe37iWiG5w5exrXnrowBb3LbBJp1xFKPjd8bU8nvz24Ab232vYOTxO1PZ388JTLUtLHTGSs71cpJW+1HeOZxv04FI132uqo83swiMaln9A6Xo40FVhVUs20nMypuNUfy0CniY6ODssT2SSWduZJlXZnzqnmzEkUAw2JtZuZW8y6tmMx25V+xuEEEgZsM4AtHQ3U9Xgy1kiMlrG8X6WUfG7rM6xrPYrfiF3jH6w/gENRmZdXiqM3z/bNM08Zk76lAstAp4mSkonr7TrWWNqZx9LOPIm0+7dZK9nQfnxAEYbpOYX4IyGaQ4lrSJ+gMxzgsK9jwhrosbzmXm+p5Y3WowTjGOdE5Kg2vrPs4jGv5ZwKLCexNNHdnZleg9mApZ15LO3Mk0i7PJuD35x+DbfNOo3zymZy0/Tl/HjFZXgisd7u8cjXHDx8bCc/2P0qzYHhS3xmG2N5zT3XdGBExhlgRm5RVhhnsEbQaSPTiphnE5Z25rG0M89Q2rk1O5+Ys7rv9bd3vtxXGWk4uiJBXmutBeDVliN8fclaTiueOrrOjjOecIDdnmaqXPnU9BYLOUGqr7mAHkaXErdmp8IRPyd4IopsTr677JKU9mcssQx0msiE2MBsxdLOPJZ25hmJdrU9nabO0Rjw8osD6/ndqmtNvT8d3Ld/PU827KUh4KVAc7CooJx7TrmsLwd2qq65rnCAr+14kQPdrehSUp1TwO2zV/HHI1sw4rqAxbK8cAqljpyU9Gc8sKa400S6YwOzGUs781jamWck2rk18yVR631d/P3odrZ3Zv53taWjgb8f205D79S8JxJkXdsxfrTn9b42Zq+5gB7mr7Xb+NGe19nlaeaLW5/ltZYjNAS8NAd9bOyo56vbn6cqyelqu6KwtjK5dKWZgjWCThNWqJB5LO3MY2lnnpFod+uMFWxqP45PD4/4PK3hHn6w5zXcqo3FBRX8eMXlw1ZkShf/OLYjbprTnf3yXpu55g57O/jM1qeo9XUigSeO745bg7sh6KXQ5sSt2obUukBzckZpNZdWZlY5yeEY1QhaCHG3EOK4EGJL77/LE7S7VAixVwhxQAjx+dGcc6Jgt5t/wp7sWNqZx9LOPCPRbnnRFD638FxsYuQ/sScma316mLfb6/jZ/nUjPsZ4Ea+kJgw0LGauuXv2vMaRXuMM4NXDCdf0O8MB5uaVkK/Fr00+1ZXPr0+/hm8tuygrcqH3JxVT3PdKKU/p/ffk4J1CCBX4OXAZsAi4UQiRedXKxxmPx5PuLmQtlnbmsbQzz0i1u7xqPh+dvZJi+8k1z2mufPLUkRmsR+p28cVtz9IVzrwiMe+vWUahbWCmMAVYXnhy3dnMNVfv7xpR+4AeYVlh/LXuqa58ZucVj7gPmcB4zJusAg5IKQ8BCCH+Crwb2DUO585YSktL092FrMXSzjyWduYxo91ts1Zy2ZR5PFq3iwKbk1m5xXxu69MjOkbQ0Hm28QCN/m5+t+paDnrb+M6uV9nf3YoBVDjd3DR9OddXLxlx/0bLwoJybpmxgkeO76Ip4KXA5mBZYSX/Of+sk/3PsfH5rc/QGQpQ5crjjrlrhnXUGmlJTruqcV31YrZ0NuDtN+Weo9q4qmr+yD5UBpEKA/1JIcQtwAbgLillx6D9U4H+aXbqgNVMcjweD273yEIELKJY2pnH0s48ZrWrcuVzx9w1ADxVv5cek1Wt9nW38XzTQf5775s0BU/GSx/t8fCD3a+ChOtrxt9I3zJzBTfULOGQt4Nyp5vSfqFPe7pa+Mvut3k+UB/d0AHbPU385vRrKLQnXps+o6SGWl8nkTjrzoNxqhoXlM/inLIZ3DbrNJ44vofOUIACu4NLKudy2UQ20EKI54F4cwdfAu4Dvkl02eSbwI+Ajww+RJz3xvWJb25u5rbbbkPTNHRd59prr+XOO++ksbERt9uNqqp0dXVRVlZGe3s7UkrKyspoamoiNzcXAK/XS0VFBS0tLQghKC4upqWlhfz8fHRdx+fzUVlZSWNjIzabjYKCAlpbWykoKCAUCuH3+/v22+128vLyaGtro6ioCL/fTyAQ6NvvdDpxuVx0dHRQUlJCd3c3oVCob7/L5cJut+PxeCgtLcXj8RAOh6msrKS1tRW73T6hPtN4fU+dnZ0DzjkRPtN4fU+6rlNbWzuhPtN4fU+BQIDm5uZRfaZ5upPrnNU8F2zgTK2EZiNIlwwzR81la8TDHNWNW2i8GWnjTK2EesNPSBrMUN1sinSy/dB+luouwiLIKq2YY0Y0U1m1ksOfDmxktSgYl+/J7nCwse4gh0WAFa5SylQns3v3Gy5f3/f055ZdTJN2LrVVnPxMAT9/2fU2F+RPY1pFJR0dHTHf0w3Fs+lubOa1UAunqoVEkOzSuzlVK+SI7sMuFKoUF1tlN7cWzWONrQyfz8e5opjLF11Kp9+LEtKpmjKF2trajL72hrS/UiYXPzYcQogZwD+llEsGbT8DuFtKeUnv6y8ASCm/O/gY69atkwsWLEhJfzKdYDCIwxHfqcFiaCztzGNpZ55UaffLA2/z4NHtfZnGFASKABBoQkFKGbc6Vqk9hxnuIjZ0HE947HuWX8L5FWMbStQW7OH/bfonB7vb0JG4VRtnltbwnWUXxzhh3frWPzja3U6XHDhr4FBUcjUHlc5c/nP+mawoqhqw/w+HNvGzA28N2Y/F+eX89NQrKBhiJJ4NbNq0aePatWtXxts3Wi/uKf1evgfYEafZO8BcIcRMIYQdeD/w+GjOOxGw4lHNY2lnHks786RKu9vnrOIXK6/mmqkLeX/NUh4+6yYeOusDvHD+R7ikck5c42wTChdVzmZxQfmQx757x4v8z76x9fr+we7X2Nfd2leIwqeHebXlCC80HYxpW2h3caYWm4s7aOi0hXrY2dXM13e8OGDdGGB3d8uQfXhf9RJ+v/q6rDfOwzHaNegfCCFOITplfQT4OIAQogr4rZTycillRAjxSeAZotW97pdS7hzlebMeax3QPJZ25rG0M08qtZufX8aXF58fs722J77H89y8Uu5acA7eSIh1rUfZ522L286nh3myYS9rSqp5s+0oVc48rpq6AKdq46ivk4frdlJgc3Jd9WLybebqNB+NkyUtaOjcu/dNZriLmJN30iB/fM4qfrvlVRgiHLzO38Ujx3Zy88wVhA2dTe315Ci2uG0F8OGZp/at6U90RmWgpZQ3J9heD1ze7/WTQEwI1mRGVSdugfaxxtLOPJZ25hkP7RIlJKl0RtcwczU7v1n1Hj635Wnebq8jngtVS7CH/9ryJH49ggD+dmw7pxdN5fmmQ3SEo7Wr7z+8idXFU/nMwnOp6D12stgT6NAU9PKxdx7lq0vO57zyWX39LXbmUKg7ERL8RoRAnOIWneEA69uO8cM9r3PU14kQAruiEuoX+5yr2vnKkvNZO8ZT+JmEleozTXR1jSzOz+IklnbmsbQzz3ho977qJRRoA0e2JXYXH5q5ou+1W7Pzs5VX88fV15Ojxh9p+ns9xSVwxNfJw8d39xnn6P4wL7cc4ZZ1D/Lk8b1J9W1d61Fue/thjvk8cT1/IVr44/5DGwE46uvkzo2P4/f10BkO0BEJIOP4BxfYHFw5ZT4/3PM6h30d6Egi0iBk6BTYHKwoqOScshn89NQrJ5VxBivVZ9ooKytLdxeyFks781jamWc8tDunfCb/Pi/AQ3U78IQDFNld3Dx9BYsLKmLaLiwo5+zS6TzbdGDY4+oJwpXawn6+vutFHqvfzdqK2TQHvKytmM3CQWvdh70dfGPnS7QEfcOe67i/C0NKfnFgPfX+biLi5Ppy0NBREAOKW4QNg1dbjnDU1xnbb0PyhcXnMSs3OxONjBbLQKeJ9vZ2cnKyp6pKJmFpZx5LO/OMl3bvnraQd09bmFTb+XklSRnoodClZGNHPRs7orHKD9Xt5OyyGXxjyVqEEEgp+em+N5MyzhA1qr88sJ7jPdEZh0VqHs39amMPrjzVo4d5qmEfihDog6KKFBH1bJ+sTN5PnmZSFd42GbG0M4+lnXkyUbtjI0yJmQzdkRAvNR3i9ZZajvd0cevbD/Fm69Gk3+/VQ9x/eBMHeh3ZtIQT4icJ6BGmu4titte4C2LqS08mrBF0mrCmGs1jaWceSzvzZKJ2V1Ut4PHje5Kuh5wsASPCd3a/gi8SosdERS6AsDQQwCa9c9i2BXYnX1p0Ht/Y+RLH/R4Eghp3Id9aeqGpc08ULAOdJpqampg+fXq6u5GVWNqZx9LOPJmo3fKiKZxRWs2brUdTbKJJekr7BArEeJVL4GJXFU8E6xOWg8zXHLxn2iLm5ZfywJrrOeLrQBXKpB45n8Ay0GniROo3i5FjaWceSzvzZKp2/73iCl5vOcIDR7bgUDVWF0/j14c2DBj55qg2bELpy14G0eQnJ0a5IzXuGoJI77tUBAvzy+kI+zk+aMpdAPPKqljj13ihOTaRSbnDzX/NP4sLK+dE2wvBzEnqEBYPy0BbWFhYZDFCCM4pn8k55TP7tgWlztMN++kKByi0ubh66gLOKK3htwc30BUJMi+vlBtrlrGhvQ67orG1s4E3247REwnRFQ4QSFB7GWCGu5BPzz+bx47vxkByzdRFnFFaw9d3vEiDv2vAKLomp5BVxVNZ4Z7Fvu5WjvlPJmKZk1vMr06/hgKTCVMmAynLxZ0KJlMu7tra2oybLssWLO3MY2lnnmzTLmIYdIUDFNidqEl4QuvSIKTrfGbr07zVdixmvwJMdxfx6QVns7qkOmZ/2ND57q5X2NLZQNDQmeLM43MLzsHe4WP69Om0Bn38+uA7NAW8THcX8dFZp5nOZjaRGCoXtzWCThMVFbFxjRbJYWlnHks782SbdpqiUDxM3eX+qELBpSl8fPbpHPZ2DChpWe0q4DMLzmFVyTQ0Jb6xtykqX11yAbo0iBhGX03ngD26NFDqcPPFReeZ/0CTECvMKk20tAydDN4iMZZ25rG0M89k0W5pYSU/O+1KLq6Yw6riadxQvYQ/rLmOM8tqEhrn/qhC6TPOMHl0GwusEXSaGFyWzSJ5LO3MY2lnnsmk3czcYr6z/OKUHGsy6ZZqrBF0mhiuULdFYiztzGNpZx5LO3NYupnHMtBpwpr2MY+lnXks7cxjaWcOSzfzWAY6TeTn56e7C1mLpZ15LO3MY2lnDks381gGOk3oeuI4Q4uhsbQzj6WdeSztzGHpZh7LQKcJn29kafQsTmJpZx5LO/NY2pnD0s08loFOE5WVlenuQtZiaWceSzvzWNqZw9LNPJaBThONjY3p7kLWYmlnHks781jamcPSzTyWgU4Tjz76aLq7kLVY2pnH0s48lnbmsHQzj2Wg08TDDz+c7i5kLZZ25rG0M4+lnTks3cxjGeg0EYlE0t2FrMXSzjyWduaxtDOHpZt5Mqqa1QsvvNAC1Ka7H+NBe3t7aXFxcWu6+5GNWNqZx9LOPJZ25rB0G5bpa9euLYu3I6MMtIWFhYWFhUUUa4rbwsLCwsIiA7EMtIWFhYWFRQZiGeg0IoS4WwhxXAixpfff5enuUyYjhLhUCLFXCHFACPH5dPcnmxBCHBFCbO+9zjakuz+ZjBDifiFEsxBiR79txUKI54QQ+3v/L0pnHzOVBNpZv3MmsQx0+rlXSnlK778n092ZTEUIoQI/By4DFgE3CiEWpbdXWcf5vdfZynR3JMP5A3DpoG2fB16QUs4FXuh9bRHLH4jVDqzfOVNYBtoiW1gFHJBSHpJShoC/Au9Oc58sJiBSyleB9kGb3w38sffvPwLXjGefsoUE2lmYxDLQ6eeTQohtvVND1rRZYqYCx/q9ruvdZpEcEnhWCLFRCPGxdHcmC6mQUjYA9P5fnub+ZBvW75wJLAM9xgghnhdC7Ijz793AfcBs4BSgAfhROvua4Yg426wYweQ5S0p5KtElgjuFEOemu0MWkwbrd84kWro7MNGRUl6YTDshxG+Af45xd7KZOqC63+tpQH2a+pJ1SCnre/9vFkI8QnTJ4NX09iqraBJCTJFSNgghpgDN6e5QtiClbDrxt/U7NzKsEXQa6b3RT/AeYEeitha8A8wVQswUQtiB9wOPp7lPWYEQwi2EyDvxN3Ax1rU2Uh4HPtT794eAx9LYl6zC+p0zjzWCTi8/EEKcQnSq9gjw8bT2JoORUkaEEJ8EngFU4H4p5c40dytbqAAeEUJA9J7/s5Ty6fR2KXMRQvwFOA8oFULUAV8Dvgf8XQhxG3AUeG/6epi5JNDuPOt3zhxWqk8LCwsLC4sMxJritrCwsLCwyEAsA21hYWFhYZGBWAbawsLCwsIiA7EMtIWFhYWFRQZiGWgLCwsLC4sMxDLQFhYWFhYWGYhloC0sLCwsLDIQy0BbWFhYWFhkIP8fP0z/yPHFp2oAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -992,17 +1839,17 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 40, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T17:18:37.581268Z", - "start_time": "2020-12-02T17:18:37.449324Z" + "end_time": "2020-12-14T17:14:36.891644Z", + "start_time": "2020-12-14T17:14:36.742683Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -1075,17 +1922,17 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 41, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T17:42:07.885883Z", - "start_time": "2020-12-02T17:42:07.739086Z" + "end_time": "2020-12-14T17:14:37.816876Z", + "start_time": "2020-12-14T17:14:37.651946Z" } }, "outputs": [ { "data": { - "image/png": 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2vqEscR8naSXFfLtvLyoBBo2W0npLuYEaDV1Dw9yui4yMbKEetiyRBgOfzzibFelHSSkpZnKXJJI83P9xtdFBZdcSKLLzHUV2vqPIzjcUBX0cfLprB1/u2UVRtWNZO0CtRgUuYUD7REQyNDrG7dqysjJnAPWOhlql4owuSZyB/1yr6tKRZXeiUWTnO4rsfEeRnW8oCtpHSqur+fHAPqdyBqiy2QjV6YkLCsJut9MzPIL7R431GAL0ZE5gXmY2U1RlIj4o2LkU3hxOZtkdL4rsfEeRne8osvMNRUH7yKacLLI8GH9Z7XaePPV0ejYS2u5k9Au02u08tXYVm3OyKbeYiTYEcknf/pzfu3kZzE5G2fkLRXa+o8jOdxTZ+YZiJOYjcYFGAjXu0cMCtdomBS85Gf0C39y6ifkpyWRVlFNmNnO4pJh3t28hubh5BiQno+z8hSI731Fk5zuK7HxDUdA+0i8yil4eZsn9I6OIbIJLwcnodrAxOwtbvSAmhVVVfLmnedlHT0bZ+QtFdr6jyM53FNn5hrLE7SNCCF4+YwpPr11NcnERKiEYEBnFg2PGNel6nU53gnvY9rB7CWJSbbM1q56TUXb+QpGd7yiy8x1Fdr6hKOjjIEwfwEsTJ/t0bUlJCWFhYf7tUBunV0QEB+otZxu1Ws7r1btZ9ZyMsvMXiuw8Y7Pa+PW1BexeuR+1RsXEy05l3JxRAEgp2b1qPzl52fQd1JdOvbzvp9qsNpZ+uZrtS3dhDDNy3t0ziOvm7sVxsqGMO99QFHQrERUV1dpdaHHuH3UqWeUV7C8soMJqIdpgYGpSN0bGJTSrnpNRdv5CkZ1nXr72PTYv3I7d5tiC2b8xmYyD2Zx92zSev/QNDm9PIyg6EHP57wyfNphb37jazTtDSskLl73JzuX7sFkdq0I7/tnDLa9dxZBJA1r8ntoSyrjzDUVBtxIlJSUYjcbW7kaLYtRqeX/aDHbl55FWWsLo+E5EBwY2u56TUXb+QpGdO2m709mz5oBTOQNUlVez+ueN5B4pYO/agwD0GdidHX/tY80vGzll2kDGzB7hUs+WhTvYs+aAUzkDFGQW8eOLf570CloZd76hGIm1EhaLpbW70CoIIRgUHcOsHr18Us5w8srOHyiyc2f/hmQqit3D9JYXlpOyLc352RCsB8BcZWHVTxvdym9auAOzyV2+RTklfuxt+0QZd76hKOhWQvEL9B1Fdr6jyM6dPqN6YAxzf1kMighCH3jMuGnX3wecf+sC3F0suw5IRKV2D0oUGOI/C2ZLtYUDG5PJPJTjtzpbAmXc+YayxN1KZGdnk5R0YkJh+ot9Bflszc2hf2QUfx4+xPa8XGx2Oz3CwnhozGmE6vXOsla7nTKzmVC9HpWHyGn+pD3Irq2iyM6dpAGJ9Bvbiy1/73AucwcE6Rk3ZyRqjZq03elYqq0MnNab9d9uJyQqmLPnTnOr54wrTmPR5ys5sjvdecwQHMD4C0f7pZ8rvl/Hzy/PIyc1jwCjnqQBidzz2a0Ehbf9pWNl3PmGoqBbibr7MeuzMvjt0EF0KjVXDRhI97CGo5CdaKx2O/cvX8rm3GzKzGbUQrj4L6eWlpBvMvHR9LMQQvDBjq0sTE2hpLoKvUrNtK7duOOUkR5DnPoDZS/LdxTZeeY/n97Cb68vZNeKfai1Ks64bBynnjcSKSWl+WVsXbyLyqIquvTvxIybJtNtcBe3OnQBWh7+8V988sC3ZKfkojfoGH/RGKZeffpx968kr5Rvnv6FggyHF0RFcSV7Vh/grds/4f6vbj/u+k80yrjzDUVBtxJqtRqAlzau4/dDB6mwOvZoVmce5bahwzmvV59W69uXe3axIv2IM+lH/eAiAAeLCtmRl0tqaQmf795JpdXqPPfZnl2szEjn/WkzCA/wf4CCWtkpNB9Fdp5Ra9TM+fdM5vx7pstxIQTXPncJlz9mITs9m8RunVCpve8MhsWEcPdHN/m9f4s/W+FUznU5ujcTq8WKRtu2v8qVcecbyh50K1FaWkpORQWL0lKcyhkckbW+2bsbq5egHi3BhuxMGmu90molo7yceYeTXZRzLYdLinl8zapG29pbkM9dS//m6nm/c9fSv9lfkN/oNaWlpY2WUfCMIrtj2G1Nf8Z0AVqk1t6gcm4VPLw8t0WUcecbbfu1qwMTHR3Nosx08k0mt3N5pkqyysvpHBLSCj0DtWj8SyhCr2dx2mH2FOR5LZNSUoxdSq970oeKCrln2RKyKyuOHSsu4o1J0xpc5o+Ojm60fwqeUWQHv722gFU/baCitJKwmFDO+9cMRs4c6rV8aX4ZWYdziegc2nKdrMfkq05n8ecr3WbRif06tfnZMyjjzlfa2OvgyUNhYSFJIaEeE24E6XRNSrhxopjTqw9BWtd+1VWxwVodVgnL0496nD3X0pix2Ps7trkoZ4Dsigre37GtwesKCwsbPK/gnZNddos+W8HPL/9F2u508o8WcmhzCh/e+xXpB7Pcykopee/uL7h/0tM8dvaLfP3CT7xy3buYytxfqk80YTEhXPLQuST0jEWlUWEMDaTfqb2Y++Y1Ld4XXzjZx52vtP1Xrw6KlJIh0TH0iYhga+4xlwm1EAyPiSeoFWPXntEliZSSwcw7fIji6mpC9XrGJiRgl46c1+XV1Sw5mtZoPX0jIhtU0sV1cmnXpajK8/FaZDtZ1muLnOyyW/nDOkzl1S7HirJL+PWV+dz+9nUux+e9v5Tl367BanYEHqk2VbPpt13sXn2AaddN5KL7Z7dYvwEmXDyWU88dQfK2NILDjXTqHd+i7R8PJ/u48xVFQbcS0dHRCCF49Yyp/HfDWg4WFaJWqRgZF8/tw0Y0XsEJ5rpBQ7hywCAKTSYiAgLQ1jHyuGvp3x6vUQuBVqUiSKujT0Qkj4w9rcE24o1BHo93CvJ8vBZlucx3TnbZeQokAlBZ6jortlRbWPPzRqdyBti/IgWA0vxy5r27hH5jejFoQr8T11kPaPVa+o7u2aJt+oOTfdz5iqKgW4mcnBySkpII0ul48rQJrd0dj2hVKmI9uEckhYSyKiPd7fi4hERuGzacUL2emMDG3SpuHzaCXfl5pJYei7TULSSUuY28oNTKTqH5nOyy69QrjsPbXFd/1Bo1QycPdH7+/c2FLP1yFdmHXe0r+k/qyfpvtwMOhf73J8sZNKEflmoLa3/bTGl+GePmjCQ8LqzJ/cnPKOSbp34hP6OQ4IggLrz/bJL6J/p+g22Uk33c+YqioFuJoEZmif6muLqKp9euJqWkGLVKxbDoWO4ZOdplZtxUbhg0lPVZmRyqk5kqISiIO04Z0Swf7ujAQD6cPpMPdmwjo7yMxKAQbhg8tNH991rZWWw2JKBTXDiaTEuPu7bGNc9eTPqBLI7szsBmtaEP1NF/XG8mX+lY7dm9aj+/vDLfY+jP3OQCl8/SbidtTzqv3fABmYeysdskf769iBk3TuKcu85stC/FOSU8dd4rZCUf2+I6vC2N+768ja6D3P2s2zMn+7jzFUVBnwRIKfnX0kXszD82IzhcXES5xcwz4yc2u74QvZ73ps3g/e1bSSstJcpg4ObBw0gIDm52XeEBBu4bNbZZ15isVv71zyL2FeRTajajVanoHxnFbcOGMyhKSe2n4J3giCCeWfh/rPxhPSnbj3DKtEEMmTTAGVRnwYf/eFTO9Qkw6pl46Tjev/tL0vcfMzArzCpm3gdLGX/RGCLiwxqs4/v//uGinAHy0wv57rnfuf/rth98ROHEoyjoVqK8vJzIyMgWaWtLTjYHi1zdMySwLS+HMnM1wTq95wsbIEwf0GzF6i9+37OLlelHnZ+rbTY2ZGeRunwp/5swmf5Ryn6XN1py3LVVNFoNZ1w2jjMuG+d2zmbx7JUQEKQncWAcKRvTiewUzqAJ/fj9zYUc2pLiVrYoq5iVP6zjnDsbnkXnHSnweLy0oLwJd9G+UMadbyhuVq1EbGwsACaLhS/27OTxNStZcfTICbF2TC8vo8rm/sVTYDJxuLjY7+2dSDLLy1ha6DmYSW5lJe/v3NayHWpn1I67lsRcZWH5d2uZ994SSvPLWrz95jD23JFoPSTCmHT5aZx3yywe+uEunlv0ICk7jrBv3SGk3f15FSpBcGTjS7pVFdUej6s1JzaWfWvQGuOuI6Ao6FYiLy+PrPIyrpr/B69t3sgfyQf5v5X/cPc/i7D5OYrYqQmJRBvcs/VY7HYeWb2cg0Xtx0ex1Gymr957+NDSas9fegoO8vK8B5Y5ESRvS+W+iU/x9u2f8umD3/F/k55hwYf/tGgfmsNpF4xi3JyRhEY7tmsCQwMZMmkAlz06B6m3MWTSAFJ3pZN5MNtrHfHdYzltzqhG2/IWyUxnaP6KVlunpcddR6HJS9xCiI+BWUCulHJgzbEI4DugK5AKXCSldAsYK4Q4E3gNUAMfSimfP+6et3OEELy4cR2HS4qdx6ptNtZlZbIwNYWZ3Xv4ra3owEDO7tGTr/buptpmczmXUV7OG1s38fok9+w8bZGeYeEE6txnOLV4ehFROMaJSmDijY/u/cZFmeVnFPL7GwsZN2ckwRENzzKLc0r45plfyTtSQHBkEBf939l06nVifX+FENz2xjXkpuWzd+1BuvTv5EyMUSu7kvxSLNWel8LVGhVdByWiM/gex0Cr63g7jy097joKzZlBfwrU31T5P2CJlLIXsKTmswtCCDXwFjAD6A9cKoTo71NvOxARERFklLvvNVnsdpY3IQhIc5k7bAQDvezN5lc2bhTTVtCoVIzp0ZM4D25cnYODuX3Y8FboVfshIiKixdoqzikhL919nzU/vZB1v28GHAaMWxbt5LWbPuDDe78mv6Z8aUEZT5z7P/75ajW7Vu5j7a+beObC10jdeRQpJfvWHeS31xZwYNNhn/ompcRsMnvdUopJimLCJWNdslbVym749MFEd/G8n2qz2tny9062LNrZaB+6e8iIpdGpGww72l5pyXHXkWjyq5qUcoUQomu9w+cAE2v+/gxYBtxfr8wo4JCU8jCAEOLbmuv2NL+7HYe8vDwMGs/ijzD4PwMUQJ/wSDbnuC/NtWbUMl/oodHx9axz+W7fHtZmphOg0ZAYFMxNQ04hOlCZQTdEXl5ei/mj6gxaj3Gi1Rq1c/b8zh2fsfb3TVRXmAHYvGA7N7x0GduX7iHjgOtYzT9ayDfP/IrNauPgpsOYyqowhBjoN6Yn93x+q7OtPWsOsPSLVeiNes6eO5W4bq6W/Ys+XcGiT5dTVlhOULiRqVefzrTrJjZ6P7WyCwozMuu2qfz22gIKs4rdylVVVPPP16s5ZeqgBuu74onzST+QSfLWNKoqqgkKNzJ4Yn8mXnZqg9eZTWbSD2QRER9OWEzrxOtvLi057joSx7uWEiulzAKQUmYJITz5uHQCjtb5nA54zGCem5vL9ddfj0ajwWazMWfOHObOnUt2djZGoxG1Wk1paSnR0dEUFhYipSQ6OpqcnBynn115eTmxsbHk5eUhhCAiIoK8vDxCQkKw2WxUVFQQFxdHdnY2Wq2W0NBQ8vPzCQ0NxWw2YzKZnOd1Oh3BwcEUFBQQHh6OyWSiqqrKeT4gIACDwUBRURGRkZGUlZVhNpud5w0GAzqdjpKSEqKioigpKcFisRAXF0dVVRXnxieiqqomXqNlS0UpAwxBhOt1XNGrD2lpaX6/p1kRUZRGx7KtpJiBgUHsM1XQLdDIOfGJVFdXH/c91f0/lZSWkoOkrKSEpOAQOsfH++3/ZLfbKc7O5uq+/ZkeFnHs/5SXR6mf/08dbewZDAbS0tJa7J7GXzuCRW+vZOC03lQUVZJzqIChM/rR57Tu7NmyF1uAGY1ezdCzh1CaW05RZinbN+6kosLEwOm9MIYHsuvvAwyc1puizFJM1RWEdgomMCKAXqd3xRCsZ/eigyz5eTnDJw9h6ReryTqaze7VB+k2IpEf3vqVYeOG0PmUOIKCgkjdcYR9u/ZRkFNIn9O7YbPYmffRIkK6BdJnaK8G70mtVpObm4vJZGLSVePofmon/nxzCYc3H6H7yM6kbcskPCGEkJggDGo9aWlpDf+f8rK59YOryDqQQ15OPkm9kjBGBXD06FGvY2/1n+s5tDWFHfP3MfDMPhj0AZw9dxqVpso2Pfaqqqqc3zEd6Xnyx3dEQ4jmWA3XzKD/rLMHXSylDKtzvkhKGV7vmguB6VLKG2o+XwmMklLeUb/+tWvXyr59+za5P+2Z/Px8oqKi+GzXDhamHqbCYiE6MJC5w0YwLObEWTweKS3h9S2byKmswKjVcmW/gYxL7OzXNnIrKvj3ssUcLimm2mYj3mjkoj79uWpAwzOKplIrO4Xm09KyM5VV8catH5G66yg2i43ozpHc+PIVJPVP5IcX/uCH//7hdk1EfBjDpgxkyRfu6UqDwo2UF1W4HR80sR+3vn41D059luIc19SGSQMSeWHZw6hUKp6/9A22/O2+/BwSFcTLa54gJNK7L78n2X3z9C/8/sbf2KzHbDuCIow88O0d9Bre3WtdvnB4exrPXPgaZXXcsIRKcOYNZ3Dtc5f4tS1/ozyz3tmyZcvmyZMnewyfeLwz6BwhRHzN7DkeyPVQJh2oqwESgczjbLfdU1FRQVRUFFcPHMzVAwe3WLtdQkJ5aeLkE9rGk2tXsbfw2N5jVkUFX+7ZxdSkbsT7IaJQrewUmk9Ly84QHMB9X87FVFaF1WJ1MQzr1CcOtU6NzexquBhg1HPR/81m77pDLgZmAUY91VVmj+1odBq2/L3TTTkDZKfkUZBRRHTnSMwmz9eX5pfzv2ve5Yk/7nU7Z7c79pXT048SGhjO+AtHO5fTL37gHIqyS9i1ah8VxZWEx4Ux5arxflfOAPPeW+KinAGkXbJv3SG/t+VvlGfWN45XQf8OXA08X/P7Nw9lNgK9hBDdgAzgEuCy42y33RMXF9faXfCZapuV7/fvZWdeHonBwVw9YDCheodriNVuJ61ObO1aCqpM/HRwn18SgbRn2bU2rSU7Q7B7+NYew7oS2yWKzEPHomlp9GqGThlEeFwYj/7yb755+hfyjhaQeSiH4hz3cQVgDDEw/ZoJaA1ahID6i4KWaovTirjXiO7sWrnfYz1H9mSQeTCbhF7HZGS1WHn+kjfYt/4QWoOGqlIzCz9axsM//ougcCNmk5leI7oR2y2a/qf2pucpXakoMbFv/SESe8cTFN54TPqm4s0tqz1kilKeWd9ojpvVNzgMwqKEEOnAYzgU8/dCiOuBI8CFNWUTcLhTzZRSWoUQtwMLcbhZfSyl3O3f22h/ZGdnt0ujCZPVyq2L5rMrP4/ar4XlR4/wxuRpJAQFoxICtcqzc0CgF6O45tJeZdcWaAuyqyqv4pXr3+fw9jQqS00EGPUEhhgIjQnllKkDufD+swHHUvfct64l90g+D0591q0eIQRx3WOYfNVpnDJ9MPnphQi1Cml1VWR2m50dy/cw6fLTOP+eWWxbspuUHUc89quszvK52WTmv1e+zY5lewEYdk5/1n+7ncPb0vj80R+YcNEY3vv3l2QfdiwcRnYKJyI+jJyUPMqKK4iMD2P02cO5+umL/CK3addNZMuiXVSWuHpdxHRt+5Hz2sK4a480x4r7Ui+n3NZLpZSZwMw6n+cB85rduw6MVuvdl7ct88XunS4xvQFSS0t4dfMG/jthMioh6B8ZxdEy16XGBGMQc3r7x76gvcquLdAWZPf+f75k6+Jdzs+WaiuGYAP3fn4LUYnu7kv56YWew1+q4JbXr6K8qILHz36JssJyVCqB2zxTwA///YMfXviDmC5RXProebx7x2duFtix3WLoPsTh+mS1WHn6glddlo9NZceC4OxasY/1f2zBVHYsd3lBRhEFGcfCQOSnF/H3x8vpObwr485rPHBJY/Qd3ZPh0wey6seNLhHMUnccoTCruNHY361JWxh37RElklgrERoa2tpd8Ik9BZ7DbGZXHJt5PDJmHBMSuxATGEiITkevsHDuGzWWMH3DWaqaSnuVXVugLciufrpHgKLsYv56d4nH8rFJUR6Dd8R0iaKsoIL37/6CPWsOcHRfpkv+ZicSCtIdynPv2oO8dsMHTLtuAlGJxyxooxIjOP8/M7FZbPz62gIeO+tFDmxMdqkmY1edgCvphS7K2RuWagvLv1vXaLmmUpJX7hZeNDctnx9f/NNvbZwI2sK4a490vJA17YT8/HyMHnIt+xspJV/s2cWqjKPYpWR0fALXDRzidRm6Mbz5aAfWeUM2aLW8fMYUiqurKDOb6VSz9O0vWkp2HZG2IDtvW6Z2q+c91q+e/Nlj5K7Bp/fl74+XUZLnHt9bH6jDEGygJK/UTaFVFFeSvDWN55c8xOLPVwIw5arx2O2Sh858gaN7Mzz2o+fYJArSihu4M89Ue4m57QsVJZ6DCnnyx25LtIVx1x5RFHQr0VJvlM+sW82fhw9hqYnvvSMvl8PFxTx3+hk+1Xfj4KFsyMokq+LYkmO4PoDL+g1wKxumD/DbrLkuytu477QF2SX17+SWZjEsJoQzb5rksXzabs8Ks7rKgqnc8yy27+ieXP74+fzfpKfx9D5waGsKwZFBzPm3cyeO12/+0KtyBkjf5T3+dkM0FrCkOUTEhZHs4XiX/p381saJoC2Mu/aIoqBbCbPZs7tHQ6zPyuSjndvIKi+n3GIm2hBI/8ho7ho+kvAAd0VYXF3F2swMp3IGsEnJ5pxssirKiTc23+Up3hjEixMm8dbWTeSbTATr9Fzarz+nJx5fgvk1Gel8tHMbhVVVBOt0XNC7L7N79vZY1hfZKThoC7K7+bWrKC0oJ3XXUSpLTcR2jebMG88gvrvnXN4qtefVF41OQ3TnCA56CPfZfVhXFry/FLvN83S9KLuEd+74jNvevMZ5LG2Pd+UMYIzwHqVOpVGh0Wrc3LhCooI4+3b/xbm//LHzObI3g5yUY3Yg3QZ15ty7Gk5t2dq0hXHXHlEUdCthMpmaVX53fh6Prl5BvunYElep2UxySTH7iwr4+MxZbqFDM8rKKKxyb6egykRqcbFPChqgX2QUb07x/IWwryCfnw/uJywggEv79ic8oPGwpclFhTy5dhV5de4tffMGgnU6zujS1a18c2WncIy2IDtjaCCP/3EPR/dlUphVTO8R3T26YdXSZ1RP0nanU3cqHBYTwtlzpxFg1JG2O/1YWFDhcN8aPnUQz136hvdOSNi2ZBd5RwuI7hxJYWaR0xrbG+EJnsNqGsMCGXX2MLIO5JC2Jx1LtRWhEsT3iOFfH9yIysftJE8k9Izl0V/u5vWbPyI7JY/Q6BBue/taAkNcnzOzycwnD35H8tZUhBD0Htmdq5++CE0rJeJoC+OuPaIo6FaiuX6BH+3a7qKc63KwqJAf9u/lyv4D2V2QT4GpkuGx8XQJCSU6MNAtKUeMIZBeJyB4/Sub1vN78kFKa96W5x9O5pGxpzEqPqHB6z7etcNFOQOUmM18v3+vRwWt+FT6TluSXee+CXTu2/DYALjmmYsoKyrnwIZkKktNRCSEM/OmyXSq8Vd+av79/P7GQrKSc+kxrCszb5rE10/9QkVxw0lginNLObDxMNGdI/nxpb+wVFncCwmcLwa7/j7gek4FGo0GaZcs+2qNc69bZ9By6rkjuPWNaxrN4lRZaiIrOYfoLpENRjGrxW6z885dn3Nw02HsNklJbinPX/omd7xzHf1PPbbi9L9r3nWxlE/ZeYTinBL+89mtjbZxImhL4649oSjoVqK5foHlDSwRSRx7y9cu+JPk4iIqrVY6GYO4tN8AJnfpyg8H9mGyOoxsAtRqxid2JsrPaRkzysqYl5LsVM4AmRXlvLl1E08FTuD9nVspNFXRJSSEW4ac4rIkX2bxfG+1fa6P4lPpO+1Rdhqdhrs/vInSgjJK8sqI7x7jMhMMCjNy2SNzXK6JTAhrtN6gcCNdByYC3o2swmJCKC+qxGq2MnBab9Z/u/3YSTtYzVasZtdxajZZ2LP6IJWlJoyh3p+zT/7vW9b8tomK4kpCo4MZNKEft7x2VYMz7rW/bWLf2oMuS/cF6YV899xvziho2YdzObQl1fVCCQc2HqYws4iIhHBamvY47toCioJuJXTNzCCVFBziMRMVgFoIjpSWkFwnt3RGRTmf7t7BZzPOZkBUFH8kJyORTE3qxqzuPY+n6x75OzWFwip3g52M8jJuXTyfnJqUlhuyM9mak82H088ipCb62ODoGFZnpLtdmxTi2bCkubJTOEZrys5us1NRUokxNBCVuvnLviGRwU2aZQJMuXoCiz5b6XXZWqgEfUb3oFNvR37pLv07seXvHW7lKktNCJVAqAQVRU1Py1qYXUTmwWx6jXAN+VmcU8KH933Njn/2UFXHursgo4hVP6wnrnsMc+6eWb86J1sW7fToSlY3ylpeeiFlhe5+42XFFRRmFSNUgh3L9xLfPYZeI7q3SK5m5Zn1DUVBn2CsdjvLjqZxpLSUKUld6VKjdIKDm/ZFU8vcU0awsyCPg0VFbuf6R0ZR4GH5O99k4of9+7jjlBFMSfJ/bOC6JAQHoREqrNLVVabKaqW42tXNJLmkmI92bufuEY7gDVf2H8j6zAx25udhsdtRAT3DI/jX8JEe22qu7BSO0Vqy++udxfzz1WpHiscIIxMuGcvs26f7VJel2sLK79dzZF8GY84+hT6jeyKEQErJ0q9Ws/bXTSAlo2cNY+viXWQczMZmsSGEQBeopVOveAZN6MfFD8x21nnuXWeyfal7hDGz6diyd84h99zW3giNCiG6y7HY0wc2JLPyx/VsnLfN62zdarHxz1dr0Om1DBzfl66D3JPYdOnXyWXZvZbAkGMz9e5DuhDdJZK8I679jeoUwaqfN7Dut80UZhUTEKSn68DO/N83t7tcfyJQnlnfUBT0CSSvspK7lv7N4ZJiLHY7X+/dzdSu3bh/1FgKCgqcKciaQpg+gI+nz+KrvbvYkpNNgclEpMHAwKhorhk4mMv/+t3jdXofZiq+MLlLVz4J2+7yAqECAjQaqmzub/ypdeJ169Ua3pk6gwWpyazPzKRfRCRzevclwEto0ObKTuEYrSG7TQu288OLfzpDVBbllPDzy/OI6xrDqFnDmlRH8rZUvn/+Dwqzi8hJycNsMmO3Sf75ajVDzhjAvz66kU8f/I6lX6zCXLOXvGfNAUbOHAoC0vdlYrdJjCEGTpk6iIv+b7ZL/YEhBh7//R5+fW0+abvS2bv2oJsLV/eRnclLLmxSf2O7RxMWE4KUkjdv/ZhNC3dgKm3cUConJZfPH/mBoLBABozvy90f3eSy2jD9+jNY8d06ju47lm8oMNTAGZcfyyFtDA1k4iVjmff+Uuc+fHCEkUET+7Hs6zVU1vSjqryafesO8cE9X3PX+zc06b58RXlmfUNR0CeQZ9evZn/RsQe6qLqKeYcPcWbX7nQLd90H2pKTxXf79mKVds7s2oMpSV3dlp4CtVpuHOz5C61vRKRbeM14o5EL+/Tz0900jEal4pWJU3hm3RrSy8vQqlQMj40jvayMtVnu7iud6j2sGpWKWd17Mat7r0bbCg9v+T20jkJryO7vT5a7xY+uLDGx6LMVTVLQR/dl8L+r3iU/w105msqq2LRgO9898yv/fL3aqZwBrGYbG+dtd9kjLswq4e9PljHu/FEk9Ixl37qDLP92HdGdIzjzxklc+vB5VFdW868xj7op6LRtTU/CV5JTitVsZfeq/Wz4ayvVlc1zMyovrmTT/O0s/GgZM+r4hwcY9Tz4w5189tAP5KTlERCo44zLT2Pipae6XH/h/bMZcsYAFn68DKESzLhpEvPfW+pUznU5ssd9e8nfKM+sbygK+gRypNQ99V25xcIvB/dza88+hIQ43DY+37WTT3ZvdxpYrc3MYEN2Jg+NGdfkth4dexqVFgv7CguoslqJMxq5aciwJrk5+Yv4oGDenOK6bLkzP5fkkiJyK499QSeFhHLj4KE+t2MymZyyU2gerSG7+kZUjR2vzw/P/+FROdet55dXFzS5jdL8chZ9upyK4ko2/LXVGbJz+XfruPujm+g2uAsxSVEucbXB4WaVvS/PrT5PZKXkcmhLCit+WNds5VyLzWrjyyd+Yvm3a5l6zelMvmo8AJEJEfz7k5sbvb73qB70HtXD+Vkb4Dketlqj9ql/zUF5Zn1DicV9AtGqPQ/8EL2eqhqDKrPNxq/J+12sn6ttNpanHyG7wkOCAC8EarW8PnkaX511Dh+fOYtvZp3LlKRux3cDfmBQVAwvT5zChMQuDIuJ5cyu3Xl78vTjenGo8mCMptA0WkN2fcf0cuyb1kXgojwaoqywovFCXvBmAFVZVsWGedtc4mlnH87ls4e/B+DqZy4iOOrYKk9EfBg9RiTRdVBnEnrF0n9cbyIasBTX6bUEGAOIiPNepilYqiwc3p7Gl0/8xKYF246rrtm3TyMs1tXwUqUWLu5ZJwrlmfUNZQZ9AhkVF8/h4iJsdYIPxxmNXNl/ECE1yjujvIwCD078BSYTW3NzmNGtefs20YGBRAeeWIOP5tIvMoqXz5jidtxss5FbWUF0YCB6ddOHouJT6TutIbs5d8/g4KbD7N+QTFV5FQFBenqP6M4F95zVpOujkyJhtW9tawO0btG9VCrhyETlYbk3/2ghWxft5KVr3j3mFy2g5ynduPhf53HV/Xpn2cpSE89d8joHNiS7xRfv1CeepIGJhMeFsva3zeSm1UkyIxwvDvVjhHsy/qqloriShR8uY8SZQ5t45+7E94jl0ofP5Y+3FlGUVYwhOIB+Y3tx5ZMX+FxnU1GeWd9QFPQJ5K5TRlJltbI+O5Mqq5VoQyC3DDmF6MBA0tLSSEpKIsoQSIhOT7nFNUhCsE5Hj7COu2/zwY6tzE9JpriqilB9AFOSujJ32IgmXav4VPpOa8hOo9Pw4Pd3snfNAfauPUif0b0YcFrvJrv3XPbIHA5tTiF9f5ZLndD4MrnZZEatVSPtdqfvsN0uvRpsqXVqXr3xA9egJRI2/LWVz575ljBDGGfNncp7d31B6s4j2O12Og/oRGWxqaYtDXHdo7nyyQvIOpRDXI8Y7nj3er564ifyMwqRUlKUXeKWGKTLgESGTOzHut+3kJde4FFRV5uOP1zmGZeN4/SLxpCblk9IVHCDftr+RHlmfUNR0CcQtUrFg2PGYbbZqLRaCNXpnV9KATWBOoJ1OkbHJ7gktAAYGBlN73D/R/tqCyw9ksoXu3dRYXV8CZaYzXyzbw+dg0O8xt+uS4CHuON1yTdVcrSslK4hYR5jlJ/MNCY7X1j+3VoWf7qCilIT4bGhXP7YHLoPcf0yFkLQf1wf+o/r0+z6w2JCeOLPe/nppb/ITskjrls0c/4zky8f+4ll36xp9HqbxUMKSi8UZBZirvQQUQzI2JvN8tXrWf79OjcXpr5jenLvF7dRUVLJR/d+zX8vewtztZXoxAiufPICnvzrPsoKy3l4xgses3bZLFbOufNM1v+51essOql/YpPvoyHUGjXxPWL9UldTORHj7mRAUdAtgE6tRldvP9pQJ23jg2PGEWc0siYjA6u0MzDKkQCjo/LrwQNO5VyLyWplfsrhJilog5eUl3YpeWLNStZnZVJgqiTGaGRCYhfuHTmmRYIxtAe8yc5XVv20gc8e+o7ymiAe6fsyefna93jyz3v9GrEqOCKIa569mKzkHHJS88hJyWPPmv1+q78Wb8oZoCizFEu1lQIPBmv7NyTzyIwXqDaZXYzL0koq+eCer3jyz3t57pI3yDqU43YtgM6g5/c3/3ZdCq9Dr+HduPSR87z2LfNQNl8+9hOF2cUEhhiYffs0hk4e6LV8S+PvcXeyoCjoVqKoqMhp1agSghsGD+MGLy5UHY36wUxqsXk5Xp+6sqvL57t3sjD1sHMlIruigl8PHWBgVDQzT0D0tPaIN9n5yqJPlzuVcy25afn88up8rv/vZX5rp7SgjJeueoeDm1KwWW0N7teeKJKGJpC9L89jhixpl2R6Ub45KXm8e9fnpO486vG8LkDLqBlDSD+Y5fF8eFwoT867z6u1dXFOCc9d8oZLhqujezO57c1rGDalcSUtpWTrop0s+3YtWr2WWbdOodvg48tOVx9/j7uTBcWKu5WIjIxs7S60GmMTOqGpN6NVAafENM2QxJvs1mSmu2wTgMMifn6KezrCkxV/j7uq8mqPx4uySzwe95U3b/2EfesOOZQznFjl7GWx5fBGh4IVquavxmz7Z7fH41q9hlm3T2POPWcxcuZQj65QSQMSG3SF+ul/81yUM0BJXilv3voRb9/xKTlpDbuGfXTfN7x6wwes+20zK79fxzMXvsbfnyxr/Kaawcn8fXc8KAq6lSgrK2vtLrQoJdXVvL1tMw+vWk6CMZgJnbsQqnNYxIbodJyW2Jnrm+gb3XzZtfBUqw3j73EX2cl9GVuoBP3GNh5wpinYrDb+emcRu1bt80t9dTEE6RsvVIfYnpHoArSoNc3/2pRe8lL3HtmDSx44ByEEY2YPZ/DEfujqKOmEnrFc88zFzs92m53t/+xm7a8bnS5iBZmefcTLCitY9vUanpj9Pw5uTvFYJj+9gPV/bnGJC16aX8bCD5dhtTTNT70pnGzfd/5CWeJuJU6mBOYHCgu4b8U/zkhnS4+kMjahE+9Pm8GOvFwGREbTpxlv2N5kd2pCIttzc12W0PVqNWd2a5q/7clAU8ad3W6noriSwBBDo0EskgYmsnnhDheXobCYEKZdN+G4+yql5L9XvM2Of3Zj82BY1RiG4AAXP+e6RHeOpFOfeLbVScl4rGHP9RnDA10ilTWEUHlwo6qHWqNm9h3TnJ9VKhX3fnEbm+ZvZ8OfW4nvEcOMmyY542RnJefw8nXvkXkwG0u1lZiuUcy5eybdBndh0/zt3pohP72Qb5/5lUd+vtvt3I5leynJdQ+oVJhdTH56IXHdYpp0v41xMn3f+RNFQbcSJ5Nf4MubN7iEIa222VibmcE5PXozp3ffZtfnTXZXDRhESkkRG7KyyK9jJDZTUdBOGht3S75YyYIP/6E0v4zA0EDGnjOci+6f7bGs1Wxl3W+b3RWRhLKC8uMyEisvquC5S97g4ObDTV4AESqBVqchODKI+O6xhEQFseaXTR7L9h7VHUNQ8yyL3fJBe+0HRHQKo+Coe2KbutisNlL3ZDBsyiDnMZVKxaizhjHqLFd7FLvNzrMXvUZO6jEjstzUfH566U+e/Os+tvy9g+StaV7bKs71vOWQ2DeBgKAAquqFNTWGBhIa5b8945Pp+86fKEvcrUR2tufUkR2RnAr3SFDVNhuL0zwvuzWGN9mphOCJcRP44qzZvD99Jl/OPIf7Ro1VLLjr0NC4O7Axma+f+oW0XekUZZeQsT+LP95axKJPV3gsn5Oa53GvuSinhN3HaWH94lVvc3BT05UzOAy1pJRc8cQFPPrrv7ni8fOJ7uy+MtO5fydufOkKzv3XDMLjw5pc/8Bp9TwMvAyriPgIBk8Y0KQ6F76/tEnlXrjsTRflXEve0UI2zt/GY7/dw4X3n01cD88zXm/+zr2Gd6P7EFeDMI1WzaDT+2II9p9r1Mn0fedPFAXdSpxMbgeBWs8xgDv5mIKuMdlFGQIZFhPXLn2gSwvK+OmlP/ny8R/JPeLZ5eZ4aEh2f7y9iLIC1/Cy1RXVrPppg8fy4XGhHr/4A0MMJPZK8LmPGQeyOLLbPcFKU7BUW1nymeOFIioxkrs/vpmBE/oS3zOGTn3iufKJ8/nfyscIDDGwb90hNBo1oonfgkWZrkvBAYGe97CjEiO48L5ZBIY0/ow35f3jwMZk9q0/5PW8PlBPgFHP2XOnced715PQy3W2GhwZxJk3nuHxWiEE//f17Zxx+Ti6De5Cz1O6MvuO6dz48hVN6FnTOZm+7/yJssTdSpxMCcwnd+lKakkJVbZjRiddgkO4rF/TZhn16aiy27xwOx//37fOIBgrvlvHWbdO4Zw7z/RbGw3JzuJlf9VWz1goNy2ftb9vJq5rNAPG9WHlj+uPWVcD3Ycm0W2I7246ZYXlbpmkmsO+jcms/mkD484fRW5aHpXFlRTXZJf65dUFbFu6h1PPG8G3z/7mcf+1LnX3kisKXd3JAkMMLsZVtexff4gnzvkfZ94wkQUfLaOyxHuaybozfLvdzqb52zm0JZUhZ/Sn/zhHtLXtS/d43UuP7RrF2HOG8/kjP7Bx/jbKCisICgukU594Aox6DEEBzLhpEiNnDPXah4CgAG59/eqGxHDcdNRn9kSjKOhWoqSkhLCwsNbuRotw7cDBqIRgcVoKlVYr8UYj/xkxmmBd86xoa+mIsrPb7XzzzG8uEaqKc0tZ+NEyJl85nqBwo1/aaUh2wyYPZPvSPS7KFqDrIIeyzU3L59tnfmXH8j2U5pej0alJ7JPAlGvGk7wlDZvNRvchSVzzzEU+96+ssJzcI/mEx4W6ZZNqKtYqK/PfX0pin3g+efA7FyVsqbayc/ledi7f22g9UYkRVJuqKStwbNEkDowjY9cxX+eqimrUGrWbvMDh+7zky9VMumIcf7612GP9QWGBTK8xpjOVVfHsRa9xeMcRLFUWFny4lH5je3Hfl3PpcUoSOoMWs8n1BUqr13DLa1ez4rt1/P3JMuf5ypJKDMEBzH3rWre97NaiIz6zLYGioFuJqKio1u5CiyGE4JqBg7lm4GC/1NcRZZebmu8xQlV+eiFbl+xk/AVj/NJOQ7Kbeu0Edizfy+5V+6ksNaE36Og2pAvn/etMnjz3fxzeccRlNmg120jdeZSI+DCeXfTAcfft19fms+iTFeQdLUCjU6PRqrHWhOkMjQ7GUm31mM/YEyWFZfz2+sJGZ8jeiO0azTXPXcyCD/5h+1KHD/Ohta5GWI31pSS31BG60wuRnSLYsmgn637fQmF2MclbUp3nqsqr2b50Nws++IcZN0+i+5Ak9q07tsytN+iYfec0BpzWhx9f+tNNeZvKqlj65aoGFfTRfRn8+OKflBVWENc9hksePIeQSN+2nRqjIz6zLYGioFuJkpISjEb/zIpONjqi7AJDDegNOiqKXZdRdQYt4bFhfmunIdmp1A43n4ObD7Pjnz30GNaVIZMG8NJV77BrpXejr6xkzxG0mkNWcg5/vb2YknyHv6zV7FDM8T1iGHf+aKZdO4F96w7y+xsLKcwupryowuHy5GUTNyQiiD1rDza7H0kDE5ly1emMv3A0gSEGcg7nsmPZbqQdOg2MoyCtuFn1iQY2uNN2p5O2O93rebtNsmP5Hs66dQoPfncnXzz+E6k7j1CaX4bVYmPd71tI2XHUa77phlzTDm5O4eVr33WuUuxasY8DG5J54s97T0gCjY74zLYEioJuJSyWpvlTKrjTEWUXEhlM92FdKcza5nI8sU8CA05rfoIJbzRFdr2Gd6fX8O6AwxWoISUCxzJLHQ8LPvzHqZzrIu2SC++b5QzkMWb2cGxWG2qNmvSDWTx21otuhm0arZqKUhOFmc1bIk8amMhjv/2HoLBjimTa9RP58+1F5GcUYQhu/pbMmNmnsK5+uslmoDM49m4DggK48aXLee3mDzm0JRVplxRkFHF0bybBkUFuftdqnZrh072vWH3//O9uWwhH9mTw62vzufzR833qa0N0xGe2JVCsuFsJxS/Qdzqq7O5673pOu2AUcd1jiOkSxdDJA7j/q7l+dRNrruyklLglO66DSi0Y4EOGqlqyU3KZ/8FSinKKPRcQwu3+a4OnJPaKZ/KV4wmNPuavawgO4ObXriLncG6z+qE36nn4x38RFGYkKzmHQ1tSsVqsrPpxg/PFoal+0LX0GdWDWbdO4dbXr6bn8G5o9c17kRECAoOPWT/nHsln3a+b3PzOywrKSewT77RTCIkKZuzs4Q0Giykt8BzZK+PAiXGH6qjP7IlGmUG3EiciP+qyo2n8dGA/FruNIdExXD9oqFsWrY5AR80tqw/Uc+d7NyClRNolKrX/35+bKzuNVkOnPvHk1kuvKFSCyE4RDJ7Qj6vrGYWVF1VQVVFFZKcIry8XUko++M9XbPhrK6X5ZXh7BynKLuaFy97k9neu87j0etkj5zHt2tNZ+cN6dq/aT3FeGT+88EezI4/ZrXbyjhby8nXvcXRvJtWV1YTHhWEqM2GpdlixD5zWm/Xfeo/YVRdDiIGUnUeZO+xBYpKiOPeuM1n3+xY2L2ja9eB4L9q2dDdF2cWEx4Xx2+sLvd5Xr+HdmHnLZA5sSKFL/wR6jeje4ItdcHiQx+MnKg1lR31mTzSKgm4l/L0f8+WeXXywYyvlNUtJm7Kz2Jmfx1uTp3e4QB0dfS9LCIFQn5j/mS+ym/vmtbx45dsc2ZtBVUU1sV2jmX7dRKZeO8ElbrSprIrXb/6Q1J1HHLmQO0dyzTMX0Wd0T3Yu28uKH9YR1SmCs26dwsFNh1n5wzrn/qm3SXp1pZnNC3fw6g3v89AP//JYJioxkiN7MtixfK/PYdct1RZeuvptCjOLncfqL0vnpzV9ydxUx4AsY38Wb932CQBqrbpZ+amLsorZ8Nc2zrh8nNNYzQ0Bw6cP4af/zSN5cwrmKguRncKZ8++ZrPllE1mHc9EFaBl/0RimXn06ABfcexbp+zMpzCp2VpPYJ57z/jWjyX1rDh39mT1RHLeCFkL0Ab6rc6g78KiU8tU6ZSYCvwG1oaN+llI+ebxtt2fUfpzZ2ux2/kg+6FTO4Pie2pmXy+acLEbE+R40oi3iT9mdbPgiu5CoYJ6afz9H9qRTWlBO7xHdnXujdXlz7sdsXrjD+bmsoJy37/iUroO6sHXRTqcyXv3zRmKSorwaN3kibXe6cyZZn7LCckcgj+PMiVJXOXvCUnX8ySNqlbNGp8Fqbrw+rV5DdOcI3rrtY6/72GExoaz7YzNr64Q1Lc4t5ZXrP3BpI213OqYyE7Nvn07fMb24/+vb+fHFP6koriSmaxSXPTLHb+589VGeWd84bgUtpdwPDAUQQqiBDOAXD0VXSilnHW97HYXS0lLCw/2T0L7cYqG42j2QQaXVypbcnA6noP0pu5ON45Fdl/6JXs9VV1Z7zHecfTiPgowi5zIxOEKEFjTTgMtcZcVUVkW4h63MopwSr7Gm/Ul8n2iObM30S11NUc4ACEHq7nSv2ahCY0J4fslDPD77pUbbMJVVseqHDcy+fToA3QZ34d4vbmtex31EeWZ9w99L3JOBZCml96jtCgBER0f7ra4grZYwfQD5Jle/zECNhmExJ2ZPqTXxp+xONk6U7GxWO5Zqz5a6dZVzLU1WUDVExIXy/Qu/k59eiCHYwDl3TmfgeEeilTU/b8RmaX62q+ayf6VvseObg1qjwm6XTkMwS5WF316bD9LzlsdF959NSGRQk1NDVpRUIqVs8W0v5Zn1DX9boVwCfOPl3FghxHYhxHwhhG8xHjsQhYWec7j6glql4uwevQiuE/NaAIOiYxgRG++3dtoK/pTdycaJkt22pbvcfLgBDMHHH4M5LDaEqooq1vyyiQMbD7N96W5eu+lDti7aCcCWmt/+QKPTeE2C0W2E9xUEf2GX0s1K21RWjdnDy09EfBgjZw5Do9MQ17VpaSHDYkNbxSZFeWZ9w28zaCGEDpgNeAoptAVIklKWCyFmAr8Cbhndc3Nzuf7669FoNNhsNubMmcPcuXPJzs7GaDSiVqspLS0lOjqawsJCpJRER0eTk5NDUJDDKrG8vJzY2Fjy8vIQQhAREUFeXh4hISHYbDYqKiqIi4sjOzsbrVZLaGgo+fn5hIaGYjabMZlMzvM6nY7g4GAKCgoIDw/HZDJRVVXlPB8QEIDBYKCoqIjIyEjKysowm83O8waDAZ1OR0lJCVFRUZSUlGCxWIiLi6OoqIiAgAC/3dOFPXrRxWZnW34+mVYLI0NCmdCrN3l5eS12Ty31fyovLyctLa1D3VNLjT273U5aWppf7yk6MppdW/bQb0pPMnZl03NsEum7sgmOMnLaxSP558N1RPUKo6KokpxDBXQf2Zm0bZmEJ4QQEhPErr8PMHBab0pzyynOKqPXqV3J2Z9PeGIISYMTMeWZycnKISIzjIrCShIHxnFobRpbVm8joncIUkhGXzKE/LQiLFVW4vtEs39lCt1GJKLWqti/IoX+k3qSm+ywRI/pEcmepYfoc3o3bBY7KZvS6TO+G1n78+g7ticag4rln6xn4LTemMqqnfdkjDTQ+/RuhCeEOPvclHsqyiwlaWgChzceJbZnJMbwQOf5osxSl3vqMiwBXYDWed7bPWXuzGX6HROwqS2kHTrCGTePodpcRXjXECxVVgpSiuk1rivJG9JQ69REJYWTvi2b2f83mczMzBYfe0VFRURHR3e458kf3xEN6lXZgI9jcxBCnAPMlVJOa0LZVGCElNLF6mHt2rWyb9/m5wduj1RVVRHQDrMttQUU2fnOiZDdgY3JPHb2S27WyWqNmv/75nZK88v4+ZV5ZB7Kcc8dXYeg8ECufPJCJl56qsss73/XvMv6P7a4lU8amMiLyx/llkH3NzsoiTciEsIYffYpzH/PPQ1kcIyRslz31KlNxRAc4EgC0sBXblz3KLIPNxzUJKZLJA/+cBdx3WN4a+4n7Fqxj6KcEiITwknsE8/QyQMZe84IQqODWfLFKrYt2UVQmJFz7ppOp16ts6KmPLPe2bJly+bJkyeP8HTOn3vQl+JleVsIEQfkSCmlEGIUjqX1Ak9lTxZycnIUv0AfUWTnOydCdoEhgegD9VSWuC5xC7Xg7Ts+ozi3BLVa5V05CxgwrjeP/vofj8uv3QZ38aigQ6McAUq6D+niNwVdmFnM0i9XeTzXf1LPJvtB10ejVTv24htQzl2HdCbncF7jlQlBXLcYfn1tAWt+3uRM1lGQUURZYTnjLxxDRE2e62nXTmDatd4DlrQUyjPrG35R0EKIQGAqcHOdY7cASCnfBS4AbhVCWAETcIn019S9nVK75KHQfBTZNY296w7x1zuLMJvMDJrQj5k3Tz4hskvsE0/nvgnsr5ez2GaxUZRdDIDV7tn3NzjCyKzbpnLOXWcihKCqvIrv//sHKduPoDPomHXrFGbePJkNf23l8LZjtqdRiRHMvn0qP/z3D0Ki/HtP1RWe3b9ql8h9wdqY77OAvNR8r2klXYrWvMPsWLrbLZOW2WRh9c8bOP0i/yRX8RfKM+sbflHQUspKILLesXfr/P0m8KY/2lJQUGicJV+s4uunfnbGqd6xbA+7Vu7jprcu93tbBzcdxhhmIDjCiM1mxxBkwGq2UJLnOZxkLUIlOPeuMzm7xu3HZrXx9IWvcWBDsrPMoS0pXPXkhTz263/4+ZW/SNuVTnBkMAPG9eb9f3/pjHCmUqmw20+8JfcJQ0JFA3mj69J1YOeaKHPejL06VmCikxklFncrUV5e3nghBY8osmsYKSULP1zqkkTCbpPsXXuIlL3+9YBc8f06Xrj8LbYs3ElZYQWVpSYSesbQd3TPhi8UjvCU02+Y5Dy05ueNJG9LdSlWVlDOgg//oaqiiunXn8GD39/F7W9fy8KPlrmEH20J5RzTI7LxQseJUHlXrmqtmkET+nHrG1cDMGzKQNRa1wAgeoOO8ReNdrvWbDJTVe4+Oy/OKaHUQ5ISf6M8s76hhPpsJWJjO55/sq8sTkvhyz27KKqqIlSv56I+/ZjVw83I34kiu4YxlVVRWuD+hVhVXkXKunRGnHaKX9qRUjLv3cWuX/ASDmw8zHl3z2DH8r0uS7ZCLUjqn0h050h6jejOzJsmOUOF2m12lny1GpvZfSk4bU869054CoDYpCgueegc8j3kzj7R7Fl6qPFCx4nOoAMpPUZZ6ze2F4/8fLfz89l3TCPjYDY7lu2hOK+UiPgwRs0cxrjzRjrLVJZW8uZtn5C2Ox27zU5ct2hufeMa7DY7b839lJyUXIRKkNAzjjvfu95jpDYpJfvWHyLzQDZDJg8gqlPDlseeUJ5Z31AUdCuRl5dH586dW7sbrc7OvFxe2LCWwirHF3l6eRmvbN5AeICBcZ08+50qsmuYgCA9xrBAlzjLALoALZ2H+S+rkKXa6jFFZHWlmfLiSs68cRKrf9xAfkYhoVHB9B3bizvfu96ZjaqWqooqHpz6PBkHPEfpslZbKa12tFOaX8anD32P3qDjxM/7XOlzejc2/bjrhLZRXVFNQJBna+eCzCL2bzhEn1GO1QmVSsVtb15DcW4pOal5dOoV5xaq89UbPmDbkmMxvAsyinjp6ndBSpfIb0XZJbxy/fs8+dd9LtdXllby/GVvkrrjKFUV1YTFhjD2nBFc+9wlzbov5Zn1DUVBtxIdLYGFr3y2e6dTOddSXF3Nt/v2eFXQiuwaRqVSMf7C0fzyynyXGWz3oUl06u0/NxutXoMxLNAtr7BWr6HX8G6MPWcEs2+fxtF9mcR0jiQiwT3UY35GIQ9OfY7iHC+hOgVuls9Zh3PpM6I7+ektO4tuiWhl4Fjp0AZosVS5BifJOpTDfy9/i4sfPNfFMjssJgRjqIEvHv2RAxsPg3Ckujx77lRSd7mHX03fn+nRoj59fxbZKbnEdTsW9OSj+79h39pjKwfFOaUs+2YNI2cOdUZyawrKM+sbioJuJRpzUD9ZqLR6Dg9Z5eU4KLJrCufeNYOIuDCWfbMWi9lCt0FduOyR87Cr/KdkhBBMvORUfnzxTyrrZG/qNrgLo2c5ltGNoYEN7ke/f/cXXpVzQFAA0m53W+61W2zMvHUKYbGhrP1tM3bb8d+TEAKdQdtgAo+UTenH3U6TkZKgcCPlxRUuLyhlhRX8/fEyRs8ahiEowJm05NUbPmDj/G3Osoe3p5FxIMtjgg+rh9Cr4Ai/Wv/+03ZnuJUzlVWx5IuVzVLQyjPrG4qCbiXy8vIUv0CgX0QU67PclzZ7hHkPrK/IrmmcfvFYTr94rMuxtLQ0v8pu1m1TCY0O4Z+vVmOutpA0IJHLH53T5FzWWYdzvZ7rPrgzlWVVbkk44rrHMHTSAAaN78vuNQcozj7+RBmBIQYqS91Dldalz/huPvtBNxdLtdVjDHOAjANZ3DP+CfSBenqN6M4F957F/g3JrisNEnat3I8+0D3rWExSJCq1iux6PtcxSVF07ueaWEet8fx/1AW419sQyjPrG4qCbiVCQkJauwttghsGD2VrbjZ7CvKx2O2ohaBPRCRzh3kMrAMosjseToTsxl84mvEXulsONwWtzvtXkKm8ihtevIx37vycrOQc7HY7cd1iuPyx89HqtWj1WmK6RPlFQVeUNKycAbL2NyGISAtgs9prXNjKyE3LZ9sSz3HQ7TY7prIqNDo11hrju8hO4Zxzx5mExoTw5WM/kp3qCDkZ3z2Ga5+9GJXKVSEPGt/XYWBmPbZKERoTwtl3NBowEqvZ6lgiX3eIqB7hqK1qbn71So+GaAqeURR0K2GzNT1pe0fGoNHw/rSZLEhNZlN2NkOiY5jVvSfaBvLHKrLznbYmu36n9ibjYLbHPdH8jCJCooJ5cfkjbF28C6vFSq/h3Zj33lL+/mQ5NquVwWf0I3XnUcympueW9hVtQL2vSw/7462BJ+VcF7vNTmzXKAKCAphz90zGnDMcIQSDJ/Znw19bUatVjDxrmNOivi6XPTqHssIKdq/aR2VZFeFxocy6bSqJTQgZ+vYdn7Lqpw0gISBSS/LaI7xw2Zs8u/hBtxcBBc8oCrqVqKioICoqqrW70SbQqFTM6t6LWd29u1bVRZGd77Q12V373MXkpxc6M1PVpaygnPz0QuK6xTBy5lByj+Tz9PmvkXko21lm14r9qLwsw/qbqKRwktceOXZAQkzXKHJTG46d7Q+ESjQYx7wh7DZJTk0f37nrM3au2MtNL19JgFHfaMQxlVrFrW9cXeO6V0ZUYoSbFb4nTGVVLsvutbI7ui+L7Ut3M2zKIJ/u5WRDeY1pJeLi/OfucrKhyM532prsNFoNd390E7Fd3V8aortE0m1wF+fnLx/90UU511J3+fVEsuvvA27HclPzHSkqTyA6g7bJyllncJ8F16WqvJoNf20lKzmn0bqklOQeyacouxhDcACxXaObpJwBKktNLgZntbKzVFvITTup0zA0C0VBtxLZ2e5fNApNQ5Gd77RF2ekMWkKigl2iaOkDdUy8ZCzG0EDnsfwM/yTE8JWB03p7PG41O4y5tHrvuaR9Qa1RM3LWUDffZm8YQwxc9sh5RCSENViuNL+cTQsaNnZL3XmUB6c+xwOTn+X+M57midn/oySvtKldJyIhzJmwA47JLjwulJEzhza5npMdRUG3Elptw2+6Ct5RZOc7bUV2eUcLWPnDOtL2pPPt07+Ssv2IyyxRG6BlfJ3l1zW/bCQ7xbvFd0tgKqtu8LzNajvuPWkhBGqNivC4UG5+9Uru+fRW9IF6z2XrvNCo1IK+p/Zi5s1TePz3e5h0xWmMmDHEYyIRrV5Lp97eV1JsVhtv3PIRyVtTKSsspzi3lN2r9/Pq9R806z4ufvAcojo73KtMZdUERxiZeNk4F8Wt0DDKHnQrERoa2tpdaLcosvOd1padlJJ37vyMrYt2UZJXijEsELvN7pbtqbywgo/v/4aqimrS92dRUVLp8x6sv8jY1fDqg93WvP4JtSA0MhitXkNRTilWsxUpJTarpLLMREVJJUIIAoyeFXRCr1hik6Kxmq0MPL0fZ8+dCkBctxhuee0qAD645yv++XKVi3y79O/E0MkDvfZr+z97yEx2v9eMg1kUZhU3WcEOnzaYHkO7Mu+9xdiklaseuIgu/TwHH1LwjKKgW4n8/HyMxqYtXSm4osjOd1pDdqk7j/Ddc79TVliB1WLl6N4Mp49vQxbIu1fv9xhoo7XoOTaJgrRir+cDgvRUlTc8y66LtEnKCisQKpxuULVUV5hZ9dMGzrplCpVeslwFBAbwf9/c0WAb1//3UoyhBnb8sweL2UZi7zhueOnyBq2ozSYzNg/7+larzbmc31TCYkK47JE5pKWl0SVJUc7NRVHQrURrz2TaM4rsfKelZZe68wgvXP6WWzjQxlCpRZtSzgDpu7K9ulZp9RouuOcsVv20kbTd6U2e7dfP51yXqrIq8tMLKMn3vPcb37PxBBQqlYrLHpnDZY/MaVJ/wJElK65btHsgky5RRHfxLaOX8sz6hrIH3UqYzSfeb7OjosjOd1padt+/8EeTlHNAkN7phxsSFURYTOt9oWv1GvSBOjQ6DRqtmqBwI7Hdohk6dQC3vXE1YbEhztjSQkBYbCivrHuS2XecyUM/3EVIpPu+ry9Ulpn48aW/PM7KVWoV594x3S/t1EcfqOfSh88jrls0CFBrVXTul8Atr17pc0xt5Zn1DWUG3UqYTE1Lzq7gjiI732lp2ZUXVTRaRqvXMOffZ5E0oBMZB7IZfuYQ5r23mIUfLmtyO/pAHXa73S+zbrVWzQPf3cGuFfvY8Oc2AoL1TLzkVHqe3oWkpCQmXjqOouxijuzJoFPvOKISHbNKu93OD//9sybK1/FTlF3Cim/XIoRAStcZeWSncGK6RvulHU+MPWcEw6YMYuvinegNeoZM6t9kFytPKM+sbygKupVoa/6o7QlFdr7T0rJrKKyjWqsmMiGcYVMGcs6d0xFCOANYlDZDyfUZ3Z073r2BTx/8nk3ztx1njx2+wi9e9Q7lBcdeLg5uOMyZt5zBNU854kmHx4W53NueNQf45IHvSN/nOWWmr9Q3nqul39jeXo3H/EWAUc/Yc7yH3G0OyjPrG8oSdyvRFv1R2wuK7HynpWV32aPned23NIYF8tAPd3L9fy9zWTrdu/YA25bu9nhNfXQGLeVFJlb9sJ7+pzYhEp1oWqKHusoZwG6XFBYX8vsbC9zKmk1m3rv7C9J2HW1wT9lvCAgM9Zwzuq2iPLO+oSjoVkKna142GIVjKLLznZaWXWxSNFc+eaHHc+WFFZTkl7sdX/jRMpc81g1hNlnIOJDFr68vIHXXUQzB3hXX+AtH89KKRxl99rCmdb5+fwsq+P6FP/j9jYXOY5WllXz77K9kNyEyl9+QsGeVe1SztozyzPqGoqBbieDg4NbuQrtFkZ3vtIbsBozrTVSiez7gyIRwEnu7J12QPrg7V5VXs+L7dQ0q9u1Ld2Oz2htU4g2Rc6gAs8nCqh83APDXu4u5b8JT/Pn2Yo991uo1J2wZ2lLtPV96W0R5Zn1D2YNuJQoKCggK8o+158mGIjvfaYrs/np3MWt+2YjZZCG2WzTXPX/pcUV/Co4IYvTZp7D48xVUVzisefVGHaPPPsUZxtJsMlOSX4Zaq2bo5AFsW7KrybNoJ40o9tKCcp4493/Ybb7F7u4+sjN5yYVUllaSk5bHb68toDjXe/jL7kOTqK40u+Wzbgy1RoXeqMcYaiQwOICswzmYTa4KOb5H4y5WbQnlmfUNRUG3EuHh4a3dhXaLIjvfaUx2P788j19fmU9VpcO1J213OtmHc3l20YMe0xE2laufvoiEXrH89toCbBY7U68Zz5z/zEJKyeeP/MCmBdspSC/ELiVqtZoAo56gcKN3K3AfUz16C/rRFNK2OQzAwuPD+POtRV6Vs0qtokv/Ttz2xjVsXriDnNR8TGUNtyuEYOjUgfQ/tTczbpzklPVXT/xMdmodf2QBXfp14sb/Xe7zfbQGyjPrG4qCbiVMJhMhISGt3Y12iSI732lMdmt+3ehUzrWk789k2dermXbdRJ/b3ThvGz//b57TJ/r3N/+mJK+c6C6RLPpkOeaqYzNEu9WOpdpCaHQIA0/vy64V+1zqCo40ktinE6k7j2AqqzquVIzNITwhBEuplQvvO5t37vrMa7mwmBCuefZiIjtFMOu2qRiCA1jx3TqqK6ux2eyk7Up3u8YQEsDdH97ksiS+a+V+/v50OdUVdf4fEnoO705kgvuWQVtGeWZ9Q1HQrURVVTOX7xScKLLznYZkJ6XEVOp+3m6TpO3O8LlNKSU/vvinS8CSytIq1vy6kajESBflXJeSvFJGzBhCcLiR/RuSqSipJCIhnOnXTWTGTZPYt+4g25bsxhAcwJ9vL6Y03z/+x/VRa9X0HN6NIVP7Me6lMWh1WiqKvIcoLcwu5olz/0d8txjOv+csJl85nslXjgegrLCc+894mvz0QpdrOvdN4PsXfscYGsj06yYSFG5k8WfLMZW6z7wPbT7cYH9Tdx7hi0d/pCCrmMDgAE6/aAxn3jjJhzv3H8oz6xuKgm4lFL9A31Fk5zsNyU4IQUR8GHlHXfP1Bhj1TbJ8riip5ItHf+Tovkx0AVomXnYqEy4eS0leGYXZxW7lS/LK0DaybG61WLn745spySulKLuEhF5xzuXffmN702+sI41hXLcYvnn6F7KSG854pdVrnHHAm4rNYiPzQDan60cRmxRNdkquV/9kAKQjznbmoRy+efpXhkwaQEikw0gqOCKISx46l5/+9xc5h3PRGXQYQw1kHsxm//pkAP75ajU3vHiZ173y+v+fuhTnlvK/a94lJzXfeSzjYA4qteq4VkCOF+WZ9Q1FQbcS2dnZJCUltXY32iWK7HynMdld/MBs3r79M/IzHDM8jU7NwNP7MmhCvwbrtVltPHPBaxzakuI8lrIjjdL8MqZfN5GAQD0l9a7RBmjp0rcT+UcL8YQxLJAzbzgDgNDoEEKjvS+Rjpk9nL5jevHA5KcpyCz2WEYfqEMfqMdS3fyZdllhOSnJafz40p+UFZRhtzfN3zk/vZBFn66gOKeEQ1tSUakEgyf254V/Hubg5sNghzdv+5iywmN77blp+bz7r88ZOsVLxinpMKrTGdxdl357fYGLcgYwlZlY/t06NwVtNVv58vGf2LfuEBJJr+HduOqpi47L1sAbyjPrG4qCbiUCAtpXoIG2hCI732lMdgNP78eT8+7ll1cXUFpQxqiZwxh3/shGYzCv/W0TKbuOuByrLK1ixffrmHXbVAaO70NeegH2OlmSOveJ518f3siLV73Dwc2HXWJOR3YKZ8IlY+kxtGuT7y0sJoQx54xg6Zer3CzAoxIjGDShP8u+XtXk+uqTsS+bxUtWN/u6Fd+tI6uOn/TBLSmkH8jiP5/ewqJPl1OUXf/VBQozi1n7yyaP9RnDAx1BwD1QkOk57nlVhXs879dv/oj1f25x7t+nbD9CfnphoxmyfEF5Zn1DUdCthMFgaO0u+B0hCwGJFL5lvGkqHVF2LUVTZBeVGMmNL3m2Ej6yN52/3lmCtEtm3jyZroM6A3Bocyo2s/ussqK4EpvVxo3/u4KAoAB2rdiH1WwloVec89gjP9/NgU2HSdmeRkhUMNIuGTi+LyFRnn1nV/20gYUfL8NUaiI8LowrHptD0kBHP65++iISesbyxWM/UVXuUNIBQXo6909gx/LdPvlY11KU4d2lyhuhsSEUZtdTmtJhNHd0XyaRnSK8LrubyqpQqVVuS92d+yR4neUOmzKQjfO2Yau3BF/fD70wq5j9Gw65Gdcd3JxCdkoucd1imnqLTUJ5Zn1DUdCtRFFRUYexahT2XAKtj6GSRwA7dtGZSs1jSFWnE9JeR5JdS3M8svvrncX88up8pzHW5oXbmXXbNM67ewZDJw9gyRerqK5nAR4aHYxG6/iaufrpi7zW3XtEd3qP6O52vDCrGGmXRHZyuOms/W0Tn/zfN84l4SN7Msg6nMNTf93njI296qcNTuUMjiAm2xbvPm5L76ShCWTvy2u8YA0qtWDcOSOZ9/4St3N2m5337/6cJ/68j069E0jdecRDDY5yEfFhlBaUow/U0aV/J+a+fa3XNidcPJY1v2xk96r9zhzT8T1j3WRfmFlEmQcXtrKCcvKOFPhdQSvPrG8oCrqViIw8sbPMliTQ+iAaudP5WSULCbQ+SIX2U69LccdDR5JdS+Or7Korq1n4yTIXS+mywgqWfLGS6ddPZMikAfQd05Ody/dgtzkUYWh0MGfPneZTe/kZhbx+04dkJecgpSS2awxz37qWhR/+47JfC5Cbms/PL8/j+v9ehtVsJe+IuxGVP9ywDm9sXsARnUHP7Duns/CTZW4zWoD9Gw6z9tdN3PfVbbx5y8fsXXfQrZ9qnZpbX7+awBADxjAjCY3kgFapVTzw7Z2s+XUjmxfuIL5bLGfdNgVjaKBLucS+CUQlhJOd4vrCEd0lkm5DujTrPpuC8sz6hqKgW4mysrIOEVlHZT+CSqa6HVfLVNRyHzbRsHGRL3QU2bUGvsruyJ4MN9cggNwj+RzensbA8X25/+u5LPjgH3au2EeAUc85d06j+5CuPvXzleve5+CmY+5EpfnlvHrD+0gv0UkKs0uY/8FS1vyyscHoXsdDbM9I8pI9G7R5LJ8Uxd61BwmOMFKc47lPf7z1N+POH8Xjf9zDwzNe4MCGZJfzGq2afqf2alKCj1pUahWnnT+a084f7bVMgFHPGZefxh9v/e0MBqPRaRhx5hCCwoxNbqupKM+sb/hFQQshUoEywAZYpZQj6p0XwGvATKASuEZKucUfbbdXOk4C8yrAk9uKGaR3X9EGkTY09qVo7BuwqQZjUc0AcWyodhzZtTy+yi48PgxjSCAlea6KJijcSFQnx/6mRqth1m1TmXXb1CbVaTVb+fKJnziw4TBCBQNO68MlD55L9uFcMg+5Zz/KPJhNt6HulsBCJaiurOabJ39xC7JyXNSLVmYMD/R43BManZqSvFJeu/ED1DrveZTrvkwEhQW6nTebLCz5bCUzbp7cjI43jfPunoFd2vn1lflUV5qxmq2s/2MLiX0SmHrN6YDDF/2PN/+mKKeEceePYtiUgY0aDHpCeWZ9w58z6DOklPlezs0AetX8jAbeqfl90tJR/ALtogd2OqHikOtxumBTDW5+hbIKo+Uu1HI3AgvS/hc68TMV2jdAON7AO4rsWgNfZRfVKYKep3Rl88IdLsd7DO1KXHff9itfvu49Ni3Y7lR2ydvSyE8vZPYd0z0uCZurLFSVVxGZEO60VlapBb1GdKcgo9Cvyjm2WzQ2q83FBWzX3wfQGXRExoeRddjd3zo8wfES07lvPDuX73UqX0/Gc85r6uSULvLgKy7tkl2r9jdLQUspWfLZStb9sRkpHYZjM2+ZjErlmhvJZrWx+scNVFceU56FWcX8/uZCxl84mrTd6bxxy4fkpjm2DDb8tZURZw7hzvdvaLaSVp5Z32ipbFbnAJ9LB+uAMCGEexqbk4gOkx9VqKnS3I2NLkhUSEASANgItNyHyrajsRpc0Fs/Qy23IXBElxLY0Mg9BFjfdpbpMLJrBY5Hdnd/fDOTrxpPlwGd6NK/ExMvPZV7PrvFt36k5LJ/Q7LLTNRutbNn9UFCo4OJ6Rrl8bq0XelYLFZGnz2MMbNP4eqnL+a+L+diKvccqUqlaf5XXHSXSG5++Qq3OOADp/UmOMLIKdMHO2bRdRGg0agZf+FoDMEGyhuINFaLNkDLFU+c7/wcYPTsitSQ/7cnPvm/b/nkoe/YsWwvO5fv5aunfubt2z91K3d0b6bHoCc5qXns35DMV0/85FTOANWVZrYs2un4vzUT5Zn1DX8paAn8LYTYLIS4ycP5TkBdC4v0mmMnLR3J7cCmHkG57ktMqruxE4agCjVH0co1BFofRGXb1eS6HDNnT8ePfSl0JNm1NMcjO12AlptfuZKXVjzGSysf47Y3r0Ef6Fs6xZyUPMoK3HNBlxWWUZhZzHXPX0qnXnHuihAozSujrLCCf39yC4EhBp67+HVKPeSVBlz8rsERSWzsecPRG3Ve7ReLsotZ/MUqF79sgKLMUjQ6DZc/OocR04dgrLskLSHvSAE/vzyPzIPelZFKrSIw1EDnvgk8t/gBBozr4zw3+arxbsZc0Z0jmfOfmV7rq095cQWbF+7AUid8qs1sY8eyPS6hVgGCwgPRB7rvbQcY9QRHGN3Kg8P1a3VNus3moDyzvuGvJe5xUspMIUQMsEgIsU9KuaLOeU+PgtsuTm5uLtdffz0ajQabzcacOXOYO3cu2dnZGI1G1Go1paWlREdHU1hYiJSS6OhocnJynAYI5eXlxMbGkpeX5whdGBFBXl4eISEh2Gw2KioqiIuLIzs7G61WS2hoKPn5+YSGhmI2mzGZTM7zOp2O4OBgCgoKCA8Px2QyUVVV5TwfEBCAwWCgqKiIyMhIysrKMJvNzvMGgwGdTkdJSQlRUVGUlJRgsViIi4ujqKgIlUrVoe4pI7Oa8IDOaNSxFJUnkRCxldyS/ljkasLiejbpnqINXcBWSZkpni7R6ziSNwatppLQkEDSs9IIDQ2lsrKStLS0Frmnjjb2AgMDSUtLa/V7iukZycjzB6HSqtj19wEGTutNaW45QqogyEaXXgn854ebWPzFCpZ/sp6B03pTlFlKRWEliQPjqMgxsW7xBnZs2klWag7D5wwgP60IS5WV+D7R7F+ZQrcRiai1KvavSKH/pJ7kJhegDdCSMCSavesCGDSjNzaLnZRN6fQZ342s/XloAzREJYVjq7Iy+pIhmMqqydiVTc+xSVRVVBOVGEFGVgZ3fXwDv304n32rD5JzqIDuIzuTti2T8IQQugyKJy8jn57jkijNLacos5SkoQkc3niUrsMSmX3XNLr2SCI7O5vc3Fzn/2n4WYOw6a2k7krjwIpU+k3uwbAJg1AHCtLS0pr0f0ren0zSqHgsdovbPaXuO0q5tRStVktggJGlv64gvEsIcf2jCU8Icf4fgkKNRHePYOi5/di5aD/hCSGExAQ5zk/vTZcRCZSWljZr7JWVlREaGtrhnid/fEc0hJDH47nvqUIhHgfKpZQv1Tn2HrBMSvlNzef9wEQpZVbda9euXSv79u3r1/60VdLS0jpc6LtA811o5Tq341YxmArdB64HZSV663to5AEkAVSrL8GmHo3KthOj9T5UHNv7sxNKpeYRbGpHwoGOKLuWoi3J7vNHfmDx5yucM9XA0EBm3TqFC+6d5Szz66vz+frpX9xe5weO74tQCXYu39vsdsNiQ7xaVddy+3vX8eMLf5B9+Jgb0tgrhhIbGcdlj84B4H/Xvsv6391tXbv078Tos0/hxxf/dHObShrYmRf+echtP9gTZpOZr5/+heStaWi0ak67YJQz6YY3KkoquW/iU26uZmGxoTy36EGnP/mbt33Miu9cn1WVWsXA0/tyxzvXERodwrfP/Mofby9ymY0n9onn+SUPeQwz2hBtady1NbZs2bJ58uTJIzydO+4ZtBDCCKiklGU1f08DnqxX7HfgdiHEtziMw0rqK+eTjagoz3ts7Rm7SAIPCtpONABq23b0ti9BmlCRippjX35q626quBOLehYm7kFv+wohi5AiFLN6jlM5Q8eUXUvRlmR31VMXMvD0vvzz5SqESsXYc4ej0WnIPpzrNDybcdMk1v2+mcPbjwXyiEgI44L7ZvH1kz83u02dQYta492qGhxLvKfNGUWnHnF8/sgP5GcUojfoCDKE0HVwZ8qLKggKNzJqxlA2L9juDAhSS25aPos/X4kx1EBVebUzsUZodAjn3jm9ScpZSsnzl77JrpXHUm0e2ppKfnohFz9wjtfrjKGBjJg+mCVfrHJmCdPo1Aw5o79TOdvtdg5udM+IZbfZGTKxn3PP++IHz0GtVbNpwXbMlWZikqK49oVLmq2coW2Nu/aEP5a4Y4Ffaqz6NMDXUsoFQohbAKSU7wLzcLhYHcLhZuU9FM5JQklJCUaj//0NW5NqzfVoLJtRy2MW3TY6U6WZi9a2gADrq6hw7GvVX7dRUYLO9iMW9Sys6slY1d6tVkuKiwkKrEISDEIHUqKy70VFLlbVcBCeQ0QqtL1xd8rUQQybMpAP7/2azx76nsKsYoIjg+g7uid3f3wT+kA9j/76b374758c3ZuBMSyQ8/9zFl36JxLfI5YDHhRNQ3Qf2hWtTu1xfxXAEBzAne9dj0qlosewrjzx572UFpTx4pXvUFhQyKvXf0BU5wgmX3Ea5909kzW/bWLXin3HLKGFI+51bexrjU6NSiOwWyVWi4XNf+9g7LkjUKkbVtJ71xzg0NYUl2PVFdWs/W0T5//nLDQ671/d1zx3CV0GdmbtL5uQUjJi+mCm3+hIOlJZWsmRvRleU3yW1gkCI4TgwvvO5sL7zm6wr02hrY279sJxK2gp5WFgiIfj79b5WwJzj7etjoTF4vkBac9IEUq59h301k9QyzTsIpZqzQ1IEYnO/LBTOYNnowSVLAYpG4w+prXNR1TvJtj8KyCRBCIJQFCOikpsxGNWn49Zc6W/b69D0BbH3epfNrL82zWYTY6+lRWUs2nBdr5//ncue2QOgSGBHsOEXvnkBWyYt9VjDmtPRMSH8fCPd5F/tJAXr3qHzEPZSLtEqAUqoSIgSE/PU7rSZ3RPl+s++M9X7F9/iNGXOL7m8o8WMu/9pYw8ayj3fTmX7Ut3s/7PrexcvsfF6hlwmV1XFJtY9eMGojtHcunD5zXY10NbUt2M1GrrKC+qICw21Ou1QggmX3Eak684zeX410/9wppfNlKYVYSnJzA0OoTJV57mdtwftMVx1x5oKTcrhXp0RL9AlT0Fg+VZNHJPzb7ypY7EGVKikp5nLHWxi7AGlbPKfpgA62t0jV6IwILAiopS1OSiwuHWoiYLve0rVPY6TgOyEq31Z3TWrxFN6EdHpi2Ou9U/bnAq51qkXbJ3zcEGrwuJDKbvyJ4NlqklNDqYJ/66F12AjoRecbyw9CGufeZiQqODkTaJzWqjoriS7Uv38NScl0nelsrjs1/ijuEPOX2/d/19wFlfWUE5Cz5chhCCoZMHcvMrVxIU3rRIWb+9vpD7Jz3N728s9Fpm4Ol93Sy6AUKigrwmEWmIzQu2s+DDf8hNy8dqtmE1O4ILCZXjeQuPC2XadRP8HoO7lrY47toDioJuJTqaX6DKnkag5W508h80chs6uQSj5S6EPQOEwC68v/ED2AnDrLoIjW0Jgeb7MVgeR2Vz/YLW2b5CRRFH8sY03BeK0Nq+B0Bt20yQ+SoMthcw2F7DaL4are2X47vZdkxbHHcqleeXMuHleF26DW08bnRodDCvb3qG2KRo5zGdQUfSoM4e/adTdhzlqfNeYc/qA+Sk5jmV2cBpvV0L1jOw7dw3odG+gGOvN2X7EX586U/+enexxzLdhyQx4LQ+LvvlQeFGJl81vtHlcU8s/XKVSwKRWuK7x3DNMxfz3OKH/LKU7Y22OO7aA4qCbiU62n6M3voealzt/tRkEmB7DwCzeg52XAMu2IjCIkZgEadRqXkWtdxAoPUJtHIZOvt8jNY70dr+cpYXNaFDgw1NsS/Ug5QE2F5BzVHngp6aHPTWz0F69pvt6LTFcTfl6tMxBLsG6VDr1PQ/tbdTOXrj3DvPpHu98J/1o1zZrHZ2rdhHfcqLK9xm7gBIqCw1uR3OT3NdfdHXM5a65tmL6TWiG1ovqSDrU1VezeqfNno9/+9Pbuaqpy5k6OQBjDxrKP/59GZm3uRbyE9vzjpB4UHMvGUyEfFhPtXbVNriuGsPKMkyWgm1umFL0vZG3f1ll+PSsSdnUZ+DxroBLSsQmLGjQZJIpfZFEIGo7IfR2tcgqK5TZyE66zc1sbhVWNTT0VqXo1E3HNfXRgxmzcWoSEclczz0NRONfS1WddNiRnck2uK4GzZ1EGfdOoVVP6ynKKcEnUGHtEuWfLmKtb9tYuikAVz97MUerZ8DggJ4/Pd7+PPtRaTsOEJUYgSbFm4nr85ecHlRBV8/+TPDpgx0Ma4adHo/QmNCKGlicg1LlevLwj9fr2HL4l30GJrETS9fiTE0kKfm38+WhTtI2ZnOyh/Xkp3ccHrKhsKTqtQqZtw0iRk3TWpS/xri9EvGsHPFXpewniq1oP+43g1c5T/a4rhrDygz6FaitPTEZNxpLex4dqNQyQPorR+jsu5CwwYEji8IFVY0bMNg/S8AGvsaVJS4X08BQhagt3yI3vo5EiOF5Z79KSVgoyvVmjuQIhpJIODJJUSHJMyHu2z/tNVxd9H9s/nv8ke564MbUatVlBdVUJJbSlZyLos+X8kPL/zh9doAo54L7p3FvV/cxsRLT6U0r8ytTNbhXI8hKpsTUjq+T7TL58pSE1mHclj14wZHpi0pWfTJcv58ZzE7l+/hlKmDCYsL9WwRWUN054YDVfiLMWcPZ/IV44msSWwSGhPCqLNO4eIHZrdI+2113LV1lBl0KxEdHd14oXZEleZW1JY9qEl3Oa6iFL3tUzT8gwr3h1Rtdxje2ERPJHqXGTSAxIje9gE6+zxnfO5OEVs99kGip1LzOHa1I8WlFJHYRA9U9XK42EUSNtVw3260ndOWx12AUc+Wv3e4pYu0VlvZunhXg/6/tegD9Wh0GpeZIjhCfBqCArBZbaz/cwupu9IpL6rwGrAkIj6MylKT010KYP/KFI9lAQ5vS+PDe75i+Xdrncvm+9YfYujkgcx+93p2LNvL7pX7SNud7nRx6tQrjmufvaTRe/IX1zx3MXP+M5O0PRnEd48mKrHlcjS35XHXllEUdCtRWFhIYKC7lWZ7RaoSqNC9jcF8Lxr2u0waBNWo8GYk4ljEsalGYxO90cidx+pEDVjR2hc5lTNAbkl/jIblbhMTFdUYrf/BahuJFCHYRRRmMQWkBRWZgB27SMSkeRjEybl41NbHnae9X6DRvehaEnrGktg73m223Kl3PNFdInn4zOdJ252O1WzzmkgjKDyQNzY/w/4Nyaz6cT171hwk+3Au3UYksjVjj+d+l5nYsmin6562hAMbD2MMDeSyR87Dbrezaf52Nvy1lYSesZx5wyQCQ1o2RnVIVDCDTm/5aI1tfdy1VRQF3Ur4O8RqW0CKWOyqngj7fg9nDdhRu+xVSwTW2pSUQlCheQ6D5QlU5KAiH4HJzfAMwG7XIAA7RlS4ZhxSUYBWLkBIx5K3I3WvChs9qNC+BirPswYhMxGyCrvo1rx1z3ZGWx93p180hs0Ld7jNgKMSI1j8+QriukYzYHzfBtMd3vXBjbxxy0dkp+QipSSuWwxz376WTx74luStac5y9RNp1NKlfyJavZaB4/sycHxf3rztY7IP56LWen+pi4gL85jBqrKkksPb0ug2uAsqlYpRZw1j1FnDGhNDh6Otj7u2iqKgW4mOuuRjUU1DZ1+KwHUmZBOJWNST0Vu/Q5ALBGEVg6jS3A2ykgDLs2jlOgTlOIalxevWXULkFiQCUU851yLcfttRcxCj5V9U6L9wLSsLCLQ8iEqmAhbsIoEq9T3Y1EN9uf02T1sfd8OmDmLsOSPYvHAHZYXlaAO0GEMMJG9LY8vfO9EbdHQZkMj/fXM7wRGufsd2m51PHviWHcv3YjaZiYgL44L7zmb4dMdLYPqBxq3/w+NCmfNv1+xRF/3fbPatO8j+FceWuIVKOONsR8SHcc6dZ/Ln24soL3Ydk8GRQfQd28snWXQk2vq4a6soCrqVyMnJ6ZDB422q0VjEWLRyDQKH36WNRKrUd2FX98GiOhuVTEOKSKSIQGXbQ6D1YVRk1FHIDUcdOpo/kj6d/m5WvwSg5jDIUhDH3L0MlkfQyG3Ozyp5EIP1WcpVXzrCiHYw2vq4E0Jw25vXcHRfBhvnb0etVvHrq/OpKHG88FWbzBzcdJj3//0l//nUNRf154/8wKLPVjhnxgUZRXz64Hf0GdWDoHAjOr1n96eEnrGEx4VhDDVw3t0z6TGsq8v5mC5R/N83d7By/hp2zT9EcISRMy4fx57VB9DoNMy8aTKRncIpLSznt9cWOJfp1To1gyb0c6TNbISCjCJW/7yBiIRwxpx9SoOhPE8kVouVRZ+uYPfKfYREBTPn3zP9slfd1sddW0VR0K1EbfqxDocQmLTPYravQWdfhJ1YzJrLkLWBSoQOu+gFUqKx/Y3B+qJH47GGCDOmN17II1bUMhmbcCwxClmIWqa5lVJxFI19BVb1FB/babu0l3HXuW8nOvftxNu3f+pUznVJ3+8+G965fK/bsnVOah7zP1jKhfedzZjZw0ndddRlnzg8LpR7vriVxN4NBxlJ7JPAtKgzuPRfFziPjZ51ikuZ8/41g64DO7Pok+VYrVZGTB/ClGtOb/Rev3/+d5Z8vpKinBLUGjW/vDKP/3x6Kwk9Y93KVpZW8tnDP3B0bwZavZZx549i2rUTGm2jKdhtdp696HX2rN6P3eZYHdi2ZDd3fXAjfUb1OK6628u4a2soClrB/wiBTT0Ok3qc1yIG62No7UtdjL9ONBIDdlH3i9he81MfO43N4hVahgCj3uNxtQcDL3O15/9ZUXYxAGfdOoXykko2/LGFyrIqwmJCOPeuMxtVzs1h2JSBDJsysMnlsw7n8vcnyynNd7iG2aw2ju7N5IN7vuSxX//jUtZus/PMha9xcNOxpfaUnUcoKyjj/Htmcbys/mkDe9cddCpngPz0Qr555hce/+2e465fofmcnKasbYDy8pMzkhWAynYAjX1No8rZTohb1iuAkorEZrcpAUkkBstTGMwPoLIfRIoo7MK9LjuJWFX+mZW0NdrbuDv79mluUa6EStD/VPcAGzFJ7r74gaGBTKpJGiGE4JIHzuGlVY/x6roneW7xg4yZ3XR3uxMhu6VfrnIq57rkpOZhtbharm/4ayupO4+6HKsqr2bNr5uw2z0bvDWHrUt3YauXOhOgKNs9PkFzaW/jrq2gKOhWIjbWffnqZEEr16DC/UupLhKw0s9jQJHEKO/hEd3rUWGlO3bCUZOOVm5EJ5cSaLkVtXUjJs3D2EQvJLoaa+8uVGnmguiYLiHtbdxFd47kqqcuJGlAJ4IijER3ieS0C0Zz1dMXupW94b+Xkdg3AZXaYc0QFG7ktPNH0vOUboBjBmqz2lCpVJQXlfPxfd/w6g0fsHHetiZZGTdXdlazlU8e+Jb7z3ia+854ivf//QVmk6t1ekiU56VfjVbjFnM7eVsalmp3d7OKEpPnkKXNxNtKgtEPrmDtbdy1FZQl7lYiLy+Pzp07t3Y3WgWrl6AkdRGAlq3OyGN1ySw4hZ4JS1yO1bpU1cdOV2yiLzo5z+W4mjICbY9Spv4Bk/pehCxGCi1ClqGz/Ybe9iNWMYRqzXUgmhZbuT3QHsfdqeeNZMw5w8k/WkhQuNGr73B8j1ieX/IQq35YT3ZqHqddMJIu/RIxlVXxzp2fkbLzCNIuCY4IojCryDkz3LRgGyNnDuOu929osB+eZCelZPeq/exasY++Y3oyZNIApwvYG7d8xLo/tjitvVN3HKUgo4gHvrvTef3kK8az6JMVZB/Odam3z6gebqFNh00ZyN8fL8NU5pr0IjQ6GH3g8Rs0zrhxEit/WEfGgWMxCwJDDJxxmfetqqbSHsddW0BR0K1EQ36cbRWN7R90tp8RVGMTPWpmms03/rCpTkVidFHQnhWs55jbQmV3K1/7d93jdoKx0gOdXORReQsKCTJfjIpiJOHYCUdFhtO3Wi23oLbsoVL7aofxjW6P4w5ApVJ5XMKujy5Ay6R6OY1fuf49ti3Z7fycm+YaWc5ssrB10U4ObUlxzrY9UV92VrOV5y97kwMbkqmqqEZv0NFjeDce/PYOKkoq2bf+kFM513JwSwpZyTnE93DMKANDDMx961o+e/h7CjIK0eq19B7ZnZtevsKt/X5je9F/XG+2Ld6NzepYig6NDubs26Y2+f9qKqti3vtLSN+fyaDT+3H6xWPQaB1qQGfQEhodQtahHOw1/Q4MMTBq1vH7bbfXcdfaKAq6lYiIaJkYvP5Ca/uJAOs7zqVpjdyO2rKfCu37IOoNI2lHb30LrX0tUO3wLdbcg13lcLNQ27cDrrMAT4+vxODmTw0QER6KRUxGK/9B1DPycgQmEdjogyAPHYu83pPD9Sq/5u+8mp+65yVquRO1fXuH8Ytub+PueCnMLHLbt/VEZamJ9X9saVBB15fdb68vYMc/xyKLVZvM7Fm1n++e/51Tzx1BeZG7n355YQW5aflOBQ2O2fKzfz9AWWE5eoMOncHzbFgIwb2f38biz1eyddFO9EY959wxnW6DG0+5CVCQWcSzF77G0X2ZAKz7fQvLv1vLwz/+C61ey5LPV7Jv3SGncgaHkdinD33HXe/f2KQ2vHGyjTt/oexBtxJ5eQ1nuWlr6Gy/ue0bq+UBtHb3fLYB1tfR279FTXLNvu8GAi33g3QoZZ39N1S4R12SddSjHSNmZmHD1YjLRiKZBcPQyPVuyrluTWoOoqYAQYO5ClzwVE5FBWq5vYk1tH3a27g7XsqLKxrMGFWLWqMmsU98g2Xqy27Vz55tIQ5tSSWxT7wzMUVdojtHuvlZ1xIcEeRVOdeiUquYdu0E7v/6dv71wY1NVs4Anz/8vVM5A9gsNvauPcj895cCsH3pbuw292cqKznX7VhzOdnGnb9QFHQrERIS0nihtoK0o5LulpwCCwHWVwk0/xuV/WBNWYnGvhaBqzGLijS0tj8dRfBsgGUnHgsTMDMKk/p+qvX3UKF9C7NqIjZ6YVZNpkL7FpHGVajwbhXqULTu1qi+YMeITQz1S11tgXY17vxAp97xTQq00blfPOPOH9Vgmbqys9vtFGZ4TrFqtVjRB+qZcvV4giOO5UEODA1k/EWjCQpvndzIuUfy3Q9K2LvW8ewGhnp+LuvnvfaFk23c+QtlibuVsNn8o0BaBKHCLiJQSfeEFyqKUMnVqCyHqdC+hRSx1F++Bke4TZV0BBipVl+Kxv436jozcokaK71Rk46abDS2Q9jsfyClFg17UFEM9mIC7XdTbgtuvMs+3+wxHPvZEnsHSk3ZrsadH1Br1Fx0/9l8/uiP5B915IgOjwul26AulOSXYa4yE989hhtevNy5F+uNurIrzStzs7KuJb5bDACzb5/OgNP6MO+9JdhtkunXTaDvmNYL+xkQ6NmnPCTS8Tyd+68z2bl8L4VZxc5zhmADp1805rjbPtnGnb9QFHQrUVFRQVRU40YvbQWz+hJU1ldckl3URU0WAbYPMWkfcyjpesrcTjAW1XSQFQRan3AaYknn+RA07ENdJ+uVSha6GH2pyUOSR7lpmp/vzjOOdisxWv9NufqnFmnzRNPexp0/GDN7OP1P7c2iT5djrrYy7ZoJRHYKb3Y9dWVnDAskJCqIihLXrRq1Vu2i0HoM7cod71x/fDfgJ6ZeN4G0PekuST0iO0Uw5z+O2OOdesVz86tX8tNLf1GUU4IxJJDTLx7D5KvGH3fbJ+O48weKgm4l4uIaj8/blrCop2OjE3rbl2jkRo9LzEI6Zigm9Z0EWh9z5oa2Y8SiOgO7uh8BlhddUkoeU75FHoOS1J8JC6BL9Lrjv6FmoCIDjXUxVk37D/3Z3sadvwiJCj7uaFt1ZafVazll2mD+/niZi29yz1O6Mmhiv+Nq50Rx6rkjMZssLPp0ORUlJsJjQ7n4gdnEdj2WyGLYlEEMmzIIKaVfLa9P1nF3vCgKupXIzs5ud8Hj7eqBmNTPYzA/jE66W0fbRZKzXIXqY3TW7xHkYlHNwqYeAoBaHvRaf1O/Do7kjaF3M5NlHA8Cic72W4dQ0O1x3LUV6svuqqcuJCQyiM0LdmC1WOnSP5Frnr3YJ8UmpWTxZyvYOG8bKrWKyVeOZ+TMoX7svYOJl57KxEtPbbScv92ilHHnG4qCbiW02vYb/KJKcztqy37UHHEes4keVGuOBXqQIpRqrbtrhsTzPpg3PPlHazXuFuDHQ+3MvcGvJOFu3SrsGRis/0UlMwAdFtUYqjW3g2i7tpftedy1NvVlJ4TgvLtnct7dM71c0XTeuu0T1vy6EWtNqM29aw9y1q1TuOj+2cddd1tAGXe+oSjoViI0NLS1u+AzUhVHhe499NZPUMlMbKIr1ZprQHgw3pIW9Nb30MjtgAobsdjRofIQhMSTopToAKuLS1Vk8CH/3QuNz9wlYBP1EiBIM0bLPY4UljWo7GkIq4UqrWuSg7ZEex53rY0/ZVdZamLXin0ERwYRER/G9n92O5UzOAKKrP5pA+fcMR29F+Ou9oQy7nxDUdCtRH5+PkZj67hb+AMpIpqkiAItD6CRK+vsNauw0gPBQY/7y/VRYcZOIKKO33R20WBCAt0tyn3DEdqkPhKBQCLRYycBtdyJ0XwTNtGTKs1ctPbFqEitV5MVjX0DSHubnUW393HXmvhLdgs/+oc/31pETlo+OoOOsJgQSvLcY9MX55WRd7SwUf/s9oAy7nxDUdCtxMnwRqmyp6CW2+tF57KjIQU7IaibmAdaUImdIATlCCAyONlrWYkKsLspe+8zZc9JEiziNOzEo5FbUXMYtXSk+HNEUNsF0u4lUEoljlSVbXPWczKMuxOFP2RXmFXML6/Md7oymU1mctPyUamFS5pHgOAII5EJzbc2b4so48432uZr/kmA2ew5znS7QVaCbFjBqmQyKg9KWGBFNGPoOaKBmagdrlUWz0EPJGBhrNcl6/qq2JvSthFPlfYB1GSi5iCiXtATtdyPBs/GblLEgmibyhk6wLhrRRqTXX56Ab+8Mo/l363F4iU39T9frXLxM66lvnLWBWgZMX0IhuAAn/vbllDGnW8oM+hWwmRyjzHdLpAVBFqeQCX3I7BiFwmYNP+HXdXDrahNNQiJ1mPeZ0kYVkJQkQuoapS294e4rpKsqIr2Wk7DNiRqN6Xquq+txk6gS6CUY+dUSAIwmm9ERZaXJBuesZFAlfp2r31rC7TbcdcGaEh23z//O4s/W0FxbikqteC31xbw709uJrGPawpHXUDDxlKh0cEk9olnzNnDmXb9RH90u02gjDvfUBR0K9Fe/QIDLY+ilaucn1Uyn0DLw5TrvnBLmiFFLDZi0dT4Q9eldv9WAHb0Nfmac5rUB29+0A7FWYGst2ftXs7WQD5qxxJ8czGL06jSPoIUYc2+tiVpr+PueCjKLuaTB74jJzUXfaCe8ReOYeo1pze7Hm+yy07JZdEnyynJd4wpu02Svj+LD+/5msf/uMel7BlXnMbCj5e7ZdSqJTgiiMd+u8fjufbMyTju/IGyxN1KZGf7y8ipBZHlqDz4MatIQ2Nf7vESk+Z/2HG37q6bxEJFNSpyvOwGu5OW5z30oKPOqkbr8jYLbopFd33sGDCrr2rzyhna6bg7DsxVFp656DXW/b6ZlB1H2bfuEF8+/iN/vu09y5k3vMlu2TdrnMq5Lrlp+ZirXFePgsKMXPv8JQSFe457LWVTn4L2xck27vyFoqBbCZ3u+APQtzSCKo/L1QIbwkMyDQC7uiuVmmewiiHY6ITE8xJfc7JO6bUm7HhPX6fyYCTmDyQq7ES4ZN0CsIue2FSDT0CL/qc9jrvjYckXKzm6N9PlmKmsihXfNz8anTfZhUZ5tonQ6NSoNe5fscOnDebxP+/1mDSj66CmZ6dqT5xs485fKAr6BGGXVpJNy9la9jWFllS388HBjSd8aGtIIrEL96UqG7FY1ZMBEDKHAMv/MFgeQ21bD1JiU4+mQvc+5bovsHP8VqnhxhSqObNmv7j5+HaNGosYS7nuD8yqOdjoiY2umMVkKrQvQztJSN8ex93xkLbrKNLu/h+vLG3+nqg32Z1x2anE94hxO95nVE/UGrXHa7r07cR5d89whNkUjtjegyb046b/XdHsfrUHTrZx5y+Oew9aCNEZ+ByIA+zA+1LK1+qVmQj8Bs7NvZ+llE8eb9ttlQprAUtLnqPYmo7Exn7T/7d33uFxVOf+/5yZ7UW9We69V7ABY4jBdAKElkJo6YUkN73nJiGB5KbeXyq5yU1ySSgptFBCM5hibDDuvVtW79peZ87vD8mypN1VWZXdlefzPH6snXrmuzP7zjnnLc8z2bqS1Xmf7E6h19raisvlynBLh4gQhNQv4Yh/B4VqBDoaZUTUW5EiH1V7A0f8hyhdc8km/RXizEeITkexuFiMziRUhldftqFjGTOdm/qpBz3AZXA6zhl6FuyoBLSkc+ECDZPciyLrCJu/nF7Ds4CcvO+GwdlXLuP1R94iGuo98lNYMfSwn1Ta2Vw2PvXbD/Hnr/+N1tpWzFYzc1bO5KM/79/YXnPXZVxy+4Uc3XGCoooCKmeP33naM+2+GylGwkksDnxBSrlNCOEGtgohXpBS7uuz3WtSyuFlq88R3vL9gfZ4VffnqAxQFd7MdNsaKq2dOakLC3MzvlFXF+BX7sesr0dIHzH1MqQoAimxab/vNs4ACiHMbEN0WUBVbkdjMRrTejmJDSabV0+K8hpQaB3WdXQmIQGwEWMlUfWdaOr5CL0KR/zrqJzsNuCnr6cDk/4yUeWOYZ07k+TqfZcuZ12+hAWr57D7lQNo8U7P/uLKwu4UmntfP8hzf9wAEi6980IWvyN1oYv+tJt91nTuee6rBDxBzFbzgN7ap7C7bSy6YN7gLyhHOdPuu5Fi2AZaSlkP1Hf97RNC7AcmAn0N9BmDV6tPWBYnzNHQK90GOhQK5W4Rc2Ejpl7dZ2EQIZsTN+31t0RlFxKlz/KhEY4IhHtwSU7645RDmRAhNNNahN6IM/6V7ipcfZGY0cWkYZ83k+T0fZcGQgi+8uCn2PDQG2x/YQ+uQifXf/5KyqeW8o8fPcnT960n2FUycueGfVz+wbXc8q3rkx5rMNo585M7f53pnGn33UgxomFWQohpwHLgzSSrzxNC7ATqgC9KKff23aCpqYkPfehDmEwmNE3jhhtu4K677qKhoQGn04mqqni9XkpLS2lra0NKSWlpKY2Njd3DJ36/n/LycpqbmxFCUFRURHNzM3l5eWiaRiAQoKKigoaGBsxmM/n5+bS0tJCfn080GiUUCnWvt1gsuN1uWltbKSwsJBQKEQ6Hu9fbbDbsdjvt7e0UFxfj8/mIRqOYrG4K284hau5AM/mxhybhdx3BFJhElaeKiooKGhsbUVU1Z67p1Hq73Y7FYsHrqWNCwQbavXbC2mLKKxZQX7eWfPsBTGqUdv9UKou20+RZgK6bqCzeRk3LSvKdncbPE5jEpJIt1LWuQFHilOXvo65tOYWuKuKaBV9oAlNKN3Oy+VzMpiDF7iM0tC+h2H2UxvYFhCKF3eutZi8FzhoaOxZQkneIQKS013q7tR2ntZkW7xzKC/bREZhEJJZ3er0tju7oIND+PJMK4rT61hCLO7rXu+31mNQorf4V5JefQ1t7Tc58Tx6Ph5KSEjweD7FYDE3TqKqqyqnnaaBrOrW+v2uadeEUll21oPuaOlo9NLc1MXftNI6/XcPcC6ZTf7CZqqMnOXzwCFOmTU64pnA4jBAia64pl76nlpYWCgoKxtU1jdT31K9NHSm3fiGEC3gFuEdK+WifdXmALqX0CyGuAv6flHJ232Ns2rRJzpuX+8M92/0PsTfwL3RO14l1KiVcWXQPDrWIlugRWkPVTHQtwqWmTrqRrZi09dji/909l6xjAdx0FrXwJgwNjzThaB42S2cPuudccn90bpF8W43p+K0P44h+CrPckmRfK3GxipD5q0iR20XnI5EIVmv2ZjobKw5tOca3r/kxWkxLWPftJ77AwjVzE5Yb2qWPoV1qtm3btnXdunVnJ1s3Ij1oIYQZeAR4oK9xBpDydE5IKeUzQojfCCFKpJTJo/VHAU3G2OH/O82xAwhUplhXMc9x5YjXPQVY5nwPcRmhNrKduAxjV4pY7novJmHn8eb/wKvXU9i6ijeLf0uROoMrir6LSen/5t0XeIpj4VeJ6gHsaiFLnDcx0bpsxNs+IFLHGv9TL0evzspUp+eEJTZASxqSlQodMxIXIFBo63fYu2c9aI3ZqBzqd3sJSEqIiXMxy40otPdYZyKunNPZBlGa1MVb4iZk/hpSFA/6erIVoy5vJyWTisgrdtHe0Ds8MK/ETemU5N+zoV36GNqlx7DDrESnhftfYL+U8mcptqno2g4hxKqu8w7Py2eIvNLxU/YGH6cpdoDG2F62+R/gbf+fR+VcQiisdN/JtcU/47ri/+bq4h9QaV3Kc23fwqvXAZKY2QtI2rSjPNX6FXQZT3m8I8GX2Bn4B23x4/j1JppjB9nk/S2eWOJc92gjaOhKz9kfkrhYPmC/VmJCJx8dCwIdlfYBjTOA3dppYHWshNVPdnlf99dmUGjBLF8grHy4Kya7Ao2pRJXrCZs+07mdDCZts0ILjthnoZ/vKFew2cZHbufhUjShgHnnzkZRe9xtAuaumknZlOSjJIZ26WNolx4j0YM+H7gN2C2E2NG17OvAFAAp5X3ATcAnhBBxIAS8V45hypz2WBVNsQO9lmlEqY5sZZnzvZgV+5COF9Raieh+8k2TUETyOEfo7AvqaOhSQyeOR6vtXhczd3T/7dVrORp+hdn2dUmPcyS8gZjsnboyqLexO/goa/LvGlLbh4skD4kDSJ6YBEAQIS5WInGhyr1dVahCvcKiJKIrT7dnyA5jTuspZ7Q4glrCps9gj9+NINjv/goRbPovCZp+gKasBNTuspBCejD1qbzVE1Uex6RvIK5eMogWZi92+9Du9fHMp+/7IMUTC9m/6TDITuN863duTLm9oV36GNqlx0h4cb/OAL+rUspfAb8a7rnSpTV+nKgMJCyP6D5CevugDXRMD/Gq5+e0xo4Tl2FcailLXDczzXZewrZHgi+zP/QMYd2DRTipsCxG9jBQjuAUIvbTPeC68M6UBlqTkaTLo3riNY06woWmLEXRG1PGIesUElcvIqrcDtKLPX4PFn1D78MguypUDZ0W7xyK3CdQ0HBoPyPO2YCl3/zbp1AIY9N+R0A5r1dyESGbEf2UvxTEUPUq4qnfx3KC9vZ2w5u2C5PZxO133zzo7Q3t0sfQLj3OiGIZZeZ52EQe4T7lEe1KAU41+XBWUGtlV+BRQlo7ZZb5zHNcwRve31Ib3d69TYdWzVbf/ZRbFmBXTic+aI4eZpv/r93nC9GOP9SEghmNTmMbcPYuyFAX3c1mz+8xKRamWs+l1HLaScWtTqA1fqzX9gKFSktm0kuGTN9Cxp2Y9B1ABwJf1zx0Z17qmLIWXZnc1dA8hAwP63ynhlpOmdPygtMRfAINU9KggdQoshlBO7JHulBdTEZiR+BPuo9OPjH1oiGdJxspLs79efRMYWiXPoZ26XFGpPrMM1VQaV2G0uN9xCwczLBdiCoSc8S2xo7zbNt/cij0PNXRLWz1/4Xn2++mNXosYduA3sKh4HO9lu0LPpnwMqARxaa4EV1mxhrpnRowhp9D4efZF3yKFzvu4dWOn3cnzl+Z9wEKTVM59XWpWKiwLGaOI0PDrcJE2Pxl/NYH8VufIWB+gIhyTVeu7XxM+lbs0a925+fWRGIpysEiUdGY3muIpiPQOxZ5KHm8O49p7xqm73kQKxH15oQ8253bm7peOmYM4SzZic+XqoqXwUAY2qWPoV16nBE9aIDz8z5FmXk+1ZG3UFCZbb+USbYVAOhSw681YVPysChOtvn/il/v6QglaYkdwkxicnuAgNaKlLLbIzwuk9c1tgo3E2xLORp+BVM8+bEAYjJEdeRtqiNvMcV2DnYln6uKfsCewGO0xY4z3fYOptpWIUR2vF/pyhREPIRCXXcYkypPosRaCJh/T1ws7EpO0nMOenBGVWIHek9BRGLpD5VJFOLKchCJTiuaOBuNDShdWcQkFiRlhNQvoqmr0j5nNhGNpq65bdA/hnbpY2iXHmeMgRZCMMdxSUKv80jwZfYGnySkt2MRdsosCwjG2xL2l+idDmFJXNtOhDfSFj/GeXmfoNg8g0nW5dRFdyDpHWPZoVXTrlUh0fHm7+m3vRpRjoc3MsV2DmHdxysdP6E9fpK4jODVGkDoTLOtHroQo4CQHlS5OzE1pjyCqm3Drv2/hPnqnik++zPWCn50NCRWRNf0QLJ60P0do7MK1STATFxZQdj02YRtLPEHsWp/7K4TLTERFxcSsnwvxVFzE6Mub/oY2qWPoV16ZEcXLEN0xGrYFngAj1ZNVPrx680cC79GhOTOV9Ns51FinoOJ3r2vOBHa4ifY6Pk1utSYbb+ESZYVmEXvYVSdeLejWJ5n0YDtM3X18jZ6fkVjbB9R6UcnhkerYavvr4T1ER42khHM8UewxX6Cqm2HQTraC+lJ6qClEMKm/aJXfu5e+/X5P+XxaSHKanTs6JhS1oOWJPfg0piD3/oP/NYHCZu/CKLPe6mMY9Ge6DbOneeMY5JvoehVjCeMurzpY2iXPoZ26XFGG+h9wScJ633DhXRUTFhE78oreWolS103c2Xh91md9wlUEhOLeLU6mqMHUYTKRYVf5pKCr+NQkjtHRHuEWaWiJXaIsOalI16dsC6gN3Mk9NKAxxgsQm/EFf0Adu0nWPV/4Ih/AXvsG4My0rqoRJJYHUhC13BxIkOJsVNoxcxrKIRQiOO0Jc/5HWcBOr3L2unkEzF9oN/jC5oQPZKXnD5vB6q+dQgtzX6McJf0MbRLH0O79DhjhriToaWYKzYLOyvct3Io+BwxGcKplnC263asSuePf4F5MopQ0fpYGYlE7zGUW2qZi03kE0ySk0UzJfcW7olHq+Vg8HlSm7ORCyW3x3+MytHuzwoBzPJ1YvorxNW1/e8sTOiiDFX2LjLRaZiTh1INxamr0wnsdJIQuzlVOJQNv+UfWOO/QpXVSBxE1FvR1KRZ9LqRFCFx0ze2W8eJJhJTPuYyFkuiU6TB4DC0Sx9Du/Q4ow30bMcl1ES3EpO9jUihaQrTbauZnmKON1+dhEspo1070Wu5XRRSbjmdS1xKnYhMPgxtD00i7KhNuq4nHq2afNMkAtHeWVGdSgmz7BcPuP9gUWRiWwQRzNqLAxtoAFIVZDfBIFN+SpxIbAOWkmz1zaQ472jCcl2pQIpCwuZvgZSo+h4EbSD9IPqpRStsxJU1KPpj3fPcEtDEInR14aDanit4PB4KCgoy3YycxNAufQzt0uOMNtAVloXMsq/jRHgjIb0dBRNm4SDPNJG4jGASyfNjCyEoM89NMNA6MUJ6R3ds9fHwG4T0xKFTq8jD7zoyiBYKSsxzmG5fw4aOH9PR5STmVitY7LwBm3LamzkuIxwIPktL7DAutYxFznf1Wj8QUliT56EW/VdbOUVMPR9TfGOvni6AxkwU6lD6SQICnU5ZIfVz6GISjvgXUVLEIwNUFO5KWKaTT0S9EwAhW3HEvoQijyEIoVNJRH0fMdO7Ux4zbPosulaBWd8AMoaOA01ZjpDNSJF7BU1SUVKS28U+MomhXfoY2qXHGW2gAVa672C27RKeb/8OYdlBRHrZGfgbJyObmWG9gJroNjQZo8g8jbNct1Eb3ckO/0N4tbqEY4Wlhz2BJzgn70MAnIy82aui1SlUYcYamkTM2n9PscQ0k7mOS1GFhSuLvk97/CRR3U+JeVav+O24jPB8+3dpiR3uXlYdeZtLCr6O2zQ478m48g5U7Vh3DxJAp4KI6bZB7R9TrsYsXsYktyCIdxWocBE0fwdb/I9Y5PMDtQCIoKnLienXYNZfQKEFHRuCcK8h8VbfLPIcvZ1OYuIdSKUzPtoe+x6mHtVMVeqwaf9HXH0HUpQnP70QRE3vI66fhSP2Lczsx6Jtwar9k4j6bqKmOwalQ7bj8XhwOlOH+BmkxtAufQzt0uOMMdCajNEeP4FVuBOM1mve/yYsO3ota49XsS1e3e113RI/THP0MAG9iahMnVIyrJ/uKVpTDKsG9VYKtVlJ15mwU2qeQ5F5GkucnXmBpdQRQqHQNCXpPnsDT/YyzgA+rZ6t/r+wtuBLKdvak4h6J8goZv0VIIgUpYTVjw++9yhMaMzBxNudHwGBH0f8buIMHEMsAEV2vrCEzZ8lIm/BpL+JlAXYta/1qowVi/f1jncQVd/V+UHGUWWi57VCC5b4o0TMn+i3HZ1z8Sd67WfV/k5MvWpc9KRjscFXGDPojaFd+hjapccZYaCPhV5jV+Cf+LUmzMJGgWkaawu+gFVx4YnVJvWSBnrlzgZo16rozzFLxdIrL/ci57uojW4nqCf2lJPHQQvOz7+LqbZzqAlv54X2uwnq7ZiFncnWs1nuuiVpeczWWPLh8oA2hIJhQhAxf4wIHwOpQT9FQJIiNczylYQSk6o8TES9AU2bgErq6ls6RURN15w+nCgjrqxGkSdBs9FzHrtvHLQgik37I0HlB4CaNBtY54YD1KOVPhSZ2EaFFszas0QHOZqQzRjxqOljaJc+hnbpMe7DrEJaB9v8D+DV6tCJE5F+GmN7eMP7GwBORt5KSCiSmv68pgWTrGdRaJrGZu8f2Oj5NWHdw7nuj6KS6MGYLA5awYSUktboUTb7fkdL/AhBvRWPVsP+4DO84flt0pcJu1KQtEVDrdJ1+lLSqQgRQiSJHxfEUGUdIdPXiIt56BSjUYaOs9uQ6hQRVd6FFF1lI6WOPfZdXNE7cMY+CfT2tj/ZJw66M2b5dVzRm7HGf5k0tajOBKLqDQNcgxmJOWGpRBn0XHy2Y8Sjpo+hXfoY2qXHuO9BHwq9kLQH2x47iS418kyVdL6nJK/M1BMFU9I55VNrXUoZz7X/Z7dj2InwRmba1+JUi/FqvXtmUUtim3RivOr9KSoWtD5GSSPK0cjLnIy+SaFpKhcVfKk77GuJ62bqo7vw66fjg60ij/n2qwe8ppHDiS6KUGTvGGUdFzFlDbq6kICyqqtIhQMQmPXnUWQzUfVKpJjQvY9F+wtm/fluhzNBpFemMLc9sZcrAJUGVP2hrjrTju41kgrCpo8gRUH/lyBsaGIBquztX6AzhZgycnnP68Md7PPVMctZxlTH2DrPGPOA6WNolz6GdukxLg10VXgzB4L/JiZDxFJWUursDU+2nk2RaSpt8d7VpfKViYSlj0hX0QuBSqVlGUGtlTbteMLRQONQ6HliPeJ+NWIcCr2IS5QlbK0rqXPT9jXOPYnJIE2x/bzhvY+LuuaXnWoxawu+xDb/g4S0diyKk/mOq5ls6z/+d0QRgqh6G0r8591hUhIzcXHO6VAlIXpVkIqp1yQ7EmZ9U4I3uAB0itHFFISa2MvtvW0cQRwdBxHlFqKmDwx6VCBk/hbEJKrcjyCGLiYQUr848PD4INCl5MdHn2ab5wQd8RBu1cYi9yS+OftaTMrY1LFU1Ryvl5lBDO3Sx9AuPcadga4Kb2az9396xR8LlIT55AJTZ7IRgHUFX2ez7/d443WowsQEy1JWuG6hJXaEfcGniMsIk6wrmG2/BIHCP5s+TojEfN3xpIZVEpYeLMLRy7nMFp5AyHky7evsiJ3sVaCjyDydSwq/kfbxRoKYeimamIFV+wtCBompa4kpVyRsp2pvYtGeRAo7UfVWdGXqoI6vibkELT+nJfA6ZfnbUFKOZnSiEMQs3yIqPjz4ixA2QpZ7QYaBGIhU8d1D55mmHbzWdoiY7JxS8WlhNncc4a+1b3Dn5AtG7Dz94fV6KSwsHJNzjTcM7dLH0C49xp2BPhD8d0JyEImOWTiIyTBmYaPQNJXV+Xd1r7erBd290Z6UWubwDsvn0WSULb4/83TbV4nqASJJYnoFKmbhIJokMUmcMHMtV3Ao8nz3i4LffXDAaxGoKefHo3qQmB7CojqSrs8UujKTkPKdlOttsR9j1p9BIQgSzPpGwqZPEVOv6t4mppyHqu3sU/3KREy9HKEdZ2rhzwc0zqcQMnkms4F3tAGJFa+Gw6b2o93G+RQS2O2rSb7DKFBamvue6JnC0C59DO3SY9wZ6KiePASq3LyAhc5rsCpuCkyTh3TMVzp+Rk20/5zMCip5aiUt8eSG16EUo2IhTueQuyMwHY9lez9HFCyx30y7doKT0Tfp66AWwcuTrV+k0raUla47ORHZiC/ewDTb+RSaB9cjHWuErMOsv9RpnLtQaMUaf4CYcnn3MLTGAiRqHwOtossSnNpnqfLMxW0fnFHTxMSRvYhhoKYoD6oMKfHp8Ghra8PhyK6XulzB0C59DO3SY9wZaIdamJDhCwRllvmUWxb0u29I93Ai9DoWxcU023mowoJfa6YlRRhTTzSiRBIKb5xmR+jhXr1hIQeSXrIv/ATIUwUZEwnIZo6EXuZk+C2i0o9E52DoBaZaz+W8/I8N2OaxxqRtQkkyNSBoRtCEpNNRzKo/hNInXEshglX/Kwpt6HqidhIzEguCEAIdiUBnOmHT50bnYvqhIxbgDydfpSHSgVO18r6J5zLPVckVpYvZ7a0mqJ+eCrEIlTVFcxKOEdXjPNe0m33+Wua5KrmybAkWZfiPqxxkhTKDRAzt0sfQLj3GnYFe4boVT0cdfv10icMS82zmOxLnQk9RH93NW94/4tMaury0BbsDj3FB/mfQZDRlPu2+BJJ4i5+i71C1331gwOP1zRGe6rinHNkAotLPichGZkQvpNwyf8D9xxJdTEViR/QpoCFx9aqGJUju2CcII1GpLN6WeGwm4rc8hEnfgFl/DU3M6gyrEqNfRSesxfhb3WYOBxqxKWaOBpuoi3R0rz8caOBLM69mddFsbgyezUst++mIB8kz2VjsnsyKvKm9/AmCWpSv7v8bhwON6Eg2tB7gxZY9/HDee3CahuesZgw1po+hXfoY2qXHuDPQheYpXFH0PXYHHiWotVJqmcM8x5W9UmP25Hh4I296/0BU9sz9LPFqtbzp/T2XFv4nTqW0l8FPhT7oeGpwexfQXvzmoLcfCjEZ4kjoJfJNlbzp/V+ao4eJSh+KsJBvqmSh4zqm2FaOyrn7Q1POQhOzMcnTubQlJuLKWdCjdnZczMEkE6cU4mI+qlSoaSlmzsTnexxDIaR+CoRCXL2YuDpyRUQGIqrH+eTuP1PbwyD3pTUW4O5Dj7O6cDYfnbqWmytXccBXx5+qX+PNjqO80X6ECdZ8/mP6Zcx2VXB/zescDJyOG9WRHAo08uea17hr2vDCvRobG5k6NTunQLIdQ7v0MbRLj3FnoKFzmPtUPuyB2OX/Zx/jfJqA1kKcKLPtF7Mv+CSR7u0Sh50dSjFRPdA9xzwQEWvToLY7hYoZs3AQlqmH0XtiU/J5sf1e2uLHTi+UEZpjB9ns+x9sIo8oAXzxeibbVuJSE0PBRhwhCJh/hj32Y1R5tMs4ryRi6p1+M2L6KKbYnq5QpzgSE5qYT8T0EQQxXM6fIjEBGmAjpNyJZhobL+i+fPfgY/0a51ME9Sgvtu7lxda9lFvycCs2joRP3wOHg2F+fOwZfrv4To4HE+tdA7zQvJd3li0bVuy0y9VPVS+DfjG0Sx9Du/QYlwZ6sEgp8WmpM9wowoSKmcWuG5hgWcqB0DMATLasZKv/ga5etcSEjdm2S/FqNRyPvD4qbTUJO/EkMd2dIWTQM9GKSynFpZTTEX8q6bHCegfrO+5FI4ZOjN2Bx5lmW82qvA+MStt7N9hNyHL3ANs4CJjvw6w/i6rvQFOWdzmRmZBA2PQf+CwfR0g/upiZZuaz4RPWYuzxD1wytC+NUS+NSSIBakPt7PCcxK4kH+0J6VF+cOQpfr349pQOZwYGBuOHM/opj0p/v8PSRebpWJTOodcSy0zW5H+aNfmf5nB4PX69gVO96DhhDodfYInr3ZgZnKeiNTK0HmtEeon3qDR1CglMNC8lT63EoRRTYprN6vy7CMqWfq8tRhC9yxErLDs4Gt5AY3T/kNo0qggTMfWdhM3fJKZeDeL0u6Tf70eKSnRlTsaMc3sswMa2Q8T1wU9rDEQcnaAW5d2Vq8g3JZ87rwm3ss1zIu1z+P2py3ga9I+hXfoY2qXHGd2DbozsJ3V+bYW2WBUvtH+fcvMCFjmvRREmNBmjMbovYeug3sqJ0Eby1Um0aIcGPLcvL/EY6aEzzX4+021r0Il317A2Y+dA8Fli/VTe6klMBjkcWp91jmXJKC9PUTJyDNCl5OfHnmWb9wRt0cTc48PlT9Wv8rkZl3HHxDX8uupFtD73Z0zqBLTUmeYGIpPa5TqGduljaJceZ3QP+mj45X7W6gT0JuqjO9kReIinWr9KbXg7r3b8d8pUnAeC/x6UcQZw+eal0eLkTLSs4FjoVZ5r+w6PNX+af7d9k6DexkTLCkTCO5hASVIQAsA8Bh7PI0Fzc/I52rHg0Ya3eallPy1RPzoSvd8CKkOnNtLOb6pe4oqyJcxwJI6yTLAWsKpgRtrHz6R2uY6hXfoY2qXHGW2gh+J13aFVsd5zL9XRt1JukyzDWCqkGFwmrMGw3fcQb/vvpzV+BJ/e0OUI9jvm2C7FofROr2cVblQSQ3UEKgsd145Ym0aTZCU3x4o3248SH8J9kw7VwVYebdjCR6euZZL19PdXas7jlonn4lCTz1EPhkxql+sY2qWPoV16nNFD3FNs59AQ3YPGWBUTV6Hrxz3oTFZwIz2ORF5KiLMO6R1s8t1HQO/95toZM534sAgEEenFRfbHKxYVjWzpx7iu8XDdm+zynURF4ZKShawrXZiw3YaW/RzyJ69prXSlRxkJYuj8sfpVCk0uQnq0O2ZACElYG969OtLanUkY2qWPoV16nNE96Fm2i5lqW41N5A+88TAxYYceRtTlmztix06VrzuiDy7BSvdR5Mj16keTkR4u+97hJ/hr7UZ2eqvZ5q3ilyde5P6ajb222dh2mF9XrSecQqORfpB0oDXuJ6hHu81+U9THw3Vv0hpN3+HGGGpMH0O79DG0S48z2kALIViT/ymuLL6H1e67KFSmpXUcU79FFQT5yqSEalphW/Ke2EhiFsnbZUoyxO1WJ1BinjXaTRoR8vLyRuxYRwKN7PHV9Or7hvQor7QeIKqfNsb/atyGN546s1t8hOeiU9Ea8/Nc8+609x9J7c40DO3Sx9AuPc5oA30KTY9xPPwqMYIMVpKezlf9JyeR2NWCBMcyRU9/HnGwTLWtxqX0HrK2K4WscN1KvjoRgYJAIU+dyCr3B7rLb2Y7mjZyc8D7fLX4tcTwNW88RHvstJd2cBie0yONVUl08gtqUbZ7qjgZSp1uFkZWuzMNQ7v0MbRLjzN6DhogpofY4PkxXq1uSPvJQZY7BPBpTfQN57JEiwkwcBGOgTBhQyOa0EMHaI0d5Vz3xzkQeoaQ3oFFcbHEeQPllgXMdlxMfXQXSMkE61JUkdyzOxsJBAKUlKSfTasnC92TcKk2/Frvl6x8k51Cs7P7s0sdXg7skaLckscVpYt7LXukfgtPNm6nPuLBpVqZ5SznP2e/K2ne7pHU7kzD0C59DO3SY0R60EKIK4QQB4UQR4QQX02yXgghftG1fpcQYsVInHckOBh6LqlxVrFSbJrFSEgU0BPTenrz9wzrmHZRwELHdbyj4HNYRPI0eo3xvWwN3M/agi9xdfEPubTwm90VvVRhZpL1LCbZzs4p4wxQUVExYsea6SxjSd6kXiUfHYqFi0oW9KoeNcuZ+ThOl2rlM9Mv62V4a0Jt/L3uLeojnSlg/VqEHd6T/L/jzyc9xkhqd6ZhaJc+hnbpMWzrI4RQgV8DVwILgPcJIfrWdbwSmN3176PAb4d73pHCF0+e6lMjSnu8CpL0TEeCPM+iYe1vVws5y30rhaZpiH7qCbfHq6kKbx7WubKNhobU6VnT4Zuzr+POSWtYnjeFs/On87kZV/D+ief12maReyLmDE4BOBULf1r6Yc4umN5r+WMNb9MRT0xGcyyYPNf7SGt3JmFolz6GdukxEkPcq4AjUspjAEKIh4HrgJ6psq4D7pedRUE3CyEKhBATpJSj7yk1ANPtazgWfi1J8hHZnQpzNNDUwRXVSEV7/CQ7fH9Hl9oAZSn1IQ/fZztm88j2+FWh8J6J5/Keieem3GZlwUxmOso4EMjMLRvQozzRuJ3bJp3fa7mS4h071UvbSGt3JmFolz6GdukxEkPcE4HqHp9rupYNdZuMUGZagMiAr1zIXjOs/SUau4L/YE/o0ZSZzQDMOJhqPd0b9GtNeON1OV1APT9/9MPi+qIIwffm3cjaonlMd5TiNvXnuT86PFa/FX+894vdjRPOpqjHXPkpZruSD8lnQrvxgqFd+hjapcdI9KCTvar3/fUfzDY0NTXxoQ99CJPJhKZp3HDDDdx11100NDTgdDpRVRWv10tpaSltbW1IKSktLaWxsbG7nJnf76e8vJzm5maEEBQVFdHc3ExeXh6aphEIBKioqKChoQGz2UzAdgJ361JC9hrUuAtLrABv/h7yPIuImwJErE04A9MJOk5ijhVgjuV1r4+ZvcTMHTiCUwg4j2ONlGGKO7vXR80daCY/9tAk/K4j2EOTUDUb3vw9lDStxVuwE12JYgtPwO8+iCMwHSFN+N0HcHsXdJektEbK8OXtw+WbhxRxgs7juHxzCdvqUXQLlmhx9zk1NUzIXoPLP4uQvZZJyjl46jQobWDryWcJKo1EbU3kBxcwt+x8LLFCwuEwzlLBnupXCavNYI1SHF7GvIrV+P1+otFot2Z2ux2LxYLH46GkpASPx0MsFuteP1rfU35+Pi0tLeTn51NXV4fT6exeb7FYcLvdtLa2UlhYSCgUIhwOd6+32WzY7Xba29spLi7G5/OlfU3/MXEdbW1tVAdb+X3HZmbG86gXnd7eE6STnUozi/QSNHQOK+0s1EuoET4sqJRJB9uURlbo5YSIU6V4macXUSW8uLFQJG1sVxpZrpfjJ0qdEmCOXsgx0UERdgo0K/84uZmL1end1xRp93B78bnsbjqGHtM4ZOngQjGVS51L6OjoSLgmTdNQVXVMvqdoNEooFMrI9zQa1xQOh7vbPdA1BXwKJ45XU1SSx7z5k/F4OrLymsbqe2ppaWHu3Lnj6ppG6nvq17gOtyclhDgP+I6U8vKuz18DkFL+oMc2vwM2SCkf6vp8EFjbd4h706ZNct68kctRPRheavsRNbEtY3pOAFtwImHH0EsVDgYVC2ZhZ4XrdkKylbbYcVpiRxKyihWok3ln8Y/RZJSn276GV6vtcQwri53Xs8R146i0cTh0dHRQUFCQmXPHAnz74GMcDzYTGeHELmahckP5WWz3nuRQMPmc3ar8GXxvXuJ3EtXjHA82U2h2UmZNHXOaSe1yncFop2s6P7n3WfbuqiEUjGG2qEyfWco37r4Gu2P0QyuzFeO+S822bdu2rlu37uxk60aiB70FmC2EmA7UAu8Fbumzzb+AT3XNT58DeLJh/hlAyVBdXTU+OgXMTdh4Z9GPsKounm+/m/b4iZTberU6GqJ7aI0f62WcATQiVEU2Z6WBjkYzF5P806PPjso8dJHJyT3zbmKGs7NAxuf2PsA+f6LvQInVnXR/i2JirmvCgOfJpHa5zmC0e/HZvWzfcgJN6+z4xKIah/Y38Jf/3chHP33RaDcxazHuu/QYtnWSUsaBTwHPAfuBv0sp9wohPi6E+HjXZs8Ax4AjwO+BTw73vCPFAuc1CFJ756pYeEfeF7AwsplwLLGCET3eKeKE2e7/G9t8D/ZrnIHOakwyhjee3Iksrg/PkW20CIX6c4obPTSpD5gIJB2KzE7+b/lHu40zwIenvINic++XOLNQqQ23cSCJ4R4smdJuPDAY7ba9XdVtnHtSdXzk75tcwrjv0mNEuo9SymeklHOklDOllPd0LbtPSnlf199SSnlX1/rFUsq3R+K8I0GZZS5LHDeipBhM0IgihEK+eeDeyVAYbhx0f5yMbqY9fnLA7fLUciZYlzDNtjpp+k+Hmp0J7jMVUykQKKNQlactFuCJhm29li10T+Kbs69lqXsy5q5RnpjU2Omt5nuHnuBgiqIdA2HEo6bPYLSzWpN7K5vMuZGlb7Qw7rv0MFJ9AktcNzHf+s6k61Q6542EHNkHbLhx0AA2UZB0uUQjpLWn2EsACnlqJWe5bkcVFioty5hgWdqrTrRLKecs123DbuNoMJoxlb54mIdrN/M/VS9TE2rrtU4RgpnOxBrNI8FfazYS1zVeazvEEw3baI36WeCeSLk1n5jsHYvfEvPz19o30jqPEY+aPoPR7poblpGX37uuutVmZs3aOaPVrJzAuO/S44xK9Smljkgy57w38C/2RZ5Muo9GlNc9vyKJ03kXop91qYmbAgNv1A/Lne9nonUZT7V9Oen5nWoxmh4jrHd0L7OJApY4b8KlljDBuhhVdL18CMHagi9QHdlCVXgzDrWIBc5rsSvZGRphsYyOs81Oz0l+fvzZ7qxc61v2clXZMu6YvKZ7m8/PuJKwFmObpwptBJPYhGWcj+z6I40RLxo6f6t7k6vLltIWS36f9A23Giyjpd2ZwGC0mzWnnFs/eB7PPLELryeIw2nlvAtmcemVieVLzySM+y49zggDfTD4HIdC64nqfmxKHvMd72SG/fSPblVkU8qSjQBx+ps/Sc8L/lQI1cCYoEfebwtuLi74CmXWznKVLqUUf5JUogG9FatwoyomVGzY1DyWOG+g0ro06VmEUJhiO4cptnOGeiljjtud3FFqOEgp+X31hm7jDNARD/Fs8y6uKltCaZdntEO18P15N3Hb9vtoig6lnOfA1EU6uv9ujfn5V9N2zs6flnTbYkt6Toajod2ZwmC1W3vJfN6xbh6hUAyb1YSiGgOVxn2XHuP+zqkKv8l2/0O0x48T0JtpjR/lbd+faIoe7N4mLsfeGcoZmD7wRkCRaQrlpkVYRecNrgiVvcF/Eewawp5vvxqVxHmvgN6MR6smoLeSb67kiqLvpjTOuUZr68g73HTEg7QkMbhtsQCf2P1/fHTnH7nvxEtoXcPNBUmSg4x4m2JB3KqdafbeRQYqrQV8cPKFaR1zNLQ7UxiKdkIIHA6LYZy7MO679Bj3PehDoeeJyt7DhGHpZV/wScosc4nLCFYlD7TRiUlORdAxsBMXQFv8WK/PYdlBdfQtmloPkKdW0BavQus3JamkKboPT6yWfHNWJG8bNoWFhSN+TLtiTlrGEcCnhfFpYWrD7ehIPjltHdeUL+P3J1/pt0a0TZiIyviwBsJLLG5+vOC9PFi7iZpQGyUWN7dNOj/tHvRoaHcmoGs6um4mGIziOIPjmdPFuO/SY9wbaE0mj7+LyTDbfA9QFd5MUO8g3bnkdDHHCojY04+njUgvzXEfg2lzRPppi58YNwY6FAqNeAF4m2phvquSxognpaJxdLZ7TiCl5LLSxUgJTzZuRyBoinro6GOswzLeVSUrvfuqxOTiyrIlmBWVArOTunAHcakR0dLPET8a2o1XpJQ89/Ru/nb/m4RCMeYtKqTmRJBlZ0/lE5+9GHWA3nFri58jBxuZOr2YisqCsWl0lmLcd+kx7g10gWkqTbEDCctNwsaB4L+JE+mxVMGtlJFvmoI3XodXH16+7P4wx0biZh3cD79N5FNqmT0C58sOwuHRmZL4/IwrsAiVvf5a2qIBgnriy11YjxPV4/zo6DPs8dXQEQ9SanazpmguWzuOUx/19NpeH8ZLX0xqqAi+duAf7PXVdB9ph/ckX5l5FYvzpgz5mKOlXa7R0RbgrU3HKSx2ctbKqQlD0VJKfnT302x9q6p7mTvPjNcb5tWXDuJ227jjo2v6HrZ739/98mW2bamioy2IO8/G/EWVfPYrl2EynZnhVsZ9lx7j3kCvcN1CW/wYbbFj6GgomCkzzyGmB/sYZwAdl6mciwu/xNOtXxtipUkVM1ZihBiM4RzNOOieCFQqrctwqaMTHpQJRium0qKY+PzMK5FScihQz9cPPIJf6/3DUm7N44HaN9jYfqj7W26O+XixZQ8l5pF1hPFoIf63+lX2++p63VHNUR/317zBjxcM3UAb8ajw9wfe5KnHdhIOdY5ElE/I45vfv47yitMvzbu3V7Pt7ape++3ZcXoe9cVn91JW7ubK6xL9Oja8uJ8NL+xH7/r98HnDvL35OP98cAvvvT11xbTxjHHfpce4N9AWxcEVhd/jRHgjzbFDTLAsYbL1bF5o/17S7aXs9Obuz6s7ORoxwgy2V5vnWUR78ZtDPMfQUVCpNC8Z9fOMJQ0NDUydOnXUji+EYK6rkncUz+WV1gP4tc4XuYnWQj425WJ+XfViwrcc1uPEZeI9oyBQhJJ03WA4HGhMGs7VniL8aiBGW7tsYcumYzx0/5tomk55hZv33HYuM2eXUVvdzqMPb0XXT3+DjfVevv3lR7jv/g+wc9tJHvv7Vk4cbaFP+DmLlhXz5uuNAEQicR68/03q6zxIJAUFDi5/52Jcbhv/ePDtbuN8Cl2XPPfUbiZMLODCi+ciBkh4c6pGwkDb5Qpnyn030ox7Aw2dns8z7Bcyw37a87XSupSGWGIv9pSns0U40jjT4LvcMbM3sZ2YsCuFXUUtBCYsKJiIkn7MtEaUQ+EXmOFIz+s3G7HZxqbU42emX8YVpYt5rnkPpRY315Qvx2myds0rJzLNUUqFrYCD/gZCehS3amNZ/hTaowH2+BOdEBWg0lZIXNdoiCbeD+WWPJbnT2V/IDG1p8uUmPltMIyVdpnklz95gdc3HO42cvW1HZw41sK5a2axe2dNL+N8irbWINvfOs59v9xAe1sw6XG9nt5THpFwjOee3s2pekMbXjzALXeeR0d78uc1EIjyh1+/wsF99Vxzw3IqKvMTDHBHe5D7fvEytdVtKIrC7LnlfPRTa7FYc/un+ky470aD3P7Wh8EE8xJU/tGrlrKKhUrzMg4En6U1drzPHgpDHPPul5i5I2GZThyte95TEieCgs5wHdiievIfnFzFbrcPvNEIMcc1gTl9ilAsz5/KQX89Pf2z7YqFq8uWsrJgBrt91RwONLIsbyoznWW0xwJ868AjHA02dc9Jl5rdfGzqRVxQPBcpJb+teol/N+0k2tXTLja7uHXSai4omsvG9sNUhVq6z+VWbVxVll7I3FhqlwkO7a/njVcPJ9Q772gP8eyTu/vd975fvkx7W2qv/Pa2vlNi0PM0jQ1eHvjTJuKx1L8TkUicl57fz6bXjlBansftHz6f/Xvq2LntJLqUNDf48HhOt6G+toNwOMYXv3Flv23Pdsb7fTdanLEGenfw0V7GGTp7m7uCj+DTGojR16iN7FCTIzglqRd3mL5ORjHMOJFoXXPmQzfU2ZpTO13a29sz6hH6/omraYh42OE9iScWpMTiYm3xfFYVzgRgSd4UlvRw4Co0O/nV4ttpifp4u/04ZlVldeFs7OrpTG6fnLaOj0xZy5sdRwlpUVYXzsbZ1Uu+d+5N/M/JDdRHOrCrZq4pX84FRXPTanumtRsqui7Z/nYV1SdaOeucaUyeWpxy22AwyoN/3py0WMVg6Gjvv6DD1OluGmr7f9kNBiPYbGbC4dSe9rouCQSiBI618OPvP0MsqhGPpzbqO7ed5J5v/osZc8p4100rcrJsZa7dd9nCsOtBjyRjWQ/6ubbv0Bjbm7C83LwAn9ZEUG9JstfI9aIt4TKitsFmExsIQYk6k0rrcupju2iOHeKUIXep5VyU/yUKzeNn/sfv93cXQM8kHbEAjREvk2xF3cY028kW7QaD3xfmnv98kuNHmtF1iRCCsnI3P/rVe7DbO41UXU07f/rdaxzYV080Emc0f85KK+w0N/RvxMsr8kB0zmuPBtNnlvKdH74r54x0Lt13Y81o14POSVxqWVIDbRFuYvJEwnKBghzBOGlrZGQMtIKZpc6bWey6HoDF8noOBp+nKboPh1rMYuf12NXxlSTA5/NlxcNeYHaOSUaxkSRbtBsMf7zvVY4eOv2MSClpbPDykff/kaXLp+ByW9n02tF+e6tDxWo1EYnGkw5UlVfYaWsJM39hJRUT8tm7u5b62tMjXooimL9oAgf2jV5hiONHm/nVz17ks1+5HJNJyRknsly677KJM9ZAr3DdQkvsMB7tdKyzCRs10a3IHrmvTyFHcP4ZwBR3c3He19kfeoq2WBWRPkPb/SFQcSmlmBQbE8yLmWI9Byk7exiqMLPAeTULnFd3tjuLRkhGCqP4e/rkknYnjiVPDxmNaGzZ3NdHJDlms4Kuy17D3kKA02XF70ucU541p4xlZ0/l2JFmfJ4QR480EQp2vgAUFNm47qazeO9tnfnqG+o8/P43G2is92I2qyxcPJF1Vyxg88ZjCccdCkLQ70jAlk3H+cj7/0hZeR6XXrUoJwpx5NJ9l02csQbarhZwedHd7A48SkfsJK3xowkpQU+TjpNW//vIwhYm2Zczyb6cF9vvoS66I2EbFWvXPHnv40g0FGFCxcyx8CscCb+ESy3n3LyPUGKehS413vbdT310F5qM4lLLWOX+IAXmyUO8huzEiKlMn1zSbrh9w6JiJz/8fzfTWO/l/j9spKXZj9VqYt7CCVx02Xx+es+zeHs4ZDmdFi5/52LOXTOre9neXTU8//QeJLB23TyWLJvWva6iMp9vff+67pdjAK8nhMNp6Y6xHioWi8qq1TPIy7ezZfNxmhuTF2QJBqKcONbCQ3/eRFmZi6VnZfcUVi7dd9nEGWugAWyKm5XuO9jo+TX1sV39bDk042zG0emRTeq3xnzvYuhyDi4yTU9qoCdbV9KhnaQjnpi3u2fPHzpzdm/0/Jprin/M276/cDD0XHcst19v4hXPT7mq+IeYRe6HOxgxlemTS9qdc/4Mqk+2DbxhCmbOLqOg0ElBoZN7fnYTwUAEi8WEydyZzevOj57PU4/vwtsRxOW2cfFl83sZZ4CFSyaxcMkkAKqqqhLOAb1jlfPy7cxbMIFNrx0Z+ny4gJtuWcV1Ny1HCMFZK6fxX997mmgkdQy93x/h30/uznoDnUv3XTZxxhhoTcY4EnqJltgRJliWMs12HorofFADWv+VVgTqkBKXDCabWMzS3v33Yuf1NMT20BI70r1fgTqFlXl3IqXOv9u+0RUb3T9erY6ayA7qozsT2uvRajkSXM/8rqHvXMYI2UifbNZOSklrix+bzYzLbePm969i3+5a9u2tH9I7shCwYMlE7vr8ul7LHc7ejnxr1s5lzdq5aJo+YF5tGLx2n/rCJeQXONi3u5bmRh+apmMyKSAEdrsZu8NCW4ufQKD3C/zkKUVce8OyboO/ePlkbnzv2Tz8lzcTkqb0pPpkGz+991mmzSjh6uuWYLNnnwNZNt932cwZYaAjuo8X2r9HW7wK0Dkefp3DoRe4pPAbqMKCXS0gVUGoPLUSp1JCfWw3g/+VGESqT3GSjng1BabJmBU7lxd+h4PBF2iOHaJAnYRTLWGn7++UWxYw1XYe+4L/GsRZddpiR4npiXNrAD5tpLzGM4tR/D19slW7Q/sb+OPvXqWlyYfJrDJtegmf+fJlfOe/buAXP36B1zcc6nd/RRG4823MnF3G++84j8nTUodj9WUwxhkGr53JpPKBj13Q/dnvC+P3Rygrz0NROo3vru3V/O9vX6WxvtP3pGJCPnd+ZE1CTvB33XwWe3fVsWt7dcrzNTf6aG708ebGozz+96286+YV3PDes7PKgSxb77ts54ww0Ft9f6EtftqpRCdOY2wfewNPssR1I8ud76M5egi/3ti9jYKZSZazWJX3QWyKmz2BJ2iIdvZy4ww/8bs5WEJAa6XA1DkvrAoLC5xXE5eX8GL792kNHkUjxpHwSxSapuFUSggkDf3qze7gYyhJvlYFEzNsFyTZI/fweDwUFBRkuhk5STZp5/eF+dcj2zlxrIUDe+sIh087Z7a1BPjJ95/BbDFRU5V8mFtVBYVFTiZNKeKTn72YgqLR9ahPVzuX24bL3Xtqacnyyfz4V+9h21snAFixahoWS+JzK4Tgq9++mg+87w9EQonOq32JROL848EtxOI6N73vbF5+YT+7tldTXOLiXTetGHWNUpFN910ucUYYaE88ea3n5thBAFymUi4t/CbbfA8Q1DtwqAUsc763V3nGJa4bWcKN7PT/gz2BxwaowTwwel4bpeY5Cct3+v/Rq/qWTpzW+BGmWs7DphfQHq9C7+fcEg0tyXC8Tpzq6BZKLLOS7JVblJSUZLoJOUu2aNfS7OOebz1JbXV7ym3276lLmXTE5bZy8/tXcskVizCbx6ZC1EhrZ7GYEua8k2Eyq5SV5g16Pl7XJW+9cZSD++o5sPe0hm+/eYIvfv0Kps0sHVa70yFb7rtcY3BjOzmOqiRPImEWnfMiYd3HFt+faIkfJai3EpMRrGrymL0lzpuY67iCPHUigvR+GBTMTIpdiEVJzPfdGjuadJ+w7uEc94eZZEkazz4o6iP9pzrMFTyewYekGfQmW7S7/w8b+zXOQFLjbLObWXbWFO76wiVcec3SMTPOkFntSiuGloWrvS2Y8ILT1ODlL396Y6SbNiiy5b7LNc4IAz3XfjkqvedALDhZ5OxM7vFKx0+oiW4joDcT0Jupi25nQ8dPkh5LCMHZ7tu5tvinFKpDL/cHXXPF4Wo2dPyEsN77xlVF8rmaxvg+nmn/GrXRrSiY0z7veCAWG7nEFGca2aCd1xPiwN7ENLeDobjExdfvvoazVk4b2UYNgkxqd8eHz2fCxILTCwaYXg4EIkmLgrS3pl94Zzhkw32Xi5wRBjqktyVmARMCE1a88Xrak4Qxtcc7nbhSoQiVCuti0pFQotGUt5GTkTdZ334veo9ShPOdV2MVqeoKSzSi6MSwCjf56iRKTLOxi2S5thOf4GLzzCG3NRsxYirTJ9PanTjazDe+8E862vvPae3KsyV13ioqzlzmtkxqN2FiAd//yY1ce+Nyzl0zk9s+uJqy8n7qj6fwU7XZ03u5Hy6Zvu9ylTPCQB8Pb0yYt41KP3uCjxOVfuIy0ekrLsNEdH+/x13huoVp1vNwKEWoWLCRjxikpHmeRQC0x6upibzdvbzSsoSzXbdRbJqBidQxyyZh453F/8VVxfdyUeGXKTJNxyzsWISTEtNsZlgvwK50pvi0CCcTLEs52337oNqW7TQ0jF4qxfFOprX70/+8Nqg81UuXTWLB4kpU9fSLZnlFHrd9aPVoNq9fMq2dO8/GrR9czee/dgXX3LCcq69fSmHR0MritrUGqK/tGJ0G9kOmtctVzggnMU0mTxgSkX4KTdNwqeV4td6OZC61nJIBepyKULmw4LOEdA9BrQWXOoEX2++mNd5zHlmgYk5IWhK1dMZe68ToiNcwhXO61810XMRMx0W83P5jqqNvpTz/qVGBEvNMri76LzxaDQoqeaZKAIJaG43R/eSbJlJkntbvteQSTmdu5b/OJjKp3cN/eZP9gxzaDvijfP3ua3jlxQPs2HqS4lIX1920goLCdOq0jwzZdt9dec1SVp4zg/+6+2mqjvefy+EUbS0BfvWzF/n+T24c0zCsbNMuVzgjDLRbndArzApAQWWy9SxUYWap62a2+f7aHcbkUEpY4rgx5XxwX+xKPnYlH4B1hd/gTe8f8MZrUISZSdYVzLC9g+OhjRwOv9idcERXOg22VbiZYj0n6XHLLQuojm4h2XhVvlpJXIZ53fMrvPFaFGGi0rKMGdYLOBHeRKl5Nk61hOn28wd1DbmEqo6dY9B4I1PabX79CE89tn3QqQTKKvJQVYWLL1/AxZcvGN3GDZJsvO9KytxceuVC/ve3rw46c9mRg4185TN/5z23ruKsc6YjpexKpjJ615eN2uUCZ4SBXpX3QbztdXTETyLRMWGjwrKQGbZ3ADDddj4TLIs5EnoJiWS2/WJsXQZ3qNgUN+8o+FzC8iXuGygwT+It3/8S1NuwhScQczYxxbqKAvOkpMea67iMk5HNNMUO0vOXrUCdyuq8T7K+/Qe9eutt8ePsDz6FRgy7UsBEywrOy/t4ViUsGAm8Xi+FheOrQtdYMdra1da088zjO9F1yZXXLWHK1GIO7qvnvl+83G/Kyp5MnFzIu29dNWptTJdsve/WXjqf55/Zy8kTg+tFSwknjrXw+9+8wlubj3NofwORcIziUhe3ffB85swf+fnibNUu2zlj6kFrMsax8Ku0xU4w2Xo2EyxLMmK4/FozewJPEAvFmVFwLpWWpf22Q5MxDgdfpD66GwWVOY7LqbAspDqyhVc9/91vTLSCmXPzPsIs+0WjcSkZIxgM4nBkbqgzlxlN7Z55YiePPvw2Xm+nT4cQUFFZQDwWp7kptT+Hw2lh0dJJhIJRSsvzeO9t52R0KDsV2XzfdbQF+O0vXmLn1upu722X24bZpNDej0Ne38pZ5RV53Pvzm3HnjWzO/mzWLtMY9aABVZiZbV8HGU4J61JLOTfvw9R4a5hoTd5z7okqzMxzXsk855W9lnu02n6NM3TOb1eFN487A93W1mY87GkyWtqFwzGefWp3t3GGzh/+gRySFEWw+oJZfPTT2X+PZvN9V1Dk5GvfuQaAhroOgsEY06YXc3B/A7//9QZqTiaPOe/bP2ts8PLMEzt5z23Jp93SJZu1y2bOCC/ubGS4IxdTLKv6Ccc6zWC9ynOJbBr1yTVGS7td26tpqBtaMor8Ajsf+8xFfORTa0elTSNNrtx3FZUFzJhViqIqzF9UyXkXDC17YF1N/wlk0iFXtMs2zpgedLZRWjq8dHv55olMsa7ieHhjytzgZuydowbjjOFqdyYzGtodPtjIn+57dUj7zJlfwfd/cuOIt2WkCISj/OaptzjW0I6qCs6dO5kbz0tMzZsLOJ3JMymmoqF+5LN+Gc9segzLQAshfgxcA0SBo8AHpJQdSbY7AfgADYhLKdPPVzlOaGxsHHZ91HPzPsZU23kcDW3AJGzEidAUPUhE92JXCphmX8Nk2/iTeiS0O1MZDe0e/NMmWlsGl6FKCJg0pSihFGQ2IaXkG//3IrurTld/O1rXjk0PcNMlmYvDTpeLLp3Ps0/uHrTh9XSECAYiCeU5h0OuPLNSSnYea+C5bUcoctu5ac1CCl12/KEIQgictrGtyjXcHvQLwNeklHEhxH8BXwO+kmLbi6SUA5djOkNwuZLn+o7pIY6FXyWmhxFCoT1eRYVlATNsF6KIxK8rpHuIygBRGWSG7ULOcX+IgN6KWy3HJEbuAcsmUmlnMDCjoV1bW/8JfXpSUOjg3p/dhNWWmYxWg2HHsQYO1/UuTBHVNHZUtXJtLI7FnFsDj3aHhY/9x0X8/AfP4fWEBtze6wlRfbKNufMnjFgbcuWZ/emjb7Bh93FC0c7KYS/uOEqew4Y32Gmgp5Xl87X3XEi+Y2Sd6FIxrDtNSvl8j4+bgZuG15wzm7rILt70/Q8+rbHX8s761eu5pPBbmMXpG+NN3/9yNPRydxKUxuheZjsuZaX7jjFtt8GZS211O8oQoiHa24I88vDb3HLneaPYquFxrKGdcCyxtGMkpuEJRijNzy0DDbBw8UR+8+fbuedbT3L8aBPhfkpXxuM6P/7+v5k0qQBFUTjrnGlcdV3/0SbjgcN1rby+r6rbOAO0eEO0eE+/1DR7Atz94AZ++uErxqRNI+lB9EHg3ynWSeB5IcRWIcRHR/CcOYvf37vXIaXOVt/9CcYZOjNwN8cOscv/z+5lId1DTWRLrwxlcSKcDL85YIrSXKevdgaDZ6S083QE+c8vPco3v/BP6oaYOnL3jtQ57rOBVXMm4rYnDmVOLXZQ5M5wGMgwsFhMfPe/rueSKxYNuK23I8S+PfXs2VXLA3/ezO9+8fKwzp0Lz+zLu47jCyXPOtmTE40dNHWMTdGRAV8FhRAvAski178hpXyia5tvAHHggRSHOV9KWSeEKANeEEIckFImeJU0NTXxoQ99CJPJhKZp3HDDDdx11100NDTgdDpRVRWv10tpaSltbW1IKSktLaWxsbF7CMXv91NeXk5zczNCCIqKimhubiYvLw9N0wgEAlRUVNDQ0IDZbCY/P5+Wlhby8/OJRqOEQqHu9RaLBbfbTWtrK4WFhYRCIcLhcPd6m82G3W6nvb2d4uJifD4f0Wi0e73dbsdiseDxeCgpKcHj8RCLxaioqCAej9PS0tJ9TbYiDdFSToEsw+8+gNu7gIi1cw7MGinDl7cPb51GjbOGoqIijjccQuLCqRdhiRbjzd9DnmcRuhql2XISrcM55tc0Vt+TyWSiqqpqXF3TWH1PhYWFVFVVDfuann5sHzEtyKLlhezZ0cqiZcWEQhq1J/3MmptPzUk/TpeZwiJr9/qAP0ZjQ4hZ81x4vd6s/Z72H6rCrMDa2UWEohrH20IsnZjH3MkVtLa0EAqFKC8vp7GxMSfvvRmznZSW25kxO6/f72nGrDyqjvsoLLKi46eluYNA0JPWNcXjcSKRSFY/T1ML7Vw0u4gDjQEm5ltx2UxsPenhrCn5tAai+MIa04rtHG8N09TYQMhjGpHvqV/7O1z3dyHEHcDHgXVSyv5L1HRu/x3AL6VMqOc4molKso3q6momT57c/TmgtfJ061cIy9SOHJMtK7mo8Mvd2z/T9lVCekevbRxKEVcX/6g79eh4pK92BoNnJLQLh6J8/hMP0dKcXq9o7SXz+OTnstNJLByN89Ff/ova1t4FPcrzHXz/5pX8eeMx9p5sRlUF08oK+ex151FZPHC4YzYRj2l8+TN/SxkbnQxFEXznv65n3oL05qVz4ZmNxjU+8esnOdHY0e92MyoK+d2nrkVRRmbIv79EJcMa4hZCXEGnU9i1qYyzEMIpRGfArhDCCVwG7BnOeccDfedznGoxhabU9aVtIp+Fzut6bV9hXoTgdI5bBZUJliXj2jhDonYGg2cstSuryOOc1dOx2TsH6mw2EwsWV/LBj18wZm0YKodqW6lvS6y21eIN8cAru9m4v5qOQJhWb4itR+r45l9eJBYfXArTbMFkVrnymiUM5VZw5Vmp7FmPeojkwjNrMancc9s6Vs2ZSFmBA1OScqcTi9x84qqVI2acB2K43g6/Aqx0DlsDbJZSflwIUQn8QUp5FVAOPNa13gQ8KKV8dpjnzXmSDW1cWPB5Xvf8ko74SWIyjC41LDhxmItY4LiGMsvcXtufn/8p8gMTqY/uAgSV1uUsclw7RleQOQYaFjJIzUhoZ7NbqJxUmLIHbbWamLuggls/uJppM0ppa/Gze2cNEycXMmtO+bDPP5oUum04bZYkc5GS3XW+hO2rmjxs2H2CS5fnVq11XZdJi2uoqkDTEleYTSby8tOff8+VZ7aiyM0P7ryUr/7pBZo6ahPWv3PVXFbMqhyz9gzXiztpihopZR1wVdffx4ClwznPeKS5uTkhLtCquFhX+DViMoyUOhal/9R4ilBZ4rqJJWeY83wy7QwGx0hp997bz2HPzmp0PXFdJBIHBJOmdP4oF5W4eMe63Ji6mlySz6zKIrYf7V2/WFUEiyvdbDjclrBPdXPHGLVu5DjrnGk88vDbdPTJ062nmPLMyx9eWFGuPbP7qpuSLt9f0zym7ci9eIFxQl5eXsp1ZmGD7B8Ryhj9aWfQPyOlndttw+60EPAl93rdtb2a//3tq3wsB3Js9+W777+Yex5+hV1VjWiajttuRQLV7ckz9p03L/XUVLZSUupmzdo5vPTCPoL+09+hTPLCBZ2FN4ZDNj6zoWiMRzbu41BtK6FIjGAkRjSuEY1pBMLJ6xyUF4xtPLdhoDOEpuXWvFU2YWiXPiOlXVlFHuUV+Rzzpe5R7N9Th5QyJ+YfexKL69S1+wlFOuNhW30hVEVQ7kwc0XLZLMyfkptpLG//8Pmcu2Ymzz+9h21bTuD3RZJuV1Ts5Kb3rRzWubLtmQ1FYnzhD89ysHZwJTpPcc05cwfeaAQZf5UUcoRAYGzi6MYjhnbpM1LaCSEoLnL2u008piWd58x2/vryTqqbe0dTaLqk3G3tNbDlspn54Z2XjG3jRpg58yr44McvwGJJ3lernFjAl791FUKBV9YfoL0tvfsn257Zh17dPWTjrAho8w2ciW0kMXrQGaKiYuSLop8pGNqlz1C10zSdgD+Cy23r9lzdv7eOpx/fyc7tNf3uW16RP2beriNJQ3ty57etJz0UuGwsnV7O4qnlXH72bOyW7E1ZOljsDgt5+XbaWgN9lpu5/SNr+NP/vE7VsWbC4ThFxU7WrJ3DrR8cWk7ybHtmj9Yn+hIMhC7hn6/vZfG0sXN0NAx0hmhoaMgpp4lswtAufYai3T8f3MIbrx4mEIjgzrNz2VULaaj38tJz+wgG+8+4ZLObc6aMZF+mlOaz6UBitrOzpuSz4XAbmw/Woulw3XnzM9C6kUcIwRXXLOb+P2wkGOgxHy3h6ce3c3BfffeyttYALz67l1XnTWfOEHJ1Z9szW+RKzyO9ZxrQscAY4s4QZnPuv3lnCkO79Bmsdi+/sJ8nH91OTXU77W1BTp5o5cH7N/PK+v0DGmeTWeETn7mIisrcjMe/Ze1i8pNUcgpFO+dRw9E4r++r4v71O4jFNZ588yA/+ufrrN9xFC2ZW3sOsHbdPNx9HMHCoRj79zYkbBsMRHn+mb1DOn62PbO3XbyMisKhO3wFwpExjXs3DHSGyM/PzR+vbMDQLn0Gq91rLx8kFOrtyRr0R/F5kzsSnUIogne+axnnXTg77TZmGpfdyq8/cXVCPu7jbafnH6WEBzfs4s6fP8ovn9zMc9uO8ONHNvLFPzxHNEmhjWzn6OEmWlsTh/bjseTGaO+uWsIpPJ2TkW3PbFmBk7tvvZhz5k5kdmURC6eUcs7ciTit/b9IHKxp5XsPvTJGrTQMdMZoaTEqb6aLoV36DFa7WIofZjHAL8b8BROyulLVYJlQlMcfP3s9V6yYhb3LgWpBRe8eV1yXNLQH0PROT7iYprPrRCMPv5p7iRIVVUEZ6MvtQWuLn29/+dFBG+lsfGZnTiji3jsu5b5PXcsvPn41n7hq1YARBxLYe7KJurbEpDWjgWGgM0S2vVHmEoZ26TNY7WbOTnSEUVRBaVnqvNNWq5kL141tGMpoUuS286Wb1nDTmoUAnGgdnAfvnqrkSS6ymekzS6mcVDCkfY4fbeFbX3x0UDWmx9Mz2xEIU9dqGOhxTTQ6cFkzg+QY2qXPYLW75Y5zWbB4IlZrZ+/R7jCz/Oyp/ODnN7Nm7WwmTyvC7rB053NWVcHkqYVcdOn4cJzqia2rB+22qQNs2cmRuqGF72QDiiK463PrmD6zBLt98PPFVcdb+Osf3xhwu2x+Zj2BMP94bS9vHayhvLD/0EEAm9mEGKP4QcOLO0OEQmMbTzeeMLRLn8FqZ7Ga+PYPrmP3jhqOHGxk0bJJzJnXGSrzmS9dxrEjTdz7n08R6soUqWmSkydaefLRHVx74/LRan5GaOgazix2JtaIToYnGGHzgWrOnZfd1Zv6MnVGCd/54fX886EtPPf0HqKRwc2l19d1DLhNtjyzmq7jC0Zx2y2oqsLz247w5xe309hV37k0z4HVrBCJpXb2C8fi3P3wK1yybAafvvbcUW2vYaAzRLbFBeYShnbpMxTtThxr4dWXDhKLxikscvDCM3vwesJMm1FCXW1HwtBmNKqxZdOxcWegL1k2k/U7j7P1ZO/kJS67BX9CUY1OHt98IOcMdNWJFn5273PU13YMaT+bbeAedzY8s49s3Mszbx/GG4jgdlhZu3ga63cc6zbOAM3eYNIqVn3xh6O8tOs41507jyllBaPWZsNAZ4hsiwvMJQzt0mew2j331G7+8eBbeD2d+ac3vX60e932t6tQU/yIxbXcDDPqj4VTyzh//mQIe3nhQKez08RiN+97x2J+/tgmtCTDnZEc9OT+8+9eT2qcVVVgtZmZNLmQmuo2goHTjmF5+Tbe+a5lAx4708/sWwdruH/9TvzhzheqNn+Ih17ZRTSeeL9qg7yHvcEIL+08xp2XrhjRtvbEMNAZwmIZ3HCZQSKGdukzGO3iMY1nn9rdbZyTkepHbOr0krTblq0IIfjKzRfw9p6DqM4Cygpc3LB6Pm67lRd3HGPHscRY4SO1rbz7B39j2YwKPnDpCiYUpXauywaklDQ3JtbBBli1eibvfNdSps8sZd+eOh55eAteTxiny8pV1y5h6VkDFwvJ9DP7xOYD3cb5FMmMM3TWhY7rGj1vcVUR3d76PZdNKB7d79Uw0BnC7c7uBzabMbRLn8Fo19Tko71PGcKBMJkVZs0p544Pn59u07IaIQTzp09i5eLTZTM1Xee777+Ib9y/noM1LcR6/KIHo3GC0Tjrdx5nx7EG/uO6czl/QfaO+gghsFiTm4Pd26vZvb2a/EI7F122gO/+1w0DHm/9s/t46fnOjHMFhQ5ufv8yJgw+8diIExtCsY5JpXnoOrT7O4ukFOU5KHBa2XakvpeRnlyaz8VLZoxGc7sxDHSGaG1txeUa29Jl4wVDu/QZjHYFBXacDgtBf/9JSXqycPFEvn73NTlXuWoonNIuFtf478c3saeqiaimUVHo4iOXr+DBV3bTEUjUrNUX4q8v72L1/ClZrc/SFVNoqPMQ79Oz9HfdB35/hEceepuZs0pZuGRSyuO8+tIB/vqnNwh07Vdb3U7ZBJXyihKKSzLz3C6bMYFtR+tTFm8RojOsTkqoa/ES6soDMLk0j++8by2lBU5++8wWth+tJxrXqCxy8x/XnofZNDjP/nQxDHSGKCwszHQTchZDu/QZjHYOp5WFSyby6ssH0bWBw0kUVbDy3OlZbXxGglPa/fzxTTy/7QinlGnqCHCopqXfwhmtviCBSAyXLXunZ2774GqklOzcVk1jfaKhBggFozz12M5+DfT6Z/d1G+dT7N/TwqN/e5uP3LV2pJs9KN59wSL2VDWx41g9kSRJeBQhuGbVXB7asJtIj1Se1c1efvXUm3z/9kv41DvPGcsmd7ZrzM9oAGRP2EEuYmiXPoPV7uOfuYhrrl/OtBklmM399xKmTivmossWjETzsppQKEQsrrH7RCN9X1vCMY32QOo5e4fFjN2c3f0hRVW486MXcNnVC5Ma51PUVPdfCapviliAwiIrniFOm4wkJlXh3jsu4Z7b1yWkcAWoKHSz+0RjL+N8irq25NXNxgLDQGeIcDj1w2zQP4Z26TNY7RRV4f0fOI8f/fI93PX5dbjzbAgBFouKw2nGZOr86bBYTVROKkzp1T2eCIfDxDSdaD/FEpKNIVhUlXPnTcoZjZ56fGe/6119imr0pbQ80c8hv8DKwqWpe91jxfKZlVx37jwcPXJuFzit5Dut7D7RmHQf2wAvqKNJbtwx45BsiAvMVQzt0meo2gWDUR66fzM+bxgpO2Odg4FYdw8rGomzeeNRnnx0+2g0N6uoqKjAYTVTVjBwtqmeuB0WLCZTzlS6Ugeo4X3xZf1ni7vjw2uYOPn0VIpqUoiEzFx6xcIRad9w+M3Tb/HvrYcJRmKYVIHLZsFls3CgujmpV7fVrGbUuc8w0BmioSExNMNgcBjapc9QtXv95UM01icPvzmFFtfZ/nbVcJqVE5zS7sKFU1MasWQz9q2+EA+/upt7//bqKLZu5JgzL7W79cIlEwdM51pWkcc9P7uJm9+/ktUXzuJjn76I931gCaYM9kRDkRi/eepN/rV5P63ezmmeuCbxh6PUtPrQk3xxZlXh3WsWcsvaxWPc2tNk96TIOMZm63+YyCA1hnbpM1Tt5GB7fWOTmjij2Gw22v0hHtt0ICEmFkARJP2hB9B0ya7jjTR1BIbcAx9rbvvQao4caqSupqN7mdms8u5bV3L1u5ZhGoTnssNh4eZbVnV/bmxMPnw8Frx9uJZfPLGZ2iFWoJpaVjCqSUgGg2GgM4Tdbs90E3IWQ7v0Gap2ay6ay5OP7aCpMfWPm8mksGRFbqW1TAe73c4jmw7Q2JHoNGS3mJhaVsCBmtRlFdv8IeravFlvoPMLHNz7s5t44pHt1J5sZ8r0Yq65fhl2R/oe6Jl4ZmtbvdS1+vjtM28N2TibVMHZsytHqWVDaEemG3Cm0t7eTl5eXqabkZMY2qXPULVzuqzccud5/O2vb9FY78FiNWG1mhBC0tEeprDIwaKlk3jXzWeNYquzg/b2doKR5PWPC1x2PnvduXz6vmd6JSzpidNqZnp5boQIOpxW3nf7yBWCGMtnNhqL850HX+ZAdQue4OBj+U9Rkmdn9fwpfOiyzN/ThoHOEMXFxZluQs5iaJc+6Wi3+sLZrDxvBocONOB0WJg6owSfN0zNyTYqKgsoKs7uHuFIUVxczLXnFPDSzqMJCUkml+ThsFqwmNWUBjrfaSPfeWZOz4zlM/ubp7fw5sHaQW1rUpVe+eOXTi/nB3deijVLQuKyoxVnID6fz8iGlSaGdumTrnZms8rCxRO7P+fl21nQ4/OZgM/nY/KECVx/3nye2nKIZk8Qq0llankBX7zhfH7377cJhJP3sAEuP2sW0Jn3WtdlzoRdjQRj+cweqGke1HYzygv4xNXn8M+Ne4jFdZbOqOA9Fywa9exgQ8Ew0BkimwuYZzuGduljaJc+p7S79eJlXL1qLpsPVFNW4GL5jAkoiqDdnzoJTGWRi2vPmctfX9rJE5sP4AtHMKsqV66YxSevGfsMVWPNWN13ui5paA8MvCGdubT/9OI2mjoCWM0qDW2+rMuGZxjoDGHE8qaPoV36GNqlT0/tCl12rjx7Tq/1/Tl/NbQH+OB/P067/3SimFhc55FN+wlGY3zxxjUAHKxt4Y/Pb6PDH8Ztt/CeCxezck7uj1SM1X338Gu78Yf6n3c2qwor507kcF1rryxhdW0+FEXh89evHu1mDpozZ4wlyzBiedPH0C59DO3SZyDtPnjpCiaX5iddp0vZyzj3ZMPuE4QiMWpbvXz3gZd5+3AdR+rb2H6sgR898jo7k5SzzDXG6r7bcrB2wIi/eZNKWDSlLCGFp5Sw63gjMlVFjQxg9KAzhBEqlD6GduljaJc+A2lXnOfgZx++gv9bv53qFg8HqluSFmboSySm0dgR4KFXdtHY0Xt4ts0X4qFXd7N0RnaPfISjcR59Yx8HalqoKHDyvrVLKHSd1mus7rvBmNY8p402X/LpiGg8ji4lapYMdRsGOkNkuoB5LmNolz6GdukzGO2K3HY+967VeIMRPvyLx4nEBi5O4rZbUAScaGxPuj4Qzm6/gXA0zhf+8CwHa1q6DeSbB2u55451TCrpHFEYzftu0/6T/P21vQTCUYLR1E560OlJ/+4LFuG0mnl++1G8fcKwJhS5UZXsGVjOnpacYXg8nkw3IWcxtEsfQ7v0GYp2eQ4rk0uSD3f3RAAFThtf+N/nOFKf3ECXF2R3xMI/Xt/DgR7GGaCm1cv/PLu1+/No3Xev7D7Odx/cwK4TjRxtaKc+SeUpIaDYbWfOxGI+ceVKFk0tY3pFIZevmNUd9qYImFqWz39cN3Kx3yOB0YPOECUlJZluQs5iaJc+hnbpM1TtvvGeC/nG/es5VNuadH15oZNl0yfw0q5jxFKUd5xUksfHrjgLfzhKiydIZZELS5bE6J7iYIrra/acHq7vq10oEuO+f2/hSF0bJlXhwkVTuWH1gn69qKWUHKptxReMsGhaOTaLiZ8+9kbKuPPT+8GNqxfwnnf0zqn98atW8s5Vc1i/4xhl+S7WLZueddoOqzVCiO8AHwFOBZ59XUr5TJLtrgD+H6ACf5BS/nA45x0PeDwenM4zI8HDSGNolz6GdukzVO2K3A7uvvViPvrLJ/AGew9Tq4rg0+88hyffOpTSOENn9bC7H3qFNl8IXyhCkdvOVSvn8O4LFqV9HSNNsTv5/LLTdnpYu6d2Ukq+9n8vsPtEU/f6I3WttPvDfPjyzuxdbb4g/377MBaTiSvPnkUkpvHtv77E8aYOItE4lcVuLlsxi1CKzG59CaQY+p5Uks8dlywf1DEywUi8LvxcSvmTVCuFECrwa+BSoAbYIoT4l5Ry3wicO2eJxQZ3YxkkYmiXPoZ26ZOOdqX5TqaVFbKrT63hSSX5rJwziSffOtjv/k3eAE3e0z3RQCTGgxt2MX9yKYunlQ+5PaPBbRcvY+vhOurbTw8vFzht3LzmdHnJntptPVKXMKoQjmm8vreKO9Yt47ltR/jrSztp9gYBeGxTp6no6UBX2+rjsTf2pyxO0pMit52r+4TE5QpjMQe9CjgipTwmpYwCDwPXjcF5sxojHjV9DO3Sx9AufdLV7hvvuZDF08oocFpx2SzMmlDEl288H5OqUOx2DPl4vlCUx97Inv5NSZ6D7922jnPmTmLWhCKWTq/gizes5py5k4DOHrPFmd/tkHW4rjWpd3tNi5f/fOAlHnpld7dxhk7D3Ne7HaAjEMZpMydtk6mrHGhpvoMbVi+gvDC75/FTMRI96E8JIW4H3ga+IKXs6+kwEaju8bkGSJo6p6mpiQ996EOYTCY0TeOGG27grrvuoqGhAafTiaqqeL1eSktLaWtrQ0pJaWkpjY2N3Wnk/H4/5eXlNDc3I4SgqKiI5uZm8vLy0DSNQCBARUUFDQ0NmM1m8vPzaWlpIT8/n2g0SigU6l5vsVhwu920trZSWFhIKBQiHA53r7fZbNjtdtrb2ykuLsbn8xGNRrvX2+12LBYLHo+HkpISPB4PsViMiooKDh48SGVl5bi6prH6nurq6nA6nePqmsbqe9I0DVVVx9U1jdX3FA6Hu9s91Gv63OULwWwnEPDjtKhUlOVx4NARWlpamFZkZ1qxnX0NfqYX2bFbVLae9HDWlHwafRGiccnkQhu763zMLXOiKoJAMMSJE1W43dnxPSnRKN9+7wW9vqcDh49S74uz49AJKlwqT+5uZvnkPITJwsIJbkpd5l7XtLvOh0MPkWfWyStzUJlvY0eNl8WVbjRdcrApwOJKN9XtYSwmQbnbys5aL2vml9ARjHG8LcSyiXksnTMVt81MMBhk6fyZhLwd1NfXZ+291x9ioKBsIcSLQLJXx28Am4EWOsPPvgdMkFJ+sM/+NwOXSyk/3PX5NmCVlPLTfQ+4adMmOW/evH7bM15oaWkxHHbSxNAufQzt0mcktYvG4tz126c51pDcc3sgFNE5TP6Jq1Zy1uzK7tAgXZccqmsFKZk9sTgjIUPhaJx7/vYKB2paaPeFkMD8Cif7G073gs2qMqBz12BxWE1ctnwmhW4HV6+c0yv+OhfYtm3b1nXr1p2dbN2APWgp5SWDOYkQ4vfAU0lW1QA9i8VOAuoGc8zxjKpmT0L2XMPQLn0M7dJnJLV7duuRlHHPg0GXcLLZw9f+70VsZpWz50zkXefO4zdPb6GmxQtIJpbk88XrVzNvcumItTsVbb4Qv/zXZmpbvTR7gwnxxdF4747gSBlngGAkzos7jnPrxUtzzjgPxHC9uCdIKeu7Pl4P7Emy2RZgthBiOlALvBe4ZTjnHQ94vV4KC3OjNmy2YWiXPoZ26TOS2h1vbE/q4CSAicV51LR6B32sTgerk7x1sIZoD4/w4w3tfPehDcwoL6TdH8Jlt3LL2sUsmzGh3+NJKfn3lsP8ef12wtEYqqoyf3IJX735QvIc1oTtY3GNr/75BY7Wt6U85uRCG0dbgr2WqYpAS+HlpQiwW83E4zqR+MDZ2PzhKH95aQfFeXYuXjJjwO1zheGOf/xICLFbCLELuAj4HIAQolII8QyAlDIOfAp4DtgP/F1KuXeY5815SktH/612vGJolz6Gdukzktqdv2AKdkti/2hGRQE//+gVVKTh1BRNEq7V1BFg88EaDta2svVIHff87VV2HU+dF1tKybf+sp6fPv4Grb4QgUgcbzDCmwdrufNnj3Kguhl/OMrfXt3Nzx7byKYD1by4/SjHG1IbZ4Dddb6EZQVOG6kqbuoSCp02/vT56zlnzkRK8hxYzf2PYATCMf695XC/2+Qaw+pBSylvS7G8Driqx+dngIT46DOZtrY2HI6he3AaGNoNB0O79BlJ7c6aVcnymRPYcqi2e7i3NN/Bx69aRZHbwTfecyG/f24rtS1e2vwhRqp+Q5svxDf/sp7rz53PyRYP/lCUqWUF3HnJMo41tPPzxzdxsjl51i9PMMJPHttIIBSjqSsJydNbDmNRlQHDneaWOXnjeEf3Z6fNzM0XLMJqUnnold3dx+uJNxRFSsm9d16KJxgmFI7zl5e28+LO48RTDJFHB9HbziWyK23KGUQ2VUzJNQzt0sfQLn1GUjshBN99/8Ws33mMjftOku+0css7lnSHAy2YUsbPP3IlAL9/9m1e3HmMFk+wv0MOmkA4xl837Or+vO1oPRv3VqGoYsBayscbOhKWRQcxn6x2hT2VFTipLHJz5VmzuWT5TAAWTCnlC394Dn+fnON5DitFXXPK+Q4b+Q740k0X8ImrV/HdBzew7Wg9fZlVWTxgW3IJw0BnCGOoMX0M7dLH0C59Rlo7RRFcunwml3YZqlR85IqzufH8hew4Vs+EIhexuMZPHnmD2rbew8blBU6aOgKDqujUlybvyBj/VBxuCnLu3EncfevFqH3GtWdVFrN4WhmbD9Z0jxTYLSbesXha0tSbLruVe++4hG/cv559J5sIReNYTApzJpbw4ctWjOp1jDUDhlmNJWdSmFVVVRVTp07NdDNyEkO79DG0S59s0k5KyUs7j/H0lkNICZVFbj58xVn851/Ws6+6JdPN68WU0nw+cdEcVi5NnWs7ruk88PJOdh5vRFUFly6byWUrZvV7XCklW4/Use1IPQumlrF63mQUJTvKRA6FYYVZGYwOpwLXDYaOoV36GNqlTzZpJ4Rg3bKZrFvWu/f9jfes5dsPrOdYw2kv8cHGHAsGV095sNgtJpbPnMDX33MhQZ+330IYJlUZck5sIQRnz57I2bMnDrepWYthoA0MDAzGCRVFLn736euobvGw50QjZlXl7DmV3Pu319hxvB5NS22CJxS58YejeIMRVEUwpTQfs6p2Jj7pgSIEep+RV4tJ4ezZE/GFopgUwVmzKrny7DkUuDrLOY7uAPr4xTDQGcLv91NcPL4cGsYKQ7v0MbRLn1zSbnJJfq961D+44xJe2HGU3z2zBW8omrB9kcvO//vYlfiCUV7edYwJxW4uXjKDmhYv33v4FWpaPGi6pCTPwXXnzOVEUwdvH67DF4pQmu/kgoVT+cTVq1K2J5e0yyaMOegMEQ6HsdlsmW5GTmJolz6GdukzHrR7fW8V//3EJtr94e5lpfkO/ufT1yVNQgKdoUuv7jlBuz/MuqXTKeoq8NHmC1LX5mNKaUHKfU8xHrQbLYw56CykubmZyZMnD7yhQQKGduljaJc+40G7NQunUpzn4OFXdhOMxJgzsZhbL16K3ZK8KhSAxaRyybJET/Mit6PbWA/EeNAuExgGOkP05zBh0D+GduljaJc+40W7+ZNL+e6tF4/pOceLdmPN2Jc6MQAYsMyYQWoM7dLH0C59DO3Sx9AuPQwDnSGam5sz3YScxdAufQzt0sfQLn0M7dLDMNAZIi8vL9NNyFkM7dLH0C59DO3Sx9AuPQwDnSE0bXwldR9LDO3Sx9AufQzt0sfQLj0MA50hAoH+k9IbpMbQLn0M7dLH0C59DO3SwzDQGaKioiLTTchZDO3Sx9AufQzt0sfQLj0MA50hGhpSF0036B9Du/QxtEsfQ7v0MbRLD8NAZ4jHH388003IWQzt0sfQLn0M7dLH0C49DAOdIR599NFMNyFnMbRLH0O79DG0Sx9Du/QwDHSGiMfjmW5CzmJolz6GduljaJc+hnbpkVXFMtavX98MVGW6HWNBW1tbSVFRUXZVVs8RDO3Sx9AufQzt0sfQrl+mrlu3rjTZiqwy0AYGBgYGBgadGEPcBgYGBgYGWYhhoA0MDAwMDLIQw0BnECHEd4QQtUKIHV3/rsp0m7IdIcQVQoiDQogjQoivZro9uYQQ4oQQYnfXvfZ2ptuTzQgh/iiEaBJC7OmxrEgI8YIQ4nDX/4WZbGO2kkI747cuDQwDnXl+LqVc1vXvmUw3JpsRQqjAr4ErgQXA+4QQCzLbqpzjoq577exMNyTL+TNwRZ9lXwXWSylnA+u7Phsk8mcStQPjt27IGAbaIJdYBRyRUh6TUkaBh4HrMtwmg3GIlPJVoK3P4uuA/+v6+/+Ad41lm3KFFNoZpIFhoDPPp4QQu7qGhYwhs/6ZCFT3+FzTtcxgcEjgeSHEViHERzPdmBykXEpZD9D1f1mG25NrGL91Q8Qw0KOMEOJFIcSeJP+uA34LzASWAfXATzPZ1hxAJFlmxAkOnvOllCvonCK4SwhxYaYbZHDGYPzWpYEp0w0Y70gpLxnMdkKI3wNPjXJzcp0aYHKPz5OAugy1JeeQUtZ1/d8khHiMzimDVzPbqpyiUQgxQUpZL4SYADRlukG5gpSy8dTfxm/d4DF60Bmk6yE/xfXAnlTbGgCwBZgthJguhLAA7wX+leE25QRCCKcQwn3qb+AyjPttqPwLuKPr7zuAJzLYlpzC+K1LD6MHnVl+JIRYRucw7QngYxltTZYjpYwLIT4FPAeowB+llHsz3KxcoRx4TAgBnc/9g1LKZzPbpOxFCPEQsBYoEULUAN8Gfgj8XQjxIeAkcHPmWpi9pNBurfFbN3SMVJ8GBgYGBgZZiDHEbWBgYGBgkIUYBtrAwMDAwCALMQy0gYGBgYFBFmIYaAMDAwMDgyzEMNAGBgYGBgZZiGGgDQwMDAwMshDDQBsYGBgYGGQhhoE2MDAwMDDIQv4/YXLCg9MpFFIAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] @@ -1105,6 +1952,41 @@ "plt.scatter(X_mixed[np.where(labels!=-1)][:,0],X_mixed[np.where(labels!=-1)][:,1],c=labels[np.where(labels!=-1)]);" ] }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "ExecuteTime": { + "end_time": "2020-12-14T17:44:44.488430Z", + "start_time": "2020-12-14T17:44:44.191333Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.tick_params(which='both', bottom=False, top=False, left=False, labelleft=False, labelbottom=False, labeltop=False)\n", + "\n", + "min_cluster_size = 8\n", + "clusterer = hdbscan.HDBSCAN(min_cluster_size=min_cluster_size, gen_min_span_tree=True)\n", + "clusterer.fit(X_mixed)\n", + "labels=clusterer.labels_\n", + "plt.scatter(X_mixed[np.where(labels!=-1)][:,0],X_mixed[np.where(labels!=-1)][:,1],c=labels[np.where(labels!=-1)],s=10);\n", + "# plt.ylim(-5,25)\n", + "# plt.xlim(-10,10)\n", + "\n", + "plt.savefig('cluster_21', dpi=200)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1121,11 +2003,11 @@ }, { "cell_type": "code", - "execution_count": 226, + "execution_count": 42, "metadata": { "ExecuteTime": { - "end_time": "2020-11-27T13:28:57.297122Z", - "start_time": "2020-11-27T13:28:57.293087Z" + "end_time": "2020-12-14T17:14:38.242532Z", + "start_time": "2020-12-14T17:14:38.239518Z" } }, "outputs": [], @@ -1135,11 +2017,11 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 43, "metadata": { "ExecuteTime": { - "end_time": "2020-12-02T17:44:41.375895Z", - "start_time": "2020-12-02T17:44:41.371372Z" + "end_time": "2020-12-14T17:14:38.446453Z", + "start_time": "2020-12-14T17:14:38.442849Z" } }, "outputs": [], @@ -1182,6 +2064,20 @@ "# end = time.time()\n", "# print (end-start)\n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {