{ "cells": [ { "cell_type": "markdown", "id": "1576f175-58ed-48b5-800b-dac201db55a3", "metadata": {}, "source": [ "# Similarity matrices and clustering" ] }, { "cell_type": "markdown", "id": "8ea0d68d-1f9c-4b0e-8aa3-a5b426205425", "metadata": {}, "source": [ "We can use fingerprints to compute the similarities between all members of a dataset and denote them in a symmetric matrix. This matrix is called similarity matrix. Each row and column of this matrix represents the similarity of a fingerprint to the rest of the dataset. \n", "\n", "To compute similarity matrices, we need fingerprints, which are introduced in the tutorial \"Using material fingerprints\". These fingerprints are used to encode the electronic density-of-states (DOS) of a material as a binary-valued vector. If you didn't do this tutorial yet, you at least have to run the whole notebook in the same folder as this tutorial, in order to create the required data." ] }, { "cell_type": "markdown", "id": "3458478f-24f4-462f-bc7e-61620bdea6c6", "metadata": {}, "source": [ "In this tutorial, we will learn how to:\n", "\n", "
\n", " \n", "**[Compute and manipulate similarity matrices](#Compute-and-manipulate-similarity-matrices)** \n", "**[Cluster similarity matrices](#Cluster-similarity-matrices)** \n", "**[Compare different fingerprints](#Compare-different-fingerprints)** \n", "\n", "
\n", "\n", "Let's get started!" ] }, { "cell_type": "markdown", "id": "9ecdab58-82e5-41ee-bc00-bab46d1ec3f8", "metadata": {}, "source": [ "## Compute and manipulate similarity matrices" ] }, { "cell_type": "markdown", "id": "81e1c018-b676-4b1a-a6f3-c22dcbef8ea0", "metadata": {}, "source": [ "First we will import and load our `MaterialsDatabase` to get access to the data. As a reminder, this data are cubic materials from a high-throughput dataset [1] computed using the hybrid HSE06 exchange-correlation functional with density functional theory." ] }, { "cell_type": "code", "execution_count": 1, "id": "8ec01e51-b1f5-46a9-8c58-82c7b55d42b8", "metadata": {}, "outputs": [], "source": [ "from madas import MaterialsDatabase" ] }, { "cell_type": "code", "execution_count": 2, "id": "079fd5f3-56ad-42c5-88d2-dc1a8352cff5", "metadata": {}, "outputs": [], "source": [ "db = MaterialsDatabase(filename='materials_database.db')" ] }, { "cell_type": "markdown", "id": "691a3bc0-94fd-47f5-8001-ca105e32a383", "metadata": {}, "source": [ "To compute the similarity matrix, we can first obtain fingerprints from the database (or use a list of `Fingerprint` objects if they are already defined):" ] }, { "cell_type": "code", "execution_count": 3, "id": "a4ece99c-31a5-4560-90ed-a5e0bdc894f3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2026-04-09 18:20:38,103 - materials_database_log - INFO - Fingerprints with name \"DOS\" exist. Reading from database.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "34454a6cc65b4a3c85c47f686dd8932c", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/191 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dos_simat.plot(colorbar=True)" ] }, { "cell_type": "markdown", "id": "7544c651-404f-4c22-9b1f-2d948737f6b1", "metadata": {}, "source": [ "Here we see that most materials in this dataset have dissimilar electronic density-of-states (DOS). The maximal similarity is 1, and all diagonal elements of the matrix are 1, because they show the similarity of a material with itself.\n", "\n", "Note that the colorbar for these matrices will be the same along this tutorial, so we show it only here.\n", "\n", "Before we go into further analysis of the results, let's see what else we can do with these matrices." ] }, { "cell_type": "markdown", "id": "e4c4d03d-af15-4e4f-97bf-9c6d5e92e1fb", "metadata": {}, "source": [ "We can also obtain a similarity matrix directly from a `MaterialsDatabase` by specifying a fingerprint type." ] }, { "cell_type": "code", "execution_count": 9, "id": "073ccba0-83fb-4f7d-b248-be217161f57d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2026-04-09 18:20:45,899 - materials_database_log - INFO - Fingerprints with name \"DOS\" exist. Reading from database.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "33eca39dd44942118b73f64a0e8c3e88", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/191 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dos_simat.get_sub_matrix(dos_simat.mids[:50]).plot()" ] }, { "cell_type": "markdown", "id": "3502fbf5-41e7-4113-8e9e-4a2b584a95a8", "metadata": {}, "source": [ "And also extract a non-symmetric part of the matrix:" ] }, { "cell_type": "code", "execution_count": 18, "id": "045a57ce-753b-4507-9161-fc9a68713b2f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dos_simat.get_overlap_matrix(dos_simat.mids[:10], dos_simat.mids[-20:]).plot()" ] }, { "cell_type": "markdown", "id": "3ff9420a-55b9-4d6b-b2af-4ecb56df19a0", "metadata": {}, "source": [ "Note that the overlap matrix has a different type:" ] }, { "cell_type": "code", "execution_count": 19, "id": "a07e88d1-3cb1-43af-841f-8bf45a103183", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "OverlapSimilarityMatrix(DOS, DOS, (20, 10))" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dos_simat.get_overlap_matrix(dos_simat.mids[:10], dos_simat.mids[-20:])" ] }, { "cell_type": "markdown", "id": "54ca4681-2081-416e-a34a-a9e0777bec67", "metadata": {}, "source": [ "We can extract rows of the matrix by index:" ] }, { "cell_type": "code", "execution_count": 20, "id": "efb12dd1-0b6c-4752-b2b7-0ba5daed910a", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 21, "id": "f363b691-8fc1-4652-9cf2-80983d1a1190", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(dos_simat[0], '.')\n", "plt.xlabel(\"Matrix index\")\n", "plt.ylabel(\"Similarity to first matrix entry\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "39ac6fe2-6f8f-4b64-9d6a-dbafcbd4c0f7", "metadata": {}, "source": [ "or by using the `mid`:" ] }, { "cell_type": "code", "execution_count": 22, "id": "82cff98a-5fd2-4b87-be96-b7e479eb078a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(dos_simat['eNT873N0Cde18DQ6Ni9D5MKpx_7C'], '.')\n", "plt.xlabel(\"Matrix index\")\n", "plt.ylabel(\"Similarity to matrix entry\\n'eNT873N0Cde18DQ6Ni9D5MKpx_7C'\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d6a8d2a6-d866-460d-b8bc-e29c4798e8a7", "metadata": {}, "source": [ "We can showcase the distribution of similarities in the matrix by plotting a histogram of all unique entries:" ] }, { "cell_type": "code", "execution_count": 23, "id": "1c6f0c91-5de4-4d84-a26c-c2fe968c3c9e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(dos_simat.get_unique_entries(), bins=100)\n", "plt.yscale('log')\n", "plt.ylabel('Count')\n", "plt.xlabel('Similarity')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "168cc669-dc20-4e6e-afb7-06e4617a7626", "metadata": {}, "source": [ "Here we can see that the majority of entries in this dataset have low similarities. However, some entries with high values exist. We can use different ways of finding them." ] }, { "cell_type": "markdown", "id": "dbd2bd42-1a46-4c34-8ef8-3a6da02e2154", "metadata": {}, "source": [ "Because the matrix contains the similarities between all data points, we can easily obtain the most similar materials for each entry:" ] }, { "cell_type": "code", "execution_count": 24, "id": "e324a9be-af57-4756-9ee9-261a45abd984", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'eNT873N0Cde18DQ6Ni9D5MKpx_7C': 1.0,\n", " 'Z7yPoSxgsLVkV6T5MvhbiqL9vd6c': 0.5513439915671118,\n", " 'CVGpxRQYzpnVv5aq8lEeOxwWuiuX': 0.5445461748393344,\n", " '-C9ifkl1sypqdFhloRVtLgSql5a0': 0.5373316020126603,\n", " 'E8HK4clJ5Bm8HCEsG8w_HljiochE': 0.5358789811662285}" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "most_similar_materials = dos_simat.get_k_most_similar('eNT873N0Cde18DQ6Ni9D5MKpx_7C', remove_self=False, k=5)\n", "most_similar_materials" ] }, { "cell_type": "markdown", "id": "0838bf4a-77ce-4132-b624-727337fc7edc", "metadata": {}, "source": [ "We can see that for this example that most similar materials are rather dissimilar, i.e., no highly similar materials exist in the dataset." ] }, { "cell_type": "markdown", "id": "99e621ce-75b9-4d86-8a09-df4e747b93c4", "metadata": {}, "source": [ "Because the database, fingerprints, and similarity matrix all use the same `mid` to identify materials, it is straightforward to inspect the DOS for these materials. Because we will look at more DOS later on, we define a function:" ] }, { "cell_type": "code", "execution_count": 25, "id": "07f8cb65-eba7-41b8-9ec9-731bed01777b", "metadata": {}, "outputs": [], "source": [ "def plot_dos(db, mid):\n", " entry = db[mid]\n", " plt.plot(entry.data['dos_energies'], entry.data['dos_values'], label = entry.atoms.get_chemical_formula('reduce'))" ] }, { "cell_type": "markdown", "id": "13fc8b4c-c3a8-4501-bcfc-538c8b5df2b6", "metadata": {}, "source": [ "And apply it to the most similar materials:" ] }, { "cell_type": "code", "execution_count": 26, "id": "9d0c3bf2-b544-4b7c-8a58-facf7aacb74e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for mid, sim in most_similar_materials.items():\n", " plot_dos(db, mid)\n", "plt.xlim(-10,5)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d8fa271b-2915-4744-bafb-f002c0e92fdd", "metadata": {}, "source": [ "Note that the first entry (CeRh3) is the reference - the material for which we searched the most similar materials. The rather low overall similarity is probably driven by the large unique feature at ~2 eV." ] }, { "cell_type": "markdown", "id": "907f4a25-b3cc-4ecb-8045-63c083698cc4", "metadata": {}, "source": [ "Manually searching for most similar materials is a great way of exploring a dataset, especially if it contains special materials that are known before the analysis. \n", "\n", "If no special materials are know, we can explore all sets of similar materials together by using clustering. For this MADAS provides the necessary tools." ] }, { "cell_type": "markdown", "id": "293da180-bdc2-4087-b446-a83e5dad75bf", "metadata": {}, "source": [ "## Cluster similarity matrices" ] }, { "cell_type": "markdown", "id": "e0764b80-b095-4c8a-bd53-18083e8a2cde", "metadata": {}, "source": [ "Finding clusters in similarity matrices is slighty different to general clustering. As such, e.g., we can use only clustering methods that work with existing similarity/affinity, or distance matrices. If the similarity is computed during runtime of the algorithm on the fly, the algorithm may not be suitable.\n", "\n", "Here, we use a \"threshold clusterer\", which is finding compact sets of similar entries. The algorithm is described in detail in Ref.[2]. The simplicity of this algorithm allows to use only a single parameter, the minimal similarity between two materials in order to be considered in a cluster. Furthermore, this algorithm finds compact clusters, i.e., the minimal similarity between cluster members can be controlled by tuning the threshold parameter.\n", "\n", "To use it, we frist import the `SimilarityMatrixClusterer` class." ] }, { "cell_type": "code", "execution_count": 27, "id": "68b11995-ca80-412a-8da0-7cc08672c2b0", "metadata": {}, "outputs": [], "source": [ "from madas.clustering import SimilarityMatrixClusterer" ] }, { "cell_type": "markdown", "id": "19f76762-1880-4244-b46a-0af133c3923a", "metadata": {}, "source": [ "Then we create a `SimilarityMatrixClusterer` object, which takes a `SimilarityMatrix` as an arguments, and call the `cluster` method to find clusters. Note that the `SimilarityMatrixClusterer` has many keyword arguments that can be used to customize the clusterer (clustering method) and the arguments passed to it." ] }, { "cell_type": "code", "execution_count": 28, "id": "8be11bbb-8181-4020-bd22-d585ab82abbc", "metadata": {}, "outputs": [], "source": [ "clus = SimilarityMatrixClusterer(dos_simat).cluster()" ] }, { "cell_type": "markdown", "id": "f83f89ba-6e5f-46f7-a866-3e64844faf3a", "metadata": {}, "source": [ "We can print the number of clusters:" ] }, { "cell_type": "code", "execution_count": 29, "id": "6d21065a-05df-4f48-946e-16b8bb5fd3a3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7\n" ] } ], "source": [ "print(clus.nclusters)" ] }, { "cell_type": "markdown", "id": "378f1b08-3f2d-4a65-b48e-56282310ba86", "metadata": {}, "source": [ "So in the whole dataset, there are only 7 clusters. When we look at the unique cluster labels:" ] }, { "cell_type": "code", "execution_count": 30, "id": "760cec62-6311-41df-b0d8-c392f5a91368", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-1 0 1 2 3 4 5]\n" ] } ], "source": [ "print(clus.unique_labels)" ] }, { "cell_type": "markdown", "id": "a5b10b41-5b65-4141-882d-aa7563735890", "metadata": {}, "source": [ "We see that label -1 is included in this number, meaning that orphans, i.e., data points that do not belong to any cluster, count as its own cluster." ] }, { "cell_type": "markdown", "id": "b4ca71e7-07af-492c-8d67-f491891de53e", "metadata": {}, "source": [ "We can plot the sorted similarity matrix:" ] }, { "cell_type": "code", "execution_count": 31, "id": "88f5d937-793b-469d-b89a-06897e7d039a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clus.get_sorted_similarity_matrix().plot()" ] }, { "cell_type": "markdown", "id": "7c38f592-29fc-4ee2-b364-22f0d33ab3d6", "metadata": {}, "source": [ "Here we see that the largest part of the matrix (indices < 175) appear to be orphans, as no clear structure is visible in the matrix.\n", "\n", "We can also plot the matrix without the orphans:" ] }, { "cell_type": "code", "execution_count": 32, "id": "448ec6a6-e1d2-4ea1-88ed-993c203ea3b0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clus.get_sorted_similarity_matrix(remove_orphans=True).plot()" ] }, { "cell_type": "markdown", "id": "42c218ea-467e-4a60-96d8-0afd42ee9cad", "metadata": {}, "source": [ "Here we can see that only 13 materials are found to be in clusters using this threshold. The remaining members of the dataset are orphans. To change this, we can lower the threshold:" ] }, { "cell_type": "code", "execution_count": 33, "id": "f6921741-5538-45ff-87b8-da7f8b71f4e1", "metadata": {}, "outputs": [], "source": [ "clus.set_clusterer_params(threshold = 0.70)" ] }, { "cell_type": "markdown", "id": "a23ccc01-dd9f-43de-aaca-ff44b7ceb0b3", "metadata": {}, "source": [ "and call the `cluster` method again:" ] }, { "cell_type": "code", "execution_count": 34, "id": "0887278c-7bf2-4bff-b031-1403d0532d02", "metadata": {}, "outputs": [], "source": [ "clus = clus.cluster()" ] }, { "cell_type": "code", "execution_count": 35, "id": "ca8955bd-e9c5-4b96-9e46-11ee5cbdeeec", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8\n" ] } ], "source": [ "print(clus.nclusters)" ] }, { "cell_type": "code", "execution_count": 36, "id": "21e905f3-c413-453c-b273-5c76a8e89760", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clus.get_sorted_similarity_matrix(remove_orphans=True).plot()" ] }, { "cell_type": "markdown", "id": "ff0c69bc-01d2-4811-b506-cec32777dfec", "metadata": {}, "source": [ "Now, one additional cluster has been found. However, the cluster assignment also has changed slightly.\n", "\n", "We can explore the contents of these clusters by iterating over the cluster labels:" ] }, { "cell_type": "code", "execution_count": 37, "id": "4905b626-43c5-49fb-9460-f2cfbd5f807f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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", 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WVixcuBC//e1vceyxx2a7eQRBjGtIsIx3JElCVVUV2tvbAQAlJSUQyG0bNVRVRTgcRnt7O6qqqiBJUs7rylqwhEIhLFy4EJdffjnOO+88x2VOP/103H///frfXq93wHU+9thjuP7663Hvvfdi8eLFuPPOO7F8+XJs3brVMlGSIAgiY8htGbc0NjYCgC5aiNGnqqpK/1xyJWvBsmLFCqxYsWLAZbxeb1Ybdvvtt+Oqq67CZZddBgC499578c9//hP33Xcfvv/972e7iQRBjFdIpBAABEHAxIkTUV9fj0QiMdqbM+5xu91DclY0hqU1/6pVq1BfX48JEybgk5/8JH7+85+jpqbGcdl4PI4NGzbgxhtv1G8TRRHLli3DG2+84fiYWCyGWCym/x0IBPL7AgiCKFBIsBAGkiTl5URJjA3ynnR7+umn46GHHsJLL72EX/3qV1i9ejVWrFgBWZYdl+/s7IQsy5ZhSwDQ0NCgT5W0c/PNN6OyslL/19zcnO+XQRBEIWJxWEi8EEQxkXeH5Qtf+IL++4IFC3D44Ydj5syZWLVqFU499dS8PMeNN96I66+/Xv87EAiQaCEIAiRSCKJ4Gfay5hkzZqC2thbbt293vL+2thaSJKGtrc1ye1tbW9o8GK/Xi4qKCss/giAIgiCKl2EXLPv27UNXVxcmTpzoeL/H48FRRx2Fl156Sb9NURS89NJLWLJkyXBvHkEQxYQ5JEQJuARRVGQtWILBIDZt2oRNmzYBAHbt2oVNmzahpaUFwWAQN9xwA958803s3r0bL730Es4++2zMmjULy5cv19dx6qmn4q677tL/vv766/HHP/4RDz74ID788ENcffXVCIVCetUQQRBEZpBIIYhiJesclvXr12Pp0qX631ouySWXXIJ77rkH7733Hh588EH09vaiqakJn/rUp/Czn/3M0otlx44d6Ozs1P/+/Oc/j46ODvzoRz9Ca2srFi1ahBdeeCElEZcgCGJAyFUhiKJFUItg4EIgEEBlZSX6+voon4UgxjO9LcCdC9jv39wIVM8Y3e0hCGJAsjl/0ywhgiAIgiDGPCRYCIIoHgrfMCYIIg0kWAiCKCKoSoggihUSLARBFA8kUgiiaCHBQhAEQRDEmIcEC0EQRQQ5LARRrJBgIQiieKCQEEEULSRYCIIgCIIY85BgIQiieKBZQgRRtJBgIQiCIAhizEOChSCIIoJcFYIoVkiwEARRPFjCQCReCKKYIMFCEEQRQSKFIIoVEiwEQRQPlGhLEEULCRaCIIoTEi8EUVSQYCEIooggkUIQxQoJFoIgigdyVQiiaCHBQhBEEUFVQgRRrJBgIQiCIAhizEOChSCI4oFCQgRRtJBgIQiiiKBZQgRRrJBgIQiieCCRQhBFCwkWgiCKCBIsBFGskGAhCKJIIfFCEMUECRaCIIoHCgkRRNFCgoUgiCKCkm4JolghwUIQRPFAIoUgihYSLARBFBEkWAiiWCHBQhBEkVIY4uW1bZ145aP20d4MghjzuEZ7AwiCIPJGYWgUnYSs4KKV6wAA7/7oU6gscY/yFhHE2IUcFoIgiojCUizRhKz/HoonR3FLCGLsQ4KFIIjiQS2sKqGkbGyjSxJGcUsIYuxDgoUgCGKUiMuK/rsAEiwEMRAkWAiCKCLGvqtiJp40BItSAI4QQYwmJFgIgigeLCf9sS8AYiRYCCJjSLAQBFFEFNZJ3+qwjOKGEEQBQIKFIIjiocBcCnMOi0KKhSAGhAQLQRDFSQGIl5iprJlCQgQxMFkLljVr1uCss85CU1MTBEHA008/rd+XSCTwve99DwsWLEBpaSmamppw8cUX48CBAwOu8yc/+QkEQbD8mzdvXtYvhiCI8U5hnfQtDkthbTpBjDhZC5ZQKISFCxfi7rvvTrkvHA7jnXfewX//93/jnXfewZNPPomtW7fiM5/5zKDrPfTQQ3Hw4EH932uvvZbtphEEMd4pMJeCqoQIInOybs2/YsUKrFixwvG+yspK/Pvf/7bcdtddd+HYY49FS0sLpkyZkn5DXC40NjZmuzkEQRAmCqtKyCxYVBIsBDEgw57D0tfXB0EQUFVVNeBy27ZtQ1NTE2bMmIEvfelLaGlpGe5NIwii2Ciwk745JGT6lSAIB4Z1+GE0GsX3vvc9XHjhhaioqEi73OLFi/HAAw9g7ty5OHjwIG666SacdNJJ2LJlC8rLy1OWj8ViiMVi+t+BQGBYtp8gCGKkoJAQQQzMsAmWRCKBz33uc1BVFffcc8+Ay5pDTIcffjgWL16MqVOn4vHHH8cVV1yRsvzNN9+Mm266Ke/bTBBEoVNYs4TMm0iChSAGZlhCQppY2bNnD/79738P6K44UVVVhTlz5mD79u2O9994443o6+vT/+3duzcfm00QRKFTYCd91SSwCmzTCWLEybtg0cTKtm3b8J///Ac1NTVZryMYDGLHjh2YOHGi4/1erxcVFRWWfwRBEIWQaJsOmeqaCWJAshYswWAQmzZtwqZNmwAAu3btwqZNm9DS0oJEIoHPfvazWL9+Pf7v//4PsiyjtbUVra2tiMfj+jpOPfVU3HXXXfrf3/nOd7B69Wrs3r0ba9euxbnnngtJknDhhRcO/RUSBDFOGfsCgEJCBJE5WeewrF+/HkuXLtX/vv766wEAl1xyCX7yk5/g73//OwBg0aJFlse98sorOOWUUwAAO3bsQGdnp37fvn37cOGFF6Krqwt1dXU48cQT8eabb6Kuri7bzSMIYjxTYCd9q2AZve0giEIga8FyyimnDNgvIJNeArt377b8/eijj2a7GQRBEA4U7lmf+rAQxMDQLCGCIIoHtcCqhEy/Uw4LQQwMCRaCIIqIwjrpm10V0isEMTAkWAiCIMYAFBIiiIEhwUIQRPGgpv1jTGLeQnJYRod7Vu3A0xv3j/ZmEBkwrK35CYIgRpYCO+ubNldW5NHbjnHKtrZ+/OqFjwAAZy9qgiAIo7xFxECQw0IQRPFQoGGVK6R/4vi/HgW0bh7tTRlXRBKGSAzHSTCOdUiwEARRRKiOv45VtNb8/+3+P7gT/cCz14/yFo0vXKJxCuwJxwdYkhgLkGAhCIIYJVIMoQxCEpv29mJ7e3B4NmickZAV/ffecGIUt4TIBMphIQiieCjQkJDBwIKltS+Kc+5+HQCw+5dnjsQGFTVmwUIOy9iHHBaCIIoINc3vY5Nst3Bbe/+wbMd4JW4SLPGkMsCSxFiABAtBEMVDgTks2W4uJYbmF7NISVJd+ZiHBAtBEMRYYZAclqipqoUazQ2dhGzqNEyCZcxDgoUgiCKi0GYJZbeNZoeFzq9Dx5zDQg7L2IcEC0EQxUMBiBQz2W5uxCRYaFji0DGHhJQC23fGIs9s2o+v/nk9QrHksKyfBAtBEEVEcZ90zI3O6AQ7dMxJt0mZ3s+h8q1HN+HF99vwx1d3Dsv6SbAQBFE8qIVeJTRwDovZESCHZeiYQ0IyCcC80R0anhJxEiwEQRCjhf0kOUjSbVKhEEY+IQE4PAzXrkmChSCIIqK4TzrmxFCF2oYMGYvDQoIlb2SbTJ4pJFgIgige1EKrEsoO2ZRnQSGMoWMWgCRY8gc5LARBEINS3CcdOsHmF4Xez4KCBAtBEMWDWlhxktQr0YFzWGJUhptXSAAOD8P1TpJgIQiiaOgORk1/jf0TUEq32kGSbilJNL9YHBYSgGMeEiwEQRQNz793YLQ3IQcyP1HGKUk0r5hFCr2f+YNyWAiCIAZBQGENB1QBSMg8jBVPUuO4fEIhoeGCqoQIgiAGxC0UWJWQCriyEFnWVvLDsUXjC3NIiGYJ5Q9yWAiCIAbBLRbeSScbh8U8XZgcgaFjirDRtOYCgAQLQRBFg0sorJOOCpvDMsilKQ3ryy+y4jCtOXAAeO0O9pPIieHaNV3Ds1qCIIiRxypYxv4JXVVVSBbBMnB4KEZJt3nFnHSrC8D7zwB6dgGBg8AZt4zSlhU21OmWIAhiEAoxJOQyh4TkgYfGUVlzfjGHhPT3s2cX+7n1+ZHfoCKBclgIgiAGwVUAroodi8OSHEywUJVQPjGHhFIE4CBuF5EeahxHEAQxCJLJYVELoOutqgIuIQuHhUJCeSXFYTFPlFRIsIw1SLAQBFE0mMuak3JhnNAtDoscG3BZKmvOL2aXKqmoQLzfuJMclpyhkBBBEMQgSCbBkiiAM7oK1VolNEhIyFzWTCGhoWPuvaIoKhANGHeGu4BYv8OjiHygqmrWpeQkWAiCKBrM4ZVEcuxfIauqrQ9LFg4LhYSGTsosoWifcaeqAG0fjMJWFT6DVQn1hRM47uaXcO0j76TO0xoAEiwEQRQNgilvpVAMiGwcFktIiATLkDGLPlUFEAvYFhhYQBJpGGTX3Ly/D22BGJ7b3IqdncGMV0uChSCI4qEAEm3NpMwSGuAEqaqqNem2UBTZGCZpESw2hwUouP1prDDYnhmKJ/Xf2wMDi3QzJFgIgigeTImSahYt70eLlFlCcjytNWQWKwCFhPKBOQ9IBaw5LEDh2HQFRjBqCJbeMAkWgig86OA4ZMwhoUJpySLZhx/KCcflzOEggJJu8wE5LMPDYHkp/VFjH++LkGAhiMJi/X3ALTOAAxtHe0sKG3MOyyhuRqaoUOEW7ILFOSyUsJVpK3QuHTLmPCAVSM1hIVGYE4O9a/0WhyU5wJJWshYsa9aswVlnnYWmpiYIgoCnn37acr+qqvjRj36EiRMnwu/3Y9myZdi2bdug67377rsxbdo0+Hw+LF68GG+99Va2m0YQhcuz3wYi3cCTXxntLSloBDXzQYJjgZQqISBt4q3dYRn7r27sk5J0mwjblqB3ORcG++oFY4ZIeebd/RmvN2vBEgqFsHDhQtx9992O999yyy343//9X9x7771Yt24dSktLsXz5ckSj0bTrfOyxx3D99dfjxz/+Md555x0sXLgQy5cvR3t7e7abRxDEeKYALXxXSkjI2WGhkFD+ke0OS8J2nirA/WksMNieGTPty3u7IxmvN2vBsmLFCvz85z/Hueeem3Kfqqq488478cMf/hBnn302Dj/8cDz00EM4cOBAihNj5vbbb8dVV12Fyy67DIcccgjuvfdelJSU4L777st28wiCGM8o5qTbwjihp+SwJNMIFtm6HOmVoWOutFJVFUjaTp70Jg8L9gTyTMlrDsuuXbvQ2tqKZcuW6bdVVlZi8eLFeOONNxwfE4/HsWHDBstjRFHEsmXL0j4mFoshEAhY/hFEcSCM9gYUNIXWh0VVVeu0ZiBt0m0saT/IF8ALHOOQwzI8DJZ0m0jZlzMjr4KltbUVANDQ0GC5vaGhQb/PTmdnJ2RZzuoxN998MyorK/V/zc3Nedh6giAKHQGFlXQLOFUJZRYSKgRBNtaR7VVCdoelYPai0SebjrWJseCwjBQ33ngj+vr69H979+4d7U0iiPwgkMMyJMylMwVwRmd9WCjpdrRITbolhyVXzG2BBts37RVvmZJXwdLY2AgAaGtrs9ze1tam32entrYWkiRl9Riv14uKigrLP4IgCJgdlkIQLMjcYbEf5Avg5Y15LI3jVDjksJBgyRRLEvgg++aYyGGZPn06Ghsb8dJLL+m3BQIBrFu3DkuWLHF8jMfjwVFHHWV5jKIoeOmll9I+hiAIwglLWXOB4LL3YRkk6daLOCYLHVQllAcsjeOgOjgs9B5nirVr8MDvm90tzJSsBUswGMSmTZuwadMmACzRdtOmTWhpaYEgCLjuuuvw85//HH//+9+xefNmXHzxxWhqasI555yjr+PUU0/FXXfdpf99/fXX449//CMefPBBfPjhh7j66qsRCoVw2WWX5fSiCKJwoZDQUBAK7IrYsQ+LPHBI6F73HVjtuQ7lvTRJeKgo9pAQOSw5k422yzWHxZXtA9avX4+lS5fqf19//fUAgEsuuQQPPPAAvvvd7yIUCuErX/kKent7ceKJJ+KFF16Az+fTH7Njxw50dnbqf3/+859HR0cHfvSjH6G1tRWLFi3CCy+8kJKISxAEMSDmKqECmbWT2ofFWbDEkgrq0IOl0rsAgIn7/wVgmeOyRGZYypoBk8Mi8FsKYx8aC1giQoO8bSMmWE455ZQBY8OCIOCnP/0pfvrTn6ZdZvfu3Sm3XXvttbj22muz3RyCIAgda0ho7J9sVKgOnW7TVwnVC8asm5LwvuHctHFBUrYn3XKHxVMKxIMUEsqCbEKU8bGQdEsQBDGaCIU2S8g+rRlIHxKSFUwQ+vW//eGDw7lp4wLrSdZU1uz285soJJQpKQnMAzBiOSwEQRBjFrWwypoBhyohxXkYXCKpYAIMwVISIcEyVMxlzYq5rNldwn4WyD40FrCWNQ/SOG4sVAkRBDFEqA/LkBDsOQljHBUOfVjSCJakolocFl+0nUY2D5G0jeM8pfxGen8zRc3CYdEES7kvu6wUEiwEQRQRBXaCUVUHh8W5NFtWVDQIPfrfoioD0d5h3Ljix5x0K6iyIRa1kFBByN6xQRZtWPTW/HXl3qyegwQLQYwpyGEZEpZKhcI42biEzBwWWVXRJHRZbwx3OS5LZIZsSv50K6ZkZz0kVGACeBTJKoeFv+/15V644Tw7ywkSLARBFBEFNvwQmeewKIqKZqHDemOo03FZIjPMDotLNQsWLenWthMd2Ai89/gIbFnhoWRxsRBPsn1+TkM5fuX+Y8bPQYKFIIjiwV71McZxnCWURrAIySgWCDsBAH0qdwCifY7LEplhzmHRHRbJCwgS+93usPzhFODJq4Ddr4/MBhYQZpFidlseeH0XvrxyHSJxQ5hrYyYuXjINJ0tbMn4OEiwEQRQN5mnNQgEIFiBzh8Ub74FXSCKuStiuTuLLZm6nE6lYBIvKy8ndPkDgp8Z0IaGOj4Z5ywoPs8NibrPyk398gFe3deLRt1v02/SkWyEGL5z7DjlBgoUgiOIhizj6WECFmtqHJU3SrcqFjAwJSXAHII24ITLDHBJyK1ywuHymar0C2InGCOZSZqeQUCjG9lVFUfUZTp5oe1bPQYKFIMYSVNY8RAqsrNmpcVwaEaJyIZOEhITKBYtMgiVXFEW1iFpJc1hcXuN7mDbpthD2rpHF4rA4jMUQRfaeJkyl+N5oR8pyA0GChSCIosHSh6UQLBZkHhLSeq4oEJDUpqpQSGhAmChx3g9k2+1Wh0ULCRXGPjQYK1/bhe888a5l2GO+0dYtQcb3O74PvHCj5fkkLgLNXW5dERIsBEGMVwot6RaZJ92Cz0mSISKpHbopJJQWVVVx3j1rccG9bziKFrsL4NIcFskLvb1AkQiWnz37Af66YR/WbMtOIGSDFuZZLH6Iw+MbgTd/h0jCEOOS5rCYElxc4ey2J+vhhwRBDCcUEhoahXWCUVVAEthBPa5K8Ahy+hwWWcthEQ2HRSaHJR1doTg27e3Vf68tszYpsw/rc1lCQoMk3RaokAnGhk/gJnkirQfGc4Qcnk9LuJVEAWKwLavnIIeFIIaIrKj4/t/ew2OmLHhitCisPiyA4bDE4GE3DJJ0q1gcFudlCcAtGqe3cCz1fUraHBa3ysWfOSRUYAJ4MIYxIqQ7J6rpoisUMwR1lLstWkjII4lZd2omwUIQQ+Rf77fi0bf34nt/2zz0lZHBMiSEbPqDjwFUGK35Y3CzG9P1YVGNpFujSogclnSYq1bCidT31J7P4coq6bYwGc68rqTDXKtYNKL/Hk2w++PcYXFLAhAPZ/UcJFgIYoj0RuikMXYwVwkVhGIxOSwDCxatSkhRKSSUCWY9Eo6nOiz2HBa3Y0ioAPahLBjOl6OFesxPISfi+u+aw6It53GJQDyY1XOQYCGIIVJkx7SCppCrhGKqJljShHkUU9KtSkm3g2HOUXHKpUibdOsyJ90Wl8Niz9vJJ+ZkWg05EdV/j/FQUCLJlnNLIhAPZfUclHRLEEQRURgiRYNVCWUWErIIFmocNyiDChZ7WbM5hwXF2ThuOHNYklywmPsKyQmji632fmuJv36PlLVgIYeFIIjioUBcFQ1VVSFlGhLiOSwKCZaMMO8KfQ5h2/RlzR7HKqGPWgPOKy8ghtdh4bkppiohs2DRcob6Iux9nlDiIcFCEIUNZd0OBcv8oAI5qRgOi1YlNLDDkjQLFsphSYv55NweSJ1Xkz6HxWcyWAzBcvqdr5qWLox9C7CGRoczTJpwKGtWTCEh7f3uDbN9ttLvphwWgiDGM4WVdMv6sHCHRR2kSkgxOyyuAZclrOGP9v5MBIsWEiqupFtlhDS8VibutgiW1JCQ5nZV+d1AgqqECIIYrxTc8EOnHJY0SbfU6TYrzGXLB/uiKfcPWCVURJ1uza9zePuw8JCQYOy/qmxUCWmfRw93WCr8bgoJEURBQ8MPh4Rgb3M/QkTics52e2ofljRhHsUhh4VCQmkxfxxb2wIp96dPuvUO3jiugISMOTQ2ElVC6RwWzYHpDLLb6stc5LAQBDGOGYUTyVMb92H+j17A93NoHKia+rBEwVvHm65KrQuby5op6XYwzCfnvd0RhOPW9yppK8P1WHJYiqesWRmhHBan1vxq0nC2tO3QwnONJdlvCwkWghgi+c2VIIclX4xUH5Y/vboLAPDY+r1ZP9bc6TascsGSTCNYFKPTbYIax1mRk0D3LstN9k/fHhZKmSUEh9b8FsFSOK6KGXMYaFhDQg45LK5Ip/67FppqD7DPodGnLZe5DCHBQhBE0SCMwgnmQG9k8IUGQHNYwrrDkpogChit+RVVNJbNssqiaHnyKuB/FwEf/kO/yS5IWm2CJXWWkFNZs7GMpQKtgMSLNYdlGENCvDGcuQ+LL9xq2g72szMYw3niGhz+9vfZDe6SjJ+DBAtBEEWD+aQyUtEhLYkwF1TVyGGJZOiwKIKAkOpjt5FgYbz/JPu59i79JrvDZheW9llCHqfGcSYBLBaQSDGjWnJYhu95tFlCFsESMQSLoqpIygq6Q1Hc7rkXZft5mbiHBAtBjBgFlH83Dii8q2DtAD+4w8JOCAokhOBnN8ZIsFgordV/tZ+c7SGhAVvzOyTdFqpgMb/O4e3DwtYtCobI80fbLNvRGYxjKtqsD3T7M34OEiwEQRQNlmnNBXKCcfEy0AgGcVh4SEgVRARBDouO+TO3CBbr53+wz+qw2AWLB+YqoVSHpRCbEgLWaih7GCyfaGXNkqlSr8QkWBRVRXt/FPXotT5Q8mb8HCRYCGIsQWXNQ2RkQ0L2k162qKpq5LCoAzssRpWQhJBKDouOqRIF3nL9V8VW4GPPYbGXNXsGmdZcqDks5pc51P11IIxZQsYbXxY5AO29khUV7YEYSgVbzpfLk/FzkGAhiCFCGmMsMbInEnupbC6Wu14lpLkmyTQhIYUcFkfMzcdEY56v3WHpClmdq5SkW0uVkNVhUVUV4ij1+BkqZpGiTUweDhJcIZrfJ3+yD1+VntW3oyMYQxlsTfzIYSGIkaOA3OGix1wlNFzxekVR9YmzoZi1K21Czu45zZ1uw4P0YRH1kJCEMCXdGsT6jd9NXYLtH39X0Pq+2pNu9cZxkrnTrSZYbA0HCuhLbxZuXcE07l0eSCTZ80g2YXej+xF9O8hhIYiiguyaIWE+kQzTOeWLf3oTh/34RRzsiyBkc1i0OH6msCohW0gojcOiOuWwyPH0OS/jBbPDYupLY3dYOoIxi4i1OyweOCXd8tUWsMNiDo05zVTKF1qVkOYYonau6V4VsqLiQG8EpSkOCwkWgiDGIapl+OHw8ObObgDAs+8eRCg2cPfUTNAcFj3pVpUd5wkpSX4yFl1GlRBALotFsJhm13BxUlvGTojxpKI7Y8AgZc22kJCsqAVbJWSdWp06UylfaO6i7rDMPk2/z4sEZBXY1xtGmd1hoZAQQRQolBAzJEa6SiiasF51x7N1WKDqB3hdsACOLosos5ONLPkhQ0JC4MubQyLjkbjp9VsEC/tZ4nGhxMNGGZjDQprDIonsO2fksKQ2jmMn/cJMujUnF7cFMndYdnQE8btV2xGJpxnGaSNpqxJSPOVQuWNcjghkRcHebieHxZ3xNpFgIYghUjiHrvFAhlVCPXuA+88Atj6f8zMJQmoIKOuQkKLq0231kBDgWCkkJtmVqeJi7kpc4g23yGExfreMKtD6ggC1Zey97TTlcGjOAxMsKrwwzRJC4Tss0QQPIZq+CB3BWIqzlI7z71mLW17Yit+8tC2j5bV9XwudqaILMb6PflZaDVcixENC9hwWX0brZ+smCIIoFjJ1WP7+DWDP68AjXxjS08WTQxMs5unSUZhi+Q55KS7usKh2wTLeS5vThoTYT1EQUMPDQp0mh0WrnnGLgmVgn7WsmbsFirVcd6zzyFstmP+jF3Dv6h0w75JeJYL4E1cCGx4cdB29vIPzfz5sG2RJhjZLyMUbxymChLhYCgD4vvtR/Ffgl0gqKipEm8NCSbcEQQwXLV1hrHxtV8ZW8chiOjoPZLGEOvLybPYQULZVQqJqnCiTkBADt8dtDouiqHAp/EDPO4MmJJ7HEh/vIaE0goWfQAUBKPWwcmfNdQCsISG9aRxgHX6oid6OD/Gm9xpjmTFcJaSqKn749BaoKvDL5z+y5LBcKL0E34d/Bf7xTaA1s+ni5vdsIJI2h0WBiKhUpt9/EjYCAKrdtlEWo5l0O23aNAiCkPLvmmuucVz+gQceSFnW58vcIiKIUWcMH7yGg9PuWI2fPfsBbn1x62hvSiqmz2IkPpWhOiyiYgiWBFyIa1OYbQ5LJCHDJ/ADPRcscZELlsTwJVIWBOYcHkuVEPspCoKep2KuDNIEjVsS4TULFsmTknTrX/0z3Tkw3z4WWberW3ePyn0uSx+W48SPjAXf+kPadcSSpnlAbimj57Un3SqCpIeEzEyQbOHOLJJuXYMvkh1vv/02ZNl4sVu2bMFpp52GCy64IO1jKioqsHWrcfATKPGQGLeM/X1faz715s6uUd6SVIRMZUqeROZQc1gk1SZYVDcgRFIcllA8CT/4bXy6bVLkB/rE0KZFFzxmh0UxhIeWuyEKAlxcsMimGl9NvLgkARJMPVgEIbXTbcL0HMCYFiz3v75L/90tiZZdfaaw3/jjw38An74TEFMFSZ9poKeY4SHJaM3Ph3RCRJSHhMykhISySLrNu2Cpq6uz/P3LX/4SM2fOxMknn5z2MYIgoLGxMd+bQhAjAwnssUPGfVhyEyz2hMWhOiwSbwevQIQCETHdYbEKlkhchp8nhSb5FaleJZQkwaKTTM1hEQQmSgCbw8L3FZcowiOY5gixR7EfmjCRreXr2piEscbW1n68+L6RcxJPKnqVkAAFzYIpFBrpAQ5uAiYdlbKevoghWILRZMr9TiTtDgtERB0clnLBnsMyRsqa4/E4Hn74YVx++eUDuibBYBBTp05Fc3Mzzj77bLz//vsDrjcWiyEQCFj+EQQxsozNQJg5JDTAFubosNibjaU6LNmtV2u3r4jsKjOuajks1pBQKCbDLzARI/PclYTusIzzkJC5SsokJBSLw8JOdeY+OfrsG0mAT6sQ0iYH6+crfrKPdlufc4yGgR9fvxcAsHByJQAmWLT3oRr9cAsyFAjAnBXsATtXO64nEDUES38sM8FiH36oCJKjw1JirxIaK43jnn76afT29uLSSy9Nu8zcuXNx33334ZlnnsHDDz8MRVFw/PHHY9++fWkfc/PNN6OyslL/19zcPAxbTxAZks+DF7k1Q0LIOIclV8FiFSj22SzZOiwu3qxMEZizEk/jsITjSf2kmhBZjp8eEhr3DotJsDh0uhVFOOew6A6LYAq3aYLFWiUk2MNuYzQk9E5LDwDgrIVNAFhSuOYK1gu9AICgVAVMO4E94MA7juuxOCyxZEal0FqVkCZYZIiIClaH5cgpVXDZk8THSpXQypUrsWLFCjQ1NaVdZsmSJbj44ouxaNEinHzyyXjyySdRV1eH3//+92kfc+ONN6Kvr0//t3fv3uHYfIIgCgwh0yqhHEWm3UFJ/TvbpFt2YpAFF1yigDicHZZwXNZPqjIXLHGBclgA2HJYDDdA+4hFQdBDQrKiANEA8NodqOz7EAALCfkEzWHhJ1g96ZavxB4CGoOCJZaU8f5+Fm04dno1AOA0cT0WPnIUloobUSOw+3qFKqDpCPag/Rsd19Uftb6P9hEUTmjhUU2wqJAQFa2C5TunTkvtMSSOAcGyZ88e/Oc//8GVV16Z1ePcbjeOOOIIbN++Pe0yXq8XFRUVln8EURyMX4clmpDxjUc24s7/fDyEwYXDa9UnbYIkNYclt7JmRXTBJQkDOiz2HBZKuuWkESyagyKYkm4Tsgq8+yjwn5/ggvVfBKBCEk0hIa2JmT3p1uasWQTLKIaH/m/dHnz9/zYgGEtiR3sIcVlBpd+N2fXlAIBvuZ6EO9aN+z236oI3qHqAiQsBCEBgHxBMLfG379f9GeSxaJVFoslhidhCQsdPdqgAHgs5LPfffz/q6+tx5plnZvU4WZaxefNmTJw4cZi2jCDyS34PV2MzNq7x7w8yayKVC39/9wD+8e4B3PmfbVizrTO3lVhybgd6L4eewyIrah6qhLSQkBtuSUzrsIRiMnw8hyVpd1iSlMOiYxEs7KcAQOI5LLKiAr179GXKEIFbEnQxqDss9qTbdA7LB38Hfj07bS7IcPP/ntqC5za34q6Xt+suSHWpBx4Xe719qiEYqkUmbEOKG/CWA9Uz2B1tW1LWK9tCQMEM8lhifEyFNhvLSbAg1pf6wNHOYVEUBffffz8uueQSuFzWQqSLL74YN954o/73T3/6U/zrX//Czp078c477+Ciiy7Cnj17snZmCIIYXnpCcVz10PphW//7+42D2asf59bYLfOQUG6WPhMkrI17UlEdGsdlGRLiDosscsGi8uOlPSSUMKqEtKRbclg4MeccFqOsGbrDklRUy3tbLfRbHRa3zWHBICGhx7/MmhD+32fz8lKy4TWTqG8PRHXB4HWJkEQBogD0oFxf5rgSlhcaTLpYTkrDIeyODlNvFk7CJlj6o4mUZexo+VySYDgsYVsOi+PcqyxyWPJe1gwA//nPf9DS0oLLL7885b6WlhaIoqGTenp6cNVVV6G1tRUTJkzAUUcdhbVr1+KQQw4Zjk0jiDHO2A0Jrd/TY/k797CNM+bBbPZk1kxQVTXzPiw5kpRV/NF9G5aKm3B/5Dkk5UrL/Ylkds+v9WFReA6L3unWHhKKJnRLP+nyAYhB5om6ZldhXGIKCfWGIqjivyvpclgixn5cjX64JFGvwEqpEtKSbgcKCQEpAnMkWLPNEPWiKOghGS93Vzwua0O8hQKbCRSBB72RBKonTGN39KbmgMo24R3IJCSUsIeEJITFMutCUYeK3tFsHAcAn/rUp9IezFatWmX5+4477sAdd9wxHJtBEEQe0Q6It7nvQQXCuE39cV7X395vhDaydSoAVhFhlnsDt2HJvUroNIlVVsxufx77qz9vuT9hP7ENgp7DooeEnB2WSCwGSWDbzJJu+5AEb/iljM2eICOGSbCEo1FdsDg1jkvKKhDp1ZevFgKIWcqataRba5XQWEy6PdhnfF9iSUWfHO7lnWk9kgivaT+aEWNOSgQedIdiqK7k1bV9qYLFXr6fWQ6LFhIy+rCkdVjKm4D+A+x3mtZMjDW27O/D1/68YUx2Rx1TDHNZ81BcEUVlXSzPl17FadIGTFIO5HHLgB5Td0170l8mxJJK5iGhHJ0Yc1JtQpVSYv2JLLdbUoykW7dkqhKyOSzJqBH20GYIKdrhezw7LKpqyWExDyg0N47TcliSigrEjKv8CoRZldBgSbcpgmX0c80O9BqhwFhCdnZYhNRQTkz1sCGQFZPYDX2pLUTsyeODNY9TTOFRNxfWSYgI26qEEOH9bDR3B0jZ1wdiWBwWgrBz7u9eR0JWEUnIOG5GzWhvzrjkR89swStb2/HPb56ECl/mVzUa9pCLmOfptWZXxZ4bkgnxpDLsATXL8DxV0LuIamRbJaR3uhXccEkiEnoOi/UgnoiF2XKQoPJQkC5YxmjX1REhHoJZfGpt4QFr4zi3HhJSLUnK5UIY/aJgCgk5J90KdhdrlB2W7lAc7+7t1f+OJRXd4fC6DIdFF2Im5oj70BaMA7WT2Q2B/SnLyDanMDxIWbP5+6pPa4aIEGxJtwF+kVNaa3pw5tPGyWEhRgTtQL46x2RKYug89MYe7O2O4IUtrTk9XlWNHgvDgdmtyCUkxBwWU+O4AQ2W3K6QzYnBMUVIbdWfY9KtImp9WJyHHyoxFvZISj4IPLyhaC7AeA4J2ZI43U6CxdQ4LiErliv6coThslQJaQ6LtdNtikAZZcFysC9iCdvEkrIupn1u5xwWjUahG92hGFDJBUuwLcXlsAvv8CCT2bWEXwDwimzZJFypISHNzfFWGC7WpCMHXLcZEiwEMaYYHo/A3D+k3JubsaoMc1Kr+QCcU0goIUO0bF/+G8fd9My7+u+hRGr5ZzJLh8WlVQkJbnhc5rJme0iICRZZ8kHkJ1NZy2EZA/kUo4ZNsJgdFkvjONHZYakQItaQUErjOO6w2F2sURaJZqcPSOOwuJwdlreVuSwkVFJjhMAC1vCufb8erHGcFo6SRAFuGPt0FLYKIC1fxlcBfGc78PU3jfLqDCDBQhBDZAyEswcm0oPI6/diIlj+UKU/+3AQwHICxGEULIrFYcn+eVjSrdlhSV2HqqopB/tMUVUVc4UW/e9QAikhobic3bpTHRYth8XmsMRZvoLi8uuSlnJYoOejKCp7V1wODosgCNYcFpObUMYdFqPTrb01vwo4CfVRFomRuPX5owkFW1uZePNyh8UtmTr4mvhZ4svoDsWZKEuTx2JPHo8M4rBETSXVmmBJCBJSgrTtvIS6rAEorQHq5w+4XjskWAhiLOGUdKsowAfPAKEcm6m9/SeUv3wjnvOy/ke5Sg5FVS15K/l2WywOSy4hoYRNsDgs8+O/v4/Dfvxi1sICAAKRBJ71/lD/O5Iw5rRoORJma1xHkdMmFmplzSrPYdGnNdscFjXBHBbV5dd3EUOwjOeQEBMsPWDls1bBwn6KAgbIYYkM3unW6f0dbcHCRbcXcTzv+R6+1XkTntnI3Ast6bZO7EOjwEq4/yafCADYMOub6EYFukJ8/9LCQjbBItsuGEKxQUJCpoRfTbAk4dJFo45WGVSRflzPQJBgIYg8MtTeJNFEEtvabM2V1twCPH4x8MSlua1079sAgAkCS26z270ZY3NY8i1Y8p3DYpd+veE4HnpjD5KKimgGs1HsdLVYp8gn4jFox3U/LyWNJh0O7A+cCdxxmLWFPEfknW5l0Q2PJBrTmu0ChzeHU10+CFyxUNIt9JBQr8oEiySoeht9c9LtQDksblE0DT90SLp1EieqMqpCURMsh3raMF/ci9Olt3GU8DEAYEIJC8NMV5gI2ak04vuJr2D32U/j4KFXAQC6glygaYIlYBUs2sWD5saG48kBrWRzOEoLcyYFNxQVuDXxudQHkGAhiNHBLFKGGh7avL8Pp92xBiFzK+xVN7Ofu1/NbaWiZPkzV8Fiz2HJdyjMPAk5t7Jm2dqHxbZ97+0zEmZTrvwyILntJcvfiURcd1hKPMwZidodFkUBWt4AQu3A3nUp69QO7qp9lpC9EZnWzdbj12+SBa0Py3gOCXHBAlODMv5+aN9LAUan20RSTqkSckkC/OlCQlCdBaGqWAWomFuYNVeiPEQzsdzIR2sSmANbXcoES5nIRFg/SpCAC2g+FtXlTJB1hWyCxR4S4hcMlX43RCj41t5vATdPBvY7T3fWHRa3CJfZYVFU3C2fg49n2TrXl+c2eocECzGiDHObkVFnqOdwlZ9yM2nUlDGC9Wueu2DJfymzZf2mVefUOM7msNg/je3tRvmkkmWDNwDwHrCOJZATMf29LPEy8ZDSoTducsscrtS1WUKy4EaJR0rbh0XgJ1nBXeIQEqKk2x7VLFjYe6q5BJIooII7BaFIzPI5lCPCcj1gFywmh8UxJKRaBYswsqdSzWGZVm0MEzxjKrBwciXOOYLlpZTyUu0IWCdZn1tCTRn7vVsTLHoOi7W0WduvK/wuLBHfx7zYZlZ+vPa3jtujhUJ9Lgkuvk8nTCGhUMV06wPIYSGI0UEYBhWmxdzzgsVhUVMSRTOF5bAMX0joNKzFa95v4gvSyzkl3UbsVUK212lutJWLYKnsfs/yt6gkEOYnjhIPDwnZE3pNXVUdQ0L8ZKgILpR4XGkdFjHJtl30lJiqhCgkZDgsxswclc8TkvX8IlF3HYIha8+PciEMr8tJsBg5LIpsXDz8OnEBv10BEmFjRcrgs3byiTaM0C8Z+/jyqQKeufZElPEqwBLuGoVVJlK8LuN96AnH2ftTyQWLrReL9v2r8LlxjLjVuMPBJQSMUKjXJRgOi+DWBUuwcq6xsKfceJ+zhAQLQeSRoeawaA5LXqWAYAgWD5IpvUMyRYU1hyWfFUOKrOAXrj9hstCJX7r/hEQ88+6XGsFocsCk2/1mwZLtpoe7URWzHtRdkNHDr1S1kFCKwxI1Tac1zbDRkHifDEV0o9QjOeawKIoKSWYOi+Qt0cNeMiXd6km3vaapxIkEP2HKhsOinahDYatoLEcEPrek57CoKUm3CuJJQ7AkzaXkZgE6gjktq7a249YXmYiY4DNd2NhEbgl/TWHusHjdIiaUuCEITMv3hOOsRT7gUNbM9uMKnxvzTZVxCOwHwt0p26Q5LH6XcVyIqy7d/OufMJ+VUQPAjJOzfMUGJFgIYohYcljyts48rQiw2NUeJFLmhGRKaqfb/B2g5a7tqBSMK9YJwY8H7a5pp98mWOyYHRY12yqPNpZw26LUYe/MCwEAHiGJ3gg7SZSmc1jMgsXhQK8PPxTdKPE6OyyRhKyfUCVvqV4FEpetZc2vbG3Hzc99aOm5U/Rwh6VPLdVLm/d09uKhN3brV/0uk2CJhMOWh1cIYZS4VL38NylqV/5GSCieMNyTRDrBAlgmRQ8nG0xDSJcfUmfcYctl8oOJ3LDKRJjXJcEliajmSbntgZgRmon2AnHjvUmYkm4nC7Zmn927UrZJE+qlkrHvmUNCoigBX3gEOP6bwIpbMn2pKVBrfoIYgzg6NVLmY9gtWARLMqeEU4Bf6ZvLmvOoqtQ2awWOX43h47YgFjVXZbyO/phNsNi2z+ywZBtwUzu2QgCwTZ2MI0vYSc0FGd1Bm8NiFyzmtuMRB8HCQwmq4GIOi0MOSyie1JNCJU+JkeCrPRUPCV12P6sGO3xyFc48PLekxoKDT/8Nwo8kRHgg4zuPbsC7ASOnxeywgAtESF4ochwiVFQhqHe6TYhe9gmYkm41waKogqkyS7Ek77IFEgB8GG60niiXHj8Ntf6Dpue3CxbDYXFLRqVUfYUPXaE42vujOGRiHauMSoSB/oNAzUwARllzZYkbEwU+/81fzfbhjg+ByUdZnktLui0xCZa4WbAIAjBlMfs3BMhhIUaUIs+5zZsz4riaXCsRTG6CB4m8Jd3m02FB5zbLn1e6nsNHBx1G0Q/AQCGhWFJm3T052ebfRA6yhlc71SaUl7JKCzeSCMWtOSwpIaFExLQSh5CQ2WHxuBz7sIRjhsMieErg488VSfLXoCgWZyfXxngFCXdYmGBh711Xv9VFcUkCvC4JZV6X0brf5UNYZKKmUg3AywVLXGDhE3PSrSZYZIg2wWILW46Qw6LlTVWVuK0ixeYalnCHJQKv3v0WABoq2GtsC0TZ69QqdkxhIU2A1HqTqObtENRDz2V37lmbsk3afl/iMs3agmTqhZOfIz8JFoIYIta6lPwoFkfhk8UYdgumg5pXyF2wqAAEwRwSyl/oQYlae898StqAPftSh7INRH80kbasORAx3gN2tZ3de5BoY4Kl0z8NLj5vxjynJW3SrfkqPOyUw2J0ui31So6dbsNx2ZIUWsJ7vkRk7aQqY2+3cZKuKhnZEttRhQuWfrUESX46c9mEtOYsTCh1G/dJLgTESgBAWbILXoF3ZxXtgkXVc2IUiEbnVlVOae43UoIlYhbJ5mRfm8My0cWERrdarocRAaChnO2/bQG+/VpYqN9wa7TZQZPFXgBAUPUh3rCQ3RlsT9kmbb/XHJaY6oKsqJZ5TvmABAsxgoz1HvZDJ38Oi1NIaOiCxYNk7oJlGKuEVIeDvbDvzazWEYwlbSLK2D6tr02pR0Kl35210+fqZg5QYsIswMMcFr9pTovfoQ+LrKh46b09xkr69gJPXwN8/KJ+k8Q/G0Vwo9TrQtxhWnM4nrRME/ZzcRTWPlYlaZx8kNtYg4JFEyzw6wmxdsHi4mfL6lKv3oUVohtBgVUWlcSMDtIxffaNWbAYDotqbihnG58wUpVCmmDxuyWrSLEJljre5bZNnaCLNgBoqNQECxfTmmB58iqgdQt7Di5A6lT23hxUayCLPNxlD4UBCPJOuBVutv8n4ELSLFjIYSEKicOEnXjbezUuFF8afGEijcOSYw6LRbAkhljWbA4J5c9hcRIspT0fZbWOUDTOOp1q6zS9Tm14W4nXhXKfKzuxFQuiNMomXLsb5urdUHURASPpNmbqdPu3d/Zh7VZTQ67W94BNDwN/MTp/ag6LKrpQ6nE5OiyhuGyaJuzXBYsREpLRETROIsnx1JdFCwmpfn0YpMu2X2on65pSjyFYJDeSvHrOKxt5RnGBf8dMOSzRuFNISB01h0ULCfk9Lmtlkq1Kyc+FWAeq0Bk0ttUSEgKsTdye+hp7Di6KqmSWv9KqTjDcJyfBwvtGVbrZzwg8zGHhHwUJFqKg+LH7IdQJAfyPe+Vob0pB4JzDkmOOvDkkhETOZc324YdSPnNY5GTKTdOSO/Wy4UxIRvosfwsWh4Vta1kugqV7BwCgSy1HQ0OTIVhgnAT8ekjIOFmu3tqh50Y48Z8P2tDey064LIdFcpzWHIknLa3jtTEAkaQRnmg3OSzZTowuaGJG0q0ssO+Hfb908Z5GE0o8ppCQW3dk3ElW7RNRPdBnCprKmvtC7AStQDCFhJySbkem43BEE9+eARwWRYHQy2YLHVBr8K1T5+h3pYaEJhmPC3Xw52Dvk4+HPSPwIqkJloSTw8KWq5TYz6jqhaySw0IUKGVI3cmLkaGGhDTLWRcV5hXmIyQkOIeE3mnpwcX3vZU6x8i8bapVBOQzJKTYW9EDmCfsxc7OoMPSzojR3rT36SEhr4Ryb5YhoZ7dAIAWtQHTa0sdBUspb9YVTcq6s7O1rd9xWi7APt8rH1oPr57DwkJCetms2WGJycZ6XD49XyacMJJu2/vNIaFx4rCoqiWHxeth7og7JSTEHZYyD9wCv090I8nDb+4k28ei8BgjIUxJt4EwO3bJlhwWh5CQwz48HITThoRMrzuwH0hGoIpuPPxfF+Bby2brdzWmhIRMDgt/DVpLAa/Ic3sgIaG5T0lTIjlHa2RXIfHHwwtZNguWXF5pKiRYiBFBNu9qDlfTxUK+km51zAfBnENCxoGMhYRSF7ns/rex5uMOfPFPzp0sgdROt2I+J9Y67BNThHbsbOtzWNgZKdZr+dus9YJ6Dkv2DovcvRsA0KLWY1Z9mZ7DUmIKCWkiQlVZDkksKWNXZ0i/QrWT4F55KdjBP+kqRYlHQszBYQnHk3oTMHjKUFfOrnSD2qqVpEWwCJEePRehqElE9JLuIPzwuNl7Z3dYJD2HxeqwJPgxycNDQhF4DLFn6nTbZxEspiqhUQoJHexj21NX7rVVCZledxfLuRKqp6O5tsLy+HoeEuoMxljPHq15HKC/Bq36zQNNsLhMgiW1qaM2SqRcNMYBJBVVF1daZdtQIcFCjAhJ866WSG1RTjBU3vxKP9maBYuY45c+Jek2VWj0RdiBqqM/9WBkbJsthyWPgsUph8UtyOjYvzPjdbjjdnFjiBLtirHU69JzADIl1MpCQgeEBkyq8uttxc1Jt1pvFIC5LDvaQ5AV1ajusaElxpYJTLDEXWU86ZaddNVkTN8J+mNJvUQVnlKUeFyoL/dapjW3BwwH85xXlgH3ngAcfDer11lw8HCQAoF1c+UOpO6icDTXpLrEo7eNh+hCQmXfJ48eEvKaytINJ6U/HOPPI+rN6ZyTbof/Qqw3HNfnAE2vLU0fEupi+yxqZsNOTakXkihAUcFK/c1zfVQZsqLq75mHv5cJ1WWUfCdSHZYAFyylAvseh1UvZEXVhUyFLz8t30iwECOCYt7VHGaqFAt5rxIy27y5DlgziQHWhyV1Ee2q3ZGtzwO/WYRFex8evllCaSosgu17HG+3k5AV+JLWcJb5s9ByS/xuCX3hRFbbHu9gB/94eTNEUdBDQuWiqUrILelRhFhCQVs/ExBpBQs/IZRxhyXhLuM5LOzALkDVT0DBaBKlgiFYAGDyBL+lNX9HMAZAhRdxuBQuOneuyvg1FiQ8HBSCH4AAUXJ2WLRE6OpSj+4YQHIjrmo5LGw9MXj05FFz0m0wzF0wSIM4LMMfEtIGeE6s9LEwpCXp1iRYtL5GtbNS1iGJAir5MMhANAGU1Rt3CpKlw7Tb5LDogsUh6baDC+ZKtynnRVHRH2V/V/jyU2pPgoUYESwVJUUmWMwnxry35re4GDkGgm0Oi1On28kTjGFkKa3dNz4M9OzCibvuRJVg5JTks3GcmnQWLOGeg4632+mLJCzbZkcr0/S5JSiqmtU76QqwWSpSzQx2AxcsJSbBIorQe11EE7J+hapVTdjRQg/l3GFJSqUo9biQFEwHdn4C7I+aQ0JMsNSUeS3DDzsCUfzRfRs2e68wHp9rCLFQ4A5LP9jnIbjYezfBJ1j2Z91hKTOFhES37rC4EkZI6AOtWSEXLKqq4OB+9vn3CpW2HJaRDwlt5TlmcxrKU5/T7JzykBBqUgULwHK5AB7KESXgE99ld/gq9YRbQYA+eTkOcwWbVbDIioo27sxWuQzBEogm9MZx5SRYiEJCsgiWzBMpC42hDz+0/rQIllwz7c05LGkax9WWGQ7LgV7bFZQpFHWc+KFxcx4dlmjMORSlBjsySiLtDSdQCZsQNn0WUV2wiPje6fOQsbRUZJRFWAfQ8on84K8n3RqCRRIEvZtoLCnroYVKt7Ooi8taDgt7r1VPGURRQInXJDL45xaMJvTl4GHdWWtKPbpgUZUkpsS34zTpHd3CZxtV5A3ktIRbhYkTSWLu1C3nHoJ/ffsT+mLWkJCRwxKzCZao6sHmfTysyL9rHYEIPGEmmntcdbY+LLZ9dgT6sHzcyl7z3EYuWNKFhDSHxSEkBLBcLsBIRsfhvNQ+3q/nnZS4JQiK4bDEtBwWJWnJOesKxiArKkQBKON5XWHVi74wez9cogCfOz9SgwQLMSJI5hNEkTksw4HuguRjAqzNYXEafmgudU6pzDFtw2GCMfhMyGMflmjMuYqsGn1o6Q473memLxJPcVjMr1JzWPxuCQubqzKvWggcgAtJxFUJE5u5w8KTbr2qsc1uJYql0iZ4kEA0oegnyVIxTdKtrEKCrCfuVlRWAwBK/KbQHE+ijEWCELX+MtxhqS71oF9l24FYEEeLH6c+SdE7LOzzDvFpxKKLvd4SSbXkFGnisK7cq1cQJQUX4io7/UlxJgIi8OC9/X3sooMLlvZAFI0CmwEV9NSPeh+Wj9vYa55dz2clOQmWcDdrUggA9fMd11PuswkWvl8hFkSY3+b3uPTXlIALMdWUh2IKf7UGjCRg7b3sRwm6Qnzf9rshUFkzUUhY4spFJljUNL8PaZ1OIaFc3RvTlV+6PiwJ0227Om2fj0mwTBNa9d+lPAqWWBqHpQZ92NE+uCPn5LCYK7ZiPIfFx3uYZOoOKXwy7T61DrMbq9iNPOlWVJN6Eufk9TfjzuT/4HuuR7nDwt6zdH1YErKiVwgBwIQJTLCUmwULf98TEdPr5+5OdakHXahAQnBDgIrTxPWpT5Lr7KlCgZ8043BDEgWI3GGxJ7/q4tHrQiV/eyOygLjC9wXusMTgRUd/jPcnYSdYESomcsESL2k0QkKK7FDWPBKCxeawvPVH406tSkhLtp4wHfBXOa5HK8Pv1wVLmb6OaJRdIJR4JP09TkDS3y8AVsHCq5YaK3yWvjha5dqEPI6KIMFCjAiWk1ti8CvmQiV/A4y1PiwmoZdrVY7pwDpZ6ICUSO21kjAN7dtuFwimE8BM0cgpyafDEk+wbXx/4Q+AE68HTrgOAFArBLDTLqAc6A0nUCPYhyUaH4bezlwvr8zsiq93P7PW96EBzVpehLtUv1/LLan/6M8AgCtcz1scFg/PAbBcnYKdRMu5YImqbtRWsRNQud9rVKJwwSJH2echu0r0oSw1ZR4AArrEWgDAidL7qc+Ta6PBQkELV6gSK1XXQmA2VzJu2rfrStj7F06KiGkOS5S1sHf72Ul7w54ePYdFgIpGMMGiVjQN0jhueAVLZzCGrlAcggBWXg8AQeMCQv+eHtzEfjYtSruuMm8ahwVAPMzCYhbBorr0JGXLc8Ho59JQ4dPDdAHVjw7emK6mdICE/iwhwUKMCBaHJR9hjjHEcEygdk66zVENmQ6sl7lexCWbL0ldxJSwt80uWFTnzyufZc0KT7otqZsOLPsx0HQEAKBGyNBhiSRQJ/RabzS9XVpISEuMFYXM3svAQSZY+nxNcEn8cCm5Ad7Wfdms8pRhg+YcFi8XNJ2otCyTkBW9pLkffn0dFT630QJAmzPEc74U7q4AbC4OALQJtZb1PqcsNv5I87kVDdzRSIIJFl2g2YSDuQdIg5+Xiicl6wkYQJIP93tte4ceEhKg6iEhpXySNYfFXhU0zA7Llv1MSEyrYaXtqWXV/PP++F/s5+Rj066rglcJ9fI8E4iS7t7Fw0x0+D2SJSQUV1TjPXYICTVW+oCokQituTds2Gh+IMFCjAgWhyWfDcfGGnnqdKuvxizucrVvbMmB1bF9QG+L5TbzwLyBHBYz+ZwlpCX3lfq5i1FaBwCoQWYOS184jnouWAJiVcr90YTdYRn8vfzPB23YtJnZ68mKqaaNFfQr0tvOmY23zrb2f5FD3SaHhR3Yu1Rr866ErOqJtCHVr7fbr/S7jTwJ7X3nuRqqydmp4SeB/XK1flsnqvCKfIRpQ0amkdmooWiCxYVyr9sIgfH37fbPLcSCSZX4wRlGHkeDh4nEjmSJ3ppfv2/ecQCANR936t9DEYoeEor5G61lzSNcJaQlBB8+uZIlvd5/unUBRQY6twMta5lDdMhn0q6rlu8/3ebRFzwslIww0WENCbnYMULLi1p1s57Y29rH3ocGU0hIz68Cq87KFyRYiBFBEkwntyJzWKw5LPmJCelJt/nIYXFopY3AAcuf5kqc7lDcMiwt3eeVryqhaEKGpHLBUsInwvI8Ea+QwI6OwR2WvnAMtWAH9D5pAr/VFBLSqoR4Jc9grpiqstb5U4R2tjm1M6wL8O0Tor3wvPRjy12nPnsiknEW9nSr7H3stgmWdTu79JLmIPx6UmKF32WcSFXe5p/nfAneMv3xWt+c3ckJ+m37/PPwrHKc8SQjND141NAdFpE7LJLl9vOOnIx/fONE1uyPU+ti7/n+qAdJWENmhxx6BEo9Evb3RrC1nb3nVUJIT4yOlzSYSskdHJZhfr/f1QVLFdDxEbB/A7uDu5FQksDa37DfZ50GVE5Ou66aMqPbrQ4X4fEIc1jKvC79NcXhYjOMtLDbOw8Bdx0DwAgJNVb4gCjbxgAMwVJDDgtRaBStwyInLEJi6LOEbOsZakhIcTiwAinxd/vAvG1tJpGQTrDkKeTQE47r5aZ6Wa/WtRQyesMJ65WgA4n+Lri4KO7ngsX8WWhJt5rDMljjuK1t/Thc2IEjxe0AgMpJtvJQLljw3uNsbkt5E7b42QFcVJOY3vEKW0zhDgvKLQ+/7d8f603jgjBOqBU+t6UhXCypwKuy5USzYCnzwiOJ2K8YDosw6QgoEPGG90R2QxGPwACg75csJOQ2hYTS75e1EhOSH/e7kVRNpz//BPgra7FiAZur8/yWNgDQXTv4qyF6/LayZvYd0vKGEonUfdSphUCubN7PtmXh5Eo9VwTuEmDFrez37h3AOyyXCid+e8B11XDXoyto2ma+fyXDzCUp87otYbdQXLZVnrHX1hth66gu9bAKJQC9qrG/k2AhCg5LDkuxxNZj/cAdh2HZewMfHHLBuUooB6FnL73USEQRjifxuz/cjeAv5+PQ+CYARgvtbe2mxNw0IaGL4o8bB84h0B2Mol5giY+CVtXA7X2tr8igLkuIOSExzwR9aq+ZiKkPCwAIgyjL17Z14u/e/9b/bpo617qAFp5Zfx/7eeSX0ec2Ooay3i0qPAq7Uu9QqywPF2DKYVENwVJZYhYsSQQiRg8Ws2ARRQGTJvhxQK3Rb/NPY4IpqE1xHqHpwaOGYuRXWHNY0r/uCl5J1pUssTosjQsAQcAVJ06HIACv7+i2PnDCNHgk6/DDnoBWVs1cwWDIWkzwl3UtWPCTF/HWLtu6cqC1L4q2QAyiABzSVGH0sqqZZRvZoQKLvwZMXTLg+rS+S50hs8PCRIbCv9PlPpfRTVj1sXJnh8qzMJ+EXuqRgHAXAKBHNfbV6jJKuiUKDIvDUiwhoR0vA8FWTO1Ypd+Ut7Jmp9b8udg3DnM/AADJKJ7eeAAX7f85yqIHcHuEnZwPaWKhC6vDwk4AdiHQoHYAD541ZNES3fUWKoUwIvAB9YeyGyWrYNk5iGBxh9kVcdxviAbVsXEcP7gPEhOyn2SamyZaF9AcFi0MMHs53qo5R7/bF+9GCWKQuDjfr1qTY11QUAZ2gjM7LFUlHshaSEiR0RWK6yEJwVTJAbBKkTbVCAm5p58AgJXsWratWNGu/lWJhS8yECzavKk+lKIHxkkVzSxZef7ECly7dBZSeiHXzITbJVj6sHT0MicixAVnKGJ1LX/w1GaE4zKuePDtnF6emTd3MiFwaFMlS7jVvnPecsDlMxYsnwic/stB11fr5LDw/UvhOVNlXhcQ6QXA3q9gTHZsRqgNFi0Tovo+Z35va8lhIQoNlyUkVCSCxWvkJWgzN4be6dY2/HCoDovDZFV2exSvbe+wDqUEO2ADRr8H9rzs83qp6auWZfuEcuDARuDFH2S/XRqKgqnrfw4A2FR6AqD10uAnH63R146OgRNvy6MsJ0cpmwgnNRKxC5YBPiZVVbF+t1WweFy2Q6WnxPq3rxKdFfPxePJkdncioPeFUUUXem2JwBJkPYclIhjrqi/3GjksShLdoXhKl1uNBZMq8YE6FbcnPouNR96M0gr2HBGZb2vRJ92y71wSEsoydFgQYU5er1qKv8vHYxPmAf5qYOGF+iL/9am5+PFnDrM+rnoGXKLVYdHmEmkOSyjsfHGgDQAcCmt3dAIAjp/JHTXNYfGUAbVzgAa+vcd+JaOO2FqpcV8kYZR9cwdP5WX0ZT6X6f0qYzOGHJoRap1xK1R2zFBEDyIwXJVJpjEJQ4UECzEiWCpKHKYFFySmE0gV2Jc1j+MAGRZxl8PaHQaVAUAyFsGajzuxVZmi31aBIOY3MsGiN48LdxuljYJxEHpXmYEf+24EILAEvB2vZL9tqgr8+79R2/segqoPq5uvNu6zDbIbyGHpiyRQHmZVT2r1DMdlzMMPgYErnHZ0BBEL23u62HDbBIunBCUeCRtV1r7fm+xHpcCTZX1VKC+fYFncBVkXIp8+Zo5+e125dUYQc1isgw81zjtyEsq9bjxb/WUccsZXWaUMmOMAYNRCQj2hONbv7h6yeB8UU35FmddliN2BHFzdMShDGD58q/SXwPd2ATUzLYsd3lxtfVz1TLgl0XRBocDLJxP3c4ds7of/m/4CYYis3cEcluM0wcJdEHjL2Ou+/AXg0ueAJddmtL5KP2u2B7AcMgD68UzgjfRKvSbBgjKew2J1WFRVRYgPSyxRmHuV9E2A3nhPAJqqSLAQBYZUjA6LiQkDDN4blFCn/muYX605Vwnl4rA4C5Y9bV0IxpKQTXbycd49WMIPiO39MYT3vgvcMp1VJACICcayCkRsdh0KHHMlu+Hln2Ufstr0f8AbdwEAfpf8DFwTDPGkXS2LahKAOqDDsm31o/iq658AAH/jHN1gcQoJaYJlIN7a1YMGnlMDAPjiE6kL2QWLuwRlXjf6VCYqfLLhsMBfhepq6wlQgqIn3VZUGmKmvtwLmSeDRmNxdAdjKIOzYJk8oQSrv7sUf7/2RHhdEnxuEZIoIIHRFSyfunMNPnvvG3j5o/bhfSKTw5JRDouiANFeAMxhAQbaH1JDQh6XAIV/NrIs665q0JSDhA//of+ql6ojCPS3ZfiiUtnVGcK+nghcooBjpvH9iFfj6BdN3nJg2gmAK7PwiygKen8UvVKIr0tMsP22wq0A/PdetZTlsNgESyQh61/7kgQT+YrP2J+n1ZbCLeVPZpBgIUaEomwcZxJeWjJfTheVHVv1X6PwWNdjdqNyWXmow/HmHQeZSJpYYqzztyfG0VxdorfSjryx0vKYuMlhUbQ6m5O/y07e+zcA21/Kbtt69ui/rpTPsDaYMnVpdUFGS3fY0rFU5+MXcfSbxlWld/Ki1PwDALOTH+MoYasREhrArXp7dzeOFvlnMmUJMOdTqQs5CJZSr4Q+sBNhidyPSk3E+qpQX1NjWdxlCglpyY4AyxtQeFO6nmAE3aE4StKEhABWmaF1LRUEAWVeU1n0KIWEOnhL9uEXLFrSbYY5LPF+XfQH+OektahPwRJWEYD6+ZaQUCKZ0C/CtJAQAKDbmLXFSs9VPOn5MdT/XQSEurJ6eRrPb2HdpY+bUaN/1tpFhN0ZyoYaXbBwh4WHhCQuUiYILMdKhYB+lDAnxRYS0vJXAMCT6GW/lBjifFFzVc7b5wQJFmJEGE6H5Z2WHrywxWgZv6MjiD+/uUfvDDlsmISX1pMkpz4snVtTbnKc1pzLunv3Ot68/QA7eNZ6jdfg3fsaAHZVBAC9CVs7edEh27+sHjjqUva7VjGTKfyE81zpuYjBYxUspiu5Sg8rD23ptrksiQjwzDXW2xoONckV9n4lW97GX13/jb95b0LNP68E5MSAObcbW3qwRPyA/THtROeF3Dab28WEQy+vjiiVg3pICP4qNNbXWRaXoOgi1zzvRRAECLzqozcURVcojtI0ISEnLIJllKuESjyDu1lDQjY7LO7BBQsPByVFL2L8wiDtNpoFS80swMOcAk2wKLKiX4TFYXId+ozvW22ZB5OFDswUD0JIhIGPX8jyBTKe38za75+xwJT43bqZ/dRyV3JAqxTqsjks7iR3WMAEd9JTCRUiQjF7WTOwt5uJ7omVPog8fOStqMMZCxpR7nPhyhOdQ7S5UuTDJogxgapCMrdCz3MflvN+txYA8ItzF+CZTfuxjld4uCUBf/3a8ViYZ5WvYxJeoqCy82NODosxaVfrD6KHM0zPoSoK9naFMaXGdnU/EPwAelCt1jt2AoA/2YdmVy8qu98zlt33NhDrx/SaUmxs6UVXXIL5+s3ssFgcs6MuBd78HdSPX4DcewCuqqbMto07AMEku26yOizGSWB2rQ9dB5LY0RHCrHpTP5PNf011kHymBm38PVQ2PAgP3//cH/8DePX2tDksfeEEdneFsMSrCZaTnLfdQTyU+Vy6w1Kq9qOCVwHBV4WjZk8G/m0s64KMCkG739q2X5BcQBLoDYZtDsvggqXUKyEZHF2HRSOT8NuQUGw5LOIgQo2Hg5KeSmgfTXrBYrqWb1wAAPC4BL2CS5UNh8Xi6JkEi1sScbv7HuO+AxuBI76UwQsz2NkRxOb9fRAF4FOHNrAb4yGge6dl23IhpRcL37/cMntztCRa2cv2z1A8NSSkjc2YWVemJwILnnLcfcGRUFToeTL5Iu8Oy09+8hN2lWD6N2/evAEf88QTT2DevHnw+XxYsGABnnvuuXxvFjGa2ENAeQwJmScP/+CpzVi3qxuSKKCqxI2ErOJ/X9qWt+dKwSS8BmtENiAdH6au2uE5OoMxfOLWV/Dats6U5dPCHZZdSqPl5vOlV/Gsx1bdoySB3a/pDktH1Hp4MOewuCHrG7kTk7AR8yCoMp56+K7Mt00TLPy8ms5hmVnNbrf0YlEUYO3/Oq+XXx1ru4bK34OAlmuw4f60m7TlQB+mCa1oFHrY1WRzmnksZQ0pN5V6XQhoOSyIG7ON/FWoqbaGhCRBRjmcBYvkYq+9vTeEtkAUpdCugAcXLD63NKoOizlvyDfcDouWw6Lac1jSHF+4A6D6qvSbSj3prtlNJ9rJrL+N1yXpHVzdiT5dsOjDKgFDSABIKiqmCqbclQPvDPKCUvm/dSyZfOncet0RwcH3AKhsHyyrT//gQUjpxeJlFwMehbkmpQqv+uE5KeGYbC2hhvGdnFVfZghklweCIORdrADDFBI69NBDcfDgQf3fa6+9lnbZtWvX4sILL8QVV1yBjRs34pxzzsE555yDLVu2DMemEaOB/cCZR4clGLeu+/wjJ+O17y3FE19ljZPWbOtAf3SYrjRNB0bdGcllPW0fpK5Hz2ExniOeZK/1iQ3OYR5H+tgBb7dqFSwVQhiVSq9xw/RPsJ9bn8NU7uC02oZqf9ydhMwPzpuV6frtb+7sxrOJowAADW1r8P6BDENxvANvf4Ktc4LFYZGgnTRqS9iJLxAxfdbvPAB0fgz4KtHFBwv2T2ezVbTDpC5YeC+an6lXAL4qoN8IH9rZvL/PCAdNPjY19KNhPlFw8VLudaEffr3Kp5m39YevCnBZw2kuKKjQQkY2weJxM8FyoCeIbe1B03JVabdbw+eWkNAmNo9CH5aYKc9o2B0WPSTkyiyHhYeExBIjKVQbApiCudpn1qkAWCM1rSGaVw7Bx6uEyvzGfqv27AESzBFLKireU0weZevm1IGFAxBNyPjrhn0AgIuOM82y2sf7unAhlSspDgtv01CqMhFSIvNKOR6yDMWTKfvxdt1hKTU6ajuUPueLYREsLpcLjY2N+r/a2tq0y/7mN7/B6aefjhtuuAHz58/Hz372Mxx55JG4664srtSIsY09ZyWPDksgYhyUf3/RkbhtSRwT9/8Ls6oEzKgtRUJW8Wo2jkQ2mISXaBcamRLs0Lu0AsbJVnWoEtLETGW6g6wTfMjhTtWIf9+YuMK6zKf+BzjpO+z3D/6OGRPY+jtD1gN/RBbx/5JX4NeJC/Dj5KX67eF4EquURQCAxeKH+NeW/ZltGz+hxhR2YqsusR3ouMvildh7YJ53hNWsHXn0hBvwudgP8bvkZyCezY4Zgl4lxJfnJ5C4qwyY7ZBAa2LzPpNgmZ4mHARYxcO3WFit1OuCChH9/Cp8lsDnNZWmHv9ckE0hI6tg8XvZSeGd3Z3ojyZRJaTmuqTdLLdklEWPQmt+c88Rr2t4BYuqD+bLsA8LDwm5Sk3jDNKZABOmGb/XsrLzcp8bfeZmc5zlhxkhUAEq0MVcXVlR9EoidkMcaMv8Qvwf7x5AXySByRP8+MQcUw5UngRLbakth8XPhJxW3eZLMsEi8NtDsSRUm8OynTssM+vLDMEiDl+mybAIlm3btqGpqQkzZszAl770JbS0tKRd9o033sCyZcssty1fvhxvvPFG2sfEYjEEAgHLP2IMk+Kw5FOwJCFBxldLVmH5K2cBK5cBj18M4a+X61/yt21NwPKGRbDk6Bq1v++8av0Xs4vDqMpUsCgy0Meu0F5SjkTCOwEKRKyWF+L6JK+smXI8cPy1LLm0rAGI9mJGaCMA9j0zE1UEPCp/EnfJ5+pJiwAQisl6J1evkMT2/RlWQ/ATahwu+N2SaZIyh+exePmMIL1KSFWBIEtE3DPxdOxQJ+FP3otRWsU+b0EPCfF3kQ9/VCR/SognLlnzgd7bl0HCLQDM/CSw+Grg3N8DbnYQ1yo4tNLmuSJ771Exif00nQRLEYVX4N8Lm2Ap9bMTibZPTRA1wWLt5eKEzyWayppH3mExV40ow9yHJcndioxzWHi+k1RmCEjHyjMAKKsDrnkb+M42XdWUeV1QIKJPte4zomjbb3nVX1JWrYIFyCos9DAPB31x8RRreGXfevYzTw6LXiXEBXGVEIJbEuDiXYElLvAUFZAlq2DZyxPhLSGhQnJYFi9ejAceeAAvvPAC7rnnHuzatQsnnXQS+vud23e3traiocEaD25oaEBra2va57j55ptRWVmp/2tubs7rayDyzDDmsAg7X8Zznhtxo/IHdmWjqfttL+KEKiZU3ts3TNVC+agSarMLFptT4yCK0trYdgL7ASWJuCphj9qAnqvWo+OyN/DpTxyLb1///4Cvvwl8/mG+cgmYuwIAULrzRdSUeuCyHWwDMefXFo4nkTDl7yuZNs+SjRNOtVP7bt4IzCfxagzt5JII6+/LrgAPv1SbTyJcsGgxIe6wqG5fqmARjcf1huPw9O5AndDHriQHOiGIIrDil8DCL+g3aYJF6/GhU8kFyxVG1u0EgR8PBSmlXFnk+7ALClxIooQPP8wkJOT3SMaMnFHIYQlyh+U8cQ1O2PQ9oGvHsD1XMsFOkKoowesSB89hCfIE7VLDrbC4dnbq5lhCfx6XCK9LRI9psB8AYMJU69+dLIk+qajw8LDRPhdfZv/GAV6RwZb9fXh3by/ckoDPHW06v/W2AP0H2H6jTWnOkRp7lRAXxBUIodwjQuAhNLMjZW4eCQAeNY5ynwt1Zd7CDAmtWLECF1xwAQ4//HAsX74czz33HHp7e/H444/n7TluvPFG9PX16f/27s0ipl+k/G3DPvzr/fQib1SxNy/Ll8PS9j7mvnQ55or7EBAqgNN/BXxvN7v6BXBEnI1f37K/b+ADU66oDjks2V5U8vyVLn4QdIlaJ01tlpA5JMRIcSLS0bMbAJtj43K5UFtdg4ap8/CDM+azE3z9fKDUlAw690z28+MXMK2mRJ+grBGMW19cayCKbW39CMWTkGEq+cxUsJiqPBwFi91h0T5DbY6KIOK9NnaQPGSicRLRLkY1wSJwhwWS35hVxFEFUT+pftTar7srQvOxKfH6wSi1OSw6FZPZz7J6oIo1x6sRuCvsq0yNS/Ar9rpSCcc0mA7RNifGCZ9LGtU+LP2xBGrQh9s992J66/OpZed5RE6y1yfxJM9BQ0JaRVlZPVYcxnK6Ljl+WlbPWe5zoxe2z/fIS/DqhPOwVj6E/c17pMiK4bC8Az48c/+GjJ5Hq3Q8eY4p2RZg88sAYNJRqeMhskTvwxKKs+MNF8SSoKLem9CTlMWSaj0fKSFYv6flCGNWfRl7/3XBkkXIOkuGvQ9LVVUV5syZg+3btzve39jYiLY2axfAtrY2NDY2Oi4PAF6vFxUVFZZ/45muYAz/9cS7+MqfNyAUG/mrqkHptwmpfDksO16GqMrYo9TjxkkPAMd9jWW6Nx8HAKgJfIAyrwuxpGK0ms8nFodFK3HMEh7T/pC3yPfzacJOVUKCVpWQ6ch63phtr1qPyVV+iINl7U8/iVUBBPZjcXknPIJ1X+qIWw9W4biM0+5Yg4ffbAEgIKH1o8j0RMmXi8NlTbjV0HJYRFtISGtL7inHloNMvBzaZDqZ20JCoswEs+DxG+3bOeXxduC3RwI7XsbW1n6cLPIy7+knZ/YaTHhcIjwuUS9tBgBVdFuu6LWT6gQ+ysFRhPAr1J+cMQt/uYif6LyVKdvuhM8tjmqn2+5QHJMEU85YhifoXJAT7ATpcvN9J1PBUlqHu754JDb8cJl1v8kAr0tEr91hcfnw2pzv4vfyWexvHhJKyAo8XPSvifLk286txv47AJpTVV9hE83b/8N+zj4tq+12QgsJxZMKC+W5fZAllmTe6I4AER5K909AqZftU+ZQMMCS9+fxcR4FGRKyEwwGsWPHDkycONHx/iVLluCll6wdMv/9739jyZKBx2MTBj1h4wTx7t7e0duQNKhBW1vqfFUJ8eSzR+RPwlNucgomHg4AEFo3s9gqbNOH84VD0m1WyEn9amyrygSLkXSr/ZKawyJnKlh6TYKlOoOrMbcfmHo8AGCJ8o7FYXlFXpiScHhok/VCQZ/mLGdYCWGatlvjJFi4RV2W7AVgqkCJMXci7irF5n3svsMmGSceLYdF5m+TLlh4rgmmOBxb3vkzth/sxvEiT4rM8YRQ7nVZHBahoomFjzT4SbVaGECwaL1kYv0QeKIo/JmdWH0eCbI6eg7LtX/ZiHqtnBtg+8Iw5bIo/PW5tHb0g+WwBHlye2kdJFHQQyLZ4JKEVIdFlNBQ7sM2hYf+urYDcsLisOyVa5Esm8iOGQffHfR5wrz6sdTspsoJYOdq9juvXBoKJR6X3odGqxSKe9h+1uAOGyG0sjo2IRpATLC6J+WI4JPzeNisEENC3/nOd7B69Wrs3r0ba9euxbnnngtJknDhhWwa5sUXX4wbb7xRX/5b3/oWXnjhBdx222346KOP8JOf/ATr16/HtddmNsSJgKVsd/2engGWHB1U+xyNvAkWlny2UZltrZxpZIIFHVsxt5p90fbYu6TmA4cKnqwGvnV8CCSjiEtl2K1a87gGqhKSM30K7rC0qPVoznRi6iyWAD839LYuWF6RF+IbiW+kLHrfpcfg+W+dhMMnV0ISBQj8QKVmWrqpV3m4MMFeIQQAlSyUUhFnDl3CFhLa3S+gJ5xAudeF+aaQkCH6FECRIfHQk6hZ6J/7Mzp9prlFbGmI+9ahVIgh6q0BGnJryFVb5kWvWdjZhzFm4rBot0X79FLcTBJuARYSGu1ZQnVmwQIMm3BS+H7m9nDhMVgOiykklCuSKKTmsIgu1Fd4cQA1CAt+9r53fgx/MoDZIquYS0BCTxXvSptBpZCWvFxi7hOzczUT6yW1wMRFOb8GM3q3W96LJepiYrnBE7U4UpqwiapWkVchhHFqimApoJDQvn37cOGFF2Lu3Ln43Oc+h5qaGrz55puoq2O2aEtLCw4eNPogHH/88fjLX/6CP/zhD1i4cCH++te/4umnn8Zhh+Xecni8YS4lHIuCZVhCQoEDQGA/G8KnTkdVielLUtHEegqoMmb7mK3ZHhiGKapOfViyuZjczyoG9pXM1btlpvRzcUjszTwktBsAsFetw+QJGca7uWCp7Xxbbx3/oToVQaQ+XhCA+RMr8Mw1J+CdH54Gyc0OZmqmDgs/oSbg0u1pC1ywlMXY/qOHhALsJNCuVgEAzj1ykqWEVq8SUmDJnxI9XLSV1eGfM39keSpVVTG1m3VMjk1danVFsqCu3GvNYWm0Hce4CzCgw8L7YTDBwr/PGSTcAiwsNdqt+etgS3KXh2eCscKrzLS+NQOGhOSEEeIwh+iyxCUK6FRtn5kgor7cB0DAVoGFft574Nt4PnmlvkgMbrRJPMrQm1o1u7293xK2DsfZ977MPOtoM88DPfRcw00aIvZKoZDIxFijKwyEeWivtE7fjgisgqXBGzdCzSMQEsp7wfSjjz464P2rVq1Kue2CCy7ABRdckO9NKX769gGiC4GocRW+cU8PFEUdPF9hBFGDNsGSj6RbHkppd09GOOqzlvoKAisl7QigWeoBUIn2fuepxUNiqCEhXuL4kTBLv8noIZL6HIbDkn1I6IzqDB2W2jlAZTPEvr04kYdHEmkOE4ImsgQBlSVuxPiVlZBlSCgBaUCHpSzKHDo96ZYPmGtRGzCvsRw/OGO+dbvM05oTxucumZIUBcEqSKKJJJao7wECUHrI8sy234G6cq/ehwUAMPcM6wKawzJgSMjssBh5BJngNQuWUQgJTaz0oT5ku2hKxoHsoy+DovLXl+qwOLxubSK6IAL+6tT7M0QSRbSjyrhBkABBQAPPNVmdPARHiFtweGSdpVluAi60yLU4DNAvJDSiCRnLbl8DAPjgp8tR4nEZDgvPHUEsCHz4LPv98M/lvP12angvFm1ic0BggmUyDhrCr6QWJV5Wot+vWo8jNZLpuFqIISFihEhEgDsOBW6bi2DY2Gn6Y0l83O5cQj5a9Hewnf2gyg8U+XBY+JVnt1AFAKiyn/AqWDMnbX7OsDgsaqr7kRXcYVkdajY5LHzVSA0Jac+RUQ5LPAzw3CEWEsrQYREEPT4+RWSWcEI1ruauP22OZVELWkgo04ZlelmzC9WlDjYyr64piTBHVndYulgC/261AT84Y75pAjPfLq1aSVVYCTSAmOqCz2M8h2gbfxjvOYD5YgsUCHDNzj0/oLm6RG+8xW5YbF2An1TnlPOD+2CCRXMny9MXIZjxukRDYI5CH5ZwXEadMDIOiybIPJ4Mkm615owltTm7ZwBzWDrMDgt3OpjDAjwcX4pQ7eHYpVhDvAm48H6M93/RJi1zukOGwH+LVwdpDTF1h+Wdh4BEiA1iHGL/FTO1tm63nVyMNcd4kYyvEnB59JB7n2LtwzJBihh/6A5LAYWEiBEibDRDU7VkMs763WMrLHSwhZWNHlB5Ymw+HBYuWLSeF5Ulti8JFyw1Cmti1jYcDotTlVCmuiUR0XuwvBqaoocxNJwcFmQTEuK2c0D1ow+lmJxpDgugh4U0kpAwf2IF7vriETj/qMmp26ihOSyZnihNDkt1qcMlOHdY/GEWAtIFSzubvfSx2uzozAjmWUI8JBSDBz63mLKM/lSdTDy2eOdaS72zZOHkSrymsPyXfm9DqnXPT6qVirXtuQWzYNES1h1mFznhdY1up9tIXDZKtjUyddyyhe9nHq/msGihMIfjSx7yVwCWw9LBQ5HsOdnn6fdIKPVI6EQl/nrkn7E0fgf+J/FFfbEEXPhXDw8JdW1nny3HHNJf83EnPjwY0JtdsoZsSeCNu9kCS64doD1v9hjt+Zmo3CczJ68+xCfI8/CZ5mD3ytbvaZXZYVFIsBDpMMXmvSHrbJR3xlIei6piksquErV5Nht2d+Lm51MH/mUFFyxdChMsKd1feXfRygQ7ULUHYtklxGaCUx+WTJ2W1s2AKiPmrcEB1KChwmdZj94lVHGoEsrkdZjCQSUel3Ofk3TMWgbFa1xFxuDGNz45C58+vAlNlT6cOq8ex06rTq3s4Q6LPSTUF07gnRaHfZLvw1HV4+yw1M4GAHiD++BFHOFEEkjGofLW5x+rzWiq8qU8TK8SUlQmDAFE4bHMthHShEz31pzgeHumfGJOHY5ZcgrunnM/hKtfT11AcwG0UI9Tbop2W7TPmHuUocPisTgsgwuWHz2zBRf9aR16w0MXFQlZQVxW4IVtXVnMz8kKLsh8mTgsDk3jcsElCnruFMPYjzSnT8tFKfUYp9cg/NgW9EKu4E3gTJVCAVPRxF837MV3//oeFBU4c8FEVnbd1wIE9gGSF1h44ZC2344eEuIuz44YnyfELxJQwlwhLUewM2FPujU5LJoo9NqSkvMICZZCJW7YziUhdjXdyE967+0fps6uudCzCxVCGIoqYDe3Sfd0BvH71TudT2KZEmaP7UiyUEdqSIhdzfh5/kMsqaAvkmeLfCg5LC1s9MRu/yEABEypZsLLCAk5PUcWfVhMPViaJ5SkOAoD4vYjOcvI4wjCjwofd08EASsvPQaPf21Jap6UFrs2OSyBaAJn/O+rOO93a/HKVqsTqJrcD0eHpbQO8FVBgIoZwkF0B+NA1zYIShIBtQQzZsxxLE215LDw54ioHnhNgkUUnA99vU2fcLw9U9ySiJ985lBc88XzUFblcHK0Oy4DlTVH+wCtwi6LkFBSC+EN4nS9f6APD72xB69t78TK13ZltP6B0BJF3baGg8MVEhJUnnSr57Bw0eskWDThl6FTlQ5JFNANUzl/wjgOuyW2T2mCZXKzUSFWX88+v+4yJsLRaUyRP9BrnPQD0SQ27++DxyXi+yvmsRu1Y72vUh8DkS/0pNv+GGRFxUdhW08z7nJqIaHOhK0PizYPK9xtTKrWqjSHARIshYpJsEzpZldyR01jdt6OjqBlpseo8v7TAIDXlUMRAgtLaGPZX/6wPd2jBifA8mL2J9kXLMVh4V80qa9FdwL2mw4MeUFJFRMZmzi72QTz15PsoNRsT4rV1mP6nLNyWCwVQlmEgziiad5KSPVlNHBR4P0wRCWhu1l3vbxdf9/vf323ZXltinJMcDuvXxCAOtY4bZawH6G4jMhOtq+/r0zDBcc4j+SwzBLKwmHpU0sgTT5q0Nc5JOyD4QbLYdES1ssyd1gyTbrdzEdWLBffwhff/Azw7mMZPUc6IlyweGB73mEKCYlcsIiZNI7jM7W040KuuCQBMpwrdDwudjrd3cW+s93TzwQ++d/AVS9jdj1zHQIKF1fafpmQ8a1HN6Ws6+unzDTGTcS5KBhiZ1sntIvcg31RdAZjekhIp5pNZde+n68dsH5v6t182w7wkQPVM4CS3JOaB4MES6FiUvbTe9bChSQmVfkxsdIHVQXeHysuy+5XAQD/UY5Cku9u2oyaV7cPYYoyrxTZw/uXpMzXqZmlLzelih3Q9vXkWbA4NHXLSK/ISWAPc1j+3suuwqbUsN4domALLfUZJZCaKMpoykCvqQdLJk3jbEimRmVh+FDuG7ygUOSt7GvQh1e3daI7FMdDb+zW7391Wwc6+k1X27yCx+crtQ53M8Mn5c5zMYv6wIbnAQCb3Aux4jDnZpQaislhicJjSc4VHRyn15TDUFWWvbjLiqwES69R1pyxw5J5H5YdfNLuhdIrmKi0Ak99ZUjhmxBvdmbvkDxcISGJf/9ELWdioBwWXgqvz3XK9Tl5wm5UTRXYbontU3u62El8YnUF8InvAJOO0sdpxLVyqT1roe5Ziz88/BccKuyGBBn/ddoc/PDM+bhh+Vxcs9SoHNSP9W5bw7o8oB0bDvRGsLc7jFbVJjbq2AWV5mDv6Engwvj/Q6fAlptVwo+pe9exn5OGV/CTYClUNNUNwC/341jxI3hdIhbwjp+bx4hgUVtZYum7ykyEwdR8KdhJa8v+PsSSOSTgqqruIOxRG1Dhc6We8CqbWYhCjuGwcvaFz79gMTksguawZCBZWt8D4v1IesrxXrIZ1aWelNCGvppeY06W9gozmoJrclim1WQvWASvYQ0HVR+aqgY/kbtmnAQA+Ir0LP7fn1/Cfz2+CdGEgsMmVWD+xAqoKrBhD8/dUFW9A21N1QAx76ZFAIDFrh0oRxgNHaxXyoQFy/Ur2pRt1/uwqHqVUBQe+D3pk24B4E3lkMwHS+ZKJoLFXsLsLsm4rJk5LFrH4YEdloN97P2fLHQYN7Zuzuh5nDAcFptgGaaQkO6wuLJxWIY2KFeb9XXQfmKHERLSmGRyNrWE76g2i2frPyHcvwLf3HMt/un9Ad6v/h6+MW0frjxpBq5ZOsu6Lt1hyb9gaajwwSUKSCoq1u3qRgwevOM1VSHxuWxmB/QN5VA82PxzAICgVV9pHXinnZT3bTRDgqVQMYUKAOBT4np4JBGHTx5DgiXcDSHEYvDb1EkI8hr+CimGcp8LsqJid2d4oDWkXa/Wnr1FrU/NXwHY1RbvMnqol32p9vXk8FwD4dA4LiN4OGhf+SIoEHHklAm6GElpzd9nFiyawzLIc6mqHk/eozZiam0OBzqfIVgWz21OKw4sLP4a1IpJmCJ24GXx6/jRrovwa/e9+NbiCkyvZaJJO0mawwS1E6rSr5PPhTpU3YaLpX+hTIhiByZhxfIz0j5EEyPmPiwx1Q2fqbmc6FDa+pYyT8/VGTbsuTNOgsXlBUpMlUo1szKuDPG6RMR1wTKwUGBul4omocu48eCmjJ7HCSOHhQmGmMhP2MEhhH4HQHNYJG3GUiaCpWKoDgv7HFrV1Eoyr+07Ym4loIUjYyZnpkOtxC6lAXFXGXzhA8DD5wPr70990sTwhYQkUdAvRp59j+X5rJ5zIzD9E8Bn7tLDO1W2KsyIh4eMg+1ANKCPScGMU/K+jWZIsBQqcT4bhyc6rpDegl+I6zNVtPj0qMLLT/cqdQjBjzC3Q8sQxWxtxk8uPWN6WDgo6qtHDB7nwXmAHhaaIbAv4t7u4QsJifYOtQPB471vJli448RZNfoJKaVKyMFhGVSw9B8EEmEkVRF71TpMr8lBsJgy/b/96Qz7PnjLIHz5Kcj1h8EtyJgutuGz0hose+8GNPI+Fa19UQSiCagJQzxOqR8g5l0/H/BWwq9GcIObdfrcPe+rqCxJ34nM4kTx5wnDB59pLouTw/KxOhkV/rz30rRidlh8lelzU8pN4a7aOc7LOOBxiYhrQygHCcV0BGMoQQwlgknYaImTOaDNv9EEy9bSo9kdz1wLrPpl/oaeciRk6LDEgiy8Bgw5JKQ7LBjYYan0u/UeJ4BRQbT+gFHd+d/Jy7H2zH/D891twOFfYMeTZ68D1v7W+l7Fhy8kBEDPcfvwILsInDlrPnDJP4Ajv6wvY88RjPn465djwNbn2bZPmA5MmDos26hBgqVQ0b6Ah5yNgDQBDUIv5nS9pIeEdnaGLOVyo0Inq+XfprKDhOawlAhRfSjh9vYchhLy/JWAnyXQ1Tm1dQeAGtYme7J6AADwcVueG+o5VAlllHTLTwpreqoAACfOrgVsjcxUgLkDIePqNEXMpIM3Vtur1gGiO6ekW0w6GiitBw47H66aaZk/rm4upKtfQ//X38Wao34DVfJB2LcOR4OFBn+/ZicW3vQvXPDbV/hrEbBw6gClpqIEzD9L/3Oray5OOv+aATdBtDgsTKRG4LE6LA6CRYVobYU+HJhLPqccn76JmdkJ4OXdGa3eJSKmZuawdAXjqLU3ebN1Yc2GsC3p9tGSL7GcBjkGrLoZePbbOa/bCUkPCQ2Sw9LN+kDBX+3saGWBVhm3W0kVmmbBMqu+zCKKNcESlo3965rlR+BLi6cy5+Tce4ETvsXu+NcPgd9/gs3M2rmaNY0DhiUkBCClqeSRU6pSlklxsV1+4718+4/sJw8fDSckWAoVrfFQWQNeKz8dADC5Zx1qyryYxC2+LaMdFuLuQIvKmjWFeA5LCSKYWccEi3l+RsZwh6XTww7qtemmrlYzwVIXY4mrLd3hvPSb0HGoEhrUY1FkXbDsSNahocKrvxeAbSaRZmPrz5Fhp9sudoDepU7E5Al+uKQcvuaVk4DvfAx89r7sG1UJAsrrp+ETZ10K4YgvAQBO7XlMDyupKtDaw/bNuODBCbMH6Y1xyveB2rmQSxsx7bKV8LgHERUOfVgiqkdPfAQAwSYUTo3dijKvK7f3KhvMZbV8MrYjDYcav/NKqUywOCyqkrZ5nKyoCEQTqLXP/eHJ2rnABIsKj8AEwwt7gOvKfo3Yp+9iC7zz4JAcHDsSL592DeawaCXEWQi/dGgOy0p5BbqqFgBLf6jfZw6bzjJ9pwFDsERhnPgXzDCJUkEATvqOEQps2wLcPBl46DNshIcgAQs/P+Ttd8J8QVNXbpw/zHhcoqWXk1sSjX1ZCwct+OywbJ8ZEiyFij7FtQqbPYsAABO73gJU1chjGe2wED/hah1udcGiRlHPZ29oLaEzRpGBzX8FALS4pgFgXzJH+EHf3b4FTfz5tMqIvODQOG5Q9q4DYgGEpXLsUJuwdG49uxLTQ0KmeiNeIRSU2OepVRBl6rDsUidiWi75Kxr56Kh53NUAAO/ul/GFIwxhcsok9hq85dUpyYopVDUD174F6Yat8E4afIqyln+tqDAl3XotZc32HO0dahMqMqiEGjLmOSv2OUNm+HgEuHxZ5QV4XZKRwwKkdVn6owmoKnSHJaLy7bIPKs2CSDxpSbhNCi48/e5BfH7dDMjTT2E3Pn1NfkJDiqwLeNE1SA4L/z6gZuiCRcthCcGP1055DDj5Bv0+8348u8EuWHjSrUmwpDgmvgrgmretfUwqm4EFFwBX/DulA3W+mGxqqXBEc1Xank1ac0sAcLsEa+Wat0LPNxtOSLAUKprD4qvC+9J8xFQ3/LF2oHObkccy2g6LLlhqcey0aoRUtsP7EEMNzxXQhm5lzN639FDTy+6TAQzgsDQcxpIcw504o5K5Mjvac3B00pHFtOZANIHP//4NbP43s3dfUY5AEi6sWGAtzRUE03p4e/0ul9l+Vgd3WPhV7C61EdOHIljyQc0sZh2rCq49XIAABb9x34Wfd7LwgFB/SN6fUhN9qqJYQ0KW1vzG76ogAhCGv0IIsF7l185Kv9y0E4EvPwV8+emMK4QAwOs2OSwAkHT+fmlNFJtcTMB/oPLcg1BHzmXIsaSi568AwH1XnIiqEjc27e3Fj+UroHrKgZa1zGkZKiZRIg3msGiCZaD3O0NcJqXrsQltj8u4b2FzleU+LRxpKYf2WEUNADYW4stPAxc+Bly3Bfj2FuD8PwHD2B9oyQyj59LR09Lva9qAR4C/9lqT81c1ZUgzmjKFBEuhoguWSnTFRKxXeGLertU4pIlVeGxtHeUhiCaHxeeR9LJmAKj3sYNKZ7YOi5a703QkdkXZyTitYHH79DyTH3Z8BwCwozOPDoup0mWwpNu/bzqATbtaMXnvPwAAf4sdi0q/G8fP1KoNtPasph+8W22HyxA1AtTB+7DoDksj5jdWDLLwMCMITDgCqN//Hzz6mXKcLa017p+7YnieE8yJ0pJ7w6rP6rCYTjyKwG4f9gohAJj/GeDTdwLXrh982ZmfBKYuyWr1HkmEDAmyyl9fGsHSG+aCxc2OEduUSYhrHXK1+UVZkpBVS9O4o2c04E8XHw2PJOLhjyW8O/tadscrN7NE2KFgKtl26Y3j0uSwHHyP/ayzTvXOBcl0UrZXzpkHrB7WZM2V0cIum1Wj+63jHCmAiZa5pzNncQRorPThia8twbeXzcFFx6VPmm00OyySCEw0OUFDrL7KFBIshYp24vZVoaM/htcVdlLAzlX6SWpnZyi3Pif5QJH1Zk371Vr43SJicOuTfye42cm+NxzPbsZPjIswX4UudmrTJd0CwOFG3NeNJHZoSb6KnJIjkjXaPBgMnnTbHojifOlVTBCC2K/WYJWyCGctnGjYyJoNq4czVD2foM3ksAgYJCQkJ/Wk5N1KI+Y2Dt9cj4w55gr28827sbj3OeP26zYDx16V96cTTCEhJcYctSisrfktDgtvtDbsFUIAuwo9+rK85FM4oZXW6i5LmpCQ5rA0coelE5VoB7+6zjEslJAVoy2/6AJEEUdPq8Y3PsmcjZs7lrBKklA7sPHPOT2HjmnswICdbsPduiObjynHZofFHso0h6bN+VIAcOz0anz9lJnoK5uJluX3A1/4y7DO3MmWY6ZV41vLZqPEk/47UG8XLPM+zRKZIQCLvpj2cfmEBEuhwh0W2VuBzmAMrys8SW/3q2goc6HS74asqLlV4eSDWEDP8ehCBU86E/Q8ljKw8r6koiKWHMwyMKE5S95y9PAE2gEH+537e33GyDyhBVv280myT14F3HEosP2lzJ/bTsjoXyEg/WtQFBUvvrcH33A9BQD4Y/JMQBBxxYkzUpa1hJa4w7LHNKpehDJwSKhvL6AkEFPdOCjUYE7DGDgoHnIO65gZ7QPe+j27bfrJzEYeBowqIUV3WCLwWix8c5WQ5rCUj4TDMswIggCPZOrFkia808sFSx3PYQm6JhhdTvsP5PTcSVmBR9Am9hrfyc8ePRmSKGBdSxA75lzObnzpZ8xp6duf03OZk4ndepWQg2BpeZP9rJk1pCncGuYGlXaH5YoTp+PkOXX4+7WpAzQFQcB3T5+HdT84FVOWnAfMO3PI2zLSWB0WgfVo+eY7wH99BBx6zohsAwmWQoUn3T63PQJFZVaj6q0Aon0QWt/FPH5l/dHBUQoLcctWgYAkJD2GqwkWv2r0I8hq7pHmsHgrEE0wQWRuuZ6CIAAzlwIAjpfeR2sgivZAFNjyN3b/2t9m/tx2woZgMUJCqWLi3x+24Yzev2Ci0I1uVz1Wl38a/3PuAlt+iWD6n4eEuMPyVp8R1hGhDjxLiFcI7VYbMK2mPOVKb1QQJVbpY2bBBcP4fOzEJShJqHGjSsh8srGEhPhhcESSbkcAr0tETEvuHMRhqQET8LK/Fm3aFOIcHZa4rBpJtybBMrHSjy8tZuL0+o/mQfVXs3bzq38JPHZRTs+lOSxJVYRbK1e3CxZFAV79Nft95qm5PY8Na6WMNTn16GnVePDyY3H45Kq0j89qCOkYY0adcbzSxZp/QsZjI/IBCZZCRFH0Tq8//Te7QlEgQtDaIu9cjfkT2Unuo9bAqGyilt8hC24Agn7i1BJvxUQQJdptOQgW1VOmOzNe9yC78Rw2efg8Lyu/27S3V7+rI+bC1/68Ad2hHBINw8YspIFCQv/6z79wtfR3AED1ubfile8vx4XHOrsLmsMiJkL6uPb340YOixeJgac1dxslzfMmjgF3ReOQc4CmI4y/h/OKjJ8sJTWpVwlF4LWcYMwnDlkTLCORdDsCeFyDOyx93J2sUnvZDaX1aFe1kNDBnJ43KSuOggUArj9tDsq9LrzblkBL82eMOw68k9NzaaIkCckI02iCRVXYMXLD/cD+DSy59aT/yu15bHzhWCOvZIJTh+0iRmv2CQBJOcvp9HmCBEshEu/Xk0kDMF2lz2BVM9i12nBYRivxlif7yQI7iGiiQk+8jQX1Jl390SwECx8GJ3srdXEwoMMCsJOl6MJceTuWiRvw+jajGdtrLWG88H4rfvX8R5lvg4ap5bgmWHztmyw290cfb8W3u2+CR5ARm3k6cMjZzusSrA5LSZitI+6uQAcqkeAnoHKEkRgo65Yn3O5WG/VqsTGBIADn3MMaTtXNH974vS5YEnqVUFzwWkSKuTW/LliKICQEaM3jMsthKU+y75O7ogFtmmAJ5CZYWA4L/y67rInwVSUefIkndP6m4+ic1m+BO7gJuIxcEtF0HNi7DnjxB+z3pT8AyhuQD+rLffjb1cfj9s8txIw6hyqfIsY876ylO89jTjKEBEshouVxSF7D+gVYXgAAtLyJeXVs5xpJwbKrM2T0OeEHFG0QWzW/GulTucCK9umCJSuHhV/9JUqNA5B9hkcKpbV6P5A73Xdj8Xv/rd8VVn04W3wNl3789eys8HhYd7kAlsNyqLAL0586C3jw0+zK9qPn0PDEWZgsdKLD3QTvZ+8doLeJ9XZ/iDXd63Y3AhAQd7GDY5kQGVDgqTwktFNtxNFTh2/Me07Uzwe+uRG4/IXhfR6e0yApVsFiRnR0WIojJGR1WNJXCbmQhF9m+3Bl3SRTDkuOgkUxVQlJqeLv8hOmweMS8eTBagRFk2DNJulew+ywSDaHBQAePItN6p79KWDx1dmvfwCOmjoB5x05Oa/rLDSm5jBQNR+QYClEuGBRTWVxNyyfyzpi+quBZBRz1V0QBDbgLOteJzmQkBUs/fUqnHrbajZThIeEkgI7cE0o9eCvX1uChXOmswdEulGqCZZ4FoIlwBIC4z4mWAQhtR+CI0t/CHnaJ1AmRHGGskq/2SfE8RvP7zA/vhl4/X9NLygC/PZo4IFPOx9QbaWfAoCzpDfYH907odw+H3j0QkxItGGn0oh9Zz2aUT8NLSRUEmIOS4vCmq0pHnaAL0cYgQEEi9zOKiJa0KQ3EBxTVExMX86ZL7jDIqoJCEl2JRgXfZZFzFVCSXUEy5pHANY8TnNY0oSEIglUg1/MCBIaGxvRNtQqoaQCj+AcEgJYlclnFjYBAE4O32LcoV2AZYGqHV8gwqW5ZWbBoiSAqScAn71/RPqDjBdeuO4kfH/FvLQh7eGGPslChCfcyh6WpyKJAq4+eSY7ezcvBgD4W9djajVTwSPRj6XH1PK+PRDTHRbtSs/rYiWOVdX1/DX05BYS4gfTiK9eX29GiWxuH6SL/op3plyGD5Sp6FINAeDI/g1A1zZg96tA/0E8vXE/Xt3WYdxvEywiFEwSTDktPL/lvuTp+HblHVi04HAMiO01lIRYyfWHUXYScfmZ+CgXIuhPNyMqFoSrnz2u0z998FBZkSLwk6VLTULgOSwJm2Axd7pN8p4lxZnDksZhiST0CiGU1mJGXQXa9aTbHHNYFNUICTkIFgD4wjEsB6QLlQio/Co9h74vyaTmsLiM3CSXlx3/SutYy/wvPw14x1fYZriZ11iBr508c9SOLSRYChF+RRJ3M8EyocRjVD1MYYIFe9dhHu/Hok3hHE7MSatdobh+ZZfQBQvfwfm4ckR6DIcllmGvGDmhJ6JGuMOS1RfH5cXhl9yOPy96GP+duAwAcKS4zbjfnO3eadzetvVNXPfYJnx55Vvo0V5nimBR0Sy0W277S/KT+GnyYixbNDvj6gBtsdIwCwltT9TC4xLhLatim4gw9vVE9AopCx3MXelQK5H0VmX0fMWIoIWE1ASEJAsJJSWbYBHNDkvx5bDE1UEclnACNbpgqce02hIjhyUWyKmxW3yApFuNo6YaLuNBLQTVk/38IjnBHRZVsvYyuuJfwA3bWct81/hKih0PkGApRHjiaVRiVw+WxmnNhmCZy+dZjITDYhYsncFYqmDRKnm0sEikB2XeLKuE+lsBqIDoRrvMcmGkLMsEXZKIm887HLdewTqs1gomMWeaDWS+ygzsfFv//cmNPKE2aBUnfiGOuYK1Ed0DMqtOmlmfyVUeT7rl4aeKfpY8u12dhIWTKyH6mPgsE9gJ+JWP2lNX0cEShz9WJg/YAKrYESSWr+JWExCTrHze7rCYBWRcd1iK4z3LxGHpi5gGH5bWotznhq+0Ev18orrW9DEbkgMk3WoIgoBfnc/mQW1TeR5I+wdZP5ec1I4vphwWoughwVKI8NLVXg8rd7U0Tms6gjVKC7bh8HJ2QNqez4F/aTjQa/RV6QrGjZCQaoSEABiCJdyNMt73oj9TwaK5GmUNuP0/7ITelUs5MoDSmtS21x3dpli6SZC4Wt/Vf3/0rRbWmTdgba51nPgB/EIcbWoVVoqfRctpv8fHKnuO2ZkIFlOn2xJEURZm4ucjpRlHT6tmw8UAlIEJlm6nqdMdHwIAPlYno9Q7PsNBACDwK+tSU7gvaQ8JSUXusGg5LMmo4zK9kThqNLFexsKr02rLsJdPVte6JWeDpTW/Q9KtxuePmYLPLGzCRwr/DrZ/mPVzyUktqV+Cm3JUxg30SRci3Ppv9U4DYBMsbj/QtAgAcEiCXblsbwtm1/4+B558x3AXmMPCruzi9pCQyWEpzbZKKM6Fl7cc63Z1D7zsYJRPREKyZrr/7a3tRhfZkJGvUhP4ANqQn23tQbyxswvosR7QF4lMRK6SF2HdtKsx5YQv4LGvHIfbLliI2Vl0mxUAzOZOTSeq0IMKLJlRo5cBH9XIh6glHEqb+X6xXZ00zh0W9n0oU41Bl4pkveK39mHROt0Wx3tmcVgcQkLRhIxoQtEnNaOUJXZPqy3FHk2w9OQiWMxJt2nme3GWzKzBx7rD8n7Wz6XwkJAMydIEkChuSLAUItz63yuxK5SU4X88LFTf9y5EgTkY7f3DVym0oyOItTuMrq/mkFAsxWExcljK+Ek1mGnSbYJfLbr9mFTFrOs/XZxjTwfJBXHmKZabvIgbXXdNc4Yq5B7MEvbrnWlv+9fHUPlE5N2mtvkAsFo5HIumVAEAFs+owflHZVf+KABYILKTxQdyM8q9Lhw3o4aNngdQzh2WsJPIazdCQuPZYRG5w6IlVMdUNwTJKkYkU5WQDAGlHgmuTKrNCgBLlZBDSCjAe7Do4VAuWKbXlmKPyvfnnBwWcw7LwG7VrPoyfKTySpOOjy2t9jMhqbVNEIpDZBKZURzf0PFEIgL07AbAJqwCDrN0uGCR9r2FqTXsJDucM4UeWddi+dsaEmInTp9DDovW/TbilEDqBK/4SEo+7O9lJ+5jpuXea0Sa9UnL3z5NsHTtAFrZhNc2DzuoLnW/jwcuOwY+t4gNe7qR6NBa4BuJurIq4DXlMCyyjZbPDhXHi+yKc50yH6cd2sDaYHOHpYyfhENx23sWCwJ97HPYpk6C3z1+D+SCLliYwxKGN2VQnb3TbbFUCAFa47j0Dos++FBKFSwtmmDJyWFRB81h0ZhZV4a9ah3Cqpe5sTzMnSlKgjemxPgV5uMREiyFRtd21uXWV4U9MZYbkSpYjmU/297HITXsC72tbXgSb6MJGX/l4aDPcjfhYF9Ev7LTBIseEiqtZT9jAZRJCX0dGcGbgAUVdnKZVOVHZckQTjSLvmiZ4DpDPAh511rg0S8CqoKN7kW4L8QGmV3WuBtTa0rxjU/ORjX64UkGoaiCYaEDWK/ORQBlOHLK4P1WUuAnUElNYonIQnlvKIfg8hN43xqew1LKwxwpYTQ+kbbfVY1elGNipTVnYzwh8pNlpcDeqwg8KYmZ5jCCDKlo8lcALSSU3mHRBh/Wi9Yclln1Zfr+rObgsLDW/KnDD52oLvWgqsSL91XW/RZ712X1XGqUHc/Cwug0MCNGBxIshQbPU0DdXHQE2dVTSkiovBEobwKgYkkpy/YfrsTbf753EL3hBCZVGQPO9vdGgAjLMelWmMOjh4R8lYCbHWSqkqxXSTTTac28RLU3wa4e5w91Vo6nFLji39i4gHW+XSx+hCnPnAd0fIResRpX91+B9zyLAABNPeuBeAhfO3kmvjaLVWkdRDUiMN77Z+XjUOqRcuxRwE6gc2JbMEEIokOtwIyFJxnt9XmztRKFfY4pzfZ4OGi3yBN9G8Zv/wnRzT6TCu5GRVQvJFtiplWwiEWTvwKwi4OY3jguVbD0hZmoqIbmsLCLiGk1pTggcMewdw+gZHghwYnLKtzgjxkkJAQwl+VN5RD2x+7XsnoulVdK9gvjdz8fj5BgKTS0EsD6+WgLsJyORqeraT5oboHAci2GKyT02HrWL+QLxzRjCm9U1xaIIcnnkWgTYHWHRRCACtbtsjLBEluj9vBGOrjD0hllu+0hEysGWjozBAFHLD0Pe8QpSKgS+qUJeKdiGVaEb0IravCTr3wRmDCNTZf94O+QRAFf2XcjAKAWAUw2NYt7Xl6ME2bV5rYdJdbQ1htVZ+PH5yw0buChNF+SX1nae9f0s6qlvSqz9xsqxq/DooWE3AJ7j6LwwG1LzDR3upVVqahCQpk4LAIUVCq97IbSev1xvpqpSKgSBDmeUgk3GElZgUfQHJaBQ0IAc3TeVOazP3auykogCdFeAECQBMu4ggRLodHG8huUukP0RNpGp5PTJCZYpkTZlff29lDqMkNkf28Eb/FqnfOPmozqUg/83F2IdrODXYcmWMwTlauYE1MVZaGkaDJTwcIE2j6uvY6ZnqdZOdUz8N2GP2B27M9YELob57VfjoOowZkLJmLuxApg0UVsudd/YynB3FO+CEfWGdVXnajElSfNyG0bpn0COOLLAAB54iJ85upfoNwcpvBVsR9JdlWc4rDE2efbp7Bk5NJxXCUk2hqGReBNCQlJojXptqKIHBafW0RU5e+Bg2DpiyRQgTBcmhtSaojsWROrsE/lf2eZx5LIoHGcmUMnVeItZT76hXLWsmDnKxk/lyZYQiIJlvEECZZCo405LL0VcyArKiRRQF25w9UMd1gqe7YAYJU7e7vDiGcafsmAv29iouQzzVE0JfZCEARMnsBOmMk+5rC0q1VwiYJ1QGHdPLZtvDlaxjksceYudMVdcImCpWvmULnshOlY1FyF42ZU46qTpuPRrxyHu77I3kMceyUTDB0fAr87Tn/MnK8+jKbzfgE0Ho6ez/4VT339eBybq4gSReDsu4Dv74X0lVV6VZAOd1g8CVaKGra7UlywBGR2otASmscjki3hM6J6jHkzHHPSrQIRVSXF0xXV7zaFhBz6sPSF40ZJs6/SkiA7t6HMSLzNMo+F9WHRkm4Hfz9PmlWLBFx4KrmE3bDuDxk/lxjrBQCExDy4rETBUDyXFSNENCGjL5IYHcs92qdXghzwzACwBXVlXkhOfQgmspOt2L0DsytkbAtIOOmWVzCjrhQv/9cpedmcpzfuhwQZ/9txOXA3gBt2orm6BNvagxB447UOVKGqxG1tTc/FVNNH9+NbUgAfRo8DlJMGHlIWOAhseRIA0KVW4MipE/Laa+T0wxpx+mGNznf6JwBn3Qn87Uo2JXbiIuDzf+a5Qo3A117FBAB5kU92oaJRUgMAcMkR+BFNTbrlrdT7uGAZ12XNbuvJMgovq7QyL2P6ziQhoWooydtjDN8ggiUQTaJWz1+pt9w3p6HcKG3OwWEZbJaQmak1JZhaU4L7upfjy9J/IGx7EWjdDDQuGPSxEh9PEpbIYRlPkGDJBlXFP+66Hm93evCVb/0Is+qHmPSZLVo4orwJ+2PsqqghXTVIaQ0LvfS2YGnlQWwLsAqenR35CQ19eDCArW39mCb1GjfuX4/Dmqbh5Y/a4Ymy/JR2tSr16nXuCqB6BtC9E992/w2I/Q245X/YgarhMDbRt6SWHfTkOMvb2fhnINqHA0ID/iJ/Et8/YlJeXkfGHHoum/4a6QFqZo/8BFhfBbsajvZhstCJcNzm5PCmegGF7Q/juXGc/WQZhtfq8AEQbWXNVUWUw+J3S4gifUgolpRTmsZpzG0sxzpeKaR078rKgk8qasZVQgBzuT53dDNufTGM17wn4qTYGuDV24ALHhj0sZrDEhZH+BhMjCoUEsqC1vXP4IK+B3CL+w943Ty5d6Tg+StoOBQHeB+SiQM5PdzJOMZjHS6WlIceFnp6E6s++vRU05X+vvVY2FwFP6LwK0wYtatVqLYLFm858NVX0f7J2/G8fAyCqh+I9rLJyOvuAf79I+CZrwNPXsl+vnEXEO3DTtcMfCH6fUilNTjz8IlDfg1ZU1YP1M0dvXH1PPenWWhHOE0OS1hlQrZkHIeE7BUqEdWTKlgsOSxSUYWEfB4JMW34IU9UNxNPqsbgwzKrYGmeUIJWkX234h3Z9UZJJBW4hcwdFoAl63skEb8IrIAKAXj/KWD364M+zhVn2x9xUUhoPDGOL8Oyp33dY9CCBq5Y34DLDs8G8AqhhkOwp4uVbE6tGaAPQdMRwAfPYI68HcAJ+s2hmIzKktxPuqqq4vnNbBDhl4TnjTv2vYWFx34H04VWAECPWo4gStBU5SCqvGUoP+5S/PjVqejpD2GOsBfHlx7A0upuTHIHUa70AoqMaBLYnZyAh7vm4oXokSj1erDyoqOsCanjhaqpQOtmTBY68Ia9SijG8ntC8MHjElMapY0rpNSk24FDQuLQ+vmMMaw5LKkOS0JObcuvIYoCPPUzgS5A7NkNqKox52oQEoop6XaQxnEaNWVenH/UZDzyloKXSk7HsvDzwD++CVz1MnMU06Adf2VP+mWI4oMES4b0BfoxrXO1/nc80DryG6E5LPWHomUjEyxTBhMsABqC1uFi/bHEkA7QH7X2o6U7jC+7X8HE/f8y7ti3AbUlLixv7Ad6gB3qRDRX+/HNU2c7rsfvkfDvb5+MP766Ew+u9eH94HT8cYDq65Nm1+IX5y5Ac/U4bRY1YRoAoFnoQCQhIxxPstBPqAs4uAkAsEdt1BOfxy2SPYfFY5TVc0QYJ+GAWoJJRRQS8rnFAXNYkoqSNocFAGqnzAW6AE+yn4VASzJLJE/IKjxSZq35zXzjk7Pwtw378F/d5+Kt6o3wdm0HHr8Y+PzDwIGNrLx64ReMBygKXAm2/SWVObYRIAqSvF+G3XzzzTjmmGNQXl6O+vp6nHPOOdi6deuAj3nggQcgCILln883tvpIvPL4naiAkf+R6N43wNLDgKrqFUJoOBR7uti2TK0uTf+YiayPhy/YgmahTb85ZL86z5IX32/FXKEFP3T9md2w7CfsaijeD+xdh8vmsfWXT5qPf113MmbUpU+Mqyxx4zvL5+LtHy7DvRcdhUuPn4YlM2pwyMQKzGssx6nz6vG1k2fiqa8fjz9fsXj8ihVADwnNdLO5TR+18u7F7z0KyHG0eOfgI3UKTp2XehIaV6SEhFJzWARTSKgPZUUVEmIOS/oclnhSNTksqSf8Q6Y06P2TMq0UUhQVsqJmlXSr0VTlx0XHTUUfyvAN5TtQXX7Wl+WprwEPngU89VVg1xrjAeEuSCp7nrKapoyfhyh88u6wrF69Gtdccw2OOeYYJJNJ/OAHP8CnPvUpfPDBBygtTX9yraiosAgbIUMbciToCoSwsOXPFnl39J7fY3/3hZhUXQZEetmU5Axt0Jzo3QPE+gDRDaVmNvb2sIZtA4aE/BP05NZXvd/GJ2J3oEVtQDCWGNKmrH1vK/7ovg1eNQbMPBU4/lusA++7jwDvP40K3oVy7iGLgAxzKXxuaeBKHYKFhADMcHcBEeCDAwEc2VQKrPs9AGBl5BMAgE8fPs4P4ikhIU9KSMjch6VXLSuqpFuf25TDkkzNYUnICmq0wYdlqeL28MlV2KM2oEHohdy1A9LkowZ9zoTC8uKMpNvsjoXXnTYbz285iH/1NuGBBb/GZduuAT561lhgx8vAdLZ/o5+1TOhQK9AwgZJuxxN5d1heeOEFXHrppTj00EOxcOFCPPDAA2hpacGGDRsGfJwgCGhsbNT/NTQ0DLi8Iy1v5bjVAxN/9beYLrahF+VQr3kbYaEERwrbsPdPX4Lyxu+A2+cDD5yZ0bpUVc2tF8qBjexn42FoDSmIJxW4RGHwmTETF+m/Xiyx8E1/ptORHdjT3ovren6BKWIH5KppwPl/Ykmoh53PFtj0f8BH/+TbOnh5IpEF3GFpkFnJ+PsHAsA7DwK9exDx1ODx+PGYUVeKwyeP87i+Qw6LPSRkvh4KoLSoOt36BnFYErKCWjjnsADAdFOL/u59A7vjxjpZA0WPkH1ICAAqfG7cfB47Xty0uQpxry0MdfA9/Ve1n4Xj29UJ43pm1nhk2DPz+vrYF6O6euA4aDAYxNSpU9Hc3Iyzzz4b77//ftplY7EYAoGA5R8AYNeqfG22wTsPoXH9rwAAD5VdDqFuDnqW3Q5ZFXBceBXEF29kU4T3vY2+QD9U1eh8CkUBXvopy3znXHr/2zjxVy+jvT+KP726E8vvWIPXt3fanzWV/e+wn01H6Am3zdUlcA2WXNlwqP6rBCaUgvYeHlnQ//fv4njpA0QEP6QvPmrEt2ctYyGoeJC1sXf5gCnHDbwyIju4YPHLAZQjjM5924CXfwYAuEs+BxH4cNnx08aUOzkqOIWE3LakW9P3Jlk+2bmXUYHi90iIDpTDIquGw+IgWERRQLyC7WvBg9syek6t8tAPLpA8A4Sq03DK3Ho+j0zAI9VXW+9seVOfAN//4s8BsArEiZXjPF9rnDGsgkVRFFx33XU44YQTcNhhh6Vdbu7cubjvvvvwzDPP4OGHH4aiKDj++OOxb59znsjNN9+MyspK/V9zMxv45nQ1MSQiPVCfvR6CquCR5FK8V3sWAGDSCRdi9ZL78bK8CO8os/TF/3nLxXjziduBj54Ddr3KynFfvQ144lKg7X30RxNY/XEH2vtj+Ok/PsDP//khtrb149f/yuAqRnNYmo7Q81emZJLPUdms/6pl8AdzdVg2PozD9j0GAFh7+C+A+vnGfYIAnH03UDEJEF3Ap37OypeJ/OEtY/1pAEwTWnFj1/8Don3YKs3B70MnY2pNCS44unmQlYwDnEJCNmEv+quxUZmFt5S5CE86AcWEOYdFTaQKFiTDKBP47Q6CBQB8DSxRPtOpzXEuWMrA15uDYAGAsxaycOYv9x2OHySuQIJPe0cixPJYogFUdL0LAKgRAphRl9vzEIXJsFYJXXPNNdiyZQtee23gSZxLlizBkiVL9L+PP/54zJ8/H7///e/xs5/9LGX5G2+8Eddff73+dyAQYKLFYTLpkOjbD0FJIKa6cWPySvzp2Cn6XZ88/Vz8te4YfOsf7+NPyo+wWPwIX3S9DHzwMvBB6qrkJ7+KH5X/Cm4kcYX0HE756F2c4q7Db5Lnojs0iPBQZOAg+5Ki6UhsX89KaWYOkMyqM+8M/dfDKyNAV44Oy74NUJ/9NgQAdyTOx3mf+HzqMo0LgOs2M+HoGcfJscNJ1RQg3InlvvcxQ2WjES4JfQNutxe3f25hjpOiiwynkJDbnnQr4dz4TwGo+PnsHMLPYxifWzTlsERTSpNLEyzHTJa8kNJcVEyctQjYDtSFt2dU2pzkIaESQXNYcutAe+y0aiyeXo11u7rxF5yKf8hL8PDUf2Jh21PA5r9aBiQ2lrtpfx9nDJtgufbaa/Hss89izZo1mDx5claPdbvdOOKII7B9+3bH+71eL7xeh6Qu7WpCVYFYAPCUD6nJV7zvIDwAdqoTcd2yOVh2iPXA9tmjJmPFYY34YNtUbG35Nza8/SYmJvdighBEjTuOkpLS/9/evcdFXeeLH399Z4CZQWaGm6AgCorimoqKipp5SZNKO7Fd7GjlpfK3udja6qmsPLqnreOWW/ZL3bTaNetkum7H7GeuLVletjRNrNRNTVMxlJugXFRmmPn+/vgOAyQqKPAdhvfz8eAB850vM+/5AF/e87m8PwTixFZ6FGPePhbl3c70oFi6GXI8j/A9ow17mHLxxSsHkpOlvR6TDdp254d8bXioa3Q9LgomK0xYA+/fR6Rn7kODE5byQljzAIrLwT9cKXxkv5/fRlzmnY3BKMlKU+rQH05l8bCyHlQ45o4mlwj+MeNGukVLjxYABiMuDN4h0LqWNQd6N0NUGOlnq6rMAdWVbhVUbSilxt4+1kptw9JKcwTGyyQi3Xum4Py7EatynryfjhAdV3dpgipObw+LZ5LvNfawGAwKC+9JZthCbSPEUoLZaBhBMutg/wfaMmuP4ynP4l8/OXE1jT4kpKoqM2bMYN26dXz22WckJCQ0+DFcLhf79u2jffsGVjOtrODM7rW4X+sLf+gICztrQzLua5jkevYkQe/fA0CBaufhoXW/jjamAAb07E7S7Y8x9sm32TP0TSao/81N5S+SUjCP3gW/5+6K+Vz0vOPpZsjBqZh4wTmRY+5oQpVyRjm31vnYXj98on3ucjMYAziSr/WwJEbV812Mp35HqNOTsDRkSEhVYf0MKD1Fgakjs5zTGZbkX+9IW5Q+E8EQgMWtzWMqwkZStFWSlZ9xKNWTMS+olxaOCw0OYvqILjyRlkRsqH/NgzAYFNSaKxZ/No8lxHUWAKfl8jVMrCEh5AR4tvPY/9VVn9PpUlFwY7nOHhbQaku9Mj7Ze/uD/BjUjoO1HvTDWqHKRxyzaZc85pqfQ7RMjd7DkpGRwapVq1i/fj1Wq5XcXG1Gt91ux2LRLgyTJk0iNjaWBQsWAPDcc88xaNAgEhMTOXv2LAsXLuTEiRM88sgjDXruspwDRB9Zj0HxTHy9UKxNej1zVJtf0ZDJiJ9VD0X9K6gXw+pRWdVu0WqKTB4Sz9o9J8k6UUxZRSUdwkbxdXRvhhSuxWAMxN37fviXnfPFNjiyjDB3kXfn5UtUVsDe97Svk26nrKKSHE9Z/sT6DAkB2LV9dyyuEtpwgaLzjqt/T/EJrbbKt+/D4b+jGoN4gscpI5jhSXWPe4tmENMX7noT/jYVgBw1kjPljTwU6gechiAsLi2pu8ClpfkBnrq1e3OH1WwCAk243Yp2Lay8CFSXsLe5PENCV0hYAMrCe0LBCcr2fYx66/1XnMztdLmx4MCA59prur5NCe/q14EbYuykvbqNwnInp298npjcdHCUctLdlq8D+kqBxFao0ROW119/HYARI0bUOr5ixQqmTJkCQHZ2dq29PIqLi5k2bRq5ubmEhYWRkpLCl19+SY8ePRr03CHnDmM0KZxRrZQ+spPSb9ZxQ9Z8DN+8h7tdbwyDHq3fA10sge/+CsBLzvFsCZtIPb8TgLZWE78ekVjHPaMBMAHPJoBzR2c4ApFKCeWOSmw1k6KS01rtgb3vQukpsLaHG9I5elrrXYkMMRHWpp7FmUxWMIfCxbO0V85QWNbxyufn/QteH1zr0JlBc9iyuR1BRgODOkfU73lF0+h5F0T3ZMXi3/F+5TBsof6zJLexOJXqHoa6Nj/0d+bAACoqArHguKSHxeY+C4DbcuU3HlFDp8K6j7m5/O/s2PYPhgxPu+y5lS6VNlXDQSgQcP3JRFI7q3c+y6aCCB565FN2b/4bv/m2I13jI2ptryBah0ZPWGot672MLVu21Lq9aNEiFi1a1Ggx7HcnMHnpt0BnHjJOZF7gu1zcNJ+NF/qRPqz/1ZcCl54GzzuFP7nuZGh9E4MGCrBpQys3G7IoXTIElz0Uo9uhPX9ZdWVaDAFw24ucLHHx2mZtmWHX+g4HVQmNg9yzxCkF5JVe5R35d2tq3+48go/M6cBBBiaEt+6dgH1F226M+M2bbPnoAL8a1lnvaHyOy2imqujqRfXSOiz+LjjIWCNhqf33bvMMCdVV5bamqORb+H57Gr8o/ISYLb/lwoDdWILrnpvicLmxKVqPFmZbo20QekuPaL46VsTf95/moaFDWFgyitMU8VAPKTDZGvnl244StEmfyXGhfBc7gb1qN4K5iLr59zzw56/IL6ljqV8NzrNaJcUf3LGAQpcmWjqnxA2kWAklSHERUXYYY84ubU+YsjxUDJSG9eDwDTNZmfIB47dHMXzh52w+qM1DmZB6lV6SnwvvAkBn5RQFZVdJWH6osT9QTF8Whz/Dcx8fBGBYN9m7w1ckRLZh5UMDGZIoP5OfC1Srhz1LCL5kDou/s1oCq/cTqrFjs8utEugZKgtqc/UCg/EPLKWQMOLVHPb9z5OXPa/S5cZetXWJOfSa4/6523u1J8CgsPt4MW9t/5Fdx4owKHC7Hru1C9355VvlpPg4sv79FsI9PSMVx5fA22P4pfGf/N9jh7h72QVW/5/BdU62yzpRRM7aZdyBNtn2lh7R/PaWbk0TqC0Gw+yD/PWfO9nzzV7OlpRQiYECNZSjagzlpy1wGqDc86FtADhjZCKpDR2WidRm+XdRTnOmrOLyc2aKjmm7QitGeOIILnMYLz+z0Xv38G4yL1/4vjaVZ71fV1xmDos/s1sCuaCaQEErbOlx7oLTWz7fbLn6aj5LaFv+NeQFIr/8Nf1z3uP0d3fTvvfNl5zndKnYlfKqb2qMlwBo+wyl943lb3t+4vmPtU1cf9m3g99NlBb145cJS7eOsVBjGMcUnwrxNxFwfDvjrd/xSlFbJryxk//99RAiQ7Sx7lNnL7B8wxcMO/Q8dxi1Im0RPUfxxviUJq0cag+xMP7WkdybNoKjBWVsPVzIgZxzGM+UU+F0ExhgoHNkG3rF2hlzQzQdwq5xyXCENqems+E07kooPu/wvvZaDm/SPnccDMHhFJyr3RvVrT5LqYXQWZC79h465sDWlbDYzAEUYieevFrDy8XnHZg8CYsxqH7/9PvdMpHt36zjpvOZGD/6NSR9fcmkWqe7aXpYAP5zXA+OFpSxN/ssiVEhPHVbUqM+vmg5/CphOW+wYgt0Q+cRl94Z2Q2Ob2dqXztr91nILjrPf2/8nqdu7c5fth7CvestZhn+ht14nkolEMdNc0ga8duGrSy6DoqikBhlJTGqiZanRmg9LIkGz8ZhpRV1JyyHPL0pnoJzp85VX/gjQ0xS9l20KFUF1IKMrWsOi90SWL3jsmfvHYCz5x2Y8QyXBdRvHx5FUegw8TVOvTmUmMrT/PTX/6DDg8tqneOsdDdJDwtor+WDR4fwU/EFYkLNV5+DKPyWX/3kT0/5Cp7+CbqMvPROT0VHq3KRJ9K05YwfZZ3gpZd+z327x/Os8R3synnOR/YmYPp2gm/+D60Imr9omwQoRHKWSM5RWNc8lgvFcPwL7etutwJwsqi6O3nVtNRmCFSI6/dV0pOUqybuc/wnwCWVbv2d3RJIvhqm3fDsbgxQWFbdw1LfhAUgoUMMW3/xXwB0OPo+ju831brf6VKbrIcFtNoyHSPqsXea8Gt+9dPvEm27fJJh9tQhqCghLszCPcatbDM9zssBS+hsyMVhikAd9yrB0z+vvUeOvzCFQLi2mqSr4SeKyuuoxfLDp6C6oG13iNAm6WZ7Nlq8J6WDFCcTLcbxxAfpWfFnvlG1odCf7yXk79rbzeRVJSwl1QnLmTIHJqUqYamjh/UK/u2XE1hj0HpeHesy4HyR975Kd9P1sAhRpfX8FZs8CcvFEsLNKgsC3iJGKaLEGAYj5xI061uU/lPB6FejZLV5CshFUcyZsjoSln1rtc/dx3oPnfD0sHSqz0aLQvgIc6ARtcblrY3Jj/+u6xATaiFX9eykXquHpQKTd0ioYRNX25gCCBn7PEfd7QlxFFL+YfV+bo6aQ0JN0MMiBLSqhMXTO3DmKBFnsghUXFxQg1jW70MY/kTr2Fk4RKv7EqWcvbSHpfgEHMnUvk6e6D1c1cPSMUISFtFyWM3VCYo50NDqljXHhlnIo2pIqHoOy5myCsxcWw8LwO39OvOXqDlUqgbaHPbs7wNUumsMCUkPi2gireev2Kb1LpB/gJA1dwNwSo2gb0IrWs/vSVi6KKfIyi6ufd8/F4HqmbAcqXWjq6rKj4XaRajT5TY7FMIHWWtUjbbWY1sNfxMTaiHfM+lWLT3lPa7NYWnYpNuaFEVh0j1387o7HQDnR7OgNNfTw6JV4ZYeFtFUWk/CEj8U7vlLrRVE4V1TGf2LVlRXJH4oALcbd7HzxwJ+KvZMqC36Efb+j/b1sOriUEcLyiksqyAowECSzF8RLYitVsLSuoaDQHv95UFa6X2lohQqtGSioKwC8zXOYamS1M5KyYDH2eeOJ9BxFvf6GZwpvUg0njdB1lb0JlA0q9aTsCgK9LwbJq2HOdnw0D8IG7+kdS3TTbwFAizYlPPcqOznlczD4LwI66aD2wmdR0L8jd7Ttx0uAGBgfDiWID9aMSX8Xs0kpTX2sACEhoZTrnqSEk8tluLS84RRqh2zhF3zYz82pgf/FTCTCjUQw5FMOh5fSzvFk7DYJGERTaP1JCw1me3QMbV1zFupyRgASbcB8OfAhYzc9xRnXr0RTu6EICuMq72f01ZPwjK8m+zOLFoWm6U6SWltVW6rdIm2clr1VMQ+m619LssnUHGhGgLAFnPNj20zB3LnmFEsrBwPwD2n/1i9+kh6WEQTaZ1/ya3ZnUuhRzpBios7jDuJKD9CRYANJrwP4Qne085dcLLjxzMADJOERbQwbWr0CLbWFW5d2oZwQtXmrVF8TJtnUqHNZ3FbY6+7ztSEAXH8M+IevnJ39x6rCOlwzUNNQlyNJCytTVAwjF8JD33CtrjpzHNO5sayF1l6vD1Ol5v9Oed4Z8dxHnjrKxyVbrq3s0o5ftHiKIrC4gl9Se5g5zejuuodji66tG1TnbAU/UhRuYN4gzY0ZIi4/h2+A4wGnh7Xi9nOR73HlJjk635cIS6n9c1GE5qOg7jpoVS2b/yewu3HWPjJIRZ+cqjWKeZAA/PG9Whd83yE37gjOYY7kq992KOl69I2hD3ehOUYhWUVdFK0hEUJv/6EBbTh4pDoLtyTN4/0oN08MOa5RnlcIeoiCUsrpigKs8ckUXKhko37T1N6sRKjQWFAfBhDEyO5q18HYmRXVCFapITINpxQ2wHgKviBvJKLJCiemiyNlLAAvDW5P8/9v2A6DZ4EkTJ8LJqOJCytnDnQyIv39GbBXb04e8FJoFFptasqhPAnbUwBlFgToQIMRUfIKzpLr6qExbP1RmPoEBbMG5P6N9rjCXE5ModFANrmYuFtgiRZEcKPtI1JoEC1o6gu3Ke+I94zJNSYPSxCNBdJWIQQwk8ldwzjO7eWnETlbsGqXEBFgdBOOkcmRMNJwiKEEH6qT1wou91JAIwqfA+AC5b2ENjwsvxC6E0SFiGE8FP9OoaxyTAUt6pgVFQAKiJ+oXNUQlwbSViEEMJPWYKMJCZ2Z6u7t/eYPSFFx4iEuHaSsAghhB+bNDieze5+3tuG2D76BSPEdZCERQgh/Niwbm2ZcXuNZcexsgRZtEySsAghhJ9r1/d2bVPC3v8O1mi9wxHimkjhOCGE8HfB4TD7IKiq3pEIcc2kh0UIIVoL2RdMtGCSsAghhBDC50nCIoQQQgifJwmLEEIIIXyeJCxCCCGE8HmSsAghhBDC50nCIoQQQgifJwmLEEIIIXyeJCxCCCGE8HmSsAghhBDC50nCIoQQQgifJwmLEEIIIXxekyUsS5cuJT4+HrPZTGpqKrt27bri+WvXrqV79+6YzWZ69erFxo0bmyo0IYQQQrQwTZKwrFmzhlmzZjF//nyysrJITk4mLS2N/Pz8Os//8ssvmTBhAg8//DB79+4lPT2d9PR09u/f3xThCSGEEKKFUVS18fcbT01NZcCAASxZsgQAt9tNXFwcjz32GHPmzLnk/Pvuu4/y8nI2bNjgPTZo0CD69OnDsmXLrvp8JSUl2O12zp07h81ma7wXIoQQQogm05D/343ew+JwONizZw+jR4+ufhKDgdGjR7Njx446v2fHjh21zgdIS0u77PkVFRWUlJTU+hBCCCGE/2r0hKWwsBCXy0V0dHSt49HR0eTm5tb5Pbm5uQ06f8GCBdjtdu9HXFxc4wQvhBBCCJ/UIlcJPf3005w7d877cfLkSb1DEkIIIUQTCmjsB4yMjMRoNJKXl1freF5eHu3atavze9q1a9eg800mEyaTqXECFkIIIYTPa/QelqCgIFJSUti8ebP3mNvtZvPmzQwePLjO7xk8eHCt8wEyMzMve74QQgghWpdG72EBmDVrFpMnT6Z///4MHDiQV199lfLycqZOnQrApEmTiI2NZcGCBQDMnDmT4cOH8/LLLzN27FhWr17N119/zRtvvNEU4QkhhBCihWmShOW+++6joKCAefPmkZubS58+fdi0aZN3Ym12djYGQ3XnzpAhQ1i1ahVz587lmWeeoWvXrnz44Yf07NmzKcITQgghRAvTJHVYmpvUYRFCCCFaHl3rsAghhBBCNDZJWIQQQgjh8yRhEUIIIYTPk4RFCCGEED5PEhYhhBBC+DxJWIQQQgjh8yRhEUIIIYTPk4RFCCGEED5PEhYhhBBC+LwmKc3f3KqK9ZaUlOgciRBCCCHqq+r/dn2K7vtFwnLmzBkA4uLidI5ECCGEEA1VWlqK3W6/4jl+kbCEh4cD2qaKV3vB/q6kpIS4uDhOnjzZqvdVknbQSDtopB000g4aaQeNL7SDqqqUlpYSExNz1XP9ImGp2vnZbre36l++mmw2m7QF0g5VpB000g4aaQeNtING73aob0eDTLoVQgghhM+ThEUIIYQQPs8vEhaTycT8+fMxmUx6h6I7aQuNtING2kEj7aCRdtBIO2haWjsoan3WEgkhhBBC6MgveliEEEII4d8kYRFCCCGEz5OERQghhBA+TxIWIYQQQvi8Fp+wvPDCCwwZMoTg4GBCQ0PrPCc7O5uxY8cSHBxMVFQUTzzxBJWVlc0bqA4OHz7MnXfeSWRkJDabjaFDh/L555/rHZYuPv74Y1JTU7FYLISFhZGenq53SLqpqKigT58+KIrCN998o3c4zer48eM8/PDDJCQkYLFY6NKlC/Pnz8fhcOgdWrNYunQp8fHxmM1mUlNT2bVrl94hNasFCxYwYMAArFYrUVFRpKenc+jQIb3D0t0f/vAHFEXh8ccf1zuUK2rxCYvD4eDee+9l+vTpdd7vcrkYO3YsDoeDL7/8kpUrV/L2228zb968Zo60+Y0bN47Kyko+++wz9uzZQ3JyMuPGjSM3N1fv0JrVBx98wIMPPsjUqVP59ttv+eKLL5g4caLeYenmySefrFcZbH908OBB3G43y5cv58CBAyxatIhly5bxzDPP6B1ak1uzZg2zZs1i/vz5ZGVlkZycTFpaGvn5+XqH1my2bt1KRkYGO3fuJDMzE6fTyZgxYygvL9c7NN3s3r2b5cuX07t3b71DuTrVT6xYsUK12+2XHN+4caNqMBjU3Nxc77HXX39dtdlsakVFRTNG2LwKCgpUQN22bZv3WElJiQqomZmZOkbWvJxOpxobG6u+9dZbeofiEzZu3Kh2795dPXDggAqoe/fu1Tsk3b300ktqQkKC3mE0uYEDB6oZGRne2y6XS42JiVEXLFigY1T6ys/PVwF169ateoeii9LSUrVr165qZmamOnz4cHXmzJl6h3RFLb6H5Wp27NhBr169iI6O9h5LS0ujpKSEAwcO6BhZ04qIiCApKYl33nmH8vJyKisrWb58OVFRUaSkpOgdXrPJysoiJycHg8FA3759ad++Pbfddhv79+/XO7Rml5eXx7Rp03j33XcJDg7WOxyfce7cOe8Gqv7K4XCwZ88eRo8e7T1mMBgYPXo0O3bs0DEyfZ07dw7A73/+l5ORkcHYsWNr/V74Mr9PWHJzc2slK4D3tj8PjSiKwqeffsrevXuxWq2YzWZeeeUVNm3aRFhYmN7hNZsff/wRgN/97nfMnTuXDRs2EBYWxogRIygqKtI5uuajqipTpkzh0UcfpX///nqH4zOOHDnC4sWL+dWvfqV3KE2qsLAQl8tV57XQn6+DV+J2u3n88ce58cYb6dmzp97hNLvVq1eTlZXFggUL9A6l3nwyYZkzZw6Kolzx4+DBg3qHqYv6to2qqmRkZBAVFcX27dvZtWsX6enp3HHHHZw+fVrvl3Hd6tsObrcbgGeffZa7776blJQUVqxYgaIorF27VudXcf3q2w6LFy+mtLSUp59+Wu+Qm8S1XDNycnK49dZbuffee5k2bZpOkQu9ZGRksH//flavXq13KM3u5MmTzJw5k/feew+z2ax3OPUWoHcAdZk9ezZTpky54jmdO3eu12O1a9fukpnweXl53vtamvq2zWeffcaGDRsoLi72bhv+pz/9iczMTFauXMmcOXOaIdqmU992qErOevTo4T1uMpno3Lkz2dnZTRlis2jI78OOHTsu2TOkf//+3H///axcubIJo2x6Db1mnDp1ipEjRzJkyBDeeOONJo5Of5GRkRiNRu+1r0peXl6LvA5erxkzZrBhwwa2bdtGhw4d9A6n2e3Zs4f8/Hz69evnPeZyudi2bRtLliyhoqICo9GoY4R188mEpW3btrRt27ZRHmvw4MG88MIL5OfnExUVBUBmZiY2m63WP7GWor5tc/78eUAbp67JYDB4ex1asvq2Q0pKCiaTiUOHDjF06FAAnE4nx48fp1OnTk0dZpOrbzu89tprPP/8897bp06dIi0tjTVr1pCamtqUITaLhlwzcnJyGDlypLe37ed/I/4oKCiIlJQUNm/e7F3S73a72bx5MzNmzNA3uGakqiqPPfYY69atY8uWLSQkJOgdki5GjRrFvn37ah2bOnUq3bt356mnnvLJZAV8NGFpiOzsbIqKisjOzsblcnnrSiQmJhISEsKYMWPo0aMHDz74IC+99BK5ubnMnTuXjIyMFrND5bUYPHgwYWFhTJ48mXnz5mGxWHjzzTc5duwYY8eO1Tu8ZmOz2Xj00UeZP38+cXFxdOrUiYULFwJw77336hxd8+nYsWOt2yEhIQB06dKlVb3DzMnJYcSIEXTq1Ik//vGPFBQUeO/z956GWbNmMXnyZPr378/AgQN59dVXKS8vZ+rUqXqH1mwyMjJYtWoV69evx2q1eufv2O12LBaLztE1H6vVesm8nTZt2hAREeHb83l0XqV03SZPnqwCl3x8/vnn3nOOHz+u3nbbbarFYlEjIyPV2bNnq06nU7+gm8nu3bvVMWPGqOHh4arValUHDRqkbty4Ue+wmp3D4VBnz56tRkVFqVarVR09erS6f/9+vcPS1bFjx1rlsuYVK1bUeb3wg0thvSxevFjt2LGjGhQUpA4cOFDduXOn3iE1q8v97FesWKF3aLprCcuaFVVV1eZOkoQQQgghGsL/B2+FEEII0eJJwiKEEEIInycJixBCCCF8niQsQgghhPB5krAIIYQQwudJwiKEEEIInycJixBCCCF8niQsQgghhPB5krAIIYQQwudJwiKEEEIInycJixBCCCF8niQsQgghhPB5/x8fvhwtgKw1ewAAAABJRU5ErkJggg==", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for label in clus.unique_labels[1:]: # start with the first entry to ignore orphans\n", " plt.figure()\n", " for mid in clus.get_mids_by_cluster_label(label):\n", " plot_dos(db, mid)\n", " plt.xlim(-10,5)\n", " plt.legend()" ] }, { "cell_type": "markdown", "id": "f6357488-a8de-4f37-88ec-98b8b181c632", "metadata": {}, "source": [ "We find that the DOSs of the materials in the clusters are indeed similar. The first cluster contains mostly copper based compounds, but also a complex oxide. The second cluster finds two aluminum based binaries, where AlP and AsAl are expected to be electronically similar. However, BeTe shows a different electronic configuration. We leave the remaining analysis to the reader.\n", "\n", "Finally, we can compare the similarities obtained with different fingeprints. To showcase this, we look into the example fingerprints that we created in the last tutorial." ] }, { "cell_type": "markdown", "id": "a20c4c4c-f24e-44d0-abe9-2f68bbd45541", "metadata": {}, "source": [ "## Compare different fingerprints" ] }, { "cell_type": "markdown", "id": "e36d2e03-debe-4c12-b624-80454038741e", "metadata": {}, "source": [ "Because we created a custom fingerprint, the `ConcentrationVectorFingerprint` in the last tutorial, MADAS doesn't know about this class and therefore can't generate the `ConcentrationVectorFingerprint` objects. However, because they are built following the `Fingerprint` template, we can still use them from the database. We only need the similarity function from the last tutorial:" ] }, { "cell_type": "code", "execution_count": 38, "id": "f2104377-7287-432d-8cd2-4ebe636ccc01", "metadata": {}, "outputs": [], "source": [ "from madas import Fingerprint" ] }, { "cell_type": "code", "execution_count": 39, "id": "b1f1ff8c-0827-4681-b068-c82ffea67329", "metadata": {}, "outputs": [], "source": [ "def concentration_vector_similarity(fingerprint1, fingerprint2):\n", " number_dict1 = fingerprint1.data['concentration_dict']\n", " number_dict2 = fingerprint2.data['concentration_dict']\n", " overlap = 0\n", " for number in number_dict1.keys():\n", " try:\n", " overlap += min(number_dict1[number], number_dict2[number])\n", " except KeyError:\n", " pass\n", " return overlap" ] }, { "cell_type": "markdown", "id": "6c367b2a-090d-4dcb-9d11-7e40fbfc0d12", "metadata": {}, "source": [ "Then we can create the similarity matrix using the `MaterialsDatabase`. Note that as the `fp_type`, we use the generic `Fingerprint` class, and we use the name `'ConcentrationVectorFingerprint'` to identify which data should be loaded from the database. We also pass the similarity function as a keyword arguments, which will be passed through to the function `SimilarityMatrix.calculate`." ] }, { "cell_type": "code", "execution_count": 40, "id": "e273346c-ba84-4b42-b91e-6adc60d3eb2c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2026-04-09 18:20:55,654 - materials_database_log - INFO - Fingerprints with name \"ConcentrationVectorFingerprint\" exist. Reading from database.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0267068d10b54111bcf3fc9ee9e71a9f", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/191 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "conc_simat.plot()" ] }, { "cell_type": "markdown", "id": "697a229a-4d79-4453-91d1-24ba134aa0c5", "metadata": {}, "source": [ "We see that the majority of entries are dissimilar using this metric, and the distribution:" ] }, { "cell_type": "code", "execution_count": 42, "id": "5889dc04-4b53-4b91-8db4-1027e028319e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(conc_simat.get_unique_entries(), bins=100)\n", "plt.yscale('log')\n", "plt.ylabel('Count')\n", "plt.xlabel('Similarity')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "32688c33-27c1-4034-8f4f-3ad16921fb57", "metadata": {}, "source": [ "Is significantly different to what we found with DOS fingerprints. We can sort the matrix based on the the DOS similarity:" ] }, { "cell_type": "code", "execution_count": 43, "id": "a151d5dc-7009-4835-b60d-cdfc8b455258", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "conc_simat.get_sub_matrix(clus.get_mids_sorted_by_cluster_labels()).plot()" ] }, { "cell_type": "markdown", "id": "db61ad05-9df4-4bc9-b330-c5bb692851fd", "metadata": {}, "source": [ "We can identify a slight correlation between the two, which is better visible if we remove the orphans:" ] }, { "cell_type": "code", "execution_count": 44, "id": "0a04485b-f7d6-48ef-af95-cf7feb777eab", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "conc_simat.get_sub_matrix(clus.get_mids_sorted_by_cluster_labels(remove_orphans=True)).plot()" ] }, { "cell_type": "markdown", "id": "2c9e100c-3b34-48f5-8ce5-e98c266e1606", "metadata": {}, "source": [ "From this analysis, we can see that most of the entries with highly similar DOS also have similar elemental concentrations, meaning that at least on element is present in both compounds." ] }, { "cell_type": "markdown", "id": "da47cb16-cd2e-46bb-bfba-6cae7deac087", "metadata": {}, "source": [ "## References\n", "\n", "**[1]** Akhil S. Nair, Lucas Foppa, and Matthias Scheffler \n", "_Materials Database from All-electron Hybrid Functional DFT Calculations_. \n", "_Sci Data_ *12*, 1518 (2025). https://doi.org/10.1038/s41597-025-05867-z\n", "\n", "**[2]** Martin Kuban, Santiago Rigamonti, Markus Scheidgen, and Claudia Draxl: \n", "_Density-of-states similarity descriptor for unsupervised learning from materials data_. \n", "_Sci Data_ *9*, 646 (2022). https://doi.org/10.1038/s41597-022-01754-z" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.8" } }, "nbformat": 4, "nbformat_minor": 5 }