{ "cells": [ { "cell_type": "markdown", "id": "32bcc9cc-067e-4daa-a4cf-21fb3fcdbde6", "metadata": {}, "source": [ "# Timing-associated genes analysis with TimeFateKernel\n", "\n", "In our single-cell analysis, we analyse the underlying temporal state in the cell, which we call pseudotime. and identifying the genes associated with pseudotime becomes the key to unravelling models of gene dynamic regulation. In traditional analysis, we would use correlation coefficients, or gene dynamics model fitting. The correlation coefficient approach will have a preference for genes at the beginning and end of the time series, and the gene dynamics model requires RNA velocity information. Unbiased identification of chronosequence-related genes, as well as the need for no additional dependency information, has become a challenge in current chronosequence analyses.\n", "\n", "Here, we developed TimeFateKernel, which first removes potential noise from the data through metacells, and then constructs an adaptive ridge regression model to find the minimum set of genes needed to satisfy the timing fit.CellFateGenie has similar accuracy to gene dynamics models while eliminating preferences for the start and end of the time series.\n", "\n", "Colab_Reproducibility:https://colab.research.google.com/drive/1Q1Sk5lGCBGBWS5Bs2kncAq9ZbjaDzSR4?usp=sharing" ] }, { "cell_type": "code", "execution_count": 1, "id": "586977c8-7200-4a8d-8585-089da5000fe0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-12-18 03:17:29.104875: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", "2024-12-18 03:17:29.117954: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", "2024-12-18 03:17:29.121936: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", "2024-12-18 03:17:29.132033: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2024-12-18 03:17:29.929419: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " ____ _ _ __ \n", " / __ \\____ ___ (_)___| | / /__ _____________ \n", " / / / / __ `__ \\/ / ___/ | / / _ \\/ ___/ ___/ _ \\ \n", "/ /_/ / / / / / / / /__ | |/ / __/ / (__ ) __/ \n", "\\____/_/ /_/ /_/_/\\___/ |___/\\___/_/ /____/\\___/ \n", "\n", "Version: 1.6.9, Tutorials: https://omicverse.readthedocs.io/\n", "Dependency error: (pydeseq2 0.4.11 (/mnt/home/zehuazeng/software/rsc/lib/python3.10/site-packages), Requirement.parse('pydeseq2<=0.4.0,>=0.3'))\n" ] } ], "source": [ "import omicverse as ov\n", "import scvelo as scv\n", "import matplotlib.pyplot as plt\n", "ov.ov_plot_set()" ] }, { "cell_type": "markdown", "id": "6320e466-034d-470d-9923-8d54a83560a9", "metadata": {}, "source": [ "## Data preprocessed\n", "\n", "We using dataset of dentategyrus in scvelo to demonstrate the timing-associated genes analysis. Firstly, We use `ov.pp.qc` and `ov.pp.preprocess` to preprocess the dataset.\n", "\n", "Then we use `ov.pp.scale` and `ov.pp.pca` to analysis the principal component of the data" ] }, { "cell_type": "code", "execution_count": null, "id": "63129045-7098-4608-aa48-3a8b2ec5fa5e", "metadata": {}, "outputs": [], "source": [ "import cellrank as cr\n", "ad_url = \"https://fh-pi-setty-m-eco-public.s3.amazonaws.com/mellon-tutorial/preprocessed_t-cell-depleted-bm-rna.h5ad\"\n", "adata = ov.read(\"data/preprocessed_t-cell-depleted-bm-rna.h5ad\", backup_url=ad_url)\n", "adata" ] }, { "cell_type": "markdown", "id": "66eaf7e3-1b8a-4588-8031-d077ca30191d", "metadata": {}, "source": [ "We need to check if the data has been normalized and logarithmized, we find that the maximum value is 13, then the data has been logarithmized." ] }, { "cell_type": "code", "execution_count": 58, "id": "65ea019a-1723-4166-9223-917ec45175f5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "12.226059" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.X.max()" ] }, { "cell_type": "code", "execution_count": 57, "id": "0eeae282-f911-4a59-b94b-de51ff16387e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/home/zehuazeng/software/rsc/lib/python3.10/site-packages/omicverse/utils/_scatterplot.py:430: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 292, "width": 658 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(adata,\n", " basis=\"X_umap\",\n", " color=['celltype','palantir_pseudotime'],\n", " title=['','Pseudotime'],\n", " size=15,\n", " show=False, #legend_loc=None, add_outline=False, \n", " frameon='small',legend_fontoutline=2,#ax=ax\n", ")" ] }, { "cell_type": "markdown", "id": "41143a73-fd9d-426d-b555-cdad2e749f8a", "metadata": {}, "source": [ "## Initialize the timing model\n", "\n", "In TimeFateKernel, we only need to specify the `pseudotime` parameter to automatically fit genes that contribute to pseudotime." ] }, { "cell_type": "code", "execution_count": 59, "id": "2450df3b-d47b-44c0-a565-e3a1e87857f2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/home/zehuazeng/software/rsc/lib/python3.10/site-packages/sklearn/linear_model/_ridge.py:243: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$MSE|RMSE|MAE|R^2$:0.0024|0.049|0.037|0.95\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 3%|▎ | 499/17225 [01:53<1:03:35, 4.38it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "coef_threshold:0.0009673292515799403, r2:0.9458897232697306\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/html": [ "
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500 rows × 2 columns

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" ], "text/plain": [ " coef_threshold r2\n", "0 0.002444 0.661107\n", "1 0.002407 0.728704\n", "2 0.002259 0.752481\n", "3 0.002137 0.783143\n", "4 0.002099 0.786696\n", ".. ... ...\n", "495 0.000610 0.964707\n", "496 0.000610 0.964685\n", "497 0.000610 0.964671\n", "498 0.000609 0.964718\n", "499 0.000608 0.964769\n", "\n", "[500 rows x 2 columns]" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cfg_obj=ov.single.Fate(adata,pseudotime='palantir_pseudotime')\n", "cfg_obj.model_init()\n", "cfg_obj.ATR(stop=500)" ] }, { "cell_type": "code", "execution_count": 19, "id": "fc7544fa-61b8-4a5c-a03a-28e8cc900955", "metadata": {}, "outputs": [], "source": [ "#If the function `plot_filtering` reports an error, specify the threshold manually.\n", "#cfg_obj.coef_threshold=0.001" ] }, { "cell_type": "code", "execution_count": 60, "id": "02bdf336-7b3e-4c8f-b051-2a8793b86f6e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'HSC\\nTimeFateKernel')" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 291, "width": 270 } }, "output_type": "display_data" } ], "source": [ "fig,ax=cfg_obj.plot_filtering(color='#5ca8dc')\n", "ax.set_title('HSC\\nTimeFateKernel')" ] }, { "cell_type": "code", "execution_count": 61, "id": "cbc3943b-4117-4fb4-a94c-16807f65d65a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "$MSE|RMSE|MAE|R^2$:0.003|0.055|0.039|0.94\n" ] } ], "source": [ "res=cfg_obj.model_fit()" ] }, { "cell_type": "code", "execution_count": 62, "id": "c7ba4283-9f3c-4303-9510-9226b401664a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "image/png": { "height": 261, "width": 258 } }, "output_type": "display_data" } ], "source": [ "fig,ax=cfg_obj.plot_fitting(type='filter',\n", " color='#e25d5d')" ] }, { "cell_type": "markdown", "id": "d0990370-3ddb-4b6b-a437-52bbbc17524c", "metadata": {}, "source": [ "We can find that after filtering by an automatic threshold gate, only 76 genes are considered to be associated with pseudotime" ] }, { "cell_type": "code", "execution_count": 64, "id": "fceeb029-9ffc-4132-b091-937bc9294346", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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coefabs(coef)values
ARHGAP420.0099920.0099920.329918
GNAQ-0.0092750.0092754.815562
FCRL10.0092180.0092180.754004
MSRB3-0.0084340.0084340.593459
DANT2-0.0081010.0081010.316569
\n", "
" ], "text/plain": [ " coef abs(coef) values\n", "ARHGAP42 0.009992 0.009992 0.329918\n", "GNAQ -0.009275 0.009275 4.815562\n", "FCRL1 0.009218 0.009218 0.754004\n", "MSRB3 -0.008434 0.008434 0.593459\n", "DANT2 -0.008101 0.008101 0.316569" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cfg_obj.filter_coef.head()" ] }, { "cell_type": "markdown", "id": "afc1dee7-4287-41dd-a9be-7d36d7ca0aa1", "metadata": {}, "source": [ "## Time-Series Gene Heatmap Visualization\n", "\n", "Here, we presented `plot_heatmap` to visualize the Time-Series Gene Heatmap Visualization" ] }, { "cell_type": "code", "execution_count": 67, "id": "734a3588-481b-4ed5-89bd-1bb74628b23a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/home/zehuazeng/software/rsc/lib/python3.10/site-packages/seaborn/matrix.py:1107: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations.\n", " self._figure.tight_layout(**tight_params)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 502, "width": 217 } }, "output_type": "display_data" } ], "source": [ "var_name=cfg_obj.filter_coef.index.tolist()\n", "g=ov.utils.plot_heatmap(adata,var_names=var_name,\n", " sortby='palantir_pseudotime',\n", " col_color='celltype',\n", " n_convolve=1000,figsize=(1,6),show=False,)\n", "\n", "g.fig.set_size_inches(2, 8)\n", "g.fig.suptitle('TimeFateKernel',x=0.25,y=0.83,\n", " horizontalalignment='left',\n", " fontsize=12,fontweight='bold')\n", "g.ax_heatmap.set_yticklabels(g.ax_heatmap.get_yticklabels(),\n", " fontsize=12)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "bee38857-429d-42a4-be47-7d12ad982b00", "metadata": {}, "source": [ "## Density of Cells calculated\n", "\n", "In this step, we will compute cell-state density using [Mellon](https://mellon.readthedocs.io/en/latest/notebooks/basic_tutorial.html)’s DensityEstimator class. Diffusion components computed above serve as inputs.\n", "\n", "The compute densities, log_density can be visualized using UMAPs. We recommend the visualization of clipped log density. This procedure, which trims the very low density of outlier cells to the lower 5% percentile, provides richer visualization in 2D embeddings such as UMAPs.\n" ] }, { "cell_type": "code", "execution_count": 70, "id": "a1787324-bea4-4e71-989d-762d555cf034", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing neighbors\n", " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", " `.obsp['connectivities']`, weighted adjacency matrix (0:00:22)\n", "[2024-12-18 03:46:57,981] [INFO ] Using sparse Gaussian Process since n_landmarks (5,000) < n_samples (8,627) and rank = 1.0.\n", "[2024-12-18 03:46:57,983] [INFO ] Computing nearest neighbor distances.\n", "[2024-12-18 03:46:58,685] [INFO ] Using d=1.7352303437057968.\n", "[2024-12-18 03:46:58,801] [INFO ] Using covariance function Matern52(ls=0.0010437683199839192).\n", "[2024-12-18 03:46:58,802] [INFO ] Computing 5,000 landmarks with k-means clustering.\n", "[2024-12-18 03:47:11,537] [INFO ] Using rank 5,000 covariance representation.\n", "[2024-12-18 03:47:14,139] [INFO ] Running inference using L-BFGS-B.\n" ] } ], "source": [ "cfg_obj.low_density(pca_key='X_pca')" ] }, { "cell_type": "code", "execution_count": 90, "id": "28418cff-22fb-4f66-bbc0-868d1d709a0d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/home/zehuazeng/software/rsc/lib/python3.10/site-packages/omicverse/utils/_scatterplot.py:430: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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kLNuWAMumTZu8LwMOOeSQrPueMGGCt41HH3005xy3VlsBljPPPNNb9uyzz+bcRnl5uVf+LhgM6vXr13vLTj75ZA3ogoKCVkG01HupX79+eq+99tKQvZzhAQccoAH97W9/O+vzfr9fL1u2LOvcIpGIHjhwoARYhBBC7NIqKyu90lWDBw/WTU1NWcfV1tbqvLw8b5zWWv/2t7/1/p177bXXcu4jGo3qQYMGaXDLDDc0NHjLtmeA5dVXX/WW/+xnP8s6t2uvvdYbs3Tp0oxl6QGWCy64IOfxpd+80/LGlWOOOUaDe8PWunXrcm7j66+/9s7N2ivhKoQQQgghtj9pci86xQUXXJD1+UGDBnmPzzzzTAyj9VuuoKCAkpISgFZNvl966SXv8VVXXdXmHNKXd0aDzP/85z/e4xtuuKHNEgU/+clPvDIDEydOzDnu3HPPzbnsgAMO8B5XVlZ2YKbbLv1Yb7zxxpzjlFLcdNNN3s+vvfaa9/jNN9/0moT/+Mc/zvq7Bujdu3fOMmqd5e233wbcclE/+MEPco5ra57vvPOOV/LpiiuuyDkO4NJLL/XeH22997b299+9e3fALeM2c+bMrOv/6le/YsGCBbz11lvsvffeOffTUWVlZV7ZvpkzZ7Jo0aJWY55++mkAwuEw5513Xqftuz2xWIz33nsPcJvV5/p7CNzXMPVeiMVi3nsE3DJhAA0NDa3Ks02ePBlwSxMeccQRAHz44YcZYzZs2OA1nE0vD7Z27Vrv+VNOOSVn6cJwOOyVsxNCCCF2Ve+88w62bQPueXcoFMo6rqioiHvvvZf777+fRx55BK21d05fWlrKmDFjcu4jGAx6pUZramr4+OOPO/kosjvjjDO8863nn38ex3EylicSCV588UUAjjrqKIYMGZJzW+nnyi396Ec/QikFwFtvveU9v3HjRu9YTzvtNHr37p1zGyNGjOCoo44CYMqUKd75qhBCCCGE2DmkB4vYZj179qRr165ZlxUXF3uPW/YsSJcKTqQu2lKmTZvmPZ43bx5LlizJuY36+nrv8YwZM9qe9Bb47LPPvMcnnnhim2OLioo47LDD+PDDD1mzZg3r16/PemE0YsSInNtIf61SfVB2lNSxDhgwoM3fE8Cxxx5LIBAgHo/z+eefe8+n96k47rjj2tzGiSeeyP3337/V821P6niGDBlCWVlZznG9e/dm6NChLF68uNWy9Pfexo0b2wycgfs5WL16NbNmzcJxnKwBma39/Z9//vn84x//oK6ujsMPP5wTTjiB008/nVNOOaXNbXaWyy67jDfeeANwa4//7ne/85ZVVlbyzjvvADB27FgKCwu3+3xSvvzyS6LRKADHH398m0EwgJNOOok//OEPAHz++edceeWVgPtFxk9+8hPA7cOS+tLCtm0++ugjwH1Px2IxnnrqKVavXs3KlSsZOHAgAP/973+9faQHWNI/H0ceeWSbcxs1alR7hyuEEELsVOn/rmXrP5Iu9W8sQFVVlXeDRnFxMa+//nqb6zY1NXmPZ8yYwamnnro10+0Qv9/PhRdeyL333sv69euZMmWK15cO3H/rKyoqAPfGmlx69uyZcdNMS71792bIkCEsXbo041oj/bzTsqx2zzvz8/O9sXPmzOHoo49uc7wQQgghhNh+JMAitlkq+6Q9qSBKNqk7uVpKNZeH3Fky2WzevHmLx+aSatRuGAYDBgxod/zgwYO9O9s3bdqUNcCS/iV6Sz5f88ex5V1z21N9fb13IZvrDvt0gUCAPn36sGLFCu81Arf5N7jH0adPnza30dZdf9sqEol4d/L179+/3fG5Aizp773f//73W7z/RCJBTU1N1s/F1v7+b7/9dj755BM+++wzHMdh0qRJTJo0CYC+ffty2mmncfbZZ3PSSSdhmuYWz3VLpe7qrKio4LnnnssIsLz44oteQGhHN7dPf/9tyXs3fUz6usOGDWPo0KEsXbqUyZMnc8sttwDulzp1dXWAG2CJRCLeOh9++KEXYEkFmPr375/xpUr6Ptp7L7YX2BRCCCF2tvR/17bk3Dhl3bp13uOlS5cyduzYLV63M87pt9Rll13GvffeC7g3lKQHWFLZuqFQiHHjxuXcxvDhw9vdT//+/Vm6dCmNjY00NjaSn5+fcd45ceLEdgMs6XbkaySEEEIIIVqTEmFim/n9/u227dSXmx2Vns2yrfvOy8vLGQBKlx5AamxszDom/Uv0XUX6a5y6G649qWNNP87UXX25ykWk29L9bI30MnPhcLjd8bkyLrb2vQe5339b+/vPz8/n448/5u6772bffffNWLZ27VoeeughTj31VIYPH+6VzOpMqbs6AZYtW5Zxx+UzzzwDuHdknnTSSZ2+77Z09L3b1mc0VSZs2rRpXiAlVR6sX79+DBkyhP32288rH5IKptq27QW7UttI6ch7cUdm/gghhBBbo6qqynu8JedYKdvjnGp7OPjgg70bJV555RVisRgAtbW1XgnYMWPGtHnDTFFRUbv7ST8fSb0235TXSAghhBBCtCYBFrFLS12A9OjRA631Fv9ZsWLFNu+7oKAAcDMiUr1F2pJe/7itbJ1dTeo4IXdgqKXUsaYfZ+px+l3+uWzJmK2VnjmyJftJXTy3lH5sCxYs6ND7ryN3dW4pn8/Hj3/8Y+bNm8fixYu55557OPPMMzMu5JcvX84ZZ5yRUWais1x22WXe4+eeew6AFStWePu66KKLtkv2TFs6+t5t6zOa6jMTj8eZOnUqAB988AHQXL5LKeU9TpUOmz59OtXV1UBmeTDo2Hsx1/tQCCGE2FWk/9vZkXO59PXOP//8Dp1TPf744516DO1Jne/U1tZ6PVJeffVVryRpe9m6qXFtSZ2PKKXo1q0bkPka/fvf/+7Qa9RWyTIhhBBCCLH9SYBF7NJ69OgBuHfM7egvIHv27Am45ZpWrlzZ7vj0/jDtlcjalRQVFXl3IS5btqzd8U1NTV4Zg/Tj7Nu3L+C+XqtXr25zG1vyem6tUChEly5dADfg0J70shXpUu89aC5/tqsYNmwY119/PW+88QYVFRW88847HHLIIYAbIEj1GelM6Xd1pmqnp9dQ3xkX96nPKGzZe7etz+ioUaO8LJj333+fRCLBp59+CmT2FDr++OO9/a1bt84rD5aXl5dRSgSgV69e3uP23ou53odCCCHEriL93Ki9c73UTRibNm3apc+pWrrooou8jONUma7U+U7Pnj0ZPXp0m+uvWbOm3X2kzgm6detGIBAAdu3zTiGEEEII0TYJsIhd2hFHHAG4fS1Sd5XnMnfuXM455xx+9rOf8corr3TavsH9wrUtNTU1zJo1C3AvvtIvknZ1SikOP/xwwL1YXrp0aZvjP/zwQ2zbBuCggw7ynv/2t7/tPf7444/b3Ebq7v/tJdXoc+XKlaxatSrnuPr6er766qusy9J//6lMhlxisRjnnXce1157LXfeeedWzDi3lStX8tBDD/HTn/40ozRXit/v59RTT+W9997zyvV9+eWXnTqHlNRdnatXr2bWrFle4/uRI0e2Kl22Ixx00EEEg0EApkyZ0m7vovTPcfp7FyAYDHLiiSd642bNmuVlxaQHWNIff/jhh16A5cQTT2xVHu/b3/42hmF482vLJ5980uZyIYQQYmc79NBDvcftZcvee++9HHnkkfTs2ZONGzd6N+LMmDGj3ZJWzzzzDBdddBE333wzM2bM2PaJd0BZWZmX1frWW2/R0NDglV+98MIL283WXbJkSZs9UVatWuUFp1I3bUDHzjsBfvnLX3LllVdyxx13sHHjxnbHCyGEEEKI7UcCLGKXlt4E869//WubY3//+9/z6quvcueddzJ//vxt3vdZZ53lPb777ruJx+M5x95zzz1eSYCWZYK+CdKPta3XWWudsTz9WMeNG+f1qrn//vtzllWrrq7mqaee2sYZt+2cc87xHt911105xz3yyCM5Szmcdtpp3l2FDz/8sFcGKptHH32Ul19+mfvvv98rJ9FZFixYwNVXX81dd93FE088kXNcYWGhN9/00lntSQUAgHYDFOl3dT755JNeIG1nlaYIBoOceuqpgBv0eeGFF3KOraio4NFHHwXcY/7Od77TakzqC5XZs2d7d6um+q+k7LvvvpSVlQEwYcIEZs6cCWT/3JeVlXHMMccAbjAmFYRtybZtHnjggbYPVgghhNjJvvOd73gBhkceeYREIpF1XCwW4+WXXwagtLSUAw880Dunb2pq4r777su5j1gsxq9//Wuee+45/vjHP9LU1NQpc+/I+U7qhpKqqipuvfVWrxzalpzvOI7Dv//975zL7777bu9x+nXOkCFD2H///QGYOnVqmzdezJs3j7/97W889thj/PWvf92ivi9CCCGEEGL7kQCL2KWdddZZ7LPPPgC8++67/PSnP816UXTPPfcwYcIEwP1y+Yc//OE27/uggw7yygB8/fXXXH755VnLlL300kteSaa8vDxuvPHGbd73jnbllVdSWloKuMGEbBe+juPws5/9zLurbr/99uO8887zlg8bNsy7UPz000+56aabWgVZIpEI48ePp7y8fHsdCgDjx49n2LBhANx33308++yzrcZMnTqV3/72tzm30atXLy6//HIANm3axNixYzOalqd8+umn/OIXv/B+/vnPf76Ns890wgkneI3VH3nkkZxN7O++++6sGRftSa/53VYQCTLv6rz//vuxLAu/38/48eO3eH+d7Ze//KUX2LvmmmuyZrrV1tZyzjnnUFFRAbjv9/79+7calzo2x3H417/+BTT3X0mXem7ixInee7xlg/uUW265BXCDkxdccEGr0iFaa37+85/nDL4IIYQQu4p+/fpx/vnnA7Bo0SKuueYaL6s5xbIsfvKTn3jlZH/4wx9imiY33HCDl+l522238dJLL7XavmVZXHzxxd6/lUcccYR3o8K26sj5zhlnnOGde917770AHHjggV6p1Pb86U9/4t133231/IsvvuidY++7776ce+65Gct//etfe4/PP/985s2b12obmzdv5pxzzvHOP6655ppvVO9HIYQQQojdkW9nT0CIthiGwQsvvMCRRx5JY2Mjd911F++++y7f+973GDRoEBs3bmTixIkZqfT//Oc/vWDBtnrssccYOXIkmzZt4rnnnuPzzz/n8ssvZ9iwYVRXV/Pmm29mZCzcd9993hf73ySFhYU888wznHbaadi2zfXXX8+ECRMYN24cPXr0YNWqVTzzzDNe6an8/Hyef/55L2Mi5Z577uGjjz6ioqKCv/zlL3zwwQdcdNFF9OzZkyVLlvDII4+wcuVKTNP0LshTGRGdKRgM8tBDD3HKKaeQSCS4+OKLefnllxkzZgx+v58PPviAJ598EsuyKC0tzRnw+fvf/85HH33EggUL+PDDDxk+fDhXXHEFBx54IA0NDUydOpVnn33WO5bLLrssa2bEth7L7bffzrXXXott24wePZpzzz2XY445hrKyMjZs2MDbb7/tBV66dOnCL3/5yy3efqpkB7jZPt27d8fv9/Od73yHrl27thp/2WWX8cYbb2BZFuDezdpZn7et8e1vf5vf/OY33HHHHdTW1jJq1CjOP/98Tj75ZMLhMPPmzeORRx5h06ZNAOyzzz45s5r69evH/vvvz1dffUVdXR2QPVh1/PHHewFdcPvT5Oq7dMIJJ3DVVVfx8MMPs2TJEg444AB++MMfctBBB1FRUcFTTz3F9OnTKSsra7OkiBBCCLErSJ3rrV27lkceeYTPP/+cSy65hH79+rFy5UqeffZZr/zqiBEj+NWvfgXAoEGD+Oc//8n3v/99EokE559/Po899hhjxoyha9euLF++nMcff9wrVZufn+9lnnaG9POdG264geuuuw5wM7Bb8vv9XHjhhdx7773e+U5HsnVjsRjf+c53uPjiizn55JOxLIu33nrLy+oJBoM88MADXmnXlAsuuIC33nqLZ555hnXr1nHIIYdw0UUXMWrUKAzD4KuvvuLhhx/2bvjZd999vRs5hBBCCCHETqSF2EqABvSBBx6Yc8xdd93ljXv88cdzjhswYIAG9IABA7IunzFjhjcm159QKKQfeOCBNrdfXFzcoWVaa71s2TK9//77t7nvoqIi/fLLL2dd/9JLL/XGzZ49O+dr8Nprr3njbr311pzjttaKFSu87Y8ZMybrmP/+97+6W7dubR7rXnvtpb/66quc+5k5c6bu3bt3zvWHDx+uf//733s/v/TSS51+rCnvvvuuLiwszDmXW265RY8ZM6bN997mzZv1cccd1+ZrAuirrrpKJxKJVut31u//xhtv1EqpNufQp08f/cknn7Rad9SoUd6Y6urqjGXxeFwPHz681bbefvvtrPOMx+O6e/fu3rhc7/vO9Pjjj3v7u+uuu7KO+eMf/6j9fn+br88ZZ5yhq6qq2tzXL3/5y4x1li5d2mrM/PnzM8b89re/bXObtm3r//u//8s5r5KSEj1p0qTt+vkXQgghOsuKFSv0fvvt1+a/uYceeqhet25dq3WfeOIJnZ+f3+a6vXv31p9++mnW/eY6l23vPHfRokU6GAxm7EcppRsaGrIe46xZs7xxPp9Pb9y4sc3XJP164o477sh5zlZSUqI/+uijnNuxLEv/6Ec/avec71vf+la7cxJCCCGEEDuGlAgT3wiHHHIIixYt4v7772f06NH07NkTv99PQUEBBx54ID//+c+ZP38+V199dafve/DgwcyePZunnnqKM844g969exMIBOjZsydHHnkkf//731m2bFlG349vqtGjR7Ns2TL+/Oc/c9RRR9GtWzcCgQADBgzg1FNP5dlnn+XLL79kv/32y7mNkSNHMn/+fO644w5GjhxJcXEx4XCY/fffn9///vfMmTPH62EBZM2S6Cwnn3wy8+fP5yc/+QnDhg0jEAhQUlLCSSedxH/+8x9uv/32drdRWlrKBx98wBtvvMEFF1zAgAEDCIfDhEIhhgwZwiWXXMLUqVN56KGHtks2Tspf/vIXPvvsM6666ipGjBhBQUEBPp+Pnj17ctxxx3HnnXeycOFCjjzyyA5t1+/38/777zN+/HjKysoIBAL07duXysrKnONHjhwJQElJCWeeeeY2H1tnuOmmm1iwYAE//elP2X///SkqKiIcDrPXXntx8cUX88EHH/Dmm2+2+35LL/XVt2/fjP4rKfvssw89e/b0fm6v75JhGNx///3873//Y8yYMZSWluL3++nfvz9XX301c+bM4ZBDDungEQshhBA7x8CBA5k9ezaPPfYYo0ePpkePHvj9fkpKSjjhhBN45JFH+PTTT+ndu3erdS+99FKWLVvGrbfeyhFHHEG3bt3w+Xx07dqVo48+mr/97W8sWLCAb3/725065+HDhzNp0iSOP/54iouLCYVCDBo0qFXpzpT999+f/Px8AO8Yt9RvfvMbJk2axHe+8x1KSkoIBAKMGDGCm266iYULF7ZZ9sw0Te69915mz57NNddcwz777ENRURF+v59evXpxxhln8Nxzz/HJJ590aE5CCCGEEGL7UVrn6EQthBDbyR//+EduvvlmABYuXMhee+21k2cktlRNTQ09e/YkFotx3XXXtdmoVgghhBDim+i///2vV/b15ZdfbvdGqoEDB7Jq1SqKi4uz9uwTQgghhBC7L8lgEUJ0ivfff5+TTz6ZH/zgB0yfPr3Nsa+//joARUVF38ieNXuyp59+mlgsBsBVV121k2cjhBBCCNH5Hn74YQDKysr47ne/u5NnI4QQQgghdmXS5F4I0Sl69uzJpEmTAFi0aBHvvfcegUCg1bg//OEPXgDmggsuwDAkzvtNMX/+fH73u98BcMwxx3DAAQfs5BkJIYQQQnSuF198kddeew2Aq6++ulUzeiGEEEIIIdJJiTAhdmHvvvsukUhkm7dz9NFH0717906YUduOPfZYPv74YwCGDBnCRRddxJAhQzBNk7Vr1zJhwgRmzpwJQJ8+ffjqq6+8nhgTJ07slDmccsop5OXldcq2BNx888289957WJbF3LlzsW0bgA8++IDjjjsu6zqRSIR33323U/Z/1llndcp2hBBCCCFyOfnkk2lsbKSiooIlS5YA0L17dxYuXEi3bt3aXV9KhAkhhBBC7Lkkg0WIXdgPfvADVq1atc3baevL8M70/PPPc+aZZzJ79myWLVvmZTu0NHLkSCZMmJDRcHzs2LGdMocVK1YwcODATtmWcBvZf/HFFxnP3XDDDW2+nzZv3txpv0+5B0AIIYQQ21soFPIyscFtNv/ggw9uUXBFCCGEEELs2aQ2jxCi0/Tp04cvvviCZ555hjFjxtCvXz+CwSD5+fkMHTqUMWPG8NJLL/HZZ58xePDgnT1dsQUOO+wwBg4cSDAYZO+99+a+++7jzjvv3NnTEkIIIYToNCeeeCLdu3cnPz+fI488knfeeYezzz57Z09LCCGEEEJ8A0iJMCGEEEIIIYQQQgghhBBCiA6SDBYhhBBCCCGEEEIIIYQQQogOkgCLEEIIIYQQQgghhBBCCCFEB0mARQghhBBCCCGEEEIIIYQQooMkwCKEEEIIIYQQQgghhBBCCNFBEmARQgghhBBCCCGEEEIIIYToIAmwCCGEEEIIIYQQQgghhBBCdJAEWIQQQgghhBBCCCGEEEIIITpIAixCCCGEEEIIIYQQQgghhBAdJAEWIYQQQgghhBBCCCGEEEKIDpIAixBCCCGEEEIIIYQQQgghRAdJgEUIIYQQQgghhBBCCCGEEKKDJMAihBBCCCGEEEIIIYQQQgjRQRJgEUIIIYQQQgghhBBCCCGE6CAJsAghhBBCCCGEEEIIIYQQQnSQBFiEEEIIIYQQQgghhBBCCCE6SAIsQgghhBBCCCGEEEIIIYQQHSQBFiGEEEIIIYQQQgghhBBCiA6SAIsQQgghhBBCCCGEEEIIIUQHSYBFCCGEEEIIIYQQQgghhBCigyTAIoQQQgghhBBCCCGEEEII0UESYBFCCCGEEEIIIYQQQgghhOggCbAIIYQQQgghhBBCCCGEEEJ0kARYhBBCCCGEEEIIIYQQQgghOkgCLEIIIYQQQgghhBBCCCGEEB0kARYhhBBCCCGEEEIIIYQQQogOkgCLEEIIIYQQQgghhBBCCCFEB/l29gSE2FM5ts2Mv/2bTbO+YtDo49jvyvEArHhnMptmfEn/E4+h95GH7uRZCiGEEEKIXcXSDRE218boVhhgeO88HA3LN0Wwbc3AsjChgLmzpyiEEEIIIcQeRWmt9c6ehBB7mpUvvMZnt99JxfrN3nOnv/gAVmMT/7viBgCUaTJm4mOEigoIFhWiHJu8gf0xfBIXFUIIIYTYk1Q3JPhiSS2NMdt77qBBhWyqibOhOgZAQcjk8GHFaMBQirygic9UO2nGQgghhBBC7Bnkm1ohtkG8ppZVTz6PMk0GXHIB/qLCNscvm/wJ7/zkNmqWriBoKEKGQin3wrdq3jxqVzcHXLRt8/6VP8OqrMQwFGVdw5QdMZKRj/4LMxjcrsclhBBCCCG2nw3VMSrr45QWBejRJfd5XcJymL2ijnWVsVbL1lfFqGpIeD83RG0mf1Xl/RwKGBw7ooT8kGS1CCGEEEIIsb1IgEWIDrIaI3z1t3/RuG4jsYWLiK9ZA0DFlKl86+UnASj/aiGG30e3vYdS8fFUZj8zkfkfTKdm3Ua047jbsTWWhkKfIlAQZsChQyjv3o35TyZ3pBSxigpMpXAcTV1jnODsL6n48BN6nHLCzjh0IYQQQgixlRqjFgvXNRKJ2VTUuYGRJesjHLV3F8q6BKmLWGitKQj7WL25iZXlTTQ02VhO9oIDm2vjdMn3UdNoZV0ejTss3xRh/wFt3wAkhBBCCCGE2HoSYBGig2bc9AeWPvcqcUdjKEX3fD+moaieMQfHsnj/R79l/rOvAjD8xCOwFy9g1vJqNNDy8tjRmsEnH0HB3oMx80IMO3MUyv8nVr/5FsGCApa++j8cxyHuAAkHy3bwFxXs6EMWQgghhBDbQGvNJwtqMkp8pZTXJdhYE2fZxgjgZp5E484Wbbd7oZ8u+X7qmxLUNNrYLYIxAZ+UCBNCCCGEEGJ7kh4sQiRFK6r48s/3kmiIMOK6KyjZb28q5i/GisboOXJ/7ESC2Y88z9w7H6R242Y07gVradhH9zw/XQ45iMBhhzL1j//0tqkU9O2Zz7zVdQC0vFTuuf9wVs9d5EVeAgryCkLsPbiYPj3yWV3tY+mcZd74/G5duGrBh/jzwtv1tRBCCCGEEFuuoi7O8k0RwgGTffrmk7A1jVGbLvk+lFIs3dDI/DWNWdcd2ivM0g1NW7QfResbdtpy3P4ldM33d2ANIYQQQgghREdIBovYrWntQDwGgSBKGW2O/ej7P2XT1M8BWP/BVHqPP5fp/3gAgH0vOhvbMJj75ARvvF9plFLEi7sy9Lrv0f/i83lmr6MAsByNgyYUDNAlP0BRno+6iIUCQoZ7Ydx92CAiDhlXyVFH01DbxObZTQzqU0hQZ9512FhZQ9Xi5fQ4aN+cx7Hp60UE8vPpOrDvlr9QQgghhBCiFdvRWLYm6M99HhmJ2Xy6sBo7eSdNXcSisj6B7WgKQiYFIZONNfFW65UU+NmrTz5frqzf4vmEgwaR2JZltwBU1SVyBlgiMZuE5VCU5/N6AgohhBBCCCE6RjJYxG7LqlhP43vPgR0nOGAYwSPORAVCWcc6ts0Lgw8n0RBBATUJmyobAtohZLoX1KE+vahdvR6Ne/egPxko6XnogYx98QHyS0t4etDh1FTVEUmWZ7CBhD9APBYnqB0KfAamUhTnh7l42TSePvdqlk7+1JtHvEVZh70G9aBmfSXglpbQoSD5A/pRtWotPffbi9P/8Vui1XUMOOZwfKEgEy75CXNfehNlGJxx920MGvVtVk6dTu+R+9Hn4P06+RUWQgghhNh9LVrXwII1jWigX/cQhw4tzjpufVWUzxfXej8bCtJP6UwFdpYrrqG9wuw/oIj351ZSF8nso5ItU2VwjzCNUZtNta2DNbmEAgYJy6FrMpjjMwxKCv2s3BxhzvJ6NNCnJMheffKpakjQrdC9MUgIIYQQQgixZSTAInZb1Y/9Difi3hGoAkHC3z6NJf96nMjy5XQ57HCG33obRiAIwMfX3sSyFya668Vt1kWbL3K7+Q0KigvpfsgBLE8LhhT3KqN2w2YACnv3YPC+Q6n6ch6VNQ3EEjZaa+ptnRE08SkwlGLg/sM5+sZrKBzcn38dfQ7acTCBhM68mO47uC/1G8tRCQsnFCTamFk+wqcUAQV9Dj+IvU47nnduvdNbFu7WlVgkSiLShOHzcenrjzLspKM746UVQgghhNitNUQt3ptTmfFcn5IgG6pjhAIGRwzvQpd8P7ajmTy3goZo7qySvJBBJG25QXPZ2C55Jo0xm0Tr1iyt7NM3j675fj5dVJtzTCqY01YpscE9w6zY2JSxPDXeUHDMiK6UFAban5AQQgghhBBCAixi9+TEo1Q/9FvvZ60162asIbJmo7vcctA9h+HvWkJw33346Ld/RWsIm4rymEV1ovkiuLRrPhe88ADzJ/6PWY887z2ffnGstSZouAGSJltjKrefSp2tsVrcwWgqhQIKfQa1libhNO8rvTiDqUBrdx8q+XPL8g2O1t7FccDIXBYoKqSptrnkxOHfH89Z//r9Fr6CQgghhBB7rjUVTcxYWpdzechv0K3Qj6NhQ3Us57hBZWGiCafNMbuaYb3z2K9/4c6ehhBCCCGEEN8Ikv8tditaa5pmvE9i1QJUfiG60Q0waH8+sc3l3riqdfXEFn2O1poNL7xJKszYZGsKfYYXYDEMxfHjjqCpqoZoVU3OfTpAfVowxdZupopPZQZYUtW7U6GQ9OBK6nmVDMI4WpO6mVEn/6OS4RSV/nxS3NEEDDd4o4CgFSM938UXChKtrSdULBfMQgghhBDZaK1ZtK6RJRsiGc+bBl6PFYBowmFdVftBk3DQzVD5JjEUOI7GMKQvixBCCCGEEO2RDBaxy1tT08Src9djOZrT9unBPj1aBwgcy6Jh6Qr0pqUkvpyUfM4mMGAoobKexIqHMOOqa9EJm2Cej4qVddgJB601KxoT2EDIUBhKURpQNFgOvrJC9j6sH3Vmb756dZKbpdK9hOJB/dn8xRxMBZZONj8FEk5zQATA7zNJWG6psOa+LQrTNPFpB1MpquI26SEWAzfAksqOSa/XbZgGymm7qalfKUKmwqcUXcI+zK5FrF1fjWXZKKCgrBs/mDKBkiEDtuI3IYQQQgjxDbV5M3z8EdgWHPFtGND6XKihyWJ1eROL1kdaLeua76O60Wr1fFvy0hrSmwYEfIqm+Dfj0qtrgZ9jRnTFlCCLEEIIIYQQbTLaHyLEzvX0jDWsq42yqT7GMzPXELcygwxOPMFnF/yAKceP5eNLfk318gpWTV/JpD+/yzv/928WvzObqVfdRMWKGirX1rN5WQ1WwsHWmo1RixrLod5yqIzbOI7D4oYECxoSLF5bR+nYS1k5/WvALc8Vr6xm5GXnYCavNf2GIhz0A3jPpViW7a1nKIVSit4BxX4j96ZnnzLyykoIF4RyHrdfNWeqKMOg++B+bb5OqQ+zD41PQWPUomJdFcq2MZQbuGksr+SzB55u/0UXQgghhNidvPcuVJRDdTVMehcSiYzFX62q570vK7MGV/w+OhxcKQiZBH3Nl1q2A8Vb2TxeASGfwmdu+TrBbaxTUN2QYFPNN6esmRBCCCGEEDuLBFjELqEpbrNocz0LN9XTEGu+gNVac2xJnF+NcLh0kIOJQ9zODLCsfnYCFZ9MB9xgy9pPlrHofwtAu+vPe+Q16pev9sbHLO1mm2gyeq04wOa4RW0ygBOLW7z241spHTHUG+PzKab8+o802G4D+wZHs9+FZ1FoKkyl8CezTwzc8goKt0+Kk0wUWx3TzJz+NStXb2Lz+nIaG6JZXw+lUr1XNH40B502isMuGINhNn9ktdbEbE2TrYk7Gq01SmviWtGUfN7OkqA27V9P8PlDz2K3+GJBCCGEEOKbbsWmCB/Oq2LmsloSaeeMTlNa4MSywGo+D2qMWizd0DqwkpLoWGwFgIaojeVknodtrGneZ0cuwjQQtTRWByqNDemZ34E9ZPflinrqIltx8EIIIYQQQuxBpESY2CXMXV9LzEqVUFAc1KcYQyl0pBansjk4siwaYviwYRnrfnDkSdSv2Oj9HOyaR2V5Q8aYUNciEjV1XtP4lLVNCWqSQRZHuwEJS+P1ZCktDtB30ABWfL0McEs7WHbzNuKOG9wAN5vFQONoN0CChpijvbE+BX7DIPWRM4C4zuyjEsoLYTVFsbUmljZRUyXLfymIu5sm4WT2d/Ept++LCYQNMAz30l1pTYLM/QB0Hz6YK959jsKepQghhBBCfNNV1sf56Otq7+dBPcIcNKiIjdUxKj/6nH03ulnJFX2G0P2MU7xxM5fVsro8+00v28JUmeVev6n2H1DA0F7bHrARQgghhBBidyRN7sVOta62idnraynLC6CUWxDLdrTbWNNUaCfzrrmhJZkltbTWOI2N+MM+rJiNMhTBfJNg1M/aiiYMBYP6dKH3kSOo+HolsfoYtRurMJL76tc1jyKl2FzTRCSacEtypQVh6hoSLJu3FJ0c32S5QRhbg6EhPQck4Wivh4p2wNY6I5hjaTAdBytZ+Msr/5X2/0STe3Hf8mJca3CUuz8DsGkdMEn9bAONDhQojVKKUHEhuraelvkqFYuX8/kDT3Po98fTsLmS3gfug2F2oPaEEEIIIcSuYukS8uYvYl8rzIKe++AYJpFkc/m45bC4x16sL+6NoW3ye/ege9qq8UTbPe4MBX6f4fbd60DE5JsWXEneH9TKvNUN9OkWIhp3KMrzSV8WIYQQQggh0kiARew0kbjN6/M3uuW6HE3vQjd4UpLnx5cshaXyuqAbKiERA8OE/BIqP/wIbVmUjDqWRH0DwYMOJjJ1GuEuIXxhExUyWVzeRMJy0IBTE6Vg6VIWLtxMfczG0Zqo4y4risTp6jfp71Os6VJAQ00DOu3Sssl2Az2+5HWk5ThEk9fgbjBFkZ4EppVyS5PlOGaH5gtSTXNTe3CDKKlNtSwboUkGk2jOgvEpcJL7Ui3W0UCTowkbMOaxf/DalT/HqqlrNa9NC5fyp+HHYScSDDvxKL7/n8cxffLXghBCCCG+QTZvgvcnEQaGA6CZ32d/BpaFAehdEmTZRh81FOIzFfv2CLG6vIlwwKS0OEDXAj8ba+I5N+9oiLUThNkd7N03jwVrs5dKmzSnAsuBwrDJsfuWEPBJpWkhhBBCCCFAAixiJ6qPWyQcjQKqmhLYtsOArnkM7tZcgkAZJkaPoVh1tUy/70nWvfk2RdFa8vP9FB92GEs/W0Td0hUA5Bf46VPWhbUbG7zgigaqqyN89HkEE0ApGm2HWLKsV5NtE7E1habBt8Ycx4cvv0ssktnQU9N8B2LMaX5sA36tcdJv4tPay8RRSmGkZbEEFK1uDXQDJ82Pc9G4WTVxDSaakKGIOBA0dHOQRWXeTWhpaLQ1Vnk5w08+hjkT3sJOC/7kGbB2xldeL5Yl73/CymmzGHLM4W3MRAghhBBiF1NTA0BlXglz+h6M5Q+y/4BCeiczn32mwah9S6hqiLOmIsZni2q986+y4gCba3MHV7ZUYcikPtqBJim7oMaoQ9CviCUyz0oVkKzkS32TzbrKKIN65O34CQohhBBCCLELkh4sYqexHIeX5q6nKW4T9jeXpjpmUDf6dQlnjH3nB79gwfOvA26PlhGDugCwbk2dN8bRmkCBn03VUSKWpuUlronbo6QmYWX0Lsk3DQKGIhQK0NAUI+5oorYbGAkoCJqGF5RoTAZuUtIzUCCZSZLMakkFYoxkbxRfsum9lZZ1ku3D52g3aNLyPklTNe+zd0kREdOgvqI2o5F9yyALQGlhmO7YVCYcauJ2Rg+YQEEe9fURb90fTX2Fgu5d6TKgr5QLE0IIIcQ3Q2MjvDKB/w4cRVPA/eLfNOC0Q0q9rGiAqfOrKa/LDKYYyYzg3ZlSzTf0dIaRg4voXhQgL2hkPfcUQgghhBBiTyIZLGKHs9Yvw968CrPHQM7dbyDvLy2nuqm5Q0iq2X269Z/O9B7bjiYWt8kvCuELu03htdY0Wpq66hgKRdh0y3ulB1lSl9dh06A+uQ8DN9CjUZjRGD6lsBTkJWuCGSQDHsl1TUVGcCYbJxlc0d7PYGqNUuA3DfzK3U7c0Vl6reisQZf0S1cHWFvlBpa0o7GSy5VS+NGtLnQb65soyg8Qtx2ctO1rwGxqIs9UGEWFjLz4bJ75zveIR5oYcPRhXPzmE/hDwbYPVgghhBBiJ6luSLChOkZxno8+55xH/Kt6b5ntuH98afeLVDW0zlRRue542Y10ZnCltMjP7BV1aA19SoIcNqxYgixCCCGEEGKPJgEWsUNZ65bS9P4zyZ8+InzSxRzerz+Tl5WTsDVdQn76dw23Ws+XduVr4AYU8vv3ZEAfkxUffUUs4WRkfBhKkWe6F80JDZajMZMXf2FDES7Oo7a+yQ04KIWloc7SXv8VvwE+pdxgSdp2A8rNhElVTmiZvaI1rTJnwA2KWBrCwSAqFsMBnGSAJT144zW8V2CkZbpku251tBtcgWQ/F62xae4XkxJXsL4pgUPm9wepEmqD8wPk9evB3EefJxqNYyhYNfUL5r/yNn0G9GLx3+9FGQb7/PYXdDn4wCxHJ4QQQgixY9VFLD76usrLPjloUCH79C9k3uoGAAb3CBP0Z/YJUVmiKX5T4TjZb3ARrZXXNd8Uta4qRr/qGOuqYlQ3JOjRJcj+Awok4CKEEEIIIfYoEmARO5S1cXnGz/aGFXTrPZSDehdTG7UY3j2fQFoph8jqNVR/MYtgUyP5psIBgobCzA+xYsp8EmnlvKC570nIb9DV55b+qk/YrE+riZ3QEG2Ielkf4AZG0gM0FgofrW9oVEqRbyoaLIdEsim9gVteQimFleMWQY0beDnsqgspn/o5S2bPI9FynxpCRrLZPW5QpeXlqUHzOi3LWeT6YkBrSJD9iwPL0axpjBNbsBzHdrztmloz40c3sdBvkJ/nx+83mX3tzzn+0/dy7EUIIYQQYseprI9nnAuV18Y5eEgRlu1mDQ/v3dzTrylus7E6hpOlFlg0seuHVnp2CbCxZtv7xGwPny2u9R43bIxQnO9jQGnrm6WEEEIIIYTYXUmARexQvrL+JL7+1PvZLOvPnPW1fLnBLXm1oirCd0f0IOgzWXLfQyz950MkIjHMmE0o2QulsCSPeH0TgNesPvVfEwj6DHp0DWE3Jog7mvVNFtHktbMPUD4T4pYbXMkREHE0mc3rkxQQKC4gXpHW+wU3UJGaRVt37b1396MMCJlYTuseK6kD8StIOKBxA0fpgaCMueQoaaF1ZpmwXCXHFJBAudk4duZs7ORyNEQiCYqLTRLVNTiWheGTvzaEEEIIsXN1LfBn9BbpWuDnk/nVVDe6+b21EYsjhndhfVWUL5bUfqP7rOyqwZVsYvGsZ7hCCCGEEELstuSbUrFD+frtTWjUOBJrl1FbHqNhwTo2vP8y+V260XjSqUQSUBVJoD/9kHl/uAdba+KORmvIM93SX0Z9FDvovnUVbi+TyriNBvyG4uChxVgKYgmH8voEsbQL6oTW6Ljl/aw0BMI+TEfhJBI0Jq8J/QqvGbwv2aTeRmE7DlWVzcEVyOzRAm6pLkMpFNmDKLWWk7OPi6Vxy4a12KYft8RZ+mpG8gVwtJtBY9DcxNRK9loxk/XFDJ1ZZswPxMH7ViK1yCtJBqyKJCgNmpSF3Nd64BXfk+CKEEIIIXYJXfL9HL1PV9ZVRjEN966TVHAFYGN1jEjM/sYHV75JwgGDfqWhnT0NIYQQQgghdij5tlTscCq/mE9vf5zKOQsBKCgM0CXkh7VraTrnfIpCvVg+bQYAUdsNFNhaUx1zQw7FfpN8naD/qcewds5C1i9d5wUeEo5mwao6ElH3AjuuDCK242aeGMlyYMn+JgAWEGlyx4YNRb+QSYPt0GBrmmw3E8TEDe5ELRub9ktzaVJZJGCgWgVZ6i0Nyg3utFw3kQyMZCtNppTygj6p50ySQZQ0dtr6tgaFbhVkaXkfZMveLO5cYH3UpqGwiKKiMvY74TiEEEIIIXYV9U0WKzY1Zc3WLc73U9OYaDe4UhgyqY9m66C3+zMSTaAdnEB++4PbEfIrenUNEmrR90YIIYQQQojdnZwBix1Kx6NUfDLVC64ANDVZlNdG2fjMBGrPPo+Zv/kTJYe6zdRT18T1CYe4A3EHymM2lqPZNP1LVq/Y0OrCuSkSp96yqY5b1Mfi3nbiTnpwwg3apAc/mhxNVSxBRdwmajs4uGMsrYlZDhbNvVEM3CyPbB+gVL+VhHbLfLUck7qEz1ZILFtwxV2gsXVzHxWtk4Ee3TyX9G1ks7UFG+rLq9kwbxHPX3DtVm5BCCGEEKJzxRIOc1bU5zzvqY8ksB2d9XwrXcMeGlxBO3RZ+SF5lUs6ZXPRhGb5pibWVcY6ZXtCCCGEEEJ8U0gGi9ixtEOopItb0yoV8FBuo1J3uWbug89QMel9QgV+YrWxVs3gASwF0fJaHO0GMFKBiW79e7FhxTqa0oIpftxMFEVzaayWJbi01lgaqpM/p5fbchS0vFRMNaDXOXq4pNgagqr1/HUym8TQmUGVXP1Skkkv3p/U9lJfCZhK4SQDMEba8tT45h0nX/o2Z916/wD1GzZhx+OYgUAH1hZCCCGE6HxOO+dglgMzlta1OQZy35iyuzOsGL54A76qpfhidViBAhp6j9zm7dY0JujbXcqECSGEEEKIPYdksIgdJlJeyWtnXMFL5/wc/7BBhLrmk9clSPf+xRhm5ltxzdL1rCiP0GRrwqaiOGB6y8KmQmmoTtg4ycCDTynChmLQPkNxWlwqp34KGQaGYZAeHkhlfzipQIfW6GS2iJ0M7NjaLeeVjUPmhXnWuySzPOnuq0VprixfFJi4/V9STes12YM1Oi27JZVhY+L2j0mta+AGV1JBmHSGt53mefUKGnTPD3r7GNK3gHWPP5TtCIUQQgghdhitNV+vbtjZ0/hGc3whrGARAIHGzZiJpk7Z7qryJhKWNLoXQgghhBB7DgmwiB1m5l/vZ9MXc7DjCTZ9tZRgkY+4aTBrYSVxn+kltNiOpiJuszFmszySYHlDnKBPMag4QJ98Pz3CPtY0WVQnHJocjaOgwIRiE7ruM4yS7iUZ+1W4qVoBA5TW2Ep5b3ylkg3ik03tHWj+kx7wUFv2YVFk9kQxk9kiLWMsqUCJTu6nZUaNwg2QkOy7YqdKhOnWpS5UloyU1HEBhIoKwNE4jibutN4X4AWTUn+0hg1Rm6rGmPfc0tV1LP/g0y14FYQQQgghtp91lTHWVES3y7aDPuWdQ+3WlKJ64CgayvalvscB1Pb7VqdsNm5pIvE9tOyaEEIIIYTYI0mJMLHD2LHM1ur11U0sWd/oZl7EbHzBAL5EgriT+fV/1IG1DRbFfoXhFuYiYjcHP2wNNZbGBD6+93Ec3MyNVKaGoRR+QxFLj5cohQ/tBXVy9VJJcYCQaRB3HCynOaDRMunEDdYojGRZMm9/tC5BobMEOtLHpzrSp49xAENrDKXc41NueTC7xUTM5DE6WtNYW++VEkMny5aZGcOzlsewk3NMHYdla+bN38hxOeYshBBCCLEjtDzv6Uwxa88pGqZ9QSKl+2yHDXf+JoUQQgghhNhVSQaL2GH2u3IcwfwgWmvy8n3k5fkzrr+sWJyo4/ZCSZfKCHGSWRZKKYIt3rmpviRaa5TWBAyFmSytZYAXrADQhkHEdojamoSj3Wb0ShFocbti+k82ELOcVmW9lFJeKS6/AoVKlhtTrYIvLbW1OJVBk62+uE1zVoyZPK70uSrcuRjJAE7LTTi4WUJOshyYz9jyOzULBg7csoFCCCGEENtJn5IgQf+ekGbyzeT3ySWmEEIIIYTYc8jZr9hhIp9/QlGhDwdoaEwQzVE+wFAKfzJw4VeKgOG+TWO29vqUdA+YlAYML7Bga01Ca2KOJmI5WMm+JLZ2y2I1JmwaLIcmy6Ehlmjur0Jz3xWNm9KlSGa+pM1Ja0jgZn+QXMdJle1KrmeivLJfGrCS+044zYGSluu1JbWdXBzAcprLhqX+OBoaHWhKBlBUlu8fUtt2AMfR+GkO0qQPTwWtwA0idVuxgPWvv9XOzIUQQgghtp/NtXFiCUmT2FUtXNuQtbegEEIIIYQQuyMJsIgdQmvN0k/nsHZdvRtkcDRrNmQ2J407Do22TRz3jek3DIJpqRVNjqY6bpNwNEHDoNhveI3pE8nSV3GNVw7LSj5nA1byuVT2RzpHa6KOG5yxcAMJPkNllPjyxtJc7kunPRd3cLNvksGU9Kbz6Y3pHXIHTbbmPkw7be6pIE7LkmLgvp6pAIwPMo4toSGm3eMOGMmxaZNJzTfoMwg7FvN/8zsW/eGvxKtrtmLGQgghhBDbpqFJenzsVO0ET1aVR5m2qIZITH5PQgghhBBi9ycBFrFDvHPtzUyf8D5Rxw0IJBxNwm4u/2Uln7c1RC0bZRpumavkN/1x26HecmiwNeujFsFeZRi5QhJKYdI6QyR1J13Lclp2i4EJjdcMPhutNb5wMOM5i+bgjaXxert469B2vfBU8CNzP3hlvNKzS4y06IfXCyY5byeZ0ZJ+12Dq+Ixk43udI6PFPe7WAaiUxoRDwnbAcVj7wgTm/fSXOY9HCCGEEGJ72FQTY/7ahvYHbgGpZNUB6eexSrUbZNlUE2fqgmrJZBFCCCGEELs9uawQO8TXz0/0HttpfUxMpfArCLVouh5A07ckRFlhAJSm0dFeJoitYfP6zcT23pu8ooJW+1KAaeQMv+BLXhTajsZKj1604ACqxUWh1m6WS6Ip1ubxbs2lpFJu3xgDULo52yV1zOlzSP9/ukRyvNNiea5gU865Jxe3DPws3dhAPGqhlKJ+waItOzAhhBBCiE6ytjLabp+7LaU1hPxyOdRhWlOwamq7wxqjNlbLO5mEEEIIIYTYzcgVhdju4lVVFPbo7v2c6nHi/awUBabynlNAj5CPfL9JEE1Bi9sLNVAXTbBm5ldE6xoIBHz071PmNZoPG24ApVVQIblfW2uvlJidzBDJ9UFwkuMtxw3IZMvuMGCLm8Tnkj5XpVTWuaf+7+CWNVNKtVlWLH2ubim15j/pJcK8HjRp31YElBuIMlRzqTQFVMcs6uqi2JZD9+OO6ehhCiGEEEJsNa117gzmrWBriCbcMya/2Xnb3d0pO45V0KPdcd2L/NLwXgghhBBC7PZ8O3sCYvdW8cEUZlz3C4orG4kZirjWBAw3U6NXjzxiDQlikQS1libPNLCTvUDihqKiJgqAbhHVyDdVRgkuO2GjGhspMI1kLxZNU8saXbhBhoCChizLfMkIiaM1VtpiJ62nC7iZJenBFIUbrPABBu667nMdepnc+aX1UGk5w1blw5L/N5Rye760s22/ysyEsbXGVAqldcbxmVoTMJV3TC37x4ZMA0tD2Zjvss8dv97CIxNCCCGE2DaOo/lofhXVDVb7g7dCQjIt2pbMAFeOBY5NtPvwNocXhk2O3LvrDpqcEEIIIYQQO4/cUiS2i1hFJbOuvoHZ1/2KSHUTfkPRO+yjNOijKN9P714F9OtVQN+yPAzl9v4wlMKfjF5saoizOpJgQzSB1g4myd4nQDe/6Y1LaWhsIq61m22iddZ7G4OGIuQzKGxxJ11qrJuJ4mbSpP60damd3g9F4QaGDNV2cCWcF8r6vNZu8CN1ba9UZmP6bJv0SoXl2JeR9n/TUBllxpxk1k7LjBwzGfyytSbuZGa1hE1Fj6Bby00rk69v+QvVM7/MeaxCCCGEEJ2hoi7O+3Mrt1twRWwhpdCmHx3Ia3dowKeYt6qeqobEDpiYEEIIIYQQO4/S0nlQdBInkcBJJPDl5THr/37Gly+/TUPCIaQUXfwGSikSjuNmeSjo0a+Iwr0G89GbM4ja2gskaEgGS5IbbpFl0dVn4DMUUbs54yM9UOBojeU4NKU96QNKgyZFfoOwaTCzOur2WMHNQDFoDoxkBiIyM1pS4xS4QZ/kSkU+RV3CwSZZhit5HF6AJLltk9YZKlpnzj8VGEmN6WhGTHrgx/uZFpk4QMhUWC3KngWUQim8Y04FjvJ9Bv3CPgylyCsuIhBpdF+3UIj9fvMD/CE/3U76DoGy9stFCCGEEEK0x9Eax3FLor71xWbaSzBJnUOKXYtpQP/uYfJCJkN65mFua11dIYQQQgghdjFSIkx0io3vTmHmD3+B3dTE8Bt+yNKPPmdTxL3LsBHQBuTnBbEaYxiGQmuoLI/C6AOJ2l8A7kWxT4GpoCntBkW7xb6abE0wvY9IixihCdhKoWgunWUBG2I2VQnHzX5RKmf6Vnpmh6EUvtR2dGZmibtrjakA04e2tNf7Jb1nCmnjWx5L+piUllklOnlMW6JlcCW1firYk9qXW9IMAqZBsFtX6jZXYiQzcNLLgmkgZCgGhn0opQgZoBrqiSZLoQWamlj3zDPkdc+j+qNJ7HXXQ5jh9u9qFEIIIYTIpbw2zueLa0jYmgGl4XaDKwAFIaiPbv+57amyZT5vCduBFZubAKhuSHDE8C6dOS0hhBBCCCF2OgmwiE4x68bfsaKyDsvR1P/1X9Cze8by+phNPBHFZ0AA8BuKYM+erHn7/YxxloZgYQFGXSOO417GtbwjMeG4ZcDyTIXPMNwMl/SAi1L4tSaSZZ4JR+M3VKuLRO39BwKG8jJXHNICFs1RFdILVDgaInELH5p4ln3q5Jit7c3SEanSZtmCNOk3DPoVlAR8FPkMrGgjcbM53KRa9HQZmO/HZxr4Ffh9JnUxi/pkikuRH/oUBgBIVFUS27ievEFDt8ehCSGEEGIPMXdlvdcTZVV5U7vjFdAYa/28oSBL6z2xFbYmuNJSRV22M2UhhBBCCCG+2aQHi+gUyzZUUhmzqEnYLGuIM/DEo2lZAcDSmpiD19ujYvlqNi9ZkTFGAU31jZT1KsWfzBbxKYWZXKY0JICYhmpLUxW3iepUgKS5zFjEyf7mTgU4wkayXwrNAZxUqbGE4wZssl1Iaq2zPm9r7W08a78UcpetSO+xkq3fSkdiMg7NJcza2kZCQ0PCos6ywXYyMmR8ys2YMYBeRWEKfSZBQ2EoNyeoPq1mWl3CwfC7a/tLuhHs2bsDsxVCCCGEaK0pkZnzG/S1fTaUupmlJQmu7Fq6FwV29hSEEEIIIYTodBJgEZ0iEQpj4ZbASgDmgIHs862D8Ck3W0Ip5QUY7GQ2R03McrNN0r7QT2WhxDZXUOI3CZtuTxBDuV/wozIDFTZuQETjBj9sRxO3nWSgQWUEFhQQVMlgCKlyWq2DDzY5SnklgytprWFwkn9wq4N5PVrSy4i1xdHNPVmM5HyMtPXb2k6uQI6zhd8mRGxNecymKm5hqubsl4ChCPsMivND7HfAcGyt2RS1WN9k0WRnhpeUAiMYJH+vEQy94x9SHkwIIYQQ28xvZp7l9OkW3EkzEe3xbcHVpGko+nYLcujQ4u0/ISGEEEIIIXYwCbCITpHfr1fGz1Nv+TvrZszFUMoLmqS+9g8oTU3CIVkBzG2WrhRmcpwB4GgabO3deai1xtY6652IbusTTdyBJkcTTwZwdItSV2HARhF3IN6iz0hH6bTAiMbNCNGpY8HtIxPyZ368fMrNwLHT/qTvOz10oZKBFqVylxXLNW8rx7L02TjJcbZ2M1LiOi37JbnDrkEYPHY05XGbiK2JOZoNEYvuJckvORT0G1CMsuM0LV1AorIix4yEEEIIIbZcXjCz+9zyTdJcZaez4s19D9P6H9qOe97bFtvRrKuKYUtKkRBCbHexWIynnnqKc845h0GDBhEOhwmHwwwcOJBzzz2XCRMmYFlW1nWnTJni3qiqFLfddluH971y5Upv/Vx/QqEQ3bt359BDD+WnP/0p8+bN28YjFnuCgQMHZryPXnnllS1ed8GCBRnrXnbZZdtvojuYfOZ2HRJgEZ0i5M+8EDaT2SMtr7ccx6E8rqmzNDbN12cGGke7f0BjkXoMPq1JJAMSTpZtgrssQXOpr2wluaK4wZiM9Rx3PzrtQnFLs08yjguwHI2VVl4sbjleVkjqg5b9NKa19OwYW2dcx26RbB9sneX5VFm01PH7kpksYZ+iZ2GAFY89ndFYVmsIBUyG9CtiSK8CggmHujX1ANhN2breCCGEEEKIb6JA3ToKNswhUL8efIHmu37S7v7RkHGumIvWW55lLYQQYuu8+OKLDBo0iEsvvZRXX32VlStXEo1GiUajrFq1ildeeYVx48Zx2GGH8fXXX++UOcZiMSorK5k5cyZ33XUXBx10EH/84x93ylzEN9fEiRO3eGxHgjG7I/nM7RjS5F5ssyVvvc/6z+dgJhuJhgxF2HAjpXmmG9RIOG55rXha1oajNUFDkW8qamyFrd0cjkQqAyU1jtYN6X2qOVgSIDMjJSV9G6mfvcdK4ThORikwQ+tkhNddseUmlVIYLbJi0mVuq3X2SXuXlOnzaxkgcnCzX9LHmip3w1EneSzNc09m2LQzh5Bh0MVvoJSiojJKY03M/f0kL4jzAgYBR0PCQhluuCZWFydv2N4U7n9wO1sXQgghhGhbdUOCirrEzp7GHi9Qt54ua6YBkFe1lJr+RxEv7NXOWrkNLAsRCpjtDxRCCLFVbrzxRv72t78BkJeXx4UXXsjJJ59M//79cRyHBQsW8OSTT/Lxxx8zZ84cjjnmGCZPnsxBBx20XeZz5pln8rvf/a7V87ZtU1dXx7Rp0/jrX/9KbW0tN998M/379+fiiy/eLnMRu5+33noLy7Lw+dr/WvvVV1/dATPa+eQzt3NJgEVssw0zvnTTzpJf6AcMhVYKrUn2UFFUxW1IK92VCgwktMZBYTuZoYJWwY2059zeKYoAGiMVMcgSaUj1MNG45bZMpUg4mrijUSR7p6jW64AbkPDp1hknzX1dNFo3By1yBTpSY9oKbqSeN9oJxugWj1MZQrnGpo49dWehAShDodKCRAYQNtzm9YaCiO2g0RT4TAKGImZrugRMQqaBL2BQmOcH3N9tarqBAj9W1Qashjr8XUpyHKUQQgghRPtqGiW4sisIRMq9x1agELTtntjmql3bjoq6BLrFDUBCCCE6x9133+0FV/bff3/eeOMNBg4cmDHmyCOP5Morr+Tuu+/mhhtuoLq6mrPPPpt58+aRl9f5vVRLSkraDN4cf/zxnHTSSRxzzDHE43F+9atfceGFF2IYUmhH5FZaWkp5eTnV1dV8+OGHnHjiiW2OX7lyJbNnz8YwDAzDyFkeb3cgn7mdS15F0a7KaV8w7bwr+eKyH9G4ak2r5XUff5rxs4+0ninJx4HktZTZokm9pd0+IKlAQXq2itdMHuWVrjJws1eA5AWeG8DxZwmUGErhMxR+w+3v4mhNxNZuRo1uHRTxmswn128z3UMptzF8qk9KjmHpmSi5gizpQRCnk8qBQXOptPT9gPu6GIA/WY+xyXH71ziOJmZrqhMOa5oS1CVsr6Z2wFAUhHwYqYtiDeFuYQp65dNteDd0tIn61+4nPntSRrk1IYQQQoiW1ldF+ejrKqYvqSEatzOWVdTFd9Ks9ly+SAUFG+aQv/lr70Q0ll+G7QsSz+tO1ZCTiBf13ergCkBD1GbS3Eo218Y6a9pCCCGAFStW8Ktf/QqAoUOH8t5777UKrqT7yU9+wg9/+ENv3XvuuWdHTDOrww8/nPHjxwOwbt06pk6dutPmIr4ZDj74YPr27QtsWZmwVPbKMcccQzAY3J5T+0aQz9z2IwEW0aZEXT1fXPojKj+ZzqZ3pzDr6p+3GrPpy/ne41TWRCIZxEg4mqgDpmEQMA1UlhCDRlHoN1qVxEr1ZEn1YjEV+JKlx1ryGYqw6f4JGRA0IGRASLkBHwOwsnzxnwqm+BQYhsrIemkvTNCy/JiXiULbjelNlbsZaCrI1B6V9n9DKUyaj8Xdf5YdaI3tOF62UPp+HCCazNhJvUx1lkNBnh9/yKSoLIwvraxDsEuI0n1LKepbBAYov4nf52At/gJ71c6p5SqEEEKIXV9j1Gb6kloq6xOsq4wxe0VdxvKNNRJg2ZGCtWsoWTGFvKql5JUvIFizCoBEYS8q9zqTmv5HgdE5pb0ammw+X1wrvViEEKIT/fnPfyYWc4PXf//73+nRo0e76/zud78jFAoB8OCDD+7UmyRPPvlk77E03xbtUUpx1llnAfD666+3Oz4VYDnnnHO257S+UeQzt31IgEW0KV5dQ7y+gZjtuBkga9YBsHLKNN694TZmPfws9XZzk3RLa2JOc9P4qA1NtsPmmEVVLEGT7bjBC62xkn9sx0Zpd/uO4/4/lf2S0JpoMlhjaVr9w+8GYtyggD/5nEpmZmilcJKPVbJkWToDvAyXVGZGywBHrg+IztGLpWVYY2vv88u2XiqAoqA5oKKUmxmjmo8jPbiSqgGYKgsW1+6fqNMcuMrFVFDdmCCvW5j84jB5PYrocfIxdB3ajd6H9sFqSuAkbJy4TbCoEDPg/gZ0TJrdCyGEECK7pridcU4WiTokbIf5axqYu7J+q8+dxNYxY/WAe8NTbf8jiXUd2GKAv/VKbSgMtX15adkaWwIsQgjRKWKxGM8++ywAe++9N9/97ne3aL3S0lJuuukmfv/733vr7yxlZWXe49ra2p04E/FNMXbsWADWrFnDzJkzc47buHEj06ZNQynF2Wef3e52P/jgA84//3z69etHMBikW7duHHPMMdx9991Eo9Gs6zzxxBMopSgoKADckmTXXnstgwcPJhQKUVZWxtixY5kyZUqb+9Za89prrzFmzBh69epFIBCgrKyMU045hccffxzbtttcvyNyfebSj0VrzR/+8Ad69+5NOBxm2LBhrbLd4vE4//znPxk1ahTdu3cnGAzSr18/xo8fz0cffdRp8/2mkB4sok0qP5/ljo/G+kZ8Ck64+GQ2zvmaF797Odq20VoTN00sR6PQmEBCQZOj8Sk3i6TGar6ISqAxlcJKK9FVndBYaK+Elo/m+sxpq3oBjWIT6u3MUmJGG2W6lHIDEj5D4U/r/9LWmz9VsizV8L4tukW5sZbN6ltydHMpsmzZKqmMGktn9p1JlSJrmaGik/Ww01+rVCCmyISAz6TJcqiyMvdmaU0gazYQBA1FacB9hdatqqMw7CM/7CPe9BX7/vYnULue8rff9NaJbK5x95tfjK//iCxHJYQQQggBoYCBoZK98IA+3YJ8saSWTZK5slPEivqSV7mYRLgb8cLeHVvZihKqXUu06yD3Z2VQH3UY3CNMU9xmQ3Xr3+ngHmH8PrnHTwixh4k1QPlCiNVDsBBK94ZgwTZv9pNPPqGxsRGA0aNHd6jP1S233LLN++8Mmzdv9h5369ZtJ85EdAorBo2bwIqDLwD5PcDXuaW5jj32WEpKSqiqqmLixIkccsghWcdNnDgRx3H41re+RZ8+fXJuLxaLceWVV7YKNlZVVTF16lSmTp3Kfffdx3/+8x/22WefnNuZMmUKY8aMoa6uOTu7vLyciRMnMnHiRP72t7/x85+3rgpUXV3NBRdcwLvvvpvxfHl5Oe+99x7vvfce//rXv3jjjTfo3buD52pZbMln7qabbuIvf/mL9/PSpUvp0qWL9/Py5cs5/fTTWbhwYcZ6a9eu5YUXXuCFF17g6quv5p///Cc+354RetgzjlJ0WOX8xUy++pdsXrGGxnr3H2xLQ0XMxj97HjoZPU1ojZVwm0Slsj9S/6QnNCSs1iGG9Cb3kCxLlVqW3EauQgSFpiLPZ1LXInqrNRhm2tU6aVkmGrSCgALHUNi6ncyS5Hitm7NGUlk34AY3Uj1dclEkM2uybz7nMm99ldmMPrWOWxLMLYHWZKe9jsk+Niq1Lm5AJqpBO5ps7WJT5dqKfIqIrbE15JuK/nn+jGCNqSAWs/GZClVdw/IHHqPH8AKUYaCT5cbCg4cTPPF7GMWlKL/UtRRCCCFEpqa4zYwltVQ3JtJP13A0lNdKcGVnsUNFVA05GTPe0OY4ZSfQLbJZwtWraOo+vFVt3OWbmlqt36dbkL1651Oc37GMGCGE+EbbvACmPwxzX4T0v2cDBXDA+XD4VVCW+wvb9nz55Zfe4yOPPHJbZrrT/Pe///UeH3744TtxJmKbNGyCtdNgw2yw087rzAD0Ohj6fhsK2i9ftyV8Ph9nnnkmTz75JBMnTuSOO+7IOm5Ly4NdfvnlPP/88wDst99+/PSnP2XEiBFUVFTwwgsv8Oyzz7J8+XKOO+445syZQ69evVptIx6Pc8455xCPx/nFL37BaaedhmEYvPXWW/zjH//Atm1uuukmxo4dy5AhQ7z1EokEZ511lpfxcfTRR3PNNdcwePBg1q1bx2OPPcZbb73FzJkzOfHEE5kxYwb5+flb9bqltPeZi0Qi/PWvf+WQQw7htttuIy8vj4kTJ3LuuecCbuDpuOOOY82aNeTn53Pddddx8sknU1hYyOLFi3nwwQeZOnUqDz74IH6/n/vuu2+b5vtNIQEWkdUH193MprnzibdI4feFg2ya+nnaM+2neKSP8AIAacGDtrbgV80ZIj7lNluvStjYqYBCWmkv2zBQjp0MRmhi6VEc7e7Jp9ztOLQO9KQkvPHuOAOw0+Zrao0yFL5kz5KWnLT1c2lrcapPi5MZL/L6wlga/Fpj6ebMlvRtpi5xHQ0RDXHtUGAqfGTO10TTzW8SNA0Kkn8TGMCIk49h5eRPiDo62S9GeQemtaZp7QbYaxjBkgIc7afgoCMoO/dizKLitg9aCCGEEHuseasaqKhvfctHwnLa7Xsnti8nkI8TSLtYT2ZHp/giFRiJJuLF/bznAibEinq32/jebyoG9Qizd98CTEMKwAkh9iDT/gX/u5msV//xBpjxKMx4DEb/Ab597VbtYtWqVd7jfv36tTFy1/Tee+95X2wfcMABHHTQQTt3QmLrrJoKS94m63vdjsPaz2HtdBh2Ggw4ulN2edZZZ/Hkk08yb948li1blhG0ADcrJFWWq60Ay3//+1/vPTh69Ghef/11gsHmm4ZPP/10TjzxRC6//HI2b97Mj3/8Y1566aVW20kkEtTX1zN58mSOPrr5GI899lj69OnDj3/8YyzL4oUXXuDmm2/2lj/66KNecOWKK67gkUceychEO/vss7ntttu4/fbbWbhwIbfffjt//etfO/BKZdqSz5zWmtLSUiZNmuRlrZxwwgne8l/84hesWbOGbt268dFHHzFiRHMVm8MPP5yLLrqIq666ikcffZR//vOfXHbZZTmzjHYnkp8tsipfvJx4speKgUb5TLrvuxdN02ey4KU3Ucm/OMMGFJS4X6z7FQTIzA7xG4qQau4Zkup1Ekg2nw8a0MVv4E+uZOL2UkkvhRVMNq/3KUVFwiFiu8EOW2vitkOT7RC1HRIJCzO5DTvHlbpDZmmxlrIlpaQHV3Sqh4mtsWluaN/yg+Qkt781l5GpbWUr3wVgAw12c7aPbhGE8St3TqmnLQ0xDQEzc3tB02BAfoD8tDINeT6Dvj+4hL2+dxoBQ3nBFaUg4HfH2XGb2lVVmH4fBcOH0fuKa/FJcEUIIYQQbaiNtA6uFIZNlm9qynr+JXai5PmfkWgiVL2CQGM58aK+GUMOGFiEDuRlrpflF5kfMtm3f6EEV4QQe5Zp/4L//Zp277xEu+Om/WurdtPQ0JwVs6uV16qqqmLOnDmt/nz22WdMmDCBK664gtNOOw3btlFKcdddd+3sKYutsWoqLHmLLXqvL3nLHd8JRo8eTV6eex4yceLEVsvfeOMNEokEBx98MIMGDcq5nbvvvhuAvLw8nn766YzgSspll13GeeedB8Arr7zCmjVrsm5r3LhxGcGVlEsvvdQLmrRsKp/af9++ffnXv/6Vtczfrbfe6mWaPPjggzn7wXTmZ27cuHEZJcFSKioqvFJqt9xyS0ZwJSW17dT6//73v3PuZ3ciGSwiq2iyLJhKNiGxEhab5i2kQoHl6GQpMI3fUIy581bK5y1iwX2PAm5AImprmhyHmOMGDALJVItEqjyXUuSb4DfcL+27+BWNtuP1ZvH6jGg3yKM16GRDd63x/p8qFOYAEVtT4HODAqqNv9zd8l3aK9OVngXSnvTgjKXdYIaBm23ScpepYIets/dayTYvhZu9onVzSbKOMFXz65au96EHUDN3PpFIc6pm2FQEAyaYyd8P7rpWVbUbGCsMEq2PoYDCPD/KUJh+E6UU8booZlEXuo25qMNzFEIIIcSeJ261Phuqb2rdsLMgZNK9yMfKzbEdMS3RQsiviCbc80jHH27ur9JCfdTCNH1YtpO8s0e3OqH2m3DgwMLtPmchhNilbF6QzFzpgP/dDENO6HC5MNNsLq4ej+9a5TbffPNN3nzzzXbHBYNBHnrooYw75MU3RMOmZOZKByx5G7oN2+ZyYeFwmNGjR/Paa68xceJEfvazn2Us35LyYIlEgo8//hiAM844g9LS0pxjr7rqKiZMmIDjOHzwwQdccsklrcaceOKJWdctLi6mpKSEysrKjKDounXrWLRoEQAXXnghoVAo6/pKKb7//e8zffp06urqmD59Oscee2yrcZ35mTv00EOzPj9lyhRiMfccva31CwsLOfLII3n77be9TKLdnQRYRFYq2WNEJYMiKZajM8tiOZpXL3f/IvMp6OI3MZXCQBNtcR2dbxoox/GatyeSjUX8hntRlt73wwEMrYknM0VI/pxalv7/FA002hqFxkdmE3knLQvFLfmVGSwxUkGbHK+FSgZksmmvl4pfgeO4x5FrH+nJJUop8kxFTaLjARbvA52cr9uzRXHRs/cx58bbmPrWh9TELYoCPg4sy8fEvUBORcnDeUGW/e4OlFIU5/voe0Bf8ruHaFxXSd3aenDADJrk9ShCKx9rHrqPLsecSPGxJ2CYPkx/oMNzFkIIIcTuz9mSu02AhqhNQ7R14EXsGIcMLWbawpqc570pi9ZF3AdKZf4/jaNh7vIaSiMrCDpN9Bi2N4VlPTt5xkIIsYuZ/jDt383fkoYvHoHT/9GhtUpKSrzHlZWVHdznzhEOh+nSpQt77703o0aN4qqrruqUxt1iJ1g7ja16r6/9DPYes827Hzt2LK+99hqffvop5eXlXoCksbHRaxjfVoBl1apVRCLu+cxhhx3W5r7Se5XMnz8/65j+/fvnXD8/P5/Kykosq/kb1QULFniPO7r/bAGWXLbmM5dreXrfp/3333+L9p9eynB3JgEW0cr0+x4nmmxcb6LdklvJZS2vjVPZJuBmdEQdh7Bp4jdVRsOPVM+TVMcVB/eiy9KaQLK3ip2MsLjb00TTMlRS20i/dGuZNJJappPz9RtuI/eE1hklw9LLhKU/1xZDKUzlZuekAkE+5ZbZarIdb97p20m9LhpQBiidyp5pnvdehQHWNSVoSk1Qg1IanSUHJ1WOTKcFg7xj1qmyYMrtk5I2kaEH7MXip1/m6/9NpavPpCzkZ0BxENNQNMYyu8joRAK3SJsb6Ek0agb/5Tes+sfthLqESDQmMAMmoe7F1M13I+1NSxfh69mL8OChABJkEUIIIUSGiro4iVz1W8UuI+Bze+W0F1xpqXdJkKr6BNFE5hm17UBi+WxqqpYCUL50EQefPZ5QYVFnTVkIIXYtsQa3of3W+PIFOOl2CBZs8SrpfSfWr1+/dfvdTi699FKeeOKJnT0Nsb1YMbeh/dbYMAuGngq+1uW4OuKMM87A5/NhWRZvvPEGV155JQBvv/020WiUESNGsPfee+dcPz0oWVZW1ua+iouL8fv9JBIJqqurs45pq/m81z86rdpMR/afnl2Ta/+d+ZkrLMyegbw1gVzLsqivr8+5zd2FBFj2YOs/m8UHN/4ex7Y57s+/pt8xR2DH43xw81+8MbaGopCfaNzCCIeob4xkRDVa9h6J2xoDmyKfiYntBUj8Snl9SbzMkWST+SpLZ1S0crNX2p+/UsrLakn9nNqundyQic6elcJWxdkxlCKARqlUr5f0/btBlNT207NSQgpi4DWmN4ChRx/CqCP2o7a2gYmPvYKt3ZiU7YCtHUwym9Kn+JQ7DwdIJMu1QTKAY7hZRulWzV1IYU3zX8AJyyHmaPIMha9FPWyf2eI3Gqujfvbn9Bp3EZtfn0CoxKFk5H7Uzl+eMcyqqoDBQ3FsSwIsQgghxB5sVXkTS9Y3EvQbjBxcTH7IZP6ahqxjt+Z8bE9mKDeYEbMcymtb97TZGma0FjtYCMogbkHcynb22bYN1TGG9cpj8fpIq2X+pirvsWNZRKqrJMAihNh9lS90G9hvjXgDlC+CvlveDDr9rvePP/6Y8ePHb/G6kydP5r333uOkk07iqKOOylmeSIisGje5Dey3hh2Hxs1Q3G+bptC1a1eOO+44Jk2axMSJE70Ay5aUB4OOl+V3kunY2fqkbI2O7N+2m28/76z9tyXXPtLn8cUXX+DzbVlYIdUvZ3cmAZY92BsXXkuk3I0+vjH+Gv5v5ecow8D0+0hYlvfFvc+xKQ6YJBJxalp8/vMUpNorGYCNotGGOA4DuwapbkhgaU3MgZij3Ub3uBkm6fe4tcwgMVVzMCK1S7fcVXMGhwH4DOVlw7TMsnGSAYuWfy0Yye2k30jZsnRXejZMK8mSYXFa/4VoJoMfGcOB/nkBymMW9bZDJDnRRVNnEigsxFdZic8wMmqTp449Y9tAFxPqnGRgR7eeX54BtmEQS7uDUAFNVdWo5BZNn0F+oR+fUvjx4QDRuI3fNCgoDFIwYm8iS5bgD/sp3bcH9dMmEz5zLP3POdM9XjsB/nwiG6eAY+Pv0Yu8EW5qoOHzZ3vFhBBCCLEHaIhazFpWB7j9VWYvr+PoEV1z9rqT4ErHOBo2VsfIC5rtD94S2sEOFbc7zGyqosvqaSgnTmPpvjR1H07Ap4gn07q1hpWbmzLXMdybhmIFPb0giz8UpqC07Ts0hRDiGy1Wv23rxzu2/v7770+vXr3YsGED77//fofWfe6553j00Uf585//zLvvvsvJJ5/cofXFHs7axp4/duf02hs7diyTJk1i0qRJNDY24vf7efttty9MewGW9BJ75eXlbY6tqqryggvp622Ljuw/fXln7X9rdO3a1Xvcp08fevXqtdPmsquRAMseyrEsmiqbsxpitfWUf7WQpW++R15eiMpI1LvorYw7lARINo9vvhj2K4i0CAOkLvcStqahMUFAKRptnWxK72Zb+JXCBC+jBTIDKQYQUAq/4fZpsW03mJG6OA8Z7lystPGpxvVNLcpPpMpomcnaWgFDYQBx7QZZFJDQ2t1/2qrpmR3xLHUSUv1UMo49x7cHGiiPJYja7oVmugXvTaXMB/kGNLXYZioQlXp9DAXVdvOY1vuHkM+k2KeI2toNaCkoCRgYhkFpUQDLgX3PP5Wg38+md94DDYVFQfISNkop9r7lRvpfOI61f/81sTXNWSqxr6djDN0LX34+5BXR7bzzKDhxHInyTYSGDEcFAxiGD2MLo9dCCCGE2P3EW5SIiiZsVmyK0BSXniqdxXKgrqmTXk/VMhc9bZGCPl0DrKuOU7xuBqblBlAKNs2l7/Ch9O9byvtzm8tExC2NYbi9dgwFhw3rQjhgEEscCRV9SDQ20H3wUALh3f8ORiHEHiy4jSVwAh1b3zAMLrzwQv7xj3+wePFi3n///ZyNttNVV1fz4otuKbNu3bpx3HHHbc1sxZ7Mt42VS8xtKw+WctZZZ3HdddcRjUZ57733CIVC1NXVMWTIEA488MA21x08eDDhcJimpia++OKLNsdOnz7dezxs2LBOmfu+++7rPf7iiy/aDAhtj/1vjREjRniPv/jiC7773e/mHPvggw/iOA5DhgzhlFNO2RHT26lyn1WL3VLDxnKWv/cxkfIqDv3xld7zBb3KePnMS/n8b/8mWlOX8eW9A8QcaLQcAsngSGFhPmF/5t1zLTNAIpam2nLcsmBaE3XcPxHbwXKcjPGmag7OOECjhmgyUyOhMvtmdvGbWYMZhlJZ09hSz6lUWS3c7fmS2/V549w/qcCLCYQNCKrMbJJs9wwqWmecaK29DJcaC5p0ZtYMgG1ZRGyHJlsTMPAyfPwKzGQwSOF2RXF7rKQfV+Y+80yFpSHhQI+Qj75hH31CPgp9Jl1DJt3CPnp1CVL34SdYVeX0HX+e+7oZCn/QR7AoQOPCrwEI9h/iXXT78sM4lo3jmPgPPBFzv+Op+XQKseULKNjvIPyFRfgCIQmuCCGEEHuouOWwqSZGwG9QWtSczZqwNHNW1NMYbb/DvZH9PhWxk2gNG2sT9Cjyg04rSwGUVzcRChgUhDLPih0HDhpUyHH7ldAYtaiqT9C9KECPocPpe+BIKQ0mhNj9le4NgS3voZIhUACle3V4tR//+McEAu6X3T/60Y+or28/C+ZnP/sZDQ0N3vp+v1SiEB2U3wPMrQyymAHI75yM1t69e3sN4N944w3eeOMNoP3sFQCfz8eoUaMAePPNN6moqMg59tFHHwXc7xWPP/74bZ024GaApHrEPPfcc8Ri2bN6tNY89thjgFtq64gjjuiU/W+N448/HsNwvyt8+OGHc45bsWIF1157Lddccw2/+93vdtT0dioJsOxBKhcv55HDTuOls67g4UO/Q+mBI7wv9CMbNhOrbf6HOL1/iAJsR9NouxkohlI4kSYM7X7QE44m7rj/1zpZBkxpYjQHBBJpWSA2mb1FVHKbLTMycpWNqLcc7GTWiTswGcjQzSXIUn1OAqp5H2aLbTrJ55Vy+5ZEbfc4UtkipqFwUAQCfkKmIqDcwIeRLAOW+vAoksGatG1bjiah3QwcdHMfmJbxHwM3Q8bSGqUUQVPhN9xAkZ3M+NG4QSGdpWyYodzfVcBozqBptN3XocBUFPoMugZMugRNqqujVG5upK6ygcZFC6n9bCrB4gCG38AMmRimQXTtWpqWLaR+2vtuAMcwsGNxIpuridc3EqusYt29d1D52lOUv/gIG5+4J8dvSQghhBB7gmjcZvLcSj5dWMP7X1ZmlK9q2fS8LR1trC46QTu1vy1bs7E2QUOPA9DJG28iJUNpNPNZsKaBhmjrTJqACdOX1PLVqga+XFnPF0tqt8vUhRBilxQsgAPO37p1D7ygQw3uU/r168ctt9wCwIIFCxg9ejRr167NOta2bW688UYef/xxAIYPH85Pf/rTrZuv2LP5gtDr4K1bt9fIbW5wn27s2LEAvPXWW7z55pvAlgVYAK677joAIpEIl156KfF469JnTz75JC+//DIAZ555JgMHDuyEWWfuf82aNfzoRz/K2pfld7/7nZdh8/3vf3+n9jPp168fY8aMAeA///kPDzzwQKsx8Xicyy67zCupds011+zQOe4scsv5HuTrF14nWlUDQKymjoWv/jejMbwyDHSyaVPIUMQdt/m8oSDe4kPuaI1jN/dDATdgYWvI75JPXc2WN3Zr64ZFpRQm2sv8MFVzRooJWI5D1GkuBZanIJ5anhyrdbIcmdbexXsq0GEo9zgTyeftZFDE0M1BJn8oiNNg4aRFR8xkQMRM21bqJbLTGs+DW47MC/QohR/tzdfRbm8aAD/uNr3Xs2WPmLRsGyPZByZBKsCjCBjKy6RJaDA1FPoMt8dK2gVwU2OCRMyC2lryB/WlYfladPIF7nXm6TiRFne8JOfRuGQhjfNmk6hr9BZF5s9BCCGEEHuu9VUxmuLumY+jobK+c5qvi+1ItzghbofZvR8V+T1A22hfkAFdQ17/lZamL808j9xU0zk11oUQ4hvj8KtgxmN0rNOYgsO+v9W7vOmmm5g7dy4vvfQS06ZNY6+99uLiiy/m1FNPpW/fvkQiEWbMmMGjjz7KggULACgtLeWVV14hPz8/6zbfffddL8ulLccee2ybZYLEbqzvt2HtdDr8Xu/7rU6dxtixY/nVr37F5s2bATcIcNhhh23Ruqeffjrjx4/n+eef5+233+awww7jhhtuYJ999qGqqornn3+eZ555BoDu3bvz4IMPdurcf/jDH/LCCy8wdepUHn74YRYuXMg111zD4MGDWb9+PY899pgXNBo+fDh/+tOfOnX/W+Pee+/lww8/pKqqiv/7v/9j8uTJXHzxxZSVlbFo0SLuvPNO5s6dC8CJJ57I+PHjd/KMdwwJsOwBNsycy6Sf3k79hs0Zz/c+4mDi5RWsnzYTS4Nl2c3ZGErhU2B7wYPMvzANlNsfJL15StKg445k7uvvZtwUFzQUCdzMDpPMoIpK+39qc95jDQo3yOLuN1l6C7cRfNzJ7EkS0RA0yAgcObgX/E4y0AKgkuPS+8CkuMfqru9TYEciKKUwtPZ6oqTW08ltGcnyYtrR2f9p0RojOSef4WapxJMl07whQDe/QXnyS4qWL62bbaPccmrKfYXy0G5/lWGDia5YSSwtspMKSvlNo9XGlFL0ueACyk49lWW//y3RjZvotm9/isNVBIacQnDgcGIrF7tjTfeORR1tQnkH6m4sNHBotqMVQgghxG4uYTnMXl7XKqDSrdBP3HJyfgHfUXkBg0h8yzNhRPuCTRXE8kq3aGzApzhsaDFzVtR5vV8q6hIcOKiQjdVRrHZ+NV0LpOyMEGIPU7YPjP4D/O/XW77O6D+4620lwzB4/vnnGT58OH/961+JRCI89NBDPPTQQ1nHH3HEETz99NNt9nKYNm0a06ZNa3fflmVJgGVPVdADhp0GS97a8nWGneau14mGDx/OiBEjmD9/PgBnn3121vYBuTz++OMopXjuueeYO3cul19+easxI0aM4NVXX6Vnz56dNm8A0zR58803Oeecc5g8eTIff/wxH3/8catxRx99NC+99NJOzV5J6du3Lx988AFnnnkmq1evZsKECUyYMKHVuGOPPZZXXnmlQ7+LbzIJsOwBXh5zhdtXRWvMgJ/uI4bT/+jDOfTaS9n3gjN5ZL8TsRrdxpWpwEW+qWhKpqc4OrOCgKncIIGtNf5kKSuNG/zIC5gse/O9VmUefEoRVIoYDiiVEbDxKUVCa+zkc4Zyn9O4QYJUICOVIWMly4Nl+5C6oRHllQOLZul7khpnKoUv2dgkajcHdvwtioCbShEKGDTFbHB0RnAltS1Du2XPNMneKGmZPalm9QHDnVdq8y1n71MKv2EQNjRNjvYycAyt8SVrmZmqua5fyGew74hSCoI+eo8cwdJQnEVfr/e2l+czCAVMuhcHQWsaG+I4jqbnoftwyL1/JX/IEACGXnw6zsYV7rHUlqMr19Dzez+k4c2HsKJREvVNmIVFRNe4acaBgjxUYQnhEQfT9ZSzWr+4QgghhNjtzV5Rx7qq5uyE/KBB96IABwwsojivibmr2q8BvyUkuNL5CvJD6Jq1xIv7Jp9pvrkoXf/SIPv1LyLoNyjM83kBlsaYTSRm06skxJqKqDc+7R4cfKZiUFmY4X2y3xkthBC7tW9f6/7/fzfT9t39yg2upMZvA8MwuOOOO/j+97/PU089xfvvv8+CBQuoqanBMAx69uzJt771LS688EJOP/10r4+CENtkwNHu/5e8Tbvv9WGnNY/vZGPHjvUCLFtaHiwlGAzy7LPPctlll/Hwww/z6aefUl5eTrdu3dh777353ve+x/jx4wmFQttj6nTp0oVJkybx8ssv89RTT/HFF19QXV1Njx492G+//bjiiisYO3YsppmtI/TOccABB7Bw4UIefPBBXnvtNb7++mtqa2spLi5m5MiRXHzxxVx88cV71N8zSmcr8CZ2G/OfeYW3fnhTxnMjxpzCsLGnMvzcM9jwxRyePf48Wt5kWGAqYo4m7pDMAMnMzMj3mzgaopaNk3wL5RtgJD/wEdvJ2KYPN1ARa/F2CygIGbAp7eI5oBR5piKu3f4kOsv+vb4turm8V4pfQWnApMBULI5Y5BIywGcYRG0H29FYJPu3JPur+Azl9VaJpXrMJPdt6cx/Onwq+ZxuLg/WsvpCwFCYLTJhwJ2/XylKAqbXR8XRmpKu+Zz31rO8e/J51CYcYrbG0Zq4BltrfMrt1ZIfNBnWIw/HhipbUdfYRGm3MKXFIWLJsgwqmdWT3yOfcPcww/50H+GBboAl+vl/aPj8QwDCZV0JnXgJyucnOvnp5te7uAyrsC+NMz7C17WUrmMuwcwvRCdiWKvmua/BgP1Q/s6roymEEEKIXVPccnh7ZnnGDThd8n0MKA0zuGceny2qYUN1x0pDZUmKFh1Ukm9SF3Wwst1d1ILCQTsajBYX61p7J695AYPRI91Ml7kr61m2MeIN+/ZeXVhbGc0IsAzrlUdFXRzDUBw4sJDifD91TRZrK6LkBU0GlIb2mLsYhRACgM0L4ItH4MsXIJ5WbitQ4PZcOez725S5IsQuo2ETrP0MNswCO62PiRlwe670/VanZ64IsSuRDJbdXNWCJd6X/+Bmn6z4z3us+M975JV2o27lGnxKYbUIfGiSvUC0k5GtkXLKv/9MY2U17/7yj96FUkxDwHE7sYcUJJIBECO5PZXsIZJw3J4qpoKuQT8RK7NBZiJZoiuV7ZHtGtFUyT4wJMuGJf+kmtxXJhwitvs4232PCne7Zir7xlD404Imbn8UN/ih0Bmlt1L7Tw8gmal5JgMoOjn31GpGcn9ojaPSX0/F5Q//mYa5X/L5oxOwHLeMWpOjiVY2MP+ZVwiWdcdYX07IhIjtBpAM3Xxx2hizicZsAqZBiaEp7RYmv8y9W9AKGF5/FYBAgR8FNC1d5AVYKr74mroZCwEo2Hsf+o0twS5fjcorQkfqwOcnsP8owj0GUHjECRmvQ3z6f3CqNwJgb1xB6Ohzs7zaQgghhNidNMXtVv3Raxotahrr8ZmK+qbcN7jkcsJ+Jbw/r6qTZrh7KysOELccahozX+eqRpuSQj9VW9AHR2M0p0WnSwuAROLuTUimobwbqsANvOT5HfxrZ2P6BmL7wnQr9LNPvwLMtEzwprjNR/OqSCTPRSMxmxH9Ot7AWQghvrHK9oHT/wEn3Q7liyBeD4FCKN1rqxraC7HLKugBe4+BoadC42awY2AGIb+sUxvaC7GrkgDLbqx66UpUKIjf78e03AstI+2i6bPf30OsqpqAAkcpr5F9jwP3Iaw1K75cQLbLs7L99mKvs0az4NV3Mp5PlRdzy4O52R8+w0AnMzY0bmP6xmSZrYSGjdEE/hY3simSWTOkeo1or+SWxi2lFVaa2rQMEYX7ZlZKeUGNiONmlqTmlayy5TEVFPgMrLiNlbad1B2UXmmyFl8gpMqLBdDkmW5wykYRMDQJx51D2FQ0Odotr5a2ro1bTix9Ht0O2Ide3fNZ/tIbrKuJUms5XvDo9X8+zVm/uY6KfzyQ7L+iW2Ub+U2FL+1i1klexKZ61cSjFv6gSbgkjC/kAwVGMOCOsRLUTZ/qrduwcAGx6f9B2QmMcD46GEYVdsMo609L2ra84AqArtmEthMoU2ptCyGEELsrrTUNTTbhgOE1t0+3eH2Ehqjd6vniPJPaSOvnAfp2CxEO7TplD3Z1xXk+LFu3CrAAxBNbV1LNF6nEH6lAYxDt7tbkD9atxaAUUKxNy1SJxB3en1eHzymj66L/gmnSf78DMI0jMrZZ02h5wRWAzbVxRvTbqukJIcQ3W7AA+h6ys2chxPbnC0Kx/GMv9jwSYNkNNW4q54Nf/pElr72DdhyMgJ9Qfh52pCnjy/6N02d7pbeCpiKIYthFZ7Nq0lRWr93QqvRWIBkwGXTQCJ4fOZr6TeX4Fcksj+bASIobCNCYSuFP1mSO68wxUUfjGO7yltkeqd2bSmGabgBBaU2jrUld4qW3S8lacUApgm46SsZ+DaDQNDBQ5BmKhhZRlJblyNIZuFkkIUNhKeUeu3aDVyHT/b8/mWET1a2zf8y0Y/UpxX++cyF9Rwwj1mS5GS5pZcZsy+bNPz/AQd0CNNTF3X0CMdvNAjIUDB4xkLyQn+g6t/9KoMCP8vmIRv3Ubqh0N9Q1TK8hXUGDGQqSt9e+7rH5/PhLe5Ao3+TOpyAf5TPBigPafU1jjdhLv0AVdsfoMcjLWFKmD1Vciq4td38uLpXgihBCCLEbq6yPM2NJrdcXxWfQqsl5tuyVrgU+qhtyZ7U0xW3emlneqXPdnS3ZECHU8g6lpIao3Wa5tXBAEY1nlt4NRzZRsOJjdz1lEGxYjzYDlPhjKMP9QrAgZFLdIqCTV7kUAxtHw+INEWqWVzOsTxF5QTdYVpznw2cqr2RZ90I5TxRCCCGEELsf6cGym7FicZ445FTqVq3NeN5UEEhmk+hk6S5HZ5a+6lJSRJ9RR7LgtXdosnWr0loBQxE0VHMAAXAch4it0aispbhMlWwmj3sRHrE1VYnmuxfTm8qnLgZTfVBaPudTUJ1wMi4I3bHN+9EtAjgqOW9La+LJIIoB5BkKrRQBBWhNXdpK6X1UWj7nB7RSNCUvFMOmwm+oVmXMfFoTS65n6cxyYqUBM5lVo8kz3OyTcPJ1bbJsNsTcjJr0Y9i/KEh+gZ+8/AB1kQTlaXXNC3yKstIu9Bg5gvi6JZimAQo2LarMKA92wDWnkz9oEEXfGkXesBHe87ENa9k84Sl0NELJgcPwdymGxrq0F9mHEc5zH/bZC7Nvc41YHY9irfjSPeZBB6IC26fplxBCCCF2ruqGBFO2ooRXl3yTmsbsmSti5wj6IZaWpl6wfhZ51cu9n/NKe1Jc1oO+B44kkDwHjMRsvl5dT3VDgsbkBUTJkv/iizdQ0/8o4oW93HWDBicd2N0rFVbTmGBNsgfL4B5h6cEihBBCCCF2O5LBspupX72uVXAFoHS/vamdvxilFMPOO4P1n82icmXmuGDvXiz+zyQc7QY4VFpjeV+OayEbt65WrjCd0qBMg2JTk9CaqKMo9plEbNvrwwLNTetzcVL7aiFsJEt55VhX4QZUTCBoKK9MWWp8XIMPhUlz43lTKXxakyCtJ4tye8I4WnvBFXADRkUKjLQAk6E1Ead5ez6lMJU7j7DpBqkcrfErBUphaYg4moChMAyDQp+mwXa8DKKeIR9KKSxLU1QUpCmW+SWFgSJeU0/51BkYfoNgUQClFD6/ScJ2QzW+oEnp6NMpOmIUANaahSS++hDlCxA47DT6Xf9rtHawl8/GqVzr1tl2WofMnJrNGL2GoczkXx2Gwuw9FBUISXBFCCGE2I1V1MVbPZeeKVEQMmmK29gtTh+iMQmu7GpiLWoAW6EuGT/3P3Ak3QYMoiluM3V+NZGYzaAeYQ4b1oW45TB9cS0V9XGsQCG+eANmvNFbNxJz2LR6Db0HuuVlbUeTHzQpLQ5IcEUIIYQQQuyWJMCymyno24tw9640VVR7zwXyw4z6+y00rt2AvyCP2sXLIBGnZu0G7LRsks0LlqBtB5QbcEgVx3KDH25gQgEmGqUMjLSoSq5SBDbQxdAYhkEk7u7LbyiKDR8+HKqTqR3Zgistt2lrTchwe5uAW6LLnyyZlS3rJMVJBk/cubfel4Nb8is9W0YrhR/3orC9rwUUbqAn1f/FcTSNaZOxtCZsGoQMN5MnmixXprUmoDSmYXgBKqUUQdMA5QZhFFBguh1I8wr8KFPRrVuQhvo4jXGbgKEo8CnvLkEn4aBtjfIpwkUB8nvko21N31OO8IIrOtZE/LM3wLHRQOyz1wl/5wcoZeAbcghO//2IT3kOdPIg0l4AHconUVeBv7gUHBtn41LQblaR6tYPI69LO6+WEEIIIb6JSrKUdyrrEqB/9zAaTWPUpqIuTnld5rf30Y73uxc7WLRkMEo7+Jsqye/Zl24DBgEwd2U95cnA2rzVDXQvCtC1wM/RI7qyYukq1s3bAEDhxjloZRAtGcz/s/fecXJd9fn/+5xbpu3M9l2tVr1bslUsV7nJHbCNGwGDiTFxcOiE8CNfQiAhlMSUEJwQQgsWgdgYF2SDHTCuuMiWZUuyutXbarW9Tb3l/P64s7MzW9S7zvv1Wnvn3nPPnHt3dnXPfc7neYxsD1ue/SORa64nHa3jtbe7ATClYOFZVcQjevqp0Wg0Go1Gozm10He4pxhWJMxtf3yQB6++jUxbRyAapDL85p23Ex/XyIyb38Hq7/8MgIgQ+IbEzS81VEVLDg0hkCjCMhAklFI4+SqNnIKQUthCII0g2N0XQXi7ARRPqxXgKIWZr/zoFzAMATFT0OcNPL/vF0D8/PeWgOygDJOQFNh5MUEKgev7BfFE5jspjlOxRGAP1j8Wv79d4TzzO4Qo2d7vnCfz/fXLTWa+CiaTf5O4IYiZRpDzkhdFukZQZIRS+Hmv8qwXCDdJICJ9qu2BYFeRv/5GXgiKjK5h/OQG7J69CCmQpqQhEcJ3Pdz84PrbIkDkr48ZNmlcMJmqd/0ZRqyMXd/9e7y+biLjJhELu4VVhCqbKhmncrID4kr/lasegzJtSNQEgornQravpJ1KdYMWWDQajUajOSWpjtucOa6M1Tv6Ctv2duXY25WjsSrE7o7sPo7WHEuitiCVOzgX6HT1FMY1zgbl8/zTryKdDJn6M0raZJ2B+75kW0tJbXl5ajeGmybSsQWhFD3NTbRWlBf2u75ib1dWCywajUaj0Wg0mlMOuf8mmpONyikT+Mj6PxEvL8OUohD+3rtjN28//hQp1yft+QjlUz1u9Ij2X1IEllVSCJQo/ai4ShGfMQVHmIVslqgR5IkMxheC3qLslKB6A3JWCBuFUAqpVFAhkxcWLCkwZFD1IRkQXxQDgovv+4Wskn7xROTzYUwBFaYo5LsMxgIqzAH7LigNs+8XbIQIBJ2QgIghiQpBzBTURm0uXXgOlbaBBNz80cFYS9+zv+onB2Q8RXZQVUzaV9iWpKEmQixsUBk1Cz0YtsXVi77PpQ//ktjkSbS1pdmwrp29PVl8BZYhscMG1QvOoWrudOrPbiRUHiKUCFE1pYrGT30Jt6OF1vt/SGbLRpyWFnrefI1038AE2Zp5UeF7pRRuLgOh6MD4q0YjGqYG4kr+jLxcGqUGnaelLcI0Go1GozmVmTo6xswxsSHb93SWiiuHagRlHOqBmgLVcYur59ZQVTZyoHx/+HwxMxqjtHQ77H7jVaztb2A0rcHY/Br9t9JVcYvachuA9t4cW9PxkvnBqDH1xFrXIb0s2bIGdlrjyORKVx2VR3XIvUaj0Wg0Go3m1EMvITpFMUI2fqZ0squUon3rrqDCQ4EyJKFsdsRJcP+8q7+qpLQz6O3sxnVdpAgkhUCUKF0tJwDhKzBN8AZqW1ygO5Uhk28uKVX7+l9LIZBGUBniFgkTAwZmQxFCEJWCcD7rxFXgqKC/hCmD6hAUXZ7Cy1eqiKL+TBGIJEoIPN/Hz2elKMAVgZiE79O0YSuKAQHLU2DLQOCRlFbiDDfeflszCZi2TeO0MUxpbKRt6Roq2rpIS5MF//ZVxpw/D4DaD93Nkt/cNXCNhEtN1MIM24y74gySK15D+VH8mhAyEqPuzz5EZNJ09v7se6h8xU1/dYuPQfiavwDLRpZVFg3KR6a6EJXV+KlQMOqqUchwGSLTg0r3oqwIyrDwAJmoQzpZsMOIeO0IPxGNRqPRaDSnCjl3mIy2QcUSB1c7MYB3qAeeZPRXSB8utikI25KeVHCHHA0ZXDC9AiklZ4yN8fK6rmHfuyftFtnTwvjaCBPqIqzfnaIq2VJoG+7ZyfjK2VSPbqQ8aiLz95F9aQ83lMAzI5hOkL/i5XI0XnQNu3e30h2bBGkBaYfquEXYljRUhgoCjUaj0Wg0Go1GcyqhBZZTmAnXXcmmxX8IKkby2/yi4HIRiWJYFmFD4LnBw/6yqjKkp3B6k0W2U4FdmEkw8RUEgkXX7r1AUJ3R39aUgrBS5IIoF+x8F9IbasCdLZpZ9o/KAEwJlpT58eZFCCGQgoIgAkGWi1KBBRmUijQhGQgklhQ0WDKw5FIKIUTB8qx4Et8vgARGXQJVOPWRl1JmunowbQsv5xTGEzIEtRGBl/bI+H4+Q0UUhCQhBFIFY0kVWaZlUxnGfe7ztDz9J1LtLxM1JVF8Um8sp2PWdPq2bmXrz/+n5P1dXxGqiDD+6ulkNq4O+pcCQ5qMuuNjxM+9GABPSTKdweTXjNrY5THi516CrKzHa3obd/tbEC3HGH8WCAm+i5AGRllg66A8B3/HSqSTzufUdOKLMahQDGVGkOX1I14jjUaj0Wg0pxaTRkXZ1Jw+qGNsU5BzTxP15AA4EuIKwPTGMrY0D1i9prIerd1ZBIINu4N7P5FLogwLDHvY964qs5g3KYHn+yRaVpZUpSjTZmxjLW1Zj5XbegmZgjkTE9RV2Njp9oK4AtC8eRNt1hkQS5T0b0jBeVMrjswJazQajUaj0Wg0JyBaYDmFufrn/07Nd3/EmkUP0rurGdd1S4Ljp1x/FWfcdC1P3/lpynCIlNlMPrMGNWkOq37520I/A9ZbgiiBPVhvkTqhFAX7AAQ0ThpHetduHM8n6QdiDAxUdTDQtGSFoyXAkEV5KgxUgSiCihqn6ICwIUnkt/V6fmHCOFgSSXtBFQsElmdR4dOcLR6/KggsvhAYRcf2V7b0ty62UxNK4WZz5HyFtEwqQwLTVyglGF8RCWwRXAclBD2OVwi+r7UkfZ6iz/MK59juKdb8+BfsfuYlAMosA1vCqv95mNd/8kCwrTxEOGKSSbtIQzDr6unUjkkghML3BiwYZChEaNxElFLklv0fqa3bCvvctMPEz3+W8Ixz8Dv34O9eH+xIdeNbIYwxZ2DUjMPvag7yVYQEaSCdTJBL4/vBD9vJQCiGMPWfEI1Go9FoTidiYZOrZlfzxuZuupLukGqVUZUhbAN2tA1UUvvq0BUFQ4I3tGhGA2zekyI1yIZr6caektfKjhFu30SmesqwfSSiJr6veHlVKz11cxDVOeK7lhL208y59p14ZpjXV7cVKl68zT1cPLOSMyodmrYN3HcraYIwhvRfX6Z93zQajUaj0Wg0pzY6g+UUZ97f/BUffOtZIrVVCCEwRSBUzLv7dq783lfY+NBv8V0PIQReymHjazspaxw1Yn8eDFEwTAFlpqDKEpx7+00kRtehVCBWlAbUQ9QYEDCsfLC8BKIysOHqt/PK+n5gvSWC5/mGCKpjauIRykxJhWUQMiRCSiKmpNoK8lrCUhA3JUIIcp5Pl+OS9FQhtN73fHqcfsFlwKZLEdiWqaIHAJJAxInkM1jCMqh+gaDSRQpBNl9h4zouTX0OKTeojPGyDobyMQwDU0pswyAkBCEhyCGImaW/ehOvvrQgrgAkXZ+cp8hkB2zV+rqzTJpSybQzqrnsg+dQ2xhH+T6+5yMMAysRI9pQTXx8HdkVz6O69uLt2YKQA+8lbJvQtMByzOvtIru3GbcnmIirXLAaVbXtBM8N+o6Ug2kFGTepXvy+LvyeLlS+EsrPpPGHqU7SaDQajUZz6hKPmiw8q5q6QZZPVWUmZ40rozNZem/gH6JAUl2mF3KMRMgUQ8SVkbBSbchccth9O1oz7O7I0J4vSlKGTbp6KmWxMPGqajI5j2J9LJV18RyH3p2b84uQBLlwJSAQRXbAoZ7dVGx7gfbnHybV1XGIZ6nRaDQajUaj0Zz4aIHlNKFm7ixgIET+jPffxNv/+xu2/Ob/CvkcngoEhrd+9siQ41VJVkkgZJgiqDqxpMD1IWwItj30W3a9thyXgeqPfgwZCAuhfLhLECAvCcsgF6VYjHFVsNqxuA8B5NJZzLxQ1I+vFB4isNXKZ6z4vk+P55PxIeX5JIuWPhZP+Qevpyy2BIsYwbnZRcIKDIgr/jDHpzwfx/dxlcLzB4SdnB/Ykwkh8BRU25KxZTYxSzIuEWJcTwtCBOfiKwX5/xf/ggopsEIGY66+jJpLLx+oKPF9lOtiWCbhqgSGZeL3dqKkgZCC+ovmYoRsjEiYsZ/4PEIa+JkUnU88QO+qlXQtXUJ61078vh68rhZU+86Bn3WyEz9SjvJccPsnzQrRth2yKUDh5zJoNBqNRqM5/ahOlIaWj6mOsGZnH73p0gf/h2qJ1d7n6uqVERgmCmdYyqMmlWYWM9057H7PV7iDwm9MCZMXXAbAluYURror2KEU4dYN7N2whr62IKtFoFBWGN8KU7n1OWIta0jsfJXynUuwk624uSx7N6w9pHPUaDQajUaj0WhOBvSysNOES7/5JdLtXfTu2M1Zf/l+Rp0zh+aXXx/SzlOQax1YZdafVeITWGIZMlipZkqBWSSf+EDKB6c440UIIgY4fiCUWHkfsbAhSOfzRyCogBkidBBMxk0hGLw2TxX25dsVjbX/+9SgmXyx7bcpBGUGJD01xKbMFAPjhEBM8YQgJAdyWhQDYtTg41OeIu0pykyJFIJwNEK175B0fVLeQFZMSEpmV9tEYjZKKZym3fiGpCUdiBjlpsCSgU2YoyA8qpYxMxupmjKWiZ/5LHguva++UKgkATAS5f0XntDM80gufRqnaS+h8hgT/+wazDMWYE2aC0Bux0a8rvbCsZltmzEynTjrlmCNm46MlgVdmRYddjVGwqe8r6voguaQu1bjj5tNzrAx8vk2Go1Go9FoTh8mj4rRlXRp73WoTdhMrI/Q3JXd/4GafTL4/nI4vH2oVkJAyISIbTBnYgI3No+de0LDtq1LmOzY1gTEgw1KMX1CDWU1tfi+YldLHzVbn8GJ1iLdLEa2m607S/uoiYK0EnTv2o7Z2jPkPdq3bWH8ORcijaEWYhqNRqPRaDQazcmOFlhOExITxvJnTz9Ysm3Gn9/Kxl89Ruf6jUAgJmTVwIROAg5FAgbBw37TEIWql2JcXw2ZDJpCEMqXm/TnpxhCUGVJMr5CiuB90j7IvEAiyIsn+fKVkAhW6RULLUIMCDNCBbkw7qCxFxOSojBZFUDclJSZ0Od4JD2Flz/GU2DmxYL+9q6vECIYt+sr3HxViiKoZCkWdgrXyVeEDEEmmcaYOYWaXXtocxVeLkfCNmi8fAHelg14fX2ksh7bWpP0FalA3a4iYSnC1ZVc+u1/oPm/70X1ttCzvIWt3/tXpn/tHuIXXU3PC08WjolfegOhUaOQZRVk1i4jvfyV4OfS1YmMxpAt2yEvsBgVNcFFzJ+L7Lcs8z28vm5EWTnCCtNWMYmujAdmFSoxjoqeHfkfgAyqbDJ9eJEqPN/H1JNmjUaj0WhOK0xDcP60ipJtM8bE6OxzcLz9SQSakVAEFmD911ApsAyQhiST23fpSn2FTVdfjowDGcfjtbe7eMfZU4l27yWZC9pIARdMrwAgt20VK5JRiOY7EIK27VuZOGk0UgoiYRvPimEnWwpjK15SE62qoXfvnn2OKdvXS7q7i1hV9cFdCI1Go9FoNBqN5iRACyynMeGqSm7906P07mzimZs+RPeu5hKPZZ+86FB0jAL8QeJKv5iRy+efKxU8uxcE/7cF5AbNsS1DEDJEQXTx8XF8gUlwnCEp2HIphq7is+TAeyAEplKFvgBsGVh4ZX2FKaA+ZFBmCHrdvIiTF1DKLIOU7xV+EYrfJ+crvP4tCmyhyBTNaW0RXBshBEKViktG/9iVYuny9eTy1yxmCNysZNWTz1JZGacmImjuzuAOuqYCMCzJ3NsvonxiA3tyucK+9I7ttD/1W8JTZ+Mne8ju2Ex05jzKzl9YqCJxWptK+vMzGUQoWnht1TWSeOcHSK94CWkIbJEu7JORMmS8mt6qSfRlRcHXo71iEpVuN2T6Cm3daDWKwEItlXXIuh6WIYmFLF3RotFoNBrNaUh13OYdZ9ewdW+K1TuGz/3Q7J+sW3pvmPPgQPzSahM2e7uK7htzPpv2JJk5LsHm5jSur5g5toz6iqCiZUNnB5GuFnqjgfhhZHtJWAOGuueMD7G+qRbVI/GzKQxVmq+TqKsn1dFWeG3YNl7RfSsQ5AEKwcYXn8V3XcbMma/FFo1Go9FoNBrNKYNQxanemtOObFc3e994i2htNWu+85+sffyZwr7AykqR9IPKDUkQNl/84FxCPjukVJyQgBW2sZ0cKl/l4eSrUEr6yQsTlmXgOB6OCipGiqePpggsvvo/qYagkOPSj+8reotWSvZbkhWPyxAQk5BRRRZjQtCedQvijGUa2MrPZ6UE9mjF48gWDSxuSqSAjKcKVSyeUvnclkB2yvo+LdkBiUoCVbZBxBCUmZLK8hBtfQ59GRdPKXJ+IC5NGlvOWZdNIVYZofyd72PXw4+RfHtDMMayMKYVXPjxf/MlEudcOOTnml79Gj1P/jK4FqZJ/NyLCZ/7DkQ4BoByc7htA/4O/q6NOE2bMcvimBPOJClC9FVOxDQknalgkhwyJWPjBmL7W+SyGTIVY/ES9aRcRUfaoT42EHSbCNvEwqW+7BqNRqPRaE4P+jIuyYxHJuezYmvPIWewaA4eIWB0ZYjdHdkh2y8+o5KahF2yvW3rZjY8+3ucSBWeFaU6Jph1xTVY4TAAbz5yP+muIL/FDEdwM+mS4ydecAnbly3Bd10QgqmXXsXeDWvoaS5d7GOFIzj5Y61whPnvuwPD1Gv9NBqNRqPRaDQnP/qu9jQm2dzCo1e9j75dezAjYcYumF8QM6SAUaNrabjiYtrWbaJ95RqU75P1S/NM+hm8SQFuNgcCJAqR9xMYbCI19/MfZ+YnPsyGH/6cVd/+Aa7rYxQZT0sBtgTXy1uGEQglpqAgfkggagky/oAgknclKxmXpyDjK7rzJ2AIiEpB3JR4+feMSuj1goMH11+EZKnAYstAqAlJgT+otZEfnyGGbg/6yr+HIWmsi7GtLUM2lWV8fZRZF51BvAp8x8XN5jCiUWZ869/oXraU5Lq36Ho2bwumFN2vLxlWYImceT5GeTVuezOhiTMxyqtK9iunaGWh8jHiZZiTZgDQ5ki2heqZHQsRNiVRy8BTirTjsaXbIzFqDjnXI+f6kPVRStGX9aiPDXRZnMWj0Wg0Go3m9GFvV5ZXN3ThKwhbskRcMSRUlllkcx69mSN7rzC+LsyM0TGWvN1FT2pwgt/pgwTOmZJgXLfDjtZ0QWhRCvZ0ZocILDUTJ2NffyupzjbKR48l0p/pB3iOUxBXgCHiil0Wp27KNCrHjKN7zy58z6dzx1bitfWkuzoLggow5Hs3k8Yoix/JU9doNBqNRqPRaI4LWmA5jdn6u6fp2xV4JrvpDHuWrcSSgv66g5prr2D1z38NSmGIwLIrJBXC7w+9B5UXDAaHcYr8fwZXtvSjgOqZ06iaMoGN//Vz1v7rDzAExE2BqyDrBcdb+f5tqfDzlSeuCqpGIobAlBJJf06KQOb79qBwHsVT7HTRLN9T+UwZKTCAqAmWlCjhk3IVUoiCkGNKMKUkYQbHJyxBnztgC9Z//hIISwgbgeCT8wUNIYMe10cKqDIlIUNiSEE4bFKeCGFFbC6YUgEKpBSIdAeZ9uBXM9ebRpRVY4TDVF18KfS10lV0PqH6USgng0r1IOwwIpIo7LPHTsEeO2XYn72ww/kcFR9cB+EMrHKsVEkqxlQSMgM5LB62aEtm2d4ZTIw7UjnGV0ZQSpF2fHZ0penJuoyvCGPmhaOwpfNYNBqNRqM5Hdm6N10QVTJOqYgSDxu09ThH/D0NCZUxixXbek9rcQUgEjKQUjKqMsTertIqllhI0r5tM9lkMhBWosHqmET9KBL1o4b0ZVgWiYZGevbsHrLPCkeYe+N7MUNhzFBQ7bL80QdQ+UU2FWPH09faMkSUAYjXNxTeW6PRaDQajUajOdnRAstpyq5nXmT5t75fsi02qo7Upq0AmGUx1i96sLDPVeTzUQSGCFSTfnHFIJ+9QiCAiPxr1EDVCVCygtGWYGTSvPGpv8NXCj8fUg9gCkHEKBVGbBkEx/dXkASB9oq4CISQkAHCLRVzHAU2+Sx3ArEm45dKQcXjc1UgykQMSdQIRJv0oMWV/QKC4xeJK/nKnP591VEzsEHLeYQVVFiSxnxei2lIymIWoxdMx2ltRfmKUMJGuapQMqOKL5RSJDesJjZjVvC6p4WysbXkelKYERuzYz3ernUIgvGImvHI+P49rYVhYlaPwetrh542lOuClAgpMSJlGOaAQOL6Ps09GUJGYLnm+IqcpxhXEaF53ZvMzfSwmwTrWk0WjK8iZEosUwssGo1Go9GcbuxoTdPSXfpQXw7EudF1FMWPFVt7j1rfJwISOJCan76Mh+v5mIakO1Wal7J2WxeVa34PQNPqFcy9+X2Ydmif/c285jqa166mZcvbpNrb6b+PjtXUFmzEALa/8VpBXAHwsllm33ArKxY/iO8EolrlmPHUTJpC9cQpQS6LRqPRaDQajUZzCqDvbE9DlFI8d9ffkGvrCLJQCOyv2LIVIxTYBji9fUOPI5jYGfkA+eLqDSmCL1MGqwiFGCqu9IfV91d6ZHfsQimFygsnngq+cn5eoCnCEKIQet+Pl9ckhAiqS2rsoR9nJYJqkqDaRVBlScIyqEyJGKLEwss2DVAKTymc/ZiFDx5f8dDssEksEaKmOkIiYWNKgZCCikSY6uooZaOqqThzOtHqCJGqME7KJZdy8NxgUmrYA+KEUiDsCMnVb9L34u9Qvku4sozE+DqidRVI5eHtHchSUamufY67ZMymBc1bINkZvJHnQ6Ie2XhGoY3vOiT7eik3/UBIyl+7qoiFat5CbaaFKjKcRQsLq13KwpYWVzQajUajOQ3JOj5vbukZksN+LPJXDiD7/aQnHjuwdXFlYYPWnhxrd/TiDbowDiaOXQZAtq+XZHvbcF2UYJgWqa4OUu1t9N/9V46dwNRLrwTAd102v/wC7Vs3lRxXPXEyW199sSCuAEw4/yLqps7Q2SsajUZzBFm4cCFCiEP66urqOt7D12gOiAkTJpR8dh955JEDPnbdunUlx955551Hb6AHyLZt2wrjueeee45o33feeSdCCMJFC2EOhv6/KQsXLhyyb/DPYfCXbduUl5czc+ZM7rzzTn7/+98f5tmcPOi729MQ5Xk4yRQQZIIE1lwSXym87EA2R3GtR7900R9WX9KfgLAURMfW43R00NubY3/4BBNuD4bNbxFCYKFQCvrX3pmidEx2XugRBAJMLGQS812SRQOMyoFKGAFYQlCRFzCUUmT9wHrMEmArRVYNrA4UQMQYqMpx8hZltgysxKL5kXhKFR4elMXDhPL9S8ugbkwcz4Mpf/t3uD1JOp/7AyHRjWrZSuLs82h58TWcZDDx9ByfxIQahJsFBb7yIVLJjh/8BwhB9RmjCVeVYYRslPKxomGMkIWwBry0hR3Z77UvIZcqufKyfhLCDPpTvoeT6iWS7SOW6qIOyTZZQzSRIB628JxSywfTK12xqtFoNBqN5vTB84P7Ns2RQQqYNylOS7fD7vYM3UmXiC3Juf6IgpIQQQXLqxu6R+xX+MGdtTRNwkV5K/si01Pa36gZs7AjUQC2vPoiezesLdkfTpTTeOZcWjeuL9nupNNQUXlA76nRaDQajUYzEosXL+bWW289oLYHI8ZoDg/HcXAch56eHtatW8fPf/5zbrrpJn71q18RCu27avpkRwsspyHSNJn/959h2Ve/C0A0GoZcrjRDRQgEUGYIfNsilQ5EE08NtScwhEBIydipCdJ7ffpWtQwRTUwpSqpCDAGOyttaqVLbg3DERuQcEAIhwFJBeL0UgioLcvluLClQBMH1hqFASsbUhNnZkgqCVSVIKQmLoG9LCDwF/bN/IQThfOq8JBBRis+tv9ImaspC9YxhSfoywcQ0YgTVHI6SqHyflZMnMfcf/ppM814S06eQadpBbOp0yqbPwOloxXl9MYFxGaievfjFapWvqL7qnaTXrSLXtpey6bNpe/a5/GAUPTvbiVTHMRvGY5NGeQ7W2BlYZ1yI6usEO4worx/+hz4ConosqiWwhRPxaigSaHzPA99DJjsQgInPOL8dJ1xNxvUI1YzD62gC30OZIdrtaqqVGlJppNFoNBqN5tQnGjKYWB9h696hmRua/XPW+DhSQNiWZHI+NQmbRNRkd0dnYSFPOudjDCrYrq+w6Uq6SEEgvgy6CbcMcL3gvnZibYgKYya5VJJRM2YRipUd0Njqp8+kZ2+Q2xgpryQxanRhX1/r3iHtayZNJdPbQ8OsOWx66TlQimhlNVbkIBcCaTQajeagWL58+UG1j8fjR2kkGs3R5YknnsB1XcwDqIp99NFHj8GITi8aGhp48sknh2xXSpFMJtmwYQP33HMPmzZtYvHixXziE5/gpz/96XEY6bFDCyynKXP++m7iY0az9HP/iJ9K45sGwvMwUYWKDwmEDAmeh2cE9gveoDR70zAYdeY0rLBN7+5Weja3U2EZZHwfCdRdcTHNL7yCpXw8T5BTYAiFjyhkrkiCqhApBKHKOF5XL4gBWzEPUbDgEkIQIaga6R+GAnKewvA9slmX8KCZZ1gKVL4DoUoVoqgR2F55fl5Q8VVJBYslBWb+WMs2iCRCmGaWVDIQgPonsSLfxq4op/bySwv9l589r/C9DIXBMMELBBojGqOsIUHXxqCKxIqHqbv1gxj5Mr7kxg0DAkt+PL7jEpoym+g5l4PvIYzgV1hED2wF4mCMxumo8lqU5yISNYXzAJD9fRe1F8pn6c4uBHBGXZyGWQvZtbeVp3ZlEJu6qIwkuXFWgxZZNBqNRqM5DZk7MYFlCN5uSu2/8QjYpiBsSXrT3pAFO2FLkHFOzTKZuvJAUBmMbZbe1w62XJs/KVGonv7Dm62kcqVLoUZVhpk/OYGvgnteJl948GObOoNoVTXZvl7KG8Zg2gPV05VjJ5DsaC9pv2vFMnatWMa4+ecz9+b3sfnlF+jdu4flj9zP5IsWMqo/W1Cj0Wg0R5S5c+ce7yFoNEeV2tpaWltb6ezs5IUXXuDKK6/cZ/tt27axfPlypJRIKXFdd5/tTwUWLVrEokWLjup72La9z783F198MTfffDPnnnsuW7Zs4Wc/+xmf+9znOOOMM0Y85mRHZ7Ccxqz/j5/ip4JVhq7jkvMCcUUC8epyEpZEiKBKxERgSYE9KHxE+B4tq9bTuXw17Zv20j/njRiSkCHpeO1NDF/hqyCHZHDuCQR6hxAiEEJ6+or8+4YP81QMeujPwAdZIAgXTUQjhkBKWchqCdkGVTGL8rhFTXmIeMwmEjKxTYkBxE1BzJBEDUHCFIQNiSHANA3sSDDp9XwKoStCDIxFGgbTbr+etV/+R7b88Ke4faU5NkYsTu37P4pZU4/dOJ7qP7uLmhkNNJw3ibq54xh72SxkUclcbOp0ys+agbQNrJhNtC5OaOb5xM69Irg+xpHRR0VZFbK8DiGC66aUoqk7zfqWPprdMH4kEG98BZvcYIWLAjZ3JBF2mFc7JNPqK5lRW0ZlxGJH56E/VNFoNBqNRnPy4rj+iOLKgS69yLmKnmHEFeCUFVdqEhYb9yRZtb2XTM4r2XfmuDh15TbRkGTa6OiQY82i+95xtaVe2/GIwbxJCYQQgbhyGJRV11I9flJBXEllPZ5b1c4KbyJMWzBsaP3ON19HeT69+eoXgK2vvXRY49BoNBqNRnP6Mm/ePMaMGQMENmH7o7965ZJLLjnlLapONKqqqvjyl78MBM8ZH3rooeM8oqOLFlhOY4onQj4DeSgekO3uIzZ+DNK2GPf+WzCjwYTOloJQPrfFEoEwMlgE6Z/6ekrhpUptIoRgqEjTf5woDYsfaRoYZKlArDJBWdwmHrdLKi/CpuSqRf/KeV/4KLaRz0MRAssyED5IV2HlFKYhkKZEGJKQbRCLWkTCJvGIQXnUIha1iVXFmf+Db3LBL/+TcFUZ0pSYodIQd5m/HpUVNpv/5dvsfvh3bL73v3jlult561N/zY77FhUsxMrmns/YL3yHxs9+ncikGcQuehex+nIS42pJXH1ryXkA1N/8Xiom1hIfU4WZKCex8PoRrsqRoy/r0pV2UEDSVewN1dNTNZm7nk/T5A1M7C0p8HxFZcQqTNptQ5I7HZJmNRqNRqPRDEWMfP+mgJAlEQJqE9axHNU+GWm8k+sj1MYPb5yjq0LMnVTG/gp723ocdrRm2LQnxVPL23hpbQeb9wRCVciSXHRGJdfOq2XWuDhnjhuwc5k1tqxEOBlXG8UyBl5Pb4wdtrAyEmt39tGVdPEVtFijGfvOD2BFSgUgaVkwSHjxXRcnmzkqY9JoNBqNRnNqI4TgpptuAuCxxx7bb/t+geVA81o0R5arr7668P3q1auP40iOPlpgOY0555tfJlxbjTBN4pMnlOzzPQ+nL4U9fhydGzYRmzKhMAEVIqhC6RcDSuWGfa9QFCpv82UIDBF8AA0AFdh8+Z4qVKRYUmJLgRSBiNHftwTsSBgsm3SfQ3jyFKrnnYkhBSFTUr9wAZu+9W2a7r+f2JgqomeeQd0N11I2bUqJvZmbdPH7Pb76BYLyRFDxkj+3UF0lO+79Fm9/7WuIilEoO0qiOoplBVUxhgBTQnlVmMToMpy0U+g/29JG56uvse2HP2bPb4b/wx+78FpqPvZ1aj7+daJzLx6yP37uJYz66BepvuVDjP7rr2JW1uzj6h4ZBq8NVQp6XYOd3Q6/e2sPXakc7X1ZxlZEeHV7B2Gz9BPQm3F5asNeejMOGo1Go9FoTh8sQzJnYpAlMtyDfcf1C0HtIfP424lK8haxAipiA/cz0ZBk8940rb0OpgHlUYOGSnvEfkaiqSPLyi19xGyDA9U5PAWtPQ5vbe+lqWOoEDGlIcq75tfyrvm1TGuMleyLhQ0uP6uKORPiXDKzkrE1Ry/zxB/sVWbaeE6uZFPV+ImsXPxgyTZpWuzatI3u1rajNjaNRqM50Ug6GVa2buWVpnWsbN1K0jnxhOZ+J5GHH36Yl156iXPPPZdwOEx9fT3XX389H/7wh4NnQYbBnj179tnXxIkTEUJwxx13HKPRa04UHD/H3mwTu9Lb2JttwvFz+z/oILn55psB2LlzJ2+88caI7Zqbm1myZAlCCG655ZYh++++++4j8plubW3li1/8InPmzCGRSBCLxZgxYwaf+tSn2LJly0Ge3QCu67Jo0SKuueYaamtrsW2bhoYGbrzxxn3mytx5552BS1A4POx+pRSLFy/m6quvpqGhgbKyMs4991x++tOfFhaHHynq6uoK33d3dxe+37ZtW+FvzrJly1i8eDGzZs0iFArR2NjIhz70oSF9/fa3v+WWW25h9OjRhEIh6urquPbaa/mf//kffP/4L/TWGSynMbXnzeOWtS+S3Lmb353/jpJ9poB0Wwc9rYGncv8vmZQC05C4nl+w6gobpTNGIfpz5AcFtjBQoWLkRRYJpPPWZJ4CVwW5KCLvvWVIiWEF9ge5jItSwWQ4k8nipbMAtK9cR1nEZMw1lzDtbz/Dhm/cQ+/ODgB6U314fistK9YQqywfIgZ5WQ/DCnTGxFkzmfPv9/DiVTflfcAgs2cvsjpC58YmUE3B2EMGEcsIUkPzVI4rx4iEMdrTeP3WDoKC2pTesX3En4OM7TtYLjLlDCJTjp1PYTxkErMNkjkPSwoSdnB9bpnTwG9XNTOjzOXqaVW0d3bjq2Blp68gZhu09GZ5qysd/JHcuZVPXjSRROTEWaWq0Wg0Go3m6DKxPsqEuggrtvawraX0AZKvIJU9/hOgfvpH4ivoSnoYAs6dVs7Krb2FNq4H3SmP7pQ3fCd5ahIWIVOwu6P0QYIC+rL7PnYk+tLDHxeyRl4jFwubTBp19Kd408fEaOt1yDo+NcktdC1tIVJeSbK9FQArEqF14/qSYyLVdSS7uml69Rl2I5i08FpGT5581Meq0Wg0x4uNnU3cv/4FHtv0Gik3W9geNUPcOOV8PjDjMqZWjj6OIxzK8uXL+e53v0smE/wb3tLSQjKZ5POf/zyLFi3C930eeughPv3pTw97/JIlS9i2bRsAt99++7EatuY405FrY03vcjb2rcFRA4ttLWExtWwWs+LzqLKPzILhSy+9lKqqKjo6Oli8eDHz588ftt3ixYvxfZ8LLriAxsbGIftvv/12fvKTnxzWZ/r3v/89t912W4l4ALBhwwY2bNjAj3/8Y37wgx9w1113HdQ57tixg1tuuWWIgNTc3Mzjjz/O448/zrXXXsuvf/1rEonEAfeby+W4/fbbefjhh0u2L1u2jGXLlvHUU08dUbGipaWl8H11dfWwbZ588km+8pWvFJ47NzU1IYsqoFOpFLfffvsQS7jW1laeeuopnnrqKX74wx+yePHiEkHnWKMrWE5zsp1dPH39B8H1CMsgbD4sISQFXv7D7SuFo8BR4ApJzZnTMUUgwoSNfCWLlEiCD5Snhs9OGbxwL8hFKbUYUzDwvoDn+XiOTzbtYhillTOlnQnaX3qVbEcnzc8tw814ZNMuXtHqulRX99DjivSfTNOegiYijMA6THmKVEe6pJ3v+CUnI20DYQjSLT2YYRMragVfscC6TIZsaq+8Ei+dovXXP2XPj75Jcs2bw1yhEwMhBOMqo0ytLaMuZuH5Pp7vc+ucUXzsnArunptgYtRlht1LRAQTf6Vgem0ZG9tTCCGwDcGYqgivbe84zmej0Wg0Go3mWNPUkR0iroyEcQLNRjwFO1rTpHMHP7FMZ318deSqckxD0FAVoqkjwyvrO1m5tQf3BLJhLY9aXDuvhgtq+5Db3qRnz66CuALgpEttgqVpQt0kpBc8YBQodry18piOWaPRaI4li9Y8w7sXf50H1v+pRFwBSLlZHlj/J969+OssWvPMcRrh8Nxzzz2Ypsm9997Lyy+/zL333stnP/tZLr30UsaNGwfAr371qxGPf+CBBwCor6/nqquuOiZj1hxf3upexkNN97G2d0WJuALgKIe1vSt4qOk+3upedkTezzRNbrjhBmDfOSz7swc73M/0K6+8wg033EB3dzfjx4/nu9/9Li+99BIvv/wy3/ve9xg/fjy5XI6//Mu/5JFHHjng8+vu7uYd73hHQVy5/vrrefTRR3n11Ve5//77ueiiiwD4wx/+wI033ojnHfhCno9//OMFceWiiy7ioYce4tVXX+WnP/0pkyZN4qGHHuLll18+4P72x+9///vC9+edd96wbf7pn/6Juro6fvazn/Hiiy/yjW98g7/6q78q7H/ve9/L4sWLEUIUhJalS5fy+OOP88EPfhAhBEuWLOG6664jlzvyFVMHiq5gOc3pWL6azJ69QN76K789h0DkVQW3SFzw3OAX1y6aDSulEMrHroiR7UqW9C8BNy+YhAUIIfHVgB0D+fwSr+g9gjmtGupXLQQi8BgjLCQp10cpsE1Z8JvueGXgD/bg+boUIAyB6h8AwevC+3Z0sfJjn8SwJV5+Yi0MkRdcBCo/SDNkEErYyLIqrPJyopFeend14WU9hCEwIybhRAgRjjD6vbdhZfZg7F5G69I/kHzrdQBSG1Yx7u++g1U7asjP5ERACIFlCPyi8sCwZTC1YuBPhhQQwiGNwfjKCFHbRAqIWQaJcNDOAXKeX/J50Wg0Go1Gc2rT1JHdf6M8J5BmAEDPfipVRiKZ9UjnDuzYsC1RviLrqmH3N1aH6E25rNrWS0t3rijfEM6edOCrFI82hhT4qZ79thOGwdRLr6SlD4plF69jDz3NTSRGnVirtzUajeZwWbTmGe5Z+vB+2ylUod2ds6487PddsWLFAbedOHEi5eXlQ7b7vs8Pf/jDwkr9BQsWFPZ94AMf4J577uHVV19lx44dhYfT/Xiex69//WsgeChqGIM9RDSnGm91L2NJ53MH1La/3ezycw77fW+66SZ+/vOfs3r1ajZv3szkQRWxnZ2dPP/888DIAosQ4pA/077vc+edd+K6Lueffz5PPfVUSSXJggULuPPOO7n88stZvnw5H/vYx7juuutGtO0q5l/+5V9Yt24dAF/5ylf4x3/8x8K+888/n9tuu4277rqL++67j+eff54f/ehHfPzjH99vv8uXL+e+++4D4IYbbuA3v/lN4XzOP/98br31Vi655JIjlpWyc+fOwthDoRC33XbbsO183+eRRx4pCEcXXzwQn/CLX/yCJ554AiEEDzzwAO973/tKjr3hhhu4+uqr+dCHPsSyZcv4j//4Dz73uc8dkfEfLPqp52mOEQohLIvBNntKKUK1VRjDhJUaslRc8QHPVyQ7+0oeyEMgrrh566+kH7Tz6a9UCfybw4bAFAP5KkIEVSxDPpyuQiAQAkxDkgibVERNYiEDIUFaAjMaKjQXQhC1BiprpALX95GmQFoCuzxMfMrYQnszbJDd21KoQDFCBtII8lhCZRZ21MQus7BjFuPueD9n/n+3M2qKwE6ESLenyXRmSLelyfXlEJbFhE9+mmhuC5bXjbt7E9mt6wbOxXNx2gdK5Y4WvVmXzvS+FVxfKTKOhztMGWCoyAZtY1uS15oHHpjkfFjT6fDQy9t44o3d+L7ipjNHETYHfnKur+hK6ywWjUaj0WhOJ6wR8lVGCns//mksA5jGgY/GGtR2cCzJcEyqD2MZYkRxZWJdhN3tWXrSHnuLxBWAvrR7wGM7WDI93aQ620fcr5SiK+kMEZGqxk/CDIVGOAoQglhVDb7rMWPWZGRVQ8nu9u1bD2vcGo1Gc6KxsbOJby498NXqAN9c+ggbO5sO+73nzZt3wF/PPTf8Q/FEIjHig9APfvCDQPBvQv9D52Kee+459u4NFvBqe7BTn45c2wGLK/0s6XyOjtzh57Bde+21RKNRYPgqlscffxzHcZg3bx4TJ04csZ9D/Uw/+eSTbNy4EYAf//jHw9p0lZeX8+///u9AYGc12JZrOBzH4Qc/+AEA5557Lv/wD/8wpI0Qgh/84AeMHRs8z/ze9763334B7rvvPnzfxzRNfvSjHw0RQCsqKviv//qvA+orl8uxYsWKIV/Lli3jySef5Itf/CJz585l9+7dAHzhC19g1KjhF5jPmjWrIK4M5t577wUCQW2wuNLPHXfcwZVXBgL1gY7/aKAFltOYtjdW8tz7/wo35+ALMURkwfEwhMCWojDxtYSgb/U6LDH8h2fwI/riyhQFDF7XF+S4iEKYff/EWwoR5K9IgWEIzCJrMIHA9X2yOQ/H9UtCmPb+3+8ZdenZhBMhYrURrKiBKQWmDI7v1xCUAjeTI727CUyBsCS+p1C+QimFtGQhcIn8/w3bwDAlNVdcztjbbqX7uSeCvnJeYBvWjxVl4ic+TvncOVAU9hmqGMhasWpHEZ4wJTje9/B6WnE7m/GzpXYKh8Pall4eWtXEb9Y086etw0+YfV+xozPJ9s4kW9v7SDulE/doyCYeCbG5Pc2/vbCVxZvSfO+NXppVjGdaLe57ZivLt7Qiu3ax7q2VJDa9zOUdL9PYE0yWpQiyWTQajUaj0ZwebN6TYuve4e9nRgp6P7JxmodHV9IlvI+Mk2Ic7+BGXl9ugRD0Ds5WUQoj3cmZVhOVg3Lpi6/Z2Jpg1WPW8Vm+pYfX3u6ivffwrRB2r17BGw/9kuWP/opNLw19UOIrxSvru3huVQdPLW+jqWPA/i2SKGfuzbcx4byLMCwbACEliVGjCZdXgFL0te5l45+eZu1Tj2O7qZK+Y1XD+3FrNBrNycr9619AHeS/bArFA+tfOEojOjjmzZs3YuXJrFmzmDt3LjC8pVK/ldLkyZM5//zzj9oYNScGa3qXH9PjiolEIlx77bXA8ALL/uzB+jnUz3S/9VV1dTWzZ88esf8FCxYQjwfPAvsravbF0qVL6e0NsgA//OEPDx+RAITDYf78z/8cgI0bN7Jjx4799v2HP/wBgEsuuYSGhoZh21x88cX7FKT62bNnz7DC7bnnnst1113Hv/zLv9DREUQGfOITn+DLX/7yiH2dc87wFU1tbW0Fm7Qrrrhin+Pp/yxs3ryZXbt27Xf8RwNtEXYas+2RJ/DS+QmSUoXQ+n5c1wWlEIApxMAtgmEgfB8DxUjzyv5+5CD7L4PSSfRAO4Etg4oHKQV2/o+IFTHBV3hFgageCie/6s93FQKFJRSe69G3cStIiZNyUEmFGS69MZCGQPmBOu05Pm7GQ+ZtvQBEOELZ5PH0vb0RYQpQIBQof+DKtD79HFYYzJyLYZuYYRMh89ZjgKGytD68iJ43lyDdNH53O2Vj6qi4/DrKyxtxu9qJzpyLDAdqu9fThsr0Bd9nU4jacQjj0H81lVJ0Z1xWNg1kzmxqTzJvdDnxUGm/vVmHrBtcW19BRypHY3lpG8s0OHdCNf/zwUpe3tTGouc3sWLHVsbXlNHSleHH7yxj/igLd+9GvM4WosDMvhbClTXUNY4j4qZRMowwddi9RqPRaDSnOttaR14scqLZgY1Exjm0gVpGfhHPCIfv7XYoyw7dWdb0JtGurbQAYtdOzIbzcfORf3MnxZFCEA0ZVMcDAeONzd3s7QqElZbuHNfMrdln8P2+6Em57Hjz9YExbljL2HnnEoqVFbZ19Dq0dAfv5yvYsDvJ6KoBi4tQrIzGs+Yy+sw5dDXtYtfy1/EcBznoAV337oEJrx2N0Th7HhVjxuG5Doa+T9RoNKcASSfDY5teO6RjF296jc+dczMxa/8WQiOhhqyaPXhGj963beMHP/hBVqxYwRtvvFFizZTL5QoPtT/wgQ8c9jg0JzaOn2Nj35pDOnZj3xouqLwMS9qHNYabb76Z3/zmN7zyyiu0trZSW1sLQDKZ5KmnngL2L7DAoX2mV64McuTa29tHFEEGs3Xr/qt2+63BIKhg2RfFmSZr164dYm9WjO/7bNq0CWCfghDA2WeffUBjHQ7LsigvL2f8+PEsWLCAD3/4w8ybN2+fx4z0N6f/GgN86lOf4lOf+tQBjWHr1q2MGTPmwAd9hNAVLKcx8Ykj//IBOH1JhGmioGDr5RPks/h5MUEIUSLKSPJWXyL4ipoCW4ApIGoILCkI2QaGDGzBpBTIvL2CIQQhU1I9uQ4zZmJEg4oRI2Rg5G3AEOAPUnW8fFmK8hVOxiXbk8V3fZSncJIuZRUh7LBBOGJih/r9Egf68D1VyFepOGcefes2gOcjpSBUFafx1hsxIqU3Oe0vv0x3UxqlwKxIMPUTH6Ri/hxi9TFqZgV/1NNvryG5eQvptm46Nu7BGH8W3t6tGMJFhsKofBCVcotXHiqUd+iWWkopXt/VxUvbOiizzYJdlxRDbSwg8M4ueb2PfxhsU3LPY6tZuaOL1bu6eW5tM7GQwZy6QJBRuVK/9WlWksjLD9H982/Q/fNv4O7ZdsjnpdFoNBqN5uQgFjp9K1ctQ5aIK5Uxk8G3X30Zj/5oukTEoC5hEUk2A6AQtFadVegjGjYwpaQ37SEIsvF8pegtsgpzPXXA2S+DWbOjl2feaicnBsQNaRgYVqnYYZtyn6/7EUKwY9mr9OzdQ7K9lVRnx4jvbdg2vS17ef3++1h6/3107d55SOeg0Wg0JxKbuvYMCbQ/UFJuls1dzUd4RAdP/2r7kfjABz6AzNvGF6/4/7//+z+6uroAbQ92OtDhtA0JtD9QHOXQ6YxsS3qgXH/99Zimie/7PP7444XtTz75JJlMhpkzZzJjxoz99nMon+n29oMff39f+6K437q6un227ReUIMic2V+/fv7ZaVVV1T7b1tfX72+YjB8/HqXUkK9cLkdrayvLli3j3//93/crrsDIf3MO5RrDgV3no4GuYDmNmXbXB8i0trP3paX0rH8bry85pI1wh3o9uzknCKfPSyuy6KG8ZQavlQrEE8OQGMIbCJUXQdhKOBZC+S4iX03i+wrPV0gBqT2dhT59XyGEQFoS3/MRCsQwWSGBtRfDekxYIQM7ZOI6Lr6jhl3VIYRAGpKupctKtvuZNNFR5Zz9sx+y8hN/Ta6jCyNkgAe5rh5SNVWk121HrtlB47vegddeRa4pX5onJKhgrF6yj/b//TdENrjG2XVLiVTFIRzDnHlJUXWQhTD34WO9H3qyLi19ucI5xW0T2/CZ31hB2Bz6wKMsZFEV9ejJOIRMg5qy4d9beS6qaw/vn27wy9WStpTPdeMUnz/XQmZTKDuMrKjGS3YHnwrDxN26CmdLsKJB5TKkX/s98Zs+esjnptFoNBqN5sRn3qQE5vZeOnodktlDe/B/spLOld6j9qRdFpxRyZL1nSXCS38lT0/aoy/rMamunp7d21CGhW9FC+2SGY+lG4OK5Ld3JyGfWVhXbpPKBvd7iahJPHLwUzpfKd5uCuy6esacT7zpTeK2YsK5CzDt0vvBRNRk9oQ4m/akiNiSuROHToSVUmzdm6YlPA4z4mGn2xnqPzxAuquTdFfwMMB3HLYtW8LcxrEjttdoNJqTgaST2X+jo3j8kWB/q/EbGhq44oorePrpp3nwwQf5+7//e2DASmn+/PlMnz79qI9Tc3xx/MOzKM0d5vEAlZWVLFy4kKeffprFixdz1113AQduD9bPoXymvfyC6Tlz5rBo0aIDep9IJLLfNgdThdY/Btj/7+2BVtkAmOaxlQpGGlvx+f3Xf/0XF1xwwQH1dyAWZ0cDLbCcxggpmfPFzwCQ6+6ha80GQtWVvPmFb9D68msYApQQGARB9YXjiv4vGdA0BOB7wUa7KHfDsCS+q/oDVxAK/GygdCsRlKp5+YoS3wcn62IaMrDnMkRRHkqR4FKkpBhywL5MCJHXNYItZthE2gZmyCDblMPLT/RN28RzPZSvMEOBzReAl85ihozgeAGhRIhcSwvls2fRcOX5NP9hwJdaCIPkth0IIfAcRetTT3Hmj+6j+8WgFNHp7qZnyfMAhMZNhExfIWTGadkTCCyZJP7ONZizrwDPRYRjCHnohWW2IRFFP5OqqM1FE/atTteWhakt23cZsmreCJle7jgrwqVjLT7x+y7+9myJ8F2U55HbtZlUxuVlr4HzKx0qQuA07Swo5EIIMLT1g0aj0Wg0pzohS3LOlHIgsJ/KuT7NnRk27jlyOXMnKoOnxJ4PEdsgFjboTg0vNvk+ZCdewJiaKtxsFhUVtKeCniK2LIg2Kv8fRWALdsG0cnKeYnRlaEhF8oEghcA2BTlX4Uaq6Jt2NZedUzviJHfyqCiTR0WH3QfwdlOStTuTUD4B4mOp3vh7DPfAf+byMOxxNRqN5kThcOy9jsTxx4rbb7+dp59+mlWrVrFx40bGjRvH7373O0Dbg50uHK69l32Yx/dz88038/TTT/P000+TTCaxLIsnn3wSOHCBBQ7+M11ZWQlAOp0uZLgcCYqrS1pbW/dp+9Xa2jrsccNRXV2NaZq4rlty3HDsrxrmWNF/jQHKy8uP6HU+GmiLMA0AdnmCugXn8vZPfkHLy68FdmD5WaIUApPgwyIZCKK3KssJlccLdmD9231/oDzM9XxcTyFNgTAEYtAEUPlqiOVXwY8MUHn7LqVUkInig0RgSIEUYBgCma8+6UdKgR0zCSdsrLCBm3RId2QL4kp+kJTVRimri2JHBx78C0MURB1pSoRhEJ08idS2zVRcdHHJMMvnnVU4B+UrPFdh1Y2i7n13Ufe+uxj9kc/S+Ikv0HDXZxj3/30VIz7wx8GMFk1QFchQFBlNIOTh2WpELIM5oxOU2QZVEYs5oxOH1I/y3FKrsnxGDMCECpPPXT+l8PN2dm8ls20z/uYNXLjtBWJde/A728m17AWl8F0PL+eiQnFyTdsO4+w0Go1Go9GcTCSiJr6v2HSA4soIzlMnLeUxk76MQ31FaUXIYD3EME3Gn3Mhky9ayEVn1jJ/coJzp5QztWFkQWNUZYjxtRGsw7hoF0yvoDxqkoianD+t4qBWNyqlSHV1kksHVTDtvUX3jdLADx/cPWgoniDVNbKlmEaj0ZwMTKloIHqIjhRRM8TkilFHeERHh1tvvbWwGv93v/sdL7zwAslkEiklt91223EeneZYUGXVYIlDW0RrCYtKq/qIjOOmm25CCEEmk+GPf/wjzz77LD09PUyePJk5c+YccD8H+5meOXMmAJs2bdqnJZXjOPzTP/0T9913HytWrNjvOGbNmlX4/vXXX99HS1i6dGnh+6lTp+6zrRCiUIXTHxw/EqtWrdrfMI8J/dcY9n8t/vCHP/Bv//ZvLF68mL6+vn22PVqcYtMYzeGQbetgy/88VHjtM1CeZkqY9pHbCVckkARZHU5XN25vH9Xz5yDDg24iFGSzHtmcT87xyWS9Qi5Kf3WJUnlxZZC+IofJClGuj3KKqlaEwJQS05AIGQg3gSAiMMIGhmWUiDnKK101qBS4GTc4P6kKoooZMvLVMsGXn3PY9ctfsPqjH2H3L39OqDKGFQsx6rqrmfTZz5eMXUkLWRTQKYQgfuYcYpU2audqKv/sY0TPu5LYJdcTm5cvbTNMjCln7+9Hc1CMKY+wcHINCyZUUWYf/GpAL92L29GE27EHry+vXEcGJsmdnkmLH6G5N4fbtgevrxs3OVDKnN6xHaejBeX7pFu7SDd3kG7poPulp2j96T2k1+77j7lGo9FoNJpThxXbeodzcAWgNlE6MXf9oDLZOEVmKN1Jl1fWd7O5ORAhhIDxtWGq46X3Z7Eiiy9DChJRk44+BwWcPSnO5FFRJtYN2EpMb4wdlBgyEtVxmytmV3Pl7Gpqyw98JalSivXP/B/LH7mfZQ/+D+3btlBXdLzwXUS296DG0rZpAyt+82t6W45//oBGo9EcKjErzI1Tzj+kY2+acv5JU8ESj8d597vfDQQPo/srBi6//PIRA6s1pxaWtJlaNmv/DYdhatmsw66A6Wf06NGFsPfHH3+8kMVyMNUrcPCf6auuugoIHHn++7//e8R+H3jgAb7yla/wF3/xFzz88MP7Hcc555xDeXlQCX7fffeNaBmWyWT43//9XwAmTJhwQLZY/ef36quvsmHDhmHbrFu37oCEoGPBuHHjCsLRAw88QDI5NNYCgp/BJz/5Sf7mb/6G97///cdyiCWcItMXzZGg5ekXRtwnhaDnlSXUnjkZU4pC9QJK0fnGSvxMaZCbm/MoLkzxi/8mqFJfwcDyK/gwGlKgPIXn+gWbLqUG7MWK6a+IkfmVe0LmK1mG+fsjDYkRNoI+BEhT4uV83JSHm/Jwks6QP1xCCjzHL1S+5PbuBd/FsCC5bjVWVSXCHvhHITQogEopRfblh3E3LsN9eyneuheJL7yJ2DkLId0DVgikgbd99fAX/TjhJ7sGvk/3onwPMWoKonosbnkjzyZrGN+zhaq96/G7Wof4ayvfJ9XUSmpvJ34un+GjQLkeKEVq9b6VZ41Go9FoNKcGSimSmZFzWJIZj8E6geerQkbJqUL/+SgFbT0OlWWlDxWiRda6qazHi2s72dycYtX2PnrSHrMnxOnNDOQibm5O4R7Hi9TbspeO7VuBYBHTzuVLmdIQ49wp5UyrD1G55TlMJ3XQ/Srfo23r5iM9XI1GozmmfGDGZYjBDy/2g0Dw/hmXHaURHR0++MEPAvDiiy8WMi90uP3pxaz4/gPMj+RxI3HzzTcD8MQTT/Db3/4WOHiBBQ7uM33rrbfS0NAAwFe+8pVhKyy2b9/O3/7t3wJgWRYf+chH9juGUChUaLd06VL++Z//eUgbpRSf+MQn2LVrFwCf/vSn99svwF133UUoFEIpxYc//GFSqdJ7tXQ6zd13331AfR0rPvnJTwLQ3NzM3XffXZLL0s8Xv/hFNm3aBMCf//mfU1ZWdkzH2I82u9UUaF+1vuR1f6VK/wq5XPMe3NbmQsZHIYtFiGFDLIuzQIZFAl5RH4MO8H2FaQcVKnj57BUzyI03QhIjZARVMLlh3tuUKE+VjMsMGUhD9OfOAwNZLQBuykWaEjMUVMJ4OQ8c8J3gACM/+VUK/HQGsyzOtH/4Cjt/9lNkOMKkz/5N6SCcDKp3wOrA79gTWKdlk+DmCtdV9VeJnCgICWrgj5ZSwUpEEnXY0mBKtotoS0thvxGysaqrcdrbg4wdIXD60oNUNUAFIVWZbRtpXfQdKt71fqy6xmN1VhqNRqPRaI4x7mAb2EGkcqeYknIAuJ7P9MYyUlmfrqTDqMoQjdUDleA9KbfkuvVbb3WnBgSWnKvI5HzKIsdnrZxplwpEhh0il0pSE/IYU1PB9vbJ7Fr55iH13bZ1E24uy+QLL0Ue45BVjUajORJMrRzN/zvvVu5Zuv/V6v38v/NuZWrl4Vd+HOzK89raWhobD21O/o53vIOamhra2trYuXMn4XCYW2655ZD60pycVNk1XFh5OUs6n9t/4zwXVl5OlV1zRMdx880384UvfIGW/HOqsWPHcu655x50PwfzmQ6FQvzkJz/hhhtuoK+vj0svvZRPfvKTvPOd78Q0TZYuXcq3v/3twpi+9KUvMX78+AMaxz/+4z/y+OOP8/bbb/OlL32JpUuX8uEPf5jRo0ezZcsW/vM//5OXXnoJgEsvvZTPfOYzB9Tv5MmT+dKXvsSXv/xllixZwrnnnssXvvAFpk+fzqZNm/jmN7/JW2+9RTQaHSK+HC8+/vGP8+CDD/LKK69w//33s3HjRj71qU8xbdo0mpqa+PnPf85jjz0GQH19PV//+teP21j1XaumgF1bGopUde5cclu24XT1AJDrzSFtgWUZ+G5R4CaBVuITaCRGXjgwUYUqFkNSYmUg89UnhikKfcmwxOkdmDxCPuReSnzlg6+CKhVbYlhBpYpAIAxVrAdg2AbSlEHAer+I0R+2boh87otfUImK81u8bLCS0u+f8IeCahff9QsCC0D5BQuCa7TgIqoWXDTkWqZWLyOzaS0y5ROKBv3L2rHBNYiWI8oqC8KKUTdhmJ/G8cNI1OD1toNSyFg5qm0bKpcCIZG1E5nXWEEqPQ1WbgfAy+Ygl8aMhhFSkO3uQxWtqiwISUohHA+vs4N0dyfegz9k1Ke+dlzOUaPRaDQazdHHG7TYQggwpcDZj/ByKlNfEcI0BOdOLR+yb3dHhuaOLIYcqHrpt95qrAqzrSXIsqmImURDh5fbdzhEK6uYeP7F7F61HCsaJTFqNK//6uegFKPPmsvE8y7C91yaVr910H3nkn20vL0OOxpj/PxDs9nRaDSa482ds64E4JtLH0HtY9mpQPD/zru10P5wmTfv4CoDPvOZz/C9733vkN7LNE3e97738Z//+Z8AXHfddQVrI83pw+zycwAOSGS5sPLyQvsjybRp05g5cyZr164F4JZbbjkkK9WD/Uxfd911/O///i933XUX6XSa73znO3znO98Z0u4zn/kMX/7ylw94HGVlZTzzzDNcf/31rFy5ssT6rJibb76ZRYsWIeWBL7j50pe+RHd3N9/5zndYu3Ytd9xxR8n+q666ismTJ/OjH/3ogPs8mpimye9+9ztuvfVWnnvuOV5//fUhY4ZAVPvd735H3SBnoWOJFlg0BSbedjNbfvkwyR27CddWM+fLn+PVW+5E9v9hUqCcIK+k+KE5BA/RDRhoC0g5ILYIIYbYgglDggDDCCaIhmlAVOCkgpV6QgqUo1AhhTRlyXsppQpjkKYEW+DnfKQhMCMmvuOjCAQZfAr5LPjgKhevqOpFiaB/aQaiTSCyBH17WS+fz1I6ia1eeEXhey/Zh7BsMpvX0vPSH1G+R27r+kIfFQuvJjJ5OuaE2fnzMrDOeRf+3m1g2si6A1OxjxXSCiGrgtUzfqorEFcAlI/f20p27U5yO97GrJyAXVuLv3s7ud3L8N1A5XL60iU/68HfCyEQPrhd7cfupDQajUaj0RxzwrbBhLpIQRiYNjrGht3D+yefLjRWB/76vlI4rsLxfNbu6COV9ehMDiw0Gl0VYlRFiHG1Qfu5E+PUlds4nqKxOoSUB//g4Egy+sw5jD4zCI999X9+XKgab1q1glAsTjaZpHrCZELxBE2rVwxb7b4vcsnjE1Cq0Wg0R4o7Z13JRaPP4IH1L7B402uk3AFb9agZ4qYp5/P+GZcdkcqV48Wtt95aeBit7cFOX2aXn8OYyATW9C5nY98aHOUU9lnCYmrZLGbF5x3xypVibr755oLAcij2YP0c7Gf6/e9/P5dddhn33nsvf/jDH9i6dSvpdJr6+nouuugiPv7xj3PppZce9DjGjBnDsmXLuO+++3jwwQdZuXIlvb29jB49mrPPPpuPfOQjXHvttQfdL8C3v/1tbrjhBr773e+ybNky2tvbmTRpEnfccQef+9zn+Ou//utD6vdoUVlZyTPPPMMjjzzCL3/5S15//XXa2toIhULMmDGDm266iU984hPHXeAVaqTEHM1pidOXpHfLdsomjMVLpnhm/lUlwgYCDEviKxUE1vfno+Q/RUKKgk3UvpAhiZRFookUmCET5SmyfVmUNyCgmGGDwQbdoqgiRpgCwzRwc14grPiqxGosXBFCWhJpSCouvIDmP7xAtmvg5sawDcywOaTffmouOZfG997Czp/+GN9xqLvhJmyRpue1F8j1pMDzQBpY8QiGmR+TlBh2ENwam7+A6vfs32vxRESle/DbthdeZ/c00fv87wqvE9fdgdfZQu+LTxa25XqSJdZrwyGlxKqrIzpjNvGFNyEjsSM/eI1Go9FoNCcEPSkXQ4IU8PvlJ+8CC1OCe5CuZnMnxlm/O4nvK8bWhOnoc+lKOgW9QYqhrqoAoytDnD+94rDHfCx4/YFF5FJ54WyQdfCkBZex443XcLOZg+qzrKaOxrPmUjNp6pEcqkaj0RwXkk6GzV3NJJ0MMSvM5IpRJ02g/b743ve+x2c/+1kqKytpbm7Gto9McLnm5MXxc3Q67eT8HLa0qbSqj1ig/bFAf6Y1h4oOudeUYJXFqJo9EzMS5o2//Gtyvk/KC74c3w8EFKBi9syCzZcgqGgJsliGEVfywfIlePn8Ex/w87ZelkRYRX3lCY1uwK6qKOnPCJn5qhQJBDZj/Vkpgytw3YxLKB4i1ljNGV/7GhPv/ouS/dKSCAMMWxKpimDGBgq7zKhJ9cUXU33Zlcz9xYOc/atHqThzBj2vPIPTkwzEFQDfw+kdWJFZrFuGGk7enBERSSDKqkEaEIriJUt9GN29O7AnnFF4rTw/KF06ANyONlIrX6HnqV8d0TFrNBqNRqM5sUhEA0urZZt7jus4jMMs+mioCjN/cuKA20cswYS6CO88u5brzqnD9aGzzykp5hhpTcrxtAA7WKYtvIZwohw7GqN6wuSSfT3NTVSMHnPQffa1tbDh+T+S7Gg7UsPUaDSa40bMCjO7dgIXjp7B7NoJp4S4AvDLX/4SCFbx6wfRGgBL2tSFGhgTGU9dqOGkEldAf6Y1h462CNMMS+/bm+lauRqnaNaX8xUhCTIUov7aK+lZtS5YdTdY0RBqiEjie34QLp+vblEohMrbhvkKpzeHIwVGRBZyUlBBZophGYTqG/BTvYHFlBQI8jpKvnrGL56pFnbmXxqCdEea6LQzWP7nd5BtbiYxuYFUUyvSlBimRFhBroswBFbEwq6Ik5g9l8Tssxj9vvcV+nJ7Oun6QxBW5zkevuOBEEhTII2BX6do4yjMSAi7tp7YeUfGT/V4IStHQ75sOeQIUm+8AL4HUmJW12BU1mDWNJBr2Y1y3XylU6kl3NBOAzHOTWfxOlqO0ZloNBqNRqM5XmQcn7YeZ9h9EVuSc3yOdjSLZQo859DeRAA9aYedbZnBt5pDCFtQWx5mxphY4X64K+mwu/3AqjjClmRa48lT3VveMJr5f/ZBAJLtbXRs24JSwcKnjh3bmHTBJbRv31LIRDxglCLT00Os6uhZimg0Go3m0Lj//vt54403ALj77ruP82g0msNHf6Y1h4MWWDTDEqqtQZgm5LyS7cpT+LkcTYsfR1oSz/GGHqxEkHeSn3n6XlEIvQJMheivchi0hM9LBVUyRlHmSbqpCbe9BWnkLcX8oYcKEVTTKF8FIk6+0sYMGcFxvqJn5apCe+mmCNfE8dMZyItByldggBWxsKIG/t7N9C5tJzl/LrHps0itX03P80/gd7fhewqv/9oohecoQhUhpGUio2XUfuSLkEkiq0YhzJNb9U5mHL7w42dYu72NGxdM469uvANn1xbM2lEo16Htvm/idLThZ5zCD0VIgRrpKUm/yKYUuAprwsxjeDYajUaj0WiOB5YhMQTDiijp3EE+eD9EMocorkBwC9ud9Arf74ucC82dGUKW5Kzxcdp7c7yxqQd3PwrS/MlxwpZBZZmFZZ5cRgN71q1m74a1hBPlxGpq6WvdC4DvOmx66dlD6lMaBomGkzebQKPRaE41vvjFL9Lc3Ex7eztPPPEEAO985zuZM2fOcR6ZRnNo6M+05kihBRbNsITrahhz87vY+uBjZF0fAdhSonxQKFLbdgUWYQgQauhMU+TX9imGqWQQQy3DBu0u7kaaEl/54AXVKMX7iruWpixkfwghEAZII5icSksWAtb7MS0PJycLfQkhkFIGXg2+wksl8VJJdv7Hd4jNOIPuV15AKYUdj2KErdIxK/AyLqG4Adk0GCGMuup9nOTJw7d/9QoPPheEha3a0sL1X76MWieDs2c76bVvkuvowXfcgsdFQazK01+lhAiEN2kY+QqloE3vkueJnbMQI358A6k0Go1Go9EcPUxDMK42wtZ84P2pjK+CYt9Ne1L0pBxauoev3BnuuLqK0FEe3ZGnt6WZLa+8AECyvZVIecUR6df3PFo2rqfxzLlHpD+NRqPRHB5tbW3cd999hddVVVV8//vfP44j0mgOD/2Z1hwpTq6lUZpjytS/+TiJMaOImQZR08DMV4X0Z624aQ8v55eKKwKEUfRCioLI0Y8VDyNUvsJlhLwWIfP5Lvmljn7Wx3d9lJKQ718IgTCDL2kHFl/SEkhLYIQlVtQKtuerWACkbQ68jxIYtixkyUg7aKP8AVHI9336tu2i+Yk/kOnJ4jkemY4+Unu7wRioshFFVTPh6bMxYmWHceVPLJra+wrfl5seoSWPkl2/nNSK18h19OBlcijPRymF8lVgBycAwxgQVwCUQnn9OT4DHxqvt4vM1g3H9qQ0Go1Go9Ecc6Y1xghbBzf9sP0UA6XQJx8HKq6ELEl9+cknrgADAfd50j3dR6zvti0bj1hfGo1Gozk8LrzwQqqrq4nH41x77bX86U9/YtKkScd7WBrNIaM/05ojhVD7DErQnO443T2s+9q32fngYyhfIS1ZECvcjDso64QhYkqwY0C0MMMGUGofpVBIoz+zozS7xY5buCm3pLtQRWjgeDEw5+7/KBuWDPqQFOzEAIywgWEagQCQP77w8e8XdYRAmpJwVSwIrk87+M5AJ9KSmHYgrMTnn4/AJ711E9FJU4iOH4M0Dapu+ABG5OTxzd4fL63awQe+/hsyOY/rJhh8e+IOALJdffiOi5cLfj4lYgogYzH8TGqIF4gM20ghUG7+Bycloz75FeyGscfmhDQajUaj0Rw3cq7Pqxu6aO89MOHB8HN4J0JAqvJBjCAOKcVEZyXbrLNQwthvRkt9uU1v2sVXUB23EAIm1kepSZwA53kIuLkcq377CKmuDoaEIR4mdVNnMPXSkzvPUKPRaDQajUZzaqMFFs1+UUqx7mvfZMf//LrEk8vNuiUChrRKxZFihCERcsDGy3cH+ilsVwpVbMEtwIqYeNnSVYvhijCGbaC8oGLCc7zCsIQMRB5hiMAWzFUFezApZV7sUaUCS97GTJqyUIUy81+/S7ixkdV/eUdBQAj6F5ghI/h/LMy0b/8Xdv1omv7rn0mvfwsAM1FO4998A7PyxA/kTGVy/O29v2H15j3ccsVcPn3bwmHb7WzpYcueTuY0luE9ei8qkyTb1YfyfNxMDiAILi0W3MxA0PJyTol1mzQNhGUEZT++YteE+RhX38Z54yqP9ulqNBqNRqM5AfB8xWtvd7G3K7fPdkK5KHF8HY3NVAfSTWMlW0k2zB22jVAuY90NjHXWsyRyI++YP4rnVneMmC1jGYJr59Wwqz3Diq29QR/A2ZMTjKuNHKUzOXSUUux44zW6mnZRPmo048+5YCBPMY/nOPS2NmPYNuueegInfWSs4BpmzWH8/PMxLGv/jTUajUaj0Wg0muOAtgjT7Jee1evYef8jBXElECh8pJGvEhEgzQFxRYYHfaxEIHz056cIQyJMkbcTEyW5KkoF4ofyFAKB8gLxpYDMH2cO2IOZERMramBYEsMyBuzFhECG+jNWggoZpVTwnnkhRfkKJ+WQ7c6R6czgucFEuHv5m4TqRhGbNq00L0apQPARYNqSrmd+i3KdgrgC4PZ00/Hwj47EpT/qfONnv+e+377K62u383fff4w/vrZ+2HZj6xJcNmc8FTXVlL/nE0TmX07ZOZcgTBMjZCGkHDLRFnm1RZiBRZs0JNIMqn+U42GGbcxoiO50jvuW7mD1np6je7IajUaj0WhOCPZ0ZPcrrgQc56mK71O19Vkqdi4h1LOL0pVAeZSPEiY7rFmsCF9Bmd9F2vEZXTlyNYrjKXZ3ZNjTmR3oBli+pYecO7woczzZu2Etu1a+QV/rXnavWk7z+jVD2hiWRcXoscRr6jnr+ltonH02iVGHH1C/Z81KNufzXTQajUaj0Wg0mhMRHXKv2S+dy1agnCIbKDVQjWCYgzNUBPgCYUqU54MIck4KlS0iL3zIIJ+lGGlIfM+nvwzCd32EJTAto6QyRpqSaHUEvz8o3YNc0sH1i6zE+ispBs9RFZgRA98JAu/TnWncTFAho3zI9eSIVIVpfvB+kiuX4nbsxQyZeDkXUaS0BIKCQPW0knrzT5gVVbhdHcE+Q+L3dh3cRT5O7GzuHPS6Y5/tlVIYkSjRcy5HhGLYUQPV205q525Su/cGl1upfD6OGYhvUqLy1SoFBMHnQwo2x8YAsKs7zZkNiSN8hhqNRqPRaE40WnsORFyBem8rHhZtxujjU8kiJd0N8ynf80awcGQ4i7CibUlZiaGyvLB63/dTAH3te6n0UuxloOLZV5B1fGzzxFoDl+3rLXmd6dv3ohgnnaFq3AQaZs5m2a8WHfb7J9tbD7sPjUaj0Wg0Go3maKEFFs1+qZw/B2GaKNcdvkGRUFKoUpECIQdC4PszToL0cwIhZpA7ne/5pQ/hAfxge7+4IUyBHbcDGzARBKr7wg+qTIosn4urYgZjhS1EROB7Ptme0gmsUqpQAZPeug0rZmHYEt+RJeO1YiHC1eWITDd9zy/GCoGoqMDPpLGiYaJnXzLi+59IfOiGC/jti6vIOR5j6ip418VnjthWKYVq2QLJvChTORp7zuU4K58lOimCm/XIdbSD338NJRgSMxxCeR5e1sHPOoHoEgpsHjwMVpdNxpKCWfXxY3HKGo1Go9FojjM1CYttLfu3kGo2Jx/dgShFnbuNFmviiE2ylRNIZTqD+8B95bAAhsrhidABRZBUN/+RUd42OiK30GIEOXS1CZuysLGfI489tVOmsWfdarxcFsOyqZsyfcS2W5b8iT1rVwFQP20mky5ayM43l6KUws0cmm1Y1XgdNqvRaDQajUajOXHRGSyaA6L91WW0PvsnErNmsPN/H6Rj6QogqNYIvglC7gsCShGGJYmOayDX2oqXCfJSiithCuQFEi/vVy2kwMgHygsZVMwIKQiVhzBCBsIgyHLJd6NEPlvFp2ABJi1ZElIvTEmsOhADvJyH7/sk9yQL7xmtjWJHA93RCBuYoeB73/Pxsh5WVSXRsWOomFSPUVlLdsPygfOsHU3ZJTcgQhFCY4/yA4EjyOZdrWzc2cp5s8ZTlYiN2E65WdSOYMKsfB93+zr83g5EeR32vKtwm7aQXrWEvo0bUa6LEBIjbCGEyFcm5X/uxSJaRQ3rr/000+vKaCw/8TzHNRqNRqPRHB12tWfo7HMIW4LVO5IHdaxQOZQosuBSKli8c6jsRzg5EkgBYUtgWwZj08uZ0vNMYV/71DtwEpOoK7eDKu8TkGwySbK9lVh1DaFY2bBtfN9jyaIfDbnHrxg9ljFnn8vq3z16UO9ZOW4i9VOnUz3h5Lmv1mg0Go1Go9GcfmiBRXNQpHfuZNl7b8PNuihfFbJNfNfH93xUaR49RkhiRayg4kQGbb2sN2DLVbAby1e9GAIv5wd9y4Fcl36BBRGE3MMwVSp5OyphgGEZKAFexgusxgyBYUpClTGctIfblx44xpJ4GY/y+fNpuOVWepa/QWrzBnK7NpdYkwXvHQOlkJZB3Q03kV7zJiqXASB8xnwS13+o9JhTCOV7qO0rQfl47U24uzeX7M92dJPt6i2IWwIvyNPxfZTnBxUwKPAG/uSIkE3D5+89pueh0Wg0Go3mxGH5lp4DqmYpJux1kZVxlMgvxFFe4ftDpj9fZT9CiyHBGyYmpa7corY8RHtvjubOfVugnRndydSWR/CRJI0qIuf8OWa87lBHfkKx9IH7cFKpI9JXvG4Us2+49Yj0pdFoNBqNRqPRHC1OLINfzQmPys8oDdvAsA2kKTFsAzNsYUXtwsP1frysT7YnWxBjpJSYYbMQXC+kQBoib/kVHGtFg/39r2VoIIPFjAQVJUop/MFBo/2VLD4gwel18LLBQ34/52NYBl42i9ObKj1GKcyQQXL1Crb/x7/ScNvt1L3rXUPOxbCNwoo83/FIrVhCxa1/RWjKmdhVlZiZVnKvPs6pqlkKaSDqp0AohjKskn1uOkOqaS9eKoXbl8RLp0GBzOfnSNNAWiZmJBRUPeUzeAQC5bkozxvhXTUajUaj0ZzKHMp9U0YmCoJKyO9jlLvl8Aci5AFVsQwnrgC0dDvsaE0ze3x8v8U0G7LjcCa9k+cTf8HTkQ/y1NuCntQIVrwnGTOvvo7EqNFYkSNQmSwEqa5OlD/CRddoNBqNRqPRaE4AtMCiOSiiE8Yz+r1/Fjw0NyTSlIXqFCEFkdoERtigKA8e5YPnlD5At8sswlUhElMbkbYEGVSkSDOoeDFDBoYtCVfHqBgXp6yxjGhdBDNs5m2mAAd8t2jClX9PpRROMqiwKSbIXMmh/CC7pZC3UjQLdjq72PHNL9L59O9K/LOFKbDLS+2zjFgUq3Ei4fIoocoEQgq8po347U2HdY1PZEQ0gWw8A2GFwQoVtvvOoIcC+YclVk09kUlTiEyYRGjcJKSUSMsM7N6EIDb/YpzuFpzuvXjpvmN5KhqNRqPRaE4ApjXGsM3hFYkRdYoiIcTFpMUce/gDGbxw5xDoTXu8vrF7iAvu4P4tU7Irdg7dfmC1lXV8Nu45OJu0E5WymjrOfOeNGJa9/8bFDKNK9bbuZfkj97P2qd9pkUWj0Wg0Go1Gc8KiBRbNQVN1/jnYCRs7YWOEjcLKQykFwncIxexChUo/NZdeAiIflO7nvzyF19VJKBHGDJuYYRMraiGkwIyYGBET5Thku4MKmMLEy8+LKGmHXG8OJ+kAFOzKAlsqVTorF+QtzFTJNjNilo5VgNfZitPbF/TVb2GGwAiFMCLBV2LGZCpuvAshDRg0gRQHO6E8yVC+B6luZFkFbl8Sp7sbIxrDKFqpKK2g0siqqiEyfhKRiVMIzzofAMM2MWNhQnU12GedVzjGS/ecstU/Go1Go9FohqcsbGINtn3NM9xdgSkDm65+PBnGE+HDH8gRymDpSQ+tRLFUlnekfsqF6ceIWj7nTyvHHHTOI12Dk5FcOkWmp7tkmzTNfR4Tq6kteW2GQpAXVbp276SradeRHaRGo9FoNBqNRnOE2PedrkYzDGaifMC+y5DB3MdXwSRYKISEUNwml3QwE+XEp08lNnUqoYowrc+8MFBZooIKFGkbGJYRVLHkVRHlK0S+mZvxkG5eMMkvXvOyXiG83k27SCuofCl+QN+f+WKGTUzLGFJFE1TegLRNhPRAgVVmY1RU4bR1Dyw0lAoUZDt6iI2uxsvmkDVj8XZvwG/dgTXzYnIrnkZl+rCmnoMsL50gnmoIaSBileS2rkc5gce439tF9R2fw+1oJfv2MlRXG2Z9I/aUs4J8nYp6aNqBkHlrOMCsG4cwzOKOT9n8Go1Go9FoNCMTsgyS2f1XKIQsQU3cxrYkW/ceXG7LsWKUbKMqvYpmYzISl7DfxzTnDSIqRcTbimu+zYbdESpiJuNrw+zpzFIes5jeOHxw/MmIFYkQTpQPEVnm3vxe9qxZRceuHUgpKKsdhTQMyhsaad+2heIaHitWhpvNFl6boRAajUaj0Wg0Gs2JiBZYNAdN/MyzGHPnXbT83xN4OUWma1thn/J8RP5BuR2zcJO9dC97g+5lb2DFIxiWgKKFfcKy8bP5IFAPlFTDP2QXlCxjHFzpMNgOrJ9YYzW25eF7Pm7axfez+E4Qem+G8/kgQmDEbMIN9UhT4nR34/b2Fr1XINagFLmuPnzHpeul53G21VM5awoq1U3kqg8d7GU8qTFmXAjrlpVs6+zpw978BmZfc/CXpbsJd6dJ6LwbEJEyLCOMCEVR2RQKMKfNwyyrxE31AGDGKo75eWg0Go1Gozn+nD05wRube0hnPTLOyEJL1lHs7siOuP+w6L+3PMTFHqYMujDTzUxxVjLFWQlAUiSIqZ5Cu7aeLE3pLE0dWeZMiHP25PLDHvqJhpQGs97xbt749S8K23zXZfMrf6J3b3NhW7ZvE1Mvu4q6KdMRQtK5cxsAhh1iyoLL2Pbay2T6emk44yzitfXH+jQ0Go1Go9FoNJoDQluEaQ6J0bfdztyf38/k/+/zpRPR4u8VUCR8OMk0VsRE5H22hSHws6WT5P4KFmnIQFQR+QoTIUosvwzbGDjGEERGVeffPsiCkVJgWJJQ3Cz0J21JtCpCtCZCuCIU5MdYwa+A8nzcnm783m5UzikRbIQQCNMkVFNdkjWS2tMGgNexh8wLD5Jd+gQqe2KupjxUepIZ3tzYxJo93TT3ZgrbhWkTvuB6yFegyPEzidfVYXTvGTjYdcBzUOngoYKRqOQbrVP5+xU2730xxF/evx5pR7Ar6rEr6pGWXpmo0Wg0Gs3pSDxisvDMKi4/q2qIddYxQ4hDFlcAXB88BW3GGBwG7GK3WLNJGRUAtMnR7DBnAmCrNBXbfgNv/je0rjusoR9vkp3t7Fz5BnvWrsLLVzeH4wkmnLegpF2xuFI4tiO4n65oHIMZCqzevFyWbF8vs9/9Hs77wIcZO++co3wGGo1Go9FoNBrNoSOUDj3QHCatzz7P9p/+N8lNmxGSQgWKUgov4xXECitmEanMe2SbJrguub5cSaaosEQgrihQQqGc0o+nETaI1sXJdqXI9ebwch6GbVA2Kk66PTXQj6SQ6YIAYUtw9l31Ii2J5/ik29OggtehyghldRUYIROlFLmeZFBMoxQgkbZJpLaKyhnjg/E1TiO04KbDv6gnABt3tnL7P/yCT33sZqKREKYUzKqPM6VmwMLCSyVx+joR0TgAPX96hGh3U7DTsnGqJ1B+8Y0IK4TjetRf9zWUUkyqi/GN983hivmTsKoaEOFTxxZDo9FoNBrNodPZ57Biaw9dyaFZJkcfnyOx/izidxP3O/EwaDfGIJSHKVycoqyYMr+DudlnqfV2gTBgwecgUnnY732s2frayzStXlF4HausZs7N7yvMB95+4WlaN20Y8fgzr7uZ8lGjadm0gY0vPF3Ybtgh6qfOYMJ5CwoWsxqNRqPRaDQazYmIvlvVHDa1Vyxkwt13IQ1RmEwZIQMzYhKqCGHFLaK1Ecoaywrh9VZ58EDeilog86sFDTBMo1CFIlTpKkJpBhUolRctDBYYKoLsFgVO2qH+nClYiTKMkIFVZmFG8g54ClTOD0Lr/fyXUgMVMSKoghEIcj3ZghWZ7/hEquIo38dNZcl29QUWaOEoZv1Y3FSGXFcf3Rt30Le7JTimtwM3l0Gp/fuIn+j8+NGXqamrJBoJUR2xqC8L0ZrM0ZHKFdoI4QXX0Q22vTrqMp4OncmTbWX80xsG7/7lbkS+MsUyDSY2BA8O7vvYBVw9exSGk8Jv2YryvSHvr9FoNBqN5vSjsszijDFHf+FFRWyoU/LY7BoMiu5JDnEdWlqW02JOoN0Yg63SICSOCBMmjZkvwu6TVbwavgEXE5THnhUvk+rsOKT3O1642WyJuAJBNcumF58FQPk+Zjg8zJEDGJYFQKS8omS7l8vStGYluwf1r9FoNJpSFi5cGDxDOYSvrq6uYzbOO++8c59jMU2TsrIyJk2axI033shPf/pTHMc5ZuM7GL785S8jhOCee+453kM5bZgwYULJ5+WRRx454GPXrVtXcuydd955RMbU399HP/rRku3btm075N/Jm2666YiMTXPs0QKL5ohQs3AhU//+i9Reew0N11/LmHdfzah3XMP4u+/mrH/9FuHqKFJKhCGDcHk3Sd3176bhvbdx5ve+TcXkSqyIVdKnMAWiyCbCigYT4aqr3kWoYUxJWy/nge8w4SMfJlodwQyZpVkuipIMF1T+j6EhMEwDWVgZVyrqZDp6SbV0kWrtxssE/7h7yT7MREXp+6fzVmeN0/FyWZx0kpOdiniEHbtaMYGwFTwNEMDu7sAGzU/14HfuwXSSyGQHT21sY32v4u3qM3l7xrX8bEUfaWWU9PnQNz7ILQvPZFJd0YMT5YMWWDQajUaj0eQZVRli/uQEY6pD1JXb1JXbjKkJcea4MirLhgojNXGLqQ1RxtYcoN2oUswYExuyeYK3lnONN5iUW8703GtclnqAiN8zTAcHiBDMzr3A1an7iPrdZIjgF1VQuyKEI0L05Sy2rdvKW797lFzq5LmHlIaBNIf+PFo2rieXSrJ16cvsWb0yv3V4+zXDDO7/47X1TLv8GiLlpVU82aJcRI1Go9GcunieRzKZZOvWrTz++ON85CMfYfbs2Wzfvv14D62EZcuW8a1vfet4D+O0Z/HixQfc9mDEGI3mUNEh95ojxqjrr2PU9deVbFO+T8/Lf6T8rLPoWbUKCOy7BIKaq64iOm0WAPY//St7fvJdejZvw006CBVUlRAO7LjsshBW1MZMxLDrG6i67Ap6394a2HyJoM+e7Xvp+ulPkKZEmFC8ANEIWwWBpJj+zBdMCZ5PKGGT7sygfEW0LgHewDGe42KEgl+Z2MwzSW1Yi59JYyQqqLj+A4iKakRlfeG8lVKlIs9Jxl+/fyHrtjaz+ImX+av3X1nYLoWgpS9LVW7gAYAQEDc8+jVb27YY11DJv//NjSV9Tmqs5r+/+Gf4nU2ontZgYyQBRqm4ptFoNBqN5vRmXG2EcbWRkm29aZeetEtnX6l9WDxicOb4oDq6LNLHup37FilskaMhDhKPcbk1VHm78YRFh6jDSPYyx11VaDvJWcma0CWHdhLKp8zvJKZ6mZZ7nRXhq2iIJNmdChaajI57NLfV09ySwVcSclmS7W3Y0aHiz4mINE2mX34NW5a8SLZvQAgRhoGTTtG1e1dR69JqICEl4+afX1K5UjtpKmU1dbz1+MO42QzSNKmbOv0on4VGo9GcOixfvvyg2sfj8aM0kn3zxBNPMHr06JJtSimy2SxNTU384Ac/4JlnnmH9+vW8853vZOXKlVjW8X9msGnTJq677jpyudz+G2uOKk888QSu62IOs9BjMI8++ugxGNHw3HDDDXz1q1894Pbl5eVHcTSao4kWWDRHla6nfkPnHx5BKYUZNvGdQPWwElGs2lHs/vmPUbkctTe+h1F3fILkP/0/RMTEd/xgHiYFhikxbBMzFkJ4Ltu+/FH6mnuwYhbKV4GdmBA4ea9uLwtWWQg7bqMUGLYJhhxeYDEEVlkE8oKIYfvYiTBmNIRdnqBr4y7IrzQURiAexGfPofLK60mcv5Bs007C4ydhxsvJpfoKVldCypNaXAGIRUL88msfAmBPT4Y9PRmkgIdXNLG1I8U7JoR5z4SBCpXqinLoDCbX8xvLec937qK5N8uengwNiVJ7CFk5GhUpB+XjI/F6OxCmjYyUnfTXTaPRaDQazZEn5/r8aU0HOXeobVd5zGTl1h6EEEwbHWV3W4ae9PDVsYafZXpuCX9cOpcQBi4WO61ZjHHXU6naKRtUseIKe9h+AMJ+HwYuSVkxZF/E7+XM3ItU+oGNbMzvZkZuCTPOXMBUKvF8RXXcYltyJv7eFcHY7BDRqpoDvCInBlXjJlI1biK9Lc1sfPFZPMcBpVix+NdIc+BhmGHbSMPESaewIlEmL7iMVGcHnbu2UzlmfKFdJFHOvFtuo6+tFaV89qxdReuWjYw7+zxM+wArlDQajeY0Ze7cucd7CAfEzJkzmTBhwoj7b775Zm699VZ+85vfsG7dOn72s5/xV3/1V8dugMPw8ssvc8stt9DS0nJcx3G6U1tbS2trK52dnbzwwgtceeWV+2y/bds2li9fjpQSKSWue2wz/qqqqk6a30vN4aEFFs1RJbP1bSCw4wpXlSFDNnZZhHBlnK3f+hqpt9cB0PPmUs74j59RNvts+la+wWAbAd/3g/wTI6g0wfMKFl8QZIOqYstsTxGqKCPX3YefzQUWYsMgQxZG2MZLZYL+TCOoiBGCaF0VsRln0bliDdIyqLvkPMxoGGEYeJuWIQxJtH4MMh4ozFYkhucEGS6GPfJk/GSkPGzyyLI23m5P0pMXyX6/LcOEqmrObYggwjFefn0vb2zrQCBIWAZv7O4G4JXtHdw+bwyj4qUii29H8XNpVF/ebzyXBgFG5PisotFoNBqNRnPi0pf2hhVXANbtSpF1gvy79t4ccyYmeHFt57BtPWGxJnQxvgimQbvsMwBoNccxP/UECdVOUsSxVI4OYzSbrHkjjmlm7iUq/FaWhG8kLeJEVTepvNiSEVFCJviuRKCo83dSl9sJa3ZQaUVh8jUgxjHhnAsJx8vJ9vVSN2UaodjJUb0ymHjdKEbNOJO9G9aS6mwHwHcdEqMaiNeOoqyuno1/CrJZfN9n/bO/L2TcTFt4DbWTpxb6siJRQvEEKx/7NcoL7juzfX2ccdU7j/FZaTQajeZ4IITgO9/5Do899hi+7/Pggw8eN4Ell8vxb//2b/zDP/wDuVwOKSW+f/Jn7p6szJs3j7Vr17Jr1y4WL168X4Glv3rlkksuYdmyZcdcYNGcPugMFs1RJTL9zML30rIpG1VFuDJOePbFpLdsKuzLtezF7elm3Kf/jqprbyA+92ysqiogsP9Srke2KxXYbkmBGTIxQgbCFEhbYiXskrwWaQo810N5w//DJwyBETLA9/H7hZv+faaJYdu4fX0I5dD4nptpuOlGjLCJ6uvC7+vC726Bvk78HatQfcEEXgiBaYcxQ2GEOLl+tZRSLH5uBfc9/grdfekh+7/7x4386vWdbGkttdz449YU77t/E3/96AZ+v76FjOOTdjw2tg208xVs7xzo0/cVr2zv4OmNLWTS6f4BgOfgdLfi9HUdlXPUaDQajUZz8hKPGETsovu1/P/Loya5nMtYZx3jnTX09GWojlucO7WcUZU2EXtQZayQBXEFpQj7fQjlMTv7POP8jVi4rLcv4Imyj7EkciPesBUsgTDwZugasiLKO1I/48LMb8iIgYw5W2WIVzcga89AFNtj9e6Bjs2wYhF4DkJKGs44kwnnXki0svrwL9RRRClF29ZNNG9YizvIHqVl43q2vvpiQVzpx81mad+2mR1vvIbvBMd42UxBXAHo2r2j8H3nrh289sufsuLRBwriCkDH9i1sevm5o3FaGo1GozkBmTRpEpMmTQJg9erVx2UMnZ2dnHXWWXzhC18gl8tRU1PDL37xi+MyFk1AcRD8Y489tt/2/QLLrbfeejSHpdFogUVzdKm44gbq/vyTVF57K41/8w2q7vwi5e//HLFLbyQ2cVyhXaiqHGGbeHu3MerGW5n0xW8w+R/uwbAk0sjbbSmF8n0810OGJFbMwi6zMSwJjsKOh7ATIcIVYewyGz83YAkmLVkQYKRtYIRMRD7YXqAI11Tg+wo/L8hYsTBCStzmHeRWvUTurRdxd27B727H72jB72ot9O1nkvjpPrKvPkbm2V/i7lh7LC7tEeMnj/6Jqss+ywe++DM+8S+/4pqP3cvL6/fy6NKdtPZkANjU0gdAd1+WZNrBNgSTq6P834omdnemeX1rZ8lE2Ru0oqMhMWDpsLM7zd7eLImQgW9YwSMHz0EoHwOF6mvHzw0VeTQajUaj0Zy+WKbk0llVnDEmxtyJca6dV83lZ1Vx2ZlVXOT+nnOyf+Ds7B9Z6D6G6GtmjNrGhZOjXDWndtj+TJVlYfoB3pn6Kdck72OyswIAic/s7Asl9zUlKEVB3hGSV8PX87p9DUvCNxeEG6F8Lkk/THj3C9C6hsE9+Qg6vTipZIo1O3p5blU7b23rxR/pPU8E9q7Ge/afiG9YRPuy/2PV7x5l78b1tG5+G+X7JNvbSpoLKQknykl1dpDp7SHdNXxFEUC8rr7w/ZZXXsAbwdt+7/q17N204cicj0aj0RxD/GSS9MqVJF95hfTKlfjJfWeFHQ+ECKzXH374YV566SXOPfdcwuEw9fX1XH/99Xz4wx9GCIFhGOzZs2effU2cOBEhBHfcccdhjamurg6A7u7uku0TJkwoVLmsW7eOhQsXEolEqKmp4YorrqC5ubmk/VtvvcVHPvIRJk+eTCQSoaKigvPOO49//ud/pqen1Bq0mO7ubt5+O3Blue6663jrrbdYsGDBYZ3TKY/jwN69sGtX8H9nqFX/4XLzzTcDsHPnTt54440R2zU3N7NkyRKEENxyyy1D9t99993H/DN9sCxatAghBGVlZSil+MY3vsHo0aOJRCJMnTqVe++9l/LycoQQvPOd+670ff755wu/588+++wxOoPTB20RpjnqlJ09/D9AdbPHEw77KN+nrLGG3of+Az/ZDVISveK9iOpRYBjQv3pNCJxkDj8XlPQZtoHn+oXMDuV6mBEbaQbCicq5Qfp6Pmw+XFuOYZkoz8fpTaHyIkC4upx0y4BA4GVyOOksZiSEtAZ+RXzHwU1nUL7CzoeyKyuMEy5HvflHaN4MQO71/0NW1CMTJ/YqRIDdLZ185psPoIRZuI47kgYfXxT8I1WbCPHrT1/M5dNr2dTSF1wix+e7N53Fsm0dPPnG7kJfrW0ppowpZ1R5mLsumEDW99nTk2FSVYxxFdEh792T9XAxyFpxwu7ApFwAuVQvYTsy5BiNRqPRaDSnL9GQwYwxA1UikRCgfGqyGwvbyrM74bV/B2B32TlsSyxEMDhiHSblVhTyUaL0USSbYJHjrNwLrAotHDIGQ+XwxMDCkXKvjV3WGcE9Z56JznLianhBQQEvh2+hzRyLWJspjKsr6RIJSaY2nIAWYb4Lax7EVC6mCdNq2lm6K8ymPz0DQNvWzYyeNYc9a1ehlI+QkrOuu5m2rZtoWr2ypKtwPEHV+EkkRo2ma9cOympqqZ8+84CH0rb5beqn6OB7jUZzcpDduJGO+++n57HH8VOpwnYZjZK48d1UfeADhKZO3UcPx57ly5fz3e9+l0wmWGzZ0tJCMpnk85//PIsWLcL3fR566CE+/elPD3v8kiVL2LZtGwC33377YY2lP++kunr4Zys7d+7k0ksvpa0teJ6QyWTYvn079fUDwv3Xv/51/vEf/7HE1iuTyfD666/z+uuv8/3vf5/Fixdz3nnnDfse8+bN46tf/SrXX389QOHcNIPo6IA1q2Hj26WiimXB1Gkw60zIu9QcLpdeeilVVVV0dHSwePFi5s+fP2y7xYsX4/s+F1xwAY2NjUP233777fzkJz85pp/pw+Hv/u7v+OY3v1l4vWnTJioqKrjllltYtGgRTz/9NO3t7SP+vjzwwAMAjB49moULFx6LIZ9WaIFFc9wwa0eTyAYrN3wkXjK/KsH3ya57nejlt9D4ib+h9cFfgoCy8aPpeG1AnfbdYey/+hcUGjLIbBEiM7gmDQABAABJREFUmPAKgWlbCNPAVy5WPIryfIyQhV0WCQSW4rFVVBGqjJZEwWS7k7ipoLLCyXoYl5yFKqsEw4J0b9HRCj/dixutQEqBKU/cQrF0JofvK4RUhQcDFQ0D//C09mR5c1snH1owgan1ZbT25rh0ag1lIZMLJlVTG7NpTeZQSpHsc5gWD/P37x6whTtrVGLIe44pj7C7O8Pevizr29PMrouihIHIh+goBa/vznBJxdE9d41Go9FoNKcAQiLKRkFffuVhPpivR1TyulqA6gkW5phSYBjBfUbOVURV6WrYXlFBQnUVXjc4m5DKp0x1stOcwQ5rFijFzNxL9MlqdlpnUOZ3ck729zwV/YuBjpTizNxLpUMs+r5PVtFmjg2aDjqVTMaB7p0QSkC4/HCuypHF9wKRZQQ6tm9h+uXXMPvd76G3dS+J+gZiVdWYoTB71ryFKqrMmXzRQioag/OvHj9xSF+TLryUDc/9Ac9xkKaF75aufPWOwkpYjUajORq0L1pEyze/NWxFpJ9K0fXAr+j61YPU/b+/pfrOO4/9AEfgnnvuIRqNcu+993LOOeewbNkyJkyYwKWXXsq4cePYsWMHv/rVr0Z8GN3/ELe+vp6rrrrqkMexadMmNm0KbOVHEj++//3vI6Xkq1/9KldccQXr168vrNAH+Pa3v82Xv/xlABYsWMBHP/pRpk+fTl9fH3/84x/5/ve/z549e7jmmmt48803C5Zk/YwbN44333zzkM/htOGtlbDkleH3OQ6sXRN8XbgAZs857LczTZMbbriBn//85yxevJivfe1rw7bbnz3Ysf5MHw6pVIpvfetbzJ8/n6985StEo1EWL17Me97zHsaMGcOiRYtwXZdHHnmEu+++e8jxjuPw8MMPA/D+978feQI/pzxZ0QKL5rgRufQ9ZJc/h8qlkXXj6Xv6wcI+WZZAuTlC7RsYffY4vKxDur2rtAMBMmTgZdwgWD5sYUUCn2xhmXiZXCGDxa6rJz59EqqzmXRbN05PEiEF5Ve9G7s8gW8+R9fqDaAUVkU55Zdejty+CuX5+J6HME3+f/bOM0yO4lzbd3X35JnNeVc5ZwkhJJGRwYBJAkwSwmCDcQAb5+NwbB/j79g4HkecbYwDOWcskZMQCGUJ5bA5z07uVN+P3p3d0e5Kq4QE6vu6Rprprq6unp3pqaqn3uc1W3rPb8Vj2FKg2BZS0WDkNFj1HCARBeW0e4vQuxwxpjjsJ+A9Or9qY4eXc8Mlp/DnB19GUTTmThvNzDmjWbrRSTyvKYJRpc5KyhPHlOQc6/eo/PDS6dz8j7doi2YI+zU+ekKv7VsqYxLw9b9uVRGcOLII05aoAhKpNEa4DC3VAbZJXASQA9mdu7i4uLi4uLgMxMxrYftzjhCgx6HtXZJKPrJPTjzTlvRdm7PGeypeqVNhbadDKWeV73ROST2AlwwAUqiMNlcDUGrtxh8MUZfOI2J3ssk7D4nCsGCKUNksJje8wXrPPABK1A7WeU5iorE8W1daBPBLp1+4xTMzp+ndwdZ4FYtJTf+CrbWgaDD9aiiZeLjesf1D88HoD8G2pUigXRuNN6ihJ52FUv78AhRVJVxSSrik15ItkF/A8Nnz2PnW6wBESsvJK68EwDJNFFXNToL1UDhsBHMX34C0bVY9dj/J9tycLn3zsri4uLgcrbTdcQfNt/1o3wWlzJY7FCLLypUrh1x21KhR5Of3F/Nt2+b3v/99dqV+X0usRYsWcdttt/HGG2+wa9cuhg8fnnOsZVnce++9AFx++eWoqnoAVwGZTIabbrop+/raa68dsJxt29x6661861vfAuCkk07K7tu2bVt2+0033cSvf/3rnN+cBQsWsHjxYubPn080GuWWW27hsccey6nfnYQeAnsTV/akp9whEFkWLlzI3//+d9auXcvWrVsZM2ZMzv6Ojg5eeOEFYHCBRQhx2D/T7e3tQ/5eqqrKtGnTBtwnpaS0tJQlS5ZQUFAAOJ9hgDPOOIPq6mrq6uq45557BhRYnn32WdrbnXm+RYsW7dc1uAyNo3PW1+WYQPgC+Od9JPtamgaZd1eg5BfjnXEydu0mZLQF27IASaA4j8iwMhJNnYCNJz+IlUijFgSp/PjnEHaG9of+jpROBIvi0Rw7MSEQegIrFseOpzG6uv1OpaTrtecpP+8ivJpNybQxSMtC9XtJ+wsJqBoCE1VVQCiofj9Wt1eqEs5Hs5KIhI7UfIgRU1HLhiFTcfS8CvRU7yq/WFo/agUWgP/76pV8btGHKMkPU1wQJm1Y/G7JZmrbklx0fA1jyiM8u7GJdQ0xZlTns2C8M3B+a1cHtz69EW++n5NGFfHdcydSkR+gJZri6p8sYWNtJ3PGl3HnlxYQ8nv6nVdTnM6N16OR0Q2MQCEpU6JbkimVR+/75eLi4uLi4nKU4c+HSY4fN3oCNj1GcTJOWDGJmwP3KSzFz5uB86kxNhKSnRTn+cmM+wQN619EFwHyrGbC3VEuAhjf9R82BT7JG4GLsrlW1mRGMUJfyQR9JyON1bSLCt4IXIDUKvEamey5TOlhmf9DpESYqFaRDV0J+1WOH5uHbkoKUlvQ1tU6O2wTdr589AgsAKMWQPkMhOan3Bchr6uT3SuWgxAMP+4E4q0tNG5YiycQoGbmbFTNQ93alVlxpXjkGMaffhZCUXj3+Wdp3bYZbyjMlLPPJ1iYa2UhFAWhKIw4fh4blzyVtfUFKKjJnfhwcXFxOdrIbN7sRK7sB80/+jHhk046aLuwWbNmDbnsQw89lE0W3pe8vDyuvPLKAY9ZvHgxt912G1JK7r33Xr7yla/k7H/++edpamoC9m6ltH79ejo7O3O22bZNZ2cn77zzDn/+85/ZuHEj4EweD9TOHgaaTAa4/fbbMQyDiooKfv7zn/cT9AGmTJnC1772Nb797W/zxBNPDDjB7rIX2tuHLq708PprUDPsoO3Czj77bILBIMlkkocffpgvf/nLOfsfffRRDMNg1qxZjBrVP2K2h0P1mR6Mxx57rJ9wNxj5+fn9vhd9ufzyy7PiSl8UReGqq67ipz/9KS+++CJNTU05NnnQG4UzceJEjjvuuCG332XouLOYLkccW0qQEt+UefinzgdAWiZ6Wx02jqrcE1RbMK6aihtuIb5+HU0P3dedyF6n+V+3U7bwcnzF+eidcSfqRAhUX+/Efqahtt+PqtR1rIST1ExRFVCdFQqe3euQqgfRM6ATguCwaqxwNdLU8Y+bhFC7E5maGTQhEXklkFeCalrQR2BRB/ghP9L87dHX+MFfniGRsUim0mTSKf7r4+fwP5++AL9H5Yvn9g7on9/cwi9ecPLL/OfdZpo7Elx83DDueruWTPdS0G3tSWqjaSryA/zxqfVsrO0EYPmmZv79wmY+ec7g3tpejwdVVelMZDBtScjnoSDohrC4uLi4uLi47CeJZiccZOqVeIDTTJstDQnerUv2Kzp9ZAR190uMjL/obGh6AzM9ig5lBIbw0yWKKNd3Z8trVgKknRVXiqx6JAKJk5DdJ1PEtCIQCkkRwUJFxYm2CJDAXzkJaQg6OnsTuAsBheHuPo+I5DbQG+aIk2yFNfd0v68mSBvKpsK0qwjkFTD+9LMA0FNJ1j58TzY5fbythQlnnM2ut5dlq2rbsRVLP41YSxOt25ycOXoizo633mDyWecNePqiYSOZs+g6tr76ErHmRvIqqhg28/jDfNEuLi4uB0f7v/89oC3YXpGSjrvuouI73zk8jdoPZs2aNegq/SlTpjBz5kxWrlzJ3Xff3W8yumcSd8yYMcydO3fQc5x33sD3/T05+eSTuffeewcURwBGjBhBaWnpgPuefvppwIlq8XoHn184++yz+fa3v42UkpdeeonFixcPqW0uODlXDvS4U049qFMHAgHOPvtsHnrooQEFln3Zg/VwqD7T7wXHHz94H2jx4sX89Kc/xbIs7rvvPm6++ebsvlQqxSOPPAIc2RwyH3TceDeXI4plWWQyGTK6jm4YWY9moWp4xx2PWjMB4fWgRApQS6rxHbcA39iZBCYd1y2uOOjROF0vPE66I4ZtWv1NrYXIroZTfd7stsiwEtRIHvQJ/RQ+P1qqA8XUexOW2haKx0No4hTyz7wUrbD3R1wiaIzrtCedQaVXU2mMZWjsSrOmvouHVzcc+jfuINhe18rnfnQPjZ0p4mkDW6ioXj8/+tvTbKtt6Vd+c0s85/VPH13DJd9/koAn9/axdMUufnTfCmIpPWf7YPqSbUsef7uWu1/dQTJjURwJUFUYojDkG7QD5eLi4uLi4uIyIFufhdf/D974BWx6EgCvpjB5WIRR5QEUAR5VkB/UmDwszJiKICPZmVOFFt3OTP0F5mSeptiup1mpye7bpU2GbsuxmeklnJa6l9NT9+AN9CalL7VqEdIipeSxzH8+SRGmWRnGK6GrsFAZVR7I9os8Ms3E9Cuw6XFIRyF/OF35x5EyNDpSPmozVYf3/RoK6x+EWC3YuiOuADSvhdZ3c4qlu6JZcQWgs3YX7zx4F6qnd0JLKCq7V71NR93unGMH6/HFW5upX7eKTCzGxAVnM+fKa5lw+lkoB2g34+Li4vJeYCcSdD3y6AEdG334Eexux4wDRUo55MdgUSFVVXv//ekRIN5++222bt2a3a7renZS+0AsiBRFoaCggIkTJ3LNNdfw6KOP8tJLL1FSUjLoMYO11TAMNmzYAMADDzyQzcsy0KNvfpft27fvd7uPWQzDSWh/IGze5Bx/kFx8sRO9/Nprr9HS0juXlUgkePbZZ4F9Cyxw+D7T4NjbDfU7ubfoFdj7d3PGjBlMnerkQ77nnnty9j322GPE4/GDug6XfeNGsLgcUQyzN9LDtm1sKXsjPvQkii+Ap2os6shpaMN7oyCMhp0IRSBtR0lRNBU92t0ZURQUzRl8+YrysHQdgYDuslooQMGk0agBH0hJZuVLCFWglFTjm34KduMWZOO23kb2DCgTUfQ3n8Qz7zzU4mFYySi2ZVFvBkimbDyZDB5h41MV/vraDtY39goT502roiLPf6jfvn7EUzrb69sZWVlIJOjLbt/V1Mkt//cIW3a3MntCNbYErY+IIbonDBSl/zD3hOGFPLqmAVuCtCWxjgRNsTT+gA/b58Uf8JCPzW8eeAeA0vwAE2sK2FjbydwJZSw6feAw51vvX819b+wC4N7Xd3L3F07Bq7mar4uLi4uLi8t+Yluw48Xe17tehjFnguoFM8PM2GPMNOud6Itx53YfY0KyGYmgWR2OgkWpVZutosrcxBOhz1Bh7UAiaFJHAqBKnVFmnxWb7U4CXvKGUVgxg1O23E+zNoJ8q4nng1eji4BTrCXN7tY0k6sD1LcmOK7rMfL0OogBdW9B/ghqt0XpiFc49TWvpXzqXDz+w9R/lLYTmaIFHIu1Hlo3wuannP3WIJMfeyyECRYW4wtHyMRj2W16Io43FEYoCoqqYdsWDetWZcsnO9rwhcKMOH5+v+qjjfWse/IRpLQRisLUcy8ir+IoEJxcXFxc9kFmyxbsZP+oyaFgJ5Nktm4lMH36IW7V/hGJRPa6f9GiRXzta1/Dtm3uvvvubJ6Tp556KjtBvK9V8tu3b2fkyJGHra0dHR3Yfewlh8q+Jrhd+tDefuAiiWFARzuUle+77F44//zz0TQN0zR59NFHuf766wF48sknSafTTJ48mYkT9223eig+0+8F+/puLl68mK9//eu8+uqr1NbWUlPjLBTqicKZN28eo0ePPuztPFZxBRaXI4oQIhu1Armr2Ix1L2O31wNgrn8FpagSJVwIgL57C6HKYvRY0hm49Y2msG1ARfFq+IoLEJZJOhoH00bxOVEoSqYLpMSMxUBKpx2dTdidzXjGHofeI7DsGdpr6mAamJkkut9pS0C3SaYsKiMamgDLtvnqh8bw8X85g0hFgFc99MJBWjd57u2tFIQDnDhtOLXNUc798t+oa+misiTCwz+4hrZonPLiCF/4xWO8tNJZjbG7OUpleQnNbV2InsgdafHdT53PyKr+q0Nm1hTw44um8qOHV/P6mlpS8TQIwfJ3m7JlCoO9Vmwt0RR/+9KHmFBTiN87+CrDJWsas8/fre+irj3JqLKjwA7DxcXFxcXF5f2FUByhwOhebKP6QHT3QbYtdaIuAHa+BHk1UD4NUu1gJHnTfx71mrMYZLT+DjN0R6gx8DNRfwOpaOjSC5rTS5XSCZTutySlazddw86mWIujmVuo08ZlxZUebAmi7k1Ojy3NPdbKQPsmJhYJ3k6Vo1taNvL6kJGOQnQXhCsgWAyr/wUt6533btKlECwCxetst83B6ymfAcXjczZpXi/TL7iULS8/T0dtb1SQnnAWG1l2bnSz5vcz/7pPDxqN0rFrB7J7gZO0bdp373QFFhcXl/cFBxuBcrDHHwr25SZRWVnJggULWLJkCffcc092MrpnEnf27NlMmDDhsLcTBm+rZVnZ59dff32OXdLeGMxuzGUADjYCRT/4CJbCwkJOP/10lixZwsMPP5wVWIZqD9bD0fSZ3hv7+m4uWrSIb3zjG9l8Ml/60peIRqM89dRTwNEhEn2QcQUWlyOKR9MwDAMJaKqK0mcgKfV0buE+rz1llahejUBxHlJKrIyB7P4RVbwawfIitJAfTRNYhsQfcewblIAfX2U1MpmP1dWOjMVyT7H2VbyT58GUU2DTMtA8iFABstmJtFDKhiE8Xow+X52wVyGasbJJ2wHKIz4q8n0k0hafPHkURaGh5RTZUtvKP59cTllRhBsXzkfTBh54mpbNpd/6N2+sc2wWvr74VAzTpK7FySfT0Brjwq/9jbrGVjRVoaykMHusEIKupMGTv/wUy9btYtywUs47afKg5wKYXJHHz66azRe6kmxr6KKkIMjK7W3Z/VXFIdpjzt+nvDDI6Mq8vYorAJOq83htUysARWEvZfmHP8LHxcXFxcXF5QOIEDD9anj3UUcBGX8+KN39ECPX6hS9+7UnSIZgVlwB2OGZxgz9RSQQIsYk483svla1hphagiasQW2tdmzbQWTUDaystQf1SM1PDm6noQhJOOShK+Nj1LyT0fbiGd/bsHehYxsUjITSSQOXSbbB8tvBSIKiOe9Py3pnn7Rh48NgGziy0R6Li8qmQV4VaH4omw7e4ICn8AZDTPzQOWx55Xm6mhqQUmYFFgChqtm+en5F1V6tvkLFuQt+QkWD28O4uLi4HE0oodC+Cx3G498rrr76apYsWcKaNWvYvHkzw4cP5/HHHweODguiwsLe+Q9VVZk5c+aRa8wHFY9n32X2hvcgj+/m4osvZsmSJSxZsoREIoHH4+HJJx2r2KEKLHD0f6aHwrBhwzj11FN58cUXeeCBB/jSl77E448/TiaTQdM0Lr/88iPdxA80rsDickRRFAWfzzfgPm3UDIzVz4GUKEVViILe8MHQnJOQXc0Yu7bgLYgghCDRkUEE84iMrEa27gDLcvKx5JzQ49QXykOpGouZeAG7qz27WyAx6rdgj5wJI2eCtPHocWivxzQM4uFSdDVEvjeQjW6RlkmJ18a2LZTuwbymqtz9iXk5p7a6OrDTKbTSygGV57Zogg/ffDutnc6qlc27Wvi/L1084HuzaVdrVlwBuPPpd7jpktyEW/UtUcARYzxq7/mkbRPwK5wyayynzBo7YP0D0ZHQOfeEkcwYVYJHFVz2w2fpTOhUFgX53edO49m3d9MeS/PRk8cSCex7QuAn18zmd89uIpY2uO60MYR87u3IxcXFxcXF5QApHAXzbum/vWY+tGwAMw3BEijvtl4xUmhk8MgURnekSVDJQP4IhG1ArD6nmtH6Stb6T0MXAXZrExhmvrvnmRiTfpO3W8eCyF00otkZSuxahqlNlFl9cpAIBQIlkGx2XofKmXTGDY61GY6Xfixl4fMo+DwDRLO0bYKVfwekE50z/Room9y/XPM6R1wBJzqlfSs5Yords4pUOn1lu8+qUs0PI0/vX+cAWIZBXmU1pWPHIxSVDc8+gW2ZBAuLGH3iaXTs3ok3FKJi4tS91lM6ZjyWYRBtrCO/oprSMQPbzbq4uLgcbfjGjkUJBg/IJkwJBvGNGXMYWnXoufTSS/nsZz9LKpXi8ccfZ8qUKSQSCRRF4corrzzSzcPv9zNq1Ci2b9/O8uXL91p206ZN3H///YwePZqTTjqJYcOGvUetfJ9TVOSILAcSyeLxQGHRIWnGwoULufnmm0mn0/znP//B7/fT1dXFmDFjmDFjxpDrOdo/00Nl8eLFvPjii7zxxhu0tbXxxBNPAHDmmWdSVlZ2hFv3wcad0XQ5alErx6AUlCP1FCJSDNLGat4JRgbFFyJ08jnYuzZgdzQhVBXf2CDa8MkokWJSS+7ETiX6WSvYqTiJt19FhCME5p2LHY/m7JcCrF3rUSvHYgkNhIIdLKDWDJDQbSpCHgp8KlKCaUmENPGbSXwCyKRRggUIzZMTiQOQWPkG7Q/+FWyLwNQ5FF/xqX4iy6adzVlxBeDllVsZjPKiMCG/h0Ta+TEbVVnIJ847ntVbGnhp5Q4mjyzlmVfXZMtPG11OQ30DGVvFtk2aOpOc++mfUllawA9uuYyKkvzBTgXA2p3tXPK/T5PWLTRV8M+vnMkLt13EtsYuxlcXkBf0cubsEXz6T8v455svc/aMSn589XGo3VE9a3e0ct9Lm6gqDnP9OVPRVIWCkJdvXLz3AbaLi4uLi4uLy0GRPwxO/DKkOiBc7vy/+p9gpFF9YU5MPcJ673wUVWOafAcipU4kyKp/5FQz2lpLYaqZFrWGanPzgKcKyS7mdfyDLdo03vXOQwj4kLKUSLy3T4bi5CNpU6vxyAwFyWZHHKqeCyUTsuKKbUte29hJS5eOqsDc8QWUF+yxKKljOzkRJ53bBhZYgsW5r/OqoGiMk7dG9UKiqU/ZUoj3EZda34WVd0DNPCgZ3Mfc1DOsfux+0jEnmnrE8fM47rLF6IkYwaISVE2jZesm6lavoHblW0w663wipc5Av7O+lvad2wkVF1M+3ml/xcQpVEycMuj5XFxcXI5GlFCIvIsupPOuu/f72PyFF71vIlgikQgXXngh99xzD48//jg7dzr2kGecccZeE3G/l5x55pn86U9/4p133uHtt99m9uzZA5a77bbb+Nvf/gbAf/7zH1dgGSoeD4wbD+vX7f+x48YffARMN1VVVZxwwgksW7aMRx99FH937rr9iV6B98dneihcdtll3HzzzWQyGR577DGeeeYZwLUHey9wBRaXoxoRCCMCTl4Oq24z1u6NSGmhFFagVk9AGTMDc9XzyFg7MtGJ0dGAd/5CAmd9jMzK57Aat4OiIA0D27SyooaMx9A3r+xn36B4NITHh4JEYCJVHz6vF00xCXogz+dEqAjhDGelaeRWYemovv5WV13PP+IkYAVSa5djnH4e3orcH+4JI8spLQzT0uHYKZwyc/DVK8X5Qf75ncv55X2vURgJcOsNH8LrUbn9KwuzZf766Bv84cHXqCkv4GdfWMi5725hw7aG7P6lyxxriN2N7fznT18b/I8A/Oed3aR1p/2mJXn6rV2cOKmCvKCXvzy9jrq2OGubUtR3pAB4ZlUDH5nVxIemVtDYnuCjtz5GLOWIQXWtcW699sS9ns/FxeXAkJaJWbcF4QuilQ8/0s1xcXFxOTrwhp0HwMo7Id0TvaxQNOp4Tm54ARIdzqYEgIDZN8LauyHTla2m0G6m0G7e+6nsBJP1N7CDFRSOmkGkLtdyS9omb/gX0qSNBGBK5mXGd6yA425wIlq6ae3SaelycpdYNmysS/QXWApHOSJJj8hSOEji0rIpMO4jTgL7vBoYfopjoVbTHf1c9ybses1Jdl8zN1dc0rugtQvatsD8L/YXa7qJtzRnxRWA1u1bqJkxGyFg94o3ySTitG5zhCkjlWLHm68y7byLibU0s/7px7I5V2zTpHLykU3w7OJytCClJJXaBQgCgWH79N93OTooWrSIzrvv6Z/PdW8IQeFVVx2+Rh0GFi9ezD333MPLL7/M5s3O/f1omsS96aab+POf/4yUkmuvvZYXXniBkpJcy8knn3ySO++8E4CJEyeyYMGCI9HU9y9Tph6YwDLl0C60vfjii1m2bBlPPPEE3m571f0VWODo/0wPhfz8fM4//3weeOAB/t//+3+0t7cTDAZZuHDhkW7aBx5XYHF532BuXw26M4Fvp7ehVI5FNu1Apvt4a0uJVbcJ74wPoZbUYDftQFEFUniQlp1Tn9W4Iyt6oCgogSBKKIyix+HtJxFj5+Cvdiy0qvMDNHWlco5XBUhFyVk4KNTcr1TGtGiO6yi+PklOhch93U1RXpBnfv0Z/vXUW5QXR7jhwnn9yvTl1JkjOXXmSOdaLJudjVFK8gOEuu25PnHhPD7Rp45/3/YpvvCju2jpjLFuc689xbs7GtgXE2sKc16PrykA4P/9+03+/LTzgxosyMcb6BWXZHeHcuPu9qy4AvDWpj6rJF1cXA4ZnctepekfvwcjTaA0Qmj6CYROvpD4xo10LHuTTFMTpWeeSfn55x3pprq4uLgcGcx0H3EFwAZPENIdueXaN8PkS8ATyhFYBqd/7pKpxUko9kPofIg3QtLJOxcThVlxBWCrZybj1a054gqpDjyxZqAgu8mrDjCxWjweZl3nWH7tLQcLwIhTnAeAnnBswPzd9Vef4Dx6mHAB1L0F6U4wu/u/0oJU+6ACiz8vH0VVsbvzrAQLi5FSsvapR0h1dvQrb6Qc+5x4S1NWXAHoamp0BRYXF0DX26ivfwDTdMa6Pl8FpaVnkk7XkUzuQAiF4uKT8XoH/k66HDl848ZR9l9fo/m2Hw35mLL/+hq+cQdvh7hy5cr9Kl9aWkp1dfUBneucc86hpKSE1tZWdu/ejd/v55JLLjmgug4HM2bM4Ktf/So//vGPWbduHTNmzOArX/kKc+fOJRaL8fTTT3P77bdjWRaKonD77bf3cyJx2QdFRTD/RHj9taEfM/9E57hDyMUXX8zXv/51mpudRTDDhg1jzpw5+13P4fhMt7e37/f3csKECQQC/ecMh8rixYt54IEH2LrVccW58MILCYfDB1yfy9BwBRaXoxZpW1iJKNIyUfwhMNJ9dyJTMScxp6IBenaXiJQgTQNt+GTMre8g453OuFdRwO4ewAkBVndES/dKIG3eRSjbuv05LQN2rERWjcHUM4h0jAphY1t+LNWHwMaLgdAUbMsDSKTiAeFBBaIpnVjaoK4rzea2FKHJ53G8+ShqJknw1PPIBPMRto26xw/42JoSvvvJc/brfUpmDK743kMsf7eBooifO79+Pv/39yd49Z0tnD5nIn/8zsfwejQmj6nm2T9+BdO0OOMTt7FsjXOzXXTe/H2e49zjh/PD6+by0poGZo8t5erTnc7f8j5iSToWR/WoqJoHPRHn9MlOzpypI0soivhpjzl/v1OmHlgHzsXFZXAyjfXs/Nn/ZhMIZzrjxOueofP39yL1XoEz+tZbBIYNI2+GO3nl4uJybGDbkrW74nQkDEb6WxnRr4DZ/6BwhdMXHH4SrH+Afonf+zHA/vYtoHihbpnzOlACqVZ8mkCRJrZwhmEBGQc97og/dcuhfgUkmymUNpP989nmn0vQpzA9uBM6Op2olb4Uj3ceQ6XhHVh/v9OHrp7r9IOb10GkCqZeAZ4ADDvReex6FTY5CV4JFjt2a4Pgj+Qx6cPn07hxLd5gmBGzT8DMZAYUVwAKqp268iqqEKqa/f0qqKoZ+rW4uHyAqat7EMvqXUiYyTRSW/vPnDKZTDMjR37yvW6ayxAovu46AJp/9OO9R7IIQdl/fS1b/mCZNWvWfpW/5ZZb+MUvfnFA59I0jSuuuILf/va3AJx33nnk5+/devy95oc//CGGYfCLX/yC+vp6vvSlL/UrEwgE+POf/8wZZ5xxBFr4AWB6d56ToYgs80/sLX8IGT9+PJMnT2b9esel5ZJLLjmgiL/D8Zl+7LHHeOyxx/brmHfeeYeZM2ce8Dk/8pGPUFRURHu7s6jo/RaF837FFVhcjlqseCd2d8SKFdchVADx7kGax4sIRFCGT8WOtWJ32GBbmIYk+dS/APBVD0fLL3K8rhOdaAVBZMYRYhSPhpXozXeCALtpGzlyh5SYegaZ7EKYjjigmBn0QBEBr0b3OBChathCQSoeLNsmntaJp3U8Akbk+7BsyVbK2Xb+55lTk09HIgNJHUVAWV6gn8iyvzzx+haWv+tEobTH0nzpN8/w5rIVANz99JvMmTKST192Orff+wJbd7dw+dnH88wfvsJjL66kIBLk7JOmDek8V58+nqtPzx3AnzqtmlXbnBWZmpC07dwBAr546QloqnNdJfkBHvneRTzy2haqisNcftp+TAK4uLgMCb2lOTs5BWBbNvH6KFI3stFkPZ3M6Jo16B3tRCZPwVdWekTa6+Li4vJesak+wdZGJ1pCdHT1F1jKpzliSHt3XhXV51hpPf8dspEpQgM5gBCzNzJdsPnx3G3jz8e3+3Xmph9no3cuXplheuZ5p+66t2DzkznFJ6RfZ0K5FxpXQlN33sCJC3utvQ6ELU874gr0ij8Abe/C9qUw4jTY9TIgnIiXSBVkoo6Io/W3we1LQVVNjkCiaJJQSSmJ1hZngxAgJZ5giOrpxwEQKipm2nkX07F7J6GiEopHDmJz5uJyDCGlhWXF9lnONGPE45vQtDB+//snR8CxQvF11xE+6SQ67rqL6MOP5CS+V4JB8hdeROFVVx2SyJUjxaWXXpqdjD4aJ3EVReHnP/85ixYt4ne/+x0vvvgi9fX1SCkZMWIEH/7wh7nlllsYM2Zwe3aXITB9BtQMg3VrYfOm3MT3Pblapkw95JErfbn44ouzAsuB2IP1cLR/poeC1+vl/PPP584776S4uJizzz77SDfpmEBIuT/GkC4u7x2dTfUE1V7LACklom4jmDrkFaMoKsIXRFSOg1QMc/0rxN56NWeFSGjydISiYOaVo7budJLaW84A2TRM0NOAAFVFGzkZtaQaGjaDomKMnkM6XE4eSYTV+wPx7G6d0yfVoFmZ7DZbOCKLaUtswLB62xDXLV7d3cXksjAjC/ykjd5J0MKgl6Dv4JJ7PbVsKx//ce8AflxFkOVvvp19/d83no9pSX70t6cB8Ps8vPnPbzBuePmQ6l9fG+XVTS1Mrs7npAm5k7Grd3bwk4dX09mV5NrTRjGmsgCPpjJ1lDtp6+LyXmKl06z7xGVY6QxSSmzDxkiYmBkzu7BaKAJPfgFmIoGt62iRCDP+/EeCw91cLS4uLh9c1mzcSXHDf9Aw2OKZxVz9aVS7uw/nzXMiM6qPh7zh8NbvwEjuvcIhIZyE9a0bczcrXigcCW2b+h+iaANH0ww7CXa/2vu6YCQc/6kDb9prP4dkS287+0bfVM6GrtrepPeRKpj7uX1WaRkGTe+uBwHlEyajar1926Z311O/fg2ax8Ow4+cipCBUXIzm9e2lRhcXlx07/oJpRvdaRlH82LazELC4+FQKC49/L5rmcgDYiQSZrVuxEwmUUAjfmDHvm4T2e+MXv/gFX/ziFyksLKSxsTGb/8LlGMYwoKMddAO8HigsOmQJ7d8LPiif6ZkzZ7Jq1So++9nPZgUjl8OLazDoclQSTxv89oVa7G6xpCmaRtVjKCVVKIXliGQUu60eq34zdt27jlAi7dyk9X2e69J5LoJh8Hix/BG6ppyJll+EGslDyy9EpKLIslGIeReza9w5nPn7rfzvIxuxVU926CmBs0bnkU4maMlIEia065CyJYYtkThD1b7BiLppM64kxLiSEJqSG6bYE+WxP7R2Jlj45T8yduH3+NovH+bsOaO47pzp5Id8nDCxkv+7+RyqywoAGFFVzMcvOolla7Zlj09nDFZtqh3SuTbWR7nm9tf41dPv8um/vMnTK+uz+xo6Unz8d6/x1o4oW9oNvvyXV3ni1fWuuOLicgRQ/X7y58wBCdKU2KZECpnrWqMooAps3YnkM2MxWp97/sg02MXFxeU9YmL7o1RZWymzdnFC+gkUu8dWVjgJ3Du3w7r7HGHhYMUVTxjGnQv5w/uLKwC2DrFBctHtKa4IzbHwKh6Xm58lVLZ/iZOTrfDmb+HlH8LOl2HKRyFQ7OSXGX8ehLoX3HhCUD2nV1wBiNUPLPrswfpnH2f7slfY/sYrbHj2iez2tp3b2fLK8yTbW+lqamD9U4+iqIorrri4DIG8vH25DChZcQWgq2vN4W2Qy0GhhEIEpk8nNH8+genTPxDiCsA//+nY1l111VXv24lol0OMxwNl5VBT4/z/PhJX4IPxmV67di2rVq0C4LpDZD/osm9cizCXo5LOhMG977SyoSnFhMoQkwslF00MOtErqS4nEsV0okqsuk0o089AKCqBkWNJ7dgCEnw1wxCKiiyqQgmXQFc9wtARwTyMMXPwloyGZD1KZyMIFaFqaMkOZEEZm5s6+b9rZ7J6d5TXd6U5blgeXjuDqggQChFNEtehxXIEkxJNZFUVKQEhnDWBUvLy9nZmVBfwbnOciE+jIuLFsp2B8c4Ox6asPBIgz9//h6crbZA2bAqCHrzdYsz//vVpli53Vj7+7oFXOGnmGG775Bnc9slez9DV93+PHXWtjKopJej3cta8ybzwlnNMfjjACVNH9TvXQCzb0oZu9kYRvfxuC+fMdMLPNzVESWZ6o3E8gSB/enQ5/33dgiHV7eLicugwOjuIbdyGlbFAgJk2sXRrj1ISqyt3JaS/T1JLW9eJrl6Nt6iI0Ohci5bOlavR2zsoPnEuqn/vFjEuLi4uRxMevTepvUZfsWAPkaJjGwMlqwecSBd9gGT3QnWSv/cw4TxItkF05+AN0ve+Ir23eaZj4VX3JlTNdsQfoULzemhYAaPPgpGn5h6TiTl2Z8FiR+QB2PiIIx6BY0E29/Nw0ld6j6mZ67TZn+9YgOWP6G1/4ejuXIeDYxkGXY29C3CiDXXYpomiaTnbAaRt07RpA5GyiqG9By4uxyhSStLphn2UsnNeeTy9eQIsK0Um04zHU4jHk5fdrusd6Horfn8VmvbBmOB3OXL8+9//5u23HeeMG2+88Qi3xsXl4PkgfKYNw+C//uu/ACeKZc6cOUe4RccOrsDiclRSVRjgQ9MqOH1aBfkhL2UiAcRBTzvDXrOPp6OeRiY6UQpK8QbDaBU1yHQim29ApDoJBMMoIyYjU3GE108q31mtJ0uGo6Z6B8xxNUR7e4wzxkZQBMysDBC3VDJCQVNt1D4d2ZKA5liJ2RLLltnFhH27ukIIZtUUILvVl1jGpCrfz7JNzdSUh7IRLI1dKSI+LScRV2MszeYWR4DxqQqzavLxqArReJq+dMb6r7YMBXxMGds7cfqla85ieGURW3e3sPCMmQyvGJr35dRhBT122QBMH16Q3ff68nVYega1exViJh5jZHlB/0qAVMZkY20H1cVhygoCQzq3i4vLvlmxfge337OUc+veYkT9bgDMjOUILX2QUiINCzQFoQmwoXrRIsrOOhOAxM5dbPjGf5PYshkhBMFRI5j4vf+h8501bPvj30jVOoP8/BlTOeFff0Hxvr9WIrm4uBzDVB4Hu/edeNWONaIMlszeiA+8va+4goCtSyDVtv9t3CsSWtbB8Z+FZb/sjSjZ8pSTPyZQ6LzW406kSibqtGXypY4wY6ZyqzNz+5EoGoT72MbO+rgj6iCg5oR9tk71eAgWFpHscISsYFExiuYMMRNtLf3K+yN5/baZmQypaAeB/AI0nyviuxy7SGnT0bGcZHIH6XTdkI/TtHzKyhyP/VSqnsbGR7GsJCAIBIZTXDyf5ubn0PVmAFQ1SE3NohzxxcVlKHzzm9+ksbGRtrY2nnjCiVg899xzmTHj0Ccud3F5L/ggfKY7Ozu5+uqrqaqqYtmyZaxZ40Q0fuMb3zjCLTu2cAUWl6MSRRHcfM4Ednc6g8JmGSQPQYmaRlMy2JqnV2TxhxyBRfMgNA8oCexMr+gghEAko1BUiVA1Mp4whhYEQK0aj0RCohOKqmjSCihQbXqcvBQBIc0mg0LK9oDMoCJB9SAUFYTA0+3aoFs2qqKgKgqWaSGEQDctKsMedEvSmnIG4bua4/xoyWZ+s3hWto0DDeebY705XjKWTTRlUBL28fkrTmPJso10xFLMGFfNJQuGduP/6Jmzh1SuL7NHFfHra4/nxQ3NTK7J56Nze3M1bNvdSMO6VYRKKkHCiAKNO/57Ub86ogmdS/73aTbXRwn6NO788oc4YXzZfrfFxcUll+b2Ls7+1E+IxlNML2xmRPeclJnJtXORdu8dxjZthCIIlOcz7GOLAWh47EnWffN7YNsIVaD5VZLbd7L6c18gWdeK1SdvVHTVWlZ8+hZGfvI6dt3xb5CSsV++ibwJ4w//Bbu4uLgcCHk1ua9VH/TJo9eD1VmLog5Sh7QhWOLYbQ2GUA5CXFEhVJJrz9UXLQBv/qa/XVdfgadjW7e4AiChcaUjsIz6EKz5t3NsyQQoGLH3pmg+J7n9fjDlnAupW/0OCLLJ6wGMVK64UzxyDFXTZuZsS8e6WP34AxjJJB5/gGnnX0Igv2C/zu/i8kGhvf01Ojre3O/jIpEpaFqIaHQVLS1L++yRpFI7qaurR8reBYqWlaSh4WHy8maRSGxEVUOUlp6BqroL4Vz2TmtrK3/729+yr4uKivjNb35zBFvk4nJwfBA+0/n5+SxZsgRd17PbFi5cyOWXX34EW3Xs4QosLkctfq1vfhLBpnSAQNl4AtE6FNWHTCVQgvng8yFsEykdWwelqAYZKEA2bXUGu4oK3gBK9SS2tcaQEryWxKMILECtnth9CoEStzBkrj2EIgR+IVnXnuGdpjjFQS/njIn0a6+iKOyM6ty3qp7igIfzJpVQGXGiO0LSJl8m8QibLa0GF00rYldjGyMri7ClILxH9ApA0KsSTfcOpAMeZ9Q/c0INq+/+Jg2tUcbUlOD1HN6v8WmTyzltcnm/7RefMZO7nl5OV912IkEfd/7sK4yoLKI9qZPv99ARjfPI8yvY0SHZXO8M+JMZkz88tc4VWFxcDgHbdjcTjTuTV3clIsz2Z/BYJtKUyJ6wsz3VW+kILh6/pO2J+yi/8np2/PEOsJ3YO2lJjJRjL2a3JkE6IjUK2XtU++vLaH35DegWblpffYNT/vMwgarK9+KyXVxcXPYP3x59tj3FFcVDlywkT23ObjLUfDz5ZdC+ubdc6RRHwGhc6bze0x7MG+4jcAyCvxDSHf23jzy1N8rGl9+/HkXr3+7iCY7o00OwhByLs1B3TrzSSXDyfzkWY8GS3HwuhwhvMMSoeSf3214yeiy7VjiTxf78AsadugAzk0FRVFTVg9UYpXHrGoykszDKSKdo3LiWUXP71+XiciyQyQwisu6Djo5lFBYeT3v7sgH39xVXetD1Vlpb/5N9nU7XMWLEDf3GpC4ufZk/fz4PPvgguq5z4okn8rOf/YzRe1gLu7i8n/ggfKaFEJx11lksXbqUoqIiFi1axP/+7/8e6WYdc7gCi8tRS2Wen6Rh0ZE0MGwb05Jg25gF1VgFw1CEREPi6Wp0PKdFd3r5SAmeijHYBWXYDVsQmhdlxFSEEAwvDNGe0lGFIJo22VCfYHKxHynBVjWq8gM0daXoNG3ytO4JRaEghGBkoZ8JJUEURUFRBHb35KIQAlVAOODll6/spMCvkudTEVLi7UmkamTwWHGQkiklPqaUl4IQmOj8c00X1588pt/1jyoKIRC0JXXiusnqxi5mVuUT8KgURAIURI7sCqMTpo/lossuZndrgktOGEZ5eRH/8/RGmuMZSgIaD/3tbrZur8cbKaJodG+UzVsbhx7u7uLiMjhTx9UwuqaUbbUtvK0HePa0q/ncnGGs/8a393qc6lHBBmk49yc12HsvsS0bo6t3EC5UgVAF0pYIVaCoCrZtZ8UVADuj07V2gyuwuLi4HJ0UjYUxZzt5SzJRsPTc/YpKxMy1sjIiI/AcdxVs/Q+0rIdwJYxeAAgIFIEec6JKdr7Ue1DNPEc8aVrjnKOv+KIFHKsuze+IJX0jUQpHQcuGXgFlIJEm0dx/24QLc19HqmDaVU4i+2QrtG2B9q1QNMYRf7zhfb9Xh5iiEaNo2bYZyzAYcdxcdq98m7rVKwBBddk4ytQylGRulMueeVtcXI4lQqGxJJNODiQhvJSUnE5Ly7NDONICbBTFg7VnCr4hYpoxLCuF1u304OIyEB//+Mf5+Mc/fqSb4eJyyPigfKYff/zxI92EYx5XYHE5ahFCUBn2UuhTwNTxGSkc138PlrRQMwkEEtvrB2khLAM7WEBcBEh0JFnXpNCQGMHksggtW2M0xlqZWBbm5FHFANR1RWlLWbxc6+Q5mVQWpqZAY3SJs9LRMk0MPdPTGPyaI+BIKbujZXrxeTU0VeX8CUXMqAg7q8ctHQUbbAsl1Y5iOnVJM40dLAJVRcPm8lmVKMLJkdB3xZCqCAoCGjs7k6RNm6Rhs74pxuyaAqceaSM7GpFmGhEudqJ53kNue3gd7+x08tf88fkdKPlBvB6FYUUBOhI64eoa2F6PHu/ATCdQPD6kbdEQjZHMGAR9bg4HF5eDIRz089Lfv8V9z7xJWXEeHz1rDjt+/4e9HqN4VWzTpmtXF8HdHVQAeluvpY3i90OiV2CRlsSyLWdBtE9FqBJp5obFCI9K3pSJh/LSXFxcXA4tigqpdvqF9SkeMNP09L4sW2CqIQIVY2DTkxCrB08QwhXwzt8ccWTCBRAqg3cfy63LNmHSxc4j1QHLf+cIMaq3Nw9KvAE8oVyBZdKl8Nbe790Dkm4HX9ipv4eyKbD+fkfgMVOw+l9w2redRUjJNtj+vPMejPmwk9T+MLPxuWdIRzsB2PzyUmyz57oldc2baNNqGV80nWQgRlvKWbmv72Er5uJyLJGfPwNNy8MwOgiFRpNM7hrScYrixbIy2HbfHEsKudlB946qhl2LMBcXFxcXlwPEFVhcjloMyyJtmChmhkjXboS0kUmBlV+BCojuQbJAYIZL0btX27TE0nRlLPL9GmsbYzyzqXfVX31XmtKwjwmlYYYXBNjSlsCWjrjRlshd0ahqGkJRQEoMywazdzAsBChCwbJtFCQqNpZlMaMi3N2mbqQE20CYvXUL26JngG+j4JEm6WibUwcKnnABmqZh2TamaTK1JIBh6KzvMPFYaex4O9IykbE2hOEMQu1EJ7JkBGqkOOca2qNxPvrF3/Dm2m2cfdI0/v2jT+M7iOTUWxpj3PbwWnTTJrlHnoeYYaF2J68pCnkZXlXCyV++gYSp8vq6Zrraukh3tjBrbJkrrri4HCLKivK46SonUb3R2cnuO+4csJwaDlN21pk0PPhw1u6rZelzjP7Sl9Cbm1FU57tr6XskP+7jNmNnDFR/GCkdKxdp2yBBCwTYecddTPzWlw/HJbq4uLgcHJku2PwUA2a8s3Ntc1RFoso4bHwot1zHtt7nq/8F878IFTOg9g0nPwvk5l8JFDplEs3QsdWJhOmhaIwj3OgJqJjp9BWNxP5f14q/OP/7C+CEm8EbgnX35UbomKnuyJ0YbHsOemyCGlfBSV/NEVlSXVE2LnmSdFeUsvGTGHPiafvfJiATj7Ht9ZcwMhn0eCy73TbNfmXTZpLVzW/kbMuvrD6g87q4fFAIhUYBowBoaRmkX6cGUdUguu7khbJtnURiK5bVV6Dcm7iSa4kNzng4mdzRfX4XFxcXFxeX/eHQm/C6uBxivHoM0T14FUiUTAKh5GqDdp+Psq97olBTFMaWBFH38JGNppzBZVHQiyrAsGx0S7I7mqYzlTvQVhQFRVXxejQUxTmHEAKvx4PX68FjpVBSnVjxTuxkNJvHACHAthBGEmFZoPa2VwoVqXqxFQ1D9aNho3Z3gFVsurqi2JZFSjdRjDR521+nbNtLnBhfxSRjN/aW5chtK6CjIZtnQQB2V0tv3oVufnLHU7zyziZ0w+SxF97hbw+/vNf3+plX1/Dbu5aws37gJK43//VNXn23heVb29jeEs8KKkYmjWn2xqN7VIVzFhzPtIk1zJtayWnHVRPMCzNv1kTu+e6le22Di4vLgSG0wYVLMxaj9r6HMdMmZspE2hJ/VRVGNEZ40iRkt+WXoimofgWhioHG3phdcbAl0rKRljOvaETjbPvj32l56bXDeHUuLi4uB4iUDCiuwIHlI0l151DJH+5EtPTQuNIRMnrwBJyE8sNOgvxhzrZgKYz7CEy72jl37evw+v85+VwOlHQnvPlbiDX25ofpy/r7YeszveIKOPZl25/PKbZz+WskO9qxLYvGDWvpqN3Lyvl1D8Obf4JEW79dm174D+27dhBranCE+P0gr6KKsSefsV/HuLh8sBn43mVZyay40oPHk4/XW3rA9dp2goaGx/uNJ11cXFxcXFz2jRvB4nLUYktoiOuM1HI/psLrR40UYicEtqmD6sVUnGTyUkJc707WLCW2hLKIl5a4jmlLIj6NSWW9yU69qpotLwBNGTipnxCCoN/XK2gIgRnvRKbiOB1UJ55GCBNbaJhCxWeknEgWU0ciQVFAqJj+fMcKTPOjSgmWdGYpuwf5IUViJKJoCMLt21F1Z1Wj10hArI+prqk7D48PicgRcXrIZHIFo3Smf4LDHn53z1Juue1fAPzgT4/x1j3fo7K0IKdMfXvvqqhkxqLam2T97laMTJr/PGdy7odnI4Ftm3dRety4bNmSfD9CEUwcUUJB2D9oG1xcXA4cLRzCW5RHpi1Kz9hYKE6Un23avdZesnt7up2Xz7wAO9Odi8WrYBk22CIbndKP7lvknmNvKWHFp76I6g9QfNJcJn37K/jLhzrId3FxcTmMeMMQKofEHsmjy6Y6eVM2PeEIDkYS9PjAdShe6MmrN+zE3u1aoDdiRKigDiB0az6Y81kwunOwGEl4+w9g9kQM2r0LdAbA6WXug3QHvPnrfZXKZQ9xyTZzEzfYgyVy+M934NVfOs/f+B18+mUneqabTJ+olf4TtQMo930IFhahqAchNrm4fMDQtBCm2TWksg0Nj+LkYjkYDLZu/Q1ebyElJacQDI44yPpcXFxcXFyODdwIFpejlhX1UV7Y0UFa8WEFC5CaHyuQz6ObdWrbU2iRIryFFXjziggH/fi9HjwejTVNXUTTBvXxDLotmV1TwGdOHMmiWTV8at5IIv5eIWL+iELy/Rp+TeGEYQWEfbkihZSS9mSGpliKlGEihMjmSTHTSbBNx/LLNsHUEVKi2jqWkXEGw3oSJdaEmooiMglAoiVa0TrrUKINqJk4asM61IaNiGhj75BT2ijSyka29CKy7ZK2hUwlsFUPpjfE6i2NpNe+hLlpGVJ3hJAvXHM2o2ucSc5Zk0bw8YWnDPp+P/zciuzzlo4Yr67c3K/MopNHZp+fM6OKkAZGOgVSsnFjLWdUBnnqvqU8s2QV8USv1VBLV4agT+Wk8cX96nRxcTl0BKoqusUUG2nZ2N3jbLHH9JxQFdo2NGbFFQDLyBVhclB75+KklP33SzDjKTKt7dQ/8hRvLv70obsoFxcXl4OhcWV/cQUgMsxJDD/v846d19zPw8SFMPHi/mXHfwSOuwHmfAbGndO7fdqVECgGXx5MucwRUHLOvQo2PgLN65yIFiEcezBzDzvGvbBPcaUHObRokYyp0pgpJ9ra4diMtWwAYNhxJ6D5nfYXDhtB0bBBJlY39Mk9074Vmjfk7K6YPC37PFJe6VxzN6rXQ/mEyYO2Lb+qZkjX4OJyrODxFO1H6YMVV3ow0PVm6usfJJNpOUR1uri4uLi4fLBxI1hcjlrMbssaVVGQvkIsn4mwMrS11PNYW4zFJ48kHPCjaBqW7SSID/k0DEuyozNFyKtiS5hakYdXVSgMePudoyjo5cLJFYO2oTmeoTPlTEBGUwYji8N4VYWUYdGRMintrlIA2CbSAhSVABY6Kv50V3ZgLKSN1NOI7kgTVU9gJ9q7c7KAkmjHDhWBJ9CbX8YfdBKz2o7NmB7Ix5Noh3TCGUgrKdoJMufLf2XVf89DjWvYcZBGBs+UUxleWczah35Aa2ecsqIIiqJgNe8EI4NSPirHUmjmhOE8/6YzSPZoKpNHV/V7P76+cCofnl5JxrSZO7aENduHcc3/PkhzR4JPfGQW/kCQdH41F59YCSmL+vZ22oRKGpgxo4odnckh/vVdXFwOBLWoAqTzPZaWxErrmIDiUVAUBSklqkcZcBFx/szptC97xxFQ+uzXIiEsPY3MDH3gHtu4GSuVRg24EWsuLi5HGHuQ6N2tT8GO56BkIow50+lr+Qsc66/6t6Brt1POG4aq453+2J4UjISTvjJw/Y2rYO3dzvPaN2Dmtc65Up0HeUEHTsZUWdlU6aQVbIwztrid8o5/wYlfIlJaxpwrr8PUM3gDQUhHoW0zhEodq7MeKqZDe3dOGl9+7j6gZvpx5FfWYGbS5FdW07x5I9veeBmhKIyefxp1a1YwGF1NDZSMHHMYrtzF5f2Jx1NEKrVjv48Two+UAwm5e48iy0WSTtfj87kRyS4uLi4uLvvCFVhcjlpmVuazvT3JssYkp1UHUDMxhJR8fFYIbAuZasFUStB1DynTWbUX8GpcMLmCO1fU0tWdhP2duihzhxcO6Zwp3SSa0lEVBb9HpS2RyeYZkUDGtPAoguW7O/DZGqXePSYcpQ2oTpSLZfT30ekzOJeQFVf2RJo6wjbBtlBCEaSUCMBr6dixTudoIRBSorXv5t8frSQQa8ZKesAfgq5N6JtXIH0BFNVLXqwdvWwESnEl9q51AIida/HOuwjR3abvf+5SwiE/W3c3s+gj85k8ZuAko8eNdqJQnlm2ib898TYfPm4E37r2DFRN45rfvcbCk0Zz9kznWCkl0ZTBKzs6qO1M4Qm5k60uLocT1R/IPrf03vuLrdsoAQVvyJvNJ6V6VaQEaUt8pcVofh/S6r1n1Xz0IuqfeAork4T+uYkBJ6ploEXTQhHsvPMuRn/q44fmwlxcXFwOlIpZUP82dNX232dloGkVtG9xrLuQEK6AMWfDqjud13ocmtc6Se33hm3BtqUQq4OicbDzxdz90V2OWLPxoX02OYMXH/o+y+0T1edcY08T0j765ppvSwYoDyfh1Z8AAsUbwmumoXQytG0BMwkIJzqncpZz0EW/gYJhkGiFEz4J4f6Tr5HSMgAaN66jfec2qqbMYPhxJ7Dl5edItvfP29KDpR+Ca3Zx+QDR02fbPzSEkH2GoQqKEsa2uxi6uOLQ1bWO/Px93PtcXFxcXFxcXIHF5egl4tO4emYNScNCs9OQBmF1Cw+A0BNIzYflyafHQCGlm3TqEquPsLGrMzkkgcW0bJq6Ut3dTouutIFhyazAIgC/pmJYkpRhkxEa9QZUejJ97Bv62CAoEhTNyb8iJUm8aJEyPKlOkBLpCThWErFmkDYykA+2xG7ejpaJoigqUvNhS4mwbWwhsDsayHaMpURKiV9PcHyV3xFzTB07mkYmu716E13YQiAUBathK7KrBaGqjsVYtAU73olduxFz1zpEMJ9vLT4HJZS/z/dqS20bH/v+vRjdwlYyrfOxS0/hs+dNIuTpFZGEEAR9GqeNKeaNnR0IVWFLa5yxJeF9nsPFxWVo2IZJcvt2vCUlDFt8Fa0vvowZi/UrJ6XMGah7w14Uj0nejJnENmyk+YXXc8rHt2zFTu17smtPkUVoAkVTaH9juSuwuLi4HHk0n2PtlYnBjpeg9rX+ZYxE7/N4IzSvIWcisn3rvgWWXS/Dju7E8W2b+u8vGuvYg+1jglMC3j7iypBysAxGH3EFIOgxcmoMefpG98jeHDRNq3O3N65y9m1/DjwhmPcZyBt4IU4PHbW72PrqC9nntmXRuq2//WxfbMMkFe0kkF+wz0tzcfkgYxgxpNTJz59BV9d6bHtoLgCKEsC2U9h235Uxdre4sv9kMo3OQj9xwHchFxcXFxeXYwJXYHE5qlEVQcSnocdMnCwCe2ZWtumz4JqOhE7aFmiKyFqMVec7K7rbEzpv7GynLOzj+OGFNMbS7OhIEfaqTCqLYNoyp3YB6JbEljaKgOoCPx7Vsdgp8GtE0yb1po+E1Bjt11GEyBkBC0XD9gYRRgqEYF0qn8laADWsdjfdRpgKFDp+03YmBVvfRMVZUW4p3YnrNS8Yme5ZzN4WynQCmUmi9py0u+Mr9QHCwaUj8qB5kbYJhg5IjLeeRCaiIASyqxVj/av45nxkn3+XHY0dWXEFYHNtG13dq+V1y8arOrlqpJTd9m0wrjTMc5tbWF3fxedPGc3E8sg+z+Pi4jIwtmGw/r+/T+vLr2IlU9h6Bi3gp+SMU9FjXb25VOjNmaIE8lDLykjv2gFSomgKZWedgd6ZwE6nEYpA2r3HdW0YYIJwD3oG3KJHVxWgdIushXOOO2TX6+Li4nJQCMWJHmleM/B+LdgdrdGN6iPHSqdgpNOPalnnRLqUTXPyutQuc2yyRi+AxF5yFZROgcLRTq4W1QvW4OJ1/2nM/bH02Tthn8HE0jZaEkGCHpOa/CFOurZtgrZ3nedmGjY8BHNv3ushqWhHzuvOut0DJL3PpXX7ZjrqdjHr4ivwhd1+osuxRSbTQmPjUxhGBz35VLzekkHFFVUNYVl9xGE0PJ48MpnUIWuTz1fpiisuLi4uLi5DwBVYXI56pG0jbQu8ASyhoNpdCGmD6sEIFdPcZRDxKBiW5CdPb8K0JadNKidq2swcns/84YV0pQ2+8OBqWhPOgPb6+SORCvTMJRqWZEaVk6tFtxzhIGPZeFSBaUn8Po3ioA9wJhRnDyugLpomY9pkTAvbo6Agc32+hcD2RxC+MF0G5Kkegh4VKQMgLdB8CCOFTCcRZhrRWd99wRJsE2zANEDPgMcL0kb4/MhUAmkayHRPh7p7JaIQIBSEx4M0Bxi4B8KIaacj177oCDaAHWt3LC1sGxQFaeQeJ40MdrQFJVSACPRGnZwwqYYx1UVsrWsH4MSpw/CoAt2SGLakPakT9Dq3F1tKdNMmbVrZ1q5virkCi4vLQVB774M0PPpEzjYzmabxiWf7F+7WVzOt7WRa29ECGqpHxdJtyi+4iPr7HwRAC3kwYjpSgqIK7D2sWoQm8FdV4SstIbp6NQLRK/pmhRaB6lOp/MiZjP7M9Yf+wl1cXFwOlGQr6P2j+8gf5ti6xvtMYta/BRUzIdkClbOh6jjY9ATsesXZv/NlJ5eK7F4lrsedCJfGlXv4JioQLIbx5zsvgyVwwk1O0vv2rRBv6LYm6093Nj4oHg+BIkfAsQ0nIqdtMwcquhQH0xQHB8rNsDf2OJe5x/HxRjAzznspnEjJomEj2f3OcsxMBr9mU1AcIdXZvs8zWXqGWEuTK7C4HHM0Nz+DYbTmbNP11kFKs4e4AoFANVIOLV+eEB6E8GHb8UHLqGqAqqpLhlSfi4uLi4vLsY4rsLgc9cjuf4VQHJHF46M+rRAIBDHSEtOGjowzmC3LD/Da5hbWLXEsCJ4Oezn+ppPY0BTLiisAG5pijK/oHbh1pg0UIajMD7KppQvDktnIGN22qW9LsLMzyfE1BZSEfGQMG8uSeBTB8JIwHmliJbvIWWVomSiZBKbmJxiIMC7diYxGsVUvWskwhG1hJtII20BNd2ErCjb0z9siHYFJKCrSH0EEwthNu/u/Ub4gCIESysOWEplOOnlaeiY+51+Mte5laG8ARUX4As4kgN09EWDbCI+397SZJJmX73XsxlQP3vkLUYsqAcgL+Xn2F9fzt8ff4ud3Pc8v/v0Ca3a2cvklpyKBTU1xZg3Lx6sq3blrbFbVRbN1jywKDvnv7+Li0h+zy5kklLbE7o5WEapAUUXOCmFFU0FIZJ+Is75RKhu/+x2qzv8wiWHV2Ft3QciTvYXZlo0SzAcpKf/w6RTOnkHVxedhx6Ks++y1GAkdM2UQ3RXro/MKyk6ezeTbfuCueHRxcTm6UAYY9nhCjnXX9udzt9sGNL7jPDdTUD0HmvpEvyT3mPSM1cOUj8L0a2DV3/tW5Ig0b/4aplwOJROgeb1TV7jCEV5W3gGZKHsiAKl6ET2RI6WTYOwF8MYvOVQRLQeMt4/V646XYMtTzvOyqTBtEQiBPy+fmQuvQN/0HOH2N5BGPZlIFe2xveeUEIpCsLD4MDbexeXoxNrD0m9/SaV2oiiBQfcL4cHjKSISmUAkMoF0uonGxkcHK0119RWoqu+g2uTi4uLi4nKscCBZ01xc3lMEe9olKKTw0p4ySeq52ZWjSR2v2psDpC2u89jKOoYVBPCovbUUBDT8Wu/HP5o2aIpn2N6RpDGm59iO9cxVZkybJzc2k9RNdnUkSRkWSd1iV0cS1evDDuSRzBjo6RRJ3UJt342SaMMbrcPTWetEqVgGipGkpa0daXWverQt7FQC27acKJFACJTeawCcSBZVI+MNY6ZS3asj+7wrikBRVZRwIZ6aiSjhfISiZG26bMtGf/h2jE2rMeIpzHgCM9rZz6pBqJ7sc6t+S28uF8vA2r7aqSsVQ5oGhZEAO+pbicWdVYxb25I8vaGZZzY0YwNdGYuYbhHXLZZvb2fD7igt7XH0nds4rqZg4D+2i4vLkKi+9CK8pSVZcQVAWhLLtLFNiW04D4TEE+wzqag4+VF60Nu7qLvvYcZ/7hoUvxeh9N5XNL+X05Y+yFmrXmT6T75HcEQNy674OK9ddBVdu6LoUR1fnp9x155FsCyAFtDwF/hQRdoVV1xcXI4+cnISdGMkHIFgT0SfIVKyzYk2iVT2btP8jt1X3/JdtdCwYuBzG0lYdadjKbb1GSdypfEdaHgb5t0yaJNF3wnXlg3QsW2PCJkhIPaynq581v7V1YPauyCHnX3ev+a1kOqAdBTMNL5whEh8HQJQBEwqqsev5f4d8n3FVIZHUBEeTkmwkolTTyFYsO/ciS4uHzSKi+cfdB22PbA9mNdbzJgxn2P48KsJBKpoaHiUpqYnc8qoat8FcLLbqszFxcXFxcVlKLgCi8vRjxBE+zhvxazej+0r29vY0BSjPakjJHz+wxOorgwzZkQBZcVBpJT8+plNlIV9/M+5kxiW7yfPq2LqFqeNKiKZ0mnoSrOxOc5TG5t4c3cHnWmTpGEhpcSwbDrTzsktKdEtm+Z4hj4LwDEtJ9m83byDSKadgB4jFG/MyRejGGkUI4Mw0gjbIqWbCI8PKRRkrAO7qxWSMWQqQVekhu3FU5A4uRPsdBI7GUOmExi2QE10IFTNyc8iFOehOV7hMp3C3LkeES5CFJY7bmO6iZlMYZsm0nYiVqRtIw0DO6OD1+800hdAGzsLs2kXZtMuhD+U+3fw+dGXPUpm6Z2kl/4du6OJ4vzejng8GqM47GVEcRCJxJaStGmTNm227u5k+8YdPPOPezlrciUuLi4Hh6+slLKzFvTfIcld2GyD6lHx5/somj2VUdddjqIqueWBXXfegzeooGgKqkdF8Sqofg92t7Vf3QMP89Z1nya2fiPplg7Snc6kX6o1haesmkxUx8pYpDszxOsdYTbd1MSuO/9J01PP7NN338XFxeWwEywZeHtfS51QKUy7uk9iqW62PuNEoJROdqJeQuUwdRF4u6OhY3Xw5m8Hz/ECjjDSuSN3W6YL1t039GuwdPY75b0cQFjqoWMrBEr6X+/eUL0w/BRo3wbxJvD1sfJSNNj8JLxyG7z0v9CyHjy9fUVbCkw7t/0Sm8rIcKrzRjKiYBwFY0YNvS0uLh8gQqFx+1U+EBgx5LKq6oyLk8ld1NbeQybThOx3b8idGhLCi2nG6Oh4i1hs4361zcXFxcXF5VjDtQhzOeoRQrAlLij0SHyqSlIKhICUYbGpJUF+0ENtLINfFbxbHyNjSxRFkJ/nIxpNE0/oGJakNZZhY/fE30MdKZatrWXUqBLyIgHCPhV/d2LmtGXTEMsgpXMOZ7sknrEwbZuXt7dxxphSoilHeCkOeZGdjfis3hVDiqL0OOb0XITzHzj5UyIhEAqW5keLNvW5Wkl+sokCj5d0pAytdRdYppMsPtpOIJ3CtgwUjw+CYSeyRQiE5sXOpJFdDU417Q1QXIUtFWzDxNadOmR3fhkt4MO2bNLtDagFxQTnnkn8laeI/v77eHwaWsCHd/JcPONPwKp9F5DYHQ3IaJtTv5EhuXEZ0chwZn54AcnWFs6dWU1BYW9YumbbvLy2mbqWOOu2tVMRDvB/t93A2SdNO3QfDheXYxBpWbS/8RbJ3fW5uY8HmHMLT5gA6Sj+qkomfv9WfBUVtL7wMnprW+8xApL19RhpEyTYto2l25ipJK9+5FJm/f7/2PC9HyBtmY2Kw+62ENNUfCMmY/exIDMtjc5Xn2PN17+P2Z3TILF1G6Nv/sxhfV9cXFxc9oqigjcf9P52XFkS7Y7dVd+cegCZ7twt7VsckSOagNV3Dpo/ZVBiDRAodKI8FA/kD4dNjw/9+HAVg9uDCZwJ0j6CkVBzBaQ90YeY5L6n/uEnQ9NqWHVHbzT1qDNA8UKiCawMtKxzitsmybXPsLmjDCPuoaZYJ5YSmLbT3/YEghipJF2ZDja1raawoJKak+ehFIYGbYGLywcVy8qQTO7YZzlVDQE2fn815eXn0tLyHLHYun0el0rtpqnpCZLJWga6hwihoiheLKvvMbU0NDyUFWJ0vZXi4pOHeEUu7yWnn346L7744gEd29HRQUFBwaFt0CBcd911/P3vfx90v6qq+P1+ysrKmDZtGhdccAHXXnstHo9n0GPeK5566in+/Oc/s2zZMlpaWggGg4wfP56FCxdy8803E4m4ecMONyNHjmTnzp0oisIbb7zBnDlz9nnM/fffz2WXXQbA888/z+mnn35I2tLzWfb5fKTT+5vX7vCwr/tAKBSirKyMGTNmcPnll3PllVe6rhOHGDeCxeV9wZSKPOpTsLFTR1VVRhWH2N2RIuBTyQt68GoKthCYe3QYhQIRn0bAq9LYlXvj21AXZduOFgCUPWYmY7pJW8ogadoEPAo7O1J0pHTakwZtSYOwTyXiUxlVHKQ8z49M5Q5QbdWDVTIGK1yK7c9zok26sVQfI0vyEEKgxlr63dSEIhBIAl4F8rpXW0rbSXKfToChYyfjSNNAeAMIT7c3rt57fVJKzNpt2KkEluF0iqVhIU3noXclSLV2YibTZOrr6HjkTqxoO1gmRjKNpZtk1r6ByCtxLDVsE5mMdzfFRuppZGsdmVgnllDxlVYwYVLuisP8kI9XVtaxbpuT0HThSeNdccXF5SCRUrLy5q/y1sc/Q8vSl3LHyN1iiei2QxSKYPRnrmfek48z889/wl9ZiRCCGb//NZ68IIpXwRPUyJs+nXhdgnR7GiNlYvWxXjS6Yiy/5tOYCQNsx4YM28njYuoWoz7/eQqOm4kW7p0QC4+qoe7Pv86KKwCtL71yuN8aFxcXl30z7XLH2kv1wqgPwYxryVWnLUgNkIjdG3LEFKs3n9+QxJW+VloA6Q6Y/jGYdhWc+CXQY0Nv+/CToXisk7tlQCQ54grsXVzZbyTsetnJF5O1KZPQsNK5rgHyR2yplcQ7OskYsLXJR3O0jxWtrqN6nT5sXI9ilnhcccXlmMSyUtTW/oumpif2WbagYDajRn2GysoLURQPZWVnoWl9LfX8gx4bj2/Ctge+b5WXn0sgUJN9LYRGR8cbOVEuicS2fV+Mi8tBYFkWiUSC7du38+ijj/LJT36S6dOns3PnziPWJsMwuOqqq/jIRz7Cgw8+SF1dHbqu09nZyZtvvsk3v/lNpk6dypo1e4lgdTmk2LbNjTfeiGUdyj7OB5+e79bDDz/MokWLWLBgAV1d+7PQxmVfuBEsLu8L8vweFozNtXY4fWwJy3blesPalsSybFRVIRbL0NGWZnRZmK54inwrRcSnEcuYBDwKhm3w0qubaGruoqo0wqIPTyWmW5iWzardnSQyFoqAy86bQktcp75boCkOePjEv1dgWJKTRxfztQ+NQ3gDSN2JYJFCYOdXIj1+ZDAfaVnYsVb8mShC0/CWjcqKKpovgNScwaaUNsLrR6ga0shgJ+MIoSAVFaw9Q7glGDpS9SA0j/O6j+2PtG3MVAYjlgBAaGpvMhm6k1zn2AjlClNWRscyBC3PPUxBURiMDCCRqsfJyyIlSibF/1Rs5kZ7Kqoq6ErqqEJgSYkqBMfVFPDvL53Go2/uoqYkxOLTxuzPn9zFxWUAMk3NNC99YeCdEhSvQPNoCEWghkPkz5zer1ho5Cjm3H8vsbVrUYJB1n/5K9jG4B1UaQxgLyPBiBu8+6NfEPr3PwlWFZHclUYogszu7QQqPQhVOIIMkDdl8oFcrouLi8uhpXA0nPKN3G2hMif6Ym8EisAyIG8YdO12tmlBMLsnKxVPt0XjHpEvFbOcJPcd3ROTgWJY9ktAOAnu82rYO4qzSKdkAow929lUMx82PrSP495D0gMIUt0Ydl9LSkmgoJBUp9N3LxkzjqopM2jevAFvKEzV5P6/Vy4uxwLJ5E4Mo3MIJRWCwZE5W4RQGDHiYySTO7Asnebmpw6oDY2NT+bkYOlvHwZ+/2DirsvRxDvvvLNf5Y9U5MUTTzxBVVVVzjYpJZlMhvr6em6//XaWLl3Kxo0bOffcc1m1atURiWT53Oc+x9133w3AnDlz+PznP8/48eNpb2/n/vvv569//Su7du3iIx/5CCtXrqS4uPg9b+OxyMqVK/nFL37Bl7/85SPdlKOSPe8Dtm2TTCbZuXMn//73v3nyySd54YUX+MQnPsH9999/hFr5wcMVWFzetxQEvaQSBumIhd+rksyYbK7tIqWbLBhXymPrmikKefnsmaOYs/gH7Gpop6gonx99/WOcNWskXbEUP/j3G1i25OsLZzFxeBFJ3aIxlmZNbRRLk1w2s5qikJfFx9Xwbkscv6byi+c3Y3RPGr6yrY1LZlQxtrgGNC9WOulErHh8CCBjS3SpYobKMQqqCfk8ePoIIUrJMOx0DLpaEf4wCJCpKHbcsa8QWBDKQya6ciJUsvSsIAzkIaSN1DNgWWBLjETvCiVpWjkii1AEQlGcnCzgZB7tRqhKNtG1Fm0lYybQ2zsRmkqgtCgnt4wvHSUc9DC2KEBJQOGkMaW0ZWwqI35KQl4q8/xMG+EmKnVxOVRoeXmoAT9Wqv/9QCggpECiULXwQqovuxhf6cA5B7xFxRSfehqx9ev3P2FyN9KWmMk08e0NeAIa3pCzUjvT2Iw6ZhzlM6qIN8TIO+FERl93KZk3HkPkFeOZOA+huAG0Li4uRwnDT4IND/bfHql2cqsEivoIIzgizdizndwim592cpyMPsvJ8aInYOeLTkL6vCqnnOqB5nXOvXbdvd2VS9jyNCy41cntsvFRsAaymLBhzFkw7ETnJg9QfTzEG6Btk7NAJnMAiaj9RXsVRg4V1XkxtrYX0hMlJMwk4048CcUfoXjkaIQQjJrrWg65HNtoWt4+ywSDYygomIXP179fJ4RKKDSGVKr2IFphY1nxPer1ILtF40BgBB5PMU1NzxAKjSIcHn8Q53I5nMycOfNIN2FITJ48mZEjRw66/+KLL+bSSy/loYceYsOGDfz1r3/lU5/61HvXQGDt2rX88Y9/BOCCCy7gwQcfRNN6p1DPOecc5s+fzw033EBtbS233XYbP/nJT97TNh7LfPe73+Wyyy5j+PDh7/m577jjDu644473/LxDZbD7wMknn8zVV1/Ntddey5133skDDzzA8uXLh2S35rJvXIHF5X3NDy+exuOr67EFhIJePNMrmT+mmHmji/neJdNQFMGv7nqOXQ3OILK9Pcprr77N4tMmUp7n529fPTenvrBPY6wvzI8unJqz3aMqTK1wOr9Bb+/XRgBBj4pQFERBBel4jG53HmwJaQtUAV5F0BhN8fcVW5k/sogLJpcjhHBswoZNccpnklgdDUhFg87WPueQqPnFWLEOJ5KkJxRS1SAYRgoN76yzwEiTev5fKIqBIgSO0VivGKJ6vU6ie9NyVrcHvVgZA6TsnewU5CTA1i2wm522SNMk1dRKoLw4K7JYvjBfKosycXwpSqQIkKzY0MC0EyccwF/TxcVlX2jBABO/cQsb//enmGkT+mgjPcKorRuMuPYKAiP3HTUWHj+egtmzMV55g0yXjuL1onrBiDk2OEIIpNgj4q0biUTa3Q8konsCLTxpIsO+9v9IbVqDt3I4vuIiUs/8GXoEXVPHO/30g3ofXFxcXA4Z1XPAG3byq3gjoMcdcaTyOEcUEQq8eGtv+Y5tTrlAIcxYnFuX5oNJFzuPvlTMcOzFNmiO9SqA1m3lUznLEVsGFFiATU/A9udh+mIoHOW0Z+JFzr7NT8LOl/fveoOlMO8WjJd/hqp39F1jc8hIGSoBj0W+PwMIVGFjSUEynqbpnZcYe+5Vru+3i0s3gUAVfv8w0undg5bRtDyCwb1PIvr9lfj91aTTdd1bFHI6ivuFoLz8HCwrgablYxhRWlufAyAWW0dV1Uf32R4Xl4NBCMFPf/pTHnnkEWzb5p577nnPBZZ//etfSClRVZXbb789R1zp4frrr+eOO+7glVde4a677nIFlvcAr9eLruskEgluvvlmHn300SPdpPcd3/nOd7jzzjsBuOuuu1yB5RDhCiwu72sCXpXLjh824D6le8RYVpQb9lpetO9VQnvjplNG89PnNtOZMvjozGqqC3oTuycsBb9iI4CECR6tV6woC3uZVBZkbnWYWDKFV9Pw+7zYiSh2oh2JQOpphAQZKYZYm5NMWihgmQhFBdXjCDAIRDgPRVEACZkESl4J1y0v5DcnQ16mAy0cwIglQUq0gA/FoyItE9mdFFsAqqZiW70dbyEEtmmheAQdSpCS/DzMdCK73zAsqJ5KuKsWVA+hwhKmihjsXIkcNRMZKqKhNcabGxs4YWLlQb3PLi4uA1Nz5RVkdu9gy5/uQSq9ykffyarOx/6B5/xL0Ebt3XJFaBqTfvJThq1fj6eggMbHHmbzr3OTT4o9Zt+klNlzSSlRNIWK8z5CYMRIpGVRdeklaJEI3jLnHmDuWNMrrgB2e8OBXbiLi4vL4aJ0kvPYk56oEW8EDMcKFsXTK47sD6rXiVbZ9DgoGky6tHdfqAwye/HBNpLw9h+dKJnjrnciZHa8AGbaaQ8CbIMB1fA9STr5B7u8IynSDyD6ZR9ICaatABZ+zWJWVSNBj0lC11jXVEJXSmPzS0uZftGVh/zcLi7vVyorz2fXrn/0iyLpoavrHcCirOzMQesQQqW6+qOk0w2oaoja2rux7dR+taOwcB4gCQZH5ORkaWp6JqdcJtPsCiwuh53Ro0czevRotmzZwtq1a9/z87/22msAzJgxg5qawS09FyxYwCuvvEJdXR2dnZ0UFBS8Ry08NjnttNOIRqO8+eabPPbYYzzwwANceuml+z7QJcuYMWMoKCigs7OTzZs3H+nmfGBwPTpcPvBc8eHj+eLiM5k4soJF557AV687+6DqG1EU5NcfncE/rjmei6bligjhgI+oIeg0BKqmofaZmLSl5PTRRQS9KkIIDMsi1tWJFW0EU0c0b0dp2QFtuxFGCql5nWgVQwc9A6YTou1EvvRJyeoNIEL5bKqP0uEpoig/hFZWgxaJ4C/Kw1+cj6eihsCJF6CU1uSMvYWiIPqIQLZlY6UNjFiKsGkg1NxbhPB5CQT9KHlFqJFCRM/EAxLRuhOkZMXWFlqiQ0j86uLicsCM+ep/MfnWb+ErK8VXUoSi5X5XpS0xdw4t2aKiaUSmTcOIxdnxt7udHE2DIXKFHC3kZ+SnPsH4//5vhl2zmOHXXYu2h5ezUjocPL2TkWr1uCG1y8XFxeWoYdpVkD/CSTA/7SrwBPZ9zECUT3NywJz0VSga3bt99IdAdRK+E6kCoQ58fLIV3rwd3n3UEWQs3RFWbJ0hiSsABSNACAqS6xgwiCRQAsNP2Z+rykEI8KpW9nnQ40TshLwmIwocEcnIGIMe7+JyLKKqAUaMuI5gcDTgpc9IL0tX12psW99rPUKo+P2V3Qnt90dc8VBRcQHFxSdSXHxSjrgCEAr13q+EUAkGR+xH3S7vF3ocNu6//35eeeUV5syZg9/vp7y8nPPPP5+Pf/zjjgOHqtLQsPcFU6NGOXlnP/axjx1Um8rKygCIRqM520eOHJmNctmwYQOnn346gUCAkpISFixYQGNjY0751atX88lPfpIxY8YQCAQoKCjghBNO4Ac/+MGgib6vueYavvCFL3DFFVcMub2ZTGY/r9Blf1EUhT/84Q+oqtNXuuWWW4jFYgdUV2dnJz/60Y9YsGABlZWV+Hw+8vLyGD9+PNdffz0rVqwY8LjrrrsOIQR+f+8Y9zOf+QxCCDweD21tbYOe07ZtqqurEUJw8cUX99sfj8f54Q9/yNy5cyksLCQQCDBmzBiuv/56Vq1adUDXORA971/fa3A5ONwIFpcPPEIIfvC5i/nB5/rfvA4VumHx+Btb8GgqZx8/CqEImmJpOlImEa+C1zYwDAO/1wdSoloZFNtEGhmn+2xbkOkWJaR0bLtwVodnUVSnHIAvAAXlgEQdNQvZuIWxqSh/+LAfcH7U/aMmYrQ6HYvAmR9DCUaQI6fR+af/QbGM3nwsqoLERlp2b04WgEQXViKIGvBhGyaqz4M3EsLauspZMSkEnqpRKIGwUz4ZY+OKFWxtjHPatBoMw0TTVNcCwsXlMDHsyksZdqWzWqf11ddZ88WvY8bilMwcQ+GEYQhfcB81OJixTjZ+/b/oWLEWK2MgFNFPZFHUPt9jIVDDYcZ/7YvUfPSifdavhPIJnP0JrLpNiEgxmiuwuLi4vN8IV8CcTx+eutu3QaodTvisE+0X3QmNq6Fz28Dl9QObRABAC0DV8fDC91DkIBO1cz7lWKZ11ULn9gM7zSAjzJJQktquPKqnzYBEG/gioHkP6BwuLh80FMVLVdVCACwrTW3tXRhGR5/9PoTY+/SNrndQX/8AprmXiLgcNMrLP0wkMnGvpcLhcVRVXUYm00QwOAKfr3SI9bv0YKYk0e1gppxbcf4o0AJH5zj5nXfe4ec//znptGNd2dzcTCKR4Ktf/Sp33HEHtm1z33338fnPf37A419//XV27NgBwNVXX31QbWlubgYYNHn87t27OfXUU2ltdWzN0+k0O3fupLy8PFvm//2//8d3v/td7D5zHel0muXLl7N8+XJ+85vf8PDDD3PCCSfk1H3DDTcMqY0vv+xYdfr9fkpKBs5/eSxh2zq63oZt6yiKF6+3GEU5tL/1M2fO5JZbbuHnP/85dXV1fOtb3+JXv/rVftWxdOlSPvrRj9LZ2ZmzXdd1YrEYmzdv5m9/+xt/+MMf+OQnP7nP+q6++mp+//vfY5omDz/8MNdff/2A5V555RXq6+sBWLRoUc6+t99+mwsuuKCfgLlt2za2bdvGHXfcwXe/+12+853v7MeV9qe2tjYrAs2aNeug6nLpxRVYXFwOAdfc9jgvrXZ8cy8+eTxfu+ZkNjTHEMCkPCjyGoRVsEwdUwmi9aw+6ulTGX1XOnRPbAoBipK11lHKR6DklYJlYSc7oasFpMTe+DpYOiIQZGRRgK5mQViTCFXFW16NUjkeLANz83IakrCl6nhm7Hqt93SW3WfNo6DvCki7qwPV70X1efAEA2xP+xmtdnuES4kV70IJ5YFQEAIm5Rv8/Stn4o3WIrBpl16scBlleQe40tPFxWVIlJw0n9NeW4q+axPUrcPqiqLkVeTYeQ2E1DO0/vXHdKxwwu5Vrwo2WFiObbdwLMKEIno0WcdKMJEg/vYrMASBBUCJFKFMnHewl+ni4uLywaJ2GWx82Hnuy4eK6fufU2UwFA+MOgMsExreciJezDSsfxCQA6yPBypmOblo2rYckLhi2YIt7cXEMhpFgTSjCjtzomRUBaYPS+Cpuwt60kSMORtGnb7f53Jx+SCjqn6GD7+OVGoXbW2vYFlJIpFJDBTZ0oNlZaitvQvbHiSf04CYxGLr9ymwAASDwwgGB7bmdhmc6HbJ1oclO/8jMfsEFWkBGHGWYMxCQf6oo0toue222wgGg/zyl7/k+OOP56233mLkyJGceuqpDB8+nF27dnH33XcPKrDcddddAJSXl3PmmYPb2u2LLVu2sGXLFoB+4kcPv/nNb1AUhVtvvZUFCxawcePGbCQOwE9+8hO+/e1vA3DiiSfy6U9/mgkTJhCPx/nPf/7Db37zGxoaGvjwhz/MihUrGD169IDnGYwVK1bwwgsvAI51VU9UwLFIJtNKNLqKWGw9UvZGqgrhIRKZTH7+DHy+QydA3Xrrrdx///3s2rWL3/72t3zsYx/j+OOPH9Kxu3fv5sILLySZTFJWVsYtt9zC8ccfTyQSYdeuXdxzzz089NBDSCm55ZZbWLhwIaWlexeWTzrpJEaMGMHOnTu57777BhVY7r33XgAikQgXXHBBdvvWrVtZsGABXV1dlJSUcMstt3DKKafg8/lYu3Ytv/zlL1m7di3f/e53CYVCfPnLXx7iO9Wfnu9EIBDg2muvPeB6XHJxBRaXY5Jf/OMZfvzXJygtyuMfP/wU08cfeGexPZbKiisAj762mRsudToAEgh32ySAk/DetEynb2wZCFN3UkMnOh2fbykdWwhpIwRIX8CxD/OHUaonIXwBQMDq/zgVShuZcFY2yXQCtbiSvDFTnIlQPYVSMgyh+TDefgIskxrA9CaR5HbPNa8HM5VxNgqRjW6xdAPZncOlLib5wTqLP5/ae5wSCDm5YbIbNPLtLpTuhIr5QufV2mZ25eUzrSKCTzt2OxwuLocbRdPw1YwhtuxJ7Fg7Rt027FgngXnnDnqM2d4E6TgoAmyJ5lUJVJTgLS8nvm4Dtm0jDYmUEtvqk+xeQHL9SjL1dfiqqt+bC3RxcXE5Snj39Zd5/u9/QlFVzv7ULYyYPvPAKmrsY/WQiULLu4ekfaheRywRCmi+PvldBrARm3AhxJsd+zIzDav/ccCnbU4E6Uh6saRCQyxM2KtTFs61jfXYe0TgbH0GpAnDTjpw6zUXlw8gQggCgWqkNDHNGB0db2JZ6UHzsOh6Sz9xRVXDWFYKsAY8BiCZ3IFpxtG08KFsvguw6T6bVb+TA956zRRsfVSy9THJjM8Ixl92aNz7V65cOeSyo0aNIj8/v99227b5/e9/n40+OfHEE7P7Fi1axG233cYbb7zBrl27GD48NxePZVnZCeTLL7/8gAWHTCbDTTfdlH092CSwbdvceuutfOtb3wKcSe4etm3blt1+00038etf/zpn4dmCBQtYvHgx8+fPJxqNcsstt/DYY4/tVxtvuOGGrOvI5z73uaFf4AeMzs63aW19ccB9Uhp0da2iq2sVJSWnUVAw+5CcMxQK8etf/5qLLroI27a58cYbWb58+ZA+cz/5yU9IJpP4fD6WLFnCtGnTsvvmz5/PFVdcwTe+8Q1uu+02UqkUzzzzDIsXL95rnUIIrrrqKm677TaWLl1Ke3s7RUVFOWVs2+aBBx4A4OKLL86x57rxxhvp6upizJgxvPzyy1RW9qYjmDdvHtdccw0LFy7k6aef5pvf/CaLFi3KKdOXge4DqVSKHTt28Je//IWlS5cihOD222+nutodyx8q3BwsLscc7+5o4Gs/v4fWzjgbttVz0/+786Dqywv6qCwKZV+Pqy6kKNgbAtnRx4FBAhnhw7YlwkgjpO38yAs1G7EiVBWRV4gorESEChwBQ09hb1mGFWvFbq8juxxQ5vbWpG0jCirRKseijZiGEipAprrAMrHTKdLbN1PatBmlz4+O4tUIlBcSnD6X4LS5BMZNdnKzKApIHOsw06JczRDTBT9erbKmXdCcNxrvqVdhF1QiEUjNS7pycr81kXl+D++2xLl/TT1mXwsyFxeXQ47V0YQda8++NnZuAMDW+/sBZ3ZtpvUfv8A2DCpmj8Ab8ROsLmfs5z9F4RTHxksgslEsiiYQqsAT8pA/LILi1eh662Wk6Xrpu7i4HDsY6TRP/fbnJDraibW28MSvf3LglYV7LUwQChSOOvgGgpObpW4ZbHkatjw1eLmRp0PNXJh0kZMTpmv34GV7KBgJFTMZaCV9ZSTBzKqmbA4WI1QDM64lO+TUBvH53rYUlt8Olvt74uLSF13vRNd7vfwTia3Oohfb3KNcG42NT+RsU9UgeXnT2FvUi4MgkRjEktDlgNl0n82q2wcWV3KQsOp2yab7Ds04edasWUN+PP/88wPWkZeXx5VXXjngvp5JZillVkjpy/PPP09TUxOwd3uw9evXs3LlypzHihUreO655/jZz37GzJkzefbZZwE444wzWLhw4aB13XjjjQNuv/322zEMg4qKCn7+858PGNU/ZcoUvva1rwHwxBNPsGvXrkHP0xcpJddffz3vvPMOAOeccw7nnXfekI79oLE3cWVPWltfpLPz7UN27gsvvDCbx+Sdd97hl7/85ZCOa2hooKSkhAsuuCBHXOlL3+9AXV3dgGX2pMfyq8cmbE9efPHFbH6gvvZga9as4bnnngPg5z//+YDCic/n4w9/+ANCCHRd5y9/+cug7Rjo+37iiSeyaNEili5dCsDf//53rrvuuiFdl8vQcAUWl2OORDJ3ojGW3J8w6v5oqsI931nIxSeN47LTJnDnN85nZFGQ6ZV5aIrgoc0JnqvN0GFpRNUwpqKRwJvT1ZX5pcieJNBeP4rmRRES0oneQpYJRgaBjVJUCR5fTuJoFAWhaVC7BtnVnN0sQgXgDWA01SG7J1m1gA/V50UN+AiUFqIEQgTGjiM0eiTC2OP9kNIRdITArwpuX6/y3e0j+OYKPz+9/00ylZNITzqD9LiT8eYV0alEsISKBKL4adJVigIePIpCe9IdOLu4HE6UvCLw9t4XlIIymv74Q+pu/SyNv/0eVqJ35XDX0oeQGcerIFSWx6Sv3siwS8+m4+G/Y2xajjfiy6lbCIHqVSgcU4g34sMT9ND++L3suPWLdDx934AijouLi8sHDcsysYze/oyRPoh+5LiPwIhToHQKTF8MEy+CiQsh2G2hoXjAGxl6fcp+mhPseAHeuaM3x1/xeIYyGYuRZLBhpF+zKA0l8IbCtKbzWPHMUhpj3b9LZhpKJg9cbbIVEs0D73NxOUbxeCKoaqDP63x27PgD27b9iubmZ7Pb29tfx7J6x42hkPNd7uh4HcgVY/ojaWlZwu7d/yIe33RoL+AYJbpdOpEr+8Gq30mi2/fvmMPFrFmzBo0CmDJlCjNnzgTg7rvv7re/xx5szJgxzJ07d9BznHfeef0mgGfPns2HPvQhvvKVr7Bx40YATj75ZO69995BLY9HjBgxqHXT008/DThRLV7v4DlAzj77bMARTV566aVBy/Xlc5/7HP/6178AqKys5I477hjScR80MpnWIYsrPbS2vkgm03rI2vCrX/2KSMTpK333u99l9+59Lxa57777aGlp4Z577hm0TEVFRfZ5JjO0ce60adOygs1AAmTPtrKyshz7vGeeeSb7fMGCBYPWP3z4cCZNmgSQtaY7UD7zmc/wne98Jzfvs8tB4QosLsccsyaN4MpznVwAPq/GrTddctB1jqsu5PYvnM2vbj6LYaV5ABQEPLy0tY1oxuSVBp3Hd2ZY3phmdzTDpi6bmOV0WqQEO1yMNXoOorACxe8kppaKhuHrM6jWvODxIzMpZDqJCIRQCsuRo2dD2SjU4kqE5nGObXNWXshUDCwDz8wzMUzLsQHq9iRVfV58lVUokQIUXwB720qshq14C8IIj1MPQmB7vKheD0uafSyPBnj4B4sYN7yEpSu2oxu54eYCKMiP8HJXmJfi+bzV1TtB69cUIj7XldDF5XCiBMKEz7se7/jZ+GaehuXNR9/leBcbDbuIvdo7GM+x9wP8U+YRW/5K9z5B0dgiqk8egyfUcz+ASFWYvJoi/AUBtO7vs97UQOdzj9H8z99gtOQm5HNxcXH5oOEPhZl78RUACKFw6tXXHXhlqscRWWYshtJJzoIWf74jNgDYRm5Se7GPoZuvYP/b0L7ZybcSawBvCMZ8eO/lO7dD2yb2ZjlUMe0E/JE84s2NpDKwtb2QlNHdBxxxMngGsSLyH0D7XVw+wCiKj6qqy4hEpnTb6ggsy7Hd6+paSyrVM5GYe2/w+UpzBJehkMk00dj4OB0dK7Btd1HcwbD14SFEruyJhK2PHPxEp5RyyI/BokKqqqr2eo6eKJa3336brVu3Zrfrus6DDz4I9E/ePRQURaGgoICJEydyzTXX8Oijj/LSSy/tNXH8YG01DIMNG5xI/gceeCCbl2WgR9/8Ltu37z3/mG3bfOpTn+K3v/0t4ET7PP7445SXl+/1uA8q0eiqfRcagK6uAztuIGpqavj+978PQDwe5+abbx7ysYri3DsTiQRr1qzhwQcf5Pvf/z4LFy7MChng/N2HSs9nv8cmrAfLsrLfjz3t81at6n0/IpHIXj+v69evB/b+WR3o+x6Px9m1axcPPPAA8+bNI5FI8P3vf3+/3i+XveMKLC7HHEII7vzBjWx64sfsfPbnXHjGrMNyHkWInMSeXk0hYdhs70yDELR7imlSCmj2FGF7HFHFKBqBFSjA9udh2Rb+YADChaQj5YgR0xHpOLTVQioG8Sgy2emkTckvhW5xBZzUpebONVibXsd69zVkRyOMOx4hBIpXQyurJHTyOWiBwB6TrBLV56Ng+lQKL1hExVd+RtvCr/LJnZP5Zetofv+V8zl52nDau5xV7/9eupYdDZ3Z99WjaYS8GtOr8ikIeFFFb9+yJj9AwOPmYHFxOdxopdUET7+UwAlnO1Fte2Cn49iZJPlnX46aVwiKQmjemXirRqD4e1dJCiEoOHkBY264nKKJ5RSPLyZ/ZCneyhrUcK/4KxSBndFJrF5O46+/Q/z1Je/Jdbq4uLgcKU6+8hpuvP0OPvX7vzPrnAv2fcD+IPbSV5KDDPA9IVADkOoWZhQNymdAZIi+2usfhGW/gtf/z7EXUzz7PqaHiQvh9P9xonD8hVA9F/+EMzBzohoFhqVA2VTHYmz2DU55tU+kZPl0R+BxcXHJwecrobz8bEpKTkPsIbLqegfx+CYKCo7H6y0GBOHwRMLhCf3qycubjqL0fOcEihJkoIi1trYXqK29C9t2I5MPBDPlJLQ/EHY+KzFTR341eU80wGAsWrQoOzHdN4rlqaeeorOzE9i7PRg4k8N7TgBblkVHRwcbNmzgzjvv5IILLhg0cmVfbe3o6NivSfEeeto/ELquc8UVV/DHP/4xe+6nnnqK4447br/P80HAtnVisfUHdGxX13psW993wSFy8803Z/8Ojz76KA899NA+j+no6ODb3/4248ePJxwOM336dC699FK+853v8MgjjxCNRg+oLYsWLUII0c8m7Pnnn6e5uTlbpi9tbW3sL3v7rA5EKBRi2LBhXHLJJbz00kuccsopgGOl12N153JwuMvJXY5ZRlYNvhLiUBDwqJw3qYKnNjahKYJh+X7iusWoAj9FAQ+qANCwJcQMSUI3EEKhU5ZRYbZTJgRS2pBO4Dc7kLFm0mqAnPSfto3RXo8nko+dyYBtIPwR7HAZSv2GbDGraRvBkBdl0iywbSc5fSCILCjB7ui2Y/AGnJWR0kKJFOKdNAfh9TN9XDUP/Cg3qdynL5zNq2t20dKZ5Mu/W8IDt15OyO/NdoDKwj7Kwj50y6axK41XU6iIDOK77eLickgxmusw6nfgrR5F+ITTSW1Yib5rC56q4QQnTcXucKJMlHAR5Z//AVLa2QF75Y1fo+6X38NOp1CDPsytKym57mtUfOxmkBLRvdKm7Y//Q3LXbjJdCbIyqgQrnSH26tOE5w+cgNXFxcXlg0Kk+DD1I4vGQvUcqH8bfHmgJ5xIlr1h7LFS3TahaRUDr6VTnEgZ2ScCJd3R+3zHwJ78vQiy9/384VA12xF0ZuQmf62ZfhybXlwCUpJfWUXk1MshVOKcO1zulDdS0LQaPEFHfHFxcemHrneQSu3G5yujuPhUGhoexrIS+P01tLQ4i1o8nnxqaq5GUXzZ8VhBwQl0dr6ZrSeTaWX06JuQ0kIIFcOIsXPnnwY5ZyuJxDYikUkD7ncZnOh2J4H9gWCmoGsHFB3ht31fokZlZSULFixgyZIl3HPPPdlE8j32YLNnz2bChP4i3+FgsLZaVu9v3PXXXz/kVfqD2Y0lEgkWLlzIkiXOd66goICnnnqKefPm7WeLPzjoehtSHli0m5QGut6G3z9wkvb9RVVV/vjHP3LCCSdg2zaf//zncyy49mTDhg2ceeaZ1NfXZ7cVFhYyefJkpk+fzvz585k9ezZTpkzZ77YMHz6ck046iVdeeYX77ruPT3ziE0CvPdioUaOYP39+zjE9n9fS0tJs7qF9MZiN31DweDzceuutnHHGGQD885//ZNasw7Pw/FjCFVhcXA4jc0cUMmd4AR1Jg1UNUfJ9WlZc6ekMqAIMC7p0iezuH6SE4xEq9QyYPcq+xCes3HBjoeCzM9hNO5Dd/tnSMJAlo5BCQfSsdFRUVMtA+PrKMxJP5Sis0uEIbwilZjzCNJCpGCJSnLUbA9ha28r//PEpDMvmWx8/i9NmjuTN33+SutYupowqw+8d+FbiVRWGFwYP9m10cXEZInrtNjru+bWTs0nVKLrqFspv/AbSMAAbq7U3caNMdkGkOGc1pH/kWCITx2I0Op1NK5Wha+lDFF/1uZzzqF6NcHUpqt9LqqXPxJwAJZw/YNvsdBKZTqLkF/Vbgeni4uLi0o0QMOkSmHAR7HwJtg5toD0wA63etfffuqaH0R+GquOcnC16F+TVZPO+WKbBzuWvk4p2Ujp2AmVjJxApq8BIpwgXlyKUAe77ngDUDO7R7+JyrJPJtFJbe1f3JKagsnIhI0feCFjU1T2QLWcYUVKpWsLhsdltBQWz9hBY6rGsNKras+ht76v7VbV/RJlhRBFCRdMGsflzOWBxpQcjeWjacbi5+uqrWbJkCWvWrGHz5s0MHz6cxx9/HDgwe7BDTWFhYfa5qqrZvDEHQldXF+eeey6vvfYaAOXl5TzzzDPMmDHjYJv5vuZgI1AOtRXh7Nmzufnmm/nVr35FbW0t//3f/52N0uiLlJKrrrqK+vp6vF4v3/72t7nqqqsYM2ZMTrkdO3YccFuuvvpqXnnlFZYuXUpHRweRSCQbVXPVVVf1K9/zeY3H40yfPj0bIXY4mT17dvb55s2bD/v5jgVcgcXF5TDzTl2Uvy7byXmTK1C9g6vMSdPOWmhF1TC1lKKlWnCCvbsJ5iM1L0JPguZBGClHhLH7rELMJBFtO7ELq/n/7J1nmBzFubbv6u7JM5vzarXKOUsEiSSRDSYbg8E2YGzjg40B53CcsM9nGyewwWAMBoONASMQQSCShBBJOeewklab8+TQ3fX96NnZXe0qZ9T3denSdHd1dU3vzHRVPfU+rxJssM7OKkKmEtBRD4Bw+xBCQSLQ+o1AeNMTopoT4e7dmf7sD59gc3UTAEvW7WTDf39ESb6fknyrc71pRz3/ee1jKorzuPnKM4/KA8HGxqY3ic0rLXEFwNCJb1mFo2wAwuGwRFghrMRP0ENE7Y4Z6zky1Ntbe5VJukqpn/MCiqriH1qJEWxDcTpw5mTjyMnFaG9Gzela3Z2q3kTkrX+DnkKrGI7voi/0PdlmY2NjY2Ox7r9Qf4Ae5Q5f72iWw0XROBg0o2vbm9fj8I7FH1O3bjUA7TXVeLJzCBQW4w5YuQmbtm4m2t5KfuUg/AV9rxC2sbHpSTRa1W2FuCQS2YzPNxDQcDpzicdr0scEDkfPBS5S9s6TpOuhjMDicGTjcpWQSFjjQ0VxYppJhNDQND+mGe9xbnPzfNrblwKCgoIZ5ORMOHxv9BOE5tl3mb3hOEHWJl5zzTXcfvvtxGIxXn31VUaPHk0kEkFRFK6//vpj3TzcbjcDBw6kqqqKxYsX77Xspk2beP755xk0aBBnnHEGFRUVmWPJZJKrrroqI65UVlby9ttvM2TIkD1Vd9KgKM5DPP8A7Ej3k1/96lfMnDmTmpoaHnzwQbze3l+oxYsXZ3Ke/OQnP+F///d/+6yrurq6z/37w7XXXss3v/lNUqkUc+bMobCwkOZmy8a1LwFy1KhRAMRiMdasWcO4ceP2WPe9996bibY544wzDrqN3S30HI7D/7c4GbFnN2xsjjBvbmzElLCtJUJcN2mJptBNy2cUIJjQWVIbpD2eQlUEAshyaZSXlZNXOQxZPhLpDiCzijDLRiJyiqBoAOSWIYVqRcLsHhrbVI0Wb0fPLoWC/kinG5lXhjFwCmblBMySoRj+QvS8ii5xZQ9IKdlW0+UJ2dgWpiPS1eFubA1yzs3/j/975GW+9ssn+PFfZvZVjY2NzVFAK+yZ6FEr6NoWioqSW4ZweRFuP0pOSZ91eCf2XOnjGTkJmYwj49akXaq9jZrnn8eIp0hF4kSbowy693F85SUoQie+ZQ31D/6c9jnPItPhzvFlc0G3Jgj06o3odXtPIGljY2NzUhNr3T9xxZOfzpeiwOCLLOutI0X5KXs9HAu299iOB7u8y2vXrmTTu2+ya8USVr/6AtH2NmxsbPaN01mwx+2CgulkZY3F4+lPcfEluFw9hUtNC3TLuQKgoChuUqkgUkqi0e0ZcQXA5xtMVtYYpNRJpdqpr3+VmpoXMIwYuh5NiysAkpaW9w/3W/3EkD3w4EUWzQNZAw5rc44YgUCAyy+/HIBXX32V1157DYAZM2bsMfH80abTImr58uUsXbp0j+V+85vf8OMf/5jPfe5zbNy4scexO++8k7lz5wIwaNAgFixYYIsraZzOfIQ4uIl5IRzpvFGHl0AgwJ///GfAst36wx/+0KvM1q1bM6/3Zov17LPPZl7run5A7cjPz+eiiy4CYPbs2ZnolXHjxvVpO9bdzuzvf+/buhHgvffe4/vf/z5f/epXeeihhw6oTbszf/78zOuDsUKz6Y0tsNjYHGECLitQbG19iPlbmlhXH2JnMMm29gTb2uIsqglRF05SEnCjCoFDVVAV0GMRhDQRuWXIIachB05CYFjJR410OGZBfwCEtvvqAQmGjqrHibhykd5cpOrCVJ0IVQNFQ7p8CHXfD0QhBDdc3JW47VPTRpKf3RXlsnLjTlraw5ntf73yAYZx4AnlbGxsDh3PmNMInHcNrmHjCZx/LZ5RUzLHpJQoLi9qXjlqbqn1W9AHWedcStb5V+GsGEzg7EvxDB5C/I1Hib/5GMk172HG49DN19iIRCz7r1gYqRuYKQOZTBD+6G3CC60BiXD2zMG0+7aNjY2NTTdUV8Z6a+/IdH4W08pl0rZt78Ude09cvHf23rcrGtLlt+/0+cku65fZbq/dhUvzMDhvNIOzRxLdWXcI7bCxOXnw+QZSVHQhPt8Q8vPPJDu7azJQCAdFRRdQXv4ZAoHe+S6EEPTvfxNe70Dc7gqKii6iuvpf7NjxKDU1z2EYPSOWDSNBMtlT/IzFttPUNA9FUYEuJwZVPbSV659kNI+g8oK95zDZE5UXCjTPwZ17LPj8563cWwsWLOCFF14A9p3c/mjy9a9/PWPLftNNN2UiCLrz2muv8eSTTwIwYsQIzj333MyxuXPn8vDDDwOQnZ3NW2+91SO65WRHUZwEAqMO6tysrFGHHAGzJ66++mouu+wyAFKp3jZkBQVdQvWcOXP6rOOZZ57pIWAkkwduh9YZqTJnzpx92udNmzaNSZOsObeHHnooU7477e3t3HbbbZnt22+//YDb1ElHRwc/+tGPAOtZcTxEnX0SsC3CbGyOMDdM6seTi6tpj6VYV91OVW2Ir5wzCK9LoyOuE0zo6IaJacpMv9UwTHB0N8iWoCdQI80ZuzBTcYBQEDlFiGQMGYtAIm3aqqigOjA1FxHpIKJbETMCSZ5i5X0BUPdzkvOB736Gy88eSyplcPHUET2OjRnSD4/LQSxhPbwaWoI8+MzbfPPGCw/yjtnY2BwK3snT8U6e3mNfctW76JuWIDx+XNOuQsktRpoGsn4zMh5G+PNRigZmygfOuJjAGRcDEHvjMUjnczK2rcA1aAL5F15Cy5uvgaJQ9vlbUHxZOAeOJLZxdY/rGh1W9Jtn2mVE5z6DGW7HNXoaWmH5EbwDNjY2Nic4Th+Mud7Kv6LHIBHqu1ysm4VjeB+ihaJBag/17At3DuQM3GuRwsHD8GTnEOvoIKesHw5P1xLurOJSyuIFuDXLqkM2SKRhIlR7rZ+Nzb7IyhpDVtaYzLauh6itnUUy2YzPN4SSkksAQUvLAqLRnXg8/SgoOAchFDTNT1nZVQDU1b2CaVqiSjxeQ1bWGNzucuLxGhTFRW7uqaRSrd1sx7qupyguiosvpqVlPkJoFBXZ47y9MfhKwdZX5IHluxIw+IpDF1dWrFhxQOULCwspLz+4fvnFF19MQUEBzc3NVFdX43a7ufrqqw+qriPB+PHj+e53v8u9997L2rVrGT9+PN/5znc47bTTCIVCzJkzh7/+9a8YhoGiKPz1r3/tYXX+s5/9LPP69ttvJxgM7vP+jho1Cqfz5BEgs7PHEwweoJ0pkJV1ZPPXPPDAA8ydO5dIpLdt6plnnklhYSFNTU08+OCDGRu47OxsqqqqeOaZZ3jllVd6nBMMBg+4DVdccQV+v5+WlhZaWloQQvSZf6WTRx99lKlTp5JIJLjyyiv50pe+xDXXXIPf72fVqlX87ne/o6rKcoG45ZZbmDZt2h7r6utzapom4XCYxYsX88ADD2RyzNx2220ZizKbQ8MWWGxsjjB5Xid3nWMlzFpZ3c4Dc7fw30XVZAvBgvUNlBX5mTgkn3hpFh6HikcTOFWBIc2MECKFQiqZpLuDpDBTlsCiOUFzoniyMBMxkBLh8qA7PLR5SztLA5A0odF04hImWV43Ttf+CSxCCC46fUSfx0oLc7jpijN5+Ll5mX1Vu5oO6B7Z2NgcOYzWOvSNVpJTGQ2SXPEO7hk3YOzagGypRnG5kfEw0u1DZBX1Ol+oWrfxoUAoGv1vv4viq69DcbsxGqvpmPMMjkFjSaUE0dVLUB0CxeXBmZtN/KNZaKVDCFz1dQAa3nyH+kf/SdGF5+Lt37UKLNHcwtYHH0PqOoNuuxlPv+PDXsDGxsbmmFA02vpnJGHDLAjWguaGjh3WcdULxgFkQzYPzN6iE+nJh1Nu36+oZ39BEf6C3s+R8rETidesyWwL3QTdBFtgsbE5YFpbPyaZtMZakchmQqGNGEYsY+GVTDbhcGSTkzOpx3m75ztQFBfl5deSSrUjhINgcDWmmSQ7+1SCwZVImQBA0/w0NLyOzzeUAQO+iq6HCIU2oush/P4RmQiBVKqDtrYlCKGSl3caqnqIyUhOYLIHCsb/j2DlX/dfYRn/P4LsgYcusOzN8qgv7rzzTu67776DupamaVx33XU8+OCDAFx66aVkZ+/dfvxo8+tf/5pUKsV9991HbW0t3/rWt3qV8Xg8PProo8yY0ZVnbPPmzbz//vs96vn1r3+9z+tVVVUxYMCAw9L2EwGXq4CCgnNobp6/78JpCgrOweUq2HfBQ6B///784he/4Dvf+U6vYx6Ph8cee4xrrrmGVCrFI488wiOPPNKr3Le+9S3effddli1bxoYNGw64DV6vlyuuuIJ///vfAJxxxhn0799/j+UnTpzIa6+9xrXXXktrayt///vf+7QLu/baazORVXura3+48cYbM5ZqNoeOLbDY2BxFxlfk8Pebuix7Xl1ew98+3kFKFWxvj6EIyMpyAYJ2Q8OtmCgIdKGgaB5MRUMxdSQgVRcIgRQxhJRWHpb8fjQnVF5aUsPOxlru/mx/TFMiJWR5nMRSBoZp8vPHFzDz3XUMLs9l1q+upyTPf0jv6+ufO59n5yyiLRjB63Zyw6VTD+1G2djYHD5Ms9d2bMUCou+/DIB70DDcA4YiU0n6GtY5Jl5AatkbxFtaaFu3E3PRD8g++yJyzz4PvW47rc89DEgi9S0YcSt82jtiDPnnX4CxfgEGYGxfAy4Pu177gM2/vx+A7Y/9k9NfepbY+qW0vvESO99aS7zJ8uyvf+c91EmTiDe3MuyaSwjNfZNURzv9b76JgvPOZe1DTxBtbmPs12/BW3j4/XttbGxsjhtUJ4z+bNd2w2pYN/PAxJU9IsDhA28RKAq0bbFEnPJTINxAW9zLho2tsPlJhpxxNoVDD26FoxACrTIfY4cV1agUZyFc9jDUxuZgkLJnvy6ZbKK9fXmPfboeZnfy888gmWwlkWhGUVy0tn6IrgfJyhpHff2rRKM9LQYVxYXPN4xQyIpODoU2UFp6FU1Nb2bqTySacbuLaWn5gFSqg04rwWh0Ow5HNqrqAyTxeF0msqa9fQWmGSc3d8onWoQZdq0CmKx8aB+RLMISV6zyJx7XXHNNRmA5nuzBOlEUhT/+8Y/ccMMNPPTQQ8yfP5/a2lqklFRWVnLhhRdy5513Mnjw4B7ndSZBt9k3OTmTAfZLZCkoOCdT/khz55138tRTT/X5t7zssstYuHAh9957L/Pnz6epqQmXy0V5eTlTp07l9ttv59RTT+X73/8+y5Yt48MPP6S2tvaA8wvdeOONGYFlT/Zg3Tn33HPZsmULDzzwAK+++iqbN28mFAqRn5/Paaedxq233prJfXSgOBwO/H4//fv359RTT+WLX/wiZ5555kHVZdM3QnZm2raxsTnq/Hz2OhZsbeG60yrQ0qv4Tu+XTXZ60CmQONL7FQHCNHCZcUxFIykVAmYMaegIJFJz0GY4qQqbSAT9c728vKqOuZsaiesm103sxxdO7c8/56zgOw+9lWnDhCElvPWHLxzye6lpbGPJ2irGDatgYHnhvk+wsbE5aiQWv46xfTU4XDinXknHzIfA7Mqjkn3e5ahDTkU4XH2eH9u8lqr/+xFGIkW8PY6pSxx5efS/4WqSq9/HNEzC1Q1dJygKA279Esa2FZldjvEzWPnrJ2hfsiyzb+g3b6XplZnE2mKEa8IIxZJ4miIp4ro1SFdUhUGVWWiaglBVmkUONWs2AeD0+/jC6nfw5OUerltlY2Njc3yz+hloOMiJH0XrimRRHOn8LUDeEFDd0JSOMhlxBWbJFD5+8hE6h4qKkJz+hS8jHAefQ8toCYMpUQr8mVXvNjY2B0Yq1U5NzfPoehC3ux9gEI93WQQK4aCi4oY+E0gnEs1UV/+L7jmVNC0L00ximvFe5V2uUhKJrrqzsyfR0bGs27nZ6HrHfrddVX0YhmXZoyhOKiu/jKp+svPydVRJtr4k2fGmRO+W9kbzWDlXBl9xeCJXjhX33Xcfd999N7m5udTX159U9lg2PUkkmgkGVxIMrkPKrtwnQjjIyhpFVtb4Ix65YmNzLLGXDtnYHEM8TivpSjihk+O1OiMLq9sp1FTG989G7eYBakoAhZjqxZDQGNUZVVIMpo40dBKmwraGMJ12YPXBOC+t7uoQ/2fZLm48pYJwrGeCrlVbG6z8LIc40C0vyqW8yJ7k3F/MRJzQuy9hdLThGXc6zrJKkrVVGM11uAaPwVFaeaybaPMJQUqJc8K5yLFnIZyetLWgA5lMCyyqhjJ4yh7FFYDaR/6IkUiRiqUwdWuyLdXaSse6rXgUBSElQlVIdMQJ14VR/T70zoF9OoLGqKsie8xIWj5aTCpmIBTB+n+9yI61NUgg16nidykoisDUNNCt3yrTMGmuD+PSFJxOlcamxky7kuEIax99mpGf/wy+suLDf/NsbGxsjje0Pf1WC/a6TFooMO27ULsYpITqD7sEltYtPctWzYOSKfRah9e8AUonHGTDQc0/tIjpTyKh1ig1W1rQHAolg/IwkgYdzVG82W4KyrKOdfNsjkOsvCrXoCgONM1Pbe0LPY6XlFzap7gC0Nj4Bt3FFQBdD+J0FpBM9hZYnM78HgKLrocRwpGZPNX13vkN9kanuAJgmkna21eSmzsBRdlzH/REJ3ugYNJdgnG3SYLbIRUFhxeyBnBCJbTfE//6178A+NznPmeLKyc5LlcBhYXnkZ9/FslkC6aZQlEcOJ35RyyhvY3N8YQtsNjYHEO+PG0gby+v4p1VNYwr9aFpDpZt76C5I8F1p/fnM5PLUQSoikBKSVyXNIYSKKpK/1wPqiKsFYiaA1M3UUSnEANuTcHrUImmrEnUbLeGIgQ3XjCWe558DzNdsDDba68iPEqYsRBmcw0iq4Dg/FeJLv8II6UTXr0Y1eVA0TQUVSG66G1yrrgF5+Bxx7rJNic4Ukpk7QaItIKiQtlIhDcb/4U3EJ73PEgT3zlXozj3btGQ7LASI+/+W+EoKqXgos+TqNqAz9RY+b17MJMpCCbY8Me/M+b2K9HTUSxG/TbKzzuLjX95AmlKDN1g19rqzHRgW9JAxRJ7HaakUwpWACOh05Ye9ytCWJODaZb/+s+s+fOjVF7xKVSvh1N/eAfuvJxDu3E2NjY2xyuDL4D6lWAkdjuwJ3FFWDZjI64AdxYMOs/a3bIRgrus16oTDJ3MxKvTj6JpDBqYxbaqDgQwKK8N4bIn/A8H8UiSYEsEt9/Jug93YhrW365xZ89IgNZ+WQyb3O9YNNHmOCWVClJT81xGFCkvv5aCghnU17+CrofIzp6Azzdoj+d3Fzi64/ePRFWdGEaMjo6VmXLh8Abc7jLi8VoAIpFNu0W1HFxup07a2j4gGFyJx1OB19ufrKzRh1Tf8YzmEeSNPNatOLw8/fTTLF1q5f756le/eoxbY3O8oChO3O7SfRe0sfmEYQssNjbHkHyfk8TmDXy8cRfvAQNPOQ1Pdg5gdVe3t8cpCzhxqgoS2N4a5fof/JtBpbl88MDNPepyagrDiwLUdMRwKAoD83z878UjeOSDKjRF8PWzrc52jt/Df39+LT/5x1zcDo3f3Hb+0XzLJy1mpJ3Yu8+QaqzHiMWJNbeTCnX5pxvxFK4cn+UFZ5ok132Eo6gfIpB3DFttc8IT67DEFQDTQLbsRHjH4hwwkrxbfrLf1QQmnUbb/HdQXSpqygTNjX/UGMquux5z1zqEapByZFniSuelq6tp2dnM+pnLyCr0M2hsGY3/eBJpWBN4kp7TgVJKmhMGEmsdtlMRCCnpMCQhHVRh7U+ZYACaIvAIiUQhEoqy6qmZAKx7+kVu3fohDvcn23LCxsbmJMXpB1cAorsLLHtCWgJKyfieu8feAJtmgxGHgedBIgTb3gaHB0ZeDUDpmVdTnPsCRJtRys+GvD1P3NrsH5GOOKvmb2N/TLqbdwXJLmijuNKOELexaG9fhq4HAUgmmwkG15Cbewr9+39xv84PBMbS1vZRtz0qfv9g/P7BdHSsSi+k6VpMI6WOaaZ61JFINHA4MYww4fB6wuH1JBJNFBZOP6z12xxefvSjH1FfX09LSwuzZ88G4FOf+hTjx4/fx5k2NjY2n2xsgcXG5hjzvS+ez82/+BeJpE5/Z4KoSyWSMBCmJGGYbG6NEU7orKsPsXlbPYYp2VbXhmGYqGrPZHi5Hie5nq7wy8kVOfzt+om9rnn2+Erm33/LYWm/aZrMW7wBp0PjrEnDDkudn0RStdvQmxpJNLUgpcSI9gzDl4ZBvKUDoSi487PRsnKQsaAtsNgcGkLZ47YZas3kZdGGTEJoew7dLv/qXbjKK4nv2kHOGTMIjJsEQGLVfJIr5gEgUybRikq81TtI6SZ1LSmWfPVeZNoibLVHo8DrQFFBGlY0TJYmCOoS0zSJGRIh0sKKEMQNk0S3CShdWkP+zswxuilJKAKntI51kghFqPtgCf3Ps5P22djYfEIZdB6s/S9IE3yFEGkClPTrPiY/kyFIxcHp7drnyYXxn+9ZrmS3yFmnD2XioefpS8VihJrq8eTk4cnKPuT6TmRqt7Tsl7jSSaSjt22TzcmLovScvhHCAVjWXW1tiwFJbu4paFqgz/Pz86eiaT5isV34fIMJBIZjmjo7dz6Oroc6r9Kj/mSyabdaTI4U4fAGW2A5zmlububxxx/PbOfl5fHAAw8cwxbZ2NjYHB/YAouNzTHm02eNYd1zP6Y1GGFY/yJSpiSaMMj1OUkZJu2xFOvqg7yzvZ533lkBwKBBAxn+9RcZXBLgsW+cQb8C3zFr/+d/+Agz37ZCg79+/Xn88bvXH7O2HNf4cjASCaRposeSmLJrcCKlzFgeScMkFU2i5eQhsuwkcDYHRjSh88OnlrJqexvnjSvlx9eOg7x+0F4HmgtRNBAAmUqQXPgSpP22ZaQd5+SL91ivUFQKL/tMr/1GU3XmtcehsE6XnKIJ6utjBKNBpNk1ixRL6MSxou1cDgVUQSqSIks12ZYwM9EsCVPiURWklJiyy5ZMCDB2m5Sy8gOIXpkH2jZutgUWGxubTy4lEyB3EOhx8BaCHgOhguqAcAO0boW6ZRBO2/hoHnjvV9Y547+wlzwuh59EJMzKl/9LKhpFUVVGXXQZ2aXlR+36xxtOzwEMvwXklfQ9UW5zciClSVPTO8Ri1bjd5eTnn0U83kA8XovXO4Ds7LEA1NbOJJlsASAWq6Z//5v2WGd29jiys7vEVMMIdxNXoLuA0j1R9dHANA0MI4GqfnJzspzoTJ06lRdeeIFkMsm0adP4wx/+wKBBdnSjjY2NjbLvIjY2NkeaorwAIwaUoCgK7bEUC7a1sGhHKw5VYdOuDsyYzv1fOotHvn0Jd11/NrUdOoYp2VQb5I8vr+1RVyyRYuPOZiLx5B6udvhobgtlxBWAR55/94hf80TFVTYIArmYenrQsvtMcTdMXUcdPhXhtpPB2hwYf319Ay8vqmZ7Y5jH3t7MS4uqUQoqUYacjjJgIiK9elnGQhlxBcDsaNxTlXtEGjpa2ZDMdu2GBkbt2okRN0gkDXbP7ORSrD1SSoQiaImlaEma1MaMHuKILiFumCSlZZVoSImJpUF2r1NgdWIShokuJaaUmYTMi/73Xto3bzvg92RjY2NzwuDKAl+RpT4Hd0HNYoi2WPm23Dkw4WZLTCkaawkwSGjbCrs+7qpDmhBphOSBJao+EFq2byMVtSxRTcOgYdP6I3atE4HKUcX0ekDugWGTyskpsvuCJzMdHSsJBleTSrUTCq0lFFpHefk1DB58B6WllyGEimnqGXEFyCSX3l9U1YuqHrvFet2RMkFr6/vHuhk2e+GWW26hubmZYDDInDlzGD36k5s3x8bGxuZAsCNYbGyOExpCcR5+v4rVdUH09KrvMpfGmx/tBOD8caU8/LWpSHUnsD1zXkrvWmVU3xrmsh/8i6q6dsoKArz6mxvpX5xzxNqc5feQl+2jtcMamFeW5R+xa53oxFIGkWgMVRGkYj1904UQyG6Juz39ysBhr9yyOXBaQj0/Wy3BONLQCc1/hVRjLZ5Rk/GOOx3hy0H4cpCRdqugv5DW158DVQNnFgiFnGlnore3U/uff4FpUnLdDbhLyzCCbTQ9dT96Yw3uYWPZ4h/N5j8/Qd7WagwpCQmJYUgUIXAKiSGt6BZPOgJFmBLD5yPcbuWGEbuHn9AVtUL6kMBaT6kKULrbhnU7p3O3AJKGybJ7/8o5D/w/VNeerc9sbGxsTmjat8OGl7siVba+CaYBmFaullO/Dh27ep5jpn85TQNWPAGtW0BxwPgvQv4QDjfuQM8IDJf/5I7ISMb1Xs+8PaE51SPbGJvjHsOI9tpOJttobf0AgLy8aTideXg8/YnFrDGjy1VCa+uHCKGhaQEcjhw8nn60tS0mmWzG5xtGIDCURKKR2toXMYwofv9IYrGdGEb4qL/H3QmHt5CTMxmHI+dYN8XGxsbGxma/sQUWG5vjhF+8voGqlgguR9dgaktrBG+WC6dL44NtLbSE4lw8qR9nj97Be2sbKMnxcOdlozLl//XmSqrq2gGobQ7x6KvLuOfWc49Ym50OjVn338FPH5yF06Fx793XHrFrnegs3dVOeV45sqoKzN4ja6EoqG4nms9F9rTp1Nc1kFNQhMdtTw7b7D9fmD6Y15fuoiOaoqLAx+Wn9if03mzCH74JQGLLGtScAlz9h+CceiVGzSZQHdT9++8Y7a1E6tpJBmMAtLw9gXh9A/Fd1Rgpk7qXX0Fxariz3VYeFQladTNeXVCws4aYYdIe1zElKAJMy98LVUDSkKQAn2IQlIKGXS1W3mUBbk0llTJIpb8Wu3dMui/07ax7T3R+sxQBW55/FU9xAVN/9YPDcWttbGxsji+SEVj+OBjdIpa7r1pPhqFhDfSfBk3rrNws/lKomGodb9tqiSud51W9c0QElrz+A6k8ZSqtO6rw5RdSMX7yYb/GiUTd1pZ9F0rTUhcikOdF1WzTiZOVrKwxBINrMIwIquolK2sstbUvoOsdAMTj9QwY8GVKS68gFFqLaaZobf2YRKK+Rz0eTyWx2A4AwuGNNOyWqikcXndU3s/+YBgRamtfoLLyS8e6KTY2NjY2NvuNLbDY2BwnVLfFsFJxSNR0kme/30VJP5VkUseX5WJ9fYgzhxbyzzvPoi2cIOBxoHVLdJ/t6xn1kO0/8lEQp40dzBsPf/uIX+dERxGCgnOvomVRH2HvIi2w+DxkDx9M0unl9Jt+i1Q05jz8HUYNPnm9ym0OjFEVOcz95cXsaAoztCwLv9tBa0vPQbbe0oCr/xCE04M2cDztbz6PkY4m6RRXAEKrlmOmTExDIk3LfsuIp4jEUghV4Mp2oUeTmLqJoilEkpbVlxAgZO8UqBIIGiC7Ld2VacGkLMdFXUdvW0OF3tEsnfpk971muqwiBAqgps9pW7/5wG6gjY2NzYlCIthTXOmLtq1QeSac/k1IxcDhTYcNApq7Z1nNc2TaCfQbN4l+4yYdsfpPJOQBZLhv2N5GS22Q0dMq8WW7932CzScOhyOb/v1vIpVqxeHIQ1G0jLgCoOtBTDOFojjIzp5Aff1rfeZNicdrjmazD5lUqh3T1FEUe7rKxsbGxubEwF4OY2NznHD+8EIkYJiyW1Jngcel4nBancuqlq4w8Vy/q4e4AnDTxRO55pxRFOX4+PTUYfzPFacetfbb7J0pFTlEDPCMHNPrmFCsv6MQCkogm0vveYW61gj1zR387vHXjnZTbU5w8gIuJg7Kx+92AOAZfUpmQk3x+tBystCbdyLTOViia5dmjquuroGsIy8f1bebJ3d6XkgakkR7Aj1tdaK5NBS1S/JQBLjVfZvMS7AsEcvKkUJgyK5cK6qwhGZTSnTTyrHSeY7EEnBMKUlJy3osJUET4M/LytQ/6KpL9v/G2djY2JxI+Aohq9/ey3TmVhEKOH1d4gpAdn8YdD44A5BdAcMvO3JttclQPqTggMrrSYNdm5qPUGtsTgRU1Y3bXYaquhFCw+cb2u2Yj+rqp2hpsSzDotHte6jDe4RbuZ+JhfZK17jW5xtsiys2NjY2NicU9lPLxuY44ZvnDGbpthZ2dcRxZXfZhElAUQQut0ZjS8hKEC367sQ6HSp/+87lR6nFNgeCU1UoyM4idu5lOGUUMx5H0TTC1bUY8QSoKv5Jp/GRcwgLN3VFufg8di4Wm4NDGjqpjYtRUgnyb/gGeqgDzedGdbshlcBoq0MrHojiz8bYXoU0Jd6SLJTSEQjVQfGVVxPdsJqqv/0daaSQu1nbSVOixw2MZBJpSvJzPTS1xtB1E5cqcAorYX2y+3nphPUCS0A2TZOYCZF1VV1lHA5EKgUCdNNE74xYSUe7WJEq1vlGOlLGqg8MrxelrIxxX55B5YwzKD3jlCN7k21sbGyOFYoGY66HD3+/5zLSsHKu7GmictB51j+bo4bDrTF4QilbV9T1XUBAIM9LqNuiKmU/FizYfPIxjDgdHStxuYrw+4cQCq0nGt2OYUBb20Lc7hI0zU8yvYAGwOsdgKbl4nBkp0WY3tEth4f9j8zaE6rqweUqJhAYgd8/7DC0ycbGxsbG5uhhCyw2NseYjkiCXz69iNrmMKmsALGYjs9noqkCKSGZsox2hBD8893NEE/x7WsmHuNW2xwMiqKQcgXwn3YuRu0WiHTgKshhV9LPoIuvQcvKZbppctMVa3nxnaWMG1rBT//nymPdbJsTlPgHs9C3rwFA+HPwfvprmC3VJHbtIFlfi6tfJWrRAGLbtiKNtKGXIXESJO+iz+IIbiOryMngGy9DFg/BXT6Qtd/5Fnow0uM6yYg1WNdUhaJcN9GOBKaURA2JRxW4FUiYkpgu0SUZGzFk13Z3zFQKCaimmcnL0okEDCybMA2J0W2/kJAIRWhctZ7QrlpO+f7XD9u9tLGxsTmuSIZh82sQa997uVAtrP4PjP/CUWmWzf7hDfS9eGbgmCJKBuUDsG1VPc27OvAEXFSOLDqazbM5TqmtnUkiYSVPcbv7oWk9o1J0PUIq1dFjXyoVQkoIBpcD4HQWkZd3DvX1LwL6UWn3/mIYEaLRbXi9lQhhG63Y2NjY2JxYCHkgRrA2NjaHnTv++i4vfrAVAI/fTeXQcnRV4HL11j93rq9laL6Hl3/+6aPdTJvDRDgSQw3WoQlJWzDCp7//FA/96nYmjx54rJtm8wkj/NzvkPEuMUQZNJmOxR+iN6ZzsigK2RdeQ9N/n+hxnuJ0EA/GibVEEaqK26+gOFRKbv4G2dPOZdk1nya8qxVpgqIJ9LiOnjDTVQoM0yQaThKO6RhSWjlTpKQtZUWvSCkzNl/G3nogsktA6UTtFr0n6C3OaMLKwwJw5vf+h6k/vXv/bpaNjY3NicSKJ6F5vfVaKCB3z3rVDUWDc395dNpls9+sX7iTtvpwZltzKZx68Yhj2CKb4xnDiFNV9dce+5zOEpLJrjx7Xm8l0eiOfdbl8QygpOQyqqr+ctjbeThQFBcDB96GEPZaYBsbGxubEwf7qWVjc4ypqg9mXsfCcc4ogFfnryBZWEZM8+PPdqGqgvbGDsLtESadVnkMW2tzqPh9HkKymAeefpOP1u7gji9daYsrNkcEtag/+k5rAs5E0Pr6i5hJHZAIRUEBWl/7r+W31S1zfCqh07Gty+9dj6gEygK0znmRnDPOA3cAabZa9eqSjrhOfb1lZVKc7yEv142iKXTEwsTSCknckJmk953iyr7Y3RCl+3bn2pDudmOdgouUEociaF69fn9uk42Njc2JR7RbTg5pQt4QCNVDKkKvX9hsu994PDLytP60NYTZtakJVVOoHF18rJtkcxyjKC6czgKSya7vfndxBdgvcQUgFtuOrrcjhAMpj5Rl2MFjmgkMI4amBY51U2xsbGxsbPYbW2CxsTnGXH/OMFZsbQJgQFGAB/4zD8MwKPaVozl1WuNW+Pa5wwoYfc4QrjpjMJ/743tsqOngU5PK+dXnJqIoB+bNnNIN6ppDFOf5cTntn4GjTcDv47tfvepYN8PmE477zKtJrJiLsXMdGKYlrnQmijdMK5pE1xGKYvlrAQiBGUv0qMdIGkSbo3iG+Gl49nG6JyE1pcyIKwCNrXFys53ooSSmaRJPh6h0xsp2Rq/0RfeAWkUIFEUgzK7yu//KdbcHU7vlpnIpoCqCQZ++YN83ycbGxuZEpHwKbH7deu0MQOuW3mV8xVA40vr38f0Q74D+Zxx4zpVEyIqScfoOvd02Pcgt9pNb7D/WzbA5ARBCUF7+GWpqnu8hshxkbXR0rEII9bgUWFyuUlTV/l7Y2NjY2JxY2DOrNjbHmM+fN4JRlXnUtkQoCmhc+M1VAOiJOJrT8mj2OFV+8flTyPO7+Ol/lrN4i9Wxfu6D7ZwxvIhLp/Tb7+vtamznqh/+i601rVSW5PDK726iX2H2QbU9Fk/y0wdeYPPOej5/2Rl85gI7obTNkSG44HUiS+ajuD0Epp2L6vZiSgWjZguKw4Fr4jmogdxj3cyDJpYyEIDboR6+SlUNx5gzMTsaiK5Y0aVypJHSimTBlOmkKCAcDhweE83jQI+lB90CksEk9XMX4Vy4DFUTmIYEKVHcGkJ0q1pKGmtCxHST9m4JVDojS3qZ2PRhAwagIJG75Wcxgc6700ukEdZbmHDTZyibOIbcIQOpmDFt/+6TjY2NzYlG5dmQ3d8SP9q2wa6Pe5cpnQQDzoZlj0I4vdJ929tQMAKyyvfvOhtegV0fWgLL8Cug36kH3FQzkkDf3ABSog0tRvG7D7gOm5MH0zBY8eCD1C9egrewkPKzz8Lh8xOq3km8rY1+Z55F6WkH/jk8FkjDoGP7dpzZ2XgLCg65PkVx43aXHwaBRRIMrjzk9hxeBLm5p6FpfgKBkZlFMzY2NjY2NicKdg4WG5vjhHhSp7E9wh1/eJEFq6pRVIXpZ59Kbpafz5xeQX1blGfmrmdbUxxDcWTOu+f6Cdxw9qD9usbcxRv57I+fwlScmX1fv+Z0fvmVCwH4YPkmfv/EHHKzvPy/O6+lpGDvwsvdv/03Dz7zDmDlXvjo3z9l4gjbimJvfLB8E/XNQS46Ywx+rz3JsD8kdm6h6bHfZrZVtxMjliAZioIAb3E+pikQhRUExk/BO2oiOD0IzXlCDNB2tEZpDFtRI+XZbsqyPft9rtSTyI5GEAKRXQRCRa9ej964A1pqkKZJ2/K1GOEQhq73VCYUgRACaZioOfk4CooQbi+RlYuQukFbVQtm0kBP6EjDihCRUhJriWMkLVlEdapEkgb1rTGQ4FatMiHdRO92LSllr4T1pin3mF5VwYpY2VMOFnO3SJiAJhj3pes57347z4CNjc1JhJ6AYA2sfBKMBCguCBRDdiXNOQVkb1+II1TfM0fL5K9A7j76jdK08ry0bOzap7pgxs8BaNq6maYtG3Bn51A55XRUzdF3PUBi/kZkNGltuB24pg8/IZ7NR5qGZcsw4glKTj0FRbPXPHay9dVXWfnXh/ZaJnfECAIVFZRMmYy/rIzsQYOOu8+UNAw+/MU9NCxZglBVTvnOd+h3ztn7dW5Hx2ri8Vq83gH4/cPo6FhGMLieZLJxv84XwoPLVUA8vov9M2U99pSWXo3PN+BYN8PGxsbGxuagsXtzNjbHAdtq2/jMz1+gtiWMEKC5fQgBnz+jPwnh4PvPLEd1OJDSiW5GABWhKOjxKI89P48rT63A697z4LaTHz34MsmUjubqEli8but1S3uYy++4j1AkDkBtYxtz/vbdvda3cXuX969pSrbsbLAFlr3wpyfn8P0/PQfA+OH9ee+JH+FxO/dx1slNZO1yWpZ9hDBNK9oCMOJJS1wBkBCtb0GaJtQ3El29lKwxY8iafgnJ5mYcZQNxVw49hu9g7+immRFXAGo74pRmufdrosDUdYwNH4KhIwK5iHgEvb4Ks2E7pKw6jXgCIxyyTuheZ/qllBIUQc7kKWR96vPENq8lunIRqApZFbl0bG/FTFoTcxKJoZsZccVqg0mWz4HHIWhvT6DrJnHZ285r96UcUtI7mqUbfSWw716nIgSmlAjAqYAmBGNu+uxearSxsbH5hNG2zRJBjG62jg4XDJjOvMZXKKuKUBBK9jrNrF+Bsi+BpWUz8fotmFLD60xL4arVXwk3N7Jp/lvWD/munSBh0NSz+qxGmrJLXAGIp8AwQTuM0ZonICsf/htbX34ZgKLJkzjjnnuOO4HgWNCwbBnb57yxz3JtGzbQtmEDO996C4DcYcM45Xvfw19WeqSbuN+0btpEw5IlgCW2bHj22f0SWFpaPqKt7SMAQqG1tLcvJZGo38dZPVFVF+Xln6G6+t/7Lcocazye/XdjsLGxsbGxOR6xBRYbm+OAh15eRm1LGLDGqw6XG4nJffN3EjcFLp8bI2UAAl+On5bqelKxEHo8wnJg/A2/Zc6fb2Nwv8I9XqOqpon122oxTBCqhqI6OG1UBd+4ZioAtU3tGXEFYNOOfXfmP3fJ6byzcB1SSsqLcjlnyohDug+fdB6ftSDzeuXGnazYsJOpE4YcwxYd37TPfYWWl/5tbQiBM+BDKALhUHvk68jkFUl7SoXWrydeU4NMWJ/n3MtuJDDt/KPd/P1CEaJHjnlNFXucZJFSYiZjiHgYnF70dQuQHVb+JsJtaOVDka21YHT5aSuqklErhBA9hRVTWjZhQhDftIrAhTqO4nKUQDappqZumVa6tdfRs21CEcSiKcLBROY9qFgRKCpdSeiNHj5i9MirsnuOFQEoAvS0RdieppyUdGJ7TRG483IonjR2DyVtbGxsPoFsfaunuAKQCBJb8xSbBuYyINhTpo4qgpf7ZRF0bGFI/YvMKL5yj8+bmq3VbK8tAQQl/jCDC8Mw2hKxYx0dPX7PYx3te2yiUARKaTZmXQcASlEAcZKLKwDb33wz87px6TJiLS2HxULqRGbrK6+y8qG9R67sibZNm3jn9ts5+/e/I3fI8dGvdgYCdPdQdWVl9VlOSoNIZAe63oYQjoy40kki0XDA19b1dpLJFvLzp1JX99KBN/4o43KVoij2tJSNjY2NzYmN/SSzsTlKtLSHWbmpmhEDSykrzOlxzOPq+irmV/bDE/ADkriZzosgBIqqYOgmCBVvdi4t7V0rkupaOvj532bz1C9v3uP1H505n1gkhObykYqFmTa2kjl/+lLm+IgBJZw6dhCLVm8D4MZP7zt/wRcuO4NhlSVs3tnABVNHU5TX9+DBxmJI/2I2VNUB4HJq9CvJO8YtOn6RyRihpR9022GFRSguB9KU6PEkSFAcKoqmgpRIw0QIgZlMkWxtRfN6EEIQXrLgsAgsa3d18INnl9MeSfHlGYO56az9s+bbG4oQDC7wU90WRQhBZZ63z3JSSmLhIM6W7YC0LLI6xRWARAyZSiJVJxCjMz5EaBr+EcOIba9G6CmMRNJKNG+YYHZGpkCkph7jifuIrllOrClIqDZonb/b5JvD4yBQrhJtjiGlRNUUgi2J9HuxKpOATpe9l1MRpAzZI2pFdNadjkIRWInpzXRSeyl72oN1lgHLHqxTuFGxbMPyhh3638LGxsbmuCRUa1mB5VRauVA6Ua3I5bgicKcVbl2AISUOU7I810NZTMdlSsKqwqJ8Nx1OS9zYHN/CwOgWBvr6jvCs3riNzl/d+rCfivM+hzO/PwDZZeU4fX6SEWthUOGQYXttvmN8BWZJtvXMLrb7iQD+sjI6tln9bWcggNN/cif0NhIJds5959DqSCbZNf+9QxJYds1/jxUPPYRQFSZ9885DyvUS6NePCbffzuaZM3Hn5THxm3f0KqPrEaqr/41hhPdSkwYceCL6+vrXSKUONVfL0cHptMdDNjY2NjYnPrbAYmNzFNhR18I5N/+auuYOsnwe3vzbt5k4sstK667PnMrctU00xUmLK70nNiUSj89BSWkAw8jCq8bZuXkrhp5AGjq6YbK+up37Xl6Dpip8/5px9C/sGrDl5/jBNNFjll3Q5WeN7lG/w6Hx5t++y+wFK8nN8nH+6T2P74nTxg3mtHGDD+q+nGw88rNb+N4fn6WhpYM7briACltg6ZPUzvXE33seJd4GgDRNpCmtpO0FRbQuW50J+TCTujWzb5hWRAaW5RUmaVFGoOUXHZZ2/d9La9jVGgPgvjkbmT6ymMoC3z7Pa40mmbulGUNKzh6YT2lWz9w7OR4HOZ695ztK6TpKIoxIx3soQmC6PJCw2oOqQTyENuEC9BVvQTRIvKWd0KatICVZI4biyvETa2qmY/3WjLjSiUzpRFctwUgZtG1rzYSVCFWgelSkLlEcCqpDRagCX6GXVCyFaUgUVWCkHWQURWAaJka3hdOpdKTM7pZgCmCmo1AEoDqdJOMJS2Dp3rZ0WZG2BTO67ZdA0jBx5ubs9f7Z2NjYnJBUvQtb05ZJhaNh3I0Zu0dz6KXEIn9nSUAS0E18usmGLBeDw0kurAvxemmAfw/IwaubBB0K/t2SWgk9ButfgHgQKqZCwfDMMc3lxkhZk7qKqqJklWSOOT1exl9xLR21u3BnZRMoLN7rWxBCoJbs/Rl3snH6//6YNf/4B3oiwcgbb0Rzn7w5+YI7d7Lghz8i0dZ2yHUdikWYkUqx5I9/xEx/7pf8/vd8+rln92nd1t6+gkhkCy5XIfn5ZyJEV4TWoEsvYdCll+zx3I6OFfsQVyA7ezTB4Bqk3FPWur45UcQVAE3bd1/aZu9Mnz6d+fPnA7C/KZafeOIJbrnlFgAef/xxbr75ZgDeffddZsyYkSmXm5tLY2Mj2n7mivr+97/Pvffem9meN28e06dP7/O6fSGEwO12k5OTw7Bhw7jgggu47bbbKDjJo/xsDo59fd40TcPv99OvXz+mTZvGzTffzNSpUw/oGolEgmeffZaXXnqJZcuWUV9vOcEUFxczZcoUrrvuOq666qr9/g7ZnLjYf2Ebm6PAs68vpK7ZskcIRmL8Y9b7nNViUN0c4fJT+/PXd7YQdfvwOLtZ6EgoDrhwaAqDi3zM39hMUYGXgMeJlOAdN4jhgSSz319DaUE2P7jlIr5433yaOixbpE21Hbx1z6cy9X39+vNYtama95du4pxTRnD6uMFcevsfEELw67s+y9ih/fB6XFx74cGv1rLZOwW5Af7xyy8f62Yct8hUAqNmM4klb4JpEKgoRhomsQZr0B2vb0ZPmV1+Wp3nmSai+z4pQVVACNzDx5F35U2HpX3xVM/ZqYS+ewr2vvnvylqa0x70tR1xvnnmIFSl54A9qZssrm7DlDC6JEBbNEWB30l2t9xKpubqcY4oGwYNloAiXG6MjhZkx3zU3GLM4acR+utvwLDaGFy/ifzTJxKra0Dupd3SMHuoG9KUONxW1FAnTq+TeCIOCpgpEz19X6SUJCWYfWRQcSmw2+1D2+0eGIndrG66twtrVXZfeVtiJmx492Om1zYQKNv7RJ+NjY3NCcXOLmtRmtZS276KXQQpcZWzqGMBLf1cvU4ZmfDQz1BBSZJCZqJWQhr4VD8RI0x/z2Aqd6yBxtXWSW1bYeq3wJMLwPBzL2Lr+/MwdJ0BkyajbXoR4u3Q7zQomYDT46Vw8N4jV2z2jK+khNN+9KNj3YxjTuOKFax78qnDIq4MvfpqBlx88UGfLw0DU+8SMYxEIrNQZ09EIlU0N88FIBbbiaI4ycvrOTGXSrUTCm1A0/w4HAVACre7H0IIhNh3/syOjhUoihspTfaeve7EJRzeTF7eGXYeouOUtrY25s+fz3nnnbdf5V944YVDup6UklgsRiwWo66ujvnz5/O73/2O5557jgsvvPCQ6rax2R1d12lvb6e9vZ01a9bwyCOPcN111/Hwww+Tk5Ozz/OfffZZ7r77burq6nod27FjBzt27GDmzJlMmDCBf/3rX4wevX+LmG1OTGyBxcbmKFBenNtjuy7h4Yf/Woo/x8szS3dhYuVdUFWBnjLwuDSGl2Xxy6vHUpHvQ0rJjHvnUZjlwaFa9hAuTeGv/3cLkWiCgNdFRzSVEVcAqhpCmfwKAC6ngyd+9RUATNOk8sJv0dBi2QCt31bL1td/nzk3ldK5+96n+WDFZs47bRT3fus6FEWhtSPCn//9FoZp8s0bL6AwN3BE79sniWfnLOS1BSuZMnog3/jc+fYgYjekoZNY8F9ksAkZjwAgFAWHz0OMdCSLlBihIIpTsyJXsPzdrXvZXRUAhGUX4Z00DdV3eKw3vnnRcH7wzAoSusmVk/sxrGTPVieGKemIpcjxOmiNdSX4jaYM4rqBz9nz8fvvZdVsb41iSJi7pcnKxaQq3DSlgn45HhyahuEOkMwqRU1GCOPimfXtjPYN4FRPEKW9EYyUJW20N0C4tVeUSrSmwRJQdsuHkkEIVJeGw+8kFbba7PA4EIqVu0WoKqrHjerSEDEVo6MFI2Eg05fRrbQuOBSBUxEkTQnpiJPOvCydLZKAbsoeeVc6o15EtzL7ojO6JRmK0LR+sy2w2NjYfLJwZUMqCoCpaLzROoek2leGLHAIB0P9oxhaeYGVt2zHA8RlrEeZ68u/goGBS3FB1f1dB0wd4m0ZgSVQWMyEq663jq1+BhpWWq/bd4C/FPzWb22kpZltH72HaRhUTjmdnPIKjFSK2jUrMVJJSkaOwR2wbcG601wbpLUuhC/bTdngvJO2P7ht9mxWPPjXw1Zf5cUXHdK91NxuRt/0Rdb+80kQgrFf+TJC6fu7JqWBYSRIJnsKQ6lUe49tywLsaUwz3mO/zzeEkpLLyMmZSDy+i2h0J6rqwePpRyxWg2kmkTJFZ09o9/MPDwpCqOnImP2LeDhSpFJtmGYCVT15I7mOd2bNmrVfAsuqVavYsmXLftf7i1/8gssvv7zX/lQqRUtLC7NmzeLvf/87HR0dXHHFFaxevZohx0meJZsTj74+b8lkkubmZlavXs3jjz/Oxo0befbZZ6mpqeGdd97B6XTusb7vfe97/O53vwPA6/Vyww03cMEFF9C/f39M02T9+vX885//ZMGCBaxYsYKzzjqLuXPnMmHChCP5Nm2OIbbAYmNzFLjhktNZv62ONz9awyljBlInsijsB5rDWlVo6AbJuI7HrTGoIge/18ElI4upyLdCpmcu2cWgAi+fGVvC4HwP21pjvLyuEU0R5AQ8AOQFXMwYW8q81ZZ6ftXpA/Y40NhR15IRVwB2NbSSSuk4HNZPwl/+8zaPPP8uAGu31DByUBm3Xn0Ol99xP4vXVgHw+vurWfLMzw7/zfoEkUzpPPzcXJat287Tr30MwH9e+xhVUbj9+v1bBXSyIMPtyKCVU0T1eNBjURAqiscabJmmFVlhxJI4Ah6kKZG6Yf2fMrDyt6c/76qCQCANk4Yn7if800cwEARcDrI8e+4k7YvpI4t5+4fnEk0aFGXteRDYFEpwx3+WU90aZWiRn6tOrWBNg2XNN7TAlxFXWqNJqloidCR0SrPclGa5qQvFqQ0m0u9ZMndzE188pb8VLq+Y6I1VYOo8uMHB0lbJkMoomhbH7JbYXpomMtyBf2A/wlXVIMFXUUKipQUjnrSie/qIYhFCIFSV7AG5RBtDlnilCISi4Bsxhuj2bZiREMmwQbwxDBJUVbFswXaLKvKoAikl0XRATApwpBPXd15593WY3bd3H+qbWEJKrzan//mK8ikeN3KPfxMbGxubE5Kx18PGl0FPsLGwiKTYvseimuJksG+k1fdr3sglrYIXuq3vEQg0RUPrHP6VToLNr1mvfUWQ1a9XnYY0aNWb0aRGNOTGpRoUxNszAsuGuXOIB60I7fXvvM6pn7uFTe++RetOq6/YvG0zEz9zI6pti0FzTQet9SGad1n97+ZdHQigbEj+sW3YMWLXggU9thWHI2PPdTC88/VvkDNwIO68PCZ8/XY8+Qd+X4d/9rMMuOgiEGKPSekTiWZqa2diGBHc7nKEcCNlHFAIBKx+SCxWS2vrx8Riu7Cy0vUkEtlCKtWO05lLYeH5tLZ+hGHECYc3HnCbDxx3ut8WS0fFHHtcrhJbXDlOKSwspKmpiZdeeom//OUv+yzfGb3idDpJJpP7KA39+/ff62TzxRdfzMiRI7nrrruIx+P85Cc/4T//+c9+t9/Gpjt7+7xdcsklfOtb3+KrX/0qTzzxBO+//z7f+MY3eOSRR/osf99992XElbFjx/Lyyy8zYMCAHmWmTZvGrbfeyn333cfdd99NW1sbV199NWvWrMHr7Tvvqs2Jjd3btbE5Cggh+NUdV/OrO64G4GfPLKdxR3vmuMOhkozrDCjPxu3W0E3Jy2vrmVCezdaGEL99bT1XTyrjjAE5AJQEXOxqCjPmy49z7fRRTJ9YybQRRTzy9TN5e2UNDlXhvPFlfbblnY/XcvXdPTtIUsL8pRszeVfqGtt7HK9taieV0jPiCsDqzbsIReIEfHvuEL80bxmrNlXz6bMn9Mg5c7Lw1V88ztOzP+q1f8WGHcegNcc3wuMHhwtSlrigx1KYsQ7irSEUpwMz1mUfZSRSSKObQGBKhMuBUBWkaaJ0FxYNE+PNp0hOvYJmPYBTU3Gnhc1l21uREiYPzOsR7bU3/G4H/rRtV0o3eWzeFna1RLnilApOGWwN5p9bUk11q7XieHNjmLb2OOcPLiDgdjCiyM/amg421gfxeJ2oqkAVAqdmyQeVuV4E0BhJogvY0hzG0HWMRAxj7XyUcCsAt2Vp/CQxjLPykshEDBQFTNPyXdaTICWe4gLchXlgWvcq3tKGNEyEEL3XKnaLanH53QhFIRWOYcR0zKRO2+KlGIn0Pe9UOoQVQZST5yEaSaKlDCIJExPQhMClQKTbn8mQeze3MLolr+/rb9HX+koFmPbtrzLx1uvxFZ6ck1Q2NjafYHxFMMmyFvVEN0Pj9j0WjRkR5jfP4XN518DKp2gMaEDP3AZP7XyIUVnjGeAdQn7lWZBVDokgFIwAtecCBN3UebXhWRpyY4isLPqvchFoVontbKMibYWfjEYy5c1UCiOVJNjQZZORiIRJRsJ4snP6bHPbrp2EGuvJKa8gq/jg82cc7zTsaGPrit72IZGOIxGZcGKQPWAgzatWZ7YPRVwBkKkUbZs2WXXpOmfc8wuklLSsWQsCCsaM2a++niu7K19Q08qV7HhnLv7SUoZd+xkUTaOt7WMMw/rcx+M15OWdiaI48Xj6oShO2tqW0dLyHvuy8wqF1iOlQUfHKqTcs0Xq4Se+e4DzMSU39zRyc6cc62bY7IHLL7+cxx57jOrqapYuXcrkyZP3Wr5TYLnggguYPXv2YWnDHXfcwf33309VVRUvv/wysVgMj8dzWOq2semOw+Hg0UcfZfPmzXzwwQc89thjfOc732HYsJ6WqFVVVfzgBz8AYMiQIbz11lsUF+/ZReGuu+5i48aNPPzww1RVVXH//ffzwx/+8Ii+F5tjQ99xrzY2NkeUH10zjhy3pW8WZrs4Y2QRd1w2kmGl6QT3QJZb46MdrWxptJIf5vt6DnzbG9voSAqemL+Dm+97jy/+6T2EgE9NruD8CeV7HED84Z9ziMWT1oRqtzJz3l+VeX3zVWeRl20Nyovzs7jx0qk4HBpnTep6uEwZPWCv4srjL77Htd96gF8+/BLn3PL/WLNl1wHcoU8G7y5a32ufoghOHz+U95dvIRI7mgOq4xvhdOM87XJEfjnR9ijBzTsIVTeiR+N7tGjocb4QqJqGsltZxeXAsWsjuW/8FV/VYoz0qPKXL67h1r8v5MuPLuSmv3/MOb+ZxyV/eo9lO3r7gC+vbmP2mjpaIj1XYv1x9noeeGMTs5bs4ra/L2RnszXg3i21CP9ZtJO7nl7OT19YzcPvbOKmv33E4+9VoSgCRYhe9t5Zbgdup4rfpZHrdRDraIVUDCXakSmTrehcN7aAdukE00SoKmia9Q/LzksqGmYijpm0vu++itKue9n9ooqCUFWE2xqs+CefSfFnv4jmVK0IIVOix/TMa6lLHD6nFfGiCDSnSna+l4KKbLJynLhUcApw7XYjdk9en9kvJSnTxEgfN7HElr7Y/VetoH855/zsbnIH9u+zvI2Njc0nhQHeoRQ4uwbwKhrl7p6LV6JGmI3B5SANYlrP56FEEjXDLGn/gOdr/8nG0BrIHQQlE0Dr3Z/bFd9OU6SW4s0OyjY4CRZYK/HbdnX158rHTsy8LhwyHKfXR05ZVySMOysb1x5sOlu2b2PdG69QvXwxq2e/2EOY+aTR0RTpc3+zQ2Hpjrb9Tkr9SWLMrV8ie9CgI1J3JJ1geNn99/Pe97/Pe9/7PnNu+RKzLrucuXfeRXy3nC8t69ax/Y03iDY1ZfaFdu3ig5/8lJ1vv826p55i7T//mT7S83vV2vo+zc1zaWtbyI4dj9HS8i77kyulrW0R7e2Lj6C4ogCCnJzJqOrxuVJa0wLk5U1FUXrnkrI5Ppg+fTq5uVYo5KxZs/ZadsuWLaxevRpN0/q0/TpYFEXJ2JNFo1Gqqqr2cYaNzcGjqip//vOfActB49577+1V5je/+Q2JdO7Q3//+93sVVzq55557cLutvtbf/va3k/K5fzJgR7DY2BwDXA6Vp75yGv9duouqoLV6bWNThNKAi6ZIioBbw+1QWd8Yxp+eaH1tTT2Xji8h1+ukPZzgufmbUB1dHdKPNzaypS7IiH45e7221+MCoWQEGIkJUjJp1IBMmdGDy1n1wv+xYVsdo4eUk59jDY5fvO8O/vb8u5iGyW3XTgdgwdKNvDxvOeOGV/CFy87I1PHWx2szr+OJFB8s28yYIb3tJz7JnDFxGP99cxEARXlZ3P2FC1E1B9++70USSZ3Rg0p555G7yPLZq3AAUBW0QWMJz369K6l6OmG94tAwUzqkbaxURWDErdWOQhGItCe90FRkypoEUhwaDp8H1WWJEL7NH+MaN5X2Oc/zpaolnJ/j4+ehCWxssCJSWiNJfvvaep79n2mZJs1aWcN9cy0v4QK/k0c/P4Ucj1V+5Y42NKeC2+tESslrK2sZ1y+LR19cAdk+XB4nqUSSoGmJEXXBOE8urAYhaAzGiSZ1Ai7Nek+AQ7X+9zgUKwpHQEHAQTo/MeQUQ2stAGFXDgnVzQbvUEYkIuQT6/pOKwpST6G3NiNTligkUylc2QEKzj2XSG0TRlsDiYZGpG7dU9eAoWSfcwnOskocudbS5FjVNpJvzMHUe08UaC4V01AxkyYo1uCnoTZEPNZlhWEicApIyS7hZHdkOmqlry6mKWUmGqnTCqw7JaOGcd3Mv6E69p0k1sbGxuaTwBUln2NJ+4esDC7CQKcmvoOAlkVIt2yndKnzbnwZZkEew9rbWZfl6iW0dLIutILhgTF7vJZb8VC+3kl2ozVczG60Hka+gqJMmf6TTiWvciDSMPAXWhMMQ885n0BxCUYySfHwUSiqCkv+AS1bYczVUG6tgG6vqe66mJR01O76xEaxZOV7aa5JW/MKKBucz8yqFv7y9DIALh1XyoM3TDqGLTz6tG/ZQse2bUekbkXTWP3YY+x4863MvmhDg3XdzZvZ+OyzjP/a1wConvcui3//e5ASZ1YW5/7lz3gLC+mo2oZwQsX1o3AWekg27CIc3kI0ur3Pax64vdfhCSNxu/sRj9fRZcAKmpZDXt40vN4KNM2HzzeYmprnD9s1DwealkV5+bUIcfKs903GY7RU7yQZi+H0eMiv6I/TfXyPATVN49Of/jRPPfUUs2bN4pe//OUey3ZGr8yYMYO8vLzD2o6ioq7nTkdHx15K2hwPGKkk0bZWjFQK1eHAm5uH6jh4m+7d2bJlCw8//DBvvPEGO3bswDRNhgwZwhVXXMHdd9+9X8np98akSZOYNGkSy5Yt6xWJlUgk+Pe//w3AiBEj9ltMLCws5Ic//CGqqjJ9+vRDap/N8YstsNicVDzx8gcsX7+TS88ax4XTRh/TtuR6nZw7sojHFu5EEdYK/MZIkusmlPNeVQt6eoJZxeS5L4+jOZwiYYDL6WTtzjrqWiMIp4/bPj2SCYMK2FTTTn5g3yuAbrr8TF6ZvzKznRPwce/d13LDJVMBS6l/7o1FxOJJPnvxafg8XXUGfG6+c9PFme3l63dw0dd+j57O57Bw1VZ+fvtVFOQGmDp+CM+/uRgATVM5ZczAQ79pJxiP3XMrE0b0p6U9jKk6WFXVzOYdDZial+yiEnYl4Tf/ep//d9sFx7qpxwkCo6Olp/0XoGoqODXU7onhhQae9OS7sPKESAHoJkJV0LL9OJxOHAEPajq3EAL07etJrV+EU8AQLcQt3i3cp3dNauhGz6n+mUu6JoCaw0neWlvP8EI//5i/hQ2NIfw57oyw8a+lu5CLJCFDEt/ZguJwUVCWhRACJR3NoTlUTFNiGCY72mKUZrvJ9TjwaEpGTMh2O/A6kkRTBsGkSShpEnAqUDkWmVOCRKFaFOJOQZHHSa63EtFejxkLQSIOQgU9mhFXAEzdwHnqZSilg3CuXUBkzRL0jjYUxYkQCnrtDlr+9QDC68d/yjlEa+pQsospu+U24tU7qX/tLVLt6ckhBRLBBEbK6FJGnPQUVyQEUybJbrdT0FW8Uywxd9vujgSyFIlD09BdboTHTeHYkfiKC8gdXMmZ37kNdS+JB21sbGwON6tCUZ6pa6XM5eC2iiIcu4csHmE0xUG5pz8rg4sy+0J6kEHe4WyLdk3wri0ooC2/govdQzECxVRFNrM6tKRHXco+JjZL3OXkRHxIrFWaiikoGj6KgadZi2kMI0Y4vBnV5SXg70o6rKgqZaPHd1X07m/h3f9nvV74CFz9NxhzNYHiEuo3rMkUCxSXHNjNOIEoGZiHqimE2mPM2tnG1pU1zF3fkDk+e1UdN57WzLTBBcewlUeXQ0lIvy8Uh4PNM1/Y43Ez1dVf2Tr71YxFajIYpHbxfErOnsCu9a9Qfv1IciakJ3YHQn39y0eszQeKqvopLb2MeLyeeLynS4Cut9PY+Bqq6sfnG4xpxsnLm0oqFSYa3ZKxODt6KAihomlZOBy5OJ055OWddtJErjRX72DFG7NZt2AeqXgss9/h9jDqrBlMuOhSCiqOXyvtq666iqeeeoo1a9awdetWBg8e3Ge5ToHlmmuuOextaGxszLzOP4j8SjZHh2hbC3Xr1tC4dWMP20fF4aBo8HBKR43Bm3tof7/HHnuM22+/vVeOn5UrV7Jy5Uoee+wx3nzzTUaNGnVI15kxYwbLli2jvr6ejRs3Mnz4cAA++OADIhHrN/Siiy46oGfZT3/600Nqk83xjy2w2Jw0/H3me9zxm6et1y+8x9uPfJtp44fs46zDSySW4NePvkpjSwdfuHoGi1qsDr4QglKfikuF5bvaSeomiiJwKPD5EX4Cqk52tkA4DFRV4YLJA1n+8E1sbQplJp1L872Y3Qb6umHSGEni1hTyvNYk5E8ffJG/z5yPqioYhjW1+bXPzuDmK8/KnPfVXzzOky9/AMA/XlzAu4//EFXtexC+cPXWjLiCUPj7Cwt47f3VvP/kj7njhgvwup2s3rSLy2dM7BEhc7Lgdjn47i2X8KvHXuc3T7yN6vJgppL4iyozVk1Pv7eNX37FRN0PG6xPOkqgAHPLChx+D6lQNL1TYBompmGiqApSynQOFktIUV0OhBC48rOIN7RlxBkZS+AeNAihx62cJEJgJFNs3t5E9ziqbJfgnEEFzN/UjEtTuPPCLhu86qYQa7c0kFWUY+2Qkv+buRrTNFE1FUURvTpVQhFk5QdIRFMI0Zn8XdJdQkgldDSnypKtLUwdXkhrLMXQPC/eTKhKl81Y0pDM2h7jlCI3g/I8KEWDiRkSX8zA5TJxk8SRMpHZhQjTQCbiYFpRKagqpO+HWtgPtcz6vYts3kj7cssS0ADrNyT9e2AEO6h//mlCu9rTbwj8RX5cbgMl24lpSNzl5TR8sA5pShRVQSiCVEzvnsYFVUBit8T3QoDSbZfmcmDGk0iwxCUp6SmtgcehUuJ1MOrurzD8u9/Y/SNjY2Njc9SojSe5evkWwunfy9pEiv837OhE5m5e+CFbly4kf+BAWiZKBIoVgZymKVHfo3yL3kwLsDXexvX5t1Lq7sf47FOYWftPYqb1fG1M1JEw4rhUNykzSXVsO17VR4m7nKge5vXGF3AWxMiLWP0Td1Y2g047E0VVMc0ku3b9h1SqHbDyKOTnn0Gf7Pyw67WZhOdvgYY1FJ1nTTSEGhvI7VdBTlnF4blZxymFFTm8sK2FPy/o297mkfnbTiqBJW/ECPqfdx4733nnsNeteXpa3glVxd+vnNCOnXhLihn22WsB0GMx2jdv6VE26lpNff1OUqEw/tHHb0SV19sft7uUWKx2j2UMI0ww2Lmorq8IGxV69bwOP0Jo9O//BRyO7H0X/oSxdPYs3n3qsa4OcjdS8Rgr33qNlW+/zvQv3MrkS688+g3cDy666CI8Hg+xWIxZs2bx7W9/u1eZmpoaFi1ahKIoXHnllSxYsOCwXd8wDN56y4pGy83NZciQozt/Y7N/1KxZwfaFH/R5zEylqN+whvoNaxhw2hmUj5lwUNd4/vnn+fKXrbx0+fn5fPvb3+ass84iGo0yc+ZMHn30UWpqarj88stZtWrVISWS7xRUANasWZPZXrmya6HytGnTep1nc3JjCyw2Jw0fr+4KQzdNyeI124+awCKlZGdjkB/88RlmvrkQgGoth7IhA1EFfGZkNtPLnYhUAhPBx20+Zm/pIE8zCSgekBoIy/ankxy/i3JTUh/qliBTmkQTSVRV5aMdbQQTloAzpjjA4sVr+O0/XssUVVWFR39+CzdccnpmXySW4F+vdg2EF67eyo66Zgb1s1ZvhaNxFq3eRmVZAYMripg2YShOh0ZSNzITzTWN7bw8bzlf++wMbr36nMN/M09APlhbS6B8GKqqIU0TaXatnJOyzz73yYmiEtm8BUwTzedGczuJtYRIBa08RNKhAgKZntyShompm2geF568LGK1zZmqUtE4emsjSNDcThSHBnqK59a1cj6FjKOJdlz8OzWE5QuqePBrUzl9WCFuh0owluIbz62gJhjHn59FuC0C0kR1OMnK9yCEIBHXMVKGlcpECMvSLP13NHQdaZoIJLFwAlVTcLosMUZDosTj+HwBttaFqG6KcPaIIobkejKWWK2xFOFkp3ApCKck82pirG5OcUZFgKxIHQXSoM1TTEp1khQOnKRQAvkYoTaQlmjrzCtAj4QRTjfe82/I3JvY9q09bruRtD6PUkpMXSfaGALA1E1S0RSJ9gQOrwNXwImiQMf6KvS41T5dGjg8GsFgosfn2OtSUeM6u2ksPVK/DDt3KvVVNTSs35I+JhBSZqJcFKA1KVGETv5b79oCi42NzTFlYySeEVcAlgSP/CrwlJlky+olvPanX1udhfngbBuCc1p5j3Iho2/LlKgRJqR3kOcsxKf5kd0MGU1MPmydS4m7H2uDy2hJWfknpubOYH1oJe16KwyBcJZKf6U/48Z8OmPJmGhcnhFXAEKhjeTlTkUoCqZhEGyow+nxWCtVB54N297t2bBFf4fzfkrRkOEUDRnOycJH21r2eOxk7AoWT5p0RASW5lWre2xLwyDW1MyZv/5/FI4Zg1BV1r/8ONteep3iSypJhZK0zK8GReCttESAwvMHkGg8sO+4ENb3Q8rUPkp2R+FArbuEcFFYaOWkiMdrDujcnhy6uOJylZDYTeDdHSmTxGK7TjqBZensWbz75KP7LihlptzhEFlWrFixX+V27ty5X+W8Xi8XXnghL7300h4FlhdffBEpJWedddZ+5aM4EO655x527NgBwBe+8IVe+TZtjj17E1d2p7PcgYossViMu+66C4CysjI++OADBgwYkDl+4YUXMnToUL773e+ydetWnnzySb6WtoI8GEpKuqJqW1q6nt2dn0WAiopP9sIQmwPHFlhsThouOH0U/579MQBOh8Y5U4bt44zDg2lKbv3968xZvA2kicObRSoaRHU6Cbg0zhtewBlFEpGMIKSJCkzN0jEGBzjV2YoabkYqKqa/AF1z0t0QJ8/rpCWaIGVI8j0qLgWSKR2Z0onrXZ3mne0x1m7tucLJMEzOnDi0x74nZi1Ir7i3UBTBiMt+wNih/fj3b7/GZ7/9IBuq6nBoKs/94etcevYE5j72fb73x//y0aquSdvKspNnBd6++L9nl7E+6MeVpSCQpCIhnEjihrVq/+dfnIa2hwihk4G3PlrDhyu2MOOUkZwSiBPfaEVWCEAEcklVdSW9NVMGikPtcb7qcuDJzyIRjFv5V9Kfe83tsoQYU5IKx1A9LhS3izyX5NeJ0/CjE8ZBUhF48pP8571tTB9tdaS+98JqakMJS6RwO1A1lVg4jtPtyAiJLrcGHi2zbaQTwMfCYRq27GB8ZT63XnsaT3y0A00VfHZKBe8u28WbS3YipSQY1ynvn0/A4+DM4YWYQCRpktANdqbzMkkpe4gWF40owlW7Bq9uCU7uRAfV+WOo9ZRRocaQQkH6i6B6LbJ5J0LTcGTnoI2bgeL2ZerR/AES9DEYNtPRQemL6jE9M+OTiqbQ3BqqQyHRbrXPNEykIYknE+gpI9NmgFDCQBUCmZ7O04RASkimjwsg3hZk+GXn076rnkQkAobZY4Kp81vRmjDIHntoYd42NjY2h8qYgId8h0ZL2l5oRl7WEb1eW7KZV+qfpWPlxh4rMcxdof2uw4EDr9KVZH5i9ul81DYvs70pspZNkbU9ztkYXp3J6QIQLDIIehQc7q6oAMdHjyJGDEI6XCRaFJrWx6iVf6Ny8um0Vm8nWG/1OQdNO4fSs74N7jyY8z0w0pYeOf33+z18Upi5tJp3Nzb12Ndpnel1qnznwk++0CRNk+1vvkm8tZX+557L0nQi4aOBHo1SPXcuRePH01q7gk1PzmL4j6eiBayRlbvYS7wh2lU+lCS8qQ3fwJxedamqH4+nP5HIVjTNi8czkGBwWTdhZf9Fk0BgFKHQmj6OdDdW7UlR0QwUxRJzHI7e7TuaeL0DSKXaMc34Xsu5XIVHqUXHB83VO6zIlQPg3aceo3LcxEO2C5s4ceIhnd8XV111FS+99BIffvghTU1NFBb2/HvOnDkTOHB7sJ07d/YpCIXDYTZt2sR//vMf3n77bcDKw/LjH//44N6AzREj2tay3+JKJ9sXfkBuecUB2YW98cYb1NRYgvK9997bQ1zp5O677+ZPf/oTtbW1zJ0795AElu7RL62trZnX4XA489q2q7PZHVtgsTlpuP7iU8n2e1i+YScXTh3NhOFHZ3C3aGOdJa4ACAVvfhmhZJzGzZu5evoY+rsNjFQKTAOQYOoowOm+JK602CFMg0QiRStZFCZ1vGlbMKemMKIoi7huYOipjDgiAL9DoTVtD+Rzqlw+fQK//+ccDMNEc3lRNAc3/O+TzLz3VorzrUmC3e2OOutbvXkX3/rdf9iQnuxO6QZ/e24el549gVPHDmbOw9/mu398jlWbqrlixkQ+debYI3hHD5zVm3fxpZ8+Rkt7mB9++dN85ZojF1lTH4yxti6IKSUBl4NH39pEYUk2uflexpdl4VYEz7wwl9Yt65CAWx7+TvCJwqvzV3D1Xdbg+tePvsKCX1xFdzMGPdhBD98pRaBompV0XUoUh4a3MAcEmLEYriw/eiyO6nLiyg9At3wqRkLHXZjPN/IbmBEL873aoegSUikTh1PD6CZyNYZ6DhIVVeDL9qACiXRkiaqIHkNnp6ZQvb0+LTQonD6mH49+tINYyoAUvLCihuyUjpQSRVPIK8khYUiye9m2WrZizaG4JZwGXGiK4MwB+RT43aSMLu9mJzoDsxxIhwdMn2WP5slGLShH6WjAbNqJkl2UsQbrJOeqW4n9+aeYieRu15YIIVAdSmdTeiGlRKSt2mTn/ZXgEoI23UCX1mlKui5H+jdFASQSvdtcwY5FK9j00fLM+klfcQHBhq4oJAOrk+L0uhnzqx/1boyNjY3NUaTQ6WD25KHMamijzO3k2uLcI3q9FcHFxMwo6tBc0BTQTRDgGLH/i1hSpFgVWsKpuZYV7LjsKVR6B7MmuJQ1oeXdSnZN5mY5csh3FrE5si5ztCa2nS2RDQzxjQBAMwzK3vkXHcNPpXnXWEwTwGT74m52YEDd2lWUjhwDp9wChUNh3q/B6YWLf3Mwt+TwsmspvHQ7JMJw/s9g3GcP+yXuemY5b69vpDTbTVtk92du1/R5LGWQ43Uc9usfb6x+9FG2zHoJgG2zX8PU9X2ccXjRo1YfKh5pwlXsy4grAL5BOXSsaiJWE8JMGDS+tZOssfnokSSq1wGITBSu05lLOGx9P1KpBKq6e6Ly/RNXXK4ScnNP3U1gEVRUfIF4vJampncAidNZQF7eGcTju3C7S/H7uxYJ5udPIxhcs0+B40jR1vZxt62+RSGvdyAuV1Gv/Z9kVrwx+8AtCqRkxZuvcf6t/3NkGnUIXHbZZWiahq7rvPzyy9x6662ZY83NzSxYsAAhBFdfffUB1fuzn/2Mn/3sZ/ssV15ezssvv9wj2b3N8UHdur4E4v04b/0aBk/b/zmZ119/HQCXy7VHIU9VVebNm0dOTs4hf1YSiUTmdfeoKVXtWuy5ex4YG5uTd9m0zUnJp84cy7e+cCHzlm7m+3+Zxeadjfs+6RDxu3sOmKSUCEWl1Ofk0yU6o50deI0olrhiWCv3AZfsOehICI0cI4TaUYcRac/sVxWBz6nh6PZjL4AhhX4KfE76ZbsZX5rNlNEDWfKfn/LpGVNQNKtNKzfX8L8PvcoP/vQc133nQeKJJDNOsQbPDq1npIDX1fN9lHebWHC7HPzlhzcy//EfcMlZ43ni5Q9Zs6XvkPWX5y3nV397meXrrfDKxtYgL81dxsbtew8v350PVmxlypf+wpSb7+PB11cye3Ud8VTfoe633fMEqzbtoqaxnW/+5mlO/+JvGXn1z3n0xQNbbbEvmsIJ6oIxxpUGmFiWxcBcN9fMGMLQYQV88cwB3HXhML52/lCevudz+DxOkCbxuPVgNk0zs/r/ZGHuwq7JG9OULI/7cAy1xDnh9kAygSc/G8WpWZEqhbm4cgP4+hXg71dIoLIYRVMtey5AqAoOvxdnth9nwN/jWopTQ0knRB/tiXBJpYtU0syMA687YwAAO5ojDM33ZXIUybRtl6oIXA6VgfleyrLd3HnuEHzdcqZkawqq04PL56egXwVfuGiiJa6kaY+l+OpFI/C5NJwuB0pa0GkMJthab61GVhXBpH7ZfGPaQIYWBEjokrq2OKf1y2VKvxyrTFa3iTW3H83twakpOBwOHE4nTqcTh8OBWtAPx8hpvcQVAEdBKWV3/xpnSbfcAYoKioLq1HDneNHcGr6iAEK1ZhMcPgeqU8FIGjh9Dhy7TQQlTDLiiaSHtpVBkrYBS//TjZ45V8LdxBWwIrz8Rfnc8MbTqLv5qdvY2NgcCwZ4XNxZWUzSlPzv5ho+bAvv+6SDxCmsZ5Za6sfzjYk4Lx2E5yvjcY47MPuVNR1LWdz2fmY725HLUP9olG7DwAlZp1DurmSobxRn51/EjIJLOCfvosxxA4N3m15nYet85jS8yMozPovbcBDdtY6E2vN50H2xjtPXFT3JgDPhltnwmX9A9SLY+HqvtkrdQK9qQq9qQuoG0jAxGoOYbQdg1bTpLbh/PPxlMrzzS1i3h8TkL34VmjZAcBe8+DX40xj42zlQf3CTRbtz8+OLmLWilnBCZ3NjmJbonidipIREOgJXNw7MLupEonH5iszrRFsbWf2ObA4j926riysvuhDTMNDrrejaVEfXBFpoUxuhda3UPLGD5pdbGfqFi8mfVo7mc1L/0g52/GMV4U2ttC2qQ431FDmF0HC5en8vhbD6iarqo6zsWkpLr8rsc7vL6dfvszgc2bhcXcuL/P6huFwFZGePo3//L1JaehX9+n0Ov38wBQXn9BBXOq89YMBX8HiOh6iw3p0/t7uM0tLLj0Fbjh3JeIx1C+btu2AfrHtvLsl4bN8F94IVAb/vf48//vh+15mXl8fZZ58NwKxZs3oce+mllzAMg1NPPZV+h+k77ff7qays5IorruChhx5i06ZNTJo06bDUbXP4MFJJGrf2ld9p3zRu2YiR2n+BYvPmzYCVG8Xt3vO4cNiwYYdFiAsGuyJ5s7O77A3z8vIyr7tbh9nYgB3BYnMSctuvn2Hm3JVI0+Cp2QtZ99+fkhPYfeXR4WPMwEJ+8LnTeWDWUjo6QsRaLSHhlHGDyFW6OvZCmqAo6UgW0q+tBB1SKHiFgUOmLB0m3IbQnCgurzUpHw/j0pwoLidSShyaSraiULLb+xo1uJxPnTmWNxdtzux75vWPSUStCYIX31nKn753A6MGl/PgM12eyIW5Af74vRuZfspInnzlA4ZVlvDru3qv9Hth7nJu+dk/SSZTOB0as/9yB2dO7JrgfWLWAr76C6szd+/js3nx/jv50k/+QX1LB06Hxov33cH5p+/dCujfry3iu/e9ADmVqK4AJYOLeWZNK2JtK797cyOxretZtWQleVlenvvd/3DGxKG0h7p1VBWNVZst8efO3z3H9ClDGVKx54ewlLJXZM+eWF7bwcgCL+m0HGiq4LufHsHsjc1MKOuyEikryGL4wFKcmsp1F5/G356bx/f/+iq+ogFccOoI7v+fc8j2Ofd8oU8I0yYO5YH/WGHf0yYN5/xzJhMTk/Gd3Yqc/RipxgSqy4G30BLzhKqAEIh0BvjOv4uiKpjdFs258rJx5OehFZSQqK9HuNy4Skshnu4oqQ5GFheibtiBVAQXjirmgtElrNjRxtf+sYiEbuJ1awR8TgyniqZagoABzBhayMxF1dz/5iZiKRNFFXgcKs0tXZ+xlAm6KblqQhkvrrBsUi4bW8oTi3cxbkIF0wbmMWtlXUaAUSScN7QARQgr2Tvw+cn9OG9oIW6HQp6367MgykaAL9cSY7OLEULJ3IvuK2r2hZZbQOk37yG8ZAFmIoZ33KnIeIzQ4vcILZiDtygH0zDIqswl0RYh2RnVkxZHPDluUrEUZtJML1jsOajWBDiVrsT1hkyv6EgXM6Vk9y61EAIlnYNFweqg3LbyLdzZgf1+XzY2NjZHmoeqm7gnbbv6RE0zb0wZxpjAwSdS3ROTc6bRmmqmLl6NWupHLbUWDhgHmDchRYplHR9R4CxioG8YcSOGQzj5dMl11MR2UOQqpb93UK/zhgZG8V7rm5m8LQY6K4KLANgBmDf9jWUdH+FtSNFvrRNhQv/Jp+HNyqFm9QocHk/v1anRVvj7udCWTvQ+7Q648FeZw8klO5BpMUWv70AoCrLV2taGFqEN2Yu4tHUezPwKRLvZcC34vfW/6gaZAhQrUuXKv0K8W94aaUBHtfVv1tfga+/TF/vbJ2yNJHvZge1tDc3nT++PEIIzfzuXmrYYFXle/nrjRMaU5+zzWicSeaNGEkz71wtFybxGVcE49HwgQtOQ3aJiiidPZtf8+ZiGQeUFF1AyZQof3XMPdR9b+TB3/Xsr3oFuUqEkrR/UgIScwYMJt+8g5a5BpEN59SaD4Oomgiutv2lx+adwDSomkWhACA1FcZNKdeB2V5BKtWAYltWYzzeEwsLzUBRnpr9WWfllDCOC05mfEVvKy68hFFqPEBqBwMhM+53OfJzOfVvQKIqD8vLPEAptQNdDeL0DAaitfQljD/mZjgaalkW/ftcfs+sfK1qqd5I6SJEkFY/RsmsnpcdhbqqrrrqKuXPn8vbbbxOJRPClBfQXXngBOHB7MIDHH3+cm2+++XA20+YoEm1rxUwdSM6pLsxUimh7G4HC/Vs00thoLYw+WrZc9fVdi39LS7tE8MGDB2de19b2tOC3sbEFFpuTiqWb6nlrXZCs0sGkYmE6WmuZ9e5Kbr7s9H2ffAjcefUU/ueyCXzq63/mw/okDk3hrGnj0JUIDtN6KEkhkK4slHg7QkoMRUNND+IEoMkkiG5fWdNgTW07BfUrKZBhUFQcQ6agBLpWVfU1ELzh4in89+3lfLiqioDXSXNje4/jyzfswOdx9dj3w69cRv/SfL5xwwV844YLehz77WOzeXX+CrKzA7y7YjtSKigOFykjxUvvrughsLz1UZfPdzyR4rEX3qO+xer4J1M6T73ywR4FlmQyxV+ff5+fPPQKqA5yXB40p4bL60IIa3JWAs4Bw/Bsq6elpZHL7riPxnf/zM++djlf+unj6IaB0+Eg1S06oTUY7fN67y3dyI0/+Bsd4Rg//doVfOemi/ss14mUEp8maAgnGJDTJWxpisJ5g/PpviBRAM//8RuUFmQTjMS5+w/PUjj6bBTNyfxNHXzrH4t47I4z93q9TwKfueAU5G8lH63YwvWXnZH5G8aaGnBHgqguB0bSEhXpFFVUxYqAUESXwOJ04HCoGPEUQkAqHMFVXoGjtBL3wGHIQAGmJ5ttSxbS3B5BGzKF7z2zlkTK+qPMT+hw5RheX1lLQrf2ReM6hV4nYVMitK5Vvv9ctJNUuoyiCkxDEjF0Zowo4sWFVrLI0f2yGVDo567zhnHZuDI0RfCr2etZV2sJPM931HLvNeNYvL2V8hwPV04qzwgrnQghKMvuvTpHCIHIKem1/2AQqkrgtOk990mJkhZqFFVFzSlAj+2CtMCiuVWEt5BEfVPXQkUJblXgVQVRQ6IAbk2gCoHT+nKimyYpU+AyJVFDktjDRJMQAhVQhaBw1FBbXLGxsTmuaE/p/L5bbjADeGhnIw+OHnDYr+VWPVxWch2bwmt5t/l1JBKP4iVm9t1v2RchPciC5jdZF14FSMrd/flU8WdQ05O8pjRRRDcbDKExLe9cPmydC5ARWjppTjYgpUmwyGB9QQwhBacPnICmOCgY1C3HX7QVXv8etFZB23aIdotWXPV8RmCRhpkRVwBoj/W4or6ztW+BxUjBtvnw3BcgtYd7Y3TaJxmw4t8w+Fw493/h1btB7hYxEm3rs4onP9rO/81ej8epct91E5g+fC+Lc5AZV7e9EXApvHD7mQwtDvCVJ5ewq82alN3ZGuX6Rz7mwx+eR5b7k2MdNuFrX8NfWkakoZ6q2a91HTgM4grQQ1zJGjiQ6nnzMpN/TStXkujoyIgrAKENdYQ29Kyj9sMPyZlUnFnMA5A7uYK21dsBcOXmUjR2Aq7cs0kkmkkkGmlqshYL6XoHgcAYVNWDqrrJzp6IovScbtE0H5rm67FPUZxkZ48/5PcfCIzosS1lYg8lM60BjpxNm8dzZCOUjleSsUOLQDnU848UV155Jd/85jeJx+PMmTOHa665hlAoxDvvWIsyD0ZgsTmxMQ5SXOk6f/8jWPSjbCm5fHmXjWr3vEannHJK5vWCBQv43Oc+t991zp07l7feeovzzz+fM844Y6+RODYnJrbAYnNS8bv/LgahoKgq2aUV+HLz2N4Y3PeJhwGnQ+P1B7/J8g3VxJ1uNgeT9MstoEgEEUik04NTVTB8hZgIYrokK96YdrMVoDqR0sxstwbDZCdiFMgwZjIBho6sWoUy7lwAjJ1rMeu2gMOFOngywpeD0Bx43U7eeODrtIWiPPbCfH503397tPPSsycwedQAnntjMS0dEYrzAlx38al9vqcX3l7CTx6wktqpbh+K6sh4VErhZPHaKhpbgvz4L8+zZG0Vxfld4ZWqqjBtwhBmvr00s29gee8EiO8v28Rnv/0A7TED1ekBoYA0MQ0dTyDQS0ASikLxyMlEWhqoX7OQtmCE6y4+jXOmjOCz3/kri9buQKhWsvILp45kykgrpL65LYTf68btcrBw9TZu+t/HaGy1rJt+/OeZXHvhKVSW9r1iwtQTGO2NnJKtEJcqLTGFLK8lUummxJRWREtjOMmAPK9lE5UeXJmmidDcKFpXlMK66mO32uxoc+2Fp3LthaeyYVdXiK3052ICiqZa+T5MCaqKs6gIvbGh74pMmbHdMhNJtjcnKC1z4/O6kVlFCEVha+FEfrWqBrm5ISOuALSFrc5dc2vPxMGqNGhrilFc3hV91H2yp/OjN7DAx88+M5YLxpTQEUtxwbhSnGlRZnChteK4vZv3umFKCgMu7jiv2wTUcYL/lLOJLP8QGY+iZeVS/D8/Rs3Jp/m1lwguX4IWCND2/jxSLiWTo6XT+qvApWGaJlFDWn+/zlAuOqONJClTpsv3vK7o9r8COAN+PvfyP47CO7axsbHZf56uayVq9hQaGpJHdtA/zD+aElc5NbGdvNf6xkHVIRAs71hIvJs4UxPfyY7oFgb5hrOw7T1WdizCo3o5M+98ilyl+LQAY7ImMdw/lh3RLbzT/GqPOgd4h1Bp+tFe/xHeWIjEqbeiDe5DDJjzA1j93977AZIhjJaNNCY3kUq1UeAbjxJJizw+F8STGc9J4d0tstfQ4flbYP0eLMD2Rtt2OPNbUHkmPHo+xLuJKtO/D0AkoWNISZbbwTvrG/jZy2vTVl4mP5i5mo9/dF6fVc/b2Mg3/7N8r+KKKgTXTCrn5jMGMrTYWkhg7va5CicM6trjZJV8cgQWxeFg2GeuQY/HaVi6jGj9gdkD75Hu+frSBKuqemwngx1oXm/Psn2cBxDe2o4eTqL5rc/cwIsuod/oywjX1FA8eTLutEWM211CIrF7v9SgoOCsw/O+DpHc3Cm0tFjRWH7/MIqLLyUa3UZHxyqk1InFqo/YtVXVR2HhBfsu+AnE6Tk0Z4xDPf9I0a9fP6ZMmcLixYt56aWXuOaaa5g9ezaJRIIJEyYwaFDvSEibTzaq49CeT6pj/x07cnJygJ4J548UUkoWLFgAQEVFBRUVFZljY8eOpbS0lLq6uoy4uL88/fTTPPbYY/zmN7/hzTff5IILTs7fyE8ytsBic1Lhcqjkl+ZRMqAEw4SOthjvdksVsrmmjTeXVDGkLJeLThl42K/vdGicNnYgH+5oJd4aZ2FdhNPK861JW1PiMnQ0RSBUDelQaFM0HEYCr2JYORJME5nO05ItUniTLRiRIOjW6gGzeRdqRxPvLN/OdE/6jaXiGFsWQelQTIeXiCOL1dsaGDO4jLtuvJDmthBzF66jpCCb79x0CWdPGc6cD1bTGowihKCxLcz9/3qbX93RO2ndjtpuqxCl2WPSVAjBwlXbOPfLv2FTOr/K2i013HLVWbidDi6fPpHzTh8NCGbNXcbYof344Zcv7XWNO3/zL5rbw2huPwhBTsUwnP5cFEWiaC5MQ6KoXf5QoXZrlaIvv5jBA8rpf/H3KS3I4oU/fZ2t1Y1I00CaBgjBr79xJUIIvvyzf/DUqx+R5fNw7UWn8o9ZaWuItJgDkNJ7r64zQ83IjgZIxlGRSARuTzYeVaUmKHBrAke35OkBj0aur2d0UF62n599+UL+PLcBh8caZF80qZyXFu6guinCBRPLeObdTazZ3sLFUyq59aK9W6idiPzlxcX88skFnDW+PxMHF/Lx0rVk1RjcNTnA0AIn7tIShKqCw0Uqv5D4lvXIbvlNpG70SsjeEDX5KNqPz1d4QZoYEvLycyjPa6OqpqObMCf5+sVWGH6uZhBuacXhdpOIxhg/YiAzRpexeFc77Qmd6togTp8TRzr3So5L40vnD+L8kcW4NJUZY/YcWfKFqZX87o2NmBLOGlrAwELfHsseS5ylFZR9+9ekGmtxllageKx2Fl56JYWXXknDC/9BCIE7243DHSGRSlrzE+nzhaKgSpPdzcoUQJcSHausJgQeBRLpCSUFUB0aledMpXjcCCZ/5QYCZYcnUsfGxsbmcOFSRK99i4MRooaJV1V4pbGdHbEEny7KYcBu0cCHQpYjh6bkwU9GS2QPcaWTZW0fEzWirOiwVvVHjQhvNllJyJ3CxZjAJAb4hjDEP5KwEWJrZAMO4WBi9mlUeAfBy7+AHeutyl77Pxh0FeTt1n9u37nnhiXD8MSlRD59G6gq9UXvUapfhKYF0AYWYobiGNsaQVNxjCztee66WQcnrggV3v01vH8fXHBPT3HFnQOTvsgzi3byv7PWYEjJtMH5fLClp896qo88KY8u2MbD87fSHN73ityJ/XO499qeEQvfvnA4H25tydiHDivysaK6jbfW1TOlMpfHP9xONGlw1/lDmVyZ11e1JwSpaJT3vvu93uLKbmKH6nJhJPYVgWGRPWAAHbsJKrsz9OprrPq7CypSMvYrX6F63jySyVb8I7NomrsTvSPB5t8tZuB15zDo/CvweishGwpGj+5Vr98/jPb2paRS7elIlAn71eajQW7uqXi9gzDNJG53KUIIfL7B+HyDaWqad0QEFperFI+nH7m5k1GU/beu/SSRX9Efh9tzUDZhDreH/H7HQz6dvrnqqqtYvHgxs2fPxjCMTD4WO3rl5MSbm4ficByUTZjicODNyd13wTQjR45k4cKFbNy4kWQyidPZtzjzgx/8gJkzZzJixAheeumlA24XwLx586hKP1Ouu+66nu1WFG644Qb+8Ic/sGnTJt555x3OO6/vBRfdaWtr49lnnwUsm7Pp06cfVNtsjm9sgcXmpOLLl0/it/O3ZSZXHU6V1pYo89Y3MDjPw6U//C+hmDUw+vWXz+Hmi8YekXYML/SzpiFEQpeYGRsvQchUUaTAKcHjAF11oysuHDKCAwOQCNOyTJLxCGrdJjC7BnkCqNu5k9899Q7Tv9otTNw0EMFGlJxSPI4Ui9Zs59Z7nmbuw3fwmz5yqeys6zmQ/HjlFtZtrWHU4PIe+68+fwp/fHIODS1BHMJg+IBiNuyw/ImllJiGTtWunh7UIwaUcvcXLbutdVtrKCvM5unf3kZRXlaPcs/OWciSNVWEopZgYupJAiWVuLMLEMLKu6GnDCIdcbKy3YwszaJqVztNEesB73UI1lZbq8pqmzr44f0vcNV5k/n7zPkATBxewZCKQhau3sZTr34EQDAS49+zP+q6n0IgJXzrixcxpKKIFRt28s+XP6BfSR53XDMNtb0ODB2Rnl4WSJR4kCwXVBv5xHUTTTHwuzTcDpWBuX1Pqn/vlkv44uVh3lhRS362h211Hdz5948BuO/l1STSoeIfb2hgQHGA8yZU9FkPwIaqOl6au4yhlcVcff6UPZY7nnjoJSuKacHKnSxYuZNww058eUWE1VP4T3l1RrjThcb7pWcyYfs21O42IIqC7vajhtvT24Jx1DOu7T2a+QwNoSgxQ5BSBNOGFrBxSzOaQ0FKMHWTG8+xVlxdfdZw/vnmGtpa2vC5HVx15jDGDrSiqp5+bxs/WdOA0h7Hm+3iwnFl/N+14zORKvvi8gnlTKrMJRTXGV4S6GUJdjyh+rNQ/Vl9HgtMPIWGmc+gkMThcyKEZZMmVIXB37qTvFMns+CWO4nssAbtqtOJqqeQUqAISfcYIIci0BSBs6gQX0khn37kXopGD+vzujY2NjbHA9eX5vHzLbWkuk3SJkzJP9J9nV9ts+zD/lrdyLxTRlDsOnzRB/3cA8jWcunQ+7awOhha9SaWtn/Q57GkTLAs+BHLgh8xIfs0Tss9mwnZu0U0t3eboDV12DgbTv0aqN2GmFO+BNULrQUrvkKItVll06ihJnxtTiIFBqaWQi+XeAKlEGtHbXwPtaISSruJEak4LHwIdnT11/aI5oHiUVDTFS2NNKxHUTIE838DpROgboV1bPRVSCn5+Str0dMLAHYXVxyq4OeXjyaS0HnkvW2E4jrTBufxq9nr99kcn1NlUmUuf/9i7/7ZqLIs1vz8QmYuryGpm+xoifL9mauBntrDiup2Pv7hefhcfQ/j31nfwIb6EOeOKGJkad/P8mNJ47LlfYshu0WS7K+4AuDKy0XZtWuvk3z9zz8P1emkYsYMqudZCcgrZsxg6FVXMvSqK2lufo/29iVkjysiuKaZgvIzGH75vvOHqKqHiorPk0w2o2k5aNrhz8d0KLhcBX3u9/kG09Gxgt0T02taDvn5ZxAMriUW276fV3HgcPgpKJiOz3f4FyieaDjdHkadNYOVb72278K7Mersc3G6j88IFrAElh/96Ee0trYyb948Xn/9dcAWWE5WVIeTosHDqd+w5oDPLRoy/IAiWKZPn84TTzxBPB7nlVde6fMzJ6XklVdeYcuWLeTl5WWcVQ4EXdf53ve+B4DD4eC2227rVebOO+/kL3/5C8lkkjvuuIOFCxcSCOzd1vrb3/424XA4c77jEKN/bI5PbIHF5qTC43X1sJRyOBRy8z28vaaObVlaRlwBeHvp9iMmsOR7ndwwvpymaBKfphBN6miKQkw3UQQkTYlqmDjTSb07pA+PSOFONuM04mAaGMG0cNEtubf5/9k76/AorvWPf0bWd+PuBAvuxYsUa4G6Unf32/ZWfm1v5VZu9fbWqVF3qlSgLVCguDtB4q67WZ2Z3x8TNgkJEKSFtvN5Hp4nO3PmzJnNkj3nfN/3+2rwa4XIygIPn6+t5pRejcXBzRYIBfRmAnRKj6e0qp5X5m4hOiGODrF2TuqZjNQYmTl1VF8ee/1bCkqrEYB5yzcx4Kz7mPHvKzhjQtPiOjMljuUfPcCy9Tvolp1Ch9R4vl+0kcvuf4Oyimo0VaGZExNpidGcOWkwALPmr+HUm59DUVViIxws++hfpCbo4337qwVceu9r+tgFcNgseLx+cjITKNpj7eRrCDKpZxKPntufXeVunvlmE0FVZXiGlYt/bmqnahrP3XkuYwblUOv2csaEQZhMMmZTyz+DVosZf1AXNKxmE0vevZ8uWUkUllUz/oonqPPo53bll/D0Bf1b/W4FTcUcaiBGcKDaXHRutIjaH0mxTi48Tt9cPu7uVeHjIRUQxbCQ9v2ynfyyYjsDuiZz8vCWm9G7iioYecFD1Lr1MT7xj7O54dwJACxctZVdxZVMHNaTmMj2jemPIjnWSUWtLpgIgNkZSXqfvlRj5c2KJC5OrECTTFRnDaaTMx6zzYribRJYAqKMuaEORLGx7pCIJEsIJdspX7ucutSmiMPBWTHMaGwHkBZr55m3f8RmNXHlacfy0xPnsDq3jN7ZCWQkNm1MTDs2G1EQWJdXzZheSRzXO+WAnzMt+uhadB8M9g6d6PzIs3g2rCHV4mTXm+8TrK4h68pLSZqsC6ejP3qVdU+8QKjeTcUPP+tikgB2s4gnpKKi/8kyOexM+N+/6Xr6CUf0mQwMDAzai6rRQlzZza+VdbibWTxVBRWW13k4IT7qsN3bIlk5JeV8Sn2FlPqL2ObZgFW0UxEoRf/LeuBoaHvur7bJ6tqllPgKcMguhscch01q/D4bdCl8cyvhTr6/W6+Hcs6H+twF9KLyiT2htgAyh4G3Ct47C8o2AKDaOxNdNQpBzCWQ5MbhyAJvDeqb56CYeiAEypGGTkLo1+hz/sW1sO4T/WfJAoofrNEtM1F20/sMOPE5WPgcbP8FEnvBgqebvQEaXPQ1rPsMLC7ormc2myQRX+MEttk0G7tJ5Od/jCEx0srlM5bx4wY9kOe9Jbv2+f4JwMdXDWVg1r4zTyRJ5MyBehDNsY//1GKYu6n3hXhk1kZiHBYuG9mhRY2Wj5bmc/unawD430/b+Or6EXRKcLK5pJ4NxbUMzIwhPebIzkVsce0vUCyYTGjtiIwuW74C2elsElhEEclkCos0JoeDnbNmYU9MZMAtN5M+ZjQAiQMGhPuIjR2BJNkJRtTQaUg3bLZU2osomrFaD3xeeCSx2zNISzsHn68YRfHjdm9EkmwkJEzAbI7Bbs+gqmohfn8lPl/BPvrpQFLS1Fa1Zv7u9J04mdWzZ7VpQbdXBIG+E47uOXFOTg45OTls2rSJf/7zn9TV1dGtWze6det2pIdmcIRI7t7zoASW5G49D6j9GWecwS233EJVVRW33XYbI0aMIDGxZV22559/ng0b9LnFhRdeeMBj8vv9XHHFFSxfrgdlXH/99XTq1KlVu/T0dO69917uueceNm7cyMSJE/noo49IS2tdd0pRFO68807eeOMNALp06cItt9xywGMz+HNgfBMa/K1IibSiahqiIKBpGpoGsizxzfJCJEXDbDYTCOgiS7/ObRTSPIw4LTLOPaLPUjWNT1cXEmM3s63czdZyN1E2E1cPy0DArIsroC82/I0bzIIIaPpC1mSlvws2z7gai8kM5ZsRAl49ytziQDPZCIkWPv95Ddk52dTIdmqqGthR1YBVhA3LVgNw5RmjWfLevfz33R94ZLruua0oKq9+8ksLgQUgISaCE0Y2RRZOHNqN5e/fwx1PfdgiG6RP13R+fPUOtu4q4ZqH3uKnJZsQZAsmSaLGG+T592fz7xvPAPS6K7vRNPjnpVO4bto4/Aqc98x8thbXY5FF/CGV9Fg7107ULZ4y4508fdHAxus0fp46jDf1EhoAAQAASURBVBlfLSQ+2sXD152CIAicNr5l1GD/bpncdtHxPPvujyTHR/LC3efz+swFVNS4+ccFE+mSpdsUbcgtCosrAJ8uzOXxc/thEiW9No62O4sFCAVItLjZEbJRUucjwWU5oIwFl9y0UaKpKqKm17SIsJt4+/uVaKrGq9+sYvbSXJ66dgJmk56Cv2j1trC4AvDV/PUs2KWyKa+CnVs34q0qpmN6AovevZco14EtsD+bvYx7/vsJdpuFl++9iAE9WkeoaZrG/97/ieUbdzF5ZG/OmNC+DJqXbzmBO16eQ11DgH+cNYRbXvw5LIDMrIxk9Lhjscj6M5olgUDHfsj1v6ApKggCJqcLavQIU6ExzHO3kDrzt+3QNZbhOQkkR1ohqBJSmhY7xRW1PPCNrsQtWJXLx/+5kvSEtiM+zx7ZATAi82wZWdgysgCIGzO21XlnhwyGPP8oIbeH2YMnEajSN73SBvWly7HDKV6xjqQhA+h/w6WtaigZGBgYHM24ZAmrAL499sx+qfXgaGYJahUFujsPfxSyRbSQYc8mw57NoOgRAGyqW8vcqu9atBP06n7t6FFAEMT9iiwaKiX+QvCD3FDL6F3FYHbq2Slpg+CN43W7L4CtP0DNTohp5sef2F3/B2BxwhVzUee/irKjECV+CggSkYFuWFI7Ic5/FnXDzwTS/wWS/h5q2+Zj2l1jNq9Z5orih4u/h9T+8ME5sG02iLKeIROTDSP/obcbdr3+D8AaAT89qIszk5/UhZUBLTdinjyjD7d9soaQonLTuC4s21VFvS/E9WM7kxipF6VdsatJ0PEF9y1w2UwiC7ZVEO+ykBnbPotQXThpbTFkM0u885tuu/bJ8nw+vXoYyZH6+/Tz5rJwO29Q4b4v17GtzE1ZvR9NA5dF5vNrh9MpoX2BNqqqZ/PM3lBKr7RInjyzb6u1iy+o8NxPWymu8XH2MRkc02HfIlJMTg59rrqSnT/8gCM5hWBDA+XNigk3JzIzk5pt29o11lBjZLA9IYGcaeew4plnw+eCHg+b3v8AgIayMrqfd16r6wVBJDr6z5H5fbiwWpOwWvV1TmzskBbnJMlGfPxxBIP15OW9gabpWWc2WzqS5ABUoqOPwWJJ+KOH/acgLj2T0edfyi8zprf7mtHnX0pceubvOKrDwymnnMIjjzwS3oQ2slf+3tijY8kaPJydi9vOhm2LrMHDsUe3X2wHsNvtPPfcc5x77rns2LGDAQMGcMcddzBw4EAqKyuZOXMmr7+u1+/s06cPl19+eas+8vLyWLVqVYtjHo+HiooKli5dyltvvUVBgS4ojxo1ikcffXSv47nzzjtZs2YNH330EYsWLaJr166cd955TJo0ibS0NBoaGli2bBmvvfYaGzfqGa7x8fF8+umnOBxHp1W4waFjCCwGfyti7GYkQSDUuDEL+uIhFFLw+lVOHt0Ls+qjU2o0lx3f+w8fnyAIHJMZw0Pfb6KyIYBFlkmJtIY351XRhBD0ooV8utWCyaxnNggCgsmELEpk+fIR63wgmVBc8RDwosoWgq5EgqKZN79eQm5hBRNHD6K5G/ezny/ht1+W4ast4+u5K/nljbs4aUx/Hn3tm/Bmd8ZeirzvSUJMBLdfMpmPvl8Srl0ysn9XZElkyrVPU13XgGSxIZv1RaoomfhhyVb6z1nJxKHdGH1MN96YqRcWkySR0YNycNgsOIAv7hxLWY2P+EgrQUXFbpba3KQVBIFX7r2Ap287C5vFtM8U0YeuP7VFjZlxQ1p7LPfNySA+2kV5tV4IPTMpmp/XlzG+T4ru5x30NisDImARVOr9CvV+DwU1DRSWNTAwO4bUdkQO3nvOACbf9SGaaCLoruKZm04mLjaapRsLeOGLpro3H/2yAVUN8cItUwHo0zUDs0kmENQXQW5TPJs26h7XruROBDy15OaXMXfZZkLIOGxmJg3put/xVNd5uPDuV/A3FvI9/65X2PDFI63avfDhz9z2tF7I9oPvlhAb5WTsMTmt2u1Jp9QYPn3gjPDrzM9WsC6/FLPNiqaZeOKLdZw9NJNu6TEkRljZ1nUU0RYbrqKNSBHRKKEg3trK8AaRaNa/2spw8l1dPN7FeczfUMrsO48jEFLpnRHFmrwaAKoKm7zhf1m2eb9jNWg/stPB0I+nk/vSW5giXHS99RrM0ZFHelgGBgYGh0RXh5XVbl+r4x5FZUJsBIkWE6cnRh/WGiz7IieiF261juU1C8PH2ieu6C29qqfNM1bRhkNyoaFRFdSzpkVVoc8X90Ft41xk1wI46x2I7QjFepAOJgfY9lMjRDbD4MtRAlv0tCBAjoxAXPkO/PwQWkT/sLgCoFh7IhRWI8W5EDocC6vf109EpkNST72/cz/Rs2TsMXp0jtkRnuu3YOQtMOQaXYiR2l4KT+iRxIQeTXXALqd18eaRneOYuaoIgAirTJ0v1KrNbhqCKk/P3srrC3Zy07jODO8UR5fEfduJ3DOlO9Ne/Q1VA1kUuHtyN6LsJm7+cHW4TVGNj9NeXMjsW0ZhN8v0TY9i1jp93icKre3N6v0hvlxVSId4BymRNgZn73te/8XqQmYs0rNzimp9dPhpG/88vuW87r4v1vPhMt0qbta6EmbfOorUqH2Lix1PPJGOJ54IwJpXXm1TYInt0YPsKVNY+thj++xrT9JGjSJz/HgKFyygdOmyVufLV62GNgQWg7YxmVykpJxGXd0aJMlJTMwQRNGwtmkPAyafDMAvb7+270wWQWD0+ZeG2x/t7BZYdmMILAapPfsCtEtkyRo8PNz+QJk2bRqVlZXccsstFBYWcsMNN7Rq06tXL7755ps2Lbjuu+8+7rvvvn3eQxAELrroIp5//vl92niJosj7779Ply5dePzxx2loaOCVV17hlVdeabP94MGDefvtt+ncufN+ntLgz4whsBj8rbCaJB6Y3I1/fLwGySSiqhpV5R6CAT3yrFeHWC4b174aAKqq8vXc1YQUhRNH90OWD08hv4xoO6M6xfPluhLMskiFJxjOugnWViFX5ukLRklGEMUmC4Y9qnwLaggx6EOz6dH4IdGM3WblpnPGcNM5Yyit9/PkL9toCCgEAyG2by1AttiwRsSxcNU2fP4g/btn8fK9F/H65/PITk/gP7fu34t4N92yU/jsmRt4+6sFZKcncNdlU3j0tW+orvMQjpgMD1ZgZ53Mtc/PJfGtufz2yjV88tT1LF2/nYnDejG4d8dwU5MkkhqrixTtqX/hOEwbHPHRLua+8U8++n4JaYkxnDFhEK98vhA2VjG0ayJOWYVQAATQTFYUren3UeMNcvcHq4iwmXj/huFk7sc2rH9OGnOemMaC1dvp1zWdgd31YofRDpmXvlyO2jhJ11SF+WuaBALRYmfEhMkUl9dyXPdoNldqDBqWQlyMg63bK/iicAuC4ufpT5eyJrcYTVG5/KRjePzayZRUe1iVW063jBiiHBY+X5BLhMPMyUM74m7wh8UVgKKytv3fV21uWSxzzZb8dgkse/LSTRO5+/W5/LK+AE2DncAvC7ey6bULsMgSsihijorBZmvqO1RdgVZThWiSCETEMT9rIv+bV4pP8yEI4A3oQp9ZFnnjmmHM21iK0ypx+V3LqGnsY1ifjnsOxeAQiezelf7//feRHoaBgYHBYeOVnh0YvXgj3jb2y05PiubEhP0XbXWH6ijy5RNjiiPOcugZ030iBrGqdjGKphxyXwAJ5hRGxU0gxhxPUA3yRfG7VAbLcXjqiK5tCvRgu17XjjPehFn/BH89jL4DbFH7vYdoN2MamIWSX4VgNSGnW+GdN/VzDdshWAumRlFejia0poCQLGKZ+BRCcl+9lkv/C/SMGNDnxlF7r1HXApO1fe32wX/O6MOAzGjqfCFO65/Kx8vy+XFjGVWeAAXVbRe3rvUG+ddXGzBLIu9cNnif2R5DsmP58roRrMirpn9GND1TI1FVjVfn7WBDcV24XVGNj50VDXRPiSAlykpKlP5sx2TFhAWg5ry7OI9Kj56t/68Te3DB0Ex+3VaBgMDArChmrixCA07pl0q1p6U9167K1mLc+uLa8M/eoML2cvd+BZbmdL/gfIINDeTNmYOmNH5+RZGh9/5fOICsPTZh4TFUVCAIAkPvvZeSJUsIeb2sev4FQo31DGN7dG93XwY6NlvqAVmmGTQxYPLJZPbux6ofvmXDvJ9aFL43WW10P3YsfSec8KfIXNnNwIEDSUtLo6CggOzsbPr27Xukh2RwFJDasy/RqekUb1xH2bbNLWpiiSYTCZ26ktyt5wFnruzJ9ddfz7hx43jmmWeYM2cOhYWFyLJM9+7dOfvss7n66quxWtv/HW82m4mMjKRLly4MHz6c8847j1692lcmQBRFHnzwQS677DJmzJjBnDlz2LhxIzU1NYiiSFJSEkOGDGHatGlMnjz5oGrCGPy5EDTtQIwhDQz+Grz83SYe+WQ1oqg7KwsChPw+HpzWjwsmtC9z5aJ7XuW9RgusE47tw8xnbzxs4wuEVG76fA0NjZYDfZJd9DHVMULb2tRIkkE26Rkssgk0FQEQ7C5Ei76wUc0ONIuThqDKWR8VcGLfVK4Z2+QjWesN8vXyHfzz2a9paLS/UgI+uibILH5v3+r+gfLCB3O46bF3w68F2YLZ7gRNwxqdjDVC/7LVNJX7z+rJZVOP2VtXRx2apqHWV9BQXYHNJKIBdaZoyhULVb4Q6/NqePZLPTX0tqnduXBU60jIPfvLr2wg0m4i0m6mqKqBJ7/cgDcQYlCWiwden4O7wYemqZxybDdeve0kAMbe+QXbGhfdDqvMaWM7EZmob/RYJJHC/BIKS2rY1mAGTaOqsAQCQd74x2SueuZHqt1+LCaRpGgHu8r0TJ1pY7ry+GUjSB93E6WVet+CABu/fJTstJa2AF/NXcWZt72MpmnYrWbmv3EHPTod/ILs8wW53DZ9PpoG/754GGeN6kKZ289Tv+QyOcHLUIsemakBmjMOpSgXRdWY5+yDYovkgfdXhYvU9smI4s0rh7a6R2FZDS9+/AsOq4Xrzh6Dy3Homy4GBgYGBn9tPimp4rqNea2Ov92rA+Pj9p2pVx+s5bPit/GpXgQEJiScTJa9tcf3gfJb1S+srlt6yP2AgF1yMDR6NJ2cuq9+UA2wrn4lyyp+4qzPXyLCXaM37TQezvvkMNwTeOd02PZj+KVi70qw5yt6lnAzxA5xmHOSD889fweqPQFu/mgVv2wu32e7C4dm8q+T9u5Br2ka+VVeImwyUXYzs9YW8/HyApIiLCzbVc2WUt0SKynCyuxbR1HtCTDmiV/C856uSU42l7hb9Gk3izQEmuzMUqKsDMiM5qvVxQAkRlgprdOzs0Z0iuOfx+cw5blfw+27JbuYdeOxLfp8bs5WnvxRt/ZNjrTy3Y3HEmk/8AyHokWLWPbEkyjBIL0vu5SOJ57ImldeZdvMmfu8zhIdjb+6KfCn/403kDVxYos2Nbm55P30M46kRLJPOAFBOjxBcQYGB0LA56WyII+A14vZZiM2LeOoLmhvYHCwKMEADTXVKMEAksmMPSr6gAraGxj8WTEyWAz+llw5KYfC0kpe+WYVatAfPl5aUbuPq5pQVZUPZv0Wfv3tvNXU1DcccF2LvWGWRa4ens1z87cTUFTK6hr4IL+IEX2aNRIlpLh00JRwAU5VkPRC3yE/ftGCbHbgCag8+HMpNQ1BZizcyeDsGAZkxVBaVce2vHL6JTuRQvpiSgCmDO3EM7ec2saoDo2Vm5oKgAqiSFxiMg0BBTQwWZt8KAVB5Nlf8pi+uhabLPH8+QPonnp02woJgoAUEY8rIp6tRZU4rSZUQcIlQ16Vl1e+a6op0yGh6VmLqhr4fGk+MU4LZwzJQJb0rKrrX1/CnLUl2MwS/71kEI98tZHqYIhgQGF5biXfP3Eu789eQ7TTxhUn6n7R9d4gRXVBTFYroUAAjy9EamIEbsBuknBaZCK7pNOtcxrBlUXklXuISU3GXePjxhnLqWmMZvQH1bC4AvDD8l08ftkIoiIcYYFF06C61gN71HGbOqovs1+5lVWb8hgzKIfuHQ+t4Ocpwzty0tBsNDSkxoiP3AoPAUVlZrGZuI4pJJkD2CxmJJsTuWsMMtBbiiYxyoXnhG68OX87cU4L95/adiRKakIUD1178iGN08DAwMDg78XpSTFscHt5Ib/lJnpNcP8ZJHne7fhUPahFQyPXs+mwCCwDooZR7CugLFCMjIkQ7Y/6BxARUfWQBRoUNz9XzCLdno2kiJTlbiM5KgGzycmXx59Prw3LyIjsRfSowxiMU9xkfRWKHY+SdlkrcQVA3VGBb0cFWE2YR3ZClI+u5Wy0w8ybFx/D3Z+t4d0lTZm9ItC8UkvHZnVQvl1bzIaiOo7rlkC/jGhUVeO691fw7doSLLLIPyZ04d/fbgobv507OINT+qVR4w1w3uBMnBaZ+VvLw+IKQJ23tWVZc3EF9OyXopri8Ovd4grAr9sqCIRatt+dDdyc64/rTNckF8W1Pib1TDoocQUgZehQpn7yMahqWAApWdba4qs52VMmk3POOax6/nmqNm8hccAAMseNa9UuqmNHojoaWcoGRxaz1UZyp/1bMxsY/NmRTGZc8b9vPWMDg6ORo2tGamDwB/LAhcPJSYvkiQ8XUVheT8Dn4f4XPsPvdXPPpcejNSuUvSeiKNIpI5EtO3Wf45T4KFz2wxv53islgidP6km9P8gbi3dRmZDOl3UVnOCqRJYlxOgkPXW+0RpM0AdGKCYLBIFKv8bTny1nwS43gq1pU9/jD7F6SwHHX/ccNfVebBYT9bU1iLIJTVW47MRTiYvety/0wTBlVF9mfLkATdOwOiJ0cQUQLVZUVWH3EtrmsuGIjgLAG1K5/aNVfH3zKACCwRBvf70IXyDI+VOGHZXZBlarFbXZx+bYzvFcOCqbDQW1jO6eyLHd9MmG2xfk/OcXUlqrL2Y3FdXyrzP6sHx7JXPW6p8rb0DhiVmbaDAJWM1mrA6or/IS6bRz30VjWtz31reWgWzCJINskhnVNYbTBmTxxuIdWGwmOsXYiLLKVHlDdE+PJK/cE16o+4IqkklGCakIsglBACUQAE2lR5aeWXTHJZO5/P7XURSVycf2pV+3tlPZh/ftxPC+7d8oWrU5D03T6JfTdn96llnTG5oeZUMUQNUEGiJSqLCaiMWNi0ahVJRJjXEhCCJnD83k7KF/npR7AwMDA4M/D/d2SiXDaubJnaVUBENowC2b84kySYyLjdjrHDLKFLPP1weLSTRzYvI51AWrWVa9iO3eTQd0vYiE2kyUUVEIBLx89fBDFG/ZhOWULpiGJIMjkt8GHUdE/MlEW9pXLL1d5EyG5W+gCTKhjv8Hwn6sNHxBQqsLMA/IAkApqUXzBhATIxHtRz5Sdmy3xBYCy7Fd4hnVNZ55W8rpnxHNeYP1+ckHS/L452drAXhl3nZmXjscb1Dh28a5oD+k8szsrS2q6qwtrOXhU5oCR4KKysPfbGxx/6tGZ/Phknw2FNdzMGTHO+ibHsX47on8uKEUSRS4bmzb3vHN69Xsi6CisqagljinmczY1kV+BUGAZtklMV274m4sOLwnssNOlzPOwBodzZB77mnX/Q0MDAwMDAwMfi8MgcXgb82043oyNCeJnmc9HD72/EfzeOfbZZTXuLl52hjuuXRSm9d+8d+buPd/nxFSFO69+mQk6fB7KrqsMi6rTGWDvuCd3RBHTUxHTk9XcWh+NE1DDPkQdpczlUwIor6gj7fAwlXbKazxk9KlM6IsMSAzmuxEF2/9sILk1EQcAZWI6Ah2bd5GXUUFMXHRFNX5wjVfDicnjenPnOl3sHLTLhTBxL/e+BkAsz0CUTKhhAJoagiTrWW2Sl1DUwTeBXdP57M5ywF45+uF/PrWXUedl2VihJUqjx9F1XBZTVhNEtdNbB2ttKPMExZXABZv1e2uHNamP8uySaQOrUW9mtgYGzurG4h1WZCbfebW5dcAun2XK9LG+RO6keC0cPOoLqwqrCE1Qq9FE2U1scmhW8v5Gr21I2wmzpnYnVd/2BJewNsdNs4dmcWNp/QD4Lwpwzh2QFeq6jz07px2WN73O576kKff/h6A66eN48nbpu33mrQoG5cPyWR1UV14DJU4qA+KJEeaMdlcLev7GBgYGBgY/E5clBaPXZa4odEuLKhpPL9lBSH/uzjsyQzsfSN2W1yLa1JtmYyKncSOhi3EmOPpGzn4sI1HEiSizXF4lLr9N96DPTNeerj6sXTldxRv2YSY5kLMaBl8UxEopYPjMBZrnfwUZA4Dby3UyxBU93uJ6tPHHNpeTmizLkiQW45lRGcE65EtxD02J4FpgzP4eFk+WbEO7j+xB1lxDi4e3qFFuwW5TYXoA4rKsl1VDO7Q0qPes0fmSKTNRH5VA+kxeuZ8dUPLui+SKHBCzxTOG5zFte8u57v1pS2u3535DtArNYKCah/VDYHw+Qk9Erlvag9EUeDl8wawsaSOSJuJtOiDz9QPKirnv7aY37ZXIYkCT53Zh5P67ttGtt911+JISqJmey7FS5aCooAgkD52LDlnnoE9Pv6gx2NgYGBgYGBgcDgxarAY/O2pdXvpcsq/cHv1CHiHzYrX37TIXPzmrXTPPrJez5+uKuS7zWWcNyCVrGg7Ts2HCx+EAki+Ot2zCVAtTtQIvS6GLxCi/y0fE5WRiSCKTOyRwLUTujFrc2l4UbW5pJ6qhiBKSMFqlshOcCIIAlnRdk7rlXzQIksgGOLruauwWkwcP6J3qyhOTdP41+uzmfnrFsp9+gJYlCSiUhOx2EyIoogoCmiaRrrLwomdrXz+82pmL1pLoFlxwB3f/YeU+KiDGuORps4bZOrjv1BZr3/uThyQxr/P6QvA099s5P35O5AcJixOPQpz93u4+0/2wIxoHj+1V/h3dPd7K/lsSR6du8TidFoQgIuOyWR8TgI1DX48/hBoGoISJL/aS/fUGD5fXkRprY9TBqUTH2Gh93VNPupWs8Tml85q17N8v2AdNzz+Ppqm8d87zmHS8P0XhvMHgkQMuYrmX0G1i17CZj2wqFO3P4SiajgtMpJ4eEVBAwMDAwOD/bGw2s2pq7aFXx+nreJc5gGQkjiEvj2u+MPHtNW9gZ8qvjno63u5BlIVLCdvx3r8n27BdlVfBFnU55vN5nRdHD0YE3/CQd1DKa+HkIKYEIGwR5CSWu0huKEIrZllVVsIqVEIqoZa4YZm9mym/hlIiUe3vexu3l60k//7Yj0Asijw+TXD6ZUWybOzt/Darzuo87W2+gKwmSTeuWwwAzJ1S7FTXlzI6sZgG4Bou4lPrx7G4h1V3NmYIQNgNUl8dd1wPltZiFkSuXRkBy59cylLdzbVMXnn0sGM6NxSGNyTBdsquPOztYQUlXun9mBSz31nsSzeXslZrzTZK3dPjuDbG0fu85rm1O7YSdXmTcR260ZEppGdbGBgYGBgYHB0YWSwGPztiXTa+PDRS3n4tVm4HFbySmrYvKuc3bFdgXb4af/enNY3lU2b80iL1C2x3FhQARUJhxTCqnjRZDMhVzy7DZUe/2I1HXt3pdYdRNXghw3llBSXMHRI93C/kTYTVQ1BJFkiNcYe3sTfWd1AmdtPkuvALbg0TeOUG5/lx0X6YvGy00bxwj0XtmgjCAL3Xzqek0f3YfI9MwGwRrqwNlo6aJpGKKSiKRoDUu1c+9gHyDYX1phUxIY6fDVlZCbHEh91GK0p/mAibCZmXDOUj3/LI8Zp5ryRekTjtysKeW32VoIhFadJwELTe9Jcp1qWV01hjZf0xmjCB87uS1aKi5/z9AWyBvywuZTxOQnYAm6Uxd9iqi/D5IrE7oojkDCGC47NbjGm66b04H9fr0cUBO48o2+7nkNVVc67ezr1Hn0T5Py7X6P0p6f2m+FiNsnERjqoqNELsMZEOrCYD/wryWkxvsYMDAwMDI4cw6KdPNw5lU9Lq0kX65lYvSh8TlXb3hz/vens7E7J1i1siN7arvYSEgpN89219XrtCynZieWkTrq4Ai3EFYAtnvUcE30sDvnA5mPBzSUo2/X6NUKkDfOQjuEMbAAx2oF5aEf8P6yHfYQCatUNaM0yL/SLBQTn0WchuzfOH5qFzSyzsbiO8d0T6ZUWydwt5bw0dzvefaxBvEGFT5YXMCAzGlEUePeywVz+1lIWba8CoLohyBerijilXyqSKKA01mfxBRV+2lTGHZNywn3dPK4Ll89YhiegcFxOAkM7xrZ5z+Zc//5Kqhrr9934wUpW3zcBq2nvxeNjnZZGi1f9dbzLst97NCeyQxaRHbIO6BoDAwMDAwMDgz8KY2fKwAAYPaAzowd0xuMLMvWez4gIRaEEfJw0MIm+XdP238EfwI/fz2Xy0M5EO6wgCHg0C6pswSM7sUgQbZURBAFV0/hqYwU1rli6RAgEQgorN+mL2LUbdzL4mG6NdS2g3q8v/DVNIxBSwwsjARBUtVUdmtWb83j67e+JcFi596qT26zVUlJRGxZXQLfy2lNg2U3fjgnce+5gHnlvIZrachGpKgreojzMXU3IVie2KD0zx2SPYOyATjx5wxRMpj/3n7DMeCf/mNq9xbGnv9pAsLGoqKfWjyRLmK0yogCIAmJjlKfVJBJla7K/kESBkwemM6+gJryIjmkUrIK/fICpWreHCDbUYxEFxBVfEEzphBiTihidhGCycNupfTh/TGdkSSQuon2bEyFFxdOY/QXg8foJhhQs5n0LLIIg8MnT13Prf/TMlyf+cc5RZ/dmYGBgYGDQHi5Ni+fStHi+Ka1gY00K3bVdKJKLzh1OPGJjKpm1HO1MZ1gc2Vttwa7ubPIsBXhNCnJIIiS3nI9J6RF7vYcsmDArSosVZW1ZCYs+/QBBEBh62jlExCe0uk4pbMqW0Gq9aB4/wh5BPYIoYhrYgeDynU278s2xm8C7h7hikTH3SUd0HNjm/ZHm9AEt1xpP/bhln+LKbtJjbOGfnRaZcd2TwgILQEqUled+2hqeF+7m0Vmb2FnhYVz3REZ3TWBYpzh+u+s4ahqCpEXb9lo/aDeapuH2N4mH/pBKQFH3KbB0SnDy6Km9mf7rdhIjrPz71P1nOxsYGBgYGBgY/Fn4c+9OGhgcZt6evYHNhXUgipic0awql/ltcylDuiYe6aGRmhDNRbe/wCO3TSM2wkFcdFO0oF+BKq+CSRIoqvczd3tV2DrKLEvERVnZuWkbUgh+XbyBPr2yqa11s23TTsaP7Meuai+5ZW66JrlIjrCyZvk6Rj31OjedO44po/uREh+Fp8HH8Vc9Ec442LqrlFkv/aPVOKMjHMRHuyiv1otqds7Y93t35ZQ+XDKpJ78s38KjcwqpC6qoikLB2tXI1hheX1COMzYRpZkV9zH9umG1mLjsvtdxe/3cfvEJ9N9L0fU/G81rsACkW00kRdtYUeYGEcwWAQRIclow72GpEe+0cN3IbL5ZX0KkzcTFgzPR6itQa8ubGqkqam0lQUVAqKzEHBcHVhfmAZMQzFaSDtBf22ySue+qE7nvhS8A+L8rpmIxt8/3fFjfzix6994Dup+BgYGBgcHRyq1biqnhJEyECCoSVxTDvzq1LWz83kTExFHwymKsZ+WAAFpAQUpqnWmy2bFdj6yBsLgS2lqN5g4gd4tFsMqAQIo1Ha/SQHWwAhGRJE+QiT+8jqn2Pio6DKTmlGfoFNGLTx7+P2pKigEo2ryRi59+qdU9RYcFdfcGvSQi7CUbVYpzIk3sSaiintDKPAg1mww2BEEUwja5YWxmAqvyQAO5UwLiQWRjH2mclpZCRY/kCGRJYHVBbfiYKEC35Jbi14VDMymq8bJsZxXDOsXRNy2KB7/a0Kp/DXh/aT7vL81nUo8kXjp/AC6rCVc769YIgsDtE7vy8Lcb0TS4dkxHItpx7ZmD0jlzUHq77mFgYGBgYGBg8GfCqMFiYNCMG1/4hU8X5CKaLAiN0fQum4mlT52C7QhbEZVX13Pdv99hV1EFt158PAP6NhVOD4QUzLK+GFuSV8O8ZgILQF1+PmpMPDaLic6JzvBCP39XIV1NQaZMGkadL4jLIvPuwm14BYlLBqYS0xgBKIkihaXV9D717nCf8dEuCn96ts2xrty0i4de/hKbxcRDN5xOVsq+fZybc+8rs3jq7dm4UjpidkSFjysBLwgioqbw8d0ncMd/ZrBodS4AsZFOtnz9CE77n28RvSfr8mq4bcYyqj0Brj8+h3Mbbbwe+WYj36wrRpKbRJXbxndhSu+UFtf7Qwrl7gA2k0S05kbLW4N302pCFaUgCAgmCW9ZNUpj1KdoNhHZvQumrsdgyhly0OPOL9EjJtOTYg66DwMDAwMDgz8zqT+vYs+8g2dzMjgr+Y//bvS53cye/jzVJUVEDe5MUT/v/i8CtDnFeH7YAoCY7MB2bT8Ek4RTimBwzCiq/RVE1Tkx/XwjWbtWha+bPeoUMvvdxpdX3tGivxvf+RzZ1HLzXfMHCW4qgaCCnB2PGONo19gCS3fo9Vb2gpgeg1btQXM3ZtZaZCyjc1rYj/0Z2Fbm5rr3VlBa5+PSER24bmxndlV6mPrcry1qsnRLjmDWHnVMVuZVs7G4nmM6RHPS8wvw+PefCfPTLaPITjhw292SWh8hVSXtAINzDAwMDAwMDAz+ahgZLAYGzYjZbYvUTJyo9wap9wWPuMASH+3izitOYlt+Ocf264jDbuG3HZWsKaplZV4tx+XE41NhRUEtETYZTdX9mfO251NRXkPf1FQEQWgRRemMiCA61syyghokAUKhEOd3t5NsF1GEOnxaLAgiiqrSMS2eft0yWblxFwCnHDdgr2Ptl5PJp09ff1DPedeF46isruP7zV6CzY6L8u7i5zIPzpjPmkIvss1JyOumstZNWVX9X0Jg6ZkRxax7xrU6fufkbtQGQizaXhk+JjdmsIRUlZCiIQoCi3ZV42+M8BwhFWAJBgjVVKMpuuUbihIWVwDUQJBAVRVs/o2ZBTa6dUylZ4f2C2K7MYQVAwMDA4O/M5qmtVkupMAXaOPo74/V6eSYk8+gsiCPtG492SCsZ3XdUtoapVN14BY8mBWZ6hX54eNqsQe1xIOUHoE/6GV26Zf43lmPsr6SE1KLYA/3sCqtkqy+A9i5ajkA2f0HtRJXAASLCXOfA89kMPVKI7AmH63S0+Z5tbQWAs0EBX8IQgocRI23I0mnBCff3XRsi2OZsQ5ePn8g57zaVCjeLOlz+qCiElRUFmyr5Mq3l6FqYDNJ7bIZA7j87WXccFxnJvdKDs8t20NS5J9/3m1gYGBgYGBgcDgwMlgMDJqxeFMJZzz0DZooI8r6gjBS9LJm+qVHeGTwxbx1XPzQh6iqRqTTyrCxgxGiogBwe4PUNwS5aGgm0U4LI7NjibabyTn9YYor67jtprPplp1ISFHZWd2AKIqoqsbseZs5c0xnBmdF0zXajOb3IIV84XsGzE6CZhcmScJhs1Dv8fLx90uJcNk4bdzA39Xy4oeVBVz74q8EQipxLgvltQ1N4/LUogS8aJpGQ3k+g7ulMfvV25AOYFH4Z6TC7efOz9eSW+5mROd47p3cjXcW7eLLTaWoGpzVvynrCKA/BUTU5NOwYhEhnx81GEKDFgILgD0tEUtMFOO+tVPolXj7juM5ttfRUXvIwMDAwMDgz8JFa7fzXUVdi2Mf9slmVMze65j8XuQuX8IXTzyEpqnYJ3TGNDa9RSF7h+Ski7MnKdYMUqzpvLrrSQC8b61D2dAYzGESsd0wAAHwfbgJ03EZ+N/S6+xFWX2c3nUTkYF6dmR0Zfbo05mcfDYJcjKbF84DIGf4sUhy+2ynDoTA6nzUopr9thPjnJgHdTjs9z+SPPXjFl76JZdYp5kXzxvA/K3lPDt7KyFVo3OCk61le8/w2R+77cIMDAwMDAwMDAwOjD9XOI+Bwe/M4JwkHr1wINc89gmqGkIN+pkyse+RHhYA7/+4ClXVAIGAOTIsroBet8MkCJzRPx27ucm3uX9OOpuLq+mWrddBkSWRaKuJr5fksXV9PvUeP4WdI+naTz+/p2AiAiYU/EEVh82Cy2HjklNbRtTtyd6KqB4oE/ql8evjJ1FV7yO3qJZrXpyv96+qqKFAeLwmi5VvX7j5Ly+uAMQ5Lbx6/sDwe/zr5nI+Wl2EufF3/v3GMqYNTA/HptY5konyVaCJEmpQt5QQANEkoTZGNYpmmZDbjeLzoYXSCSki3y7ZYQgsBgYGBgYGB8grPbIYuXgTuxqzVuyiQB/XkbFP2jj/ZzRVxTQqjWDQT/DnHZhHp4fnaNmOrhwT3WQvFWdOpCJQivX0rvhnbUeMtyPEWfG9tQ6twovgNCE2K6ruGdqFDyZNRAqFUGR9SaloCrLJRI9Rx+19YJrWIlP8YDD3SUfNjgdVI7B0B+wlU0Pun3FI9zkauWV8F24e1xlBEFiyo4onG+3cgFbiSoRVbmEptj++W19CIKRilv/6c2oDAwMDAwMDg8OJMXsyMNiDaeP78N8bJnJMdhTnT+jNY7eceaSHBECntFgEUSIitSMWVxzBYNOCSRQEnj69d1hcWZ9byMpNu3j5rrM4ZUzflh0JAknJkSSkRBPye3nrna8IJ7LJFlQENEATJQSTGRkVh6gQ8OuZLZqm4Q8E8fkDKIpCaWUd85ZvYcXGXfQ69W7sgy7nsvte43AkxyVG2eiWHs2UwVncemIOvtoKvFXFqEqocSyQEBeLzWreT09/LXZvjqzJrwbAZZXpnhJBSrQNh1ki0WUhK8ZOVqwLwRGFtXPPltfLIqJZRpAlEBtt4xSFy1L1Oio56Ybdl4GBgYGBwYFiFkU+6deJyfGRHBvt5O3e2USZjkw8W3RKKgChDZUEf8oj+N0O/B9s0s/JsQyOHgVAXbCGUn8RkxJOIc6UgOAwYT29K+ZR6Zh6xGO/th9CpBlN1ZAS7ZhPyNbFllS9ZsducQXgx/IvUFQFn+Lll4rv+Lb0E/IatlNZkEfh5o1os+6AB+PgmV5Qsu6Qnk90WREjbZgHZekV3/dEEhAlqfXxvwC754Er86pbnTuxTzLH90zi6bP6hC3E2kt2nMMQVwwMDAwMDAwMDgLDIszAYB/UN/iZ8c0STLLEeZMGYjbLB+RNfDjxBYKM+OfX1Pj0/7IOh0xGZhRoGpcMzuSUY7IAePDlL3jwpS8AuOS0UeRHd6JHWgR9M6IJhFRyK91YTTINXj8fvf0dl07oxm3njyfk9yIEGhCUQDi6ULW4QNIXzhoCgijp2RCNfzVUTWP0pf9h3bYirBYTDZ4mT+zPn72Bycf2PazvwRe/buLf7y8lr7weJRQETUEWBTa8dTVRzr+fD/TyHVVc/+5yxg9KQxJFIiwyDrPI2X3TMIV8lP/wLnGiF8EZhbeolEBJIQCqoqEpTdGess2MaJJZoqaxq+NYrprS+3e1fzMwMDAwMPiro2oaH5dUUx4IclpiFIlmCVH848SWUDDAy1ddiM9d3+K4818jODv7SiLN0Wxzb+Snim/Q0EgwJ1MWKG6zr+CCIhK2Wel87Yksdy9CRW2zlguAiESMOY6KQKl+7a9F+L/aSrKtjmlZq5sadjgWLvzqsDyrUu8jtDoPrd7f4rjluG4If7L6KwfCmoIaTn5+QXheDpAUYWHGpYN557ddzFi0q919jekazwMn9SQ9xihYb2BgYGBgYGBwoPx1Z5wGBofIpp2lTLn5Fcqq3QiSzN3Tf0EUBR64bBxXnjToDx+PqglhcQXA4wmxftkO7jprAFMHZvDpqkLK3X5e+KKp+OUXy/PIGdWBpTuqWZlXQ+fkCDomOBAEAZvZztiJQ0hIdiGZLYgmM0qtH02hybpBU8N9CWighkBVEEQZTRAQBYHoCAcAPn8QBDF8TaCdhTUPhC+X5FNYE0AyWRBlM0FfPSFV4/KHP+TkkV0594Qhh/2eRzMDOsTw32n9+Ta3gpx4Jz0SXQBsLnPjyF1IlugFQK2vRvO7ES0mNEUFJdiiH00DKSqOiadeguSM/MOfw8DAwMDA4K9Eg6Jy5qptLKvT68f9b/tW/s279M0+kezM4/+QMYT8gVbiijk9hqmZ06jbms/S3z4gz1mEOsiFIAqUFOWiVniRMiMRbC2XiPLQZBp2FtEvbih9Y4cwI/95fKq3zfuqKGFxBSAwLw8AcU9BZo+5yKGglda1ElcAgqvzkTrEI8U5D9u9jiZ6p0Xx8vkDuXzGsvCxkjo/E56ed0D9XHlsNnee0O1wD8/AwMDAwMDA4G+DkQNsYNAGpZX1jL/uBcqqdS9jyWxF1TRCiso9r/5ITX3bi8rfE7tFpk9WdPh1UpSVBU+dzmXH9+S1Rbt4c0ke32wopd/k47E4HNhckZiccWGrrpCi0eALtshMcLls5JXW6i80FaRmhUglGdGmZ7A0XxILaAjotTzqPT6Wb2iKjot06d7cJ4zszdRRfQ/zOwCb8quaxiEICIKIpml8M3cFl973Jq/P/PWw3/NoZ2B2LCM6xNAlzhE+ZjNJmGUBLRRECwQIVFejer36714UEOUmywxBErElxuAcc4qRtWJgYGBgYHAYuHrDzrC4AlCDk+1aPJtyP8Hvr/1DxmBxOEjo0DH8OiIhkSseeBFTuconD9/L6h++ofqzlQR/ySO0qZKGp5bhe2MdDf9djuYJQrBZkI0o4A7VAVAXqiHOnBg+l2LNoKOt617HYR6iW5UVeiPYWNd4nTUKxv3rsD2r6va1fbzCTXDZDtSahjbP/xUY3z2RqX2SD/p6iyQwpU8K/tDhD4wyMDAwMDAwMPi7YGSwGBi0wdrcImr3tlhTNSpqPUS5bG2e/z1547rhvDNvOwIC543KxmXTBZFNZU0RirLJxLmXn0V0XAy1tR5Wri/g9LHdOKNHDAk2iUJ3kO92NeANqqxfn8fjF45AU1WCteVhkUUwWZGd0SAI1PuCWFQfqKoutgi6LquFAsiCwoVThzBvxTYmDuvBv64+ifoGHzGRv0+k4MQBGbwyawMAqhJEDfoINNRjtkegqQrfLdzAJSeP+F3ufTQztlM8m0rrURo9IlRNg2AINaDbvakBPUpUVRS0xswiyWZBMslIVjOCbMEzawYA8629qOkwhHOHZyG25WluYGBgYGBgsE8WVDcVG5c0hauZRTcKAPAH67FYfv9sUUEQOOOeh1n1wzeIkkTfCSdgttkp3b4oXMsOgDwPwfx6UPQ5hFblw/PoYuRecVhO74ogCij5dfToPBxPyM3nRe/g1/Q5cjdnb0bEjkcJBqmuLKXKXtNiDHG+EDHHZFJV5MBT70E+7W7o1Q3MzpZBPYeImBKFWrwX4UoDpdKNGPXXtb566KRefL+ulICi7r/xHvgVjanP/YrLInNC7yRum5hDnNPyO4zSwMDAwMDAwOCvi1GDxcCgDUoq6xh04ZNhkUWQZCSzLqiooQBXnXQMj1435UgOsQXvLM3jw5WFRFhlYuxmnLamRWu2Q2Zct1hSbE2b5V9sqmLGr3ncOCqbnTUhMiIFxmQ3E4xEGY8piiunL2ZQqoUbR6cAeh0WzRYBoQCitwYBQJKRY9MQxD+mkOjlj3/B5/M2YNKCXHh8P95duBNnbCyBBi9xgofF02/4Q8ZxtOENKhTXevEGVdxeH91+mw5+/fOrBEMoPj+KL9DiGrPLgWg1hUUX0PdXxucO5YbJ3bloVEcMDAwMDAwMDozz1mxndqWe8TFKW8uF/Bw+1yF9It06n3WkhkZ1SRFv334DQb+POptEfocIohSN1M01rdqKiXYEl5mM6K507DOQNct/pq6fhNw1BoBkSxqZ66KY8/qLaKqKlBOD5fSuiC4zPWp8jKhozByJSIUBVx5WUWVPgltKUHLLARAirGh1TYFSYloU5l7pv9u9jwZmbyjlkVkbKan1oagavtCBiy0AfdKj+OLa4Yd5dAYGBgYGBgYGf20MgcXAYC9s2F7C61/9xo7CCiRJ4vvFW8PnspOj6NUhjjsvOZ5u2U1p+UVl1dz130+orfdyxyUnMKRPp8M2ngq3nzcX7CSoaJw/NIO06KZIPE3TeHtZPutK6hEgnHkwLCuKnHgnEbJKlNy00Pp4XQUPvruCSIeNBlXi/av60yVGt/0CQLbw6m+VvPLTNl6b1pHeKU32Uz7RghT0YtaavLOlyERE2x/nb13j9mIxybz7y0ZeXFAUtraSFT9XTuzJ2YMzsP2Fi5ruj1DhFhp+fFcvrtKI1GM4noU/ogWaPMqtcVEIkojqb/pdNqgSx28fzMQ+qTx+br8/dNwGBgYGBgZ/BTyKwst55fxW62GUsoIOtbPC5+zWeOJie9I1+zRMJn0uF1D9LK6eiztUTzdXH7Lshz5/9NbXsfDj9wj6vAyYcgrxGVnhcztWLWfmfx5EDemZLKs6uOha0oDN2w6bKBFsV/dDyoiggz+L9f96B1Vpdp0oIPdL4LyBicQ2r74+8EqIymrV3eFEa7S5Cq7MQ61oyiLCZsLULQUpMeJ3vf/RwjEP/UiZuymoJtZuorKhfTVvZFFg279P+L2GZmBgYGBgYGDwl8SowWJgsBe6Zydx4zmj8akS89aVIFsdiCYrsiSwKTePj39czuQbniPUzLP4/Dtf5r1vFvHNvFVMve5pausP3PO5tLKWr35ZyfaCshbHb/9kDTNXFfHN2mJu/GAVIbWZN7YgYJYbrbvQBRerLNIlTi9o71ZEAqouQlR5Q8RFODh1aAe8jQ4RdT4FTHY00YQmmXnzh7VIjSLNlrKWVmlWUUPe0zpK+mPFjCinDatZ5vWvfguLK4IoINgdvDJ/B1e8ufQPHc/RhmCxI0jNMooEkYLEXpg79wBRAAFkhxVBEhFEEU9mL0JWF16Tg3+VdEFF4NhuCUfuAQwMDAwMDP7EOCSJGzKiucP0IxneuYSazZMafOXkFf7Mmk1vhI8tqJzDhvrV5Hm382PZF9QEq9rqdq+U7sgld/kSgr6mOdvXzzzGqu+/Zv3cOXz84N0EfE31A0N+f1hcAUip9LVPXAFQIX75Bo5Z/hP9d25tXb9N1QgtL6VmZzPLLkGCP8IWrbHGnFrlaXnCGyS4YhfBwprffQxHA3Eua4vX3VPb/96PzTHmfwYGBgYGBgYGB4ohsBgY7IPrn/yCRevyCTZ6GouSRKixrgVAcXkt1c1ElM07S8I/17q9lFQeWCHTnUUVDDjzPk67+Tn6nXEvC1c1Zc3kljctFkvr/NT7QvywqZSnft7K1+uL6RjblGXSMdbOJQNTiLTKmCXd2qs0KLOuWkWw2umbHsWNU3vy5Hl9uHZsJq/+spMtZV6q/AKPf7WV1ZvzmTY8i76Z0TzzSxHfbaoDQdStHQQRwWRFNdnQRBksf1zmSnPKq+tZs3IdIb+ekWEyS4iigCgK5FY2sHhbxREZ19GAFJeGpe8YBJsDweHCNuYsttYLhOoqsEZHYI5wIIgiaBqixYKz51Ck027CPel6ho0ZziuXD2ZK/9Qj/RgGBgYGBgZ/Wrbt+JLS0iVIgQZkJURNZGyL825PQfjn5oKKikpdsP3zxzWzv+OdO29i5uMP8MF9dxBszFQt27Uj3MZbV0tlQT6zpz/PF088hBIKYbY1WcPG1e07u6G5iCILCmNKF9Jv7UJiBC8TrrwB2WxBkk1IJnO43Q/zCtmcW0NhmZcNWd2pEANtdX3Y0ep9oLZt0KCsL0Tby7m/Ei+e158OcQ5sJolRXeI5sU9Km+0EAawmkYuGZfLAST145NRe/G9a/z94tAYGBofK6NGjEQShteC9D958883wNW+++WabbUKhEO+//z5nnXUWHTt2xOl04nK56NixIyeddBLTp0/H7Xa3ee3eKCsr44knnmDcuHEkJSVhNpuJiIige/fuXH755SxcuPCA+jMwaC9ZWVnhz/ye/0RRxG63k56eznHHHccLL7xATU3NAd9j3bp13HHHHQwePJiYmBhMJhMxMTEMHjyYu+66ix07duy/E4M/LX9fDx0Dg2ZomoYGuBv83PPSLPJKa7jwhIHsKqlu1faYXh34del6AMYek0N8tCt87rwpw3hqxncADO3TiY5pBxYF9tnsZZRV6Z7dXl+AGV8uYFjfzgAc2zmOnzfr3tJ90iLZXFbP28vyAVhbXMeFgzKItEhsrfBw4YAUTI1RfGZJRFUV/IrGusI6UqP0BbVdUBmdJjIm1cnF/Z3MX7uN5BQrxyXUY+0zhAibibeuHkpIUZFEgVBVIZrfC4KEZnGimWwIooiGRtBTg0mIQWy2sP69iYlwkBJjZ9v82ST3GkRCVktB4Pb3ljP33ol/2HiONsy9RmLuNTL8ekCtj7o1MlHBULjofSCkYOs+FItJxK+pZMTa6Dwq+0gN2cDAwMDA4E+JpqmAQIFvJ2tql2GVbLgaSlq2kSRkazQhnz63TE4YHD7XxdmDsqpiACLkKBKtbW+It8XqH2eFA3/KduZSvGUzGT170+WYYayZo89JE7I6smTmR2xb+hugW4Sl9+jNzlXLgdYRd7LVSqhZNkyTo7RGtKWBD3b1JtHuY0rHqXTveAzdRowGQeCTh/+PvLWrAGjwhvj6p3yQBMSiepzDt3PuMTdjlxz8ngh2C8gixcgkhQK02G5UVELF1ZhSY37XMRxpMmMd/PyP0eHXxbVeRKG17qRp4AuqzFi0i6V3jyPWKG5vYGDQyJo1azj//PNZs2ZNq3Nut5vt27fz5Zdfcv/99/PCCy9w4okn7rO/YDDIQw89xH/+8x+8Xm+rcxs3bmTjxo1Mnz6d008/nenTpxMZ+ftnPhoYgD7P8Xq9FBQUUFBQwE8//cT999/Pa6+9xtSpU/d7fVlZGTfccAMfffQRe1bhqK6uZsmSJSxZsoQnnniCu+++m3vvvfeABFGDPweGwGLwt2fJriqemZtLUFGx11fzxSx9sTl/1Q4cVhOqEkJsVLYnD+3K9H+ewtfz1lBYVkNKfCSFZdWkJkQD8OjNZzJ2cHdq6huYOqovsnxghd8zk+NavM5KbXqd0FCCe+sGYqNc3HzuVNZU6gtfkyRwap8UrGaJ0Z3jqXAH8DYrWu6QIMokEVJUqiobCIRUzLKIWfEiaHo7SQ0ytrMuFA3ukgAOM4q3Hk1VEC0ONL8fgn59kaopaCE/gqlpESYAXp8Xxx8osMiyxH1Xncgl976Or85Nshwg06VRjosOKdH4gwov/biRq8Z3+8PGdDSTHGmlqucQ+O2rpoOaBr4GZH8tBH3MzhcY27/D37p+jYGBgYGBwYGwM/9HNm37GFEyURqXQINdr6uS3tBk9aoBEVGdGNHtdKqq1hMI1OF0pKKqCqIo0SOiHzHmeNyhOtJtHbCI7d/ojohPoGxnLqBnWrvi9Lljak53clcsQTaZGX/Fdcz635Pha5RgMCyutEVzcaUlAuU+fb6Y5zbx86z5mG3LcURGkTN8FPnr1uzZHPPEDkg5MdQ9/Rt5j2wgp8Ogdj/bwSBYZPI7prKu1Mf4mvJWi11lTSFykl6D7u9CcqSNK0d15MVfcts8r2owZ2MZZw5K/4NHZmBgcDSSl5fHxIkTKSkpwWKxcMkll3DccceRmpqKIAjk5+fz3XffMWPGDAoLCznttNP46quvmDRpUpv9ud1uTjrpJH766ScAkpOTueiiixg+fDgJCQl4PB6WLFnCyy+/zPbt2/nkk0/YunUr8+bNIyLi71E7y+CPIzk5mW+//bbFMVVVcbvd5OXlMXv2bN59913Ky8s5+eSTmTlz5j5Fls2bNzN+/Hjy8/Xg5z59+nD++efTr18/IiIiKC8v56effuLVV1+ltraW+++/n127dvH666//rs9p8MdjFLk3+Ntz4TvLqPXpPtSaprHgsx8IBfUIf1UJ6atiQS9dUTX734iiyLL1O5lw1VM0+AJER9iZ+9rtdMlKOizjeey1b/h2/moG9sjikZvOxGySWbU5j2POvj/cZsqovjx932U88N0mUqOsnNC96d47Kj38uq2C64/tQJzdhLPZyrLWr/Bzbg1rt1Rwy3EpRNAYPRIKIAabIkk0sx3V2mj9JQhIZjtqfZPlliZb0CwOhJBuQ6EB1dhJiv5jJ0B3PfsxT7w5i/MmD+F/4yOQRfCKVpbFDCIkmvCHVLZvL2Bi52hyunTQbbH+5njmz8S7cr7+QhRxHXsCkqQhaBq7ahR+rIrhyhMHHtlBGhgYGBgY/AkIBOqZ/etN6DMhUCSZokw98zglfwdSsEmoGDrgbqIjO7Ip9xO279IX9vExPRnY5yYE4eDnJw11tfz0xsu4qyrpN2kqXYeOoL6ygunXXxouPp/cqSvZ/Qex4KN32uxDECUEUWhRl6XppBDOkNkTSZZRGq/pNGgo25YuajwhYL91EIgCYrReD8R9z3wGTj6VUedcdNDP2l4WbKymrDbAMfVVxLb1TICYHoMpJxlB/vvMDa9+Zzmz1pW0eU4WBdb9ayJW04EFhxkYGBx5Ro8ezdy5cwFaRc/vjTfffJOLL74YgDfeeIOLLroofO68887j3Xffxel0Mm/ePPr169dmHwsXLmTChAl4PB7S0tLYvn07JpOpVbtTTjmFmTNnAnD22Wczffp0HI7W2Yw+n4+LL76YDz74AIAzzzyTDz/8sF3PY2CwP7Kysti1axeZmZns3Llzn20XL17MCSecQFVVFU6nk+XLl9OlS5dW7aqrqxkwYEDY+uvJJ5/k5ptvbjM7paCggEmTJrF+ve6G88ILL3D11Vcf+oMZHDX8fWaUBgbNqPUG+d+8XB77cQu+ULNi8QCNm/AZiVEM6pYOaKBpHD+0G2LjuXe//Y0Gn+4lXV3XwCez9x4FeKDccelk5r55F0/eNg2zSVdHKqvrW7Qpr6onM9rOQ5O7M75LSxuyHkkRXDUim47xEVjklnF7iqpht5s5Jt1EpL8cwVePpgR1wURsbCtKqGZ700WaxhNfb2Z1QWMNGEFEsEWAKKPJFhTRRLVmRZBaT6Z+b4b07gTAGV1M7F4fWxUv2dXrSanNJctfxFUx2+lYuZzgul/Iq3Kzo9KDJxCirKqeWQvWs6u48g8f95HEMfJknOPPwdp3JM6RxyNZzAiNE/HMKIk0c8N+ejAwMDAwMPh7oyh+Nm37mLWb3mK3uAIgKgpWTz1WTz2uqM7h43ZbAi6HbmWaV/hz+Hh51Tq8vgMraL8n9ohIptx4O2f/6zG6Dh0BgM/jDosrAA11NQw57WxOu/tBYlKbshRESWLyjbdz9avvkN6t5177bwur0xUWVwCK8rZgG5ap9ytIxDgTw+KKsr0GgirJHTq31dVhJ8ZlQtLUvYorAGp+Ff75mwks20lg5S5Uj5+qzZspXbGibaHpL8Dz0/rz4Mk9SYuytjoXUjUCitrGVQYGBn8n3G43H330EQDXX3/9XsUVgGHDhnHXXXcB+ubxl19+2arNe++9FxZXTj75ZN555502xRUAq9XKW2+9Re/evQH46KOPWLRo0aE8joHBQTF48GDeffddQP8/8cADD7TZ7o477giLK0888QS33HLLXq2/0tLS+PLLL7E3Zjr/3//9H/X19W22NfhzYvjAGPzl8QRCrCyqIxBSSXJa0DSNZXnVfLuhVK+9omlYGqO1ais8HHfiGBRJpLiokntP6sm2naWYTRJnjW+aXHRI3cPKK6Xl68PNyAFdGdm/C/NXbMFskhk/+hg++HkDJxzTkZEd4yip91Hm9mOVRTrEODA12h5Uh1R8moZd1tP/890hRDQmZagIjfsBYtCHYnWhmG0giEiOSPA3QEDfaK/zKcyYl8dLsxWSIszcdlofThnqwufz4VcEggCiQLyr9WLt9+bEMf147/GrMVVtDR/TvB6SQtVofh+aKKBIVvxuN3JENX5nNl5rNPW+IJMve5zKGjcmWeL7569nSO+/T+0Ra7eB0G0gs76dzfhOLXX2Y7ob9hAGBgYGBgbNyS+aR36Rnv0ZCnkJBN0EgnWt2gloxJfqxetlp0jfHlcRCNSRnHgMsqzPk+zWeOrceXobyYbZdPhrksSlZTTLKBHI6NWXDfN/psuQEZx257+YPf15GupqOeak0+kyRBdlasvL2uyrobamzeMTrrqBOa+9iKdaF4iCnaxYTszCPiaZdFc2EzPP4Ivt71A4cwGhLdXknDSRLkOGH/ZnbYucVAdmSSC0pgpZ3Ydo4Auh+vTNjfwlS1n+xRsAxHTrxqj/PP6Xy3wWRYHzh2TSOcHJ2a/81uKc0yITYf3jg6UMDAyOLnJzcwk2unl06tRpv+3PP/987r77bkAv8H3aaaeFz2maFt6YtlqtvPjii0jSvrPkzGYzDz30ULimy0svvcTQoUMP6lkMDA6FSZMmMXXqVL766is++OADHnroIbKyssLn8/PzwzZfffv25dZbb91vn9nZ2Vx11VU89dRTVFZW8sknn4QzyQz+/BgCi8FfCkVVw/VSACrdfr7fWo4siURb5XBtkp4pkWwpd7OmqA5V1aip92MCRvZNwdpYf6JjUiSfbqvDodl4eGpvRLFJib72rLGUVtaxaM12xg3uxrQTBrcaC4CiqKzPLSQhJoKkuIMv0mY2yXz30j9YvSWfTxfs4MVZG4DNvPL1ar595AySXFbi7GaKan3k13hJdFlwmGUsJolar4JXgZCqUlYfICPairBnYJ7JBoKAJogU1gUAiQjJjssi8crsLXj8+vtWXBvA7VcIKSruoAaIIIAkwJEq0XX6+EFoSl+U3BUE62ugvhq1oR5CQYIeL/7qejRFRQNEMQF6jADZjN1mobLGTTCk8Mgb3/PF03+/9MyeAwbw5JdzmdzRQoc4K3JUInHpWUd6WAYGBgYGBkcMvWA9YduuLTu+ZNuOmQfcT507jzUb32DEoHuxmJssVPv3uoaNWz8kpPjo3OEkZNnW6lpF8eNpKMVmi8Mk21ud3x+CKHLiLXdStnM7Cz9+j7VzvmftnO/ZMO8nTr/7QU69818s/+YLNi+cj7e+jj7jTyC1S1dqSor069FwOCzY4lIo37WzVf9Wp4svn3gYgNRuPUgd1o/1nXTRSIywEDArFNXvJO+/s9BK9YCdQu+uA36Og0UQBDomO1DtHQhuLkGr8jRPNGpFKBhg9az3wq+rNm7EXViIK/2vGXQyJDuWZ8/uy7Ozt1JU6yXeZeGZs/oe6WEZGPylUf0KwVIPml9BsEiYEh2IlqPbkm/hwoVccskl+2yTnp7Om2++SUxMDD169Gh1/ebNmwG44IILSEpqn6X6CSecwEUXXcTAgQMZN27cwQ3e4IihhRQ0tx8tpCLIIoLTgnCAtYnbYufOnXTo0AGA+fPn0717dx544AFmzpxJcXExsbGxjB49mttvv52+ffse8v0ALr/8cr766isUReG7777jqquuCp+bMWMGSmO28O23335AfdbV1TF69Gjj8/0XwxBYDP4yvPHjJh7+cDlmWeLZK4fTt1MCz8zdRu/0KACkPVL1XBb94y8IgAaRTnNYXAFwWmVsZgmvX2Hasz/xzg1jkBszQyRJ5OHrTw23rahxc/+LX1JZ6+HGc49jSK9sgsEQU657mp+XbMRilvngP9cw+di+B/18JpPMwB4duPaF+eFjG/Mq2ZxfRZ+OCeyoaqDOF0IUwO0Lkh3rwCYLzFiwA0GW+GFlMevzalj95AmodXaExgwVzWxHREMwWSn3KuwuOlOnyNhkK6cP78Sni/KprPdz6YQujOyVREmdF4vUJGRpmoaqakjSkZFZBMmE3GUw9Q1+5KoSxFAlaihEoMaNp7gCTVH1OjpVnxO58Bt8Xfvxj/Qq1jjg9W1gMf09/xSmJ0Zzx+UnH+lhGBgYGBgYHBUUly1jzcbX0DSFHl3OQ5btByWu7EZV/cxfci+jhz6KzRoL6HZhA3pfD+jzpyVffELRlk1k9e5H34mT8ftrWbT83zT4yjGbIhjS/w6cjuQDvrcgiiRkZbNj5bLwsV1rVuJ117NtySJ+mfEqAFsWLyAUCDBkRG+kNe8hChp9o4uITUpiRmFqiz4jE5LoOnQES7/6LHyscON6TrztHmrrZ1Ho24WISEWglM/+d39YXAFoWLwLLj3gxzgkxEg75kEd8H+3bt8NNY1QwN/ikDny4AOj/gyc1DeVk/qm7r+hgYHBIREs9eBeVEzDijK0QJN1o2CWsPdPwDk0GVPi4c9kPFg6d+6M3W6noaGB119/nT59+nDVVVe1WVtlNxdeeGGbx7///vvwz8cff3y7xyBJEm+88Ub7B21wVKDW+1DyKlEKa6C55aQkIqVGIWXEIh4m15OSkhIuvPBCtm/fHj5WXFzM+++/z8cff8xbb73FtGnTDvk+o0aNQhAENE1j7ty5LQSW3Z9vQRCYNGlSu/vMycnh1VdfPeSxGRx9/LXyng3+tlS7/fzrvWWookxQlLntzSUs2l5JlMOMouoha3WBEKAhiRBSVDaW6pYALrNEv/Qo6mv9qGozH21BwCSJOG0ybkHkw182tXlvj9fPxKuf4bWZC5j58ypOuvF5KmrczFu+mZ+XbATAHwjx6PRvDsuzdk2PCf8cmxTH+0sLWb6jimBIwWkWcVkk7GaJnWW1qL4GrhiTwbiuURSUu4mLsGCVNDSTDdUeg2qPQTNZQQngVkW8wZY2CqIg0CU1kl/+PZnv7p/I+WP1NGFZBBXCFmtBRWuR4XOk0KqLkby1aKKEEggRqG/QxRXQS+mEFLRAEEfuGk5Kh//rI3BNd5knbz39yA7cwMDAwMDA4IizduMbKIofVQ2xdtMM8ovm7fcaWbLhcu4900HTFDZubbtI79LZb7Fu1YfkbV7CnNdfZMviBRSULKDBVw5AIFjHroI5B/cw6CJLbFrT2GSLlYUfvsPWpS097X+ZMZ3XHvkva2qSKWiIxCkHIKYDdXvYhtWWlegZz81st2SLBbPZygmJp3NGysXYJSdqIISaW9viWqcz6qCf45AI7b+uiGy2kN6zKRs9bcRILBER+7jCwMDAYP/Uzy+k9JkVeH4rbiGuAGgBBc9vxZQ+s4L6+YVHaIStsdvt4awVTdO44YYbyMjI4LrrruPrr78+oJoRq1evDv88bNiwwz5Wg6OH0I4KAr9uRcmraimuACgqSl4VgV+3EtpRcVjud91117F9+3ZGjhzJZ599xsKFC3nssceIiIggFApx/vnnM3fu3EO+T0REBMnJepDLunUtgzV2f75zcnKIjo4+5HsZ/Pn5e4ZtG/zl0DQNyWLC2lgwKqhp+P0hthTXkRhhRdVUXGY5XJvEZpY4pVcyRdVeTuuXSoTdzNXvLGfNjipinRbSEhzh7AxREFACQdzeQKv7KorK8Vc/xfrconD7Oo+PwrJqYqKcLdrGRjtbXb8/giGF256fxaJ1eYzq24FHrprIs9eO47EPfmN1qY8yP/y4vpSuKS5Gd09sfC8AAbJjLAjoX24d4qx8fGUO8S4LoqaiCiLQ7ItPlKh0+wmpGjTafUXaTJgbUzldNhOdUyIorG5A1ZpEqN0ii8Uk7bWY1x9JsLocU30dqs+Hv7qeYIOvxXmtcexCM5+IO6b2JC7R+EI0MDAwMDD4O6NpGqoWbHZEDduEtYWARHrqKLLSjiMQdLN45eNomtJm25Dia3WsoPhXKqR5JI10EfI52PFJFZX5eaSlt8wqMJkObP64Zs73rPj2C5wxsUy48gZO+ed9LPjwXbYuXkDQ72PVD3sJ+GmcI1X4HbxXPJIYR08y+7rYsrBJZDJZrSz7+vMWl0286kbkxshmp2JH3VpDsKa8VfcDjz/lgJ7jcKEF2lewvufok0jp3BtJNhE/5djfeVQGBgZ/dernF1L7zfb9N9QIt3ONPPSsslWrVrWrXV5e3l7PPfbYYyxevJilS5cCerbA888/z/PPP48kSQwYMIDx48dz0kknMWjQoL32s2uXbg1psVhISEho/0MY/KkI7aggtKm4fW0b28kdDq2GcWlpKWeeeSbvv/8+YmO9tKFDhzJp0iSGDx+O2+3m5ptvZvny5Ye8T5WUlERRURGVlZXhYzU1NdTV6bX40v+idqIGB44hsBgcUVbk11Dh8TM0KwbXPgorqqpGXqWHKLuZKIe5xblASGVxQS1jhmazPreKOncABIGAX2Fy9yTWFNfSIcFFhKVl/zWeADN+3clXKwo5Jieeek0DWaTKFyQ9qECjXVh1nZfi7UX839yl/O/DX3jn3rPo01lXsQvLqlm8djuCKIGgixF9uqSRk5WExWzisZvP5Pn355CeHMOzd5x7wO/Py18sYcasFQBsza8gJzOeS6YM5NHLR3Pp9MWU7aoGoHtak42BIIBJFMLWZwCir47MSBEIotaUgCsOLeADVQVRREMiyqRS7gdCQWLwYPfLBOVogqouRzQEQjjNAooqENL0vjVA0QQSHH98gfu2qAmKWH0+gm4v7vzS1g12R1zKzazguvb5g0ZnYGBgYGBg8HugaRruOXNQPR5cEyYg2lrXNQHQFIVAXh5yXBySy9XiXEHxfGTZQSDQlHnhcqRhtURTWLwIVWsZaKOhkFf4E4UlCxBFU1hcMZtcBILNI3xFKqs3MufXm+nX82pioroAuh3ZbmSriCvTTseBg4lPzqKmbjvlleuIiswmO7P9tiqVBXn8+Or/QNOoLMhjzmsvcMod9zHq/EvYMK/9mTBV9QpVK1cSm57Z4rgSCiGKYjhERxAEcpctZtPC+ZTv3I6vwU3A42nVn8XuoNeY8e2+/+FELatrVztBEIlN6wgWGTGy7c+PgYGBQXsIlnqo/bYd4kozar/djrVL1CHbhfXr1++Qrgc9i2XevHn885//5IUXXggXvQdQFIUlS5awZMkSHn74YXr06MF///tfxo4d26oft9sNQExMTKtzBn8N1Hpfu8WV3YQ2FSPGOQ/JLiw2NpZXXnklLK7spnfv3tx5553cfffdrFy5kpUrV9K/f/+Dvg/o/x8Aqqqqwsd2f7Z3j8XAAAyLMIMjyEcrC7jnmw0880su13+6moXbK/htRyWhPVIKQ4rK1dMXc/y/f2LsAz+yYFNLu4JP1hTx45ZyIqJsDOyTjNkkYZJEBmTHcHLfVO49vjvDs2IIKGrYLkzVNBZs1dMTqxuCbC5v+gOpALNWFrFgbQmL1peyZWc1eTvzCCkKheV13PHiLOau3sXGXRUkxESQHBeJpiqoSpD4mEisDif//N/X+PxBbr5gEttm/YefX7+TzJQDV+nLqtwtXpdWN70eldMUBbKhoBbQsBLEogWo8PgJaSKqIOpZG0rz6D2NsjoPSCYwW0HWBSunpBFlghTqsBOEgBetphS10QbMJmrYQ25cqhuroCAK+h+QaJsJ6SiwBwMQnNGowRB1u/b+Ja8EggRr3YRUDTE5C7HzoU9CDQwMDAwMDI4cpQ8+SMF111N0xz/ZcdbZ1Hz9Nd4NG1q0UQMB8i66mO3Hn8C2MWNpWLEifK6wZBFrN73ZQlwBgYTYXvTKuZCxI57Y670VxU8w2DQ/C4a8e7RQ0TQFf6CWdZtmUF65Dq+vkog9bMWyx2VT4P6OQLCeXjkXMXb4E/TveQ2yZGn3+9BQWxPORAFwV+ubATZXBDGpBx5hWV3c0rZGDYUIBQJYnXpWjaZpbFowl9yli6grL21TXAGYcNWNSPLeA6l+TwRH+98/ADEhorFAo4GBgcHB4V5UTDPDhPahNV53lGC1WnnmmWcoKCjgueeeY9y4cVitrTfE169fz3HHHcd9993X6pwk6QGogUBrJxCDvwZKXuX+Gx3G63Zz1llnEbmXWmnnnXde+OfvvvvukO4D4PfrNdqaizm7P9tgfL4NmjAEFoM/lEBI5dcNpSzaUs4HywoAfQ1T6QnyyOytPPzjFs6bsYxAM7/kZdsrmbdRF1W8AYXnv9/cos/8mqaFrEkWGds3mZum5DB97nZu/2AleZUeNhbUoGgaNb4gtb4gK/JqSI62ccOkLpx2TDpd4poiRQL+EP6gSm1DgEiXhfh4FwnJTar0psJ6zrj/U0bfPIOP525k1ku3ct7koRw/sh81XoUVmwp47cvfePztnw75/TpvUj9iI3XFPDHayTnjmrItLhjRAau3huriEn5eshnJ7yZW9BEn+YkTveTXByjzgc/nQxObvgA0QSLBKqKpIXS9SQgvJGMdZqTm1mGaAqqKFPRi9tUghfxIIT/2YB1oGoIAVvPRkwiX2SGLupCtqe5KW6gqajBEoKoWrSyP8p9mUtuG/ZuBgYGBgYHB0U3DihXU/fAD1R9+FD4W2LKF4n/cxs5TT6Po/+4NH3fPnUtDo92J6nZT8dJL4XO19Ttb9OuwJdMhfTy5ebNYs/F1vL5qZGnvWQ2y3DSP1LS9W1J5GkpYuvop5i2+h7jYXnTucDLxMb0BkQZ/CSVly1i76a32Pn4rUrp2I61bTwBESWLg1FMBPdNk3KXXtHmNgIgrOr7Nc2qo7WdJ7pRzQONK6tj5gNofTqSECMTUqHa3V/Or8M/fguYL7r+xgYGBwR6ofoWGFWX7b9gGDSvKUP1tW022l901Uvf3r71F5BMSErjuuuv48ccfqa6uZvbs2dxxxx307NmzRbsHHniAd999t8Wx3Zkr1dXVYatug78OWkjRC9ofBEphDVro4D/rQ4YM2eu5jIyM8Gdvy5YtB32P3ey2Amsu6ERHR4etx5pbhxn8vTl6dkYN/vIEQyrnPz2PJVsriE50EhPvwGyWEPeIEvMEFb5cW8Tp/dIIhFR+y68hPslJbbWXgF/BuYeVWI8kF6X1uqocCCqsyK3k160VKCEFTYNCT4DUBAcD0qMxSQIhVcNmkcI1S5KibKRHWrnstaUgQG2ND1EW6dIxlohGO7Kxxw9n5gezUYNBGgIKktmKMzqKF5eWkrGzgdsvPYVlKzby08qd4XHllVQf8nvWJT2Oxa9ew5Y83R4symVj2YY8iipqGTuwC6/dMI7/zlzGFacNId7aEL4uwSbi8SvUNoSIsyogmVAFCdBAkkEQENEIijICKrvdxNxuL9U1AdKjGm3YzA4k1Y+k+FvULRE1XcAwSWKr39+RxCKL2KLjqWfj3hs1jldt9OQWa8qo8waItJn3fo2BgYGBgYHBUUXJAw9Q/d774dfBBCuCT0Gua9oYr/3sM1IefAAtFMIzb36L6yVnU22T+Nje7Myfze6QY4+3mB35TZHEBcW/7nMsEc50qmo27WfEIlpjEIui+Fmy8gniY3uSlXYc5VVrwq28voMvACvJJk6/5yFKt2/FHhlNVGISRVs24qmtIat3P0ZfcDlz33mtRZF6BAh598y62TdleTuwuiLw1dchCAKiLKME2xYkUrp0wxVzZO0z5Mw4AgeyCeQPoRTXHrJHvIGBwd+PYKmnVUH79qIFFEJlDZjTXftvfASwWq0cd9xxHHfccTz66KMsXbqUG2+8kUWLFgG6yDJt2rTwxnPHjh357bffUFWVkpKScLFwg78GmtvfuqB9e1FUNLcfIcp+UJfv77MUGxtLVVUVZWUHJ3Y2p7S0tNU9rVYrKSkpFBYWUlRUdMj3MPhrYGSwGPxhbCioYUmjLZdsEgkEQgSDSpvRDBGNIsoLv25nzrYKIqNtpGVGkRBpZXDHlh6eEzrH01DVwOYdVazaUkFclJXOaZHERFpx2k3ExdgJhDRqfUF8jZkxwVDLL4KgqmFHoKrSi6JoxEXbcNiahByTScIVm4DX60EyWzDZXcRnJiHKMgXVXu77cj1TRvQgJS4CAItJ5oLJey/4diDERNgZ0jODKJeN6TMXMuaq/3LuPW8x7pr/kR7v4uazhwPgU5v+O2sIZNlUcqwNmFB0uwhRRJNM0FiwVUVAEWQU9OwWAbBbJD5ZtJOLn5lDhebEFJ2ILOoZLlozIUWTLbjsFqIc1qOiuH1zXEPHtrR2kMSm14LQNF5B30ZxZaSRXLkOrXLvhf4MDAwMDAwMjh60YJDq9z9ocazwn70p+mevlq4sjd/5ZU8/Tc3HH4cPS3FxOEaNCr+Oj+lBatLQQxkR+kxqN20tsVrOPTUtRFnFKqpqtxDpyto9YDJTW/vYHwiSLJPSpRtRiUks/eoz3v+/2/jyiYf58P476TPhhFb2V5qm4vW599Jb23iqKvHV12GPjOKMex9pMzvGERXN2Euv4vR7HkQQj+ySU4y0gXxgYwjlV6L5jSwWAwODA0M7xAwU1b/3LMg/gsrKStavX09ubu5+2w4aNIg5c+bQq1cvQM8WKCgoaHF+N/Pnz291/b544YUXePzxx1mxYoWR/XKUooUOUlw5DNfL8r5zBdTGQBKT6dDsSXfs2EFNTQ3Qur7R7s/3li1bwiJMe7nlllt49dVX2bFjxyGNz+DowshgMfjd2ZhXyXMzV1JY7UcUAEFAkkQEQSAQUFAVDatV0iPgBHBZzby7ooCXf8lFNDcthkRJRI608J+v1lNQ7mbu1krqfSEyY+2s3VmNbJbI6RRLt6xoADKSnKzZqqfracDWMjeDMqOxmSScZglN0xAEAVXTqPeHeO6igTzxzUaCikqNLODxh4hoFFnKK+rxNARAVUmKdlEVEBCb1R3x+BWS4yJYMP0mlm7Mo0tGAtmphz9a782vFod/Xr+9mGUb8sjITKbeG6QAC8nmAC6TAKIJwV8fXupraIREM5rZiaQFQVMJCCYEUUBPRml6lnMn9OWZjxby9eLtXH5yIpLFTijoB1FGAySbE9HqxHyUCSu7sWXnED3hZOrnzdLFFFEXVYK+AChNE16T04a5Sy/sMdGgKWiV+eCIQbA699G7gYGBgYGBwZFCC4WonP4a7nnzECwWNJ8PAMUpo5lFFKuFqlMzif1sl35BKMTGHj0RzHqWqioL+LNcBJJF6t59FFvpYsqs+YjIeNIOfl4jCjK9ci6ioHg+Pl81Xn/bdhGCIKFpLTffFMXPkP7/pLJmE1ZzFBGujIMex56snfN9+OfS7Vsp37mdiNg4assObCPAZLURCvhbZr6g13wJ+r10GjSUxTM/oqakGEEQ6Dl2IiPPuQCbK+KwPMfhwNQvk+CyHe2vi+AJENpahqln6u86LgMDg78WgkXaf6N9IFqO7BZdWloaPp+PKVOm8NVXX+23vc1m47LLLuPGG28EoKioiPR0vebXhAkTwu1mz57NmWee2e5xPPXUU+Tm5mKxWCgvL8flOjqzev7OCAcYuHA4r29ecL4tKir0wO7ExMSDvgfAvHnzwj8PHz68xbmJEycyc+ZMAObMmcO0adPa1Wd+fj5PP/00AMOGDWPBggWHNEaDowcjg8XgkFmyrYKZy/KpqPdR0xAgEAxx/eMfMeC8R7nysY85+7n5LCz2s7UmhKIoOKOtCM3EiZCi4mkIIggCDosJk6yLL65IK+6GlpFjNruJ5MwYPllZRGVDkICqsaXMjSAKKEGF7NSmhZwoCHTPjsZuFjFLAg6zhNUkoWs8AgFFIxBScftDlLsD/LS2mGM6xHDNuE5oqkadL0h5vY+yWi+/LS1AsjqxRMQwbXQXRKC2oq7xThp90yP4cHkBmiwzaWg3MpKi+WrBJr5bvOWwRlx0aCbayJJIWmI0HeKcbCqsY/rcHdz3fR4NmEFsPbELimZEWUIzWdHMdkRJxmaxYLO0LP4ZF2lnxl2nMnVQJv4GN0gmZFcskjMKU1Qiks111GWt7EnMCWeR/q8XcfY/BsliRjTLOJJiMMVEI1pMWGIjsMVFY0/PanmhemgRRwYGBgYGBgaHhn/rVmo+/RTftm2EqqsJlJSQd8UVbJ86lR2nnkb5M8/gXbEiLK5oIpRc2RUa55YNvaJbdqgoaI0WWEJIw7atjsj5ZfiynOzKKMSbZjokcQXA4y3D66skI2U0qrb3uURcTPcWryXRjIZAVe1WEmJ743SkUFy2jLKKNYdl/hiVmNR0L5MJZ0wsJ932f1idLhxyFJHOpnmlwN7fg9i0dKbe9M82zy354lPy1q/hrPseZdI1N3PB488x4YrrjipxBUCKc2KZ0BMxI2b/jRs5FH94AwODvyemRAeC+eBEFsEsISccnGXS4aJTp04A/PrrrzQ0NOyntY6zmeVmSkpK+Odu3boxYMAAAD788EOqq9tnoT579uxwBs3EiRMNceUoRXBadLeQg0ES9esPkjVr1uz1XG5uLrW1tQD07t37oO8B8NprrwFgNps55ZRTWpw7/fTTsTTupb3UrK7f/nj55Zdb9GHw18HIYDFoN5qmUVznw2WRERCo9QX5eV0xj3+1EQSwmiUUDWKsAr/9uBQ1FKLGGk9Ush75ZXNKBAMhZJOEpoESUhFFAQ0Ni9w4CdljbRcMqkhmLbyhLwgCJrOE2Woi1OhtKggCCZFWTHZTC/MFWRQwN1qNqarGqs1l9M+IbhG4pgEhVePXjSV8/ase7dg5OYKKQIjEJCeekEphXg2qqo+hX+/uxLpM5MSbWL2rhKDfT2xKLCuK6lhRVMer87aRtz4PMyolJcWgaZwzrjf/u2XqYfkdPHPradgsJorKa7ni1OF0TNO9oS8YlsVnqwp5beFO7v0ul5vHZGPXzMRKevF2v2jFJ5gxaU3vpSyJyJKIJuzxZ0BVOLZXY7ReoAF3MIS5MbXSJKlIfxJdVrTYiDnj6hbHNE3Du+JnlMoSLJ37YkpIQSvaCJoKjhiwHV2bAQYGBgYGBn9lVL+fYFERclISSnk5gfx88q+8CpoVVxcdDlSPZ699CCpE/lJCVZQF0a8Q/+52VBHENpwndk8zq6ekUzcpreVJvwL7iTwWRROq2to2yuevZNvOL3e3avNaSbQSHdmFmtrtBH1ekFUUNUDZ+pXscs1GlCUERBRVn7tlpI6hZ9fz9zme/THx6pv4ZcZ0GmprGDDlZFyxcbhi4zjx1rvwzyyFhiDrAvOQNTNKUGFb8ao2+zn23EuITEhEMpla1Vop3LiOwo3rECUZVQnRfeQYJl17y1EZjCOIAuYeqdCjKStFDQQJrioARUHqkoSyuQSt1gtmCTk7/giO1sDA4M+IaJGw90/A81vx/hvvgb1/AuIhZsAcKlOmTGHdunXU1NTw1FNPcc899+z3mu+/17MlO3ToQFpay+/W22+/nbPOOou6ujpuuOEG3n777X325fV6uemmm8Kv//GPfxz4Qxj8IQiyhJQahZK372yStpBSoxDkg/+sf/zxx9x7772IbViQNv+MTZ168Ptwn3/+edja7txzzyU6umUAT1xcHJdccgkvvvgi8+fPZ/r06Vx22WX77HPz5s089dRTAERFRXHppZce9PgMjj4MgcWgXYRUlTu/XM+mMjci4A8o+EMqgqIiySKSKBAb58Aki9TU+ohOTady1w7MtpZ2S6Io4K33YbaaUBSNgF+hurSeaIeFzG5RVAYUTKKIKArUuwME/AoK4HCYwnZewaACaE0WX6rGLVO7ERVl47O1xaDp95GaRY6IokDHBBcSUOoOIAqgqBoef5Dlu2pYub7JKiG3pA6n3cy2Lbq9g8/jC59TlSC3Pf8dosmC2e7AFRuFZGr6o64IIpokU+vxIVudhLz1fPzzOp67eUqLhebabYW8+PE84iId3H7RRJz29qn3sZEOXrn7nBa/l5cW7GDxrmp8gRCqprGpzMOSIg9OqwmraMYfDOGygk2rIyc1GnOjPZup0bdSEEVkq4OQr+0IFQsKmiqAIBIKBJBsf94/G4IgYB+wh7d59iBQQyBbjsrNAAMDAwMDg78i/l157Dr3XJSKCpBlXVSRpBZ2nsA+xZXdOJdX4lyuz9vkpCR23tuJ6M924FhTozcQBL0eHaC4TNSckNaqD5NqpmePy1m5fu9RiKlJw8kv+qXVcU1rUnNMJjvBYOuaJqIosWX7p/qLZnsK3kjdxkJVW/ruF5YsbCGwBIJucnd+TUgJkJ0xEYd9/7YXjqhoJt9wW/i1P6+OsrdWE6oLYBJl/IqfrFAf4qyp+PFSYymnwl+IPSqa1C45hIJBeowaR3r3ngCcdOvdfPXMowR9vhbvKYCq6OPfMP9n+k6cQnLnrvsd39GAaDZhOaZD+LU0pCOaL4hglg/Z/sTAwODviXNoMp7Fxe23JAQQ9OuONDfeeCMvvvgitbW13HvvvVitVm6++WYkqe3N8Oeff56PG2uc3Xzzza3W02eeeSbTp0/nxx9/5J133sFut/PMM89gs9la9VVZWck555zD+vXrAZg2bRojR448zE9ocDiRMmIPTmDJODQ7/Q0bNvDII49w9913tzi+fPly/vOf/wC6WJiZmXlQ/S9YsCAslkRGRvLAAw+02e7BBx/ks88+o7S0lGuuuQZFUbjyyivbbLt27VqmTp2KtzGr+vHHHyciwgjw/Svx590pNfhDKKz18u2mMkrrfVT79Ig1FRAlAUKgSSIWh4m4KCsRjSl+DoeJsu1WKgGvx481QkUURUKBEA119RzXxcU5U3K46/3V1NX70TSocvspXrORpZvy0FQV2WTi/y49nq4juvOvLzdQE1QwWySUkEYgoOCta0DVJAQBzJLIyJxEoh1mluTXkFetCwVeX5CEKP2Lu7LWx2On9mZtSR2zNpaFn09VVCZ3T6Iiv5Zcr74Y7pMVwz+mdufsJ39GVVRCQQVJEjlzRDYr12wAQFNCaKouLjVXzZWQgmy3YxbNIMqooQBZiY4WE42qWg/HX/scVXX6OHMLKnj335cc1O9nfm4li3fpqbZ2iwnFoZEUYcWvamj+IKpJwiSb8IQ06lWBQXZrm/3UBlQQLERZJVBVgu6apnWzKCBomu4ZLvz1FpqCJINk/Ck0MDAwMDD4I2hYtoyiu+4mmJ/ftEG/O2NFOTBLJikqitirr6LskUfDx0IlJQSjMym7Mge5wo8t5KBPwpkU3X4HmtdLyC7p991jEyi507EkJQwirmg+FdXrW91Llmx0zDyBguL54ToqsmQjNWkYBSW/oih+ANKShlNavpIGX9N8MzqyM/WepsK/bblxOctTMAXsBC0NBK0ezEmRLc6vXPsClTWbACivXM2oIY8iSQdWvLX6060IHjBJek2aAs9WukTq9i31wSqqAiUAWGx2Trz17lbXp8R24aJ//Jdaytm6bBErv/u6zftIh1hU9kgiiAKC3Xykh2FgYPAnxpToIPKEbGq/2d7uayJPyMaU6PgdR9U+kpKS+Pzzz5k0aRKBQIDbbruN6dOnM23aNAYMGEB8fDxut5u1a9fywQcf8NtvvwFw4okncu2117bZ53vvvcfIkSPZtGkTr7zyCl9//TWXXHIJI0eOJCYmhoqKCubOncurr75KZaUeLDF48GBefPHFP+y5DQ4O0WVFzkkmtKn9GVtyTjKiq+19qQPhnnvuYcOGDVx44YU4nU7mzJnDY489RkNDAw6Hg2eeeabN6wKBAKtWrWpxLBQKUVdXx7Zt25g1axZffPEFmqZhMpl49913W2Vm7SY2NpYvvviCcePG4Xa7ueqqq3j55Ze54IIL6N+/P1arlfz8fL7++mvee+89AgE9S/nqq6/m8ssvP+T3wODowthVNGiThkCI15fm4Q2pOEwinWIdxDnM/LixjEBIbbEwFEURs6kpokEQBAZmR7NjVQPe2mpURUOSJQI+H57SXcws1DhjdDdO6JXM+7/uAGBgx1i6uqzMX64vHNVgkLF9M+jWIYneaVFUNwSodAf4dmU+381bTW1eMQMG9iEjKZaLxnQk1qWLO7eP7UxQUSmp8XLas/Ox22TMskSf1EisZolBGdFUeAJsLK0nK8bOST2TkUSBMZ3jeOuXXEySyEVjOhJpN3Px6I68/N1GBAHuObMPl4zP4d8zPCzbWICmKsghHw4TNN8KUEIarmgHmqZRWy6ihnzExkSRX1LFtvwy+uVksLO4MiyuAKzYlHfQv6eAoiJLAh3jnZhlkfJ6P4kuM5qmEVAg0tL0ixJFgYCiYt7DJ3N9SR0FtXqWTmqklZ5JEVQLNiRVwSJqWHbbswHSwXpsGhgYGBgYGPyt0UIhdpx+Ov5Nmw/8YosF/P5Wh5WaGnzr1+McOxb3Tz8B4Bg3BpNNIhjyEIq34ojvR0Sv8dh/6EuwpJSqqFr8FYuoqd2GIMo47clER3akS/YpCILAMf1uRVVDlJavZOX6ps2dnE5nYLfF0a/n1ezI+wGrJZLuXaZhMUeSmjyMopJF2G3xZKYdR1xsT1aseQ5FDRAX04OBvW9i5fqXKC1fDoAs2gmpTXNBQZGQg1aqU7eFXzukRGrqdqBpCtGRnait3xlu7/NX4w/UYrfFHdDbqAVb+qbFWZq88uOsqXRw9iS3fjW1ZSWtrq39YSf1P+UDYOsWQ87w0W0KLPbIKBKysg9oXAYGBgZ/NVwjdSvC2m+37zuTRdDFld3tjwbGjBnDnDlzuPLKK9mwYQObN2/mvvvua7OtIAhcc801PP74423aNYFupbRw4UIuvfRSPv/8c4qKinjooYf2ev8LLriA//3vf0btlT8Jcgd9LtIekUXOSQ63PxQuuOACZs2axXvvvcd7773X4lxcXBzffPMNHTt2bPPa4uJi+vXrt997pKen8/rrrzNu3Lh9ths8eDALFy7k3HPPZe3ataxcuZKVK1e22dZisfDQQw8Z1nd/UQyBxaAFL8/fTmFNA0OzY8iOttE9wUGERabGp1AfUNhV4WFtUR0Nbj+yLOELqGiqhrshiNWif5xUVSOQkMFxYwezce0WTHYLdTUBAp4ads8u3F4/D5zTl5HdE2jwK0zql4osQqTDytb8cs4c149uHfTCnAkRVhIidIV7WKc4Hjpj338MTZJIeqyD7+8Yy5fLC0iOtjK+Z1O67fHdEjm+W0tbhfgIK/84sUeLY3ed2Y/zxnTGLIskRevF5u48fxTpCZHsKq3htFE9KPLDg99uBHQBQgnpC1dBELDYTHgQWJlbTp+zHqShwUtGcgzfv3AzHdPiyS0oB+CEET33+3sprqznvx8vQhDgxjOGkRjjRFFVusTY6ZTgItKuRwpmmCVURdXfZU0jqGqYJV0gcZglTGLLkElV1cLiCkBhrY9d1Q30SnQCMpqmYmlW2UYyGRF9BgYGBgYGBu3Hs3gJRXfeSaisrEVtlTZpwyIMQJAkpJQUFI8Hra6upTWVp4G0Z5+h7ocfEAQB14QJRPmK2ZU/B5PZSafMKQDI8fHI8fGkAqnpw/c5DFGUSU4chNORQlnFSqKjcoiJ0gv/JsX3Jym+f4v2UREdiIpospmKj+nBmOFPEAjU47AnIggifbtfwa7COYRCPtKSR7B09ZN4GnSLWlGR8TlrwtdrkkJV7RYWLnsQ0K3JEuL6UlSqRwpHODOwWlp6gTdH9SvU/5KP2hDEOSwFU6IDLahgznThrdLnfaqmIostLWp3v6upOT3YE/fCpo0T38Yqigp2tXnv3uOO3+u4DAwMDP5OuEamYu0ShXtRMQ0rytACTd9vglmv1eIcmnxUZK7syYgRI1i1ahXffPMNX331FUuXLqWsrIyqqioiIyNJS0tj/PjxnHfeee0qJB4dHc1nn33GkiVLePfdd1m4cCG5ubnU19djs9nIyMhg1KhRXHbZZe3a/DY4upA7xCHGOVHyKlEKa0BpFtAhiUipUUgZsYclcwWgW7duPPLII9x///18/fXX1NTU0LFjR04++WRuvPFG4uIOTMQRBAGn00lSUhJ9+vRh6tSpnHHGGW1a2bVFr169WLVqFV9++SWffvopy5Yto6CgAK/XS0REBDk5OUyYMIErrriClJSU/Xdo8KdE0DTtQJwhDf7CLMqt4MMVBdw9sQsWSUAS9IWWhl4cPL8uyMIdVcxavguzX2Fs33RWFNWxuqAWgHSnRtDuJKTqH6mMaBvPn9EXVVV57aslPPj6j9R5/AzpkcHnj1+MzfLntQ9ozqLtlWwqrUdQNZ6fvTV8vLashvryCsyiSmnuenYvW5+57WxOGz+AD79fRmyUk7MmDNhrtMduhl31MpvzdI/unMx4Lj95GK9+v4n8Cg/XXTIMl1VGCbtsqDgtMqKoe3w5zTKgMSY7nnjXHgtpTWNubiX+xi/AoKKysdzNsVnRJDe2dZgEIi0yoiwjike26J6BgYGBgYHBn4tN/QegNbRd5w0AQcCUnoalaw6S00nt558DILpcqPX14Wb2wYPJfOtNfNu2UXjTzQS2bUOKjCR9+nT+n737jpOqOh8//rn3Tp/Z3itLLwLSBRVE7IoCBkuMvSW2qElMTIw9v6jfRKPRxG409g6oxIJYQBQEKSK97cL2OrvT5957fn/MMrvDLrDAIsXzfr325cy95557ZnYH79znnOdxDtn9ZJWDTTjiZWvFPHQjzKbS2STVFNKSHVshokatmNbEYvKTjv0HtXUrMIwwBXlHY7W4dtp3/YurCP4QS7Oiuiy4RuXgX1iFCLfd3Jtf/S4N4QqOyz2PFFsmlYHNzK95G1MYXPaPJ0jPT0yHUf3wd0Sr2urh+KKNfFzxAlEztrJo4Pjj6Tt6HH2POnrf3hhJkqTDkBk20GsCmGEd1W7Bku064AXtJWl/ELqB8IURuoliUVE89n0qaL/dli1b6NkzNpnlvvvu49Zbb93nPiWpO8kVLFLchspGfnVMCTZVwaK2pYUyW/NU2zQ4a0ges78q4/vKAN9XrGX8wGxOLbbwyAv/Y40e5tifnxvvb3sqKlVVuWrKWC44eQS1TT6KslMPq1RT43plMK5XrEiXy6rx9YY6GuoaKW0MUziskGQ1xHMbV8bb52enkpWWxPXnHw/A+q111Db5GTWgMCHV2na+YCQeXAHYWBvhtue/xmK1MmlwDr8ckYtNU1heE2BRhY+oKWgMRkl1WFAUheawjhCxlSrJTgv/W1tDjS9M30wPE3tlMKIwhSXbmqjxRaj1x74kzy9t5OS+mfRMd+O2WWTxd0mSJEmS9pgZje46uAKkX345Dc8+S7RsK6gqqRf+gqaXX0kIrgAo9tgqWkefPvSaNZNoRSWW9DRU184DDQczuy2FPiWx1TVpyb3YWjEPmzcFHT+2jGSaW0oJR5oAsFicWC0uivJjxX6jdUHCzU3YipJRrB2vqSPb2t47M6Dj+7I8Yb9h6pQH1gHwYfmzaIoFQ7StLmqsrKCubAvzX38Jm8PJyb+8gfRfDKD+5dXoVbHfp8eaxkn5F9N8RIC8MYMoHnxk9705kiRJhxnVrmErkimvpMOfYtFQUg/NazNJ2hcywPITpxsmTaEoTqvGuH7ZuG3ajjU/gViQpSUQJRqBdZXN8e3frKtjuL0CX12skOf6hd/S/6hRZHjsXHNsYv5lt9OG25m+X1/PgXbumGLOHVOcsC0QihAJBVixbhtnHT+MsyYOi+97+eNl3Pjwe5imYNzgYt6976IOQRaP08YxQ4pZ1RAlo6gA0xQclxnlzjEqDs3E9JYjMooYluNmfUOQKp+JRVVwW1QChokQUOkNkTvQzldbGlhfF5t9uHhbE/nJDvpnebBpKovKGslJtqMoCqaAvGQnnsNklZEkSZIkST+eyLZthDdsILx69S7bOcaMwfS1C6SYZqxGS/sF9qqKrUcPcv7wh/gmRVWxFR48+er3VU7WcHKyElOiNLeU8cO6VxBCp3/vc9DU2DVZYHkNDa+vBROsRUlkXz0EZYdrR8eAdPwLO9ZR2U5TLbgtqfj1ptYNCrTGVxRVxZ2axmt33ILRmtJt9qN/59IH/417ZA7eDzbH+0l2ZdLvnNFoSTKFrCRJkiRJkvTTJQMsP2FRw+TbrU0EogYg6Jkay4eomwJNofVGu0A3BQ2+CNc+twSrppKf5qSiMQjA8J5pHJvr4eUPvgagdPkK/nvTGYwZ0nlBqZ8il8PGM3dd2um+x9/5BrM1pdrXK8v4bm05YwcnBmhWbmvimgtO4P99GCsKa7Oq/Gm0wKnF0nqpNRsxUnJAUTg5I4Qny0CzOSApDV9U4b31DeSmOPm6rDG+Mmm72O8eRhSm8tmGOiqaQnjsFs49Mp9Md2I6MUmSJEmSpN0JfPcdZZdfgQiFwLrriRqhRYuIbtqYsM0z/liCS5bEgywFDz1I8qmn7rfxHqySk4oZN7Jj+gvf/Aq2l8eLbm0hvLkZR7+2eix6Ywh731T8i6p2WVh5Yu65rPTORwgYkDSGDaFlhISf3o4jCX5UFQ+uAASaY+mAXcOz8S+sQq8LothUMi4aJIMrkiRJkiRJ0k+eDLD8hNUHIvEb7KBQUd9CUVYyFlUQMsAwTQJRA4HC/I2NHDsgmwVra5l2dDEt/ljaqWtO7keK24bLaWfZ6lJOGz9UBlf2QF5mEqu2xFb/aKpCdronYf+fXl/K7OWVqJqKyxMLeBzfOwW3NQSirXCYGmhC6CEyLK3b9CCipQZPSj79M518XxOg1h+hJM2JXVMJGybpTisDsmLnc1o1/jCpL9UtYdJcVtw2+U+DJEmSJEl7runtt2PBFYBodNeNAaOuntQLLkBEI7iPGkvK5DNwDByI/+tvcA4fRvLJJ+/nER9atOR2AQ0l8XlwdT31L66KB2B2xWNNY2zmmfHnox2ntO0sgz79j2LD2oWgKIw9+/zYuT02cm4cTrQ2iCXdgeqQ14uSJEmSJEmSJK+Kf4Jqm0MsXF9HfkZiXsSAYuGzJesZMagnLruGKcApwliFzuiSJIb2SOOaE3ujqQoVTUFufOpblmys44UbjuXnp43l56eNPUCv6ND18I1n8pt/vk91g49rzx5Lr/y2FGpbqpqYvbwSANMwMXSD/lkOfjsuHSVsR9RuiQVZUnJQVAVlx2/TRuymRtRom75ot6hceVQPmkNRMlw2rO1q4Vg1lcJU5/57sZIkSZIkHbb02lr83ywErZNCphYLtFsRsaOmV14BoHnGTBRVIfn00/FMmLC/hnpIS53aB2EKjKYwnnH5WHPd8X1NMzd2KbjSFZNOuIxxl/8Cm8NJam5efLti1bDle3ZxpCRJkiRJkiT9tChCiF0sHpcONzXeENMf+oLa5jCqAg9eNhpTFVisFoQAm6bgtqqkOK0kmUGyzVhKAAOVaksGqiWW6kEIwStflfLMR+u55/xh/Hx8zwP5sg47gVCEE3/9DL60ItTWGxXn9dP47XANxWpDeDJQECiRAAomwuZGWGwoZtvNC9OejEjO5qMNjVT6wnhsGpMH5pDikHVVJEmSJEnqPtGaGrb8bDp6bW2sZkrPnkQ2btz9gZ2wZGfT98svunmEhz//shoaX1u7dwcrYC1OxmyJYDSEsBZ4yLpyCKpTzsWTJEmSJEmSpN2RV80/MQvW1VLbHAbAFDBrYRk/G1+CLkAhtsJBFxDSTQpFC4jYKghNteBWIkQUK6YAFAWbJbb6wW5Vd3I2aW899/63rN5SjaM+SGphEdkOk9/0UaHZRABKyIfmSSWeXNvfiBEKo3hSiSbnEvbW4fZtRfU3cWqPHhjWDOw2C6qi7OKskiRJkiRJe86/YEEsuAJgmmhJSXvdl2KXNeD2lDAFTW+v36NjLDkubAUeopV+9OYIerUfa7aL9PP6YytKQlHlNaMkSZIkSZIkdYW8M/4TU5Llpv099p7ZHo4sTIsXP9++oCkciWAzw2DoEI1AJIjbopJiMXBbFcK6wetfbOaMkQWcNboIUy6E6lbh1to4oZZmqlb/wJQiA6VdzRURCbE9uCKEILLpB4wNS9GXfUbdki9IDtaihX0o3kpoqkQzQjK4IkmSJEnSfmEvKaH9BaZj+HBSfnb2Hvdjyc4m7y9/wQwGu3F0PwFCIIw9uxbXqwMEvqshWulH+KOIkEGkrAXvh5tlcEWSJEmSJEmS9oAMsBzmPv92Nfc8MYO5C1cBMKwknfsvGM74gdlcOrEXV5/Yl0y3jTyPjSSbim6KWJBFCBRhophGLBWVMLG0VGMNNGCPNOOyanzzwBn8/dJR1PpCbGv0U90ckIGWbnL5GaM4olcOAH0KM7h86rGgtH1cFZsDMxzEaGnC9DcjAi0IITAiEdJbKhI708Mgfy+SJEmSJHWXcBiWLYXlyyAaxTlsGPkP3I97wnjSLrmEtAt+TsYVV4Dbvduutsu4+mr6fDqHhuefZ+3wEWw48SQipaX77zUcRhRNJfWMnrHl6Ao4R+fsdV+mL9p9A5MkSZIkSZKknwBZg+UwNnfhKk6/9kFMU6AoCrMevYlTjhkCgDcUZX2NjxSHBd00KHSp2DSFsCFYWhNmZFEq9tr1qNFQvD+hagirExQVw+bGlpRGU1TBF277IpbmspHksP3or/VwZJomdd4AGckugk212LYth5YmQCBUDUWYiGgYMxzCbPES2FaBGYmCppE85hisySkIRcXIH4g1JQvNKn8vkiRJkiR1g3fehtqa2OP8fDhzCgAtn85l2w03gGl2KGyfdPpp+OZ+hgiFOusR17hxJJ9xOlV/vj2+LXnyZAr+/rf99zoOM2Yo9n6HtjTT8PwPe9VH2jn9cI/c+wCNJEmSJEmSJP3UyBUsh7G5i1Zjmm1ppD5btDq+b21NCymOWAmeDLuGTYulArBrCkVJFiyqiu7ORrSumhAAmgUFAcJAjQbQvbWoho60f6iqSnaaB01T0aJBFD3SOjNRQREmhs+LUV+N2eIlXN+IEYrEDjQMgtu2IdLyIasHUVuSDK5IkiRJktQ9wuG24ApARUUsoAJU3XVX/HH74AqAJS0N17HH7rTbwNdf0/DSy4kbZXrTPaI6LKgOC0ZTeO86sKkyuCJJkiRJkiRJe0gWuT+MHT2sT8LzsUf2jj9u/33V3GENk1VTWVfro6fHippagBIJokb9iSmqiAVtXHoLVlSacGCxWHHbrfvjpfykCT2KTQWz9ZcWbfHhXbYCMxzEnZ9FoLwWIxwLvliTnKiahlGzjdDCj7GOOB5Leo8D/AokSZIkSTps2GyQlgaNjbHn2dmgtl4jqjufu9X48isonl2nDIusWRN/bO1RTNavb9jn4f7UCN3EbN67AItraFY3j0aSJEmSJEmSDn8yRdhhbsbcJXy+aA3HjuzH9JNGx7e3hKOsq/GRbLdgmIIMB7g1gQoIYeILR0iyaiiaBYRA9dejiFjhdYGCUDXQbGCxxaI1mg1bUuqBeZGHMRENY1asBVPH1CP4v/uGxiXfIaKxWaGKqqJaLSitwRfVbsXqdoCqoNms2FKTcZ9xFVp63oF8GZIkSZIkHU4CAVixPHYNeOQwcDgA8M2fz9ZfXdNh9coeU1X6L1uKapMrcPeEMAV1z3xPeJN3r45P//kAXEfKIIskSZIkSZIk7QkZYPkJeeTDNbzydSk5yQ4e/MUIemS5mbu+FoumUJxsp9gpUEQUJeRHQSAAYXOBxQ5hP6oeBgRCUflseRnHjx4QXwpjKBacKekH9PUdjkxvNaKhnGhDHS0rltK8fFmsYL2ixIMqmt3W9thhQ9FUhGGCquDKTcc1ZBz2sWcewFchSZIkSdLhqumtt6j+630odjv599+H4nRSdvEle9aJosSub9o9779sKard3r2DPcxFq/1U/+O7vT7eWugh5/rh3TgiSZIkSZIkSTr8yRosh4EFKzbz7MwFbKmo32mbFaWNvPh1KWgqVb4w97z7Pc0hnaBu0hI22NYcQkGgGHqszgqxNGBmNILfUKjDQ9DiImp10mJLpf+woSzZEksNUeUNoTmTfoyX+pOjWGwEt2yg4cMZtKxY3nbzQQiEECgWDYvTjqIqaHYrqlWLBVcATIHuD4OsvyJJkiRJ0l4IrVpF42uvEV6/vtP9RksLlXfciRkIYDQ2Uv67W/B/taDrJ1DVtuBKu/y1KeefJ4Mre0H12MCy93VrFJvWjaORJEmSJEmSpJ8GWYPlEPfWp0u5/J5XEEKQ6nHy5TM30TM/o0O7xaWNaFosnqZpKpW+MEl2DaumEDUEdk3FIPYHIYgFVwAMwKvHjlM96TSHowA47LA16uD3jy0nGDX5zamColwP/ohB30w3vTN2nWNb6hrFnUaorDQeUEkgBGZUxxQmtvQkFEXBiOjEfmutx1usWAeM/XEHLUmSJEnSIc+/cBFlV1wBuo5it9PjpZdwDhmc0CZSWtpW1B4wfT4cQ4d2qX8tKxNbjxKCixfHNrS7zgksXEjFH/9EZPNmUqZOIe388/f9Bf0EaG4rzsGZBJfV7tXxqaf17OYRSZIkSZIkSdLhT65gOcTN+HxF/MZ7ky/IZ4s7n2HYKysW8LA5LKRmOLEl2fnnFxsZ3zODfhkuRuS6US32WG0VRYvVWVFUhBKbyRbSDSytARoFcFtVThiQxYXjigGIKLClMUgoalDa4KfOF9rPr/ynw5JdGPuvs5OZnEIQ9frR/bH325bkQrHG4qaq3UbyqRegulN+tLFKkiRJknR4aJkzJ15LRYTD+D77rEMbLTk5cYMQeN95m/yHHsLev/8u+zfq6rFkZna6T6+swvvuuwSXLaPqrrvxvvfe3r2InyBHv7S9Os49Lg9bkVyRLkmSJEmSJEl7SgZYDhFryup5+O0lfLBwY8L2wb3bipcrisKgnrmdHj++fzbJTgsutxVFUdBUhc2NQb7b1kSfTHeshocQKJEgSjQYS9OgakRVG8k2FYemYtNUXDYLTouKRVVw2TQuPqYHpw3JYWCuh3GFyYzI89A73YU/rBPWjU7HIu2ZpIlnYU1y4chIQXXYQUv82AohEIaJ5nbiyMkmdchAUo88gpQj+kNLzQEatSRJkiRJh4wtW2DJYqhrW/ng6N8voYm9Xz92ZCsuxt63b8I236dzCa36AWtR0a7PabWS/ftbcOywKgZAS02cHFLxp9t2mqZMSuQekYPi3PMkBeGNTd0/GEmSJEmSJEn6CZApwg4ihmHGV6O8MGs+TS0BLj7zGPwRwZm3v4s/FEvPde+lx3LFaUMA+N2FJ6AoCj9sqmTaxCMZO6QEgGBE5z8frWJjnZ+ehemcNDiPonQXWwMRnDaFO07pS1GKg5pAlA/X1XBqnwzUpnLUiB8AYUZpcOWR5HSiIHArJmY0TLLTSTgSwWyXDuLWyYNoDETQFDAFGCKWZiwYMbBbZC7nfaXanThzM0GPEmn2YwAmOsKIBbAsTjuKpqKoKmpSCkQjKK3vu2J3HsCRS5IkSZJ0UDEM0DRYvw58PujdByoq4IvW1SlLv4Ozp0N6OqnTp2MGAgS+W4p73DiSTz0FiNVlaXrnHfS6OtzHHIu9b58OwY+GZ57FOXpU7FxG24Qb+6CBhFetjj2JRGh89VVy77iTLeecE29jLSwgWl6ROO5oFN9XX3UI5kids6TaiQb1PTpGdcuafZIkSZIkSZK0NxTRobCDdCC8MvtrfnXP85imYOSgEr5evgGAvj1y+MO1v+CPz38NKAgjygnDi3nx1jPix3r9EZJdsZUp2/3ykU/5dFU1GQVZAFg1lVvPGMgjc9YxZWQ+F44ujLddWtXChkofl/UIooi2L8HBpHxsUR+KEUVBIBQFS0YRpsVOJBIBQFUUTKFgGDoWVcEUgqaQSVRAVpIDl03G8LqDvm0t4W//R7TZT/PGUsxIGIvdhmrRUDQV1WrBWdwDR3FPTD0KehQ1OQvrkcejWOQXZkmSJEn6SfP7Yfb70NAAScnQ0hzb7nRCegaUb2tre+x4OCK2qsRoaUF1OlEsseu5yLZtbDzzLAgG4809J5xAaOVK9OrqDqe1DRhAZM2a+HM1JQXT621rYLHQ8+23qHvsX7R88glYrWRe8yvq/vloYkeKQvF//oN77FH7+Eb8NETKfTS8vhajOYwIG7GZT51RFbRkK1qak/TpfbFkyIk5kiRJh5qSkhJKS0vjz9966y1+9rOfdenY1atXM2jQoPjzSy65hOeffz7+vP09pj1x5JFHsmzZsl2Oc0dWqxWn00lBQQFjxozh/PPP59RTT92r80vSgXDXXXdx991373S/zWYjKyuLPn36cNZZZ3HVVVeRlCTTsx4u5N3vA8w0TW79xxs88vIn8dUr24MrAOtLq3lrwWY0mwMAYVrQVIWKeh9JLjsXPTiXUm+I3n0yGdEzg18e05MMt51v1lTh8LiwWFRcLiu6brJgYx2qpuLeYVWJBYVJ/TMJ6/U4oi0AhLBgDTWjKCYKIpY+TAgMbw2WrB5YrTaEMLFoGrquo4jY/3hVRcFpVQhFBKYM3XUbS2F/LIWxXOae0h9o+eRVoj4/6LGVRKo7Cc/plwECxZ2Gosrsf5IkSZIkAfX1seBKIBB7vj24ArFASc0OgZFIFGEYVPz+DzR/8AFYLDiHDCH//vsIrV6TEFwB8H/9NYrLCVYrRKOJXbULrgCJwRUAXafu8Sco+OcjBJctw5qbS2DpsoQmitNJ8imnYO/da49f+k+VrcBD7m9GAtD0v834vtiWsN8+MJ3kCYVY0h1oKZ3U+JMkSZIOWTNmzOhygOXtt9/ez6Ppumg0SjQapbm5mdWrV/PCCy8wdepUXnvtNex2+f8q6dAXiUQoLy+nvLycL774gkcffZSZM2cydOjQAz00qRvIFSwH0NqaFt6b9z1/vu8/mO3SJ7SWQwEgLzMFrXgkutH2a9KDfmwWhZOP6sdnq2oYObYEdfsN9XCUAgwaWkIs3NpM3yMKUNVY8KPFF8EfiJLqtPLA2YMoTHNS54/w2bo6zhyaB0LgiDRjGAaKMwVPqBZFmCimQfupby2uHJbVG1hUBbtFpV+GC4fatn9zU4j1jWEsqsJxvTJwy1Us3S66ZiHRbevAmYyW1wdbyUAZVJEkSZIkqY1hwNatMP/L2AqWzlgs8UL2AIHyChqWLkNNT8e7cFFCU9XtJumUU/DOng2hUPeNU9NwHDGI0IrvY8GcYUcSXLykQzNrfj49Z85AkzP99ojQTbwfbiG8tRlrrgv3yFzsxckHeliSJElSN9lxZUhaWho1NTVYLLu/DzNixAiWLl0af76zFSwjR47kmWee6fKYnE4n/fv373SceXl5zJ49u8MxQgj8fj9r167l/vvvZ8OG2MTjK664Yo/OLUkHSvsVLE8//TSjRo2K7xNCEAqFqK6u5pNPPuGpp55C13V69erF0qVLSU6W12aHOnnn+wBoCUR4dXEZ88qaABuTf3kZa9dUUrV6OUJx0LOkiB5pGoUewbU/P4FbX1rG4vWxoqPCNAFBRBfMXriJ5IzUtuAKEBKCz0sbOSI/henH9uJ7byS+z2bT8AeieEM61732PeluKyHdZHBB6wdZUQjZU9AUsGkquunBGvEhjBCqaSAUFTQL/pZm7Kobm2oSMRW2ekMUJ9uwqqALCOixYItuCuoDERlg2Q+sA47COkCmyZAkSZIkqRPBIHw4G2pqOu7TLJCWCplZ0Ls3zPkEwmF0f4Ct787E3GEVynam34/3nXdwT5hA4NtvETusZEnQfrbQ7hhGLLgCoOudBlcAohUVhFavxj1mTNf6lQBQLCqpk+XqH0mSpMNdVlYWtbW1NDY28sUXX3DCCSfssv2WLVtYunQpqqqiqiq6vvPaXR6Ph2HDhnXLOG022y77OvbYY5k2bRqjR49m06ZNPPfcc/z2t79l4MCB3XJ+Sfox9OnTZ6d/51OnTmXUqFFcfvnlbNq0iSeffJJbbrnlxx2g1O3klPcfWWl1M8f95jU+3VAb3+Z02ijunUPR8LE403KpbIrwzeYg55x5PP165PLsjcdz9amDGFSYjBFp+zJr6hHykmx4mwJtJ1A1BgzMp6h3Nu4MD6lOa3zXgGxP/LFhCmpbIpw6KJdbTuqPx27FZlFx2604WlOIRe3JCD2MpodRTB3FiEA0jCoMRjqaGGb3coS1mQw1QlA3aY4KArrAaVXJcFpItWskKTrRhgqiDRWYkW6c7ShJkiRJkiR1VFsLr77ceXAFwNChrg7sdigsgjOnQL/+RP3+hOCK4nZ3erj/yy9R7G313VSPJxZQaSf1vPMoefcdks84A/dxE0g6/bR9f12aRsN/X2T9cRMp/81vMcPhfe9TkiRJkg4Tw4cPp7AwVmt3xowZu23/zjvvADB+/PiDLgVXeno6t99+OxCb+f/mm28e4BFJUve69NJLKSoqAuDVV189wKORuoMMsPzIXpzzA/W+cIflmmlJdhwOK67UtrQHv3v6S3zBCGkeO38+fyQz75zMKSN7tDvGwQs3T+Sda47hxvG9aKxqQheCvjlJOKwaEUMwMD+ZS8YUc+NxvbnoqB68dMUYxvTJYFBxKoOLUrh4XA8sqsKC9fXUNUdJcthw2q3xhGCq3rYCRgEUBFlKAK21hVvVyVIDpJl+VGKTFa2qgqIoOK0qrkhT7Iu8oWM01+2fN1WSJEmSJEmKWbG8Qy2UTv2wErxeyMiA4ydhv+xy7Hl58d3pF19E/xXLyX/wwVh9lXbMJi/WkhLUpCQUl5Ocu+7EkpMDgCUvj6zrrgXDJOnEE8i//35ybr0Va8+e+/a6DAPfnDno1dU0z55Nwwv/3bf+JEmSJOkwoigKU6dOBWDmzJm7bb89wNLVei0/tpNOOin+eOXKlQdwJJLU/RRFYeTIWL289evXH+DRSN1BBlh+ZGkeBw63HQG0L3+jKAoulxWHxwmt+8qqm3n1s7XxNnarxn9uOY1Z907j77+cyEf3T6cwMwm71cJRPTP4y3kj0RQFTW2bReixaqS5bCiKQnNYZ1NjELvDQkaynfQUBxXeEBf8ewF/fGM5Fz7xNZ+srOTNJeXc+v4anvuugia97U8kNloFpd2z+PjNCPbWplYFBqRaGJCiJf6BCRNZ8keSJEmSJGk/cji61k7XYel38adqYSE9Zs4g769/pejJJ8i+8UZUm42UM04n++abOhweLS/HbGnBqKml+p570aurY91WVdH42mtsOeccym/+DVt+Np3g8hUYtbUd+tgXhrepW/uTJEmSpP1F10M0eTdS1/ADTd6N6Pr+ye4xbdo0ALZu3cqSJZ2n3ASoqqri66+/RlEUzj777P0yln2VnZ0df+z1eg/gSKQ9oQeDNKxZQ83SpTSsWYO+q5Sye2DLli0oSmwy9/z582loaOCmm26ipKQEu91Ofn4+F1xwAcuWLetw7Oeffx4/tq6ujqeeeopevXrhcDgoKSnh1ltvTWhvmiYvvvgip556Kjk5OdjtdvLy8pg6dSqzZs3qltcDoGmx7EGOrl67Swc1WRzjR3bl6UOZW+lHN0XrSo+2faFQFI9do0FVwBSx1SCWjjGwUf1yGdUvt8P2kT3Sueu0gczdUEtANwHo3y4tGEDEMOOPBbBoSz21LbEUC4Yp+PfnG/GbgsmjClAVhfca3JyYArlWPTZWVQNVI2Sq2LXW54oKqgWbBhZNQahgVQEUTM2OasT6V10p8SJpkiRJkiRJ0n4wYiSs/L5rbdXE60wtOZnUs6d1aJZx+eWoSUnUPvwIRn09qseD6fe3NTCMtsdC0PzhR/EaLNGKCsp//euu12TpAktODmk//3m39SdJkiRJ+0OLr5zS8rmUVy3AMNpSW2qanYLco+lRMIkkT0G3nW/ChAmkp6fT0NDAjBkz4jPkdzRjxgxM02Ts2LEUFHTf+btTTbtUpxkZGQdwJFJXNJeWsvH999k697OEoIrF6aRo0vH0njyZ5B49dtFD11VVVXHJJZewadOm+LbKykpeffVV3nzzTV544QUuuOCCTo994okn4unnAEpLS3E6nfHndXV1TJkyhQULFnQ458yZM5k5cyZTpkzh5Zdfxr2TdLpdtXz5ciCW3k869MkVLD8yu1UjLcWFYQpCuklEN/EHolTV+snyOMj1OHGlpuNKy+DIfvmcPLyQLRVdT611ZEEKN03oTb7TiogYVPki8aCKAmS6bWwPcSTbLQzMSUo4vjGoY7OoqK2BEL+h8laNm7M+DDKjXGN9wMrH1SpLI+ksC6cS1FyYFgeG3YOCgqYoJMSEbA5arKlY0vPR3Cn78M5JkiRJkiRJu9U6G65TWVltjx0OOGIw+Hxd6jbtnHMofu5Z1JQUTJ8vIWDiPn5iPFijZWbiGDw48eBuDK6kXnQRvT74AFtrnnlJkiRJOhhtLvuYeYvuoKz8s4TgCoBhhCkr/4x5i+5gc9nH3XZOi8XCmWeeCey6DsvBnh4M4MMPP4w/HjNmzAEcibQ76999lznXXsfmD2Z3WLGiB4Ns/mA2c669jvXvvtst57v++uvZtGkT48eP55133mHBggU88MADJCcno+s6F110EV988UWnx95555306dOH119/nc8//5zf//73XHLJJQBEIhFOPvlkFixYgNVq5dprr2X27NksWrSIN998k8mTJwOxFHwXXHDBPmXoeeGFF9iwYQMA11xzzV73Ix085AqWH4E/FOGpGYsoq6rn0tNHMq4widnrGwBo8UdoaIwtDx3aO4P3F5QCsZRhAR36nXELkajOhZOPZtDAfmyt8fKLk4cxZlAR/lCUsppmeuQk47K35cb+dmsTTreNPm4bqqJQH4yiKQrZbhuji9PISbJT54/QN8tDkt3CndMGs7HWR16qk/kb61m21Utdc4jMZEcsVVl9ABN4aXWQIwqsqCoc7dJJS3HQolkIKIJUte3LvFBUFBEL6oRN8LhdKJr8U5MkSZIkSdovhIA1q6G6Gnr1gpKesGVzx3bt03SFQvDWGwBEcnKpX74C1eki85dXo3o8RDZtQsvIwJKeHj+k7PIrMDtJ05Hz+99jXnstkU2bcI0dh5bkASEIrliBJSuT4LeLu+VlKk4nObf8DtVm65b+JEmSJGl/2Fz2Mas3vNaFliLermfxyd1y7qlTp/LCCy+wcuVKNm7cSO/evRP2NzY28vnnnwNdD7D4fL5OUy/tzJAhQ+Lpj/bG1q1bufPOOwGw2+2cf/75e92XtH+tf/ddvn/6md03FCLeru+0jqul90R1dTXnnnsur776KmrrBJ9x48Zx6qmncswxx+Dz+bj55ptZsmRJhyw6FouFjz/+mJ6ttQGPO+64+L4HHniApUuX4nA4+Oijj5gwYUJ83+jRo5k+fTr33HMPd955J7NmzeKdd97Z6Wdow4YNpKamJmyLRqNUVlYya9Ysnn/+eQAuu+yyeGo/6dAm73rvZ6YpOON3L/D9phqScwv4eOtSjGiEYH0lOZke0opLAHBYVU4alMMHX5fGJ/lVVtcRieoAvPHFGmzfVgDw9mcrefP/Xch1j31GVaOf4uwkZtw9jdz02PK0lnBbYVMhRGuuQXDaNEK6QXGai+I0F7ppUtkcYmBRCsU5sVRiffKT+fD7KqJhk0EZbkwBs5dXxl6LEAQiBhZV4estDQwdWwyATVMRxFbICMBQLFT4I2gKBAwosApsibVRJUmSJEmSpO4y70tYvSr2eO2atu0ORyyQApCTEytqH0rM+27qOqV/+St660qW4A8rUVSVwNffoDgcFD76TzzjxyMiEYz6+g6n1jIyMOrqcI0ejXPIEKLVNXhnzcL3+eeYzc1Et2zBPnAglrw8bD2KUTSNhmee3auXKYJB9OpqbEVFe3W8JEmSJO1vLb5yVm94fY+OWb3hdTLTj+iWdGGnnHIKLpeLQCDAjBkz+O1vf5uwf9asWUSjUYYPHx6/ybw7S5Ys2aM0Ro2NjR1uLm8XiUQ6Ddbouk5NTQ3z58/nySefpKEhNin51ltvJTe3Y4p86cBrLi3l+z28pvv+mWfJGTFin9KFZWRk8NRTT8WDK9sNHTqUP/7xj9x2220sXbqUpUuXMmLEiIQ2J510Uqd/97qu869//QuIrShpH1xp77bbbuPll19m3bp1PP744zsNsFx11VW7fR1XXnklTz311G7bSYcGGWDZz2qafHy/qQaby4M7PRMAi82O1ZPGhrUb+fspw+jXt4BeWR7yU53cc94wnpu7gewUB6sW/gCKgqKoaFZ7vM9AOMrTs1dQ1RjLfV1W08Krn63m5p+NYuZ326hsCZOaGiuSpJsCBUGK3Ua9P8I3pY0cXZKObggWbW0kGDXIdtvQ1FhU16Iq9MtPQtNU3A4LY4rSSHPZ+G5rI0VpLj5eW0vEEJjCwDAFmqpgChCt4RUBhHUTu0VDF4AhC9tLkiRJkiTtV5s3db49FIJjjoXkFMjPh7o6+GoemAKCAQgGMUIhjHbpHELLliPCsVQmIhSi7okncR91FA0vvoSWldWhWL1RX0/pJZdS9MTjWDIzKb3kUsyWloQ24dWrCa9eTbRnT4qeehLXiBEEvl2M4fXibU1T0lWidfKRJEmSJB2MSsvnEpt6uicEpeVzGdz/on0+v9Pp5JRTTuHdd9/tNMByoNODVVZWdjlYc9111yXUy5AOLhvff3/P08AKwab3P2DYddfu9XnPO+88UlI6L0Fw4YUXcttttwGxNHM7BlhGjRrV6XHLli2juroagEmTJu303JqmceKJJ7Ju3ToWLFhANBrFat27GeXPPfccXq+Xp59+eqevRzp0yADLfpaR7CI92YHP2KG4e+sytUHF6Yzt25YP+9xjSjj3mBIAHnk5xB83xT7gLptKuPXfrew0N30K02FJWfy4FLedlxds4R8frQXguKG59MhJIhQ1EuqshHWTquYQ325txGWL/fqjponWmuIrYphYWlekbPOGyE8OMawghSNyk7BbVPJSHHy6rhanVWNLY5AeqQ6EUKlrDlCc4SIQNYgYsRRnViVW7D7ZKZevSJIkSZIk7Tfp6VBR0XG7qkJhIaSmxZ7n5sLPzok9XvgNLFuK1eOh5MIL2PLSKwjDwDVqFP6vvop3oSUnU3XvvTS9+dbOz2+aNL39Nr4vvkTssEKmvcjmzdQ+/Ah599yN44gjsKSno7pcBJcuRcvNJbJuLUaTFzMa7bDSBsCSm4u9V9dm20qSJEnSj03XQ5RXLdh9w06UVy1gQO9zsFgc+zyOadOm8e6777JgwQJqa2vJaq3B5vf7+fjjWM2XPQmwHHfccfG0YvuL1WolJSWFHj16cPTRR3PZZZfJ4t8HMT0YZOvcz/bq2LK5cxl8+WVY2hWX3xNjx47d6b7i4mLS09NpaGhg3bp1Hfbn5+d3etz2gvNAvI7R7gSDQaqqqijqZGX1Z599xsSJExO2RSIRvF4v33//Pc8//zwvvvgib775Jps2bWLevHk49/L9kA4OMsCyn1ktGh8+eBm//L+3qQx4UVwpWFXI95jcfuNkxg4u3umxnyxcG3/sbfJy88WnkpuVytTxg8hM81Ba3cK3a6sYP6SAi04cxJ/eWhFvP29lNT0y3GR57BimgNb0l0IIqn0RArqJ0xpLH9YU1ElzKmxpCBDQDZIdbQERXzjK3A0t6KYg22MnzWHhyPwUPl1Xw7yNdQDYBCxfV8fA4hSuPqEPfTPc8ePTXLE6MJIkSZIkSdJ+cvKpMPdTKN8GhhELrKSlw/ARbcGVHW3dGn/oSE8j/3e/xfB4SJ06lfr/PE/jyy9jzc8n57bb2LpDmgNrcTHRsrKEbdHKqg7BFcXh6LBNr6lh/fgJmIEASaefhmfCBIxmL82z3mvt3ArRKJ3JvOZXXXk3JEmSJOmA8PnLOxS07yrDCOMLVJCa3GufxzF58mQsFgu6rjNr1iyuuOIKAGbPnk0oFGLQoEEMGDBgn8+zN3r06MGWLVsOyLml7tNcWtqhoH1X6cEgzWVlpPfvv1fH5+Xl7XJ/RkYGDQ0N1NTUdNiXlJTUyRFQ30ka3K5oamrqNMDSGZvNRlZWFpMmTWLSpEkUFBRw//33s2TJEp588kluuummvRqDdHCQAZb9bPGmelaUNfGP353DglXVfLysgiNL0vjjz07HalF3elyjL0zAkUVqMfiqy9DDQaZMGMSYI0ribZ68ObEI2uieGXy2OvYPiFVVOK5XBsuqmtFNgSFiSbwCEYPiNBVTgDes47RopLusDC9IxRSwsrI53l+Ox05zSEc3Y0tnanxh/re6mlpfBCEEFk1BNwSR1uWvq8u83PP6Cp69+ihsFhWrppLusiNJkiRJkiTtJ34/bFgPvftAUVHscXoGjDs6FqzohNHcTN2nn2LW1pE+Yhj2zEySp02D1nzpmVdfRebVbUEV97ixRDZvBkDLyiTtwgup+etfE/pU0xIDOe4JE8i97U/UPPJPAosWYtTVY8nNRW9qwgwEAGiZ/T9aZv8vcXA7BFdUtxvT78c9YTypZ5+9x2+PJEmSJP1YdGPnqzi7dLy+b8dvl5aWxsSJE5kzZw4zZsyIB1gOdHow6fCxt8GV7jjeYtn1rWzTNAE6Td21Y9H77QzDiD+eOXMmxcU7nwzfXp8+fbrUrjO33XYbjz76KH6/nxdffFEGWA5xMsCyH81bU8MNLyxGCFAVaPGGMHST7zbWk5Fk57rTB+702F8/u4itfivuzHySMrK58fichODKjupbQixZX8vggmQK012cM6aY//toHXX+MNec1JfWGAl2q0ZhihNvSKeqJUx2kp2xxWmoisK4knTGlaQjhEA3BVZNZc66xIivbsQ6UhQFm6ahGzo5SQ42WlQiusnAghQK01yoqoqq7PwfL0mSJEmSJGkfRSIw4x1oLVAfV10dC66MO7rTw8p/9zv8X84DoGVLKX2eewZ1J8Voo9XVRKprsBYU4Bg+HOeQIR2CKwCO3r2xJCcTWrECz8TjyL71VhRFofChBwEwWlpQ3W42TZm669ekqqhOJ6bfj71fP4pfeB5FUdB2Mj5JkiRJOlhYtH1L79Ud6cG2mzZtGnPmzGHOnDn4/X6sViuzZ88GZIBF2nd7m96rO45vaGjY5f66uli2nZycnC73mdZuolBWVhbDhg3bq7HtCY/HQ//+/fnuu+9Yv379fj+ftH/JAMt+oBsmry8o5f2l5fF6T6YAi1XD0GOR1LI6/y77+L6sKf7YVCycNWnkLtv/8dWlZBUk0yvHQyRiUB8IY3NZ6JvuxBvUyXDbgFiKsP8sLGVsSTrTBne+rE5RFKyagm6aPPPlJk4bmkeqy0ZpQ4DGYNuswnSnhbE90jhnWAELB+bw1eZ6SjLcGCK2gkaSJEmSJEnaTxoaYPmyjsGV7VqaO98OhFb+EH9s+HxEPUnsbM3x1iuvItz6pS9aURFfybKjwKJFpP7sbAr+9n+d7teSkjAjESI7pBZrzzVuHGkX/BxMk4b/PI+1sBCEQEvbSZozSZIkSTqIeNwFaJp9r9KEaZodj6vz+hB7Y+rUqVx//fWEQiE++eQTHA4Hzc3N9O7dmyOPPLLbziP9NCX36IHF6dyrlSgWp5PkLq4Q6cyKFSs4eyermjdu3IjX6wVg6NChXe5z0KBB8cfffvst48aN22nb119/nZqaGnr27Mkpp5yy10XuYderbaRDiwyw7Ad/eft73vymDEVV0NqlAXNZVcJBsFlUxvRM3mUfJw7JY+a3sdzYg4pSyE3ddXRX11TsrUXrbTaNH2r8uFtrqawo9zIg20NWkp3P19dS74+wZFsTWW47vTLb6qV8X9bIO9+UkZfm5LJJfTBNQZU3xHPzYl+ke+UkkdwaqAFYvqmBhoYgx/bK4KUlWxHApoYAigKXjunR9TdMkiRJkiRJ6jq/D2a+G1vB0p7FArpOxNsMScnYOj+apBMmxYvW2/v2xVZYuNNTRdrnSReCyMaNiafMykKvrSW0ciVVK1eiZWaSfNJJAJjhMA3PPYdeW0vquediLSyC8M5vOgW++QbPcROoefAhiEYJLluGGQhQ9O9/7fQYSZIkSTpYWCwOCnKPpqx8z4t/F+Qe3a0rWPLz8xkzZgwLFy5k1qxZOByxvuXqFak7WJxOiiYdz+YPZu/xscWTJu3TCpY333yTO+64A1XtWHbhxRdfjD/uarF6gDFjxpCUlERLSwvPPfcc119/faf9t7S08Mtf/hKv10thYSFlu5g4tDv19fX88ENs0tMRRxyx1/1IB4edFwGR9trCDbHiSMIUGLrJcQOy+b8LhvPR7Scx+QgXFSu/5sLfPcJvHnxjp33cf9EIHrhoBHeeeyQv3Tgei7brX9WAvMSATW5y2/+Yw7pJKGqwsdZHvT/2RVwIqGhuizRXNga55LGvePWrLTz0/moeeG8VpU0BLhrbFig5qkcqyfZYEKfeG8LjsDC4bwZzNtVRkN72j2NVc/fkDZUkSZIkSZI6UVuXGFxxOmHESDj3fGoqq9n43PNsvOwKav/5aKeH5951F/kP3E/ObbfR46UXUWw7C8WAo92MPgAtKyvhuXP06ITnkQ0b4o+r7rmH2kf+SeMrr7Llgl/Q+NqrpJ5/Xny/Z9IkaJ9OVghq7n8goQ5LpLR0p2OTJEmSpINNj4JJwJ5m9FBaj+te06ZNA+CDDz7gvffeA2SAReo+vSdPTryO6wpFodfkM/bpvKtWreK+++7rsH3JkiX87W9/A2Dy5Mn06NH1id8Oh4Mrr7wSgOXLl/OnP/2p03bbgysA11xzzV6XRRBCcPPNNxNtvea94IIL9qof6eAhV7DsByN7pcdTgKW7rNx77lBSXLEvrq+++wl6OPaF+PE3vuCPl59GVlpShz4smsrZYxP/MWj2h5n51VpSPQ4mj+ub8EH+3WkD+O/CUuoCEY7umUFukh3dMPlyUwPhqMEna2q45tieLC/3IoDcZDsl6a748RuqmgmEY0WdTh5bRK8eqSze5iUtyc5Ll43BoinkpTgxheDq579lbVkTPxtfEg/8FKS5qGkOE9VNxvfO7L43U5IkSZIkSUqUmRmrsbI9ENF/AIwegxmJUP962wSeuieeIPNXv+wQQFE0jZQpUxK2BVf+QHDFclyjRuHo1y++vfi/L7Dthl8TXrcOxelEUdXYl+nteXCj0fhYFIcDe7uATHD58vhjEQhQ+/cHUex2ip59FluPHtgKC/DNm8/Wq67a6UuVhe0lSZKkQ0mSp4CBfc5j9YbXunzMwD7nkeQp6PaxTJs2jVtvvZWamlht3aKiIkbvMDGiK3w+H8uWLdujY3r27ElKSsoen0s6dCT36MGQK6/g+6ef6fIxQ668guQ9CHzszJ///GdWrVrFJZdcgsfj4dNPP+WBBx4gEAjgdrt5+OGH97jPu+++m1mzZrFx40YeeOABvvvuO6666iqKi4vZsmUL//rXv5g3L1bDcNCgQdx888077WvDhg2kdlI/MBgMsmbNGp599lm++uorAIYMGcIVV1yxx+OVDi4ywLIf3DF9KH1yk6hvCTN9bHE8uAKQluzGH4wFWBx2K0571/LsRaIGU/78Bj9sqQXgitOHccPZo8lMdmGzaqiKwqVjS6jzhaluCRPRTYYXpLB8m5fF1S0ApLts3H7KAH6obiEQNfhycwMjCgwGZCdxRFEqGR47njQHR/bKiJ83ZJjYbRrZnlhmblVRuPGEflz+1NeYpoi3E0JQ3xxibEk6x/TMQJIkSZIkSdpPPB6YMhXWrYPkZBgUSyugaBqq243ZWpdF9XhiwY/d8H+zkLIrrwRdR7HbKfz3v3EOPgItJQXVbqf4qScpu/pqGr7ags9+DA5rGu7IYgD02lp6vvUmlXfcSWj5crb98lfk3HE76RdcgGf8BBo2JKYUE+EwoZXf4znm6NhLGX8srrFjCXzzTYdx2fv2JeOKy/flnZIkSZKkH13P4pMBWL3hdUDsoqXCwD7nxdt3t379+jFo0CBWrVoFwNlnn71XM+6XLFnC8OHD9+iYd999l6lTp+7xuaRDS9/WVVLfP/Ns2+SbzigKQ668It5+X1x88cX873//45VXXuGVV15J2JeZmckHH3xA796997jfpKQk5s6dy5lnnsmKFSv45JNP+OSTTzq0Gzx4MLNnz8a5izRnV+1i8lB7w4cP57333pM1WA4DMsDSjQzDZHN5HVnpSVw6sfMP83//cjnX3/cKoUiU+399Nh5X13JsbqxojAdXAF78ZCX/+fB7CjI9vHXXz+iZlwpARDewaaC1Fpk/dVA2i7c2kZVkZ/bqavple1Ba99k1hTU1LdQ2hxnfJ5PXfzOeR77cREg3cNo0AHTDRFMUhBB8t83L5xvrCEd0jIjJJwvKOH1CCTaryvdlXpr8UUYUyiKkkiRJkiRJ+42uxwrbp6TCuKMTdimaRsEjD1N9719AUci94/Yu3UhpmTMn1i+xAMjWK64ATSP3zjtIO/dcAHxbDTZmvo6pJoMwKWy6ldTQbKI1NdQ88H+E2q1Wqb7nXiy5uWTf8juilRW0fPhRwvlUtwdT16m+51588+dh1NZ1Oi7XmDF78s5IkiRJ0kGjZ/HJZKYfQWn5XMqrFiQUvtc0OwW5R9OjYNJ+WbnS3rRp0+IBFpkeTNof+k6bRs6IEWx6/wPK5s5NKHxvcTopnjSJXpPP6JaVKwADBw7kvvvu46677uL999+nqamJ3r17M3XqVG688UYyM/c+q05xcTFLlizhv//9L6+//jrLli2joaEBj8fD4MGDOe+887jqqquw2+173LeqqrjdbnJzcznyyCOZPn0606dPR9O0vR6vdPBQhNhViFHqqnAkypSb/s0XS9aR7HbwzkPXcMywPt3Wv9cfYsyvnqPRFwIUrDYrFpuV5Ox0BpVk8q/LjsZhUVlV7iUzpe2DbgrBHR+swWaLxdIsqsKk/llkuKz0SXeiKAoVzSGiEcEPtT7W1fmwWzQKUx1YNZX531eRluZkmzfI4IKU+Jf0ppYwH32xGYCzjikhM8PJkPwUJg/J67bXLEmSJEmSJLXT0gKzZoKvBZJTYqtYXK7dHrY7TW+9ReWfb++4w2Kh5JWXsRYV8f0f5rFhfVvO7Az1I/LKf7vLfnPuuJ3q+x9IrBcDWPLz0SsrO53pqLjdJE2ahK2kBxlXXYW6i/owkiRJknQo0PUQvkAFuh7CYnHgceV3a0F7STpY6MEgzWVl6MEgFqeT5OLifSpov92WLVvo2bMnAPfddx+33nrrPvcpSd1JrmDpJh9/vYovlqwDIGBoXP/IR9x9NZw1LhZkqW4KEAzrlOQk76qbnUpxO3jr7un8e+ZiygMmLe4kVFVFCEGNATe/tQJvQ4DyhgBPXjmGdE/sy2h5U5CWYJSM1gCLqiik2DV6pDriwZL8ZAczllewvrG1OL0w2FDrZ+3mBvwRg3rDxGXTEmZAelxWjh1dwLDMJK49rT/W1loskiRJkiRJ0n7yw0rwtSAMg4bPP8f4bimp11+PrUcPDK8Xvb4eW48eKHs4Ey51+nTMQJCmb1YTmvseCq2rWXSD0osvQXE5MVuKIOM0UGLXfPaGBYmdtK8J06r6r/fFV8a0p1dUdDoO15gx5Nz6Bxzt6rhIkiRJ0qHOYnGQmtzrQA9DkvY7i9NJev/+B3oYkvSjkwGWbvD8/5bx4cK1aPZYVNaTU0J1QOFXD39CKKITNRT++Pw3CCG45MQB/OWSsXt1niG9snn85tM579mF+P2xmYBKa/qubU1Bmur9CAG3v7GCa07qy7i+mTzy6QZ8wSipHjuapjJ1aC6Dstzx40xi9VOSPHbsLRHCuknUFJimIN1toyDPgSkEvpBOoz9CmtuGEAJVUchId3H96QPi6cgkSZIkSZKk/UAIWPUDlJcDUDX3c5pW/gBA09ffkPeXv1Dx299i+v24Ro2i6Lln93jlR/rFF1ElTMqXjCa3+X6EYqXFfizpwZmIUAgXjRQ1/YZg3yvwpDXh/vKdxA52CK4AHYIrSkoKwucDw9jpOGRwRZIkSZIkSZKkQ4lcdrCP/vO/pdzyxCd8urQMZ1oOyek5WN0pWN2paHYnny3fxu0vfQuqCqrKC3PWUFHv32l/z3yxkQuf/Jp7Zv5AKNr5l8/t9VEgFhwBKE5zxrMsVDYF+b60iSyPg8lD8tENwdYaH8XJdvKT7PGVKIqiENFNVlT7COgmGW5bvM8zBuVQnJ+Mx66hKgpJTiu+YBTdMDFFrEybVVOp9YWRJEmSJEmS9qOV38P8eVAXq8fn27Ilvsuoq6Py9tsx/bHry8Dixfi++KLTblrmzmXz9HMou/wKIqWlHfZbnNDkOos1uQtYm/MFupaD6nbH96eE5jD4+AUM/UMRltQUANTkrq3O1tLTsOXkJAZXPJ6ENtFt27rUlyRJkiRJkiRJ0sFCrmDZR9/8sBXVYkOzOhDCxJ6UDmosAKJoFj5ZWY9uxiIfiqKgaGpCgKS9L9bW8PQXmwBYX+0jw23juhP7dmh3y4n9uO+jtbSEoxxZkMLgvBTOGJzL+0vLmfXdNkoy3fz61NiSvMuP6clx/bKI6CYDcpNYUeFN6Ov76hYqfLHVMM3+CGs21uOxaZw6bQiFyQ6SHBYqm0O8tKScftluaoI6WrsFK28uL+e6Y3uhdqGAqiRJkiRJkrQXdkiplX3sMVR8+HHsicWCUVubsF9L6hj00OvrKb/pZkRrPZTyW35PzzdeT2jTe6pC7feCmiWClMxK+o9OJn3KO3jfew/fZ5/jGDKYjCuvRLXZ6PW/2UQ2bcLepw+bp59DdOvWXb6E1EsuoeHfjydsU4hN2tkuWlFB84cfkXzqKbvsS5IkSZIkSZIk6WAhAyz7yK4pWOyxlFsoSjy4sp1ugs3lAGESCUY4dlAem+oC/Ou1ZdgsKpMHpaEHA0wc2Zea5sTVIDUtna8OyUt2kGm3sK6sieoaPyPzU3DbLYzum0lKqoPcZAdJDmu8fe+sttmB2W4bpQ0BMtxW7FaN0YUpLK9sYUVlM/NXVBIKGww4IpvPN9bRM80VP9+FIwt4ftFWkpxWnFY1vgqmojmMP2yQ5JB/SpIkSdKhbdSoUVRVVXW5fW5uLosXL96PI5KkVjukY00ZOICGZcsJVVXjysslsLVt5YeWloZeV8fmc85Fy8gg+eSTseblYsnKigdXAPTq6g6n0WwK/fKfJmPWE4hNYaLJJ2AtuBR7v34YjU24Ro+Opx6zpKVhGTkSgKLn/8O2q64mWlmJCAY7fQn1/3g44bm1sLDTFSu+L7+UARZJkiRJkiRJkg4Z8q74PjpqcA/eWVyLoqoIBKauo1ra3lZPqgurPfbchslfLx3LRU8txB+O5aSe/30Zm77+kr7F2cz85w3kpTio9IZwWjXOHlmYcC7DFCwua+TxzzeyvrIZzaJiGiYPfbSWkb0zeHnptniasHnr67hiXAmudqtlmoNRLn9yIbXNId68+VggVvR+eH4yasTkDV+E4hwPfYtSMUXCqemX7cFpjWWUMwXxVSzpLmvCOSRJkiTpUFVVVUVFeTkudv//tQA7ryEhSd0uKwc2bUrYJFrrmyjtJ/coCpk33kjFH/4QT8Xl//xzANIuuRjPccfF04elX3ppQn++CkHFA09gfPTPtm1zPqXu8Seoe+wxABpfegnfOeeQd8/d8ck2ZjhM+TXXEtlhfNb8fLBYiJaVdfqSRP/jCFV9i11fR/vwkXPokN2/H5IkSZIkSdJPRklJSbxEgiQdjGSAZR8dN7wn2svLEcTSHKQ5TE4YWcjbC7aAosSDKwCGquFyWOPBFQCrwwnA+rIaVq4r46VfjmVNZQt2m0YgatAcipLcuhrl9WXlLCv3kp3hojBFo0AJUuk3+LrCoNwbov2/NatrWrj/ozXcc+YR8W0/bGuiojGIRVUwTBEvTq8AJw/J455Xl6GHY1/G19f7SXVYSHfGzt0QiHDeyEKaQzrrqlswBfTN9jChV4Ysci9JkiQdNlxoXK4W7bbdc+au0yFJUrcqLoaFX8efRgFbQSEoCv72qbmEwGxu7rSIvPfNt+j37SKCS5cSMdIIKb0INQgc6Qr+SsGcX5oUbfkcJwpKu8RdkS2bd+jnTWxFRWRefVVs/8aNhNet63A+xeEg+dRTqNshLRhAg/s8Kn74PWRpKKafXi2/InOkh6QTTiDt/PP29N2RJEmSJEmSJEk6YGSAZR+V1wcSckdnpnl48IqxXHNaf75ZVcl/FlXS4I+lYzBNwcWPL8CqKERboyHRsI6iqCiKoEdeOh6HFYtF4cY3l2EKsKkKL1wymnSPjeXlsfopSRbBTQPAZYkFZ0qjLlTRzAl5GvOqDSImNPjC1DQmpmgoznBjt6iEdZOHZ6/lxtP64bRpJDttREzBc9cfwyPvr8LfEsadZGdxuZejClJIclpRFYUsl5WwbnJEfgpji9NIcVqRJEmSpMOJQuz/vbttZ+7/sUhSXEtzwlNrdg6Fr72K2LSRqkcfo+nDj+L7Gp5/HmdeHsHKysRjiotRNI1o+khWXPQ0nubfs8XZjwEv/pnyrx1EfdDoPIsm5xmkB17HppfTnDIZ7duvOgwnuHx5/LElLw81KQmzpSW2QVWxZGaS88dbcQwdiukP0DJ3bqxGS+sq7xr3VaDEVt4I1c3mrBcZ9m8V1Son7UiSJEmSJEmSdGiRAZY91BKKApDksNLgjxBRFPIy3FTW+wGYdGQsrVef/DT65Kdx7JHF/OnVJayujgViqprDmIZJJBRbxWIagmNG9OOqKUcxpE8BAI9/tiGeoitiCv42exW9itMQxFJwFzhNXO1+c0W2MDjsFDg0PFZ4+ns/VU0hTjsiN2HsBekuHrtsNG8tLCM31UFBmpuyxiC3fbACX8RgQu8Mnr72aBRFocob5PR75zD8l0dBayBFUZR4Cod12+oY3Tev+99gSZIkSTqAuhxg2f9DkX7KTBOCQXA6QddjK1Lsdgi31ufr0QMUBaV3H3Luuw/Tbqd55iwAVD1K8S/OJ1hRie4P4F27FrVPX7J/fwsApU9+QVb9PwBwRldRdkcaG7y/BaDRfT4Igwb3L2L7w0sRzTrJyhw04Y8PzzP+2PhjS1oaxc89S8N/nkdLSyPrhutpfPVVtl51NYrVSt5f/0rOH28l2tDA5rOmYNTVYTGb0LXW61QhMCMK4WaBM0N+siRJkiRJkiRJOrTIAMseeH1hGQ9/vBaLRWXKiALmrqulJaSTVZLF9PF96JPtYeq4ngnHlGR5cBuBhG0Oq0rIH4ugnDIsn39eMTXxRDsUQAmHdcoag0zolc6AbA+RcBAzWo7aunZG0SzxVTTZDpXemW5O6ZfFaYM7BkDG9M5gTO+M+POXFm/FF4mlkfhyYz0n9svmiLxkGprDNAeiPPXhOn579mBsFpXGYBRDwPJVW/jn0x/w5dO/pldBRodzSJIkSdKhTJP3eKUDye+H92aC1wtJySBM8PlA02DgICgogN594s1VpxN7n77x59HmFvxlW0nqFbsmTfnFBTB6THy/nSoSFmB5qzDCbU8VTUO0Ngjah1NuH0599GJ61Z2Pc2Afsq67lqQTT0wYsnPIEAoeehAAvaGB2kdidVxENEr1X/5CypmTIRrFqKsDoKDpj1Sk3EPEUoyhpgDw9Z2CSY/t0zsnSZIkSZIkSZL0o5MBlt0wTZNXP/qOyvpm3tlikpLiICXZzreVzYjWGa7ekE5mVhLTju6JaQrqmkOkeWxYtFhR+PEDcvhi1irc6RmYpskvxhZw7BFFhKMmR/XN7HDOW04ewMXPfI3QVPRghKunDWZJtY8B2R4AbHYnjY5iqqurGJDhQCgqihBgGpT54JzhhRSmOLv0+iw7zNK1aAqmEGSnOumfn8xXq2tY8egCbBYVFAUt0sKqRYsxhWDx6jIZYJEkSZIOKwpgVeQKFukACIdhzWrYujUWXIHE1GCGAZEI9O6DGQ5j+nxYMmLXYa6RIxK6avIHSTrjTLBaIScnYV+v35zA+rlPo7RUIDQ72Vecw9rHwRYtQxEhwtZ+5CTNpdY7BlONXXuGrP0J2/vR6+47cA4dusuXoahqLBi0vQ6MLbYSWrdkYh85Fv/S9ZSmP4GpuOP9A9T/AEZEoNnkp0uSJEmSJEmSpEOHDLDsxm2Pf8C/3pwPwMDjjyclOTm+L8llxReIpQzL8NjxBiJc+PA8Vm/z4rCqDMr3cOfPR3LxaSMwTMFXqyo4flgJvzhpyC7P2Sc/mfduOo4fyhrpV5BCbpqLjFQnoWhbwdKNLYLM7B741CBu1UD1VqEYEUY5VVRbDtC1AMtlR/Xg/jnrqPdHOG1QDk2BKLd9sJpA1OCYo4qZGIry1rIKhICgL4IR1XCk52F3ufGZ9j18NyVJkiTpIKd0LUWYjLBI3co0YdZMaKjfdTu3m8DixWy95lrMlha01FSSzzyTnN/fQuFjj+J9/wMc/fuR8ctfgqp22oU1J4v+c94h+P1KbCUl2AoL6PHyc3jW/B0FQUTJxD38XKLbSmiojQVAVLMFm1aPCIc77bM9LTWV3Nv/TPX9D6Da7WT/7ha+u/glatbnEkx/mp5nLEJfnNPhOFsKRLzgzNr92yVJkiRJkiRJknSwUIQQYvfNfpp8wQiDf/EgXn8EYZqMPWYoI8YMpCUUpaY5jEVVsJqCkcVpXHd8Hx6cvZrZKyppbg7j9YYwdJ0sj5VFD02j0RdmWWkjvbI99Mjy7P7kO9hQ20JEN7FZVEwh2FzdRB9rCz1SbKCqqL52X8idKaj5/feofyEEX2yo47lFZaS5bPHtgVCUTbWxnNuhQBRLIExVYwghYse8evMERvXpuApHkiRJkg41hYWF+CqqucPdc7dt7/FvxpOfw7Zt236EkUmHvaoqmPnuzvcnJUFuHoyfwMazphDZvDlhd9ZvfkP6RRcSWLQIS3Y2joED9+j0a0YchQi0rZapSPojgfyzsal1ULmKTP8LuKIr8Bx3HEVPPtGlPoUQmF4vG86YhllfBUC15zpSzC/Y7PkXhhZbfaNYQMRKE5LSG05+RtujsUuSJEmSJEmSJB1IcgVLJ7z+MPf89ys+WbwJv2ml79CeHHPMIEpaAyM5KQ7SXTamD80n1WllabmX++aso1kISkrSME3BunV1VFV6qfdHWLy5nj+8sZzGlgh2h4XMDCeDcpP582kDSHJYuzQmRVXQBejRWFLso1JDuBGIaLDDJFrROmNRmAYIgaLt/tesKApfb2lgx3hbc0iPP05JspOU4SStWME0BeVlTaytaJYBFkmSJOmwonUhRZgkdYtwGL5eAOvX7bzN0COhf39qnn6Wht//AeHzd2gSWruWjaedjl4VC2SoHg+uUaPI/9v/oSUl7XYYhiUVlViAJaLm0Oiahmh2ooW30bPpt/F2ET1WLyXcJLB6QLXs/LOiKArB71fGgysAKaGPcOgb6BW+iCbnmeBIppZfxPd7N4EwBUpXVpFJkiRJkiRJkiQdBGSApRN/evYL3pkX+6Jrd7gYPLwfWUmOhDZpHhsfbailpjlImsuOZlFJs8RWflQ3hyksSsGT5sDhsnH3x2uxJNnJSrKjAFEBS7Y18eyCLdw0qe+Op+9UXpKDDeHYF+oUK7hDLdBQCcJE2J2YafkoegRhsRFNysXaVI1atwUQkF6Ikl6423P0ynDz9ZYGnFYNh1WjKNVJbVMQAEUBi1Ul3HrTSVUV8gtTOGZAdpfGL0mSJEmHAoWupQiTt3+lbjHvS9i4YddtViyn8cUXqZ/7+U6btHzwQcJz0+fD9/nn1D32L3L+eOtuh2FM/jvhN+7CUNyUZjyBUGJpYP32cTRkXU1S/UzClhK2rf8Nm64yaNoAjgyY8DeVlJ47/zTYevZEcTgQoRAA0ZQjcKk+7LVl2PVNbLM+kNDenYMMrkiSJEmSJEmSdEiRAZZObK70xh8rqobdqmLbYYaeoihYNYW8FBdh3Yxvt1liq0eyku2ETIGqgKapGMJECIHSGqCwqRoLN9bBbgIsQgiEEISiOtluC1FDkBapjwdXAAgHESEfRmYPTGdqbHzVZUBsNYpo2AYpOSha22oZMxLEjIZRNCvCMDCNCGf3T0ZTi9lQ56cw1UFUFxSmOslPcdIcilDpiyS8BlWFHlnuPX+DJUmSJOkgFQuwdK2dJO0zb9Num0RbWqj+4su96t43fz4dq520MQ1B8xbYtnYQgZw3QDUReuIHoMLya8j5dfx5U2s8KFQPq14wGXdXW0qvpndnEPzuO5Q+Y/nhm1OI+HMZcM2TaCvfwh/MRe31S+qr60lteo3G6ukQTjyXQ9ZfkSRJkiRJkiTpECMDLJ047/iBLN1QjWqxo1isaIBugqVdcGE7RQFTCFRFQQhBczCKAgzMSaLWHyHVZUNRFMJRg5rm2Oy97RPzHKLz2zNlNS28/uV6phc2U2ALoLpTUVKL0awurKaOLVAfu7PTPpuXooKht98QfySIxWJUVSACXkQ0jGFEY8dsP1ZREWaI8UVuVla3sL4+gBCCDXV+vMEoPVJiK3hiGcQEQkBzS4RTH57HPVOP4KieGXv5bkuSJEnSQUQWuZd+TP0HQt28XTaJNHkRhtlxh8sVSzFmGAmbBbE/TxMralpah8P0xkYaX3mFLR9plHkvwFTbTZYxuxBdbMdfGfvvti8Fvo/fQ7z1x9Y9bxJJc+BzHMeSt0ZiSx5JuAHYCFBAOb9FtXXsr/57+OZek6NuU+RKFkmSJEmSJEmSDgkywNKJS04eDCjc9sI3uNOSiEQNmoNRNNWGqggUBbTWOicR3SQQNrCoCnW+MJXeEA6rRoUvQp/sJEJRA3/EwN6adssUAosWOzY73RVboVJXCoEmsLtpcRcw7d7ZXNgrSJ4nggmYlmqSFAU0DUWPYgoBmgVEFGGaoFnB5kBzp6JoGqoRpcWaiitYj6pCtS0XZ0SQ0lKBCDQBoCgawpEUixAJ0RqwERD2cUaRhe8bDUp9kOq24Q1GyU1xsH5tLQ6HhWjUIKrHojtRTP7+0Vre/NXRP/rvSZIkSZL2B1mDRfrRDB4MvhZYvmynTRw52VhTU4g2xVZYpww+Au+q1RAIdNq+LPVhIpYSolouebkhUtcJFv/NJBqAwVeA/ugVhFevxgMU2xawJeM/nZ9YCECAotJ3OghDwZ4u+OHZtibezbDqRZMfnhPkelfQviqfK/o9PsdxCJ1YcGUHzkzwV3TcvnWuoOh4hYJjd/qWSJIkSZIkSZIkHTRkgKWdYNRg9upqmoJRevXIxKqp9O+ZQUayAyGgviWMKcAwBclOCyMKU3hnWQUuuwXDMGnwRwDI8tjjfTqsGmHdRDcFphBo7WbjbWgIEGmqxdpcE9ugRwj4TGqaghyf1241ih7FDLSgmDpi+yqV5EwINEPUH1u5UlOKmtcfzYxirP8Gjx7BUDS2pA8mbHWRrAcRweZ4l4owEMJEKBooSmwirhElXYuSnqExOE3lqbVRVoWi2C0qlx3dk7El6cwrbSRqCmq9IbZUtQDbV7VIkiRJ0qFP1mCRfhSGAYsWQm0tpKbusqmWl0/Jz8+j6fuVYJqkHTmUUHUN4draeBu/dRjbUv5C7/oLaXGeGN9esdSN9y8mvq2x50v+n5cB5avj+92RxbFlzkriyhWXYxuBUCHbl0xnD1MxdYVv7k286FNtsHl2bJvPPp6MwCsoCAQKPttYABQiCBKXqygqDLtOYdsXgq1zY0MQ7RbpiE4W7EiSJEmSJEmSJB2M9iwPwGHuvR+qWFruZXNDgE83NXDzZccw4og8HDYNTVXi6cEUBbxBnbrmCKqioikKdquF7GQHmqKw432ZcMSgrLyZPumuhKxe6S4rVhLTOqS5NLJSHNRFNEQ0jBkOIkwDZccUYMEWRDjY9jwaRtSWIhoqQI8FejRhkBKsodASwBGsSzi3QEFoNtDsoNmJaA5Eu9tFFlVhYo9krhjbgyd/Ppy+2R4aIgYRUyCAzBQHqW4bTqvGb07qtw/vuiRJkiQdPLYHWHb382MFWP7973+jKApTp07tUnvDMHjuuec49dRTyc/Px2azkZWVxUknncR///tfTFPeuT4oLF8GK5ZDZQWsXgUOx87bCpNIfQN13yyidsE3bHrxZaItLYltFAtRawmhwilYjLbAi6dIIdquqW4kY+3Vdt0WsI3oEFwBWoMr8c75/vEg6982Ee0uWy1O0AMQqIo99zmOZXP6c7RYx6AgKPTeRs/aC0gK/C9+jDMbRvwGTnhcJfcoha2fg6knBlTyj4X8Y3b+dkiSJEmSJEmSJB1M5AqWdqpaQgnPm1rTYMUK2oPemv/aFAJ/2KC8OYTNosYDL5qqcvFRxQzM9vDa0nKawzqlFc2sLW0C4JKxxfxseAELN9cwIlNjUH4aJKVCSw0iEkKv2AzRtXx4cQGelm2IpjAAwtBRhB6rpSJE7FuooZNYhAVENIDiSayFkpGajG60BmJUK8LUQQiEqoIeRREhhGbDAqhGpG0Wo6IytDiLI7W2PxHDFPRMd2LVVDbU+bl7yhEMK0zBoso4nSRJknSYUECzHBxV7levXs0f/vCHLrffvHkz06ZNY/ny5Qnb6+rqmDNnDnPmzOGZZ55h1qxZpO5m1YS0nzXskDMrFOq8HUBjI00rf0DosYk2us9P5g3XYzQ00PDya+hqFpXJsb+T+oJbOPrnm/jhLRtRPYXeZ8X+UJc+KkCAI1Ohrt8zRGpfxhQW6t0Xdmm4/kqDlP7tCgAqkDYQar9LbBewj8arb0G35GHVy9mWdj+6lhvf3/9chd5nxj5fpi4w280dUjQ46x0FW7K8rpQkSZKkriopKaG0tDT+/K233uJnP/tZl45dvXo1gwYNij+/5JJLeP7557t7iJIkHUR2rC2+477U1FSys7MZP348l1xyCcceK/P2doUMsLSTn+yguiWMoiiYpkC0K2ovBEQNk1DUJKTHAi0l6S4UBWp8kXgfBckOemd6+OXYEo6/5xM0a2sARggmDyvAY1cZ4WjEggnRRoQf1MLBRH+YT2D1coxwBIvtB0RObtu9GyEw/T6w2jDqKkCPgsWGmp7d2jcoriQU0wCbCyW7BNFcj+JORWQWEamtwE4UFAVhmqgttajEVqIoNkeswL3NDZZY+gbTYsd0ZxLRwakKFGGyaEs9uUk2ji9JIjtYjjU3hKZWoAYBd8cCqpIkSZJ0aFJQta5ET/ZvhGXz5s2cdtpp+Hy+LrWvrKxk4sSJlJWVATB8+HAuuugi8vPzWbduHY8//jiVlZXMmzeP6dOnM2fOnP05fGl3Cgpg44autVVVLD17wqq21F72fv1IPukk1vt/T9XCtsv5vHHgGtiHxlITMwpL/ykYcZPC8Y8qfH6jIFQPW79OB88NXR6qYvhRXG7yjwYzGitsXzgRyr/svH2TazpNyjkgoqBY49tzxggcaQqBGoFmFyx+SED7BVUCFv9NMPxGgTNTJuGTJEmSpL0xY8aMLgdY3n777f08GkmSDiVCCBobG2lsbGTt2rU8++yz3HTTTTz00EMHemgHPRlgaeeU/tl8U9qIAhitE/SsFhUhBM1BnahhEm4NrhSlOpl8RC4em8Y731dS2hjgiNxkhhemApCZZGfyiALeW1IOgB41+N0Li/nlST0Y6mz7NqkHfdhTsolsXoseiM1eNIJh9EAQq6P1S6mqEmmsQ/i8qHYbCIFiGohAC2pSGqCgWK0Q9iPKf0BJzUXpP45IJIrSWI090oyJStjmwRJtwd46+zBWd8VAsahgRBCWtvzYjS0tRFUbLqKkhOsYaRd47U6soUZchj/WKNSCWb8VVAuqM2l//EokSZIk6UelKKDatC6121/mzZvHueeeS1VVVZeP+fWvfx0Prlx//fX885//TJiddO211zJ+/HhWr17Np59+ynvvvceZZ57Z7WOXuqhff5j35a4L2SkKaBqMn0DmRZdguNyEVq3Cc8Ikkk86KdbNdBvV35mIaOyQbXOhcW0suLJd6aeCgTlKQnqvPSE0N3oAFv5F0OtMheITFL6519x5f9v/7toFVwBqFkWoXmRHcwiMCInBFWKLqMvnQ7De5IR/7/4zKEmSJElSRx988AG6rmOx7P523zvvvPMjjEiSpIPRyJEjeeaZZxK2GYaB1+tl3bp1PProo6xatYp//OMf9OrVi+uvv/4AjfTQ0K0BlrKyMr755hsaGxvJzMxk3Lhx5Ofnd/n4tWvX8vrrrwNwxx13dOfQumRlVTMpTiuKCv6QTrbHhjeoU+uPfUv1B6Os21jPK9cdS0mWO37cucMKOu3vr+cPY8n6OjZX+xBC8OmKSvr2TmXgIA2r0loQVFhRDBNhdSYca5ga1owemE1VhLaWIXQdRdNQLCqazdqatsyG5kkDuwNle051VUM01yCsToTmwNpSHdsMhHQ7Ic2Fnaa2E8W/BMe+yArTRPE3ko2JoWgYmhWlNSCTQpCIaPeNHWI3BvQwIAMskiRJ0uFBsx6Ym7uRSIQHH3yQO+64A13Xd39Aq4ULF/LWW28BcOqpp/Loo492aJORkcHDDz/MKaecAsDrr79+yAdYDunrzqqqxOCK2w3BILSvkZOXD5PPBEVBBfLuvadDNzmjFHqdDhtnxp4HaiDcnNimaS3YMxIDOYoKaQOgYdWeDXvTe4Kqb0WXgzXOyDKiWiFCs2GQDICxi2xoAN7NezYmSZIkSZIgKyuL2tpaGhsb+eKLLzjhhBN22X7Lli0sXboUVVVRVXWPrj0lSTr0eTwehg0b1um+SZMmcfHFFzNy5EjWrFnDXXfdxZVXXoljV3Ujf+K6Jcnxxo0bOf300+nZsyc///nPufbaazn33HMpKiripJNO4ttvv+1SP9t/aXfffXd3DGuPvLR4K3M21GG1qFhUlWSnlZBuctNxvQn5Imwqa2LpDzW0BHS21HYtXYeiKGQnO2J1U1rZbTbWRJNpUlzUKUmE1q8g9PY/MOrKE4416irxL11AcPOmeM5tYRhgivgXcr25CYSJiIYw/F4Mbz2GvzmW2iwaQgslfsO2oWOkFSLSChAWOyIcQvi8CIsDJb8/AUsS6CHU1imFmjBQzcRv0BsinviEQ6FooFlRHJ6uvs2SJEmSdNBTNWW3P91tzpw5DBo0iD/96U/xWYe33XZbl4596aWXgNh1xz/+8Y+dtjvhhBP41a9+xS233MKJJ57YLeM+EA756851a+H9WYnbIlGYtMPvpL6uS0ulXDmJbRzpifuNCHx1a+I2T+BT3POvT6wu30VmtOO2zKFQeBy4C2JzdlQr9JoCY24Jg80RD650RfEkmR5MkiRJkvbU8OHDKSwsBGJpwnZn++qV8ePHY7fb9+fQJEk6BLlcLn73u98BUF9fz8cff3yAR3Rw2+cAy5IlSzjqqKP46KOPEEJ0+Jk7dy5HH30099xzT0Kg4WBS6wvz7dYm1HZfYhVFYURhKilOK2OLU9la2YJpCtI9NgYXpXa573t+PowhxankpDj408+GcMW4EurDKvV4iFSVkrRxIfi9iIAXVCWe0l0IgTAFpmEitv9sf/9ax6lsL0CvR9tmPEZCiOZGCAdRNEssCEKsJKk9JYusZBeWvL4Q9IFpxAI09dswhEIg4OvwB9EgnASFhi4UapRk+pQUI1LyMRwpCE8mak4vFKuMYEqSJEmHCUVBtWm7/enuHGEvvfQSGzduBGDQoEF89dVXXHnllV06dvsX5HHjxjFgwICdttM0jccff5z/+7//49JLL93nMR8Ih8N1J0sWd9xWUAAlJZDeLjrSo6RL3fX9mULhRAV7GhRNUjjuIQVPUWKbUEPbY82op6jxFqxmfWwpyx5K2qFvZyZMfFhl5O9UAlUgjFgQpmI+rP3mKHRj5xNxPIVw7P3gygNHFgy8SGHkb2WARZIkSZL2lKIoTJ06FYCZM2futv3268eu1muRJOmnZ9SoUfHH69evP4AjOfjtU4AlEAgwbdo0GhoaEEIwbNgw/vrXv/LEE09www03kJmZiRACwzC4++67Oeecc4hGO5n2doA5rBpCCFpCevzLuENVOLl/NgBXHt+Hf1w0gt9NHsgr1x9DZlLXo/u9cpJ499ZJfHXf6Vx+Ql9cNo0TSpLoUfolmeXL4u0UYv9DRFFiNwkME2EYCMPA3B48EQLNbou1s1qx5fdoPXjHL6ICUVeGYrUjXKmYzhREUhaKp10x+vYrU4TANAXRHf4colYXpSKZH4xMlhnZtFiS0eq3oDZVogYawVeHqCs7eG9gSJIkSdIeUhTQrOpuf/ZHDZaMjAweeughli5dypgxY7p0TE1NDRUVFUAswLKdEIJVq1bx0Ucf8dVXX9HS0tL9A/6RHS7XnQlpwABUDU44MVZv5aypcPQxcNzxcNzELnWn2RTG3aly1jsaY29XceeojLlVRWuffVYIHNE1WPWtaMKLSgRn9Ac8oZ1Uqt8F76bYCpXtBl2ioCgKQichdZgR6rhARk0sy4ItBebfCoFKCNXC6hcFVYvkdaUkSZJ0ePHrBt95/XzZ0MJ3Xj9+fS8Lo+3GtGnTANi6dStLlizZabuqqiq+/vprFEXh7LPP3m2/8+bN4xe/+AXFxcU4HA4yMjKYMGECjz76KOFweJfHer1e7rrrLgYPHozT6SQtLY1JkybFV9mceuqpKIqy08k/FRUV3HHHHRx99NHk5ORgs9lITU3liCOO4IYbbmDDhg27Hb/04zF0k5aGAE01PloaAhj6nq+W7syWLVtQlNg15/z582loaOCmm26ipKQEu91Ofn4+F1xwAcuWLetw7Oeffx4/tq6ujqeeeopevXrhcDgoKSnh1lsTl3qbpsmLL77IqaeeSk5ODna7nby8PKZOncqsWbM69L/dxIkTURQlPknuhRdeYMyYMXg8HpKSkjj22GN5/vnn2+7x7qCkpARFUfj73//O6tWrmThxIk6nk8zMTCZNmtShPueSJUu4/PLL468lNTWV0aNHc++99+L1evfwHe6cprWlzpbpwXZtn2qwPPnkk2zbtg1FUbjpppt48MEHE/bfd999/PnPf+aRRx4B4N1332XatGm8++67WK3Wzro8IJLsFpqagpgpTgJhnZBukLxD/vUTh+R12/mMyg0oIR+qy4NisyMiYXTUeJBFKAoIgTBNzNZ/jISmYnHYUNTWOzrRKGYkhOJwoub0xqxcH0sdpqjxHzUpAxGJ5fNWnZ6EYrdq4SDMspWAQM3ri2a3YXO6aQ5GsGKAIxlXVgEZ9QHqAxFsmkJhsh2trA4iAQAUgrHOgs3gSum290eSJEmSDiStC0Xuu9v111/Pv//9b1wu1x4dt3LlyvjjXr16YZomjz32GA899BClpaXxfXa7nV/84hfcf//9ZGVlddu4f0yHy3UnmZnga5duVpiwvRCt3Q5Dhu7zKda8amIE257ne+/Goa/Bpm+hxvNrmu2TSA7PpUfj9WxL/Ste5+TOhzoM6laQUJDe4oLxD6hUfiNI7a1QMD52fWlPVRh4kcLqFwWKBkdeq2BxQ+0ygRkFqwcmPgJrXlbYOlfgzAStkzlLy58Q5I3d57dAkiRJkg64Nf4g/9lWx1vVjfiNtv+ZujWV6TlpXFaYyQC3cxc97JkJEyaQnp5OQ0MDM2bMYOTIkZ22mzFjBqZpMnbsWAoKOq8pDLGC1zfccAOPP/54wvZwOMy8efOYN28e//rXv3j//ffp06dPh+NLS0s54YQT4qu0AUKhEJ999hmfffbZbotmv/zyy1x55ZWEQokF3LxeL16vl1WrVvH000/z9ttvc8YZZ+yyL2n/CjSHqNzcSO1WL2a7v3VVU8kqSiGvZxqu5O65QV9VVcUll1zCpk2b4tsqKyt59dVXefPNN3nhhRe44IILOj32iSee4Pbbb48/Ly0txels+wzW1dUxZcoUFixY0OGcM2fOZObMmUyZMoWXX34Zt9vNzlx77bUdPjdfffUVX331FTNnzuT111/HZrN1euzWrVuZMGECdXV1QOwzU1paSk5ODhCbSPeHP/yBv//97wkT3sPhMIsXL2bx4sU8+uijvPPOOxx77LE7HWNXtA9YDR8+fJ/6Otzt0wqW7csOR40a1eFLLsTytT300EMJfzj/+9//OP/88w+qVQ9h3UCzaTQFwjQGIgQjBlubggQje1bkq6yqgf/3zAc88eYX6LuYkaBYYu+FoqpY84tpSsljezxHCBFPE9b+HyVhmAgS37No9Tb0yi0YpT+gJKcjFBWEQLHYUEuGomoWNGcSmjsFRU28WaRmFaMdeRLa0BNR8vpi1peREW0gSYni8NfhqF6LqFhL3ywPo4vSGF6QilMxwNjhPTH0xCKtkiRJknQoU0DRlN3+0M0rWEaNGrXHwRWIFXrfLikpiTPOOIMbb7wxIbgCsQvu5557jjFjxiR8yT2UHC7XnVh2CPYIAU1NXT48sHQpNY88QvMnn+y0jdXd9gdq1SuoTrqBTZmvsSFrBqnBdyhLe5iNGS+yIfPdnQZXAOqW0RZcUcCZBWP+oJI+QOGIS9V4cGW7wZernPmOylkzVDwFCov+Xyy4omigh2DJgzDsOoVp/1M54w0Vayd/8nuRtUySJEmSDjpPbq3h+EVreaGiPiG4AuA3TF6oqOf4RWt5cmtNt53TYrFw5plnAruuw9LV9GC//vWv4zeJTz/9dN544w0WLVrEhx9+yLXXXovVamXt2rWceOKJNDQ0JBwbCoXiwRVFUbjsssv4+OOPmT9/PnfddRdut5vHHnuMzz77rNNzf/vtt1x88cWEQiF69uzJww8/zJw5c5g/fz4vvvgiEydOBGLXuFdeeSW6vmf376TuU7GxnmWfbaJ6S2PCfUyI3des3tLIss82UbGxvlvOd/3117Np0ybGjx/PO++8w4IFC3jggQdITk5G13Uuuugivvjii06PvfPOO+nTpw+vv/46n3/+Ob///e+55JJLAIhEIpx88sksWLAAq9XKtddey+zZs1m0aBFvvvkmkyfHrplnzpzJBRdcsNPvF++//z6PP/44GRkZPPzww3z99de88cYbjB49Goh9Nq+55pqdvr7HHnuMpqYm7rnnHubPn88zzzzDbbfdFp80f9ttt/G3v/0NIQQ9evTgscceY8GCBXz88cdcd911WCwWamtrOfnkkxMm4+0pn8/HAw88AMDQoUM5+uij97qvn4J9WsHyww8/oCgKP//5z3fZbvr06aSkpDBlyhTC4TAzZszg6quv5umnn96X03cLX1jnupe/oyoQwe20YLeomALqvCFuevk7nrysayk6WvwhJl31IOU1TQCsWL+Nf//pF522VfP7oDbXYTZWobjTSNs2j3AoghGJorTesVFtVoyoAe2DKq3fOE3dwNQNLIAhBMIwUII+lHDrypK+ozB1QWTlN6gpqVizilAcHSOrSusXfGFEEa3H4m+CaGyJp6jfipmSjZaUgdAjiKr1HVOiOJPl6hVJkiTpMKJ0cQWLQmVlZbyYaGe2bdvWfcPaifapv+6++242btxIcXEx9913H6eeeioOh4NFixZx2223sWDBArZs2cKUKVP49ttvE2ZrHQoOh+tOvlsCGzrJXzz7A7ig8+vG9oIrf6D04kugNfWZef99pLbmW29v6NUKgSqBtxScKel4S2MzBnUtlybX2aCoBG17OAtNQMlpYK/+hG2PBYn2OIn8CU7sKYkXh4602POtn5mYrRnatqcOa1gFq/4rGHGTyrYvBBXzO55m2LUywiJJkiQd2p7cWsOdGyp2205AvN0vi7K75dxTp07lhRdeYOXKlWzcuJHevXsn7G9sbOTzzz8Hdh1gmTdvHv/+978BeOCBB/j973+fsP+UU05h+vTpnHTSSZSWlnLnnXfy6KOPxvc/9NBD8Uk9//rXvxJuKB9zzDGcddZZTJgwAV/7Vb3t3HvvvZimSWZmJvPnzyc/Pz/h+AsvvJALLriAV199laqqKr755pt9nq0v7bmKjfVsWVndpbbb2+X3ztinc1ZXV3Puuefy6quvoqqx68Zx48Zx6qmncswxx+Dz+bj55ptZsmRJQiYfiAUhP/74Y3r27AnAcccdF9/3wAMPsHTpUhwOBx999BETJkyI7xs9ejTTp0/nnnvu4c4772TWrFm88847nX6Gqquryc7OZsGCBfHP39ixY5kyZQpnnHEGc+bM4fnnn+f666/vdFWIaZrcc8893HbbbUDs7327VatWxYMew4cPZ+7cuaSmpsb3n3TSSUyZMoXTTz+dYDDI5ZdfzqJFizp9H30+X4eUakIIWlpaWLlyJQ8//DDr168nKSmJl19+udM+pDb79A1me063oqKi3bSM/ZLfeOONeP625557jjvuuGNfTt8tPltTw8ZaP8GgTjBs0BzUaWwJE9VNVlS2sLK8a3nr1pVVx4MrAJ99u3anbRVVw1IyGEt6FooRwFdeS6TJhxGKYkSiscL2uoE9PSU+Q1a1alhcTkwh8FfWE6xpxFdRhx4IEK2rI1K2Gd3Xgt7iJbj4UxpffhDv7JdpfO3feF/5G+HV3+x88KoW+4GOq1G212oJByAaiu1XtViwJ7cvWtERHf7BkiRJkqRDVawGi7bbn4Plf33tv5Ru3LiRnj17smjRIi644ALS09NxuVxMnDiRzz77jBNOOAGIBSr+9a9/Hagh77VD/rpTiM4L3AO0NEMXAnLBJYvjwRWAwNedX9850mOF76M+8JYlpmNodkzq+ph3sO7FZspvvJGWx26l/rZf8t7PdPw1neeRTtrJr8loTdVevSTxmlOzwemvK+SMOkg+XJIkSZK0F9b4g9zVheBKe3dtqGCNP7j7hl1wyimnxFdFd7aKZdasWUSjUYYPHx6/ydyZ7SlXR4wY0SG4st3xxx8fr53y3HPPJdRj2R6cmThxYqez9YcPH77TazPTNGloaCA1NZVLL700IbjS3nnnnRd/XF5evtPXIu0fgeZQl4Mr221ZWU2gObT7hruQkZHBU089FQ+ubDd06FD++Mc/ArB06VKWLl3a4diTTjqp0797Xdfj34+uueaahOBKe7fddhv9+vUD6JACrL2HHnqoQ3DTZrPx7LPPomkapmnyn//8Z6fHX3311Z1u/+c//xmv4fLf//43Ibiy3UknncTNN98MxFaC7ZjubLslS5YwfPjwhJ8RI0Zw3HHHcd1117F+/XpSUlJYsGABgwcP3ulYpZh9CrAkJycDUFtb26X2kydP5sknn4wVcReC//f//h9PPPHEvgxhn22/QWKagpaWCF5viEAwSjQa+4NdvKVhF0e36V2YRU56Uvz5uKG9Om3X5Avx87vfZM2ir8GIojc0IlrTiZmGgRGOogdC6KEImt2CMysNW5oHW7IbzeMh6vXHgyBCNwg3td5YEQLDHwDDINrSghnV49sjjY2EF/4Ps7keoUc6eQ9UtIwiFIcH0vJBi61sUZIyUZIzY41szliwRVFiARbNEk91JkmSJEmHE82m7vYHIC8vj23btu3058ew49L0xx9/PJ6ftz2bzcbTTz8dDzg89dRTP8r4utMhf92pKG21Vjqzbetuu3AeeSS0KzbpHDGiQ5tArWDONQZLHxEIHXbIMIuu5XZ1xB0YppM6dyyNgjuyGC1Syzf3CPSgQJiJJ+ozTeGISxVyRoKr9U/SmQUDLohdfGccsUPfEbC6ZHBFkiRJOrT9Z1vdjv/r3S0BPF/ePemTnE4np5xyCtB5gKUr6cFM0+ST1lSkxx9//C7Pt/1cgUCAb7/9FoAVK1bEAx4XXXTRTo+9/PLLO52wq6oq8+fPp7GxMT5bvzO5uW3XNO2DO9KPo3Jz414dV7WXx2133nnnkZLSeSadCy+8MP74ww8/7LB/1KhRnR63bNkyqqtjwaJJk3Y+GUnTNE488UQAFixYQLTdxKftUlNTOffcczs9vri4OB686Wx8AD169NhpzcxPP/0UgDFjxuwy6HHVVVfFH8+ZM2en7XbH6/Vy2mmn8dZbb+11Hz8V+xRgGTBgAADvvfdel4+57LLL+POf/wzEbgrccMMNvP766/syjL3WEory3PzN8S/ehmES9EcwdAGtpVCOyO9a+qvUJBdznvwNN15wAvdeN4XHb+s8zcPfXp3HyFH9yM6M3SRQXbH0HEIIaPfF1IzqGMEwwjRRVRVF0yASRNkhQqv7Q4Sb/QghYgGaSJROE8MLQejL1wnNfoLQZy8hQv6E3YrNiZZRhCWvD9qgCWiDjkPtORylNS2ZYrWDbYeCVNZOKpNKkiRJ0qFMAUVTd/vT3TVY9pbH44k/zsrKin/J7UzPnj056qijAFi/fn38S8Sh4lC/7mTZUoh0nOgS10lgbEfOYcMofuZp0i+5mPwH7iftvI5f3pb+06Rxzb4MdBcUK1XJtxCy9CGqZmCoqTSsgndPN3lvuknj2rZrWUVVGHSJyoS/a5z+isrkN1VOf1klqSj24SmamFjLSLODzXOQfLAkSZIkaS/4dYO3qvfu5vGbVQ34d1HLd09MmzYNiN0Abj8xxe/38/HHHwO7DrBs3ryZ5uZmAB588EEURdnpT/sbyZs3bwZiAZbtRnQyGWS7jIyMXa6iAeKrFJqbm/nuu+94/fXXueOOOzjttNPiq7OB+Kx+6cdh6Ca1W7uW8WdHNVu9GPre/77Gjh27033FxcWkp6cDsG7dug77d7Yaavny5fHHZ5555i7/5revzgoGg1RVVXXoa8SIEVit1g7btxs2bBgQyz5gGB0/8zsbYzQaZcOGDQDxei4707dv3/jqllWrVnXa5rjjjovfD9/+Y5omXq+XNWvW8Pjjj1NUVMS2bds477zzeO2113Z5zp+6fQqwnHbaaQgh+PDDD/nvf//b5ePuueeeeBTbMAwuuuiihFyNP5Y3lmyjIaxjtWmomoKixP6RcKlw9ogC7p8+lNE907vcX5/ibO6/8Wx+d/HJ2G07+TBZLAzolcsaNZcIGoSDODKSsTjt7JhvxAhH0H1Boi0BIl4fRjCMPc2DNTMxkqkHQphmbEWLEYqAAlq7vOpWjyu26qR19YpoaSC6aj7RFZ8RXbcIsUPhekXVUKz2DjMJFIsVNEssPZhmjQdfJEmSJOnwoaBZ1d3+HCwRlu2rOqAtALErAwcOjD/+sVbZdJdD+rpT12MBls706gUnnAQ9O1/9vCP3uHHk/PGPpEyZ0ul+375myNjx8q6TP/Vm+wlsSX8aodjjK2TCjbD47ybfPmCy5lUT00gMtjgzFVRrW2fhZhJW1+zpbF9JkiRJOtis9Yc6FLTvKr9hsjawb6mTtps8eTIWiwXTNJk1a1Z8++zZswmFQgwaNGiX14319Xu3mqapqQkgYRJPRsau621kZ++89kx5eTk33ngjPXr0ICUlhZEjR3L++edz77338uGHHxIMdk9aNWnPBZpDHQrad5VpmARa9n7FUV5e3i73b/+bq6mp6bAvKSmpwzbY97/59nY3vszMWKYg0zQ7Pe/OxtjQ0JZhaVefm+22r4JpbOx60FdRFJKTk+nfvz+/+tWv+Oqrr8jKysI0TW6++Wb5mduFfSpy/6tf/YqHHnqIpqYmLrvsMubMmcNFF11E//79KS4u3uWxzz33HF6vl1mzZqHrOjfddNNuI9fdKRDReW3JNhRFQdUUbHYNRVGwWFRGF6Vyy6m7v0mxN6ZPGERZ0KRRc/OpOoBedpVCx3osDjsWh41QfWyWgGa3IgyzrSaKEBihCKrdhrtXCd6mJoQeW4qm2GwIPdoWEDFMksYdj5rXj8ji/6EIgWKxgNkWSDEqN7a1D/mxDu247NNsrEA0VYHNBVYbRCNgGrHjFBB210Fye0mSJEmSuoei0KUi9wdLDZZevdpuyu+YLqwzdnvb6tNDbabfoXzdyfcroLPUFU4nTJwEu5jltqd6nq6w/F9tfwsWN+j+XRyw45DSDYJ122vzhYDEFcy5R0Gk5QbCnUyGa9oITRti59aDMPjyxA/K1s9MNrwrsKeBzQMWF+iB2L60vl0foyRJkiQdjHx7ecN5O/8+zOpvLy0tjYkTJzJnzhxmzJjBFVdcAXQtPRiQMKv+9ttv5+yzz+7SeQsKCgCItFuxu7fXm/PmzWPy5MnxlTQAOTk5DBo0iKFDh3LMMceQnp4eT9ck/bj2ZQVK7Pi9X61l2VXKXdr+5jpbRbKzGtLt/+Znzpy52+8W2/Xp02evx7enY+zKd732tr+mfambXVRUxLXXXsvdd99NVVUVc+bM4cwzz9zr/g5n+xRgycjI4IUXXmD69OlEIhFefvllXn75ZZKSkjqN4rWnaRpvvfUWF154IW+88QbQtpxwf2oIRPimrBHDFGiagt763+1/cE63jUsm9ub9peVYVIWThuShqd13F2V47xySa1vY1BAgyWGjpPc40GuIbl6JJcmDNaJD64etw4dHAXQDgi3Y0pKINnlBUbA6LKCq8WCM6nSBrxFaanEcMw2zaiPY3Zg1pZj15SjuVESorSiu6e2Yy1wEvIjK1uV0webYyVuXZgpAMQ0UXyOk7D5qKkmSJEmHEkU7dFZoDhkyJP54y5Ytu23ffkbh9i/Bh4pD8bqTigpY9UOsiH1nev7/9u47vooq///4a25ND5DQQ+8ICCpgA8QKigq4KrooYu+N3yqurOXrKmtZl9VdVtkVsIEFCx0VpYiISBPpNXQIkJCe3DLz++PCJSGd5Kbxfj4es4+bmXNmPjd7I2fuZ87ntIadO8FmQOs2wbFWebT/gw1flp/dP0BsK2g50ODXsRa5x0rX35uRA0QC4PTtw3TE4TfqBI8f/BXOvt8grjN4UsGXY7FvCTgjwXtyeEnKlvzj2PQ9Fr/81cIq4n48eQN4My2ckdUkeykiIlJGUeUcQ0Y6Km4MOmTIEObPn8/8+fPJzMzE6XQyZ84coOQES926dYOvw8PDgyWNSivvrJUjR47QokWLItsW9gR/VlYWN998M2lpacTGxvLSSy8xZMgQEhIS8rVbuHBhmeKSimMv52fV7ij5gbai5J3JUZgjR44AFLouZVHyfubr169f5s98XiXFd6Jsn8vlynfdkuRtW5o1KU/8Hk6UTDtd5557bvD11q1by3Wu2qzc//UeNGgQ3333HZ06dQrWbCvtDbvD4eCTTz7hb3/7G06ns8zZuLIyLYvP1u5n/aF0Nh3O4IoujagT4aR363r0aF4Hl92GzYC/TV/HmM9/Y/Sna3j2szUVHkeb+tFc0aEh57eoR4TbSUS/PxD2x7/wUvggHjIvY667C7TsXKCfIyzw1KmZmYZh+XGEh2HYbPhyPICFYbfhqFefsOaBJzL9B7bj2/4bOZtWkbtlDY5OF+O8ZDj+Oi3xeU/e3doanPzHzvL7sNKPYGXmn0Jm+b2Y2RlY+eoDqpiDiIjUMoaB3ekocasuU1jq1q3L2WefDQRKfuWteX0q0zRZtmwZEJhWnndh0JqiJo07SU+HubNh+zZISip8lsqe3bDge/h+fmCrIJ1vtzNgsp0LnrfTuJeN676y0+0+AmsM2SCyWdF9fTkRwddeZxts3lPKCpiw9l2Lw2stjqy3iO8K104z6HQbOE5WqKXx+Sf/Rg78YrHrW7PI5AoERpWh/r9EREQklDpEhhF5mkmWSLuNDhFhJTcspcGDB2MYBjk5OXz33Xf88MMPpKWl0aZNm+DYsSitW7cmLCwQy4mF64vyyy+/8NprrzFt2rTgl77dunULHs+7tsWp0tPT2bFjR4H9s2bN4sCBAwD861//4pFHHimQXAHYs2dPsbFJ6ETEhGE7zc+6zW4jIvr013Qu7n5n+/btpKYG1obJ+zksSefOJ7+DLekz/+mnn/L2228za9asQhe5//3334vtv2rVKiD/g3Kl4Xa7gzNmSopx06ZNwdlf7dqVb5p4STNuJKBC0uN9+vRh3bp1LFiwgGeeeYabb765TP2feuopVq9ezbBhw0L6f1a210967skyWaZpMvS8BFrVj6J9o2j6dojH7vHz265jwTbfrTt42jfgH8z4iYdf/oDpC1aV2NbttPPGTecy8cHLGdarIeHZSdicDgybDcNmwx7mCrx2BEqZWX4TX3Yult/E8pn40rOxu5w46tTDdvx3aGWmkb12Kb4jSXj3bifty39z+L9/49isj0n77Xe8rno4e1yBs0NgwVvL9GHtXYd1aBvWsQP4c3Px7t2OZ/cWPDs34NuzFe+ujVheDzjDILp+cW9JRESkRrK5HCVu1ckf//jH4OuXXnqpyHbTpk1j377AAh033XRTcNHQmqamjDtJTQ2svXLCqeNJlyuQhDlhx/bgLObSythnsfptk3XvmXizih+vdhhmZ8hsG22HQGaxy+/kTx56XcdLqeX5uFh+OLYFMvfDb+Phm7st1v4nUBas8QVw8Ss22g4OdPhtvMmS0SYbPwosZF+UlldqkXsREanZIh12/tCw9E+k53Vjo3pEluOp/lM1adKEXr16ATBjxozgWiwlzV6BwJP1ffr0AQLrtuzfv7/Its888wxPP/00N954Y/CL7XPPPTe4RsTUqVOL7Pvpp58Wusj39u3bg6979OhRbP8TfD5fke2k4tkdNuo3iz2tvg2axZZrBsznn39eZOm5Dz/8MPi6LKWsevXqFVz7ZOLEiUWePz09nfvuu49HH32UBx54oNByYImJicGH2k61Y8cOli5dWub4TjhREm/58uWsX7++yHbvvfde8PWll15a5uvktWjRouDrs846q1znqs0q7M7aMAz69evHyy+/zHPPPVfm/p06dWLKlCkkJyezfPnyigornwinnUaRJ2+kt23eidc8eTNaN8JFjsdPfKyb2EgX8XXC6NKizmnVq/tw5k/c/fx7TJi2kBuf/BfzlxX9wc8r/Mh2zAPbwTBwhLtxRIThiAjDVbceNrcTm8OOZZpwyj+8J/74rdwscEcABn6fD8vnD9zQmxa+jAzMjNRgn6z1qzHq5Hl6NTsDvIFF1Ty7t5Kz5ic8+3bhP3IQsjMDiSafFzMzHcsZjlFDv5gREREpimEY2JzOErfy1LKtaPfeey9NmjQBAkmU1157rUCbdevW8dBDDwGBp58efvjhSo2xotWEcSf16wfWWDnh1Bv/PPXJAYiJKVOJMF+OxcLHTbZ9abHxI4tfXio5OZO2C7Z+wWlNQnaGBxIktkJyUp48k1yO/A71Op38OfHbkxfzF7OeqSu6+vxNiYiInK6RCfFlXqvWAO5oWvxi8KdjyJAhAMyePZuZM2cCpUuwAMGxYm5uLsOHDy90cet33nmHBQsWAHDFFVcEn653Op3ce++9AMyfP5/333+/QN8dO3bw7LPPFnrtE4uAA8ybN6/QNq+//jqzZ88O/uw5dVwlIde41eklExudZr8TNmzYwNixYwvsX7lyJa+//joQmPVeXGm6U4WFhXH33XcDgVlXf/7znwttd9999wUTiQ888ECR94QPPvgg6XkfpAJycnIYOXIkpmkSERHByJEjSx1f3vMahoFlWYwYMSIYS17z589n3LhxAHTv3p2+ffuW+TonrF27lnfffRcIlJfu16/faZ+rtqtej2ACkZGR+eq7VSTDMOgYYbF48VpS0zLZsG4LPTo2wx0VhQUcy/Lyh4taUj/ahdeE1BwvKVleFu84St/WZfvHbvnvOwr8fPn5pcj0HU+U2CMisHw+TNPE0aQ19riG+Hf+juXz4EvNOL5wvT2QQAGckeGB2S2eTJzdLsUIj8b33UdA4EkDywqUEMMwTj5B6c0mc9YEIi65EXv9ZuB04006gC/5EP7DJ59QML0+DIcDw7IC/Z0ujPDoMv0+REREaoqatAYLQGxsLBMnTuS6667D4/Hw9NNPM2PGDIYNG0ZcXBzLly/n3XffDd4Yv/TSS3To0KGKo64eQjnuxO2Gdu2gmDIG+aSlwdrfoFvxZTtOyD4M2UdO/ny0kEXnT2WekuMx7BB3Fvg9kLKp+L7eTLjyPYPwBjD92qIzNN4MmP+AyUV/tVGnjUFkw8BaLSWp30MJFhERqfk6RobzQtsmPL+t6Fkfp3qhbRM6RoaX3LCMhgwZwujRo0lKSgICC1b37NmzVH2vu+46brrpJj777DMWLFhA9+7dGTVqFN26dePIkSN88cUXfPDBBwBERETwz3/+M1//0aNH8/HHH7Nz507uvPNOli5dyo033khkZCQ//fQTf/vb3/Ktv5L3i+qrr74at9tNbm4uf/7zn0lKSuKKK64gPDycLVu2MHnyZBYvXpzveifKIUnliYgJo2WXhiSuO1Ry4+NadmlIREz5S+GNGTOGDRs2MGLECKKiovj+++959dVXycrKIjIyMphgKIsXX3yRGTNmsH37dl599VVWrVrFPffcQ/PmzUlMTOTf//43P/74IxAoKfbEE08Uea7Vq1fTq1cvnnnmGTp27Mi2bdt47bXXgiXznnvuOZo3b17mGLt27cro0aMZO3YsK1eupHv37vzpT3/inHPOITMzk+nTp/POO+/g8/kICwvjww8/LDIJlJGRwZo1awrs9/v9HD16lO+//57x48eTlZUFwN///nfs9oqbZVfbVEqCxbIsfv75Z5YtW8ahQ4dIS0sjPj6eJk2a0L9/fzp27FgZYeA3LYyoWG4f3A+7AQ7bNYEnVQ3YkZxFk0bR1AkP1OQ+mh2oo5ea7eXXvSllTrBccUEXJkxbiGVZOBx2Lu3VqeROgL1ZJ/x7NmEe3YurSTNsrXqQu+IbzNRD2N0uTJcbKzkVwzBwRoZh+fzYw93YXU5sLjdGWASG83g5sbqNgA2BGuWmGegTHYE/OwfDbscZFY6ZfgzPL9NxX/JHvDvXk7t5daFxGe5wjKi62OvUx97mXIwYlQcTEZFayCCwxkop2lUnV111FdOnT+f222/n8OHD/PTTT/z000/52thsNsaOHcuf/vSnKoqyclSXcScZGbB5c8H9jRrBwYOF9/l9bakTLBENIboFpO86ftpeJX8o47sYtBxgkDjPwhkFzS+D7dNPHjfsgfJfhTHs4IoxAmW8bH4oZsJM1kFYNMrk0n8ZHNtZxPmcEBYLUc2gw022fGu2iIiI1GT3NQuUx3ph2/5iJ40aBJIrJ9pXtPbt29O5c2c2bAg8hTF06NAyzcJ+//33sdlsfPLJJ2zZsoX77ruvQJu6desybdo0OnXK/51XZGQkc+fO5bLLLmPfvn1MmDCBCRMm5Gvz3HPP8frrr5OdnY3bfbKOaNOmTRk3bhwPPvggHo+H1157rcAMbYfDwdixY3n99ddJSkpi06YSnhSRkGjSJvBdaWmSLC27NAy2L4/bb7+duXPnMmXKFKZMmZLvWHx8PLNnz6ZNmzZlPm90dDQ//PAD1157LWvXruW7777ju+++K9CuS5cuzJkzh/DwwpOibdq0oUuXLkyfPp0RI0YUOD5mzBiefvrpMsd3wssvv4zH4+Hvf/87iYmJwSoFeTVt2pRp06bRpUuXIs+zcuXKYkvwneByuXj11VfLXJb5TBPSBIvH4+GNN97gzTffJCUlpch27du354UXXgj5/1kZHh/ZvuMzRGwGDpuBzWZgWdCszsk/DMMwiHI5SM/1YVkQfRq11q/r34M545/kl993cFnvzvTuVro/bsPuwN3nRixPDr6UJDJnTADLxA84YmKwxzfCFpOFmZYcSA6Fh+GIjsIRFYXhcOLsfhnY7Pj2bsHcvwkMsI6XQbMsC39OLqbXj+E3MT1enDExYJpY6cn4dqwpGJDNhiOuPu6z+2Nv1rngcRERkVrFwFaaBEt1y7AAAwYMYMuWLYwfP57p06ezdetWcnJyaNGiBX369OGxxx6r1XVzq9u4k927IbeQmlh5ntYsIDKq1Ke3uwz6/9PGzjkWzkhodXXpPpM9n7Zx9kMWSWssfv5L/q99YtsE1lYpzHl/CoyZf/tP8cmVEzypsPlTC6vg2p8AtLoKzh2lp+BERKR2uq9ZA/rVi2byvqN8fjCZTP/Jfzwj7TZubFSPO5rGhWTmSl5DhgwJJlhKWx7shLCwMKZOncrdd9/N//73P5YuXcqhQ4ew2+20bduWa665hkcffZRGjRoV2r9Dhw6sX7+eN954g6+++oqdO3fidDrp2bMno0aNYsCAAbz88stAICGT1/3330/Hjh158803WbZsGcnJyURERNCiRQv69u3Lww8/TKdOnfj111/57LPPmDVrFjk5OYSFlX92hJRNkzZx1KkfycGdKSTtScXM81m32W00aBZLo1Z1K2TmCgRK/Y7NJLkVAABchUlEQVQdO5YXXniBWbNmcezYMdq0acPgwYN57LHH8pWYK6vmzZuzcuVKPvjgAz799FPWrFlDcnIyUVFRdOnShZtvvpl77rknX0LwVA6Hgy+//JLx48czYcIEtm3bRnx8POeffz6jRo2id+/epx0fBL6zfuONN7jpppsYP348ixYt4sCBA8TExNC2bVuGDRvGiBEjiI09vTVy3G43sbGxtG3bln79+nHXXXedVsLqTGNYp7uCewmSkpK45JJL2Lx5c6kWiTcMg0GDBvHFF18UukhQRcjx+Vm99xhOu41whw2nPVC3zmMGZrfk+szg0wVZXj/7UrOx22xc0a4+9aOKWZUzRHLWLCJn+TfBn21hYbjbnIXRohvZP0zFMGw4oqMwbHZs9Rrgxw7HksCTC34vlmniSUnF8vsDyRWPF2/6ybqZNreTiPp1cDZoQvgVI8j+8XN8e0+WNrO5HBguN4bTjbN1V5zdLqvU9y8iIlKZEhISMNOPsXJ0wSeNTnXu397HFl2HvXuLXS1cKkl1HHeybx/MmlG6tlFRUKcu9OkbWIulEqx+y2TbV/l/V82vgn0LAiXD8jHAGQW+TLBKkVwBiEqAZpfBxoJl1wEIqwfXfqEEi4iI1H6ZPj+bs3LI9JlEOmx0iAir0AXta6q0tLTgl8CvvfZarZ9lfSbw+0yy0nPx+/zYHXYiot3lWtD+hMTERFq1agXA2LFjGT16dLnPWdEuueQSFi1aRIcOHTSj6gwUkjtKj8fDgAEDgh+omJgYhg0bRt++fWnevDkRERFkZGSwY8cOFi9ezLRp08jIyGDWrFnceeedwTqOFc1uGMRFOLEAuwE2wwAMDMMi27Rw2myEOW24HDZa1o3AUcU12O0NEvL9bIuMxvLmYuWk4apTJ7jfsiz8OODQzsD6Kse/WDC9Xky/H+v4ui4Fvm84XjrM1vwsjLBI3GdfEljEPi0ZAMOwMGx28PswM1XPUkREzgy2GrYGy5muuo47sZ2y9t2p4uICiZXeF0Dd8i32eTriOsO2r/Lv2/1N4W2xwJtexLEidBwGjS+0kTjHJPtwweO2arcSpIiISGhEOuycExNZcsNaZODAgbRq1YpbbrmFPn36FNpm0aJFwdddu3atrNAkhOwOG9F1QzsrS6Q6CsmtzbvvvsuaNWswDINLLrmEqVOn0qBBwZqSffv25Y477uCll17i5ptvZunSpXz88cfccsstDBw4sMLjyvL4gjNUbHnqTtoNMC3Yl5bDBS3rEh9Z+bNVCuNs0oaIK/5I7q/zsLnDcMTWAacbouOw7A7weQOPEZpmILlyCss0sfwnC2nbXQ6sMBf+HA8YBvYwF77sXGz1GgNgxjVnVauryMnK4iySiN25PNjX1qBFyN+viIhIlTNKWSKsDPWrJbSq67iTPbuLTq4A1IuDS6tudnDzy22k7/OzYXJozh/b2iCsrkHX+wx2zrSwueDQryePN+0bmuuKiIhI1du5cyfz5s1j9erVLFmypMDi2Onp6Tz33HNA4OGYvn01MBCRmiskj2ieWGSoVatWzJo1q9Cb3LyaNm3K3LlzSUgIzNh45513QhEW7jxTMPOWjzCtwJosh9JyOJxxak2EquVqdRbu/jfjbNISImKgVTcMdwS2HldiRNcLvI+8N++GATYbhjsMwxWR/2QGOKPCcUS6cUS6MWzHvxzy+QD4bsthftiTzdKjBpOPxuNt0gkjqi6O1mfjaN29Ut6viIhIlTLA5nSUuFXDJVjOWNV13El8/eKPZ2WF5rplcNYIO13vNwg/pVR1ROGl1MvE7zFI2Wrx6ysWh38LJFfqdjheOuxSgy53aqaYiIhIbXXHHXcAsGzZMvr27csHH3zA0qVL+eGHH3j77bc577zzWLNmDQBvvPEGERERRZ9MRKSaC8kMlvXr12MYBvfddx/h4aWbGhYdHc3999/PmDFj+Pnnn0MRFmFOOwmxEaTlevF4/XiPl87yHU9Q1I9yUcdpcNerX/PDqp2c16EJ7z19PTGRVbNI1u87krh97EwOpmTw5PVdefKiGKz0w1gGOOo3x7d/C2bqKTUXHE7cHc4BwJ6WQu7RI+APJFCwwJd1Yg0WCwswnE7s9RoCkJRxciFWL3YOtOlLxwbRIX6XIiIi1YeBgd3lLFU7qR6q67iT1q2h/6WBtVi2b4M8s4oBaNoUFvwAiTshPh4uvxJKGX9FOLzWYulzJt50aNgLvNngz4X6XaF+d4P1k8qxTKMNopvBoZVWvjVb3LFw+TuqOS8iIlLbjRo1ilWrVvH555+zdOlSli5dWqCNzWbjxRdf5J577qmCCEVEKk5IHh0zjycuWrZsWaZ+7dq1AwJTBUMl0u2gcUw4uX4TvwV+K1AuzGZAjMtGp5tfY/qSTaRn5bJg9U7+9eXykk8aIi9+8CMHkjOwLLikYQ7kZGD4PRgp+7AObsHe5hyMsMhAjW+bHSJicLTsDM4wTLsLm8uNPSoqeD7rlBt7C4i87EYMhwPL5+GsRieTKdFuB83qqG6iiIicYQww7LYSN+VXqo/qPO6kfQdo375gcgVg+S+wZTN4PLB/P6xaGbo4CrH6LRNPaqDa7MFlxxew98Hh3wCbRWyb4w0NcMZAeDzYS1NF14DzRoE3E+K7gDvP8jIJl+gPR0RE5EzgdDr57LPPmDlzJkOHDiUhIQGn00lsbCydO3fmwQcfZNWqVYwZM6aqQxURKbeQzGBp3bo169evZ/369dx4442l7rdr1y4AWrQI/Xofha05Gh8TjtvtIO8tcEZ2LlXFzPPEX/O4k8kOA7DSjuLfF3ga0nC4Am/I78Xctw3THQE2O4bDiZWTc/IkhgEOZ2DtFiCi5+XYMpLw/PgbOFyce95A4s5J4Fi2l9ZxkUS6tPqoiIiceUq1BotUG9V+3Oko5efJ6w1tHKcqYoKKZcL69/IsQm+BNw2Ki87mBPN4g4RLYN17kJNsEtsa+v3d4PBvgURLwsVKsIiIiJxJBg0axKBBg6o6DKnhWrZsmW+ph+po4cKFVR2CVKGQzGC55ZZbsCyL8ePHc+jQoVL1yc3NZcKECRiGwU033RSKsPJpFB1IWFiWhWkGymX5/CbXXNod8/hThnWjw/huxXaGPDuV3YeOhTymU/3l9ouIiwnEuS03+uR9sGHDn5KElZUBWAUX2vVkQ24WVmYqjpiTs1Ls0bHUHfYoEb0uI/rKmwlv1xkr5UDgoM+D57fvifCkUS/czqG0bJLScxARETmjHF/kvuQ1WPRFcXVR7cedDRtBi5bFNnnLfZQBh3/g0R8mkO7JLrZtRen+kA1nZOC1rZCqeKav9Ofqei90GGZw9kMGzgjISQ7sT90B3z9sseZti2UvWHz/oIk3q3rfHIuIiIiIiJSFYYUgBejxeLj44otZsWIFnTp1Ytq0aXTq1KnI9seOHWP48OHMmTOHNm3asGbNGiIjIys6rAKS0nM4nJGLcfxLkvRcH2t2H2XNmi0M69OZP/zl02BSw4bJhZ0aM/kvw6gTXXmls0zTIjvXS0SYk5zMNByHd2Dz5eDbvxPLNLGyM8A8OefGsNnAsOX74sefk4vp9+Fu3QVXjytO7j+yF++KOScv5nRhq9eIQ80uwDRsZHot2tePwmHXIqQiIlL7JSQkYGWns3X86BLbtnvwbxjh0ezdu7cSIpPi1JRxJ5PeC5QDyysyisU92nDv8g+Du1w2B3d0uYwnzx0c8pAsv4XfA6mJFkuetvCcZrW0az6zEVE/MPZc8YafnbOLbtvjUYO2QzS2FBERERGR2iEkNTA2bdrE3//+d+677z42btxI9+7dufbaa7nqqqto3749MTEx5OTksGfPHn766SemTJnC0aNHsdlsXH/99bz33ntFnvvRRx+tsDgddlswuQJgM+BorsmxmPrM3ZmKBTjDw7E7nORkpLNw1XZe/3ghL98/sMJiKInNZhAZ7gIgPCoWK/JsyMnEZjgx927GcrrB7wXTDLwXu+NkwsUKzG6xuxzYDSdGeBRm6mEsTw62Og2wxyfgdYdDbnYgKWOzY/g82PweLGc4YOX7/YiIiNR+x8tplqadVAs1ZdxZqMwMGq1Yk2+Xx/QxYe039EvowrkN24b08obdwBEOcZ0Mrp8BWYcs9i21+P1dC38pq+QadkicaxLfxUZMK2jah2ITLKVax0VERERERKSGCMkMFpstf+LCsor/or6k43n5C1sk9DRle/3sPJoZ/Hnl3mPM3RAoLeE3LVYt20pUXD0APFlZ7F/3G7cN6MFbo4ZUWAzlYaYnY2Wn4dvyK1ZWGkadhtgiIsCTg+nzBkqIZaWd7BARg5WREkjGRMTgvvgmPGu+g5yMYBNfncYcbdYTrwlxkW7qRLiq4J2JiIhUvoSEBKycDLZN/L8S27a98zmMsCjNYKkGasq4k2/mQmJiwXiw2EgOtzu3k2GcXIDv3csfol+zLhV3/TLISrJI2WKx4X2LY9sgskmg7Jc/B8IbQHZS4f1cMdBztMFPfy789qLJhXDB/9mw2ZWgFBERERGR2iFkq7iemrcpKY9TmjxPRc+mCHfaaVE3grRcL0czvcHkCgRKc4XlWb/EFRFB4yYNeOSmiys0hvKwRdfDHx4NXaMAO87so1jJe7EcTmyWid97yqOHOVlgBm7craw0/Ae24WjTA9+Gn8AyyYiIZ2fdbsSa0DY+SrNXRETkDGRgaAZLjVMTxp1cejn8vhYyM2HjhsBMY2CVkcWfHLvxYQUWnjfgosYdubBp0WXOQi2igQGGRVgc1I8Gbzpk7g8cKyq5AuBJg6ProNU1BjtnW4E/Ewsc4XD+CwaNe6k0mIiIiIiI1C4hSbBMmjQpFKcNiUi3g0i3g8Yx4VzXpREz1x0kx+tn24a9+P0GDmfgSxYD+HrscNo1qVOl8eZl+r2Yu37D4c3GwsDnCMOWfXxGjtcDNntgM/1gd2C4w7HyLJxqhEVir98cujggJ5068c3p5nDj0porIiJyJrPZqzoCKYMaM+50OuGccwOvmzSBhQvA5+NZxx72G14ADAum0JGzr3gIWxV+Di3T4ru78qzJUoZcU3g8dB5hENPKwhkOjXoZuGIM7C4lJUVEREREpPYJSYJlxIgRoThthTnvvPMAWLFiRb79w85pxrBzmjFm0k8s25+MYbMR4cnFwOTRqzvTvholVwDIPIbNG0iYGFiQJ3mCw4XhdAcWu7fZsdeJB6cLYhpgpR3B3rgN9sZt8B/aiZn4W6DPoZ04u/ZXcWwRETljGUbpZrBolmf1USPHnW3aBraflpCzeWNwt2VAfP8B2Owhm2ReKum7yb/gfQkTfhqcC7nHoP7ZBm2uM1j8tEnSysCx5pdB7zH6exERERERkdqpau/eqsjBgweLPf7XkRfRJt7J//v7VJI2pHLTVb148JoelRRd6RkOV777XT8GBoGHDA3DwB4ZzeZUg/ZxbkwM7A3b4o5vlu8c1tE8teO9OVjpRzHqNamM8EVERKonh9Yfk4pT7Ljzoot5OtrLU6u/wGv6GdH5Upq17FB5wRXBFQPYALOkluCuCxf+n4EzIjADOjfVCiZXAPYstOj1bOnXvREREREREalJqmWCJTU1ldjY2CqNYeS1vbjp8rNJTc+iSYO6VRpLUdJMFz/vyOW8pm4i3XZcNj+mzYHpyQIMLJuDY856UL8h5GRiHtyOlZWKvWlHjONPRhrhMVjpR4PntHKzqujdiIiIVAOGgeEsxRos+rK41qjqcefAbv25uOP55Pg81I+o2vHvCe5YaHE57PsRfNnFt81Ngfn3Wlz0sklMCxvOqECZsOwjgePOKMg6CJGNQx+3iIiIiIhIZQt5gmXjxo1s3ryZrKws/H5/oYuQer1ecnJySE1NZe3atcybN4/U1NRQh1aiyHA3keHVt1zW7c99yA8rtgCw81/X47T7sHIygsf9EfVoGxcXSJrs2YCFhZVyELLSsHe4AMMwsLXoguXNwTp2EAwb1v7N+B1O7PVbVNXbEhERqVpag6XGqqnjzmhXONGu8CqNIa/171vs+rbo43Xaw7EtJ3/O2Aff3WMx8GOLiPoGfd+w8cPDJt4M8KTC/PtNrp5iwxmpxKSIiIiIiNQuIUuwrF+/nttvv501a9aE6hJnvBUbdwdff/7rfu7pWS/fcUfmUeK8mZiGnbzFs62MZPD7wOHEsNnB8gdntACQchCUYBERkTNRKddg0QyW6kXjzoqVvLH4RVeObQHDBlaeEmKmF5I3QkR9cESA9+QzP3jSAkmYuu1DFLCIiIiIiEgVsYXipOnp6Vx55ZWsWbMGy7LKvHXp0iUUYdU6V/TuGHz9zuIknvo+kwzvyS98DNvxO988s1oALNOPeezQyR0ON6bfh5mbjenJwQqLCHnsIiIi1ZXhcJW4SfWhcWfFa9T75HjSXsTH3SpkfZZj2wK/U07NzxgQlVBx8YmIiIiIiFQXIZnB8s4773DgwAEMwyA2NpZbb72VVq1a8dlnn7Fy5UquuuoqLr/8co4dO8aaNWv49ttv8Xg8GIbBzJkzufrqq0MRVq0z4dlh9O3RhozsXJo3b8ajE5ayZJvBiK5O7j03PDA7BbAcLgyfJ9jPMAysPesw7XZsdRuDKwxyTxbYttKOFriWiIjImaGUa7CgGSzVhcadFa/9H2xE1LdI32thei02vF+6fhs/tHBGQfs/GNjDwJ9z/IAF6bugXqeQhSwiIiIiIlIlQpJgmTt3LgB16tRh9erVNG/eHICIiAhWrFhBdnY2Tz75ZLD9unXrGDJkCNu3b+fJJ5/ksssuw+2uvmufVBcup4M7r78ACNQUX7LxEF/8tIMvd4Vx0+Vtico8gN0dgT++FfbE1ZCdFih7Yg98cWQe3YdlGJjJ+/Od18pIqfT3IiIiUi0YlG4NFuVXqg2NO0MjoZ8BGPg9FilbTQ4sg5hWYOZCxt6i+23+1OLoeutkcuW4Y9ss6nXSH46IiEhFatmyJbt27Qr+PG3aNG644YZS9d24cSOdO3cO/jxixAgmT55c0SGKnBEmT57MyJEjizzudDqJj4+nefPmDBo0iHvuuYeGDRtWYoQSSiEpEbZx40YMw+C2224L3uQCXHBBIBnw888/4/V6g/u7dOnCF198gcPhYOvWrUyZMiUUYZVbWkY2H8z4iZmL1lR1KAUYhsEbd13I9v/dyuSnruBwVAIpzXvja9EDIuvgP6s/ZqtzMMIiME7UjbcZWGlJgRoPeWrJ2+o0qqJ3ISIiUtUCa7CUtCnDUn3UxnHnqkPbmbblJw5kJFd1KNhdBhe/bOfqKQbetEKSK6f8KeQmw77Fp7SxQf0e+psREREJta+//rrUbb/44ovQBSIi+Xi9Xg4cOMAvv/zCX/7yF7p06cIPP/xQ1WFJBQlJgiUlJTAD4txzz823v3PnzthsNrxeL2vXrs13rFu3blx77bVYllUt/yOf6/Fy+b2vc8+Lk/nDk/9m9LjPqzqkQuX6LdJzfRhAuscky2vi9ZsczfJyzB0Hcc0hsg7UbRQoDZaTgc1ux4iIBpcbo0FL7B3Or+q3ISIiUnXszpI3qTZq27hzxvZf+OOcvzPmp4+4YeZYDmZWj5nFu76B7MMF90c2BlsJyxL1+ztEJyjBIiIiEmqzZ8/G5/OVqu2XX34Z4mhEzkwvvvgiq1evDm6rVq1i2bJlzJgxg9GjRxMREcGRI0e48cYb2b17d1WHKxUgJAkWlytwlxUVFZVvv9vtDj5ZuGHDhgL9+vfvD8Dvv/8eirDKZcuuQ/y2eU/w58+//bUKoyloxZaD3P7qHF54fwkQmJBiAUezfSRl+cnxw6Fcg3VWfXIj64HTDRhgWRiGgc3lxh4Zg71+s5MzXERERM40hgGGrRSb/q2sLmrbuHPOzpVYx1eJT87JYNmBzVUaz+HfLJY84+fAz6euXB+QuR9cMcWfo27bkNxyiIiIyHH169cHAg+eLFq0qMT2iYmJrF69GpvNhsMRktUDRM5YzZs3p3v37sGtR48e9O7dm2uvvZaxY8cyc+ZMDMMgOTmZV199tarDlQoQkruduLg4AI4cOVLgWJs2bYBA/etTNWjQoMh+Va1pg7rERoUHf+7cpmmlXPerResYOvoDHh83g7TMnALHj6RmMmPJJm59ZRbzV+3iw+82MOenrcHjeb/+iXQ52JvuYzvxHDUiMZ3hmNENsE7Umg+PxVB5MBEROcNZNkeJm1QftW3c2a5Ok+Brm2HQpk7jkF1r29cmi0b5+e0/JqY3fwLFl2OxZ4HJj08H1l9J3gSOiMLPk1PMr/CsOw2cUUpIioiIhFKPHj1ISEgASlcm7MTslT59+mgtOpFKdumll3LRRRcBMHXq1CqORipCSBIsPXr0AGDhwoUFjrVr1w7LslixYkWBY/v3BxZbN00zFGGVS73YSGb963H6nduBds0b0KlVI3JyvSV3LIcNOw9xz9gvWLBqO+/PWcmI//s03/G9San0ffC/3Dn2KzKyT8by7oxV7EvLYfexHLJ9J3+XftNizb5jeE2DA1YMiWYM/pgGGG16Y+twEbbW52KUZmFfERGR2sxuL3mTaqO2jTsf6TGIO8+6nBYx9enZsB3OEI3NDi63WP1Pi6RVsOUzi1X/PJlg8eVYLHjUZNn/WfhzT/YxbFBUftF+/LsZmwtaX2dwyT8NrvvKRufbNHtFREQk1AzDYPDgwQBMnz69xPYnEiw33HBDKMMSkSKcd955QGDW2dGjR6s4GimvkNzxXHXVVViWxWeffcbnn+dfq+Scc84BYMmSJSQmJuY79tFHHwHQqFH1nEXRIC6GX37fxpbEA4z78Bv+3xsVm2WcPH0JXYf+hSvufZ2d+w6TeDAFf56b/oWrdzB59skvCGb+tIlDKZlYlonpO5lg8Xo97E/3cCjTw4bDmSRl5nIgPYdZGw6y7kA6by7YRnyki1YN6hIeFYvdHY7hDFNpMBEREYxSzmDRv5nVRW0bd7rsDnalH2ZX2mF+ObiFEfPGkZabVe7zpu60+OFhP/Pu8LNnoUXGvvwzVnbOsTi6IbDv6Ho4trXgObwZYBZR1t2fC51HGFz9sY1zn7BRv5sNdx39nYiIiPj8JsnpXpJSc0lO9+Lzh+bhjiFDhgCwZ88eVq5cWWS7gwcP8vPPP2MYBkOHDi3xvAsWLODmm2+mWbNmuN1u4uLi6NOnD+PGjSMnp2ClFYDJkydjGEawhGtiYiIPPfQQrVu3JiwsjAYNGjBkyJBCH5DJy7IsvvrqK66//noaN26My+WiQYMGXHnllUyaNAm/319i/FJ5MnN9rN6dwpKtR1i9O4XM3NKtB1SSxMREDMPAMAyWLFlCcnIyjz/+OC1btsTtdtOkSRNuvfVW1qxZU6DvwoULg32PHDnChAkTgp/Dli1bMnr06HztfT4fkydP5sorr6R+/fq4XC4aN27M9ddfX6HrFtnzPLQXFhZWYeeVqhGSBMvtt99OgwYNME2TYcOG0adPH9avXw/A9ddfj8vlwufzccUVV/Dhhx/y1VdfMXDgQFatWoVhGPTt2zcUYZXbph37yfFauGPr44quy9LftvG392bxn0+/x+Mt3X80Nice4M2PvmPm4t8xTZOMrBzWb9/H+m37eOCvH7Bl10EWr9zC/S99wEVdW1C/TmS+/t/8siX4OqFBbPC1NzudCIcPb04m2VmZwdk1PtNi69FsPvx1Dz8npuAzLXJ8JqYFTrueKBQRESmgNGuwSLVRG8ed64/sCr5Ozc1k/G9zeO/378jwFv4lRl5puy1+nHWA5Vt3AJB1OJBMWf6KydH1kL4Llr9iUq/zKYvTW3Dw10CCJbz+KR/zUuZJwuMhPF5JFREREYC0LB9rdqYxd+URFq1P5qeNx1i0Ppm5K4+wZmcaaVkV8+XzCX379qVevXpA8WXCvv76a0zTpHfv3jRtWnT5+9zcXIYPH86ll17KZ599xt69e/F4PCQnJ7NkyRKeeOIJzjrrLDZu3FhsXAsXLuTss89m/Pjx7Ny5k9zcXA4fPszXX39N//79eeONNwrtl5KSwoABAxg6dCgzZszg4MGDeL1eDh8+zHfffcedd95J7969g7OSpepsOZTOmK9/p9fL8xkyfinD3/uFIeOX0uvl+Yz5+ne2HEqvsGsdPHiQnj178s9//pNdu3bh8Xg4cOAAU6dOpWfPnkyZMqXIvu+88w733Xdf8HO4a9cuwsNPLgexe/duzj//fEaOHMl3333HkSNH8Hq9HDx4kBkzZnDDDTcwYMAA0tLSyv0+TiSD2rVrR2RkZPGNpdoLyTcE4eHhTJ06FZfLhWVZLF26lPT0wB9T/fr1eeKJJ7Asix07dnDHHXfwhz/8gW+//RYAh8PBk08+GYqwyq1TmwTqNG1DeN2GRMQ1ZUcKPPfvr3nsbx9z9/MTS+z/7dJ1nPfHV3lx4gKGvzCVa0f9j7Ouf4Zzb/krl90/Dss6eUN6ODmd2KhwJo+5Cbvt5P5zO5z8x+/aizry59v7cW6HJtx5zblcdFZTLNOH328y+dNF7D+YwtFjmcz4YT2/bz6MZQVumi9uFUfzukUU0RYRETmTGaVcg0XfIVcbtXHcWScsKt/Pk9d/z+srvuTeb/9VbL+Dyy3m3unl4N8bsPbxGN56eTWzbzaZO9wk7WTOBtMLzgiDrnfn71+vY+CDHdPcoNczBnFnQcIlBtHNS445ujk0668/DBEREYBtBzL5fu1Rdh7Kxmeess6ZabHzUDbfrz3KtgOZFXZNh8PBtddeCxSfYCltebCRI0fy8ccfA9ClSxcmTpzIsmXLmDVrFsOHD8cwDHbs2MEll1zCgQMHCj2Hx+PhhhtuwOPx8Kc//YkFCxawaNEinnrqqeAT/M888wzbt2/P18/r9TJ48ODgmO3iiy9mypQpLFu2jC+++IJrrrkGgJUrV3LZZZeRmVlxv0cpm//9uIOrxi3mo2W7yfTkn1GU6fHz0bLdXDVuMf/7cUeFXO/hhx9mx44d9OnThy+//JKlS5fy6quvEhMTg8/n47bbbmPRokWF9n3++edp27Ytn376KQsXLuSpp55ixIgRAKSmpjJgwIDg7K9Bgwbx5ZdfsmzZMqZMmRJcM+Wbb77h+uuvL9fsqQULFvDDDz8A8MADD5z2eaT6CNkqrf3792fNmjU8++yzzJkzJ7jIKMDLL7/M/v37+fDDD/P1cbvdTJgwgbPPPjtUYZXLkfTcfAvb2t0RGDY7lt9k/s8FF0891euTZmO4Tk77WvJbIp5sH66IGLJ8EBZdh+z0FOw2g/93xwAALuzWks9fvo2vF6+jQ/P63D/k/HznHDXsYkYNuxiAlPRs6kSFceBoOncPOpcla3Yw6YffiYmJ4dYruzPwwvZEhbtoWiccERERKYwBpVrzQl8kVye1bdx54qGYU61K2k62z0O4w1X48a/SsPkDyZnYrLpELIiC46cy8ywdmNDPICoB2t9oxxkZmNnS8Dxo3Pvk57r55TaaXx54nbHf4vcJFn6PRcurDDZ9YpG5H+p2gHY3BGatxLQwsDn0dyEiIrLtQCa/78ooVdsT7do2rpgn2AcPHsz777/PunXr2L59e74xEQRmhZwoy1VcgmXevHnBxbevuuoqpk+fjtvtDh6/5ppruOyyyxg5ciRJSUk89thjfPbZZwXO4/V6SU9P54cffuDiiy8O7u/bty9Nmzblsccew+fz8cknn/Dss88Gj7/33nssXrwYgDvvvJP//e9/+craDx06lBdeeIEXX3yRTZs28eKLL/Laa6+V4TclFeF/P+7gr7OLn8EEYFkE293dp3W5rnno0CFuuukmpk6dis0WmDdwwQUXMGDAAC666CIyMjJ44oknWLlyZYGlEBwOB99++y2tWrUCoF+/fsFjY8eODc7GeuGFF3j++eeDx3r37s2wYcO46667mDRpEgsXLuTdd9/lwQcfLDTG3bt3FyhX5vf7SUpKYv78+fznP//Bsiwuv/xyHn300XL9PqR6MKyi7uAqUHZ2dr4pVyf8/PPPzJo1i6NHj9KqVStuueUWmjcvxSNy5ZSQkADA3r17y9TvWEYOFz48iSOp2QD4vR582RnkHDtEs0ZxxNeNZvClPRh959UF+k5fsIobn/wX7ph4bPZAksZhN8jNzsKW5yb5xXuuYkj/brRsEn+6b09EREROQ0JCAph+dqz9tcS2rbv1BJu9zGMJCb3aMO588eepTN20uMD+aFc4zaLjual9H4Z17JPv2K8Ht/Lxyzu4aN3lwX1ZYRlE5JycDeOuB31esVGnPVp7T0REJATSsnx8v7bsC1Zf1i2OmIiyPwPdsmVLdu3axVVXXcW8efPIzs4mPj6erKws3njjDUaNGpWv/fvvv88dd9xBjx49WLVqFQBRUVFkZmYyYsQIJk+eDMCAAQP45ptviIiIIDExkfr16xd6/ZtuuonPP/8cm81GYmIizZo1AwJrsIwcORKAP/7xj8G17/JKTU2lbt26WJbFsGHDggkdgI4dO7J582YSEhLYunVroWtUWJbF+eefz/Lly4mJieHQoUNay6ISbTmUzlXjFlOWb5UNA755vC/tG0aX6VqJiYnBpEhcXBzbt28nNja2QLtXXnklmKhbuXIl55xzDgsXLqR///5AIDE4a9asAv28Xi9xcXGkp6fTs2dPfvnll0LHyjk5ObRv3549e/bQrl07tmw5uYxD3s98aQwcOJCvv/4al6vwB6ekZqmUIuKF3eRCIMP48ssv88477/D0009Xyk1uedSJCmPGyzdz6dlNsQFh0fWIatCcJh3OYW9SKms27+GF/8xgzo9rC/SdvWgNAJ6MFPzeXGIjnHzy19to3aResE1EmJPB/c9WckVERKQq2Wwlb1Jt1YZx559738TdXa8kzO4M7rMZBumebDYc3cOLP09lXZ51WgAW713H/G6z+aXDYhIbbGPxxbNoOyoj31oqDXsY1O1gKLkiIiISIjsOZVVqv1OFh4dz1VVXAYWXCStNeTCv18uPP/4IBMokFZVcAbjnnnsAME2TBQsWFNrmsssuK3R/bGxscM2YjIyTM3727dvH5s2bAbj11luLTJoYhsHddwfqnaalpbF8+fIi45SK98HPiWVKrkBgJsuHP+8quWExbr755kKTKwDDhw8Pvp43b16B4+edd16h/ZYvXx4sMTxy5Mgix8phYWHcdtttAGzdupXdu3eXKfa85s6dyzXXXKMH9moJfUNQRm2b1uOluy4nPj4uuM9j2bG7Tk6V3HsopUC/czq3BMAy/XgyUpj8l5u5ondHVk99llceGsS9Qy5k5pv30qpJXIG+IiIiUkkMA2yOkjd9QS0h5LTZuavLFXSod3LtPTPPHayFRVLWsXx9zoprjs/hZVbvz3hvwDgGjmzKRZc35cpJNtoONTjrToPz/qTPrYiISKj4/CZ7DuecVt89h3Pw+c0KiWPIkCEALF26lMOHDwf3Z2ZmBtc0KS7BsmvXLrKyAgmfnj17FnutXr16BV9v2LCh0DbFPdRyYnFvn88X3HeiTFNFXV8qXmauj69W7Tutvl+u2ktmrq/khkU4//zzizzWvHnzYNIu7+ySE5o0aVJov4r+zE2aNAnLsvJtHo+HI0eOsGTJEh555BEcDgfz58+nb9++JCUlFXtNqf5CtgbLCV6vly1btnDs2LEyLQDUt2/fEEZ1+v75+c+89MEiHGFR2I+X9ooOd5Jls8gGmjWqx3WXdC/Q774b+2NZFivWJzKwTzcu7d0ZALvdxsM39inQXkRERKpG3vXWpGapLePOLSn7uH3uPziWe3LBVhuBmSd+y6R93ab0btwhX58Brc5lrM/DLwe30LNRO65uHXhCL6a5QY9HlFgREREJtbQsf4EF7UvLZ1qkZfupF1X+56AHDRqEw+HA5/MxY8YM7rrrLgDmzJlDTk4OnTt3pmPHjkX2P3r0ZImzBg0aFHut2NhYnE4nXq+XlJSCDxvDySRKYU7MFMi7ekFZrp93dk1R15eKt+VQeoEF7Usr0+Nna1IG3ZvVOa3+jRs3LvZ4XFwcycnJhSYtoqMLL01WGZ85p9NJXFwcF110ERdddBFnnXUW999/Pzt37uSVV15h3LhxpT6XVD8h+wZh3759jBo1iunTp+PxeMrU1zCMfNnr6uQfn/8MgC8nE8vl54Z+Z/HI4HOIdF3PlsSDfPn9Svrd9RrndW7BhOdGEBkemNliGAYP3Fz4tEgRERGpLgzy1VQqrp1UG7Vt3Pnp5iX5kiud45rxxDnXkxAdz8aje5i6eTGDp7/MsA59uKvrlcF2Q9pdwJB2F1RFyCIiImc8n1m+GSgVNYOlbt26XHLJJcyfP5+vv/46mGApTXkwyJ/sKA3z+PuuqBKkZbl+3gdqVAK18mTmnl5y5WT/0x97OxzFf5V94vPodDoLHCvqM1IVn7l77rmHV199lZ07d/Lhhx8qwVLDhSTBcvDgQc4//3z2799f5v8wV3f160SQke0BLNyGj1fv7kN0RCCJsmjFZiZ+/RMAuw4k07xJfcY+MqQKoxUREZEys9mrOgIpg9o47owLy/903R87XkKfhLMA+MfK6fx6cCsAr6/4ih4N2nBOwzaVHqOIiIjk5yjnOn0Oe8VV8R8yZAjz589n/vz5ZGZm4nQ6mTNnDlByguVEiSUgX4mxwiQnJwe/cM7brzzKcv28xyvq+lKySHf57pci3af/dXRycnKxx48cOQJAw4YNS33OUz9zxZW1q6jPnM1mo0ePHuzcuZPk5GSSk5P1Ga7BQpJg+etf/8q+fYFafNHR0QwcOJDmzZsTERFR4zPK/31qMH8a/w3ZuV6eu+OSYHIFIDk18KShMyKGyPgEJi/eR536y3h6WNH1AUVERKT6sChdiTALzWGpLmrjuPPOLpezKy2JNYd30qdpZ4a0OzmWTMnNyNf2gfnj+fDqJ2lft+mppxEREZFKFBNhx2EzTqtMmMNmEBNecQ/5DB48mIcffpicnBy+++47wsLCSEtLo02bNpx99tnF9m3dujXh4eFkZ2fz66+/Fts278Ly7dq1q5DYzzrrrODrX3/9tdiEUCiuLyVr3zCaSJf9tMqERbrstGsQddrXXrt2LUOHDi302Pbt20lNTQWgW7dupT7nqZ+5c889t8i2FfmZM/PMeitsxo3UHCFJsJzIijdr1oyff/65yEWEaqLubRvx3ZsjSMnysDM5i58TjzLvtwPsPpLJoR0p1Etojd9wYRx/cmHcFysYfvlZNI0vvM6fiIiIVC+mUic1Sm0cd4Y5XLza9w62pOxj1MKJ9Pp4FFHOMGLckWR68y+em+rJ4l+rZ/PWpfdWUbQiIiICgRkozeqHsfNQdpn7NqsfVqEzWJo0aUKvXr345ZdfmDFjBmFhYUDJs1cgUIKpX79+zJs3j5kzZ3LkyBHi4+MLbfvee+8BgVJJ/fv3r5DYmzZtSseOHdm0aRNTpkzhxRdfxO12F2hnWRYTJ04EICIigt69e1fI9aVkkW4HQ85pykfLdpe579BzEso1g+Xzzz/nueeew1bIjLEPP/ww+Praa68t9TnPO+88YmNjSU1NZdKkSdx3332FPqiVk5PDxx9/DEDLli1p1arVabyDAJ/Px9KlS4HAfUxR68NIzVBx//XOY//+/RiGwaOPPlorbnJPZVkWW49k4DNNbIZB/7MasiUpg4NGOD4c2OwnnzowjIqd5ikiIiKhZVpWiVso+Hw+Jk+ezJVXXkn9+vVxuVzEx8fTv39/xo8fT05OTsknOQPV5nHn80unsPXYfjK8ORzMOsaWlH3syzhaoJ3TrrJ2IiIi1UHrhhGV2q84Q4YEStbPnj2bmTNnAqVLsAA8/PDDAGRlZTFixIhC17h7//33mTZtGhD4Mrtly5YVEHX+6+/Zs4dHHnmk0DKw//d//xecYXP33XcTEVHxv0Mp2u0XtKSsk8UNA267oEW5rrthwwbGjh1bYP/KlSt5/fXXARg0aBAtWpT+Om63m3vuuQcIzFB55ZVXCrSxLIuHHnqIvXv3AvDoo4+eTvhBL7zwAklJSQDceuut5TqXVL2QzGCpV68ehw4dKrZmXU3m8Zu47AZhDjuWZRHtdnDnJa35fPV+Ug/EkJ6STlxsFNm5Pv78xwtoWDeyqkMWERGRUvJXwTIeSUlJXH/99Sxbtizf/qNHj7Jw4UIWLlzI+PHjmT59Om3aaL2NvGrzuHPj0T1FHrMbgQd4WsU25PFzrquskERERKQYMREOuraI4vddGSU3Pq5riyhiIir+67khQ4YwevTo4Je4zZo1o2fPnqXqe80113DLLbcwdepU5syZQ8+ePXniiSfo1KkTycnJTJ06lY8++giA+Ph43n333QqN/f777+eTTz5hyZIl/Pe//2XTpk08+OCDtG7dmv379zNx4sRg0qh9+/aFfuEuodW+YTTPXt2Jv87eWOo+z17difYNyz9TY8yYMWzYsIERI0YQFRXF999/z6uvvkpWVhaRkZGntWD8888/z4wZM9iyZQtjxoxh+fLljBw5kiZNmrBjxw7+/e9/s2TJEgD69u3LY489VuS5du/ezZo1awrsz83NZceOHXz88cfMnj0bgMaNGzN69OgyxyvVS0gSLL169WLmzJls3rw5FKevckkZuYQ5Ak8K2gwD04ILW8Wx4WA62e2b09LKZvLTgRvdmlr7W0RE5ExkAf5S1M2uyDVY/H4/1113Hb/88gsQKOlw77330rZtW3bv3s3EiRPZtm0b69ev58orr2T16tXExMRU0NVrvto67kzNzSTH7y3y+F1dr+CJc67XWFNERKSaads48JBtaZIsXVtEBdtXtPbt29O5c2c2bNgAwNChQ8s0bpg0aRKGYTBlyhTWrl3LyJEjC7Tp3LkzX375JY0aNaqwuAHsdjszZ87khhtu4IcffuDHH3/kxx9/LNDu4osv5rPPPtPslSpyd5/WALw8ZyPFTfI3jEBy5UT78rj99tuZO3cuU6ZMYcqUKfmOxcfHM3v27NN6IO1EombQoEH89ttvzJgxgxkzZhRoN2TIECZPnlxoibITnn/+eZ5//vkSr9m6dWumT59OnTp1yhyvVC8hqV316KOPYlkW77zzDikpKaG4RJWKcjmwLAsbgQSL3Qj8x+L2Xs3o3iqeSU9dh2EYuuEVERGpgfxWyVtF+uCDD4LJlX79+rFx40aef/55/vjHP/LMM8/w+++/M3jwYAB27NjBa6+9VrEB1HC1ddwZ6QzDVkQar0tcc548d7DGmiIiItVU28aRXNYtjlYNw3HY8v977bAZtGoYzmXd4kKWXDnhRJkwKH15sBPcbjcff/wx3377LTfeeCNNmzbF5XLRuHFj+vfvz8SJE1m5ciUdOnSo6LABqFOnDvPnz+ezzz5j0KBBNGzYEJfLRbNmzRg4cCCff/45CxcupHHjxiG5vpTO3X1a883jfbnt/BZEuvKXrY102bnt/BZ883jfCkmuAHTq1Ik1a9Zwzz330LhxY8LDw+nSpQtjxoxh48aN9OrV67TPnZCQwIoVK5gwYQKXXXYZ8fHxuN1uWrVqxQ033MC8efP48ssvT+thN8MwiIyMpFWrVlx77bX897//Zd26dXTp0uW045Xqw7AKK2RYAZ555hleffVVunbtyvjx47noootCcZnTkpCQABCsm3c6tial5/vZtCwsIMdr0jouko2HA8c7NogmNsx52tcRERGRypGQkIBpWazZsKXEtt07t8dmGOUaS5xw9dVXM3fuXAA2bdpU6E3q4cOHadq0KV6vlw4dOrBp06ZyX7c2qa3jzqcWTWLGjuUF9vdv1pU2sY35Yc9vdI1vyV8vvg2nTeuwiIiIVEc+v0lath+f38RhtxETbtdavVIrZeb62JqUQWauj0i3g3YNosq1oP0JiYmJwQXlx44dq5JaUu2EpEQYBD7waWlp/Oc//6Fv377Uq1ePNm3alGranmEYfP/996EKrUI0iA4jKf3kYrMnSoq4HDZW7z+G224j3Gln++EMujSJxaV/PEVERGqEyl6DZefOnQBEREQU+QRg/fr1adOmDZs2bSIxMbESo6sZauu4c1jHvoUmWLYfO8iCPb8DsCP1EAczj/H+wMcrOToREREpDYfdRr0ofScktV+k20H3ZnWqOgyRSheyBMuLL77If//7XwzDwLIsjh49SnJycon9LMuqIeUOLEzLwiDwRUyuz0+u3yLSZad+pBuHcXL9lcPpOTSto3qQIiIi1Z1llXINlgpchOXEFPPs7GySk5OpV69egTamaXL48GEAGjRoUDEXrkVq67jTZ/mxYWCS/zO5O/1wvp9/ObiZvelHSIiOr8zwREREREREznghSaF/8cUXvPjii/j9fvJWILMsq8StJsjxeEnPysFlA4fdoF64nbgIB42j3dgMA5uRf3F7r8+swmhFRESkLCp7DZbevXsDgXHSG2+8UWibiRMncvToUQAGDBhQsQHUcLV13Jnmyebeb/9VILnSLDKu0PaJaUmVEZaIiIiIiIjkEZIZLP/+97+Dr2+55RbuvfdeWrVqRWxsbCguV6lM0w+5mdR3gWmB3+7EbrcDdnymhd2wyPDkT6i4HJoKKiIiUlOYlfzF+5NPPsn7779PWloaf/vb3zh06BCPP/44bdq0Ye/evUycOJG///3vADRr1oznnnuuUuOr7mrjuNNvmjw4fzw5fm+BY3syjxbap1t8yxBHJSIiIiIiIqcKSYJl/fr1GIbB0KFD+fjjj0NxiSpjer3BiiA2AwzLxLICCRSHAXXcdhwGpOaaGMdnszSIDqu6gEVERKTULEo3Q6UiUzAtW7bk22+/5eabb2bXrl1MnDiRiRMn5mtjGAZDhgzhH//4R3DRdAmojePOnWmHWHFoW6nbj+h8KTFulaMVERERERGpbCFJsGRmZgJwzTXXhOL0VcqwnVKn+/iPhmWBZWKzLMLtNjwuO/Ui3IQ57dhP7SMiIiLVlr+UM1gOHDhQbLJj7969pb5m7969mTZtGtdffz379+8vcDwsLIyOHTsSFRVV6nOeKWrjuLNeWBRhdmehM1hOiHS4ua1zfwa0OpeO9ZR0ExEREZHaqWXLltW+vK+c2UJSu6p58+YAeL1F3xTWVDaHC8vuxMLAMuxg2MHvB282hi8Huz8Xt5lNozCLCJeSKyIiIjWNZZW8VSSfz8cdd9xBz5492b9/Pz179uTvf/87n376KW+99Rb9+vUjOzubsWPHcvbZZ7NtW+lnNpwJauO4s15YNC9dNBy3vehnoXJNH53imiu5IiIiIiIiUoVCkmAZOnQolmXx1VdfheL0VSrH52dvpskRrx3TZscyDAzTi4EVLB1mAKYnF9PrqcpQRURE5DT4zZI3gMaNG7N3794it9K67bbbeP/99wEYM2YMy5cv58knn+Smm27ikUceYeHChbzzzjsYhsG+ffu49NJLSU9PD8Vbr5Fq47gz1+flX6tnkev3Bfed+siOz/QzatF7HMhIrtzgREREREREJCgkCZbHH3+chg0b8s033zBu3LhQXKLKZHv8AITZA+uveH1+vGbhj7Napr+ywxMREZFysKxAibCStoqaxbJ48WI++eQTAK6++mpeeumlQtvdd999PPLIIwDs2bOH8ePHV0wAtUBtHHfuyzjKrvTD+fYV9pHzmX4OZR2rlJhERERERESkoJCswRIfH8+MGTMYNGgQo0aN4rPPPmPYsGF06tSJevXq4XQ6SzxHt27dQhFauYU57YTZIcoZeI7QZbPA78fAOl4P0ADDBoYNm9NdtcGKiIhImXlLs8p9Bfnyyy+Drx977LFi244aNYq33noLgJkzZ/L000+HNLaaojaOOxtH1aNhRJ0Skydn129J57hmlROUiIiIiIiIFBCSBMuJWtgejwfLsvjll1/45ZdfSt3fMAx8Pl/JDatAhMuBFeEC83h8phfb8WcKDSDHcBAZEYnN7sCwhWSCkIiIiISMhVmq6SnHH6oopy1btgRfl/Qlf/PmzYmPj+fIkSNs37693NeuLWrjuDPc4eLtS+/lplmvFXq8cWRdXrjgVs5v3AGXveQEkoiIiIiIiIRGSBIsp9Ydtyp6NdgqFuF24ck1sUyzQIkQn98izQt1nUquiIiI1DQW4DXNUrWraDk5OSW2MYxAUsdut4cggpqpto47u9VvxQNnD+Q/v80tcOxAZgqRTjduh5IrIiIiIiIiVSkkCZYRI0aE4rTVgs80MU34v/k7iI9yMrBDfVqE27Bj4sfGwRyDeGfJX8yIiIhI9WNZpSsRVlHf4SckJARfr1ixgpYtWxbZ9uDBgxw5cgSg2HZnmto47vSafpJz0vEXk+w7qLVXREREREREqlxIEiyTJk0KxWmrXFJGLgfTcrAsC6fdRo7PwpmVjD0nHYBsI4xMqx5t6sdUcaQiIiJyurxm5c2AuOKKK/jvf/8LwNtvv80NN9wQnKVyqrfeeis4O2PAgAGVFmN1V9vGnfszkhkx7x/sST9SbLu+Tc+qpIhERERERESkKKpjVUqmZXEwLVC6wzAMruvSiMzUdFoax7BbPuyWj1gzk5isg7idKtshIiJSU/lNq8StogwePJi2bdsCsHjxYp588kn8fn+Bdp9++imvvRZYjyM2NpYHHnigwmKQ6uX99d+XmFxx2RzEuCMqKSIREREREREpSkhmsNRWBidrrofbLP58jhvDyg0et7BoFeHH8vsw7PrVioiI1DSBNVhKUSKsgq7ndDr56KOPuOSSS8jJyWHcuHF88803DB8+nDZt2pCSksKMGTOYOzewDodhGEyePJm4uLgKikCqm9IsWh/mcOHx+3BpvCkiIiIiIlKlQnJXtnv37nKfo3nz5hUQScWxGQbN6oaz71gOkeTQlBQMmwl5HjI1ALvlxzy6B3uDVlUWq4iIiJyewBospVjkvgKriPXu3ZvvvvuOm266iQMHDrBx40aeffbZAu1iYmKYPHkygwcPrriL1wK1bdx5d9cr+O3wTlYnbcdnmliFpPPSPFn8c9UM/tRzaBVEKCIiIiIiIieEJMHSsmXLIuuHl4ZhGPh8vgqMqGLUCXdRJ9yF78ChwA67A8vvpcA79WRXdmgiIiJSIaxSrsFSseu0XHzxxWzdupX//e9/TJ8+nXXr1pGSkkJ0dDTt27fn6quv5qGHHtLMlULUtnFnrDuSDwY+wahF7zF7x4oi221J2VeJUYmIiIiIiEhhQlZXwKrIRzurGQvreFLFhmXYwfLnT7JE1qmKsERERKQCmFU0homMjOSxxx7jscceq5Lr12S1cdyZ6ckt9viAludWUiQiIiIiIiJSlJAkWK677roSnyTMyckhNTWVjRs3kpqaimEY9OrVi7vvvjsUIVUorzsGZ3oShmUWnL0C2GIaVHpMIiIiUn4W4PVX3hosUn61ddx5VlxzFu79vdBjNsPg+ra9KzkiEREREREROVVIEixff/11qdtalsU333zDAw88wPLly7n66qv5y1/+EoqwKoSZvB93WtLJHZZVMMlilVy7XURERKonr6l/x2uS2jjuXHVoOxN+/6bI46Zl4TX9OGz2SoxKRERERERETmWr6gAMw2DAgAHMmzeP8PBwXnzxRZYtW1bVYRXK8uRg5U2uAFgmlicbKzcLy/SDMwzD4aqaAEVERKRcLAtM0ypxq4UVqc4INWXc+dqvX+I1i14XpnNcM8I13hQREREREalyVZ5gOaFDhw7cdtttmKbJ22+/XdXhFMr0ZEPeEhSWBZ5M8HnA74WcTKjfGsvvw9LTryIiIjWS17RK3KRmq87jzpScDPZlHC22zcsX3sbO1EN4/N5KikpEREREREQKU20SLAAXXnghAD/++GMVR1KQ6cnBn3oYT+JGPJuW4z+yF8ubA6Y/TysLM+0Q3tQkvMcOYXpyqixeERERKTsL8PjNEjelWGq+6jrufHLh/zicnVpsmzu+GcfAL19g8PRXSMnJqKTIRERERERE5FTVKsGSm5sLwOHDh6s4koIsnwff+p/w792C/+hBPNvWYmWkYBl5al8bNqzg+isW/uz0KolVRERETpNl4fGZJW6qEVbzVddx59oju0psk+rJAmBH6kG+2Lo01CGJiIiIiIhIEUKyyP3p+vLLLwGIj4+v4kgKMpxuzJSDJ3f4ffhTj+LbuhZMH/a4ptgTOoAjLE+napW/EhERkRJYgL8UJcCUXqn5quu4MyEqjs0p+4o83iA8lqQ8M1yinGFFthUREREREZHQqhYZgCNHjvDII48wb948DMOgT58+VR1SAf4da8GfZ7FRhxPf4f3g8+DPziU3cStZS2bh3bgCDBuG3YkjMrbqAhYREZHTUqoZLFJjVedxp2mZHM1KK7ZNUnYqrWIbEuuOZFDrntzQ/qJKik5EREREREROFZIZLOecc06p2vl8PtLS0ti3bx9mnkXhH3744VCEdVrMnEzSZ76HmXIAR0QYhi2Qk7I3aIH/yF78Xh/+nFwMmw3DZsO74RfCOp6HvW6jKo5cREREysqyKFUCRRXCqo/aMu78Zf9mHl0wIVj+qzh70o7w/U1/pWFEndAHJiIiIiIiIkUKSYJlzZo1GIZR6vZWnm8pnnnmmeCio9VB8uSxWNmZAPhzPITXrwuAvXEbrOh4sn+cG2xrczuxOxxkfzeJ8CtGYo9vWiUxi4iIyOmxKGWCJfShSCnVhnFnYuohRnwzrsD+KGcYV7XowRfbfs6332f5uf7rvzJ7yHPEhcdUUpQiIiIiIiJyqpCtwWKV4tFOwzBwu900aNCAXr16cdddd3HVVVeFKqQy86ceDSZXACy/iWVZGIaB4QrD8h3L197M9eIIc4Nl4d30C/aLh1ZyxCIiIlI+Fr5SrMGiFEv1UtPHnVM3Li50f5jDRYd6CYUeO5abyfzdv3Fzh+pT4kxERERERORME5IES96yCzVZzpbV+XcYBoZhYKvTEEezjvi9/gJ9fDke7G4nli+3kqIUERGRiqISYTVPTR93mpbJ9tQDBfbbDIOHu19D06i4ojvrgygiIiIiIlKlQjaDpSLt2bOHBQsWAHD77bdXyjU9uzaTtWR28OeMQ6mk7krGHnGIlo8PImvDGlJmT8Xy5OAMd2B3OQEwvV5Mnx93i7MqJU4RERGpWB5/zf7CXsqnssedn21ewpL9G/PtcxoOLmzagfZ1m/LnJR/gtNnxmgUf7OmX0CXk8YmIiIiIiEjRakSCZdWqVdxxxx3YbLZKS7D401NOvvb6SN6wFywLf0YmO994hToJMXD8Rtfj9RAeH4s/14vf58ew2XGnHMJqaZWpJriIiIhULQvwl6JEmOYN1F6VPe7cl5FcYJ/X8rFo73pWJ+0krYhF7+2Gjd+OJNIoql6oQxQREREREZEi2Ko6gLIoTX3tiuJudRa26MCC9ha2fCUYvCkppO1OIutoOpZl4cvKJX13EtlH0/CmZ5GxN4nslQvx79lY1OlFRESkOrLA4/OXuCnDUvtV1rjzuja9iHaFA+A07PmOFZVcAfBbJv9v0URScjJCGp+IiIiIiIgUrUbMYKkKtsho6g4fhffALhx165O0cgS+LC8Aht0IzFbJ9eL3ePGm5+D3mtgctuPrr5ik702mTmY4CY92xLDVqDyWiIjIGcvCKt0aLMqwSAVpV7cJs4Y8x8aje5ifuIZp25aWuq/X9LNk33qubdM7hBGKiIiIiIhIUfTNfzFsYZG4W3XGtBxYPj82p4HhAL/HjyfDg9/jx5vpxZPpDbzO8pJ7LAtvZi6e1GyOLFzMwY8nVvXbEBERkVKyLMj1mSVuWltcKlLDiDpc0qwrvx1JLHPfp398n0OZxyo8JhERERERESmZEiylYHpzg2Ui/B4Ty29hmRa+HB84w/K1taxASQnTDDz9mv7rkkqPV0RERE6f37RK3ERCIdzhLHS/45TSYXmZlsW0LT+FKiQREREREREphhIspZC9+XewCCZW8qp/7RA4ZSF7ywLLBNNvEt64fmWGKiIiIuVgAR6fWeKmFIuEwtHs9EL392jQuth+8eExoQhHRERERERESqA1WEoheeEPWKaFZYJhM7D8ga9Vwps1w562h4gm8WTvP1ygXIjhdNLg1nurIGIRERE5LRb4SrEGizIsUtFMy2R/ZnKB/Q7DRrYvlzC7kxy/t8DxFtH1GdLugsoIUURERERERE6hBEspuBo3A1YAYLPZMDHBgog6dlJXrcKXlo5hGMEyYidE9+iFu0W7KohYREREToeFhd+vRe6l8tkMG+EON1m+3Hz7HTY7647uLrLfwz0G4bJrSC8iIiIiIlIVVCKsFBoNu52os7oCgfVVDAsMIGX9LrKPZGCz2zDs+cuEGS4Xze97oAqiFRERkfIIzFotfhMJhbcuvRf3KcmSwmatnNAmthHXtukV6rBERERERESkCEqwlIIjKor2r7xJp3/8i9hu3Y4vYh/YPFkeLMvCHuYIZF2OszweLK+v6oIWERGRsrPA77NK3DSBRULh4qadWX3bP7mtc3/CbIUveJ/XqbNdREREREREpHIpwVIGEW070Pq5l8GR54bXAr/XxDAMbI6Tv87wVq1xNWxUBVGKiIhIefj9ZombSKjYDBvP9r6JtnUbl9i2f7NulRCRiIiIiIiIFEUFm8vIMH2E1Ysi+1DKyZ3Hv2dxhDmwXBbOqDA6vPYPbA79ekVERGoSCzBLsci9JrBIqBkYxR5vGFGHMeffVEnRiIiIiIiISGHOyAxAUlISfr+fhISEMve1vLmYOdmYHh+WBYbB8f8JfNViGAY2lwvb950qNuhqrlGjRqxYsaKqwxARESkfC0yrFOkTZViklE5n3Om3TI5kpxXb5oDDTfNRH5Y3vGpJ40oREREREakpzsgEi9NZck3rIhm240kUB5ZpBp8utCwLwzAw3GHYwsIrKFIRERGpXFapZrAowyKldTrjTptR/OyVKGcYkc6w0w1JREREREREKsgZmWDJzMw87b6WZZK56Gs8Ozfg8/jwHD6MYfpw1YnC1aQVMUMfwLDZKzBaERERqUxaY0Uq0umOO79JXMWbK6eT4/NwLDeTXL8XgLPrt+Sjq/8fTo03RUREREREqtwZmWApD8OwEXXJULhkaHCfJ3EjlicHV+suSq6IiIjUZBZYmsAi1cBVLc/hqpbnBH9etGcdaZ4sLm/RXckVERERERGRaqJaJliWLVvG+eefX9VhlJqr5Zm13oqIiEhtZQF+LXJ/Rqkp485+zbpUdQgiIiIiIiJyClt5Oj/00EPk5uZWVCz4/X7GjBlD37598+2Pj4+nb9++BfaLiIiIVDS/3yxxk8qncaeIiIiIiIhUN4ZlWaf9EKbNZqNLly588skndO7cuVyBbN68meHDh7Nq1SogcNMrIiIiUlkSEhI4dCyH1iP/V2LbHZPupmGdMPbu3VsJkQlo3CkiIiIiIiLVT7lmsACsX7+enj178p///Oe0z/HWW29xzjnnsGrVKsqR7xEREREpFwsL0yx5s1QkrEpo3CkiIiIiIiLVSbkSLHfccQeWZZGdnc3DDz/M4MGDSU5OLnX//fv3c+WVV/LEE0+QnZ2NZVlERETw9ttvlycsERERkdNm+s0SN6l8GneKiIiIiIhIdVOuBMvEiRP5+OOPiY6OxrIsZs6cSbdu3ViwYEGJfadOnUrXrl35/vvvg08PXnDBBaxZs4YHH3ywPGGJiIiInB4L/D5fiZsmsFQ+jTtFRERERESkuil3ibBbbrmFVatWce6552JZFvv37+eKK67gz3/+c6H1rFNTU7n11lsZPnw4x44dw7IsXC4XY8eO5ccff6Rt27blDUlERETkNFmYPk+JmzIsVUPjThEREREREalOyp1gAWjTpg1Lly7l8ccfxzAMTNPk1Vdf5aKLLmLnzp3BdvPnz6dLly58+umnWJaFZVl0796dFStW8PTTT2OzVUg4IiIiIqfN8vtL3KTqaNwpIiIiIiIi1YVhVfDqnnPmzGHkyJEcPnwYgOjoaMaNG8fq1asZP3588AbXbrczevRonn/+eRwOR0WGICIiIlJmCQkJHEjOpNH1r5bY9uD0p2lcL5K9e/dWQmRSFI07RUREREREpCpVeIIF4NChQ4wcOZJ58+YFLmIYAMGa1506dWLy5Mn07Nmzoi8tIiIiclpOJFgaXPNSiW2TZv9FCZZqQuNOERERERERqSohqY3QsGFD5syZw5AhQ4L7LMvCMAxuvvlm1qxZo5tcERERqX4sC7/PU+JGxT+fIqdJ404RERERERGpKiFJsOzcuZP+/fvz9ddfYxgGeSfJfPHFF4wePZqcnJxQXFpERESkXCzTX+Im1YfGnSIiIiIiIlJVKjzBMn78eLp168bixYuDda/vvvtu7r33XizLwu/3M27cOHr06MHKlSsr+vIiIiIip82yLEyvp8QtBBVW5TRo3CkiIiIiIiJVqcISLPv27ePKK6/kkUceISsrC8uyaNiwITNnzmTChAm88847fPHFF9StWxfLsti8eTMXXnghL730EqZpVlQYIiIiIuVgYfo8JW6gBEtV0rhTREREREREqoMKSbB88MEHdOnShe+//z749ODQoUNZt24d11xzTbDdkCFD+O2337jkkksA8Hq9vPDCC1x88cVs37493zlfeOEFDMPAMAzq16/PoUOHSh3PnXfeGez7wAMPVMRblBB66qmnMAyDxx9/vKpDERERUYmwai4U484TNP48c2j8KSIiIiIiFaFcCZbDhw8zZMgQRo4cSVpaGpZlERsbywcffMC0adOIi4sr0Kdp06Z8//33vPzyyzidTgCWLVtG9+7dmTBhQrDdmDFjOO+88wA4cuQI9957b6limjp1KpMmTQKgc+fOvPnmm+V5ixJiCxcu1P9HIiJSfVgWps9b4qZF7itfKMedJ2j8eWbQ+FNERERERCpKuRIsZ511FjNmzAg+PXjppZfy+++/M3z48GL7GYbBM888w5IlS2jVqhUAmZmZPPDAA1x77bUkJSXhcDj48MMPCQ8PB2DGjBlMnjy52PNu376d++67D4CwsDA++eSTYH+pflatWsXQoUPx+/UksIiIVB9+n6fETSpfKMedJ2j8Wftp/CkiIiIiIhWpXAmWI0eOABAeHs64ceOYP38+CQkJpe7fs2dPfvvtN2677bbgvtmzZ9O1a1cAOnbsyNixY4PHHnvsMfbs2VPouTweD8OGDSM9PR2A119/PXgeqX6++uor+vfvT0pKSlWHIiIiEqRF7quvUI87T9D4s/bS+FNERERERCpauddgOe+881i1ahWPPvroafWPjIzk/fffZ8qUKcTExAAnb6ABHn30US699FIA0tLSGDlyZKFfaowePZoVK1YAMGjQIB5++OHTikdCKyMjgyeeeIKhQ4eSlpZW1eGIiIgUoDVYqq9QjztP0PizdtH4U0REREREQqVcCZbnn3+epUuX0qFDh3IHMmzYMFavXs0FF1yQb79hGEyePJnY2FgAvv/+e/7973/nazNnzhzGjRsHQOPGjYM1sKV6+eSTT2jXrl3w/6uoqChGjRpVtUGJiIjk5c0i97cPS9zwZlV1pGecyhh3nqDxZ+2h8aeIiIiIiIRSuRMsdru9omKhZcuW/Pjjjzz33HP59jdr1oy33347+PPTTz/N9u3bATh48CB33HEHlmVhGAYffPAB8fHxFRbTqQzDwDAMunfvXmy7wYMHB9smJibmO3bHHXdgGEawrMXhw4cZM2YMnTp1IjIykgYNGtC/f3+mTZuWr98PP/zA4MGDady4MW63m1atWvHQQw9x4MCBYmPJysrinXfeYciQIbRs2ZLo6GjcbjeNGjWif//+vPbaa0U+zTd58uTg+1izZg25ubmMHTuWrl27EhkZSXR0NOeffz5vvfUWubm5xcbxzjvvcPDgQQAuvPBCVq5cyaBBg4rtIyIiUlkaNWpE06ZNaNqgbslb0yY0atSoqkM+o1TWuPMEjT8DNP4UEREREREphlWDDB061AIswOrbt69lmqY1cODA4L6nnnoq5DGcuNbZZ59dbLvrr78+2Hbnzp35jo0YMcICrKZNm1q//PKL1ahRo2DbU7fnnnvOsizLGj16dJFtmjRpYu3evbvQOH744QerQYMGRfY9sTVu3Nhau3Ztgf6TJk0Ktlm0aJHVs2fPIs/RvXt36+DBg0X+Tvr162c1a9bMmjx5suX3+y3LsqwFCxYE+z/22GPF/k5FREREKpvGnxp/ioiIiIiIFMVxOkmZqvLuu+/y008/cejQIRYvXswNN9zA3LlzgUBN7r/+9a9VHGHZpKenM2jQIA4fPsyVV17J0KFDcTqdzJ49my+//BKAl19+mcOHD/Of//yHRo0acf/999OxY0d2797NW2+9xd69e9m/fz+jRo3is88+y3f+TZs2MXDgQHJzc7HZbNx4443079+f+Ph4MjIyWLlyJR9++CHHjh3jwIED3H777axevbrIeO+77z42bdpEXFwcDzzwAF26dCExMZF3332XnTt3smbNGvr168eaNWsICwsr0P+VV16hZ8+eOJ3Oiv1FioiIiISIxp8af4qIiIiIiBSpqjM8ZTVz5swCT65FRUVZW7durZTrn7hmRTxBeGJ74403CvS/5ZZb8rU566yzrMOHD+drs3fvXis6OtoCLJfLZeXk5OQ7fsMNNwT7T506tdA4ExMTrdjY2GC7devW5Tue9wlCwOrQoYO1b9++fG0yMjKs/v37B9u89NJLxf5u8tIThCIiIlLdafx5ksafIiIiIiIiJ5VrDZaqMGjQIO6+++58+8aNG0fbtm2rKKLy6d27d6ELbd577735fh4/fnyB2t5NmzZl4MCBAHg8HrZs2RI8lpWVxezZswG44IILGDZsWKHXb9GiBbfeemvw582bNxcZq8PhYNq0aTRp0iTf/sjISKZOnUpMTAwAb775Jn6/v8jziIiIiNQkGn+epPGniIiIiIjISTUuwQJgs+UPu7iyAtVdUTeerVq1Cr6uV68effv2LbRd8+bNg6+PHTsWfB0REUFiYiI//fQT7777brEx5L1WVlZWke2uvfZaunTpUuixhg0bBt9LSkoKP//8c7HXFBEREalJNP48SeNPERERERGRgBqXYPnqq6+YMGFCvn3jx4/n22+/raKIyqdTp06F7o+NjQ2+btOmTZH9IyIigq9PfWqvYcOGXHjhhXTt2rVAv5ycHFatWsW///3vfLWzi3vy76qrriryGJDvJnzZsmXFthURERGpKTT+zE/jTxERERERkYAatcj9vn37guUZ7HY7N9xwA5999hmWZTFy5EjWrVtH3bp1qzjKsqlXr16JbfLexJ7KMIwS+yclJTF9+nRWrVrF1q1b2b59O7t378Y0zQJtLcsq8jzt27cv9jp5n2Y8dOhQiXGJiIiIVHcafxak8aeIiIiIiEhAjUmwmKbJbbfdRnJyMgAPP/wwr776Kr///jsbN25k//79PPDAA3zyySdVHGnZOJ3OkJ3b7/czZswY3nzzTTweT6HXvuCCCwgPD+ebb74p8XwnalwXJe+NeFpaWtkDFhEREalGNP4sO40/RURERETkTFJjSoS9+uqrLFiwAIB27drxyiuv4Ha7mTx5Mna7HYBPP/2Ujz/+uCrDDMrJyanqELjzzjv529/+hsfjweFwcMkll/D//t//Y/LkySxfvpz09HQWLVrEFVdcUarzlfSeMjIygq9PXRBVREREpKbR+LPsNP4UEREREZEzSY2YwfLrr7/y/PPPA+BwOPjoo4+CT6v16tWL0aNH8/LLLwOBJwv79etHQkJCSGIxDAPLsvD5fMW2S01NDcn1S2vp0qV88MEHALRu3Zpvv/22yFraeRcnLc6ePXuKPb5jx47g6yZNmpQuUBEREZFqSOPPstP4U0REREREzjTVfgZLRkYGt9xyC16vF4Bnn32WXr165Wvz/PPP0717dyBws3bHHXcUW8u5PNxuN1B8CQLTNNm4cWNIrl9as2bNCr5+7rnnil2odM2aNcHXxf3efvrpp2KvuXjx4uDr/v37lyJKERERkepH48/To/GniIiIiIicaap9guWhhx5i+/btQOBpwTFjxhRo43Q6+eCDD3C5XAB8//33/POf/wxJPA0aNAACC54mJSUV2ubbb7+t8icIjx49GnwdFRVVZLt169bx7bffBn8+8UVCYaZMmRKsQX6qffv2MW3aNCCwGGnnzp3LGrKIiIhItaDx5+nR+FNERERERM401TrB8sknnwTLDERERPDhhx/icBRe1axr1668+OKLwZ+feeaZkDzFd+LpRdM0813vhM2bN3P//fdX+HXLqlWrVsHXEyZMKPTJwLVr1zJ48OB8C5AWV+c6OTmZ4cOHF2iTlpbGzTffHKyBfaKchoiIiEhNo/Hn6dP4U0REREREzjTVdg2WxMTEfDeKb7zxBu3bty+2z5/+9CdmzJjBzz//TE5ODsOHD2fZsmU4nc4Ki+uuu+4KPik3fvx4duzYwdChQ3G73fz888988MEHZGVl0atXL5YvX15h1y2rW265hRdeeIHc3Fy+/fZbzjvvPIYPH06TJk1ISkpiwYIFzJw5s0At7+KefDQMg7lz59K1a1fuvfdeWrRowdatW3nnnXfYu3cvANdccw233nprSN+biIiISCho/Fk+Gn+KiIiIiMiZplomWPx+P3/84x+DN1sDBw7kgQceKLGf3W7n/fffp3v37mRlZbFq1SpeeOGF4AKkFWHAgAE888wzjB07FoB58+Yxb9684HHDMHj++edJSEio0hvcFi1aMGHCBO666y58Ph+rVq1i1apVBdq1bduWf/zjH1x77bVA4KnCojz++ONMnz6dbdu28dRTTxU4fuuttzJp0qSKexMiIiIilUTjz/LT+FNERERERM401bJE2EsvvcTSpUsBiIuLY+LEiaXu265dO1577bXgz6+++mrwXBXllVde4ccff+Tmm2+mSZMmuFwumjZtys0338yPP/7ICy+8UKHXO1233347y5cvZ/jw4TRv3hyXy0VYWBgJCQkMHDiQ//3vf6xdu5ZBgwbRpUsXAObOnUtKSkqh52vevDlr1qzh2WefpV27drhcLuLi4hg0aBAzZ87k448/DtYhFxEREalJNP6sGBp/ioiIiIjImcSwCiuOLHLc5MmTGTlyJAD/+Mc/ePzxx6s2IBERERGp1TT+FBERERGRmqJazmARERERERERERERERGpzpRgERERERERERERERERKaNquch9RVqyZAlHjhwp93nOOeccmjdvXgERiYiIiEhtpvGniIiIiIjImaHWJ1jGjBnDokWLyn2eSZMmcccdd5Q/IBERERGp1TT+FBEREREROTOoRJiIiIiIiIiIiIiIiEgZGZZlWVUdhIiIiIiIiIiIiIiISE2iGSwiIiIiIiIiIiIiIiJlpASLiIiIiIiIiIiIiIhIGSnBIiIiIiIiIiIiIiIiUkZKsIiIiIiIiIiIiIiIiJSREiwiIiIiIiIiIiIiIiJlpASLiIiIiIiIiIiIiIhIGSnBIiIiIiIiIiIiIiIiUkZKsIiIiIiIiIiIiIiIiJSREiwiIiIiIiIiIiIiIiJlpASLiIiIiIiIiIiIiIhIGSnBIiIiIiIiIiIiIiIiUkZKsIiIiIiIiIiIiIiIiJSREiwiIiIiIiIiIiIiIiJlpASLiIiIiIiIiIiIiIhIGSnBIiIiIiIiIiIiIiIiUkb/HzwyHUjFpT0QAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 292, "width": 812 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(adata,\n", " basis='X_umap',\n", " color=['mellon_log_density_lowd','celltype'],\n", " frameon='small',\n", " cmap='RdBu_r')" ] }, { "cell_type": "markdown", "id": "147e08bc-24db-4c9a-b95b-e5191f10780c", "metadata": {}, "source": [ "## Fate Gene of B lineages\n", "\n", "We selected **PreB** as the object of study and first used `leiden` clustering to obtain the differentiation categories of potential **PreB**" ] }, { "cell_type": "code", "execution_count": 68, "id": "53b375aa-42ca-4c0c-a005-891e0829224a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "running Leiden clustering\n", " finished: found 24 clusters and added\n", " 'leiden', the cluster labels (adata.obs, categorical) (0:00:00)\n" ] } ], "source": [ "#ov.pp.neighbors(adata,use_rep='X_pca',\n", "# n_neighbors=15,n_pcs=30)\n", "ov.pp.leiden(adata,resolution=2)" ] }, { "cell_type": "code", "execution_count": 69, "id": "cab85d68-02e9-4c2d-907c-09a66f566c40", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/home/zehuazeng/software/rsc/lib/python3.10/site-packages/omicverse/utils/_scatterplot.py:430: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 278, "width": 382 } }, "output_type": "display_data" } ], "source": [ "ov.pl.embedding(adata,\n", " basis=\"X_umap\",\n", " color=['leiden'],title='',#size=15,\n", " show=False, #legend_loc=None, add_outline=False, \n", " frameon='small',\n", " legend_fontoutline=2,#ax=ax\n", " )" ] }, { "cell_type": "markdown", "id": "1b63026f-36a4-4e72-83c7-af35766f2476", "metadata": {}, "source": [ "## Local variability or local change in expression\n", "\n", "Local variability provides a measure of gene expression change for each cell-state. This is determined by comparison of a gene in a cell to its neighbor cell-states and can be computed using `palantir.utils.run_local_variability`" ] }, { "cell_type": "code", "execution_count": 73, "id": "03fdfa95-7ada-4900-9352-50cc632f76b3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run low_density first\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 8627/8627 [00:08<00:00, 1017.48it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Calculating lineage score\n", "The lineage score stored in adata.var['change_scores_lineage']\n" ] } ], "source": [ "cfg_obj.lineage_score(cluster_key='leiden',lineage=['20','17'],\n", " expression_key='MAGIC_imputed_data')\n", "#palantir,mellon" ] }, { "cell_type": "code", "execution_count": 74, "id": "68f0fad0-2f94-4fd4-b83c-9aa7d9258297", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EBF1 0.001614\n", "DIAPH3 0.001494\n", "MIR924HG 0.001401\n", "AL589693.1 0.001341\n", "ATP8B4 0.001338\n", " ... \n", "AP001528.1 0.000000\n", "AC110741.1 0.000000\n", "KCNE1B 0.000000\n", "CXCL1 0.000000\n", "AC104809.2 0.000000\n", "Name: change_scores_lineage, Length: 17226, dtype: float64" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scores = adata.var[\"change_scores_lineage\"]\n", "scores.sort_values(ascending=False)" ] }, { "cell_type": "markdown", "id": "3c063253-77ee-49fe-a629-296412188d65", "metadata": {}, "source": [ "## Fate Genes of B linages\n", "\n", "We take the intersection of temporally related genes with locally variant genes to obtain the genes that drive PreB differentiation." ] }, { "cell_type": "code", "execution_count": 76, "id": "d9b562bf-c9fe-4b93-bcd4-9afa1f997843", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EBF1 0.001614\n", "ATP8B4 0.001338\n", "ERG 0.001142\n", "LRMDA 0.000985\n", "SLC8A1 0.000791\n", "NKAIN2 0.000781\n", "PAX5 0.000736\n", "RNF220 0.000677\n", "PLXDC2 0.000672\n", "CASC15 0.000640\n", "SEL1L3 0.000539\n", "SETBP1 0.000530\n", "EZH2 0.000516\n", "BLNK 0.000439\n", "MSRB3 0.000429\n", "NIBAN3 0.000416\n", "NUSAP1 0.000415\n", "FRY 0.000393\n", "AFF3 0.000378\n", "MEIS1 0.000369\n", "Name: change_scores_lineage, dtype: float64" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "preb_genes=scores.loc[cfg_obj.filter_coef.index].sort_values(ascending=False)[:20]\n", "preb_genes" ] }, { "cell_type": "code", "execution_count": 78, "id": "e5358e68-cc76-471b-be88-aedce97a6737", "metadata": {}, "outputs": [], "source": [ "del adata.raw" ] }, { "cell_type": "code", "execution_count": 80, "id": "0a95ddad-8f22-4689-b9ee-8c4c06178163", "metadata": {}, "outputs": [ { "data": { "image/png": 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g/fffZ8eOHWzdupW4uDgWLVrEm2+++U8PTQghhBBC/AsFBASwfv166tSpQ2JiIhs2bOD1119n1qxZ+bZXq9VUqFCBs2fPYjKZuHDhAjVq1Ciw/9v74N0tKSnpcQxfCCGEEOKpUbt27Yd+oXDlypVkZGQA1j2PP/zww0Jdt3DhQr788ks0Gs09233++eccOHDANs7Fixfj6OjIggULMJlMDBo0iFOnTtnKST8KPz8/vL29iY+PJyoq6pH7E0KI+5E9jIUQ/1n9+vWzfd63b98/OBIhhBBCCPFvV6pUKWbOnGk7nj17Nr///nuB7XNntmzZsuWJjk0IIYQQQjy63OWoH0RsbGy+W+Tltm/fPr788kvAmu28cOFCVCoV3333HYGBgQBcuXKFt99++6HGkJ/7BbCFEOJxkoCxEOI/KyAgwPY5JSXlHxyJEEIIIYT4L+jTpw/PPvus7XjEiBHEx8fn2zb33spz5szBZDI98fEJIYQQQoiHExYWxt69ewEoV64cFovlvn9NmjTJdv2cOXMK7DspKYkBAwbY5oMTJ06katWqALi7uzN//nwUCgUAc+fOZf369fn2s2nTJiZPnszo0aO5du3aPZ8nKyvLNk/NvQYqhBBPigSMhRD/WdHR0bbP/v7+/+BIhBBCCCHEf8UPP/yAk5MTALdu3eKjjz7Kt13Dhg1p0qQJAKGhoXz//fd/2xiFEEIIIcSDWbRoERaLBbCvSngvAwYMQKm0hki2b99OWFhYvu1effVVIiIiAGjVqlWeLOJ27doxYsQI2/HQoUO5detWnn7WrFnD+++/z7fffnvfCja7du0iOzsboFD7IgshxKOSgLEQ4j9r1apVts9Nmzb9B0cihBBCCCH+K0qUKMEHH3xgO549ezanTp3Kt+306dNRq9UAjB07lj/++KPQ9wkPD2fatGmPMFIhhBBCCFEYFouFRYsW2Y4LGzAODAykTZs2tj7mzp2bp82CBQtYvnw5YM0mXrhwoS2bOLevv/6asmXLAhATE8Mrr7ySp027du1sn3/++WdbgPtuZrPZVv4aYNCgQYV6HiGEeBQSMBZC/CfNnj3bVt7F3d2d559//h8ekRBCCCGE+K8YPXo0pUqVAqwLciNHjsy3Xa1atfjpp58AMBqN9OrVi7fffpuoqKgC+05JSeHzzz+nWrVqnD592va9q6vrY3wCIYQQQghx2549e7h69SoANWvWpGLFioW+9qWXXrJ9XrBgAUaj0XYcGhrKqFGjbMc//fQTxYsXz7cfZ2dnFi5caMtY/uOPP1iwYIFdm65du9rmoMeOHWPs2LF5gsZGo5ERI0awb98+ANq0aWMLagshxJOk/qcHIIT477t48eIDZVvc1r59e1s5wNwK6stgMHDjxg3+/PNPdu/ebft+ypQpeHp6PvD9hRBCCCHEP+txzyMLy8HBgW+++YaePXsCsG/fPpYsWcILL7yQp+0rr7yCRqNhxIgR6PV6pk2bxg8//EDbtm1p3LgxJUqUQKvVcv36dQ4ePMimTZvQ6/W26318fPj+++/p37//Q49XCCGEEEIUbOHChbbPhc0uvq1Hjx64ubmRkpJCdHQ069ato0ePHmRnZ9O/f3/S0tIA6N27d75zxdwaN27Mu+++y9dffw3Am2++SatWrQgKCgJAp9Mxb948OnbsiMFgYMqUKezdu5cXXngBf39/wsLCWLhwIRcuXACslXHuDjoLIcSTIgFjIcQjW758ua00y4O4evWqbcKUW48ePQp1vaOjI5MmTWLYsGEPfG8hhBBCCPHPe9zzyAfRo0cP2rRpw/bt2wF47733ePbZZ3FxccnTdvDgwbYFwA0bNmA2m9myZcs9957z8/NjxIgRjBw5Em9v70caqxBCCCGEyF9GRoZt2zqFQkHfvn0f6HpHR0d69+5tK0c9e/ZsevTowUcffcSxY8cACAgIYObMmYXq7/PPP+evv/4iODiY1NRUBg0axK5du2yZx61atWLNmjUMHDiQhIQEDh06xKFDh/L0U6tWLVauXFlgRrMQQjxuUpJaCPGfoFAocHZ2pkSJEnTo0IHJkycTGhrKm2+++U8PTQghhBBC/Ed9//33tj2Ko6KimDBhQoFtK1SowLp167h06RITJ06kQ4cOFC9eHEdHR7RaLQEBAdStW5dRo0bx559/EhkZyaeffirBYiGEEEKIJ2j16tWkpqYC2Kq/PKgXX3zR9nnLli0sXLiQqVOnAtY1yQULFuDl5VWovnQ6HYsWLUKj0QCwd+9epkyZYtfmmWeeISQkhC+++IKGDRvi4eGBRqMhICCAjh07smDBAo4ePUqZMmUe+FmEEOJhKSwF7awuhBBCCCGEEEIIIYQQQgghhBDi/5pkGAshhBBCCCGEEEIIIYQQQgghxFNKAsZCCCGEEEIIIYQQQgghhBBCCPGUkoCxEEIIIYQQQgghhBBCCCGEEEI8pSRgLIQQQgghhBBCCCGEEEIIIYQQTykJGAshhBBCCCGEEEIIIYQQQgghxFNKAsZCCCGEEEIIIYQQQgghhBBCCPGUkoCxEEIIIYQQQgghhBBCCCGEEEI8pSRgLIQQQgghhBBCCCGEEEIIIYQQTykJGAshhBBCCCGEEEIIIYQQQgghxFNKAsZCCCGEEEIIIYQQQgghhBBCCPGUkoCxEEIIIYQQQgghhBBCCCGEEEI8pSRgLIQQQgghhBBCCCGEEEIIIYQQTykJGAshhBBCCCGEEEIIIYQQQgghxFNKAsZCCCGEEEIIIYQQQgghhBBCCPGUkoCxEEIIIYQQQgghhBBCCCGEEEI8pSRgLIQQQgghhBBCCCGEEEIIIYQQTykJGAshhBBCCCGEEEIIIYQQQgghxFNKAsZCCCGEEEIIIYQQQgghhBBCCPGUkoCxEEIIIYQQQgghhBBCCCGEEEI8pSRgLIQQQgghhBBCCCGEEEIIIYQQTykJGAshhBBCCCGEEEIIIYQQQgghxFNKAsZCCCGEEEIIIYQQQgghhBBCCPGUkoCxEEIIIYQQQgghhBBCCCGEEEI8pSRgLIQQQgghhBBCCCGEEEIIIYQQTykJGAshhBBCCCGEEEIIIYQQQgghxFNKAsZCCCGEEEIIIYQQQgghhBBCCPGUkoCxEEIIIYQQQgghhBBCCCGEEEI8pSRgLIQQQgghhBBCCCGEEEIIIYQQTykJGAshhBBCCCGEEEIIIYQQQgghxFNKAsZCCCGEEEIIIYQQQgghhBBCCPGUkoCxEEIIIYQQQgghhBBCCCGEEEI8pSRgLIQQQgghhBBCCCGEEEIIIYQQTykJGAvxN1n610Gav/glvUf/xI3YRAC2HgzmjS8XMX3pVsxm8z88QiGEEEII8U9bt+skLQdPpPuoaVy5FgvA/pMhvPHlIqYs+IvsbOM/PEIhhBBCCPFP23nkAm1e/orOr31D8OXrAJw4H86oSb8yYdZaMrMM//AIhRBC/Neo/+kBCPH/7vSlSPqNmcHlnAU/gKTUdD59rQdd3/gOs9kCwI2YRNo2qoJSoUCtUlGjQnHcXZ3+qWELIYQQQoi/UWhEDH3H/MTZ0Ou2767HJPLLl8PoMHwqhpxA8ZVrsfTuUB+LBTRqFVXKFsPbw+WfGrYQQgghhPgbXY9JoN+7MzgSHIYl57uLI6exY977tB02mbQMPQDBl6/xau/WGI1mtBo1FUoVwd/b/Z8buBBCiH89hcVisdy/mRAC4NDpy/zy5z6K+nrw3uBncHTQFtj2VkIKgz6Yzc4jFzDf9Y+Zk4OWtwd24Ms562zfOTpo7d7+K1HEm90LP6CYn+fjfxAhhBBCCPHEnL4UyayVO/FwdWLskM73fAkwJS2TwR/N4a+9ZzDdVXFGpVTw5ajneX/aCtt3DjoNWfps27Gflxs75r9P+ZJFHv+DCCGEEEKIJyY0IoYflmzBUafhvSGd8fF0LbBtlj6bYZ/O5/etRzGa8lYpnPpuX96dusx2rFGryDaabMcerk5snjWGWpVKPt6HEEII8X9DAsZC3EfY9VjGTVtJbHwKR89dtWV39O5Qn8VfvcqthBSOBIdRvmRRAGav2snvW48RHZeU7wTutrpVSnH8fDj3+kfw09d68MGwro/3gYQQQgghxGMXFZvI2O9WcCM2kZMXwknPtL4I2LZhFf6aOZrElHQOnr5MyQAf3Jwd+XnFDlZuPsKN2ES7xby7VS4TQEhEDMZ7tHnzhfZMebfvY38mIYQQQgjxeMUnpTH2u+WE34jjdEgkyamZANSuVJJDSz8hLSOLvcdDKOrnQYCvBzOX72D5xkNE3Iy/55yxRFFvbiWm3rMU9YAujZn/xdDH/kxCCCH+P0hJaiHuo8ebP3AhLCrP9/tOhHAhLIqWgyeSmJKBWqXEQaexlX4pSPFAPzIy9UTejGfOp4P56bdtmMwWzoRcy9PWQ0pSCyGEEEL8J7zw/s/sPxma5/t9J0O4Fp1Ak4FfEB2XjEIB7i5OJKVmFKrfy5Gx/DrxFb75ZSNGk4lTl/LOGd1cHR95/EIIIYQQ4sl75bMFrNt1Ms/3Jy5EcD0mgdYvTyb8xi0AfDxciEtKK1S/kTfjWTZlBN8t2kyWIZvTl67h5KilRBFvIqPjycg04O4ic0YhhBAFkwxj8dRKTEln7LfLibgZz6BuTXmhcyP2HLtEakYmbRtWISPLwOR5G/h20aZ8r+/WqhYHT13mVmJqoe6nUCh4Z2Q/6tergtlsZsGi9WzZfth23slBS0autwDVKiVnVn9J2RL+j/agQgghhBDioaVn6nn/uxWERETTs01dhvduxaHT1jlg6waVsVgsTP1lI1MW/JVv1kfLuhW5GnWLiKj4xzKeu0tSKxUK9iz6kPpVSz+W/oUQQgghxIPTG7IZP/13Tl2KpH3jarz7UidOnA/nekwiLepWwM3FkTR9NovXH2Thmt2cOB9ud32NCsUxmcwEX75R6HsqgIIW9suXLMKSqa9T1NeD6FtJPP/WD0wb+wKdmlV/6GcUQgjx/00yjMX/nbDrsSgUCkoV871nu1c//4U1248DsOvoRTbuPc2KzUcAaFa7PNlGE4fOXMlzXREfdwZ3b4avpytrd+Z9I7Agw/q2pX69KgAolUr69+lgFzDOuKtkjNFk5khwWIEB46TUDI6du0pQgI8ElYUQQgghHlDkzXj0BiPlSt57HjXmm2XM/X03ADuPXODQmcss2XAQgBoVSlDEx53N+8/muc7T1ZkhvZpTMagowz6db3dOoYCCXtttXb8SO45cKHA8uYPFAGaLhSNnrhQYME7LyOLwmSsE+HlSqXRAgf0KIYQQQoi8bsQmkpqeRYWgIigUigLbfTFrLdMWbwGs64znr9xg8foDAJQt4c/OhR9hBrq3rUuHptV55pXJhF2LxclBy9BeLWhcsxx9x8yw6/Nec8a2DSqz7fD5AsczqHszivp6AFDE14PhfVpzJDiswIBxlj6bA6dC8fF0pXr54gX2K4QQ4v+XBIzF/w2TyUzLIZM4nBPkHf1iJya99TzpmXp0GjVqtcrW1mKx4OPjyfD+Hdi67xRhkTG2YDHA3hMhBd4nKMCHUS+0Z/MB+4VBtVrFm68+R+UKQZy/FM6Ps1ejN1gX9J5rX48uLWqSmau9Idt+sU+pUGDONQtUKODdKb8x5KO5lC7uy2ev9cBkttCtZS2S0zJp9MLnRN1KQqNWsWTyq6RnGoiKTaRXu7qUDvR74N9PCCGEEOJp0fm1b9h68BwAg7s3Y9Yng8nMMqBWKdFo7P8TaffRi3bHyzbeeeHv9KVIQsK1+d4jsIgnI/u1zXfbEetioyXPAmDLehUZ0af1PQPGCoWCu4tEfTV3Pe9OXUZgES++GNkTiwU6N6sBQMP+n3Hl+i2USgWzPxmCk6OWsGuxdG1ZSwLIQgghhBD30H/sTFZtOQrAs61qseKbN9AbjCgUoNNq7No6qBW8/1J7dh4Lwd3dlRb1K1PUz5Pvf93M5cgY0rMMODloUSqsVQZrVCxJ2LVYivp68Hq/tsTlU8FQkfN/d88Zq5cvzhejerHthYIDxtlGo92x3mBk3urdTJqzDj9vNya99TygoH2jKrg4OdDsxS9t89ap7/alTHE/gkNv0L5JVWpVLPnAv50QQoj/HilJLf5vfD7zDybMXmv3XdcWNVm3+xQuTjqWTh5Bx6bWt+hiUrNIzLBm9KalZ9H7jSlcv3mnTKBSqaCojwc3YhMBUCmVdGpTF4sFduw7jbe7MxmZWSSlZtqCvL17tGZgn/a2Ppav3sHiFdY3C1/r04Ymtcqx59JNWrasi16fzQ8zV3Di5J0FSK1aRbbJhMVivZ/JbM7zjMX8vSgV4ENSagYxSekEBQUQEXkTlcXMzVtJgHV/k6PLP6OYn+ej/qRCCCGEEP935v6+i9cmLLL77rn29Vi15Sg6rZp5nw+ld4f6AExZsIEPf/j9nv2VK+lPaESM7dhBqyEr56VBPy9XlEoFMfEpeRb6PN2c+fiN5wgs6s2aLUdYum4fA7s2pnWDKkyau556tSuSkZHF2q2HMZnuzAvVKiVmsxmzBVRKBSZz/v85V7aEP35erhw4ddn2na+nq207FRcnHYeWfkL5kkXu84sJIYQQQjx91u06Sa+3p9t91/+Zhvy28RBKpZLp4wYwtFdLAIz6LEyGLMCa0JJh0WBRWRNXflmzhw+nreDC+q/xcHW0vfz36YzVzFq+EwAPVydcnR24HpOY58VAFycHPh/1HOVK+PPX3tPM/G0b3VrVomuLmkycu56r12/lO34/Lzd+++Z1KpQKICT8Jn3emc6thLxB6QBfD2pWKsGh02HUrlaayKg4bsYkkJpufR6dVs3uBR9Qu3LQQ/+WQggh/hskw1j839iXT1bwut2nAEjL0NN/7EzqVC7FM23q0aZ5LbQqJQAuzg7Uq17WLmD804eDWLL+gC1g/Mm7A2jZ2Bps7t2tORnJqRTxcmHWb1vZtO8MAD5ebnb39vF2t32esXw7M5ZvB2D+4g0YjaY8E0BDrj3v7g4Wq5RKvv/0ZZrXr0JmloFv5q3jrS4tcXDQodcb+G7aYlvAOC4pjb3HL9G3U8PC/XBCCCGEEE+Rnflk797OHNEbjAz+aA5zVu0kqJgvS3NKTxdkwsheHA0OswsYa7VqjCYTRpOZ2HwW5W774u0+dGhWE4CalYK4HBnNr+sO8Pu24yycNprAoj4A1K1Rng8nL7RdZ8wVPM4vWKzRqDAazVyOjOFyZIzdueS0DNvntAw92w+dk4CxEEIIIUQ+tudT7nnpX4cAa1D47OUbxKVkkJml5+KFKzSvXRYAlUqJ1mJBn3NN7cpBvDWgPf5erra1P4VCQdUygbZ+k1IzSErNID8fv96DPjlrfLWrlCL8+i3W7jx5323yYhNSaDN4Ei5ODqRlZOU5r1ErMZktRN1KwgSsmjkGX293TCYzn3z3G39uvTM//mvvGQkYCyHEU0D5Tw9AiEd18mIETQdOYNcx+3KBzo725QHTMvTsPnYRs4sbmdl3FtrMZgtXIqJtxwqFgoxMPZk5+8NptWpbsBigVtli9G9djTa1SrNs8iu0b2Tdl3j7nhPo9dasZYMhm227j+c73uxsY55g8f00b1CF5vWt93F00PLawI44OOgA0Om0NGtaC4CK5UtQo2oZklMzyM42FtifEEIIIcTT5uLVm7QdOtkWHL7NzdnB7jjbaGL3sUss/HMf2ble6MuPTqsmLikNyHnB7+OXOfj7V+xeNoFalUvd89qgu7YQKZVzXK5UgC1YDNC8YdV7P1guY17pztE/p7B35UQa1a6Q5/zdz5OclklmlqHQ/QshhBBC/L+LiIqjy+vf8vOKHXbfe7g62T53b1OHD1/tjtliQafTotHZr0EaTHfW/fafCMHP2y1PAPrqjfwzg+9297ZzZUr4F+q62/ILFr/fvxnxf44jevV7dG9aifZNa+Dr7Y4CazWbz9/uR41KQXZ9pKZn5ulHCCHE/xcJGIt/pQyDkZjkDGKSM8gqIPB5LTqBrQeD6fzatxwJDrM7V8zPE19Pt3yvU6tVRKVmkZiZTZrByPzVuzhzMcJ2vnSgL6OnLuP4+XCcHLT4ebhwKz7Zdt7dQZWz75x13+HbJQsvhUYy6v0f+ObHZbz5/g8En7cf06Mw35VxnLssIUB8YgpvDu/FlM9fY8JHw4jJVtJpxDcSNBZCCCHE/7V1u05SqsNoSrR7m982Hsq3zc1bSew8coFuI79jz/FL5H5tz9XZgZLFfAt9P093F1ydHQEoE+jLmG+Ws/9kKDqtmiHPtaJtE+tLhh5uzrz/as979vXXrhO2z0kp6ezPefkxKiaBLP2dIG7E9dhCja16pSAG9myJUqnEzcWRT9/qm6eNxWINct/28Y+raTF4IhmZ+jxthRBCCCH+X+w+dpEKXd6jWOs3mbViZ75tbiWksPPIBXqP/pEtB4Ix56rkolQqqFK2mO24fFBRu2v1qJi2dAc7jl7ig5/+pOfbPzF/9W7G/7CS5X8d5IPvV9Fn9I/MWbmTpJR05q7axfQlWws19nU778wZMzL1bDt49kEePY/ygd6MH9QSlUqJs4OWn9/pats/WZHzP7VKxZej+9uu+XbRJur3+4zElPRHurcQQoh/NylJLf51TGYLyRl3Fq2S0vX4u98J0oK1lGD3N78vMCPCQafhyrX8F9eWrdzCqNf6EGWBc+fDmPHLetu5Fzo3YmWurJOMLAPPtqrF+xPmMfLlZ9FpNbiWD8DTwdXW5kJYlO1zpaAivP9yZ0xmM9MWbuRmXDI3o+NJTsvAYrFgyL53lsptnm7OdpOwvUfPs3XvKdo1q0laRhZb952hfMXSqLRaTgRfZuOmAyydM97WvkHdyiz8bRN7ToTQpkHlQt1TCCGEEOK/JEufzcBxs8jImQ8O/Xge7RpWwcfzzjzt2LmrdHx1Kilp+WdEeLk7czbkWqHu9/pLXRjQszVGk4nLIeGMm7LYdk5vMNKiXkW79mr1vd/NnbFkC6Hh0RQr4sXuw+dIz9Kj1ahJSU3nvS/nM7Bna9Izs5g+f22BfRTxcSc6zvpiY+/OTezO6bSafK/RG+xfKDx1MZJ1u0/Rp2ODe45XCCGEEOK/qt+YGbaqMKO+WkzbRlUoU/xO5u7FqzdpPWSSrc3dini7s/9kqO1428FgRvRri0Zt3ae4crkS7D0RyrOjZ9naHDp9meZ1KtjamM0Wxk//nTMh11i5+Uihx77wj71E3oynUc1yXI6IJjPTgE6jRqGALEPhEkUC/T25HmPdds9RZz9HdNCq2bznJF1a16FlgzuVbVQq+7nslWuxLNt4iBF92hR67EIIIf5bFJYHrY0rxGNyJuQar01YSFJqBmOHdGZgV+siV3JaBhlG+78t/d2cUCrvBIy/XbGb8uVLEh2TwBffLeVmTIJde7VKabe/291cXZxwdXPm5s24POWhK5YqysWrN/O9TqGA+tXL8PGr3Qkq6sXm/Wd579sVGE1m3F2dOLj8cxxyytCYzBYiUwyEht3gy++WEHMrEUMhMn49XBzp2qo2v67bj0qlpEPr+ri5OrNz7wmyDdk826kJA55va2v/3mezORl8hd/mfoyTk7WkoslkYsgbk1FazCyZPIJW9Svd975CCCGEEP9GlyNjGP7ZAm7GJfN63za83s86D4qOS6JEu3fs2l5c95Vd2b56fT/l9KXIAvu+35zxtsCiPqyc9YHt2Gg08c7HMzgafNX2nVajZvbEEdSrXpbMLAOzl2xi9orthX7OB+Wg0/ByzxbMWLYdfx8P1v/yMWqltQKOxWJh4k+rWL5+f6H6cnF2YOGEV+jSoobdS5pCCCGEEP8VFkMW5vDTWAwZKL0DURYtB4DJaOLXRct4rnE5Lt9Mou/XG1k8dRR1q9zZPqTdsMnsPnapwL5VSgUms/364cBnm/LZqOcxW8BkgfRMPbW7vZfn2rqVgzh2PrzAvquXL86Zu15g7N62Lh2aVick/CY/LdnCkimv07R2eQDiElPpOOxrbsQm3vc3Aet8992XOvH1gr9sWdMLxvagd6uqmM0WPp6/ne9WHUSrUTN/8uvUqlKabKOJD6cuYcNO++32HHQa5nwymOfa188TUBZCCPHfJxnG4h/Td8wMLkfGAPDKZwtoUL0M5UsWYdqvWyhRzI+OzWsAcOZiBB0a3smSTcgw0LC+9Y03Lw9XRr/ai3c/m2PX9/0WulLTMkhNy8j33PXovBOu7h0a8uLzbUhJy2DC98vpPOKbPG08XJ1swWKwTiaVCmhQpSSbFnxEYnIaI8bP4uw9Fi0BktIy+XWddXHvzVefo1Wz2gB06dSYj76cR6XyJezaV6kYxPEzoXz9w1JeH9YTrUbNL0s3kZCYAkCH4VMY/nwrpn8w8J73FUIIIYT4Nxr80VwOn70CwNtfL6V+tdLUq1rarioMQPEiXpTKVV764KnLeYLFCoW1LPNtj/Lu7NXr9vvOGbKNDBn7IyUCfElMTiM5Nf+55qMqXyqArz94CT9vD37feACLxcLtqa/RDAosmExm/tha+MyVtPQser39A8+3r8/ir4ZL0FgIIYQQ/znmiDNYUuOsn6NCwMkdpbsfiqwkBrayJlJUC/Lhl3c6UbPCnbW1C2FReYLFd88Zzea8c8YDJ0PRG80oldbAaWyu7exyq1q+BD9+PBi9IZv3v13GwVOXad+4KhNG9sRigXHfr7Rr36J+JX746EUAOlOLSqUDbMFiAB9PVwY925RJc9bxTMvajH21J1gsTPhpFVv3nba106hVjBvVl7o1ynEh9BpOjjrS0q37GQ+evIYpy/aRnpVNpcpl+eqjIVyPimP4hz8TFOhHQlIaN29Z10eb1a3IlPcHotWomf7rJgZ+MJvF6w+w5vs3UedkTwshhPj/IK8Cib/dkbNX6DB8CmG5SkabTGaict6MS0pJ59VP59Hvnek8/+Y0lm84YHd99l1ZIJ4ertzNy90FRwctjtp7vxPh4uzIFx8MYdnc8YwZ2Qe1WkVaZpZdm1LF/Xn/9ecoVsSbSmWLM3HsoHz7irwZz56jF2zHaQYTOpUSbc4bd57uLrw9pOs9x3O3erXvZAa7uzrz8fjhZOV6frPZTPDFcACOnwph+JtTGPDKBLbtOoZOq6F5o+rUrVmeWSt3cvpSJFsOBBMaEfNAYxBCCCGE+CdYsvUYE6KYNLgZzauXtH1/LdpaWebuPdSqlg20C3TGJORdtLs7Puzh6oSTgxaHAso333b9ZhxLVlv3uzOZzHw/7898SxaazRbCr8c+sWAxwPhRfShZzA9HBy0DerSkUe2K3IxN5JeV1mxmo8nMtPlr0euzC+xDU8Di3sotR9h/MpQtB4I5f+XGkxi+EEIIIcRjdeVaLN3f/J4rYXclaBhy1vdM9tvD1a1cwi7QeXv/3tzunjO6uTji7KhjcM/mrJ7+Ft9/MJD4xFQ++X4F12/GExxyjbcn/JKnnyI+7nzyRk8Ci3hRpoQ/cz4fipuzIwu+eJnyJYtQIagICycMsysTXaOCfaJIzUpBefpNz9Tj5uLIl6NfwMfTFR8vN756bwCOuRJZendrTtvmtfBwd6FR3UoM6dvBro/zEbfw8ffl/VF9aFinEs91bcbwFztzLvSaLVjsoFXz8xev4O3hiquzI+OGd6dC6QA2Hwhm84GzbDt07p7VfIQQQvy3SIax+FtlZOrpNnIaCcl3LfCVC6R+1dIADHuuJcs2HebAyRDcXBz55NVnmb50K+4uTrzQuRGXQiLROzjh7OyI2Wxm9YZ9ee4TU8BbfXd7sW976tWqAECb5rWJvBbD8j922c5rtRo6dmxse1sQwMfLLd++LBYLQz+cReuGVfHxdqdzp6aULOpt1+ZBszXCI6OpWqmUrX+j2YJXYDFmLlxHyWJ+HDp+gRNnrHuoqFRKPnr1WT75cTUatYqpnw2nYjnrJHPtpgM8O3IaUbeS0KhV/Pb1a3RrVeuBxiKEEEII8XexWCwYE2+C2USDSsVY8cnzVH7pJzzcXWxbbbzYrSnzV+8h6lYSjg5ahvWylmd20GoY0LUxHi6OeLs7E3/XvDO3e52724+/rGPpH7swGk2kFFCp5u/g5uJkd+zuaj3+8Zf1/PbnbowmM8kpBT+XQgHfje3HG18uzvf8kPFzCY+KQ6lUMPuTIQzq1iTfdkIIIYQQ/wbPj/6R4NDrlNSk8U2/mtYv1ToU7tZtShQunlhSboFRDygwOnkzf+VOLBYY2LUxDjoNxfw871niOTktk3rVSjPhzd4ANKheFkedllc+mceKvw4WeJ2nm7Pdi3oebs74erri7Kizfefq7ICrsyOZOS/7HTwVitFkQq2yXufk6kyW0YyDWonFYiEkPJo5q3bh7uqENleijINOi6ODlky9wXovdxf7sXjYHwOUCSp613GA3fHcz4ag1dy5h0KhoE61MlwKi+K9b5YTmlM58psx/RjZv12Bv4MQQoj/BgkYi79VXFJanmBxhZJFWPfj2zjlTJYqlynG6d8nsP3weVZtPkzPN39An7P375INB9h97CLOTg7UqFya6FuJXL4a9VBjcdBqKOLriQIIdNPipFExdmgX9h0O5sZNawmbYcOfp1q1cmQYTDhprRO11RsPFNin0WRmy/4zACxduxdnRx2zvnyVWlVKk5yazrQF6x9ojJOnLWH44GepU6cyaQYjRrMFk8nEH3/tx2i0f0PSZDJTqVQAGrWKcmUCbcFigM7tGvLjvD8ByDaa+GHJFgkYCyGEEOLfy2IB8525jquTjobVgpj87gA83ZwBKBngw4mVn7Pj8AV+33qUAeNmkZFlXSD75c+9HD8fTvZd86WHoQCcHHWkZ+pJSMqbgfJ3m79iG+NH9UGlUhISdoPdh4Nt5+LzyZC5m8UCzo46nBy0tt8rt/ConFKOZgvf/bpJAsZCCCGE+FcLCY8GYOb2K5yJTKZ+haKMHN6XQK0DAAqVBmWxiqQkxPPt4u38uGoOqTmlmeet2c3FqzfJ0mfTuUVNJo/ug1ql4tOfVrPsr0N29ylbwt/+uGSRPGPxcHMiKeXOi4WXwm+y7/glmtaxJqssWbefK9dj2bTvLB2bVgNg/e5TxCak2K45ejaMAe/OoG3jqlyJjGHUKz3Qm02oFCbMFhj0wWwyswxkZhnYsPM4nVvVAWDNlsMkJN+pgLNxx1GeaVsfV2dH9Pps/txs/zwAx8+EYjBko82ptnPo+EW787EJqWTps3HIyYA2mswcOGZtcztYDDB1wV8SMBZCiP8DCsujbNwlxAMym820HDyJQ2eu2H0/9uXOfPFGL9uxxWKhyrPjuJyrbDWAUqHA/Jj+llUqFdSoUob5X42gqOudN/s2HbnES+9OB2D6jPGoVEqUCnB30LB8+Ub+2LD/ge/j7+NBUnK67S2/B9WhYxO6Ptsak8nM0sXrOXzo9D3bt2tTjzGvPmfLaL4Vn0T/4RNt57u2rMnYIZ0J9PciwM/zocYkhBBCCPEkGRNuYjFYF9zOhsXQ/K0FvPRsM3780H57kMYDvuDYuatPbByPc/5ZGBqNmsEvPEPpoKKcOB3KijU78rQJCvTD19udsxfDycrJRikZ6Meno1+gbMkiXL8Zx7hJCwm/Hpvn2gfRtHZ5Jr/dG39vd0rcVTlHCCGEEOLf4KWP5rB0g32Wb692dfnt69fsvuv6+rdsPhBMfnRaNRc2fG0r6ZxtNFGr54fE59qCpHgRbzbPHWur7jJt4UamzN9gO1/QnFGjVtGiXiWyDNnsO27dK1mlUtKxSTXMZjObDwTnu0fybf27t+Dtod1QKpUs/WM338z+w+583WplMFssnAgOy3Otr7c7FcsWJyziJjei4++MSaW0bflXoWwgTetXIfLGLbbuPpGnD3dXJ74a8wIebs78uHgT+49dpE2TGpQvE8ihExc5GXyFKmWKMeezIXi5O1M60K/AZxFCCPHvJhnG4m9x5OwVFq8/QDE/L/6c/hbPjpxmFzROvCvrOCUtM0+wGECtVmLILnymiFKpxGw253vObLZw8uxlEuKTKOp65y1BN6c7weNrkTcJKlUMswWiEtLYsfdUoe+d+z4371HWpjA2b9rP9m2HMJsttG5Zl8kTR5GUlMofa3fRs0drPDxc2brtEFu2HqJUqWK8NLAraQYTThprVnRGthkPD1eSklKpVLooB09foemgL9FpNfz+3UjaN676SOMTQgghhHgczoRcY/7qPXh5ODN6UEf+2neBvccvsnTbWQzZJhLyKbV88kJEnu9USgWmeyy8PYiCgsWlAv3o07kxyWkZLFi10xa4fVT9n29L5w6NAKhUIYi4+CR27LFfvAu/HmsXDC7q78XsqW/h6WLNpClTsiiTP3wJs9lCalomX/20krBcWSCFUTrQl7BrsTQZOAG1SsmiScN5rl29R3w6IYQQQohHFxoRw8zl23Fy1PHNu/3I0mezetsx2/m71xkBDp/NG1BVKKzVV3RaDY46LSqFNfCr1KhwdXawCxhfi46n64ipdGhanevRCazdaT8/K2jOmG00se2gfaDaZDKzYc+9k0FuW/rHbjbtOo5GrSYmLinP+WNnr+S9KMet+GRu5bNtX/vmtejTpTGx8Sl8NXM185ZuBqzB4S9G96NMySJs33+Wb+euJTk1gxEfz7Fd26NTY94b8RwAL/RsxdfTl3P20lUaD/gChQJmfPQiL/dsUahnE0II8e8iAWPxxIVERNPulSlk5pS8u3wthu/fH0D7V74mOS0TTzdnhvdubXeNu6sTSqUizxt2zg46VCqjra+CBJUowvgxL+Lj7c6eA6f59qcVFJRMP+2XDcz6ZDBKhQKT2cz0hX/Zzv08YxldurXC0VHH9m0HSbnHfnAPI6hEEcaM7IunhyvrNh1g94HTJCenkZ6Rlaet0WiidOlivPRiNwCKFfOjdOlAHHNKeQ8a0IUrV67Tr/8zKJVKjBYLaTnBdQ9PN1o3r83qtbuJiU+xlQXXG7KZvGAjHp6uvDJ+LnGJqbw1sAPvvtTpsT6nEEIIIcT9RMUm0nboZJJSrVnFpy9d46u3evPWtD9JydDj7KhjZL+8pe60GhWZevsXBJ0dHTCbzaRl6h95XE3qVOTLMQNwdtIxc/Em5q/Yjqe7M0u+exOvnL3galQM4tXxsx/5XgCBAb73PM5P9cqlccjJiLktKNDfVm1m0riX6DNi8gONIyNTT3S8tTyi0WRm3LSVeLo5MW7aSm7EJDK4R3MmjOx1n16EEEIIIR6vpNQM2gz9iug4ayB0/8kQFn/1KkeDw7gWnYBOq+btQR3zXHd7XpSbo06LWqUiJS2TUxeu0rh6GQBUZvD1dCX8hnWrDqVSgbeHKxFRccz4bdsTfDpoVa8ik96yVg38aPpqth48R0JO4FoBPOorkZXKBvLVewNQqZSAdQ122LiZAIwZ3p1Wjaylsgc/35qQsBus33Hc7vomdSvZPquUShrUrsDa7UcBa/D9wx9WUSGoKB98v5LLkTE836E+08a+kO/vL4QQ4t9FAsbiiTtyNswuwLvn2EXmfDqET0Z059CZK/R/phHVygXazu87EcKmfWfyLceSmJqR57v8DB/8LH6+1lLLLZvW4vDxC+w7eCbftut2nCDi+i3qVC3FoVOXuRB2Z0/klJQ0li5eV6h73k2tUtKsTgV2HrlQYJvRb/ShVMmiAAzs055ePVqTnqln6vdLOBuc9w1BH28Pu2Ndzh4it3l5uePi5oLZYkFlUVhnkjkychZMc+8h3aRxDYYO7Ul4tooWbRszc9ZKPvh+JS3rVaRulVIP+shCCCGEEA/t9KVrtmAxWOeM5Ur688XIXuw4fJ5nW9emUc2ytvNHg8PYuPcMhmxjnr5S0jMf27gmvjcAT3drYPitIV3ZeTCYIj7utmAxQMNa5R66f6VCQZuGVdh2KBiLBQ4cDqZ+ncoAZBuNHD5+Zy7p5uLImy8+g5eHC0vX7uNoTkZJeGQ0hmwTWpUCldJaDlGZa1GuqO+Db0FyO1h8W0RUHJ1e/cZ2/PX8DTSvU0Eq1QghhBDib3Xp6k1bsBhg/8lQ/L3cmPjm86zbdZK2DavQoUk12/nTlyLZuPcM6TnrYp+90JBnG5Th0o0ERvy0k4Q067zRaLgzp1QqFbSsV5GjwVfxcndh7uTXKRtUlBvR8Qx9f4ZdeefHpZi/JzUrBjH744G4OFmrxiz8cigVuowjNSexpGPT6mw9GIwxp5z06wM60rNjA27GJjL268XciE64731KFvO1BYsBShe/U3WxiK+HXdsi+WxjFxJ2gyb1qtiOd9yVPZ2QnE7rl7+yHc9cvoOGNcrSr1PD+45NCCHEP0sCxuKJq1WpJFqN2raYV79aGSbNXccnP60BYM324+xd+CG1Kwcx6IPZLNt46JHv6XBXINXRQVtAS6szIdc4E3It33NqpRJjAWWtc1OpVFSpXJoAHw+iomI4cynynsFiAHc3Z7tjhUKBg4OOvs+152zwzDztz50PI/ZWoi0Yrtdn2zKMLRYLzs6OnDp5Ec/W9dGqzDioVagUcPzkRbbtPJqnvwEvdEalspatbtK4Bjt2HuFSSASxCSl52gohhBBCPElVywXi7KizLeY1qF6G2St38sbEXwFYtfUo3u4utG5QmVGTFjNrxY5HzrAoDCdHnd2xi5MDVyJjSEvPwsXZuph35mJEvtVxCsNssbA110Lbzr0nKR0UQNsWdUhKTsVguFPq+rsPX6J5PWtWR5tG1eg8bBLXbsZz6cp1JkxbQuc2DTCbTSxds5Nxrz9HmZwXE9dtO/LA4yoMmTMKIYQQ4u9WtoQ/3h4utnLRdSoHsWbHcQaOmwXAis1HcHV2pFe7unw6Yw1fzV1vKxfdu2k53utVF4AKgZ6kZGQzbLo1Y/h0yDWa161gu8+pi5EADOjZkrJB1jlVsSLeDOvXjk+/W/ZQY/d0c8bb04Wwa7F288YaFUuy5JuRuDjqcHFU2b53dtTh4eZkCxhv3HcnGaZJnQqMfNFaIbCYvxcT3unH4Pd+uu8Yjp29QnxSKt4ergBszrX93ppNh6lXvSxKpZKU1Ay27s1bNnvesi0AlC9djIPHL7J936k8be52S+aMQgjxnyABY/HEVSlTjLXT3+KXP/ZiyDZSt0oppiy4U/Y522hix5ELHDgV+liCxQDLft/B2Lf6o9GoCQuPYt+hsw/dV+GCxUrGjB5Ep4aVCXCzLiqu2XqE9yYvvud1a9bvZdigLgCYzBaMOZNFkyn/fZrT0zP55LOZ1KxRgaSkVAa/9CxarQZy9lzp2Lk548Z+h0qpwN/fi82bD3D+fFiB5bjv3t/ZbDZTs2IJWtateN9nFkIIIYR4nIoX8WLTz+/y84odpGVk0axOBSbP32A7bzZb2HroHNHxyfy8YsffNq7ZS7cw8qXOAOw+fI7gkEgsFgtD3p/BoB4tSE5NZ/qiTbZFvwB/L57v1AgXF0eqVSmLs5MDvyzfyu9/7S/U/YoX86N756aolErc3ZwZ9/YLvPLWVACqVShha+fooKV8qQCu3bRmuOw+cIbdB+4sIg4dM52WDauSkpbJ3iPnHstvkVvZEv50bl7jsfcrhBBCCHEv3h4ubJ41hu8Xb6ZqmWJ0bVWTPu/aJ11sOXAWZ0ctE+fYVw0s7utqd1wi1/FnM/9EbzBSsVRR/tp7mq0HrfOnuwspKx+ytHLbRlX5+bMhOOq07D9xiQHvzbQl1/Tr3BhnRx0WwGCyoFUpcp4jmGsFZA37ebvbHft6ud3z/s5OOsqWLEJkVBx9Rn5Lh2Y1iI1PYcPOOyWnN+w8TkTULUoX9+fomcvcjE3M04/JZGb2kk2Ffu5Af0+ea1ev0O2FEEL8cyRgLP4WN2ITWbH5CGaLhdXbj+c5X6NCcRb8sfe+/ZQM8KZi2eKMe60XSqWSKbP+YN32vJmzh4+fZ9ibX+Pl6UZ4ZDTZ+ZQqLIxq1crRtWtLDIZsfvvtL27ciM1/XCUDqFKplC1YDNCjXX2mL9rItZvxVKlUCgcHHafPhmI03gkGr1m/l+DzYXh5udGqZT1q1ahASko6C5f8RcN6VRg+pDtKpZL5v65n976TAKSmZrA35/Oe/Sd5tksLFCgwmi04urrQtUtzOrSzlnmpUK4En3z6M9Ex+ZfK+WXhOkYMfw6tVsOevSe4FRPP4CHP5MmkEUIIIYT4O8TEp7B802GMJjN/7jyZ53y1soEcPHX5vv2UDPAhKjaBbOP9X/y7nznLtrLj4FmcnRwIvhRhexHvzMUI3p20yK6tm4sjS757E38fDwCyTWbSDGbeGtado6dDiSxgLpmbl4crKuWdMoE+XncWAw+eDOGZFrUASE7NIPhSZIH9pGdksWHHsUI/Z2EpFQqcnXT0aF0bz7uq5QghhBBC/B3ik9KoUrooI3q3BOCHsf3o+Np36HPKSlctF8iB03nnjH8cusLoHrXxdHHAbLaw+0IMWo0KQ7aJbKOJL2attWvv7+1G35ZVKOWiINNk4UxkInOXbX2oMY97pRuOOmsFxCa1K9CxWQ3W5uwPHJeTLQ2QZjCzde9J1u04wV/78t9eD2DX4XPciI6nWBFvAJat21dg2yK+Hvw27S0C/DxJTc9k8NgZLFi1M9+2wZci7znHLCyFAlwcdXRqVoOAfEpbCyGE+PeRgLF44rL02bz6+S+28i/5mTRnPa0bVLpvXwkp6Xwxuj8OOROsT9/uy96j50lKSc/TNj4hhfhHKHni4eHKa6/1tWbwAqNGvcDYsd/l2zY1NR2j2Wy3X5zJbKZC+ZK0adOALp2aAnDhYjifTpyLyWRGrVJhNpsJDbsBYTc4fOwCzk4OZGYZ0GhUTPj4FXQ5937tlZ4cP3WJtDT7PZw3rN9DjdqV8fX1wmSBc2dDqVPnzu/o6OhAtWplCwwYHz12jtNnQtBqNba+P/h+Fe0bV6N6+eIP/dsJIYQQQjyMlz+ea9uTLT/TFm9hYJdG9+0nKjbxsQSLb7sSEV2oduVKBdiCxQBqpXVeqFQq8XBzJvLG/fu4GBrJlfAoygQFALB5+xFUSiUms5kxX/3KudBreHu4smrTIWLik+/T2+NntlhITc9iyi8bad+kGi2kMo0QQggh/mYjvviF/QvH2Y7rVA6iXpVS7DsZCsDslTsZ/dIzAKhVSowmM17uzgzr24HtkSZCL51my5FQjl2Ovefcc9zgjlQtY52TOaoU7Np9lMiouPuOr02jKswf/wJOWhVbj4bSf9xcjHdVE8yd3DJz6RbKBxWhbtUyHD17hbcmLSYzy3DPeyQmp9Prtak0rFWem7cSOX0hosC2fTs3tgVtXZ0d+eq9Acz/fRerNx7MU5WwcrniuDg5cCL4yj1/m/uxWCA1Q8+cVbto06AyPdvWfei+hBBC/D0kYCyeOJPZTLYx/xLLt+07GcKR4LD79qVUKG3BYgCNWkWJot75BowflEKhwM/bneTUdLL02Xh4uNqCxQBeXu4UC/AlMNCfK2HXiYtLsp27dSuRZcs2UfTlbgR5OQEKYtKzGfnq82TnmlxVqhhE6VLFqFm9HM/1aI3BkM2PM1dx+Ji1zE16zp4kWq2DLVhsfU41jg5a0tIycHVzZvDQ5wgI8OPsmUt88/V86jWoQbYhm4MHTjLs5R6UCipmuzbq5r0nsgZDtt3eeADBodckYCyEEEKIv5XFYiFTf2dhrEW9iui0GnYePm+bS566GMH5K/ePuuY39/TxcCUuKTXP9wqFosDtOx5UxI1bpGdk4exk3dvYlNPt6XNhnA8tXKaG3pDNmPEzqV+nEg1rlGXocy0Z0rM5X05fydptR5i9bNtjGWt+KpYviaeHK6fPhpKRs5f0vZy8ECEBYyGEEEL87TKyDMQmpFCqmC9g3WItNlfSyKXwaF6fsJCPhnfj9X5tSc3I4kZsIpVKW9fLGtWtwuyNX+QbEPXxcLFl/Do53FmDxGLBUafJ0z4/88e/gLeTddm9W6PyvNS1EZv2nqFK2UAUCgUJSWnsOnre1j49U88r4+cU2J+Tg5YJb3SnUqmirN9zhp+WW7ODk1Iz2LTnVIHX1atRljrVyuKX64VGgJLF/Bj3+vMU8/fmhwV3yna/NugZhvVtD8Dhk5d4ffwsTIXYqu+2Vo2r06ReJUKvRrH38DlGDOiEg05DpuHe68JCCCH+HSRgLJ6o7GwjA96fVai2hkKUjfb18WDznlN0aF4TgL92Hn/octO5aTQqZn4xnPo1y5OSlsmoT+Zw5lIk165FU7x4EQBCQyP47LMRaDUasrL0fDlpHhERN219NKpdAVQqwpP1WCwWsnNWCFUKuD0tMpnNODk60KdXWwAcHXS8/movDg+131cuNTWDLTuO0L51fQD27D/FrZwAdfee7ShXPgiAho1rEX71Bju3HbRdu+jX9RiNJor4e3Pg4GnOnbvywL/HF7PW0r9z4we+TgghhBDiYZjNZoZ8PA9DtnXWNGVMP/rlzEUOnQqlz+gfMeUs6BVmzpifoj5udgFjP293vv1kKGWDinL4ZAjvTVyAXp99jx7uLy4hhWEfzOSlXq1JS89k074zGI0mjp+x35bkfrL0Bs5dCOO7D15EpVICKsaP6s2WvSfJesQxFqRH1+YM7NcJgOtRsbw/fsZ9g8bfLtrEq71b41DIxVMhhBBCiEf11ldLiI5L5qXx85nx4QA8XJ2YunAzV67Zb/3xfJsavPt8QyymTFQuTng4qlEYMzGpdLg4OVCuZBGi4/JWaynq624LGE9ftpOOjSrj6aQEs4mmVYrh4eJAUlrWPcfopFXZHZcu5kOb5rVR5FQl9PJwoU3DqqzfdWcLFh9PN94c0hV3VyeW/LGbw6dCbOcmvN6doT2aAdCkZlkioxP4a+9ZRg/rTv2a5TgXco1JM1bazRMb163I958OQ5mz1cmlq1FUKBWAyWxBn7Nm2aB2BcgJGCsUCl7q1dp2fYNaFahcrjhnLxWcuZxbw9oVmfzBS7bj4f3a4+Vh3SNagQWT2YJK+XD7PwshhPh7SMBYPFG/bTzMhrvedGvWsCpvD++JSqnkx/lrUet01KxejqsRN1m5erttMfBuo0c8xzNtGwDw+5ajrN18gJPnrjKoWxMuhEUVekxtmtemfNlATp4J5dCxCwB0bF6b+jXLA9a9594e2o2Bb09j8uR51K9fDYMhm5rVy6PVWBfDHBx0NG1Syy5gfLtsIFgnWQqFBYsFkpLTSErLxMlRx4rft5Oaap8NrVGr881s+XnuGnbuPo5SqeTCpXDb966u9nvFudx1nJGRxdx5awr9ewA4OupwcHQgMcE6Ub5yLZbU9ExcnR0fqB8hhBBCiIfx194zLN1gfQFOp1XbgsUADWuWo3zJIg8038tP/eqlOXv5Tnbyay8+Q/nbWSZ1KtK7S1N+/T3/vdwexKnz4bx1fv4j96PTaHKCxVYajRq1SgVkU6a4Hz3a1uHmrSSWbjj0WDKkO7W/U+o7MMCP6lXLcujouXtcAdFxyUTHJxMU4PPI9xdCCCGEuJ+Dpy4zY/l2AE5ejKTRwIl25xUKaynkssW8mP56BzTGTABU2WmoDWkoAKNKRzSehN+4le89qlcowdlQ65zx7OUbrN56mKHdGoBCQZ2KgbzTrwUfz9l8z3FuPHSJnk2tVViysk2cDrvJoN7edm3ufgnwm48GU6NyKQDq1yxHz1e+Iio2AYDyQUXs2lYo6U/ZsiUY1KM5ZguUKVmU+MQUfvhlva1Nm8Y1bMFi67NE8fH3K5g16Q3bHPNC6DXbeYvFQmp6pi3IazabSUnLtLuvWq2iV6fGuLo4sm7rEWJyVV+smTP22273A2BBgcFkxlFpH0gXQgjx7yIBY/FE6XNKHVv35tWjUav56K3+6HKyEN4f2YckvQkLUKdWRSxmC8t/z1tmz9/X0xYsBmjepCbTF6zlrdf7UKFcCdyKFuXneWvum7nRpX1D3hjWA4BnOzXh40kLOHLiYoHtMzP17N59DICSJe5MzrSYeLu+G9+0eYGtp2/w8ow9HD11yTZGk8mMyWzBbAEHZye2r9/L+r/22a7ff/AMTRpVx2w289uKLXaLfGXLlqB27UpER8exZ89xFAro0Lk5pcoU5+qVa+zZdYRyFUqhVqtISUnj2OEz93zm+6lRsyKDhvREq9Vw+tQF5s1aicViQaOWfz0IIYQQ4u+RlWt7DEO2icTkdDzdnXOOjSQkpz3yPeat3mt37OTocNex7pHv8ThFxSawYsN+enduAsC8ZVtJy8giwM+DzbPfxdPN+vtULRvIuGkrH/l+iUmp+Hh72B0XhmSKCCGEEOLvkmW4d6WV28tr9SsG4qC9s66lNqRze8aiNulxd7KwaPIIur32Danp9tnCS9YftDtW53qBD8DV6f5zxkEfzWfLMw0oHejDL3/u56txg8kyWlApLSgVCo6cDWPbwWC7a8qXvpOI4qDTUjLQ1xYwTs68s22LxWLBpFQxvHcbVColFos1YzjA38vWRqVS0qC2/bYhl8NvcurcVcZ9tZCOLWtzPTqeWUs22bUZ+9VCPn+nP86ODvy8dBMRN2JRKpX06dGK0kEBlAv0oWr5EgD07NiIPq9/TWpOUPnU+at2fd2IjqdYEW/bZ3NaClXLBt73txNCCPHPkYiQeKL6dKyPxtWV2tXKkpicxkdTFtuCxWCdwCgUJtuELqhkkXz70esNmEwmVCrrm2iGbCOdOzaheZOaAPj7eRF7KxGFAtzdXNi26yhhV61ZKC4ujphMZjIz9dSsVtau35rVynLkxEU27TlBt7b1aFCrPCmpGXw3d22eMfzx5058fT0pU6Y41c1RVAmwZt8+16gUR0Jj+XHOH1wNv4mXlxvt2jZElZONjEJBwwbV7ALG3/24jN//3ElWloHYW4m270uWLMqYMS+hzgnWenq6k5iaTofOLQAoX7E0f6zczPdT59GiQVVOB18hPj6pMH8UAFSpUJLWTWoQFR3Pmk0HMJst9HiuvW2v5ho1K1GpchlCLl7JMyEWQgghhHhSujSvgb+3GzHxKVgsFoaOn8Okd/rgoNMyec46YuJT7t/JA/r19x3UrVEOFycHomMT+WvHMT4f/QLVKwVx4uwVJv20Mt+9kP9OE39cybK1ezCazETmZME0qlHWFiwG6Ni02n0Dxh7uLvTv3R5nZ0fWb9xvV73mth9mrmTkq8/j6eHKpq0HuVTIPZed/2WBdiGEEEL8/2pepwJBxXwIvxF3z3anLt/EkG1Cq7GuIyZn6PFwurMfsQUl5YOK0qpBFdbuOG53rVqlZOr7A2jTsArnr9zg+/nr6Nq0Mt7uzsQmpDFztX1AWaFQ8FybWni5O7Nm5yliE6wv3S3+67CtTZbegMkCKXprVcX5a/bkGfOew+fp0KIWALcSkjmfK/u3RFBx4rLMaJSQZYJaVcvYsoQVCgUqhYUNO4/Z2vv5eODt5Y7RZEGpAAuwftsRAHYcOMOOA/knnxw7c5lnXvrc7ru+PVszoHc7AHyd7qzp+vl4UKF0MY6duYxOq2FAz9aYzJCl17Ni3V4WrdpBv27N0Gk1rNywnz2/jMv3nkIIIf49JGAsniizSk3tnCCtp7sLIwZ2Yv3Ww3RpZ83EPXY6lOJlSqDKKZFy8nRIvv0kpaTzw9w/eO2lbpjNZqbNXk2lymXs2rRsVosi/tY311o0rcVbY6fRumU9undrgclkYsGi9Vy6fI2mDavZrrmUM/nKzjYxbNwM/H3cSU7NyHdvuKwsA9N/XAbAsrdbQ0BJ2zlvVwfMZjPrNlsnjRUqlaFUTolqi8WCl7cnb4x6geTkVFav2kp6eiaR12Ly3KNixdK2YDFAlSpluBIZbdemdKkAPnqxHaWL+2MymRn3zVKylBrq1K7MjahYlizdiF5vuLtrKpYrwYxJb9gCwcUCfPhh7p9o1CrUSgVGszVqb7ZYMJosvDHxV37++KX8/jiEEEIIIR6rfSdD7YLCh89cofVLE+9xxaM7ezGC516ZSLEi3oRFRPPi8214pnVdAAKL+nDtZhwLVuStfPN3C4u0nzNeCo/GaDShVlsXQAtTqvu9twdQsbx17lqzejlGvfst8Qn2QfgbUbd4/+MZDzy+1yYsYunkV+1KHgohhBBCPAlnQq7lGyzu0bo2Hw3rQnqWntFTl3P0XDg9P/6NAe1qcP1WCpsOXWT+Ox0p4eeOQeeOUeMEQEI+FVUGdGtKz3b1AGhUsxzXOjWm1ovfUq64LyGRt0hMtS/T/O07vRja3VoRZlTfljQZPJWku0o5T5q5mhmfv0KAvxdb9p7ir50n8tz36OlL1CgfSFqmnnFfLyE5NQOAwKLeeLg5k2WyBostFgsXw6JolLO1HsD6Hcc4evoy49/pT5XyJTl9Poy4hGR8vNwxWyD6VuJDV+wpV6aY7bPRbEGjsuZqZ2UZuHbT+mfRrX1D6lS3rv866HSUKl6E9Iws5i7bart25MRfWT1tFDqtBiGEEP9OEjAWT1Rw6A3cfO6URNGoVUydsYpNO46hVCo4dzGCAc+3oVRQANv2nmLfgdMF9rV+yyE2bD1sK98cHZdE00bV0WjU6PUGXFzu7Lfr6KijVo0KdO9mzcxVqVS8NLALg1/5ArPZQrkygZw6E8ruu+4XE5dc4P1bt65P3+fa4uLkQFZ0JJkGPY5aNbdSsvh1z2W7tt98v5RpU99BobAGYjUOOipXsU6cXF2dmfHjb/neIzw8CrPZbFtwCw+P4ty5y9RrWAOlUoHZbMFNaaF0cf+c51LyxsBOXDda/1EuV64EJpOZhYvW5en72W6t7LKGmzWqQfCVKAL9PVEoFJjMFvYdOsOlC1fw8fMmxcWLWXtC6FG7JH4ukjkihBBCiCfn1IWIf+S+CUlpJCRZF8/8cpVjBvD38ch7wb9AcOh1hn6ygEHdGhMdl8wnP6257zWlg+6UOHR00BFQ1DdPwBigeIAP40b2xdvTlVXr97Fy/d48be62etsxmr34Jd+915/61crct70QQgghxMM6HZK3AkqArwdzPnkRrca6Nrb2h1GU6DCGnSevsvPknTLJlYbNp3fnxowd0hknUya/rNnDvhN5E1e8PFzsj92dSUjJ5PA5670dHbTUr16WuMQUzoVep1ebWra2JYp4Ua9KSbYett/+LjT8Ju0GfYZGoyI7O28Fm/rVy/LlO/1sx8P7teXdr34FIDPLgNFsRq1UYjSDPtvIhl0n6NWxIS6OOm7EJPLZ9FUMer4N7ZrXtv4mRbxZ8edu/H08MFsszPttMyaT+d4/bgFOnA6lQZ3KACRmGggLjcBoNLF49U5ibiUB1vXe3DSavCGHrQfP0WTgBKaM7kur+pUeaixCCCGeLAkYiydm/uo9vDl5CTO+HEGNyqXIyjLw08INAARfDAdg4vsv0qJRdQD8PFw5eOgsJnP+ExhXZx2p6XrbcfD5MEZ/MJ3SQQGEXrnOi/07Ub+udQKTlWXgRtQtu+sVCvDydEPn6oLa1Y323VpTv3k9pv+whIz0DPT5ZBXfVqFCKV4c2AUXrRqFQoFDiTLMPnuewzt3k6JwJDHLYtc+MTGF2MRU3Nysk8zcexQHFPMv8D6XLl1lzpxV1K1bhejoeNau3YXRaGTW9CU5exhHUsLLBWhju0bj6Aipd8ZetIhPnn4VCgWmnHEoFNY3AaPjU3imU1PbsUqp4OzJiyiUSga+0gc3DzfismHpyeu83rgUGilRLYQQQognYM3243zww6rH1p+zo470TP39G95l3fYjtG9RC61GTZbewF87j9GkUQ06tm9ESmoaCxatJy4u6Z59KBR39s57ktbtOsm6XScL3f7kmRAa1K0CWPcmvhpxM99249+2ZqUAvDWsO8GXwrmQqxxiQY4GX6Xza99ycd1kvO9aZBVCCCGEeBx2HD7PiC8W5vnez8vVFiwGcHLQ8tbA9kxZsNGuXccWtfn4jefx0xpRYsFJo7i7KwB+33yEAd2a4uPpSpYhmwWr75SPdnLQsmr6O1TKybr9YsZqrly7Rd3K1vmT0Wgi4mZCgc9wO1iswFom+rayQfZb9OU+blG3Ip4OapRKa7LHpbAY3h7SFY1Wi95kwcfHg35dm1GnWlm7ftVqNeOn/FrgWApr3aYDpKVnUiYogOOnQzh5JjRvm62HeaZ1PcoEFSUlLYN5v23Ot68zIdfo/ub3nPl9AiUD8q5fCiGE+GdJwFg8MSu3HEFvyOaVsT9SopgvCclpJKek2867ODvYgsUANSqXIjDAh4jrsfn2l6U34uPpQkJSOuaclbjrN2K5fsPaftqM5TzfvTXu7i5s3XGES6GRbNi0n84dm2CxWLgVl8TH41/BydkJjUqBQqGgqJcbC34ci0qpZNP2w/w0J/8MDV8/L7QqpS24CuBfsgQvvlEBB50Gi8XC9Dlr+GvrYfz8vPDydGPGT8t4tntrdDotvv7eODhYs3TPn7tMYKA/sbEJGAx5g9RHjgRz5kwIjRvVoFHDahw4eIbQS1cJvWR9KzIUmL9qJ706NCAxLZOzySY8nbQoc8Z25GiwXX9KpYKvPxxM8wZVMVssJKRnE5WUzqQflvHKkGfx87uTAZ6WloGTsxNuHm6279INJtINJjwcJWAshBBCiMdv5ZYjj7W/LL0BXy9X4pPSMJsLH709fuYyA0Z9Q6WygQRfisCsUDJ27BBb5RcXFyc++Xz2Pfv4O4LFD+Pb6ct4pkMjXJwd2bbzKGlpGfm2uzvL2s/bgwuh13jlhY40b1CNK5E3mTJzFWnpWXmuTU7LJCIqTgLGQgghhHgi1mw/nm+WbPDlG9yMS6aojzsAJguUCsybrNGiQVWK6rLR5SxvvdO7CZv3B3M4+CqmXHPGqNhEer7xLaWL+3PlWgwRuUpgN6lT0RYsBnh3SBeGj5/FG881w9vdmZ9W7iFTb6BmuQDOXokuMCnm7injgeOXSM/IwtnJAYDtB+6s7b38fCuUyjvJHlXLBRISYb9lyfABHVAoVVgsFvQmMxlZBjbvst+buSBuLk6MHdWXMkFFOXTsAj/MXZNnDr1z70l27i34ZcXU9ExeeudbAov6EJeQbDdXVCoUtnVcsGZMh0bGSMBYCCH+hSRgLJ6IxJR0Kpf0pVyR+pwIieLIhet52mRmGkhKScfDzdl6nKXHaDLx/lv9KervzY69J/nzr3229tlGE3GJ1pKBDg4asrLsg61ZWQZ+XbbJ7rvFSzfi6uJE86Z39jc2mMy2wK+jRokq53PHNg3Ys/80Z8+H5RnrhfNXSMvQo3Nzsn2nUoCDzrrvhkKhYNjAzjRvWZ8SgX4oFAoir0Xz6RdzyMzS4+fnRZ16VcFioWO7hrRvXZ/4+CQmTZ6fJ1NFpVIx7v0hlAqyTkDr1a3Ct9MW27WZOHMNE2euoUmrhrTq1IJ0vQlHjYrw8Bvs2HnUrm2damVp3qAqYJ2kaTEy6t1vyEjLYN78P3htRG88PF3ZseMo5y+EgQKirt0koHhRAPxctLjp5F8VQgghhHj8UtMzKebvRf9uzbgccZMjpy/f/6L7MJkt3Eqw7kenUSvJNha+/F5YZDRhkdEA1KlV0W5f3iJ+3nZt27WuR/3aFQmPjGbZ79sfuszfbRqNtZRffmUK78XXxwN/Xw8uX40iK8tgd06tVjGwfyfKlA4k+HwYS1dstat8k1vdGuWIuB6Lr7d1sTXyxi2Onw2lfYvaDO7THoAyQUXJzDTw1U8r8lxfOtCXCqWKPtDYhRBCCCEKIyNTT1pG3hfWAIwmM69++Su/TR6BUqXEaDKzfnfe4ObliJtoFFVtxwqFAnVO1u7tKjHN6lRg9ucv4+rsyKrNR3hrkn2GbuJd+wBrtBo+fKs/XQZ/gdFoon/7WpxdPBq1SsWFyDj0jt5kZWfz6bRl7DtmX6Y6t/Abt+g96jvaNqnGtZvxbMi1x/Hd97RYLGzYcYyXnmuNs5MDCUlpuLg6257p1NnLfDVjFdej8u71nJ9hA5+hYR1rieiuHRpx+WoU67ceKrC9Tquhaf0qZGUZ2H/svO17o9FE+DX7QHa/59vxbJfmZGbq+Xb6b5w9d4UiPu7UqliyUGMTQgjx95IokHjswqPieGfiAhaN64VOq8ZkMtP/ixWsP2A/MTKZzbz3xVzeHNYdjVrNz4s2MKhvR5rlZB2XKxNI5PWYfEud3B0svhdfH0+7YwV3SjPfXXyma+dmjBvZG38fDzbtPMaUGdbyiPHxSXzw8U+8NqwnQcX9uRx2AxUW/Lwq267V6jQUzwkWA5QoXoS6dSqxd/8p/H088HLS0rh+FUoW9SbdYMTb24P27Rqx9Df7EjlFi/rYgsUANWtWQKfTotfbLwACXDhzka7PtsRRp8FkNnNwX963B/V3ZTFnZurJyMkquXY9hnEfTredK1+hFBUqlebkoZNcOHuJKmUDeWdoB9ubjEIIIYQQj0tMfDIvfjSXyeNexCmnEsuHU5fwx9bHl3H8IMHiu10MieBWXBK+OXsZ7z942nauQd3KvDGsJwD161RGpVSyaFn+pfcKo2+3Zrz7SncApsxaw/J1++59QY56tSrw6ZhBaLUabtyMY9QHP5KSeid7uOezrWjftiEAZUoHEh+fzNbth/P006JRdb4YOwgAo8nEsj/3sHjVdtLSsyhWxD5QHuDvlef6kgE+7Jw/DmdHXaHGLYQQQghRWMmpGTQZNIGQ8OgC2+w8fIFOI76hYY2ynLwQzqHTV/K0+WXldl5oXYX6FQIACImM5fgl69Ybt9+n+/Kt3rg6OwLwXIf6rNl2lN1H76xnHgsOY+7KHQx5rhVgTUrx9XbHw82ZuIQUxg9uh1plfQmwUgkfYo06Mi0ufPPBYBo99/49q99cjojmckTeZ/xw2gp++WoEpYr5km22sO1AMHOXbWPpn3vx9nSlc5t6DO7d1tb+6KmQQgeLAby93OyOvTxdC2yrVquYPmEE1SoGAbB+22G+/GG57byriyPpGVmYzRZKBwXQq7v1d3J1deKNV59j/Ccz2f3LB1KRRggh/qUkYCweqw++X8nslbsYP6gFOq31by+VSsnzLavmCRgDnAuJ5JUxP9iOB/TtYHe+WFGffAPGD+Lo8fNUypnIGAzZHDp2Hp2DDm9PNyqXDUSjzNnj12yhWb1KOOeMu2v7hhw6fpG9h61lYG7FJvDZl3Nt/Xp4uFCzahmcHHVYLBbSs/MuSGZkZlG7Rnk+HzcYR40ap5zMES9HDdeSM8nONua5Jikxhawsva2EdWJiSr7BYoDqNSviqNMCoFIqqVO3CscOn7Frc+ZCOCvW7aV312akZWQx8ceVdudLlipGv0HP4urihLOzoy3gvWzJeoKPnmZoeCQ92tbhuXb17v1DCyGEEEIU0uR5G/h20Ub6dm1mCxYDdG5dt1AB42oVg3B2cuDYmVCMxgfLyC2s9PRMxn/2M/XrViElJY3DR8/ZzpUJCrBrW7pUsbsvLzR3VyfGvNIDlcqazfze8J78tfM4qWmZ9722b49WaLXWijfFivrQpnlt1mzYh06nQalQUOSuYG/Ru45va9qgiu2zQqnEyVFHarr1/rsOnOGFHq1wdnLAbDazadexPNf7eboyeupvdGxSjUHdmhbuwYUQQggh7sOQbSRTb2DGR4MYOXExF8KiCmx78kIEJy9EFHjeZDbTevg0erSohoerE2t2nSE9M291ltw06rxL59MXbWLgs01xctCiUalIjE0iPtFa3SbjrmovlpxUFRdnBzRqdZ6kjtyUSgXfv9yEjrVLcDo8nqE/7iQp3UDEjThaDfwCRwctbi6OxMQlA9ZKPanpmcxdtgV/Hw+qVijJ8bOXWfLH7gLvkZ/1Ww5Tr0Z53B3UuFiyKOGqsmVc361MyaK2YDHAM63rMXnGKpQKBdM+HUaDWuWJS0jhjfGz0OjsXyR00Gnx83bjwx9W0ax2eUb0afNA4xRCCPHkScBYPBKTyUzEzTj8vNzYciCY/WfD+e7z4ZT2sP9bKywqwfZZlVPuJT+79p2iTM6CW2paBsdOXnrkMW7cfIBbcYkEBvhx6kwI4RE3AShZvAjffDUKg9mCAgtmiwVHhRqVAgJdtWjVSj5783lmri7K6jU7MJnsFyOTktLYsv8szZvUwGK5vf+IdV8OBdYslIjIaAb374hSqUSTK0tXoVCQnZHJXxvts0d0Oi0tmtXmyOGzFAv0J0tv4Le7ymzbuXv2ZrHQvn1jvLzcOXz4DFev3gBg6qw1TP9lPdnZxjxvMw56uReeXu4ocsYFoFUpaNq4BlO+XgBY9xZc0/4Y7q5OjOjThmrlAgv12wshhBBCAJjNZiJuxuPl5szJixGM//F3ACLvyn6IjLpl+1zQQtXrL3VhQM/WAJw4e5lRH//8yOWgC5KcnJZvRu6ps5d5rkcrVDklq0+cDnnoe6jVKluwGKwvW97OTLmfjEy93bG/rwcLfxqLv68nRrOZtOQ0PB01pBmMZOiNHMlVNjC3q3dls1yNvHN89VoML739LXWrl+PqtWhOn79q11ahgKPnrnL03FXW7T6FZxF/gor7U9zDEQ9HTaGeQwghhBACrBUBI27G4+bsgLurE1kGA85OOmpVKsncz4fQZMCER77Hmt1nCzz35c9/8MOHg9BpNew4dI6dR/LOnWpVCcLJQWs7dnfU2rb8GPntHyz5tD9ebk6ExqTh6GstFb34j933DBYDvNy2IsPaWysZFvdx4Yv+9Rk55866YWaWgcysvAklen02H3+zxHbs5eHK28O64+vtzppNB++7l/GBo+e4Fn6N2tV8cMDIuOfqUKWYK/0+X5mnbUJSKtnZRjQa67pvYnIaRqOJXs80pkGt8gD4eLnx5pCujPpkDidPh1CrRnnMZjPLf99GcOh1gkOvs2rLUbYdPI+3hzP9OzeiZb1K9xyjEEKIv4cEjMVDS8vIouOrUzlyNgwPVyf6d2nMl2NfRKfTABYi0lJJio7m6MUbfLVkj+26jk2rs2HP6Xz7/H3dHiKvx1LE34ujJy4SHZuATqehiJ8XsbcS850Y5ebr48HoN1+gWIAvR46d56dZqzCbzRw7foFjxy/Y2gUG+PLqkG6YDAY0Oi1mC2Rkm4hLSqdDRX/cHaz/aNQO8mVY37YoFApWrNxiu16BNUB8/MQFmjSqbgu0GgzZ/DhjBZevRFKvbhW+/uotnHIylk0WC7mXzCKjbpGek7nh4uJE0aK+DOrfkbJlilvPR0YzYeK8PIHq3A7uP0mtulUIKhVISnIajg5a+vTpCEDz5nX47LOZxMTEA+QbLL5979w8HNQ4qFV4VSvLkBe7Mn/hOgBWbrHujbx62zHOrP4Sv7tK1gghhBBC5MeQbaT7qO/Zdugczo46BnZpbDu3YedxShbzpVXDqlyOuMm389bazrVtWIWtB8/Z9aVQKOjbrYXtuHa1slQsW5xzlwrOJnkSzl8K5+MJc6ldswIRkdHs3n/qga5XKhSgUNC0fhXKlSnGXzuP80yrOgDMX7Etz151Bfl5wTqK+nkRGODDoeMX6NK+EbqcjGMHjQq3nPLRSouZTycu5OKlcNu1Op2GXl1b4ObqzJadR3F01FK1YhBnzl9lzcYDdve5fjOO6zfzL22YO6j/1ojeqN3cuJ6cyc2ULJqW8sZJW7jgtxBCCCGebmazmX7vzWTN9uNoNWrWfD+KhjXK2M4X8XbP97rmdcqz5/jDv7yX24bdpzhwKhQPVyfCb8Th7Kjjh0+GULdqGY6fC2PUZ/OJvpWE2WxGmfPiYFRsIt4eLnz1bn+Civny7R/Hmbl0C2aLhXrVyqLPzubU+XC7+zzfsQGjBnYkNSOL96f+xplLkRTzcrZr07JuOb70KMnm3Sc5czGCpJR0XJ0dadagCkkp6Rw4doH8fPx2fxrUqgBA1QpBhF+L4dKV67bz3do3pHzpYhw6cZF9R87h6uJIgyolcCDF1qZLw3Jo1Ep8fb0oHuhP6JXrJCQkcys+mc++XcKwFzqiN2Tzdc5Wfne/7KhRqzCbzUyaspBSpQJIT88iOmd98rZ1OftML9lwkINLPqZ6+eKF/WMSQgjxhEjAWDy0JesPcuRsGABJqRmcv3IzJ1gMoCBR5UbrtybmeYMuOPQ6d1MqwGwBR52GY6cu2d7M8/PxYOInw/H18SAhMYWPJszlRq7Mk7sN6v8MpXJKBDZtXINzF8LYkU/ZvDGj+lE6p53ZbGbln7sJvxFL8NkQKk0biVfFEra2LholJUsUsbv+9rrY0aPBrP7Dj04dG4MFshVKBgzpyfKl6+nVsw1KpZIsoxml3khYeCzlShVDqYD0bBOBpYvj7u6Ck5MjY8cOwdXVGSfNneySEiWK4OvrQXR0PDqdlvIVS5GSnEpE+J3yO3q9gWlT5uPm5kqZSmUZNvhZ2zmdTkvZsiVsAeOC9knZteMw7To2xQKkJKVQJNDXdq5D24Ys/m0Thlx/hgnJ6VwIi5KAsRBCCCEK5Y8dJ9h2yBr4Tc/Us2aH/dxsxuJNzFict6JKRFR8nu8sFgspaRl4eVj3VjObzSSnpD+BUd9f8IWrBF+4ev+Gd2nbog6vD+uBg0aF4+0XC01mxk5exLlLEVy/mfe5C3IjOo6hb38DQPkygTSpX9V2Tqm4U91Gp9WQlZFld+27I/vRsK41i6VF05q8/u53zFv68PswA1SuWNL22WSxkKLPloCxEEIIIQpl55ELrNluzYY1ZBsZ9vE8ln3zOlXKWisRLvhjb77XFSvqQ91qJk6cC7Nb+yqoWs39JCank5hsnV++0q8djWtbg6+NapVneL92TJ27lve/WcYrfdqQmJzG2Cm/8fmbvWnbuBoA7wzuzMUrNzh1KZKUjCyu5FQ6vC2omC+T3+1vqzAz89OXadr/U7afi+XVjno8nHWYLeBcrDTdglzp2qYuqRkGPpqymNde7EzJQD8AFq/eyQ/zrUkebs4ONKpemmsxiZQodmddT6VSUjzAxxYw7tutOW8O7Q5Ar2ea8PansylZzBezUoUFuD17jE1Kp1Kl0ox5ewBqtZr09Ew+nTCH6zdi2b7/NNv32ycCrd92hG7t6lOxbCCpaZnM/HUjAGaLhSthN+75e2cbTRwNDpOAsRBC/AtIwFg8tKs3Yu2Og0MiuRAaSaVy1mDrzgOn7YLFVSqVokSgH6fOXs7TV/06lZnw+rNUL1uMWwkpDBw3ixPnI+jaqQm+Ph4AeHm60aNzM36cs7rAMTk5O9gduzg75tvO38/L9lmpVBIScpXjp6xvI67de4aaOQHjbJOFZL2J02cKflNxzR872L7jCF989Q5KhQKNRk3fF7piMOhxyknezcg2MX3eH4wZ/aJtnzm93kBWloGuXVvi6mp9i9BssdgW91JT00lKSsXBQcs7771M0QDrhHD1ys3s3H7Idn+LBZKTU6nVsCZ6owmt2jrhNJnMREQUvLfLbRvX7uT82RAcHR24FRvP9KnvoMp5MzAjMyvPPste7s5ULh2QX1dCCCGEEHlExSbaHaekZd1zixKwLlaF3FUm+bbPv1vC6OG9cHZyYO5vmwvMfH1YtyvJPAk6rYaRw3uiUavRqO4EdFUqJSWLF2HzrhMP3ffVyGjCIm5SumRRAExmC6qcLVEirscScdfcvWqlUrbPLs6OlA4qSkJiCo/i/MUIGjewBq1VCgVuOilJLYQQQojCic+psFKxXAkcHbScuxhO91Hf07R2eRKT09l7Iu/a3DtDuzL4eeteuLsPn2PkJ3NtSShatRr9XWtaAP27NKFZvYqEXL1JqUBf6lQpRXxSGmu2HWfx2j1kZ9+p9OfuYr+u6OZqPV624SDLNhy0fV8ywMeuXZN6lRjzZj+0Wg1Xwm8y8oOfyMjUU61iECMGdLDbjsTP240NP4+mVqUg4uLi+WHVFl4c0BWDyrrGqVAorGuDr3TH39fTdl239g34ZcU2vNydWTPlFcoW98VkMrPmwCWK5qx7JiSlcjL4iu2a2tXK2o2zVtUy3IyJR29WEaVwxZsM0jIN9Bq/nDadW6HO2cPZ2dmRdq3rc/VyONdvxnM53D4Inp6p58W3vyOwqA9xCSmk3fWiYn4UCgUWiwWNWkW9qqXv214IIcSTJwFj8dBK57zRdlt6ZhbHjwWz+q8D6A3Z7Dxw522zNi3qMOrV5wDIzNQzZvwMruUsWg3o3Z7h/dtRwds66fL1cuPLN5+n0/Cp1tcBc6lQoST3su6vfZQvWwKtVkPsrUT27DuVp02poADMyjsTs5hbiVSoWJrn+3QkKuoWe/ad5FR0Gk4aJQmZRtKzstmy9VCefnLTaNQoc+1RrFarWDB/PUOHdMfBQcfGTfu5FhlN+LlQateuSFRiGvMXrUevN5CZa+85vdFCYnw8N2/GcSk0kndHD0KpVOIX4GdbuGzVthEpyakkJ6dyOTTSdm16ShqxqXqMZgtqpYLtW/bj5u6KR3omSfdZ/HNSmLlw3jqBnDVvDf37dCQ7O5s58/+0TbQBypf057evX8NXsouFEEIIUUhBdy2gGYwmXu/blh+Wbi3wmnsFbA+fDKH3q5Me0+ge7N6PSqlSolGrUSrynrsSfv8X/e4lO9vI2+Nn0rppTVQqFcdPXaR+7YrotBr+2nYEg8F+wfRSaCR1alozZjIy9YRH5h+gz618ySIFBvIBps1cwfWoWGpUDGJA25qSXSyEEEKIQivm58ngFzrSp3srAE6eCSU1OpqJc9bn216tUjKoZyvbcYsGVahQOoCLV6wZrfkFi7u0qs2Et/sA0KlZDdtaXvGi3lQuX5zaVUsx8rP5tvZL1u6jQ/OaeLg5k5yawZI/82Y5+/t44Ot7JzElI1NPUKlitoSRMkFFadW0BidOh/LjhOE4OujINpnR5ASNz16KoFENayDX28ebclWqEByRQPmcZI3b63L+vh5YLBbbtnhGQzb7VkzETavAW2dto1IpqRTgzvipv+Lj5cbOA2eIT0y1je1cSATNGlS1vSB5PiSS/cfO07xBFZo3qMrFmHTe/GQBXeqVom9NP9TOJkLSlaiVSgZ1bYSbSxuMJhPjpyxhy56Tdr+D0WQm/Lp1rbd0oC9h1/OvEOnj5caEcUMoWyqA6Jtx+Okskl0shBD/EhIwFg+tStlA6lcKZM57PfB0deSbZfv4ftn2fNu2albL9tnRUUeDupVtAeOWzWrlWTRz0Kop4u9Fi8Y1UOa8cWayWPDz96Fq5dIEnw/L9z6nTofwzthp+Pl5EXb1hl0w9rZOnZphtCjINplRKMCEko4dmwAQUNQXfZaBg6evULliEACr1+3J08fd4uOT2LfnGE2b1wVgy8a9nDhxgTGXwunTrxNBZUqw+IfRtiC7JTODs2etb0b+9ddeSpcOpFy5Ely5cp0ff1yKp6cbEz5/zbYfitFsId1gfcPR3dWJl4dZg+9rVm9j6+b9AGxcs4WufTqT7OlOZOhVWraqR+cuzcnK0jPt20WEXy24BIxWc+dfBbv3nmT33pP5tguJiCE0MoZqMpETQgghRCHdPW8wmcz3DBb/P8vM1HPtWjRlc7ZGycwycPbCVQ4dv8D2vaceuf+MjCzWb7nzouP1DfsLbPv190vp07M1bq7ObNx2mLj45Pv2bzQZ75mBrddns2TFVpYALuZBDO3V8oHGL4QQQoinV40KJXjO6U6CQq3q5Ri1NO+2JbcZTWbSM/W45WQBm0xmUtMy73mPquUKXs9SoqBF/cp234VcjaLzy5MoV6oooVdvEp+Umue6Z1rVwdHJAaPZjFKhQKvToFPbvzSXmWmgbFAAjg46ABKyTJgMmYz5cgHVygXaAsYACqWCoe//xIs9W9G6SXWKBfiSpc9GoVShUFgIJBm1MYsAL2eSlQrMd40nLimdrXvyruupVUrSU9MwZqbj4eGKIduI2WTEaDTxzufz0GrUGLKNDOpQk6+Gt8+5ykRaRhZnrqVSOmc/abVKRZ9uzfIEjHPLyDKgVCry3R5vcL+OlCttLTNeNMCXIC+nAvsRQgjx95KAsXhozo5aFozrRVARazmUia+0Z8eJK5wNi7FrV7lCSfy83HDVqTEYzehNZmJuJeLm6sx7Y17E08udhEwjqXoTrjoVekM2k+asp1PbBnjm7E+nyLXxiDJXdnB+bsUlcSsuye47JycHjEYTBkM2ZSuUwlGjBIUCC+Dr7UZmtglTTv9e3u6M/3Iu1aqUIT09k5DL1/LcQ6NR06BBNcxmM4cPB2MymVi+dAO7dx7GZDJzKzYBgBcGdqVmrUqolQpKB3rYri9TsijF/L0Jvx5LZmYWU6YswL+IDxUqlqJogB9urk52z5ltMJCSnEl2djZ+ucrPNGtexxYwTk5MZtUvvxNYoiiNG9fAOacct4ODjpat6vPL1TX5/l4ODjradmnNa6ODuHr1Bj9OX0paWkaBv29hysoIIYQQQtym0+T/nxzFi3jz4YjuuDjpmLF0GwdOhlCpbCDvv/48Dg5a5izdzLbHEET9N1EoFJQq7m871mq1/LJ8K+cvRfztY8nI1LNgycYHuibseuHLf6emy5xRCCGEEIVnMpnJyNDj6moNIJrNZlLTMyni487nb/TEx8OF2at2sWnfWds1701ayGdv98XRQccPC9ZzIybhnvfYd/wSQ59vhVKpxGIBk9mMSqm0ZfGm5zN/iU9KJf5k3kDxbYnJaaiVCmuJZazzPUNmJtGxCfj5eLBj32l2HTiNj6cbGZlZuDhZS02HxySy7/glTl+MoHubOlSvUIJbCSlMmbeexOR0pi1Yz7QF63HQaRnavwP9urekKGl4KzJBA5CGyaIhzeRMSrYFc1YGV6PieXPqinzHOWfCK7RuWAWwJqaAmneGdWPv0QuAdd9ogBpli9hdF3buIhsORdA4J2AMkJBY8O8BEB1X8IuITo46u+N7bVMjhBDi7yUBY/HQXvpoLtunDrL7zsvN/q2w997sR7tmtfB0zNm/TAcXImM5E3yFAf07EVQygCyjGVCyLzSG3buPsnbTQeKS0uhTxL7ktcUCh48Gc/bcnb03Aor60Ld3ezRqNav/3EnoXcFdZ0cdE8cPpWyZ4kSnZDL/l7WY1eo8WREGvQGVVoPZbGbv3hMYjSZOns5/32KFQsG7o1+kQnlreeyGDarz7Xe/AhB91x56fn7egHUipjeabG8YJianEZsri6NYMX/efm8IOp0WgJW/bSAhMQUvT+ublfv2neTXxRsoU6Y4o98bYrvOU6ti7tdvcCs+hVlLtzBoeG+8vT1QWOyfMD0nANy8ZT0Cixfl/LlQTp2wTgjbd2hMxUrWvULKlClO124t+W3pX/k+e1CADz3a1Mn3nBBCCCFEfgZ9MDvf7xdMGk75Utb9dutWLU2LAZ8zZfzL+Hm7A/DZO/05ezGcmFtJhb6XTquhY6s6WCywaecx28JXET9P3nq5Gy5ODvy6eieHT+Y/z3vSLBYLMbeSCChinSNmZxuJS7h/Zu9/jY+nKwO7NvmnhyGEEEKI/5CXP5lHeGwyo197HgcHHb8u38LN6HjW/fQ2jWtaM3Ab1SxLs0FfEp+UTqeWtUhJzaDdgM/stlO7l33HLzJ43M80rVOB4JBrXLkWw6KvX8Pbww2FAor4uLNg8uuYLBaCL0Zw7WYc2w+eJSml4MSKtduO8HynhjSofiegWr96OZZtOMALP67CZLbmAMfGJ3MzJtFWarpMySLUqVaG42ev0Gn4FAJ8PYhLTCPLkG3Xf5bewLzfNuPt6caghgGQa+lVYzaA0plvluzg23nrChyjp5uzLVgMWAPcgNmU93fbeuwKr3arb3e8adcZqlUMon3zmkRcv8WUn1cDUDLQj5GDu+Gg07JgxRaOn7lc4BhuW/7nLmpXL4eLsyP6LD1F3Dzue40QQoi/hwSMxUPRG7I5f+UG01bt5+MXWwNw8FwkB8/d2VO3aBFvmjWqgU5lnxHs5+XKzGljcHDQYrZYyDKayTSa2X34HPOX3SlP+OeGfVSpWIrqVctwNfwmP85dw5Ww63Z9vT/mJXx9PAAoV7Y4b47+hvRcGbDTPh9OjUpBAHg4qBnwwjOcPH8Vp+pl8XfWoVAouHzlOtNmLKds2RJERd3i8pW8GcW5+fp62oLFANWrlcPV1YnU1AwUCgVlywSSpTdw7VoMx4+dI6CYNfB9PCKO7Lg4zGYzs5duxtXVme7dWpKRkYlRqbIFiwGqVq/AZ5/9TP36VUlOTuPQYevbk1euXGPN71tp1qIuSmM2neqWQ5WTiVy6VADRFmsfFoWClJR0NBo11yKicNJpmfDFG3j4emMBGjWpxc8/LuVccKitHM5tt4/r1K9GxcpluHE9mt3bD2GxwI3YRK5FJ1C5TLF7/kZCCCGEELeFR93inSGdMZktLFy9i6SUDJTK/7F31oFRXdvbfsZn4q7ECMHd3V2KFClSKIUWCpS21N2VOpRSodBSCsXd3Z1AAoQkxN09Gf/+mGGSIUHa23u/tr/9/JVzzj777HPSe7NY717vktAgpLrS1kGjIjjAC0+ruwxYHF083V3uWzCWSiV89c4sWjW1bIQb0LMNT772LQCfvz6DRtb4pU2z+ox5/EOyb3Ok+V/x+kfLeXLmaBwdVPy6/gA5f0AQ/6eQX1TKzdQcvNyd7z1YIBAIBAKBADgblUBWXjHT5n5sd75JfX/bz0qFnGYN6jFv6lBCrW3furRpxKufr77v5xw7H8Ox8zG244pKPZ5u1de7tG2IVCKhX8cmACSl5/LA7IWUltdtd20ymZmy4GtemjWSyQ/0QKGQY0LC+GHdOHAyiuPnr9vG3l5d62ktFDGZzKRlF9rOd2zbmO6dmpOWkcv6bceorNLx9ueruNazMT+/MAKwtAjJ0cp5eMHnRN3BrcbJUc2IgZ2RSSUUlZTj5uJouddspqS8kg+/3Vjrnt1n4hj16ip6tAzlXEwa207eAGD9tqPsOnCW6Ljq3OxnbzxGoHUjZJOIIMY+/j6FxWV1ruUWMXGpTJv3MQH+XiSnZrPmkycY1K3FXe8RCAQCwf8GIRgL7sjHy3bw646T1A/0Zukbj+Dv7Wa7FpOQCcCqQ9dw9vVHhomPf9iBTm+0jams1GI0GtGb7Pt2VOmMqNUWYVMqkSCXSsjNL2bnruP247Q63vhg2R3Xp1GrbGIxgKOjBnd3FzvBuHnDYNvPCpkUB5WCvTsO0zjYh3KpC9diEvnsy9/QGwxkZN6fxV5paTmVlVVoNBYLmbKyCioqtEgkEhY8PZk2rRsDsHHTQTZuPkhGRg6enm5cuXyDvDxL8Ofs5MCnHz2Fm6sTADdv6y+cl1dIYVEpe/aeqvX8fXtPsm/vSQb2aM3wjo1s533cnckqqO7ZHHMjieU/rOeTD+fToVUEYKl0LqqyVNqENwjmanQchw+fo2OnFri4OFFeXsm+fado1rIhkx8ZBViEY7lczv7dx9EbjHSd8i7jB3Xk29cfQSa7uz24QCAQCASCfz9L1x5kyZoD+Hu78e3r06hfr9olJj2nkGUfzSE82CIO9+vSnJGzF2Iymdl3MppB3VsCkJyey7X4dHYcOMcDAzsBcDU2hdiE9NoPvAM+Xm42sRigfcsIPNycKSgqJTyk2lpPrVYS6Of5/00wTkrN5tk3l/7Xn9O0USgyuZToa4n3XXXzV2E2w8DHFzKsVyuWvzsTlVLxP32+QCAQCASCvx+rdpxi4fKduLs4sPjVqTSrUYxQWFJOTn5JnfftPHqFycO7ABarY63BaBOLAUb0bfeHBOPbWbRyNx8+OxGZTIpWb8AkkaKske4KDfSmU6tw9p+MRiqV0KpJGJVVOmJuVgunZrOZPcevMGZwVySy6nT77QLxmq1HeW7WaACS0nI4eeE6t9OscSjvvFidc3NxdgCDgT5dWnAzOYuoMg3eTgoqUGJQKRnUpx3lVToSkjPt5pFKJXzxzmwahdcD4EZmLoq0HGRSKUt+28eB09Hoa+Rxa7Lv/E32na92eJw7sR9vzrGse8eRSB59fRlymdQmFt96Vx8vt3sKxgBFJeUUlZQDMG7BYvp2asLKD2fhbG2vJxAIBIL/PwjBWFAnu49f4fXFGwC4kZjJnPd+YdNX823Xf9hwyCJ6vvOETfT8KLAes5/9wjamqLiMRd9vZObDw9E7qTDpDcQkpFFYoadNq4a2cRs3HWTrzmNUVen+0Borq7RcvZZAM2tiMC0tm6zsfLsx0TeSadU0DLCIpaV6E6+98hjOakvSqk2rRvTo1pqDR87f/3MrtXy9aDVjxw7AZDKx5vc9GI1GwkIDbGIxwAMjerFpyyEuR8bUmiMk2M/23QCCAn1YvfkwLVo2IiM9my0b999zHRejEygoKsXDWomz69AFsnRmWrZuQlZmLpvX78XX14N6Ad62e+RSCVIJmMxw82YKarWK4uJSXn99MYEB3mRl5VNaWs6wtk3t1xtWHcRXVOlYseU4XVtH8MioHvf93QQCgUAgEPz7OBedwPwPfwUgJjGT6a/9yJEVr9iuHzkfQ/fO1RUDTRvUw8PNifzCUua+vZwJQ7vg7Khm7a7TlFdqee/r3zl8OgoHtYojZ6IxGOpOYt3Cw80Zf18PEpKzKCoup7SsEmcnS6JJbzBalEvg8Olo+ndvBUBGdsEfEqL/iTwxYxSD+1uE99PnrvLh57/+z9dQqdWxfu852jUN5dlpQ/7nzxcIBAKBQPD3ITY5i5lvLsNotNgzP/T8EqI2vm+7vvvYZUx32OD29MerOBudgJebE+v3nkcml6E3GFFY274lZ+Te8bl9OjVj7OBOZOQU8uWKnZRXamuNWbf7NGevxOPl7szIgR0ZO6SrpRex9brZbMbRQYNEIuHT1x6le0eLtfOKdQdY8vMOALw9XFj8ziyUKiVmsxmJRELktUSOnLkKwIxxfXli8kBKyir5aPFacgtLOX85nrKK2j2TmzUKsSvQ6NulJU2tVdbNGgaTkpGLzNndtrYRg7owqG8HXnj3Ry5FVYu8Xh6uNrEYwM/Pm7Ez3yXnLv2F78SLM4bbfh7WqzWtGwdz6Xoyx85E06NTcwASUrJISs3+w3NX6fTsPHaFD3/czgdPjfvD9wsEAoHgr0MIxoI6ScnMv+04D6PJTFxeOaVVegKD/AkJ8rUTPUOCfBk7qg/rNx+ynTtw5AIHjlywm6teoA+BAd74eLtz7sI1Nm45jMF492Tgnfjk85X06dUOpULOwSMXaiUVn3vvJ2Y+NJDQ0ACkHp6U6Yw4Odn/Z1+vni+TJg6hrKyC3XtOorutV0hdXI9J5N337PvxVd4WdFZVae9YzZGemUdlpRaNdadhekYuPXq0xd3dhZKiYvQGwz3XkFdYwpSnvmBAj1bkFpSw89Ct77wJAKlUytgZE9EZTSitgabRZCY7p4Ctmw4QGOjL409MBMxsXLeHI4fO2uaW6ewD1vjY2tY2uYWl91yjQCAQCASCfzfJmfm4ujgSHOBNUmo2KZn5GAxGPlm+k8s3knFyUBPRIBhfL0tf4tTMfIqKLdUEOr2BlVuO1Zrz+Nlr9/Xsls3q897Lj6JRK8nMLuCpVxdz7Gw0Q/q0B0AmkzJxdB++WbGNVz9ZybnIWJwcNWzff67O5Ny/BY1GZROLATp3aEagvxfp9+mm80doGOJLbPLdE4MiZhQIBAKBQJCeXYiDWkV4iC9JabmkZOZjNpv5cuUeTl+Jx9VqlVwXJpOZ3cej+OjZhxjWtx2b9p3nmfdX8Nj4fhSVVvDuNxvqvK9JeCDfvfuYTVj28XTlqfdW1Dk2OSOP5Iw8Ll1PIvJaEq/OHYuLgwoJoDOaSUjLoWH9AJtYDPDwmD589+sujEYTQQFeOGhUmAGDGYwGA488vwi9wUjDUH9eeHwkAM6OGuZNGUyvSW/e8X2v3kjGaDTZROOSUvuK3azcIjbvPUP/nm2oF+iDGUsrlwG92toJxkXFZeQXlthsr/MLSmxx+B9FbzCiVlU7xtxqffzKxz8ztG8HNGoluw6eR3uHnGqDIB9upuVwN9ObPBEzCgQCwf93hGAsqBPv2/qNjerbjqvZpaQUWfp1NGvXgm1HItFqdbbeuyYztG3V0E4wrou09BxmP/UJcrmMZk3q8/G7czCZzSxfuZ1rMUl/aJ06nZ49+07f8XpxSTlnLlxnTP/2ODs7kFBYSUpxFSq5FKlEQnFJGV27tsLBankSGhrA14tW4+nmjEopJyOn8I5z305Wdj43r8XRvUNTiiq0fLJ03R3HFhaW8MHCFQwb3JWy8ircvNwJ97NUArdq3ZiOHVtw+tTlez4zI6eAnzfU/b3dvNzx9PfhSnoJEd6OyGUSMosrydRKCWnRjP5dblURSxgzbhBnTkXaqry37jpJ/y7NUbm5svz3/Zw+cclubn8vVx4a0vk+vopAIBAIBIJ/M93aNmbTD6/g5Kghv7CEixeu8e53W/jwx+22MSci45k7ZTAmk4lFv+zGaDL94ee0bhrGi7NHI5fL+Oqn7Rw/f50Jo3qjsbY58ff1YHDfDlRW6aiZh7pVbWwwGFm/86TtvINayYIZIwgO8GLbgfNsO2i/wREsgvOQAV1wc3fmyLFLpKb98YqJmrg4KOnWNIC0vDKikv568fYWep2ByiotGrVlY6LBYLRr2fJXEpuczfRR3ckrLGPbkcha191dHJn2QPf/yrMFAoFAIBD8c2jbLIxdy1/D3dWJ4tJydh44y9er9vHiF2vv6/73n5nAQGsrk5cef4AtBy8x9snP73pP0wb1bGIxQIuGQfd8jslkZuOeM1Rq9by9YBJKhZxNe04TFZNMgK8HJpMJqdQi5JZXVtkqpmMTMsjKLcTP21L5e+zcdYvbDVZL6Rp4ujszuG97dh+s2+3wakwSb3y0gvEjeqCQSTh04jKtGgXbYrtDp6NZvfkIOqOJmZOrXVyyc4rs5tHpDTz71g/MmDQIgGW/7Uanv3eBSl3sjU7lgfbhyKQSYvMr8Qr0g5hkDAYjW/feOS97i/jUHB4a0hmT0cjavedqXXdyUPHY2N5/am0CgUAg+OsQgrHAjoIKHUkFFfiEBjNqcBc277b00JVIJKTkleDsoMZkNlOuBz8fT5b+vIO5M0dhNoPeZCYpJeu+n6VUKnhpwRSb4PzSs1N59In372k9+EdQqxQseXumLZnYxNuRonItXy5Zi0GrQ6FSMGf2eNv4Zk3r8/Conrz6xBhkMimrth7jra/vLPzWZPTgLgzv1RoANwcljYJ9uBIVh1QmZeKkYTRuUp/kpHRW/rwVrVZHbFwKsXEpADz/4qN2cyn+gz5vwSEBPPn0wzg6qskv05JRpOVyeglGgxGjxGKo4x8SaHePRCLhqZdnsXblFhLjLWta8PaPGIz2Cd2QAE++fHEyHZvXx9vD5U+vUSAQCAQCwT+b/aevMv21H5g7fQSDe7cDwNPdhYkjezJh3md2YxNSc3j2w1/+9LNkUilfvzUTN2vlyWevTWfAlLdqubu4OmmoqKigoqISBwcNJWUVbNhxvM4533hyHKMHdgSgR/vGZOQUciE6wW7MrBmj6dvL8m4D+nbk2Ze+Ir+gBCdHNaVllbRoGkZQgDcXr8SRdY9Nhu5OKo5+PIEGAW6YTGbmfnuQFfuv/qnvcS8MRiMLv17NnBmjkMtlrFi1i6L76CX3Z1m+ufY39nZ35tvXptGhRX38vd3+a88WCAQCgUDw9+bMlZtMfGEJUx/sw+SRvQBwdXbk8QkDmPXad/c9T5C/h93xoJ6tGN63Hdvr2PR3iwvRCVRUanFyUCEFJJhRqxRUaaurYNUqBXOnDsXN2ZGfNxwkPtmS19x1+CLHzl5Do1aSW2DprZyRXcBn32/miYeHUKXV88UPW2zzlFVUMXXBl4we2JmyiirW7ThhuxZ5LZEzl+Po1CoCAK0JXpn/EG2ahiI1GEjJzGPlFvt4ysPVgX6dLdXM3do1ZufJaBo0DKVcbyK8Qxvcj0by++Yj+Pl40LJJGFHXE/lt48Fa3yAhOZNXP1xxH1/47sSk5SN380ACmLFsUPyjrNlVW1h2ddLwzatT6dyqAcH+nnXcJRAIBIL/JUIwFtgwmc0k5JVjxiLmLnh8DMfPXiWvoITS8koCHGT4e1qqNDJKqrgWk0hCUgZVWh1dO7UgPSOX39burXPufr3b88jkoRhNJr5btplTZ6MZ2KcDGpUSicTSXs7JUYODRo2nhwvzHhuNg0bN75sOcvh45J9+J2dHjU0sBpBKJJTm5XHm9BUAPD1cqarSorbu0ktISOOlWaNsti+TH+jBr1uO2QLGmgT4uPHyzBFo1Eq+/nUvzW7bqdisYTDrdpygT99O9OhpSTZ6e7tTWFDChvXV30mpVHBw/xnqBfmhUilJScnk3JmoP/3O0x4dbaum8XZWU1Cq5WZ8CnK1GncfLwD0RjNpKZnUC7b0QNEaTLi4OjN+ykg+fmsRgJ1YLJdJGd6rDR8+PY7wIJ8/vTaBQCAQCAT/Dqa98j25haWUlFXanS8oLiP+T/QuuxsOGpVNLAbQqJV4uDnxw8qdBAf6EFzPl8TENB6f0A+FXIbBYOTzZdvZfuAchXcQShuHB9h+lkqlNAoLqCUYt24ZYfvZ0UHNkAGdmTKyJ04OajKyC/DwdAMsFn0pWQUcO3WFlWt21/m8YR3q0yDAzfo8CU+OaH1fgnGTiCCmTxyEyWRi+Zp95OUXk19Ycs/7Lly6wYx5H99z3P3g5eZEXtH9Cc4SCQzq1oL354+jRUS9e98gEAgEAoHgX83MN5eRll1YK2Ysq6ji8o2U+55n/e4zNI+w5N3MZjNGE7Zq3juRlJ7Lr5uPMnfyAAAign15/tFhvPvt5up5v3mOiBA/AIb3bcuAqe+QZxWIyyqqbG1MPNydeWTSUJycNOw4eJ5JI3qw8JVp/LwhiC9+3ErLhvV4/8mx+Pu6E5tZjLOrE8tW7UZvMGIwmnj0xSXMf3QEY0f0wGAChVTC7DE9kUkthR2DerRiynPf2NbV29oXGCybJ9u1asjNggoqDUacnB1p3roxxw6e4dMl6+/7G3ZoFUFwoDdnLsWS9gdblaxbuwd/f288Pd24cvkGJ09G1hrj4qSp9Xu+G306NObdJx+kY4vwP7QWgUAgEPz3EIKxwIZeb7Sz8JPJpDhoVIQH+XD4wg2efnS47Zqvo5JkazXxoaMXOXT04h3ndXVxYvaMUchkFhuY+XPGc/5SDL17tMFa8IpEAklJGZSUlvP5+3MI8LMIm8/OHU9MXApZ2QV/6p1yC0o4FRlHl9aWhF+ZzsjJ8zG26/kFxXzy6c/079eJsrIKtm49wsN9WtrNYbqDbeLaz+bRKMwiuPZs34gXvtrA6MFdbNfPRMYC4O5uX4nrXqMyt2XLhsyePR6VSsmlSzFs2XqQzIzcO1ZZ+/h68vAjo3B1c+HEsQvs2Xm01phb4vcttDo9W1duwC8ogP7jH0ClVpGRlErUlcs8Pm0YOXIn2+9d7aCu87muzg6s/WxundcEAoFAIBD838JsNpNvFRCXrd5L04ggmkYEU1BQzNRnvqCwpMJu/K3NgX+W0vJK9p+4TP9urQA4fyWelIxcTCYzjz/7BRKJhDeeGo+iTQMA5HIZHVuGU1RUwunIOFtVSE0On7lGk3CLoFlZpeP05bhaYxIS0/GwxnF6vYGJI3vh5GCJswJ8PdAbTagVMmQqGS5hvnh79yI5NYujJyJrzZVXYp88yy2+dzJNo1bx8eszbTaGnds2QSqVcOZiDC9/sPwvdeW5G86OGl6cMYznP/v9nmMVcjkbPn8ShUL8M1MgEAgEAgEkZ+YDsHz9Qdo1D6d9iwYUFZcy9bmvycgtshsrlUowmSxBo6uzA/27taSotIIDJ67w04YjeLg589hD/TGZJRSVlLPv2L1bucnkUrvjh0f35uzVZPYcvYSDWkmDYF/bNQeVgm7tGrNl39la87z49GQaNwwBINhVjcSa0Jz2YF827j7N2k/n4uflCkBYgBchoQGYTWa+W7kTsBRl7Dt+mQeGdEMqleKgkNjEYoDubRuhUSuptLaKi0vKZFCv6ueX64xIJBLkUil6o4mSe7jHKOQyXn92Mp3bNiY+MYOT564yf/oIACoqtbzyya+cPHf/bjcZGbm89OIXKJUKdHfoUyyTSlizcA4PPb/E7ryHuwseHi4kp2Sht1piSyQSVi+cg4er032vQSAQCAT/fcS/5AU2EtNzWb3tNBNH9QZg/7FLpKTnAhDk74nRaLJV3pZXVvHcI4P4fv1RCkvK7zqvWq20icUAKqUChUJOSan9fWut1ine1moNAJlMhqe7y58WjAEeeWExj4zrR6MGQRw+c41d+8/YXU9LzyEjuwC1Solao+KNL3/n3WceQqmQ892afSSk5tCiRQQjR/RGp9Pz2+qd5OUW2sRisPRnS0jK4Pn3l9O2eTiXryWy71gkAGdPX6FHz3aoVEoMBiMnayQRJ04carPkbtOmMceOXUClUFBQUEyBtXpEbq2UAZj48AMEh1rspIeO6M3NuGTi45Lt3uf6xWi69utiqaauMnDsgMXyJSc9i4KbcQSFBFKZk4WnlxtXE7IpVxQREmZJmB7Zd4LbUSnlLH5l6p/9/AKBQCAQCP5l5BWWYrIqwIXFZTz67FdIJBLMdajCEuC5R4awcttJsvKK//Qzn3//Z/p2a4FCLufClXienTkSlULOL5uOkJKRS5o1GQkgBQZ0bc7Abi3IKyxl7NzPyMy1t4z+cvkOUjLyCPLzZO/xyySk1K6K/vrbdUwcNwB3N2cio+J4Yc44u+tKmRS5NdGnlElwUclp1aw+Dw3rhhkzS1Zs52qspXJm94UkPtt4nqn9mpGSW8Lcbw/c85093J1tYrEEkFif1altY3p3bcn+o5fu+/vVRYMgH+JTc+45zsVRTWTMvSuAZDIpi16eIsRigUAgEAgEgGXD3S375/IKLdNfWHzHmBHgmSkDWbfvHAXFFaz5egEhgd4A7DpyiUOno/ll8zH2HL9CWJAvaZl5hAb5UFZRRX5RaZ3zuTgoqacxoqrMx6ByxiBRoDfDm09P5FpcKn262ReMmM1mbiZn1jlXSJDfHd9To5TbxGKwCKcqmYSHR/agT4fGbN1/jt+2HiPqehLvfbmagb3a4aSU8UCP6ipivdFkE8sBVqw7gFqloF/PdkgcHMgu1+GslBHu5kBZWQWbjbo7rgdg5JCu9OzcAoCmjUIItX5LsLj3vPH8VNbvPMmPK7Ygl8sY2q8jTk4a9h66QF6BfcxeM2a8k1gM4OKo4dDZ63bn2rdtwvy5E1Ao5CSnZPL2ez9SpdXx0dPjhFgsEAgEf0Mk5jv9lRb8nyMnv5h6/Z+hYf1AFHKZLcF1i8kjuvHso8OoqNTx/CerOBVZuxLjTjw9dwI9u7UGYO+BMyxdthl/P0+enz8RH293Dh29yLKVOwD44K3ZtG4aBkB2XhGznlqITn/n3hgymYyQ8CCqKqvISL3/Hsq3WPDcIzRsFApAcXEZK37ahKuLAwlxqeQVlhAU5MurL89Eae0rnJdXxHMvfM7Wxc/QpbWlkiUlM5+eU9+nvFJLWIg/fr4eXItJotgqpvv4eBAWHkRqSiYZ6dWJuY8+ehpv7+o+LIX5RXh5uaHXG/j2u7V069qaDu2bkZdXxGdfrOTRWePxqjF+xbINXDpfvSNQqZCzZuETzPl4DcENQki8mUpuhiUB2n9ID/oP6Wkbm1VYTqnOjNFg4OqJM6QlpJCZUTtpqFLK8fd2I7yeD44OKjq1COfZaYORSqW1xgoEAoFAIPj3o9MbcOr4+P+3569d/BzNrJaEOfnFDJvxPjqdnhdmj6Zt8/r4ebjgXcPR5b1vNoBByzszBmA2m3lx8XbWHbx3RUpNVEoFiz5/lsaBXsikEsqrdOiqtHbJwcLyKsxGE45Wx5biknJGPfrOXePYuyGTSVny8ZM0Cq9nEYwl1VUo737xG/uOVDv8ODs7otaoyM25v02WMqmEHUueZfjczzAYq/85qFTIa61XJpNirNGq5FbvuttRyGX4e7vRIMgSM7ZqFMzLM4YLAVkgEAgEgv/DKNs8+ofv6dGhCd+9P9t2bDabMZqhoKiUifM/JzTQmyXvPo6b0oxKX8GeE9E88/U2isqq7ObZ9t4E+rUJBcCIhFSpN1qzDKPJRFFpBW4ujiiklo1/EuDXrcd5b3HdFs8L5k6gV/fWAEgNevzdHVHJZVSVl6PT6zHp9LRoYCnwqNSbyK7Qo5RV583mv72M/Seu2M25+M1HGdqzFUajmTcXr+e3rfZ9jAE0GhVTp48hKMSfwU38cNZY3G7KK7X0nfwWRaUVte4BmD5xINPGD7AdFxUWE+BTnU/MLtNSoTcxa95HzJvxAH2sOducvCIeW/A5ZeUWNxyJBA799BKPvrmCmZMHo1EpWbnhABejbtZ6plwmtWtvJ5HAe289Qf2wQNu575dt4ujxSwR4uxEW6I2Ls4ZGof68OXsUapWizncRCAQCwf8O8a93gY0Xv1gLQGxCep3XV207wapttStQ74cvv/kdvd5Av97t6de7PYnJmezZf4aFX6/mxfkP0a9Hawx6PRt2HEfj7U1GSRVSCSgcNHz30Rzkcjnrdp9h2+6TdjsRpTIpU2c/RHBYEEqZFLWhCm1lFbv3nuLo8XtXXUgkEhpEhNiOXV2deOqZhwEoL69AW1GFr68Xsur8HF5ebshkMiY+v4RZ4/ugVilYvukY5ZVaenVvzVNPjEMmlVJQWMKzr35DQWEJOTkF5NSRwFuzZjezZo1DqVSQkpJJWIilalmplDN/3kSbKOvl5caUSUM5evgcY8YNAiA7O4+Yq/F28w3u3oIZb/5EYXE5WZm5dtd8/b3tjlVKBaU6HTK5HGcfH57t1ICXvlxrF9wBaHUGktLzSEq39DfZeugSCrmMpx8edM/vKxAIBAKB4N/Hq1/df6+0vxq1SmETiwF8PF0JDvAi5mY6H3yzAYCv33iUQT1a2cao1Co+nTnIVg38/UtjOXQhnrziu7vk1ESr0/PyG98yfGh3VEo5+TmFPDFtGCazGalEQnlFFR8vXsvbz06x3ePq4oizk4b8wrqrXu6F0WjimdeXMrRfB/x9PRjaryOODmouXInj8IlqwbtdxxaMmzwcmUzG1Ss3+PmH9Xes3LlFtzYRzHjjR5tYHODrwaJ3ZhFSz4czkbEseOdHtNaKIONtseE7Tz7I+99vtVUM3UJvMJKSmU+Ktdp72+FI9AYj78578E+9v0AgEAgEgn82H/yw7U/dl5FdYOdyeAsPN2f6dmlB5zYROCkleFOGRAHjezfDzVHF7M82s+S50TQJ9WXrsat0a1bPdq8MMzKTASQyDp2Kok9XS3Wx3gRxyVlMeeqzWrFNTb5auo5rN5Jwdnbg8LFLVFVp2b70OcLq+QCWdnZvL92Cg0ZN3z7t8XZztru/YViATTCWyaQ8/vAwJBpHFv66n59W7UKrs2zYU6uUPPrQQHy93Nh/7BLHzl7luyWrcXRQMW7LJ7b5HDUqvD1d7QRjLx8PQusHkZGWxa795xjWvyNeHq5UVun4ZMkGHh7Xj+aNQinXG6nQmzAYDOj0erq2b2abw8fLjYj6gcQlpNGxTWMCvV15/O0VvP/SNIIDLe/avHEoE2Z/SMFtld235xNffmw4KoXM7lxVlQ6j0URqVgGpWZY86XYiKS2rZPGrwt1QIBAI/n8jBOP/gxy7cINZby+ntKKKN2aP4rGxvYmOT2PVjlN1jlfKZej+wx5pPt7u9OvdHrBUBM+YOoLSwiKeeGQEPn7emIGJD/bjZnIWUqmEcr0RjUJKW18XpH6WCpGG9QMZOqgr85773GbRHBxazyoWSwhx1yCTWmz7Zj02hrT0bBISM+66LrPZTHJSOmH1LUGkyWSyibTOTo64OTtZx2Hrt3zu/FWMRiPllUY+/3k3YNnx17ptE8aO7IPMer+HuwsD+3ZgzYYDSCXQv0tz5DIZu45dtlVlREbGsGDBJ2g0aho1DGHW42ORSCxCds0qEgClUsGRg2dIvJmKm5szsTeSqKrSIlfIGTNhCMFh9Ui6mUpJuf2OxVtci4qlResm1vc0U66t/p1Wllfw5a+nmTSsC79svfemgAvXku45RiAQCAQCwT+bS9eTeeS1H8grLOXphwfx/PShZOYW8dWqvXWOv72q4L9BlVbP9fg0mjSwxG65+cWkZubZjXl38XocNEpCArzZeeQSGmcnm1gMlkpYF0fVHxKMAfILivn5V4sjztJPn8YskVBSZUAqlfDNip0cPB7JmCHdaGV1yjl/Oe5PicX9OzdFqVCw71QUFZVa1m+3VJv8uGoPLs4O5OQV2QnCw0b1s7V/adayEeERIcTHJt31GUcvxNodz502jBBrwrNT64aMG9aNXzcervPer1buYcbonnyz5t622hdFzCgQCAQCwb+emMRMpr7yHWlZBTw6phfvPfkglVU63v52c53jb3cvuZ2bKdm88ukqHnmwD96errjVsC7OyiuisLgcJUZqZs36dmjIuV9ewENjycnNG9uNmNgkmgZ7AlBYVsWUd74lI78UH09Xm2AMkJyec1exGCwb6Hbf1uLOy71aFJZKpZy7msTxCzdQOjnxQL/2tvhTbzBy/Hy1VfOEUb0ZO8LiANg4Ipi8vGLWbTsKwMvzxjO4d1u8HORMH9GJazfTmfDUVxSXVXL4zFV6d7KIu9GxKYT6e9Aw2JeDZ67i4e3JnGemolQpMRpN/PzDWqY/9RkNwgJIy8gjN7+YASP6osovx8Eq4u45eI6KiioSU7No3CAIH0c57ioZLz0yELODCwH+Xpbfl1JlE4vBYmnt5+NeSzC+ncWrDvDh85PIyS3Ey9OVk6eucPpsdJ1jRZ5RIBAI/h4Iwfj/IJNe/JbsfEt/3Cc/XEnfTk1RK+9s+/GfisVALfHTx0nJjx/OASx9OrLKdJgBtVLOnl3HGDSkBw5yGdIa9yllUvx9PRg2qAtbdlgSZ5UVFrsZZ7WCGnlApBIJvj6e9xSMAb5Z9BvDRvRCrVYRFhaI322VuABKuRQpZnJzC1m3bp/dNbVaxTMvzsDX1wtfJ5XdtYYNLdXLJjPsOxVNu6ZhtSz8Kiu1VFZqOX0mipYtIujatRW3o9Xq2LzlEAD5RaXoJDJuhdZ9B3anbUdLoOvl7UF+XiGH9tYWfS+di6aivJLAIH8S41PoPagHOpUDOenZXDh8Ep1Wx6lI+4pljVpBlVbP7UUqA7o0QyAQCAQCwb+baa9+T0yipY/bq1+vp2/HJoQEeCGRUCs2gNpVBf8tHn/lWx57aAAqlYKfNxyivEJrdz23oISZLy+1HQ8f0o20Cqhn2VfIpcRcEjLuz7r5Fg4qOUse60rHBj4cvZ5JUVEJEIAZMJrMpGflYTKZeebN7xjYqy1ms5m9NSyj/wj7T1+jc8tw9Ab771lZpaWySltr/O0JV6Pxj8fut1sAqlVK28/h9XxIzMi19dXLKypj93H7DYoqpRy93mjrbX2L/p1FzCgQCAQCwb+dJ95dQWSMpa3dJz/toFf7RvRq3xiZTGor+KjJ3cTiW2w7cJ5tB87j6e7MuwsmERzoxZ4jlzhw4goXo2/SMNiboU09bY6AWhQ4qgGqn1cmdyYfR6RmE1/sjOTc1SQA0rPy+WDRWob370hWTgGfLN34p9575ZbjzJlksX02mc20bBzK6cg4vOU6PIwllFWa2HE2gV+3HMXTzZnln8yjuLSCkip7cTrQKswCNG0YjItKisL6Yk3DA3l8Qj8WLtvOvLeWMbxvO5QKOdsPXqC8Uku3Ng2p1Opp3b4ZSmv8JpNJad+pFdej47lUwzraYDSiM5nRaS3VzJejLDnAtz75mQ9fmEK7Hpa4bVCX5hRVGUgpsfRJHjmoM8fPXqV7R8v11IxcEpJrtwQMC/QiJavA9vstKa/kk+83k5yRj1QqxWQyoZBLMZkltf4b6C/yjAKBQPC3QAjG/8cwmUzk16imMJnMHDp7jTNXEv6rVSE5uYXs2neaIQM6YzKZUNfYB6iQSVHLpdxMy+XMhRjKyis5ceQ8rs4afvlsPh7WnYQVekvQ5+zkYLs3OzOHfdsPMmZ0P0wOCm4ZnVRpdVyLSaxzLQ0igglvEEzizTRiY5MoK6vg99W7APD39+al1x639G8zmpADGpUCldyyQzHA34t3353LjgPnaNAwBLVaTdz1eHx9LcFdmc6AXKpAIZOgM5hw9XCzJVXNZjh/tfaapDIZU6aPZmDHpuQVFPP773sYP34gUqmUtLRsVvy8jazsPEpKyvEPDabn6KHI5HIqSsuoykylV99OdvO5e1h66cllUob3as3OY1fQ6Q2oNSr0egMXzlxGajLy0YTOvPD57+zbUt0jJS4lG6VChk5vRCGX8dvHT+Dl5kxcSjYmk4mr8el0aFGfsQM63O+vXiAQCAQCwT+U3NuqY09dvsmPG4+ikNfuc/u/pKC4jI+/23Tf43fuPom3pxsDOzchIzOHlxeu/sPPfGl0KyZ0CwcgzNeZj7dGE6WyVFfsP3KR0xcsVSNanZ5t+87cbar74vSV2n3h7sSG1TuY/OgY1GoVp45fIPFm6n3ddytGlUml5GXnYzaZkEilpGbksmm3xXnIQa3k4E8v8eXKPXyxco/t3ptpuagUcrR6S4X10jem0zQ8gKvx6UglcPlGKs0j6vHwiG5/7MUFAoFAIBD848gpKLE7vnwj1drOrG7B+HaG9m7DvCmDKKvQ8saXvxOTYCn+eGR0Tzq1DOdcZAxzXj9iG19YXM5DzyyicbA3Hz85kvatG1KBCjUGFOYKpBIJZZU6vAKDyEMKEhg1og+f/lwdy2zcfYqNu+t2Wrxfdh+7wswJ/ZFgKRSZO2UQckMlU4dYcmaegK64gKKSclZ+Nh+FwpKGT0jNsVluG41Gjp2Oss15/koczcN87Z5za2NfaJAv6bnFXL6agFZnEZ1PXLK4xhQV2v8OPD1cefn1J8jKzGHNqu1UVmr5ffVOnpg7EUdHDefORnPl8g3A4thz9txVxvaoFm2VNXrz5RUU89rHPzNyUGdG9mnHm1+uoUqrs3ueQi5j57fPsX7vOV5fvMF2PjkjH5VSbrPc/mTBQ/Tu2ISL15JQyuVcikmmQbAPM8b0+mMfXyAQCAT/FSTmezW4EvwrqNQbySrV4qSS8el3m20JH5VCjslsRn+fVcQatYLKGjvh1GolEqnUVulbF56ebix4dho+Ph5kZeSwZMnvfPPWDBrXD7CN+XT5DuLjkvn+9al4uzuzYutJrpWbCQv2JdTVAT8fd8r1JkpKy3n+9W/Jys63e4ZSqWDunPE0bxpOQUExXy1aTVp6Tq21NGvegLlPTrLubDPz3be/czkyxm6Mm7sLAwd3RyqTYjaZaN28AREhfrbrFTojaSWV1dXPZjMapSXoU8sltPJ1RSWXojeaiM4p5ZNPfybmesIdv0//4X35YNZwFNbeLNEJmbz04XI83F2IjUtBWyMI6zP2AfzDggFQyaU08rfviaLX6fnxm99ITkyzjFHK6dCsPlGJWcx79hHc3F3QaXX8tPR3tiycxe7jV3jhs9/tqkEkEvj1w9n4e7uy99RVJMCTkwbYWe0IBAKBQCD4d1JQXMaek9EEeLtx+vJNW8JHIZcil8movIdd3y3USjlVuv+OqBwU6E2/Hm3Iyy9h54EztsrX/ybL5vRgUo8GtuOle6/z3uarvDBnHH4+7uw8cI7ftx79r68DIDDAG71OT05eke2cVCpBLpej093f7+d2lAo5fTs1JTW7kJsp2XZJwBMrXyM2KYuZb/1Uqxrkuzen0yDYh8PnYqjS6pnzUD8Cfdz/1BoEAoFAIBD8cyirqGLH0cu4uziSlJ7Lkx+utG5Ek+CgUVFafuc8YU3q1/Nmx7JXUMgtJSCpmfn0mfI2k0d045PnJtrGvfz5Gn6pUfBwCzcXB1Z9Np+GYQHkFpTwxQ8beeaRoTi7e2CgugdyQVEp/Sa9/off08vdmVaNg4lPziY5I4+QAC96dWxKUnoumblF7PzxZdtYk9nM9egY+rcJs51bdyCSVYei+fqNGbZz5RVVTHtxCU0bhhAdk0hMXPVmP5lMyqvzxvPIyK7IpRL0RjOfr9xHTn4RT84YCUBsQjrzXv4GDw9XJj40GJVKwZZtR2jYLIKIxvWpKq8kIiLYNuepE5f4beVWwOIAqVIpqbrNtSY00IsjP72Eq7OlSGft/ou4+HhTUFTKR4t+JyU9F7AIwy0bBnHlRgr62+LCbYufwWgyMW7B4lp55s9fmESrhkGciIyjuKySmWN6ER7kg0AgEAj+XogK4/8DVOiN7LmRTaXe8od8QP/ONsFY+werQ3Q1En89e7Vn3IQhyGRSdmw7zI7tR3B01DB5bH9cXZ3Yte800dcTGT6iFz4+HgD4BfjQf1A3jt5Ix9ffG5VcSkpxFUoXFz57dgIB3m4APDamBzviC8gs05EDfL9oHaVFJSQkplNcUrvfnE6n54svV91z/Z06tURu7fGGFFq3aVxLMC4qLGHt6p0MH9mXQUN6IJVYrAZlUglms5n8Ch0yCfg6qZAAuRU6jh05R7PmETTwcrJVIytkUgKc1fdMYoaH+NvEYoD6AZ6kp+cglUh465UZODk5sG3nMfYeOIu2qjrgltq7fGM0Gvn6k2Xk5lSL6VqdgeOXYhn9YH/c3C29oJUqJT37dSYhNYeXv1xXyzpQrVQgkcAjr/1ISqZlrm1HIjm3+i1kNdYpEAgEAoHg30VhSTndH36P+FTLprv5kwfarukNploWyXfjrxSL3VydaBAaQFJqNlKphEUfzLM5ztQP9efrH+6/2vjPsvJIPA92DkOlkFGhNfDb0XhenDuebh2aAjB/xkjikzK5cCXuv7qOJ2c9SP/e7QH4ZfVuNmy1VNuYTOY/LRYD6PQGdh+/gruzQ62KkbTsAua+/0stsVguk+LiqOGJd38mNsliS7h+71kurXsXB419mxaBQCAQCAT/HioqtfSe/iFXYi1C5+NjeyOTWlwLjSbzfYvFAK4uTjaxGMDP2w2JRELrxiF249o0Ca1TMC4qqWDk7E8I8PEgp6CY7h2aonH3QqOSopRJMJjMZBdV8taXd3aYcdCoCPT1IC0rn8qq6jgoJNCLzd8swNPNmSqdnpc+Xc0bcx/ExRqHvvPNBg6cvkrfTk0xA+V6E0alhvJKHY4aJTq9gZW7zjGgb2fMZrOtXV90bCrXbiSTl1eEk6MGicSSbwSLXXd0fBrJRVoUUgk6o5lmTcLo4+liW1fj+oG8uWASbn4+OLpaijvCwgJ59vnP2bR2NwOH9LATjD093QDo2KYxXTo0JSk1i627T1GzhiwpPY9ej37EwC7NSUjLYf/pa3V+K73ByIVrSXi5OZFXVGZ3LTu/mFe/Xl9LLJZKJHi7OfHC57/behX/uu0Ekevfw9PNCYFAIBD8fRCC8f8B0osrbWIxQL7OXiC81UfifjBaxU+FQm4TiwGGjejNyROXeGrWg7Rr3QiATu2aMPf5L3FxcsBNLUeCRbxu27ElyamZnEkvRiGVEOauYVT/DoT4auyeVdP+RCKTcely7B9+95rIZFJatmyIzBqgSYHsrLxa46QSCSazmZAQf+RWVTavQkdmejaOHh5UGUy09HXCRWPpDeIkh9c27Wf9ml08+chwmgf3t82Vk1NA7I26rbFvcfz4BaYNbItGYQmQL1htq5+eN4GQIEtl88xHHiAmNplLh0/g5OqCq5cHSdcSqcx0omWbpphMZnZvO2QnFtfE+7YATCmTEBHiW2dluVZvYNKLS+3ORcelkZ1fTICoGBEIBAKB4F/LwTPXbWIxwJpdp/8/rsZCcD0fvnj3CVycHamo1LJuy2G79iSd2zX5nwjGh69m0uWVrbQK9eB8fB7xWSU8G+BlNybA14ML/8U1BAX62MRigMnjB7Blx3EMf6Jn8Z3w9XKlsLTCdqxWKujSqgEVVbpaYw1GExNfWGJ3LjE9j5tpubSIqPeXrUkgEAgEAsHfizNRCTaxGGDlthP31eJu6pjetG4WxsWoBH7dbNn0djUulWtxaTS1xg6b9p7FbDZz/OINJg3varv3+MUbd5zXYDSRkmnJ7xUWlaGWS2w5RblUwsXLMRw7W7cAGhLow4+fzMXbw5Ws3EIefX4RGdkFAIwb3AlPN4sgq1YqmDWhv00sBhjZrz2fLt9JW2seFOBiTBovfPALHZoGcyU+nWuJ2TwyaSh6E0gllpzq0XPXGDWwE68+OR65TMaR09EseG+ZreAkKTUbkxm0Rstxcmo2aqUcHy83pBIJMomE3l1aYjKbSSmuRG8yo1Ip8fRwpaSknMuXrtN/YDc0GhUmk5mzZy7Tsll93n35EaRSSx7XxdmRlWv32X2LpPQ8vl9/+I7fuSauzg52grFcJmVI95bMff+XWmNNZjMPv/K93bns/BKi49Po1b7xfT1PIBAIBP8bhGD8L6ZUa+BQQh6lVQZqFqN6uTjQtkkIF68nM2X8QMY80JOKSi2fLVrDpfusipBIJLadcbdw1KiICK9ODqlUSkKCfGnWIBClVVh2kUrILK1C7eBIXk4BjUN9kVuDlbRSPfXdpEglEq4mZZFSZAaJhLKyCqIu3zkwvBsKhRy9tYraxcXJLsEokUjo0qsjHr7erP11q62vyq2K20B/L5tgbDZDekE55hI9JTk5dB/TwzoHuDqo8fZ0IzUjl5UbD9G9fRMa1g8kNTOPF9+xD4jq4urlGOa++QOjh3QlMzOXZass/ZQ9rb2IwSLqu7u5kJKazbntuyi09qE+CRzccwKdVkdBflGd8zuolTzUrQnpZhnppToyMrJZs2oHbT3VTBzamdU77ZPBdVVEB/t54i0sqQUCgUAg+FeSlVfMlJeWcul6st350EAvmoYHcPhczB3u/HM4O6rvu/JkWP9OuDg7Apbqj0YRwRiNRhxVchwVUhJKSu8xw1/H9bQirqcV2Y637T/LnGnDAYvN4emLf+13uh39bc5ABqPprps+XZ00FJdV3vf8SoWcj54ezy/bjrNxv0X6rtLpWbXjFHMf6sc3aw7ccw4vNydC/D3v+5kCgUAgEAj+ORSVVvDwS0s5dfmm3flAXw+ahgew9dAlurZrzLOPjwLgs+83c/KCJT56aER3nrOe79+tFVU6Pet3nkSnNzDxma8Y0L0lZRVV7D9h6ee75cAFXJ3URIQGcO7KTbYeunhfa7wQfZMzkTfo27GJ7ZyD+s7OJ9Me7IO3Nf/m5+3OlNG9+WTpRgBb7u0WOQXFRIT6246T03M5cf46C5dupF/3Vrg6O9K6dSOc3Vz48KvVNofETXvO0LJJGCYzlJZXcvBkNMs/nW9zQOzVuTntWjTg3GVLTjY6JpHPl66nT7fWpGfm8d0v2wnw8+T1ZybRINgPF7UMmQT0JnCQyyjWGUhLz7G15svOyuOTD76jYaMwsjJzSbiZyuSx/WxiMUDLpvVtPztqlJRX1t4ceCdkMilvzRnNobPX+GnTMcASl375616enz6U977bes85nB3VRAT73nOcQCAQCP63CMH4X8yG8wmYVGoA5BIJjkoZbmoFnUPcWbNwDiOeXsS40X0AcHZyYP7ssUyf8+F9zW02m9mz+xiDBvdAKpVwYN8p0jJyuRwdT48urQAoK6skPiEdf293fB1VyKRQqjUil0opKSllyac/MXPqMMaO6AlAToWBQ2ev8/uGA1yKSSGgnh/evp7E3UikuOiPJQMlEgnTZ4yhfYfmlJSU8e3i1aSlZZGVlUegvxdejkpkEpBKXHFwakZmejaH9p203S+VSvH29rCbzzvAjwqdESc3V/ILS/D1dLGJ5iMHd+FGSg6+vh68/vVacrPyKCqt4H5bhF+KjOGS1Rq7Xj1fOnRqyY34VNq1aghASmo2N2ItSdwgXw+7oDUro3av5ltMGtaFN58YRVigNz+sP8xLNXb6Lfn9IEdXvMLaPWdrWQzewslBxcg+bXnlsQdQKMT/XQgEAoFA8G9kystLOXqhenOel5sTDUP9+OGtGXi6OhI2+Nn77l18LyQS7igW+3q78+L8h/D1dmfvofP8/PteSm8TPDOz81m3cT9vzx6JVCphWMcIhvZsxc6jl+/6XI1KQbMGgaRlF5KVV/yXvMuqjYeIS8zA38edUxdiyM2//3k7t2rAJ89NxEGtZNnGI5TpjGRkFXDgxJ3fIyungF/X7mXi2P4YDEYWf7ehVmuRmgT4uFFSXsn9hKPDerbi4wUTaBjiR4VWZxOMAZasOcDNXZ+yfMtxKiqr+91JpRLbRkOlQs7IPm14ccZwXJw0teYXCAQCgUDwz+fxt35iz8lo27GHqyP16/nw7evTaFo/gFbj3uCbt2eiVMjRm+DTV6fTb9LrVFbpaNYw2G6uZhFBrLf+XF6pZfO+cwD4eLnSt1trikrLWbn15B3zaoN6tqZDi3AuXk1g5+FLdtee/2glGxc9Q0igN2UVVXz727465wDQ6u1j3JotPn7ZfIxWjUPo06kpV+PTePr9XxgzsCPDe7clKT2XNxdZ3mDd9uNU6gw89fgYANq1cmbmlKF8tmQdAJv2nCY1I4/QIB9OX7pBWmY+uts2At567lOzHmRI/46UllXw7sKVXLmWAEB8YgbT5n/Knp/fwMvRsjlPKYPEuAR2HIvixMlIu82FebmF5OUW2o6v3bDfGHrtRhIymZSpY/sxoFtLlq87wL5jkXf8Trfo3jqCRa9NpVl4ID4eLjbBGCwxY+HJb/lp41Eycots55UKue195TIpw3u1ZsHUwcLFUCAQCP6GCAXoX8qFq4kkZOQTGhYIgMFs5tDBMzgadXSfN4b41By8vOz/MKtVynvOK5VICI8IZvach9Bo1MTeSGTlz1vItybIvliyjpuJGbi6OJGank2TxmF4aBS2vr7uGinlhUVsWLUNsFig1Iz90nNLOBudSKuWDdFoVFy6dB3tbf3YZHIZRms1cFCgD+H1A4mNTyUjs9peunWbJrTv0NzyDBcnxj80hIUfL2PhwuV8+d4cnNwtiawwdwfc1HpGDOzEqaPnbT3bTCYT8fEpNGhgCWh1eiPaGrbe+05E8/DIbrbjBwZ3IbvCgBlLj+jL15P4ffVO0lOz7vlNb/Hpcw/x4YrdLHh+Omrr7sfjZ69y7kwUFy/fsK3tlu2PRMI9E4CnIuMJC/QGwM/L1e6an6cLJrO5VkXxW3NGsWzjUdxdHPn+zem0bRpKWnYBzy78DZlUyoJpQ2rNJRAIBAKB4J9JXHI2xy7Yt/1wcdLQqlEw/t6uJKbn/Smx+E5xyt1il2dmP0iLJmEATBnXn2uxyazbeoSG4fVo3TycmPgUVq7dxwuPDkVqdYGRSqWM6N2GMp2R+sF+nLoQw42baXbzurs4sue7Z2kY4kelVsekF7+jsELHkzNHIZfJ+H7lDk6cvfqH3xHg7KU/54Lz3duP2iwOX3n8AfKqjJjMsPTX3fzw25473rdu0yHahnrx6lcb0KiVvPjkBAIDvDl68grrtx21G3s9IRO4v5jxzJUEwqwW2/63xXm+nq6YzeZaCds3Zo9kxebjqFUKvnl1Kj3aNSK3oISXvliLTm9g/pSBhN5m2y0QCAQCgeCfSVZeMduORNqdc3JQ0yKiHsH+nhSXVfH5K1NxtrZvk5vMoFHh7KihskrHqYs3GDmgo+3eU3VYTLu5OvHdJ0/h6WHp19skIpgvvttYa9ywPm357JVpAEwZ1ROFXM6W/eds13MLShk08yMiQvxJy8onv4Z1ctd2jWnWMJhzl+OIvJbIsjX7ad+iARFhAcTcTGPF+oO2sXqDkfnv/Wz37B/WHuSHtQe5HXdrXOeuluOolDGmT2t+/X0v2dZ86fmoeM5HxdvGv/v173z00jScHNT8tuUIl68n0aZlBEP6W76Rs5MD8x4bzePPfGb3nOS0bEIDqt1c4uJS2be/7jYyzz8ymIUrdgNwKSqetxf+QpcOTUlOzWb9tqPMnTacSdZCoreefZjCknLOX76782RkbCqBVqHXx9PFLs68lSu83ZHyxUeH8dvOU0iAT5+fyNAerSgureC1RRsoLa9k9vi+NKkfcNfnCgQCgeB/gxCM/6XcSM7iwP7TTJ8xGqlUSn5+Eas3HKS0tByJVEL3Ds2YN2ssZovrMyaTmVVr77zj7haHl7/MlRIjUmvlcsNGYXTt3g6zREJKcgZXLl1nw9YjPD1nPPOGPQiA6rbK1IM7j5CdmQtAeUUVNVNPnbu2YmFoPfx9LdW9CYnpvPv+D5ZdchIYNWE4rdo3p6y0nItHzzD7kRE22+nPFq1GZ4KAQB8wg1RiEbjNgMYqwBYVlSKT2Ce7FDIpoYE+jB3dh1/XVCfoFi36jaFDe6BWKcksLKdJhzaWNZeWcfbsFSaP6GKzc5FIpcillt7HRiQ0aBDErHmTePe1r+12+Pl5uTJ/8kBe+WpdrW/70bIddOzY3CYWA3j6eHHi9JU6fxf3Uy2SmJ6LwWBELpfZ9Z6TSGBQ9xas3nkKJ42K0gpLpc/ch/rxymMP8MpjD9jGanV6Bjz2CTetPQ13n4ji0rp3bf2rBQKBQCAQ/HO5mZpdSwhMSMvl298PUqXV06dTkzvceXfWf/4kbyzeyNWb6fd9j4e7y23Hzmh1et74eIXd+cS0XLtjtUbNhy9PB2Da+AHMfnGRnWg8flAHGob4AaBRKXn+kcHondxxcrRsIHztmclMeOw9Ssoq+F8gl0lxs9psgyWpJpWAyQz9u7fih9/24Oqs4cOnxjHnvdp94N5ZsplgPw/GjelL/17tAEtCNTUjlzMXrtcafz8xY15RKYWlFfh4uFBWoUUikdj+uxjesxWrdpxCo1JQaY0nJw7tzMszR9jFjABDnvjMtrlx66FLXN74Ho6aO9tACgQCgUAg+GeQmpVfy50uJTOf5ZuPkV9cxsLnJtK0QXWbOplUwqmL18mxCqY7D11Ap9PTull9LkTd5NApi/X0d288wvItxzl9OZ7mjUNsYjFAry4t6hSMO7WOsDvu0qahnWAMUFGp43KMfVXt0D7t+OCFhwEwGI088epSzl2OY9ycT3B0UFFeoeXPcvDoJaaN6Y2r2pIv9XF35vV5DzLv7Z/qHH/i/HV6jX8ZhVxuK5RR3pY/VSlrp+1/+H0/HVqE46BRkZlTyM7DF1j18Swmv/hdrbGf/bKHlg2DbLHZ8TPRHD9TXSHetGGI7WepVELTiOB7CsZlFVWkZOTh1iiY0rJKpBIpRrPlv4sHerdl7Z6zdv2sh/ZoySuPjeD12SPt5hn37GJb25t1e84StekDPN2c7vpsgUAgEPz3EYLxv5DcghIS03K5FhXLe28vxdPLjZvxqVRUWCz9ftt+Co/AQJo298IEYIajJyLJSsvkgT5tuByXTlZuEVqtDgdHDQ0jQsjLK6RhgAetGgUTdyWdmiFU34HdMFs3j/3+6zauXr5Bnx5tbNfL9UbcrOJifnE55yKrq1hWrz9A/97tcVArMZjM6I1m/GpYktQPC6RLl1b07NcFF1cnjBIpVXoTTs6OPDi6n80mWaGQM3/eRIq1BkxmMJtMyKRSZNZkV7CfOx+8NZvjJy9z9lIsQQGWqluT2fJMAH8/SwWEVCqh34Bu+Ad4c+VyDJEXLYm32JgEnF1dSI5LpLy0jM++3cC4B3ri5+dFic5S8SyVSDCaTBhMZpycHXF0cqCosASwiLSNwgLs+qjUJK+wlEB3J4xGIzJrH5Pk5Iw/9Luvi1vC7ppdZ2znzGZY8MlqAELDgxnWsz3aCi1PTu1T6/607EKbWAwQk5hJTkEJ/t5u//HaBAKBQCAQ/P+juLSCq/HpuDk7UFRaWyzdcugi+0/Xrrz1cncCM+RZqzX6dW+Nk6OGXQfPodMbaN8sjN4dGuOgvrd7TU227TnF/MdGA5CdW8iZ87XFT4Dlm47h5+VGj3YNuXgtGVfv6ipWpUJO57aN7QTjitt6slVq9bj5VtsmK5UKnJ0d/uuCsYuLIwuenEhYiD+XE7JoG2GppNAZTRisebWkNEvM5e/pSt9OTZEAt+u9lVo9jcP8qOfvbXc+0L/ual6lUoGHhyv5+UW1+iDXRGat2l6396zdJoK3vt1ca+zUEd1qVY8UlVbYEpIAKVn5JKbn0rxG8lggEAgEAsE/j4pKLeeiE/DxcCGnoKTW9UNnrjPmqa/46aM5eLpbKm1Lyip46/Pf8Pd2JTPXIhrvP3GF/SeqiyIahfkzsm9b1lvtqNMz81GbtDjLTZSaFKSk5RDg406n1hHEJ2cRdSMFgKiYFMYP7Wqb53Zh+E706drC9rNcJqNXp2a2vsH/iVgMkJ6Vx6btx3j6kaG2c163bYasSf/urZjz8FCqtDo+XLKeqJhkzkfe4NKVONq0jEBvMLBy3X7eWDCZlk3DiLqeyEeL1nLuyk0GTX+f4AAvbiRk4KBR0K9TM7tWIbcwmcy4ujjccQ0XrsTRupmll7HBaORS9M07jq2JQm7JWW7cfx6jqVoc/mLl7lpjxw/qWKvgxGw2c+xidW44r6iMazfT6dGu0X09XyAQCAT/PYRg/C9Cpzfw1pJNfL1qn603hJkiMm7rcZuVX0xMQhpNmzewnevRKoznxnVHJpOiM5o4mVzIkh+3MHR4T7y83DGbzdy4FI1rl9k0bBjKrDkT0GjU5OUV4VQjAGrctAEXz0VTWalFY60mKK4yUKE3IZNCZFwa5TV6n5WUlpORX4qnZ7X1nRm4lX4yGo30GdgVD89qEVlv1IMZPFztgx4zIJNYqnwVcilquRSJRIJSKkHuoMTD1YnGDUNIyykiq1Rrs8k2YxGV9dYdcMMf6MuAwd0BaNehBd98tZLYG4mk3rQPQHfsP8uO/WdZ/OXzeHpY1m82mynTGzCYzKQkpdt6LweHBjL18XE4OTmy7PgN1Eo5VbraCbsf1+yjWXQiXbq2obiolG1b7W1uXBzV6A1GO2tIuUxqt3uvJm0ah9iSeQ2CfGpdd3V3Ycpj41EqFcgkEg4kF5OlgzYBrmgUlgAw0MedYD9PUrLybfN4W/8BIBAIBAKB4J+H0Whi4fIdfPjjdltM4ahR2cVoAAXF5RQUl9udaxlRj4S0PMoqLe4k33wwl7bNwwGYMXEgo2e8i0ohx7P73D+8rm17ThGXkIaPlzuR0fGU1CFigyXe+uD7rbbjZx4bTZsW1XFt4m0tQVbvOs2ALs0Y3qsViel5vPjFWh56cAB9urcG4HxkLBnWOOe/yaTxA2ne1JKU0wGfrTrA5ag4PNxdGdK3HRnZBXz63SYAYpKyaDf+TdQqRZ2W4LtPRKNxdaVpI0tlSHlFFYUl5Tz22FgKCos5uO8kBr0RB2cHXn7xUTw8XMnLK+SDD5eRV0ev5dBAL9xdLFXP4XXEjLczbsFiJg3rwoszhhPkZ3EGcnXS0DjMn5hEixV2gLebsKQWCAQCgeAfjNlsZsnvB3h90QbKrIJqXTFjaUUVV+PTmf7Stzw93SKY7jh4Hr3BWCuWrImniyP+febb3FBa1nOhiaIYmVSCHjPfn49k+w8v4eigxmQy8fxHv7L90AXW7TqFQiGjfYtwLl1NZPW24/f1PgnJWdC9+vhm8v23kbsfNuw5zaQR3fDxdMVoNPHb1rrX5ePpyocvPGwrgvni9Rn0n/wGRqOJV99fRnA9X0pKyxk5qAv9e1oKcvr1aIOnqyMnz11j894znI+yiLul5ZWEDXoWjUpZ6/cCcOz8ndunLFuzl4rKKhqH12Pb/rNExSQBVvcbqaRWRTmAj4cLIdb4LjzI957fZNY7Kzh09jovPDqciBBf2/ydWtTnZKTFotvdxZHGYf73nEsgEAgE/32EYPwv4umPV/HjhiN2526vqLjF+s2HCPT3plHDYK7FJDGyQ7htx5dSJiXUw5FJk4YgV1oqQyQSCRpPT5ycNPTo0oKSnDycAn0J8nVHa4YKvaXCNj0tC73ewMdf/cYTj47E0VGDxkGD1mgCI3UmqLbvPMa0h4cDYDSZSUzJQoYJtVrF5i2HGTqqn914tVyKi0qOxFrNK5VIMJjMVBmqAxm5VGoTSm+vfvBwc6Zcb6LSYEIulSC1iswZWZYeyKH16yHBUhGMVEJo/XrE3ki843f/avEaHp8xGkdHDcdPRZFbXIa2SsuZE5ds1RmPzRzNgBb1kEkkBDg348TxS1yLiq1zvqvR8VyNjq/zWkl5FWqlHF9PF7LzLbs66xKLu7RqQMNQP96eM9p27u25oykpr+RM1E2u3bRULnt5e6JUKpAArhrLN72WXUpumZaRzSzBmlqlYO8Pz/Ppil1IJRJeeHQYcutuQoFAIBAIBP883vhmIwuX77Q7V1eCqS5UKqVNLFbIZbSxViUAeHu40qdrK/Yfu/Sn1xYTl0pMXOq9B9Zgyc/bAQgL9uXYmascPR1td91gNDH11R+QyaS2xNf7X/7GgWMXkUplnL5wrZYtN4CbiyPjR/VGIZexYfsxsnIK/+RbWXB2st/smFVUzkFrBff6XSdrjb/X72TTzhOkZ+YTGOBFSmYeMx8fb4vR3N1cWLFiM08/MhIP68ZGLy93Bg7owm9rqqs/OjQPIyLEjzdmj7S1Wnl22hCy80o4ejGGq/EZdX6bskot368/zMGz14ne9D5Sa+y9e+lzfLRsOzq9kQXTBuPkoP4DX0ggEAgEAsHfiS9W7uGlL9banbtbfHItPo3HX/0egF7tGt1VLAY4edk+9zWxTzOb44lCJuHtxwZRqdZYYhGplLFDOrP90AUAftt6/I6C7J34YfVeVEoFTSOCOBMZy6Y9dff+1ahVPDfnQRrWr8fZSzF8s3ybrXq3cZAH4f5unL6eQX5pld19WblFPDDrEzq0CCc5I5frd2jN4u7mZBOLATzcnFAoZOj1RkwmM0kpFiHby2rPrZZLcFbKGNC5KX07NWVwrzY88twi2/11bS68Hzq1aciIAR2RSaVcuXbTVm1tNpsxGu3jv1aNgmkY4scrj4/AwVog9NjYXiRn5rH/9FWiYlMxmmrHjFqdgZ+3nmD/6Wtc3fyB7d4NX8znwx+3UVxWydyJ/fH2uHM1tkAgEAj+dwjB+F/EwTO1bfucHNSUWfvTBvq6o5DJSMrIo6pKx8df/Godo8JLNooGwdU7w/Qmc62GZyUl5Tz75CRaWKtIzGYzWqMZBXDteiIx1xM4sOcEYLE9cXR2tCQVyyuQy+SkpmezfOWOWmvct/80N24k4ePrQU5OIWnp2ZhqiKBKBw2jHhwAQE5WLiH1fFHKLD2D5VIJVQYTOoORlJRM4m6m4e7hiq6ikj492wJgNJuRWWuWKyqqiI5LJaJhKCYzVOn0qJQK4uJS2LHTGmiajLbqY6PJTFLC3ZOWcfGpPP/y13cdM6xNGA7W3iPtA13+o0CoSmegKr+2BVBNlr0zgwbBvmTmFtF7+gdExaUxrGdrlr39KAqFnI+WbeftbzeTmZ5FaUkZ7m7OSGsI6zllWrYdiWREr9YASDSODBo5kEA3NcH+7nd4qkAgEAgEgn8CR+uoNKjpfuLp6oivl6ttg9ktVEo5569Wb6LTG4yYzdZNdlhiw+I7VAXfDYnk/vrs3gmtTs8XP2y657iaVRJms5lTd7C8vsUnbz5OeKjFNrpbx+ZMn7/Q1mPufgkN8qVzuyakpOewe99pWrdqiEqpoLiknENHL/6hueri7KUYuARdu7a229AXVj8Qg8FIalYeEU2qRf2atoEAi15+mLZNQyksKWfI7E85G51A7w5NWPnB4zhoVHy39hALFv6G3mCs8/nxKdn8tOkYMx/sBUBBSTm+nq7UD/Kx9Y0WCAQCgUDwz+To+Zha52q63Dk7qmkc5s+5aPsiC5lMyonIu/fCrYtynX2cIldUF7FIMJOdV/SH52weEcTA7i1JTMth075zfPnTtjrHOTlqkEqllJSW89jkwQyw5hRD6vmQkp7Llt2nGN01gl+eH4pcJiUjv4yez60mPb/Mbp78olJ2H4u0HYfV82HCsK6UllexfP1BKqp03EzK5PK1RFo1DQOs1dj62rHWzgPnGNS7Ld4ODrZiGBlm2jYPx8vDhbw67MEBOrVtzJhhPSguLee7n7eTX1h7nINGxUcvP2ITcOdOf4BtBy+gvYP4/PEz4+nbqSkVlVoefGYRh89dp2Pz+vz2yRN88NQ4Vu86zay3l1N1h/vTcwr5+rd9vDTDUjBUWFKOh6sTzRvUo2WEaF8iEAgEfxeEYPwvomvrBiSk2dtPTx3eldB63igVMjLzijlz5SYpmfmYamTlyiq0LFy2g4ahfrRrXp8irZGbeWWs+HkrwaGBdOvWmrKyCjZt3M8Hb86y3SeRSJBKzJjMsG/nUa7HVAeIUycNRqWyBHYODhpS03N4+c2lmEx1WyenpGaRklq3FUzU5Rh69GiLp6crEmtvYle1nMZeDkglEvJLKxk/7yvSMnLt1qarqqJd26akpWdz9kwU7m7OnL8UQ3ZOAd27t0WpVHDixCWqqrR2CcT6YYG2n2VSCXLZf1ZNq1TIbWIxWPoc52fl3OWO/4xZ43rbxP9Xvlpns3hZs+s0XVqF88SEfrw0YzgLpg4mqP/T/LhoJZ26tWVA3442G/H4+BTmffYze757jpD6wby/LxaDdafg5HZ6BjS6t1WhQCAQCASCvyedWtbnTJR9j7JR/drRvlkYcpmM/KIyTlyKJS45204o1NbZTmMPj04YiFQq4eSF65yLvLPt3Z34T8Ti/xaODmqbWAzg6+2On68HyanZ9z1HWLAfSz+Zj8bay/nrHzfzzAtfEhjgTUJiBsUlZfeY4f65eTMVrVZni7+vX7fE5Vu3HaFpk/r4+XmRkprFzl0nbPeM6d+etk1DAXjvuy0cOHMNgG2HL/H5L3t4bdYDzBrfhxljehIx/AXSs+uusJ7z3s94ujnRNDyAHlPft1UexSZl8eYTo/6ydxQIBAKBQPC/pWOLcHYeu2J3rn+nZgzo1hypRMKovm1wd3bgp01HeeXrjVRZN9bVZWVcE093Z4b0bktxaQXbD5y3uZnkGZXoFY7IjDqMcjUGhRNYQ9Gk1Bw+/PbeGwRr0rh+AOsXPYNKqQCgnq8Hi37dU2vcqGHdmfHwMGRSKavW7cfPx75Qws/bcjx3RBvkVnfGAE8nxvZoyFeb77wB0N3FkVWfz7f1dW7TNJSZryzFYDTx+MtL6N2lOVqtnsNWd5zWzeqjVik5dzkWo9HE1RvJvPDOj/z2xVO2OSUSCQVFJRSX1l29HejvxdsvTLNVMPt4ufH0a0tqjXNy1NjEYrDEvs6OmjoF494dGtO3U1PAUnW+7bDFTejAmWu8990WPnt+EhOHdGb8wI60Hf8G1xMyas0B8Mbijfi4uzCwW3O6T33PVoEeGZPCly9NvuN3FAgEAsH/DiEY/4v45tWpRMemEhlbXRG7ZK2lB+6U4V35dXttq7tb5BeXMWb+VwB4eLhQVaWjoqIKqVSK2+CueLg6seDpKcTEJtGmVSPAUplhMsPVawnExtn395VIpHbH/n5e+Pp4kGm1ff4jPDRxKAEB3gAEBVtskkNc1baKWE9nDa0aBdkJxmazmZWrdrJy1c7aEwKHD5+74/PKy6twdHSocVz5h9dcE53ewKa9Zxg9sBMAF68mEBOfVudYqUSCl7szOXfYJXg3An3ceWxsb2ISM/HsNgck4OflZjcmv6g6oMzOL6G8UouupILdWw9y4XQkY0b2ITOnkH17T2A2mzlxKY5itZtNLAa4mFYsBGOBQCAQCP7BfPjUOC5eT+b4RUt7DFdnDUWlFfy06SjtmoSyskbMKAHupucuX7OX37ceRaWUU1j01wmgdyPU351WDQKIjMsgOes/s4m+E+UVVSSlZhEaZKmSzcsvJjun4A/N0bldY5tYDNC7ayvWbz9OTu5fs2Z/b1cycy3tXrKz8/n00xV06tSSgoJiDh6wWCwWFJTw4stf4+iooazMUv3t5e7MnAl9ScnMx6vHXEwmE/V8PezmLiiu/l0WlpRTUmofD3u7O5NbWGo7PnEplqy8Ijubym2HLwnBWCAQCASCfzAvzRjGuegEdhy9bDu3+2QUu09GseztR/F0seTOZo7piUwq5alPVt9zTmdHDau+fIZAP0vs0a55fd768ncAUjIL0Tl42sZmZBbg7OrEuSs3eeLNHykrr6pzzjvRrW0jm1gMMKRPe1btOUdBbnVMp1ErbWIxwORx/Vn8/Qa6tG+KTCalskrHweORAOQW2zvp5BTdPV/YMMzfJhYDdGodYftZq9Oz50h1G5cFj4/mwWGWBsvnImNZ8Pb3mExmLkYnsGX/OUb27wBAWnYB8978sc6KZIB6/l52dtdhwX7U83Un7baNfzl5RRw/d43uHSxC8LGzV2tVLDs7qJg3aQAFxeX49JyH3mAkxN/Tbkx+Ddvxsooqcm+bo2ZLPYBjF2/goFHa2ZVvO3JJCMYCgUDwN0EIxv8iNGolZ39/m86T3ubidXsB98zVRN5+bgoqhYJf1h8gIzOPorK6LQMLavxxHzCgs6UnGeDl6cqevSfJyshFbzZz9XoiZeVVxMen1No9uPzXHbz+0nRbf+DKKi0lf7KKwtFRY/vZDJTrDBhvK0Wpq+KlLrx8vVGqlGSm1t2PDWD9+r089NAQHBzUXLuZSe8JoygvLuX4tj1kZfy5yuCXF/7G3uNXUCsVHDgZVWffYYA3nhjF3If60eGht0jKqFtcr1/Pm6LSCrvgSi6TsunL+Qx4/BOKy6oD1tLyLBRyKXqDCT8vV6aM6Gq7Nu2V79HVCDCLCouRlhSydYtlk4FEApsPXiChRA8BYbZxga6iF51AIBAIBP9kFAo5B5e9xJDZn3L5Rgr7fniekAAvjEYTz326xm6sm4sDhSV3t5muqKiioo4hnq6O5BeX4+HuzPNzxuLn48GeQxdYs/kwfXu1Y+jALhQVl/HdT5vJvU+LwY5Ng9i2cAaOGiVllVqGPbuMCzF1b8S7G62bh2M2m7l8NaHWtVZNQvn01Udxd3MiNimTc9EJrNty5I4We7fj6qiiuFxLanqu3fmU9L/OYWb+pAG8N38snSe/wzVrf7ykxHSSkzII8PPE0UGNp4sDpeVV5BWV2cRiCbD566d48Omv7ZJ3MYmZqBRytHoD7i6OPDqmp+3a7Hd/prSiOkErkcDUB7rz2c+7bOcOnrlGVKz976FZg0AEAoFAIBD8c5FKpWz66immvLSUtXvO2l27Gp/KuAHtbMfd2kTcfjv1/L144YmxuLk6sWbLEUqLiunWrhH1/DxsGxIH92rDouU7yC8u4/t1h4gI8aV724ZcvJbEMx9b2mLMmzyQ954ax5YDFzhkdUS5H2Juq3Q1OTgydd40tq/ZRvx1ixufRq3EQSHDDOisfXvPXrrBEy8uIjzUn7jEdOISLfM898NhfNwcaFjPg00n4lhz5O7tTRJScygtr8TZmteMupFid93T1YH84goUchmjh1Tn6zq0bkh4iL/tuS9+/Cu/bT2G0WgmOtZ+jtu5HpdCfmEJnu6WVnj1fV2J27GQ3tM/rOUw9Px7P9Grc3NCA7zYeah2pfT6L+bzxLsrSEirjmmvJWTgoFZSUaXDUaNi9rg+1fN9toa8ojIiwgLp1K4JyWlZdG8WyofLttvGXLiWREZuETKp1NYqpWn9alcfgUAgEPz/RQjG/0IqqnS1zr3/4iMEWat027QIZ/rTn91RMK5JSUk5Po4Kwtwswc2NxkEs/HYDWp0BqVSCyVS36BoVHc/r73zHwxOHggTWrNtHecUf2wl4i/37TvHozAeRyaQUl5RToIPzUgndgt1QyaVsP3SBAyej7jlP5z5d6dynCwCJsQlsWbUJPx9P2rZpRFZ2ARcvxfDguIH0628Zc/REJI5BocgBVy8Pug7uw8affv9T7wBw6FS07We1UoFGo0SKhHxrBcfYgR145bERALw2ayQz31xW5zwmk8lOLHbSqFjx/uPEpmTbicW3eHHGcDq1CKdd01C8auxsjEm0D5z1eiM92zUir7CUYxdjycor5vKNVC7fSGXsQ8No1b4lga5qxrcWyT+BQCAQCP4NVFTpGN67NSEBXoCl39z00T34eWu1bbFUKr3T7fek0iqwPvfEWLq0t1QvzJ42jLKKKh6ZOsI299NzJ/Dq29/d15xTh7THUWOp2nXSqJg2pP0fFoxfXzDJ1pdu98HzfPC1vUj+2pMT8PKwJNma1A/kqx+3kJZ5/y455VWW9z5+9iqLlm2hd9eWpKTnsPinrX9onQAalQK5XIaDWmkTeAd0acbC5x5CIpHw0dPjeODJLwHL7+rNF6bRoW1jdDo9W7cf4ac1+2xzqZUKlrw+jdKySjux+BbTR/dkaI+WtGoUjL+3m+387TGj2QwRwT5MH92DvSeiSc8pJDo+HUinUagfgT7uhNXz5uNnJvzh9xUIBAKBQPD3o1JbO8+4/8x1Xp4xzFbBe+R87bYk7zz3ME0iggD48qUp+DhZxuqMJnIqDJiBpLQcm5W13mDk6Y9W2c3xwYIJTHnAUnn7QL92jJrzGVdupHI7vbq0INDPixPnrpGcZmkhcuLiDZ77+Fcmj+mD1NGZUylFyGQyWnduQ/z1eBw0KpZ9NBc/J4s1c6nWgExXxclVb1BUqUeiUKKQSbkUncCc15eSnl9Gv5fW3vd3yy0oYfX2U0x9sDcAeaX2edHCkkrbe5eVV+HibKnYNhiNFJfa52wv31YYdDsOVlcbZwcV815eRP8ebWkc6seLU/ohkUj44sVJdJvyrp1zkNFo4uCJKzQLDySrxuZNhVzGwmcfws3FwU4svsWwnq14eEQ3mjWoR5BftUvNjcRMIsIC+fqDuSit/134O8qp0GrZsO8CGTmFxCRmEpOYSbCfBxEhfvh7u/HxM+Pv+m4CgUAg+N8hBON/IU9M6MdTH/1qO/b0dLWJxQAuTg4EBXiTkVNtR3Inu8EN6/fxxLCONvvnKUO7sGnXKT58Yhi9WocRm5LLuJeWkZRZbefi6KjB2cWJuPhUPv/yV1o3Dqa8uJRBowcR0iCU7PQsdm3Yha6OgLMuLpy/SlpaNl5ebmTnFtFvwijyynScSczn9O6DxETex+5CCXTo0dF2GNawPs2aN+S5eRNwcLBUzG7ccpheVrEYoEfXVkSmFXNLEzdL/7NexjXp0a4hnVs14N2lW2znTlyM5WRkHOeiE/hyZe2eKrdIysi3O9701VP06tCYYxdjaRBej/SMXCqtdoAyqZRHRvYgKT2PAY9/gk5v4P35YxnVtx3d2kSw5dAlu7kmvvBtnc+MOnOR31588M++rkAgEAgEgr8h8ycPYNUO+5YluQWldscOaiX2kcf9c2sT4+194MJC/O2EaF+f6kSTRAJjxw+mdZsmZGbksGL5JspqJMxyC+0da7JrrFcqlTBuWHcC/TzZd+wSUTG1E2venq42sRhgcN/2LP1lBwVF1fPUtJEG0NTo71YTtUaFs5MjeXmFds41NZ1k1m07xrptx+q8/35oUj+AqQ905+mPq5Onxy7GcuFaImejElm0qloQbt+mER3aNgZAqVTQs0c7O8F4xfuPMaZ/e85FJyCRSOzWLJHAzDG9MBiNjJz/JaXlVbw8cwRTH+hGr/aNiUu27908+92f61xvQXE5UZs++NPvKxAIBAKB4O/H/EkD2XY40u7cldg0Bj/xBUN7tCAuJYeLMbUrX8OCfJEAjgoJng7VOTWlTEpqWjZxqTl89O0mNGolofW8iUvKQqe3dxBs27Ta8U4uk9GqcWgtwXjyg32Z9fBQAKaO78djz35FqrVt3YY9Z7iRV86g0YNt4yvLLbFlt3aNaRhWXd3qqZbi4OoKgKNGRanOSJXBTJvm9Rk/rBs/bzh0v58MgDefmsCDQ7pgNpupMpjp0LoRvbu25PBJS19oU41Y7NWPf+bFueNQKRV8/+sucu7TfecW3u5OvDd/HA+/bNmE+dtGi3tgn1ahXIlNY8nvB+7YZubabZXYX704mZlje5OVV0ybpqEkZ+RRUKP1zMyxvfHzdGXiC0vILSjhyUkDmDdpAAO6Nic+t9QmFgPsPnuDr37dx+1k5BUTt3MhEmu+WSAQCAR/D4Rg/C/kiQl9cXZQ8vqijUjUKuY9PY0SrQEXleXXrZJLmT+xH1Mux3IrNjEDjUL9uJGUZZtHpVIycFBXpNLqP94ymZSfPn6Cph6WP/6NQ315d/ZwHn13FXqDkabNGjD98XEolQryM7IZ0zYEbw8XdHoD22LySC6qwtnVmW7FpRzacRCpTEpEs4ZghpsxcfTo0R53DxduXE+kqkpLamoWOp2e7Kw8sq39j7f+tBq/oACKC4ooyK69060mjRqFMmf2OFxcnCio0JNXrqNKZ8RkMtMwvJ5NLAZo26aR3b0mk5mi/CJcPNwwGY1cPnn+js+Ry2UYDNX2zgH1/GjRpjEFeUWcPx3J7e7X+UVldmKxu6c7OomE3tM/vOv73I6DWklEqB/FVXqypRref+sJCgpKePO979FWVbF10TMEeLvRfsKbFFmTrQ+//B03d33Kj2/PYN+pBXVWpN9Opxb1/9C6BAKBQCAQ/P15cEAHFHI5O49epkvrBiSk5vLcZ9XVtv5ernz0zHimvvy9zTIOoFl4IFetNsj3w66D55k73eKiUlpawdbdp2jePAJvb4uQfOR49Qa2jp1a0advJwDc3V0YO24QK37aZLu+8LfDRAR506VFCCejkvh8zVHbtaceHcGUMRZbvHHDu/HwU58Tn5Rpt5bKKi06vQGltbebVqun0hoLSSQSHpk6ggqpHJPZjFQi4WL0TU6cq705sUmT+syZO5FQLyekZhP7Dp3nqx8237HlyS1kMmmtVi53Q28w2onFAFVaPV2nvFdrrNFg38tOXyPhqlTIaRYewM3UHIY+8ZndOh00StZ+OpeWjYKIGPo8yZmWLQKz3llOtzYRfP78JDbsO3dPa3KALq3C7/vdBAKBQCAQ/DPo1aExu5Y+x7z3fyExPdfmNnjhejIXrifj5uzAd29OZ8YbP/Ly7DG0bRbGuSvxpKZmMLBdOA4KKWDGZDaBxLJp8MWPV3IlNo3u7Ruz+K0ZqFVKYm6mM3nBV5RXaJFKJZjNcDoyjqbWNhc6vYELdbQT6dWlhe1nB42ajm0a2QRjgOzEFHr4Kgjwcefo1VSW7jwMQH6R/UbJ26VLmaS6vKZmX+A7Fd3UpEvbRjw4xFKUIpFIUMmhUm+mfrCfTTCuycWoeCbMrs4J1nR19PF2x9nJgcTkTEymuuNIpULB1Fe+r3W+x7R7b+SrGRfKZVKaR9TDYDRRoDWw6stnKCuvYtarS7kal8KK9x+nT4cmdJz4FpHWTQILFq6mS6sGvDxzBA+/sdxu7qQU+02Ht+jcMlyIxQKBQPA3RAjG/1KmjOjOlBHd+WbvZeSOGuILyvFxVKI0Geke7s2r207UEjHr+bojlUpJzsyjolLHhIlD6NClNUlFlYRaLanTCstxUtr/Qff1dGHGg724kpzHwGE9bTvJerSqj7eHI2BJUrUJcCG5yGK/4uhsOT9y8mhCGoQC4GDWERzgiQQYOrg7EomE9PQcPvzwRyorq21bKsvKSbweV+udlSolLbp1QuPkSPyVq2QlpfL4Y2Nwt/bt8HZWoZBJqdAZWL9+H/riQrv709NzuHEskhEj+2I2m1m7ZienT1/BK8APd2cHwkN8cXN2IOrSNfQ6e5G1pljs7evJ7Ken2r6Dp7c7u7dW70KUSaV2wnz3AT1ob61+jjxzicM7DtZ6N4CAAG+8vT2Ij0+hvNxiW1NRpeOrlXsYN34QMrnlf84eHi4MGtCZoowsurRqQElZpU0sBku/5/yiMk5cir2nWHyr+mTVjlOM7NOWEb3b3HW8QCAQCASCfxYP9LH8bR8x7wv2nKhu8eHv7cahZS/xxjcb7cRiAJXyj/0TYt3Wo9xMzCAsyJcwX3eSU7N44fUldGrflMLiUs5dqO7/5ubmbHevq6v9cUWVnilv/4aLswPurk7o9NUxWKcam/+UCjltmtevJRiXlVfxwZereXLmSMxmM1/9sJnKKoszS9curejVqz0VJojJKyPuRhLvfbwcJBJcnBwoqdHOZdSD/ann4YizdUPmqCFdiUtMZ8e+6v5+js6OqDVq8nPzbVnFPyIWSySQV1h674FWLl6J5eDRi/Tt2ZaKiiqWLKvenKjTG/j05924OmlqtTBp0ziEgV1bYDabSc2udg0yGk1k5xdz8XoSJeV3by1zK2bcduQyK7ed4OER3e573QKBQCAQCP7+9OvUlOtbP+LR13/k1+3VDjXuLo4cXv4yi3/bz/SxfRk/1CKSNgjx4+bNVKtYbMFkNJKSXcCS3w9yJdbSUmTew4NRqyzuLo3DAxnetz0bdp1i8rAu/Lz1BO9+u4mM3EKC/b3Ydugi1+Jrb1pMTsuhcYMg23FSarVI6eSo5ru3H6VTI4voPLFrBL8GeRF5vZyL0Qks+nkHEx/oSV5BMWcuxDD/4YFIJBKMJjN6a9yWnJ7Lhl3V72wG2jWvT1iQL6cvxZKWVduPp654WW802jYiBtfzoV3LCBJTsoiMvllr7C2xuH+fDsyaMQqZVMqV6Hje/Xh5nfGkyWy+58bFW0glEkxmMwG+HjQMC+B6fBrZ1opmg9HEJ8t38uP7s1AqlbZv+NhDA1i0YjtjB3QAICk9j0G92xEW7MeJs1fJyC0iv7icrftOozeb6d6xOclp2fywcqf9s61C+PGLsXy9ai/zJw+8rzULBAKB4H+DEIz/5bRpGERUdikmM2SV6Wgd4MLKrcfZddx+N1tooBdfvToNTzcnMnOLGDP/SwICfQC4WVhJRqmW3TuP0b1rawJ83AhylOGokFBRpWPhygMMHTuYXsM8ASjTGajQm9Aa6k6IGQ1Gos5H4eTibBOLVXIpTQN8kEktQZnWaAlyAgN96NSpBYcPn7vjO2rUKp5f8DCNG4VQVKnnbFIRgeFh7Pp5DQ6a6gpiCeDhqKSeq5o35o4hISmTdRv207p1I7Kz8/npl+2Ul1dy+NAZTCazrSrD3VHFY7PHIZVKMZvNxPTuws+Lf7ZZ2NxO/YgQO/uVRk3C7QRjuUxKudUyunmntjaxGKB1pzacP3aOshJLcrBpeCCuThoMSjWPPfYgMpmMgoJi3n//e4qsOyFTsvLJzS8GWbV9okYp54WnxgLw3nfVyUKwJB+PXrjBp8vtg7a6uBVsGo0mvlmzXwjGAoFAIBD8S+nSqoGdYDysZyvORCewds/ZWmOj4v5Yz2CwVE1cjIq3HReXlLH3YO25z5+Ppt+ALjg5OWAymTh2tLbDS4fWDXnnxWlo1Eqirifx3Fvfo9XpuRqbQoTVVtBoNHH9Dus8eOIyB09crnXeycnB9rPeaIlHWzQO5as3Z+Li7MDBk1d47v3lmExmzCYzCpn9JkofLzfbz81aN2XYuCHIZDJuxtxk3S8bMZvuL4l3C5lUSmZe8X2NDQv0omGIP58u/p2ly7dSVaXDYLSvOE7NzEfi74mXhyv1Q/y4mZRJZWUVnz8/CYCPf9phS07e4uSlONbuPXtPoftWzGg2m1n02z4hGAsEAoFA8C+lU4twO8G4d4fGpGYV8MOGw3z60sN2Y40Sqd1xSmY+fR77jOIam/AqtXr7+ds2Zu2Ok/y89YRlDqOJ73+vu7DiFkuWb8VZo8TFxYndhy9y4YqlyKRF4xAWvTOLcJ/qDYhSqZTwej5EWnsCL/1tL0t/22u7npFbxOMT+1OpNbBm1ynOXIolPjHDzip79KBOvLNgIgAlZZVMmv85yen2DojHz8dw+tINOrdphNFo4uL1JH5cs48bN9MIC/ZjycdPolErkQA34lI5dSGGC/HpODk7cT3qBoX5RQBMHDcAmbWVS8vmDWjZrAGXrsTW+gY3U3Ms79y6Me07taSosISdWw+iva1QxNfThR7tGhGbksvSD55Ao1ZRVlHFzBcWcSPBIsanZhWQW1CCTF2dUzUajSx+xfL7/X7dIYYN6MScacMtaxzZi+T4JBb/th+d3siWXSfZssu+7c0tasaa36zeLwRjgUAg+JshBON/OW0DXcmt0JFdqsXfWUVrf1eOWsXKmswa3xdPNyfAUlHyxEP9OXQphtBQyw68ovIqDh+PJPp6Ak/Pm8hRo4noi9F898tOQsOD8fP1tM2lkkmo0MPmQ5egfX1aNAikQm+kSGciPfoaew+coSA3H7lCjrZKi0qtIshdg8xqfS2TSpCbzdzSm7U1eh1HRITg4+PBtWs3KSwsQSqV8uEHT+JrTdC5Oyhp6OtIdEYpbt6ebNl2mEkPDQEslQ9KmQSFzBJohYcFkJyaxWtvLbX7FtrbgtU27ZvZ+uxJJBL8vF2JaNGYK6cv1vqOEglkpmdjMpltVt4Zafb2K1prkBnaJII2vbthNpttNiwmkwm5FDzdnPDxcOH7Nx+hsKSCUxllyGSWfi8eHq507tyS3btPIJfL6NwynEee+ZwXF0wlLDSA6zeSmPNAZxqF+gPYBfIAZjM8+cFKW8B5i94dGpOVV0RMYhZ1ceJSHMkZeYQEeNV5XSAQCAQCwT+Xp6YM5GRkHAfOXKNtkxDemD2KHUcj6xyrv836+K8kP6+I99/5lgYRIWRn5ZGWVtvGbubkwbY+wy2ahNKnWyt2HzrPJ99upLC4jEA/T/YcuUj0jdo9jO/GmbNRDBzQGU9PNwwGI3v3neKF2aNxcbYIyX27tqRv15bsP36ZdWv3EBEyDUdvZyQSCWXlVRw8Fmmbq8+QXrbYLbxxOGENQkmITbRdv1XZcTcM9xBpFXIZLo4aPN2c+PKlyTg7qNl3Opqy8kq7MXqDEYlEwpDuLfl5x2mWf/0cDho1pWUVBDvJaV6/7pgR4JWv1yOX2ceMPds3oqCojOg6KnzAsqHg6s10moUH3nX9AoFAIBAI/nlMH92Dg2evsfXwJZrUD+DjBRO4ZBVfEzPybTkus9mMWaHi1cWbeGZyf4pKK6nUG0ncvZDUrAJGP/018Sk5fLhkI79+8RQuThoq9SZatWrMA4O73FFwvB0/L1e2LX6a8CAfMnKL+PzbdbZrsyYPxtlJQ6XBhLPSEpflF5Vy4lJtwfUWGfmlpOaWYjIaSUvP5Vps7d7MIwdWF364OGno27UFy9fZi9oGg5HZry4lPNiPopJycgtKbNe6d2puE4vlUinNGoXQrFEI/QsriM0rp1ufziz9/CdKi0trtRyp1NrndAP8PJkytj9ms5kDJ68wYfoYWw5T46DhtxWbkMmkuDppcHdx5P35Y2kU5s/us7Fo1CoAnBzUTBzRg7e+srSmGdOvHT2nvM1HL06lR4cm3EzJIsDdkR7tLG4+v24/yeTx1UKvXC5j//kbHLt4w25tPdo2pKS8kiuxqbVcLgGSMvI5c+UmnVqKliYCgUDwd0EIxv9y1AoZI5v62YmS00Z2Z/mmo8Rbd5+Bxaa4Jlqdnt07j5GTnY+PrydXLt8gMzOXzMxcZsx+D5lMhtFateDqaW+Vl5iQzgcLV6Ct0uHl+DA6R1fbNQUmCnItVi0GvYFtq7fQY1AvItyDCHF1xmSG9FItVVU6pHI5585Fc/q0pRq6V6/2TJ36AAClpeW8++53TJ40xCYW30IulaLX6sjPzGb/zUSatmlGYKAv3k4qJNgnvBw0qnt+w/w8e+tqvdGEtrJuWz6ZTEZmaiZrft5E+06tyM3N58jek0SE+BKXbJ/wdPfxBqBcZ8RRKUMCNHGCivJKdHqLbfTUV74nZtvHVF1OpaRGjPjS9CGM7dKI5g3qMeqprygsLOWl17+x9cUrenggnyx4CIDQQG/yispqrfWWvaRCLqVRaACHz8Xc9TtodQYOnL7Go2N63nWcQCAQCASCfx6OGhXbv1lgFzOOG9iRb38/yJXY1P/pWoqLy7hw/uodr98uWOsNljhWq9OzeMWOP/3coqJS3njrW8Lr1yMnt4CsrHxkM0fYjZFZxdOb8Sk8PucDmjUOxdfLlajriWTlVMeMhtvWePuxRAIquRyt3oBMKsVkNqGQy2kQ7MO1mxn3XOu0B7qxft958ovLyC8uY+rL35Gy7wtG9m7DpoPVmxpfmjmcEH9PGof5M/PNn3hgWE+bA4+zkwOVVK8rLMCL2KTaGwdvCdcyqYSmDQI5ev5GrTE1MRpN7Dp2RQjGAoFAIBD8C1Eq5Pz+6Vy7mNHP05WurRtwPuomhVUG5FIJeqOZ7IISFq0+yKLVB3lyUn/enTcGgCA/D16f9QDTXv2R2KRMth6Lok+31rZnBPrdf6HCrHG9CQ+yOCQGeLvxzNRBzH1vJVAdM5bqTOhNZo6cjOKDpZvIuoODy4iBnXjtyfE4We2k2zZ9lHlv/sCh09F249KzCmjXvFrkzKjR0qMmJpOZuNvaowBkZOUBtXsmezoogXIcHDWEhgcTdfEqi5au4/UXH0Eml7N77yluxCYjl8toEuZPTGImn741C19vdwA6tWtCUoXR1l85oJ4vYwd24OCZaxQUl1NQXM7MN5eRuPszhvdqRc1M8ITBHann4Uj9et68sXgDhSUVzHp1KXKZFIPRRN+OTRjRqzVgyTPGJabTtkUD2/1xCRm2mFEqldC8QT2OXbyzMA8WZ5rNhy4KwVggEAj+RgjB+P8It4I4AB8PF879/jZXYlMZPudzSiuqWLRqL93aNqR5RD2uxqfx9a8WO5aLF67VmstBpeD9R3vTsXkIEg8/UnUqLlyMIaCeD0VFpSz9YaPN8uTshWt0bN8UsCTKzl+yFyXTElPZ9NPvPLXyNULcLX2SnWRmesz5gLKySrv+G927t7X97OzsSOvWjagf4m83n8lkZv+RC5w9do7yklJC6wfh6etNlcFETpkWN5UclFLUKiUVlVo2bjt6z2+3b/dx3D3dad6qMVVGM2dOXyH2yvU6x95KBl65dJ0rl6rHlJSW1xqbkZhM045t0BpAazARdeQkDfs3t7O5ScrI452lm2ndtD7evn6UVBkIcdfQMciNrg0DKCguswt0b9kFBvlVV3x/9dJkHnxmEXmFpRhNplq7+vy83HBysBfOnR3VlNbRqy7Y34NXv17Pqch4urdryFtPjLLtXBQIBAKBQPDPp2bM6OKk4fgvrxEVm8qop74i9w/00wVLdesbs0fSslEQB89c46tf9/0la/zmp618+OqjuLk6cfzsVQ6fuHLvm+6T8vJKrkTF2Y6/Xr6Nha88gkat4mxkLAdPVj/LaDRy5aql55yHmzP1ArxIy7AkAPds3suoySNRq1VcOnOZlAT76hSjyYzRZLD+bInfdHrDfYnFCrmMbm0a2qwaAfKKynhzySYGdmtBUZmlkmNwtxa89OgwFAo5JpOJ2OSsWjGpp0u1DffC5x7i+pwvyMwrxGCs3QfPxcmBIF8PomKrrb7dXRwoLKndpiXIz533v9/KgdPXaNc0lPefGotSIf7pKRAIBALBv4WaMaNapWDf9y8QFZfGiXPXaN0igrz8Yj5aXF3tq5DL7O6veXz4xGV6dWmJVCpFrzdw7HQUdXGrcrkmxtvaaRhrtMdbtHw7jcID8fVy4/iFWJ754Be0OntXwZqMHNzV5kp4i/YtG9QSjD9eugm1UkFYsC/7j19mzx1cee7EgWOR1PP3pn/P1oTV8612HTRbWp7o9CbyrcU2UdcSGD/tDaRSKSZrzGgwGImKS8PH280mFgO4uzqRUJKPRG6JueJiEhjWpTnr91a3+Sur0PL2t5tp1yyM7l1aUqkz4aCSUc9NQ/gDlpYi1xKq49FbInB9qygP8MH8Bxk29wsAggN9OHzyCqcuVOdAVQo5LRsG2W069XZ3rvPfEoHebnz16162HLxI03BLxbrjfRT3CAQCgeC/g8R8+19awf8JsvKKOXTuOg4qJe//sJXIGEsSy8lBTVlF3dWzt/h67kBmDq3uZXuh3JFsnYxZ8z8mv4bFyi0G9WzNwwNakpCSxQc/H6SqRjWzRCKhSf0ADix/2e6e8EELqKi077PxxBMTaN++me140aLf6NC2MX17twcsO9NWbzjIthr9gj29PXj65cdtomZhQRFLFi4jJMiPzOx8iootlbdu7i6MGTcIRwcNhw6cJjrq7rvg/ip8gwPxDw2mMCeX5Jh4hnRvSUpWPletFn8SCTaB9/s3p/PIqB615ug34yPbrj2JBEb1bcfKD2fZknI1rysVcuQyKRU1epgEeLvx5OQBvPylJZBXqxSs+3weL372O9cTM+wE5kAfd9JrVM989vxEnpw04K/7IAKBQCAQCP5WFBSXsfdkNBq1kq9+3cPxi3H3vsnKq4+P4Nlpg23Hc977hTW7zvwl65JKJWjUKsrvEbf+FTg7afDxcGHOpP50atmA81cTeenT1VRZ25gM7tueF+aMQy6XceTUFd74ZKWt6kYul6PX3zkx+Wfp0iocsxlOX7EI1jUtrj98ehzPThtS656xCxZx4Mx1Xn92Cs0bh+LpqKJ1kIetLcy4ZxezxVqdLJNJcVQrKamxgdBRo+Lz5ycy650VgMV+cO2nc3ln6WaiYlPtEraBPm6k5xTZjl95bARvzRn9l34DgUAgEAgEfx9KyyvZdTwKpVzGT5uPsvu4vejr7uLIziXP0KR+APlFZYx5ehGXawiKzRuH0jC8HlHXEolLtG97MaBbCxa+MBmVUskXK3bw/e8HbNc8XB3Z/NV8mkfUIzE9l/HPfkvntg1RKeRs2HOGkrJKHB1UlNVRFHE7bz//MEN6tcFRUS1mP/PecvbWaDvyV7Nh5Xs4qhQYTGbK9UZORSVwYP9poi7e2W3nFjKZlB8+X0BIPV8AklKzeOOzX2nRugmFBcWcPXmJRqH+hPh7suekRfSWSSW2mO25R4bwwVPjas076+3lLN98zHbcqUV9Nn/9tK2V4e3X3V0cKSyp3pQolUhY/ckTPPTCt7aYeNVHs/n6t72cj060a7vi7+1KZm51Iczs8X34+mX7XtgCgUAg+N8htnn/HyQtu4CuU961VaY2qLFLrKyiCoVCTrfWDYiKSyO/DivjJsH21jBOMiO5UgVKpbLWWBcHFV/N6E6Qjyu0D6JZPXcWbjjPe08+iLOPF8nFOvRaHaUVVTg7WOzxktJza4nFCrkcd1cnZBJLn99jJyKJjIzh6tV4iopKqRfkx6nTVzh9xj4gzc8tYMvaXfQa0A1tlZZNa3ZQUanleqx9T7sZj48jNKweAGHhQXzw9hLybrOi/qu41UsOoDArm+yU6kDYyUHF4Z9eZv2+c2w/EsmOo5dt17YdiaxTMN62+BmWbTqKTm/g0dE9cXdxtLt+Kab6XXV6A7dvppw+uifPThtCaIA3N5IyKa/U8tmKXfRs34hKrZ7E9Fzb2JpiMcD1hHtXwQgEAoFAIPhnkl9URtcp75CYbqmabRoeYHddLpfRpWU4sclZZOfbbxr0cHFg6sDWyPXlmCVyjHIVjcPsnWHuRauGQbz/1Fgu30jl1a/X210zmcx3FYvVahWjRvfDw8uN0yciuXixtmvOnZBKpfTu2xEPD1fOnYkiOTmDaaN6MG5wZwCCA7xIy8rn02UW++s5j4xAbq2S6dWlJa2a1Scy+iZms/k/EotrxoxKuQxdDVtrjUrJxi/ns3bPWfacjGLDvvO2a9uPRNYpGP/28RP8tOkoJUWFtPRphp+Xq931yOvVMaPRaLITiwGmPtCN6aN74uPpwuUbqej1Br5etZfWjYIt98dUV1HXFItBxIwCgUAgEPybKa/U0vORD2zFDy0i6tldl8mkNA71Z9KL3yGTScjKK6aswtKL11Gj4t2nx9MsIoij566zaecJu3slEgmfvfQwTtac4UuPj2TPscskW11dLDbLP/HDW48Sk5jJq/MepGtbS6/d0YM68eCcT+9LLAbYdTKKDh2aYVIrkEpg7e7T/xWxWCGX8fiE/gT5e3I1Oo5GzRsCEH8zjcWfr6jVyuROGI0mnn3zOyaO6o32/7F31uFVl20c/5xcdzfbYMAGjO4uCQEBaSTFQhQwsEBUQEBFDEIlFJESkO7ubhgbG6y7ezv1/nHG2c6KEF9Rn891vdd1nvw9v7PJe+/+Pvd9q9Rs2n6M3LwC4mJKS+KZKhVsKrEZD5+7xa/bS2tD7zh6pVLBePFHo2lR35/kjGyG9WyJj7uxH7isnxEwEosBBj3TnP5dm7J7yVucvhqODli26Qi+Hk6YKhQcuVCafbKsWAwQcrdiCm+BQCAQ/P8QgvF/kO1HLhulMb5bRhAECPRz40ZoFF0a1SA6OZszIcY3+7advkObel4AaHSQqpJz+NglEkpqcJQlyNdJLxaX0K2pH35NmqKRKojOLEAulyGXm3E9IZfshDCKilXM/Wk7AHK5HHVJTbrmzesREOAD6J14nh56kVulUvP75oNUx4UzV7lw5mq1c1xcnQyfFQo5js72f5lgXDaov7hc7Wg3J1tsrMwZP6ADp6+EG40521tx8MxNjl0MpUUDf3q1Cwb0dZiri/Lt3ro+mw/onYjl0/e8O64XH7/6HAADuzVlx9ErDJj8LQBHzt/m2Q7BZOcWkJZV8eKAVCqhb8dGFfoFAoFAIBD8O9h/+oZBLAYq1LdtVNubQo2OWdNGU6xSsXDZNu7c0wuD8yY+i4eDBei0oCtGrYK9J43T+T2Igd2bceDMTRb+uu+Rzz7ihT40a14PgHr1ajL/8+VERsY9YJWeIUN70q6DPoNN23ZNmPPZUtycbI3muJdJ/6cpX69YZWzfPS5SaWmqR4VCTk0/D+ISUsnKycfNyRZzMxPGPNeO0Cjjn4udtTkqtQaVRoNcKjVknVEq5LwyuHOVz+veuj4/bTqif3aZiGWACQM7sHDaCAB6t2+IrZU5ncfPM9iVXVoE4uZoQ0IVNQH7dW5cfNlLrAABAABJREFUab9AIBAIBIJ/Pqeu3DGIxQC3Ioxtrhb1/ThVzsd1n6njevNc12YA1PJx5V5MMmt2lIrGMqkEUxOF0RozU+OAlYHdmrPr+FUWrz/E+S3zDP21arhRw9OZsHsPd3HN09uDm8m5mMmlBDlZ0DrYn5reLoRHJz148SPw0cSBDO/TFgC1RsMHC38nIS2bS1dCDWKxhbkJb7/YD293J3YcusAf+yrP0pORmcPKtXsoKKr8kqKLgzVKhZyRz7YuCQoqFYxtrcy5dCuSbUcuU8vHlRG9WwF6gX/cgPZVnr976/qGi4Ll/YyDn2nOz7MmANC5RSDODtY0GzrTUEKvRX0/fD0cjf7GKMtzwmYUCASCvxUhGP/H2H/6Bh99t8moz9rCjMwcfe0xhVxGQlIaJ78Zg5ezNQBvLT3Aku0XDfO/23Ke6OQsans5cDkygzuJWURGVX4D7F58Jjn5RViV1MjNLNQSUagCVEjL1DsplkgZ+8GPhvaYMf1o164JOTl5LF26geD6/ihkEn09NaBCId5qkCsVtOnVFS8fd3JSU9m5YWcFR961KyG0aNUQgIz0LKIf0qH4MFiamZBbUGRol029Up6roaXpeG6Vi8T4ZdsJVvxx3GCIrZrzEkN7tnzg83+ZPYGmgTX4fd95bt2No6hEpJZKJQx+poVhXn5BEW99sdZobWZ2ASHb5xLU7z1SMvSisauDNS8O7EjnFoG0bRzwwOcLBAKBQCD453HmajhT5q0x6jM3MyE7twAAmVRKWEwyW5d/hHlJnbGFMyfQe/QnAPi42hmtXbn5GKevVu4orAyFTMqM7zc/9vm9vFwNn6VSKe6ezg8tGNeu42v4rFQq8PP3YtPecwzq0QJTEyVFxSp+31PqtPtiyUY+fmskZqZK/th9ihuhUZVt+0CUCjnFZWzU+5/dnO34cf4kXBxtycrJZ+KHS4xqwl0v8xkgNTOP7PxCQz08c50OU6Wxo7UyvnlvBEE1PXBzd8LB3oYrIZHMXLie3PxChvRoadhPpVLzxuerjZyDCalZhGybS4OBHxKdkA7ohetXBnembeMAurWq91jfiUAgEAgEgqeba2ExTPh4hVGfqYmSvBI/mFQiqVIsBvB0cTBuu9obtdUaLd/9upcpY3oBcOR8CF17daCjWsPmzQdIS83g82XbDfPjEtPwcNXvmZNXQFJq5kO/S1RkHC3aNKJTDTtsTOXgYM6GhW/QbsSnhvd5EjQKLLU15TIZ5goZZ84ZX6z8aOIg+pYI6S0bBRCXlMa5Elu6vEhbVFz1ZcUbZYT8i7cijcbOXIugw9g5hvX3YlP46OW+Dzz/Z68PwNfDkV93nOLa7Wgjn+fz3ZshK6kDrdPpePPz1QaxGCAqIY2IXV/QdMjHhNzT+5ItzEx4ZXAnWjesRR8RmCIQCAR/K0Iw/o8xbvoycsqlYsnMyTfUylWpNfRo5m8QiwHG92xoJBgDbD31cDV+EzNyGb9gJ+8Oa0d6dj65dh6YlWx9v44FwPqNBwxr6tWrRbt2TQCwsrJg2tSRWFmYAaCQ6UjNyGXdhr0P/c6N2rWkebMgajlbIpd6075RLRYuXk/bXl3QSmVcPX2J31ZtI/xONBaWZlw4d538KlIcWpqb4unmQFRcCgWFxZXOKU8tH9cK6VoqQy6X0ap1MDvPhrJr/9kK+6vVxkLz7hPXHkowNlEqkEglRmdwdbBm9puDaBCgjxS/ER7LuOnLjNJPA/Tt1Ijp320yiMUArw7twvsv9nngcwUCgUAgEPxzeemTlRUyjGTnFhgiTzVaLY521gaxGMDJwQYzUyUFhcWs3nuR1g30zrCMnAKWbDrOo6Cq5oLdw3Djxh1c3fTp8woLiwkPe3gRNzIyDucS56VGoyEmOoG4uGR6vDiPhnV8uB4Ww50yUb2nzt+i98jpKBVy8v+EMzHAx5Ub4bGG9n0/4PO92+DiaAuAjZU5LwzsRHZ2HsdvRLJ+6zFSM3KM9unQrI7Bxga9ff8wgrFcLmNkv/Yk5+rtYHcXexRyKRQX076pPrVjeHQS42cs5/qdWKO1fTo2ZN6KnQaxGGDks635ZOKAh/8CBAKBQCAQ/ON4c+5q4lMyjfryCopo2qAmc94ajoWpghUbD7P890OVrv9j/zk6twxCJpOSX1DEzqOXK8z57tc97Dp6GTsbK0ZNeJ7+nXyxM5MzpEsjnp8w21BOz8/blXM37tFQrSUpNYNvf95NVkmAzMNw/vQVLM1NGDZ9pKHP2d4aL1d7bt97cqmSL1yPoK6/B6C30y7fuldhTq0axqVcavq4GQTjWt4u3IlONNiK2mqCamp4OLLij2NcDokispzPD4zF5t0nrj6UYCyRSHC0s+LU5TuGPlsrc94a3ZPnOuv9uXHJGbw4YznHLxn7j/t2bMSSDYcMYjHoM9F8PnnwA58rEAgEgr8eIRj/xygvFt+nrG0Rl2rsdIpPy8HVzYln+3dBJpOxd+dRIu+WOokkEgleHk70792OwqJi1m0+RFZJ/QoXJztGjB1EtqU5ckfIik0yCMZqjYbvlvzOvagE4uJLjRaFwvjX8n6dEtDfTFy0eD137kTzsJhbWeJlb46ViRw3KxOkDhYsmfMa15Ny0Gh12Nq0JyU2njOnKhqlZfH3cWX5/Ik42FqRmJLBmLe+IzElE43W2KHpYGPB19NGsHrHKQ6eucXl21HYWVsgl0lJKePQuy/SA8hkMt54ZzzmTg5cz4eIPC03I6qPgqlfy+uhv4P7tV3u06lFIC/0aQPo61b3ePlLktONaw8G1/Zi8gvPMHDKd0b99+vMCAQCgUAg+PdSmc1oZqrE0sKMlDR92uGouGRuh8dSp6a+Tt3xczcNF95W7bpAeEwqtbycOHIpnKjEDKRSCVrtw2eJ+TNs+n0fiQmpODjYcOHCTZKT0x+8qIQ1q3eQlZWLnZ01Z05fJS4uGYC7McncjUmudI1aram23lxl725lYcp3H7zApn3n2XPyOjfCY7G2MMXKwoy45NLSKOUvETZpWJt0tYQELRSZWXIpJAoJcH/3kHI25P0oj4dBVc6u7de5Ce425oC+Tl6vV78ispxd6evhxGevD+SlmcbRRfkPeblSIBAIBALBP5f72WfKYmlhxk9zXsHeQn+xcPqrz3HtdhTnr0dUmLvn+FUGTlpAXX8Pzl2L4F5sMjKZ1CgqFSAiOgkPDx0+TjY4W+pTUjtam/HuK/2ZNvdXbKwt+HHuRGxtLAGITsrg0s27j/w+hw+e5drg9jSo7Q1AXFI6UQlpj7xPdcxZspnElEy83BzYeeQSt8pcGLx/OfPgqevULbGxtVotE55rS1FBATuOXCEsKhFzUyXOdlZEVnM2S3MTTl6+w8kywm756OSy/Bk/Yy0fF6aN721o93396woXDB3tLPn2/ZF88O1Go/6HDcgRCAQCwV+PEIz/Y0x/pR/vL/wdqNxxBXDwciSf/nqcUd3qE5Wcxevf7eHlyWOxsdUrvd4+7nw2/VsKC4owVSqQK+TMn/mywSgLqu3DG+9/D+gdWlaW5oa9LS3MCL8XR0F+IXv2neHshZsVnn/9ehi3b9+jTh1f1Go1qbm5OJVEVRQWFhOfkIKDgw1dOreguFjF3n2nKKgmmiP82i00XZvgaK40pMG2NlXgYK4kJa8YJysTTMzNHvjdjXm+Ew62VgC4Otkx4rn23LodSYv6/pgo5CgUMnLyCxnRuzVervYs33zMICZnZOfhVS6tjp21Bb4eTly8FckzXZph61Sahqd1h2Yc2nMMFwcbUjKy0Wp1NK/nR5+ODTl+KYzm9f2Y8sIzDzzzfYb2bMnKLccpKlYjl8sY3quVYSwmMb2CWAwwqFtzLty8x4sDOrDnxDVUag0WZib4ejhRVKzC5CEiVQQCgUAgEPwz+ejlvkycvQqtVodMJqVV4zrMnvYCZqYmHDx5lQ/mrkKt1vDK+4vo2akJPVsHEuztwML3hvPBwo3kFxZz6nokp65HAqCUyyiuRlB90uh0Ok4cv/jgiehTPndsVZ+klEwOnbpGcbGKPzbtf6LnadsogB5tGyABLMyUZOTk83y35tTycWHroUuoSr6b7LxCnB2sjdZu3XuGKWN7k1esQSGTkqWRcl8e7ta1JWvW7cHcVEFefhFqjZbw6CSUchk6nf5nZ/YINpuliZzM/GKD+GxVpmZgWlZuBbEYYEDXJpy5Gs7ofm1Zt+cshUV6O7GOrzt5BUVYlIlCFwgEAoFA8O/i/Ql9GP3Bj6jUGuQyKWqNFmdHWyzK2BASiYT6Ad5cuB7BiP4d6da+IdFxKcxbsoncvEKuhUZzLVQfGCKTSiqIxfdJSkqnMD8f7Et9eHYlvkhfLxeDXxIguEza50dl+DuLeGVIF0yUCpZtPPzEBU21RsuP6w9UOlavlgcv9GlLYZEKCxmYmCqxNJFT29WG1TtOUlRSsiS/sBhTE+NazjKphO6t67P7xLUq6wTLZFIk6CObfdwceGdsL7YfuUxNbxdmvfH8Q79Dn46NmPPTdtKz9AFDo0pqMoO+fEl5sRigX6cmnLoSztCeLflp4xFy8gqRy2UE1/YmKycfGyvzCmsEAoFA8P9FCMb/Md4a3RMbSzOmzF9TbY2LuetOMXfdKQBMzUwMYjGAmbkpjg626IqK0KLDysbKyCgLqOmFnbUFGdl5JCQZ33SztrbE18kCV4Uab0keEXciSS0xLvz9POjRrRX5BYX8+OPvWFlZkJubj0IuY+SwHpibmbBl+zHyC4qYM+t1HBxsAQgK8mf2nGVVvkvc3ShWLN/M/PdewEReGmFxP2VLQUExydEVDZnyKMo52xxdHHBJSTe6QVcWO2sLo7ZaY+wk7dOhIT99Mh6VSk1msYZlZ6MM6QPzcvUpc3q3D2b+1CFk5xXg6aIXnKeNf+BRK9C6YS1O/zaDs9ciaFy3Bo3q+hjG3J1s8fd0JiLWOGLmo+83wfebmDi0C2fXfsycn7Zz6U48645cY8uRK2z66jUhGgsEAoFA8C9l/IAOWFmY8vInK8krKOatl/tjZqoX/rq0CaZVkzqcuhBCfkERCp2G/p309cYa1fUhr6CID7/ZBOhrHTs7WCORQHxyZoXn3LcZ/y6cHGxYtXCqwdm4Yv1+Fq/a9dj72dhYMnxwdywszNm97xQ3b+kjWxxsLXl7TM9K19jbGNuMqnJlSJoE+lDLyQqdTkeBSsuNpJxSmzGvALVaQ6dmwayc9SLpWXl4utgZpaR+FEzkMrzsLChQqVHKZZgpZKXvZmlGw9reXAk1zvTz1S97+OqXPQzt2ZIL6z/hy5W7+HnrCd75ah0/bTzC6d+mG8rLCAQCgUAg+HfxfLdmWJgqGf3hT2Tm5COVSIiJTyE+PQdfZxtAL5AeO3+Lts0DmTKhHwD1avugA2Z8+Rugj6x1cbRGJpESWybTyn2c7KxIychh+pyV/PLlJCzNTVCrNazbfgKAezFJZGbn4WZviUIq4WJIzGO/U2Z2PnN/2v7giX8BdtaWvDmyexVj5fyMWmM/Y+O6Ndj63WRUKjUFRSrcOr1huJR4n9bBNdn+/RRSMnLwcLZDJpPy0qBOj3xOXw8nzq75mINnbuHv7UyHpnWMxjs0rc3RC6FGfcs3H2X55qP0bNuA8+tm8u3q/SzdcIiZi/9g+eajnPltBk72xhcnBQKBQPD/5eHzkwn+NSxef6hKsVhaiW+psKCIsNul9TTiY5NISEghLiWThJQs4uJTDSmoAVLSsgyOv8vX7rBs1Q4iIuMp1mgxlWppbC/Fw9qEIV0bsuidgXi4OdK/VxtmfjCetm0a0r1rSyZPGkZsbBKZmTmkpGby9XfrmD3/F26G3MPVxcEgFgPUqumN8gHC5fXLt3hr+hIySmrx3bqbQExqNkmJqaxa/CtqVdXi+X3OhyWQU6Sfl1WoIrUY0OnoNmEeC1ftqXAD8ou3htAksAYWZiaMfLY1bo62RuOtG9YC9Cm4nSxMiLsVSm5OHilJafy+eist6vvxzXsjsLY0M4jFf4Z6NT0ZP6CDkVj85c+7cek4iejENPy9nCtdt2jdQTxd7Mko1vLZxy/z6ksDGTTiWY5eDv/TZxIIBAKBQPD08tPGo+QV6CMqyqeuU5RJc+zn6WQ05udZalNotFoSUjLJyM7HxcnWSMg0Ucr/VrEYoHlwLYNYDNC1bcM/td/UScPo2L4JzZrU5b23RuHkaItMKsXR1pKuL85j9o/bKCpWGa35ZOIA2jYKwNxUSb/OjfH3Mv4+2zfRO+AkEgnmShm3L98kIyObpOR0vv1+LYF+7qz4bDwWZiZ4udo/tlh8H6Vcio2Z0kgsXrbpCPZtXuPanRhq13AFoFFwAIsWvsuPiz+gY/vGrNt9BrlMyp6T1w3rwqISWbK+8pqFAoFAIBAI/h2s3HKCzJJawVqdDpVKTb8Jn/P7/oscPn+bgZMWEB6dhJe7sY3j7e5o+KzV6UhIyapULFYqZIYSb2ERsTw7bhaTP13B8699waFT13Gxt6JVkDfXLt/E2UKBnZmclnU8qvRzPa1IgNaNA1i55wLXolLRlMsKOW1cb7q3roe5qZLurevRIMA4hXSHZnqbUaGQY21pRu/2wUbjvh6O/L7gdcxMlXi7OTxS2ZLK8HF3ZNyA9kZi8Ya953BoN5GjF0KpU8ONyszS3SeukZ6Vx8GztwzBPDGJ6cxdvuNPnUcgEAgEfx4RYfwfRCat2iDQ6sBUqaCwWEXv9sHsPHYVgOVL1tGsVTBymYxzZ64aiaN5+YVEZ+TiY2KCTqcjFxmOjnakpuqNvK27TrBt90kWfDGVxjWMnVj1a7rz63dvY2WqRAek5RWTWaSmpp9HpeeTSiAlJYOcnHysSlKVxMYmYW6iYPuP05jz4zaOnrpW6dpbYdH0Gz0TE6WigqOuLDNf7Y9Gq2HWj9uMajuH343lTGwWUon+e4q4F8emP44DcPRCKN/8tg9PFwfeHtuTfp0a4+PuyOnfZhjW7z5+jSHvLKKwSEWjuj4Meqa50XNb1nBg3PRv9e8plbB8ydt/aQRvTGI6H367EZ1Oh1arITohjQPL3qXHy1+iLvPzNVUqyMzJp33bxkhLfncsLcyQS5VVbS0QCAQCgeBfgKzMTcIFP21hzrujMDVVcujkNY6fv4WlmQm5BUUUFauNylVsPXTJaJ/gID9mvz8GSwszLl8PZ9pnyylWqavNdvNnsba2QCaTkZFhXHZDIZcx+42BLFy9j/jkTKLjU9BqtQYbJyY+5aGf8f74Z7EwU/Lx4j8MDr0aPm6GcaVSgZurI6lpmfy06SgAxy6GsnTDIbzdHHh1SBdGPtsaZ3trDq14z7DuxKUwzt+4R05eIQE1XBnTr63Rc5v6OTNg8hcGEX/dF69haW76CN/Oo5GTV8Ckz1cb7P870Ukc+fkDEiVm6Ers+hfH9uPGzQiKilTklysVc/FW5F92NoFAIBAIBH8/MllFVTArO4+35/wMgLWl3k6RaNTkFxRhXlKuYu/Ryw+1f7HKOEo2LSOHgyf1vr/aPs7s+24i9jYWaLQ61DoNOokMS3NTOrcIJCImubItS88ulVQQZkEv3s6ZMoiffj/C3diHtw8rY+LQLni62DNj0WZDxK9EIqFx/ZogkXDp2h10Oh1KpYLa9evg4eZIhhrWHrvJop82M6pvG14d0gUbK3N2LJpq2PdKaDRHL4SSlpmLt6vetizLmyO7s+PYVdQlz3x3XO8KUcpPEq1Wy0szV1BYpPe53o5MYNeStxj1wQ+kZuQa5t33C2fmGF8cvRL6+FHhAoFAIHgySHRVVboX/Gs5fjGUgVO+IzMnH1src8MtwPso5DLsrC2wMDMhIzuvwnhlLFoyHZm8NArhi3kriAg3TlfXpGkg70waSjcPBSYlxuTVhFyU1qUisk6nIzw9n6vXwpj75Sqj9aZKOUUqDTqdju7tGxEYXIes7Dy2bj/KwtmvYWKpjw65fOkWmzYdwN3FjqPnb1d77vv1Ve6jVMgoVmno1LEpQ5/vRmxKFgfOhRIRcofkyGg6dm1JUP0AEhNS2LZpP6pKIpOVCjk3tsyhRpmbkvdJSssiITWLQD93lIqK9zV2H7/GxVuRdGpehzaNAqo9+58lPDqJwH7vG9oSiYTrf8yi3nMfGs0b068tq3eeZvyYfnRs39jQH3fnLvGRcUx78dm/1OAUCAQCgUDw93A5JIo+r39Ncno29jYWFBarsTQ3JTktC9DbUXbWFlhZmOLhYkegvwe3wuM4finMaJ/Fc18nsHZphpO5365nz+ELf9m5O3ZsyuBh+pIhydFxfPX1r+Tk60XMQH93bkXEA/q0fg42Fkx9sS9mlhYkpWYyf8km0jNzK+wplUrQlnEm3rch5TJ9yu3UjFyKVWomvz6UVi3qA5CZmcPb739LTm7ltrRUKuHsmo8Jru1dYSw1I4eYpHTq1HDDzLTiJb3D50I4cTmMVsE16doy6BG/oUcjIzsPlw6TjPru7P6CCynGwvCFo2dYtHqvwUl4n17tGlDT24Wpo3vg7mT3l55VIBAIBALB/5/QyAR6vfoVMYnp2NtYGOra3kcuk2JjZY6NpRl2tlYE+HsSHZfCyQshf/rZs155ljeHdTS0NRIZqpIAh0FTvuNINX5BqVSCXCalWKXB18OJ9OxcsnIKAKhXy5MbJXV4bSzNcLS1pI6/OzuPXq32PBIJRsEnUokErU6HVCrB1cGW9OwcCovUfDRlBJ1KMtscPXWVT79aTU1fD5Z88abRfr2Hf0BxsZoDP02jfdPaFZ6XkZ1HZHwqtbxdKr1AeOZqOAfO3CK4thd9Ojaq9ux/FrVag3WrVwwCNcD5dTNpN3q2kX3Yr1MjDp69RW6+sS3ZtWUQdXxdeW1oN2p6/7OiwwUCgeDfghCM/6MUq9ScuRpO1wnzK4yZKBWMGdABawsz1u06RUxCWiU7GDN85LO079AU0Ef8zpvzUwUxtUfPtgwc2A1LOXhZysgs1JBcCA3cSutTKFGTm55GdGImc3/Zz5UbEdU+d3S/trzwXAfS5OaGPq1Wy6gXP0GjVlPJJUEDpiYKNn71On0nLTSkQAHw9HTh449fNUSapOUVcfxOKme37SI56uFuux1cNo12TSoack8bE2et4qdNRwAI8vdAJpOSnVtAZHwqALZW5uQVFKFSa7C0NOPlFwfQvGEAx09d5fsfNwNgZWFK1L4Ff2lki0AgEAgEgr8HlUrNzfBYWr0wq0L5jYdl0dzXCSojGM/5Zh37jlx8pD16tA5iyYcjMTNRciY0Bp1GzYFTN1m07rBhTq1a3gQH16FDp+ZGFxnnzPqBZgHuDOvZisFvL3rk8yvkMn7/aiLPv7XIyAFWGXK5jO5dWmBhYcaR45dISclAAlRlkm74aiLPdW7yyGf6fzP9+03MW74TgLp+bshlMgYP6k7NOn76Cfl5xEbHc+zsLbYfPA+As4M1Wo2W1BIB3lSpIHzXFzg7iNp0AoFAIBD821CrNYRHJ9FqxKfkFRY/0b0tzExoFORLUmoWdyITDP0ymZT3x3Rj2qhuhr6Q6FSSc4rZtP88K0uyAj4KXVsGMmVUD3q/tuCR18qkUlbNeYlXPvuZnLzCCuODe7ZkeJ/WpGXm4V+nJpoSA1EqgQuXQpBKJNQK8MHMTO9fi41PYewbXwDww4wxjO3f/pHP9P9mwao9vL/wd3Q6HbV8XDAzUVJYrCIsMhEAS3MTdDrIK5ORxsHWEoVcRmJq6aXUa5vnCNFYIBAI/gZESur/KGmZuQx5e3GlY99NH0PX1vrIiOd7tOCZ8XPQanVk5xZUud+a1TuwsrakXoMA7J0caNqiAadPGKcjjI7SG3W5agjJ1JBVoCI9r5gadmZYmypQoKGGJBOZo4xgRwcafPYCXV75loSk9Cqf+8fBiySm5zJq3ADkJY7B/PxC1GoND7oKUVikIiMn30gsBnBysjOIxQAWSv1/Jo6eHg8lGNfycaFRXR9+2HCYVdtPUMPdiYXThuNk//Q5xxZ9NIo3Rnbjw283su1wxVRAZaPLc3ML+Grhb2z4cqJBLAbIySvk973n/hGGq0AgEAgEgkcjv7CYAVO+f2ixWKmQU1zu0uCSn3fw+YfjsLI048KVMA6fuPJIZ5BIJCybORprCzPQauhWwwSJVkb3Go1xMJXw6c+H8PX1YOpbYwz2oEarNVwc1Ol07Dp2jYKix0uBrVJryMjJf6BYDHpn6a69p4z6qjJJPV3saNsogN92nmbp+kO4OFqzcNoIPF3sH+ucfyWfvT6QMf3aMfvHrazecRqA63NWUKumF707Nmbc850IquHCM+0bodFo2HXkEgveGcbI934w7FFYrGLx+oPMfK3/3/UaAoFAIBAI/iLUGi2D3l700GKxBH00bnWBHgBWFmas+2YyNX1c0Wi0zFi4no17zuDuZMPOha9S09OJnLwCNFodl0JjGPvJatKzH5wpsSoOnQ3B3fnxMqJotFoycvIqLYPXKLAG898ZZvA35hSqSczT26YWChmdWun9sCqNhjPXIkhJy2LFb3sAvaDapWUQ2w5f5sufd2FrZc5X7wynlo/LY53zr2TqqB4M7NqUr3/dy+J1ByuMl48qBpg96Xlem/WLoa3WaJm/Ygc/zhz3l55VIBAIBBURgvF/lLPXI0jLqphuD6B9s7qGz0721jQK8uPw6RsV5llbW2JrZ0V8XDKOTvYE1g9Aq9Pf8Bs4uAdnTl6mbAD7rVsRLF+2icaNA7F2tENibgXA9muxBLpYUs9RicyqdH8npYYaXi7VCsYFhcXsPX6FPI2OYYO6U6xS8dOKrTxs4Py46csq9IWFRZGWlomDgy0AsRl6Q1OVk4WLgzVJadkV1gA0CPBCIZeRnJ7NkLcXsf/0TQDO37hHsVrN71+9/lBn+n9Tu4YbyVW8U3nGD2hPl5aBFVLsfL5sO0N7tqw0ZaJAIBAIBIJ/LtfCYoitxhYrT3mx2M3ZDhO5lJGvzcXEREF+XoGhdtvDIpNKsDDV17qTqPKRaPXPkEhgRMfaHLuZQP/ebbAzV5JTbLz34YNniYtNQiqRcPJyWIW979O9ZV0C/dzYfzaEmxEJFcZfnLHioc9rbqrEwsyElIycSsdr+bjgYGNJbFIGL3zwA4fO3jLYVRlZeRxc/l6l6/5u/L2cKzhg74TH4Dqwo1FfoyA/zBRS+ndugkwmNbps8OPvh3lzZHdRzkQgEAgEgn8Z4TFJhN6raEOBPvVz945NsLIwY/+xy2Rm5eov1D2E665zqyBq+rgCen/juEGd2bjnDFNHdKGmlz4C1crSnEW/H+O977Y89vn9arhR09eDW6FRHLsQ+tj7vDFndYXAFIAaHo5GwSl5uXnk5Kqxt7FAKi2tAa2QyVAo5Mz5eg2eLna0b1KbiNhkJny8guOXQg1l9WKSvufy75899jn/SnzcHSuNsK6M7q3rMeLZVkyZv4aCotLLBr/vO8/M1/o/tngvEAgEgsdDCMb/UaRSKTKpFI1WS/36tbC0NOfq1VDy8wu5fTeeBiW11NQaLS+/NpROPeJYsOBXMktE5sCgmrz0ymCUSgUxMYms/nVbJU+paCCdOXONM2euIVfIadm+OWYWZlw5d42unZri2qsFlBGMs4t1hEbEVvseOp2OOr5unDh1lROnqq8jAnqHo1anMzjlKnNY5uUVMGvWDzRuHIi5oyNJuSq61vMkSVfEnSqEVUdbSxrX9eHnrScAiEk0dqyGRyc98Gx/hoLCYk5duYOTvTUNAryqnHfuegSFRWraNq5lZKiO6N2aM9eqT//t5aqvNa1UyPn8zcG8t3CDYSwyPo3b9xJoVNenmh0EAoFAIBD845CAUiGjWFXRZlLIZZXaUqYmCgqLVHRoEcRXH45FqZSTk5pCTUsNlmZKlu+8yBvf7nzgo6VSCZMGtibI14Udh87Tr1sLkMiM5hSptaz7aiKgtwsjMwuJyCxk976zbNlymLy80gw5gX7unL1+t8Jzxj/XmoVvDQLgg3HP0PXVb7keHocEicHhp9E+XIR17/bBFBQWc+hc5TX5rC3N6NoiiCUbDgFUEOP/aptRpVJz4vIdbCzNaBxYo8p5ecVqNFodliZypJJSJ+awni3ZdczY5r504y69OpWm1U5MTsdUqaBIpWbZJ+MY+1HpBc3UzFwu3Yqky19cd1kgEAgEAsH/F51Oh7mpkvxKIow/fmsEndo0BGBg77aMm7KA/IIiLMxNKo04LUtGuctqmdn6+shlzBMAI3ulMj5q78DIBtbEZquZsC2Re5mlUcBNG9Zm5rTRyOUyiotV7Nl1nMW/7a12v7IoZFJUJUJuZWIxwKlLYaRm5OBop3d8JqdmsnL9Ifacus72FdOxt9X3qzRaVGotZqZKBnRtyre/7QcgLinDaL+/2mbUarUcvxSGqVJBiwb+Vc67ER5LUmoWrRvWMgoiGfxMc9bsOl1tliIXBxsszU3JKyhizfxXGfDmNwZPcl5BEScu32HwM82f1CsJBAKB4CEQgvF/kNNXwhkxbQkarZZBg5+he/fWACQkpDB71o+8+OEPvDXuWRoE+VNsak6xRkcNH3e6dm3Jxk0HAOj9bAeUSgUAXl6u1PBx58jBM3Ts0hKNRsPG9burTQmtVqk5cbA0Xd/atbuJjIwnol0dOge6kJ5XzOsLt5NeRWSGYR+NFkdby4d+d82Dct2UkJ2dx5Ej+vprbRsH4Iwj5ypxMIJeSJ0yqgcXb94z6i+bknFQd72Bo9FombnkD45fDKVlcE1mvT7QkDrxcckvKKLz+LlcColCIpGw4J1hTBzWtcK8d75cxze/7QPg2Q4N2bjgdYNo/PLgTtTycWHNztOs2XUatUaLXC4lyN+DgsJiwqKSiElMZ9mmoxw+ewsrSzMjJ7GVhSmeLuLWn0AgEAgE/yZuhMfSb9LCSsViqPziHejLfgCMG9wFZUlpjyBHBYoSsXd87yZsOHyDE9ejqn3+By904r2RHQ3tNz7/lRv3kpnUvwndGngQmZRFis6K+9XNJBIJblYmmCvl6JrXYdPGA4a1Wp2uStH3uY7Bhs9mJkp6tA7k2p04dA8T9lKG4AAvBnRtyvgZyysdd7a3ZvIL3UlIzjTqvy+wAwwq4xSbu3wHe05cI7i2N3MnD/7TmVxUKjW9XlvA0Qu3AZj+Sj+mv9yvwrz4rALisvRRIVYmcgKcLQ1O2CE9WuDlas+6XWdYvuUYKpWGjbtOEeTvTm1/T1ZtOcauw/r61McvhuFoZ2n0fiZKOX5eoh6dQCAQCAT/JiLjU+k2YX6lYjFAuxb1DZ/dXR2oU9OLS9fDHygWAxw7d4sVGw8zqGdL4pMzmP71OgC+WXuY7i3rUsPNgXvxaXy77nCVewxo4MjbrfU+K1dLOd/2dKbP2jjDeNcOjZHLZUgApVJBnTq+SKUStA/pQ1Q9ROmWpLRs+rzyBT3aBWNhZkK7hrXYelhfym/0lK/55rNXcHVxICUzl9+3HOadsb3QlrNdzUwUFNy3GbuX2oyL1h5g4/7zBPi48sVbQ7G2NHuoc1eFTqdj8NuLDKXrXh/WlQXvDq8wb8n6g0yetwadTkejuj4cWv4eFmb6rEDPtKnPiV8+ZP3esyxdf5jCYhUSCdSr6YlWq+VmRDxJaVlsPnCB01fD8XC2xazMhQOZTEpADdc/9R4CgUAgeHSEYPwf5Pd95ygq1guZbdo0MvS7uTlRs6Y3t0MieP+rtbz04gDati0dLytsFperx1FUpOKPjfvYv/cEapWGwsLqjT4vLxcmvzECB3trjh2/zIqft3L69FVOnzaOWJBKpdRrEAA6HdevhVWaavrE5TsVUiQ/Cj7ujkTFp1Y5fuJSGCnpVadsjklMZ+r8NTSr52s4h6mJgpWzXiQ+ORMfN0f6dtJ/j4vWHWDecn1Ezakr4dhamfPe+Gcf7+BAUloWi9Ye5FKI3uGq0+n4YuWuCoJxYZHKIBYD7Dh6hZsR8dSv5Wno69wikM4tAln43gg27D3H16v2kJ6Vh7ebA2FRpTcXI2JTjPZuXs+Pj199joTULExNFFhZ/DnDVCAQCAQCwdPBHwcvVuvIk0okVUZRAOSWSUUnKSe+KhUPvjDXMsjbqO1ia86Km5G8cDPS0Ddn8iCaNaxjaGt1+oiTwFpedG0bzI6D5w1jF25GVmoz3olOpmOTAEM7LCq50vP4eTpzN7byMYCrYTEGO68yktOz+eCbjTQLKnVCymVSlk4fQ3pWLi6ONjzfrRkAq3ecYsb3mwG9zWiqVDBv6pAq934QaZm5rNxyzCAWA3z58+5KBeOE7NKfW06RmtwiNdamCkNf64a1aN2wFvOmDmHroUvMW7mTH9cdoKa3i9H+0YlpRCemGdrBtb346KV+5OQVkpmTj62V+WO/j0AgEAgEgqeHXceukp6VV+V4TFwyvj5ugL58SXWl5ypj3g9bmPfDFqO+6MQMmoyci7ujDfGpWVVecOzatiGzRjWFu0cNfU4WxnZoSloWJjIpMqkEnU5HTFL6Q4vFleHvpbcZy9uccUkZLN94BIDdx64Y+hOSMxj88ufY2VqSm1eISqXm1PlbNKrrg1wmRa3RIpHAgneHU1SsxsbKnKE9WgCw6/hVpsxfA8DJy3fQaLUs+2T8Y589O7eAtbvPGMRigO/XHmDWpIGYl4jB9/ny590GP+3lkCj2nbpB/y6lWWeaBPnSJMiXWZOeZ+exK8xdtoPE1Czq+LlzMyK+9P1TMklIyTS06/q5M218b2RSKWmZuTg8QqCQQCAQCP4cQjD+D+Lr6WT4nJ6ehUWJwKfVasnIyDZE4e7YeZzGDWvj6mBFYWExV6+UOoA2btjDKxOH4eBgy6WLN7lw/joAuTnGqWIqY+L4fvTo2gIkEnKKNXTu1Iyr10K5eOm20bw6dXwZPrIP9o52aHQ6rl25zdmTl/D0dOXmzXBiYhINcx9XLLYwNzESiyUSaNsogJNX7hgZh6GRiYaIYUtzExrXqcGte/GklomAPn+jNMK4c4tA4pMzCb2XQO0abmTnFlBQVEzovdIzA1XWd3kY7kQl0WHMbFIzjWtR29lUrAmnkMuwsjA11BCRSiVVOukszU2Z8+N2g4MvLinDYKBWRptGtZjwyQrikzNxc7Rh/7JpBPiIW4ACgUAgEPzT8fVwqnJs8uiejBvYgdSMXN6Y9TM37lQsIzJv6WbcXOzwcXfi4J0kOtd2QCGXsfN0KEeu3KtkV2NOXIukYyM/QG+nnrpRMSJ51tKt+Hm70KZRABodFGu0qEtMlqJyFxyhcpvxo8XbkUml1PV1ZeeJG2w5UrHMiUIuMxKLJUCbRgGcvR5hFGkdFpVoyMJiZiKneX1/bt9LJCktyzDnfJmsNM3r+5FfWETI3QQ8Xe3JKygiJ6+Q0EhjG7F8+1GIS86g3ahZxJZLZWhXhS0ol0oo1ujKtKWVzjMzVfLVqj3cDI8zPMdEIaOoCodtq+BavPf1BiJik7G3sWD3krdFOROBQCAQCP4FVGczArw3ZyVvvvgclhZmrP3jMAnJjyYYV0WxSkNkQvV7vTaqF4XOVqjiL6MozEYHHM+2NpoTcTcWWUkdYYlEQuMgv8c+kwS4F5diZHO2Cq7J5ZAoCsvYpneikpBJJWi0OpRyGa2CaxIWnURGSaZC0Iuw96nr646JUsGlW1G0aVyLomIVGTn53C7nVyzvd3wU0rNyaTtqdoV015bmJigVFSUEO2sLo5J89pX4I0GfgfGHDYe5fDsagITUrCrTlwM0C/Lli5W7uBkeh5WFKX8sfJP2TWs/7msJBAKB4BGQ6CoL2RT8q9FotLy7YB27T1ynSAtDh/fC0sKcfftOcfJk6Q0yE6WClYumGepoJKVkMPb1+UYpUeRyGeoq0hFWRse2DXnvzWGGdpFaS06xhqU/buTEySuG/nr1avLmmy8gLTHYCtUadDowkesdViqVmvnzlhMZGY9UKsHERElBwYNT2TwM7RoHMGlEN4a9s7hCCuuyaZiH9GjBhr3nKo16dnGwJqmk3rFEIkEqlaDRaOnRpj77Tt9Aq9UhkUjY8NVE+nVq/FjnnP79JqMoFrlMSg0PJ1Z//nKlNel2H7/Gq5/9TEGRitlvDOTFgR0rzMnOLWDWD1v5ds3+x75NOX5Ae5ZMH/NYawUCgUAgEDw96HQ6Pl78B38cuEhkXApFJQ6spvV82fz9VMO823fj6T7u8wfu52xrgY2lKXdi9ZfSAvw8GD2oCyqVhp/W7CGuTDQq6G2ol/s2J7CGM7vOhLLnbFiVe9f196Bts7oM7tMOeztr9h27zK4jl1Gr1Zy5eLtSe+3PUtfPna/fHU6/SQsN3819TJUKg1Owb8dG7DpxrVKb2dbKnMwyFy7vX1Ds1LwuJy6FGezOn2aOZXS/do91zq9X7WHa1xsMbZlUioezHSs+e7FS51tOoYq7aflotFrcbMxwszatMKegsJg5y7bzza/7jJyfj0L/Lk1Y/+XEx1orEAgEAoHg6eKLlbtYveMUkXGpFBRVLgT+Haxb9A41a7gjVRVilhWP2tSKXBM7nh37KWklQSAtm9Rh/vQXDWsiY5IYNemLJ3YGF3srNi18gx4vf0luOd+lhZkJeSV9nZrX5cy1CAoqEVLLlr2D0pImrRvW5MrtaIP4Om/KYKaM6vFY51y17QQvfrzC0JZKJbjYW7N4+mh6t29YYf7lkChGvr+UxNQsXh3ShVmTBlaYo1KpmbdiFwtX7yU7twCA559pwewpg9HpYOZ3G1m363S15+rQtA77f3r3sd5JIBAIBI+GiDD+DyKTSfnqneF89Y4+EuDc9bsoFXJW3I02mmdvb20QiwFcnOywsTYno0xE66OIxQC21sZpRKQSiIpO4MLFW0b99esHGMRiAJlEgkZXKlQrFHIaNKiNVCbjldeGYmlpzt17cUSl5JCVnsnR3UcoekBa7KqITUrnuc5N8PVwIjzGOO1g2QiSLYcu8uvnL7Nh71kcbCzZsPcseQV6A63szTudToemJEpjz8nrLJ0xhrTMXFrU9/9TN+Sc7KyM2qP6tmXpjDFVzu/ZrgGR+xZUu+foD39iZ5m0OA9D87ZNCKjjR0JcEof3nsBUqXjwIoFAIBAIBE89EomETycO4NOJA0hOz+bk5TuYmyrYc/qm0Tw768qjCcqTnJlHcqY+XaG5mQnffPqywTYMqu3DoJfnGM3X6XQs3Xq22j1tbCwZMbQH1tYW7Nt/hp/WfYyJUsEn00Yz851RABw+cYVZX//2UGesisBankwe+ywSiYRvVu7kRlg0cckZdG4RSP0ATy6USZMNGImo249e5vevXufXHaewtTJn25HLZJSkbbSzNhaM7zsCD58LYeG0EeQXFtMgwIvures99tkdy9mMz3ZsyO9fvV7lfCtTBcEeNtXu+fqcX/l1+8nHPhPoHZ0CgUAgEAj+HbwzthfvjO1FRnYeRy/cxtxEyfTvNxmiSv8uPl+0ka8+GoetjSV5jvrIYQVgbWluEIzPXLzN/qOX6NahMTl5BSz88Y8neoaUzFwa1fGhTaNa7D11w2gsr4yAfPhcCL8veJ01O09jaW7KgTM3SEjRZ6nxdLHjbpkScYUltYxPXQlnzpvPAxICfFwNJfEeh/I2Y5uGtTi4/L0q5zeq68PNLdVfGv3w240sXF1aIs/S3JR5bw8zlD38/O2hjOzXlh2HL7F03cFK9zBVCvlCIBAI/l+If3H/43g429GvUyO6TfiCqATjqI6U1EyiYpPw8XQBIPxuHJlZeViYmZBfWPRYaaCPnb7KwL7tcXKwQaPRsnrDATZvP4qqXFRGbKxxCpWs7FzuRsTQtEmgoS8hIYXBQ3pgaalPp+fn64GpXQG5RZ5IZTL2bNz1yOdzdXXkpTF9uBgeT7smtYlMTEer0aDV6nC2tyI5vTQFtUwqZfAzzRn8THMA3hzZnR1Hr+Dn5cyFG/dYsGpPpc9oEOBF0yDfRz5beV4Z3JnzN+6x79QNgmt78dnrAx55j5jEdO7FptCwjjfWlmacux5hNC6V6GsBVkW9hnV5dkB3AAICa4JOn+rxVkQcgf4ej3wegUAgEAgETyfO9tb079KE56d+x75TN+jVviH1a+trDP+wvnLnjrmpkoIiVeXZWBxtjS4Sero5YmFuSl5+YYW51THp1cEEBeqdf0F1fXn3g++RSqBZw9JLeZ3aNmThj5vJzSt4pL3vo1DI+GH2KziUXKQMrOlJl5EzaVTHi3W7z9ClRZCRYFyZzdi3U2P6lmSVeT82mU37L+DmZEtcUjrTS2oVl8ffy5ln2tR/rDOXZUTvVpy+Gs6m/ReoXcOVBe8Mf+Q9ElIyuROVRL1aHtjbWHK2vM1YUpP5UVDKZVy+HUWjOiIttUAgEAgE/xbsrC14rnMTXpq5gsu3ozE3M2H4wC7YWFuwY98ZQsNjKqwxVcopVmnQ/gUZYa7euke3ETOYMXkofbrq/XenLoYQGWscIPLZ12tY8MNmCouK0VRRku1xaVy3Bmt2naZb6/pGgrGjraVRmTmJBLq3qmfIRBiXnMHaXWdwsLFApdbw+pxfK93f3dmO4b1a/elz9moXzNRRPfh563G83RxYUk1QSlWkpGcTcjeBOn5uONtbc/b6XaNxC3OlQSwGvZ3coLY3DWp7cy82hb0nrhnNrxvgzdih3ckuVGFtKi4bCgQCwV+NEIwFHL0QyvFLoRX61WoN7378A19+OJajF0PZsvMEOp3OcPutcT0/boTFUPwIaejSM3KY+M5CAmvXICEpjaiYpErnHT9+CXNzM+rW9ePevVi2bz+KXC4jJysXT08Xrl0L4/z5G3Tv0dawxkIho5mXLcUaLZpcDyqXa6vGp4Y7b70zFqVSweX0Yix8fJg5vy1qtZq0sHCsUDPnp+2G+W6OtkbrA/09OH01nK2HLtEsyJdPJvYnLDIRE6WSlVuOodPpaN+k9hMRi0Efxfzr5y8/9vr9p28wcMp3FBapqOHuyLFfPqRDszps3HfeMEerg5btmuDh6UrY7btcvxxitIebh4tR28XdmcUrNvLLthMcX/Uh9Wp6Pvb5BAKBQCAQPF3cvhvPtsP68iUD31hI8wb+pGXkcjNcX7+4XZMATl6+YxAO76fGa1rfn1vhseSXiaCIS0wjOi4Zbw9nAK7fjnxksRjA26vUFpHL5bi7ORJ2J4qiIhUmJRGsuXkFFBYVM6xLfTwcrfnjeAgR8Q9fO8/WysIgFgPY2Vhib2vF0QthHL0QhrmpEtDXrGtW349hPVswZf7aMuuNawX7eTrj6WrPrmNXqVfTg3lTBnM1LAZrCzN+2ngEjVZLw9redGsV9MjfR2VIpVIWfzSaxR+Nfqz1Z69F0Ou1r8jJK8TV0YYjK9+nY9M6hEWWXvB8GLFYqVQw8aWB1Kntw+2wKBb9sIk1u85wcNk0WgbXfKyzCQQCgUAgePrIyMrl560nAPhwygiaN64DQPtWDXhx8pfU8XHh9NVw1CXCbGGxPoikSZAvoZEJ5OY9uk1YHTqdjk++XsvuwxdRKuScrqJcSVW2qJ2NJXVqenIvOonElIxHfv6Fm/e4cPMeJko5Eok+0CLI34P3xj/LCx/8YJinlMsxK7ErQR/kE+Djysb956np7cw3743g7PW72FmZ8+PGI6jUGmp6u/B8t2aPfKaqmDtlMHOnDH6stTcj4ugyfi7pWXnYWVuw/6d36dCsDqevhhvmJKVm8/Pmo4wZ0KHCel9P41rYzRrV5rP3xiKTSbkcl0U9V2scLJQV1gkEAoHgySEEYwG7jl+tcqxZozoozM1wsrc2pJ+WSqW88toQGgTXprCwiB+WbCDkVkSVe5QnOyefMxduPXDe3r0n2bu3NNVdcbGWNWt2Gs3Z+sdBJr4+FDOlHC8bU0Ma6671vfjuoU+kp2nTeihL0ilLpVJq1fEjt0iNQqGgRnAQnoXGRqGfl7Eh8+v2k7z62S8ArN9zlgXvDGPlrAk8P/U7gyF6/FIY565H0Ly+/yOe7snz1c+7DSlsIuNTWb3jFMs/GU/9Wp5ERCezavtJ2nVuQe/nugLQrFVDflFtIOTGHcMe4aF3adOpBVKpvrb0ndv634O8gqISJ6gQjAUCgUAg+Lew5+R1w+fCIhXHzt82Gg+PTsLC1IScMs62aW8MpWv7xhQXq5j77TqOn9HvUaxS88r73zOgZxvUajW/7ziBq5Mdbs72hN41Fper48Kl23Tq0ASArKxcwiNiyMktYPbC35gwshcarZbvlm3h0zGdePN5feTFm8+3otVrPxKbkv1Qz0jNyOHSzbs0DtJHMl8NiTQ4C22sLGjfsh4ZmTmcOH+LK7ej+eS1/kbrfdwdjdo7j11h9Ac/ArAe+Ojlvvw8awIvf7ISjVbvOL0SGs3+0zefSITxn+Wb3/aRU+K4TUzN4qdNR/n63eH4eTkTEZ3MT5uOPNQ+z/VpT5tWDQBo07IB8fGprN90gC2HLwnBWCAQCASCfxFlo2gDa5dmEjE3M8HXx42Qu7HYWJqRkZPPnKnD6NEumPzCYpSWFhSrNMxdtJFt+6svS/I4nLsS9shrvN2dWP7lG9jZWFJUVMzbs1dy+uLtBy+shKLi0uyKIfficXUyLgHi7mxr1D515Q6D3/7ecDHvtSFd+HnWBN7/5ndDybzw6CQ2HbjAsJ4tH+tMT5Kl6w+RXlJ2JSM7j8XrDrL4o1G4Othw+148K/84TpFKzcffbWTtzlP069yEiSP1WQvzCoo4dKa07I1EIqFdy/rIZFJDX2pekRCMBQKB4C9GCMYCQu4mVNofXM+fqRP1t8q6uTiiRcI3SzfSILg2DYL1af5MTU0YOfJZDuw9we3QKKQyKXKZjKjoyvesipp+nri6OnDjZgSZWbkPXlCCq5MttuYmyKUSo5rHNpZmmJkqKSxSMaB/F2rX9iE8PIaNmw6g1Wpprs1mvDoRrQSWyty5KrUkLS3TaO+yqXBUGi3PdW7MGyO68dvO0/h6OPHdBy8YzT9XLs3KuRv3ALgVHmfo0+l03L6X8FQIxtaWxtEuVuamXL8TQ/8uTanj64a5mZI8awejOX61vI0E43vh0fy8ZC01a/uSEJfEzaulRvNXv+zm7PW7rPh0PDblImsEAoFAIBD887gaWn0Nuvs11u7TINCPru31KfWUSgUTx/czCMYAGZm5LF+7F4A2TQOZ8/4YlAo5sQmpTHjnGzKz8x54pp9WbCHibizW1hacOHmVrJI1J8/d5OS5UqfTr1N7GD7bW5nRroEPaw9er7BfZeh0Oia8v4T+3VsglUrYvOcMWq0OKwszln81GQ9Xvb20evMhFv+yg1bBNfno5b4sXX8IVydbfvpknNF+5W3G8yXtmxFxRv23IuKeCsHY2sLMqG1jYca1sBi6t65HvVGeONpZ8vmyHUZzZFIJmnJRx/Z21kZtu5I6ecs3HeV6WAwrPnsRF4fqaycLBAKBQCB4+ilrM16/dY9WzfTl5fLyCoiIjCetJA3z4J4tGVKSStnGypxCtRatDt5+ZQDbD5yrNAr4SdKsYQAdWtYnKjaZjSVZFcvT75kW2NlYIgXMTU34evp4Br82j+j41D/1bK1Wh7+XM1++PZR5y3diZ2PBik/HG805f+OeURaXczf0NmNZPyPobcanASsLU6O2jaUZ1+7E0qphTV4b2gV/Lxfe+WodoM9cdPtuPBdv3sPHw5Ej50KIiE5CKZexcek0ank7k1eoIketQ12SIfybVbsJDbnLis9erHAhUyAQCARPBiEYC/BytTdq1/BwJDo+jRrebkb9vt6ugL6mxn3kUgm+Ho68NL4/ao0GJFJ0wNFjF1m+YstDPb9zhya88mJ/pFIpGZk5vDd9MWnpWQ9eCDQMDgBArdVRrNGiLLl5duLcTQoKi+nerRV9nm0PQEAtH/LyCji68wjvq6MxQQc6+EgdxTBFXY4eOY+Tkx11g/yJioynWCelXsM6aLVaJJlpSCQ1+fLtYXz59jCjM6Rl5vLZ0q1cvxNr1N+hqV5U79upsaGesY2lGe2b1nmod/urmTd1MOExSdy+l0CfDg3ZdvgSkz7X10OZN2Uw377/AjuvRhGaXXoD8l4ltWYiI6KJjKjoQM7Izmf7kcvMXPwHX08b8de9iEAgEAgEgv8L7s52Rm0PZ3uS07MMEQ4VkJRvSiqfB4wc2BmlQv+niaebI907NGbD9uOG8UHPtuHFod3JzS/kk6/Xci0kEtCLuQcPl5bTMFEq8PN2ISk1k/QyNeFColPxc9fbvBqNltCYVOxtragb4E1UbBKxD3D6FRQWs2bbcaO+hvX8DGIxQK/Ozbh6LQxzMxNmvPIcM155zmh+Tl4Bs37YxqWQSEM6QsBgG/bt2MggJpuZKunaql61Z/p/MfO1/twIj+VSSBRdmtflSmgUMxbp6y5PG9+bz14fiJmpkhllajGXF4sBDh25QLvWwZiYKCkqKubw0YsAZOUWsP/0Td75aj2r5rz0/3kpgUAgEAgEfxnO9qWXxOZ8s4Y3xvdDB2zedZK09NIML3Y2lkbrpFWbik+c+nVqsODjCchl+nq69raW/LB6d4V52Tn5SNBHvILe1hzSpx1f/PDHn3p+UE0PPF3seWNEd94Y0d1orLBIxeyftnHhxj1kUqkhA017g5+xEbtLav3K5TJ6tQ3+U2d5Urw7rjfnb9zjxOUwWgfXJCM7j+ZDZwLw0vMd+f7DUZibKpg4u7QW84HTN4z2mD5lGAE++pIzlmZK8jNyuR6RwI2Qe6xYuw+tVsvE2avYsWjq/+29BAKB4L+EEIwFvDK4Exv3nSMrtwAbSzPGD+jA9O82ceX6HYqKVZiUpGk+d0kfPXr1SijXroXRoEEAMnQGo0kuk6HR6dDpoEP7JmzbfpSUh6jt0a1Lc0NKYztbK5o3DWT3vtMPdfbI6ESaNK4LQHq+ilMnLnE7LIqDx/X19dzcjG+ctW3XBNOsDEwOl6bEtkCLOVqydVJ+37DXaL6TiwPFRcUs+WAkBYXFSCQQFpWIu5Mtny/bwemrEdyLSzHcjlTIZQzt2YLOLYIY0Vt/S/LzyYMIqulBTGI6A7s1pcZTcgvO18OJSxs+RafTcfLyHTqPn2sY+3TpVnTA3pPXadWuCc2bBrJyzR5uXX/09D3xKZlP7tACgUAgEAj+Nsb1b88vW0+QnJ6NuamSScO78t7CDVXOv3bzLgePX6ZLu0YUF6tYVM1lwrz8AqN22dp1NTydefeVAUilUhztrZn7/mh6jfrEaL6PhzNz3h1JLV93pFIpeYVFvP3ZCs5f1WdGeXXBNj6f0A1PJ2t+3nOFpBwVKxZOxdbGkmKVmg/nrOT8I6YpTEzOQKvVGbLcJCSlM6xnSwoKi5HLpITcS8DdyYZvftvPwTO3iE1KJzFVfylSKpUw+JnmdGham/ElNdzeHdcbX08nwiITebZDQ+rXejpKe7g62nBi1UfodDpC7sbT8PnphrH5K3bhYm/NkXMhdGxWBw9nO66GRnMjvGKkS1h4DG+9/y1+vh7cvRdHYpJxHen45EevCSgQCAQCgeDpY2jPlixae5DoxDS0Gi1OpjJDZGlZth28wNgBHXFxtEGj0VKg1qJWa/jqh81/eXRxcKCfQSwGaFSv8kyAa7ceY0CP1niX8eVVVjqlZeM6jBzQkZzcfBYu30bSA3xhQ3q0oLBIhVIh42ZEPK4O1qz44zhbD18iKS2LmMRSO2lA16a0bVSLV4d0AWD8gA4421tzLSyGri2DaNHg789iCGBrZc7+n95Fp9ORlJaNd7cphrEfNx6hrr87O45coUPT2rg52XEvNpmz5TLvONobZ6TRaDS88f73Rn0x5WxIgUAgEDw5hGAsILi2N9c2z+ZGeCxB/h5s3KeP0oiKSeLt6Ytp1awecQkpHC4RYbVaLYu/W4OtnTX9nm1Pj25l6mSU2HNarZbiYtVDPT89PRv8y7WrQCKR0OuZVnh7uXLhUgh/bD2MRAI1fNy4eu0O+w4Y1ziJjIhB16EpEokEnU6Hk5Mt/cY9T0zIKbwSowA4LrEmW1L6n4KzvTWvDOnM16v2kJ+dy7CeLVjwyx6Gv7vEMEcuk6LWaCucT6XWMLBrM3q1L73dJ5FIeKFPm4f6Lv4OJBIJluXSxshlUt77Wu8APnwuhHfH9aY4M/Ox9r8aGsOsH7bx0ct9/+xRBQKBQCAQ/I34ezlzZeNnXL4dRe0abhUcPJUx95u1/LRqJwWFRdXWJV64bCuuzvZ4uztx6ORV9hy5YBiztbYwXC683y7PZ2+PILCWt6FtbmrC2CHdDIJxWnYBL321zTA+btgz2JZEtSgVckYP6srFq2FUEhhbJQlJaTiZSbkdl0FyWia3b0Vw7lo4E2evMsyRSiVGqQTvo9Xq6NC0Ni8O7GjUP6h784c/wP8ZiUSChZmJwa4G/WXJqV+sNcx5cWAHGgfWqFQwBkhMSq8gFN8nKiGN9xZuYM4bzxv9vAUCgUAgEPyzcHOy5cKGT7hw8x6+Hk4kpmYajd/3qSWkZNLzxc9pWLcGkXHJZOcWUqxSk5NXUPnGT5CbYVFotVqDzXEzNKrSecUqNWPeWsh3n7xEUIA3oRGxrN161GiOm7MdX3w01hBw4+7iwOgpXxvG5TIpi6ePZtqCDRQWFdO9dT1OXbljlJ2lrH1VnqCaHrw+vJtRX5+OjejTsdGjv/j/AYlEgqmJArlchrokE5FMJmXKvDWGOQO6NqVD0zoV/p5Yvv4ArRvWxEQuQ6vTsWqLcYYfgKycAt74/Fe+fHuYIUORQCAQCJ4M4i9xAaA35rq1qocOmLlEn1alSXAt5s94iZEDO+F3Px11mTWZGdms27CP4yevEBefzJVrYeQXFlGsUvHrbzvJeshaxMt+3sbV63dISk5n87YjnL1wEwszE+Syir+ez/fvxNgXnqVLx6a8M3kEgXV8+X3TQb5YsLqCWAzQ2N8FV0kRIaGRKGRSmnrY0NjTljarlnK331C+tavLXLm30ZqurYL46KW+pJ1YTMapJdhYW3Dh5j2jOZWJxffx93Z+qPd+mmhY25vpr/RDIZfhYGtJt1ZBRuMnLoXSv3OTStf26tmG6R9OYOzovgbjuCx3Y5P5dOkW1u0+85ecXSAQCAQCwf8PRzsrurWqh6W5CW/OLU0np5DLeOn5jkwb3xsfdwcU8tKIjbSM7GrFYoDYhFRGTvqC9gPfZeaC34xE1hth0Vy5WepMWrvlmOGzqVJOs9rudPQxxV2XjlJXemGxsLDqZ2aUs1M7N6/Dik9fxOQRnE5tGwdQw9mGHo1qMKprQ+yszDh2MdRoTmVi8X38PP95NqOPuyNfvj0UE6Uca0sznu/WzGj85OU79O3Y+LH2jopPZcEve1i64fCTOKpAIBAIBIK/EVsrc7q2DMLN0YaxHy0DoK6fO2fXf8q9AwtZPGMsUqmEYpWaw2dvci82hbTMnD8lFkskVee0VshlmJqU+qwu34jgg7m/sPvwBZb+uovFq3YC4OXmSGAtL6O1GVm5jJy8gKbPTuW3TQf5aeZYzM2UhnFPN0cjf9j9kn73aVTXhzH92pF09DuyzvxAz7bB7Dlx3WhOdRHVfp5O1bz104mtlTlLp4/B3FSJuamSESW1qu9z9loEPds1MOprUNub+W8NRaLRcu5aBGPfW8LK9fsr7B2fnMHSDYeZv2LXX/oOAoFA8F9EXMMRGLH7+FVy8/XOtbdeG4S1lTkAQ/t34satuyQlpxEZV1rjraiomMU/bDTao7pbceWRy2XUqePLvkPnuXDxFpoSIVYuk4JSjrqg2Gh+3do1DJ+lUil1avtw/WaE0RwzSwuadu2AjZ0N4RmpfD1uDoFBNenZsg4yqQQrpQy5qTn933uVRi+kcGTMHIpUKur4utG6YS3mTRli2KtApWFQnw688HxXftt2nC9+3FLt+3RrFUTtGm7Vznlamf5yPz6c0AepVMqJS2FsPnjR4OQ8fTWCV4d0wd7GgvSsPMOa5s2CGD60JwC1A3zQaLWs+nVHpftHxCT/9S8hEAgEAoHg/8KR87dJzSgVXb//8AWe764XD18f1oVR7//I4fO3n8iz1GoNEz9cyrih3VCpNfyy8aBhzMJMwZGvRyPRaYEiTFERoXMiPimdb1Zsr3LPbXtPU6emFy2b1CEyOpENWw5x8mIY1fgZDdT2caFZfX/mTy21Ga/fieWLlQ/vtGpe34+Ozeo89PyniUnDuzFxaBekUilXQ6P5fd85Qx3rkLvxZOXm4+poY0i//ahExCQ9yeMKBAKBQCD4Gzl/8x6R8Xo/4qdvPI+nqz0A/bo04fC5W9TwcCS4ri95+UXMWfoHUfGlPkeFQoZKpcHOxpIRAzohk0lZt/UYSeXK30mlEqZPHk6Xtg1JTE5n2uwVpGflYm9rRXRcMhqNFq1Wi7O9FXHJmYZ1R89c5+iZUuH2k7eGM7xnCyQSCTcj4un/yjyjy386nY6o+BQGTtGnSJagT7QYEh5DYnIGrs52hn0B/D2daBRYw8hmjIhJNgTqdHmmDQ0bB5KcnMamtbvIzy8tyXKfun7uT3UGmuoY1bcNL/RpDcC9uBQ27j9PfqHezxuXnMG1sFj8PJ24G5sCwPxpL+BVUlqwVXBNFizbVvnGJQibUSAQCJ48QjAWGOHl6mD4bGqiNBorKFYZicVV8bBisUQiYeqUFwis6wfAlauhLPzmNwCyciu/UXg7NIoG9WoC+rTXtytJGdOyZxfcauijhnUO9ji4XePWzXDu3InGMbgmcmmpJ7CGhxPe7g6ERSYSFpVEdEI6rYJrMaRHc3YcvUrtOr5YWZoBMGZgJ46cucH5a+FGzwsO8OKDl/oil0npXSYV9T+NYpWaVz/7hSPnQ2hWz4/GdXy4cCsS0P9Mx89YTrFKbbTG3c2p2vZ9JBLo2e6f+90IBAKBQCAwxqvE2XefPq0CkBdlo5GbYW5mgvwJp4ebMXU4HVrpoxAa1avJpI+WoNFqsbUwLRGL9SjQMujl2UTEplW7n6+3G+nZefy66TBbdp5ArdELng8yY1s2C2LqxMGYmSrJ1cmwVWvYefwqM77bTGZOfrVrfdwdWPDOcNQaLc+2D/7Hpl3WarVMmb+GHUevUL+WJ20bB3D4XIhh/LVZv1BUrK5mh+p59ilNrygQCAQCgeDRcXeyMwirZqbGfkZ7GwteGtINWUmGQV9PJ7qPmwPAe68OZPCzbcjJKyAtKx8XZ73t2bZ5ECMmzjfyT3Vp25DuHfQZTjzcHJkxdQQe7o6Ymii5cTuSKTN+oKhYZSQWl8fC3JTBzzQ3RCkH+bvTtU0D9h2/apij1em4FhZraN83G3PzChn39jf06tyU7Jx8th84B+jLbcQkZVDXz52PXurLruNXmfXDNhJTs6gXXJve/Trrz+zlikatYc0vWwFwsLFkxawXySsoone74H902uWPvtvE+t1n8fd2pnvremw5dMkwNm3BegrLlDO0sTIzWmtrbV5hPzMTBS/0bIJMKqV35xZ/3cEFAoHgP8o/9/9xBH8Jz7SpT00vZ8Jjkvl53V4mjuuHVCrl3KXb3Ai59+ANymFrZ42LqyOx0QnklUsr4+hoaxCLARoG18bKyoKcnDzMzU3R6aCgwPh23ZYdx8gvKMTb04ULl29XiC4GsLK1NXyWSCRY2dqQlpDEjC9/Y9GnE2hS28sgGienZRNbUkdNo9GSV1DEq5/9zOL1B7l0K5IDq2fi5lRq0Jav9QuQmplL/y6Vp2v+J/HN6n38uv0kADGJ6QTV9DAaLy8WA1y+EkrfPh1QlqTeOX/hZqV763TwxcqdrJ3/2hM+tUAgEAgEgr+DZvX8aBJYg4u3InlzQHNstTlQCHJyyFbaExaZgFwuQwKo1BraNatLk3r+XL51j6NnK7cXyhMc6IuluSm37kQbxGKA4CA/PN0diYpNJiopi+v3kqnvq0/vfDYk7oFisauLPfM+eRkzUxMAPD2cWLikXMYcSp2A95FKpUx5bTAmJkq0OghJzuHdub+wZf/5h3qfpLTsp7bW3KPw85YTLFl/CNDbjPXK2Yx/RiwGmLdsB52a1f1TewgEAoFAIHg6qOXjQpeWgRw4c4uFv+zhh0/GY2qi4OadWK7fiTWIxQB+Xs5IpVIaB/kxtG87AGysLLCyNKdApb8g6O7igKuzHdFxKZiaKunZpTnBdX2Nnunp7ohJSRBMvTo16NQ2mD2HLlR6PoVchkarBUlF209TTTm6+9y3GVPTs1m18ZDRmFqjBY2Wz5Zu5eTlOxw6e8sw5uBoZzTXwam0nZaVS4cmtTE3M3ng859mthy6aMjAE52YRqC/u9F4WbEY4Ie1B/jwtQEAXAmJ5NSlsIp7zhtHm2D9z1sik6PT6apNRS4QCASCR0MIxoIKzH9rKIPe+p5te05z7lIolhZmRETGP3Tk8H38a3rz6qQRmJgoycnOZcH8FaSmlqaNyc3Np7CwCNMSZ11eXgEFBYX06tWOfs/pb9n9/vs+Duw/jUQi4fVXnqdD20ZkZuUy76tV3ImIrfS5kSGh1GulT4lYmJdPYrR+XkJyBgNemY+Hiz1TRvdAqZDz/W/7yC+X9lql1nCpJLJ26W97mTFpMDKZlMs373LyQsXUioOf+WemhilPfLJxSp87kYkPXBMVncDMz36gQb1axMYlc+VqaJVztxy6JAw5gUAgEAj+RcybMoTeE7/iuTalqZUl6Niw/QjB9QNYOeE5kMDhoxcZ9mwbw5yps39mz9HL1e49cXRvxg7uCsDVW/fIzM7D1toC0NcFdnWyIyo2GbVGS9+P1vPtq12QSaVM/uFgddsCUKemt0EsBmhYkr2mLJVZvTKZFKXS+M+niyEVs91Uxb/FZowrlwbyTvSTTQd46FwImTn52FpVjCoRCAQCgUDwz2P2m4M4c20uB07foPWwmbg42uDl5Uqnto1ITs/G2d4agLQCNS+/NJDrF28YrS+bFjopNZPElAwkEgnzpk8gsLYPAAWFxZiZKilWqUlKycTb09mwRlVJAATAG6N78sqw7hQWq3h33mrW7DzNC8+2RiaVcOFWFAdPXa90nVwuo1vHJpiaKDlw9BI5udVnmQGMxGKAm9fCeKZXe0xLROGL50qf9WyHhv94sRggvlxE94NK1f28+QinLodib2PJpZv3KgSuONtZGsRiAJ1GDVotyGRP7MwCgUDwX0eie1QVUPCf4FZEHH0nLSQ6ofoIjarw8vXkhTHP4eZSmuJ6354TbN9i7MQLCvRn8KDuaHVa1q7dQ2JSGl8teMcwrtVqmfzmXOoF+jFt6guG/oi7sUybvrjK53vW9MXMypLYO3dRFRXRa2AP3L3cib4Xzd4/9qMpSTv4MHi7O2Jva4mliYLoxHTikjNoElgDc1Mlvh5OLP5otNGNyH8ql25F0uXFeeQVFKGQywy16P4Mbh4uaHU6kuKTqevnztVNs57ASQUCgUAgEDwthEcnkRp9l6b+joa+YbP/YPLUschKnDfmcinmylJHzh/7zvLhl2uq3ffkH/MxKclgArBk9R7GDOmGBNACSSkZDJowW7/fR33p0aQGADej02jz9jqKVHo75tluLfHzcePMpRDOXdJf/PPycOb7+W+iKEnvd/z0NT7/+rdKz9GyYS06tQgkJCKOLQcuMHJIdwY910m/7tRVvvxuXYU19Wt6UFCs5l5cCsEBXlhbmuHmZMsPM8ZUKPnyTyQsKpF2o2aTkZ2HTCrVR+VUQWBdP0aNeha5TMb63/dx/vyDo8vdnWy5u+fLf2zKboFAIBAIBBWJik9l+LQlnL9xj2c6NmHm1BGAPkJXrdGQp9KQmFuMDnjltVksnD6elo1ro9PpyC5So9boOHcphO9XbCMuMQ0He2vW/fiR0TM+/eIXQiPisLe1Yu5H47C3teLY6et8/MWvFeyVmj6u7Fz2vqGdnZtPs/7v4+hgg6lSQWxC1SX5ZrwzitbNgwCIjk1m0rRvKSoXLfswNGtYi4aN6nL87E2U6mLsrS1wsLVkyfTRhouS/2TikjNoNeJTElOzkEgk1QYivdAtmDb1vTl9K4Zf9lypdI5CLiN0/Xs421vpOyQSFNYOSCTCZhQIBIInhYgwFlRKoL8Hp1dPp+erXxrV53gYHF0cGTp+MNblak/k51WsS3zzVgQff7IEgE492tNj4DMV5kgkEkMqmfsoyzgQy6OQy+jfKgAfd0e2K9Rg50hQw0AA7BxsSU/J4MzRs0ZrerdrwPsT+tB21OwK+0XHpxIdn4pCLuPKxlnIZBKaDvmY3Pwijpy/zbGLoZz5bQY2T3kUxOJ1B1m07gAu9jb88PFYavm4GI03DqzBhfWfcO7GXbxc7Bkw+dtqa/FZWVng7uFMQnwK2dm5Fcb7DupJoxb6usVnjp2nMD6WWxFxBPp7VJgrEAgEAoHgn0lNbxf8PR0JuXadlJR0Nh0PIUthhVIuQ1PiEyovJ4beja9yv+BAX6wtzcnNzcfexQ61VkeBSkNMfAo6SiN/HR1smDz5Bdav2W4QiwGCvB2o7WHHtchUhj7XkQkv9AagzzMteffTn7h8PZyYuGQ+nruSlwe2xcEEzh45VelZWjSoyeovXjdcDLSzseTyldt8M3kgrUfNIvROTKXrbt6N5/RvM3B3sqXR89NJzdTbSUfP3+bcupmGKJqnldU7TjFvxU5sLM1Y9OEogmt7G40H+LhyYf0nnLwcho+bA0PfWUxCalaFfWQyKW9MGoaFuSkKmYSJLw9i0u1IcnLyqn2+p6s9l0OiaBLkW+08gUAgEAgE/xx83B058NM0Bk75loZBpeXpdEB2kZrkfL3gmpWVQ2FhMa9NX8rKr6cS6O+OQiahUK0lKiGVuER9YEt2dh4ZmTnY2erFw8ysXM5eDqW4WE1yaib9x36KqYmSgsKiSs9jVs7PaKJUIJFISE2raNOURSaT0rp5EOYKKVKJBB9PZ3y8XAgrlwXR08WOXUvepuWwT8gvKq50rwtX7jBnYn8+H/cMjQZNp16gH/17tOTgtUj6tKqL8ikPTtl2+DLTv9+EqYmChe+OoFVD46w9Hs52nFs7kyPnQ/Bxc2DcjOWVRhmP6NqApW/1BeCF7g0BKhWNVWoNz01byScTnkEmlfLH8ZsM79OeDk3rVJgrEAgEgsdDCMaCKlm2+egji8UA7l5uyOVycgpVyGUSFFIpN66FcvSwXqS1trGie+8OKE2UHDt4BguljHcnDcXByZ576flkFaiwMVOg1WrZuuUQ+fmFnDt/k9A70dSu5Y1KpebqrUj69u/KpQs3iI0xTp380Wv9GTugAwADujfjqz+MxWHrEmMSwN3DhRatg/F0tKFxkC8+bvZEJaRX+l4qtYZvVu+lRQN/cvNLDc6ImGQ+/HYj33846pG/q/8XF27eY/I8feTMnagkxnz0Iyd/nV5hnr+XM/5e+rQ9+396l8XrDhIZl8rh8yFG89zcnXjrnbFYWpqTn1/I11/+TEyZn4ONnbVBLAZo2b4Z86afpNerXxG2cz5KhfinRyAQCASCfws/bTrG63N+BcDMRMHlrXNxtzalWKMlIrOYzfvPkZqYStP6/ly+eZdf/zha6T6vjerFuCHdkErA2VSKmYneXth08DqHTl6l7zOtaBCoFxGzCjXUr18L7dDeRCdn4+2sF2FzCoqJS9MLtA3rlzqtpFIpwUH+XL4eDoCPlZQXmjgjlUroGfQ8Az/ZxL6Ld43O07ZpbaMsMi8+35FTfm5YmMgxr8aBp9XqmLtsB6P7tTWIxQDxKZm8OXc1a+e/9nBf7N/AnagkJsxcYajZN/SdxYRsm1thnperPUN7tgRg/7JpfL1qD9EJaew/XRpBrFQqsLIwxcFMiUwqQWuqoEnDAI4crz4d+bnrd+n12gLCdsx76i9kCgQCgUAgeHh2HLvCgTO3UJpb8NwzrTCVS5DLJEh1Mu5EJ5GcmcuaNfqat40CfWlU2xOJRIIpIJVIiIsvjfpVqTW8P2sZY4b1QC6XkZWdy7Q3hrHv8AXOXgxh0phn6dS6PnejE/l04TqyygVEXA+LZvfRy/Ts0AitVsuCFTseqhSfRqPFVKfG2cISACuFlJzcipfhsvMKcLa3ok2jmuw/c6vCOOjF8s+WbmXWpIE4Otry1kvPGcZiMvLxd7R84Hn+LpLSshjx3hKKivVpowdM+Za4gwsrZIhxdbQx2Iz7fnyXL1buJDIulb2nrnP/624V5GW0pk2Qt0EwVirkuLnYk5SSSWFRMdfC4+k/baVh7vp9l7i59XM8nI1rQgsEAoHg8RCqjaBKTlwKe6x1CbGJaNQakMtIyy3m6vlr7Nq0xzA+5uUhuHvqo1tr1falgbMltjZ6I6ieixVnYzIICY3i91V/GCJXi1VqZnz2I96eLrTp0IwWrRsB0L5jM+bN/oGU5FKRt2m90puKcpkMk6J81Go1crkcVbGKG5f0jixbO2veeGs0ZmamAHy05jgxScY12cpz/uZdCooqppl53NTd/y9ik4xF8JjEykXx+2g0WqIT0ujdviG92jXAs+tk0rNKDeAOHZthaal34Jmbm9Kxcwt+/WWrYVxVrEKr0SItcaaq1WrUajXxKZmkZebi5mT7hN5MIBAIBALB383xMjbj2H5tcbfW21ZKmRRrhYQ1W44SHZXAsvUHqt1nWL/2AJjJS8VigEa1vVCrNUyZsZRRw3vSuUtLCtV6QdPBwZa+n61hzui2mCnlzNlwjrScQgBCwqJp1rC2YZ+QsNJ6w31a1UIqlQD6SJFnW9asIBhfDyuNIJZLwMfNAZ/erTlyIZTrVUQX3+fGnVh2Hr2CVCoxqrv3tNuMiamZBrEYKtqQ5dHpdEREJ9O9dX16tWtA8MDp3I3VR44UFBSRmpiCs78noHf0dmrV4IGCMUBGdh6xyRlCMBYIBAKB4F/EfT/jrkPnaVLfj8G9WgFgbqrERqrhzTnLDHOf69ESiURiaGvVKnbsO2O0X0RkAtM/X8kHU0bQsa3eT9iyaV02bDrIqOc7A+Dl7sTUCYV8vKBiOZTJs35myW/7yCsoIjbx4W00ewtTw2cThQwvFwcSyvkTlUol64/fYuiQZ5BbWLD74PlK94qISWLdnrN4uzsZ9au1T3cFyZSMHINYDJCWmUt+YTGW5qZVrgmLTKB90zp8PrkBXV+cx8VbkQCcuhHD2J6NDfNO3IgGwNnBhh/mvY6HqwMpaVm8+sFiouNSjPbMLyzmbkyyEIwFAoHgCSEEY0GVtAquZRQl8LCkJKawfuXvBDUKJDsjm9Nl0j9LJBJc3Z0NbQsLU4NYDCCVSnCyMiHZVF4hzbFGo6VmYE06tW+MVColr1iDiYkS/5reRoLx+WsR1A/Q305TqTXsP3qJhMwTuLi7kBCbQHqq3ojz9nYziMUADi6ORg69yrgSEs3lkGjDu+h0OiQSGNmnzaN+Tf9XOjari7+XsyH1y7j+7audP+SdRWw7rHfm9W4fzNfvDmfK/DXk5BWi1WopyC80ml9QYNzOzytg5+a9PNOvCzqtjp2b9qJWqWkSWAMXh6c7DaNAIBAIBIJHo1VwTdbv0dt7CoXMaCwjI4voqAQAZFIp7w5vT8MAdw5eCOdelgYnRxuOnb5ObHwK6Zm5eLiaoCkX3ZFYku5YpdawadtRAoPrYluSMeb48UuExmYwcPb2Cuf69ff9FBWr9DWML9zibEkNY4CQaOO6dLeiK9ap23fiGu9/tZaB3ZvTKtjf0F/H3x2pTIq/pwvJqZnkVFJ2JSI2mTvRSQBGovHovm0r+wqfGpoG+dIgwItrJWL5g2zGlz9Zyc9bTwDQrnEA86YO4vXZv5KWmQtIOHb8MoElgjFAbiXfVWXU9nXD39P5wRMFAoFAIBD8Y2gVXJMl6w8BcON2pEEwBpDLjW3IwiJ1ic9NLxonpWZXGQFc06+09JlMJiPAz9No3KWaoIXQe1WXSqmKuKQ0fL30gTBqjYbE1MwKc95/YyjB9fT24zuvPc/dyARCIypmcUxKy2bxuoPY2ViSlpGNg53eZ2ZnXnUpvqeBOjXcaNsogBOX9ZcABj/TvFqx+L2vN7BglT6YKLi2N5++3p9Jc1YTl5zBxmO3kEigTX1vztyMYdW+qwAM7dceD1cHAJwcbBj9fBc++2ad0b6eLnY0CDCOUBYIBALB4yMEY0GVfDDhWSzNTbh+J5ZAf3c+/GYj2odIzwIQFRFNzL2YCgKsTqcjIuweteroo4DT07M5GhVNh1YNAMhXaShUa/H398KnhgdRkXGGtXXq1WT8sB4o5fqoVVO5jKScwgopqT9b8gdJaVnU8HBi++FLhuiQ1GTj24JxccmGyGPA6Fn3Ucil2FlboFTIcbC15GpoaTRJx6Z1GNarJUE1PWhWJqr5acTWypyTv37EruPXcHW0oWvLoCrnxidnGMRigJ3HrrLz2FW8XO1Z9NEovv9tP3v3nMSnhgcBtWtwNyKGXTuOVdjn0tmrXDqrN/IaB9Zg9hvP89LzHSukpxEIBAKBQPDP5rWhXZBJpZy7cZcgf0/uxqbg5+lEZk4+b876xTDv7WHt+HC0Ptqjd6s63MlXkKqSMbhfR15+awEfzFvFjMnDsLEy59yFOBoGeBCfksmkknTXAJmZOXz22VKCgvxJTc0kNDSyynP16daCuv4e3AyN4tCJK0ZjCzedw9rMhBZ1PThxI4YfdlyqdI91O09x4NR1Tvw2w+AEu3Enll8WvoW3hzPZuflMnfkjYXdjcbCxRCGX4eJgw6WQ0mjmRnV8eGVwJ/y9XGjbOOBRv97/K2amSg6veI/tR69gY2lG7/YNq5xbWKQyiMWgjzQ/fikMJzsrln/6Imt2nWbb3tPUq+tL88Z1uBsZz4o1e6rcD6C2ryvDe7XixQEdMDV5uh2lAoFAIBAIHo2hPVtSrNJw5HwITYN8uRediK+3K/kFRSxatcto7tb95+jZuRmmShlaHazYcBDQZywp75u8eDUMd1e9+FxQWMSm3Sdp2agWNlYW+nJ3+4xL1ZWnd6cmtG8RRNjdOFZuPPTAYJJJn6zg4zcGYWVhxk/rDxBdJlW2BH2qaQ83R0OfVCrF3dWB0IhYJICTvRVymQxXR1suhUQCkJGVy4fzVrF9yTsoZVIsTZ5ul71cLmPXkrfYcugipiYK+nZsVO38pRsOGT5fDY2m36RvsLE044fpY9l3+hq/7T3PbweuGa1Rl8l6A6DRlra9XO0Z+1x7xjzXVmSkEQgEgieIRPcwBRoE/3k++OZ3vvx59xPZS6FU0KZDM0xMlJw5eYmcrBzaNq/HyDHPUaiTcP8Xcv7sH4mLLRWDe/fpyPhhzxjtNfvr1Vw8X30UtKW5iVHNYUO/mQlrv52KzMaWQ6ev8/2S3yksrDjvPh2a1ubohVBDe8LzHVn0FNctflzyCorw7DKZvIKqv4tHxcfNgTu7vnhi+wkEAoFAIHg6+eqX3Xy86A/8PJ1ISMnExdme0YO6UqxS09BJRrempXWF44tkRBXqRcF5363jwNHKRdvHoVfnpkyfPLz0XD9sZufBc0wY2RN3VwcOHr/C/nLPszI3JadcFhUAE4WcnUveIriuD8cuhHLgwh1GD+qCk7kcqVTCkYt3GPvOd4b5Ler7cfZ6aXrrwc80Z/XcV57Yuz0t6HQ6PDq/aVSnuSxjh3anZ+emxCemM+fbtSSXRIpXh4ONJQlHvn3SRxUIBAKBQPCUsfKPY0ycvQpvDyfSMnIq1BgGCAzwpmlwLe7cjef0xZAq91IoZPww/00CfN1JTMlgysc/UKxS07R+TSJjk7kZFl3l2g4tgvj+0wmG9uJf97BkdfUX3KqyGWVSCZ9PGcz1sFhaNA+iXr1aAKSlZ/Pi1K/JyDK2merX8uJmRKxBoO7euh7bvpv8rwy0COz7HuElWQ8fFhtrCxbNeoUAPw+i45KZ+NFSklIyAf0lx6zTS/+CkwoEAsF/m6f7upLgqeFBt+seBVWxiiP7Txn1HTtznawiFSPH9EepVHBo/2niYhNRKhWMf3EAtWr5EBefjFqjRV5SFzcjK/eBYjFQqVgMkFtQRN+X5vLTzLHYawurFYsBjl4I5cu3h/LN6n3EJKbz08YjmJko+PLtYQ/55v8MLMxMWPfFa7z91TqS07LIyK5otD8qUpmU4xdDqevnjqOd1RM4pUAgEAgEgqcRjUZLsUrN7XsJWJibsvCTl7GxtgBAmlda202ng0y11LAmOrZ6B5KVhRlFxSqKVepq590nMMDHqD16eA9692yNr4e+PlzzRrVJz8yhxzOtqRfkz9178Sz9aTNSuYys7DzatA5m8PPdUZooyc/N43BIHBqJlNS0LDJz8vG0VmKu0J+/Z7NauDnakFAiiJ69fpcv3x7GkvUHiYhJZsPecygVclZ89uJDnf2fgkQiYePXk5g4exUJyZmkZ+cZxlo1rcvYod0BcHW2561XnmfarOUP3FMmk3D8Yii1fFxxdbT5y84uEAgEAoHg70Wj1aLWaLlbUsKjMm6FRXOrGrH3Pj06NqV2SVpqN2d7Jo3rx7uzlrPz0IVK508a3pX2TQK4cDOSAuMgVhrU9al0TVkqE4sBNFod7361nvfG98bFQsmMeatwsLfmxNkbFcRigOt3Ypg/dQgrtxwn5G48+07dYOCU79n09ev/OtF4zRev8fInK4lJSKvysmF5srLzGPnGV9hYW5Cdk2+Uklxe4mf09XTC08X+rzq2QCAQ/OcQEcaChyIuOYPWIz41OML+DAqFDJVKU+mYVCpFrpBRXKQCoG+/TvTp09EwfuniTbzcnMjPL+CnFX+QlJxR6T6Pgkwqwd3ZjpjE9GrnmSjlXNn4GXX7vm/Un3D4WxxsLatY9c9Fp9MRPPAjbt9L+NN7WVmYkpNXiKOtJQeXv0ddP/cncEKBQCAQCARPG+lZubQe+Zk+LbWPK79++47R+K7tBxjRtw3pKik5GhnFxcUsXLKJwyevVNhLLpPi5GDDpkVv4+ZgjUar5e25v7LlQOXOv7J0bhPM7GmjDe3kvCLMFFKUslLn2+Vbkfj6eqADlDIppnIZWq2WNZsP06FrK+RyGVZKGTam+ju2Wq2Oxcv+YMehi8Qc+ApZGUdev0nfcPySvoabTCohfNcX+PZ42+hMN7d8Ti0flwee/Z9IhzFzOH013NDu270lb7/2vKF9514c46d8bbTmfsrGsthamZOZk4+1pRm7l7z11Jd9EQgEAoFA8HjkFRTRYcwcroXFVDpemZ1QFcP7d2TimD6G9qXr4Uz6aEmlc0f1ac13H4w0tJdvOUGXjk0NAu3Xy7cb0l9XRi1fd+rW8uZmaBQRUVX7yxrX9TEqUVIZEgmEbp9Hg4EfUVjiBwU4sepDmtf3r3btP5UBb37DjmNXH2mNXCZBrTH+bXCwtSQtMxczUyV/LHyDzi0Cn+QxBQKB4D/Lv+u6kuAvw8PZjnq1PB9pjb+XMwq5rEJ/ebHYxtqC994ezXcL3mLY4O4GsRjA2srCaG5+QREfzFjErLkrnohYDPobgDn5hbi6OWJtU7nwa26qZO3817C2MENWxtGokMswUf47A/UzsvMqiMVyWfX/ZJgo5QTUcDXqc3W0ISdPf/syNTOXJeurNrwFAoFAIBD8s7G3saRpkC8AsQmpRMelAOBkLsPLHIJqevH7iTAyVFKy8wqZOX8Vd8KjMVVWrFer1miZOWUYbg7WAMikUj5/a3iFeVZW5rRv2YCD62dzbscCtqycQf/ebUhIySA+NZOkvCJyijUUqktDSIqKivGt4Y6ZQoadqQKrEntOKpUyfEBngw1rIi+1faRSCd5eLhQWFXPgdGmWm9SMHG5GxOnnK+Qs+3Q8jnZWRjaiVCrB3Ez5eF/qU45Wq+XMtQijvrOXbpOaXnrRdNveM0bjMpmUxoE1jPocbS3JLElHmZ1bwDer9/01BxYIBAKBQPC3Y2FmQptGtYz6+nZtzsJPXmLFt+8wfdoYHO2Ns4042FhiYWZSYa+dB84Tn5gGQGFRMat+r9rvVD/A2LdpY27C6x8vY+2243yycH21YnGz4ACWfTmZaRMHsfyryTQMqvpiW0JJ6uSqUMilLHh3ODU8nCq8k4W5abVr/8mcKnPBEPR+Romk+jWtGhr/nthYmZFWEqVcUFj8xEooCgQCgUCkpBY8Ag62D59K2MPFjtq+rrRrHMDPW09UO3fMC8/SKDgAgL6923EvMp5TZ64BcOz4RVq0bICpqQmFhUUcO/rgiJJHRSqVMPbFQfgF1ECj0bJ29TbOnja+7RZU04MFv+zG19OZeZMH8dH3m5FJpXz3wQtY/ksNOTtrC+r4uhmJxmqNlrXzXiUsOpGVW46Tkp6Dp4sdvp5OSKVSJg7twrSvNxjtE+DjSmKZyHRrS/P/2zsIBAKBQCD4/+NYYjMWF6t57f3v+ei1/kzo0xJQ8Gz7YP44dImRL31GQUER9jYWBNf2xt/LicXrDlXYy8LUWGSVSY09SoF1fJn21gv4O1tjptCLvF4udjjaW6MuKakSl5kPUhkp2QVsPHgauVRKaEQsM94ZhYN56f4FKg3FGh2gI+T2PerU8UWl0WJaRjS+cVsfKTJu+nJeGdIZWytzftl6gvQsfTrmyWN60b51MBmFan6Z8zIvzliGSq1h3pQheDjb/bkv9ilFKpXSsoG/UYRxUmommqxMLOzM+WTRZg6evIafpxO1a7gBMOa5dixae8Bon6CaHhy9EGpo2wibUSAQCASCfzVls/W9PPwZXn2hJ6DPeOfq6oBCMYjps5YB4GxvRf0AL5rV98fUxoYGgb5cC4lk7rfrycrJY+yUr/DxdCEpNZPU9Owqn7nv1E1eHNDeEFG8/8wtjp/T/+9BdO/QGHnJpUKFQk639o25cvNupXPVGm2l/fep5ePK5v0XOHL+NnMnD+LdBRvIzS/kw5f6EuTv8cCz/FNpGVyTXWUijNUaLV++PRS5TMbSDQeJTczAwdaSQH93QMLz3Zux/cgVoz3q1/TixOUwQ9va0uz/dHqBQCD49yMEY8FD8/nkQdyLTeFGeCzFKjUqdeVppQHikjKIS3q4CGA7O2ujtr19aTs6KoGPZyzCy9uVmOhEtBoNrZrXIy4hheiYinVOHiVljVQKFmameHp74BdQA9BHO/Tt37WCYHz+xj0ATly+Q363pmSeWoJEIkHyoGtw/2AkEgl7lr5NYL/3yS8sNvR/+N1GktOzDbWhQyMTSUjNInT7PBxsLTl1JZwbd2IBMDNRMnfyIN5ZsJ4z1yJo2yiAd8b0/FveRyAQCAQCwf+H6a/049bdOM5dv0tRUTF3wmOAloZxHzcHhj7bloZBvly8HsHy9QeoqkrOguXbafjFRCxMFOh0Or5cudNofGD/TpiamiArZ5PJdRqsdAUUIWfDhr0kZ+Ry914cSUn66BOpVEpeTi4O5qU1z+RSCTYmMrKzcsiJT2DBnpP4BdSgXZAXz/krMdMW8eXwRszUFrD5xG2+XrXX6Jm1argxYkBHitRaitRaWjSpS9qJxeh0un9dHbrybF74BkHPfUB6mfp8U+f9Rl5+kaG28d3YFOJTMrnxxxy83RyIS0rn2EW9QKyQy/j09YHM+mErh86F0LiuDzNe7fe3vItAIBAIBIL/D1NH9eDSrUiOXgilV6fGhn6JRIKpXIazY+llu+T0HA6euYV3DU/G9m4I6EuQxMQls3zNXnLzi7j5EPWO95++yYDJ39OupIbxruPXHvq8CcnGpewSkyuWtqtftwYD+3UCiYS1Gw8QeqfyM92KiDd8joxLJenod2i12n+9zfjrnJcIHvgRsWV8xl/+vBudTkdSml7ozy0oIjY5g3NrZ1K/lidSqZQthy4C+qCfD17qw4+/H2H70cvU9XNn7pTBf8u7CAQCwb8RIRgLHhoPZzuOr/oQgO4vzefI+dt/es9u7RvStXFNTEwUpOapiE3JwtLCjG/mTyY1LYvFP20iLT2L9PQsnJ3smDf7dWxsLNFoNCz4bh2nz90w2k+hkFOsUj/k0yXk5BVSVFxs1KsuWS+TSdFUciPwyLkQmgz5mKZBvnwzbQTmlaTD+aeRk1fAjqNXOHMtAj9PZ14Z3AkTpQJ3Zzu+eW8EL3/6M9qSKJ27sSkV1mfnFhCTlI6DrSWDn2nOlyt3UaRSU1BUzOlrERxe8T46ne5fLbALBAKBQCDQ42Bryb4f3wVg6DuL2X3iOu+N64l9SemP8Lh0QwRJq8Z1yM0vBAsrmrWoT0pyOst+3Ehqqt6JdOlGBB2Gf0zjIF9C78YTHZ/Kc8+0YtzQ7uQXFBKVos9iklmowslCqbc11CrqaOMxQYNOB27SPLaeMXYGyqUSVvy2h5lTS1NcJ8UlElzbGytnOyaP7kn4JyvYsnEvs1sPwBkLkIKljYwVb/XmbEgccWk5+r1kUtQaLTU8nZHLSsuxpGXn8+yEzwny92DRh6OwsfrnR8yqtVrC4tLZcuA8CnS8NrQLFmYmONhasnTGaIZPW4q65FJpTGJFJ2phkYqImGS83Rzo26kxMxZtJje/CJVaw75TN9i5+C1hMwoEAoFA8B/B0tyULd9OBiA+q4DMgtISdSqNlkPHL1VY42BvHHTiUCYIpV2T2kx+4RnyC4uZuWgzETHJlT738PnbHH5In+Z9Ow/g140HcbS3pkFdX67cvMuaLUcqzJ3y+lAcSlJp1/LzZMIb88gv0AdcKOSySoNvboTH0njwDHw9nFgyfTTO5d7xn0ixSs3ekzc4cOYGLg42vDqkM3bWFlhZmLHsk/H0f/NbCor0/tiyWQnvo9FoCY1MoH4tT55pXQ8HG0vSsnLRanVsP3KZDV9NFDajQCAQ/AUIwVjwWPw29xWmLVjP6p2nH3sPhVzGJ1OHY1JSs87RXM7Xm/bzyosDAPDydOG1lwby2dyVSCTQtlUDbEocjTKZjB7dWhoJxrV8Pfj0nZE42Fnz+47jnLtxjz7PdUatUrNu7S4i78UZPd8ggEbEcOzIedp3bEZBQRHrftsBUKlYDJCWlUdaVh43w+NwtLPi8zcHPfZ38DSQkp5NmxdmERmfaujbffwqe354B4DR/dqRlpnHews3VLUF7k621PbR1y7edfwqRWVE+w+/3cjBs7f48eOx/wqjVyAQCAQCwcPzw4wxTP9+E+3HzqNzi7rcjU2ha4emRnNaNQ1E4aK3I3xreDBseG+++3a1YTwtI4f9J/SCr5e7E++8OrAk+sIGSwsz7qWkg5M912/fIeRWOA6abD4b1gwAiQTGdK7D0p3G2WOK1Rp2HDyPUiGnb5cmNPB1ob6vC1IJlJiItG8RxNXroXg7WhjWSbQalHJwsbMwCMb3nYiXb94lNSMHRzt9Su4/9p3lZngcN8PjsDQ3ZemMMU/mS/2bUGm07AtLJqdYQ42G9Ti28yDvzf+F7z5+CYDnOjdhyUejmTBzRZV72Flb0LCONwCHzt4yZKwBmL9iJ2euhvPDx2PxdnP4a19GIBAIBALBU4WrtSlSiYT9Z28RFpXE/hNXuXQ1rMK8nfvP0a19Y8xMlRQVFbPrwDkAnB2s+eXzlzEvKWdS09uFVsM/MVrbKMADjVbHtfD4CvtWRdnU0iq1hvmLN1Y519TUxCAWA1hammFnZ01+QYphfWVoNFpu3Inlxp1YpFIJv3/1+kOf72mkqFhFtwnzOXMtwtD3245TXN30GXK5nM4tAlk992UGTvmuyj3MTZW0Dq4JwKkr4aSVZLF5tlsL2rRvyo2ELPwdLQ0laQQCgUDwZBCCseCxcLK3ZvlnL3Lyyh3uxaU+eAEV00UrFHKDWAz61IDl69veTz/TtlEAGZk5RmMZmTlGt/M+fGMI3h7OAIwZ3I3WnXIoKnnga68P4923vqzybL+v28WWTftQqzUVUiIq5DKsLEwNtenKsmn/eSzNTHh7TE+jd/knsX7PWSOxGODQuRCmLVjPvKlD0Ol0qNQalAoZxarKjVtbK3PMSozygBLh+D6FRSp2HbvKlHlr+G3eK3/NSwgEAoFAIHgqsbEy59v3X+Ds9bv8vPUkAEozM/p2aw6AVqslLDqJ+q6uuFmZYCKX4dayLtv+cCGqkvIjttYWRqn6rCzNmTR6JgqFHJVKTavgmtgpjLPNJGXmI5VKDJcFy7LnyEW+mDwAKwt97TOdTke+GrQ6Hc1aNuC59BzC4rMIcNc7/3RSGRfuJHM9smLESkZWLpM+/ommDWqSmpHNtgMXDGO7T1xjxqLNvDu2F5bmpo/6NT4VxGUXklOstwWbWhUxeGwLAIpTY1E6egKQV1CMmYmCgiJVpXuYmiiws9YL8LV8XIzGVGoNB8/e4uVPVrJ76dt/1WsIBAKBQCB4CpFKJLham7J282EOnLlZ5byQO9GMefNLavt7EnY3jvhEfbkRD2c7g1gM4OPuyPYfp+HuYs+mvWfxtJQyqqf+0uKSzSdZd/A6F29FVtj/vu/SxdEGZwcbbt+NQ1XiC/P2dGH62y/g7GTH/iMX+P6nP4zW5uYVcP3WXeoH+gFwNzKexJJyKMbvCi4ONiRUEll74mIY7y3cwLRxvQ020z+Nw+dCjMRigDvRSTz35rds/34KEok+46OVhSk5eYWV7qHV6nB31vuE/byckMmk+Hq5MvWVAUilUrKL1ISl5BDsbvtXv45AIBD8p/h3F0YQ/KVIJBJ2LHqLAV2b0qZRLZrX86VhbW+G9GjBp68PwNPF3mi+Dgj092BE71Z8+fYQ8guK+HXTYcP4joPnOXD0IukZ2Ya+w8f0NSo+mNCHo8cvc/VqKBKNmqTEFFb+uhOpVIKVhd7pZlUuzZ+JovQ+hLW1JQpF9fcjVCp1pfXzVGoNsipqiETGpfLJki288fnqSsf/CVSVHvHrX/eSX1DE17/uZfr3m6oUiwGDkxWgT8dGzJsyGG83459/TGJFI1kgEAgEAsF/g01fT2Joz5a0axxATnYuP/66i7TkNBJiE7hw4SYytQoTuT5CQKmQM/PtEQzv3Yov3x5K2URzfh4O5GdlopDqe3/ffhzQ23EAb43uwd5LUXy5+SLxabmcColn0tIj6HTgVBL5WxYbK3MjO0YikZCaV0xkZiHFGh0d2jSkx+x9fLvrFjsuxzNl1UWeeX8tKnXFTDQarY7ktEyWbzjI1v3njezKhJRM5i7bwdjpy/70d/l3oZTp7WETiRY/s1JBWFqUg06j4petx5k8b3WVYjGApXlpKZc2jQJYMn00fp5ORnOihc0oEAgEAsF/ll9mT2BU3za0a1KbFg38CK7tTf/OjZk2rjetSiJOE5LSOXLqGvGJabg72TK8dysmDOjA/9g7y+iqrq0NP/v4iXtCQoAEEhLc3d2tlFJvqVF3Aeou1KkALVChLVJKobi7uxOBuHuOy/5+nOQkhwTpbW8v97vrGeOO0b322srlMPd813xnWq1iiFKDibiYSLy9dNw9vrdbLAZ4cEJPnrtrGDpt3cIPGbh30gA2fv8yS2c9zS+fPOkWoh+5dxxRkaGo1SpGDO5G984t6hz/+nsLmD1/Bd/+sIoX35hbr3uhUwZJUb+VclFZJR99t5aJV6i+vd4JuEyecf3uk5xIymTFliPc9eLcy4rFAN61YsZWzRqy4M376NWpucfCUUs98bhAIBAI/hqiwljwl4hrHM4vHzxUZ3zFliM0bxJBZp5n77LIUH/mv3kfAJ1axjL5mS9ZtfkgapWS00kZADw7YxYd2jWnsLCUYyeTUSkVJMRGMnJgZ/p0aQmAX+MGDOnXkSUrtmGxuhKEPy3bwhP3jUOhUHA+NYvzBeU0jnFVOxzYf8KdSARITIxl3Jh+2Gx2flm0lsys+vuaVNOsUTgFJa4K5/BgP3q2j2dZraqRnUfq2uT8t3DLiO5s2X+GRWv3eiQ/9Vo1x85nsGnv6SseHx7sxyfP3+Ix9uQdwxg3sCM9bnuDolKXbcxdY3v//TcvEAgEAoHgv4KG4UF8//b9dcY37T1FoLeOrVv2c/ukwe7xAB8vFlTFjP06J3DDk7MYO6AD0+8fA4DJbOXRdxey50gSfr5elFcYkSSJ1vHRNI0O56Uf9/DSj56tU8w2B7FNIsnKKcBSJWrmFJSyed9pBnR1Jfz2HEtGFRruXixYVlbJtKfvBOCVH1Zz+nz6FZ8zIiSA3MJyZFkm0NeLIT1bs2jtPvf+XYf/e2PGSD8dcSHeXCyqwCGDsirPKQNHz2WwbvfJKx7v76Pnyxfv9Bi7Z0JfRvVtR7dbXicr39W3+u5xff4dty8QCAQCgeC/gNAgP7557Z4643uPJXM6NQuFJOGstShPo1a5Y8aSCiPfr9iFpFQyfECNQCwj4XA63fGdxWandXxj2ic0Ys8xz0pYgNEDO6GpKjppFR/NkN5tWb7hAF6XuMR4e+nrHGu12tDg4NHbhvHAjX159ZNFHDiWXGeev48X+cUV2O0OfLy0jBvQkR//2O3ev/tY8n9tj95ubZsx/b7RfPTdGsxWT+efi9mFrN157DJHuvDSaZj76hSPsZuGdeWGIZ05nl2GuSp3Ge6jre9wgUAgEPwFJLm+kkqB4C+w52gy/e95p17bv2n3jKKs0kRmfjF3j+uNJEmMe+zTq55TkuDeW4czefwA99i+Q2eY/rZnj7SmjRsQFODL8TMXcMoy7Tu0wGazcfTIWXeVh6+vFx+89yQ6nSuwKCou4+lnPrzitfcufAWzxUZaTiEDu7Ygt6ic7re+jrVKhL5rbC/mXBLM/DcyZ8kWpn26BKVSgUqppLCkAp1WjblWpUinlk04eOoiAPfd0JeYhmHkFZZx6+getGveyON8GbnFbN53Cm+9lqUbDmI0WXhuykh6dYj/Jx9LIBAIBALBdciplCy6TH4Vm92Bt5eO9169n2YxURSXVnDhdBKFhaUkZ+QzaWgXoiOCsNgdtK0Va6zfd5YmcU2wOxx8Onc5v6/dU6cFSjVxzaJ58fm78fbSkZNbxEuvz6a0qheaWqVkZN92APyx9Qi9urdhwsheVFSa6NiiCb5VLVPKyg2Mu+d1rJckvmqz5uunCfDx4nx6Hn07Nsdqd9B+4ksYTK5evWP6t2fpR4/+Le/vP4nTWIazNBdZlnnp+518tHg3GrXKHRsDdG/bjD1VCdKJQzrTo10cF7MKmDi4M92qKoSqySsqY92uE3jptKzYeoTiskoeuXkQw3q1+UefSyAQCAQCwfVHek4RbW940R1P1WbsgPa0iI3iRFImo/u2o2PLGHafz6Fnh+Z4qSUkSaKotJLvf1rFa/cNxemUmb3iAOv2nWfvsaR6r/fzJ0/QoWWMe/vR1+axfucx+vZsy9MP34RKpeRiei7PvPQVRpNnlWxEaABrvnsJldLlnFNabqD3jTPqXOOHd+6nRdOGnEjKoEe7OLx1GlpPmOFuh9erfTyb573wL7+z64XVO45x3yvzMJotBPp5k5lXgkqp8OgN3btDPDuqFlUO7tGSsf06cO5iDqP6tqd/l0SP89kcTkpMNkwmM29+8StZeSVMmdCHiYM7/6PPJRAIBP9fEYKx4G/n85828PQHP9e7r3VcQ04kZQKgUinZu/BlHnx9PgeqBMgrcedto7hjfF/39q6jSbz8xpzLzleplNjtdW2Uo6PDeeO1hz3G7p/6BlarDT8fPSaz1d0XuZq4xuGolEoeu3Uw90xw3cO2g2dZ+MduGjUI4dm7/3t7GNfGaLIw/dOl/LH9KOk5NXaAbeKjaRMfzYCuLZizZIu7F0mLppGcTskGXBaDh5e8QZPIEPdxlUYzOQWl9L7zLXfQ6+Ol5ezK9wgL8vsHn0wgEAgEAsH1xsJVe7j7xbnubYVCQUiQH6XllbSIjeToWVc1ryRJbJz7HI2iQjzsozPLrRirKgxsNjtDbpqOw1m/Nd3zT91O546JqJBRSTILFm9i6fItdeZJkkR8bBRGswWLxcZv377ksX/8PW+QX1iKRq1CknA73VTTrFE4KqWCu8f15sk7hgGw/0QK3y7bTliwH89PGflf28O4NjabnZe+WMbvmw+TklHj1BPfJIIurWLp0a4ZyzcfZn1V1XGL2EhOp7piRo1axZ6FL9M6rqH7OKPJQl5RGQPvfY/MvBL3vGO/vknT6LB/8MkEAoFAIBBcb6zZcZyxj31S7752CY3cMSPA0o8epVFMQxxKNQrJ1S/4lQ8XsnrLIZQKBfPefZAeHZoD8MPy7bw+a2mdcyY2jeLL1+8jPNifFZsOMm3mT+4ilAbhwQQH+ZGUkonFWrcNR0LTKJZ8+ax7W5Zlek2cTnmlyWNe04ZhqNRKJg7uzCsPjgPgZHImX/y8EX8fL56/57+3h3FtnE4nb85ZwdL1Bzh7Icc9Hh0RRN9OCXRs0YTdR5NYsv4AAM1jGnCuap5SqWDj3Ofo2b6m6MRssZFXVMaohz/m3EXXPIVCYs/Cl2mf0PgffDKBQCD4/4mwpBb87fRqH49apXSLrtV2MY0bBFNaYXTPs9sdHD+fwfLPnuDJ93/iZFIWyRl5HpUJtcktqySl2ECATo3R5iA5t+Sy93D33ePo0aMdFRVGvvjiZ1JSMtz7cnIKSc/IpVF0BBJw5Og5rFVBnizL3DaqB8npee7VbQBJaXkAPPTm93Rs6erV3LdTAn07JfzL7+k/xeZ9p9lzLJlubZoysFtLj33TPl3CV4s21zmmXb+eeEdEcNIhcyq9pidMtVgMUGm0sP9EqlswXr3jGLc89xVGsxWAoEA/HnvsFhpGhfPluqM8PrLj/4vgVyAQCAQCwb9Gl1axeOk07lhBAvILSwkL8vNYvCfLMkfPpdOzQzwGk4XiMgPfLt/BiBE11sVXWwFrtdoIV9to52VEKUHcpA4Ma9+EzNxiZn63lkqjBUmSeO25O+lZ1QJl7g+rOHYqlbYtYwE4diqVgqIywJV8vGl4NzJyijiZUUS7zm0wGIzs27Yfu93O8x8vpkOLJvTtlECX1k3p0rrp3/fi/iF2HznPlgNnadu8EaOqKrCrefubP/jou7V1jnE4nPyx7Sh7jiV7CMnVYjGA1WZn15HzbsF4x6FzTHjiM8ouSaRabXbaTXyJY0tfJzY6/G98MoFAIBAIBP9NtEtoRKCfNyXlrkIEpVKBw+EkwNerTvHG4TMXGdW3HRklRvLLDHz36xZWbzkEQPPYSLdYDHDrmF688/VvdYpGzqRk0f/WV1EqFHUWI+bkFZGTV8TlOH8hmz2Hz9G96jpLV+9hTP/25BeVuxfSAaRkuuKkt+asoHVcQyYM6kSrZg356qW7/uTb+c9z+PRF1u46QXyTiDqVvl/+sok3Z6+oc4yEK2+488h5LmbV5BnP1RKVHQ4nWw+cdQvGR86mMeqhj9wtAwH8fL24cVRvFqw5gL+PF7ENQ//mpxMIBIL/LYRgLPjbaZ/YmDVfPcOvGw/QrFE4g7u1JC2niC6tYxnx4Idk5Nb0NVarlazZeYIp4/swoGsL5i/fwQOvza9zTrVaRevYSPy0SgxWOzkVFo4crL9PWps28fTq1QEAf38fbrttFK+99pV7v93uYO6cJXz6+lTCQwIwRATgpddiNFmoMJiZv3zHZZ9NlmXW7jxORk4RMz5bikql5KNnb6Zf58TLHnO9cORsGiMf+pDCkkr32JuP3oBTlumQ2IQhPVpxKjmrznG9+nVBERyGyebEBHQb2o8Ni34HXH2OTVV21Rq1ijbx0e7jnv7gZ3cCGODGiYNp0jgSgPiEWB7//He+n+HZ+1ggEAgEAsH/DnGNw9kw9zkW/rGHqPBAxvbvwIWsAjokNubul77xiEu0ahU/rdpDSIAPw3q1oW+HeBb9vo2bxvatsqT+zSOhp1S6etQ5quzuFi5ax7RBjVBW9YGL9lcxqX8rZLWeuMYR3PrCbMaP6EGfbi2RZXDKcOdNQxh35yvuHnhrNh90V5eYrXa++30nvv6+vPraIzQN9cXqkPkjtiHfz11M87hGZBYbSC0ysP58Pk4ZBsaF0jzU5x95t3+F82m5DL3/A3dPYYDp941Gr9WQENuAsf071BszRoYGuEXi2otEAc/FpAqJDok1FSDPf7y4jlhcjcVqo/2kVyjb8/Vffi6BQCAQCAT/nTQIDWDTt88zb9l2gvx9uGlYF1Iy8mkTH820T5ew73hNH2KtWsUva/firdcypl97fCf2Yc5P6wAoKTdgdzjcdtFllaY6YnFtLudccyWcTpmHXpxN9w7NMVlsHDxet3/xpWzce4qIEH+efP8nKgxmXnxgDLeM6P6nr/1Pk5lXzJD7PyA5Pc89tv/2VIL9fWgSFcJNw7pyKqVuzBgW5Et6VW642o2wmurFANV0qmUN/vLnv3qIxQqFxGdvPEhcjCvXeCyzgCZRISj+C/s+CwQCwfWCEIwF/xb6dGpOn041q/YSYl3/eF/qgP7oWz+4E0rtExtTYfDs/VHNjeP607tbawD0ati6ZT8njpypd67mktWFl24D3Dq+P+EhAQC0bRnLpNG9WbB44zU8Gbw8axlKhYSjqkfzjU/NImvzp2jU1/dfpyfeXeghFgO8NGuZ+8/k29fvYUz/9mw/dA5wCcCbv3kek5c/Cw9nuo/R6nX4eGmJjgjm4+duYfWOY+QUlDFlfG8SYhq45136Z62vsl+s7i1otFy+/59AIBAIBIL/DTq3iqVzq1j3dnyTCMBlX1ebl79Y5k4otW0ejdVq58yFHBYu24LdbqeyVgx546jePDZlDE5ZZubXv7Jywz7yC0ooLinHJ8y/zj10axNLk+hwHrl7jCvBJIEky5gtVixWG8vX7rns/XfokEjbhoFIVYmpMb3bgLGSkcN6ArD7YjH5la4FdL8ez+aJ3k3x0ij/lVf1j/HcR4s8xGKAd7/9A2dV7DvzmcmM6d+e5Ztd1TpKpYKVnz9BaaWJW577yuM4b72WBiH+zHxmMruOJnMhq4DJw7p5VFxfrUOSyWylvNKEn4/+ivMEAoFAIBD8/6VVs4Z89FxN0UFc4+qY0TOOmPXzRreo2LJpFACSBLIMOfklzPjwZ56cMgqz2cqMj3/5t9yr3eFk58GzvPjojXzy8j2kZeXzzFsLKCwuZ9TQ7vj5eLFuywFyq+Ktb37dxvcrdrkdF+99ZR492sV5tHy7Hnnli988xGKAzxeud+dLz6RmM6pvO+b9tgNZlpEkiR/ffYBgfx+GTZ3pcZyXTkNYkB9vPzGRM6k5nE7JYnS/9gzt2do959KIMSjA1y0WAzSMDMXmcKJVXd+xtkAgEFzPXN8Kl+D/Ha3jozl8Js29Xbv64EitcS+9BrVKidMhU2E0ExEW5HGeK/3jf/ToOZKS0omLa4Tdbmf58roWy3qdxmNbp9Ne8b6rg8tqHLUC0rJKE8fOplNQWkGXVrGEBPpe8Vz/KQwmS52x2gm637ccZulHjxIdEczplCyG92pDhxZNqDDbWbgvFdQanE4np/YfYfzATnz7+j0ADOjaot7rffD0ZG6bNhuT2Yq/j55163bTvm08yqqVnAH+3thsdtTXudAuEAgEAoHgn6d1XDQb9552b9euPjh2rqbViMViRa1SEuCrp7TCRKC/D4/fM9ZdYfzcgxPZtPMoRpOFZ2Zv5OcZN6BUgEPthaxyLWbbfTSZpk0aoKoVX8qyzDufuZKI4WFByLJMfkHddigq2ekWiwH0agUjhvZwb3trVehUCsx2J3anTHJWIZmZubRPaEyD0IC/+Jb+PRjriRlrJ2OXbzrM5nkvEOzvw+EzF+nfJZEe7eKoMJgIDfT1qPzo1zmR3z59DIARfdrVe713n5zEDU9+TnmliQBfrzrVyQB2x+WrfwQCgUAgEPzv0qpZQxaxz71dOw6pXd2q16lRK1Vs2XuKZev3X/W88XGNGDG0B0aThcVLN1BaVnnVY2ozvF8HbhzhiglbN2/MCw9OoLDSQp/ubQAYMagrj7zwKQVF5QAe7fnsdgcnkzI5nZJF67hooiOC6l7gOqC+PGPtfOnyzYd59aHxrJv9DDsPJ9G9ras1nsVqo3GDYNJyaqy92zZvxLYF0694vdceGs+h0xcpKq10xYzlBnILSogIDQSgoKiMdKzENRKtTAQCgeBfRSg1gn+Uj5+7BZ1GTUpGPu2aN2Lmd2vqnWc0WT22t+0+Sq/urVEqldjsdnbuOX7Za9jtdj74YB4jB3Ri+4EzlJbWBIvB/j48MKk/azftp0u75vj5epFXUMLuvSeueN+yDEqlhMPhCnwkSXKLrd3bNqPflHew2R00CPFnx/cv0qhB8DW9j3+SGfeP4bYXvsZmd+DjpaVHuziP/imJVVXg4wd2ZPzAju5xX52KQWFKXvz2D0oKS7AaDNzz7A0AVBrNFJcZiI4I8kiWAozu156MDR9TVmnizdm/s+14qlssBhjQvzPOq1SUCAQCgUAg+N/k9UcmIMsyJ5IyaZ/YmA+/W1tvJarJbKW2mbFKpXSLxdXb1ULwgQslLMvTMrRZEGq1GgXgsDtYvvkwp8+lYTCa8a5yRNm59wRDOzenX692dOzsqmxYtWYnHZuEoFQqyckvZtyADlisNsqNRrReXgCs2biPnr06IlVdU5Zld+IsUAW9b30Fk8lKkL83W+ZNc8df1xMv3DOK/SdSMZqt6HUaerePZ/2eujHj8N5tGN67jXvc11vPmtnP8NyHi9h3PAWrzc79E/sBrj+ngpIKosICPf58APp2SuDiug8pLjPw1aJNfFhPb+TiskqC/K9/O2+BQCAQCAT/LE/fOQyj2cL+E6m0aR7NrJ821mszbTLbMGG7pnMGBvjywjN3ote7ikuiG4bz0mtfkxATwbmLeR4xqUatZPp9o/l+xS5SMwvc463iojzOGeDnTWx8jb1yUKAvrZs3YfPuuvnNlk2juHPGHCoMZny8tKyb/ayHI8/1wtN3DmPT3lOUVZrQalT06dicDXtOufcnxrpcCPt1TvRo5afVqFnw1n2MeeRjKowWFAqJB28aAIDZYiOvqIyosECPxZwAHVvGkLL6AwpKKli0dj8vfr6Ux1/6mimThyBJEvMXbeDrF28XgrFAIBD8BST5ah5gAsG/kU9+WMc3y7ahUio5XU9fi9rENW1Is9iGnDl3kcLCEr57836envkzF7ML650fHOBDUWndFYCP3DyIWT9vxNdHT1REMOlZBfVWUlRbJ4PLnrl6tZ9Wo2LOK3ej1ahRKZV8+ctGNu+vscd+45EbeP6ekdf2Av5BbDY7B05dwOl00rlVLFqNmne+WcmG3afo0KIxbz02kUVr9/PbpkM0j4ng1QfHo9Oq+fGP3dz36jwcDifREUH89uljtIlvxNYDZ7jhyc+pMJgZ2LUFv3/+xGVtuc+kZnPL9Lk8/8I9KBSuJKHTbmdyh0b/5CsQCAQCgUDwX8q8Zdv55Md1KBUKzlzIrmM/WJsn7xvPpNG9AViycjttm4Qyc8EaVL6+PPTQZMYlBHv0Nrv5mS9Zv+cUTZs0YEjfjhQWl7Fs9S5eeXgCzTu3d8+LC9IT7uNyqdEqcS+WKyqt5ImPf6Ws3MD+w2dJTIjhgXvG4+2to2tMKHanjFOGNz/+iSXraipgnrpjGO8+OelvfU9/B3a7g8Nn0jBZLHRuGYuXXsvnP21g+aZDJMRE8t5Tk1i/+yQ/rNxNk8hgXn9kAr7eeiw2O2VGV0xtMlsxGc0kxDTg4KkLjH7kY4pKK+nSOpa1Xz+DT5UwfynpOUX0vfNtsmpVc6tVSop3fYm2njYzAoFAIBAIBLVZuuEAb85eAbLM+fQ87FfoUVwbjVrJx8/dyk+r91BssvPy9Hvc++x2B7dPeQW9VoPJYq1z7DN3DWfmAs+CmOBAXxZ+8iSR4UHY7A5eePd7Rg7rScuEJu5z3vnIe+QXlqJUKHj5wbG0a96YCqOZzftOM++37e5z3Tm2F3NfnfIvvI1/L06nkyNn0iivNNGxZQx+PnoWLN/Bj3/spnFkCB88fROoNWSXmdGoFMQEeaFWKth+8BxjHv0Yo9lKoJ8X3711P8N6teFMajbDp84ku6CUls2i2DDnucu6OBaWVNDnrrc9LLEVConMjZ9ct86PAoFA8N+AqDAW/EcwWO0YrA4eunkwT9w+FICdh8/z5uzfPcTXaj6ffhtzl25jzYa97rHbp8+mSVQII8b0p1PnVhQWlPDjd8spr7KJqU8sBsgtLAOgotLE2eRMfLx0zHr9Plo3b8z+Y0m8OPMnLFYbSqWCcQM7UmEws25XTQWyxWpnYLeWhAX5AbBo7T6P84cEXj/VD8npeUx65gvOpmYDrj4qDUL8WTv7WRJjI5l272im3TsagPW7T3LvK98CsGo7JF3M5euX7+K9eatwOFx9BDNyizmRlEWb+EY8//Fid8/pTftOs3TDAW4Z0b3e+0iMjWTr3Gc5nFZEsRNUSonusWLFn0AgEAgEgiuTll3ImdRsRvZty5QJfQA4eOoCb81Zwartx+rMf/eJG1m++TC/rt6J0ymTmVOIRq2iVVxDUlMzMRhMZJRZaBzgEizPpGaz4/B5AFIu5vDVxT/c58rMLSLO6XQvdvOt6j0sgYezSqCfN0E6FViU2OwOjp9M5uEnPwDg2K9vuityg/29UEgSjRpFUFFhJDjg+okZs/JLmPTULI6cdbWIsTucBPl788cXT9GpZQyP3jKYR28ZDMCBk6nc8vxXbtH+ZHIW3711H/paIrBepyG06vlenrXMHZfvP5HKd7/v5OGbB9V7H40aBHNi+Vt8unA9n/24HpVKyVcv3iXEYoFAIBAIBFckO7+E4+cz6NamKUeXvgHA8fMZfDB/FYvW1rWgnnH/aPYeT2FTVQsUq83BY+/8SJfWsaRn5FJSUk5goCvvd/xkEkC9YjFAVl7dtiVFJRXc+PAHtE1sQmZOERcz8zl4MoW1372CWq3ivmlzyS8sBcDhdNK3UwI92sUB1CmouZ5ixuKySiY9/QW7jyYhSRI2uwNfbx1LP3qU/l0SuWtcb+4a51q4abTaOZhR6i7GySooIzZAy8c/rMNodr3LknIj+06kMqxXG96cvYLsglIATiVn8eWiTbw8dVy99xES6MuhRa8xe8kW3p+3CqdT5sPnbhFisUAgEPxFhGAs+MfJq7BwKKsUpwxalYJeTYLQq5X06hDP9+88wIgHP+T4+Qx8vLSEBflx07CuPHDjAE4kZXL8fE3POqPZitLHl6HDXYFIcEggN04ewbezF1/x+sfOZ6BVq7BUVQw/eNsw+nRpCcDQPu05n5rN3F82oNGokIAnbx/CjkPn3MGMVqPi4Te/Z0z/9tw+uievPTyeNTuPUVlloxLo5/1veGv/Gk+8t5CTSZkeYzmFZbw9dyU/vPOAx/jRs2ke2yu3HWXvxJeIDAvwGP9t40H2HE3CYvG08rnUkrqaI2fSWLH1CHGNwy8rKAsEAoFAIBBcys7D5xn18EcYzVaCA3zYMm8aCTEN6NQyhu/fvp+RD33E3uMpeOs1hAb6MbpfO564fShllSbe+aZG+LXa7FSaLHw24w78dU6WbDyE0ukg/UImv206hMlSvz3hxt0nkPTe9OvfBacMe48lM6Bzc2Rcgqqqylr5t00HKTeYeOzWIew+muzuwatSKpj+6RKG9WzDA5P689LUcSR2aE10owY4nU5ahV8/Ca1pnyzhwKkLHmPFZQZe+WIZq7582mP8+PkMjwrvbQfP0uaGFzm89E10Oo17/NcNB9hzNIlKo8nj+MvFjKdTsli64QDR4UFMu2cUM+4b81cfSyAQCAQCwf8AR8+lM/je9yirNOHrrWPd7Gfp1DKGNvHRfPPaPRSXGdiw5xR6rZrQID8GdWvJtHtHM3vJFrdgDC7hds+xZABefmMOA/p1wmQ0s7ZW8Up9bNp7kiA/b4rLDR7jFZUmdh6oKYoxGMy88v73PDR5IIX5xe5xhSTxztw/6N81kSdvH8rTdw5j3m/b3QUvgb5ef/kd/V288fXvbD90zmOswmBm+qdL2LPwZY9xg9VBbU+gUqOVNve8Qc8qYbyafcdTmPr6AopqtRSEy8eMqZn5LFy1h9BAXx65eZC7EEkgEAgEfx0hGAv+cS6UGKnOMVnsTrLKzDQLcYmsadmFmCxWAv28eeau4Tx79wj3cTsOna9zroAAv0u260+8SZKrDzFAUlouAF5aDbeO6sGkYV095gZVrdwzmqwsWX+A3zYd4q3HJzJr4UbKDSbKKk38vuUwv285zDtzVxIc6Etllf2e0ynz5pwVTBjU6U++lT9PUloeGblFdG4Vg6+33j0+c8EaPvpuDWqV8rIW0QpF3aBrYNcWvPbVco9eLwUlFWg1Kvf8ID9vVmw94vpvf298vXVUGMwM7t6SG+p55hNJmfS9+23MVYnYC5kFzLhfJP8EAoFAIBBcnS8XbXIv2CsqrWTB8h1uC+f03GIqTRYCfL2494a+vP34je7jth08V+dcc996gKjwIACaRofR/7bXKSgurzNPqZBwOGUCA3x4e/o9NG4YjsFoZteuw5xNzmDngdM0jAhi1dYjhAb6YLLY2FjVq23l1iO888QkZi/eTEm5kdIKI6u2H2PV9mN8+P0aRgzswqBhroWOCoWClBITsSH//oqRi9mFpKTn0aFFE4+FjecLKjmUUYLRaKbEVH/FjKKeRF2vDvF46TTuPxuA8koTd07/mjceu5GYhmHsO5bMfa98i9Mp4+OlJcjPi+JyI93bNuPOsb3qnPNCVgF97nqb8kqXuHwqJYuZz9z8Vx9dIBAIBALB/wDf/rqNsqoYosJgZs6SLXRq6eoXnF1QSnGZAX8fPTcN68rn0293C5HbDpy97DkLC0tZvHTjZfcrlQq3G19+ictJRaVUMG5gBwJ8vPlm2bY6x1htdtbuOsHaXSd487GJfPf7DgqKKyitMLJu9wnW7T7Bl79sIios0C0WA7w1dyXPTRl5WQH17yIrv4Szqdm0iY8mNKgm37po7T6e+/AXrHYHDUL86z22vjyjn06FSiFhr0oCHzx6DpPZypnUbJRKBU6nk/AgfzbudcXSOo2a8CA/8orLaR3XkIcnD6xzzvzicvrc+Tb5VXH8vuMpzH/zvr/87AKBQCBwIQRjwT+ORukZRKhrbd85Y667/8SMz5YyqFtL2ic2xmazc6bKVrk2x4+dZfDwXgQG+OKlVhKg15AQ35iz5z2rZevr1G20WFm3+wQvPTyenHILep2GCoOJZes8Vw7aHU7mLt1KRl5xnXMkZ+STnJHvMabX/v2WeXlFZazceoQGoQGM7NOOxev2c9eLc7HbHcQ1Duf7t+4nI68YCYnpny7xOLZ2L2aABqEBvHj/2DrX6Ngyho1zn+fRd37wqOTOrGWtU1jL5ru4zMCWb1+gScNQIkMD6g1cN+095RaLAVbvOCYEY4FAIBAIBNdEsL+nmBrkXyN2PvDafLeLyswFaxjQtQWDurkcY44nZXgcp1Yp3WIxgE6rYfHnT6JRq5j5zUp+W19jU+ioSmjdOLIXjRu62md4e+no3asDg7sl0u/OtxnZrRlBWpk/th31iDFl2dVr+UJWYZ1nuZhVyLYDZ9yCMYDy35D0Ky6rZPmmwwT4eTF+YEfW7z7JxKc+x2K10zA8kJ8/eIicglKaxTbkSLEVkNB46ek/rC8bth3BWeuBgvy9eeOxiXWu0bxJA7bMn8Zjb//AvhOp7vFdh5MYcNfbgCthWl2FXGm08Nunj9O2eTSRoQFui+/a7Dh03i0WA6zefkwIxgKBQCAQCK6J2jEi1BSCADzx7kIOnb4IwJylW+nTKYFJQ7sAdZ32LodCAuclecVqsbg2doeTtTtPsP27GXz723bk+pKRVXz/+w6S0vLqjKfnFJGeU+Qxptdq/naxuNJo5tcNB9Bq1Nw4pAsHTqYy4qEPqTRaCAnwYclHj1BQUkFIgC93vzgXe9XzFpVWuhdYVuPjpeX9p26qcw2tSkm7KH9W7j7Dsg37WbluD+ASpqspN9TEf2arjS+fvJO+nRKIDA1AqawbM+4/keoWiwFW7zj+11+GQCAQCNwIwVjwj5MY5ovJ5qTCYifCV0t0QE11bHGZZ9/hwio7ErVahU6r9hAfAcpKK5j59lxee/l+vMKCaBYbxbNP385Tz31CWVn9PYxrk55TxKrNh5m7bDt+ft6cSc4gr9YqvmqS0/PrObqGIH9vissMRIT48+kLt131ugA5BaV8MH81doeDJ+8YRkxUaL3zCksq6H7r627h9oV7R7Fu1wnsVZXASWl59LnrbWx2B161bACrGd2/Pc0ahaOUFAzq3oJe7eNRX6byuHu7Zqz56mkmP/slh05fJDjAh4zcGqE8NNCXghLXn0l4sB+t4hrifwVrnNZxDS/Zjr7CGxEIBAKBQCCo4ZUHx3E+LZdDpy8yoEsLHrt1iHtfceklMWNJjYWd+pLkks3uYPXWI4zo1x4Au91BZJhLQH7zqcnsPZJEToFn7znHJVlBjVZDZJgfpxY8QlSgq1fvL1tOMWXmH0Q1CCEsJJCzSWmcr3KyqY9TZy6wa9dRevZsh1oh0aaB32Xn1qaotJL3562iwmjmkZsH0aJpVL3zKgwm+tz1Nucvuu7h/on9SM0swGJ1tWHJzCth0D3vYbHZad2qGU88eQcqhUSgToU+PIC+nRPo0joWm91B/04J9O/a4rJuNe0TGrPqy6e59fmv2HH4PKGBvqTVSm4GB/iQV+RK5vn76OmQ2JgGoQGXfcaWTSNRKCS3yNzykhhSIBAIBAKB4HI8e/cIjp1LZ8fh8/Ro24xp94xy7yu6JDdY2/b40njvclzjNMC1UG7R2n20iW/IsXMZl513vh6xuDZajcqd5/vmtSnXdO0Kg4n35q2mqLSCeyf0pWNVlfWlWG12Bt37HofPuATz37ccRqlQuN0TC0srGf7gh5gtNlRKpVssrqZ1fDSj+7an3GCkd4fmDOnRGt1lime8NSrGdU9g2crtaNUqQsJ8PQRxX2+d27VGr9PQtXVToiOC6j0XuBYuatQqrFVtBls1qz8uFggEAsG/hhCMBf84erWSnk3q/8f/yduH8dKsXwHo3CqG3h2aA66Ve9XJrtrERIUQHuxPeGige8xLryMiPPiaBGOAub9udQdJULciNyzIj8LSCo9ebY0aBFNQXO7ueffCPaOYOmkAWo0KSZKoMJg4fCaNxpEhNIkMqXNNp9PJkAc+4NyFHABWbz/Oid/eQl+P4LvlwBmPKt+Ff+wmrlG4x5xqG2mj2YpWo8ZirRHWdVo17z4x6ZreBUBecTlDerTmocmDiAoLYNjUmRjNVvx89Pzw7gOs2X6cskojt4/ueUWxGGBgt5bMeeVulm44QLPocN56vG6VikAgEAgEAkF9hAT6sm72s/Xue+L2oTz6zo/IskxibCTDe7Vx73PWk9X7eN5KyisMpOcU8eSUUVTXaKiUSgL8vNyCcWiANwmNw9i07RA3juqNv68Xsixjl2VKKg00rxKLASb3b8kvB7J5dOpElEolhkoDDz79CYUlLqG0Q4dEurZvzvZdRzl19iIAaouB4c3DUEiuvmwOp0ypyYZWrcBHU/+n2fjHP2Xv8RQAlm86xMnlbxPkX9fKev+JVLdYDPDjH7sZ0aetxxxLVXLtzNkLlBUVM6xtE/RqJQC2CX25uari5lrILy6nd8fmTB7RnbbxDRlwz3uUVhjR6zTMfXUK2w+do6C4ghuHdibiMvaF1XRsGcOP705lwfIdNAwP4p0nbrzifIFAIBAIBIJqfLx0LP/siXr3PXrLYO56cS4Oh5PGDYI9WsipVco686PCAggL8ic9p6iO2Hyt/LJ6r8dCurr3qwUkKo1m91hEiD8mi42yCiMAd47pxUfP3YJKqUChUGC12dl3PIXgAJ/LLh68ffocVm8/BsDidfs5uvTNesXXUylZHnnQXzcc5J4JfTzmVBfs2B0OfPRaKk0W9z6FJPHS1LrOhZejsLSCLq1jGdG7DX06Nqfv3W+TV1SOWqXkk+dv5WRyFrmFZdw6uifNGoVd8VxxjcNZ+tEjfPnLJkICfT3a0ggEAoHgryPJV/LHEAj+Axw6dYGiMgN9Ojbn+Pl07nt1PmUVRny8dO6qDUkCXy8dQf4+zH31bpQhYeRVuoKXouIynp32GaZawUw1CknysNqrj5ioECw2O9n5pe6x2qvXqvHWa3ns1sF0a9OM4b1rkpQFxeX0uettUjLy0ahV/Pz+g4yuqmipPSdq4BMeYyd+e4vmTRrUuZ8DJ1Ppefub7u3eHeL58qU7mfzsl1zILCAmKpRTKVnu/YO7tWRDVf8PcCVbm0SGMLZ/B56/Z+QVn/1MajY9bnsDQ9W7e+ORG7hpeFeOn8ugfWJjoiOCWLn1CLdNm43JbGXCoE789N5UFAoFsiwz6+eN7D+RSv/OiUy5JNgUCAQCgUAg+Ds5fj6D7PwSenWI52J2IVNe+oa8wjKCAnw4leyKjSTAx1uHv48XHz93C79uPEhc0yhuG+uKU8rNNl7/cjkr1+ykVWwEqz+cQpCfF6WVJl79cTe33jwcSZKQZRmrzUZP73LcLdokBXuM/licNRaBX36znD/W72HI4G7cdutI9z0Up6TSIMCLcQM6uufaHU52pZVQYbEjAW0b+NGwlvMOuBZNenW+z8PScNv86XRv16zO+ziflkvbG150WyS2aBrFyllPMunpWZxOzSb2kphxzhv3MrhnjaBcWFLOgy9/w8BuLXj94QlXtD5Mzymi8+RXKSk3APDk7UN57LYhHDp1kVZxUcQ2DGPbwbPc8OTnlFeaGNStJcs/e9xdsTxv2Xa2HDhDl9axPHLzoH97Tz6BQCAQCAT/u5xJzeZiViHd2jalpNzAndPncjG7gIhgf47Vasnm463Fz1vP649M4MjpNL74ZdNVz32pPXM1klTTHs9br6VVXEP2VS0AdB2nwOH0rNxVKhQ8eNMAurZpyqShXdzxkcVqY+gDH7D7aDKSJPHhM5N55JbBda4Z1ucRSqsEZ4DfPn2MkX3a1ZmXW1hG/Kjn3KJwgxB/Dix6jcnPfMnB0xeIbRjG6Vox44AuiWzef8a9rdOqadWsId3bNuXdJyZd1sUQXC5AnW56heyCUgDuHNuLtx6byL7jKcQ1jiAhpgFlZhuHMkuxOWT8dSo6RQegqmph8vOavazefozWcQ15+s7h9dpUCwQCgeDvQ1QYC647alumTHjic3dvCkmCh28exNGzaew6kkS5wUy5wczwBz+kcMeXnC2Q+fiH9WzccqBesRjwEIu9vfXcesdYwiNCOHr4NKtWbKFdYmO+eulO7n91vodgfKlYDGAwWWgYHuQhFgMsWruPlKq+xlabnQ+/W1NHMA4O8CEhpgFnqyqMG0UE0ygiuN577twqli9m3MHXizfTIDSAL2bcQePIEI4seQOA0gojd82Yw4GTF+jfJZHhvdp4CMaFJRUUllRw8NQFmjYKY+LgzvVeB2DDnpNusRhctjTP3zOSYH9v3py9gpzCMlZvP4qpyi5m2caDbNhziqE9WzPr5408/cHP7neg1aq5dWT3y15LIBBcHdlciWy3IOl8kVR1HQgEAoHgf5k28dG0iXe1u7jp6S9ISndZ++UUljF10gCS0nPZtPc0FQYzFQYzNz3zBUmr3+e3zYc5X2BApVJQbnFwy+Sh7N53gqnjuxHk53JPCfDR06FJIOVmO2qlwpXwk5ScNHvTVGvCS6NC5R+Ot8OKxVTj7FJS5rI57NSxhXtMBvr0bEfLcF+P+8+ttFBhsbvnJBcZ6gjGSqWCrq1j3RXGoYG+NI+JqPd9xDeOYP4b9zJzwRqC/L35bNrtREcEsWfhywCYzFamvPwN2w+eo2ubpozt2w6jvSY2Tk7L4+CpCxw8dYFGEcHcN7HfZd/9toNn3WIxuGLG9566iWB/H97+ZiUXMgvYsv+Muy/xxr2nWLrhALeM6M6Pf+xm6hsLAFfMKEG9SU+BQHDtHDx1gRPnM+jVoTlxjcOvfoBAIBD8D5EYG0libCQA0z9dwrT7RqJRqXj321XcM6EPeUXl/LHtKJUGC5UGC/e+PI/Di18jISaSp2f+XG9OsJrL2VpXpx/jGoXz0XO3sOD3HezzOK5uD2SH04lapeSmYV09xrfsP8Puo8lV55V599tV9cZOPdrHuSuMfb11tIlvVO+9RYT488sHD/HaV8vRa9V8/NythAX5sXneC4CrfcvUNxawducJ2sRH89QdQz0EY7PF5o4ZQ4P8eKGWBfil7D+Z6haLAX7ffJi5r05hWM/WfLBgDadTshgxqh/Boa5K6DKznawyM40DvVi94xh3Tp8DuGJGk8XGKw+Ou+y1BALB1XE6HMhOB5JCiUJZ12VBIBCCseC6JbewzC0WgyvY6t0hni9+3ugxz+5wcuj0BWKjw1i0dOOlp7ksE28aRuu2LsvrIcN7k5WZx4ZPH8LXW8+cV+5m5EMfUlh6ZfuZ2GjPvsPn8itx+gag99JjMroSZAH12DYrFArWzX6WmQtWY3c4efKOYfXaUVdz38R+7qRdcVkl+46nEN8kgkA/bwJ8vTysd2RZ5sjZNJas24+xlp0NQHL6lXukVAfQl25Peflbft98uN5jqiteaq+UBDhwIlUIxgLBv4jsdGIvyUFRUeDaRoLASOTSPHLWbKH4wFF0UVHEPvUU6oCA/+zNCgQCwX+YSqPZLRZX0y6hEfN+2+Yx5pRlth86x0OTB7HydC44XC09FAoFGo2acoPZY35+cQUr5v3Og1PGui0Li51aCg0aeocHo1YraR6mYfu5XOzA5u2H2bXvJJIEublFtEyMcbc68dF4fozb7A40ClArJGxViUbVZSomln/2OO/PW02l0czDNw+q1466msnDuzF5eDcAyitN7DueQmzDUEKD/NDrNPz8/kMe85UmKwaLndSMPF6Y+ZN7/FpixurKa4CEqpjx8Xd/ZP7yHfUe43C45u4/4Rkz7juRyiNXvJpAILgcZRVGxj72KbuPJgGu6rSvXr4TlVJJ44ZhNG3SAJVCQZC39rK/MQKBQPC/gizLPHf3cEKD/AD48d0H+G3TIV77cnmduau2H+f5e0by/MeLqNX1DYDQID9uHtMHu8PBwuXbPPJul/Lju1Npn9iYFk2jOHYuwyPGqs8FseElFtL7jqew60iSx5i/r+cCQ/e13nmA9+atoqi0knsn9L1iL+ARvdsyorfLacZgsrDveAqNI0OICPFHpVLyzWv3eMz/4OnJfPrjOkxmm4dV99VixmaNwlGrlO5WetV5xpe//I0PF6wBoGWHVm7BGMBSVfm8/0Sqx7kOnPTcFggE144sy1itFpyVJZB0AOw2VLHtcVaUYXPKWKLiUSpV+Og0Imb8H0cIxoLriqS0PB568zvyi8vp1zmhzv5yg6nOmIQrAejrpWN0v3as3Hr0mq4VEOjZSy0wyJ+j59KZt2wH63efQKdR0zA8iMy8Yny9dFQYzXXOcfxcBs2iw7n/tfnoIxsS36EN4MW9T05hweffERHoTctmDfl5zV4mD+vqYbfXIDSAD5+95ZrutZrTKVkMvu99CkoqCAvy45Pnb2HaJ0vILSrj4ZsH8e4Tk5AkiZnP3MzMZ25mzpItPPL2DwB46TT1WtHUZnD3VsyafjtL1h+gaXQY7z91E+ASf+tDqVQwpEcrAPp1TmDxuv3ufX06Nf9TzyYQCGqwmw1QXoBsLAWFCjQ6bDuXUHrmAhkrXeuSDclJoJBo/upr/9mbFQgEgv8AmXnFTH19Aek5RQzu3rLO/qKyyjoVHwqFRKu4aJBlvBwWjEotAFt3HCYnt5APFm6jQ3wUXVs2YveJND76ZTvlBgtd2jenW+eaa+TkFfFH2gW27j/Liq1HUCoUqNUq0rIL8dJpMJqtWCwWFFVxnwRUWOzkFZXxwGvzadO8EU/cMQwV0KGBN8dyDcjAiUMnST2u4NaRPTzs9oL8fXj3yUl/6v2kZRfSf8o7ZOaVEODrxawZd/Dql7+RnlPE7aN78OWLdyJJEn56DX56DTv3F5Be1WtPrVIydkCHK56/U8sY5r95L/N/20HD8EA+eHoy4KoiuRxj+7scd/p2SuTrxVvc431FzCgQ/Ms8//Fit1gMruq0B16bT9uEJiz5/ClsDhmbw0GRwUK4X/0Cg0AgEPx/pqC4nKlvfMf5tFwmDu7M03cOde/z8dKiVimx11PtGxUeQGmFkSnj+zCrVuGKWqXkm/cepVGUq4CkV+cW3PLYh5e9/tb9Z/hlzV5+WbMXpyzTNDqMlIx8tBoVFmvdyuUzKdmUVhiZ+tp8dh5JchfSaDUqQCI0wIdhPdvwza9buWNML3e7D9fz6HjjkRv+9Pvpe/c7JKfn4aXT8NXLdzFz/mrOXshh3ICOLHjzXtRqFY/fNoTHbxvChj0nGfPoJzgcThQKyaMndH3EN47glw8eYtbPGwkO8Kk3z/jDonU0jYnE38+Hs+fTaNGlKQB9OjbnnW/+cC9Q7NNRxIwCwb+K3W5Httvg8BowlCHLMpVnjuC0uJxG5ag4rANupdxoIegyi1IE/xuIHsaC64rut77OodMXAc9+H9XsXfgyv20+xHvfrgJcgqVaqcBstaNRKbFWrVhTKhXu/m2Xo2v3ttxy+1gUCgmDwcTMd+bSMb4h63af8Jj3xsMT2HzgDFtq2a9UM3l4N85dyOHI2TSmPHUffgF+7n2j4oO49eH3yCtyBXeP3jLoTwvEl/LgGwv4dtl293agn7eHHeDGuc/j663j4x/W4eOl5aUHxnIiKZMzqdkM7t6SFk2j/qXr3vXiXH5atQdwJVudVQnY5+8Z6RGMfr9iFwdOptKvcyI3DL5y0CgQCC6PtTgXKXk/yE6s+blUnDuH7LBjLDSSt78mKejdrBnxj9+LMiAETaP4/+AdCwQCwT/LqIc/Yv3uk5fdv+LzJzidms0LHy9GqVDw8B0juG18X1RqFSaLlYdnfE1+SQUB/l50aNUMby89f6zfS1ZuUZ1zdevUghlP34ZSqcRqtfH0S1/RrEEg6y65/pO3D+VidiG/bTrEfVPGMaBfTSyksVn4cs6vbNp3mo3fvkCruIbufRLQ7eZXuZBVCMCtI7sz/837/tL7mfHZUj6Yv9q9HRLg4+Gcs2jmwyTGRvLet3+gVCp48YGxpGcXceRsGn06Nqd9YuN/6bpPvf+TO6lauwL53hv68uWLd7rn/brhIFurehjfPrrnv3QtgUAA/ae8U6fyDGDMgE58OP0O97aEzMZtR2gQGlCnpZJAIBD8f+b2abNZtLbGDPrn96cytGdrAI6cTSMlvQBZlnnwze9wOmUUCgmtWoXJYkOlVGCvyi1WV8k2jgpj+dzpHtfod9P0y1YZD+zagk37TnuM3TWuF0pJ4tvf6rqy9GgXR1RYAEvWH6iz78UHxvDbpkOcSnb1Fx7eqw2/f/7Etb+Mevjo+7W88PFi93ZIoC+FJRXu7a9eupNbRvciqbASWYamwd6cPp/G7qPJdGvTlG5tm/1L131z9gpe/3q5e1ujVuHn503fDnEejjirdxxj7c7jtI6L5t4b+noU4ggEgmvHYrVCWR7OXb9iLiqh5FQKst2OPjwQbZWDlWPiM0hKFf4laUhaPapGCeLv3P8gosJYcF1xPi3X/d+yjEdw5u+j464X59KvcwKnf3+HN2f/zk+r97qF4WqxGLiqWAywb88x8nKLCI8I5vzZC/hoVaTnFNaZ99Y3K7l5eNd6zgC/rNnrrh6pKKvwEIxTL2a7xWJwJcb+qmDsrdd6bNvsnqsR03OLeOr9nyitClQPnb7Ivp9ecVcBX4nj5zNY+MduIkL8efjmQR6rFCcM6MiR0xcxmC3cPa4PbeKjCfL3pmd7T4HqjjE9uWOMSPoJBH8VyVwOshNLQT6lhw5hN7n6hstWG5JSgVz1G6f3cVCxfhEAPv3H49Wx33/qlgUCgeAfpTpRVo1Oo8JstaNUKHj1ick0ax5L61ZxTBraFYNDxqGoiWt0Wg3TH72RSQ++z+P33kPXDi5Xm6H9OnLX4zMpr4qjYqPD6d+jDVm5RTwxfRaxjSM5eeYCNouFIi91nXv6/KcN7hYiGzfvp1uXVnh56TAazUx751syM12WfVn5JR6CcUp6nlssBvh148G/LBhfGjNeWm1dUFzOE+/+SE5hGQC7jiRx8re3r8khxuZwUmmxoZAkfHVqdywM8PT942jesQ0Z2QV4WQ20bdYQL72W/l0SPc5xw+BOYnGhQPA30CY+ul7BePeRc+QXlREW7HLV+u637bzxxa8ATL9vNK8+NP4fvU+BQCD4T3EiKcNj+8E3vmd47zZo1Cr+2HaU0EBfWsdFc3zZW3z/+07en78aU5Ulsr1WbrHaUjmvsJSC4jJCg1y/r+nZBZRX1nVDBFcfYVutXCWAj07N7gOnGDekW73H7D6ahFZdf7perVJ5xMBrdh7HaLLgdUnc92fw1l1y7CWVO2WVJvanl2C0uZ6jyGClT8tYurRuetVzZ+YV89Wizei0ah67ZTD+tVr2DevZipVbj5BfXM7Y/u0Z3KMVapWKQd1aeJyjtnW2QCD4K0hgt+JAQd6ekxjyypGdMuYSA2Ed41BoNEiyE+22HzFXVDlPJXRB3/3yPcoF/z8RgrHguiE5PY9Ko8W9rVRIHsFZWaWZssoczl7IoVGDYM5dzK3vNFdEIUHtfNnFC5mE+2h4aGJfPvp+LRm5xXWOMVtsbNh96rLnrO43sm7ZGgaNHUxkg1BaBuvxsjs8qnHjm0RQXFZ5xb5zl5KUlsfEpz4nKT2PG4d05v2nbmLv8RT2n0ila+um3DC4E89/vBhZlunSOpbo8EC3WAxw5EwadrsDlerKTezTsgsZcM+77iD3ZHIW377u6ldy7Fw6k5/70v1n8dpXy5k6qT+fTbv9mp9DIBD8OZQ+QZSdO4chJRmbyeL+aFNqVYS2jsRSasI3PhadtmbRiPnUfiEYCwSC/wnyi8vJKypzb0sSmKss/V59fBIThnTBandisTsJ0GnQyWCw1iTrJCAmOoLYRhF0bBPnHg8K9OXxe8YgyzLHTqXy3NQb8PHSATDnp3XsOXiKe8f34rMf13Pw1MU692V3OFm20VUNcuFiNs9M+5RG0RGkZ+RSUlJBy5ZNueeuMfg1CCK/woxGkgnw9cbHzweNWoXV5nqGuEbhfzpmtDmcZJQYMdud+GhVPHrLILYeOMPWA2dpE++qyHjqg5+x2x20aBpFx5YxbrEYICUjn6KySsKC/K5wFZfwnFducse/VruD0CrLsgqLnS2pRegC/IkL8Of06RR+Wr2Xhe9NvebnEAgEf477Jvbjq0Wb64wXllQw4aGZDOzRmopKEyu3HHLv+3HlbiEYCwSC/wmMJgsXMgs8xsorjfy8eq97u6i0krMXctBr1R6FKJfDbLEyddqX3H3TIBwOJ98t2cSl5p2JsQ24cUgXvlq8me2HzrnHO8eFs/zlcQT56sgoMvL1Ig3lRmuda1hsnsUhOo2KMf070C4+Gm+9FoPJlTttGB6I2WpDr9NccxVgUWklE5/6nH0nUunTIZ4f353K2l0nWL3jGM0ahfHMXSN47J0fsFjtxESFMGlYN04U1+RqLQ4nZpsDH+2VJQWDyUL/u98hrarlycY9p9i2wFWZnV9czvAHP6SsKgf55aLNJKXn8ccXT4lqRoHg34RapaTkQgrm46epyCrFaXfl+StzKwk0WfFrEIYz/ThU1Dhu2ZKPCsH4fxAhGAuuGzLzij2CrEsrIWrz3Ypd6DT1/99XoZDw8dLVu8JPkhQg14jQvdrH89XLdzLyoY/cKwjrvbf8kqvef3lJGcsWLHVbaUuSxO2je5CSkY+XTsOJpEwi+j1G304JrPj8CfQ6jcfx2w6e5ciZNPp2TqB9gssG8JmZP3MmNRuAn1fvZWDXluz8/kUPEXhYrzYUFJfTpXUsZouNyNAAsgtKAejbKeGqYjG4+s3Vfl+b9tYI5AdPXfQQ7gHmL98hBGOB4N9I2YHdFB8+CpLrd0tSVPWylGVUOjXKUCVYKjAb7Wj9vZEUChR+Qe7jZacDKotAoULyqT3uxJZ6EtlhQxPbGkmtQSAQCP7byC0s84hNqsPHh28dwq2jegCglWUqrTLbDp3HbrPRqX1C1VwZGVe82KRhGMUlZYSFun4nFbKT0YO6ADB2cFe8laBSODE5JB6+bRiP39SX+WsP8tbL91NYVMbnc5ZRVFLjJgOQV1Rj4VdaWklJiavyT6fT8vijNxPm54UkSVwot6FWSigMrvlLv3qO979YikatJDkjn4h+j9GxRRPWfP0MAbWqMQD2Hktm7/EUurdtRtc2ruqO/AoL5uqPfosdb42W9XOe84gZB3dvRVZeCR1bNkGlVNAsOozkjHzAVaUYEnB1gdrmcLjFYgCzrSaxWmK0EqhXo1crMdocNG7cgI8/+p7Zr9zlFt4FAsHfy77jKZfdl1dUxk8rd9YZbxwZ7P5vq83O6h3H0KhVDO/Vxp2ol2WZ37ccpqzCyLgBHT2qwgQCgeC/heJyQ51c3+VSjcs3H2bwFdz5osICyarKDbaKj6ayvJKt+05zITPfY15EiD8rZz3Fzc99RUFxhce+F2/uRpCvKyaKDvbirkEt+WzFkas+h9lqZ/G6/Sxet58JAztRVFaJQoKMvGIi+j1GYmwka79+hgahAR7HHTmbxrYDZ2mX0Ih+nV1uL2/PXeF2pti8/wyf/bSB3z59zCNmHNAlkYvZhbRPaIyvt440QzHlFpeI7aVWoldfPc94Pi3XLRYD7DmW7K6GTk7Pc4vF1WzYc4r0nCIaR4Zc9dwCgeDPY7Y5sBzagYzsFourUfsHoNRqsWtc36pS1feewifAPUeWncjFOQBIQQ1cGksVa3YcJ7ewlFF92xF6lQXIgusfIRgLrhs6t4qlcWQwadmugKJ237NLKSgqw2ytX+B1OmV3hcalOJyeP4g2h4PW42f8hbuuS/Uty7LM9oPnWDv7GTpPfpUKgxlwCcPzl+/gockD3cf8smYvd0yfA7j6dmyc+xzd2jajrNKzB0p51XZtETghpgEJMQ0A0GrUbJk/jdmLt+DtpeWJ24Zc0z23jov2qGzp0KKJe9/+E3WTEA3Dg+qMAZy7mENKRj5dWzcl+BqSjgKBoAan3U7mdwuoOHEMZ8FFvEK8QQYZB5JCgSzLWMpMyE4ZjY8G2VGVpFco8E1IwG/wJACsuRnYzh1ANhsoP3oEFEoCRt2KJiYO46YlONLPAmA5uRffcVORlFf/2BMIBILricSYBrRqFsXJKku+6sV64wd3ds9RSBIKHCxYtoWTZy/SrUMit03oR1xMJABFJRUcPZ3KI9O/5LaJA/H20tGldTN0VYm2AJWTCK0TSQKbE47nGHn0re9599UHAIhtEsnjD07k5bfn1bk/jUbNC0/eSvs2cVxIy+HND75HoVSg02ndYowk4WHlrA8MYOF7U5k2ZxXte3QgNTWL5Su38flPG3jpgbHueet2nWDsY5+4e+wt//RxhvVqg+OSmLl64WXtmLFpdBhNo8Pc25u+fYHPf9qASqXk8VuHoFAouBoqpQIJqL6aRlVzjFOWCfZyLUTyUiu5aDAQHOCDl67u4qTUzHzOpGbTsUUMESH+V72uQCCoQZZlKM3BWFrMhVPH/9SxjSKCmPfGvQCcv5jDLc9/zfHzLrtWX28dX754J2dSs/n8pw3u79ePf1jPrh9erGN1LxAIBNc7UWGB9GgXx+6jda37L6XcYOLgidTL7s8tLAXgrgn9mPHQBADuvqE/dzw7i/3Hk93zAny9SBjzPHZ73VZ5lxbGXFqccS0s33KIi+s+ovutr7sF7DOp2bw/bxUfP3+re97eY8kMuu99d57v+7fvZ/LwbnWE2vIK13btmLFxZIiHcNu5USAXi404ZZkmgV4oFVevAo6JCiU4wIei0krAlbusts4+fPpinfk+XlqC/L3rjGfkFnP8fDpt4hsRHVF/LlIgEFweR04yzrJ8LEpv0Li+R/WhvpgKXAtaVHo1st2Kw+ZAqXBi6zgCxfn9KLR69L1c36EOpxP72d1IJa6iNknrhbJpRypOHCVt3QrK8428eUrBO9+Esvenl/+UU5bg+kMIxoLrBm+9lq6tm7oFY1mW8fXWuT9Ua1NutGC/glWM2WIjrnE4SWl5V7zmifMZV9x/9XvW4OutJ7eWpV9tAv286HXHW3We4VJBe+mGAx77lm85TLe2zXjmrhFMfvZLrDY7zaLDmDy8/h4ntYmJCuXdJyf9qedIiGnA8s8e59tl22gQEsArD45z76tt+Qiu1ZK/fPBQnXMs33yIW57/GrvdQWRoADt/ePGywrJAIKhL5g/fkbXwB/e2QqVAF6B3b5enFWMscH1sqfRqgpuHISkkkBT4DZyAwtsPw9E9FC3+xsNJAaDopy8JfuB5t1gM4MjPwLTpR9QxLXFknEXS6FF3GIzCS6wGFAgE1zdqtYpeHeLdgrEsg6+XjoycImKjw93zXv98MbsOnMFmd/DHpgOs2nyQ0YM6Exzoy9qthymuSmCtWrubcxdzeenxyYwe7KowDlS7xGIAtQLWbtxNWGigx31EhNUf54wc2p2O7Vy9gJvGRHHbTUP4ZsHvyEYDTo2fSyi+ZE2kUoKX561l9Jj+AHTqkIjT6awTM/664YC73YnTKfPbpkMM69WGYG8NBqsdWQaVQiLQ6+oOEg1CA3j78RuvOq82KoWCMF89FRYbCgn89TXXsV+SBLUaDCz7+LE6QvSW/WcY+9gnmC02ggN82Dp/Gs2bNPhT9yEQ/E9TlodcnIkeeP2WrpQbrXy99vItlGpz78R+NI4MYfWOY9z41CyP3poVBjN3zZhTR9A4nZLF4PveZ9KQzixcvZcAXy9mzbhd/L0VCATXPZIkMaBroodg7OOlo9JYN8+oVilJyy2qM16NwynTvEkEvasqdQGUSgU9Ozb3EIzLKk1usTjAz4tPZtxFi7hodhw4w2s/raVdbCgNgnzYeSqL+Rvq/nZrNSrCg/xIr6dlHrhyp+Mf/9QtFldjtXnmSJdvOewRRy7dcIDJw7vx8ORBrNhyhNIKIyEBPjwwqf9ln7kajVJBfOifE4ACfL1Y+/UzzFywBr1WzUtTx7n3Ved9q/H11rFo5sP4eus9xg+dusCQBz6gwmDG11vH+tnP0rFlzJ+6D4HgfxlnQTrO9JMA+ABy645YdhcR0DQUrZ8O2eFEF+iNObcQSbajKFiNd7uuqJq3RA5vhjIgFKvdQVlZGf5VYjGAbDFiOrqdkrWr8QO6BsHs7lq8Rw3Hmp+GTR2NnJ8GdiuqiFgUPoH136DgukQIxoLriqgwzx+Q+sTiXu3j2XnkvMfYjPtG88Uvmzz6975wzyh+3XCQ1TuOAa5KjgBfb0rKDe45vl46jOa6/UJq07hBsIeNSjXd2jRFr9OwZf8ZNGolkgyWqg/unn0706t/VxqG+PHW299ASY0NjZ+PnrvG9fY4V1zjCI/t+Eau7VF923Fq+dukZRfRPrFRneDp72RQt5YM6tayzvi4AR1ZvcO1cl2tUrJ45sNEhQVy5EwaCTENOHYunc37z7B0/X63iJ9dUMrPq/fy7N0j/m33KxD8f8OYnOyxbTfZIECPLjQQh8WGsbDSY5/NaEXjo0UXEYEz5zzKiFgqdq6vIxYDyHYblg0L64w7C9KwFmchKV3hgGNjDvqRU93bAoFAcL0SeWnMaDTz/MyfeOPxm4gMC2Txmj3kF5R4iCGyLNMkzJ9f1uwjv7jGSvq+if04ciadd79YQlZeEREhATw8qgO6Wg4MJRUmDh07T3FJOUGBroU1m7cfdu/38/XG10tLVl6xu3qimk6tYnlp02dY7Q5kWWbZthMsXLmTxg3DuHFsXyoqTSxeupFBfdqSGKynxGwn12AjMaEJDw5p53GuS2PGZo1cArm3RkWzEB+sDic6lfKaKj/+VbRqJdp6rAiDvDQUGmri6rtHdgWbjSNn0lwLOdPzWLvzOH9sO4q5yh6yqLSSb5dt5/2nbvq33a9A8P8N2erpQtWmybXbd741ZwVP3zGMWT9t9Ph9rOZybaEOnrrAwVMX3Nvdb32dlDUzCfSrWw0mEAgE1xMNQgI8tusTi/t0jGf7Ic884+2je7DtwFkP4faGwZ0Z0DmB2sv5SssMHscF+nqRU9Um7ukpo+nZ0dUWZczATpw4n07cvfNoFhXMuYzCOvcRHRFE/y6JfL9iFwqFhJ+33iPPCeCld7W8q41KqeCpO4d5jFXnFaupjhnbJzbmxG9vcfZCDi2bRhES6FvnPv4u2jZvxA/vPFBnfFS/dsz6ZSOOqgrrWTPuoEurWI6cSSO2YSjZBaUs33yIzfvO4B/oz9gJgzEYTMxfsVMIxgLBn0A2ehaBqX198eo/BOPxg2Cv5aggy+CUke12bDkZqP38kfKSkAMbYLI6kBUqZIUSyVkTO9orPFszxQeqiWzucvNynt8HJtd+e3Em6rZDkLT/Pk1D8PciMsKC64oZ94/hfFoee48nU1ZhrGPPotOq64jFkiTx1J3DuP/G/tz14lzOpmYzfmAnbhvVg7H9O/DKF8vIyCuma+umzPhsqfu4uEbhfPHiHdw+bTYFxRXI4GGB7aPXUmmyoFBIBPv7UFRWI9Z46TSM7teeGZ8tRalUMGBwD0KCAzlw4AQVlUZG3+CygjY4YfIdY/nk3bnuY19/ZEKdXnQvPzCWikoTf2w7SkFJBe9+u5JWcVF0ad20jhXMP02fTs1p3iSCrPxSJgzsiMPppNWEGVRUmmiRGENBcQXZWXUruTftPSUEY4HgTxDYrTsle3a7NhQKGtw6Ba01C5Vsxmm1kHcoDZvB4tovgdpXj09MNP7t2kBV0KbQ1d9fTlKrMOflo/H1QkJCUkqovHQ4LDbsxgokpQKNvx8KjMjGciRf4Q4gEAiub564bSgnzmeyad8pjGYrZouN/KJyHnjZFXNp1Sos9bQoeeqOYcy4fwx3vziXw2fSGNKjFQ9OGoDd4SQ8xI/k9DwGdIzndIVEC4WMTgnFNok7xvVj1c5TPDn9C7p2TCA3v4SDR8/hpdfx2TuPEBkZikqCl976hnWb9jOgT0dCgv2x2+0MbtcEa5UwI0kS3RIb8tgrp9l38DSLl28FYFSfttw/vJP7Po/mGQhqG1OnF92Ttw+loLicXzceJK+onC9+3kjHFk0Y0LUFaqUCtfLqttL/LsyVBub9sAq9t55QPz3aHi0ZPvVDissNhAb6UFZpqlP9ArB1/5n/wN0KBP+9SF4ByBU1QkPXru1psznVbS19JWx2Bw6njE6r/kv3UGm0cP5irruPukAgEFyvTBnfhwMnU1m57SgWi41Kk8Vjv1qlrCMWgyvW/Gza7dzz8rfsPppEz/ZxPHf3CPQ6DWUmK1a7E7PJwsKVO9zH+HnrWPjeVG58+gtS0vMIC/Z074ptGIbDKVNYYSa+cQTn03Ld+5QKiSfvGMaLny2lR7tmZOWX1KnEBcgrLK8zdsuI7h5tRwDuHt+b9Nwiflq9h+z8Un5YsYvubZsxtn8HwoP9CQ/+z7UEaR3XkE4tYziVnEnX1k1p37wRrcZPJ7ewjABfLyw2OyazFX9/H15/4xG8vFxCk6Gk9D92zwLBfyNSQDjk1rSa1IREIsugrajAnFeIvcz1e6LQqKBqwbEsy9gLc1D4BqKQnYAECiWG6I54Zx1DcthwWG04inOR1Gpkm2shsE/TZjUXNtdoKDjsyMZSIRj/FyEEY8F1hU6rxuFwUFRaWacywkunqVMNLEkwcXAn3py9gpTMfHIKSolpGEqQvxctx00n2N+Hr1+5i5ZNo/hh5S6PY+0OB/06J5Kx8RNkWWbB8h1MfeM7ZFnG39eLsqpVfBeyCmnUINhDMH7pgbFoNK6/PpNuGk7vvq4EX5dubVi0aK3HdXz9PG1bCooryCkoRa/TuIVjvU7DuIEdmLN0KwAXs4u4+6VvOLX8HQByC8t44ZPFZOQUcf+N/blpWNd635/NZsfucKKvp1fcv8pDb3zHuYuuIPb7lbsIjQhhxfxXQYKUYiM5lRb27DjE70s8n7uwtLKeswkEgssRPnoMKj8/DEnn8e/UGe/WbTCknoJj61BotDQe2YWs7aexG4z4x4QQ0LI5PgkJKNQaJJ03ssOOX6++OMoKsZeXoYtLoFLhhfrsAVBIOC02zLZyVFo1CrUap8OJKa8YJAmNnxeyU0bfMBpJWFILBIL/AjRVFa7FZQYUl8SMeq0aU1UFa22G9mjFrJ83kpKRz4WsQhqGBxETFUr7SS/jrdcya/rtdG4VS0GlhcNZZRwtkdEoFThlmf4tY0hZMxNZdtlA3zZtNgA3T+hHZGQoAHYZ7r51BFOf/ZRHn/2YRtER3Da8K/3jBmKqtQhSWU/v+AFdEj22CzOy2LDrBC0aBKBWKd19oFQqJTeP7M4nP64HXK4ut0+bTdbmTwEoKTfwwseLSU7PY/Lwbtw3sV+97696kaQk/X2VyE/P/JlfNxx0b/+4fDvFVc4+BSWXjwsLajnxCASCqyP5BIEUj2yuQNL5olaYSE6/ciumavRaDSXlBnf127+KXqsmrnH41ScKBALBfxilUoFGraKotJJLwx6dRoXZWneBYfe2zVi64QBJ6Xmcu5BDRIg/7Zo3pvttb6BUKvjwmZvp3yWRvReyPBbDVRjNJMREcvr3d5BlGbPNQX6Fq6LZarMz/9etgMthxVvn6Uhzx9he9G4fz6ZvnqN5TANsdgf3vTKfFVuPXPUZLTY7hSUVyLJMaJDre16SJO4a14t3v12F0+mkoKSCO6bPIX/b52g1agwmC9M/XUJuQRmj+rXl9tG96j23w+HEZLHi46W76n1cKy/PWsa+4y4Ra9O+09z49Cx3q7/aFdVRUeFusRjALyjgb7sHgeB/AYV/GCT0RC4vQPIOQFLqKPj2XZwVZcgS6BqEovQPpMImozaW4NB7ozWXYcsqB5UaZXx3rLIOpyxj8wnBEN0O35xTGI9uQ7bb8Qr2xWF3oo9pii48HNliRLIaQaUGm2txjlNSInn95xaoCP48QjAWXFcsWX+AtbtOAHXtsCzWuok/WXYdcym7j7qsXZPJ49bnv+bo0jcY2LUFgX5elJS7go+iMgNZ+SVEhQUiSRJ3j+9DhxZNyMgtZt3uE8xevMV9vs6tYtGoVaRk5HPn5CGMG9mLOT+uBqBps0bueSqVEpVSQU5WHg2iXB/Qe3Yc8ri3t+as4K05K5AkmHbvKF59aALZ+SXcMX2ux7y8wnI+XLCG/OJyFq7a47ZO3HH4PBm5xTxz13CP+b+s2ct9r87DanMw4/7RvFyrP8if5URSJg+98R0lFQYMxprVl4EBPkwY2cedmI0L9ibfYKF7745sWb+L8rKahF/P9nH/8vUFgv9Vgvv2I7hvP8BllaXKT0FSa5BtVrwCtMSNaQ9KFaoBd6AqSQO7DSQJSaFANpah8vEm9KY7AHCajNh/+wFn7Wqzqt9Vh8WCqaDU9SMKWEoq0UdooPsEHLIIDgQCwfXP+t0nWbJ+P4C7p2819VWxAqzbfZJ1u096jNW2WJ345OekbfiYAL0aX62SYL0apUJClsFqd6JRKZAkiQmDOnEoNpLk9Dxi4pqQa6xJNLZsGkXruIacSMqke9tmTB7dk9wKC3a7g2AvNQ6nzLG0gjr3dvRcusd2emE5LXp34+cjmcyft4x+bWL49IXbKCk3cONTszzmlpQbmLlgNW1aNiWtoJxKB+w8ksSOw+dJTs/jvUvsnh0OhzuuVimVaDT/eqVhcnoeD7w2n5zCMpxOT2egC5l1n7M+RMwoEPx5JO8AJO8AAD5fuOKybZaaNQqjtNzoXsxrMFnYuPcUadl1rVAvey3JHTK6sTucfLtsu3CUEggE1z37T6S4izMu/S27XMy451gye455tow6erYmVrvx6VlkbfqEts0b0axRuHvRjkqp5Pj5DNonNkaSJPQaFZEBXtgcThav3suFzHz3OaLCA4kI9Wf/iVSaN4mgR9tmNGsUhozrJtUqJU/cPuSaBONFa/exaO0+ACYP78r3bz+A0WRh3GOfesRnJrOVDxeswWy1sWT9AUb3b89Xr94NwInkTFo3a+hx3h2HzjHxqVmUlBu4dWR35r1x77+82DArv4T7X53HhcwCVCrPxZOXW/SUlZWH0WjGq0qsDvPR1jtPIBBcHoV/KPi7FjhXbPoNZ4VrcYYkg2wxo1Xa0PkH8PyhAF5t70QyVdnw223YM8/jaNAah1PGRymj0nthtViQ7a7vX0mpQKVUoA3wB4cdZ0EmKh9fJLWayuQk8rbvBbuNoCHlhE284z/y/II/j8gJC64rHLWqL6pFyeokoJ+P3i32/hmy8lw/dJFhgbRPbMzmfS7bu/JKE/N/28GLD4xxz23bvJH7f+t3naiqPgnkjUcm4O+j5+f9qXgFBbLlQjENWyQA60hJTicyymX9Yrc7SE5KY8/uo8Q1j8FoMHIhpX5rMFmGt+f+QVRoIGUGM4WXVFeUG0xM+3RJvce+Ned3D8HY6XTywOsLsFStjHxz9gomD+9G/CV97qo5cDKV1TuOkxDToN5q5cnPfkFSmitgkySQABlQq1QeVTySJCFJEg67A3st28fR/drxwdOT6722QCC4RuwWFKU5IEk47a4koCzLWPKLsP/wEergMPzad8RhMIIEqlALxuTzKNQqdI1jsVssSLKM0+lEtjuQZVBV2Q/KTtnja1l2OJGdTuxbf4ZBd6EMDP5bq84EAoHg78bhrNuvvZoAXy8PZ5hrJa+4HJvNjlqtokmgF8aquEqSoMxsJdSnprIiMTaSxNhIrA4nFZmlGKwO1EqJFpEBbJk3jVWHUgiPCie5xIxWKVFucZBRbsHhlDmXnl/n2t+v3I23XkOv9nGcvphPk84dANDptNx730Tmzl7M6r1nyMspID3H057Q7nDy+46T9OrfjdZhobRu2RS9TsP3Szbx6cL1vPHoDWjUNZ991lqLMO0OB0qnEqWifivrIqOVi8VGfLUq4kK86/zbMOWlb9h7vMbmTCFJOKv+fam/E6on/TonMOeVu69hpkAguDyX/9uWXM/vTZC/D4lNo9hx6Ny1nb2e09vsDmZ8tpSxAzpc9ptTIBAIrgdqLyyUJAmlUoG9qlVIgJ8XxZf0IL4WyitNlFeaCA3yY1C3Fm7B02Z38MmP6/jurfvdc6tbhkwc0ok5S7dw8NQF/H30vP34RLq3jePbVfs4kZLFa3NWcv5iLtPuG+U+1j/Al/lfzyD1YjYff/4LlQbTVe/tlzX7CA30o0e7ZpxOyfbYFxcbhS4sFC+FgrDwVF64d7R7X1R4EE6n7JHze+zdHympcotZuGoPNw7twojebeu9boXFzsUSI3q1ktggLxSXxIwPv/U9G/accm8rlQp3DvjSgqFqysoqmfnBfPr170KLJhHcPKbLVZ9fIBBcAdUlC4UlCVmWcRQX8mq0hFTgwKlToqhe1OHli6+lCKfTicYnAJQa5CZtMR07jN7m0miUXt4Ys7IxZeeg8vUjoH07bBfPUbDrKFR9dxavXYZv+67omzb/555V8C8jBGPBdUWnlk3QadW069SasRNdfYB/X7oevc3EG4/ewNTXFpBdUEKD0ABOJWdd9jy+3joqDC7bl3tu6OseDwvytEDw86nfUiU6Iohjv75Fem4R0eFBaNQq+t//AXc8UCOC6gMD8PPzYfGiNZSUlhMcHMDBAyfJynQFiqeOX9sH+MNv/4DXn7SQVqs8/+o6nTI2u+fKSHM9VowAh09fpP+Ud7FWCbyZecU8fadntXJmXon7v2UZgvy9KS4zkF9YyqIV27lpTB8AUosqMVlsrPx1PUZjTeDat1OCR2JSIBD8eTQFqTjclqEKnLIdc2EZtkrX3zVLZhoFeXnYS0tdczSrkXB9cOk79sSWm4XdaMZhsbkzfTaTE6VOjaRSIqmUyFW/G0q9BoVCgb2wAMXarzH5h6DQ6VBEJaCO74J0GSFBIBAI/lO0iY/2iPeq6dwqhlnTb+ehN78nNbOA6PBAjidlXvY8ft46yqvOceeYXqir4hf1JTbXlya9qtEoFXRtFIjZ5kCjUqJSSAx57GNeePYu9xyLQ+bI8fO0ahFLRmY+835cjVajpk/PtjidMtt2HcXHS0tyZiFbDyUxakx/fDRKHE4Zk91JWKAvb78yFSeQn1WCVPVhX5vWCU08txNj3Pd96Z3XScnVpwYBZSYbK0/nYq9K4pWZbXSODvSYk1m1MLOaBqH+ZOWX1nu++ujethleelEtIhD8FRJiI//U/Jue+cL9LfhXaTfxRXy99Ewc0pmZT0/+W1sjCQQCwd9BfJMIggN8aBrTkOlP3IxOp2XJim3s3Xec+W/cx5PvL+RUShaNIoI4fv7yMaOvl5aKKge+sQM6uK2fQwJ9Peb5edffp9PHS8f2BdO5kFVIeLAffj56zuVX0LpNPK3bxDNuaHc0GjUlJju+GomCEgMFDjX+fkrat4nnlpuGMGfe71d81k4dEgkM9OXH1XuZu3SLxz6VSskbM6YQUNU2Lz4mEqfTiaLqW//S2BLAckle8XJ5RqPNwYakfKwO1zmKjVa6XBoz5nrGjI0igrmQVeNGU12ocikZGbn88P0KHrixP5rx3eq9vkAguDa8mjXHfHAT9kojCrUSrb8PyGApLnPPkW069FERKIIicCQdAmMlmtAIpIgY5NJCpKJMgpvGYNf4g6RAzkun5NBhAGylZchmIzp/PbLDc4F3QfoFAmzl6L28UUXFIymFbnC9Iv5kBNcVb85ZgaRQMm7SMJRVNqrjbxqG+fw5QgJ8OLzkdcBVyTt/+Q4KSirYdzyFNTuPe5xny7cvcDo1m+AAHwZ3b1Vz/kdv4FRyJqdSshjWszX3T+zvcZzJbOWtuSu5kFnAzSO6MapvOwCy80s4cuoCN1msaLWuj2Cz2YrZbMHhcLJ29Y6/9NxGsxVJkph4wyASE2JITc3k50XrcDjq2uMoFBKNGgTTfuJLJMQ24IsZdxDk78Obj97AtE+WIMsyd4zpSZv46HqvtX7PSY8Ewertx+oIxveM78OsnzcC0CquIQajxb3q8pNvltO9RTRPvreQnHxXwHdpXDm0RysEAsFfQ6FS41QokCUJSe+D7CzHaa/5uys7ZRylpchOJ7IsI1ksKDQqJEnCfPIwssXk+uir/RdUllEHBeE0VqLUqHGYLSBJqGr1I5JtdmRDGbLDijP1KHaFAnW8WMkrEAiuL977dlUdsRiga+umaDVq9ix8GXAlv75fsZOM3BLOX8zhlyq7vmp+/+wJsgpK8fHSMrxXG/d4kLcGs92Bxe5Er1YSqPcUQWw2O+/NW83p1CzG9u/gdmwxW2ykF5R7VGg4nU4ahwdirahk3fo9FBWV8d5rU0mIbwzA0H4d6deyIZFhgTicTpJLzBQa7SiUEk4ZvLU1n2wtWzSlYWQoGVmeVYPHz1zw3D59AQl4auoNbLtQhK9OQ9sGfujUSjRqlTsWVCoU7kThpWRXmN1iMUB6qamOYDxlfF9e/3o5ALENQ/H30XsIxu89dRMzF6ymVXwjUjPyScsqoHWn1gSHhZByNpkhPVrXe22BQHDthAdfW1+4Rg3DCQry4+y5tL/t2na7k5JyA3OXbgUZvnhR2A0KBILri09+XE9RaSVfPnQj3lVi7uTx/WkaEYAsy2yZN80995c1e0lKzyO3oIy5Vf2Gq/nurfux2BwolRKj+7Z3jz9x21B2HUli28GzdGzRhJemjvU4zul08vEP6zh0+iKDurZkyoQ+7n3FBot7cXa17XJWpUuUXbzqAAP6d3bP9a8Sei/HTRMHM26Mq2Bm/Jh+THvpC4/+zN5eOrdYDKDT6/jsp408dssgJEni902H+WzhOqLCAvl8+u3ENgzjjUcncueMOVhtdvp1TnDnSC+l0GB1i8UA2eV1Y/Qp4/vwxHsLAYgI8adRRJCHYPzS1LF89N1aKk2WOscCDOja4orPLxAIro5C54V/q5Y4LWZkuw0cdhwOz6S+bHdQavRh/2tfItustBreirDmEegcdiSzSxtQKiQUKidyh6GY1y70ON5mMKL11uATGUJFhquoThsZRYSvE4WpCExFOB0WlDHtEVyfCMFYcF1htthQqpRusRhAoVCwYMUuQkMCUOn0hPjpKSouR6/TMLh7S3q2j2PtruNuTWRA10TaNG9Em+aN6py/UYNgDi1+3WMVXW2mvj6fn9e4EonLNh1kx3cz6NQyhhNJGVgsVr6ds5SJk4YiA0sWrfWw9LsaOq2aW0f3RKNS8vOqPZRWeNprDxzQhZEjegMQG9sQo9HMsuWbPeaolArsDifHz7tsrk+lZKFRq5g1/XaeumMY4wd0oLzSTNuERpxOyWLV9mM0jQ5jwqBO7nO0jvPsSdI6rq6w/NFztzC4eyuKyw2M7tuO3UeTuPm5rzCYLNw0rCtJF3PIyS++XEEKR8+l0zzmz610FwgEnkgB4a7+xICkUqHyD0aRX4TDXPW7I4HDZsNZlfSXFBKSWokkSSi0OhwWk8s6tFbjOaVejz46GmtxCZbsbNfHqULCVm4ElRKH2YI9LQe1tx6/pg1RaHWQmyoEY4FAcN1hvkwMNuvnjXy9eDMdWzRh6k0DGdStBUqlkn6dExjZpy3LNx9m0uheRDcIoaiwhJ4d4us9j1KhIDrQ27Ugp57q4mc/XsSXP28CYOn6AwT5ezO4eyuOnk2jZ/c2GG0O9GolEqCSoGkTV1z03CM3YnM43WIxQJ+O8UT6ad3XbeCjobCqL/LJE+dp0yLWnUR0OBwYjJ5JOIVCwf4j55jxzgK6dUwgJS2HFWv3kJDQhC492mO0yxgrLRzNKaNViBfeei0aJKw2GxqNmgtZBSzbeIio8EAmD+vqft4gvadl2aXbAC8+MIbubZuSU1jG8F5tOHcxh3GPfUpphZHhvdqQ2DSSlXOnEeDnjdVq57OlO/Bv2gyA9l3bk1VRf1JQIBBcO11bx151zqD+nZl6zzgUCgXpmXlMf+UrjCaLh8tCbaq/O69EYlw0E0f3xmAwM++X9Wzef/pffgaBQCD4d1FdJavVesYxP63ew4sf/Uz7xCbcPa43U27oy+A+7RmuVJCfV8yPf+zCVHVsbMNQRvZtV29M6OejZ93sZy+bZ3xrzkremO2qDF66/gDeXlpuGtaV4+czOJma73aFuTTm3H/oNF06t8THxwur1ca6jXuv+Jy9etZYRQcG+tEiMZY9+064x8rKDZw8nUqrFq5/M86cT+P9b1bydVWxSHWO8nRKNrdPm836Oc8xfmAHerR7j6z8UtonNCa3qIxFa/cR7O/NbaN6unO3/jqVR4VwQD0x40OTB9ImPpoLWQUM6taS/OJyRj38EXlF5fRsH0ez6PDLxvcAe4+nMH5gxyu+A4FAcGUkv1DQaFFIErKsx1ZciL2iAkmpQnZULSgOCmXr87OwmVyt8fYv3M/Q6cPQGAxIsh17pRGVjxeSLENFMeqgICSVCtluR3Y4sJWWU1Jaji7Yn+CWsUi+Afi264SjNJ/CE8lYSirxbZFAiBCMr1uEYCy4rnjhnpHsOPQR2zfvo8+ArkjAmePneO+ZW2jfogkykF9uYtJTn3P0TBqSJPHt6/cwvFcbVu9wVRnvOZbC+bTcK/ZSqg7ith08y6tf/oZapWTyiG4sWrvfPcfhcHLo1EUCfL2Y+NQsAE6eTOLkyaR6z3k5+5RqfnjvQbq3iwPghqFdGHH/Bx6VvhHhwR7zm8VG1TlHfR/tv6zZy8+r96JSKlAoJKw2B1PG92bxuv1UVtnlvPnoDTw3ZSROp5PB3VvxxYw7WL75EImxkbzxyA313u/w3q4qm+9X7GLO0i3075LIaw+Np8Jopt/d76DV69F66akocVU41ia/uKK+UwoEgj+B5HSCUu0WeyWzAV1YCJKyFKfVhrZRDEW7az4aZafrA1MdGEB2dFvCUw7gNBiQdFrMIY0ItJfiFRmGZDVhysnDaTBhN1mwVPX5VOk07r/LDrMV2enEPzYKslNxluShCAz/51+CQCAQXIYn7xjGmh3HKSipiTkaRATz/FO3ExEezO69x7n35W8J9POisNT1O/fhszeze8mbKDQ1FsimKmH3clQn7g6eusC0T5bgcDi5c2xP5iz2tPk7cPICbeKjGfnwR/Tq2R6HDJVWl1NMuE9NdbJKqaR/7w4eSUGT1dNRxmJzbdtsdlav3cX6jXt58N4JaNQqfvhlLcUl5R739/GLd9O9Uwuy84p4e9YS0jLzsDuchIcFeZz3WHI2fcZ+hEIhoVGpMVutTB7WlQ17T1FU9Y6OnU3n3ScnIcsyAVol/WKDSS4y4KNR0aWRZ3VxNQO7tQQgtdhIntqH+bNfpEWQFrPBxIo9Z5gU3wSlBGhUjO7blu2ZrpXpCqUC76Brq4wUCASXx3QZi9DajB3Z2/0N3KhhOJ06JLJ911EaRgRzOqWm1VOb+IacTMq6qlgcHOjLh6/ej09VtV7TJg14ZPoX7Dpynp7t61+IIxAIBP8JHpo8kCXr9zP/p7U8NGUMSoWCc0lplJZW4pTh0OmLnEvLpU2HViirWpNE+vtx78R+fL5wAwAXsgrZvO+0O+apj+rf2NMpWTwz8xcMJgt3jevNB/NXe8w7cDKVEb3bMHzqTKwOJ/fcPBQ/Xy+KSsqZMKIXSqWC39bsZv/hszz+3CfENYsmIzOPnNyiKz5nXl4xIcEBgKuqOS+/uM6c9z7+iY4dE1EoJDZtP4zTKdcpZnHd4wUCezyIBOj1GowmK2P6t+fQ6YtkVbWw23UkiTmvTgFAp4CeTYJIKTKgUylpF+lX7z326hBPrw7xbNhzkrfmrKBlsyh+fHcqTaPDGPf0V7Rq2YzjJ5NxOuv+G1ReWfc+BQLBn0PCiULnhazVYy8qwFFaggQotSok7yC0sYlUnD7uFosB7FY7VqMNtV0if9UGHCYzSi89UXdMQXVqKwqng8DEGMz5RVRWVRQDmIvK0IaHYM4vxLJ+DTaDlaLjqQAUHzmFKrYtAV26/9OvQHANCMFYcF3RpXVTzq58j/TcIn7bdZrohGb07taaVlE1wYYkSQRW2ajIssy8Zds9+qeZzFYOnLxwRcEYoKTcwPjHP3WLqruPJuGsVTKrVCjo0T6OM6nZWKxX7/F0qVisViqwVX1o+/vo3WIxQEJMJI0jQ0hKy3WPHTx0mn79OqNSKXE6ZTZuOXDVa0KN26zd4YSqfOO83zwtsn9Zs5eWzaK4Y/ocDCYLz00Zyaovn77quQ+dusB9r85z9zIxmCzkFZbRIKYx3UYNQalSUZSdy/ZfV+KoZZV78NQFzqRmk/gn+2kJBAIwZ2dhLcjHq1k8UkAEpvMnQJbReGlQ6fWoGroSc4qAIBQaNY5alk2+TWPw7tqXgMJsnD6tcJotKDRqitWB+BpzAJCdTpyVlchOGXNJRU1/Y4PZ1d+4SsCwm61YSivQBvrhKMoSgrFAILiuaNk0itO/v0NqVgFf/LyR71fsYsodo2gYFQZAn17tOXoiie07j7qP+XbZdkYO6Y7ZXpOEMlrtVxSMAaw2O2Me+dgtPO87kVJHTOnbqTkpGflUGMys27iPBg1CaN2yGTk5BQzt1QaF0vXb6nDKxDVvgs0po6oqQkkrt7Bz+wFG9+/AhcwCXvv6d3wD/LhwMZvMKuvpBx57r957G9y7HX26uWydE5uEs+zTxwD44Ns/+H7lbkpKKwgMcPXW27rjCABOp4zZ6koCXGrRvWTdPkb0bsukZ2ZRUm7kgRv78dm026/4fsDV33hTcgHVDtZmu4zVYKRfz7aE6yUUkoTNKbO/vBJqdVXesesYkUo77RMb139igUBwWS5mF5KakU/7xMbcMLgTv244eNm5FZck2p0OO956jYdYDJCVV+LxTXw5oqPC3GIxQEKzaGTZJSAIwVggEFxPNI4M4divb5Kcns/RM8k0jmlIj7ZxLPv6BZ57ZwFb956kQ+tmbrEYoKDSwpmUbPe2LMvsOHz+ioJxNeMf/5QLWYUA7D+ZiuOSmLF/l0Qy80rcix4/mr3MvW/hr1tQq1XkFbhE2ZLSCvYfvDb3hi9nL+WB+yYQGRnKkWNJXLiYVWdOQWkFazftr+fo+pEBY5VwtGLLEY99SzccYOqkAYx//FNyCsuYPLwbC96897KtTqrJKypj4lOzMJld501Oy+ezdx5hxgsu8fno8fO8O/P7Oj2Vs/NL2H00iR61cqsCgeDacBrLkcuLUASGowiLwZl/AWrl8SVJQqnXo/T1Q2EsI6xZKPnJLsv4sBbRaP29Kdm6CYfJ5UrjMJooO7CP4ASXa6lKr0MfGuAWjGVZRpZlSo6fR7a7xApjsWcsWnnyhBCMr1OEYCy47ggO8EGpVFBidpDg5foILTbZCPdxVYNUGkwcO1vTdykpPY9eHeK4mO0KyLQaFR0SG2Oz2Zn32w5KK4zcProHRWUGXv3yN2RZ5pUHx6FRq9xiMYDV5lnd8fDNA2kd15CQAB+CA3zclRfXireXltIKEwDlBjNZecVEhbsqPUorjOQWlnrMP3vuIm++PZfm8U1IvZBJUlL6NV2nVdsEwiPDyMvOJ+lsKhaLtc6ck8lZ3Pr81xirArJ3v/mDGwZ1om09tt21Sc7I9wjSzqRmk1tYxqBbb0Spcv18BEdGEBUXS/qZ8+55P6/ey9qdJziy5HUiw+qvRhEIBDXYslOpWPMjFRcyKDyRBk4ZbWQUIS0aYM7OQrY7UQf4EtQyDkkhYVNqOZ1lIiEhltIzqThtdrwbR+EzdDKSuQInEjidOMpLsFlt+EXpQKEEpwNJoUDp5Y2torxuA/JaSXyNrxcATrsDRbBY/CEQCK4//H29SGjSgJVVCSy9XuexP/CSXm/Z+cVwScWCXq3E6XTy3e87yS0q46ZhXXE6ZWZ8thSL1cYL94wiNjrMLRYDNAgPxmA0UVSV6LttZHd6to+nrMJIw/BAMvNKmPfdSgDCQgIY0KM1DtmBhITd6cQJOGUZmxOsDidlFjuvfrGMlz5besXnbZkYw82ThuB0Ovl+4RqSUzPx1rviYwnwVtck6J6+ewTfLd/B8y99Qaf2CRQUlnLk2PnLnLmGjLwSbnx6FiXlrirgrxdvYfzATvTvknjF4yosdmq1O6bMbEOt0dHAW4WiaiGSWiFx4vApzpbaGd6zNYUFxXy8cDVfL1jB/l9evepiT4FA4Gr9M/mZL7iYXYiz6i9dkL83dofjsseEBfnx1dxlPPXozYQE+7NtxxGahPixs0oE0GrU3H7bKJo0bsDxE0ksXrrhqveRmpZDcWkFQVULUg4dT0YCurVp9tcfUiAQCP5mfL31tI5ryNItx+jSuRUAarWKO24YwNa9JykuqcBLLaFWSFRanSRdzCExNpKNe0+5z9G9bTNkWebnNXu5mFXI+IEd8fXWMe2TJZSWG3j89qH07dici9k1lcCXisUjerdhZJ92mC024ptEcP5irsf+4tKru/Vp1SosNs+ilofuHMXQvh3Q6PVkVlro1K0tlSYLi39Z86ff1bVSabQw5tFPyC92Od/8smYvY/q3Z+Lgzlc8LiuvxC0WA+QWl2NR1bjxtGsTT8OoMDIy8zyOW7PzBBv3nmbHdzPo0KLJ3/cgAsH/U2SbBUdxJo6iHOwndoLTDmodJHRDhYRCr0dSqV29jCUFykbx7DyVTRug46T25J3NR5YkYm66Aeup3XUs+U25ucgtmyI5rCi8/ZDtNnyiw6hIz3PlGp2yWywGUKqV2KlxxfFJvPoCHMF/BiEYC65Ldh05T0FRmXs7udjE7kNnMZSUUVxcRnFZTdIur6gMhUJB67iGSJLEO0/cSGJsJDc/96V7lfWcJVuw2OzuQObAyVROL3+Hji2acOj0Rfr0ak9IcAB7D5wkO7uA1s2ieHnqOAAahAawbcF0vl+xk33HUzidku1hf3g5urRuSqC/Nynp+ZQbTMxbtpXeHRNwOmU+/m4NFfX0irp4MZuLF12rGK9mcQ3QvU8nRk0Ygl6tRKmQMJstzP7iZ1KT64rNRrOnkFw7QDOaLGzce5ogf2961erl17dTAhEh/uQWuv4s2iU0Yv3ukzguSUg460lQlJQbOHT6ohCMBYJroGLDLzgNZZSl5lKdcbdkZ1HirECtdVW+OfKKsLZqi1ejJjyw4AjNlKW06RVKWBdXZZmiQTMUCiVOWUah98FyMQlHpeu30n7hNFLXYaht5UhqDYEx7Sg7cgCb+RS20lIAVN56Qjq1xJiZg4SMqkqE0HUbiTJQJPEFAsH1ybFz6ZRUWen9tmIbzzx+C2q1CovJTKS/3mNuaYWJGe//yKC+7YkIDaRLYiO8NCoefvN75v66FYDPF27A20tLWlWyb9eRJM6seJcBXRLZevAs3858nMRm0dgcDt7+bDFJKem88+QkwCVgb50/nW+WbePAyQucTMogr7CUH5ds5LYbB+F0OjDbXb/xdqeMzeGgwGil9GI6Nw3tSkpGHkVlBob0bkerdomoNBrKzDZKKo2sW72dpx+ZjEbj6gn34gt3s2brEZx2Gxcy8oiNDvewuXZ9o8uUFpez/k9UkgBusbgao7n2Aks763efxFuv9RCRQ721+GpVVFhcCUyN3YKk0uO4JJgtrzTx8Li+NAgLAhoT3zCEWx77kD1Hk4RgLBBcAw+98R2pmQUeY8VlhsvMduH6Bi7nyRc+BVyiR5v4aPf+iRMH0a+vqy9kkyaR5OUXs237Iff+QD8vJEnyuE55hZFHpn3BmKHdqDSaWfz7dl59eDx9OjX/q48oEAgE/xZSMvM5U+WqUJ1vK68w4u+jZ+Fb9xAT4Pr+rTBZuffzX4gI8qVLq1gqDCaevGMYQ3u25qVZv/Let6sA+PC7NTSJDOFEUiYA2w6d48Sytxg/sCPLNtZ1fIiOCGLmMzcDoNOq2fztC3y1aDOHTl/g+LkMsgtKr/oM3do0pVmjcFIy8sgvrqBpwzA0Xnpuv2FAzSSlggslRtq1S2DF8k00jAqjS9e22O12Vq/eQeXfaO1cnWOtxljLxtbhcLJ+90mUSgWDurVwVx63aBpFq7iGnKx6bx0TG6OUcMeMdruDSoOp3uvZ7A62HTwrBGOB4BpwluWBzYwz/bRLLAawmZHO78OpUCABmqAA8A5A6RfIJzuyOJ5RyictfHCWFBPWLBjvLv1Q6FzFJF7hgZhLKtwisC0vh/ISB/7xTZEUShT+ofhmJ6HLz6Vg/Yba9SgA6IK80Ab54rDYCRo8ioDuPf+5lyH4UwjBWHBd4nTC6jU7iGkSSUJCE5KSM5gzZwn3T+jDF79srDP/1w0H3Cusl64/wODurVi59ah7f0aeZ++OvKJySiqMrJ/zLHPWHqFJfBMARg7vybSXvuBEchaJY17g+7fvZ2C3lqzZcZxfVu8jNMiXtbOf4dUvl7Nyq6uaRZKkOlYpSoXE+t0nARjQtQWbvnme6MFPMnuRZ7+7K6FQKpCRCAgNwWwwYqyoK1IntIxDpZBQKly/wjqdlhsmDuGDd7+58rkliYSYBoBLOO5/z7scOeOq2p5+32hefWg8ABEh/uz64SXe+/YP5i3fztqdJ/DSaTi2dSc9xgxH5+1FxvlkMpNS61xDo1bSomndPswCgaAussW1gESh8rRFlS5JtDttTlQBIUzs2QxlaR6ybEK2uvoNy9kpWC0VgORaJej0PFh22JFb9kdprUChUhHashf+p/ZQunYRALqQQJQ6DfpgP5w2O7Iso+88BG1i13/bcwsEAsFfRaWsqaotLyykmVxCTGgwOu8gHn5yV535y7ce5tdNriTe2AEdWPLhI6zYeti9v7C00qOauKzSREZeMcs/e4Kdp9MJCw8BXLHeE/eO5eChU+w/m0G/Dnp89Ro27zvNL6v34uut47dPH+erRZv5YfEGlq/eiZdOywvP3UWDiBCsVhsLFq7m1Mkk8qsShB0SG3P693fYmlyIpaoiJUKWyTVYuO/+G91iMYCPt54B/TphdcpsP3eBd75cyotPTKZDk1AA5v+xh/LK+pNttd/d1fqUArSoajFitzsY8eCHbD90DoCpk/q77aq1KgXjW0aw8XgaH81fxe7dR+jetQ32W4czomUEvloVG/eeZvvRFKZOGe8+d2KzaHy99bS5iuuNQCBwUfY3JPr3HEvmVHKNVeml/c6jG4ahVCro2zGBgd1acP/Efvy8di+Pvf2jx7zMnEK+XPAHAPfd0Jdp947+y/cmEAgE/y70Wg0bdx3l2fvHEhLoiyzLnD5/kRF92hITGeye56vXkNg4nN+2HMFeJYz8sHIXd43r7WHLXGEwc/ZCjnvbbLGRkpHPj+88wI1WO6u2H/W4fkZuMV1ufpUPn72Fu8f1Zseh8/yyZi9qlZIFb93Hqm3H+HTh+svev7dOw97jKew9nkKz6DDOrHiXdhNfokVCgMc8dVV+0GIyMWfWdLRaNTaHE4tDJiEhhtdf//pPvzuFQnLnXK9E8xjX4j9Zlrnx6Vn8se0oAJOGduHHd6cCNWL5h9+t4fOFG9hzLJl3Zn7HnbeN5v/YO8vAOKr1Dz8zs76bbFybpGlTd6XupVBqSHF3dylc5PLn4s7F3aUU90KFQt3dmyZp3LO+O/L/MOmmWweKXeb5QkbOmTNTMjlzfu/7e81mE+9N/476+qYDXcIQiw0MDhNNU0EOgyLHBBbv6TSoKTJyeRFyeRGD1TDu5HgiNTXNxyCyfR32vDxEpwt8XmzJboK1jdG+Ig31kDcJERWTZELMbIuwfT18/z0CApglNFXD7LRjiXcgiCJx/YbiGnPqH/48DA4fQzA2+EsiSQLBYJhHH38rZv9Dr32Dy27Fu0fNTofNQkRREQQVRVF5/5tF3Hv1SXRum8WqTXqmrdViol1uBuu26RFs8U47X/64ijiXnaT0lomhw2GjU8d8qqr1eiJTrnmSdx64lJsefR+A4opazr/jFRa/eyeXP/IhXQf0wmox8/XX8/jqix+j/Sh7TKRmL97Aj8s2HnLRbh8EkXFnnoTNnYCqKCybOZvSLdujh9u3TkeIxGYN20wicXbzfkXsPVE1jUAoQgIwf9XWqFgM8Mx7P3DHJZNZu20XyW4XORlJFJXVIDfX+/MHw/grqvjyxTeQTKaY2sV7cvFJI2ibk/bL7tnA4B+Ko/8YfPM+I7lTNtWri5ADYeJapWCJtxBpzpxDEHC0zgdgQr98PlppQwmuQfH5UMMREJqwiiKSy02wvBwlGEZQVARJBFHC1qYrJqcLwRVHYMVswhsXo0VC2JLdzZM9DU2w6rVLmkUJIfIL31sGBgYGfzB7zrmevO54OrVurrceDjJxaFfe+rolu9ZqMREKt8xbvvpxFbsq6+jSNpvKWn1hymSS6N0pj6XrCrnxrNGM7NuBjjnJfLtgLUnpLfMaQRDISnJyynGDAKjzh6isaeDSe16PLqidcuMzbP/mEapqG/luwTq83gC33vEs+a2zqKlpoKa2IeZeVmws4rsF6yA59jqSIKCKIhFFxdwskEcUFZMkElEVcvNzWJe8iSrFxA+FzX0mtAhAWakJ2KzmfbISDzZX3BN/SLcOW7OlJCoWA7w4Yy6P3HAqm3ZWEOe0kZ+dyoyPf2D+fH0xdcGiNSxYtAYAp92CLxDGYbdSXddIapIbgB3FFUwY3oNeHY0axgYGh8O0CyZwwZ2v/OZ+mvbI3lq4aC09e3RAFEXC4Qh3nnM0L153AiaTxNPv/kC342+LCaQBaJ2dws7mGp2gB9cYGBgY/JUJhiMM7NWBlCIVxhkAAQAASURBVETdSl8QBE6eMIQxZ/6baecdS352SvTc6gZPVCwG+GnFFjbvLKdLQTYbd5RF2w/u1Y65SzdxwoShDOrbicxc3cZ61aad+x2D1x/ikrtfIznBxTn/epFws7X01OufpnzOU9Q0eHjnq4X7bevbwyVwW0kV7329kOLyGqobvJwzdQwpSfGomsb6HWWs2lxM325tsVr173qzJCKrCnl5WWSkJlBxgGzmBJeDVplJ0ezfKIc3ZSTcPM8uKq+NisUA079bwmM3n06cy4kgQEKcA58/FHVCXL5qC8tXPXrI/scO6Mzwvh0PbzAGBv9wRFcywS2r8G3fQf2WcmrWlSJZJXLG9SOxjf7NrAQC0UTg7mkWStdXQAIooQgRj49QgwfJZsWR1xrBaifYOA9hD2eBuG59sLj0NUW5dAuhHato2rYZe1oiwRpdWHZ17IikhlHDYSwpKVgSE/7wZ2HwyzAEY4O/JAdbNNotFlvMJq4+cyxHDe5DnWpClmVef+1Tli5dx/89/ykzHruKs259gTVbSshMcfPQ9Scz7YkPWbOlhCZfgGsffAeAa686jaP66b75qqqyq7SSTt3aM2h4fwL+IKt2xNYUqahp0CeK/XvgcOi18iZOGsnK5RspK6va75g3FVYQ77LvIxqLgoB6gMW6rIJ8bO4E/TxJomP/PjGCcXl1I9989gOiIJDXLo/O2Ul0SXUitE4k9e4LuOLfrxwwAvDsiYMpq6rnpxVbSEmIre+X5HYy8oL7WbR6O5Ik8sKd55G01zm7OZBYbDZJnDtl2H6PGRgY7Iut6wCUDfOwJMjYkuKjQR/+qnpAQFMUJJsF0dySXZbUKp/g1g2Ie1iFhiorUEorCdfoVqqizYazbT6CKIEcQRAEvN++RaRQr8UkmEQQRWiODhTElkw9ADQFTVVpmDcTubaKuL6DseW1/X0fhoGBgcEvoGu7VtGfk+IdMcc0VV/oM5skLjxhOCaTxH/f/R6z2URCYjz1dY1Me3w6b9x3MWff9iJL1+0gye3i1gsnEPD5mDikua6SKpOVl4U3EtM90h7ZzYIgsKO0JmbuVVHTSGllHTMXrovuC4XCbNq884D3M3/lFpKyPHTqrL9rw4pKRNXwev2oqh2XRUIUBfqlWshwiNQGVV6eu5mauiZMokCyw4IkgJCRFJ1nNvkChGWZ7LRESqvqAbBZTERkld0rgBaziYvPHk/bvEwWLNvIh5/PA2DiiJ7IssIH3y4mLzMZSRKj9fgSXHYmX/MksxZtQBAEHr7hFJLinXs8H4njTxxD69bZbNq0gy8/n4s/EOLiac9wzkmjiURkXp3+A+89eMkBn4eBgUEsZ04YxOX3vLFP/cqDcdLYfsz4fukBjy9ctIa6ukZyczPYuLGQJ248hdYjenHZPW/wysc/7rdNYrwzRjD2+nW3nDc//5mNheVMHN6TQT3bHfYYDQwMDH5v8rNSYspsAPia311Trv0vz/3rLHIzkwmEZIb06sDcpZtjzr3uwXd596HLCATDzFu2mTinjYtPGsGEsQPo0bszAFV+mffmrKa0quGgY/lq7sqoWAx60E1VXRPvf7v4sO9n7rJNZKUmsKWokrOvfYQ+3QooLa9l0/YSNA36PH7jPm2Ki8sPKBYDhGWZiuoGctKTYpwaD7RuuSfD+3Yk0e3kg28X0751RkygpsNmYVdDEMWrz82z4m0kup0H626/XH7amF/cxsDgn4pojyOwfiWB6iZ2zdsa3b/jo5/pdPM5WBLcqLKA6Gn5Xc/q2h2tZBmhBo+eiSwr1CxfS9a4ZASbA8kk4MxKRglGkGwWLBmZCIJA05wvaJz1KQgCltQkPaPYpX+bi7ltcQgteohi1stGRQrXotSVY8psiynLWGf8K2EIxgZ/SVIT4/bJAtlNq7wspp4xEYfTTri2lgbMiCJYLGbOPmcSS5euo6KmEYvZxPINOwlHZLaVVDH1hmfwBUL79PfSK5/g8wVISU7gx59WUN/k56rLzkCSdGvYJKtEpzZZ0SjCC04YznGXP87Nd14W04/VZjng/Qzo3ha7xcSepirxCfEcf+p4XPFxrF62lp9nL4ptpMbWBZbDsauUHl8Qjy/Iyy/NAGDxx/dHLSFGDexGv25tWbx6W0ybcYO7Ubirije/mM+bX+g2jRkpbu68dDLPfTCbBo+fwtIaCps//hVF5dYnppOeHI8ggCSK5GUls72kJUMlLys5WucPoFu7Vjx7+zkxdbEMDAwOTKS2isCWtUTqvNRtLUdTVJI6ZGCyWxAEAbPT1nKyyQwICIlZjG6TSW3lIrS6lkAVNSITrmuxr1eDQTybtyBoGt6t23CPPSEqFgNosopgkVCsTgJZnUmUQqhNNWiKgmAyIdqdVDz3H5pWrwKgfvbX5N3+CNbMFoHGwMDA4M/EabeSkuiipt7LUx/+xHM3nYQkiWwtqear+RsAvd7Z94vWsa24itS0JK6+/hwSEuKpqqpl5dyFOO1Wlq7bgdcfwusPcdpNz/LUTSfHXMdtlagKygQjCpIo4I8oeEKQ49bf0Y0eP3c/8xH9uuazdF0hoLutjL/sUQ4zkReAQT0KuPXJ6cQlJGC3WwlEFOw2C2eM60uHVm5qAzIpThNZTn2emmqXGJjt5PnicsRwCJNLr7+XlhjHkIHdmbdgdfS+dvPA5cdx5YkDCUQUbnxpNm989CMXnnksJ00YCkCvbgV0zs/go6/m88XcVdEyL4nxTu6+/AQ+nLuKVm1bU11dx+wFejaxpmk8+Po3TH/hX4yZMIrV67bh8Qdo103PAilol0tqvIPX3v6anbuquPuJ9yjITePNey9kcK/2v+Sf3MDgH0tpVT0/LFxH5ABBu3uS7HbR5Atw1RljeeDak6m+uIkf9xI/9mTzliI2b9Fdp0698RnuuerEA4rFoijQPjc9xqUqzmGn/2n/jjp8Pfn2TH587Vb6dW3zS27RwMDA4HfDbDZRX+/hjY/mcPqkodQ2eLnz8fcRRYHC0hqOufxxAPIykykur92nfVl1PfFOG0vW7sDjD+LxBzn7Xy9y8dkT6LHHeW1bZx1yLJ/MXsHI/p2Ys2QjAKcfN5Azpj0fDco7HIb16ci2okq2FFVS3+Dlh59WAUTdw958+2uuvuJkzGYzZRW1LFmxkW++/umgffqD4WjW7+HSt3MeGui1hafeCejz839ffjzPvPcDVXVNJCfFo5hagt/LmoIsWbsDURAQBIHW2SlsL2lZ12iXl87Wosrodqv0RJ7+19mMH7rnkzYwMDgQWiiAWlOMGgriK6uPOSYHZbSaKixxVkIZebr+4PdgbteLIYMmUb2kA4G3/tvSV0RGEyRQVSwZmYQryhEtZsT4RJSEVILV5TTO+hRN02jaWUNoVRGS1Yy5Yw7zPRZOOGM84dJ1mOpLURxuwq268+ETT3N8kq49RNYvwD7mTExZBX/oMzI4MIZgbPCXxGSSeOGu87jk7tcIRxQ9am94T8669QVOPnMSyam6zV58nHOfdoIgkJYUT2VtY0zE3v7EYtAjCl969dPo9thR/aJiMYBXVnnhznOZt3wzA3sUkBDv5L6XvuCLz+Zw4tSjAVi9ahM7C0v37hqAy04ZxYAeBRw3vCevftIyOZs09VhaF7QGYPT4EewqLmfntpaP7pItO0jJ2Uhu5w4EvT5WzZl30GcWCoUhriWzJriXwAzw3fy1++yrqGmkpsFLdf2+NZIBqus90WOyomI2xb42OrfNjhGMrz5jLEd1NyKDDAwOh3DFLkqfvAs14KdmQwVKSA8UaSyspP3UwVjiHISbLaktKSlYug2PqT2SMOYUGt5+CC3YfE6bTkTCG1E9eniKqqpE6rygaogmE76F32He+y+/AMqgE3Gm5WIqWo5atg1NkUEQURuqCBS2BJ5okTCBrRsMwdjAwOAvxYt3nc/Zt73Au9+toHNBLjeeM44z7n6Kek9LJPO2Yn0R6uhjhpCQEA9AWloyJ590NA0ef4ygGgzLzFy0kdPG9Y3uqw6o2M0SAbllIa/OG+Sl1z8nNTGOL2YvZ0dJFT+/8S/mLttEr055dGmbzTPvzzrs+zj56P4cM6Q7i9Zs576Xvojuf/S2sxnStxMAqQnQ6PXFtGvfthX33nMFXq+P1KT46H77foIZe3fI5soTB+rHzRL3XzCKZZtK6dUtdu5W6wuzblspkyYOp3+/rsjBAPPmLiWgqEw563ik5vlganoKX32s19s7afJIvBEVk0miT88OSKJAcWPLv8GQo7rw2ttfR7cvPHEEI/p1OuznY2DwT6a4vJaBZ/zfAb/Z9sTlsFI+9ylUVUVsdo/59Ilr6DT5VipqGqPn7Pne2xNZUbn1iQ8P2P9Tt56Jqmp88F2L5f/arSVsaA6wBr3m+ezFGw3B2MDA4C/Fs7efw9QbnuahFz9lyqg+3HP5FG7/70es2VISPadoP2IxQGpiPMFQJOY9LMsqS1ZsYvIxg6Lv26Ur9w3OSU5wUtvQMn9r8Pi5/ZLJjBnQhY75mYwd2IX4AZce9n2MHdCFM44biNcX4KcVW2KO7S45smT5Bi68/D7sdttBawL/VpZtKNpnny8QYu2WXVTVewhHFMJhOeZvUjgiM3vxBj1zWdNw2q0x7VulJ8UIxqcfN8gQiw0MDhMtFCA0fwYEvYTqGjHZJARJQFP0d4M1wY49IxUAi+zHOvV6QEMQ9N/PlL6D8M//HnnHJgDUVm3AbEFtqsOekoCIStPWQpTqBkIP3UBc60wAQo1+Qo362qQSilC0sYamCRfginfhqU8hXFoEapCvf1yJta4Yklo0DLlsuyEY/4UwBGODvyynjx/I1LH9UFQNW3PdjXOnDMHhtEfPkVWNdeu20bVrAaqq8vFHP6BpGq2zUymvaaBz2yw2bNc/XFulJ7KrsiWqplVGErsq6tibK08Yyk7RRGNQF5t9NbUMu+YFAE455iievu0skhNcfD9zAatXbcJms1JSUhFTB84kiciKynHDevLwDXoh96vPODpGMHYnxrMn7oTYbYCVs35k5az9R3bvze2Pvc/j/zoXl9PGGx/PZfXGfSdtB+LZX7CYabe2LD5aLSbuunQKxw7pzoJV2xjWpz3nTB562H0ZGPzT8a5ahBYMIAcjUbEYIOINEglEMNmtSM0L/taOPQGiYjGA5Igj8exbCW9bAxYrkkXAmpiEZ+1qtEiEYFU1NNujqrJMxOPFkp6I1hxQIkgiaBq2ZZ9hinMTQUANBaP9q/WVWBLcRJqa69YJAtac/N/zkRgYGBj8YiYM70n1vGcIR+SoSHr6cYO4/akZ+5y7d7mO/OwUstxmbjtrJA+9+yOyotIqPYkZs1biD4Y5qmtrBg7rR61iIt5igj2c+3tlJ3DX+kI2bNeDBju1yWLIOfcCcMzgbkx/9ApyMpIo2c98cze7LZ5H9OvI83edC+iZyQ++8mW0PnOPrrEfz2U+lVyXgssiIasa25tk4lwOSpoCyM21jXfsLGPewjUx7ZwOGy/fe3HMPodZYu4L16FqGuWeMA0hBU3TGDKoJ1mZKeQW5JHutJDjtnHqyB5sKapkjUfb/aeFdh1bxCDXHnP0vZ+1AIzuns/Ld1/ArMXr6dO5NVedPvaAz8XAwCCWL+auPCyxGGBkf90aVdyj1IjTYWP9p/fx0ffLECWRq+9761eP5cp73yLOaYspr7SzrGaf83p1MmqTGxgY/LUY1rcD5XOeJBCKREXKippGLr77tUO2LchNY/XmEob16cC85boonJ2WwLJVW7j1P6/Qs2tbQoEg381Ztk/baRdMYMbMZSxeq5eZa5eXztiLHkRVNQb1LGDswK4xzob7QxIFFFWjX9d83rxfL+dxxoRB3PjI+wcsUxAMhgn+wozhI8W7X7fUYq6saeCZ17/ksrOPQ1YUHnzmQyJ71Ij2B8OIooCq6sHxl548iotPGsnnc1fQuU02N5xzzJ9xCwYGf0vUmhII6mt44UYfclgmrWcWjYV1KGEVe1Z6VDwW45Kb1xhb1hlFSSL3qtvxrliorwGqdai15YC+Hhlu9KA0J+UpXh+hyhpEiwltr+/stPpanI/exYJn7id3WDsS2yQDkFgjsrAqzPiCFsFYSsr83Z6HwS9H0LRfYpJmYPDnsmZLCbe89j2jjtHr4xbvLOWVp9+mID8LNNi0rYSjurUlOz2Rj3/QJ2n9uuRzywUT6N8tn6vvf4fC0mpOHz+AK04bw9otJVTVNnHNg+9QXtPApVNH8fCNp+ILy2yo9GBCY+CUm2IWvFbNuIewrHDFf96IWg7uxm6z0KldLlU1Dbxw57mM6t8JSWx56T71zkzuf/lLbBYTeZ3bM3bCKACaGpp48ck38HliM0b2R0aym8q6RjQN0jNTMZlNlBbrL25RFDCbTIT2k128J4PGDqVNxwLqqmuZ/dlMgoEg7kQ3rQvyqKmsobT4wJNUAT0jpHV2CmMGdjlovWkDA4OD07RoDjUfvEQkEKJuS0100iZIAtkDC3CkJWDJyMKc1xlb39EIpgNb32vhIGr5ZrSmWpD1j8LKmd8RLCuPnuNqk4srOxXZ60WT5aj4LDkciCYTGgJqoOU9JDjiER1OGtZtQQ6GSDj6RFztCtA0FTEuFcEaWy/UwMDA4K9CYWk13U/41z7lTVplp3HHnZcS1gSS7GYmZWtIgQYAqn0KC4rDjOjXgeseeo8N20uZOKIXd146mYZgBEXVKKz1E4gopMdZaZ/qosHj592vdFvrax98J8bGb86r00hNiufye96ILizujw8fuphJo/vp9eabeeOzn7jtyRmkpibyf3deQtd0F6DXNJ67vZZj2yfjNItENFhb6achpLCl0oMnKGMWNV5+/DVENUJ9kz9qb3j/redw4fh+WGQfkhpBAyImB4qkL5jKqsa8ogbcNjNS89+HiKKSm2DDtMd8dva2GmoC+nNdt2oj09/8FIAO7XK5/65LMJskIorKpmoviWEvfbvmkxlnI80Vmz1iYGBw+Hw2ZwVTr3/6oOekJ8dz4ph+3H3F8bjjDjxHq6hpJHfsdUd0fG6XnUav7ihgNkncdvFEikprqG30ccWpoxl1VOcjej0DAwODI0VlbSOdJ03Ds5frgtkskZWaQFFZLQU5aRwztDtPv/sDAG1z0vjXxZM4bmgPpj0xneUbdjKqfyfuu2Yq67aX0tjk48ZHP2DD9lImjezFm/deTFhWePuLBYiiwH0vfUFpVUtCy4zHrqJnx1yuvPdNvt2PM+Bunr79HM6bMhSz1BIQ9Mms5Vz34DvIikpV3a/LJE6Md+APhA8oPB8pJElE07R9AjgBThjTl96d8jiqe1uG9+34u47DwOB/GbWujPCiz4h4A6x55jMiPv37VNvD8j6xRwe6TLsMU5ueCBb7gbpCUxUiiz9Fqa+Ols6sW7sJ784yBEFAtJgIe4LIwQiS3YLsiyD7Q6iySsPOhmg/giTS46JhiJJIABPtXq3kuv7x9Mm00X/USDIS7WhBL1JOJ6R0I0nlz8YQjA3+dixZu53PFmwkKSGOnTuKCYUiXH/OsRTkpFHX5ENRVPKOvj6mzbavHyY3M/kXX0uWFZKHXkGgefFPEAS2fvUQuZnJvPHZz1z071ej58a57Dz7wFXktUpD1TRUFURBINMhkp3kwrKHD2xhaTWdJk0jt00u7oR4tm3ecVhisdVsYt2n9/HprOV8t7mCYaMHAVBRUcPLT75BOHToyMEO3Tsx9oRjo9sbV61n5c9LOeeKM7HZbWiqxlczvmbtivUx7ZKSEwj4gwQCevbhSWP78e5DsXWcDQwMfhmaqlL4wev453xHpLaBiC8CGtiSHSTk6RYx8d074T7hykOKs5qmoVbtQPM3gr+Jmpp67BWF1C5ZjiYrSDYriV0LkCxmBFFECQRAVRHNZkSLLkRrioIabvlQNncZjCk1GyIhpKx2qI1lEGk+LoiImR0QJMOsxMDA4K/Jmi0lPPnOTATAZjERDMtcceoYenTMJSir2CRQyzbFtJHS2hz0o/lg5Iy5lsraloW6ZR/cTff2OcxatJ5jL3t0n/NFUeD9m45l4lFtQBBosmdgT0iJOusABGWFN5aXEG814TBL1PhCtHaKdGnVMq/1hWQ+21CFKIo4zBJV3hCvPf8eH993Puu2lXLe7S+R1zqbh+84n5EdMkDTEDSVoKxgtbQEIkUUlUW7PKQ6LYQVNZpFnOo0YzO1LExe9/D7JGRn0djQxKyvf9TLojRzy91Xk5oUT1hRcVlNKJEI1nCAC0d3/1XP1MDAoIWjTrublZsO7CKVnOBi8bt3HdZ372k3P8tH3++bBfdrueCEYfTr0oay6gZOOeYoLrvn9WigjM1qZvVH/yE/O/WIXc/AwMDgSLK1qJJH3/iGUDhCnMuG1xfi/OOHMahnATUNXpLdLtKGX4nH1+LG9e3zN/7qYJgeJ94ek00888WbGNGvE5t2lNH9xNv32+bay6YyengfBKB9qotsty1GOI5EZNKGX3XAcnwHQmi+vi8YZsrVTx7y/JyMJEYP6MLO0hrmLt34i661PxIS4rjq8lPIyk5D8/s4f3R3xD1c1QwMDH45kbVzKJn+KcXf6OVDNFW3f9+NJTmBQTO/jglYPhDyjhUouzajehuI+IPs+uYniOiJaqqqoYRb3AJsKXFYXA5qN+2ifmts7eQeFw1DspiwtO3GZ0oBhaXVTB7Zm46e9aiVzQl5goBl8EmI8Sm/9REY/AaMVV6Dvx39u7Wlf7f918hNS4rH6w9it1miIq/Nasbt+nULfyaTxGv3XMgld79GKCJz39UnRT/AO+bH2iWMHtKTvFZpgC4UC6KGrGp8v7KQO+57hW+ev5FGr58L7nyFqjoPkiiyq7CEjKH9GXLMCIq3FbFx5bqDjicUkdlZVsOJ447Cn11FvM2E3SyRaM9kyhmTmf7qvrWmrDYroyYdTXJ6CoWbtxNsFnwFQa9dl56RQoeu7bDZbfp+UaBbn25RwVgUBc6+6GQ6dikgHI7w3uufsHHdVmZ8v5QrVo5mcK/2v+rZGhgYgCCKZE89hy31fsS5X2GN17OvLC5b9JxIVRXhRZ9i6TcBwbGvdX20L0FATGsDgSYQRJKldQSrCjG7HGiKAoKAp7AEURCxZ2dgTU4ESYKAv6UPyYS1x0DUgAcxPgVzx6MQmu0MNU2Dmj0+PjVVz2Q2BGMDA4O/KN3b5/DK3Rfs95jDLOnvNVGKRksD+vav5NV7LuSc216kyRdk2gUT6N4+B4CcA4g343rl6WIxgKYhVxcz/rY3uOuyKaQlJ/DiN8vIbZtLQkIc/rBMea2Hd9/6nOtPGxkjGPt9AQJNHjq30eemKS4LbruFHbuqOW5YD+LdLq645iw8mClrCpEVb0XWRP713xl0zs/g/BOGE47ILNtWQavM5npWkoAnrLBleykfrN3KuRMHYbWYeOG97/lp4RqOOzGDVrlZdO7RkZVLWqyvlyxcybAxg0lzWZAkEUxWsFspqveTl2i4UhgY/BY+fvJq+p/67wNaU9c2eOk19Q5mvzKNHh1yD9rXOw9cyjmT1qFp8M3Pa3h++uxfPJ7zpgzFbJLIzUzm2rPGxQRIr9pcHP05GIqwubDcEIwNDAz+srTLS+f5O8/d77G0pPjof/cUjFOTDvxtfiheuPNcTr3pWarrPVx2yihG9Ot00D47tMtl9PA+AGjAhkoP326p5JgO6YSbmjjh2qcoKqthQO+O5OdmsHjlZjZuLdlvX3ujAdtKqjh9/MBoqZQDkZuZzLcv3kyS2wnAXU9/zAu/4u/Hnpxx2rF06NBa33A5KKoPkJ9kzBkNDH4Lps5DsLRaA+iCcdRxulkztjk0gvW1WN1JiKaDr+mZ2vRGTMoGVSGweQtEWn7n1b3eF4o/hDkjEbPNjDXBSqhBX0PMPn48jt69EB0u7L1GcKa5JWg5NGePUpyahuapA0Mw/lMxVnkN/udwOWy888ClXPfgO6iaxiM3nnZQS65DccKYvpwwpi+apsXUDu3bJZ9xg7ry3QJd5B07oEtMu91xO5qmUe/xc8ylj9Dg8cec02dof/qO0LOE23XpQCQcZtv6LQccS2K8k85tsnjsze/I6N2LJIf+grWbJXp0ymc6MHZgF1IS43jv60UADBo7jLad2wHQa1BfFnw/j3AwRLvsRGxmiVaJbYk0NcZcp7GhZbtjl3Z07KLXzrNYzIyfMpqN67YCUFV3eHW0DAwMDozVJNHxzLPYWV6If8smzHF2bAn6B5hoMSNaTBAJoVTswNSm50H7EgQB1RbHghWbOMrsIVzfgAAIkkTEFyBcrwfSBGoaSB85FJPdCTYXan0ViBKWnqMwte11wL6xuiDUXM9YMoPZsBc1MDD4+yIIAmJSDmp9GWgqojvtoNb/h2LswK6UzXkKVVVjaoe2z8vg5HH9mf6d/sE+eWRvPpuzAo1Yoyd3nIO3H76CxRuKCXgjnHTsAGwmiRp/mCpfBDEc5JbrzkBCt482Ndd6e+SVL+l2VM+Y++pQ0Iq+XfJ58cM5ZGSkYLdb8UcUFpU2YSnVuP3OZ8hLS0BUNbpMnEZiWhLP33d5TB+Llqzn4edmcMeNZ9OEGcLQFFY54bQJFDTXLs7KySTs8dApM56y6ka2rt7ITaePJi3ZjTcss7XWh6JBUD7w4qOBgcHhkZ2WyJavHuL4a55k3vLNiKKAvNfvlscX5O0vFhxSMBZFkWOGdOfHpRt58cNfttgviQJ3XjaFWy+ceMBzxg3qxocz9XdeamIcvTu3/kXXMDAwMPir8db9l3D+HS9T3+Tj5vOPo1u7Vr+6rwE9Ctg587F95ozJCS4umTqSFz6cA8CxQ7vzzU9rYjIDd6MhMGNZIXfd9jgRWWXKMQO56bKTADj7pDFccst/2VpYesixmE0SQ3q1460v5h9QLO7WPochPQsIK2pULAY48eh+v1kwjo93xWwH96htbGBg8OsQJDNZ519Ow9Yyaub9jDXOjjvbSdgbQrKacKbFgaaiREKHFIwBxIR0VDmCVP0liCKo+rvCZDMT8Uf0d5QAZqeVcIOXtYk5dNTAniKTPulEci+69MB9p+aiFDe7nJrMCIkZR+QZGPx6DMHY4H+SCcN7MmF4zyPa555i8abCcr6Yu5KzJw3hlgsm4PEH+fbnNcSlJJOTlYKmaWgI+AMhXnjzS4B9xGKA9OyMfbYPJBhLkshjN5/GUaffza7Keq5JTCG9Z0t2ryaHSXa7mPHYVdhtFjbtKGPlpmLi3HGx/ZhMrP15Id3OnBi9r86d2jBn9kI6dG1PTVUNs76cgygIqJrG3q71u4vYd+2QS1JKEt8vWs/QXu1j7BMNDAx+GeZ4N+3ueRRNVdHQqH/3CeTyIiSbBWu6/p44nHrBatDH5+9/SFVNPQMn9MGclEKgVK9hrO5Rx1NTVEL1jWjuRJY0WBk2ciympMxoNvGBEFPy0Ly1oKkIzqTDsq8xMDAw+Csj2pyIme2ObJ97vEsLS6v56PtlHDOkO5efOhqPL8jMBWtpnZXCdyuK+GThNo4fWKDPG53pmE0SPTrkElE1pOa6wW6biYjixdEqHdCDEn/aWY/NLPHgw2+wYs1WcLooyM8myW5CVVUunDCAcRc/xLaSKpxOO54mH3HxTsKKxsp1W2ls9PD59LuJd9l56v3ZjBneB5MoEFE1IqqGrCi89v5MWudm0Llj6+j9TJ08ghUldYgCqBo4zCKf3ncWmYn6Yt9PG8tJTXYD4LKYSHNaaQpFKC8qZesGPyP7dcLpaHHRMDAw+GU47VZmvnhzVGQYf9mj/LAotpRQeor7kP3U1HsYd8kjrD3MDLTd177vmqlceMIwzOaDLyW9es8F9O/WhtpGL2dPHBzN0DMwMDD4u9K3Sz5rPr73iPa555yxvLqB975ZRJ/OrZn3+m00+YLMWryeHSVVbN5WwszZSzl6VD80TaPGH0ZAt6GONAcOjRzUI9qX1WpmcL9OhyUY33f1iZx2y/Os27prv8ctZhPfPX8jKYlxvPbJvJhjxWU1v+h+TZKIvJcoPfP7hXRon4fJJGGVBGrKKvl07WZG9u+EO855gJ4MDAwOhWg20/WRB9FUFUEUqX7/eZoWzgUgfswkRKvtkGuAAGooQNNPX6P6vVjVIOnD+tK4dhOCJGKOsyP7goQ9AUSzhCiJyMEwI0aPYJYwlTMnD0eyHDwg29RlCEJckl7DOKsd4kGcFQ3+GIwaxgb/GDRNQ1U13R7vN7C1qJIBZ9wdtaL518WTeOfLBewsq2HSyePp3rcboFv5LVu0hs8//PqAfXXr35Ph40dFtz9/+2OKt+2kVXoip40fiM8f5JNZyymv0TN+45y26HU7dmzNLTedF72fl1/9lAuO6cPmwnKWb9jJ9wvWoWoa7bp2YOwJxyKKIqFgiBkvv0dqspurrjs7et2inaU88sDL0W1JFFGao4UEAU479wS69+pEMBji7Vc+oqbewykXnkZWshNNg5lfzua5qybRqU3Wb3q2BgYGOpqmodSWIW9fjhDyISRlIXUchGQ6cGCGpioEln6FSdbfEbIgYU1Ox7NmJaGyXQQrq4k0eaPnp40ahr1dF8T4JJpwkJh3ZAUTAwMDg78zezvL/BrKqxvoe8pdUfvYq04fw+wlG1m/LXbx7qlpp3HiMQNB0Od09QEFBC2mftuOWh+eSMsCW1BWaAopvPniB4zpVUAgFOLqc47DZdP/TtQ3etmwfRczZi7jva8XkZqWxOChfQj4g8yZtYhHrj+FAUP7UO0Nkee2Re9V0zRKmoK8Pv0HPpjxA21aZ/H0Q9dErxsIR9jREMQkCiiKysSCBLLtLZ+TTf4wZVrL4t5ns5bxzGufU9f8DARg7uu3MrCH8TfHwOBIsXpzMdOe+JCl67bTKj2Jp287myG9D1w2SNM0ep985z7vosPh6MFd+fLp63/LcA0MDAz+p5BlBZPptwVSN3j89D35LooragE447iBFJXV8vPK2ISSxAQXU087jkH9uxBvNSPLCk8+N535C9dwwyUncML4wdFzb3/wDeYsaCkb4rRbueqMsXi8AX5YtJ7NOysAiHfZafIGDji2Oy6ZREK8k7lLNzF78QbOnjyEE8b0paishlse/YDaRu8B2+6J2OyMsz+yMlPJyEimsrya0uZnAPDpk9cwfliP/bYxMDD45YRrq1AiYSSzgKhEEF1JhxRoa956jHCR7jQqWCy4O3dAU2SUuhqCtU2EGjzIoTCarBCs9xH26GuScT160eb2+w5LlDb4a2FkGBv8I/jmpzWc868X8QZC3HrhBO64ZPKv7mvW4vUxdUtmzFzCzuaoul1FpVHBOKxoFBXqEdtpmalMnnosdoeNn+csYsVifdK2dskqwqEQaVkZlGzfSfG2ncQ7bYwb1A1FVWmTkxYVi4GY627atJPSDZvo0b09mzbv5JHLJvLhzCU8/NrXSJJEu+56DZRt6zYz45X3SUpNonTnLjwNTdTX1DHz258ZMqwvjY16PbzdCBAVi0F3lXj3tY/57EMHoWAIWVYYceIEspKdCIKAIMDRE0Yx/Lz7+deFE7jk5FFGtrGBwW9EEARMKdngTEAN6x9viq8R0ZWIIO3/Y1QLeKNiMYBJU/hw/nZOGjMch9mJ5m+iYc5MIp4mHB06Yc/LQbDrDgTx+KNRhwYGBgb/ZAIRmaqmIIqmEW8zk+L69dmwP63YElNr9OMfllFa1bDPeTvqgtQGFKwmDUXViKggCS3llENhmUeefp+TTzmWxIQ4VE3DH1Ep3lFCl5wUIrLChOG9omKxJEBaUhxpSZ0Y0a8TRWU1ZKUlkizJ1KshfnjpJhypqSwpaUAQID/BhtsmIgkCQVnjpzWFfPTZXH1sO8t47Z1vOGmyXufYJ5gYlJNAgs2MJGjEWwDC0XvZWVaL166SlBDHzpJKnnn1c+oaPGRlp9GlSwFlZVWMvuBB7rxsClecOpo4p/1XP18DAwOdHh1yGdG3I7MWrWeDt4xjLn2Eea/fdkAb6NLKuv2Kxa3SE9lVWX/Qa82cv46yqnqy0hKPxNANDAwM/ras3FjEidc9RVl1A2ccN4iX/n1eTMbwL2HZ+sKoWAz6nDEUkfc5r77By7dfzuWYoT0BMJkkLr/wBOYvXMMzr3+JKIrk52bw85J1MWKxzWrmuOE9CIdlenXK5Zn3Z0WP7S0WHzukGwU56ZRVN3DJySPYWVrLxXe/Fj3+3PuzeG6P9nszYHAvJh0/Bjki8/47X7KhuaTdgcRigLLyasrKq/fZf8K1TzHtwolcdfoYkhNc+2lpYGDwS7Akp6E21aDVFgOg+erQMtpF1wb3RpVlwkXbottaOIzqzkIUFYTGOqxJejtTOILojKOpeGX0XM/qlQRLirDn5f+Od2Twe2AIxgb/CM6746WoJfQ9z3/G8aP70LXg19Ub6dA6M2a7a0ErgqEIReW1rFi8GoBWrVtRXFjC6mVrATj5rCmkZegF2ydPHU/JzlKqK/XJ4ObVG9m8eiOJ8Xo2RpMvyCvNNi8HymwxmU1071bAyUf3o3VaAuO65wFw25MfAnDcGceT3TpHH2/3Tnz+1kdUlerRg21z0midlULltkJu+XTfSd7eU7j87FTef/hyhp93H3JzLZHObbNixiaKAuPOOJH3Vmxj1pJn+Py/1x7iKRoYGBwOqhyO3VYi4GtCMFsQ7S0ZXFo4iNJYqdcVViIA7KwN0LEgDy0SAcWDWQuR2KkNSm05yHXIhQ0IZhuKOY5wTRXmylqc/UYgCIZobGBg8M+lxqOLxQBNwQhOqwn7IaxXD0S7vPSYbIpObbJwxznZsL0Ui1midUYSu6ob6NIxn2q/vigoCQLr1m/jx0VrUcJhpg5tz86SSlav3sLSlVto1Sodd5yDmkYfhdtLoqVD3vz8Z5Z9eA82q5mY6aOmcdrRvZk4qi9Z6SnR3bO36YtyXVKdJNlNUftrp0Vg3fwlyBGZVumJdMzPonJXGaecfzd5+a148t7LSWgWpi2SiIJAABMWFL12cvt8Op9wBzablbKKWroWZOOIc3LzLRdgaQ4ofPftL7nz6Y/5Ys5Kfn7r9t+cyW1gYADf/Lw6+nM4IjNr8Qay0xORRJGUxJZFwC1FFYy98MGYtqIgcMaEQRSV1RxSMJZEgVc+nsetF074zRl1BgYGBn9nrr7/7eg7860v5jNxRE+mjOrzq/rKz07FYjYRbhaJO7XJwm6zMH/l1n3ONe0VQC5JIoIgEAyFefi5GTHHnHYrvkCIYCjC9G+XHHIcDpuFy04dzTGDu0f3Xf3DW4dsl5zgolfHPBIT4xl43OioE+I5F5zAtOsf2qfUXZLbyRdPX8eUq5+MBlf27dKaZet3xpynahr3vfQ5H/+wlKXv/xurxUhOMTD4rWiBxr22m5DDKqgK5sSklv1yGK18C6bkFORa/dtRsNqRW/ckWLwFpwCixYQ9PQEN8FfUI4hCtJQlgoDgq0FTc41ydn8zDMHY4H8eTdPwB2NFF58/9Kv7G9m/E8/862ze+3oR+a1SeeTGU2n0BrjrmY/5Yu4qVixezcbVG7FZWn693AktH+mCKBDvjosKxrtR1dg6HrvHvjd5eZncOu0C7DYLX26tY6xgokOqHmk3dmAXFm4oiorFANn5uTjjXJw6eSgjBvfE5/WzbcM2Xpox+5D3mpYYhzvOzrBz7yW0R/1TU20lHncccXa9DkEoopCSlowl3s2aBUsIR2Qsv3Jx1cDAoAVRklBVJbrd+PUH+JbNA1EicfJZuPoMBUD11iKgQWZbtIZKBIud/CTQ6srQKqpAEFHjEnWxeDeqSri+Dl+hHgEY3L4Jta4c14DRCO50YwHfwMDgH8nes7HfUrynV8c8XvvPRbw8Yy4ZKQk8etNpADz73vdcNLEv6YkuGrwBFpf6o23CssxTr3/Jlu27+OHB0xjUJQt6ZzG6RysGX/smm7cUkeR2Utfoi7lWTYOXK/7zBv+6ZBKZqQnEO6ygaZiCjZw3tiuqFkAJ+pBserBRK7cdf1imXbIDca/XfZ8u+Xw+ZyV1jT7OOWcyxX6VDkMr+OS9LyjcVkS75M76WBUNQVPBZCakmbj54ff4+PtlBMORaF/t8jLIsTmjYjFA775dmPfjMpauL6SytomMw6i3amBgcHB6dMhlwaqWDJDVm4vJGTMDQRB44NqpXHf2MQA8/NrXMQ5Wndtk0alNFm99Mf+wrqOoGve88Blvfv4zpx83kDsumWwIxwYGBv9IfMHYdUXvb1hnbJuTxvsPX84Tb31HotvJwzecittl5+5nP+GDbxdT2+jDbJJIcjvZsbOMOfNWMHJYbxRV5fV3vt7v2iGAzWLCFzj8cfmDYSZf+QSP3HQaV50+FoAxA7ry/PQ5B23n9QcpyE1j/roihuxRBtBms2IySUT2yJZ22i10aJ3BmAsfJBBqmTOmJcXjsFn2Wb8F2FRYzvaSKjq3zT7sezEwMNg/gsWO5m+ZC1Z+9wOlb78FmkbmKWeQfc75AGhNVSCHSRwxDu/aFWiaQKh1L2qeuw8x4CVos5LYPgfJYkL2hVBDYeLz0/EUV6NpkHn0SCRvGZHlFYjJrZBadzeE478JRhqRwf88giDw78uPj25PGN6Tfl1/mx3CRSeNYPar03jl/y4gMd5J66wU3C47Xr9uBxsIhqlvaln8W7N8XfTnyvIqinfuawHmchye5eGtN55NSrwDp8VEqwQ7C4tqqW3w8vVPqxk/rAcThnQjFGixpQ0FgvTt1papk0eQmpJA69ZZOFKSafQcuEYJwJ2XTqZP13xWbSqOEYsBZK+XCZ0z8AQieAIRghEVpTmCqFVutiEWGxgcISS7C9FiQzCZURsbdLEYQFVo+PLdfT4MBbMVMTUXqVUntMaqlgOaiibv++El+/wx25HyItTaEtTyrWgh/z7nGxgYGPyvk+iwRH+2mSTs5t/2UXvasQOY9co03nnwUjJS3GSkuLnzomNJT9SD/RJcdjpkuqnxh2kMRlixdRdbtu8iOd7OoC4tbjhdW6fSOt1NeloiZ50yjmGDe+5zrQASny0r5NvN1Swt9VBW70HS9KAjURAINNbR6PHz9U+rCTU00CNTr1elai1BipqmceK4AdhtFlKy0tnmUwlrkNUqg8mnHMeD//0gWluuss7D6Tc9y/K123no5S9496uFMWIx6PPwB648PmZfZYVeymX3wqeBgcFv54FrT+a6s8Zx7JDuPHDtVKZ/p2eSaZrGrU9+iMenf/uZ9xJ3jx3Wg5kL1u3T36EoKq/l/pe/5JzbX2LzzvJDNzAwMDD4H+NfF02KvlN7dcrj+NG/Lrt4NxOG9+SHl2/hw0evpHVWConxTtrkpFHbHCQYkRUqa5sA+O/zH3LtTY9z8ZUP8O33iw7YZ5zrl5f+0IC7nvkYfyDEtz+vIScjidsumnjQNqGwzPPT57B2ww7WrNoU3f/j7MUxYvEFJwznjOMGsXD19hixGEBWVD56/Or99i+KAtlGKQQDgyOCkJCJ4M4AezyqI4XSd96ORkmXf/AO4erda4l6VLFosxPfbzAJoybiW70EMaDXLVeDIUIhEMy2qBBsjXeQ0jWPrGG9cHdqi+L1QNCHUrKRyOofUJtq/vD7NfjlGKqOwT+C688+honDe+HxBejZMfdX1xU5GHvbwuzJFx/NZNP6bdgddjav30qkeTFNFARyMpMoLq+ltEq3skmMd9CnSz47S6sJm+244l3s3FKIv1nYSXS31O0QBYGdxVV0uPYhmnwBRFHgkRtO4ZHpX9B/1GAAFv3wE0d1bR0znqQ9bMna5qTx4WNXEgpFOOu2F6msbeT8KcO4/ZLJjDz//n3uJS0pnstOHUX7vCS8IYW15U0U1fvxhfUFyTNHdPkVT8/AwGB/CIKIya7/zmtNTfscl4vWgxxGymyLFgmCIoPZhuBMRDBb0RQZNeBHi4QwxaciZbdHKd2iNxZFzMmphKpaagWZ3AnQVIfWVItStROpoB+Cy/gwMzAw+OcQb7NgN5tQVA2rSfxd3BYEYvtUNKj1h5EEyMtM5v5/nc/8xWupbPCTnuAAoN4bJC09hTsvOw2n087wEf0YM6IvtRVVzJyzDIc7nssvPjHaZ40/QiSskm9ruZZP1rj71e94+fUvkEwiL9x1PoP7dSLBYUVRNVQ0ZFVfXExyO3G5HDHjbJuXyWdPXkOi28nND7/FwpVbGD+0B+MGdeXlj37c5z4T4hxcd9Y4ClJc+CMqG8vr+X7eSj6e8T0Al5862ggyNDA4QthtFh68/hQASirqmPbEhzHHv5q3Go8vyEUnjuDHZZvYWlRJt3atuP6scbz31UI8/paA4+7tWuGwW1m0Znt0X1pSPFV1+85FP/xuCZ/OWs6Mx67i2KHd9zluYGBg8L/KiWP70r9bGypqGujePud3sUs+0DqjO86JzWomFI5gtej/3Y0AZKa5qar1sLNUF2dsVjNDerWnqq6JNVtKDnndQChCwXE3U9NsF33HJZOxWcz7BAbuj1dfnE6XLgV88+wNHJc3hsK1m9haXMExQ7rz5LQzuOLeN/dp47Rbuem88Qzv25H/3noWr34yjzVbS1AU3fvntGMH4I5z7NPOwMDglyMIAkJSlr4R2DeZzLN2NVokRFyvvpgsdggHwGRFSMxEMptiSllqiZmY2uRB4TpMHh+yz4/ocBEKCKx74HkAMkf2J7FtKtRXohRtxNz3GEytOv4Bd2rwaxG0A/lWGBgY/CLKquo55tJH2FRYTn52KsUVtdHJzcGwWkz7ZPACDB07mIkTRmCRRIoq63n+0VcI+gPcPu08enRrB4A/FOHWu56jtKTioNdISXLz5P1XkpwUj6qqvPzml3z81XwEQeDFu87lnMlD99vu4x+WceatLyDLCpmpbp6+9SyG9OkQrbe8m63VXjZUeMhLctAz27AVNDA4UmiREMquzSCISDkdafj6A7yLZ4MoEdetG2ZZt5ER4lOwHX0+giRFI/vUphrCy75BqdqFpiggithHnYGYmAbNdYrVgJfAjzMI19Zgcrmw5eQhWlrcDoTELKTWxuKfgYGBwZFE01RkbyOaqqAJAt/sDBDRBNJcFszNNn6SAMlmlRS8CMAH83fw6YLNMaKwomo0hWQWL1pFu6xk+vZojy+iEJRVwrJKXZOPdmY/A/KTCKkCi+ugPiIwc85yUvLzcdnNpLltpDrM9M2Kx9J87YiicsyF91NSUc/1t16Cxakv0I0uSGFAXtI+9wMwa9F6plzzJKGwTFK8k//edhYj+nUkNSk+5rwVG3by1U+r6ZifydSj+/8OT9fA4J+JPxDi1U/mEZEVzjt+GE+89R33vfQFoigwuFd7flq+GdCDUha+cweCIJLkdiIIAovXbGf0hQ9Ga2cCvPfQZYwe0AVFUTFJIuU1DXQ/4fYDXv/YId357L/X/t63aWBgYPCPwh8IMfHKx/lpxRbSk+N16+f8Vjxy5wU47DYUVaPa4+c/j7zFyjUt9Y5NJhFZ3nc90m4175PZC7pNtC8Q60iWmpqE3WGjpLj8gJbXe+J22Wn06uLTLRccxz1Xnrjf85au28G4Sx7G6w8R57Tx+E2nM3ZQVzJTE2LOW7+9lE9+WE5eVjJnThhklMwyMDhChCMyr33yEx5/kLMnDUb9cSa7XnkBVJW4nj0JbNadZ0zuBNo/9DTmxEQQJQRBIFRdSekz/4HGWn2NMacVqWdegeROA1VBQ0D2BVh77qkttZ0EgQ5njEFqLlEkJGZiG37qn3X7BoeBIRgbGBxBVFWlqKyGe1/6gjc/P7w6UAfi0cenkZWsZxYqqsYzr3zOymVruOi6C8jNSEQSBXZWNPDSE68R8OoWNSazifwObQmHIxRt2UFG2zZY7DYqthfisEj8+5qTGdK9DdnJ8fy0YjN5WSn06pgXvWZhaTXXPvAOVXVNXHXGWE4fP5CNO8rYsauKAd0LSE5w7XesBgYGRx5NVQkv/ATNo1t/CokZWI+ahOJtBMlE8LMnQWv5CLSNOQcpNSemD99nT6PUtVhTmzJycRx7YXRbbapB2fhzyzUFAdFsjW4Laa2RsmMj/9RggGBJIeaUdMyJyUfmZg0MDAz+YWiaRigU5rtVO/FZnSTazbgsEpKo5x9bTSKOPeywd+6q4tp7X+fBe65AEluEXW9YITvOQorTGu233BuiISgTklXy4yQ6JkiEVIGVtRH8MlQ1BfHLKk6LSNf0eNw2MzaTgHW3YKxqfPPDElLj7Uw9dgA76wO4LBLZ7hZbw4iiUt4YJKKqJNotJDktbC+pYlNhGX065xt1iQ0M/mBGX/AAP63QXWR6dMhlwVu30+DxI0kiXafcRk2DN3ruR49fxcQRvWLat59wczQTDSA3M5ltXz8c3V6/vZReJ91xwOufM3kIL/37/Jh9gWCYlZuKyEpLpHVWym+6PwMDA4N/MuXV9bzw4Rzue+lLHv/3xfTv1SF6LCArbN1ZwWU3PHbErjdsZH+OP2kcoiiwcf02Xnz2PVR1//LB2IFdmDyyN2dNHMz3C9eT5HYypHf76PH6Jh9X3/82W4oqOGlsP246bzzF5bWs2VJCz465tErffzCigYHB78OJ1/2XL+auBHTX0aXv/xubEkZTVbbdfgOhsl3Rc3OuuJ7kUeNi2te8/wxNi1s0j7hOHUm9+M7odqSuljXnxArC7c8Yg8mml34SM9pgHTA55rgmy4TLi5AccZiS047MjRr8agwPMAODI4jXH2LKNU+xcUfZPsfad2rLgKF98Hn9fPv5bHzelvqgWakJVNd7iMhKdF+Cs6WGniQKJLkdpKSn4op3UefXIwIdTjuDx4/mh+mfI0oSk8+eSlp2BgBlZVUEzXpGSOue3alfvpjzju2PvfkFPWXUvvVVzpz2PEvXFQJw/h0v061dDt3ataJTG92q4sdlm/jwuyW0yUnj6tPHYjIZxeoNDH4vNH9TVCwG0Oor0MJBJJe+CC843Whe3coeUURwxO3bRzgYs636PLEnuBLBEQ9+3WKwKbkAS8SPyV/P0h21fD6zmnuvbYutORJQbmpg5723EKkqRzBbaHX1v3B1jV1wNDAwMDA4NKGwzOiLHiIzP48Tjh+FBiiahoSAIAgoqoamadFsijUbd7KjsIzp079jwIAeZGanE5RVzKJAnLXlk04QdME5JKskWASOSjNH+xiYZuHnyjAhRcVukWid6CC5uWazpulCMYCAxtWnjUYS9XYdUvcNGCxrDOIN6dmI5ZEgVrNI25w02uboH/hL1+3gzc/nk5WWwPVnH/O72DQaGBjo1NR7omIxwOrNxeworaZD60wA8lulRgVjURTI2494698rs6zB44/Z7pSfSbu8dLYWVQIt2WiSKGC3WfAHwnh8AeKcemBJkzfAyPPvZ+3WXZhNEm/cdzEnje135G7awMDA4B+Coqicf8crzFq8ASDGfhoADVKT3WRlplBW3hL4k+x24QuEDstGem/GTxyB2DwP7NSlgDZtc9m2tWif81IS43j57gui2cGTRu67NnDdQ+/ywbeLAVi5sYgOrTOZNLIXuZl68Pnarbt4+aO5JMY7ufHcY3E5bPv0YWBgcGRQFJUvf1wV3d5eUsW6rbsY0KMAAEt6ZoxgbE3P3KcPuaY6ZjtSF1uX2JyUTGK/XtQv1UXplDGjMOd3Qi7ejBaJIHm9qEEfok13L9XkCNVvPEa4eBsIAgkTzsTVd9gRuV+DX8eRL+RqYPAP5tv5a/crFqekJXHGBSfRoXMBvft359yLptKhXS5tO7albessHr3pNOzW2IW09etbakbJssKKZeupq6mL1j8GiCgaLrdu9ZeSkRoViwEyM1OjP9vj4rji/MlRsfhA7NjV8tJXVY2dpS3bKzcWMf6yR3lxxlymPT6daU9MP9TjMDAw+A0INgfske2L1QGmlt9h27CTEdPyEJMysQ46AdGZsE8fptzOMdtSdgFaJIQWCenX8NYhOuIQE9MRkzNJclp5d42HhAveZ+y93/Pf9+fQetz1TP9uCQCNC+YQqSoHQIuEqf1qxhG+awMDA4N/Bj+v3MLSdYUsXboOvz+ANyQTkjVCsoqqaSga+CIqgYjCwqUbWLx8I93b53DW2N5k2aAgTiIvzoRJ0AjsYTmoaRoNQV3IdZqFGPu+OLNA9/Q4bHIIsyRgllqOKRqs2rKL/3tqOu9+NDsqFh+I8F42h3tubyuuZOxFD/HCh3O465lPuPT/Xv8tj8rAwOAQJMQ5yNwjqz8x3klmSkJ0++0HLuXoQV3p2TGXF+86n+7tc/bp4+xJg2O2R/brxLbiStZt0xcNP5m1IioWA/Tu1JoX/30+iqrh9Yf4cOYS2hxzI698rNcz/3T2ctZu1dtGZIX7XvriiN2vgYGBwT+JNVtKomIxwLNvfElZhR5YHlFVQoqK1Wbl3tsvJD9bDwhyOaw8dduZJLqd++3zUISCsUFEoVB4v+cN6d1uHyvpvdleXBW7XdLyt6SippExFz7Icx/M5r6XvuCMW57/VeM1MDA4PCRJpH3rFu3AYbPEBBLmXnEd8f0GYs9vS/YFl+Pqsm+JOme/PcpaCmBv0w5NkdHkMJqmES7egssRIvOoAjKPaocrHqTsjqheD1ooiFyymU8fvo/H3vwWgOC29bpYDKBpeH405ox/NkaGsYHBESTlAJbNqWnJMdm42TmZTDrnZFTAbhK5+em3aPLFZgI+89x0TjpxDElJ8Xz/w2JMqPi9fma89SkTT5uEIEl4QzLb120CwO/1oSgKkqRfZ89sZVVVCft9hxz/accO4On3fgD0+laDe7WLHlu4eltMn+9+tZAHrj3ZyDI2MPidEEwWLH2ORd62DAQRU/v+CM02pJqqIsQlYR991kH7sB01HgC5vBApLQdz+z4oVTv0/p1JiDRnr5maA1ZUha1FsTXR6xp9nHf7SwzsUYDL7og5JtrsGBgYGBj8cpLd+pyxvKKGO+56llGjBzBi9ABEQSDJbsJuklA1DUmACUO7Mnm4/rH+zfx1DO2vBwMlAb5ALdW+MIqqYRIFShqDJNhM2EwCZZ4w3hQzLrP+tyMsmIizSAxql4Ff0bOYVU1DFARUTaNStfDdgnVkHXfUIcfvtpup9urBR5Io4Nojy3np+kLCEZnHbjyZob3asX57WUy2tIGBwZHFZJL48tkbuOO/M5AVlTsvnUy8S5+jhcIREuOdfPnM9Qft475rpqKpGl/MW0XPDrm0zU2n8+RbAThzwiCG9ekQc36TL8iuirqYfY3eAJf/5036d2sbzTTeTbzTyBgzMDAw+DUkxDsQRSFqCV1cWs3US+6jTV4mTz54TfS8lOQEAmE9aDAUjnDTI+9TXt1w0L6z0xIordr3nHfe/Ixzzj8Bu8PGrJkLKCku32/7w3GQOW38ABav1RNi4l12jhveM3pszZYSGjx+zj9zPH17daRkVyWyomKSjPw2A4Pfi0+fvIZbHv8Anz/ETeeNjwZ9qJEIKhJtpv37oO3jjhqNqMr41y3GmpmDY+gE5Do9eU6w2FGDei3z3RbUWjiI5qmP6SPNonDq49Pp1yWffkmxc0bBaqwz/tkYNYwNDI4wdzz9ES/NmAsI1DXq1l+uOCdX33IRTpcuttTXNaFZWj6al/60lHnf/RjTT7c+3RgzaSyiJLJt/WY+e68lwsYR56JV29b4mjyU7mixhSno0p4+wwYQCUdYPHchae3bY7HbqN22jVmPXHjIyD9N0/j4h+VU1zdx/Og+pCe3RKovXbeDIWffy56vjEdvOo2rTh/7Sx+RgYHBb0Dz1KBVFQIaJGQiJuegaRpyKIAqRxAlCZPNgSDEfmRpioxSsTVmn5iaBxXbQQ6BICKkt2XBZj0zTFZis8cWvH0HfTrkUPrCI3iWL8KSmU3O1f/Ckp71e9+ygYGBwf8kj7z+DY++8Q2apulCy1Vn0qFjPgk2UzTDN12S6ZzTEvVdUe/F5WoJ3iksq8HucuKXNYobgxTEmeiSnQhAmSfEivImRuXEYTVLyOhBflW+CPVBPQhQVlUUTa9JvKPWzxOPvcHXj11Gu7z0Q47fE4wQVjTibCYseyzsbSos581Pf+TOSyZG90kmM2bLwZ1uDAwMjixf/riKM6c9jz8Y5oIThvHcHeeiaRo3Pfo+n8xaTofWmbz2nwtjvvkAwhGZ+AGXxNSrnPfGv7j8P2+wrtli+q37L6EgN51h59yLf69MtC+evo6jB3Xlkrtf460vF5CbkcSHj12138xmAwMDA4ND8/JHc7nrmU9QVJW6Rj0ZxGSSePKBq8ltpc/Ztm4v4fp/PXPYfUqiiKKqBz1HEPSyJftDFAUWvnMnvTrmHfJaPyxaz5adFRw9qCsFuS1zzNKqeq5+/CMuPndSdF9Ogp3O6fuW2zIwMPj9qJy/lHnnXEWksYncSeMY/NKjCKJIeO2PyDtWIzjdWAdMRnQl7NM2UlMS86IQnYk0fvoyctlOEATijj4Fa+sOeD9/HprL5t31UwPPrPTy+r0Xcfr4gTR8+wHeJXMQHXEkn3Ip1py2f9CdG+wPQzA2MPidaPD4Off2l1i+vpCMFDdl9T669e6CEg5jdrrocVRLbY8fv/2RZT8vjWl/1R1XY7G2LKy989zbVJTGZv4dDmlJcXz61DX07dLm199MMyPPv5/5K1sEp6vPGMsjN572m/s1MDA4PDRNQytcDlrLh52Q05WIz4vSVIeQkIogSohmC2ZbbDawpioo5Vti9kmZ7fUfwn5U0UKRRyYsq0SKNzPn48/5al0Vc3aFOXX8QB686XQkUSTRacUkAJEgatCDYLLG2GGrfi9Ncz5D9Xtw9B6GrW2sLbaBgYGBQSz+QIgL7nqF+au20rt7e7burKBb1wIURWZktzxOPXZA9Ny6QASTJCIKAhFZQUFg98fczno/A1rFCj8zt9fhNIv0zoxDFARCskpxU5jdOlBYUaOW1ht31TIw1cyQnu34rRTtqiQ9qcV5R5RMWKzWg7QwMDA40uSPu4HSqpaMjlkv38KaLSVc99C70X0nj+vP2w9cGtNOlhWSh15BYA8heNMXD5CR7GbV5mKS3S7e+Xoh24uryMtM5qNZyyhsLm2Un51K57ZZmE0m7rp8Cp3yM1mxsYgZ3y+lTXYqF544HLHZMcfjC3DXM5+ws6yGsycNZsqoPr/n4zAwMDD42xOJyFx+75t8+/MaUhPjqKz3MnJob0Dj828WEDyAdfSRxmGz8PYDlzJhj2zhX8u8jbsIiC1rnylOC31aJfzmfg0MDA6fr0ccT8P6zdHtoW88RWbXbELzP4ruEzPysY88Y5+2kZpdMWuUUkI6gighV5SA1U7pp9/g276dhM5tKW8o48tVpdy3IkhWWgJ9OrdG0+C2iybSp1Me/p07qZ75HZaUFDKmHI9o0l2sNE3DE4wgKyo2i4TjMNwNDH49hmBsYPAHMX/lFk6/5XnKqxuw2W2Mn3oc6dnpFG0r4ruPv0VRlJjzr/jXldjsLVnIbz3zJlXlsbU/4hw2JElkZP9O/LxiM9X1XjKS3UwY0ZMVG4pwOiwUV9STn5vO4B5tueuSyb/pHr6at4qTrn8aRVGxWc388NLN9O9mRP0YGPxRaJqGtmMZ0PKnW44IBBd9BZqKkJyNediJSFY7Zvu+9YpUXz1qQyUaGrIjCVkGU8CDNaMVm+sj1PjCOOpKyF82HaF5wrc+rS+tho+LXtEsCWQ7RJSaFncDMT4VuboM389fEqqsQg3pNqVIEomjxmOymiAuBbVsG5ocwtSmF0Jqa0JbViBY7dg69EYQDXt7AwMDA4BVm4o45cZn6VTQiiduPweHWUIU9JrGxY0hREFg3s8raZOTQs/OsQGBqfaW7GRV1fhmu24ZmxtnQVVVNEHCZpYIKxqSKOC2majwhCirrOOWe1/B7HAxtncbXv7Xmb/pHlRFIRxqKbditlqRJKMakoHBH0mr0ddSVdcU3b77iuP5v+c/Q9nDRWZo7/bMemXaPm2nf7eEi//9KpIkkux2oSgqF08dwaUnj+K2J2fw0kdz92lzyrj+zF6ykep6DwBZqQl8+tQ1DDv3PoKhCADXn30MI/t34qr73qK8ppFQWN8vigKjj+pCfZOP4X078P3C9VTUNHL5qaO58rTRzFqxDbvdxvAebbBbjHeJgYGBAcCWnRWcfMPTbNhRdsT6dNgsmE0S/bu1YceuaraXVOG0Wzl70mCWrS/EajFTXF5L+/ws2mSn8NS0M6KBQL8GT1BmcXE9SrM80SMznox4o4yBgcEfyZeDJ9C0ZUd0e/DT/0d6ig+lqiS6T3Cn4hh/yT5t1VAAxVNDcMdWGn/8FkFTsXftT/ywYyh+412KX3sjem72oLa4Mt0UpnbhnI8LKSrX67EnxjtZ++r1FF51OYpPd1FIO3Y8meecTfkPP4A7AceQkXqZPiVCQvFyBG8dUlImmq8eLeBFyipAzu3J7HenYw97GDBpIvbM7N/rkf1PY8y0DQz+IFZtKo7WDwkGgnz85kcHPf/7z77n2BOPxWQ2sWLBcjz1LdHhAiBJEh5/EEEQGNK7PQtW6QXiaxu9HDesB09NO5NRlzzMu0/fiM1qweMNsHFnBZ32KG7/SzluWE/mv3k7KzcVMbBHAZ3bGi9eA4M/EkEQICUXbbdYG5dCaN5n0Wg+rbYUtaIQc0HP/bYXnYkosopWvhll61q8S+aDIiMlpuIbdQGYHMRXb4uKxQDd7T5qd29oGhFZQw0FYvpVqkvwfvc+mqKihkN7HFCQy3YgpaSgVhZFbWoi637CXzYD1dsIQLh4C/FHn7aPjbaBgYHBP5ENO8ooLK1m2qVTEEWRoKK/OxuDCqoGqqbx+ayl5KQn7SMYN4YVzKqMzx/ksbe+R4qP59YzRmE26UE5NrOJj9dXEJJVworK2PZpjG6XSofbnmXAlEmYrRbqIxFmzN/ISYM7/ep7ECUJi82OqiqIoohoBAUZGPzhPHj9KVz871eJyAqTR/Xms9krYsRiQRC46KQR+2178rj+jBvUlYiqYJIknnjrO+54+mOe/WA2ifGO/bbZvqs6KhYDlFU38O38tVGxGHSb7Mff/Ja9sxZUVeP7hesAWLa+MLr/389+QsRsYdzIfgAs2F7J0PaZMTb4BgYGBv9UCkurf5NY7HJY8fpbvt9tVnO0zEDvTq2jLhW+QIgOrTN5ctqZjLv0ET58+gaS3C7CYZl5K7cxok/7Xz2GOJuJga0TqfdHcFlNJNiNzEEDgz+annfewPwLr0cJhkgfNoCMzmkInioUyQyKPo8zt9u/E4xotVM7fws7HrwXVA2Ly4xt4xZqvv4Unz82kSVY78OV6aatUhMViwEaPT52LVoWFYsB6hcvouanefiKqxElkdRT1pF82TXYdy6H8k1ogNxYhWC2IEgmlKJ1fP7Kh/ST9ZrrhY8sot1tD2FOTjvCT+t/H0MwNjD4g4hzHjpCLj4hnkEjByJKIot+XMwz9z6NZJIIBUOs/+x+Pvp+KdtLqojICu9+tRDQMw6f+2AWlbW68BKRFZ55bxbjBnVjytEDsDXbWse57CiR325P07tza3p3bv2b+/lfJ7hzK7Vfvo8giCSOGo/ojKNm1g+AQNrkkzAnJf/ZQzT4m6KJZjR3FkJ8MqLFjmCyxCy6mRzxSKb9f2RpqoK2cyV46whsXA2KDIBSX01y8Rp2tRlA0JUS00aQg5gEDVvFFuIq1oEgobXvhxb2o+7aCnIYJRREa16AFE0mlN3ZImYzJqdDr32+h6GJEghExWKA8La1aAPGgjMBwWTUuDQwMPhnE+ewYTZJZGXFftw2hmTqvQHW7ajgmJMnMjBVpHD9RvIK8hGt+jwzrGikJ7iY8e0SVFnm3JHdo2Ix6HWHG4JydHtFaQOd0+JIa9sGc/Oc0WQ2s7YmyEm/8T50odgQdQ6F6mtA2bkaVJUG2U0kDOEVi1HDYbKmTsWWlfVnD9Hgb8qQXu348pnryEpNpH3rDMZe9FDM8buvOD7G8n5PNE2LisUA1541jve+WkhhaQ2t0hP326bR66drQTbrtpUCuiDt9YUQRSFaD7msqn4fsfhQ9OrWYpPvdNj5btFGurZOIz879Rf2ZGBgYPC/xeGsMx6M6Y9eyY6SKpas24HNauHFD+dEj7326Tyq6lqCgB5/81suP3U0Iwd0Jcmtlx2xWEwkJcX/pjEAOC0mnIZ7xCHZVlzJjY+8R5M3yNmTBtMhP5Ov562m0evnkpNH0cVI6jH4lWQN7cOkHz8grEjEt81H2bYUzW/C3KotasCH1KoT5nZ9D9i+6IlH2V3zKOyNYLKbAS9mV2y5JDWiUL54O7ZMH2N6tsXRWMpjQ12YJQGTW2WbyYQmN69TBgLUbaxA2z2HfPsznKPHY63aSbCmDnN8HIHKGpq2FiGaTSR1bUsHpSZ6LbugULdiIWkjjzXWGX8hxtvYwOAP4vTxA3nkjW/YtKN8/ycIcMr5J5OYon+A57XN46XHXiYUDPF/V55Au9x0pl0wAYA3P58fFYwBMpLdbCtusatOTnBhMkl0aRu7wJR+BCZyBgdGrthJcMdmzNlt2PX0f4g0NBLxRqhbvBgQkH26NWPjonl0fPQZRFfCnzpeg78f4fXzCa+aBYAptzPWISdiGziRwOz30EJ+zO36YMntcPBO/Lo1oSDFZnulJsVjTnIQiu+H5NmJWr4d0WxGUnykla+GCt3FAE1G2boULA4I65nGobJSwt4AAs1m2c0TOpPdBpEgmiiAyYIWCaGFg6DFWvBLdgfUFqPWl+J3ZYDZhjPObQgNBgYG/0gmDO/Jf246E7vbjSekYJEEGoIR1lV5AbAkJjC1wEG2ywyk4PGHKAuB2WIlyWnFYTFz7VnjAAhGZBr2yBxBiL2WvVlMHtmnHZtbArppl2UEtv2e1K1cQ93CpST2643dtwXF08jMhz5g7TLdQSQjyYZJEBCeeJNj3nme7EH9/uQRG/zdePmjuVx531uoqsbRg7ry6ZPX8NjNp3P8NU+yq7Kek8b246Zzxx+8k72U3d3zsonDe3HasQPYXlLFmq0l/LR8CwBbiyq56MThbNhehqppaJrGY299S9ucNLYWVQLgDYT4pewqqyEtJQEARVGZ9uh7lJRVM7BHATnpSTw57QycDsO+1MDA4J/HoJ7tOGZIN779ee0vbnvelKGMPqozYwZ04eKpI1m4aluMYJyZmhAjGCcn6CLx8D6x6w2ZybGCkMGRJSwrBH1eLBYr59/2HDmJNm49dxBNIYXL7nqZ+upqbu1hYf2zS0g5/0LSu/T4s4ds8DdDLt5IePHnoKpYk7MhPxcptwtyoAkh6MOU3R7pANnFu9EUeb/7Uwb1JWnUMfi2bUfz11P/888ARLYV8fiYDiQ43Zhodr/ZuZzEXp1pXLMeQRQINnmjYjFApClA4YUXY020kdEzG0ESCTV4ovPVqoVektOTiHhanG0cbheh4i00LZiDIJpImnIWksP1G57WPwNDMDYw+IMwmSRG9+98QMHYbrdHxWKAOHcc8e44tHCYa88cF3PuWRMHsamwjK/mraZrQSuemnYGNz8+nc/nrKBLQTYPXncyAGN6t2N7dRNhVSPeZiHZaUTU/F6EtqxgzXW34S2rR5AEnGkORElCVVT9D5wAZpsJQRQI19QQXDkb++Apev0FA4PDQFNVwmtaPuDk4g2Y6wdjSs8l7rRb0FTlkHWABVECRzx463C2aYsnEEAJBLC2644luw2mz15BCPgR8jKxJie1NAw0xfSjKQpaOIAIRBqb8O+q2O/1wg1NKH4fEgJiXAKqtwEiYUTAkpSA7A8iWKw4u/ZBDQVQwxHsKmB34Qv5iUszImQNDAz+eQiCwPFj+lJUH6DGr3/wekItH+EiQrNYrBPnsHLFVc+xpaSGdZ/cB7QIJzazCZdVJRiRkUSRVJuFnlluNlZ5SLCZGV2gZ+j96/h+PD57C1uqfXTKiOfEnsb79/eicvZPLDzzcjRVBQFS2yWhqhprl7f8La2oC2IRQBSCTD/xYi7bNA+bO+5PHLXB3407n/44mtU7c8E65i7bxJgBXdj+zSOEIzIW88GXggRB4NNZyzl+TF8kSeTFD+ewY1cVo4/qzElH9+WxN7/DadLokJMSFYwBdlXWo+7hKiPLCtv3CGz+Ndzz+Ltce/EUkhPj+eSbBWwt1O1X5yzZCMB3C9ZR8sPjv+kaBgYGBn9Xxg365YKx2SQx7cIJesmrZgb2LODxm0/n5Y9/JDstkWdvP4dXPv6R56fPITM1gZfuvgCAAV1bU97gI6xo2M0SSS4jYOf3IhSWCaz9EXtjKRow6+peCO5k5CYPmlzH4ht6UbdqFWJADypVv3kdJfcupLiEP3XcBn8vIuvmgaqLtmptKUrZVky5nTH3GIumqoe1bp113Ch2fToTNA1LvBXJKmEv6EjymOMIrP4JR0EcTbtiIxHV6iokm6jPGwUINXiRKyuwJdiQgzL+Gn/M+aJJH0eoPoi3oglbki0muFEOhon4g80B0gL2nFaI4SYqXnwLJaAncPnWLyfvnheNtfhDYAjGBgZ/IBdPHcn73y6mtsGLy2HDJIk0ePxkpSXg9QWpLKsivdl+sL62nsaGJhRZYVtxJZ3aZCE112oSBIH7rpnKfddMjfb9yv9dAFwQcz1JFGiffmSi/XyBEJ/NWYHTbmXSiF4xE0sDKP/oI7xlen0XTdHwVfmxJ9v1P16Cvi/kCWGNt2JJcGO2mkAJg2hMrg0OE0EA0QRqi7W8IOmCgdJUS2jFLD0isOcIpKQD1yo3dx6KsnM1QiRESt9jENypoKoU3nkVodJSNFWjcSGkDeiOIy0BBBFBCYPVgRbSJ2yhugZCleVIkohg338duyiqCqqCKsuwhy2+2WHHmp6FYDKh1pRS+cWnRJo8SE4Xaaedhy0lDU3TjHeNgYHBP5KMOBvlTSHCiooogD+iOzPYTSINikphY5h8tx4IWF7TxMbCShp9QcprmkhOcMW8O102Cy5bS9DgqLYpjGobW37AapKYdvSvr1m8J+GIzCezliNJIlNG9sZkMuoX78muDz5EU1WaIgpbvGGE5eX0yHUjCDHVG6LJ4KEmL55d5YZgbPCLcNisgHePbf0dsKuyjrue+QSPL8iN5x5D/25tD9jHKcccxYOvfkVFTSMTR/QisOxlRFGk7yl3cseEdkzok0MootBUVc70BYUIwKxF6/fpZ08B+ddQW9/EHQ++ecDjlbWN1Dd6SXQbGSMGBgb/PE4e15+n3/uB7SVVWMwSyW4X5TWNJMY7sVpMVNQ07tMmIius27qL7LTEmACiK04bwxWnjYlu333FCdx9xQkxbQVBICvxyLxvFUXlszkrCEdkpozqg81q1C/ek2BNGfbGUsKNHmqXr0aLyEhOJ4FdpSAIJPXrGRWLAURVRmmoMQRjg1+GZN7vtqJqNAXCKKqGy2bGdpBgw6yLbyC+c0fkmnKcPQdibtMdQRSpe+8pIiVbARB8IUSrBTWkrwvaHSE01UrYG6B+SxlqREaQRDRVQw7KCAhIVglV1oNsLXsETKsRGTUUiRmDZDXp30/NYnCkpoqmH7+PisUAitdLuLwYa3brX/mw/hkYgrGBwR9IpzZZrPnoP2zYUUaH1pk47RaKK+pok51Kky/Ayi2l+G1OPp+7is8//QFFVohz2uh98p3kZCTx1bM30DE/8w8fdzgiM/aih1i2vhCAsyYObhaoDXYjWHXRTNM06uuC+P0RpJImMvMTMEsigbpm696mMO1H9EeISwKT9c8cssHfgKYFs6j/5kMEi5XUUy/GNmgKwQWfghLB0m04ojsFTVXxffMamrcBALm8kLiTb0Aw799RQDBbMbXrH7NP9tQTqWqpDYIG9eu24xim2xnJtRWI7mREVwJyUyPBndv1/YCgaqiCiKjpEYkmpw3ZHwQNbCnxaOEQshJBEkRiV8MFkPRpiLeohEiTbnel+Lw0/jSbxOPPQJVVrGZDaDAwMPjnYTNL9M1JwBeWsZslREGgKSQTbzURVlQqmgJEJI1vf1rFrU9/jj8c4a3Hr0WKi2NLtZfcRAf2P+H9qaoqk658nNnNmX/HDevJJ09e/YeP46+MIycTWVVZVh8kogFhlR8319I/J56d1X5UDRySsLu6A0nt25DYNu9PHbPBX58Pvl3MzY++jySJPHXrWbxw17mcfsvzNHr9XHXaWAb11OsAT7n6SdZsKQFg9pINbPjsftIOULYozmnnP1fFVjMPhiKk21Qm9MkBwGqWuO+0PkxfUIiGbp35Z7Bg9TaOG9bzT7m2gYGBwZ9JalI8S967i5Ubi8nNSiYj2c32XVXkpCehaRoLV29jzpKNfPPzGjYV6o6HLoeVE6/7L26XnRmPX8Xwvh3/lLGffstzfDJrOQBDe7dn5os3RxNlDPQkIIDKufOJNO0WhmsQTBICULdsNcm9OqE0NgAgxiVgSs3ab18GBrvxrF5KxZvPoSkK6aech6vPOELzP4KgD6l1N6SsAgDqvEFCzfO6YEQhw+3AdIDfT8FkJm7ElH32R8oKoz+bHRZSu+cQqKhDspkwSYq+hr6lDKVZ/NVUBUEAs92EaBJRZRXJIuFIdSH7QmiqhiXOjLfCi7fcgyvDhS1BT8SS9i5PogGSQEvtPEAAtbEKDMH4oAia9hvDPQ0MDH415dUNvPzxj9gsZi47ZRSzFm+grsHL0YO68s3Pa/h+4fro5Algyqg+TH/0iuh2YWk1pZX19O6Uh8P++4mPy9cXMvDMe6LboijgWfQC5kNYmf2TkL0eFow5Bm9DgNqaQHS/ySSQkmxnd0kGgNZThlLwn4ej2aEGBvsjUlNJyX3XRwVW0RlH6/+8gKZpoKlR+2k14MPz7v0xbV0nXoOUkHpY19E0DVVR2HnrpYQqK6P7zXEObCkJRDx+nJnJxHdqD3YHSiCMb0OL5ZVXtJLSuhVydRWizYLF5UAJ+tE0DXGPYpmqqtGwvYxQbQPWhDiSe3ZCFCESCFO7eguy14tolhBEEVuHrkgnX4EimclKcBpZxgYGBv94VE0jENZtqe0WExFZQdU0BOCDbxbhTnDTvkPr6PkOi0TrJGd0W1ZUZFXDYhIRf8d36o5dVXScOC1m365ZTxxQkPonooSCvJ3fj4Xlnpj9A1McSALIsorNLBLSwJaRysRZH+NINWpKGxyY2gYveUdfTziivyMcNgsVc/+LtfldsTt7TFFUHP0uYs8loHmv38aAHgWHdZ1AMEyTL8ADT73NI6d0ie4vrPLQ+bpPjuAdHRyHzYI/GN5nX+nsJ3H+jt/EBgYGBn8HvP4gz30wm2A4wkUnjmDjjjK2l1Qy6qguLFqzjZ+Wb+aVj+dFz+/arhUrpv9fdLuippGtRRV0bdeKxHjn/i5xRGj0+EkddmXMvjUf3/unJMn8VVFVldq5M6h5++0Y612klpUWZ34u8e3yUeLTcA8ejxSXuL+uDAwA0OQIm688Ay3UnHUrmWj32KuY4hPQFAVBagk4Lq33xrgfJbts2C2HpwNoqgJymPqPXyRSvE0vsecJEPb49esIAoIkYnLaadxRpZfqacZkMxPxhVDCCoGGIK6sJHKGd6Jxezn+ynpqN9foWcegl/fplIIl3k58+3w8haWEGvS1RXdeGqARrPOgKSqCScTsdBCXm4H7zGmIDsO96UAYao+BwZ9AfZOPK+99k8/nrCTU/GH/7PuzKK3SLY0LctNZ9M6d1DR4YwRjWWmJ2J7x/VLOvu1FZFmhS0E2c1+9FXfcIaxhfyXpKW7MJolIc2RRRrLbEIv3IlBSgmQRo7qwpmkEFA05AoGqAFlJtmh0oDW7lSEWGxwSxe+N8aZUAz40RcG7dC7+VYswJaWSMOF0RLsTKSUbpaYUADE+CbloLXKhCpIFJBOWgp5Eaqrw/Pw1gigRN2w8prRWhGSFJn8INI2k6+6h9vE7CVdWIJgkJKuZhuYMFF95LVJcPI7MZBAkBIsFLawv1CW6bZgiXkwJDjRNQ/EH0GQZBAFNEqNir29XFcHKWgCCNQ3UrdmEu00WVSu2oIb1aEIlJGNKToThk5FFM5qqUdoQoFXi7/NuMzAwMPiro6gapY0BzIKGqXkeEQhHorVJRUHgrIlDaAxGKG9qsdva8+M+EJGp8QT1IGtRICPejvQ71W1Kcrtw2q34AiEA3C478U7773KtvytCyAuySpxJxNO82OEyCaCqyAggCARljQS7iU7juhliscEhafT6o2IxgD8Yxh8MMf27Jbw0Yy6ZqQk8Oe0MMlMTGH1UZ35oto3OSkvgrS/m89JHc2nTKg2n3copxxxFbaOXu575BE3TuObMoxnWpwOzFm/glBufweMLMn5oDxYUNjEoPx5PIMK1ry/+Q+6zY9tsXvzPxaSnJDBrwVqu/r9XkRU1es/3vfQ591499RC9GBgYGPxvEo7I3PzoB7z5xc94/fo87Ln3Z1HToGemJrmdLHr3LixmU4xgLO/hDLF4zXbGX/4oHl+QzBQ3c1+/jfzswwtE/6U47VaS3E7qGn0A2G0WUhMNAWdPSirq2EwrOnbohG+T7t4jmk2oiqK7twG+wmKsbifxKSmITiNA0+DgqOFQi1gMoMiofj9qxIdSvhVMZkyteyDYXNjMpmjAshAK4Pv5Mzw+D5a+IxBbtcFhMaHVV1H7xXuo4RDuoeNwdOyB5q1DXj8PLRLC1bEzPk2hfskylN3BfgL6eqGioskKmiAS8gQwO8yYbGYsbht1hU00FtVhcVrJOiqRiDeALdGJKkdQ5aqW8WsQCURQVZXw6q0oze8+ORCmYUclFqc5uiapRmQCNR585fUEzG+Sec6l0UQcg1gMxcfA4E/gmgfe4cOZS2P27RaLAbYVV7Jg1VYuOnEE73+zmA3bS0lOcHH7xZOi5zz4ylfRid36baV8/MMyzjt+2O8y3lbpSbx53yXc88JnOO0Wnpp25u9ynb8zJa+8gqpoNNUFiagaQUUjpKp4ZBU5JFMbitAjKw6L00LG8F6o3noEpxtBMOx2DPaPNbs19nZdCGzVF/Xcw44hVLiJhi/fBSC8aweaqpJy6qU4jzmX0IZFaKpCePta/Mt/QhRB0PR3RHjDEryFRWhhfWIY3rkRd4/uoKm4IiFQIqjZncg67wJCC75AlEQql26JGU+ophZHsgsRcGRnomoCos2O4KuLnqPJii4WQ7NaIbI7FFYOyzH9aREZ2RuIisW7yRg1ErPUSI0aoSEiUO0PYbeYSHbu32LbwMDA4H+Z8qYAjYEwGS4LaBoSCmig0uwyoWkEIjJum5n6QJhgRK95nBbXkmXXFIhEkxIUVcMXkom3/z7v1IQ4Bx88cgW3PjEdSRJ55IbTjHp0exHesJDENBftIzI1Yf3fM89hRhEEFLVF6TfHW0nv1w7vpg04CtojmoxPd4P9k5+dypRRffh0th5ofPakwRTuquaif78azSZu8vr59oWb+PCxK3nmvR/wBkJM/3YxL330Y0xfT70zk0AwQm2jLjB8+eOqfa739U+r+fqn1SQ6LfhCMmFZ3eec34NbL5lCekoCAKMHdWPi6L58MnNJ9PjDr31Dh9ZZnD1p8B8yHgMDA4O/Eg+88iXPfjArZt9usRigrtHHJ7OWc8WpoxnVvxOzl2zEZjVz3zUtgTZPvP0dHp++ZlBe08hLM+bGHD+SmEwSHz9xNdc/9C5hWeE/V51IcoJRi35Pnnx7JldN6Ut6t6to+uodlKoynNlpVK/YSLix5d9WbmpCC3jQGqvAnWaIYAYHRHK4cA8dS+NP3wPg6nUUpvg45DXfRyOO5XAQc/fRJDmteCURVdNoeuMhGou2IYgCwppliBffQVNCCspz9yPX6E6FgQ2rsCTFY0tMQFVlBFnBFB+PgNYiFgNoepKVIAjUba2mqaRBH5s1QnrPTPw1Qeq31QAQbAhQNHcbHaZ0B8Bst2JPshGo099TkkWiaZcHQRAw2Uw40pqTTVSNiCeA7A/hSHEiiCIRX5iITx9H9TdfYk7NInXC8b/r8/67Ynx1Ghj8CWwrrjzkOd8vXM8xQ7qz5L27KCytJis1gbg9MjTinbHe/PGu3zcD78SxfTlxbN/f9Rp/ZzQ5ghxRCCsaDRF90cQna3ptOqAprFILtE6wQVMt8urvERLSMXUeaojGBvtFkCQyLrmFwNb1iBYbtjYd8CyaHXOOXFuhn2u1Y+s1kqa5n+NZv0HfJ4o4s1IQTRJyfVVULAZQQyFQZAgHEJprD0u7NqCabYiiCKqGLclFqL7ZLlMQsKckoGkawdoGZJ8fyenCWVCApjjQgn79vL0y1gSbHVNCMpqqYi6tJigKep1kQcCW7EYwSZjjHEQ8entznBMh1IikyniamqjWdAssf1g2BGMDA4N/JCFZRdF0odel+bFoepBNSLAQEPV54YYqD/1ykshPchJWVEyiGHU1ARD3cqD+PS2pAY4e1JWjB3X9Xa/xt0aOMOSq0Sx9aR6JFQ1YRBGrzUQgrNDg0RcxzGaRpCwXW1//Ak39DFenznR84FFEq2G3a7AvgiDw/sOXMWfJRiRJZHjfjkz/bkmM9fTW5u9Pp93Kzecfx0sz5rBjV/U+fe2qrN9n34Go94UPfdIRxGKJDT6xWvYNRtlUWPZHDcfAwMDgL8W24pasuzS3nVpPMCYQDeC7+Wu57qxxfP3cDWwrqSIlwUWSu0Wk3dsVxv07rzMO6tmORe/e9bte4+9MnMNCdmo8hAPEtc1HcYkImkZcXha1a7eABqLFjCPVjYaIums9Qk0xYpvehquhwQHJOv8q3INGoikRnJ16oDVVx9hTaQF9HVAQBOLsFrwrFxHavkk/hp4WQnUZijM+KhYDaKpG9apiIt6tSFYTqT1ykUuqUMIRNFVDEIhm+wqiiGS14CkvjbZXQjIRXxg5GJtsEgm0JJmYXXbSeuXQtFO3pfZWehFUvU85KCMHZUyWloCJhho/lWVeUnLcWC2x65XB0uJf/xD/xzFUCgODP4GTx/U/5Dll1frHusVsokPrzBixGODJW8+kICcNk0ni3MlDOGFMn99lrAaHR84F52OLsxHa00KY2Ml5RFZxt8mIbmsNlXoEoIHBARAkE46OPbC16QCAvV1XBFvLu0DxNFJ63zU0zv4MAP+6Fgt7TVWRmy1BRZsN0dYSZGKKczXXJon9f5RIBDQNJRTBEu8gLjcNR3oCiR1ysLhdhOobCVTWEvH4CVXV4CsuQXQlIsYnIcQlIrZqj2BtHp9kwpyaiRSfgGC1YrJZcLfJwtUqFXfbLMwuO4IkkdKzI+52ubgLckgb0B1BU5FVqFf1DxxRgCSHIRYbGBj8M0mwmxEF0FQ5KhYDWLUwEUVhdYWHkkb9XS8IAlaTFCMWAyQ6rJgl/bPPbpZwWo2Y4T8Tc9fBmJ02Oh7djvZDcrE7zYiSgNNuIj3NQXqGk5y2CZhs5mg9L+/GDdQvWvAnj9zgr4woiowe0IUR/TohCALD+3YkPbnFmjIckckYcRU3PfI+AO9/s38baZMkYjb9/plJeweyHA7/ffMb/M1z23VbSvhi1rKY4yaTxIThPY/A6AwMDAz+fpw0th8JTgs/3T+F4pfPYuPTp3Lp+RO584EbuOLG80lKTqC2OeNYFEXa52XEiMUA/778ePp2yUeSRMYN6spVp4/5M27FoJnLTxtDbZMfedVs5OJNaKEAmqrgyEwhrW8nkrrkk9anA5LTiTkrTxfjQl60hkMnKRn8s3F27IqrSy8EUURwJYFVDw7x1zTy3bRXeavNUfx09e2oioJn6U8AqM1lQDRESM9BMJmxte0Q7TPQECDi1edpSkimbmMpciBEJBihdFMNZVvrwWonPj8LV2469tQEzHu5XvkqPbiy47G4WvYn5MajRGsWCzjz8ojPScLdOhk0kEMKSliJZi3vLvBdU+ljw4pKtq+rZsl329lar6LtPiiIuPsNPOLP9X8FY7XAwOBP4NqzxvHNz2uYs2TjAc+prGkiGIoc0Mava0ErNnz+QMsL0eBPJb5bT/IuOJvS/zyNr0SPxrKJIt7mP6g2u5neE/uRP3UcaHvYtonGa9jg8AhuWkFk1zYSxkxCUwU8C39AqddtWppmf46tTWckdyJydUtmhSm9FVJ8PEJ6W5TtG1FrdiE57NjS0/QTJAvI+oQOUUIQzfirG2jaofdhclhxZaciCAKKohKqa4xGHmqqitzQiNCxEyRloBZtQi3eBJqGOTMXKacdgrdOP6+8GLPTTsQXwGI2ITntmB12RItFj5DNSdezk0WBUKMHZcEsChLXERg8lcTkZEPcMDAw+MeS7LTq71FZRtOi37+oGoQ0yIizkqRoqKqGeAAFxiSJZLodxpzxL4KUkI7UaSihn9dgskjYUx2EGkIIIphNEqJZJL1fB8JBCOzcGW23Z+CXgcHB+HzOSr6dv4bLTx2N027ltU9/Yv02PYPjyXdmMrRPBzLTEmLaFOSmk5niZtKo3vywcD3fzV/7u45xr6S3w2LBis2MOvNu0pLd7CipJCIrWEwSeVkpTBzRi5OO7kffLvlHfrAGBgYGfwMmjezFkhcuI9caACA3NY7LhifzZb2VrFYZTDjxaOZ/M4faBu8BrZ8zUxNY8PYdxpzxL0J6cgIRpZFQTUsWpiZHEKwmrMlJmLPjWFvqoVu3AYjCHq4fhiW1wWESKtxEcPNKpPgkbHndWP70o1St1svTbXl7Bun9e+GOS2L1D9uprfRhtkj0vfkc0hKTEEt30WRpBZkC5kA5YlOs84wqK6iqysafivHW646HNbs8jLlxHIIkEKhpIK1HNhXLi1FCMpJFRAnJhGq95A7JwV/rx2wzYY23ogSCiC47qCo4HCAIhBqDhL2RaB6MZJGwJdjBZMZX3kBNhS86Fk3VECoacQxtj7Nbf9xHDcbVyXDEOhDGCqyBwR+Ioqjc9uSHzFq8AV9zdPSB+HnlFs674yXee+jyg55nTOL+OtjyCsjJiUeWNRobQzhsEmlpThLGjKLr9dfjTE1GbahE3rwQ5AhiVjvE+JQ/e9gGfwOCm1fg+eat6LZr9FRQFIKNAbzlTZgdZpK8jQhyEEES0TQN0SQhqGFUWwL1H72pT6wEgcRxkzEVdEQt24pWWaRH2GkaaBqCpuDdw55Q9oeQfUHMLjuiJMBe9ummpGTExAzkip2o3kZAfycpNWUIViuixYamKqDISDYLcjhC45YSVFnBmZ1KQkEOmqahKTIooHjDKP7mTLnKItxrvsd1jFEz3cDA4J9JaUOA+kCEeKuEWRTxYcehBQCBOs0KCLgs+udcpSdApvvgtoHGnPGvg5SSHbULTsxzE4gPokQUkgb0J/fKG7GmpuLdtJGtd99BpKGelLHHkNB/wJ88aoO/A98vXMdJ1/83uv2fq07cx4a+sqaBlRuLYvYVl9cyol9HbnviQyKyAuiuWF0Ksvj3s5/F2Fv/mdQ3+ahvalkADMsKW4sr+fLHVTxw3cl/4sgMDAwM/jwef/Nb3v16ETdO7k5uv6zo/j1f/w6nne0l1Rx72SMsfveug84LjTnjXwfRYt9nnyAIiJltcfQ/jkEmC1rQi1q0GiJBiE9FSEj/E0Zq8HcjXFpI3QfPRJOa1KNGE/IGY84J1NSwc/ESaiv1uVckrLDu+ekMcVjZ/MJ0FL8eoNLuyrPJnXQ2W/7vHmR/CASwxlmI+MNRsRjAW+OldnsF8enx+CsbaNxeickmIplbkuVUWcVks+FKc6JpGqqsIggC/so61LCMUlyLr6yRUFMwxjRREEVURaB+czkA0l7RiS6HgFJXTahwA85zLj5yD/J/EEMwNjD4A3nhwzk8/tZ30W2n3XpQ4fhgGcgGfz0SBwwioWd32ghro38cTQ4bHW69GVO8GwAxIR1z/8m6OCcaVQEMDo/Iru0x26F1C1AUjbLFO/WawIDl02+IM1Ui+4NIVjOS2YpSX0OgqEQXiwE0jcCq+djz2yG26U1461qCVXq9ErPLgSXehSiJ7JEDjxTvxpIUR6i2EdFsQg5oCAiIViuuTp0Rwj40X+M+Y9Y8dSgWB5ogIlhtaKEgTdtKUSN6PRLfripsifFYk+Ja2uw1oVMCXhRFQZKMCFkDA4N/FrW+MGVN+sd1WFbIcFkICRaKav2YrBacdjN7LuUFI4qRDfI3wprXnvg+/an/+WcEQcCRZEewmsm74losqakAuDp2otd7M1BlGdFkfLYbHB4/rdgSs/3cB7PZuwTJp3NWsLUo1q4yHJF5+aMfY/ZN/24J97Q7keUf/JveJ/+1a0xuKargrS/mc9bEwX/2UAwMDAz+UGYuWMctj08H/p+9sw6Tqzr/+OdcGZ9Z9924EyOBEFyCOxRvSynQQqlg5ddSp7S0pS2FQilepLi7eyCBhCQQd9nNuo3PXDu/P+5mdieGF8l8noeHzJ1zz71zd3fuue/3fb8vXPDvNqYPP4mGUj/t0TTPtSoQAtu2mfnquwAsWLaB7mhym1XGBb5cqMWVaKOnYS1/F4SCPngMakkF6vBdEJpr2yt8IdTReyIdpxBnLPCRMTauAekgpSTdHiX+5FPUDgnQ+pZAOhJ/eRE1uw7n3dvuztvPTGVoevCRnFgM0PrYk9RMG83E2+9h+Y++jaIpCEWgOBKPX8NIu3FAVVdQdQ3bliSaupG2g6oqWLabrChUga/Ej9BUsGwSzXEc0yHZnsRf7AMBPWt6kY7MWWRvIlAZJtkez72uKPOjBj2kUyYl5X5qhrhxeTsexUnFUINFn8t1/TpQePIsUOB/yJqm/H61E0bVs7apg2giTSZrbjF+1z5LLcuy0f4HvaQKfDqEqjL6L9fQ+/ardDzxAELRqDrpOzmxODdOiPxUzwIFPgS9ZgiZD/p7F2ZamoitaMwTWLvfnoVT48n1OwxUl+ItCaPo+d8dqt+PvX4hnunHkunozFlMm4kUmt9HydghdC1cjWPZRMaMonjSWDpen4mVdBeDejhIeMRgtOJihJUBJQiWifB4kEafBY0isJNxiPUJyUJBLa/BsfOTYGzDYJPBqpQS1aNjZ90+ygiBNm46jpQUvv0KFCiwo5Htq/ADsCUkDAefLghHQnSmLHpjGWpC3ly/Yo+mIITAkXKLasICX05qvv8zAlP2pvOxexGKoPyok/BU1mwxriAWF/g4TJ84PO/1xvaeLca8OGvxR57vn3e/wEWnH4KmKlibBea+bGyy3S5QoECBHYmBccaueJaj//IiNcUB3l/VQsJwaBhSS293lM72bsBtQVASCRTijF8hfLscij16N+hpQgCiuArhDW4xriAWF/g4eGqHghAkGjtJNvevF/f89jQsS1I+sppIYi0HfGNX3r7xedJpCyGgYXgJmi//+cRbHCC76G18ux1CoL6WbLubmKiFgkw8ahIrX1mClFA9rJjIlKmkWjqQznIAhCLQvCqB2nKEY2AlM1hJMDM2jtlX/Ww6GEkDoYpcHFRRFTQfBGtKUL0qoUo/XctSuXNSFMHonWvwFvuwkpncfsV77Y+08u2zC+Qj5JfFW6hAgR2AWQtWcdD3r8QwLRRFoGsqWcPaYtwuOw1l+sThnHLYbnznlzezpqmDo/ffmXv+fC66/vGCRnafeKQWFg4FCnylSS96h8zsp0BAsrGNdGecjbPX5d4vGlmHz9e/6NHDAUpGN+A4Ejtt4JgOelGI0LAhmLZOsj2GseoDfKVhlL4HRV95CapHR+oezLIhyLa1qOkUXQtX5p1LxZ5TXcsY3YOnbhiZ1YtwEknAQfTVJ8vNgopS9dA5Z6ErCAOqV6ds0gikLYmva0HaDr7KYoJ1NUjbRuw8A2XIRLweD0rh+6tAgQI7GCnDZmlbLNfnszyg5WoEpZSs7c2gAENK/ER8Oj5dY/7GXhKGTVnAw9T64pyY/FFZtaGNRDrLpFENhUrlAgW+wtz/3Duc+etbctbSn4YhdeXsPmkEj770HhljywTnz5OdRjYgkSxZ2fShYxVF8NwNP2W/Xcf+D86sQIECBb48rGvuZPppl9EddS1jK0sjtHfHthg3dlgN0yeO4JyT9udHf7yLuYvXsvukETz2z/MpiWwpPm4Ppy/OKIQorBkLFPgKk1m5kBW/+zV2sl9o9VcUUTFpCIqm4qmqQvX66FnbScvshdixHvwht7I93pIg3ZMhUl/G4IPG4SkpRR5/MZ6lrxN9+02kZeGvqcJqbyTd3ouZyuKvqSDaksTY2IiZMrEyffpI0EOgMoyZ6K9azsYNrHS/ZqIHNIQqSLalcKw+rcOrUrPrYKxUBiOWwUhkycYNHMvBG/FRMrwMcJ+fpeVQdfLp+MeMRy2qRPF9vO+9HYlCunKBAv9Ddp88gll3/4a35q9g1OBqDj33b1sdd/mPjmfG9J046kf/YHWjmy34+CvzuPvpWZxx7N4f6VhSOhjxXgxU0DzoqorP6/lE593RHeOCv9zD+pZOTj9qT75/4v6faJ4CBQbiJHsx5j6LTPSilNchiqtx+ipO9UgIJVwGJXVfuQcQKSXGhlUgBN5BIz6jOR18oybhrH6X2LKVZKNJhCopG1NBuiuNJ+yjYspQYkuW5/bRfF6k7SAAzaej15XiLavAMizaX3wRabkLLztrEG6oRItEUAMBUBQUXxC1awMym8bKpN2K+L78MsXjQQhBpq0NK2PizVikV63HSiRBCALVpehB1ypmoANi14Jl2KblbhcCb3kRQlGJr92YE5cz7b34RozFO+1QlNIaVFUtiMUFChTYIQl4VMZVR4hnTLyaQleyv4WJEAJVCDKWg9+jUx7y8X5zlIThikNdKYP1PSmGlX20h2DHcfj51Q9ydV/blOMP3IV7r/zBJ7r/xhJpLrzyHpava+G4GVO5+DuHfew5ChTYnOb2Hk79v3+zYNl6Rg2u4ch9J+H3eVjf3MW65g6mTxrBL84+ClX96q0ZZr+/CsO02WvKyM9kzWPbDntMHklJJLhVweDjsm5jJ+s2dn7qeTaxy4Th/O0X3yEc9HPz/S9yw90vbHXcZReczImH7wHA/U+9xWX/fGCr444/cCpjh9UxY7dx7DVl1Gd2ngUKFCjwVWFIbTmz7/ktz89cyND6Cs76zS1bHXfeyQdyzkn7c+GVdzN38VoAZr2/ir/+5xmuOP/Ej3w8K53AsCWoOoqi4PXon2jNmM4YXPL3+5i/bD0H7T6e3/7g2K9c7KfAlw8pJWY2Q3zhArIb1uL1u60CMVKodhK9sh7P5P0R6ldPErM7NyKNLGr1YITy6d0BpJQoJdWo4SI6V7QRbU2ieRQGT3f7ZhuJFKnOVXhKiyndaSwV++5F78KFtL74GkZ3Aj2oE24opmLSMDrmrcbMLEMs7sWyBN5ML0Y8S+Nfn0SoguGHjKNq50Gkulyx2EpbGHG34MUB/OU6YrMWKooucBJ9ySmqgr8siBHPEijzY6RMBOCvCCItC2k7rg22EPgiXgD8FREUr46TNRFCUHzgEQSn7oXQvSjewKe+fl9nvnp/HQUKfMWZMLKeUYOrWLK6mWP235nHX50PQHV5ERUlYQ7dcyJPv/E+Z/7mFlo68vuC9sSSH+kY0rGxls9CSXTjFQpm/QTMSCUex0FRFNY1d3LBn/9LR0+cn3zzYE4+dLftzveDP9zBE33n+e7CNYwdVsveU0d/gk//9cYxTaJvv450HIr33BfF4/2iT+lLjfnBazhdzUjbxtmwlOyCd0g0trr9dEtLKD/wUGQ2i4x1oQCipBI1XI7wf7l77fQ8ehvphW5/oMDkPSg55jsfed/MB29hNK5Aq6zHP3UG2VULib/9PMI2CA4fQe/StUSXuA93QhF4QjqekI6/ogTVyeCvLMGywFtZRWhIHXbbhtzc0jAgVITd1pkTiwHsjAGaSqajC6M3RnDIYOz2Nqy42/tDCEGwupRMTxyhKERGDyO5dj3Z7iiO7ZBubkNofcKulGS6Yq5grCgIjx+hqERXrMVK9GcsbhKTVY++RSWyNnQS3qpBH/eyFyhQoMDXDr+u4lUVejIm0rIQfdbEpu2gqwrVIS/xrEl3qwFSUurXSWUy+BUHx/5olYW27XD8Bdfw7MyFuW2PvDSX95asY5edhmI7DrG0ge1IAh6NgFff7nw//du93PXkW4C7ZhzeUMmxB0z9hFfg64tl2TzwwrukMwYnHjyNSMj/RZ/Sl5qfX/0gs95fBcD7KzbQ2h3jnG8dypDh9bw2bwUvznqcOx+fSWVZhBnTxjFhdAOTRg9i1ODqL/jMt88Ff76b6+9/GYCj99+ZB//+o48cLL/ziZk89so8xg2v49fnHM3MeSu47IZHWbyqmXgyg/4RbEaDfi9VZREGVZfx2txln+qzfFT+8vNvU1nmtuv5yXeO4PXZi1m6Ot9KuqI0khOLAU4+ck/+ddezdPbE88add8oMrv7ZNz//ky5QoECBLzlDasv53gn7snBlEycfuhv/vPtFAEqLglSXF7Hv1NF4ios45MLrefW1uXn7dkcTH+kYUkpkxzpEsgcPYIersINlOI6Dqqr0xJKc/+e7Wbm+lZMOmcaFpx+63fkuu+ExbnroNQDmLFrL4JoyvnvcPh/7s3/dkVLidGwAy0Apb0B4fF/0KX2psUyDjgf+Q+dTT+a2eYv8KIrASJlu27YHH0T4ggTGTMRTOwT/4KH4Bw/54k76I5CZ/wrGgtcAUKuHEjjk9I8sGkffmUnvzFfQK6upPvF0jLZGep55kK65C8m2d5JJO3RvcJMM0xmTBS+vonFNL/VDgnh8GqxuxNaClA6dxNP6OIakXsMTc5OZzVQvQm/CjKcw0ya9j7vrWsd2yMZdZxppS9a8sBSwMBNJQGBt5rZqpgx8RT68pSGy3e53kpHod7aRtoNEEKiJkO5IoGgKqlfDVx7CsWwQoHo1PGEvVtZCD3oJVITdVnd+H0X7HkrkgG980su/w1EQjAsU+B8Tjac44Kw/s3Aza639p41hzJAafnf9Y2zLJ/62R9/gjGP2pqRo+xUjsqcVEm5/EiEdtPZVGJHKXN/cb/7s38xZ5IpOZ/zqZiaMrGfc8LptzrdyfdsWrwuCcT5SStZf+VsSixYA0PPGiwz79Z8/k6yvrxtOKkF68Wzis94gvrYFpCQyrJZMR3eup0S2o4vY3FmoytuoHg0tGABVwwqXoY/YGaV21Jfy2lrR7pxYDJBa8DaRA49DDUY+dN/Uuy+Qftd9sDPXLsHsbKN35ivIPjvBTOMGEk39FR5m2sToSIKEbG+WismDCVQU46kbTNHJ55NdvZDEs3e5g/sWSTLWg0oWxaPjGP3W0Faf7YtjGCTXb0Dz9F9bx7IRisBfFkHRdYyOTrI9Mey+BZ4EhJQoAxwMlEgJQtUQlQ2YTRtINrbmfVZFUwkPqkEoCoGaMpIbOwDwVFXhGzH+I13rAgUKFPi6YzmS55a30Z40sC2b155/k40bWqgpC3P9785iUWscj6rg11WEEFToJvVaHEWA4xg4dgDlQ7LnX52zlHWtPew6cQTzF6/J9SgN+Nzv9GjKyPVTjqYNNFXBsx0hauWGLdeMBbbk9F/exEMvzAHg3/e/wlt3/QqvZ/ti/I5INJ7i1kff4MnX5udtv/bycxjeJwZP33k0x5z9R9a3dLG+pSv3jKOqCt/7xr784ccnfCkF+UQqkxOLAZ54dT7L1rYwdljth+573T0vctFf7wXgqdcXsKaxnYdenJM35qPYUUspmX3Pb5m/dP3/TDAOB/J/FqHglj+brGFiWnZO9DZNi0x2Szvss4/f9/M5yQIFChT4imFZNsedfw3Pv70ob/uIwVWcffy+vLguxgrTx5QD98NXXsGzDz2bG/PEq/O55LuHM7yhavsHMdLIpNvnVABqvB07UNr3Ci74y93c9+xsAN5bso5RQ6o5Yp/J25xu8zXiig2FNePWsFbOwWl2W4SJxqXoUw9DaIU14+Y42Qw9r71Aau0y4nNm5b1nZUzS3WmstEl8YxTNpxEo9dM7f7EbgxSChu+cTsXRJyL0L2fhj7FwZu7fduta7I4mtKrBH7pf76zXaPznlbnXZkcbTvMKstEU2XZXJLZSrvhrOZK0LcG2aV3eRqYnwLjd69155r5H+UnnMmFcmGx8QJKJBCOaRABm0szbPhDHcuhY2IzqUQmUB7Z4X/Pr6KEAWtiP5vfimBbJ9vyiOcewwFQJlAXxVZZiZ7KkO3pzbohCU9BDXjxFfoQQGIk0mt+Lqgh8o3b+0GtVoJ+vnmdTgQJfce579p08sbh+UC11g2p44Lk5/HY7YjHA8nWtjDv20g8Nvt322Mz8DULBq+sofYLxqg3tubds22Fd8/Ztxk48eFru3yWRIDOmj9vu+B0RK9qTE4sBUssWY3Z2fHEn9CVFmgbRh64j+vxDdH+wmmRzN8mWHlreXoKZymKlDayMCVKSWr+B5IZmEk0tRFevI93ahrRN7KalyKbFSLm9v5aPcU6O85nNpXi8MFDI1nSEvnUreDsepe3R+9n439uJvfUi2Xmv4pgW2WgCO2uSXvZ+TiwGsNLZ3EII+hZjfS+NWJpMVwLpOKiagox14KkZgq+mBk9xEb7yUhRVxUnGkJk0JeOGoYX8aCEfUkqSrV25RaJ0+it+pZR5r23DwEyktljcDRwjkAhVRygqTjKJ1bIh1yN5E6XjR6AF/CAUAqPHUnrAfpQefBjFp5xT6CNSoECBAn1s6E3RnnStulRN5YC9JqGYWc4+cX8c22ZcRYASf//3azlJNrUtVhyT1vYO0ub2RaOS0mLuv+6n3Hrlj7j+D+egKgq/PveYXCKh5eS7QGz+enMGrhmDfi+H7zPpI3/eHYWsYebEYoAPVjSyeNXG7eyxY2JZNgef81d+/o8HmDCkjId+fSx3XHIEI+tLc2IxQHFRiLqqsi32t22HGx54lf3P/BPpjPGZnFPWMLHt7f8NfFS8ukbQ3x+UVFWFom0I2509cf5+x3P8+tqHueGBV7j4b/flvf/Ku0s+0TmkMgaPvzKPofUVlBWHqKoopuhj9rH8KHg9Ot8/eQYXn3kE9z35Zm777AUrmL94zRbjY4k0v/nHvSRTGRLJDL+66l4SqUzemPLiEONH1n/m51qgQIECX0Ven7tsC7EY4N0P1nDJPx9h0IihuW3jJu+Ez99fpdrZm2DnE9zWedvj3mdm528QAk3Tcu0gVm0m+G5qr7ctTjh419y/PbrGsftP2e74HRWnbW3u3zIdR8Y+uzYRXyc2XHU5bXffTPztN3E2SzKzDQsr3b/NylgYKTNXsIKUtD/1BObCV5HWlglqnwTXJvmjOT59FIQnf40otmGpbCcTpBbOxlg+l+zK92m97dq891Mr+teMUkocy8EX1NF9Ks5mgb7MAAFYWiaxd95gbIkfESzBGbAeLhlZj5W1MQf0G1Y0BT3Yn7jsCerYGRszaZLuSWObblWw0BQig0spHVuPpyiItB2SbTGSbXE8Rf2fWfWqeIJubFXaDmYihRlP5cVIXRdD95ipzjjJ1ijRde0YWYmnftjWL2yBrVKoMC5Q4HNASsnzby3EMG0O22sCut7/p+b39YtHx51yBDtPmwjAnLfn8eRDz3/o3F29CS6/8XHuvOL7W30/kcrww389T+DsXThx13q6ElnSRWMYOuAcTj50Gjc88CoAg6rLmD5x+HaP+atzjmbCqHrWN3dy5L6TGVxb/qHnuaOhBsOooTB2wrVKU/wB1PCHV5XuSEgpyax8H6u7DStrusJwH45t07W0DSttoqgKwboIJcOrsC2LbFsCO5MFCcqStdQcdQRaJg5mBjyfrmLE6dwAsXZX5K0cjgh8up+Z4g9ScuwZRJ97AISg+PBTULZiGZRetoD1/7iCZLObodumKlRPG0ls7UZXJBaCookT8vaRgB4JkO2JI+0tBe50ey9WIomj+fFsWIKzbjGKpqAE/CAlZjJNz5LV2IaJJxzAWxQi2drlWlIDVipDuKGK0JAhyFQMO53Z4hhCCISqIDbrESgQ2FkDxaMhNNW1Gc9msCI1AIQHV5NobEc6DpHxY/ANagDbQAlGUEqr0ErqsCLVxPFQMFgqUKDAjsbLsxcTS2Y4dM8JeetEbUA/06nFDuMGFXH6307HVL2kpZsNX+TVSJkmihCYjshLBzaloDWeYWjp1gUgKSWhonAuNDB959E8dcPFzNh1bG6MX9dI9AVdFAHeD7G5Pe+UGQxvqGTZ2hYO3mP8R6qW3NHwenTqq0poanPXAD6vTk1F8Rd7Ul9CXnpnMfOXrqeiyM9jvzueSMAVV3caUs6CJWuZPM4Nfre0d7OhedtJmgtXNrFwZSPTJmz/eefDuOzfj/GnW57E7/Xwnz+c/amt1nVd479/Pocf/uFOsqbFn84/kdrKki3GvT53GUeedxVZ09rKLC415cV0Rz9a66LNufK2pzn39//h5z88kWMOmY5l2/zl+od5/PnZH77zR+S633yXGbu7DjJtnVG+eeHVKEKwYMk67G0koTz+4hwe36xqeiBjCt8tBQoU2AF5873ltHfHOWj3nfLcMwK+bVdFZtNZLMtC62ttYmQNTDNfFMsYJpf8/X7e/u+vtznPpdc/yfpDxvJ/39iFdNZiWVxnlyH9la4nH7pbzuUjHPRx6F4Tt/tZTj1sOjXlRSxYtoF9dx3DzmM+vFpyR0T4wrnKbhBQSLDfAqunndTSD3KvhQBvcRA7a2IkDTLdqbzxUkrMtIk64LlG0VTIJpHxTkRJzac6n+4Xn6Tj4TsQikrVt86haI8DPtV8AP79TiD95qNII4N30r6oxRVbjMmsX03jVb/BSafRggHCQ2sRIj926K2qgmQXesiHY/W6ds5A9egy0hmLNYs7chpsuKjve0UAQtD+/LOsOucynKyJoiuUjSqlctJQIkOqWf30+24FMKB4FLwhD6HqMFrQT+t7jSh9MURpS6QlUbxKX6s6SbiuFIB0d4LGN1djGxb+Eh9CFfhLfYBAD+iIXGa0cFu4KPlxSSkhG03h2LI/ZirBFl8+p6EvOwXBuECBz4Ezf30Ldz/tWmAcOH0nnvrXhW5/T+DUw3bj+vteYlVLd04sBth1jym8/OwbpJLpLeZTBDgDvuMt2+axBRt5ZlELVWEfFx04ipK+TBuvrhHweTnj5rn86M4FZG2HVc8clDffNT//FnvuPIqu3gTHH7gLpUUf3hP2mEK233ZRdJ3Bl/yO1rtvQUpJ9SnfRfVvPeNrR0RKSe9jt5JZ5loKClVFURWcvsonK21jpUxs0ybeGad3XS/Rtb1UT60Fx8lVtDqZLLFlK/E1DAX109nwyHTcFYsBHBvZuQ4xaPsPNQDSNpEd68DMIsJliOL8xWRgwjQCE6Ztfec+Yq8+TranP7AnbYd4Y3t/RbGU2GoAT3UNRmsLtmmTaOrGMSxUr4Ye9KAFNMzEJltpFc3v3tITK9fgr56DN+hKr7E1TRjROHbWwOkLNhqxJJ4I2Nl8yxi1rAKzpwcFGz3s/v7aaQOrTzz2DhqKJ95Duq0ToQikI3FMy+1DLMHJWogSL0Zrs7ta6+5GrayD9o2UjBmMp64BtbQSaWQhnsSJduEkoji9PWQjnSh1Y4DCA1CBAgV2HC7+6z1ce89LAOw6fiiv3PrznDVxQ5GP3UqhzuogrIBjhUDzottZspqNIzRMW5LMGowo8uDIEOlsFK+wieMjho+QBNOyMC0LIYTrONO3JhVCoCgCe8Aic6+dR+WdX9jvQVcVbCnx6iqq8uEGVYfsOYFD9pzwoeN2ZB775wVcdOU9JNNZfn3uMQXBeDN+cPnt3PrIGwAMqSrKicUA4waVM+PU6znp6H3weXQeeGrmdiuIPbq2VSH247B49Ub+eNMTACTTWc7+7W0fSTCOJdL8+E93sWhlE0fvP4Xf/uDYvPeP2GcyR7wwebtzXHHzk9sViwHKikOMG1bLkjXNH3pOm7NyQxtjhtdzzCHTAdBUlYu+d8xnKhjvMyAJpaq8CK+uMXvByk81Z+nnUAldoECBAl9m/nDjE/z+hscAGDuslpl3/pJwn63/7pNHcPyMqTzy8ntb7JdJZ3j2wWfY97D9cByHl598GduyESK/OM+ybZ56fQFX3vY0kZCfv19yKqOH9Mc6SopC/Pbu2fz5wbmYtsNLt/ws7zg/+ebBjBpczaoNbRyy50RGDv4Qi2tgv13Hst+Ae0SBLdF22gtr5RwwDdSGsSifssjh64a9cTnWhqWueNiXhCaEwF8WQqgqG99elT/ecKtcs2TRAzq+Uh+qpuIt7hMVvZ9ufWH1dtPx0O3Q59bXetcNhHfZ03Uj3A7ScZCd6yCTgEARomyQK4r2oVUPJXziRdudo+vZR3DSrqZgJVMYPVEUTcUT8mKbNqpHI1hTiuOUk1y2GMeycaz+eKuOoNynk7EdVCEIaSqqz4Nj2SiqQuPL83PV247pkI1mia9vAUXNicUAiqJQPaUeRddQNA3Vo/YLuAK0oI603J+VoqtokTB2KsWKxxdhptz5zaRJ0aAI0gHdryJtB095KTKbxul7dlW9OkJR3DinEGQ6Y33XMl8k10u2dCIqsH0KgnGBAp8xsUQ6JxYDvDR7MXc8/hZzF69l5OAqkukM85auxx/wY9s2qupmNEnHIeT3MqS6lCWr823pHAkjB1excn0bVWURTjzuQP7+omsXs7Qljmk7/Pl4V+jSdY27/nQOP7j8dgzT5poLT6AyuR6r4wNEuBylfgxCKJx86G7/oyuy4xAcNZbhl/39iz6NLx2O45BtXp8TiwHMeBrbtHJW0KpXx0yYZKPZ3EIi0RwjVhEgUr/ZgljVEHVjER/Sl/FDkc72X29rt4510JfhKbtS4PEjAsV5Y6xYLz0vPYV0HEr2mYHq1RC+cM42Rmg6mt+Dle4PcHqKQmQy/VW9xurFFO00mpJvnMzGe+7LLcDsrIWnJIKqmyjFCki338fAxaSTSEDQR7KpjVRLR9/Hy/98Uko0vxerz+JPaCpWRztOX5alF4knFEAPB9FLS1FLylH8QWyvhupRsJIZkJLExo7cgg1AOBbIPjHftsBMEdhpMo6q42RSmM3ryba2ucJFZTmqD9RUlKBjIrI9yJLDP/3PtkCBAgW+Akgpc44vAHMWrWX+yo3U11XhUQWlSoYxshWh4rpspKM4oXKkUEAIFCG4e+YSzt13ND5NAVRsr5emrCBpOigCKkMessam5CBJRpp5VSi1RX5aomkcKSkLetkYzRDLmIS8GsPKgihC4PMUvpM/ayaOatgi0FoAlq1t4bZH38iJxQBLNnSxtrWXodXFALz43lqiiTQ33/PhzkzF4QC3XHYW9VWln+q8sptZG2ayJo7j5JIvtsXPr34gZ+G5cGUTIwdXcdrhu+eNicZT/OOu50mlsxy1/85sbOth/Mh6xo9w7ZZ9H6G39RvvLUdVFIbXV7C66eO3xNm8ytfZLND2aVm8spHJY4cArhvW2qbt25R+FF6bs4yO7hgVpYXAeYECBXYMbnjgldy/l65p5rZH32TVhjbKS8KMGVKzVbEY3LZyZm83t19zK+aAViVSwtSxg3lv6XqCfi/nf+tgTrnkeoy+JKUTLrqOhY/8MTf+lsvO5NuX3khbV5QLTj+USWMG05NIo6kKQZ8HRYgPrSou8PFRAhE8k2Z80afxpcPq6SD1wTvQ04REQdEUHMtdvyiaghlPoXg9uUKH3H4DbJPNlIm/3I+/zI8a8KOO2OVTC/KOZeZnYtgfzZpadjf1F7QYKdC8UFydP8YyMZfOQhppKBtKcsNGfLX1BEaMBEDZrB2eFgpRFPaTaGzHoypkYxnWPfoa2aiBr74Ox9wsBioEqiII9rXZ0/06esCHoqmk2ntQtPx1r6K5WSeKIvOus7fYjxbwgRDYaQN/iY9M1G2BFyjzEx5cSroziRCCSEMJZixGNpbNicUARtJESomq9yU6qwqOmaVnZQdW2iTcUIyvNELpxFEkmtroen8VjmWjeVXX6lq4IV4tHKR6r52RRnoLW+8C26bw9F+gwGdMwOehKOQnmnCzejRV5QeX346zWY/UdCrNY/c/w+HHHURxKMAh46q59MWryBomRdPP3WL8k9deiOU41FWW8Nqq7rz3mnryq5KP3HcyR+57NQD2xmXI9nUAyOwGpDeAqBySG/urax/mzidmMrimnDuu+B7D6ivp6I7xx5ueJJ7K8JNvHsSk0YM+gyvz9cWxLGZdcS2t8xYyeP892eX8s77oU/rS4DgOWcPAFvkLCzOVxTH6FyeK6vaucAb0ExZCYKZNjJSBpquu/YgiUPyBLQTaT4Q/4v6XdrPQRMm2+6BJ6WB3tyO8foSZzX9zs9eObbPhyl9itrcAEH/7JaoOnoGvfhDqsCmIQBHFh5+G0dWBWL4eqQcIjhqF07EONeDHyWRRdBU95CPT1Ijw+fMtBgBvJICqSYxYys3I83ugr4eIpyiEt6oSBNgDBOiBKcSq30dw+Eh8KKSam9HsDJrPk5cVaGdMCLkLMzSVTEcnqXXzsQ0Tf0kAf3kRViqLY9mYyTSKR0fzeVH8+ZmTMp3ESSdcFxvTIL2hMXce6Y0tBIcNBiQC6dqMZ1NQyJotUKDADoAQguryIhpb3XXdsEFVBIqLiWUMFAHFsivvYW1TWpAaLqPEHwbgwfuf44IZ/ZUZqiJoKPLhCAVNUZCOQ2ZAjGLz5KGgR2NEhTvXxmia9oR7T8tYBl5NoaG43y3lb7c/y3X3vEhlWYTbLj+b8SPqyVoO723sJW3a7FQVpjpcaCywPaSUOMnevqCFDyVYkpfwtSOzurGdvU7/A7FE/nNNMmMy4//u44yDJ5DIGNzy7AfbmGFLgn4PR++/86c+t53HDuaEg3floRfmIITgDz/+xnbF4hXrWwn6vazZrH/j2q2IuQd9/0oWLNsAwDX/fcFtQaKpPHTVjzls74n8+cKTWLx6IxtauigrDjF94nBmzl9JJmtgGFbOUt52nI8sFns9OruMH0pXb4Jla5pZubaZ+554g1OO3gfDtPjL9Q/nxgoBSp8bgePIPEeCj8o5v7mFi888gkjQz60PvUpbZ3S740NBH6OG1LC+uZOunvhWx8SSaVZuaCsIxgUKFNhhqKkopr07lnv92389QqrPYUNVtlxL+Dwavz73WC757uEAjDjsp2xozY8lXvq9oxg3vI7ykjCLVjblxGJw78tSytw6ZZedhrL0iT8DkDEskln32IZlI7ImoQFtVW5+6DX+dMuTREIBbvrtGUybMJxUOssVtzxFU1s33z5yD2ZM3+mzuCxfa4yls7GaVqKWVuOZvH8hsb4POx6l/eY/4STdNYJeWY1QldzfgZQSK2OhqSolwyvpWd2OdORW19xWyiTRmkDqMdSKT2+L7imvomjfQ4i+7iY2lh5+wnbdJzMtzQhFQZf5LeGkmWHzs008fwd26zocy2HDi9e4joGKwtCLfkbpvgdQfuyppNetxGxrxltTQ9Y/hA0PPIWQNmWjy0g09ZBsTYCExIq1KLqKJ9SfmOgvDaCognhzHD2g4w176FjcQqi6CCGgfFQpRtIkG8viL/YRrg7hKQrgKwsy5tQ9aXtvLWooQPmEBlTFRvMIupc0ovk0Qj73d1cogkxXHByJGvAgVIGTyaL7NRRdyYnYqkfFykoyMYNwTRg9EqBtzgZ61/UC0LO6h3BtiK4ljYgBV8rK2OgBDcWjouoqxVMm4CmOuJXbBcH4IyOklJ9t+miBAgV4bc5SfvKn/2JaNtMnjuDup9/e7vg9dx7J4/+8gEjIz1//8wzX3fMiLZs9SDe+dBVVZcUAtMUynHXnXKJpN/vmzD2G8N09h24xbyZr0r3wbSrV/sCLKB+E2jAOgGff/IBjfnJ17r0Dpo3luRsvYc9vX57rPVJaFGTRo1dQXhL+2Nfh647MpDCWvMWc25/m3f88k9t+8PV/Yvy3v/EFntmXB9OysCz3oSMz+0VSM59FSoiubsboHdBHREBkeAPLH3zPtakW4AnrBKuCKKqC6lUJ14YRqoKvJIKMVJNtbSM4biJ1Z/8YRf9k9tRSSjDSbtWy5tn6GMeh+8EbyK5cCIpC0QFH46/oszZUVET9eITuxWxaRXrOC/S8N59Uc4ebRai4PX8DlSX4KsopPex49DFuZYnZtAJr2TtkYwk6X+mvMFN0DUXX3OoxXcNMZjGTGTJdCaTtoId8FA+vRtFVjEQax3AzGCUCf1UZkdEj0IuKQXFF3q5Z77oCrRAERgxHC4UJ7Lw7ekUNCAVj0VvI1jUY8RSp1m6MaALpOARrKwgPdi2oEk1tpNq6MQb0xyubMIxMd4J0aycAjmljm7bbg2RQJeFBVQhVQfHqqOW1KEJgp1IkV6/Ou76hUSNRfH5EIITwh9B3PhShbL9HZoECBQp8XZi7eC3n/v52Yok0f7v0dEaOGISuugk+g2QXaiaKsNyAXK8I0OitY2x1ER5VIWOYtHTFiPh1Qrr7oNybtQkFAgT7gnZSSlKZbC4ZS9dUvJ4t73e2I1nUEiVt9QvKIU0wvs69373zwWr2/k5/lcnkMYN4997f8fSyNjb09iVJKoJTJtUR9haCWZvjZNLE3nwWO9aDf/Q49PJKAJRwGWqw+Is9uS8Jtz7yOj+4/I68bepmlumfhPEj6ognM0zdaSg3/+67OfvOj4uUksWrNxL0exlat2XfuE1891c3c/fTs1AUwcmH7Ma9z7oVxkG/lzfv/CXjR9Qz+/1VXHr1g3ywspF4MrPVeaaMHczse34LwBtzl/PnW5/CdhxefXfpJzr/Tfi8OvdffQETRjXgOA6//9cj3PmYW9FdFA6QNSwyfSLAsPoK1m3s3CKR+fOkpqKY+6+5gNqqUhLJDN/9+fXMX7Jui3HV5UW8//AfKClYUxcoUGAHYfHqjXzvt7fR3hXjgN3Gcfvjb253/MjBVTxz/cUMri3nnmdm8aebn2T5uta8Mc/9+2IO6BNuk+ksu512GSv6xpxy2HTuvOL7W8zrOA4rNrRRUVaU26YpCkV9LbGWr2th4vG/yq09B1WXserZv3LGr27mnj43Rl1TmX3Pb5kwcttJ+zsq0jIxl83Cal2P3dwfO/GM3wvvlAO/wDP78pBeMo+u+/+dey10HU/dYHrmziPTkyDTnUbaEkXXKBtTg5FMEV3fBTZYWQsj7q5zNJ+KHtSx+rJry6aOJVjmx1PTQMWp56CGPnlSWralCaEoeKpqtzlm/fXX0fqom6RXd8rJ1O47edMnQtSNQ/jDJFevZt2/riXb0oTXY+It8iOlQmxdf5JgcMRwxvzjBgCsjo2k57yAEU0x/4o7czbdqt9DsNRLojWRdw6h+ghW0kD1ahQNKUFIB8eyiW+MY6b6E0hKR1WA3NSjWAMEnkgIT3EAHIlWXkWgvhZfTR1OOoHT1YKdSpJq72HDCwty80gkqa5M389HoXx0OZ6QW3RipB3aF7ZgJg2slJnrWVw7fRDhuiJWP7M0r0LcE/YQKPej+/vjwUIR+Ep8KJqComs0nHoynvJKlJG7IfRCYvNHpfA0X6DA58B+u47lgz7rlrfmr/hQwfit+Su57t6XGDO0hl/+86Gtjhl6yE85dsZUjtl/CsceMIWbvz2Vmas6qYr42GfklkGLdMZgxtl/ocpj8MCP93R7yQuB9IVQ+rIE27ryRenWrhiO4zB38brctu5okpXr27YpGCdSGf5x1/P0xpJ874T9GTO0Zqvjvo6kX70bp7uFjgWL8rZ3Ll7+BZ3Rlw+lL4NPZtOYlkLXkkbsTJZ4cwLHcvBGvHjDHjwhP42vL8/1NEaC5tNQVLd6w87aWGkLPaCTau/F3uAujnrfeAlvTR2Vx56MtG263pyJdBzK9tkbbBOh6dvNwhRCgLc/289sXEF28WwUfwjftINR/CGMdctdsRjAcYjPegX/mReBYyNCZSRXryY6Zzb28tkgbNJt3bnewFJKkBBb146VMggsm086Ab1vPA89TRSPqMfsyf87dCwboao4tkW6oxc76y6IVK9CuKGaYE0JZsINLuoBL2bfg5i3oozi8WMRigK+IJhZfJUVlB17IlY8gb1mIaqThliazOznkYOHgeZFrRyE1dmEJwy9Kxqx+7KU4+tbCVSVYSbT2Bkjv98xkOmIYiRSuc9pD6hOjm9oJzSoCs3ncauybROpeVACARS/P9dXRYtEUHxu4FapGYlWP6YgFhcoUGCHYpedhjL3/ssAyJg267v7EnOEoJcAJT7ANojZKsutYjAdNkbT1Ed8pLImRSE/IOlIWyRiPQzONKJjkymqJVM6lIhXw+/zYvX1qtPULb9jbUfy3/ca6Umb7NpQjKoITNPisusf4b+Xn4XXo9PWFcvbZ1OFYFu832XDciRdKWObgnHWMLn6rhdo7ezl9GP2Yucxnz6L/6tC133/JrNqMeAGucq/+X3UQAi5uWvJDszYYbUIIXIBZkW4YrGqKFtYJn8cFq1yW/2sb+licE0Zf7noZKSUPPPm+yTTBkftOxnTsvHoGj7vthMQhRA5m2hwn/GuuvN5IkEfl//4G9RXlTJ/6fpcayLHkTzy8lz+9YvTae3q5aRDdyOdNbn8xse58ranyRrb70s8b+l6nnhtHrc+/AYvzlqEZX/yazCQvaaOYcKoBsDtMXfuqQfmBONoPJU3ds0nsLf+tJx8xB7U9lmIh4I+vnfyDM777a15Y7577F7835lHFsTiAgUK7FDsNLyOt//7awDWNXdy15Nvbff+uHJ9G5f9+zF+8q2DOfPXt2y13cBh513FAdPGctoRu3PUfjvzxu2/4L5n3yES8nPqYdO3GC+l5JRL/s3ydS28cOvP0FQVKSVxwyLslyiKoKM7zsDatLZud834zgf94qdp2cxfun6bgrHtSF5a0U57wmD64BJGVoQ+2kX6GpB99yns9YtxNrMxtnvavqAz+vKhlVe5NoWOjW2YZNt7ia1tJt4cQ1r9v3vZWJqm2etRhE2ndGjvylBT4mfITrWY6QxmMoMR7W8T1zV3KYypwOrppOvJe6g89VwAnFinG1+MVCBNE4SC4t1+T2JvTf/vdrZpHT0vPopQVUoPOwm9oppsW2tOLAbYeN/9lOy2C5pXxzNoBGZvL8mZL7Pq2puwEu7zYRYIZg3cfkX9qBhkEjHind04j1+Px6uQ7ojnxGIAO2OgBYJ91t3uds3nVmCHB1XgKw6R7EoRX7nGHb+ZXbUW8FF89AnEX38O4Th4/Cqa34uZyoAjMVubiba1IEa0oxSVYKWyrH1yPpnuOLpfd22rVUGiPZVrQ+iYDsmOZE4w9hX7GLL/CBrfWksy079OzvSk8RX5trDENhIG3ogXfUAuaLC2hNJRtUgEnqAPrbIeZciEglj8MSkIxgUKfM7sufMoDt5jPC+87YqKQkBdZSkVJSHm99mPATzw/DtMGz9sm/NYtsNDL8zhoRfmsP+0sTz774s5cWrDNse/OmcpcxevZXhdGbJ2DNJIgTcEui9XbXjEPpMYUlvOuuZOhBD88JQZKIrCXjuP5M15bo/kytIIY4ZtWwQ+7f/+zXNvuWLavc/M5v2H/7BDWINJy8Tpdi2HB0+sY+1892cpFAV/VQUrn36ZoQfuhfYhi4ivO6qqwqr3Md58hPk3vUL7mh6EgOKIF69HxUpbaF4Nf3kIc15z3r5iM1sliaRnTQ+Z3gyaVyNcF0LVVcwut8J1yaW/oPvNmQCERwxi0O6DEB4voYO/hT5oVG4eO5Om57UXAUnJfgej9gmWdrST5PN3geMuzJ1EL6EjzkRuZjkoLRPZ4/7sYwsXsuovf81ZLPsrQmzSOzeJxdKRZHozdC7tZMMbqwhWPITmU3FsSXxDO6VjGhCairTc4wpVRToSM5HuF9BxA5XScVA0DdXnwc4YCEUhPGIowcEDvgtU1bW88fogUIRaNxFvtIXk2vf7P0M2g7lhFUIIrOa1eIePIzpvHnZmQOBaSqy0gdW3TfV6cmIygB72u0JxehvBbqEgdA+KL5C7PkowQnjSFIyuThzDwBNxH/xsbwjf8Clbn6dAgQIFdhB8ukrEp5M0LHRpErDToECvVsRKQ0cISa0SpzgTw9GLgU1rDIGNoCbdhEe49w092kyzE6LLH2FoWRCPvu3HvuZYhvU9KfYaUkKxV6ElnuXHP7+W1etaWHvuMYwZWsP+08YwbngdS1a74tt5p7gVDrURH2t7XJHJowrKg1t36wD4/mX/yfVzveOJmcx78HKG1JZ/uov2FSG7bkXu3zKbwerqQA2EEEJBJnvBH97hE6b2mDySH592INfd+xKOI3Gk5PyzjuHEI/cmnkzxy7/cybyFqz7VMTbZv5/1m1v571NuQm91eRGtnVF8Xp3bLj+bEw7aNTc+a5jc/thM0lmD04/ek9Iid93S0tHLUT/6B4mUuwZavHoj7977OzR1sxYsps0Pr7gTIQQtnVFuefj1j3W+J1x43Sf+rNsiGk/mvU6m3CTEscNq2W/XMfz7/le2ttv/jORm68pEKr8Cu7I0zDU///Z2xf0CBQoU+LozpLacc08+gH/d+1JuW2VZhOH1lcx6v/9e+frcZRSHA9vsTS+l5OV3lvDyO0sYPbSGt+/6Feedsu1+uSs3tPHYK+8hhCBhOHg0gSMltgTDtvEpGruOH8q0CcN4d6ErPJ13sjvfPlNHs7qvVYPPqzNtwrbjn/fNa+LFFW7S0uurOvntoWNoKN4x7GSd9r7YolCQDOg57SsmvWQe3qFjULZjcbwjoFfWET7+bGLvvEJ20UIyPUmysWyeWGwbNukut1BhQzTLnBa3slYAB2Utakp8eb2Ns2mTnrYkzau6qRhZxuiRbpzRXLcQujciVIWu9xbQPfMtUBSqv/0DSvY9OLe/lBLiHWBbEC7PORg6mRQtN1yBk3SPn12/moZfXQ2Kktc2DiFovv4vCEUQ3uMAknPfRNpOTizehGXaSMdGqCJns+2kYzTd8Hcyi94H00T16pSMG0SwOkKy1U36DdeGCdcWufHJngxCgB7UyXTF0HwaQkLJtOmkmtuw4gn0oE62ty8W6NEIDyojMHUvInseBEJgLZ1L6s0n8tvnSYltmCiZFGufmkvX4sbcW6UjS/CEPCjd+eu6TUVCju1AX/wzWBki2dLfkiRYFaFndQf+Ul+uOtw9nnvdww1uoqGiqfgrIniKQm5xkO5FGzoJ4d2x/14+CQXBuECB/wGPXv0T/nnPi/z+hsdIZ0ya2rpp6eihKBzIZXIvWd3MivVt+Lw6mc0q+Tbn1XeXsqapgxGDqrY5prQv47qlK0Z70qaytC8gJ/puSkBFaYTZ9/yG1+cuZ1B1KVN3cm2tH7n6J/z9zueIJ9L84JQZlESC3PfsbJ5/ayGTxwzmx6cdmOvb9eqcflu0zt4EC1c2ccBu4z7ZhfoKITQdpaQKp6eNUbsPx1scoVcfQtuy1bz6qysBqN99Kqc+exfqJ7RL/rpgvPMMXavbaV/TA7jroWjcoLLM7y7QhMCIpSkaXERnotOtPC7yUjamnFRHEqS7kDFiBpked3FhZSxSHSnCtWH0slJSM5/MicUA8VUbMCdU4gkLUm8+RtE3/889tuOw7opfkVrp/t72znyV4b//O0JRsVrWYyZTOJaFtGyU9BJ8LatJvvkUCIG0bKx0FpJpoi8/ge5X6Zq7on+BB6S7E/hL+xcjUkocW5Js71vkSUi2J/EWeRGKwExHCVaXEKgqwYyn3N5waQM7a4CUCFVB9gnYCPAUBRGKgjcSxAkF8Y4Yj+YR7hjbdm2siyugchhKsBhRVEkQMJ0sSnEFTm9fpcjA3i3ZNJ0vPIfRG0coCrKvgkX1efBUlCHbHeysgaco4Ir4UuIrK8JbFMITCeIbMhQnlcGMx4gtcx8KAzWlKJqClTHQPBaK7kEUlSGkA4qKb+Lu9NoejM4mVFWlePxun80vW4ECBQp8xamO+IhmTPzRTlQscKCYOCG1iDKZpEpJgQNEU6jBGmzNzZZe05thF+kwsNmVIh2SpkPGdAh4ti1G+jSFvYeUMKXOTfirL/Ixsr6CWDRBXWUxAOGgnzfv+AUvv7OEqtIidp88AoAZI8p5vyVG2rQZWxkm5NF48rX5PPrye4waUs3Fpx+K3idWvzbASjeRyjJn0ZodRjD2DBpOds0yAITXj6d+hJsl37MRy8gi/GHUujGuS8gOzHNvLcwFtSeOHcopx+wLQHEkxKU/OokTz7niU80fCnj53u9uy4nFAK191fKZrMl5l9+RJxifeNF1ucTY2x59g3fv/R0+r84HKxpzYjHA+8s28NQb87n27v7APZCzcpZSfmyx+LNE01QmjqxnwbINzFm4hmvveo4zjt+PdCZLV1eUx/55AQfvvhOaprKuuZNn3/zofaI/a+567A2mTx7J3ruMYdmaZq669ence3VVJTxz/cUFsbhAgQIFgH/832lMHFnPb69/lNbOKO1dMdq7YlSWRnK9jhtbu7nu3pcoiQTpiSW3O9/ytS28NX8lh+41cZtjIkF/zg1k6ZpmxvU5b7guNu4axuvReenmn/HC24soCvvZd5cxAFz7i28zvKGSprZuTjt8d8YMreHl2Yu555nZNFSX8vOzjsx9vy9t6xeLLEeysiOxwwjGSnk9duNSN/aietCGTibb1U30hcdwLAetrJLqH/wKxb9ju2ykB43DLq4j8dQZWBkzT/wF3HZpfTQn+kVGCTR2pqgp8YFwC1WkI+ltT+L0Vb62r+hicFKy8fabaX/sQYSuUXvY/v0xR9um9a4bKNpj/1x7PNm+GuKuyEy0FRomIlQNs7sTOxHHiKWxDQtjYy/O0y9gL5qF7ldzts/+Uj9Wxo0Ddr/0LFrQRzaWpXVlN7bpECzxESz10fZuD5Zh4y/yUjuhAkVVMBNZoi+5FvWbehJn2qMMP2ISG15bghFLoWgCK2MSKA8iN7UgUgTStkk0dZJo6kSddhh1v/47XQ/cSeqFV9D8KtKBcEMRyqDR6P4Aqqaj6B68U/dD0xx6X30Ws6cXAKGpqD4PCEG6K9/62jbcY4ZqQmRTFpg2etBD0dAyrGSW2MYoSOluG1SCFvBhZSyClSFUXZBokrl2hXa2P0ZavlMN/tJ+BwK1ZihKTSVCVfFPObAgFn9CCoJxga81pmWTMS0UIfB79Zw97v8aXdf40akHcunVD+a22Y6kprwIv1ejtdNdzFmWzYQRdWiaygkH78qQ2grmLFrD325/Nm8+VVEIB7dvpzB90ggqS8O0d8c56qe38LPTZzB59CBGjxrmZtrgXp9gwMvR++2MOiAjvigc4Pc/PD73+snX5nP6L24C4O6nZzFrwSqu+r9Tqa0sYdr4Yblq5HDQt0NZUvv2/ybm4pnEO3p4b00bsfZ5dL71Lr6+S9k06z0W3vEgk88+7Ys90S8cQdey/OrhgRZFvlIfCIk37KFm1xocy0bzqQgkgTI/VtrCsSWbuy05tgQBukeBaDOKR8Pps/cTmoLa97AhB1j5mF2dObEYIL16BZmVC3GyGdruvB5pGghVQQ8GsLvidPzsYhzLJljr9vKQfScRXbaSsp2GovdZp0gpXd3YgVRHikBFAG8kiJnIYMS37E0npUQgcEyHrmWtRAaVE13fRaIliubTKRtVhhC4wWQBSPCXFSFUDd8u+yNUDc+wicjuRsy1i7CSSfRQ2F2sJqM4axfgKApKw05gZhFSEtz/eIx1S3HSCWTrGsi62ZZWOosR7cu21FRQBJrPi680gp1Kko3GsVJZVJ9OZHC121+57+enBoMEh41BqCqZNUvwhz1Ix0FoKmZfBYuVTBHc4yDUsmosxYOGja36SKpleCuGURbxfWHfzQUKFCiwiTmL1nDtPS9RHPbz63OO+cLcUoQQFPs9WNEBDhNAsUeh3LEZUGiAtLKYig9dUxhUEkRYQ6HLtftL62HwR/Ah+DANsiLkZXRFftDphIN35fIfHZ/r97q+J0VbIsu0XXaiNtK/BtVVhV3qi3OvZ85bwQkXXYeUkgmjB1FeVsx3jtoDXVXYdcIwnnh1PgBej8ak0YM+wRX6alJ+6g+Jvf4UVqwXMxaj48E7CY4YhtnRRnLJBwhNo/zEMwlO3vOLPtUvFDFgPeD35Verb/76k2BYdq5/4tYwrf4/sFQ6mxOLAZatbeGmh16lNBLkR1fclbefBI4//9pPfX6fBzN2G8efLjyJJ1+bz7yl6wH4x+3P8I/bn9m0xERRBMcfuAvReJqaimK+e+xerNrQzqz3V31mVtgflUzW5KxLb0ARAk1TGVZXwfgRdYweUs3vB3wnFShQoMAXxaJVTfz99mfxeXV++f2jqe+z0f8i+O5x+/DHm57M2+Y4DlPGDs595wPUVRYztL6CQ/YYz+Qxg1jT1Mlvrns4774HbiuA7VFdXsTOYwYxb+l6zv3VTVx45hFMGj2IvSYOR+tbcDrdLWi9bRw5sRKlrC63r0fX+L8zj8i9/mBFI0f/+OrcObw+dxk3/va7jBpczbDyIE1RN46iCBhSuuOIPt7pR2GGS7F6u1n3zHySTz6G35tEmEliG7pBrMIpuoP6s877ok/1C0dbPAsr01dw1beokVK6/XHV/lhakVdlY38OAiVBN1YohED1q25sbrPljmU4RB9zY/jStGh54Q08/gFxK8fOs3zOfvA2Zlsjij+Id+QEsvPfRglG8GhZbFtgpQ2625OsmN+GfPF89/d6RAmVw4rduGZA66/WlRI7lWX9O005oTXZncFMW1iG+/eSjmaJtiQoH1ZCqrM/GcRImKge1yo+2daDYxhoPg3pSFJdaUI1/b3HcaRbpdzn7phesZzSvQ/C0zAKx3geoQiEIsj2pki8N4fQ9BnISDFKTwtOVzMIhcDk3Umv34BIteML+92YpMdH6dh6Ui2us4+iq5RPGszymEOdnaJ+1xCZniQgcUybVFcyF2M0kwaZ7iRFg8sI1ZQjpcSIpehZ2YZj2oSqgmQTFqrPQ8n4YXjLdIQHpC3Rq+spOvp0tOIyNF3Pe64o8PEoCMYFvrbYjkNsgKWVLSUR///WHnhZe4K1PSmKvBq33/kEuqbmFkO6rtEZz6CS/wW2yaa6J5pk0WNXcNyMqZxx7N587ze3Mquv54ftuPbUPzzVtQOct2QdcxatZbdJw5k8ehBLV2/k6B9fTWevKwItXtvGuX95iNn3/DbXz9UwLYxMCikUDEUl4PXmicYDGWhpA/DIy3N5a8EKZt39G+7/2w/5w41P0BNP8qNTD6S2suQzunpffhR/CO8uh3Lroaez9IU3cAAFqPRq6H033A/+fccOLxj79zoa7fFZBII6qaS7mCsq9qF6VfxlATSvTiqeQXEkmZ400pI4QQ1fsQ8jaeL09c6wDMu1XekTigNlfjxhP56wl8ziDdTtPoL2BetB1ag7cDdUTxYUlcAeh+fOJbtqQZ79s6LryDXv0v3uPKTpZh1K28E2TaLrOnICdHR1K+G6EhTdrdCSlo1j2hQPr8FKZula2pRb4EhHYmUlVaMbMOIpupc24i/1k+52BVrVq6KoCrZp4xgOydY4ieZYrlDZSptE1/dSOqIU6TioiupW/jo2RiyOVHV843dH8QZIrXqfjlffQFoWikenbPpu6JFw3+ewsTcsgb7+iFJKtEHjkZqOqevYHS2IRCfZ3gSKpuKYFkIIhKbiKw2jaCqJDa054dcxLTzhIKpXR/T1wBSOhdXdgV5RDYicSG8NsLaWpomZtTBD1ai+MLrPgw4M+Wx+vQoUKFDgU9Pc3sOh5/6NeNINTC1c2cSrt136Pz2HtniGlngWn6Zw23+fYViR4OzDdwbARCHtCGwp2FQnLIEeWyObsdAUwbDyEIoIIkvK6Y4nSUgvQgg0IGNY+DR3T8exkbaNUFQUVUU6DgsWrcTv1QnXVeL09cQ67fDdc5UiyzsSvLrGzZif09TL0eOqaSjaumjzzsLVSCk5Yv+p/OVn30JRFBp7ktQXB/nP5WfzhxufoKUzypnH7c2owdWf2/X8sqH4AxQfehKt/7mG5IJ3AUivWITq87itKCyL7qfu3+EF46suOZWjfngVjoS5H6xkzoIV7Dp5FLbtcNPdz33q+bt6EltsmzS6gfeXN6KqCldedHJu+wPPv7vF2J/+7b5PfQ6bowiRq0T+PDjrG/syefQg7njszS3e23RUx5E89MKc7c6jawqm9enEY0URW9iiDm+o5Ixj9yaWTHP9vS/nLKn3nzaWZ2/46ac6XoECBQp81kTjKQ75/l/p6HHVp7cXrOL9h//wPz2HZ9/8gJseeo2aiiLCQR8dPbG89zt7E1sUmCxa5bYUWdvUweLHruC4Gbtw0iHTuPTq+3ng+f7v/4dfmMNeO7vtvFaub+OVd5Ywbngte08dTVtXlMN/cBVL1rhztXdF+eXf7+Wpf12Ery9OYnc2Yi1w3TZsQJuwP2rVkK1+jvcWr80TrN+av5Jpp/yOl2/5Gd+aOpiIT6MzYTB9SCnDynacalqhefBM2p9Vv/szjQ/1u2z4y3zofh2kpPG+h6n77rk7tDNNScBLrzBQvTp21nQr3xWJcNx1jVAE3rAXM20ytiaE1BS6UybVES8j68Ig3epioQp0v4eKEWW0r3CfdwIlPhTynT8dwyS8xx7E588FIaj4xum5PsbG2sVk17pOQnYyQdfchRi9roNN0ZQpeMrKyXb20rw2mov7ORKaV/cSKvUR3EpChETmVUkDoHsg3d/b11scxBP2k+pM5Q8L+vAWB4k1dvfPJyWJ1jg9a3tQFEGoKoCiuv2MN/UGDgwbiaKqOJksTs7eW7r9jC0Tq6cLJd6OtWExZmc78Q2txNe3AuAf1IB/yFCkaSCFoGhwGPYegZHIEq4rxsmaFK1pJi0lZlBHVd2YebYn0b8g7SMbTSPUHkI15TnRt3LyYJJtUVRdpWynwbS/vxqzq5lYF/iHjWTkFVfv0H8PnzUFwbjA15bNs6Et297GyM+extZulrX0ssbot/+Laf7cYqiispQfX/gdSkoitLd1cc3fbycWyw9grGpsp6s3QUVphFGDqykpDuW9f+cTM5m/bD17TB7JD/94J7btoGsqz/z7Yk695PqcWAwwemg1d//5B/nVv92N+NNRJGCEq4maIXwenYDfSzSe4sXZi6kuK2KvKaPYe8roLaqc27piPP36+5xz0v5c/fNvfkZX7quHtG3WvTMfs+8GZwNp28GjqHgUQeF2BSJSiRbwUFUfwczaKJqgZFgZigKm7TD76RWYWRvdozJkcBEej4oRN1E8Kk5fYMqxHQQCT8iDYztEGkopGVGJ5vdiNK3GTqcIVkUYesgEEILQlDFoDeNRq4ei+ENY7evJzHwEo7mZkpG1JDZ2AVA0sgFhm4jNVyhS5sRi97VrK7jp56l4PW41roSy8UNI9aRINXflhmt+DwI3CFg8tBpvyEvPKnfxKVThLsq8YbLd0a1eM8d2XPFWHWAhqijgSJSSapQ+W5XEsiVIyz1PxzBJrFqFomtk2ztJbOzEiKfxFEeoO3A6wogjG1eRSRhYUfe4enk5QhEoupazltKDfhRNc+20jc0WyaYFQuQtxAxvmBbDj4wMpjyxONcjfaBVt9LViJMYganvOJnBBQoU+OqwfF1rTiwGmLNo7f/s2Lbj0Js2WdQaz92JtKJizv/X/ew7bSzDSzxoiQ6GmRuwvCGccDFCSqTqQVNUso5r1WfaDl5NRXj8SK+AbP89LJo26UlbVAU1VLvfkk3z+uju6mbcULfFiWFmee6dFXzjoN3yerG2xNJMro4gpaQxlqGpN0l9xIcQIleFWRTyM2P6Tuw5eSSKIvjGodNz7UscCYmsSWnQz18GCHI7GlJK4gs/wEoZaH436106kj6NPs8RZUdl/Ih6iiNBuqNJbNvhwt/dxIihtUTjSVrbez71/M+/vXCLbe8vb+TyHx3Pd47Zm+ryIt75YDWH/eDvW/TO/SxQFIGuqmTN/r/PjyIW+7066Q9pWbQ1Tj96z5zF9oK+pORPyoeJxftNHUVx2M8Ls5eSyhhbHeM4kt0nDWfW+24SdGlRkCevv4iKEjfZcdedhnLSxf8C4OV3lmCY1nb7rxcoUKDA/5p1zZ05sRhg6ZpmEqkMocD2K3M/Czq6Y7w0ezFn/ebWrbo/aJrK2d86nNHD65m3cBVrH3hxizE9sSQr17dRXhKmobqU2or8go8XZy3mO7+8iYP3GM+Pr7gr137hlsvO5N/3v8LClf09SctLwtx35Xnss8vo3Da7NX8NnWlegxWopCgcwDAtnnnzfXwenUP2nMC0icPxejSyA+IuqYzBfc++w9SdhnLCpDp2ZJrfeoe0YePTFbdPrenApnxNR+bFW3ZEPNgEslHKxtYRW++2XtNCXuLr++Nyji1RPRoqMKkuglAgUBFGKH2xrU3jLIuSKj/BSDVSgi/sIbFgrlve3pfo5ivxQ2cj1SefTmjafuil5dixHpqv/wPZpkY0v5fIkBpsw8yJxQC98+aBN4yVtdC0/IIxIcDMOvhKQ31FF/0/U084SN1uw1n76jJwJP7aCmpHh1k3cz22aeMv9lM7ZRDesA8jZZFqc49ZvNNwAmFBuqMXaZu5KmsjYeZa/NlAsjNNuCqI5tdRdJXI1N0onXEYAKlVrvgtpXQdH+NZkl1ZauLNyN5W4mvWk+2OkmzuzJ1vekMjSb9AD/qxDRNpWoTr+79fmt9egdpXkW0lDAhqqH0JzaGGcqJr2pC2g1BdEd+IpaFqGGqqExFPowc8FA0pR9oORiKNGesXydNrVmLFoujFO04B2+dNYfVd4GuLpio5my0AXd1277bPksdfncc3f3YD+82YzlHHzshtr2/or6I45LC9KSlxrQ4rq8rYb8Z0nng0v+dVSSRAJNRfvfHDU2bw8uzFZA0LVVGYv2wD85dt4MHn38XuWyyals29z8zKE4tVTSMSCTFxVENum8ymUNPuzUQAnkQ73/rH/bz8zlJu/u13+f2Nj7NinZsl9LvzjuMX3zuKB/7+Q3761/vY0Np/822o+eKsd74MSMfhgx9fAJl03nbNqxFUBIqmssdll3wxJ/cFIqXEWjkXJ9aJWjeK7ldewI4n0P0amldF82uEG0pxsgarX1+L2dd/wjRsurrS1NS4yRF21sFTFHLtkvv+kIUiUBVXSNYDPoSq9PUM6f9rF6qKSMaQ0RaUoROQjk3mtfuw43FXy1QUQnVlCFUlUOsGycMjh2DMXeguUDTVtV0esDhEQMVp38eY+xLSNIhM3gUEWBuWIYCaqcNY35vESmVQdJWSEW5yhurzYCTchcymrD0A1aNRss/ebHzkqdz8WsCHlcwgVJWqaWMpmziSZNNG0s2tKAoomooaKcHbMDI3j/DmV3g5Rhart5dMd5xs1D1utjtK+9vv4S8NYSUzuWMJVcHs7MQ/eifsRR8ghUAvCuOtqnD7NWctiA/IVFQEesiP0NXcz0MqGtbwXWgI+elau4yUZwLF2V50XPtvJ5vBU16B5vfjtKzAKt2xH/oKFCjw5WTCyHoqSsK5AOD+u475nxw3a9p0JTJIYFiJj3W9GWwJw4dU8/j5ezAisxZaINvZRfe7c5C2Tcne++MfNwkJVCYakcleMnoIrWwi9NUfh706qayFxL0n92ZsbAlebMp8/YEKx7IIDOgF6tFUZs1bwcmH7p7bljHtXHWyEII9qrxU+sCMdeHofg44+285y8Pzv3kwf/3pKTxx7YWkNotjattwsdmRWH3FZfQscQOpnpCHUHUEIiWQjiMVhZIjTvmCz/CL4T+PvsG8pes5aPfxvDV/Bd3Rfls923FYvrrpI83zaSp173jiLX521pEAHPnDqz61WHzlRSdz1Z3P0dWbYNLoQQyqLuWRl9/DcSRZx0LTFKyPUa178qG7cfvjMz903MBrUBTy89eL+3+nBteW8daClR//w3wE/nje0fzk1P0BmL+8kYPPu5aMsXWB+9A9J7B41UZiyQxjh9XmxGKAPaeMyv17aH1FQSwuUKDAl44Rg6oYVF2Wi4vtOn7o/0Qsfm/xWg49929EE+ltjvnmN2bwjSP3BmD82KH09MZ56oXZeWM8ukZNZXHu9RnH7s0dT7xFTyyJoghWrG9lxfpWHnphTl717z1Pz2Ltxo68uSzLzhOLpXSQnvwE8asemsUfn7ubv118Kk+8No/X5rhC1LeP2pNbf38Wz/77p5z/5/+ycGX/vX5HjzMCvPXzP7JyjttKza8rVBd5CdeXYPSJZIPPOSe/uGAHIbPsPcyNa9HrhqL5PKRWLUfzqpSOqsaxbKRQEAh6VrRtdX/Np6Jq4KksI766mUxvFsey8RX70Co0PH4d1aNiZiwc00HRFRRdQfPpeCN+EIL4B7MoOfQEALofv51sUyNSSl57cSXrNsyloraIvXepwu93n7HMlInR4lblNwwrIRU3yWYsdAGhihKGX3UNj/7nv0irG6WonGMm12MsnoOqa1QM9lLyoyNRR0zCnPkEiibY6ZixmCmTQHkIbzhIeORgyg49mkxbF2g6whei+c6b3aRUJHpAd3v+blEjI/CXBfGVBhC6h5rTz81V8/rqagGw0hZmyl3PdS5sonjmu5SMqMLoibkFLopbDLOpSnmTexXSrfCWA1spbZbkIm3pqpJC4GSzeCPueQ60kQ5MPwRz5Xyc1ih2OoqQbqKEZSQQmpLrxawVF6OFv5h2Ul9XCivwAl9bVEUhEvCR7eth7PP8b37dr7j5SQzTYtnSNRx25H5ofUG2NSvX5cZssuJSBdgyv5/rJnpiKa6+6wV+dpbb4+Og3cez4KE/MHfRGr7d108Y2CLbfMSgavaeMoo3561gyLjR7HLwfqiqyn3zmjhlSv1WzzmTNXnq9fcBOP8vd9M1QHC+6cFX+cX3juLYA6Yybfwwvn/Zf1jT1ME3j9idw/ee9Amu0OdDdsk7pGc/6za23/s4PMPGfy7HaXvhVT746a9wMlkqD9qX6LtzKfMoxAbElRoawowfWoyuq1SN2vEEMnPRG5iLXNs7a9U8rG4H27BRPZtKaCDR1I1jWDibWazk1gYCFFXgLfJiZzIgLWynf6xvl10RZSpexULXJaK6EqOrGyEEvuoqkA5k3MW0NDJgZl2r6XQ2t1CRlo0ZT6JHwngiEXzVldiJRK7SVvXpbpWxlAivF713Pd7avoeXniYo6f/Z6gEvQw+bjBFLo3k0FF3DsSwUTUUPhzB6E/jLg6T7eovUn30u5dOnQk8TyY0dFA2roWzaeMyqXfCGdLTOpSAdAoMbYMgU4nPfBukQ2fcIFL2/h1/pYSdjrFqEGY3iKY7gKQqTSaW3WIyZyQy6V8tdfztjoPXZVBnrV+KrKsffMNi1lFZVnFgPvQuXoXr0Pjtsh+Co4XiE+30jpcSu3wlz1HRsRUPtXEZl2APhahxZjRDgqcvgRPsTTGxFx+/99P0HCxQoUOCzprwkzKv/uZRbHnqNonCAC759yP/kuPGM4fYPlTZVMkZ12KbVUNnY2ciMcZWA+33b/vIrOH1W/x1PPU794OEILY0SbQcgZKahbTXUuUK3V1epLQ5gWDbLO5K53KesLWFAKxShKDiiX8h1pOQvPzkOM5tB924Z/PQrkkrdAqmAUJDZVF5/vBsefIW//vQUDt5jPLYjaY9nMGyboEcj7P3yPHbarWuwls0CKdFG74ZaO/LDd/oEJJYupOmff8LJpAlN2JnuN9/IvWckDIRHxx42jujkA5FeHyWDarYz29eTa+95kYv/ei8ANz74KoftPfETzzVQLNY1lf2nj8eybV6dvXirz1oDMfqqTCzL3m4wfhMeTcUYEEgfKNQqiuD5txbS2ukm585dvJbq8qK8/bclFm9m0ALAL753FAftvlOeYKwIwXM3XEIsleY7v7iJZDqLpqncetmZzFuynkQ6w49PO4iSSL+F5zU//xaPvvIe6czHr1TeFiWRIKcethvnnrBPbtvOoxvYZdwgZi5YvdV9fnv9Y7l/r2psJ5ZI55Kk5w/4Prn7z+d+ZudZoECBAp8VQb+XV277Odff9zJej/Y/WzNedefzW70/hQLeXBVwQ11F3nsNtRVbjDdMiz/e9AQ3/+5MAMYNr2PBQ5czf9l6Tr/0RmJ9jjub9zYeUlfBsPpKbnnk9dy23niKUy65nnv+cm7OVYaqoWCbEO+EUCk3v7MAx5Fc8vf7sAf0e73rybf456XfYq8po3j99l9w7u9vZ96SdRyw2zjOO3kGXxbstnWYC18F20IbNQ1t6OcTA7Xj3VjzXwAzixMq54Mb/5t7L206eCoClI+rRvN5EKpCybghn8t5fJnJLJ1L/Lm73X9/8BaBqfsgDdfRxLFsUq1dOJZDrMktFNGDOopHzVXVqh4VT9BDpidN96pVOJaTWx8mWpPofYUtZjJLprs/wOsr9aH5dLfoQhF0pB0G9b0n0258b9nyThYtdp/LEsvb8Qd97Lt7rSugan6MqPu36/Vp7H7iFBxfGMMQNJx5Jv96azW/f3OTdXQng4fVM2FAwlwgAKWjymia7T7DaR4VzaOienQCg2vxNIxA0T0E6mugrAHL8SL7Hv6EEPhLA9Sc8zNsC+b/+OdY0RgIwehf/B8+Two7mSCy54FoxWW5Y9acegaxOW/R+V5+e8rkxk5KRvUXw2mhAJ2Lm11xXVPQwx34K8Lofq/rjqgqOJvir6pC84YoCKiuChKuLsMbDuBISG3scL9DdLcqHKDyqKNJLlvC+n/eiLRtFJ+PUHUIX0kQoSiE68qwshZCUag772c7ZALF58mX58m9QIHPAU1V0FQPNzzwCm/NX8leO4/inJP2/1yPGerrk7xhfTP/vOp2xk8cTWtLB01r+h+AG1es4Ycn7INXU2nqivP6y7O3Otcfb3qcxtYu/nmp2wNueEMlw+oruPI/z+Qy8IbWlbP/tHG8u2gN+0wZzfnfPIgfnXog19z9Aou0CtfGFnh6SStL3lvIq2++R311Kdf9YAbFIo1pOZx3fX91s7JZU/iBAY7ayhKe+tdFADzz5vv89T/PcPAe45k0elDePm1dUa757wtI3GqTqrIIj70yj3gyzbEHTM2rnN4W0rExO9vpeO5JhKJQeuiRCH8ITVVRvD6wTYTmik9OMkb6rSdASqQFq/70JxrfWosWDDDpqj9Qvvf0Dz3eR6H73feYd84Fucys1qdfQg97qNVVEh6VqOVQrCsMiXgJBPvOzcgipcTo6kYvLkLRvv5fu3bbuty/pePgLQkiVCUnYjq2Q7ypzy4lqBH1qBiGjc+nUlEZcBd2muJmq6WzFDUUA2CmTYykQcmoevx7TsWX6kLrq5TXgwE8NYMg1W/9olQNdfdr2YAldSQZbNPCSKTcnhiKAF+QQIOKCERoKhlObfIDAITuoXaviXQtWoO0HSoPORRVk3lJeVr1YKy29WBsWoDq+Mt1pOW4CxqPB++U/SkevSsbr70c2IAn4qPixLMo3vcQZDZN3SF7gunur9SMIDRhinvdkoNwEt0o4TJEIEJZ/YitXms1XETtxX8m8+5TEO/GsR2M7ije4iDpnjjSctzF1LB67N7e/h2FAEVBUV17I5lOYXa0oJSVIfu+Azb9zBRNBaGia7jeNbgLTztcih0oRkl0552TIkAqKsIXQGQzyEwK0xdGDJ9aqDArUKDAl5ZRg6u58uJTuPOJmZz7+9uZMnYw53/r4P4A2OfApgzqsB1HlxYIqPdaHD2pGuLNADiGkROLwbUtTi6Ygx3tRA8GCI4ei1BUZPdGHEVBVI1AKErfGlgh4NFI9NlTx0yo0zRwHISiouoeQrqHWCyOKm10TXWzvC2T1oyDYTt4NYWasJeWWIb63mWI1i6kokLtGIQ/kteTtLaiOHeeqiKo6etz/Oq7S5m7eC377jKaaROG512DrGUzvzmG5ThMrI4Q8ek8/cYCOrrjHLnvZMoHVB9uCykd7Ewaq3U10rYxu7oRpoFv/K7oxeVIy8itGaVlYi1+000sAxKvPkKisRmhqJQc9S38Y6d8kh/lFqTWrGblLy8BxwEB9tzZW6iBQkKoew2JcBFS8yKldANXjg2Kmpdh/3VlU6XRJqKx5FZF04+Doghu+uM57DHFrXp68pX3+Omf7swbM6imlA0t/euXEw+eBsCs91cxvKGS1Y3tW8wbDvqwbIfqsgiTRw/m0VfeA1wLUGtAYH2vnUfl2WuCa7U9Z9Ea2rry+0wO5MLTD+Wn3zmUEy66jlnvuwG6y847jku/dxSxRDqvou2QPSew3zQ3QWTu/Zfx9oKVTBzVwKTRgzj18N23On9ROMD6F/7Bcedfw1vzP32lsc+j8+y/L2LM0BoUu/87yrYd2rvj29mzn7bOKMef/0++f+L+xBIp/vqfZ9A1lSvOP5Fddhr6qc+xQIECBT4PBtWU8ecLT0ImupCJZqTlh5JahPj81oyhgHer2wfXlLN4tVu9OPOdRey7hytoWpbNW3MWb3Wfu596m954iv9cfjahgI+aimJqKoo5YLedeKzv3lYU8nP60Xvx2pyljBtex18uPIlw0MfOYwfzi38+SDTuCmCPvDSXH/3xTpasaaY4HORvFxxPQ91oYDS/v+VZWrvc+4EjJZqq5Ky0SyJB/H0uN6GAj//2JQnNWrCKf9z1PLtNGJ5XvQyQTGf5x53P0xtPcvY39mPM0Bpemr2YDc1dHLrXBGorP9yO1nEcFq5o5ORLrqezJ85uk0aw+8ThHL73RKaMG0o8mSYcdNevUkrM918GyxUlraVvYxTVgD+CR9fQPqPYnswksOY+Dba7dhDRNjx+D0aq/96q+1QyPSlKRrjrYmm5yV92Mo7i9SE0fcuJv2aYjfniZSaewFNWit3chplMIB1J64I2Uh3u76bm16gYX4bmCeRavklHkuoTgzdPJvQUR6iYNJSNb63I297ireClqI8zylU6opIF9ROYCjiJHsKTppBYvpxkIr8VR09HktqD9gbdQ6zTItn4sPuGouDxKXgifbHRJbOYvyI/ifADUc7k4jLs3i5QFEI7TUD1+ymaugvR9+YCEN59BqVHngwdayDZt54trUetGo4wTTw19RgtrmbgHz6Gol3cmPgeT9xHzztzCQ4bStHEnbZ5rRWPhzHX3ELjjdex+ub73I1CUDxpDIquY5k22c5eUj1p1yodcCyH7hXNeFu8FI+owVfsJi0KReCgsHhljO6NvQB0dKaZGtSxkllCg/sFaEVTKJ42lepjjkaESlh91T9zLXucTIZki4mdNQjVlKL5vZTtPBrfxH3wjJqwzc9S4JMh5Iel2xYo8BXn+vte5oK/3J17/Y+fncYPTznwczveBysa+cYF/2R9S9c2x9zxjwvZaVS/yPqzK27nlbc/2Gb2+42/OYPvHrcPvfEUC1c0UloU5J5nZmPbDj867UDqq7a0bHEcyVn3zcNy+ud87o77iHa6N5P6qhIuO+coLvjrfcTT7s1NCMHdfzmXxpYurr/vZarKi7j5d2cydlht3twX/Plurr//ZQC8Ho03bv8lO48dDLhBgikn/Yala9xA56gh1ewxaUQuK378yHreuvNX+H3brjRML5tHz+O30zFvNVbKwMpYWFkbISBYGSQ0fBDRlRsRHi9DL7mU8LAhxB+4yt23K8G861/LzaWXFHPwB29s9ThSSpxUAsUfzOvJui3eO/sntL/0et42PaTT3pbK21Y7upSS2jCRKdOo+8FFvHfmD4ktXIK3JMTE3/yQksNP/FwfJr5ojPkvYy6bBUCmO4YRS5KNp4mt7UDaNtloBivjLoalI3EsB9uWqKrAE9LR/DpIUHSFUHXEFXYBFIHq9VAxeRRC0xCBMMKxc2XJ0VSYjfc/gBCChpOOpvzk75Oe9wbxl/sWZ5pOcmM7yZYe7L7gueLRaTj6IKx4J/NbUtwwp4c6v+DQvcZwwOD+BwClaihq9TCMuc8DEoLFKL4Adm8HIlyG1dGE6HuQUGuG4Z1+FELTUfyuvbaTzZBZuwK1qARvTb89vJOKYTevQnh8qPVjPtLv4daQ0sFuXIZMJxAlNdipFNnVH5BdtRhfeSmq30fv+4uwYnGEplG880Ss3m6saG9uDi3oQw8FUTQNO2tiRGMYfZbU3tIwZtoi096F7vcSHD8Oue83wePHMU2Cq97Eal4Pqopn8EhSpUPwZnqRikYiUk8kUoxXL2T8FShQ4MvN/c++w7d/cWPu9a++fzS/+cGxn9vxLNuhK5EhnO1Gp19gyna14E13g20jsxk635pFqtENBurFRegBPScm+oeOIDR6LMLrd++N5YMRpfVIx4ZMAkf10paR2A5UhDz4tvFdnE0mGOhV1pp2cHDvSYoQVMtelLXzcu9LbxB1zJ7c8dS7/OW2pygKB7jh12cwZbOKh99d/yhX3PwkAKqq8Oy/L2a/Xcfm3n9oYTOtCTcgFvKorHh7Dn+77WkAhtVXMOvu3+RVSW6O3b4e492n3GCex0+qqYVsuyv2CX+A0MgROF2toLgONHr9SIw33IpWxzDoeve9nDopdA+1P7saoW896Oakk+51/gj36vXXXEn3q/0JmapHRfF7SXfGQbp90AIVYcKDquk46Gy0qkGMKA9A90akkUYKBYpq0PzBr7VwfOVtT/Orax/+TOcc1lDJs7f9Mm/bHif+Ms9B6fsn7Md/HnsT07KZOm4Ir952KQ+9OIczf30L4CYd246TJ1wLAftMHcN7S9bmqrnAtc5sHCA+T584nAtPP5Rv/vwGLMumrrKY4Q1VvL98A2OH17JibSvdMbciZeexg3nw7z/Co2u5JN2sYfLW/JWUFoeYPCApd2N7D7c9+gaRoJ9zTtwfn/eTBYellNzx+EyWrmlmxvRx+Dwe7nryLe544sMtrwcyaXQDr//n0r5JHRTHYkNLF3+760Vuf3LrydAfhf/++VxOOmTaJ96/QIECBf4X2IkeaFmWu0cnvaWEG0Z9yF6fnOb2Ho75yTW8v3z7/egnjx/O1Mmj6O6J88qb84nGktsc+9MzDuOK808knTGYt3QdJZEgj786j86eOGccuw8TRm7doXDC8b9k+dqWrb4XCni584/f4+zf3kb3gB6jf7rgRAbXlvPrax/G69G59tJvsffUfEH4mrte4P/+cT9SSoQQ3P+38zj2gKm59489/xqeecN1RiwrDnHOifvn1pjV5UXMvvs32xWNZ7+/iuMv+GeuhZ+mKkyfOJxYMs0HK5qYPGE43zrlMCLhANOGVTK2ppjs8zflZbE5uxwNYbcS0+/zbnONJh0LxEdL/rPXL8Ra1b8etdNpFt33Mh+8uAzHcahriFBRFaR4RDVFg8rQKuspPvlHRJ+8k8yKD0BVCU3clfAhp32theP0wlkkXnog9zqz29HYtcPwznyE9Pz3yHRGWfPiurx9ApUBVK+KN+xBCEGqI4Vt9heybKrEVX0eqqcNp+XtlTiOwBdW0APutSw75jg2vPACwjJ4o3InLr7xz4TtGPbKd915DJOldz3E/XfMwexzkBkU0Dns0lNRu9aBtFBUDTOVxVddhSr715BaWRWLppzEsedfQyZr0lAW4rXvjEBrX4daVEF44iQ8kb7kWd2HUzYcAWjFrgYgpYRUr5to6u+3ZLbiMaJvPA+qRsl+h6L4Prxoa1u0Pfs88SXLKN5tF8omj6XnzZdpf9jVWNLdaTK9/dXY7rX24isNUTzMtQlPNHeS6E7x6pP5Qvye+zbg9WqYqp+2hRvxeARVOzcw6gdn4i0rQyJY899H2fjSTDIpk1DES6jMj+pRKd1jN/6+RmfU7tM596QDPvFnK7Btvv6lbgV2aLp6E/zq2ofytl1794ufq2A8cVQDK5/5K9fc9TyXXHU/4Foddvb0Z1rrWn6wbs8jDqRitz1YNGsui2bN2WLO1s4ov7nuYa7574ukswahgJen/nURe0x2LfQcRxLPWoS9GkqfuKYogtOmNnDX3A1ICas/WJwTiwGa2npo7U3lxGKA3SYM44SDdgXcLPdNmKbFBX+5h1ffXYKqqixf1784zBoWT7/xfk4wbu2K5sRigBXrWvOy9BetbGLe0nXsuXP+YnpTRUXvGy/Q+/S9OLaDlTLc/6f7xEUg2ZYk1bWpGiHOit/8il0eewp9+ETM1R/Qu7Yzb14rnkA6zhbBPTuZoOWGKzCa1qGVV1Hzg1+gl25p2ZM7P8tCKORVhwhFoPt1IhV+Yn1ZbP5iP8MOnEj5t36Cf9go1t74H2ILl7jXqifBmhvvZOLQwXjGfTZVz19G9En7ge7BiXXiRN8HknjDfsrG1iEdh44PGjHTpttTQxF4Ix4cW6JoCppPxTZsBALhVQc6ZxKoLifcUIWiaW5PxsUrMaJJAkMaCE6azobf/9Wt5AHW3/8k5Sd+j/Sid3P7S9PATKSxjf4qEMcwSSxdRKCymKllCt+cWMypz/bSU5bigCHFuQoktXYk2uCdUEprkKk41rqF2E3L3dPrbcU3fg/seC/C68c7cR+EJ39Bpnh9BMZsabOoBCIoIz59NZMQCtqgcbnXGiDirXjs/kqWkt12QabTKB4PQlVRfR6sTAayGYSmovm9IB2k4+Bks27FdJkbvDTiKeJr3b9rM5bEGRkg5PGj2CZavI3kgtkofdfKjveS3H8C6fIBVjWFyuICBQp8yUmkMlx45d1522566LXPVTDWVIWqogB22saJu4mGjnAdGhQ75VacZjOUTZ9GoGEj0naQjkm2uX+dZbS3kFYl3iEj0YpKkZZJOpnA07oUxTYQQlBTOxYRdANo26pg1bxerKz7wN+RsnBE/2OiI6XbM2oAQghUj48zj9+HM4/vt6OVUvLzfzzAk6/NR9e1vDWhbTs8+dr8nGBs2U5OLAZIGDbPv9NfcbqmqYM331vB0fvvnHdsKSXYFv995l32Tb1LxSb3bCON0dWfsCnTKYwNa1A9OmCSeuUBIt/+BUr9GJymZRi90bwgoDQNtxp5M8FYGll6H7kRs2k1SqiI4hPOQxtwj9sc6TiIze57QlWIDKlA9/Zv13xevJVlDB1Ujz8SQqaiOIa7nhTSwUl0YutetG0I2F8HfnrGYeiayryl61m4opElfb8vqqpgb9Ze46PSE02SNUy8Hve6ReMpegcEraeMHcwdT8zM2W0uXNlEOmtw91Nv58ZYtoNX18ia/YkcUsLrc/MrogHSGZOAz0Mq4z5THX/gLhw3YyoLHrqcNY3tPPbKPG571E1enf3+an7yzYOIJzMEfB4u/d5RVJbm91zzenQO2G3cFsepqyzh1+cc84muyUCEEJxx7N552558bX7e63DQRzyZ38fZo2s5625wBexEKuP27hQKTe093PHQS7S35T+LfRx0TWXX8YXK4gIFCny5MUyL2+99hrP373dNWbF8NVM/R8G4trKEOff9jkdffi+XkHTA7uM5+7RDUVXBNbc9ydtzlyEUhcMP3gOPR+e4o/blkt/8m7b27q3O2doZ5eaHX+OX1zxEbzyFpqnc9vuzuPTsowB3vdXRE6ckHEAfYJH7p/NP5LSf/ZtMdssWB4lUljVNnXlicUVJmIu/cxhALt64ictvfJx7n5mNriksXdMfZ5RS8tgr8/IE41ffXZr7d1dvgjuffCvvs7w4axHfOSb//uY4Dm1dMXwBH6s7Ynz3pAO57s5nMEyLR6/+Efv2idZ/vPkpRkydRFmpG/9Y1ZtlaKVEGz4Fe5VbdS09fsS6BcihO0OoNCdsD0RKB6erEZlJgKKilg9CbNbXOX+8xBEqqB6wsmRaWuhdsgq7pZOdxpcDIFRBoKbU7Vtc1oBeNYjM8vddsRjAtkkunINWXEpgz6O2eayvOv4Ju4PjYG5cQ7q0HnPELgBkAxVoPg+eSAA9oOd67iLc/6QtyfRm0bxqXwzSDfMpqoK3zIe/xE9kZD0rH3rPfdaSEiMGgYoA5buMJfb6S0TsDAg4omsxvmQMO76B2MKFmN1d6CUlFBUHmVgbpr0jiVcR+FSFdY+/SN2oUoQi8BSFCNWWIhUHoQaQfe3zfGN25oDdxvH+w39g2ZoWdk6vQr7nFmfZHU0Y0RF4B40EBKKsHlXPbxkkhIDglkkSWjhC2REnfibXveqwQ6g6rN96f5NlNOC2EJQ6ZjTuxsf7RHY9EkLx6CRbu7CSGTQVdI+Cabhre92joOsqmViWpg/cSugM4G2zUBUbq60RxzSIt7Wweom7rhSKYOy0GkI+neIzLqL+kZk5TaTAZ09BMC7wteb2x9/MywAH8rLLP0/O//Yh7DVlFO+vaOS8P9yR9971dz7Dny/9Dj6vh8buJGujBoqqMnGv3WhcsZpoV/+CTgi44YFXaOnst9pNpLJces2DvP6fX9CTMvjTSytpT2SpDns5sFpncGURIwdXcdDoSnYdVMLqpg72uvqGvHOYOm4I55y4H7c8/DprN3agKoIzjstfXG3iuntf4uaHX9vmZ31tzlIuPnYKYsnrlJpZfjpjMH972bXgbqguRddU1jR1AK5t2+ZZf9IysXpaSSyYQ+cj97jbHOkG2zbr8SUdCbLfxtFOpbFjPfj3OxGnfAQbr/shQhXIvpvY8B98F6EoWMkEVncXnuparN4u2u+7lczaVSi6htXZRs/zj1B56jlb/XxmezMb//VHvNlGPBEvRjyb66+relXqGsqoGGzhKy+h7vAZRPY70rVHxg0a5p2/lNg9bdu8ll8HhKLiGb830rJon7MMoy1GoDIMikBIQdHQCqKNva5dsirwl/pRVIGRNGmZ14ZtOviKvZQMKcJIZPGGfQhFwVMUQQkXgZGmZ3kjvcvd37HEhhZKlVBOLAZw0mkc00ANBHM1W0II9NIystF0f+9kIdCD/Yuu4UVuIHfwuJ3w7rs3dscGlKJK1Eo3IUIpqoCiCsyVc/M/s+7Fv+exn88F/YRo9aMx2ta6woCq45l6GMIXxF6zAJnogboqmHQ43pdvRSgi/2FnswcfK5P/PSo7WvCmOtHMNGbrmpxYDG6A3uneSKrCzX6sDPtQlQ/PrC1QoECBL5IHn383V3GwiWg8tY3Rny2qP4yie3Esk5QF+Epx7AzCSIM/iEjFCTS4VR5mLE62pSUndCo42D2dpGK9hHafgan40DtWoth9CYFS4nSuRw2WIB0bu3M9mFlQdURRFYruRWgeVE1HUVUMy2Hpxm7qwgJ/XzWyrgrUSA0dq5dQpmbJmA4b1GK2ZmR25xMz+cddz2/zs7753gpiiRRSCBwJU2vCvNfiJlX6NIWQpz+pUghBQ02+i460TJy2VWBm2bXcQKy1GPhIqwb8WPHEpgnyEwYdGyfRgzZqGlZxLYlb/5o3d3CXfVH8QaRtuRXLug+ZTZJ68ynMJrcfq5OIknjzSYqP+95WP5+TimPMfZqSWp1kRQmZjh70sJ/avcbjLQ4T8/sxYgm8ZSVEdt4Fz/g90Yrc4GR+44u++ZxPJpp+VVAUhQtPPxTHcTj9FzexobWbW6/4PrtPHsnCFY2c8fN/0/ER7Y030RNLctEVd/LTs47EsGz+cN3DeX0TB/bdBjfwn0hl6ezNP04k5Kej58OPfewBUzjvlBk8N3Mho4dUc9R+boLDqMHVjBpczV1Pvp03XhGCG3/73Y/1mT5vvn30nvzn8TeJJdJ4PRoPXfUjxo+o54qbn+SdhWsQAuYsWpu3T2dPglP/7wYu+e5h6NJm+mA/l52xHwAXXv88Nz41bytH2j5XXXIaQ+u2ncBboECBAl8Gnp35AXe/vIjv7jsUtW+d0ZPMblVA/Kw5bsZU3rv/MlZuaGPY6GG5lcOVvziDQ7/9O448xBWLAUqKwxywzxTufeilrc716rtL+O/AZCnL5tKrH+SUw6aTTGc5/sJrmTlvBWVFQa686GTGDqtl0uhBHLnvZNY9/3ea23vZ77tX5Poeg5vc9O2j9uCRl+fy9oJVCOD0o/fa6vGffG0+l9/w+DY/6zsfrKa7o5NI72owMlx31h6c9a/XALeSeXhdBU2t/bHTQTXlefv3xJIceu7fsBy48x/nM3XCCKZOGEFROMBTL76TE4sBLvz2wbzZ3L/uVxSFjZ0x6gZNxlM5GHPuMwgzC90bId6F2PNEFEXBsB1iGZOIT0e3DezmlchsAhGMgGNj97ahVW49EcqxTFK9XdiJOB5VB9sm29ZGNp6fsOUtKWLMFX9CLapCBPqSzORm60MJTnfrNq/l1wX/pD3xT9qT6BtvkZr5BmVWE8raJRhC4AkHqd+jgfaFbW5/Ytweuptw+mLLQghQJIHKIJXj3QTQbE93TiyWABKS7Sn0pavwBge4YzoOViKBtWIp6fXrALDicRSfj5JyP9kB1bb+kI5jOSi6gt0XT/OPnEB4v2PILF+AWlSGf5ybEDG0roKhdRVEn1/KwKdPmU2jVH+5RNHIbvvQ89JT2IkYikdn9G8uwTdiHB1PPkxi4QK8JWGKq1QUIehd0QiApinsslcDa9elUDw6daUKqq6weW5ofM1G4nPewhMKInSNlg/6HRWkI+ntSFO56wSEpnPInuPZaUQDBT4fCoJxga81Ps+WGfnRRJrnZn7AoXtNZNnaFu54YiYVJWF+eMqMXCb6Z8XUnYZiWnaut9smZs5ZwhFn/J7SohC7nXgcitr/p6jp+X+WUpInFm9i9oJVvL+ikVsX9hDrs9dtjWf51avvMO/VmRSHA9zxx+9x0B7jmTKihtv/8D3+cNPjpNIGR++3M7877zjau+Osb3GzdWxHcuWtT3Pmsftscaymtq1nJG7ijfeW0/3mo5R63M/5q31KUMrqaM0Ifn7WkaSzJj/5011EE2kuPfvILQIBdrIXHCvXYwHc7KFgTYRsLINjOjkLY2+xF8XrJdvjBgOLdx6PaJyP0+Il2+MgTQvN52aOKV4Po//vxySWLWbNH3+Fk0rhrWuATDyX0aUHfag+PdcvZCDRmS/R9fh/cTJpMt0JzJRJ2cgS9LCOqvpIdUQRirvg8AZ06k74BuXHnJY3R8NpJ9Ly2BMk129ED3io32s0MlBKz1P3ooTCOIqPrmcfQw2GqD3zh3hrvx43POk4LP7p/9HzzjsAFI0dytAfnEF29XLaHn0Z2bdYk7bENFV8Hkn3mt6cPUymN0u6J4O32I+iuxXFiY3tKKf9DN87D5Noyq/EN1YvIlhdQrK1B4DKww5H9fkJ7rov0sxiJ2J4Bw2jeNQU2p94hMTyFSgejeIxQ9Dsfpumnkg9t1x2HN8+ag+EECjFVVv9fPqIKWTbN7gLdW8QddCWlSBfNEpJNZ49jkfGuv6fvbMOkKJ84/hnZrbjuoOD4+huQVIEBVEMsLswsH62omJiYHeLHSiiKChgANLdccAd18f13fbOzO+POfZY7ihFQJ3PX8y878y87+5y++wT3wchMg7RqknZiO36AeByeUFWUDoMwLBFkxAXLXYIeDFYzfjdXgIBGVWSKDLYiRQrQ0F5R2YLTB7ttZZs4VKhgsHIH5uK6R6bSUKkDafl31sZpaOj8+/B3IS8qy8Q5KPv/+CS008kt7CMt6b+htNu4aYLh2G3Nt1L7s8iGEwgGkD2aRnx1giwOBAj4lFqysHjQq7cjSCAs1NngtXVyBWl9dWzgBzE60jGFHBp7Rr2QpWDyH4viqtKc3YByAGUykIUyYRbMFFpiCTWbsZhMtA1JZLsMhdBFeLtZhKcZiqq6mh72zekRJgor/Mjmszkz+mKtE8lbV799/D+WL1lFzsKy0JOvTaxNkRBpMYv0y0lksETr+DGxz+kpLyGmy8cRre2GeF7qSnVAt5Aq5Ro5m6NpK9Sh0EUCJrsONq2w52TgxoMYklJQXVVo7i173kxMhZ150rkPBOKMwXVH54MFXXquag+F2r+epCDqCr4tq0mWLJPop8c/voCeLesou6Xr1EDXhRVIFDrJqJ5LEm9WyIZDFoiliAQmZUOgoCh40BMbcJldwVrJLiqIejTAurWKDxBlRlbCrEYJIamGjDWFGgSh3HNESz7l+r+p3HpfW/x5U9Lue3yEfStrxbo1Dqde649g9ufbKj8j7BbwhzT+2POH2uZ88da2jRPYkvOgR2op/bvRHpSDBnJcazZkhc6f8aQbpRV1bF03Q6Ky6obtQ7q0DKVGy8YyhVnDkSSRDpmNS3ded25Q5gxbzUer58op43Lzmw6QfdY0rl1Oiu/fIRl63fSqXUarev7yT1/90UAnHXLS01eN3/lVuav3Mr9F/VnUFbDvk7v2/qQA8YpCVGc0DmLc0/pzdkn9/yLO9HR0dH5+7GYjCzaUsJXS/I4r38rVFFkcI/WlBbmk5iaTnFZNa99MRejQeKmC4cR5dx/hemfoV1mCq2aJ7GppCGpyWoxE+W0U1sXnuxYU7t/SeqC0qomzlXyw7zV1KgGbr31Em7wB3jh9a+49L63AK0l3cvjR3LpqD5Et0zmmxdu4Y7Jn1FaUcOQ3u14ZPw5WMwm1m3TfHsqWgHMvVePIsIRrsJ2MD/j9rxSti/5nW7pmh/jgl5JuMeP4I/tldx4/lDSkmK4/pEPyC0q5/LR/RnSu13Y9a99PpdVm3IZM7JfKLAP0L5VOh9/82vY3KpaN3N/W87wkzTbLD+/hHMveRmrxch3T19Nj2AglFQvBLyYVJlKj5/PVxdQ55eJM6mcr65H9GuvvxCdiBibHKZkswffjo3U/vQZasCLajDjLytHNBqIaN8aRAlbrJMKUQjJJcf064shOTxoaGnbDWNqcwIFOQCYHFaE+GZUzvwSQZRw9OiL6NFUd4S4jDC54n86W5+aTOFXWjsTT2IEmSM6owateKvdGCwSKb20lorVRT7c9S1DRIOg+ZQFQNVaxcS2jg/Zdkaniehu7SlfGd7321/rJ6p5DJ7dmv85olMnbJmZVG4ITwa0t+1Ip9RMTNN+pzqniKg4M1EJmp2uKirm1HQihp2JrVt/BMmAo+/wJvdm69oPz4alqD4vgtGErdvxZzOa4pNoMfEF3Ns3Y05Kw5yqFUulXKglQ3oXTSe4Yw1KINzHHhVrZcT5p2JLSqCupJqKhYswxSrs3l5NsF75NK5VPME6N8gyktmMIzb8t05Mx9YkXXcnJqNRDxb/zegBY51/NVecOYC7nvsiJDm2hwde+ZoubZox+IonqKjWDKgVG3L45KnrjvgaurbNoFu7DFbtk81eXeOiusaFZcESug06EYC8rdspLy5t6jaNUIEPft1AsTkGm6nhv/KeSorXH7yM/j1a4/H5MUgS553ah/NO7RN2j3Xb8sOC2bmFZXz32ypOH9Q1LDPy/BEn8M438/B4/UiSiMNmprrWE3Yvu6iwRz9YAB6+dgRSbCqK10Pt8oVMv24Azp59EcSGypFg0U58W1aAJGHM7IC1ZWtqFs1nTw89s9OKPSEKNVPFV+1Fionhl7Yj2e1MIG3bStIdAlk96p0zQR+OWDvmpER8xSUIkkDi8KEAFH/+IYpbM9x8BXlIJgmpvmpG9gUwxccTdfJofKUl5E/5ECUYIPG0kZR+/haKP4i/zod7t4ugR/scSRUSSb1isMTaqCusRBUkovsNaBQsBjBFR9Hvh2+oW70YSa7DEJtE6advo/o8yIGgFuCsN1J2vTiJVk+9tt/3XKktR87dAGYrhsxuCNLx+yfck5cXChYDVG/aiRCVQPGS76neWhA21xYfhT1GomB5uEMv4AlSkV1O1c5KorNisEbJVD4yntjTxiIZJfY2PySjhC3BhslhxBIXScqll2rn41KIOFH7HCCIiElZpN/6IADytsXgc+HNzyFYUYYxqxtDejdtuO2LlJKF5ZQrUWsrEGNTEMxH9kfgkUK0RYCt6R8HZoNEUFaQM7pgFwMh9W/F7UKIb8b0NeVc/oTWI+ba80/mjmsvx5a7CVNCIs6EyNB9JGckpq4DCW5fi2AwYOk2hPOyujXxRB0dHZ3jl3OH92b84x82UqZ59I3pnDG4G4OvmERBqRYMnbd8Cz++fvsRX4MoCEhife9UQUKorx4QnTEEq6vwbtNaXGAwYO7YE9loQK7UFFwEeyRCVCJCdQFC0I8qy4CqSU/LARRXpabeAiAHtKCyaECVTFhVPy7FT2G1gs0okRZlI94RHhDfXVmL2xsg21sv8+YO8PmsxZx/6glhQeNzhvXkhY9/oqbOgyBAdIQ9ZGsD9OyUSWyUM+ze3VIiMBkNeH0BZq7J5pLTT+TcU3pj2iuJMrg7H9/6RaDImJtlIhi1bP8dPivPzNjNHTeeTZ0xgrbeHDJtDiSTGSk6AVVVCJYWgqIg2W2afSsHkLyVGGITCZZrwWBzy/YIRhNK4Y5QEqFcUQI+D0ang2CdGyUQQLDYsJ84AsXrIrD2d9SAD0NmV2pnfQKKTMDtxVdZhyIrgEqgxkVUqzRESdLei8QMpNQ2GFt0avT+C6KIFJ+B4veiIqIg8ORPW3EFFCIMKicbPNS3lUYt2ozQokeje+xhZ8FuLcHBZuHmi4ZpssHHKWWVtXz5k9ZCxGoxhY0ZpPA2PocSLN6DIMDFo/rxwCvfNDq/t//2ritOA7QKqBnzVqMoKmaTgSvOHEDvTprc6ElXPsmCVVrvNVEUuPrsQbxy/6WHtI4BPdqweuqjbMguoHu7jAP2VzyWNEuOpVlybJNjpw/qyg/zVjc6bzEZeXj8WYwd1AFNTFBj867yRnPDrjMbsVvMjBs7hIk3nvVXlq2jo6Nz1BneryPx0U5sNiuqyRr6Uvlh7lIuOj+JoVc/ybZczb744ffVLPrkwSNeeWwQRSLMhlDxyJJVWykoqeCDT2eSmBBD82ZJrFi9hVlzlhzkTo35ceFGRp2p+VBMJiM3XH0WfyxeB8Dj53Tg4vZGlB0rwR7FgO4nsPTziWHXF5dVh7U1cHl8fDTjD64+e1BYkc6oQd14/K3vKa3Q2mglxDgp3UdVxCKGlyBec2ZfxsWmEQzKfDV7GWOG92LMsF7Y9krk3LSjkBc++okN2ZrfacW67Xi8/pCN8cfyTWzeWcT9L3/D3VeMwGg08MAr0/hq9nKWLt+I1WJm2YqNBGWZWpfMrS9+y4JbuqLW1EvjRsYjWOws27abuvp2Z1G+CsS9akPVmgqIS0WM1GxR2esGVUUwmqj5/n3UgJ+gz4+3vBDFr9nWnpIy4gYPgpxsUvu1weuScXToRNLlNzV6jwTJQNzld+Lbvh55dz6G2CTKvv0MuVJbo2fNHySefa62lqIt0LxHozZ9e1A8tQS2LAVRwtSmD4L5z/e7/btRgkEKv54WOnaV1OApcwEyKkJYlX90hiNUKCQHZGSfDAJ43AHclUHq5ueQ2j4Oi8OE0W6h6yPXs/2FN8iZs77heXYzK1cUEwzIdOyVTvNrNQVLW+c+uNcs1JJIRQlHzwHEZXUg9Zr/kfvco9SuWKzdQBCIHjiU5Ctv2e/rvzfGxHTir55AoCQfQ0IKhsim7bJjjSEqhoge/ZoeS21NcMcaBFFENBkwioLWrsdkxNZzMIboBKIzSojufQK+/FysUT9Stm03ZqeZhHZawqKqqKiyTOczexCUBapLXKSfdgo9J971t6s46Ggcv9EGHZ0jgCiKjYLFANm7Svnkh4VhDqzZi9Y3mncksJiN/PLuPUz/dSW5hWW8+/Xv1Li8ZDVLYPmGHDYtXUX+1h0YTCYqS3cf0j3tTjsBf4Bqlxc3MmaDhCQKBAJBNi1bRUZKLMP7dQzND8oyz/66DW9QYUyXVNokOABNlrpLm2as2aLJPMiKypjbXuby0f15a+KVoet7dcxk6WcPsXhNNl3bZtAxK40HX/2a56bMQq4POL+5ZDc3n5gA1GfTRSWiBAJkT7oXtUi7f9nSPmSOv1t7VlUZdT++H3LKKTXlWHsOJfGCS/FuXY8oCXhzNPk/QRRwts0i8YaJDKt0M2fbbvzxw+iU6EWoagjEG512en/2PoXfzsAYGUHqmDO16w37r3C0d+1N6rj/IZjMrLrkYrx5WmVB5YJ5OJMsmuSIJ6AZF/XIfhlFFogf0Jvmo2846PslmoxE9NYyw9wbV6L6tGC7KithHit/aTG+xd+DwYip44CwyhHVW4dv3hehqhq1qhRTL83BVTTjZ7wlpSSNPBlr8v576h1NDBERCEYjakAzfiWblaK3X2H3b2s0mRdZ619siYsgbWhXfKWlmB1btaw/FUSjqCX/BVXkoEzltnJM3cyIqo/yn6cjGQ2Yox0oARlzUiL+Gq36VZQg4PFx+5uzcTos3HHZCCISW6IGfAgWB4Kx4YeE2LwraskOrJGJ9VmXzv3spmlEZww4Yw4+8TjFZjYiigKyyQApbaBkB0gGjK36IDiiuaCVyo4KP78u3cglo/sjJsQgNWuBRZRRy3MQ6hM7VEFEat0Da6/hCILeq1hHR+eficEgEQiE24x2q5kObZqxLX93KFgMMHfJRhRFQTyEH/6HgyAI2C0mArKMEJ0CVUWgBBFMFny5WxsmBoN4vAqR3QcQyN+BqsgY01uhSCIoQZS6alBkBJNZSy4zSYg+FwFnEoK7EimgOfEEOYAiSqhG6544JO6AzMbiWlRUUiOtRNs051rrjCQGdG/N/JUN67hiwjtMm7uCqc81OLLaZaaw7POJzF+xhfYtU+nRvjnPvPcDD78xnV6dW/L+kzdgMDa8bpIoYDRIKIrCKeOeYfHabFQV3ps2j7nv3I0gCCiuGmq/exvqK4LlimLsvQZT7Qny7DcrcMTFUWfSEpk2W1uQ62zJyHZJqD43avkuTI5oVETU4u0Nr6HBQPxVd+NauQDBYMTRs15hZ6/vMcGk2QyCJGJNTUSISsYyYAyi2YJ71rso5ZojMpCzQWv/ACgBmaDHh+zTMuVlowF/tQtr8xZYR9+AeACbdM9nQDJbkYBdZS5c9corEUYVw94fNznA+MemoCJw91WnhQX6qmvdDLliEoW7qwCYv2ILM9+4A4AZv69mR34ppw3sSsv0hAOu5WjhsFlw2MzUuX189O0Czjq5F4lxkVTVuHjri18azd+7X/CBUFV4+r0fw85FOq24PT4C9Uo3Bknkq5+WMuP31fzvslOZP+V+Vm/eRb9urejQMjV03ReTb2Dia99SUVPHTRcOO+yeaXukBv+pXHn2QOKinazanEtQlnl/2nxMRonXJlzGqf07A6DUVaL4XMxatJkHPvh1v/fq1zWL716+rVGlmY6Ojs4/BUEQQIWNBbWMkgMhn5bVZOTD7xeGgsWgtUEor6ojLvrwfA2HQrNoGzXeIHklFbw+ZQYOm5mOLZO59+E3/9J969zhyVl7J29dMyizYcBVxfX3vsTCbWXcc/UoLhzZF4CkuEhOGxieaHTbU5/y7dyVzHrjjlCiYXpSDEs+e4i5izeQmZZA/+6tee2Ludzz/Jeh/sivzd7Ki5f2RBQFMFkQIjXb5ZzbXmbmAq2H70ufzGbRxw9gNBqornUz7JqnQ0Foi8nIzrwSbn34Hfp0a0NBcTlTZ2rqai9/Npd3ps2nauHrPHTj2dS4vFTVeujTpgV/LF4bWntQUTH1GoWcr/VQltLbafbaXm23aghPtBRsEUjJrRFEiYCrGjWo7Ucp3IYa0GwYJSCj7OWvVoMy/soaYs65AjGlNaJ0MJtRxJLVGbI6EygpCAWLAQKVlQRrqjBERKF4XAQWf48AmDqeiBjRIN2tykE8s6eg1mqVuHLBNqynXo0gCFSvXI4nZycR3Xtia960rPbRRjQYMEZHEdjTxlEQqNpZSLBO87FKVjMGs4hkMmBLjCLgE/AUlyNIAr4aHwG/TFWF9vn2e4MEvUFa90sj6PJR/fPXtDilI870GMo3F2JLjmLut2vxVmt2OKhDAAEAAElEQVTVxYtmb8PRbiZG8y9kXH4RCdfejz9vO6bUFphSGhSR0q77H6VTPyZQWU70kFNwdt5/gmdTSBHRSBHHZ3LhoWBo1g7LSRch784jPqMHFXN/BFUl7qxLMbfSXgvVZEGtq8BXthtrtI303nspSgkCosGArMIuczInffPFcVug829GUPfVVtLR+ZcR2/+GsOy2vTEYJIL1X9BD+7QPOVOOFhnDb6Nod4Pc9J5EmQP9rzxp9HDad+uILMvkrFxNqeggOiUZ5CBrZv/C7txdRDqtbJj+BFaz5uTzBRUenrOdoKJiMYhkekrIzi1m9JDu9O6UyQsf/8wjr38beoYoCtQufhOj8cA5JYtWZzPukffZvLMIgP7NHYwd0oVxN1xKjU9h96YNKG89FnZNy5c/w2A2489eg/uXLxr2bo8g4vzbUREgfz2qu4aK3+fiKypEMJmJPe96LFnh3fLUYAB5+zLw1oHBhJTZo8mgnyd3Jzseu59ARTmOTl1xtm1L7eplmFPTSbliPJLDSbC2lqWjTgu7LqJZBJJBxO/y4yp2hyRhACLSI0gcPhhn5+5YOvcPC0QeiMDuIopemACKgqoouHfXhJyKzhapxLRNpS6vFFUyE3vhzZjTmgMgF23Hv+S70H28tT4KF2Wze8UWXIXaZ8icEMeAWV9hjj/0LDTFVUPNDx8QLCvE1LwdzuEXIRgav+++jUvw79iAFB2Ptc+pBwzC72H3L7+S8+prCAYDqWPPpHrW5xQuL8BT4dWkpwXodvNpxHVshmKLZcMz7+DeXYciq4gGATXY8HoLIiT3SAXU0PsgmozYW7YkYuBplH78amiurELn+VYUBAb2aMOcd+4+5NdDp2kqXF7q6rOXjSJEi36M7goQRIToFETT8Vu5pKOjo3OoZAz/H0X1QTabxcTnL/2P1i2SAXj3y7k887b2Pdy1bTOWfjbxqK6tdsa7BPO2hY6NScm4ElsRl6LJrim2aBTJjLB9CdQnpiEIiBHRCGY7Xks0dbZEYgIVSJ6G4LdiMBN0JpAftCHXZ+bX+RRU7XI2rNrIig07GNa3I8P6duStqb9yx+TPw9ZWMPcF4mMOLHW3anMu+WU1dGmvOZxEASwGiRi7mYdf/5YF63MZMHIwEZFOli1ezdef/cjWGU/RPDWeQN426ma823Azg5GoyycQUAVG3vA881du5Zbx59GnV0dEAXqlR5MWGR6MUuUg8ral4KoEyYCU1QvB0TjpS/V7UQs2QMALFgdBlxs5bzOCPRJz9+EIVgeqquL67LEwgz3gCRKsrSXg8VGzozDsno6WzSmNyCA9LYmYk09HsjsO+FrtodYb5PavV2GymJEElfHN6mgZpTltf1iRx3mTf2bUiP60aJbIHecNJt6pfRcvWp3NoCueCLtXzw7NWb+tAG99FUuU08biTx8kM+3Qg8aVNS7Ov/M1Fq/dzsDurfn06etx2hsH/T6buZhPZiykeUocT9wy9pACgz8vXM+tT32CoiiMv3AYH89YyM6C3VRWN5bSHNqnPXOXbDzkdYP22yY9KYbHbhrDJfc27Ujv1CqN5V88rFcu/EUefPUbnnxnRuh47Cm9KS2vxiBJPHzj2fTulHmAq3V0dHT+GXQ66z5uHDuQa/o2fI8GFJXIsa9iMZnw1Pt4WqTGsem7J494kuGB6HvRI6zYmBN2bo+CzaGQmhDFeWOHM6h/N2RZ5s33v+OnuZoSyNanR5AWowVvZEWly4Sf2FHqQpJEJt06lh15pZzYrTXnnNyTT39czNUPvRt277XfPE7bett6f2zeWcS4h99n0ZpsALplRDOybxsevP0Knv14DlOmz2/UbuK39+6lX7dWrNyYwwkXPRI2tubrx2iWFMMl973FjN9XN7wmksir913KlWeHt+ULBIKcdetL/LxwPXarmS8m3xhWkLOHOl+Qr9YWUub2E2c3cV6CG0NxNpisGNv0Dvkm/TXlIZtR2bkG76o/8JeXIweCuIvKUfd6X+zpycRfNA5i0pAs9jCFxgOh+LwUPnELil/73ElWC/GjzkByRuFZsxDFVUPQrSnYOIZfhLmlth+lugz3jAaVw6DXT+m2Ouq2biVYnzggmi20f/5lbJktD2ktALLXy8Z7H6By6TKcHdrR4elJmKKiGs2rXLSQku+nY4qJIf2a6zBGRja+2T5Ur1nLlsefQva4STvvHMqnfRQ+QYDIzCRscRFIqS0pmf0bgToviqxQVVhH8Y6q0FTJINJuYDoGqxFLbBTmKCe2hCjMyckorfrzeq9zw27dNsmOxShiTUul3w9TEU3hyjg6h4dr2S/U/dpQMW5q3QVJUFBVELsNwZlxfPVv/i+hB4x1/vUMu+Ypfl++pcmxlIRo+nTKJD7aycM3nk1s1KE5cI4UO/JLGXbN0+QVH7h3xx6S0pIZc/UFoWOvx8s7T7+OLcKJ3+Ml6G/Itr989Ik8ffv5iKLIO8vy2VbWII/y6Qtv43G5kSSRX9+9h9TEGNqefneoGjslPoqcn587pDU9/d4PTHj569Dxi/dcxMVnDKDa40epqcLz9O1Qn03nsjiZ2nIUg3u1Y2jHZGqnvhQaM2Z1wX7SeYDW/xa/G1UyoNTVIVrtiJamnU2qqmhVtwbTAY0pVVGQPW4MB3DSrbn6KlzbNGesKTqKqAw7gRoXqqrirfLiqfCCApJZwhxhwpESSURGMqojHjG9AxE9emNJabp/2d7Uzf0c94Y1iGYT1lbt8BGJoMoYS1ZRsWEnvvpsSNFqI+PB5zFExaK4qvDN/TBUwbLzx+XU5RZStqUCVW74M97l2YeIbRWHaI/E3LrrQddS+/Nn+DYvDx3bB4zG2i3cYPbnbMI1c0ro2NyxL7YBow9677B7FBeQ+8htFK8qoDKnIUkiqlUKfSbfjGxLIO/VpynfWIqqqMiKiqfai9EgIggCligzMW3iUfdRDGjx2KsYY+IpeG4C/vpK9u9LJe7arAXwRVHAvezto/oD7d+IoqpUuf0EZQWbyYBD70uso6PzL+SCu17j69nad+LA3u156/FxoTFFUZjwzCc47RYevuGsoy4rq7hqqPvxfZSq3UgOJ8a4eOpUIxPmlHLvNaeTFB+DUFUEBZtDtgKAYLUj2JwIiowqiCi2aAxKg73osyfgtsZRFdDkqqu9QYJ7+RMvHv80O/O0SpnvXr6VE7pk0Xz4/0IVnpEOK/lzXwiTGNwfdd4AFXtJfkdaTXz78xKumfg+N995JekZKaGx9974nD4tkzh9cDdO651FzefPhRRaDOmtcY7SlHCCQZl12fnERTmJjYnAIImYpKa/81VVBb9HsxkP0NZDVVWtQvsAczxzP0Iu3qkdGM1IETHIHg+qolDw0++wV5KhIImaqgxgTk0n9fwLkZIykaITD/KKwaWPfESJaibg81ORvZUFL19DrdtPizFPcO1VZzFoQHdAU6o+uXUCTrOB3RU1tB99L9X11RYRDis1dZ5G93785jFYzEaiI+xcOPKEg9pKd07+nBc/+Tl0fN81pzPxhnA54UWrsxl85aRQT7jzTu3DR5PGcTgUllbSetTd+PfpfSaJIgN7tuGG84cy9n+vHNY9AX597x5O6JzFSVc9GXJC70vxby8RE3l0fw/+2/AHgjz02jRWb8rllBM7ceslpxzrJeno6OgccW587ENiHQYeGt02dE5RVaLOex1ZUTnn5F4YjRIPXjf6sJKzjgQV1XWcOm4ym3OLueWmC2nXtgU7dubz/IufUFvrPvgN6klKiMHr81NVX2EJMLBdIt/eeTIWg8CN7yzk/Xk7mrz2g8evYeywXqSdfBuVNVryl8VsZMfMyYdUbf3NnOWcf2dDIHP8BSczuFc7xvzv5SbnjxrUlQtP68uwEzrQ5ZwJIZWVnh1asPDjBwDNll+7LZ9IhxWDJGGzmPbrA1ZVlV1F5URH2A+Y+KaqKr6ggrneb9UUQXcNSn1Vsbp7F2r2coJuNygqrrxd1OUUocoKBrsFe3IckSedBomZBAxWlldKZMY6SI8+ePKde9EM6pb8DoKIPSsTa+8RIAq4fngXf40rFABGEIm5+HaMyc1Qg37c019G9WrvUcmqHGqy8wn65bCCmZQLLsKSGI9oNhM9YGiTRSZ7k/PO++S88VbD9WPPpvXdd4avNzeH9eOurm+jA5E9e9F20tMH3efeyB4PG66+AMUbbueKRgNpo4YScer5lH/9LjVr12vV3KLEmu83EawvhohJcZCUFY0cVPBVab9RbAkRtHvyScwtOzL17KvZ+fM87bxJpFWCLfQ+95s5DXvzZoe1Xp1wVFXBtXAWgfwdGNOzsPfVVQuPF3RJap1/PW9NvJJe5z9ETV3jKuOEaCdfTL7xkO6zu6KGL2YtISrCzgUjwvu1/Vky0xK4+8rTGP/ERwefzJ7OvvueVHFX14QOJVGge/vm3HXlKKKcdhRVxbCXA2jXth14XPV9HGSFBau2ccflI/jg8Wt45I3pOKxmXr7vkkPew+2XjcDl8WnVBj3aMLxfR35auJ4TurVGjIjCfOF46mZNpUaRWNPjDF597ksmfzCTR8efw+2nX41/ywpEmxNzl4YgpSCKYHEgAGL0gSsXBUEE08GNJ0EUDxgsBmj/7HMUfvklajBA0tlnE8heRdX8X1B8Ppyym+rtRVTn1VC2SevLFdncjeyT8VZuARZQ/OVHtHn6FczJqQd8jn3wGKxtu4EiIyZmYjdZUP1ePD9k49/LGFc8bnz5uRiiYhGMZoxZXZFLdyHYIvF5FlG1qyYsWIwgENzwK3WFJgRRIFiah73/6ZT9sQT3rnziB5+IUlmMd/tmLJmtsXfojuJ14a2sJejxIxokTBWl7PtqyuXFBzw+FExJqSRecj215a+GBYzFmGTMvUcRrCxDVQQkk0RVuZv8nGp8sgqSQHJ6BO3bxGGNj8Kzuxo1qBl3gkFCMhoQTSZSbpmIa9Ui6gIqTz34LdT3j+ndMVMPFh8BREEgxn5oVfQ6Ojo6/1Seu/NC5i3fwu7KWnaXV4eNBQJBPn/m4G0oQHMYevxBBAGsRsMRqVgU7RHYB55BcN1voXMRdiuDMx3Yty1AzTch2CNQ/V4QhFCwUzXZEesDyIKqIPrqUOzRIAdQDSYCzgSiLBZi6+3a7LI6Kt1aMt+aDTvYVdDQLmXeii2c2r8znz9zA/e88BWSKPDcXRceUrAYwG42IKsq3oCM2SBSV+vihY+1AKTZHJ6hb7aY+WD6Aj6YvoBbLxnOpMvG4duwGMFsxdJtcGiewSDRrW0Gh4IgCHAIkmaCIMABgsUAloHn4t+0CAI+DFk9kCuKqCjMo04xENenjrLFK0BVtTYc9clugiDgK8jDu2QmosWCdfgVSDEHrrJ5994LeG/afCpq6rjklltxJMZg9AdokRpPu7YN8oAKUOH24zQb8PgCZKYlsDmniFbNEgkEgk0GjJ/7cCblVZqDcN7yzbw18UoWrt7Gph2FDOndjoKSSmYv3kDXNs04++SeVNaGV/tuzyttdM/12fnsnY++blv+AffXFCkJ0Xw0aRz/e/rTMCn41s2T+OnNOymvrMVkMOAPBg9wl8bUurxIksjM12/ny5+WEpRlHn3zu5CqQJsWyURH2A98E52DYjIamHTL2GO9DB0dHZ2/lcduPofeF0zkzB6pdEnTAqCPf7GUQFAhOsLGJ09dd0j3cXt8fPKDJpF80Wl9w3rx/lliIh08edu5vPXTSjp1zAKgdasMzjrzJD78aMZBrm6guLShsEUQtPYkj919JY4u2j2NCflA0wHjecu3cOHIvnz9/E3c9vSn+ANBnrhlzCFLc599ck+eu/MCZvy+mg5Zqdx26amcd8er+50/4/fVzPh9NReP6secd+7mlU/nYLEYufPykaE5oijStc2hBfgEQSAjJe6Q5lmMB64ClqxOBNGDqiqILTqjmMwIJTkIZitSQjKStCys966qCohBH0aDkfnbK/h+YwnX9WtBVtyBbRTrCadhSs8CnxsxqSWiPRJVVRGjE1HK9iqiUhUCBTswJjdD8Xqp3e3FX1SAJTkF2RwJ5FOvuh6i4tefUV3ViAaR2pVLybj9AarXbaRm42aie3RFFILUrlyCOTmVqP4nEawN70XtL2nsQ/Tk5oaCxQDuHU1/lg782lppcdcD5L3xEv7ShmeI9ghiLv4fihzEV1GH7AtgtFvY+vuOULAYICpJe039NQ3JtO7SGly7ijC37MhZn7/Gpqk/oPgDVH3yCb58za61JCdiSTo+Wrv8kxEEEceJIw8+UeeooweMdf71tEiN59OnbuCMm55HUcJDrofaO6mmzsPAy58IOUZ+W7aJdx6+6ois78qzBjLp3RkUlFQedG5JfhEbV66nffeOKIrC7vJqWnfvzNaVDf01VBW25ZawYXsBWc0SEQWBG/q3YHVBNZdPeJtt68KrrXt11JxNY4f3Zuzw3oe9fkkSefjGs0PH7UffS3xMBD06tcRokBDbdWWVJYOCWh9bN23H4/bSJjOVOcs2c/NFwxB6jcRiOT5kPIyRkWRcc03o2JI4AueJI7Ssp3nf4a36isrfdoXGq3OqscZaMZg0J6vidlOzajnxBwkYB6uqCLgVLM0ywWhGKdsF3lpMPU7GvDEHb70RIpgtmFI0g1YtyUY0mRDTNONcNNsI1AXC7ptyYhYmo0ygzoNkMeHdsJjitUVsnqRVYRijnKT3TsBo1Ry7iVfcimqLIVhf7aMEgrh37mBfUUljs1Z4l88JVSwZM9ryZ4joO4Qu3frhvfRGyuYvxhQdRfsH/gdA5Q+fYXZaQYCSglr8iopXUUFR2bmjishmsXTukIkjK5PqzTtAUYju0h7JqUnWSFYbEf2GEgHMeqs1L386mwi7lfuuOf1PrVVHR0dH579HcnwU37xwM0OuepJN2wt49JWpXHHOECprXHw2fR6fP339Qe+hqioVdV6C9fJyvoBMtP3IyPaLCc0R41JRKorBaEaISuSMFtWIglY5q3j2cs5YHRCTguCMRa0t1QxEQQAEVKMFjBaK3CqfLMlnZNtEuqRo36ctY+1U2gLcPOljvv1pcZh84R4p2VP7dw71LT0cBEEg0mpij1r0aeOeZkO21gd49qz5nH/JGUiSRF5uIRvWNvRKfu3zX7j/mjMw9BpxRBypRwLBaMbceXDoWIqMI7VFJwCCaYmIRonS+UtR/fWOMAEwiBhsFgSDBHIQOX/rQQPGkiRx1TkDkeqT3ya+No3Zi9bTp3PLUE9n0CS+o+vtu/GPf8iqzbkArN2aR2pCVKP7Ws3GULAY4OMZC8lqlsgDr3yDqqrYrCZ8vmDo/X/53kvo3LoZ8Efoms37SG8DDOrVFrvVjMujrW3kgMP/nACcNbQHZwzuxvl3vcb0X1bitFt47k5NZemeF786pGCxxWQMSXADZDXTKrptVjOXnzlAW2/Pdkz+4EdMRgP3XD1Kl6PW0dHR0TkkoiPsfPvSrfS96BGykiLw+INsL9KSDe3WQ7P7FEXhtBuf449Vmsrdpz8uYu47dx+RhPeT+rRnS0V4spjd9lfsUYHconKWb9jJCfUB45fvu4RT+3fmlic/bqSa2LujZjP2796aZZ9P/FNPHH/hMMZfOAyAM8Y/z7L1Ow96zac/LOLZO87nsZvPwfGX9nvkEAQBydKQsCg264ChmdZuT60sJFBajL8oDxAwJaYgxSSCIFDtU6jxKygqrCuqOWjAWPW5wWhDis9AMFtRK/JR68qxdOmPv9aNPz9nz4Iw1PfcrZjxKd6dms3t3rkDg1HzBooGEUWVUfwKclDEuzEP0ShijjTD8kUUfTuddfc+hirLiGYTca2jMVq0z61/dynxJ/akaOpXyL4gokEkonEXGJztO2BwRhCs1Qqgovqc8KdeX2eXHrR/fQq7Xn2Wil9+RjCZSLtGKwwr+vg9KpavBqBgaR5VReHJj+U7q0ntFI/kcBCsafgdZUpOB0Aymeh4oaam4z1lIDvefA9kmebXXI5kOT4+Xzo6fwe6JLXOf4Y3v/yVmyaFV/L27NCCue/cjfUgActfl27ilHHPhI6tFhPVi944Ymv7fflmRt/0Am6vn+gIe0iyZX/0PmUImR3bhTK+/vhuFvnbwrOxHDYzZfNf1TLDanajInLi9a+xcpPmQIqJtPPyfZf8qSDx/nB7fET105ypHVul06NjC9Zvy0e1O0hu3gxzZDS9MqIZ1lULUpdWu1mWU4oj4OWmM/ocsXX8XSiyzKzMnih7SeQ1O7ktiquhwjtzwuNEdOupzfe6UP0eBKMZsb5/Se3qZex64XHUQABzSjopF1xM+cxvUAMBYvr1w9qpN5UL/0Bx1RI5cDiW5q1QfF4qp75OsLoKe1ZrbJktKZy9gDVPfNiwOAGcKU6SezfHnhABAlhiIlg7ZQmuggbjPbFLIlHNNRlNZ++BWDNbU/H9J6Fxc0YWyTc80GjvwZI8ArmbkKITMbXq8pdeR1VV8e0uxxgZgVRfUZQ/8TrUYIDK7btZ8+t2qj0B/HtJYrYc3J2Rbz6BKAkENy0EwNC6N1KK3tNCR0dHR+fI8tXPS7n4njf2blFLu8xk5k+ZcNBkw4AsU76Pqk1ihO2IBaJUnxuleBsoMqrfRzBng5bQpapamw5V1f5tj0TJOgHRV4PJXR66XnHGIdgicQVVpubIFHq0YOOdg7MwSaJWoQysXrWGVnEmiitcXP/qXM4/YwhXnzPoiOxhD84+1+LzN9hU0TGRREQ6yM8rRg7KtM5MpWuHTDZn57N2k+YkHNqnPTPfuOOIruPvYtOVZ4a10jBGRxDfuTkGixb0Nvc7C2N9kPnH+Wv44fc1dGyVynXnnoQgCARlGVe99LcgCPwwby3rSl04HDZm/vQHAztmcOHYYXgCMhnRNuIdZnz+AJkj7mB3RYPTq01GEltyD64OYzRIofY0+zJyYBfGDu/NFRPeDp1r3TyJ9dOeaDR37dY8ps1dQfOUWC49o/9f/uyXVtTgtFlCv9danHJ7WOXxvjRPieP1By4jEJS5ZuJ71Ll9PDL+bG6qdzrr6Ojo6OgcKWYvWs8ZNz2PvJfyW1piNEs/m3jQatq84gpajgi3aXbMmkxaYhPRtT9BrS/IL9ll+GQFEZX7HnqdnJzGyV6HgyAIZP/4DGmJ0ah1FaAqXPLYV3xV39LFZjHx0HVncttlpx6JLYRoPvx/IZnpQ6VH++Ys+uTBI7qOvwv3zvVIPheiIwJBFPEKJl5e52G3R3OKndUpmQGZsQAoAR+K34sgGRDN2m8MubwI18z3UH0eBKsDW9/TCGz+A9XvwxCfgpTRCU9uDnLlbixtu2Fu2VFro/LMXQQrGtSEjMnNKF+8HCWo4K3y4anwhEqNBVHAaDUS1SYBr9tI2YqG5E5Hop3IZlqw2dqqLWmXXknZxy/jrXJjjrBiioshYfykRvv25OdR/stcjNExJIw8DUE6tJ7N+yNYXYVgtoSCuZtvuw7vrp34av2UrNuNR1bYW6QxNi2BE956EsFsY+sjDxOsqSHlggtodsWVf2kdOjr/dPQKY53/DOPOHUJqYjS3PfUJuUWa42z5hp0Mv/YZfnrzDnyB4H5lyDJSYsOcKFnpR1Z6YlDPtmyYPokdeaXcPOnjgwaMbU5nmDxIRGwMtrz8UD85ALfXTzAYRMpZiVqr7ffibtGhgHGnVulHNFgMWsb+oJ5t+X35ZtZvy2NDdh6qCskZaXQ+aTAAgzs1yAYmRNpolhRLlcfPjuJKMpOiUVSVDSW11PqCtI5zEGc/PqqPAURJov1N57Dhpa9QgwoZo/rQ5qH7KJr6Fb6iAqL7DwkLFsvV9VJ9nlpUVUWyRVD67eeoAa3awVeYR/47r0BQe9+Kvp1G85btiD/n0rDnln/7Ia61q7Vb5eaQGHkeyedfTOmCVRTNW6cFh6MsoKrU5lfWB4wFTE47lkgLroKGexltDbKRptTm2Lv0oXrBT8iVZSBKRAxo2rA3JKZjSEw/pNdJVVVc/iCiIGAzNf6aEQQBS0K4vI8xtTn+3G2oikpcnA13QS3+vaqaWo4dgzFFy1KVElugo6Ojo6PzdzF2eG8Sop3c8NiHbNul9e/dtKOIgZc/wbwP7iMoy/vtcyoJIgINMm6iIBzRqkXBbENMaw9+L1W1Liw71iDsiWwrCqiKJglcWYK4bDqIEkpyc0SrZuMKQR8L8zzU2qIp8WptMBQVgrKC5CrXqhOUIF1StfmZyVHMfPJCjMmtj9ge9jByQBemzV0BgCgKVFZUU1lRTWJSHL27t+XOq8/AaDCgKAr3P/Uhvy1ay9wlG/l6znLOObknqqqSV+3F5Q+S5LSEKmyPF4xxSfiLG4ywhPOuxizWoVSVYEhtHQoW/7p0E2fd8lJIyrmi2sX9156Bb68ERVVVSW+RhlTf5vmGFmP5afpcOiSF68Lc/9LUsGBxbKSD5++9iDNverFRT+B92V+wGKBTqzRGDexC2xbJbN5ZhCgK3H5p0zZj59bpdG59aDajLCvMXbIRSRQ4qU/7Jv+vJMSE77F7++YHDBiPO3cIQ0/QKnfy5rxwSOvQ0dHR0dH5Mwzr25H5UyZw7cT3WZ+tKcXll1TS7+JH+eOjCUiSuF+bMTbSTkyknYpqzf8XE2kndj9z/wxOs4FT2yRQ7Q1w77Of/qlg8d6qIaDZI3VuL0r+RtQKzca5qJONqXO0nMXoCPsRDxYDjBjQmXe/0XrJSqIYpoCzP1ZszOGlj3/m5ouHA/D5zMWs3ZrHqSd2ZmDPNkd8jX8FX0wGVrkWVVXwIaFYY2iTVI6l0kOreDsnttCSCJRggGBdgw2kKjIGWwS+9X+g+rSKctVTh2fxDAQlAIJAwF2LGJmAo1/4+1I7/0eU2r1kx80WYk+/gODuYiq35qMElTBdalXRWq2kDB9I4bz1YfeSZQU5ICMZJSzpLTA1a42lRRaGIs3/bO99cpP7tqalk3bp5Yf0Gqmqyq9LNxEIypx8Qocm20QaIqPCjm1ZrfDu2knQo9nAFlHAr6gogEkUaTb2TCJ7aZXNPad+fUjr0NH5L6AHjHX+U4wa1JXh/Tri7DMu5JRZsm47zU+5napaNyMHduGryTdiNIb/18hMS+DTp6/n2Q9mEh1h59l6SbQjSWpCNKkJ0RTv0zOvKfKzd5CYkQaAHJQp2pkbFiwGmHDdmeSXlNOstqGq5Nohmdzz5Vr8QYXcojJ2FuymRWr8Ed3Hty/dwhtf/oLHG+CDb+exq7iC1KyGAJ8/qGDc64s9qCiIooi7vsJk/s5y1pVojq51xTWc3yWVSMvx4wBsdvU1JPZpg+LzYW7eFimlBRm33N1o3p4KnbBjW0SYFI0iK/irajFYjYiSiBoMUrdhPU5nPMaEBllrf6FmZKn1VUN1u4qI65VAt/ffwXnfLRTOWxdysBksRhAEbAnRCJJImwsHsemb1bizdxCREY0jJRLR5iRy4ClEDRmJIIqk3PII/l07MMTGY4xLaryXvfqpHAxVVcmrdOMOaE7HaKuJxIiDS7XEXXgj1XOmocbmUpX7M60zJapq/Qgtsmh7zaW0HTPqkJ6vo6Ojo6NzJBjUqx0bpk8i9sQbqHVr3+kbtxfQ5vS7Ka+qY0D31nz/ym2NJJJFUSDKbqHO60cQwGk58hLKgmQEqxGKCxDq++RqlcX1zrN6J5qqqihuF/KOTRiT0jHEJiIE/bRrnQGqSqzVyOztlZyQHonZX6sFi7ULw5+nKARlBUMTjpm/wodPXMtbU3+jotrF9F9Wsj47n249O3DhZWeSGWPHaNDscVEUGTawK78t0lqwlNTbylvLXGwr05ysOyvc9G8eQ8RxZDOmXHsrec89ilxXg7PHCUT0Gdhk5cSCVVvD+v7OX6G1jxEIt71UUQI0+0qSJIae1Jsylz8suXL15l1h15zYrRWDe7Rl56zJ9DjvIYrL9v87IzrCRvPUeFbVJ5fuOXfNmCE8OG40RqOBhR8/wKI12aQkRNOhZeMWLEq9XX8oqKoakpwGuGDkCUx5/NqDXvfeI1cx8bVpbM0tZt7yLaHAervMFG675JSQ3LSOjo6Ojs7RoGeHFqz86hGyRtzJrmLN/5ZTWEa3sQ9SWlFD93YZzHzjjkYFKjarmekv3cqEl7VA1eM3n3NQ9cPDxWwQSXCY2bQt/09d7/L4SIx1EgwqlFe7GDO8Fz/+vpJW3RvWObxzCh2bxbAut4LyqlrWZ+fTMSvtSG0BgFfuu5SubTIoKqvit2WbWLg6+5CuKynX1ABf/nQ2tz/zGQDPf/QTs9+6i/7dj3wy5J/F4bBTViOiomAyGoi1mji7c0qjeWrQ3+SxYAz/vaF43YiSBIKAKgoEy0sQyvKR4hrel0BRnjYHUGUFS7OWmJplkT7hRZRnJuD9fSV7Z8EKokDGGQOxJcbR4syBeN0iFUtXYLQaMDtNBIMSCaePJvHcSxEMRmIuuAV//nZEqwNjYuPPw+H4GQHGPfw+H0xfAGgtT7554eaD2pxpV9+IwRlJbfZ2qovnEqxzY5YE7M3TaTnuMjIuPfeQn6+j819Cl6TW+U/SbNhtIYfJ3lUgAB88fg0Xjux7TNYFcMfkz3jpk9mkNkshMjqSnOwc3C5Po3mpWS2IjI2hKGcXlSW7w8ZeuOciOvXuisflYrBvHXu+QutkgTOmVbB41i+AJhcz8/U76Ns160+tdVdROd//toq0pBhGD+neaHz5hp1c/dB7+B1RnDhCk9dLjbRwUlYsZkmgyBWgsNbHju15DEp38tQ7PzDq4jOwOxuyKk/OiqNt/IGlfI42qqqALCMY9u+UVDx1yDUN74voiEGyR+LNy2HXsw/jKSxG2auvnSXGhmQ2Yo2LRDAaib/0NswZmgFb8eMXVP/2gyZrWP8n29GjPwkX34D7ty/YOWUqtfkVWOMcpJ/aG+eoq1B2rgJFxtiuH7UrFlMx47PQWixZ7Um+7t6D7zPoJ1hVCkoQwWJHcsYd1KDzBmRyKsIr5NskOA/LEKzdtJmKJUtxZGUR27/fIV+no6Ojo6NzpOlyzgQ2NdGrFeC5Oy8I9VY7FrgryxAWfw3BQEOwGFBlGRQZ2etF9Tc4lsytOyPGpeCNaYFF8aKqUGeOJEIM1lcl1FvEqooQcCOoCirgs8ZQY4gi2m7GYvxz+ca+oExxrQ+TJJLkNDeyCzZsL+CKCW8z9KzhpKYnk2g3kxndkGQ35as5vPHRjwB88/xNTJ4yk0suHU1iUoNiSftEB5kxB+7vdrRRFRnF60Wy7X9dsxet57Qbngsd33fN6Uy84Sx8/gDVLg8mo4G5izfyy6ZCBg3SlGxkRaXWpwVKT2kdT0b9a/X0ez+EHM97GDmgM9NevIXrHv6A96fPD503GUTmfTiBT2YspMblZfwFJ7N6cy7XTHw/NKdLm2aH1HtwZ8FuzrrlJTbvLGTUoK58+tT1mA7yWdlZsJs2o8KTLgvmvkD8PhXFB2LD9gJ+nLeGlukJnH1yz0O+TkdHR0dH50gz5MpJoX7E+zJh3Bk8eN2ZR3dBezFl+gKumfjeYV836cYzGH/eYGRZoajSzaPv/MgXs5ZQ8OrZRNQru8gqPLLewDPPfgyAJIl88Ng1nHfqn2s7V1nj4otZS3DYLFww4oRGlaQ7C3Zz6b1vsXJTzgHVUQA+efI63vzqV9ZuzaOq1h06f+/Vo3j4xrP/1Pr+LlRVRVW15NP9oQT9BPeqChbNNgy2CGR3DbXT30at3o1oMiBIUoOtLTaoHZn7nokxszMAdcvnUfX9RwR9ftSg9jvC3Lw1ydffS2DTIna88irVO0oJuANYYp20m/wcZtGN6vchpWRRvXEr2x5uaGdnik+g60efH3yffi/BzQtRXZUIkQkY2vRFkA5sM9bUeYgbcGPYubXfPE7bFskHfd4eXDm7KJwxG2tKEqlnjTyiClA6Ov829Apjnf8kXz9/Ezc98REurx9/IMjO/IbAXuAgcm1/N5PvuABjbDzWNE3KrbqyhvdenoKrzh02ryB7JwXZOzEaGlcq3PXsF3z6QQcQTawzZtAmUEhdQGVKSSQpLRqCsW6vn7e//u1PBYwLSjWZndIKLWOvKYOrZ4cWrJ76KP0ve5yCXQUkpCaTXVLDlHenkr9tB1mtMrBYzZQXlfJGdR0+f5C22/Lo0r0doAXzY23HjyT1HgRBBMOBM9lEqwNQUfweBKMF0epElYMYavPIvGQM2976FO+eQL8KktmMNdahGS3BIO41S0IB4+hTxyJIBipnNTgA61YsIG7slRjTWtHi1IZgvWqPQCSIseeI0DlHrwHULvmVwO5iBKOJqKFnHNI+5doKULT/D6rXhWqyIVgO7Ijd17iV/oQUp7NdW5zt2h7WNTo6Ojo6On8Hnzx1Hdc/MoWKmjoMksimHUWhMf9BnFR/N7boOIpbDyZy489h54POeATZD668sPOKx4VfsmCpLQZbJIIg4PDXoIii9l2tAqjIggj2eERUVFHCIBmRgipuX/BPBYwDssKinAo89c6oZlHWRlLKHVqmsvSziXy3sYhd1V5KXD7MBpFgbS0r12zjvc+1PTpsZi6b8Da1Li+de+5g+F4B4wjz8VNdvAdBlA4YLAZNzvLTp6/nh99X0yErjdsuOQWfP8CI655lwaqtiKKAomjB/E1bcrngvOFERzpxmCRq/TJbdrtCAeO7rjwNi9nIHZMbHHY/zl9LQWklg3u3DQsYyyr8tGAdz955YehcZlo8r34+l9Wbd2EyGpgw7tBsxnue/5KN2zVpyu9+XcV70+Zx3bknHfCaSIcVs8kQ6mNts5hw2A6uSrM3HVqmNlnprKOjo6Ojc7R595GruHbi+xTursJhM7OzqAKv14/P58cfOLY242Wj+7Mxu4DnP/7pkOaLAmSmxjP+vMGAFgROjLLyzZwVyIrKzV9u4sVLeiCissgfS0ILJ5JBQg7KyLLCq5/N+VMBY7fHx+ArJoWSNWfOX8snT10XNqdFajzzP7yfyye8zac/LNrvvQySyK1PfcLuytpGY93aZTRxxbFFEAQO5joTDSYMjmjNzygaEC12VEWhctoUvFs3A2CJjcAc1XTRTXDH6lDA2NFzIILRROlHr4bGfTlb8ZcUYEhIJzIjHlu0FdCC2b5Ny7GfcXFobmSPSJwdO1G7fh2IIqmXXH5I+5TzNqK6NFlttboUpWgbUlq7A15jNRtx2i3UujTVJ6NBIjrCdsBr9sXevBmtxl91WNfo6PxX0QPGOv9JenXMZPGnD+Hy+DjxkkdD5ztmpR7xvr5/hrTWmZS7tT63kdERtGqXxeplaxvNEwBJFAjsc94fCJKTW0TzjGQKDHHsIJo523cTVFTKi8OlaBITYvAEZKzGhsDzqk25PPz6NERR5OEbz6ZTq8byIb8s2RgKFgN8+dPS/Wbovfng5Yy68XmWyeBze/C6tYrp7G2a5N35p/bh81lLAPji4++pramjQ5sMLhrckXj7kZdyPFqIVieitcFQUyqLwKO9ZqboiIaAMWCJdoIASlBGEAWkyJjQmCCKOPsOpXL2dJA1p5pod4DBgFKwGdVoRna7KFu7g9qcYqQvfyblzNOxt+2MsWVHJLuTlFsfxV+cjyE6DkNE1KFtQFUOfNwEJkkkKcJCWZ0PQRBIPgQ5ah0dHR0dneOVjllpzP/wfgKBICdd9WTofPPUOK44DqRv1ytR9DXbEev7EQME2w9CMkgYV/5IsKhBoliw2rG6yrQDTzVqXL2zTJRA0RyZCgK7xSjiDaDu47TyB4LsrqgJqwDdtKOQB175mkBA5v5rT6d3p5aN1ljpCYSCxQBFNd5GAeM9DM6M47PlO6n2Bfn0t2V88+WssPGT+rTnu19XAfDehzPwuL10ateCswd0CJNm/qcxZlgvxgzrFTqeuWAtC1ZtBQgFiwFSkmKJi9ZeO6soIasqTnN48uhVZw9i4mvTqHNrPQftVjNRThsPvjotNGfE6JMYMOQE/D4ft700jfYp0ZwxpBuJsZHM++B+1m3LIzk+irTEGA6FPQ68PdTUNVZH2peYSAcfPHYtdz33OZIo8sI9Fx1xKU4dHR0dHZ2jRWZaAnPeuRtVVZm5voCqIPh8fr79+mduPH/osV4e2wtKD3mu025FJVyQVFVVgrJmL85YupOOI0ZgtWkBxeLCUuS9EimjImwUl1WTFBcZOpdTWMa9L3xJrcvL7ZeNYEjvxkHCtVvzwpR9vp6zjA/la5vsVzvplrGs2bKLDdkFTe5hUM+2zF2ycZ99WXjy1nM586QeB3sJjltEoxlxLwlqX952vFsb/MXeitpQwFgwGkGRUQJBEAQM9siwe9k690G0f4jiqg+qSxKSPYLgxt9R6t9PV0k1ruJqdq//gJqNm4juPwh7h+4YouNo8+SzuLdnY4yMwpzUuL1dk8jhHmxVPnjRltFo4LOnb+DmSR/hDwR54paxJMZGHvQ6HR2dP4ceMNb5T/PR93+wcXuDMbJtVwlfzFrCFWcNPIargkiLMRQwBqitqWtyngp4/U1/uT729Aece/ZJGI0GFq/ZTs++3bGhsPCHOQBYzEYuvPh0Iju04YX52yncvJVz+7Sie/vmnHbDs5RVac9csWEn2T8+06ivc1Z64j7HCfvdT4eWqeycNZlVm3K58fEpLN+QEzb++awlGA0SgaCM1+vjmy9nsSkzhStObMXY299nd0UNN5x/MueecuyD+X+JvWRWUkYMQRUkArVeHGkxOGONlK/fQdDjA0EgyhkbdqkhIoqES8ZT+cMXCEYjcedcgZy3Cbm2imBlBe7SKmpzigGQvX6Kv/+B5JJsxLULiDhnPKLZgiXj8CrJRXskcnV9UFsyIpgPTeYxymoiyqo7/HR0dHR0/j18M3cFS9btIC0ljntuOo+khGg8qkj0MV6X1WBgYUwfelWvxqAEUJp1QnXEYKnYjpiUjlJTgRrwIxgMKGWFqHaHppQS9KP6vaj2aBAlVMWDiIoIRAk+/IIdM5qN6VMESouLmfD0h5zUKYWTemTRoXt3VFsUo258jrxiTRpv0Zpstv3wNJHO8Ix/q1EKawFjMzVWx9lDhMXIuP6tWZ+dz+zPdzYa/+7XVZhMBvz+IH5/gCmfziQpLpIL+j3MJfd+SG5hGZePHsCVZx9bW/6vYt+nN7bTbiE1IZqBvduHnZdlFXGfXsd2q5kvJt/IHZM/R1VVnrn9fD6buZjcQi1ZIK1ZCoOGau13LFYLUVktufH+F3jq3Rks+WwisVEOenXMPKz13nnFSBau3obb66dFahyXntH/kK47Z1hPzhmmS0nr6Ojo6Px7KK71UVXvpjObTQwfMYC3pv7GQ9efeUzXlRIfdchzq+s8VNd5eP7TX7jtwpMIBmXueHEaQVlLAHS7PLz58idccvEoUuIief/NLwAwGQ0kxUUya8E6mg27jcy0eB67eQxjhvXi7FtfYn19L+UFK7eyYfokUhPCLem0pJgw9ZEWqfFNBosBkuOjWPXVo2zJKeKe57/kh3lrwsbnLtmIxWTE62/wrXp9Ac47tQ9XP/QuW3OKOfvkntx6ySmH/LocjwhG0z7HRqTYRASjBdXvxrUjh0C9TzmitTV8riCQeMVtlH/zAWrAT/SpY6CqkED+FkyRdmora3AVa+0cUVTK5i8mWJhNhXMq6XdOwhAVi6PN4akDiimtUKpKtMCx0YKU2OKQrhveryObv3/qsJ6lo6Pz59B7GOv8p7nx8Sm8PfX3sHOiKLB66mOH1QvhSFPlCfDt+iKqvQFEVy233/vSIV8rSSKy3LgSVBBg+ku38t2vK4mNclLrC5LUo0HKWFEUnnv4Zb55/iZOvjr8S3jX7OfDMgP38O43v/PuN/NIS4zhpXsvbnJOU8xasJYzbnqhyTXu+Yt00wUns3JzbqgHjCSJLPt8Ih2zGlc7/1NQVRUlZw1qRYFmGGX1RLBFEsjZSMXUt6ja2lAFZEpOo8XD4e+76veilOchSEYUv4/Aqp8J1lSjeL2Urd9JXcFevUxMBuwJTgRRJG7sFTj7/LmMVlUOoipBBINJczDr6Ojo6Oj8B3nkjW957M3veOeZ8fRtGUMQkUpsdEqOxGk5dlLInoDMotwKarxBWsfZSLQbEZQgzupc1NJcgrmbw+YbM9qGHEtycv2/VRUh6AubJ9kjwVVJULLgrqnGXLgBSRTAYER0RIEg4E5oT9zQO8OuWz31Udo3IRFcWOMlp8KNSRJonxhxwKDx3ixZu52Blz/Ovr9YBUFgz8/YC0aeQJ3bx/e/rQqN//rePZzYrfUhPeN45banPuGNr34lNtLBF5Nv4MRurdld5+OPnApUtD7G6wo15ZqHTw131pVX1THluwVYTEaS4iM5/47XQmOZWc249uZLQseqqjLrxwX8/tO8v9TTr7C0kpzCMjq1SsNptx78Ah0dHR0dnX8hi7fks2OvjnLl5VXcfudzTH/pVkYM6HzM1lVV6+aqB99l1aYcurRpxo/z13IoIYHYSDuSKFLahLQzwGdPX8/vyzdjNBiIsFt4/O3vw8YFQWDuO3cx7NpnwnyVv7x7D/27N7bVfpy/hiffmYHDZmHyHec3aVc2xZacYrqNmRAKau9BFASU+n0O69uR1IQoPpi+IDT+9fM3cfrgbof0jOOV6l+mUzt/JoLJTOyYa7C06ohSVYr7l8+o2bjXbwHJQPI9L4b59lQ5qPkoATmoUPDCRHyVtRhsFgSTkYr14SqVzowoRFEk7vyriR7w54LtasCL6qlDsEUgGPRiEx2d4w29wljnP01CdGM5PEVRKSmvPqYB4yirkXS5Fld+ESf37cDjN53Do29Ob7KaODbSTnm1K3S8twF22ej+3HrJKdS4PPzvqU8ZffOLIYMwMjqC2/cKGAN4fAFq6zx0adOMNVu04GWfTi1JjG1aNvCqswdx1dmDDnt/p/bvzFO3ncvjb31HzV4SdnvbqrOXbaFbv2606NqRuT//QVFBKdvzSv/RAWNBEJBadEVt3jnMQDM2b4+l1ymw9e2GufXVyGrAj+KuQbA6kDfNB78m8SdXlaME/Aiqgqqqmoy12YDs0z4jRpsRVVZQZYXdX03BmpaGFJOCYG26l8l+1ywZQmvR0dHR0dH5rxIT6cBuMTA6A5yqVqlZjBO/fHjfq0caq1FicEYEqhxAMJjxySpSRQGiAEpUPBTlgF+ztQSLHQxacNvjTMKAilhTBlbNzhNUFQIeVFmBqkJAxQBYKssQxfoq1mAAgn4EoxmHJDOwRxvmrdgCQPuWqbTcj+JMSoSFlD/RpqJP55a8PuFy7n3xSyprGryvezs4f164jqq9xgC25hT/4wPGz999Ec/cfj4GQ0NwPd5hJivWzoxNJdR6g3gCMlHW+vfU66dwdxVxUQ6GXDmJzTu1ftsxkeEKMTu357F9Wy4tW2WgqiregEK/ISfwxy8Lefq9HzBIEmcM6UaXNs0Oa70pCdGkJBzrmnsdHR0dHZ1jS25OIctyK+jVqyN+f4BPPpsJQOHuymO6riinjXuvHsXiNdmc0CWLc0/tw82TPqK6tnEbiQibhVqPF1UlzN8IMKxfRx6/ZQyCIDDhxalc8cA7eH37NsprQFVVVm/exWkDu4TaijRPiaNz6/Qm548c0IWRA7oc9v7aNE/iw0njuGXSx2F9i5W9bMal67fj9vjDrtuaW3zYzzreiDxpNBGDT0cQG/yMYlQCxu6nwF4BY0GUAAFVkVHdNWBxoOxcAW4tAbFiyVJ89a9d0O1FQkUwGgjUehEkEWuMBTUgIyPjWvkHEZktECLjER2HZ/8JRguCUW9fp6NzvKJXGOv8p1m6bjsDL5+EojQEWY0GibL5rx7THlpvT/2NGx//ENAkXYySiMsbbtSMHd6L9ORY7rhsBHOXbOSSe98MG89qlsiCj+5HrDcYdhWV0/Pch8LmDB0xkEHDTkRRFBbMX8nahctZ8dmDmE1G3v3md0RB4OpzBv1tVQJbc4sZfPkTlFXVhSSp93DPQzeQkKjJMtfVunjv5Y/4Y8r9YX3z/k2oikzR289Tu2Ihos1B6g1348nLp/DDtzGYRBL6dcXZtg1CvaM3WF6MOzeX2uw8BIOEEpRRFQUlIIMAwj79ZtLPG4tgMmPoOERzGOvo6Ojo6OgcMpt2FHLXE+8w/b6RoXMKAmR0w7AfqbyjgezzILs0B6TWqkTBXlcABhOCZED1e5GrKxAkE4bWPQlKZipdHgRXFY4V0yHoB7MNscsQpNoyhIAHFRCNpgabo3J3qMdxoLYW2S9jSW+OsV0/3LLIO1//jj8Q5KqzBxIT6fhb9llQWsmASx8jv6Ryv2o6e4h0WFn+xcNkpMT9LWs5HvhydQGLcysxSSKX9kzHHnCxfNUGCsuq+WDmStZlFx7wemekg5vvvQG1Xt0nEAjw3EMvhn4TWcxG5k25n66HGTTW0dHR0dH5r5NXXEGXs+/HZDHj8frweDQVl83fPUnmAVq5/d3MXrSeM256AVlWEAWBCKe1UcLdqSd2IjMtgZsuGkaty0PvCx4OG7dbzWz4blKodYbb66fDGfdS5/ayP4wGiT8+foD2mSm8+83vVNd5uOyM/iQfhkT24VBRXceAyx5nW24JoiigKPsPe1jNRhZ+8iAdDrGK+Z9Izdxp1C36GSQDUadfijk+Ht/Cb7XfABY7xqRmCCbt/Sz/YxFVqxukvf11AWoLqkPH9kQ75ghtrsFuI+Pi80EQkNr0Q9ynrZ6Ojs4/F71sTOc/Te9OLXn1/ku4/tEpoXM9OjQ/psFigM9nLg792x8I4t8nWS8lPop3H7kai1lz5HVrlxHW5wMgLtoRChYDxMc0roCZO3MeOwsraNX3BEjKoPOoRBRRIspp4/bLRux3faqqoqo0VJv8SVpnJLHm68dYszUPnz/AmNteQVYUzBZTKFgM4HDamfbaHf/aYDFomX4p4+5AdrsQzRY8+flsfXySVuUDBFxLyIyJwpyiVVgrlihKF/8QGjdYzZhjnEhGA0giQbcH6g1jLaAcRJIklOpSJMuh9QjR0dHR0dHR0WiXmcKTd1yErFRo0syAYDTvt6/a0UKpVx5BVZCqirDV1VevCAJqRByC2Y6pS7eQWoikKCAaMOWu0RxFAD43vu3rsEdHaZdCfd9jzc6UHJEEayrxFhZSuWw5qCqifRVJzbpgj47jlouH73d9gUCQWrf3LweSUxOiWfHlI6zYmAPAmTe/iD/QWHkH4KX7LvlXB4sBzu2ayhkdkjBIAhIqtaWVnN6/HQDtmycy+p4P8Ae0IH9SbATF5TVh19dW1zHruzkMGTEIRVb48etZYQm0Xl+AWQvW6gFjHR0dHR2dwyQ9KYZvX7qFU66bHEpwi4920iIt/piua+rPy0LrUVS1UbDYajby6oTLSE+KAaCmzkNclIOyqrrQnJMGdQ8FiwFsFhMRDkuTAePo2Cj6DeqNqiiogojJaOD68/bfKk2WFarr3H/ZZoyJdLD4kwdZum4HRqOBM29+gTq3r8m5j950zr86WAwQMfQsHP1HIEgSKDKeGa+BXG9De13IlbsxJGp+xoiuXajZvBnF6wNBQPaHJ2gGvcFQwFhVZIK1tRicTtTKYtADxjo6/xr0gLHOf56rzh5EMKjwxle/kBwXxasTLj3WS6JlegLzV25tcswgifz01p1YzEZcHh+/L99MQkwE0168hQvuei0kJ7NyYy4rNubQo31zAN79+ndMRkMj51p8VivkPQl3JgvXPj+dL+4dQ53Hx/jHPyKncDeXnn4iJ/Vpz6YdRfTukoVqMKCqYDcbiLWbEYQ/HziOj4ng5BM6APD6A5cx7pEP8Hn95O7MJ6OFZrRUllfRunfGn37GPwnJplX/urOzQ8FgAHdpDa7iSixtuoLBiCIFwsaDPj8OuybpoqqqZpQHgoAAooBrxw4i2rU7bElqHR0dHR0dHY0ObVui1kWhVhWDKCHGHXvbRJAkVG8AsWwX+DyawoiglY3KsooxublWaSwHCRbtQDBaiI5NxWcI/xlo3relsLjXCYMR0WLDlZMb6h+iuGqpXLqA+OGjEYCg142qKIgGI7JkwhuQ2bQtjzNvfp6KahejBnXly8k3hskrHy7REfaQzfjJU9dx/p2vhRyf7Vqm0rFNM9ZuyuXkPu3/9DP+SViM2mupBLxYTA3vZ892aWSkxJGRHIfFbOSi007ggrveaHT9ioUrWbFw5X7v3y4z5cgvWkdHR0dH5z/AwJ5t+erZ8Tz8+rdYzUaev+vCv+Q3OxLsr23IHj5+8jrSk2IIBmV+XbYJk9HAzDfu4KxbXiS/pJJhJ5/AeRecRnGdnySHVmQz4/fVlO6TlAZgMhm5avzFRERq/qfpm0tpmRKLQRK57elPWbkpl2F9O3DtmMGs2JiLySgx/vEPKSqrZnCvtkx/6da/VMjjtFsZWm8zfvvSrYy8/tkmEw2HndDxTz/jn4Ro1nyFSmUFyEFkfwBXYSmKP4A50UdkZicEUcKYmkBy/224CkoI1NSCWI17dy2KrKAqKnJABVHEYDZiinTgyt5GZLfuCNa/R2FIR0fn2KAHjHV0gHHnDmHcuUMorajh1c/mIAgCl5x+IlFOG7FRR/+L7/Gbx/DVz8tweRpnwT1+8xjaNE+mzu1l0OVPsG5bPgAjB3QO6z3iDwQ566YXGdy7LdV1HnILynh9wmXc+dznVOzVg8TvCe9Xkl/pZtBdHxAhe5i/aC0AqzfvQhJFZEXhl48eIj1Zyxxz+YLYTQaspiPzp+TyMwcQHxPBzZM+4s1XPmXgkD4YjQbm/7aUUVm3063tsXfMHi0c7dshWiwoXi1T02gzUrViJaY2XbG3boe65AtEkwGlvqrckhCLMcKJiors9mg/RqQGp6xgdSC16IoY8e+uuNHR0dHR0fk7ERyxCI5YPAGZRTkVyGot7WOtmAT1mCihSFYn7FwN/n36zwkCYlQiotmGKgdxz/oAuXQXAIYO/TC07KoFvusqEOyRGJKbQ8CH4veiSiaMqa2hIg/kABgt4DAiWcJ7jQkGqCvYjtkRCZJWjSz7ZYo9PupkAaMzgqSEGCqqXcz4fTVfz1nOeaf2OSL7Hj2kOz+9cSfXPfo+8XHRvPHYOK29SSAYZv/8FxAkI7IKUr0f+rdV29mWW8I5J/dk1KCujL39lcO6X2pCNLddegqjh3T/G1aro6Ojo6Pz32DUoK6MGtQVl8fHK5/O4es5y7lg5AkkxESQGBt51Ndz2yWn8NoXcyksrWo0dukZ/Tl9cDcUReGc215m5gLNF3jKiZ3IL9HUazp2aAnAmhIXBbU+lixdz7Ovf81rEy7jibe/J6ewLHS/6LjoULAYwOJ0kj78drq1SWPh6mztPlt28cpnc/D6AoiCEOo1/NuyzXwwff4Bq5EPh4E92vD7B/dyzUPvsT67IGxswaqttGv530mQE5zRYHPiyc9G8WlKQ77iQjz5+Vg69ML182fIFaUYzBL29llEdJBQlGWUrdV+Q/iqPHgdFuLaaz5hwWRFTG2LEKcr0ujo/JvQA8Y6OvUsXbedEdc/S61LC9A98fb3ADxw3WgeGDf6qK7F7fU3ChYLwIRxoxl7Sm+ue+QDsneVhILFggCS7OecQe2ZsXALvnoJOq8/wKwF6wCtF9nok7pz/og+PPLmtzz17o8AbF7wBx2HDsHqdKJ63bTu0QUAv9eHdf0OPLWa/IxcL1P3V2WoD8YP81aTV1wBwM8/zgudv3LCO5x7am/uuGwERuO//0+XJTmFji+/zPaJd6N4vaiyjLu0lrzXXyO+a3OsCdEk9m6Hq2A3LncASVTxFO3GYLdq8tNGA0ElAKqKMTmdqNFXI1r+nl7UOjo6Ojo6/yU27Sjk/eX5mJz1VRPLqnjvhfe5buxgnrvrwqO7GEVpHCwWJYTYNKToJOTacoKl+aFgMUBw0xIsLdqj9j0LoW43kq9ealAysNncggK/kcGOOCxRSSjuGmSfC1SViKFnIP/0LYHKSiwtWxOTHI1QU4BatQskA3JkEjgTMIiADBaLidHD+rBxWx4AgaB8RLf+86L1ZO8q5crzhmGsr1w2Gg3MXb6FTZtzuOeqUce8zczRQBAlLFHxTJk6m+35Zbw89Q8Annz3B55894fDuldmWjzzptxPwr+4DYyOjo6Ojs7RIqewjJOumER+qRZ0nfzBTAAuOq0v7z169VGtOjYaDeyuqG10/sLT+vLM/87ljsmfsWVnMT8tXBca8xbuYGzHCH7OrmPHzgJ6dNfaX5S5g/zw2ypqXV56d8pk03dPakHe+nZ/leVV1FTXhoLGxYUleDzeULA4dH+f1n9vT7B4D0faZpy3fEujYDHA429/x/b8Uu6/5nSc9n+/v0wwmLAMvpC63MngapAk961dQHDLUpQ9VdiKgresEsXlQg2GV2b767yosoIhOobI0VchRetFKTo6/zaObdMtHZ3jhLziCk4ZNzkULN6Dw2bh0TemU1Bv3B0tUuKjyGqWGDqOctpY9fWjPHDdaEZe/yzvTZvHvBVbQuPv3X0Wnz90Lh/eN4bvJl1MTEwE5118OhdefhYpadp9vL4A5dV1BGWFQEAJ9T/21tbSOlBG1aLfsVgbKkdMFjNxqVqm3d5B4qfemh4KHluNUkgO70ixZWdRk+c3bC/goVen8cAr3xzR5x3POFq3ofl11yGKhH5IyL4A3vIaSldmU7xkC8GAgsXQMB50eRBEEUEUMVhMSDYLUYNORfG4DvQoHR0dHR0dnUOgorqOETc8HwoWA0TFRBEVG8Urn81hfXb+UV2PIBnAuldwTzIgtuqDlNoWuboUxVMLQrgTTjAYMVQXYqjIQbVGIKsCPllll+KkGisC4K131JXLRmQEEASkhFTirr6H6LueI6rfAM32UIIIqAhyAKmyAKGuDNdefqWaWs0Z1b9ba8YM63VE974ttxiAguLysPPzlm1m0jszuPnJj4/o845nBMmIZIvkqY9/w+0N/On7XDtmUKPfQzo6Ojo6OjqHj8fr5+SrngoFi/fmkx8WMX9F023o/k4G9mgT+rfFZOS7l27hg8eu4aqH3uOlT2aHBYvvHRjP9IsyePvMNH65sgW//TyfqV/PYemy9bzz3jSWLtuAqqoUlFYiCFBT6yHKaQPA7/NTu20rBlcti+YtY8obnx90baZ632LXts247Iz+R3Tf23aVNHm+sLSK56bM4vIJ7xzR5x3PiPZIIk4eA6IWEhIkEYPFjKoqlK7exY6Zayhcsp1gneZDtERbtQqmesxOI75aF6a2PZH3UazU0dH5d/DvL9PT0TkE1mzZFVbRG+m08eYT19O+VTo7dpUg75Pt9ndjNBqY/fZdPP/hLAQEbrv0FFISoqlze9m8T0DVbjFy7pBOoeP+nTK4+/aLESNjAGjdrgVPTXyNbm3SyUiO5YybXuTneiMwwmFl6nPjGdC9DVtzi7njy+WAJo2jKgq1lZWkZaSSlBxPkt3A8jXbSIiykxppQ5REDKJwxDMizzq5x377NwP89Mdanrzt3CP6zOOZyIGnYv52Op4d20PnvJUufFWa8earqsOeHIPZaUGt/5yao+wEvX4Cbi+BqjpKPnwNyWwmomNHHH1PxtiyyzHZi46Ojo6Ozj+dLTuLKSwpp6Ksgpg4zdZy1bmoqdL6t+UUlNExK+2orknK6olSshNUGTG+OYJZc9apAc22FR1RGFp1JZi9FlARrVbUYACCAaRqTXLQZDCSZgpQLDgxGw1EmI3sKqvFVV1BqWTGZjGRFu3AaDZDeSlBGQyoqIqC6veBqiIYjQhBLwaLhKqo2EwSD1x1Ktef05+WaQlI0pHNVR4zrDfT5q7grc9nEx8bSff2LVi2bjsfTP0FgNmLNhzR5x3vXHL6iUz5bgHzlm85+OT9cM8LU7nnhal0yErlhvOGcs2YwUdugTo6Ojo6Ov8hcovK2bVPUtvebMktYmDPNvsd/zv4YvKNTJ4yk+paN+PGDqF9y1QAlm/YGTZPFAQu7RYVOm4ZY2Zgho1vv/stbF5GSiwndG7JHZM/45XP5gJgNEi88eDlXHL6ieQUlvH6q5/gqnPTFCef0IF12/Lo0aEFr9x7CS6vj8zU+COuKnjOyT155+vf9zv+27JNR/R5xzuW1l2IO/sS/NvXESzciSCKVG0tomyDlvjqrXAhmY3EtU3CZDcT2zoOf60Pg8WIyWkiWOel5IuPKfniYywZGcScNIKoIacd413p6OgcKfSAsY4O0Ll1OnarORQ0vmzMSbRvlQ5AZrNETFbjUV9TakI0k++4IOycw2ahV8cWLFvfYMy5fQHKqt3ERWrOQa8/iD0mBk+9govdbqNvz3acf1JXzrzlpVCwGKCmzoPXF2D4tU8zf+VWTBYzHQf0w+q0k7thM80zkhk1ZgQAVqPIO49cTYzt75X2G3/BMFZuyuXj7xcCcFLvdvyytMF4yys5utXexwPNb7+PnOeexF+YhzXOgbeiJmxctNkIuN0o/gAIAp4qL4pfRiCI0aZ9dlVFwbV1M1KgBsEWgSG5xbHYio6Ojo6Ozj+a1s2TiI108OV7X3Hi0H5IBoklvy/FX98H7JMfFjJqUNejuibBYEJKbexwFExW1D1y1X4PBrtmKyIHkMsKESO0gLfs8ZI/bSqewmKiW3cgc/ytqLt3kpCzHinoRRFEcuO6Ueew4/9oMu6Nq8BgJGbEmdidBlA0o1P1yfgDQZZXVDOsVTzR9TZjTKTjb9n32FN6sXhtNq98NoeJL3zBkN7t+HUvm3F3RfXf8tzjmfceuZpL7n2DVZt3EQjKKIrCn8l73ZBdwI2Pf0hctJOzhvY48gvV0dHR0dH5l9MsKYa0xOhQD+B9+eqnpVxzzuCjuqYIh5VHbjy70fkhvdvx2Y+LQ8eKqlJYEyTZ2eALLagNVzCJj3Hyxcu3s7SglkrRgtVqwePxEgjKuL1+Lp/wNp/+sOiA65m3YjOz3riT/t1b/8WdHZihJ3TgwetG89hb36EoKgN7tAlTbax1eXF7fNis5r91HccTxqzuSFYLPkkkULQLT0W4KmEwKCGaTRgBS6wTY71fXAWUQINkuDc3l7JpHyJarET0Peko7kBHR+fvQpek1tEBmiXH8vNbdzJmeC+6tcuge7uMsPGf/ljP6JteYOP28J4Xn81cTP9LH+OsW15iV9H+MwcPl+xdJZx/52ucecuLLF4T3uPjh9dup9VectWqCudN/ILV24rYlLuby574mg1bGvrUVVZUs2DJeq59+H1mLVgbdi9BgC05xaGKXr/Xx8rZv/LHNzPI35JNl54NlcuegMKW0rojtscD8d4jV5P94zNsmfEUJ3YLNxzr3F7umPwZu/cJmv6bsaSm0/bZV+n82XckXT4e0RD+p9uSnobs8yP7g1TnVFC+voDKrcVUZpcj+zRdSFVREEQBUJErio/BLnR0dHR0dP75xEY5mP3OXYzs246iDRup2LIVp4FQD915y7dw2g3PsmKfSg1fIEhFnYcql5egrByx9agBH0rRFpT8jaiuqrAxKTIeDFrQVhD3/dnXoBCze8Fi3LvyUYNBAhvXUD7tU9TyfKSgJk0sqgqptdmIOzZowWKAYICqBb+ybyxyY41AUFHZVXV0JOqevfMCds6azMbpkzj/lD5hY4Ggws2TPiK/pOKorOV4oFlyLL9/cD81i9/kx9dubxQsbts86bDut2av3xQ6Ojo6Ojo6h47Namb223dz6Rkn0rVtBj3bNw8bX7NlF6eMe6aRMshvyzYx5MpJnDLuGVZtzj1i6ymrrOWaie8x6sbnmP7ryrCxtx66gv7dWoWdu3Z6AQt3ucgu93HXrCJWFu7TssJgZE2Zj/xaH4OH9Obqa84JDRkl8aDBYgB/QA4LVP+dTBg3mtyfn2P9t09w91UN1bCx0U5uveZM8qu9eANHtnfy8YxgMCFldMV26lU4x9yCIzVGcxLXE9GuJfbmzYjIao6jWTKSzYxoNiLsRzHIl59zlFauo6Pzd6NXGOvo1NOrYyb3X3sGF9z5GvdN/pR3n7mJ1MQYyipqeOL1b9iZV8KG7AKyZz4DwLpt+Vwx4W0URfPEVNbU8dv79x3WM8sqa/lx/lqS4iIZ3q9j6Pzp459ne14pAH+s3Mrm758iNkqrzohy2qioCc/8WrwxjxPHvx06Nq/ayYDBfTCaDCyctwK/v+leZoIgEB/jbHIMCMkr7iHyKFZaN0uORVEUPpg+P+y8oqi89Mlsvv1lJdk/PnPU1nO8INmdGMwGBFFADSqYo52IZjtKIIiqqPjdDe+1qqj4XX6sZgOi0Yg1MQYkg15drKOjo6Oj8xfomJXGwzeezcTXpvHo+LOIj3ayJaeY0258jt0VtcxetIFVm3LZPnMyVosJWVGodje0Pql2e4mt7/F2qKiKDK4qECWwRYZagqhFm8GrJfSpnmpo3g3BaAFAEOodOoKI1Lwjweoy8HsQrHakuGTtGp8H2RvuAJQ9njCHEWiOP6G+t9weRFXR5K89tQB4MZKrRIIAdlP43L+TlIRoAM69/dVGY298+Stf/byM/DkvHHFJ7OOd6Eh7o3MdslLZUVJF10H9sDrsbF+zgfxtO5q8XpJETj6hw9+9TB0dHR0dnX8tLdMTePOhKyiuqqOsqo7vf1nJI69+A0BljZtfl25i2fodbJ3xNHHRTiqq6zj71peoq7cbR9/0Ajk/PYvYKPFv/3i8fqb9sgKLycjoId1D9s+VD7zDrD80xcG5Szay9LOJdGqltVExm4yNEhq3V/gZ+eH+A9ZpqQmIe9lWzZunNIwlxhzyepslxx7y3L9KYmwkibGR3PjYlNC5Fx4eR2ZGMtV+haU7SjmxVRKSeGRb7x3vCAYTjvREUvu68Va4MEVYiRt4IoK/ArWyhECdG9FgAANIZjBYzXhKqwAw2MwIgoCtnd76Tkfn34IeMNbR2YsrJrwd6hF81rWTSE+Oo6CkAne9VPWu4vKQTMmO/NJQsBgge1fpYT2rssZF/0sfY0f+bgDuvXoUD994Nm6PLxQsBqiu87A9r4RH35jOio05nNy3Ayd2a8V3v67a7719Xj9zZs3f7/geFEXl9IFdOaVfR35auB6zyYjfHwhVi/w0fQ4Go5G4+BgC1VUsqSuh/VkDD2uff4XSilryipuuCtlVVM4XMxdz3ogTjtp6jgdsbTsRM/wMqn6bhWS1knjepbi2Z6OqKqqqIhklgsEgqqqiBBUqt1egOJNpc/3V4K3B2KwdUszhVZfo6Ojo6OjohHPDo1O46LQTiI/WEu/aNE/imnMG88TbMwAoq3cMpifFICvhZZ77Hh8MVZFRCzfDHnnpiHiEuHo1HJ9774moXje182fiz9uOKS0Ta8/+IAcR7JEYug9F9NYgoDYEnE12ok4eSV12DorPi2izE3XCCeCIBk+dFgw2WhASM7HGN8PerS+uVYsQTBaihwzT5hlNCKrKSn8szSQ3mTaFGEkC/h4p6qYIBIKsz85vcqy8qo6n3/+Re68eddTWczzQtU0zHrhuNE+9OwNBELhu7BCcdiulziRSMrXPT0J6KrM//oqq3ZpSUtsWydx68XC25+/mlH6d/naJSB0dHR0dnX87tV4/kiSRGBvJ1WOHsHbLLr6dszw0Xuf2kV9aSVy0k6Ky6lCwGKC4/jjCYT2kZwUCQU69bjKL6pUKxw7vzSdPXQdoRS97kGWFzTsK+faXFfz8x3q6tWvGCZ1bsnjt9kPeV05OIX6fH5NZU7PZtKkhAS0lMZprxwzmram/IUkiBlHEFwg2ukdyfBSyoiDLylFN7FuxUQuEO+wWMjOSQ+etVgvPfvQTd1126lFby/GAYHUQMXwsKlOxu1xY2/fE1q4r/iXfoaoqnrI63CUVmCOsmCOtRGSmEte3J6R3xV9ciDWrHbZ2XY/1NnR0dI4QesBY5z+Jzx+gus6D1Wzk5kkfs3ZrHiMHdmFXYYOstNcXYFtOEUlxkaGA8Sn9OoZ6WpzYtVVYP5Kxw3sd1hp+W7Y5FCwG+ODb+Tx849nYrOawvr1ZzRL5es4KXvtiLgBL1m3nvFP7IIkistK0pKHFbMTra7qqeG96dmiO02Hl+1f/R2lFDZEOKx1G38uu+iCt2+XhqynfhOa/A0Q4bJwzrOdh7fXPEhtpP2DPl+sfm8K5p/YJOT3/K8SPuZz4MZeHjgVnHBVzfiTg9mJyGEEAf60/NF69egO1xS7ihw47BqvV0dHR0dH556IlZAGqjLJjFWptOUJkApIo0KNDuGJHclxU6N99OrUkNUE7NkgikiiEAsVm42FW3/rcDcFigNoy2BMwtkdDXb39Kplwr1+Ga8kcAAKFO1EDHiztuyFY7EjIYLFD0I/i8yDLCq6oZByZMbS470H8xYWYk5Mx2m1a8Dk+AyHgRRBAFUUEyUDipTchn30ZgsmCb/F3eH7/FiQDYvveZEbFkUqN1tysvE67JjKRo4HRaKBti+RQ4ue+PPbmdO647FSMxv/Wz98Hxo3mgXGjQ8crNuxkze85oWNRFHHGRIcCxpt3FiErKo/fPOZoL1VHR0dHR+cfTTAoU15dR0yEnftenMovSzfSq2MmD9x4NpKhwfZLiI2gWVJMyO/WvmUqbZtrQcvWzRLp3i6DlZu0gOYp/ToecrAYYHNOcShYDPDVz0t5a+IV2K1mRg3qyptf/QpATKSdgtIKHn1jOqD5GUcO6Izdasbl8TV5b4vJgNffEPStrKzhiSfe5vTTBmC3mJg9awEAyfGRtMlI4pX7L2XiDWdhtZgYdeNz/LFqW6N7Fu2uYuJr05BEMUwm+u+mS5t0/li1jTqXl+ycQrLqq6NLyqp4/PVp3DBmMA675ait53jA2Lwjcdc2KF+qfg+qLFO6chsVm/IA8Fa4iO+UDrKC4Hdjdphwnn7BsVqyjo7O38R/6xezjg6waHU2Z936IhXVrjAjbd22fEz7OJH6dGrJ55NvYOrPy0hOjGFo3w4EZQWDJBIX7eSPjx7g69nLSIiNPOyAcXpSuERLs+S40L97d8pk8drt2KxmXrn/Et744tewuV/MWnLAex9KsBhgxcYcHn59Ghu3FzK0T3tapMWHXo/98fJns49awNhoNHDP1aMY//hHTY7XuX2cf8drfPHsjUdlPccrtjadcHTtQflvCxBEAbPTRMAdQN2rgsmzej7qSUP+c8F1HR0dHR2dP0tQVqh2e1FUsJZswVSsVV2oriqm3DwEQ0I0qqpV68qKwkWj+hGUFZwRDk7u14mAAmYRREEg2m7FGwgiCGA53KClYZ+WIPV9iQFcuXnU/j4DwWQmevTlBCu3hu8hZwNKsBqxdU+wag5HNeAnmLMRFBlD3lbKW/YlLioKY2QkgrLHESggButCytSCu5LK2jhqZRGb0Ux09W4C29dqg3KQ4JZVJA9Mg718jJ66amxHKWAMMPGGszj/zteaHAsEZU4ZN5m57979n7aFenRoQb98F6t3azLkPo+XsoLwIPsrn87hijMHYDAcPVlxHR0dHR2dfzLb80oZcd1kcgrLSEmIorBernfdtnyCisLDN49FkkR2V9Swfksec965m58XrmfbrhKaJceSU1hG2xbJGI0GZr99F5/+sBiTUeKiUf0Oax0JMU7MJgO++sBufLQTq1mzI3u0z8BpsyCKApNuGcu2XSVh1/44f+0B7713sHgPaUmxnDm0J5IkMah3B25/8HW27Sjg8be/Z9OOQrq0acbYYb2aDBbvzetfzj2qAeOJN5zFKeOeQVFUbn3wTS4+5ySMBonPp/+OxxfgxEsfY+WXj/zn2pnsjWCyIjVrj/ubcH+0r8ZL7a5iqrfnY86rILllD0STaT930dHR+SciqKp6eJpoOjr/cPpf+hhL1zXdq2tfcn56lpSEaKrcfspcmgdMEgTSom0Yj4Dh8MaXv/Dq53NJio3kjQcvp2V6An+s2sqQK58MzenUKo07rxjJpfe9dcB7GSSxUc+Rw+WmC4fx8qezDzgnNSGanT89+5eeczjc9eznvPDxzwecY7WYmHDtGdx2ySn/WeeWKgfZ/uAd1G3WKtMDngCeCi+oIJkkYtslknnvREwtOh7kTjo6Ojo6Ojqg9Rr2BzXbypq7AlNVQWgsENecQHrn0LHDYsZgkKh0+8mr0qqBRQGy4hxYDreiuAnU2nLUqiIQJYT4DASTjUBpISWvTYT6n3NSRDTRZ15G5Vevh87ZM9IxRjghMgFD6x4Ifhdy/jbUygYnYZ6zBa7UjjgNKuliHYIoaeN1FQhWB6JT6xG83ZSGT9SUdlJ8pRh/3Suhz2DEOuxCpLoG9ZwKRzpxSal/ee+HyqR3vuehV6cdcI7JaOCOy0dwz1WjsJiNB5z7b0VRVW585QcWbchl15Zs6qqqG815+d6LGXfuScdgdTo6Ojo6Ov88rpjwNp/8sKjJMUGA9i3TaJEWz5K12Xz65PUM6tWWGb+vZuztryDLClaLiTlv30Wvjpl/eS3f/7aKB1/9BovJyAt3X0Sfzi0pLK2k5cg7ket9hk67he9evpXh1z5DICjvd90CAsoBwgYP3H4xA/s22MNfffc7b334Q9icPdLUB8JsNFC79MA+zyPJW1/9yvgnmi5M2YNBEhl/wck8eP2ZOGz/rWrjvcl7dTJF3/8YOo7OSkQyNiRfRo8YQ/Tws4/F0nR0dP4m9Apjnf8E/kCQh16bxupNuezIa7rXsNlkJC0pmu31vYi7t8sgKS4SgBpvQ8WurKq4/UEirX89g+q6c0/iun2cMeVVrn2O6zh/xAkkxkbywkc/MXNBQ9bf6YO6cs2YwfTtkkXzU/5H0ONnX2Ii7VRUuxqdB8hMiw+Txf7+t1UIgqD1wpVEOrRMZe3WvLBrurdvfrjb/Ev0PASD2eP1c/9LU5k6exlGSSLSaeXZOy+kdWqU1rfPbEMQ/92BZEEykPngU5R88zk1Sxdg81ZhsNaiBhVEk4ivyoV762Y9YKyjo6Ojo3MAVFVFKc4GVxUYHBDdDASBQHQaxqpCBFRUQUCNSQtdIwpCqAKhwt1giykqVHsDRyRgLDhjEZyxYecUjysUGAaQ3XVYWnYg9uL/4V2/EKG6CIPdpq3RHoEUnYIqGakq2U0kDQFjv2CkyK3SwrsRAnUoiqL1LwbUWk15xhebgU+ot30VmZo5P6BsyEYyGYjMTMXSbSiqxUkw4AO/B58zCa8x+i/v+3DouY9EeFP4A0GeePt7ps1dTqTDhsVs5Kn/nYfH62d7XilD+7QnJeHorvtoIwoCL113Ks9+OIsvy4tZ30TAePHa7XrAWEdHR0dH5yA8O2UmcxZtIDuvFIvFzLCRA4mIdLB04Sq2bclBFAS6t2/O8g072ZCdT2pCNF3aNgPg4xkLQwFcj9fPVz8tPSIB49MHd+P0wd3CzlXVukPPAqh1eenWNoP5U+7n1c/m8tGMP0JjvTtlcucVIzm5Twe6jplAblE5+xIdYaeyxkVpWVXY+dKyKlqkxrGzoCx0btaCdYiigFKvgHdC50wWrw0v4slMT/jT+/0zdG/fHEkSw16TfQnKCi98/DPf/bqS5PhoEODR8edwYttEVE8dgiMawWw7iqs+NqRd/z8MSRm41q3A4ClFEBVkb8PvnWDJrmO4Oh0dnb8DPWCs869DURTumPw5P85fg9VipqyyhqCsUF5Vd8DrfP4Aowd3J9JpRRRExp07BFHUnH9GScS/lyFhEP8+WZKhJ7SnS5tmrNmifen265rFcx/O4qLT+vLVc+O5/tEp/LJkIz07tuDdh68iwmFla24xriaCxYIg7DdYfOHIvsRHO3jxk4aK4pzCBqPuzJO68+7DVzFq/PMsWKnJGybHR/HOw1ceye0elHNP6U2dy8vDr0+jqKyxQ2tvVtX3eQFYu3w5WcZMUFVUow1DQsa/Pmgsms0kX3AZMYMGU/DMvUgmCVVqyPwzNm93DFeno6Ojo6Nz/BH0+5CDAcTqYoTdOVoAVg6CIGCnnCASSkwaWysV2qR3xhRw449IAnsMFpP2U8pkMIRkjk2SiIuGSg3T3yhlZ0prgSmjFf5cTebP3qEbgS1LMaS1wXnKRQTWz0cp2YngjMHUYSCCyUJQViiJ74DRVYnVXYbbnsD2iCxaePKxButtZb837DkqIqpoxhDwEDTakNYvRlm3GADZ68erOIjqMpDA9lUoOWsQACWmmqQug/+2vTfFsL4d+WjSOCa8/DW5e9m0TbFpR4MM85ArJuGud3xF2K2smvpoo9Yx/zaMRgP3XDWKi0f1o+Wpd7Bv7dDIgV2Oybp0dHR0dHSOV56dMpN3v5mH2WigssaFPyBTVlUbGr/smrF07NIGgA6d2/DcpLcoK60gIzmG807tQ3WdmyvOHEiUUwsyNk+JC7t/s+TwxMAjSdsWyYwc2IUf560BYGif9rzy2RzOHNqDdx+9iqT4SD6fuZgWqfG8/9g1pCfFIMtKk8FigMoazc845YufiYly0iozjZVrt1JZWs61Y4Zw74tfhebuKm64R/d2Gfz63n1c+eA7rM6rwG63sWt7Dt+8cPPftvem6NmhBV89O557X/iSLTnFB5y7o6CMHfUB8FnTptPn9NagAkYThvYDECyOo7DiY4cgiiSfMxZl9Jn4fv0U19aN1O7IR1VURKOEo/PRaVmoo6Nz9NAlqXX+0SiKQmlFLXFRDgwGCUVVufjxz5EEiDUozF284YBf/tHxsQw9awT2CCebV65jyS8LaJYcy8ovHyHCYQ3NCyoKpbVegrKKw2IgxmZu8n7Zu0rILSyjZ4cWRDr/fKaZ2+Nj/sqtvPDxT8xdvBGAFqlxLPv8YSIcVhau3sbjb32H2WTkiVvG0iwphjaj7qakoiZ0D7PJQMesNFZszGnyGZEOK9V1HixmI6cP7goIfPXT0tD4SX3aceflIxlxfbj89Nbvn6J5Wvyf3tufpbSihqsfeo+l67bvNwhut1lISIihvKySoo/HIYqa81YFhJhmSPbIo7jiY0vdqkWUTv0QV04BqgoJo8eQdN6lx3pZOjo6Ojo6xwRVVVFUFVEQQsHdddt20TolGvwexB3LCOtsW59klqM4+TWQzLlJPuz1CsZByYLHHEX2bhfdWqZg2CsoHFRUCqrceIMKERYjSU5zkz1zVU8dqrtaqxw2/XmZOzUYxJezBTl3HUJVvnbSbMN68mUIFjuqz41SVQyoiFHJYLKyvrAKuX63/qDM9go3w0wFOMt3agFzVYFgg7oORgvIAVRRorblicib1+Ga8Ulo2NKiNcnj7iSw8OuwimdD79ORIsKdoUeD6lo31z78PgtXbqWksvbgF+zDg9efyYRrz/gbVnZ88tMf67h50sfkl1SgqipXnT2Il++75FgvS0dHR0dH55igqiqlFTVEOW2YTZrxd8WEt1m7NY++XbJYtTmXZet3NrpuwuO3EBnpDB1/9O7XrF2ltQyLdFhZ9sXDYUFil8fH+Mc/ZMXGHIb2ac/kOy5osmduYWklG3cU0qlVGomxf96nJcsKvy3bxCc/LOLjGQtD61r6+URapMazJaeIe1/4Cp8/wL1Xn07/7q3pfcFEVm9uqCCVRIF+XVsxf+VW2ndoSXJyAhs3ZlNUqCkXxsc42V1RiySKnHJiR5Ljo3j3m3mh61tlJPHeI1fx7IwV9DqxOwDlZZUMTXMwrM/RL3DweP3c8NgUfl2ykcL9FKhYzSZapCdQUFLB1seG4DA3FKKISVlIGf8dFT+5ejfB9fPw5mxGrqvD0qY71kFjmvyto6Oj889FDxjr/GPZXVHD8HHPsCG7gMy0eGa+cQczt1dhNEhc0i0ZALfXz/DrnmXt1vwm7zH68vNITEsOHf/46TTyd+QSHWFj64yn9xv0nb1oPU+9+wMOu4Vn/nc+rTISmf7rSi6863UCQZnMtHjmTbmfhJiIv7RHW69rCO7VT2TO23fTsVUqrUfdTU2d1h8v0mEl+8dnuP7RKUydvSw0t1/XLPyBIMs35ITOWcxGThvYhf+zd5cBVlRtAMf/M7fvdnewdHd3p4BgK4JYKGJgi6ivKCaKiWKhGKSKpHR3NwsssQvbXTdn3g93ubuXXVJMzu8TM3POxOWNw3nO85zcghJWbjnoPn9L71a8/uhNdBr+OqlZ+eh1GuwOJ1X9r8Pqb56nXZOaf+i7/ogR477gx0WV94aJj4vghWfvwcfbTGFOLsMSzistExSHxvzH/j4EQRAEQfj3UVSVnCILdqeCLEkEeht55eO5PDeyL3pZhdICNKd2e3aSZJAk9hDGMacvQyM8K7moGgOqJJFkMRAXGYbpAmWnS2wOMgqtSBKE+Rgx6jQoOWex714OihP0JvQt+yOZfKrsf7lKFnwK1hL3sb7NIDQR1VFSDoLiQHU6QFWQYhuzbFsi6QWlpGTm8c2sFZj0Wna80gM152z55xuMSF6BOK0W7KePojGb0BgMSAERyDVaceb98TiyM5C0WkL6DcQYF4dy6pBHwFjXoh+yf9gf+q4/4oXJs3n328VX3O/NJ25h7N19/oQ3EgRBEAThn8xqszNozGRWbj1EkL838z58jGWbDrB04z7mffgYep0Wp1Nh2AtTWbRur0ff2+4eRPNWDQGwlFqZNHEqebnlQUidVsP+XydSLarqBIw9R04z7sM5OBxOXnn4Rto0rsGOAyfoPepdCopKCfTzYsVXz1G/etQf+sZGQ8Zx+ER5pZXPxo9g5JBO1B7wjLuUtF6nYeP0l/h5xXYmfjHf3TY00JcebeqTXGTj9jsHAOB0ONm7fgsZ6dnMW7nT3bZZ3TiWTn2GLiPfYP/RFGRZQpYkHE6Fca8/gdmrPEmnrlllQMu/b57x05krePzNHyqdDwn0Zfp7jxETEUx+YQn10jeiq1DFT46oiSa2/l/5qoIgCH+6P69GmiD8ySZ/v5QDx84AkJSSyQuTZ7MnrZjmUeUTbmajnoGdm3j002pk4iKC8DLpMZg8MzrOHecWlPDed0uqfO7yzQcY9OgHrN1xhEVr9zD4sckAvPftEuxlwd2klExmLdnyh7+xTrXyYLZGlpn4xXy+nLvGHSwGyC8qJbzLGI9gMUBcZDBnM/I8zlmsdprUiWPDrkSP8wG+XsRFBrN77mss++IZDDodqgoJTRvRffgdtL9pMF7+fkiSRN2EyD/8XX/EgaQzxNerTULDumh1WoKD/Gjbsj63DOmBn4+ZusFmujWIJaWgPNBe4pSR/+BErCAIgiAI/04lVgf2sq1FFFXlbHY+K7YeAll2leI1eqMaK4wTDF7gHYDdL5wjDn+sNicOtXxySEUCSUICovQ29qcVUBWHw0l+USmyqlBkdXIqpwRVVXGePugKFgPYSnGePfaHv1H2rVDGUJKw6b1wlBShFGSi5KWjZqWgZp/FeWA1nRrGcnOXRrSuGcnZtGziI4I8gs0Akt6I6h1E7uplFB46RN6u3dgLCpB0erQ+fsQ88yaRj4wn8p5RmBNqIFmKkbz9y/v7BCL5/L1lnXceOnnFfQL9vHjk9h7X/mUEQRAEQfjH+2nRZlZudWUFZ+cVMfr16Uyfv4HB3Zqh17m2ItFoZIb29CzDK0sSm5ZvYMuaraxduZlPJ3/rESwGsDucvPjh3Cqfm5SSQdeRb7B0435Wbj3EwDGTKSgq5dOZK93zfzn5xUydveoPf2Odap5zetPmrWPavPV069yCR++7kbjoUGx2Jy1vf9kjWAwQFxlESnoOzZqXB0k1Wg23DO7Kuh1HPNoG+Hrh621i/bfjWP7Fs9StFonDqVCnYW20uvIdMhVFoXXd2D/8XX/Etn1JVZ6/fWBHYiJcWeF+PmZS5PKxrVWRkSJr/SXvJwiC8FcSexgL/1o2u8PjeMmGfYzq3JnMYrvH+aQUV2kUSZLo3b4BN/VsyS29W9Nu2AT2bt5Bx37dXXv9ZmZz+lh5WZnsvCJsdod7UAhwKOksNz72gUfW7/HkDJxOhQBfz2zkAL8r28fCZnfwwP++YemGfTSpE8f0Nx5k7vtjeHrSDNZuP0JeYQkrtx5k5daDlfo6Fc9UYLNJz5n0XLq2qscPCzd6XNu2Lwmrrfy3Cwvy5aVRg1zv7OtFfGQwGo1MQHgY9Tu0dd3P14emPbtiSjlKgK/XFX3XtVatTRsMQa4BW6v2zRncqgZeZiNOp0L1QCMxfmWLAKrV5vXPZ7P/aArdurRmVLxY9ScIgiAI1yfPcdLmPceRkbA7FTRaLRJO5MAIsPiAJOPUm9AYvNCbfLi9mg/HswpJc1gIUIrQy6CVyu/nUCVKrHYsVjtGg678iYqCw2YhwOhan6u3KmRbVJyqClq95+vpzju+1NeoKvb9a3GmHkf29kfftBeGlv2x7V2Fs6QIZ2wD8ApAc2wTsrUIlPKqK5KtFDkvFSUkno41/Dn+2Z0EBPgjAWpxXlkjCUlvoOTIflRr2SJFRcGSmY1Xn+YAyEYzxhr1cJ45hGopAqcD2WhGNZgAFcknGEmj4+907t8AFQ3s3YYberUhMzuf9z//mcxsz8nch27p5jH2FwRBEATh+uFUPCvV7T+aQsdmNSuNKSoed2lZh57tGjB2WG8GPfoBSzfuv+D98wqLKbXYMBnLx37ZeUV0Hv46RSXWCu1KSMvOrzzPeBXzcS98MJtv560nLjKY7yY+wGcvDcfbbGD55gOkZeWzee9xht7YnTuGdnd9T/vG3PPYO+QXlG8F17BJHfoP6ka1yCBKU1LYcjyD2nWqua9v35PosXWc2aRn8nN3lv3ZQOsmNWnbpiEGXx96DO2PXZWQnQqqqrJvwzZCuv69gdeKGdcVNW/qWSY7J7wB02b/xsnE48TXrcfEtn/vWFcQBOHPIP41LPzlFq/by76jyfRs24CmdeMu2K6wuJR9R1OIjwwmMjTA49rG3UfZdfiUx7niUis31wvi96M5aJ12ArQqC1bt5MfFrkxfVVVZsn4fS9bv44s5a9h/NAVIIeNMKvGxEezdcwSH3RVs1uu0TJ2zmplLtjDn/TF0blEHgBWbD3gEWwEGdmmGRiMz6ek7SEnP5ejpdG7u1ZLb+7a+ot/ls1kr+XGhq9Ty8s0HGP/xXD59cThz3htDaKdHruheJaU21u44QvMqft91Oz1X/TmcChO/mM+SDfvIzCmk1GrD7nASEepZQtDs483HLw6/ove41kpsDnewGKBZnVi8zK4AsUYj46WrUDRBkihUdCzZeYqXn/x731sQBEEQhCu3etshtu5LomOz2rRtUuOC7RRVxepQ0MoSuvP2fiu2OUjOLcVpsxLk50V2XiFvTv2N1x8dwlPv/MRLDw0m3Lvsn0RG12I/DaA67ajFeTjsdoJNJsAbRfUiz6ni6yxC5yhFQWZThsKYl94nOzOX798cxYCyyjbKeROOXjqJUkVGK8uoNVtgLy1ALcxBDo5GE13nin4X55lEnKdck5FKTim2g+sxNO+DofUNFJVaXGWhnXZXsLgKqqxFspWgzT1FmK8enCVg8MJeoxWanBTQaVG9/CEtx6OfhIr92E40Bh3YbTh8w1F8wtFZjpe3kSRAQhNZ+4q+6VpTVZVTqVke5+rVjmPsqKEA1KkeRbt6MWzYeoDPZ63idFoOWq2GPh0a/R2vKwiCIAjCH7B5zzHW7jhCywYJdG114b1wbXYHOw+eJCTQl+oxoR7XjpxMZfmmAx7nnIrCAzd3Zdq89Xw2ayXtmtRk+4GTvDutfMuL1dsOs3rbYRas3sWmPeVjoohgP1Ir7Iur1cgs23SAkE6PMPWVe7ijnytBY9v+JNJzCj2e27RuHNUig3nh/hvYm5jM5r3H6dy8Nk+N6HtFv8uidXvc75qZW8jDr33L0qnP8PWE+2h31wTSyt6vUb0Edx8/Xy/iY8LYc8CVdesf4Mutdw9Gq9WQa1Xwiozm57e/R9bIRESGsGf3Ebau3+nxXI0sM2naYnYfPk1GXhET//cQffp1ok+/TqTklZJeaMVid42Vxwxqc0Xf9GdIPJVW6ZzJoMXg70uRzYG3XovFoXC20EK2PpC5O9bz24hb/4Y3FQRB+POJgLHwl/rq5zU8NOFbAF6Z8ivPj76ZatWi6d04jhD/8pVy6dn5dB4xkaSUTMxGPT9PfpRuresBkJqZx4DR73msvgOoXS2CRrEhNEsIZ29iMi1uffmC77HvaLL7zzkZ2eRmZLtzT3RajTt7Ob+olEcmTueF+2+gRkwo9WtEe9zHz9vEvsTTTPh8HuMfHMT2mf+76t8m47wBYnp2eXnDzi1qM2/Vriu+54jejVn45l2cTMtl2ISZHE3JJregBLNRj9Vmx6moZOcV8cmMFZX6ZiafoSg3D+8AfwD6N4gkPjK4Uru/klGrwSCDtWwO1nJe8H7j3iQGtHFNulptdlZtPUSrBgkY9WLVnyAIgiD8m/y8fDu3PzMFVVWRZYm3x95Gx+a1SYgOxs+7PNvCqaik5JZgKys5HeFnxLss09ehqBxKL8ShqICWk0lp3Dn6HYL9venUvA79OjZBVRRshXlIdgs4rDjzs0HWIYXFI2lksFtAY0JjL0FyOlC1Zkp0vkg6X5yqykPPvUxquiuwOu7d6fSJ1yGZfZGCKpT7UxT0JbnEqA6c+d7IviHoWw646t9GPa98dMVy0rIs4XSqoNFhKyzEfuIIoKKPjEMbGEyBxhfVpmBKP4EzKxUkCdnLB+x2NDoban4mFOfhNHphrNUEe/oZbMnH0RoNGIN8cSbtRgqNRvb2Q5uXglPWoPgEIVlLkBxlY/OAyD+8J/MfJUkSUaEBpKTnus9FhpWXEUzwN+IV6kWThHAGdW1GmztfpVZcBH4+5qpuJwiCIAjCP9SqrYfo9/AknGVjwfuHdiEhKpgBXZpSu8I2bxarnV4PvM3mvceRZYnPXxrB8EEdAbDbHfQd9a7HuAEgyN+bzi3qcFOvVpRabPi1HXXB99h5yDOppWLGLbiSNcAVtH7o1WloZZkgf29qxoWj12nd85Bmk568gmIef+tHPnjuTpZOfeYqfxnIzPHcNqXiPGOfDg3ZfsBVZfFg4il30LigsIRTyenudj5+3mi1GvdxLbODk9+PIa+olJHvzGfTwRTAFSSWJAmH00lhsYVp89YD0LFdY7x9yud7g0xa0gtdY8YQrZN2ja9s4eSfoVpUCHsTXfPEkcE+zHvtdurFhZBaVMyefBmnKqGoKqU2J3v2HKF2fDgRIf5/70sLgiD8SSRVVdVLNxOEq6eqKovX7yUzp4AXPphDZq4rMBpaPYF6XTojyTKOkmK+uLMlCRGuTOJ3py3mhQ9mu+/RvXU9Fn/2FADrdhyh+31veTyjW6u69BzSjyybSu1QHyIcBQx5/EP3nsLni48M5uTZrCqvnU+jkXE6FSRJYsr44ciSxIzFmzmenMGp1Gx3u58nP+rOKrkah0+k0uWeieTkF2PQa/l58qP0bNsAgOy8QmJ6POEeYFZkMuiw2R2VylIP7FCXH1++3X28elcSA56ZBrgC3eEh/hy5QNmVc3QGPSGxMViKS5jxyl10aXnhlZp/leOZRTz+7Rpa1oshOtQfX62MpDg5nZLB/BXbiPHRERceyJIN+9h9+DTgyhhf9OmTdGrx92a7CIIgCIJwccs3HyA1M49XPv2F5LIM106t6vHJy/ei12vJziskxMtAXIRrz978UhsZheWLCA1amdhA16RUic3B3tTyiTFvnczB/YnsS0xm2cb9NK0bx6THbkSXcxKN04rt+D6UfNfYTvLyRVezCYpvGHZZj7HENW5UJA35vrGoshZQeerDX/hp7koCTTJr7oknxtc1oaZt1BVNzRY4HXak4hykCtm+sn84stnvqn8jtbQIy/rZrkCxJKFv2gtNpCsDW1EUNp7MxqDYqLFqCpJatnezJLM6oBXtUzcgO2zIRhNedesj63Rl3+uHUpiHWlyhRLPJB7lWS5Rju1Bzy8eMckAoklaParOA0Rsppi6SJIO1GDQaNCHxyMa/dwsTcG0l0+aO/1FqdVUQCvDz5ov3Hick0I/GYZ7v1/meN9hzJBmNLDFr0iPc0KXp3/HKgiAIgiBcpnU7jnAqNZs3v1pA4snKGaLgOU/368od3PLkJ+5rcRFBHF30DuBKTInrNdZ9LSYhlt5dmmNWbGzYeoDa1SJ48OYuDBj9PoXFliqfFR7kR9p5W134eJu5f+QgwsOC2LBpL/MWrAVwbQVS1ubpe/rRsVktPvpxGadTszlS4VveHnsrjw/rfSU/i4fsvCI63P0ax5MzkCSJT8YN476hXQDXXG1k10fJzi/Gx9vEXTf1wMts5JdFGzh5OhW9Tkup1Y5Wq2HUE8OJjokgSK9yZ2z53GNyRj61R3zqPu7VrkGlktz16lTj1fH3u48tdidffL+YlOQ0xt7cgfvL3ufvdPJsFs1veYnCYgufPNafEX2auK+tSMxhXy6cSklnw8Y9HDjoyiKXgC9fvZdhN7T/e15aEAThTyIyjIU/3UMTvuXrX9ZWOh/TsAGS7CobqDV78eHCHUy+rwdpWfksWOOZTevjZXL/uWGtGKJCAziTUb7yL9lpYGuqa/VeUnYJBzZsuWCwGMDucOJjNlJYUvVA7xxJktyrFFVVZdSr04gJD+Sntx/ikYnTPQLGKek5F7rNZalTLYKds15l24ET1E2IpFZcOAvX7iYtK58BnZvww1sPMXL8FxSX2jz6lVrtaHVaeg3oTEhYMIf3J7Jj0y4CfEwe7QJ9y48Liy1Eh5eXbPQyGSgu9czYBrBbbZw9epzY8CCa1Llw+fC/UvUQb0JseUSHNgSgwKFQUFCMLiSYIbf1JSc7j/fe/JKS4lJ3H5vdwdQ5q0TAWBAEQRD+wZ7/YDaTKpT4CwoJxMfXm/tv74Ve7/pnS5C/D1t2JxIXEURuQTHfL95Cn64t3X1kSXL/2ajTYNTKWG02QrQOgnz9iWnfkOb14vnutw3EnDyOvGshitOBoje6g8UAanEBWIrQSiAby4O7supEV5yFpDWgN5qYen8HxvWMJWnfAWJ88tztHEc2I4VEo/UNRlUVz12UnZ4VUq6UZPLG2Ok2lNxUJLMfsm8QisOOqjiRtTqqBfuQunujO1jsem+FVpbjyA7XOFKxlGLPysAQEVV+Y+W8sXNpIcqelUj+YeXvr9EhaXWopWUB8OI81PQTSJE1weQDsgZJZ/hD33et1E2IpFXDBNZsd23HkptfxINPfUj7VvX43339qBblqpyTlVvIyTOuBQFOReXTGStEwFgQBEEQ/sHe+WYR4z6cc8l24z+ey4DOTSgqsTBj0WaPaz7e5XNkYUG+NK0bx65Dp2jYohHdB/YEwGqxkpSxiR0HT7q3kLuQ3MJiqkWHcKLC/sYjh99A65auRJC42AhOJ6eza88Rj3HhO98s4su5q5n6ykhmLtniETD+o/OMQf7ebPrhJdZuP0JMRCBN68Sxfmcih5LO0q11PX798HFuGvsR6dkFTJk236PvuQV3DoeTqR9Mp16j2jSI9OXOUZ3dbSrOM4Ir8C5JEqqqotNpcDoUDh4+wemMXCKC/HCqKtmldqylpWSknKXrPyApBVxJRX3aN2T20m2YDJ6hEh+dzLhXPqnURwU++nGZCBgLgvCfI1+6iSBcPbvdwTe/rqv6msUzQCk5HaiqypDHP2Tj7mPu8/4+Zlo3rOZx/MbjN6OrUBLF298zS8PL3/ei75WeU0CdhIiLtgFXkPh8yWk5jJrwLSNv7OQ+FxroS/9OTS55v0uJDA1gUNdm1IoLZ/zHc7nxsQ95aMK3tLtrAh2b1aJBzZgq+3Xv14VWHVpQrWY8A2/qTZ+B3Viw8TBHU1yTXw6nk8mzNrjbK6rKgWNnAOjfqTH7f53ITT1bVrpvgK+ZcQ/cwNpvX8D/H1Si7/ayvV7OMZnLB6mBQf7UrBVfqc+8VTtZtml/pfOCIAiCIPwzfDlnNQCSBE1aNGTMs/czcvSdBEWEebQrLrWiqirDnv+cp976gXnLtuJ0KpTaHCTnW9zjN1mSqGsspcGhX4jYNQftjvngtBMc4EPXVnV5pW88UlnwVrWWglw+tkSWkTQ6UJxI2vKtLZT8LAxHN2E4tBrp+Ha0RZnUCDHTvUV1j3eUJBmKcnAWZiNVzCaW5GtSrlkymNCEJyD7BuGwlmIvKcRhKcFWXECkt45GXnY0Xt7ln+PljZfVM+uFsoWb1tx8So4m4rzAWks1Lx1NQkO0NZph6HIHUtB541G7FSQJyeyHNjACSfPPWZN814B2HsfZuQX89vtm+ox6l69/WcdPizZzw5jJ5BeVLzRcs/0wc5dt/6tfVRAEQRCEy/Tl3NWX1U6v1aKqKg+/9h0/r9jhPm8y6OjSog6OskQTWZaZ/OydeJsN1Glcz93OYDSQUDuh0n0BvLxMDBnUlaGDu+LjbcZqc9Cwpuc2dmGhgecdB1R5r9yCEkaM+4K7+rdzl382GfXc3veP7+/r72NmYNemNK0Tx7fz1tHt3jcZ/fp3tLr9FXy9TfTt0PiS97DZ7Ozevp8ZCzezbt9p9/lJsz2D8PuOpqCqKi3qV2PHzFd5+h7XnsvLVm4jtchKRrENp9NJv5Y1WfftOGrEeo7x/07DBroCv1MX7sSJawGqA5mIhOoe25pUtDcxmW+qSJASBEH4N/vn/Gte+E/JzivihQ9mk5hRSHBYEJlplcs/J27YSP3uXTH5+pJ+7DirNm7ik89mcS4vpGXL+jRvVpeUlAzGffQzK7ceZs32w6Cq+HibPDKIzxw9Tmy92siyjKIonDmadNH302s1fDb+Hp54+wdSs/I4eir9gm0Nei3W8/bKLSgsZdQt3WhYM5qklEy6t65H5AUGflfr+/kb3X9OTsth9fbDNKsbx5a9xyu1DQ0PAcDLoEGrkeneqx3hEcF0Gv05LetGk5pVyKFTGVU+Jyklk6jQAB69syfz1+zCanMgyxJ3D+zAq6OHEB589SUT/yzdG1Vj8ZE00ovt2Kx2UjNzCAkr3185Nze/Uh+rzcF9L33FqWXv/5WvKgiCIAjCRRQWlzLuwzms3HIILx9vRoy+k7CIUByKAmWjwv0ZRfgYNASa9WSX2CgKCOehr1ayfs9xVFXly3kbqNO4LkFmPYczi8jNLybUJCFrZKKPr8anbG9dOT8dTcpB1MhaZOcVYDKHA67xpCRJaOLqoqSfRrFZcEoGpNwc0gMTiAiIQZt3BtVuRcnNcI9VKchENZlcwVvfQJTQGJw56UhaHdqwaNf+x4qCbPZ1ZeU6bEh6s0cA+lpQ7BWqz6gqisOO5B+KLigYjbcPoCIbjFizslAVFVQVbUgYxhoNKD1xnPxtW1y/gVaHf+8BaAvTQXGiWCzYc7JBVdH7hqCPq4Ps5QeRNVFSj7kzpeXwBLRBUa4A+z/M3QM7sHDtHn5dudPjfHp2AWPf+anKPg6nwr0vfcngbs3QaMT6akEQBEH4J7BY7bz8yc8s2bCX7Lyii7Y1e5l4cPTtxFeL5oVZm1i2+aDH9VKrnY9/Ws7B42fZvPcYNruD4AAfikqs5OfkERVXXoElLyev0v0lSeLF5+4hPi4SgFYt6zPu5SmMu/8GFEXlyMlUktNyWLthN9UTXEHkoqISdu52VT0xGnRYyjJ4zymx2OjWuh6bvh/PniOnadO4BrXiwq/4d7qY7xeUZ0kXFluYt2onbRpXZ9q8qhN9zudwKgwY9xMdGsSSV2RhX1LV84x7E5OpUy2Ce4d24cuf17J4/mrSUjMZMbQrt3VuQED76lX2+zv1ad+IewZ35KfFmznh8MOsk7Cjwa6oWCy2KvsoisroidO5sUeLf1SSjSAIwh8h9jAWrkp6dj4/LdqMv4+ZLi3qIGtkTpfCjJ3J6DQya39bSkyDukTERaOqKpuXruHg9j2Xff8G9avzzNMj3MfrN+1l6uezL9wBCAgLJTAijJzUdHLTqx60VDTmjh6oKrRuVJ1hz39+wXaDujZl3irPEtltG1WnR7sGPHJ7D4x6HUdPp7Nm+2Ea14q9ZmWPu458gw27jgKuwej678ZRv3oUHe5+jf3HztCyRyfi69ehOL+QotQUuvRoh4/Jc6LupWfepbTEQlxkEHvnvoZf24cqPSfA10zj2rG8+9TtnM3IZffh0/Tp2IgmtWOvyXf8WVRVJaOghC53v05usYVb7hyAn583G9ZuZ/0aV1bIuVI45/h4Gcle/+mFbikIgiAIwjVWZHWw9ngWOo1MbV8NDqcTH38/jmS6Jvo+++Y3Zs13TVLdPnwwjZvXd/d1OBUUFTSSRKSvAams3LSiqqTkW1ixeC1rlm3gy3cfo3OT8oknGdU1BgB89y1Gn1++/642IgFNUDhOrRHV6UQ5tR9JcaJ6BSBVb4acdpyM3+aglLi2OjndtC+Nm9TGqNqQgqNx7F3lLt2sqiraiARkvd51rNGjZiW7/gzgGwK+oUjeAWhM3iBJqKrru2RZQqupkNH8B9hLClEc5ZOOOrM3kqzFtnUBan46qiSjlBRTfKx80aHWPxD/Lr3JXLwAW3r57+PVuT8B3QeRtXcTuu1LQCkray1JmNv1RuPlgxSaADYLSl4GcmAEsm/5or1/IlVVSTyVxsBHJnPiTOalOwCyLFGw+XP0OrG+WhAEQRD+CsWlVr77bT2qCn07NsLpVEhOy2b069MptdgwGfUcO33hZI+KBt7Yg+69yquMrF65mV9mL72svgajgW4DehAQEsjRA4lsW7ulUpuAAB8+/eBZj3Njxr7LjZ0bo9Vq6NmmPjeN/RhFVWlYvzphYUHs2ZtIZlYeADd0acr81Z7zjPUSIunfuQkP3tyVYH9vMnILWbB6F7ERwQzsem22yrj/la/5dt569/G3Ex/gtj6tGfjI+/y+cT+SBJcbJTAZ9KSu+oDqfZ8iO7/4vGs6GteOZfyowfh5m1i+eT8dm9WmY/N//jZxSckZfDN/I0P7tUeWZd76/BfmLNrIxX6W5OXvExb0z0u2EQRBuBriX8DCJeUWFHM4KZUasaGkpOdidzi4/ZkpJKeV76Vh9DIz4P67XTUEgVod2+Pv61pdJUkSTTq0uqKAcfXqnqXumjSrR/XaCRw/Up45fH7mb256RqVAcVWr9gA0ssxHPy4HcJfMjqpdk/qd2qMCB9du4MyRo0SG+FMjLpyQAG8yc8tXMG7ae5xNe48zcepvOBUVWZZQFNfk5LTX778mZWO+ee1+Hnn9O1Iz8xh1SzdaNnCVwfn29Qf4dPFOSkNcv5F/SBDW0lJ+nbGQ24fd4C5fU1xcgrVsFdyER4ZiMhpoVCuGvYnJHs/JLShh9bbDtLztZffAMLeg+B8fMJYkiTA/Lw7Nm4iiKJRYbOi0Go41imR4ajpWm523Hr+Vz2avZMmGfUiSxP8evvHvfm1BEARB+M8qLC5l/9EzVIsOISOnAIeiMv1ALmcLXRm+6SdPs3PJcmZ984p7vHLHrb1ZsHwbJaUWDEbPvW8dZdmwRVYHUX5G9/lzGb56vWuhXPXIQI9r5wLLElAS3wJ5/+9onTYksw9yQAiqqiKX5KKqIEVVJ10fjsnbB28tlCafcgeLAWKObUIf6kABSE9CCo7CefowSp4r8KgGRKEJjESVtWgKs8lzaLEhE2pUoTQfSvJQZS0O/1AkjQ6n1ojdKwQkCb1Od00CklqjFw5LMaqiIOv0yFpXAFtbvxP2s4kUKxo0KYlAecDYWVSIarWg9fX1CBgbwqKQZA32mEboti4qf4iqouSkIpXkoaadKN+H2V76jw8YS5JE7fgIjix4C1VVKbXYkGWZ9Ox8bn9mCvmFJbw4aiCL1+1jxmJXacVxDwwUwWJBEARB+JOUlFrZm5hMdHggBUWllFrsPPrmdLbtPwHA42/9AIBOq/GoLni59AbPZAp92eK+SzEZdJRarCyes/CCbbxMBgoKSsjOzieoLEiYm1tAfn4RX8xdA8AXc1ajlE2w7TtwnH0HysdgGlmieb049iae5tTZbPf5g0lnOZh0lve+XYxTUdFqZBxO18K9l0YN5sUHB17WN1zM22NvpbjUyqGkswzs0tQ9dzll/AjGfzyXHy6xT3NFj97ZE7PJQM92Dd3jp3NKrXY27z1O/4cnIUsSiqoysGtT2jetiSz/s6u3JMSEMuHhwaiqisVq54sXh/H+k7dwy5Mfk5FTyKN39uRQ0lmmzFwJwCO39xDBYkEQ/lNEhrFwQaqqsm1/En0emkRRsQVZAuUC/2nxDQqg1923uY81soS3sXyAVpCTx+wp31bqFx0WSEp6TqXztWvH88JzI90TfukFFhYuWs/qJWvcbQ78OpG2d06goLi0Uv9zHrurFx98X3kVoUaWcZ7LmAC8vMx0HHYHclnZOcXpZPnX3xHgZSQzt/CC969K/05N+OWDR93HeYUljP9oLmcychl5YycGdG5yRfc750xGLr0ffIfEk2kkNKhLm77d3ddyM7NYPG0Gteok0HdgV8ICfUnctZ/9+49x14B2PHybq216dj6dhr/OiTOVS4Sf79TS94gI8b+qd/0nURSF3YdP4+djpnpM6N/9OoIgCILwn3Tw+Bm6jnyD3IISd3aCb3Ag3e+8xaPduh9m8t2nz3mce+erBaz6fR3VasRyz6jb0Ot1WOxO9p7OY/OiZZw9epxvPhuHpHcFlBVV5VR6Hh++8zW5ufnM/GgszerGu26mqmhkd9Fo8otK0Ct2THoN4aUpyBKodqurXHSZYq8wCv3iCNY5sR7ZS/6v5WNWfUgoAc0q7O0WGod992p3ljGA3Os+5NREcGcXS2j8ApAq7omsM4K/a582uykQp8EbWZYxVwiSq4oTNfMUqr0UyTcE2ffqxi1KSRHZP32MPfUUGm9v/Bo2xOkdRNHW9VBajCRL6IOCMMXGIoVXp3D/fuw5WZjrNsO3S38AnIpK/qo5yMdd2S8a3wAMCbVcD7BbPZ6nbdLbVar6P2D3kdMY9TrqVIv4u19FEARBEP6T0nMKuOuV7zh64gxnUy4vY/hKNKgRRXpBKY+OHYGvnzeFhcV8Mvk7Us9eusrItNfu482vF3E46ewF2zw9oi/vTFtMRHgwN93YDUmW+PnXVWRl5mKxlSes+HmbyC+qPF95/nlZI9Onb0fCw4PZvfMQO3cerNSndrUI9v38uvvYZnfw6mfz2H8shRs6N+HeIZ0v+W1VKS61MvCRyazbeaTK69GRIfTt0ZrCohJWrtlOwxrR5BWW0L1NfSY8MgRJkigutdLrgbfdwf6LWfHls/+KLOPLse9oCpIEDWpEX7qxIAjCv4hYNi1UYrM7+PCHpUz4bB6lFbJzLxQsBijIziXt5GnC411ZqUf3HEBy2GjQuhnWUgvblq1m3AMD+Xz2SrIqZOp6mTxX+d01oB1RYQG89dVC5i/bSvv2TbHaneSU2DlzunzAFh7sS824cH565yFueOR9lCperkGNaB69sxefzljhXpGokWV6tq1PflEpm/YcA1xliqdOuI/px8snDmWNht4dm7Bm076L/la1G9bG29eHxAOJFOYVAFAz1nNy776Xv+K3spLWSzbsY/MPL9GoVkyle13KhM/mkXgyDYDko0nUa90M38AAFEXh0FbX/RMPJ5F4OIkbOjdh7uRHK93jbGYeL9w/EEVVMBn0jPrfN5RUkYEtSfxnsipkWaZZvfi/+zUEQRAE4T/Hbnfw9a9reWHyHApLysdR55ajWopLkFHRabUoqkp+Xj5ZWbls25NIy8au4GN6gYU6zRuz6vd1nDh2msmvf8ZHrz/MtGXb2bnzANlnXNmvJSUWjLpzwVWJeiHePDWsJy9+NJdZizbSoFYsUtnixs1bDxIVFkBKWg5vTZ3Hjpn/Q6ORyc9R8CtORVKVip+BRnEQGeCNraQIQ92mmDPTsOzfhi4wBN9GjcCSV/ZYGU1oNezKCo/+stMBheULICVUVIcdSV8eMFaK81HzMl17JZt8cMY3Qzb5eNxHTT+Omu+aOFWLclC1BiTzlQdiizYtw556CgBnURElp04hG9OxZ5ftRxwUiDE6GlQVWXUSdGvlLUsUVcXYcTByzcbIThtScRaUFlDVWmPpH54pciX+6RV2BEEQBOHfyOlUmLFkM89/OJfb772Zvjf3pS/w25zf2bh2+1XdU5bgqRH9+HXlThJPpbnPa2SZzIwcJv7vE0JCg2gQH8pzd/dm7Ds/4nQqF7yfwaClV7uGNKkTR5s7/oelQkXDc/x9TLzy8I18+fNaUtOy+GjKLCQJmteNp3W9WOYuc32LRiPz5av3cvszU3BUyJBuUjsWq93uETC+8cYe9OztKp/domUDPnj/O44c9gy+1jgv+eGlT37mvW+XALBo7R5CAnyvqmz1lJkrLxgs9vfz5p1XH8LP1wuAQb1aM7R1zUrtzlVFvHeIEz8vE09O+omzGXlV3tN4Xub3v1nDmiJQLAjCf9N/IyIkXDPrdyXS/6FJmAIDadG/N4qisG/dZgqyK2cBn2/bwqUEREbgdDrJTD4DwI7V5eVMtof6cN/QLrz55QIA/H3MdGhaiyMnywd2Q3q0YEDnJtzYrTnZ+cUYQr1ZfyCZxfNWc/zwMWrEhFIjNow3n3Blq/Rs24Cc9Z+SW1DM8HFTWbsjEXAFPCc/eycx4YF8N/FBXps6D2+TkQ+fv4umdePIyS/itc9/I6egmNG3dadlgwTSdUksPewqad2nTiij7nuIwY9OZtG6vUDlEtid+3SmRYeWALTq2IrvPvmW4sJi/HzMzFu1E5NBT8+29dlz+LS7j8Ph5MDxM1cVMC4pKy8NYLdaWfLdLIKjwikpKKIgJ9ejbcXB8jnzVu3ktqc/xelU8PEysvqbF2jXtBbLNx+o1LZRzRiC/L2v+B0FQRAEQbg+7D+aTOcREykssV6wTXydmhjKykbLSOSWBX8/nTaf0U+4KslkF9uwWsrvkZNbwORPZ3JL79Ysm+9qbzbqqRbqR2qFRzWqFsqNLarRu31D0rPz8TNoOX42iyk/LWPG/A1UiwohITqE7yY+gMnoWqAYGBqBooSRk5mBf9YhZFRUwBQciSRJ6AwmHHYrPl36E9BrCLJGi+q04zx9AKylyOEJyP5h6Oq2w35oIwCa2HroQ6JwZJ9GSXdN7qmSjGT0BsU1blSK8lAK81zXkJBVBd3Zw2RGNEW2uiYuw30MqJbyRZUAqqXoqgLGqt3mcaw4nZQkHnVH8m3ZOThLLWjNJlArT4Za7U5yissWAPhGEeRtREpPRLWVIjntqDoD2G2urwmKQjov8C0IgiAIgnDO6bNZtLrjf+TkF9OwaV3CIkLc1zp0bX3JgPGF9tVVVJi7fDvP33cD9738FeAqYd2jbX32JCZTWmrl9KmzPDK0Iw/d2o0uLeuQnJbD6dRsZi7ZwqY9R7HZncRFBBEfFcKLDw4kOMCH4AAfstZ/SlZuIRO/mM/UOavdz3zj8VvQ6bT88sGjPPnOT9jsDl5/9Cb6dGiExWqnVlw4J85kcWufVvTv1IQJjwzh+cmzAejVrgHzPnycZ9+fyaEk1xhXliVq1ixfrCbLEvHxUZUCxr5eRn7fsA+LzU7fDo085hkB9iSevqqAcYnlwuP4hPhId7AYwC+g8ph016FTdB35BiUWG1qthp/fH8OQHi34uGwLwIqC/b3dW+0JgiAI/1wiYCxgtzu467nP+W31Ttc+GXodPQf3R19WIs8/JJiFX053j9DO7dd7PqvNjrMgl8IiCyajnlKL52RVcamNV0cPoWHNaE6nZjOoazNiwgMJ9PfmwPEzDOzc1F2uuWJGaKfqITzVtxGqqronHSsymwyYTQaWffEsX8xZzeETZxl2Q3ualpUmHNqzBUN7tvDoE+jnzXvP3OFx7uEOCfSqHQoS1Ah2BUu/f3MUb3+ziJy8Iu4d2plJ0xYz6/etANRuUF5GxextJqZaDIf3HmbSt0soKsuyGXljJ3q3b+geYPp4GWnbuMYF/y4AklIyePWzedjtTp69tz+NasVQUFRK5+a1PPYFcdjtpJ1MrvIeVZV4mfbrevdqysJiCzc98RHZeVWX2x5zZ8+LvqMgCIIgCNcfRVF48NVpfL9g40UzNM7xCfD3ONYbXIHb9DMZbFq3nfotm+C0Wvl97iKPdsWlNh67qxcJ0SEcOZlGnw4NqVc9iv1phWQV24jwNVA9yDWB5VqE51qIF+oXS4vxw5k67u4qMxgkSUKj0RASHkGJlwmpJB+Dtx+yl+s9Za0Wvdbzn0eSRoe2WhPP72jSDU1cfXA6kINcwWZtrdY4TT6o1hI04QlgK3ZlCytOlOyK5RZVVLsNSbGTWlDKiXzXRF2Ur5G23oGo1uJzL4tk9vz9zudUVEqsNhQVzHotOq0G1WHDWLMeJXs2oNrtSFotxrAwLGdTPWZbJYMR2T8Yya9y2evS8zJqDmcUElNYhK/Z27X/sySh6IygN6LxF6WbBUEQBEGo7Ol3Z/DJjBU4nU7OjUCKi0o82pw7loALFTX09zFjsztxKgqW8yrkFZdauXtgeyJC/NhzJJlurerStG4cIYG+rN1+mDaNa/Bo2fxW3YRI6iZEAnDf0M44nQo2u8O9sLAivU5LZGgAH4+7my6t6rJ2+xEGdW1K9zb1AWjXpCabfnjJo4/RoON/o4d4nHtyeF/6dmhEQVEpLRskoNHIvPn4LUSE+HPsdDpDe7YkMCaK3amuioWKopCYeLLS+8xZtp2fFm8BoGuruvRu14AVW1ylqzUame6t613g13PJzivi5U9+JiOnkFG3dKVb63qUWmy0aVT9gn1Op6RTarFiKpsbDjBX/p1+WrTJndzicDh54H/fIFVq5XLv0Ksrmy0IgiD8tcQexgKTp//OM+/NdB97B/jTZ8TtHm1+m/I18TWr0bxNU+pHBfLKa5/hcDiRJDAZ9ZSUlgeHP35hGA/c3JUFa3bx8ITvSMvOx2zUM+f9MfQoG1z9W1msdj74finp2fnEtmhGeqlrslRVVL7/7HsyzlbefyV3wxSmL9jAmYxcbu3T+qL7WyiKQr1Bz5OU4tpbJdDXi9v7tWH6go0UVLH3SVX0Og1Z6z6tNFE6ZuJ0Pp+96oL9TEYdIwZ1pHvr+le1MlEQBEEQhP+2HxZu4p4Xv7hkuyB/b2LCAhnYrz0n9cE4FBVUlZ1LV3J47yF3u/+NvpHn77uBNdsPc99LX3EqNRudVsN3Ex+stNjv30ZVVchPQ3XYcJw+hJJRngki+fhTGtOUPfYA0ovLx9A31AnFUJIFtlIkn+BLZu7mFllwKK6xqJKfC9tWo57ag3eYDyCh6s1ozF7IWi25chCO9YuRVAWvWnXwbdwEVdYi12qHrPUcMxaW2iiy2lFPHISVs3A67OTXbk3dOmVjWEmCoFgksx/yVWRAC4IgCILw37Z0434GjH4PcG0TpijlCw179utEmw7NKSgo5MzOXdzXuzHV4yJoc+9ksvNdC+d8vYwUFJdvd/L4Xb14+8nb2H7gBCNe/ILEk2nIssSn44Yzckinv/bjrjFVVTmcWUSexc78xRt497NfLtln5+xX2ZuYzIFjZ+jboREdmtW6aPt+D01yVxfU6zQ8eHM3Zv6+hYzsgov2q1MzloF921FUVMqrI3vj62X0uP7B90t5etKMC/aXZYk7+rWlS8s6DLuhPZJ0oXCyIAiC8E8hAsYCPe9/izXby/eskGSZbrcPISDUVSYmI/kMNzWJZt5pq3sf466xXnzw7lfuwVxFX7xyD8MHdQSg1GLjwPEzRIcFEh7835pQKrQ4mH8wlVMZ+Wxeu419O/fTtE4ci9fvxVGWdRPk783ZlR+4B0Unz2axbX8SjWrFUDu+ckZGbkExYZ3H/OF3y1j7MT8v2864j+Zg1Ov4/OV7aN0wgeHjvmDRuj0ebQP9vXnolm7c1Ksl9atH/eFnC4IgCILw33Tns1OYvXTbRduMu38A70xbgs3uylIdNawfB9MKOLD/KNmpngvr3nziFsbe3QcAm93BvsRkwoL9iA4L/HM+4G+i2q3YD21ELcrD4R1EQXANirTe7M8oxl42uNbKEgPrhaEt2w9YtVtRS/KRDGZXeevz76mqZBW6FhMqJcVkTXgSJScLAO+YEILqx+O0OpBNXuii4tiX0Btvaz41Cw+jMZZP9sk126IUZuNM2glIaBOaIgVFk1dUSumnL4DdlQGtIpHUbQTta4YieQeJMtSCIAiCIFzQU+/+xJe/rue2kTcTGRNByqkzzPh6DpbS8iDw5Kdv5f7uNd0VUIqcWto/NIVjyRmV7vfMyP68NmYo4Mpk3ZuYTKC/N/GRwX/NB/1FikutPD1pBlv2HqegqBSbw0nDGlFs2Zfk3vdYp9VwbNE7RIT4A5CZU8CaHUdIiArxqNZYUUTXR8nOK6ry2uXaMP1FcvKLGfXqNCw2O6+PuYm7B7bn0Te/5+tf1laqRPncvf3p3b4h7ZtePJgtCIIg/LOIktTXqcycApZs2Eewvzeb9xz3uKYqCmtm/0Z8/TqoikKcSUXqWB9FLR+0pRQpVQaL+7RvyO392rqPTUY9LepX+/M+5G/kY9RyR7OyMoh9GrjP/7R4M6988jNGg55Pxt3tDhbvOnyKHve9RWGxBYNey/yPn6BLy7oe9wzw9aJlg2ps23+ChGpR9OzWisKiEn75bTWlpRfeW6Ri+R4/bxN5BSU8/Pq37gHbHc9OIWPNR3zy4t1U6/2kR99BXZry8kOD/+jPIQiCIAjCf1B+YQkL1u4hwMfM7xv2X7Rts7px6HQ6d7AYYM2G3RxKOlupbYemtXjgpi7uY71OS/P/6JhR0hnQN+oKgAE4txucl1HP7rP5ADSN9CsPFttKUE7sBKfDtedxdD0k3xDPe0oSOo2MdDYRx9bl7mAxQPHZbLwjyoLuxSXkyz7Y4iWKFRkk11gfSQJZRkXCmbgFVNdiR0fiFnStwvE3aimtsBeyhAoGL+SQ+Gv/AwmCIAiC8K9XUmpl3updeBkN/LpiB+27tSMyxpUoER0XRbuubVi5aDUAteLDGdShHqjlYw1vncrxsmp7FTWpE8sTw3q7j7VazQUDo/92XiYDn744vNL5NdsPM2bidKw2OxPG3OQOFp/NyKX9sNc4k5GLJElMfXmEO4Gnop5tG3hscXc5NLKMsywzXKuRiQj2p8+odyksy/wePfE7erVvwKcvDufHheWlqQFaNUjg1UeGXtHzBEEQhH8GETC+DmXlFtLurgmcSs2+YBuHzcaxXXsBOA6kFDmIatvBfb1hlB+x4UGcTnPdo0ZsKBunv4S/r/lPffd/g9v7tuH2vm0qnZ/+2wb3wMpqc/DVz2s9AsaqqrJyy0H6dWrM8TPZjH9+JGaTKwMkNiacN9/91uN+dwzqRJ/OTTmRnME7n/+Cw+nEZrOTX1TKIxO/81jdV1hswWZ3EhUawLAb2jN9/gYA2jepyZTxlQejgiAIgiAIRSUWOg5/ncMnUi+r/c5DpzienIEsS+5xSNvG1V2l9sruERXqz6YfXiI82P/Peu1/jUhfI5G+xkrn1fwMcJ4LuqsouWfRnBcwVhwOvJ3FOM7sQ/Y2gyxD2aSe7rxygeaCVFqWHEA5uR8nKk69EdnbF0lVUSsEi12PU0BxIOlNeLXuRvGWFQDY4urTtonnQkdBEARBEARwVYrp+cDbbNt/AnCtS2uo99zyQl/hOPFkGoOfnML6D+9FLqtSLOmMtGlUnU17jgEQ6OfFpu9folq05xjoetS5RR32/vx6pfO/rtzJmYxcwDWn+NmsVZUCxpv3HKNLyzqXHTCWJFfSt1NRMOi0KIqC3alw53Ofuec0AZxOhbzCEqLDAnn23v68/ImrlHb1mFCWfPbU1X6qIAiC8DcTAePr0PLNBy4aLK5K4v4jDOjWEk1gMGFmLfe1T6DnF0/z7rTFaGSZZ+/tL4LFl3B+Se6I847vfekrvl+wEYAmjWu5g8UAtWvFYjSb6HBDbwJCg/F3FDNmUGtX23rVkGWJ8ZN+dLdfunE/zerGsfPQKQAeub27e0/jr169l/uGdEaSoE3jGtf+QwVBEARB+E/YtOfYZQWLjWYTjVo1QVVV9m7dzc09W1JssRER7Me7T91ObkExb329EJvdwZPD+4pg8aVo9R6HktbgcWwvKcSZmQwOKxKg9/MhvEtr8vYcRNZrCagXj7Oo2F3iURsSgZqW5MoSBrBZUC06JIMRtSADyTsQtSgHADkkDklvAsCv502Y6rdAddjRx1RHkuQ/97sFQRAEQfhX2peY7A4Wg2sIsmX9dmrVr4GXtxeFBUVsXb/do8+eY2l8uewQw3o2otSuEBQUzM+TH+WNL+dTUFTKmDt7iWDxJZw/z3j+GPvNLxfw0ic/X9E9K25caa1QNWjTnmO0a1KDjbtdAf1+nRpTLyESgOfvu4G+HRtTUFhK28bV0elEuEEQBOHfSuxhfB3JLbGxISmb1LQsRj/9fqXr3n6+2G02rBX2FLmQ4YM68MUrI/+M1/zPstrsPPjqNFZtOUjLhgl8/ep9+Hq7JuRSM/OI6zXW3TYgwJf33nwMs9kVNN6x6zDrD6dSvaErs6N5tB/dapbv1bL30EnuemKyx/Omv/EgoYG+mAw6ERgWBEEQBOGy5RYUM3PJFnILSvjflF8q7UlWkSzL3DrqLoJCXeOSzLQMZn3+A+f+iTGoWzNmvvMwsiyCjZdLVVXUtETUwmxXGeioukhlQWTV6cCy4WcoLXBte2LyAbsVtaQA1WGHsjLSjoBoHFYHWr0OU60GOJP2oBbnu58he/ki6V2BaDmhGbLZF5CQfIPd26kIgiAIgiBcTHGplR8XbqKgqJSXPvkZu8Ppcd1oMhAYHEh2Zg5Wy4W3WQPo2qou8z9+Ar0INl6R5ybPYsaizVSPCWXa6w8QE+7alsThcOLfbhQ2u/MSd7h8/xt9I11a1MVis9OpeW00GjG+FwRB+K8RAePrRJHVwWNz95JR5BqgRWttfPVReYnjboP7UKNBHZxOJ2vmLyM56TQOmw2nw3GhW7JrzgTqV4/609/9v85md9Bh2AR2H0l2n5MkiU4dm9OsaS3Onslk3oI1tBvQm6jq8QAEmnXc2TQCY1lJn8lfzScrM4ffN+7DanPQqXltFn46FsN5JYAEQRAEQRAupqTUStu7Jrj3HW5eL56dh05yoX8x+Pj7Mvzx+zzOfTNpKsWFRe7jFV8+S8fmtf+0d75eqKpCwbwvsZ04BBoNpphYtN4+nCpwEGuwlbVRARVtZA2cgVFIPsForPlQUojjxD6wW5FD48FeiqQ6kbwC0DbogqQVY0ZBEARBEC6fw+Gky8g32LovCYAGNaI5mHTmogsNL2XWpNEM7tb8Wr3ide2OZz5lzrLtl254AZIE3VrVY8fBk+QVllC7WgQrv3yWkEDfa/iWgiAIwj+NWLZ1nTicXugOFgPkyiaC/b3JyisiPDaKGg3qAKDRaOg4oAfphTYcdjs7lywj63RKlfc0imDkNTFj8ebzgsXw4MO3Ub9hLQBOp+Zgsdg4snMf4fExaDQacgpKmLFgPdUjg9mwKxGf2FjatWvJzXcPpq63RP2ESLHSTxAEQRCEK7bvaIo7WAyw6/ApEmJCOX46o8r2JUUlFBcW4eXjDUBhfgGlJSUebc5tiyH8Mbakg65gMYDTiTU1FU11E7FmBRTXhnOSJCGbfZFRkHOScUogmbxRvbRIZl/U0mKQZTQ1miGb/JC8/JFE9rcgCIIgCFfoxJksd7AYYP+xFJrWjWXXodNXfU8xz3htbNx99IqDxbIEHZvXxmZzcuJsJvmFJazfmUi9GlFMfOxm2jepKcb0giAI1wExO3CdCPMxIFeoLhfpZ+SjF+5Gr9OgKopHW1nWIEtgNhqo16FdpXtJksTLDw3Gx8tIenZ+pevClbHZPbO4Y2LC3cFigE5dWqHVajiTdJIFX//E6p8XMvuz73hv6jxGv/IVmXaZajXjQaPhTJGNfK1JBIsFQRAEQbgq0eGBHpNB8ZHBfPjcXXiZ9FW2dzoc/PrtHBL3HebI3kPM+24OirN8bPnonT1JiA7lbEbun/7u/3lK5ZKCUlmQGFkDGg2awDA0fkHu69ribOT8VJxHt6PmZYC1GCX1OEr2WVSnXQSLBUEQBEG4KmFBvu5t1gBCAnx476k7CPD1uqr7DbuhPa0bVSclPedaveJ16/x5xsvZbURRYc32I2zae4y0rHxKrXasdge7Dp3i81mrRLBYEAThOiFmCP6j9h1NYezbPzLxi/mUWmzEBJh5qltNaod60yzKly6hGrq0rEP3Dk0wmkwcO3AEAKfTSanNQY1QH6qHelO3Whi6Civ8bu7VkvxNn2HQ64jp8QQxPZ7glU9/+bs+8z/htr5taF4vHgAvk4He7erjrDDRarFYcTpdE4QFObkkH03CUlyeueNVYYAOUHoN9ycRBEEQBOG/7djpdJ569yde+fQXCopKiQoNYOY7o2nTqDpdW9Zl3P030KhWDN3b1L/gPXKzclg6dxHLfl5MXnYeAN1a1SV/02fUqRZBdI/Hie/9JI+9+f1f9FX/TfqE+uhiargONFrMrXugKk5UuxWcDkBCMlWYpJVkVAmU0mJUW6nHvVRraZUBaEEQBEEQhKqkpOfw7HszGffhHLJyC/H1NvHL5Edp37QmnZrXZsIjQ4iPCmZwt2ZXdN/GtWLI3TiF3u0bEtPjCRL6PMXdL0xF7KB49To1r80NXZoCoNVqGHNHz0v28fYy0bh+dYKD/Cpdy84rvObvKAiCIPwziT2M/4POZOTSZOiL5Be5JoZu7N6cme+OBuDIyVRa3PoyVpuD4PBQBgwbit5gwG6zsXT2Aj4eO4QFp634+5VPNi3/bRmJR04RUa8hNePCeP22VrS88VmPwdvJ3ycRGRrw137of4jd7iDxdDoRwX5M+nYJ646kMvDG7tjtDn6a/huHDyVdsG9kdBgPjLkLo8mI6nRyZ/NYwn2Mf+HbC4IgCILwb5RbUEyjIeNIzy4AoHOLOiz74hkA0rLyqTvwOYpLrVX2nTbhPkaM//KC944KC2DWO6Ppdt+bWG3lWQ47Zr1Kw5rR1/Arri+qouDMzUQ2mVGKsrFvrLBw02BCF1kNxeEAhwNVArUgFxQnquIEh93VTpbRxNRBW6s1ssH893yIIAiCIAj/GharncZDx3HiTBYAjWrFsG3GK0iSREFRCbUGPEtOfnGVfd8ZeyvPvD/rggHgIH9vZr4zmjufm+IekwIs++IZOreoc+0/5jqhqipHTqbh521ib2IyQ5/4iH4dG2GzO1i8fp/H30dIkD+TXn+Y4EA/LFYbL7/xDfsOls9Dznx3NDd2F3tLC4IgXA/EHsb/QbsOnXIHiwFWbzvs/vOjE6e7J+3qNG2A3mAAQKfXU7thXUw6LRpHAVAeMFaBmp26oTOayHLC878cRJZld9YruMpUC1dPp9NSv3oUAFm5hWzeuIvNG3e5r/cb0IVateM5efIMv/2yAqVCGfGzKem898ZUIqPCaFcvlvAutSrdXxAEQRAE4XyHks56TMyt3XEERVGQZZmx7/x4wWAxgJeXkcgQf85m5lV5/Ux6Lv0enlTpvBgy/jGSLKMNCgPAmnzE86LDjj0jFbUoD0mrBYMZCbWsnwZMeiSdAUlvRNIbRbBYEARBEITLcvJsljtYDLA3MZnsvCKCA3x4+dNf3MFig0HPPSMGklAtmgMHj/P9DwsJCvCmWf1qGMPC0cgyOzbtorioPLicnVfEDY+8h9lk8HimLAaNf4gkSdSpFgHA0o37mPv+I7RvWhOAucu2s3DzYXp2akpKajZp2fkEB7oyi40GPUNu6OgOGNerHiWCxYIgCNcRETD+D2pQMxqzUU+JxQZA64YJ7mtyhX3KSktKPPoVFRXTf8wHDBk1HJNTQauRySsoJvHwCerHNQDg0fZh9Kzpx7E2D3L3qz9xMjWXl0YNJiLE/8//sOtAcloOmbkFHuc6dGpB3wGdAaheMw5LqZUli9Z6tCnIK6Qgr5A3H+z/l72rIAiCIAj/bjVjwwjw9SK3wDVp16J+vHusqLnE3rY3j/0Yk7HqfY0BOvXsQLM2TSksKOS3GQvITM9izB09aFBDZBdfC4qikmzVEw2cm05VnU7Iy3D92WEDRUEyeeG02ig6ehxHcQm6AH986tXDIP4eBEEQBEG4TDHhgUQE+5GalQ9AjdgwAssqE1YcMw4e1JU2rRsBEBoaSFpaNiPHf8Xop+7DNzgQgLqN6vDlB9/gdLiSUO6/pRsP39GDvIISnnhjOrsPneLO/m3p0EwkQ1wLOflF2OxOd7AYYGjPFjRo1gBFhSb1q3Pg6GmPPkUVkpDuGdzhL3tXQRAE4e8nAsb/QfGRwSya8iRT56wmxN+HcQ8OpNRiQ5IkpowfTpObxlNisbFn43YCQ4KJiIsmPeUsu9ZvxScwAAsakrKKkSVQVLAWFVGSl0vfZrEMbega4DWrFcl7j95ASoHKqFu6/s1f/N9w4kwm7e6aQHZekcf5sPBgj+PwCM/jc7QaDS3qV/vT3k8QBEEQhP+WkEBffp/6NB9M/x1fbxPjHhiIxWpHURQmP3MHS9bv9ahac77SssWJ54tNiKV993YAmLxM9BvahwSKef7+G/6U77jeKIpKfomF4Go1sJllpH0r0CkOOL/UY9kexYWHErHl5gHgLCnFXpBPWLO+XHxJgCAIgiAIgouXycDSL57h3WmL0WpkXrh/IA6ngt1q59XRQ5ixeAsZOQUEBvp69AsM9MVoMrqDxQCBIYH4B/qTnZFNvRpRjH/4RgCC/H348MXhzF28mXeevO0v/b7/qoKiUjrc/Tp5BcXc2L0ZRoMOgKISK0qFYaNWltmwZR8tm9bhxOk0pv24xH2tW+v6f/VrC4IgCH8jETD+j2rXpCbtmrhWj02e/jvPvj8TWZb54Nk7SVzwFo2GvkhOfjHL5izw6FeSX4DdakVnMKCokJ+VjaooJK5eTr/4vkB5NkKwnxe59qonCoUrN3/1rkrBYoB9e47QsXNLNBrXtF5mVh7P/e9RtDoNS35byfbNewBwOJ38smI7D97c7S99b0EQBEEQ/r2a1I7lm9fuB+CbX9Yy+vXvcDgVJjwylBNL3qXhkBc5k5F7Rfc0e5k8jk1eZrxUxwVaC1fK7nSiqioaaxHagjQkpWxvYspn/hwWKxpvA5Is47CcV1rc4cBycAve7fr9dS8tCIIgCMK/Wu34CL54ZSTgKmk84sWpWG0Oxg7vw8nfJ9FoyDjWr99F82b10Go1WK02Nm3ei8ViITc7l4CgAACKi4opzCsEINDP2+MZgX7emC9SwUa4Mut3JXLsdDoA9770NS+NGojV7uC96csY88AQzCYjAKs37uW7OSuqvMfHPy7j85fv+cveWRAEQfh7iYDxv1hqZh7fL9iIr5eJe27siF5X+a8zPTufZ96bCYDTqTDmje+JjQhy7y9yPpvFwqZfF1KzeRPsNjtHNm9DI8s47Ta+m72ce7vWJDbMH6dTYdaqfbzx1LA/9RuvJ7ERQVWeTzxygg8mfUONmvEknz7LLSOGYDC4BtADb+5L4qHjFOS7As3eZuNf9r6CIAiCIPw75OQXMW3eevRaDSNv7FRpjzgAi9XOQxO+RSnLUh3/8Vya14u/omCxLEuoqkpS4gm01lK6NYhFr5XZcaCUOzp2vGbfc72TJQltaS7mrKM4clJQzl2QJFRJJj/xJKVpmSBJBLRsjjmhBkUH9pW1AUmjQWP2+rteXxAEQRCEf6jC4lK+/mUdqqpyz+CO+PmYq2x3z4tfYLW5FgO+9+0SerSux7HkDEjO4JVXPyMuNoJjx06TnpEDwIyvZtGxZwdkWcPGlRux2+3IksS2fcfZfegUTerGATD913WMua37X/Ox14GY8CAkyVWEZvH6vSxev9d9be/RFDq0qk9KaharN+694D18vU0XvCYIgiD894iA8b9UQVEpnYa/zqnUbABWbj3IzHdHV2q372iKx7GqqoQG+ODrbaLgAiUG8zMy2b54GQA1YkKJCIli3c5EMvOKaffAx7SuH8vptDwOncrA1z+AOcu2ERLgw2cvjaB2fMQ1/tLrx+BuzakWFcKJM5mVrp1ISuFEUgo6ndYdLAbQaGSq163B4b1HMOs1DO7W/K98ZUEQBEEQ/uGsNjvd7n2Lg8fPAPDb6l0snfpMpXan07LdweJzVFUlNNCXjJyCSz4nMjSApnViWbh2DzarjfqhXhh1GgBaNqjGyh2JvPTBLHy9TXz0wjCa1om7Bl93fdJpNWDJRQIkoxkKZVBcYWNbQbErWAygquTt3kfcgw8hyyqlJ5OQDVoMoSEY67T8+z5AEARBEIR/HEVR6PfQe2zZdxyAnxZvZsN3L6LVajzaFRaXYrHZPc6lZuUTFxHEqdRsUlLSSUlJ97iel5PP/JkLAQj08+KW3i2ZuWQrVpuDmx+bTNsmtcgrLGb3oVNIqsL8NbvRaTW89/QdYi/jP6BhzWg6Na/Nmu1HKl3TaTW0qB3FAwPbcKxPS56aNKNScpFBp+Wxu3r9Va8rCIIg/AOIrav+pXYfPu0OFgPMX7Mb9fx9y4CQAJ9K525/dgoz3n6YPu0bIl3iOalZeYQGle9Bkldk4fctiRw6lQHAxC/mk3gyjQ27jtLrgXcuGIQWLk/3NvUuet1ud3B4XyIGnYxBJ+NUFDr3687wMSNYNX08XlVkDAmCIAiCcP06ejrdHSwGWL3tcJXjtarK/40c/yXfTXyAwd2aIUsXHzVmZOcTFeoqNRgUG4t/oL/H9Y9/WsHhE6ls3ZdEr/vfJiu38Cq+RjhHYzCj2qxIOh2akChk/2Ak3yAsGectPHQ6QFHwadWBoP6D8evUC59Bo1yBZkEQBEEQhDJpWfnuYDHArkOnSE7PqdROkiTOHxaOffsHPh0/nNv6tkarufhUc25+MfFRIe5jq83B6q0H2X3oFACTvl3CgWNn2H34NP0ensSpKpIqhMvXt2PjSue6tmvEnE+e5O7+bWhQI4rB3ZvxbhX7Rn86/m6iwwIrnRcEQRD+u0TA+B9OVVW+nLuasW//yMotB93nq0WHYDTo3Md1q0UgVTGR17h2LNVjQj3OnTiTxbvTFjG0Zwsqh5g9GfQ63njsZhrUiK50rW5CpMdxamYe/R6eVGXgWrg8Lz4w8KLXZVmmbr0EZElCliS8DFpkCYxeZlJFrF4QBEEQrmvfL9jI2Ld/ZOHa3e5z0WGB+FUoJRcTHoiPV+UtLKLDAmlW1zPrNz2ngFc+/YWberWslH18Pr1Oy7gHBtKmUQ3qd+vCisQsd5+S4lI27jjkbptfVEr3+97Cel52inAFgmNR7TYkWYOk0yN7+aIiI0kS2goLCPX+PkiooDjQ+AajC41Gctr+xhcXBEEQBOHvNnfZdsa+/SOzl251nwsO8CGsQsJIsL83YYG+lfp6m410a+WZ7JBfZOGFD2YztEcLHE6lUp+KtFoNY+7oSbdWdStdiw0Pwu5wuo8tVjvd7ntLJKf8AY/e0bPSwtAhfdu6KwGdUy06uFLfdTsS/9R3EwRBEP55REnqf4is3EK0Wg0lpVY+mbECnVbDY3f14tMZK/jflF8BmDJrJSu+fJZ2TWoSEx7IL5MfZdK3S/D1NvHmE7e47zV19iq2Hksjvk4NOjaqRpM6sRxPzvB43sqth9h1+BS14sJJPJXmPq/XaQkJ8HHvV5eTX8zMJVtZ+OlY4nqN9biHt7lyNuvWfUlk5RYSUsWgUri0IH9vDHqtey+Y8+n0WowVJgElSUKWJRSnipdB/NdZEARBEP7rcvKLANdeZB/+sBSnovLI7T34ZcV2HnvzBwA+/mk5v374GP06Nsbfx8z8j5/g9am/odfreG3MUPciw+8XbOTXlTsoKbXRu31DmtWNY2dZdsc5m/ceZ29iMo1qxbA3Mdl9XiNLxEYEu7fSKLHYeP+7JSz/6jkGTt3E9tO5JGUVYdZrKdi/C0eFyT+AQ0lnOXEmizrVxHYmV0PWaHFqtOC0I8kaVMWJjBNJK6P380bnYwYktL6uMbkEqOeWispizCgIgiAI/3X5hSXYHU4Mei0ffL+MYouVUTd3ZfPe4wx7/nPANWa02Z3c2b8tep2WhZ8+yUuf/IyqqLzy8I2Yy+afflmxgxmLN5NXWEK31vVoUjeOFRWSWgD2HEnmjmen0KZRdTbvLc9UloBa8eEcOemae7Q7nLzwwWyWfP40Ae0eorjU6m5bv0Ykp9OyPe6bnJbD/mMptGtS88/4mf7ztFoNkaEBHDtdXiY8K6eAYrtCoKKikV3/LpizdHulvsFVVK0UBEEQ/tvEbME/wAsfzObdaYvRaGQCfM1k5bomApes3+uRNex0KqzZftg9SGpQM5op44cTF1m+CmzKzBW89MUiBt97O2ecOmbsOkPn/t1Zs+0QWXmee1HkFpQQ6Oftcc5md+Bwek7oTfh8HgO6NGHEoA5Mm7cegJE3dmLBmt2VviU6LIAAX6+r/zGucwa9jq9evY+HJkzDYrV7rKwEsFpsbN20m1ZtmwCgKio6WaZppA8tYvz/+hcWBEEQBOEv8843i3jxo7kAhAX5kpaVD8CvK3dUKhe3assh+pWVoKsRG8aHLwyjWoXyfzOXbGHk+C/dx8s3H2BQt2ZEhfpzJiPP414lFhs5BUVoNDLOsqwRp6JisXpmqn7043KG9mzJTU2imL37DDklduqG+zLjwLFK3xLk701UqP/V/RACAJqEZjiTdqIqThw6Axq5AO/qNSg4fMS97YxXvYYAqBodaHRIJh8k38oZJIIgCIIg/Hd8OXc1Y974HqdTITosgJR0V1LIzMWbadUwwaPtyi0HubN/W8A1pzfpqdupFhWMLLuKUi7duJ9bn/rE3X7V1kN0b12P6jGhlZJT7A6F4ykZmAw6Sq2uSjIqUFDsmSE8ff4Gbu3TmufvG+Ae23ZrVZeMnMpblniZDB5jWOHKTX35Hu54dgqZuYWoisrkr34jwM+bejWiyM7M4cuZy1mx2bUAwNtkQKOVad+kJs/dO+BvfnNBEAThryYCxn+j4lIrtz71CUs37gdcAeFzwWKAnYdOoTuvRMjZ9FxKSq18/ctanpo0A0VR8fU28fBt3Xl19BA27DpKeGwUWl15ueojmcWUWOxIkkRwkB+FhSXuCb7zB3cA6dkFAAQEB6CRZbIysnnts3n8+PZD9G7fEB8vI73aNcSr5f0e/aLCArijf7tLliwULu6W3q24pXcrVFXllU9/4Y0vF3hcX/LrCsbf1R2dTkusv+mSewoKgiAIgvDvZrc7GDH+S2b/Xl428FywGCDxZBopqZ57zGXkFpBXWML81bt48H/f4HAqeJkMjBjUgUlP387G3UcrPWflloMXHFekpOVWOpda4R0AnIrCy5/8wpLPn6KGr4ys0dKhTgSfvlnk0S4syJdberdCI4vdcf4I2T8MuVlfVFVFk3ECR1EOWi9v/Bs3wllcgsYvAH3L3kiyjGT2RxK/tyAIgiD8pymKwmNv/sDns1e5z50LFp/7c2GxZ2ZwfmEJGTkFbN5znLue+wyLzY7JqOeWXq345MW7qxwzrtp2iMALJItkVhH0Tc30HDOqKrz40Vy2/PgyjevEUlxqZWDnptQf/LxHuyA/LwZ3b16ppLJwZTo0q8XpZe+jKAozl2xh+LgvePyVL9zX9ToNs94djSzLdGtdF29z5e1rBEEQhOuDpIoNZ/8W81bt5Jtf1rFo3Z4LtgkL8nUHbwHCo8Np2609ft4mlsxbTtqZNI/21aJCaNe0Br/vTOKG4be4VwMe23eYDYuW89IzI2jcsAbFJRYmvvsd+w+duOCzO/XsQKee7QHYtWUPi35eQoemtVi307V/RVxEEHmFJeRXsY/Izb1a8cNboy7/xxAuyGZ38OQ7P7Fq6yHCgny4sUcL7h/aBYNed+nOgiAIgiD86y1et5fp89czZ1nlMnHnBPp5kZNfXOm8t9mIJEFhscXjfEx4IF1b1eW73zZc8/cF6N6mnjtLITzYD40su7c7qahHm/osmvLkn/IO1xtVVXEmH0DJSQVJRg6ORg5LQNaKMaMgCIIgXA9WbT3EDws3XnR85+NlrDQuBDAadPj7mD0WJAJEBPvTs139P23M2KdDI5as3wu4xrPB/j4e2+ad07xePBumv+ie5xT+mNc+/41Zv2/Bx2xkUNdm3Du0E0H+ovy0IAiCIALGf7nMnAIefu1b5q3axeAOdfng0f5oNTLPf76U75buxt/HTLWoEBrWiua2vm0YNGYydocTnV7HvWPvx2g2AVBSVMyX705FURSP+0sSjBjckZUHz1KjQR2K8gvYsWYz7VvXZ+zoW93tkk6e5YnnP6ryHXU6Hc9MeAJJLs8w+eStz8nNzrusb/TxMpK9/tMr/GUEQRAEQRCEc3ILinnynZ/4fsHGKq/7epuIjwymfo0oRgzqwI2PfUiJxVapnWvv2qrdO6QTX/289qLvIUmuLJA/S9HWqeh1ouiRIAiCIAjC1SgsLmX8x3P5dMZKWtWLYdr42wjy9eLjOeuZ8M1yvM1G4iODqZsQwQM3deWWpz4ht6DyQsOLGTG4A9/O28AfmUKWZZmGzeqj1WnYt/MgNmvlcWuV/TQaFKeT5OXvExbkd9XPFwRBEATh0kTA+C+UeCqNLiMmkpVXhEGn4czcZzAZXKv+HU6Fmne8T0bZPsOrv3medk1qsmT9Xj6fvYqth1O485ERHvf78p3PKCqsepDnZTJQXGoFINDXi4YNazL2kfKAsZdOxttWzMzFW1i59RBN68Qye+lWikttaDQanp7wOFqta/JOVVQ+fGMKhfmVy8pUJTzYj/BgPw4lnWVwt+Z8M+E+tFrNpTsKgiAIgiAIpKTn0Gn466Sk56LRaPD29aaooAin01mp7dz3x3BDl6as35nIB98vZenGfe49487RajU4HJX7gisLuajElWni62WksMTiESCOjwxi5qRH+G3VThau3UPt+AjWbT/M2fMyUK6Gr7eR+tWj2XnoJD3aNODHt0ZhEiUHBUEQBEEQLktOfhEd7n6dY6fTAdj93VhqRAe7r3cdPYVth5IBmPrKSEYM6sCuQ6d4+5uFLNu4n4Lzso0Nei1Wm6PKZ/l6mygoqzJoMuiwO5w4nOVJLH7eJpZOfYaVWw4ya+lWYiOCOHIilcMnUgG4dcQQ6jSoBUDamXS+/PC7Kse253gHB9GgZ0/0ZjOFZ5Lxy0lh466jtG9ak5nvjsbfx3ylP5cgCIIgCJcgann8hb7+eS1Zea493Ix6rTtYDKDVyHiZyifIRr06DYvVTp8Ojfjlg8eY+86DlOaXT8xVCzRzesk7LPxkLB2b16r0rOJSKzViQ9FqZOxOJ4Pa1yf1rGu/YofdQd0wHwL9vImPCmbCI0OY+spI3n/mTjQaGafTycI5S3DYHShOhRWLVl92sBhce+rtPnwaq83BzCVbmDZv3RX/VoIgCIIgCNerHxZsIiU9F19/X+59YiQPPv0A9z4xEh+/yqXiHnvze/ILS+jQrBaz33uE9dPHE+hXvqdco1oxpK78gN8/f5oBnZtU6l9UYqFGbBg6rQa7U+HVR4YQH+maaNRqZN5+8lbCg/wIC/Jj3AMDmf7Gg7z/3F3XJCu4oMjCpj3HsNocLFy7m49+XPaH7ykIgiAIgnC9+Hn5dnewGMDf2+Rx3c+7fC/a5yfPIj07n6Z14/jp7YfZ8tMrRIT4u69Xjwnl5O+TWPn1c9w5oG2lZxUUlVI9NhS9TouiqDwzsj+PPXwLTz57L3cNH8Tk54cRGxGEj5eRJ4f3Zda7o3nvmTswm/RotVp3sBggPCqM4LCgi35bjbZt0ZtdQWGfqBj2Z5RisztYtfUQb3654Ip+J0EQBEEQLo+o//YX8vctX/2WX2xlyrytPDSoFQCzVu3jRGr53m6HT6Qyd/l27uzvGqS1aVSDJnWrsT05D0mCljEB6LUyPds1oEvLOlTr8yQZOZ5B3ePJmaiqSmGxhWcm/YTDqRAY4ENRsYWn7u7NZ7NXufe7+9/oG0lKycRZtjpw384D7N99EEmSUJyeZa8vJK5Zc4JiYynJy+PYxg04bK7yMrkFJVf5iwmCIAiCIFx/AsrGjK06tcI/0B8A/0B/WnVsyYoFKz3apqTn8t38DYy5oycADWtGc2LJJL79bT02u4PhAzvg52Oma6u6dG1Vl5r9n+bU2WyPe5xIycSpKNgdTl76+Bd3uUGHU2H9zqM88dZP7j2InxjWG5vdgc1eOftEo5F58q7uNK4ZzbIth5g2f/MVfXduoRgzCoIgCIIgXC5/Xy9Cgvx48Yk7iIkMYdOxNPo3MyHLMpv2n2Lt7iR32+y8IqbMXMkrD98IuALExxa+zXfzN1BQVMpdA9oR5O9Dh6Y+dGhai32JKexNTPZ4XnJqjnsMuGRXEvfcdxMA8dWiiQg00XF4ebbzii0HCA/yo9RiQ1WhIK8AX39fAGw2G4UFRRf9NlnjWalQ1pZPYV9pSW1BEARBEC6PCBj/hR69oycTv5iPpaxM4FOfLuHH5XvRamS2HkpBq5VxOMqDs1qNZwK4UaehQ0LlFXg6nZYN08cz+vXvWL75AIqiEhzgTVZu+eDrXJmYnFxXUHnNjiPuYDHA218vcpewPkdVVNQL7nrnKSQhgeiGDQEw+fnhsNk4tnEDseFB3DWg3WXdQxAEQRAEQYB7BnfkxY/mVto8+Fwg11UR5sJjRpNRz6hbulV573Xfvsijb0xn/prdOJ0K/j5m8ioEas/frWbL3uPuYDHAlFkr3WPZ8z07vBfP39MbgIGdG5FbWMq81Xsu9bkAhAb6ct+QzpfVVhAEQRAEQYChPVpg0RhISIhynQjwYcwnv3HseDJbDybjVDwTQLTnBWF1Oi33XmD8teyLZ3jirR+Ys3QbNocTb7PBY94wJNRzfjIlp8gj2/m73zZ4jFd/+Go2vW/ojlanZc3S9ZQUXXyh4MkdO6nXrSuyVktBRiZZJ04A4O9j5qHbul+0ryAIgiAIV0eUpP4LmU0GzAbPfdl2Jp5l66EUQgJ88DYZ3Oeb14ujekwoh5LOXta94yKDWfDJWB66pRuyJHkEiwEGdmmCLEuAa5KxX8fGHtfPDxZfKYOXl+extxdvj72V7bP+51HiRhAEQRAEQbg4nU5LkL8Xm9dsIScrB4DszGy2rt2Kn7eJoAolp2vHhzOkT1vyLVUHcc8XHuzHrEmP8Py9A9DIkkewGKBn2/pota7JREmSuKFLUyRJcl+/ULAYoGntaI/jZrVjLuudxj0wkN1zJlA9JvSy2guCIAiCIAiusVrDOrEe54rsKhv2nkSv0xBZYT4uOiyAXu0asOvwqcu6d4CvF9Nef4A3x96KTquhqMTqsZbRV1bQyOVjxDg/g3sMCZUXIWakZjJ96gy++eR7ko6evOTzc5KT2TJrNjt++ZU9CxeiOJ08dlcv9v78Ok1qx16yvyAIgiAIV05Sz/9/cOGaKrXYeOvrhew6dIohvVqydW8SX8xZValdw5rR7Dua4j4OCfAhsywb+MVHb6FJ6yZoZIkO8YH4GXVsP3ACp1OhVcME9yTetv1JtB/2WpXvcXblBySeSmPrviTaN61JywYJTJq2mI9+Woa3yUh2XhHZ+RcvB3MxJl9fGvUfgFavR1VVdKlJLHv7nqu+nyAIgiAIwvXEbnfw3ndL2Lj7GJ1b1OZsZh4f/rAMSZbw8jJTXFSCqqrUqRbB4ROp7n5PjrmNFi0bABCog6+/nY+qqox7YCB1EyLZfeQ0JaVWWjesjqYsE/nIyVQaDXmx0kQewL5fXqe4xMraHUdoXi+ejs1r8+Xc1Uz8YgEGvRaL1e6RcVzRqKEdeefxIQAoisLAsZ+xZsfRi353dFgAxxe/6xGUFgRBEARBEKqmKAqf/LSCZZsP0LVVHTq1bYRFo0eSJDKz83nomQ/JyikgPiqYk2ey3P28TQaKypJFbujSBF8vExabnWfu6U/TunEcOH6G3PxiWjdMQKdzFaQ8m5FL9X5Pe2QKn7P66+epUzuOlHwLASYdMf4mZv2+hRc+mI0syeh0Wo6eSrtm3x3gY+bMyg88gtKCIAiCIFxboiT1n2zQo5NZve0wt9zeH0toNHU6hdHoWCoH9yciSxI2uxOtVkPXVnU9AsbngsVGkwE1LIojma5gbmqBhb0r1vLZLFfQ+Y7+bZn22v0A7Dlyusp3CA30Zeehk/Rq15B2TWqSX1jCVz+vYe7y7ZzNyAPAbNTTuFYMZpOBhjWjScvK57fVuy77Ow0+vigqOB0KloICkndcXvlBQRAEQRAEAYaPm8qcZdsBWLx+r/u8jIRit6OqKpIk0adDI3fA2M/P2x0sBsixw5KN+8kvKGb9zkTuuqEdb3+9CIB+HRvx8+RHkWWZA8fOVBksDvA1s/9oCkN7tqRZvXhKSq1M+3UdMxZvISXdlels0GtpVCsGk1FHg+rRFBRbmL10KwCfzV1HbmEJjWpEsXzr4UsGiwHSswvc3yYIgiAIgiBc3ONv/cBns1Zx++AutOvYErsKM39dzcHEU5w8nUZWTgEAg7o25YPvl7n7FVWoLDh/9W73n1duOcTjw3rz8ic/A9ChaS2WfP4Uep2WxFNpVQaLvU0GjpxKpV3TmgSa9djsDqbP38Ds37dyOtU1ZtRqNTSsGY3ZZKBOXDhOVeX7BRuv+rvzikopsdjw9TZd9T0EQRAEQbg4ETD+EzmdCqu3HSa+WjQdO7cAQK/Xcesd/Rn3zGHuv6kzrRtWp3HtWBrWjKaoxMovK3YQHxnM7iOnUVUV/wA/zF7lg6HcUjtfz9vgPv5x4SZeefhGUtJyWLxuL5IkVS77klPAgNHvM+Odh2nVMIGu97zBqdRsjzYlFht7EpMB8PUyMmvSI0yZtZIDx86AqjL9EoO6qAYNkWUNqqpi8PHBN0qUhxEEQRAEQbhci9ftrfK8U1EY1LUp3ds0oG5CBC0bJICq8t38DdRKiPBo63A4sTucAJzNzOPdaYvd1xat28vuw67FhbOXbkUjy5X2tcstKOH2Z6YwZXwJg7s1p+vINzyymQGsNgd7y8aMGllmwSdj6di8Flv3JaHXafj6l3XMXLrjsr/bqSjnb9UsCIIgCIIgXMBvq3bh7+vFw8P7I8uu6jF3DO5Cv2Hj6dSsFi+PGkRCdAjtm9bC38eLj39aTmigL0kpGVhtjkr3yy0oZtK3i9zH63clsnbHEaJCA5j26zr0Wg22svHlOUWlVh783zSycot4+Lbu9LjvLXYcPOnRxuFwuhNjLFY7v3/+FJ1b1GbtjkTMRj2fz65cffFiVFVFEYNGQRAEQfhTiYDxn0ijkYmLDHaX/3OfLxvQNasbz90DO7jPf/bSCD57aQQArW5/hd2HT5OdmUNhfgE+fr4AhHvrkdTyyT2tVkN6Vj79Hp500T3lwDU5OPq1b8nOL75ou9837mfu8u0M7taMXu0aUDsuHK1Ww8otB4kJD+RsRi4nzmbjbTZQWGwBQHF4Djpv6t7sos8QBEEQBEEQytWOj2DnBfaUa1AzhrsHtncfv/3kbbz95G0AvPnjSmJrJQDww0+LKSlxjc3q14giJS2H/KJSwLXHncVmZ+CYyRSUnbuQX1bsYOLU30hOr7r09Dkbdx/j61/WcsegzvTt0YZofyNeJgO/rdpFZGgA2XmFHEvOwNtkpKC46mf2bt+w0lhZEARBEARBqFq9GlHsPHTaHSwG1/yjLMvUSYhk2A3lY8ZxDwxk3AMDAbjjmSnMWbYNAK1GxlGWOVwtKhhVhYIii7ufVpbpef/bZJRlK1/Ib6t2Mn3BRg4nnb1ouz1HTvPB90t58OauNK4TR4PqUQT6efHTos2EBvpQbLFxKOksXqbyecbztagfj7+P+aLPEQRBEAThjxEB4z/Z8i+e4danPmHv7sM0alIHRVHYsnYbY+/uwz2DO1bZp6jE4s4AsdsdfDJpGl+8P5aIIF+aRfljnHAfj7w+HaeiMOmp2zidlu0RLPYxGzEadO6y1ufk5BVXChYb9NoqVxguXLubkeO/BODWPq1p06g6VpuDGUs2oyiuFX0VB3Ent2+jVueuGMxmsk+f4pmHbr+KX0sQBEEQBOH69OtHj3Pb05+wbf8Jd5ZwWJAvg7s15/G7el2w3+sfzMBmd7VXVZW7B7YnJjyI0bd1Z8fBk9z38lcUlVh55eEbKbXYPILFWo1McIAPaVn5HvcssVgrBYt1Wo37vSo669DxyNw9qCo0ifKjbkIUBcUWfly4yd3+QsFigElP3XGJX0YQBEEQBEE454c3R3Hns1OY8etqbhvcBYDfft/EoC5NeenBQRfst35XovvPDqfCbX3bEB8VzKibu3LiTCbDnv+c7Pxixt7dBz9fc6VgcVRoAGcyPMeHqqpWChZrNHKVZawPHD9Lzf7PYHc46dC0FsMGtqNn2/p8v3ATpRYbAEUl1kr9zjm3WFIQBEEQhD+PCBj/iTbvOcavK3dy39DO5BYU8/3UGUQE+fLhM3cQHux3wX67D5/2mJSzllpoHxdAWJCrz829WnFzr1bu9kkpGXiZDBSX7UfSu0ND9DotPy7c5HHf858ZEuDD71Of5pcVO5i5ZAtJyRk4nArtmtTgt1Xl+xfPXLKFmUu2XPRbVUsxe377BSSJCaOH4Cf2FBEEQRAEQbgsu4+cZsbizdzcqxW39mnNxz8tJyzQj68m3Eu1qJAL9ttz5DQaWUZVXYv/ZFni2ZEDqBkXBriyd5OXT3a3T8/OJ9DPi5yyBYRdW9WlZmwYn85c6XHf0ABfj2M/HxMLPxnLxt3HmDZvHcdOp2OzO2lcO5YMnS+qzTVm3X0mn3Vzl5GVcuEsE1mW3IsPx97dhxqxoZf5KwmCIAiCIFzfjpxM5dt56+nRtgHB/t48N+ELfL1MvD5mCPWq97tgv8RTaVhtnlUJx9zRw7XVCRAZGkDSkknua4XFpR4B4mZ14+jTsRETp873uEegv7fHsdmo55cPHuNESiYfz1jOsVNpWGwOasaFsf9osnuec/2uRI8A9jnnb7F3zohBHejQtNYFv08QBEEQhGtDBIz/JLuPnKbH/W9js1fO3nXaHcx9f0yV/dKz8xn06GT3IEqv0zL9jQfdweKq/LBgI/4+Zvx9zAy7oR3HkzMrBYsBQoP8uGdwR35duZO6CRH88NZDRIUG0KBGNOMfHERBUSmZuYXEhgfi3+6hS35jZGgAZzNykSSJNx+/hb4dG6HTaogOC7xkX0EQBEEQBAGOnU6n6z1vuBf+nXP0VDojx3/Jqq+fr7JfUYmFfg9NoqQsI0Orkflk3N3uYHFVflq0GS+TAb1Oyy29W1FqtVUKFgOYTQYeu7MX0xdsID4ymO/fHEWN2DBaNazO48N6U1RiIS0rn7iIIEb+sB0oL4moVJGFHB0WQEpZxvL4Bwdx98AOOBWF+MjgS/4+giAIgiAIAqRl5dN5xET3wj9JgnPx1eOn09j78+tV9nM6FfqNmkRuQQngWrw34ZGh7mBxVeYs3YZOqyE00JeBXZrg52OuFCw+Z/yoQXw6YwXhwX58+/oDNKoVQ9dWdRk5pBMlpVbOZuYRGxFE7QHPXvIbK44Zx9zRgyeH96XUaqd6jFhgKAiCIAh/BREw/hN8/fNavvl1bZXBYoBTZ7Mu2DcpOdOj1LPd4WRgl6YXbP/Dwk1M+Pw39/HspdtISc+psu3CtbsZ0KkxKcvfR6er/Ffv623C19vE1n3Hqyw5eE58VDBDerRg5I0duf/lb8jJL0KSuGgGjCAIgiAIguBpxuLNfDl3daVg8TkXGzOeycj12H7E4VQY2LXZBdsv3bifZ96b6T6e9fvWSpkm56zflUjvdg05sWQSJqO+0nVvs5EasUaOnkpn9a+LadG3Bzq9nuO795GTlu5uFxnqz+CuzXji7j7c9/LXnM3MRavREBMuFhcKgiAIgiBcrgKLnRNZBfTo2JRZC9YD5cFigFOp2Rfsm5NfxOm08uuKojKo24XHjNv2J/Hgq9Pcx7OXbsP3AlUEDxw7Q1iQH4d/exO/KvYXNpsM1IgNIyOngNSsvErX9QY9tRrVJcjPi5r+el64dwAPTfiW4ynpmIwGIkL8kSTpgu8qCIIgCMK1JQLG19hns1by6BvfVzpvNOjc+wy3b1oTu91RZdC2fo0oYsOD3IO5Xm3ro9HIldqds3XfcY/j48kZldqEBvqQkVPIsdPpTP5+Kf6+Xrxw/w3u64vX7eW7+euJCQvkpYcGk1904X3mAE6eySI1M48xE79n055jADz25g80rBlDh2aiRIwgCIIgCMKlzFyyhbtfmFrpvNmod2cNd2peB4vVjtGgq9SuWlQIdapFcPhEKgAtG1Qj0M/rgs/bffiUx/H5+xYDBAf4kJVbyMkzWXw+exUGvZZ3n7rdfX3t9iN8NnslIQE+vPzQYAqLS0k/lczCz75B1sgo5+1XdzYjj5Nns3n6vZms2X4YgPEfz6VuQiQDu154QaQgCIIgCILgUmi1cyq3BG8/X559eCheZgPfzFrhMWbs3qouRSUWvM3GSv2DA3xo2aAa2/afAKBOtYiLVnk5Uja2PCe/qJSCYs95wuAAb7Jyi0hOy+HbeetxOhW+nnCf+/r2AyeYPP13fLyMvPzQjZRabe4tSc6RZZmBd99MSIQrezjWV8+rn/3K7xv3AfD21wupERPKiMEdL/enEgRBEAThD7pwJFK4Kut2eO7BUS0qhCdH9GXnrFfdK/imzFxJ/9HvYa8iA9nX28Tqac8z7oGBvPH4zcya9MhFnzf4vFWBRr2WiovvZEliQKcmHm2OnCwf/O0+cpqhYz9i7rLtfDRjBTc+9yUHT6bTpmF1ACRJon+nxpy/oO+nRZtZtfWQx7mklMyLvqsgCIIgCILgsn6n55gxKiyAR27vwY5Zr3JHv7YA/LhoE11HvkFJFRnIep2WFV8+y0ujBvPqI0NY9OmTF83AGNDZM0Cr0cjotBqPc7f0buVxXHHCMCklgwGPvMecpduYMnMlHYa9xu8b9tK9dV0AFKdCv46NkWXPd1i0bg+/rtjhce7EGTFmFARBEARBuBzFNs8KgH07N+P+oV3YMet/3D+0M7IssWDtHtreNYHcguJK/SVJYtGnT/LqI0N4adRgVnz5LPoqEljO6dG2AXKFMaUkSXiZDB5t7hrQzuO44jxjRk4BfUe9y6zft/LVz2tpd9er/Lhwk0dWc8+29QkOC3YHiwFOF9j4cclWj/smiTGjIAiCIPylRIbxNda2cXVmLy0f4Lz6yBBu7dMagGUb97vPr952mE17jtOpRe1K94gOC+TlhwZ7nFuz/TDrdiTSulECPds2cJ/v2qoek56+jTe+WIiiKnibjZRabO4ShYqq4lAUNBoZZ1nWR624cBRFQZZl9hw+hcPhxGAyMuDum/EPDmSfzYZi9mLRp08SGepPvepRrNxykH4PT6q0IvCckEAferSpd3U/miAIgiAIwnWmTeMafD57lfv4mXv68dCt3QFYt/OI+/yOgydZumk/g7s1r3SPkEBfXnxwoMe5rfuOs3TjARrVivHI4q1XPZKv/jeS5z+Yg93hwNtsxGZ3kJ5d4G6Tk1eEXqd1b6tSNyHSXRXnwLEz7mo5AMeSM3j5018J9vfmt48eJyLEn8a1Y9lx4ASd75mIzV719ia+Xkb6dWx8JT+VIAiCIAjCdctLp6Fi2LRtw2oMbudasLdlX5J7nu7IiVR+Wb6DkUM6VbqHn4+Z5+4d4HFuz5HTLFizm5px4R6LBsOD/Zg16REefWM6JRYbPl5GHA4nRSXlCxiTkjPxNhvc5xrWjKHUYsNk1HPsdLpH5cKU9Fz+N+VXfMxGfn5/DBEh/jSvX43kjDw+2JSCvez9iwqKsFlt7n5GvY4bu1ce/wqCIAiC8OcRAeNrbPTtPdBoZLbuS6Jrq3ruYDFAgK+Xu1wMgL9v5f09qrJk/V4GPfoBatkGJR+9cBftm9aiXkIksiwz5o5e9GjTgKY3jycnv/JqwvyiUlZ99RzPvDeTzXuP878pv7L9wAl+nvwobZvUxGzUk9CoHv7Brv3kdHo9gdWr42UyUK96FADdWtdjaI+WHsHwij55YRiRoQGX9yMJgiAIgiBc5+7s3xaHw8Ga7Udo3bA6D97S1X3N38dMclqO+zjQ1/uy7rlp9zG63/8WDocrWDvxsZvp1a4B9RIi0Wo1DBvYge5t6lNrwLPkFpRU6n82M491347jucmzWLX1EJO/X8r2AydZOvVpmteLx9/HTF6hZ7+svCIcToXGtWMBaF6/Gvfe2Jkps1ZW+Y4TH7uFmnFhl/U9giAIgiAI1zsfo44YfxOFVgdGrYZgL737WoCv53YkARfZnqSi/cdS6DRiIqVlc5T7EpO5qVdL6lSLwKDXMbBrU7q0rEN877EeY9JzjqdksP67Fxn34RwWrt3D17+sZcfBE6z55gXqVY8iItiP1PO2PykssZBTUMyALq4FjTGh/tQxHGPJoQwUp8LGZWs92j9/3wCa1om7rO8RBEEQBOHaECWpr6F9R1PYdegUD93anW9eu5+7B7b3uP7t6w8QHRaAt9nAa2OG0qhWzGXdd8Ga3e5gMcCjb3xPs5tf4sbHPnRnDZ/NyK0y+7dF26a07NuNIzYdR1Nz3ecXrt3DjY9+QK24cFZ8+SwynnvOOewO/H3MpGbl88ayI9z09Rayg2PRm0yVnuFtNtC6UY3L+hZBEARBEITr3eETqWzbn8SwG9rz9YT7PILFAF+8MpKE6BDMRj1PjuhbZUWaqixav8cdLAYY9+EcWtz6Mj0feNudHZyeU+DOID7fwaSzjH79WzbsKi+XvX5XIt3ve5PwYD9WffM8XiZ9pX7+PibSs/K576WvCGj3EN8v3Fjl/fU6LV1a1bmsbxEEQRAEQbjeHTudzpa9x/HSysT4mwnxNnhsQfLh83dRNyESk1HP/UO7VNq27kKWbzrgDhYDvPPNIlre9god7n6dgrLs4NyCYo+s4opSM/MZPu4LNu055j6350gybe+agJdRz6pvniewiuC1r7cJm0Nh7Ns/Etj+IZ57/Rt++24OC374mZyMLHc7WZbo1a5Bpf6CIAiCIPy5JLViJFK4as9/MJtJ0xYDroyRb167/5rde8rMFTz25g9VXhs+qAOfjR/Bb6t2ctfzn2OvMElYs2Ysdz14B1LZXnJpZ9L5dNLXHv3vHdKZrfuOcyAple5D+xNbsxoFOXn8PnMeBtWJOSaeOu3buNunHDrCgdWuVX9dW9bB28vE2Lt7075prWv2vYIgCIIgCP9V73yziHEfzgGgf6cmzH3/EWT52qzhnLF4M3e/MLXKa4O7Nef7Nx9k1dZD3PLkx5RWKC/t42WksNjiPpZlqdJCxBs6NyEnv5gNu49WundYkB/p2fmVzp/TqXltfLxMPHRrNzH5JwiCIAiCcBm+nLuaRyZOR1FUOjarxeLPnrro3sNXYtmm/fR/+L0qr3VvXY+5749h+8ETDHn8I3cAGcDHbKCwQhC5qjFj64YJBPp7s3jdXo/zPt5mvv7waYxmE2dTs3jxtS/IPG/82L5JTfx8zdx9Q3uG9GjxRz9TEARBEIQrJALG10BRiYXA9g8DEBoRQpsOzbm9Tyv6NYzBpNNw4kwmqZl5NKsbj9Ggu+L7q6rKxC/ms2rrIdbvTEQ576+sZYNqbNt/olK/2vVqcOd9N5ffR1HYvmUPW9fvID3VtQOKTitjd5RnF8saDYqzPOhco1ULqjcv3/8uPekk+ft38+TwPjxws2c2jCAIgiAIgnBhqqri13aUx17AN/VsyXvP3EF4sB/JaTmcTs2ice1YvM3Gq3rG5Om/s3DtHjbsOorD6bmPcKsGCWzdn3RV95UlqKKYzUVFhwUy+vbuPDm871U9UxAEQRAE4XoV2/MJ0iqUde7boSEfPD+M+MhgUjPzOJ6cQcOa0fj5XN52d+f7cu5qZi/dxqbdR7HYPKvPNK8Xz46DJ//I61cy7NZe3HJjN/fx0pXb+GjqXADCgny5/6YujH9wkEcGtSAIgiAIfy2xh/EftGb7YT7+cTmyLGEymxg5+k7MZhNH8+38vC8VOS2ZkS99hbNsb7dVXz93xROAkiQx7oGBxIQHsXbHkUrXtx/wDBa3qF+N/MISTiYlk5WRQ3Coa29iSZZp2bYp9RvX4aM3p1JcVOIRLAZQnE58zEYKS1xZJmcOHSG6bm0MZjNOu4NT+/ZjsNpEsFgQBEEQBOEKbD9wgknfLub8tZpzlm3j0ImzTHz0Zm5+8iNsdic1YsNYO+0FggN8rvg5jw/rTc24MNZsP1zp2s7DpzyOG9WKQVFU9h9LueR9qwoWVxwzVqWgqEQEiwVBEARBEK7AgeNneOOL+ZXKQS9ev49D97/N5y+PYPBjH1JqsREdFsCaaeOICQ+84ufcN7QL9atH0/meiZWu7Tua7HFct1oEJqOenYdOVWp7ObzNRrRajcc5jaa8wk5uQQkvjRp8VfcWBEEQBOHaEXsY/wEnzmRywyPvM2/VThRFJTQ8GLO5fI/f5PwSRr/+nXuf4T1HTvPryp1V3quoxMKtT31CfK+xDHv+c4/Mk3O8TIYq+/r/n737jo6q6MM4/t2W3htJCKGEXkPvVUBApCldiiC9iIiggjRRRKUKCAIiICJIL9KR3nvvNQlJSO993z8WliypvKTz+5yTc/bemXvvbN68x4eZOzOWL/cFUamU/PnDIKYM70RCfDy/zV3Bvq37DDonzcxMcXJ2TPVe3dvUMej4iw4P59qOfzm77V+O/v0PwT5PCQgNN9gfTwghhBBCpO1ZUBitB//Mhr1niY1LQPnKzIlrd73p981S4uJ1+eruYz/W7DyZ6r3i4hP4eMISirUczQefGS4T+EJamdHBxsLgeMnkfswY3UW/vKG5qTHGRpl7n7RtY08iYww7Mi3NDV+KDIuMITom9b3vhBBCCCGEoajoWFoN+ol/9pzBydEGZ0dbg/KHPgH0m7hMv/+wl18wyzYeSvVeSUlJjPh+FcVajua9oTN5FhSWoo6ZqVGq1zrZWRsczx7Xk3lffYSZia6+sZE6Re5LS8NqpQEtW/49xlO/QADiYuNYv+Wgvk5cfAJefkGZup8QQgghso/MMH4DN+8/NRjY9Xv6jMiIKMwtdMvBPLj7OMUbgVbmpqTm+yXb2LT/HABrd52iXAlXvh7wvkGdju9Uo3ubOmw8cJ4SRV3xLOlC89rlqeBRmKHTVhAWGcPXA96nhJsTJdycKFvchbuP/ajnWYo/zz0hTq0LdlFR0fj7PkvRBlNjDfWrlGLNv4YdlNFRUUQEBOuPExKSGDVjNfPH987sr0oIIYQQ4q113+sZockGdl/dXgQgMDTC4NgqjU64eav3snrHCQB8Dl5g6qLN/Dymu0GdJjXLMaRrMxatO4CZiRHNapWnVYPKNKhWmkFTlvMsOJwRPVpQtVxRAM7/M5Vrd72pVakEPcb+yolLd9P9PgoF9GxTl+2HLhqc17wycwSg/6Tf+WvGkHTvJ4QQQgghwNs/hGfB4fw04WMa1a5IYmISMxau55GXPwN7tiIuPoF5v281uMbCLPUXBVdsOcrif/4DwOdZCONmr+P3bz8xqFOljDtffdKW2at2U6KoCxVKOFOnkgfvNfJk8NTlPH4aSJ/2DWhWuzwAF9Z/y8Wbj6lariif/7SGbQcvZPidRn7Ugs6jF0BULMPGzKaQoy1qJXj5GPZL9p+4jN2Lv8j070oIIYQQWU8GjN9A1XLuBsdRkdH8vmA1tRtUJzYmliP7TxiU21iaodGoqNRpPAqge+s6ONpZ0rphFZ4+CzGo6xtgeAygVCpp3aQaNVo2Rm1sjJlGRdvyhYgIjaBa+WLEJyRSs2Jxff2KJd2oWNINgO7VijBt3TFCImM4fOAkkRFRKe4fHRvP8OmrDM55lnHn4q3HKeruPXE1vV+NEEIIkStq1KiBr69vpus7Oztz9uzZbGyREFCuhOtr1Tc2UlPM1YFqXSYSExtPt9a1cXGwoXndCiky4tNnoaneo2bFEqz59yQh4VEcvXCH8QPb4WBjQbVyxQiLjKauZ0l93dJFnSld1BmAdTOH0azfDzx+GkhsfEKq99Zqofu4Xw3OVfBw5do9nxR19x6XzCiEECLvkcwo8qKirvZUrVCCRrUrArpVBIf3bYtardJvb+dR1Jm2facCoFQoqFu5JLV7TCE0PIrOLWtRxNmORjXK8jTAMCP6BqSeGT/r15aOHZoSm6BFi5ZyTlaQEI9nGXdcnWxpXKOsvm7xwo4UL6xbsfCPaZ/Q+OPp3HnkR2xcylUSX+g8eoH+c3x8AiYqBXef+Keod/DMTRISElMsXS2EEELkprctM8qA8RtwdrBBodB1mr3wzC+A7Rt2p6irUMCssT3o/sVCop4vHTNp4SYACtlbMe+rj9iw7ywxsfGYmxrTu10Dg+uv3fPmm182YFSoEI2b1gYgKj6Riz5hjBgzi9sPdX+0a3ed4o9pA+jUvIb+2ti4eNoM/olrd71TtKt/p0Ys23g4ze9YrLBDqgPGVcsVS/MaIYQQIrf4+vri4+2NGRl3NEQh2yuInGFlYYpapSIhMXN/cz+P6U7XLxYSFBoJwLTFupkkNpZmLJvan+WbjxAeGYOxkZr+nRoZXHvviT+TFmxk3e7T+nPBYZF8v3QbvgGhnL5yH9BlxnlffUT/To319bRaLZ1Hz+fOY78UbRre7R3m/70/zTaXKeaS6oBxtfLFMvWdhRBCiJwkmVHkRUYaNWqV4e6BCYmJ2Fi93IrO2dEWM1NjoqJjmTSkI/0nLeO+l2627ozfdwBgZmLEqh8GYW9jQWBIBCqVkgEfNjG4r7d/MDuOXaVmzYooFAqM1QriEpN4EhLF+O+Xs/PoZQDW7jzJ1OEf8MXHbQyu/+jLxVy945XiO3z6UUvm/rknze9YoWThVAeMK5Vyk8FiIYQQec7blhllwPgNuTra4O0foj9u16Qq2w5dNNgzGHSDygrQDxYn5xcYRnhkDGfXTuHizcckJiZy97EfHkWcsLUy5+5jPxr2nkZEVCztOjY3uDYhIUE/WAwQExtPz3GLOL76G6qW1S0zePeJf6qDxQA929Zj9Y4Tqe6ZDHDWK5R2Q/qhUCi4cuQ45jHhNK5RlslDO2bm1yOEEELkODNU9FMWybDe70lPcqA1QuiUKlqIG/dfDqi+16gKu45eITEpKUVdY41KP1icXEh4FPee+HNu3VROX7lPYlISvoGh+AeF4WRnhY9/MA17TyMgJCKVe6o5c/WB/jg+IZGh01bgUcSJJjXLAbpMevLyvVTb/15jT1ZtP26wtHZyG59vrQK6FyXLFHOhYbUyTBkmmVEIIUTeJJlR5EUqYM3mQ3Tv0JiIqBjOnLlGuXIlKFakEAAnzt0kKlq3/Z2VhQnxWvh58iAcHazZue80f28+SFRMHKev3Ofs2ikcv3iHpMQkomPj8PILwq2QHSHhUTTq8x3tW9WjVi2F/tlKhQKlQsGpKy/zYGKSlvHz1uNRxEk/OSUuPkE/oPyqBlVLs3bXqTRnNF94+IzPJgzF1NyUEwdP8/j6TRpUKyP9jEIIIfKstykzKjOuItITE2e4VF+vdvW5++9PTBrSgWKu9gCUKVOMLh+2YOnOM6nu7QZQzNWR0kWduXjjIX3GL6H3179Rpu04gsMiWbrhkH4v5P17jvHksa6z0cfbj4nfLUWhMLxXYlISF2880h8XdrLFxtIsxTM//aglDjaWrJkxhEql3DA11gC6NxEBVGo1Nd9thpGJMRpjI6o3b8J/K79h1tgeWFmkvhezEEIIkdsUgJFSkeGPIsM7CZF14hMM3zRt37Qaj/bOYvLQjpQr7mJQNnjqCkyMU3+vs1hhB4q5OvDkaSB9vv6NvuOXUPq9sXj5BvHXjhOpDhYDXLj5OEVm1Grh3PWH+mN7a3OcHaxTXNu3fQNcnWxZN3M41csX02dFk+fZMTUb54xkwYTeONhapllHCCGEyE2SGUVelJiYxOylW2jYaRzNu41HrdDyXs1S2Bgp2bX/NKOnLtXXHf3TX3wzqgdVK5XEzcWRAb3ew7OiBwDFXR0p7GRLVHQsvZ5nxrLvf8m1u95sPnCOJ75B3LxnOEM4IjKaz79dluoLgmevvXzx0EijpqR7oRR1OjWvQUl3J9b9PJy6VTz0+ysbadT6HNqhW1usbKzQaDQ0alGffasms2RyPwo72b7x704IIYTIDm9TZpQZxq8hOiaOu0/8Kepij6mxhl3HrlCxpBuHzt4EwNbKnJoViuPqZMv4ge3o9X59pvy+k+ZtGqNS6QaKzc1N2bP3pP6eJdwcGda9OY1qlAEwWOovJDyKYd+tZFOyGRuRkdH8PH0pxsZGxMamnK0MYGpiRF3PUvpjG0szts3/jG8Xb0GjVjNlaAe8/IPpOW4Rc//cQ53KHhxZMR6VSsn6vWf4eIIufCpVKlTql38iWuCedwBVPVxefaQQQgiRZ7wIcpmpJ0R2iI2L5/YjP9wK2WJtYcruY1cpXdSZu8+XejYzMaJe1VI42Vnx9YD3+eSDxvSdsIR9J64BkKTVEhNr+FKiu4sdH3doRIdm1QH46Y9/9WVRMXEMnbaC/87cSLNNd1NZZlqtVhnsS6fRqNm+YDQT528gMTGJCYPaExsXT+fPF/DHlqNULOXG/qXjsDA1ZufRy3QdszDVZ2m1cPn2k1Q7EoUQQoi8QjKjyG3x8QnceuSLs701DraW7Dt5DXdXO05duUdsXDwatYqmNcuhUipwd7BkYIf6nL90W7+yi1YLRsZGBvesWr4479QozccdGwLw7fOtTUA3M3jYdyv0S0nvO3IRa0sz6lYvy/1Hviz+c1eqq98oFAqa1S5vcG7rL6P4cs46oqLjGPtxG8zNjOk0ah5VO0/Eo4gT+5eOo5C9NYfP3aLd8Nn67fyMTYwN7nPtvi+FqxZ/s1+kEEIIkY3epswoA8aZ5O0fzDv9f+C+1zMszYzxcC/ExZu6vX2rly9Gk1rl6P1+fVyTvRHn7mJPn87v4BvzcnnqKpVL6weMq5UryqE/vsbY6OXsDI1KRQwvl4d+8jSQxMSXYe3FnslpDRZ3b1OHET1aUPaVmSq1K3uwfcFo/fGQaSuIfL6EzcnL91i76xQfd2xEdLIls+NjY7l78SolPSsC8PD6LT5cs5bLG7/D3NQw4AkhhBB5iaogpDSRLwWFRvDOJzO4dtcbMxMjKpUqol/Wr1IpN5rXrUC3VnUoXdRZf42TnRWNqpfRDxi/qnQxZ46v+sZghRe1ynDVGr/AUGJfWfkmPR3fqc6wbs2pUcGwg65y6SJsnjdKf9xu+GyCw3TLY1+948WyjYcZ07c18QlJqXYovjBs2goaVS8jM4yFEELkaZIZRW6Jio6l5aCfOH3lPkYaNbUqFefo+TsAlC7qTJuGlenwTnWqlS+mv8bG0ozWDSsbbAWyY99pBvdpC4CxSskvY7thlGwf5Ff3RA4OiyIsMkZ/vOHf42z493ia7WzdoDJDu71D8zoVDM6XdC/E+lkj9Md9JyzBLzAMgHtP/Jm/Zh/ff9oZhQJi419m1MP7jvHu+++gUCp4eO8xs6ds4tzfUyjq6pDh70wIIYTILW9LZpQB4wzceviU5ZuOcPb6A+57PQMgPCpWP1gMuqX89i0dh5mJEbcePsXCzES/lEpxJxt8Hwfr67ramLN53qeERUTzfpOqBoPFABMGt2PcrHUAmJkaMeDDJpy6cl9frtWCRxFH7j15lqKtdSqV4Pepn6BSZbzS+KtLY2s0asIioilcyA4rcxN9eLz43xEeXb+JQqEgyNcfgAfez6hY0i3DZwghhBC5QQFoXl17N416QmSVx08D+XXdAS7fesy1u96AbuZv8j3grtzxYtPcT3F3sefOIz+MjdS4u+i2MKldycPgfmWLuzBrbA+eBYfTukHlFNuBfD/yQwZM+V03s0Sj4tNe79J3/BKDOiXdC6U6s7hcCRdWfj8wRQ5NjfqVzGikURERFYO9jTmOtpY8Cw5P9brA0Eiu3/PRr6IjhBBC5DWSGUVu8AsMZf6afVy948Xp5/19cfEJ+sFigNuPfPlzxmA8y7jzwPsZWq2WEm5OAFQu7Y5SoSDp+ZTd4ycvs2Bcd+IStdiYaQwGiwFmfdGDTp/NIylJi0qlZGy/NvSfuIykpJeTW0q5F+JOKpnRzdmOVdMHZWpbulf7GY00aqJj4jA20lDE2Y4nvkEAnDpylnu3H2Bqaor3Yx+SkpK4cPORDBgLIYTIs96mzCgDxunwDwqj6cfT09wL7gUbSzOMNWp6frmI9XvOAOBoa8nIni0Z1/89YhOTuP00BDONgg/a1ECVzvT1z3q1onH1stx65Euj6mUo7GTLhF824BsQqq9jamxEq/qV2HXsisG1KrWKxKSkTA0Y//R5NzqMnKvvhHzk84wizT8jOjYOdxd7atfxxDdBTVR4OPcvXkH7fAaJsUaN77MQGTAWQgiRdykyt1RMgUhyIk8Ij4ymab/p+o6wtJiaGGFtYcqwaStZsuEgAPbWFvTr1IjvRn7I799+wootR3BztmfB170wS2dFl97tG1C1fDGu3HlC3SolKV7Yke9+28qdRy87+xITk+jcsib/PM+nL2jUahISk8jMejHTRnzAxZuP8PILpkHV0iQlaXFvMZqIqBicHayoX7UUxy7cSXGdWqXiaUBIJp4ghBBC5BLJjCKHxccn0HzAj9x68DTdemq1CgcbCyb8soEff98B6Poee7Spy8wvuvP3z0NZ+Pd+HGwsWTChNzZmRmneq02jKlzaMI1z1x9SvXwxyhRzYeGa/ZxJtidxRFQM/Ts1YtnGwwbXGqvVxCckZuq7jR/YjmPnb3P3iT+eZd1xdbKhaMvRhIRHYWdtTrNa5ThwWrd9SoBfoP46pVLB02chmXqGEEIIkSveoswoA8bpWLn1aLqDxVbmJjg72jD/615s/e+CfrAY4FlwON/M30D1CsXwLONOwP2HuDrZoFK6ZvjcauWL6Zec0Wq1PAsynLlx9a43dx774WhrSWBohP6twGMX7nD43K0Uy8SkpmbFEjzaM4vwqBh+XXuAyQs36cuCYpMwKVeJYgrdwLOZlRW3jh0nLj6R2PgEun6xkJtbf8DRzirD5wghhBA5TYEik3uLFIAkJ/KETfvP4RsQirGRhti4+BTlluYmONpa8tPn3bh854l+sBggMDSCn5b/S+XSRXi/sScAdtbm6Q4Wv1CplBuVSr18iS/glcz4wPsZPv7BONhYEBYRTdzzDr/Lt5+w4/AlurxbK8NnlPcozJ0dPxEaEcU/u88wYvoqfZlvQBgBwYZZ2cRIQ0xcPAmJiXwyaRm1KpWgeGHHDJ8jhBBC5DTJjCKn/XfmRrqDxRZmxthZWTBleCcio2P1g8UAIeFRLFy7n7IlXOj9fn2iYuIwe/4yYkbKFHOhTLGXW9c9CzHMjOUqlaZW84bUf7cxvyxcy4VLtwG45+XPP3tOM7hLswyfUczVgaubvyckPIp9J67x0VeL9WVBoZEcfeUFQ1NjDdGx8SQlaRn90xrqepbCs4x7hs8RQgghctrblBllwDgVh87e5MvZ/3D+xoM069St4sG3wz/gyh0ven31G36BoanW23f8Kt2/WEhoRDQAKqWSEkUc+WfmcMp7FM6wLQqFAo1GRWKsboavlYUZ9WuWJzg0gpPnb2KsUROb9HIvkJiYOMIjo3niG0QJNydMjNNealCtVmFrZc6OwxcNzts5FwLFy1nKxUuX4MrBI/rj8MgYHj8NlAFjIYQQeZYqE0vFCPGmzl57wJif1+DkaMfpTT+iViuZv3Ini9fs0depVKoIP4/pxgNvf0ZO/xMf/+BU73X84h1G//iXfolnlVKBWyE71vw0NMU+w2lRJPu7NzE2onbN8kRHx3L63A2MjQxjf3hkNJHRsTzyCaCYq0O6A9QqlRI7a4sUmREgIfHlPsZGGrXBgHlsXAJ3H/vJgLEQQog8SzKjyAnX7nkz+se/OHLuVqrlJkYaqpZ355tBHfALDGPKwk08ehqQat0zV+/z4+878PLTZUqVUomTnSV/fDeQprXKZao9yZejLuzqyMC+7VAoFEQnJDFo4IcMHva9vjwkLIqY2Hjue/nj7mKPhZlJmvdVKp9nxiOXUpTFJdvHGNC/yAi6VXFu3veRAWMhhBB51tuSGTNeu/gtExYRTadR8zh3/QFabdr1Tly6R7dxiwhOVDB2RFfq1Syfar1Zq3brB4sBEpOSuPPIj0FT/8h0m1rVrwSAuZkJS34aycTPejB78kAG92pDfGIi6mRLUA+ZtoLSbcfh+eE3VO86Mc2B7OQqlSpicGxrpDXYxPvRvUcG5cZGasqVyHimtBBCCJEbFOiWisno5+2IeiK7JCQk0n7EHE5fuc+kkV0xMlKjVCoZ2fc9Chey09e7cucJ7w76icFTV+DtH0xa8fLXtQcM9gNOTNLy6Gkgvb/+LdNt6tS8OgAajZrvJw1k9LCujB/TmyH9OxAXl4BRsr3lvprzD+XafYnnh99QqdN4Hng/y/D+FUsZbkni4mhj8HJiXHyCwfdTqZRUf75qjhBCCJHXSGYUOaXzZ7/w3+kbBi/avdCwehmubPmeTfM+wz84nE8mLeOhT0CafZKrth3XDxaDrp/xaUAoPcb+mun29GhTF9AtBz1+VA8cLUxwMDfG3swIjZEGU+OXS1z/sGw7FTt+jeeH31D2/S+5etcrw/u/2s9ob2OBlbnhQHNist+FQgENqpXOdPuFEEKInPQ2ZUaZYfyKZ8HhhEfGZKrupDG9qFSuGACVyxen76cz8U7jDcBXXb71ON1yrVaLX2AYl249Yv+p6wBUrVAC98JO+jrvt6jNolX/kpSsa84vMEz/+c4jPxb/8x8TB3fQn/tnz2nW7T6Nu7Mddx/7c/TCbWqUL07/jo04efkuttbmmBqrCbp8gVKVK3D20i2uHD1l0DZLMxM0yTochRBCiLxEF+QyV0+I/1d4VAzPgsMx0qgx1qgwVitISNKSkARGRq8XsR3srCjv4cbdR09TzEDOzECuX2Aodx75seW/CwCULFEYj+IvV7Jp3qQGvy7bbDCTIyQ8Cp6PTz/xDWLuqj3M+bKnvnznkcss33wEFwdrfAND2XfyGhVLujGoS1NOXLyLmYkGa0tzvHyDUKkU3Pd6RkRUrEG7TDSadGehCCGEELlJMqPICVqtlgc+afcVTh3xAZbmumWlWzWozLv1K/Hv4ZQzdDMSGJr2lnov+AeF8eRpIH9uPwaAm4sDZTxevhBoplFx4MBpomPj9OeiYuJ4/DRQf/2MZTtYNX2Qvvzw2VssXLsfOytzomPj2HboIiXdCzGse3OOXbiN5vl+zF5+wSQlafF5FkxwWJRBu9QqJQ42lq/9nYUQQoic8DZlRhkwfkUxVwfqVy3FsVf21khNcfdCqJUKjFQK4pUa3Fwc8H4aQJliztx66JvutSbJ3tZLbtfRy/y98ySYmdOoflUCAiMwNTMlPDIG/8BQkpKSUCp1f51+z0JSXG9spCY27uUyL3cf+6HValm59SgHz9xk9Y4TKa7578wNtGi5ds/H4Pzhg6dRq5QkvfIGZEBIBBU6fM2uxWMo4eaEEEIIkacoyNTeIgUiyYlcY2tlTpuGlXkWHI6NiRKNWoVWq2XH0Ws8eOKfqXsUd3VAqVbx56xPsbYyJyomloFfLeL8tfv6Omm9pHf47C1WbDvCpn3nUgzUBgWHkZCQiPr5tYFBKVec0ahVxCcbQL7zWJdd/955kv9OXCuHOwAAoI1JREFU32DltmMGMz8ATly6i0ql5PLtJynuZ5rKNiiRMbGUbPMFOxZ+brDXshBCCJEnSGYUOUChUNCtVe1U++Mg5Z+XMpUlL50drPENSH8FQWUaf8tnrz1g+abDRCQqUCiV7D9yAb9nuhcUQ8IiiY2Lx9hIl+MiIqNZs3a3wfUqpYLEZEtY333iB8CW/86z7+Q1lm86kmK56fPXH6JSKrl06wnaV6ZKp7bncnxCEsXeHc2WeaOoXdkj3e8phBBC5Li3KDPKktSvUKmU/Lvwc2pVKpFh3es3HuBopsHWRIOjmYbCDro9fTMaLAZdYPQPDKX9iDlY1x1My4E/suvoZTp8OpfLD/zo+kFzXJztqVTBg5GDPgDg9n1vZv22iUdefly4do/Js/4EwLOMO590akTP9+rSsm4lg+dcvPWYSQs3MWDy8jTDKcDZq6nv11zcLfU95x76BDB96fYMv6cQQgiRG1QKRYY/Qrypf2YOZ/6E3vpBXYVCQWxMdAZXvfTAJ4APWtXF2socADMTY7q3a2BQR6lU4BcYSvexC7GuO5gGvadx4NR12gydyaqtx1MMFgP4+Qfzy+L1PPHy49adx0yfrcuMpdwLMfDDJnRvXYdOzWsYXHPp1mPm/rmH3l//xvLNR1IMFr9w8Wbqq+QUS2OfYt+AUCYv3JT+L0IIIYTIJZIZRU5YNrU/Hd+pnmrZlIWbiIrW5bkDJ6+x6+jlFHUyGiwG3V7GXr6BDJz8OzZ1B1Oj6yQOn7tFiwE/YunoyCe93qN/z9Ys+GEEttYWAISFR/Hd7NXcf/SUh098OXrxDp27vEs5DzeGdGlG99Z16N2uvsFzrtzxYsWWo3QePZ/F6/4jLj6BQk621K9dEWenl9uy3LjvnWKwGKBwIdtU2x8UGsmXc9Zl+D2FEEKI3PC2ZEaZYZzMiYt3GTNzDYmJSZQu6szpK/fTrOviYE1iTIz+zT+FQkHz+pXZuOd0pp4VFBrBxAUb2fk8CB48c5O4+ESSkrTY21sb1HWwt9F/3vDvMQ4dv0RASAS29ra4e7ijRcG8r3rReshMDp29aXBtYmISK7ccTbctSqWCiOiUnY2mJkYs//YTvl+yjZ1Hr6QIeklJ6WzyLIQQQuSSF3uLZKaeEP+PS7ceM2rGaiKiYvl1Yh+DsidPgwyOHWwtUSoV+CfbNiS5kLBIg+PwSMMB56joOL5dtIUNe88C6PZMXrAxxUyOVx08epHr1+/hH/RyX+TIqBh++boXnT+fz9bny1e/oFKpWLzuQLr3VCggIirl1i0atYp5X37EbxsOsnHvWRKTDAebJTMKIYTIiyQziux255Efw79fSUBwODUqlsDEWEPZkkXwDwjBx0+XGf87fYPKHcdT1NWBsPCoVPc5To1apTSoG5+QyA+//8sfz/sAL99+whcz/yYyOpb6tSro69naWFKudFGOn7kGwLHT1/D1C2TE6D6ULl+S0uVLUrVyKUa39mTA5N9ZvtmwT9FEo2be6j3649Il3ZgxaSCmJsbExMTx5dQl3LzzONWXGpVKBdOGf8j2wxdZte2YwWo3IJlRCCFE3vQ2ZUYZMH4uLj6BDp/O0e+jcfHmY4w0KuLiE1Otr9GouXzrMR+2rqs/5+UbmOb93Z3teZys3NhIzas5yNxUt0x1+bLFDZae3n3AcBA6ICSCcpXL8l7n91CqlAQ+C+TCba8Ug8WW5ibceeSXwTdP+YfctGZZWtavxLv1K1G6qDN7T1xLMVjsVsiWL/u3zfDeQgghRE57m4KcyB2dPp3Hk+edfI36fMfPY7pTrXwxzl9/yMw/dhrUTW+wGGDFxoNUKF2EulXLcOXWI/55vqdc8utVKsNFgdRqVYolpVOTfLAYwCcglPM3HqUYLDY3NeZpKludpKQAXmbC2pU9aNekKs1qlaN6heJ0GbMgxWCxo60lk4Z2yMS9hRBCiJwlmVFktx7jfuXSLd3qLA+8A9i05GucHGzQJiVx7fo97j3yZcHqPQSGRODlF0hoeOZXqrG2NCMwxHDf4le3CNEmaTEzMeLhE188rUsCkJCQiJfPM4N6Co0R5uZm+mNbB1su33rMilcmoBgbqQmPiuHKHS/9uVbNamFqYgyAiYkRrZvX4uYdwxVpKpcpQpeWtWhQrTT1PEsxdtbfKXKstYUp3438MNPfXwghhMgpb1NmlAHj50LDo/SDxQBJWm2ag8UAj58G4vXvCdxdHWhUsxzX7nqxZO0+di76nJHT/0wxUOvqZMOEQe34+Y+dhEZE0ax2eQZ1bsrW/84TFBqJWqXkntczPh/YkfpNaqEFkrRw554Xm7YdTvH8Wo1qo3zeeWjvaE8oaoOOQztrcwo72RqEuLQk34vE3NSYBRP6UNK9EACxcfEkaQ07/nYuGkN9z1KYpLJXnRBCCJHrFKBSZ2LXjYKQ5ESOS0hI1A8W646TGPXD6jTr+weGoVIpUyzxvHvRGMbM/Jsrd7z4dOrv+vOl3Aux+ofBfL9kK8+CI6hbpSSffNCEzfvP8TQgFJVSgZdfEHWrlOTwuVuv3f5dRy9jZmJEVEwcoOtYrFKmCMcv3s3w2uQvEBpp1Mz76iOqli2qPxcXH29Q/++fhtKqfiXMTI1fu51CCCFEtpPMKLLZ7YdP9Z+b1q+Mk4MNCsDOTEPTWuVoWqsctauU5L2BPxIaHo2xRk3sK6vIbJ73KdOXbufU5XsG51VKBVvmfcrEBZt4+iwYz7JF+bhDQ7YdvMB9r2coFAoCQyOoXdmDabP/YnCftthaW7B553Eee/sb3Mvn6TPCwiKwstItVX3nziNu+/tia2VO8PPVcNQqJc1qlWPn0SsG1waHGr6gGBRieKxUKpg5pjuNa5TVn4uJM8yMiyf1pXPLWliYmWT0KxVCCCFy3luUGWUP4+cc7aywszZ/rWs+7tCAGb9t4b0BPzB2xp/YW1vwTu0KXN7wHeavdIy1bexJ64aVKeLuTJ3alTh47jbfLt7CpQ3TaFC1FAmJSdx/4s/luy8HeLXoglVqYmMMlwPcdegis77oQfHCDpQr4co3g9rzLDg81WvTM6rXuxw8c4PQ8Cgu3/Vi/cUn/LJwIhMmDsHWVrdH8+c//cWxC7df+95CCCFEzlCgVGX8UyCSnMhxarWKIs52GVdMZuCHTQyOC9lb0bR2ec78PRm3V/Zxe7dBZVo1qIRfUBj+QWFs+e88w79byfl/vuW9RlVITNLyyCfw/xosBvjv9HXmjOtJySJOlHQvxJRhnTK1L96rhnZ7hzNX7uMfFMa1u1680/8HIqPjDOp888sG9py4+n+1UwghhMh+khlF9noxGQN0W4MAKBW6wd4XKpUugqmJbsXBAR82MfhrszQ3oWnNchz+42sqlixscO9mtcvzTp0KBIVE4B8Uzp7jV+k+9leO//kNPdrUQavV8sQ3iP9O3yA4JJzpc9cwduoSjp+5Rsfm1fms97uUKe4CQFRkND/O+J0D+0+xY8dhFsxfw6Gzt5j5RXfKFneheGEHJg3piLd/SIrvuG7zQY6cvEJwSDhHT17h742GW5wM+KAJN+8/xcsviHtP/Okwcg5efsEGdaYv2c7mA+df+/crhBBC5Iy3JzMqtK+uNfwW+/bXTXz72zb9sUqpMJh9C7q9irVaLYO7NGXeV71Ysv4gM1fsxM7agkUT+1K5dBEAJi7YyA9Lt+uvK+xkw5zJA7B0dAAgPCKKz8Yv4P6OHynSfBR+z5cqtLQ046dpw3BytCMxKYlffv2Hw8cupmirnaMdHXq0x9rWmru37hOPCktzE6Z2rcf0X/5m5dZjKa55HfbWFlSrXZmOH7TQnzt18hIrlm8GwMRYw82tP+DqZJvGHYQQQoic5+bmRqyfP38Wr5hh3Y8eXMW4kBNeXhmvxiFEcr9vPMTgb1foj5UKBUmvROoX57q2qs3K7weydtcppv66GTNTY+Z/3Ys6VXTLAs5ZtZuxs9bqr7OzMufDljX5bf1Bg/uFnVxM1c7fcO/JyxkhSqXi/9rrzcRIw98/D+XQmZvMXrX7ta9PzsbSjJDwqDTLVSolF/75lrLPOySFEEKIvEAyo8gJu49d4f3hs/XHE0d1472m1bE312CkVgFw/a4XrT6ZQav6ldgwewR7T15j3Ox1KBUKZn7RneZ1dPsPr9x6lAGTl+tXfLEwM2FQ5ybMXLHL4Jn3dv5El88XcO76Q/255Jnxi35tGNvvPQAiomJ4p/8M7j8xnHH8gkatYvHEvnj5BzNx/sY3+l1YmpsQHhmTbp2jK8dTq5LHGz1HCCGEyEpvW2bM0iWpHz9+zMmTJwkODsbBwYG6devi6uqa6etv3brF2rW6DrOJEydmZdMyFB4ZzYEzhnsAN6xeloNnbhicq1jSld2Lx+Jgawno3v4b8MqsEYCpwzpx6MxNTlzSLe/n7R9CkublrGNLCzOqVCzJkXO3DGYjh4dHMX/+GtyLulC6jAcf93mfNq3qM/uXNfj5v1z+MOhZEL/PXY5CqaT7iP6YWuj2GvnlyD3W7DrzZr8MIDA0AiNjI4NzxsmOY2Ljefw0UAaMhRBC5EkqjSq3myDSkZ8zY3RMHFsPGu4BXKtyCU5dvm+wZHPhQrYcWzUBZwcbALq1rkO31nVS3O/F6i7/HrkMQFBYJNsOXUxRb/fxK1hbmhmcc7a3RqlU4pVsiezMiImLp+uYBcS9suRhegx3L34pvcFigMTEJO498ZMBYyGEEHmSZMa8LT9nxrj4BNbsPGlwbsvO43z/yz+4OdsxoEtTYmLjWbfzJLe3z6BYYUcA2jSsQpuGVVLcr3e7Bhw4dZ2//tXdMyIqhrW7TqWot/voFeytLQzO2VqZYWVuygPvALomy6MWZiY0r1Oe39IYMI5PSGTAlOUp9kZOj0IBqU1NymiwGODmA18ZMBZCCJEnvS2ZMUuWpL537x5t2rShePHidO/enaFDh9KlSxeKFClCixYtOHMmcwOYN2/eZPLkyUyZMiUrmpVpQaERVO86iWMX7hicd7S1YMLAdgbnrt9/ir2NYfBKS7HCDgbH2kTDTjkf30BaD5mJf1CYwfmrd7wIiYihbp1KmJmaULyYKx/3fj/VZxibGOsHiwFiE7WYv9KZCFC1bFFa1a+Eu4u9fumbku6F2LbgM6qWdU/13kePnCMwIASA6OgY9ux+OWu5ZBEnKj2fTS2EEELkNZlbKkbktPyeGSOjY6nfe5p+cPcFEyMNs8d2Nzj3xDcIY6PMda6VcHMyOHa2t05Rp+e4X7nzyNfgnM+zkNceLH4hNi4BjTrlP3gqlXKjVYPKFC/sgFql+6eCm7MdW+d/RoOqpV/7OS4O1tSWjj8hhBB5lGTGvCm/Z8a4+ARaDfqJv3acMDifmJjIyu8H8ND7GeNnr+PbhZu49eBpitUN01LS3dng2PH5ZJbkRv24mpOX7xqcCwyJ5IF3AAAaY8Mt9IxMTdN9ZmJiEkpFyv8flC3uQusGlfEo4qTPlE52VmyYM5J362c8C+tVNpZmNKlZNuOKQgghRC54WzLjGw8Ynzt3jtq1a7N79260Wm2KnwMHDlCvXj2mTp1KXl39euO+s7gXcWHziils/3MabVvq3rbr0qo2n37UksLJZtG2qFMBRSpBKTXfjfyQauWKolaraNvYk5aVixLoH8itu0/4dflWLly+Q1x8AhFRsSmutTA3HPS1tEg5CAwQExWNz8Mn+uNQ/wCK2BsGxtJFnTm1ZhJb53+GVqvVB9G7j/14FhjOhZuPU713aEg406b+yo71OymliScqNBRTYyNa1q3IoT++TrFPsxBCCJEnKBQojVQZ/pDJ/56LrFEQMuPuY1e4eifl0kId3qlOv46NKVX05T51NSsWx9bKPFP3HT+wHfWrlkKtVtGsVjk2zh1B7cqGg6xx8YmZmpmRWSqlkqrlihmcc3W04czfk9n6yygszU1JSEwCwMs3CN+AUI5euJ3uPYu62LN13ihcHG0wNdFQv2opjv35jX5lHiGEECJPkcyYJxWEzHj84h2OvjIpBaBt46p80KIm1coV1Z8rV8IVd2e7TN13VK+WtKhbAbVaRZ3KHqyfNYLmdcob1ImLTyQsncx45s5TgqMTiIhLxDs8lrPXHqT7TIVCQbXyxQzO2ViZcXbtFLb8Mgp3F3viExIB8A8Kw8cvhD3Hr6V7T0dbS/YtGUsRZztMjDRUr1CMoyvH4+5in+51QgghRK54izLjGy1JHRUVRceOHQkK0s1s8PT0pEuXLtjZ2XHt2jXWrFlDQEAAiYmJTJkyhcuXL7NmzRo0mswvZZITbKzM+XJkd4yfL7Ey8pOOqBLjad+0GgAHl3/Fsk2HsTI3ZWjXZpm+r1shO07+NcngXM1iDtTtOZXAkIh0rz1x+grvta6PcyF7EhIS2b7zaIo6L5Z52bN2CyUrlUOpVHLn8g0aVDHsYJw+qrP+c0xsvEFZWGR0ivsWsrfS76kcGxtHUnQM7YbN0pfvOXGVb+ZvZNHEvul+ByGEECI3KBSg0mT8TlwByHH5RkHJjKkNAJcr4crQru8AcGDZlyxa9x9GGpX+XGbY21jw3+9fGZzbMHsEtbpPxsc/5I3aDKkvDZiYlKSfQfzCpCEdUSp152LiMs6MjrYWPAt+mWmLFXak/adz9M86duEOo2asZv2sEW/8HYQQQoisJpkx7ykomdEmlcxY2MmWKcM6olAo2LloDAv/3k9iUhJDujRDo8lc96yFmQk7Fn5ucO7vn4ZRu8cU7qWxrPSrflzwDxbj+uBgZ8W/+09z8tzNdOtrtVoiog0nunzRtw1Gz9v8aj9jZHRMioF8G0tTQsJfZsmirg68O+hnEpN0Lyeeu/aQwVP/4MAreVgIIYTIC96mzPhGM4wXL16Ml5cXCoWCzz77jPPnz/Pll18ycOBA5s6dy8OHDxk1apR+Ru6mTZvo2LEj8fHxGdw5Z3VoVl0/WAygUikp5PByKcCirg5MHdaJMX1bY/aGs2qXbjiU4WAx6PYy/vKbBXz/43LGfDWPE6eupKjj7GiDlbkJiQmJ3LpwlRvnLpMQH08dz5Ismfwxg7s05Z9Zw3m/SVX9NdNGfIDqeedg6waV6daqNuU9CgO6twbrVPHg5F8TKfN8n7kiznYolSn/0pdvPkJQaMbfQwghhMgNKiNVhj8i5xSUzJjaMnnmpkb6z4XsrZk0pANfffJ+iv2GX9fq7cezZLAYdEv82Vmn7Lis4FGYVdMHMbhLU1Z8P5CPOzbUl00Z2knfEVi/aik+eq8etSqW0JeXLurM+XXf6mfIONlZUdjRJsXA9Nb/LmS6A1MIIYTIaZIZ85aCkhk9y7ineDFPrVLp221rZc74ge2YOLgDjnZWb/SsTfvPZjprVSzlRsemnmzavJ8WXb5i1qKNBuWmxmpcHFJujVLUxZ6Nc0YypGszFk/syxcft9GXTRjUDjMTXR6uUsad3u/Xp3ntl7Oe3QrZcXnj9zSqXgbQ5dIaFYrpB4tfOHrhToaznYUQQojc8rZkxjeaYbxlyxYAatSowcyZM1OUm5mZMWvWLOrVq0evXr2Ii4tj586ddOvWjfXr12d6aefs5u0XxD9bD9O5XWMA9h0+z9odJ/hlXM9MtzEyOpaZK3YSFBJJv06NqJzG/r5W5iYGx2qVUr/c36uio2O5dOVuqmUAT1PpRKxVqQSf9XoXWytz+rRvmKL8446NaF63IiHhUZRyd6Jhn++5fs+bMqWLMu7zXpiamuATq+Dc35N5GhCKs4M1Pcb+muI+Wq02zXYLIYQQuUoBiszsHZINMSQhIYE///yTv/76iwsXLhAaGoqVlRWVKlWic+fO9OvXDxMTk4xvVMAUlMwYEByOUqEgKdmo6NU73sTHJ2R6ZkhsXDxzVu3B2z+Inu/VS7H09AtWFob7yWnUKv1yf68rOCwqxbmKpdz4esD7uDrZ0rVV7RTlH7SoQT3PkvgHhVGuuAuth8zk9NX7gC6/3n7ky9DvVnLw96/wDw7Hyc6KMTPXpPr8/7fdQgghRLbKxcwoUldQMmNwWGSK/j5v/yDCI6OxNE9/z+AXEhOTmL9mH3cf+9GpeQ2a1iqXar1X72esURMbn5CiXulizmxfOFo/uFvM1YEZy3YY1ImOTSA6NtTgXMkiTkwb8SEeRZxo29gzxX1b1K3InR0/4vMshLLFXegxbhH7Tl0HdJnRyy+I3l8vZvPckQSFRWFvY8GcVbtT/S5xqbRbCCGEyHVvUWZ8oxnG165dQ6FQ0L1793Trffjhh2zduhVjY93s3M2bNzNw4MA3eXSWuXDzEdW7TGTRiu0M/Hw2w76cx/S5awiNiGbUjNWZvk+vrxYzbfFWFq7dzzv9f8DbPzjVesO7N+fdehVRqZSUKlrojQZdTU2McXKy0wdiI42ab4d3YvE//9Fj3K/MWrGT0PCUHYRFnO2oVMqN24/8uHRLt39xv97vY2qq68B+HBJNYEwiRV0dWLXtGNsOXUxxj08/aonTG74FKYQQQmQPRSbf/MvaJOfv70/Dhg35+OOP2bt3LwEBAcTHxxMYGMjBgwcZNmwYNWrU4N69e1n63PygIGTGO4/88PzwG4PBYtAt3fzRl4syfZ/h36/im/kbWLTuP1oM/JFbD5+mWq/3+/X5oEUNVColJdwcs3TQVaVU8sOnnVn97wl6jvuVGcu28ywoLEU9F0cbqpRx51lIBEfOv9y/+EV+3XbwAuv2nMHdxZ4dhy/x2z8HU9yjR5u6lH2+co0QQgiRt+ROZhRpKwiZ0ds/mBpdJxETZzj4mZCYRPuRczJ9n/Hz1vPFzL9Z/M9/vDdsFufSmH3b8Z3q9G3fALVKSRFnu1QHiwEaVCutHywGaFGvYoZtUCgUTB/Vhe2HLvLRl4v4dtGWVPs7He2sqFLGnaQkLdsOXtCff5EZD565ybJNR3B3sefU5XtM+XVzinu0rFeRulVKZtgmIYQQIue9PZnxjQaMQ0N1b50VKZL6bNrkWrRowbp161CpdFOzf//9dyZOnPgmj88Si9YeICwyBoB7D324eeeJvmzJ+oN4+QVl6j6Hz93Sfw6NiNYPxL7KzNSY4T1aYKxRc+eR3//d7rJlijF39hfM+mk0E77+BI1GTVx8Au8NncnE+RtZv+cMX875h+KtPicsIuWecwCujjaYP19iW2NkOCsm8Xln6KGztwzOKxSw6vtB/PR5t/+77UIIIUR20u0tosrwJysnICQmJtKuXTtOnjwJgKurK5MnT+bPP//k+++/p2RJXefHtWvXaNmyJWFhKQfnCrKCkBmXbTrEs+DwVMs2HTjPzQepD/y+6vDZl/vExcTGc/rK/VTraTRqRvRogYWpMfe9nmW6nZn5s05MSqLTqHmMn7ueaKUGha09P60/SlBoZKr17azMU13SGnQzpgGOnLuVomzOuJ788d2ATLddCCGEyEm5kRlF+gpCZvxrxwme+Kbel3j0/B3OXE09+73qULLMmJCQyLGLd1Ktp1AoGNa9OXbW5mk+F+D6PW+Ski0DffO+T4Zt0Gq19PxyEV/M/Jt1u0/z7eItlGrzRZq519TECLdCtqmWvdjrOPlLiC9MHNyB7QtG55kZ4kIIIURyb1NmfKMBYysr3QzTZ88y14nVtm1bFi9ejFarRavV8t1337FoUeZnZGSH2Li0lztJSEzi3PWHmbpPnWTLCZqbGlOxpFuKOs+CwmjQexrvD59NVEzca7c1uS6dW2JmppsRXKZ0UerVrfK8zYazXiKiYhnx/Soe+QSkmG3sYGvJhtkjqOdZkmsXrqNAd62DuREulrp71yhfzOAarRY83J3eqO1CCCFEdlMZKTP8yUorV67k1KlTADRu3JgbN24wadIkevbsyVdffcWVK1fo0KEDAPfv3+fHH3/M0ufndQUhM8alkxkBTl5KexuR5GpVepkZjTRqqr2StQDCI6N5d+BPNPl4OqFpvPiXpkz+CyUuIZHaNcozoM/7VCpfgqaNqnPklg9PfIMIDjMcODY1MWLrL6NoVL0MFUsWxsRIA0DVckXp1lq3nHWtyiVSPMOjiGRGIYQQeVtOZ0aRvoKQGeMT0s+Mh1N5yS41tZNlRqVSQa2KKbNWbFw8H3w2j5rdJuMflPqLjS+cvHSP4d+tYv/JayzdcIiv5/6TqXa8ukx0QmISPcf9ird/MAGpvEy55ZfPeKd2eSqVctNPUildzJl+HRs+/16pZEbpZxRCCJHHvS2Z8Y32MC5btiwnTpxg27ZtDB48OFPXfPzxxzx48IBp06ah1WoZMWIEtra2dO3a9U2a8n+5dOsxG/aeSbPcxFiT6sBvalb/MJjvl2wjICSCgR82wd3FPkWdKb9uTnMWyevSJhkuZZ2UlPbS1v/sOc2anScxNTHirxmDea+Rp76sWe3yNKtdHoCY+ERiE5OwNFajfN7Z2K9TI8bNXqdfflGpUFA0le8mhBBC5BkKUKgyEdSy8M2/f/552eGyePFifWfXCyYmJvz222/s2LGD+Ph41q9fz7Rp07KuAXlcfs+M9574s2LL0TTL1SolVcq6Z+peiyf2pVhhB7x8g+jdrgEVPAqnqPPzH7v478yN/6ut2leWzE5PkcKGnXP3ngbRedB0NGoVS6f2p3vrOvqyWpU82Ld0HKB7CfJpQChli7tg9Hzv5m6tavPJxGUG261IZhRCCJGn5UJmFOnL75nRNyCU+X/tS7NcoVBQo0LxTN3rx8+74mBryb0nfnzQoiZ1Ulmuecn6g2w7eDHT7dtz9DKPHj/lvk8QYRExmb7uVVfvelH83c9RKhXMGdeTwV2a6csqlXJj56IxgG4v5ye+QZQu6oyJse6Fw1YNKmNqYkR0sok0ro6pz0oWQggh8oS3KDO+0YBx69atOX78OLt27WLlypX07t07U9dNnTqVR48esWrVKhITE+nVqxf+/v64u2euoy2rjJ21NtW9PZzsrGhcoywDOzfJ9MwIa0szZoxOP4ze9878coLJ1ahViXoNqhEcFMq2zfsJCQnnr793MWZ0Lywtzbly9S7HT1xO8/oXHXfRMXGMnP4nK7Ycw9zUiCnDOhkMbJtoVJhoVAbXPgsON9irL0mrJTEp8x2RQgghRM5ToNJk5s2+rEtyDx7o9hQzMzOjTJkyqdZxdHTEw8ODmzdv8vDhwyx7dn6Q3zPjN/M3EB6VslPNxtKM5nUr8FHbelQtWzRT9zIzNebb4R+kW+eRz/+XGZPTqFUZ7nt87uItunRqhvHzGcNHT14BID4hkU+n/8nW/86jUir5ZnB7yhR7uQ+xo50VjnaGL0WER8YYDBYDKfZ7FkIIIfKWnM+MIn35PTNOfz6RBKBiMScszY04dcMbI7Wa9xpXoVPzGjSuUTZT9zLSqJkwqF26dVLbTzgtRZ1t2DuzH4UdrQgKi6btuBVcuueLkUZFXHz6mfFVLyJeUpKWz39aw9Hzd0hITOTLT9riWebl79zWyhxbK/NXrtWmmLWsUsr/x4QQQuRlb09mVGhfZxrCKwIDAyldujQhISEA9OzZk169elGmTJkMQ1liYiIffPABW7du1TVEoaB48eLcv38fhUJBYuLrhZXXdf76Q+r0nJpq2fDuzZk1tkeWP3PTvrN0/WKh/tjc1JjI6Nh0rylarDCjx/ZH+Tw8RQQG8dX4XwBQq1UUdrbnkZe/wTVj+7Vh0d8HCEulY1OpUOg778p7FObi+m8NyhMSEvnsx784cPo6ZYu7otUmsf/kdaKf7zXi6mjDg90zZV8RIYQQeZKbmxsJwYH816VFhnWbrtuL2tYeLy+vN35u7dq1OX36NAqFgoCAAOzs7FLUSUpKwsnJicDAQIoUKcLjx4/f+Ln5RX7OjA+8n1Gm7bhUy7q3qcOK7wZm+TOPXbxD04+n64+NNOoUHWsZKexka9CJaGNpSki44fLWI3q04NT1R7gXdeWJtz+nzl7XlyXPjEWc7bi1bQZq9csXC7VaLV/N/YdtBy/gUcQJEyMN+05eIyJKl21trcx4vHe2fjBaCCGEyEtyKzOK9OXnzBgUGoFrs09JStIytlt9JvVpAsC+c/dYtPMqW+aPzvJn3nnkS8WOX+sHcNUqZYoX+F6Y9kkLPutSX3+89sBl+v2wEUdbS54lW1ra0tyE8EjD/sQ+7Rtw6MwtHmbwUqODjQU3t83AysLU4Px3v21lzc6TFClkh62VOftOXiPk+bZ5ZiZGPNj1M7bWFpn+3kIIIUROedsy4xstrG1vb8+KFSvQaDRotVpWr15Nq1atqFy5cobXqlQq1q9fT5cuXfTnXszOyU6nLt+j/Yg5fP7TmjTrtGtalR+WbWfd7tNZ+uyOzWvw4+iuONtbU8GjMJvnjkx1D5LkChWy1w8WA6hNTPSfExISUwwWAyzdcIj5E3rTrmlV2jb2pGmtcoBu/7nkMz2u3/NO0fk4f80+Fv/zH3ce+bHt4AW2H7qkHywG8HkWwsWbb08HtxBCiPxJoVJm+JOVatfW7eOq1Wr5+eefU63z+++/ExgYCECrVq2y9Pl5XX7MjJdvP6Hjp/P4ZOKyNOt0bVmLGct2sGrbsddaCjoj9T1LsXhiX1wdbShVtBAb54zgndrlXuse/oFhBsevDhYDLN98mMEfNEIbFYG9mYY2DXX/exhp1AaZ8YlvEIGhEQbXrtp2nFkrdnHnkR+7jl5h84Hz+sFigOCwKI6ev/1abRZCCCFyWk5nRpG+/JgZ7z72o8vnC+g6ZiFJz1fkG9e9gb68eXUP5ozpzE/L/2XZxkMkZLACzOsoVdSZNT8OpYizHcUKO/D3T0Pp0KxaqnUjky0BDRARrTt+9so+xK8OFgOs3XWKLz9pQ/c2dWhVvxIfNK8B6AaokwsIicDLL8jg3PZDF5ny62ZuP/Rl/6nrrN97Rj9YDBAVE8fek9cRQggh8rLczIxeXl6MHz8eT09PbG1tMTExoUSJEvTr14+LFy9m6bPeaElqgLZt27J3714GDx7MjRu6vdYKF065F1uqD1er+fvvv6lWrRoTJ04kLi4u44veQHBYJG2HzSI0QtdhZmKkISYu3qCORq2iw8i5RD0PUnce+TJ+YPpLwLyOUb3eZVSvd/XHR1dN4PpdL9oOn42XXzDmpsYolUrCI3VtvHP7IZERUZhbmOnqH7uQ6n2Tv0UYFBrJd79tITwylsSkJD776F1mfdGDLf+d45fVewkMjQSgaa1y+n3nAiPjuO4XzpOI+FTvn1x6+yULIYQQuU6hQKXJRMTJwtUyRo8ezYoVKwgLC+OHH37Az8+PUaNG4eHhgZeXF7///jszZ84EoEiRIkycODHLnp1f5KfMGBefQNths/ANCAXAWKNOsY2JUqmg94QlhD3PlRdvPmLmF1m3Qs3HHRvxccdG+uOW9SrxyPsZrYbM5N4Tf0yNNZiYaAgOjUr1+vg0ZtEolQp9Z2ZEVCxTFm4iMUlLbFw8n3zYmB8/78qWA+eZ/9d+ngaEAFC1XFEcbS0B3dKHG/ed5cTFuxl+B1mSWgghRJ6WC5lRZCw/ZUaA94fP5t4T3WSOF1uChEfFYmL08m+r38TlHLvyEICj52+zfNqALHt+p+Y16PR8ABegXdNq+AaE0GbITK7e9cZYo8bKwpT5G0/SqEpxGlUpxqW7T/l+1cFU71e1ogf2tpacunCT8Of7HMfExvPNLxswNzMhIjKGrq3rcGvbDLb8d54Fa/bz6GkAACXdC1HCTbe137OgMNbtPs256ykH7cuV96B6jQo8exbE3t3HpZ9RCCFE3paLmXHlypUMGzaMiAjDl/gfPHjAgwcPWLlyJd9//z1jx47Nkue90ZLUyWm1Wg4fPsyePXswNjZ+7Y7QGzdu8O2337JhwwYSEhKyZamYK3e8qN7FsF0Kxcu9N1RKJVq0+k40AM+y7pxeM/m1n7X5wDnW7jpFCTcnvhnUHhPj9Jfji4mN5+Tluwya+gcPvAyXeHFwtMWzanmCg0M5d+Zqqtcn/x6pcXaw1nd6livhykdt6zG02zuYmxoTFBXH3MP3iX6+Z8mJA8c4dfBkqvepXakER1ZOSPe7CCGEELnFzc2NhJAgjvXP+GWv+su2oraxy7KlYk6dOkXXrl159OhRquUKhYIOHTowe/ZsihbN3H63BVF+yIw+/sEUe/dzg3PJX85TKhSoVEqDPYLdne25u/On137W3hNXWb75CIUdbZk4pD2W5qbp1o+LT+D89YcMmrqcG/efvvbzMpJ8KesSbo70bteAod3ewcbSDP+gMGp2ncTT55lSpVKSmMayh2WLu3Bx/bcolTIzSwghRN6Tm5lRZE5+yIwxsfFY1RlkcM5Yo6ZeBTeWftEeK3NjZq47wQ9/HdGXW5gZE3Ts19d+1vGLd1j4937srM2ZNKQj9jbpL+GckJDI1bteDJ76B+dvvPz3iUqpJDGNAdp+3Vow+KPWADzy8qfv6DlEprLdHYC7iz2Pn+pWTypcyJY+7RowpGszCtlbEx4ZTa3uU/QD6aU9CpOQmMT9h08pWsyVMWP7o3o+E+vutTtM/aiJfkKLEEIIkZfkZmZctWoVffr0QavVolar6dGjB40bN0aj0bBv3z5Wr16tzzcrV66kV69eb/zMLPuvsUKhoHHjxjRu3Pj/ur5cuXL89ddfREZGcvPmzaxqloFS7oXwKOKkDyyQcpA1+WAx6AZaX9eJi3fpOmahfmnC4LBIFk7ok+41JsYaVu84kWKwGCDgWTD79hxL93qtFjyKOHLvybNU90Z+MVgMcOO+Dw2qlsLc1BiA2/4R+sFigJLlS6c5YFzExT7ddgghhBC5TaFQoNRkvG+qQqHg6dOnuLm5pVnndUJe7dq1Wb9+Pe3bt8fHxydFuYmJCWXLlsXC4u3enys/ZEZnB2s8y7obbMPx6n5w8a8sJ+jqZPPaz7l2z5sOI+fq7/XYN5C1Pw9L9xojjZrNB86/0WBxKXcn7jz2x9REQ3SM4eoyyfc9vu/1jIolC2NjqVvp5si52/rBYiDNwWIAV0cbGSwWQgiRp71OZhQ5Lz9kRhNjDc1qlePA6Rv6c7HxCfx38SEePeemeo1bIbvXfs7jp4G0GTJTvxrizQdP2fNb+jOJ1GoVu49dNRgsBtIcLAb4oHU9/eeibk50f78BS9fuw9hITWyc4Wo7LwaLAbz9gnFxtKaQva4P9dz1h/q+1yEft6N9G93eydv3nODqXR/9YDFA7ZrlZbBYCCFEnpYbmfHp06cMHz4crVaLhYUF27Zto0mTJvryXr160blzZ9q1a4dWq+WLL76gW7duaDLRzvTkuV4cc3Nzqlevni33NjHWMLx7c/1xwxplad3IUz/7N7XQtPvYFf7Z83p7GZ+/8dBgH7szVzO3Z8qr+5gogDqVPShV1DlT13sUceLJvtnMHNMtRZnqeYedQqmkdJ1afLnlCtuv6joa7UwN/4hCAoNTXP9Cw2qlM9UWIYQQIjfl9N4iCQkJ9O3bl5o1a+Lj40PNmjWZOXMma9euZd68eTRu3Jjo6GimT59OlSpVuHs34+V8RfqyMzMqlUq+7N82zfLUllo+efkeS9YffK3nXL79xGDg+dy1h5m6LuGVGTIKBVQvX4xKpdJ++SE5S3NTvPbP4e+fhqYoU6tUBsddxixg+pJtaLVairs5ZHqFpQbVymSuohBCCJGLZA/jgi87MyPAN4Pav1b9mw+eMmPZjte65sZ9H/1gMbxGP2Mqs6qrlHGnRoXiqdZ/FhhqcOzjF4T3/jkcWfF1iroatWFmHPH9n4yd9TeJiUkUdXVApVRgbWWuHywGaNuyLkEBwQYvHTpbmmTquwghhBC5Kacz49SpUwkLCwNgyZIlBoPFL7Rt25Zu3XRjgX5+fhw6dOiNn5sjr3BptVpOnDjByZMn8fPzIywsDAcHB1xdXWnatClly5bNiWYQGBLBT8v/BWDi8A/o3VH3lmJAUBhdRs42eDvuZdthyfqDdG5ZK9PPaVCtNEYaNXHP97p7p3b5TF03tt97HDh1nacBoXi4OVK2hCs7Dl/Sl2e07LSLoy2F7K2pWrYYlSuVQgtcvXoXrVarHwwvVasGxatWAWDx8YfYmhmxbPkmLvtHUd6zPKHBofy344D+nibGGjQqFR5FnBjUpSn9O/1/b3YKIYQQOUZBJvcWARcXlyxZKqZXr178/fffAEyYMIFvv/3WoHzEiBEsXryYIUOG4O3tTbNmzbh27RqWlpZv/OyCJK9kxsjoWL6ZvyHFeQcbC8xNjXmUSmYEWPzPfwz4sEmmn1O7UgkszIyJiNKtDNOsdrlMXTeyZ0u2/neBhz4BuBWypW6Vkvyz54y+XKFQkN6uM65OtjjZWVGtbLEUZa92LCYlaZm0cBOOdpbceuiXZhY1NlJjpFHj7mxP/06NGNrtnUx9FyGEECLXvEZmFHlLXsmM8fEJjJn5d4rzVhamODtYc/uhb6rXLf7nAOP6v5fp53iWdcfexoLAEN3+hc0y2c84qHNT1u46xc0HT3G0taR1w8qs3PpyBUOlQmHwIuSkWX8xcVQ37G0sWbvtCCEhYTjaWeFgm/LfLK+utgMwZ9Ue7K0tUSohMUlLfHwC8QkJaNS6/58lJCTi9cSXlcs20LZ1fVrVKUcV19df2VEIIYTIUTmcGePj41m3bh0AdevW1Q8Kp2b48OHY2Nhgb2+Pvf2brw6crQPGcXFx/Pzzz8yaNYvg4LRnrZYuXZrJkyfTtWvX7GwOR87fwudZCADd2r58w83BzoryHoVTHTAGcHawea3nVCnjzt7fxrJh3xndQGvnppm6rlwJV25s/YEnfkH8vukws1fuNiivU9mDE5fupXqtq6MNU4d1YtfRywQojBn9mW698jNnr7Fg4Vp9PUt7w6VvHgRFsn7PGWLi4rl8+mKK+44f2I5x/TIfYoUQQojcp0CZqWXNsibJHT58WD9Y3KZNmxSDxS8MGjSI69evM2/ePJ48ecLChQsZN25clrQhv8trmfHctYfceeSX4nxASASadP62XF5zK5MSbk7sX/Yla3acwNXJlmGZHGR1d7Hn8sbvePQ0gE37zjJxwSaD8mrli6Y5W9nOypyfx3TjwKnrfL9kW6bbevn2E9bsTH3LEoDBXZrx0+dp/yNGCCGEyHtyNjOKN5fXMuOtR76cu/4Q0E3yKGJnTnxiIg3KOmFiZpbmgPHr9jMWsrfmv9+/Yvmmw9hZWzCyZ4tMXedga8nZtVN46BPA/pPX+PSH1Qbl5Uq4cu2et/74kZc//cfMA8Dc1JgjK8dz7MJtfv5jZ6bbeuXOE46evw1AVHQs8xZvZFj/DqCARb9vpXWDiiz/dkCm7yeEEELkvpzNjAcPHiQoKAiAjz/+ON269erVo169eunWeR3ZNmDs7+9PkyZNuHXrVrozHABu3bpFjx49+Ouvv9iwYQNqdfY0q1hhR/3nZ0FhFH6+b0hCYiI37hvuNahWKbG1MsOzbFF+TmWJ54zU9SxJXc+Sr32dmakxZYq5cPjsrRRl9jaWONpZ8iwoPEVZWGQ0JVqNwcragtkzx+jP16xRARsbS0JCdNc8e/QYB/cigO7Pt5qbTarLKr6w88glGTAWQgiRrygUoDTKOEtk1dYiGzdu1H/+9NNP0637+eefM2+erhNm27ZtMmBM3syMRVzsUKuUKfYtBnj6/OXDF1RKBbZW5pQr4cr88b1f+1lVyxalatmir32dibGGMsVcOPK8Qy45cxNj3F3sU30ZMi4hgQrtv053/7rUtGpQmb93nkqzfNfRyzJgLIQQIl/J6cz4Ki8vL3799Vd27NjBo0ePiI6OxtXVlSZNmjBy5Eg8PT2z58H5VF7MjM721pgYaUhMTGTzmCY0q+hCklaL8vkfTXFbDVM3XAZ0fXB21hZ4uDuxdEr/135W2eIuzBj9+gPgRho1pYs68+2iLSnKNBoVFTxcuXbPJ0WZQgE1uk4iKSn93/WrWjeswslkk132HjzH3oPn9MeF7K1e635CCCFEbsvpzHjhwgX957p16+o/h4eHc/36dYKDgylcuDAVK1bM0n2TIZsGjOPi4mjVqhU3b94EwMrKim7dutGoUSPc3d0xMzMjIiKC+/fvc/jwYdavX09ERATbt2+nX79+rFy5MjuaBaDv/Bs2eRnTPuuGpbkJ8//czSOfAGytzClkb0XNisX55atemJkaZ1s7MlKjQnH9W4ovbD90MdW6CoVCv5RhdHQssbFxGBsbARAbG0d0dKy+7uOr14mNisbS3o4aRW0p71yXMX1b62eYKIDkUVAhb9IKIYTIh5Q5uN/c7dsvB+wqV66cbl13d3ccHBwICAjg3r3UVw15m+TVzJiUpEWtVqU6YAxgYWZMEWd7KpQszK8T+mBtaZYt7ciMGhWKs/fENYNzh8+lfPEQdMsOvsiMr6N2pRK0aViFbwa14/OfdbPpX82MKtnjUQghRD6Uk5kxuZUrVzJs2DAiIiIMzj948IAHDx6wcuVKvv/+e8aOHZsr7ctr8mpmTEhMwkijolU1V5pVdAHQDxYDDGtVjvUXAynh5siv3/ShkH3uLb9co0Jx1u4yfPnv4s3Hqdb9fzNj2eIu9HyvLklJSfSfuAxImRk12TR4L4QQQmSnnMyMV69e1X8uUaIEvr6+jB07lvXr1xMdHa0vK1y4MBMnTmTAgAFZNnCcLf+VXrx4MRcvXkShUNCkSRPWrFmDk5NTinqNGjWib9++fPvtt3Tt2pXjx4+zevVqunfvTuvWrbO8Xf+duq7v+Lt6+wkdhvxkUB4aEcW5dVNwK2SX2uU56ucx3fB5Fsy2gxczrJv8zcqYmFh+XfQPPXq0Bi2sXvMvsbFxBvX97j/A7/4DWpVsDsCwbu9w5uoDnj4LwUij4vyNR/q6H7XNuunsQgghRI5QZHKpmGyYLhITE5OJx+qeq1Kpsvz5+U1ezYxHz98iJjY+zfKIqFjW/DiE8h6Fs/zZr+ubQe154hvEn9uPZ1g3vVVl0uPu6gBAn/YNOXT2Fvee+GNhZsypK/f1dbq1qv1/3VsIIYTINbmUGVetWkXfvn3RarWo1Wp69OhB48aN0Wg07Nu3j9WrV5OYmMi4ceNwcXGhV69eWfr8/CivZsYzV+8TFhmDk61FquUP/MJY9E0f6lR5/RUIs9rIni14/DSAX/7al2Hd/zczujrZAvBhi5rsPnaFq3e8sLU259iFO/o6Hd+p/n/dWwghhMg1OZwZHz/WvdBlYmLC7du3ad68OYGBKVeQ8/b2ZtCgQRw/fpzff/8dpfLNB7WzZVj8r7/+AqB48eJs37491RCXXOHChdm5cydubm4ALFq0KDuaRZUy7umWJyVpeegdAEB8fEK2tCGzjI00LJncjz7t6mP+ykznIs7pD2hfvHSLsePmMPbLOVy6lHKZwhdMjDUADJj8O3tPXOXqXS/O33hExVJu2Fia0a9jIz7u2PDNv4wQQgiRkxSg1Kgz/MmqRTRe5BeAs2fPplvX19eXgABd1ihWrFjWNCAfy6uZsVKpIiiV6f+B3Hms2+M4tzOjWq1izrieDO32DpbmJgZlzlk0i8VIrXu5YdSM1Ww9eIFr97w5deU+lUsXwdrClM4tazG6T9Z3wgohhBDZKoczI8DTp08ZPnw4Wq0WCwsL9u7dy4oVK+jXrx+9evVixYoVbN68Wf+C4RdffEF8fNovsb0t8mpmLFvcFWMjNWuO3Sdepeu70wKJKDl9N4CPfz3OzQdPgdzPjAqFgqnDP+DL/m2xeWV1HFurrFkt58Xs6m/mb2Dd7tNcv+/DsQt38CzrjrWFKe818mTKsI5Z8iwhhBAix+RwZgwP120vq9Vqadu2LYGBgbRv357Tp08THR2Nr68vCxcuxNZW96LWihUr+O6777Lk2dkyYHzt2jUUCgWDBg3C1NQ0U9dYWloyePBgtFotJ06cyI5m0ax2eZZN7U+bhpVxTOXtPzMTI0LCIynZ+gssag+i57hFJKaxFGF2m71yF67NPmXltuPUr1oKjVqFQgEebk7M+qJHljyjWjndfnmv7t/8eZ/W+B+ez6KJfbPkrQQhhBAiJylQoDLSZPiTVdsutGjRQv/5l19+SXdPtXnz5unLW7VqlSXPz8/yamasVr4Ya34cSptGVXArZJuiXKNWoVQqqNDhK8xrDaT9iDnpzkjOTss3Hca56UgW/r2f2pVKYGykRqGAwk62LJr0cZY8w/P5S5fX73kbnO/TvgHPjixg9YzBGGXmbVshhBAiD8npzAgwdepUwsLCAFiyZAlNmjRJUadt27Z069YNAD8/Pw4dOpRlz8+v8mpmLFW0EBvnjKRu1TKMWXuNi8EaTvopaTJtP42n7OZpWByVShWmRtdJmNcayDv9fyAsIjrjG2eDDXvP4tJ0JD8s206VMu6YmxqhABxtLVk1fVCWLGVZqXQRIGU/43uNPHl2ZAGb5o7EwswktUuFEEKIPOt1MuPTp09xc3NL8yczXmxZEhsbi7e3N0OHDmXz5s3UrFkTExMTChUqxJAhQzh06BBmZrqXvqZNm4aPj096t82UbBkNTErSDbK+7syZUqVKAS9H0LNDr/frs2nupwSERKQoi4qJo9OoX3jsG4hWq+WfPadZt+d0trUlLcFhkXw55x+SkrRotVr2HL9KfEIiWi3c8/Jnw74zdG9TR19frVJia2WGqYkGVQazYV7o8m5Nijjb88D7GR2avVwOxs7anEbVy2T5dxJCCCFyjAIUKmWGP1nV99ehQwdKltQtM3f48GFGjx5NYmJiinpr167lxx9/BMDa2pohQ4ZkTQPysbycGTu+U53Ncz/FPzAsRVl8QiIfjPqFO490s4x3Hr3M75sOZ1tb0pKQkMiI6X+SkKD7e9t38jqxcQloteDtH8zSDQcZ2q2Zvr5KqcuMZiZGqDL5UuA7tctRr2op7jzyo0OyJQTNTY1pXqdC1n4hIYQQIiflcGaMj49n3bp1ANStW1c/KJya4cOHM2TIECZMmIC9vX3WNCAfy8uZsUXdimycM5I1ey9Rd+QfNBuzirO3fGjXsCJ3N0ygkpsVY7o3QqFQcOT8beau3pNtbUnPyOmr9C84Hjp7k8joOLTAs+BwZvy+g3H93tPXVSoV2FiZYWGW+cxYvXxRPmhenRv3fQz6GY00ato0rJyl30UIIYTIUTmcGZNPRHF3d2fOnDmp1qtUqRLjxo0DIC4ujj/++OONn50tUwFKlCjBtWvXuHbtGp07d870dY8e6fbOLVq0aHY0S0+hUKBQKNKdAfRCVHRstrbl//H3zlMGszgSEpMIDotK9xoTY40+GHqWdeeBdwAN+3yHUqlg6ZR+LJ82gEs3H9G8boUMl7wWQggh8rpM7S2SRTQaDX/++SdNmjQhJiaGOXPmsHv3bj766CM8PDwIDg5m69at7Ny5E9DlkD/++EM6/8j7mRF4vtpKyhcAXhWZS5kxvTy7/dBFg8yYmJRxZjQzMSIqJg4AjyJOaLVQv9c0AGaN7cFfPw7h7NUH1PUsSbkSrlnwDYQQQojck5OZ8eDBgwQFBQHw8cfprwJSr1496tWrlxPNyhfyQ2ZUqQwHVn8c0Q4TI91WcJ2aVmH59tP8d+5OnsyMR87d5vTl+/rjpCQtIRlkRnNTY/13cXW0wdXJlga9dcthfjOoHRvnjOTYhdt4lnWnevlib/4FhBBCiFyU2czo4uKCl5fXGz3LwuLl6shdunRBo9GkWbd79+5MmjQJgCNHjrzRcyGbZhh3794drVbLwoUL8fPzy9Q1sbGx/PbbbygUCrp06ZIdzTIwYWD7DOtYmpvw9dx/6PL5AsIjc27JGFsrcyYP7aA/VqtS/s8U95p7n8z6ogf9OzXi054tGdylKWeuPgB0IbD/xGUMnPw7c/7cQ9thsxn1w+o3ar8QQgiRqxSKTO4tknXLC9auXZu9e/fi4uICwI0bNxg/fjzdunVjyJAh+sFiKysrNmzYQIcOHbLs2flZfsiMP47umm65kUbN79MH07V9Q/zDo187o70JtVrFzC+66/dbNjZK+Q+Y123PhIHtGPhhE4Z0bcbkoR04cPqGvmz0j3/Rb8JSZq3cRefR8+n99W9v9gWEEEKI3JTDmfHChQv6z3Xr1tV/Dg8P59SpU+zatYsrV65kanLD2yY/ZMb5X/cyOH71f0etVouZiRHLNh6i+Scz8PINyvY2JffzF93RqFUAmJoYpSiPfc3MOKRrM4Z1e4cBHzRh3te92Hbwor7s28Vb6fnlr8xcsYteX/1Gx0/n5dqWf0IIIcQby+HMaGVlpf9crly5dOuWKlUKtVrXF/SmA9WQTQPGn3/+OTVq1CAgIIBmzZpx48aNdOuHhITwwQcfcPfuXUqUKKGfRp2dJgxqR9vGnqmWtW1Uhe5t6hAeGUNwWBSbD5zDvsEwRk5fle3teuGrT97nyb7ZPNozi23zR2NinPZbBJnRrXVtfv2mLz+N6Yaro+FefFqtbmnFFxau3c+THA6uQgghRFZSKFUZ/mS1Bg0acOfOHebMmUPTpk1xdHRErVZja2tL7dq1mTJlCvfv36djx45Z/uz8Kj9kxsFdm9GvY8NUyxpWL83pdVNpVKs8oCAmPpEZK3bRZ/xv+qUTs719XZrhtW8O93f9zIGlX2JpbvxG9+vaug7zx/dm7pcfUbywY4rymLiXezX/vfMkF289fqPnCSGEELkpJzPj1atX9Z9LlCiBr68vvXv3plChQtSpU4fWrVtTuXJlihQpwm+//SYDx8nkh8zYpVVtvv6krf54zLwt+lVb7voEUatKaaJi4ggNj+bwuVuUaD2Gjp/OIzZZtspOPdrUxWv/HO7++xMnV0/E3tr8je7XtVVtZo/ryYIJvSlXPOWqM9ExL7/XzqOXOXT25hs9TwghhMhNOZkZS5Qoof+cmTxoZKR7ESwr+qGyZe2dmzdvMnPmTAYNGsSNGzfw9PTk/fff591336V06dJYWVkRExPDkydPOHbsGH/99ReBgYEolUrat2/PsmXL0rz3yJEjs6yd9jYWqZ7ffvgSLg7WKc4vWvcf7ZpWy7H92grZ69rg4mhD8LFfuXLnCScv32PSgo0ZLieYnEqp4NtFW6heoTgVShamVYPKKJUKkpJS/2NTKFKfoSKEEELkDwpQZ+ZFq6ybYfyCubk5n376KZ9++mmW37sgyi+Z0dYy9Q61I+duc/zSXVo29HxZ19qCNf+epE3DKnRtVTvL2pAeB1tLANwK2fHs8AJu3Pfh9JX7TFq4Ed+AlHswp0WhUPDD0m00qVWOku6FqFXJA2ONOt0ZJ6Zv+FKjEEIIkXtyNjM+fqx7ycrExITbt2/TvHlzAgMDU9Tz9vZm0KBBHD9+nN9///359hhvt/ySGS3MTfWfdxy7TrEOU7AwM8Y/KAJXR5sU9XccvsjyzUcY3KVZlrUhPbZW5tha6XKtz3/zuPXwKWevPmDq4i089A7I9H0UwKyVO3mvoSfFCjtQq5IHlmYmhEfFpHmNqXHKWc1CCCFE/pCzmbFSpUr6zw8fPky3bkREBFFRurHCwoULv/Gzs2VU0NPTE8Xz6dcKhYL4+Hg2bdrEpk2bUq2v1Wr1ewrPnj073XtnZZCr71mKFVuOplr2NCA01fMR6YSf7KRSKfEsWxTPskVp16QqRy/cYcuBc/yz5wwqlZIiznb6cOdsb4VvYBimpsaYmRgTGBzG7FW7AdCoVWyYPQJHW0v8AlN2ICqAmWO642RnlaJMCCGEyBcUoNBkokMi68eLxWvKL5mxrmcpWLkr1bLZf+yktmdprC3NiI6JY822YwBERuXO/nRKpZIKJd2oUNKN95tU5b8zN9h7/Cp/bDmKQqHAo4gTdx/rlnJ0dbTB51mI/lqtVsuSDYdYsuEQSqWCP6YNoFhhB2499E31WeMHtqNMMZec+FpCCCFE1nuNzPj06VPc3NzSrJKZJQDDw8MB3X9v27ZtS2BgIO3bt2f8+PFUqlSJ0NBQNm7cyPjx4wkODmbFihV4eHjwzTffZPorFVT5JTPWrlTC4DgqJp6o5zNtk2eu5CJyKTMqFArKFnelbHFX3m9Slb0nr3Hk3C0WrfsPrVZL2eLO3Hygy4CuTjb4+Ifor9UCa/49xZp/TwEw76uPqFCyMCcv30v1WUO7NqOuZ8ns/kpCCCFE9sjhfsamTZvqP+/YsYNvv/02zbrHjh3Tf65SpcobPzvbXlPUarX6n1ePX/3JqDx5vazUt0NDFozvzQfNa1CtXNEM69ep7EGr+pWzvB2vy9XJlo7NqqFUKiju6kjrBpUM3gT0DQyjTo3y/LXkG1YtHs9Xn/XUB+v4hESWbDjED5911e9390KFkoXxPzyf4T1a5Oj3EUIIIbKWAoVak+GPjBjnDfkhM7ZrWpXl0wbwYcta1Kti2Nl15+FT2nwynUETfqN1/+85c+Ue5Uq48mHLmlnejtflYGvJhy1qolQqKV7YgdYNKusHiyHtjkuApCQtv/1zkOmjuqBRG/6ToYSbI492z2TSkA7Z1HIhhBAiJ+RsZoyIiAB0e+t6e3szdOhQNm/eTM2aNTExMaFQoUIMGTKEQ4cOYWZmBsC0adPw8fHJkufnd/khMzasXoZ1M4fR+d1aNK2Z/p6DAEWc7ejdrn6Wt+N1WVua8WGLmhhp1JQo7ECr+pX0g8WAwWBxan5de4BpIz7E7JW9kV0cbbi65XvmfPlRdjRbCCGEyCE5mxk9PT0pX748ABcuXODff/9Ns+7cuXP1n7t16/bGz86WGcbLly/PjttmiwEfNmHAh01ISEikfq9vuXAz9X3YnOws2b90HBpN3liqueOoeew5rtv/5oHPsxTlA/u+j7GRbpp8w7qV2X3gDOcv3QZ0s0l6vleXqOhYrt31on2zajjZW1OmqDNqddbv6SiEEELkuGzYo1hkvfyUGXu+V5ee79VFq9XSfMCPHDl3S1/mFxCK3/PVaczNjDm6cgKW5ia51VQD/b5ZyuodJwB48BpLDQI4O1rTtrEnSyb35+Tle7RpWBk3ZztKF3XGKI9kYiGEEOKNZDIzuri4ZGoWcXqSD1C6u7szZ86cVOtVqlSJcePGMWnSJOLi4vjjjz/4+uuv3+jZ+V1+yowdmlWnQ7PqAHwwah7bDl1MtZ5GreLQ8q/zzAp/Y2f9zdw/9wBwzytlP2N6XBysaVSjDH9MG8CB09d5p3Z5PNwLUbJIIUxk+xIhhBAFQQ73M06ePJkuXboA0K9fP/bs2UPlyoaTWWfMmMHOnTsBaNKkCdWrV3/j52ZLT0+fPn2y47ZZpkaNGgCcPXtWf06tVnFqzWSe+AbSqM93eL/y9tzGOSPzzGAxwNHzt1+rfuMaZfB7+owqZd2ZOrwTs1bu4svZ6wD4Y8tRjv35jQwWCyGEKBAUCsXzN/syridyV37MjAqFgv1LxxEYEk6Tj6enWK551fcD88xgMcDu41deq37D6mW4/8SfMsWcmTmmO39sPsLAKbpO2mUbD7F/6TgZLBZCCFEg5HRmtLCw0H/u0qULGk3az+7evTuTJk0C4MiRI1ny/PwsP2ZGgA1zRhIRFcO7g37mzNX7BmVzv/wIN2e7HGtjRrYcOP9a9RtULcVDnwDcXez5dWJftvx3nq5fLESr1fLb+oNsmTeKiiXTXsZdCCGEyC9yo5+xc+fO9O7dm5UrV+Ln50etWrXo3bs3DRo0IC4ujnXr1rF3715AlzGXLl2aJc99K3t7fH1T34cNoIizPRfWT6PrmAX8d/oGAFOHd6JWJY+cal6muDjacO+Jf5rlv/2xjbGfdsfE2Ii7dx8z+ZP3mDG8o758075z+s9RMXHsOXaFCh5vvim2EEIIkSeoM7G3iBAZSC8z2ttYcmL1RPqOX8LWgxcA+KzXu7RtXDWnmpcpxVwdCAiOyFRdWysz1v40FAdbS/25zQdeZsb4hES2H75EnSqyB50QQogCIgczo5XVy5mk5cqlv1xxqVKlUKvVJCQkvPHMZpH90suMFmYmHFg2jsFT/9Cv+tKnfQM++aBxTjUvU0oVdc70ajTmpsb8MW0A7q4O+nPfLtqin0WflKRl638XeLd+pWxpqxBCCJHjcqGfcfny5djY2PDLL78QGxvLkiVLWLJkiUEdNzc3tm3bhodH1oxf5skB49DQUKytrXPt+TaWZuxe/AXX73ljYqyhhJtTrrUlLR93aMj0pduJjokjKZV9V06evU7PAd9iZmpCYHAYPxayZeX3g2hQrTQAZYo7c+rKPX39G/d9SExMQqXKtm2thRBCiJyhUKBIZ8ZG8noif8vtzGhhZsL62SO4/UjXSVi6qHOutSUtfTs04vZDPyKiY0hKSn+vvuCwKKp++A1LpvSjVQPdUkdlirnw75HL+jq3Hz0lLj5BZhkLIYTI/3I4M5YoUYJDhw4BZGr/XCMjIxISEkhKSsqS57/NcjszGhtpWD5tAN8Mbk9MbDzl8+CEjd7tGnDm6n3CIqJJzCAzRkbHUrP7ZOaP703nlrUAXWZM7r6XP1HRsZiZGmdbm4UQQogckUv9jEqlkrlz59KrVy9+++03Dhw4gI+PD2ZmZnh4eNCtWzf69+9v8FLim8r2np4bN25w69YtoqKiSExMTBGKtVot8fHxxMTEEBoayuXLl9m1axehoaHZ3bQM5cUAB7Dn+FUm/LIhzXKVUolHEUduP/IjOiYOAC+/YJoPmMH5dVMp71GY2WN7cPuhLycv6waN/9hylEL21nw74oMc+Q5CCCFEtpI9jPOd/JwZ8+JAMcDpK/cYOX1VmgPFCqBMCVdu3vfRn/MLCqPdiDkc/uNr6lQpyZRhnbh+z5vdx68CsHn/eUZO/5NFE/vmwDcQQgghslkOZsZKlV7Otnz48GG6dSMiIoiKigKgcOG82TeVW/JzZsyLE1IAbj54Sr9vlhIXn5BmnYol3bh69+Vs9+CwKHqOW4SlmQmtGlTm8z6tuHLnCet2nwZg/6nr9Bm/hH9mDc/29gshhBDZLhf7GWvUqKHf/iK7ZduA8bVr1+jduzcXL17Mrke8tc5df5BueWJSErcf+aU4n5Sk5cSlu5T3KIyluSm+AYZhefOBczJgLIQQIv/L5N4iMsM4b5DMmH0u3Hic7qxiLRgMFid38MxN6lQpiYmxBt/AMIOyf49cyspmCiGEELkjhzNj06ZN9Z937NjBt99+m2bdY8eO6T9XqVIlS56f30lmzD5X7jxJd7AY4OpdLxTo8mNyO49eplWDyqjVKp4FGWbGA6euZ21DhRBCiNzwFvUzZsuAcXh4OC1btsTX1zdTy+y8KvlblyKlpjXLMVW1hcRE3bJEKqUiw+ViatSoQO06lXH2KE58YhIalRJLcxMKlyuDhZ0dAY+fUNjJIieaL4QQQmQ7hexhnC9IZsxeDaqXxsRYQ0xsPACmxhqin3/OyKkr9wgOi8TWyhwbSzODMmf7rFvuSAghhMhNOZkZPT09KV++PNevX+fChQv8+++/tGnTJtW6c+fO1X/u1q1bTjUxz5LMmL1qVSyBlYUpYRHRAFiZmxAWGZOiXmq/+ev3vPENCMXZwRo7a8N+RXsb6WcUQghRMLwt/YzZMmC8aNEinj59ikKhwNramh49elC8eHHWrVvHuXPnePfdd2nevDkhISFcvHiRPXv2EBcXh0KhYNu2bWkGZqFTp0pJdi0aw/aDFylXwpWxs9fqQ11qPDyKMGDghyiVSgIS4NiDAJqUdKJt5/c4E5gIgFuF8kRdu5hD30AIIYTITpncW4T8/+ZffieZMXtV8CjMviVjWb/nDMXdHJm9ajcPvQMyde2Ow5f46MvF7Fg4mmrlinLo7E192aszjoUQQoj8Kecz4+TJk+nSpQsA/fr1Y8+ePVSuXNmgzowZM9i5cycATZo0oXr16ln2/PxKMmP2KurqwIFlX7J6+3GcHaz5e+cpLtx8lKlrD529RcdP53Ji9UTqVCnJhn1n9WVBoRHExSdgpMn2HRGFEEKIbPT29DNmy3+xXwRbGxsbLly4gLu7OwBmZmacPXuW6OhoRo8era9/9epVOnbsyL179xg9ejTvvPMOxsbG2dG0AqNxjbI0rlEWAEsLE/pPXEZMbDxNa5Xj2IU7BkvJFCnijFKp1B+fue3N0qUb8bF0wcTeEQCFQkFQohIhhBAi31OQub1F8n+Oy/ckM2a/WpU8qFXJA9Dtm9d97EIiomJpUK0U5649THfG8YFT1+n99WJ2HblscN43IJTYuHiMjTLzDyYhhBAij8qFzNi5c2d69+7NypUr8fPzo1atWvTu3ZsGDRoQFxfHunXr2Lt3LwAWFhYsXbo06x6ej0lmzH6VSxeh8uiuANSu7EGnUfMICo2kVqUS3LjvTXhkbJrXnrv+kL4TlrDn+FWD82GRMQQEh+PqZJutbRdCCCGy1VvUz5gtI4Q3btxAoVDQq1cvfYgDqFu3LgAnTpwgPv5l51TFihXZsGEDarWaO3fu8Ndff2VHs97YnuNXmbFsB2eu3s/tphjo3LIWzw7P5/tPP+S/0zdS7Dty/94T4uJe/r7Pn7/Jut2n8XnoZVCvlIMsFSOEEKIg0O0tktFPgUhy+VxBzYyHz95ixrIdHDl3K7ebYuDd+pXwPfgL88f35tiFOykGi1VKw38aJCYl8ffOU4S8spJNmWIuMlgshBCiAMidzLh8+XJGjhyJQqEgNjaWJUuW0KdPHwYMGKAfLHZzc+PIkSN4eHhk6bPzq4KaGU9fuceMZTvYe+JqxpVzUD3PUnjtm8OK7wdy/vrDFIPFilT2aPxrxwkCgsMNzrk62eDsYJ2tbRVCCCGy39vTz5gtA8bBwcEAKZbNKV++PEqlkvj4eC5fNpypULlyZd5//320Wi0bNmzIjma9kVXbjtF22Cy+mb+Bxh9P5/jFO7ndJAPGRhrm/7Uv1TINScybs4p//z3CyhVb2bhRV+/BufPcPX0G37v3UDy5w5pvZF8cIYQQBYRKk/GPyHUFMTNuP3SRFgN/5Jv5G2gx8Ef+PXIpt5tkwEijZvG6A6S2/Z+zvRWW5ibpXl/CzZETq7/JptYJIYQQOSwXMqNSqWTu3LmcPn2aAQMG4OHhgampKfb29tSqVYtZs2Zx7do1PD09s/zZ+VVBzIxHz9+mSb8f+Gb+Bt4bOovVO07kdpMMqNUqft94mITEpBRldlbm2NtY0KRRNX6d+wWzfxxF2dJFDeq4ONpwft1UgxUPhRBCiHzrLelnzJb/ahsZ6TaAtrAwnLFqbGysfxPw+vXrKa5r2rQpAFeuXMmOZr2RzQfO6z8nJCSy7dDF3GtMMiHhUfQZ/xt1ekxJMbP4hXtP/IkICWPTxn0cOXIO7fMeQq1Wy8MLl7i6/z+qOlvITBEhhBAFg0IBCmUmfvL/m3/5XUHMjFv+O6/PWklJWrYky5C5KSo6lsFT/6B2jykEhUWmWsf7WQgmGeTBd2pXwMIs/UFlIYQQIl/I5cxYo0YNfvvtN+7evUtUVBQBAQGcOnWKzz77DCsrq2x5Zn5VEDPj9kMXSUhI1B9vPnAuF1vzUnx8AqN//IvaPabg5ReYap3A0AhsbSwZOqATjg62FCnsxJhRPQ3q1K1SEjtrWclQCCFEAfAW9TNmyx7G9vb2REZGEhAQkKLMw8ODR48ecfVqyuVWnJycAFK9LreVLe7CtoMX9Mflirtk6/Ni4+IZ/eMaTl6+S6PqZfjp826o1S/XSddqtfx75BIzV+zi6Pnb+vMatYr4ZIHzBW//4DSfVczVgcFdmmbtFxBCCCFykVaZLRFHZLGCmhnTO85qiYlJfDVnHftPXadGheLMGdcTUxMjgzp7jl/ll7/2svvYy85SY42a2FReNnz2ylKCyTk7WPNpr5ZZ13ghhBAil0lmzB8kM2aNKb9uZut/56lQ0o35X/fCysLUoPzQ2Zv8uvYAG/ed1Z8zNdak2MYEQKtUGswetrQ0Q6lUkpSUhK2VOeP6vZd9X0QIIYTIYW9LZsyWb1m1alUeP37MwYMHGTBggEFZqVKl2L9/P2fPnk1xnY+PDwBJSSmXO8ltEwe3JzQ8iq0HL2BpZoKRJnv/QH5c/i9LNhwE4ModL+ITE5n/dW99+bDvVrJ0w6EU13mWLcKZqw9TvaeJkYaY53sZN6pehvZNq1G/ainKFHfB3NQ4y7+DEEIIkWtUqozriFxXEDPjpz1b4h8YxtrdpzDWaLI9Yy1ad4A5f+4BdJkxLDKaNT8O1ZdP+GUDP/6+I8V1FUq5cf76w1TvmTwz1q5Ugo7v1KBRjTKULuqcomNRCCGEyNckM+YLBTEz9mnfgCe+gSzffBSlUoF1NmesNTtP8t1vWwFdZnwWHMbOX8foy2et3MWXs9eluK50MWcu3XqS4vzDR0+5d98LjxJuAPg/ecqUoR1oWqscpYo6Y2tlnk3fRAghhMgFb0lmzJYlqd999120Wi3r1q3jn3/+MSirVq0aAEePHuXhw4cGZX/++ScAzs7O2dGsN2JspCEiOhbfgFDuPPajz/glWbaPsVarZdQPqynUeAR1e07lvpc/95/4G9RZsv4Qxy7oZhInJSWxfPORVO+V1mAxQExcPP06NuLYqgnsWzqOET1bUK18MRksFkIIUcAo0CrVGf5A/l8qJr8riJlR/Xy1Fx//EB54P2P496vYcfhilt1/4oKNODcZQbUuE7l614v7XoaZccPeswbPW7Yx5QuGQJqDxaDLjF3ercWBZV9yZOUERvdpRY0KxWWwWAghRAEjmTG/KIiZUaFQoFAo8fIL4vHTQL6eu55V245l2f1nrdyFa9ORVOjwFaev3EvRz7j/5HWD56WVGVMbLAbdKjfjpyzm6pnL1C1qy6DW1RnXvy21KnnIYLEQQogC5u3JjNkyYNy7d2+cnJxISkqiW7duNGzYkGvXrgHQvn17jIyMSEhIoEWLFqxatYpNmzbRunVrzp8/j0KhoFGjRtnRrDd2+dZj/WetVsvcP/fw2YzVHDp7M1PXX7z1mD93n+X0HR8SEpN4+iyEw2dvsXLrMRau3U9wWCTnrj/k0+l/0rVVbYNrtVot+0/p9mNRKpUUdrTVlyleY230YoUdqFmxRKbrCyGEEPlSZvYWEbmuwGbG24Yda0s3HGLUD6vZeeRypq6/fs+bcbPW8sPS7QSFRvAsKIzDZ2+xaf/Z5+ciuXrHi0FTlvNhi1ooX8mC+05c0392K2T3f30HV0cbGlQr/X9dK4QQQuQbkhnzhbclM/717wlG/bCaDXtTzpZOzb0n/kyYt55vF23BLzCU4LBIDp+9xb6T1/hy9joCQiK480g36aV9s2qoVYZ/z3uTZcYi/0dmTEhI5P79Jziay0QUIYQQBdxbkhmzZV1lU1NT1qxZQ5s2bYiNjeX48eOEh+v2Q3N0dOSzzz5jxowZ3L9/n759+xo2SK1m9OjR2dGsN2ZlaWZwvGn/OQAWrz/IoeVfpTsQu+f4VTaevEX7Ng0ITIQdl58w8LOfCQ6NxEhtOJ09ICSCVg0q0/O9uqzecUJ/vlq5YvrP62YOY/j3qwiLjKZF3YosWLMvw/Y721vTp12DzHxVIYQQIv9SZHJvkfz/4l++V1Az46tLCu44fAmAX9cdYMfC0TSvUyHNa09dvkfTftNJSNQtnThv9R7iExMJDY9G/coSSAHB4dT1LMnQ7u8w/6+XWbBqssy4avogBk9dzrPgcN6tV4n5mciMNpZmDOzcNMN6QgghRL4mmTHfKKiZ0d7GcCbu/pPX2X/yOgvX7ufPHwbT5d1aaV577Z43dXpMITYuAYC5f+7GWKPmWUgEqlcGhgOCw6lY0o0Jg9oxeeFm/flq5YrqPy+e9DEDpyznydNA3q1fiYVrD6DVagFQKOD5RwPmpsYM79Hidb+2EEIIkb+8RZkx2zbibdq0KRcvXmT8+PH8+++/eHh46Mu+++47fHx8WLVqlcE1xsbG/Pbbb1SpUiW7mvVGVGnM5E1ISOTI+dvpDhj//Me/DB7aTX9sZGpCETdngkPvEZeQ+PIZKiUjeurC1uJJH+PuYs/Vu96839iTto099fWqlS/G8T+/0R872lqy+cA5yhZ3pX7VUkyYt57Y+AQaVC1F53dr42xvRf2qpWUpQSGEEG8BBSgzs7dIAUhyBUBBzIxKVepvlmq1Wg6euZnugPGslbv0g8Wge5HwhYTEl5lRoVAwqte7APz8eTec7Kw4feU+zWqVo3e7+vp6ZYu7cHD51/rjEm6OrNp+nKIuDrRtXIVxs9YSER1LrYol6N6mDs721tSrWgo7a4vX/+JCCCFEviKZMT8piJkxtUHYFw6euZHugPGCNfv0g8UAYZEx+s+JiYZ7Nr/IjF8PaIeFmQmHzt6idqUSjOz5crC3qKsDuxd/oT/2LOvOr2sP4OxgTffWdRk7628CQiKoVq4oPdvWw8XRhrpVSuJkZ5Xp7yuEEELkT29PZlRotenFk6wRHR2NqWnKgcoTJ06wfft2AgMDKV68ON27d8fd3T27m4ObmxsAXl5er3Xd13P/4ec/dqY4rwCc7Kwo7ubI0qn9KV3UcG+U3ceu8P7w2Sz4+TPcCjsBun2IR46dyxPvl3uIjOr1Ln3aN6CCR+HX/EZCCCGEgOf/jU9K5P7lMxnWLVG5JihVr50HRPYpKJnx5z928vXcf1Itc7KzxK2QHYsnfUyVMobf4eSluzTpN52kpPTj+ScfNGZg56Z4lsn+34EQQghREElmzN8KSmZcvukwg6b+kWqZo60lhRysmf91L+p5ljIou37Pm5rdJhOfbAJKarq1rs2IHi1kazohhBDi//S2ZcZsm2GcXGohDqBu3brUrVs3J5qQJaYO64RSqWDBmv1ERsfqz2sBv6Aw/ILC+GTiMg6vGG9w3e5jVwD4ad4ahg3ohK2NJVWK2BERHqmvo1GrZLBYCCGEyCrKgrF3yNumoGTGz/u0IiExkZkrdhEaHmVQ5h8Ujn9QOD2/XMTVTd8blO07ed1gsFilVDK2Xxv+2HKUp89CAFAqFfRqW18Gi4UQQoisIJkxXyoomfHjjo2Iionju9+2GqwqA/AsOJxnweF0Hj0f7wNzDcoOnb1pMFisUCgY0aM5Ow5f4t6TlxNTurWuI4PFQgghRFZ4SzLj2/Ets4harWJkz5a0aVg5zTovOvOS8yyr69B7+NiXL75ZiM+tO1Qp6si9nT8xqldLurxbiy2/jJLBYiGEECIrKBSgVGf8k8ZWE0K8KYVCwaDOTencsmaaddLLjC+M6NGcKcM6cWvbDL7s/x4ftqzJ2p+HUdezZFY3WQghhHj7SGYUeUDvdvXp9X79NMsDQiKIjYs3OFe5dBEUyf4ue71fj5/HdOfKxu+YPLQDH7asyfJpA2jTMG8uxS2EEELkK29RZsz2Gcbx8fHcvn2bkJAQEhPTXyoluUaNGmVjq/4/D7yf0bD3d/gHhRmct7E0I+T57JGBnZumuK53uwYEh0Vx4NR1alQszhd92wBgYWbCj6O7pagvhBBCiDejVebIIioiCxWkzOgXGEqDXtN49DTQ4LytlTnBYboVZlLLjG0be/LrN33YdvAC5T0KM2lIBwBMjDVMHf5BtrdbCCGEeNtIZsx/ClJmDA2PomGf77j54KnBeTtrc4JCdZmxb/sGGBtpDMrrVy3Niu8G8PeuU5Qo7Mi3I3Q5Ua1W8fWAdjnTeCGEEOIt8rZkxmz7lt7e3nz++eds2bKFuLi417pWoVCQkJCQTS37/63efsJgsNjB1oK+7Rvy6UctOXT2Fqcu3+PnP3by69r9LJ3Sn2a1y+vrfvpRSz79qGVuNFsIIYR4yyhAkZlFVPL/m38FQUHMjBv3nTUYLLa2NKVX2/qM6/8eh8/d4sKNx/yx+TB/bjvG/PG9ad+0mr5u/06N6d+pcW40WwghhHjLSGbMTwpiZtx59LLBYLGZiRE936vHhEHtOH7xLlfuPGHZxkO4NB3Jj6O7GsxE7ta6Dt1a18mNZgshhBBvmbcnM2bLgLGvry916tTBx8cHrVab8QX5hIOthcHxu/Uq8f2nnQGoVq4ovb5ajFarJTgskm5fLMRr/xyMNG/HmwdCCCFEnqJU5XYLRCYU1Mxob2NpcFzfsxSzxvYAoEmNsvQdv0S/71yvLxfzaM8sbK3Nc7ydQgghxFtPMmO+UFAzo4OtYWasVKoICyb0BqBt4yr0n7iUqBjd4PigKctpWK00xQo75ng7hRBCiLfeW5IZs2U0c9q0aXh7ewNgaWlJ69atcXd3x8zMzGCPjfzmk06NOXX5Hv8euUzFkoX1S76AbhmZ5KE1JDyKmt0mc2DZl9jbWKR2OyGEEEJkAy2ZWypGS0F49y9/K6iZsXPLmhw9f4u1u05T0t2Jn7/ori8Lj4rRDxYDxMTFU6vHZP77/SvcCtnlRnOFEEKIt5JkxvyjoGbG5nUqMLbfeyzdcJDCTrYsmNBLXxYTG68fLAZISEyiQe9p7F/2JWWKueRGc4UQQoi30tuUGRXabHg1r0SJEjx8+JAiRYpw4sQJXF1ds/oRb8TNzQ0ALy+v/+v6Z0FhdPh0LmeuPsDK3BRjIzXWFqY88QsiNs5wiZtvh3/AuP7vvXGbhRBCCJExNzc3tFotd+7ey7BuqZIeKBSK/zsPiDdX0DNjeGQ0nUb9wqGzN7E0N8HYSI2NhRne/iFExxoupTi6dyt++KzLG7dZCCGEEBmTzJi/FPTMGBsXT9cvFrLzyGXMTY0wNtJgY2mGb0AokdGxBnX7tG/Aksn93rjNQgghhMjY25YZs2WGsY+PDwqFgpEjR+a5EJcVpi/dzpmrDwAIi4yGSHgWHJ5qXbU6M2ubCyGEECIrJRWgpeoKsoKeGef+uZdDZ28CEB4ZQ3gkBARHpFpXpZLMKIQQQuQ0yYz5Q0HPjMs2Hubfw5cAiIiKJSIqlsCQ1DOjWjKjEEIIkePelsyYLSnDzk63nJ67u3t23D7X7TxyKd1yCzNjAOpWKcmgzk1zoklCCCGESCZRm/GPyH0FPTPuOHwx3XILMxMAKpcuwme93s2BFgkhhBAiOcmM+UNBz4z/ZtDPaPk8M5YqWoivB7TLiSYJIYQQIpm3JTNmywzjWrVqsW3bNm7dupUdt891Xn7BONpZ0eP9+sTExrNq82H9viImRhp2L/4CjyJO2FnL3sVCCCFETtMCiUkZJ7WCsLdIflfQM+Pdx35plqlVStbNHEbVskWxszbP1/vvCSGEEPmRZMb8o6Bnxqt30l66UqlQsHRKPxrXLIutlWRGIYQQIqe9TZkxW2YYjxw5Eq1Wy6JFiwgODs6OR+QqJwcr/pk3ilF92vDlwPYs/W6QvmzRxL7UrFhCBouFEEKIXPS2vPmX3xX0zGhnbZ5m2Q+jutC8TgXsbSyk408IIYTIJZIZ84eCnhmd7K3SLBvX/z06Nq+BnbVkRiGEECK3vC2ZMVsGjJs1a8a4cePw8fGhSZMmHDt2LDsek2vWzRxBUVdH/XHdqqUx0ugma5cqWog6PaZQtOVovpy9LreaKIQQQrzVtFpthj8i9xX0zLhgQp80y6qUdadx3+8p2uIzhk5bIX+TQgghRC6QzJg/FPTMuPK7AWmW1ShfjFaDf8K9xWf0+moxCQmJOdgyIYQQQsDbkxmzZUlqgOnTpxMWFsavv/5Ko0aNsLOzw8PDAzMzswyvVSgU7N+/P7ua9saqlnHnSWA4arUKgHuP/YiLTwCgzeCZOBWyY8TAD9CiZeW/J+ndpk5uNlcIIYR46+SlN/vi4+OpU6cO58+fp0qVKly8eDG3m5SnFOTM2KBqaextLAgMiUhRNnPVbiqWL04iCpZuOERCfCK/TemXC60UQggh3l55KTOK9BXkzFi2RGGKONvxxDcoRdnE+euJjo7BPyiMtbtOER4ZzeZ5o3K+kUIIIcRb7G3JjNk2YDxlyhSWLFmCQqFAq9USGBhIUFDK4PMqrVab55dYufXwKUOmraRXh0bExMbx87LtADjZWRESEcX34/tj83xJ6qioGJKStCiVefs7CSGEEAWFVpvJvUVyaHOR7777jvPnz2f/g/KpgpwZfQNDUz3fsWUtJo3qhkqlJCkpidHT/mDl9mNM/6wL9jayrYkQQgiRE/JaZhTpK9CZMSA01TZ+2Lg8C4e9g4WpEYevPKH9pA3sPHKZRz4BFHV1yIWWCiGEEG+ftykzZsuA8YYNG5gyZYo+xL1QEKZlJyUl0X7EHB76BHD8wm39eVMTDf5BYTg62OgHiwHMzEyIT0rCWKnKjeYKIYQQb6W88ubf+fPn+e6773K7GXlWQc6MAB9+Ni/F7GK1SoVnheKoVLqdYZRKJc3qVWL/sct4+QXJgLEQQgiRg/JKZhTpK+iZsce4hTx+GmhwTqGAr7vWxsLUCIBGlYrQsX5p/j54gwfez2TAWAghhMhBb0tmzJYB4wULFug/d+/enYEDB1K8eHGsra2z43E5qvfXv/HQJyDF+eiYeAACg0K5cfsR5UoXBeDRE18albDP0TYKIYQQb7ukPNB5FBcXR58+fUhISMjtpuRZBTkzjpy+isu3vVKcT0hM5PaDpwbn7j/yRaNWUaaYS041TwghhBDkjcwoMlaQM+PkhZs4ev6OwblebWrxXoOKWFuYGJxPSExCoVBQtWzRnGyiEEII8dZ7WzJjtgwYX7t2DYVCQadOnVi9enV2PCJXhEdGs2736XTrJCVpGTd1Ka3eqQloeb9OuTy/9I0QQghRkGjJ3Jt/2R31Jk2axNWrV7GxsSEkJCSbn5Y/FdTMqNVqWbbxcIrzNWpVol7D6oSGhPP7+gNULu3OxesP+WP9f0wa0h4TY00utFYIIYR4O+WVzCgyVlAzI8CyjYcMjtvUr8DCL7vpDhJiiQ72w9RIxb+n77H5+B1G9miBtWXG+zYLIYQQImvkZmYMDQ1l0aJFbN68mRs3bhATE4Orqyt169alb9++tGjRIkufly0DxpGRkQC899572XH7XGNmYoydtTlBoZHp1nO2t6R6iUK8W78SVcq451DrhBBCCPFCYi6/+Xfq1Cl++uknAObMmUPfvn1ztT15VUHNjAqFgsJOtgar0ri5u9CzT3uUSt1S1Deu3+N/7d13dBTl/sfxz6bSO4QSKUovUgSkSFWq4QpBBRGkinBtcFEU4Qr3h4jYQPmJgApcRCk/QAGJiAIiRYgQqQIqBENCSWgJEFJ3fn8gC0sqZHdns/t+nTPnzM48M/NNzDl83OeZ5/n3O19ocGhbbVk4Xk3rVTOrXAAAvJbZmRG546mZUZIqlSupM+cSbJ8b1gy+cdIvUNv/StLYD1copEMz/fDpK2rVqIYJVQIA4N3MyIzh4eEKDQ1VTEyM3fHIyEhFRkbqyy+/VGhoqBYsWKCiRYs65Jk+DrnLLSpXvtZJmpqa6ozbm8bX10fzJg9ToQIBmZ4f3K2xds0Zrm/efFIvP9WJzmIAAExiGDlvzpKUlKSBAwcqPT1d3bt318CBA533sHzOUzOjJM17Y5iKFb4xjWDZcqVsncWSFBRUWslpaerRvjGdxQAAmMTMzIjc8+TMOHfSYJUqXtj2+cddvystLd32+fvwwzp59rJC2jaisxgAAJO4OjMePXpUnTp1snUWt2zZUu+++64WLVqkSZMmqWLFipKklStXqm/fvjIcVIBTOoxDQ0NlGIa++uorZ9zeVJNnr1JiUortc2CAryTp3ruD9OFz3VSncllVLVdE6RdjzSoRAACvl27NeXOW1157TUeOHFGJEiU0d+5c5z3IA3hyZpz6yRolXEmyfY7+K0aXLt2YpWbvr4cUd/6S+oz5XzPKAwAAMi8zxsfHa9q0aWrZsqVKlCihAgUK6O6779aTTz6p77//3jkPzcc8OTO+M/9bu5kMfzkUpR7/mq0ZX27U0298oQ+X/Kj4y1fV88UZdh3JAADAdVydGV988UUlJFybgWTcuHHatm2bxowZoyeffFITJ07UkSNH1KZNG0lSWFiYvvnmG4c81ykdxqNGjVJQUJC+++47zZgxwxmPMMWVq8na/dtxu2PJKdfCWqWyxeTjc2OtYiPd80Y9AgCQHxjGtalictqc8cbIli1b9MEHH0iSpk+frkqVKjn+IR7EUzOjJG3edcTuc1zcRb3/1qf6esX3Wjhvpb5ece3L4BNnLjhsJCgAAMg9szJjeHi46tWrp1dffVU7duxQfHy8kpOTbVMLdu7cWb1799alS5cc++B8zJMz40+7Dtt9TktL19Y9R/Xv2d9oyfrdtuMXEhJ1+Wqyq8sDAMDruTozRkVFKSwsTJLUsGFDvfHGG7JYLHZtihQpYpeJFi9e7JBnO2UN4zJlymj16tUKCQnRmDFjtGzZMvXt21d16tRRqVKl5O/vn+M97r33XmeUlieFCwaqfo1gHfgjOsO5bfuj9GfMeVWvVEqS5FOomKvLAwAAf0tNd30H3JUrVzR48GBZrVZ1796ddYtzwVMzoyTd3+BubYn43e7Y+fPx2vTDz3bHnurROkPwBwAAruHqzHh9esHrb4y0bNlSvXv3Vvny5fXnn39q7ty5OnnypFauXKmkpCR988035AR5dmZsfu89WrUxIsd2PTvepxJFC7mgIgAAcCtXZsbY2Fg9+OCD+u233/Too4/aLW92s/r169v2jx8/7pBnO6XD+PraIikpKTIMQzt37tTOnTtzfb3FYlFaWpozSsuztR/9S7V7vKKryfZvECckJqv9qPna+um/dE/VCvIJLJzFHQAAgHMZsuZqWJ+hU6dOKzg4OMsW0dEZB4llZezYsTp69ChTUd8GT86My957TnUfGacLCVcyPf/Mox30UKt6+kf7xi6uDAAAXJP7zCg5ptP21ukFp0yZYtchPGbMGHXv3l1btmyxTS/Yo0cPhzw7P/PkzDjvf4aqwYFjOhl7MdPzj3ZuptCHmqpXx/tcWxgAAPibazNj06ZNc7VESWRkpG2/QoUKeX6u5KQpqaOjoxUdHa34+HhJkmEYt725qwplS+jDcf3lm0mv/oXLSXrstQV0FgMAYCJDUqrVmuPmyLSxYcMGffzxx5KYivp2eHJmLF2iiOZMHKQA/8zHZ67csEuPdGjCW0MAAJjE1ZnRzOkF8ztPzoxFCxfUvP8ZpkIFAjI9v3bzXj3SvrF8fZ3yFS4AAMiBGd8z5iQtLU3jx4+3fe7Tp49D7uuUN4wHDhzojNua7srVZP0ZdUbJKWlZhs3oM+ddXBUAALiZYeRuqhjDuDYC73beIs5MQkKChgwZIsMwmIr6NnlqZkxKTtWR46d05WqyDMOaaZtz8ZdltVqznFoIAAA41+1kRkcwc3rB/M5TM2NKapoOR55S/OXELNtcTU7RlaQUlchiECIAAHAuV2fGrKSkpCgmJkabN2/WjBkztHfvXklSr1699OijjzrkGU5JG/Pnz3fGbU0VdeqcOg55S1Gnz8nHYsnyFfQqFcu4uDIAAHCrVKvrxvX961//UlRUlIoXL85U1LfJEzNj3PkEdRj6ln4/flo+PhZZs/hbrFi2BJ3FAACYzJWZ0czpBfM7T8yMl65c1UNPv61fD/2VbWYsUbQQaxcDAGAyV2bGzFy5ckVFihSxOxYQEKBXXnlFEyZMcNj3SwxPy6WPFv+gqNPnJCnb+cofalnPVSUBAIAspLsoyH377bf67LPPJDEVNa6Z99UW/X78tCRl+cWfJLVqVN1VJQEAgCy4KjPmlrOmF4T7Wbpup3499Jek7DNj/er8/wUAAGbLbWY8deqUgoODszx/p7McnjhxIsOxlJQUrV+/Xm3atFGnTp3u6L634rWGXAoM9Lf7XLRIwUzbsQwdAADmura2iJHj5oivB5cuXWrbHzJkiCwWS6bbdXv37rUda9++vQMqgLspcEtm9MkiHAb6+2d6HAAAuIYrM2N2UlJSFBkZqQULFqhp06ZasWKFJMdOLwj3ExhwS2b0yTwzFi1cwBXlAACALLhDZvT19dU777yjpUuXatasWerSpYskaefOnerSpYs++eQThzzHKW8YR0VF5fkelStXdkAljjN6QBf98PNBHT5+WtMmDVe1KhUVc+qsxk/+RLFnL9raTV/4nZ7q8YDq3sMIQAAAzHBtbZHM1429tR3M5YmZ8ene7bT2pz368ZfD8vP1UVoWf4uff7NdTz/aXi0a8qYxAABmcIfM6KrpBfM7T8yMfbver6827NY3m/fIz89XaWnpmbb7dut+hW3Zq+5tGrq4QgAAIN1eZqxQocIdv0WcnRo1auill16yfR45cqTmz5+voUOHyjAMPf/883rwwQd199135+k5Tukwrlq1qt3bNLfLYrEoLS3NgRXlXclihbV90b/126mLOnk5VZJUqUIZ9XvsIc34eLmtnWFIf0SdocMYAADTGLlcWyTv3/698MIL6tmzZ47tevXqJelaRpo+fbokqUyZMnl+fn7niZmxUMFArZ87Vu/MX6vxH67Itu3hyFN0GAMAYJrcZ8b8Pr1gfueJmdHf308rZ7ygT1ds1j/f+G+2bQ8dO0mHMQAApnHd94y3Y/DgwQoPD9fs2bOVnJysOXPmaNq0aXm6p9PWMDY89LWdW0d3+vn52n0ODPRTi3vvcWVJAADgFlYX5ZAmTZqoSZMmuW5fvHjxXHUwexNPzYxS9l9q+vn4qF2z2i6qBQAAZMZVmTEr16cXrFy5ss6dO6dVq1bpu+++s00vOGfOHD399NOm1uguPDUz+vlm/xa5xSJ1btXARdUAAIDMmJ0ZszJixAjNnj1bkrRt27Y8388pHcb/+Mc/chz5l5SUpPj4eB06dEjx8fGyWCxq3ry5hg0b5oySHOZk1Eml+AcquGxJnU24omVf/Wh3/pH2TRRUurg5xQEAgGtri6TnHOTcM+p5F0/OjC0bZj+A8IGmNVWtUlkXVQMAAG51O5kxv08vmN95cmZ8oElNtawXrJ6ta+voyQv6ZO1uu2nQ61cPVoMaWb/dDgAAnMudv2esXfvGiwixsbF5vp9TOoy//vrrXLc1DEPfffedRo4cqfDwcHXv3l3//ve/nVFWnu0+GKk5yzbqvXFPSZJKFSyu++tXU1T0GVubK1eTzSoPAAD8LdWa89oiMJ+nZsbDkaf06L/+N9s2SUmpLqoGAABkxR0zozOmF8zvPDUznjh9XmOmLlDY1P4K8L82g2GlMkU1ccGPtjYpqe41lTYAAN7IlZnxyy+/1KpVq3T06FEtW7Ys24GDSUlJtv2iRYvm+dnZz3viAhaLRV27dtW6detUsGBB/ec//9GOHTvMLitT//n4azWqW83uWOsmNe0+j+z7oCtLAgAAtzAMyWo1ctzcdDYZZCE/Zcapn67R+fgrdscGhtyv5W8/rckjeygwwE/PPNbBpOoAAIDk3plxxIgRtn1HTC/oTfJTZpy+cJ2qBRWzdRZLUofG9t87Du7V1tVlAQCAm7g6Mx4+fFjLli3T7t27FRYWlm3bmzNOnTp18vxs0zuMr6tVq5YGDBggq9WqmTNnml1OBmfOxWv/n9Had+Qvu+P7fz9h2w8OKqVK5Upq18FIj11bBQCA/CDVauS4IX9y98x48VKidh2ItDvWpWVd/e8rfdWlZV2N6tdRH778uJo1uFvh+48qPd393mwCAMBbuGtmdPT0gt7I3TPjlavJ2hLxu37985SsN/2dRfxxyrZfINBfPTs20Y69f/KmMQAAJnJlZuzevbttf9asWUpPT8+0nWEYdrPQ9OrVK8/PdsqU1HeqVatWmjNnjrZs2WJ2KRn0G/uxYs5c0IrvwlUwMEAtG9fUr78d17wVP9ranI+/pMaPXpvmpnenpvpy2sgc11gBAACOZUhKyUUnnCu//mMgmWO5c2Z8etI8/RF1Y7mSVwZ20ojQ1pI1XbL4SBaL7gkuqwa9xsswDD3Uop5WzxwlPz/fbO4KAAAczdWZ0czpBb2VO2fGf739pfYeiZIkDZi6Ur3b1tXRmPOa+uWNWlNS0lSv52tKT7eqeYO79f3csSpYIMCskgEA8EquzowtWrTQAw88oK1bt+rQoUMaPXq0PvjgA7u+RqvVqtGjR2vTpk2SpMaNGys0NDTPz3arDuPk5Gvr/8bFxZlcSUa/Ho6y7S9avVWLVm/N0CbxprXoVny/S/uGnlDDWpVdUh8AAPibYSglLRdvbdKJm2+5c2bcffDG28UPt66nCUO63DhpWCWLr9Zu3W8bRPDDjoPa+uvvat8s71MHAQCA2+DizHh9ekFJCgsL03PPPZdlW0dPL+it3Doz/nbctv/11sP6euthSVKRggFKSUuXYUiGDFnTr/39he8/prAt+9S7U1MzygUAwHuZ8D3jJ598olatWunChQuaOXOmdu7cqf79+6t8+fI6fvy4Fi5cqAMHDkiSSpUqpWXLljnk5VW3mZJaklauXClJKlOmjMmVZFS5Qukc2xQIuNH/brFYVKRQAWeWBAAAMmFISrcaOW50F+df7pwZq1Ysa9sPDiphd+70uQQNm7xIC1bbr6NXlMwIAIDLuTozmjm9oLdy58xY/a4gu8++PhYt/vejOrPyZR374kU1rlFBZUvav11erAiZEQAAVzPje8batWvrhx9+UJUqVSRJ4eHheuGFF/T4449r7Nixts7iOnXqaPv27apevbpDnusWHcZnz57V888/r3Xr1slisahNmzZml2TncmKSTp+9mGM7Pz9fFSkUqMAAP7016jHdc1c55xcHAAAySEmz5rgh/3H3zHg1KUXRsedtn8O2/aazFy/bPr/13++1dP1uXU1OVYmiBeXv56tXh4XovnrVzCgXAACv58rMeH16QUm26QVvXbbEarVq1KhRDp9e0Nu4e2ZMTknVsRj7takfbVdX/2hVS5JUrkQhvfNMJ11ISFSZEkXl5+erEY93UKeW9c0oFwAAr2fG94xNmjTRwYMHNX36dLVp00YlSpSQv7+/goKC1LVrV82bN0/79u1TrVq1HPZMp0xJ3aRJk1y1S0tLU0JCgmJiYmS13viFZjctj6t9sGi9Jnz4f0pOzTjys0Cgvx7ucJ+sVkPfbNqly4nJ6vZAA/3fe88pIMDfhGoBAIBhKFdBjRmpzedJmfHz1Vv13Juf62ryjSVKTpy5oNbDpqtj05o6FnNW2/ddm646KSVV99WrqrUf/UuFCgaaVTIAAF7NjMxo1vSC+Z0nZca1m3/VgNfm6nJist3xQH8/yTBkSUmUxZqm+6sU1X33lNVVw1+H10xVsSKFTKoYAADvZub3jIULF9aoUaM0atQox988E07pMN6zZ89tBdqbR1SOGzdOrVq1ckZZt+3/1ofr5feWZDjuY7HonTF9FFQxSE3q3y1JerjjfRr26ix9u3W/+r82R8vedZ8wCgCANzGUyyDn/FKQA0/JjD/+ckhDJ87L9NzYISEaNe2LDMe3/fqHHnlhhr7/5BVnlwcAADJhRma8Pr1gaGio/vrrL4WHhys8PDxDuzp16uirr75y2PSC+Z2nZMa9R6LUa9TMTM+1vr+Rok6eVdVSAZIkP1+Lpg5srQ6vrdCDQ6dp5+KJ8vFxi4kiAQDwKt70PaNTOowlZZhWJzMWi0WBgYEqV66cmjdvrqFDh6pLly7OKum2zfj8u0yPWw1DA3u2VWzijTdIWjWppdIliurcxUtatTHCVSUCAIAMDKVZcxPTPCHK5X+ekBk//OL7LM+1a1o7y3Obdx1RUnKqCgQyMw0AAK5nTma8Pr3gJ598opUrV2r//v26cuWKSpUqpcaNG+vxxx/XgAED5OfntK/s8iVPyIyfLP8xy3ON61bV2/OWa9bIDrZjvj7XOsn3/n5CZ84lqELZEk6uEAAAZOQ93zM6JX3ePO1LfpWWbtVLI3qrQGCgvtvyq2YtDLOde77fQypSMFBnLifL8vfovgvxl5VwOdGscgEAwN+Ykjr/8ITMePFSon47GpPpuScfbqna1SqodPHCOhd/JdM2dBYDAGAOb5peML/zhMyYeDVZuw5GZnque9uGurfmXQo/dl5bDsaoTb1KSkhM0YRFP9vaFCxAZgQAwAze9D1jvhiueOLECW3atEmS9NRTT7nkmacSklTz7mBJ0tN9O+vI0Wht2LZP9atX0sBH2qhp34kqUCBQo4aEyGq16t1PVis17do6x8VZVwQAAFOlpOf/L5Vw+8zIjOM/WK5j0XEZjt9zVzmNfqqr2g1+k85iAADcFJnRO5mRGad+9o0iDv2V4XhwUElNfOYRdRv5ng4ePaUur3+lymWL6lxCki4nXZvZ0M/XRyWKFnZJnQAAICNvyYz5osM4IiJCgwYNko+Pj8uCXGq6/XCAoDIlJUkH/oxRyLPv6/TZeElS/9EfZLi2cKFAHTl+SrWqVnB+oQAAwI4hKT0XU8V4wMA/3MKMzBh95nymx4+eiLXLjJkpXCBAvx7+S41rV3FWeQAAIAtkRu9lSmY8nXlmjD5zQf94YYbOnEuQdO3tpL9iL9m1CQzw09aI3/VAk5pOrxMAANjzpszoY3YBtyM365U4SslCN974uJKYpE0/79fAh5tr1tjH9GDT6tleG3Pmgp6b8rmzSwQAAJkxpJS09Bw3j0hyyJQrM+PARx6Qz9/ry/n7+dqdy66zWJLOxV/R0Nc/c1ptAAAgG2RGr+fKzDigR2tbVvT1tf869npncVauXE1R/1dnO602AACQDS/KjPniDWMzlCwUoEA/H6WkWTVhwWp1bV5DM1/qLUl6qnszpacbWvJ9RKbXlilZVKfOXtSfUWdUvXKQK8sGAMDrGTJyt7aIJyQ5mC70oab6edHrOvBntH49FKlmtYLVvXU9HTx2Sv0mzNfJuOw7jQ8djdHeI1FqWKuyiyoGAAASmRGu1fH+utq5eKIifvtLkSfjNGXO6tu6/mTcRW379Xe1bsxbxgAAuJI3ZcZ89YaxqxUK8FOJQgFav22/Wjaoaneu9b3VMr2mX0hr/bx0stZ99pp2HMy4NgkAAHAuw5CS06w5bi58oQAernGdKhrQo7UaVq+o0I6NVCDQX/fVqaw3RvbI8dp0q6H2g6fKavWO9XAAAHAXZEa4Wv3qwXrqH621/8iJO7q+8/B3lJSc4uCqAABAdrwpM9JhnAuBAX7avi/S7ti2fZHy88346xs/spdtapn299e99io6AABwqXSrkeMGOFrZkkXtPpcoWkiS9PeM1Vm6cjVZG8MPOassAACQBTIjzOBjyTwcZnHYJjUtXcu/3+WEigAAQHa8JTMyJXUuxJ5L0IK14bIahlrUr6qte49pyfcRCipdTIlJKbp0JcnWNi2dt0MAADCTIeVyqhjAsd5a8J1qVS6j4HIldTU5VR8u2SRJ8vPzVYmiheTv56s5r/VT1Yqltfi7XzTls3W2azMbiAgAAJyHzAizHI2Oy/S4YUjVKpVRZMzZLK8tVCDAWWUBAIBMeFNmpMM4B+fjL+tCwhVJ0sKwX7Qw7BfbudIliigl7qJd+3/PWKppLz+pwAA/Xb6cqOBSRVxZLgAAMKS0XAQ5j0hycBvp6Vbt2HdMLQe9q3trVtKx6LOKjr0oSbo7uJziLiRo1kt91e6+GpKkVwd10e5DUVq3/Tc9eH9dtWta28TqAQDwQmRGmORw5MlMj9eoEqT4S4lZXtekThU90qGJs8oCAACZ8aLMSIdxDgID/OXr66P0W94cLhjor9+OZgx4qzfu1ndb96lIoUD9smSSi6oEAADXGTIy/LudVTvAUXx8LCpYIEAXL1/VTxF/2o4HBvjpcOQpSVKFMsXtrrn++b2Xn5AlpzkIAQCAQ5EZYZZSxQrrzPkEu2P+fr76468z2V73/th+tmXwAACAa3hTZiRl5KBwwUB99j9D5XPL4nNXk1OzvCY5JVV9u92v4KBSzi4PAABkwrAaOW6AI1ksFn3x1ogMU0snp6TZ9j9btd22fzLuosK2HdTjXZqr7j2VXFYnAAC4gcwIMyyaNkIFAvztjqWmpWd7TaeW9dSqUQ1nlgUAALLgLZmRDuNc6Ne9pS7tmKP+Ia1UtHAB23E/Xx/5+/tmeo2vD79aAABMYUjpaUaOmwcM/IObCWnXSFd++UTPPNZeJYoVynB+3qrt6vjMDA2etFAPDH1PZ84lyN8v8ywJAACcjMwIk7RrWlsJO+dozMCuKl0id0vZkRkBADCJF2VGejVzyd/fT/MmD1NIu0aSpJ6dmuuXr9/R7lXvashjHe3aWixS51YNTKgSAABI19aTzWkDnMFisWjma09p0CNtMj3/y29/afmGXxV34bIkqUtrMiMAAGYhM8JMU0c9rleGPJyrtmRGAADM4y2ZkTWMb1NKapr8/X016cU+8ve/9usbPaSHwn6M0Om4i5Kk4Y92UOdW9U2sEgAA72VIsqblZm0RwHlS09NybPNY52bq262FC6oBAAC3IjPCHeQ0FbV0bTrqkX0edEE1AADgVt6UGb2ywzg2Nlbp6ekKDg6+7WtjYi/IIos6NguzO372QoJtFMGyU9/qq1njHFKruytfvrx27dpldhkAANxgSFYjFzHNE5IcnCovmfFU3MUc/w7XnwxT8BdT7rS8fIXMCABwO2RGOEheMuOZc/FKy+GtpJ3RRRS8evqdlpevkBkBAG7HizKjV3YY+/v73/G1PhaLrIahy4lJKlLo2nrGV5OSlZ5ulZ+vj0oWK8y6IgAAmMrI1cg/j0hycKo8ZUYfi6zpmf+N+fpcy4yB/l4ZxQEAcBNkRjhG3jKjj5RFh7GPxaKSxQqrQOCd3x8AAOSV92RGr/yW6sqVK3d87Q87Dmr4pHm6EH9FpYNKKTXdqvPRsQqwWLTknX+q14P3ObBSAABwJzxl7RCYKy+ZccfePzVw/FydOX9JMgwlJqXYzs3+9yANCW3riBIBAEAekBnhCHnJjPt+P6EnX52tqFNn5WPx0ZWrybZzb774mF4a1M0RJQIAgDzwlszolR3GefFQi3o6tu492+ddByO1ZfcRNa1XTW3uq2ViZQAAQJJkSIZ3DPyDG2vRsLqOfPO27fP+P6K1YcdB1ateSZ1a1jexMgAAIInMCLdwb827tH/ljSVKfv/rtMJ+2qt77iqnHu0bm1gZAACQ5FWZ0S07jHfs2KEWLVqYXUauNK1XTU3rVTO7DAAA8DdDUnouporxgBzn9fJTZmxQI1gNatz+unYAAMA5yIzeIz9lxppVyqvmgPJmlwEAAP7mTZnRJy8XP/vss0pOTs65YS6lp6drwoQJatvWfoq+MmXKqG3bthmOAwAAZCY93ZrjBtchMwIAAHdEZnQvZEYAAOCOvCUzWgzDuOOObx8fH9WvX19LlixR3bp181TIkSNH1L9/f0VEREi6FuoAAABuR3BwsM5cTNLdgz/Nse2x+cMUVKKAoqOjXVCZdyMzAgAAd0JmdE9kRgAA4E68LTPm6Q1jSTp48KCaNWumjz/++I7v8eGHH6pJkyaKiIhQHvqvAQAAZMiQ1ZrzZnjEZDH5B5kRAAC4EzKjeyIzAgAAd+JNmTFPHcaDBg2SYRi6evWqnnvuOfXs2VPnz5/P9fUnT55U586dNXr0aF29elWGYahQoUKaOXNmXsoCAABezppuzXGD65AZAQCAOyIzuhcyIwAAcEfekhnz1GE8b948ffHFFypatKgMw9CaNWt07733atOmTTleu3jxYjVo0EAbNmywjfZr2bKl9uzZo3/+8595KQsAAHgzQ0pPS8tx84CBf/kGmREAALgdMqPbITMCAAC340WZMc9TUj/xxBOKiIjQfffdJ8MwdPLkSXXq1EmvvfZapuuDxMfHq1+/furfv78uXrwowzAUEBCgqVOnasuWLapevXpeSwIAAF7NkDUtJcfNI5JcPkJmBAAA7oXM6I7IjAAAwL14T2bMc4exJN1zzz3avn27Ro0aJYvFIqvVqmnTpql169aKjIy0tfvhhx9Uv359LV26VIZhyDAMNWrUSLt27dIrr7wiHx+HlAMAALyckZ6e4wbXIzMCAAB3QmZ0T2RGAADgTrwlMzosOfn7++v999/XmjVrVLZsWRmGofDwcDVq1Ejz58/XCy+8oK5du+rkyZMyDEO+vr4aP368wsPDVb9+fUeVAQAAvJxh5G7k3/Wp6uBaZEYAAOAOyIzujcwIAADcgTdlRocPtevevbv27dunrl27SpIuXbqkYcOG6aOPPpLVapVhGKpTp462b9+uyZMny8/Pz9ElAAAAL5e7qWKc4+uvv9bDDz+scuXKKSAgQMHBwerZs6fWrl3rtGfmR2RGAABgNjKj+yMzAgAAs3lLZnTK3CxBQUEKCwtTr169bMcMw5DFYlGfPn20Z88eNWvWzBmPBgAA3s4wlJ6WkuMmB4/8S01NVd++fdWrVy+FhYUpLi5OqampiomJ0apVqxQSEqIBAwYoLS3Noc/Nz8iMAADANGTGfIPMCAAATONFmdEpw+4iIyM1ZMgQ/fTTT7JYLHavYq9YsUIVK1bUlClTVKBAAWc8HgAAeDnD6vq1Q/75z39q6dKlkqSqVatqxIgRqlKlio4cOaLZs2fr9OnTWrRokUqUKKGZM2e6vD53RGYEAABmIjPmD2RGAABgJm/JjBbDwRNrz5o1S6+88ooSExNtAW7YsGHy8fHR3LlzZbFYJEk1a9bUokWLdN999zny8QAAwIsFBwfr5NlLKtlxbI5tL2x8WxXLFFV0dHSen7tlyxa1bdtWktSkSRNt2rRJxYoVs52PjY1Vhw4d9Ntvv0mSdu3a5fUZiMwIAADMQmbMP8iMAADALN6WGR02JXVMTIw6d+6s559/3hbigoKCtGbNGs2dO1ezZ8/WihUrVLJkSRmGoSNHjqhVq1aaPHmyrFaro8oAAABez8jl2iKOGzM3bdo02/6nn35qF+IkqVy5clqyZIntC60pU6Y47Nn5DZkRAAC4BzKjOyMzAgAA9+A9mdEhHcYLFy5U/fr1tWHDBhmGIcMwFBoaqgMHDujhhx+2tevVq5f27t2r9u3bS7o2B/ekSZP0wAMP6OjRo3b3nDRpkiwWiywWi8qWLaszZ87kup4hQ4bYrh05cqQjfkQ40dixY2WxWDRq1CizSwEAeAjDmp7j5ijx8fFat26dJKlVq1Zq3Lhxpu0aNGhgy0BhYWG6dOmSw2rIL8iMyAsyIwDA0ciM7onMiLwgMwIAHM1bMmOeOozj4uLUq1cvDR48WAkJCTIMQ8WLF9fChQu1fPlylS5dOsM1lSpV0oYNGzRlyhT5+/tLknbs2KFGjRpp7ty5tnYTJkxQ06ZNJUlnz57V8OHDc1XT4sWLNX/+fElS3bp19f777+flR4ST/fjjj/w3AgA4lmHImpaa4yYHrcrx008/KT39WjB86KGHsm374IMPSpKSk5O1ceNGhzw/PyAzIq/IjAAAhyMzuh0yI/KKzAgAcDgvyox56jCuV6+eVq9ebRvt17FjR+3fv1/9+/fP9jqLxaJx48Zp69atqlatmiTpypUrGjlypHr06KHY2Fj5+fnp888/V8GCBSVJq1ev1oIFC7K979GjR/XMM89IkgoUKKAlS5bYrof7iYiIUGhoqO2PHwAAR0lPS8lxc5T9+/fb9hs0aJBt23r16tn29+7d67Aa3B2ZEXlBZgQAOAuZ0b2QGZEXZEYAgLN4S2bMU4fx2bNnJUkFCxbUjBkz9MMPPyg4ODjX1zdr1kx79+7VgAEDbMfWrl1r+yXUrl1bU6dOtZ178cUXdeLEiUzvlZKSor59+9peu37nnXdy/GXCPF999ZU6dOigCxcumF0KAMDDGIYha2pKjpvhoJF/x48ft+1XrVo127Z33XWXbf+vv/5yyPPzAzIj7hSZEQDgLGRG90NmxJ0iMwIAnMWbMmOe1zBu2rSpIiIi9MILL9zR9YULF9Z///tfffnll7aFm68HREl64YUX1LFjR0lSQkKCBg8enOkv/tVXX9WuXbskSSEhIXruuefuqB441+XLlzV69GiFhoYqISHB7HIAAB7KlWuLxMXF2fbLlCmTbdtSpUrZ9s+dO+ewGvIDMiNuB5kRAOAKZEb3Q2bE7SAzAgBcwVsyo19eLp44caImTJggX1/fPBfSt29ftWjRQk8++aR27NhhO26xWLRgwQI1aNBA8fHx2rBhgz766CO7oBYWFqYZM2ZIkipUqGBbWwTuZcmSJRo9erROnz4tSSpSpIieeeYZvffeeyZXBgDwKKmJSt77eS7aXdWpU1ezfWshOjo6x9skJiba9gsUKJBt25vP33ydpyMz4naQGQEALkFmdDtkRtwOMiMAwCW8KDPm6Q3jiRMnOiTEXVe1alVt2bJFr7/+ut3xu+66SzNnzrR9fuWVV3T06FFJ0unTpzVo0CAZhiGLxaKFCxfm2OueFxaLRRaLRY0aNcq2Xc+ePW1tb36FXJIGDRoki8Vi+8OJi4vThAkTVKdOHRUuXFjlypVThw4dtHz5crvrNm7cqJ49e6pChQoKDAxUtWrV9Oyzz+rUqVPZ1pKYmKjZs2erV69eqlq1qooWLarAwECVL19eHTp00Ntvv53lKLwFCxbYfo49e/YoOTlZU6dOVYMGDVS4cGEVLVpULVq00Icffqjk5ORs65g9e7YtxLVq1Uq7d+9WSEhIttcAAHA7ypcvr0qVKqpSuZI5b5UqOiTHpKam2vYDAwOzbXvz+bS0tDw/O78gM2aNzJgRmREA4GxkRvdEZswamTEjMiMAwNm8LjMa+UhoaKghyZBktG3b1rBarUa3bt1sx8aOHev0Gq4/q2HDhtm2e+SRR2xtIyMj7c4NHDjQkGRUqlTJ2Llzp1G+fHlb21u3119/3TAMw3j11VezbFOxYkUjKioq0zo2btxolCtXLstrr28VKlQw9u3bl+H6+fPn29ps3rzZaNasWZb3aNSokXH69Oksfyft2rUz7rrrLmPBggVGenq6YRiGsWnTJtv1L774Yra/UwAA3FH37t1t/5Zl9++gYRjGyZMnbW27dOniogq9D5mRzAgAgLshM7ofMiOZEQAAd2NmZszTlNSuNmfOHG3btk1nzpzRTz/9pN69e+vbb7+VdG2NkzfeeMPkCm/PpUuXFBISori4OHXu3FmhoaHy9/fX2rVrtXLlSknSlClTFBcXp48//ljly5fXiBEjVLt2bUVFRenDDz9UdHS0Tp48qTFjxmjZsmV29z98+LC6deum5ORk+fj46LHHHlOHDh1UpkwZXb58Wbt379bnn3+uixcv6tSpU3rqqaf066+/ZlnvM888o8OHD6t06dIaOXKk6tevr+PHj2vOnDmKjIzUnj171K5dO+3ZsyfTV+XffPNNNWvWTP7+/o79RQIAYKIiRYrY9pOSkrJte/P5ggULOq0mb0dmJDMCAOBuyIzuh8xIZgQAwN2Ymhnz3OXsYmvWrMkw4qxIkSLGH3/84ZLnX3+mI0b+Xd/efffdDNc/8cQTdm3q1atnxMXF2bWJjo42ihYtakgyAgICjKSkJLvzvXv3tl2/ePHiTOs8fvy4Ubx4cVu7AwcO2J2/eeSfJKNWrVpGTEyMXZvLly8bHTp0sLWZPHlytr+bmzHyDwCQ3z3zzDO2f8t2796dbdtdu3bZ2g4fPtxFFXonMuMNZEYAAMxHZnRPZMYbyIwAAJjPzMyYpzWMzRASEqJhw4bZHZsxY4aqV69uUkV5c//992vMmDEZjg8fPtzu86xZszKsmVKpUiV169ZNkpSSkqLff//ddi4xMVFr166VJLVs2VJ9+/bN9PlVqlRRv379bJ+PHDmSZa1+fn5avny5KlasaHe8cOHCWrx4sYoVKyZJev/995Wenp7lfQAA8CS1atWy7UdFRWXb9ubzVatWdVZJEJnxZmRGAADMR2Z0T2TGG8iMAACYz8zMmO86jCXJx8e+7OymN3F3WQWsatWq2fZLlSqltm3bZtqucuXKtv2LFy/a9gsVKqTjx49r27ZtmjNnTrY13PysxMTELNv16NFD9evXz/RcUFCQ7We5cOGCfv7552yfCQCAp6hXr55t/+DBg9m2vfl8gwYNnFYTriEz3kBmBADAXGRG90VmvIHMCACAuczMjPmuw/irr77S3Llz7Y7NmjVL69evN6mivKlTp06mx4sXL27bv+eee7K8vlChQrb9W0fbBQUFqVWrVpn+oSQlJSkiIkIfffSR3Zok2Y3Y69KlS5bnJNmFzR07dmTbFgAAT9GiRQsFBgZKkjZu3Jht2w0bNkiSfH191aZNG6fX5s3IjPbIjAAAmIvM6J7IjPbIjAAAmMvMzOiX5zu4UExMjG2aGF9fX/Xu3VvLli2TYRgaPHiwDhw4oJIlS5pc5e0pVapUjm1uDmu3slgsOV4fGxurVatWKSIiQn/88YeOHj2qqKgoWa3WDG0Nw8jyPjVr1sz2OTePQjxz5kyOdQEA4AmKFSumLl26aPXq1dq0aZP279+f6Zcoe/fu1ebNmyVJXbt2tfvSBo5FZsyIzAgAgLnIjO6HzJgRmREAAHOZmRnzzRvGVqtVAwYM0Pnz5yVJzz33nBYuXGgbOXfy5EmNHDnSzBLviL+/v9PunZ6ernHjxumuu+7S8OHDNXv2bG3YsEHHjx+X1WqVv7+/2rZtm+OIvuuurx2SlZsDZ0JCQp5qBwAgP7m+TphhGOrXr5/i4uLszsfGxuqJJ56wfWHy8ssvu7xGb0FmvH1kRgAAXIPM6D7IjLePzAgAgGuYlRnzTYfxtGnTtGnTJklSjRo19OabbyowMFALFiyQr6+vJGnp0qX64osvzCzTJikpyewSNGTIEL311ltKSUmRn5+f2rdvr5deekkLFixQeHi4Ll26pM2bN6tTp065ul9OP9Ply5dt+2XKlMlT7QAA5Cdt27bVwIEDJUkHDhxQw4YNNXnyZC1ZskSTJ09Ww4YNdejQIUnS0KFD1a5dOzPL9WhkxttHZgQAwDXIjO6DzHj7yIwAALiGWZkxX0xJ/csvv2jixImSJD8/Py1atMg2yqx58+Z69dVXNWXKFEnXRgS2a9dOwcHBTqnFYrHIMAylpaVl2y4+Pt4pz8+t7du3a+HChZKku+++W+vXr89yjZKLFy/m6p4nTpzI9vyxY8ds+xUrVsxdoQAAeIi5c+fq0qVLWrlypU6dOqXXX389Q5vHH39cs2bNMqE670BmvH1kRgAAXIvMaD4y4+0jMwIA4FpmZEa3f8P48uXLeuKJJ5SamipJGj9+vJo3b27XZuLEiWrUqJGka6Fk0KBB2a6RkRfXF5vObioUq9Vq6903yzfffGPbf/3117MMcZK0Z88e2352v7dt27Zl+8yffvrJtt+hQ4dcVAkAgOcICAjQihUrtHLlSoWEhCgoKEj+/v4qU6aMunXrppUrV2rp0qUKCAgwu1SPRGa8M2RGAABci8xoLjLjnSEzAgDgWmZkRrfvMH722Wd19OhRSddG+U2YMCFDG39/fy1cuND2i9mwYYM++OADp9RTrlw5SVJMTIxiY2MzbbN+/XrTR/6dO3fOtl+kSJEs2x04cEDr16+3fb4emDPz5Zdf2tZ2uVVMTIyWL18uSapZs6bq1q17uyUDAOARevXqpTVr1uj06dNKSUlRXFycwsLC1KtXL7NL82hkxjtDZgQAwBxkRnOQGe8MmREAAHO4MjO6dYfxkiVLbNOdFCpUSJ9//rn8/DKfRbtBgwb6z3/+Y/s8btw4p4y+uz7q0Gq12j3vuiNHjmjEiBEOf+7tqlatmm1/7ty5mY7o27dvn3r27KmUlBTbsezWDzl//rz69++foU1CQoL69OljW1vk+rQ+AAAArkBmvHNkRgAA4C3IjHeOzAgAgOdz2zWMjx8/bheI3n33XdWsWTPba15++WWtXr1aP//8s5KSktS/f3/t2LFD/v7+Dqtr6NChthFus2bN0rFjxxQaGqrAwED9/PPPWrhwoRITE9W8eXOFh4c77Lm364knntCkSZOUnJys9evXq2nTpurfv78qVqyo2NhYbdq0SWvWrMmwRkp2IxYtFou+/fZbNWjQQMOHD1eVKlX0xx9/aPbs2YqOjpYkPfzww+rXr59TfzYAAIDryIx5Q2YEAADegMyYN2RGAAA8n1t2GKenp+vJJ5+0hYpu3bpp5MiROV7n6+ur//73v2rUqJESExMVERGhSZMmacqUKQ6rrWvXrho3bpymTp0qSVq3bp3WrVtnO2+xWDRx4kQFBwebGuSqVKmiuXPnaujQoUpLS1NERIQiIiIytKtevbqmT5+uHj16SLo2GjAro0aN0qpVq/Tnn39q7NixGc7369dP8+fPd9wPAQAAkA0yY96RGQEAgKcjM+YdmREAAM/nllNST548Wdu3b5cklS5dWvPmzcv1tTVq1NDbb79t+zxt2jTbvRzlzTff1JYtW9SnTx9VrFhRAQEBqlSpkvr06aMtW7Zo0qRJDn3enXrqqacUHh6u/v37q3LlygoICFCBAgUUHBysbt266dNPP9W+ffsUEhKi+vXrS5K+/fZbXbhwIdP7Va5cWXv27NH48eNVo0YNBQQEqHTp0goJCdGaNWv0xRdfOHSBbQAAgOyQGR2DzAgAADwZmdExyIwAAHg2i5HZohPA3xYsWKDBgwdLkqZPn65Ro0aZWxAAAADcDpkRAAAAOSEzAgDgvtzyDWMAAAAAAAAAAAAAgPPRYQwAAAAAAAAAAAAAXsrP7AKcbevWrTp79mye79OkSRNVrlzZARUBAADA3ZAZAQAAkBMyIwAA8FQe32E8YcIEbd68Oc/3mT9/vgYNGpT3ggAAAOB2yIwAAADICZkRAAB4KqakBgAAAAAAAAAAAAAvZTEMwzC7CAAAAAAAAAAAAACA6/GGMQAAAAAAAAAAAAB4KTqMAQAAAAAAAAAAAMBL0WEMAAAAAAAAAAAAAF6KDmMAAAAAAAAAAAAA8FJ0GAMAAAAAAAAAAACAl6LDGAAAAAAAAAAAAAC8FB3GAAAAAAAAAAAAAOCl6DAGAAAAAAAAAAAAAC9FhzEAAAAAAAAAAAAAeCk6jAEAAAAAAAAAAADAS9FhDAAAAAAAAAAAAABeig5jAAAAAAAAAAAAAPBSdBgDAAAAAAAAAAAAgJeiwxgAAAAAAAAAAAAAvBQdxgAAAAAAAAAAAADgpf4fWE3Bzr7W23kAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 292, "width": 966 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib import patheffects\n", "#fig, ax = plt.subplots(figsize=(3,3))\n", "\n", "ov.pl.embedding(adata,\n", " basis='X_umap',\n", " color=['EBF1','ERG','PAX5'],\n", " frameon='small',\n", " size=15,\n", " cmap='RdBu_r',)" ] }, { "cell_type": "code", "execution_count": 82, "id": "53154a60-f782-4273-bd05-be7793347e18", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/home/zehuazeng/software/rsc/lib/python3.10/site-packages/omicverse/utils/_scatterplot.py:430: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'B Cells\\nscRNA-seq')" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 247, "width": 217 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib import patheffects\n", "fig, ax = plt.subplots(figsize=(3,3))\n", "\n", "ad=adata\n", "visual_cluster=['20','17']\n", "ad.obs['visual']=ad.obs['leiden'].copy()\n", "ad.obs.loc[~ad.obs['leiden'].isin(visual_cluster),'visual']=None\n", "ov.utils.embedding(ad,\n", " basis='X_umap',frameon='small',\n", " color=['visual'],\n", " legend_loc=None,\n", " #palette=ov.utils.blue_color+ov.utils.orange_color+ov.utils.red_color+ov.utils.green_color,\n", " show=False,\n", " ax=ax)\n", "\n", "ov.pl.embedding_adjust(\n", " ad,\n", " basis=\"X_umap\",\n", " groupby='celltype',\n", " exclude=tuple(set(ad.obs['celltype'].cat.categories)-set(['CLP','proB', 'preproB', 'preB', 'NaiveB'])), \n", " ax=ax,\n", " adjust_kwargs=dict(arrowprops=dict(arrowstyle='-', color='black')),\n", " text_kwargs=dict(fontsize=12 ,weight='bold',\n", " path_effects=[patheffects.withStroke(linewidth=2, foreground='w')] ),\n", ")\n", "\n", "ov.pl.contour(ax=ax,adata=ad,\n", " basis=\"X_umap\",\n", " groupby='leiden',clusters=visual_cluster,\n", " contour_threshold=0.02,colors=ov.pl.red_color[2],linestyles='dashed')\n", "\n", "plt.title('B Cells\\nscRNA-seq', fontsize=14)\n", "#plt.savefig(f'figures/hsc/umap-lineage-B-33.png',dpi=300,bbox_inches='tight')\n", "#plt.savefig(f'pdf/hsc/umap-lineage-B-33.pdf',dpi=300,bbox_inches='tight')\n" ] }, { "cell_type": "code", "execution_count": 84, "id": "0500c58b-0b8d-4bd7-ad0b-b4d7d4eb5c2b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/home/zehuazeng/software/rsc/lib/python3.10/site-packages/omicverse/utils/_heatmap.py:335: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.\n", " df[key] = c\n", "/mnt/home/zehuazeng/software/rsc/lib/python3.10/site-packages/seaborn/matrix.py:1107: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations.\n", " self._figure.tight_layout(**tight_params)\n" ] }, { "data": { "text/plain": [ "[Text(1, 0.5, 'NKAIN2'),\n", " Text(1, 1.5, 'RNF220'),\n", " Text(1, 2.5, 'CASC15'),\n", " Text(1, 3.5, 'LRMDA'),\n", " Text(1, 4.5, 'ATP8B4'),\n", " Text(1, 5.5, 'ERG'),\n", " Text(1, 6.5, 'PLXDC2'),\n", " Text(1, 7.5, 'SLC8A1'),\n", " Text(1, 8.5, 'EBF1'),\n", " Text(1, 9.5, 'PAX5')]" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 259, "width": 129 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "g=ov.utils.plot_heatmap(ad[ad.obs['leiden'].isin(visual_cluster)],\n", " var_names=scores.loc[cfg_obj.filter_coef.index].sort_values(ascending=False)[:10].index.tolist(),\n", " sortby='palantir_pseudotime',col_color='leiden',yticklabels=True,\n", " n_convolve=100,figsize=(1,6),show=False)\n", "\n", "g.fig.set_size_inches(1, 4)\n", "g.ax_heatmap.set_yticklabels(g.ax_heatmap.get_yticklabels(),fontsize=10)\n", "\n", "#plt.savefig(f'figures/hsc/heatmap-lineage-B-leiden-24.png',dpi=300,bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 85, "id": "eacd5998-fade-41f8-8db7-7a9f74526e23", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/home/zehuazeng/software/rsc/lib/python3.10/site-packages/omicverse/utils/_heatmap.py:335: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.\n", " df[key] = c\n", "/mnt/home/zehuazeng/software/rsc/lib/python3.10/site-packages/seaborn/matrix.py:1107: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations.\n", " self._figure.tight_layout(**tight_params)\n" ] }, { "data": { "text/plain": [ "[Text(1, 0.5, 'NKAIN2'),\n", " Text(1, 1.5, 'ATP8B4'),\n", " Text(1, 2.5, 'LRMDA'),\n", " Text(1, 3.5, 'RNF220'),\n", " Text(1, 4.5, 'EBF1'),\n", " Text(1, 5.5, 'ERG'),\n", " Text(1, 6.5, 'CASC15'),\n", " Text(1, 7.5, 'SLC8A1'),\n", " Text(1, 8.5, 'PLXDC2'),\n", " Text(1, 9.5, 'PAX5')]" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 259, "width": 129 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "g=ov.utils.plot_heatmap(ad[ad.obs['celltype'].isin(['CLP','proB','preproB','preB','NaiveB'])],\n", " var_names=scores.loc[cfg_obj.filter_coef.index].sort_values(ascending=False)[:10].index.tolist(),\n", " sortby='palantir_pseudotime',col_color='celltype',yticklabels=True,\n", " n_convolve=100,figsize=(1,6),show=False)\n", "\n", "g.fig.set_size_inches(1, 4)\n", "g.ax_heatmap.set_yticklabels(g.ax_heatmap.get_yticklabels(),fontsize=10)\n", "\n", "#plt.savefig(f'figures/hsc/heatmap-lineage-B-ct-24.png',dpi=300,bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 86, "id": "75709f65-751a-4c74-997c-349eecb3fff0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_2892064/1191334045.py:28: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " ax.set_xticklabels(ax.get_xticklabels(), fontsize=11,rotation=0)\n", "/tmp/ipykernel_2892064/1191334045.py:29: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " ax.set_yticklabels(ax.get_yticklabels(), fontsize=11)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 261, "width": 145 } }, "output_type": "display_data" } ], "source": [ "# 创建横向柱状图\n", "import matplotlib.cm as cm\n", "fig, ax = plt.subplots(figsize=(0.5, 3))\n", "\n", "od_genes=scores.loc[cfg_obj.filter_coef.index].sort_values(ascending=False)[:10]\n", "\n", "norm = plt.Normalize(min(od_genes.values), max(od_genes.values))\n", "colors = cm.Blues(norm(od_genes.values))\n", "\n", "plt.barh(od_genes.index, od_genes.values, color=colors)\n", "\n", "ax.spines['left'].set_position(('outward', 10))\n", "ax.spines['bottom'].set_position(('outward', 10))\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(True)\n", "ax.spines['left'].set_visible(True)\n", "\n", "ax.grid(False)\n", "\n", "# 设置标签和标题\n", "ax.set_xlabel('')\n", "ax.set_ylabel('$R^2$', fontsize=13)\n", "ax.set_title('', fontsize=13)\n", "ax.set_xlim(0,0.001)\n", "#ax.set_xticks(x + width)\n", "ax.set_xticklabels(ax.get_xticklabels(), fontsize=11,rotation=0)\n", "ax.set_yticklabels(ax.get_yticklabels(), fontsize=11)\n", "\n", "plt.xlabel('Scores',fontsize=12)\n", "plt.ylabel('Genes',fontsize=12)\n", "plt.title('Fate Rank',fontsize=12)\n", "plt.gca().invert_yaxis() # 反转y轴使得最高分数在顶部\n", "\n", "#plt.savefig(f'figures/hsc/fr-lineage-B-33.png',dpi=300,bbox_inches='tight')\n", "#plt.savefig(f'pdf/hsc/fr-lineage-B-33.pdf',dpi=300,bbox_inches='tight')\n" ] }, { "cell_type": "code", "execution_count": 88, "id": "4959ec6b-d2c3-4512-9d74-e4a459d3ac6c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 265, "width": 276 } }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "fig, ax = plt.subplots(figsize=(3,3))\n", "\n", "gene='ERG'\n", "visual_cluster=['20','17']\n", "\n", "x=ad[ad.obs['leiden'].isin(visual_cluster),gene].to_df().values.reshape(-1)\n", "y=ad.obs.loc[ad.obs['leiden'].isin(visual_cluster),'palantir_pseudotime'].values.reshape(-1)\n", "z=ad.obs.loc[ad.obs['leiden'].isin(visual_cluster),'mellon_log_density_lowd'].values.reshape(-1)\n", "\n", "sns.kdeplot(\n", " x=x, y=y,\n", " fill=True,\n", " cmap='Blues',\n", " #clip=(-5, 5), cut=10,\n", " thresh=0.1, levels=15,\n", " ax=ax,#cbar=True,\n", " )\n", "scatter=ax.scatter(x,y,\n", " c=z, s=x*10,\n", " cmap='RdBu_r',\n", " )\n", "\n", "ax.spines['left'].set_position(('outward', 10))\n", "ax.spines['bottom'].set_position(('outward', 10))\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "ax.spines['bottom'].set_visible(True)\n", "ax.spines['left'].set_visible(True)\n", "\n", "ax.grid(False)\n", "\n", "plt.xlabel('Expression',fontsize=13)\n", "plt.ylabel('Pseudotime',fontsize=13)\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "\n", "plt.title(gene,fontsize=13)\n", "cbar = plt.colorbar(scatter, ax=ax,shrink=0.5)\n", "cbar.set_label('Density', fontsize=13)\n", "cbar.ax.tick_params(labelsize=12)\n", "\n", "#plt.savefig(f'figures/hsc/density-lineage-B-{gene}.png',dpi=300,bbox_inches='tight')\n", "#plt.savefig(f'pdf/hsc/density-lineage-B-{gene}.pdf',dpi=300,bbox_inches='tight')\n", "\n", "#cbar.set_ticklabels(cbar.get_ticklabels(),fontsize=12)" ] }, { "cell_type": "code", "execution_count": 89, "id": "4342fb22-32f2-4d3d-9779-a53bea239563", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 231, "width": 233 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(3,3))\n", "\n", "#visual_cluster=['15','12']\n", "#ad.obs['visual']=ad.obs['leiden'].copy()\n", "#ad.obs.loc[~ad.obs['leiden'].isin(visual_cluster),'visual']=None\n", "ov.utils.embedding(ad,\n", " basis='X_umap',frameon='small',\n", " color=[gene],\n", " legend_loc=None,\n", " #palette=ov.utils.blue_color+ov.utils.orange_color+ov.utils.red_color+ov.utils.green_color,\n", " show=False,\n", " ax=ax)\n", "#plt.savefig(f'figures/hsc/umap-lineage-B-{gene}.png',dpi=300,bbox_inches='tight')\n", "#plt.savefig(f'pdf/hsc/umap-lineage-B-{gene}.pdf',dpi=300,bbox_inches='tight')\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }