{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Slignshot" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:07.289261Z", "start_time": "2019-05-24T00:37:03.761335Z" } }, "outputs": [], "source": [ "# load modules\n", "import os\n", "import numpy as np\n", "import pandas as pd\n", "import pickle\n", "\n", "# Plotting imports\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "import palantir\n", "import scanpy as sc" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:07.302641Z", "start_time": "2019-05-24T00:37:07.297951Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Anndata objects with all the data and metadata are publically avaiable at: https://s3.amazonaws.com/dp-lab-data-public/palantir/human_cd34_bm_rep[1-3].h5ad. This notebook use replicate 1 (https://s3.amazonaws.com/dp-lab-data-public/palantir/human_cd34_bm_rep1.h5ad) for illustration. \n", "\n", "Description of the anndata object is available at https://s3.amazonaws.com/dp-lab-data-public/palantir/readme" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:08.436170Z", "start_time": "2019-05-24T00:37:07.305195Z" } }, "outputs": [], "source": [ "# Load the AnnData object\n", "download_url = \"https://s3.amazonaws.com/dp-lab-data-public/palantir/human_cd34_bm_rep1.h5ad\"\n", "ad = sc.read('annadata/human_cd34_bm_rep1.h5ad', backup_url=download_url)\n", "colors = pd.Series(ad.uns['cluster_colors'])\n", "ct_colors = pd.Series(ad.uns['ct_colors'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Slingshot" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-05-23T20:22:58.889880Z", "start_time": "2019-05-23T20:22:58.885871Z" } }, "source": [ "The following genes were used to determine trends" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:08.442796Z", "start_time": "2019-05-24T00:37:08.438508Z" } }, "outputs": [], "source": [ "genes = ['CD79B',\n", " 'SPI1',\n", " 'RAG1',\n", " 'CD34',\n", " 'CEBPG',\n", " 'GATA1',\n", " 'ITGA2B',\n", " 'CD79A',\n", " 'IRF8',\n", " 'CSF1R',\n", " 'MPO',\n", " 'CEBPD']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multi-scale was computed as described in the sample notebook. Let this object be represented as ```ms_data```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We export the multi-scale data, clusters and gene expression for the above genes and use the Slingshot R Script to compute the results. The exporting code is shown below" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2019-05-23T20:26:02.270479Z", "start_time": "2019-05-23T20:26:02.213826Z" } }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-10-14T15:40:30.806410Z", "start_time": "2018-10-14T15:40:30.793806Z" } }, "source": [ "```\n", "# Export data \n", "slignshot_dir = 'slingshot/'\n", "os.makedirs(slignshot_dir, exist_ok=True)\n", "\n", "# Genes\n", "# Expression matrices\n", "pd.DataFrame(ms_data).to_csv(f'{slignshot_dir}/data.csv', index=None, header=None)\n", "pd.DataFrame(ad.obs['clusters']).to_csv(f'{slignshot_dir}/clusters.csv', index=None, header=None)\n", "pd.DataFrame(ad[:, genes].X.T, index=genes, columns=ad.obs_names).to_csv(f'{slignshot_dir}/exprs.csv')\n", "```" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-06-25T22:09:29.367967Z", "start_time": "2018-06-25T22:07:36.016475Z" } }, "source": [ "R snippet used is shown below was saved as ```slingshot_wrapper.R```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "library(slingshot)\n", "\n", "args <- commandArgs(trailingOnly = TRUE)\n", "out_dir <- args[1]\n", "\n", "# Load data\n", "data = read.csv(sprintf(\"%s/data.csv\", out_dir), header=FALSE)\n", "clusters = read.csv(sprintf(\"%s/clusters.csv\", out_dir), header=FALSE)[, 1]\n", "exprs = read.csv(sprintf(\"%s/exprs.csv\", out_dir), row.names=1)\n", "\n", "\n", "# Slingshot\n", "print('Lineages...')\n", "lin1 <- getLineages(data, clusters, start.clus = 0)\n", "print('Curves...')\n", "crv1 <- getCurves(lin1)\n", "print('Pseudotime...')\n", "pst <- slingPseudotime(crv1)\n", "w <- slingCurveWeights(crv1)\n", "L <- length(slingLineages(crv1))\n", "\n", "write.csv(w, sprintf(\"%s/weights.csv\", out_dir))\n", "\n", "# Trends for each lineage\n", "print('Gene trends...')\n", "for(l in seq_len(L)){\n", " print(sprintf(\"Lineage: %d\", l))\n", "\n", " for(gene in rownames(exprs)){\n", " print(sprintf(\"Gene: %s\", gene))\n", " y <- exprs[gene, ]\n", " p <- loess(unlist(y) ~ pst[,l], weights = w[,l])\n", " pl = predict(p, se=TRUE)\n", " df = cbind(p$x, p$fitted, qt(0.975,pl$df)*pl$se)\n", " colnames(df) <- c('Trajectory', 'trends', 'ci')\n", " write.csv(df, sprintf(\"%s/Lineage%d_%s.csv\", out_dir, l, gene))\n", " }\n", "}\n", "\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above script was invoked as shown below" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2019-05-23T20:00:46.045583Z", "start_time": "2019-05-23T20:00:46.040542Z" } }, "source": [ "```\n", "import subprocess\n", "\n", "ss_path = 'slingshot/slingshot_wrapper.R'\n", "args = f'Rscript {ss_path} {out_dir}'\n", "print('Running Slingshot using: {}\\n'.format(args))\n", "with subprocess.Popen(args,\n", " stdout=None, stderr=subprocess.PIPE,\n", " shell=True) as p:\n", " out, err = p.communicate()\n", "\n", "\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results from the above run is available at ```results/slingshot```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load results" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:08.451667Z", "start_time": "2019-05-24T00:37:08.445370Z" } }, "outputs": [], "source": [ "import glob\n", "res_dir = 'results/slingshot/'\n", "files = glob.glob(res_dir + 'Lin*.csv')\n", "lineages = pd.Series(files).str.split('/').str.get(-1).str.split('_').str.get(0).unique()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:08.958630Z", "start_time": "2019-05-24T00:37:08.454211Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/03/f2kf8n8500jd23r44g8fg2cr0000gq/T/ipykernel_20930/2939155888.py:4: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n", " trends = pd.Series()\n", "/var/folders/03/f2kf8n8500jd23r44g8fg2cr0000gq/T/ipykernel_20930/2939155888.py:6: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n", " trends[l] = pd.Series()\n", "/var/folders/03/f2kf8n8500jd23r44g8fg2cr0000gq/T/ipykernel_20930/2939155888.py:6: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n", " trends[l] = pd.Series()\n", "/var/folders/03/f2kf8n8500jd23r44g8fg2cr0000gq/T/ipykernel_20930/2939155888.py:6: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n", " trends[l] = pd.Series()\n", "/var/folders/03/f2kf8n8500jd23r44g8fg2cr0000gq/T/ipykernel_20930/2939155888.py:6: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n", " trends[l] = pd.Series()\n" ] } ], "source": [ "# Update trajectory \n", "max_traj = -np.inf\n", "min_traj = np.inf\n", "trends = pd.Series()\n", "for l in lineages:\n", " trends[l] = pd.Series()\n", " for gene in genes:\n", " trends[l][gene] = pd.read_csv(f'{res_dir}{l}_{gene}.csv', index_col=0 )\n", " if max_traj < trends[l][gene]['Trajectory'].max():\n", " max_traj = trends[l][gene]['Trajectory'].max()\n", " if min_traj > trends[l][gene]['Trajectory'].min():\n", " min_traj = trends[l][gene]['Trajectory'].min() " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:08.968145Z", "start_time": "2019-05-24T00:37:08.961101Z" } }, "outputs": [], "source": [ "vmin = np.inf; vmax = -np.inf;\n", "for l in lineages:\n", " pt = trends[l][gene].Trajectory\n", " vmin = np.min([vmin, pt.min()])\n", " vmax = np.max([vmax, pt.max()])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "tSNE map generated using PCA was used in the manuscript. The results are shown below with tSNE generated using scaled diffusion components" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:08.974151Z", "start_time": "2019-05-24T00:37:08.970544Z" } }, "outputs": [], "source": [ "tsne = pd.DataFrame(ad.obsm['tsne'], index=ad.obs_names, columns=['x', 'y'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:09.508315Z", "start_time": "2019-05-24T00:37:08.976637Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=[5, 5])\n", "plt.scatter(tsne.loc[:, 'x'], tsne.loc[:, 'y'], s=5, \n", " color=colors[ad.obs['clusters']])\n", "ax = plt.gca()\n", "ax.set_axis_off()\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Lineage cells " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:10.787940Z", "start_time": "2019-05-24T00:37:09.510912Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = palantir.plot.FigureGrid(len(lineages), len(lineages))\n", "for ax, l in zip(fig, lineages):\n", " pt = trends[l][gene].Trajectory\n", " ax.scatter(tsne.loc[:, 'x'], tsne.loc[:, 'y'], s=5, color='lightgrey')\n", " ax.scatter(tsne.loc[pt.index, 'x'],\n", " tsne.loc[pt.index, 'y'], s=5, c=pt, \n", " cmap=matplotlib.cm.plasma, vmin=vmin, vmax=vmax)\n", " ax.set_axis_off()\n", " ax.set_title(l)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Weights" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:10.802895Z", "start_time": "2019-05-24T00:37:10.790542Z" } }, "outputs": [], "source": [ "weights = pd.read_csv(f'{res_dir}/weights.csv', index_col=0)\n", "weights.index = ad.obs_names\n", "weights.columns = lineages" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:12.239050Z", "start_time": "2019-05-24T00:37:10.805597Z" } }, "outputs": [ { "data": { "image/png": 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Hp6YiGEDYOgpLbtheYhsMDXLJ39JHQ77p1j2yJEl20dqj3D0Dxbv1CxW46nlyrLsJWbuj9BLi/oP4+kdstidsH4kQBdkX2mBIgev6PPxgaiuq4uIIW2zZNU9rffUz5d7hQCkAnk5uumuI649JqPvIt99Fylxc/0MS6jlAErIOwZE7tpvcBkNDuCp9btqQPDVLkmSfqHsbCV0T6dnTbwW/aPD8twnp08mxL0LrKHH/YTz9GRYbELaPRop12knq9kHopkRHMTSZa67+kJtumJayvDR6SRalaXu01sT8m0mox4CyRus74k+Aj6ufWaukN7AS6Eme9TKW7A9UAAXmlNfQLvQqvAHXbfjrcasJA3j7/eOyLFHb4qslRL3z8PkSSH1SHSDItR6i0v8rdcd9DyAKeFhiZ/Kde9E6CkhzMmRoFxYuKGH9UXelLJ+38Owu5xqU8F8h6t9IYylRACSjCMlTiKmL1ioZDCwEwuRYt+HI3QjGen6XPhUzdFxKEvsBs1OUhikK/ZBNcdocpeJE/b/j6TeBWKP1I/JfJNTTKGrHBrGBXKAMwbrk268l19QuQuS1jeDtjFFsM4jWmqLcG1KW9ygO88ei87IoUduitabCOxm/6mS2yYRIH9WuatIMFte22I9c+yaECLVASoOh+Txw39ecd/bUlOVPP38I++w7KosStS1KL6TM3YNAKW0ako1QfN9IrXzQ5aAFkE+ucz2OtXdrRDUYmsW669zOypWpP9ddbbM57t9PzL+2WfcIhqGZ10itMBAHQLIBec6DSNG13TEMHQffX0K5v03KcsnWFISeyKJEbYvWccrcvdD83oy78oHyRurUjGOQhORZRKxzutQBktl2yyDTpi1IW77nXiOzJEl28PU3LVBqQdBYfjFF7RMjT08h7t/T7H4MhpZy1RUfpC3ffoeu5WMa9W6jOUotgKApp1zJSVZqoJxK91yUWtVM6QyGlpNOqe3VK5JFSdoeraPE/OubfZ+gKXE/4tW/KWZT6V3c7H4MhpYS9f+RtjwsT8qSJNnBVS82U6kFsJL/0hGv9bsiof6Dpz5oZj8dG6PYZpBff0q/YLv1P3tmSZLs4Ks/mn2PZAw51o3Nvi+u7kLp5c2+z2BoCWWlqS0KevWKUFDQtcxqff1ts+8JWQcjaUIOXwFokv/zifpXNbsvg6EluK6ftvy2O7qWn7zWMRp3I1ibCBExieaGXPH1h3hqejP7Mhhahk/69WbI3iVLkmQHT81q9j222ImwPLPZ90X9K9E6fW7gzoRRbDNIulOe3Fyb/PyuZUqbUI80+x5NJa5OnUIlNTFcvyX3GQzNQylNOgeNiy/dLnvCZAGtK9D81uz7lF6NohkLWwkIhadeQ2u32f0ZDM3lovPSB4Dbc+/RWZIkOyT8KS24K4YSHwFes++M+4+3oD+DoSX8mLJEsnkW5Wh7tNa4uvljWQgXV6V2oUrZHwvx1MzGK3YSjGKbQdKZPF14SWrfgM6I0gtRpM/X2xCaMlyVPh1SKlw9uUX3GQzNYe5v6S0vTjltXJYkyQ6V3lUkj1SbRUK9S5MXw6Lu7576vNn9GQzN5dnnUvuADx1aSCTStRJDxPU1LbjLIqaeblF/nv4AreONVzQYWk3qOSoib82iHG2P679LVSTzZt2nfkS1YJMaakVZ7gIYxTZDzPxuSdrylSua57/W0VF6ZQvvXA0sa9Gdvv4aE+vM0NYcc9RLacvXrOlaCznF3Bbdp5tzWltFUsH19Bst6tNgaCqlpXHKSlNvvOR3MXcCrRVVqfaahw8t2KQOKEXpn1t4r8HQNKKJh9KWa9HFoiEzv4V3/kb6wKyp8VS6/MCdC6PYZohjj3k5bfmgdbpWbkdLtFVC++I0Zb27VOQ2Q8dj6ZJyZn2/Im0d2+5an8GQaKugG6kD80jRtYJvGToed96e3ipgxIh0c03nI0jBM6gNWk6XEkQgRP826NNgqCFB+ijfUnStIHCO3K+NWu6RskS0yXdH+2AU2wzxx7w1KcuKiyMce/wm2RMmCwjhAEUZbNEmx7qXAvsTJA2bekbkaRnsz2Coz6rV6S0r/n7ZdhQVda1JNMgZnTkk61Ngf0Gu9SSQ00ANh5A8PqN9Ggxr8+knqU89hIQrrt4hi9JkB6spwdyaQVj+jULnaxxxQoPlttgdKfpktE+DoTaBlV5qSwTJOCzRtVz9pMj0plsRefZk8u23EAxssEbEPivDfbYfRrHNAImEj5smFspNt+7e5aKoBmTq1CUXyYZADCkj5DvPkW+/jyW2SpYLBOsQsg7NUH8GQ8N8/L/04fUvuWzbLEmSPaToncHW1kGKwYCLY21KoTOdXPsBgtPb4KQ7LE9BiK74fWjoSMz4NrV70OFHbMh6YzL5ue8Y2BnbpJJIxoDwAZtc5woKnM8IySoFVwBhIta5GerPYGiYxkzdc+wbktYKXQkLyFSw2Z5YYgyaGJbsQ4HzAXn2FATr1PQmJmCJzTLUX/vT1T4N7cIH76f3USsv75oRQPPsWzLUUiWKGUT9s6l0r0cIgSWHkmtNIiT/jC32w2ZPEurlLhWS3NCx0Fpz87+npa4gwPOam0qj4yPFEBxxXIZaW4Cnp1Lm7Yin5iBEDo7cmVz7bmxxII44FK01nvoiQ/0ZDPWZ/0cJJSWp591QqLFcj52TsHUaDVtJNBeF4kfi/q2UuQejtUKKvoTlpYTlOdhiX2xxOK5+rxXxNgyGxol7zzdSoyQrcmQTIQQ58o4MtbYKX39OpXcYcW8KQtjYcgNy7YdxxKHY4kAsNsZVk7tMDJuuFRKwnfi/q1NH+S0ocNhv/1FZlCZ72HIEEXErMX1extp09b3E/XUIyUOo8I5CUbNb5/qQ8F8mx74KKYYgRY+M9Wsw/PzTShYtrEhZfuJJm+I4XXNBnOtcRUnifWgkV2DT8ajwJlJgv4PiVyq9k6kdQTnh3UVYXo0jN0eK9RCia76vhvbhrv+mD2zW1VyDqhAinzzrfSr8zJkka2ZQ6Z1JnnMXMf8iXF0TXM/zIe7fT651P5bsjxQNmzkaDC1Ba41L6sBRgtFYYmwWJcoeIXt3Eokj8HkmY23G1DlYqg9SDKbSOwzN6ppCH1z1MWHrGCwxEiFyM9ZvtjEnthlg8eLUYbm332EIffqmC77QuQk7B2JxWEbbjPlXUuruU0eprULxDRXeRMrcbeuc+mhdged/ia9+7TK7ToaOxd8u2rq9RWhTCpyXCUygMkUFZd4OVHhn01BaoLi6mnJvPyq8I9A6Vn1d6YW46lOUan66A4MBIB5PHQ25qCjEllt1XQXMtvoSkf/NaJuefouSxPZ1lNoa1lDpH0qZu32dvLZae3hqBp76Dq1bEq3ZYABIbSUVlqcm4710TfKcf5I5lz8ATYV3FGXu4XWV2iSefj65vt4FpRdUX1d6FZ4/DaUWZ1CWtkNoowW0mo3Wm8Qff6RehH007Xg22bTrRg7UOkqpu2GWexVINsSWGweDTn8EBKdtFhuT5zxj/PgMzUJrTVHuDSnL1xlcwOyfz8yiRNmnPHE2Ps1PDN9aQvI4NKtQeg2+/qj6ekReS9g+MuvyGDo3/7n1My6/9IOU5f+8bmfOPnerlOVdgZLEKFqW/qc1OITkSSj9B76egWYhAIKe5DuvmhNdQ7MpSQxPUyopsL9Dys57utgYCf8dov6pWe5VYom9kCIHrUvw9AdUbU474hBy7Bs7dIYSc2KbAZYsKU9bfvop2V8oZhMhcoB0Xz5tgUbxPQn1dDKxdI0Jqc93uCp9LlKDobksmF/Gxx9lylS3Y9JekRET6hFcNaWOUgsQU1fUOc01GJrC1LfmpC2/5qquk7MxFTYHtUOvLgl1D55+o1qpBdCsIurd1g7yGLo2ipj37/YWok1x5I5Atg9pFL5+HVe9hKffobbFlatfwNffZFme5mEU2wyQSKQPKDM/zWluV6HAeRaLvduhZwXUNzrw9Q9EvcuIebehdWq/SYOhivfeSR8EDuDTj1uaOL1zYMvR5FgPA33bofeGjId84v4DVHp/x1VTsy6RoXMy7dMFacsbm7O7ArnOv7A5lcy6FzQFTUNjWellRL1riHr/h9IL699mMKxFU0zYPb7OgiTthxAO+c5rkCINZtvS8Pekq96n0ruEuP9wh3QzMMGjssD4LQa0twhtjhQ9yQ/9l7j3HDF1cXuLQ0I9RtW+ja9nkuc80L4CGTo8n6TJe1nFHntm2zIh+4SsHXDkR5S7f0LxVXuLQ1zdDFi46hly7Xtw5O7tLZKhg+O66T2sevTo+m4qQjjkhS7BU/tQ4R1MOl/FbKD4iIT6GBC46nUKnPeS1l4GQ8MovajROo7YNQuStC+WGE5R6Hkq3X/h6vZfyybUfwELFx+tlxOxL2xvkepgTmzbGMuCx586uL3FyBph+zDC8vr2FiOJAhSe/tAElDI0yvpjeqYt32XXYWw6rutvUkHVLvFTSDpK9FgfsPDUB+0tiKETYDVySPnsC90nJ7otNybPfrm9xSA4xVWAj2Ypvv6lvQUydHAEjflk92g395n2INe5DIfj21uMJMFJravebmc56mMU2zbG98H3u5dSFbEPJ2xd2d5iVCMZ2qEd3Q0dgw03Sh/gLT8/UwnTOwdC2OQ7T2OJjqPcSrFeewth6ATkF6Y/kS3rornlU2HLjcizX2tvMWrhIMU67S2EoYMjZWNm9Aohupcak+NcgSMOb28xqumIc3L3+kS0A6GQpLCRSbYrEpbHYoud21sMABz5p/YWwdAJGDGqOG15v/5dN21XKoQIk2NdD3SEZ5eE5NHtLYShE9C/X/ooqaPXS2+d0RWx5fqErczlnG8NttgZKbrf38CQadLP2V0RIQQ59qWIrAdsbZiwPK69RaiHUWwzQHHPSMoyy5ZI2f1OC4WQ5Nr3kms9hcUh7SpLXN1BeeIUlO7agX8MrSMcTh9yoH+//CxJ0rGw5HoUOO+TY/0XaM/FqKLM3YWod0eHDFhh6DiMGz8obXlBQffbbAaIWH8l355CiPb1ifP0h5QnDquTi95gaC6CwvYWoV0QopACZzI51gMItmhXWSr8v1DpXozWHSdIrlFsM8Dtd+6Zsqxv366bX6sxhLBwrK3ID/2bPOsTBBu3kySl+LxLmXsoWnf9aJiGtqHfgO6p2AJI0ZuQtTdFoelE5E3QTgsKzXwS6lbi/q3t0r+hc3DTrakDjEkJRUXdU7EFsOQG5ITOIN+ajcU+tM8yMI7PV1R4R+Or9BGsDd2dzVKWSNK7D3VlhMghZO1MYegZcq2XEAxuJ0lW4OrnqHBPa6f+62MU2wwwZkyflGVHHrVRFiXpuNjWAApDL5Nvf4wtDmgnKZYT9+9sp74NnYFwJPVX4mFHbJBFSTouYftgCp1vyLHuB4a2iwxxdQ9Kd+2cwoaWk+5Edty4AViWWfpYVoT80J0UOjMIyTPIflogAJ9Kr2OYRxs6JpLUvthh65gsStJxcaxNKAx9SL79GpJt2kUGn89x1fvt0vfamG/3DDByVGrzvGjUS1nWHbHkQPKc2yiwZxMW5yMYDYwBirLSf1w9k5V+DJ2TU09LvTu8YH7HMbVpb4QQhKxdKAq9T571DhZ7ACOAdclOMnlFQnWkYDiGTkP38wxKixB55NgXUuj8QI68JWlZtR7Qh2y8WYqvUHpVm/dj6JxE5JkpyzTLsyhJx8eS61MQepwC+ysccQySkcBoIDuWown/qaz00xgmj20GsG3JoEF5LFxYUa9sQDc2X0yHlBEi8iwi1A/VrtRqyr0z0XyW8X4FBRlv09B1+Od1u3HH7Q3nbu3dpyMEUOp42NZw8q27613X2sfTX1PpHQ1keoNPI3R2NsMMnZOHH9+f44+ZXO96Y7703RUhbEL2REJMrFemdQVRbxKuvqsNerYRWVp4Gzofjj0aEg2XSdFYOqDuiZTF5Mpr6l3XWqP0Asq9I4AlbdBzx9B3zIlthjjvbw0f/x92pDFfbC5SFlPgPESOdR0R61LyrLdxODUjbWsWGz9bQ0rSpYUqLk4dJM5QHyEsHLkF+c5bRKyLiMhbyJVTgVEZaV/ptpiYDV2FffZtOA3FDjsNybIknZ/gVPdv5Np3E7YuJM96mYj8T4Za99CsyFBbhq5Jw3OGLSdkWY7OjRACSw6mwHmdiHUFEetq8q33sNgrI+37+veMtNNajGKbIU49fXyD13Nzze5wSxAiTMg6grB1MrY1gohzApCTgZbLqHAfz0A7hq7K/gd2jDD6XQVLrEvYOp2wPRHHHknEOioj7Sb0nShloiMbGiYSaXjujceMe1BLEELgyD2IWGdgWxsTsvZGZGiTqsw9OSPtGLomBfar7S1Cl0KKHoStEwhbx2JZw4jYJ2WkXc03JBLtn33EKLZtzIghmdrV7N5I0Y9852UkG9a6WkBInk5InI3FeCRNy5vrczXliQfbRlBDp+f//rVbg9crKuJZlqRrEpLHEZFXQrVbgECwLjnWDdjiQCyxOTQxR1+ZNwrfr+8CYjAArLNOfdeTW276vB0k6XoIYZHvPIUtdqfGFzeExb6ExVVYYhssdqZpfro/U5I4rO2ENXRqpGw4bkNp4vwsS9I1seV4cq1HEdSkSRP0JmJdTkgch8U4LLZqUltRdiThftNWojYJobXW7SpBF2Lifk/y3rv1I3WWVF6c1sTR0DyUDgIGSFE/GnVl4k5cbmlSOxH5KGF7u4zKZugaFOZcX+9aUQ+H+YsvaAdpuiZae2gWIeiDEPWtMUoSWwArm9CSRaHzE0KYfVpDXb74fAG77VTfQmf5mr8ZX9sMonUpmlIEg+qtdRLu70R10zadLU4kP3R5W4ho6OSUJEYC9d3IikK/ZV+YLorWOjkn5yNE/RgWZYnjUfyvSW3lW19gWb0zLWKTMCuBDDJoUMPBTM46w0TvzCRS9GlQqQWIOE1PJRRTx6K1MUszNI2SNS6//GKid2YKIWykGNKgUgvg0NQTHJ8y90+ZE8zQZfjj94YjmQ8f/B/Mnn7mEKIQKdZpcAPfsYdAE4M2+jyI6/2UYekMXYOG13xx7+XsitGFEUIgxaAGlVqAiP3nJrdV7jdtM6styKhi66qPqHSvJuY9gNbdz/dp5cpog9cfe+R7KivdLEvTPRGsA4RqLjSydil3L2pTeTojsZjH7bd8zgXnTuWzTxe0tzhZR6nUH5qTj38li5J0b2xr/ZoXmrRjWfMFvv6lzWXqbPwwezmXXPgO11z9ISUlsfYWJ+usWFHZ4PWysgRffrEoy9J0T4QQyGbku65UR5gAj2uhtebJJ2Zy/tlv8dwzs9pbnA5FTF1kNqmyhGT9uhfSvu0VxL32WS9lTLGNJaZQ6R2Hqx8lrv5FqTsKX3WvqJV9+6dOB/L0UzOzKEl3JgokahbCgrSLYsXLxN1XzRdjLbad8ABXXPY+993zNXvs+jjbb/1At3p/tNZI2bDrwDdfL+1W70V7ollW9UvtiynHcrl7IErXdwXprsyfX8JW4x9g0p3TuemGaQzufxtvvtG9lP+CwtQ5lS+96J0sStLdKWtG3VLK3YvRuvttxKTigvOmcvrJr3H/fd9w0vGT6dfzRqLR7nVYIumRosTDUz9kU5Rui65KEdTE9XVMnYfrZ9/fNmOKbZyz610r97bBdTtG+OdscNZft8RxGl4Qn3vWVJ5/bnaWJep+CJGHLXZMvqDuz1SDT59LhVv/89sd+Wr6In75aXWdazO+Xc6YkXd2G4XOsiQXXLh1yvIhA29j6ZLyLErUPbHlLqCdYPzW/pdyIo1R5u6E60/LopQdl523f7jetcMPfoGHH/w267K0FwccOJqBgxo2g/3ii8VccqFRbrOBYx3crPqKFyh19zDKLRCNutx/zzdrXVP073UzlZUpErx2QcJWauu6Sn8/PPVt9oTpplhiA9DrBC/WVnVSLA8r/UOIuve0qVxrkxHFNpq4P2VZpd6ZhP9uJrrp8Ixerxd/u6jhfLYAp500hUSi+5loZ5tc+y7QocYr1sLnNTx/bhtJ1HnYc9fHGry+eFEFm469h/Ly7jGRXnH1DvTs1bDvZ8maONdf+0mWJep+WGJdIvLG+ie2jcThq/TPaUuxOgWzZi1j2dKGXWPOPvNNbrrx0yxL1D4UFIR5/uXUvtqT7pzON193L8uy9iAsz0IwrJl3LSDuP9oW4nQqDjnwmQavaw1DBtzG7FnLsyxR+xCydsZi+5Tlld4lWZSmeyJEhHzn+eBF1bxcteGchoS+IasHIxlRbBPcnLY86p+C53+bia46PGVlqRf+rquIx02worZGiAiOPK7uyU4TBl+FP7FtBevgLF5USiKR+stn7pw1jN/kXly3e2zOpPO1fe8dE4kxG4TsvYH84EWTx/IKKhIvt6VYHZ5zz3ozbfk1V/2PO27vHmlv4tH0c+7y5SZdVFsjhCDHurLZ98XV9d3GUqghfF/x8Uep41wkEortt36IxYuaY+rdiRGpU+5pfs6iIN0XS/ZFivE11lNVNLK+LnUzk7++KbRasdU6ATSe37HCPxhPfdza7jo8f/nr5lh26r/woL634vsmMEJbkxv6O+heoEVDEeJTUEZlouHd0e7AIw9/12idxYvKGTf23m4RiObEkzZNWTZ3bgkXnPd69oTppggRIte6NxjDuukp0zy6d37Dmd8ta7TOZZe8z6Q7vsyCNO3LZuP706dPbsryQyc+xxLjWtDmONZOWOzY7PtK3X3bQJrOwazvGz+NdV3FxhvczU8/rsiCRO1L2PpL2vKSxIQsSdK9ybMfBpVUHxsJ7FjDF/h+dqxjMnBi2/RccBXeqShV0vouOzDrrFPEV9+ewmab9UtZp3/vfzNv3prsCdUN8dQ3hOwjQPStv7OUBpcr2lSujkxBftPMt3//vYQLzp3a5XfSr/6/nbj7/n1T7kTed/d3XHLR1G5zgt0eaB1Hi6XY1j4gmpd3NO5ObSOpOj5FPSJNqnfJRe/y8f+6dsAtKSUzfzyDo/+8Uco6o9e9ky8+X5hFqbofvv4dW26DYL1m3vljl59rUlHUI3Xws9rE4z7HHPVSl3d1c+QO5NrPAA2no4FllCR2Rek1WZSqe6G1xudLHPtomprGq4py/8S2EWothM7AN0aFeyGefqGJtQsocN5AioGt7bbDc8jEp3n7rXkpy7+ddRrDhxdnT6BuQsJ/hah/XvKVpBlHtgDkyjdx7NEZl6uj43k+g/reSrQR070qDjt8fR545MA2lqr9iUZd+vVM7W7Rr38Ov8w1fp2ZRmtFhXcMvv4seaUQKKdmPNtAus+qTVGoe5qnvTblF446rGlzshDwymtHstPOw9pWqA7A0099z6knTklZfv/D+3P4ERtmUaLuga9+oNw7mKZY9zVEiNPJCXXP1HzbbPkA389smh/tqNE9+WjaCeTmOm0sVfuitabU3ZR00bYLnZkIkTpTiaFlxLybiKtJyVdhmjumC+yfkbJ5m9TNJSM+trn2DcC6TaxdRpm7K1o3HNiiK/HCy0emLd90w3uYMWNxlqTpPsT9h2q9UjRq/L8WleqQbrlDbNsW//v0+CbXf+7ZHzjt5MltJ1AHISfH4f2PUycmX7okyqC+N3XLz0xbopiHrz4LTJ6UBF1K3U2qxjZgPGLug20oYcdl3/1GccrpmzWprtZwwD5P88svXd+U8cijNqKoKPWi/+TjJ3PDdR9lUaLuQdx/Cagdf0TSnHk5wd1oXZppsToFU9/7M7l5TVMEfvl5FVtudl+Xn4uEEORbX6etU+qOxfe7toVoexBXtefU5m9UlXt/ypwwKciIYiuEJGKd0Yw74pS6B2Si6w7PJ1+kP3rffsIjTNzvySxJ0z2ozn9ZfcFpsilyQEW3DR2/3pjejBvfv8n1n3piFu+8PacNJeoYjB8/iAMnjkxZXlbmUZR7A0uWdM/FV1ugtQe61hSlJajUvpINEdfXdflFXipOP2PzZtWfMP4BlOr68R9++u2viDQ61b+u+YT+vf6dPYG6AZp5NDkhdQqi3vUZlKjzkJ8f4oQTN0v7ma3NH3+U8te/vNa2QnUALMvC4aa0dcr9zShNPJ4liboLa20o69xmDWXN9DbfpMqIKTKA1qWUuQeiaU7e2gGEraPQejUheSiWXD8TonQ4li4pZ/1R/8XzUr/VQ4bk8f1Pf82iVF2X0sTWaJYGLzRUO9k24+BWshsFoXvbQLqOz5RXf+boI1+kOd8MF1w0gcoKj3798jj9zM27rCnUk0/M4PST30hb57EnJ3LgQWOyJFHXxVOfU5E4Zq2rGmTzlK98510s0VSLoq6D1po/Hf4ir035pcn3WBbccNPu/PzTSnbfcwR77jWiDSVsPyorXbbf+iF++XlVyjpCwIqSv+E4bWs21x2odM/B1a217smnKNR4gMOuyC8/r2Sn7R5Jm3VjbXbcZSjjxw0A4NTTx6fM59zZcb2fqVR7pa0jmEhh6JYsSdR10TpOqbuWnqYEiOatryPyKsL2cZkVrhYZU2wBtC6n3D0axcxm3mkBDgXOm0gxJFPidDiK86/Hb8S3f+GycykoaFrgD0PDVLhn46mkH5UgGHhIkE0PrCAYQGGo++Yq/enHFWyxWer81A0hJYBgjz2H8+yLqXNHdnZmz1rOhM0fSFtngw168dlXp2RJoq6J0qspi+8AulYE7qpUP6LpYznXegnH2iTj8nUGfF/xn9s+56rLP2zWfZYl8H3N088dwj77jWoj6dqfHba+n2+/TW+C/dzLh7Dnnl33PcgGcf8JYn7rAzMWhbpvmrWlS8oZt8m9lJU2L5e8ZQn6989n+oxTyMtrWoDIzkbgc9vYJlyYAnsWUmbEULXbUpbYA6V/rbmgJQgnbSqmtbE5mLxQ+tP21pDRv7AQ+YRkc0ySq/CBGJ6alklxOhzffH86vXqlP8kau87N/Hjpf1jzQffIMdgWCF0cpAbRgC9BCSx2blYbmpVtI1wnYb0xvenXr3mBF5QKcr++9eacLp3SaoMN+/Cf/6bfIZ49ewVnb3Y18295iPiixlOvGOojKARdS4HVgBZYYrdmteOpTzMrWCfCsiRnn7tVs+/zfY1lCV5/remnvZ2RN989jglbp3e9OGLi83x4+vUsf/Y1tNe1o862GTq/gYtDgeZZ9ii9OiPidEb69c9nz72HN/s+39csXFjWpNRBnRUhBHn2s43UilPmjaQscVy3SD3aVmhVWLO+VsH62hHNS8nl07buaxnfughZewI9WnSv7OLmYsOG9WDuggtYWfq3lHVWJSy2uaWSx8+eStnXs7IoXddB69UIZSGUjdASgSRkHY3FHs1ppc3k6yw8+uTEFt03dFgPLKtr74oef+KmrKm4mHse2DtFDcHDP0TY57LVzPzb3WivaZGmDbXxgn8aRDKHrdC55Nh/J4iQ3DS07t4B+ixLslcLF8SjRvVqA4k6Drm5DlPfO57V5RfRo7jh1CoKwf6PaP584ecsfyG9G4IhBaJ+9NqQ3JuQuKB57WgrQwJ1Tm69fa8m+9rWxrYFQ4akSpHTNbDl5hQ6cwiR/lBI8REV3nH4em6WJOtqrFprfS1w5NkIRjV52axJ7QKSCTK++hRCUGC/AzQ3zHY+ttwy0+J0SBzHpjR6Cedd2PBOugf84+cwiz79KbuCdRFC9iH1rsX9W/BpTl5Ll7j/aOaE6oRsvc1gbr6tOZsBAedf2D3GsZSCo/60CSWVF1NU1ICJl4DfSfB/b+XhrjLRGZuLEGEssWnNawQQotzbD2h68AmX51DdXLl96rlD2WTTvs2+7/Qzx7eBNB0Py5L8seg83nz3qBQ1BJ8uy+WFZ81mc0tw5N7UXW4KfP0VCd28gFBR/8qMytXZKCqK8N6HxzZbud12u8H0H9DQqXnXQghBTqhP0mQ9naWKxlfd01+7tThW/dPZqHc8Wiete5qk3M7HU23n6tcmxypS9iRX3tXMu8opSfwZrUuJev+kwj0TV73VFuJ1GP5xzc5Mm35C8KL2h0FAXChempY6R5chNbbcCuHX5AfWOCjdXL9vSPhPoHUlWpVnUrxOxSmnjWP3PZpnSXH2X6by/cylfD5tAScc+wp//csbLJjfdaMFCyGYv+R8dthhcIPlv8UUsqjpJ4yGGsLilOrTWjRoUQ66ueMxTsKfilar0drNuIydAcuSPP/yEdh281bEQwfdiuv63H7L5xxz5IvccdvnKNV1rVm22WYoK0ouSKk4TJnZPT8/rUWKXkjqbpL4+stmt+PpV1GqDKVXd9to5+O3GMg//m+nZt3z4Qd/cPd/P+eP30s464zXOfG4V/nyi0VtI2AHoSj0FDb/SFnuq667JmlLQvIoUDUB9TRhNH/Uin/RtHYS6kW0KmuT1K8ZDR5Vm6j3TxKq9TkE8+wnseWEDEjUcfn99zWMHXN38CL518gXEp1nsXhFM011DCSij+JGr0VJhQol0wpIQCT9Pps48OzEKERsAeBjR04klN89E8T373UTlZUtN6UVMjDD//q7U7u8ifLZZ77Oww98V+czNkhYHHvZBP5+2fbtJ1gnRGtFtPRglP8DvqOCGIMSQIFsVn4BnOh64M0FUUi48G4sZ1wbSd1xeeG5Hzjh2Fda3c41/9yJcy/o2nOy6/oM6nsrsZhLzWDWCKAk+vd2lKxz4qkfqfD2yUBLuQR/jwossS159n0I0f2Cbe6391P874PmZCCpixAQDtt8NeMUBndxE+W4O5WYPr3edcFoCkNvtoNEnZtY+aV4iRdQlkaHkvOw0DXra2h8ja3BiY+FxE+ATSj/auzIoRmTsc1WmUJkxjcn7t+Pr37ISFsdlaFDe7Bw2XlIDQ6CiJaUa9WlA/C0Fb77I7HEtfghja7aVJIi6ezejNMKDZ79C8pywVWopffjLjwL7S5sE7k7Mj17NS936NpoBXN/W8O9d31NSUms8Rs6Mf/57z5ceMlW2FrgKEFESRZqn5XLM78r2dWJV16NJ39AOSQ3pqgOIIUSzXCDF3jOz2g0oqIE748T8Vc9hNbdKxBQn76tG8dVPP7od3zw/ryMtNVRcRyLJSsvIBSu7dMp0Ag8z8zLzUHrCiq8I9JUoBljOQpUAODrTyh3j8BTX7dSws5Hv755LfK1rUJriMU8br35M/74vWu7yYSdPcgR7zVQYuJeNBc3PoWEfh4V1mDrmnGrRU3O+SZ+Ll3ne7TQiEQCf+GleMv+hfYzY6XaZoptWB6PLXZsdTuefo9yb39c9X4GpOq4FBSEOe7kTXCFJiYVCDj2+O6ZoqKlaB2jMnYKWLVyamkBvkAoCb5VM4k2NpEmTSr8sIeI+9glGrF0Kt5vB6NVZZs+R0fjgYf2p3ef1i+KL77wHXba7hHKy5uXrqCzcflVOxEpsHFlMJaFgDPO3Ly9xepU+P5MEuqZYBxKEMhgHHsS4VkIvxlTl9BoW6MsF6tCYZdUoudfh1p+c5vJ3xHZfochnHNe8yMkr83PP6/igH2e5obrunY6NCkFDz82sc61DTfqg213bauTTKK1psI9F0ixYNUESTF0Uzeq6lZSzKTCOxxf/dwqOTsb1/xrJzbYsE+r27n/3m/Yavz9/PRj+pRXnZ2QMwzJ2DrXwtaZ7SRN50TpZUQTf6/ZZKYqMnLV+lo2fZNKAFLjh1xEVGGXAosewV9wYkZkbTNT5Cp89Rvl3j5AaxazAlvsRJ6TPndkV+CxR2bwxmtz2HmXoZx82jhEa7bluhFalxONX4WXmFKj1Fa55gmNQKDRIBVYtXbcNel3mJKjw1khCC2VYIFc70VkZGyam7oeWmtuvvFTrrn6o1a39dSzB7Pv/qMzIFXHpaIiwaWXvMea1TEuvGQbNtqo+YF7uiu+/xuV0UPQuvYGUs1AFcmfynEDk+TGxnDV7UlyfrWw4gKVPwBndPPyu3YFysribDX+fhbMb93ueFGPMPMXn5chqTouH//vd+6a9BUjRhRz+VU7EAp178i8TUVrj7i6n7h/Y5pKwQ/hOcH8bHtNPvGpTcS6mrB1bMsE7cS89+5cJu73TKvasCzBOedtxdXN9NvtbGitifl3ovQsQvIQHGv39hap06D0Siqip6L9mYBIjlFdbQTZ4Pq6as5tbH0tILxAYpcIcMDa4HuEbDhCfVNpc8UWIO49S0xd0ooWJI6cSK7ddgl9DZ0XpRZRWXkEWi8PAkqsNZC0rKXYCg12E0wQ1xqUIgG5P1tgSawNpyHsnhl9hs7CuI3v5ddfWheq/c23j2ab7RoOtGTo3iQSzxCPX03VANS1NFKx1sBWthtYZzRGbcVXQ2ipJLRContsgT38iYzI3dmYPXs5E8a3fKNYCBg6tIjvfmhJ3npDV0frOBXeMfj6qxQVqDMmqxXbtTeem0ie/RS2bL01QmfkrDNe49GHmx8cswoh4Jp/7sw553fP98+QHs//msrYiaCjDZzG6sDVD5o3ftca/1aZIDJfQrgAa/2vWn2glxWbGk83J81KfQTFoC0S/vNordFao/QatDa+LgZIJJ5A61XBBCkEtf+rOxA1WE3zqxOJWgNLg4wnrw+4uNsqtcuWVrRaqZ2wzTpMfvUnZn2/DIB43KO0NJ4J8QxdgHj83wThjwGt64zj2nuwSvhNDyDlU2ejSrqghY0cfHuGpe88vD7ll1bdHwpbbDZ+ALfd/BnRaBApuKQkhut2L79lQ8N4+v3USu3aaIG2XbA8WpI/3hLbdlulFuCdqa3LxzpyVE/mzVvD21N/A8D3FatXx7pt1GlDXeKJO4F4sL5e67+6p0hJxbYpJKgz1GXSoFcOnZQRK9WsnNhWehfiqpeA1iiiVZFDqvJFJoAi8uynseV6rRXR0ImJx28mkXgQfL/+Vo3WaKnRtgoGXRPHjKgoxIqX4edrZBzCSy2kvwXW2CczLn9nobw8wZCBt+G5LR/HQgSBKwDyCxwqyl20ht12X5fnXz4cKY3pfXemrGwL0GWBMloV/E3rIFiUAGX7gdWF1fSxHFqci1dUibbBWSNxVknkoIeQvbZtq8fo8Dxw3zecf85btGb2l1KglMayggirlZUeTkhy1z37cviRG2ZOWEOnw1VTqfTqR6KtRoPwZLC2dRoxXawdoKbeZlYuhc5XCNE608XOzNZbPMDsWctbNZar5uWcHBvX9fE8zbB1e/DhJ8dTXNz9ok4baqiInoyvPkG4qtb6uuaUVks/mbGg6XOyvboH2lqDygGrAkLLJTL3L1jrnp8RmbNyYhuxzkcyvJWtVI3aBDX+uiVUeH9uZbuGzozWURQlgI1QIOIaPA2+RrgajUDbSRPk5rSbW4pdIcmba5OzyEYyELFh69NXdWby80NMumcfHKflymftybe8zK1+/c7bc7n+Xx+3UkJDZ8b3ZyGsoQBIpRFxlRzLBGNZJifW5qT6AdyeMXIW2OTNtXFWS0SvM7q1UgtwzLFj2Wvvka1qoyqfre9TnQ7MTShOPWkKlZUm32t3RWuNr+YDPVJXEqBtVSdDSMocmMlrdj2X8DD59qvdWqkFuPOufejVu5WZC5JfqdGoh+cFL+bNXcNRhz3fWvEMnRilloNwAIHwQbgE55Mquc4WGizR7PW1V7SG0EqL3LkW4WUWIjwhY0otZOnEFkCpSsq8bYDMJ0UudH5GCLvxioYug+8vJF55Mcr/ASXLgeBk1U7UsnAQYPd5Ci2W4DMXpb/C080IFqMhJ3YajtgK8rdByFDj93QDHntkBmee/kbG2912+8G8MfXojLdr6Ni48Rdwo/fg6/loWyPiGsvVwUZVso5yehDqdTtKL8LTs/H0e2iansdReDYF7h0QGorIGdM2D9LJ0Fqz646PMv3LxRlv++33/8xWEwZlvF1Dx0XrKJXexXj6E2B1ynqOOAfHGo1OLEUlZhK3JxNerhAJ8Ao1XnHgiiArBXapQIU1Xq7GLgevt4Ut9iBk7Y8lJiBFj6w9X0dm4cJS1h85KePtFhWFmb+k6weIM9TFc78hUXkNvpqDthKgNTJRcyhblXUv3Ot5lJ6Lz0/4ehq+/rbpnSjIi1+BtDZA5G2Z0UC5WdMGY/6ltIVSCwVGqe1maK2JlR4EujSIGq4EyqkKNlPLJ12Dq99Gi5V46m2gAAgDTfTpFBKr4ECENAvhKpYuKefC899pk7a3225Im7Rr6Lh48fdIlF2WzOqj0UqgHRDxOrElgBIUFcTUPWiWIhnaDG88C+lshMjdM/MP0Im5756v20SpBRg8uLBN2jV0XCq84/H1l43W05VvYVXkwx8PgBbYxetAfD4CgV0JUctHA7m/2NV+ffF+Pl4fH/Bx5M44cq82f57OgtaaQw58tk3a3mDD3m3SrqHjotQqYuVHAyqYg32NDmlEAmoyEwBoFLNJ6Cn4egbQnxq1tzEEyDyswkMRoiDjz5C1hGyerpsmRLBOipoDSWvCshY2+xHz70DphS2WzdC5UP48tFiDl5PAy02gHT8IKpY8UNWAQuPlaVx1P573IuhSYCFNVWqt2KbkfrQ5vPRX/GlXoX0T4Ajgm2+W1DMz7N8/r8G6p56+aZPbtawgaMWjD8/A901QuO6CG38KFfJx8xN4eS4IH41G1Uo5jdS4eT5R9wy0ngOUofi+iT2ECC3cgpzXXfxXDkD93rpAhl2JD96bV+d1UVHDJp3hsGTC1k0/fZ2w9UAefOAbvpreNkqzoWPi+18hozaywkHErLpB20j+7gm0P4eY92+UXgWJ1YjoguqI5xqNFRM4q2W1UgvgrJQQ2QjBWGL+dZS7R6C0+XwBrFoVY/asunloh48obrDujjsNoTkHY1tNGMR/bv2ckpJYa0Q0dCK8xGtoy8PPSeDnJNCWQiuNsmvUVoXGzfOI+pfi60+AcuBXmhr8zS4ZT+77I1CvHoKaeVfGA5VlzRS5wj0OT39K8G0HOdZtxPxb0PyRoR7yyLffx5Jmh6mr43sLKPd2qOuT4wNCYEeHgzsXPww6XPvMRzcjiqpDzgIB+IgFOcgluYixpyA3OinTj9LpmDdvDePG3ovvK4QQFBaGefalQ9lj58db3XZVAIuDDl6PR544KAPSGjo6lRWn4jpJC4AqTVYACRsnVojWJXj5um7QCuE3OUiFs3oMdtkvkJDIn/MRsRBy/5cQef0z/iydjRuu+4Rr/+8jtA4CQZ12xnhKSmI8+XhTNw1SU7V4nvzGUeyw49BWt2fo+JSVjgliWyRT62mpERKU3ROhloEnkLrKuk4gEpDzg0Dn+uiQrrpKdB0fuUYQXmpVt6VCULlxmGABDSCxxXbkOQ+3w5N2LHxfsdF6d7FkSTm+rxECpr53DPvt/RTxWGailA9bt4ivvzsN287aWZihnUgkXiSq/1b3ogaUwE4MAX8hXo4XBIxqgfWwiPcjsmwlKJBzcxFrHOS2/0YM2ikD0gdk7VOaY9+CI/ZFirFErEtx5P5AJs2VKoj5V2WwPUNHRVp9gk9u7UElAKHx8hZA8fbocPV5D9UasJKB43sj+q29xgsWzxL0kCg614dyYxEAMGxYD5554VC2nDCIHXYcwquvH8nGG/fLSNtVW2wvvfgTv/2W2kfL0HWwwuPqDlNJ8Nrx0UXb4RXlJmepql0sDVoGY7mxfSoNdvmvwW0hhRpeAVpB5ZK2epxOxfl/m8A5523FJpv246RTNuOqa3akuDgnI21rHfw7/eQpGWnP0PERun+dXNNWpUD4ElhOxD8RK24HOx4iiHCuw6DzFHhAuY2fp4kN9PHzNF4RSauNYKcrNlRRo9QCKHw9L6vP11GxLMkrrx3JLruty+ZbDOSRxyey1YR1iIStjPUxb24JD9z3TcbaM3RcpDW8Zrqt/c/S+LkhVMGwwIm1hS6xzurl1XO9Gl6JlqDLF2RG+CRZc06Vohe5zm11rgkqW5C1LDWefgetXYRwMtiqoSOR8F8l5l8beK7X+fQkV8RaI1gX+ISa45/aK2eLtNqtBjsq6g5a20cM3iWzD9KJ2X2P4ey+R02U819/bV1u24a45qoPefixiRlv19Ax0DpO1LsYV72dvFC7VFI1RiUDUfyavF7X6xadrJdqglVVbSVPeB0Fuf2h2KSHA3Aci2v+tXOdaxXliRS1W8aCBWX8Pm8NQ4f1yGi7ho6DXjML/fUV2L1X4Q2mOp98aKFEO5roaLArByIXRYgNj1M1J4t48pTWFlAhifXV2L/mkfNrCKlEEKlGgoh4aBGt129IHpDV5+zIjF6vFy+8fHida9Gol9E+7rjtc047Y3xG2zR0LGLef4l7DzRwaFT1wkOKYShde05uhhanQXqibru2hRiQ2SwFWbUr8NRvlCa2piQxgpLEOCQTMtyDi6teyXCbho6AF5tMxarNicbPQ6tlgWKrkwNEJz/GWoDuiaseo2aw2UAQrjxZicYSvonQuJoXfg/kuNsRg7bL3MN0AW65aRq9i26kR971nPvXN1lncGYDALz/7jxWrqy/mDF0brSOEV1zLmVlm+B6r4KKgy+DsatE8HtyO9dTn6H0b9X3CvpV/5Y6N0hteoGosZeSYjvkHg8i7MycSnYFSkvj7LTdwxTlXk+fHv+moCjzkd9vuemzjPtQGdofT82gfM1O+F8chS6fg7PUJ/SbwF4iiPwksUsE9kqBvaAYfrsRGYsTngdWqcau7EtkYXJkBhEgiUzuhzMrFxlzIOFALAS+RCcsnPD+tXq2CcuLCFvntsdjd1jee/c3BvW9haLc69lkw7vZeZd1M9r+H3+UMuv7ZRlt09D+aK2JJe6kJLoBce9WoCTNFBvF0x8kfxdAUbP7E9bAmhfeMOSOjyIKM/tZzZqPLUBpYns0tU06exCxziXmX53RfnLt+3Dkrhlt09B+KP8Pomv2qB5kvu1XB4qqIUgRIFyJ0AJlq+BwFpCMQ/E11Se1adfEuRTa01Hlk0G7yPz9EJaJ8Fmbmd8tZdutHqpz7a/nbMmMGUv43weZ8pmHocOKmPblSeTnmzRLXYV4+b9wE48FpohodEihBdW+dEDNIaufDCjj6CBCuRiLr38ColQ75KYZyznyXhy1LqryfwhnXUTujhlNKdAVOO2kKTz1ZI1PrRAw6d59Of/stzJ64nPR37fh8it3yFh7hvZFa0V00SZEfvWCseuDUHXPSbRQgABPQtgPYlxYwZjVObsi/HfQCqhwUEtz0KW5UBRDxK3qUFJIDTkJrIO/wtNvo/RCHLkrUpgI+rWJxTwG9b0F160JvDhh60Fst8MQbrphWsb6iURsPvzkONbfoE/G2jS0LwnvXaL+KfUMourMq5oG51lBbyCCpmmmxIItKbAmocrfAJkbrK/bwMI2aye2rv/FWkotwBpC8hgEPTPYkyDhm6TSXQnf/bbOoJKeDBJEV52+ag1aIBNWsBhWYCWSURlRKPElCDtIIr22b+5a2JyKkBGswsOwiv5klNoGOPP01+tdmz+/hEsv3z6j/fw+r4RPP5mf0TYN7YvnvlV3AnVFtVJb7Z/ng0xIhC8QvkDGJWiFz9cgKoD8YMHbyFh2rC0RoRFYPU5A5u1klNq1WLUqWkepheCrdMyY3uy6W2Z30B+8/9uMtmdob6KE/6gbHV+r5FSc/A8t0HEJtgr2lD2B9gU6auN9Ngvvlx4wvxjvl554S3rgRx0oDdV4GmgRzNk5AxBC4Mg9CFsnGKW2AW65eVodpRZgzq+rufDibZoVBbkxXNfnxRd+zFyDhnbHU6/WNz2GuhbGKT5DmhVJpTa3SX3lWpcgrJ5YRUdjFRzUZm6jWVNsK/2/NnC1GCEkOfaNGexJIkXfDLZnaE/i/pNE5c14Ebf6REcgsGIWIlEVnCLpE6uCsuqFsp+0/xeASDTJ2T3HPrMNn6bzs2J5Jd9+s7Te9fHjBzBh63XYbffMLoj798/PaHuG9kHrEioT5+GFVwQWF1ojFdieREYFwhNJV1iBUII6/2mR9JclabbYlHzo/RDCbEql4+wz32jw+kZj+3DNtTtnLAKqtAQDBphx3FX434e/s/P2z7Pz6fvx7vSB6LgF5SF0zE56+QgS83qRmD0AfCsZKyrpOhS1SfzUK1B6SyPoKKjKZJopDX40FLgkJF+7g2KI8f/XXo/aafj3dZ/WuzZiZDE5OQ7X3Zg560Xf12YsdxG09om5N+OqT4Ix1yrb3com1bKtTVvTSZPJoo9tQ3lAewHgyF0gZV7b5pKDLfZPWar0Mjz1LVob/73WoFUM7ZdVv/YqXiK24kjipZeh1cqM9OGpz4n5l6OZD5ZGheqGrpeeVW+nqWq3WCDQTu20IE0btVJmLpJgVyRVjtnRY3ojpeD5lw/LWF8Tth7E+hs0nL5La83M75by048rjP9eK9Bao701aBUEDVJ+Jf6CS/F+OwJ/zdMZe2+j7j9w1RsgXUgaT1Qne9cgPKpdB2rGca3TH0ngS99EcSwyaz3QFVm9qn5uStsWhMM2I0f25My/ZiZQjBRwzLEbpywvLY3zxecLWbmiaYsjQ8N4nmLlymj1mP3i84Xst9eTHHX4C8yetTwjfaxcUcmhE5/jm68XM+OXXlx615YQC0KkCgTEbPySCFQGJzGqMlQnpEViQTGJZcW4ZRG0rll+6mTAKaElfmkOXkkO3pocrJ8LkIXDMaRHqfpfjCNHBbls/3LWFjhOZo5tBw4qYM+9U/895s5dwzdfL8HzTC761qB1OVpXJn/XxLw7KXMPJur+G60zk1M44T9F3L8bKKHeqU9TQlg0m+ylYs1aVOSwOJa4vrPONVlHmc1UNMZyKv0jyRPPYssgCJDWGlc9TUK9gK+/TtazybWexcnSDkJXQpW8hFp8GV5uAq/HOmhLIeKLkHGBiH9NNP4mOb0/QoimmSekIvCnS1K9iavrnMrWXuiqkJ/0sQXl+IE/T3V5VaTV1IiMba50Xfr1zycvz6Gioq4Z2ohkQvhFi8obuq1FfDZtIdts9SAfTzuBcDj4qlqxvJLrr/uEl1/8kWVLKwDYYMPeTPvyJGNq2ky0SqB+O5PyJZ9w93Ob8MlP2zOiz1fss/0cdtlqEbr8a/z+c7D7Xtbqvnw9m6oc5lC9DK55pYPv6eo0ALZC+oElhrKTkY9F0xdLjty61TJ3da6/aVe23bKur3yP4kj174sWZmYse57m4r+9QzhsceLJm1Vff+/dudz13+m8+/ZcPE8hBFx7w66c+dctMtJvd2L6l4s49KDnWLUySp++ufTqlcOPP9RsML8+5Re++Ppk1hvTusXlvHklxGJVvteCwty684BAVO1aAeAuKUD5Apnr4q3MJzG/B0iFitvElvTAj/Uk0qcMIXUtBVhAlbWVtiFiLC8aY8stB/L554vqXBsxssbFT2VIz1y0sIwtNn2AL74+mXUGB3+XRMLn1ps/44XnZld/5goLw3z3w2n07Nm6NWB3JObdRNS7i2ceG8O7b+5Kj57z2XyrHzn8mJ9Q8ltc930KnNdavd5R+kdqohonNdmqObgh1t47EWu/SL/rbIlxacszSdZObMP2OUBxnWs59gW1XmUyZYgi5tUo0TH/JqL+ZbWUWgCPSv8otM5seoOujqr8CrXwYnwnTryfwg//gbIX4Ocp/ILg21N4ZbiJd1C6dfkilaqojhGDEmgL/ByFF/LRQgcHOJZfM5FaCh3xUDke2k5+k1cPvsa/2SPWla2St7vw7IuH1nk9clRPRq8XWF988lHmgkcB/PTDSt55ey4A5eVxdtnxUe6/56tqpRZg9qwVnHHqaxntt6ujtcJfdDkq+gH/uHdz/nXvxnzwYQkPvzSCQ87Zi3c/GxQEYVv9BEr9jtYVjTeapi+typLjGFACL+zj5vj4jqp2MdBC15zQhnxUjoeKeIGPnlh7PKfDIWSlttoxBIwd26+e68CFF21T/ft332U2AupVl39Q/fvkV3/moP2f4a035lSf7mgNf7/oXRYuaIqpuaGKRQvLOPKwF1iVjCK/fFllHaUWgvf2zv98yW+/rW7wdK+p9I1Ar4iPJTQb5PuckZvHP684gAtu3IlPf+hNYk0Oy/83GrcyCPiXWJNHyfThrP7faMpmDUJpgZAKpEbaLp4vqVxSSGxlPm55zemuVoDjIUbshhBZTd7RKXny2UOw7Zovx3DE4tTTA4uLxYvK8P3MWTWVlye4/75gLa2U5vhjXuba//uozmeutDTODls/nLE+uwtx73HiahKTX1qXi87ejrdeT/D8U3248K878p+bgk1BrX/EVz+gdOt0JqUXUz0pC5+0iqkGfKvWv7Wtpxr/fOVYl7dK3uaQ1ajISi8l5t+B1msIy5Pr2FuXJDYns8othOSJKAUeD6ask2c/iS0znXaoa6JjP+L/NhFNsGMb76fwa2d50RBaYaNCGq8oOJ2x2JuIdTFCWFhyUHVVz/8EX3+PJbfElpuxNp76gQp332AQSZVM7VN7d4lgV9dSQTm0ynTCZi/yQpNa3kA3443Xf+WpJ2YyaFABl16xPQUFgZ/Ue+/OZeJ+z2S0r7x8h4cfPZAzz3idZUsbNlfMz3dYtPyCBssM9fGWXYde/SBaB7v562x9HIlEcCpuWYrjJ/7ETRdOIzoIVC5AmEjoWqRcH0k/pAwGvtaVeIlX0SRwnAMQske9vioS5+C5r1NjdqFrzI4JzJCFK1GR5CaVoOYnpIzImIpc+TiOvU3jFQ1Eoy433ziNH2av4KBDx3DoYRtUlx195ItMfuXnjPa3085D+dPRG3Hqyak3oi6/cnsu+ntm8xp2VUpL42w+9h6WLqtsdGkppUApzZj1e/PkMwcBguEjeiBloDjO+n4Zb7/1GyNH9WTf/UfVOxHyPJ+th9zM/41fyAtz8zmip8UzCx2eWeQgk9tTD+8zjy37RUnEHBIJh6JepUirRrJQYQWWU7PJnKgM4UfDVA1yKxLHjrhooYgMLSR09GNIK2uGhZ2amd8t5Y7bv0AIwaVXbMfQoT2AIEjcsHVub6UPZV2kFNx82x68/OIPfJgmE8Lc+WfTq7c5tW0KCf8Nov6ZSbN82GmLw5jzc81h4JgNV/L2py+ALxA6SGPn2KcTcg5E6EKkDKwxtFa46nU0i7Dlbliivul43H+WmH9JzcFR1d7R2hGRq15rgVA1k7ZGg13XNTAdIXEeOU5DcZbahqwqtulw1QdUemfQsC9u25Fj3U/I2iWrfXZW/IXno0omV3/m3TxFYkDVFmuw6WOvsXB7Br6twpMIXwbpZS2FkEXkhZ7FV18T9S6pPmkNW1cQsU+o01fUu46Efx94ycHUkOurAiy/VQpt0PQB5Idua10jBiDYwT3j1Nd46onvG6+cQXLzHJasMIptU9Ba4/6yESJpraI1bHvIQfz0W2C6JtBce95nnHTybBL9agK5oAVaKrAUtt6PSOhGYtE/4evvk2Mwj/zct5GyV53+SmKbgyoJAr2J4GQWWVdxFTGBzvUaHsvNUGzzrE+wrQHNfEcMDfHrr6vYd88nWZxB94KmcMppm3HzbXtmtc/OymtPzOSoNJsEjWHbgsefPpj+/fM5fbenmRjKwwZCe63DuY/sU6furG8Ws/U2j3DRJqs4fHgFKxb34s9fR1ieCFbFltActf4qTugjiVfmAIKBI+aT16MCIcBLWGhLU9CnBJG0eoyX5aASdk3kXqGwQh5On3wKzn0QYWJeZIS7J03nogveyXq/8xaebcyRm0hZYm8UNe53V1y4DQ/fuxEQbDbvc+BvTHrwveCwB4IDnSprRQGCUeTbTxPz/4PrP0qVX09u6FGctQ7vyt2j8PXnwYtU86smiGuBqFGAqxCq7hyehjA3Ewkd1HjFDNJhbDwcuROFzjc44oAs99z0XYfujNZl+IkP62zkWFXxt5RA6mHY8Z3winuDTCq1noXQEqECnxmtVxNduTeJ8n9Xn8gID9SK64gt2hmv9D58by4VZQfjViZTNtnJ/HcN7b+I1u/J2BxslNoMIqXgnvv346c5Z5KX1zah3BvCN8Eqmsw3078HEjXzlIA/HfQzQmgKCzWnnJDDCX/pQaKfHezMqmREUwiUU0/iJybjLt4S5c6sds+RiQpiy3cjtuIQlDsLN/oYFat2ALcSJGhbBbkta5/GIkDb6Jw0G1RNVGpzrReMUptBRo7syfc/nsGtd2RXyazypzekRynNN099X2d41FYD+/TJZeddh7HxJqmzRHie5shDX+DYo17iz+EC+kmLXAQvvPQj6617B2ed8TorVlRy6EHPse9+TwPw7xk9+MfXxcSly8CIRia/SXwtyI/mES3LC1L1AD/8OoBXZvVm1tJclv3Rj2VzBrBmUS/iFSEqVhYQXZ1XSxqNEBprQF/yzzFKbSY5/S+bM3/JuWk/C21BSYlx9WsKC+aXEo39Vv1aazjy2B8BTW6uYpfdC7j2JgmqMPBjX0upDTJf/kKZtwWueoKaXHg+le5xlCV2JeG/hut/QkliZ3w9s64AmrWUV1H3Z7UVVdJ0uYlKbUhckXWlFjrQiW0Vvv6NcndPsqVwhuQp5Nh/z0pfnZkK9yTEig+xS0Vgji/ALdT4eYrIoiChui7cmso+HwMgE3Z1wnYlPXQoUDxkVGIlLLx8D21rnBVW0B4CLTRusQiCPgEikYxsbFmExGlACa7/JiCw5a64+ulWndZGxIOEnZ1a3oAhLf+46kNuvjFzyeHTIaXgi69Prvb1NTTMvHlr2H7CXcz68GEiQlWbIR148p6cfeL37LLDQhAR/B5j8ELfobVCVpkgKR2MVUuA0liVgfmh10MgPLAraqw3lG2jIn4yzQcoodAhDaInEXkNrnoInx+RYihaCzTf17gUNNP0GGwKnZkIEc7U22SoRSzmsdGYSSndADLNZuP688HHx5lgcI1w87+n8f4NnzIqbPFCSRwb2K8wxMOra6zeNt60H999Wz89W0MclJPPTpFcnqwo5YtErHqNGwpJEomajUNHgG3B2QeNYq+d+nL+LTOYt9Jl371GsM93P1MQqURKzaK44NzZDhV+8He8cEwF+w4MFB3bccnJjwGKnIJK7JCHsBSRLben6EiTcq+teOP1XznikOez1t/Djx3IwYeun7X+OiOep9hs7D3c9eiDbDh2JVIGiu1t129GZdThsmu+AAS22AHP+yTpyuPXeObpZMRFdE0siirXvSbFpogQllfg64/w9KcICrDEODw1uebEtkqZbQb59kd13A+zSYc5sa3CEsPJs5/CFvuxdrCptiChHiTqTaoOrW2oj9YavXIa1goZmCNGBH4YfKmILAqiEKNBlEzDKg9GUHUgGKXQ4aqopqByFcpSwSlQlc96ctSpMHUGj3Y0wrWQcYkXe4yQPI7CyBcURj5HiXmtUmoFuxilto25/Mrt+ee1O7P7ntlJ13D8n1/hjdd/zUpfnZUZX/7EgRN+YdX8HJQtcC3BU6+OYJ+d/giUWgAdQ66ZCckgM1UBnWRM18wYAvywAJ08la+aP6t0W8evY1AhtUTGJMJbg+c/TV74KYoi35Ln3IeW3wUNrO3f00Ry5btGqW1DIhGbdz88luNP3IQxG/Rs/IZW8s3XSzjrjDdYMN8EkUrH5Jd/4pMKF0vALQPzOKdPDm+W1XXlmjmjaUotwGpLobRmse/VsTqsrdQCuBomUkyPyZUU9RzCh9+fxe+Lz2Piej14Z7lm5qoQWgneXCaJ+jU2Xo/NjaCTxlduwiEeswBJtCyfitX5+KFio9S2MXvvM5JHHp/IfgeMJhxu+xPxv53/Ng/c903KNIEGWLhwJeuP/YZEXFab6E/7uB+rVoW59B9fJGtpPP1hrQm21r/aapyuNUFX/UgX5VgDxEioO8i1r6co9C0Fzof4+rNamQg0zbWODHFVuym10AFPbGvj+d9T4WfHNNkW25PnPILWykThWwv9ww3wx+NJ3ziFzvMgRGBe6NRSRIFET4XXUwdKq2cjPY2fv9bpuwbpb4BtbwyrPkS4QY49P6Lx1gpGJVwBQiCw0NZAsDWapTQ1IXTDWOTZb2LLEa1ow9AcDj7wGd6ZOrdN+6iaFB57ciIHTFwPrYOTXEOATqzG/fQgbLUMLFARF11AMI6tYE6sDtovIN5LBLaNvkYoiRXTqBxR80YrQFpY1q4gQ7BmCqARgJcjktZQolph1VqjLR2c+Dqj0awEllGtFTf7pBYsNiPPed6c7mUJz/Pp0+OmjEZZbQgpoV+/fKbPOIW8vBBCYP7GtXj26VmcfMLkjLY5oF8e108cyzszF/PYp7+nrSs1XBTuT79++VhFEUqWVPL76nJe81ezGJeTekRY4SteLUskh7VmaI7m/s3LQWi8hANoiopLyO9ZgbQ9+p5xKuFNTNCwbDHpzi+55MJ3s9LXOedtxf9duzNKaTMn10JrRVniGLT4rGk3KAjy4amk34GopcxC1amtFBOQrIvHS0CavLe1gkcJRgGx5Po6UbdOsqum0YNC5wOEaL80XR1asfXVT5R7e2exx37AUiQjyXXuwxJDs9h3x0QrF94eH5gE53tJP3INdvLnWm6UiUJQBcFOoBIKtEaH/Jp6HkH2ZA2RxRZaCLTUIANTZK8geQikQfhBwvbqFCCO32xziPoUk8+DMO9miP4IRbsgh1yDkKFWtmtIxwXnTuW+e75uvGIGcBxJbp5DRbnLiSdvyo03724mU0AvfBb909WoYg9ydOCXUxUbKqnc1vah9wtkMC7R4GtkTOEXWVRFehEJHYxVH+wYKOEH49VKKsqOqFFsdfLkV4K2NdgpAkU1A5v9ySnfHb3oZgDkoEsQxSboUFvTq/BGXDc7JzC9e+ewenWM4p45PPDwAey8y7Cs9NvR2XarB5mZ4XRMVVTtWzW2oD1J9mGoFQ5cCXTglhBFcZO/iH6WZO+8MO/EovyRgFypuWqUx4b5gR8tBObIw8b9RDjHJe/4K/GHPI2n30WKMeTatyBFvzZ5PkNAW2yOpEII6Ns3l2XLKtlhp6E8/tRBFBVFGr+xi+OrHyj39m36DVWbv7rWay2pib7WfJPhYIO6ebekQrIBud6VsPCf4C5H9Doa0ffMrG9KduijSSn6A9k0MQvMdhRzqHRPQenVWey7gyIssHIgz2u4vNYYcgsVXk+FCnkoFDrso/N8sEBEBTIq65gyAkgf/HCwwBZCYpWLwJzZCwLW6CoziNrO8i1/GCyGwR+ToPxLVFkFavGr6GUPtbJdQ2Osv0HvNm2/9vem6ypK1sTxPMW9d3/NNVd9SAfev8sediGEdaDUQv0Fay0rJy9f4IdASVCWwuvhkRig0LjIUh8ZVehQ1SDW6KQpsbKDdoUWiATgqWqlVpDcxMpAJHMAW2+GnnchOroIf9Vy/F/PQyeabnppaBmj1+tFttYpK1ZE8X3NiuWVHHHIc/z808rGb+oGFBe3nVJQrdSmMmPUUKgt+uHgJU2NhRCsxmMpCS5w+nO87MfvlRaHFkW4Z3Ae9420WT+XaqVW2i5Dxv5GbkECKy+MGvwZrn4BzWp8/TlRL3s5L7sro0ZnLx6F1rB0aSVaw/8++J2TjnuVWCzFmrIbIURB45Xq3JD8qcAud3DKQ9hRCTrp19eSNbKfKTVQYMtN4I+L0NGfUSWlqIV3QtkHGWq/6XRoxVaIInLte4E+bdRDqqitGsWvlLsHoHVZG/XdsdAVP6GXvoSunFPnuhASxv4r+QK01Chbo3WwUK2yIvTyNYn+Gu3oIPppxKvZORKgwxoVVnXyZSUKfNxIcpErA9NFKQTSFcloyApQaNsDR7VsMawB1Qs8cFYK7EUz8dyPcWf0JvHFIEpfXZ/Y9O9a0LChOZxw0qacdfYWWFbbrIgLClJHYL7lps+45qr/tUm/HQ2tPPSy99CL30B7a5nr99kNemxWUzdwmQ9ObWsFOXSLZGByLAPrCRWuOZ1TueDna1REoFD4to9ve/i5ChUOLC+wkjbNyaNaFQq+C3zbB8drmdWFBpQFykHEIbTUQi++Dq88hPvZIGIfDaNkymj8pbOb37ahWTz21EGM32Jg1vuNxXy23epBvp/ZNieVHY1FC8t44vGZTPtkfr2yG2/enVCo7XwkG1wYJhXeTVQBe/i9eNMv4VG1FE9r5uoYd/tLGCJDFGCRJyx2lj0YZYUJCUkilovvS6TURLVi3W2Xk99vDey2EM7+koS6jZpdcoWnPzebkW3MZuP6c8ekvdsse0FhYcNWcFrD1Ld+45ADn+02f2NPfUHCfxGl6268SrEOYVnLr7xOZOLUCF/WGi4CmZDp/WlTClYrwFSLyQMfnNUSlj6H6y7D+7wviWmDKH15fRI/fdXK9ptPh4+r78jtybefodxri1yzbtpSzUI8/SmO6NrmbXrle+gf/koyMSx+7zGI3AHIfudDaBhalEHehnjWTKLr+oECWgk58y1E8lTVT5o2Vg+stWdGQWCGLGr+qXxQBRpnjahlAqkDU0WhwSUIPNXS7RcP0DaCUqxyGxlPihd2EeuXYH8nybEUlR85RHaLIiM5LezI0BiWJbn2hl2ZN28NU179JePtl5amH8v33fMVV12zY8b77UhorWHGBbDsveB1uCe651Ao2hwx+AzQUVTxGHTZzySKSlF5QfhFq0JjRXV1HAodouYIXCcHda2gFdrRaN9DR3S1WZQf0ghPYEerglYEP/2QF/wuqlwJWvJggGchCOQNrbKTiriGIVHk0koiIR+1pIjKj2ZQ+KedW/weGhpn5MievPfhsfTIux6V5Zgwnqd49ulZbDQ2u2lLss2vv65ix20fpqw08HXbcGwfBg4o4KxztmTnXYaxalWUbbZdh/99+Hub/A0U1DN7jGjBDn4vSoTLS2IZOdoijuKFxGpc6RNBEl4rPolWElBoDWvWFFDWdyGHHvoVtq3xh5fhbbEqWXHt07tyfP05tpiAoe047oRNsCz4y2lvZLzt0tL0qX4++t8fzJmzmpEj2z4gXXsS9+8h5t8QvPAjSDbAkqOIWBciKARygSHgLwAlA8smodJaNmkZrNWraJExoybYZG718WYFdplEVHkXFXuIkWU4cwKdoPK9Hwlv0do+mkeHV2wBFO1nXiba7LS4fdF+FOKrIKc/etGjVB29ajxEyUy0NxO/8htEZH/EsgfRQhPboGagqZwgUBQS3J5rKbW1TZmo9XPtjcHavgK16ionGGxpc1umfbjgcYSu6bAquBtVkdFzfIQAK+wlA+GYfMbZYN5va7LeZ+Dfk9d4xU6KTqwAIcGLVSu1ACK+Cr1qOZROR6NRlU+CvwqVo1F5ya9+IfDzQCQUbm+FdkDEBUJXuQfUHqTJ/kJrzaIpxqgQIphhpEa3xPy4yuAjYVOdzoAGJvEcP8iAEHZRleXN7MTQEpTSWVdqq/rt269rjmXPUyxYUEr//vk89cT3VFbUbNbNmrmc2d8v5/335nHrf/bkr3/JvCJSB7HW7xpiQvOOvQIlIEdZVAgfLWC2VcEAHaIMxR8qzjoiOKmzJNiOH1h3CYjllfDIUsl/btmav+z4O0duNDutybNOF/TGkDHm/LqmXfq1LEFxcdc8TNC6FE05ggHE/XtqlcRQfI1SM1B6AWiNz6fJNatN1RGP0BKt07jfrTVeVKgFX8YtOeFN1ZQS1bKjgRyFECDDHlTE097bFnQKxVbQFH+SgeRa9+DpZ0moJ6i2kW1Fr2F5FrYc18p2Og5q5UxY9ARa/QJlv0KpRuQNhfCaunqp0EFMf5aiVz6LV6Rwe/loizoDQYU0flEDHVUNGA0iCjIh8ItSD1A/orCjVvVrFWlK7q1UDwkkLISUddpQ5SEsJxG4IkhgUQ5ag1cZwsoTyNz8FnRmaC6Dhxbx/ffL09Y59PD1ufm2PRgz8r9EK5M7+S2ImFtF79653Pvg/i27uQOilQuLXoElb6LjC8D7AyyN6r1rdVr2KpStEFLDmo/RzkrcYo1XuNZbKQR+RKGTs4EOeeBZoAXK8mvySkeTPrIpwh5oW6OkQlblr3b82pvKzXxIwAPhO8GBMdVqLf7qELJHMFkKT8DyMEKAFw0RGTyghR0amoNSjR8R5Oc7/GfS3kQrXc48PTOK2D77juLkU7vOnDxv3hrumTSdzz9byE8/rqSsLEGPHmEGDymsF3la60D5/e8dX2Zf0Kp5NPkynlRqIVh799MhYkLxsLeCHWUBW1h55GjwPYHlwKixv3DwB71ZGS1AacH5z2/A2M2WMmbrVSm7tBjfts9kAGDYug0t4uoybnx/Hn/6IE45cQqffFTfNL65OI7kzrv3oVevrqHYaq1x/Q9w9ZP4ej6aXwCNZHM00Qbu8PH1V9SOWCyas8CxwMvzEL5AW6rl82yGUKvDyMLk+loAi8NoDX5lCLtvj6zL0ykUW0ts1IRai1B6VjLgU+u3kiXbEbbObnU72cZVU4m6N2IvWIEzPzAzRFsQ7oeuWBoMHstH5HkQ0eD9hsJHJCMRa6mD6zIwC44PKccv8uvb/StQtfcbao/JWnV1DoGZchpUROHaQW5bbbfQNEKT9DWwA5/etXe0fioisSiC7F8JZRZydQjtWviVDs7wwS3o0NASjvzThrzxWvpcsy+/+BP33L8flifSBzFpIi+8chibbta5FJ5YzOPyv7/HJ+9/zZkHf8Y+2/5GUX4i2OSLOgg3FlgJewJtS3RPF9RbqGKJXG0HabEcjcgNJj3fmUF0qKqOSI6rAtNegIRXd4NKEERBhzo+P7rK3SAVAvw8D+UFmqi2Wug/pQFfYHlO4ANcrdKKYHH/xhDkyBJEyEcuD0HUwo+FsCMuzqiNW9anoVnYtqR37xxWrGho0RZQXu7y9ptzmLDNOhnps2/fXB5+/EDC4U6xbKlm5ndLOf/cqcyauYxYzMPzgs/zgIH5LF5U38JgzZo4a9ak3vz7bU5qZTBbVK2wqg6UNlQF7C6KiQsNWuHYPj2LowwZtpi+g1bgOy7LK+t+B3+/Ko8xKXuIIITZbM4GBx40hr/+5c20db7+agmrVkZZmWa8N4dLr9iWI4/aMCNtZQutNXf9dzr33zONI479lP0Pmc3AQeUI4QBFwIp69yimp2mxlkWCAC18hA40VE0TgqVauuVzbIbR7/fF7+EhesTRqxxkqY2fsNEKQmM2zbo8HTrdT21KEiNpXGHNgQZ3R1qGYARh6xgS/lMIUUSOdTWWXD9j7beUaa/+zt0XfUYkz+biu3dk+BZBxFnP/5wK/yjkaknO9JzAwdwXCCHQyQgxIuwFuzuyxndVCPAL3MAVjsBnVoc1WmiiQxW66oRGAy6E1gjcIp30xcv+89dDgYw7SdkBdN3TZQ1M7ov+tUcylYFGa4G0FYnKHHpeci8yv2v7eXQUnn9uNmcf8wblMr1PbK/iHFaurjWWW3FiC3D2uVuxfHkFX36xkJ13WZdrb9il3RfIWmtuPukjvv5gIZtt3Z9z7tueUG4g0/HHvMyLL8zmn6d/yRmH/IBMZs4hJhG+hfYFJCRaavS6lcmNKECALBGIZJAuLTTY4IUVseG1vj812GuCQG2JPk0IzNbK97+pCE8iXKvWWKZ6k00g0ErDnaPQSgTvh9DB71Kj15lA4bGXmXynWWL8xvfwyy+r09axkrkWM5X3tqDA4dobduORh2YQj3v8/bLt2O+A0RlpuzX89tsqjjnyZSorE1x0yTb86Zhgg6WkJMaode8gFu16ri6FyiZP2/RVIbanmLAQKOGz0fBl9C4uY8Smv5FbEEVrSFSEOfr9gXz7RyECcGzFhy+/xMBtG/785FpP4VhbZfeBuinxuEefHjc1Wq+4Z4TVqzJnHr7r7usyfvMBvPTCj4wa1ZPb7tiL/gPafzMj5t1HQj2GYAC59q1YMgiUd9d/p3Px397hwEN+4Za73ieUXBdrTWaixGvqRnLskNNYfdckAOvBYejVOdXra6Uk0vaJx3vR6+8PIJxsZrfpRIptaWIHNAvaUQKJoBcFzqcI0X7n/t+8u5Abdv8AB4lC87tTxpsLjyevl0epuy3oUtAQ+bQQe2kYLAV24GAqIm6QegeCa9Um8Rochc5R1YqtW+Dj9tWoEMEpT4caZBHAgWTEapGwEFVO94BlbYMV2om4ey3BIOxHzm+HU/nKWwjAjTmsmNufeEWYYZeeROGWTbEIMGSCpUvKOXHQc3xlr6BSZnexJ5N5zaUUXHjJNlx2xfZZ7X9tzt92CsunBZ/hclxG7tCTf3+wH2++8SuHH/w8oBk+oIxP7p5MbthHK8CToATEkzu7OT56cN3FhqgUCJVUbNHE+/tBJOMcOtg4BugDeg1oN1DKY04dk6xQ5F8k3GfQOohcbolDEZPnE/95NUJqKlYUsnpBb3yRw8bPX99Oz9A9OfXEyTz91Kx26VvKIHeqlIKvvjuV4cOL20UOgNLSOEMG3FrH5/jlyYezy27D2XPXx5n2aXuuWzLIWsGkemqbsaqQUSqfAtui1wCJW1rJqCFLGDZiCQOGL6rOiStz8xDHncN/r7ud1WsUx+4znw0O/DPR/H8BdecBi4PJDzWuaBkyR++iG0kk2sFpPollCbbbfgiT3ziq3WQAiHq3klB31LpSQKHzDfPmlTJu7D34viIn1+Odac8xZFhXjedQSBBYt6FDQkFIHhOYXuvHAZBsTHjaGGKfzERKiJVFWDFnAImYw5iHriZU3Lipe6bpNDY9tpyAq55vRwkUmuVoyhD0aDcpnrj8W6wqB3Ogpxfh58+XM3bvuUBpsDhcZQdKbRWKICGlrLWurYr3lDylVU7N/oaXp4gPq4l42v6LYYs8600Q5UjREykGUxbdAa1jaFF3UhTJ/8KhY3HsvdF6MVKOQozNoXD90yj94H+seOlzdKFgyOl7GKU2y/Ttl0eudBjlFzFDNtOkbu1AY82kauGpteaHWen9fNsapTRLp5Uikw+Th83XXywB4N67q8LjC84/ciZhu9aCw5NJw5Xkm+AmX1eb3+tqpRYgOszDL0y+6ABbmIKx5Nn3o1mAJUbhq5lUxo5HY4Pw6/kZSZlPXt4zKPUzYCPlcMRRAnvVCpY9PpmSefOJbNCbIecf3T4P1I3Zfsch7abYVvn4+r7m119Wtati+9AD39YLpPXsM7MZv8XArqPUAgN0iB3cXuRhU47PES9szcYj+6AV9BtbxE//eIEVH/yO9jVS1rwhQoBWPr2Gb8Lld90BlXMgZwjC6YGjjyPhvUtM3w6swREHkmNf0H4P2U0Zs35vvpvRfmm0fF8zq5HYG9kgoR5d60oZmhKmvPpz0upEcPARvzB4aFdSagvIt95Ci8VIsQ6CMKXuZinqSiBCrvN3lD4FrdcgxfqIHW2sLStYM+VNVrwzG9k/wsi/HNouSi10IsU2JA/FVS+SCf/ZliGRYgMETf9DaV1JQj2G1iU41iFYYkSrpSjul8NiSqpfKzRDNylGUlFTqdbCFiWCz6KlguikIhkh2BdgafwchdvXxy/0yZlvBdEPB9QyTWx3pRZyrBuwrbXeOx0DdBA9TggkDkF+H4dQ5DQApOxD7RzIwnYo2m1XinbbNVuiG9ZCCMFOxw7npUd+ACCkJYP9wPxojlWa+vO2dtTtFn4uq04QdttjeLPu+27GUp5/djb9+udz8qmbtdqMWYggiJlWunozpqg42Izq2bMmoIZjr+1ro9F5PoQS4AlEaQi9KIzun0DlKRLFitBygVMiUJauUWqhncZybdOlQgqcJxEij6pxqXUsWUuAtlFCI5MO8tLaCMveESEElrVenVadnr0ZdPYJDMrSUxjqs8eeI+jZM8KqDJonNgcpoaAgzLhxTfefV0rz5OMz+fGHFey+53B23GlYq+UoLq4f3HLLrQaSm+tgOxLPbb+TsEwhNBziDay2itr+xFHsPnFUnToq7gZWlAJKVxbRe1gJdvLUJ2+v4CRO2HlQWOMHL4Qg7OxGmN2y9iyG+px86jjOPjO9n21bIgTsvW/z1sdLFpfzwP3fIKXg5FM2o08GMh8I8tC11teBpWZRHRNpx1F11iAZM0VuFyR59hNYsj/QHwClV1J/FzzpykgPwtYxwZ1iMIia+DRWTh69DjuEXocdkhXJ09FpTJEBPPUdFd5hNJZ/ti1wxAFE7KuRokeT6mutqfCOxtefE2iWYQqcqUjRusT2qxZWct4Gk1FlCg/F1mcN4+z/bAtApXs+rnoZPMid2hMZswANRVGEE4TfroqqpDVUjo3h96p9GgTCI/CpzcZATams9CLHug6lZ+LIfbDkevVuTbiPE3OvAUDQh9zw/Wi1EmmNQsp+WRDe0FJ8X/HYpV/zj1s/Yj2/B5FkSL/vrVUsk7E2/ew5Ickdk/bmqD9t1GRfzJ9+XMF2Ex7C8xRKaQ48aAyPPjGx1bJMvn02z5z3LQJBRdjj1hn7MXR0MatWRRk75i7KyuIctMM8HrzkI6QED4HId5GqZgyLhMT3JJVbRWsiI2oQiSBmXNa2LrVoMNhFSJ6MEAMAn5D4M1LW9bXROk5F7GiUmgmAYx9ByD4CrcuwrHGIZOoQQ8dkwfxS9t37SebOWZP1vseN78+9D+zP6PV6Nfmea67+Hzfd8CmWJVBK8+KrR7Drbuu2Sg7X9dlmywf56ceVAGw2vj8ffnw8AI8+PIOzzqgfEdqywO+IbrfJRXq9Za2Ar98+gbnvLGfo1r0YtUf9zYSS7/7g+/MfQyc8RMhmw+sPI7cohizsid0vMwHEDG3H88/O5sTjXm2Xvi+4cAKXXLZdkzeMKyoSbLHZ/SxeVIbWMGRoEV98fTKRSOsmPM//igr/SALzeEHYuoGIdShKabbf+iFmfreU4SPX8NbHLxLJCQZw4N7Uqm6zimQcYetIFIsJicMbXC9XepfjqicBsMTG5Fj/RrEEW2yMEO1zCtscOpViC+DrXyl39yLbJ7c51rWErCMbreerxfh6FhajKfd3WquNfxOyWr+b4SV8ls4pp+c6ueQUBLladXwVetbNaH8Brv0bIqFwKkLgrwCtghQ3tTSGytFxvP7tOLNqwOsBlAdHyFbVKbEk17oXx9ql0SZ89RNKL8KW4xGisNH6ho7F7X/9lA8mzQle6OB/c2UZc+2ymqjWbWAKv7r8Iiwr/UyklGb6lwuJxXy++WoxV17+AVXflJYlWFV2UUaCFJWtjFO2Ikb/UYVIGbSnVr2PXvYUP/xcyeefCbYav4ox6y2BaHl1SKUqk10tNeUbee3rNqAEwnVAKLTlVSvYgkEUOG8hRG7a27VO4PtfgMjFkpuZ4E+djNWrY4wbezcrV2b35PboP4/lrnv3bbReSUmMzz5dyOj1ejFx/6eZm8ylbVmC40/clFv/s2erZdFaM2fOaooKw9UnR4mExz+u+h8zvl3Crz+vorIyQSTHYeWKKG4HPcXdLa8/vVc6LBNxPg4tJ5HcrLrw4m244uodGr0/vrSE8l+XkDeyP5F+HX8BbKjLO2/P4eADnst6v2+//2e2mtC4/c2PP65g3tzVRMI2B+z7TJ2yDz85ns3G9W+1LFpX4utFWGIwQgQbsb76iZh/KwsXlPH+u4qhw8rYevslINo/QnlqQkBirWsR8uwp2DK9xZrWGl9/jaYSW2xZ/T50FjqNKXIVlhiJLfbE022coLweEcoS+6D4BUGv5PF9jemE1mVUuv/Eo+pLQQC5oKJYlcHpiSwY0qwedeU89KLHwF+NZ09HeItB5CL7Xs6g9Q+rqedGUW/vj7DKEAQfZzwBuS5VBx5BapDkyleC36OtJtY8SJpFC0aj+R0oxmIzfGr9zXR/BCtJ5gVBexJsQX7oDSzRNDNRS66HRf3TXEPn4LjLN+Pj++fixRVByCDJaFXEADePuFCUiQQ/W2tqTg9qKW6D/FxGeAXEhM93zmpiommbNOsOL2LKs7P54spPKPYUvXcewnEP7FNHmfr2m8Ucc+RL/PFHKQA9egQ52fr1rmT0umsoi6/bLOVLaw1L3oJl76GsGCTeA+0hwsPJH3U/Bb1qrDj8P15CL78YgPUHwfr7C3REI5c5COUEgd5yfHQyIbtXoNvIbaBK8VcEY7oHsAzYApgDLK2uKbwcwA3cAjwbfLBDO5Pr3NqoUgsgRAjb3i6TwhuySHFxhAsu2oZLL34vq/0OHFTAn//0Iq9N/pVIjs2ku/dh4sE1CWR8X3HH7V/wjys/rI7KPHhIYbU7gu9rhg1rnvK1cmWUSXd8yZw5q/j151V8990yHEdy/AmbctNtu1d/L2it2XHbR+r7Da5Ze6HZ9uQXOJSXBVZuI0f2YMmSShCKiQeN4fFHvweCE9lhfQsY8nvgBjFM2/SPR3jfWca1T+zBIYdt0KS+wv2KCBuFttOy2+4jGDGimDlz0kc7zyThsGT5ikrWG3Eny5ZWMHq9Xrz9/p8pLKxRphYtLOO0k6fw4Qe/A0EeXCEgNy/B2E1XsHhhIYMGFTSrX9f/Glc/hVZxPD4CSoCe5Fr/rROR21e/Uu7tCyj6DYIjj83AQ7eYKmXVAoYBfwDrIihCUyu/teoBck2dOwVDyHeeRYq+jfYihMAWnTePdKc7sQXw1BwqvN3bWYowgh4I+qBYTrDoW+utVJLwfIGzXCK0xO+1CZazA6JoY0Tv9As5Xfkb+uuDQCegKgVPkYcOBetXa93XEOEgzYE381WshZfXvV/4iEhdedxCH20LEoNcVH7m/uyOOBVBJSHrKKQYg2YJgrw6p6haKxLqPlz1KYKeeOoVhOfUbcjuR2H4fxmTy9DxufekaUx96Fdk0s9Uo1Fo1kgPjeZLe1ldc3Wgpw6za6J/9aWKkMcbcmGT+8wTgqt6F1BkWfzhejwdgbiEAQPymfX9ciorvXr3bDJmDff/ayojBpcRjTskco6lZ89i6HUAIpTex0//Ognm3FXz2lJQ5KGFRuSMQW5YY/7lvbcXosdvdRuISUSlVf3+YIE7OIEKaRJ9a9J2tZ6ROGILpBhI2DoRkGiWIeifzNUXoPRCYv6taL0GpcvR7jegalKFISAcuZiwfWKmBDN0cFzXZ8jA26goz76bUBVCBMpuYWEY1/WZN3dNdc7YVPTtl8fxJ27Cuuv24Mg/bZTWkqOiIsHmm9zHwoVlDZbfdd++HH3MWABmz1rOhM0faPnDtJKTT90M11Xsd8Bo9txrBCtXVOJ5in7966ZTefnFH3n8se/o2ysP9WAJEV0348MHkeW8O/9EevVufIPK0DV4+onvOfXkKe0qQ3FxhEjEZtA6BcyZs4rVq+L16vQf4HLzpDfZYZfFKB9WLD2YwYOHYIudsGX6fOauep9K76QUpWEKnenJWBBQ4Z6Dpye38olaikVIHgdYhK3jEfRDswhBL4SoicWhdSUx/zaU/hl0Lp4/NbCChOoDAYu9yA9NapenyDad7sQWQGbsWNxi7VDzTSeOZim61slFPaRChSxkPHibrcXfERv6FZFvwrDB/yEGHdTgbdpdiv/LaQidqDI4BEDEJSRPanR8TrVii5BoVybT+iR9ZBxd7wAnMcjHL8rsSa1gIDn2hXVSIAnqL/SFkISt0whbp+Gqt/H0K2jpB9GaAWQ+ec6dGZXN0PHp0z+PMBK31qZQ1W8KXfcUMmlu20uFki8Dg9yChIMIU2O+XLuhWkpxDpIt/SJ+kBW8WxFnYkEOd6wup0xpNLBgfsMLVoBZvxRStiaMGFBOruVRuuRJnp88kEP2egg2fA3hNOzn56o3YPEk/GHBgt9Z6CBdifYFwgZi89a6Ibfum9AAWmpiQ/ymmx4rAX5yfEpVM+GtRdg6kIh1Zp1rgsH16kkxiFw7SMdRkTgFT9aNxCztbQlZJkpxd8JxLEKORUUr41/k5toNbiw1Ba1h4YIyFpJ6HK/NsqUV3HjdpwB8/tlC/vPfvRusF497HPunl1IqtUCdSOtVUZvbA8uGc87fiqFDe1RfS6WYTjx4DBMPHkPpkihXPlDXv3KpE+PvD+xklNpuRlGP9jc7Xb06cGtYvDh19OElix1++7WYHXZZjLSgZ9+X+Oc/xnPh5XeQZz+NLRs+cfT9H4jGL0B6EqFBhRR193PiKJZiEVgOCjL/+RcJCC+QyLjAK9QkBjacS94W25Fj1z20EtT3Vxcilxz70kB69y48/S4oDbLKdWkIuc4VGX+OjkoncnmuQTAIW+yRgZba3sc0tKju3oGMS7xePixO7aTvL7kU4vNrIq3V/qkBLEROTThuOWwDVB8PIj44ClWYCMwVa82tXq6PX6jqttdscimwvyLXfhBLbIct9ibPebzZeX1tsT1SbJjMsethO4dSlPN1o7tshq7HtiesS3F+uDrukAAqRKC0Wci1AwKDgJUynnwZnO6uEvH6Sm1VY0nGqDz29/ryqbWGZTLBW5Vx/rOqjNKkUtsY4zdYzmbrr6x+3b9njLtfGAPeaiid1uA9Si+k0vsr0U2ixIe5xIe5VIyPoi1Ndb6tggl17tFjtyXRA/wQ+BFw8wJFtmqCAoiNbIbyoKlWagUCoSxQAosDKLBnEZZnYImtCMu/EpanNb3dJGHrZBA22lEoWxLJeZT8yIOdzifH0HrO/9vWrW6jpUptJnjqie9Tlt1+6+e8PXVu2vtrR1ofOaqYPn2yoxB+8PGxfPnNyex/wGh2231dXp58ZB2ltikU9s9hq5NqgmgN2qwHj5YezRF/Munwuhs77jyM9TdoekC29sJxfI49eXb1a9vWLF+Wwx/z8nHVaw3eo7UmVnE6VmU5VlQiYxK71K6jCgiKkbU2dG25U8ZlDy+UWJUC6Quc1QJnlQDWpdCZRY71LywxAUceSY59a7PbdqyDkPQK5nrPIiyupjD0AVI0PXp8Z6dTntgKIci1/0vCf4OYOruBGmGgvulCe6BtjUbXBHtxNMQERAJHea1Lifn/RbOCkDwMW06AxBxE1fxeHRRGB351HojEYejZb8LwPREFA9Cr/ovOS+AXafCTwUn95K0aEr18vJ7J068WK7U9KLA/Q8oQkp1wWjHYhYiQbz+Ppz9FkIcltmhxW4bOTd+RBfzzx315+aIv+PX5+QjPYg2S1cpnSTgWbM5ocBD0UTnEhM8qGecTexkjVAGOtlgko/RWEVbIWsFrqk4zNfRTOezs9+RLqxSvlhr7g9v0ja01ZfWj864uSab5SJoie95XuO6zCFFMOHw6Si8EFLpWNhCdo/F6uMGhqVsEleNQv7yKGLEPUIlrP4DfA7xiEMl9R+mDwMfL94gNC9wRgCaP5bVzw9riKPJC/wQgIi9sWiMpsK2tKBBT8fUPWHIDpDAJeLor55y/FZtvMYAjDn2e0tK6vqSFhWFKSzvGnJyKddYJXGc8TzHpji+ZMWMpu+w6jD8dM5Zffl5VN3PVWmy/4xA+/WQ+ubkOW241iIcfnMHy5ZVtKq8Q8MOvZzJwYOBb+MQzB7eqvSPv24Itjx1GvMJn9C59scPN27A2dA1ycx3e+99xPPTAN1x68fv1yqWkXt7m9sDzJJUVDrl5bnVU4jWrw/g+1dlH5s1bw+23fI7nKc46ewtGr1eAVkuQvqhlzKWRrkRZQUJ4W+5PQj1MSB6OEEXE/ZvTC9KCoI0iXndethIbkOO8ihCCkHUUIeuo5jVYCyn7k5/zBp4/HSkHYsn1W9xWZ6VT+tgCKL2KcvcgNPPrlQnWRzIEn7faQbK6yHJB7uww0hV4BT6VI1zyf1wPKTWEelKxfim+/CFZW5BvvworJsPcB8Ct5XeYpyDXQvy6ISxfEsxqTh7WxMfxlp6GF5oJUoCvsUs1wgdZLvHDmsr1ayKVtpSI9Q/C1p9b/X4YDGszb/IcPjrrPdDg+YL5K/LwfEnC12x13QY896/vcStV9fzxhb2M1TLB+EQfCpJ7cwk0v8syFtoVNYvP5EI0V1vs7PVjjRXlE7m6xZs7Fxz/DX8/+Ru0Elxx55ZY0uKfF69Gy3J0wUbE8t+lKlq7lGPJzX2AUncXYEXQQFKuyB8SWdEPMcsG5QdRy4fvjdj6JMortkdX+ca7EhmXOKsEMqqJDffQTj2x0qMBT1JlnCMoID/nDaRsPICEwdAcfF9x2MHP887U3+qVCQH/d+1OXP73D7IvWBPo2zeX4p45WJZkxIhipkz+GSGClEB33bsP+fkh/vynl+vdJwSMGt2Tn39ahWUJtIYpbx7Fa1N+5r//md6mMh9x1Ibc9+D+bdqHoXsy6/tl7L7zY5Q34DP/p2M24qvpi6vTW7Une+wzlzsfeI+cXJ//Z++s4+Qo0j/8VMvoepKNG/GEkIQkWCBIcHd3v8P14Di4g+Ow4+7QH+7ubsGCEyzEXUk2yWZdRru7fn/0rGV9d2YF6uHDJzsz1dXvSHfVW/W+3/eV50fw/JNjeOPDpQgtTDQ8nGkTx7Nli7vgnZ7u5deF5+H3Xois/JramU7xoIX0+BJ1bIsAicYw0sx3KYtPpkoQtR6JwKvWCvkbBQLfJt3VpEBDH/E0In3HZo9TtIxuGYoMEHfeQLK+wdckWzrNqRVMqf4LwElLJzJ1N8p2tAiNj0NQEhm4DCJrkeW/YmsLcSfDDmBjyR/Qel0BGTu5gsESpEdCQCIdG7ZsxL2aHIiVY6/6hphdjKy6sjSw/QJHQKy3TayP3W611IBxHx7t5PZ10gLs6PfESv5KvPwepJPa1W5F1+HXO3+qdvp0TZIZiCKlxNAki+9aih2SCc1k94fc0/GTbhtk48FEw0QjgM4AJ41026y3hqOjUYyFVwpyZcvqogoB++xbt77lzF/25ai/XsuAvU/h4Ve35YGXR/Hl9yUQW4cd/QCwqLqWHWcuYJBmvA543PcnwZOvIRyQJeVgx93rGJCrZxLdsLrGqQUwHdAhlm0RHtUGpxbca99w3NxaLZOg/7WUO7VSxolXPkKs9FrsyMcpPZei6/DTjxsbdGrBVTHtLKe2X/800jM81ZNPwxTsve9gsnPcUAohYMuWEMuWFrJ40RbeeXsZUrp5spom+PyztRx2xGiuvnaXen1LCcuWuiU/bFsiBLzy8iIWzt9Sr20y+fOFU7j/wQNTeg6AFSuKuPzSmVx9xcf8tq405edTdA3uv/dHwuGG0wJmfb6605zaAw8eXufxovkTuPismxjd/wyuvGAvfprdhwfv9SJZx/Ll89m0KYxtS2xbUlISYeGCfHyBe9HKByPiAiywTRtpSJBhJAW4Y7jEYQWW8w31oj8lVJbrfPLeIPI3+2nL1qDVQxLpZYPU0Uc82yFObcx+i5B1FVH7SaTsikW0k0e3DEUGcGd5jf2iCjrSklqYBI3rkZQTc15B0AuffgEx53Us8QlV9lo9HayCRMJ6BPAKqpIJdTEG4vmIzXMhamBn2JBdJQolkbqDsN31CMfSyH9iJhnHlWHUSueROthZEMtxJ8btcWw1xmNqqR9Andg8YkVnULXN5sQX4c15MOXnVXQ+9Vc7BX17liEtD17CZJomJXE3jl4g2M7KZDsyKdecWke4q3STrV4UaRFW6mVUCgsdwWg7kyItxhKjpEX2eDSH58/1sMcth3Pvfb+wcMEW9t53KCeeNJ7tt3uIaMwAJLoO387LZZdd87As2LAhQI8eUXw+iRD9AS9x530gBgKMUoEeSoQgeeoOLOHidIofvp/MG+ra4pgW+GgfAtAd/Pr16NqQdnbWPPHyW7DDLwAaduR1POIBdG/zdakV3RuPp/GwoFis82IX//b36ey40wDu+d9sAC6+dAeKiyPsvcczAE1OTKWUjB+fSyxm8+zT8xttV7uE0NtvLqWwIJzU91CbQMDgH//co8nPOxlUfUalJe6O19tvLWPO/HPx+9uywqboTmia1qgAWt6GRnYvU4YrhHrlFME1D+3Lax+NZuaHqxg7ricXX7ojl1/yEZGwp9reme8P4vxL5tF/YCl+f5xIxP29mqbO8OE5ULYEz4ICcIJER4exezWuWRGyL8BdsK5LMGhz4IR1xHrT/Pxa4lboqZKdsAAdjGKBlnksIj31qXgx+03C9uWATpzXkbIIn3F5ys/bWXQ7x1ZKm7jzBpb8pbNNaYA4EftOguZTGFrN6q4b75+4STgCo1TDypVYgapJqwTbg0//C4a2A07RwziBCLK3jaz9DQkQY8pgaQbYEDV1PEPXEl2Ug9GvvCbcWK8Vv98Op1bncALm35BSYsmPsJ2FOBQg8OHRjkHXWlbbriXYsSoBHnfC70S/Slrfiq6JVVhExXc/kB4oxa0YK9B1m9HD11NZEaSoyEQTMDEzzoIyg7K4hmHr+BHYiRggWUtdygE0IciVATLiJhqCSs2iVMRZobdst2GAKVgf1zB/W0V80UKuuKquIM6gwVmsXlWCbUvGjyvgksvnk1/s54gTD2DZimzS06O89PJidt7tVoQQRJ2n3AMlWBkSPSzQIhJyotDPQGyMgSGJCIkvt4T43B6YE2qthiflDt0Dn34RpnYIjiwhbr+OI/OQhNC0/ni1M+uUDmgvdvQzEqpVgI4d/UY5tr9zPp65ii9mrelsMxrkL1d+wvpNl3Hv/9UoHv+2rhRNE02qFwsNjj9hHBdcPJXvv1tPXhOKyKapE4u5Y1cqndrpuw/i9jv3xucz+GH2Bj77ZDWbNlWAgP32H84BBw5vvpMWMn/eZooKa95L3oZyViwvYvx2vZN2DkXXoqIixrNPz2PNqqI27USmBoEEjFAlm9/8muPPPJDjT6gRNRswMKPa1uycCI+/OJN4XHD1RdMJh90NsMFDBHfdeyh9+6UjF7+EzIri9IhhAE6JwMqserMmiNqObi3djhpzQECsX/2X6iHBk6ejl7hdS6+ruaOF/RhppyCGXIqUcWTJm8j4amxPOZgZGL5T0PQ+rf+oGsGSs3CX/t17VFx+ig/l2HYZwtZ1xOXLtDu+NkXIBlZ3DLEvpnYCced1kAaaE0PqEidQ686hx2D1Y8iRpyG1dGSmG0Jc9S6dqr8HHohmv4PUJWaOxGNsAqDim354ty1Ez3IvRFmTVtcmfOJ+vKY7EYjYDxC1/13rVUHMeZE080N0MbjtJ6mFZoyiKj8RBMIY2lRzRTfHKi1j/Q0341SGoGQAOdk+gj1LmXjo93jTw/w2ZzhfvbIbQgj8OkzJsthUabKh3P1R60CG1KjEwUJiCYee0sREI4yDT5jY0uEXo6BhxeQEJlQXKBHAAFMj346T47ORdv1wnbvu3Y9jDn+FNWtKOOKQNQgheeDR8SxfmQlAebmX004eyZIFX6JnDUWgu0taCRuifRw8mwToGp6h08H3GjLokJlZDIAd1Sh9awi+Q9a4O9ntuc1JAI0Mz1cI4UPKKJWxY3Dkmlp5yA62/gtBM3k1NzVjLE4sn6r0CmEkb7Kt6Ho89cRcLvrzB63OM+so7AZq2Q4clMm//7cPN17/BbbtUFlZf9dGOvDyiwu58Z97kpnZuMr3dhN6s3Rp6qPEjjt+LI88cSgAn3+2hsMPfrF6Qi8EPP7Ir7zw8pEcdMjIpJxv2LBsTFPDirulSHxeg4GDMpPSt6Lr4TiSQw54gV9+3tiFnNoa+vglNDAmX3zpjsz+bj1ff/UbM/bLJys7xgfvDOGDd6pUygXr1krGTrwHuB+p68ierridkOAp0LC9DtIE0zidOI/UP3ntz6PqPtfU/NoCDDC3aHg2aq5WTtitQe94JfrIt9ECrn32+suRZe9Ua4jEMw1s/3v4st9HiOQoq+tiNHGqavEKNEYlpd+uSrfKsZVSEpevVT2q80/XQMenX1jvWUt+Rdx5FYiCiCMT/21NtM9GZHwDpG9fR8E4UeEHx5+LlnM1jiGJDLKI97Sw/K4zGJiYT9gyiGfYWOk2sWy7Xd+uYdQoqcXtl7Z6VQJRbOf7tp9gK4Q5HsfQkcItb2JpawmVHUc0dCdSdnToiyLVhOb/glNRCVKSlVOKpsHko74h2LMcjz/OsF0WM2zy8ur2QneoiLph6lUq4wYaA6TBAGnQ3/EQkBoaEEQDCX1MwTg7q+akDdwrDODaXgFOyvZwXJaHn0MWt0/bTOaQfgQm1C0/JaXkXzd9xdKlhVjxOJkeDSEgv8CHlDUX25bCAD/PeQspLXQxpaaDqpXevhL6nA2BTOw0h/Bgh2iWxNElmung1eKIUq191ciq3+swhHBjmW250HVqa9mCFFhyVlJzbqR3NI5wxb4cDeKRB4mUnosV/TBp51B0HR57xI2e6oqTYYDr/zEdsZXXvWZNCbfe/DVlZVFC4cZDEW0bPnx/BX37ppOVVT8nwDQ1Hn7sYPz+1O8R7Ll3zWLvKy8trPN5S+mq1X74wcqkna9f/3TOH5bJYI9gqKlx+6QifN+eg1z4d2Q4L2nnUXQNli0t5OefuqJTKzlraIgJfQ16HVw/z/2Zp+bx6SdriEZt0uPudR4O1b0epYQXntyIlDaOdwd306hWUKMRMvDEp2LoeyIsMIs1zEINLVLrvhHHHVdbkFVhFLvKx1qo5niBAFsQy6LaqZXSQpa9U20HgFFuIe2NONZykoVgEjWTAoklP6UifiJR+5HfZb5tt9mxlVISti5j69le7RXL9qIzDZtv2tGDTaV1IVCKIfYkYNyDEH6i9l1Ux+lrMew0gVapJWInE4dKN204XHoEelkpmqx6TwIhvIjsszHSTwEtk4phNo7ffeOOzwEHhCeGZ2ikSqOmneho1NQxE2QD6+q10sQ29Z5rK+HYZUjDQRrVOnU49lwcex6O8xv+tLuTdi5F5+JY63C0m4FhAAw84lf6Zln4o6Hq61hKGDFhBUOHr6eiNI3cAfls2tCTjz8dz9oNPQj44gzOqmTVxhxMNHxIgggKE0tGOx3VkzWvlbCdzKafHSAqLCpFlDVaiAK9ZiIbBrKjAbKE4NrSLTgILvuqD/3m2KQ//T82RDzcdscMTj19AsuXFfHSCwvRNYdX/voFe07cgFUBhx6whpdfH1HnPVboGymLT0icoQaNMfiMCzDEAVgZTxHOqhklo17wbpIYMzbgtGahtuqi16irCG2Dodc45xq5Ne2rjxVoDGx1LerGcGQJcesRN6ILgbBBOpuxnc048S8R4lF0z65JOZei83ng/p/4dc7mlPXfu0+Q8rJou+rb3n7r11x3zaeMGduL518+iqFDs3jkwV8oLnKvTdnMRPWqKz/mkos+rDfXOOW07bjokh0YNbonaWkeSopTW85o2DbZ1X8PGJhR73XHgZEjc5J2vicf/IkpkRhT+gVI71fAnle9i9AkcsNcRNH3yGnvIjSVb/t7IBSKc/YZb6f0HEceNZrXX1vSpmMfW+3n8dWQ8dVTVFbGOee87bnt33sjhOAfN8wC4C/7rOTyKatwfs5kn33WuZo0tcK1ZFRQuXQ6zgIdT38PekYMIQTSzMHMvADDfwy23IBZqCMSboYWFcR62W4EpEmTJb9q4wTAv0JDJsZBKd05TUGJl7TxWbVa6qClIZ2KutU4pYmmJ6d0npQWEfuKrZ4tx5bfY9vfI4ng0y9Kyrm6Ct1mx9aRS4jLmgtPSij+YjD5/9vBdQptUf182wlCLYeubRQDDpb8lIhdFdJQd/3A8UqsHLveRaJFdIQsx0kTWFkCywvSNxGt//+hpx+G0HOIOa/j+J1aOy6uanI8M1niHIKA8ShCpFc/4zdup269IIFXuwZDa3/Su4yvJVJ5NZb4OuGSbP0FSux4exYbFF0Nq/JJvEPzSNtnNcJjEdxhA2m7r8UaFHH3Y4Wrwx/0RenRt4ghY9YRSI8wdNR6jjn0Rw6etI69xmxkYM/KaqVkgUBH4MX9pe5z2Ag8ukNASIbgZbQTZJrMYTtZf0JoA0viUWpLUeVVGNwwfhOH9S7gwj99wIb1ZeiGe7vcZ/s89pq4GeGzMTdrHDQ4j312rCk7tvOueUyanM/WTq1HXI1P/yeGmAZUEDHfrLmOhWu4NMFpTbqrBCwdLe5BxHW3hIEtEveSUfjNv1Y31bQBeLST6hwrRE8CZgOhV61ESokd/ZzK6JFIUXeCX3vAtuM/tPtciq6B40huuK5+nctkYpo6u+42sF19lBRHcRxYtHALl13kRg0YhkZLKx1GI3adeUWfPmk8++KRnHv+ZEaM7MH3365n86bURhXdfMue7LjzgOrHl16+Ez171V39OuKo0Zx/wZStD201RUVhbvvX11x2xaeUWA4SyZRzP0HTXdVnISRE8iCyqd3nUnQN3n5rKfPm5qf0HGPG9ayuN9s63BFEIigtjWFZkgfu/5n33nF3NA1dw2fYXLrHGjSPjTE/g9x3evPXg5ZW99CnT4ijjlqByC1E3ysfZ7AFFTqOOBKt/90Ynn0AD/HYs4kat7X+iwnXUxK1zGkKCVpIxyjxYhSa2Jrk2/m5/PPx7fly5VD8wYdq3pkQaH1vrjrMjVjUTTyZ9yG0nm35sOpgOXOptM5C0niEhav8/Pui29SxtZ3FVFgHVT9ec+tulH48HJAEt91Mn32WQoEPq8Qk89K5QFt3cYM0WrOq1RgE9HeIOfdgxz9AxAXSkHXLdlgCIXWkDWZkK4OdRNR9YhdTCxxK1HjVfW2rWp3JSjn26//Fox9e73lbriVmP4zEwaufjS6GtftcTmwZsc1HEssIIX2ALdCihhs2VutXKRhFMPutdp9P0TWIlf4TO/QCYGPjYFeFzdtgrPGhRTTi/aNYLwzHG6lZsLJjOnbcxIoZrJ43jJLNmcyaOzixKuu2C+GQpYGpCXRTEI+5F4cj3cspLhxeMPIoTghEbG94GWF6eDdcXu+qP2N0MTsPLaZ/eow1GeM56Y7TyX/zBHIG5SFNiWHZCMc9r+3Ax5U9sBDsslsepqeh22rVxZqGLnbCdj6lOgG4alRzpFvmp6XXswRiBlrVGqXtuDYJD4HMOWha/aCcuPUucftzdG04HuMshGhZCaSmiFfcRazy/7AyLXAEwtLQLLe0EVJU34s96XdjePdr9/kUnY/jSPr0uJNIJLWhbD6fQSTS9h3brXn0iUMoLAzzlys/aXdfu+42kF9+2USogRzdZHHCSdvy0KMH13u+rCzKnbd/y8aNFZxw0rbsNaP9uhRlZVF2nvoYv60rAySDPRpXDNA5+eHH0EK1Frd1D2L37xB647nHiu7DSy8s5Jwz32m+YTsJBs0G89lbikfAyT1MRvo0NvlM/vLFmTxz1nOsXriZ3v0LOXTGEgbmupFfEpiTI8mLethpaj6ZPWJ1+1onEVJz5x9oyNzDieov48mv2bEVEmzdJt4aHScJgTkejLCO48BLs4ZywX93Ieiz+HHOmfQdNKDeIU54Dk7JCwg9Ay3nTwijvRtsEHc+JmSdl9BxFLhhoLUaJP42OYmA55/tPl9Xots4tm4o8l+Iy1exIgbz9z8VTauJGU/LqiA7txgrppM+YSPm0asQfgvhtREBqxOFLbLQoqWYxYkEciTxLAfH5064DY7Esj8FWYpR4Q4c1YrG0s03dXxOYilHuru1KUJnd9I8T6Ss/62xSu4kEnoIO6dWPrANvh/TwANWbwtMCeumE9zloSb7UnQfHGs90cLjwdlCPGAh/Y3cgiRo3/dEzM/EMSTORjeKQEpwbI11vw5lY0EG380ZhmXrZAbDBHSwbJ1wxERKkUiJSTifidPEsVmul/O1KCEsJL2AHTJhYViwOuZGDfQPWtyz32rG9QpjS4GpSXzjbczp87AGJYQnQoLgIhPhCKS3D9bAbYgZX+CkN+eYCtwFtIqEQ+umJehRHce0kS11bCUQ19FkYsIppZveIBz8wbfr5MmnmlD+ZCyjHOmtKX2ilQh8c9KwB0dxgg5Sgi/zI/Se7duBU3QdHntkDpdf8lEXzMtrnObUkA87fCRz5mxi3dqyDrSqYXr2CrBy7UX1coRTxbtvL+PE415nxyyLvjkheqRFOXhoGRP/9g3eHnG8v5kIG6IDNIIDF3SITYrUE4lYHHLAC8z+fkNnm9IkJ+WY7JfpCjLaUmIMCvLd6i088Js7BvoNh4+u+Iax/SuQmgfGToPQTLTsImJDanUkJd617r/SdDecYn107GAcYTsYZe6YbJYJbJ8k2q+ZeXetzSXvSgPPJiMx34eFq7N45bOhnHr+IQzf9bikfyaNURk/E8uahRYxQBNIIZG2jf+XNOw+cayecaQBnryb8Y3vOLs6gm6TYyuEwG/cjpdzeWO3N8gRMYSQ1Q6rblhYMR3DE6dyQW/sOQMQAno99FEnqzWW1EkgBzBCPdGD/8KRK4g6d7ixkxLsoI0e0pFSInWJZgusdKtWHB+4gf42LcpgbwUaUwmaHVw3VuuBk+bUDYiPCMx8D/EKL5FPc9C9cYycCqivGaDopmjGAHy9ZhKPv0CMfzXeUICzcwHsXIBcmAVvuo6tEKAbDobXIjc7xAHTllBR4aeoMJuqi6UiZLK5KABSJCbdNSNPFIcftDJCibCAfGBmmWT7NIehOTGiwmZijzAjciLc9FV/XljUA7/pcPfJ89n/5JpVXxmQWKOPx2RPZPHt6EVf4vFBpH6081ZIwFP9HhEOIu4KXmlRDVtzWnZnrhLAqNLREyC9Fj7PvzD0jnNqAYSWAd7yOvdaY4MXKnRin/YjWubHmx5CHt14yRRF9+Oscyax3/7DOGj/51i9qmUltTqbhpxaIeDFV4+iojzGOWe+26TjuzVZ2V7KSmOtOqYl5OYG+Pyr0zrMqQXolRvEr0nmlOn8VJqOJJ3ZmwK8NzyCrUGoR9XufBeVwFa0CZ/P4MNPTuKrL9Zx6EEvdrY5jTLYK5hVbvN0QRwH2KvY4vuKmglkxBLc/uOhPHvmdjgrvsT55SPAiz4JzE0QzwWQmFtwQ4xtgYgmNpMcQXikg9QEtkdilLtpPXoI9FKwmxAEFyHw5OvoYQ29tNaEVsK4ASVse+1IGHtsij6VRmwSPRFRA3ciBRoaothALzGxVmUR3ZKBmRaBkSthfIealnK6TY4tuM6tLoZTEM5l3uYAjuNOWm1HEAoZiGGj6HHgLoQranJPwl8NwIlrOJ0o/GV7awY8qUuk148mBhB1Hq3TThoSK8PCyrAQZQJbyprYfkFisivRaCgM2A+0pLBWfQyOJd3zEkJ0bFiRnn4i0thKfMIriVd6+e2z8RQtGsiWOcMoWZw8QQxF10BoAQzPgY3Mj7zoHACMq3lqaDkE4qC7+W7hMj/S1rAtHSEEFeVp1O4sLRDH0J3qiHZHgk+38Bs2c80SSmuJ0JlCcvVg+KlCMGuTl282Brh/QQ+emd+T5xf1RCIIxTX+/NR22HFRLdakb/KgleYgcSDq5vuIKuXEZlXcioA+QBYA0utgB+JudIbdD2TLxJykYeMYbmiXkIJ0z/d49eNbdGwyMdNvq/NYCHDSbUpX9GHT7BEUL+7Pph9GENmSupBNRecwYGAGEyc2HKs3anQOp5y6HbretR0hwxCkpXl48fkFrXZQS4qjjB3XE02r+x5NU7DNNk3MhptgxMhsVqy9uMPL6+y4U3+2HdODmCOwpcCRggX5QcrL6otESRlroAdFd0XXNabvMbjRjaC99x3KCSeO7VijtuK7cosnCuJYuFs7n5TaVNhQNdhKIEQmG6wR2Is/ThwlkFENvRh8y8C3TBD+ui/Wb+lQYVaHHRvFDr5FPfH/NoTgchPvJhMZF0R6OwiZA7FaK9Zb3SKkD8wtOnqF5s7ZdYkMa1BpwphbEeNu6NAFKgCffhVC1uQKSyR4JeEt6Wz4YizFiwaQ/8MIyle2PxWpq9GtHFtwQyb+unwTN2yKct0ykztWeDhlnsnFswbz0S+TSTv8DIq2ZFWHw6369258v+t5zN7jXMq/up46IkhNjF86R6OzE66z2D6HT/rceapjSmI9HeLBdVRaB+JObhsgCnaGjZNVyxuvttXCoSEZ8DA0kSDeGBqjCZjXt/q4ZCCEF695Ud3vQYOKvB5IuyZbP5znECvsHrsBipYTsz9o5JUoXuNIdAZXPyMCNly8CHHNArRLVxPbZhdAoOkOINH1+mrpOelhpmy/gSNv7cv2uzsMGGti6JL4Vhf+bpmwNuKGKju1pI7MrRJS4o5G/PtMkOCZk4b/6yy0756n7N3r2bQuiLRAs4Vbp7ZF8uSbgJKahxpuGLI3j+rRtiG27jshnOf1XYWm92rupCnB8O4Iou4k3En3Ur62SgDDtbHovS+RTurSKRSdw6xZaxp8fvOmSu5/6MBGJ8t77jW4yRqxtZmyQ18OP3I0Awdm0KNnaxTWmicelxy03wt8PHN1m45fMH9LPYc4HpesasMudnaOjxdfObpNdiSDOx6s0jKRaEKSG4gTjG8t0y6JOx91tGmKFLN8eWGDaQVCwMSJfTjq2IYdWyHgrHMntfg8F1w0hYmTejNwUHqrBKU+r3DqDav9hFFrrBZ8/tkaJm33CG9+05+yogBSQnxlD+y8dOKrsin/cSCB7AoMjwVRHUq9rjK6o2HkRTCKNmB7JfFs23UMHYGVVQSeWqkJW9/PBIn0wgRhDSwD+uyDGFA/P74j0EQvdGP3OqVFHR+Ur+uZsN99E2Xz87HDqVV072i6nWM75+eNWIkvakFI8lWZpMyGpXo5YdOdDBZs6cHaFf3ZsLYPZcWZgEDGDBb+rRS/fMGdFG40oVxrdAJq8yo2PwB5jeyQtgINYj1tYjlNTFZrq6P6QabLRnazkkNAf5Wg8Spp5psIEUzdiZrBa5yPqZ0OBIBMDH1f5PSeroAOibRBR7Dkgv8SK1DO7e+JuNO4WIUgHUOrGx9TXZEmrZxef9rCsOuzGHzad2TssYreY9ej61UCMxJNc8jtWYHuWGx4/ge8pRvpJdYxclKMnQI63sS1pQG7Bjz09YJMXHBa4q8Dh5XSK1CzwzimR4ieJRrB97PwrHInel8v6cm4S/Zj7BHHs/9ph1BaaBLPlnVUy9uNrPu3COloIROtwkAP55Lmf4Vg8EM8nrOScLK2k+Z7HU2MQuIFbQBGnwPRx1RQvZouBWVzVrL27lc61U5FconFbIqLGp4YGQkl8dzchseYzz9by+tvH4vX23yEwk8/bOStN5awYUM5ft/vr8zMzbfuyUefnMTcheczYmT7xWPayuQp/XnwoQMY1sfL2D6CvfYYyF0PXMSmjXWd27B9KVYSa9krOp9331rW4PNSQnq6hwH9G44gkBJ++H4D/71rnxad5/57f2L+vHx+W1fOuG1z22wvwBnBLP6V3oteWs09JG7DuW+MYfSt0/j0y2G8/fVg4qt7Et+QhRExwHJr0LshyBrEErurjiCe7hAaEycyxKZyTBxpSkREYKwz3CzArSOyJJhzA4hFOTirMnE2piN2eh0x/TnElNsRovPcLH/a/9CNvQAfGD3R0g5CTNKpGZMhVhxi2RX34sR+P9FU3UY8qooVK4rYfvzDDb72xcenMmnXfsy7fy5L/vc1Hk8cr7eumqJvUIztj/sIe6E7cIgJhWiH/db1UkaqUgJrqx/Xfr6d+PR/4dVPaH9HScJyllJpHQS4IjPReT0p/d9UpCOIhL3Ylo4+cBu2e+C8Dg/pUKSGytjVWLzawCu9yDC/ByKUxw9BsqqBNgZGYRpWTgkkojOK/7UjlQt7sfG33tiWiWnaxONGTS07TWDHBUJI8kMma2I2fQ2dXBOCwUpeK43zwWaDgA4boxo377GOGf1DfLw2HZ8u2WX6csYOLUEYNsR1pBRMvW4Gq/LTkNLt9+/n/MxZ//6lwfcrLA1hae7qrmm1blkxBsLCLWpUWyxK6ASzfk2KsnGyCFl/I+48X/246D+Tic3NxbZ0ohEvIBj89/PJmZq8OtiKzkNKSXba7TS0EX/lX3bmhn/szuefrebIQ1/GtutPN3w+nXjcafC1PxIHHTyCF145qrPNqKayMsaY4f9HSUkEgF69K/nm1xfxB2ov0AfJMH9ECF/nGKlIKu+8tZSTjn+j3vNCwPrNl5GW5uHM097mtVcWN9gmI8NDaWnrQtR1XbT52t/Z8LGbL0iupnNfZRFr7JrF7aoJ9OCgzbt//oGeaa7jJqVET4vgGVCKjOnYJX4QoGdGEKZNaOcynCynev6t55n4F/gRgONziG4TQUiBscFA2O5CM0VBak/M9YOeQPQY1ab3lApi1juErcurH1e8M5TKN4fjOBrRSi9SaqTvtRvDLju0E61MHt1ux7axFSXT1Ji0q5tjut0FEzjg01OZeu/heHrWrBRrmg0Fdo1Tu0s+YkohsrxqpaehkCjRyPMppgFZ7np/t4tQsjpKCjH7AaoEsYQA73YFlJcGqCwP4Ng6QkDJgnzKFnRt1T5Fy5AygsPPDb5miCkIIRDCT7r5IUH9Dbza5Vu1srCyS9zrodxAvDmI7H6FZPYppd+gLQyevJrxh3xPWq/SOnc5zdTw+yNkm5IJfpNcUwMk6Rkhzhgc49UdQzw9JcSkTIvY9oX0PmcRJ145h6PPnsc2msHKef046fbp7H3THjz39SAqEurLAJqQlFc2ovrkiESdWVekQouardvN9QCajqhVcN6N73SArpXrFndeq/5bSvDP+I1QRZBoxIeUAseB+delvrSEomP4YtbaRlWRzzrLDU/cc6+hLF99ER9+ciJTd6irBRGJ2I1ObL3ebjdFaTNeX8vy6juKD99fUe3UAmzZHGTBvK13kiuJ2k91rGGKlPHmG0sbfL5P3zTS070IIXj8qUOZ/fNZPPTowfh8NeOdlDTp1HoauJZ1XZCe3vZF2R+sCHdUFHJ9WT5h7IQko6wzTbZsgRE3sKsX3gTxsgDxEj9WfjpO1ERGTKwtadgIKPPU2Y018moeaxEN38IAvvlBjHIDUeKFEh9bT8xltPMV1WsTtR+g9oTDv9dvVJYGiVT4kdL9Xta9Mo94WbiTLEwu3W7UeOThhndDqjaepVOBdKKkD06n/4wh7PB/R2EYFqYZxzRtTI8FCMR2RWj75CEGhBBpNnqhTmCeRKuo60UKeqMxMvVvrAMRZGNqB3a2GXWQW4drSAhX+LFtjXDYQ2W5l0jYQ7zk93Hh/dGx5VwcGs5nEwSR0sGRJYCGoU/AZ1yIqW0lSe/6pPD6YFiSidjkJ6NXKQNunMXAK78ga3A+Ew/9lszcQjQTeuwwgF59CsnIrCQz0w2RzcouoW+/AnRdUlv7pb/P4adXR6ANLMfMiWAucYUjznhxHB8t6sXPa7O46MntOeuAmoW29ECcEw9aWdNJrbm6cLYq+t7SFSoJIq4joiZCakhH1OnX8ByOEGkt66vDqOukOEISqvQSi+mEwx5Ki9OxUlj3U9GxPPfMfITW8O85ErOJRCzKy6P07BVgl2mDeH/miWS0MK82Fqu/DZye7uHAg4e3y+auhm4Izjy75TmKHUFDixW6Uf/7kHJLB1ijSDWRiMUrLy1q8LUqB7akJIJlOYwZ24sTTtqW/97TsprkQkAsWve3o2mC0WN64vO3Pa2gKnYgDGy2JTFgr0xBlVadBpw1wCG0Phcr5CUU0/lkeTbxCg9bftgGgUBLVBcQUmBvyMD4OQvCidKb5QZanq9GIyCRZSRjOtHiAAX5aXyxOJc6Y17WMETv7dr8nlJCnShHiXSgsjyAZWmEQh7KSgLEYwZW5e8j17bblPupom+/dPI2lNdZ4dU0h0svH0n5hiv48MNfWbY6i133nMTuM/6GJzuAUetmHI94WL1kINlTysixBUJ3lYeddBstouNfYVI5sWrVSSZC6ed37JusTZKjbnWxAwHjXjTROSIzjeEV52DxNlW7tuXfDCAc9rFixUAcR0cIh8weZWRPGdx0R4pugRA9G37B0TG0PagomQKUgOUhkPEYuncamuiPO1TVGiAFsMnv7oSCW1E934e9SxlWmYFvsWDqsV8S3pBFYeEECi03RCk9oxLDjCbuDaJ6EucAMQd+KjG4aEIp9n3bIizNLbDlj7BocxAncS6B5Igd17Pv1A2s2ZzGrttuJrtvqCYWota1KzWnjogDooXbtY6GcPSaY3TAkqAJPP6rMX2nt6yfDsQjjiMmn3EfSNjyxAQ2b+xJSamrXG2aMYbtm92pNiqSR58+aQ1GH4wd14uPPljGNVd9DsCIEdn8MOdsvF6DYNCkrLT5SVRDzlU4EufD91fWf6Gb0qdvGm+9exxjxnatMXnf/YeRk+OjqMjdtR04uJQJkwrqtTO0IzvaNEUK8Hh0MjK9lJdF61x3huFw7d9Gcexh9xCpWMbSldmcce5+XPPXXenfP71FfTd0HTuOJBqJs2ljRZLegTvkjk2D4/vbrAgJhgYkA3xgRU3yFg/kmRVp+HqWslOaZF6Bj7ElXnIzou5QLQUyamLoDt5X+4LPQUQ1V8jRE6/eBpRRHWwdjy7pkRZjh+HF3P3RMC7ZbyVi2AFoO1yJ0DshyrMJvPqfCDuXUC3i+NpISkuDrFgxECk1NM2m56BKfH06VoU9VXS7HNulSwo4/ujXWLW6mGnTBrL77n7OOO0/BL0FhFYZZKfHcBy4+J+7csLh/dl272speeUH1j3zHQDFJUEKCjMYdOBidn74VaTjLmYYBRr+1SYSScXUWNfLua2FDAuEv/Vfm8ZwguYLaKLzhCmawnYWE3c+ZM39v7LljSFsWNebUNjNyQNJgeVw4drTCQR+f8Ihf0Si9hNE7H8DGoY4GC1UglY8CysYx8qoWhoFHPCb/4euTSBknYjD2rodvTgEVicGWAmcshL6h9BX+fH+mIkTNYgVpFG6sQeblg0EJN5gmEAwjKZLYhGTksIMTI9FSVzw3kYPWf44p03ajD8jVJPTLRxOfnsYs9dmVmtHfPfA+4zuWwJCIhA4XpvoNnHiuQ0IxdkCYbujo2PYEBXgk40qxgIISwdbq9nhlRItJjEDF+MJXNi2Dz7FSOkQd97Giixh+ZVr2Dh7KHkbe1L7prq2p8mN80/pPCMVSaO0NMJJx7/BV1+uZeSIHuy+52A+mbmaVauK67Xt3TvIex+dyIIF+Zx9+ttYVreafiSdtHST9z86iYmTGi6X1Nls3lTBM0/PQ2ovceIZH5CWbtVr4xP/h9fcvxOsUySbzz5dzVmnv01pSZQDDhrGtN3KOO70OzHsMPzmwe+ziUR1Tv7zPlx/6U4M3/1IzjvrXT78oPMXmqqmCydk6xw7OIqe2In9qhjWEeHicaXMLocDRhWia7C80MvDi7K575hF6BrEKz3ohoOZXYFIFOWQdiJ1yB9DywqhIdyKHXbdtIG9b57Ox/dZ6LvfjtC75vzUcr7Bcmaz/MZ5FHw6jA0bconHE3VukayyHf65+ZzONjMpdDvHtgrHkWiaIFx6LtbCORjE0dIr0XV3dWhTgZ+nHhtPXlGAcbscy2nHjceJSd48eCbxkI2h2Yw84Wf67L+E3KF5eDdqCCmw0h0iY5McJueAyPMgB7QvF67qm7K/ycXYNb+VRwsyPZ1/82kOadusvuBy1sztxeZNPQhHPFRdeBFLMOH1vZm226DONlORJGpuPxbRddtiB2ysdKd+koQERBZ+7T9oWg9sZwER52/uaxENvukNZSZsWwzDywEwP8tBWxvE8kgo9uPpV8y6L8diWDpCShxLB9ycT9sy6ixmmb4IgcwQml7leLqubLhPOf9b24Mta9I59ogVTD9uFeYyL94i4R6vuw5u5fgoTqCBW6vEXRlGQIWBU6mh943Ub1fV1hFo8URgjRAQlxjGNPwZj7f6s+5owkuWsPqG+1i1ZBvyt7jq9FUsijjcWXx25xmnSDpVY/K9d8/mums+b7LtvvsN46ab9yAas/nTue+yaGH9ncA/AotX/Jn+/TOab9jJlMdOxKFhBWSd40nz3NLBFilSSdW1XBbaDeaHwBPFDEbRdbBt+PzbAYQWZvDgzNEc9+djmTK1H5GwxX57P9cp9gogSxdkaoINcYeRAcn0HIcVIfi0SMNBcM22JZw5bR1SgrR1HFvDEg7pmZU8/Esf7p/djzS/xX+uns2exEGCZiQ0GoVE+KLoaTGkFERiOl7TLQ44Z00WV7y0O1/Nv7ZT3ntrsEtLWXXhtaxaPJj8/GysxBxIIimMCs5ZeSJZWd1fCK7bhSJXUVUM3foiD+eX/sjRW9DGVwIJhdQ1PRlQkcNBYzeTu/5ZCu/QeO2L6VglHnp6LAYN2oz9Qx82/NCHgp5lbHv0d0iPQ2y7AmRUQ/Mmq9aiD5HnYK5IIzYgUbd2a6XjViAE6NPy3Z3mVmVIZ2E589BEbzTRu/UnTiFSRgETITSsoiJ0q5LFZX3o4w/zeEmInyJxsjWNHkLntlj9FWNF96VqN9Sxi4nm1oT71FP/FgAlhJ2zwBFArVBmnwMzNtY8loAlsHcoxxkYwzPfh9G7FDTJoD0XUvbTNlQUptU5wdbXkjcQcwcz4VBllD5OknHAKv6eucw91AHPSi9GoYEwq3ZoE0JSFQLHK+uUza79ZgQCGbQRjkgMnLVeTtivRw23nSORGgjHQWoS/COw4/PRjJEI0XVCntxFimi1Qmpk4SKEz2ZzXFJsVvJgUYQC22GcaVIe78IhMYo2UTUmf9CCMOGZH61k5kcr8fsNdKNjpT40TdSrOdtZrFpZTChkMWJETmebUgfLcpBSYpruDcyh4dxLAElrF9kVXR1NE0gpEa+bsK4Pxk4b0dLc1AGJYNGybKxNAQb1LOOKSz9GCOjZc+tax0mm9iWb2J7NyfZRVBJBAsW2pNiW7J6us2NQ5768GCGn5uAFhT7Wbcqgb1bYzakVbq36jYVp3Pqlu1lSHtU565+7sOjyb/D6JFLaibFZ4IS9OFEvQoCmWbz+Sy8WrM/gtdkDeOeOYmTJfAgORphda6EqHI7j8xkIIYiuXo1hxlhcrpHtDXF/SZwVcZuBuo7u6JzXiFZCd6PbiUfV5v13lxOe4/rm8ZU5OKXuJO+3H4fy9RWnEpo1le8eO4hly/rx1ufjWL7Uz7piDc2w8His6h93rDCDHx/fi+JfBhH/zwRCj12BxpAkWRlBCIG+3oe+un1F5asjIqtqZLYGp5zK2OGUx3YmFL++XXa0FyltotYLlMeOpjQ2lrL4GMri2xJ3PkdLD4JP45bVGs9ucZgdiWMDhY7DKjvOKy82PsAquidSRgk7f3WdwNr1nKER5WAJNCFYIgBT4qTHMXMuQvfHEYmd1yoH1uOviZ4QoqYwneucSbzpITxpUXRfHMMXwdc7gq+wDFFY40h6l/jwrPSiVWhgieradhKJp1jgyRd10oHrmSlAy4g3GIpcJTYFIDSBZoP0SJyAQ8x6lArrCMpC22PbCxo/QQfgyI2E4n+nNLobZbGRlMXGUh49EkeWYPT18OmybG5bb/F4SYQttoMDzI/HWUOMeXM3d6rtiuSzcEE+v/yU1+L24bBFRXnzkUy9ewc47Igklc9oaX57ivF4NA7a7wUmb/cw06c92enO9sczV3HkoS8xsM//yEm/g15Zd3LXf9xd2qItAxpVvnZYiZTJ2ghQdBWeuO9LxLoAAoG9sCfE3EWOh54Zx03/24FbXt2W175zHUIpYcuWpittmFKgARddMhW/v417arXqw2dpBkUldaOddknTOaeXh239GjsH67o3H2/2cvv3/Vi3Jb3WbzkRWpxAIgiFTSrDXqRT6/mtFtp1R+eIsVv42wErmPevz1i0eAnL3jyXzW/MwFn3UtveW5KQToh4yf2U5B3G4nk7M/O9/dlrt9tYuCAfIzedsrDJP9fZPF9ksSJu4wC/2TbrZIxnnprbqbYni27r2K5eXcJJJ7zO8o0BHAnEdcIzh3H7DdN5/78zErs6gISFv4xm02+9sZCEJCzY4sNx3B9r1f8TD/iRXkM3kzmggB69vidgPg70al1JjkZw+kWJDwphLkhHn5tQMG3nwkirSrk6PaqKYAIQd57DdurXIesowvG/EbH+hiN/AapuTBFC1kXE9If4ekwe5VJSe2+26mt4/tkFvPB8507mFcklaj+AJT+reaJ2AfT2LiD2DqJtd02V24o9qALztMX4z1lIYMQWgrlF9Jqwlr67LCHQpxjTGyOz/xZ00z25EKB5LHSzEgwb/ZseiLBAVGroBUbC+RTEMh0i/S2sDBsn0yI0zCbWVzZxh5Vb/VvzUMQ1tPhWW73CVTN3G2iJ0I0olbHOy4lxZCHl8f2JO88AG1yRDcBhLpH43Yhxd/J8kcZQU6PAcqrfqQaYwOEHv0RBM5MhRffBth2OOORlQqHkR9UUF0e59Y4Z7LhT/3b35TSQ/t7RDBmaUUfx+ddfNnH/PT92mj3PPTufow57mU8+Xk1pQtTLcSQ3/G0Wjz82hzNPdFWoG3Zu1xK2b+w4YxUp5+OZq7j62m8IxTT3Oy/3EH93G668ZA/ufnBidTspWz5Ax5E4EtavL+eNt4/D19ryVludqsSpf58Z6RXYUqIJwYSAzgive5Au4K5JFfx1bAhfOI3izT2q625rcYNsn4UmJALJjv3KCaDhxHScmIGTyLOFrefdAk3XeHHOQA7eYxUj+pfTKyuMvfgWpFXeuveWJKR0iG8+kXjl3Rj+pQwcWMzuu+dx883vcsmF7+Ck/Y+XPTFyDEGB5VSvuzuAV8B113zOD7O7f0nNbunYxmI2Dz/wM7Ylufjd4Swv8FMS1vnf1wP493vDmbM2k6rFz6gjWRCPssqKky8sCjWLVTGN75b2xbJ0LEvHyAjhy4hU7+jo4TUIOQDvip0RG71umcj2OLgCrN1KiBySj71dRYcKU3nEFUB53Z0wAbbsvHzbuPMm1brptZEh8jY9wy+r0xHC4ZuKujeuQOLXesct33SEmYoOwJZriTsf1X1y613bNiOw5Xzk0F2JjZTE+sWJTojCsAq0USWknTqfHvstJm3cRgLbFNB3xkJ6bbsOb7DWDpKQmJmRantMM0baV+mkfZ2GsCXSH8fuHyU2Mkq8v0V4TJxYrlM3BLnKSa9+b477RNW/EdyRJRGCrMXqDvhSSnA8eHzXUFPjyO1MUtTeD6nNWM43QHn9EDEkUes51ucXsa7UZGnMIVKrjQTiQEFBiBee70TFeUXSkFLy+qtL2LQpeQqntYnFbDbmVXDWOV2rJE5b2GvGYLze+jtWy5YVdoI1Lk88+mujr914wwcM2aasOsKtIeLOM2rX9ndCcXGEJx6dQ8zWOPPlMWwq97CxzOSyN0by5KfDKKpoY/pLYgxdMD+fidv3oU+flikqN9XX1jxbaPFSUZzbN0b57+Y4K6LuwDMq3WZ0Rs2KVjzqoag0QLjch2kbvHnUci6Zspnrpm3k4QPWsLYwQEFYx44aWJUeHEvHsWrcJcsWOFEdfd/b2Hf7NdXXhqaBodsQ6aRoJHsDMr6ImBTceecETj11Bo89NoYRI0rYtGklF14cY/bqdIosh+VblVJzcBez/ntnw7n03Ylul2MrpeTEY19j5kerAFheGGDvxyfUaTMzXsYgzSQNnbuiWyjDBgNGyyz6yqAb2iodfMEImuYQj5oIUbMaKXqNhDUf4XwyH8PpT/ysNYlJaDsQW/3bQZj6zsScx3C9cxK7YAJDm9yxhtRCkIN0NtbM0aX7z1uvDuWic/ZB0xyk1Nh6Pa408RWsXFnMr3M2dVklSUXLsOUqKuKH4FahSwUSQ0ykIn4+sl9lHYdZRMG3XkfYNSuxEvDklhMOe8F2ZRGF5tRM5oREzw5V9635bKQAPQSBhR4qJ7jXmOOttWiTUHU2ygRWdi3vTpMIS6BXJPJoIxLbY6NZOiIuwUjEW1kSzQHh64umD66JREmgi/Gp+OBahCb6un/UCg9DQDiscdqx+/HdV/3x++OU2Q61b3y1/eD/3PEdF12yY8cZrUgJ/779W26+8auU9R8MmjiOw7lnvZuyc3QUe+87jE8/Wc3SJXUXpQ4/cnQnWQSDBmc0sFMjGTGqiA++eh2vV2LFwWhC8DVqPYnPPDOldipSSygUZ6/pT7Fyhato/uXqbCbfvUOr+5lsejnUn4YE3ghXMDfuRgEIYOddBnDzjV+yZk1J8gxPYAHvl9Y4sFVjTciqt4vCkrxMctLCjB5YQoYvxp+2d3PFLQf6+yFWnsb7K00OmLiJ/80aQLrPoW9mhNnrMnl7Xm9+vPx7vLnjyfHbyFpDnC2DGIFOEjjVsgGds87fk08+G4iU8MknA1myJItQpc7LL21DY6Fw4cSH9f67yykri5CR0X1FpLrdju2W/FC1U9sYZTj8N7qFmyObKJM1P/LlRikaIDTJoZPWYZoWhuHg91jMfHRfPnziAH7+/gjktH9SNnseTsR0ZV7yfHV3XboNXnQxFq+eCFdM/J59+j9rJqWdgE+/EdBc1bmohlFmYJaaeG2dww5fia43/2GfeOyr2LZaIe7OxJ0PgFQVBPdiiKPRxd5Ilrh3uirnS4IWTeSwarJOfVnNF8fXu7QmD692/i21nNxE/WshXCkoLaahhV1lZMcPoirCXoKnUMOoEOjF7tvVIhp6uYZeriOq0iE0gRbX0aOgO6DF3LI+mpMQW/YejK5tixADa73HNAKeR1P0+TWPoU1FMLHmicRnY1k6e+6zjnHbFRAO63g8jV/LRUUR/u++H1JrqCLlPP7InJT0KwT0yg3w1HOHM/v77h8iB7DfAcO55LK6iznHHD+WGXsP7SSL4Jbb9mpgN1aQlhHnhafGUFzkwTBrUrcaIir/heM0oX2g6PLM/n5DtVPbVrKFxkmBDDKERqbQODWQQbrQ8Bk6O+00gL/ftDsfvL88SRY3jwYM0HW+3OhN/HYlmuYwOtPi/xZmsTTfjx0zsaIGSwt8aFJg24K7f8zlrm8HsnhDBpfssondB5dz4wcjeeSbwWwu9zE7tD2aN4jstw9OiQ8ZMXAiXozJDyI0T4e9v9oILY3PfvkHH386KBEm7l7UL700goKCYFUrDKMqRKxhzjjlrZTbmko6fcfWcSQ3XPc5zz4zn0GDMnn0iUMwPTrrfytl0vau8/XtN7/Ru3eQAQMy2LS5omaC2lzfUE+EZrMIMULz4zfrOkWVxRlsyc9i/RLYvGwm2+QU0HfbIMGeZRgze2PtsQXZN+wKY2d0D4dKZ3+E8OHVz0fXBmM7SzG0aRha61fgkomG11WDFaBH3LBLqUmm7LaJAaPK6N0/xCP/Ny5xE2p4i3v9+goO3v95Pvj45I4zXNEkjlxHyLoMR67G0A7Cp12HwyIEPjQxBoc1OHI1GtsihIVlr6FJdaV2EcWSr1JhfQhslVQnwfZJHFMifDYibLjKw1EDp8yLkJK00XkIj42MGljFfqQO9uQSnFIHLaS7O6cSZCL0FoHbX9TdDUYH72911w31qI4RdX/3GIAmkLgDrwNoW1cZq3Wf030nIYSXNM9rxO2X3d1l/Rg0kZXcj62V6KJPvciK9Iw4+x20lm23K+KWv+/IgrlN182+5qrPGDuuF3vs2XkTe0VdnntmHjf940s8ps6dd+3L5Ml9WbRoC6NH96RHTz/ffP0bQsB2E3pTVhqlrDw1C1RSuovZ55zxDsXFjZTF6kb06RNkxIgcRozIYeanJ/PJJ6sYM6YXRx7debu1AD6/2aDDumxxDs89MYaVy7L4602z8fntJvQ9JOXWnmSYcxGilfmTipRQWRnjT+e+zxefr2H7KX159PFD2LSpgvKyGJOn9qWkOMJPP21kxMgc0oIetuS3P5UgS9PRav1IdCBT01hvWXz3/Xp22+kJ8vJSk7LQENkGjAoI4iEvhuFWTqkyLyahOOylslzi8ViMyIrhDuaCwelxhkzeyKhcN0prcHaY62es5tzXxgCQs+vhAJjTbkSumgyRArRB+yAyOnccW756CLB6q2frXrSW1fSe5sczV3PDdZ9x07/2SqptHUWn1rHN21DOfff+wH13u6IJui7o0yeNvLxypIR+/dLRDcFv68qScr6BVpCNWoijYwM5aOpKBvSsQAK2rTHv1+HE4yamYZGTVYnPFyMju4xxe/6KJxAlHvJiRUyy9l6INcQiNtDu8LDi1uMlw/wJIYLNN+1ApFNMRfk+SEowou4AaPkdLE0kdmvhz2fuwTtvDGu2r/MvmMwdd+6TUnsVTSOlxJZzCVt/wWElVc6qYCgycYM1xB5Y8gu6UtiDiAv8v/ZAs8tx4hpydQ7YAi09gvBbCCGREpyISWRGEU6Wg7lex7fC674NQ4IpsQMO0YEWnhKBHnNvCrYucfwSzXFrxNk+0BLqi7UdW0h8IgJEXNYXgxbgaGAEj8ebflOHfTYtJWa/Sti+us5zNaJ8grJSDzuMOYlIpPk11J9+PYeRo5p2ghWppbw8ymuvLObiCz4E3AmgYWp4TJ3Kyjg+n86EiX1+N7unncFnX57KlKn9OtuMOkgp2XuPZ/jxh60UrYW7eqdpDmeev4Abbvm+BcKVw8gwZ1aXclN0DsuXFXLT37/k7beWIqU7vx45qgeLF7k1o8dPyGXt6hLKyppXJW8NJvCX9B7kaO54V+DY3F5etPXycqN4vTrRaPIV3vwaHDkoxLnDQ2gCXljjY8Y2pQxKi2NoYHpjGN6aKgWlUY1fKgUHji5A18CR8MO6DI56ZjumDijhrauLSTvnoaTb2V7mz9vMrjs90WhkRWt48NGDOPGkzkt3aisd6tiuXVPE+DEPd9Tp6pKIKMzA5KBYf3TNYeygAjJMm4L8LHyaDkj69i5B12T1j3vgiHX0GVRTpy1jlxX4BpZQPtmuVgHtyqSZn6GLIZ1tRj1sawnR/COQhlvkOp7mVAfGW5bgkfu35ZZ/tGxneWPB5QSDnRP68UelNHYgsKSzzWgnAqN4Er7VC5BRHWeJWxtX713mlgASbhspJBX7lIEGeqlGcJH7W5NIpAEVU6LoIYF/fd1dCscjsY2qkGbNHfETSB23Nq1wd22lBjgSPbH9KXEdYKkLMAS6PgVf1rOp/DDaTNi6iZjzZKOv7zbpONasyqC5lcCBAzNYuOzPyTVO0SS2bZOd9u/ONiMp9OufRt6GjtsJaiuPPH4Ix50wrrPNqEdJSYRJ4x+isKC25kFNPt7UnTby2ofvAM1XZfBr9+AxDk6NoYoGeezRH7nsok872wwA0oRgZ48fCXwbCxNqhZuRnm5SXr51+FLraSywM81wEEjKLY2fjlqLnph36mYcb8B18m0H5m7x88CCbJ45YSFGwrH98+ujGNennD/tsAlPuiR4xTvttjMVvPbqIs445e1296PrguKKvyTBoo6lQ3NsO8ypbeDXrOFKfu8a7wWA7WjMX5PL4hV9KSz3UxrWidsCQ5d1btrlJWl1+omuz0b2PoY64Y0NVe5o7DquXcqkubbtRDAcjYHNN+wEdGM03rT/Ym5O7O/Z7i6PbYNhSBbOz2Hc+IIW9bVkscrr6UgqY2/R/Z1aAB2TIW6erMd2k1s9cURarI4PJqTAyDPdEOZMh8jAOFJIpCkJj3TbSq3uRSyRYLuOq0isXNcWSsPGPa72MbrA1twdWqklnFrTbaR7903tR9EO/MYNGGLX6sdSguO4C1Tr16UxfFQRwWDzuwIbN5YTj3f9xcLfE78Xp3bS9r1TssuTbAJBk11365pjclaWj09nnYrfX7VA5zq1QjgIIdl5tzw+/ahltsec91Jmp6I+tm13GacWoEJKPo6G+CQaapVTC3DK6ROab9QEGQKGGjqTPGaDDo4todJyRTe+3OjHka7Tasd13lqWyYZyk9kbg1z1eX82lXl56cd+XP/hUC56cyTnTcnjgh03oekSfcQu7bIzlRx19Fiuvrb99tm2pKIiVTooqaNDd2wz/Ld1zIkk5Npe8nX3C9GB46ID8aJjIbES1Sc9QFCTaAiKiPGlUcR5Ax2GeEW1czto5FpyBxRUP9bSgmSf04dQ7rOugAzUXRqqHUuY7EicemU16iPoh0YOutgRr/FnNJGdZCOSi4ysRpZ/R0kkyOOvPM/O09YQqjC58uJdWb0qk5Z+iEceOYonnzsitcYqACiN7QC0bNGh6yLwaKdhVb5MYIm7OiwrTZwtAYy+ZVDio/bFHB0aJbZNFDTwbNawAg7OVj9P70YNoywRXmwKsCSOF9c5pSbk2Pa4u7lCgrATIlbgrvDUKmMgPKNBy8LwHInhO7RLh/ZJKbHkZ9jOBj7/NEpRyYuMGF3MT7Nz+etl03Gclq2hCgHvf3wi06Z1kqrkH4wOG5NTzN337sclF33UfMNOIBg0GTmqB6NG9+TKq3fu8uH2hQUh3n1nObouKSh5kLdf9xKJGFx85c8ccOi6VvQ0iDT9U3Rd5dummi9mreGQA17sbDPazS7TBlBRGWfer+0rlyOA3X1eMnSNtyvrVl0YGLDIC+tICaYmuWPHArbJiBESDud/1pfimEHVIHzVzuuZtznAR6uyef6YJUyfkoaW5sMzZgfMqUcgjK4dKfjTj3nM+WUTsajFX6/5rM3hyTfcOJ0rr+66jvzW/P4cW+mmr40e34vdpg8CAftM24bPT59DuKxK5kSQ4YsxuHc55cXpVMQED7CRMmx8GhyYabB7uoYAthu9gT6DNydCEzX0gUPJ2nEm8b5l2IE40pfIo3MkToZT1w9rqXO7tVPc0OuxxO6NcOqU1qiNzkQC5oNoIreFH1bX4f13l3P8Ma+1q49dpg3grfeOb7BGoCJ5lMX+juSZDjqbgSkOQQgfgv5ImUFM3pCUnk1xEnH5HEaJwMzXkTpE+1r41hkYeV6IJX5HwiE2LIRR4cYjCQNCQyycjERHEvSwwCjTkDpYAXfH1QiBUQgyDSTuYpmDQyzXQTgCo0J3S/0kLmaZKH+lSR0j+GeM4AVd2pltjGOPepUP31/Rrj4efOQgTjy5++X2dDc60rHt3SfIkUePIRqx2HHn/tx/z4/Mm5vf/IHN4PcbjB+fyw9b54d2Afr0CfLCK0czeUrnVSFoK44soDzeXqHJTNLN9zu1CsMfgXA4Ru+c/3bY+facMYRhw7JJS/ew4079OfHY19ud06lpcNwJ43jhuYVJsVHHXSvWoY7AocDhpgllrCo36R+w2btPhFuXefloXWatVjWT8iNHFXLm1I1M3nsigSMvQphtrOPbidx5h1uOzXHa/iWd96fJ3PGfvbvFnKRDPYBTTx/H008m50fbGJdduSPX/2N3DKPuDsHkyb25f8pMKgujZPrjbLuNG75aUZKOzyMpjblhTGEHXiu2eK3YTTb/eK9hyJwAonQVAhu5ZQ3OKvDk+dHSDITpCsxYWTbh7aLU2VZtzfffXNuqupaN1MM1OJGAeTVCZGx9ZLegX/92FOtO8O036znkgBf54OMT0fUOjbL/Q5HhuZHSWKodW4Og/h66NgwhtvourSJizj20TlHZQGMKDksBt5xBXLor3FaWxMqqSW4ND7fwesGz3kEKsHvGMUMCKRwIurmv/k06Uctxa9MK0EJurmwsi+oEj7gH9DIgLsBMlLT1AjrolXXfU3XQhxCYmfeie/bsFgNIQwwYmFGnLnhbOP+c9/B6dY46ZmzyDFPU46e5ZzNlQmpLRk3bbSDvvH9CvTH5mGPHMW3Hx6vFbFrKwEEZ9O4d5Nc5m7AsSdxyuqRTO358L15549ikjG2dgSAd8NO+OuOlVMQPJ834CE3LSo5hinr4/R569TLZsqX9ualN8cgTB3P0MWPrza/eevc4jj3qVSKRlqcDaMBOu/RnQ14Fa9eU4jjwxmvJS3GqsmRr1X6J4OmVQf46vgxHCs6fncWS8oYKNLuj8voKk8D+p6IftBfC7J6bJv0HZLTLqQV46IGfiVs2d92zf5KsSh2door827oSbr7xK2bOXElhQfsl/DVNcNoZ23HDjbvTo0egybb5vxbw8dFvkhV0lZaLSwIUl6bxUCyfdbJuHphXd3hlokXugC3k9ClMhCNLzIwQmZPWoQXdS0ZKiPeNExkRp3qKKmTTO7C1Q5arHjfW3gEc3d2t1ZroFz9pxovoWvfc6Tjv7HeSslqXnu5h/ebLuq1j0J2Ixj4gwtPAT9Qrq9MmcvDp1+LRDkOIpgeRUPxO4vL/knDOWtjgWy+wMt1wYaNMw8x3w4WlnggHSfyspJBE+0r0EBiVGpZPEutd9zdnFLp5tlrio7FMBzvHwSjTq8OQJRKEQBpu+LIAhHcXfBkPI0RDA27XJj+/kknbPpgUAZCLLpnKv26bkQSrFE1RURHl1pu/5r13lrFqVWlS+txrxhBu+/fejB7Ts8l2RUVhdpryKJs2ViblvF0JIeDBRw/mhBO37WxT2kTUeomIc21S+gpqczGM7unkdyfmzMnjjlu+5fPP1xCq3Nqtaz0+n87lV+3MRZfs0KxI5xuvL+G0k95sQa+SXK9DYVRPyqyhNWhI+vpsNkR0qubrbsm9hsItJdv2CnHjnr9x7Y+TeffTM+jTN62hbrs0tu0wfZcnmT+v/REyY8f15Pufzk6CVamjU8v9ALz2yiLOOLV96l2jRvfgxznntLh95YYyPj/oCYR0LynPqKGEc3oyM1TCa28vpH9GJf87YjEDM+KULR1MRkYlvrRwtWOr+2Nk77gqURLEFYop3zXkxjy0lq3zZhv4NkTcQEjNVWE14+5SVyNhzrrYlTTz6TYY0rksX17E1ImPtHtVqYrBQzKZt+h85dx2EFJalMUPAZa2qx+/9hAeo+Xlm8LWzcScxxOPBAYHI4SBIzdg80Orz2+UCXwbExeyTR1hOCkkdhDQBSIqEVImIimqmxDuT537gBYTCDS0kFsQPZ5tg+aWGqodimx7pVsOyErcBgzwpt+P4dm71e+hs7n5pi+549Zvk9bfq28exb77jUhaf4qmWTAvn112fLz5hk1gGIKC0qvQtJZFzti2w8ht7mNLvlszctCgDKbvMRjLcvjw/RWUlHQ/AZMq0tI95OVf3tlmtBopo5TFd6EqwqX9aGSYi7vlYl135frrPuPu/7Z+HKzNaadP4N4HDmhx+w/fX8GxR71a/Xj/A4aRle2jrDTKzPdXYElw902rhteOmKNtvZtUNd1u+Ny6kNhukXpmDC3hoYNW8fcvBpK73yHc+M89Um5tsvnow5Ucc8QrSevv6GNH8/hThyetv2TT6fvqRx0zlquu+ISCLaE297FqZetuvMH+GRzw44UU/bQef5800oa6Yg67fr2Y0yvmISIxWD6MimCE3oPzcGJ1V6kMX4xoXia+oYU1k9jGcmu3dkC3EogBIAaa1HDMRMmb2sc6AiG1xCkExM0a57YBHPlbqz6LrsJPP+YlzakFWLumlL33fJpPZ52WtD4VjSOEQUC/jZDdPgEvi1l4aLlj6zf+hsc5B0cuxdAmIkQGUtqErb9hy3YM6FsrlwuI9RA46YkLz5FgO3iLtzrIcVxn19bQbK2O4yrNmhx8aUjiQQs9qmEHHPc+EgIhtOpcWylL2m5/J/LlrLVJ7e/ow1/jmecO57AjRye1X0XDbLtdLgcdMoL33lne5j4sS7J2bRlDh2a1qL2ua6xcezE//rABIQTbT+6LpgmWLilg3tzN3dqxDYdSGx6aKhzySJ5T6/ZYFt+edOMnNK375Sl2R278557c878f2pUW8s03rREMg/0PHM6G/MuY/f0GxozpSf8BbnrcvXf/wDefrqI0Ea7cUU5tpibZMQu+LZVU2DXnrPlIaibpGpLzJhTw5MIcwpY7ud9SaTDy/kn4DIdDxhSl3N5U8M1XrfsOm+PVl5fQq9fH3H5ny+dqHUmXSET893/2aUHR78bRtNYfrJs6vXYeXO3UVizLY8n1L+JUViCl63lGK33kr+xPwfpebFzRn82rexMzchFSI56fQXRjBtJrgc/Gu6GR7dqtTatyXGuXCJIaesxAixo17R3A1hFO3X4Fosl7gWQ9Una/kK4JE3q36Xtsih9nb+SMU99Map+KxjG08ehMa1cfAl+rj9G13pj69Or88pB1MXH5UkuOrPeMleY6oQ3hpNXandXA8WpY3kQ9WySxbAk+QHMF5Wr0JyRO0EZu3a8JdnrCqZWus+veHwQIgW23b6W9s9hhx/5J7/OUk95k1aruOanojlz/9+n4/e1b9/Z6Wh/CNHWH/kyZ2g9NE0SjFrvu/ASLFjadg5uT0/p7Rkdi25LZ363vbDNajUZfBMmuqlBJubVr880USUHTBH+5tn1jcluc4vR0L3vvs021U/vYI79w3TWfURqpvbNTf76XlZV8leG9esB5A6Bfo2spNTtJDoIH5vaqdmpBMi8/DUcKQnGN72ZvSrp9HUEqxOseuP9nHn9sTtL7TQZdwrE96pgxfP/TWfTtG2zT8YceNqrdNmx683ugek5ZTTxmYsVMQGBbBgWLvTi2QPfG0R2B1CRSk5ibdAILDLxr9fqphlvdGLxLTdK/8hP42YNZpOMpEYiIg4iDiOqJnFotUfNS4ugWUrPd6bNu198droONpKzdn0dHM3ZcL154+UjS05N7Y3vtlSXcfNNXWFZrhIYUbUEIjaD5BH79zjb34dFObrcdlvyshS0bmBBrEB5kExpoEc+u+c04ieg5WfuCk5JYH5vwIIdwfwc7q+Y1x2OBJpHCcf/GDT/WohrCSji9FmBriLiGFjUQduLal24evXQKW/W+uwrX/2M6Z50zMen9Tpn4KN93QwehOzJ2XC9+XXAeM/Ye0qbjh26T1W7RpE8+Xk20BWI0RUXt1+lINZs2VXS2Ca1GCB9B4zlgSJJ7LqQ8dhZSdr95Snfkr9fvxnsfnoDP17ayS+eev327bXj80V8beaXuBDYUSn7G7UeF8H4B7JzZWIvGPXdNwIisCL38rn5OUWHXv9c0xKGHj+KO/+yNrid38+jSCz/imSfn0skZrfXoEo4twJrVJWxsg3iEYQj+ddte7T6/NzcTkNiW+5FUfU9C1E+ClTnDEIaDjBk4q7ORZV5kqRcrKJC6RmChB62k9o5N4t9EeKOdYSP9Nk4PBy0GmiMQFmhxkJaTcGoTW7u6A7qDNG2kJ+46trXDJLcu+SN2RdCn3Z9HRyKlZNXKYhYuzOe0Mydw7d+mMWlS8t7DHbd+w3lnv5u0/hSNI4RB3HmvTcdq7ImuDU2CFU0LyNXgxa1mXYtEVJITgGhfh8qhFrFsN7dWq6x785aehOMrAJN6ocsOFo6ZWIhyQK/U0SIaeoWOXqojpIGwNDTLACkQEveOHAOkxPQe0+p33tmEw3Fmf7ce09S44cbdOPu8SXi9yRlmrLjDvns9y7dfJzesStE4n3/WtrDyBx8+qN3nbs0i57RdB7b7fKmiX780dt9zSGeb0WocuQXLnoMppuPhLxhij+T1zeeUxQ9Cyu4Zpt3dmD17Q6sUi6vo2dPPmWdPavf5+/ZrSHCpvlBMPG6T27ul43fLCDmCx/IEg33Qz6g6b21cG9KMKlGNmv+lhNWlXp4+YC279q/gzLMnJtW2jsC2HebP28zGjeVcevlOXHr5DgwYkDwRtwv+9AH33t21oss6Pce2ik2b2hY+e9VfpiVFpazv0dMo/GIBoTWF2JaDxxfDNC2EYRGtDFJ1EeqGRXR9McFDj0MsfhYZCuCs9WJPLYIst5llSAKLfcR7WUSH17pxJ65hK9chlB3DKNXR7BqvV+oS/BJhG1XPgK2DYdU5vnEMAvrD3UowyXEkBx/wPF9/mdrc4FdeWsT1/5jOkCFZKT2PAhzZlnAdQUC/Pynn9+v/JmyfT32h/60pQjAOjb7YfIIbE2zXWYiSAYj5bcwCDT2uEa/Kgwf3X9vdgZX+upMGrUwg/QKpJfJqNbB9NkbEQCIRel0FuNopBgKJIfbHMLu+rH5t5v66kb33eIZoNLXREaed8hbLVl3Yre5z3ZGCglCbdA922XUAO09rv6O5626DOPKo0bzeghIg337zGxdcPIXnn1lAWVkUx5HtrquZLB576jCysrp2uPTWhOO3EpOP1H0y6Z/nBqL2c/iM05PdsWIrNm1sW8TA408fitfbfjfhtn/vzU8/PENRUe3SUfXv31KCdOD8P0/mwf/7GcMQWFZyfng3rW78vAAVll7vNQlYEtZXeLjr6DgjbtkzKbZ0FGVlUXbZ4VHWrS1P6XluuO5zzjx7EmlpyQ8lbwtdZsd2u+1yW33MhEm5/OWv7csfqMJI8zHh0YuY+ORFeIIOmT1LCWRW4g9GCaRXYpgWgcwy+o1eh9dTTuXH76LvfwvauEPRBkYQA6Ju1oAAvBAbbOHNM2HryAUpwAHHB46vKjtPuiIzhua+nkAk/nOP27qfht6FRYV1GKWxaVTGT8eWq5Ly2aSKRQvz6dPjzpQ7tVVcfMEHHXKePzpCNBrz0yh+/X50PTmTP4++Fxnmz/i0u5ptK1mITT4+/UZ0sWvd/PdaNaPjPSSxLBt06Zbc0twXNEsDRyRCiGuOdfxuikLtcVKaEseo2w5Rk6OLlOC4f8flPMpCe1Aa2Ztw/A6kbH/ZhlRyw3WfsdvOT6XcqQXYvKlShSR3AMOG59BCUeNqgkGT5186Kinn1zTBk88ezsKlf2LU6B5NtpUS7r/nJ267cwYXX7oj/ZO4I9FerrzsI0YPv589pz/Jp5+sbv6ATsS2KyiN7VbfqU0RUaftaSuKljN8eOtzpc8+dxJ77JmMCCoYPjyHpasu4JPPT2m27ZYtIZ5+ci7Pv3Qkxxw/rtF2Dd2bml7rbKqmJlu95g7SupBkeGxGZ0f4drnDkfvfyadPnYS99jKklUxhteTzzltLGdT3fyl3asHVzLz7f9+n/Dwtpcs4tp9/tqZV7f0Bg/c/OimpgkNC1wgM7sWgy05MxIy7F4LHHyMtu4LsPsVoukRobt2r8CfPoU84GJFeP1dEetwJa2Cdhm+tQC/F3QyKCsxCDRHTsP1gpTs4XkE8XSA97iRZ1vmvVrhjHWOrTlT3X8lyYCOW/JLK+BldLva9ip13eJSdpjzepvCYtjLrs7XM+aV7Jv93J2y5qFXtDY7Eoyd3d1KIdLzGodCisPx5CNkPXSTqPzd0S9EkTkCCVttxk0ghwXAQsUR+bBU6CLvWopQApIbjBcfjlqQWVkKdMRGqjA3EwfZLbHMDkjxw1hCzHiFmt6/8SqrYsL6ErOBt3NXOkhKt5ZgjX0mqirqiPvN+3YTTynWKT2adQk6OP6l2DByUyfsfndiitpdd9BHn/3kylZWx5hsnSPXG/8IFBeRtKOfnHzdxzBEvs2F918wtLY/dSIW9HbChA88aIhzrGCf6j8ysWWta1X7IkEz+c9e+SbXB6zXYYaf+LdJfCIUsPv9sFYc1oZ/T2ntT6xD4dMkBQ8t4/qA13PZjLhe/34NPv7Q54vxtOe/Scpzf/ppKA9qM4zgM7PtfTjr+jRR/RnW5/ZZv2ZLfNYRru4xj+9orLZ8MBwImy1ZdSHp6aiTjc6ZPwBg5CaHVbMNouo3usQBRPRDa69dgfXQFotIHtSIsJCBKQAZstFIPWpGJHjLwrvcQWGQgdAMj4v6PpmMHNaQnEZLo6KBZ7sxXc8Cw60+0pQFxPfG/gFDDX6PkN+pvGXcujzz0PRn+21g4v2mly1Rx1hlvdcp5/1i0fOJmipMJmP9OmSVp+ixacpsLO+dgO78236HAvS41GzQH6bWRXvff2tEWaCB1B2KJHV1LQ0hXvEMmxM+NKGhxx82dN21sfxzbbyOqlqITiukIB9tZ3Kr33RH0yr6NMSMe7NDBs4qy0hhz56pFqlQyq5Vlm7754QzGbdv6yKuW0Cs3yF33Nj/RDoUsthv3IGnBlofEJWPtt6WiLJYlWbGia6l7l8XKKI1tg8NTnXL+GLd3ynn/SHz5Rcuj4saM7cnP885NWarH/+7Znz59mheKfeShX7nj1q9b1XcyruWqzbKIrfHxmnRO+2Aw762qHYUmePnDYRBe2P6TJZmD9nuKrOAdlJa0fGEvmdxy81edct6t6TKO7ebNLff0n3j6UDIzU5uzMujaC8k5+RQ8aTF8GWGCOeUJh7Yqd0dipIdxthQjpI1nsRc9T0eUCkQJGGEJJR5kmU6sP9hZGlYvSWQkOLX8cc3WkNJJKCG7/SKoFo2q7dQa7IvBgWCBQENIgRYz0ITWSITFGIRI7up5exg78h6uuHRWp9qQtz71YRl/ZJxW1l71GzemNFdS1z2kG4sRNC+AYdO6QbT+yWT961ATCEevrkXtJhHpGMHLsdLSsP226wR7HFfxQBfVqQm10xAMLTkpF8kiw38b0U5eM1uyqHuqRncXfv5xY4vbbj+lD+PH906hNXDm2dvz+den4g80nfMXjdhs3hxKqS1VjB7bg8uu3AnbbtmM2uvV2TbFn1NrKI29i2RiJ1uhKhakmtbUUp752cmYZtsUlFvKstUXce6fmldb/uWXzSm1ozZ/umAy20/uWycSKOpoFEYMGpxgp0/vMNtaQob/Nr76suX37FTw4w95nXr+KrqMY5ue0fLd1/0PHJ5CS2rI2GMP+v7vcdJ23hG9V2/waK5KsnAwsyrQE7s0TtSduOobTcwVHjQkIuoOvk5uHJlWLbFcKz8vUconMYmt2hkWTrWCzFYMI+h5ECFrrXQJ90hRVTNzq7E13Xw2qZ9He1n/W+OTjWDQ4L4HD2DQ4IwOtEiRdGTLB0SdQzpEAEjTTDI8rxHU30VjPDAg5eesCj8WiOoSQRKJFOD3PYSZdh6OUV7/DlxLhV1W3RPENEw9OXmLyeD2W75s8vXdpvfn+ZePTLkd4XA05ef4I9Oacj1vvnNcCi2pYfLkfmwuvJK//X03ho/IIbtHw/OGWKyBSKckY5qC7344iwkTWu6ovvfRCfTo0XUWm+HiJl4TGFyMxoEpt0JKdS2nEsNo2VQ/O9ub8k2jKu78776s2XAxe+09hGFtyAFOJqecvh2337kPkUjLFgCGDRVo/W9IsVUtp7mUw4GD0njptaOSVqGgMVqryZAquogZEI+3TBwlv/iKDlXD1HSD9OMuJvvK+8g4+kx8PSrwZVdi+K3EDq7A3pyO1PogDAerXwzpAcI6whY4PplwOmucW62k5rHjtat3Z6p3aWxRz0k1tcnuv/qRbpuq/lw/Gz1suDl6NuB4STcWoInOvVm0lHPPm8jGgis59bQJKQsvryIUsvjgveUpPccfGUnLVuwEU0nz3J1ia+pi6GNJ97xFhvl5wsFtiHYO6rWFpxLCUFV/i4TwsWHuBriluepUF4BEmLOTyK130PS9yPA93aUUgL/8svFyO4tXnM97H53Sqsl+W7ni0k9Unm0K0Vr4m5v19SlkZXWss3b1NdP4Zd65vPHW8Q1O2jUNhg7NSqkNAwdmousau+42CI+n+QW9WV+fxg47dsCiWlIYQqZnJUHPpRiiX8rPFrKuT/k5/shEo81rmWRkeFibd1kHWFNDTk6AN985njnzz+NPF0xutF1rSn+1hX33GwbAiSc3Ni+oof+ANH5e8BeE1jUUgMEt6dMYTz53GAuXXsgBB45AS7Hn+eucfNavL03pOVpCl3Fsfc1IivfqFaC44mp8PrODLGqAWCF6mkRLs8HjB6GB0EFPQ4y5HCczhvDY6OUSsqJIj4NerqNXyIRqqkQvAq0Q4j4LKy2ONJ0aoSjpoFc4+Dfr+Dbo6KGaiYVXOwMA09gRv/dhNG0Megi0iNu3sA2M6GACxpNk+hajacmtBZYqZv9yOnfeVSMcNDGJ9Wsb4/xz3yUcVvXzUoEm+jbbxuAyMjwvdYA1DSNlDNeT1KipeetK/ZtiPwTbta5DR7i5sLXL8lX5W4YNul29aytE/2onNWg+hEc7G6il+CoAXUf37Ey6/xfSfQ+1/g2mmCefObzB58vC19C/fxYAub2D+HyprSZn25Lbbmln+LiiUXKbyYPTNFix9kK2n9y/gyyqT8GWEIGAiaYJcnLcRSldF0gJN/xj95QKQ51/wRTA/a1/9+OZ7DljSJ1cWyEgJ8fHTbfsQWnoL2w/ufl7Y8fTq4HnziDT81n1I11rfrLfXiz5apev4tCd0Y2mL4Rp0wawfvPlHWRNw5SURNB1gcerY5oaui7QdcGw4dmcc37zYcttRdcF++2/DQAXX7oj/7l7X4Zuk1WvzZixPflxztksXn5hUkVrk4FhNLywVlh2BUceOab68dBtUr/Zdfopna9jI2QXkc2d9fkaDj3wxQZfO/jQEUkrIdBW7A1zsN65FKhRURSjDgHNRN/2MOT6j5Fl/4WsxM5z1YbqZhMyJdLnoIU1tDKNWD+beG8H6cVVVU30p0XBW5xQSk10EOmfTcD4F6a+Tz2bHGsTduRdhD4A3bcvQnSZdYoGcRyH3Ow7iMXcz7A0dE29NuFwnCMOeYlvv0ltOY9ZX5/WRSca3Z/S2M5Aw7kxfu15PMZOHWvQVlTET8CWs6sfCwZhatMQoj8ecRzl1r5AK6T8a99Bt64YUJVl4Ah0uQsB/z0NRlLE7a+w5UJMfQa6GNG6N9QJfPbJcg4/5DUApu3Whw9mnl6vzTdfr+PEY1+nuDh1ybgDBqSzaPkFKev/j0xlZYy+Pf/b4Gv9+geZt+jPLdqpTBXl5VEG9b2rTn7rUUePJiPTxyGHjSQesznu6NeSfl5/QOeKq6Zx9TW71HstFIrxzNPz8Hh0jj1uHMFWiFh1FqWxPYEqobDZZHrqOrtSSiL29cScF0llPqxXu0HVtE0RV142k4cf/KXB1/5+03SuuKr+b7kjuePWb7j5phrhIdOjcdppEwgETS68eCp/Ou89Pv14TdLPO2xENk8/czjjG4gwWrQwnw/eX8nUHfoyffchST93sikvj9A/9y4Agmk6G7dcVa/Npo0V7L/Pc6xamdpSRVtKrkxK/eO20mUcW4Cb/j6LO++oqYU0dJssbv/33h2WU9sU8S/vRi5+vc5zxiH3oPWbgJQOzku7IbPLoX+4ThtpgvabF5HIpbXTHCLDbRx/wnnVqkKU3ZBl3yaBqKWuag75BaGlpfz9dTW+/mothx30IvF4an6eb757HHvNSE6NNkVdpIxQFp9GbefQ4AC8+t8x9NSopraG0ti2QO187zQyPfMAiNlvEraTvHItwdAOJGjel9x+uwnnnvkOL76QGgVJw9AoKr86JX0r4PNPV3PYwTXRFVlZHq67YTpnnbN9i/P2UkVDi+EXXDSVW++YAcB+M57lu2+Tv0D6Rx07HKeAcms/WrXo1wpM7VQCxj9S0vcfHSklB+3/HF9/WXM9TJnSh7vu3Z/tJqY+Sq45Zuz+dD3hobV5l5Kd7WPlymImbZv8yKXc3CAr1l6U9H67Aw8/+DNXXvZxyvpfte4ievZqXvk6VXSeS90AN9y4BzfcuEcnW9Ewovc4nEU1jq3QDETu6KpHYPigLIrsF67ZtUnk1lkD4jhBwHbr21bv4tSpF+0m4NkmGAmlbpF21B/SqbUsh3POfDdlTi3A2jWdnwfwe0UIH5menzvbjEbRGIJDTXkxQ0yp/luIFITwCwOv3nxh+t8jX36xNmVOLbj3Ctt20PWuHa3SXdlzxlDKwvUja7oCAwdl1nvuqGNqwu7S0pK/Wzp+u1x2mTYw6f12B8LW9aTKqQVAdo0amL9HhBC8/9HJnW1Go0zZoV8dx7Z3nyDZ2W5qQcCfGjflsis7N3Kss9i8qYK/XftZ8w3bwcoVxcqx7Q7oI2cg85fgLHkX4UlD3+fvCMMVOhJCoO14Pc431yFXpsPIcqRwU3AR4KRJ0EX1py0swJNQjKn23QTgxex5D1q8HKFnIPxdS068o9iwvowNLSzLk53tpbi49YqKO+7UeXlhis4laD5IZfxcHFajiyn49QerXzPEDAxxIJZ8v13n0JiAT78eySp0bXt0sU17ze6WPPPU3JT2P3pMD+XU/kEZNiyb/3v4QK69+lOQ8PebdmfK1Bqho3/esie/ztnEli1tL/0jBNz4rz0YPiyHaNRm/wOHpTx3vKti0dLJsBdo/ZhsaDu3+hjF74Mb/jGd1atK+OLzNQwcmMGb7x5f/VrffuncdPMe3PC3WW3uXwi3FvYLrxzJ8mVFbDM0m5126S5Cbsll1qy1RCLNi4kBZGSYlJW1To/GNDVGjenZFtOSRpcKRe7uSCsM8Uqs1ReD9qNb+SQssLNFlTaNS0yCI7HTBLYXMPyYxgF4jT+ha4M77w10EVatKmbiuIZDT0QtQei2MmhQBguW/rl9nSh+1zhyC9KxqLB3pZ5EeRNoYjSmdjBe7RyE6EShuy5CQyFmyeTr707vEqF0iq5JPG6zJT/Eiy8u4B9/+6LFx2ka7H/AcC64eCq7TVdjMkBpbBituRe2Do0Mc3mXUn9XdC1KSiLEYzZTJz1CUVHLdRv69E3jyKNGc/W108jJ6UqltjqHe+/+geuuSd2O7cmnjuP/HjokZf23hD/m0mOKEIbfdVLHPo+1/glk+X/BH0GLSZxADhBH00Zg5P4Fx9gM8fcx9KF4PGd0m9I8HcEbry2u95yuC044cRz5+WE+/2w18XjbRSx69FQ3N0XTaKIX6JAu5lFpnY3DD7iTOhPwAwaG2Bef9idi8kUcuRZT2x9TO0hNzmqxZk1JvecGDcpg3/2H8cWstSxfVtSu/vsNaHmtVcUfD9PU6dc/ncuv2JmJk/pw1qlvUVjoToozM73YtqRvvzSuumYXttkmm4cf/Jn0DC9/vmAKI0b2aKb3Pw6Ok0dDTq0h9gX8WPJj6uoWtBZD3TcVTZKV5YYmr15/CZdd/BFPPzkXy5JoGmRl+bFsh512HsAtt+3JZ5+u4csv1rHTzv0570+TO1XIqKvxxedr6j2Xnu7h6OPGsnhBPrNn57Vr82j4iM6/b6pvO0UYA84Azmj0dR0wzQM6zJ7uREZG/Vq2H312Crm9Amw39sEGjmgdeXkV7e5D8cdA04Kke15oso2f+uqDCpe0oIcttSa8OTk+5i46n0su/LDdTi3AzA9XcuLJrSzPpPhDstdeQ1m9/tIm2+ywo0pRaZj60ScecQ4+4zLK4pOBcP1DWkWsnccr/igIIbjr3v256979G20zclRPzv/zlEZf/yOTkVl/fr18zUV8OWsNTzz6a7v7//mnje3uo72o5CRFl+P0MycyeEiNMMieew1hhx36cdxRryal/3isZfkFCoWiffzv3v2qa/4JAff+3wFs3lTJ00/OS0r/7cmfVCgULUPTemGI/aofC3Lx6pcRtv5L+51ahULRUdx2xwzS0moWqi6+dAcCAZNTT3ozKf0XFnb+/UDt2Cq6HKapM2f+ecz+fj0+n8H2k/viOJKlSwuS0r8Sm1EoOoa9Zgxl2aoLmT9vM2PH9aJvv3SefPzXpPXfUHSHQqFIPkHzASxnAVKWY2iTEcJD3Hqjs81SKBStILd3GsvXXMQP32+g/4AMRo7qQcGWyhYLSjWH19P5bmXnW6BQNIBhaEzbdVD14/zNFThJqg0fTEEZCIVC0TC5vYPM2KdGFTqZoUqpKOmiUCgaxtC23eoZVTZPoehuBIMe9qxVi/vbb35LWt/Z2Z2/2KwcW0WXx3EkhYXJCzk87QyVk6dQdAbRqEVFRetLgTTGwYeOTFpfCoWiZbjFNJI3JgvGJ60vhULRcizLobi45SrTzXHhpTsmra+2ohxbRZdmzi+bOObIV8jfnLzi7duO7520vhQKRcu49V9fc/st35CskiHZ2T78flVSSaHoSBxZQKV1Bo5cSLJkWjzaHknpR6FQtJx33lrKOWe+SyjUulq1TdE7N5i0vtqKcmwVXZoLz3+fgiQKxOTmBtj5D1qYW6HoLObN3cytN3+d1D5POU1FXigUHU3UvhdHLkk8SkZ+kIapNa5wq1Aokk88bnP2Ge8QDltJ63PK1L4MGJiRtP7ailLRUXRpCgtDOE7yisKP3663EpxRKDqYoqLkKyVO23Vg0vtUKBRNIykmWVEXLn50bUwS+1MoFM0RjdpJdWoBdt1tUJeoR60cW0WX5sJLdkhqf057Kk8rFIo2sdPOAxi3ba+k9hmPJ0lNTqFQtBiPdiKQzMmrGpMVio4mLc3DyacmN7e9q0yvhZRdxRSFomG+/modSxYX8LdrPyMUat8K07MvHMGhh49KkmUKhaKlVFTEeOftZcyfu4n77vmpXX35AwZr1l+icmwVik7AdpZhOT8RdZ5FsqT5A5rA1I4jYNyaJMsUCkVLcRzJB+8tZ+3aUq656tN29zdv8fkMGZLVfsPaidqxVXR5pkztx3PPzG+3U9u3bxoHHTIiSVYpFIrWkJbmYdCgDB59+Nd29/WXa6cpp1ah6CR0bSQ2i9rt1IKBT784KTYpFIrWoWmCSdv35Z7/zW53XzP2HtIlnFpQjq2iG/Dh+yvaXfsyK8vL51+dhq6rn7xC0Vnccdu3xGLtW6C68JKpXHr5TkmySKFQtBZHbiTuPN/OXgRB4xU00TcpNikUitbzxOO/srmdVUcmbt+bZ144MkkWtR81y1d0eQyj/T/Tf/5rT/r1T0+CNQqFoq2413L78vNuvmUvNK3zBSoUij8uehJ62AFDm5AEWxQKRVsxDK3dubEvvXo0aWme5BiUBJRjq+jy7HfAMGbsPbRdfZx4iioAr1B0Nn+7YTrp6W0fAKdM7aucWoWik9FELl7twnb14Tf+kRxjFApFmzn7nEkMG57d5uP9foO+fbvWppFybBVdHtPUee2tY3jn/eM54qjR6HrrJrbXXj8N02z/CrNCoWgfk7bvw5z55/HCy0fi9bb+mnz+pa4T7qRQ/JHxGZcTNN7Go/251cdq7ICuKRFHhaKz6dEzwNffn8Ebbx/L+O1yWz2/fvq5w1NjWDtQqsiKLk84HOeYI17hyy/W4fVqDBmSzfLlRei6aLbkx7l/2p47/7tvB1mqUCiaYvZ36znq8FcoK4syeHAmpaURystj2Hbzw9Dq3y6mR89AB1ipUCiaQkpJxL6FmPMYABpjcViKG6Ica+boIWSYn3aJepcKxR+djXnlHLjf86xcUUxmlpf0dC95G8oRgmbH5ZdfO4r9D+x6gqxqx1bR5XnhuQV8+cU6AKJRhw0bynAc2axTm57u4Y479+kIExUKRQu4/NKZlJdHAVi7tpSevYItcmr/e9e+yqlVKLoIjlxS7dQCOCyiZU4tZJhvKqdWoegi3HnHd6xeVQxAaUkUQ3fLADU3Lk/doW+XdGpBObaKbkBZabTO44qKeIuO+/uN01U+nkLRhSgsDNcRqlixvKjZY4SAs8/bPoVWKRSK1iAJNfBs806txm4IkZF8gxQKRZsoLAzh1NojWrOmrEXHPfToISmyqP0ox1bR5dlmWFarj+nXL52zz5ucfGMUCkWbGTCg9SITN/5z9xRYolAo2opGW3ZqDILGf5Nui0KhaDsDBmS2+pg99hzM8BE5KbAmOSjHVtHl6dNKxbX+/dP5deG5ardWoehiDBjYut2a2/69F5desXOKrFEoFG3DS+umjxppxqdoWo9UGaRQKNrAoEGtG5P3238b3nrv+BRZkxyMzjZAoWiOF55b0Kr2cxaci89npsgahULRFkpLI3wyc3WL2w8eksmfL9whhRYpFIq2YMn3gKY1LmoT0J9E1wamziCFQtEmXnxxYYvb6jq88saxKbQmOagdW0WX54tZa1rcdsbeQ5RTq1B0QZYuKaSsLNp8wwQPP3ZwCq1RKBRtxZI/tKJ1AENTURcKRVfDcSQ//ZDX4vbX/6N7pAUpx1bR5Zm6Q78WtRMCXnz16BRbo1Ao2sLwETloLRxxjjluDDvvonZ4FIquiM6EFrcN6jMRQtWRVyi6GpomGDGyZbmyPXr4uOyKnVJsUXJQjq2iSxAOxzn1pDfp0+M/7DX9adb/VqPMVlQYaVEft94xA69XRdcrFJ3Jjz/kMWnbh+if+1/+cf0sqkqla5qgpVXTH36s6youKhR/BKSURKy7KI1tR1lsdyznx5rXaFnkhWA8ht6yhWmFQpEaNm2sYN+9nqFPj/9wwrGvUVFRo2AeCrWsysi7H57Ybcp0CSlbOtVQKFLH7bd+w603f4XjgK4LZuw9lEMPH8UN131OcXGk2QlxIGiwqeDKjjFWoVA0iJSS0cPuZ/PmShzHvWife/EInnxiLl99sZZIxG62jxtu3I0rr56WalMVCkUTxJ2vCFmnJR4JBJn49ccJ2xcg2UxLcmzTjYVomj+ldioUiqY59aQ3eOetZdi2RNMEl12xE5bt8Pgjcygvb75M18RJvfny2zM6wNLkoLa3FF2C39aVJlaD3MLQCxduYeZHq1p8/JixvVJnnEKhaBGOI9m0uQJZa87779u+4ddf81vcx6GHjU6BZQqFojVIWTv3TiIpIWSfAC3crQVNObUKRRdgzeoSbNtdaJZS8tmnq5nzy6YWH3/Y4aNSZVpKUKHIii5Bv37p1RcewIb15a06/omnVOiiQtHZxGI2Q4dm13muNU6tpsHIUaokiELR2Qj6UH+K2HLxN4OLkmqPQqFoPVLKOmX2pKRVTi3AhZd0r+oEyrFVdDpzf93E7bd+0+bj95oxmCFDu26xaIXij8IN181i1criNh+/ct3FSbRGoVC0BSkrCdmX0JqSPnXxE/RckkyTFApFG3jlpUW8+/byNh//v3v36XbaNcqxVXQ6c3/d3GJRmYZ4452uXSxaofijMPv7DW0+dt/9h9CjRyCJ1igUirbgyPVAWbPtGiPNeDd5xigUijbz808b0dooSu7zaZx19uTkGtQBKMdW0elM3aEfutE2tbXpuw/qNkptCsXvnT32HNzmYx94WKUTKBRdAU0MRtCzjUeno2tDk2qPQqFoG7vuNhCnec3GBvnb37tH3dqtUY6totMZM7YXb7x9HOPH57bqOE2Dt947LkVWKRSK1nL9P6Zz3Q27EQyarTpuv/2H0atXMEVWKRSK1iCEj6D5Erpo/cQ2qKndWoWiq3DIYaN46LGDGTgwg9bsAeXmBrj40h1TZ1gKUeV+FF0G23a4+caveP+95ZSVRdiwvqLJ9mecOYG77z+gg6xTKBQtZdWqYq667GM2bChjyeICnGZS9eYvOZ/Bg7M6xDaFQtFyYvZrRJ3HkTKOZEUzrXuT6fmuQ+xSKBQtp6wsyl+u/IRffs5j/fpyysuaLvPz0mtHccCBIzrIuuSidmwVXQZd17jmumkMHJjRrFMbDJr87979OsgyhULRGrbZJpu/Xr8bmzZWNOvUnnH2ROXUKhRdFI9+FKaY0QKnFoLaWx1gkUKhaC0ZGV5uunkPQDTr1I4a1aPbOrWgHFtFFyIetznt5DebrV87ffeBrN98GZqmfr4KRVdkxYoijjz0JYqKIk22e/7FI7j73v07yCqFQtFaItb9RJ37mmnVizT9ZwyjdelECoWiYygpiXDYwS+xeFFBk+0uvnQqP/56TgdZlRpUKLKiS7Axr5zDD2n+ojNNjYLSq5RglELRRXnj9SWcc8bbxGJNb9X+/cZdueLqXTvIKoVC0RqkjBCyLsGSHzfbNsNchBC+DrBKoVC0lvnzNnP4wS+xZUuoyXZDt8li7sLzO8iq1KEcW0WXYPTw+8nbUN5suyUr/0y/fhnNtlMoFB3P11+u5cD9Xmi2XUamh/WbLu8AixQKRVuojJ+LJT9ptp3JnQQ8R3aARQqForWUlUXZZuA9xGLNSyMXlV+NYXT/SMjuVXVX8bvk1zkbW+TUrlp3IT17pXWARQqFoi3ccvPXzbbxeIRyahWKLoyUMSz5abPtDP6pnFqFogvz8IM/t8ipLSy78nfh1ILKsVV0MrbtcNVlzYc6Pf38ocqpVSi6MIsWbuH77zY0225LydUdYI1CoWgrEfs+oLlgvu0Jek7qCHMUCkUbKCmJ8NADPzfbbvX6CzHN388+p3JsFZ3KzA9XMnt2XpNtJk7sxeFHjO0gixQKRVv4xw1fYDcjgbxmw8UqP16h6MI4cguxZsWiBJmeVzvEHoVC0TYee2QO+Zsrm2xz0792o0eP39emkXJsFZ3KU0/MbbbNzM9P7QBLFApFWynYEuKLz9cgm/Brt5+SS05OoOOMUigUrSZmf9Rsm6DefJSVQqHoPCzL4dmn5tGUipJhwKWXT+s4ozoI5dgqOo13317K++81XRtvQ/5l+HxmB1mkUCjawrFHvUI4bDX6+qjROcz66swOtEihULQW2yki6tzQZBsPz2Lo23SQRQqFoi3c9I8vWLmyuNHXTVNQUPr7TAv6/QRVK7oNsZjNhg3lvPXG4ibbbSm5Eq9X/UQViq5KUVGYUGWcn3/a2Gibo44ZyRNPK4EZhaKrIqWDJA9bLmmyXUD7AtMY2EFWKRSK1lJZGWPLlhDvvbu00TaBoMHGLVf8btOClNeg6FBWry7hgL2fJS+vosl2S1b+STm1CkUX5tGHf+HyS2c2qTETTDOVU6tQdGGkDFNpnYYtf2qyncF1yqlVKLow33y9jqMPf5nKysajpwDy8i//3Tq1oBxbRQdz27++atapzdtyCWlp/g6ySKFQtJbKyhhXXta0U5uebrIh/4qOM0qhULSamPNas06tzgMEPft1kEUKhaItXHbxR806taWhv/yunVpQObaKDubHH35r8vXvfz5DObUKRRcnHndoSgDZNIVyahWKbkDELmjydcHppCmnVqHo8ixdWtjk60XlV/7unVpQO7aKDmT08PvI29D4bu2KNReQ2zu9Ay1SKBStpbQ0xKC+9zT6ejBosrFAObUKRVenNHYt8FKjr5v8k4CqVatQdGmklOSk395kVYKi8qswDL3jjOpE1I6tIuX88MM6Mvy3NenULl7xJ+XUKhRdnGk7PMLAPo07tWlphnJqFYouTjgWpjS2DU05tQZ/V06tQtHFufVfX5AZuB3bbrxNccUfx6kFtWOrSCGbN5czfvQDRCJNLCMBGwsuIxj0dpBVCoWitTx4/w9cfeVnTbbJyvKwbuPlHWSRQqFoLbYdocI+GFjVZDudRwl69uoYoxQKRauZ88sGdp/2TLPt/gg5tVujHFtF0ln/WwnjRj3YZGHoKvKLL8fn86TeKIVC0Wr+es1M7rv7l2bbDRqczoIlF3SARQqForXYdowKewegrNm2Hl7D75mUeqMUCkWr+fzTlRx28CvNthMalFZe0wEWdT2UY6tIGt9/t45993q+xe1feeMY5dQqFF2QIw57nk9nrmtR29zcAN//dE6KLVIoFK0lFKskzgSg6aipKrz68iDyqAAABVRJREFUZfh05dQqFF2N++77nr9eNatFbYWAH34+O7UGdWGUY6toEStXFrNwfj6Dh2QSDlv89EMe20/pw3//8z0zP2g6rGlrDj5kGNf+bTrjt+udImsVCkVDOI7kqy/XEgpZjBiezbz5+RQXhRk9uicnHvcaxcXRVvV3z/37ccRRY0hLUwtUCkVH4shCbPkzgh4gg1hyNkL2Jy7nY3M/LXVmXXoRNP6Doe2aKnMVCkUj/DpnE7/9Vsbw4VlszKtgyeJCdtylH38+9z0WLypqVV9XX7Mjp5w+icGDs1JjbDdAObaKJvnttyK2HfVwi8KKW8KzLxzBoYePSk5nCoWixVx8wbs8+fiCpPTVo6ePn+acS4+egaT0p1AoWobj2JRbE4HKpPSncxZpnuuS0pdCoWg5H7y3lOOOfiMpfWkafPnt6Ww3oU9S+uvOKMdW0SCXXvgBjz82Nyl99ekb5Iord+bk07YjGFQ7OwpFR9Iv904qypsu2t5STjx5LEcfuy1777NNUvpTKBQtoyI2G5sTktSbjke7DK9+OJrol6Q+FQpFS5i242PMn7clKX1N3aEPZ507meOOH4euq0I3oBxbxVaEQnH2nfEM837Nb3dfgYDOqt8uJhBQiscKRUcz99dN7Lbzk0np65TTtuX+Bw9OSl8KhaLlSCkJx+/GpvEyW63Bywf4PCpqSqHoaPI3V7LduP8jVNlEbZ4WMnRoBr8u/NMfTvG4JQgpkxVkqvg9MGn8Q6xcUdyuPnbepT8ffnKyuuAUik4ib0MZo4f/X7v7efiJgzj++PFJsEihULSFytg/sHi6nb30xM9XeDxqkVmh6AwcR9K7x51EI+1zas84azvuvu/AJFn1+0Tt2CqqWbu2pM1O7X/unsE5505NskUKhaItHHXYy206LjfXzxffnEb/AVnJNUihULQaKWPtcGqPJcO8VS0wKxRdgNdeWdAmp1YIePv949l9jyHJN+p3inJsFdW8/eayVh9z2OEjeOaFo1JgjUKhaCtLlxa2+piFy85n4MCs5BujUCjahCNbPyZDDpmen5Jui0KhaDsvPL+w1cfc98B+nHq6Kr/VWpRjq6hm2LDsFrf99ItT2H5yX5WsrlB0QbYZnsmyJSXNtpsytTfPPH8U/QdkpN4ohULRKoTIbXFbD/fgM/dCCKVUrlB0NcaP78MnM9c0287v1/jy2zMZOaqHirZoIyrHVlGNlJLDDn6eWZ/91uDre+83lNffPK6DrVIoFK1lw/oyxoxoPMd2zoJzGTYspwMtUigUbSFiPUXUubGRVzPJ9MzpUHsUCkXriUYtRgy5h5KSWIOv33r7Hlxw8U4dbNXvE+XYKupx7VWfcP99NaFMk7bP5YtvzuxEixQKRWuRUjJs8D0UbAlXP/fuh8czffchnWeUQqFoNdHY10Q4tdYzQTI98zvNHoVC0TYO2OdZvvl6ffXjc86dyH/u3r8TLfr9oRxbhUKhUCgUCoVCoVB0a1SCpEKhUCgUCoVCoVAoujXKsVUoFAqFQqFQKBQKRbdGObYKhUKhUCgUCoVCoejWKMdWoVAoFAqFQqFQKBTdGuXYKhQKhUKhUCgUCoWiW6McW4VCoVAoFAqFQqFQdGuUY6tQKBQKhUKhUCgUim6NcmwVCoVCoVAoFAqFQtGtUY6tQqFQKBQKhUKhUCi6NcqxVSgUCoVCoVAoFApFt0Y5tgqFQqFQKBQKhUKh6NYox1ahUCgUCoVCoVAoFN0a5dgqFAqFQqFQKBQKhaJboxxbhUKhUCgU/99+HZAAAAAACPr/uh2BvhAA1sQWAACANbEFAABgTWwBAABYC2aGGYK4PCWrAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = palantir.plot.FigureGrid(len(lineages), len(lineages))\n", "for ax, l in zip(fig, lineages):\n", " ax.scatter(tsne.loc[weights.index, 'x'],\n", " tsne.loc[weights.index, 'y'], s=5, c=weights.loc[:, l],\n", " cmap=matplotlib.cm.plasma)\n", " ax.set_axis_off()\n", " ax.set_title(l)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Trends" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:12.251458Z", "start_time": "2019-05-24T00:37:12.241521Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/03/f2kf8n8500jd23r44g8fg2cr0000gq/T/ipykernel_20930/524122733.py:1: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n", " lin_colors = pd.Series()\n" ] } ], "source": [ "lin_colors = pd.Series()\n", "lin_colors['Lineage1'] = ct_colors['Mono']\n", "lin_colors['Lineage2'] = ct_colors['DC']\n", "lin_colors['Lineage3'] = ct_colors['Ery']\n", "lin_colors['Lineage4'] = ct_colors['CLP']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:12.256677Z", "start_time": "2019-05-24T00:37:12.253938Z" } }, "outputs": [], "source": [ "from matplotlib.ticker import FormatStrFormatter" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2019-05-24T00:37:13.398729Z", "start_time": "2019-05-24T00:37:12.259101Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "genes = ['MPO', 'CD79B', 'GATA1', 'CSF1R', 'CSF1R', 'ITGA2B']\n", "labels = ['MPO', 'CD79B', 'GATA1', 'CSF1R', 'CSF1R', 'CD41']\n", "\n", "gene_lineages = ['Lineage1', 'Lineage4', 'Lineage3', 'Lineage2', 'Lineage2', 'Lineage3',]\n", "gene_branches = ['Mono', 'CLP', 'Ery', 'pDC', 'cDC', 'Mega',]\n", "\n", "\n", "\n", "fig = plt.figure(figsize=[5*3, 2 * 2])\n", "i = 1\n", "\n", "for gene, label, l, branch in zip(genes, labels, gene_lineages, gene_branches):\n", " ax = fig.add_subplot(2, 3, i); i = i + 1\n", " \n", " # Slingshot\n", " order = trends[l][gene].Trajectory.sort_values().index\n", " bins = np.ravel(trends[l][gene].Trajectory[order])\n", " bins = (bins - min_traj) / (max_traj - min_traj)\n", " t = np.ravel(trends[l][gene].trends[order])\n", " stds = np.ravel(trends[l][gene].ci[order])\n", "\n", " # Plot\n", " ax.plot(bins, t)#, color=lin_colors[l])\n", " ax.fill_between(bins, (t - stds),\n", " (t + stds), alpha=0.1)#, color=lin_colors[l])\n", " ax.set_title(f'{label}: {branch}')\n", " \n", " if i < 5 :\n", " ax.set_xticklabels([])\n", " else:\n", " ax.set_xlabel('Pseudo-time ordering', fontsize=10)\n", " ax.yaxis.set_major_formatter(FormatStrFormatter('%.1f'))\n", " plt.xticks(fontsize=8)\n", " plt.yticks(fontsize=8)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "palantir_v1", "language": "python", "name": "palantir_v1" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.4" }, "nav_menu": {}, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "253px" }, "toc_section_display": "block", "toc_window_display": true }, "toc_position": { "height": "1170px", "left": "0px", "right": "1068px", "top": "106px", "width": "212px" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "position": { "height": "477px", "left": "5px", "right": "1139px", "top": "442px", "width": "254px" }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }